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fastai_v1: Imageclef2013 plant leaf types
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%reload_ext autoreload\n",
"%autoreload 2\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from fastai import *\n",
"from fastai.vision import *\n",
"import glob\n",
"import xml.etree.ElementTree as ET\n",
"import pandas as pd\n",
"import os"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Data & Task description\n",
"### https://www.imageclef.org/2013/plant"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The task will be based on the Pl@ntView dataset which focuses on 250 herb and tree species from France area. It contains 26077 pictures belonging each to one of the 2 following categories:\n",
"- SheetAsBackground (or uniform background) (42%): exclusively pictures of leaves in front of a white or colored uniform background produced with a scanner or a camera with a sheet.\n",
"- NaturalBackground (for most of the time cluttered natural background\") (58%): free natural photographs of different views on different subparts of a plant into the wild.\n",
"\n",
"These 2 main categories can be subdivided into 2 and 5 sub-categories:\n",
"- SheetAsBackground Scan (22%): scan of a single leaf.\n",
"- SheetAsBackground Scan-like (22%): photograph of a single leaf in front of an uniform artificial background.\n",
"- NaturalBackground Leaf (16%): photograph of one leaf or more directly on the plant or near the plant on the floor or other non uniform background.\n",
"- NaturalBackground Flower (18%): photograph of one flower or a group of flowers (inflorescence) directly on the plant.\n",
"- NaturalBackground Fruit (8%): photograph of one fruit or a group of fruits (infructescence) directly on the plant.\n",
"- NaturalBackground Stem (8%): photograph of the stalk, or a stipe, or the bark of the trunk or a main branch of the plant.\n",
"- NaturalBackground Entire (8%): photograph of the entire plant, from the floor to the top.\n",
"\n",
"!['muh'](https://www.imageclef.org/system/files/Diapositive1.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Download the source data and unzip it to data_path"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--2018-10-23 11:17:05-- http://otmedia.lirmm.fr/LifeCLEF/ImageCLEF2011-2012-2013/ImageCLEF2013PlantTaskTestAndTaskPackage.zip\n",
"Resolving otmedia.lirmm.fr (otmedia.lirmm.fr)... 193.49.110.20\n",
"Connecting to otmedia.lirmm.fr (otmedia.lirmm.fr)|193.49.110.20|:80... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 2283474090 (2.1G) [application/zip]\n",
"Saving to: ‘ImageCLEF2013PlantTaskTestAndTaskPackage.zip’\n",
"\n",
"ImageCLEF2013PlantT 100%[===================>] 2.13G 5.40MB/s in 6m 41s \n",
"\n",
"utime(ImageCLEF2013PlantTaskTestAndTaskPackage.zip): Operation not permitted\n",
"2018-10-23 11:23:47 (5.42 MB/s) - ‘ImageCLEF2013PlantTaskTestAndTaskPackage.zip’ saved [2283474090/2283474090]\n",
"\n"
]
}
],
"source": [
"!wget http://otmedia.lirmm.fr/LifeCLEF/ImageCLEF2011-2012-2013/ImageCLEF2013PlantTaskTestAndTaskPackage.zip\n",
"!wget http://otmedia.lirmm.fr/LifeCLEF/ImageCLEF2011-2012-2013/ImageCLEF2013PlantTaskTrainPackage-PART-1.zip\n",
"!wget http://otmedia.lirmm.fr/LifeCLEF/ImageCLEF2011-2012-2013/ImageCLEF2013PlantTaskTrainPackage-PART-2.zip"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Transform XML+File structure in Pandas DF"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"data_path = 'data/ImageCLEF2011/'"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"images_clef2013 = pd.DataFrame()\n",
"image_list = []\n",
"\n",
"for file in glob.iglob(data_path+'/train/*.xml', recursive=True):\n",
" tree = ET.parse(file)\n",
" filename = os.path.join('train', tree.find('FileName').text)\n",
" plantid = tree.find('IndividualPlantId').text\n",
" backgroundtype = tree.find('Type').text\n",
" content = tree.find('Content').text\n",
" classid = tree.find('ClassId').text\n",
" image_list.append([filename, plantid, backgroundtype, content, classid])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"images_clef2013_pd = pd.DataFrame(image_list, columns=['filename', 'plantid','backgroundtype','content','classid'])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
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" }\n",
"\n",
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" vertical-align: top;\n",
" }\n",
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" .dataframe thead th {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>filename</th>\n",
" <th>plantid</th>\n",
" <th>backgroundtype</th>\n",
" <th>content</th>\n",
" <th>classid</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>train/15263.jpg</td>\n",
" <td>481</td>\n",
" <td>SheetAsBackground</td>\n",
" <td>Leaf</td>\n",
" <td>Ruscus aculeatus</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>train/6714.jpg</td>\n",
" <td>370</td>\n",
" <td>SheetAsBackground</td>\n",
" <td>Leaf</td>\n",
" <td>Juglans nigra</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>train/14423.jpg</td>\n",
" <td>31</td>\n",
" <td>SheetAsBackground</td>\n",
" <td>Leaf</td>\n",
" <td>Ilex aquifolium</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>train/14851.jpg</td>\n",
" <td>70</td>\n",
" <td>NaturalBackground</td>\n",
" <td>Fruit</td>\n",
" <td>Quercus coccifera</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>train/14384.jpg</td>\n",
" <td>1969</td>\n",
" <td>NaturalBackground</td>\n",
" <td>Leaf</td>\n",
" <td>Acer pseudoplatanus</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" filename plantid backgroundtype content classid\n",
"0 train/15263.jpg 481 SheetAsBackground Leaf Ruscus aculeatus\n",
"1 train/6714.jpg 370 SheetAsBackground Leaf Juglans nigra\n",
"2 train/14423.jpg 31 SheetAsBackground Leaf Ilex aquifolium\n",
"3 train/14851.jpg 70 NaturalBackground Fruit Quercus coccifera\n",
"4 train/14384.jpg 1969 NaturalBackground Leaf Acer pseudoplatanus"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"images_clef2013_pd.head()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"images_clef2013_pd.to_csv(data_path+'images_clef2013_pd.csv')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"### Select a subset of the data\n",
"For a first test I select the **images with a SheetAsBackground** - these are only leafes with a fairly uniform background. This should be easy to classify. \n",
" \n",
"We can see below that we have 4921 samples in and 124 classes which are fairly uneven distributed. Sme classes only have <10 samples."
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [],
"source": [
"images_clef2013_pd_sheet = images_clef2013_pd[images_clef2013_pd['backgroundtype'] == 'SheetAsBackground']"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"Leaf 4941\n",
"Name: content, dtype: int64"
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"images_clef2013_pd_sheet['content'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"Ulmus minor 177\n",
"Phillyrea angustifolia 166\n",
"Buxus sempervirens 155\n",
"Ruscus aculeatus 117\n",
"Olea europaea 114\n",
"Populus nigra 106\n",
"Quercus ilex 101\n",
"Populus alba 101\n",
"Euphorbia characias 99\n",
"Daphne cneorum 94\n",
"Viburnum tinus 91\n",
"Hedera helix 90\n",
"Rhus coriaria 86\n",
"Celtis australis 85\n",
"Juniperus oxycedrus 83\n",
"Nerium oleander 77\n",
"Corylus avellana 73\n",
"Acer monspessulanum 72\n",
"Cotinus coggygria 68\n",
"Acer campestre 61\n",
"Cercis siliquastrum 61\n",
"Pistacia lentiscus 60\n",
"Rhamnus alaternus 60\n",
"Arbutus unedo 59\n",
"Ginkgo biloba 58\n",
"Crataegus monogyna 57\n",
"Buddleja davidii 56\n",
"Platanus x hispanica 55\n",
"Carpinus betulus 54\n",
"Fraxinus angustifolia 53\n",
" ... \n",
"Euonymus europaeus 17\n",
"Betula utilis 17\n",
"Mespilus germanica 17\n",
"Sorbus torminalis 16\n",
"Prunus serrulata 15\n",
"Tilia cordata 13\n",
"Salix fragilis 13\n",
"Fraxinus excelsior 12\n",
"Acer saccharinum 11\n",
"Tilia dasystyla 11\n",
"Salix cinerea 11\n",
"Malus sylvestris 10\n",
"Ostrya carpinifolia 10\n",
"Prunus serotina 10\n",
"Koelreuteria paniculata 9\n",
"Salix caprea 9\n",
"Sorbus intermedia 9\n",
"Prunus spinosa 8\n",
"Salix alba 8\n",
"Colutea arborescens 8\n",
"Populus trichocarpa 7\n",
"Sambucus nigra 7\n",
"Pterocarya fraxinifolia 6\n",
"Betula pubescens 5\n",
"Frangula dodonei 5\n",
"Sorbus aucuparia 4\n",
"Malva sylvestris 3\n",
"Prunus padus 3\n",
"Aristolochia clematitis 1\n",
"Parthenocissus tricuspidata 1\n",
"Name: classid, Length: 124, dtype: int64"
]
},
"execution_count": 82,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"images_clef2013_pd_sheet['classid'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>filename</th>\n",
" <th>plantid</th>\n",
" <th>backgroundtype</th>\n",
" <th>content</th>\n",
" <th>classid</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>train/15263.jpg</td>\n",
" <td>481</td>\n",
" <td>SheetAsBackground</td>\n",
" <td>Leaf</td>\n",
" <td>Ruscus aculeatus</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>train/6714.jpg</td>\n",
" <td>370</td>\n",
" <td>SheetAsBackground</td>\n",
" <td>Leaf</td>\n",
" <td>Juglans nigra</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>train/14423.jpg</td>\n",
" <td>31</td>\n",
" <td>SheetAsBackground</td>\n",
" <td>Leaf</td>\n",
" <td>Ilex aquifolium</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>train/17944.jpg</td>\n",
" <td>1105</td>\n",
" <td>SheetAsBackground</td>\n",
" <td>Leaf</td>\n",
" <td>Carpinus betulus</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>train/4041.jpg</td>\n",
" <td>4511</td>\n",
" <td>SheetAsBackground</td>\n",
" <td>Leaf</td>\n",
" <td>Celtis australis</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" filename plantid backgroundtype content classid\n",
"0 train/15263.jpg 481 SheetAsBackground Leaf Ruscus aculeatus\n",
"1 train/6714.jpg 370 SheetAsBackground Leaf Juglans nigra\n",
"2 train/14423.jpg 31 SheetAsBackground Leaf Ilex aquifolium\n",
"5 train/17944.jpg 1105 SheetAsBackground Leaf Carpinus betulus\n",
"6 train/4041.jpg 4511 SheetAsBackground Leaf Celtis australis"
]
},
"execution_count": 88,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"images_clef2013_pd_sheet.head()"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [],
"source": [
"data = ImageDataBunch.from_df(data_path, images_clef2013_pd_sheet, fn_col=0, label_col=4, ds_tfms=get_transforms(), size=224)"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"124"
]
},
"execution_count": 93,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(data.classes)"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [],
"source": [
"data.normalize(imagenet_stats)"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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E/LMQAcmU0lGC+KIjCEE8LK/B0BAJsSEFwaKH35GAWq6fOYQ/WKJw9xWe34O8sym5wx7283nHZsUXq8eEsw/vd5rQG+QjMApqM9q2oBrY3tnh2UvPkJIyDENGgwExgEhkd3efnZ1riAhtV3zCDoHl5RUsQhxEtra36LoOCQIjUDJ9yPr+QJC6olejpnppS4ZFHhWQYKQohMXK36zmWGuIG6cNiFC9W58gSi6kEFATJHhIO1WP0NRQNTeKKYJBColiRleKe8cBogTEzD1mM3LpeP/WU8xnHYMm8PS738loENm8sEFqGkIaUkS5uDVFojKfz8htS5en7O/OGIQBZoohSACyUsRD8J7j9SiBYaAG6vcsBlbq68QaIUjOx6CgVsPcJA8EZEUEihWKGSLFFzRaUEskAUQx6Q3yreBuhFlvzpjdWYN8s560SMTuSJTlzn3OvUE+AsGQqMSkqM0ZjZYYj0cUnRFCy3gwIjEmxgZV49lLFxkMGsQCbdeysrxCipEQhba0qBpXrl5hMBhyZftindp63A8wiYTFlz4YosZgMKhGKbqnHBpyp2jJnlc2IYqg2YgxVHITJIkICl0mWyEEz9WmIJRiqCgqxXOvVAMfhOB2GUNICClGXyngHrJq9dKjgTUMmg22J7t0RRiPhjz0yAU2NjbpSseT77zI2soyyzGysrLMaDiiaKEZJ1ZWG5qBMBgt43EBUOeTIQpqh+5RxPPDGEWVgJPP/HNRkJrfDgLmBC2tE7lqDccr/vkRUIVIINZjaxGf8uRUcE57HMJp8CpvZeFxJ/LLdxK9Qf4ABGbZCDJgeXWVBzbOs7a6ybzA+y49w8UrzzCdXGNtaYXURJ54codBTGyMl1geL5Fbo53NmUz32Nm9xpWrz7K+tkopHRtnVvnCr/jz1ZPocdqhqqgu8lACBDesCy+BiGomVR5Xxsji20IQcmkJIYEopRSEiMVECLF6u0YuRtNERIQYI2U+RyS4dx3862mqqGX/u+j1PJx6TlcQ6IwUlb3ZNptr69AaG+tjZmWf3a19cjbOnl9nNtfqtxqXLz1NszTk8qUdcgmkPGCQxoQg7ilbwKxg0b1giQmi55dz29KE4NeC580Xn5kBxUBrGN3Mw/2IECJoEBD/v9SQfqfZGdliboctEvvp6TbAWeuLZd1LAbfLoL7wiELvIQP+Zb/jMCHFJWazGaUUogVGcUgjA5ZXVjGM0dIyz165SAzChfMrbIwTsxKQlGjGMGk79vf3MTXObJyphBxDu4b3Xn0bV7Yu3fn76PGikVKgqBvAmCKgFNygqSmtOQdbVSHEutByD3gRKisiGAETL12KYojWoJ5lEHUjZub/i+eQY0yVOAblkLFb5LIX3wULQs6FGAAV0mCExDE5w/LSgKXxgzzx3vczSIEyL0ynM0bjwLydICGyvLTMhfNrXtqXFaVUNnn06wNfIBAwNYIJhECQQGvq6ewQMS2UNh+E7WP0EibVDjN1MhdCyUYoNb9HQGItAwugxJp3N0T0INTd4+ZwMus5cFIY+RRVnN513Kphv/5Z3TkP+74yyAuP4c7BV/cxCrN2SjZl0k6QAMPYIBZZXd0gpIg0RifK3qwjlxnSRLrcMp3NKDrHTBilIePxMjE1DJoRasr27i5f/61/6w7fR4/bgiCotqiAFkWCoV1GUqSJyYlORVERrGTEhCiJQEACpDTwcC9GqeVNZoqixBAZNEMP/xJrdjYSYqTtOroyx6yGhEPwsifcEAcJB0TWolrJVEIx2NvbYrY3ZT7PXN7b5/1PvJuHHz5LM0zEkTAcQRwMGEhiuDxib9c4++DLUJTBcEhMA48AqJIXRr8UjEwUobXsefHoHqyEgJZMQYiDBCy861q2JIkgwY2repgeMVQTEc8Te3lXwEw9by4gku7C973HCzdK9xcWbOubvf7j9rsboe4+SfMcCALs7+8RgjGfT0gmzGYzNtY3aEt2AosazUDousxcYThagb19F3QgsDPfJRLY3DzndZ3igg57uzusnz3D29/5e/f2NnvcFKxrGaQGNSGYkk0QqSU7pRCDQfRnLsH5B2hldQahy9lzwWouKqKRRXFQCJF51xIQOskkEUSMFCI5ZxfVsAIYKoFsihalifUrK5Cz10CHiJcnFcXalhQUQiHPOlbXlijRyPOC5YzICKNlMFhiOlUm+08z3R0SgtCEEZAxEWd148axqJJioJgR8Ry2qGEhoto5KU09x6z1/syKe8axQc0JNlhbyV4QxBBzzxqEIOb1zgkwpdO2r0a4zXBWMhz18G5FRONuCo/cjuMscKvH68ueTg2ECw8+BEEZDBLT+R6DYWRvsuUhvGI0MiK3iUFaYWV5jRQDIQhd1yJBOLO6wbmNTbrcMZtNeebi0zz9zFMgsLe7y3hpfK9vssdNwCyABKKAaiGJEEODFcVSQCQSVQnmKl4iXgplIlhxhrAJWAgEhBCMwXB0EIYWD8fQ4DlhK0qrBYJgh0p+GhbkLqsZQXMhkRhJEgghoZrJpeXc5oNcuzZlvDRGLDAaD5nu7VNKYb4/58rVHbavTGnnM0RmLC8vc+GhczQaGQ6WPByvRgyRkBLB6Va+kKjpSMvFSdZFPZxdw/pBoEkDN6yE6m37dtQINLWcynPFluQgkNqqkfHPQGiItQyqxwvHdYOklDKrxvjeeH63gtt1PQuuxe2/vz6HfPcgvno/t/kgqomQRmzt7bA/n3Bp+zJbky3C0FhfWmWUhjRhTDvbIzJgNFihm2cohbm1KIXJZELXdaysrBBiZGP1HFd3n/XwXI9TDQ2Qi6EUiJ43NlMyhaC4dxwaTAJZvdwp4KVIpu7xRXUFLMMIkuhmc8DQ0tVaW8PMhTAkBpKIe9n4hBKD1yCbgERxb7wyr7UUinoouKjSFuV3fu9tSOzI1lFK4eGHXkGiocvmHjXKYKlBi1Ba9367sEwQZZAGNaynmJgvPMwgGCWX6vlbZUwLoFjOB4sHM0FzdqNrvoix4J52Qcna+grF+WjkNtf4tLk3bIbJggQG1rOsXxTcEHnMIlaVuHs15d+voe67jd4gPwe+kkpVoMBQYgqoGTEN2Dyzjohw9eo2adDQpEjbtUgMiMIgNQjQ5cze3h7zdk7TNIxGIwShaRqm0wnDwZBS+hrL0w7JCihm1Us0JzglnIikubg4h5YaZnO6tVWhkLZtKaLEUAlNpcModOqqXhBqzrR6xOYiIwQhIKg6Oxt1Ja6gTobK6trqqXF5SlPPNWPGA5tn+KMf/VpWlwaEGLhy7RqDQWDj3BqCHjC6sxYkCjEELr3/PR6GbgY1byu+SBCjK9k94KpGYmpeygRoMGdekzBVipnny102zHW7VLAQPYJAxHBym0dOXTBELIA4aQ7w9xuIdnf/ob/ksCB0RV4MGenFGtTT5oWfVvQG+TnwQZcGI65tXWIy2eHis+/n/LnzDJoxUZZZWhqxsgbXti4x29/GUJIEVsZjxqlhmBp2Z/tsntn0kGJqGA5H5JIppRBCYN7OesLKfQCLgSTBmdFiBKlGsqo8BxGiRNSUhBHFy4kKRpBAMxq6d1vVrUKIxNDQNJHBoHHJVfMaX48nugCJFpCQvEwoRUKoSmHBNaObysAuWhnaEkgh0FqmDcrFp97BdG9OV4y9/auU0rG+vExKAZsVVldX6fIUDUYMAzY210GNs+vn0YXxNXF1zOChcsXIXaGUjIXk15wN1VKdXA8+m6fPMVFazW4GSvboQXCp0BSSRxDEPAQORClVLMQXQYt2Ez1OB+6kQb1b3vNRDe3TiH7EPwc+6F61/jjjpTXGwzGPPPAweTYjzyasjsY0YUC0FcbjNdoYSY2xMmwIZYbEwHA45NzmeeZtdsEHVQaDASvLK6yvrhGjMFxu0DoB9zi9kIOmCULJngel1gsjQi6L+mLBJDrxyiAKTmgy9xPDIkaLkEsht1NyUSQaEnCWtiqqhgRXrlqUNTnBy+uAgwhJYi28EkwLMUa0ZBCYdrusDDd48pkrNEMPnT9w9kFS07C9fZV56UgDY297n3NnLxAtMO9a5pMtAoHx8jrgCwRDvUmEAeZlThICMXqGeMH+BqnqYxDUvXlVAwmkOKBoBsmEVBnYrmCNF3ApQcQJb5YwCySEcOAx917VC8G9NDhHz30jrWm488b+qLrYafbWe4N8DL7qb74RnSqj4RKddZgEYtPwzLPPYK2xNlglWGB1eZXVlXWefOYi88kW83buk2uoSksI49GIrm0ppbC7v8fu/l5lmd7ru+xxIyy+HJ12NTzr+U0thYKRRCgoxIhZJklgIM4yVqt1x0C3UKfCc8YpNgjKvCve7aludw9RMAne9QiQGGlzVyeWcNDoQrUlhoTmQkgRJGLaMZtt09mMokJqAs9evYREL8GyFjp1AmIpHQrMu8LZ9UcpZoyHK2iBGAZggS672QziCwCputRqxU3rwuNQY17mzrauHYfEPL/slnqIWqhdsUBCdDKYeKlTLlpbWeJRADOgQC+d+YJwLw3OSQ0jbvTareBWlbpu7Xz2nJ+7vbjpDfIxWBpt8uhD54koMQ4opuzu72Kpo5hyZesas9mEteUlmmHDr7/nCVbimNFoTM4duWsZjQesri6DFpoYKNmN8hyYzHZduYjeSz7NUDMigSYkYnCCkQkYgWDeMCLUSIdWb7qmcgEhpECpJU+LvG0RoRQPCzdVsxkUrd2SgjmL2RRKyWhXaJqGDq+DzpVo5WVRfmwrSijGZL5H0YBOMhLHrIyHJHGBk8F4xMaZZcZNYHVtyPbVbSiFPJ2zP7/CeJhY3rwAQC5zQlCX/pTgrSVrGFvViBI9/S1OAEvi7Rrbot4P2gQtuKqXRff8zcgLIZGF/rZ6yDqKE9eiOAHJUIoa2nd7uqs4ybt9MUbpThi05zOwL/58cvBzUvnVnbTRvUE+FsID5zYJqWU63+Ha9rPM2j26Trm6c4V5npGawMWLl5jO5zz2wQ9T5lNKKaSUGI/GaFEm0wkhJMbjZUxdn1dUafeyz+z1XD1OKaoOs6lQ2kKpbRGDOGs4SqwqW+LlR+Zkq4IQ1MU/vE2yGyPv9KVICpgJxYyS7cCzVHN1Kq3VyikmJEDJmWhQuuyym6XUkiNxZrNmOlO6+T6G0c5npCTM54W19Q3aacd0f1JJZ0KXlZQCq2urlNwxm87RHBikoYuQhKYaRO+dbEUxUVQzYHXoBqTKGFgIziIPQiASgxCjEAG0w1TJ2iEL9rgJQbzGutR7NjFMXUBEqjpIsd5Dvpu4He0Qb3TMO+1x3p76ZQUy73zX759wjhd9ihPRG+RjIXzwyx5nd7pLOzeCjBiP1jFpWNtYZ7Q0Jg1HSJPYmW1T8pxhk5jNZs6s1cJkOqlayMbS0goXLjzMbDZl3AzYXH6ohjB77/g0Q8QoxZs+EJ2oRM1JRQRqjjjiPYFVndQUq0HpSocYRG9f5GpbBSgQYo3mhgAq19dl9bUYnUBGrfc1NSw4KxqoGVg/j4gTv7YnlwnVGJZ2imJsX91iNmsZjIeIDCgKe9t7xCYxLx1RGpowBCsMh0s1xBfAIkE8ZxySh/1CaJx9bUrAiBJApBK7xBXExHPimYxLfgii4UDQxNS3i/miZPFBBLTm6zNCIpoQrZ+eng8faNyOergefTm6/0lGsc3diTPSce99Icb1tOZv/V4WueYARF71yldzt+fovtDvBLzhy76Nn/7Fn4S2MGicmBUaV9wS8ZZ54/EItGPn2cvIBePM6lme3b3M3rWLyGDIZLLLqMlOgBHh8qXLlME63/M9P1rPcjoHZw+HhaqWVeUcF+VHWgpZBBF1zxAX+bAQamjWw9iiiqobnxiNUtyoq5sclEKQGho3ORDgAGc2x+jesKRIMNBidKGQYkTUa6Jd99nIouTiC8FzDz3AtUuXiTEwGAo7u0ZpM0QhDRPFOkZxgNoQFWN3MuNcajhz7uW1OYSTrrzrVDoIQyOFkLxUy7SQrWXRjjHgDHO/HjwUjUcUshRKZ6RUy8WcWk4IESu55o1d7UskVUa5QW+QnxcfaNyOerjPfe25Hq8elPE5jEGKt3TOO2VcF6Hi26XYdTN47nmuLz6ufz53B/2IPwGJAY+cfSVNE4kxkHNH27ZsrG9gZsx299CqcEeiAAAgAElEQVS2Y28yRQYjmiY5QxRhZWlca0gVs8J0us90OuHDX/1hfMLHvY7HP/Txe317PW4CQRVRr56Nta42W/XkqvMRq5KV4oxo1eKNEyQSo/902mISav1ugIWsJLBooo54C0YPnDhbOR+S3vROSX4VucvVq6x1zyGiKnR5l8nONjlnrBiD6pkPB8Ly6pozxXNhvDRifz6na2dsnjnDbG9GGjTEOPIbt0QkYOqLhkX9MCae19ZFA4rgNVpVmSuoEkVc0azWai8aPYUmeceo4HX+Eha1zs7SXvgnqoWi3l1L+lalLxInT+9ubK4v/9xwH7//SZ7wzTCqb/S+kzSj76QxvvF1+vfmbhtj6A3y80D40s/9cppBIiZIjef5nr30LPsTlyJcXl5m2s2JgzHL43UGMVFaVyMajcasrKwALgyR85wnn3iCr/obX0eTBvf65nrcDKqKVFHvtJRScvWtKmgRQvAGE1rcLMcGiY1vt4JaqGHn6GpakgkBgiRKFQ8JwdnFdsj7JlyX/Mvg7OYgNUhtxBRdmEPq5FIyqrA/2ScNBpxZ2aArUAjkaUcYBGhbokBblOFwiRCFJjVc271Gk4T18SYpNYAgoRwYR7FQRUtC7b3s4TyC53gt1ilEsxO1qqesoiBewXzQojH4MYrW3LDU0ilVb99YBUFCENTAQvMBj6THjfFcg3McKUmrsZMa1n5+w3cSU/lmGNU3atJwktG9GWN8MwuA29kk4m4wrnuDfCIKf+KjP4nljRFpsOThv1EgNl4HOisz3vHEOxEya+tLFO2wvMegGRHHKwxiQyQyasbElHjokYd4+Qe9jB/4kR9E+pqn+wIFq6FoIcVIlzMWPE8srvRBp6XqTHsdrmhxQ4mzpM2MlBJajBSHTsbCmclSXLoy1LwsEg+MMeLhxGS+GChVD9oWalimRISQmppLhmEzZnk8YDaZkkYjxsNVJrPi4fEIXQnEFNibzhiOBzSjFZKBFOPc2lnAxTlcTruqawVfLKhmJFSBE6ldp2p9tZl3cYopeiMNDc4Cj9F1vc0Qcba1iXifYzMofj8SvL2jSERCpBTv31s038vHf59Cb2hwRPD8PXKivvXtwklG+nYYt5sxrLfTy74b4fPeID8PxCKbSxtI3Cc2A3b3ZsymLWsrm4QQWVleYWVlgycvXuQt73kXcdoyXl5hbWkFgJWVVdbWNhmPVpnsz2nbwod+yH9FT+a6X2DeGKEoXc41fOs51Iggte9vzci55rUEQnEjK9HFLdxgegojhkRIseZooQkuPakGUjwXrTXPKpXRbGqkKoEVJBCs5mbVGdAu3qGMlzZYXjnDpJ3AbI4MOkSU8coIbTO7e7t0AtvP7jCbzdnf2WZt4wyjccNjj32MX0fJmHYeRrZA6TqXkI0R1IPI7mEtPqPaq9lq89LgOWUtLeRaMBUEcoeWQiJQqj323DEET2b6JK1GDN5dS06xotLpxo0+t3DgIcPdJ5femYYPt4bTqtbVG+QT4Xmu7/v7P87Z9fPMu5l3wAmB+XTGKK2SGLO6vM7SaMzT17aY7e7RaWF/d5fBYMDy8jL7sz3ariWESDeDx1/1+J3lzfe4bRDEQ7I1PB1j40a4ymU6s9pFHqUoodYGE6CIv5ZiIIba6xiFAKouOUnwPLFai6BkcU1s73jk+dXFWNGAe8jqZJzgxUGOIEiA1dEq2hUGcYgWY393j7X1FUQMa12Tc2U0ZDhKjJcGtWhaGA8GPLj5CKHmdUVqSkXERTws+PXiIXyrLOyq5OFM67CoqverSk2DxIjial9FPABQVK83x1A32Bk8vx4ilbzuNctyY5JRj6N4IXPLnTMDp9XwvfAFwZ29n94gnwhfQY7jBl/4GV/Cmc0B+/tb7O5uk9vOOz0RCRY5u76BpcDe1jYCnN08x2g0pus6ihW63LKzt0Nimcceefm9vrEeNwlVdS3qXMPQuVBYeMpelmS5ON0rhIPQdSm13jYYilJyplDcI1StuVlxBrUEYkiINDTRuy1RmdfgOWWJgbxo52iGhETOGUoNZZuHIEOzynB5if12h9C4DnfWwmjpHPPZzA2wH4XBaEwuhf3dLe/vPR67Vx4hxOheMO7JGgHxFUHtROUev+HHz6VU5rWH2SUEX6RYRrR4q0lfYRBTPGCu+5V4PTKq3mO5srtNgjfu6HGLuD1iQ7fLkN5sXvl2nvN+Rm+QbwAV+LRP+CK+7DO/GjNjPFpiOBiSGmM0TozHI/bmU2zUMN/aZRgSbW7rxKsMRyNSSiyNl/iEP/HJrC2v9MVO9wkCQhMDkuKBeIeoe7BaDYikSBFXlVJckUpq+LZtC8UghoZgQDHI5sIeUlspSlXeCkbR7nrTETUonqeV6hEXW4SHfb+UEpgTr0QDS6NNZrMJw8EILYXRqMGsBdslNUCMpJgYpEAphdl8j/HKgGSJ5ZUHccMobjArIQsxF/FIVGfYPV4R95oDERMjheCMcBEoiuZCQehQgtZccwx0OddzKMWylzsRsBDJLkRaSV4guf+m3Ah3yojdrpDyrZCqbvWcL0UD3hvkG2DxAX3qf/fZXDj7AKPxOmvLIyRAMxhgnZEnU3b3W9rOSTCxGNO9KcM0ZL47AQmoZj7h4/5UH62+jyAESmsEg5K1OpjJvbdYpTLN/PXgOV4zhRSICk0TKxHL1by8BtkIEhGcCOXlPouWhE4YQ1wAZDFBWVW4CgEk+YgstTVjjBEJhlkmCLQ5M5+1pBCZ58xgPGa633leN2eKFiwYs/2Zl0Y1idXxMsPRmoerg2CWD8RBUkgYsdYEuypYq8X7R5prigWcPW14mZOK59j90/I+z9k83B7N91ukAbS2WDSUqCBqlOC580JP6roRjjdiL35av5Me8u06160Y8PvFePcG+SYRQuIHv+MneejsmDiIFMvMuxmTyT6zdsJg2HBmfQ00UNqO1dVVSimsLK3RDBrGgyVe/coP43rNX4/TjkzGIt5UAsVC1aVGMPVQrikkAdVMEQjR9agFxYpV4Q/XhcYCkhIxBELNQ5uZ55dD8NaFXpJcdbELoISF8S9Gyd78MVQSVC5eCtUFIUnD6soZ98oHwvJ4zM61CYPRiJJd3GM2m9MMBsQQiSkwbwvrS+t1RC66LzUEEkGsanFbZYK7hnZAvJJLIMRFeD4iMRJwYRDDJUcV6EoGLZ47FyrpS8FcpnNReqOS0LigqN89UYiXIvQgPfHCcPizvx/kLk/DOW4HeoN8U/CH+egDH8SP/ZOf4aGHlrFQsMptSaOEkjm7+gBkY2m0hpkxGg5ZW1pluQnM9wqbm+dgkTPrcephShXDcNWoaN75SbzWh3iIXBURQjEfEALZsi+9Arhn6UIM0YRcMuZFxM6TQgkEknkNbwhS9aNdqzrX0qqAkEL0EK+pt0Os9isZ5FBQy4yHQ5qYmM6njJcCTVAGzeDAY9ec2d+ZsraxSjft+NDH/ghpEBGEYp7XXehqh3oNC2ETLPusUfy+SpddPNRcz6RUL9nEJTy9nAuKFZKkGh3wjlMAIkoiVOUx75tsNQev94lXcxoRTiitfKFylzd6393tNbyQkXmB7z7F46o3yDeNSAwDBnGD7/rmH+PMeI3hAAZD8dKQbCyvnmG73efq/h7BBM3K8njI2somn/bJn8Mw+HFuDfngp6MjW0exjlLmQMYsY+aN40uZo6XDilK0Ra0F6w4dwz2ufkFwc1CDFLILczhNCYkNnRbvYxzM2wZGb7npE5eTrGJwqVVVkFgnNDNK8EYKIm5QMTw8a+UgRwwc5JJNIIZ4vVREqLldwTSj5lrWGoX5fMLW1rOoZlbXztDlgmh0xa/gx+k6ZWVjhelshgC5KA898rh7+9QiZHPjG+p1u2F0wU9qThtVGhFCcK1rs+wMcLWaG/cFh4gvZGJocLlGjxCp22lUBZW6TDVFKhHtNnGTXrK4sYGEwzrWC7xQT/HGtc3P9ahPW4eow3hx3vKdvbZey/qWIQybTb7/23+ML/3Kz+aZrYsMh4kUoOs6ZChcu3aFzXSGYRixN5/wQRdezWf86b9wiwOhrgItMW/nFOvQ+dwbG6SEiufvOp0zK/tOoilz75FbYDhYJ0giSmI0HBFEiCmQkntC19dii3rEHkeREMyS19FKLdPxOK0blID3LdYFG3mhqGlEAarkpBWtuteRks3Z1BQXxCil5odjNdrVQKvLZ4qY56urKIiHy92DRAIxmCtomXvWTQi0EXb2rzKWRFvmLNmYrit0pbB+ZpnJ/oygRhokhgE2H3iVjwkBN7wGweUrF9OPe/sCWciod7yqWtqmVYkLN94mi9Im95aRhJTsn40YKYiH7/0mMFUGtYsVgAYvOZTSd3s6Ccd1UfpABay7/72+2TnOsLrIra09TzjG8RKaN9r+3NeP+/1u6mTfCnqDfEu4HipZX3qIH/zHP8O1/au8/ms+nd9q30pHRrZbStOwvb/PUsn86+/9WdaX1pwReyIWA7MDEwyhaMc8THnD//yXCDFybecKl7cuUkrL8niDS1efwsqAENzgxjhgOp2wvHSGEDMx+YBrpy0hBlIa8JoP/qN87p/7Es4sPcDqaJW1tQ0sZAK9ROFxEPH8Z5REUCHEUD3G2vqw2IHwRYiJkuf+Po1oUIK0nisWoWjxvsHBta4NsM5LobyVVOdGMQjaFULw2mP3LJ2tLdRcrjghaqHaFTC0g6F4aVLTNFy7ssdgY5UYW88hzyY0TWL/2oRzD59BpGG2N2fEiNXVNbR4Q4lQvfFFOZUEJUlDsexkrAjBvK5a8bC8GmBSlUYF1Alr2XzfQkfTDChWiOrj2ygUCwQ1Sv1MCUIoHLRzJPR1yDdGjdzcJeOy8F6PM2o3NHJGLWUrWNlj59pV1s89xvMtHG7VMz+uZeRxv9/IiN8r9Ab5BUIk0DQND2yc57v/15/gG//eX2H6uxdpuxnj7IzaT/iYP8P5jfNVWvBoduCw77HY1jDXKV/8Nz6Hnfn7MRSV6A3qO2M2CVy6fJWXPbLO/l7H2so6u7s77O9POXvmQdo2s7425NLlZxmPB6yurjHvOqw1mqbwpt/4KX75t36GUUy8+rE/xtf+lX/AhfOPOJOo95I/AKrKoIm0XSYKdCqIAiFgOfsiS9xjFC3E2DAvHSFBKN6IIlYxkEhCUKIkzJw9HKpkpNcjX++aFJqIFR8zil2v2T2UyyvmpVdxIRwiSmgaz0FLw9KwYX+yy+aZZfJsTjTY35syWk6IRFIIXNvd5WWjcxCGBHFlLBFnQS+810Cg0AGGFfdrFvGVoorEUNtuKBYDkj33DR6CJjj7K2smmN+jWHRWOOpKZChigSJS8+lOnLsH2v73HbpuTtMMuPVU2AvD8+lQ38iYqYCYYUx58j1v4td/8Rf59M/7Fp6vqcWtGMgXa0zvtTGGPod8Uzi+lq5uA86snOc7vuWfsmp40/eJ8R9+5Jf5pq/+u4j4xPuBIaSCHeSAYarbfNHX/Fk+68s/kXdf+W2mRZm1gem0o20NdyASIol2bpTs2sptW2jSqKoaRSb7U9q2sL/fsb01oW2V7Z09us4QXUVkiSu7E37jHW/mm77jb3J1+2IVZ+hxFJISUowQI2runYYoSMnEENxAKkQTtCjZMikAuaAYKSYvY6oiG9lAyYB7obl0qGUkVn6XeDi65OwpVHWRDNTHT8AbWyzUvFykQ9xjD4HIkPXlTVQiSOLc+lnaXBiPlgmDwCBGBo2XbSGRUGBtaQ2pxh2iaxyrn3Ph0VTb7Bre4r2vukVTAsXLuYKHnjXWe6s5c6UQJR4Egdw7zgchdyERqEa9EtmiVUGV0ieRb4SUhhxdTD93vrq3n+Hha/GKPuWZy7/Pu574f/i4T/poeJ65524byNNA9nqJGeRFSFnrXwbMOCA0WT74MXINuSlGBtr63oKHjruDY10XYD/GMCM0AwOWmW3Neags8Z/+/a+xsXIWpDui22r1PNnrUwu00xmT+ft53Rf8SX7/fW/n6u4uXStQjJSEpnHPajhsmExmBBnQdS3rq+cYDYcMmiGmibbNLI2X2Z9sYyo0zZCuK0wnHfOZUrJP5jvbu1ASs3ngF37jZ/kzX/zHuXzl6Tv3SO5jiNqBYXFdashdwcS9QaOQrXgZjzhzWiwQYkSieBemUjzPah1JQuXUeV2ySKpdnly/2WualSY1TuaS6FraUvs8mZJ14U27d1o0u9faee2u0rG19QwPPvgQuZ3x8kc/iOXRKsESNAGzwvYzz7L17GUGw8TK8iZm6j2PCV5zJUYQZz1jXr6ELsL19bth4UDaUix4F0YDKxkTJ7uF6OVTi9yxWcJUKVlJliqT2heknqQ2OlO6GvpOfROWG8JbBD6XAffc+ebe4jkedf33bW99E9vTt9DFXexgnr19OA2G9YXiJRayFiA7W1U9D7vX7iFiDEeJZy4/zRPve4K3vvX3eOJ9T/D4hz/O4x/2OB/+qsfJnWIWQQMRr9GMsYYlLR4r6LFgkpq5FzxaW+VjPvHPsjRa5/rK79CXw4qHKFXZml3kS77qz/O77/pt2i5ybu0BBoPhQUu/ooWgATVlZzI5yEHH2NA0DSmOmM52q2KSsry8ws7ONUopFC3kLhNjPMh3dl1H0wzZ3/c859ryGjYPXOt2+eOf8SG84+fmd/rh3HfQqqes5uHWgEAShKYKfkitr/VJMSahmBGpRopCiokgHr42y5UdDTG4I1rdRiAQgod5c3Zmt9ZUh1blqhCEnP21GJKToKSQ1bBohJwYhTFLIRAaozOYtlPaPGGYnOV89twF9vZ3sZgYtsIrP/gjUSvOqCbXYWtOtA7O5HbvPbgqlxX3pmOHZiWlBjNjIKBhgFqLFTcQxXLV4/Yogmj2xUQIZArBPFyfJHjO3Wp/59psoo/b3CxOWrjcmQXNi8m1Ki1vevP/xYe8+ine8s5f4Py5T6tJkNuH48hct/K+e4mXgEE+nP/MzPOM2WyfvfkVvvQrP5Ot2T65U/b29llZWadphpSipCC86df/LZ0aG2uriBU2NjewTvmSz/lrvOzcB3Nm/QJn1s8R4417hiJGGBeyLsqMPnCVamZkaXnzb/8c3/bdX8ssz4gxUvYKs9k+IUTPC8ZIkMBsPq8qT3rQys8lExvmszlmXj4yHCZ2dnfIpTBv53Rdx9J4iel0Qi6Ftp1TdIl2b0I77yilsLa0gVpgfWmNbrR825/KSwFOWMpE5w/TmRARVAIi5qVBwVWnRKu3W5nG4o2PESJFW0JIXsarSkqhdodymU0n5VyP6ljwaEZZGGfxZum6yPFWTxoU00iKMCuZQYhs71/FokA2lldGtN0uMlc2Ny4wuHKNbj5nVAyNxpnxEufOP+bCI8XTMEU7J7FV1rTVYmqzgFmmVE86SPJyLlxwpEMR7dxjC041E/XuVLWdMrK4XytYEJRSiXLXc+OmTu5C3ePvcfpw69UidZygdNby1OX38LJXNbztvb/Ox3/sjIPSArm+P7x4ktVpMLC3ivveIBstphEJmWt71/jyr/tsOtllngtTOp66fAkKjJoRasLW9hYAo8GQ0XBECkbbdqQgdLOO/fmUb/uebyaUGf/NR30Kr/9L38C5lTOI5OdMEHKYcVI9na4tzGa7gDnbFEAhR4gUpvM9vvEffgW/+75fJefE/l5HO/VcWVHIJdNYYnm8TDEhxkSedwyHY3b2d0GU2WyGqhGiC0aoFsbjMZPphHmZImKcWVmm7ZRZWyh5BkTaubOBR4MBFx44z7zrWIubtN2cZvQSy1zcJrjgR3BCUgy1TEmx4GIYZkJGGBloUEo2QogUlGBej1ts7uIhtUlE0Q615rocZgxV0apA8RTIIk+MWd1uB/XN4cAwLzoz+bhRhFmZMh4N2ZbI+y++j1ddeDnDQeHa/iWu7j7L6sY6wwKzUmhbZTBcYm31wboIbLxeWRKqGWSImud//UpLvQdArAp5VIY12TuhmdcQuz31XDlaw+HmPZIXeeXF9yOIOE9cS82FXy+G0ftvPn3J4VaM4gfuawdjVIgYmd3JLru7l9ifnOfS9mX222dZbh4myMIQn0wau5v3cq9wHxtkBTL77Q5f961fzKRc5slnt9jbdVGBtp0yaIasDteYz1rG0b3A8WjM9s42SQYwjAwk0lhkKY2YzxQt3vpta2+Hn/iFH+Kf/tD38ms//S42lje8vvKANg+lKCJWPRiwYeLJZ5/2NnKLbj0xEy2SmfMXv/Lj2Z1eYzoxloZn2N+fsbZ2hsn+ZXZ2thmNxuxP9tlYW8OKMplMWB2vsD+dMG/ntG3LhQceYW93ymS2w9LYS1aubXmoOg4GmGa6VpiXgnUdwyS8/NGX8/Z3/D5LozWWxqtc25kTCAyGHaOxsDLuPeTjEGs5SYpeN6uL+twsSMhYiAQC2bI3eAg15EqLWeOhOKt8pioCEuPA8/nRS31yMZDiRliq5KHqdXUk9ddEhDRIlKKQOw5aSwkEddnMJi6zO70GMaA7cyxdY++ZfYaPDdi3lsFwhaevXOX/Z+/N4ybNqjrP77n32WJ5490y36zKWigQEBAVp1Vw65F2RT8uM91jOzpOqzigDiKIoo17j2C7YDs6tmi7jtu0S7fa07aijK0zg9qKIDuUQO2V67vE9mz33jN/3BuRWVRWVdZCkcW85/PJqqx634h44okb99xzzm8R66iMUJkRg8mJZK8IUZrMxGqePmpU07OyWjRZFilR3iOp777iZatGkJomfe5InXJIEgBZ8ZLRWEVH2lZsiYOPoiJENTKrq87BcTyecaWE9ehavrIe9QUapt2M97zvTXz0x+zw93cdcfZCxz3n3sZH3/hxa/T+fTuej21c68kYnqigLlVuP/v3vOCrP5Mv/frP5/YLZ7jtzjnBlcxnh/RtA8Fy8eIRro+ygfPlPLbDgNFwxHg0RhD6vqN3PXVTowi985w9dx66DHxJo0t+4mdei/NddOlJLk5hJTV02eIJRtnfv5hycTztmWQq8I2v+qfMly1dbWhnLYKhLCNC0to4o9YQmGxM6Lqeru9xPqo3Lesls9mMEzsncd7T9y1Zlkd7QO9p2xYB+s7TNh1H0wPKzPKkG28iyyouXJixt/tUBuUWdb2k6aaUVazARXPux8g6DmAFRPIEiU5E0R7QkJssVqkayMVgyVPL1cVqkxwjq2FFBErF0QMEp4iNlaCYDJtF5Sv1sdy0CaW8auGGRC2CeMZTjVDF4A0QW83W5qgEXGg4sTEhE89oWNCdg8yMKcRQFCNMVmHwZCFjUEwoyzFlMqsI2ibKE4glXZ8i5IjRSN+SFWBGCUlRy+FTO1tRS0SfawSoGbHRWjKLVhNefErWgIt8bCsSaU42ipCqSORtm/WZ9jgeRTwcgNNjn7ASwFYDXai5cOEO3n3rn+Bpuf1cw6LzvP29fwrJcvNDmYyfKPHE2YoVnHYcuTt50Xe8gH/2si9kWp9lPp1ydLBEg2DUIlISQlRSGo1GjEYjEJA82sMZhKoomc+nEDy2yNBMWIaOzrc455gujuh8x3y2wJqM33z9L/GPX/S5vPcD72C+qHEuorOR1YkybrjWltSLOQnWE/+I4W/f+eeQdxgqinyDLsBiscT3IdrhFQWIrOeDnVMW9YKmaVh2NXXbkOc5s/mU6XSfztWICRgs88MlvhUyk2O15vSpTUbDQN82zGYL8nJC6xw9DQs3J68KUGG5XCIi5EVJ3x676lwpjMYWtBGDTV8VryGaTiBEJS4lSBJnMAUiJtE7LN41sXuSEMTe92Ai31dDwBCiWcQKZpyqz4iWXnVeZF0tJldEomaHRwSstanyVHIEtUMGoyGgDGxOVWaUw5JZPWU4GGI0YHLFNMredU9GTRQT0ZQpxSTaVZ8MIDB4H3/ufY96t+b85SbDACo+Jm2xUTUMRTRmVG+iqYSKYEJsyatqpEk5R9D4erGaSnrZIWmFH58UH3U8VpaGj1wOU1DxnLtwN++99Y3cfe+fcO/FGW0baFr4m3f+GUrDlWQ+//8Y137LWnuW4YCveMkXcbi8QNfDfN4wKId4J1Hg4OCI3d0TLOuGLC/p+466XpBnOZPJJEoeWsvB/j47O7v0fU9ZljjnKC5T0Op7R9dHL+NBtcHR9IjBYML27g5SOV71Yy/lWU/+WL78S76epz/5qRRFQVAQE9NvWZQ002VEx6b66P1nbuX7f/TlhDAmzwegPZPxLt4rfZ84yqbHWmE2m1LuDGiamqZtGFZDfAi0bcvW5hZ9D5ktWcwXdHXPqROwdUPJ2bMzRsUOXRgzXyqzbsh1e1t4JzT1EcYYDqcXmYw31y4wxer955bf+tdv+HB8std8qDW4EE0WNASMGHIiWCv4QPQNju3cEAKZiaIavXqsB2yGikvqVVFS0hArWxUS2jqiqFUkKlxJNJYwCZ18uWtPCFG3PBoHRKlNrx1IRkCwUjE7mFHXHXkF+/dMue5ZI7LxAFlOueO2v2e0PaRdBsZ2zA23fNy6IDFiMUbwzsW5sKyOlBHV7VUwTqN+N4LHEbxizer9X87N11hl97GjoOrTXF2S/aSJHGtboOIjzztE3EVA0/uLKPPjeGzicoWtB4vHyqs4vmYsWpbdlL9+y3/gbe/7JWb+buatYbl0iIx49/vvpnb3MsyeTExHD1wlPxFmwI82ruEjaNRtfvfd/4WvetkXcMf5W5nP2kjnEY0AFBs9U/My49yFMwyLnFFZUlYlRVGxWNYYCVTFkFE1JCtz1EA1HGDyjJ7Awf75OMcyStM1dC7yRfcPLmAMlGWOiNL1jhzD37z9jbzuN17D/vQgzfYgFShkUhJ8jSHyNFU93/mD30SQAskDxkFOhjU5gmPvxMnY1rM5wSt5McRSsvRNAsvAYrYgE0O7dLh6Sm6WfMwzTnLL6ZzDQ88999aUxUnKQYVKT93OGQ3zOFfWLmpbB6UoChbLJc5HAA69YzjM+eRnPY+drXsGr4UAACAASURBVJMf1k/6Wo3QR19gCYbMWKwkbecAxtpYwYUQq0LxBB8I6sjShmJj7ze1viNALLadfRqfBFSjbjNERPJqXhxCNGKw1mKt5RKNLvkSJylLa6Iwh/c9xkad6EFWMKwsW6MhxSgDCWRZRfA9wRsWTYMJlt3dG+NaiISuWBmLJTM5YgxiMpJ7MZAOAhITpRVS5yCKfcS2NiCxExWc4tVHRS6x0dFJFbPS5FYIBIJGrrdK9II2ROqYTz87jscm7quH8Hi9ZlwD5w/O8td/93tcmN1GRyArhKq0dF3NYul41wf+/DJxoge+xge6/icy7/iD49pNyFrwnrv+gle++us4c/EeynxE23bRx9VaDg8PI+fWxQ9yOBxycHRI13eYoIyGIzbGG+zvHyVfWaEsK/b3L9L1HQBtG71hi6rCiFlXomVZsVguYkvXxhavqMUFpRwMefM73sQ73vtu2s6j+PWC2Nu7bt3aiUVRYDaf0/fg+4AEJbM51hhm0wXeBdq2pyqHDAYjTo62WCzm1M0S7XuWTY2fH3LzqSHboyVF5Qgh59wZx+FBxnBjk+FwRJ7ntG1NUZRUVU6exznkfD5jMBiul3ie52RZTjUYsAwt149v4DX//KfXW+5x3DdUDCZAbljLXfZpTBGCR8XGKVmIqOsoNJNdsjAUAz6OUjS15ASSv3JcIysrRhETpTZtRDUbk12GV4hARZHVXNnFZJ/8P72P81rve25+8jNRt2TDjhiMMgYbQ3r15GoYjkratsE4yyAfMtnYSnPbQJBACLFjY/TSYWA15xW1OKJHcxS4jC5TngQu09i6N+LxEKVE8zzSnoKLfmMhkORHkrPVyv1JEZ9sGiNhKircHWtnPuK4FpKUAo2bc+sH3k5v7iJkhnvPNZw/6Nk/8qA53hve+JbfJTDjkQqEPJaJ+sN9367dFS/wbT/yP3HbveeZzoSjwxZrK2azhq5TxuMxh4eHjMZjur6Lc93MUC/m5MbSdR1ZnmNtwWx+gb5vKfKK3Z092qanbhoGgwH5sGI5m5EjjMdjzpw9w3g0ZjQcMZ/PqLKK0hTYIEwXNdN5DSbjlT/4dbztXW/Bu4isBeXk3h6TySRWEkFp+iVN29H3PX3v6IPHeUfbtiDRCk8Vus7jesWjXDy6yLN2ruMpGyDLQ3ZO3MJsWVJUNxOkpBpV5APQKmO53Gc4GrPsO5zA4fQCPnTYZAVYFAXnz59bt/6qQYYYjxhPrsqvv+6PUrv9I7sN9EgjtlgDvYs2h6qC1ZiUMBka+ogKtlmkRAUBdVgbebz4HvARVSyrSjjgXL9u26IekUDwPZL4xRqSAYWuOMeKBpPawvGzDSmhiREsGUrAIBxO7yUrC/y+Z5lPcYUhywZMDxZYa+mdUKpw89P+AdicEAzGC+oT8lkC3kTeaPCrdrtdi+AIGYGw7gAFjZxsCZE3rUoUEzERZU0IScM4OkRJSrrW2DWmw5AR0joUH0cEEeN23LJ+pHEttHZ77XjHrW/mD//kp5h2U5oONscDBmVJkeU417O9O+TN7/vPvPnWf4+u1RIfm3gk9+DBH/OhT9bXbEL2tMymC0JfJOQmDMqSqqgYlCP6rqXIc5pFA0my0PeAKeicYk2gyKAqBPICDAQfKLKcQVlhtWd7Y4RxhhAss0VDcIHhcIjJM4bDMYPBGJGoqyuFxeOizKBTQuj5zd/7DeZ1E2eMqlx/+iaMj0AVxfHNr3wJg6rEiNC7Dtd0DM2AoAVlPmTRNXTqKUzGM68bspEHxsZxfj7lXD9ge+/JdNJCJpw/OsvezimWixaVDDGBwXjEdH7E9uYmlozhoEIQut5RlRUAk81RqqwCrreMBpYi6/jJ1/xCFBoBHi9h+idaeJOSnkSsgqoHn8AtzsXZqY/t5z7pW2dZkR5tEgjfRrlJYxJqPs5rSYnVZDbhmC4lH9XY9VmpdMEHtxxl3dnzwa9pVT19NL/ola2dU8ipkvlsn7puIVM8hn7p2BlucfrmZ2AzSbjD+H0RY8DH95yZ2G4XtZHipD4C0ghYjfQnJPk/I2jEhsUqWyJrIHgliGDS/EVXgDeIsiircaEJsUvTe9QK0dLCHh8Un7AR95tlO+Xdt76Jg8WttOpY1D1NH/fHalhEoKAGDg6XvPXWNyZw1+P7mX+4K+IPjms0ISu//fs/h9ExheTMD+ZoB74NhC7gWw99xuZwC985CpOTJYV+MYbZfEZpNumXlkwnqBtwtN9Bn9HOBfoBVreZHYJS4IPBexCnjIsh4guqYsCgHHI0PaLtWpo2CnJMZ1MAjmaHvP7//ve89V1/HfdmFxgUQ/YvHCaBhI4zB3cRguITSuaob7j76CJ1U3NiZLkRz7OrnOuk5579hjvOT2G4RWsNy77lcHbA5mSTLMsYDgcczi6ysTGhMhVGSoo8Rwjs75/H+T6JV8QFPV9MqaoSay15llOWJWrnDBjyY9/2f/ApH//ZH8bP94kRhgASUCO4QBKGCXHGGTw+JEUuIJNoANF7h3dRREYlVpoK+N5HOFeiuAXnUjtXCZIQ1pq4uEnDWpMyF5Ba1+5Sgk52h1YsrXYg0UlqZ2uHqiw5fcuzqTbHGLEcHs0pq4L50ZJClEJzdk/eEsU6TCAkxLiYEK8lzXSDTyMZsxLvyEAMKn1MqiEgYqJ+NdHTGaNYB6Cx1Z0Q2iGkCjlxs0m85PgzxQbBp2Ts1a+T+HFcKQKPR7X2SCMmucCZc3fxV3/7HzloLrJ/oWU+izrmTd3GA5eW7F9Y0PfKHWfegtcFl7+vR5ssr+bx10In4fK4RlHWwtve81fcc+6Q0NcMNsYIhsPljLIoMQLbO0MMyvY4oygjD7TpGqpyjOsLgvZsblcMssBwXzFbu2jv2NwcJ8pPx3jo2S4L0IrlUukBtOPC0Rkmuye5d7qPGW8SQov3GdOjGcYa+t6RMaYqN3jZd7+Y3/mp3+e6U6fx2hGOltA6/vRv/pAFM1gYSmuZz6Y8y5YcLA/I+5a8fBJnp/v0RvEMqLs5pbUM8pLp0RGjzTE+KPtH5zm5vQcBposZB9PzKAV729u0XUtVDWi6BlsoZb5B0zSIGObzC8znUI52ELNkp5rwOZ/ydbzwq17EztZWAgrBNXsmuwbCqk3AIo2SmSEpDxG1qDW1oK0Br4Lzcd4aJTNJreaYbG0mCFmiKCX7ROcxJiFLNaGLVVNLN7W0jYXUCl7zkxNnHSNYAYKgnqgitlQkr7j74m1snNggd8rt545oWqVrAjt5hWmF8WSXyP8sogOVRAtEg0TP2hVgURQNEXltjSEQ0GCQdFCJk3ODBIeaqAPfS4fxEESwJiqK2aD4ENKMOt5Dp7oWDfHxhqEieDQ2xo+T8oPEo0skHxrEciw8JIEf3/Bnv8t77/hbjPXsXJ+j4glqKasBZy7OKceWrMg5fcJy9vA27rn4dp504vr1sz3869P1Nayu436/cY0jta/RhAwve/H38h//nz9D8xF13bCzdQLVQO96NodDLhwcMsgLZvMcMR2zozmnTuxycCEgxhJCz+HsLNfv3kgfhjh1qGto+mjYULfCHpucXziWdU3fB0bGUBUFvjjF2SOPqXbIes9kmLFhAqcnI7q2ARWmYmiaGYtM+J5Xv5Lv/Nbv59zZfQ6PGtTCa3/ihykyOFk7zpy9m8Io79wa0gnIYExzuM/GxgYHyyOsNWRFQdu09N6xubXFrJ6RZQWj4QbzxZydyTajaoDiaVrH+Yvn2drcom1qvPd0XUfb9oyGI7q+Z2N7h+ViypN3BzRz+PIvfAnP+4R/yMZ4fE0vyGspRFKS09h69Sh5ZvB9IBiLTV/8Pom45EVOIER76RUX3QRsqp5DEAg+JqW1LpGuOzskoJdVIpdOfVLGChhjLzvxR+iTkRD5ykk4pGtmNEvHZDRhvriILh1mmJOpJc8Dba2M8w1yHSA2zW59gOATHxmMAddrFBtJbAEkQDAE8YnfVABurfAldMSZkBAhXRasJQqlCKIuWTdKOnusiNVR93tVFAVrsMFgA/FQc7xMHyBWQjFXTi5XQ3F6NMnqgX/v0v/zON70lv9MXbdILuRzx+am0HeexbTFZgX1ciVGk9M54e5z7+Lm3c9i5SL28EM+6N9X+I1rfFFdswl5d/Ikrju1w8HhFGOGLJs5Xd+wOdkEAr3v2JxMMBkcTQ8ZbVX02tJLTVHkLJYLdk9O0Kylrhd0rqPKhxw0h1jJkNxjy03CfE6VG4Jr6XWMBkMd2Zf0viNzA4rRFq4P3FsfUBUVQZTixpOcNBVPyUece+t/4RWf/9l81HM+Cd86fuGnfoTi/AHdPWd4/9N2GZw+RRbAugZfLyiCoKOcaT1lPB7j1NO2DZJD73pm9ZSN8QTvI70rMzn7B/tsTibsFidp3JLp7Ij9/Yuc3NtjvlzgvSfPM7q+JcsyjORct30Tz/+EL+TZz/wHPPnmZ3N6b4+qKC+7y8fKOA8W3ghBhVxsdCUyFlHI8pUms+J7BwbyooyJDcUpZEYTSjhi2L3rsJKnVnZq4abxgiDpv6Olgw8uVqrpOqJueqxKQ/DxeUUSsptIATSGrjnEmIrx5BTnzt3J1mSboJbDpmFzOEH8lLGUbGydwIhHNVtfnyhRAtO7NB/2GLVRLlSjaA1q0qzYxRaBW5GiYvIMYUV9SnxrjW3/EHHja79ko5qQ5AbvfEovUQClD5EB4fR4hvxQ8WCc4UfS7n2wJH15kn/opKZMF4fcfe49dMGjnTBSpe9KilIxeccky7nnvDIyUA4quuDYP7r3USXMKx0UHtuK+EPfsblmE7JoxqmtIecvnsXIABsck50T9CGav+d5hlholw3dsmX3ul3a4PBOcCq0bcfgxIRF3eC8YE1F0A6RQOc6bjn1JI7msyiQ0fb4oAw3An2A2eIcVnNQy+ZuzoJl5IOqx3Ut3jnKwSbzTDmaX2R5+iTFzkVuf+fbafb3+eNf+TnYq+g+4SZ2N3a5sL9PbwI9LRs7W7R9T992GDH0rqPtOqwJmHyMMVGhq21btkY79OLIqgJjC9quYzjIGBQFYTTBqUYKlxfKYkCZawILWUbViOd81Kfz/E/+Um644QZGoxHD4RC9zzZ3vOE9WIhXchOTUsgMJhh8ormJRvqPzSLiORCpT2IF41PrzKQWt0qyLkx2ij6QZRkuRNUuk7SdSTrQxmQJcBfpVdZEy87YDU8cZxO1s1c/R2A2O8PF6R1k5Gyf3MNwxGyZMyoLmqahsBl9Cydv+ChQm+wdI+UqpsyYQFVMPDWIBdq1F3Isnz3BCFZtbFuj0cVKAyYYNLNIiAQwEZPm0GkuLBbrPJJZ1CsSNGlek0RTIhe7J2D10oHlOB6feDAt66tKaul87wncfvf7mXczMIKxBucFJFA3gdFghGqBtQ3OBzon1G3Dnefey6PZky6/xtV7eWSCJnrF53o84todIIrwcz/0Bp72pKeQZZ5qa4fO9bi+J/SenZ0dQgjUTc32zg5d31EvFmTW4p3jxtM307uWtl8AHU07pW1bLl68QFWVHB4dxqqi6zFG2Du5h3OBZTPFe2E+X1LXNRZDaTJGxYAueKbLOQfzIzyBzvWcuuFmJsOCL/8n/5zPefHXsOU83/K6X2B482lMHjh/cAavLeobZrMZ+wf7FFnOxmCTjdGYIi/xLupTD4c5RTHA2gwfAhcunMM1bUTOJrefrou+xYO85LqTp8AIxcSQlx1VlTPJNvimL38Fr3zhT/HCr3glz3jGM9jd3WU0GmGNXc93juMqQqD3sQVtXZS6DCGwwgpHUFJsw4qxGBuQkMBcsrIa1OjKJZaVbaKqRkpQ4tyuBDBCiHNlVtVjQu+74BFJBwFjARs3Pt/TuZCqbuX8mTspxhXjYkheGEb5gMXM4YOlbR3Xj05gHNzy1E/FiGJk5T1sYotaL10nK0pW8iiOCGsFm63b50GjLaUVG3nRJrIPPCtEetL6BCyWsOJwq6AhtquDKsYQjSxCNHbJJR02rjEE7BMpHkmV/GBJ5/LnekB5zWRJ2voZv/sHP8cydDgM5dCwuWHwDmYL5cyFBSoe7wKqOXfeHQGo0/ouLgngPFQ8+Ht7LBPo49nmvnYTMoql4td+7I+5YXwzhfWYPGM0HDFKpgw+eDY2N3Eh0Po+Jui6jtSfzlM3NW2ziCpKoafve66//jQiwqAakBc5WWbZnGwSvMf7gPM1i0VD3zt2d3Yp8uIy8wfl4OAA5xznzp+j7Tqmywv848/7Wp733E/lG170UvLtkmc+7RP46df8MruDE2S5wWvHwdF5+r6PCFZVyqxkUAwp8oLJZBNjDBcPzsS2piqRVWI42N+nXiwYlgMGg0E0l3B9pOJgmIzHjMuMp+x+NF/7xS/nFS9+Dc959vN51kc9i70TJymKcm1YcBwPL1SVTGLC9IkPLGkGqgGELCXjjMtg2HgC6j0hmDhDFRBW82CPiEbTheQDLOm1DLGagNhIltTtiM8rMWGGAPiITk6KVpH7GyirwHi8xbKd0vVT8irjwv6MEAQfApUrGW1ssrm1w9qDWEPiHPcRKCaSkq8kS8TkieyziO1VkBCrfdGIEhdjUgs/JlpDwKhJ+PL4GoHIlw7xzUbetEiUClVFXTyg2LTPSlgTx47jAeOBk9JDVXVXq019pXn0FZ93PV+B/YPzvPWdf8FoK0OMsmwcIo4glrYONAtYLjoKm6HBgBWs9bTdw+EhK02zBB7e+7ia+HDulddMy/r+C2i1kQ357V/8v3jxt38Jd547iwuGpR6SU9KrJS8qlnUU8Q94ClsyHkyi0IBTvEKbDCH2tjfjYd9a1EYHG9e1hNGA1nccLfdZ1i3NsuFjnvYMDg8PaPNhVL7KMyaTTc5evIeDI8/WRFksO775q7+BT3rOp7GzuU023GRvb49qPKD0FT/72n/L87/qExDJGA23aKkRBQkBTFiLSpArWT7A2AGH0wvYTDCmoPENvnbUdUud1+QyoBCbzO5jxXLzqZv4rP/6C/moU89md+fEujWd2RxjDNZGQJG5TKg/ziSPN7uHCudahKgMF7nwihHwyX9Ygk+t1gwFXO8xmUF8TE7WsG47q4nJKklWYzLAEJHHKmvU+1rpjUtVM6vHiEGs4n2UrozODnHa7IOnCUcsu0Oa5YzT119H00+Jbo6OnAztlb2nP4vhaLKmMwmKWZnDr75/QUBM9GhWg6pDxUOIZGMh3QvjIBicd2RqEAJelFwMjmgLGYxB1BGMTx7REulbAMkJTUI0myBIvE+atLyPC+QrxurA/mDxcDSrHyx5XzX4S5TYL/G889a/4+L0LFpZqspRVJaBLXFkeNORV1FsZ2sD2tBR5Tk2L+l8y9WbTBiqakjUCXjounJ1vQ/2Xq8FBPY1k5Af+EYEAjk/+0N/wN++60/58X/zA0zrgoPpOcpBoBoYDo8atrd26buSTIso72fiBtn3PcPBgGVds1guGG1MIn9XFfHKzs4uLngQoWlbxHtu3NnjA7d9gDzL2NrYwQfo+56trW02NiY4P+czPvZT+cWf/JVIGwkuci5zw7AaYjyYPGec7fJnv/wu/t0f/Ar/5jd/hIoJRiwb1QbGGqyxNF1LlhcURUGeVwyqks4tWS6X9F1HH5T9+UXEgpOS8WgD0xte9g2v4uk3fAxlMSQrDUWRkdtqnTxEbAQJfdBCvPRlPk7IDxWZLQhpJmYTjUfVo3lG5mO1GBHScfYpueL7PloJisG7di3uYRBIAjfG2OQpTBwjcMnzWBOlScOqMkl5UuKclmCS/nT8LL36OLdWqDLB9x15OWYx3yfPBygO9ZaNcoT2hqc861PJc4mt7xAwsgJuJcSz9KiaqBYmCW+QqEqa2uvBhDVa2kv0jXYSuwKZzXFBo6MVAQk2TtdXfDHSgTCJjQTiNUjoI4deIk0qiogcZ+Qrxcph7rECZT5UJX11HskBVeFweZFf/+1/xdJPCUsYTSwndzKmbU1uxhQmsKih2iwRgfn+kvms48w9jlNPtwR6DOUVX/vKCfPhNXmv5WQM13TLOkUwCUsK/9Uzns/Pv/b3ecFnfhaDYUZZZjjXM6gquq7B+djyyLIsopXnC06eOEld1/RdR54XdG2cwRY2Z2M0BiJKta6XFEXBcDCkqxs0iTTUzQIUgjry3HD9qdPceMMeP/Adr0UoEaNkWY4xQtM5bJ4lZx9QPOPRgC/70q/hN3/m/+WLX/BPsNbiXGw7W2sp8pKj6REQATtlGVvMGxtjijJjMqnw3uOc4+Uv/i5+46f/E7/6v/0Rn/5xn8uJE3tsTDYYlhPKfIsssxFhbY+Vtx6LEGJLVtWkROGj6YJXDDbaLoohqFvPezEGkQznlaAdiMVkFpuVMemqITjH2j3kstbhqqW9+ruIEoJPPtxpHisB1YhcdnoJVOVcz3B8I4XJ8YsjhoMhh4dHjMoS3wX2ijHVeJPx5i4uBOxK1CO9diYR4S3YKL1qEoDMpINCEvdYtdmDJrvEAEpEf4vNYjJNyVckukIZAdF4SAnpeawxhAQoCwqYDK+Jt335AeE4HiAeqR3iZc/wCIUzrvw4gwjcdeY2zl64jWpY0LvAaFJQL1pyYyhyocxyWg8aetrWUZYDZgsockvTz4FLVrBXdxB4bOJaSMZwDVXIDxhm/Q8QyKl48T99FZ/xvBfwAz/2LRx2Zwhq8SHH1T0UOWos7bJmPBkwmx3ivQMCwXsGowmGnO3xNnW7wItFsgybG/q6phxNmDOPDjShpW4byvEY55RtMj7nuZ/Pxz79kxkMK0TCJTapGKrCkI8HqBckEGdm6slMxonJCb7txd/Ht//P38s9Z+/ihd/0pVAZyqrCH8YF6+sFuRj2BrsYW/B5n/KFPOfZz2N38xTPeuqzGQ3GqHfkxuNpY1UmgjFgrSOaAwoaNSPud3aOp8Br/wx2rYQPLmlYxVokM1k0TkBAFBOiEaEPYBNaOH6vPZkxiFRoiDNj7zpEo86HrOhEIrHCFoNqWFfNxpqUmHXd5dDU7kUzVPuY8JLqVQgepy333PsW2uUBOzvb9PURTetZLsCYHOtytk9fz2g4QQS8icp2mAjg6oOJzmDaRw50EIwNeM961ixisGJS5ezRsBJMiZV+nK17jM1BI2fZpDZ30ID6lQyoxXnHin8d0drxABDSAUXMGg92HFeMeN+uFI/WavGh4oEfp7z17/6Ko+URfdYxrITet4BQSUD9nLYN1DVkGezvd2SVUBpD2/ZpHVwtqOvxD9VLU50PVVz7Cfl+EVGmz3zSJ/HLr/1Tut5x7uB9/OGf/A5//OevJ98I1P0CJMfanPMX9ykVgitpQk3WZYyKgouLfYrckmWW3jmyXLjx5ps4c/4M5JbCBHKEgd3gK7/gq3j+p/8jRHPybIOyzBiPx+srishlBSzWZhwcnOPE8IZEK7HpiyM411MvGoq85IVf/RJe96v/K0f772c6WzI/MoiUnByd5Htf+RpMIXjvaJoltvS89563MCzGGC3IpGQymDAajSjK6j7ArRWfNX4nr402zBM3TJrTxm6HarRbVFVcFjnJnvjzPsSEq8YiomsBENbqW47MZLG6FRIYKrVng18n3eiwJKw0tC8BwSIAKoQWY2w8MMaXxloB59g8eSPT5RRHzyhA1zm6tuOGwTah6bnlGc+lyHNyk+G9j1zhxGdGfKzoE19YUXyI5hoiZmXRRFCDUU/IFBMi8MsYwXmHJLGUoD7meSzGxGrarCrmEPWwI30rqpD13pNZGyt3SccfjWjs43iwuHS4vrzl+nBEP+47ynp091sJ/MHrf51pV2PFsLc3YD5bYgsYbRh6VaohjMaQFZbRuGO2VK4/XVAVDsUzq+9ma7DJA6Wm+1/n6lvwoS80Ho+t9AmYkGMIQpZlZJnlxvzpfPWXfRtf+d+8lKP5Rfb3L/D+u9/Jb/6fv0DbTLlQH1AUWTRX2BihEsgyISsCmXVsViXN7IiNwYSZUb72K17OJ378p3Bq9wZuPn3T+jVdHz/8aMu4qpvWsgaoQp8X3HXhXnZORwk4JYDxuE5p2jl/f/Yd/Muf/m4uHp5j6RqWTaDtLV3oqQplEc7x/T/+CrKiIC8yqsGAPM+ZzQ9o6kPKcoAxlo/76OfxZZ/3deyMTlCVBZvbE4qsirZ9moF0cbO+7FSn91m0SVHpOB44jMGIwyFIGmFoqlqj01H8tSCBTCySBESMFXwa/CYAMjasZC8tqi4lroSwTi93iaqyWlexclYVEEfQPHKVVVHn8QlwJeR0zZLp/gWW/QEb5QiTCaHvCcDIDtEAuyduxlgh4JI0Z+RQx2swoFHkJALIBCWaavggECK1SzQQTJwBu3SPRBQRi9VodiESLShNhKJjDARvUoV9WctTAt5HfrUPiprIhybJHoarBvgcx6Othh99Mo5gvQuH92ARhgUs6wZVYaPKMTIgNzNcZrCF0rc9g0Hs/tTOsJEbmt5x591vZeupz4BLkjP3u84rJWXVqwN3XevxhE3Il0gRnizLk4nCgKrc4OT2Tdxy+pl8xid+CUfLfXrXUhQWa4U3v+VvqRdLPukTn0sIhq7rqJcN3iuDYgQExqM9xuOKLBdc38dXs4Ysy1PVYq68gK1QlBm33X0nz/n4T1zbx6kOqPUM3/ojL+Zwts+imdHUDucC7bJjceQpy2gUMRyOIgfVg/Getu1ZLmtCUOrGgfH0Xc1b3/cXvOG7/x2+E77tG7+f5zz109g7scegHFKWJWLtJUCRefzNyT8SIhONACUMhhKvfax+1RMwGBNnnVaEoBkZIc7vg8bEE+KsN5BWq0gEWcFaAQsubTIrUf6wEtowmtZawJqKiHAWvAJi6HCIZEk7uyaTMrpSuYZ8ZJnPA5U1hF4IKOONzTgn1mhoIUYRtSAuts1dRDpLasyjgtdU4asnI0PXlXo0OFA1MRET3dRiNz+meEka3yZhKkII2OjFGD2g0/sRbHxeDQmpbB9BrAAAIABJREFUSzokHK/ZK8VDIYXhgRLX/ePR7wurtBlofcOsOaJFmVSGssxZLDtsBvecOeJpN4+pc894lOHCElXLYJCxnPeEHYsEeM9db+HZT/1vEYoH/PSvBOx6uO/j6joCq5X4+K3DJ3BCXt2k2PYSLDYLmGBRzcjyHDQwGQ8jOIfYOj79/CevNz8xigsdvVOCi0CUvnO0fUvbTVnUPcvFAjAUecX21i5VVSXk6+r1L53k1AU+6Xmfxrve/g6++AVfkmC48OM/9wreccfbmB01NE4JOsCI0tRn6BslQxjkBVlpycTQdS3D8ZDgPb0G6rah7xv6TrFGQXLcsqBuYV4f8YM/810MhyWZwPboNN/1kh/lhr2nsLWxyXg0ip6366Hy8WDuasOF+IU0xNlokIguFo28Yo+QG0PwCknF2Yjgk9gFJglfXFbxmSBgiIjioGCE4Pyl9SQmAqrSRqC6amdHdHZIc9g+hKToRUS3zi7QhznqW8rc0PcVYj3XDfbQw5683CTLytQuMUiI7k4qLiZhI3iJ9ovWZgR8aqVbMBmZRvpWbL/L2stYJaQZekYwfaKAeVRiW92EKGYiwWHFEIyCjz7OkToWhU0kaHyuxLn2eDJ9Am9PH8KIa+XKyeIh+cKXxSNtU9+3zR33EyVw7/k7CVnLOC9YtoHhQGldXK+dg3nXU2SWnI7JqGS2bDEGvGQcHHh2Rz3v/8Bb4TM7YHiV13d11//Bz3V173vldf/4xUfEipfLNIMlVS1xvZoo2gDx56tOWZrNRaBMQZHFtmPdO2o35fZ73sZP/OxrmXdzVJQLZ89hfMkPfc/P8synPofxcIQag1l/WLEvbIJnfP113P6Xf4kxineG99z5Jt741jcmEX6D+p62qVks5/S9A6Ns745xzmPJEJORFUOCd2kuF2fCs9mU0XCID56qrHAhsFy0bE52CD4wLE7inGIq4dU/+y30M8+rXvLDfOzTP5HReBS7CCvt5LQp34fNfxz3DxMPWWpihWmxsbpVj5VEV8KgEgiuw9iCQEhz4JAqRSCBlSIoOSRkcgQ0qQ+X5sQWhCzyir2PdoaQkm4PacWpkBS1AjbZQR7N72XRHIAqRgOzOkDIGFLRak8xiLKpaLRWRFyqlg1BkoQn4CW+duTrx7a10seWdJLU9ET0eGxTKsYS7RLFosGDFSSs+M0RzxCSPapRRUxGbwLqYoIXJJlPWIwHJ2nefozqeogIPJqx09UlpftTq+47q5Z0Jcptd7w3jli8Z2c7p24ieMv3wiCD0MfvS9M3rPTulvMuHmp7h1PDwh/G9fYY418e6XPF4+fjlyaf+E13YJVYVvMGQT5o0Vw2kP+gU5LJok6w0xlv+Ktf4+Wv/h949c+/iiM9oKFnf3aRWTjkfH+GF333l/MTv/AvOZgdxNajXm4qHyATbr75KZw9cwchBHxwvOrV3ww+4OqA66FvFdfHzQcxOBcPFCsBjyIvAGVZL5nNZ7Rty3w2I4RAVY3xTvDB0DQNXRfIbA5qmM0bvA9cuHhI22boQPjhX/wW/uZtb+Tes/eyXLQ4545b1w8jQu+xdqUvHc0OornDJYaseo/6HpNnGJNmxqx4uh7Uo8EhhOQbHGfDXiPqfzWIFmsiH5eV8YRNYiEJo5AOUdbaqIsdmig3Ga+UrmuYHR4yLEeAMp0tyA2YJH5UjDfXCd5KFg+HKmgQNNhIN1LW1TwCPp4EYjUNBByxwE8t9hDINOIUehw+6cyHlSzmiipGpHAZlIDF48CnKksSpxqDh2hpaS0unnwenw/6CRixuHjw7fvR0qLSs3A1VaKivPe9b6cPHpML4w1D0/UEnzGbtZy+bpPprKcNyt7JTZxzRGkmQYyjHA04c/GIoDU9y/vsrY/Fe3pkj1POnTu7/vvjER8hCfnK8VCE9xAUcQEnS172L76a3379r9F6x3IKvjeEXlnMGjIZoGGAmMAv/95P87wvfhbOd5f0eENsgfsQmIy3Odo/Bx6MUVoMfW0Z5KNYKagyGo3xLlCVQ7a3JjRNjbUZw8GQvu/x3tO2beRE9y1d3+GcY7FY4pynbVratmM8rhARBoNoqeicx/dK1wXapcPIDq/7rf+Fn/yVf8Gtd76T5bJ+HO/+Ez+MGJwLiSvsIwBKLA5wiQcaqRACaqLGc4gtaNREKUkS91aFIBlCoNeIwBZr1rNVSfve5YL4K/6xrv+/J3jFe4dQIhqn06qOxfwcBhNdpQqhaR0lOdo5RGA83CUKbSs+9PgA3l8uB5pMHtazbp8MMRTFEZL2tq6qshCIXlGBXlctQdY0LYtgktam4jFBcYki5b2w0mYXIjhOwupoEUVFjAaOj44PHFejtvfYHb4fOhk5ddx2560MRxmTURF58SPQ4Njcyum6Gc5Fc5LFcsqgyvCtZ7rwjEeQF0pwGcqSo/mZVDfd/zBwte/pgxPwI7sXEu12H8f4CEvIJlI40kK9L8CBdeswzqwMno5bz72ZF337l3C0mLNcKsuFQyhoWwghgk26VsiN5eiojRV21vHxn3szv/VHv0HTd0meMCb3G268nsX58wTg3/7e/47WPb131F3Nol5GcNaspcxzhuWAzBRU1YiyHEQKU1kxXywpqpJ5vcT5lsViRlmOcL5Fg9L3gbZrGY+3sXaIc0rXtYgqVTGmbxuCGvYPD1i2GW9731/zmn/9TfyHN/wuGkzi+sllf47jShFdDiONhzUiOvIlc4nt49i1ywgoXV/j1REI9KFfExfFpNZXOvXnNiZR30cRhPuYTiSK02pOGOVPLcbkiORocmPqxOM0/p6h4Gh6D2I8ZRDUVMzmLXvbWzHZI1QbGwlAFaU0VSM331gI0uOlJ+ptR7EQexn3XyVaTYrkEdAlJv5BCWIwGsjIMJIRiGhrIwomzYdVEV3dR49IiAYcSJrHx3loFkJM5BrbmfoAPNvjeDxjlSIuJbj7V5ue2Xyfd773zXQ+WuPa0uL6wHUnS6oKamepikh325lMmE4d1grjoeK8YTHr2d0d0/qav/m71xMFQh54f3qoivehQG8f/O8HiptuejJXL+f56OMjJCFf+eZfLhsZq5wV6hlamfPy730h3/GDL2X/aEG9UFznsbZIM4PYWiyLId4HLu4fUWQlk41tRqMJ+bDgR3/+NXzfa7+T3vukb6zktoClQ43yq7/zywQvWFMQQny+rvU45xlXG2RSYE1GURQIwrJeslgsGI3G1HVDvaw5PDxiY7yFesE7MDZHg5CZnHrZ0DUdotH422Y5ddNibUbfR7RuXbc0jWHZ9fzS7/xklAc9TsJXFyvwn0psMWvkyRqxqYUNZBLbuOrJpECDJBtBTRRkR/BhTTEKIaQZrVlXkys8w0pv/D6VNyTqk4ugKqAPDvEaE5sqSk9WWUwWyMpoNuF8YLPaBIk2i+PNrbXwBpJhjY2a7qvKPJ5SAcUYiTPqJNIgGKxE/XTVQAh9VN7SqCuy4kU77REfq+HY0pYI5FJNgLhLlngmzZO9JpQ1yWmKNHpKJivH8aGNq0tMlwCslz3ysr8FpvNDjuYXCT7EkUUnjIcZZRWLoYwBHeAlYKywWAach9G4AIWuDewfHmFM4MLRHWmvfuBrerSiJg/G2f6gR/B4psmPkIR8Gbjqsj8r/HOsT5TgFdc6etfy33395/K+C7cynzm6HtpQ4z0Er5RFBUHoWsdwMKAoc6qqjHM159K5bYAG5U/e+Lu85Z1/Sd8Huj6A6zFYemlpTBc7cz24pqcoSjIrlKWlXzT4pqfKKsSB6wPzowUSMi6cPaBd9IQusDXeoVtGwNegGNE1DcG1uE7BGwg5facMywn1skODUNcNbdPgXQDn0V7o2wxbLfnAnbeu78lxPHjElnOas66pSYBkqLpIJ+vBEJ2dvHryzEDiJIeQkpCCNZB61ykpJjBMuFQFr6rkVZJdRaxa48bmgkfVRrqTRh9kDQ1tcw7ve0xQmibSrqpgKa0lWENRbETkNIDEa9CwYhtI5DqrTbNvTUIe2XrMElZCJD6khBnWwByvPt4tBbWKE8GrIQTFOyWoRTUpjolnNR5WI5eAhtj1N7VL9LLjg+OHPq4uMd23m3Y5mGtFTrv37ttZtHM6n6M2p+l8PNCJZ1E7DmZTJDEWMusxxtN0iu9WXcycwyNH5xruPvtuELd+fr08+T/KQ9qDPf7Kh5MrHUY+dPERkpBj6PrD03QfA943eKfQOy5O7+B//NbP5x/+909hf3HAwcUjFssG7zwahL7rybMc51qsgcl4RNt6drZOsjXZoPcts9mczY1NQuiZLRuqwRbf+Iqv4mu+4Yu5+8zt7N91lv7MlB96xcs5+Z672TM9WTdF/Jx2OqVzPUftIZ0Gdjd3GJiKvckela245aZbODw4IjMZlSk4tXUCwVEWgkhPXe+zsWHweoTzU7yf0Xb7lJXS+xlZDmVpmEyGbE62OLGzy2gwZDIeMygKhvkev/JbPxqRsMeb3UOGhoBBEUuyBTRRZcs3OBdFLYLxqPcYIQIEV8nL9SBZTJw2aVQLqLHkJkP9qrqNWuoQ56dRDCygyboxVqSa2syeqKTl8eIR9fTe06tjUdeggvWRVz/Kc7LOkucFo6xiONxJ7WGNlnfCeqMTDEhU1/Lao37FMwYbiF2BVeK0Fmvi4SEQK2ZJoiFrgFbwaOgj5SsDNVFicyX16X3AWIOkit+oQMZ6lm2w6wPAcVx7cd+EpXg8f/GmP8WbDg0B7xzbk4p6AUKFejh9akQuipCh4hkMM5atp26Uqqzo2g6bF2iwdHKew+WdrA4Blx/MHu1c/MEe/+CHk8cnVX5EJeRLlXH8+6pVvewXvO3Ov+afvfKLuH12K/O2pmnbdXtFMXRdrEjqNOcty4qmbajyMfOjOaevu4GtySY725tcvHCeQQ57Q2VTDnnmk7axeoYf+s6v5Cv+0adz4/AEb/1Pf85Xfsf38a5+ybmRMh9PGA8mbMiYHbuJlI79/hzlbs7F5ixLptx1/lZOP2lCyBb4qmGq+6ipCFJQVBuoGbJ/1FAOdlAZINkI5zOODms0WNraM5stWS5b6nrJ+YsXODg8YDafUTcNR7NzfNpzvyj61x5vdw8Zkuhsq56LkajH7NPccyVzqRgwCRwVwIpGeSrj43xUNUpFiiRY1GUzqcs2NytRA301O44gKZtm2QY1qf2rgoTYMs40fZaiGKtklaVpArsbE6ypyCjIyw2K4RjVSFMSEyCZYURzh3AZ/SlDbEJvJ6qWpstU1WiVGDxGDFbjYxUwwZFpStAmAo6MMaiPgh8+hLTkUivfg2LjKEaiLrai6za4hGPd9Ycbj1eL/5LbFIDBBcf7bntPlFEFFrWwbDw+KIfTFke0Gc2LHKGg7zuGQ8PTnnyCReMI2hM8LBeB6aLGa8/ZC7de9hr3f18fqvf64R6TXOMr/mHeHI1tvFgcx3ndvFvwPT/yIr7nX72UZdujTcG42sX1PWKVzrV0rgGja/K4946jo8NYJWQtkmXcfued0Ws5t+xuVDz9pm2KDcvcVJxrA87u8Vlf8GIGJ08x9x1f9NJv4bnP/Wz+8HWv56bBSYY+0LiWkDlGGxMm1TZVOeHw4gHjwZhMMsQU1I1jMthgVAwZVhWoY2d7Aw0Ba+Mc/PyFs2Q5tN2CPrS0fY0Ypfc1o9GQEAJZFquaLFf+P/bePF6TpKzz/T4Rmfm+71mqqrurqpum224F2RRxw4UPqCMMKi446jgCrnfuKI5eZURFcRl0BkHGDQe4OoyjXhYdRVxwuYPKlWEUr4qX8YqKArI0Xb3Ufs55t8yIZ/54IvLN89bZqujqPtWdv/6cPnXeNzMjMjIyfvHs6jxRlLJyPO3JXwQxxy4eLKThoYo8MkEbc7jKuckxUrQFSCgKDxQprh0aUcsvnS4QIdX5VTyLUotZRW2pOBOZiaSEH53FKEacQAyBIJaCxDuBwqMRCjxeHUUBKyurTLbmPPbmR+IkIoWyeuw4w+FKyneuEM3b2SWVtwSXssopSCDGhgJpIwggOWY5TTm0bVsRpMblUopUqIBP6T5Npa5tCUcFnAVV2fXMpcvCwaxLlrbTm5ZAJZpjWI8D4/4NaVz450zqKR+++32MVgpWRuZ4OB7XXH/sKGfPN0h68nWtjGczhIKycGxNLlJWjuk4UFYV81nAScHmxjk2p/e0bezYetc/6DKwyIi393UfKBxCQp4TdUxkfNlnimi2FnNxcpaX/uzzec4LPpu//uA7ufvURWazQGiUplaqapWmltZ+ZyUbG+bzmhgjg8EK4JlulAy98HGPOM7tDxugQDU8wanNijvurbkw2eLec1O+5Olfx6c++XN50Y++jPn5M3z+M76E4zfcyLH1m3jNf/wtVgtbEIfDIaqRsiypqpL1Y8eYh4aVssIXBZPJmOuuO24qy8Yzr8ecO38G1aZN3VmVJdPpFFUoy5KyLDl//jxOHLPZDMXqN4sIfrCGas3AOz7u1qcwrCpSPMp9/NwefDApUXBugLoCESvgUUiFcwWiliQkxghh3qp5XVLLZq9pT8q0hW+lQNXQFgSx/CHZeWRRVKKtziWOGECjY9ooOSFH05jKvJAB168Mua0sqYqSo0PH+pHbmc5mTGYzXFngkyrcEnpY3t/oTKQPaiFNYL8WhR8UiGiorWBEUISIU8FFwePNKSulBI0RNJWPJKZxSXZ0L0klj3lwK8me7CzMyavHsnGK1Y12Yjm0e+yI/Yhom1L5Ppf6FtcTUe66+/2cu3AXQR1nNqasr5QUPrIxscIS3sN8bo6JSEQ0sjmecubcnGEBIcLZszOOrA1wzAlE7j57ioXAcOk82Pf+d/m+G1Z4GHEICbnCyQpCBdAucgeDEU3d1PzEq7+Ht7/rl9k6t4XOFJhT1w2DakRUKIsBVTWwWOIQOX/hPJPxmKapjaRxjDc3ufGWyNGjgXP3jjl9bpVQjJjoBtPZnKapmU+mHBlcx6d/2lM4fvQGjt90I8VKyfr6MXxR4Hyk1CGv/y9vpChKBoMBTQgMhyPKogSgLCvWRmtURclwOOLuez7MysoKg2qN4XAEArN6ypH19bR5KFOiEKuVHGKgLAvqep78tbQtGjDXiK8sycVLXvSTrSdtj/0haXPnYsDRLMoOipFY0BQjjEOdldqMqgQ18nFYPvEQQ5IakyOVkKRgK7EoukhFGGMkxiZJysmZS+ycEBXXmMrcMn2Z+tcJPOzYddxw/DhxPObokXVuOP446rmVT1y//iS+KC03m4bsqoZoSMUgnDkfqoI4mhCIWNnIKKSj1bKSAZYUJ6XW1JAc3sxZS5wj4gjOFutAJIq3JCOWdJOc+Sio0oRA4zQ5AFmfiCGVtuzDnnbD7qRy6ZhdPQKyDdsHPvQeam2Ioqyvm3c14hhPIitlQeVKXCGM6xJXeMR7ZhNhKI5mblqnlTVhMJwzG0eaWcNsvsFOzqfLpSWX7235+8sl7t2Pf4g7ddlLK20oyKXoqlsjkLIEMeelr3o+f/yuP+D8ecdcKyZ1ZDhYR8QRolKWA1ZWRkSdUg4C87qx4hTliPlM2dzc4uQNnk9+/MOZbgbms+NM4pDopgyrilA7Sm+1cKfTKbff9EgedvJGhqOS4ydvYm19gPO2AIs4KCJlXMVrxeb0Il4iIczwCqXzVGXJua0NVqoRToXGOy5sXWQ4KvFFQVF5VAL3nrmL9fVViqIAF7l44RwrVcWgrADB+4LSFQwKi3F2zrEyFKq4wht/7i1UruzEdh7eXeJhgVDgpbAiEgFiqC3BhwazwXpLHmKxvqmWsShFsrdGAipJ6COpqJOEvFhQUkIRVZw3ArZkH5mcA6IubQCs8pNEkxrmTZ3if5UTR49A3eBDwe03PR4XV/C+ZG19jZtvfxyjwYhcDTKqkWVUaR3LzMZdJAmCFKfsiCp4SZm8kv0XlaQ6N+9ziWL25iTleywrl4ogXvDR/NVziFXN3DaMMeJdSSkOmuS8phbTH2J9mZvxHoacErj1pLmqrSnw7ve8iybMObdRE4Kyvl7hfMWgKjiyDqMVKL1nWHi0UcZbNd4LxSAyWhsByrCCo+ur1LGhGqxy+tyHyYaObXe3z+Zi+fsrO36nMbt/1ssHRS5ryI8u8GXP+wzuuudO5lMPlDRhxqAY0gQroh5DpKqGnDlzNyEq3jkKL0wm57nhyAoPv+kmzp3d5J6zyj3nJvhyjWnYZLhWMZ/NGU/GFL7gyMoq/mG30MQpT3j8ExmtVBSFw11/HZvTcSowL8nBxXx8fus1f8j7Pvh3PPd7v4ZhFMqyZB4D3ivDUQEa8IXShAZfFFy4eJYjR44wnU0py5K6rrlw4QLD4ZARI9YGK2maRMrCMSwrVosBpThmBYRGeen/8XI++QlPwuH7UJLLhDgLAwpRUVE8RSIeT+FMXe0k2VSjxRXbhsdZHuiQ1LZKm1zDXAit1m8OecrJQJq6aWOTsz+DiCOkjUATAg1CIQ4HVFIhChun/5qNuy5w153v5+G3fyK33/qlvOdd/521o6ucuO0J3PTwj8aXHku2UCASCcEc1iytZQCXVdQ5eUhyaktetObGFk1KRygoUvGMQKNKSUFDA2q1lgWLcw7aYEm6IwQbH1FwRGpxtkGIgPeINq0DGanKVY/Lhc2bZj6hqFau8ttuV3/nX72NaTPjutWCEGBzq8HTsDmuOXlywNa45sgaNPM5ZTni4mbDyeMDtjaFD90558QNSq3KqTMb3HrCc3HrLOPxBgt1tb1TV4JuUYll6bn7/f5Vsh7iEvLBYS+tENmY3c252SlCvUITApPJhMKVRIU61mxsbYJEppOLxACzcUOYRG696Ri33XwdkaOcundMoxVeAiveMZ1MmUzGzOe1STOSyhoGKMqStfVVHveYx1O4gjrpDwdqTjkqKXGCYgkSYuC2hz+S17z8N6l1TDGMuNLSzjmBeRMJRFZXBjShxnlHPQtUfsiwHDGoBqwMRqxWA0bViCbOaMKYQWnesEhDE2soSrzCS7/rJ/jUT3gyPsV4opac5EHx2O8PxJo61IQoODEyqdWkVgtDUuZqJRZtHsZk6822U4vHlVScIjt9AWnDZtJ1VEsWImrSdEh1hGHhAKYBbINnscio5ZJ2qjSsMvePZrj+OG75mC/Ar97AyUd8Kicf/Rkcv+0JVNVquwmwbmp7vgiEKEmC1Y73tZjntnM4MWcsF5VSHVa/pbHNSbTMXI0L+OhBLVWnCGhocGrJNkO0mNTE9OZ5jqaEJ5pyadvcdM6lVKJ9ve7Lh9nni2pEnpP3FRbqXNnGT3efPkVQGKwJw0q4+8yUamibrUJKcwYMwVLORsfx61essI5EjqyXrK2NGPqKemZ+ElVZIa5e9F3vm/VqJ/txV/V9Sd2DBwAPAgnZA4GGLb7pB76YrTOC1BNL4xdnjMcTVkaroFDIiPHmjNXhiOn8Io/46BOcu3AvZ89PWBncjMh5BpUVCSh9QVmW+GZmnqTAbDajrmuKokA1UkjB2Tvv5faPuh1B8RELbRkUVshhB38EVeX4dSf58qd9PW/9y9+lDmdQUYL3OD9l4Cu8q1hZVXzhGZYlTdMwHFWs+or5tIIQcEWFL2A8nSJlhc620Kqk1jE3rx7lP/3Ub3Nk9Yb7+2E8qGCVDi1Hc9MWXwBSAQnVghTgY0G0KaBJEUoVohfKGIw4xZvzlpqcHJq6tRM758jVny61m1nNYbNoBytvmGKCXTLp3Piwx3LTyY9LCUQidag5Png0Tf1Im6vWojmlkYpGdLKAAcRg6vKGGZWUKbtWklZTf6IAscG7ErWorlSbGSSYKl0dqDoiNV4cqg6nVqqSVJWNaFWlQPBJRa0FRtJqebRVHGhDj8uHZMky+QTs5hi1G3Yre9iVNLuatvH4IiGYRm60WnLuzBRxnhDh/OaMoyue6RyGpWdWN5SDitlGw+mLDXEmlOUqWzInRCirAuc8QWe5N6nrl0q1EGmaOfN6zsroyM5jcUXs+sAJLNc8ISsRYcZzX/QV3HHvh1Et2ZxtUhYjc5yJwmw+oygKJpPzHFk9yskbjuFkznRziNNbCTpnGk8D3pxTUlahvC76wlSVFzcuoKqUZUk8chSH8PhHfRonT1yPOk3VdISqKIlJDbm83bIKPvD1X/nNfN7TnsGf/Pmb+dnXvJLSb+ErswUfWT/CbDZhbe0Ik60xqysD5vWcsigJhRH1pN6kCRfwRaBpNjixej0PO3kL3//8H+Oxt30mAx9ABXWdXeEh9i48jBAi0YGq4FM8cgg1oh7nipacSfZeO8dCdqwWsOuoYK12sBdTUTvvzW7rbJ61z0h1wcdCmyCjUZO4o0bbEATwhSBeUxU+b1nApMa5AmgoJM/nmJKBNLZhiLbJMOq3SkwAuAYXPFFMHa/qW1skkGKQheAUiUJDSNJ/3oiYLVo1YMVJ7f5DlqhUk3e1QnA4b9oAU+9joWEScGKmAt+bV64I7X4rEZnV1N5Z27AT+V6O3TUSiGGeMtQFJmOY1wpSUjrLfOiLkkIjcXNGjCVIw2g0wJ+bUtfKbBZZHQ2pY818rgibTKZnya6RsqsdWcwhbLR2eQN0iHENE3JaADXy7T/0bN7zwb9jsilsXtxkZXSE8WSTshiydfEix4/fxGhUgh4jRMcd955jfe0Im7MLjCdjjq8cZzoPVKWYM1YzoBgUOO8pgsfPBV846mA2vnJQsdlscsv67Xznc3+AI6srphYOEfUOLmwxmUySh2qKt2wJ3iaTl4KHHbuNL/zsr+apn/EVbG5tMG0mjKcbxNBQ1w1VscJgMAQfuefMKZwT6vmEyWSLarDCcHCMYTHk2Np13HjyVtZXV/DOQmfU+eScsxixJX/EzieXt4N+qMBJaXGy6fmFOLdwp6Q6lhRzG9WC7Spn3sSFWiIEJCDOEm00GilwiZw93oOGNIdTTHJWT3ehsbFEIElwFhfxKnjvKCW2GbBisLCSyg2YU6Ov9S5PAAAgAElEQVQhJdowW4U5mMXkYJZs4+LM9q0aKQUaNZa2+WpLg+XyTkloxVv7pOQmDrTRpH1yqE+VmxRzmtCAS8lDUFtWg4OGhtIJQS0WWonUzu7dKwQxb/DdHTp77IVLCXZ31f/lSJAtebeMrwQN1DpnMFLWViruvneOItx9zwVuOD7i1OkJg0K4/voVzpxtWue/8XxOWVacqaEolHkzJdbCrI6sHx0ihQlT4vbqn+BcmXvHg2ENu4YJOTNNyZ0X3k3FCTbCPYRgqo4wjYxnZzl54ibm84BIQGNJaCZUQ09oSoqiwHuLQ/YhTVotWV1dYTqdUPjC8k8XU0vqUCjz2ZgYSuoLjn/13Odx6y23Md7aYnCkxONBZ2hVMJ/POz3tSD0dOOepyiHOlVTlCFFoQjA3BhFEPD5tPG46ehtNMPtc08whCs57yrJkMKwYDEb4VO82Z3mCnR0YehwMjTaW0kChiTPLf+HN3lnoIIX6KBpJ+aBzikuzw3o/xHmTnl2yNJtXtZGWeJeKTpjzV9aeZMcSyzNdgUYI4J1J1kTzyJZUrMKRY4s9TQyEkHJvx6xAd23bqg25tGJMtmAnkjJnJ/JMjmpOpC2sIeIhhThFcUmijXhZSMdRNdVGFlxQmqgM0gYgWNA2EhqcKI2FRJunNkqhZkDXdA1FCRIemAd/jWCv9zmHsB30bT/I2rBd05Y3k0oQy+3gvRHv/PSUeQ3XHfHcc8Yy2c1Dg/ORet5QyYCBqzi9OaUqPEXhmcxtkzoclcybGVubW4jLi+alZNt1xtqeW/vaxjVMyABCw2k+fPeUgURi46nrQAywujLixhO3EFMRAGgYrVRsnD7PcHgMgIsbFymKgul0mn5PqMoKrWKbLCQ6Iz6NkcGgAAmoBP63r/w2PuXxT2QwKFkdjfDiksOKQ8qCzc3N1MPdJ4qI4J3lBi58AV6p1CHRQarkQ8p0NGiaVuK2+M8SEVOTF4W/ZDE/GPF2dKM9LoWYRBm1wUlpiZ0lEr0k05xDQ0jq35ioDxrncVEJzNFaEmHb4oWYZOyLIql4lUZpk4S0yUWcmHc30dJIxoaiKHAI6oVC61SS0YieGIjZ1EKuaqZJolcWDjIRnEuhW5Z0JGg0W7iqKQcVYoiIdwR1NrcVohdcjKm2cZJ6nUuqbCutp6g5MkYFr0QR0xhoNMk3RKIIlTPfskBAG0khZEJMivQYraxjj92x+ztumpFk+cfe78sL/9kPRpGaNEG2Xs5jw2jgKSiYNzOcKxkNFCFw4WwgRxvMZw3nz0+hLKk0JCdIpaoKmiiMXMEsTGyutuvZzv29/wSM+8fL+hoj5C6B2C7+n3/b02FcUBeB8XiLm07ciBPPbFwzGAy559w9jCdjbjx5IxubF6jKAohc3NowW54Z6syLNHjqZoO4YtKziOALT1UOCHGTctgwn0a+5atewFd+0deyvrbaVqtpiBSYF60Lc7YuXsDSeFqfnbhca6dzD7QxqIVf1J/FAzmrU36RKp9UfwpF1X6e40a72G2Sbv+8J+F9oakQgkDDnEIqgioiSpNKEG47PIUyFb4El8zLYsUpLE2mSYUiniY0JokGwEnrc2A/avHIqqn+sFKWRbI1Z8mgIL8PIdSYd3JKjam2CHvv8d6lWGZAwFHhVQkuWM3jaOFHap5ZtnNQCwdUBU9NULNJU1vbUZJlLztnpYXWRUcgIl6toIRajLR5cVu2MnVmj6/RZC/3qSYz1MnqHETxTvZUtfbYS6qVzv+vTt76RUJUqGtPGDQUeGJUNsYzTqwWzOcztIFzm5G1YcHKALY2YbAyQs4FQgNRI1Xl0KmjKoTTpzc5cWwdr0pOYiQ7ecc+SHEIjTQBi5c82O64CqtEr4wnU07ccBOj4Rp1HSgGBZuTDRAYDAaEEKgGHqVBU2mvoiiIdSTMG7YubALCaDQye2Gomc0nxADiJvhCuPnoI/iR73gFT/7Uz2d1ZYCXlKVVLCwm+8ZUwwHjsaX+FJEl8tz+g+z8eXvNpb+d8+l3t55ujnWWNuSki8OeLu6wInsxiwilOAKN5WvWheYjxBqzFFiYhzhBXIoFjY05PCXCimgKmTKR2QosaBuPHGO04yLEGMjlHp0z1WN+hNttzSn9qwOrbjYnxGBqcWdeyw61akxRUQkEiRSxAIHghALLGx2zQ5laHWMvjiiOQlKhRTG7by4oEZy1b3OzsOgUEVwwG7T5dxvHQ8RDsgmaFC1pHttGIVJkqVsx9fhDZBG+EiyT8U4Zprr50LfGF7gvQ6AyQWqqET7bbHAyYms84bpjUJUlTSw4ebIiNBFfFkwnDZUXiA3Tcc1s3DAYwGQ6wwHT2RzvS6aTOWVV5tnDoaSpq4RDJSErc0LcRKNQFuvs/SAcgud1r/oNnvbVT2ZQVTg3YDafsro2BOeYTMbUdc3RI0cJMTCZjJPHqZUI06jcePRGc7gpwDmrmCPO4kKrqqQaQgwVj3nkJ/Fl/+TrOHHsRo7ccAOFz4tgp//ObG5FWbK5sUG7iUyq5p12eVZb9tIXSpKHZHtttcLx+bDuy7gT2e62mPV25IOj0Zgky2Dq4RiQoKi3uNwYgz0odYDFK2cVGxqTqUSS0OlbknVi6mHEnLEsRWZ6LknDqNmRCyPlRRGKbiIDsTSbKCq+jekV8UhylgpifXROLCY4OivxmCavU0t6ElUpvE9O3oGYPLSL5E1t1aGd+VxEU0UH1CpUqfnDikRcFHAOFxtQ0/40sbbwJheJIVKKp0mSj4SIOrWa0xEL2o8RSeGMPXbGQTyjF585VldWue+kzLyoZS1Gw8pqyekLF4mNcsvDhmzNlbtOb/Cw4wNGFUymE4qyZD5WZrUnBPP7EwoGw4q6nuDLEUUZGK0MUwHx0La1nOBjp39v6+EuKTSXk4B0r7HXte6vJfNQETJa4HQNV1Qs1CxdNXVmuJCIKVBwlD/8hXehxXm+8buew4fOfYB6tgqyyXQ65+YTN7I122JzY4O16giDtYrJdIIwZ311jfFsyurREfMwJqoHPKPBGseP3sBXPfMbOL52MyIFKyurHDlyxIo5FAWSEgS61L+8wBI9kzDh7Jl7AJMmcmIFi/xY2tnu4vC188uzu3r60s/dDrvmrP5ZbqMn6B0hSuFLlDIl8vCIt6QcTVODE7wrU0pMsLAec/oS75Cg4HzyJg5mFhExVXVcSLptHHIQNFU/yuFQ3eo0uTqUJCna7M7mzaxqGcF8LtGIpg1BriSVFh8LAk6aIlONu2jhJQGxbFlSmLZQLMJfxFtSEW/9n6viVCnwiMYUYxwI0VuJSjW7epBAGQXFE8XitiVpCbyz2tESLH+1qDmkKUKRJHdf93HIHwm2rzX35VKfnbtsrg6GDoszKCgG4AvHkaLmfXc4Sjfj1lvWuONDW2wFW6/mzRhfCtevFkgB95yuWR06xs2UygtbsykDv2H3QCdKJbe+jzCy0+d7nXMwZ7aHoA1ZRFiYjcwRSwlpt1wsHWu2kYjgXETqo/zcy36d1/7WK3jbX/wuH7xnk+MnRvg4o9KaI8ccXiDEGdHXrA7W2JpuMqgsQ8xqucax9eM87Smfzzd+3bcw2bKasU3KyKTAsKxMZexc8qqNbXk5k4xAVBgUA06dOpXCY2RxO2x/+HmhzZLvTqndMnIISFZvpiZ3xf7p33oS3g+l+MSLYvbhFH9r2ltLj2mxwU2aAwWite3pk7RsLgHmiWxOS+ZtDIDruPwpVlM5aYVUHTFajnVN2byyeljTv7MDWDTfF/O2VnOiQRqIBSqpb2pk76REJRCjxQ97SYlGYkDFypcSgyX4iB6S447gzK6HlZD02MbCEnwoRI/D8lHbBiMk6VsgppzX5Djkos2NbbHHVupRnRXvaEjZwJZVUD22YT9J8SCasCvTmC3y4Tehpq5rhmsVW9OGQeXYmow5sjok1DUrgxEbFyesr1fcceeMsqgIjaOqYH3NM5/B6c0p6ysDCpmxWhZWLU0cgbnV+76fbMiHISLlUBGyDXrV+bvoeCnvrL4SzO6mltGfZ33hc/nif/IcNqfn+fCp9zKfN9TM+ZU3vZb33/FuFMEfu54v+Jx/xk0nbuVRtz6OR370x6a6riZxhLmjLGwp9dG16sJsr3UuS6XJtmc6aZwqFDBfGXD3h+9ENG5XHUtXTQLOuxQ/mlXamZS3F2fvSsFdMjb+Xuwet9Htji/qXoU6eoJehmIpLmOqZGNSo0mzMZsZ4hzUERUKrzSBtKnUha1XsrSb0mAm9bKmRhaaDMuWJc5iii3BhxDFwp7ULRKQJPMtuZCAZh+pvPHTIuXVtnj0iCX68PYvk+61QLBwJaeWxMGINNU0VqXOqTuz0UU8JI9pNGBmX4doAxqTxE4bIaApmYnRcW06LvFIDKCe6JQYJKWAcEQJtpcoSanBeuyGg0iKl3ON3XApOWVtZaDwnmo4YDIfExplddWxOqpsYyngfWS8GVlbX2NUzZk3ihPHyop59M+nFnCnsWBYQQgzqnJEVaa0MPcLGXfbsH8/UGa9Q0bIO6FLIpbkvqvGFowYzQPZ48SzvnIdqytHOXndbVYZR+FJH/+FxDBHSKEgKUwo2/yETHBm2yAlcZBkf+sm+++im9ELZ0kN4saEe0/d1S7EzrJI2GLeOrPE9vrQOYYu2XbbSSMQQxtv3CVlI/Ht9pK2fz2uCHW00nDEJmXZskVIs9NRk4pIYGFDTVAojGx8UQABcZaWEhqiqjl9qRAgOTal+GVsgbJSiLYhU0Lr5KTetdoRzc5XpPNxuJhM2YqljSWm0KsGFY+TghAD0UVEC5s8slhsU0SWSa+Szo2Kl4IYa8R7ipBTXgZcFGpvknIkEEKkSHGjgTneVfjoaLQBr7ggBCls0xAjeIuTzk5fts0JSPTgoYi6FJXQ4yC4GpLdXpq2EAKbF8eEMuAqWBnWzKMjzC2joHdCWRW89wMXWB0IIURGw0gTCurQMI8BQsHp8zPWV+GWm1eZzqaplZyLO6eUvVr32z3/UnK+P3EN6ISk8wOLQVpMCm3JKBdO8Dg8hfNYheySonD4wSpSDaEoQNJPcg4T8eb40skMk//e0Ut5p+cULR/xWjFkNtna1r/tJ2bV9ILwD4rCF9uy11y5faNf7PaFAxeh8B7vSsQVaN6opVrHEYiBlE0rIrFBnCXT0FTuU3We6iaY70FX/QwsKkJ1pGWNsdUOKaS0Ip364G6hMXFijlom7dZEAiRCtQxgSogzkJhKL5q0nutPobb0+RQFLBotw5g4cIoXj4uRWsyJLIgQXPKGDpZ9qUAsxjhGXMz7/GgJrxWUJmnqG5yz+5VU5AJMxR9QglrikJBU4j0uB/eX81Fej21+zWZK9CV4aBqhmdZ4B2XpaFLqTGjwlZijpFcijYUNKgwqx9mzDaurFecvThlPIUYhlwDdixT3TIxyACwfF2PWxD4wc+8aIGTIjlyLieDS7skq5uSisxZukn+S5EnAJQ8VR7BQJUmLp0QE+51SJ2EqvkXaQCRFEkv2KDTSbxdLgZgKuVu6QGV9tMJ0MjM1n0j7A0byMS+66ZlnfzARlyTw1IaVcEoOWvlH0LjYfOS+7f0m9lLylcBHiF5poqlvNS6StRTJhFHgTdQlIs4lv4E8P7F5KeYF4UXR2CApBEhZOGzlnEohl2xMyHWRHQvvUItRjhCxzGDRvMFNUrf4eXWWS1rEmbpdjcEteYd5e1t0oUnbKrZYamys+EOE6CxrlsMI38kikxYxaxNNCxQ1qcHF4dQ+CygueuubWsgVODR6S9npyqRhsogFF6XV/nhJiUt6HBjmW3DfEcn+pCaE2DBaHVL4OcMBraq5njdIsKpoo1GFE2E6htWRVcwLwYOruen4SUoZcfSoeVVrLFEpiU1jVc2u8H4OKjUvH2dmIru3BwLXzIyPKU0hqNm3djgmu6e3yTIkWXhlESvc/YEFCQqCdwv7MEk9Ld3/tsUFZ3Xj0kMVS/JQllVyXOl+JSnsRVJ4yoJLd1NRd+3H7c8lEvLyucv2nu7v5c977AaXw3dSNqwm2TVUc8zugiyJLsWsF8QmJvJOamccUTuECpD8DrJ2R+VSk0MmZxW2kbSkzWPEvKfNFm0e01bm0SaU2ZNtXkcRhLyhc8n2a+9RjLHjp2MZwxxY3LJmVbKiGtIGdBExEH1KxykhvZ3QODsnaKRBaXROE6PZplMNZRtTU/+Li9RqyUYkjVOjkmzgPQ4CW/tMYOgS6V6kehApcudjjPizB3TTNJQySJU1BRWY1zCqIsPBkHo25ciRiqKIlA7qmLzntWA2P4svZwiR0bBgPKm56+4xw5URbdWqy8RBpeOdsdPaef/hGiDkJEFISQxWbcYkR59+YlqgTEKxkq95yVsscCIL6TqHgqDQVUfHmB1XLNGBiE8etqQ2Y+fHJr+0pC8QrMVZPefYyIEr8aYQTzVkY6sqXHhW211aFxbXV9njh9D+e78dZC6v90DYQ6511FFNyoxZ25KkXzG7KaTxVUGKlMVKG7I938J5XKu2NZ1tloWz70JbvsISbkhHKk6Zv4jaztMcBhXTombJPpK9NQZylq8QAwtTc4oVDlZ/2EjQFNYWauRBkke0RmLEtALR0npGVRrEvK0lmB90ck4TVZvhrrBNQgh2R8EcxayT9p5otM9xpDhnQOy6JAK2qlZum8q+x/643LCg/b6zdXU356bkw0KSJGKkHCqFE+ZxBgzYGNfccHyVs+cnTOeBE9evszmF0coAicpsGpk1kcGwJETH6rDg7PmIKwY87GRl83ybQJO3e5fi0hwOH9m8+cgI/SPDNUDIGXrJQC30/YadHkPOaAXbH1T38/2Q80QfrJuOUiqG1WCbVLMT2j3C/YQHcqJdi3ASkirWdk4Ok1pxDpVUWlFSViw63gHiQcXibBFUS9CQpFeTHHOscEybxVQHAodvHQdDElvdkse8Jmk4e+dnSTamzWOMTUo4Im1qWJXs7+9Q5kg0dTLQqrt9IvEoJj2TQvsizhJ+kPJtBU+MtV03RtRZIo/srEWwUJUg2i7aiYfTumqxz6JidZQFGkJrlKppLLtX72X9gGL39WIR9hRVGaxUOKIVUgmOzfEMFagqx3imlEXBbLaBc8p8XluoW4pimdeR6WzMcG0VXwrnt2ZWG8Bl7VJ+q7b35Wo6rj6QjrDXECELRVEukarVH7ZvpXWeyo5YBl1S9+1sbm1V0WxPvuGSZ3SWghfStu5KputH1xgWZfLKXUye3IbrNpDn1WVMgqxCP9CxS7vl7S/Z7rvOHkD0EJQYMBVs05jdOApOrSCCd7bxyirslpjzPPEKOk+aloW92GWCbCUBq5VsVZs65g1ntt+Fl//OUssigYhpYbLpJZpeHInJliwKeOoYiAQKHNEFXIRGSrN9i+I0WuUxFYIEGgIavaXF1GAbCALRmbq+0cbuXCN4ECoETWk2bVQsasyZJkoCwUWiWAlIpwIhkGspN6KEvrjEAwi3BzHlWR4JMTKdzYlA4YVJDaV3rAxhOts0bQuR2bRhWDrqaYTomE0iw7JgYyNy7NiA8XgLUU/plM3xFsNhybwe79Bu+tcDSJpXE9cAIUv7ozTmgLXk4LVwtPLmCKKZRDWp5/IitniICx50idiXSxZqh7yz92Jy7Gpt0ot81AA4JThhilJvjqlz0foOMef6uQtVdboHtfAVxDKA5fuQpPTWKO2/23vWxYbk0jHroquuXhbLH5wT+76AkYk5cYXGNi+C0KjZvAjZtusQTR7XMabCEynDULvf2b6YNDEsTCpkNXRsD+uGc+QMXemL1tTS3VxljY+qw/sCKWxuiIKKtm+64vE4nLd5H0Xwwfy7XLBKaSE0NCop+Qe4pDZXl9TkoknFTdunEgVt0ABNFILWpvLO2cDApmwi/Bgl1Q5QRAIi0XwjxGR4l++1xyFETk6jNM2c9bUVVJXRwDOfOGpVbjq5zoUN5ci6YzafExpwLjJa8SAFZQHzumY8byhKmEyU8xc2OTIAJDKebzJvNrCZmdf5Bz+uqbsUfHKH36vbHYLpSL3258IzKkvC2yRIZ4GcrWSyfM3sLKbb1wrJ/xNbXL0DwRFCTK4P2n4n4hZEvkSMi7AX2d4u7KheX94kLqQkbf/e/ZzeprwfBIvDtdj15PWuJukFY18jIRKBAhrM4zmm4Q0xJ+Yysk0BAXi3kECyF3JE7dwuAYNJyMm2bKboeMmzNf+EsCBqpS2HGHThuR00JGcwklNVY2lfY2pfFnOvfXdUcOKTV3Xy2M6bDbUKUzHVmBSneBqzszsocYjENk0n4pGkIchaAsXb5lLVso1hErN310CahEOMbtrVKw0D2hkpAQxFMrs0VJWgTpmkkKfhwKPAoALv7LvgS3zp8cD6ivlhrB8ZIuKJwTGrlcFKQVkIGho2xxdtbuzfa7qavit3Vtvr+vcPrilCpi0xt3u3tzk8s6yiXqgUdyKkpq4X326zUSyul6+z/SFl0hdQ8GXBeLxJXc+3He6WO9fBIpa6tUTuosXeLhltX7fdLmPT6XkvdRwcYhmuYlrYLKbYvIUbQvpOCIRkB05217T5ItWKFRFwsqi1E8x2rDFe4okPO6jjOiaPnb43aTqFOHXMM1FN/e3Vt1EFPmlgRCXJHQXRW1pZL+A9OPEU0TJ6RSCKs1zUWHlF1ZiqnAESFtdTaYUZJ9EcI1vPRYfXgNOQNqQmwavYGIjLRaPzPQnqepX1R4KueePKwoDMBNL+1Q27w2KJm7omhJrQRLQpcK6gqoSoc3zhKUpPbCKrR4bUs9rmTeHxlVCWEdfMOX92znhSE7BUnGVRglSUgyGyAxleuoZtF252ej/2vs/DA+kX6B49evTo0eOBxzUmIffo0aNHjx4PTvSE3KNHjx49ehwC9ITco0ePHj16HAL0hNyjR48ePXocAvSE3KNHjx49ehwC9ITco0ePHj16HAL0hNyjR48ePXocAvSE3KNHjx49ehwC9ITco0ePHj16HAL0hNyjR48ePXocAvSE3KNHjx49ehwC9ITco0ePHj16HAL0hNyjR48ePXocAvSE3KNHjx49ehwC9ITco0ePHj16HAL0hNyjR48ePXocAvSE3KNHjx49ehwC9ITco0ePHj16HAL0hNyjR48ePXocAvSE3KNHjx49ehwC9ITco0ePHj16HAL0hNyjR48ePXocAvSE3KNHjx49ehwC9ITco0ePHj16HAL0hNyjR48ePXocAvSE3KNHjx49ehwC9ITco0ePHj16HAL0hNyjR48ePXocAvSE/CCBiDxHRN78QPejx+4QkdtFREWk2OOYTRH5mPuzX1cTIvILIvLv07+fIiLvfqD7dK1ARP5IRP73Xb77qDRX/PKxIvL1IvI/7s++XssQkZ8RkR/o/P3NInJ3Gt8b9jm3O+4f8Rp8VQhZRN4vIpN0Q+dE5HdE5Nar0VYPg6q+TlWf/kD346EAEXm2iPxFmt+nROT3ROTJV3CdSxZcVV1T1ffdd729cqT3+Gn31fVU9W2q+uj76noPBiytlXeLyM+LyNp+56nqB9NcCfdHPx8s2GmzoqrPVdV/l74vgZ8Anp7G98xBr31frMFXU0L+YlVdAx4G3A38x6vY1oMee0lVV/PcHtshIt8B/BTwI8CNwEcBrwKe+UD264FAP6/uM+S18pOBJwLf/0B0on+egL3TQ+BdD0TjV11lrapT4A3A4/Jny5JBd9ciIk8SkdNZohaRJ4jIeRF5TPpbReSRnXO7KrHjIvLb6fizIvI2EbnkHsXwkyJyj4hcEJG/EpGPT98NROTHROSDacf6MyIySt99jojcISLfnc49JSJfKiLPEJG/T22+sNPOi0TkDSLyX0VkQ0T+UkSe0Pn+ZhH5NRG5V0T+UUS+bYdzXysiF4EXpp309Z1jPimNVbm880vj9C0i8g/AP6TPHiMiv5/6+W4R+cqlcXxl0mZsiMj/KyKP2G+8HkoQkaPADwPfoqpvVNUtVa1V9U2q+l3pGCci3yMi7xWRMyLyK91n1rnWi4GnAK9I0tEr0uft/E7z6m/S8/iwiHznLv16hIi8JbV3WkReJyLHOt9f9jsjIq/BNhtvSv37blmo3P+liHwQeEu6xq+KyF1pbvx3Efm4Xfr5OSJyR+fvF6T72kjz8amX9UAeZFDVDwO/B3TfrdtE5I/TGL1ZRI7Dwcwf6bhXisiPL332JhF5Xvr3+9Nz+CtgS0SKfdalTxORt6f5ckpEXiEi1R7t7zo39lpz0vdPT/Pigoi8SkTeKgv18ItE5LWdY7eNR1oP35eu+49i6uTHAj8DfGaa0+c7/fj3IvIoIJtUzotInt9PEpE/T/34cxF50i73urwGv1xEPiQiF0XkHSLylL2eFdwPhCwiK8C/AP70IMer6p8APwv8ohgRvgb4flX9uwOc/nzgDuAEttN5IaA7HPd04LOARwHHUv+yauJH0+efCDwSeDjwg51zb8J2UPnzVwNfDXwKtsD+oGy3AT4T+FXgeuD1wG+IEagD3gT8z3StpwLPE5HPWzr3DamP/wF4O/Dlne+fDbxBVetdxuNLgU8HHiciq8Dvpz6cBJ4FvGpp8XwW8EPAdcB7gBcfYLweSvhM7Nn/+h7HfBs27p8N3AycA165fJCqfh/wNuBbk2rsW3e41s8B36Sq69gi/ZZd2hTgJam9xwK3Ai86wP3ALu+Mqn4N8EGS9KaqL+uc89mpnTxXfw/4WGxe/SXwuv0aFZFHA98KPDHd3+cB7z9gnx+UEBNCngH8f52Pnw18Aza2FbDjpmwP/CLwrLTekAj9qcAvdY55FvCF2Lsd2XtdCsC/AY5j78NTgX+9R/v7zY0d15zUzzcA3wvcgBHljkS4jLTW/TTwBWluPQl4p6r+LfBc4O1pTh/rnqeqfw/k9fCYqn6u2Gb6d9L1bsDU2b8j+9iWE/4c45G89v+qiAz3OuFqEvJvpB3IReCfYoRyULwIOBR6SbUAACAASURBVAr8GXAnOyxou6DGVOS3Jcnlbaq6EyHXwDrwGEBU9W9V9ZSICPCvgH+jqmdVdQNTTX7V0rkvTiT4y9jEfLmqbqjquzBVxyd0jn+HqmbS/AlsQf8MTDV1QlV/WFXnyW746qW23q6qv6GqUVUn2EN9FpjUmo59/R7j8ZJ0HxPgi4D3q+rPq2qjqn8J/BrwFZ3j36iqf6aqDfbifOJe47VHuw9W3ACcTuOzG74J+D5VvUNVZ9hc/or9JJldUGObqSOqei49s0ugqu9R1d9X1Zmq3ovNs8++jDYO8s508aKkHZik9v9Lmv/5fp8gpk3YCwEYpPsrVfX9qvreA/b5wYa8Vv4P4K3YmpPx86r692msf4XFO3kgqOqfARcw4gRbM/5IVe/uHPbTqvqh1Mae65KqvkNV/zStIe/HhKdd59oB5sZua84zgHclTVSDEeJdl3HrEfh4ERmp6qm0Nl8JvhD4B1V9TbrnXwL+Dvji/U5U1deq6pl03o9j831PH4qrSchfmnYgA2wn/FYRuekgJyby+gVMKvjxAywQGf8B22W9OakrvmeX678FeAVG9HeLyH8SkSOYlLACvCOpZM4D/3f6PONMx5Fikn53J/cE6DplfKjTbsSkkZuB24CbczuprRdiUsol5ya8AVO33IxJrIpJWbuhe/5twKcvtfccTOLP6E74cb6PPcbroYYzwPF9yPU24Nc7Y/y3GPncuMc5u+HLsYXpA0ld95k7HSQiJ0Xkl8XUvxeB12IbxYPgQO/MEtp5JSJeRF4qpqK/yELK3bN9VX0P8Dxskb4n9f/mA/b5wYYvVdVjqnqbqv7rvNFJ2PGdvEz8IqbFI/1+zdL3y+vEruuSiDxKzMRxV3reP8Iuz/qAc2O3+7uZ7WunYmvnvlDVLUyL91zgVFKJP+Yg5+6Am4EPLH32AUx7sCdE5Pki8rdJ1X0eEzL3fC/uDxtyUNU3YotS9kTdwogvYxtRi8jDgX8L/Dzw4yIy6Hw93u3ctBN7vqp+DLaD+Q7ZxS6lqj+tqp+CqSgeBXwXcBoj1I9LL8gxVT2q5nBxpWi9y5Pa6BZM6v8Q8I+ddo6p6rqqPqPbzaU+nwfeDHwlpsr6pX02K93vPgS8dam9NVX95oPcxC7j9VDD24EpppLeDR/CVGXdcR6q2QeXsedGU1X/XFWfian7fgOTkHbCS9K1PkFVj2CLrnS+v9J3Zrf+dT9/NmZaeRq24NyePhf2gaq+XlWfjJGAYuaiHvc9Xgs8U8x/5bHYXOpieZ3Ya136PzEJ8WPTXHshuz/rK54bwClsrbQTTCN4S+f7PTlEVf+bqv5TTPvzd5iUv3yvB8Gd2Pzs4qOAnd7nFsle/AJsrb4uCacX2Ofe7w8bsojIMzEbwd+mj98JfJmIrIg5m/zL7vGYdPxz6fNTwL/rXPKdwLPT7uvz6ahLROSLROSR6RoXsU3AJWEBIvJEEfl0MRf3LWyRDUmCfTXwkyJyMh378CW77uXiU0Tky5JU9TxghtnT/wy4KOZQMUr38/Ei8sR9rvd64Gsx6WkvdfUyfht4lIh8TbJhl2kcHrvfibuN12W0/aCAql7A/AZeKebMt5LG8QtEJNtYfwZ4sYjcBiAiJ9L83wl3AzvGHItIJeaIcjRpjPJ83gnrwCbmiPJwLt0sXek7s2v/ltqeYdqDFbarW3eFiDxaRD43bban2Eb4ITen7g+o6h2YPfM1wK8tSeDL2G9dWsfmyWaSOvfa0F/R3Ej4HeDx6T0rgG9hO+m+E/gssXjso5itGQARuVFEvkTMljzD3o3unL5F9nBEW8LvYuvms8Uc3v4F5qD82/uctw40wL1AISI/COyrVbyahPwmEdnEHt6Lga/r6PF/Ephjg/OLbDf0fxumHvmBJP19A/ANsvBQ+3ZsJ59Vrt3d3scCf4A9gLcDr1LVP9qhb0cw4j2HqR/OAD+WvnsBpsL706Rm+QP20fvvg9/E1CfngK8BvizZ6kK6j08E/hGTzv8ztpPcC7+F3efdqvo/D9oJNXv40zFb0J2YquhHMZPCfthrvB5SUNWfAL4DC025F5MovpXFPHw59ozeLCIb2Obr03e53Msx+/I5EfnpHb7/GuD9aR4+l4XacRk/hIXMXMAWsjcufX+l78xLgO9PqsvdnIn+L2xOfBj4Gw7ovInNu5di8/4uTAvwwj3P6PGR4BeBx3OpunobDrAufScm+W5ga8J/3eNyVzo3UNXTwD8HXoatN48D/gIjWFT191PbfwW8g+0E6TBnxTuBs9gGNDuevQXz87lLRE4foB9nMP+b56d+fDfwRal/e+G/YQ5tf4+NwZRLTZCXQA5unu1xuRCRFwGPVNXdFtIePXr0uOoQkc/CVNe3J03gNYVk7rsDeI6q/j8PdH+uFvrUmT169OjxIEYyNX078J+vJTIWkc8TkWPJrJFt1QeWsq9F9ITco0ePHg9SJB+R85hz0089wN25XHwm8F5Mbf7FmDf6Xvbvax69yrpHjx49evQ4BOgl5B49evTo0eMQ4LAkE2/DaUWErtS+/PduyMd1fy81sO1ay8d3jgQERXndb/8Yv/ybP8uF81MubG4x8A6cMpnMmE1nNNFDLbz0+3+af/aMr6Uq9syK9hFh9/5ePvJ18hilvw8SG/iQwrvf8wFVFBFnY64KIsQY2rFz4iA9EydCiAsTnWrsjHMeXiWEiPe2F45RAUUVnHOA4sQR0/W0vY6jaRq89+l55TaUGDWdCyFYdIdzLrVt3Y4akU4f7Fy2/R1iBL30nVNdXB+xw+0zweFoQoNzDlUhxnTP6R0SIOb3UdXernT97nsqks5FEGf/RuGTnvDofl4uQXWudMbXlnFFCaD2nGyMSeOb5lj6jRaIRJSI4LGkVkXn+opIOpa8RtjctM9d+ix01llrZ/FMHeawrZ3579pzbHrZu7UIDQ6AT30M1GGLslgDBFWPSEjXWMx/O75BVbh0BbP+x7h9vet+Z/fu0vmxfSfyuNkYavo+99VdtfXyUEjIyy9/9153Ip/LJaTlF797jeW2bUgi57bey6tf9zI2Niecv7iFd9CESAwRJxXXnzhBrANI5Adf8r28/R1vIaQEXjs9q70+y5OlO2mW/96pv3u10d14HKQvPXaAgHMeEjmKc4gY2blM0rAgR8CJ2I+zF1jEGcm0BEoiVdoFsyiKRNCLzaBr5wEtmWUSz4gx5j0C3QV3QaiaiC/a0hNj5/sFCdptCBqNZDOpKouFLBNwvo6kzULTNKhquxHwibjF2XkxjZETwXlvm4I0hZ0I3rn2XvOYa0zn+EOxPB1COGygPC0Zq6Z5tiBT+x23HS+UiWBcIuPuWhCA2BLq4jvBMqzaBlI765xqXp+MfO283G6em/k6MR0r7bw2H7O8phXpGEHFJTJ2NrM1pLZiu8nM7dr1lBAbtpF62gQs3odgG1gN6f1bvCM2JnT6ZecvxoJOP6+eX9yhmvHdl3/5851+74QuceWfnf7erX1QGt3kq7/1qagKofbccP11zKcNgsdJyfraiGbaMBoNcd6xOdngq5/7Fbz29T9DE2apve3kvNfGotu37nG2WC6IdS/C3m2slrUNOxF9T9C7IL20ia/IZOacA4GiKJI019mxZ2GgI50oJCk2E7VdyyWCDyEuyFtym0pM88E5jzhZ9Ee1bSjEPM8cGjVdQygKnxZP65RzPkm5kqTxTLKunQ9F4fG+oCiKdtOxXYK1dr33ICAIvvD4RLQtUUclhtBqDZw4lCS9p/HJUlMe3zwPnUh77UzMPZZhY5fnESzG00itYDERbQ7aswlYroqYCEhZOF1n4o5ErcnEuCDpMs19n9paJlzfEqaR3UI7Y/M1Al2J2tm1JRO5ojS0EjBFksptLiA1yoxM7rYhTJuHdA3vSlQ9SmO/lXQv0Cp4RHBCknZdpy/dsdXOu9ugbb9j+rl68/JQEfJO2EtFu58kvdOx+5NP5Kd+7nsZz+cQPbFRti5ukR9SWXlCDAxHA6rRgBAbQmyYTWe8+OU/zLve/ddJLeP37NcyUe7Ut+X722+DsduGYyf1/W7f9eigJU4jsRgVjQtp0MabtOqkU7I6tiOthrBYiPI5puLNKjtrJ8aYSC9LodYJTVJsq/q1CyFZwnQ+tQGFt3kXQliomemabGK6fldrtO2GTZhamkuhCRAVDbGVxpxzrcQrTsApdahxRVantuJ7kt7s31kqzpsO1FSvzrl2E7oYwx6Xokuikbit1klIxNaVVm0O2wZI2s/tcTiyOjrPDfvciGf7EzByzoSbJUwj2piky9hK6XZdv02DZNfIV/WJeBMJ0l0H86bB+ihSIAxod7sAuiBv8Ik4Ac0k7VKfFndicyu/FzGZULLgkz/PbYhdWxfaKy7RKty3OPSEDLuTxjL57CYNLl9nbxIS/vCP30QhJdo4tiZbbI1naBBiUHxSRSIBj+JdQVmWqBM2Ns7y/Bd8Y3rMe7fZ/TvGrMpZVp/v0DvZ2Ua+E3azxe9kI+xxKbqk5J2j8J6o0STEzkvZStCd47OkqpokacnPWZKk7HIjrVS8UN1u12BoZ1G1YyNIVg9LO3+cM/Vevn6WgFXjNrXy8jvRbctstza/4i7vk/2k+xFTLUuShIvCt/cSs7pczIad1flRlRCj2d/TXsbU2bZR8EkD0WM3ZJWsEZGT7RKxtBKy2YkN2UzRtdkuJNrt6umO9KgufW/XUhYSrQkd2f6cSX1xbibndiOgWYXcVXHnjed2aVUJyWRikjXqUCIxSdF2/Uy2oT3G3p2IpHbyfQOops9kIeW2antZqK8X45ClZde5RuRq0uahIuT9iGE3O+pOZKfbFsfdJcTOWQDUepHJbEodlHmE4aDCe1tQojbEBkKoibUSIgxHA1QiTiJSCH/9vv+ft/7JH3Ym3A4t7aGCX5aA9zp/t892Ulvvph7vyXh3LOZRkgMSoWrUdvlS1ZaguzbPhQ25+ywWhDaf1+R9u/dJDSj5vOxAAt055L2naQJFYQ44IZpEsFCDb4dJRUZyMcZkq7bFvLspCCGiGlvpOpN8WRTWlw7Bx1YqWmCbWSVJzs65bTZvl1TeURWNsb1f7x3e+9aWXQ2q1kmtK+H36CKTTFwiiqRmbd9tQSjJpgEjIliQblLhdtS5SZdBVxXebuBVEoHlawQWxN8kQcFIOyk+6JJ710yxIMulzW12BCOvXQtbthOPqE9kvVhfbSMHtJJu3rBE0GSSIb+LC0e2ruOabNMa5LHtOnklaV2Uq5ly/VDM+IOrk7cfn7FsZ10m4oMRuT3An3r19+FihY+e0gtFIURtUCL1rKEoHLEGXylRIiE2OByu8ESJNPPIv33Rd3Lv+dOXtLlfP3ayEe90/H2Byx3zhyY6RBRjIonkBazbHZ5EIIaFl3J2oMpqQE2SXx5u7/OuW1vbbF54unPYyeIVjTFSlib95AUvq7hFXGvDzdcIyY5blmVrr87Et/BPSKpsFpJ+tpNnyVswlbR4lzYdsk3GgiSdh2h90MXGT/IC7BzizP7chNDah20I7LiocTFuMW7zWO/RxYIQTNrMa0UiF6Hzd0ZW7WbVbFdLdukmq6u+XSw/3bWiK1lrIjxTUWdiXthdQ4f8loWHrBoPbd9zH7MzpEm2STqXPCddkv6zmr1oSXVh8ghkW7nN2Yiq69z3zoJc9+/F+Ng9d23bVwOHgpD3kgr3kxR3c27a7fid2s0PtZEJv//Hb0K9A3VU3jObzSlLjy8gEAhRKQeO+byh9FC6EtUG75NqTiL/eOofeMMbX0sT5tva2kv1vpdKezdJd+d7OTj2ss/3YBt5Lv6Wbd8ZeaVFq31kmag7zw7FbLPbN5Bg0k336buOSlhZPKfsWLUg+65TFq1Emdv23ry3M1E3jS162abdOqxZj+3ztMCGEJKNdyF5bdPkxIW0lTcgYvrD7aFXzrzTW7NMjAyqysZUgVbqplVhI9mjvd8s7oTFvHLEaHZdQ1dqXczRrtrVbL8hzSffEmF+xt2fhY1YW/Xw4t8d8wkL4l2sZa6dq9raX03oydKtbrN3s7QxTX1Y+k3bmtmITRp2QN1KsGbDzlJv7qdtGpBoknQaF+tL09mcula7YGPYbjnJfkG2ubg6OBSEvNeLt9t3u5Frl9zaXfoOKuGlq4Eo7/ibtzCfzWkmDQ2BWT2HKFSDinkdiCEQmkCIpg6cTmfgIr5weOfwTvBeCEF49c+/kjtP7V5P+yBEuJMk3ZWADuowtteGpV/0dkf2Ms4OVkY0uotD1IIQY1w4fW1Xxy1UYs75djEzCdWemXdZwui0jXm35n4YCS/UwmazXcQ1L/qn2xzKfLL1ZhW5S85VXbtw0zRkzcDimjFpCYI5b9mdb+s3JKcz50wi9x0SbgnXiLYrjbdk7OxaqrF1FnP93NwRmfBUm/bfizClRUidoatezWrahWRqoVPaUc8uyHO7v0pWNy9vKrMK29Oqo3EowUwmrb126V1AyTZfU62DuNiqozMNm8opSaaA4Mnx16anSRsSMSk6x2GrmpmxleJbyboTja+Lq0i7WY5L62V3fG0MlyXr+xKHgpAPQk77Eccy6e6k8u1+vp2ohKibvPAlz0WipywH6LyhHJaU/4u9N4vVJbvu+35776r6hnPuud3sgaQkWxKiAI7glwB+SQIkb0HyFhgw8pTHBAYSwIicBEGCBFAAG5YQxIacB9nywHiQBdvwTDmSPEjUQImkJM5ks9lNstns4U5n+qaq2kMe1l5713fud869LfMG1+RZF+d+U331Ve3atdda/7XWf80sy+WcprV4LzBaDELQMJt37PodrrHZ+0jcudMRU8+D8/f5sz/1v5By/d5VD+OqQj3k8X6Qc75pLK5DGW5jyDeL3tDOOmxWgKp/dIwlMzoWjxZVmJN4scaZ1YPUhU9KkcweWhhThWqNEYWrUG4hKEGSppqmKUo/ZmjcOVe8ZltKqRRWrMYFKKxeF18tadFELPKnWg5VS6vq/NVMaWMNrpXyrJBirmnOcbnsVcVUk8bUENBjDUEMj7JsmwrH38q+qGG4v4ZFaqnlVGmoQpH5RIGWpx5h3s7UhCWN/16tFlHDTbZ1ZT+i1E1JLDS0GflxGg0WyBhJuCIlkhHvvEDJMWftTzz9ih6FPD8qAjBxOyDPQ/2HiWWOJUIxEtRoIYkSNpOjE+96v+pBpJY7yTh8j9chH4qbXv38UILWkyDc6+K3j/2ZxC9+4u/QOIsPIdeFGqIPYBru3zvjeLkgWGgaGMaernUs5wtiDDgjnrHUiyYWc0fjDL/xqV/j9Pxcz+Kx47/pvD8IBH89FH/zvp4W6v9+lT2jTuGyaYY0lfwDqocsdbeVnUqHOEZZLGzxMqWMqmigCUyosLTOG+dsTsRyGGOzAq61zJp8ZqieeFXsmoGt5Vb7Ne4KY8vvuOJ9yzm5jCxXyFCSs/I9MolhkxTC10Sa7I9kqDOfsuzL6NJr8u9IbN5ZhVbTxBu/lamooVOVrirgmgBVPWcRuX4KbyekTChmL1s8XTPZvip5n1+7uq+sVNUA2K9JBpJC2PqGQ4hIROHGFDIoacVYQ+dari0GSFLXrDXsxXAszyhxZCH60GMosw4tzSpJXPmc9dsp2YmnXvMdZLzA2BrbzqMyQQuejTwXClnlOkXypMSom7y8Jyl7AKLnL/7cn2F1uaOxlmHcileDZdZZnIXNbqRxNsPVFh8ifb/l+M4S7z1t67Aux8tmgV3ccrY653Nf+CwFfDkAoT+tTL2tQ2PxJG/5OuV9K9eL3Mw5gpW0JrJmQu+zctWbVmkqU46fTY3DxzKHJ9dDoWi98TWem5Io7hRrkphzTgg4cu2yKFHxMDVhTGLMpiw0NTnNFGhYoEp9XskiHr+lxKOXQzaFqUz3paVVMT+PMcpzUlHCOlYCEFTik3KfZ+WuyWjpNqnroJhs4NQ5WedMVcw14Wm/tKiyVkm9rhpaum01vIR4YwrVxqIwYyH10P0y+X7cv64pZY96aiQYUonlVshYS7aMAWtqfoHGoVU5F8U+MYrlnqlgt2Zdq1IVdCar88xiZvJ2ZPi6IENGFLWgStOKmWeL2jwXCvk65XoIUv2gCuWmhDCVdx59lfXqgrmbkbCcvHCEaaRW8vKyB2Pomgar8Q4xKenaln43gBWvIYSRcTcQxoQfhMrtf/0/foKvfPOrZSrpMd3k1V7n7T9pm+vO/zok4RayfrIkakxWoeiUUrkva2awiMRp7R50PU22Kh6ivFPgY1WCxuRSIKuUgWRmLJlzdYGkvK71yVVhk1KGtKt3r9vFGHGuoSTkmEqTqQQSU29dz3UcJfwia7hi76Z40RZwxkq2uZydGA0p1t1MF+mUCDGU5DXI9clOIM3bsqfrRJWHkm7Ex/727231pvU95W6W/WgsVURhaJu94CmamL3SZLA02WCcGm+uzGHNblaI2xRoWvMdqqFmTMrKHzTmLfC2JmfVs1boG5gcf41Ta/qXIkXWJlJUdjo5LkWXMCFzRmTonn3Fq/uv9+gUlXg28lzM+KfxcK/77JAHeMgbvkkR/Z1/8teYzVpCTIzBs77YUGKAGJq2xVoYBp/r3QzRD7iZkIJEEmOUuFnEkAI4Y4gevvWdr/HLH/9H7Pz22uM5dPw3jcFNRsZN3z302a3HfL3YCQ+1epfq1aWsPEBDKpV9qyQjXRla0cdTY6wuWBWGlP1NvUeFl+0EwtWmFLpYlN9gSoSwz8pVFxSx+qvCTcXjrUxZ9bwqoYktEHmJiet5kOHtHDuuRoClcU1dWK8ao+oJp3z01UW5nZvXyP79Pw1t7Nf87hlvuu2EFAPUI9W5olCzeNj7OTfKja02VU7YK/M5Aj5D25L5XDz5ouDzvQRIbDmT5+wxj1Fg5L34bgGrNdChwPVUMefj0XMzJodp8rjlM56iWTVsku+VFAQGj5J0KaVT+w0tKt3od1+eC4X8QeDU6xTroRjxod845J1+5nc/wezkiMYZfBgByZgeM4S2aGb0m0DTWpqZwzmxTn2I+DFxcrQkhoQPhhQD0VtsY3ALSVb5W3//Y3znO29zXTLAdedx3bZXFenVc796ztfFrQ/F5W+lytTe1sVhOlJa7mSMKdnO+r0yztZMoOgcR061XGmaBa0KUD1dUZJxT1nDBIo20042NpN+6LHZsh83oaScGgVSu1wTWQRq3p8Txphc+yxKWMqhKB6sIgeVOEQbsFRikKhwds4A1xhySgnnmuoJTwb32Ubq/u2Wer9OGkdMFJRI9eamHqwqRVGcGbo2qqgnRho1mpJKPFj5qg3KEiZ1uXqfgJZUldKmRIaDQWK6BmXHKuGZ7D8XzxcwBQ5PRfnKecjxaTleVag5i3/POHXl+LUOWhR2Kr86hcFlHw0kU7xpYQgLJQFN4P96n3235blQyCofFD59Gu95GnudLoRT2fQPGS63uMZwslyyWDbYxmIZOT6Z8fDiIeerDUMf2Z6vABi2Aw0wWzas11uchfncSlTCChAy9pEQPG9955v8zF/8c2ht27/JWByKq99k0FwHdT9tDP77WWzmiTamKla936cZwOpZAns3etkuibJTxa3WvLwWZaclVgVS3kumgpo4luOwcUJWUr4niVAGsfR1OsTs8aritKZ60XpvyCJtcpcm9hbmmpmdctZ3wme0wBhJHgs5Xu6skIfYnCCpMWRjc7arSaQkMLWSheSBg0SOM1usc/jbGPJB2b9fFYJWhTVV0vvQrshUmas6c0jCE5NtlHZTma10nigs7il81jk7OyHz1BhEkSlHdek+pR6vNGyYQsRpcs+k8ndlXTJaJ0+Zj3sQNZCiERST6nlXEhHNCakw/dX7VZV3Ikj8Opdc2RKXV2j72chzoZBvglVVDnlzT1IkV73lqWKeih93eB/wI4yDhySJJX0fSSHStS1dazEmEQJ0XYdzjrt37nJ8tMAIjwj9TohDYjQMfSTFyBjEC/rlT/wSox+e2hs9ZDhcNyZPerxpvG6V8fUyVUr6vHqE2aK2E8MPA0YXklQ+T9Q6YfVQKHNSIeoa93Mu11qqkjTq1exnIJscP4t70Hkq+1K4WzOoY4yM47gHYSuFpsLSUxjaWof3PlNrCsWmlPch53mlLCxG+TyGSPBBvGRby2ick8Ys1mQjgux3OVc6SCVqKZl9DHK9lX3RkiVlwlI5ZMhcNcAPzG3cxHOeKMcyV6XUqahAM5DwanqipUVxUjkg8yzHj7U7U96zyTHn+loh58z8lQ2FvCemWeCFAS/lME3exlr1tKd+rxgtsr3NhyaGhSQeZmiaJp+DHJs1Dab0mtZ96K89G3kuZvzTJCs9yRu+7vl1WcZ7sI/d8srLJ/g4EoIn+EDTGJqZ4dHFhhgd826BiZZ+GzIVYcNut6FpHT5FrIWmMRCtWGnGEJMlhkS08PDsPu8/vL8Xf7hJQT5NwtV15zRtqXf17+r3p9D1rexLTJLlGcJ+ksyUorJoEaZQtcLbk21MbSKib6nXQYGpmUDWmjld2yqql63xXjOBemVNlQPR0qUpHC6QX/Ulqtcrn5U5lNVkbU5hCnd2k7mtU0plu5QVfgxVUeuQFO9FkYFEae24h17JAGSYvkLgt5j1NWL0OtaachH1XiWWvO+QXHVMplD29LlH50hRgkah7KmXmD1HY/OWCuOqR6xZ2CZ7mfthF9kyYI1yWZviJatqlnhuha73A0hNRpn0E0FoYm68Eh/7Lc39CFeaplD2qOMwjU8LEkA5fuHs/h6nzrxJniah6VD8eNrG7ZDUeN9AOI+cX47MmiVN29C1c8KY+OiHf4B+u8YHT9/3hJCwrcUmy2zuAM/oA7N5h3Gu5FR4HzEhSSzNGVwUi+9jf+NnGWOlirsptntdnPhJ8PTVcTj0+rp93sq+qDJptOdvviZKElISlcx07PN4ToZar2mT4WmFn43R+uAkXqY1xfOWa1Kh5pQ08SmVY4CUS4Wy123EJJ0fDAAAIABJREFUiw0h4H0ghMQwjoQQ5C8GCnm/kfyGac9k8cL3Y+MSZw7lnrKuZnWXY02Z9tIY2q7DNg7byOspnD8lVlHyEWPJSXA1ac3kgbydlYeleooTTzZJXkvtSXyVOAS01CdN1p+6Juj8rTXOMWcnS/JV9ao1BisKTuvZ82OyYNTDzUbDBD6W/sT1N6V1ZF6byjVXQw5UtVZPXQlAQr7vshOinrTJDHNX1juLoZRGlbCfJsHJecQ0ooxeel4Jg3acSuq5P8OJ+dwr5JtiqVc94EOe4XQ/+/C1XNw/9zP/A3Z2xLgbiCYwDgObYYM1jjH0tF3DOIw0bYNJht3FSPQj69UGjGXRdeLheAi6YMovgDV0DfiYCOPIr/zLj/Pu/XepN9H153ZdgtatN/v/n0yNo/wOGmct3qZRqGzKmxuL06KK1WBqXS7TrOasELNS3zPSdH+6gNr9GBtpoveTZlPXxLFQqF5j5RVOdXFTL7R65Drv6nGLl11jvQYyw1jucJXhbo1nh+BzUlc1LqYNOkyG8JummcDuqYyjGkFGsmqewVX9t1+KAizesMLJdciqQaeerUPjugZNqNI6Xi2f0hixzrf9nsQULzfD1pM2h0mPwcSsiGumvejRjKkYU2BhueyaQwHJZD83Qp3lOR44UeKab2EnMPY03mww0hnKGOodV79v0HsrYqZ+t1HPXMdSxlleN2gHqGcpz71CvskjvCqHvMDp9/cVtMTffvW3/xlDb3Cp5ez0PvNFgzOW5XJG61pefPkVMBHvR/yYiO2Iay2z2QyCI4TIMIzMli3J59R4a0hWpoEfEq61JJP4xrdf51O/9QmETnNKCv/BFe2TkrKuGiuH4PtbuVlsIrcNjCWJKhXFl2GtxCT+G/ONXhmsSrhOn7M/T7WGUtnhptBZTDUDej8GnROjUsglHbkcKyJ5EGOg323ovacfRsZxZBwHYghyrFkxqqGgsg9jym83jSu/f/W4jZFjtI2gQyEEoe4snawM1jnhn8hMXNK6slJ9+uCldjv/qiAOut2tHJI69yy1OcNkvpUY6tSby2tNacGoOQPyXBOwUBWVKDD0/nWX5hQGSNEyXXpizEp/+nuq5JXkI38uSVIeTCWQKcEeqxB7ZL05BzNkT5p8fLGo0Xo+CrRXT34KRddgjBq1cv4xZaYw7aVMwx7dpxqqmX5TM8OflTwXClmSYW6Gb2+CV6+Lgx6CbctnQDI947AlBVhvNxwfnRC9YTmbMcSRi/M1y1nH8Z0jovXgEmGER/fWNG4m9ca24Yd+4CXGweMaK1ZbTFgsTQOmNRAjTWsZhsA/+Ed/j8vdhmmcZ3q8147RDUr0UHz46hhcHYubxu1WRBISdnBWEo5q3+EJz63ZJ/5Qogsh1tcYaV4oUrXEp3Esa3UBMLnH8dR4Us8xGwFXjKx6XSMwsvUr1v2K0QfG7YrGDBAGfPC57WFm0QqSGR1CKB6uerk1xqjesjzXvs/6+1NPWglKYpwQP1Dj5gWSnCBZKRs2mgU+pcqsKMStHBIl9qjwtcR3K6KisWBRoLJ9po98bFil9EmSr7KCKkliU6pYnXdatmT29mVtLJ46OSkLqtlnjZH9JmHZMtkpyXUHE7RH3XzH0fIFyDXLqgfV8FXFqwaC/qoWN2k0em/c5BvlnqqcAdnIwIPR5hYCgZtyLgLBP0tpnunen1JqYfhISh3V2nu6G/IqtHudx7i3HfAzH/sz7HY9M6fNIzyLeccQBkxswATWq4FhN9LYhhg9roXju8cMYYQUiasLRr8gBvFWxmgyrpewHnySiz4GMH7gk5/6Db7wxS/xH/2x/2AfnnyCcrwpFn7ou4fg7kP7uVXK14vBYFxWntnjqw0Z8tgz8SqNJFRJqVNiwlMvnqRVA6zCuQIla3eoyg+t2dt6bQQOzmUfpb0cUn4UI9vtjkenZ3zrtU/zyV/9JaKDz33rNeY+8F/+if+GP/Yf/ueSvZ1hcmMl/mydeFFVoWr80WYlbJlmZdfQSR2npKEaQ1Hqon+lUb1zrtKJTryXAlOnzFudEuSyrLCXOHcr+2LYz6qezEcD2naQSVmRbJ8NpdIYQsfXkfDIlFQSDFV2+ReMNICQ5xPGQkCzq6+sQGjZlG6riVUCO0vZ1LB9iGnndO4IUiBNOoyJIaD3jEUAaJNhbtUZJs9V6fYUixLWtK6p519f7QPYeV3UZLnkMCaQ8mOZr+j4PLta5OfCQwZIactv/quf3oMg6mfXK6ObFNFVmd7gkcC/+sQ/pZt3DNHT7wZiGKQsxHuaBi7WK1LyzGcdpIR1EBP40DNsB46PWo7v3JUFFMs4QOPg5E5L2yTpbGYgxURjEjEZtuOaX/kXv0iN79TjPhT/vk6ZXgc/X1Xyh2LPNynoW6mSuJIZDRRgLAnM7IPP8bT9uH8pW0vVIgeqZ4h85lxOQhGsVio0TcKnfSUokLaS4afi2TrnaGzDT//k/8xf+Zn/jb/8sz/FW9/5Kp/71pd4tOlZ2xVnF2/ze5/5NOM4Snlf8AJbmyQx36z8qrFQ48IhVOhRPaV9pKWWZwk+RG7KQlHqJcGSasCkbOQoxE+qi6R0zTI1i/xWrsjVe1a7POVPk24jsU9jGqoaSkwzokuy3gSeVg9YwjMTj9cYlEBEegpLJrWGa6ZKsi4rU/Que8gkwLG+/CZ/9y/9t7z15uus+0sCvihAY/ehYVXoMmmC7rkaedmrNeVfVZgVtq60mcq/rvC+zZ6w/Na0D7nEw3UMKir0bOS5mPFi7c948dUffyI6r4ve4wvlzfvfe24MlsD5xX3Oz9dEE2lnDVrcjm0Y+sDJfMnF5YYhJba9eMAxgh8jkQHXJQYfGf1ISpHlomXeOLbDSNsIfWbbWjSz3zpZlH71X/8y4ZrkgMeg9Qm8/DSw9dN42dcp51vZF4VXyXCxwr2qTNTLVTh2KoWdqsSgUlkTC9RMKh2g9Jo4LK1tIHuytetS7Q+c8m9qO0MfR15780t8/d1vsmst9wfPug/MWsfRyV1s1xJ8T0oJ70UB++An3o8t76sHXbtLaV/mdGUuKjQ6gaAzrC0c3iLK1mXLOWdJ5I5RebzUM4c9OP9WrhP19YCiTPMnpZRIKkFUalYx5bs6x+u1BWHskvXEOe0mVn+3sm2B0l9Wb1n2XWg295SZNHEQ4g3PO9/6Om+++Xv84j/+GPfvvUffj4Q4khgpgZ6kpXvayrEq9wSEmLtRMaXgnD6vRzU1Dsp6WUBs7Rqlnr3A/rJNpZPFpCv7/u7Kc6GQ5WI7fvyP/nGuHtIhD/CqcnqSUrkaR04p8snf/xV2mzXL1vHS8Z0MnRmCj0R2dMuO7uQY27X0mzUv3F3QNJYPv7LAmoizid02EkPi+KSjmRuO7y7p40jTWkYJlUhpiQcfxQuIJvGVN77MOw/u6dE9dpxXnx96fd25HfJ+D8Xfb6HqJ4t4c6KgQlSvT+arKBMtf9J2iKbML7XTRYnW7GxjTVkfDJV1S5WcM7LUzXKJ1FSBo789gXNTgi+89iXcXcNlWHO+G1gNMFvcxcXEZhX45Kd+i932jHEYGf1YYsjjOKBJZVfjhD6EiUesXkU+t3z8SgaiJ+RcbSyh72mJmDbaCEETcjTTPG89geitesy3TF0HpTZTkGSj/faHGufU66UxZCilSSU7W2O8oRhY8k9DKIkUPYkhe8SZtUvrjNHmKkoracpRlQxrPQ6CZFKTMAxEf5+//bf+d759dsE/+/jf4Of/9l/mzTe/wXoz4mMkpEG805yzoRn4mnCmNdfOuryEat00E4Waynb6uuoAGSur8H7KjHwZtq+wv1rRMRsK7Hnf3215LhTydXI1bgWPe3dPA90+9j0SP/uxvwDBAC2nj86xwHzWslws6OyS4+WcxjXC/GItZxc7jIHTsy3DOLDaenZbz9GiBSyzbkYisDye4RpLafxtwHaGxqYK58XAa6+/Njmm6xXxdfIkJfu0RsutUr5e1Huw1tC4Zo/nWRWoxkAVJixGkC5KqrxyDLiMt6FgjEJnmecMkWQSIYWSGKbfqfScthAqpGD46f/rJxltICUpJVoez4hhR3KW2ckd/p1XTpjZxG5zTttADL4cc8iwtGaQa81z27SlprnMpQJDg8acp4p8DAHjJO5+tdjEe6njbLIHXRtVmIw2TJYik8MCzziB5t9WMdnIo/x/NWtfPtmbp3uOjIZdFPrNKBBWPFgaJE8BMB2GRVF1pa44aSw116VToWFFcGq8uHZ3sAjhxy99/B/w+59/g3fe3RGx/P6nf4MvfvHzrLZr+nHM635UEFkUeVmrAjGHPbJeLTNNkam6pgpxiYLZwhLnsqE8JeqZ5IbkmmMBvgxkdi8NGT3LNfO5VshPglj34lOTbQ95f/sKyvL2t1+nMYa+34GV74+DZ9j2OGtYr3reefcdtpsts8ZByvD0CJdrzzgIUcNmPWCSYT4/4tUfeJmmsYw+4L0cV9MYYkgkmwguyedx4F/+i1+iH4cbjvFmObTdTV71B4m134pIse7zPFNlIpIToFD6yclNb93joYe4b1gKScYE1ZgsnLL3/L1Jx6aUhCs65pKn0Q98/Jd/nmFYsdtITFmZsFKKbDdbtusdr3/zGzxanfO5z32uQNNDWfQqEaDA4BFrXUk0m4rN89NaJfzYNyhNzrIeR4+zapSm4tFba0u5E9S+xxIjD9Lv+cr438ohUQ9NvdxpgwmDeK8T44+r62GafF89SodQcCrcqxn2ooT34/8OY1JpxKBx1ux/MPXSRZn60mJT3tnyz//J3+TsbKTvW/re8/DhO3z607/Oe+++y+XlJd7rvRcwubTLmIjN0SFbuk+VHG491WysTuFyVd6TcqlynPvPDAaTpm0kJXO8lkcB5ntcIV+XzHQInt7/Xs1G1W00HnKz5xwwcUP0nuWsYwwDTWuYH7W4eUNIhoenKxor3KajEj0YSEZg7aZJvPPGhqZp6bo5J3cWbLc9YxxxxtB1lm5hiQmwYJzBexhHIWn4px//+3ztG69Tb6LDBshUnvT5k7a5VcIfXNSq1pKcEEJRwFO+8RCk2bnU4MaiuGPUhWzfqEyZ71drclPaNyxN6dZUFbH+ftM4drstu92Wn/87/w/e+8w7rbSuFu8DrnEY1zLYOcFZhmFgs9kQcwcoH3xWhLEeX6pZ387ZDCVnWD5WT70wbSnMbJWZqWZmq+emscjSmjEbF3tlTpgKW+fFe1ojfStTSRRGLnwhhJkmH4mHXL9RQxyqvGqjCL1u4vWm7OJa9jtAKerjER4F3W9EEqri3tUSspFKJKJEL8aM/E9/6k/w2huv8+jUkzBsN9DvLvnC7/86n/vCZ3n06JzV5hKfxqzELSYZSBGML9B84mpIpZY9KXyu9cbV0K1OmW4DFENRUC0Jm1TYXZS7Jj1+z3NZw4EF6wnKR7YBPvBNm4iMDLutLFwpMF/OMUaSs5rG0Mxb1usN250nhsS49sy6zONrEiEmFouOH/p3X2RzOWKTEINEH1kcHeOTWFQhd/pxFiEIwUj2bILtdsWXv/h5SduenNNNcpORoX9X2cqufn7oO7dyWIRxK+bOSQLZam9fVUAKvTpX4SxJUszWu6mFPrLTmkWsHnaJN9sau5omdBljCJnRKxHZbHf8xP/4X/APP/63Wa83uJQImx3WNMxnSzarHQDL5ZIYt2w2EVbfxljDarUpcT+XE9ZiCoToi5LVRB7xPhIx+nLwU69rOr/UkxcIUxAlk0zxqjV5zRboO8eJdWTKNBQSCVIsCWG3si8yx+S5QVtfilLVcpykJR57s0+bUET2l1Xxik2BqRM1G9qQ0gY1ApS/uja2UE/FXvE+IyRFRDQRciQx8MYbX+K993d4DyY5QgDXOFbnj/jmG9/g3v0HbDe9ULaaiCGQGIsCJimfekVEQZVo/u1yZhnwLgo3++8plPtOxq1Shk7vWD0j7Qctv/U9HkO+Dk69Gj9+fJtaanJVgV//GHnzm1/BGeFnbSKYMWfq5brM1jV0szm73ZZ+N9B0nbAfbRKztsEkx2ze4uOIXQ7cubvkZLEgElmtLkkJnIMUDG1rSGo8CErJGOD84ozf+O1fZ4i9/PYBZTl9fdOYHTr/m+RJ8fZbqSI0kWqJ78PYOtYhJ0BJbE23qxAvCPylVJUmK2Ol28SIZ60JUcGHvQ5MAM4aSIGUIuer93n7/nv8wt/7GHbRsgsjtKIEN5tNMcrm8znWwvLOMfdO77Hb9Xz5K18hpVS5rZWBLGbGsEkm+f4ci6ULFZgJMkWG9x7P8o9pv5ZY4ugx829X0QQvEGhfs8ljfPJc/n4UNZbkT/nRRdFWqLk+lz/xVEtLwhJL1qSmCeydLFo6lIhY200QkdodCaMtDe3kmPIx4sCEAh9rMtm7b7/Gpt9x9OKSF15c4tqIN3LDnF9e8NY3v8m777zP5brHB/HoY0qk3MSCJN62eQw2NpNadxUxd6Piz+yvqSWJLemj7qlWPKekClwh71z29YzkuVDIFU55PFP4Sd+57vXVz6aLxc//wl/CBwvR4jQhy3uWXQOj1JW+9MoLzBcLQoxirQWYzS0mRdrW4mhpF8Jo41OkHwKXFxfM2zntTCA720XWvfbXzDdGNMQk6fq/8Ylf4c233hFP4Slg6Ced79WM66t/0+0+qBL/fhRVnOLx1pph9e4qSiOKRHsJX/Xs3ISZSpWleKGGJndmUgjXWotrXPYAMjSejcdE5PzyAb/2m/8vfbpLShBtYoie7ThgnWMxX+C9x49bhmHFOA4MNnDy4Q9Lr2JrCyQcfChkIzEmSbwqrF2VtlPGInd/Mnb/vPPjtCOWMeS6TpNLs3IW71UFm99LMWWvvbJ66VjeyiHJ1v3e8q2eb2brKiQeGlbJHm2O+U4TSuuaa8p+Sr/k5IAWYb0KQIOhRRSxmgXSlUn9TX23rjGRxqyJ8ZQ//RN/nPcewcNHWzbjABY2feLR+QbjIm+88QVe+/IXePs777LdDoSYw4VaLmXU6K0NWhITRkeiQNvq2ZKNlXK+ta5eSsIkMc1kw1jFZr5tO2ElMziERex73EOGxyHU6fObYOubMq1VagxE5PW3vkzwAynBMG5JUeJkcUy4ZOj7HusMvt/SNgbnDENfyfEjI4nA0AeG3tP3A+ebDdEbNv2GkztLmg5ca2mcIXhoncUPsvi0DpxtuVitee2rXywT4arSfNK5HfKinyaz+tDY3MoBSfmak6GrJHCqJmglKilGKrCYQLz6HpATpSZEIVc8SmtqYlgs0HEq3M8xJaJJmJj483/+v+dv/cJfJe5EAUfvaV2DM9IEZb09w7WRREOMhnHnudyd49YXDH0gjZ6zh6fCDWxS7Zds6lyo8d8aWxb+7JxIE4N469MuTqbO2RAkUzwZHZM6N2NeYGOIZfkuMfUEGIsg+hqDvJVDUrOpawihKgqJL08VR4GjocxZ2c/kefGwlXRSG0fIfB7HbYaOQ4aoJxndBRwGhX1ljmck01h+6xO/wsXlKZZA31uGHVysL7FxZHk8x+BYrU555513ePDgASEMjDFk1jYgBQyxZFur0VqUbjnmaaIbaK30/viBoAu6+JpCjgIQJ4q7lIFlWP9ZynMx4w95bE/TPvFJnt5jCg4Z1Ef33sdEIx7CCGM/knykbWaMfaCxDSkmfAgsjo8lxT5f0BAiYYR23pEGQ5tayExcx8dLXjr5EP3QE6MhDAnrDE0jzSWMBdfILbTbDazWF3zmU59iCP4gTP0kL7Yulvsx9+tixYeS3W7h6uslkZXIdB7FWkcrnmUsZUu2XAcZ02m2dYyVRN8aI96oQt4ZMpb2hrWZQ8whFLluFpzhi19+A2tbrIO2meN9ju+mRNs2dF1HCKE8kiCZxFff/lpO4op8/etfz4uYAWOK4gclMqltHFWUn1vj5+IB6/zRcibx/LUfM9ScBlXErpG6Uc3UlvHN0LYEBcsY3E7N60RrwdWb1ee2XI/KKb2PmkmLRlXooSgYWR9ThqgtMJLYZci2IaWGphG+BjIvdlX8KX9zWqZWs6y1nPznfu7PMuuOWA0RbIOPnlde/QjRLFmvB+7cbWibxP0H73D/7AFDHyB4KjGH9JhPmoxmaggpBJm/dcqoaVAh7JypIQayyRnTKcdc8hloFy2zt5emwPiS+PY9DlkDjyme67zD6edXP7sqBxUTjvXmgiEExjjSLVpmsxmtc2zWG+7efYFxF0hjoLGWod/StIamybGZvMAt2obTs1Padi63gnPEEGkXDa6Z0TQG1yTGIbLbJLxPNA5cMhANUs8e+fTv/TaXq/VBWPnQeejrq/D0dWN5C0//waXWytb5Y52jbVv53NmaeGUrVy7sG5WigGzueVzjyEBpJqHvVSWVCre0MQYC7PxIbI8Y+oixvih17wPGWnwI+FEQG41Bm5g43Wy4d7HGIPHuxWJRQigxlx7pccSsiKetE1UJwz4pScwLWfH0J4xdmmm+N/cyZaixGtc7cN9nli+FzW/lcUl77QinayPZm1NvWRGbKZFMyOiDoTJ3iVcZozJhRQwdm+0ZxowkPJEdmCEbqVPvO6HNILQmX2DxnMWc49lf/PxvcnFxjxAtLrUYPzBrYb1ZyXFaaeAwbLacXZ5y+vAR22FgTJaYubKNzUZE+WVb1mTtXpYmd+EUnQGdr4aSwFXuw3xPkr3pvN9UFHxGxvbi789GnguFfFX53qQ8ngTJXucB1giCJyaPsdJMHevo+y1Nu6BrF2zWI/2m5+JsxWw5J44BZ4UCs3EG21hMsgyjlI2Mw0AYByyWF+4e0zSOroPdLmLbBmuhnSeEzMYQjbS6jgmGwfP1N77M57/0xQ80XleNlieNw3XGy9UknFvZF4MVlBpl45J3JSaa8H68MqZm4oHIjW+tK15uoippkw3zxklpXS1VsdmjkMxlobAU5d9Zx/F8Tts6um6BdYG2dThniHEUmlbjBOkJW0k6nLcsAiS/IKQtIe34oR/6QeHCTpKY48NQ2kzK6VQFW8hIMtwOGmEUWFOaY6TSc1njkBpT1ni5tVYS1ybZruqgYAxY8U1C9IQUCpx+K49LVaYi07CCdHPSGLO8b4uy8tTkL0TJJH2dsDYi2dmikJaLl5CY8Ygxln63JiJKOabcS5kGJdXQeY2ZthKVOfEX/s+f4OH5mgcPB/odhNCAgbN7A+MY8T2MI5yvtjx6/33ee/sdzi9W7HaDNJrPMW5j1LiQmLYayyUpMKXymzVsJK/t5HXSmHuBoVN5l5TJQxQCpyprqLrkWchzoZCvKoXH8f6bh+CqMr/qUWtSjkigmzuwCWchhkSMsF2vWcyPccZxvJyz3W1YX2xpWifQdso5djERInz1c/dI0dLNLIvjBa1J3Ll7B9c4zs7WkoXdBxYLsicAbiFJOLNOYJ8QI5frC37nU7/92Hk/yQp7WivtJsj/g+zn+1FqSY4pJBZaQ5sSpXuSxIFNsaqFnOPxkIN2QSrets19gSfxV/F6Y95eJo54ix6s5/z8FIxhHEeMtfT9UDygpnGEGJkv5rjG5diwxbUtyxOLdfK7X3/jDcmynjCHlVgy9T7aU8ZM+LlL7LiGQpytvZOnJVv6OiUmY5cyrF33C7XnstY53xqL10lVSjA1rKeIhVJqqjpxWCOsgiV7P2mWvJZBWTA+z9E8b3ODinG3opsdYekAJuEZlTT5k30KNGwgDax3DzGuY9sPXFyObMdAirJ22hzKs40j+MR2u+Ls7CGXq3P6cWQIkoQYY4aMtTROSwSnoHSZUwori+GQUiyQuhjHYHJbx6y+6/9GktTkbELxrHVszTNUm8+FQn6SHFIah7KIr4Nx9z3uRAoBYw3e9yyOWoZR2mkN6x5rHet1j0mWrpEmE9Eb2sbQNRbvJYvvx378RY6WDa5t2ax7TNtwfrbi9MEFd09OGIeRxbKjW3TYxhBGsAO4CGOQRB5sIiTPZ3731ycJEk8+96vneCg2/KTvXx2bW7lZjBH6TKjKVd8HiQPbDO1OvUNVMiTwXkgNpvkRV8dfubHld5B1M8bc1ATu3n2p7tsa2rYpGdsJyZze7XbS5ME5hrEHY7j33jkpefwYOTs/Lb837cSUUsq9iasinnZ+qrF0M1nEa1Z5jBEmx1bHripv9WRi7hstJyrxdoUQ9Vy4tRUPSkrqBRvIXNY1AS43fzAa75x6wdXQi0m9ZUXZNOZqgbjHqEZyzGZHe/HYyeqKRmdN9mKLE2RMjkkPnD66YBgSm01DN7fMZjPcbIZlpJ17uhk8fLSSfcSRi4tzVus1Qz+SYq7ON9rkxGRYPE7GYaIHSLgyHhUpmCYRGkRpKyxdlbIjTZUzorirgpa2kc9KnguFfB3s+jTfuQ62vU5BnZ3fF9jaeI5PTljvRl55+SWIkYCntY7l7IiOljR6wiAetN8lhpCYdRJT7LeeZAM+GE6OF6zWa5bLjhdfeYHddsPx0ZzGWLaXA5ZEN4PoHLRgo8G4RGstKXq+8uXPMoZ95Xgopn7o/K7b/pBxclPS2608LqLUbIHfjDW5m5ETKNso45FCddXoEygNjM2ebs6krl6MKinKHynSNBmitoYQUq4AEOL7aAzHL75KP4yFeEYoBqUfbNPN6eZLknHstjtIiZPjO+z8wDh3fOUrv0XDHHB849tvsR16yR9NCgeaCUxsSmLXtBOT+k1SBlWbGKgXjKEYCJDjmhlRsFYgQ2sszjicsbicDBdDwKZ6z0qS3HOxPD13oiQVIppRTHk0B2Lz+ZtFaVrTlO1rba0maGlQohElbBLJzIAOM4lfVyKOAvZSksNChBQAz5e++Cl2g2G3S/RDz9gHjpcjR93IN95aY4Ph4f2Bo6MlKcHdo5YH997j3r17rC8vGdIOH6UqQM5N7ol6vvUc9/Mb4t77OhTFGzYGJTSJUdjGktJ05u9JrkNl8TqUsf3dlOdixj8p6ei7kdUmyQiGs/MH+JDjeck+6A1BAAAgAElEQVTTOcfp+TmL42OaxrLd7iDCCycnmGiEbyFIDHjYJcY+Sjxv5nDGEPAMvefVl1/mYrNivVqxWB7jjOX45AjroOsamhk0NttyTcI1hpAiIRm22zWX6xVwOAZ+XeLWTXHiQ4bKwSS3W8j6WtHyphgqrCzlT0yULyWZpc7h/P3y3sRjyB6KeM21reM0IWraclHjYClGNrsL+n5H17Vl+6ZxZd9Dv6XvN3StwNXGGsZhxDnLOAz8kT/6h/HNNwh+w3E3Z3V2UQhNprNAyUEARi8Q5lQpgxoRtijcyu5VlbBsp9/IyWdGk7pq16jqj0DTNKjBchtDvl4qRA11Ga+Z1er1GqtKTD1JJtvuw9pydVtBekyTPVDxmEM4B+Orckph4iVXUhFjjOzRaew18s/+yS/QjwkfLC+/+iG6tsVgiKFht3MM3mJaw+nZjiFE+mDYbs44PT9n2/f4nYfokERBMNr/OalhYnLdfF77iuFRu4kBpTIgTsfOCKRtba43Rh6jwtpGvW9yWZSiEs9GnguFfEgeV8yRq0rq+m0P7pCUEuvdipACbdMyDHJxWicQiE+JbtGxXDRcrC6Zz2dYZ0r4v3GWIcC8tbjG4jpLGgIYw9n5BbNmRtd2dM7hupZhGLGtTCQS+BRoG7A2xxrz9V31G+7de09+JfnHzukm2FofnxQrfupxupUqWSnYqxSOpt70xpg9qNVghIBj4iEGH8o1VHYu9S40njX1RKfKWuO2Cc+f/FP/Fbv+XOLHRrx1UOMMZvMG6yCkEWst89kMSAzDyGw243d+93P86m/+YxrmvPm1r/Pm198ohBwxRVHEIRCDUGvGJM0qyrzR2HL2iKcGXQjaBEOJKdRTq/C9yT2d1YCJKVVo1Mg9EULA5c5aU67rW3lclC5z2l5QIeP6OYiinJJZVOUsdJjiJcuMHDPiUvct9JxzNO6sHrape0Hr8BOZoS5ByIlnX/rSp3EmYrGsLrbs+kjjJBb7kVc74f5vxPCNfWJzsWW323B+esZ6s2UcPMKZLfcFmbVOmcIgSVe+lCbxZD3vSZiFWtY3NaYNQD7WmCqFbDV4FFEAlKXsGclzpZCv8/Q0NX/K5KPyJDi2WuoAkbfvvc2smdOYTrrSGEMIA7N5SzfrMA52fscLH7qDTz1da5nPZZKFkBgHOL0I+JhIyRENjOMgXlR02GRpO0vbNpxfnmNtINlEtwBCIojZJRZijoWEMfLJz3wqQ37usfP4IIr0aaDq6ee3SvomSdh8Y4q3Wvlss+Gc1wdHoQ/MPMAa5zKYWleb/0gCfmW9W69T3irGBLkOeRgGLlf3+ee/9os8enTOer0lJcs4RlarLU1jMSaSUiAGx3wxKzXN292OzbZnYTvG1cC9i4HVJpLYEBgJYSQOsfRHVsWp8KMfx4wS6HAoVJk5sIsnXTtAaWKabhejJHAJwUr2PFKS5hmAsVYA0hALC5gSqdxC1tdJnYO19696g1PWLYehzdcoXNlDyCxYkrSlCmtPJeRSHyH5aAXCNgpPy5/2AZcYb57jSYg1rElcXDxiu3nIbLHk7gtLxl3PYp6wbgQDp6ueaEYWM8PJsaFpHaOJbNYrHt5/yKPTc4ZhJARPiErYYUhadpUMJrdHzIdMNVDCJGSirSZFhIEr1Hixycx4prY2JbnsMaccQ87qPn0fMHXBzTHOKUQ7fe9pPECNYWEM1rZs+y3Rj7StfH+26LjcrDHOsxvX2M6x2mxourZANBhwmQLTe9hsBjpj2Jz1pGg4Ob5Domc+azk5usO237FczElJJmuIhmaWvSifskWWMmNS4HO//3t4ZSu6Ioc85A8CNV8XT7+Vm6UmOanXSoXGJp6xKJYKzRavudTymrI/9Yj3El8mXvH0fYgYO/Jf/3d/gv/7Z3+Kxeyo7iNGFosFTdtIpyljGUfP6nJNQqDftm158cUXcka2wYceP8zw6UwWH+vo+74kbKVcuqRtEKd1xOUYCzqVaT5zpnnJpE7QOJe9pVQSvqyVzlEpe8VFoSTJ0Fae7JL4ZW7n6/VSIpyT12p8T2gjjbRhnCZb1TplcNahikuILwSelrIlKaGypi0wbvGAi9qoqFCBvBNComQMxgx84bP/mn63ZRwG1usN3nuOlo6j5YJxkIStPhh2vSV4CC6ynLcslzMuTh+x3Wzp+xGfYReTIXSDR8lnkglMa+Ip9cdKdSsKWJrF5DpjFI6fGhgg3Nch76uSm0i4xvGsZ+Rzo5AP3XzTTNZDSU2aBXpTvFS3ASAZ7iyXpGSI1pJSwxgCs8WMaA0X60uarmU39BydHJEMmeAcbNK4lpRKWed48aWXsK0kaPnYc3I0o5vPePM7b3FyfIdu3jL2ibZpaFoylaB4Rz4FIYkBxiHytde+wHbsDx7/TV7sHyQZ7uoie+slXyOpkl3sv50KC5YmQtUWhjkxKmU4zNa2hVfj+2ooVlVeZep9ep/ADOz6nnEcaNuGECO73Y4YYo4jQ9u1RVkrdDgMA+PoZdE0PYt5x9e/JWV23ns+/ZnfLTFjhcdNLrfSpDWFo1VKXPvA3EkZ+hZFPT1Xak/otL+vqfGi525L0titHJKaz6BLuCYSajxXvNuYy5/24/F5nib1NmsZVdIkpwzNSrvFTHNqdM8RLRxK5HI4pGLXmFq362Pgb/zNv8hm2LDzgcEnvHdsdnBxueHOyRKLY95ENrsR5xpCbDk7GxmHwNn5KavVBduMQFqXDeEkjSYiZoIPqEOWPeO8hUDQTHIWNGltunamyXnEWtMMqNFjFRLjcV303ZTnQiFfvbEf8xyeUq7zBKfe9Udf/iF8TPQ7zxgig09shxEfPLa1hDiwiztOL0653G4YomGIMEYDDrqZxMLOTzdsNytWmxV9P3J69ojYNNx7+IBXXnqV84szLk63/PAPf5T2qJNYtDcYC6lJxGQIEVKUUqpvfusN7r13f++Yn3a8Do3Bk753U4b6rWS5Mi4xpdLBSepoJ0qGOvYa09XxVvYfY12O5cnNbQySVe1cZcQy4Jw8xpA4vXifnbcQF9w5mZc483w+YzbrGIbAbjdiTIP3G2azjhAizjaMPhGDoetmNE1LSMeEecNXX7vPMG4lqdGCa4wk/1gpBfFeGqwo1abG0kGYvWL0EsZLtWZaFvNQFj2JsedhVEjbiIdtJnSgqqxDiqTsFTtnP9B9//0mMnYOJZRRQ3B/yBSCbUr8uELZGjqx5bkoXjAmUn1eM/k8lkeNvCZSVsJqAIhSi4ih6UzP/fe+jnEN/eDo2gU4S9sIyjjrNrzyKljb0HaW5MQHDUDrOs4vHnJ+fsa235KiI/rs1GTU0pIwJmBSJBmbPfcEpsXGfETGsmcUprRn6Bk0D0MU9rSfMoXTW40PNUS+x2PIUxIBOKxwrsZDr4uLXudR6mcffvmHcNYSUmQ3jqQmsNnuGPoNL738Ct50JONonCGG7L44UZ4xyiW3DoZ+IBmTFzrPneWCpmlZr9b4YeSFF0/4Qz/yUR48uEfwA6OPdF1i1iFMcTHROYFfXGvoh5633v5Wid9dPe+b5GkTt26h6w8uMWZieVWy7EPPCsNOR91aW6ghNZkJs39tStMKbXcYa9axMl/NF4E/+RP/Gc38nJQS/TDQNE3muHaMoy/81d77QhQCsFgu+NCHXuT4+Ii+HzDW0DSwXJ7wAz/4Slamckxn5+fEIJSECp3HGAvVp84WJQ5RKFvl6rxyzubkGXmtSWDSynKK/GhLP5MRhYoMlEXxVq4R9fIkXFEaIKQ6bpKYlTsxFWewEthYS53HxavWTIamKCB9R5T8fvw0TmpyDSCdlQzGRD7+T/8u56sto285Px85O13lXvBeuNjnJ1yuAo1riUPEROF4ePXVu7xw0tBvBja7Hd5LmWqMgZIDaCQObgGME3PBIvHkaAlGvP0c9M3hkDpepihe8tm7Mi4yTpZpT2iwpJiVdHp2avO5UMhPUiiH4sf6/lXY9SbFLZ7FknnX0c5mzBctbbOgW3TM58ds1iMmBC7PN1xuevpdIobEvLV0HYSYQZyQwCQW84Zx8Ny9s2T0iUcPzvjIKx9i22944eSYB48eYBrLbht54XiObeDHfuzDOCHMEUL0fHiDH3j99dceW4Kug+tvGpur0Oihsb31jp8shprAJOVJ2bqexn+VfUp5l7NCUyYj3QYo7RenULd63WQLfkrM4UfH3P4oi9kreO9pm4YQfP7Mk5JkUKcosPU4DLRdK/sOkYuLS8ZxZDafMQwjrk08uP8e793/NtZBDOIVnZ6eCrQ+vVdi2veMc4y4cGRfCRk51zwWcy59orMHpQpd56GSqOjzus9nlzTzvSC1pEfDIaJQZPwmXY7UI06VbKZA26W9oHBI79OGqxdomLJSiXrK86HEqSe16NnwArlH/tpf+QuYlBgGy/GiI0SPbRLdwnH3juP00SUvHN9lu9vRzRqCT9jGc//eObu+YbtbMw5jacVpnSUZUcophqxUDSZKSBGCKG4TcdQOZJBIMWQEwVHVrCUx7o2r0Q5QRjmzUx6fcRISeHbyXCjkQ7Hfq8+vvnedQjGThVAmn06cvIimljvHr9J0c3bjyOB7Li5GvEns/Mh6FxmC4exRz24nl6Pf5UkQpJViHGF+1BIMJA+X6wHXzFjMZ+zGwMsvvYizDS41NE3DctGCSbjG8drr79N1hhCyQs5xab/b8Vuf/ORkenxQ0YU8PmaEHNz6Nnb8RKnjk+dayWmQBUHdOoVZc9C0eMTWAqU/rSxUMQWMlWQn61xh9xLvwhQjwFpZMNf9isvzM5pGMpWdc4QwYoz05bYYUoiMu7F8vljMCf0o1JhI2ZW1hoW3WNMyO3mVYdiIt2Md69UK733pjaz3VfASi1OlXKFk4duOEUIQ+DrGUOaUJr5Jt6vqtYkRks994k2LejEZ/lT0wDyGnN2KSkR6+QaZY0jyVoVjhUVNlGNVxBomoADSpnxusJTErpTZqiaeoHrQRr+X6l6ArKzAWXFWMCOEh9huxunZmpOTY+aLI6yB7S5w584JDx6ObHcb5o3j0Znn8tKz2cDZWeDBowv8uGO93rI6WzP0njECURK1opUwh1iJAqPHaJFMcAmPaNhEbktXdAIlxJKTfQsVJxVpyGctULUvyWFy4s8ut+G5mPHXKZBDz6ePjyuVSelGiasofFNjLz/+7/37DMOWFAz9ONK0jpM7J7R2iZt1ONuyGyPjALst+GCISZKvxFIzXJ4PNAZ8SjSuYdhuCdFw93hJwvLmN97OpXKG5WzJMEo8LkYYRonXCbFC7ojStnzn22+RtJ3egTG4WTQ+9Djp/E37uVXM10tJ9EiJqN5dnMLT4hnbTJChiUlCnRmr16Bx+1yfrIpG4cI4mbPCwCULjXNOft8ItaRzjq6bYYzJ0HWkbRqWR0ccHx9hrGW5XADwkY98GJDQikLCfT8QQqDvB96/93WsWZPGntVmQ8qeui/dnyb1wxPoOZ91VriZKjRKLHnKqQ2PG9QKV8eoQGhe0nMHLORVgaxviUGuk9qIRETgWYX/KwIhRuA0dqyGe80y1tCBzkmt3U1FSZHh3VzcVODfaXZyIRpJFkui7y+43GyIIfHqKycMuw6bPK++OueFWWK5aNmsEpt+ZOehdY6Y8wvu3mlpbGLYRXabFbthwOcmJtFKZYpNDmdc9l7lmJ3R8+OKotVs8EyCo0aJyVYFRmB92VLm/WS0TUYj4IPnNX1QeS4U8iG5etJPB63etI0pjz/4g38IHyPGROIYpRwkGM7WPZuVZ71ZMZtZFsfCorRdJ+mB3BlSBNtoDaaj7XIzgbbF2QARHtw/5aMffZkheJbHS87Oz+maDuMsTZfhFwuBSFI6xRA5PX3ELivk66DmG8/+hjH6g372/SxKkwlkSDl7wBOo1lhTmKembeh0wdSEJo3PqjpPidqTlRqpKgYn4MfAf/of/yfMXEcIEkPr+11RxhgxGM7OzrhcXbKcLzh9dMYwjDx8+AgDjH7MhoJhNp+zmM3Ew/APgQti8jjgrbe+zeh9pvkU7gVxKOrcKw0FNJ6uhkYeDy2DEnIPQQzE89c6/pCNkVQeU109izHSNG7PcLmVx0XinX4v1q49jqsH12SDv3qxNaMaEiMpd3LSsIwq2snqAzmhK+bs5aqENelpErpBVPN29RCc43I98s57F9x/dI9ZF7l3L2LaGevVljsnHWEIwJLZXMqejpcB10SCd/RxyzB6xnGQOPI4QoyCvBAgGWLu1iSGa2bbEkwe0MS3ei6VUjMnvamSzhA+UNAbshFS+iRnyNua74M65ENQ9KEkpOu2UyvwusSluk3i6GheyMpdYxj9yMnRHZIJnJ5f8sKdF2mt5ZVXX6Q7MrQz6HfC0WqtIQ2a5BUJIbHoOna7HT5GooEPvfgC682Ol19+iXfffUi3mJOsIaSQY4RQbiIvFzqkwGZ7yTjWDL6rGdGHxuyDfHb1+W0M+WapJZ1VwUo94wTuKsiL9n61KE6mnp7ETmusWeN+MSt4VVByPRzONQipSOKV4xm79SXOZVgcJeKwNK1l8D2zRUs7a/DDyGI2Y9a2jOOIaxrJmI6RcQz040iKgdY5vviVt/n8Vz9LSp0o8AcPMkwuJCPkEE+YQNF6zgJLh9yGss6hlM/ZaqlXXhhFedQOT845yU7PNfpachWzUrjtg/wkqeiCSs0kztBzCdmBJoBV2yqrItMgJBc11JXIaEfSBpsNkuCVJspt6m3nfsu5giABJMPv/Oa/YuzVALUsFw3t7BifPJergWYG7dzSe0OMW46XjrZJLGctaTBAD14Qnn7oIQrdsJQOW4xpCAxk9Fx+Owl0L4pUsv5r+FJ51HP8PY/CFJrOJnE+tUmDFzQGnyZ/z0aeC4V8VSn8m0IC1ykhhbF/9A/9EVo3ww+Bvg+8cPwhHrx/jxdP7nC5uuStb9/DuYbTh6fYBCd35syOJFU/+iTxiZinZYSLy0usC/ggzF+XF2v6refi/ILFsmEYBra7DURDDGCanLwTTZkYwXu8j6zWm2uP/5BMlfb08UljeFO2+q2ITDNW9bVa0UoYApRkLb1UzlbItnojlYy/eMs69qlmMKMK3ECylr//L36NnXF4H+iHnuXREjKsO+s6nHM0TcN8Pme+mNN1HcMwFJi9beWzlBK7cWSM4uUsXn2FrvGMu4eFtrPv+3KeCllbYyW2bGp2tckwH1SO6ym8rIugIAOmNJuIMVWK0JwgV+D80kyiKn5zOzUPSsq5MQLBqrcmJVB1vVBP0ORvaGctk5UuKAmI1CpbMBN0zmRYOyu4i4szShxajyIZMD73UVaFFiGN/PW//tOE5oh+Z1jMEw5DDD3WSL38bjOC71ksLF0T6ceEbZfMl4628zgiwY+sN+dsthsGPzCmPN8YMdrhKllMMpA8Nh9/ysdWYfiqSFOG7A25NpkKvZvpViZS4+sTJ8oEnqXafC4U8nWZ1U/znSd9dz+zWCbU3/uHf5OURqyRuuJ+t+PFl19idbllvmhwreXBgx0hSq3p5XoHCbp5tvhHcmKKxbWWdtESQsAPPYPf8epHPsRu7NltV+x2QlGYAhhnSAZizLB1RlaiTdLZJwXW283eYn0oVj79TGNG12WVX/fZrTxZxNmdWsVieStEK9uYUvpkMr2mDyNMDCRls1JYt3rFGfSzTuLQVCgcoGkiP/IjP8y87WjbGbvNQAzQdS1N02GMvO99pB88rmvox5FowLYdxrV4H1iv11hnaZyjbRt8CNx/eI8vfeNtzGxdjusrX/6alD9lDz8EMTKVb9qHsNfwAvYQbfGoc4eoUutpyD2epYZZuaxFf5hMoZkXyZIIlqHD5rlYnp47qSaeGt9QWbskblptPc2WVkSsodC84iA1madZPFn1nqUMSOZpJHBy8oL8dr72MYIxEZNyeZF6jSZyevYd+rAl9NLicTFf8uLdOzx6tOXOHHZrz3rtmc1gOY9Yt2S9HugwNLajmc0Zo/SL77cD/XYnOThjwCZRtrGEh0fIrF2JRjzbBIUypMDXug5q3Hh/PKu3rC6SGBfGxOyB542fYckTPCcKeZqIMC2JqO+BJic8TWz58fcUahMChHfe/aYsMg2SHNB2fPu993FtQ9O2EAPHdxc0RJIxLO84uk5gttnCYGcw+EiIkoq/WfcYk+jahs4ZooVh2BIwJVbYzTvGMccZFe7Mx+mwhBQIIbHd7G48t+n7T/Ken3a7WzksCqUCJRaqUGCKdT5OOdZjiIXXWdl99g2nHL96LEZqyjb62A87vvTlL6Oez2w+Fwg6z5/1apPjta4cz+hHnHMM/ZAzpyNHx8ellaQffY5BBwKOh5f3iTEyjmNuKCHesXquIWSWpsmYTJNeNJZcj53CXS3x4ZrM1TSNvM4QokDTkvkr96c0tXDOSs/e26Sua0Qg133jW0MGmrikisVlR0S3lPaC6vliahy6XmetN5b3K/dW/V/2PwqjV8olSEmoLV9/7YvgA96PjENku/F87ZsPmXULzi6Eye2Vl495cJpItMShx49wsVljzAjsyv5637Pe9oyDJyAETeKsSlKanKujcFsbRaayYo6ShF3bJtZSLmO0q9O02lrPMCdkFs9Z4vNy3t9HWdZTyLW+L9ZbjQcwWeD2FfnjHmWebGWuRXZ+h2uhbS0Bz+XlOT/6h3+Qd9+7z/npmuTBmkizcIx9ZHMhkJ0kvyaaFmyCphWqwrZp2W4DzsDdFz9M9LCYH+OcTIDdLtK2Ha2zWJetSwsQxaBLmYQBWG9XTGMU1ynTqzDh08rV8buV60XjwlDtZs0wBkhRlfUkFl9iyZUaU/elC4UqH/GqbYXCs/Gm3vSsW/LSh14mBksIQgKicWdrLU3T5HaFIpvNVjKlx5HZwoHxLI+E0SsfBeM4Shcz22DNnM9+7jPoAhNCZL1eT5KvMoJTOK6rop52ppree3o8WmOckKxqW86/eiIKfRtTxwdq041buU5EKWh8uMaLTS6DkjhpFS3/US9YyoOKo0OFbUEHX2uU8/5iKNBtTFkxJYNlibWNsLCRSOz4qz/3k/TDjmgGju4eMXhIseHszDNrOhZHYBvHcnbMau2JDpZLePWlDtdE5nMLJhAH6C9XbFYrhsHnOSdGG6YFI158BEjZ0EgVyzJGkJhkzV4XqKkBIoiNLZ/q3IzInBQqKCexdOMQOtLvcYV8KLnouqSuQ9+9/lG7nAifqywGhvn8bq6hlNjHj/zIj/Ltb7/HK6+8INZ5C+tNz4t3XsZZaDrY9kFoL6PFJIEN29ZhnS5EltnyhGHcsht6msYSo2U275gv2tzmTryDZibHEXPrsxDBtQ4am0kknuzR7sGmTzl2V5XwbVLXk2XPgIF8x1pc06pVhZboKEyrkG/dh82KWJKhBJa2ee0TGNw5g3aKMhlie+/t17k8e4eQDOPYl8YPrXEkH1jO5sJTbSzHx8ekFBlH4e4dd56WBpcs29UGmyHj4+Mj6ZFsDGPY8GC1IqUREwwmRN75zjv/H3tvGqNbl9X3/fZ0hmeoqju99317oBuaZugB6GZo3LKDOwQztJCNkw8RCbIV2xFmUBIsW7YhcZREWKAEy8JCWCFRiByUECe2ghJkW4mVDygkQnFQoMGmGZqh3+53uENVPcM5Zw/5sPY+51Tdp+rehr7SDV3rqlR1n+E85+xnn732+q//+i/p1pPimNe21mZYOWV0R+ZoymNRQD9gdOZp5rhFuStrZedSkzIGAoFnrmviAmT/LPfB56bpC6gFTJBqYQRPEC3jBqfMqxHuVhGFk03mGCNGQtqMTisWZqM2pCTqXTp/7wlLwgMRFVPOOyu2my0h1dy+dcKjRzt8HDheR/b9QFQGayCpniHs0UlkXqtWEZLnaFURTcS2Cq87+qFnvx/ofU8YPDppokqkuEcrL7lkyn1qshNVSL/mPE/zZvfiuBVGuOh26wvPKVKYx8oBRk1vjaJscD/79kI45OsiXVnbIiGcMo8cr4qIp9+ZJKMip2ePZvkB0LZGGwdacsGf/vSr3L53xHbTYbUmkmgawyc/9SmWRy117TB55zn0QpTYdwPbbY/C0HUDWjn8MLA5PcUPnhhhsWxRCZw1dLse43JmI4Iurfy0SHESIykkpD/j4TF69mtPTzx33TFu7LAVBwRTNFyYwimzia80CfvG40xEp4kYNR/5GCJzN5RS5OW3fwk+NRgdWK2OMUZjjMYHga3Pz8/HyObs7FzaHmZnN/gB7z3e+9wGUURDzs7O6fpeconKYJQj6TewrkepyHa75dGjR3gfxg5NhfyitRmdpdaT5rRSORrOkb3UI+sxKiuPq0wQS6moeKkx8p478NF53zSXuMLE+Ux532n/pyjEuDz2szKnDMTm92dnnBKU/sdJokGjlyik65EoV+VIWeVj6csEMkXSRWYksts+ZPCex4937HaR2jV0gzCtrU0crwzdVqNMZLlyNEeeuhUou6NjuTa8cl+jcXT9nq7f4XvJIUcfUVGhVUXI9dMStafJceZoWSyNY1KQgFLmpNCoZCDKGM7nnNZFJ7x0wcpym0mh1EWtiM+mvRAO+SqbQ4bGHHPVjvlypHcRmqk5Wt+haLhCpO/O8D6iUkUClssltavQFUKKCVK/llJis9lRt7UshF52XP1eGNJWW6wzslA6WYiquhWQQyusMVjnMhlGk7zksWNIGf7OXzCKIUQ0UC1mu6+ZQ51Hak/LLT+r3Tjj602PhBBGaLk4FKX1uAqq+b8Sqcyd8AzOLvvuAmsXp0eOwMv3q7XhVz72v/KWl4/RTrPZnAHisIZ+GPO0TV2jtcE5h7U2Hz9R53pj78MY7cYYadsGUqLfe2q3QGvHz/6jf4D3Ces01iheffXVC1FxiqUNZV6QlZpyxHJZo8OVUkAhdc2j3XK91tgR4k8pkyNHhrrcM0YbzIEuWzdWrGxUJuerSu/ilEYSkhrn2zSWZX6QWwz/1UIAACAASURBVC2O+8ZSu5w7KU2QtcC08k0PJHoYj8H4vcm+MPDapz5B8B6nHLvtntpW+M6z3Xu22wgMVFXi4eMzjLH0wXP2aCBhuPNKQwhgk2FzFvBDpO/2bLdbzrc7Oi9VAiHnwEv9sRK2DoWRkzACZ18YqzkonePi3PpW6zSmoqS3+XzOlg0M4ziWuu7nYS+EQ74OYpXfmtJh41C++dDjB2/mPHkiA30c6EMA7fJCO6ATrI4abt1uiCF/EUmxPduTiFSVMEKVUfghsel6FIrFoqXb9/gQaRcL2sZyctyQkkfplNs4xlHnVWuZwMYCJFSCtmpAQ1O3jJNHPXk9h67/MymTum68b+yiidNhxPxSjCJQEPLvHOmO/WN1ZqamkpvKpgQSZNxh59suOzmdO9LIvMhsa6X4D37ob/CgG9DRSp4uR5pD7Al4XGPZbLZ0XScRZ3BEH9BJcb7dMqSAtoohDhhbY6whhEjX9yyWlrPNQ/p+zybm/JvfSgeylIiDH9tIAuMiFUfYOsPtOcotTr+cYxk/Z6044YzIl2MZZVFJ5WYBwramNDuIAiHe7BevM82ULkjjvEOVKFnmZImG0xiQFGda0nmle5OQv0pemiI6onrIkLbfP+LXf/UXgGEMWC42mxA1OR8Dm35PjI6uj5xvYdkalkuLsQ1t27DbRs5PA5szxfkmEYeG7XkAnzh/OOA7aY3r+8ButxO0JwTp6mRyzjc6RBJTxiEinZ8UAZVSnrMmbyRnUH3+Gfsp57NXlI5Oudwrl35NTl180PNcMl8Ih3wZWp0/PuU9n8yXXi7/efoHydpqneRqLZoYA3Xd0nWRqq6pq1oE723EVQWii4QBIOKcIviEspmkYhJD16OVI4bA2fmO2jnu33+J7W5LVTfsdwOVM1hncoNtyZfFgLQUi6C1Q2tH0yzzdWbiwVOu6/LzV7HQP5uR9eeKFSdZomNjDCaTlhTzPsh5iQtT0wXUpXmdo0qlGFs2phyFFHlOSc1Kzi5G+OMf+VP0neRwQ+jpug6l9BgNp5RwzuWyJcV+v+f4+AgfPNbZrKwFzlb40EtDCiTKH7zHaE27aPGD5p/83E9Sr0o/bomSN5vtKI05Z5tPEppiwijXFyVBE6PTLtGHDEshGIkOc0lJQdZeTpNS0s28vMoSkzOdOmZNEXFxRGqMmqcMStkYzuUgxQHFFESNK0GM4ogF4rUkwDZ3edcXfxiocn/h4sAKx0Lx8Y//KkYljo8XlG5etVHsu4ht4HRzSh93HN+qWB4bFo3BaUdroVGK8/NIiIntToPXRB/o+7zpjJ4Qs1pX5ltAmZty7aWFZ0xTDfU4HrP8ehnHCbMqzldBMhfQhen1ohAW4ucQZH3ZoTwrrPq09xUmIkoz9BGjHV5Lk/nz/ZbKWfrB0ywXdP0Oa4wsRAH2+1xIHsH7hHHiUFOKQiDQhqq2JCzBR4Y48Buf+BS3ju8QPbz8yl3QUqOpYiZQWFmAlIakRFbw5OQOJ7dWlEhqngc+xKi+Kodc/p4z0S+/rjw/hx5v7JLNUiaF1KWVQhs96laLpTFaTCnL+CVGKLYQvuZlFsWLj20KJRQnBiUsUr3nG/+VP8Z+d0aIPU2zoG1bvB9wlZPuT84SQsA5l8lcEp1WVUXwRXsbSFLbW/LJWmmGfiCmSLfv8H7AN2v+6c/9U1JMeD/w8OFDPv3p1xi8RylpNOF9mNpGZo8bfBidqjETW1UBZqwxnuYblEsPhDgQo89wKzPoWsb0puzpKitOFw5p15dxE6dSIsj8PYzvi6ODVqhxfv7Gr/4TdDoDvcg55eLYkGMxcSAY3X9ChDoMv/bxX2a36zDaYGvLyVL6Z8ec7mlXicoqHp1F9jvFEA3rVc3ZZk/vBSIfomaxUixaTZ96zk83nJ9v2O62pKgIUT4x5dInSlQ/ltpJKdQsdMtzsDjY4mQLle2i41VK/EIaUYTpGCTzXCVdXziHfNmeFgE+zS5CvPLlhWTQOhGHRPSefp/QxvLK/ftszs8x2mGUIQxphO20kQ5NkvdKKJ3o9p20A/ORGJXsKqvE5nTA9x5nLKt2ITu9QWGSo12taBZW+nYCWpRCqKuKO3duUxs7Xvdh+P7ieFwFVz/L34f+f2OTjTW3OdqNUbonxRjHaHjMIs9SChe7N03wmIiKZJAshyxybMkZy+IZMNrgQ8cP/Md/nWV9hK1qYoT9vscYhx8Su21H34sz3u/3VFUljjMESbeosuFTrI+XOGcxxtF1nr6X67BG8sTWaOLgWd9+CU1AzsTSOoNSkaBymkVl8RMsIjBhZzBnuVdyNJyd8XzDF6KXRVRF0QNO6qJeOLI5VUaTFFkq9MaetMJin29Ypg53WhcYO+dLczMJ2fhBceayMdQklbJKmuad7/4gPgVInsSGB6+/mqPkrOlcyptKP+2cjw4pQfL881/5RVSEFDUP3hg47TR37h+zqDSVU7i9oIEqepQfcFZTVRu0ShhjWTaWysJu29O0NWno6bdbhn7Ae8UQEkqFMbJVSk2pEG2JKc8hJVEx5TUjQiBXzkV3nTeZanp23HAIqU1Qnoi0ZXx+AcwLMeM/k5zm79eBTI450dQ1MUjS30fF3Tt36XqPM45le0wIgd22Q2TZxAmLkpb8HRMYpdBJYXRF5SzWKirn+PTvvUbSiePVkl3Xs+v2bLc7WrfgLW+7jw879rth1DOu2wq0wIpvffs7aSp36Xwvnv9V8P6h9zztNTeR8fVW5ppEgWqUxAQRhCl54nk5WRE0KI67SFAWJnGJLnXJGc9yszFF0AmlHNYsCBH2+479bodzbiRMheCpmwalFFXlqKqKGOPYdMJYM55XjIH9bidOTymatqFpaqrKgYK6rjG65uHDN3n19V+TjlRaooDdbiegUrnofB0RTwg9CX/hfgyZyT3VKhfC0SURlIwSzB8zRmcdbDW2b7xc2nNjxeakrmKFQS1/yyawOKSSPw2TU1IxQ7ylRMpCBG2OMOYEpQxarbhz7/MojOvxyAq0cghIpMeURVKR/eYcYyCEgdWqJnnFG689IETNduvptEEbQ9Ma9l5Jw55gaVrL47NOmv40YKqEMoHBRzbdjs1uh/cBnzyMutUQGYikrICYMLpEvVMqaUIBMnKY8+jiWPNzpHw9KaOTOr9qQgimfuHPb16+EA75Ktj10HO//whZ9HN1UmizQmlwtsYYxenpQ7R1/PKvfhyrjShqaUXvpa5ONpwKY5SUKeWNpq0sBjBGiGH7fcBqR7NwbLZbQvQoFWkaS91YznZbrK2xRkFIaJMY+l60frXi7W//PCrnLpz/YeLWk9f3LDXFzxo139hkI6O6/M2s61EmI5XIUET2J7UtlUuDShekkkeWvGwmTOVjUhyXErH/xMCDNx+wXq9EAMRZ2rbN5UJTb2S5J4pYApyfbVguBd7WWlFlvesQpb1c3/f0/ZCbXJRjaJxr+Pi/+ATB9wxDzh+OULMQaYzJzduT5O/KxgOKohcj/F5aMY5SmxmeL05Yqwz7J8TJx4jJYiLz6oobO2Qz+H/MJSfp2T7mSEu+tFRyGBgJWFOjiBSVBB4Z/dDUlMHPRx3nAJSIWH4XFauCkGgMv/HxXwJrODvfs9vsaBpomhaI1Mbgh0BbV2w3mpPbin634/WHAw8e9YSoGEKAQTMEITYOg2fY7+iHIHXxPm9cMYBDp6nxQ0Gbxg4Bqji4EuHqGao1zyQLFJ3flaPpmN21aFdLM45SAvU50O3pkE01jxOh6zJJqcAR0/BetGkXXnINio98+BtwxqJz2VFbt6QoucFPvvpJtLb4AZKHoZe83uBlV79cGppWkWxCO0XUit1+R995ojLcuXubh2/u6PrI3dUJrnI0VU27MHT7UzbnG/peJk/0Ch8SOkl3n/d/xQcxarrWQxsQuf4nHehVEfVVTPSLOb2b1e+gpSTlN/m/Uw6YEfVSqBxR2mlhUuPbR6GXovJGPsb8WCFOzHtiFuVInsq1bLZbwOAHz263o6oq6roaa4D3+y4LeAihpVkcEZLA2n5I7HYdSimcE13r8l5yL9mu83TDBmKkXR5z6n8Lu6gQwQd4/fXXid7jw4APPTH5ydmambiJKkhS7gCV84oXy6CkSYbShhASMRQim5aeBDGNvZTnjSdu7LIpSncm0ZzWI6ogLH2BkQup6dCGuxCTnpQoVoCT36UOfN43eRTQmOp6SSLQAZ7QP2bXG2zjCEnz8A3Pdh85Ow+gNf1emq8sFobdDoaQuLW2LBYOZ6B1FSkEVIiYVBFDZNft6XYb+v1AUolYJCbwueNpabJRNn+za2IaD7I29wRZl41fgrExRUa5KJllm68y32OziPl52AvtkK+Kmstj0w8Uh3xVznl6XPGNX/etOFuxXFVUDqqm5ld+6deorcEoy37j8V3ezedJqoC2EWhQW0XjNC4ZrAYfEnXtGIY9u/3AatFQN5YhDFgUzml2w8AwRHyAEKV9o1a55D7nT15++eVx8Z87zPm5z1mC803JZTuUK76JkD8zM1akKiUfWuaSQFzaFDGBQs4qTOnSBqwkthSF9SkRcPkeytyeanulUYWIjwQvPZBXq4a6trjKjd/TdrcjhMB+35FS5O69e6SUMDZ3Fttu8ZmMpbWWcicfsNYQQ6QfhvH1u+2Ouqnpux4FPHjwiBQ0Sklf477vM1w/LXKyVieC9zlXXUhEjMSvxBQ9lw3kyGeNZYzIYzAdd6zznrG2b+yQTTXv8j2n6f+AzNN5JFfmm8w9o+0IcWutck1uZhmri45c68xGVsUFq7wRKKdiKHXNfRhwJnF2OhAGET3SWgRAko/cuuWIfsdut0dHgaxPt54HDweGvufxWYerVtSrmqC9AMsx4EOO/QOYJMxvkhZUIHmmJhpFc3rSjp8y5sWRqil9lKNjUKSoL71OdshFY2Bcd/+wQ9bXOYrrHM7Fn7KzPuyY5/ZFX/il1LXDJ9iHxKuf/l2+4N1v5VOvPaDbe1brBbPe8YSQqGpD3wuUZ4ymagy9CvgYUFoRfMQaSz/suH37iGXdYp1hedyy6Tynp+fsNh6CIg7CjYhAiJKkaxZL7ty5c/B8iyOAkCOXixuVqzYs173mD5IG+FyxGMKY8y1QV8k3jeSlkZglY2hK56Y4jWuJKMf9eYG7lZpgtOzYU1TE6Amx57u/67vY7zbYytDUNXfu3GG/F+F95yrWR2uqquLRw0dorXG5JGu323Hr9i1AoOTddkfXdWhj2O+ltGm1WrI537BYLsbmEqv1mpfuvQPJCwq0vlgsMluascRqbEaf4eZyjSXSLxD/JAySO10ZzTDkyExpeZ1SgiKoKddcNi03Sl1XW+GzlHzy6CpUEa6Q+K68ZmRKj+uimTkWlXsjZycWs4oVE1M5jZ+TZsebIs2YAxfhTFTcOqpZHyW0UcRg2e0HtDYM3tCFiqZpuXWrpjaKRa24e6dCW81b79+GtKdSFp1kkez7gaEfhD+REl5lmFyB0hkNSALdpySbycJdkHtTghitPBQnncfBKI3K+XSlU77mkja0CDxdYGpFUe16XvZCOOS5XYZVr3IYlx3KPKKc2yFnb6lYtAuGXvoX9zGw3z3mlVfusTiynJ9uBeTQCR9kl2etLEDGKvres+8GVARrDH0fCZmZ2DaWT/7u76AMKFvxxhtbXn/jdc7POoZBjpdCEjZg3qVVruE97/tyXr5z+5qRUZR2ac9CKjg0bof+fxMdX22yxhT8ObcGZCJtyeIludsC73kvtb7FKanxSImyyytOuJiI9kdiYSFHaKrET/8Pfw/rGoyyDEPP4HvWa6lTt9YSQxgh4qOjNfvtDqcNlXEEH6ibmhgizjW0zZIUI9aaGZdCZwi5ous9Dx8+5B/9L/8NYXhEDLLYvvnggSjNKTWLXiWKd85NfZN16byjKPnwmHPDhUwTQqCqshKdJneWCjmbJONR9LNjDDcbxStNGL+T8EfJEYtNc2vqDyxs4fy/pIDS17esoznCVOOrGHPQ+ZH558vnjJ8oQi4Ejo5u0fUDWq/Zn1lqCw8f7VBJE9GsGkNMHTF0fPK1c3Z9zcmtln6ARkce9adsdwOd37PbdqQQCP0e74dcJhd49Xc+QYi9RMapnEfWix+j24DoWavxGhLSkKKMz1iCOMNz5N4OggAQxo1HcerlNc/LXgiHPG9f9zS7jiV8neOem0oabRswGmVBxUgfByo3sFw3NGuoW4mMnVNoI7XIxkkdMjndp1TEWM2qNfgQCUEkDd/x9neglKUbAufnj2USJCSHEWWaa6WIQcqpSJH3vPd9tPWziJZPOeQ5u/eylejkcs59PMozkMA+122E6NLElBbYWU/iFTnHXEqdjJ1BeTPS0/hdqSxgUCLqXLtrCvErb7xSWBL6hO8Cw7DFVRWLtpXWiCUvS+mqFNh3Hc5VKC1M6u12S7fvqOsahRrFQIrmdN/31E2ND579vqeqHG3b8ic/+mdQLJCes4Gj9RqbmdNyflDmX4yBOpdbSZ7aUkqvxlxydszF0cp4lhrjNI5nEUnROhPQlJ593o3NTcCUxKRLfdlZTptxpUDNlvlpvbi8diikpWHZXKXZZyRKhDhB4WUjoAUmVmUDlbC25c033kCrQaQwjaGqHUNMPDrdMGwDIWm6DpTdEUNPZSJVY2mspVm3OG1pGsMQEr6P9D4g5YGaul6itGHeiGUqA5s4GlrZ8Z4t1y6tImepony/ldx4QbLIjSTk2DKOEzrwh7zb09x5HIpor3rs8s/criU1KXGsTmtqHIHAdnvOSy+d8K4veDvtokYpcJXkd4PPJBwved9RXctYut1AUqKKVNcNKmpMXRHRnJ+d0fU9ofd4L0zcFFLuppOwBqxS1PWCL/2SL8Ppww5yuoap1rBcz2fiWG8ijt+H5YhW1p+pOUQYN5FxEvdQWW2K/N3McqDzr6ioXqVczywfMx0T5XFO01Yt0QfC0NHt92x3O1bLJev1imEY2O/2nJ9vUAp2212G45BuOzmaLZvdpmlo6lpIhk2dxUOkVEoryQp6L1KvegYfLxaL8eQnglbR9Cazxs34WUoprDVjkwmtShOKcs9elMRM+V5QeVxSjJnNnbiZrodNppqdRb1zB5EdpZoY1Re5J9MaUpxMyuVQCjPjBBTI+mKHJDWSpIrFWXTp2e33nJ6fsusiR8c1lXMs60jwnru3VmhjMBacDty6Lf0BfNJoq4jaEYNmv9vTDQMmGFQEj1QRlCu4c/8elE0yxcmWfsgq11TLfCo12RN7uoyPELTk2SB9nfNYyChluVFAqYlpndK0GX8e9kI45Ovqaq9ytFfZISd+yP7UN/2bVLqhaVZo7XC24jd/85MMux3377/C6mhBu7RYx8hoTQn6Pu9QoxBY7txe46PHlPrJENjuNnzqU6+y23ZY7dDGMkqfW7AWMj0QpS3rxZL3v/+9Imx+YPPxJCP64ibjujEZ858H0IQbyPp6U5loRYZpU5QaYNGuFiDM5A5IRbmr7Nj1jGot45+BsxRzGV264KXjKKdJ7lYLy1WLqaBZ3GO328myGiNhCBilSSFSVZLXdc7SdR1t04yNTO7evkfbLOj7nsePHwu8HBMh5OUnRoxSKAPBG4RNK2cQ055+CDx4KAgPs/lSSrdKSZNS06Y6xIj3E9ysdHkeuWliQCOb0lJEooCkBELXZuoHfTHyu7HJ0oXfY/okQ6zCMymQdNnAFyc87wZFpivlVAwhb0Dl6DENFCWrhEfITxddRhS8jwQM24c427BeHbM7S8QQOd8mugAqBPabU3YbyfVu91KLv6ylQiH0kaHb8fDhOfdutXz+O9/JW+8eCVUsBNnoitB6DldLSkhy5XLvpFlkP82ukjIZf+dx05hculX6HpfjZSlOFTLLupQiir7187QXwiFf5RQmptzTsfurSExXvffPffv34jF0w47oE0MfqFvHbuhZtTV37tzGD9IizriIdYwzNQQgymK07xPWWNpmgTEVSgtZzBgNKeJDwijZ6RmNlEpFUDkqqWvLan3C3VsnTzjX6+D5Z7WrS6f+YMf9XLDsW8cFj8tojJpYwWVxm0OBae50M3wd0zzlocZmDeXzYgQfBzrveXx6ilaG7facxXI5RuJt2+RIUtM0DcMwQD72ar3i7t27rI/WbDabET42xtJ3PVorXCV189LBzI+iI13nUWlJSh6toXKOl+7dw4cAaqqvLjD5KOBRkAMEnjTWZAWuzMzO11faQIKgDjGmC68pOWeYdK1v7JBNsDNMbTshb8BHqHVyxPNUl3wdGkZRkDg65lGJi0y8y+/XGIGlRxlN+SxdanxR7L1it9vw8I1HHN+pJNhYaRaNZd8pfG84ObFoBW0FVeOIGd1xzuIcDD5yto387u/9Dv/811/DJ4ghobWd+M7igynkwzFASRLV66RQ0YwQfEmLKKWFvJavoLjteAGNKQcvxLV5mdN8LJ+PvRAOGQ47zqc5kss/h95z8P0JnDasliuUMlirqdua2gnRSxnJUxgrkIpSCqKUFlg77fhVCOzOtqAS235P3VT0IfD4wQZjpEOP1ZoQe2EHJvB9/vKT5JErt+BL3/PlLOvmymu97vGnve7Q8zdO+NksQXaoRTlKLGaWcalXlMfiCL2WnbhAZPMDTvW6c9RidM5RomdlLMosed+XfA0xDVRNYpflA4sDu3P3DsPg2Ww2NE1DjInKOV795KucnZ+x2Wzpu36Un4wxsD5aj32OhXyGOOq+x1ppexh8RUrkkqeBxaKllI7M00DGmIswO5kXMXOuY0pF6xHCHtfOlLIqlwiCKH1Rzav0Rb6xwzateRPrV1FQjsstAsu4KopalzCL57W7s6YLAlnIcS6wq0vOOOMoRQksw71NfYRWFavVmtq1/NZv7QidonGRl15yhNQx9NC0K3qvUEERvCZhONtGFk1Nu2jZ7PY0i4rFXZvPOErdtFb53CSeLXnicmeqzEVIKoAepjQJRb0rZZi6bFgkH1xKT8t1yjsswrbWFC344vAvQvafXXshHPLcQVzHlL4OYn0aVH3hcaVIWP6d7/z3qZuW4BOPHp3y+PSUzdmOYe9Ztw3HJ8fUjc76qNIlqugDxwTaOoxVJA+Vqel3PSGC1ZbaWTCBfhhQUerlBg9hgCTIEM5VLJsV3/It30bjqifyw/NzLz9Pg5nnEdw8x/y0nxs7bCX6U3mHPdIQRuhW8mw6Q9dzMYsSHJbvUkp6cgOFlKaa5AIHa43WUopB6vnL3/P9LBYO5TVVXbNaLQkx0ntPHzy37tyisg6VFI2rMJXFVI5Hp6fiHGNkuWgxWlFXlu1mi7UGay19F7C6IgawrkbXFTZ6Aok+eoZgiNGz3W3RRpGiwhgni5KaREHI+eQxf5zlRWOcR2hT7lgpkwk5eaZrTSo56iDjSUo5D31D6jpsZpYPnchxUDZ6zJ6HeY65fCeTwtf0/UDhJCPRJTNFrxRHmDjJA0CBf2UuNG1CqZ5bd4/51KcesWqlvvn0USR2HleDdYnNWRD42w9UCtZtxcnRgKkMOu25f7IgDgN+SEQFBI/WCmtEslZZk1MuwhhPSRzqiECh82NytnLuiXFtzc5ZEkMXdsx5s5FGqVDR7xYN73FD+tn4Cq+wF8IhFztE2Lru+ct/X37N1c/LruijX/dt1KYloWiqmlKbp3Rgt93S1EtASTMJUq5ZU9jMjO1Ch1KGYfB4BupWZOeUDixWK/b7jhg8WxFCQs/0ECqrcbXjne98N+969xcCzBawi5HB5dKupzHN54L+h5CEy++/iZivsBncmmIc98VjKoUpJ5VSkRFU46JYIsXp9SX/lQ+fP6MwtGUXLk8ooOs6/r3v/Uvsuk2Wv4zEELBO4OeUpNvSbrulH3r2+47lcpFzytIR6nzziHv3j0nJMwwDVV3R9z3ee5arJc45TMpxVl3N7hWBtCV3LtdQHC9M4h5qBgOklGUNL91zhQw2jk0Zy/GtFxdKnXWtY5FkurEDlsj1GpTITxxzfnZ2S09djhgRnwmaLa/JSlS5H/cMi2RyQyXCnGcTCmyuee3Tb5CS4vGj10lBoytNwNM0ltWRY9XUbM4UbaNIIbDtPMuVIsQ9R6tj3nitx5gF55uOrlf0nUJFTSSiNehkUcqQhpDnjzS8kF7QtgDaT4wS0y03A/ul/hgElC7IgjxXuDxp+klmJIg9T3uhHPJVzuOQA7nscC6Snnji+Yt/y2sNNYvmNlpFfPLs+3N8GFBJoUzEOY21QpqpG0PXS0646wLJJ3QUUk/dVOikCMOAsZauH3j9jTdyqzqJlMv9I8iQrETLxZIPfeiP8sr9e2O0dGhzcfnvud1Et8/RyuYnZTgspSdv+BGmLnNrDIsvvEZ+M0bD88/InvyJ7/Kn/vsf5z/70f+Q9WpNzOVKhdxVHKQ0i2jG5/thwFrL+fmG1WrF2dk5d+/cAjTWGnbbHVoprLX4YcB7L00FtEYbJ44+pkzOkvwy5M5XWcDj4v148ZoKtF8uZSp3ml3yrKoixRLplDGcxvKm7OkqywzgVMhGajYHp+j44to5TBs+YCqFylD12MWpNGIoDqroROvsjKc2pGUlTWhQibqqZGOQAscnIump1JI+eB68PnD6aM/JETSNwTlBC7s+UNWJ8805XefZdwHjEn0YZE3UYGyFq2oRBEsBNXZPlAhfZOI9KZPQLkSyeb3XOfGsZ9uJAsLLoMk4xDSNQyKNLnpsKTWiAs/HXgiHfBVsehl+LY9dfn4O5V4HXR/6nL/zwz9JWy0lx0Vk150DaSSsWCeQyDAEtJGGADEqtBZ1LZUMi0VNQjR+rVNEFNEHfB8Z+ohKKpN1gCx+XtmKW8vbfOCrvprjxeLSxuHiNc///oxy5Tf2B7Li+FJK+DAIUzjvqs3MqZSmCQKx5ghjjtDkx1KSTmGJrGM9/kyOHUopkebPfMf3cnR0l22/peu2nJ89pq4bzs7ORxb3cr1i1+9JtdSGWAAAIABJREFUOQe73+2E5GUUtqmomgW/9LFfp+tlTltr2e52bDZbcXrWsB0GVPB05ztCbtOnI6SgQFtikBISYzQxxNE5m9y/OKVJEzkl+YyC1EhELUBoZBJjuOCoVXEi8560OuuA39hlE6RFmkdIMwUouWBVegSPylyiXEWOCKf1VI4ViyBIzjuP6I4qbn6qdS5zXZCQWYycgKT45Y/9P6RU4wfD0A8YlxiGnvsvH/N577iNrSq6fUTFyG5T0ThN9IqKFm0MVeXYnPfcPl5jUiQp6YqXQkIZi9EiIWu1ya61lGUBSPQscHtpOFHuw5TPu6Bck9hJgvE1CslJxxQulDaV2RuThzFP/3zshXDIcNjhPi23fDlavgzVXvfaYu9663s4OjqmMhUmaZRyvPHg00L0shUnx7dxRlMZjTZgqpzzA6qqYrPbStQQNT4q+sEzDFIXZ4ylH3KdXlLoJIxBoxXLZctHP/qv8VVf9hUcLZbj+RSI87qxmD/3mTjqp43FjV20cZwQ9rB0SMo501wHqTMErbJXGWUfmZz55aSTYqpnzp80vjbknssPHj3CpCU/+jd/mrYxKBM5OTkhBM/R0Xp0aLvdjldeeYWTWyfZASaOjtbEGHn9tdelSUoKvOf9b8MYjbUWElSVo+t60bh20ummqh3aGPqhR2uJqHPohUJKmoqGN0ztFfWMkFUi91IGdbl8qUzp8XduQSlDMaFdqiAHN/aEKfQlp6AoLQMlv5z7MKmYA4WBDMxSam1Vzolq5fI8tJAd9jw3XaLIvNpMQVBJ1ZAE7laRrt+QjGwU6rpCa3CN57VPPma77aSfcRcZwsAwdCybNX7vefNRx6OHvhQp8eprZ2jtqJslrrKgLbWpcMbkTmtFtjPm/5fUkUeqVxg3DiDzf9qMzCPdfE0oSFpaoOIvOGOB8OVV4qw9l1OKn017IRzyVY7h0OPXOZJnJTtdOiLL5UtY40hakaJnv9+BHzg5auj6DrQiWEXw8nprNbYy7HYdJEPfS1lJSJEQFfv9nm7o2Z731I1EGCklqbVEeh9/8bvfz9f+0a/l1u31hfObM03n13lIPOW63Pl113wTQT+bjZ2dKLkoNYYW3vsxUhASSBzfw/ieNDqosqgVR1Mcz1xaMqU0EpluHR+jlaYyLX/pe/4yEDnfnNO2LcMwYJ3DVRVt24q8pfd471ksFmw2W6y1VFVFilnPOvdE3u32cp4hXohSU0qiF+x9rq1myhnnDYbRsikR5vYkMDGfsyWKCqG0/it/P7nhnlvJMYdQctThZp5eYQJLpzEHeoEhXYDkVDKqKs8pkyNKUZKbouwyzlMThhJdTy5ryrzK9ompcRIJlRtVPHzwmCHsuHP/REisXaRtG0xlOO82tJVmtW453w588Zfc5jd+d88nfhucMlRoUhBBnMWiZr2u8DHhBw9KY6zCOodCYZXJmaE0ynkIcSsD6smj0jBDTieVMbnPwjiQZcONmpd5CXNd7teL97NoRXwORMiXIz642HZx/rrPhDF8HTEMZIr95N/5+xjlqJ0j5On3xoNHhBR55eV7KA22dNZUssD1fUAnqXk7P93S9wMv37sNaPqup9v3aKPo915UvTQiwqCgXSz4uj/+jXzJu7+IhaufuO5DueRDOfWnRbiHNi/Pkpe+MTGBZiOlycHYJELlukZkMZRp+mR6gRwcG51zUCrDZqnU4ubyoVGhK7e4U0jtr7a8+dpv8yM/9v0s1gbrHJvd2Zh71UrR9z1t07Df7YSSmBLJB6rKSTSsoe8VH/t/P0HXdYQhSS1mfm+MEYPBuBpdaayJhNgzpIgyufOrznC6YmyPKIv8hEzJY0LGssYgCmYxX+PsPk4SWWsUKaTxOor4jjGyKBpjRud8Y0/aSNRSUsYkuHEckQbZO6q8URTHO+WI9YwANSZkczSYRTFm2tgxhZlrllKhcg8Io1mEXs63D1GVZhgUXfCYyrA53RN9oj+PnPcdr7++J3jFa586I3Q9b31bSz94tI0YbTAqsGoj5483VJUjJTXWtoPH2KyUpSNj8wslTjclk9NBGrRl2jQWBEGuZ2L8F/Z/okS9Yy6eicRJkgg6g988T+jmhXHI1zmX6wha1xHADr33CYgXuLt6C9/3F3+AhV1SVw0xKZTTvP7a69RoVkdHGKdRSUk9ssrqXTYSerh754h2ueTs/ByjISaPNlIAX9bilMvomqbhnW/9Qr7lT3yUl++9jNb2wrleRWS7zp4FGZjn2p/2nhsTM1qP7RWLqRkUqzJEXVDpGLJ0wWycuTTOFzZbEhrnxQZAHFQ5fkoD9+6/ix/7T/8hgjQHumGLtoGuP6P3G0KMck5as1wuc2mTZbfb473HWo3SieXymLe9/RWaRQMYFosW5xwuRx37/Q7v/dRbOaUcdQ+Qc+RlcZvnFHWuMZ7PqxLpF+ivOOwQpBFHcdBkVHoUC8n/YsqO+qb94kGbmpOoHPHKb6XMbLqlHEWXUFaNiI34k+KIizbzrCPZWIOcHXiaan3ndc+pwL3IZvPhw9epbE3dymYreM3ZNvG4C5xuZG6s1omjWwuWR473vGeFMXtqp/BBEYZEv1d0Q8/JLUvodqCUIDM5jywIzIQqTX2Oi0ymlqg2ZQWxEhGrmQMum5N8/WWMRj556UlfsvNK4HABrg3w/Nj/L/SM/2zmOA8RxCYz/Ovf+hc4ObmH0YYYodt2xCRknju3jrDaZPKOdH9atIY0DNgFAh1ax8nJbXZ7T995+n2PHxKEXCeXIPjI7eNb/JGv+Trecu8+TY6O5+d3HRntqtc8bTNzkzP+/dvc8UrkVxwtE5RrzAh7hdylSI/Q9IxIE2ffQ/HzOWrUebHI4c4oEoI2rJq7nJycoHTEOcP5+TlVXaGNQaQ4FU1dY5044qLoZa2U5DnrWCxaHj96SAg9JBjGnsgG56Q2OZ8klXM4a7K4jR43ITHECW4fSWyTzdGny81NJNesyx4kj8PUVEZy7ZOAQ4hzGPbGLlrZFIE4oAJb5+5OiZxP1kyNIIqDKfnXRKnhLUdKeIQZXSJpJPrUc8Yxs2NFIqVZA0QfIXkePX6IquDR4w5TwdHasD4ydNtEXVfiaH2HD4HVomW5rmgqhdcBU1msW7IfEq6xCKu6xxgj2vAaIIIy0jwt54fl5DylfAtlIaVx8yKktUhKQ5bDFLJl2ZiMGvTIxleImLNSRxwpWRmj5zgvXwiHfAiiver3VTnSp0HVV30W5AUGx1/53r/B8XKFUpph6Om6ge1+j+8St+/ewVoYQhJoJ4jGKj1oldj1Pb/xm7/L8XELQWXZVYW1TqIeA+vFgne/6718+MP/EqvjxVg6UM5h/vvyNVwFVT8Ngn4avH3jqK82lXvzFkdRVKhUjooLgzhlbywvlZp1ySWXSCMf78J8LSIhmUySv4MSbUp0qLEKarfgR/6jH0VFIeFUdUM/eB4+fMRqvcT7nqapiCRO7pwQUmS5XBBCwFnH9nzH2dk5KSbe9paXiWkYo9KhH9AkrJMoyJmETprouzF6TjEy+GEWEUmu13tPzES3+RwquelSLVBkNOWxUvspxDgyqWvK92lCiNnJ3MzLwyZpj0SgSEfKvJqn+BJlQ1OoWaVuWaGJUc2g7qK4NVf0AlHEckif5FxqFeXYIedhVZEBVpq3vf3zUEajlEebxGpthKEfA9s+cHJcsdn29DuNdor9JtCujjnf9/TBs15ZbCXEwf2Q8Dl9g64xxlBZcaTJKNSFMZCNaWGJS4QcRLErbzxkXAxK2YwUlHFJszx7mW8F5leMW8QUEQY7iKb387EXwiFfBdFeB0FfgAV50kk9K1FMvkBhJf7LX/ttfNHnfzW1s1jXsNk8IqXI7ZNj9tse6wzSIS8y+Ei7XJEcbDY9Shnqqubjv/4J+h6ZxMB+O6CNwiXF+7/4A3zHv/Hn+Kqv+UoWbkEhDpTzmP++bFdtROas1EPXfNXmpoztVVH5jSGkD0TiscDSSpXFadJhvlgiMUWH5OdSduSl9GIkdpFzzMaMJUQxTqpCI0IM6HSfwBmJAWM0VeVYLpecPn6MMZqzszN83FM1ipPbC9GnDlHEQKqKuq7otppXX/0U62M3kqi6TvLIw+BRWjo++VDkNYcJBdATkQa4sJmENAqRFEdfnESME6lLkYkzasrD52HOx03juJYOUjd2yCZW/pxfIlYcb2LSnS5R8rTcj/AuZZxLuZM4uXFNIWSnrcZoGWbfnUpjZvkd7/x8lE8QNaaqUSbStoaqNizXii4rsSk7oFLFfkg8ePMxC9dy61aDT4FVo6icdMEbhkDSoHSibmqstTjjUFHmVYKsTV2i4JjR89zOE0XpUz6nZ5ZtipooYZS7UW43PT4mKXnJ1SdCnr9/yFnW19mzRL6XI+UyUZ/l/SUPIaCG5Sd+5KdZL9cClSjD+eMz9mcbtDbUTY2zCmMR1SQ/EFNk8J6+61ksGpzV1K0R4RAUUUHsE8vlgq//uj/B+977fm4fra6MbA85ycubkEMR8lXkrac9f2NXm8qSmdIEwRATkIksWolcoDjrOHO0OUeXisTqRAQzM0c9LaZIG8aURmeePz1H4YkQEgbL93/fD6DsG9SNovd7tIXV8RJloW4dTdOwWCzk3LQnqQFjE85pQhjwaWCzDdy79xLW5evQBpRE4q5qaRcijxljKSOMAhfO7qvdfjfmjss0mitxyUZFpBljLJCmbEgE0pdITRuTG19Mc3Vkr8fnS575/7dlt6Eu908v60PZyUmThGIlXSCvCzl3HHJAEiVlkgMJyZnOxj9JqVX5LmWDWup9xam///0foFnV7HZgdGKxbIQwiKOpFxK16ogfIudnA8YkYvCcnu0IyeJUoveeGHYEH3AuQtAYDdZZKmcxRmG1RiszysMmErIPdCQ0ESEuJsrtOOW6i4ymzG1V8kbjtSYKoU38gQxrHpuSV/+sfY9P2gvhkJ/NaV78+3IUXXbmh55/+mfOIHEUbXObFANRJfrQYZzhzsmKRMQPKRfCJ5yr0SjC0GGtZd9LScnQSS4nDBFNYrloeedb38XXfvgjvPzyyzSVY06dP0Q4O4QMzDcah3fHT47Z3JlfjqJvnPL1Nh+dEMIcBRzzvxeQBhhvdqVF2GKq4Jx9h1oWgpQXk5QSKctLljKjudPW2uBsy1d92Z/mv/xb/5gHj95ktVpgtB4FPkIUtu2Uu83ffZISLT8IjGit47c/8eoo2mGMJWSVL+/nNZZPbgKrqiKEwKJdjOIgfixXCjNYOl3MIY8DOT2utRlZ6z4TyUAUxOTx6Rxu7LJNwh+CRJQuTbPITcWcOrm4LpZxFYdaHJHkU0ukrGe9lkdik06URhNl31k2ADGJA3z0aI8fItXCELy0CT3d9tRO0e132EoIe661VC34XtZTYw0ET4oOjKILDlsrQkxgEypUWGuxzmCNCDgVlKrUTsvci6AmUqK0EdVj9ltGQCoMtLZM+vSFr1DEVkrZl2xa5hn7+Zg8D3shHPJlu87BHLLfD+x6ldNTWP63n/6/uHP7vqhrkXi8P0XllnLLY5FwW65qNudbjHYo6zg5XhJCZL8biFGRgiIMUGnDl3/pV/Dn/63v473vfS93jk4wuh7P+/I1PI3UdQiivuo4TyOCPW3T8rluJULU2YGOeac0ZwYDeXxL3bJiBidyKZ2CIvhcXHfpOyzkqREW1qVOORE0+L7j7/4X/wnHRw3GRmIcpM5dQne6rh9bLjZNw/HxET54QohUdZWhNkXfwRe++52E2NH3uwxdy6byV/7FP0PphLEOpRSPT0+JucXk1DqxwJmTbGh5vBC3gKy0pcY887iZSdNoFJPjT00qJBXwQi5PL4AFJBqUvsfSq3hyG3KrS+QqkWJE8rwTrK2LIMtsA6Zyad7UclDmackb6/E7z5Su5PNGNBHTwHK5pNt5tmcdt+/U7PaBymkeb/Y0tQFjsVXNa6/3NK0ianHODx71+KEnEai0pnIJIrRtjVYJVWnW6zWVq6UNZFSk8VoMCtmQoqST+DyHrjK3Qy5xSp1MhMJZg4ERwpcNiqIQvyagWxICf8gh66dFsdcRuS7/fRVUPXc+lx3chc9Eo2n5yR/7h9w5OWHoeobdju35GXVTM/QDSsF203F8vMLHgCLyydfeZLvbSp/aqIgqYQ28dOc+3/xNf5oPfPArOFktLuwsr4qCD53zdRH0oecO/Uz5vYt2U15yhanCwszlEzAmfsfId/weCns6fw+zZhTA6JzlsIXJGsdFUulpvmqts7POudoYwUue9nv+7R+kWS9JSaO1w3c9WkWWi4qq0lLLaSo22x2L1QmLakVFZLmqIDmUClSV5tc+9jvcu7umrjRD37NaNvhhw//9Kx9D23OEbat5/PAROW34xDwqOfXxnPNjztkcvUj9vVxOGlMAJQ9fYOlSgyzjNJVFxSvWhRtTJHxxv0z1xFD0nVNMOcILTO0GJ0W04owFRCmlT0JILI6sjL7WkyMXR5zVB1XJtWq0cqzXR9jK0a4cVrcYXRNDxFlLSIYYFfuhY7VqsdbStIp2oakry9mpaGHbSrM59ZydJpbtChLUVUNtLVWlQXmMLledUykRjHb5HDMjvGzmSv67PJfC9L6ci9fo8X4WFKdkxUv3p7zJjmr8+3nZC7ESPwtk/SyvueikniybmDut+W7/wvEUgOELXn4vX/alH6JyjsfbU7abc27dOqFunHAVTc4oBCXtGtdrjDIEL+xAg9Qc/6t/8jv4Ix/6MG9/+S1ZLP/wBmL+2Pz/V0HSl+06hGCe2zsUNd9EyNdYjoZLu8GyUy5Rc4GXS46q5JGnMZ4OpeYHLYDh7AUHN2iQ2d6glOX2yX3+5l/7cULYcefuEe2yxVrNbr9hc36OUgnvO9Zr4SncvnsbXTvatmYY/BidhhCJUeH9MJ6rMZU0UzFFItTTdd0Y9T7J09DjnPI+jD2hBfrmwvyaw+ghhNExSK/lea6SUUf+qg3k57qlxJjrZZx3eb1LZYM0ZUXHrlCqoDaiyyxjL+pdZIlIsbwRTeKoYoa4yW67cB9U2QwoJGrFobTHE9nvz/E+gIFm6fCpI4SORauIume1tpxtEp96fUu7gCHCru/QusIPA66CNx/s8rrlsK7GGoeNAiWrDAhIfCO5cDmnlO/HaazKHFNKWnpOZLcJIZioXmlMI1HGN/+p9EVE6HnYC+GQDy1EVz3+LNGi2EXk/zPJU4tpfvyHfgpXV2jlsJVENVVtaJ0oCe33Ag2GTkpAHj54IFM/gMXwjntv5es/8s28421vp23bvFO9uAAf+nIvO+XLNZ3X2dOu89C13uSSr7Ak0YDc42mKYhMjQSl7qlz7q7MzZoKjBbMG5lFyjjSybCYq1/gWmDtNS+3oQfN3FL3m8+5+EV/9lR/kjUcPSBa2YU+yirsv3cI5y3LZsNmecXb2kF2/YXXcsl61uFxrrLVmuVqy3Qx87dd+iBgC3nuGfmAYdrzx5u+BUtS1pFZCnIgwJqtwTY5AHKe15omN85MpFYmMp4hY2LolUknpIlJwMy8Pm+z59Bj5jtFu+TuVfG+RyhSgdT6aQooqjOGci6U4plL2w5RDzemaEpVfSCeM89bS1jUu1Wy3Az5EtJV1uK4rkorEpGnrBqWhauWeSiiMkxSf1l7unejwnScaw2J1xGLZ4Ic93bDL91AcfyQPrFGEEbofvUAeq6I9P55y2VhjL0S9AlXbcaMiSEA+Vj6ufo7z8oVwyMWehYB1CJo+BFVfl4t9mkktqcXQ8Ld+8Cdoa4urRQhk1RxhTMWirVkuG0IH2mpe//QbOGrSTtPUDR/+yj/GX/0rP8SXv++93L17n6aSMqfrrv1Zo+HD53w42j0EXc8fP/SeGxMreczLU0ZpkcPUeX81EQqBAm3lv0t3p5R/zxcMPYdqZ2SseTolTScjJSNaaki/98//MNWqYvBnuOYutavYdR3JQNSwWDQcH69pFzUkzdlZ5G1vu4ezUNkKH/Z03Z7/8+d/AWJHbWqsTlTVkp/53/9n6qaXz0yw3+5GNTHZmOgLc6cI+ZssFDJHdkrZV8nbFdlCeR0jFK71BF2nNPVPvrEnrTjYkieWB8VBj3MIyxg1qiyLmUq9camj1aNjUiipTaakCwqxbp7WS9mxFTKiRJpSq+/RKLyPKNPRWM1yNVDXmoePNyJeU1UsGsem27LZeGor3/n5WSShWaxrvLf0g+JsP7DreqxWHN86xhk4un1CUy8IsUhhalKyY/SulLrcSX7aD19YHwWmHuPhNIenJ7JYyqIn+ejjOD1Pt/lCOOSrorpDjz/NeVwXXR96/PAxyuA7PvLBb+W9X/RBNqdb8JF24Xjp/m2atqJt1vSbHW1d0W87zjdbMIkvfMe7+LPf/hf5wAe/kvVqhdUTVP0s9rTc8nVR73VjdxVMfmPXWN5hAwQfLubbJd025kRh+q7srJdvUQFiHmWTpTbnEWV5LP9fm0kKsTjBlBLoROVb/tsf/hn+6p/9TkL3mKA66sYKXJwSMQ6E5BmGjrZtqGrDgwcPuXfvNj7sCWFAa0VVV7zlrbdZriq2m0jfD7TNCucUzjmMEWWweFlXWpVrE2Wvaaym9EhRMNN6DocyQtpzCyFm2dB5l6gbO2RqzIsGUirw/7QhJOeY4VKgokT+sbw2pZJ/BtAoXepyR/8FSUqMUsy7zzEHLfdFcXip1Dory3Lp0AaO7ygGD8MA3X7g0aMO7xPHS4dWFbstWAuuFZWxh6c9D887tHMcH7cSGCk4Wp/Q1BUmKimjSlnRTgnxDCU8nhSnFpOqjEdCUICU8mZ3gqpTeUEegzhC22UTqcYxmNJVz3devhCz/rIzebrTvLj4PWtk+Syvu/h8Qqua/+pH/gEv3bnLvu8IXWR7vuNkdcT29JRqWeODpmkqiAqXLN/1F/4aX/nVX8NLd+9gjWPSnmW8zkMO9GkR/KFzv+yor7u+kjuff/ZNdHyNKdn9F9ha6cL+ncZNFqQMV6fp+7isgT2PdscbXqupsQRl0czRZS5LUhS97Di+NqGwVqNVxf/x83+f2u7odz19v+foaIm1hqqxxOCpapsXWc9isaTrOpbrOrOZNSEEXv3kQ97ylpdZrxtSSmy3HW+8+XsoJb2Nu76fUicld57SLPp68v4Vsk0a21GqjBIopXDOXoi+Uprpho/5SsZNzo1dtrKOaYGaVeloND2XoghmlMdkcorSlZQHTYTC4sSnyHn6DnLeZBIE0fNuR2qWwx0AODleY13ifBiI0VG3jqgV7bLmpfstwQ/s9z0hJPZdwveapm7RGo7XGkuAIdBv5XyTUayO1qyPjzFW4xlyOlyjUt6wlnx6bjjBuKmYr7spb0JKD+hJUpPCqlYFtA8jo7zc5RMbPc7+/uzbC+GQr7KDDmjUa73Ilr6KYf2sDu/w4wqSxuojfvbv/SJ1lWgXmnt3T3DacvrwnNBD27SEzrKoVvz1f/cH+aZv+Gbecv8ttK7A1Fef16HPvi66vTwuTxJtriaKfab56Bsr+VP5W+tMcinwsyqsYZ1v9EmFa/5b6xKJJFIMUF6XQ5FxycgrxtTI4SLjusDaRhlCTAQc3/3dP8N//bd/jv/uJ/5Hjo5rzvrH2CPR/l2tVqSUJO+mA8t1i7KK9dEx9+8es2wdwQfq5Qm/+Iu/xAfe9242+8f0Q+Rn//H/xHIheWeNRltFiAMxSq2ywHqzhRuVyVgSUQEYm7vvxCnCZ7aBnkqkUs7BkwlfeVNzM0cPWhrh6ihOK5Vc8rQuaD0fu7IZyiz5AjkTRii25J3FNdvJsY2dngoKNBG8SqZWukTlwINj/NZhcg9j3XXUOtHtt3ifWCwXRK+pakPloK0c1hqOFy2h88Ro2HeBqol0fU/dtNx/+T7r5RKrUp5b0n+5cCwkxy2Qe9GznhDRSVr0ws94zWXthBH+lxGkCKGgSt/zqS3j87IX2iEXu+CAcCOkfF1+9NB75zv5qxz0ZQcufxuMWvCf/+2f4mjd0lQNta1Yr4/wfcf2dE+lKz705R/h67/ho6yXKzRP9s286vyug9MPPT/PMV43Vtcd62mvvTHEOWbHGjKyUH4uM4DncpkwyyvHkiNWWSB/9t0pNdV2zh4r9cxa61EX+qr0jdKKpjZ85/d8O5VTLJqG2t7GZge6WrcsVo1IvmpP3VictfQG6uWCd3/BF7DdblHW8PO/8M9469Et3nL3No+2HUpb2nqFzZKa5RrHeZTKQihELTnfuTLUxK4m5Q5pTF2iYpQabyEI5Ug5N7SQsbuJkA9ZKduZHI044yf3L2n8mdYLEfEQ8Q/JO89JhHn2ymZr7ACVK3KVGREbhZaNacqvz0jHYnWPGBJnZ57ttsMuDG1TU9kKQ+Lhm1tCgEVT0zSKfb9h2G/oY4+rNCFp2iMDOhAGWDRL7ty6Te0qVCpBh5xHUon4/7H33uGaZWWB7+9da6cvnFRVXZ1oQIKIjmmcUeDq1cdxHMeAXh1HZwxgmstVxrkzRoygqJhxxGtAQFFERb06iD4qV1GRHCQ1NHSurlwnfmHHtd77x9pfOKdOdaim6QO9f/V8db5vx7XXXnu96w3r3WLaGA3fvmlPQGb1o/PB7KKvm8VzLPV9Mqs73w5upK2zWe7vVt606TMfyl7zSAjkKwVkHa7xXi5Q7y2o6zBt8YGaumkd+R9/41M5vnKM1ZUBO9sjTt++Bd4QJQMy2+PLn/41PPaGmxDiNln58hNyINzgCuc9KIAPE76zba6k5V7pujr/8QMjRFL7ueCYpem7LDCurWqRQxKBzNohQUg759vsVgRfrwZflXeLAJJ5pipddKTLCTOYCXMz04wiXvLLf8EnPPbzENdQT3dAHXFi8NpgrdLrJ+1LKGLycky/30eBuy+c47prT6BeqG3EVj5lmFUMs4rT596OjYU4Secm9JBNTJe0JT8fOMzM+TM/+cw9YsTsexRmAnlm+leKJT8SAAAgAElEQVQWAWHL0xUTu3g1accyuvTXzb9r+xKIxXPd+pPnft+Zv1TnGrHSzBWH1ijdBjgps2xdymJerjKbhwyz1ztKG/ioGD7/8/89111/LcePp6S9iGLiqYqSfAK7E09vNQ0zqH2DbyS85amd32uSlLpssJKGft5aBiurrK6uEKc2nA8Ic4khvKe4aYXpbGCxEKgzk/rCsuiX6oEgXNUhrbVgZq6eGatngxOd18zMxP3QiU3ptKSOjo6Ojo6HnyOhIXd0dHR0dDzS6QRyR0dHR0fHEaATyB0dHR0dHUeATiB3dHR0dHQcATqB3NHR0dHRcQToBHJHR0dHR8cRoBPIHR0dHR0dR4BOIHd0dHR0dBwBOoHc0dHR0dFxBOgEckdHR0dHxxGgE8gdHR0dHR1HgE4gd3R0dHR0HAE6gdzR0dHR0XEE6ARyR0dHR0fHEaATyB0dHR0dHUeATiB3dHR0dHQcATqB3NHR0dHRcQToBHJHR0dHR8cRoBPIHR0dHR0dR4BOIHd0dHR0dBwBOoHc0dHR0dFxBOgEckdHR0dHxxGgE8gdHR0dHR1HgE4gd3R0dHR0HAE6gdzR0dHR0XEE6ARyR0dHR0fHEaATyB0dHR0dHUeATiB3dHR0dHQcATqB/DGAiDxXRH734S5Hx0OPiHyeiNzzcJfjICLyOSJyy72s/y0Ref5HskwdARH5NRH54fb7kWw/Hy5E5OtE5K8f7nJcLQ9aIIvI60RkW0TSD0eBOjqOEh/N7VtEnikir/9InEtV/1FVn/SROFfHAhH5KxH5sUOWf7mInBORSFWfpao//nCU76FERB4rIioi0WyZqr5CVb/w4SzXg+FBCWQReSzwOYACT/8wlOfg8UVEOi2+42Gha98dHwX8FvANIiIHln8D8ApVbR6qEy8Lwo4PDw+2M/hG4E2ERvGM5RUi0hORnxeRu0RkV0ReLyK9dt1TROQNIrIjIu8Skc9b2u91IvITIvJPwBR43MGTisidIvI9IvJuEZmIyEtE5FoR+UsRGYnIa0VkY2n7p4vI+9rzvU5EnnzgWN/dHmtXRP5ARLJ23QkR+fN2vy0R+cdZB9ru9xwRubnVoF42269d/6Ui8s/tvm8QkU9ZWvd9InK6LestIvJv2uWfKSJvE5E9ETkvIr/QLr/MzNSe/wsOuyki8qp2dLwrIv8gIp+0tO63RORXROQ17fnfLCKPb9ddNuJs6+tb2+/PFJF/EpFfbK/rdhF5Wrv8lIhcEJFnXF6ij1oezvZ9xbZ1YNvvF5Hb2nt5s4j8H+3yJwO/BjxVRMYistMu/xIReWfbxk6JyHOXjjW7/88QkbtF5JKI/ODS+lREXigiZ9rPC6W1HBxsoyLy6SLyjrZcfwDsK//VPB8dh/KnwDHCwBEACX3flwIvb39f5i4QkR9o7++dIvJ1S8vnz3v7e5+VpW0f3yEiHwI+tLTsWSLyoba9/opIGCDIAXfawT6mPd/z2zYwFpFXi8hxEXlF20bfKmFgfBj/0P7dafd96hXKe7Vle2bbx41E5I7lenrIUNWr/gC3At8OfAZQA9curfsV4HXAjYAFngak7e9N4IsJA4J/2/6+pt3vdcDdwCcBERAfct47CR3lte3xLgDvAD69PcffAj/abvvxwKQ9Twx8b1vuZOlYbwFuIDTs9wPPatf9FKFTi9vP5wCytN97gZva/f4JeH677l+2Zfqs9tqf0W6fAk8CTgE3tNs+Fnh8+/2NwDe034fAU9rvnwfcc0gdfEH7/bnA7y6t+2ZgpT3fC4F/Xlr3W8AW8Jlt/b4C+P2lsigQLW3/OuBb2+/PBBrgm9rren57r36lPdcXAiNg+GDa1VH58PC27yu1rX1tAfhqQts1wNcQ2vr1S/fr9QeO/XnAJ7fbfwpwHviKA/f/xUAP+FSgBJ7crv8xwnN3ErgGeAPw4wfLBSTAXcB/Jzw3/6Gtvwf1fHSfK7bTFwO/ufT7/+TyZ365/TTAL7T1/bltm3nSUvv81qV997Whtn38Tdsue0vL/hxYBx4NXAS+qF33XPb3TbM2Fi2d71bg8cAacDPwQeALCM/Hy4GXXeG69x3rXsr7gMsGDIC9pXq5Hvikh/peXrWGLCKfDTwG+ENVfTtwG/Cf23WGIBT+m6qeVlWnqm9Q1RL4euAvVPUvVNWr6t8AbyN0YDN+S1Xfp6qNqtZXKMIvq+p5VT0N/CPwZlV9Z3uO/5cgnCF0Uq9R1b9pj/VzhM7maUvH+p+qekZVt4BXA5/WLq/bG/EYVa01+Ml0ab8Xqeqpdr+fAP5Tu/zbgF9X1Te31/7bhI7tKYAjPAifKCKxqt6pqrctne8JInJCVceq+qZ7vQlXQFVfqqqjti6eC3yqiKwtbfInqvoWDeasVyxd7/3hDlV9mao64A8IQuPHVLVU1b8GKuAJV1Puo8QRaN9Xalv7UNVXtW3Xq+ofELSWz7zSdanq61T1Pe327wZeSeiUl3mequaq+i7gXQTBDPB1hHt9QVUvAs8jmEYP8hSCIH5h+9z8EfDWpfVX+3x0HM5vA189s9AQLDu/fR/7/HD7zP498BrgPz6A8/2Uqm6par607AWquqOqdwN/xwPrU16mqrep6i7wl8Btqvratn96FYu+/Gq52rJ54F+ISE9Vz6rq+x5kOe6TB2Oyfgbw16p6qf39eyzMeicIJqrDHqTHEBrPzuwDfDZB8M04dT/Of37pe37I72H7/QbCaB0AVfXt8W9c2v7c0vfp0r4/Sxi9/XVruvj+A2VYLudd7bkgXON3HbjGmwij/luB/5sgKC+IyO+LyGy/byFo9B9oTTVfem8VcBgiYkXkBa0Zc4+geUC4J/d1vfeHg/WMql6p7j+aebjb95Xa1j5E5BuXTL87wL9g/70+uP1nicjfichFEdkFnnXI9ldqH/uepXsp1w3A6QOD1+X9rvb56DgEVX09QfP7chF5HPCvCe31Smyr6mTp9xXb1xU4rP1+OPuUD3d/8oDL1tbP1xCej7MSXHyf8CDLcZ9clUBuR2L/EfhcCb7KcwTz1KeKyKcCl4CCYIY4yCngd1R1fekzUNUXLG2jh+x3tZwhdACzsgvh4T99Xzu2WuZ3qerjgC8D/scBf9ZNS98f3Z4LwjX+xIFr7KvqK9vj/p6qzjQwBX66Xf4hVf1PBJPgTwN/JCIDgkmpv3QNlmAyPIz/DHw5weSzRjDDABwM+jiM2UPaX1p23f3Y72OKI9K+r9S2lsv5GIK58tnAcVVdJ5i6Z/f6sPP8HvC/gJtUdY3gkrk/bQMOPEtXKhdwFrhx5qtb2nbGVT0fHffKywma8TcQBpLn72XbjbZfmbF8H/f1NRz+/D+Q/vn+HO9qebBy4l7Lpqp/par/ljCY/gDhWXtIuVoN+SsIpqVPJKj/nwY8mWA6/sZWC30p8AsickOrtT1VQgDI7wJfJiL/rl2eSQgIedSDv5xD+UPgS0Tk34hIDHwXwTz2hvvaUULgyRPajmWPcM1uaZPvEJFHicgx4AcIJlwIN+5ZrTYiIjKQEEyzIiJPEpHPb+uiIIwAXXu+rxeRa9r622mP5Qg+law9Rgz8EMGsdxgr7fVtEhrbT96fSgJozZCnga9v7803c7jQ+VjnKLTvK7WtZQaETukigIh8E0FDnnEeeJSIJEvLVoAtVS1E5DNpzfD3k1cCPyQi14jICeBHCNd7kDcS/JTfKSKRiHwl+83oV/V8dNwrLycMwr+N+zZXAzxPRBIR+RxCANir2uX/DHyliPRF5AkEq92D4Z+B/11EHt26zZ7zII+3zEWCWfmywMj7yRXLJiFI+OntwKUExnwE2uHVCuRnEOz+d6vqudkHeBHwdRKi1L4beA/Bd7RFGOUaVT1F0OB+gFChp4DveRBluVdU9RaCX++XCZrNlwFfpqrV/dj9icBrCTfjjcD/o6qvW1r/e8BfA7e3n+e353wb4cF4EbBNMHs/s90nBV7QluUcQRv+gXbdFwHvE5Ex8EvA16pq0fpWvh34TYLAnABXmtz/coIJ6jQhQOKB+qG/jXA/NgmBR/c5cPkY5Ci070Pb1jKqejPw84S2eZ4QrPVPS5v8LfA+4JyIzEzv3w78mIiMCAL1Dx9AmZ5P8Ie/m3Dt77hCuSrgKwltfptg+vuTpfVX+3x0XAFVvZPwrA4IFpB74xyh3s8QYkiepaofaNf9IiEO5DxBsL/iQZbrbwiDyXcDbycEWH1YUNUpIb7in1rXx1M+jGUzBOXtDOH5/lzCs/OQMosY7niAiMidhGjE1z7cZen42KJrWx0dj0y6pAQdHR0dHR1HgE4gd3R0dHR0HAE6k3VHR0dHR8cRoNOQOzo6Ojo6jgBHIjm4PsxqelGPeNb3fQV3Xng/Re7JixzvwRiL946mUYqiZjBIWV9bY2d3m2H/GDt7e+T1iI3V6ynKbY6tn6DIC6IoZTzZZT3OKEbbkPR5wmP+Na94yV8SH9Ex0IE5ox3A3//j36rBAiDGtLN1F9Vk2p8KzKpPnSICsxa9aNoaNhYF9eFr+14JVcUYwfuwbZtoF3TRVpaPuVg4P2pbhlAO0dkxzfz8qoruO8bS7W4XSjjA/PzL+87Xz8uz+O6dwy+fRxXvffjtFeVAisB2GaqoglePth/nXNhXwavy1V/11V27PEDTNPe7v7TWUlUV4HG+xnuPkYhJOeVd73sHz/vZ72Xqcna2LnDjddeztXceVWU6nRAaWExeTEmTFFCiKELVksQ9ymqKtZZjG8c4ceIabr/jdgaDAbu7O4jAoL9Olg6xNiZKIvoK49EOt22doZf0SWO4/vrj3HbHHaj3nDh+DefOn+W6a29ANWJjfYNz58+yvr7BmTOnMcZwww3X4xpDXQn9fg9jDDt7Z4nTmKbwmFQoZEJSef7sf76akzc8AZtu3GcdPVAeqv7yaEqHjyDeN/zw8/47Z7fuYjp1eBXqpgTxNE0VOijjSLOEsqxZXzlBL1vl/KXTOFex3t/ANxOG6RraxKAxRTklSWKq2FKZjN3JiLe+7w1M8+m8o+o4+hhskHImCKp9wtgslhsxQRCKYG34boy0ArLddZkDx4IgyMIxDGBBzb599wtjbY8fVsr8XO1vMRhjDhz3XvoPEcSY8Fk66Wy/2TKFueDdv7sw/9fua+bHYr58XoZ9RdF9i0JdmkU1dVw180HiLE+yRMRxBNqwt7vJzR98DyZxjCZ7pHHC1u42k3xKUeSsrm5QNw11UyIIURThvcf7cNyqCVkz4zihKAve/4GbOXnyJHVd0ev1AZm3vUgssVMGcUid4L2nKHOGw1WKMke9oSqVLOsTx5bRaI88n3DhwgVWV9fY3d0hjhNEhMlkQlHkRFFEXVcURU6/36NuGpqmIUlSYs1I4j5//g9/ib8PCXc1wvih5BEtkL33iB9x9z3vZjqtsSbDuQZrY5I4xVqDMYA2OCmY5jXT8YjJdMqgv0YcR6hCL8uI44yirBlPJqRJRtNU5FVOFSfUUcpw5Tjnzl6Yd5QdHx0E4WqXfrfCeGn9PmVz/95tpyhBaBrlMJkkS0IdPVwKLQsnabVXYVEWkf1/D34HwRizNFA4cJ570blUdT6IEDMTluHavPdz7XzfcfSwMhwQ8m25wuYCGGgFcqiLK5ep474REYqiaC0cBohQVXbH27zvfe/irts/yDBNePxjnsDq2nGqsiGNM8REFI1j4iOaBupGqaqGqnaI2ND+vJIkCc415EXB9dffwNbWFtecOIn3wdKRZRnj8ZislxElMY957GOJrCVLM7zzlGWFc8r62jqNc5w/fx5jYxDBuQZF2NraIs9zvHckcUocZcRxgteaqi5QKqqq4fj6CZIspilrfOFZHR7jDW/6O0Y7dyPMlCAFjrZC9AiWDh5jPA6YujG5y6mqHSJrEKCuHU3j8c5Qt40yjvo4Fay1iCjOF6RRhK8EVzkm+UXEVEymY5J4AE4Rn7Paj1ldc/zpn7+KcT1+uC+8434iYoL2uCRElwWKMWau/Rkx4WPMXDucabFBaOrCpNxqmwc10CCkgvY723emdYfyLGmeXK7FzoV/aw5XBRsliIkQa+da7GxQOCurMQZjzWXHmp9/NiCRRR14Qtd2mWCfCXvx7WDWz7Xk5fIuY8TM1wd0fqyOq0dVieMYay3hXTAN3sXcdcfd/MPr/4K3v/vv8XZAXdYURUGSJkQ2pXFKVTZQNayvrbO+toaqsrqy1roXwv1pmoaqqkiTFOccx44d49z5s6gqj3/cE8jSjKapmZQ5F8oxN992C1kcc3J9g+tOHkfVc/HCLptb26RpSlU58DGuEayNEfE419Dr9Th+/ATHj90ARGRZRr8fARVIQ5ZFjPZ2qeuKsiwQEaZlycVml5/99Z9ib3Qe5wsQ17ZLg7X2yGnH8IgWyAZVg7U9jptrsXmJtQmNa4ijFGMsWbpOXpSgMU3TIAiKYo1SNyXrKyeZllNq7/BAEqeoeqyJqOoc5yqMiYiiHl4t7//AzbijPUDruALGyFxowZKZ9gpCLAi9g9rqfnNu8OfN9mnPY4MmjWgwiRvBtwIq7Lc43rIWuSjL7Iy632w+09blcKE4M2suH3tu8kSxIsyuaFlxXZR/2d8dyqWqrTn9cq38Miu+ubxMHQ+emU9eJMaYBLTmrrvex22nbmG4tkLtKja3zhNFhjRNyPMCIaGX9jGq7Ozssjca4VpXW5qk7fGE0Whv3o6dc2xuXiKJexw/dpLd3TFRFHHs2Bp5uce03EGi0B7uuedutre3aZqGY8eO473HGkvd1JRVSRzHVFVFWZYkSYKIoSxLmsbjGphMcoqipq49qsLxYydJs4wkSWkah/eOuqqZes+b3v8uLowvtq5CBY3n5V1u80eFR7BApjWNZfzGb/wux9IN8IL3DWVd4FwNUjEc9EFqsjSlasbs7m2RZQlxlNA0iooQJykqSlHWNA0UZYkxll42pCgKptOGO++4xPFjJ4ltct8F6zgSLGuqRham2tn3Kwm3Vo/cpxEbI5eZmIOmvOgQlty3QPAbB2uxzM3UC6G5ONVBs/l8/+USCYBBsOHvIabtZdO5OUQ4LmvzBw6MLlkAqqraJ7lV9TLfs0Lrt5Z9QV/36e/ueEDMB1USBJB4x20f+gA7013i3oDd0SWiGEbjbcbjPfr9AWmakecFWRIHQZ1Y4ihYUhoX0jmvrKxw4sRJ1tbWKcpgFq8rR1XVbG/tYU2KSIK1ll6WYBHKskSswUYRcRzjvWMymVBVNY1ryNIMAcaTMf3+gKIsKKsKCEGCxjbYCAa9FdCU9bXjjPYmjCcTiryirmuSJMbaiFQsztfE8ZRT97yLOPKgluUHRVVx7milSX9EC2TnSoriPM/8lv/Ahb2zVOoAizWWKLKoVnhfkqV9Ihy9XgzGk8R9jFhqV2KIKYo9jHiqukTEYCxYE1M3oWMaTbZx3vPJn/zx2KgTyB81LPtFZb9pdaYhM9MOhX3m6pnZeKYpW2ORJd+zWTZpt8fYFxxmDNa0WunMSWsWH23dzdbYtkyyKJ8IYs2+8wFzgXlQs5+Xp72OhawPy2YmawX0gCXAaRhS6OwECkmcwFyfDtdlrZ3X3ezY4aC6pGUvVfiSmbvj6miaBuccdV0jalFv2J2OeP9d7yRb7TOZTkhswt5oAlicC4OpMp9icESxIrbGa9P6dR22bd97e3sUZU5e5BiRVhimiFFs5BETBgDWpmTxkGMk9OOEM1ubpFk2nwHgXMPKyhDnGuIoQ4HVlVUmkzHqPU1Ts7qyxspwhZ3dbfq9IXVdMRj0mEzGxImlLHPSNJtr1nVdUTcOX8B4uscv/8ZPsjM5PPX/UTNbP2IFsveeptzhm7/x6Xxw9F7KOOgP3nuqOqeuS0SSMPVJc4yBNE6JIstosjuf2uF9wfFjK2xun0e9pa4bXFNRVSWT6YRHXf9o+v2ILKt4yW//Ehcu3H5VkdaKRzU0coenoaDBz315iyO6y5Z0XB1iWjPxzOxqFr5ekWXBG7YL05BmgVtLvmeZ/9cuN4TWFoRWOwloHm8sWFQluF9n2qvZLwgPBgfOhajMAq+WBO88EMtwmIybab1hKtKsrEHge8ARLEHMBiFLmH0XOb9EZn5yCHWi3oe6YWm7KzBXpjt5fNXMpr2JCGkapizZyPGud7+FD936fu45fTfjyZjd3V1EhSiywVVCg6rDuYpH3Xgj3ivWRBRFSd3UFGURTMzWYkxQXoaDIWVVUjdjVEuyLMZrg7VCEiekSUaWDdjc3aMoJq1vucF5Px80WBuBeJI4YWd3h7Is8T60m0ubF1GU9fVVdnZ2WtN0TZKmDAZDRqM9ijzHuYa6aZhMJlzaPUddVPga9iYj7j71oeBDXuIoWmMesQJZREj6q6ycPEZdO9SmIQAFJYn7xHFKUZR477DGkiZ9imrC+Qvb8466qgocNaP8PF4NRd1gbIaNBa8OBbZ3t8LoL0vZK8/xjre/C+fNvrma941HmKIyRaWgrsZMR7sUk23qagchx1AQus9gknwE39oPMzoPhloWsmEN+7Ta/QJzIYCNMWEa00wIL80F3tcfLNmhl03VQasNy2da8KzDDbstBLTMzquCsVEQtKpzoTzfjqXIbpbOdYhWbWZa/EEJqTMhv7RGl/dd6vDm17K0noX5e1HHs4Mccr6O+4VzjiiKaJpm/jsMiyps5MinE6qy5Pz5c4gYojhMszMGnC+JY0GM4867TnHdtddT1TXGhHYU2YiNjQ289yRxzDSfsDfaI7IW5z2qlqpSrKRYG6K6i6LAmBAIO52GaVULDTkISVVlMh0v5qFLcO/EcRI037Jkb2+XtTbAbPYcRDaiKArKqsQ75hq8iRTvCozJKH3JW9/zjxjvQ3tugyS9XwSoHRUesb22oniEZ3/Td5L5iDQKk91VG0QsxsTYSAhv2ovZ2Z0w6G+g6ullCSKWKIqJ4gaRiGnu0AYSa+hnA6o6R4C6qcjSAYhQa81b3vFGGl88wNIavM+Y1sKl0TZnL53mtlO3c9tdp9gdl1QNVM5TNVOqZoxnilLg/dHyj3z0MTNLc9Bp22rFh/tuWQqwWgRz6eXCb/7btAJvoRGHSP59KvZcG52bnZcE2lwzbbcTsxDay8JamGn6y1corXDdX4YrsSgH+3zgYRTRCtqljm75eJd7kmffdH6sg4K744ExmzO8PwDR4pznppseTV1BkeeICHk+IYoM03zcKgnBUpIkWZsEhNaFAqo1zjm2d7ZJswznPFmacfz4iWAWx+AdOKdMJgVVVaEocRISg2AErEVaF4h3rrWeKHEUgq3KqiSOUtR7TGtOrqoK5z2DwZCmaTAmJs1SympKUYYkTlEUrsW5hiQJ12qtaU3Yjre+5c04bUIyGr/U7o6YQD4SmboeFtqgk4//5Kfwpy/7//iqZ3whI3MRpEfjClSlzRYUtI/BoEfjJmQ9mFkLRQx1ZRjtFZSVkkZKkjak0RrChH6vz3i6Q2wTrE0pfcnb3/tm4jhZFGCJoBc4wOFxKJamcYzHm+R+m+957n/j9MW7cX7MeOTYGW1xYuMYzofJ+KnNaOoQIIHCIFrh1a98O30zhOgRO/Z6EASBt4iYvjxj1Wy0vizgZtvNMr3NgrNmgrrdsz1WHLa1tNmqgqkcZh3HAT1x5vNtNVltTcyzjnM+nepAOedZu5Z9s/Oi6Dzj17Kd3fsKY+K5Rr6/ZmYmbl2c1xjwPkSFt2WYB6FxIICN1h/NItvYLHBtUfdHq7P8aGA20Ata6eyZ9zS+ZDwa8Za3vRUzHCBVQePCzJHptGB1dZWiyMnSHnmxR9N4RJQLF84y6K9SVfXcEuOco6nr+aCxrmsAiqJibXWIkYgoiinygv5gQJEXxLZmUuSMJzkrsZClPRChLAtiIipXU5SOBOit9Ngd5fSjmDRNGQ5XqKqK6XTKoB9RjCvKWhCjlGVJv9fHq6c/SCirKaqONLYkScR4UiAMqJoKE4F6AXXMGv9yMOFR4BHbS/tqTLN3gbf+3Wt511vfz3O+82cQjcnzBiMJjXOIKI3LAY+ox6uhbIYoMZXbI0oEVYc1MWkKNoF+f42tnV0aFyauJ1GGiqUod7HE3H3qg1Q+R6RZSPaW4Ee0eB9hXIpXxzs/+Pc88398OV//7C/mjrNvI01hZ3eP0XSTplEm0ylV3TAa7bE12uPi3iaVKjv5iDPjM3zJ13wav/+/XoLzoxA53nG/UdV9Y6a5eRoJs5IQrIR568Ftr61gWcwbnpmvlz/L06IWWjRzv3T4Lpf5r2cZuZYJU4w8hoy6bogTg1UT/LVLc0ZDIhHZv98S1tgls7LMBfjMD724HhbfES4TmVfyyy0NWIK//XLz930s6Gi5L9+nakjasfy7LEvO3H07//TG17Ny/BhpmpGl2Xy76aQguEoMzglNLUR2gGBZW92gKCqcCwNGRWlcQ1EWDPoDIASQRVGEMSGrl7VCf9BHABtZ8gLWN1ZADWkkuKYJGrIqNR5nLD5SKlFGk12iKAxUoyje1yabJmi+od9lroWPRiPAMhisIhLhnKGX9fBe8T48V6PRLqLgDsx0mNXRUcii+IjVkL/7u7+GsrjExfE5nF/h7gvnKKsSNT2KoiJNe3itiGzGJJ+Q2gSvhsim4A29dMg0nzDoH2cyKTGmYTjI2N3bZVqO6PeGlOWENB0gbfalNMkwmqDewxWC+zyewu9QNzW71QV+/ld+nL1qh53RDv10hdP3XKKslX5/BSMNzhtEIiqXI5KDxOTTaQgIMoYmrfjFV/wAr/qTF/MHv/Ma4JqPXCV/lBM0AAO+HTvpTOCGutU2F/NCSBm0jUOYsV/rmwnC/VOXZlm35tu0PmBabVkPCCdpQ6wFC2bK5t4mr/n7n2Waj5lsX8P3fsePYzWkGtSmQAnul3CyRZkWnbpcdg4Ips99GbdaDXtZWT54fSwNYg5aEhY/9p9nNv1r4S8Pgw/XTdo/FJEQ8XxvQtn7AQMAACAASURBVPnguqLIee/N7+TsubuJ45iNjQ3G4zFVVWKtJUoyJtNdjDFk6QpxlFDVOV4tu7sjVldWyctJiI2ZmX0FxpMJURSxsrLCeDwmiuLFtECFxjcYY4gloikLxDmuv26NO+7aDueNIhTL7niMxxDHBu8dAq1gN+R5TlVVrK6soBoGpc7X9HoJfsdT1w11U1NVNZNJzWCwSp7njPZK1lauJU4idke7rK328Q2Xtb+ZH/vgc/FwaM6PUIHccMf4FJdG29QCk+ldSJZQuZjIeqIoYTwZkSSGleEx6sbR+BITCXhHkUdEYujHA4rGkxdjNtbWSBPLdFqTRBlllTPsr1PWBdOipJ9l7I52uWZ1FUxKiIaOgKb9WFyt3HbuLfzIC76L7VGOjSL29nZAlF46ZHtni71RzaA3pKnDZPrG1ZgoBptS1SVxJIg44sRiTcR4MiKKDOfLu3j6130Jf/57b8SoA+mmX90XQWOdTVFavKghaMDK/mQYEJJx2NZ/NxPQM/PY3Ci8fIaFr5mZRrp/XvKyJul9GzlrPY13/OFrfpW777yFenieSeWhmmKjTZ77m9/EWnwN07wgi+F7/69fxZUOJJoLv2V8sC0HX6GEAJ9bbn0bj3/ip8zjv42z8yhsxbVLdT5IYS6wg94882V7DS+PaGcyzTOD7vPj+cUgJpQvpGY0crSmpBwVlv3DV2IW0BV2UE6dvZu3vPfN7BU7+MhS1Q11XbURzpbGFaRp1mqKDqdhTnFkg4iIYkvfZExbi1y2muG8oywL0nSVqJ1b7FwD2tBP+1y8dJHrrruOoihIY2W6NWYt61NPCtIkovHgmoamLsnamId+ktDv98nznDhOQjugx6CfUZQ5aQrj6U7QeMcOMYa6rsKAIc9RVcaTMY+56THUvmY02SFqGlazG5mWJVlUY7Wdxqe6P1aD+46feKh5xJmsVZXGjxmVd1D4MZFCL05BK9LEkcQxVVViJCNLh5TVdhiRekMkMcbXnNnaRi14K0TWsLGekaWWyWRM43Ka2hPZmN3RNt6XRFaxNiLLeijLGtRMA4hp8Lzu7X/Gj/zkczi3fZGd0SXGkx0Qh2pNVVXE8Qr93oAkiQjzBsN0gd3xDtbGDPtrgGLa6Ma6yVldOUYvW0NMxCi/SFk76Dq6+4Vcpg2aJSG87J+dmaJbAd5+V/WIGKLItqn6llNrHoxwXpi4Z/OXl6OoZ3OTg3kaJKn5wJnXcq6+jc3dhsm4Ii8c01oZV2NydpEs51R+B6dO33WfEcshSYei3rK590GyIYtpSgomUdQ2eFstfNT3csy5lrEUzBYqdKF5zIO/lm3hs+s9JMai475ZzrbmJfQvkVjuvutObv7AzWSDAWVdMFxdJU1SsixrhWmy0JajiDiKQw53AU9Dno9D1HMS1o/GI6yxGGOYTKfzNJ2TyZj2JjMYDKjrGm2zHPbSHhsrfbY3G5AoPB+EvNXeNaRxRFkVqEK/P2BlZQVjLVEcnqFjG9dQVxXj8YhZIGRVlogIURQzHA6J44Tjx44zmb2tyhiSOGVj/ThxZPFm/5TQ2cDlMDfAwyGcH3ECOWimSpatIRox03TU1yGohpIk6YEq03yMEFOWBf3eOlUdkSUbeB/Mz1BT1jv0ej1Gkx1q71CJmVQV3pk21N8y6Kc4NyWKhGmxi/oC5xu8N8HHgeHmW9/Ji176Asb1LsakWCs0TUHjKkSU0XiP3d0dlJqQ41XbAIuaNElwrqZxNVHUmiq95/jGSYqiCDm5VYhSz3i6g17JXt5xGYuMVYf7b5cf2sWbnsJjFUVBu1DV1r828xsvorRnUdjLwl5F8Ut67CwSOkw/snhSfvmlP8h4OqFoUwXmeUllbBvhWqHaY3tvj6ZR/vjVLwbifX7cw7QCVUNlprz81T/KH//VH3LXqdso/IT33PE2Xviy7yFKevhKiETBKLRviGK+//6gLb8vNeHCTD+fbtWa/pdWt3VuZrK74wEyM2c75zDYeR1ubp3l/OY5Llw8R1PlnDt7lu3dkL6yKAomk5Dq0jlHVVXkRR6i8VWJbBhcenU85qbHYq0lTWJoA1BXBhtEZsjKYB0xMMl3GU8mIaq6TRRjbIxWDcc3juMlPBvqlbIsgr9YQ3BYHCXt7BClriuyLKOuS8aTXZIkoihLnPNtDghPvz8IWb2Kgq2tTaqqZHPzEt576rqm3+tj04j33PEedJpSjHOsCbUyy2f9cGvFyzziTNYi4FxDZFboZQlNPUI0Iooj4iSEyRflDsYmRGaFui6JIogTh2oU5tBpmFPX6/WIrGUy3aNxDjUZ09yQZj1ObJxkd7xFWe3RH/SJooQ0Sqga5b3vvZlPftKTEVOyNT7FD//493HP5s1IHFNMC2rnsDKg8QV5PgplsAM0rRj0hmyPL5GlQ2iCYI5sQpb2GU8v0jjPtSdO4jUmL8YYYymrEhvF0Cj5tIa1h/sufBQhCwEx95e2GbRUF69hnL1veCacDPtNi03j9gngZQG1rIUbYw9EIy/5aEXwccWLXvrTnB99kCTdYKvZJjJh4FBPGsZMiY3l1MW7SBNL4hsuje/EmSmW3v5jt9djJUIF+quOH3nhs9gcn2MYbfHiP3s2o6KkqsOg8L8+/ymcSJ/Ed37LCxgOjpHEhqryrdlaFn712fE1RHeHeaXhQkPE+X7fsIiACWZsEcG1c/iPUkf50cR8oKiK+gik5NbbP8ConDBWx7Hjx0gSIUvWKMu6zbkfU1Ylg/6AqgqJP3wbxAVClg1w3nHm7HmKomQ4CNOepvmULC0oy4KTJ0/S1MLJk+HNUY0vEdMnNSmT8UVcZNjKRwyOrVNVQbOVtn1kWQIC/X5/PhfZmGB1TJKUazeu5867P0TpC1zmGFVbmBqMiUiSHt57hoM1Gj+L+C64du1aLl48h/Yzbnr0Tdx15r08/nGfRe3D8znzHR+lbF2PMA05mCciO6QoahonlKWnqivQhMj0SZMew8EKkTU0fhxMjnaFfKo0rmQw6HH9yQFrK2ugA7xLUY2JTAJOKYsxkfFs7pxjNNljbfUaJtM96rrAiJAmhtvvvJOxXOIZz/4ivvE7/x13XnwHGhma2lFWBd435OUORblHv58y6K+jKjgHVe0xJqKuCvrZkH4vo3E5VV0golx/7XWtOSfBiA2vMVPFKFS5sLG6cR/Gy44ZoswD8ubq5UyhW0ruEf5fCgRhIXhn05OWX9kIywFdi2X7tpnHYDXgLJXznN+7xM+85HncM3oL08qzM7pIZmMmxZRaoHIFG4M1NlY3iGzK3ngP0lWquOKW2/45mAjN/vIGd0xDYyb80u/8EBfH56kaS13HFCVM84a66VOSUPoeF6bv44Uv/a8YC3W1fEWtt1kWL7sLFunL81Nf9iKK/YfZZ67veODM4x00AhUaKbiwew6NKxDPdLxFU+1RFGNUaSOaF/nEQzRzM7fqiBjyIieOYuI45lE33khRVjSNB4SiHOG0YDKZsLZ6jOmkZDqdYozgXQNiaFzJWBzn93apqop+fxC0cBHSLLwnOU1SVldXGQ5X6Pf67Rzimiztc+vtt9I0Na6paWqH84qNI7x66roKAwivNHVNWYYcDHVdc+LENRw/fpKmVi5s3o4Rh2lfQ3kU29nRKs1VoyzSRbr20xzymW2uNFWDbzzD4TF6vSFrKxsg0DhAlDg2ISVcPcZaqOua6bRmbzTlws4OVVlDEzSfJM5I0xBolSVKbASvBf1ezGi8jWss3hvKeopJGt77wdfzlV/3Ody5+R7K0uDqHk0hVFWNsTHeV1hJwmvITEpe5Iwne0zzkjyfBI3EGIaD1dbs7RkOE06euBHXGNSnNI2hcTVNUxNFMa7JuWb90fTTHl1azfvHzLR8MKp44etdCLeF33Nhap1tF3zMwbSr6Dyb1mw6k4kMJjKt71jmU52Cdp4RJcqLX/nT/OofP5szF95A3x6jLBz93oBIDFo7LBBHMY1rQkeHITIZ+VjZLrd42Z++aK41LVy6gsFi05pf/I3v4vSlD1GUDvUJExrURBTO46wS+QHTIqcgZuzO8asv/VFiW/HWN/19e6HLJvbLOTil5DCT+bLf+KglbDjazDLzhTqeDYKcLxEz5cy523n9m17HaFoR97IQ1IXirWCikM3NCAwHK/O0mFVVztPBeu/Ish5VVZEkCVXZcHzjJK5RIptS1yXehSCxY8dO0LgpYmq2t6bUdY3zk5CquCiJEstgMKAsSlTD285C4g+HV8/Ozk7IzFW356oqzl84h2vaSGinDKI+kUlxDXjnaVyD9544jkiShCiKw3ld3Wr5gjUJ5y+doamCb1lE5mbvo8THiECucFpS1lPKOmc83WNnd5ut7U3qpmQhpINg9XicF6xNGY9HoJAXEyIbMeivElmLsRIaYhKRJBk2qsiyhLop8XXC7ngL10yxUY01EaoNSZzQywy9XoaQoT7GaERsUtKoz7C/wrveuMkLfu5XOX9xjM17+MqhmlPVkzaYzFCUTej8qgKv4aUVqpZ+NiCOTciX4Bu29y4RS8ljr/84fBmjainrgrLeY3U1JYl7pFlGL82I7QpPfuJTMZHjY+a2P8QspkHAZR7Ntg9UaadCtdtbYzESXv5Aq13Mkw8YwUbBZxUCvEJMtc5NubOEIjPhbBBpkBg2p7dw/syEvBmy6c6QJQOKcYP4mNWVDfJmihdH2dRgLB7FG+j3V4npMdUtnE7wTsC4EAktEZv1Wb7rBU/n9O7tTCeWplFqJ+R5RVFUiGRUlQ8vETAhUjzHc2rzH3npK57D05722furRBWZ+Y5nkdWHTB+Z1cmsQ5xNdQracxhcHzRtd1wJDzQoDU1Tt/mhgyB8+1tfx+/8/m9Sm5J+T5jmUyZVSSGQ1zVOHRaL8bNUkiHQKUlTECGO4naaU3i/dVnm9Hoxq6t9nvjEx9HvZ3hvAEvZvle53+9T1xVNXZGkyfwdykXeMOyvUeQlp8+ewRjL8ePXkKUZJ45fQ7/XZ3V1je3tLYbDFS5cvNAK2KAJl1WJcyCNIZaEJO4xGAxADWWZM55eonElPWv5uMc9ntFojPNw+vQZqqrilX/xSlxUhaBIWc4HsEBV2dnZedgE9ZH2IS8e5NBRFZMxeT2iVss1w2spLSS+5OzmKfIix0aCsco73/lmPnj7h9jYOMm/+pf/Gx//xE8iJiVpX/3l8Fx/7aO4/Z57qKsakRAVaC24Jg+mGm8ZjXdZW13HNY4oShFN8KkjMqtU9ZRYenhvcE1F05QoNSuDa7jj1CbXrMd4qVGFOBZcXVJdMDR7wBA09NgoirWCd44oTijKPATuqKdpHKIRVV2SpUOqumR1ZZ2dvQvYCNbW+rgioioLBr0VdqYXSeKMKLI0dY3zNf1+nyxO8SXccP1jQA9/wUDH4SwHYsHlJtaFT5gggKws+Y6DRjpL8q9Ls59mR7HLx43M0gCgPb9EeF8zzmtq8TgFWwwwVohiYTIdY5MIawSwcx9tWZbUrmZ7coE0MRiBn/n1H+X7n/VzGAyFNvzdW17Na9/0StQIaXyc7dE5+r01iqKibjxGFe/CvICsTdCg2mBcTOUteRVROwuzDGPMq2E+ftkf2LXwmR+c73lYCFfnQr6/eJCgbUY2oq49IhH5uOKWm2/hb177OvrDVbTy1NoQGVBviaIEVOgNeuR5HlJXlgXOO+IoJokTxuMRURSmy2XZEPVgJGVzc4c4ieeD1qapqSuPkV3WN/pkvYyycIxGI9ZWBjjXUJaetY2Mi5fO8OibbuTixUuMJyOMMSRJQl1VbG5d4obrb2R3d4fhYEjThARLgkWdJ0n6TPMpsW+I45g4Tmmahn6/R16WWOvwWrN58TxGYm679VZW19bY2d3h0R835Oyl23nsddcvggkPoKqsr69/hO/fgiMskCsQg2JRSib5Ns/7+e/nbe95PdN8hxf96G/zrz7ji3nrm1/Lj7/ke8nLAmsjrHGcu3gPlVOmZc16ch0Dc4yfeO7P89TPeApxFGFx3H33bXgiwM/NulEUgzgm012ydMjqyjrWWJzkVNUUkYam8ZRum2G/hzUGozGlm9Lv9/GTKZvbWySRYaW/gsezlW9hfINNjnH6njFiEnr9CmsLkF3qRkj8CnUtOC2oqvBCi0meo16om5A5rKymGBE2d0IHu7F+Aq+O3AlogaiQJAnqHU0TXiOZJAlJHPZdHz6WG6+7iS4d4f3n0KCiw6cTM3vJAnpgjug8XHhholbvF38JmknUvgjCOwcyy4EVXDFxZGmaAvUNVoTpeJs4GxLFMT0TMykmIIKrLYjDmBpVSxxbbASFr4ixXJyeIorC3Oif+rUf4WL+bgwRabKKcw3ON0ynJVhL0QgZliSxjCclNrUU5TQky0kzVgYZX/u1z8IYoWlmU5VYCsbShZBeqo8Q9LUQxkYMXlvT4dIbodQvclt33Bfh5SWqoEZAKuoKPvTBW7jn0i1cHJ0lXVtFtMFXY7RpGPRXEAlTPIuibKdVxmRZj9FoF2cMeT4lioIZOE1TirzC2pSi8Nz0qMeTFyPSNOL22+8gjiOEhMFgwGi0S55PQWOMMezt7WGjiCSBtbUhZ882nD1zHq+eNI1b/2/DtBhz3bXXceHCOZIko6pKmqZpI6YrbBQRRWH6qPcOFHb3RsRx6LtNBc7VTMWzd+E01x4/SZQo4/ElGp2wOW14zV/9Cd/xzKdxJa3k4fYpH2GBnLDnL7G5dZZXvfJ3ecu7/45Tl+4ir0b00j7vueVWPvXTS7wv2RpdYDwdBe1PG8oqxdgMtObiaIe9eMyzf+TrOblyE8/9oRfwiU94Et47dsa7AESx4n2JjVww1yQJxijqoSinrKysUJQNkRng3B5iemS9FarKtfPvIkQa0n7MaFKTxEojFc43rGZ9inJCUU24OClwJ1IGJ2OSzFKblChOcFhqnYC3eF+Rl2MkTnGlRX0I1oqiFGs9UaTceP2jmU7zkN4uClGFzjtEHIgSRRkiMb00RfwEN1KOP+bR3HD9o8K0qW7a0wNGZ37jVk7OhW5YsRhxL/uSZ1mr5hHaAIs5uMtvXpoFQBkb3mLjvMdImBrivZLGqwzFM56OgrC2hmkxIRKLktL4hhhwxuF9ijEllpg4jqAyWByVc/i05Dk/8e3s+ntoGqVxyjQvcF5ojMUKNE2NV49TwYkjy/pMpmPSJEKMRX3FtYPHs5I8Cq+zt04FK5N3/tApSzOz54x5xHqYHzWvO2Z5tU037+nqCBnOyrrgjnvezx1n7uDkddexm0/AGkTC9LeiqLnmmg3Ont1jOFyhKPJ59q/BYIj3nqIsSOKEJEnI8ym9bIWy8Fx78lom4zFlXbEyXOPjn/gJnD57O1VVs7e3w/r6CtaGCGk1wrGNE1w8dQfDlQG3fPD9pGkaoqdTG9rWOOfYsQFFkbO9vcXa2jrOeUbjkmk+IUt77RRCaYPFQnsbDlew1nDx4gV6vR5iIpzx9FcGjCZTVOvwEY9rCuK0x/mts9R1Tpz0H+4bdShHSiB7lDKfMJ6c5duf802c2no/jQsmLmsSetGQ3fGI9WzANRvH2b74AX7upT9IWTdAwqC/znh8iV5U02jC3niPXtyjKKekacxdm7fw7B94BpPRHo+/4SZuO73JseFN7IzOc/yaiMm0Iosz4iiiasoQ6DAc4pzHWGWa7xDZPsbG1HVOZAfUfow10DQVrhJ6aUJeVuzu7ZKmMZHtUdUrjKcTjl0HvaxmdS1hmK2jLsJjqWtPHGWMRnuUVUGWrrKbT3A1BMXBYEzBjTfcSF3V7OyOcK5BsAyHK9RNRZpkFNUoTK9KQw5Xay2Tcc31Jz6FT//Up/Fxj3s8eNu5kO8niwjhg9ryctRwEMj75tvOtWjBt4EreDA27OPb7FbW2LnfVGdTg5i9/Sb4zUSUykFVGArvUY2p1NEU01CO2OAbT4zFx0qiDiLIolXKegouAQ2pBTU+z3/54S/EmhWmTY61KVjBxgPKoqHWhmTmxxZDL0nZKfbwWjMcrjJcX+fCzjke2380X/TUZ/L7f/Rivuar/gtIyMS1/JYpMSZo+1weoLU8lWsmBHSfz07nQTcdh7Pf3L/A+5DBr66Ff/7Ae3nXrbeQZCkbq+skvYyti5f4/9l78xhL17y+7/Os73K2Wrp677vNzJ2VYYZlZmAymAw2HoKDLAyyMDEQAbEFBsdsclBMEhaRhQAhjgxJhCGWFSV2zB+WQpwQJVhICMtObGcyYGaYuXfm9l5dy1ne7dnyx/Oeqrr39h1D2Jqkf61qdZ06VX30nree3/ZdTpcPsaXm7t271PUk6xnEQEwDQmRk9tDnRBZjJIQsT0lqsbaiaZfMZ3N0p3AuYAvNdLrD4cNHKKM5OclymjHYvFO+dMDeYpd/9vGPU9YFttDYchclYVLPODneMHSS+fQqWhmOTx6B7PMIXpvxjOtZrZYYa5Cj4txyeTpamyq6dkBKhQ+J5eEpdW0ZnCN4kEoRfKIbHJ946f9i8KcYW/IkHoRP1CtKQbDu7/KNf+kjnLj7+KgxeoZRMzbNwEt37pKi5e7hA/72f/ef8q3f+ed4cHKfoc+uS13XYEXB9cvPEtwGLSDEASnyjkSQvTOXruf2nU/zrqtXWR0+YHMK7RqUsAwuV2ApZq9OKQqWyyVa1uzsLJjOJCkdUZURq3qqYkYMkhgsKXikDGhbMq0XCLINmqehD4HprGQ2qSnkDC0sXb+mbVv6oWcYHD4EvItsmgYhQnZM6TuUilw+2Ge1OqHrB1LqqWuLLRk5yoa+b5nUC7ZYVWtKwuBJveXy/nO8+fkX2Z2WIM1jrrx/zGNPYxvnqOmRczwKd+THQKRs5ECM4+ias6+p7Fs3griyslFRWLTRI4I1kl6D9hSjqYSS6gylXZgS77PjjtYGNwTc4HDOIXXeIZsIEx+xMeJcQCtDs2lohxVRSZTYI4kKoQQiaPIfWG42DMOKlASdGxhcj9WKk/USqzTWapJRnBweMlMVS3ePH/+bf4WXHv3v/OIv/fcIIjKdJ9mU0pkD0KsWweOU4LVWi2dJ5TEa10/j8fHZEMJd29NsOl65+woJj1YCbTTr0xVKSZQqAUFVlVRVlcFzKf9MN+SudCupWVUVq9USrTVaK4aho2kajo4eYYzBe0+KsLPY5/Ll68TUYyzENDCZ1Mx0iULipaAsBUon+r7l2Vu3ODo65u6929R1SWEtSim6vmV//xJWl7kJK6ZolfX/66qmLOoz3rAQgqLIamMhBNwwsFMtqI3Ftz3D0I2IcY+xAqUlTXeM80sST6Y17ROVkAe15Nv/nW+EquL+/UNEUCxXK9bNBucis50FQhhMMecTh6/wm4/u4cUMUvYnFkIz37nJZ+7dI0nL5f1rXDu4gTWGSbEghEDXtUyqGYNz7M2vYTVcP5hwvGxYrwNKTuhdi9YWYyyny0PUqOfad46m6UipZjI9QOtLNG1HPwwkIkkEUhqILvsSayNBeGqt2J8VVGWNMjVBGB6cntB7qMqKR8eHDL4nBkVMWdC/sHO0SeztLLh15TKuCVhRUiiDtZOsU2xnSKnGHYol+oQ1JUprIGCN5PLem3jh+Xdw8+ZNCvtUv/p3FLk1zjz1Vz18PpaGc8Wtkak0KrTJDIYZu+nsWpO74ix8MI5609glSsHP/vyPo/RWOU5kFSESWmq+7IN/EoSgiQ6lFY7AED0uePrBY3XF/s511sbSpYTHM4TEEAKSAoIlxoTRBf3gQahMB1GW0lTUpqSQmhg1AoUfvW6lVHmU7mFvvkfoA42rOJWBo6bhzsM7iCTOzN4F59rfwJlm9ZlM5usu8bnD1Hkhozin8jyN18YWNLhVgst8+bw9SQIcik3fEJ1nWs7Y272GUQX9kPXxpTrXJ8hKWZrr12/kqUhVZ7bJZEqKiZOTU3Z2dnPC8wNVlYFcxlpOTrKm9MPDhwx94NLeZZ5//rkstdm1lPUUYuB4eURwnv3dPW7evEVKio997DcRaMqy5NatWzRtQ13VWJu7aqUqpChomzDuog1GV2hluXQpG+R0fUfXdzjvxsRc0/Yb2q5DSnWmXjib7SFliXMBnzoeHN4eEfyvltF8EuKJGFk71/NXf+Av8E9/61eIqqDre7QseXj0iL3dSxyfHpLiuf9q1zSIyQxEpBscViakKvBtx6G7T+scVTXleHmXvfkV0tGG4faSyTssaj6n3TTIquDXPvXrKFUw3+9Zx4p7DzckenZ3piBzDW9MwRYE6vwAZE7b8ckhMuaKLSXo+g2CCqUC01qScMTgabuOqpTMZ3uQFN5Hjk7vUJgaIQ33Dz/D/t4Bh8f3ia6gdz3zmaSWK67cusLh6SOUKLFVTUoD2hiatmU22aHrGsqyputarLFsRR6Ey5Ste4eP+Ne+5F/nC77gfdy8dTNrIT+N33ZsAUllUT4ezAXnCl3jc9MFmUvI1nOQNYG13I6h5bgbJmMIQgYV/pk/+w187098DSIkfACVbvDh9/1x3vqOd/ILv/S3MgXF96w2K6zSRAFG54IsxsSDwwegI5GAiAmtDDImKimBgJIlhbGkKIjK4oYeo3PH7jpH7zwxhby7TgkXHBNbU8qaajrhdNXhTY3brNjf22Mxn/MXv+nbGPoLiGly3j2jjMl8PWKM54YUnD3pnBI2jq2lEIT4+sT9NM5jW+x478/Q+5kKmVXkolb85kv/AlMI9g9mbJqWojDU9YTlcokUAj+qYfmxOFyt1gyDo/MeKTWrzQq0QCE5vHfI5WtXxq5SsFjMADmisnuqcoLRlhADKSne+uK72Jwc8Zsf/WdcuXGdqpygZcGv/9Z9/O17GCsgacqipConrFarjKge/Zmn0ylNs6YoDfXkEn3fc/ngGkoqPv2Zl0lk3exaTDKvXiU27RJrDM57tLbYoqSe1Bwfn+KGAakC07ICqfnlX/kfedNzX5RXLU9Y0fdEJGRpel65+1ECLa7z+VAT7UNuBQAAIABJREFUEmvyy5tNdrIqjJSs10eUtiaRnXWcd/ihY2JrpFAIKTP1Rxlm9RyXHL1IqH2IpSG5gJcJheb5m9dw3nH7wb0z6oX3nI3VMnYmc3uFUHjfo7XG+0AIGoSn6z1KKrSqON2ccOXgJl2/YhgiRlsQgqqYkKJhuVqC8MwmezjXY5RG1jusVqeURcGy6ymsYlLD1YMDur5DMkPpSOdWGF3TO4c2We/VGMvQ9RRFjTEGlzbUtkAoiyBRX34rb33u3Tx78wY7ZfYtfdztl9BPmVCPjRHElRekFx89//djxqoCMihL6Ux7UhIz+rv64EkxkEYAUwghy0uGwKy+xtHqlOAGpLb08QF/55f/OfIfFvSsaNeRPg6UykJMpBCJ0iFkovMepS1aKjqX8Y3lxCBlZDbdY7U+IQXNpmnxeHyKaClp+o6UApG8r67rrJCklEIKzqZD3aql65ZIrSmLhFWSg+oq0VsEDsj0rK2b1OstGV89oj4Hub0+nqKrP3s8Tv0McqIOKTI0Aw/u3eOVh3fAdJAMPkb6ziEEZ5rVSuUVSts2GbkcEi4mEANCgO8S0/kEFxPHJw8xumY23eHkZEVZFoStn7FzSCFJXWI2m7NebZjPZrzn899L7yP37z5gOllQFDNCvxxrMU+IgaLI4+YhDexN91BKUdcVfd/D4Bl6z97uJfquZ7U+ZHA9VW3pOneGPxAo6mpCXZccHx+B2Hb+iq5rR9+BRHO0Yq0rXrr7Mv3QUJXzJ+7ceyLKg9ALEJrBeXzYsGmPGHyb96Cuo2mWGWg1NEBCn4mM5zdFGUtPIJV23Btolutj3KCwckqoIvqZXXwy+CgwyqKF4tHxIX3n2aw8papQRqGtpA/DqPEqaLoe5zJvOCVFigLoyZMUTwgDg++BxGSiGNwJMFCXJYjsoytkYhjWaC3PxpAQcalHyESIPSl6TGUoi8TNK1d5eHzI6SoLOHgPdbnAmqxZrUblpywwkUdIwzCAl7T9QPSOo4ePeP7W23nhhefY2905++V7XDw9/t4otjvRx31l2zKfd3lb2cyYEkpmQX6t9cjT9KPMnxuVunKiljLbKiZA06OtgZBIgwMMrZMjMKVEKYORhkJbkosUUuL9gEhZwD/JDA7T2iKlZL1Z44MfqXQJT2JwQy5KvWNnZw+tFGVl8p6OQNu2yK3AyXiPZZs9h5WaQil8SpRqwTd8zXcQvSEfI+f744vJIgEhJdJ2NH12Bc9H1BcFQp4KdP2/iyQZCzSB84l7D+4BGQxL0rghIkQctcXTSDXK92OeauQC0lblqN4lUQhOVhuSFqPhA5wuT5hOJyiVJzNSShbzOWVVjudQT1lUrJqe0zawbjxCaJpVx/FyzdYI3hrD9Ws3MEYznU5z0h0cAkHfd1hr2NvboygKjo+PxjG2oiorNpsNKcF0OmOrh22Moes6tBFYa0gJNpsOKWG+mLB/6RKL8hJN4/jky59EmyfTUeyJSMgZgl6gZEnjGmyhcKGl9xsav6KuS3y/xmiF1lnhaHAdVTkd0ZghW3jFgDF5V5KX/5G2O2FSFQQ6QmqJosPHvH/rwsAyLtk7qLFi4NKsBO/AOULwDK6DBNoIYnQkfKZHqYpKCehOEDKiVRb/sMZml6bQQdL0/RohsmxnxBNjh9GWts/ybc4l+sFTFlOKQnDtoODSQc0rD46JTLCVQui8S8xqXYmu7/FOEoNCYJEq4kNDUVgUBm0tp4cbvvhdf5r3v/eP89Y3v8ikKD/r9X/SqsQnJy6kj3EkKBKjR6scAV6v/o6tHGD+t2BwGfQSEwy9hyTYAqq99yM1KnvQ9hGsKcAaWp/YLFv84GiSR0uF0pqJKTNfWUu8AF1XBG+I3p6DqqIfu5dcECACVhd41xCjZ71ZQTA8OHxIDIFmdYpsj7NBvCrOCk+pZ2y6QNtHvHREkZOr1lM+9J6PMCufQwqHRCJEOku4KZ53yG903G276Iud9HYydbGLfhqvj8ddlzPgYQKlBffu3ebBg7sQDZKazabD2IKUEtbacQ+dufN1VeOc421veztN29EOjiFGZKEpkqTsM/8YETCFYNMennkPl2WJVIoUc3dclRV936KUJgbBK/fuUpQTkhsggjGK2WzG/v4Bq/UxTdPhHUA8s3503qG1IMSOxWKGlIajo0d4Hxicp+t7JpOaqqqYTXeYTWdMpzOaZkNRZMqqUpqEQmtD06wJPrByHc6XpN4hSeT0J3iSdslPREIOIfHM9WdRCXZ3Duh6h/MDCU9ynsVsB4/D+QZr7VjpiXFvCloZ6mpKTIkQHJu2yVW9XyNl3jcYbc+qfW0sSEkQCRl6EgOpLtmbL7i0uI6iZLVp6foG53sEESETgjiO01vKUqKMGW0UPV2/pnMtMXmu79/k3S++iWltaKJj0+SKTqpE260oi5qu7xmGDW7IphM3ru1SlxNCkBRGUxWWFCHF7NGstSKEAaMFxoIPG3xsMl80Qjf0uDhQCMl73valvPXN7+XNL7zIbD4hqc++mXh67P32Ytsxnk0aXqOqlce1mdYUUzoDNCVGVGyK+fAapTLz3jSDu6zR/Oqv/TKb9X2GIRuv10VBjB6TTJYn1IYgNX0ELSXzekFyW/qURCcQqcCrxKyeoAuLI/Jos0Jbg9aawlZoXSClpiqmxAAHu1eoZjsooTDGZulYIfPoUkaEShipqEyBEYqpVHz5h76OeAGdv50OZGGQV1Ob+CyJ9Yyr/Tpq1OsfexqfPYTI2IWytBTWsljMaNsOF9Y439D3HV3Xn3GOlcqrkr7vKIoC7xxiC46XkkIq9vZ2UMaSUsR7jxSKoY/s7uyOZ3HmixtrsTavZdq2JfjAerNm8I4+BpbrhkllSCnStS1N04zNlcQN+XuG0evYWsvgBrSRdH3Lzs6c3d29UVpzwnw2QUrBZt1SV7vMZjuQMpByGDwxwu7uDk2zAQLOBZzzxGFgtVkSRnDl1oo3D2eeiFT4ZLwKrTU/+Nf+Y65dOUBJi9KCSVXwjmde5M3Xn6EQkauXrqKUADwhtly7coluOCExEFMW9Age1puWwkzou0ihFwjpKYuSED2lrUgpIAikODApKmKSWFNBCgx09KknCsMQJvSDQMoslAACKRXRR3rnuHt/RecjKQVCDEihqIsFfQjs1juktuPS5AATDW6ArneARApN260xJv/SVHVgvujp+8T9h/cJHlwI9EN7ph7m3EBpq3zobtG6SmG1wZhMF1BSURaG40drXnj2nbzlzW/j5o0b1FWFfjLe5j+yIUZO8as5n69OFlIqzjUjtzrMEVIkjf6uWcgrjGPq8TlCkNKGH/yJb+NnfuEH2Jk+ixY28499j1KStt3Qdg1uGLIjznSOVJrTdo3rBiIDIbYIPMIHNAUugI8SnySBxHJ1mlXmBo9SlpQE/eBJSNqu4XQTKFQW9d8CsIahySsXItNqgjUWowxX5ldQcZotR7lQdEDejV+8dqO29cXk+rodvOD1SXssbp7G7zyEhGvXrvPw4cMsk9pvzlDw2ySaBY0MQmZkdQiBo+MjiGCBUmWP4vlsQd/7fN5Yy/3797l65QZHx0copWjbFmNyol0tV6xWK1JKLFdLHh4+RApJ4wZ8dFSFxfsMIgshKwquVsuM0xk61utlbqp8IoTEnTu3adoT7j/8NNPpHG0M08mc6WTG0Hvm8x2UgrIw3L5zG0i0bU9hJ8ym8xGDlGmDR8eHEPJqp+07QoKYQmbHjFOrJyGemJPaFjPe/+JHmNCzN9/Du45P3/0Udx894vaD20znM6qRbzYM0HYDkNWprAWpWopyoLAJqTxlGcdkrFEajLY03ZLCZtk1o80IxrIjtSPSDy3BOwpbkQFeec+gVJXFO8wUpSpCyIeH9x7nAkZPkaLC+0CpZ/zzl/5vPvrSJzjaOPpes24CVk0p7IQQMs1lOpUU1cBbX3wTxihOTjZU5QSlBFrJscrVSJm7qqZbI4Ucxzom73TGnU1WdZI0a8Wf+OCf58Mf+pO8/a1v4crBZaQ/3889jd9h5DYN4Ix7HNkaQeTOII9nGf1b8y51q0edUafpbIecYiTEiHf+XDQjRnyY8n3f9uMcVFf4zP3byGKKSAYlypHykYDATjUD5+nWa4aYaGJASoOUAk1BKUEUBYmIFBHlPIVzmJBH6VmnHarSgBwyLiIIVs0SIRLeJ0SMFEZRGtiZLtBCo0VB71tSHLi1c5Pv/pafJNCOXcbY5b5mbxxHbuurYpwMbM0GeO1YWlx83tN0/EbxOEBXLockpICxkevXr6OUpGmP2WzWhBDO/H+NsWMSBT1yerU2GG343M/5HGzS+Landz137n4arRUxBpqm4blnXuDBgyPKMq/Brly5Ql2WpCGbP3RDg/eR4+NjylLhhxP2KljGnsYnyrKGlO0dh6FnZ2eH3q9x3jEMAw8e3Of+/Xu0TUdhZ6xXjuAFxuiM1lYVO4tr3Lj+AlJI5ouSpjulKLIVpBR5ned8PNNRV0pTVSXP3LrFrN4hiJqmP4WkiSGbmTwpBJQn5GWAEJpv/87vQ1tFch2TYkqICWFqbFnzyp3fYrNxxJj1dYehZXCOGLO+dNsNbJo1B5cuo9SAkAEfMn80BJ9R2UJhTZkPyODphhYpJWpMyCBwPktX1oXiuRvP4nzEuQ1GS5puTRcikUQXeurJDpf2rpCSx4VVfi1hjbQ1py7yaNORgqeuDC40xOgoa8mkFkwK0Ebyyp37HJ20JNFjrKcoYTYrkTIrzUi5VabRJCTDkKUvtS6z+YRSKAX3H5zwwfd8JZ/zzvdy/cYN9nYPsEqDfrXn5+MOuu0v6tN4XGQ08NYX+dzrOH92/nceU589dpGLu00+crRzvLAnzbveAdD8sS/4UxTljLY9RBmDLapRyc1hg2cTW4JKzCY1OnlmyqCUpNCWKCNBSIKM+DjQdI4kJFEqtC1g9MgOXkGyFNTIFJhNS6QsRu5v7oS26Nmm7ZEy4cOG9WpJ6Uu+51v+Q0iKLQ9s+4ctM4ELCeOz7EK24/1zUZA8uk7pKcb6dxUjr/3G9VuUpeXk9CEgzkRlIDcSSqkRPFUwDH0GRfUdjx7dp1tneURrTKY2DV1GUitYNyvatqG2BZPJhK7vwQWIEaszyCuEbAgxDD0xwWy2oG071ssN61Ves2mtqao6j9H7NavVKTEGirJEKY1znmbTkaLg2pWbpBQpyyxkUhYlwSdsYYHE4eHh2CRJEIqilBwe3kdKD0LQ9y3GZGR52/U0q61hRm5Utr+nTdO8rnn5gy4Mn5iELNEoMWWnuMVMaeazPWxZYaxiCJ7eQbakg35oMEajtUWrmqZbEmNACM3J8pCYItPJlMXConWiLmc07RIpFf2wwRhLaWti9Djf4XxPUVSI8XJ0/ZqqUIToctcgcrWF1GghKKRERSANNO0JoDC6II48vLbrCF7iXByR1YLCGrq+pTAqS7x5h5I1XZ/BEVJaSDUxVLjB4J0n+IB3HiEUMaQRHJSLCaWyEIrEIOn5svd/Ne999xfxtre8k8qK7PDzmLLvcYCQrfLN03h9bLvdDNaSo8ZUHHnqF3550/gcKc+TFGOnOF7yPK6L436WszEiCIKPfOVHvhbXnWJMXmsMrstmEBhUPcX5vAfzbce83iEBTjhOmhVWRwzgxtfkk6SoZ7gAbR8ZvCSmLETifUBikQTaZolA4r3DGk1hCyDhQ8go2lGAwlQL3ve5H8YFgcRD8HljLPIOPA4SrXqODh8B8YxJQNru28/vxTdyznoav/14w0SRciG4v3+JGCO2yIBQKWVmYpBGAGxOcN5FlMz+wVIqbGF4+7tfRFtIRKqqprAFUuaCbj5bcOXyZaTWuG5AJ8Gj4yNESKPQSM+mOSVrSGdKn3eBaT0hRkgpT/m895ycHNE0DV23JKVA2426/UpRlpbdvSlvetOzTKdT+lWLGALCdYTulFoKFuWUoQsZnS1kBoMpnbnRdQGIfE8XFik1t2/fZzK7xKX9Aw4fPCIhX3Utq6p63Zm5LZwvMgF+P+OJ4CEDRBySkp/9yb/Ln/sLX45SpxwfJ4a0Qsr8RmZHEkldzLLqjCrwPksESpntxIKHwsoslSkddT1jMk3MGkOKgqbb0A89ZVETk6eyU7b2YZCYThasN6c41xFjTV3NCL7JaO4gEcGjTUHwLUIYrJH0vaAqd0nplISg6xJD1yGUop5lkRAXHIJIcGvKomDVOrQSSKGxRYVSFoEZnZoCdTk5oyNoWRCVIKWIkoIQPEoVeX9iak4fJd77tvfzjhffxbXLB+ztzLnQrD2N301cuIbxgpNTSuPqU2Zg1hbckrmRvIbGc94FpgRBRBi75JiydKYQAhEK9uc3qRYTbt/5JM7lsbKQipO2oRJZac3rhG9bJAkrJU5LdrQlNiccYVGiQEqH7zZoIUhSolJAyx6XFEFCbTraIWBtSdvmg7DzIN2Gqqwyy2AYSMnlXVs44k9/xdehxBwfOkQJgcinXv44v/i//j1Wm9us1/f4jm/+CVLKWIfgHEH2CAQhBV4HSef8MDxDCY8HoBQyf8/T+G3G9tpm9HTw0DUdngDC0/cZEd33PWoEFmanrX7EpUikEDSbnr7LeBxBIJm8a/YhP3ZysuTywVW0MZTa0G2anNhjZIhupMi1hJSTI0nw6OgRwQlMIXAp0AmFDwEdoB+y7eNkAim0IBQuRoIL0OcJ0u7iMtM6i4BIKVFKI6JkuTqhcR1916G05tL+AWEsJE9PH+TrEAJSChbzHZbrHi+yNsR8Ome9aZlU5yYTb1QgCiHOOM+/3/HEJGRJkVcgxR7/xU/9D/zl7/9apDrCh4Q2GiUrSgVupIhIafFjkpvoHRbljMPhNpUxuJS/vtwEUj9w+uCUclESArzphRe5//AzZB6oxbvtAesxpqDrN0gpqYosRlKYGdpM8NExcEyUkaM19L2mKkqi74hKEsOALRTHa8/6WCJLqGUihgFVlBRacuv6gnuHJzR9R4waXRRopc/Q4VJmIJAxBa0bMiJcG4ZhiVIaHx1WVQhZ45ynbe7yjnd+FR/4yFfwxz705VzZn1GWuTLMRu9P43cT5wIW+SBIaTSCGLvQBKPeuTwfs27RximRRDpTqdpyP1OMxFElKRsxMKL4swHFd3/Tj/IDf/2bkeyS0iF1NWG1OWKGRgjoksP5gJIGIbOWsBECaQv2p1d59OgRKEg+qzFBQkWPtPasS9bOE2Sgadc4kUjSoqXASkEUmq7v0EqNrISE1gZlr/NdP/r19MkxqXfRWtINLd3QZlBMiGjT8mM/+x0oozBCMq8KZibx3rd/Pe9595eQHJn+NxYvXLi+F0fe2yT9tIP+HUSSJBGRaIyQaKPQcsKmbVHGsZhOcS5LTGZ95yEjmTV03YaymBIjKDVB68RsOqft1zjncMOAVgVDHyisYlFPiT4giGilGBS46EmDoLCWNbnAdINjNpsTO1j2DZ2RGCLdMDCxmaYXYkDJrGFdFlWmUhUFJ6enzGeXqKsJzjmmdVbLk9JSFJahW1NXJeXE0rurWQe760gpcfjoAYKEkJEYoarmHB4eMp/vUVQVXia0KSgr9S9lO23PgD+oKeITdGqPUoNCsbu4wee/+8M8f/MqV+e7LMop0m+4enCTWb3D4CJ93+TuUZUoJZjYmnc98z4kBqun9K5DSU0kUlYznAv0/cDLn/kEbdty/epNJhNBElnIQ4oJKTn6PvsPd8MGY1R2UFI661ArjRSGmPJOZr3e0PVrUorE5JCi4PCoQXiNVSWFKajritIIbt3a4c79zKUzuqKwehxxZs3VvI9TaFUSQ8L3DjzopM8kButyytAntPDMq5I/9aXfzoc/+NV83ns+wJXL84yafHqI/Z7Fdje6RViff/5Zv2kcccUzAwCBQElJGMVBEpwn421uGv1/L89uMNd7hNgQY2DoPbVd4ERBbRRWS5SxDEHSO4HAkkLgZHlK7wY0nHnIaqXG/0MSA6AUCE/bnLDqWoyZIJzACJ3lFFPEu46UPEoJrE3MygpUojQTNg4EFZtuYNM6hiGghSL4BjQI5kQsXa85WXoePNrwyr17/Mo//vv8l3/rh0hSkLDjDvqcDnbh0r2Gl/x0m/y4eLw63JaDnsFd1hr8IElxqwueVddCCGccYmMMWumzZCZVQsiOshLcvHkDJQuIArDsLC5jS8PuYsHQ9WcYgKHvz8ZFp8tHnJwcASLT53SRGSyA7/PrUyKvQVwYqX1VTVXVGG3y2sRm+UspJVoVxBCRSuLGIrbvevo+EI0gKThZLplMpiilmU5naK3YWqIqnd3wBtdirKTrl2iZ8H4gRYEQmab12e6zP+jz9AlKyOchKfi2b/0e9qorVFYhhEdIwcnyEYnAbDJhMd9lUk3xoaMNHZ8+eYn/82O/Ru96VutTSjvDKIvQhsa19F1EyRqQGL3gUy9/gr537O/ucHBpgdBHzGYKqRKJDnAs10dZAYmM1JtOFvSDp+tbjJqyXnukNMTUo5ShaT2+EcQ+YPRAUUSU7nnLm25xfLyk6zUkjQ8OpeVYIXqU0ihliAnKYoIPEasrylEOtCpqiqLE+YG6lvhecHP/c/lXP/ARPv/z3sdzz96gskW+GZ/G72tcVOU6n0SPtJ6zr22ffP59PmTObooXfYHzXmErT5BCFh75ke//aXSIRDTORzrX4OOGk96RSOgk0HTo5FARglKIshgFb4BRsrP1A0JbCjOlUAXCeworObh8ZaTUaaQ2pOSJwZGSRyp1tjOMSSBVyGCw2CFVQBvwboP3LSFkloFIChxMqxk+CvreI+QEF0serh0nXc+Dzcv82kf/F9CvtmQ8FwEZr8ar1LyexuNiGIY3UN3LGIYUIm23oaxKyrJAiETTtkBiMpkihUVSE4Nm3bRABphuE1XX9QzDgHOeyWQGKXty15MJ9x7cw1hDTIl1s8QaTUo+rw6NIMQBQWZ/bDYNJMXR8TFGbacgGXuQp395QBuCZ2u3uVyesNms8S7StpszANpsZ44uClAZFR1j5jNvRU6cGyiKgsNHxyidO/Wd+V5WqPMeKRNSQrc5ZjEpqasZMT55d9oTmZABCnmF//w/+UWev/x+Lk+vsHtwHU82bu+GNRJBt1kSk2C13tCHgK4qfBI898zb6NYtha1o2lOk1EgpcL6DVKKkorA1J6eOo6OO0+WKYQi0w5L3v/15KtFhlCdKSdOsWW+WPDq8Q6Ekb77xPIvasml67j7sR7i8QeqC9uSY/mXJYtdysGe4caPAFgUf/Y2Pc//hCiUNMSq0qjGqJIQMejGmgihRGLqux6gSa7L4vzXFSE/xWKmpww2+45t+iO/7Sz/Mv/KF7+eFW88zKSfk7cPFjyfvZvsjF1kZ8yx5RMIo2ZUjkc5R19ukHPOo+mLNfWYowVnDTQw5KW/H2XEUEYkiYfoFP/Pv/wLJdSS3Ig25O2iCIoVi3C17tIYQBlTSDJ3j9vIUnyJq3HdppQnB00ePD565LahjHh96kQhSkJSkGzYZcTpKK9b1hKqssLokErPKlx/Gg7TBFAalJcYKhEhUqqYUFUeHJ6w2K5IQDH5D79YEucvRuqXpBP/br/4c/+gf/QNkutgVn6PWtx2yQJw5GD2N10dGCD/u91uOCPfE6ekRLqwJMWs6F9YihKRpNhijuXb9cjacKHeoyhl7u7tYa+g6z+nJmk2zou8dXb8Z34gxKdeTvIYJAWs1g+twbqDZdGw5v0oLYhyQyWCtZT5dgAAbAipIDIJCSJIQdEO2n+37fkRRT0kxK4jNZ3N2dnawxlJPJpwOLcIoknR41xNDYL1eZ8R2WWdvZxFwrsf7gdPTU0iSqtgleENZTmnWR1hjSHhIT8zG9iye2IQMYE3Nj/3of8Vbbn0hRZIoUtbZVRrnBupqlndoRmJMSYhQWMuDh5/B+0DXb7ItYQo4n9DaU9UJH3tizJW40p4YMxUk+Cm/8dGP8ZG3fYB37B5wXfQInRhki1eO49URp5t7zGqJFLBZJoywGKGx0SP7S1Bo9q4PXLk6pesCDx+2uEExrRcgWiB3IoNzGZilC7yPhJAVY4wqUCLTpKazCYPbMHQOoxIVB/zFb/xePvgFX8Yz159H28wFfCON6qfxu4vXjrLOqTzidc+5SOHJwhr53yGGC96125Z6Owp7fTcoU0KogZgEV2Y3GaJBoanKKSkODO0G7QMJjVAFUluEhyQ7kAVayJETbSEoZFJE3zMEuLSoWLUbPImpnaBSQKaOST1HyAKjpggUXecJ0YOI+KAJPo8ojVEI9EgRhCFCj6HHsvY9GEWUkhQlKWqUqJEyYuwIdkPx67/+sczhZkt9Op8qbIlUF32Vn8br47PtM1PKKOUYA9euXM9dopdMJhOmkyllkWmfR0cPaJoNMWhCSBydPKBtBi4fXGNnkVW4nn/uFm3bYU3FcvWIGGNW90pxnAZpZFFTFzNAjIpYw5kDVBKJtm1Y40iFQgHaB1QChSAGT3COwhZcuXIlW5KKjF2Y1FM2zYYQs+jTw4cP2dElldZYnZXkXnr5JXZ2drPhT/C8/PKnMLagLCqKokTrkr4P427ZY42iNBqjS0ScImUYQWJPzmTxiT/JpZ7yH3z/T/Ktf/a7WdQLrLJYM6Es6lHPukYpKGyJDwODW59x8JQykMAoy6TOIIK27YkBZtMdqkoiZU03LKmrkfsmK/7hx/8pD+/d54Nv+ULevthn3xaUSiGLmmUXuXnlGaR2EAzEghRzwv/U/Yfcelvkyv4ud+884vadFUoZqrLAh2x6IWTeG1szweoagabvB6QwSKkz+tBYSrtL8Jquy9KZ6yPDX/23f5gv/oL3c/Vgh7KSSGn+sN+e/3/FCEQ616q+kHRTPPOjPaNKXEjAbKU0LySbtKU9jd0pREICgkVEw1f9iW8keQVaEzxYqbBVRT2pscaOaHuF1JpCF+NoMSuAZQBa1nl3yVCawP2jV6g/L9tNAAAgAElEQVQXC+y4S9z6HW/LAmuLEci1YXD92c/PCdONRaMi79Qj3jmUiBiZsMogQmSqTF75iMyI2F1coa4mXLo0YTKd8uf/jW/msyNpnibhf1mc0+VeH9v7SiuL1ups4pFSOsMvWGvo+obNZk2MA/v7+xg1oygmDENLUVZoVSGERAiFcy0heqQUhBBZLpcUtkBZDVJwePxoNJzQaK1p24bVaoksdDa86DoMMluRqnz/KKWxxrKz2KVtWx4+fEjTbhiGIUu8FiWT6QylDX0IBCSBgI/Ze77xDfWi5s69T7PZrJBSZnc8IUHIM/GkorDUdZ4O3H9wh+m0YnAt/TqihHziMDdPXs/+mpBSIos5X/WRb+F9H/hivvf7v5PD5W2OuvvoOo+A55MJm80aLQVaT3jl9isILVEqizEMwxq8IaUCaw1KJQ6P7iEoEIpMsYgJgcfLyHEqUZMp/9MnP8ZUVRgMl2Jiv97lznrDye1P8M43P8OnH6wRFozu+NRnjviiL7lC2zd88vYhhVaUhcaYTEBPSWQhD1kxuIGuecR8skO/6ahtyXw2x3lHN3T0g2PTbZBSUbHHv/c9P8573/VBdusJ8MauTU/j9zbO9ZRHq8BR6pItLx2IjApB8jxJp7PvyV/Lkpnp/IeeIYpHKtvZ/yiJYsW/+599J8e+IQ0Ns6lB6Yp+GLDG0vmWTb+iKMoRFZsdfqIP6AQDjHKrPQlDoQU7fk3rHGs7QzbtCOapEWJgUs2wpqRp1wxuzUACpfBpQLcGpzbZ1EVY+tijjURHUFJTiUChDav1higtCAgETvsTCmHxQ48OA7WJTEzBN/+ZH0GzwJNIyV+4VueRyEVN2vLKnsbrYmud+Npo+45pNclLKz1hNp9yeGKYT2vKasF6s0IKTd95lJhRVQNVbbh//x7z6T6nyyWt77g8u4z3A1VV8abC8NLLn6IsC6SM1OX0rABtu54heKKA2/duo0Zmh1QKgc8YBiGwLlG6yEZlIFcGDGq892yalrIsiTFSlRWTaYnRNTEo+qHHOcfe7i4pRlR0tK5niefugwdUZkJZVeeuVTFx69YzfPJTn2B3sZfFUGSgnhQcH63x0eN9Q11bqklLihOEfHK6Y/gj0CFfjMuTt/CTP/zzfMUHv5rd6grTYjoqKFnKcs7O/DJVOUfrksJOmE52R2WvCRGHsZIYs/Z1Rv/lvbIx5VgNypG75iEE+pQ4SpGTFFmXJXebU/b25uzP99k7TVxygh3ZcetA8v63lhTyESenDYKSlDQpgXM9w+DRssK5ACESQ6K2irqaMp/to3UBowoXSYHQxCgoQsXf/Zv/M1/6gY+wU++MMomvf8vOR6JP4/c6XsUjPvucswScqRiZi7zdA29lQbadZzobUXOWjMVZwoYYtx8RnWp+6Lt+mj0xBaXIatFZfz24HiU0RhUUWlPaEhcTSnu0VThJBhnG/JqkscTUU04KvNLIBIXNVLtEPiyHISvc9a4lpoFIT0ouH5axpdYVJmZOsNUamRKNH+hjYOMGVn2Pl5Io8yhzcAMmKoRIqEpkCs3EokKNKQ9Gv903uFcv5OYnrXN5kkKNlLTXngVlWZJiFn6pqprgMid+d2eXvg+UegJeEYbEm154EWsL6klJwuN85qSXZUHfD1TVlNlsgfN5t5sVuAbW66zDn1Xm8vtYGouICaUSZVnhXSB4RRKRJHNnHlJCG0NhFYjEptlgraVpR5ppVWGMYbVajqZBkuQ9dWkJfgA8y25FFIHgHFIodnZ2mdQTtNas1itiDNy+8wraGE5XWWwkhIEQHW0bWOwUpBSY6BoRNekJpIY+ea/os0Qyicl0wTd83V/hm7/2O9mv9rk03cV7R9f1rNZLpNAoYWjblqZpMbqGUbO1sBmMkmlGZB6zyDcaKWHNuU1hCB6RHFa2KJFoU0MvHIfRsClKqssNl6RDn065Uc+5df0yUhU8c/MWiyqDX5RKgCHEyOn6GJJkNq3Yn+1Rl5dwLjuopABt11DYkgRslqd8+N1fyd//2V/l6u5VJANK9m94XWKMTw+w34fYon+3tKeUcvcWOU++W+pO4hz4krYfF5DXMcWzjxTTWYf92ohEcJYf/K6/QfQBqROnzRqfIkKPeOyUKIwlxUAhDTjB7vwyQwIpDEpZpLAI2fPss7c4cgLshEKqM2SrVI4wolMH3+JcR9839P2KEF12oCISEHQR/OiuFl1GxDofkKYkakOQhkAkyVxAaKUojCFGxzOTihd2n+Evf+uPIpUmCf96pa6xSLkoKfq47vlp5Ngm4sdJ3m7v2aqqmM8XxBio6wkxDQz9hqFb86EPvY+XP/MvCLHnwYMHWT9fa65dvUYUmbvunGOzadg/uMKVK1fpe482luPVKdPZNFuPjs/r+57ZbE5KEucGqrJmUlVIJRhCjy00Qwgk4QnCEUPE6Nwh50lPJIT8Osui5Oj4iKEfCDGyWMzPKIPlrKKcVty+82ms1giZWQhCCIa+Q2sDQlCVNQIoK4P3A24IGKvwfsDYgm/8+m8nSZuL4jdYkfxh3Xt/pBKywlLaKTs7l/iar/o3+dt/45f46z/033Cteo6dySWKoj4zey+KrOyiJRRGM5vssWk2rDctpIIUE5NqhhQVi9k1pKxQOmsDV4XBKkWhZ7lSkwmjCkw1JcRDLl+uORSScKunLVteunOHu6eJR0vPvfsPWLt2NKGXeNdnKzNjx13bhLYbCEAbMjnfWkMMEdcOfN4LX8w/+cWX+fEf+a+5fPUaxhRIKqB4w+vyxqjLp/G7iVeDi16ttnXxOVuA9fnXx0SeLlCiuJCALppWpERIER8DIeXeOeEhSv7av/VjuDYgU48LayZqipYWZOK4aRC6AJW4tLvHZujIov0RgsAqxUwL7tx+gFQKEyVSW/rYoWSk8x3NcIoXHT60oCPJKCpbQ3JYOioFQiVSCKTY04cWWWb0tjUSDZRSsagsVvYY6VA6YQtNUSgmRnP/6AF3Th7wD37pvwU3oFDnh93Z5CB/Li/4IOeP36c39v8D8cZ+0XmHPJ/uMLSJvd05Pjh2pjtYXbC/d8DpoxOEj9SVJqWBncVlXv74S3z1V34thapo23aUUi2YUXPz4AadG9h0G65cvcK6a4lC4IJnuVxSVzVt2yKFxIeA8w7vHYXVCAmqMBijs0dxTEhpcD6Mlos9/dCzaVa07RqUxqdAWSuuHFxls2rzjGho6dqBf/x//BO0rSmKKd57+r7lNz/+GxhbZOc7mYsCawu6rmM+X7DZNNRVwf7BLlVRs7u4SlAub58eox63vb5/GEn5j1RCvhgpKqpilxvX3sbP/czf4+d/+u/wtmvvZW4WLGYLqlIxraZoUeJ7yelqDclQF3Ni9EipGNyQ3ZOUyfaGQGkqXrj1VowpqKop1hQUtqIsKrQRzBYLPn37M7S9p15cYzmcMp8vuLr/LME7plOLFQKjDAlNHy2CCpIleknbNmht6LoNMUDAsV4vuTl7Cz/1wz/Hf/SDP0UhJ1hrn+6K/5Bjq1+b0mNGrBez8JZHm9fCJBI+hnE0zauAXJBZJCmca+NmH1s5/oz8eIiR6wdv5UPv/grqYkoSisZvkEoQA/w/7L13uGXpVd75+8JOJ95UoauqU7W61d1qISQUkJBEEGAEWAhs0liDADEeMAIEI2BA8AzYYIMe7GHwYMDghzCewAADNuDBzOCREB48FpisYJCE1LHCjSft8IX549t7n31u3WqVWh1ute77PKdv1z1hh7PvXt9a613vm8iULEroR2EMKi9y4jgmiTOyrEdZzpgXjlzESJKQDSiLFzAv5iCCMxV4dJSSKM0gEvhyzh0bW4ziiH6sqPJdYm1QIkEQ4axqZ0a1CqpeRVmAFTjjUV6jZEwvO4NON1DRmEk14dHtRzC1I9aSmb5601upGnTWQCe4Fo0397VwaBk80zc3bmE8GnP58mPMiilJL8FYy8H+hO2dK+zt7ZBlGbtX9/net30fD33kYbJ0wNraGlVVUZYVeVFhDNx1/nYiB8WiYFEWzKvQ37XWsr1zFaUkCI81NvC2lER4UJFCpTrwLwj2h96bwOXRijTNEEIEj/i8pCwtadIjS/o458mSBGEB4ZjNJ4yGo+DUp2KKYsGFCxdYX18jjjR5sWjlaMuiZDRa4+BgP1xzWECSJglnTm/RXlzXWfQ9HnHuqcRNe8cXQuO8JcsS1kenuX3tXn72n/4iP/uT/5Iz4zOsJwMiqUiilH42RADDwTpSKbIkeLsmcYLWFk+OUFVt1j2nzMNsXXjkCGmRqqIyBxwswDMg0Z75fJ/1Nc3GeEgk13jg7peBy+n1IrIsxrkKrT3WhiwkSYPcZ1WVCCGJlaQoPZ/x8i/hf/6FX+P+ez+V0WCMU9cvT5/g6cO1N7xlAA7/8ksF4aCc38zutP3j5g+7lYc8nEF3St9NjJdCIqXAmYqv+dvfyKvuey0jPSJSCYt8QpqkCDRJFLO1scUiX+CspaoqtNYcHOySZjGoPon0NTdCYG1JYSqIAjs2TTOwDiMhiiJiW9ITGbvbE3IrMLGoRUE02jtcmeOrHOELnJnjbIkUFcJXSCXrGVSJlIrpdAdpK/Q45czoAl/+um9ulaKOOsdLO47mCW7iu9MzBK/wIhAQs1Rz64W72Fw/w8HBlMrmVBToRPPgww/zbW/5TkwlsFahM82P//SP88u//ivsz/fAB/GR4XDIpKjoDUdESuHKHO0lpijZ3d4J88Y+iJQU1QGVmeEBXfsje+eIVUSR5xgtmfiKSoDQYWw1juIgi9kPlozWwHi0RZYNSNNeYInbhmAhefjhhxDI2oYxYW1tjUuXH2G+mLJYLIijGGMMWZoFm0ckw+EmpvI4FvhE8YL7X8h0P/gfPB7v5pmqOorj0KfxH8dONP3T5ckLdoxVZfA+50/e+4f89z/2dmZmj0cPHg4uJ3GCF4qyKIhEQpIEZSMnLQhQUrEoZwhsnW2URDomL3MirYgjRZVPeME9n84Dd93C9u7v8Fcf7POj//g3uXz1g7zth97E1d0druxOWJSBXR2rmDTOkMKjXMqnv+QL+MZv+AbuOH8P2mcgDc8k6V2c1LyvwR/8wX/0DUt6WW7uCIFQlw67Nos0DGpaOUzvAbe8xL3wR2Z/wSJU1psRnRW6p3Bzvu1H/muKMqeXBQU3U+wxGqxhqFiUc3Q8oJiFkRRHhNKaRT6jogAhSGKFQJEoz1qimJdz9vMguD+vChKl0W5JZAsjT0Gg36rgoyulRFuHMRWSCESBVimzedH6dQ+0IOtlnN28g+kVw9974/fihcLZZdbRZiBNv5jlYmW5iLF88Rd9ycl1eQjd+2V3geMFCO+QQpM7z2/+21/lV//Nz/OfP/wXICtG/VOYUmPdjFRlvPzlL+e3/6/fpqiNRIJHsqfX6zEYDNjf36fXH5AmMZmW5IsZD166jNKavJgTRxFFUVAUDqkq4iTGOxdUvkzFoD/g9PoWVx67xCOTnFlc0UfSw9PLeiilaocmAT5C65jhcJO1jTWwDi0UsVXsz/Z4aPtBVKQZ9TfJ8wUbG5tkPc2DD32Y2WxKlmWBj+M9586dJ1+UGDtnPp+zWFjW1geMN3N+4cf+d27f+nSk0Hw8K76n6n557MeePhquLetqtAalI/AZL/6kV/PzP/Vidvav8s9/9if5j3/475GxY3t2Fa0jpJeh16wjvNAsijm5KZBaY6ynqkLPw+Nqp6kersr5tBe8jou3P8D9d2/xH979DiqzizCSs2t38/3f+tPsTSa84/d/i1/5zZ/DmBhTOgZqyFd/5Zv53Nd8PreduRvvBbouscib/6t4lqJOeTv/os6M2+BySHkKH37X7SsvA+y1hKVulniUlrMHND3+1mvewG+845coXU6caKQfYmzBaH2EnCWUJiftZRgD2qfkxQFelDjjyLQiLqfccssF9q5c4ZGDKWnao/IS53Ni5RHC4FzUiukLobG2IEuzMBpoLc44ZBSUlGQtlLLIJwg0aZKAEFhdIZWh3C/4+q/9QaStcNZw+AbYdI9XFx+dM38MkoXjjqXxiUf4xvTEEyG44/xFhtkp1sfrPHr5g6TRiOlkivM5lw8ugxDMFwvWNzeCZWyt8GaMYXd3t9kAi8WCdDgiS4fcflvCn/zZHzMY9pnPp8RxitaCOJFtULcuCG5EUiM89PsZbn8GgIwk3liKskBJFUaerEBpT5rF9Ps98jwn1THWWZJ+xpUHH6WocnrxACGCc9Nsvs9kZpjNp62Hd6/Xp5dlTKdTpNCBT4FiOBhSFjkb/U0G0Rmk13XLJpytj3W+7vLly5w5c+bJ+QIP4VkbBUSoGxJFCVGUcC5Z47/7jh+iNHMm0x3e9Xu/xzt/93f5yw/9BS6bM1vsYq1iMZswGIzBC5TyRDIIoic9SVHOSJTmwpkXc+9dL+X2W2/jrotb/OEfaoSBwszpj9fYXLuV9UHF1uee5TNf+oVMFwWD/ph77/sk+qJPHCmsEkgXVML8Sa/4WGIZD7rzOIAXRyW49Xt8h/Ue2NQheLuVAB5Goepg3PSeO+Qv54MphavfJ4TnVS/4LPrJkP/jHf8TvlqgUkUcZ/TTHv0Urlw2LIxFS0VeHGB0MLNIZMH5s7dydecSl3b3ELpP2uuxcHOk8qROU5kyjCpF4Xi9rxA6YaM/xpQ5uVvgpKhlFCMQltLkxFGEThypjHCUDOItvup138Ytp+5A2BSswXqF49rRPB8OtnuiT4Lwx4huT75BUGrT3HHHRe66cCc7+3/Nwy6IfPT7MbO5IU4z/upDH+CWc+coq4qiCMJF3jvyvGC9mf2VEik18/kcjMNFoYporQEZFm4qqsJIJyE7ViKMZxohmEwLemmwDRVCopwAKWu+QxKy23RYWzVKhHChD51qbFVRUHL2wnnKhz/MaDAgiRPKakGvn9Dvb2BMSVmWnDp1mv39PXZ2dzi1dYrFoghObEqC9ggvGekLaDEMVrgu6Dk8EZ7O6dOnn4yv7kg8awPyYYSydkQa94nWY173hX+bz/8bryeOPA/ufJhf+Lmf59+/+x0M4xGVyfGpQukUT0WkHMoL7r3wKbzggVcw7l/g/JlznD67ztraOr1en9FIkM9LhmPPoD/CGEuSDRkMNnHOMRgOGGUJeAVSBjGIG1DaCl7N5oRJ/QzA16IfKxKXztfErWVpumUL+86r6wArOnPMDRmqaznYkMBazZFa+hIh8B1Fq2bM6iX3vYL3vO/PeM+ld4ebmDWUxYzt3V103EPKNJBbYkXq5tx64XYu72zz6N4+SvdRIsgMWlESaYsSfZAeV1Xhb6QuK0e13m/poWCBLYKog5QS15gYKAlIVG1Of8+Zl/HVX/ZtOBeBM+AKfEf2pJsJt9aWh4L00m/66LL+CVbRePV2A0s7OmYcz7vnPv7oT/4dSgc/+KoqsMaFSoqzQXUrSRBChjaElKytrdVl4NCuk0oGFTct6UvJA3ffy3s+8F6y/gjjSrI0ZX9/nyjS5HmQ2tQ6OONtrp+iyic4PMKCqypcIgMj2xhGozFxlOG9INJpsIiMM5y1KC157PIjXNm+hJKanZ09NtYyzt5yhv39yywWtTGG1kynUwB6vT6Xr15hbTDGO5CJIutpcJL7nvsAWS9Da4EQ+lgu/j5hAvISAiUiEB4ZhT7CreP7+Z63vJ2qKpHKURnL3uwqu7tXefTRh4jiPpEekkSaOMuItWQ0HJINIjK1Qb8/YjieM51NOS8vIHsK5z3OuiDGLgRRpJGITqnkBvdWiLa3c4KnG00au5q9tt9FZ320OsrTMIYFcC1bcznf3ATa8NowF+nasSjnXPBa9svPL33OG77gq7mUv5af+F9/GEHJweUrjMfr7JVzbj014NLVA4RQLKohV3YWaD+gLx0lJcaUQZgjidCVRiuFcQVShAxWRxGCGCkVVWXJ5wYlB+hUYm0ezOqrBc4UgKRwc976Ff+Y287cD3i8DX1MIVRnOeGXhLfOuVr+XPaPmwpDS5I7weOiuT+EXvJyhAw841HKffe9mDPJ7fz+wTupCoNWMZUpKc2EJB2xPt7gkcc+TFk4+v1+EPYwhjiKlz1eNPP5jPW1df7qg3/J1qlNsnSIrQL51BqDc5aiXCrYzecL1rf6KAS9wSlU9GEqVxILBQKKIifL+kgRc3AwJU0ztPJkSZ9FMaM/XmNvf4dHHn4I6z2DgabXS4ljjTWGOM4oq4IoiinqCQOtMg4mE0bDIZPZBK0jkiRmMZuylaW84UvfhJZjDAJRu0h1cXiUrCgKkuT646ZPBT4Ba6WKsA6JauUrhYwUKI+KBUIp4iTm9NZZnnPxfj7lha/i/uc+wF133MqF87dwZmudjfV1Bv0eadrHqoo0GRNJwWI2pxJg6yxIaUUUKZQSIRjzxGTaqjp7OcHTDO/x1gc9XnwrCtJIaR5mTgOd10ATnYUMPdfmM5Yf7xF1Fi08eOdaFyjvPTiLtRWC4HELAukFVjq2eqf5b7/mH/Hyuz+b59x5jsQtGEaCR64+zNwYZjV5USuBiCWVtBhRoqVHArEMveJFPg+94ToIGuMwpqCqfZGdqwAbjOSVCkIiVRkIaLJCSMMv/NKPhGP1Mc7VohXGtjfnwGnzbfl9BR2Die55OcETQZea7lFSs7Gxwed93ucTqz5FUWCdod/vk2U9hLA88thD4DVra+tYW5eclcLUZLE0TZlMJlhj2NvbQ6iI2SKn3+uztXWKoqjaRZQUEq0UQgYCYFkZpDZIkWO9IHYSpyAOqzZMZakqS5YOiHRCL+sxmU4QIigcXrp0CSccVgTr0qo06AjmixlJmpDECVVVMRyOsNYwmU7RWlEUQYXO+nAfXh+tcWp0ilOj8wiXgRMr99OmCnn4GnwmTCc+AQPy0WiILO2jHj0ZjfqMRiOGoxH9wYBBf8hgMCBJ0qAKJgXeCpI4YzGfEXdOqSQQX7TULBcCHzui6MRE4plDZ2TJNSIgS+cm59xSp5rVrO9wsF7+O2TGnTFmGv3r8Jn1e0SQ11xRtOowr2MyPvczXs9fPXiV7cWE/ekU7zRaC3pZkAk0JrBNE+0Zakmko0Bg9B6tdPj/ViHLoWSGByq7INgxUgfoGbPFHvNiH1UbUigPWo0w8Tb/9Ke+Gy/y9hwIGTJ+11lkNAfbLUsHCUbbFhtOgvHHBmPMkYpdAN4J4jji/vuehxZ9QLBYzMOiqrBUpgg8mTiMC/WyDCkFs9kM7z3T6ZSiKBiNRmzvbLOzu0Mcx+ztHVCUBZFWPPeee5nNZ4DHuor5ogQPUmq89SyqEmtBYJt+DtKF6zBJEpIkVGP6vWHIcjV1P1sGt744IulHDAZ9RsMRw2GPJNFkaYr3YExYEJRlWZ8PS5EXDAdr7SJha2OTC2fvJeoPQXqkuNaTW2t9Tdn/JCA/o/DX/L+WCokkUglpnJFEGUmcEqkYvEIR4WyEkhm4ksnBHtK7+n0NczZi6VF8gpsJTY946d5UZ7GELHglENdymcJTmxmtymUGpx1/KKgug2+TWYeWs0XW/y+kwhgDztX9Vt/mQUJIfvqf/wDf8+Z/QRyfo/BgncSVErMwKOewpsIWjrywRHmFtwWucmAX4BdkqcJbhy0rYhSeCgFExCgqvHfMqxKhfO3QkzE3CzwLnHTEakHlF+wUf8AjV96P80GGthn56p7H8P/Lme2mhxyEG1bPi/e+U2k4wfXQcEuOIifJesE13tjg+fe9CFcY1oZreCDSgixLGY2HlOWEra0xXjiKMsdjKIoC7z2DwSAoXg1HlGVJni/QUZhr397e49KlS3zyJ72UJO6HkbpYMVtMiGOFsNDf3EQPMqhtONMkJqotIJVSFGXOaDRiNsuZL+Zc2b6E9RV//hd/hJOW0hWhuoLm7NmziEiztrVJWeYUixkXzt/J5GDG6VO3tIxzh2X/YIek30NGCYv9ird9z/fXC0EH/vrnrItnoip5EpBbNBlsKGcHqcrwEPWwvZQCpKtvTgqBRChNrFMUnulij1Ik9WepzmceL0eRE9wYQibrajnWkPK6dnSpJmN1gobz9WtrvWpxKON1zq2oUa0SmvyyZ+p9KBnW2xLtjWNZKveAUBV33nk3GMlb3/TD9DlFnld4wghKhQh+ybUN30GaUYkEIxPmFioDs3ze7oG1Blst8LZCeEtVQlktGA5SpHcIZ3GmRDiDFzHWeqrKIkWM7g3Y3t9BqaglvLUiKLX+9uEenXer88fdGeQTPD6stVhr2yAE1waQMKqpIIm5eO40PaeYz2YUtWGEtY4oikizlN39q0wmB0RRjNYR/V6Posi5evVKCL67O1DPpksZ2mjhuhakScw999xLvqjwPrRWJtMJNndcvbrDojJoEUwlnAsiMuvr60SxRCtJZebI2GNNQeEsD12+RGkc0ioSmTEebLA22mIw2EB6z3R/H+8Vvf6YycGcjY1ToaxuDXGsiSMNOBAWEVvWNzaRtW0odfm7qcwcN5wE5I+KcHOQMqyoZAjDNSmnKTOGObjpdIZ6Cu8lxpjlXp3ctJ5yLMd0VtnUrvE1rkvPbRbsOqXsJivuzB63giLe42ppzRCIloYTvpbNXClTu2Wg7yaNxuXs7OwgpEPblO9+8w8RqQHT6QRjg38xKJyUaC+gAu1KqGb0JHginIVCQaUluYJSGgpKrAo3a60jKpNjTUm/10MKT6IVC1OhdIRzAu8lLir5v9/1r/Bi1VYxLB4as8kuy3oZtNtT7DtB5YRl/bhoWmuPn8UZXN0zfvnLXsXtt12kLEK2u1gEdbfpZFLPHltObW1RFmGWWGnNeLyGlJKyLEiTlEW+CHKaiwXGWoz1TCZzHnr4EbyHi3fdTmlLKgNCSWRiMPMp0+mUxDp6SUKa9alMUzIWjMdjqqokVZ40jbm8s4+INKWHUdpnfbTRKi4eHExxpYXKsru7z/7+FKlgf38nlLe15OrVx8jzGUUxx9gp88Jm/gQAACAASURBVMU+8/yAXtoLp8QvFy/HkZdzEpCfIIRwiLoXoWSMNw5XWdRT+B03Tj1h+8fvYnq2IRg/+NrdyWFdcMJpMtkma/ad7M/6kAX7pmzb9p3r3nETqK2DOsg2gVrUwVopiV8pdXdmlutGnPdQFQs++ZNfEVTppEEUCf/wG/5HTiUXUSRUlac0Fd56SmuRIrg3ISym9OSLGTiPLeZYsyByFmEsGoG1htzOEMKFa9srdg92sN5QOkOqBB5LnEQgJWWeUYo/4ad+/tuXN7u23b08X75edHSZ68257pK+fOd9J7gWhxfkR4urhOuoyCUveODVPO++FxIpzc7eFTwKY8M1HUUx3kYsFhVSKSYHM6wNGaR1FR6PjiBONPPFHmmmkNIF6VRlcNZz+dI2WdpjfbTO8593H85YZm7GxuaIvvKM0x5+kWPyin5/g4P9BUpGzBczTp1e5z0f+ADvef972RpFJNKzMUxI1xNKZkhnUBKkhNksx1fB+CLOenhvSRLNbDZBaxm8mKVAx5JhlnK2P+J/ePvb0XF/9cw8wRnkpxrHb4+eMZjOo4vDF3mnHB0af+EkVmBsTnHEKe1mtie4+dD2eX1zk1qyko9kWte9Yud9G1gamcgGXUGHLst5WUrrskBd+3xr9SjgL97zR9x9970oFeOdQkcaKTXf/03/hB9568+hVYLQKVqkLWnLO4dSGhDEUYpzlthbYhzGFwhXYYoZxWLCdDZhd3/C3v6MPJ9BHahjqcliSRwppPD045h+opDlrSiiZfm5VY7qEGiafx8iwh22wTukbH2CDg4zgq+PUL1LUsna+DS3XbiXsxunUUIhE0mWZjjnUFKTJGk77hTHMdZakiSMUy3yCbv7l8mLA06f2cJ7zyIPjnZaaarKEemEvb2QiVZFycU7bsUUBRvDNbYvXWE/XxApTT/tkSYZg8EozA57+NM//TOiWCA0FAtDKhVSWiSWftwnjkYgPf1+RpTE7OzukSYR+SyUqfOiYGtri8uXL2ONxXuHVoo0KjmzMaan1tEcnRkftxbJs5pp5GrCyFMJ4Wl9OL0P5buuAbv3fiWzPcHNhjBy5H34roUI6zBPI/oB1AGyJZW4ZjiqyfRovVebn80IlO+Wp5v5J+pyuVj2jhHBdcoD3nqUirj8yINUn/RKHB7pm8+Gyhv8zPP1X/YWfum3f4796UFwGCst3gsSrRG6REuJswOsgKLMSaIo9KCdQuqIBEGkAztWq1D9idBI7dE6QwkBtuRLX/Md3HnuRXgr6j5hJ9PtLEaWPPIl0WsZqBtvWlc/67iOM94nPI66n3y0oCKl5NUv/wz+05+9g8fev0tZ5iACy7mqgo5+ENiYcObMWfb2djE2sJ2tMWgdIRBsb++wvrbJ+tpZLl++irOe6XSGdxCnOox5eo0wjqFMmO7usbG5wUPzA1Qk2Z9MUKrPZLrH+dsu8L73v7/OaDyxkvTSDOcEUkbs7c1JE00aR0RRxGS6g9QGJyx5mZOkEVevXkFHkocfeYgoiqiqkkTHxHFC4Q3nzp5jPDyPVwmN49Th83Kc8KyOFB/byX484lV34L4DD156qjKnKIK4flBG6LzzpLR808LXJC1Zm7GHS0AuucN135M6uDaqScvJpPZ/aiZ1yPua3nQgPHVvpnWntW2jLvutslbxCoqcCucKImmRcYbI5zgRtWQvCAuHC+Pn8i1f9gOIyPBD/+x7mJspSkgWNudH3/Kz2GKEdxLnSxwGnQl+7GfexrTa5uGdDwQlMFlb/SnN+f6tvPkrfpQoGuCUB69AGLyvwr1OeLzrHH8X9bE3ZLdu/9ivOGL59rnjSLo5ruiO6Rx13pIk4cKtF3nJC1/Nf/qrP0Ugl+fYg1YxWmuSJGE6naIjhXOBZZ+XU5I4q8U8esxmc8rShuzYG9bGQ5IkYbFYsDYcURaQpQlR8hg7l6+y1huSKMHW5iazWUmcQLlT8b73vBdiidOSuFans9aitAYfcdfFW5nPDfmiROA4mExYzKckwxFxIsmLgnPnzvPe9/85kZYYW6K1IpIpcV+ylY359m/5PiIlQRS0krfHeKX3rA7IHxuu9yU9TlCXgZLvjUdUEVk8QFMA8VOxgyd4uuFlyDn90maxDRwNs7UOzAKBsw6hmj5vQ2LqmEzUmbNEYK1DHFq4NeHUOd8IhDVbxbvOi2UFXmCMw1YGIaJ631iuHQV44QIB0cZ8x9f9MN/3M2/G+zmqUriSevEQ2ilSRLgFfNPfeTteesAwK/f55X/10/zlh96NtxXRQCP7Bb5KEF4CDZtc1TOftRJdTT6TUrbBYSmTeS2zul3XAL4lfh3fm+Zxx2E2O4TvIu1n3H/P/cSRJutnFLYkiUcUpcGUlqIoiOp53DhOyYsJB5MJSgXv+PHaOvPZFOeapEO2Ze2DgwOEEEzzBUJosjhhsHUKcbDALSoGSYS1Mlgl5nOkcggtwoio8yAVSZygWtMSx2SyII4Ud9x5juliTmkqkl4fJQSTyYw8L9nbewQB5EWFkqASiFJFEsd82ks+g358HiHW8G5BaDMuFy3X95R+5nDTBOSno/z8RCCFJI40ZWXp94cnrk3PIjSBsfkJdcmaboBufobXmMoglQrErEP9qW6fuUsmbpn8SrSa1cvfXxucvIdEOqSse8NO4EWTFdWlcd8YQYT3SiR//+t+lN941y/ze3/+a1ye7LGRDoGK7qIzqIcJQDNIzvDGL30b1jq8k3hyXKFQWnYMNAKkECsjXQhWBEGcc2FPDplJHEZYTywXNCe4cTRjY0cFGSEEcRxz6/mLvPoVr+F3f/93qFRFVTmoIFIxVkmSmk1tjGE2n1PkBVGskEIwm06xzpKlCflizmAwRAjo9XocHOyjlKaYLRiOByzyCTqKyRd7jNOIYp6Tuz0qU7acGulBibDgjVTUXoVRFIESbGxsksYRB7t7lKYircvmTYJbFDmTyQFpmpEXc7QS9Ho9CjehmHn+7t95C9JHOCzSKzwRzd/aMyH6cSM4fhHuOjiOwTiUIh1VmSO8ZtAftdnKCW5+eCzOWxqnpoYt3RKk6kdzHXjvkQ1D2q7yCI4yQ1/qWAcYYw/1ApfKYCu/FjDb3+ZVr/wbONfYGjYzyvULxPK1eFDSI1XMF3/GV/KPvvl/41/+4vdj/bRlbrcLBdl5oyvBGZTwKGnQUhLpVcnBJmj67uaahcc1TGquGWdaIdk0TPRaBMU9TuA+wbVobTyPCMhNoN7avI2XveBV3HvxPlwVBGdULRdcVWVwGastGM+evgUhRcuNSNMUPBhTorRAKUlVFSzyKUpGeC+w1pPnhvm8ZDhe46BYYDPJbmWIIhWEYIQgTVJ6/azOvmu7xiiirILiVhwlVJWjLA1ZllHNc4rZnCSK0FJRliWz+YyyKlnkcyIdEcURiJytrTUu3n434/j2QMOQc3wjPSvlsQ3GcBMF5OOJUKqrZgVV4dg4dRrhA0HiRJ3r2YNlZrskLHWz3RBs65uhDyVpOq/pvq6RzAyfE1jT1rp2trkJ3kWR42yTYYdRJecNzluEk7zzXb9FOtxACokTRcgaRPiDDo9aP93Vfeq6x+2ERHvJN3/1TyKFIo40gqVf8+pDLo+r1gezNsxJt1V475YscmpmuRPgJa5O2r1bBmEPK+NN17BcxbJ8X1XVk/5dPttxvWDTJDTDrYRXvuQVfNFrX8+dp25noGPGG2tcnezQ6ycsFgXOVwgJO7tXOXNmi8FgxGw+I88XYZFFIJbN8ynGFuztbTNbHJAXU7yAxWLBIOsROYHNCwoLk8jz2O5uaNkoSVkVlGVBWZb0eilFkSOkZG28RlEUnD1zAYXEVZaD6QytNOPRGCkkk+mExy49ijEGKYP/QOlKFmXBYH2NwSDjTV/19RidIGUf5ft4LwiS8se76nISkD9OeBVuUs5qsrS/Ylb/VOKojOsETy6aMaEQQJfBuDui1HwPR41PrL7O19ngMsA32WH4XSOtWZfwdFC8Msa0+wBNQVoTp47KumWJ0vtlHZwOe1kse7LLrL6JjilFuRQoad7XzAqv9nmX+7yS5PpgptKOfh06L2Gkq95GZzvdfVzpJXe2qdTJ7enJwpL2UNIfjnje3S/icz7tC9lIRxwcbCNw5MW0dpaDLEvbRWMcJyilwnciVTAOcY6yKKmqEq01zhcotdTdFx4GScItpzaYzacoK4i1rqfoBd752o0pIapZ4955ylyxtXGe/d0p5AuEt+R2gY0ERsLu7IC9/T2UDGV0rTSVqdhY36CX9YhVn3Mbd/CyT34lOgqfa4yhsT497jiGV/z15oGPI1QYMylLKiNIsh6dWZinFMezhP/sgnO+LZt2RLaWWbBbBpSWSb3yoH4e2vIz4EVgZVvvsJ2sOBC5l9ePALRSnUAm6vdXSBchUKF/3AiEOY9H4sXy4RC4OhjjIdyTJN6LznieuDZQdn2JWe1PijBk3QZq6Ga9y/c1oidCymt8j6+H4zQTerPi6CwwfDdSJCjR4/Sp2/js13wB1dRw+dJlnA1BqyhytI5YLOZEUYwQkvl8xnA4QkpFWRZtW0MpRRQFAquUnqKcM5nsM+gPQtm7qEhkxN4iJyo9sQsB0lobRrd8YNgrrdBaY40jSVJ0pBhvjOkPB8G72wZGd3cRW1YFdTmFOFbBCGg8ZJgN+KY3fQcxa0ip6n2T7XuPO47dXd20smrP8I58FDQrfukX+JmhKA2D0RApE26uRcUJrodun7jb73XOt/3eJvttHuF9vhOklz3gwwG73kq7Pdtkl43aVyer7O6Hs5ayXBzKeFdL6kcpNzX9wWuPs97vOmh2y9ft8dSl70Y/uStW0v1E13HC6h5zM9LSHflajjqtEt5aP+QTPCF0+/KrC3eBd5osGzIYjLh45z38g+/7J/RlH7wlz3Nms2nN4LcsFguK3BJHPaQQnD51CyAoirLt9VZVxV7NsC5Lg7WhSmK9Iy9LJvsLFI44ElgX3iOkQCpFFCt0FOGtIsvGJElGr5cihafMD9ie7zI+tUGiE6w1PPjQR9je2Q5s8CimrILNYq/fp3KCvtZ83ev/Li+6+1NJ9RDvLPjgeX8zBGM4hgFZ62DOIMQTb7w/PcpYAoEiEhazmGKtIopj4GR28tmCZV/U4DHhp18G5vCaJqP0eOGDdGYj/EGdDYdXhiwVi/BBNrN5dMvL7XbrQG+dwzbymy6oknhvgmShXy4Kmu1CCNLWVHhrwYXtLQNfXUL2h0rSbhmU/SFLybBzj3Oerjlvnbd1grs4lHW3z7cz3p3AvLJoOcHHimak59qFjUcIj0CCj7j3gRfzljd/J6mJsaWl1+9RljlxAh6HNQBBZnKRz1hf3whsAinbnnIUCYw1aKVwzpOmKRESJRU6ytA+Du5KcRDsELXgjbW2Ll3HRCpl0F9j0B+R9Xq4OjOezaY4Z/jgX3+QylQtWzzSEUkcBzKYjkBYEt3jtZ/zhUgREZrdqzFk9XpyeEo8gadwXBaAxy4gByxnOZ8Inj5lLAPeUuZTnFMomTxN2z3B04VV8hEr2bJrg5avNauXpeo2OzyUNTcZ8NEZ4bI03bhKwTJoLT/b4TEIKVZ618FNqmF+c2i71Kzn1RJ7Uyq3ztYa3MuA2mpxt+Vp6uDvg55WJ4Nuf3pPWJS6UBJ/nKB6VI+6fQ5/7aLgBB8Tjl7QhFu+lAqtY5CSl73wU7nz/HPIopg4CW5P1giSOCFOVNt6sNZQlgWRjjFVYGebqsI7R1WV9RLUcfnyZbI4IYoi9idTNsZbxFITx5ooinDWU5UWZzSmChKuoZecMJtPmM9zhEixFnZ2d8N8ch14nbWhJywlcZzQ7w3oxUMeuONOXvWS1+BMBu1402pAvjZLdjhnwljfMbnUTmjATxAOjyLHOsP8QBAlA1QS0+jHnuDmx8oNzdclX1kHSddkICHSCVGziTvlwu772xW4F3UfNwQ/ITzO21pys5lSCqztJni2pC1ZbwtBVRXtyFOzQGgMHbwPPepWU6wuGXtom+EhANYjLd19vibfXT0fTWB21qLqcug15e0mI6573s3xX8PkbmwtO5s8btrCNzMaIlY3++tWY4LBguC5d9/HW7/pu/mJn/lxdsUu81nFdDYhTQZYlzNfzKiqkJ0mSSB4zeazOnsGISWmgqrMyVKBTlI+cvUxtvp91jb6zMw+caawpgIJSaqJ4xhnoZ9topSmqiqSxLX7hQ/7uFgsuLp9GaV0y+6WUrJ/MGHQ79Hv97llc4PPe+nf5I1v+CZUvI6vEyXaWfyAbvnee4Fz4fwcJ2XjY5ohH38085cSjykMaW8NpZeD508OzBGPEzxdWM3gApoAvBqEmnGmwxkjKzfEJTGq65G8LM/6rlPUyoxzCFxND9b7sABw3nQ+1+NseH/jDtkQulwjVUm9aGhIXTTZ93LfDve5V0wtmpu59ygpcdA+2gOu/229x3hXk85Eq+a1ct6aLN13TTWW5/3pmli42VEUxXXm3N115UeDrWJJHMckqsenvPAlfPZnfjaT7V0E0BtmJGlMvz/C2fB6Yw2LxYLZfMbG+iZa6WADKSKsCdufzedMZvsILellPaRwHBzsBD3sOGFz4yyx7oGLiHTWSn6maYqpg36zOHzk0UdCZl6baUghWCzmSCEZjTOocra3d7n74v186Zd/HdJlWFvgvMB5RddT4DCWCnKK5bDgM4/jsRc3IcINTyGcYb5YMBiuBQ3WJ28LwYfWl4QSYPM4wdOF1fJzTZYi9Fkdy76tFw4vgoZz1xnKsewnt85HhzKWztY65Cbacm0bDOtZXu8c3taB0vq63LYM6i1b+1BgbV9zBBv8KNeqlfJx57mVDPbwAqQ5ZysZ2dE3RX+IDNbcILtjZCe4McRxfGRVQUr5uO07KSVSKLyM0NmAT//Mz+H02ga2nFDmJcLHzKYF1gqcDSp0ZVngrGf76i79/oD53FCZiihSCCHp9Xrs7y04mM/xHpT3WOMwpaKXrpEmIzY3bqGXrdHL1vA+lL739naJ4pg41lRVwdXtS4xGA+IoIU17aK3RKiJSCdZ6IhVz7vbbePkLHuBt3/q9xKpPRYzhxoSZwnk5fhaMx2tvbibUlbZ8epWDvOLs7RePMhP5OCCI9ABvFcZZrK/Y3rmKYwYUgFnp43XylBM8SfA+MJqXmZ2rCVGHglkbhJes53ZESIi6dOuw3gbyVwjnOEx4+JDJLBnMDcFqqYTl6jnl8FpDrLdq0kpNFmsCrrU4Z3Bu9fNczSMLsdW3GWkjPuJqW8kmC+8+571vLSd9kzFbG2aorEP65ee1GVm7SDgU5DvHtxwpEyvl7Ga/T4LyjaFrLNFFc56vJxaiahKWdxolepy/5bm87a0/wKnBkESmCGnRGrT2lFWOra/90GYpWRQzxuNBzV0Aa10QBRloev0MESuQAotCCEGVF2gdxpc2Nzfo9VKSJANhGI4yktRTlFOubj/GIj+gKIoww6wUSsYYV4GsSDNJmqWc3TrDD77t7Qz0FkJmOCWJZHmk13GjPta9ppRSx459fRKQnyCsDFOhdj7BqpTeaL12y7uxLPZGbzZKxQifoETKxsYmzlnm+ZSyWgAzhAijBP4YO5jcrPBOLOdx69Ir1MzVliVNKJE5UY8CL7NWb1141CXl1VJ0vY1uJrry32b8qQ7yHWESpOeTX/hpeL9YKQO32WUToGGFbNZk203Qbchizrplb7mO2l1HpuvNELtDn7tcgCxpmR7bPpr3HA7U16ifhRPZznmf4PFha6JTF2VZrgSbw4FnufCT9ZflUNpy8fbn8n3f9SO4qkIIw5XthzGuwNmS4CegEFKysbFFpGPWxuvcc/dzkVIQJ5I4lkilWcxmLOYLrmxvB7MIII4TjDH0sh5lWVIUBcPBmEG/z3htyHS2y2Q6wVSONBmEz4xijLVYa3DWhQxdWqJRxOte8zoG2XmEjsMIqrRolRzJQ/Deo5Q6dhnxYRzvvXsKce1oVIH1C6xf3ND7tXNUxPzlB9/DdD5jOBohsXVgvPZGcvgCebz+zuH3hT8mjSBByx69dBy0XmcL8nyKMzO8K25ov09w4+gGm2XwsJ2e72rm17CcGzSzyd65QDDxog3e1vng1OnlMth7UfeAXSs/2Tznfeff3hKPNvl3v/XLNLxM64N/cOMn1bgmBbaya4NqN8A2403OL8ec2iDcvM/7ZRB1nQDsOzrWvjneZbn88Dx0Q+IK2+j0jzs3z8O95RNy1/Wx0tM/IkOO41XHuesHIklIIjxSRCidcufFF/Dtb/lOfLEgn8/Zn0yYzy1lEWRTBVCVnkj3SZMhg/4GZ8+cYzG3SBkRJwnWFGih2djcCks75zDGYo2lMhVaadI0JU49Qgqsge3tCWnSo98f08vWGI3GYTbfOYy32NwwztYoqikvu/gpfNbLX8vacANPhMCTRqoz+XBz4hM2IF/bWwnkBOFvtA9sUcDe5UsYp1hf3wi3QRERLvBAwmpvMqLAuDmeAnBorW9I5Hy1/BICc3jEJL010mQI0lBWE06IX08umlEkWC27NplrIy0opWhLyvhmsXVtFuwbJrRY3cZR/dyjSrZLGU6F9BnG7uN8fuT7V8hYnf2QQdC3/X2zTyEjD0HWtmX45TYr57B4jPd4IQJxq5P/wup4VnChOpT9dgNtU7Y+RBpbbQHc3DfXpxJdEtyN2ggeHZSXam0gSfQmsezxyhe9hHOnthj2IqSALBugFGRpmCWuKuhlA3RNZD1/7g7uec5zAMd0OqGX9Vkfj0EEtTmtg03j2ngN5xxpLc2ptWIy2ePBhz5EmkZEUcLa2gipHFVhwqiT9zipYS1ilsy4eOZu3vqN38/ps3diCc5jaZq2rY4Vw5Lukd4EgjPHiPD9TCOcihutaEgpgJx8d5fJwrKxtVXzWA3dO64QniAGoQi81yextCzqfRaeJE1xziOkwboFSpjAIHQpFRIlNTgLwiDFybz0jWClXOtr/2Mh6tGnRvpDYKrgD+utQMpQuhZCBBtD3w1Qy+CIXwYy2fEAFkic9Ui5DFj1y/FiqSVtrOT5L/4csDO8ygC97M0627o4NXD1Plhrr1Hiao4Vljd3z2rWivcrgb37XsHqPHT7mjozWuqONp9XVw5YBm5/vcB9giPxRB2LlhW3a38PoKIFTgjG0T18y9f+AL/5jl/lZ37xn9HfUIzYCnKZWmOtpKxyEqtxLsLZPtZonvf853P18hU+/Nhj7PUu4a1nWhbE2Yi8ypkc7CO1YjabMRwOuHz5Co8++ihSeYytmEx2OXv2LB6Dlikox6ZeZzHLUYngU174Er7z67+LMxt3UDoHUhA5vTJWdz2r3uPof3wYn7AZ8seL4A9bUU6mLEgYpWtIwPvDLL/6RiuCGXfAk31RJAgSpIzwLmTQ3ivKsmKeH6CFQ/gSKT3y41BA+0TDUQGhyRq7bOAmWw6BptO/7bQumhtG12zicKmWNru8liXdZOrLPrBha/Mc73znr+GsPlRaX5LPmvd0t+O9X7FJXCV/rZbolxArr+k+FyoGYtlWb5nhbnm+mkBbZ+K+czyrhheHj/sETwYeL3NcgctAaLxw3HLr3bzg3pfzrV/1bWgh0JHCe4P30OsFUQ6tFQ8/8hCz+Q79fsrW+Dy3nXsO9999kaSXMZ86tIqx1rCxsYkQsrZKFGzvXOLBhz4CApIkJY5inK9Y5BOyNEImCi8EwlWMYsErn/MifujN/5CzG7eF33uJRqNjtXK9HCUbezMEY3gWZ8jNF/RUNfGFkChv8KbCyZg0y8ItxjtWv/duAHzqT7eUEZII5zLiyBDHMxbFFYq8YDjYRIjRDVcBPtGxEhRcowPtwYsVUZD29figRQCIZsXeUepqHZB8rQDimhDV2Sa0QiDLbdRJZud1Ujq8S5lM90AYuqS+9ubL0Yb1vs52D9/ADt/IpJDY2kMxaJnUzx1hPBGE/iVdSU7aEnZ92pxthf6759b5IBEKHRLbSUB+0tCUthtW8eOeV2WRPiwcB4M+d9x2H9rHvOLFf8EHP/w+9ndL+sMhl65+hFMbt3N1+wpxnLI/3eHcmfPMdmcM+kOyrXPYeUGcJGwkG1ya7SClZDqbUh0YBsOUBx/6MN6DVglRpDCmIMlS8AIFiCpna7xOGWuee/Ee/ptvfBuDzfNYIwGN9O6jH0+N7t/A9aoExwHP2oB8Q6vBjwOVt0TzCfn+HuPxGfrZGBBIWXEclLpC0NXAmCwZkyUGR05VHRDRA5rFyrP2Evi44XBd1QvwTbAUbYBuFn3LPnH96ibYde4Vq6+p2cR1wGpsGIOJlK+rLb593teE2OZmYmq1r3vufz6uE4yDzaPEWRc6Gj6QqYTsqHG51QwVCBlH+EV7PA7Xlv+ajFqIRtZztZzdOUvdA+78opsRX9svbz5v2Uc+/v2+mwXd8raU8obIpFEUoZXi7C2n6fdjRPxfsv38q/zKv/5ZrsweZZSdYzrfRSqoKosXgocfusQgShCnTrGxMeLRcofRWsSDV3dQ0iJURdqXXHnwMnsHjrW1MVVVMRhklNUCpSWRFhhZ8NjsKvfdeg+zg4I3vP6NfMnr3oAnC8FYNBwdgbVB1EOp6wfm7vE3ZN6nT175Y8Px3KubAJGXbO8+Ag7S0QZRTyCcB/nMB+Nr4QCNZEASNaSv47lCPFbwvnOamqzQ4b2slbJ8+7vle2gDYHclvtpfpS3NtugYAXSzyPBULaPpPEVZEscRshbov/viK/BC1jcqA52+bXcUqbst6xqpzu5+h+0pUS8uPO0xrB5HfSyC1UDsLU29oMt0dbWntOu8Vhw69m4Zvy3JO3soup/gycDh6+rxEGQyPZZdLpy/iyw+y1d9xTfwv/z6T/CBDz1M1IsY9nsonXLpscs4bRn0Eowpsc7x6KOPUVzZJ+2lxMMBCM+DDz2CinxttZiQJCnWLej1Mqy1FPmCRBZkaYKYK77rm7+HFRYBKQAADylJREFU+57zIpxNw621HvMMOukhGIfE4tqL5ajs+bgG4gbHe++OMby3THd2mC3mbG5dJEmOL1HKUyJI6385TqgDN4YmYC1JTvWoj/BBBKa+oTlbl4VF8B1uNKVhtXe3ZBiv9pcRYGthYCVkXeZezRrrHSGOozZ7BahMRKYFVpQ455FC1uuIuizcqRR1f15ParGO8+1rriGACVhm98tjXO5r/VkdZTIhRBiuaRYcK6NQXQOK1WM+KVk/+RBCtOIcj1eBcM7VWtgJg94m6myffr9Htl3x5a//r/h/3vU7/PGfvJvZYkbpDvA+GEyUZUllTMhEjUILhfCOxXzBpe2rSOMZ9mLKlq9g6Q8yrDVoHTFaG2PLORv9LX7wu9/OaHiGJB7jvIZ2Asa1118cJzT2pkcd63EtTV8PJwH5CcJJz1//5/eze/US5172eYQS8PH88pfBGCC+7utOcBh+5UfdJQ4ZHh7v20ncTp9UIKRqM2tfE7SE735WqEE3nGvhlwHb+kZSUrSCCm2p2AVmdyPa4ZwjiiS/+Kt/n9d90VvxPmmZ33ULd4UdvXJkzuHqMrXzPvTsPMsZZSFAyqDI1TkbSkqscyGoItt9dW71daJeWARnqs52637xSsmaa0ls3vunyUb1ExM3Eqia12jVo5dpdCTo9Z/DxtotnBnfyue99HP47f/v3/LOP/49eirBeUVRFqRZSrGYoWxMVTqcduRVRRalGCribEzaV8wXOYN+n+Eg4+rOY6Sx5vzpu3jta17PZ778C+hnm1jrEDJBOgiJRL2IEJ5Ip0fud9NGejKDcbfa9FTiJCA/QVQYplceYl44zqydIkkSPBWChOaiCf23Z3Y/T/DE0RKdVtjSHikbYlSIeqKu1TbkpmbsqCk1H/W5Tdk3JMxLQY3G7EFAOxYV+sodYY86KAdT+JJ0uI6wCVL6mtzVyFcKhKwJYp1WSpvRuibvD58YnmumlHwbjJtbUChHu7aP3Kw/nXPt8fum2Q3XBNq2N31o9rr7O2st8/mcWEfgTwLyU4GuicdHCzBSCrJkiBcViY3JdQ54pD/PwCte9qKX8+cf+GMe+shH2Nw4i8oS9g+2SRNBWc5RacaBnOONQEtJ5Q2RARV54kRjyxneZWRknB2e5+99zXeytXGOSA3xXpAkaX3NSfCOJImoTIGr2y7GmJVj6PI5mumBJ6NM/XQpfJ0E5CcIYRbMpwfkxjIajVeY1U0P7bjLtJ3g8dHtn7YZJ0sfZOdlKwqyzIDrbLYNcdSvrcvdvkNuEsvtHO53eTzOhhGo64kcQHjuM1/1FexM/pzx8H6CUAkhwIu6F4zAWdt+TpOVdgNtO3eMqMlrrBQImkVAww4H8MK1N8vDPeHu+WtHxKztSGceIoax7CUnSYKt7MpzJ3jy0CU5Xa903Zz7YI1YgAetUtJEY41AradIOeSeLOG/+JI38eu/+a+ZzA7Ynj7K+Mw5vFBM5nO20gHazfGRx7qSW289T15ZrISqFIzGa/S04G++7o181iu/mFvOXUBJhVSNNaKsr8nm/5dz9Hk+J0mTIP3KUiegwUnJ+pjDOddajnlv6hKzQIiP/TQklPQixf6s4syZMyFzUhCY1stxlRPcvLBNmaoOpq4TSMIfusXatmgbKiL1teTFtQuyrtiG864WALl2hGi159sZD+oE4QbCaYQY87v/78/zute8FC8sjpxmJ+rWNrDsa7uVhUaHbNUsJK6T2QeNbFrCl7NN4A3BUza9ab9kYocWsUD4w6YTnT6xXxpTOOcwxtRGFyd/Q081Gv/h6/WTg5qWDt+JDVlpr9fDOUccjUiyPlk25M6z9/FHf/YH/J+//UvsPbyL1DFSaJyKsD5GacPG+pj+oMfiQ49yy+lb+Iqv/Fo2N85y7uytnDt3G6Do97KWpxCY0yKofJnwb+ssQgSDizjRNJ7gXXQrMjeKEOBzsix7wufyycAnVEAWQpCmaU1YkBhj617DE/iwcs786hUOForBIK3nPhvZTI5tP/kEN442Q6YOVnX/V3YDWTMzW5eabUPqco2udRsRCb3dJelLCFrlLDgqE14NSEcxtkN2nvDZr34ju7N3Mxw8F4limQKLusy+lLVsBEG7phHtmFV9HM32VtnhHdZ3o8DFcqFQ1Tfs2XxOkiSHiGyrs8/N6FW3XN095yvOUSd4StFoYR91vptrLo5jiiLo5UdRFBKbxCNkihcbxDr8nZxdW+O973sfv/Eb/4ae8kxmEywL+muSQS/jlvF57njgHr7odX+LixfvYdBfYzQaEEUxgTEdgr+OIgShD1xVhuBspuueCnjfzLy38w8IEUrYT6RELYR4xoMxfAIGZGgyl6Cj+kSxe+USe/vbVFIzHA5OAvCzEIdLpkty1SoLOvyEkM3WWWydaYZqyfK66wp1dFnMDWmrfQ2h/3v4Ncv3hbq0dyBlSRwNedd/+Be85tPvwtq6XNeSu1Y/5/AccZcE0xUAOcx0FocCcFNzXzLOJd5Bmv7/7Z3LjhzVHca/c6uavtjj8ch2jDIKNhAJNmGRBZGyiQQrtjxANgjBOkueIC+TbTZ5gkjJArHjtiCAUWwD47l01bmwOJc61dNjD/Z4qIHvJ43UdndX9eV0fed/3ypCm13lAZVlnuLgXdelTN6Tk6ielAVMLpYQApqmKRslY0waZ+iwXFyFVg2kanHt2g0crxrs7X2Ko0efwYcWX977Hi/e3sNLv30d7737Nxixg+VyifmigbU9tG6hlE4Z4GZs2YY4s1lIBZ8Tu0KAMbkj4pCh/0sIcfyqBHnMs731/33xObpg0QmF2XJxpgQJcrnYJMj17VF8GWJkAUZ8FGOhTliBdSvN+nijRDI3Pu/4/FmsutghPQi88MLvo2td6BLzldWxB7FHsfzLK80bhXQx3OTSHoQaI8N/9L5qMa/LphAGqzh9FnEeb+pe5hyGWdIuucFpIV8k+XuU1RpYJ6+h7NnJ1mjbtlj6q2jbGe68/ApU0+Dbb+5ByhZLYfD+Xz/AG395G8d9i6bVmM2iB8WYGRozT1n6fsjWDzGcGACoFArM60PrJo2XDFitOsxmemhgs7Z5vWz8igX5dKw/RPArGDUDRItxEw0LD4dPPv43Ht7fh5r/Bq1u1h5DfgnErldxD14LW3YBI+ShDakBRsjlT8m1K2MMWIghq3Xdys4ZzaX5RzzAidjyY1sEupio8+qdd/DVVx/j5u27aXYzINLFNSZ2xWzodcszhFiKJKUsYlnc6PHkJzYFtZs9hBCb4oRxOVd8v64IeEB0RecEuNGEp5GVbNH3PcueLpgsrps8E33fl8lz9eNyFnPTNGi0wbHtcP3WLdz+3Yv4+ov/wAYPpQxe++OfIJolFrMGrWnRmLbqoQ4Y06bQxnDO8aS7Yd1lt7S1FvP5ElJKKIUS477Mgsw04A3sP7oPuH244/sAVukiVF8cAkJ/gP2DY8yu7qJpzNPFoc+EfcwfeZ7E9o1RgJ0P5bYQKM07ykxhH8rUojyecZgfPB4m4XN9bh5KESprJAlydN0OFmlx5VajCb0bt6G0foX/fvQPCC8ggi+biNyAIdcur8dpgz9ZGlInkhXrfoOHoAyOqAW7ih3n+c75XLXbu/YK1IK80Tonz0T+vs8SBtiU5GWMGa2R7HHRWpfEsNZoNLrFlmmxc22JxbyF9gI7V7axaLdwZd5CSwWjNISIx6wblWx6zZvIa0Mpg7qH++m5GJcHWsgbuLqcwXY/QPo+dkRK2aoZCYHjwwfYf3SE7b2bTz0KjUybmPjkojt6/Ude6VMIPlqkYsikTneU5KpQNQ8BMDQOSbFnkVxy5cQp0zTeP5w7IMQy9/z8qk0nYLFlbsL6HyAxKw+KLuN8yHEXrOxO9n1qSJLmJa/HxmUaPxlkOqcQCKlOOIqwjI1Fgod3lWDnmHpubJJjyJVlHPywOcnuUOccLeRzJIcInuX5m/IJ6v+TSqEVCsvlAtvbV9AdHEIcOvh5B+96aKXQu1znHjvKad2cKrxnypIOJ8X3SRbys1jQfd9X8evzh4K8AYkdtO0cvT2CwQyQgEcHiSN0uAJ//AhutcJ3dgt/uHsHUho874ESyfAgF0gRY+Qs4Rx3HZqFiOp2zFwaEqgc0m5eVK7dfCGrpkBl6mEVI6u5Ok8+hghiEDufI9gKf37jHfzrn3/Hm299CIceUqrRuUti16baU8Ra4ZxolePMWZRrIzlmaIdy24vBIq4bg+T3WFvEIllr8T6XLGhbSp68c7B9D+8oyOfFT+2JcJb2mpks9FJKoHOYtQ3a1mC+nEOEFXZ3drC7uwNtFKSNx1RapfUtAAwhi2xxA2exdHMIZry+T3teCBYBNl1HN3f5ehLPU4wBCvJGYlejeUrFTzEVCcAqBA1smR7dQQfrNXZv3EqWQqguuOf1sVp09iiNTUPqAkZr/KIoiU5hvBGvreD1xpSlaUhVMyzU4AJctzwzOa4sxPi56zHbdUtleB2AFAHOSjx4eA8BFgh6dEF9XL0pkpiKul1mVQLlssXu1hLPqvedr4PDOcLofQ+CPFjMdfw4xxSHemQmdf2c1Bu4sxJCXMem0YDWaJYSNhzhqOuhvYVQBlpqCJlTDoa1rrWGMebUNb7+2mqstWiaJ7UFFinfowe8glLPV1yfBgoyAPhDHK0O0JoFILeq6SESudGHcy18aj8Y3D4ePvg/vJjh+s51QKbdvkjdjM7xY+07BzM3xR4jF4dL1iJQWbQA8g8bGMdaY0JJvH+UEV1lWAOb63sHwR2s4fqisy7g9XNLyVKwEM0KX369B+cFhOghqrVY6kzDsJGounEjt8RESHX09YVRnrR68798tcmIF9OTSWOjv+pzCyHH1MNImHNJDbk8eO8hTPx+F80Sjdboj7/D7e0b6LsOWkqgMRBOlDXb9z2896VUruu6Elt+nCiv/37OVnsso6sch2mIyvQEWTBxghBCCPn5YZY1IYQQMgEoyIQQQsgEoCATQgghE4CCTAghhEwACjIhhBAyASjIhBBCyASgIBNCCCETgIJMCCGETAAKMiGEEDIBKMiEEELIBKAgE0IIIROAgkwIIYRMAAoyIYQQMgEoyIQQQsgEoCATQgghE4CCTAghhEwACjIhhBAyASjIhBBCyASgIBNCCCETgIJMCCGETAAKMiGEEDIBKMiEEELIBKAgE0IIIRPgR+0Dqppfj7U9AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 504x432 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data.show_batch(rows=3, figsize=(7,6))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"--- \n",
"## Start training"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HBox(children=(IntProgress(value=0, max=4), HTML(value='0.00% [0/4 00:00<00:00]'))), HTML(value…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 01:37\n",
"epoch train loss valid loss error_rate\n",
"1 3.380714 1.584983 0.357863 (00:24)\n",
"2 1.728939 0.650697 0.154234 (00:24)\n",
"3 0.975257 0.459533 0.109879 (00:24)\n",
"4 0.645095 0.421941 0.098790 (00:24)\n",
"\n"
]
}
],
"source": [
"learn = ConvLearner(data, models.resnet34, metrics=error_rate)\n",
"learn.fit_one_cycle(4)"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.recorder.plot_losses()"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HBox(children=(IntProgress(value=0, max=4), HTML(value='0.00% [0/4 00:00<00:00]'))), HTML(value…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 01:44\n",
"epoch train loss valid loss error_rate\n",
"1 0.528982 0.402558 0.106855 (00:28)\n",
"2 0.482669 0.325188 0.093750 (00:26)\n",
"3 0.367517 0.256930 0.062500 (00:24)\n",
"4 0.289087 0.239628 0.060484 (00:25)\n",
"\n"
]
}
],
"source": [
"learn.fit_one_cycle(4)"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [],
"source": [
"learn.save('leaf_types_stage_1')"
]
},
{
"cell_type": "code",
"execution_count": 149,
"metadata": {},
"outputs": [],
"source": [
"learn.load('leaf_types_stage_1')"
]
},
{
"cell_type": "code",
"execution_count": 150,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HBox(children=(IntProgress(value=0, max=9), HTML(value='0.00% [0/9 00:00<00:00]'))), HTML(value…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 04:43\n",
"epoch train loss valid loss error_rate\n",
"1 0.547331 0.863243 0.227823 (01:20)\n",
"2 0.810612 1.526262 0.399194 (00:25)\n",
"3 0.926977 2.059626 0.448589 (00:25)\n",
"4 0.814451 0.777633 0.205645 (00:25)\n",
"5 0.626382 0.474716 0.129032 (00:25)\n",
"6 0.412367 0.296358 0.087702 (00:25)\n",
"7 0.259392 0.170681 0.044355 (00:25)\n",
"8 0.152690 0.126256 0.031250 (00:25)\n",
"9 0.090060 0.123990 0.034274 (00:25)\n",
"\n"
]
}
],
"source": [
"learn.fit_one_cycle(9)"
]
},
{
"cell_type": "code",
"execution_count": 151,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.recorder.plot_losses()"
]
},
{
"cell_type": "code",
"execution_count": 152,
"metadata": {},
"outputs": [],
"source": [
"learn.save('leaf_types_stage_1_more_training')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The model is slightly overfitting, but not too bad. Error rate with ~3% is already pretty nice too!\n",
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Take a look at the results of the first stage"
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, max=8), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, max=8), HTML(value='0.00% [0/8 00:00<00:00]')))"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"interp = ClassificationInterpretation.from_learner(learn)"
]
},
{
"cell_type": "code",
"execution_count": 154,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x792 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"interp.plot_top_losses(9, figsize=(15,11))"
]
},
{
"cell_type": "code",
"execution_count": 155,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[('Carpinus betulus', 'Sorbus aria', 2),\n",
" ('Populus nigra', 'Betula utilis', 2),\n",
" ('Salix fragilis', 'Arbutus unedo', 2)]"
]
},
"execution_count": 155,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"interp.most_confused()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"## Fine tuning \n",
"Lets see if we can get even better accuarcy"
]
},
{
"cell_type": "code",
"execution_count": 138,
"metadata": {},
"outputs": [],
"source": [
"learn.load('leaf_types_stage_1')"
]
},
{
"cell_type": "code",
"execution_count": 139,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "28bb99d8cb8c4c0983fed3cb3e12c54e",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HBox(children=(IntProgress(value=0, max=2), HTML(value='0.00% [0/2 00:00<00:00]'))), HTML(value…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.unfreeze()\n",
"learn.lr_find()"
]
},
{
"cell_type": "code",
"execution_count": 141,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": 142,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HBox(children=(IntProgress(value=0, max=4), HTML(value='0.00% [0/4 00:00<00:00]'))), HTML(value…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 01:43\n",
"epoch train loss valid loss error_rate\n",
"1 0.247061 0.231705 0.058468 (00:25)\n",
"2 0.219052 0.211100 0.050403 (00:25)\n",
"3 0.209236 0.205104 0.049395 (00:26)\n",
"4 0.182059 0.206031 0.043347 (00:26)\n",
"\n"
]
}
],
"source": [
"learn.unfreeze()\n",
"learn.fit_one_cycle(4, max_lr=slice(1e-6,1e-4))"
]
},
{
"cell_type": "code",
"execution_count": 143,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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PK+JwsYuxp7WnsNTNtBW72F9QwuKteYzs1abGm3hduqxvO3q1i+GRi3sw/6HzEIQnvlzdYO+vlDp5tgoI7gBLCF28AcHfAKyCEhcDn/6WaSvrdz6gb9fuYdqKXSzeknfM9r2Hi7nsnz+wOucQK7IPAXDd6Sl0Tojki192MnvdXjwGLuzVpl7TV1lcZAjTfnc2tw3tRFJsOHcN68ystXu1lKDUKcReAcETWEBIiAqlRXgwG/ceX0JYvzufg0VlzFt/cvMq1WTdLmvaiMppmLRwGyt3HmLail2s3HmIkCAH3dpE86uByfy8NY9/fb+ZpNhweifF1Gv6ajLCG5AqT5GhlGq6NCD4ISKkJUb5DQjlpYaVOw/Vefp8rS0PCHuOpqHE5eajn7cDsGhLHj9t2k/vdjEEOx2M7t8Oh8DOg0f4w4iuDVpd5E9aYhSxEcH8XKmEo5RqumzVy8gdYC8jgLTWUcxcvee47Ru8N+gNe/IpKnUREVL3v0KPx7B+txV4svZaP40x/HN2FvsKSumX3IKl2w/gMfDoJT0ASI6L4Iu7htAuNrxJDBBzOISM1JYs2pKHMabRA5RSqmZaQqhCl8Ro8gpL2V9pPMLGvfmIgMfAmpzDVZx9cnYcKKKw1E1MWBAb9xZgjGHi95t5dU4Wvx6YzO+Hd8VjwCHWlBTl+rWPbRLBoFxGx5Zszyui7xPf8NK3G2o+QSnVqDQgVCHN27D83k/bcLk9zF2/l/s+Xsb63fmc1aUVAMuz66faaO0uq1QwsncbikrdzF67l+dnrufiPm14/oq+pKfG4RAY0qUViU14ZPCwbokEO4Xo0CBenZNVUQ2mlGqa7BUQTGBzGQGc3ime4T1a88rsjbz94xa+XL6LL5buZG9+CUO6tCIpNpy3f9jCj1n76jSNHo/hqxU5OAQu6Wt9+//d5KXERoTwzBhrpHB0WDAvXNWP/3dxjzp977rWJTGK1U+MZNrvzqZFeDDXvbWId3/cAsDXq3bx9FdrmL+xfhvnlVKBs1dAqMXI45AgB/+6YRCdEiJZsu3AMWMS0hKjeHlsf0KCHNwxaQnFZe46S+ML367nqxW7uOe8NPq3jyU82ElSbDgTbxhEXGRIxXGXD0imR9vG7UkUiJAgB3GRIbz/mwy6tYnm8S/X8NBnK7jjg19464ct3P/Jco6U1t3vTyl14mwXEAItIYDV26h7m2jW785nU24B53ZLYHT/dmR0bMlpqS15fFQv8ktczN9Yd6WE2Wv3MqRLPL8fnkaL8GB+fPg8Ztx7dp2NOm4svZNa8O7NGXRrHc3HmTsY2CGWyeNPJze/hD9PWcWkhds4VFTGnR8s4cvlfhfPU0rVM1v1MnJ5TLXrKfvTtXU001fuBqw68RvPTK3Yd2bneGIjgpm2IocLeraukzTuPlzMoJS4il45LX1KBQ3GGKiHXkEhQQ5euKoff5uxjqfH9Ca1VSTnd0/ksyXZfLYkm+dmrCO/xMWhI2Vc5tNYrpRqGLYKCB6PITS4doWibq2jK56XT+ZWLtjp4MKebfhqRQ7FZW7Cgp0nlb7iMjcHi8po26KRG4rn/hW2LYCeo6HHZRBdd6Oeeye14INbB1e8fmXcAHYdOsLKnYd4bMpquiRGsWTbAUpcbkKDTu73qZSqHVtVGZ1QCaGNT0BIjDxu/2X92lFY6uabNcePWaitPYetNRgafU2ByAQo2APTH4AXusPbI2Hh63Aou+7fKjSILonRXD4gmeWPjeChkd0pcXlYuv1gnb+XUqp6tgoIgc526iulZQQhQQ4iQ5y08XOjPqNzPO1ahPH5kpO/We72LsrTprFLCBm3wd2L4a5FMOxPUHwYvn4YXuoFbw2HH1+BA1vr/G0dDiGjY0scAj9t0ikvlGpotgoILnftGpXBmvo5LTGKLolRfkfbOh3CrwYmM39jbsU3/OPf14PHU/XsqOW9bHZ7z/cXeBpFYncY9hDctQDuXgLnPwbuUvj2z/CPfvDmOTD/Bdi/qc7eskV4ML3atWDayl0Ulrjq7LpKqZrZKiB4TO2rjACevbwPT43pXeX+S/u1xWOockzCtW8t4v5Plvm/9vS1ZDw7iz2Hi49WGTV2CcGfVl3g7D/A7d/D75bBBU+BIwhmPwn/HAivD4F5z8HedSf9VvddkMbm3ALu+vAXXG5PHSReKRWIgAKCiIwUkfUikiUiD/vZf7+IrBGRFSIyW0RSvNv7i8hPIrLau+9qn3PeFZEtIrLM++hfd9nyz+UxBAWwhGZl/drH0jc5tsr9qd7F6XMOHjlu3+qcQyzakseMVbuP+8Y7bcUuJn6/mfxiF/9ZtJ3dh0qICHESHdrE2/pbdoQhv4PbZsPvV8GFf4XQaJjzLLw2GF7NgO+egd2rrB5LtXRe99Y8c3kf5m3I5W8zTj7AKKUCU2NAEBEnMAG4COgJjBORnpUOWwqkG2P6Ap8Bz3m3FwE3GGN6ASOBl0XE9876oDGmv/fh/yt0HfKcQKNyIMKCnbSKCmHnQesbfmGJi5+9k7p9vHgHACUuD/M25FJQ4uLqN39i+Y6DvLtgC2mJUZzVpRUf/byd7ANFtIkJO7UmgottD2fcBb/5Gu5fCxf/H0Qlwvz/gzeGWKWHWY9DztJaBYdxGR246cxU3vphC+8t2Hrc/tz8knpfpEgpuwnkq2gGkGWM2QwgIpOB0cCa8gOMMXN8jl8IXOfdvsHnmBwR2QskAI3ShcRVy4FptdEuNryihPD63E28OieLLolRbM8r4tK+bflp035mrNpNsNPBoi15fLhoG8t3HOKmIakM7tiSW97LZM76vaSntKyX9DWImLZWg3TGbVCQC+u+gjVTrEboH16C2A7QYxT0HANJg8BR/feRRy7pQc7BI/xl6mqCnMLV6e0pcXlYuHk/t76fyY1npPL4qF4NlDmlmr9AAkISsMPndTYwuIpjAW4BZlTeKCIZQAjg2wL5jIg8BswGHjbG1OsixrWZuqK22rUIr5jeYsGmfSTFhhMbHsyAfu24f0RXXpm9kanLcojwjlX4YulOytyG01Jbcm63RE5LjWPx1gON38OorkQlQPrN1qMoD9ZPt4LDojfhp1chJska49BzNLQfDI7jxxwEOx3885oB3PnBLzzyxSpe+nYjB4tKCXIKkSFBvLtgK3ERIZyVFs/aXflcO7gDwKlVwlKqCQkkIPj77/JbVheR64B04JxK29sCk4AbjTHlrYR/AnZjBYmJwEPAk36uOR4YD9ChQ4cAklu12k5dURvtYsP5fmMuRaUuVmQf4rahnXhoZPeK/b8emMxHP+/g0yU7EIEyt/UrTE+Jw+EQnh7Th0temU/7lhH1kr5GFdESBlxnPY4chA1fw5qpkPkOLHoDolpbwaHHKEgZAs6jf5ahQU5eu3Ygf/h0OQXFLjonRLE65xD/d2U/np+5npdmbeClWdaxIjDhuyx+c1ZHbj27UyNlVqlTVyABIRto7/M6GThushkRGQ48Apzj+01fRGKAacCjxpiF5duNMeWLEpeIyDvAA/7e3BgzEStgkJ6eflKVxoGuqXwi2sWGUVTqZu76XFweQ0bHY6t+BqXE0Skhks25hfx6YDKf/5JNWmJUxYR13dpEM+Pes2kbG14v6WsywmOh31jrUZIPG2bC2qmw9ENY/BZExEP3S62SQ8eh4AwmLNjJhGsGHnepf4ztz8V92rD7UDGTFm7jkS9WAdYyo7ec1VFLCkrVUiABYTGQJiIdgZ3AWOAa3wNEZADwJjDSGLPXZ3sI8AXwvjHm00rntDXG7BLrv3YMsOqkchIATy3WQ6itJO+N/IulO3GIFQB8iQhjT2vPs9PXccMZKazZdZhzuiYcc0yazzQZthAaDX2usB6lhZA1y6pWWvU5/PIehMVC90us4NBpGAQdu/iPiDCyd1vAKqGNn7SEQSlxLNl2gF+2H2DQqdweo1QjqDEgGGNcInI3MBNwAm8bY1aLyJNApjFmKvA8EAV86v1Wtt0YMwq4ChgKxIvITd5L3uTtUfShiCRgVUktA+6o26wdz1WLJTRrq503IMxZt5feSS2ICQs+7pibh3SkR9sY+rWP5at7zqKeYtOpKSTSuvH3HA1lxbDpOys4rP0Kln0IoTHQdaS1v8v5EHxsSWpErzbM/+O5xEWGkP70tzz51VpuO7sjl/bVSfKUClRAHd6NMdOB6ZW2PebzfHgV530AfFDFvvMCT2bdsEoI9TMWrzwguDyG8UP9118HOx2cnWaVCuqrpNIsBIdB94uth6sUtsyDNf+DddNg5ScQHAldR1jBIW2EFUygov3lgRHdeGPeJu7+z1K6JEbRvU39rBvx5fIc+iXH0iG+Gbb7KFuy1Uhll8fgrKccx0eGEBrkoHdSDBd7qzFUHQgKgbQLYPQEeGAjXP8F9L0KtsyHT2+C5zrDx9fBik+tOZeAW8/uxOz7hxEZ4uT1uXU3rYavhZv3c89HS7nt/UxKXTqaWjUPTXxIbN2yGpXrJyI4HMIr4waQlhhVb11bbc8ZDJ3Psx6XvGBN0b12qtVjae2X4AyBzudDz9G06DaSa09P4a35m7n73C512j7jcnv46/S1RIcGsX5PPq/P3cS9w9Pq7PpKNRZ7BYR6LCEAXNir7tYNUDVwOKHj2dZj5N8h+2erzWHNVNgwAxxBPNBhKGVhXXl8MqR06MAZneK5tG9bZq7ezYeLtrNqp9U9+K5hXQJ6S2MMX6/azd+/XsfW/UW8eFU/5q7P5dU5G7moTxu62q1TgGp2bBMQjDHegGCrWjJ7cDigw+nW48JnYecvsOZ/hKyZwl/Md7jyJrJwXw8y1w9lav7V3PtVDu1bhpMYHcaE77IYe1oHwoIdRIRU/+/w8qyN/GP2Rrq3iWbi9YMY0asN53RNYP7GXO78YAk3nJHKtYM7EFSf3zqUqke2CQjls0/XVy8j1USIQPIg63HBk7B7BTk/fESPTdM4q/h1PLPeIDWyJ32G3sCWVudx/lsbGfb8HDwGPr3jDHq0PbYBekdeEUfK3HRJiGLq8hzO7BzP+7/JqLjpx0eF8uLV/XnyyzX8ZepqSl0ebhqSikNEOw6oU45tAoLbGxFOZLZTdYoSgbb96HBlP7bmPsq4Fz/gYucirotYhuPrh+gMzGvZh5meDL5ypXPb+5lMvD6dnu2soPD8zHVMmGM1St83vCtb9hUyLqP9cSWAc7slMqxrAre+l8mL325gwtws+iS14O2bTiNYSwvqFGKbv9bygFAfs52qpi81IQpXfHdedl3BoZvnw28Xw3mPkhID44v/zVTXnbxx5AGmvvYgv/3nZ4ybuJAJczbxq4FJdE6IZMKcLAAyOsb7vb6I8PioXoQEOUhpGcH8jft4bMrq42ZkXZF9kGemral2wSSlGot9Sgjef8z6mstINX03npnKkm0H6JwQBXSFhAdh6IPWim9rp9J99RR675oM+yezydmJnLQRnDnsN7y1Npq/zlhHRIiTXu2qHtPQvmUES/98AQ6H8Pev1/H63E10SYzilrM6Vhzz7PS1LNycx/k9WnN6J//BRanGYp+A4J1MTruE2teNZ6Zy45mpx++I7wxn3UfQWffBgW2w9ks6r51K5x1vwGtvcEt8N4qDerGr7YUE1/D3U/739eCIbmzaW8Az09YwKCWOpdsP4PYYFm7OA+CTzB0aEFSTI6fSIiPp6ekmMzPzhM7NKyxl4FPf8sSoXv5vCkpVdjjHGt+wZgpm2wIEA/Fdjk6x0aav1U5RhfziMoa/OI+iEjf53tXywoOdnNc9ke/W7WXRI+f7neJEqbomIkuMMek1HWebEoLLY40m1RKCClhMOxh8Owy+Hcnfc3TBnx9ehvkvQGyKNziMgaSBxwWH6LBgnhjVmzs+WMIVg5IZ0CGW6LBgOrWKZPqqXTzz1Vr+fkXfRsqcUsezTUDwxgNtQ1AnJro1nHaL9SjcD+unWcFh4Wuw4BUIj7MW/YlKtNZ38D5GRrdmwdgYWrcLxxkTZ83wKsJvh3Xh1TlZDEqN46r09jW/fy1NWriNA4Wl3HNeF50GXAXMNgGhvISg4xDUSYuMh4E3WI8jB2D9DNixCPL3QMEeyN1g/fSUAXDMfKtB4RCVyB+iWjM0LoR1UyL4aWUnwuLaEdUqibROnSGCUbcNAAAYlklEQVSqDUQmHLNQUG38tGk/j01ZVbGEdY+2MXySuYNxGe05r3vrk8u7atZsExDKSwg6WEjVqfA46H+N9fDl8UDxQSsw5O+Ggr3Wc+9D8nczKGIPPYpziN72DWyrfGGxFguKbnNMqWOXO4blB8MYkdEXR0wba7u31GG9reGhz1eQGh9J54QoXvzWWtbcIfDDxn2MzWhPWLCTP17YrVFKDl+v2s1/ft5OVKiTJ0b1JiE6tOaTVIOxTUCoKCFoQFANweGwlg6NaAmJPfwe4gSijOFgfj55e3fy6KTZnJfs4db+kd4A4g0k+bsrSh1tPWW0BVjncyFvqYPoNhxyxHHLYTcZfXrQtXNnsjpGUhDSirZJHbhq0ibe+XErAP3bxzb43FvGGP42Yy0FJW4KS1ys2/0Tk287ncSYZrKOeDNgm4Dg8ZafNSCopkREiI2JITYmhq6DPPx90TbGjDufVlF+vjkbw/g3v2XLti0kyEF6xxzhqu4hdAkvrCh5uHatY7Qzl9i138Ja6OZz+nwEExfPlpIo9v83Fve67jjLSxnegFLR/uFT6qgrq3MOs3V/EX/7VR86JURx0zs/c9M7i3n00h50ToiitQaGRmebgODyaEBQTdt1p6fw/k9buX3SEv51QzotvettVxBh5QEnGf0yOKNTPO/8uJW3FuXzzOV9uOqC9qzceYg7P1hCr04xvHVtX2+Q2FtRbSUFe5GC3cTuySZ/+xby180h1p1X0dZxDJ9Sh1VlVTlweKuxIhMDbuv4cnkOQQ5hZO82xEaE8Nq1A7nlvUyu+dciwoIdPDCiG7eebS0uNWXZTgBG9WunjeINyDYBQaeuUE1dl8QoXr1mIL//eBm/fn0B7958GinxkRX7j5S62XWomC4JUYzN6MCo/u2468NfePR/q/h8STaZ2w4A8PBF3a31p2M7WI9K4oHXv1rDWz9s4ZWx/RnVNRwK9lB6aBchR/Z52zyOtnewb6O1IFHxQT+p9t/W4Rs8joTG88CMPczMKuTstARiI6xAN6xbIt/eN5SdB4/w3oKtPD1tLWmto0lPieOPn62gxOXh9bmbGNGzNfecn1bzvFDGgMcNHtfRh/Ec+9rj9nNM5W2BHuM6dlu9HuOGsR9CXMqJ/nkFxHYBQbudqqbs4j5tSYgO5bb3M7n53cXMuu+cirEzW/cXAtAxwQoSESFB/HPcAMZM+JGlOw7y/y7uzumd4undrkWN7/PHkd1Znn2QBz5dQdg1A/h+o4vPlpTw4lVnc/GQKlb8c5Uc1zhe0bPKN3gU7AF3acVp4cAEoCw0FDnYGv7d1mqMNx46eVx08rgY4nazOiIPx2Q3JdFB/NdRSKtYJ2X5ZZT9UEphpoPYMGf1N3vThFauEyc4gnwejkqvnZWOcXofPscEhx9/TD2zXUDQKiPV1J2W2pLHL+vF7z9exoJN+zkrrRUAW/Z5A0Kro6WG6LBgPrn9DPYVlNKtTeAL9IQEOZh4fTpXT/yJ8ZOWANC2RRh3ffgLb1w3kJH+loENCoXY9hRHtmNBwT6GDUz0P9DTGKs7bsFeSg/l8PTkuaRFFnF9r9CjjeWHc47eAMWJwxFEh8Q4luUUkHvAgTgj6ZnaBnEGsSKngF/2HeGs5Da0jo30uYEGHXsTlcrbKv307veIE5dxEBISUuUxVb6H3xt55XQ46rz9paFoQFCqCRrZuw1xXwbz4aJtxwWEVJ9qJLDWZIj31whdg7jIEL685yw+W5KNx2O4Mr09V09cyIOfraBDy8iKacAre3PeZl6atYHrT09hWLcEjIE+yS2ONgqLVPSwemOlk/cLB/P+1RnQNaHa9LQAls3ayEuzNnDTmamcM6oXAN1cbm57bg7/K4tm0qjBtc6nr0Wb9/P/vljJwaIyZt1/DnGV22lsTgOCUk1QWLCTK9Pb8+8ftrDr0BHatghn094C2sSEERlad/+2oUFOrh18tF761XEDuOzVH7j4lfmc0SmezomRLN9hLTU6qp81xG7ayhzCg51MWriNSQutARQtwoP54JbB9Ek+Wl21aPN+Xp61gVH92nG2N6jV5J7zutA2NowLehwdQBca5OSGM1J5fuZ61u/Or1VJqLKnpq2hoMRFXlEpr83N4pFLerJw836OlLo5K62V7devCCj3IjJSRNaLSJaIPOxn//0iskZEVojIbBFJ8dl3o4hs9D5u9Nk+SERWeq/5itRzVwINCOpUc/3pKRhjeGPuJm59L5P/Lt1J3+Sa2wdORvuWEcy6/xz+OLIbOw4U8fHiHeQXl/G7j5Yy/MV5vPDNejbsKeChkd34z22D+fzOM/l4/OlEhQZxzb8W8uXyHHLzSzDGMPH7zSREh/Lsr/oE3FPI4RCuSm9/3Df3azKsZU6fnram4n+5tjweQ9beAi7t245fD0zmvQXb+GnTfm5652dufncx/Z/4hlvfW8yBwtKaL9ZM1fhVQ0ScWG1CFwDZwGIRmWqMWeNz2FIg3RhTJCJ3As8BV4tIS+AvQDpggCXecw8ArwPjgYXAdGAkMKPusnYst45DUKeY9i0juKhPW977aRsi8Pvhadx8ZseaTzxJraJCuWtYF+4Y2plSt4cgh/BJZjafLtnBP7/LQgQu7tuWxOij4wY+veMM7vxgCfd8tBSA+y/oyg9Z+xiX0YGoOijRxEWG8OdLe/LIF6t46dsNPHBht5pPqmTnwSMUl3lIS4xiWLdEZq3dw7VvLSTI4eD5K/qyIvsQH2fu4PYPlvDs5b3pnBBluy6vgZQQMoAsY8xmY0wpMBkY7XuAMWaOMabI+3IhkOx9fiHwrTEmzxsEvgVGikhbIMYY85Ox5t9+HxhTB/mpkpYQ1KnoznM6Ex0axFOje/P74V1pEdFw02U7HEJYsJMgp4NrBnfg8zvO5IlRvXjwwm7HBAOAdrHhfHLHGfxz3AAGpcTx8qwNlLg8nN8jsc7Sc01GB64clMyEuVks2ZZX6/Oz9hYAVvfeNi3CeOmq/ngM3HhmClemt+epMb15/oq+/Lwlj+Evfs8fPl3OiuyDvLdg63Er3zVXgYTuJGCHz+tsoLqWnVs4+k3f37lJ3ke2n+3HEZHxWCUJOnQ4vk91oCoCgs0ivjq19U5qwdLHLjhuHefG4HBItWuJhAY5uaxfOxKjQ7l64kKiQoMYXMWSoydCRPjLqF4s2LSf3320jAcv7Maofu1qnNLeGKuqaOPefMAKCADndk9k3oPDSI6LqDh2dP8k+iS14MNF2/n3D1v439KdeAz0TophUErLOstLUxXIX5m/37bfcCki12FVDz1fw7kBX9MYM9EYk26MSU9IqL6XQnW0hKBOVU0hGNRGRseWnNstgTED2hESVLdpjwoN4tVrBhAa7OD3Hy/j1vczOXTEz0hrHy98s4ELXvqeN+ZtplVUSMXAOICU+Mjj7gmdEqJ49JIeXJWezFlpCUSHBfHeguNmH2yWAvm0sgHfCduTgZzKB4nIcOARYJQxpqSGc7M5Wq1U5TXrkgYEpRqGiPDOzRk8PaZPvVx/QIc4Zt13Dk+O7sX3G3J58ss1VR777x+28OqcLMKCHeQVlnrX066ZiPDcFf14/zcZXDmoPTNW7WJvfnFdZaHJCiQgLAbSRKSjiIQAY4GpvgeIyADgTaxgsNdn10xghIjEiUgcMAKYaYzZBeSLyOne3kU3AFPqID9VKm9U1pHKSp36HA7hhjNSuXlIKv9dms363fnH7H986mqufWshT321hpG92vCvG6zVI8uri2rj+jNSKHMbJv+8g4NFpRR6l0NtjmoMCMYYF3A31s19LfCJMWa1iDwpIqO8hz0PRAGfisgyEZnqPTcPeAorqCwGnvRuA7gTeAvIAjZRjz2MwGcuIw0ISjUbdw3rQlRIEM/PPDof+Kqdh3h3wVa27ivi8gFJ/GNcf85OS+Dxy3py0wmsp96xVSRDuyYwaeE2Lnjpe8ZM+JGi0uYZFALqD2aMmY7VNdR322M+z4dXc+7bwNt+tmcCvQNO6UnSuYyUan7iIkO4Y1hnnp+5nsVb8zgttSXvLdhKeLCT6feeTYvwo72ybhpy4l12bzg9hVvfzyQ82Mm+ghKemLqmWa6HbZuRyi6d7VSpZunmIam8u2Ard36whJiwYLblFTH2tPbHBIOTdW73RG46M5ULerbmh6x9vD53E6P7t+PMLoGNwD5VnFrdF06Cp7yE4NSAoFRzEhESxDNjetOzXQt6tovhusEduOe8tDp9D6dDeHxUL4Z0acW956fRvmU4f56yijJ3E5phtQ7YroSg4xCUan5G9GrDiAZaEjQs2Mmjl/Tk9klL+HJ5Dr8amFzzSacI+5QQdOoKpVQdGdGzNWmJUUz8fnOzGsVsm4DgcmtAUErVDRHhtrM7sW53PkOfn8O7P25p7CTVCdsEBC0hKKXq0ugB7bj+9BQigoN4fuZ69heU1HxSE2ebgODSkcpKqToUGuTkqTG9mXDtQI6UuXl97qbGTtJJs01A0KkrlFL1oUtiFGMGJPHhou0cLDq111KwX0DQXkZKqTo2fmgnjpS5+ejnHTUf3ITZJiCUuT2IaAlBKVX3ureJYUiXeP79wxY+W5J9wqu6NTbbjEMocxuCHQ7brYCklGoYf7ywO3d/9AsPfLqcXQePEBEaxOIteaS0imBEzzYMSolr7CTWyDYBweX26ChlpVS96dc+lu8fPJe7P1rKi7M2YAwkxYYze90e3py3mSsGJfOXy3oSHdZwq97Vln0CgsfoxHZKqXolIjwxqhe/bDvA0LQE/vqrPhSWupj4/WZenZPFd+v28syY3lzUp22V13B7TKNVbdsmIJS5PQSfYitPKaVOPa2iQvnhofMqburRYcH8YUQ3LujZmkf/t4p7P15GfomLg0WljO6fROsYa33q/OIyXp2TxVvzt5CR2pKnxvQ+ofUbToZt7pAut9EqI6VUg/D3Db9vcixv33QacRHB/PGzFTw7fR1Dn5vDos37eXzqavo8/g1vztvM+d0TWbv7MPd/sgy3xzTo1BhaQlBKqQbSKiqUD24ZzJpdh+nZNoab3lnMA58tZ0feES7p25YbTk9hcKd4pizbyb2Tl3H5az9iDHx5z1kNkj7b3CHLPEYDglKq0aW1jmZ0/yTSWkfzhxFd2ZF3hBbhwTx7eR8Gd4oHYFS/dlzSpy1HSt30SW6Bq4Gm2bZNCcHl9mijslKqSRndP4n5G/cxrFvCMQv6iAgTrh3Y4OmxTUAocxuCtISglGpCnA7hpav7N3YyKtjmDunyeAjWRmWllKqSfQKCW9sQlFKqOgHdIUVkpIisF5EsEXnYz/6hIvKLiLhE5Aqf7eeKyDKfR7GIjPHue1dEtvjsq9dyU6m2ISilVLVqbEMQEScwAbgAyAYWi8hUY8wan8O2AzcBD/iea4yZA/T3XqclkAV843PIg8aYz04mA4FyuT1EhNimyUQppWotkDtkBpBljNkMICKTgdFARUAwxmz17quub9QVwAxjTNEJp/YkuDw6ME0ppaoTSJVREuA7yXe2d1ttjQU+qrTtGRFZISIviUiov5NEZLyIZIpIZm5u7gm8raXMbQhyaBuCUkpVJZA7pL+v1bUaSy0ibYE+wEyfzX8CugOnAS2Bh/yda4yZaIxJN8akJyQk1OZtj+Fyay8jpZSqTiABIRto7/M6Gcip5ftcBXxhjCkr32CM2WUsJcA7WFVT9UanrlBKqeoFcodcDKSJSEcRCcGq+play/cZR6XqIm+pAbFWrBkDrKrlNWulTCe3U0qpatUYEIwxLuBurOqetcAnxpjVIvKkiIwCEJHTRCQbuBJ4U0RWl58vIqlYJYx5lS79oYisBFYCrYCnTz47VXN5PARrG4JSSlUpoH6YxpjpwPRK2x7zeb4YqyrJ37lb8dMIbYw5rzYJPVk6/bVSSlXPNl+ZtQ1BKaWqZ5s7pC6hqZRS1bNNQChzewgOsk12lVKq1mxxhzTGUOY2BGsJQSmlqmSLgOD2WOPodD0EpZSqmi3ukK6KgKAlBKWUqootAkKZdz1SHYeglFJVs8Ud0uW2Sgg6l5FSSlXNFgGhvISgbQhKKVU1W9whyzxaQlBKqZrYIiC4yksI2oaglFJVssUdssytvYyUUqomtggILo+3l5G2ISilVJVscYcsc5W3Idgiu0opdUJscYcs85T3MtIqI6WUqootAkLFOARtVFZKqSrZ4g5Z0ctISwhKKVUlWwQEHYeglFI1s0VA0HEISilVM1vcISsmt9NeRkopVSVb3CHLdHI7pZSqUUABQURGish6EckSkYf97B8qIr+IiEtErqi0zy0iy7yPqT7bO4rIIhHZKCIfi0jIyWfHP5dHJ7dTSqma1HiHFBEnMAG4COgJjBORnpUO2w7cBPzHzyWOGGP6ex+jfLb/HXjJGJMGHABuOYH0B6Ri6gpdQlMppaoUyFfmDCDLGLPZGFMKTAZG+x5gjNlqjFkBeAJ5UxER4DzgM++m94AxAae6lo6uh6AlBKWUqkogd8gkYIfP62zvtkCFiUimiCwUkfKbfjxw0BjjOsFr1srRuYy0hKCUUlUJCuAYf3dRU4v36GCMyRGRTsB3IrISOBzoNUVkPDAeoEOHDrV426NKXdqGoJRSNQnkDpkNtPd5nQzkBPoGxpgc78/NwFxgALAPiBWR8oBU5TWNMRONMenGmPSEhIRA3/YYLh2YppRSNQokICwG0ry9gkKAscDUGs4BQETiRCTU+7wVMARYY4wxwBygvEfSjcCU2iY+UDowTSmlalbjHdJbz383MBNYC3xijFktIk+KyCgAETlNRLKBK4E3RWS19/QeQKaILMcKAH8zxqzx7nsIuF9EsrDaFP5dlxnzpeMQlFKqZoG0IWCMmQ5Mr7TtMZ/ni7GqfSqftwDoU8U1N2P1YKp3Lo8Hp0OwOjcppZTyxxZ1KGVuo6UDpZSqgU0CgkfXQlBKqRrY4i7pchtdC0EppWpgj4Dg8egYBKWUqoEt7pJlbkOwzmOklFLVskVAcLm1hKCUUjWxxV1SexkppVTNbBIQPDrTqVJK1cAWd0mXR3sZKaVUTQIaqXyqG5QSR0GJq+YDlVLKxmwREH57bpfGToJSSjV5tqgyUkopVTMNCEoppQANCEoppbw0ICillAI0ICillPLSgKCUUgrQgKCUUspLA4JSSikAxBjT2GkImIjkAttO8PRWwL46TM6pwI55BnvmW/NsHyeS7xRjTEJNB51SAeFkiEimMSa9sdPRkOyYZ7BnvjXP9lGf+dYqI6WUUoAGBKWUUl52CggTGzsBjcCOeQZ75lvzbB/1lm/btCEopZSqnp1KCEoppaphi4AgIiNFZL2IZInIw42dnvoiIltFZKWILBORTO+2liLyrYhs9P6Ma+x0ngwReVtE9orIKp9tfvMolle8n/sKERnYeCk/OVXk+3ER2en9vJeJyMU++/7kzfd6EbmwcVJ9ckSkvYjMEZG1IrJaRO71bm+2n3c1eW6Yz9oY06wfgBPYBHQCQoDlQM/GTlc95XUr0KrStueAh73PHwb+3tjpPMk8DgUGAqtqyiNwMTADEOB0YFFjp7+O8/048ICfY3t6/85DgY7ev39nY+fhBPLcFhjofR4NbPDmrdl+3tXkuUE+azuUEDKALGPMZmNMKTAZGN3IaWpIo4H3vM/fA8Y0YlpOmjHmeyCv0uaq8jgaeN9YFgKxItK2YVJat6rId1VGA5ONMSXGmC1AFtb/wSnFGLPLGPOL93k+sBZIohl/3tXkuSp1+lnbISAkATt8XmdT/S/4VGaAb0RkiYiM925rbYzZBdYfG5DYaKmrP1Xl0Q6f/d3e6pG3faoDm12+RSQVGAAswiafd6U8QwN81nYICOJnW3PtWjXEGDMQuAj4rYgMbewENbLm/tm/DnQG+gO7gBe825tVvkUkCvgc+L0x5nB1h/rZdkrm20+eG+SztkNAyAba+7xOBnIaKS31yhiT4/25F/gCq+i4p7zY7P25t/FSWG+qymOz/uyNMXuMMW5jjAf4F0erCppNvkUkGOvG+KEx5r/ezc368/aX54b6rO0QEBYDaSLSUURCgLHA1EZOU50TkUgRiS5/DowAVmHl9UbvYTcCUxonhfWqqjxOBW7w9j45HThUXtXQHFSqH78c6/MGK99jRSRURDoCacDPDZ2+kyUiAvwbWGuMedFnV7P9vKvKc4N91o3dqt5ALfcXY7XWbwIeaez01FMeO2H1NlgOrC7PJxAPzAY2en+2bOy0nmQ+P8IqMpdhfTu6pao8YhWnJ3g/95VAemOnv47zPcmbrxXeG0Nbn+Mf8eZ7PXBRY6f/BPN8Flb1xwpgmfdxcXP+vKvJc4N81jpSWSmlFGCPKiOllFIB0ICglFIK0ICglFLKSwOCUkopQAOCUkopLw0ISimlAA0ISimlvDQgKKWUAuD/AzTACq2tX69+AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.recorder.plot_losses()"
]
},
{
"cell_type": "code",
"execution_count": 144,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HBox(children=(IntProgress(value=0, max=4), HTML(value='0.00% [0/4 00:00<00:00]'))), HTML(value…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 01:46\n",
"epoch train loss valid loss error_rate\n",
"1 0.167605 0.198592 0.048387 (00:25)\n",
"2 0.176769 0.192604 0.049395 (00:26)\n",
"3 0.162446 0.192723 0.050403 (00:27)\n",
"4 0.150123 0.186572 0.041331 (00:27)\n",
"\n"
]
}
],
"source": [
"learn.fit_one_cycle(4, max_lr=slice(1e-6,1e-4))"
]
},
{
"cell_type": "code",
"execution_count": 145,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.recorder.plot_losses()"
]
},
{
"cell_type": "code",
"execution_count": 146,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HBox(children=(IntProgress(value=0, max=4), HTML(value='0.00% [0/4 00:00<00:00]'))), HTML(value…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 01:47\n",
"epoch train loss valid loss error_rate\n",
"1 0.147721 0.182790 0.041331 (00:26)\n",
"2 0.132234 0.177586 0.041331 (00:27)\n",
"3 0.135636 0.176602 0.039315 (00:27)\n",
"4 0.125494 0.174080 0.038306 (00:26)\n",
"\n"
]
}
],
"source": [
"learn.fit_one_cycle(4, max_lr=slice(1e-6,1e-4))"
]
},
{
"cell_type": "code",
"execution_count": 147,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.recorder.plot_losses()"
]
},
{
"cell_type": "code",
"execution_count": 148,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HBox(children=(IntProgress(value=0, max=4), HTML(value='0.00% [0/4 00:00<00:00]'))), HTML(value…"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 01:47\n",
"epoch train loss valid loss error_rate\n",
"1 0.122056 0.176303 0.039315 (00:26)\n",
"2 0.114585 0.178368 0.041331 (00:26)\n",
"3 0.115340 0.171323 0.039315 (00:27)\n",
"4 0.100344 0.171472 0.036290 (00:26)\n",
"\n"
]
}
],
"source": [
"learn.fit_one_cycle(4, max_lr=slice(1e-6,1e-4))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"learn.save('leaf_types_stage_2')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Finetuning doesn´t improve the model drastically anymore! "
]
}
],
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"display_name": "Environment (conda_fastai)",
"language": "python",
"name": "conda_fastai"
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"mimetype": "text/x-python",
"name": "python",
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"version": "3.7.0"
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},
"nbformat": 4,
"nbformat_minor": 2
}
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