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@ShivnarenSrinivasan
Created January 7, 2025 16:32
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Imports"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"import pathlib\n",
"import operator"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from docling.datamodel.base_models import DocItemLabel\n",
"from docling_core.types.doc import document"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import utils"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 1"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\wb570819\\shiv\\repos\\itsai\\ITSAI-DOCUMENT-EXTRACTION\\.venv\\Lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
" from .autonotebook import tqdm as notebook_tqdm\n"
]
}
],
"source": [
"from itsai.document_extraction import (\n",
" convert,\n",
" index,\n",
" export,\n",
")\n",
"%aimport itsai.document_extraction.index"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Convert"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# ICR doc for project P132846\n",
"# https://documents1.worldbank.org/curated/en/099162503032326412/pdf/BOSIB03eab3ecc0a0088b702eb45ec73912.pdf\n",
"pdf = pathlib.Path('icr5454.pdf')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# computationally heavy, using hugging face transformer models\n",
"# GPU is preferred\n",
"parsed_doc = convert.extract(pdf)\n",
"# took 3 mins on M10 GPU for a 90 page doc"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Persist to disk (JSON)\n",
"A docling document is just a pydantic model, so easy to serialize-deserialize"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Serialize"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"json_file = pathlib.Path('icr5454.json')\n",
"parsed_doc.save_as_json(json_file)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Deserialize\n",
"Can happen on a different runtime, as it is just a JSON"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [],
"source": [
"doc = document.DoclingDocument.load_from_json(json_file)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `DoclingDocument` object has references to elements within the document, such as headings, text blocks, tables, pictures, etc. "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[RefItem(cref='#/texts/0'),\n",
" RefItem(cref='#/texts/1'),\n",
" RefItem(cref='#/texts/2'),\n",
" RefItem(cref='#/texts/3'),\n",
" RefItem(cref='#/texts/4')]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"doc.body.children[:5]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Indexing\n",
"the core functionality offered by `itsai.document_extraction` is indexing and retrieval from the\n",
"underlying docling document"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"doc_index = index.generate(doc)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"index_frame = index.as_dataframe(doc_index)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"the generated index only tracks section headers and tables \n",
"text elements *within* the section header can be extracted by specifying the section range"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"type\n",
"section_header 101\n",
"table 56\n",
"caption 37\n",
"Name: count, dtype: int64"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"index_frame['type'].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
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" <td>{'cref': '#/texts/4'}</td>\n",
" <td>Document of The World Bank FOR OFFICIAL USE ONLY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>section_header</td>\n",
" <td>1</td>\n",
" <td>{'cref': '#/texts/6'}</td>\n",
" <td>IMPLEMENTATION COMPLETION AND RESULTS REPORT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>section_header</td>\n",
" <td>2</td>\n",
" <td>{'cref': '#/texts/18'}</td>\n",
" <td>CURRENCY EQUIVALENTS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>section_header</td>\n",
" <td>3</td>\n",
" <td>{'cref': '#/texts/32'}</td>\n",
" <td>ABBREVIATIONS AND ACRONYMS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>table</td>\n",
" <td>3</td>\n",
" <td>{'cref': '#/tables/0'}</td>\n",
" <td>ABBREVIATIONS AND ACRONYMS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
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" <td>caption</td>\n",
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" <td>{'cref': '#/texts/1235'}</td>\n",
" <td>Table 6. Data on Sales Volume and Unit Prices ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>190</th>\n",
" <td>190</td>\n",
" <td>table</td>\n",
" <td>90</td>\n",
" <td>{'cref': '#/tables/55'}</td>\n",
" <td>Table 6. Data on Sales Volume and Unit Prices ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>191</th>\n",
" <td>191</td>\n",
" <td>caption</td>\n",
" <td>90</td>\n",
" <td>{'cref': '#/texts/1236'}</td>\n",
" <td>Table 7. Data on Sales Volume and Unit Prices ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>192</th>\n",
" <td>192</td>\n",
" <td>table</td>\n",
" <td>90</td>\n",
" <td>{'cref': '#/tables/56'}</td>\n",
" <td>Table 7. Data on Sales Volume and Unit Prices ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>193</th>\n",
" <td>193</td>\n",
" <td>section_header</td>\n",
" <td>91</td>\n",
" <td>{'cref': '#/texts/1240'}</td>\n",
" <td>ANNEX 9. SUPPORTING DOCUMENTS</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>194 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
" index type page ref \\\n",
"0 0 section_header 1 {'cref': '#/texts/4'} \n",
"1 1 section_header 1 {'cref': '#/texts/6'} \n",
"2 2 section_header 2 {'cref': '#/texts/18'} \n",
"3 3 section_header 3 {'cref': '#/texts/32'} \n",
"4 4 table 3 {'cref': '#/tables/0'} \n",
".. ... ... ... ... \n",
"189 189 caption 90 {'cref': '#/texts/1235'} \n",
"190 190 table 90 {'cref': '#/tables/55'} \n",
"191 191 caption 90 {'cref': '#/texts/1236'} \n",
"192 192 table 90 {'cref': '#/tables/56'} \n",
"193 193 section_header 91 {'cref': '#/texts/1240'} \n",
"\n",
" title \n",
"0 Document of The World Bank FOR OFFICIAL USE ONLY \n",
"1 IMPLEMENTATION COMPLETION AND RESULTS REPORT \n",
"2 CURRENCY EQUIVALENTS \n",
"3 ABBREVIATIONS AND ACRONYMS \n",
"4 ABBREVIATIONS AND ACRONYMS \n",
".. ... \n",
"189 Table 6. Data on Sales Volume and Unit Prices ... \n",
"190 Table 6. Data on Sales Volume and Unit Prices ... \n",
"191 Table 7. Data on Sales Volume and Unit Prices ... \n",
"192 Table 7. Data on Sales Volume and Unit Prices ... \n",
"193 ANNEX 9. SUPPORTING DOCUMENTS \n",
"\n",
"[194 rows x 5 columns]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"index_frame"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Retrieval"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Tables"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
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" <th>188</th>\n",
" <td>188</td>\n",
" <td>section_header</td>\n",
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" <td>{'cref': '#/texts/1234'}</td>\n",
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" <td>caption</td>\n",
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" <td>90</td>\n",
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"text/plain": [
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" title \n",
"188 C. SUPPLEMENTAL TABLES AND FIGURES \n",
"189 Table 6. Data on Sales Volume and Unit Prices ... \n",
"190 Table 6. Data on Sales Volume and Unit Prices ... \n",
"191 Table 7. Data on Sales Volume and Unit Prices ... \n",
"192 Table 7. Data on Sales Volume and Unit Prices ... "
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# elements on page 90\n",
"index_frame[index_frame['page'] == 90]"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/png": {
"height": 800,
"width": 600
}
},
"output_type": "display_data"
}
],
"source": [
"# actual doc page\n",
"utils.pdf_page_to_image(pdf, page=90)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"each index entry has a reference to the underlying docling element, which can be used to extract things like table data\n",
"to a dataframe, or the text contents\n",
"\n",
"tables on page 90, that were indexed as 154 and 155"
]
},
{
"cell_type": "code",
"execution_count": 17,
"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></th>\n",
" <th>Chaco.Crioll.</th>\n",
" <th>Chaco.Indig.</th>\n",
" <th>Salta.Crioll.</th>\n",
" <th>Salta.Indig.</th>\n",
" <th>Santiago del Estero.Crioll.</th>\n",
" <th>Santiago del Estero.Indig.</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td># Surveys (1,336)</td>\n",
" <td>206</td>\n",
" <td>165</td>\n",
" <td>81</td>\n",
" <td>369</td>\n",
" <td>470</td>\n",
" <td>45</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td></td>\n",
" <td>371</td>\n",
" <td>371</td>\n",
" <td>450</td>\n",
" <td>450</td>\n",
" <td>515</td>\n",
" <td>515</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Monetary</td>\n",
" <td>134</td>\n",
" <td>59</td>\n",
" <td>34</td>\n",
" <td>175</td>\n",
" <td>240</td>\n",
" <td>36</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>benefits</td>\n",
" <td>65%</td>\n",
" <td>36%</td>\n",
" <td>42%</td>\n",
" <td>47%</td>\n",
" <td>51%</td>\n",
" <td>80%</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td></td>\n",
" <td>52%</td>\n",
" <td>52%</td>\n",
" <td>46%</td>\n",
" <td>46%</td>\n",
" <td>54%</td>\n",
" <td>54%</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Chaco.Crioll. Chaco.Indig. Salta.Crioll. Salta.Indig. \\\n",
"0 # Surveys (1,336) 206 165 81 369 \n",
"1 371 371 450 450 \n",
"2 Monetary 134 59 34 175 \n",
"3 benefits 65% 36% 42% 47% \n",
"4 52% 52% 46% 46% \n",
"\n",
" Santiago del Estero.Crioll. Santiago del Estero.Indig. \n",
"0 470 45 \n",
"1 515 515 \n",
"2 240 36 \n",
"3 51% 80% \n",
"4 54% 54% "
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"index.get_table_from_index(index.get_entry(doc_index, 190), doc).head()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"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>Product</th>\n",
" <th>Province</th>\n",
" <th>Increase in Unit Price</th>\n",
" <th>Increase in Sales volumes</th>\n",
" <th>Representativeness</th>\n",
" <th>#</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Livestock- Cattle</td>\n",
" <td>Chaco</td>\n",
" <td>215%</td>\n",
" <td>92%</td>\n",
" <td>31%</td>\n",
" <td>114</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Livestock- Goats</td>\n",
" <td>Chaco</td>\n",
" <td>398%</td>\n",
" <td>19%</td>\n",
" <td>23%</td>\n",
" <td>85</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Livestock- Pigs</td>\n",
" <td>Chaco</td>\n",
" <td>364%</td>\n",
" <td>71%</td>\n",
" <td>22%</td>\n",
" <td>82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Livestock- Cattle</td>\n",
" <td>Salta</td>\n",
" <td>71%</td>\n",
" <td>34%</td>\n",
" <td>13%</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Livestock- Goats</td>\n",
" <td>Salta</td>\n",
" <td>125%</td>\n",
" <td>153%</td>\n",
" <td>5%</td>\n",
" <td>22</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Product Province Increase in Unit Price \\\n",
"0 Livestock- Cattle Chaco 215% \n",
"1 Livestock- Goats Chaco 398% \n",
"2 Livestock- Pigs Chaco 364% \n",
"3 Livestock- Cattle Salta 71% \n",
"4 Livestock- Goats Salta 125% \n",
"\n",
" Increase in Sales volumes Representativeness # \n",
"0 92% 31% 114 \n",
"1 19% 23% 85 \n",
"2 71% 22% 82 \n",
"3 34% 13% 57 \n",
"4 153% 5% 22 "
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"index.get_table_from_index(index.get_entry(doc_index, 192), doc).head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Multiple elements to markdown"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/markdown": [
"## C. SUPPLEMENTAL TABLES AND FIGURES\n",
"\n",
"Table 6. Data on Sales Volume and Unit Prices Reported in Outcome Surveys\n",
"\n",
"| | Chaco | Chaco | Salta | Salta | Santiago del Estero | Santiago del Estero |\n",
"|--------------------|---------|---------|---------|---------|-----------------------|-----------------------|\n",
"| | Crioll. | Indig. | Crioll. | Indig. | Crioll. | Indig. |\n",
"| # Surveys (1,336) | 206 | 165 | 81 | 369 | 470 | 45 |\n",
"| | 371 | 371 | 450 | 450 | 515 | 515 |\n",
"| Monetary | 134 | 59 | 34 | 175 | 240 | 36 |\n",
"| benefits | 65% | 36% | 42% | 47% | 51% | 80% |\n",
"| | 52% | 52% | 46% | 46% | 54% | 54% |\n",
"| Sales volume | 27 | 50 | 3 | 149 | 236 | 39 |\n",
"| | 13% | 30% | 4% | 40% | 50% | 87% |\n",
"| | 21% | 21% | 34% | 34% | 53% | 53% |\n",
"| Unit prices | 33 | 54 | 3 | 178 | 264 | 37 |\n",
"| (adjusted) | 16% | 33% | 4% | 48% | 56% | 82% |\n",
"| | 23% | 23% | 40% | 40% | 58% | 58% |\n",
"| Sales volume | 27 | 44 | 2 | 134 | 220 | 36 |\n",
"| and unit rices | 13% | 27% | 2% | 36% | 47% | 80% |\n",
"| | 19% | 19% | 30% | 30% | 50% | 50% |\n",
"\n",
"Table 7. Data on Sales Volume and Unit Prices Reported in Outcome Surveys for Livestock\n",
"\n",
"| Product | Province | Increase in Unit Price | Increase in Sales volumes | Representativeness | # |\n",
"|-------------------|---------------------|--------------------------|-----------------------------|----------------------|-----|\n",
"| Livestock- Cattle | Chaco | 215% | 92% | 31% | 114 |\n",
"| Livestock- Goats | Chaco | 398% | 19% | 23% | 85 |\n",
"| Livestock- Pigs | Chaco | 364% | 71% | 22% | 82 |\n",
"| Livestock- Cattle | Salta | 71% | 34% | 13% | 57 |\n",
"| Livestock- Goats | Salta | 125% | 153% | 5% | 22 |\n",
"| Livestock- Pigs | Salta | 214% | 107% | 9% | 40 |\n",
"| Livestock- Cattle | Santiago del Estero | 349% | 96% | 29% | 151 |\n",
"| Livestock- Goats | Santiago del Estero | 357% | 80% | 22% | 114 |\n",
"| Livestock- Pigs | Santiago del Estero | 350% | 15% | 13% | 66 |"
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"page_90_doc = index.extract_range_from_indices(doc, doc_index, 188, 193)\n",
"utils.show_markdown(export.to_markdown(page_90_doc))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Find Elements"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"we offer a `find_entries` function, which is parameterized by a \"matcher\" callable--allowing for various kinds of matching, depending on the need \n",
"Here are a few that can be created (for text matching):\n",
"- exact\n",
"- string contains\n",
"- fuzzy match\n",
"- semantic match (embedding)\n",
"- semantic match (LLM)"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [],
"source": [
"# custom matchers\n",
"class ContainsMatch:\n",
" def __init__(self, title: str, label: index.DocItemLabel) -> None:\n",
" self.title = title\n",
" self.label = label\n",
"\n",
" def __call__(self, entry: index.IndexEntry) -> bool:\n",
" return index.match_title(entry, self.title) and index.match_type(entry, self.label)\n",
"\n",
"class ExactMatch:\n",
" def __init__(self, title: str, label: index.DocItemLabel) -> None:\n",
" self.title = title\n",
" self.label = label\n",
"\n",
" def __call__(self, entry: index.IndexEntry) -> bool:\n",
" return index.match_title(entry, self.title, operator.eq) and index.match_type(entry, self.label)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Find Section Range"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"m1 = ExactMatch('Quality at Entry', DocItemLabel.SECTION_HEADER)\n",
"m2 = ExactMatch('Quality of Supervision', DocItemLabel.SECTION_HEADER)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"we are trying to extract the text between \"Quality at Entry\" and \"Quality of Supervision\" \n",
"currently, this requires you to specify the \"next\" section, for the \"endpoint\"--as we don't know the hierachy of sections (they are all on the same level currently) \n",
"however, using an LLM in conjunction with the sections, we can identify the hiearchy, which means we should be able to ask for all nested text below a section \n",
"this would automatically look for next header at the same level, and extract all text in that range"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {},
"outputs": [
{
"data": {
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MKVOmTKVKlcAivXv3xumnffv2hQoV2rNnD2ivRIkSPXv2zJcv3759++gRHJs6duz44IMPvvrqq46GXJs2bXCcev3113PkyIGawcclS5Zs0aLF448//vTTT5vYDyvr168P/siZM6dNlkOGDCHVdcc5MAZ1gpCIh8ArsPPNN9+8+eabcYx744030BAYFA3B4C5dupQtWzYhIaFz5854EHWC/KpWrUq1wZIjR45Ik0DSOMWCme6///7FixfjdEvlCxQoYL+JigK0mWCyBFujLzgLUgHwN5Plrl27wO67d+9u0qTJ8OHDQXiomV6ChatXr/7yyy9r164NRkejo0aNwn1sLypWrAjziCzh8z59+uBZvEqkDuNZSlChUCjSFS5EPkusqm99Pq5Uw4457m3a5JX3nVd37v+9escPP/9+Pv0S8XhiUvuh025pP+jz2SsjJoAGWRYrVqxaDCAbnKIyZMhAHwriT6zIIMuHHnqICt900030+0gs1uBCsOyzzz6LAxbOWzjS4ZRGb1rWrVv3s88+g0nggNOW/BDOmqgZ3HPXXXctXLgQS/8999xjYic8cA/IOGvWrFQSNdhkiSOafIMXJzCmOnQBR14Y/Omnn5qY8DrOZCaWShp0whwzbtw4SkmN0yco1pMsbZNMjCyN9bZwlSpVcGjGufOxxx6zjcHjdAGyBEPjCJgrVy5mUHMuWZpYThWQX968edevX093YAzKE7muWLECL5HCO7gTd0Crc+bMQbvUkRdffBH1Y3fSoEED8rltg0KhUKQrXAiyNLH8z5+P/7HQQ61vrfPitJ9/3b3/98TYJ5TAjAXL72jcecHKDTv3HRw3Z1mljh9V7DzgxxWbE09FTdDlvA27fft2HBbpGmevtm3bgiwp/Qjo8JprrqlzFgMGDABN4hRYtGhRHIPwIJPlxo0bcTID2eCIZpNl375977zzTiz3RYoUWbBgAZiJFXPASaBPPhuBHW2yHDp0aMuWLflPlPzggw9w/KLMXwCamzhxIsiSpGJRLcw2MZU79I4bwqtUD1inWbNmNlnecccdRJa2SUaQ5cCBA2HbU089hRpsN4Kt6cJ+G9aGTZZ79+6li/HjxxN5g9FhADYTdB88Su/TYkNw7733Llu2DEdtGFavXj2c3dHxzjGY2PE6U6ZM9DUfnHptbysUCkU6wQUiS8K6rbvavP0ZjpiVnunyygfDPxg+efDYGfc+163II22bdu1X7qn/U65p99eHTNx14I/wuiw4ZHnq1KnrrruOjo/PPfdcv379wDpgRHoVJz96CUc0nBpBLeAAE5PH6969O5MlzqP0FiXID+chrjl79ux0Asb5TJIlyPiGG26g5R4P2mS5b98+HKTAbfRn/fr18SropFy5cvw4TmDJJUucZcuUKYM/wfp/+9vfopAljATT80eMDH7DOQpZgtVwPMUFCB6nSZgBCrS/slSqVClSkJ89eza2F3/88cf3MfTu3Ruu+/XXX7/55hv6Rg+eypgxI70TyyL1CoVCka5wQckSOHEy8bd1W76aMvvqso2uKPbIVaUbXl6k7mWFH8pXs8WEmQvBpnzijA75BR8c2rD046yGxRfUaJPl4MGDsdA/9thjFSpUSExMBF3h+IhVG6ein3/+effu3TgATZ06FWRZsmRJ1JCQkGAniQQFojCOSqi5adOmkplwWgJ74bBVvnx559uwY8eOzZ07d926dVFz9erV6Y1ilAQ9g4SeffZZE3vfOFlkiQtYiO6AgWBAAFl+/fXXIGZiOBxG6aht45FHHtmz5/8pK0UhS9iWJ0+eBg0a5MuXD34bMWJEhgwZ8p0FZRxDAewJ8ubNS19KIvDbsNhSwGb4Af7/8MMPTYzF+f1YhUKhSFe40GR5wQDaW758ued7env37uWP2QCQ1sqVK/nPjRs30reEDh06RKkoHeD8h3MSzp38NVQHm2PwfOnEiRPLli3bsmWLfXPdunWeDUUHLLG/quMHsB2921mpUiX6HNEGKI2Tq0QBToRLly61v0/rAF5asmRJcBYUWE4MbWJC8KE/blEoFIqLgrglS4UfateuXa9ePc+XcLpNruB7GoLO1gqFQpEOoWR5ySEg3QpOgRfr+zUgac3EqVAo0i2ULBUKhUKhCIGSpUKhUCgUIVCyVCgUCoUiBEqWCoVCoVCEICVk2X7E2prvLdV/+k//6T/9p//Sz78uY9eHE1hKoWSp//Sf/tN/+i8e/ilZ6j/9p//0n/7TfyH/lCz1n/7Tf/pP/+m/kH/pjiwn/bpv8Kzt+k//6T/9p//0X/r5N23FgTTnSIZ+G1ahUCgUihAoWSoUCoVCEQIlS4VCoVAoQqBkqVAoFApFCJQsFQqFQqEIgZKlQqFQKBQhULJUKBQKhSIESpYKhUKhUIRAyVKhUCgUihAoWSoUCoVCEQIlS4VCoVAoQqBkqVAoFApFCJQsFQqFQqEIgZKlQqFQKBQhULJUKBQKhSIESpYKhUKhUIRAyVKhUCgUihAoWSoUCoVCEQIlS4VCoVAoQqBkqVAoFApFCJQsFQqFQqEIgZKlQqFQKBQhULL8Xxw+fDgpKeliW+GN/fv3Dxs2DBe///77mTNnIhZmLFy4cO7cuefRvgiYPHlyp06d9u3bl5pKlixZMm/ePM+XRo0atXPnzhTXnB5cpLgoCAgqG5h3mH3Ozb59+4Y+GD0yNQjTOZQs/xdt27adMGFCaLGxY8fKOXO+sXz58nvuuQcXDRs2XLBgQcTCjA8++OCNN96I0lCRIkVoYqdtNw8ePJgvX76ZM2ceOHAgNfWgI6+//jr/uWfPnkmTJtH1gw8++PPPPwc8u2jRol9//dW5+dlnn3HNEV30p4DtmT8XeEQuGJyg8gM4tV69eubcQLrppps8CycrMm1L4ikI4w9xS5anTp3au3fvoUOHVq5cSaexP/7448iRIytWrMAhEn8mJiaCV1CGyuNAduLECbreunXrunXruKpjx45hquBZ8Ef58uWnTp1KRIJHli5dinrsdtHK4sWLmRWOHz+OZ2GGXQZHWDy4ZcsW+nPXrl2wcNWqVSAVurNjxw6UwZwkk5j/du/eTcff06dP4yYe5PKo0C4MC7nj9iR0uubg1ltv3b59u9NN8hXvjtnsbdu2oX6nL2QAXrKrnTJlyt133803169fv3HjRrqGZ+AxGi9qgoYJXbPrRMc3bdrkrGtjxoy59957N2/ebGJLEs4H6Bp73jYMnmnfvv1rr73GHiO333DDDXgcr5KLnEY9fQXzjh49ir5Qu1TPyZMnMcoYFPoTnkd36FV7pGRnnWftFskPGFncJA+w00xs/4FqKRhQG1ZnFEYISc8wZNRx0xh02EaPy2IoYDsWfyIy165dy/Wnldn2iBivQALWrFmDKcx/Yv6iC3gEsUoV4hF0hwb9t99+o8nuOaCeQYV6aLbicdRGN+ENVA7znEACWeI+7OGlQ/pfRqa0hEBBiJfsgXPCiUfK6ay9mgXMVs8h4EpCn5UDzcup9Hb8IW7JEgFRuHDhatWq1a5dm5gGsViyZMn7778fazeGvGjRos8///wdd9zx4Ycf4tXmzZvjOIWLdu3aPfroo88++2z9+vWpnkKFCuHVMmXKjBgxAtPjgQce+OqrrxYuXHjnnXe+8sor77//PjeKcEGLL7300i233LJs2TKsqmjx1VdfbdmypW1b5cqVcZAtW7bsgAEDTGw6Va9e/cknn8ydO/ePP/6IO/nz50c9uJM3b15MACZL2qWCgEuVKvXUU09VqlQJ+1xsxmHqCy+8ULBgQYQsCufIkQMVouP33XefscjS6ZoEkeXXX3/N3aT7mLF58uTBBZbIK664gqZErly5MLWcvjzyyCNt2rRp0qQJEz+mJarKmjVrq1atcA2bH3vsMYwCSuLV3r179+nTh/yMl8haUPVDDz10++23f/7557jzxRdfYChxB27hdQ09rVmzJnoKL2E3A8+Aj9Fuzpw5sbg4TsZYYKBLly6NZY47261bt3/84x94HKstGkU81K1blxv18xVKlitXDocMVEhepaYffvhhMETHjh2rVq369NNPw2Asu85Iyc7azzotkh/wEjzfokWLGjVqFC9efODAgXjpm2++qVChQocOHVA51iwKdazOGO7HH3/c8UxA1HHTCFdco2nPYhgsdiwWTVgOwihWrBgewXKZVmY7IyIDCcA8atasGZqjtiZMmABjXnzxxauvvnr48OE0Ve+66653330XExzD/fLLL+N/ejPGsdMzqADMcRiAC3QfdtJgValSheagE0igdri6cePGmDi8aQ6NzIDQgv0UWr169cIdJ5xwh0fK6ay9mgXMVjkEXEnoTJcDbS+njrfjEnFOlrQhKlKkCHZAGF2ENb36zDPPYFaY2GYfEW/OkiV2VZjbJ2MAO2Jv9cQTTyDCTGxDjf8xYVAzLoYMGYJF3+9jTqyJ77zzDh7H4mvPdhvYvyPUTGw9oibGjRuH2Wtik5B2taBARL9DlpjnWIaoErKKUKtWLRxqnY5jfhJZyq5Jk4gs7W4yMDGwqYcxmEvYOM+fP59MdfqCpcfe+POrIG9cYEVr2rQp3cR0xdLjSZbPPfccLn755RfsGHCRL18+2u1iF2Kva3AFHELXuADH4+LNN9986623pGHwAGp2DOO30ZxGA3yFkuR8DCtFDpr+9NNPTWzXDwdSMdDJe++954yUJ1nSs7JFNARiIKdhxTSxdwLBZLjArgjhgZJwCKgdtSHMcEpAE2SS7Rk5Fhx11DSQKVMmHPf9itmOxTER9GZisdq6deu0NdseEc9AYmTPnh3/N2rUCONlYnEO2kaF2FwSaWFNx5xCW5MmTcI8lXb6BRUoBDyHC+ycUGbfvn3gLXsO2oEEs6kS+MQmiYDIjBhaWbJkkeFkj5TdWbma+c1WOQRcCcPzWc+B5uXU8bbfqP3ZEc9kyR/d4YyFE5v9biSWKvAKXWN+YgNIZIkox59NYsCo7969GyWxcHC1zCKgSRwrMduJ5wjYl6Et7LxKlChBbQ0dOhSbPpTkMlgasJpg641Nt02BuAB5YJdnrCUDM6RLly4OWWJu05pLmDVrFtb3Bg0aYAXBq34dl12TTgsgyx49eoD+cUYcNWoUjkqwCl2TfcHUqlixIuzE4sXPMlnCclRCN2HwxIkTwR+0q7XJklyH7Sp54/rrr6dHnHfMnCWJfIhDDGyThoWSpd1ogK/sKMqYMSM2Jdz07NmziWCAQYMG4XzmjJTsLD8rW+SGsHOns87mzZtx4MPFv/71ryZnMXPmTHvE//Of/xgvsgyIOtsPAcXIsVgQsY537dr1zjvvnD59etqabVviGUj9+vWDhxE511xzjYnFJGrA8QsnP3PulMcFQo7a6t+/v7TTL6gA1LZw4UKcj9FNBDl9guBJlmwtpjy9J0QIiMyIoXXddddhXjvhZLdod1auZp6zNXgIGJ7PBgy09LaJU8QzWd5yyy2YaWC13LlzgwPs0X366acRfyb2Ljz2VubsyRJBgKfs4xpOlvSlAzrqISYWLVpkzh7psMO67bbbuPDbb7/drVs3E9tFoi0qg/UUBvAnFngcq4CJHWJ4PSJj8D82ibjInDnz6tWrTYxR6P0l52SJoMSfWLmwCcW6hnllYttbIkt04ejRo9iz44I7Lrt2/PhxhzKZLLmbDGzzsXyASFAt9qfYXf7++++yL1Q/ptPo0aP5WSbLYcOGoUdUDG1t2rQJU6tdu3YmtqtwyBI7aCLLAgUKbNiwwcQ2sPa6hhUNfadrXpLgQ0xvaRiICqPjBMmNN95IF06j0lcMlKQugFZRxm4arsNA05sNWGWGDBnijJTsLD8rWwxgHbjO/ljLXvJoMbU9Q/CMOkmWAcXIsbjGMvrdd9/t2LEjzc22R8QzkMBwCL8TJ06AsE1sjcYBF3sUKmxXCMqnt9MJ0k6/oAJwqKpZs+YLL7wANyJuS5cubVduBxKbjZCwyTIgMoNDq2HDhrjAvMDBWoaT8SFLuZp5ztbgIWB4Phsw0NLb8Yp4JkuEGgK9ePHiL7/8sonNAXAYvYpwvOOOOzATihQpMm3aNGN9ZokIwCN169al7SpICxFTtWpVRA8Ct2/fvggaVPX+++9jPmBl4aMSsGDBAgQrNuYoj7bmzZuHpzBb7HcsDx8+jPNonTp1Hn30UXpHCwUqVKiADWyhQoXoPRasBQhi3KlcuXJiYiLCl0qiHqxiWCxQHjWXLFkS3fz4448LFy6MJQw9wqsoXKpUKYS47LjTNUw/mGo7DcRPiyB3034VXWvfvr2JfTBJNTh9gWEJCQm4Ruv8zSkTOzHT2oHph2UITsPJm94s3blzJxqCuxo3bkxv1rG1WMvgARP78j2aRv316tXr3r07V4sNAYYYtWFLRJ7BzU8++eS1116TTsarWbNm5TeBCXAaIgRbDdmo4ysGfVSD1R9mjx8/ngeFXsWuHBGFR/AgLev2SMnO2s86LbJJU6dOxVppYjsznOfoDnqHkuj7ypUrOTyAbNmyOZ7xizq7aXoquBg5FsOKwrgJL9FnV2loNo8IzqyegYQ78FutWrXy5ctnYh/+lStXDhFVtGhRUKZdIRqFz1Eb7tAvqRw7/YLKxL7Pcvnll0+ePNnEyBtjamIUIgOJzQbJ4aAWJTIDQguuQxPwFYeWE052i3Zn5WpmvGZr8BDY8HzWb6A9vR2XiGeyBN+A3hC4fmXsL6li/UIk0TXi0vmRg/25IxYU+kQQFzicOXWiRfpWBZXBkcLzNxj0rUgqQ3tP2xjaP9oPUkn7R5Yoz3/SOZL/pC+penZcds2GXT930/NV+9ruC/7fv39/cM1YQfjbfWy/U8Z5CjsGz4+HUYC+g+D581PbMBMbC+dbi+bcGHAa9fQVbajJ4bJrxgoAuwm7jN1Z51m/0bFHlm/Cz/K+fSG/muiMlKw/uJiJLZFELThkZM+enT7uSkOzzdkR8QskfhX/58iRg0ahX79+nTp1ktZi2tofyDl2+gWVsb4KYJ+lZCB52s93AiIzYBrSm2H8pxNOAaPmRHJASc8hiPJs8OrheDv+ELdkiROhfZ4LBrZR2Mnan45cSICnnfc87bd2FekKgwYNoq9aXJrAyZvOdjhD4Kh0cY3BwatSpUq1a9fGdpN/5qFQnCfELVkqFAqFQpFWULJUKBQKhSIESpYKhUKhUIRAyVKhUCgUihAoWYaD83gcjyGg5IEDB0hKIyJSnMogenOeTZwPJCUlpVIZMgWmyhQrFwxRMsBcOmYQUpn7xcR+EdG5c+dFixahX927dx85cmRa2Wbj/DntIgZkcpECJ0TM0BKvULIMB/9096OPPgpmMlZmiYhkpTJIWXPcxPnGmDFjOnToEFrMM/sHIQWmev6qOvUIyH3BL0XJABOKhISEEiVKlCpVCuOI7qegBjbjwufrkIiYYSPA1OLFi0+YMGHdunWtW7fu2rWr8y3xUASkW7FfSpOxs8FZelIQkNhiZsyYEZFw2223kdA0phLp9LZs2ZK3C7NmzSI55WQhYLqlwAkRM7TEK+KZLJ3UHE6aEUqnsGbNGopyzE/OtuiX9ANhTT9BMyJvwJEjR1auXLls2TJP9kqTVAY2nOawnacfnME86o6dnYCqldk8ZPoIB44fZI4CO38Iztz8Gyy/tC2e2T8YbCrqx/Vvv/2GIcPmFxf8UzO/oTHnplMIzn3hZEig5tjhTu4LO82F/RJngDHnpoaQyTQCwJJJ4JisWbNSBFIKGttFnH9D5jwhMxybQ1NAOAlz7PHimtEQ/dJRuotTlDg5dgLIkrsQ4F70JUuWLHgJFVatWnXcuHGev+ayDTDnBqGTbsWu3H7JHjv7cc+MN57JT2zYWXooIJ3RDx4OODl37tzUeqZMmRC0OKCT+FHz5s05mcGPP/7op/drJ5Cxg8eZbk4+GXaCE//GKwI9M7TYcCIhLhG3ZOkkfJBpRhB5NWrUaNKkSbZs2Zo2bVq/fv1cuXKBfox/0g+/9B2kMNe4ceOSJUt6kmXqUxnYkM1Vr16dBGw5mu3sBGy8nc1Dpo+QDUk/cI4CmT8EM7xVq1aezuG0LTBSZv+w+0Wm5suXj6pFyTp16mCM0B0sBwFD46RTCMh9ITMkoDkUYIfbuS+cNBf2S0wMTmoImUwjAEyWJiaHPWjQIDi2cuXKL774Ih7v16+fOTeRi2fOE5hhGxaaAsJJmGOPF6ICezVa8tCv/v37y9o4tJwcO8afLO0uBLi3Z8+e9NInn3ySPXt2zIIZM2bI2tgAJwiddB925TITCOyUMSwz3ngmP3FgZ+nB6N98881wC49+6HAwWZpYKILOk0uWnEAGRGgHj7OwyHwyNFhO/MsI9MvQwpCREJeIW7J0Ej5IYX7ECr3FgZdI0QocQOokfkk//NJ3YKEcPny4ielhepJlmqQyYMjmJFna2QnYeDuxhpM+wtOH0g+co0DmDyGyDE3b4iloTmBT0S7tauEryh2PlW7OnDkBQ+OkUwjIfSEzJEiHy3fCKc2F/RKtNTI1hGcyDT/YZAmq6Nq1KxZHuJGEn0jn086/4ZnzhJY8Niw0BYSdMEeOF1qnXUWBAgXAmrI2maKEcuwYf7J0UohEcW+tWrVA6p5OYwNkEHqmW6HKpbi5fFxmvAlOfsLgxANy9EOHA2R5/fXXI5gbNGjA+87kkiUlkJHBI6ebnU+GBsuJf1mJX4YWCY6EuETckqWT8EEK83OsIAK+/PJLE/sohUSz/JJ++KXvwBaMFtmADxFTn8qAIZsDWdInXkyWUnDZSazhpI/wtNnPD8YrfwiRZWjalihkye1iCSMuQW0keulnkpNOIUDOW2ZIkA7nO06aCyPIUmYa8Uym4QfnZAmaJwVOMg8bAnNu/o2AnCdsWGgKCDthjhwvRClNFmxQgt0lc+z4kaWTQiSKewPIksvIILQZ0alckqV8XGa88Ux+ImGTpTP6ocMBssycOTOOp2iL7jBZYkKxQPnUqVP90tCy22Xw8HQLyCfjxL+sJCBDC0FGQlwibsnSSfgghfkDyNIv6Ydf+g7sTwcPHmxiOzs/skx9KoOA5urVq0dfXnjqqadCyZISazjpIzzh5wfjlT+EyDI0bYtn9g/H1ACy9DPJSacQQJYyQ4J0OOe+cNJc2C/xydJJDSGTacjsLgwmS+x1br75ZgTqyJEjnfOHnX8jIOcJGxaaAsJOmOOZBAPHdDRHWRgD3OXk2DH+ZOmkEAlwb7LIUgahne7DqVxmApGPy4w3tuUYR79P9zlLjxz90OGw34YlMFniiE95SIA2bdr4TRx2uwwenm4B+WSc+JeVBGRoIchIiEvELVk6CR+kMD9nA+jQoQMle0NMd+7c2fgn/fBL37FmzZr8+fOjclAyvdcnkfpUBgzZHHqUK1cuTAbwH72TLLMTOIk1ZPoICT8/GK/8IfyZZXDaFs/sH46pbDy2FMTlmL10/PUzyUmnEJD7QmZIkA7nbCROmgv7JY4fJzWETKYhs7swEJN4FnsC+IfeG8DqjE06GsX/7dq1cxK5BOQ8YcNCU0A4CXNkEgyEEE5j9HWPAHc5OXbMuZlMGDIXTYB7uXJ03++rsFxGBqGd7sOpXGYCkY87c8SxHJP3vvvu8zSJs/TI0Q8djgMHDuTJk8e+A2KmoMV8AaUVLVoUZqAGv2/8sdud4DHWwhKQT8aJf1lJQIYWgoyEuETckiXBSfhgC/MH6O77Jf2wIQX47WQjnkh9KoOA5hJj8DTYMyWCZ/oIB6F+sPOHfPrpp/zTkeC0LZ7ZP+z6A7JSBJtkp1OQBeyX7AwJAbkvzLlpLvzu+KWGSPGP+bCy8/t+dv6N4JwndngHp4BwEubI8XLOmp7uMiLHjl9/ZQoRP/dGcV1AEJpz063IymUmEJkDx27Fthx7Qb/fpRgrS09ovIX2yLmDkQr4Yrx83A4ec+5088wn42mwU0lAhhaCEwlxiTgny5ThUkj6ESV9RHQ/jBgxolChQvyp8PnDpTA0AbjEc55cXNCXaBSXLJQsFQqFQqEIgZKlQqFQKBQhULJUKBQKhSIESpZxBT9xZJK0DRWCT27lqRfODkWaC8FfLEWuVDr/4mLy5MmdOnXau3fv+Rbld6S6UxBg0fMQpBhOE8lNnyCxcOFCEt9ImQGpRxQDokyc5HbkzwUly4sMlmBOE/iJI9OXSD2F4AO0p/0qZyHsiMLZqUGaC8Hfdtttzlc9zyvYV6Eq/OkWBw8ezJcv38wYzrcov/Oz94gBloI8BAULFiQ5XATDtddeS/pQJvZrJUefSMJpwpEiwcYiW7Zs5cqVK1as2Pfffx/FGFtrQuL+++8vVapUhgwZChcujAsQUsQ+Rp/awQYQokycKPX8eRG3ZHnq1ClshA8dOrRy5Uo6D5FK8ooVK+jr446uOrBv376lS5fyT7bp5q5du1DS0RD3VOL2FP52JIlJvR2zlLZptgQzm4HzBxiCvvUuhbONv0y5scSRHV1jml0sBG834WhPowu8l2cnwAB0RGp2Yy3DOYC7Y8N2ERql79/jcdJ8d4bG06WOELw5VyrdU6/ckc63yzNYkVxKZodaLgfUBIaN7St2vtStxhBjsDZu3GhXi2tqi391EyAg7oSB7LutnG6PfnBJwpQpU0hwisfCCWMjRLplAQDWrlmzhq4jSnVTgMFX5ATYxh1kcfPQPASyLRNL6IHti4lp9FxzzTWvvPKKif3UhPUBMF4gYAwN94jFypmrPNMn4DRMOUNmzZpFOhgmlgAA/rETEtihyxyDecEtOgBNkhxH9D46U9sZaHuykAH2dJAjyA53Is1Wq1ey/FOC9KyrVatWu3ZtlrApWbIktmmY/FJX/csvv8SriHKSP7ZVzWbPnm1riHsqcXsKf0tJYtSGkiiQM2dOTDNbgpmaw1SBGa+++iomM9nsCGcHyJSz+JnUNabu8K/0uAlHYNrEJgn9RHrt2rVXXHEFcUauXLmwekrNblJw5u6w8x0XwR5s5OGQDh06kHqqMzQBat1+UulSr9yRznfKs23sCkcyO4rlckCDw8b2Fa8jjm41tj6ooVOnTpkyZWrTpg1bghqqV6+OZ7F8k66Qn4C4DAOn77ZyuhNgASXJDLSF+MyaNWurVq14LJwwNl4i3U6Bpk2b4g4iGdMtulQ36oE95ISffvoJz5LwBcKSf8gfnIdAtkXAIoB+mZgmQ8+ePSm9wbhx40hSGBeos0WLFgUKFKCjLYuVg/ZolP3SJzBZIq4aNWpkYu8uYLa+8MILiCXMOBm6FBvoCO77ZTixyTJKH52p7Qy0M1lgANbDunXr8nSQI8i9tiPNkcJXsvxTgiKSDi5FihTB3gcDifCiV6WuOuYenSHoiCDJkjXEPZW4PYW/pSQxaiMVsTfffJNEQ1hVkoCdHeKVDxOOcHaoTLnzthXrGttk6TQhtacx+bFbxMIEn2Bziq03VjHjpY8lu0OQLgJzY+FISEjAiMihCVDr9pNKl4rVjnS+U55tY1c4ktlRLJcDGhw29h1eRxzd6sGDB5PoCRbTCRMmsCWogUYWCzf5P0BA3AkDp++2croz+gElGTgSgbbtsfAbd1uk2y6ADQEa5aGJLtVtOwFLOU45WP0xEBhrnCa5WEAeAtkWAVxy4403wpgqVargUAuShk+we544caKJ7UtoRk+ePBlbOmOJlfOY+qVPAFn+5z//wcY6c+bMjpxNrVq1Fi9eLEMXxqM28L2fnJ4RZBmlj/bUdgbamSxyOsghpl47kcYgtXolyz8lbJFGhDv25vZASl11FgsmsAQ2kyXXFiAt7WiZSkli5puBAwd26dLFCLIEhg4dil0evS/kCGfPmzcvWKac6pe6xjZZOk1IsuzRowcoFvtuTHvsPWEnyQF6kqXTHT8Xbdiw4bLLLqNDvByaAJf6SaVLxWpHOt8pz/cdV7BkdhTLAzSmPcPGeJGlo1uN3RUWOBxusG+wPxRg34ILycIAAXEnDJy+28rpzugHlyR4kqU97gEi3VQArgBPcIXRpbqlE3AHMwsLup3TOCAPgWyLgUpmzZqFEySuQZOI9mLFitGXsDJkyEBlsDuhAvY2lJrwS5/AJ0swEw7Eq1atQitoCyMFRkElMnRhPI6tIMsAlRznbdgofbSntjPQzmSR00FObWrUiTRHrV7J8k8JepPkyJEjiD+ELDjMHkipq44ymzZtMrH3IU0sMkgSDAuHQ5YB0tIOWUpJYg5BtE4hyBLMBNqvYe8Me7CPdoSzQ2XKqX6pa2wzhNOELTBNwFGvfPnymDPY/GJDiiMsfaQqNbtld/xchJIoA1fTO6jO0AS41E8qXSpWO9L5TnmnZimZHcVyOaDBYWP7SpIl6VbjJgZr+vTpTnJgapd8+8wzz9gPSgVwJwycvtvK6c7oB5TkmwFkSeMeINJNBTDLcASnyuGo6FLdqIfkpTAo5IRvv/22Zs2a4Ab78YA8BLItBkakatWq9L4rqkUfWdYVJ136WgA2FvROqSRLv/QJTJaYPjiw/vbbb5hf4EsTOwg6ZGlHY8eOHem056m870mWwX20p7Yz0M5kkdNBTm0+WdqR5qjVK1n+KYGIxHKAzRrm1csvv2wslWRA6qqPHj0aC2LlypWbN29uYlrSWO8qVKgA2pgzZ46tjxwgLe0If0tJYhYvxhJAH7GwBDPVgLMjghWRSu+8SeHsYJlyql/qGpOF5AGnCVtgmr2Hx+ltrkceeYT1taVmt+yOp4tw9KlTpw7u9+rVC8uBHJoAl/pJpUvFakc63ynPttmuMGclsyNaLgc0OGxsX3GLjm71pEmTMLhoBd7gTwpNbLVCPbCtUKFC9O5rgIC4EwZO323ldGf0A0qyJTjV0ZrLPnfGPUCkmwMD7kIZRPKQIUOiS3U/FAP8wE7As1iX7fd+TWAeAtkWY+PGjZdddtmYMWNoFlx55ZV8PJ0yZQrYBb1OSEgA05tzNeKpCb/0CYiZG264AT3F8Z36/vHHHxcuXBiRgDUHlcjQpdiAqejp2LFjPZX3EUX89aiIfbSntjPQzmSR00GOIDXqRJqjVm+vsfGHeCZLbN8wnH7fLjPnCk+b2Dy0vwlCD/opOwcrcftJEnv+CJIlmAn02QNdS+FsEyhTzvUEK1zbTZhztaelnQE648Giyewiuxh9B89zaPzUuv2k0v0MC5ZWDxatDracLhyN6eCwMSLMHLOxKhGtYhniL0+as1t7T+l/glQAt9Xqzbl9t5XTndEPKOlns+e4e4p020BAomn+M4pUN9XjWIvFWn4LJjgPgdMWw36TRv4uws/59nVE9XCawlH04gPE6OV1aB+dqe1MB2ey2HUGG2ZHWpSlID4Qt2SJpYf2zn9qxKVwdnwMTVoBBxHs5XEmqFatmv17/MaNG/vlqLqUAZ9QVmqF4gIjbslSoVAoFIq0gpKlQqFQKBQhULJUKBQKhSIESpYKhUKhUIQgbskyzbNVpHPIpBZjx44NztjgZHggpDiRSPpUCb9YOUZSA88sFn+WpCWeUZe2o5DeIi2VS03oPE1viO/UIgGIW7JMTbaK6Gr96QcyqQWLyPjBUUvhp6InErEdFTETwgWAnYPiAucYSRM4ijCE9JC0hDOoBMAz6vxGIfpES4eRxvmCUpkYJ3Seng/YcyQY48ePL1WqVIECBW644QZcPPvss/GtPBCAuCXLgAwJO3bsSEpKQqzQD7Mokwa9RKL7jlo/Fi/5uy7ME/qBESohMQt+XGYa4XwFxicVhqdhTqoTc26iCTbv6NGj+/fv56QWJib3gzs8CSNmeCBEyfPAsB0VMRMCITiLC3UB2+19+/bR7x2dbB7yEc6k4eSgCMgxsmHDBgwEpQRxzJM5NOwRdLK+2AkljFfWDoadn8Eza4pnFgtCQNISJ9eKk07HNl5mMqECaJR+sumMi901O4OK35DZUWfDbxScieYk+rBxniLNTsDi6Ry/DD92viBeapwpaQInu6fHnEwy9sjCSAoANEcn0YBkR47ljuedORIQsYwpU6aQZL/xSlEiHRuXiFuyDMiQkD9//mrVqj355JN58+bFmrJw4UIWrsRy4Kj1I0TatGmDx51ffI8YMQIFcDFgwABKWYAWq1Sp4plphPMV+KXCIDiG2alOnEQTmBtYMoj+O3bs2L9/f97uPf3001hWUDh79uyYhNEzPBCi5HkgOI6KmO2BRycgiwt1AY7CicRRWKWVxXnEzqTh5KDwyzGCIYCpderUgavlzxllDg0eQSfri5NQQmbtYDj5GWTqCb8sFgS/pCVO+giZTsc2XmYyQfBUrVoVDocxWPftcXG6ZmdQ8RsyjjrHeM9RcOJHJvo435HmJGCRzgnI8IPpz/mCaKmRUzJ4sst56mSScUa2d+/epObKbzz4JTuSljuet+dIQMTacMjSSVEi4yEucUmQpSOfj8lGZ0EsBFhQHLI05woQg1H4NGAD0Y/ZiwsEDaIWZ6BevXqhNs9MI5yvwC8VBrduG2anOpGJJtDKwIEDTUxXk1RksZhiQYTBJrbXTkhIwCSMnuGBEDHPA8F2VMRMCDw6fllcZBeMIEvnESeThpTVlkkVqAkMYrFixeTgEuwcGjSCMusLF6aEEp5ZOxxQfgaZesIviwXBL2mJkz5CptOxw8/JZIKjCfiGXsLgUvY0Hhena/YoRBkyG36jYMePTPRh43xEmhM2jnNCM/xwCgReapwpGTDZpcfkBHdGVpKlX7Ijabn0PM+RKBFrBFk6tclcPXGJS4IsPeXzAawOuAOyZE0QSZbz58+vWLEi/pRSUjhH4lls2bp27Tp06FBKkBuQacT4p8IgOIbZgssy0QSaptwpZDwtprCWE04Rr0TP8MBPRcnzQLAdFT3bgzlXBt1J9CG7YEQ2D5kbxM6k4UmWTlIFjB2OCPXq1SPFeRsBOTTwv5P1xUko4Zm1g+DkZ5CpJ/yyWPBgeSYtcdJHyHQ6dvg5gwtP0m7AxLSicJi2rXK6ZjcdZchs+I2CHT8y0YeN8xFp5tywcZwjx9pJuCHJ0pmSAZNdekxOcGdkQZY4HBsrPPzyN0jLped5jgRErA35Nqxdm3RsXOISIkuWz8+cOTPp9yMosaFbs2ZNiRIlTGyWIr7NuWr9tItEzI0ePdppAoc/zArMT5RHrJQuXRo3AzKNGKH978AxzJ7nMtGEiZ1T0Radm/mDhNy5c+O8gl1e4cKFMQmjZ3hga6PkeSDYjoqe7cGcu4Q5iT5kF4zI5uE84mTSkDkoZFIF7OtnzJjx22+/SdsCcmjIrC9OQgnPrB0EJz+DTD3hl8WC4Je0xEkfIdPpOGRpZzLBCguP0aniqaeewiHDtsrpmrEyqEQZMht+o2DHj0z0YeN8RJoTNo5zQjP8cL4guwl7SgZMdukxOcGdkQUJkUg6/BNMltJy6XmeI07E7t271/MzY0+y5Npkrp64RNySpV+GBFxgtUJw4yBYuXJlen8Gf+KACEqgj+VYrX///v0JCQmPPvpomTJl7FyDBJwjL7/88smTJ5vYOtKjRw8TCz6/TCNGJHlwKnQMs7MTyEQTJpbjAscU+poD6/23bt0aG3PUgxk1Z86c6BkeCBHzPBDstAbRsz3Yo2O8Uo5g/4EuVK1aFTbQyutk83AecTJpyBwUMqkCdja1atXC42XLlt23b59tW0AODSOyvjgJJTyzdhCc/Awy9YRfFguCX9ISJ32ETKdjGy8zmSBoURJ9QY/oWzNsldM1Y2VQkUPmRJ1jvN8o2PEjE32c70hzwkY6JzjDD+cLspuwp2TwZHc8Jie4M7I7d+5Ec2i9cePGFB5+yY6k5dLzPEeciMU2BeNuBNAX/savrE3GQ1wibsnS+Mvn047M+WkUvctqy/nTN7twQV9s8wRv35xvxgdnGpGpMPwMC0004fmNfJn4IkqGB7vFKHkeuDw7Strsl+3BiK7ZKUdMjLHQNfs9Pdkp+xEnk4bMQWG3i9WN2Qj7ZSIVBwE5NJysL05CCc+sHQQnP4Onx0KzWETJteKXLkNmMjFWghpZ3umaU7MzZHKAPOuUvbC/QunY5jyS5pFmh42ncwIy/BgrX5BndhqC32Q3Xh6TE9wZWfuR4ECSljtleI4ERKzng343nXiIP8QzWfpBvkWWTpA+DbuIeR6aNGkyf/78NK8WywS2ydWqVUO/WrZseSlkFyJoJpMAqHMUwbgUyVKhUCgUimRByVKhUCgUihAoWSoUCoVCEQIly//F4cOHQ3+ZGwxPXXIT+4Q/4jfEPL+H5uC8Cmr7dSENwfb//vvv3bt3HzlyZNr2aMWKFZ07d07Wh08plvl2FKWT25ELo/XKfk7bakn+O2Ua4il2ePSpZGLiBp06ddq7d69jYcQgvzDK9VGmvEQUP0S0/6ILDv+JoGT5v2jbtu2ECRNCi7F6soTnb/zNuT/DCgZJIgQjxYLaUaST/bqQhmD7W7du3bVrV1iVthLhxYsXxzjaep6hSLHYuqMondyOXBhBcPZz2lZLX1SOriGeGnV7nnTRp9LBgwfz5cs3MwbHwohBfmGU650pH7C82Ijih4j2pxNV+j8F4pYsT506hU3loUOHVq5cSV93JDVhnDzoC+iO3jQ2a6zLHEU92W7L0SV3VL8psrHLY711uy0yFUbiDs+cALlnFtTGcoPVZ+3atfTDZ6mvjWKLFy+mXbwjnRxdWt1RCWegUfrpmPSztB/YuHHjmjVr2H6Ur1q16rhx4+BVWwKeizGkvDV6isdZf9zWnkYvsmTJAtvo+/fOOLLN5lzxaP5VjBMSnvLrthi6Q5YBWueMffv2oV2iCikIbg+Z09OjR4/iJfSUR83pne0xFka3/cwFHOF1KV/u3HEcbst/B6QrsMXoU6Nub086mkqO+rynWPmUKVNIUYstNGHz1PEMj6afqj784zej5Tg6Ay2nvNNT4zVJOXikH6Quv9+0cma0Q5apSSFgz6+4RNySJQlVV6tWrXbt2rQLwyQpWbLk/fffj4kk9aabN2+ObZ2JrJ7MDUldckfIlCIbU6VIkSJ0v2zZsiA5ugYRFitWrFGjRpjbV111lRGqxI7cMy3QmEiVKlXCAoRn8SAmiaOvDa5C31966aVbbrllWQwsnRxdWt2R0ub78BgK48gyY8YM6Wepqty0aVO4HRt8PEj2f/PNN9mzZ69ZsyZqYMqxi3FbUt4aPUKXMUBSe7pnz54k9i0Vz22bHfFoGi8ZElJ+3RFDd8jST+ucC3z55ZcYSphECjWOILgzZHZPsUjhwU6dOmXKlKlNmzYyShmOMLrtZ443W55bypfLO2yGEfLfAekKbDH61Kjbf/3117Zk+c033wwvsfq8p1g5AgPls2bN2qpVK7YwdJ46nuHR9FPVRzR6zmg5jlL73pnysqdyktrBI/0gdfk9p5Wc0Q5ZpjiFgD2/TJwizsmSzjqIaXAVogfxSq9KvWkiy+jqyQypS+5Jlib2DiHMwMJHWUoIw4YNI1U5bE6vvvpqEyb3THMAW0USDcHShgA1Ql2a6+/Tpw9pc7AaZHKl1Y0lpU3AbCRhME8/O/ajv7CfCsOHPIdRJ0iLe+QU47YceWtcgDBIYEVqT7Pz5TjaNjvi0fSIDAkpGM0gMXQ/svQbizx58pDABXUwdMi4p4MHDybNFKxNEyZM8NNzl8Lotp8Jjjy3lC+Xd9gMKf8dkK6AwGL0qVG3t1VYHfV5P7FytIs9lrHesQydp45nnMGVqvrGZ0bLcXQGWk552VM5Se3gkX6Qd4KnlRTHt5GCFAL2/IpXxDNZ8tv6mPPYBtrRL/WmiSyjqyczpC65o/rNlqAADgdYSuxsOL169eLFhaI8WO6ZeoGQzZIlS9euXXFCIoErR10a6x16jesSJUpQr3m1ii6tLqW0CXBLw4YNMWdwhpB+duyHBzipi7EYxSFLpxhDCrtzT6X2NL8qx9G22RGPpkdkSEjBaEcM3Y8snbGQocKtBA8ZF5g7dy5WTJybsR3Zu3ev7B0Vk8LoRpClI88t5cvlHTZDyn/7pSuQYvSpUbeXkuXm7CzzEyuXZBk6Tx3PkHkBqvrGZ0YHjCMNtJzysqcBk9TTD/KO57QKEMc3qUshYM8vE6eIZ7LEHvnIkSNYGXPnzo1Nt720Sb1pIsvo6skMqUvuqH5zHB84cACVlyxZ0paZxWmmUaNGuNi0aRPJuAfLPVMvEJ0PPPDAd999R5qQRqhLv/3227TiYKdPvWbp5OjS6lJK2zYJRj7//PPSz4798DA2xfQI1pGAk6VdjB935K3tnnqKy9Orchxtmx3xaHpEhoQUjHbE0EPJksaCC8A/ZCR1MHTIuAD+xEvYFdHHwLJ3BCmMbrxOlrY8t5Qvl3fYDCn/7ZeuQIrRp0bd3lOynCrxEyuXZBk6Tx3PkHkBqvrGZ0YHjCMNtJzysqdyktrBI/0g73hOKzmjbbJMfQoBml9yOOID8UyWCK/SpUtjg/byyy8bS//XxMLU0ZvmzywjqidzQ1KX3FH9tnWWH3roIecNPay8KEZK1qjZhMk9Uy8wObNly4Y7d999N32E4KhLL1iwAFZhkwjLqdcsnRxdWl1KaROwpqDmUqVKoSHpZ6mqjFbgkLJly2L55lFA67Qu8B27GLcl5a25p57i8vyqM462zY54ND0iQ0IKRjti6HZEGX+tcy4wevRo+Bk1INiiDBkXmDRpEmKjTp066BEdYpzeMRxhdNvPHG+2PLeUL5d32Awj5L/90hVIMfrUqNt7SpZTJX5i5cuWLaMsJfxI6Dx1PEPmBavqG68ZHTCOrH3vTHnZUzlJ7eCRfpB3PKeVnNH24KYmhYA9v0ycIp7JElMa9OaZcYZgiyY3btwYE4+uI6onM6QuuSORzBdYLDx/IOXIuJtAlXATmwk04TGpsmfPjpKyLRbIltLJJrK0upTSJuzfv5/WYj8/O6rKsIRyuDM8FVllMSlvHSwuH6AlzTabc8Wj/YTCPa11xNCDC8tiGC/+HkrokPF9rFmUygNbN6x6nr1jBAij290M7nWAwz1j27MVW4zepE7dXkqW25V4ipXLkqHz1AjPyI44r3rOaL9xdDTTZW3m3OXFmaTBwRMQdfa0cmZ0sjobnELAnl9xibglSywrdBSLgvbt22Mf7Ze1IK2AKYRDqr2QpRjYjNMRBxtASj95sZAsP6cAKm8NTJw4EWcvHDJwiDnfqhEXC39Gdfs0nNGK9I+4JUuFQqFQKNIKSpYKhUKhUIRAyVKhUCgUihBc6mR55syZ/v37299p9ASrEpPc4oURWXaQYqn3FFjrSIRfSPz+++8X8fOqi9s6g/Qx5P1Ro0Z53o+CZHVN9bX/LLgwEeunfZ+agPzTIZ7Jkn4fGYwJEybUqlXrhx9+CC7GqsT0syT+M0D4OKImcnSkWOo9BZLQzi8I0wR79uyZNGlS6EsNGza05WyShYSEhBIlSpQqVapSpUpLlixJQQ3cepTgOX+gn8l73rd/8JoshDrW1jqPM33tKFkE/kRIq/kSHX7a96kJyD8d4pYsd+3adcMNN7Ais6ORTTh58uSrr77aoUMH+lGXowvsqapMiwj96Qgf2+rJzktSWJyAFnFYxDSmRkkNedu2bdu3b5c2s1hzgMKyp9S7I/ANS+inJrigL/JJMXSbLG31ZBK/htn0C7zdu3eziLk5V9JaKjuPGTPm3nvv5Z+Q24rk9kuokw/Qtki6p+62g1tvvZVchwmcNWtWGlbpLhjJWt5Hjx7FNVtFrTvB4zd8thq7OVfBnLqPR+jHf/AzGrW/r++YxLBlymVJXpvsWEV5/iI39ctW3mdQ1+S4EBytcyny7mdzsmLYnCsl70iZO886bveLXoIdpY6qu9M1QmiiBXs0CbYceUBQGR9Jcbs7aIu06+A6OpkFTGoKSLpJHosyX/wG2vZAQIg6WvB+2vcUkHA+P0hjF5eIW7Ls1q0baWpj1ZAa2QRMDJxCcBb5+OOPHV1gP1VlWx3DFj521JPtl6SwOCN//vx4CkbmzZsXU5dE2++66653333XT+o9WGHZbpdbsQW+SXMcltSpU6dJkyawFjsGT9F5esRRTybx64cffjhPnjwtWrSoUaNG8eLFBw4caISktaPsDJfWrFkzR44c6Cympa1I7rxE00+KpEvdbQkmSxPTeh00aJB0F2pr06YN+k4qLeXKlatXrx6cTP2l1p3g8Rw+R43dUTAnrU64FPU3aNCgSpUq6CP5UJrEcGTKZUkyT2pYt2rVysR2RRgXR3mfQc9KxW2Co3XuiLwH2JysGHak5KWKsv2s43a/6JVR6qi6O10jBCdacEbTnCtHHhxUnpLiTnewXGDsYDzmy3vvvRc8qRFpLFmHcYk4X/wG2vaAX4hKLXg/7XtqHXdI0WXatGmOsn88IW7J0lhTUWpkM/r06dO7d2/7DukC+6kqO0pdUiqW1ZP5JUdY3C4MY0hFDwsf5hjKY8Whk4qf1HuwwrKnSbbAN21Rse7QR5KYHnPmzPEUnccjUj0Z90FyJiZijtXExFLp0m/JHUlrqeyMSYWp5YwRKZLbL9H0kyLpAbLmDJsse/bs2bVrV+kuLO52ji0aZaxxZCQf3Th4/IbPVmOXCubcfTj8+uuvx+4B7qUmpEkEKVMuSzrvelGsYvuPpRNPIWjRuqO8z2CydMaFYcu3OtrffjabZMawE6uSLPlZ6Xa/6JVRKlXd7a4RAhItyNF05MiDg8pTUlx2B9OkUaNGGGjYEDypHbI00eZLwECzB/xClMGrmZ/2PbX+7bff1q1b18TEQSdPnizbig9cEmQpNbK5DJOlowvsqaps/MlSqifzS1IYXVqICdmlSxdb4NFP6j1YYdkEkiU3h+lEpIJKsBn0E52X6slcFXbf2Nia2DtOpCnjSFpLZWd7hjuK5HLyS5F0qbst4ZwswdnSXfPnz69YsSJaOXLkiP1uc8aMGbFYSLL0Gz5bjV0qmHP3sQLmzp2bXgKlYeWSJhGkTLksSeZJOWzcxzjiJn0yZyvvM5gsnXFhSK1zc1b7289mk8wYdmLVL+WAp9v9oldGqaPqbnzI0i/RghxNR448OKg8JcVldzZs2HDZZZfRgTt4UoMssS2gaz+ylPMlYKAdD8gQ9dOCl3OQWscjN998M9gdJ9E4FvGJZ7K88cYb6UJqZDOYLB1dYE9VZSOChoWPpXoyv+QIi9vInDnz6tWrTSy+sTe049tP6j1YYdl4Sb1HIUtP0XmpnhxAlo6ktVR2xpwnuU4jFMntl2j6SZF0qbu9d+9eR2OPyRLnXcxeDJx0F3UHN0ePHo06qRVMflLp5HWWg8dv+Gw1dqlgHrASSZMIUqZcliTzpBw2tvZYT7HgGqG87zwrx4Uhtc7NWe1vP5tNMmNYSsl7phzwdLtf9MoodVTdna4RAhItyNF05MiDg8pTUlx2hzIEwC040gVP6jVr1oC0TCzySXg9ynyRAw0/e85QGaJ+WvByDrKr27Rpg2vnnf84QzyT5QMPPFC6dGksK1Ijm4HtMM0iRxfYU1XZCJFiFj6W6sn8khQWZ4AqEK9333135cqVExMTbTVkP6n3YIVlu11uRQp8wy2UrgRTdPr06QGi8456Mt+fOnUq1hETY4s777zTCElrqewMYkMreBUrlKNIbr9E2s1SJF3qbj/++OMYNduf8BjchcUUo0DfhnXchWFNSEhA69j4g2vpYyqQPTw2fvx4YylHc/D4DZ+jxu4omHP3sRLx/ixnzpynY3BGkOHIlMuSZJ6Uw0ZJxBI5ylHeZ9CzclwYUuvcnNX+DrA5WTHsxGpAygHpdr/olVHqqLo7XSMEJ1qQevS2HHlwUHlKijvdwcmvTp06Jpahr0WLFqGTGh6GizAjwNkR54sc6MmTJ993331sUkCI+mnByznIroY/cVC+AN/LvYiIZ7I05+pB+2lkM6RouFRVDhA+lsLltiayIyxOoP2a/c1Vp34/qfcAhWXjJfXuVO5cBIvO+wl2h0pae17wlxsdRXJ+yRGb9nxXJ7k/LLPdhWfp0yBzdqdM4y5rtp3vOXy2GrvxVzD3dJQzgvb9gJK2xLYTqwULFuRvY0rl/VB7+EFH6zzU5mTFsBGx6pdygGC7Pdh+O0o9w8POImAiJFpwRtMIlX+/oDL+kuLcHdtCPhMHT2pHeD3KfHEc1apVK+e3WwEu9dOCd57l+9i+FChQQHY5nhDnZJnOQfkUo+C8Sr2fbzH0dItBgwa99957F9uKNMCiRYv4Y60LjOgxnK5wCcb8p59+ev4q79OnD6fJi1coWSoUCoVCEQIlS4VCoVAoQqBkqVAoFApFCJQsFQqFQqEIQdyS5f79+53faaQYzu8TUoz0oNCfmnwp6TATxYoVKzp37uz8rpRx/gz2S8KQMqRDx6YJ/HKn/LmQhiuJDc8QktMzzibsnxpxS5b2b3JTCU+xqOjg/BUXUaGfU5GkIAMJI/WZKKJnYolYsnjx4hMmTGAFbXOhUmeUL1+eNN4CEJBlxaTUzilTpqBwmTJlihYt+uOPP+JOy5Ythw8fbmKabaxX3q1bt7Ta4aUGMndKmqfiSRN45iRhU9NwJbEb8szjIdMZJXfCJiuu0udwpFvEOVkiFDirgBF5RZysEXbSDBP75RaeRWFPsoyYEMPOX4G1Y968eZwMgWBnSwhuwsmPYbyyfHDGBr8UKJyBxMR+Joh5xb8zo6wOdqIJJ/OAnHt2YhZZoZP8wcmIYqdZQLv8G0H40DN3ivTJ7t27s2TJAofwb8tSnDpDuhdlTp48uWTJEtZtsXNQsKieTEjCuSmcLCs2UmznqFGjSDhpzpw5JDnUvHnzL7/80sTUi+AQKtalSxdH3Y3GAoaRSzEolJLFxH5Rh1nAoesZzHaKGBPTToJn0DW/pDpO7hSCHFZ7NG04cWVPWzvOOU8I7OG9CyfnYTiZTw4dOkRTAFXh4OuZk8Q2lVYSJ32HXyIaIxaZY8eOwVd43GmIAp7DA+EHy2U6I3vCOmuFzG0SGlcBmZG44/S7WDzCLqVIcGLSmSAB61jcIJ7JMkeOHNWrV69duzbpVji5GpysEU7SjOPHjxcrVqxRo0Z33333VVddZdecrIQYdv4KrB2ojZMhGJEtIbgJJz+GzPLBGRsCUqCwYNW4ceNQVYsWLQoUKEDn3Xz58tWoUYMTTfhlHmA4iVlkhU7yB9sMJ80CqkIrq1evxtTFeHnmTpE+6dmzJ/mW9FxMKlJneKYfwWA9/PDDqFzmoECFWFNkZgzOTfHee+/ZqSGc4EyxnUyWWKpQuYlMlugOBhdjkS1bNhiJeMuVKxcNK9pq27Zt2bJlBwwY4BnMdooYE0sBi4GAeVdffTUOtdIJTu4UtsEJAGc0/eLKmbZ2nHOeEFiOgzU9jo6sXbuWa5OZT3r37k2yz6gKTXjmJLFNRbGbb74Zc4HTdwTkEfK0FmNUpkwZMKjdEOoH/eB/oi7EWP/+/WU6I7/8P565TYLjKmBZ4BpGjBhBAQaXYhTIS1WqVPFMgMMTxG8dizPEM1naWQXsLRjlarCzRhiRNGPYsGHPPPOMiW1UsSjYNSc3IYadWsFOhiCzJQQ34eTHkFk+OGMDQ6ZA4bmHCUObxMmTJ4OfjEg0IStxyNJJzCIrlMkf2AyZZmHKlClYATFSdGiTcvDSJ9Ikk9LUGZ7pR+hH3DIHhTlLlk4qCSc3hWeWlVTaCbJMSEiADdjnceK2iGQ5cuRIE9OX79GjBy5ANt27d+cCWMpJPTwgmClFDHaQpHCGwcKByXGCzJ1i18DD6jmaBCeu+D5NWzvOOU+Iib0hjyMUhoCWeIbMfOKQpfGSWbdNlek7AvIIOdY+8cQTKMkdkVL1GGjKcIctJlhTZmjwy//jmdvEBMYVl5HLAgPbbtqE1a1bF7vnffv29erVC5HmmQCHJkjAOhZniGeydLIKOLka7KwRRiTNQIiwIIXzNmxyE2LYZGknQ5DZEqI0Yc7mxwjI8hGQAoXryZAhAxVev349dqNGJJrwyzxgG2knZpEVyuQPbIZMs4AeYZayqIqcxtIn0iST0tQZAelHZA4Kc5YsnVQSTm6K6GQZ3U6QJbbziFh+y4vJEltDXqc6dOhASzCDu4OtFZXHGahTp05YxHFqxPkA504nlSkHs5MiBlyLkjgJkRCr4wSZO8U2g4fVczQJTlw509aOc3vUcI3uYM7SG0UMmfkEZImNgkkOWTrpOwLyCDnWon7sQvhVOegLFy4kC0mAyY8s5VrhmdvEswnjP6PlLAMwrLCqfPnyXbt2HTp0KOJt27ZtfglwTCzO/daxOEM8kyXOOiShiQucD5xcDXbWCCOSZmA3ih20iYlBk9I/I0pCDBucv8JJhiCzJQQ34eTHCMjyEZACxU4ETQsu5oOTiZcSTfhlHmA4iVlkhTL5A5sh0yzAsHbt2oFl6RGZO0X6RJpkUpo6IyD9iMxBYc6SpZNKwslNYaeG2Lt3r60dmmI7+W1YBpMlFsFPPvmE/IPTFVq3i/mRJZxcsWJFEztHOmTJweykiEGxcePGgQWpp44TZO4U2wweVs/RJDhx5UxbP7LEsQwDV7JkSf5skiAzn4DeSKwcgUpkKXOS2KbK9B0BeYQca3GypO/30ed/noNesGBBDDe9ByPTGfnl//HMbeLXhN+MlrPMxN7gBXODERFCKFC6dGnjNWE5ogLWsThD3JLlihUrsGRg58VZBZxcDU7WCCdpBpYG7K0o7QCtnowoCTFscP4KmQzByZYQ0ITMjxGQ5SMgBQqbOmXKFCxS8EBCQgLWESMSTfhlHmA4iVlkhbK/bIaTZgErLJ7Frh/Tjz58krlTpE+kSSalqTMC0o8YrxwURJYyM4adm8JODdG+fftevXql3s7Ro0dTshcG1kos+ib2xSLEEoajUKFCtCba4O7g0Enlsc527tz58OHDMLhOnTqPPvooxY8MZidFDEwqV64cxqJo0aLgQukEJ3eKbQYPq+doesaVM23tOLfzhFAf5YcgMvPJzp07YQOiunHjxpS3XOYksU2V6TsC8gg51q5evRpciLbQHey3PAe9e/fuOLLTd3BkOiO//D+euU1MYFwFLAt2DThHXn755ZTDGRt9etPeLwEOPeK3jsUZ4pYsTeydPSergJOrwckaYc5NmmGE0r+NZCXEcDJs2PDL6eE0IfNjSIPt+oNToDiGOY9HzzxgRGIWzwpt2GZ45tPgLaqnwX55FWykIHVGcPoRI3JQZM+e3f4Stf1RsZ2bglNDgHXkLw5TYKc0TKb48NzjB2QaMbFPqjxf4jt2AOfIkYO81K9fP5xNqYDjBJk7hWEPq98kMufGlTNt/XLOgCH8fhApMw45Fjo5SRxTPZv2TEQjraWSfC0H3Zz70axsneGsFX65TQLiKuKywPY4hnlOWE/b4hLxTJbxhLjJj5E+kSz3gvmc90KDAZrEsTtFdqVH4KiBIyNOGA8++GDoj00vGEADOMPJLx4rFGkFJUuFQqFQKEKgZKlQKBQKRQiULBUKhUKhCIGSZdrDkeWM/rn3woUL586dex4sSr9ID+LyCoVCEQoly7SHI2LgqZhsg5XW7d+NBaNjx4758+cvUaJExYoVWac0vUHqU0sd8IsoLq9QKBTREc9k6eiA79ixIykpCcs3KzLv3bv30KFDrLTOusz0dX9bf/nYsWP8Y2dc0A9OIgqvk2Kyn9i6rbROZOmUcVoh8E/Ru3fv/uyzz5rYb+fRF9Z6diSqWc3ZxL6cSd84J8lm51kpl+wnwG3OVU92OuipTy11wJksncGSqu4KhUJxERG3ZCl1wHEUwx0s1nnz5gXhkXgs7tSuXZu1S0iXGQcgR38Zqzb+pJpxMAJ5RBdeJx0NP7F1W2kdZdBK3bp1uYzTCj/FZDl8+HCSO0E30TSIU0pU22rO4MLq1auTBBeae/31151npVyynwC3o57sdNBTn1rqgBNZysFyVN3TNjYUCoUiuYhbsmSwajAOcPSzsBdeeAH85yitgw5tXWapv4zCa9euxVmqePHiJjnC60yWfvrUrEolyzit8CNgPtDhm2++WaBAgfnz5+NOpkyZcJo0XhLVjpqzJEt+1lMu2VOAW6onS+Ol5KbUAXfehrUHy1MDWqFQKC4K4pYsA3TAsVh36dJFKq3bHxl66i+T+jOpMEcXXmey9BNbt8nSKeO0wo+ALJs1azZx4kR+U5QrkRLVjpozyBKnWGORJT8bIJfsaIpK9WRpvCdZOjrgVH/AYJEGtOcQKxQKxQVD3JKlVA3OnDnz6tWrTYxCcPwipfUjR44kJSXlzp17+/btNllK/eUdO3bgcImDEX0IF1143SFLKbbOSuuyjNMKg9+GdVoxXhLVjppzvXr1Jk2aZGKy4A5ZBsglO2Qp1ZOl8VKfWuqAU/0Bou2kAW2sNLkKhUJx4RG3ZClVg7NkyYKjJE42lStXpi/vgCNLly7NSuu2LrPUXzaxNLmoja6jC6+TnHGA2DorrcsyTiv8CMtnO60YL8FxR80Z3cmVKxcKoF3KaMjPBsglOwLcRqgnS+OlPrXUAaf6A0TbSQN6y5YtlPJCoVAoLgriliyNUA2mwwp9q9OczbzjKK07kPrLDqIIrwfoUwc0ZJdxWolSp5SottWcE2Pwe9ZTLjlZKvAB+tR+HfETbQ+Vz1YoFIoLgHgmSweUt5KB8xanGlYoFAqFIgCXEFkqFAqFQpEyKFkqFAqFQhECJUuFQqFQKEKgZKlQKBQKRQiULBUKhUKhCIGSpUKhUCgUIVCyVCgUCoUiBEqWCoVCoVCEQMlSoVAoFIoQKFkqFAqFQhECJUuFQqFQKEKgZKlQKBQKRQiULBUKhUKhCIGSpUKhUCgUIVCyVCgUCoUiBEqWCoVCoVCE4JIjy2PHjl2Yhg4dOvTdd985NxMTE7t3775ly5YLY8PFwu+//37mzJmUPTtq1KidO3dGbAXOHDly5PEYUtbc+QObZ99JrluieyPNceDAgdTXMGLECOPT8YvYtVCkvu8pw5IlS+bNm3dRmlaEIp7JctGiRUWKFOnQoQP9OWnSpKJFi952222lSpU6fPgw7pQsWbJwDM2aNUtNQwjxv//971deeeU111xTpUqVxYsX4+aQIUMuu+wyLBN2yf379+PmlClTUtNcmuDEiRO9e/fesWNHaMk//vgjQ4YMCQkJxYoVa9y48d69e0Mfadiw4YIFC6Ibs2fPHowOXT/44IM///xzlKdat27dtWtXjPJHH33Ut2/fgJJjx451BuICgM3jO8l1i0mON6IDJv3666+hL2GmnD59OjUNLV++vFKlSsan4+ejaymAHXuM1Pc9Zfjggw9ef/31gAIXJZIVhLgly5MnTz7zzDM9evR46aWX6M7mzZtpAlSsWHHo0KG4KF68eJq0NXv2bFDgxIkTf/rpJ1R+7bXX7t69+8iRIz/88AMVAH3OmDED/ERk+e233/7444+bNm3CSyhGyxO23kuXLoXZuLNmzRpYiz/tZ6kq3JwzZw6K4XrXrl3Ym4PwZs6ceerUKUx7tMhnLOyO8SfqoT+XLVuWlJSEfSvd+eWXX2DJwIEDaRO9ceNGnIM9iRA2586dm64xmcuVK4cLVIXW6SYdlMGpsHzFihXYiKD7KEAm4eaqVau4NjSBvQVssOf8mDFj7r33XjIMayiMXLdunb2737p1K+7YVuHgXrVq1XHjxqF+tIjWcXP79u24T83BbPgKR3k0VL58+alTp9ot8uH+2LFj1BA8/Ntvv9EuijqIx7mY3TsTo4Ft27Y5jsJLGMqjR4865nEB2y0ovHLlSjIAtdHBC63gcdTMo8aMggLoF/scFwhmxAl1Cs7Zt2+fp7vIcpSnvqCb7du3f+2116gqu5vOS9xB+BAWcmxQ084AOUCL6B1CjsiSOm4PCg80XHrw4EFnUNAEypCjYAaG1cTmL3ksDb1hzo09BvVdFgZQM7pAK4kdb45JAOxB7/jPAPvJRVgQJFnCBqwA5GrPSAawAsAkWiI8J52nSdxlhBzGxYgpYPfOmQ7Ahg0bEBWohNrFIOJPGuV4RdySJWHQoEFMloy7776b9pI4d4LeVq9encpWiCwRKyYW9LgeMGDAqFGjcAFWwwkjR44cWDpxziCyzJw583XXXfeXv/xl+vTpX331Fe6YWGjiAlXhQbwKxoWd9rMo88gjj+TNmxfnY5yGsZo0b948f/78OM5efvnl4LCMGTNeccUVRGZYYfHnfffdd/XVVw8bNozaxYP/+Mc//vrXv2Kbj1M17vz73/9+5513sF1FsftjkL2zyRK45ZZb1q9fv3Dhwlq1atGdG264wcR4FHWiBpybaYmHQ2AnViKY8fjjj6PMhAkTsHq++OKLaG748OH0OCZbzZo10c0nn3wSzIFn0fEmTZrkzJmTFpd27do9+uijzz77bP369dmMb775Jnv27HgQOwk0/cYbb5BteBYlYd6dd975yiuvvP/++19//fVNN930wAMPwNX0LJaqrFmz0nraqVMn7BiwmJYuXfrll1/G/3QGqly5ctu2bcuWLYuhdHqHUWjTpg0s5FUeAC/ecccdLVq0KFCgAPpum8dl2C233357tWrVMFINGjSoUqUKilHXaC9Sr149VEU9okewBsEe+A2e7NevH92vUaMGbMiWLVvTpk3xeK5cuUBO0l2oEyvsQw89hEY///xzlEHl6CZI0emm8xKcZmLEg7B5/vnn8dKHH35ITcMP9gA5QAcxEI0bN4bHiCypF/ag0E38iUFHdGEacov0EiYC6ilUqNBdd9317rvvoml0AdMB/kxDbzixx10gS5zCuPPll1+iU6iN4pnjTZrUsmXLZs2aoWlqN9j+L774AjMFBTCdbbIEdSFOsIKhIXRHRjLw2WefoYkXXnihYMGC6I6cdAzbJEwBVEUc3LFjx/79+8spwL2T06FDhw4Y3zp16mA5WrRoEaK9QoUKuFmqVCnatsYlLjmynDt3LmYg9l+4Bk8gULBaIf5S04pNlsA///lPVMtkWaZMmerVq4NEzdm3Yd98800EK8x4+OGHPckSF+AV0KH9LDaYuI/N+Nq1a8GOkydPBln+5z//wZYfYXrllVeC9T/55BOUwVYRyxnmHurE9MD0pnYxD2EPmLh79+5E6tOmTTOx2YKFDzPTs3cOWYK5sbR5kiXmD92xWQGuxjacyjRq1AgnWhPbpthHLhTGI/wsFgVcwEtvvfUWjs7Fixc/GQO8Ye9tYQDMoKaJWjJlygQiN7H3wB977DHe595zzz08OgSw3UcffYQLLDHYp2NFwIRHE9hF4UEuht00bSDs3mFFs08MBKwsdFDAuNSuXds2j+G4BeWvv/56LC4IBvYh6NbE9ul0hx5BkLRq1QrmwVQsT3SfPg2lt09wAUbBsEp3oc7nnnvOxN5LwMqLC/gKN23DuJv2S0QYqJ8+d8Qhg02yB8gIPP3007QTwsbCJktnUHATPjexfUbdunWNF1mis3QMxbqPuUyvpq037NhjMFk6hfPkyUOHMDpZcrxJkxjYM4Xany9fPvr4FouV59uwffr0wWJlvCKZgXjDEiEnnQSZBBuwTcQFtndgTTkFuHcMjhNMARM79RYrVszEJhGOs3gW9tOuIi5xaZHl1q1bb7vtNnmUxD6U3hRNGWyyxAqI6759+zJZzpkzB+GL89zgwYPtzyxBZlhK/MiS3mi1n8X5D/ex7ysbA1gfZImtnInNalCgiS1PKINWsLsEj1JJ7JrtdhHZOE7ZZImJCkoGAaOk7J08WWLRAQ1gS053eKEnxjIWK2Bu0x0Yg/+xkOEObVDsJhyypDceMZO7dOmCa6xcTWLAHKZ9A0GSJa+2WJFxgoHraDmWSwz+hGewg8bumArAA9QKdtlYaLDJwFYG5xXqgt27+fPnV6xYEXbafJ8hQwa6wPqCQ5gJJEuqE0PMjsXhBo3arWTMmBEkSo/gJhZ9Mg9nCNtLCG8cd0zshIFhle7iOnF0wCnNWIwouynJEiFKn8HTHTr62wNkBHCmoaMJf2bJ52N7ULgenJnIMAoSY5Elxw860rBhQxAezrJp641gsnQKY3Mji5HfHJNwZASvNGjQ4Jprrgm1n6t13obFYoKNFw6CJUqUIEtkJM+aNQtEjoZAgZ6TjuGYhOCkwaWJ7EwBu3cyTjB/sfjUq1evW7du+PNf//pXk7OYOXOmDIn4wCVEltj7YB/EXzbjD/Cx5N14442HDx8+fvy4vRZHB5Hl1KlTQWBYRhE6O3bsYM6j3Rli9M477yTSatq0KbgZoYwQ/Pbbb3EHZzVMBkmW9rO//vor7tPnoKgfS08AWeKsDEtog7lt2zabLG+99VasI9hL0tvF6DiMwbqMtQ98iWrhMTr/EWyyRBlUa2IffmACk4XorwkjS5p4+BPHCPTR+fYE5i3mof0sjR3WYowI6Nnz2xYBZEnlQerYG+ECq4D9RRsCKA1MOWbMGFxjIOwdMQpTN+EHSZZUORbf0aNH8yM4HNAHY0OHDqW3v1JGlhhrE1ud0Wt+BMcm+7xr/OlBuostx0jRit+7d++3337bs5v8EjsTx0Q6EmGjycc4e4BM7OMrOv8REN7Y25nYEcomS2dQcPOTTz7BBTyPEyG1SNMQhOqQJT2Lks8//3zaesOOPYZDllwY40W7anoXgeNNmgT+w+w7ceJElixZQu3H2Q4+xAWOdzZZYiyIjXCIJ0tkJMN48CUu7r33Xs9J52eSie2bYQm9T+BMAftxGSc4Wc6YMYPfi8KS4nzoG5eIW7LE6o8BxhKWLVs2GuDnnnsuc+bMpWJo164dohPLJXZVhQoVwtQysffusHtKQVv0BimQKVOmqlWr0k4cqzC4B4tIhQoV0O5VV12F+g8ePIhiCGv8j/URNhw9ehRTBX9iGmDHBy7nB1GJ/Sz+fPHFF//yl79ce+21OHbs3bu3ZcuWCQkJuP/xxx+jGC6+//57VIVWwKw4Lv/jH//4+9///vLLL1O7eBVlsBK9+uqruAAB4yYm4WuvvYamwXmYMDg6/O1vf+MV08TebPnnP/9JfmvcuDH2HHQfXi1fvjwcmCdPHhP7VAZTml7CoRnzasWKFegp3cEomNgHSOXKlcMjRYsWxWrITcAJWIYwXti40LO4iZWUPjyjnXjdunWd8yg23bRwcNPUCvD+++9jEUGF9OYVDvpYNOkjNwb+hCfJz1jBS5YsiR0GDB42bBiWbHgJVProo49SF7gJrDXwOe7jlGB/HwobESwZaBSvglds8xiOW0CW/JZdzpw5iSxhBo68sHb8+PH8CF5CbZUrV8b/8CHfN7FPj+jbaljpOnfuLN3FliPY7r77bhNb8rJmzQpKk93kl9iZ4AZMEwRnkSJF6H0IOUCwGadt7iY2UlhM8QiIFjbzI86gPBQDIhwTkDaF3bt3hz24g7iaM2eOHT84smBuIgJxcElbb9ixx12gvsvC2B5hyNA09ql2vEmT4FL8iQ0TlqBQ+7E/RrXoLM5qcAKbgQM67uNBrCpkiYxkzP3ChQsjdDFMnpOO4ZhEDsfEp2/oOFPAflzGSenSpVEPrhGr+/btwzkBBeBkuNHzY+z4QNySZRSAUKP8ECLFoE9GTexNGDopmrN7TKdd+nobb4H5QedZE/tqov3rNP75mueziGNeAvi+vdHmLw2CTfmTebu5YFDl8id0fMe5wP6AzOjXrx82/s4j9DU8z18i4in53cuAdk1shts/vsSfTvkRI0ZgNbfvwAn2CYkc4tkKfXAlcejQoSjm+V3QUQbLNw+WXQnu82jKGmx4ussujCHm71c73eSX7JoD+oUzFuhNmkHfl6H7/Ko9KHTT+WInfZfYs3fwuR3baegNjj2/Ptp3MH14pjjFbJPMWadxmQD7TWxee36VFDdtTxqvSKaACYguP5PMuauBOXcKOI9znICPaQ9kYl85pC0UdTDFv67+U+CSJkvFBUaPHj0qVaqEDfWDDz7IJ9SLBRxH5s6de3FtcDBo0KD33nvvYluRPMyaNcv5VY8ivoHtFE7A1apVq1mzZsuWLeObIG0oWSoUCoVCEQIlS4VCoVAoQqBkqVAoFApFCJQsk4EVK1Z07txZ/ghBIh3qep9vjeYLqT29f/9++sJewB0HUcxLSkpyvtwUOo4nTpxI7mc2kydP7tSpk63HllwkV4LcSR6QFENA+dOnT9tfdEpXSHPR/IULF6afj649ozQ0tlMJ0lWO4oeLpS+fTnCJkmXK9IiLFy8+YcKE/8vet4B/OWX7O/PMOE9nMOM4GpwolXSRrr/upaQmQhdKjiSSUCqFidKcZNQwSEwlpVyiEKJ7k1ySRiJJLhG5pFS6oBt6/5/5rn/rrNba7/t+f7fk2/o8PT3v7/3ud++11157rb3fy2fJ1xkUVzswfPjw2rVrn3nmmWPGjCkaWbNANt1J5WguJIqDe5o+6bGQH5PFnVFIFQ/KwfiWKVOG+L0QAnFQt27datWqER8N4sfgwYMPPfRQCqiIQK1bt27RokXFihX5hUCLOXPm/OpXv2LGn82bN1eoUOHll1+G34nrXRy4fPYU5DZ5wIQJE6pUqVK/fv0+ffpQmSlTppQsWXLu3Ln0J4y5QYMGVatW5Q+B8osEovbCX5VKmp9fyC9ofxakkten2nYhoT4qza94Bw9yNlgqFuYEPmJFHyyxbt269957j174Xr9+/THHHLNmzRp+/9tytb/00ksw6+BWg2gEYHb8yr4lg0aF2P+ROX7yyScffvgh/WQJjiED/C9VFUevzLAczYqXHH4f7dKL7JI92ZaUlM3RvrzYCdzTinOZ+2v5uKXCcfyHP/yBr5JNk/tAf1GYtE1nsOfgl2whm2wuQTwCfeoHVRx22GFoixhuo8zXNaVKlYJI48ePf+aZZ4477jgKltAnfSQHqRIY+S+88MKuXbvycgrVNm3aFMKo3iVwWLNmuHyWXPORSR6AOk866STamUFmWOPrr7+O5d35559PhBVQY506daKMbaPXkvxWUckr4my2BMXGzh2xzPuRMDx5lS0p57IkzZezIMp8QYE5jokjCcoZTNGFC8lmoD00TUFCmYTsXYLNRIYtnXWlCPFVSVYmrCtIXm+tXTUh/YN0bkHNwAZQCatFGZsKlsXErZ8DyNlgKVmYE/iILX0w48Ybb2zZsmX37t2xt4Bfhk8pUaJEt27dVForSRJ07bXXTpw4EfsGy9+I/QdkwOXwVjCyIBk03GjHjh1R/5VXXnnOOed06tRp1KhRVkJsTc4+++wuXbpgiwCrDdIrMyxHs6KWJkX17NkTuw04EcmerEoqymbFix3HPa04l1kwy8etFH7rrbeSwuFPLVt06dKlsbFr27YtFBjtdShwENjoU/0NGzZctWoVNxcnngIqP/zww+F9IAxxRkcZJlt2taiHgiUK8BbniCOOsFVFme9Q0RAcPfoYZdwQhglBCLs62btkDmuCLJ8l17wEJQ+YN28eitEZKBO2SscXXXQRBUsUYJ5kKFYSR0gqeUWcLS1BsbFLantFJiwND96Zr4orSXOZfbqaBVgrQLyBAwceffTR/fv3txqoVKkS+fpjjz2WOgs1vvbaa6gQm+8OHTqwSajeJdiMYkuXulKE+KokK3PMmDGWvN5auwqW0j8o52Y1g7UROnL55Zc3b94cE9AamwqWxcGtnxvI5WDJLMwMy0ccx6CN1RlMjY6xtqKv3xR9FEEGywsuuKBBgwZDhw6FwcEcZTFMe9r0YA7AwoJk0OS8MO0xLekqrNeshKiKHlm1atWKzD2BXllxNFtq6csuu4y4OhU3dDKDOVayihc7jntacS4zFB93lgpntmgEVNofIJJhfrJDgcwImdAhEQEy4sRTgL+gEIX/efEBN01uKBLBEjVg4LCEQnQ/9NBDg7enmEcGiwDizERUQIyXIkUhI7Qc1tG+PONZcs0TOHkAesQBeMiQIfxNJwdL7DZgMFgHYAhKliz5wgsvcCWSSl4RZytLkASz3BEbApXh8VXBYMlzmX26mgUTJkyg+8aYX9OnT7djgR6NHTsWtlG+fHmELmgDdcKErEmo3qXaTLSXmlzqShHiq5JSmZaPl8HWLoOl8g98np2b0gyWyyRMFONPgrdhi5ZbPzeQy8GSLSyBj9jSBxOwpuZ8VQiHWGpFWQRLNEEsZdg7li1bVhbja+Gh4KcSyKDRNDuLoIRcFZp76aWXosRgqTiaLbU01puUOFPJaUsqymbFix3HPa04lxmKjztZ4Qls0RhZKIHPQABsLzBjab+r+mXFk5g7dy6CDb0OAwEoJwOAME8MdpEIllHmXhm2YqtXr8Y2N6h86BYbNayKsITC0j6KCZYJQ2y7YFWXwDUf7Zs8YObMmbwH6tevH3EoRiJYRpl4uWDBgnfeeQe7K77RF+3rTBVxtrKEoPe3zPvK8GSwVCXlcFseYJoFWBDQ2gWLpyAtFwrAwBBRJk2aBFFxCY2INQnVuwSbUdTkQV0RIb4qKQtYdSVYe2T8g3VuSjOY9eg1l48zNhKpmLj1cwMHRbBM4CO29MEEbHTKlStHi2VMKnIrqcESdkm0q1jQUV5JBtbp5LAwByZPnpxABg3vhsUvrRkxExIIjlEVBUvuzo4dOxSjseJottTSWODTmyO08eXKbUlF2ax4seO4pxXnsu0v8XEHFX7ssccGm6aMicTyhQNcy8P9zTff4EydOnWUx4wTj7Fo0SIsX/gqbMIoruAMcZpzPeqNWTgI4gFXRPwIpVD+uxkgAMDv40IZLLl3CUMsweWz55pXyQMgEtZwpGSc/+STT+i8DJYEbNZpWBnSvyvibGUJlo09CjHvK8Pjq2zJ5GBJswAnMcexFeZHcYreHRHrxBNPxNINuz26gY+lQxQyCdW7BJux1OR8iSLEVyWlMq26ErjRI+MfrHNTmsHOEnExyjyHRt/jjI1EKipu/ZxEzgZLSSicwEds6YMZw4YNwyoVs6tDhw70yokiJrZc7XCs1apVg63D7aqME5gkKNO0adMzzjgDcziBDDrKPILC4rdhw4aIGQkEx507d6abe9yd2bNn0zM8huVoVtTSCOGVK1eGZuAI4EZlH1VJRdmseLHjuKcV5zJXbvm4rcLRFi6H47Bs0XXr1sUuEOLR7W453KjZ3i6LE4+BwAYfRHzxiJTwLNAkFtFVq1bF9jHK3FOFig499FAsg1AAKwAoDSMIJRDlpiLiHzFihHQclOFk+fLlnOOCe5cwxBJcPnuueZU8AGewBURJ1EMPsCk9Fsqgm1jzbdmyBX9iDwTd8p1ngiTKV8TZyhIsGztBMe8rw5NXqZJycC1pPs2CWbNmYQpAyegd3VRQ9O5RxsvT60vY5x1++OG06LEmoXqXYDOWmpxgCfFVSalMq64EbnSC9A/WuSnNIEI3a9YMSoZIiLtxxkYiFRW3fk4iZ4NltC8RcDIfsWLQtlfZChMg3yFk0KLM0kZbMmgC2pU7mCDBseINx599+vSB11BNW45mSy3NMisxVElF2Wx5sSUSOJeD5SOj8EhQeFu2aBQm3m1VISa2/S4tmXU9Dtu2bUv44hDdV9Im1B8cNUlQnsBhrcrniy7cAt5TUngr0HP0bOqRxNmKtj7Ixh6FmPflZJH07qpkKis9/PWiRYuiTAxGFImjd7eJB4K/RjG04NlQk0chQvy4kgSrrjhudIb0D8q5xVmaUnuCsRWSWz9XkcvB8oCCuqlVTOD3Gw8Q7H/OZTgO7FcSYpgjJzFz5kxs+9q2bQtjW7x48c9L7/5LJMR3pMKDpcPhcDgcKfBg6XA4HA5HCjxYOhwOh8ORAg+W+caOHTuCfFoOh8PhyFXkcrDMPklIMtTbInPnzqVX5Bnyncwo86Kd+hQvGZxIQdH/5zbRosW0adNSk2nkN+FGJNKtBPVZtKzcBwOKPO8HxoUYYfYDknPv7NmzpwD5FYoWRZ5jpMgtvLizoBywyOVgaZOEJAAzVr6w2rx58/fff3/r1q1NMzj11FNXrFjBmSiqV68+evToKJPVoX79+o0aNcrLy6OX3W+55ZYmGdBXydmAEymoD+cPNo7/8847T5KRMr7++mv+Hib7hBsMZpAP6jP4+f/+R8EydRAKlkKnwCjyvB/vvvsuplsBLsxv2pYoLfcOQmmnTp0KIEnhwYNY5DlGCmDhcsYxik/CXwpyNliqJCHffvstnBFvAW1WByyXJFHLaaedBpuYOHFir169or1fMr3wwgtMyUbf1/Mup0WLFjNmzNi9ezdTQVaoUEHyuVCegbVr1xJxGn5i/hROpKCCJXP8K+HjOP5hyvTx086dOzn5BjGFqrwE2BnAL8gvpahaSoTCn74pLcmUIJFJZRCXhoL+xE/cHZvmBX1B+bhg+eyzz7Zq1YpIVbJPuBGZdCssAKpiumfoHDIvX76cviSzKS9Uto2EjlC2B5xBr6FJHPA9CZthRo6gyu2gVGfHIiGFjmpIQg4QCtDucGsGwSwZsnww74fSfDA7B6YJ+sJrFDVSKI+BgPJtsAxm85Bjp9K2KPNTBh/tawwQg79ioqxEBHSTVBecYpzoQ2U0UmYgs3YQpM0EB0gOIoUiaIbnnbJA5Q3ggmhKohjZACRHgVWrVtFowsJVEpIow0bE/sfavJxx2UholZCTyNlgKZOEPPfcc7Vr177mmmsqVapE+xKb1SEYLBcuXFi2bFnEFTqJWVq6dGn+kwF7xbVkfNhijh8/HusyRfZBuQs6duxYvnx5SEIsP8Q+qhi81J9W+DiO/yeeeAL9xcEDDzxANOLoAqK4ykuAaVanTp3Bgwf37t1bSohqW7dujRrKlStHLHpSSyoliEplkJCGIsrQEfTv3x8Cw6PZpAeoEzMT9Zxwwgk2WGISnnvuuVA7BCMWyiwTbth0K6TPUaNG4WS/fv0WLFgQZdhHMRaUDQae3bJ4y2wbyR3B8gjFUAZn2rdvj2JQ4K5du4IZZuQIytwOSnUMHouEFDq2IYYaIPxKRN6NGzdGULFZMlT5YN4PpXmbnWPSpElQHQpceumltjxxFkIMlFHBMi6bhxw7mYZFSWsTcShjwAH2STg/f/582QTvmewUk4k+pDasGcisHcr44wZIDiIqL1OmDORHGdKbtEDrDTBniWKX1gEIxlAm1l41a9aEwSCkwYwxgzgJCWRAga5du5KtRoa5Xs24bCRMyN2US8jZYBmJ+w+YM7R0mj17dtu2baNQVodgsIwyEQjBA0GO9mHYPtavXx8RkehCANgcGurQoQOt9TB1S5Ysefjhh6uEwDBlzH8cTJ48GVGHShK7TXKwtMLHcfzDTRCjN4SB44brv+OOOyiHDoHyEmDxCHdmaYZQLRFhY0LCm0gt2ZQgKpVBchoKeCjeJaikB1jKUFoSTPIGDRoEd5ZwCpRa0vY9IeGGSrfC+sT0JmZLgswGM3r06GCw5AQRCR2h8jRSaJqeOsPpwE6CGWbUCDJdtVIdw1qsTaFjG2KoAcIZaBuqQOCJQlkyVHmb98Nq3mbnwLoQ04osxJbHIomyaiMGxN2GVdk81NjxBLe9UypSxoBZjDkSZfhpMa24vAyWcoBUog+pjbi0RZy1Q9pMwgDxIOJ/tIW9IBqyFmi9gQqWWLITTR1mMQ2uSkICnRN3HYC1BRYT1ubljMtGwjgl5BgOimB55JFH0gHcDdZlUeg+PmIhlkv8J5ZIfL8IZoGFIeXBIPzjH/9QNWCPhSiCGVu9enU4ApgszFqyh3MIhGug/d+aNWuw/IzSgqUVPoHjH/tImD4W+EOHDn3sscc4z7DKS4CfatSoge2LvJarJb5QqSWbEkSlMkhOQ7FkyZLTTz8d9WOdq5Ie4CfmcY27DauCZZYJN1S6Fe4OynTu3Bn+mnYMKhuMTXkhOa8TOiKrgg+iG3T4CWumhAwzPIIcLJXqGFx5Qgod21DcAEUZGs9DDjmE/LjNkqHKWypzq3mbnYOHIAolscG+hHYh9pllXDaPuLFT0loVKWOAl8dkp/WxZKSTwVKlxJGJPqQ2lBnYrB3SZhIGSIYirvy4445To2O9AVqne13UNUSsY445BtO/UaNGlGHNJiHh9xOh4ZkzZ1qbTw2WSsK43E05hoMiWGJdSZEPQYLuGwQfemMZS88kMCePP/54zCJOzIT9GZbe8IC05Md+SHG9wgRRANbJOSWwGJT+rsDB0gqfwPEPOWH3mIeYAJAEIT8ySVfoARIcInbM8pEMqqVlO/6nNBqsJZsSRKUySE5DQX/CRT799NMq6QH8GmqGqlFPtWrVKFjKZyFR5jYRk49nn3BDpVvh7lBhyEBPo0uWLEmDDvGw6LYpL6SrSuhIFB8sEzLM8AhybgelOlt5Qgod2xBDDdD333+PeAy/RisVmyVDlbfB0mreZufAyFLSbIyyLY/9zYQJE6LMfksFy7hsHmrsOA2LktaqyBpD//79MQrqSYQNljRAKtGH1IYyA5u1Q9pMwgDxIMrKbaZJ6w06depEL+NgYlIOvnbt2s2bN49z1KskJI8//jiNNQSD3jBA1ubljMtGwrjcTTmGXA6WzL6P+ASzwPA3aNCA4l8wqwOKwRYxb+GnKH/s6NGj4cHPOOMMGBO2aDNmzICLwTHqoUwUt9xyCwIeTAcnUTOmN9bLLVu2hGGhOflEnfMMzJ07lxLpwSFi9ReZRArqTyt8Asc/hPy3f/s3urMEVzJs2LDIJF1ZvHgxfBncAd1rZeBMs2bNsBmtWrUq3fGTWlIpQVQqg4Q0FCgJyS+88EJsCDZs2GCTHvTr1w9rZOgQml+0aBHKlyhRQgoGzw63i9qwNs8+4YZNt0LdQQCDKhDPaIOFzspsMJFJecHDkdoRVhfWKOSq4BmxfkrIMMO94NwOKoOHNeaEFDq2IYYaoOuuu46eicJcsaSzWTJU+WDeD6V5m50D4QGiQp6ePXva8vDRFStWxEzp3r07s+0T4rJ5qLHjNCxKWqsiawwwWmys1QM27qYdIJnoQ2pDmYHK2qFsJmGAeBBl5cohRCFvgNVY2bJl0XHIgK6hFVwF+TEE9DhWJSHB5IVtozxcFj/EUTYvZ1w2Eibkbsol5HKwVLTdWdLkq7fw4UDlGawraUfFwHxQr5XCwtSXl3GCxSWmsH9mz/HPi3e5ild5CYKZJWg1ndBQMCVIXKIGlZCEnl0xVJoXUhddO23atBtuuEHJhp/oRbt8JdxQ6Vb4WgjDN9/opNKGTY6RTUfssMoaEjLMEDi3g8rgYS9JTqEjG1LgAZK2gTPBLBnRvgOaL83L5B786mywvOoIIy5Hhxy7aN95IaW1KlLGQNlG4yQPdlYm+lAFlD3LrB3WZuIGiAcxWefRvr2mrnHrCGa0GoDmTzjhBHox29YGAdRY2zQv9tXWZAnjcjflDHI5WBYHMGGCb7TnALp06VJ4AofCAytTuSN37AcchFky7rnnHvlyXM4A23ralGOTh23xzy1OTsGDpcPhcDgcKfBg6XA4HA5HCjxYOhwOh8ORAg+W2WLLli233XbbU089VeAaCkyMTlScTGBdeElSYbmSi5Zj+qefflLvAuzcuTPudQZb2BEVEc/+z06KvT9Z1POLYlVOkfPRSxzIWv3lwoNlmDXYol+/fkOHDi3wKzBfffVVs2bNUosFCbXpYyYmsC6kJNnAciUXIcf0gAEDGjRoULVqVXohfvv27a1bt27RokXFihUV7REiKBo97bTTmjdvvmTJkiJpPRvki6E7S/spTBMWWZpTqmz7jRQbK60SJUqMGTPGClAwFvWCIRu1F4wxHCadl5dXt25ddMcyYloUmI8+G879oFbjhqCoUJhkAL8I5GywVGTHir9YMolb1mCC5A1HyZYtWz733HPyne9U5nHJVhxl3lanA0X6zIzkilCbQcGSCKyVJMn8xYqCOZXxmWmvLVdyAsf0999//9Zbb6GnSmxbf5SZxnXq1IkyX0qUKlUKqvj73/9O35yhcK1atWThIUOGBHNEQJgNGzZAFRgg3o9aWnMeiwTOd7IT2VPF0M0nITBsBlWpfin7iWN1x+jjKqozromiNScrG0MNNJ1UDN1yjhDZOqmLuNOkQhJ6zXjggQe6du1KLBkEyaKOBRMGlM7jgLZckkvdDlOUWWZBAJ6SSgZJl88almpX/SUUmDG8SpUq5Gr++c9/wrAp0YKlTWdSdeajV7zndn5Je7MuIntuejsESoGK9T6ZbF3x5sf5rlxCzgZLSXas+Islk3iQNTgyvOHPPPPMCSecgJLEvk1IYB63bMWbNm1CVZGhqJaM5FOmTGFCbdkXSeQhJUnlL5YUzKmMz5L22nIlx3FMY67iqoEDBx599NH9+/eXrav6CfPmzWvXrh0do/JXX30VquYl9hFHHCFrqFGjBhwTespJG3hwoUyI17ZtW5LK9o7HIpnznapCROGeSoZuOdaorWPHjghRsl/KfuJY3bGhwZm+fftWrlwZl8Q1UbTmtHjx4qBtq4EmBSqGbsW2f+eddxK7IW9ZpELiei2BCIRBZL4LxaKOoIixppL169dHmFRc6naYaIL37NkT5RGTlAyKLp8g1W4ZyQkFZgznYAlcccUV48ePt7TpklSdprPlPbcc7tLeJOd+lB9u+uAQSAVKq0glW48Mb74SLCeRy8GSyY4Vf7FiErdEiJY3HAewFViMLJbAPG7Zitm7KdJnxUjOHKESivWKJUnlL5YUzKmMz5L22nIlx3FMT5gwge6mIhIQ7ZEC10/AgrpChQoIkFBsyZIlX3jhhddffx2DMnz4cCxNDj30UPm9PJru1KkTfByUJm8nkuukPWX16tXham3veCySOd9tT6MQGyJ6PXHixGC/2H4SWN0ZGDvswuOaKHJzCpJ8qoGmYVUM3WqOBIMlKSSbXn/66aeNGzeOMrmAyJlaFnV0B7srrL3U3QXiUrfDdNlll5G6giztinKdkZBcgVEwxnAZLNHNoUOHWtp0SapO09nynselSWB7YxeRL256OwRSgcoqsiFbt7z5Qd+VS8jlYMn3lyx/sWQStw7F8oZHMcEyjnncshWzd1Okz4qRPF/BMpW/WLJKpjI+S9pry5UcxzH92muvUahD0OI7aVFmyqn6GYiXWO+/88472BIRLyt2J9hxrl69mrKmMNA03e+C+8DcDooHT4d9WAKteTLnu+1pFBPJqNe2X2w/CazuCxcuhEOBJcD1Uz0JTRShOQWDZXCgLUO3nCMIliNGjIj2DZYkbUKvGZAqLy8PkQN6w745ytxUUCzqaIK6SQ0pLnU7TLiKsm0EZVCU64yE5AqMgjGGq50lFi7W7UhSdZqblvdczS9rb+wi8sVNb4dAKlBZRTZk65Y334PlLxXS0BV/sWISt6zBljc8igmWcczjlq2YvZsifVaM5EyoLREXLC1/MeKNfHFUBstUxmdJe225kuM4plE/dn6Y5+opjq1fAV5McYXDO5Aad+zYQT4X8/nFF1/EAZbYMkcK3W6Cx8EYQWyMVwKteTLnu+1pJBi6Gdxr2y+2nwRWdxRAvIwyaZKonmATRW5OQUbs4EArhm41RxAY6LkyflXB0vaah49RqVIlLEDfzQCRCRdaFnUsmNCjBg0a0IZPcanbYcLiid7WwcbayqAo1xmsdstIzigYYzgHy2XLlpUpUwbKt7TpklSdk7co3nM1v6y9sYvIFze9HQKpwGhfq8iGbN3y5gd9Vy4hZ4OlZPtV/MWKSTzIGqx4w6PMDka9gJrAPG7Zitm7KdJnxUjOhNqyIcWnzJJY/mL8Kd8alRTMyYzP0b6015YrOY5jetasWZixqAeLaJmv2NZP2LJlCzqLTQNW/ZSYF7vMli1bol24dXqdBKsTrH+jzIYMlcN5QUXySwkoCkNWr149NHrTTTcFVcFjkcz5bnsaCYZubpF7bfsl7SeO1X3MmDEYfVQLP0X12CaKw5yCth0caMXQreYIpTfHMHXp0oVIz1khkWFI5+EjIHiQMyXASHr37h1kUccBpXqNDJe6HaYPPvigcuXKKI/KsWZSMijKdQar3TKSMwrGGI6RhcdAixCJHkUrt6NI1WluWt5zNb+svUkXkSU3fXAIlAKlVWRDtm5584O+K5eQs8EyMjTEkr9YMYkHWYMVb7j9CjCVeVyyFWN1Jt9Dk6TP0b6M5EyoHVdtHIkzloRwlMk06wmMz9G+tNdxtOCqfsxtyoONuUcZxyRU/dxB9ckmlK8o2hlQoGTiJtCSHwOkXmUM0poTEjjfg6zQiqta1ab6Je0njlucaMoTmigmcwradnCglUh2mCTfvZItrtfBjvBmKI5FXQqTPEwyh7mSQVGuq2rtsUQRMoYrAn1Fqp7Aey6h7E26iCy56eOGQCpQsd6nkq3byq3vyiXkcrAsbmTPPI5Agn1A8I2DIgTWy8mv7xcHZs6ciXUl1s5nnXUWtiP7p1HoU+UXywEcaObk2A9w3vNfEDxYOhwOh8ORAg+WDofD4XCkwIOlw+FwpGP16tU/twiOnxM5GyyLnAR56dKlr732WhFWGCVSohOpTX57MW3aNGIjO9CwbNmy4n6iOXv27IEDBxLN2IGAH374YdeuXUVyoWLcDhYIfrKyHzB16lSYXJyh0q+plxebdP+HlStXDho0KHtG5T179ii185u6CpYPPe5ttXwBzoFeCCLFkqKKNp9BAVCs/O8HOHI2WBY5Q7T8ZrGokECJrr5uzBLnnXfeq6++WmTyZQcmnk4AtBdkeZWYM2fOr371K6Y4yRc2b95coUKFl19+2b6TuW3bNvr8YH8Cna1Vq1aZMmV69OjBJ9etW3fUUUfJD0ZTL4RzxEHdunWrVatG5Cy25rZt2zZv3vzEE09UHEP7B/QSb5yh8leDyZcXm3T/Byht+vTp9g243r1782p14cKFxO720EMPnXrqqY0aNaIPIbBKbtiwYe3atXFGvi9qRwdN4M/WrVvn5eXxi6+zZs36zW9+o5IEpKJz585vvPGG+r65CPMZFAwF5n/PAeR4sFQkyJLM+rPPPuO3w+lDK8t6LEHBEiXlN+CKw1rVYDmRJSQlOtaM9JY2piIFHhksMev47XPFkspAKygmg6Xi3Zb82pYX+8svv8TxihUr6OV1HMjVsSRrVgTKkng6qMP169d/+umn2QTLCy+8sGvXrgMGDOAzzDodhOwgAm3Tpk2DhdFZoiyJ9jUAy81t1RLtS+fNxPQbNmygT7mjzO7fvi5PH0pCh4cddhh/bw73d8UVV/zpT39KUIK6EP0iCh7smEuVKgXBbM30LTwcuiKKs5Ddt0BH8Ct9FJFgD4pHPjVYLl68GBrjTxSCl0cZ3b711ls8U0gAXCilxXAT5VOUlkIg2jcRAozwmGOOwcy1H5P07NlzypQpdPzSSy+Rtk844QSShL4tQYwkkkIYuazBjg5iKrH/YKCp2l27djVo0AALGhS2QpJFYVzIBUFONmkcQ1cqWHI+AwBDg1+ZNivZ20SGl19OaroWuqVZjPPyDo2cAsz/bgdI2k9OIpeDpSJBVmTW559//vPPPx9lqL2xWLOsxwpw91WrVkVJLDDvuOOOyHBY2xosJ7KEpETHUpSopzioyGA5atSoPn36RBlLpS+CFbp3796qVStsL1AhgqXlQVZk4pbqE3svKlyvXr327dtD5pNPPpnu9SmyZkWgLImnrQYeffRRLLpRuGLFisnBEi4DFSICQVd0RrJOq8Kqg/gTAsBbkZYUOFgqA7Dc3FYtis6biekfeOCB6tWrU/3wj6tWrQp2Cq0cfvjh5Fywa0FfIENysFQX3njjjUxDjxaJY0XVTMBKjnh/4qC6r35dunQpQgJ2vcQskWAPih8/NViiWmKHf+WVV+IuR9jDVIVm0ApRVUCAs88+u0uXLlWqVCH/i00eRMIExHRITSGgEiEMHz6cKNR54cIIBsvTTz8d85rvdUMPN9xwg739aEcHXUOj6A4WLtQWzB6ahwKDwZJmU8eOHTGvr7nmGnQZF44bN84qVv0JDdSoUaNXr15wR1BIlOZtIsHLH5lJjWvRNK49/vjjoWecLFu2LA2EnQJ0g00NkLKfnEQuB0tLkE0gMutp06bR8GMKTZ8+3bIeK8BKiKIavpsouBSHta0hjhNZSkLEdcnBEkvF0qVLY4GP2INJqyrBnEQoijK7OqxhESwtD7Li17ZRASqiFSvmAD2aRRRftGiRJWu2BMrMpWk1gNpoiwYVJQdLKHDQoEFR5skQsa5I1mkF20FoDzoMFpY7S1Y7DMBaiFULg+i8JTE91ALxsDyHAHGdglsh34QmGjdujL1ClsGSL8T/7MpPO+008l+yQJR5mpWXlwebxP4+teZIkLlLPPLII1h88D2SOHvg8szrnRosmR2+Q4cOcZfzeeifWEkhAFkOVjMIh9AzBovKQJnJKQSCiRAsGS8hGCyxXevcuTMiBwmPKY/pAxvo168fqygKjQ6WL2j697///dChQ6PM7Ssiq0sIlghFUcak6ZnosmXLiHwnOVhiYUTpnWHeZL2p3oZ5+e2kxrV0LxrVDhs2DAcjRowgtgQGTwEKlmqAlP3kJHI5WCoSZEVmjdUQDigJBtNlSdZjBfnM8qijjkJkUhzWtgbFiWzrlMGSKLKCwZKqmj9/PuS36VWXLFlCQSva+8zS8iArfm3Li82uBK6fbuuhF2jRkjVbAmUOllYDzM6cehsWYmB3iFiLeI8dcLQv67QqbDuYTbBUBmAtxKpF0XlLG8DxwIED4ZXiltIIXfBEdPcSMRI+ZdKkSdh2QM7gwj94IXYqtM8AatasSTfrZAEG/CCEtLtwhiVzl8AUwLYAAYnCQ5w9WF7vLJ9ZEjt83OUIzG3btsXiFVGfNMwC4CRiGKyas15EaSkEgokQ4oIlTI7pXqFYmWUMRoWwxyqFwlu0aCG5IOzoYOsGLX3//ffoIIwH4l177bUYd+y6UNjeIGWLQijFqj3KpOEkJqzkYAn75BUPugbZUr0Na8BOar4WKzlIG2UsFuYdxU8BNUDKfnISB0WwpHG1ZNZYGMIv0z7Jsh4rwEqw2IwyTGO0k1Mc1rYGxYls6+Rg2alTJ0pBBXmCwXLGjBlY2gcfSsHRIBhgh4R1YrVq1eApLA+y4te2vNhxztGSNVsCZSaethqoVKkSvXAPVVO/+FGxBDbHKEksz1AIFq2QU7JOq/K2gwnBEpVXrlw5MgZgLcSqRdF5y2AJxwfN1KlTR+ZaYWAThsHinyDe/RlgY0rcoTt27LA5me2F2LiQ+8YZNGcLQFF0exDuEp6d3LF8Ts+w9i9B2sboELt9nD1YXu/UYEnENAhI2LXEXX7XXXfdeuutUWZXpHwxBhq+GHGofPnyJCQMPoHQPIpJhBAXLBFaaF4D/fv3hySc6BgHuGrTpk38HBFmTM8XyIzV6KA8ltH0UHPixInYjGJS07jXq1evV69e/JybUeBgiVUXhW1ohu9jJXsb1oCd1AnBMm4KqAFS9pOTyNlgaUmQLZk1/M4hhxxCd5kU67GtcNSoUagQK0TYGT3sVBzWtgbFiWzrZEp0uKGyZcuiHohHdz8UfTkqh7EG765Embdq0SnMIrh4dMryICt+bcuLzZzdmNX0rAVRinIGKbJmS6DMxNNWA1OnTsVMRhewGqB+wYvZfRX2c3J6t2/f/sknn5Ss06q87SA2Lja9BoCVEKIpNa0MwFqIVYui85bE9DS+vKdXQOyHc6+bAd+pizIxg95gmj179plnnpl6IWIhimFYq1atOm/ePFsAg4XRQd/RTR7rEiVK2Jqt/Utgf4xKoFLassfZg+X1JiOXypQ4PwPYHrHDx13+xhtvwE6w44TyScMsACIZ3ZaHReFaBBIEvwRCc4JNhMAVKiDCIVTUqFED9oYKoT0ICbuCKiAzqRTrMNQGVUAJ9CCTzNiOzk033QTB0ChqkE+ycWHwJjlbFH6lGyroGpyMVaz6EwtEjCMJRu/ZpnobqQE1qflaGCdWipF4LBI3BdQAKfvJSeRssIxCJMiWzFp9nSZZj4OgtFDyjOKwVrzJWUoYZd5tky+SWeGxPUp4NVSSXLOo6t0/RSYe5MUOMkfH0WRzGSaejowO0SmpsaBOgqTPlnVaQXUwTtuSbF0ZQLCzSpOKzlviyiuvLPC3vH369JHprJOxbdu25JcMN27cyJY8bdo0+2CbYO1fAoPI77Akq0jyegcLMOik+rIoeDnnLUioFgXkB6bJhOapiRAk0HH10hMMXtottsXyToDShhQDx/ZmeKoriEyXk/8kJNDuJ9RPkJM6eRCDU8BeIu0nJ5HLwTKXgA0oJ191HAiAJ8XypcCfnxffN5GI3zmc+eHnwrJly34u2gfHAQIPlg6Hw+FwpMCDpcPhcDgcKfBg6XA4HA5HCjxYOhwOh8ORAg+W/wLnxAi+81kcxMEHbHoQh8PhcFh4sPwXmF/mlFNOse+8xX3OXBj8LOlBHA6Hw1Ew5GywZBqOKPOdb2TSZRBUTgz+kHHNmjX87TyCJWpbvnw5vZEfV/PKlSspB4LMlWFzI9j0IA6Hw+E4wJGzwXLp0qVMJklEwypdRhTKiUGbyFGjRuFkv379FixYQJefffbZ3bp1O+mkkzZu3BismZJRzJkzR+bKsLkRVHqQ/a8Wh8PhcBQAB1ewVOkybE4MCpaXXnqppEvG5UTq2Ldv39GjRwdr5mQUMleGyo1g04MUvxocDofDUQTI5WDJlDcc0lS6DJsTg4Ll+vXrO3fuXL9+fboTy88sR44cOWTIkISao31zZajcCDY9SPGrweFwOBxFgJwNlh9++GFeXl6USY7x29/+Ngqly7A5MSgu0js+Dz/8cK9evXBQsmRJys+O3eHkyZMTauZrKVeGyo1g04NEmYej+0slDofD4SggcjZYRpmkd02aNMEusHz58lEoXYbNiUFU+tgIduzYsW7dupTuoGrVqqgKl5xxxhnEmBxX886dO2WuDJsbQaUHQQFKfONwOByOAxm5HCyjTGKKKESlz2ficmJs2rSJM1oEMyck1KxyZajcCCqpRTbpCBwOh8Px8yLHg6XD4XA4HIWHB0uHw+FwOFLgwdLhcDgcjhR4sHQ4HA6HIwUeLB0Oh8PhSIEHS4fD4XA4UuDB0uFwOByOFHiwdDgcDocjBR4sHQ6Hw+FIgQdLh8PhcDhS4MHS4XA4HI4UeLB0OBwOhyMFHiwdDofD4UiBB0uHw+FwOFLgwdLhcDgcjhR4sHQ4HA6HIwUeLB0Oh8PhSIEHS4fD4XA4UnAwBsvtO3b93CIUEN99v2N/Nvf99p37szmHw+E4YHEQBcsdO3f3/98Hy9S+/A+nXHLOxbf+9NMeVWD8Y/84vka3E2p2q3nGtfc/PJvPd7lmBC558rlX6c8e149CJU/PeA3Hr73xAS7BwX0PzqjatDcOlry16r+rXTrjH2/w5ac2640yJ+Zdcf7lf/3iq00r3l+DJnAG/04/bxAKdLv2Xvqzdst+Tz2/iCWhf48/8zLOQJ7KjXtCjDK1u9969xNUc+UmvUjgFh0HL1/5Kc5cPWAMzlw7eDwV2LX7h3pnXY8zcxa8GezLw08swK833DIRx1AIjiE/CVCp0b+ag0gff7pOyjPwtkeKbkwcDofjl4GDKFgO+dtk+PpnZi3+cPXaYSOf2v3Dj6rAiLHPIUKs37AFvyJObN76HU7i/+OqXVr7j/0R6qjYed2Gox6EwJ27dr+y+F2UpGsrNrz6++278v54HYKfrPbYU7veOfrZt1asRmxDoH39rQ9xyfxXln/6+fqv1m+mCi+88m+ffbnh0j4jEfkQtFAbguu7H3yGf9u+3T5r/lJcMvbRuV9+tWnC5Pk4njp9EdV89/3Pvbfqi7pnXk/ioSoIAIE3bf4Wfz4765+QE3VOmbYw2Bc0hL6UrNIFDaFd1LxoyfuQDQe33fPkR5989ejUlxCGUeyk+ldCYPwjtTgcDsdBhYMoWGJn1nfQuIQCFCzXfb0ZYbVKk2sQC3HykScX1GjeFxu+Y6pesmHj1igTkHoOuB/bx1ETZqlgiZ0rdnLqZilC2oOP/wMHrS8a2qnHHRQs57z4FkIRAiFVeFnfkTgYOOzRcnV77Nnzr2BZvt6VXAN+pT0oodE5AxB0uWZE/T9e8OfOV99FVV178zhEZWqxY/fb/3zHY9iMUrC0fUFDZ/7PkMbn3vg/V93JwfLyfvfVaXWd0gzkgcD494NZZDgcDkfO42AJltt37EIkGDH2+YQyCAnYYyFc4X+EGYpkbbvedvNfJyH+lap+2bhJ86JMQBp615Qb//JwhfpXTZ+3hINlmdqXYzuIgKeqRUhDbdfcNBbVPvncqxQsEXsQXCmkoUJUjjOo4R8vv82S4Az+/fPND1tdOOTiXndzhdgXtut6G9WMFkvXurx+6xtWr1lHVV03ZMKAWx9q1el/sW1FQyveX8PB0vYFDaHyGf94AyUXvv4eBcuWHf/MW0+pGQiMf6iw0KPhcDgcvzAcLMESQMzAzi+hAEICNpQ4+OzLDdg43vPA89hlIn4g8GBvh7iFuBLtDZYbNm1Dhe0vGy53lg88OhcBbNmKT2S1OHNul1tvu+fJV5e8hz8pWL7/0RdcABV2uPx2hEnEsLGPzo3+f+jt/va7n+Dfjp27L7rqTsjA5REasbWlmlHtyHHTuVEKltRErxvvx5aROo5gGewLBUscYG9KfUGwRHNoQmkGvSu46h0Oh+MXjoMoWPa47u8IG7NfePOTz9aPmjALe03EvDffWc0FEBIqN+65afO3r73xwTFVL0Hku//h2Sc3uOrhJxbgX78/P4hYsubzrylYovzwe6fijAyWe/bsQTRCiJIPRPk2LIEi2SuL38XOb+M32yJxG7bPoAdOOe2aH374Ud2GhSS0K0XAg+S4/MVF78ia67T6/w9KKVjioEbzviiGeB/tDZbBvnCwpG0lBctHnlyAg3vHz0CBZ2f985331tAzSwiMf99+t1/fyHU4HI4DAQdRsMResFOPOxAFaYO17dvt2MmNeej/3nod+8gcChgIKtfePA5burM7D8UB/frNlu+w3UR57AL/MuLJKPMhR60W/U7MuwLH2N5VbtILB+99+DmqlS/T4s+HprzAfyL2IPJRQ/RosGP327v3vw8Hb61YjZOz5i9FbXInh9B7/ZCJqAe/Img9kNl9ypr/PmEmAifCPGT709CHcAbhHD39fO1GHJer2+Op5xcF+4Jo2vqioXTy0j4jUT/2sj/9tGfgsEePr9ENf1Zv3hebYNYM/nElDofDcfDgIAqWhJ27dtPDyCjzZUVyYfV5Cf2J7aM8yX9yYVXAfqOiIMv/+ONPcVehGL3jGqyZ3ruRVfGvdBDsi7pEHavmHA6H46DFQRcsHQ6Hw+HILzxYOhwOh8ORAg+WDofD4XCkwIOlw+FwOBwp8GDpcDgcDkcKPFg6HA6Hw5ECD5YOh8PhcKTAg6XD4XA4HCnwYOlwOBwORwo8WDocDofDkQIPlg6Hw+FwpMCDpcPhcDgcKfBg6XA4HA5HCjxYOhwOh8ORAg+WDofD4XCkwIOlw+FwOBwp8GDpcDgcDkcKcj9Ybt+x66ef9mRf/pV/rnzq+UU4ePOd1Z+v3VhscjkcDofjF4NcDpYvLVrR4Ow/lazS5bhql3btfc83W77L5qoBtz7U6sIhOKj9x/6Dhk/CwZRpC5cu/zhfTdtLxj/2j+NrdKN/A297xF6yc9fu0RNnrft6c74acjgcDsd+QM4Gy6/Wby5d6/Jrbhr72ZcbXn7t3fL1ruw7aBzOr16zbtPmb3GAsISfcPDjjz+9seyjha+/9933OyIRLN95bw0q2bBxa+2W/fr9+cEvv9qES9Z8/jXV/96qL77fvoube/+jLxCbUR7H8hIuMGLscyfVv/LTz9fj3+at332/fefHn67D/4uXfrBl6/dRZiP7h1MueXTqS/j1641b1m/YAgE++uSrdz/4jGqAtDi/X5TncDgcjn2Qs8ESOznEnm3fbqc/b7hl4imnXYMD7DX/NupZHFx787jzug3HwTkX33pau5vqnXV91aa9v/1uBwfLJm1uHHrXlD/f8dgxVS85oWa3S/uMvHP0sxXqX/XDDz8iZKLyf775IVV+2z1P1mje948X/BlbWMRdeQnLg2CJgI3gh3+oYfq8JSc3uKpWi34oVu30Ptt37GrV6X9RZ9k6V9z/8GzIkPfH61BJ74EP4OTb736CGtDE3fc/t1+V6HA4HI4McjZYDvnb5HJ1e/CfI8Y+j6izZ88eGyyxEcT5D1evRQHs81SwjDLxFeEQB4iRJat0mfvSsjEPzUZkxVVU+cZvtuF/BFpEuLvGTJOXCAGew7UVG16NfyveX4NgieZef+vD5Ss/xcGSt1ZBDBy8svjdKLO7RVT+fO3G3T/8iIA6+PbHqBgC7X5RnsPhcDj2Qc4GSwQtRBe+U9rvzw9WbtIryoSxv943NRLBEpEJPzU//2aKVQnBEmhzyV96XPf3szsPlc8dp0xbWKXJNaihdK3LqWQwWCJM8p8ULHft/mHT5m+pXRUsSQYA0p7arPdfRjzRtN3AYtKVw+FwOJKRs8HyjWUfIfbcdNsjX63fPO+lZSfmXYEIhPMtOg6+uNfd73/0Rf3WNyBYbt76HYr94+W3V2V2lsFg2aTtTVcPGLN127+eLE5+9pUTanZDSdTPbaHA/97x+M5du7ELpBgpLyHQM0sIg3/Yg3Kw/GbLd9QuSfLoUy9+9/0OGSzXfLEBW9Iytbvf88Dz+1F/DofD4fg/5GywBCZOmV+h/lWIQMfX6HZctUtvuXMy4tmkp1/CmXJ1e3S++q6O3W9HMYTMsnWuQHir1Kjnwtffw5ax9UVDcR47ub+M+FfkGzbyKVxywRV34Pj77TtRuEbzvrIh7GL/u9qliJSIr8PvnaouIYx9ZA7O0D9samfNX4qD3T/8uGXr94iFry55L8o8PcXJe8fPYBkI7brehvOffr5+f2jN4XA4HAa5HCwJG7/Zhpj00qIV1U7v0+P6UVEm4P3440844IeO9H4sf45J5+XXmdgjohI6iXqwj1StoMAPP/zIFcpL4kAyyAOWRMoG9Lju7y07/jn7LjscDoejaJH7wZKxO/MWayErWbz0A2xA3/vw8yIRKRvs2Lm7SpNrHn3qxf3WosPhcDgUDqJg6XA4HA5HweDB0uFwOByOFHiwdDgcDocjBR4sHQ6Hw+FIgQdLh8PhcDhS4MHS4XA4HI4UeLB0OBwOhyMFHiwdDofD4UiBB0uHw+FwOFLgwdLhcDgcjhR4sHQ4HA6HIwUeLB0Oh8PhSIEHS4fD4XA4UuDB0uFwOByOFHiwdDgcDocjBQddsNy+fbs6s2vXrp9++ilYuMCYOnXqV199VbR1Mn744Ydvv/228PV88803TzzxRDbFCt9WgbFlyxaZB7vAWLZs2eLFi/N1SZyeIQ+kKqQ8K1euHDRo0Jtvvonaxo4de/vttxesnqVLl7722muFFKYIUayWL2E7Pm3atCJpuqi6MGbMmOB5jPiOHTsKWXlCJfjplltuKWT9WWK/DfeBgFwOlvBE1atXHzBgAP05a9asGjVqnHLKKXXr1iUnuHr16tNOO61ly5b4f/fu3QVu6JxzzkGdRx55ZLVq1XCAaXzeeef985//LJpuGDz77LPcqQSg+++8805CgXfffbd58+ap9UBjRb6YSMbXX3+NwaLjzp07v/HGGzh46KGH4srDS6ZGr7///e9/+ctf8iVGnJ4Rdzt16lRgSQi1atWaPn36Rx99hP/btGnz4ospyb3jRhP9+utf/5p8bYLqigRyvPJl+U8++eRFF11Ex3fdddcZZ5xBx3PnzsW4J19rO46mX331VVUMI1ilSpVGGXz+eVY524tq8v7hD3+wJzEWp556KoS58sor6cycOXN+9atfYfEUrGT27Nn//d//3aBBA7iyoUOHYgEXrEQCFtWvX7/Cyx+HAg/3Lx05GyyxX7ziiiuGDRv2pz/9ic6sWbOGnP7pp5/+2GOP4aBp06Z2dhUYCJMffPABHcOGsI+BK5TbMsxVnAleu3btWkwDeMOdO3fizx9//BEW+cUXX3z55Zf4E4EcgW3Dhg1UGCtKrlbViX0zXPl3332Hem644QYsMNetW2ebQ4H33ntv+fLlHCxVPdAVCtAxxKADCIDK8RPiwbZt21AJKv/ss8/iFPLJJ598+OGHdKy6ELwcBagtRKlWrVqhIRyvX78emkFJuB6cQb+wkoV+qJItGTRp0gTulaIUltXvv/++7DVq+PTTT+OCJTT/9ttvk9oVpJ5RIRRC7eJ/qh//w6J4lJUkCps3b0YHydlBpGOOOQbdwXgNHjwYDn3jxo1WS6gfZgydo1jcaFLMwPCRumxbUnXQAxWAXdF+HZJjINQlVo2qpwpyvPJl+Zs2bTr22GPp+MwzzyxZsiTd+Onfv//DDz9M5z/++GMYEh3LeSGDJSpHVcFg2bNnzylTpuDg1ltvHThwIJ2EWXJwsqbIAQA9snc1UP6tt97i3kESSIXa2ITwJ0wFfwaD5QknnEDXbt26lc5ceOGFXbt25WUZiwFVoCS2bt26dYsyDu1//ud/br755mAlEij28ssv0zHsCuaNsaNJJJuQyiQloBe0i5DGQMXwK+yBLlfDDV1hfFlR5LJyEjkbLAnjx4/nYMlAjMTKCPZRsWJFTDMYVtDm8gsVLNHKJZdccuKJJ1LUuf766zErevToAVO210KSs846C7PipJNOgq+EpVatWhX73REjRkBCbIh79epVu3btUaNGRZlbH3369LF10lXwDvXr18cMQfl69erZGzIodvLJJ3fp0qVOnToULFU9aOX888/H4nTBggX4EwvbKLNcReFrr732iCOOmDx5MlwVAgOKYYXLfk0Ca15suLEDQ222C/byCy64AC4SGsOUPvfcc0uXLg1twF/QbISnK1GiBM4gcrRu3Rq9i/ZuFrE7gYTt2rWDT8T0xu4EQsLz3n///Sjz6KOPYruPhqBhGyyxQkeX+/btW7lyZRsvWc833nhjy5Ytu3fvjqoQCKHAP/7xjzTK6COPspREVfXMM880a9YMDhFGAsMbPnw4deell17Cmby8vDFjxlgtkRV17Nhx/vz5caMJJWDQoWcUuOOOO2xbUnWVKlWi5QhCFDY01MRrr72mLrFqVD2VAkBvarzyZfloEWtEeGRstXEVSQU9wEFDDJgcAgmahnmwhdO84GCJcYHvRkmEkLhgCVd+2WWXTZgwAWd69+599dVXQySSx5oimRxsA9XS8oixYsUKzFO4FMwgrDVxpkKFCmeffTZmE/avWOtggVWzZs2LL74YSjjssMNsf7FSh54R+ehPBCG0i85CXVFmjVKqVClaOSG0jxs3joNllFlj0WRUlShgLLB0wMGkSZMwx6H5Sy+9dOnSpW3atKECFMWVMlESeob+lTGgGMweqoAxoB473NAVtDdt2jTUCUMNjnJu4KALlnANMBHMAQS23/3ud1ddddVNN90ESy38nXcVLOE6cXD77bf/7W9/Q+XwBbsyQCSzuzGYLyYMDuC44ShhoIiadGcY+2N6soiITlZOTtzWCXcAQ0cB2kDDlWAOWDnhXBDtosz9H7gYWw+mBPTG5Wl+Yv6//vrrOKhevTpmOGqG6vAnTsJ9qCaw0oQLoGMIY7tgL0cw48U+ph8UyJqkZT6JAahgiQOELmgMB3CL0Aw6gpAGBUYZX0YjCzNIuA0LP4LtgjpJesZKGX6QzmB7N3LkSBks5ShLSRQQjDG+EAxikEfm7txzzz133nlnFBpo1D9x4kQqFjeaOHnNNddEmd0AdqvJbUH+sWPHQs/ly5dHzMAsgJbgoNUlVo22pxJqvPJl+Qj/d999N2YlVlePP/44IjQcPVYP+AlWyrcZMbkQnOS8oGC5du1aWE6UCTMNGjQIBksMH5rG+mDevHnyJwTXKGSK6AJ8AswsLhrRqEHsKDNzycAQTt544w10AeMYZTbNWFbaC7EU7ty58/HHH09TFdoeNGgQDrAao+0gloyjR4+mcYT+ZbAE/uM//sNWokBlAIwyRU3MwWCwlMpEvKdflTGgGOYyTAWV0IV2es6YMaNDhw74Ey5o9uzZcUr7pePgCpZw4qeccgqFNFrI03nMFmxBCtmWCpbk4rE2HDJkCI7hsC7JACtlrBDVtezO4ItRnt0xgHjGfhzFsJojJ27rREmKIoQ494oVIj0FpGeWth4AUxH+hXYGJNuwYcMgEvZYLVq0iMQTI6gRi1PVBHwWz8xgF+zlS5YswXoZekMkTg2W2CRFoWCJOmmDAmDZgTP/9V//RVcFb8MuXLgQ/vGiiy6C37SPXkjP6AtW3HQG5nTdddfJYClHOYoPlr/97W8v2QvyiTZYWi3JB0IJwZLvRh511FGIGQltISahL2gRew54QOxrL7/8ciueVaPtqURwvLK0fJgiwgzdIcCOCgtZHAwePBg/4SQFJABjNHPmTDkvqOMwG16rJd+G/fjjj8nXY68MJaBCrJWjkCWjHmytELatttetW9e2bVtsnhDO6SrWLU5Cn9jc82IieBuWgHn6+9//HusbDHq7du1gZoj0NBboY8OGDaGW9u3bRxkj5GCJ1suUKWMrkTXDAHhHy8YfZd6Hwo5QCmaVScfKGGSx4447LgoNN+IoBENgxoZb7cVzCQdRsMRyqWbNmvxKJJZUJUuWpHv0mG8LFizYsWOHnczZIxgsIQBcBqqFGSW8JgNJ6FrMYSyopYFiI0j7PER6WuaTE7d1YllHr3LQJhUu+K677rJtYbVO96PgRDBXbT10jEVlr169or3uAPI899xzcEb0K88u+CAbLCEqVrVUEjPcdsFeToXhT59++mlM7LPPPltpkh9uderUid4vgHOh+Ifw+eabb+LgqaeeQg1SkkqVKq1evRoHPXr0sMESrSBeRpltQVywxM6yXLly9PwGLT7yyCM2WNIoS0kUsLmRzxSjULC0WpLBMm40oUl6F+bTTz+lPZZti1UHT3riiSdiuQMPC1Hh9xGB7CVWjbanEsHxytLyAfjZRo0a0ZNaBGkIRvcwsEuj139wOSREB61/h3VhdOCgsROqVq1aQrCEVil44H+U37lzJ23ErSlS0G3SpAlMUdWGIbj11lujzL5ZBUuIimD5xBNPXHzxxTQciDrqcn5wiANciO7APt/NADpEDKO9bO3atREpn3322UgES1yCQUHrqhLaO0ocffTR27ZtwwE0Q0+pUf7DDz+k/Tq6SYLFBUtlDLIYdTY43NgQ47h3795xo5wDyNlgCb+AnUqFChWOP/54GmxsHxGT6mZw/fXXR5ltHFayWEXSnRP4wY4dOxa4xXr16vH7LOeffz5N+AcffJCeM9FqvUOHDrQzU8C8hZBNmzY944wzEMVXrlwJ900/wdwxeeBBqlevPn/+/Eg8S1N1ItxWrlyZXu7FRIIApUqVsu/LQUh4VVQI70zvH6p6sKKEHqAl2pdAgVHmyVPjxo2xOMV2HK5k1KhR9LUDQhHEtj1CeexdsEaGVm0X1OXwXFhZX3jhhdjOwml+//33mOcYPuwyWZNYgEPDiG2ooWzZsvgVZ2677Tb8dO+998Ijo054VQQAdAr/0xBDVwg8UCZCLBWWGDNmDDws6oF41IoE6xm7akgO5UBF9DYHjY4dZZZEVTV37lxoA5dDbNqvk1ajjBFSFLRa4vqjzE3C4GiiLQiDYIN2n3/++WBbrLooE5Lr1KkTZTZYhx9+OHlndYlVo+2pRHC8srT8KGNvfNN+4MCB8PX0tghUDXtDtfDytF2T84JNqF+/ftAbpg9WfosWLVKVX3fddXACsEMslLHaizIv1KBrbdq0wfnImCJ39quvvoLlqPvG2PDhJGYHZhldxeOIJQvmCywZUZZMBSOihMHSHH1Bj+B20KMRI0bIlQcHSIiELSPdIMVqBtGdHmzT27CqEqtPqIiGAMEe0qKzWDFEmfUuZINKsZCNU6Y1BlmMOhscbsTUQw45hG5Z5SpyNlhmiR0ZFElV8sW54KeBmPxx3yzSkk2+RalqkK8gTZw4kd+ds3XK2zJwhcH3PKO935tyK6oeLFf5dgqVKV26NJ2Bk+W3ChM6S03Ipz5xb1HR5fhfrpHxJ236ZeVcw+4MZCUozCUxmekNTy7ML3laoDD6FeyC1DNqkF/ossz2KimJAjrIP8WVkVpSZRJGE/1VfZRtxVWrNnzqEqnG1E9dg+PFSLB8W7+SCjLIO3vB+iFqNkIySBu2vBrWYIVsCQmFSW9x8kAVNFiqAP+J7SnWNMld4Eosxo0bx7fToEzaZQYFS9BY0FblgRrutWvXYpecLPMvHQd7sDxAcMopp2RZEhMJK0r7NkpxA7srrNyx1TjvvPPoNm9u4+fSs8OB7VphiCaw+qeXh/cn7rnnnuA2N5fgwdLhcDgcjhR4sHQ4HA6HIwUeLB0Oh8PhSIEHS4fD4XA4UuDBMn+QZP9Tp04NfoGeAPtOYIFp++nCTZs2Pf744/bXokpGUbAMG7Nnzx44cCCxdhUJ4rpZSCRQtOQLRZXvQuHee+8t8joV8mV+sITbbrvtqaeeSi25HyTPBpT3owjfeP9lIXsnUFTuogC5fX5ByNlg+e233x5++OH0gRHho48+Ouqoo/iVLcz8EiVKxKXRyYbsf8mSJUHW/wRQBo8ioe2nC+UnwxLZJKNIAGfPSMiwEYfNmzdXqFDh5ZdfLnxuL061EddNi23bth155JH0Ne3IkSPp5IABA4477jj+JgEx8uqrr8ZQ1qlTJy8vj/iACoMgd0zBIG2DP3gvPrD5ZZOZpF+/fpgLQdYFhSKXPPt0LhJEVTN69OgDJHgXCeJU8fzzz8PmK1WqhF7joEePHtk7gUK6C1lPfnP7/IKQs8ESe5GKFSuWL1+evzvs06fPOeecw18BP/DAA127dq1Xrx79qYjzsyT7RxN2d7J7925erfNHzV988QXqt1k1glkaCHDuCBKcKwDhH5GDPimLQsFS5lIIJqNQNaCb6AglE5C5FGT2DM6wEbxc5VsgzJkzp2nTpuipyp0S7ZtBghIdrF27lhInrV+/nn8iyMQp1E2Z+iAKJRiJMuNerlw5eQbFqlatiqFHj+gM5jNRiwHz5s07+eST476oe/vtt3kEg5k3bL6LhNGP9h2jaN/sLgRpGwg5SsPBLkf7DqUtw+lcUIa+ukO1JCRZkcxMIquVI45rW7Zs+dxzz8lvWJWKGBwsbR4VpUP8iSZWrVqlWIeizFCictSg0rnkN+8HekG9tiXRNVQFw1MqRYEVK1ZwNtPUC60eVq9ejY6zSoMV4gx6h/HCAX/Fm5zvJTmzTZSZffzdCJMcScFUehlZUroLznjDPFycdccOQZSW2yc3kMvBskqVKoMGDaLtBWwRu7r777+fgyVsDh4EbhQePMp82ySJ87Mk+8cZuy+EYRFHBlzAr3/9a5ohZcuWxcRAPalZGgg7duzA8hA+vXnz5ljLw0nVrl37mmuuwcqRWlTB0uZSUMkobA0IEmgaK1CVS0Fmz+D67eUq3wKJjUmIC0uVKoWliUxrYDNIULaHjh07QleoFlXVqlVr3LhxrAFIwqk2UFWZMmUgJKU+oIZUZgwedxUsX3jhBajxmWee4RSJlStXlhmjIH8wgRTqv+666xo2bIh1VRTKvBHMd5Ew+mqMVHaXyGTwgK/Hn6zhuC7LobRlOJ0LvOSdd955zz33RCKVqU3qwnWqEYcC0U3Iw9JaFTFovgTzqEgdIjBADCyJatasCfllGF66dGmjRo2wSL3vvvukQRYg7wdvm1RJxIY6deoQZxBUxE1DbFjdTTfdhP+Jkib1QqUHeAkUbt++/UknnYTJG6yQJgLOoBgUgu7AsaTme0nIbENQwRL679ChAydUURlF+CrrLjjjDZazKuuOHYLk3D45gxwPlljs0Pf+8MJDhw5lZkucb9y4MQ6GDx9OpFyKOD9Lsn9MCcqxoIC5hD0EHAT8JvYKS5YsgSVFe51IQpYGrgH2R9kkoszqG3ZJi03I1rZt2yj+NiznUlDJKGwNmOq0UGBwLgUmBOf67eUq3wJXgiV269ato33TGtgMEpAQkYN+wlSMMrd8Of0vgdnDbeoDmxmDx/3f//3fG2ZA5GGI0IiXKHncccfRJul3v/udfIiFRhNuoqI7RKSuRioh30Xc6KsxUtldCNI2lIbjuhyJobRlZDqXuGAZhW6c2hFv06YNYliCihhUWzCPitQhdmZEpYbATPmKsVnB2hTlH3nkEQwcb4AsQ332eT84WKqSEyZMII63vn37Tp8+nWvGmgMTHDqcNWsWceRmeSHrgQwD0QhhO65C0i2iJj0sxCpk0aJF2eR7iSPrJ6hgqRKq2Iw0XFK5C854Y7Pu2CHIMrfPLx05Hiyjva4QKyYMJwdLjGheXh7sEksn2ogo4vwsyf5RJvjiybBhw2BGWACiHmxr0Cilmw4Gy2A+B0hIfo1w5JFH0gF8IvoSmWAZl0sh2puMwtbA/tHmUrDBMuFyyrcg9cPBkgO5zSDBEmJ6k6rXrFmDCCfVKIOlSn1gM2PwuMudJYIiPCY2NxhrhCgaBcQweWMKrs3eA4Q9IJbDPLClCOYYSch3ETf6aoxUdheCtA2l4bguy5K2jEzngmCJXX6UXbC0I66CpVWRkichjwrpEF4brhmrWGwisaCJMo9F4euxhEWYxLYSKyRamLJBFiDvB1uaKokohYCEtqpXr843iqktGDDpcOzYsakXWj20aNGiZ8+e2KgR63pChVg40kMK/DR//vxs8r3kK1iqhCo2I40qGe11F9yuzbpjhyA5t0/OIPeDJda21apVo3w3HCwrVaoEIyC+fzgCS5yfJdk/DPfFF1/EgXyWFmVIips0aQIDRdzFag4OkZ4xJND2q3wO2FnCoKPMQ1N6ZYZuFcLt0n1IFSxtLgWVjMLWwDPW5lLg7Blcf8LllG+BJQ8GS5tBIptgyak2bOoDmxmDx10GSyzV0S4NNFbKVAliJ/GDR5nXJeCwokxYlSET3UeMiTKr8mCOkYR8F3Gjr8ZIZXchSNtQGo7rsixpy8h0LvDU1HEMogqWnJmEYUdcBUurIiVPQh4V0iGOsaSYN28etumqdRIbaxq6M8QGWYC8HzZYUkmcRFUI0vwokYDIp/KZJ19o9YAZt2DBghUrVqRWqIJlNvleZGYbu8gLBktOqGIz0nBJ5S64XZt1xw5Bcm6fnEHOBstvvvmGptnu3bvhpCiNA2VCWLZsmcwqdd9991GAlMT5WZL9wwVs3boV7q9EiRJKAPx0ww03RJmHRpxvIYG2X+VzQJ3NmjWDnHXq1IFgmAMwdLjRBg0a0BsxdCHnBLC5FFQyClsDJ0ywuRQ4ewbXn3A55VtgyZcvX07uXuYrsBkkONHB3Llz6XUbeEYILHXIqTZs6gObGYPHXd6iRKMcyHEJdqUbN25EGSyWsWvBKh4t0jyfPXv2mWeeyRdiuFEAaywoNi7HSEK+i+DoqzFS2V0I0jaUhuO6LMdClVHpXL766isMK0a5S5cudMfbJnXhOu2Io075KqxVkZInIY8K6RAioSRONm3alJ7jMjAr0TT0QDck2CALkPeDLU2VnDVrFgpAfpgBmuOmYYeYdFAIOkX3jZIvtHqAJjHKOMbiD/aWUCFK0kKBHhZkk++FVYFqadUlgdnEr6/bhCo2Iw2XVO5CZrxRWXfsECTn9skZ5GywjBLJ9dUZWsZmQ5wvyf4RdGl5jt0Jeca4JrKh7Q8CkTg1dwQf2FwKNhlFXFILlUshEtkzshcg9SeVQSKbqjjVRrCMSjBiC6gUFvJPrKJkhpY+ffrwNxsMegkiIcdIXL6LuBQ0aoxkdhdZXtlGvrocmYQhKuWhlDlucIMngxqQKgqWTKgBPpp8K8blhBNOsJlk5KNlNsgC5/1QJREPaInzwQcfqFsaUebpHcuTzYWsByzs+NE7lkq0SkiuMIof4uTMNsFfU0+q9DIM6S5UAZV1x7qL5Nw+uYFcDpb5RX6J8zHVsfqOMvcY43InOX4poNcZHPsT2PHQVhubEuyc9nPrM2fOxH4Le7izzjorX5/SJ1+I5R02WPjp3HPP7d27d/aJwxwHODxYOhwOh8ORAg+WDofD4XCkwIOlw+FwOBwp8GBZNCgwH3ox4ZtvvqHvwRl79uwZO3Ysvb2WLxQVybLFt99+W+CXAkaMGFEAslDiCC0As7ZiiM4Xv3xxKFC9C1NgZK+KAqQNCFaipkkqa6siqS8Ys3++WkwFi1R49mNGHEl1ltg//oethSn1DyqSeg+WRYMC86EXE/irc8b06dPbtGlDX4VmA+ZrLiqSZYvrrrtOEqDEwXJ8b9y4sX79+lm2wmzs0d7v2wrArK2+ts6GX74ACjznnHPq1q175JFHVqtWDQdBupw33ngjLy+vdu3aVapUmTlzZn468X9glWavigKkDbCw0ySVcl0RPrDm5bAysqGDLzzJO4mE4NSsWbPUwpIZPwHEn5Dfq7i/+8f/sLUwpX6OkdQnI5eDpWL7Xbt2LfYxmGD05uqPP/64YcOGrVu3EkdltJfae+XKlfTivuKAjgwL9vbt2zF16SXvOD5024qiF1fs5OvWrSMmZflVg2IxZoJp+vPzzz+X1KaQB4WXL18ug+WuXbsGDx48YMAASptl6a0laXK0L19zkI5ZEUPHdVapVHUWHeHPQhT3N+REHyFPkON73Lhx/E2q6oviCpds7NFeR5nArG0lCTJEM788dVApp8AKJCBMfvDBB/ynHH2UL1WqFNHiYEWvooWkZc9SpayKyJiZVY5NG5DM+h0ZhnGaJqiTzZtDl1WIJalnzath5dalqShjY6BFSIUJkkpPb+nClUj0iaSlp48Eeb1kxo8Mj7nifGeoq9TQ2P4G/U+QMz0SdmInbHAgPvnkE7i+aO/EkZT60n64WK4iZ4OlZfvFVMeZbt26nXTSSTARmBHW7zjTtm1b4t2AU6tTpw5W93PmzLEc0IoFm1jCe/bsiS0OsUMF+dBtK5JePEiP3rp1awhZrlw5+ppesRhLgmn8ev3110OkHj16sFTob5cuXdARGSzhnohgYcyYMUF6ayZNpvKSr9nSMVti6LjOSpXazkJ72H5Z8uhJkybhKnTq0ksvDXJ8Q89Tp06NQlTdiv5UsrFHe11zHLO2lSSOIZoZhYgOHgVYOYVRIEEGSzX6Tz31FOoMGrykZc9epawK1ZBVTmTSBqSyfkchMnpYL5n3K6+8wiNiFRIkqWfNq2ElyH5ZY2MgwKBf5AewgIijp7cORImEqAldWZOLBHk94plkxlc85pbznaD49O3Q2P5a/xPHmS7txE5YOxBXXnklxhS7eVxI1iIp9dl+ZLGgfeYAcjZYMiThMrZ0UYb+GCNKhkLrqerVqyOcYODhGugqywHNIBbsyy67jFgraTcWx4duW5H04kF6dKoWsx02bVmMJcE0lrG1atXalQFiNtbvmFGTJ0+OMvQr6jYs9IBZHewakyZLMAWlpWO2xNBxnZUqtZ2lYGnJo8uXL0/f0ZNu7X0z+AXygLYv1nMxwWxkgmUqU3kcQ7QMlko5hVEggYOlHX30DhJGIUha9uxVSqoIkmVbonyVNiAb1m+CJKNn86a8BSSJUkgCST1rXg4rg/tljY0h/cDo0aMT6OkJ5ECsSAnBUpLXS7JfxWNuOd8ZfFUCj7nsr9V8HGe6tBM7YdVAfP7551jhUWFYDk8cJj7k3F6ymNVhbiBng2UC4TIMbsiQIZJuFCWxjZPPliwHtGLBRgG4AG4ujg/dtiLPxNGjRxnSOOw+LYuxJJhGSchGtMiw7PXr12N1TH7NPrPkYJlAby0hfb2iY7bE0HGdlSq1naVgacmjmZeZhVSyNW7cmOaq7YvlCk8IlqlM5XEM0TJYKuUURoEEDpZ29LFU6tixYxSCpGXPXqUkm23IKicyaQNSWb8TyOjJvLkVpZAEkvosg6U1NluG/EAcPb1yIFYkGSyVyUnyehksFY+55Xxn8FXBobF9sf4njjNd2omdsGog0DriIl8bFyxVsVxFzgZLy/ZbsmRJ8kEIeNh+0R1LYngqV64cVnDSs1sOaMWCjZ0lPV2nVWocH7ptRRpokB6d2sX/WHVaFmNJMA27R+VyKXfllVdOmDAhyqz644JlAr21BPM1WzpmSwwd11mpUttZCpaWPBrXfvrpp1HGYUUhjm9sSrA1CfbFcoUzG3sUHyzjmMrjGKJtsGTlFEaBBLmzVKOPrd5RRx1Fv+K8fD1V0rJnr1LeWaqGrHIikTaAkMr6HSSjJ6YeyEmbKmpFKSSBpJ41L4eVwf2yxsaAH6BHaxAefiCOnl45ECsSB0trcpK8XjLjKx5zy/nO4KuCQ2P7a/1PHGe6tBM7YdVAYFqVL1+e8z8n7CxlMdtobiBng6Vl+0WQwzRr2rTpGWecQW+FwD7q1auHdeVNN90UCd7hKMQBrViw4bAqV66MyuH+YGpxfOi2FckJbrmqYfTNmjWDkJyVWrEYK4JpWhfjJ2LrhheoWLEixEYUUbkhsY4m55JAby3BfM2WjtkSQ8d1VqrUdpaCpSWPhovB2OEMCkQhju/bMwj2xXKFMxt7tJfAOo5Z20oSxxDNg2iVUxgFEtBZflFCjX6UuYEJx4TLYSGUrpwgadmzVynLZhuyRPmUNoBbTGX9DpLRA7BwNm9qxSokjqSeNS+HlcH9ssbGQNPSD8TR01sHokTiYKlMTpHXS2Z8xWNuOd8Z8io7NLa/1v/EcaZLO7ET1g4EdIJ6GjZsiDjN1sKU+nxGFotyFDkbLCPD9ktrWH5CTktUlLHvyzEUtbRlKueX+uIYIIOtqMKyFVohqnYVi7EimMb8Ua/gKo7j1K7FlWS+5mBJSQxNyK9K4VwwpelY8YPDhcm3EpRCVq1ahRke92tk+M0tG7vqTgJTeRxDdCo7f5R/BQbrUaNPkMphKFr2fKnUNqSUw2kDFFJZvy0ZvXxLJUEhqST1PKwSsl9BangrQxRDT2/pwqVIWKhJI1T09JK8npnxCYrHPMj5rq4K2oDsY9wUDnKms53ETVg1EGjavgVt27LFcgy5HCwVKGMXA1tDlb++OJDfVhA/ZBakXxby1dkbbrgBC3DrobIEFshF+Em4IxWcNsARZUwd20p+U+YXiv3jA3MGB1GwdDgcDoejYPBg6XA4HA5HCjxYOhwOh8ORAg+WAVgW8oJBcUAXBlu2bMkmi2xcsQT+xhyjQs6+O6STTZs22fdRE5Df8vsHRTuI2bByHzgPjLOR5GfnLw0KybZUfLkKFArDt65yCRyE8GAZgP2iv2BQ31MXBp07d7a8aNkXSyCPLj4q5CDVdZFj9uzZxx57bN0MFi5cmH13SCfys9cEMCt6luX3M4p2ELNh5T7llFOy5GopbjPIRpLCk6cXALLjQSHt17rFjbiRZfNOgOLlOAiRs8GS+Mq/++67999/n09ajuBUFnImRGYobmhLHh3FcEBbJnfJqC4Jwbdv387M4DjApmH9+vW4NtgpyedOxSLDAa2cBQRGW/T5sGQV37p1K9UsC1ieaKLYhiYhMzayOOD32iEqhMEliuo6G6VJImY1UlytGed/LZa7devGfyaQpAd1Qg4Lg8Xv5arhjvZlRafyqXZFUEzWUquRYfq2AkcZHgOoheVHu7Ai+nAQY80/ca9VE8GOp2qGXCoPFgaXfpJE7awleZIgxzrIeG6NQSUPSJ4pStqgJAn2T5VHmd0eDTpaIWoRdZW1OhTAeKFF+b2/zK/Aoq5evVp2nIVE6+g79UsFywQjVBzlWVqFlZaDpbRYad5R1rkEIpNYwlpCjiFngyXRHrZq1erMM88kCg/LEZzKQs6EyDIHiOWGVuTRcRzQlsmdGdUVIThMEH/SVfXr14dRkpXbTlk+dxSzHNDSWcAFYBN2+eWXQ0IsfnlVi8JNmzaFNlQBS31ZoUIFdBnKgSbbt2+PvuPaXbt2YWZCdYMHD+7du7eiuk5VmiRiViMlq7UDrYJlHEl6nE7IYaFR4lyF+yhfvrxqQrKio3yZMmVQVYJdESxrttSqZfq2rO4o2bVrV1J1tJe0vWPHjpAQF6JwrVq1xo0bx71WTZAYtuOpmqEUFqVKlaIcNQMHDkQrkoCbtadO2gkSZDy3xqCSByTMlLhxlJIk2z8sbdKkSVGGZgRlSHvDhg1TVwWtDiUbN24MK0WnyMyC+RUgKiKlZfB/6KGHUKxv376VK1dGuFLBMs4I5dTIr1Uoack/KIuV5p19LgHV8aAl5BhyOVieeuqpWOhhrU28i4ojOBsWckmIrCC5oSWFcQIHtGVyZ0Z1SwgOA121ahVWixAy2mvltlOWz13eZmESeeksYP2YVHQsyZGPPvpoIlVRBWywRNO08ITbpWct55577qJFi6BDiMcLC8veGac0RcSsRkpVq4BgWbJkyYYZYG0bR5IepxNyWNhMlC5dGkOGvsPN2VaY6DXVrvgSxWSttGqZvpXAMEWmp0EIhPtG1+Ce8Cd+atmyZZR5jEQsRdRr1YTqgswokKwZsiIsE0ePHk0dwZ5DEnCz9tRJCR7rIIlrFMOuTp/9JcyUuHEMShK0fyicMmLm5eXR5EJgkNOcrgpaHTpCGsb5YH4FKaolJWa0adMGW1gVLINGqKZGfq1CSUsjay2WzTv7XAKq4wmWkDPI5WDJz5aOO+64yJA1Z8NCLgmRqaoEbmiiME7ggE5gcg8SgsM0MWmJo5mDpepUkM89gUQeQLUU/AiWKFUVsDzRXBLTle6MQYfENvfYY49hT3zzzTdHwlmkKk0RMVuecVmtQtzOUvGAx+mEVQqR0AWMXfABmwyWyXbFlygma6VVy/StBKbRpzMXXXTRzJkzuWtYzFGXsTjAEoF7rZogJBhDnGbY2FA5ZkT79u2jfQm4uRJ1MjjWKlhmz64ehWZKXHekJMn2j0gG/7506dKePXti648lKfaCwZqt1cmHi//5n/+JwKbyK0hRbbBcuHAhDAyFIYCczlytNUI1NQpgFVJaUrW1WDbv7HMJqI5bS8g9HBTBMkjWnA0LuSREpjJBbmhJYZzAAW2Z3FlCSwiOHSoux96U9h82WFKngnzulkRe7SwxE6IMWxiWnDa6qAKWJzouWJK6MCehASyTmeo6VWmKiFmNlKqWnuDyr6nBknjA43TCKp0xYwb2x7TViDI8rnIrw6zoqXbFUEzWSquW6VsJ/Pjjj+OAuo+q6KFRsltUTVBtCcYQpxkeHURxRMpnn3022peAmytRJ4NjrRjPg8YgkwdEiTMlrjtSkmT7jzIUtRhrbGQhGwIkpfJQVymrY+uiQcHYEZuryq8gRbUM/lgfEMUx9vTBYKmMMDJU5vm1CiUtjay1WDbv7HMJqI5bS8g95GywlHzlcWTNySzkihCZqgpyQysK4zgOaMXkLiW0hOBR5tEO3VfhVmyngnzulgOaSbGjzLN9LKhRHtrAdLWs4qqApSbnkvXq1aN80ZhgL7zwwuLFi3EVJiTdTGOq62yUJomY1UipalWaKqxjLr/8cv4zjiQ9TiesUsx2DBCnTIIAS5Ys4WqZFT0buyJY1mypVcv0rQSGJ4LfxLXY6JBU3DXUTF1G040aNeKfVBNUW4IxxGmGRwfV/v73v6dFgyTg5krUyeAEUYzntoBNHpAwU+K6IyVJtn8Aw/Sb3/xm27Zt77///iGHHEKPEtRVyuoIlMwcVgpjeP755yOTX0GKahn8x4wZgxUwTAWTXU5nHlllhAQ5NfJlFVZaGllrsWze2ecSUB23lpB7yNlgGcXQZCuO4GQWckWIzLDc0ApBDmjF5G4LBN/2jOtLMp+74oC2QqKtBI5vW0DxRMcJQ087+CpJdZ2qNEXELEdKVasQrM3KFqcTPsCyg95CxBIe7ltVy6zo2dgVQzFZK60G6ewVy7ZKNJFQONhENh2PK/DEE09g4Sj7wsJwGcXeTpBjHYUYz2UBmzwgeabESSslSbV/vqUk7y2pq6zV0TYOc0F2WVGZy7Ysgz9dmzB8bIQSampkaRVW2gSLlaT/WeYSUB0PWkIuIZeD5YEGxeTuOKDw5ptvYs1OxwsXLpQfFB20wEZkP3wsb5MHHLAzZfz48SNHjiy++qURFh7FLe3BBg+WDofD4XCkwIOlw+FwOBwp8GDpcDgcDkcKPFg6HA6Hw5GCgyJYZk/qXyRs1LNnzx44cODGjRsLnJmBa8iyvHxTrvCwqQnGjBlT5HUWAFlm/ChMDgeVcKbA2TyKKnFNEPstSUUcimQ0iwPFmhkjrvLg+QMnK0scUq3oZzezAw25HCzpa/0oP6T+hc9OQN+bv/zyy5gtlGogv1kXZA10pmHDhnl5edWqVevWrdsPP/yA85UqVaKfHn744SpVqtSqVatOnTpMoFxI2NQEitkrFbbL2SSySEWWGT/ihjubgVAJZwqczaOoEtcEsd+SVEh8/fXXs2bNouMiGc3iQLFmxoirPHg++6wsycDcJzZEaihIHJgvZO8VfxYzO5CRs8Fy3bp1cPFr1qzZuXMnjTrOcKKDyGSEICBY4szy5cv5szDFwR9MlyFTl8yZM6dp06b0pRT+V1kXgtkzZL4RVQMB4ZCIclq0aDFlyhRssMqVK4c/4bBOPvlkkuTLDKIQ97/KRKGas0lF2BXiDH1NL4NlMPOJTKARTDRB3NwrV66Un4Sq5AZBaWVmAxksse1+++23URjjxYVpfOUk58utVKkJZ6LEHCYElUBD1QMhOakIlclv9pWglqiDkF8yBCVnOJHJLqzGon3NJtjos88+26pVK2qRRjNhFqRWCCPkvSnLAJunj/ZkX1TKkTizsZkxpDwJqTmifW2MSipfEZd2Q52XeXto/vIAwQzoi22VoCbOrhiY+/Xq1YNPiDKktUxnyL2zGYqCrZBgqV5RKk3OI2Vd6AvMiT7TTMgIlGPI2WB56623lihRAlsxDCRGvUaNGh06dDj11FOJ50llhOCrYElnn302pTuAp7Mc/DZdhkxdgvLt2rUrVaoUZQ9A6JVZF4J5DFS+EVUDgYPlFVdcgYUhB8urr75a7Xss97/KRKGaizKkXIonnYIlLqxZs+bFF1+MyH3YYYdxEzbziUqgEUw0gTobNWpEmSVeeeUVq9igtDalAwXLSZMmQZPQOQRYunQpk2dSUOdJLi9XUqUmnCHE5TDhAiqBhqoHGkYfo0zQLVu2rC2fnH0lTkuQqmrVqpRN4o477rD2rNSokl1YjUmzCTaKq84999zSpUtjBOGdITasIm4WZFMhfDQl1li1atWvf/1rcutQEXSr+iJTjsQpxGbGUPIkpOZQNkYlURX7iri0G/Y85+2JMnMfcR3/03rixhtvHDt2rE1QE2dXDJyHDiEMauNgKXtnMxTZVliwZK9olUbGr0YE9oO5fPPNN993333JGYFyDDkbLCNxTxWjftVVV0UZAipiOVcZIfgSme5g9OjRloNfpcuwqUuw4GrdurUUgPmUg3kMbL4RWQMBE2b48OEQFZejGAdLFJs2bZosabn/VSYK21xcsHz88ceJqBPNHXHEEVyhTbthE2jYRBMyswTmp1VsUFo+zykdKFjC5dE6HWUSgqW6nKXKJuEMITWHCYETaKh6sN4qU6ZMlInuiBy2fHL2lTgtyWwSxMyZnOGEL6RkF1Zj0mziGoVJQFoezeRZkE2FcLLw7AirGE1sW5csWULEcqovMo9HXFUqM4aVJyE1hzIS6yvi0m7Y85y3J9o79yEthWSsIxE1bbqPZLuKMnMfAQkxbMKECRQsbe9UhiLbihXM9jSoNDJ+NSKPPPIIqqVdZnJGoBzDwRIsadSx5qK0BiojhL2E0h1YDn6VLsOmLkkIllEoj4HNNxIMlvApWGDSizwcLOGS1Ks3lvtfZaIIpjdRSUWoj9iyMEelvA1r027YBBrBYCkzS1jFBqWNS+nAmRCizGsITHqigqW6nKXKJuEMIS6HCR3bBBq2Hgzlq6++CjHgnfObfSVOS3I1cNRRR2HPkZzhRCW7sBqTZhPXqAqWybMgmwqHDRt29913t2vXburUqdgEox7MjsjMTZXHI1iVyoxh5UlgG1dGYn1FXNoNe16+8UDHUDXNOFK4TfcRtCsJCpaQFttuaAzDanunMhQltBLFe8UEpakRQZiEB0OMpOVvQkagHEMuB8tjjz2WDnjU4c1pAqiMEIySJUvS4yKYCxahloNfpcuwqUtssOTkA8E8BjbfSDBY0m1YAgdLbCuxqKRbWNjEfPHFF5b7X2WisM3ZpCLUR2xAL7744ihD8o7Zwq3btBs2gYZKNEF1PvjggyQbNqxWsUFp41I6oPuQKsrczcN45eXl0eCSnDzc6nKWKpuEM4S4HCZ0bBNo2HpwADVWr149WD45+0qcliAVQhENDSVPTc5wopJdWI1Js4lrFH4f9fBoJs+CbCpcuXJlkyZNMB8xRti7ILISEavqi7S3uKpUZgwrT0KwVEZifUVc2g17PhiT0DXITBtxm+7D2pXySxQso8w9UsRLBEvbO5WhKKGVKN4rJihNjQiVwZ6SX2Jin7Zhw4YgmXZuIJeDJRat9erVg5tgYn4Yd9OmTSOTEYIvqVq1qkx3YDn4bboMlboEOyf2KZRqgJMPBPMY2HwjsgYCjJKSexBglJxIHa6qTJkydTNYtWqV5f5XmShsczapCPURF8KXoVPoGuX3Idi0GzaBhko0QXUCkIQyS1jFBqWNS+nw9NNPI9Ljp549e0aZpTRExeKd1MLDrS6XUiUnnGF54nKY0LFNoGHr2bFjB7Ysw4cPD5ZPzr4SpyVIhcsbNWrE2SSSM5yoZBdWY9Js4hqFy4ZDRP3fffdd6izIpkIAg0hZji+44AK60PZF2ltcVTYzhpInITWHMhLrK+LSbtjzMrcJH+MnGAC9v2PTfSi7QgGK2QzMFwqWW7duhfXSnSTVu2jfDEUJrUSJXjFBaXJE7rvvPkx2HGMvq3waRpMeouckcjlYRqE8HpJ3X2WE4F9VqgHJwR9McKFSlwRzcdBsicueoeRMzgdiz8h3lILc/wnJLgjBpCJR5t3OBHkS6lSJJlIVGydtXEoH+E3Z66Cc9nIpVXLCGYWENBEqw4atR31CkN/sK3Fawkn1LndChhOV7CIyGlNmE2wUhek2RjazIMsKg8eqL+qnYFU2M4YdX1VbnI3ZknFpN9T5uO4oA5DpPpKzCQWlIsT1LrkVQoJXTKhWjgjMgL8/lj4NQffA/AC3SJDjwdLhcDgc+wEIk/SJS67Cg6XD4XA4HCnwYOlwOBwORwo8WDocDofDkYKDIlge+IzABSbsDiJLwvE4xNFkp1abrOfgKxL7H3v27Am+Y1XcsNqLG/QsacqLlTQ8CKhu7Nix9IZkYbBy5cpBgwa9+eabGAj17knhKfsTUGA/kC/i+P2ctiEZcdZ+4PO8H4DI5WBZACL1nwsFJuyWYKLwLAnH4xBHk51abVDPiJHXXnttlSpVqlevfs4552D2NmjQIC8vr27dus2bN4fHjzIviB555JE4X7NmzS5dujDXZXEALXbq1Kn46o+D1V7coGdJU16spOFBTJ8+vU2bNi+++GIh66lVqxaq+uijjzp37qxoa/JL2Z8NsvcDkixeIpsRybIVyeZf+LQNcZg2bRrFyDhrz5LnPU4hBydyNljmi0hdkTUrGmIG7I/eukYBYsWLYgiyo4xzlGToFqtXr0YZkpAIuy3vdhTig1YdIUiicPLLius8joHaCiNdw8cff8yU01QtlPDee+/xhkCSUAfdxB133HHBBRdQeSy6ccAcC2ilVKlS6DXTLFAljRs3thLKQYEe6NtnqB1Lfgwf4iuGRgoWxyWNwqyEVFZrRUceJN9XkJTlEnZQmKUdrcCBrlq1KoGmXCKZNDzKEGrDS6I2DFaqbatrJSQ//q5duwYPHjxgwACbOW779u1ojj/nkFdFRqsQ/phjjoFsOIljnoCKsr+ohibVD0gDlmTxEjYNANUMmenzmNRWuFOSzR/BUnUqYZLiJP3KMlhSfowRBgJm06RJk7lz59Loc22ceyDay/MO88Mw4Vh2OUEhssuRmFMwIZ53kj4lx5CzwTJfROqSrNnSEDOeeOIJov944IEHcGGU8YD0Aa8iyEZ46N+//yWXXBLHmoimsYVq3779SSedhMUmTTDLux3kg5YszwxJFA6pypQpc9ZZZzHXeRwDdVAYCpa4BDu/rl27YjuI7lBnS5cu3bp167Zt26KeKERCbYNl5cqVVWIsSUh0xRVXjB8/XgbLKEM2y1SWBDUocKOoFq4Bko8cOZK43dFfCEa7twQuad7hpbJaKzryOPJ9CUVZLn+yg0LqgpdB/fCh2FVDQoQcS1MukUoajk0bKsRYH3HEEZMnT062bXWthOLHhwNFx/Py8tSdUqq/Z8+e9evXR1/UVVarw4cPp4mJVUUcZX8RDk2yH5AGrMjiZSUqDUCUIUZv2bJl9+7dMRaIScmtMBSbP+IrWuROJU9SyICpRzIQ148l5YcCO3bsOHbsWIThdu3aTZkyJZh7INq7qaWFKTHy29wDSiGqy3JOwRqJpHr+/PnWkHIGORsso/wQqUuyZktDzMA8hOngADMBsxcrNWybKHcHgQmy4ch4dRYEsZShQriJaK/fVLzbQWpj1REJ5j61XOdxDNRBYciFwc8yBQ98EOY5xSRaQlavXl36cSahtsHyt7/9rfoIWgZLuM6hQ4eqYIk5SS6JYQcFAwf32qBBA8ijBIPmE7ik2X2kslorOvI48v0giLJcnrGDQurCxp0YahBmiGxd0ZSrmlNJw6EWoteBKhB6E2zbXisbsvz499xzz5133qnkueyyy4gjlLYs9irLFc4TM46yv2iHJsEPMMiAJf+thEoDAOuFDdNPWOVguZZlK9G+tMmqU8mTVMogKcAkKf/EiRPpJCwc4x7F5B6IRLBkRn51A1wpJNhlnlMzZsyAWqKMMWDcrQJzAwdLsEwmUpfPkywNsQT2kUuXLsX2Di7+scceo8STliB7yZIlp59+OuwsyL1C9WAxjjUd1qRSQsm7nUBtzB2RkMFScZ3HMVAHhSEXRtTMVOCiiy6aOXOmrBZ+EMvbOBJqCWyP5N3gyOws4d3szlI5bjsoq1evPuSQQ2ilYgVL4JLmwqms1oqOPI58X0JRlsuf7KCQuuAcjznmGJgT9i4vvPBCZGjKVROppOHDhg1DQ9gH0D2PBNu218qGLD9+MFhibwd/nXDV/2PvW+C3mrL+mxnmPzOYZtzGJUnSpNK9VH6ahF4ql5Iw+Ll0EV2kkhTel6hGk5cYkswwISJTTUgmKQ2NJkMI5ZKJSDcKXczM/n+d9bY+q7X22ef8bl2e9vfTp8/5neecvddea+219j7Pc77LcoWrZGkp+8vXNIE4oBw4kCxlGQCaofTR/fffj+1duBcJmSzVoMKTVMkQIOV3vmQpaw84kSx5wu67775YbqYpJDxkCINVPmYxZq6lDysYFHKyzE+kLgOKpSGWQHQ+/fTT4cpImZjPzZs3dz6CbFq+IQA9+eSTGzdutN+CYDM3e/bsN998U0koebcD1MY8EAkmCrdc52kM1F5heL2POUNjgbqWLVtGxRqJOA0HSHhpJNQSWCzTs2sS7Ntvv+VkiQUB5hhWtTJZIkOQMiWsUSAkJi0W4PQUHfIQ/RvaQeMBLmlWTiartaIjt+T7ahEAKMpy+ZE1CqkLl3Xs2PG5555j+l9FU666yCQNRy/YfCC60cmAb9t7JSw/ftrOkn7bQt/i27ssV7hKlpayv+ymkQjEAeXAkixeQpUBgIPBzej70W7duk2YMCHci4SsMaAGFZ6k5PAu8QrIECDld8maGxe4lNoDTnggzXGYjPif0xTiHbL8gdKAAQMgQGFXtSzkZJmfSF2SNVsaYgnsI7/3ve/RowZMD6zinSHIhqu1bNkSxy1atFi1ahUupm/4JCDYGWecgYuPO+641atXs4SSd9ulUxvzQCSYKNxynQfIrK0wRJONOYNlAfTTtGlTWvjTt1YYFEQaMmSISyehlkAyIyp27DMw8TDfcIDVAJpq27Yt/xr2Jz/5CdHBFxcX84+nGMoo2OZC2y759VCfPn0QETCTMQoWLMAlzcrJZLVWdOSWrPzHP/6xktNSljOsUUhd8BD8CZ3DoPR9j6Upl8gkDYd9jz/+eNiuYcOGSJlh37aU3AzLjz9mzBhVTAZ49913a9euDVNCUTCuvcty0POZNMr+MppGSRiIA8qBJVm8bEGVAXBJfTH4MMlMe6lALxKSzV8NKjxJkYogABokGQKk/C55KQWahCRptQeoayRLKBCznhn5AwqxQ5b87LBCpUqVvCU5CwaFnCxdSYjU1ftekoZYgVfiYYJsLlWDrZX6+TU8mEtbnHPOOVT9w7ZPyOSDlmCicO+4vAzUVhhFty2fq+AjBET+oaNLJ6FWoB9lhK/JBBtFsVTT8lkJ5tK5pOVxmNXaGQ569pmpU6dSxQwFS1lu+5WfIqJRzsNAqlatCmHyKDNAGn744YeTye69996hQ4e6LN8OU3LbGeSF+iGbvCvAFR6m7C+1afKMIsDUb38G7y0DABOo3wGFow2jFJPUbd04qi4CpPwYhTovaw/QSdoEk8eqUXgVooYse1yxYsXRRx9txS4kFHiy3BnA37ozMFuwLWjXrh2W/3379s0MjhWKnUqY0gGbG/mTh+0D7Hjs+yGlAPYftJbHDoCe9ZUR2AGceOKJ2J0gvNo9esQuiuLiYnqyWo64//776ac6Zccdd9xhf4xWYIjJMiIiIiIiIgMxWUZERERERGQgJsuIiIiIiIgMxGQZERERERGRgZgsdy4ESkmUqPRBfmzYsKF864FUkJxuu1RpsLDDmTp1akUMkH6SukMq5FSQyTZv3lzubUZE7CjEZLlzQZWSkKz/OYtRlBQDBw6cPn165mVcx8CL7SCnq8gqDQHY4eDMX//611I3KOtOSFAhiDwVcrjARRryFIsohcmwrtp3331btmwJUe+66y6XcNrBKDjToEGDYcOG0aoLOfKKK66oV69es2bNmjZtSq/SRkTs6ijYZGkrUVDJjsWLF9NrQ1u2bHnrrbdkNSjJyu9MNYaPPvqI33des2YNruSXwAJXMiSXv7d4iC0l4bZl/fcWo/CWjFixYgXCFiIyvdug6k6ogWMs/AqEao2rSSBNch0DO/ySyknDh5D00joGzoVNlPZU6QlKllAav0BGLajLNm7cCLHlG2mkEJfs3uglNlk3RlZWwV30LhqURpstmUgwBIzdJkvlObJBZWtVd4LrNrithSAoWWJcTElDZVWoKehfFriwY7fmcKYMSClMRmCiJUhywAEHQKvYkhI9ExLkr3/96+uvvx7HcOBu3brRLc8999wvf/nLXfF9pIgIhYJNlrYSBdFVnHbaac8++yyiQMOGDXv37t2kSRPiF1Ws/KoaA67p3Llz//79Z8+evXDhwqKiIsQFWlwHrmRhbHUOVTzElpJwSRyUrP+2GEVayQg0goHjrqOOOgpJUdWdUAPv1asXVQxQrclqEpMmTeI6Bmr4pZCTht+lS5caNWr06dOnQ4cOjRs3Hj9+vNKeLT1ByRIXENsIAvG5556rLkNKgB1vuOEGybzVs2dP2NclBCXXXHMNyTBixAhbWWX06NFEOorh4yMnkmX37t2RXXCyatWqMllKz7ENKluruhNct8EJBjKonQpBjBo1yiXUZUS+SgspWeDCWyFHmcOWASm1a0lWwpo1ayLRcrJ0yaKHhlC7dm2ZZevUqZNWAiwiYhdCgSdLWYkCsaa4uJg+7dGjBxKAS3YSxN0sWfltNQbEQSJmBCZMmIBoSDuV8JUWXJ1D1SVQpST4esnsrIpRBEpGYES0berXrx/Sj6w7YQdOydK2pqpJMDWzHH7p5MTwsXTABY8++mjbtm1d8k0tsQhJ7dnSExSLIS1FcITp6dOnq8vQPtKSIpSZMWMGlcBt2rQphMHBqaeeCpewlVXSkiV2UVSbhYpXy2QpPcc2aG0tqbS5boPzFYIgfk6VLJ14HJ1WIUeaw5YBKbVrYZj7778/POr888+npYBMlsBPfvIT/F+5cmXJ1gTLluWpdUTEToJCTpaqEoX8NghxkCsoIfRgcS1Z+W01BuCCCy5A4MC6G3kC+ypEZMSp8JXcYFp1Dq5LoEpJSElkRJPFKAIlIziYjhkzBldKVdiBU7K0ralqEpws5fBLJycPH1t8CrXYoxx33HEu2Z2w9tJKTyDrY82xYcMGrDAgjL3skUcewe6ZHgkS6BbsiTHYE044YenSpdi9ueSBoaqsgmSJ/bczyXLBggVcbkk9hpWeYxu0tvbWnXC+QhD77bcfcjNGR1/72WSZViFHmsOWASmFyegyJMsDDzwQaRXaoDMyWSIlU4E5rB7k0g2LjADLeUTEroJCTpaqEoUMQ927d6cdzPLly6l0nGTlt9UY6PiPf/xj79696RjhoG7duuEr+WRadQ6uS6BKSfCNsgyCKkYRKBmBiPbuu++6JF5T+V9OlnbglCxta6qaBNcxkMMvnZyBZCm1Fyg9AS1169aNdmzqMmoBOQYGld/Ade7c+fTTT582bRrSIRZPVGPIVlZByiEOa2RcmSzhFWgQRsRmq379+jJZSs+xDVpbe+tOOJEssVxwSQkO2stiT0y/xMGQyTe4wEVahRxpDlsGpBQmI6hKak4kS8wypFUq8QbbMQ84XIvKpGOvqUqARUTsWijkZKkqUciaGIhEWGUjATRo0IB4zBUrv6rGgCV2ly5dMO3nzp171113Icq0adOG9hCBK1mYtOocXJfAlpIgSNZ/W4wirWQEUjKyI1pGp9hUyboTduD8naVqTVWT4DoGavilkJOHP3PmTPolCFJvUVGR0l6g9MRLL71UqVIlesVCXTZ//nwIjOiv2GLx0Z577rl+/fp33nmH77WVVT799FMME6MuLi6mJ8M8nP79+0N1UCySKATglqXn2Aatrb11J5woRYKBQBtcCAJmql69OtrEGMk3uMBFWoUcaQ5bBqTUroXFB3aNUqvYOmMhCHthvPxrWFx22mmn1atXDy1gILQKnDBhAizrIiJ2WRRysvRWopBQFP6Sld+ZagxYVjM3/4YNG+S3MoErVV/2Z4F8xpaS4Avot47enxR6S0bQHkW+6aHulQNHVkDSSmtNfvnHdQzU8Estp/MVXlDaS6scovY98jKqNW/7SisXoyqruCSROF8xB3letSw9xzao5Ld1J9QxPRHhP7ckkE1JC3or5KjqGd7iIaUwWf7ftUIk9c1xRMQujYJNljukEsVOAvmANIxBgwZhw+EtCRQRERERwSjYZBkREREREVFeiMkyIiIiIiIiAzFZRkREREREZCAmy4iIiIiIiAzEZBkREREREZGBmCwjIiIiIiIyEJNlREREREREBmKyjIiIiIiIyEBMlhERERERERmIyTIiIiIiIiIDMVlGRERERERkICbLiIiIiIiIDMRkGRERERERkYGYLCMiIiIiIjIQk2VEREREREQGCj9ZfrNx87//nbdiLfDi3xY/8eeXcPDqGx8sX7G61P3OnPPaLbc//smna+TJL778On/53BLBK20ZhxARERERQSjkZDnnpTdbdrjmwDrFh9S/5OK+d6z9IleJ48E3P3jKeTfioMl/Dbhu5MM4eGzqvIWL3i9R1+99+Cn6vezquxctXkZn/vHmB41OuuoXdS/6ZcvLP/znyhIOJRssbebJiIiIiIiSomCT5acr1x3euFufIeP++cmquS+/VaN5z37Xjcf5Dz76bM26DTj47PN1+AgH//rXv//+2nvzXnn7q683OpEs33j7IzSyavWXTdr27//fv8ceEbd8tPxzav/tpR9//c1m7m7DVxvnL3x38bvLcYy94+8n/gV5ESmW95G/vnx0u/Nv+vqbTX97dcnnq7/AwdtL/u/it9795+Yt3+IMZFu/4Rtsbdd9+X95HQd/XfA27w7RPi7AmRWfrSXhSRJITtLiz48+XoVVwuq163kIdNmSD1bgRmoZfb2/7DP8D5mx2a0wI0REREQUCAo2Wd7/yHfpCqmF/hx00wN1f9UHB9hr/vbuKTi46vrxZ3UdiYPTLrz5Vx2HNG939TGt+yLncbJsdca1w2577L9HPXLQMRdVbdT1kivHjL5nSs0Wl3/77b+QMtE40h41/tqbH2K/eOypVyM9dx9wF7aw1Zv1oE3kqjXr6RrcjoT95FMv0zPhKc/8DRe4JKnj4JV/LJn+3IKji3o1PLEf7q3Tqg9uRK5FC+f1/O2Rx1725NPz0SyuRC+Q55bbH8fFSLRIjXQ7STvj+Vdx8QW9/hf/eAg46H3tvUc07YGNJhpHs+gLLTc+uT/GVb/Nld9s3OwiIiIiItJRsMnyxt8+irTBf94+7s9IKsguNlli74jz2HjhAuy0VLJ0SX4dfsfjOECOPLBO8cw5r419cAYyq9w1nnvZKJd8T4lG3vvwUyQtHMitJ3aHaBYni04bjE2qN1nSZhT7zoPrXfzgY88j4XW96k5ccM2wB085938oWd5w6yNbvv0Xtox0130PzURmhSQk7S23T0JGxF6TOqWTyOXUMs607fLfPQb8jvrC7YsWL8PBgn8s3Q4WiYiIiNh1UbDJ8raxU2W66v/fv6/dqrdLMt9v7prsRLJEdsRHJ3a+Hte/OP+tQLIEzrjolssG/q7DBcOGDp/AfeHK63/z3VeDy5avRCMv//1dmywJs15cdGj9S3BxWrLcvOVbnMSu8fZx007odF29E/qiL/yDtJQsZ//1DWqq2SkDsevtdMkIpFKWduWqL86/fDQuw/V8klqmh8yXX3NPx4uHc19r1m2gUVeMESIiIiIKBAWbLP/+2ntIA0OGT0A2em7Oa0c07YEsiPMnd7nhwt7/+857H7doPwjJct2X32Wgv8x9fWmys/Qmy1ZnDrli8Ngv13/33d6jU16s2qgrrkT73NcFV9yGHdumzVseeGwWciG2qjZZ/nHSbPqi8agWPUfeOfm5ZA+Kjeyd9z8lk+VjU+f9dcHbOPjzzAUX972j06Uj//Wvf//73//BvSpZYhPZ8MR+2IO+tOAdlhbtY5f50OQ5uBI30knahqL9DV9tRIqFTjhZUpsxWUZERESEUbDJEkDqqtniciSDwxp2PaT+JTeNfhT57OEnv0sk332xd8VtXbrfisuQMqs364GMiP3cvFfexpax/fnDcL51x6G33P7dhnLEmCdwyzk9vnvQ+vU3m3AxspTs6O0ly5v+10BcU61JNyRFt/V5rPwu8KK+t+MM/mFviryLPFp02mD8iY1gjeY9F77+HiWwX3Ucgv+RI7/99l/U7OGNuyE9Q5Ivvvz6wDrFc1/+v8S2+N3luJKfBpO0o++ZgtaqNelO200eAvayBx3zXe8YGnL5M7MW4njLt/+iNpGet4c9IiIiInZZFHKyJKxeux5ZYc5Lb9Zvc+VlV9/tkoSHXZdLfolK19DvY/l1TDov385EekMjdBLt/M+oibYj7NLkO5TUhcT6Dd/Q9lQ2yx1Rsty4aYt6xQWyQWBvm1JCPkb+ww7SXoB9JP/cSTZl5YyIiIiIUCj8ZMnYkvyKtYyNzF/4Ljag9NZH+WLWi4uwD6aUHBERERGxU2E3SpYRERERERGlQ0yWERERERERGYjJMiIiIiIiIgMxWUZERERERGQgJsuIiIiIiIgMxGQZERERERGRgZgsIyIiIiIiMhCTZURERERERAZisoyIiIiIiMhATJYREREREREZiMkyIiIiIiIiAzFZRkREREREZCAmy4iIiIiIiAzEZBkREREREZGBmCwjIiIiIiIyEJNlREREREREBna7ZPnNN99sh15+//vfv/jiixXdy5YtW4YPH/7Pf/6Tz2zcuPE3v/nNypUry9jy888//9BDD/GfX3755eDBg8vebOnwyiuvfPTRR3lOZqJc7LJ69epbbrnlj3/84wcffPDqq6/mvGvJkiW33XZbWlNlFCkM6ycWMPFzzz1XoWKUursS6dmL6dOnDxkyZPlyf832ipit77///ogRI/7zn/+Ub7Nh5Jz+ZdSnCg67Dwo5WcIhGjRogChPfz7zzDMNGzasW7fuscceu2HDhvfee6/+Vuy7777PPvtsqTuqUqXK/xN45JFH6tSpc8011+S5d9GiRZUqVZo9ezaOp02bhuMJEybgeOnSpT/4wQ/waeDeNWvW4Hop+SeffIIzf/3rX+VlBx54IKSqXLly69atwxGT0atXL2iJ/3zttdfQLPJTnnvLHUcccUS/fv3ynMxEfrsEcO6556J3JLlLLrkEDoYzMN/jjz8evuvhhx+GQdOaKqNIYVg/YTz44IN/+9vfcACvwzVffPFFhUpSuu5KpGeLd999F32dd955MkPIpkrkFTllmDx5MjrdvHmz/Qh59H//939zdlcieKe/BeszPzZt2jR69OgVK1Y4Exx2HxRssoSb9ujRA4s7ngbYiPz73//GQZs2bZDP+ErsNQ8//HCkz1L39fbbb7/++uvf//73Bw4ciIP169fT9Hvrrbf+8Y9/8GUQ4IUXXli3bp28FyLts88+N910E4779u0LX7/wwgtdstrFeRIY7ePGtWvX0i3IoFiY44wMgmh27ty5uNLOFsToW2+99Z133vnFL37Rp08fnPnXv/718ssvY9rTqD/77LNPE8ybNw+7ECfmA2RGfsVytaioiFrDiHAjJo/s4ttvv0XvlE2/+uqrN954AwdYVkMbMATOIPdDZqxJeRQ4wBB4d8iD+vjjj5ctW0Yn33zzTUiIHhEF8OeHH36I7ciqVatIDDqp9IO+sIfD/9grKFW7rWER98q4CSFfeuklimtWFUpULNuPPvpo2AgH0AzERl9nn302og80bBskHcIi2D6qZCmbIv1AsV9//TU+QlTCMSsHn0IP0Aa5E6I/pRwJkhwXQIFKZuknUNrMmTPhmSRAtWrVunfvji0XRoHr4W9ogYyLFtCRS6YS5MegnAF2xrNmzUK/9KdX7MWLF5PYtjuvvdAaDI0DGjIOrJ4hGLkBZLOCYQKiNVpowgl/97vfYfjQGO/zlMm8s1UZ0XsjJIRLYyrRPHVidnCyhPJJ2wTI8Nvf/hYf0dRwJixIA+U0vTPT3+pQugfp0xrIJcEQt2N2QAD2f5c8yEHL48ePh1dQcICtMUcw8ekCb3ArMBRssiTcf//9ds2IDRZ2mfznPffcQymkjEAovOOOO+gY0+/ggw/+yU9+Ag+76667cObuu+/ef//9TzrpJOxiOaoS2rdv37ZtWxxg43vUUUcddthhOL744otPP/10HBQXF++9997YfyB3Yp5Q4KtRowZyMwdBTDBsH3/605/i/7RkiTmz33773X777TiDzHfMMcegLwiJyALvr1WrFraeaPPMM890W5MlbvnRj36EWIPpTVvS/v37Y2EBaYcNGya7aNSoUZMmTZo1a4bQ+dhjj0EGJ9a5CBwYO8aFISBhf/755xgI9HDqqadC5okTJ8pBDRkyBBcjpmC20+0Uy6ZOnYqLT0vgxG5A6Qd9oWUICckPPfRQ9dQddx1wwAG4AC3TEM455xzoAZqvX78+ooNVhRL16quvxkdofMCAAaSlKVOmYOMOJWNotsEZM2bsscceaBCDUslSNgXBMHxINWfOnPvuuw8NIo/iergNiY0A/eMf/xgXtGvXjvzq+uuvl61BmOrVq6PBG2+80ate+AmWGjh/3HHH/fCHP8RGAf2SAJ06daLgjmCHj8hjodgTTzwRm79f/vKXLVu2rFKlyuWXXy57RKyE5pH/0AuCZprYJO2YMWNsd8gW1l6XXXbZr371Kyf24lbPmMKYNS5ZU6J9uXT7+9//jgahTKirS5cuGDscA33hJByPrlEms7NVGZEblzdicfPzn/8cgsGjSBg5O2iA6B3aO+uss7gFyAClkTzIQCosKAPlNL2d/l4dsnvwUlgZCKEA1mzVqhU09rOf/ey1117jLjC1cQ3OY0+M23+WAK3BlC4Y3AoJu12yxDIQeQJbK/oTQblmzZrvvfde2ftSyfKUU05BLx06dDj55JNxBq4MP4NbYwYOGjRI3ogEBi9EVILz0eMpbK0wVzFvMfNpUYzLkI0whynwYVpiDnMQHDlyJOYtlr3Tp0/3JktEIkzyvfba64knnnDJGh8Dp3Uo1uDw/kMOOQTT+Lbbbttzzz1dMrXq1q2LtKGWES1atEBcUF+KIFR973vfu+GGGzZu3Ig/vcmSRoHlLYQZO3YsEl7nzp1xwRVXXIF5KAeFRS7dhdmLkAQ5KS9ee+21yIi0THZbk6XVD/VFq2McYHMgRcVdkB9tol9EFupr/vz5WGJjCEhsVhVKVJxBAEXcd2L/jdiEAOeSjYVqEKGTHAC32Mew3BQEQ0JCqsAeBcEUW3mXBF+O5sh8cCfoH3aBoS+44ILGjRvLpiAMfAALfOjQq174CbYRsBF6wXb2hBNOwF0I5UOHDnXisSHuRY6EGFhaYR0Jp0WaxHYEYRcXkIkJEIkWebSQ8orNswCR1NudtVdaspR6fuCBB7AEwbjQMowu9YCMgk5d8j0lGsRWDMssHNCWncFNOTNbrRHTbsTuFquEcePGkZxydtC4sA2F5FJpPEFoM6rCgjVQHtPb6e/VIbuHTJbSQFj9IHFidvTr1w/rDNkFBoWWsRSmpniOIKnbUbgCxe6VLJcvXw6Ho4dLhGnTpmF2lUtfKllSv4hWmFpYhMLVsOg+LgGtuxn0teWoUaMOOuggOC5SGo5xBms0mnL0sPT888/Hglo+UuNjpDS4qUv50gKC3XvvvTjo0aMHlqjoAu6OVIFbaALw5EEqpWmMM9gIYuZgHsqmEMvq1auHLPKHP/xBnh8/fjziI5bYCDRpyZIeOmEFessttyBJYL6RNrp27aq+VDvyyCORQhAsoD1W5qeffopIhOCF6/mk1Q/3tXr1ap7eDLYLTIBoS2G0efPmJAkWUlYVSlQXTJa2QazMrrrqKpfynaVMliQYqeLPf/6zS7wX6yf56VkJcIA/cVI2Jb9JSlMv9grYcsEPYSwS2GYvkhPzAqpGiLzyyivhkNQU4i8islQmDS1TbJoF3u6svaBMbG5cMFlCDDgngjWWgNjtKROTVO+//z4anDt3bp5kKeW0RvTeiEkNF8VKAutachU5O2hcWG7SekKCk6UNC9ZAeUxvp39Ah/JYDRxGxKSA82DX+Oijj8ouVLKUc2TdunWB4FZI2I2SJZZCjRo1woJRXnD88cfzr/KwpivLDz69yRKORU6PZR32Xi6Z53BKdS9SCDIl1qE4xloPUwXBzm3dqWDirV+/HikEs8KbLBE1EDuwP8Ym1ZssR48ejWSD3ca+++67du1aXPP0008jGatkSTOckiXOUDBasmQJN4UA5JK0xF9huuQLS+wt8H+1atWuu+66p556ijas2GfIZPnggw++8MILOMAc69ixY5s2bZC20Rd2LSpZYhOJVA2x58yZw8rEbhtrXmRlBHHcyN8+Kv3I74q8yRI7LayvkXdr1679xhtv4Br68mzFihUYglWFEtX5kmXv3r0R47Bvtg1izY4tL7YgWKrnSZYYY+XKlTEQ9Ig9E3KtK3myTFMv5IQwuADCkFti7YidyhdffMF6w8oDRscmnrYmd955J3wGmcwl30vJHqFDbHHQONIVRhoQm2eB7c7aCwo59NBD4cydOnVSgZ717JKnxMji++yzj/pakRS+adMmbIuRtzCjvclSNqXktEb03vjkk0/CFTGdx44dS64iZweNC7OAHhfJFnAjPlq8eDGEVGHBGiiP6e30D+jQ+ZIlDfxPf/oTohBiJrI+fwtLoKBx3333wT3sHAkHt4JBwSZLBB3Ei5o1ayLs/td//RfOXH755dhOHZvg6quvdsmPPBEx+Rb4tHr4UCLwlz0AFphDhgxxyW92aImHldpPE8CtkajUvZhgcLtx48bheMyYMTju3r07fYRlMuYbpmXLli0x82kd95e//MUl3+rTMWIZVnY4Pumkk+C4ai2MTvER1oyQaubMmThz4oknIsogciFJz549G0KicZd8JYOO4P10BgdNmzYl7RGwlIYO9957bzn/sUBGPEWCP/jggxFoEJVIGARTBFCsTmhSIYDifxgF0QeXVa9eHdvcH/3oR1CUHJRLttoQA63RLzJImTfddBNaQ3yk7SZrWOmHhrBlyxZqk0IeAzJARQgf6Hr69Ol0O/7EUhpDQEqzqlCiuuQLWnrWxBfPmDEDcRkX2AYRd6B/SIhIR891JbgpHg65CqyD3uG69BiZP+2SAAf4EydlUywMkKZe5Eu4HxSLFQOWibgSixt8BBOz3nASERYnkQNcEv5gdDgPROKtGGHhwoUwOq5EX7gxIDbPAtudtRcWQDA0dIikS0/5vHrGlhHXI/UqldLY0SZGSg9UYGj8qb69lk1ZOZURvTcij2KkBxxwAGSjnCFnB48LTaERmaqxbMVd9KRXhQVroDymt9M/oEN5rAb+5ptvwlGxSYV4iJxKY1gBoAusgO0cCQe3gkHBJsucKMcXoeRaTB5zFzjAglT+XkBCLmDVYhZrZyQk/pO/cFXH9EN8tSRMA+0V+GIWUn6ba8fikgcy9gfxuAtDk8qUwlCyxMZdrTohAz/WkwNxKcpEPMUO0l6Qph/VJt+Fi6UVcMy/53Q+VShRvcZFZOELVINohz6ypuEz6iM0SwYK9GhbU87sVS92M0oYWIq0IcerPBBql/JIyIcxecS23dkD9K6EtHqmF0LSQjM8TWrDeoJsyiunMmLajfQbbG5fzo6AH+IM/yxchQVloJymd2b6B3TIx6px5HWs3nAj7cXta6lsXG+4CAS3wsDuniwjtgOeeeYZLHgLeyJFbGcMHz68Vq1aKqlHlAULFixo0qQJ/Zb4zjvv3NHi7HSIyTIiIiIiIiIDMVlGRERERERkICbLiIiIiIiIDMRk+X9YsWKFeoE9P5ioWtJDh7mbS9Rs6W6fPHly2i8UyhFr1qyZOHGiPDN16tSy92ubtVi7du2kSZPC19BPOjcmKKNIhJKOLs9ASgH+eYhCYXzV9J///KekLLUVpOc8KEfv2iHwarsUjrR58+acvy7cRRGT5f8BiY1oR8LwkiDze2xMD+3lbi4pAvzXFqeddtqxxx7785//vH79+jhYuHDhWWed5aWRtFi1alWVKlXoGALvvffe9Iu+DRs2VK9ePXzvW2+9Jd8tcckLYepFz/Xr1++3336tWrVq0KABkXhlwjbrvebEE08MX0M2veeee/JMfiTCzBhtR5cpZHggDz74YM6mPv/8c6ZprFu3rjcwHXroofll2/6QQwjgtddeO/fcc0vUch6HKQUC1uGPcnrX9kROPRNY25j7xOrsshzpscceO/DAA+k9NJeUMfnVr37Vtm1b/F/Av+Mr2GRpybuJsvmjjz4i5mXJtuwS9+KqGpYUGG6EEInwpEiQCZzViB7acjcrUmamn8Z2Fn5GJ9988016GQtn8CmOZbIMkFlLIE0yPxHC+vz589977z25C8FO18vtV69evbfffhsHo0aNqly5MlVBeeqppy6++GK64LPPPsMF9Etx/A91ffzxx5988okMUmgZMtt0QgyZLvnN/c9+9jPSA/T/j3/8g2VDU2iW3tR2IvZBD+pFN5eYEsLAdpwsYSzcwr+NRFO4AE1RskTW53dOPvzwQ6ZZkDIgTSKdY/5TvsS9ROPOnaaNjgYI01CY4CcB9Et6GgjahDz8g3s4GGkb10BC/Emjhj+gHTomJWOkTLY5ZcqUU045hZgBiB7BqtHGOHQBhSMgUnJVDsCSELAWJAJul7x7QO/s86DQF+SBjUgtcGNIyzk73LIdgtvWqSToTSS31StgCGgS2sMBv/xHdAEI7sph3LbOQGqEwCQMbsdHbAhlZeWEAevIj6R32WkiLagASciOCFPUAm6h5xb0IhZu5CikxmvtJWel0jMBTkhvWKEFpsmFZUnbODlo0KCbbrqJNA9HkqqQQJwcOXJk586deR3funXrEq0gd1EUbLK05N04g/0NgjVMq9iWcf1vfvMbCjSWFPjMM8/ca6+9DjnkkGuvvVaSIHNfnNXohUK4u+RuVqTMkn76f/7nf7AXxBxAgsT1+Oj222/fY489sJ9DGuBmA2TWCipZYqQXXXTREUccQZHi6quvxmb3sssu+/Wvf61uvOaaa2h1jIiDmUC8Hv369SMuWQwcy8bu3btjCBAGk/yYY47BKhLScpDCp5ifELtq1appyRLBFKqgqNeuXTv0gvO0XqlZs2aHDh2Ki4vr1KnDOQYRBCNisgICPsJduLJZs2aULP/0pz+dcMIJgwcPxsW4ZePGjY0aNbrwwgsxfKgaF2DtQrSlPXv2xBYc62hYWcnw+OOPwwE6duyIVTPkbN68+ZAhQ/A/XCU8Omzii4qKrr/+eqKk4HRFaRXSHn744e3bt4cXnXrqqeRgCDT9+/fHiuTmm2+GB3bt2hXJDDsV2AU6r127NiIUboS20SnuuuSSS3Dm9NNPR1O4GBGferFqtMmS3ABOjmirHEBKAifE6LA2gn6IbRXjOuOMM6gRWnNAjdA5LoBPPvzwwzhGU5DNupZsmSVRQ1BOpUxMTgWvIHlgiE6dOsGZMVJabNWqVQtjR1PwKCyn+BblDDiPhSCuPP74488///yTTz4ZMpCQ1srKCQPWkR+xd9lpIi2o7IJBDRgwACNCOhw9ejSRf/HDElgNPoP2jzzySOKxUuO19uJZiQW91DP3OGnSJOJrvO+++4iCB7dAIaQ6+E+TJk2gCqqABIujEVaFM4AyKVlCyZANypw7d6583bnwUMjJstK25N10Zvr06bC9ZVvmZKlIgRcsWEBcGwjxWLVJEmSGSpaYzMywZUmZJf005UjIcNtttxFhDbIy0bHiU242QGatoJIlFd679dZbMX+Qwhs3brw5QYsWLdRXoXB0zDrMQFyDK4lqskGDBvB+qILptaCQMWPGYHZhxtIUopmGQIwJ45LvP5DUbbJEZGnTpg1mPkKelB8xgh5rY3LSmhp2QeRCs9jnQVH2KTSCERFX4iOKLIhfWJRgXEgbf/zjHydOnNijRw/qF9Z0W5Mltj5MfSItyDJgIFQaCUEfMRcNPvPMM4hH4dFNmDAB1/Cm1iZLREzaykCfWLUgbt5///18u01vSFFwG4ryRFlHuQrOzPUr1F08BG+yfOCBB1xCHKMcQEoClWIlQcfwIoROb7JE9KQzWGgSxQTEC7cswUOwTiUv48yHfmmjgzRGvFSI4PTbAloBu2RJh9zMtyhnYDWiHSyCEdlhCxqOsrIzThiwjvyIvMs7TZQFJeBR2LfRsTdZQjaXkFdj2WHHa+0lZ6V0FQbGjgyKg7PPPhv6XL169ahRo6TqMAqMhS2uVKHAyRIBp3LlyljEY9mBdfl2+J3EjkKBJ0tJ3i3PWLZlSpaW2lhSdbttKwYwAsnSkjJL+mkAKQEbHXzUt29fyUYtmw2QWSuoZEnfWY4fP57KNmGAFyVAaFAsuJjSyMcvvPAC7VyxRMWuhdhBEfGpKpZLuHYHDhwoH3nRMZYUzEcfeAwLXHDBBVi4IHJhp4WletOmTWlVzqEHJ7GUpmUyJr96lOSSYhc0ezmyQDkXbQVMiRCAxQFdzFEevUAqjv4uedKlZOBkiQOs66nBcePGhUeHNIltJcIiRTci9XUiWbKu0B2GBs1DCUgqtN3ngc+bNw+9IAZh8wpjyRupTZssA2pksBtYB5CSYILwl/GQ4emnn0aypCJxSo10BnOKuwi3LIXhIVinkpfx2Hk4cGwqX4ouiO+XP0JagnvzLcoZ+DxmJdZqdAtyBqawsrIzThiwjjPJMjxN2CsYcCosH6ENTGckS6qdJ5Ml9YIsSNNQjdfaS3bnTZYA9pEwK2LOsGHDHnnkkdatW2MJ7k2WVhUKnCyxp6S1tUsoRR966CF7cWGgwJOlJO+WydKyLfPOUpECw7dwFxwLcxVOI0mQua9AsrSkzJJ+GikKq/4f/ehH2HQij2LNu88++8Dh1q1bhxUlN2vJrJH/sMu0o/YmS0xdzC6MERkr8HM1XI+dHD13HTBgAFSELalLNgGIMrRz6tatGzZSNlkiauMaDAdjx0YqkCy7du161113YSd98803u2TXq6I8JiElSzSLsTdr1kw9BcKCmmqeYOFCkQXrD5lTJ02aRAW0ly1bhtDpxM4S+yHSAAS2MsA09IOsK664ApsSbjA8OmoQ26m6devSQKjQEtInJUuMHZ6A23EAZdL1aL937944OPjgg6kdKBwR2SVreZUsSTlwRVwjzwTUKM1KbmAdQEqC7Tg0TyehT6huyZIlyMEuWVBKNdK9UAjV6IZywi1LYXgI1qnkZXmS5YEHHkiuDrGxzeJblDMEkqWysjNOGLCO/Ih3loFpYu1CKsLaAiEFqZrYqhFnOFnS1hz/02MSNV5rL9mddBUJrP6xAMLeFBfA27GIlypCzoZHpalCgZMlpidko+0E1hPywXuBocCTpSTvllTRlm155MiR5B+WFPjSSy9FIz/4wQ/g05IEmftiomruQnI3K1JmRT+NlIwESQWfXVLM9oc//CExRHOzlsy6qKjIOxng/fzrlc6dO9MXq2iTvofAlEaePvvss6nCogIWFt///vcpJSMeoWsuHjlixIgGDRrgLtxLX/vTQ2yAj/v374/1B2YdZrt6CWf9+vV77703JEfmO+ecc5A5sDXErrFLly5Iz5SSWQMYODYE3Cw2bdhYy9YwwFq1amGqd+/enaokzpw5E5kJssHQ9LserJ1JWkrSiBHUC0ISroQkiGVWBixKcD0uRuaDqB07doQM9EJCYHTI/bAFuqaV/vDhw9EF7AUZcCUGgkCPPRY0T6TVCPfoFCcxTJdUCIHVEIix4UYmxp/oCIaTSiblQG8Ix+gI/kBnAmpksBtYB5CSwKwIo2gcCZL35RgvRoHzWGRINbqkdAa6hv579eoVblkKI4egnEpexmPn4UBFWGu6JLs8//zzODjooIMgHvZGkAHziG9RzsDnkSwhMLV2xBFHIMdYKysnDFhHfsRqCUwTZRe4aMuWLc877zw4BmICogocD0YsLi4ml0ayhAthdIhgVMxEjdfaS3Yn9Sz7xT6SK3Qi2UNgeSPGVaVKFXq6a1XBoM0uEiRkox83YLOLYwhMeb1QUeDJUpF3qznJbMtr167F9OavHCwpMNZNkpPavuUWYIV2PlJmfgqKSYskLR9D4WImLJaNSDJr+iLEjtpyJVs5017Rc+lc8C552Ch/LODtiH7Nm5Obnhuk6yXdvDrwjlTeS1Dc2WQvKwxu5J8lKxlcYmg+xmJF+kBgdLSVTLsSB+hI1p2AqNKy/LMI2oAGVIEDWsLzmTQ1MtQZ5QBKEihNzZE0NbrELvwr0MyWpTz8pYZyKit2QBW0tJW/DEpzhsCB29bK3gvSrCM/YqRNE69dVF0B6Tb0PEC2b8frjL3UrJS/5WZ4ufv5RkwNemYWkNyLXf1l0zwo2GRZIvLu8ePH77fffqqg8fbBiy++uP/++/PrTREREXlAD70LFdhiqle0C3u8uwQKNllGRERERESUF2KyjIiIiIiIyEBMlhERERERERmIyXKH4Ysvvgh/eV6h35nnYSEvBZ912bFhw4ZyrOibqWSLhQsX0vvv2x+lkLYUsAP0elpJ9RD44ZhEJo3qa6+9Jn9q7u0o03VLge2j/JwoX7LZTJWWFGmhafsUb9hRiMmylMhDuh3GBRdc4KXGYFQoQXMeFvJS8FmXHQMHDpw+fXrmZTn1n6lkC/k2YXkhQGwtPyqFtKWAHaDX00qqhzRud4VMqnf0e8sttwQuyOO6pcD2Ub5EwIfLlxA/U6UlRVpoyl+8YVdEISfLAL21M8TE69ev//rrrz/++GP5RjORlDKRN3NSY20rSbcDIO5p9EW1ulauXMnExzimLZSUE+s1tE8/GZcEzZYxWRE0e3mrvVAs5FgJ0q/P0RcN55NPPoEAaJz5rGkUOJYkeR988AGUwzTTAShVS8ZnZ5QMbfCP1yEDc3k7wdytSM8DYCWnUXLjJLrGeJnoXCYJSQ4eMKXzkXencaC75FVRpjqTH7G01vEwasWJnwlSu0u2YvQGCDFo0wClNb1E8/ayMIgT3OucUDW8mmSgNGCpw2n4y5Ytk5FdkbNbAv0wrPl4OBCJ1YsDzDtSviKLzzREgOpdObC6V/lwJiG+F9KRvJPUqjQAGYicobmH8FAFDYcdBhrDLdxjTJa7JML01s4QE8Ofjj/+eGykmjRpQrGSaJx69+6NM3fffbcTnNTjxo1j0u2wGGgWUwK31KhRo0+fPh06dGjcuPH48ePdVseSciJbN2vW7IYbbujbt6/bGq28jMmKoNnLW+2FZSFv3749FTPhGYULMMzLLruMqT1oFOiiXr16RHoyePBgNNKpUydoL7MMmeW8Zh52q+RevXphxY1Rn3TSSVdddRXGSKwRkrlbkp6Hu+bZm0bJTcqEeGeeeSYPlhxAkYMHTGnJuwMc6DDuFVdcgZbRrPqIpPU6HoSXnPh50LNnT6J5Ql/08jiGMGLECPyP9s8++2y2ppdo3l4WBk0x65xkbpi1RYsWyB90mWVDfeihh3AjfAzeQn6o9G9dNwyv+diHkWOYpA2CIeuQ8iVZfB5DpPmVdWB1r/ThPIT4FtKR7AC9Kg1ABUxFCo/FBHy7W7du0DzmOzsMxjhw4MDjjjvuvvvuczFZ7qII01s7Q0wM8yMCumSLQEyYPXr0oK9GsAqmM8xJ7QSPaBhoFg7tEmIg4k/HEptJOuBYUk4s0ODoXJSHPNLLmKwImtN4qy0sC7lNlgcccACRhshkSZyxr7zyCrGkErE4EkOjRo0yO7Wc18z4bJVMyRIR5Morr0TQwUQl4hXJ3J1f/zx70yi5FdE5Yiip3ZKDB0yZRt7t5UBnVK1aVX1E0nodT3LiZ46aMGPGDHqK3rRpU4zFJbS6NEBlTS/RvL0sDE6WauyXXnopseaS4dKSJexCW0zoEH5o9W9dNwCv+dRwYPelS5di1KQcTpZMFp/HEGl+ZR3Y3mt9OECIHwA5kh2gUmm4ERmILCk88i6FR7fVN+QjegQQ4sWNyXKXRJje2hliYmn+fffdF9ETE5LKC9DFvPCnM/mTJTWLGU71cT766COirKPWlJyPPPIIFrM4w/eGGZNpXGm81RaWhRzJEkHfiWTJmpHJknfbROt88sknI6shFhM3aRhpnNeAVTIlS6JPI5JrpFi3LXO3K3myTGMZtUTnNFhLDh4wZRp5t/NxoGOfgcgCU1auXNn5kmXA8YgTP3PUBCxHEEaxY4BKsfFFYsAOz/ms6SWat5eFwclSjR3DkXVYOVkq6nC2L/mh1b913QAC5uPhQAaaXCQJJ0uOA3kMkeZX1oHtvezDeQjxLZQj2QEqlYZbk4HIksLjdlrccIPoi/h1u3Tp0qFDBzJ6TJa7JML01s4QE8P8REwMVyNCUaxkabuGtSevDdkVmHQ7jMxkKeWkY+TpI488cu3atXRvmDGZJlUab7WFZSFHwqMfmHTr1i0zWWLHSfMQO8vZs2czeWwYaZzXzqdkSpZPPPEE150mSOZul1v/eZIlzP3VV18hWKALfESDteTgAVOmkXdzv5LYGiEMG69NmzYddNBB6iOSNuB4xInvki+M87BTde7cGRudadOmITEgHBOrorWml2jeXhaGTZZ0BjvLBx980CU/ZeKTljr86KOPpkLol112GfzQ6t+6bgAB8/FwVqxYgc1ly5YtyaNsssxjiDS/sg5s72UfzkOIb6EcyQ5QqTTcmgxElhQeO0uMyyV8eOvWraO+IHybNm1cspeNyXIXRpje2hliYvquArEPc4yKZCE0N2nSBA7doEEDKnQgOamZdDssBpMsz5w5E27nEncsKiri1qSc8+fPh5fD4aiCHd0bZkwmvuM03moLy0KOoVWvXh3td+zYEVpygkOZO+JRYO5BYy4htsYuBJ9CY8xYm4Y0zmuvkilZYuoiuON6/E9RVTF359Q/myyNkhvBHXEBJ5nonAeryMEDpkwj73Y+DvTzzjsPo4D2atasqT4iaQOOx5z48NUFCxaExw5gpbXnnnuuX7/+nXfeqVSpEj0ntNb0Es3by8KgkdqxY51Uu3bttm3bwrcRf+mkpQ6fPHky7It7sXojP1T6t64bRpr55HDQDj1RZyVLsvg8hkjzK+vA9l724TyE+BbKkewArUoDUAFTkcIjJSN4woJwPEwZ6gvbD3hLp06dIAkZXUbIwkPBJkuXRW+tiIlprURcybIRyWWsXsOSpNt5oLiJJXk3y0lfcth70xiT+SCNt9oLxR6+JYFt3KUQQCMgcrQ655xzKI4EEOa8dtsqGdETuYeOYQ5ZNkExd+fRfyabNu2EFNE5I4133ksznUnezcTWNN4APboLOh52QohcOX3PS5yd1rLblmg+cFmgqTS+cntSTUk4oXrF1urfEugHkGm+zJMuaAiXNWrpwGkU/HQ+kxA/IFtAKqvSAFTAtDT36M72RVOyRGLvoijkZBmGIia+//77Vbn2iDQgmGKt2q5dO2x5+/btmzlD8nNADxo0qGXLloHq1uUO7HtoH78LYd68efKFioiIiO2A3TdZRkRERERE5ERMlhERERERERmIyTIiIiIiIiIDMVlGRERERERkoGCTZekqZlQccXkYFVpgZPvD1oWAOcaNG3frrbeWVyWTtHbKUjNk6tSpBVwzIScyFVsiftodjhL9HLQwUF41RgosKJUdBZssS1cxo3zJ/gmB2gL0srar4AIjpUNZyqpYjpXp06efccYZL7zwQnlVMklrpyw1Q5jdaddC2QvgSGQq1ltdpHxlyAOeOxZ9+/YlYrzLL7+8WbNmjRs3posHDx5cq1atY489tqioSJLgFxjKWGNkZw5KOxYFmyy5YgaR/S9ZsoQm83vvvccv0eMjqgzAL4Fxsty0adObb75Jb79RIQUcE5ncN998g2QgX6sqXW0BXPmLX/yCqnbIsg+K7J/KGixevNgW95CVRlRZFVtMw1tWBf2+8cYb/Ioh1xtJK+uxYsWK119/XRYPUfUlvHUhNm/efMMNNyBUQfPKLrKAg6pg4C21wTUxuB23be0FmyzzNIs/16xZo5KlV4eyJIXSnhN1UbwWkbVWpIO58itewZAVJFTVF9tmiRRL1UVkF3lkKF//lHPHGfTq1evhhx9etmwZv7NE7yPSeRwglxCNqksWdjwil+xE+ekCy4wLSEhbWybNoIxwyR11l7WU9V4qfEQ+pqqyBGqMWE16o4o3KOV3zsJGwSZLpt1CBOzQocNFF1102GGH9ezZ89e//nX16tWJ2h8ftW/fvmvXrkceeeScOXPc1mQJ/2vevPmQIUPw/9///nfihm7Xrt3xxx9//vnnn3zyyaeffjox/ZeltsDNN9/84x//GL3D9TkSKbJ/l7AhQ/7i4uI6depI6gBVaUQxxXuLaaiyKtOmTcNxnz59jj76aCKp4noj3rIeWHJi1P369atduzbmkre+hLcuBOYklvNNmzYdO3astIsq4GArGKgLZE0MbsfWXlDJMrNZaBujgMBVq1aVydKrQy5JYbUn66J4LSJrrUgHc+VUvIIlVxUkVNUX22aJFMsEftxFHhnK1z/l3LFzn5IiYj3i/hNPPKHOu4RYnOiXofABAwZAmbxcRtyvUaMGDpYuXbrHHntQGkPEwNSztWUCBmWES+6ou9TFXu+lwkdIq6qsSqDGiNVkWlTxBqX8zlnY2C2SJU2YHj16jBgxAgdwUyJ/wkdEXw5nojfTaUrD/3Ae3vDMM89cfPHFXEgBE2n//ffHPMF6iqoQlFdtAfJLS/bvkrIGtNRFQJfzUFUa8QYjVUxDlVWBx9OScMaMGYhZTtQb8YrNOOOMM7A/tvUlAnUhMOTRo0cru3gracgKBvICVRNDcpASuPaC9zFsWrMIOlRBBbpq2bKlTZZKh1ySwmpP1UWxFuFaK8rBXHkXr1Ald1TVF9VmSRVL41JdZMpQ7v4Z+MaEkyK8FAm4UaNGtD/GebRZrVo1OCexFMH0vHVmYMWDLTUUBYNOmTJlwYIFFBxsbZmAQRmBkjteN5AXcyPSe6nwkS2rEqgxYjWZFlWcCUquJM5Z2NgtkiUtpuBDNIWwQxo6dKj8CPs8oh4mR8GN2HFSxYBx48ZxU3AL7EGp/cMPPxyRpbxqC3DZB0X2L6/BjbT9JahKI6qsSloxDTpDZVV+/vOf058IQFh4um0DkA1/8+bNw7IXe2tET4zR1pcI1IXwJkupqEAFA7pA1cTgdtJqLxAym0Uo5PpT6jFsWIdWe6ouSsAiysFcOh93iRyMoUrZqKovqs2SKpZaU11kylDu/pknWRKgKLqdzmNBg50iJV1Yv02bNhBJkkZhSY21LDbKkydP7tatGzT2yCOPuGBtGWtQK6ctuRNwA7o44L22rEqgxkhAkyqqOF+yzO+chY3dPVnS5gz/Y9/ptroFHFRWuw0kyzLWFjj44IPpLt5ZKrJ/JzwVYUu6tao0osqqeItpqLIqWCfSFx6IBerJofOV9cCMRb50yWpUJUu6MVAXIpAsSVGBCgZ0gaqJwe2k1V4gZDaLpqAftADjYq+jkqW3IAl9arWn6qJYi7C6lIO59HhUIgdTvsEld1TVF9VmSRUrC91wF5kylLt/8txBm0gVsmtKiqtWraIv5LB3pNpknEThjRTcSUho48knn+TbcX2rVq2wesbwsZvEepS+EAnUlrEGZQRK7ti71MUB77VlVQI1RgKaVFHFmaDkSuKc0Dk9XClIFGyy5OoHTIQ/ePBgWiHCQa+77jqXeN4JJ5zQunVrzCVaaRLZP2Z4s2bNsLRECxMnTuSmEE/5acMRRxzx7wRlqS2ALpo3b44MxBUDFNm/E/UHsI+URUVUpRFVVsUW07BlVZ599lnMf6TAli1bImK6bWsd2LIeY8eORTqBzFicYoy2vkSgLgRWylgreO1CigpUMGBNypoY3E5a7QVCnmb79++PESEYIcFTRRpCoCCJV3uqLoqyiFSXcjBXTsUrWHJVQUJVfbFtlkixJKrqIlOGcvdPnjuQGRNBOhuWj5jpSCqY15hraOQvf/kLn3fJ2y9ICV9//TVaxjCRDukLQgbsOGjQIJd8qUlFS1ywtow1KCNQcsfepS4Ol/VQZVUCNUYCmlRRxfmCUn7nhNJGjRrlChQFmyydIcK3fN+0TEurKrBu3Tr+6ruCagu4bWsaEBTZf0B+VWlE1nCwxTTKpawK3R7WRmZdiECBgswKBrImhtJhoMfMZlX5C0K4IInsmqHqoqhmVfsV4WDyDL8kZ6u+OFPRJb9ivdVyMmVwFeCfdu6oy3Ag68fJ27l2rHcnFCi8460tQ5AGZWSW3JF3eS0V8F5VViX8UqlXk153UorN75xI8wX8pnIhJ8tMFBcX5ykgvCvCFtOIZVVKil2xIIkX+au+bDfsPv5ZIuXvhJbKD6RJbGF3tBQViN06WUZERERERORBTJYREREREREZiMkyIiIiIiIiAzFZfoexY8emfVQWYm6XfFevvkIP9FWhKBda5DThJ0+eXOov9pljvYyqlghwSa9Zs0b9XjGA0o2rvMjivZgxY8bQoUOXLl2afxR5YLnvGXmIuUsxZDs1MlEWNysjykgfX0F87vkVYosE0Fy2hiuL9+5AA20HxGT5HYgxRILZhEtKzD148OBDDjmE33+64IILFEGG7UuhqKioYcOGHEfQVP369Tt06JBfBi/KhRY5TXh+/asUYI71nKp+9dVX33jjjfA19r1sZvq2DDUBlG5c5UUWb7Fu3bqaNWvOnTsXq4r8o8gDyyPByEPMXYoh26mRibK4WRo+//zzZ555xvuR9DQvfXxOKD73ckR+hdgiATSX2XA82LJ4b0UYaOdBISdLyVrufNzB+PPtt9/GnyoHSDZhiuA4w1zGbls+ZQlkuGOOOea0006bOXMmnVm5ciXTLqu+0piX69Spc/LJJ/PvyhDl0SARDLmSMLy7hLCDqytIWmRio3Y+HmTFK+1VFG6npnCeFpI0SZYvX86908vLfLskj5adSo51mSwVQzSGhjn81VdfQYZBgwbddNNNdLuV38slLZm+KVkq/vc0W/DkhzNYKu3AeFkkqU8mvsftfAH7VR5bwCtat26NkzLlS7pzl7wYDl2hL1ocfP3115gFcANuWenWy33vVWaAGj7Aj48/EYWxFZZv9LutUyPgw5ZaXcZiOQoiuF+xYgW9RIiWZVERy34urT9lypRTTjmFu2BlKk9jQ2DgaI3fy6SuVXyQsHzuSiTuGoOl91gsyT5PWMWrbpOTCnrOFAlQc5kMJwcrvVfRr2cWP4jJcpeEYi13hjt448aNjRo1uvDCCxF99t57b3mvYhPGPu/ss8+uV68e0W0oPmV54/PPP9+tWzdcgFUznSHvsX0FmJch3qRJk4jCEUDifPrppylZlojhHbHv4osvJgZkJ7bIzEZteZAtr7RLnt8q4UePHn3HHXc4sR2hYXbu3BmpHX/OmjWLxCBI8mjVqeRYZwkVQzTd3qtXrxYtWmBmNmnSBMPHxLbyp3FJS6ZvtFatWjUojfnfA7agcWFDgHiKIKJMHxgvZTKpT0l8v3DhQmaYo5iVxxa4BkOoUqXKlVdemUZ3jm06LIJ2fvrTnz766KNIHtjTDB069IADDkBrXt16ue+9ygxQw6fx4yPtoVkEYrgQ/Ee+2Um6DfiwpVbnWKxGgSuxGOrSpUuNGjX69OmDaY5t3Pjx4+1sVez/SBLo7vDDD8dkR56WykTQYE/jscNVEA169+6Nj4iBgbqGljg+KFg+dykSsiBaptxz7bXXjhs3znojT1jn41WXyckGPVUkwM5lMpwcLJvS0q/nKX4Qk+UuDGYtV9zBEydOJIo7LLsQWdRdkiCRqvm88sorRCKq+JTlXURsgY8OOeQQWo6R99i+AszLSJZYtxItMtbjbdq0wQaRkmV+hncEyp49e1KDmJOYDJyKmI3a8iB7eaWt8GnJ8qmnnsKqAn9eeumlM2bM4BYkebTtlJnwSELLEI3WiF+UnoPhGlzpbSrAJc3kpZb/PWALjAthq3379vTCvjJ9YLwUbqQ+JfG9TZY5bYG1AoRxvofJRHeOOEgMLw0aNEBm+sMf/kAkLP369UMetboNcN9bZQao4dP48bHDI+oZRF4sFJRuOVl6fdhSq9MtdhS4EknOJW7ftm1blzxLJA4py36urI8G0azSMymTPY3HjolA3+wiybGQKj5YKD53JRLsTnkdOQlZ03qjpI9nN2BedW9yoqBniwTYucyG48HyGUu/nqf4QUyWux4CrOXEHTxq1Ci2t/0qzrIJY8VHGUvxKfMtWLXB/7DqhPdjshGxFnmP7SvAvIxkCVcengAxDmtSTpb5Gd4R3WiJ4BL6R+xNLdOj5UH28kpb4ZHbsJlwJlmiX2zaIDymmeRhkZHddqqSpWWIRheYjdwaz2rbVIBLWiZLxf8esAURImKjRn8q02eOV+pTEt8jWWJDI1Wa0xY2WSq68xEjRuA89ihEgfbyyy8jn40cORK5Eyswq9sA971VZoAMPY0fH5550EEHDRs2rKioCOtIpVvJMGx92FKr0y12FHwlUj72iC55tontjjWZtb5MlkqZNllCRch8fAabURsf0sB87kokOAM1Sy4RYFcP8KoTVNCzRQLsXA4kS0u/nr/4QUGiYJOlZS1X3MFYIWIZ7pIvFeC+6nbLJswZS/EpM7A5QMtvJXjggQek99i+AszLlCyxKjziiCOwMPz222+56/wM71hCEi01jtEgffOk9GB5kL280lZ4zGGigsSCQCZLHAwYMADHffv2lc3KCGU7VcnSMkRj30a/jKDqRbiYaGZtUwEuaWb6tvzvAVtQiGnVqhUpxJo+PF6pT0l8v2TJEoQzlzgVqTSnLWyyVHTnOIk9HGTmXThmAbIUfQFmdRvgvrfKDFDDp/Hj47hjx47PPfcccYoq3WYmS0WtTrfYUQSSZYD9nAtz8q/nlDLZ0/hibMTp8cDy5cvpAYCND1iUSH5Ey+duvQh7TRiaNm0Bkv0ArzpBBT1bJMDOZVYID5bPWPr1/MUPChIFmywta7niDoYHIwgSZTlNRQnLJozA0bp1a2f4lPkWLAyZvx8zGevW1atXE/Gx7SvAvFy3bl36DgOLXKqOwl3nZ3jHDIE8kBBBmdaSlhZZ8SBDSC+vtBX+008/xQEUW1xcTA+7mN8ZM61SpUrqmz9JHm3Jl5ljnSVUDNHvvvsuogm6QzDC0gEdValSBVHeNhXgkmamb8v/HrAFjQvjRbO4zJo+MF6lT0V8j+ACrcJGVGo4py0WLVpEkT2N7hz3Hn/88Wi2YcOGCI7PPPMMRt2pUyfok4owK90GuO+tMgPU8Gn8+BAeSsZJOLD8WpevDPiwpVbnxtUo2HNgoG7dupFNsZd1QfZzsj4SGzIKPsUOXimTPY0vRo7BHgvqwk591qxZsmuepMgr8g0ry+duvQiKxV6WcmqAZD/Mq+58QU8VCbBzmRXCg+Uzln49f/GDgkTBJktnWMu9LMD0jCsPm7C6TPIpE9Qvy5mpOdCXl3nZK0zpGN7Ro6Kltu0rku60CjtWeMmLzeexgcCOJCy/MyzeFooh2iWj5mMEVv5Js2oq8EIbM317dRW2RZrpw+NV+lTE916VZtrCiiTpzrEnoy7uvfderLQQvKiOChYctNNyPt2mcd9bZQao4b1M38gllGgxHapWrSo1HHBdOrDU6rJxO4q01lwK+7k84J+eKu549jTZWiaBuz0v+dytSM5ED+8cJ4SrAthSDbZIgHK8/IMtXfGDgkEhJ8uI7Y877rhDfvNf8NjZxjtixAjsIbA9Peussz7//POnn34a2x382a5du0xigYoA9lu0V8POA9uREt1bqNTqEbsoYrKMiIiIiIjIQEyWERERERERGYjJMiIiIiIiIgMxWUZERERERGSgkJPl4sWLr7vuOnq7ToEoxcuxzMV2QylqNZQRJdVSuVQe2MlNk6cyQxnrVOSE9YcKVV3awNM6LXd3LWPxnB3rV2WZGjuwoMe3335raZN3QxRysmzcuPH06dMlZzSD3vMtaUWRHQVZGKEUtRos8hTuYJRUS+XyYnKeTsu9hkN+5KnMUJY6FfnB/lDqOjklQtrA0zpNc9dArY8wuHhOiXw4U86SIr/vyZGWdGqU5d5yxJQpUwYPHpx5WekssguhYJPlypUrDzrooI8++ohe0lL0+TZZfvbZZ2+//TZdvGLFCnq9DJsDeidp06ZNRB/DsBUYVq1a9eWXXxJ5tJUnXCHEVr2QRRVkYQRZq0GVzlDlJtasWfP666/bdwdVOQW3bXESZ+oqsJYUNQkhUBrCFkBAL0uWLKFjW2RDgjqFEiTXiazVwJVhoDRecbNRII8tEmI7tVUUFKieBkwDneBeHNBLbLIyA9cScdvqPK1OhbdTb7EXBlpIGyP5Q2adHAWW2eu31hvZcHLgstpJWhJKc1dV68OWEFHys36oeI704bTaLxIsf9qUd8meFdPHWxhEQWrbGfsqyJFiasyfP1+ZXhWByX+vrEZi2wnI77aGOIREGoKqC+S2jQnQDHeasxxQQaJgk+XIkSOpcgjcwtLnq2R57bXXtm3btnv37vXr10em6dmz58MPP+wSepRrrrmGrhwxYoRs35JK49527dqdeeaZ3kKDgeoKts6ALKqgCiMwSZgsnuBMuYmFCxcWFRVdf/31xNsiISsM2OIk3roK0BLuQo82oKeVhrAFEKBV9IIr0awtsmGbPeaYY6jZUaNGOVM+givDzJo1i0hwli5duscee1CIr169OkKYusV2aqsoKNSsWZM0A3V16tQJV2I4mzdvZkowVUtE6jytToXt1FvsRQIBKG2MpO1wnRwFKbP1W+uN0nBp1U7SkqXXXZVLe0uIyDoeUj/sjezDabVfGFL+tCmPBV+zZs1uuOEGYi4MVBZy21YlsvaVsJO3devW0vRq7CW6V1YjUe2E5XcJTT+MjpaPOuoopHlVF0jFhMmTJ1955ZW2l7RyQLa7wkDBJksn8pmlz5fJEoupOnXq0JVYHI0ZMwaX0bOmpk2bNm7cGAeY5FhEEx02LSG9yZJWuA0aNLD1IgLVFVSdAVtUQXI9q1oNXDxBlZuYMGECmkpbVzJpsi1O4q2rgJiCaeBlxE0rDcEXUAEELEghMJ2BzLbIRqBZIuq0xV7YBAhz2DcgVCGjYDG+YMECBFB7i+00rYoCAyMiz0HWpO+6EL9eeuklzhmylojSeVqdCtupt8CIQtoYWduBOjkKUmbrt8obleHSqp1kJsu0Wh/eEiJKfqkf7oh9OK32C0HJnzbl0S8u48VKoLIQgbVt7augJq80vR17/nudqEZi28mUH6LSo7J+/frRGogLyNiYQMkyfzmgQsVukSwtfb5Mlkh1VF/GJaQhAwcOhNMgBGCjgEUTFmhYzhMD8u9//3sstahWZaACA/Ixk8QyAoTRqs6ALargTZaqeIIqN4GQjS0O5j95swK7tS1O4q2rgAUskqU39aaVhlAFEKAiLkrlfEU2As3ut99+aNYWe2H7YuwYRceOHTGru3XrduONN1LJF3WL7VRVUbBicBeIGvSECvdiB8P6l7VElM7T6lTYTr0FRhTSxuhNluE6GFJm67fKG5Xh0qqdZCbLtFofgRIiLL/Uj02WabVfCEr+tCnvErpw7BFhQZdeWYjB2rb2VVfayeu2mt6OPf+9UgbbTn75sVBAa9JANiZQssxfDqhQsVskS0ufr3aWyF6UCRCGsD9wCSMw9hDTpk0bPXo0gghNJ9W4qsCAuYrJjHbQmv3uJJAsVZ0BW1RBFkaw0YfGospN0P9Y/XGVdgmuMGCLk6TVVUAapq2eQlppCFUAAa1hS0RSIY/aIhu2WVqUQCSqyWdrNXBlGGw7WrVqhcCKWIk1NdIAfWurbrGdqioKVozMZClriSidp9WpsJ3KAiPwKO8OPm2M3FqgTo6ClNn6rfJGZbi0aif5k6Wq9REoIcLyS/3wp7IkiLf2i1f+tCnPTM44v3bt2rTKQgzWtrWvgp28bqvp7djz3+uEc9p2MuU/8MAD3333XZekQ2wlpYFsTKBkmb8cUKGikJMls/Vb+nz6iCsGYNneoEEDIuOnxSk8Zs8991y/fv0777xTqVIl+3NzVYEB3oZphu0X9i5DhgyxwgSqK9g6A6qogiyMoGo18FhUuYm77roL48UtvEiU4AoDtjhJWl0FyInB0pdDEmmlIWwBBEgIjeFKik2qYIgCOsUAi4qKuFlbq4Erw+AYfQ0aNMgl32+R0uwttlNVRSHgQuiIikxRfW/Wv6wlonSeVqdCdaoKjMyYMePUU0+1kqSNkVsL1MlRkDJbv7XeKA2XVu2EO1VIc1fp0mklREh+pR/+VJYE8dZ+YUj506b8/PnzkZiRkOjhdlplIQZr29pXwU5eJ/xNjb1E97Jz2nYy5ccSB9kR6oURt2zZIg1kYwJ/Z5mzHJDXCgWAQk6W6lepYfp8Zutn8Boqbekn6fxpaYZG7O9Fbad5ql6oogpcGCGtEVVuwiW/Gwy8kSYLd9jiJPnrKgRKQ9gCCPgT/fK9mbVHaMcjz6haDSynLX+Rdouq7BHo3QVNxgeylojUef7SDbLACKJS2jsV3jGGq2GkDZBlTvNb5Y3ScN5qJ2nIWesjXEIkrQAL+3Ba7Rev/Aw15enLbHmBrSwkIbWdNl94FGrySqSNPfNedca2E5CfdqVyvOpKGRMeeOABfnUkfzmgwkMhJ8vtCSyyaE26o6DKTWy3fmNpiPIFAtP27G6H+225YGer/bLzw/vtjBeTJk065phj+HvZ3RkxWUZERERERGQgJsuIiIiIiIgMxGQZERERERGRgZgsKxZ5GLdLDSLJLAvWrFlDv3jcCVEiIvKpU6fuKJrp7YPtwKOt3An6p9ftS41SyBwoflB2lH1EthFM8HHjxt16662W4T2nT27/0ggRpUNMlqXkdM55Vx7G7VKDX7QqKTCNKYVbQhYvNmzYsO+++7Zs2bJu3brE5TZlyhTi2erbt+8TTzxBl82bN4/4scoFJSIiJ2qI8up6uyHNi2688cZjjz32sMMOO/LII3Fw33335eTRrl27Nr1SDNX97Gc/e+mll+h88+bNie0lAOVO8I0TTzyR/xw8eHCdOnWKEtD7V5koBfd3oPhB2aFGVC6NQNozzjjjhRdeYIZ3Rk6fLHVphB1YSGD3RMEmS0UNrBi0JWmyZCvGBZs3b8ZH9PojXUxU6W4r3Rc1Iu/C+pF+Zr1+/XpKQsxxzMTTlj4bf77xxhtLly7l14e9bNpokOSUZO4kG6Ib2sdinH+unYcoHA22atVq5syZOKBkqQjZLY82NqBEpIABHnDAAStWrMCmoWvXrjjTq1evxx57jC6bM2cOE44oZTpDwYxOFy1aBPnp/UWrQ1IF0WpjjCSPlQ1tQjwZmOgWNEsxfeXKlZImXlHqh4UkMO04UZZLE1geeVxAVpA/qZec3dIzFZ+4wjXXXMPEuTk5uLF2QdR2CetN5cqViY8G/sM8GGr4koybkyW0B2lhHZkV2NA333wzvZvktuVStwTonCwxQLl5kn4OM73++uvkwKr4gRqdrBNgDaGaUtPfjsjONXu7mhe2EXjODTfcgGXE6tWrieGdzkuf9IrK/ONuK9e8M4UH2DRoil92YpkVmbuaF2gQY5ERDO4NY9HMgngQmD5S9PEByn5lEaXhMG97YaBgk6WiBpYM2pI02ctW3KVLF8wcxf4Kr8Iav1u3bpgqCFvyrvbt2xPt0+9+97tbbrnFCY5j3rop+mw4H9oZNGhQo0aNcCUmQxqb9qRJkygtYXsBAWho9FIwZgvEKC4uxpIfXp6TKPzxxx/H0Dp27IjYh6aqVavWrl07JmS3PNpOJEuX0CFhiuZJllKZloIZKoLkbdq0odBjdcgsSzAWRvHss89a2bp3745kgxaqVq3KyZKYuNFvjRo1+vTp06FDB+xXxo8fj48spX5ASIKiSmfuNCbOtTzyGAuUA40R66Hi7GbP/O1vfyu9yPqwSpZ5OLihJVjWJe+Pjxw5khwGo77iiiu8w5dk3KRwNg3UbpMl/PbSSy/9wx/+4Hxc6ooAnZIlNkCwEb+0J/0cH+Hefv36YUOMmSiLH6jR2ToByhCqKTn97YjsXLO3q0IFXrVgoQANN23adOzYsUwtpHzSiir5x5ke0hYeYNPAA4kTALmQ+PSdIXNX8wJxYODAgccddxyCBhkCswDjPeyww3r27ImRVq9eHb0o+ngXpOz3sqiThjN52wsDhZwsmRpYMWgr0mRFwMgvuqlk+dBDDzHfG5Zp8i4b6JnjWCZLyYOMvQ5RZiB+IRC7dDZtOB/iKQ7OPvtsJCosCUeNGkX1DTD3aBmIpjBJ8hOFQyQI5gS9OzNcKx5tuh7Jcv/990en559/PhciyJMsSZmWghkBBSHPJcE9M1kiQlGDSjaEVGLCQ8Rp2bKlTJaUG9AFspRLHoYjfDgfpX5ASGpN0o57k6XlkSduWFgWmcNydkvPlF5koZJlHg5uBPqDDz4Y1sRyClsW6AeC9e7d++mnn/YOnx3VCX4+ZRoCDI2BoC+0/9xzz0k5mUtdEaBDZkRwWFYSAnj9HFqlN/lIBjs6VSfAGkI1JZVsRxRgrufb1bxIU8sdd9wxevRot5Wdw/qkFVXxj3sLD0jTYK+JCIAGEYKIwknay6XMWQATiihw0QV9V9KjRw+qnoQMN3z4cBUJCV7KfmsRqeFM3vbCQCEnS/42zjJoS9JkL1uxM1TpiODwY25fJUuEY2cCvds2WUoeZDjWQQcdNGzYsKKioueff94F2bQR+DDlsGzH9ZAc6016GsO9YK2HRJWfKFwmS8VwrXi06SMkywMPPBDBGkLSGU6WSM88PWbOnCl3Ody7pWDGgp2WwPwNUJoOJemokg3CcFUN+RiWb0FcIyGxFcYq2/ko9QNC0pWSdhxWwF6QznOy9PLIu6QUGtbdlrNb6rxEyTInBzd0Mm/ePBod0iQs1ahRI/rtSVpFAQIdW9MQeFWEe2nsaVzqTIAOmbHhwHZQDkr6OeSEtGgB6VbSwdvRqToB1hCqKalkOyI71wK307xIU4tKltYnraiKf9xbeECZBtfMmjULLcvqynyBmhdEN92lSxfsJlXwgUdR8UHspOlZuoyEBC9lv7WIVFEmb3thYLdIlopBW5Eme9mKnaFKx7IOruCSLyqwFpN3nXvuufQzDfhWZrIkHmQcwx2xQqdv7FyQTRurPMw35D90ilnRvHlzlpAOMMmRLPMThaMR+sGhZbhWPNoE+RiWwMkSsZsYz13CZy2ZlLl3S8Hcs2dPepSH+EuhJ02HMhsp2RBfIBWW/7BI/fr18yRLS6kfEFLahWjHseJGLHNJwkCAcCk88rQTxf9YyFvObqlz6UW2trY3WWZycEMk7Kdpb/3UU0/B1kz7mVZRgEDH1jQETpbLly/ff//9XTqXOhOgU7bAIg8urfRJfo6xE7UvJJTJ0o5O1QmwhlBNSSXbEUkZ6JrA7WG1qGRpfdKKqvjHvYUHlGlgR0QAKhfIYDJ3NS8wtbEUcMkWP5wsVSSk272U/dYiUkWZvO2FgYJNlpIaWDFoK9JkL1uxM1TpCAo4xo3NmjWDo8i7sOirXr06jpH/cJcTHMcshuJBRmTENTiJbSJVeA6waWMf+b3vfY9q9WGGcBlq7gXpCgu6/EThd955J1wfOdgyXFsebZc8COIvSwiIMgj9LvkpATSJxSnkx12SGVIqU1EwI4IgcGOMZ5xxBoWeNB1Khm4rW//+/bFDwqRFI/zLT74FO10SEjdiB+98lPoBIQmSdtwlURv+gMhFCrE88rSdglmPOeYYeoymOLulzqUXIXuNHTtWKnnw4MG8uc/Pwf3hhx9WqlRpypQp1P7/+3//jwsnpVUUkA4A09SqVQsptnv37vTsmoA9MUyGkWKfirzl0rnUmcCdZP7000/puw+XPCWWfo7xIqPAoDAijY7lUaNTdQKsIVRTUslqREoGuiZwe1gtY8aMoQUiD9/6pBJV8Y+nFR6QpsHUxopEUfoxmbuaF1jiI3B16tQJY1TBBx5Fld2QXK+77joVCRleyn5lEamiTN72wkDBJktnqIElg7YiTU5jK5ZU6YQvv/zSywS9JYG3ayaDli1jalFKwDSoWrUq7g2zaXtZ3b1s2jmJwiG5EizA6u5tSp7BVtgSKGcSPa9fv14+1AroUELJZm3klSEnrbmX1VpSpbvkV5F8o+WRp1W8YtZWnN3KPeSPe9NQIg5u6SR295k2fHmsGPDTkMalHnAtxYpOqvNeKUdn6wS4bQ0RbkqNyMvMnnZ7KdRifVKJ6gT/eFrhAdUL8qv9qbw0pZoX9EObgCEIlj7epXuFre4g7wrzzhcACjlZ7szA6ptW5VidYa+gPt3ObNo7EFhl0y9NdlFYHvni4uIKeqd+d8aOqhOwkwAexV98RuwoxGQZERERERGRgZgsIyIiIiIiMhCTZURERERERAZisoyIiIiIiMjAbpQsuT6AK1VxgxIVwXAVXG/EpZR0qOhOy724h9Iql3Qo91IMCxcufPnll8PX2MIRFYftU2tiO9QqqQi89tpr8+fPL929mVMgVvkglDoe2ki4i7pZSbEbJUuuD+ByFzeA9zBlRomKYLgKrjfiUko6bIdOy7e4h9Iqv0lS6lIMaZDkBgpcvcEWjigFctaCKPcBMmQlk8y6H9LDdx4wi1MpkDYF2C4Vp/kASlfaqOxtBuxbinhIoDlbIjcrDBRyspQlOGR9gHBxAy4IsGnTpkGDBt10003Uwscff4yP+C1mHNAuJI1uP1BvRF4jmftV6QBVEEDViyAH/ec//8mvUmEgJSpywvDWKFAC2+IeBG/ZDVnHQxbcgPJZfuqOXx1TJR2oFIO3+IOsPqEGwuVBCO+//z7XG+FkqcqbyOoNsnCEFNslJSBUgRdoA0pTb6OqWhD4FL7BPiPBtSakzNLitgyLKinjUsrUyEomtlaJtLXycAlVAUPZVCrWqsJbuYUQrlJCalm2bJk3WSovVcNnNfIUkBdIu7DmrU0DriXrhDgzGVWFIuu3qryMDBoyCOAYMsABqNYCXZxWTSWtZA17kbKvVGAgHhICxY5IpWE3K0gUbLJUJThkfYBAcQNZEACO1aRJk+bNmxNhyqGHHopGGjZsSO3jAsz8AN1+Wr0RdQ0z96vSAaoggLdcBg46d+5MxDHPPfccFtT5i5xIMWyNAiWwt7gHwVt2g+t4qIIbd999NzGFItZUr17dpVe6oNHZ4g+q+oSURJYHgfVx2cUXX4yBEPM7J0vF2C6rN/A1SmyXEMV16NCBC7wsXLiwqKjo+uuvp+qeDFULAt7Su3dvaIaI7yVogFJmZXElpy0p4y1T462iI00pbY2lifRwhq2AwTZFuFSKVarw1kIhZFYpeeihh6BwnKlVq5ZNlspL5fClGnkKyAukXXgbpGwacC1VJ8RORlV0QfmtMooKGqpACm6E8s8880waRVo1lbSSNdKLlH2lAtPiIbcTKHaEwWa6WUGiYJOlLcHBLI4uvbiBKgiA0MlUYXQLXBmbM6ydiacxQLefVm9EXcPM/ap0gCoI4C2XgYk6depUCj3wWsz2/EVOLGSNAnlvWnEPgrfsBpEq2IIbWMZWq1YNfz788MMkRlqlC06WqviDqj4hJZHlQdBaz5496RhTHVEjLVk6EenoGiu2MwVeJkyYABt5q/dxaz169KDvX7FCV5UxeIBSZmVxJaf157TSGaowgNf32NbSwy24Agbb1CpWqiKtFopCWpUSZC9SMmZT2mNYllwOX6qRp4DSj8xnlOGUTQOupcKCnYw2WSq/lUZRQUMGAUqWtKeEGFJ+W03Fy8KvvMjalxVo46FEoNgRk91nulmBoWCTpS3BYZ3DUumrggA2WaIFTGNEECwDXZBuP63eiPca5yv3IQsCpJXLwLRB6MFGDQ6NgJW/yAkjUKOA7k0r7kEIlN2wBTdckgPoPNUYSat0wclSFX9Q1SckZHkQshGdP//8859++mmZLNNKxNA1XrFVgReoGnZBVKIYKsFXYiBUdopOqoqVNEAps7K4ktP6c1qZGm8VHTKltbU3WdoKGNyOVaxURaAWistRpYT42Z3vO0sruRy+VCP7jNKPTZbKpgHXUmHBTkZVocj6rTSKChryYnkME0CqQDmUtJI10ovYvlaB4WTpsoodBdzMNlUYKNhkaUtwWOewVPqqIACu5zIadAu2WVj6YYNFS8sA3X5avRHvNc6UDlAFAQLlMrAl7datGy3S8xc5YQRqFNC9acU9CN6yG3S7Lbjhkh0/lvBYNUut2pIONlnSlar6hIQsDzJx4kSSCidhI/oajEKzLW/C1Rt4Z2nFVgVeqC+s4uvWravE4NawXabtzvLly2kvKEEDlDIriys5rT/b0hkEbxUdMqW1tfRwhq2Awe1YxUpVBGqhuBxVSo4++ugPPvjAJS6tkqWVXA5fqpF9RumH7WKTJdk04FoqLHiLt8gKRdZvpVFU0FDJEgpEdof7wQ3gioFyKLJNhvIitq9VYGayDBc7CriZbaowULDJ0pbg4PoALr24gSoIAMeqUqUKPXfiW9AmlRR2Qbr9tHoj3mucKamhCgIEymW89NJLlSpVovcichY5kTIEahSwwN7iHgRbdkPW8VAFN1zy6wNsLEaOHCkNYUs6UCO2+IOtPsGQ5UHQF66BUbA3oudCXBTCljfh6g18jRVbFXi56667YAs0wtssBreGRAKlYVBoCp2qy2iAUmZlcSWn8mdv6QyCt4oOmdLaWno4w1bA4HasYpUq0mqhuBxVSiZPnox+IRgWCmSaNC9Vw5dqJJ+x+mG78FiUTQOupcKCnYyqQpH1W2kUFTTkxciFuAxyQodDhgxxwXIosk0WVXkR29ea3hsPJcLFjgJuZpsqDBRssiTIEhwSASp9JwoCuORnY/Q7tMC7WWl0+97qAQFJ3LalA2xBgLR6EbYUSWaREyWGt0aBRFpxD1t2Q12jCm54pSV4Sy6oA2/1CYYtDyL/ZKjyJm5bxXrFtvLQTsI2rlqzLat2pMzK4lZOVVLGls7gj7xVdAjS1k54uES4AoZSrFJFWi0Ul1WlxCVD9n4TbCVXw5dqTCstonovkWu5bcOCM5ZVE8R7IMvLyKDBB7RxhAZkZdNANRVvyRrlRdK+yvSyHTtel6PYUcDNCg8FniwjCOEiJ2WBLbtRodjNq09EVBx2BtfCFlaVlozYeRCTZURERERERAZisoyIiIiIiMhATJYREREREREZ2N2TZYA7u+Kom5guPA1lJyaeMWPG0KFDV69erc6vWbNm4sSJ5dJFuWPs2LE5r/TyuZcXiTyrqEJheykLezgjYFZyiVWrVikt5ex3+7DMs99CyOHDhz/xxBOBi8vow5nTsFzgDSMl9bHMkVYQO7zqdzfnoC/kZJmH0jrAnV1S5vT84Ffv01BGYuJ169bVrFlz7ty5dqLaFzF3HliamzR4+dxLRyL/ySefEO/XXnvthYMWLVosWrSIX2ULA4mnSpUqdPzqq6/uvffemzdvdoLMLwD5whzBvok/ePDgOnXqFCWgVxQykWZWdglAaSkna3m5sMy7IP239Nv+/fsPGzYsXAejjD6cOQ3LBd4wYq0fRuZIK4gdXvW7Qzjodx4UbLKU1MlE2bx48WL6obNkc2bubMseTnQVXrrnDz74AO7OfNkMS3msSMAVXbiEZGqWPloK0upnn32W6Tbctpzg3mQpu1i2bBkdIIvQKhIKUa/fKNpoy6WephPnY6/GnxAPf9pkqe512/K5p5HIu4SxHTdykApQexOQ5Lh3UpEynOK4Z9SrV4/erx01alTlypVnz56N46eeeooJBKTyJQu2DJdp7OG9evV67LHHXEI5Sy8zKDJx65xsVthCbgLYJaSWVL/KrC55YQBy0vU8UyztPnGswwf4R6SwkZoaTHSu6L/lZGQhv/zyy7Zt206bNk06nnUzHqykfcf214qhHCAwDa3LMTBHIC2rneIJRCW1QLG8CZPux9NQtmyTpYpR3qoJLt0PA4UHuHd6J4enMzOkK7p/KYlyp9KVNygYFGyyVATZzZo1O+200zAbLZszc5Qo9nAiqrB0z1jvFxcXd+rU6aijjpIrX0t5rEjALV04QzE1k49aNvA8pNW4q2PHjtjxXHnllc5wgqtkabs4+uijaXoffPDBUBddqSpBKiZMy6WephNn2KsR2ho1anThhRciSmJnFr5X8bmnkcg//PDD0DDUQmoPUHszVLKsVq1au3bt2HCK417eeM0119B+C12PHDkSf+IYMtPzQ6t8SZlN0gbYwylZwh8uvfRSYjhSZOLWOcmsUB0Uxe8dSpcI9KvMCtNgq92tWzcoHH7OM8XS7hPH+pw5c5iYCZ8uXbqUB8JE5zNnzpQE3HIySiH/9Kc/wcS4khYfBC9lPwaraN8R5ZUYtlhC2jS0Lsfo2bMn5gh6x1hkPBk9evQdd9zhxD5VuR9p1QYH+1yB20yrmhDww7TCA1J+COYSagjyUvQ4YsQIS/cvJVHuVIryBoWEgk2WblvOT8wN9SmzOfPEU1zAnCwV3TOximP9hSjv7ZcpjxWZsqULZyimZnLKUpNWYwHbvn1756MyV8nSdoHLxo0bh4hTo0YNxDLIjzUB4jUWpFhX0ovYNlkqLvU0nTjDXj1x4sQePXq4ZBOAmRa41/K5p5HIQ3J6Gx3KzEntrZKlMpziuJc3zp07F2EFFkEv6IuK0iBYQ1Fe5UvKbJI2wB6OZIkWIDYWLlgQSPsSe611TlgEwRTWpwfC8hZyiUC/yqzIpmRW0qQqCCpp94lj3SVlEeE52MZRnQqGJDr3MprSZGQhXWJ0LA3lNV7KfvmQkGnfpRjWAQLTkMHuSkBTcAmpCo4nNllK93OGSY6Dg02W3GZa1YSAH6YVHmCgKXr83rRpUyoCgVQHLVm6fymJcqdSlDcoJOwuyZLneRqbs+UC5mSp6J5PPvlkRDF4HvFnMgKUx0SmbOnCGYqpmYQpNWk1Bx3LCa6Spe0Cm0jcgvmPdSg6wnYBewuXMN5h60k0dYo22nKpp+nEGfbqUaNGcZkCNb3VvZbPPY1Envm4nY8r3/lgH8NKw1mOewZCBjZDL7zwAiUtbByx0SE/CShf9hJgD+fHsO+//z7Es1zY1jmhmRNOOIHqoEnYZGn7VWbFSUoDfBn6CtDu0zVDhw6FQVXlMkl0LpOlmoyZydJL2W9p36UY1gEC09C6KwHagDxeSZAsqaYCtybdz211+EBwsG2mVU0I+GFa4QEGTRaoFE4FD8GGG77qfHT/UhLlTqUob1BIKORkqQiy6TiNzdlyAatkyXTP2N/Mnj0bMVF1F6A8TqMLZyimZhKm1KTVcmepOMFVsrRdIAYdccQRcHqs39EIwhAyqGpf0UZbLvU0nTjDXo1VLZalLvmudK+99grc6+Vz95LI4zL65hW3WC1BbJsy05IlSas47hWgybZt29Jz1wEDBkBsojwNKF/2EmAP52SJnQ381nJhW+ekPNeqVSvFrm6Tpe1XmRU7SwRlUg6cgfoK0O675PswaLtZs2aKrlYSnUsCbjUZM5Oll7Lf0r5LMawDBKahdVcC9I/9Ihczl/EESYuopx955BFqTbqf2+pCgeDAo+M206omBPwwrfCAROfOnU8//fRp06YhwWNeUzkdS/evkqV0p1KUNygkFHKytATZLp3N2XIBE1+wpXtGm8Qbd9xxx8l3MwKUx2l04QzF1EzClJq0etGiRRyPFCe4Ylq3Xbhk/iDQuGThv88++6gHes7QRlsu9TSdOMNejUCJRkg8lWjtvZbP3Usij4mNaQ8NI9lYLSFpYWOkRoQx8tLKGk5x3Kt7scr5/ve/T54wa9YsyMMLqTTly14C7OEIZ/BSKLZRo0YIRpYL2zonmfXTTz9Fm/KZM7tEoF9lVpgGx3BIjB3xkfoK0O4T8Cc/AGBIonNJwK0mo/RbRHP1U9g0yn5L+67EUA4QmIbW5RjIiBg4eof/yHgCVUMedF1cXEytKfcjFwoEB4JsM61qQsAP0woPSOCWPffcc/369e+88w7PGkv3LyVR7lSK8gaFhEJOli6FxtrL5pyHXBhn4Cg8wc455xxVTSKN8jiNLlyBmZrlp6UjrZYteDnBA13IT9OWipI22nKpqyszdULfc1idqHudj8/dS/GMk/QbRUKA2tvemyak5LhXkDIojaURssvjMHu4QpgL2yu5OhPo16oXk8U2FaDdx77N+wahIjrn33OGyc0lApT9ivbdimEdIG0aWpeTt9iFI9/lUtyPTwb40L1Iq5rg9cM8CnQpxOguB91/WcobFAwKPFmWOzBbsBLHohXLqL59++7Or+gytjOXesROCySt2rVrqyIz5YX8blahYkRY7Awc9NsBMVlGRERERERkICbLiIiIiIiIDMRkGRERERERkYHdLll66bbzkF6WCzHmDkTpeOFLxFWdnwk9jHJke684NnyXNd6yELJXnNhptOl83kuWvas7f0RE2bHbJUum23711VffeOMNOmnfSSLkuUbh2WefxZUtWrRo2LDhnDlzcKZv377EGIIDrqIwb948opcjBNilywtE6FzSjkrEVZ2TCV1q1Ysysr3LMVYcG77LGm9JybIlKk7sNNp0Pu8ly87p/BWNTM+JiKg4FGyyTCMOJiJpHA8aNOimm27iF4cVuzddH74GC/B33nmHaakJ2Ax17drVJa8A0ouDvXr1IlZGfsccQB6VpF+KXVrRKBOI4BjjolevVq5cKQnW1S1pvPCqI0nz7ZL36L/88kvJjwwhseHAqPm1Fku3bZnQFauyVJTSKkMSameyvbtteefV7XKMTGPtZYtW/Pj8EbNyu5Iwv5PLwQqWLFuKZ7tOM1Z+xmpLbq4adOl07eo8kWW7bSn74fw4uWjRIhoajtl81KniAcfYWfNqmpBsUAjJDyHly8qS8Vwpyus5ll2did2ZQ0B6OE7CQEuXLqXrpcPb6SxHwUTwEbstCjZZphEHUwjDtG/SpEnz5s2JfwBR7/TTT2d2b2ohfA3ixUknnXTVVVedeuqp9957L/fLyRKz7vDDD3c5kiWigGSXtjTKBGLN7tKlS40aNfBphw4dGjduPH78eHzkZV62vPCqI0Xz7RJSytatW1922WXcKdopKirC9UceeeSLL77ofHTbigldsSorRSmtEhS7fSbbu+Kdl7erMZK0XrZoRUFOUKzcriTM77Vq1cK96Peoo45CSuNRWO5+y37uJfHPz1htyc1Vg2l07fY86VxR9sP5oQQaGnIbPmX6NyYUZfZt2GjAgAHoHQssO03QPprCp4cddhgmKXRSvXp1UrViPFeK8nqOl12diN2xdlEeDleB9pBxYUFcg0zMDm/llKNgInhJ7B6xu6Fgk2UacTCHMEwtzDS6WLF7cyOBa5D2rrzySqxhMQmJJoqAZNmyZcsxY8Yg1lBczrOzlISZlkaZAEkQc3GAKIkQ4JJHysSQ4GVe9vLCc0eW5hsHBxxwADZwUo24mBjekY/PPvtsZ5KlZUJXrMpWUVKrCkSoncn2rnjn1e1SmSStly1aUZArMCt3fuZ3XEkvmfXr1w+mt49hmbvfsp97jVVSxmpJbq4aTKNrt+dJ55KyXw3tnnvu8SZLZt9G3uVttLU+2qcvI6BGLF5xcPvttw8fPtwynltFWc/xsqsTsbv18A8//P/tvQm0VdWR/59Ot3aMGoMDjd0GHHA2BkQREUFUiKKiEBAMgiNoOysoiOhaDokmiCIxDjhhqzgSAVEZ5MVWgyiiUYkDyGRaHB6giIhizPl/freW9d/WPsN9lwfCpb6L9dbh3D3Url27au97z/nWfKGewZiJfElg8LGc4ShCInjHBouqDZZZxMGpwdKwe2sjOWWEQ0tIjfEgWoVgyV4VV67fJmmwZDXqIWby5MlhxqjQv8c0ygLlbGTzLofXhQsXcphIrZLFC68dxTTfSdpPU9oOIUrYRw3ddsyEbliVY0XFLs8QaheyvRveeVM9DpY5bNFKQS6IWbnLZ37XkvhldK6jyOLuD9nPUyerTMbqHHJzbTCLrj2+r6d5peyPh8ay4vgeKiEkFJ0xY8YhhxxCO4TzePZVNsKzrIt77rnn0ksvjRnPY0WlBstUdvUkzcKJhY0aNbrqqqvYyNbU1ITjiuUMRxESwSeODRVVGyyTDOJgdUDcvP7666WkYffWFnLKsDs2WXIE+jWsQoMlnoslJzf79++vLSelRJXKihnTKAtygmUW83IS8cJrRzHNd5IRLO+6666kxIItJypDtx0zoRtW5VhRoVYFhlC7kO3d8M6b6qEyZUQ5bNFKQS6IWbnLZ35v2LDhO++8IyU5DYf5PVK5+0P289TJKpOxOofcXBvMomuP70vdkLJfhiZ5j5lKhsY1mwkZgighDFpSl5J/+tOf4tnPCpYx43msqNhystjVkzQL536XLl2mTJmyaNGiUKtJmpWGowiJ4JPSukscGx6qOVimEgcrCzCeZbvttpPv9wy7t7aQU4b1QwA+7LDD+CtpBwQsLclppWCBEcOS0mMRrOTmzZu3bt2aRRs+TBSyS8c0ygIlOOZUKl3gy9gjJ9nMy0nECx92ZGi+kzTy5W4lcDTnXC5fWMV024YJ3bAqx4oKtSowhNqFbO+Gd95UD8coI8phi1YKckHMyl0+8zuxkFhFawizatUqHUUWd79hP48nq0zG6hxyc20wi649vi91DWU/sx8OLSmFbfSAJE2bNg0HhX4wQiThHFZbWxvPvso2aNAgWRcEoSFDhiQR43msqNhystjV5VNj4ciDGilAa/K9jk6ukdOMIiSCZ9HJpsexoaGag2WSQRysr5F99dVXErFy2Ifzy+CX45+O8inaOZOZJOxaTNmlk2xqY9Om4bzO6tRU0Y5yaL7DO+bN1JhuO2RCT2VVNopSrRrhs4ibkzS2d31AN7W6jDFLP/EYFYaVu3zmdzmmhLrSAqnc/anDNBXLZ6zOITcXZNG1m/taN6TsTzWDLPp77kj2Y0U4+/lM34WJAYzl5LCrC0ILJ/rKhgBv0LhxYwZuChs5w1EYIvhYQkfVo8qDpWPtYwNhVY4h31iuUWywus1CnUj8OaHKEZ+TtPy44HCUDw+WDofD4XAUwIOlw+FwOBwF8GDpcDgcDkcBPFg6HA6Hw1EAD5YOh8PhcBTAg6XD4XA4HAXwYOlwOBwORwE8WDocDofDUQAPlg6Hw+FwFMCDpcPhcDgcBfBg6XA4HA5HATxYOhwOh8NRAA+WDofD4XAUwIOlw+FwOBwF8GDpcDgcDkcBPFg6HA6Hw1GADS5Yatp0wTfffPPVV1/Vey933XXXc889t/YbnDx5sqZ6r9+Wy8SXX345adIkzSm/nmLevHmvvPLK2unr6aeffvTRR1e/nZqamvvuu0//u2zZsilTpqx+s6uJyqxr7ty511xzzT//+c81IdLahJmUtYYlS5Y88MADa7+Xv/71r9OnT1/T/X5fqOZgib9r1qzZoEGD5L9PPfVU8+bN99prr/3333/58uXcufLKK9uW0KtXr9XpaLvttvv3AKNHj95zzz0HDhxYD2P4FjkN/vnPf37kkUe4+Pvf//6DH/xg/Pjx9dVyBcD1I8M777xTWPKee+558cUXK+uFkDxs2LBFixbVtWKZnZ588slYTkWi1RmnnnrqoYceuvrtnHXWWRi2/vfee+9lIj799NPVb3l1UJl1jRkzBuHzd7GrYz/1hVQ7DG+aSclHz5498R4/+tGPfv7znxNlubPJJpvccsstXGy00Ua33367FOtSQmoLeLw33niDi7/97W+//OUvy+m0trYW96XVN9tsM1E7HnLHHXfMrxv38sc//vE3v/lNOf2uj6jaYMmU9+vXj/2prtWFCxdyjuTikEMOIZ6tWrXqP/7jP+SjXXbZ5aOPPqq4r7feeuu111774Q9/OGDAAC4+++wz8REY06uvvipl5syZw2afwLZixQqp8swzzyxdupRrdtDUYo1xPXv2bPZrSekE/Je//AXzpRFEjRsUcI7s3r07nv3tt99OSoFz5cqV3KQdzJ0u6JSWuf/xxx9LFTrlPtqQ/0rLrG2OU3Jn1qxZIqRKToPsGfWwlTMWRJ06daromSlgCAxNm6ILPqUW2t5+++379u1LgA+H8/rrr9MyrcXVv/7662efffall17imr840zvuuINOP/zwww8++AC1/N///R8X8+fPT0pLnVHkdMqIxK2I8ukrbOe9995DEhkpTb355puqdjMvoVQh3n//fU75lFGNmXYA1whpgiWCaRkEky9C3n33XbFPupsxY8YLL7wgHi2UWf0yM4v8tCNqlDLg+eefR2BpeebMmZwAEO+TTz7RrpnHxYsXyyTSphzskGHatGmmOxTIX7FYzJXRhWPHAjlNMtjku8EytJOkZIdsrbRuaJYSLGk/q5fYfkzjirAX/soAsfYFCxYkabbNvMucSoG4cVlcyIlmQjvUwuFNmRS6Q/k0G480BGZw+OGHs9E8+OCDt912W+7867/+64033sgFDRKHpNiRJSQRUNTFF1/MAYBpkjCGqOIWtAD2JueEEHvvvTcD5GLo0KFbbLEF65rrJ5544qSTTpICNEgB+bqIv3gS7A0LD4MlM4LGPFiux7jzzjvjjS22yCmTi/32248CXHNn9ftSy05KPgJz//GPf4yV33TTTXKnadOm/Pd///d/+/Tpww5uhx122HzzzdkdY2dyn2I77bQT1ka4xRdw5KXAT3/6UxZz3KBg7Nix7EbpmsCPQ+HTSZMm4Wu23HLLxo0bb7zxxjS42267sV1t0KABBeiOj4444oif/OQn8hWKuDPWGAVYz4QWGmFtaxcUYKtLLe5TLH8sgPtz587lTLPrrru2bt2afet///d/U2v48OH/9m//xnYVp9C/f3/2FkjVtWtX7Ujkp2U+iqvvs88+++67b8uWLYl8/KUkPd5www34I9qkyhVXXHH66ae3a9eOwvfffz86yen0oYceooWkFNW4IP6F7WjgYaRsRETtI0aMiOcllEoHMmXKFNR14IEHon8OGXE73Ln00kv/5V/+hVnYaqutwmCJ16YMwYxgw8Uf/vAHbtLazTffzDaCiWjUqNE222yz8847899YZrwhA8Rn6eGM+xgATpBixx57LK0x/L322qtJkyZYzm233aZdo22ZjlGjRiEqdXv06EFHzZs3/8UvfkEE1e6GDBlCARnaCSecwO5TGyESYHINGzakR7SqwdLYCUEOBRIbmG5aNmYpwjPArF6M/ZjGtZjpBYtCUUlwmje2LRbIHSYF+5E5NY0jG5/SLE4jtEPt1BjnT0tAWhE1XoAKRPrVr37FxeDBgxl4UsdgSZjHFFu1asVACGMYaqdOnejo5JNPTkr7LT6iZf6+/PLLYUUmSMyMyHfttdfKfJ1//vny68All1zSsWNH9iXYAKuSltEPq4yVpcHyvvvu49Nu3bphaR4s11fEwZJdOZMtuyScHasasw49XcUwwZIlSi9HHXVUhw4d5A7OiIOCbDxlSWPc+KM4WBKrWC1s7THZ4447LrVBBRECv5x8G2wkWHLBSDnccHHPPfdICGS3ePTRR2PTRIgzzzyTVZ18GyylwIQJE66//nqicvhzEQVYddyhCurKH4sGSzwFcY4dKHGLO5w2Nt10U5YiJTn38BfPRcAIByLyX3jhhfg1U51VSmi5/PLLaScpbWO5KbOGPyLMs0+nVhwsszpNDZbaThgsVe2HHXaYmRe26qFUCjbv3EE/vXv3bt++fdwOLWyyySbXXHMNfR1wwAHma1j2PcjMlggPy3xhpUiIYNdddx1+lmZRFGGYOGdkJgTirc4555wk+CaT+//5n//JaYCZ3WijjcRQmbjx48fLbCrQOaNjUMTU7t27c6qjBQ6gHL8Y5sSJE8PuCCFsFBgRkSCMuJxOKMM5flkJYl14Z2Mn7CdoE4MUSzNmqcJn9RJOZdy4ljG9pAbL0LbFAn/3u99xBy/BFMeNi2ysFJQQ2qHCGKcqnymLRxpWRCQkPO+884ijEuHqFCwBkksxwhjnRfT2zTffyPdnLI3HHnsMlXI20COjgGM0UrFRbtGixQcffMDeiJvs7Zg+5ERFUoxjK/s8Wmb/JF9RaLDcZZddqJiU4q4Hy/UVJliy08ShyC9qWDAGgQ+dP38+Nqrf2lUMEyylX5aERDK9I4tNvgzp1asX+1NZXfKlmQRLFi3nITZr+IgHH3wwtUFFVrBkYWDNXPCXay64T5us3gNLwGWELXNg6tmzJ/fPPffcsH0twOEGqfLHosGSNU+gko4IYOiZ+48//rg2mxUskZ9rU/3zzz+/4447WPYcqnDixh/pz0KoglEk3wZLaTC109Rgqe2EwTJUezwvoVTaC+GNo8zuu+/OR2b2pZ1PPvlEBYt/s8SXoUki1imnnMKZBg8oDgupxJGB//qv/+IAYWT+2c9+RrSTzUEYLKUMBwXu4D1ppHHjxhRGmLBftiYUoBiN8HfcuHH8l4OIzAJ7r7A7zJVPMQn0LN9tqhgqpA48thPEIKizY6Aw53Vjlip8Vi/hVMaNaxnTC1XY2STfDZahbYcWSEijTNx4+HtqOcHSKD9egAq64+A+YMCA0aNHyw8Z6lKQTU7YUiz8PiZEGCz1C1K6S0qnRkLsiSWMHDkyrEVMZWOKquUrHHYJOEPZdLIuiKNSDF+KbGHLer311lvLHf8adj1GGCyJjuxS9WGtmpoa3aCxgWXbxWlgdX65TA2WrBbjLmXDzpJj9RIaWcxsw2U/yyr90Y9+hLUhTKNGjRB+2rRpsmziBhVnn302rvnDDz8sJ1h26dLlkEMOkS0nzjFsedSoUfTOThy3GLZPgf3222/BggVHHHHEHnvskT8WDZZ/+MMfOAaJg+MswladEzyrkTghjyCxaznhhBPCJ1BCV2Wqs+0l3PJ3++23HzJkyNKlSyl5++2348VCD96/f3+iyLvvvos3YTpyOuW0QQvPPfccai8nWIrazbwYqcIZ4RTCBUcTM/s6fZweuGZonAVNsMSxcgTcYostZs+ezV96ZFPPfU4nhDF6xJcxTQgTy0yZf//3f6diHCzlDirlL4dIFGKeDAccc3fYYQeiCx+98cYbuodbtGgRwzSPqzRp0oQNjfmeA5+OkOxHZ86ciRgy8NhOWIzMHTPFfVaiMcswIKX2Ek5l3LiWMb1wcurcuTPLgZOQBsvQtsUC+/XrN2/evG233ZbNRNx4KFtoh9ppqnFKLUYXL0CFfg2rUJeC5FgUcj7//PPynQQ3+YvdGuVjAMl3gyUrIint0v7nf/4nyQD9duzYUb53ZREdddRRv//975PSVpJRy6+tp5122r333psaLNkXyhMP7FY9WK5/wFFilKwKdtAyozjNhg0b7l/CRRdd9OWXX7JCMBFCJsbBfzEF+c6zMmy88cb6a+Lee+89ePBgLjilyVlH74ALLrjghz/8If6udevWEp6J1qwlpGVJcDLAG1KA7TBHFm7iueIGFRMnTsS3EufkvPL000+PHTuWxletWvX2229zh79cc4f7eEB2r6w3ykuD2jKnN0IL6jLjwqGwJWdvixOcMGFC/ljYi0iwpLX27dtTizYlPNx1112oiE/xcfyX6MJ1+DSdyi/ChNWXLVtG7OSghguTB3PatGkjOwwUQtfSAq6N6IKL6dGjh3zrldUpGxRWONfMPlUQO2xHr43azbywQTFSCYj36IqbLVu2POigg1LtYcSIEchJGOjUqZOJBPhlZocgkZTCLUISm1UnqJqK8jVdLDMuGO/PANUGtIzcwc45aiA8ZsCxlUNw2DUGTHe6Cphc+uIYzTBra2vD7pLSw+QURsNhC0QvbJj77AaYDh24sRNCF703aNCAk6s8bBWapQqf1Yuxn3hBCUwv7HLkd2LWOws/tm0JloRh/qJ/CQCm8VC20A5D2WLjlFrMTrwAFYhk/A+mKydFdh4777wzbdIIgU2+9mdpDB06NCz/0ksvcUY844wz3nzzzcMPP1xuyopmj4U1Eqq5H79Vcs899zBG2ZtyJqYj/aaNkNysWTNMtHv37sT4sGW9ZiuAeFz37Nnzt7/9bVKlqNpgWSZYQuGTn6sDOQLG1/J7SXgnKT3qSQAI78gZSwqzPjkEs6GTr8L+/ve/xw2GIJrK65X6gmPOBWBV6OuY2jIXbEIHDBhgGpfDAR5cHUTWWLi4+eabEVge6E1Kfj/89owWwv8yZG0zFtJU5yOCUzh2/Si8idJkaCpkTqeicy0ZthPPGnfieYmlEhCTQjFSpw/Dkz17XJ3yejPWiTwgmiWzdqcVw6Yef/xxHC4K4dTFHosNoulaH9oUoCv5OSrubuTIkbQQPk+roH1RcjhwY/MYrflmNTRLFT6nl3Aq4wWV2gvtS8syEGPb+t2GGnBq42ZGzCjMzdR5DEeqSDWD8L+cWfV1GrZ3W2+9tT7iHooq5qGthc2iRrPiUvsy/WIS4ZcQqSYnT4antlw12NCD5bqJGTNmsD1nO9+0aVN5UG0t4LnnnmP5hSckAdvkMneLb731Fqe0fv36rQHp1gl8L/NSvyAMcJZlojmC9O3bN8t1lgNOEieeeGL9ifY99GJsm+jLMfrZZ59dQ93VI9iurRdyVhM8WDocDofDUQAPlg6Hw+FwFMCDpcPhcDgcBfBg+f+jTPbhNfFj1bhx48LHKGbOnGne3/j000/j3//XDl1yoRjcWRMcpLfeemvq/UKy5qVLlz788MNJhrQ5WFlCnYT8Hputd8RccWsCTMpvf/vbeuGOXztQcypEbJlmXdc74ikrx+br0W+Ur5wqQNUGy88++2yrrbZq27Zts2bN9H3efJTJPizvLdUvfvWrX4WvTP3xj380D6OfcMIJhqQqqQtd8mrinnvuyREDH9GzZ88k4HGuFyhzr0Hhi8+oRd6iS5U2ho7ulltuqetOqJwhV9Ds2gc+XciG8vHxxx8LVWTFuPDCC6+66qq1ltRl9aHmVIjYMs26rnfstdde33zzTTgp5dh8PfqN8pVTBajaYMnuadddd01Kz47/9Kc/lUeuiaCvvvqqbsfef/99eXNIHrZWG1qxYkVtbW3Y2sKFC4VrOCkFy7CWYO7cuULhDZSCmfZll0eP8qT4J598Qi/hM9bvvvsuoqYGyw8//FBI2pISLYjUQjaGQF9ZdMkCeZ+B+/rMPcIsW7ZMS4YCx5oBfDp79mxpiriFBhiviIFUMi7+6usTIY8zI9In482b1/lTkJSesEfV/DcOljFZM72jQC1Ap9R9/fXXZQGr0nAo6ArBpNiiRYuUuT4c3fLlyxFPFWjIo2M9h0NO1apAmpVGuBZDwiwRSdTIR9gbs8NHcofydIda5G13/hKS5R2nxYsX68tOah5GDzqEOtmAZs8wVhpqb+zYsYcffrghARfKAiTUSZR+VS1csADZVNFyx44dx48fL+YRjisUL0dXSRkmZKY7i0A8NIPUKTbmpGCwVFTlJ2mWGa7rkHw8Vk5S8jy6TEJXo0ADaE+UpspUWoNwUsqx+ThYxjqMhcxfa1mSVxOqP1gywTvvvDNzz4Lp1KnTwIEDuS85JXbZZZejjjqqT58+e+6556pVq8SGWIr777+/vBovuPnmm7t168aOWPj48a2dO3fWWpgm5nLSSScdffTRwku5++67ixFvu+22wkfDmnnhhRcee+wxNu+DBg2ifXHKffv2xcqp3rhxYxMsmzdv3r1797333lt4N2hB6Kdbtmx56aWXbrPNNv3794/pkhWUP/LII0899dSddtpJWGcZ9cEHH3z66afHAseaOeOMM/iU8yJjv/rqqzfZZBOaYn2KGGhDqNqmTJlCGdFbyONMrfPOOy8pecOmTZuqVIVTsHLlyn322ad3796Iutlmm4UjismaL7roouOPP54R/frXv05KLoBmaQoVyQIWaWkThZ922mnc5EDDOZLy559//h577IFrCEenB/qYPJoLZsroORxyrNVwNmlW6DoZ/kEHHdSrV68OHTpgRSo57fPRscceK16MKoyCprAfQgu9nHPOOdgVw0G3F1xwQRIkUTJ6qMwGWC/IwIWx0lB706dPR+YmTZrQZvjiHTOC8NxkoRH1afywww5DSNQlhK5IQr/HHXfcXXfdhanTCEvJjCsUL0dX5ZhQON1ZBOLGDOIpjs1JwegGDBhw4IEHStqs2DLNug7Jx2PloH/W8oknnshOwrgagVQ/66yzDjjgAPyYKpP4x8Yd4cNJKcfm42BpdBgLWbjWUiWvMlRzsMQJHnLIIXiKrl27hj8a3XjjjZIlgLAnvyhg2SwkLKBt27Z4SYlwChbPnXfeqf81tR588EFCi3yEgbKAOW2MHDmSbRpx4txzz2XLJtEaS2WDya6QpU4IxNZZXUlpE9e6dWsTLIWn8aWXXsI1JN/6/bvvvltoqLD7CRMmxHTJCsrj9bjAJWHEXBBfOUlwEQtsNENIplm5I68n6zfPIsa4ceNkzbA+RQxZe0pNya6f1cu48CNC1WaQNQUPPPCAvKbJ9P3kJz8JqxiyZq5btGjxVQk4Ebb5eCjha2X6wmCJDEqBFr5tfcwxxwihq45OoloqeXSWnnXIOVoNg6WcwrfeemviEPqR1sRTy8mpWbNmWA5V8ERSHa8kG/yJEycSTTlZskNKSvy3+KZYD5XZgAZLY6VGe+jTULLJJMrb8ZglTvOhhx5iq0QL7DOwfJFk1KhRqvaZM2fG4wrFy9FVoQkZgXMIxEMziKc4NicDDmrCm2osM17XIfl4rBwKSzqzJHI1glNOOUXmUaw3VKaYbjgp5dh8HCyNDo2Q5ay1VMmrDNUcLOVkmZS+x7/11ltZeKxJvPx+++0nBwj1ktxk6y07OIzDfMv00Ucf0QJWIl8ymFosD03Qwy74ySef5BDJKmIx485YgZRhi5eUMmCc+C2effbZGTNmSCBMsn+zZF8sjMayBmgZ8a699lpcKlv4mC5ZIeWT0ulHWlCxY4GNZpCERRW2ZoIly54tMycb3ASb0DhYSsmpU6cywPAnvcIpGDp06HXXXSd3jHM0ZM2IQV1RJk6QOWIXLEcH/R1FpKWwcvaC559/HqkYOEMQFZlgmU8ebfSsQ461amZTG8HjsIGTj9hSyNdl2j76QQ/hj9YNGjSQCwKJUM5yXhQhOQ3HetB+62QDGiyNlRrtpQZLbZaNxRVXXIHk+FZpgfAZSpIEwTIel7aTo6tCEzICZxGIGzOIpzg2JwEynHnmmRzsOIql0ojH6zpsPFYO5dnTU/Lzzz83rkZA72FS2FCZWcEy3+bjYGl0aIQsZ62lSl5l2CCCJQegm2666frrr7/66qv5L4czs8wwIwmW2BB7pZYtW4bMJrI1Y5d99tlnx7U4DHEhxTiRLFiwgB3lDjvs0KFDh08++YSFytoW18mnYRhm2eMI2MziEfBTqcESPxIGS24yhJqaGvkBJqZLVlBeNnr8lbOaFogFNprhZMmZWEYte39JRZsEC5UNOzsAOf6qGMrjnJSSx3bu3JklF0pVOAUPP/xw7969k9LvvnjtsK4ha2ZxMr/hrpmjEifvpLR5NydLoYBBz8wIPk6ydbKJlrHo6PRkmUMebfSsQ461amYzP1gyFnwlnfIRAoTBkh2J/FY0evRo+YaQAaIlNkxJyUkZPVRmAxosjZUa7RHnUKDpqGHDhpLJhzY5cDz66KPmDJcaLONxlRMsC03ICJxFIG7MIJ7i2JwEr7zyimTWfOmll1JpxON1HTYeK0fmjpt/+tOfjKsRcLKUZ9Dk+B4Hy3BSyrH5nGApOjRClrPWUiWvMlRtsPzss88222yzAw88kMjXo0ePFStWsBXiWMaWsGPHjvJlppKGsydiE628wJdddpn85CbA7Ki1//77C7+UqcWqICqwftjq6qmob9++kqzutttu23zzzeXxosmTJ3PQ7N69O4Vl/3XhhReyp8ZwMTghyxbcfPPNIiGLUFIOdevWjcX51FNPYbVdu3YlCBH+Y7pkBWumffv21OWsLF9taYFY4FgzF110EaKiPeEO7dKlS6tWrVhvIgZ3kFZSZiYBn7LyOCelxdOoUSNViKBwCr788su2bdsKa7PudQQxWbPsfykpROSzZ8/ebbfd2J2g/MMOO0yVRpuogj0HM4KbuPXWW3FhjAjNy1h0dKr2HPJoo2cdcqoZhLOpjWAM8v0bYFMlwRL3igwMR8i1VZKk9E0XAQx/17p1a/YxSeldlC222EJSccV6qMwGNFgaKzXaYx0hKh+F1KZMNDZMR6idXSYjYoPINX8xJJ0IKcxNeRQ2HpeKl6OrckwoFDiLQNyYQTzFsTkJ2KeiH9bg8ccfn0UjbtZ12LhRDtIyfJriTFZbW2tcjYCNyB577MF4GRTbqVCZImo4KeXYfCiPsWrRYTyDhWstVfIqQ9UGy1QoI7A+zCn34wuzVceVxLTU4ftMStCsyGkqrCiPAua8GhWKykqQmMr6kVQeqcIk324wQ/ZnU8AIbDSTlB7AU9ZmIE2FjaSSgyuPc1L69cs8Cht3lKXMVJ3EZM0Mwbxqltq4yB8ymFPRfJolpxEvlioccmwGIbLsTXb69JjD6W8kNEYV6yGpow1wuCRa60fGSkPtcWGeLJVziXnXlrFoQE2l3o7HlVosvijHhEKBkwwCcWMGqe2YRaGQB/RyaMTNujYtGOWEvO2hqwmhjzRnaUkmpUybN/Kk3g+FTIrWWo7kVYMNK1iu73jyySclLXCnTp3yX8zv06fP9/sqG71zdvkeBViPwNZHHsCpX5RvAwjAyaPiBzT22muvyio6HOsRPFg6HA6Hw1EAD5YOh8PhcBTAg6XD4XA4HAXwYOlwOBwORwE2rGD55ptvDhkyJOuphzjXRz1i+fLl5nm5ClAmx/9qpo+omPW7MJuBFhgzZkxl2Rjqmkhk3UGhclZzaOuUZtZEIprULDTDhw+XgZfTXTnZNiRPyBpKpFMnVLxG6oq6DnaN+sl1GRtWsGzRosWECRMM5bQmnYhzfdQjBgwYQNeFxVirOYZbJse/5CKok3hh9oyK06oUZjPQAuGL1XVCmYlEVhP5sxBCjacQhcrRoZXfZl3TTaw1aCKaekRMrL948eIDDjig/O7KybYhnDuVyV+/WXcqXiN1RZmD1UWxRv3kuowqD5ZhXoWPPvqoUaNGCxcuDF8GCpNOxLk+krQ8IYI6ZYpISrtaeRsvpvNnzb/22muEN2yxbdu2kydPjj214fhnyymjoFMpHCaUkLcbRR4znHnz5jEcGa/eNNkz4rQqscwhND9JahaU1HQH6gji9BTogd2MHo75L2qcM2dOmFQhNUcE08Gyp1isvTBpQzw1plMzC2HOClQqr8QhA1MQGg/Kl3fvkE0PBKhFaT9TPfXKlSsRTN41lKHVqc3UdBPJd80+1QzCNBchcgYbG3wSJfQI04bonIYrKHXizOyYFZeTheaOO+7AaKWMdJc6WF1fOgXx8kmiPCHSYKFBhqrTRSRpWJIg3RCfCv9OkpGaJlYFkkyfPj3s2mQ7KUc2kyokNTFIzmAV4aJI9ZNZqV2qCVUbLOO8Ctdee63kl9BURMAknTC5PuI8IYo6ZYrg07POOoutWUznf//991Pr9NNPP/nkkx955BECVZcuXR566CHTl+H4P/LII4UuUrMCacaG5NujIR9h3926ddPhMBAa6dq168477xx+Fx1mz0jS0qoYmUOE+UniLChZ6Q4kWKamp6C1E088cYcddhCnzHjxQfvssw+jw4lIxThHBKd2StLUT37yE6F4DrUXJm2Ip8Z0Gs6CyVmBO2AgX331FZocMWJEaDzDhg0TNk49/Z977rlnnnnm8ccfr4kaTLAkWjOhl19+OSVVJ+W3mZpuIjb72AzCNBehPPmDjQ0+TugRpg2RMmYFpSb3CGcnznmSlYUmKbHGjBkzJtRtPNhwfWmxePnEeULUUPMNMnURsSjol5vM1MCBA6Wja665Jic1TawKyS6iXSdRtpNC2UyqkKzEIFmDDcuEiyL2k1mpXaoMVRssU7NApH7BGPJom1wfJgNDWKtOmSKSb4NlnHOgadOmsn+XL06xWlo2EsYc//Fq14wNSRAszXAkGQI+iOVkugg50PNTEIS1TH6SnOwcJt2BePbU9BQsy6TE/HndddexARdeLiIci1wrxh3hT4UDjLkIXVgSJW2Ip8Z0Gs5CnLMCS6Cv1q1by9Sr8cSBTYH/TdKCJRtzRqERS0/b5bcZM2jHZp9qBno2DZE/2Njg4/Jh2hAZrFlB8cSZ2THlc7LQAEKCaCwMlmaw4frKCpapeULUUPMNMoQuIkxLvtjcb7/9hB6ZzQEay0lNE6siNkuBZjvJly1OFZKVGCRrsKaYLopYyYWpXaoDVRssU7NAFAZLk+vDZGAIa9U1U4QEyzjngKYsEKQGy5jjn9XOySMJgmU4NA2WZjgdOnRADJaxUFGHCINlfgqCsJbJTxKnbshKd6C88FnpKe64444rrriC5deoUaOrrrqqTZs2NTU1SRAsTUds27lzySWXGH7UJEraEE+N6TSchThnxbx5837wgx+wSTe6IrANHz48nCPOyjg1xr7FFlskGV/Djh49mk36ZZddlmQEy/w2U9NNGLOPzSBMcxEKkz/Y2ODj8jETullB8cSZ2THlc7LQgIMOOkg42cNgaQYbrq8wWIbLJydPSKFBhtBFJGl5kI3lxkF5zpw5HBmT3NQ0sSpM13G2k3zZ4lQhWYlBsgZrRhcGS6PkrNQuVYaqDZapWSBSg6VJOpEEuT5MBoYQdc0UIcEyzjlAXZFNjjvYXPywbszxT8CTJztOO+20wmCpw2H7/Oc//3nWrFnxcMKEIfkpCEKY/CRx6oasdAeyLHPSU7AFZrly3aVLlylTpug353GwlI74Lxtq3Fz8ZJNJ2hBPjek0nIU4Z4Wk8uAcLF/Lq/HgI4RymmZljnDTHKG+/PJLXFiSFixFVE4z2MDSpUtVjPLbjNNNxGYfm0GY5iKUJ3+wscHH5eNgaVZQPHFmdkz5nCw0oHv37kx6khYsdbDh+tJiZvnk5AkpNMgQ4SLq1q1b586dEY+b7C0GDBiQ5KamiVVhuo6zneTLFqcKyUoMkjVYMzpdFLGSs1K7VBmqNlimZoEwKSMEcdIJzfUR5wlR1DVThATLmM4fh4Uz4g4FktJrG5i4HlwEMcf/1KlTd9xxR6RCeEl0EA5NruPhIC0HQeLWgQceuHjx4rCLMGFIYQqCEGF+kjh1Q1a6A8mNkJOe4q677rryyitra2tph5vIL7+7SIG4I6pzzmDGOaiFyc6SKGlDPDWm03AWTM4KjgJdu3alACceSa6rxvPBBx9QhV769Okjc3T88cdzgcIJz0mQSUMxffp0RMJDCTGsilF+m3G6idjsjRmYNBehPPmDjQ0+TugRpw0xKyieODM7cc6TrCw0SenbQhmaNhvbfLi+tFi8fLLyhBQaZNYiQiEbbbQRm4y3335b8/PkpKaJVWG6jrOdFMpmUoVkJQbJGqwRTxdFrOSs1C5VhqoNlgKTBSLrRbQ46URY0mRgENQ1UwT+Dkcg14bOn5gRPj3EqkiV03D8ryohVeC4OndYEpppqEePHvgLU0azZ5STgsAIpvlJ4rqp6Q6yWjaSsyzFl6Gixo0bM96sHBFNmjSRib7tttsuvfTSWEjzMEtOLg5BOAuasyI16UrYlMk1YVK1pGYs0acxs7KgFLYZp5vISn6iyg/TXBhkDTbL4MOEHllGGK6gVG2Y2TErLisLzZw5czRTSqrNq/C6vrKWT5KRJ6TQIE2nYQoatRDzbUd+aprU7CKKMNtJObKZVCFZiUFSG4wRu6bC1C7VhCoPlmsOdcoUcfHFF7Odzwo2awcs4549e3bq1Im97bnnnrvuvMCeA7aucpBix8puN6fkNddcw5mAEyoHNX1G31GPWEOpUVYTnJZWk4KjTijfINc+1mXZqgMeLB0Oh8PhKIAHS4fD4XA4CuDB0uFwOByOAniw/H9YWUJldSumHV/v8Ne//nX69Ok5BXIYmevlh6XVmaZUbJiU0OUTZxeSsxcqcB3UsFCl55cph3I9BroaOXLk73//+wp42NdBRTkMNuhgqYzVt9xyS8Uxr2La8e8R5ROFh1AChCzkMDKncruXKUa9TFNqgxsmJXT5LOGF5OyFClwHNSy0A6kfqUGWQ7keY8KECcccc8wzzzxTAQ/7OqiouqIyr7IeoWqDZSplc0jqHTJWL1++XB8u5/5bb72lD1i///77hlWckq+++qoelXKC5YoVKyg5f/78kChcG3/vvff0iW154S9mFf/qq69YeIQZw3Eso0Nsefvziy++YHmHT73nsJPn0LULDF9zUnrBWV5vl2ApOpk1a5a8y8GFvNaSw8istN1K5RyKIcOhDC1XME2pc52FiqnzFVnDTyLbSAKWeTNG6tJL+Kaj6Vfe1tBJNOVTOa9jnaRaSMhyriTjqSMNaetTmxIFYr0hk0BI9a4xoJAE3AgTc/dnkb+naj61/ZAqPW4hNMjUlAD5XOEs1csvv3zQoEGMItRwKLahjE9VVOrQqMKiEC/BpIQ87GEjqTzyYYEkyjcQU+Fn2XbyXVp201ehV6kCVG2wjCmbDam3oVAXS73kkks6duzYt29f6sqs77LLLkcddZSyimM9nTp1Gjhw4K677prDN5uUDKtly5aXXnrpNtts079//7jxbt26Pf7449yfMmUK+9BUVvGDDz74uOOOY50YjmPh2ESSgw46qFevXh06dOjcubO8iVzITp5F164wfM333XcfAiPtbrvtJsESnQgTdKtWrbp27UrLaANnkcPILFoKqZxDMYRCul27dsOHD69gmuK5zkHF1PmKrOHHtmFY5nWMeBz6Pfvss/fdd18hoIgJxLk47bTTDj300FdeeSUuH2s41kmWheg0hSTjqSMNmXhTm0KBDIoBItjQoUOTiD5epyyfBNwIE9twFvm7INZ83L6hSo8bMQZpUgIUcoUTkJiy/fbb79Zbb1UNh2IbnvQsRcUQdnj8QNOmTc855xzcUYsWLe64445UbRseeVPA5BuIB5Vl20mJ9yOkZTd9FXqVKkA1B8t8Uu8kYoVlV0VElDsXX3zxiBEjkohVXBu58cYbheYxK1jefffdwnOB38dG48bHjRsnZofjpkAqq/ioUaOkiuE41tGxs9t6661xryw/GWYhO3mSwUBroHzNrB/RAM5IgiUdycaZj+SHFrzntGnTchiZRUuGylnF4C+imjeay5+mnLlORWXU+Yqs4WsBsY2YZV7H2K9fP0nivWzZMhHY9MsGRRiCpG5c3mg4Ryexheg0GRL/GIa2Pm4KBYqcBANh4FMI1buJAVkk4EaY2IazyN8NdFWa9mOq9NTqoUEaiyqHK5zehw0bFmo4FNvwpOcrKgQfEfCSUnII9kNJ6Yt0JRgxjRh7NgVMvoF4UFm2HdOyx32V41XWa1RzsMwn9U4iL8wSkpWclNgRhc7RsIpjScceeyzXbCHFuLOCJabGOr/22muxy9ra2rhxYVtevnw5dslWOodVPIk4jnV02O5OO+0kZZo0acI6LGQnT3LNOuZrVirqmLSdrbR8qUhfU6dOzWFkliqGyjn0TTpZFUxTPNf5qIw6P65uhm9sI4dlnt297AOktS+++ML0i54l30hWeaPhHJ3EFqIfGRL/GIaJN24qdPFbbbUVochQvUuBQhJwI0xsw1nk74J4VZr2Y6r01PGmGqRYVDlc4XGwDMU2POmpikptVj+aNGkSG+uk9FsGZ/ScRtSeTQGTbyCHCt/YdkzLnkqn7sFyvUQhqXcSUahjHPgC+dHotNNOu/fee5OIVfz666+XlB3sWPODJZ9SsqamRn4PSG2cnR3XskHLYRVPIo7jHP9VyE6eZNC1C2K+5t13333evHkibV2DpfYoVQyVs4oRTlYF0xTP9cqVK7MY8OMGk/Ko8xVZwze2kcMy37dvXzlhU0ZOTqZfTpa0mZTml0NbXN5oOEcnOcHSkPjHKCdYsvtJSkTncnQzVO+i4UIScCNMbMNZ5O+CeFWa9mOq9NTxphqkTHc5XOFxsAzFNjzpqYpKbTYnWGY1ovZsCph8AzlU+Ma2Y1r2uK8cr1IdqNpgWUjqnaRRqLPz4iAoxM3yoIRhFX/55ZfxVuyRO3bsKFVSydnBU089hXl17dqVPfJNN92U2vi0adOUZDmHVTyJOI51dCx+zTG5ww47fFNCPjt5kkHXLoj5mseMGUMXXPfs2dOQtqM9SXGAO2BbkMPILFUMlbOKEU5WBdMUz/XEiROPOOKILNuojDpfkTX82DayWOaJCowO58IohKQ3JhBv3749Pqhly5Z43rh8rOEsncQWoh8ZEv8YhrY+bgoF8lGbNm2YR/kB3lC9i4YLScCNMMaGc8jfBbHm4/YNVXrqeFMNUqa7HK7wESNGSNYRqW7ENjzpqYpKbVY/wkjYCYkw6DxL20lgz6aAyTeQQ4VvbDuJaNnjvnK8SnWgaoNlUgapd5JGoY4dhw+AxY1ogXz2YZarrEkWiWwD48aT6AeMLFbxHJ7oQt7zQqLwGCFfc1J6FDN8OjSn6yyd6B1D5axiGOFXc5rOO+88ycGUhQqo87P6SrJtI8lgmc+SwfRLgSwlpIpXaLrxhSHxL3+khug8NA9D9a7IIQFPFcbYcA75e1LeqjRU6amIDbIyrvAszvrwAaUsRRU2G15kNZJaIDXfQCoVfurwDS173Fe+V1nfUc3B8vvFk08+yYaLrXGnTp3y3+V31Dv0wSiHw6HwfAOrAw+WDofD4XAUwIOlw+FwOBwF8GDpcDgcDkcBPFg6HA6Hw1EAD5bfM9Zm0pJbb70166MxY8YUpmIwMOypQndSoWRloH7zjSxdulQ4ccpHaiqJN99889FHHy2zhfUoQU05qTnKRKzqclLQYF36FLGg0AAwP1NlNRHPeGHinQrsanVQfh4eWfurk7en3nP+rHfwYLk2kMPHvzaTlhgquI8//ljfrwgJEPKBF7vgggv23HPPZs2aHX300TiU999///DDD2/ZsiV3jjnmmCVLluC2tt12W30N4IUXXqAkfmT33XdPSi9BMurWrVtT/qqrroopy1955RU+GjRokPz3scce22effdq0adOlS5f6isd/+9vfDj300DpVSU0lgXdmIKnlGfL+++/foEGDX/ziF1zMnDmz/LkePHjwVlttJVwQgtNPP33LLbdE1UJAuummm3JxwAEHsEdBAO6gsV//+tdlvthQiByamxDM1BtvvJFfJlZ1agqaEL/5zW9atGix/fbbM+qkFLS4YLxo8sEHH0xK7zJdfvnlG2+8sUbHK6+8sm0JvXr1KhS7TMQzXph4J9+uwhWXg3K0Kig/D4+s/Qry9qjvqq+cP+svqjZY1ikvRxJx82tyDFy5FhN+faHbp7BQ85hkEYSK1157LfRZho8/NWkJ8kjj+QlDUmEajNOk8F95z90Ey7FjxxLkhDgG58iW2XQUJhlQDB06tEePHqJJAgAXeIf7779fPr3kkkvkvemTTz5ZWIqSEpsz12hG+F84xQoRCZ4O/37ZZZeF7XOzX79+11xzzcCBA+XOdtttJ2+nEYmfeOIJLcm4amtrly1bxuh0ZsOMJanZSPgv5V9//XV1auEMlpmsQ3OJAPxpzmkDF//OO+/INXNtpiZLyWeddVaHDh1UA4hEO8rkh4rCqWTjwqQjJFWEEFVRQeqSMDVHbPxJkDqDUVx88cVEKS1jxhKrWiBZOFJTZAjmzp0rHW222WZM6KRJk5AnKaUlwRjQ4Z133skWCoVIsGRcqpBddtnlo48+0qboZcWKFfSoBElhMp8kNxFQOOMm8U75g+U0Rl/ysmO44pgyboplhilZCrUapg0J8/CkJpAxa1/Lh73HzlCbCn1XnVIzVSWqNljWKS+H4eYPk2MQD5ThU8mjOUVxbmANm2QRFOYAhPcXyh5ByMeflbSE0HL11VcXJgyJhxk3aNKksFY5lvXu3fvggw/G9WhFzBqFNGnShLglXKMUCDsySQYUe+yxR7jtZV2FByb8rPj0mpoa5dBp2rQpKy0OlknJB6Wet/CGEioYgrKGEqfDfb0kG2H4xx57rLCLmYwlcTYS7qAolMMMilMzM1hOso4wl0hSSmOSk4kwDJbYD63p1OQomWB59913MxcSwtk63H777aqo1GBJSWTGYvV+BalLTGqO2PjD1Bn4U5pq1aqVUOSYscSqVshA4hQZBszg5ptvzqSwA5NcJUmJAVxY8aQdPVlytsZmOLcJm4yCXlCL5EVRJjxN5pOfCEhnPE68U+ZgidPc4RCMhzErjvKIIUfnMCULqzhHqyZtiHLOpSaQide+ltfeY58TNhX6rvJTM8VTWR2o8mBZZl4OhXDzh8kxUoMlZiF3TLIIzk8nnXRS/L1iTDEcJi1hIyn0mOUkDMmCNmjSpDzwwAMc1JJSGGOBhVVefPFF2bDHHcVJBrTWpptuGlLJ4DHxU2Gzm2yySVLarqJMjiz4XLyMCBAHS/DjH/84KUVNoD+KaLBMSux0LHicFG56yJAhWlFioRwF8KHhFwOSsSTOHcEKl+/x2OiIUzMzWJisw+QSSUoECMLumwoTLMOpyVEy0QgtYUuPPvoovey111643ZxgiXdr0KCBcrII6pq6JE7NERu/SZ2B92Q5cBGPJVa1QoNlVooMAY1LLOGvJn5q166dbAqT7wZLDlsNGzYkuAodoCLMi6KjFs6KwkRAGixN4p3yB8tHWIuy9oQrbptttpEDtEJTsuRo1aQN0QCWmkAmXvtaXnuPfY5pSn1XBamZqgzVHCzLz8thuPnD5Bj4C/aDUl2DpZ4kTLIIwiTHSpaHOBSFGlycHmHbbbflMDp+/PgkLdlCnJzBICcLiqRJ4TSmUdZ8DWuCZdhRnGRAa3EKMfm0t99+e/0vgQclyzVDoDX21GPHjk0ygiXyUx333aME0UPy3WDJlL3wwgv4biJlmPAhZLtGCQzWZCyJc0ewfZbFrL8tmRks5B83uUSS0k4cXxlPjcB8DRtOTY6SJVhOmzaNXT86kQxN+SdLWjNU13VNXRKn5oiN36TOULcejyVWtUKDpUlbEWLy5MksQGGw49Ql6RsBRyXJgZwEwRKrI3gQS+bPn48SZs2ape2Eq3XLLbdkH6CjLkwEFKdnka9h6zTY0aNHc6CX3xrCFaezGadkydGqSRuio0tNIBOvfS2vvcc+xzRlgmU5qZliSaoDG2KwjHMaGG7+MDnG7Nmz5eTERgzHmnx3+ZlkEVKRRctRIGxf+fhTk5YQb9jTzZs3r5yEIbW1tSHbZE4WFEmTwmGC3WhSIu8W+RW4QtZnakdxkgEF+1ANdfJTHwe+iRMn6qca5HAf7du35+gmHi0OltRlvCK/QRgsBeyj0ao6yuTb776EmJSWCRgmY0mcO+KMM864++67k9KGWpyamcHCYGlyiSQld3P55ZcnwS9eIVKDpUxNjpIlWCalgy/qle+984NlUjpP624jqXvqkjg1R2z8JnXGsGHDhDo8HkusaoUJlpq2QsEuAQ+uv63Sghz4uEMvYTtiWjU1NSwxudmnT59wq0ov8sgPIVnq6qgLEwGpMZjEO+UPVspgFXS0dOnScMXpbMYpWXK0atKGqA5TE8jEaz8OlrHPMU2p7yo/NVNSpajaYFmnvByGm98kx8BA27ZtyxYbL5l8Nz+ASRZx0003sRi4lm9EFcrHn5W05Omnn953333LSRhy8cUXS0p6QU4WFEmTwg4A4SUZRehoktIPKtg90hJv4o5MkgHFZ599Jk0hMIOVZxPY76Ou3XbbDVcldNUCimlkxVmIAp988kl2J/JUZ/w0LJ4FkZgIBiK+gxXYpUsXujBJ2PFlyN+qVSvkHDx4cBJlLIlzR+D9EZL1T+SQ9LlmBstJ1hHmEklKaRkYUVLyMvHvyoinjwKZqclRMrs0yUWFISkLv1ZHNs0ylpQeLpUEEYihvjgp/eZX19QlcWoOY/wmdQbVt9tuO0JFPJZY1QoZSJy2QkFworv9S2DSGS9HN0Ri3zBlypSktJFFgI033viggw6iACOlAFLRHRoIHzORJwzQoeZFCZP55CcC0hmPE++UOdjp06cjJ+FZfokIV5zOZpySJUerJm2I6jA1gUy89rW89h77HNOU+q7yUzMlVYqqDZZJXfJyJBF5v0mOISWzCPXDZBGYfurbSMrHn5UeQfeP+QlDcCvmBbisBk1eiNTWuCPP9KYOLSvJQFJ67sYMk3ZMQpUkyqlSWUYCai1evDi+Lxt/hh+GZ5OxJFUbJjFI8t0ZLOdCc4nQF6FUvHPq6FJTxxRmciislXUdn1PrmrokTs0RG0+YOgM9hM9dm7HEqk7ttxzDYJeW//AIcoaWIJDzkFhFal/5iYCyEu8kZQ9Wfg4MG0xdcSbPT5ZWU9OGqNipCWRS1775r3GGpqk4l0hhfpuqRDUHy+oDYXLSpEnftxTrCjjlyIb9e8TMmTM5HH+/MjhycOedd8pDKNUBTxvyPcKDpcPhcDgcBfBg6XA4HA5HATxYOhwOh8NRgGoOlm+++eaQIUPkuee6ogJi8dVEFk9xKn93PiqosmTJkgceeKBOVeoLa4GguZwucljm16YYitWk5C6k/A5Rzuyr8GUShM6cOVOeKV0TKIeKPURNTc1zzz1XL13HlCPlY/VXWV0HXnHvWhhPkvrYzhqd33UT1RwsW7RoMWHChJh4MwuVEYvXF7J4ilP5u/NRQZXwlcR6hLyTl//RWiBoLqcLw9gQolmzZrJzyhlOfYmhqIDqPUQh5bfpq3D2VXh5qS6LE1xVFL6OXL9gLtq3b19YLJRQ6AOzSsaU93GZOH9ABZKv/ior5KCPobTsdepdC59wwgmppDxrbn7XWVRtsPzoo48aNWq0cOFCedJ6+fLlWIw+WR7yCCsqIxaPWwuLCVf17Nmz5ajH/fAtiJC9PeQ4DlmJlc05pr3mvwxqzpw54Wv1cZXU3hctWsT6p7r0Ei4k7syaNUsecM/now9LxpLTOxEI2eS/IcV5+FEWQXMqDbqCkkIAHb7GEGo+5LsPu5g7d+78+fNDXaWyzIeQt/7NcBRZnNToSl+r54JjmYoRkmsnZVNyJ99l3E4yuMhjyu9YIcl36eNl9jESpaSPKdRVeAmW4WIJJ0VVJM7UyGayDoSylU93npRsSS6MBSYBx71KyKdoUuoazYcI6SOSyGPE+QPiFpI0Uv7QgEXPxqQLqf+VuT75loM+tVhIsK43Q1r21N5jFvVQ1KRkTgwn7lGDJf2KljT5RLWiaoPltddeu8kmm5x66qnY4vjx4/fdd99zzjln9913l/NiyGIsqJhY3LRmitHOUUcdRTs/+9nPzjjjDG7uuOOOQm5p2NvV+AwrsVqtob2WdB+shH322Yfew9ekwipZve+2226dOnVisDvvvDPmrlXw2q1atRo8eDB/2VHmEIubkrHkV199tUwBa9hQnIcfZRE0xzToIRjakUceSQs77bSTkIYYzYd899IFax6NnXTSSdzE8SVpTNOpkGAZypw6+4aTmrDUvHlzKXPAAQfgwfWdPyXXjsXO4R9Pvsu4naRxkceU34qcBAB0iuWjz2OPPVbo71MpkZX8xSwW7cJMK8Pv3r27ymY6NbKVT3e+ZMkSLlItUDnuR4wYoRLi7mXXYjRvEAbL2GOY/AGpiLUa8/hvv/32rCa9Uw71vzLXs+RlpxIXMwTrKlJIyx73HrOoK0IfImRYpkexB9rnPiE8TD6Rr6X1F1UbLJOAhAnvI1uniRMn4g6SNBbjpFJi8bC1uBjtSHJgSTvFxfDhw4UERCHs7eqMDCtxaLWhSOyghe+DhY2Nhg2GVbJ6pxd5T4uFiqFrFbw2ax75n3rqKeJKDrG4KRlLnqRl6xSK8/CjLILmmAY9BEMTVjOGzyqNNR/y3UsXOBFhRUlKnpF1nsMyH0L55FITpORwUuNHOPdzcEQ2FSMk164T/7hCGbdjLnJD+R3WykkAYCjphRI5J1gm310sIcJpNbKZTo1s5dOda7A0Fmg47mMJDa25QRgsY49h8gekIouUXw04x6SzqP8Nc70GS1PMEKyHLSvTbFwrJ6VEHCxNXdrEVgnD8mVAmHyiWrFBBMsGDRrIBU6NfVaS4fUqIxYPW4uLaTusH0n6yF5SqDcMe3tM2yisxMZqVSRMvFGjRldddVWbNm1qampCeeIqce/aC96H1rQKfzlhyBBGjhyZw5VqSsaSh3cMxXkSBcuYoDmmQQ+hQyPmtWvXLtZ8+JuKXBM8lIYQSZ588skclvkQ+cEyh5N62LBh0il7lHCKlVy7TpTcMeN2zEVuKL/D6jkJAGJK+pz8AeUHSyOb6TRLtkK6cw2WxgINx32qhCGtuUEYLGOPYfIHpCJHq2LA8Z1C6n/DXK/B0hQzBOshwmBpasUWq4iDpalLmxz9CZbynXOYfCJfS+svNohgyXZbfhNiqch3CKlerzJi8bC1uFhOuDLs7XGwFFbiOPKJSFx36dJlypQp+vuNopxg2bBhQ3EN9MJRRqvgjsNdf06wNCVjyZNSThW5YyjOw4+yCJpjGvQQDE12svzldBhrPg6WnCOFU5tixL8FCxbETNMrV640O6EkCJYhI2s86piTmqnBrbdu3VqOKSJGSK7NFJTPPx4zbsdc5IbyO6yekwBAvvsVTjguGGxO/gAZb7hYQphpDWUznRrZyqc712BpLNBw3McSGlpzI0MYLGOPEecPQM+Gfi+LlD9JC3Jyp5D63zDXZ7VjCNZDKC17XCu22Fj4OFiGPPiEZ/lKIEw+kdpgFaCag6XS+06aNAk7xi5xW5K2Qj8KURmxuGnNFNN2Bg0axMJLSvYkSRkNe3vMcSysxMrmbESqra2lJDfZ35mfUeMqce9EaKyfusjAmtcq7733XsuWLQnD/JfokkMsbkrGkielVJTsPXEHhuI8/CiLoDmmQQ/BGm7fvj3y//znP5dvQY3mQ757uaZNTkvML2FADpQx0zS+mKOb6UuZylXm1NmPOamT0q+MHTt2DMUw5Nrl84/HjNsxF3lM+a3ISQCAqgkVHAuUkj7Jzh8g4w0XS9hLPK0qm+k0rFUnunMNlrEFhhz3sYRG8wYh5X3sMeL8AXQ9Y8aMsIUsUn5VWnynkPrfMNdntWMI1kOplJY9rpVqsQLjQ+K6Mr+0wDIcN26cST5RlajmYGmeWCukkE4qJRY3hcNi+RTDhr09q4phSBdgrOINsdfGjRubTW4OqbpAtoeG4lmvP/nkE20wn5Q8v2QSqN1QnCffnRFB+QTNsuE1LeQwvytwnSFFflLEkp81nNRPk4iTOhWGXLtMSm6BYdyOxYgpv7Ng6OMNJX1SxMGti8UgX0Vhp4o60Z0vWLCAwKYfhRaYBBz3qRIazWcJmTUQzR/AyZUgkTpBdSXlL4f6X39nzSqWQ7CeBLTs5aSUUGT5kCzbM8knqg/VHCyrG2zY5WDKjo+zZl2rm4yb6x369OlTGd2EYx1E+XTnnLQ4in3vz5JwdC7/Be61ACdYXwvwYOlwOBwORwE8WDocDofDUQAPlg6Hw+FwFMCDpcPhcDgcBfBg6XA4HA5HATxYOhwOh8NRAA+WDofD4XAUwIOlw+FwOBwF8GDpcDgcDkcBPFg6HA6Hw1EAD5YOh8PhcBTAg6XD4XA4HAXwYOlwOBwORwE8WDocDofDUQAPlg6Hw+FwFMCDpcPhcDgcBfBg6XA4HA5HASoPlrM/+mLSrCX+z//5P//n//zfOv6vdvkqD5b+z//5P//n//xf3r/vM1g6HA6Hw7GBwIOlw+FwOBwF8GDpcDgcDkcBPFg6HA6Hw1EAD5YOh8PhcBTAg6XD4XA4HAXwYOlwOByOFNxwww2dOnXq3r177969582bV9fqr7322pklLFq0iP8+8sgjffr0GTFiRFb5oUOHjho1Sq6/+OKLCy+88OSTT/7LX/5STt21AA+WDofD4UjB4MGDn3/+eS6mTZt27rnncvHee+9Nnjx56dKlUuCZZ555//33Fy5cyPWSJUuefvrpZcuWafUTTzyRmPfiiy8OGTLkgw8+6NWrFzeHDx/+6aefapm33npr6tSpX3/9NW22a9eO9uU+UfOBBx74xz/+QbTOqruW4cHS4XA4HCkgWD700EOzZ88m2g0YMIBw2L59+/vvv/+www775z//eeWVV1599dVExFNOOYWPDj300JEjR/IR11J9xYoV8+fPP+usswh7jz766MCBAwcNGjRhwgRt/9lnn+3atevvfve74447jojbsmXLV155RT6aMWMGN4cNG0aQTq279uHB0uFwOBwpIFj27t2bv6NHj/7qq6+488ILL9x000077bTT559/3q1bN+7MmjWLYEkE7dmzJx8dc8wxjzzyiLbwzjvv9O/f/4Ybbrj77rt/+ctfzpkzp3PnzhxG5dOzzz6bUyMXHTp0WLlyJYFTK44ZM+b000+/88476SW17tqHB0uHw+FwpEC/hhXU1NT069ePw2KPHj0Ilm3atOHmyy+/TLB88MEHr7vuugULFkydOlV+oZTq/F21ahWHzilTpnCCTEo/TI4bN04K9OnTZ+7cuVy0a9eOYmGwPP744+Ur2cMPP3zs2LFx3bUPD5YOh8PhSIEJlm+88QZnu4suuqh58+ZPPPHE9ddfT7Tr3r37GWecQezk8DdkyBAOgt98842U50zJR5QZNWrUP/7xD8LeBRdcQOCksBTgnHrwwQefeuqpF154If8Ng+XEiRNpivKE59S6ax8eLB0Oh8NRFj777LMlS5Z88cUXtbW1Dz/8MEfJ8ePHc+Djo6+//lofz1Fwyvzyyy/lmiA6b948Ip9pMK4loOTixYtz6q5leLB0OBwOR50xY8aM888//5xzziHgfd+yrA14sHQ4HA6HowAeLB0Oh8PhKIAHS4fD4XA4CuDB0uFwOByOAniwdDgcDoejAB4sHQ6Hw+EogAdLh8PhcDgK4MHS4XA4HI4CeLB0OBwOh6MAHiwdDofD4SiAB0uHw+FwOArgwdLhcDgcjgJ4sHQ4HA6HowAeLB0Oh8PhKIAHS4fD4XA4CuDB0uFwOByOAniwdDgcDoejAB4sHQ6Hw+EogAdLh8PhcDgK4MHS4XA4HI4CeLB0OBwOh6MAHiwdDofD4SiAB0uHw+FwOArgwdLhcDgcjgJ4sHQ4HA6HowAeLB0Oh8PhKIAHS4fD4XA4CuDB0uFwOByOAniwdDgcDoejAB4sHQ6Hw+EogAdLh8PhcDgK4MHS4XA4HI4CeLB0OBwOh6MAHiwdDofD4SiAB0uHw+FwOArgwdLhcDgcjgJ4sHQ4HA6HowAeLB0Oh8PhKIAHS4fD4XA4CuDB0uFwOByOAniwdDgcDoejAB4sHQ6Hw+EogAdLh8PhcDgK4MHS4XA4HI4CeLB0OBwOh6MAHiwdDofD4SjA/we5OgxDbhrr8gAAAABJRU5ErkJggg==",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/png": {
"height": 800,
"width": 600
}
},
"output_type": "display_data"
}
],
"source": [
"utils.pdf_page_to_image(pdf, 41)"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [],
"source": [
"start = index.find_entry(doc_index, m1)"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [],
"source": [
"end = index.find_entry(doc_index, m2)"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {},
"outputs": [
{
"data": {
"text/markdown": [
"## Quality at Entry\n",
"\n",
"- 126. The project design constituted a joint effort between the World Bank and SAyDS (currently MAyDS), with collaboration from the FAO, and was the result of a long-standing engagement. The broad approach proposed for the project (outlined in the ToC section) enabled it to be adjusted to the specific needs and provincial circumstances. Finally, the economic analysis at appraisal was partially completed as the benefits of PICs could not be calculated in advance because these were demand driven. Nevertheless, there was, given the global CDD experience, a high degree of confidence that both the participatory processes and the projects themselves would contribute to the PDO."
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"extract = index.extract_range(doc, start, end)\n",
"utils.show_markdown(export.to_markdown(extract))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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