{
"cells": [
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"cell_type": "markdown",
"id": "11e5f2e3-cb78-4f85-b34b-cdd6dfa21359",
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"source": [
"# Example application to cell composition data\n",
"\n",
"In this example, we will look at the compositions of samples from a non-small cell lung cancer dataset.\n",
"\n",
"The data orirginates from to [this study](https://www.sciencedirect.com/science/article/pii/S1535610822004998?via%3Dihub). It was subsequently added to [cellxgene](https://cellxgene.cz), which is the source we have taken the data from. The data on cellxgene is gene expression, but also includes cell type labels for each cell. From this we derived the relative cell type composition of each sample, the proportion of each cell type in each sample."
]
},
{
"cell_type": "code",
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"id": "e8e2b92a-5387-45c7-bca7-e0efe8abb3f1",
"metadata": {
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"slideshow": {
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"outputs": [],
"source": [
"from cvanmf import denovo, combine, data, stability\n",
"import pandas as pd\n",
"import plotnine as pn\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pathlib"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "c6bc7ed9-5db5-48af-bbf6-9c745efa5d85",
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"
Non-small cell lung cancer
cvanmf example data
\n",
"
shape
(33, 224)
\n",
"
rank
[]
\n",
"
description
Relative cell-compositions from non-small cell lung cancer studies.\n",
"\n",
" Gives the number of cells of different types in lung tissue samples from a non-small cell lung cancer atlas, which was compiled from 29 studies and includes 556 samples, from 318 individuals (86 of which are healthy controls). The data was uploaded to cellxgene using their standard ontologies, which is the source we have taken the data from. Metadata provided here is a mixture of metadata from cellxgene, and some from the original paper. We have selected out only the tissues samples labelled as \"lung\". In total, this gives 224 samples, and 33 cell types. The data here is total-sum-scaled, i.e. each sample sums to 1.
\n",
"
doi
https://doi.org/10.1016/j.ccell.2022.10.008
\n",
"
citation
Salcher, S. et al. High-resolution single-cell atlas reveals diversity and plasticity of tissue-resident neutrophils in non-small cell lung cancer. Cancer Cell 40, 1503-1520.e8 (2022). \n",
"Program, C. S.-C. B. et al. CZ CELL×GENE Discover: A single-cell data platform for scalable exploration, analysis and modeling of aggregated data. 2023.10.30.563174 Preprint at https://doi.org/10.1101/2023.10.30.563174 (2023).
\n",
"
"
],
"text/plain": [
"ExampleData[NSCLC, shape=(33, 224), rank=[]]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lung_data = data.lung_cancer_cells()\n",
"lung_data"
]
},
{
"cell_type": "markdown",
"id": "925d32f7-12fe-43be-b07a-8f1614af0d21",
"metadata": {},
"source": [
"This is a named tuple object, with properties giving tables and metadata associated to the data. The data is in the `data` property."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "b043bfbe-824d-4734-977f-161d22c64a0b",
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" Adams_Kaminski_2020_001C \\\n",
"cell_type \n",
"B cell 0.019485 \n",
"CD1c-positive myeloid dendritic cell 0.012571 \n",
"CD4-positive, alpha-beta T cell 0.006285 \n",
"CD8-positive, alpha-beta T cell 0.012571 \n",
"alveolar macrophage 0.293526 \n",
"\n",
" Adams_Kaminski_2020_002C \\\n",
"cell_type \n",
"B cell 0.030466 \n",
"CD1c-positive myeloid dendritic cell 0.007168 \n",
"CD4-positive, alpha-beta T cell 0.021505 \n",
"CD8-positive, alpha-beta T cell 0.014337 \n",
"alveolar macrophage 0.367384 \n",
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"cell_type \n",
"B cell 0.038913 \n",
"CD1c-positive myeloid dendritic cell 0.032539 \n",
"CD4-positive, alpha-beta T cell 0.023482 \n",
"CD8-positive, alpha-beta T cell 0.042603 \n",
"alveolar macrophage 0.300906 "
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"metadata": {},
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"source": [
"composition = lung_data.data\n",
"composition.head().iloc[:,:3]"
]
},
{
"cell_type": "markdown",
"id": "f00c94af-d7a4-466a-8540-9e342a37ffa0",
"metadata": {},
"source": [
"The data has been total-sum-scaled, i.e. each sample sums to 1, which we can check."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "93a5463b-88eb-4707-b399-cbe18f898d86",
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"True"
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"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
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"source": [
"np.allclose(composition.sum(axis=0), 1.0)"
]
},
{
"cell_type": "markdown",
"id": "6c554de9-3264-4079-8263-8d2ffcc4920b",
"metadata": {},
"source": [
"The metadata for each column (sample) is stored in the `col_metadata` property. One of the labels for disease is quite long, so here we'll tidy it a bit."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "969d4956-072f-40d8-ac6a-b5d619076805",
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" assay assay_ontology_term_id \\\n",
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"source": [
"# Disease labels are very long, so we will recode these for more compact plots\n",
"sample_md = lung_data.col_metadata.copy()\n",
"sample_md['disease_long'] = sample_md['disease']\n",
"disease_code = {\n",
" \"chronic obstructive pulmonary disease\": \"NC: COPD\",\n",
" \"normal\": \"NC\",\n",
" \"non-small cell lung carcinoma\": \"C: non-small cell\",\n",
" \"squamous cell lung carcinoma\": \"C: squamous cell\",\n",
" \"lung adenocarcinoma\": \"C: adenocarcinoma\"\n",
"}\n",
"sample_md['disease'] = sample_md['disease_long'].apply(lambda x: disease_code[x])\n",
"sample_md = sample_md.loc[~sample_md.index.duplicated()]\n",
"sample_md.head().iloc[:, :3]"
]
},
{
"cell_type": "markdown",
"id": "62c9d396-1eed-43f4-b01a-e473613a7601",
"metadata": {},
"source": [
"## Rank Selection"
]
},
{
"cell_type": "markdown",
"id": "63950857-1080-46cc-b237-e16fb99ba559",
"metadata": {},
"source": [
"We'll search from ranks 2 to 10. You may want to search a wider range in other data, but here we will see a clear rank is indicated within this range."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "c2c09db8-af75-4579-9d28-0b2f51930fa5",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"rank_res = denovo.rank_selection(\n",
" x=composition,\n",
" ranks=list(range(2, 11)),\n",
" seed=4298,\n",
" shuffles=100,\n",
" progress_bar=False\n",
")"
]
},
{
"cell_type": "markdown",
"id": "9163a30d-5a70-4c92-81fe-3c31ea21f6c1",
"metadata": {},
"source": [
"We can plot the results to look for an elbow point in the values. Throughout the notebook we apply some customisations to make publication ready figures, but these are not *neccessary*. For most figures the customisation is done using plotnine, which has very similar syntax to `ggplot` in R. The purpose of any complex changes to the plot are indicated by comments."
]
},
{
"cell_type": "code",
"execution_count": 143,
"id": "832aa636-4e70-480b-8d27-277f5f4bf47f",
"metadata": {},
"outputs": [],
"source": [
"# This is a flag indicating whether to write figure produced\n",
"PUB = True\n",
"\n",
"def figure_output(plot, name, pub):\n",
" \"\"\"Output a figure and the underlying data in PNG, PDF and TSV format.\"\"\"\n",
" if not pub:\n",
" return plot\n",
" prefix = pathlib.Path(\"cell_imgs\")\n",
" out_path = prefix / name\n",
" plot.save(out_path.with_suffix('.png'), dpi=300)\n",
" plot.save(out_path.with_suffix('.pdf'))\n",
" plot.data.to_csv(out_path.with_suffix('.tsv'), sep='\\t')\n",
" return plot"
]
},
{
"cell_type": "code",
"execution_count": 144,
"id": "85a49050-cc43-4104-b3d9-110991ea2933",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/kam24goz/repos/cvanmf/src/cvanmf/denovo.py:1194: FutureWarning: The previous implementation of stack is deprecated and will be removed in a future version of pandas. See the What's New notes for pandas 2.1.0 for details. Specify future_stack=True to adopt the new implementation and silence this warning.\n",
"/home/kam24goz/repos/cvanmf/src/cvanmf/denovo.py:1298: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
"/home/kam24goz/repos/cvanmf/src/cvanmf/denovo.py:1303: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
"/home/kam24goz/miniforge3/envs/cvanmf/lib/python3.12/site-packages/plotnine/ggplot.py:606: PlotnineWarning: Saving 5.32 x 1.8 in image.\n",
"/home/kam24goz/miniforge3/envs/cvanmf/lib/python3.12/site-packages/plotnine/ggplot.py:607: PlotnineWarning: Filename: cell_imgs/a_ranksel.png\n",
"/home/kam24goz/miniforge3/envs/cvanmf/lib/python3.12/site-packages/plotnine/ggplot.py:606: PlotnineWarning: Saving 5.32 x 1.8 in image.\n",
"/home/kam24goz/miniforge3/envs/cvanmf/lib/python3.12/site-packages/plotnine/ggplot.py:607: PlotnineWarning: Filename: cell_imgs/a_ranksel.pdf\n"
]
},
{
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},
"metadata": {
"image/png": {
"height": 180,
"width": 532
}
},
"output_type": "display_data"
}
],
"source": [
"plt_ranksel = (\n",
" denovo.plot_rank_selection(rank_res, jitter=False) \n",
" + pn.guides(fill = \"none\")\n",
" + pn.theme(figure_size=(2.66 * 2, 1.8))\n",
" + pn.ggtitle(\"Bicrossvalidation Rank Selection\")\n",
" + pn.xlab(\"Rank\")\n",
" + pn.ylab(\"\")\n",
" # We're adding a little more room for the stars - the internal calculation doesn't always get the right space for custom size plots\n",
" + pn.scale_y_continuous(expand=[0.1, 0, 0.1, 0])\n",
")\n",
"\n",
"figure_output(plt_ranksel, \"a_ranksel\", PUB)\n",
"# You can show the figure in the notebook by using it as the final line of the cell\n",
"plt_ranksel"
]
},
{
"cell_type": "markdown",
"id": "51ef2c78-3a9c-48bc-bfde-f66ee1b18979",
"metadata": {},
"source": [
"## Regularisation selection\n",
"We would like a sparse solution so we will use L1 regularisation, and select a value for parameter alpha. Regularisation selection is performed in much the same way, however the results returned are a tuple with the first element the suggested best value for alpha based on a heuristic, the second element being results in the same structure as rank selection."
]
},
{
"cell_type": "code",
"execution_count": 145,
"id": "dbf5b3a4-7981-44db-9be2-3d2ac9284c12",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"best_alpha, regu_res = denovo.regu_selection(\n",
" x=composition,\n",
" rank=3,\n",
" seed=4298,\n",
" l1_ratio=1.0,\n",
" progress_bar=False\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 146,
"id": "89896e1f-772a-4076-917c-8d70fc50542a",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/kam24goz/repos/cvanmf/src/cvanmf/denovo.py:1194: FutureWarning: The previous implementation of stack is deprecated and will be removed in a future version of pandas. See the What's New notes for pandas 2.1.0 for details. Specify future_stack=True to adopt the new implementation and silence this warning.\n",
"/home/kam24goz/repos/cvanmf/src/cvanmf/denovo.py:1298: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
"/home/kam24goz/miniforge3/envs/cvanmf/lib/python3.12/site-packages/plotnine/ggplot.py:606: PlotnineWarning: Saving 2.66 x 1.8 in image.\n",
"/home/kam24goz/miniforge3/envs/cvanmf/lib/python3.12/site-packages/plotnine/ggplot.py:607: PlotnineWarning: Filename: cell_imgs/a_regusel.png\n",
"/home/kam24goz/miniforge3/envs/cvanmf/lib/python3.12/site-packages/plotnine/ggplot.py:606: PlotnineWarning: Saving 2.66 x 1.8 in image.\n",
"/home/kam24goz/miniforge3/envs/cvanmf/lib/python3.12/site-packages/plotnine/ggplot.py:607: PlotnineWarning: Filename: cell_imgs/a_regusel.pdf\n"
]
},
{
"data": {
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"
},
"metadata": {
"image/png": {
"height": 180,
"width": 266
}
},
"output_type": "display_data"
}
],
"source": [
"plt_regusel = (\n",
" denovo.plot_regu_selection(regu_res, jitter=False) \n",
" + pn.theme(\n",
" figure_size=(2.66, 1.8),\n",
" axis_text_x=pn.element_text(rotation=45, hjust=1.0)\n",
" )\n",
" + pn.guides(fill = \"none\")\n",
" + pn.ggtitle(\"Regularisation Selection\")\n",
" # We're adding a little more room for the stars\n",
" + pn.scale_y_continuous(expand=[0.1, 0, 0.1, 0]) \n",
")\n",
"figure_output(plt_regusel, \"a_regusel\", PUB)\n",
"plt_regusel"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "1947690d-754a-46de-9fc1-348192b23361",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.008928571428571428"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"best_alpha"
]
},
{
"cell_type": "markdown",
"id": "ad51dcb3-fc33-4fbd-a304-44eceb081409",
"metadata": {},
"source": [
"The heuristic suggested value is quite a drop in $R^2$ compared to the previous, so we will instead take the value one before."
]
},
{
"cell_type": "markdown",
"id": "330c84b4-b368-4558-af17-a7c7de3d1fff",
"metadata": {},
"source": [
"## Decomposition with selected parameters"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "8eb5812d-5b56-4d56-b43b-999777eb9040",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|███████████████████████████████████| 100/100 [00:00<00:00, 142.97it/s]\n"
]
}
],
"source": [
"decomps = denovo.decompositions(\n",
" x=composition,\n",
" ranks=[3],\n",
" alpha=2.23e-03,\n",
" l1_ratio=1.0,\n",
" seed=4298,\n",
" # We keep the 100 best decompositions so we can look at how similar signatures are across them later\n",
" # You could chose to retain a lower number\n",
" top_n=100\n",
")\n",
"k3 = decomps[3][0]"
]
},
{
"cell_type": "markdown",
"id": "c04f17f9-dcf5-4f05-9137-6e947a5bddf6",
"metadata": {},
"source": [
"### Model fit for disease status\n",
"\n",
"Dose our model describe certain diseases types better than others? We can plot the model fit for each sample, grouped by disease status. The model fit is relatively good for all groups, though slightly higher for all the cancer samples. We could hypothesise that this might be that there is more variation in composition among healthy participants; or perhaps as there are more cancer samples the model has learnt those types better."
]
},
{
"cell_type": "code",
"execution_count": 139,
"id": "4a9d3c63-56a9-4d54-8c93-be9d8f4205ab",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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DBw5EixYtNP56Knr27Blu376NiIgIpKeno6CgAAYGBmjatCk6dOgAZ2dn2NjYKDzH06dP4efnh6dPnyIjIwNlZWVo0KABrK2t4eDgAEdHR7n1BQAzZ85Eamqq1HMMw4DP56NZs2awt7fHqFGjYGpqKpUmJSUFs2bNqnQ+Ho8HQ0NDmJqaok2bNujUqRP69+8PPT09FWqGEPIhsLa2hq2trdLpGYap9Lsq+esjCrBInZCUlITr169j+PDhap8jJSUFW7ZswbNnz9jnuFwu+Hw+8vLyEBUVhaioKJw5cwaOjo5YuHChJoouJScnB9u2bcPDhw/Z5zgcDvh8PgoKChATE4OYmBhcuHABdnZ2WLx4Mfh8vtQ5CgoK4OnpiaCgIPY5Ho8HHR0dpKamIjU1FYGBgThz5gwWLVpUZbCor68PfX19AIBIJEJOTg5bjsuXL2PFihVo3769zLxGRkbQ0Sl/mxAKhcjOzkZmZiZevnyJGzduYN++ffjiiy8wZswYcDg04oAQQiQowCJ1xsmTJzFo0CDweDyV88bHx2Pp0qXIycmBgYEB3Nzc4OjoyAYfQqEQL1++xJ07d3DlyhXcvn1b4wFWZmYmFi9ejOTkZOjq6mLEiBEYOHAgWrduDQ6HA5FIhISEBAQGBuK///7DkydPkJubKxVgFRQU4JdffkFcXBx0dHQwevRoDBs2DM2bNwdQHsDduXMHx44dw+vXr7F48WKsXbsWrVu3lluuMWPGYNKkSVLX8PPzg5eXF3Jzc7Fhwwbs2bNHZkvUL7/8gi5dukg9l5SUhIiICFy8eBFxcXE4dOgQnj17hiVLllCQVU/l5ubixo0bSExMBIfDQZs2beDo6MgG5kQ9ycnJ8PPzQ0ZGBng8Hrp06YIePXoobHkmHw4KsIjWdezYEa9evUJ6ejouXrwId3d3lfIXFxdjw4YNyMnJQePGjbFmzRo2IJHgcrmwsbGBjY0N3N3d8eeff2ryJUAsFmPTpk1ITk6GoaEhVq5cWalViMPhwMrKClZWVnB1dcWePXsqned///sf4uLioKuri+XLl8POzk7quLGxMUaOHIkePXpg6dKlSE1NxR9//AFPT0+lPwz5fD5GjhwJLpeLXbt2ISMjA/fv38eAAQOUym9hYQELCwsMHjwYhw8fhre3N4KCgnDixAmpQI7UfUKhENu2bcOpU6dQXFwsdWzPnj2YNGkS3N3dK3XvEMVycnKwfft23L17F2KxmH3+33//RdOmTfHtt9+id+/eWiwhqQ30dZNonUAgwJgxYwCUvwGpOkvl6tWrSEhIAMMwWLhwYaXg6n0NGjTAypUr1S2uTPfv30dERAQA4Ntvv5Xb5SbB5/Px448/onHjxuxzsbGx8Pf3BwBMmDChUnBVUZMmTbBgwQIwDIOkpCRcvXpV5TIPHDiQbXGKiYlROT+Hw8H06dPRq1cvAOXj5HJyclQ+D9EOoVCItWvX4p9//qkUXAFAXl4e9u7di4MHD2qhdPVXbm4ufv75Z9y5c0cquJJITk7G6tWrcfv2bS2UjtQmCrBIneDm5gYTExPk5ubC29tbpbyXL18GANja2qJDhw5K5ZHVlbV06VK4urpi6dKlKl2/YhmaN28OR0dHpfNVLMeVK1cAlAdfrq6uVebt2LEj230nyasKHo/Hri9TnanXEyZMAAAUFhZKjRsjddv169cREBBQZbpTp04hPDy8Fkr0Yfj777/x+vVrhWlEIhG2bNlCX0g+cBRgkTrBwMAAn3/+OQDgwoULyMrKUipfeno6EhMTAUBrTe5lZWWIiooCAPTq1Uvt7hTJh5itra3SM/P69OkDAEhMTERGRoZK1ysqKmLf4KuzkJ+1tTUaNGgAAGwrHqnbxGIxzp07p3T68+fP12BpPhy5ubm4efOmUmmLi4tx7dq1Gi4R0SYag0XqjBEjRuD8+fNITU3F6dOnZS4V8L43b96wjxUN9K5JqampKCoqAgC0adNGrXOUlZUhKSlJ5XNUfM1v3ryBmZmZ0nkvX77MdmG0a9dO6XyytGrVCiEhIUhOTq7WeUjtePv2LeLi4pROf+/ePZSVlbEzSolswcHBUms9VeXOnTv47LPPNFqGp0+fAij/0iSZXJObm6uRc6tyz2hKVdfs1KlTLZVEdfTfQuoMXV1dTJw4Edu2bcPly5fh5uaGJk2aKMxT8Y2jutsprFu3Tq18FctgZGRU7XMYGxsrna9iWmXeRIVCIVJSUuDv749///0XANCsWTP06NFDhdJWJqn7vLw8hemOHDmCY8eOyT0+ceJElQfKS1oMTUxMZI550TZJNzCHw6m05pi2SFp9lVVWVgYejwcTE5MaKpFsdbHuJGTdd6WlpSqdIy8vT+Ov66efftLo+bRt586dCo/fv39f49fU1H1HARapU5ydneHt7Y03b97g+PHjmD9/vraLpJLanm2lTEBx4sQJnDhxQuaxJk2aYNmyZdVumZCUo6rXn5+fX2nx04oKCgrUnsJe15eIYBimzkzPVzVQkmzMq63y16W6e1/F+06VL0cAtFqnH4qarL/q3ncaDbBKSkqQkZGBkpISWFlZafLU5CPB5XIxefJkbNiwAbdu3cLYsWMVLqRZsdVKU83gqtJEGSqeQ5WBr8q0nlVcaJTD4cDAwIBdyX3QoEGVFjpVh6TlqqoWPENDQ4Wtknw+H0KhUKVrMwzDdoXU1RYshmEgFoshEom0XRwA5ZMxLC0tkZCQoFT6Xr16gcPhqPy3qa66WHcSsu47yRpXytZTnz59NF6ne/fuBSAd+Gmq7mJiYrBx40aNnEtZixYtUrglT03ck6red/KCsGoHWM+fP8e2bdtw9epVtq+UYRiUlZVJpTt58iRiY2PRtGlTfPnll9W9LPmA9e3bFzY2Nnjx4gX++ecfhbP6KgZfcXFxSs8i1KQmTZpAX18fRUVFePnyJZycnFQ+h46ODpo1a4a3b9/i5cuXSuermFZeIPr+QqM1QTJrqmnTpgrTeXh4wMPDQ+7xtLQ0ZGZmqnRtLpcLU1NTZGdn13oAoAxTU1NwuVyIRCKVX1tNGjFiBPbt26dU2uHDh2ul7HW17gDZ952Ojg769eun1BIMXC4XAwcO1PjrkjRuSOpOKBRq7Bra+BJrbm6usMGmJu4LVe+7Ro0ayXy+Wm3qf/zxBzp37ozdu3fj5cuXEIvF7M/7CgsLsXz5cnzzzTcKuwgIAYApU6YAAIKCgvD8+XO56Ro2bMiue1UTffHK0NHRYQO7Bw8eqH0eyZILISEhMtclkuXevXsAylskGjZsqPa1qyMmJoZ9E6rLA06JtE8//RSdO3euMt3AgQNpUUwVzJo1S6n/xVmzZkmtg0c+PGoHWBs2bMDSpUtRVlYGDoeDPn36oH///nLTT5gwgW3+v3DhgrqXJR8JW1tbdOvWDQDwzz//KEw7YsQIAOWBScV9CBXRdFeSpAyJiYkqLSBYsRySfRgLCgqUmhYfGRnJLotQnT0cq0syvsvAwAAODg5aKwdRDY/Hw9q1azFo0CCZxzkcDlxdXbFw4UJayV0FjRs3xubNm+Vu5q6vr4/vvvuOXVyZfLjUCrBevHiBFStWAAC6du2Kp0+f4u7duwpnL+jr68PFxQUAcOvWLXUuSz4yklas0NBQhIWFyU03bNgwWFpastvVSJY7kCc7OxurV6/WaFl79+7Ntgb873//Q3R0tML0RUVF8PT0lGrNtba2ZhcpPXHiBJ48eSI3/7t377B161aIxWI0a9YMw4YN08CrUI1IJMKhQ4fYVjs3NzeVB/kS7eLz+di4cSMOHDiAcePGoXfv3ujbty88PDzg5eWFOXPm0CBsNTRr1gzbt2/H5s2bMWLECPTq1QuOjo6YO3cujh49ilGjRmm7iKQWqDUGa+fOnRAKhTA1NcXVq1dhbm6uVL4ePXrgwoULtCowUconn3wCBwcHBAUF4eHDh3LT6enpYcmSJVi6dCnevXuHBQsWsJs9W1paAigPBuLi4nD37l1cunRJ5srlS5cuRUREBDp37qzykg0Mw+Dnn39mN3teunQpRo4cCWdnZ7Rp04YdMJmYmIh79+7h/PnzyM7OxsSJE6XOM3fuXMTHx+P169f47bff8Omnn2LYsGGwsLAA8H+bPR8/fhzZ2dkwNDTEokWLanVT3uTkZISHh+PixYvsGDAHBwd2RXdS/1hZWSm17hxRHsMw6Ny5s1LdsOTDpFaA5evrC4ZhMHXqVKWDKwBo2bIlAOnFIQlRxMPDAw8ePKhyJoeVlRU2b96MLVu2IDo6GsePH8fx48eho6MDAwMD5Ofns+fgcDhyu0Wqw9TUFJs3b4anpyeCg4Nx7tw5nDt3DlwuF3w+HwUFBVKDsHv16lWpxYfP52P9+vXw9PTEgwcP4OPjAx8fH/B4POjq6iI/P59N26JFCyxatIj9v6oJ69evZ5dwEAqFlV4Dn8/HF198gTFjxtT5ZRIIIaQ2qRVgSQIkVRcnNDQ0BFD1YoSESFhZWcHZ2Rm+vr5Vpm3atCk2bdqER48eITAwEJGRkcjKykJBQQGMjIzQvHlzdOnSBYMGDWJbhDTN2NgYv/76K6KiouDv74+nT58iPT0dBQUFMDAwQNOmTdGpUycMHDhQ7ortRkZGWL58OSIiIuDn54enT5+yy580atQI1tbW6NOnDwYMGFDj3TcV/1clexeampqiTZs26Ny5M/r376/0tj6EkA+HqhvEvz/uVSwWIyQkRCPnrqsYsRqjfQ0MDFBSUoITJ06w+8cBwLlz5+Du7g6GYWROlz506BC+/PJLmJiY1Lkpt4QQ7UtLS1M5j2S6fGZmZp1epkGT0+U1hepOfR9j3T19+rTWV4rfsmVLrc9OVrXuNLpMg2RqqbKL1ElIBiqr0q1ICCGEEO2zsrLSyMLEyuLz+fV60XK1ugi7deuGhIQEXL16FT/++KNSecrKynD69GkwDENTuQkhhJB6RiAQwMvLC/Hx8dU+l2T7pdzcXLljbK2srKq9x6w2qRVgffrpp7h48SJu3LgBf39/pVauXrFiBRITE8EwDNzc3NS5LCGEEEK0SCAQaKTLrq53sWqCWl2E06ZNg4WFBcRiMdzd3XHx4kW5aTMyMvDtt99i48aNYBgG7du3h7u7u9oFJoQQQgip69RqwdLT08PRo0cxdOhQZGdnw9XVFe3atZPah+ynn35CREQEAgICUFxcDLFYDAMDAxw7dkxjhSeEEEIIqYvU3uzZyckJZ8+exZQpU5CRkYHo6GhER0ezWyp4enoC+L+pmWZmZjh9+jS7/QkhhBBCqic3N1fmmCiBQAAOhwORSKSVTZqroswYrPfVtzFZagdYQPn+axEREdi4cSOOHDkic4p1gwYN4OHhgaVLl0q1cBFCCCFEfbm5uZg2bZrMnSk+RHw+H15eXvUmyKpWgAWUL+64detWbN26FZGRkXj16hWysrJgZGQES0tL2Nra0grPhBBCiIbFx8d/NMEVABQUFCA+Pr7W18VSV7UDrIo6duyIjh07avKUhBBCCKnCkiVLYG1tre1isObMmYOSkhL2dx6Ph7/++kutc8XExGDDhg2aKlqt0WiARQipGzw9PdnthSwsLLBr1y652+qcO3cOBw4cQJMmTbB//36553z8+DECAwMRFRWFzMxMFBUVgc/no3nz5uz2Py1atKiR10MIUcza2hq2trbaLgZLMh674u91qXy1oUYDrCdPniAgIABlZWWwtbWtkQ12CSGKJSUl4fr16xg+fLha+VNSUrBlyxY8e/aMfU6ygXVeXh6ioqIQFRWFM2fOwNHREQsXLtRU0QkhpN5SK8BKTk7GunXrAABfffVVpZmBYrEYM2fOxKFDh6Se79OnD86dO4eGDRuqV1pCiFpOnjyJQYMGgcfjqZQvPj4eS5cuRU5ODgwMDODm5gZHR0e2pUooFOLly5e4c+cOrly5gtu3b1OApWEikQghISEICgpCbm4uBAIBHBwcaHwrIXWcWgHW5cuXsXPnThgaGrKBVkXbt2/HwYMHKz1/7949fP7552zXBSGkZnXs2BGvXr1Ceno6Ll68qNIiv8XFxdiwYQNycnLQuHFjrFmzBs2bN5dKw+VyYWNjAxsbG7i7u+PPP//U9Ev4qEVHR2PTpk2V9n09f/48LC0t8fPPP6Ndu3ZaKh0hRBG1vv5cu3YNADBw4EAYGRlJHRMKhexgNF1dXcyfPx+enp6ws7ODWCyGv7+/wpXfCSGaIxAIMGbMGADAv//+q9KMo6tXryIhIQEMw2DhwoWVgqv3NWjQACtXrqxOcUkF0dHRWLRoUaXgSiIhIQGLFi1CdHR0LZeMEKIMtQKsZ8+egWEY9OrVq9KxW7duISUlBQzDYOfOnfjzzz/x/fffw9/fn10H68SJE9UrNSFEaW5ubjAxMUFubi68vb2Vznf58mUAgK2tLTp06KBUHuqy0gyRSIRNmzahuLhYYbri4mJs2rRJ6YUaCSG1R60uwnfv3gEAWrduXemYpPvPyMgI06ZNY583MjLCpEmTsHXrVgQHB6tzWUKIGgwMDPD5559j//79uHDhAkaPHo0GDRoozJOeno7ExEQAQO/evWuhlKSikJAQuS1X70tISEBISAjs7e1ruFT109OnT2vkvOqsRK5pcXFxWrmuNlX3NdfmGlpqBViSFdv19fUrHQsICADDMHB2dq40oFbyLVjyxk0IqR0jRozA+fPnkZqaitOnT2PWrFkK079584Z9LOuLlLqOHDmicD/SiRMnYtKkSSqdUzId3MTEhN2aqy6RtOpxOByYmpoqlefJkycqXePJkydwcXFRuWwfYt2976efftJkkYiW7dy5s1r579+/X2UaTdx3gJoBlo6ODkpLS5Geni71fElJCds61b9//0r5JN+ai4qK1LksIURNurq6mDhxIrZt24bLly/Dzc0NTZo0kZu+4t5lmtyWIj8/H6mpqXKPFxQUyF2vqyp1vXuSYRilX5uqe8fl5eWpXW/Ah1V3hCiiyn1U3ftOrQCrWbNmePnyZaWmVz8/PxQXF4NhGPTp06dSvpycHACAoaGhOpclhFSDs7MzvL298ebNGxw/fhzz58+v9TIYGhoqDOz4fD6EQqFK52QYht3Utq62wjAMA7FYrHRXkqpBrZGRkcr1BnyYdfe+vXv3arhU5RiGYcumrbqLiYnBxo0btXJtbVm0aFG1VqxX5v9E1ftOXhCmVoDVs2dPxMbG4uTJk/j999/ZN4Ndu3YBKP9nlzVuQzLbxdLSUp3LEkKqgcvlYvLkydiwYQNu3bqFsWPHyl15veIHvKqtKYp4eHjAw8ND7vG0tDRkZmaqdE4ulwtTU1NkZ2erFWTUNFNTU3C5XIhEIqVfm52dHU6fPq30Nezs7FSuN+DDrLv3WVlZabhU5SR1l5mZqbW60+T/Zn1hbm5erb+pMveRqvddo0aNZD6vVrvw5MmTAZQPdu/RoweWLFmCoUOH4sKFC2AYBuPHj4eurm6lfIGBgWAYBl27dlXnsoSQaurbty9sbGwgEonwzz//yE1XMfD6GAfSaputra3SX0RbtGjx0W1BQkh9oFaANWrUKIwePRpisRgxMTHYtGkTbt68CaB8nNWKFSsq5UlOTkZgYCCA8vWzCCHaMWXKFABAUFAQnj9/LjNNw4YN2XWvlBkUSjSLw+Hg559/hp6ensJ0enp6WLhwYZ0fQ0XIx0jt/8pTp07hhx9+gLGxMdsH7eDggBs3bsjsdti7dy/bl0kBFiHaY2try25vpagVa8SIEQDKlwyouA+hInVxHE991a5dO2zcuFFuS1aLFi2wceNGWsmdkDpK7c2e9fX1sXXrVmzevBnv3r0Dn89XODDT1dUVTk5O4HA4aNu2rbqXJYRowJQpUxAaGorQ0FC5+xMOGzYMV65cQUJCAjZt2oTffvsNFhYWcs+ZnZ2NP//8E6tWraqhUn982rVrh71798rci9DOzo5dZoEQUveoHWBJcDgcmJubV5mOxggQUnd88skncHBwQFBQEB4+fCgzjZ6eHpYsWYKlS5fi3bt3WLBgAbvZs6RVRSQSIS4uDnfv3sWlS5dU2oqHKIfD4cDe3p4WEiWknql2gEUIqZ88PDzw4MEDhdOQrayssHnzZmzZsgXR0dE4fvw4jh8/Dh0dHRgYGCA/P5/Nz+FwMGjQoNoqPiGE1GkUYBHykbKysoKzszO7vZU8TZs2xaZNm/Do0SMEBgYiMjISWVlZKCgogJGREZo3b44uXbpg0KBBCrsQCSE1JyYmRttFkPL+eEyxWIyQkBC1zlXXXpuyGLEGRqUKhUKEhYUhISEBOTk5Sq0JMnXq1OpelhDygZFsw6WKurAekSKSNXWEQqHaaznVFKo79dWFunv69OlHtxXQli1banw/QVXvO3nrYFWrBSsxMRGrV6/G8ePHVRp7wTAMBViEEEJINVhZWYHP5380Yx/5fH6NLRxbE9QOsB4+fIiRI0ciIyODpmYTQgghtUwgEMDLywvx8fEyj0m2QaqLK75zOBwIBALk5uYqvQ2SlZWVRvdGrWlqBVj5+flwd3dHeno6OBwOPDw80K9fP3zzzTdgGAbz5s1Du3btEBcXh8uXLyMyMhIMw8DDw4MGwRJCCCEaIhAIZHaZ1eXuVaBudLHWNLUWGt2/fz+SkpLAMAwOHz4MLy8vzJ49mz3u4uKCOXPmYNOmTYiIiMCxY8cgEAjY2UfTpk3T2AsghBBCCKlr1GrBunTpEgCgX79+mDRpUpXpJ0yYAHNzcwwePBhff/01HBwcaLFRQggh9U5ubi7i4+PV6uKqTR9iF2F1aKN7Ua0AKzw8HAzDYPTo0TKPy2ruGzhwIFxdXXH+/Hns2bMHGzduVOfShBBCiFbk5uZi2rRpH82g8g8Jn8+Hl5dXrQZZanURZmRkAABatWol9byOTnm8VlhYKDPf8OHDIRaLcfnyZXUuSwghhGhNfHw8BVf1VEFBgczJADVJrRYsLpeL0tJScLlcqecFAgGysrKQnJwsM5+pqSmA8uUdCCH1y9KlSxEREYEJEyZUGhrg6uoKAFi7di26dOmijeIRUquWLFkCa2trbRfjgzRnzhyUlJSwv/N4PPz1119qnSsmJgYbNmzQVNFUolaAZW5ujtevXyMrK0vq+RYtWiArKwvh4eEy871+/RqA/Bauuqy0tBT+/v4IDg5GTEwMu6CqQCBAq1atYGdnBycnJzRo0EDbRSWEEFLDrK2taY/dGvL+JuYMw9TLulYrwOrYsSNev36N58+fSz3fvXt3hIWF4cKFC8jPz4ehoSF7TCQS4fDhwwCA5s2bV6PIte/JkyfYsWOH1CrTPB4PPB4PGRkZyMjIwOPHj3HkyBFMmTKF/TZPCCGEkI+TWmOw+vXrB7FYjMDAQKnnP/vsMwBAZmYmxo4di6ioKJSUlCAyMhLjxo3D06dPwTAMhgwZUv2S1xJ/f3+sWbMGaWlpMDc3x9y5c3Ho0CH8+++/OH78OE6fPo2VK1fC0dERpaWlCAoK0naRCSGEEKJlarVgjRw5EsuWLcP9+/eRnJyMpk2bAgBGjBiBvn37IjAwEDdu3EDnzp0r5eXz+fj555+rV+paEh8fjx07dkAoFKJbt25YunQpDAwMpNLo6emhe/fu6N69O9zd3WkAPyGEEELUC7C6deuG1atXo6CgAImJiWyABQBnzpzBsGHDEBYWVimfQCDAyZMn0aZNG/VLXIuOHDmCkpISmJqaYvHixZWCq/dZW1tj7ty5Gi/Hw4cPceXKFXbsl76+PkxMTNCyZUvY29tj6NChlfqsxWIxrl69imvXruHNmzfg8Xho06YNxowZg+7du2PmzJlITU3F/Pnz4eLiwuYLDw/HsmXLAADnz5+XWR5FacrKyhAeHo7g4GA8e/YMaWlpyM3NhZGREWxsbDB06FD07t1b5nlv3ryJbdu2oUmTJti/fz9CQ0Ph7e2NmJgYlJWVoXXr1hg/fjzs7OzYa124cAG+vr5ITk4Gj8eDvb09pk+fjoYNG8qtz/j4ePj4+CA8PByZmZng8XiwsrKCk5MThg0bVmnyBgB4enrC19cXgwYNwg8//CDzvIrSlJWV4cqVKwgICEB8fDyKiopgZGQEExMTtG/fHv369WNflyqEQiH8/PwQEBCA2NhY5Ofnw9jYGE2bNkWvXr0wcOBAdnLJ+3Vw/vx5hIWFISMjA1wuF02bNkWfPn3w6aefSnXvE0IIUZ3aexGuWLFC5vPm5uZ49OgRTp48iWvXriE5ORmGhobo2bMnvvrqKzRu3Fjtwtam9PR03L9/HwAwevRoGBkZKZWPw6nc6yoZkyVr9lVVjh49ipMnT7K/6+vro6ysDElJSUhKSsK9e/cwePBgqaBAKBRi8+bNuHv3LlsmXV1dhIWFISwsDLNmzVKpDKqIiorCypUr2d91dXWho6ODrKwsPHz4kN3D8ptvvlF4nitXrmD37t0Ayl9zYWEhIiMjsXr1aixevBjdu3fH6tWrER4eDh6PB6B8jRp/f39ERUXB09NT5t/M19eXbZUEAENDQxQXFyMqKgpRUVHw8/PDr7/+qvTfWxlCoRArV66UmvxhaGiI/Px8ZGdnIz4+Hm/evFE5wMrMzMTatWvZsZAMw8DQ0BB5eXmIjIxEZGQkuFwu3NzcpPL9999/2L9/P7u4n56eHkpLSxEXF4e4uDj4+vpi9erVaNasWTVfOSGEfLzUDrAU4XK5mDRpksrBRF0SERHBbmItr8WlpqWkpOD06dMAgHHjxsHNzY2dpZiTk4Pnz5/j1q1blfL5+PiwwdXEiRPh5uYGPp+PjIwMHDx4EH///bfMVhpN4PF4cHJygrOzM6ytrWFiYgKgPBi4du0ajh8/jkuXLqFr167o27evzHNkZ2dj7969GDduHNzd3WFkZISUlBRs2bIFz549w759+xAaGoqEhASsWLEC9vb2AIDg4GBs3boVqampOHPmTKUtmZ4/f84GV927d8fs2bPRrFkzdobonj178OzZM2zfvh1Lly7VWJ3cvn2bDQTnzJmDfv36QU9PDyKRCJmZmXj8+DESEhJUOmdpaSkbXBkaGmLatGlwdHSEoaEhxGIx4uPj4evrC2NjY6l8d+7cwd69e6Gnp4fPPvsMQ4cOhampKYRCIZ4/f459+/YhJiYG69evh6enp8wvDIQQQqpWIwHWh+DNmzcAyltgLC0ttVKGFy9eQCQSoXnz5pWCBWNjY/To0QM9evSQer64uBhnzpwBALi7u2PixInsMTMzMyxYsACZmZkyu3A1oV27dmjXrl2l501NTTF+/HiIxWIcO3YMFy9elBtgFRcXw8XFBVOmTGGfMzc3x88//4yZM2ciLS0Nly5dwrp166TG+fXu3Rvu7u44duwY7t69W6nOjhw5AqFQiLZt22LZsmXswri6uroYPHgwdHV1sWXLFgQFBSE6Olrm61DHs2fPAACDBg2S2uycw+GgYcOGak36uHnzJp4/fw4dHR2sWrVKqqwMw6Bly5aYMWOGVJ7S0lLs27cPAPDTTz/BwcGBPcblctGhQwesXr0a3333HV69eoWgoCC5f6O6JiQkhLYsUQNt96KauLg4bReBVIO8v5+szbI1gQIsOXJycgCUd+VU91u8vLFMVZGM+SosLERxcTH09PSqzPPkyRPk5+eDy+Vi7NixlY4zDIPPP/+8xgKsqvTs2RPHjh1DdHQ0hEKh3JY0yYzUiho3bgwLCwskJiaiffv2MidRdOvWDceOHUNycjKKioqgr68PAMjLy0NoaCh7bklwVZGTkxNOnDiBxMRE3LlzR2MBFp/PB4BK68ZVx82bNwEAjo6OSpczODgYmZmZaN68uVRwVZFAIIC9vT1u3LiBkJAQjQdYR44cwbFjx+Qenzhxosot3wzDYObMmdUtGiHkA7dz506Zz0uGA0lIPvM5HI7MMazK0kiA9fDhQ1y9ehWRkZHIyMhAaWkp+wEgkZaWhpKSEujr68PMzEwTl60V7w8er03t2rWDQCBARkYGFi1ahBEjRqBbt24Kx8bExMQAKF/0VdI9976OHTuCy+XK3DNSE/Lz83Hp0iUEBwcjISEBBQUFla5VUlLCDsh+H4/Hg4WFhcxzm5iYIDExES1btpR5vOJCr/n5+WyAFRsby3b5du3aVW7Zu3XrhsTERLYeNaF79+44c+YMgoKCsHbtWgwcOBCdOnWS+/epSllZGVu+nj17Kp0vKioKAJCamoqpU6fKTVdUVAQAePfunVrlUyQ/Px+pqalyjxcUFNRY9zUhhMgi7z2HYZhqvR9VK8CKiYnBl19+yY73Acpnr8kKSjZs2IA///wTjRs3RmJiYp1/E5V88Ofl5cl9TTXNyMgICxYswNatWxEXF8duFWBiYoKuXbti0KBB6N69u1QeScuboll0urq6MDY2RmZmpsbLnJCQgOXLl7P7VQLlg9SNjIzAMAxEIhFbxqKiIpkBlomJidz6lnyzkPetomJrY1lZGfs4OzsbQHnwpmizz0aNGkml14TOnTtj8uTJOHHiBO7fv89+W7KwsGBngb6/r6ciubm5bMCqyqQRyd+7tLRUqda04uJipc+tLENDQzRp0kTucT6fr3LgzzAM9u/fD7FYzAbRdUnFe7KudcMxDAOGYajulBQTE4ONGzdquxhETYsWLZK5vdH77zkcDof9v1DmvpMXz6gdYD1+/BiDBg1Cbm6uUv+Y8+bNw9atW/Hu3Ttcv34dw4cPV/fStaJFixYAyj+M3rx5AysrK62Uo3v37ti3bx/u3r2L0NBQREVF4d27dwgICEBAQAB69+6NX375ReVuzJp6M92+fTsyMjLQtGlTTJ8+HV27dpWakff27Vt8/fXXCsugzVbDmirD+PHjMXDgQNy5cwcRERGIiopiZ4JevHgR06dPh7u7u0av+T7JG0W/fv2wePHiGr2WPB4eHvDw8JB7PC0tTeXAn8vlwtbWFpmZmTXWKlsdpqambItxTXypqQ4ulwtTU1OqOyXVhXFgRH3m5uYyP8vfv7ck951kIlJVJF/M36fW4KLCwkKMGTMGOTk50NHRwbJlyxAdHY1Tp07JzdOqVSu2teX69evqXLZWdenShf2Qfb9/trbx+XwMGTIECxcuxIEDB7B792526Yf79+/jypUrbFpJi1DFFqT3lZaWyn2jqBiJV9xss6L8/HyZz797944d0L1gwQL07du30nIHmhyHpApJd1xJSYnCN0nJdkjvt6xJ6qW0tFRu3oKCAoVlaNKkCcaOHYtff/0VR48exYYNG2BnZwexWAwvLy92r86qGBsbs2PIVOnGk3Sf1vaO8oQQ8jFSK8Dat28fEhISwOFwcPr0afz222+wsbGBrq6uwnz9+/eHWCzGw4cP1SpsbTIzM2OXZ7h48SLy8vKUylcbzdgWFhaYOXMmO4Ow4vpKbdu2BVD+ISrpintfZGSk3G+rFQOiinsvViRvfFLF9JJyvE8y0Ly2tW3blg2YFZVBUpfvNyNL6kVenYjFYpXGbXE4HHTs2BHLly+HQCCASCTC06dPlcrL5XLZ8qnyv9ShQwcA5TNkKcgihJCapVaAde7cOTAMg5EjR6q0sbHkDV6TA4hrkoeHB7uh8x9//IHCwkKF6WNjY9lxUpqgqLUEADursGI6e3t7dhyLt7d3pTxisRj//vuv3HM2a9aMXbhTVstdTk4Orl27JjNvxdW/X716Vel4RkYG/vvvP7nXrklGRkbsbuxnzpyRGp8lERAQwC7P4ejoKHVMMqj+xYsXMlsH/fz85AZfiv6OOjo6bPduVX/viiTLPQQEBCA6OlqpPD179mRbsfbt26ewS6isrKzK+50QQoh8agVYkm/aI0eOVCmfZPagtrqJVGVlZYXvvvsOHA4HoaGhmD9/Pq5duybVJ1tSUoKQkBBs3boVP/30E5KSkiqdx9XVFa6urgqnp8ty5swZrFmzBv7+/lLXLCgowPnz53Hv3j0AkBrorqenxy7P4OPjg5MnT7JdV5mZmfD09MTTp0/lLvmgq6vLttydOnUK9+/fZz+Inz17hhUrVsgMTgDA0tKS7Yvevn07Xr58CaC8VS80NBRLly7V6kBaDw8PcLlcxMbGYt26dXj79i0AsLNed+zYAQDo06cPPvnkE6m8vXr1gp6eHsrKyrB582YkJycDKB8IfuXKFezatUvu6u/r1q3Dzp078eTJE6luxHfv3mHnzp3Izs4Gh8NRaSV3FxcXWFtbo6ysDKtWrcKVK1fYc5eWliI+Ph5eXl5SC9Hq6elh9uzZAMpb8ZYvXy7VmikSifD69WucOnUK33zzDa35Qwgh1aDWIHfJh72i2UCyqPINva5wcnKCsbExduzYgeTkZHYdDR6PB11dXanxSAYGBujfv7/Gri0SiRAcHIzg4GAA5bPxuFyu1DV79+6NoUOHSuUbN24cYmJiEBQUhKNHj+L48ePg8/nIz8+HWCzG7NmzcfbsWbnT5adOnYqwsDBkZ2dj7dq10NXVBZfLRVFREczNzTF79mxs3bq1Uj4Oh4Ovv/4a69evx+vXr/HDDz9AX18fIpEIJSUlEAgE+P7777F27VqN1ZEqbGxsMG/ePOzcuZOtV8lWOZKgsX379vjuu+8q5TUyMsKMGTOwe/duREREYPbs2eDz+SguLoZQKMTQoUNRVlYGX1/fSnmLi4tx7do1XLt2DQzDsC2MkuUQGIbB1KlTVZpIoauri+XLl+O3335jW053794NPp+PgoICtqv6q6++ksrXv39/FBQUYM+ePXj69CmWLFkCHR0dGBgYoLCwUG7wTAghRDVqBVgmJiZIT09XuSVKMohX0RICdZGdnR327NkDPz8/BAcHIzY2FtnZ2SguLoaZmRlatWqFHj16wMnJSeESAKoaNmwYzMzMEBoaivj4eGRkZKCoqAgNGjRA27ZtMXDgQDg6Olaa8cblcrFkyRJcvXoVV69eZbdh6dq1K7vZ89mzZ+Ve19zcHJs2bcLx48fx5MkT5OXlwdjYGMOGDcP48eMVtmz07t0b69atw6lTpxAdHY2SkhKYmZnB3t4en3/+udZnKrm4uMDGxgY+Pj4ICwtDZmYm9PT0YG1tDWdnZwwdOlTmIqRAeYutqakpzp49i7i4OIjFYrRt2xYjR47EoEGD4OnpKTPfrFmz8OjRI4SHh+Pt27fsjK0mTZqgQ4cOGDVqFNq3b6/yazEzM8OmTZtw8+ZN3L59G69evUJhYSFMTU1hbm6O3r17w8nJqVK+oUOHwtbWFhcvXsSTJ0+QmpqK/Px8GBoawsLCAt26dUOfPn3kjqMjhNSfoS710fs9HWKxGCEhIWqdS5t/J0asRp9Nr1698OjRI8yaNYvdkBcoH5vl7u4OhmFkfpA6Ozvj9u3bGDp0qNTMN1L7Zs6cidTUVMyfPx8uLi7aLg4hAORPIlCElhpQH9Wdap4+fYqffvpJ28UgatqyZYtS2+Koet9pdJkGFxcXiMVinDp1Cunp6Url8fX1xe3bt8EwDAYPHqzOZQkhhBCtsbKyYre+IvULn8+v9fUs1eoinDVrFrZs2YLs7GxMnDgRZ8+eVXjT3bt3j910mM/n48svv1SvtIQQQoiWCAQCeHl5IT4+njbKrqbarj8rKyuNDuFRhloBVps2bbBw4UJs2LABN2/eRMeOHTF37lyprTUiIiIQHh4Ob29v+Pj4QCQSgWEYrFmzpl7tRUgIIYRICAQCdOrUibpXq6mu158mqL1Vztq1a/HmzRscPXoUb968wZIlSwD83xYj3bp1Y9NKhnnNnj0bP/74Y3XKSwghhBBS56kdYDEMg3/++Qf9+/fHmjVr2DWFZGnSpAnWrFnDrsFDtG///v3aLgIhhBDywVI7wJL4+uuvMWPGDFy7do2dKp6VlQUjIyNYWlrC2dkZI0aMgIGBgSbKSwghhBAl5eTkKL0NV23S9BgsbYyxqkq1AyygfNHN0aNHY/To0Zo4HSGEEEKqKScnB25ublVuRP8h4PP58PLyqlNBllrLNBBCCCGkbnv58uVHEVwB5VvI1bVN7DXSgqVITk4OysrKaOYg+Wh5enrC19cXgwYNwg8//CB1rD4t+CqvrCkpKZg1axaA8k2kzc3NtVVEQogcS5YsgbW1tbaLIdOcOXNQUlLC/s7j8fDXX38plTcmJgYbNmyoqaJVi1oBVllZGcLCwgAALVu2lLn1ja+vL3788UdEREQAKN8IeNmyZR/cQPfS0lL4+/sjODgYMTExyMnJgVAohEAgQKtWrWBnZwcnJyc0aNBA20UlhBDykbK2toatra22iyHT+9u9MQxTZ8uqCrUCrJs3b2LEiBFgGAZPnz6tFGA9ePAAI0aMQFlZGbtEw5s3b/Dtt98iIyODXdKhvnvy5Al27Nghtb0Hj8cDj8dDRkYGMjIy8PjxYxw5cgRTpkyBq6urFktLCCGEkNqiVoB17do1AOVrXcnapPann35CaWkpAKBx48Zo3rw5wsLCIBKJsGrVKnz++ef1fiNZf39/eHp6QigUwtzcHJ999hl69uzJdoUWFxcjIiICvr6+uHv3LoKCgijAIoSQ/08kEiEkJARBQUHIzc2FQCCAg4MDbG1tweHQ8GBS/6kVYAUFBYFhGAwcOLDSsefPn+Pu3btgGAafffYZjh49Ch0dHQQEBGDw4MEoLS3FgQMHsG7dumoXXlvi4+OxY8cOCIVCdOvWDUuXLq20DIWenh66d++O7t27w93dHZcvX9ZSaQkhpG6Jjo7Gpk2bkJCQIPX8+fPnYWlpiZ9//hnt2rXTUukI0Qy1AqyUlBQAQIcOHSodu3LlCoDyPtQtW7ZAR6f8Eo6Ojhg9ejR8fHzg5+enZnHrhiNHjqCkpASmpqZYvHhxlWt8WVtbY+7cuRotw/sDp/39/XHx4kW8fv0aQPnYuDFjxqBv375yz1FWVoZr167B398f8fHx7Gvq2rUrxo4dC0tLS5n5JC1xa9euRevWrXH69Gncu3cP6enpMDQ0hK2tLSZNmoSmTZuq/foiIyNx4cIFREdHIysrC7q6ujAxMUHz5s1hb2+PoUOHQk9PT2Z9zJ8/H1evXsW1a9eQkJAAPT09dOrUCVOmTEHz5s0BAJmZmfj333/x4MEDZGRkwNTUFE5OThg/fjx4PF6l8uTn5+PRo0cIDg5GXFwc0tPTUVxcDFNTU3Tu3Blubm5o3bq12q9XXSUlJbh27RoCAwPx+vVrFBYWokGDBmjevDn69OkDJycnGBoaVsr37NkzXLx4EZGRkcjKygKPx4OlpSUcHR0xfPhwmXVAiCZER0dj0aJFUlurVZSQkIBFixZh48aNcHBwqOXSEaI5agVY7969A1C+19H7bt++DQCwt7ev9AE9cOBA+Pj44MWLF+pctk5IT0/H/fv3AQCjR4+GkZGRUvlkNXlLApUJEyZg0qRJapfpr7/+wpUrV8DhcKCvr4+CggI8e/YMGzZswDfffIORI0dWypObm4s1a9YgOjoaAKCjowM9PT2kpqbixo0b8PPzw/z58+Hk5CT3uhkZGdi+fTtSUlLYYCcrKwt+fn548uQJtmzZgiZNmqj8eq5du4Zdu3ax4/ckH/bJyclITk7Go0eP0L17d1hYWMjM/+eff8LPzw86OjrQ0dFBdnY2AgMD8fTpU/zxxx8AgOXLlyMtLQ0GBgYQCoVITU3F6dOnER8fj2XLllU657lz53DixAn2dwMDA4jFYqSmpsLX1xe3b9+usr40LTExEb/99huSkpIAlN9jhoaGyMrKQlpaGkJDQ2FmZib1ISUWi+Hl5QVvb2+p11JYWIjo6GhER0fDz88Pq1atgrGxca29FvJxEIlE2LRpk9zgSqK4uBibNm3C6dOnweVya6l0hGiWWgFWUVERgPJv9e+7c+cOGIaR+UEj+bDNyclR57J1QkREBPvB37t3by2XpnxCQUlJCb799lsMGjQIenp6SE5OxrZt2/D06VMcPHgQAwYMqBQIbtu2DdHR0TAwMMDs2bMxYMAA6OrqIikpCXv27MGTJ0+wbds2NG/eXO7U3j179qBx48bYuHEj2rdvD6FQiODgYHh6eiI7OxteXl74+eefVXo9xcXFOHDgAMRiMVxcXDBp0iQ0btwYQPn99vLlS/j5+UFXV1dm/vv370MkEmHBggXo168fdHR0EBkZiY0bNyIzMxNeXl5IT09Ho0aNsGLFCrRu3RrFxcU4d+4cjhw5gvv377MBXEWmpqZwc3ODo6MjLC0twefzIRKJkJiYiFOnTsHf3x87duxAx44d2fLWpLy8PKxatQopKSkwMzPDl19+id69e0NPTw9CoRCxsbG4ceMG9PX1pfJ5e3vD29sbAoEAEydOhJOTEwQCAUpLSxEWFoZ9+/YhJiYGnp6e+PXXX2v8dZCPS0hISKVuQXkSEhIQHByMPn361HCpqiciIkIjK5FrmkAgQGxsrLaLUavi4uJUSt+pU6caKkk5tQIsU1NTvHv3DomJiVLPR0VFITU1FQzDyPynKCsrK7+oTo0vv1Vj3rx5AwDQ1dWV24VWm/Ly8rBgwQI4OzuzzzVt2hRLly7FjBkzUFxcjIcPH0qNl4uKisKDBw8AAPPnz5fqRrSwsMDy5cuxYMECvH79GkeOHMGqVatkXltHRwe//fYb29LB5XLRu3dvTJ06Ff/73/9w//59lJWVqfT3lnRz6evrY968eVLfXg0NDdGlSxd06dJFbv78/HzMnz9fqj46deqE6dOn488//8S9e/dgZGSEvXv3skGnnp4evvjiC4SFhSEsLAx3796tFGCNGDGi0rU4HA5atGiBBQsWICsrC6Ghobh58yYmTJig9OtV15kzZ5CSkgJDQ0Ns2LBBqjuWy+Xik08+wSeffCKVJysrC8ePH4eOjg5WrlwpdVxXV5dtFfz+++8RHByM2NhYjU9GOXLkCI4dOyb3+MSJE1VuzZVM8TYxMWG//NQlktZrDocjs9Vfm2q77p48eaJS+oCAAPTp06dO192PP/6o5ZIQiZ07d6qUXtIb9T5N/c+qFel07NgRfn5+8PHxwS+//MI+X7ELxdHRsVI+yTeX2viGX1MkrW+GhobVnuly/vz5apencePGMlsLBQIB2rdvj7CwMLx69Urq2J07dwCU790ka4yWrq4uPv/8c2zevBlPnjxBXl6ezK7QoUOHyuxG6tGjB4Dy8UFJSUmwsrJS+vXw+XwA5cF4Xl4eTExMlM4LAA0bNpQ5+aJbt27s4+HDh8t8PV27dkVYWBg7jk1ZDMOgR48eCA0NRWRkpEp51XXr1i0AwKeffqr0WDd/f3+UlJTAzs6uUvAl0axZM7Rr1w5hYWEICQnReICVn5+P1NRUuccLCgrU7hKq6zPPGIaps91dtVV3ubm5aqWvy3VH6q+q7qnq3ndqBVijRo2Cn58fHj16hMWLF2PGjBl49OgRtm7dCoZh0K9fP5lB1OPHjwHgg5gd8v7CaNrStm1buWWRRN7vd+VKmo27du0q97ySRd7EYjFevnwpM62NjY3MvBVX7c/Ly5NfeBmaNWsGCwsLJCUl4eeff8aoUaNgZ2eHFi1aKFXnVlZWMj8sKgZqLVu2lJlXshisvDInJSXh4sWLiIiIQEpKCoqKiip1DWRkZFRZxupKSUlhryMJZpURFRUFoHwCwdSpU+Wmk2ytoSgQUpehoaHCcXl8Ph9CoVClczIMAw6HA5FIVGdbsBiGgVgsrnNdSbVdd6ruEydJX5frbt++fXX2vnvx4gU77vRjsGjRIpVWq5f3XqPq/6y8IEytAGv27NnYvHkzUlNTsXnzZmzevBlA+T8BwzAyFxItLS3F1atXwTAM+vfvr85l6wRJi01eXh77erVJ0uIji+SPLumalcjOzgYAmSvwSxgbG0NXVxelpaVsemWvXfFmq3gDBwQEYN++fTLzHD58mM37008/Yf369UhOTsaBAwcAlH8wd+7cGQMGDEC/fv3kfuOWt2J+xTLJa/KVpJH1TxcYGIjNmzdL1aWhoSE7FqykpAQFBQXs+MSalJWVxT5WpTVYEpQVFxdXOchYkk7TPDw84OHhIfd4WloaMjMzVTonl8uFqakpsrOzVQ7OaoOpqSm4XC5EIpHKr62m1Xbd2dnZ4fTp00qnl/SE1OW6a9WqVZ297z425ubmKvWYyLunVP2fbdSokczn1QqwBAIB/vvvP4wZM0ZqHBbDMFi+fLnMWWvnzp1Ddna23PWz6osWLVoAKA8Y37x5o9Ifs77SVBBZUlIiFRzIY2Njg927dyMoKAhPnjxBVFQUkpKScP/+fdy/fx/nz5/H77//LrVMgyplVfX15OTkYNu2bSgrK0O3bt0wYcIE2NjYSC1lcO3aNZX7/2ub5JuYu7s7ZsyYoeXSkI+Rra0tLC0tlRro3qJFC5VaaAmpa9Qebd69e3c8f/4cly5dQkxMDAwNDTF48GCZK7sDwNu3bzFt2jRwOJx6vbZJly5d2KbD+/fv18sAy8TEBImJiUhPT5ebJicnh12NX1PT9V1cXJTe0JjH42HAgAEYMGAAgPKWjZs3b+LEiROIjo7G8ePHMX36dI2UqyqPHj1CYWEhBAIBli9fLjOwUyZw1JSK30zfvXun9DdVSeueZKIGIbWNw+Hg559/VrgOFlA+8WThwoV1flwdIYpUazqfgYEBxo0bp1Ta7777rjqXqjPMzMzQu3dvBAUF4eLFixgxYoRSa2GJRKI682ZhbW2NyMhIdsNuWUJDQwGUt/a0adOmtoomV6NGjTB+/HhkZmbi0qVLCA8Pr7VrS9Z9s7CwkBlcAf9XX7WhSZMmMDMzQ0ZGBoKDg+UOWH9fhw4d8ODBA4SFhSEnJ4fWuSJa0a5dO2zcuFHmSu5AecvVwoULP4ixuuTjVjc+8esZDw8PdkPnP/74A4WFhQrTx8bG4q+//qql0lVNMgYuPj4egYGBlY6Xlpbi33//BVC+YKyyi6lqgqTVTB5JgFNVOk2SrISelJQk87pPnjyp1YAPAAYNGgQAuHDhApKTk5XK4+zsDF1dXZSUlODvv/9WmLaoqKhW65h8XNq1a4e9e/di3bp1cHV1xcCBA+Hq6op169Zh7969FFyRDwIFWGqwsrLCd999Bw6Hg9DQUMyfPx/Xrl2TGgxXUlKCkJAQbN26FT/99BO72nZFrq6ucHV1VbguUE1o3749evXqBaB8wVFfX1/2w/Tt27dYu3Yt4uLioKOjg8mTJ9dq2W7fvo0lS5bg2rVrbMsRUF6ft27dYvd0fH+dqppka2sLhmGQm5uLrVu3Sg0Wv379OjZs2KDy7KjqGjt2LJo0aYL8/Hz88ssvCAgIYLtcSkpKEBMTg//9738ICQlh8zRs2JAdYO7r64t169YhNjaWnQFVVlaGFy9e4PDhw5g1a5bcyQ2EaAKHw4G9vT3mzJmDxYsXY86cObC3t9f6xCFCNKX+rvipZU5OTjA2NsaOHTuQnJzMDnDm8XjQ1dWVWhrBwMCgzs2cnD9/PlavXo3nz5/D09MTO3fuhJ6eHltuLpeL77//XqUpr5oSGRnJrifF4/Ggp6fHztoEyr/9fvHFF7VWnubNm2PMmDHw8fHB3bt3cffuXRgaGqKoqAhCoRBt2rTB4MGDsXfv3lork5GREVatWoXVq1cjJSUFmzZtAofDAZ/PR35+PltXdnZ2Uvnc3d1RXFyMEydOICgoCEFBQWwd5+fnS01Jpg86QghRn8IASzL2hmEYqSX3qzsm5/3z1Vd2dnbYs2cP/Pz82JWvs7OzUVxcDDMzM7Rq1Qo9evRgtyOpSwQCATZs2ICrV6/C398fb968QXFxMRo3bsxu9iyZMVmbevXqhfnz5yMsLAwvX75EZmYm8vPzYWRkhFatWsHR0RFDhgyp9UUHZ8yYgRYtWuDSpUuIj4+HSCRCixYt0K9fP7i7uyMgIKBWywMAlpaW2LlzJy5duoR79+5J/Q0tLCzQp08fmeuXTZgwAX379sXFixcRHh6OtLQ0FBQUQCAQwNLSEvb29ujbt6/CZTwIIfVLTEyMtosg1/vriInFYqnWd0Xq8utixApWSJMMymYYRmqdj4qLcKl10ffORwghQPlsUVVJ1iPKzMysk+8rkjV1hEJhnV3LiepOdfWh7sLDwzFz5kxtF6XWbNmyRSP7C6p636m1DpaVlZXMbgJ5zxNCCCGkbmjTpg34fD67O8OHjM/n17llkxQGWO/vYVfV84QQQgipG4yNjXHu3DmFS/JoC4fDgUAgQG5urka2QbKysqpzQ3FokDshhBDygTI2NtZIt5mm1fUuVk2gZRoIIYQQQjSMAixCCCGEEA1T2EW4Zs2aGrvwr7/+WmPnJoQQQoh8ubm5iI+P19r1NT0G6311YUyWwgBr1apVNTZbkAIsQgghpPbl5uZi2rRpH/TsQj6fDy8vL60GWVV2EYrF4ip/qkr3/nEin6enJ1xdXeHp6antohAZjh07BldXVyxdulTbRSGEELXEx8d/0MEVABQUFGi1hQ6oogXr1q1bCjPv2LED3t7e4HA4GDp0KFxcXGBtbQ1DQ0Pk5+cjJiYGN2/exLVr1yASiTB27FjMmzdPIwUvLS2Fv78/goODERMTg5ycHAiFQggEArRq1Qp2dnZwcnJCgwYNNHI9Qggh5EOzZMkSrWyJ9r45c+agpKSE/Z3H4+Gvv/5S+TwxMTHYsGGDJoumNoUBlpOTk9xjP/zwA3x8fNChQwecOHECXbp0kZluwYIFiIiIwPjx4+Ht7Q0rKyts2bKlWoV+8uQJduzYIbXqM4/HA4/HQ0ZGBjIyMvD48WMcOXIEU6ZMgaura7WuR4iEsbExmjdvjsaNG2u7KIQQUm3W1tawtbXVdjEqDUdiGKZOlKs61FoH6/r169i+fTsaNmwIX19fmJubK0zfuXNn+Pr6olOnTvD09MSIESMwePBgtQrs7+8PT09PCIVCmJub47PPPkPPnj1hZmYGACguLkZERAR8fX1x9+5dBAUFUYBFNGb06NEYPXq0totBPlBisRjp6ekoKiqCqakpDA0NNXbetLQ0JCYmsite6+vrq3ye/Px8ZGZmQk9PD40aNarRHT3EYjHevXuH4uJiGBsb19h1CKkpagVYu3fvBsMw+Oqrr6oMriTMzc3x1VdfYdOmTdizZ49aAVZ8fDx27NgBoVCIbt26YenSpTAwMJBKo6enh+7du6N79+5wd3fH5cuXVb4OIYTUpqKiIly+fBn//fcfEhMTAZR/g+/VqxfGjBkDOzs7tc5bWloKHx8fnDlzBtnZ2ezzktaBb775Bt27d6/yPKGhoTh79izu37/Pzvhq1qwZRo8ejVGjRqkVrMlTUlKCq1ev4r///sPr16/Z5+3t7eHm5obevXtr7FqE1CS1Aqzg4GAAULn5TvIm8eDBA3UuiyNHjqCkpASmpqZYvHhxpeDqfdbW1pg7d65a15KnuLgYISEhePjwIWJiYpCWloaCggKYmJigffv2GDVqFDp37qzwHKGhofD29sbz588hFAphYWGBwYMHY+TIkUqV4dmzZ7h48SIiIyORlZUFHo8HS0tLODo6Yvjw4eDxeJXyzJw5E6mpqZg/fz4GDBgAb29v3L59GykpKdDT00PHjh0xadIktG7dWu51c3JycPbsWTx8+BApKSkAygNnyYeAotkaQqEQfn5+CAgIQGxsLPLz82FsbIymTZuiV69eGDhwIExNTdn0+fn5ePToEYKDgxEXF4f09HQUFxfD1NQUnTt3hpubm9yyenp6wtfXF4MGDcL333+PS5cu4datW0hKSkJ+fj48PT3Rpk0bNn1ERASuXLmCqKgoZGVlQV9fH40aNYKtrS0GDhyIVq1asWmPHTuGEydOoHPnzli3bp3UdZcuXYqIiAhMmDABEyZMwKVLl3Djxg0kJiZCR0cH1tbWGD9+vML7o6ioCBcuXMC9e/eQmJgIoVCIRo0awd7eHmPHjpW5qWhKSgpmzZoFANi3bx9EIhFOnDiB0NBQ5OXlwdzcHCNHjsTIkSPZFofAwEBcuHABr169glAohI2NDaZMmYL27dvLLFdsbCwePnyIsLAwpKamIiMjA/r6+mjRogX69++P4cOHQ1dXV+7rIvLl5ORg2bJlePHihdTzYrEY9+/fx/379+Hh4QEPDw+VzltQUIDFixdXOq/k3E+ePMG3336LdevWKQyyTpw4gUOHDlV6/u3bt9i3bx98fX2xdu1ajYx3zc/Px6+//oqnT59WOvb48WM8fvwYY8eOxaxZs2g/XFLnqRVgpaamAigPNlQhSS/Jr4r09HTcv38fQHk3jZGRkVL5OJzKEyUlXYYTJkzApEmTVCrHnTt3sG3bNvZ3fX19cDgcpKen4+7duwgMDMS0adMwduxYmfnPnz+P/fv3s78bGhri1atX2Lt3LyIiIhR+ExSLxfDy8oK3tzf7nIGBAQoLCxEdHY3o6Gj4+flh1apVcpvUCwsLsXjxYsTExEBXVxcMwyA3Nxf3799HSEgI1q1bBxsbm0r5Xr58iVWrViErKwtAeUshALx+/RqvX7/GjRs3sGrVKplBT2ZmJtauXYvnz58DKP/2bGhoiLy8PERGRiIyMhJcLhdubm5snnPnzuHEiRNSr1MsFiM1NRW+vr64ffs25s+fr3CcoFgsxvr163H//n1wOJxKAblQKMT//vc/XLt2jX2Oz+ejrKwMcXFxiIuLQ1JSEpYtWyb3GrKIRCL8/vvvCA4Oho6ODnR1dZGfn4/Q0FCEh4dj6dKl6NWrV6V8qamp+PXXX5GUlAQA0NXVhY6ODpKSkpCUlISbN29i6dKl6Natm9xrx8bGYseOHcjPz4ehoSFKS0vx5s0b7NmzB8nJyfjqq69w+PBh/Pvvv+BwONDT00NRURHCw8OxbNkyrF27VmaQ9eOPP7KPJXWZl5eHqKgoREVFwd/fH7/99luVX3qINLFYjN9//11mEFTRkSNH0KRJEwwdOlTpc69fv77K84pEIixduhTbt2+XOdDZ19dXZnBVUWxsLNasWYPNmzfLfL9VxcaNG2UGVxV5e3ujSZMmGDNmTLWuRUhNUyvAMjU1RUpKCvz8/DBt2jSl80lmJarzTSciIoJd4kGbTcSGhoYYPnw4BgwYgJYtW0IgELBjBc6dO4cLFy7g8OHD6NKlS6VA5dmzZ/j7778BAA4ODpg1axYaN26MoqIiXLp0CYcPH1b4AeXt7Q1vb28IBAJMnDgRTk5OEAgEKC0tRVhYGPbt24eYmBh4enrKXWfs2LFj4PP5WLVqFbp16waGYRAVFYUtW7YgLS0Ne/fuxaZNm6Ty5Ofn4/fff0dWVhYsLCwwb948thUmPDwcO3bsQHJyMtauXYvt27eDz+ezeUtLS9ngytDQENOmTYOjoyMMDQ0hFosRHx8PX1/fSgGhqakp3Nzc4OjoCEtLS/D5fIhEIiQmJuLUqVPw9/fHjh070LFjR7kDzoOCglBWVoZvvvkGLi4u0NPTY1v8AODgwYO4du0aGIbBmDFj8Omnn7ItROnp6QgICEBmZqbcv4c8ly5dAsMwWLRoEXr37g1dXV3ExcVh69ateP36NXbv3o3u3buDy+WyeYRCIdavX4+kpCQ0aNAAc+fORY8ePcDlchEbG4tdu3axs2O2b98u9zVL6mTWrFlo2rQpCgoKcOjQIVy5cgXnz5+HsbExzp49i5kzZ2Lo0KHQ19fH69evsWHDBiQmJmL//v3YvHlzpfPa2trCyckJXbt2hZmZGbhcLoqKinDv3j0cOnQIz58/x+HDh/H111+rXF8fs7CwMKU34j127BhcXFyk7ht5JC2OyhCJRDh27Fil9wyRSISjR48qdY7IyEg8efJEqe5GeV68eMF+ia7KiRMnMHLkSJmt9YTUFWoFWA4ODjh79iyOHj2KmTNnol+/flXmuXv3Lo4ePQqGYeDg4KDyNd+8eQOg/Fu9paWlyvk1xcHBoVL5GYZBkyZNMGvWLBQWFuLGjRu4dOkS5s+fL5Xu6NGjEIlE+OSTT7B48WL2jVJfXx9jx45FcXExjh8/LvO6WVlZOH78OHR0dLBy5Up88skn7DFdXV10794dFhYW+P777xEcHIzY2Fi0bdu20nlKSkqwefNmWFhYsM916tQJc+fOxerVqxEdHY13795JfYBfvHgRaWlp0NfXx5o1a9CkSRP2WJcuXbB69Wp89913SE1NxeXLlzFu3Dj2+M2bN/H8+XPo6Ohg1apVaNeunVS9tWzZEjNmzKhUzhEjRlR6jsPhoEWLFliwYAGysrIQGhqKmzdvYsKECTLrrLCwEHPmzMHw4cPZ5yTBfUJCAi5cuAAAmDFjRqVvww0bNlT7G3JeXh42bNiAjh07ss+1bt0aixcvxpw5c5CWloZnz55JbcB6584dxMbGgsPhYMWKFVLBedu2bbF69WrMmzcPmZmZOH36NObMmSPz2iYmJli6dCl7b/H5fHzzzTcIDQ3F27dv8c8//2DSpElSEz9atmyJefPm4ZdffsHz588r/f0B2bs66OvrY+DAgWjSpAl++eUX3LhxA9OnT2dbN0nVVBkjmpycjJCQEKWCGFXHnt67dw+ZmZlS3fTh4eHseDBlXL58uVoB1pUrV5ROm5WVhaCgIAwYMEDpPFW1jKmqplciry6BQAAOhwORSITc3FypY3FxcVoqVe1S9XVqelNstQKsr7/+GmfPnoVQKMTw4cOxYcMGzJo1S+a3iZKSEuzfvx9LliyBUCgEwzD49ttvVb5mTk4OgPIWpOo2Q58/f75a+RXp2bMnbty4gaioKKnnc3Nz2W+q48aNk/kt1M3NDWfOnJFaC0TC398fJSUlsLOzkwquKmrWrBnatWuHsLAwhISEyAyw+vbtKxVcSdja2kJXVxelpaV4/fq11Afs3bt3AQCDBg2SCq4qXnfQoEG4cuUKAgICKgVYAODo6CgVXFUHwzDo0aMHQkNDERkZKTedQCDAkCFDZB67efMmxGIxzM3NNT7LtGPHjlLBlYSlpSWaNm2K5ORkvH79ulKABZQP5JXVRSsQCPDpp5/i8OHDuHv3Lr799luZY1DGjBlT6d7icDjo2rUr3r59Cx0dHamuWIkOHTqAx+OhpKSk0t+/Kp06dWLXvnv58iU6dOggN+2RI0dw7NgxuccnTpyocre9pB5MTEzq5ELGkvcrDocjFcAAUCmAAYB3795VOocsqp5XLBYjOztbamziu3fvVDpHQkKCUmWTp6bqQuKnn35StUikntu5c6dK6SUtqIr+Z1WhVoA1bNgwfPXVVzhw4AAKCgrw/fffY/ny5ejXrx9sbGzA5/NRUFCAmJgY3LlzBzk5Oewb31dffaXSOIL31YWBjRkZGbh48SJCQkKQlJSEwsLCSt9gMjIypH5/+fIlWwfy1gzj8/mwtraWGTRIArbIyEhMnTpVbtkkq/PKG+cm68MbALhcLoyNjZGeno68vDz2eUnABQBdu3aVe91u3brhypUrePXqFcrKyqCjo4OysjLExMQAKA88VZWUlISLFy8iIiICKSkpKCoqqrKeK7K2tpbbnRIdHQ2gPKCpbsD+Pnl1DJR3fSYnJ0vVMVDepQNUXcdAebCekpKCpk2bVkpTcUB+RSYmJgDKJyXI6obmcDgwNjZGWlpapbIB5V2Y/v7+uHPnDuLi4pCTk4PS0tJK6RT9PYDy7mZFYzALCgqU6gKTRdN/R01jGKbSa1P1/YzD4ShVP+q8T3K5XKlzq/p3kPX6VKHq36+61yPkfbL+P6tzj6kVYAHA3r17wefzsXPnTvbbz+XLlys1TUuCCoZh8N133+HPP/9U63qSMTp5eXkQi8VaC7QiIyOxZs0aqW0GDAwMwOPxwDAMysrKkJeXh6KiIql8kinSPB5P4QD9hg0bynxe8sFVXFys1OQCeWkqjo96n+RGEgqF7HN5eXlsUCOvbBWPSZqjTU1NkZuby55L1YU5AwMDsXnzZpSVlbHPGRoasjPVSkpKUFBQUKmeK5IEFbJIBuvLapGrLkXj6CR1XPF1Af93fyiq44ozCLOzs2UGWPLGN0o+vBSNf5Skqfj3B8pnNq5evVqqi0VXVxfGxsZsnpycHIhEIoV/D6D8b6iozvl8fqXrV4VhGLYrpK62YDEMA7FYXOkLQps2bdjJH8po3bq1UvXTtm1bPH78WKUyWlpaSp1b0YxiWdq0aaPy366i1q1bq1RmZetCYu/eveoUSy6GYdi/a1297yTev+9iYmKwcePG2i5SrVu0aJFKq9RL7idF/7OyyAvC1A6wGIbBtm3b8MUXX2DLli24dOmSzK4tPT09jBw5EgsXLkSfPn3UvRxatGgBAOysKCsrK7XPpS6hUIgtW7agoKAAbdu2xZQpU9ChQwepD9TQ0FCsWLFC49eW/JHd3d1ljlmqDcoGtdUNfnNycrBt2zaUlZWhW7dumDBhAmxsbKS6oK9du1Zl829db9GQpbp1XFV+df42p06dwtOnT6Gnp4epU6eiT58+lZaL+PLLL6V2VpCnquUG0tLSVJ5YwOVyYWpqiuzs7Gp9wNcUU1NTcLlciESiSq/NxcVF6bFHzZo1Q9u2bZWqn4EDB+L06dNKl7FPnz5gGEbq3C1btoSlpSUSEhKUOoeLi4tak0IkBg0ahDNnziiVVrJciyrX0/RnhuS+y8zMrNP3nVAorFRP74/J+lCZm5ur9HeX1JOi/1lZZC2fA1QjwJLo168f+vXrh5KSEoSGhiIpKQl5eXkwMjJC8+bN0bVrV43M9OjSpQsbUd6/f18rAdazZ8/w7t07cDgcLF++XGZrg6Rl5H2S1pSSkhK2fmRJT0+X+byk5UEy2L+2GBkZsa0DaWlpcsd/ScrN4XDY12ZsbMx2Fb57907pMViPHj1CYWEhBAIBli9fLnPQtLx6VpapqSkSEhLUWjKkJpiYmCAtLU1hkFLxWG2ubC0ZHzZ+/Hh8+umnlY4LhUJ2jCRRTefOnWFra4uQkJAq006ePFnpLw1t2rSBg4MDgoKCqkzL4XAwefLkSs8zDAMPDw+l9nXr1KlTtbc1adu2Lfr27YvAwMAq006YMIHWXSN1nsa+4vN4PPTs2RNubm6YPHky3Nzc0KNHD41NozUzM2OXZ7h48aLMcSKyaHJ2h+QDzsTERG5Xjrw3yjZt2rCtBxERETLTFBYWsmNx3icZOBwWFlarH2a6urpo2bIle215QkNDAZSPAdLRKY/buVwu2zyr7JRx4P8G11pYWMidkSa5nrokwd6jR4/qxAwgST0pqmPJMYFAoPQOCpogue8rDoCuKCoqSmbrNakawzBYtmyZ3AVeJaZPn67y7heLFy+u8ksNh8PBH3/8IXfcoLOzM7766iuF57CxscGvv/6qkRbjn3/+WeE4RAD44osvaPszUi/Uqz4UDw8PdkPnP/74A4WFhQrTx8bGqrUbtzyS8UtZWVkyW1BevXqF27dvy8wrEAjYNw5vb2+ZTcrnz5+XO3bK2dkZurq6KCkpYdfSkqeoqEjmAGR19e/fH0D5OmayWnySk5PZNc4cHR2ljg0aNAgAEBAQwA4sr4pk/7WkpCSZr+PJkycIDw9X/gXIMGjQIDAMg9TU1BqdVaosyVInjx8/lrk4ZF5eHrusRP/+/Wt1DKLkvq+4bYmEUCjEkSNHaq0sHyKBQICNGzdizpw5Ui3zHA4Hffv2xcaNG+UuRaKIgYEBtmzZgtmzZ1eaCcXhcNCjRw/s3bsXAwcOVHiezz//HJs3b0b//v2lgihLS0t888032Lx5s8LxjqqWee3atZg/f75UQC/ZNmjt2rX48ssv68RkJ0KqUu0uwtpkZWXFDpQPDQ3F/Pnz2c2eJW8gJSUliIyMZFf7ljVdXt2V3Dt06AB9fX0UFRVh06ZNmDt3LiwsLFBWVoYHDx5g9+7d0NfXlxvcTJw4EWFhYXj27Bk2bdqEmTNnolGjRiguLsalS5dw/Phxdrr7+xo2bAgPDw8cPHgQvr6+KCgowPjx49mWMcnq4/fu3cP169fx559/yu0XVtXIkSNx+fJlpKWlYeXKlZg7dy670GhERAR27NiB4uJiNGnSpNL6VS4uLrh27RpiYmKwatUqTJs2DQMGDACfz0dpaSnevn2LW7duwcrKin2jt7W1ZVeY37p1K2bNmgUzMzMUFxfj9u3b2L9/P7v+jLosLS0xevRoXLhwAQcPHkRmZia70KhkY9ygoCCkp6dj+vTpal9HWf3798fZs2cRGxuL3377DfPmzUOPHj3A4XDw8uVL7Nq1CxkZGTA0NMRnn31W4+WpyM7ODv7+/jh58iSaNWuGnj17gsvlIiEhAfv378eLFy/Y/wuiHh6PB1dXV3z66afIyspCUVERGjRoUO2V8XV0dDB27FiMHTsWGRkZePv2LQwNDWFhYQEej6f0DKnOnTujc+fOKCwsRFZWFvT09GBqalojgY6uri5GjBiB4cOHg2EYFBUVsQsqE1Kf1KsACwCcnJxgbGzMrh4uGejM4/HYLUkkDAwM2NYXTTAyMsK0adOwZ88ehIeH45tvvoGBgQFKS0tRVlaGJk2awMPDA1u3bpWZv2PHjpgxYwb+/vtvBAYGIjAwEEZGRigsLIRQKETfvn2hp6fHtga9z93dHcXFxThx4gSCgoIQFBQEHo8HPT095OfnS3V1afKNz9DQEMuWLcOqVauQmJiIpUuXslv6SD5UTU1NsWzZskqzFHV1dbF8+XL89ttvbIvi7t272aU8JGWu2A3RvHlzjBkzBj4+Prh79y7u3r0LQ0NDFBUVQSgUok2bNhg8eHC1ZwXNmDEDeXl5uHXrFnx8fODj4wNDQ0OUlJSwb+a1tWsAl8vFkiVLsHLlSiQlJeH3338Hj8eDjo4OO2PVwMAAS5YsUXlGZnV5eHggJCQE2dnZWLduHXR0dMDj8VBQUAAOh4PvvvsOx48fpwBLAxiGqda6O4qYmZnBzMysWucwMDCote2QJHUhb6A2IXVdvQuwgPJv1Hv27IGfnx+7anl2djaKi4thZmaGVq1aoUePHuxWMpo0atQoNGrUCD4+Pnj58iWEQiHMzc3Ru3dvfPbZZ1WuHDtmzBi0atUKZ86cwYsXL1BWVgYrKysMGTIEI0eOxPbt2xXmnzBhAvr27YuLFy8iPDyc3WxaIBDA0tIS9vb26Nu3r8Lp/upo27Ytdu3aBR8fHzx48IDtKrSysmI3e5Y38NrMzAybNm3CzZs3cfv2bbx69QqFhYUwNTVl6+79PQVnzJiBFi1a4NKlS4iPj4dIJEKLFi3Qr18/uLu7IyAgoNqvSUdHBz/++COcnZ1x9epVPHv2DDk5OTA0NETDhg1ha2vLdnHWBnNzc3h6euL8+fO4d+8e20XarFkzdO/eHe7u7rUeXEnKtXXrVhw9ehRPnjxBbm4u9PX1YWtrizFjxqB9+/ZydyAghNRtkrUKte39pS7EYrFSkz/eV1deDwAw4rq4gAch5KOkzFIP76vP0+W1jepOffW57p4+ffpRrGy/ZcsWtba/UfW+kzccp14NcieEEEJI9VhZWSlcdPpDwOfztbKcU0X1souQEEIIIeoRCATw8vJCfHy81spQ05tlW1lZaXyIkKoowCKEEEI+MgKBQK3uM02p612smkBdhIQQQgghGkYBFiGEEEKIhlGARQghhBCiYRRgEUIIIYRoGK2DRQghNejIkSPIz8+HoaEhPDw8tF2ceoXqTn1Ud+rTVN1RgEUIITVo5MiRSE1NRZMmTXDp0iVtF6deobpTH9Wd+jRVd9RFSAghhBCiYRRgEUIIIYRoGAVYhBBCCCEaRgEWIYQQQoiGUYBFCCGEEKJhFGARQgghhGgYbfZMCCE1aNKkSeyaOkQ1VHfqo7pTn6bqjtbBIoQQQgjRMOoiJIQQQgjRMAqwCCGEEEI0jAIsQgghhBANowCLEEIIIUTDKMAihBBCCNEwCrAIIYQQQjSMAixCCCGEEA2jhUYJIaSG5eTkgGEYCAQCbRelTioqKkJkZCTevHmDjIwMFBYWAgAMDAxgZmaGFi1aoEOHDjAwMNBySesfuve0hwIsQgipAUlJSTh+/DiCg4OlAoYePXpgwoQJaN68uZZLqH2JiYk4duwY7t+/j7KyMoVpdXR00Lt3b0ycOBGWlpa1VML6ie491dRUgE8ruRNCiBq+++47mJiY4Pfff690LDQ0FOvXr0dRURHef4tlGAZ6enpYtmwZunbtWlvFrXMCAgKwbds2lJWVsXVkYmKChg0bQk9PD2KxGMXFxcjIyEB2djabT1dXF/Pnz4ejo6O2iq51dO9pRk0H+BRgEUKIGtzc3GBqaopDhw5JPZ+VlYW5c+ciLy8PRkZGGDVqFD755BMAwPPnz3Hx4kXk5eXBxMQEf/31F4yMjLRQeu2Ki4vDwoULUVZWhjZt2mDMmDGws7ODsbGxzPQ5OTl4/Pgxzp8/j9jYWOjo6GDz5s1o3bp1LZe8bqB7r/pqI8CnLkJCCNEgyYeYmZkZNm7ciMaNG7PHevTogSFDhmDx4sXIyMjA1atXMW7cOC2WVjt8fHxQVlYGR0dH/Pjjj+ByuQrTGxsbw9nZGY6Ojti6dSvu3LkDHx8fLFiwoJZKXD/QvaecuLg4eHp6qh3ge3p6wtLSssoAn2YREkKIBj169AgMw2D69OlSH3ASjRs3xrRp0yAWi/Ho0SMtlFD7IiIiwDAMZs6cWWVwVRGXy8XMmTPBMAzCw8NrsIT1E917yqkY4G/evBlOTk5ygyvg/wL8TZs2oX///igrK4OPj0+V16EAixBCNOjt27dgGAa9e/eWm8bBwQEMw+DNmze1WLK6Izs7G3w+Hw0aNFA5r6mpKfh8PnJycjRfsHqO7j3l1FaATwEWIYRoUElJCfh8PvT19eWm0dPTg5GREfLz82uxZHWHsbExCgoKkJWVpXLezMxMFBQUKGxx+FjRvaec2grwKcAihBANaty4MTvNW5HS0lLo6enVQonqns6dOwMADhw4AJFIpHQ+sViM/fv3S52D/B+695RTWwE+DXInhBA15efnY9u2bVLPlZSUQCQSIS0tDY0aNZKZLycnB0VFRWjatGltFLPOGTt2LO7evYuAgAAkJSVhzJgxsLW1lbsYZm5uLh4/foxz587h5cuX4HA4GDt2bC2Xum6he099nTt3RkBAAA4cOIAff/wRHI5ybU2qBvgUYBFCiJpKSkrg6+vL/s4wDMRiMRiGQXBwMIYPHy4zX2RkJAB8tAs+tm7dGvPnz8f27dsRExODLVu2AAAaNGgAMzMz8Hg8AOX1m5GRwbY0iMVicLlcfPfddx/tEg0SdO+pr7YCfAqwCCFEDYMGDVJ4XNHChX5+fgCADh06aLJI9YqTkxNat26No0ePIjg4GGVlZcjMzERmZqbM9FwuFz169MDkyZPRsmXLWi5t3UL3XvXUVoBPC40SQkgtu3XrFkQiEbp27SpzOv3HpqCgQGqrkqKiIgCAvr4+u1VJx44dwefztVzS+o/uvf8THx8vFeArok6ATwEWIYQQQj5aNRXgU4BFCCGEEKJhtEwDIYQQQoiG0SB3QgipptLSUiQkJEAkEsHCwgIGBgZV5rlz5w5KSkqqHLD8sUpMTERwcDCSk5PBMAyaNGmCHj16wNLSUttF07rly5fDxsYGLi4uVB8aVlxcjIKCAgAAn8+v1nph1EVICCFqEolEOHLkCC5evIji4mIAgI6ODvr164epU6eiYcOGcvNOmzYN2dnZOHv2bC2Vtu4IDAwEj8dDjx49Kh0TCoXYs2cPrl27JjPv4MGD8c0330BH5+NtH3BzcwPDMAAAGxsbDBkyBP3796dJAGqIj4/H7du3ERoaioSEhEoLtRoYGMDS0hJdu3aFk5MTrKyslD43BViEEKKmrVu34vbt23j/bZRhGBgaGmL+/Pno1auXzLwfc4Dl5uYGU1NTHDp0qNKxjRs3IjAwEGKxGDwej/1Ai4+PR0lJCRiGgaOjI3766adaLnXdIQmwJPcdwzDg8Xjo06cPXFxc0LVrVy2XsO4rLi7G7t27cevWLQCo9D/8PklA6+zsjG+//Vaplq2P9ysAIYRUw6NHj+Dv7w+GYTBs2DAMGTIEenp6CAsLg7e3N9LT07F+/XrMmzcPLi4u2i5uvRAcHIy7d++CYRi4ublh8uTJ7AdZcXExjh07hrNnzyIgIABDhgz5qAMJgUCAadOm4caNG4iKikJxcTH8/f3h7++Pxo0bw8XFBS4uLh/9UgyyCIVC/Prrr4iOjoZYLIaFhQVsbW1hZWWFhg0bQk9PD2KxGMXFxcjIyEB8fDxCQkKQlJQEPz8/JCUlYf369VVuFE0BFiGEqOH69esAgCFDhmDOnDns81ZWVnBxcYGnpyeCgoKwY8cOlJaWyl1Zm/yfGzduAChvJfjyyy+ljunp6WHGjBnIycmBr68vbt68+VEHWFwuF4MHD8bgwYPx9u1b3LhxA7du3UJ6ejpSU1Nx4sQJnDhxAl27dsXgwYPRp08f6OrqarvYdcJ///2HZ8+ewcjICPPmzUOfPn2UyhcYGIhdu3bh+fPn+O+//+Dm5qYwPc0iJIQQNTx//hwMw2D8+PGVjhkYGOCXX37BmDFjIBaLsXv3bvz3339aKGX9IqnTcePGyU0jORYdHV1bxarzmjVrhilTpuDAgQNYuXIl+vXrBx0dHYjFYoSFhWHr1q2YNm0adu/ejRcvXmi7uFonaXn+/vvvlQ6uAKBv37747rvvIBaL4e/vX2V6asEihBA1ZGdnQ19fX+6mugAwY8YMGBgY4Pjx49i/fz9KS0vh7u5ei6WsX7Kzs8Hj8dCiRQu5aSwtLaGvry93S52PGcMwsLe3h729PfLy8uDv74+bN28iNjYW+fn5uHLlCq5cuYIWLVpg8ODBVbbAfKiSkpKgq6uL3r17q5zXwcEBurq6SEpKqjIttWARQogadHR0qtxeAwAmTJiAyZMnQywWw8vLC//++28tlK5+0tPTq3JcCwDo6upCKBTWQonqLyMjI4waNQpbt27F9u3b8emnn0IgEEAsFiM+Ph4HDx7UdhHrLcmA96pQgEUIIWpo0qQJysrKlPom+8UXX2Dq1KkQi8U4cuQITpw4UQslrNuEQiHevXsn9WNhYYHCwkJ2qxJ5+QoKCmBkZFSLpa3fWrZsiZkzZ+LQoUP45Zdf0LNnT3A4H+/Hv4WFBUpLS/HgwQOV896/fx8lJSWwsLCoMi11ERJCiBqsra3x5s0bPH78WKk323HjxoHD4eDQoUM4ceIExGKx0t+EP0S5ubmYNWuWzGMvX75Ex44dZR578+YNhEIhzMzMarJ4HyQulwsHBwc4ODggKytL28XRmgEDBiA2Nhbbtm3D999/r3RXoWTSCsMwcHJyqjI9BViEEKIGOzs7+Pr64vr16xg9erRSedzd3cHhcPD3339/1MEVoHjdoYCAALkB1sOHDwGUB7hEfQ0aNNB2EbTm008/xZ07d/DixQusX78ezZo1g729PVq0aIGGDRuCx+MBAEpKSpCens5+kXr79i3EYjFsbGyU+p+nAIsQQtTQs2dPNG3aFPn5+Xj69Ck6deqkVD43NzdwuVzs27fvow2y9u3bp/C4ouUEnjx5gsaNG8PW1lbDpao/OnXqBGNjY20Xo97icrn4/fffsWvXLgQEBCApKQlv375VmEfyhaB///6YN2+eUmMFaSV3QgghhHyUXr16BX9/f4SFhSEhIaHS+D99fX12q5wBAwagdevWSp+bAixCCCGEEAAFBQVskKWvr1+t/R0pwCKEEEII0bCPd54mIYQQQkgNoUHuhBBSy7Zt2wYA7HYdRHlUd9VD9Vd7qIuQEEJqmZubGzuD8OzZs9otTD1DdVc9VH/Vo0qASi1YhBBSyxo3bqztItRbVHfVQ/VXPb6+vmyAWlWARS1YhBBCCCFKmDlzJvt4//79CtNSgEUIIYQQomE0i5AQQgghRMNoDBYhhFSTUChEeHg4QkND8ebNG2RmZqKwsBAAYGBgAFNTU7Ro0QJdu3ZF165dldpm42NBdVc9VH91F3UREkJINdy8eRNHjx5FRkYGAPmbGEsGxpqamsLDwwMuLi61Vsa6iuqueqj+ap9QKERUVBQAoHPnzgrTUoBFCCFq2r9/P/777z+IxWIwDIMWLVrAysoKZmZm0NPTAwAUFxcjIyMD8fHxePPmDZt21KhRmDVrlpZfgfZQ3VUP1Z925OTkYMqUKWAYpsplLqiLkBBC1BAUFIQLFy6AYRiMHj0aY8eORcOGDRXmSU9Px5kzZ3Dp0iVcvHgRXbp0gYODQy2VuO6guqseqr/6gQa5E0KIGi5fvgyGYTBlyhTMmjWryg84AGjYsCFmz54NDw8PiMViXL58uRZKWvdQ3VUP1V/9QC1YhBCihtjYWHA4HLi6uqqc19XVFceOHUNsbGwNlKzuo7qrHqq/6rl//77aeSUTCJRBARYhhKihqKgIenp60NXVVTkvj8eDnp4eioqKaqBkdR/VXfVQ/VXPunXr2IH/NYm6CAkhRA2NGjVCYWEhXr9+rXLeV69eoaCgAI0aNaqBktV9VHfVQ/WnGWKxWK0fZVELFiGEqKFnz544f/48tm7dil9//VWpcTBA+WDjP//8EwzDoGfPnjVcyrqJ6q56qP6qx9TUFFlZWfjll19UHugvmUWoDAqwCCFEDZ9//jn8/Pzw+vVrzJkzB05OTrCzs1M4Vf7x48e4ffs2ioqKYGxsjM8//1zLr0I7qO6qh+qvetq2bYtHjx4hNja2RmdS0jpYhBCipvj4ePz+++9ISUlRekyHWCxGkyZNsHz5crRs2bKGS1h3Ud1VD9Wf+o4dO4aTJ0+ie/fu+PXXX1XKS+tgEUJILbCyssKuXbtw9epV+Pn5ISYmRuFq2tbW1nBycsLw4cPVGqD8IaG6qx6qP/W1bdsWAPDy5csavQ61YBFCiIYUFRUp3A9OX19fyyWsu6juqofqT3n5+fkICgoCAAwcOBAcTs3M96MAixBCCCFEw2iZBkIIIYQQDaMAixBCCCFEwyjAIoQQQgjRMAqwCCGEEEI0jAIsQgj5QPj5+YFhGDAMg1WrVmm7OHXeqlWr2Pry8/PTdnFYr169Yss1ffp0mWmmT5/Opnn16lWtlk8Zzs7ObPk+VrQOFiHko5aXlwcfHx/cvHkTDx8+xLt375CVlQUDAwM0atQItra26N+/PyZMmIBmzZppu7jk/0tMTMThw4fh6+uLp0+fIjMzE0KhEAKBAC1atED79u3RvXt3ODs7o3v37jU2FZ+o59WrVzh06BCA8mDM2dlZq+WpCRRgEUI+SkKhEFu2bMGmTZuQlpZW6XhpaSlycnLw8uVLeHt7Y+HChfjiiy/w+++/swsVEu3YuHEjVq5ciaKiokrHMjIykJGRgdDQUJw8eRIAsGjRIvzxxx+1XUyiwKtXr7B69Wr2dwqwCCHkA5CRkYHx48fjxo0b7HPW1tYYPnw4OnTogEaNGiE/Px9v377F7du34e/vj6KiIpw4cQKFhYVVbpGhLc7OznJX8/5QLF26FOvXr2d/7927N0aMGIG2bdtCX18fWVlZePbsGYKCghAUFAShUAihUCjzXKtWraqTXamtWrWq93/HutTlqi0UYBFCPiqlpaVwdXXF3bt3AQDm5ubYuXMnxo0bJ3O8yNKlS5GRkYEtW7Zg27ZttV1cUkFoaCjbEsXj8XDkyBGFmxanpaXh6NGj7ObHhNQmCrAIIR+VJUuWsMGVlZUV/P390apVK4V5zMzMsHbtWnh4eODIkSO1UEoiy9GjRyESiQAA8+fPVxhcAUCjRo0wf/782igaIZXQqD9CyEcjMTERO3fuBFC+Ae7Ro0erDK4q6tChA9auXSv3eHFxMf73v/9h+PDhsLCwgJ6eHszMzGBnZ4dFixYhLi6uymuIRCIcP34cY8aMQcuWLWFgYAADAwNYWVmhe/fumDFjBo4dO4bMzMxKeZWZRdiqVSswDMO+bpFIhEOHDmHgwIEwNzeHvr4+rKys4OHhgdDQUKXqBQCSk5OxZs0a9O/fH02bNgWPx0OjRo3Qt29f/P777zLLq6pnz56xjwcOHFjt81U1i1DWbL7U1FSsXLkSXbt2hYmJCUxNTdG7d28cOHAAZWVlUvnj4+OxePFidO7cGQKBACYmJujXrx+8vLwUdgEqM4tQGUVFRTh37hy+//579O3bF40bN4auri4EAgFsbGwwZcoUXL9+vcrzyKonPz8/TJkyBW3atAGfz69Uh/JmEUru0Yp/v9WrV7NpK/68evUK6enpMDAwAMMwaNeunVKvOz4+HlwuFwzDoEePHkrlqRFiQgj5SPzyyy9iAGIA4hEjRmj03I8ePRK3bNmSPb+sHx6PJ960aZPcc6SlpYkdHBwUnkPyI+s8t27dYo+vXLlS5jUkZWzZsqU4LS1N7OTkJPcaXC5X/M8//1T52rdv3y7m8/kKy2tqaiq+cuWK0vUpy4gRI9jzeXl5VetcYrFYvHLlSvZ8t27dqnQ8Li6OPT5t2jTxvXv3xM2aNZP7Gl1dXcUlJSVisVgsvnjxotjY2Fhu2qlTp8ot1/vXlWXatGlsmri4OJlpWrdurdS95ObmJs7NzVW6nr777juZ56lYhxXvq4oq3qNV/Uhe15QpU9jnfH195ZZTYsWKFWz6vXv3Vpm+plAXISHko3Ht2jX28bRp0zR23oiICDg5OSEvLw8A0K5dO0yZMgXW1tbIzs7GpUuXcO7cOZSUlODnn39GcXExli1bVuk8s2bNQlBQEACgRYsWmDBhAmxsbGBqaor8/Hy8ePEC9+7dQ0BAQLXLXFZWhnHjxsHf3x8ODg747LPP0KJFC2RmZuL06dO4efMmhEIhZs2ahd69e8PGxkbmeZYvX8626unr62PcuHHo378/GjVqhMzMTPj6+uLff/9FZmYmRo8eDV9fXzg6OqpVZmtra/bxX3/9hYkTJ0JXV1etc6nqzZs3cHV1RUZGBiZPnoxBgwbB0NAQ4eHh2LVrF7KysnD+/Hn88ccfGDp0KNzc3KCrq4uvv/4affr0gZ6eHoKCgrBnzx4UFRXh8OHDGDRokEbvw/cVFBSgQYMGGDRoEOzs7NCyZUvw+Xzk5OQgLCwMJ0+exNu3b3Hu3Dl8+eWXOHXqVJXn3LhxIy5fvoxGjRph+vTp6Nq1KxiGQWhoKIyNjavM37lzZ/j4+CAiIgIrVqwAAIwfPx4TJkyolLZJkyYAgG+//Rb//PMPAGDPnj0KWy+FQiH+/vtvAIBAIMDEiROrLFON0VpoRwghtSg3N1fM4XDYb7Zv3rzRyHlFIpG4a9euUi0OklaMiry9vcW6urpsy1BwcLDU8ZSUFLZ8/fr1ExcVFcm9ZmpqqjgyMrLS86q0YEl+/vzzT5np5syZw6aZN2+ezDSXL18WMwwjBiDu2rWr+OXLlzLTBQYGsq05LVu2FJeWlsp9bYrcu3dPquydO3cW/+9//xO/evVKrfOp0oIFQGxiYiIODAyslC4iIkKsr6/PttS1bdtWbGVlJX7+/HmltDdu3JAqvyyaasG6dOmSzHtRIj8/X+zu7s6eJyAgQGa6ivUEQNynTx9xRkaG3POKxfJbsCSUuVcrsrW1ZVuBU1NT5aY7e/Yse95vvvmmyvPWJBqDRQj5KCQnJ7MDpPX09GBpaamR8166dAlhYWEAyr+d79+/X2ariru7O5YvXw6g/Fv2xo0bpY6/fPmSLd+kSZMUznxr3LgxOnToUO2yT5kyBT/88IPMY+vXr4eBgQEA4PLlyzLTLFu2DGKxGAKBAJcuXULr1q1lpuvTpw+2bNkCAHj9+jXOnDmjVnkdHBywcOFC9veIiAh8++23aNWqFZo2bYrRo0dj1apVuH79OoqLi9W6hiLbtm1Dnz59Kj3fqVMnTJ48GQCQmZmJ2NhYHDlyRGarn4uLC1xcXNjyJyQkaLycEiNGjFDYwsfn83Ho0CEYGhoCALy8vKo8p6GhIU6fPg1TU1ONlVMZ3377LQCgpKSEXaBUlj179rCPv/7665oulkIUYBFCPgrp6ens4wYNGmjsvBWDhYULF0JHR/7Iix9++AF8Ph8AcOHCBZSWlrLHJB9yAPDo0SONlU+RBQsWyD1mbGzMDhCOjY2ttKhneHg4Hj9+DACYPHkymjdvrvBaEydOZOvm6tWrapd506ZNOHjwYKUAOSUlBRcvXsTq1asxdOhQmJub44cffsC7d+/UvlZFjRo1YoMoWSp2e9rZ2SnsBq147OnTpxopn7qMjY3RpUsXAGC7pxUZO3ZslX/rmjB58mS2C3Lfvn0yJwnEx8ez91avXr1ga2tbm0WshMZgEUI+OprcH63ih9KwYcMUpjU2Nkbfvn1x48YNFBYWIjQ0lA1iOnbsiObNmyMxMRF///03hEIhvvrqK/Tp00dh0KYuPp+Pbt26KUxT8YM0KysLTZs2ZX+/ffs2+5jL5Sq1+KqRkRGysrIQGRmpeoErmD59OiZPnoxr167h0qVLuHv3Lp4+fSo1iy87Oxvbtm3DyZMnceHChWrPJuvZs6fCv0PFunFwcFB4roppNTG7UpHMzEwcPXoUV65cQUREBNLT05Gfny8zQFGmNU3d8XPVZWhoiClTpmDXrl148eIFbt26hUGDBkml2bdvH9sKrO3WK4ACLELIR6Jhw4bsY01+qL19+xZA+YDaih+c8rRr145dQT4pKYl9nsvlYt++fXB3d0dxcTG8vLzg5eUFQ0NDODg4wNHREYMHD0bfvn01EiA2bNiwyvNU7KZ8vwWr4gbDu3btwq5du5S+dkZGhtJp5dHV1cWoUaMwatQotnwhISG4c+cOTpw4wbYCJicnY/To0Xj27Fm1Wi4bNWqk8HjFulIlraztfjTl3Llz+Oqrr6RabxXJycmpMo2mutbVMWfOHPY+27t3r1SAVXFwu4mJicxB87WNuggJIR+FZs2asRv+FhcXa2zsS25uLgDpLj5FjIyMKuWVGDFiBIKDg/H555+Dx+MBAPLz83Hz5k2sWrUK/fv3R9u2bTWy2Gl1Nz/OyspSO29JSUm1ri2Lvr4+O0YrODgYhw8fZlucUlJS8Ndff1Xr/KrUV13YWPrevXv47LPP2OCqa9euWLBgAf766y8cP34c3t7e8PHxgY+PDzp16gQAbOuPIpJxedrQsWNHDBgwAADg4+Mj1f174cIF9guLh4cH2xWvTdq/CwghpBYYGhrCzs6O/V2ymnt1CQQCAOWBkDIkSzlUzFtR586dcerUKWRkZODq1atYvXo1Bg8ezLZ6xMXFYcqUKVIb5WpDxUDx7NmzEIvFSv9UbP2qKVOmTMGcOXPY35VZUPND8uuvv7Jdprt27UJoaCi2bNmCb7/9FhMmTIC7uzvGjBmDMWPGaDVoUpW8we579+5lH9eF7kGAAixCyEek4hgpZWZMKaNZs2YAylujkpOTq0z//Plz9rGFhYXcdIaGhhg6dCh+/fVXXL9+Hampqfjtt9/Y42vXrlXqejWlYldRRESE1sqhyNChQ9nHFbtjP3SlpaXsqurdu3eXCjRlqY2AV1PGjRsHc3NzAOVBlVgsxuvXr9nB7X369GEH7WsbBViEkI/GnDlz2JagK1euaKQVq+KA5qpmx+Xm5iIwMBBAeVdLVYPMKzI2Nsby5cvh5uYGoPxDVJlZXzXF2dmZfezt7a21cihScZZmxRa3D11aWhrbelVxcVZZHjx4gLS0tNoolpSK3aiyBtzLo6uri6+++goAEBMTg1u3bmH//v11anC7BAVYhJCPRvPmzTFv3jwA5W/qkyZNwuvXr5XOHxUVxa5lJfHZZ5+xj7ds2VJpP7qKtm3bxnYlurq6qrUKecW1phRdq6bZ29uzLQWPHz/G8ePHa/yaKSkpKqU/d+4c+7hz586aLk6dVXE8YExMjMK0K1eurOniyFQx4FW2e13i66+/ZgO0Xbt2sYPbGzRogC+++EJzhawmCrAIIR+V9evXo1+/fgDK181xcHDAmTNnFH6LzsjIwPLly9GzZ89K3WEjRoxgW6LCw8Mxe/ZsqZYTifPnz7NdfFwuF4sWLZI6fvXqVfz5558KZzimpKTg33//ZX9XpQVM0xiGwcaNG9mZiDNnzsSJEycU5klJScGaNWvYhVlV9cMPP2DQoEHstkPyiMVibNu2TaobeOrUqWpdsz4yNjbGJ598AqB8TbWK94yEUCjEjz/+iCtXrtR28QBIf1GQrKemLCsrK3b2qLe3N9v9O3Xq1Do1noyWaSCEfFR0dXVx/vx5jB8/Hjdu3EBycjI+++wz2NjYYPjw4ejYsSMaNmyI/Px8JCUlISAgAH5+fnKn0zMMg6NHj8LBwQF5eXk4ePAg7t27h6lTp6JNmzbIycnB5cuX4ePjw+ZZvXo17O3tpc7z9u1bLFiwAIsXL4azszMcHBzQpk0bGBoaIiMjAyEhIThx4gQ7e++LL76Quz9gbRk+fDh+//13LFu2DAUFBZg4cSI2btwIV1dXWFtbQ09PD9nZ2Xj+/DmCgoJw9+5diESiSusXKUssFuPWrVu4desWGjRoAGdnZ/Ts2RMWFhYQCATIzc1FVFQUzp8/j2fPnrH5vvrqK3b19I/FDz/8wI69+uKLLzB+/Hg4OTnB1NQUMTExOHr0KKKiotC5c2fo6enV2uK2EqamprC3t8fjx49x69YtfP311xg8eLDUxA8nJye5AdO3336LCxcuSD03e/bsGi2zymp3Zx5CCKkbysrKxBs2bBA3bNhQap81eT9cLlfs4eEhd9+34ODgSvv8vf/D4/HEf/zxh8z8Xl5eSpUDgPizzz4T5+fnVzqHKnsRtmzZsso6Uma/O7FYLD5y5IjYzMxMqbILBAJxWFhYldeWZdWqVWI9PT2l60lPT0+8YsUKsVAolHk+VfYilLcnoIQqe+sdPHiQTXvw4EG1rlvV30YkEom//PJLhfXTpUsX8cuXL6vcN7CqepKlqnOKxWLxlStXxDo6OnLLp+ieEwqF4jZt2rBp+/fvr1S5ahO1YBFCPkpcLheLFy/G3Llz4e3tjZs3byI4OBipqanIysoCn89H48aN0a1bNwwYMAATJkxgZy/J0r17d0RHR+PAgQM4d+4cwsLCkJ6eDkNDQ7Rs2RJDhgzBnDlz5O7XN2XKFNjZ2cHX1xf+/v54+vQpkpKSUFhYCD6fDysrKzg4OGDKlClwcnKqqWpRy+TJk+Hm5gYvLy9cvXoVISEh7EBrExMTtGnTBvb29nBxccHIkSPVXqNo5cqVWLBgAW7evImAgACEhIQgJiYGaWlpKCoqgqGhIRo3boxOnTrB2dkZEyZMUDhT80PGMAwOHDiAUaNGYe/evQgODkZOTg4aNmyIdu3a4fPPP8dXX30FfX19rZVx2LBhuHfvHrZv347AwEC8ffsWBQUFSuXlcDhwcXHBy5cvAdStwe0SjFiswvB9QgghhBAtKy0thZWVFZKTk2FmZobExEStBouy0CB3QgghhNQr3t7e7DpwM2bMqHPBFUAtWIQQQgipR0pKSmBnZ4fIyEjo6Ojg+fPncrvetYnGYBFCCCGkTnvw4AEyMjKQmpqKffv2ITIyEkD5DNG6GFwB1IJFCCGEkDrO2dkZ/v7+Us9ZW1vj4cOHaNCggXYKVQUag0UIIYSQekFXVxfW1taYP38+7t27V2eDK4BasAghhBBCNI5asAghhBBCNIwCLEIIIYQQDaMAixBCCCFEwyjAIoQQQgjRMAqwCCGEEEI07P8BDJVGOdk+yKQAAAAASUVORK5CYII="
},
"metadata": {
"image/png": {
"height": 150,
"width": 300
}
},
"output_type": "display_data"
}
],
"source": [
"plt_modelfit = (\n",
" k3.plot_modelfit(group=sample_md['disease']) \n",
" + pn.coord_flip() \n",
" + pn.theme(figure_size=(3, 1.5)) \n",
" + pn.ggtitle(\"Model Fit\")\n",
")\n",
"plt_modelfit"
]
},
{
"cell_type": "markdown",
"id": "14185664-6bdf-4d3e-ab2f-42cf760de546",
"metadata": {},
"source": [
"We can do the same for tumour stage"
]
},
{
"cell_type": "code",
"execution_count": 140,
"id": "05af7e37-3431-4a9d-8a1b-705256f228ea",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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VUK9ePenn06dPSwt5U+nj6uqKuXPnYsaMGQb7ydWvXz/HKNSioFAoMG/ePPzvf//TOx8ckJX4z5w5E+7u7kUWBxGRPgVKsJYtW4bPP/9c1iLNoihyDppi0Lp1a5w9exaXLl3C3bt3c3VWT0xMxO7duwEAbdq0Mdk5cXZ2RrNmzXDhwgVs2bIFfn5+ebZyJCYmwsHBwSR1U/GrVq0ali9fjmPHjmHfvn3SWoSenp7o3r07mjdvXiyds1UqFebMmYPg4GDs2bMHt27dQmZmJsqXL4/OnTujY8eOXOuUiMxCdoI1Z84czJw506jOibo/3pbckdHStGnTBjt27MC9e/fw9ddfY9KkSWjatCkUCgXCwsKwZMkSREdHw97eHv369TNp3aNHj8bNmzcRExODqVOn4u2330azZs2kkWcvXrzA5cuXceDAATRr1gwDBw40af1UvGxtbdG1a1d07drVrHEIggBfX1/4+vqaNQ4iouxkJVi3b9/GzJkzAQB16tTBsmXL0LJlS9jZ2UEQBGzfvh0dO3ZEeHg49u7di0WLFuHp06cYNWoUfv311zzXLSTTUCqV+PTTTzFz5kxERkZizpw5sLa2RpkyZZCcnAwga2Tip59+anAW94KqXLkyZs+ejW+//RbPnz/H/PnzoVAoYG9vj7S0tBwjB5s3b27SuomIiEoSWQnWsmXLIIoiVCoVDhw4oHdEgEqlgpeXF7y8vDB27Fj06tULa9asQVJSEjZv3myywMmwChUqYOHChdi1axfOnDmDyMhIZGRkoFKlSmjSpAn69Olj8uRKp06dOli6dCn279+Pc+fO4eHDh0hKSoKNjQ2qVauG+vXrw8/PL895uoiIiCydrAQrKCgIgiCgf//+Rg23LFu2LHbs2IE6dergr7/+wpAhQ9CzZ88CB/sq+fbbbwu1j62tLQYMGIABAwYYXWeFChXyHX5vzD4qlQp9+vRBnz59jK6biIioNJE1TYNumQw/Pz+92/VNHuns7IyRI0dCFEWTzI9EREREVNLJSrB0E6v99/aSbrZxQxOv6ZbTCQ4Olh0gERERkaWRlWDphjv/t6VKN7mloYVgdUuqPHv2THaARERERJZGVoJVvXp1ALkTpbp160IURZw6dUpvuZCQEADgKEIiIiJ6JchKsBo2bAhRFHHt2rUcj7dr1w4AcPToUVy8eDHHtrCwMKxcuRKCIOSY7ZuIiIiotJKVYLVv3x4AcOTIkRyPjxgxAmXKlIFWq0WHDh0wdepULF++HFOnTkXTpk2RmJgIABg8eLBpoiYiIiIqwWRN09CjRw8olUo8ePAAp0+flhZarVWrFj7//HN89dVXSExMxIIFC3KV9fX1xYQJE0wTNREREVEJJivBcnV1xZ07d5Ceno7y5cvn2DZr1izY29vj66+/llqsgKxlLAYMGIBly5axDxYRERG9EmSvRVijRg2D2z755BN88MEHOHPmDJ4+fQp7e3s0bdoUlSpVKlSQRERERJZEdoKVHxsbG6mvFhEREdGryOQJFhER0askNDTU3CGYlCiKuX6/cuWK7OOUttdFLlkJlkKhgEKhwLZt22StKbh//3688cYbEARBmnSUiIioNJg3b565QyhS6enpGDNmjLnDsDiypmkAcme2csoVtCwREVFJ4uHhAZVKZe4wLIJKpYKHh4e5wyh2vEVIREQkk1qtxtq1a3MsEadWq6FQKKDVag2uzWupFAoF1Go1EhISoNVqZZX18PCAWq0uoshKrmJJsJKTkwEAtra2xVEdERFRkVOr1fDy8pJ+d3Z2hlKphEajQUxMjBkjMz2lUglnZ2fExMRAo9GYOxyLIPsWYUGcPXsWAHLNnUVERERUGhlswbp69arBUQNHjhxBbGxsngcWRRFJSUm4dOkS1q9fD0EQ0KxZs8LESkRERGQRDCZY27dvx1dffZXrcVEU8fPPP8uqRBRFCIKA8ePHy4+QiIiIyMLkeYtQN/LvvyMA//t4fv8qVKiAFStWoEOHDkX+hIiIiIjMzWALVu/evVG9evUcj40aNQqCIGDSpEnw9fXN88AKhQIODg6oUaMGGjRoAKVSaZKAiYiIiEo6gwlWw4YN0bBhwxyPjRo1CgAQEBAga6JRIiIioleJrGkaVq9eDQD5tl4RERERvcpkJVgjR44sqjiIiIiISo0imWhUo9Hgxo0byMzMRN26dWFvb18U1RARERGVSLISrOTkZOzbtw8A0LRpU71rC61btw4ff/wxoqOjAWTN3j558mR88803EATBBCETERFZroSEhBxL7FiCwiyVU1CWvsSOrATrwIED6NevH5RKJcLDw3Nt37dvH95++20IgiBN65CSkoLvvvsOSUlJWLRokWmiJiIiskAJCQkYOXKktIQcGaZSqbB27VqLTbJkLZVz4MABAEDz5s1RtWrVXNunTZsGIGuerIYNG6J3795Qq9UQRRFLlixBSEiICUImIiKyTBEREUyujJScnGxxLX3ZyWrBCg4OhiAIaNeuXa5tV65cwbVr1yAIAt577z0sXrwYAPDvv/+iSZMmSElJwe+//85WLCIiIgCffvopPD09zR1GoU2cOBHp6enS79bW1li6dGmBjxcaGop58+aZIjSzkpVgvXjxAgBQt27dXNt0rVtKpRIzZ86UHq9bty769u2LP/74A6dOnSpMrERERKWGp6cnGjVqZO4wCu2//asFQSgVz6uwZN0i1CVYjo6OubYdP34cANCyZUu4urrm2Obn5wcACAsLK1CQRERERJZEVoKl0WgAAHFxcbm2nT59GoIgoG3btrm2lStXDgCQmJhYkBiJiIiILIqsBEvXMvXgwYMcj1+6dAmxsbEAslqw/islJQVA1n1ZIiIiotJOVoLl4+MDURTx119/5Xj8jz/+AJDV/0pfC5ZuFEClSpUKGicRERGRxZCVYPXq1QsAcPv2bQwZMgT79u3DN998gyVLlkAQBHTq1Elv/6wLFy4AAOrVq2eCkImIiIhKNlmjCEeNGoUff/wRd+/exZYtW7BlyxYAWfNeKZVKTJ8+PVeZ5ORkHDp0yOD0DkRERESljawWLGtra+zfvx++vr4QRVH6p1KpsGzZMr39r7Zs2SJNqtahQwfTRE1ERERUgsle7Ll69eoIDg7GxYsXERoaCnt7e7Ru3RrOzs5697exscHMmTOhUCjg6+tb6ICJiIiISjrZCZZOkyZN0KRJk3z3GzJkSJ7bU1NT8fz5cwDQu3g0ERERkaWRdYuwKOzfvx/Vq1dHzZo1zR0KGWnjxo3o2bMnPv/8c3OHQkREVCKZPcHSEUXR3CEQERERmUSJSbCIiIiISosC98EisnQJCQm4du0aUlNTUbVqVdSqVQtKpdLcYZFMycnJuHz5MhITE6FWq+Hj4wM7O7t8y8XHx+P69etITk5G2bJl4ePjU6SrTWg0Gly/fh0vXryAjY0N6tevD1dXV2RmZuLq1auIjo6Gra0tvL29DQ4aIiLLwQSLXjkvX77E2rVrcezYMaSnp0uPOzk5oVu3bhgyZAiXdbIACQkJWLFiBXbv3i0txwUAKpUKnTt3xvDhw2Fvb5+r3MuXL7FmzRocO3YMGRkZ0uNFdf41Gg127NiBHTt24MWLF9LjgiDA3d0dcXFxOdZ3LVOmDDp06IBJkyahQoUKJouDiIoXE6wSLiIiArt27ZKucJVKJSpWrIiWLVuiR48euf6AJCUl4eLFiwgODkZ4eDhevnyJtLQ0ODs7w9vbG7169UKNGjX01rVw4UIcOXIEHTp0wAcffIDAwEAcPXoUkZGRSEpKwsKFCw0ORnjy5AnGjx8PURTx008/oVatWgaf04QJE/D48WMMHz4c/fv3L/iLUwBPnz7F1KlTpZGr2cXFxWHz5s24fv065syZA1tb22KNjYwXGxuLadOm5VoXFchq0dqxYwdCQkIwf/58qNVqadvTp0/xySef5Eh0dHTn/8aNG5gzZw5sbGwKHadGo8H8+fMRFBSUa5soitIyYtllZmbiwIEDCA4OxpIlS9iaRWSh2AerBNuzZw8++OADHDhwAE+fPoUgCMjIyEB4eDg2btyIjz76CE+ePMlRZufOnfjhhx9w7NgxPHjwABqNBqIo4vnz5zhy5Ag+/vhjvV/22YmiiLlz52L58uW4d++eUbFWqlQJPj4+AICDBw8a3O/GjRt4/PgxFApFsU88K4oi5syZoze5yu769etYvnx5MUVFBfHDDz/oTa6yCw8Px48//ij9rtVq8dVXX+lNrrK7du0aVqxYYZI4//7773w/b4ZER0fjk08+QWZmpkliIaLixRasEurkyZNYvnw5bGxs0K9fP3Tu3BnOzs7QaDS4c+cOVqxYgdDQUMydOxcLFy6EQpGVKzs7O6NXr15o27YtqlatCpVKBa1Wi8ePH+PPP/9EUFAQfv75Z9SvXx/lypXTW/fZs2eRmZmJ8ePHIyAgADY2NoiNjc33tkmXLl0QEhKCoKAgvPPOO3r31yVfTZs2haurayFfJXlCQkIQGhpq1L4HDx7EyJEj4eTkVMRRkVz3799HcHCwUfueOXMGjx8/RpUqVXDlyhWEhYUZVe7AgQMYMWKE3rVVjZWRkYEdO3YUuDwAPHr0CGfPnkWbNm0KdRwiKn5MsEqgjIwM6Qr6448/hp+fn7RNqVTitddew+zZs/H+++/j/v37OHv2LFq1agUA6NatW67jKRQKuLu7Y8qUKYiNjUVISAgOHz6MQYMG6a0/JSUFEydORNeuXaXHypYtm2/cfn5+cHJyQlxcHM6cOQN/f/8c25OTk3Hq1CkAQKdOnfI9nqkdOnTI6H0zMjJw/Phx9OjRowgjooI4cuSIrP0PHz6MESNG4PDhw0aXSU9Px4kTJ9C9e3e54UkuX76MmJiYApfXOXToUJ4J1o0bNwpdR3FSKBRQq9VISEiAVqs1dzgmpVaroVAooNVqkZCQoHef8PDwYo7KshXV6+Xl5VUkx82OCVYJFBwcjJiYGFSpUiVHcpWdWq2Gr68vDh06hCtXrkgJVl4EQUDTpk0REhKCmzdvGtxPrVYXKAEqU6YMAgICsG3bNhw4cCBXgnX8+HGkpaXBxcUFTZs2zfNY69evx8aNGw1uHzx4cL6rBPyX3D92CQkJFt//RdeyqVAoLP656MTGxsraPy4uDs7OzrLPf3x8fKFes6SkpAKXzS46OjrPOD7++GOT1ENUEv3yyy9Fctxz585JPxfV9yQTrBLo1q1bAIDnz59jxIgRBvdLTU0FgFx9SiIjI7F3715cv34dz549Q2pqaq4rxejoaIPH9fT0LPB0BV26dMH27dtx/fp1PH36FBUrVpS26W4Pvv766/kePykpKc++UsnJybJjlNtp2cbGptRM2yAIQql5LgU9j3JHBtra2hbqNTNFJ3kAsLa2LjXnjqik0PeZMvX3JBOsEkh3pZ2RkWHU1XpaWpr08+nTp/HDDz/k6Bhrb28PKysrAFm3PpKTk6XkTJ/C9DvSdXYPCQnBoUOHMGzYMABZ/Wbu3r0LQRCMah2zt7dH+fLlDW5XqVTQaDSyYmvQoAFOnz5t9P7e3t6y6yhpFAoFBEGAKIql5nZMgwYNsHv3bln7azQaNGjQAGfPnjW6XGHPv7e3d4HLZufj45NnHJY2IEMQBOk9WdpW8NC1hAAw+HkLDQ3F/Pnziyskizd16lR4enqa/LjZP1OF/Z40lJQxwSqBdCe4devWmDZtmtHl4uPjsWjRImRmZqJhw4YYNGgQateunePK/cCBA/k2uWb/kigIXWf3w4cPY/DgwVAqlVLrlbe3NypXrpzvMYYNGyYlZ/pERUXJvuXTrl07rFy50qg/mpUrV0bt2rVN0ofGnJydnaFUKqHVai3+ueg0b94c9vb2Rt2CU6vVaNKkCWJiYtC+fXusWrXKqC/QKlWqoFatWoV6zRwdHdGoUSNcuXKlwMcAgICAgDzj8PDwKNTxi5tSqZRu2Vr6Bcx/6T5vGo3G4Dkz1DeL9KtQoUKRvMezn5/Cfk+6ubnpfZzTNJRAug7l+ubIycvFixeRkpICtVqN6dOnw8vLK9dtEbn9VwpC19n95cuXuHz5MjIyMnDs2DEA5uncruPq6orBgwfnu58gCBg7dmyhE00qGra2tnjnnXeM2nfMmDHSZ8DV1dXgwI7sFAqFyc7/6NGjC3WrcMCAAahSpUqh4yCi4se/ICXQa6+9BgB4+PChrCRL1xercuXKBr/UQ0JCCh9gPnQzUQNZLWZnz55FQkIC7O3tjeqMX5SGDh2KAQMGGNxuZWWFqVOnGhxcQCVD9+7d80yCFAoFxo8fjy5duuR4fPjw4ejXr5/B4+rOf4sWLUwSZ+3atTF79my9M8rnp1+/fvjwww9NEgcRFT9ZtwjXrVsHAKhYsSI6d+5skgDc3NzQrl07CIJgkuOVBs2aNUPZsmURGxuLFStWYNasWQbv8WZmZiIjIwN2dnbSl3hkZCQyMjKkflc6ly9fxrVr14o8fiDrNuGOHTsQHByMqKgoAIC/v7/Zl6ARBAHvvPMOXn/9dezduxfBwcFISUmBi4sL2rRpgy5duhhs7qWSpX///ujWrRs2bNiAM2fOIDExEQ4ODmjVqhXeeOMNVKpUKVcZQRAwZswYdOjQAXv27MGlS5eQkpICJycntGvXDt26dTP5/GyNGjXCmjVrcODAARw5cgRRUVGwsbGBt7c3/P39cf/+fRw9ehQxMTGwsbFBo0aNMGTIkFLRB5DoVSYrwXr77bchCAJmzJhhsgSrdevW0u0jymJjY4OxY8di/vz5CAkJwfTp0zF8+HDUrVtXuk/88OFDnDt3DgcOHMCUKVNQv359NGrUCIIgICEhAT/++CPeffdduLi4IC0tDcePH8fKlSul+WeKWuXKleHt7Y1r165Jk3ua6j1jCjVq1MCkSZMAlO4+IaWdu7s7xo0bhzFjxsgqV7NmTXzwwQdFFFVuarUaffv2Rd++fXNta9GiBQYOHJjjsdIypQbRq0xWguXg4ICkpCTpFhYVnTZt2iA5ORm//fYbbty4gU8//RRlypSBnZ0dUlJS9C6fUaVKFfTu3Rvbt2/HqVOncOrUKdjb2yM1NRUajQY1a9ZEx44di23UUdeuXaUWM09PT4PrGBIREZU2shKsSpUqITQ0FOnp6UUVD2XTuXNnNGrUCHv37sXly5fx/PlzJCUlwd7eHpUrV0bDhg3RsmXLHAsrjxo1Cu7u7ggMDERERAS0Wi3c3d3RunVr9OnTBydOnCi2+Js3by6NqDFn53YiIqLiJivBev311xEaGooLFy5g+PDhRRUTZVO+fHmMGjUKo0aNMrpMx44d0bFjR73bAgICEBAQoHfbhx9+aFSn2iFDhhg1i/qNGzeg0WhgY2OTa1Z3IiKi0kzWKMJx48ZBoVBg7dq1ePz4cVHFRKVEYGAgAKBt27ZQqVRmjoaIiKj4yEqwGjdujG+++QYJCQno1KkTrl69WlRxkYU7fvw4zp8/D0EQ0KtXL3OHQ0REVKxkT9NQsWJFdOvWDf/88w98fX3Rpk0btG3bFlWrVoWdnV2+x8hrbT2ybFFRUfjkk0+QmpoqzbLdpUsXVKtWzcyRERERFa8CTdMAZM0no9VqceLECaM7TguCwASrFNNoNHj58iUUCgXKly+P9u3b5xp+TkRE9CqQvRbhfxfnLG2LdVLBVahQAbt27TJ3GERERGYnK8FavXp1UcVBREREVGrISrBGjhxZVHEQERERlRpc7JmIiIjIxJhgEREREZmY7E7u+rx8+RJPnjxBQkIC1Go1KleuDBcXF1McmoiIiMjiFDjBioyMxM8//4ytW7fi3r17ubbXqlUL/fv3x6RJk1CpUqVCBUlERFTahIaGmjsEk9A3u8CVK1cKfLzS8roUKMHauHEjJkyYgMTERAD6p2q4d+8e5s2bh19++QXLli3D4MGDCxcpERFRKTJv3jxzh1Ak0tPTMWbMGHOHYXayE6yNGzdKCz3rEitPT0/UrVsXDg4OSExMxJ07dxAaGgpRFJGQkCDtzySLiIheZR4eHlCpVEhOTjZ3KCWeSqWCh4eHucMoMFkJ1osXLzBhwgQpsRo1ahQ+//xz1KpVK9e+YWFh+Pbbb7F69WpotVqMHz8enTp1gpubm2kiJyIisjBqtRpr165FRESEuUORRaFQQK1WIyEhAVqttljq9PDwgFqtLpa6ioKsBGvp0qVISEiAIAhYvHgx3nvvPYP71qxZEytXrkTTpk0xceJEJCYm4tdff8WMGTMKHTQREZGlUqvV8PLyMncYsiiVSjg7OyMmJgYajcbc4VgEWdM07Nu3D4Ig4PXXX88zucpu/Pjx6NChA0RRRGBgYIGCJCIiIrIkshIs3WjBt956S1Yluv31jTYkIiIiKm1kJVhxcXEAgPLly8uqpFy5cgCA+Ph4WeWIiIiILJGsBEs3eejDhw9lVfLo0SMAQNmyZWWVIyIiIrJEshKsevXqQRRFbN68WVYlmzdvhiAIqFevnqxyRERERJZIVoL1xhtvAACCg4Mxc+ZMo8rMmjULFy5cAAC8+eabMsMjIiIisjyyEqzx48dL81jNmTMH3bt3x8mTJ/VOk3/ixAl0794dX3/9NQDA1dUV48ePN1HYRERERCWXrHmw1Go11q9fjzfffBMajQb79u3Dvn37oFKpUKtWLdjb2yMpKQn37t2TZqkVRRFWVlbYsGEDHBwciuRJEBEREZUkspfK6dy5MwIDAzFy5Eg8efIEAJCUlIRr165J+2Rv0apUqRLWrVuHgIAAE4RLREREVPIVaLHnjh074u7du1i9ejW2bduG8+fPIykpSdpub2+P5s2bo1+/fhg5ciRUKpXJAiYiIipOCQkJRi1to1aroVAooNVqkZCQUAyRFR9zLJVjrJK6pE6BEiwgaxHG9957T5rRPT4+HgkJCVCr1XB0dDRZgEREROaSkJCAkSNHcnHmEkylUmHt2rUlLsmS1ck9L46OjqhSpQqTKyIiKjUiIiKYXJVwycnJJXLx7AK3YBEREb1KPv30U3h6epo7jBJv4sSJSE9Pl363trbG0qVLTV5PaGgo5s2bZ/LjmgoTLCIiIiN4enqiUaNG5g6jxBMEIdfvr+LrVuAE6/nz5zh06BBu3LiBmJgYpKam5ltGEASsWrWqoFUSERERWQTZCVZcXBymTJmC9evXIzMzU3aFTLCIiIiotJOVYCUnJ6N9+/a4evVqrtnbjfHfZkMiIiKi0khWgvX9998jJCQEAFC+fHm8//77aNu2LSpWrAgbG5siCZCIiIjI0shKsP766y8AQJUqVXDhwgVUrFixSIIiIiIismSy5sEKCwuDIAh47733mFwRERERGSArwdIt1sx5QIiIiIgMk5Vg1apVCwAQHR1dJMEQERERlQayEqzBgwdDFEXs27evqOIhIiIisniyEqzRo0ejbt262LlzJ/7555+iislsPv/8c/Ts2RMbN240dyil1uHDh9GzZ0+MGTPG3KEQEREVGVkJlr29PXbv3o2qVavirbfewrfffou4uLiiio2IiIjIIsmeyd3T0xNXr15Fp06dMGPGDMyaNQt16tSBm5sbFIq88zVBEHD48OECB0tERERkCWQnWE+ePMHIkSNx8eJFAEBmZiZu3bqVbzlRFDmTO5GFycjIQEhICKKjo2Frawtvb2+4uLiYtI579+7h/v37EEUR1apVg6enJwRBwMuXL3Hu3DmEhYXB2toaPj4+aNKkCaysrExaPxFRUZCVYMXGxsLf3x/37t3LsVROQZbNIaKSKyMjA1u2bMGePXsQGxsrPa5UKtGmTRuMGjWq0HPhnT9/HuvXr8edO3dyPF6tWjVYWVnl+p7Ztm0bbG1t0adPHwwZMgRKpbJQ9RMRFSVZCdZPP/2E0NBQCIKA+vXr47PPPpOWyrG2ti6qGHNISkrCxYsXERwcjPDwcLx8+RJpaWlwdnaGt7c3evXqhRo1ahgsf/LkSezZswfh4eEQBAEeHh5444030L59e737nzhxAt9//z3s7Oywbt06g0sCJScnY8SIEUhPT8f06dPRvHlzAFktfNeuXUNwcDBu376NqKgoJCQkwMHBAbVr10bnzp3RokULvcc8fPgwFi1ahPLly2PlypW4ffs2tm7ditu3byM5ORkVK1bE66+/jt69e6NMGcOn8smTJ9i9ezdCQkIQFRUFURTh5uaG2rVrw9/fH76+vrnKZGZm4uDBgzh58iTu37+PlJQUODo6ol69enjzzTfh7e2dZ32bN2/GlStXkJiYCFdXV/j5+WHgwIEGy1DJkZGRgVmzZkmt1NlpNBoEBQXhypUr+O6771C9evUC1bF37178/PPPerc9ePDAYLnU1FRs2rQJt2/fxjfffFOguomIioOsBGvbtm0AgDp16uDs2bPSxKPFaefOndi8ebP0u52dHURRxPPnz3HkyBEcP34ckydPhr+/f66yq1atws6dOwFk9QdTqVS4c+cObt++jbCwML31NW/eHHZ2dkhJScH58+fRtm1bvfudOXMG6enpUKvVORKWW7duYebMmdLvVlZWKFOmDGJjY3HhwgVcuHABb7zxBsaPH5/n8z569CgWL14MrVYLlUqFjIwMPHz4EOvWrUNYWBimTp2qt9z+/fvx22+/ITMzEwBgbW0Na2trPH78GI8ePcL58+exadOmHGVevnyJr776CuHh4dJrZWdnh+joaJw+fRqnT5/GoEGDMGTIkFz13bx5E7Nnz0ZKSgoASOV27NiB8+fPo2vXrnk+TzK/devW6U2usouLi8Ps2bOxYsWKPJN7ff79918sWbKkMCHi8uXLWLNmjcH3PRGRucn6ZtS1+owdO9YsyRUAODs7o1evXmjbti2qVq0KlUoFrVaLx48f488//0RQUBB+/vln1K9fH+XKlZPKHT9+XEquunXrhiFDhsDJyQmJiYn4888/sWPHDtjb2+eqz8bGBi1btsSRI0cQFBRkMME6duwYAKBNmzY5/uBYW1vD398f7du3h6enJ5ycnAAAMTExOHDgADZt2oTAwED4+PigVatWeo8dFxeHn3/+GV27dsWAAQPg7OyMxMREbNy4EXv27MHJkyfRsWPHXC1RZ8+elf6QNW3aFEOHDpUmi01OTkZwcDBOnDiRo0xGRga+/vprhIeHo379+hg6dCjq1asHKysrJCQkIDAwEFu2bMHmzZtRrVo1tG7dWiqbmJiI7777DikpKfDw8MD777+PunXrQqvV4vz58/jll1+wZcsWvc+RSoaUlBTs3bvXqH2fPHmCs2fPok2bNrLq2LFjB7RabUHCy2H37t2YNGlSoY9DRFQUZCVY9vb2SElJgbu7e1HFk69u3brlekyhUMDd3R1TpkxBbGwsQkJCcPjwYQwaNAhAVh8x3dxWrVq1woQJE6SyDg4OeOedd5CQkGBwhGP79u1x5MgRXLp0CfHx8XB0dMyxPTo6GteuXZP2za5u3bqoW7durmM6Oztj4MCBUmx79+41mGClpaWhc+fOGDduXI64x44dizt37uDOnTs4efJkjgRLo9FgxYoVAIAWLVrgs88+yzHKU6VSoV27dmjXrl2Ouvbt24ewsDDUqVMHX3/9dY4OxWq1GgMHDoRSqcS6deuwefPmHAnW3r17ERMTA5VKhdmzZ8PV1RVA1vnx8/ODvb09vvjiC73PkUqGM2fOIDk52ej9Dx06JCvBSktLw8mTJwsSWi4pKSk4duwYWrZsaZLjFcSNGzeK5LhqtRoKhQJarRYJCQlFUoe5KBQKqNVqJCQkmCTRLmq6lnwq2fI7T15eXsUUyf+RlWDVrVsXUVFRePbsWVHFUyiCIKBp06YICQnBzZs3pcfDw8MRGRkJAOjfv7/esgMGDDCYYPn4+MDFxQXR0dE4depUriTvxIkT0Gq1qFChAl577TVZMTdr1gwbN27Ev//+C41GY7Djbt++ffU+3rRpU9y5cydXv5WQkBC8ePECgiBg9OjR+U6hoXPw4EEAQI8ePQyO1vL398e6devw4MEDxMTEwNnZGQBw+vRpAEBAQICUXGXXoEED1K9fP8e5MWT9+vV5Tvg6ePBgvbcoC0I3utXJyanUDdjQnXeFQiGdp7wkJibKOn7282+MyMhIZGRkyKojL8+ePTPrefv444/NUi8R5fTLL7/kuf3cuXMGt8n9njSWrARryJAhOHnyJLZv34733nvPZEHIFRkZib179+L69et49uwZUlNTc10JZV8vMTQ0FEBWC5zuFtl/VapUCW5uboiKisq1TaFQoG3btti5cyeCgoJyJVhBQUEAoLffF5DVMT8wMBDBwcF49OgRkpOTodFocuyTnp6OpKSkXK1jQFZrVaVKlfQeWzdk/r9/GG/fvg0AqFq1qtGjvZKTk6VEbfny5Vi1alW+ZV68eAFnZ2dkZGRIZfPqAN+gQQOjEqykpCQ8f/48z1hNPYrM2CTUEgmCYNTrZWtrK+u41tbWss6DnZ2drOMbU39pPm9EZBrGfE8Z+z1pLFkJ1pgxY7BmzRocPXoUy5cvx9ixY00WiLFOnz6NH374Qeq0DWQlTrrWlvT0dCQnJyM1NVXaHh8fDwD5zt/j6uqqN8ECsm797dy5E7du3cLz589Rvnx5AMCjR4+kBE7fSMRHjx5h+vTpORI+W1tbODg4QBAEaLVaKb7U1FS9CZZKpTIYs+7N8N+ETTe0Pns/tPzExsZKLQHG3pZIS0sDkJXg6ZJcfa1XOnlty87e3l56jfVRqVS5nnNBCYIg3Y4pjS1YgiBAFEWjbsc0aNBA1vEbNmwo6zyULVsWVatWxaNHj2TVY0ijRo3Met6WL19eJMfNnjRawm00OQRBkN6TlvB5Cw0Nxfz5880dBuVj6tSp8PT0NLg9r+8pud+T/2UoKZOVYJUpUwa7d+9G3759MWHCBJw/fx6TJ0+W/aVcUPHx8Vi0aBEyMzPRsGFDDBo0CLVr184xRcSBAwfybSo0JK8Pe61ateDu7o6HDx8iKChIutWoa73y9PRE1apVc5VbvHgxoqOjUbFiRbz99tvw8fHJMUDgyZMnUt8qc3/ZZH9j/fLLL/Dw8DB5HcY+x2HDhmHYsGEGt0dFRSEmJsYkMSmVSjg7OyMuLs5kSVtJ4ezsDKVSCa1Wa9TrValSJdSuXRt379416vgdOnSQfR66desm9Q8sjNq1a8PLywsxMTFmO29F8RkB/u+8aTQak73PSwrd582c502O0tYHrrSqUKFCnp/HvD5Hcr8n/8vNzU3v47La1mvWrIkWLVpIsy6vXr0ajRo1glqtRvXq1VGzZs08/xm6PWesixcvIiUlBWq1GtOnT4eXl1eu+beyT4qoo2sVyt6KpE9+23W3AHVJVfaf9d0efPHihXSrbsqUKWjVqlWu0Zf64jUF3X3kFy9eGF2mbNmy0s8RERGy6nNwcJCuuvN6HfN7jcn8xo0bZ9TUC2+99RYqV64s+/hvvPFGgefP0lEqlTkGqxARlTSyEqz79+/jwYMHePz4cY4m3qSkJEREROD+/fv5/isMXbJQuXJlgxN+hoSE5HpMl9glJSUZHGnw9OlTg7cHddq1awdBEBAREYHw8HDcvn0bT58+hUKhyDUaD0CO4xlKLvXFawr16tUDkHWL8unTp0aVcXBwkEaInjp1SlZ9VlZW0tXD9evXDe6nG21JJZe3tzdmzJiRZ3+pnj17YvTo0QU6vp2dHb755hvUrl27QOWtra3x5ZdfFlvLORFRQci6Rejh4WHW9QR181TpRiL9d5Tb5cuX9f4Br1mzJipVqoQnT57gr7/+0js54V9//ZVv/RUrVkS9evVw69YtBAUFIT09HUBWPxR9Iw+yz6t1//79XH9QoqOjsWfPnnzrLQgfHx+UK1cOL168wKpVq3JN02BIx44dsXr1apw5cwZXrlxBo0aNDO6bkJAAtVot/d66dWvcv38fhw8fRt++fXO9Jjdu3DCqgzuZX4sWLbBmzRocOHAAx44dk9YibNSoEd58881Ct0a7urpi4cKFOHfuHAIDA6WLL93KCuXKlcOff/6JS5cuIS0tDYIgoGzZsujatSt69uwpzSdHRFRSyUqwCtsCVViNGjWCIAhISEjAjz/+iHfffRcuLi5IS0vD8ePHsXLlSml+lewEQcCQIUOwYMECnDx5Eo6OjhgyZAgcHR2RmJiIv/76CwcPHoRKpcp3DiB/f3/cunULx48fl4abG1pmp2rVqtLIxMWLF+Ojjz5CzZo1odVqce3aNfz6669F1u9KqVRizJgxmDt3Ls6dO4c5c+Zg2LBhqFmzJoCs/mzXrl1DUFAQPv/8c6lc9+7dceLECYSGhmLOnDkYMmQIOnToIN0+TExMxI0bN3D06FGkpKRg9uzZOcru3bsXsbGx+PLLL/HBBx+gdu3a0Gq1CA4Oxs8//wx7e3skJSUVyXMm03JyckL//v0NTm1SWEqlEq1atTI4/9uMGTOKpF4iouIgb40LM6tSpQp69+6N7du349SpUzh16hTs7e2RmpoKjUaDmjVromPHjnpH9vj7++Pff//Fnj17EBgYiH379kkJlVarRe/evREaGprn7S0ga6b2lStXSrf/bGxs4Ofnp3dfhUKBcePGYe7cuXjw4AE+/PBD2NraQqvVSsvqfPDBB0W2plrLli0xfvx4LF++HMHBwQgODpaG1euWsvnv7PXW1taYMWMG5s2bh1u3bmHNmjVYs2YN7O3todVqpXJAVstddg4ODpg2bRpmz56NBw8e4OOPP4adnR00Gg3S09NRuXJldO3aFb///nuRPF8iIqKSwqISLAAYNWoU3N3dERgYiIiICGi1Wri7u6N169bo06dPrqVfshs7dizq16+PXbt24cGDB9BoNKhTp4602HP2lhxDHB0d4evri/PnzwMA/Pz88uyr0qJFC3z77bf4888/8e+//yI9PR0uLi7w9fVF//79i3wUzRtvvAEfHx/s2rULISEhePnyJQRBgLu7O+rUqaO3c76zszPmzp2LU6dOISgoCKGhoYiPj4dCoUDFihXh6emJFi1aoFmzZrnKenl5YeHChdi0aROuXLmC5OTkHIs9nz17tkifLxERUUkgiOaeG4CoAPIbkCCHpQ0bl4PD/S0Tz1vJcePGDWnG/pUrV+bZL5WytG7dWpojEci60yN34JQxrly5gjFjxgAAFixYUODlcAr7eTPJNA1ERERElD9ZtwjfeeedQlUmCIJRy68QERERWTJZCdaaNWsKPU0DEywiIiIq7WR3ci9Mly1zzqFFREREVFxkJViGZkHPTqPRICoqCqdPn8avv/6Ku3fvYtiwYfjqq6+YYBEREdErQVaCVa1aNaP2q1mzJpo3b44JEyZgxIgR2LBhA1xcXLBw4cKCxEhERERkUYp0FKGNjQ3++OMPeHh44Oeff8axY8eKsjoiIiKiEqHIp2mwtrbGyJEjIYoili5dWtTVEREREZldscyD9dprrwEAZ/EmIiKiV0KxJFiZmZkAgBcvXhRHdURERERmVSxrER45cgRA1jp+RERElig0NNTcIViE/07nJIoirly5YvJ6Svr5KPIEa+vWrfjjjz8gCAKaNm1a1NUREREViXnz5pk7BIuUnp4urRn4KpGVYK1bt86o/dLT0/H48WMcOnQIp0+fhiiKEAQB48ePL1CQRERE5uDh4QGVSoXk5GRzh0IGqFQqeHh4mDuMXGQlWG+//bbsyUJ1TYXjx49Hjx49ZJUlIiIyJ7VajbVr1yIiIsKofRUKBbRaLRISEoohuuKjUCigVquRkJAArVZr7nBy8PDwgFqtNncYuRT5UjleXl6YNm0ahg0bJrcqIiIis1Or1fDy8sp3P2dnZyiVSmg0GsTExBRDZMVHqVTC2dkZMTEx0Gg05g7HIshKsFavXm3UfjY2NnB2doaXlxeqVq1aoMCIiIiILJWsBGvkyJFFFQcRERFRqSErwTp+/DgAwNvbGy4uLkaXi42NxdWrVwEA7dq1k1MlERERkcWRlWC1b98egiBg+/bt6Nmzp9Hlzp07h27dukGhUEiTjhIRERGVVsUyk7uO3A7yRERERJaoWBIsXWIld4oHIiIiIktULAlWbGwsgKzJwIiIiIhKu2JJsLZt2wYAJXKmVSIiIiJTM9jJfefOndi5c6febYsXL8aOHTvyPLAoikhKSsKVK1dw7949CILAEYRERET0SjCYYF25cgVr1qzJ1W9KFEUcPXpUViWiKMLe3h5TpkwpWJREREREFiTfaRr0jfyTMxrQyckJAQEBmDlzJjw9PeVFR2SAm5ubyY/p7Oxs8mOa2/r165GUlAR7e/tSu1wVz5tl4nmzTDxvxhNEA9lSXFyc1DkdyEqqatasCUEQ8Ntvv6FTp055HlihUMDBwaFUngwiS/HGG2/g+fPnKF++PAIDA80dDhmJ580y8bxZpqI6bwZbsJycnODk5JTrcVEUUb58eVSrVs1kQRARERGVJrJmcg8PDwcAlC9fvkiCISIiIioNZCVYbLUiIiIiyl+xLpVDRERE9CpggkVERERkYkywiIiIiExMVh8sIrIsQ4YMkeZ3IcvB82aZeN4sU1GdN4PzYBERERFRwfAWIREREZGJMcEiIiIiMjEmWEREREQmxgSLiIiIyMSYYBERERGZGBMsIiIiIhNjgkVERERkYpxolOgVEB8fD0EQoFarzR0K/Udqaipu3ryJhw8fIjo6GikpKQAAOzs7uLi4wN3dHa+99hrs7OzMHCkZi583AphgEZVakZGR2LRpE4KDg3P80W7atCkGDRqEKlWqmDnCV9vjx4+xceNGnDt3DpmZmXnuW6ZMGbRo0QKDBw9G1apViylCkoOfN8tRXBc1nMmdyEK9//77cHJywpw5c3JtCwkJwdy5c5Gamor/fsQFQYCNjQ2++OIL+Pj4FFe4lM2JEyewaNEiZGZmSufHyckJrq6usLGxgSiKSEtLQ3R0NOLi4qRyVlZWmDx5Mtq2bWuu0F9Z/LxZvuK+qGGCRWShevXqBWdnZ6xZsybH47GxsXjvvfeQmJgIBwcHdO/eHXXq1AEA3LlzB3v37kViYiKcnJywdOlSODg4mCH6V1d4eDj+97//ITMzEzVr1kTv3r3RuHFjODo66t0/Pj4ely5dwq5du3Dv3j2UKVMGP/zwA2rUqFHMkb/a+HmzbOa4qOEtQqJSRveF7uLigvnz56NcuXLStqZNm6JTp06YNm0aoqOjsX//fvTt29eM0b56tm/fjszMTLRt2xYfffQRlEplnvs7Ojqiffv2aNu2LX788UecPHkS27dvx5QpU4opYsoLP28lX3h4OBYuXFjgi5qFCxeiatWqsi9qOIqQqJS5ePEiBEHA22+/nePLXqdcuXIYOXIkRFHExYsXzRDhq+369esQBAFjxozJN7nKTqlUYsyYMRAEAdeuXSvCCEkOft5KvuwXNT/88AP8/f0NJlfA/13UfP/992jTpg0yMzOxfft22fUywSIqZZ48eQJBENCiRQuD+/j5+UEQBDx8+LAYIyMAiIuLg0qlQtmyZWWXdXZ2hkqlQnx8vOkDowLh563kM9dFDRMsolImPT0dKpUKtra2BvexsbGBg4MDkpKSijEyArKujpOTkxEbGyu7bExMDJKTk/O8+qbixc9byWeuixomWESlTLly5aRhx3nJyMiAjY1NMURE2Xl7ewMAVq1aBa1Wa3Q5URSxcuXKHMcg8+PnreQz10UNO7kTWbCkpCQsWrQox2Pp6enQarWIioqCm5ub3nLx8fFITU1FxYoViyNMyuatt97CqVOncOLECURGRqJ3795o1KiRwUkpExIScOnSJezcuRNhYWFQKBR46623ijlqAvh5s1Te3t44ceIEVq1ahY8++ggKhXFtS4W9qGGCRWTB0tPTceTIEel3QRAgiiIEQUBwcDC6du2qt9zNmzcBgJMfmkGNGjUwefJkLF68GKGhoViwYAEAoGzZsnBxcYG1tTWArHMbHR0tXXWLogilUon333+fUzSYCT9vlslcFzVMsIgsVIcOHfLcntdEeseOHQMAvPbaa6YMiYzk7++PGjVqYMOGDQgODkZmZiZiYmIQExOjd3+lUommTZti6NChqFatWjFHSwA/b5bMXBc1nGiU6BV09OhRaLVa+Pj46B1aTsUnOTk5x7IdqampAABbW1tp2Y769etDpVKZOVIqKH7eSoaIiIgcFzV5McVFDRMsIiIiemUU10UNEywiIiIiE+M0DUREREQmxk7uRKVARkYGHj16BK1Wi8qVK8POzi7fMidPnkR6enq+nXep+D1+/BjBwcF4+vQpBEFA+fLl0bRpU1StWtXcob2ypk+fjtq1ayMgIIDnoRRJS0tDcnIyAEClUpl0rjLeIiSyYFqtFuvXr8fevXuRlpYGAChTpgxat26NESNGwNXV1WDZkSNHIi4uDjt27CimaAkATp8+DWtrazRt2jTXNo1Gg99++w0HDhzQW7Zjx44YP348ypThtXFx69WrFwRBAADUrl0bnTp1Qps2bTj4wMJERETg+PHjCAkJwaNHj3JNEmtnZ4eqVavCx8cH/v7+8PDwKHBdTLCILNiPP/6I48eP478fY0EQYG9vj8mTJ6N58+Z6yzLBMo9evXrB2dkZa9asybVt/vz5OH36NERRhLW1tfTlHhERgfT0dAiCgLZt2+Ljjz8u5qhJl2DpPmuCIMDa2hotW7ZEQEAAfHx8zBwh5SUtLQ3Lli3D0aNHASDXd+Z/6ZLp9u3bY8KECQVq2eJlEJGFunjxIoKCgiAIArp06YJOnTrBxsYGV69exbZt2/Dy5UvMnTsXkyZNQkBAgLnDpXwEBwfj1KlTEAQBvXr1wtChQ6Uv9bS0NGzcuBE7duzAiRMn0KlTJ/5BNwO1Wo2RI0fi0KFDuHXrFtLS0hAUFISgoCCUK1cOAQEBCAgI4FQMJYxGo8GXX36Jf//9F6IoonLlymjUqBE8PDzg6uoKGxsbiKKItLQ0REdHIyIiAleuXEFkZCSOHTuGyMhIzJ07V9ZC0QATLCKLdfDgQQBAp06dMHHiROlxDw8PBAQEYOHChTh79ix+/vlnZGRkGJxlmkqGQ4cOAci6Yn7nnXdybLOxscGoUaMQHx+PI0eO4PDhw0ywzECpVKJjx47o2LEjnjx5gkOHDuHo0aN4+fIlnj9/js2bN2Pz5s3w8fFBx44d0bJlS1hZWZk77Ffenj17cPv2bTg4OGDSpElo2bKlUeVOnz6NJUuW4M6dO9izZw969eolq16OIiSyUHfu3IEgCBg4cGCubXZ2dvjss8/Qu3dviKKIZcuWYc+ePWaIkoylO599+/Y1uI9u27///ltcYZEBlSpVwvDhw7Fq1SrMnDkTrVu3RpkyZSCKIq5evYoff/wRI0eOxLJly3D37l1zh/tK07X0f/DBB0YnVwDQqlUrvP/++xBFEUFBQbLrZQsWkYWKi4uDra2twQVmAWDUqFGws7PDpk2bsHLlSmRkZKBPnz7FGCUZKy4uDtbW1nB3dze4T9WqVWFra2twSR0qfoIgwNfXF76+vkhMTERQUBAOHz6Me/fuISkpCfv27cO+ffvg7u6Ojh07ym4FocKLjIyElZUVWrRoIbusn58frKysEBkZKbssW7CILFSZMmXyXe4BAAYNGoShQ4dCFEWsXbsWf//9dzFER3LZ2NgY1cfDysoKGo2mGCIiuRwcHNC9e3f8+OOPWLx4MXr06AG1Wg1RFBEREYHVq1ebO0QqAF2Hd7mYYBFZqPLlyyMzM9OoK6sBAwZgxIgREEUR69evx+bNm4shQjJEo9HgxYsXOf5VrlwZKSkp0rIdhsolJyfDwcGhGKOlgqhWrRrGjBmDNWvW4LPPPkOzZs2gUPBPrjlUrlwZGRkZOH/+vOyy586dQ3p6OipXriy7LG8RElkoT09PPHz4EJcuXTLqw9+3b18oFAqsWbMGmzdvhiiKBb4yo8JJSEjAu+++q3dbWFgY6tevr3fbw4cPodFo4OLiUpThkQkplUr4+fnBz88PsbGx5g7nldSuXTvcu3cPixYtwgcffGD0rULdICFBEODv7y+7XiZYRBaqcePGOHLkCA4ePIg333zTqDJ9+vSBQqHA77//zuTKjPKag+fEiRMGE6wLFy4AyEquyfKULVvW3CG8knr06IGTJ0/i7t27mDt3LipVqgRfX1+4u7vD1dUV1tbWAID09HS8fPlSunB98uQJRFFE7dq1jf6OzY4JFpGFatasGSpWrIikpCTcuHEDXl5eRpXr1asXlEolVqxYwSTLDFasWJHn9ryG9V++fBnlypVDo0aNTBwV5cfLywuOjo7mDoMKQKlUYs6cOViyZAlOnDiByMhIPHnyJM8yuougNm3aYNKkSbLnwAI4kzsRERG9Iu7fv4+goCBcvXoVjx49ytXn0dbWVloqp127dqhRo0aB62KCRURERK+k5ORkKcmytbU16dqSTLCIiIiITIxjRomIiIhMjJ3ciV5BixYtAgBp+QiyDDxvlonn7dXEW4REr6BevXpJIwh37Nhh3mDIaDxvlonnzXIVJjlmCxbRK6hcuXLmDoEKgOfNMvG8Wa4jR45IybHcBIstWERERER6jBkzRvp55cqVssoywSIiIiIyMY4iJCIiIjIx9sEiKgU0Gg2uXbuGkJAQPHz4EDExMUhJSQEA2NnZwdnZGe7u7vDx8YGPj0+Bln0g0+N5s0w8b2QM3iIksnCHDx/Ghg0bEB0dDcDwQsK6jprOzs4YNmwYAgICii1Gyo3nzTLxvL1aNBoNbt26BQDw9vaWVZYJFpEFW7lyJfbs2QNRFCEIAtzd3eHh4QEXFxfY2NgAANLS0hAdHY2IiAg8fPhQ2rd79+549913zfwMXk08b5aJ5+3VEx8fj+HDh0MQBNlTbPAWIZGFOnv2LHbv3g1BEPDmm2/irbfegqura55lXr58ia1btyIwMBB79+5FgwYN4OfnV0wRE8DzZql43kgudnInslD//PMPBEHA8OHD8e677+b7ZQ8Arq6uGDt2LIYNGwZRFPHPP/8UQ6SUHc+bZeJ5I7nYgkVkoe7duweFQoGePXvKLtuzZ09s3LgR9+7dK4LIKC88b5aJ581ynTt3rsBldYMXCoIJFpGFSk1NhY2NDaysrGSXtba2ho2NDVJTU4sgMsoLz5tl4nmzXN9++6006KA48RYhkYVyc3NDSkoKHjx4ILvs/fv3kZycDDc3tyKIjPLC82aZeN4snyiKBfpXUGzBIrJQzZo1w65du/Djjz/iyy+/NKpPCJDV8fann36CIAho1qxZEUdJ/8XzZpl43iyXs7MzYmNj8dlnn8keZKAbRVgQTLCILFT//v1x7NgxPHjwABMnToS/vz8aN26c57DxS5cu4fjx40hNTYWjoyP69+9v5mfx6uF5s0w8b5arVq1auHjxIu7du1esozg5DxaRBYuIiMCcOXPw7Nkzo/sYiKKI8uXLY/r06ahWrVoRR0j68LxZJp43y7Rx40Zs2bIFTZo0wZdffimrLOfBInpFeXh4YMmSJdi/fz+OHTuG0NDQPGeW9vT0hL+/P7p27VqgzrpkGjxvlonnzTLVqlULABAWFlas9bIFi6gUSU1NzXNtNFtbWzNHSPrwvFkmnjfLkJSUhLNnzwIAXn/9dSgUxTO+jwkWERERkYlxmgYiIiIiE2OCRURERGRiTLCIiIiITIwJFhEREZGJMcEiolLv2LFjEAQBgiBg1qxZ5g6nxJs1a5b0eh07dszc4Uju378vxfX222/r3eftt9+W9rl//36xxmeM9u3bS/FR6cZ5sIhIr8TERGzfvh2HDx/GhQsX8OLFC8TGxsLOzg5ubm5o1KgR2rRpg0GDBqFSpUrmDpf+v8ePH2PdunU4cuQIbty4gZiYGGg0GqjVari7u6NevXpo0qQJ2rdvjyZNmhTbkHUyzv3797FmzRoAWclY+/btzRoPFRwTLCLKQaPRYMGCBfj+++8RFRWVa3tGRgbi4+MRFhaGbdu24X//+x8GDBiAOXPmSBP6kXnMnz8fM2fORGpqaq5t0dHRiI6ORkhICLZs2QIAmDp1Kr777rviDpPycP/+fcyePVv6nQmW5WKCRUSS6OhoDBw4EIcOHZIe8/T0RNeuXfHaa6/Bzc0NSUlJePLkCY4fP46goCCkpqZi8+bNSElJkb2URHFp3769wRm3S4vPP/8cc+fOlX5v0aIFunXrhlq1asHW1haxsbG4ffs2zp49i7Nnz0Kj0UCj0eg91qxZs0rkrdTq1atb/HksSbdcqWgxwSIiAFktUz179sSpU6cAABUqVMAvv/yCvn376u0v8vnnnyM6OhoLFizAokWLijtcyiYkJERqibK2tsb69evzXFg4KioKGzZskBYoJiLTY4JFRACATz/9VEquPDw8EBQUhOrVq+dZxsXFBd988w2GDRuG9evXF0OUpM+GDRug1WoBAJMnT84zuQIANzc3TJ48uThCI3plsXcjEeHx48f45ZdfAGQtUrthw4Z8k6vsXnvtNXzzzTcGt6elpeHXX39F165dUblyZdjY2MDFxQWNGzfG1KlTER4enm8dWq0WmzZtQu/evVGtWjXY2dnBzs4OHh4eaNKkCUaNGoWNGzciJiYmV1ljRhFWr14dgiBIz1ur1WLNmjV4/fXXUaFCBdja2sLDwwPDhg1DSEiIUa8LADx9+hRfffUV2rRpg4oVK8La2hpubm5o1aoV5syZozdeuW7fvi39/Prrrxf6ePmNItQ3mu/58+eYOXMmfHx84OTkBGdnZ7Ro0QKrVq1CZmZmjvIRERGYNm0avL29oVar4eTkhNatW2Pt2rV53gI0ZhShMVJTU7Fz50588MEHaNWqFcqVKwcrKyuo1WrUrl0bw4cPx8GDB/M9jr7X6dixYxg+fDhq1qwJlUqV6zU0NIpQ9x7Nfv5mz54t7Zv93/379/Hy5UvY2dlBEATUrVvXqOcdEREBpVIJQRDQtGlTo8pQIYhE9Mr77LPPRAAiALFbt24mPfbFixfFatWqScfX98/a2lr8/vvvDR4jKipK9PPzy/MYun/6jnP06FFp+8yZM/XWoYuxWrVqYlRUlOjv72+wDqVSKf7xxx/5PvfFixeLKpUqz3idnZ3Fffv2Gf166tOtWzfpeGvXri3UsURRFGfOnCkd7+jRo7m2h4eHS9tHjhwpnjlzRqxUqZLB59izZ08xPT1dFEVR3Lt3r+jo6Ghw3xEjRhiM67/16jNy5Ehpn/DwcL371KhRw6j3Uq9evcSEhASjX6f3339f73Gyv4bZ31fZZX+P5vdP97yGDx8uPXbkyBGDcerMmDFD2n/58uX57k+Fw1uERIQDBw5IP48cOdJkx71+/Tr8/f2RmJgIAKhbty6GDx8OT09PxMXFITAwEDt37kR6ejo++eQTpKWl4Ysvvsh1nHfffRdnz54FALi7u2PQoEGoXbs2nJ2dkZSUhLt37+LMmTM4ceJEoWPOzMxE3759ERQUBD8/P/Tr1w/u7u6IiYnBX3/9hcOHD0Oj0eDdd99FixYtULt2bb3HmT59utSqZ2tri759+6JNmzZwc3NDTEwMjhw5gr///hsxMTF48803ceTIEbRt27ZAMXt6eko/L126FIMHD4aVlVWBjiXXw4cP0bNnT0RHR2Po0KHo0KED7O3tce3aNSxZsgSxsbHYtWsXvvvuO3Tu3Bm9evWClZUVxo0bh5YtW8LGxgZnz57Fb7/9htTUVKxbtw4dOnQw6fvwv5KTk1G2bFl06NABjRs3RrVq1aBSqRAfH4+rV69iy5YtePLkCXbu3Il33nkHf/75Z77HnD9/Pv755x+4ubnh7bffho+PDwRBQEhICBwdHfMt7+3tje3bt+P69euYMWMGAGDgwIEYNGhQrn3Lly8PAJgwYQL++OMPAMBvv/2WZ+ulRqPB77//DgBQq9UYPHhwvjFRIZk7wyMi80pISBAVCoV0Zfvw4UOTHFer1Yo+Pj45Whx0rRjZbdu2TbSyspJahoKDg3Nsf/bsmRRf69atxdTUVIN1Pn/+XLx582aux+W0YOn+/fTTT3r3mzhxorTPpEmT9O7zzz//iIIgiABEHx8fMSwsTO9+p0+fllpzqlWrJmZkZBh8bnk5c+ZMjti9vb3FX3/9Vbx//36BjienBQuA6OTkJJ4+fTrXftevXxdtbW2llrpatWqJHh4e4p07d3Lte+jQoRzx62OqFqzAwEC970WdpKQksU+fPtJxTpw4oXe/7K8TALFly5ZidHS0weOKouEWLB1j3qvZNWrUSGoFfv78ucH9duzYIR13/Pjx+R6XCo99sIhecU+fPpU6SNvY2KBq1aomOW5gYCCuXr0KIOvqfOXKlXpbVfr06YPp06cDyLrKnj9/fo7tYWFhUnxDhgzJc+RbuXLl8NprrxU69uHDh+PDDz/Uu23u3Lmws7MDAPzzzz969/niiy8giiLUajUCAwNRo0YNvfu1bNkSCxYsAAA8ePAAW7duLVC8fn5++N///if9fv36dUyYMAHVq1dHxYoV8eabb2LWrFk4ePAg0tLSClRHXhYtWoSWLVvmetzLywtDhw4FAMTExODevXtYv3693la/gIAABAQESPE/evTI5HHqdOvWLc8WPpVKhTVr1sDe3h4AsHbt2nyPaW9vj7/++gvOzs4mi9MYEyZMAACkp6dLE5Tq89tvv0k/jxs3rqjDIrCTO9Er7+XLl9LPZcuWNdlxsycL//vf/1CmjOEeCR9++CFUKhUAYPfu3cjIyJC26f7IAcDFixdNFl9epkyZYnCbo6Oj1EH43r17uSb1vHbtGi5dugQAGDp0KKpUqZJnXYMHD5Zem/379xc45u+//x6rV6/OlSA/e/YMe/fuxezZs9G5c2dUqFABH374IV68eFHgurJzc3OTkih9st/2bNy4cZ63QbNvu3HjhkniKyhHR0c0aNAAAKTb03l566238j3XRWHo0KHSLcgVK1boHSQQEREhvbeaN2+ORo0aFWeIryz2wSIiiSnXR8v+R6lLly557uvo6IhWrVrh0KFDSElJQUhIiJTE1K9fH1WqVMHjx4/x+++/Q6PRYPTo0WjZsmWeSVtBqVQqNGzYMM99sv8hjY2NRcWKFaXfjx8/Lv2sVCqNmnzVwcEBsbGxuHnzpvyAs3n77bcxdOhQHDhwAIGBgTh16hRu3LiRYxRfXFwcFi1ahC1btmD37t2FHk3WrFmzPM9D9tfGz88vz2Nl39cUoyvzEhMTgw0bNmDfvn24fv06Xr58iaSkJL0JijGtaQXtP1dY9vb2GD58OJYsWYK7d+/i6NGj6NChQ459VqxYIbUCs/Wq+DDBInrFubq6Sj+b8o/akydPAGR1qM3+h9OQunXrSjPIR0ZGSo8rlUqsWLECffr0QVpaGtauXYu1a9fC3t4efn5+aNu2LTp27IhWrVqZJEF0dXXN9zjZb1P+twUr+wLDS5YswZIlS4yuOzo62uh9DbGyskL37t3RvXt3Kb4rV67g5MmT2Lx5s9QK+PTpU7z55pu4fft2oVou3dzc8tye/bWSs6++5X5MZefOnRg9enSO1tu8xMfH57uPqW6tF8TEiROl99ny5ctzJFjZO7c7OTnp7TRPRYO3CIlecZUqVZIW/E1LSzNZ35eEhAQAOW/x5cXBwSFXWZ1u3bohODgY/fv3h7W1NQAgKSkJhw8fxqxZs9CmTRvUqlXLJJOdFnbx49jY2AKXTU9PL1Td+tja2kp9tIKDg7Fu3TqpxenZs2dYunRpoY4v5/UqCQtLnzlzBv369ZOSKx8fH0yZMgVLly7Fpk2bsG3bNmzfvh3bt2+Hl5cXAEitP3nR9cszh/r166Ndu3YAgO3bt+e4/bt7927pgmXYsGHSrXgqeuZ/txORWdnb26Nx48bS77rZ3AtLrVYDyEqEjKGbyiF72ey8vb3x559/Ijo6Gvv378fs2bPRsWNHqdUjPDwcw4cPz7FQrjlkTxR37NgBURSN/pe99auoDB8+HBMnTpR+N2ZCzdLkyy+/lG6ZLlmyBCEhIViwYAEmTJiAQYMGoU+fPujduzd69+5t1qRJLkOd3ZcvXy79zNuDxYsJFhHl6CNlzIgpY1SqVAlAVmvU06dP893/zp070s+VK1c2uJ+9vT06d+6ML7/8EgcPHsTz58/x9ddfS9u/+eYbo+orKtlvFV2/ft1sceSlc+fO0s/Zb8eWdhkZGdKs6k2aNMmRaOpTHAmvqfTt2xcVKlQAkJVUiaKIBw8eSJ3bW7ZsKXXap+LBBIuIMHHiRKklaN++fSZpxcreoTm/0XEJCQk4ffo0gKxbLfl1Ms/O0dER06dPR69evQBk/RE1ZtRXUWnfvr3087Zt28wWR16yj9LM3uJW2kVFRUmtV9knZ9Xn/PnziIqKKo6wcsh+G1Vfh3tDrKysMHr0aABAaGgojh49ipUrV7JzuxkxwSIiVKlSBZMmTQKQ9aU+ZMgQPHjwwOjyt27dkuay0unXr5/084IFC3KtR5fdokWLpFuJPXv2LNAs5NnnmsqrrqLm6+srtRRcunQJmzZtKvI6nz17Jmv/nTt3Sj97e3ubOpwSK3t/wNDQ0Dz3nTlzZlGHo1f2hNfY2+s648aNkxK0JUuWSJ3by5YtiwEDBpguSDIKEywiApA1gWbr1q0BZM2b4+fnh61bt+Z5FR0dHY3p06ejWbNmuW6HdevWTWqJunbtGsaOHZuj5URn165d0i0+pVKJqVOn5ti+f/9+/PTTT3mOcHz27Bn+/vtv6Xc5LWCmJggC5s+fL41EHDNmDDZv3pxnmWfPnuGrr76SJmaV68MPP0SHDh2kZYcMEUURixYtynEbeMSIEQWq0xI5OjqiTp06ALLmVMv+ntHRaDT46KOPsG/fvuIOD0DOCwXdfGrG8vDwkEaPbtu2Tbr9O2LECIvqT1ZacJoGIgKQdYth165dGDhwIA4dOoSnT5+iX79+qF27Nrp27Yr69evD1dUVSUlJiIyMxIkTJ3Ds2DGDw+kFQcCGDRvg5+eHxMRErF69GmfOnMGIESNQs2ZNxMfH459//sH27dulMrNnz4avr2+O4zx58gRTpkzBtGnT0L59e/j5+aFmzZqwt7dHdHQ0rly5gs2bN0uj9wYMGGBwfcDi0rVrV8yZMwdffPEFkpOTMXjwYMyfPx89e/aEp6cnbGxsEBcXhzt37uDs2bM4deoUtFptrvmLjCWKIo4ePYqjR4+ibNmyaN++PZo1a4bKlStDrVYjISEBt27dwq5du3D79m2p3OjRo6XZ018VH374odT3asCAARg4cCD8/f3h7OyM0NBQbNiwAbdu3YK3tzdsbGyKbXJbHWdnZ/j6+uLSpUs4evQoxo0bh44dO+YY+OHv728wYZowYQJ2796d47GxY8cWacxkQPGuzENEJV1mZqY4b9480dXVNcc6a4b+KZVKcdiwYQbXfQsODs61zt9//1lbW4vfffed3vJr1641Kg4AYr9+/cSkpKRcx5CzFmG1atXyfY2MWe9OFEVx/fr1oouLi1Gxq9Vq8erVq/nWrc+sWbNEGxsbo18nGxsbccaMGaJGo9F7PDlrERpaE1BHztp6q1evlvZdvXp1gerN79xotVrxnXfeyfP1adCggRgWFpbvuoH5vU765HdMURTFffv2iWXKlDEYX17vOY1GI9asWVPat02bNkbFRabHFiwiykGpVGLatGl47733sG3bNhw+fBjBwcF4/vw5YmNjoVKpUK5cOTRs2BDt2rXDoEGDpNFL+jRp0gT//vsvVq1ahZ07d+Lq1at4+fIl7O3tUa1aNXTq1AkTJ040uF7f8OHD0bhxYxw5cgRBQUG4ceMGIiMjkZKSApVKBQ8PD/j5+WH48OHw9/cvqpelQIYOHYpevXph7dq12L9/P65cuSJ1tHZyckLNmjXh6+uLgIAAvPHGGwWeo2jmzJmYMmUKDh8+jBMnTuDKlSsIDQ1FVFQUUlNTYW9vj3LlysHLywvt27fHoEGD8hypWZoJgoBVq1ahe/fuWL58OYKDgxEfHw9XV1fUrVsX/fv3x+jRo2Fra2u2GLt06YIzZ85g8eLFOH36NJ48eYLk5GSjyioUCgQEBCAsLAwAO7ebkyCKMoYpEBERUYmVkZEBDw8PPH36FC4uLnj8+LFZk8VXGTu5ExERlRLbtm2T5oEbNWoUkyszYgsWERFRKZCeno7GjRvj5s2bKFOmDO7cuWPw1jsVPfbBIiIislDnz59HdHQ0nj9/jhUrVuDmzZsAskaIMrkyL7ZgERERWaj27dsjKCgox2Oenp64cOECypYta56gCAD7YBEREVk8KysreHp6YvLkyThz5gyTqxKALVhEREREJsYWLCIiIiITY4JFREREZGJMsIiIiIhMjAkWERERkYkxwSIiIiIysf8H4qisymkhzC8AAAAASUVORK5CYII="
},
"metadata": {
"image/png": {
"height": 150,
"width": 300
}
},
"output_type": "display_data"
}
],
"source": [
"k3.plot_modelfit(group=sample_md['tumor_stage']) + pn.coord_flip() + pn.theme(figure_size=(3, 1.5))"
]
},
{
"cell_type": "markdown",
"id": "76e8d6d3-17f2-4dd9-8ac6-63f02eac3881",
"metadata": {},
"source": [
"### Interpreting signatures\n",
"\n",
"Knowing which features contribute to each signature can help give a domain-specific interpretation, such as understanding which types of cells are contributing to the cancer associated signature.\n",
"\n",
"The default plot for this is `plot_feature_weight`, which shows all features above a certain proportion of the overall signature weights (by default 4%).\n",
"\n",
"Here we see S2 is largely inflammatory immune type / T-cells, S3 malignant cancer cells, and S1 a mix including functional lung cells (pneumocyte, alveolar macrophage)."
]
},
{
"cell_type": "code",
"execution_count": 148,
"id": "9313aa34-dc1a-4b3d-9211-f968265a53eb",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/kam24goz/miniforge3/envs/cvanmf/lib/python3.12/site-packages/plotnine/scales/scales.py:48: PlotnineWarning: Scale for 'x' is already present.\n",
"Adding another scale for 'x',\n",
"which will replace the existing scale.\n",
"\n"
]
},
{
"data": {
"image/png": 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"
},
"metadata": {
"image/png": {
"height": 250,
"width": 420
}
},
"output_type": "display_data"
}
],
"source": [
"plt_weight = (\n",
" k3.plot_feature_weight() \n",
" + pn.theme(\n",
" figure_size=(4.2, 2.5)\n",
" )\n",
" + pn.ggtitle(\"Feature Weight\")\n",
" + pn.scale_x_discrete(expand=(0.1, 0.0, 0.15, 0.0)) # This adds a little more room left and right of the bubbles\n",
")\n",
"plt_weight"
]
},
{
"cell_type": "markdown",
"id": "33df9f16-a359-4b3e-9727-ac2b184dbbda",
"metadata": {},
"source": [
"To make understanding future plots simpler, we can rename signatures. Here we retain the numbering (S1 .. S3), and add a brief tag indicating the broad types of cells represented."
]
},
{
"cell_type": "code",
"execution_count": 142,
"id": "30187574-29b9-4bdb-92c0-018c85592720",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/kam24goz/miniforge3/envs/cvanmf/lib/python3.12/site-packages/plotnine/scales/scales.py:48: PlotnineWarning: Scale for 'x' is already present.\n",
"Adding another scale for 'x',\n",
"which will replace the existing scale.\n",
"\n",
"/home/kam24goz/miniforge3/envs/cvanmf/lib/python3.12/site-packages/plotnine/ggplot.py:606: PlotnineWarning: Saving 4.2 x 2.8 in image.\n",
"/home/kam24goz/miniforge3/envs/cvanmf/lib/python3.12/site-packages/plotnine/ggplot.py:607: PlotnineWarning: Filename: cell_imgs.png\n",
"/home/kam24goz/miniforge3/envs/cvanmf/lib/python3.12/site-packages/plotnine/ggplot.py:606: PlotnineWarning: Saving 4.2 x 2.8 in image.\n",
"/home/kam24goz/miniforge3/envs/cvanmf/lib/python3.12/site-packages/plotnine/ggplot.py:607: PlotnineWarning: Filename: cell_imgs.pdf\n"
]
},
{
"data": {
"image/png": 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lgvD09ESj0WT4GJmVW+9BdqUMYAIDA/Hx8cnQ+COdl7vZZWT8EehfD61Wy4EDBzJR65yRsuvgjRs38PX1TbfM8+fP9VrI8lLK8W+Z+ffxXycBkhBCCCHo2LGjkm1Nq9Uyf/78HNnvywkWMhKIbNq0KcMtNba2tsrfmWlhqFy5svJ3YmIiHh4e6ZZZs2ZNhvefFbn1HmTXy+OQjh8/rqToNjExoVmzZmmWfzlRQ8oAqWjRotSsWdNgOScnJ73Wq3nz5r3yhB29e/dGrf735/IPP/yQbpn58+fnaiCdGVn99/FfJwGSEEIIIShcuDCff/658nrx4sUcPnw4U/swFPwULVpUrzvb3r1709zHkydPGD16dIaP6ezsrPwdHh6e4XEizs7OepPRrlq1Ks3tL1y4wOrVqzNcr6zIrfcgu+rXr6/XLXLZsmXK3Ej16tVLN435W2+9pZca/OXueWmNBxs3bpzyt4eHB9OmTctU3RMTE7MVrJQuXZquXbsqr9esWcOOHTuMbn/ixIl8E9iC/r+Pa9eu5WFNXi8SIAkhhBACSB4fpJvUVKPR0LVrV5YsWaLXRc6Qq1evMmrUKBo3bpxqnYmJCW3atFFez549O1UXK50rV67QsmVLgoKC9J7ap6V69ep6T8nHjh1LeHh4hsr27t1b+Xv9+vW4ubkZ3O7YsWN07twZjUaT5eQOGZUb70F2mZiY0Lx5c+V1ylTf6XWvg+QJUHVZ6p4/f46/v7+yLr1Jjd9++2169uypvJ42bRqff/653hxJhjx+/JgFCxZQoUKFbCdMWLBgAVZWVkByN7XevXszceJEvS6QwcHBzJkzh06dOhEXF5eliWJzQ8r7Yfny5XqT7wrjJIudEEIIIYDk1NLbt2+ndevWhISEEBcXx8iRI5kzZw4dO3akVq1a2NnZERsbq8yJc/78eSWhQsqn1SmNGTOGvXv3otVqiYqKok2bNnTt2hVXV1cKFy5MUFAQx48f5+DBgyQlJVGiRAm6devG8uXL062zubk5/fr1Y8WKFUBy97xt27ZRtmxZvZarbt26pUob/s0337By5UqioqJISkrigw8+YMOGDbRv357ChQvj7+/PoUOHlCQTH3/8MceOHeP+/ftZubwZklvvQXa1atWK/fv3p1qekQAJkschGWrBeLn7niGrV6/G19dX+XG/YsUKfv/9dzp27EijRo1wcHBAq9USGhrK7du38fDw4MqVKznWHa98+fKsXr2aDz74gKSkJDQaDbNmzWL27NnY29tjYmJCYGCgMsanefPmfPzxxwwaNAhIDjDzysCBA5V/G0+ePKFu3boUL14ce3t7vYcQV65cyaMa5lNaIYQQQry21qxZowWU/44fP57tfd66dUtbpUoVvf1m5L/y5csb3ef333+foX04ODhoz58/r50yZYqyrFWrVmnW99mzZ9patWqlud8BAwYYLLtx40atWq1Ot16dO3fWxsbGap2dnZVla9asMVqnjG5nTG68B9lx/vz5VMdSqVTaZ8+eZaj8pk2bUpUvUqSINikpKUPlIyIitN26dcv09QC09+/fN7jPAQMGpHt/pLR161atnZ1dmsfq0qWLNjQ0VLt8+XJlWd26dY3uM+W/X2dn5wxdC602c/fXxIkT071GQp90sRNCCCGEnsqVK3P16lV+/vlnvWQGhpiZmdGiRQsWLFjA+fPnjW43efJkfv/9d6OTfVpYWNC7d2+8vLwy3U2sSJEiXLx4keXLl9OpUydKlSqldIlKT79+/di3b5/R83R0dOSHH37gr7/+wsLCIlP1yo7ceA+yo0GDBnpdGQFq1KhBkSJFMlQ+ZSY7nfTGH6Vka2vL7t272b9/Py1atEi3C2bNmjUZN24cN2/epEyZMhk6Rnp69erFzZs3+f7772nQoAFFihTBysqKChUq8N577/HXX3+xZ88eChUqpIzRguRWwbw0Y8YMTp06xccff0z16tUpWLBghruw/leptNpXnA5ECCGEEK8VPz8/Ll68SGBgIKGhoVhbW1O0aFGqVKlCrVq1sLGxyfC+NBoN58+fx8vLi7CwMOzs7ChZsiQtW7bUS739qmm1Wjw8PLh06RLPnz/Hzs6OChUq4OrqqpdKPK/k5HvwJggJCeHMmTM8efKEZ8+eYWpqSuHChalYsSK1atXCwcEhT+vXv39/ZaLfTz75JN0kICJ/kQBJCCGEEEKIHKLRaChTpoySxGHp0qV8+eWXeVwrkRnSviaEEEIIIUQOWbdunV6Gu3bt2uVhbURWSIAkhBBCCCFEGry9vYmOjk53uwsXLvDNN98or1u2bJnuGDKR/0iAJIQQQgghRBo2btxI+fLlGTt2LBcuXCAuLk5v/fXr1xk9ejSurq7KPFwmJibMnTs3L6orsknmQRJCCCGEECIdAQEBzJ07l7lz52Jqaoq9vT1mZmY8e/bMYOvSnDlzcmXiXpH7JEASQgghhBAiDS9nMtRoNPj7+xvc1sHBgfnz5/Phhx++iqqJXCBZ7IQQQgghhEiDVqvl7NmzHDhwgAsXLnDnzh2CgoKIiYnB1tYWe3t76tatS7t27ejfv3+qOaPE60UCJCGEEEIIIYR4QZI0CCGEEEIIIcQLEiAJIYQQQgghxAsSIAkhhBBCCCHECxIgCSGEEEIIIcQLEiAJIYQQQgghxAsSIAkhhBBCCCHECxIgCSGEEEIIIcQLEiAJIYQQQgghxAumeV0BIYQQIicEBwfn2bHt7OwwMTEhMTGRkJCQPKuHyB/kfhA6ci/kT/b29mmulxYkIYQQQgghhHhBAiQhhBBCCCGEeEECJCGEEEIIIYR4QQIkIYQQQgghhHhBAiQhhBBCCCGEeEECJCGEEEIIIYR4QQIkIYQQQgghhHhBAiQhhBBCCCGEeEECJCGEEEIIIYR4QQIkIYQQQgghhHhBAiQhhBBCCCGEeEECJPGfcfToUdzc3PD29s7rqrxSAQEBdOvWjW7duhk8d926o0eP5kHtxOvM29sbNzc3uXfyUGJiIhs2bKBbt25UqVKFUqVKUa9ePT766CP279+f4f04ODhk6L/NmzfrlYuOjmbs2LFUr16dUqVK0alTJ86dO2f0OIcOHcLBwYFVq1Zl+ZyFECK3meZ1BYR4VY4ePcq1a9cAqFWrVh7XRojXn7e3N5s3b6ZmzZq0bds2r6vzyj148IB169Zx6NAhnj9/jqWlJVWrVqV379506tQJMzOzXD1+aGgoffv2xcPDA5VKRYUKFShdujT+/v7s378fExMTOnXqlKF9ubi4GF0XFhbGrVu3AGjYsKHeuhEjRrB7927s7OwoW7Ysnp6e9OrVi3379lGnTh29bePi4pg4cSI1atRg4MCBmTtZIYR4hSRAEkIIITIhJiaGMWPGsGXLFrRard66Bw8ecOjQIYoXL86SJUtwdXXNlTokJSXRv39/PDw8ePvtt5k1axYlSpRQ1j958gQ/P78M72/v3r1G182aNYtbt25Rv359KlasqCy/ceMGu3fvpm7duuzcuRNbW1u2bdvG0KFDmT9/PuvXr9fbz9KlS/Hz82PPnj2YmJhk/GSFEOIVky52QgghRAbFxsbSt29fNm/erARHb1WHQe2gX0twKJi83dOnT+nbty/79u3LlXqsX7+eCxcu8NZbb7F69Wq94AigRIkSNGvWLNvH0Wq1bN++HYBevXrprbty5QoAn376Kba2tgD07NmT0qVLc+HCBb1tHz16xJIlS+jZsydNmzbNdr2EECI3SQuSeOMdPXqUxYsXK683b96cqh/9nj17cHNzY/PmzZQtW5YlS5YY3d/NmzcZO3YsarWalStXYm9vD8CiRYs4duwYbdq0YcSIEezbt48jR47w5MkTTExMqFy5Mu+99x61a9dOs76enp4cOnSIW7duER4ejqWlJeXKlaNNmza4urrmmyev3t7eTJw4EUi+fj4+Pmzbto1bt24RExODk5MTrVu35p133sHUNPVHTcrr9dVXX3Hy5En27t3L/fv3AXB2dqZ79+7p/sjL7PUKCAhg8ODBAPz2228UK1Ys1T7T2kZ3Pzk6OrJy5Uq8vLzYsWMHd+7cQaPRUK5cOXr37k29evUA0Gg0/Pnnnxw7dgx/f3/Mzc2pX78+AwcOpGjRokbP68GDB+zcuRNvb29CQkIwNzenTJkytGrVig4dOqR5H0RFRbF3714uXrzIkydPiIuLo0iRIpQuXZrmzZvTokULzM3NOXLkCEuWLKFQoUKsXr3aaJew4OBgBg0aRFJSEnPnzsXOzk65PgDXrl2jW7duemVmzpyZqiurj48Pe/fu5caNG4SGhmJubk6pUqVo0aIFHTt2xNzc3Og55ReTJ0/m7NmzALSuBdP7QXmnf9fHa2D3BRi/AaLjNHz++eecOHGCChUq5Gg9VqxYAcC4ceNQq3PvWefff//NgwcPMDMzo0ePHnrrgoODgeTxSyk5Ojri5eWlt2zSpEmoVCqmTJmSa3UVQoicIgGSeOOZm5tTuHBhIiMj0Wg0WFpaYmlpmWq7du3asXXrVvz8/PD19aVSpUoG93f48GEA6tWrpwRHKWm1WubOncu5c+dQq9VYWVkRFRXF5cuXuXLlCoMHD6ZLly6pyiUkJLBkyRJOnjypLLO2tiYqKgpvb2+8vb05deoUEydOzHc/JM+dO8e8efPQaDTY2NiQmJiojM/w8PBg6tSpWFhYGC3/888/c+DAAdRqNZaWlkRHR+Pj48OcOXMYMmQInTt3TlUmP1yvAwcOsHz5cgAsLS2JiYnhxo0bTJs2jbFjx9KgQQOmTZuGt7e3UoeIiAhOnjzJzZs3WbRokfLkPaVjx47x008/kZiYCICNjQ1xcXHcvHmTmzdvcuLECb777juDZW/dusXMmTMJDQ0FwMTEBGtra4KDgwkICMDDw4Ny5cpRvnx5WrRowapVqwgLC+PixYs0b97c4HkeOXKEpKQkSpcuTdWqVQkKCqJw4cLExsYSGxuLqalpqrqkDIq1Wi3r1q1jx44dyjIrKytiYmK4desWt27d4sSJE0ydOpWCBQtm4h14tYKCgti4cSMALarD2hFg9tK3qLkp9GoOJYvC+3OTW5xWrlzJ7Nmzc6wed+/exdfXFzs7O1xcXNi/fz979uwhICCAokWL0rJlS95///00/81l1LZt2wBo06ZNqoC+VKlSSn10Y9A0Gg3379/H0dFR2U738GPKlCk4OTkhhBD5nQRI4o3XokULWrRowYQJE7h27Rrdu3enX79+qbZzcHCgfv36eHh4cPjwYYMBUkxMjPL0uF27dgaPd/HiRWJiYvj444/p1KkTlpaWBAUFsWLFCi5cuMDKlSupVKkSVapU0Su3cuVKTp48iaOjIx988AGNGzfG2tqauLg4Lly4wKpVq7h8+TKrV69myJAhOXBlcs5PP/1ErVq1GDJkCMWLFyc+Pp4jR46wcuVKrl+/zpo1a4zW+eLFi8THxzN06FDatGmDhYUF/v7+LF68WCnbsmXLVD/A8/p6hYWFsWLFCt577z169OiBra0tAQEBzJ8/Hx8fH3777Te8vLx49OgRkydPpn79+gB4eHiwYMECAgMD2b59OwMGDNDb7+3bt5XgqEGDBnz22WcUL16chIQETp48ya+//oqPjw9LlixhwoQJemUDAgKYNm0akZGRlCpVik8++YS6detiampKQkICPj4+HDp0SAleLCwsaNWqFfv27ePw4cMGAyStVqtkqdPd8w4ODqxfv15pda1atSqzZs0yeq127NjBjh07KFCgAH379qVVq1YUKFCAhIQErl69ym+//cadO3dYtGgR3333XdbflFy2ceNGEhISAJjYK3VwlFKzqtC+Hhy4BFu2bGHixIkGA9qsuHr1KgAVK1bkiy++UIIYnV27dvHLL7+wZcsWSpcuneXjxMXFsWfPHiB19zqAJk2aYGFhwbJly3BxcaFcuXIsXLiQ4OBg5TM2ISGB8ePHU6lSJT7//PMs10UIIV4lGYMkRArt27cH4PTp08TFxaVaf/r0aWJiYihUqJDRrE9RUVH069ePHj16KC1VDg4OjBs3jooVK5KUlISbm5temXv37rF//35sbW2ZMWMGrVu3xtraGkj+EduyZUvGjx+PSqXi0KFDhISE5ORpZ1vRokWZNGkSxYsXB5Jb7Tp37qxkqjpw4IDSHedlkZGRDBs2jE6dOilPvJ2cnJgwYQLm5ubExcXh7u6uVyY/XK+4uDhatWrFhx9+qPzwLVasGKNHj0alUhEcHMy+ffsYPXo0jRo1wsTEBBMTExo3bqx0VdIF2yn9/vvvJCYmUqFCBSZOnKhcUzMzM/73v/8xbNgwAM6fP69kFtNZv349kZGRODo68sMPP9CwYUMlGDIzM6NWrVp8++23lClTRinToUMHIHk8SVBQUKr6XL16lYCAAExNTWnTpk2mr1NoaCibNm3C1NSUKVOm0KVLFwoUKKDUqUGDBkyZMgULCws8PDy4e/dupo/xqpw4cQKAWs5Qu2z62/dvlfz/iIgILl26lGP1CAgIAJLfs23bttG/f38uXbrEo0eP2L59O2XLlsXX15ePP/6YpKSkLB/n4MGDhIWFUbBgQeU+SalEiRIMHz6cJ0+e0K5dOypWrMiyZctwdHRk7NixAPz666/4+voya9YspQtnbGws/v7+SgupEELkN9KCJEQKjRo1omjRojx79oyzZ8+m+kGo617Xpk0bg+NqIPkH+svjMSC5q1PPnj2ZM2cOV65cITIyUvlhfeTIEQCaN29utAtK1apVKVasGP7+/ly7do0WLVpk+TxzWvfu3Q2OX+ncuTNbtmwhIiKCc+fOGbwuDg4OtGrVKtXyAgUKULVqVa5evZoqG1d+uV49e/ZMtczBwYESJUrw+PFjqlatSs2aNVNtU6dOHdzc3PD39yc2NlYJpCMjI5WxGz179jR4j7Vq1YrNmzfz+PFjzpw5o7RExsTEKPPP9OnTRwlC0lOuXDkqV67M7du3OXr0KH369NFbf+jQIQAaN26cpe5vJ0+eJD4+nnr16lG5cmWD2xQvXpwqVapw9epVrly5YnS8zu+//57q4UJKffv2Ndg6nFMiIyMBKJd62JpBKbfTaDTY2dnlSD10QU9CQgJvvfUWa9euVda98847lC1bloYNG+Ll5cW5c+fo2rVrlo6ze/duILn1SBeov2zOnDnUqVOHbdu2ER4eTp06dfj6668pWbIkT58+ZcGCBfTo0YMePXoQFxfHyJEj2bBhA3FxcdjZ2fHdd98xfPjwLNUvP9ONC1Or1Tn2vovXk9wLrycJkIRIwcTEhLZt27J161YOHz6sFyA9ePBAeWJvrHsdJHd7MTTGCf6df0mr1fLPP/8oCRtu3rwJwKlTp1Jlf0pJ9wMtMDAwE2eV+wwFAZA8DqVatWpcvHjRaMtAhQoVUKlUBtfpvkyioqL0lueH62Vubp4qc5hOoUKFePz4Mc7OzgbXFy5cWPk7KipKuV/u3r2rZEZLK5lHnTp1ePz4MXfu3FGW3blzR3ki//JcNelp3749t2/f5siRI/Tu3Vt5PyIjIzl//jyQ9j2fFt17dePGDT766COj20VHRwNpv1dRUVFpro+Ojs7VJCZWVlYAhEdnbPuU29na2uZY3XStpQBfffVVqv3Wr1+f1q1bc+zYMQ4fPkz37t0zfYxnz54pE80OGDAgzbr379+f/v37p1o+duxYNBoNCxcuxMTEhBEjRrBq1SoGDBiAq6srq1at4uuvv8bBwYEPPvgg03V8HahUqnyTWEfkLbkXXi8SIAnxkvbt27Nt2zauX7/OkydPlB/ButYj3YzxxqSVmaxAgQKYm5sTHx9PWFiYsvz58+dAcitATExMunU01P0vL6V1zkWKFAHQO9+UUv7Ye5nuy0Sj0egtzw/Xq1ChQkYDO90TQ2NPC1NmHUt5brprZG5unmYLkC45SMprqkvKoEtKkhktW7Zk9erVBAYG4uXlRd26dYHkLmUJCQk4OjoqyzJL917FxcVl6H1IaxsbGxu9wf8vs7a2ztVuW7Vr1+b8+fOcvQnB4WCfToParhexu0qlolq1ajlWt0KFCil/V6pUyeB+q1atyrFjx7h3716Wjrtp0yYSEhIoW7YsTZs2zfQ+Tp8+jZubG1OmTKFUqVI8fvyYtWvX0rp1a1atWgUktzw7OzszZ86cVC2Xrzu1Wo1KpUKr1Warm6N4/cm9kD+lF6xKgCTESxwdHalXrx6enp4cPnyYAQMGoNFolPEHWX2SrvPyxJLwb5cZYxnbhL78cL2MBUevYx0sLS1p1aoV+/fv5/Dhw0owpHso0LZt2yynkta9Vz169ODjjz/OVj2NtVToBAcH5+r4vPfff58VK1aQkAi/HYLxqXtYKp6Fw5YzyX+3bduWAgUK5FjdUnZ3i42NNbhf3eeMsfXp0U3y+u677yrBd0YlJiYybNgwnJ2dGTRoECEhIZw4cYLExERatmypVx8XFxeOHDnCw4cPcyyJRX5gZ2eHiYkJSUlJ+W7MqHi15F7InwxlIU5JkjQIYYBuQPLx48dJTEzk4sWLhIWFYW1tzVtvvZVmWd0Tc0MiIiKULFgpnwLrnvg/ePAgmzXPG2mds25dyvPNruxcr5RPjXTvxct03b1eNd01io+PJyIiwuh2uoQXKccE6Vqr4uPjs/Ql3LFjRyA5+UNERAR37tzh3r17qNVq/ve//2V6fzq69+rhw4dZ3kd+UadOHRo1agTAT3th/XEw8LyDoDD4YCGEvugZ+umnn+ZoPWrVqqV0y9TNG/Yy3XJjY4fScu/ePSUxiqHsdelZvXo1169fZ8aMGUo9dd1kXw6CdK/Tut+FEOJVkwBJ/Gdk5ml7o0aNKFKkCM+fP8fDw0MZqN6yZct05xbx9fU12k3I29tbqUv58uWV5dWqVQPgwoULqbqTvQ6uXbtmcLlGo1HGoOTkRJnZuV4pf6AZy6zn6+ub9cplQ8rxWC9PtJmS7j6qWLGisqxixYpKUgdPT89MH7tcuXJUqlSJhIQETpw4odzzdevWTTURqI6uVclQq6iO7r26evUq4eHhma5XfvPTTz8p3UbHrYd2U2DdMbhwG457w+i10GQMXPVL3n7gwIHKHEE5xcbGRtnnli1bUq0PCAjg+PHjAFlKTvLHH38AyWOZUt5jGREcHMwPP/xAmzZtlKAbULoqv5xwxc/PD7VanaMPUIQQIrskQBL/GbqxLi8P+DfExMREeWr+xx9/cOXKFSBj3etSzh2SUmJiojJRZt26dfV+qOv2++zZM7Zu3Zrm/vPjk9Zdu3YZbI05cOAAERERqNVqmjZtmmPHy871srS0pFix5PRihhI8JCQkGHz/XgVbW1ule9v27dsNBn+nT59WWmNS/vi1tLSkWbNmAGzevFlJUJEZupbTAwcOcPr0aSDte16XtCCtf1Ourq6YmZkRHx/P6tWr0zx+bGys0Va9/KJChQrs2LFDaZm58RDGb4Aes+GDBbDxJMTEJ287aNAg5syZkyvdMUeNGoWJiQk7d+5k8+bNyvKwsDCGDx9OTEwMZcuW1cscuXz5curXr8/gwYPT3LduXqWstB5Nnz6dmJiYVPNiVatWDWtra7Zu3crjx4+B5Bb6K1euULdu3TTHIgohxKsmAZL4z9BlFLt06VKaXcJ02rdvj1qt5vbt2yQlJSlP2NNjY2PDxo0b2b17t9KSFBQUxNy5c7l9+zZqtZq+ffvqlalYsaIylmbz5s0sXbpU+REByd2mbty4wYoVK/LlZIvBwcHMmjULf39/ILm++/fvV34Qd+jQwWgrRFZk93rpukkeOnSII0eOKD/KHzx4wLRp0zJ0f+SW/v37Y2Jiwt27d5k1axZPnz4FkgO3o0eP8tNPPwHQtGnTVGmz+/fvj42NDYGBgYwdOxZPT08lyIqNjeX69essWLDAaNfEli1bYmVlxcOHD4mKiqJQoUI0btzYaF11/6YePnyYak4mnaJFiyrjho4dO8asWbP0svVpNBp8fX1Zv349gwcPNprMIz+pUaMGZ86cYcaMGalaRs3MzHj33Xf566+/mD17dq5lrapZsyZz5sxBq9UyfPhw6tWrR7t27ahduzbHjx+naNGirF69GnNzc6VMeHg4Dx8+TDMToLu7O/fu3cPMzEyZryujLl26xKZNmxgyZEiq61KoUCGGDh1KUFAQzZo1o2XLlvTt2xeVSsWoUaMyd/JCCJHLJEmD+M9wdXVl586dPH78mE8++YRChQopc/esXLky1fa6zF26CR4zmpzBxcWFuLg4Vq1axdq1a7GystJ7mv/JJ59QtWrVVOUGDx5MUlISBw4c4NChQxw6dAhLS0tMTU2Jjo5WBrvnxzShw4cP58cff+Szzz7DxsaGuLg45Yd59erVsz0435DsXK+ePXvy999/8+TJE5YsWcKyZcuwsLAgOjqaAgUK8NVXXzFjxowcr3NGVKpUiWHDhrF06VI8PDzw8PBIdU2rVq1qcO4YJycnJk+ezKxZs3j48CHTpk3D1NQUCwsLvVYeY2mfdckaDhw4AEDr1q2NzvcFyWNhSpQowZMnTxg9ejQFChRQWpVGjRql3Oe6OXA2b97M+fPnOX/+PObm5kq9UmZ2yg/JLzKiYMGCfP7553z22WfcvXuX+Ph4bGxsjKZ2zw0DBw6kSpUqLFu2DA8PD27cuIGTkxP/+9//+Oqrr7I0/kjXva5NmzZpZqd8mVarZdy4cTg5OfHNN98Y3GbMmDGYmJjw+++/c+fOHSpXrsyYMWOynfhGCCFymgRI4j+jVKlSTJ8+nW3btuHr60tYWFi6KTebNm3KpUuXMDc3x9XVNUPHUalUjBkzhn379nH48GGePHmCtbU1lStX5r333qNOnToGy5mYmPDFF1/Qpk0bDhw4wI0bN3j+/DmxsbEULlwYZ2dnGjZsmKNd1XJKs2bNmD17Ntu2bcPHxweVSkXp0qVp3bo177zzjsFJZLMrO9fLxsaGH374gU2bNnHx4kVCQ0OxsrKiefPm9OnTJ89TsbZt25ZKlSqxc+dOrl69SkhICBYWFlSsWBFXV1fat29vNHCpXr06v/zyC3/++ScXL17k6dOnJCQk4OTkRJkyZWjevDmlS5c2euymTZsqAVL79u3TrKeJiQnTp0/Hzc1NqaeuS+PLXeX69OlDs2bN2Lt3L97e3gQHBysBaalSpahfvz7NmjXL1I/y/EClUlGxYkUlU1ViYuIrzVTVtGnTDH8mjBkzhjFjxqS5zdy5c5k7d26m66FSqZRxa8ao1WpGjx7N6NGjM71/IYR4lVTatEbXCvEf9+OPP3L69GlatWrFt99+m+a2ixYt4tixY7Rp04avvvrq1VQwD3l7ezNx4kSAPBuzI3LeunXr2L59O9WqVeOHH37I6+pkirGkG69CXgVIIn+S+0HoyL2QP0mabyGyKCQkhPPnzwPoZWMS4k0VHx/PkSNHALnnhRBC/HdJgCSEAbGxsfz6668kJCRQqVIlatSokddVEiJXaTQa1q5dS1hYGPb29unO9yWEEEK8qWQMkhAp7Nq1i927dxMWFoZGo0GtVuf4JI9C5Cdnzpxh1apVREREEB+fnJ964MCBuTJuTAghhHgdSIAkRArR0dE8e/YMCwsLypcvT9++falevXpeV0uIXBMXF8ezZ88wNTXF2dmZd999l5YtW+Z1tYQQQog8I0kahBBCvBEkSYPIL+R+EDpyL+RPkqRBCCGEEEIIITJIAiQhhBBCCCGEeEECJCGEEEIIIYR4QQIkIYQQQgghhHhBAiQhhBBCCCGEeEECJCGEEEIIIYR4QQIkIYQQQgghhHhBAiQhhBBCCCGEeEECJCGEEEIIIYR4QQIkIYQQQgghhHhBAiQhRK4aNGgQ3bp14+jRo3ldFZGHFi1aRLdu3Vi0aFGqdXKPCCGEyE9M87oCQgiRFW5ubgC0bduWYsWK5XFtco63tzcTJ07MUllHR0dWrlyZwzUSQmTUw4cPcXd3JyEhgYIFC1K7dm1KliyZq8d88OABDRo0yNC2u3btonnz5ulud+bMGfbu3cuVK1d49OgRz58/x8zMjAoVKtC5c2c+//xzbG1tU5WLjo5m2rRp/Pnnn4SHh1OrVi0mT55Ms2bNDB7n0KFDfPDBB8yZM4dPP/00Q+cgxKsgAZIQ4rW0efNmAGrVqvVGBUimpqYULlzY4Lrw8HCSkpKwtLTE0tIy1fqCBQvmcu2EEIacOHGC3377jcOHD6PVavXWNWrUiE8//ZQePXqgVud8xx0LCwtcXFyMrg8MDMTPzw9LS0tq1aqVoX1u3LiRbdu2YWpqipOTE9WrV+fZs2d4e3tz9epVNm3axK5duyhVqpReuREjRrB7927s7OwoW7Ysnp6e9OrVi3379lGnTh29bePi4pg4cSI1atRg4MCBmT5vIXKTBEhCCJGPVKtWjfXr1xtcN2jQIAIDA+nevTv9+vV7xTUTQrxMq9Uyffp0fvrpJ6PbuLu74+7uzp9//skvv/yClZVVjtahWLFi7N271+j6oUOH4ufnR4cOHTL8EKVz58707NmTZs2a6dX31q1bfP7551y/fp3Ro0ezadMmZd2NGzfYvXs3devWZefOndja2rJt2zaGDh3K/PnzU32uLV26FD8/P/bs2YOJiUkmz1qI3CVjkIQQQgghsmD27NlKcGRmU4jK3YfQYekJum++TeeVF6j54Tis7EsAsHfvXoYOHUpiYuIrq19kZCT79u0D4P33389wua5du9K2bdtUwVyVKlVYuHAhAMePHyc2NlZZd+XKFQA+/fRTpftdz549KV26NBcuXNDbz6NHj1iyZAk9e/akadOmmT4vIXKbtCAJkccmTJjAtWvX6NOnD7169WLnzp2cPn2awMBAYmJicHNzU75stFotp06d4sSJE9y5c4eoqChsbGyoWLEiHTp0oEmTJkaP8/z5czZv3oyHhwdhYWEULlyYBg0a0Lt3b548eaKMe9mzZ49euUWLFnHs2DHatGnDV199ZXDfGdnGkEePHuHu7s7ly5fx9/fn+fPnmJqaUqJECRo3bkzXrl2xtrY2eCydl8fr1KxZk1mzZuktCwoKYseOHVy+fJng4GBMTEwoWbIkzZs3p0uXLlhYWKSq29GjR1m8eLEyrsfT05M///yTu3fvEh4ezieffMI///zD8ePHcXFxYdKkSUbP8+TJk8yfPx8bGxvWrl1r8Hh55fz58xw7dozbt28THh6OjY0Njo6ONGjQgDZt2uDk5JSqTFBQELt37+by5csEBQWRlJREsWLFaNiwId27d8fOzi4PzkSIV8vLy0sJFgqWqULL77dgbV9cWW9uW4jqvb+mUrfPODfrEwIun2Dv3r3s2LGDXr16vZI67t27l+joaOzt7WnTpk2O7LNSpUoAJCYmEh8fr3T3DQ4OBsDBwUFve0dHR7y8vPSWTZo0CZVKxZQpU3KkTkLkNAmQhMgnEhISGD9+PLdv38bU1DTVj+jo6Ghmz56t90VjbW1NWFgYnp6eeHp60rZtW0aMGIFKpdIr++DBAyZOnEhYWBiQ3Gc9IiKCAwcOcP78eT788MPcP0EDpk6dSmBgIABqtRorKyuioqK4c+cOd+7c4fjx48ycOZOiRYsqZWxsbChcuDChoaEA2NraYmr670fZywOHL1++zJw5c4iJiQHAysoKjUajHOPo0aNMmzYt1Zd6Sjt37mTNmjWoVCqsra2V69uhQweOHz+Op6cnISEhRgODw4cPA9CyZct8ExzFxMQwb9483N3dlWU2NjbExsbi6+uLr68vUVFRDB48WK/c2bNnWbhwIfHx8QCYmZmhUql4+PAhDx8+5NixY0yePJnKlSu/0vMR4lVbs2YNAGpTc1pM3agXHKVkZmVDswmrOfhFS6KDHrF69epXFiBt27YNgO7du+t9TmaH7jOjbNmyel32dOOR7t69S9u2bQHQaDTcv38fR0dHZbuTJ0+yd+9epkyZYvABjBD5gQRIQuQT+/btQ61WM3r0aJo0aYKZmRmBgYFYWlqi1WqZN28eXl5eODs78+GHH1KnTh0sLCyIjo7mxIkTrFu3jqNHj1KmTBl69Oih7DchIYE5c+YQFhaGo6Mjw4cPp3bt2qhUKm7cuMGSJUtYvXp1npxzlSpVePfdd6lfvz729vaYmpoSHx/P5cuXWbt2LY8fP+bnn39m8uTJSpnBgwczePBgunXrBsD48eONDjwODAxUgqPKlSvzxRdfUL58eRITE3F3d2fZsmU8evSIOXPmMHfuXIP94ENDQ1m3bh2dO3emd+/e2NnZER8fT3h4OPb29pQpU4YHDx5w7Ngx3nvvvVTl/f398fb2BqB9+/Y5cdlyxMKFC3F3d8fU1JR+/frRrl07ChUqBMDTp085efJkqmDu5s2bzJs3D61WS48ePejcuTOOjo5otVru37/P2rVruXz5MrNmzeLnn39O1fonxJsiIiKCHTt2AFDqra7YOJZOc3szKxsqdPoI7/Wz8PDw4Nq1a9SsWTNX6+jv78+pU6eAzHWvM0Sr1RIYGMjp06eZOnUqpqamfP/993rbNGnSBAsLC5YtW4aLiwvlypVj4cKFBAcHK2MmdQ8CK1WqxOeff56tOgmRmyRAEiKfiImJYdq0adSrV09ZpnvqduHCBTw8PHBycmLWrFkUKFBA2cba2prOnTtja2vLvHnz2LZtG127dlWeFp46dYpHjx5hamrKd999R5kyZZSy1atXZ+rUqQwbNuwVnaW+0aNHp1pmbm5O48aNcXZ2ZujQoXh4eBAQEJClTHVbt24lJiaGokWLMm3aNGxsbAAwMTGhSZMmFCxYkPHjx+Pr68u5c+do0aJFqn3Ex8fTsmVLhgwZoldHe3t7IDnoWblyJYcPHzYYIB05cgStVkv58uWpUKFCps8hN1y6dInz588DMGrUqFQpeIsXL06fPn1Slfv1119JTEzk008/5Z133lGWq1QqypUrx6RJk/j222/x8/Pj0KFDdO/ePUfr/fvvvyvp3Q3p27dvniWv0GUnU6vV0sXwP+D27dtKq7Rzq3czVKaM67t4r0/u/nv37l2Dnzc5afXq1SQlJVGlSpUsd6/bvXt3qs+1li1bMn369FTpwu3s7Bg9ejQzZsygXbt2ynLd95adnR3z5s3D19eX/fv3K99vsbGxhISE4Ojo+EYma5DPhteTBEhC5BNly5bVC45S0nXRateunV5wlFLz5s1ZvHgxERER3L17lypVqgDw999/A8mpZlMGRzpOTk60aNEi303S6eTkROnSpfHz88PHxyfTAZJWq+XcuXMAdOvWTQmOUqpevTp169bl8uXLnD592ugPlpQtci9r06YN69ev58mTJ6meCiclJSnjpfJT65Huva5Ro4bR+UledvfuXf755x+srKzo3LmzwW3MzMxo1qwZfn5+XLlyJccDpKioKKVLpiHR0dF5/gNLpVLleR1E7kuZnMC8YMZ+9JoXKKL8HRMTk+v3ie5hwocffpjlYzk4ONC8eXMSExN5+PAhT548wd3dnY0bN9KoUaNUSRymT59OtWrV+OOPPwgPD6du3bp88803lCxZkqdPnzJz5kzeffddOnbsSFxcHMOHD2f9+vXExcVhZ2fH1KlTGTFiRLbPPT+Sz4bXiwRIQuQTVatWNbru5s2bAOzYsYM///zT6Ha67EhBQUFKgPTPP/8AycGAMTVq1MizAOn8+fMcP36cu3fvEhoaqoxtSen58+eZ3q+/vz+RkZEA1K5d2+h2ugDp7t27Btebm5tTrlw5o+VtbW1p1qwZJ06c4PDhw3oB0qVLlwgODsbc3JyWLVtm+hxyy61btwBo2LBhhsvo7sH4+Pg0J3TUvX9BQUHZqKFhugQSxlhbW7/SDGEpqdVqVCoVWq2WpKSkPKmDeHVSjnWMeeafoTIxz57qlc/Ne9Xb2xsvLy9UKhV9+/bN8rGaNWvGyZMnldc3b95k+PDhrFixgvv37xtML967d2969+6ttywxMZFvv/0WjUbDjz/+SGJiIl988QWrV6/mo48+olWrVqxevZqRI0diZ2f3Rk1jIJ8N+VN6waoESELkE8bmp9BoNERERADJT9AzIi4uTvlbl5ghZaKDlxUpUsToutySmJjI/PnzOXPmjLLM1NSUAgUKKB9ckZGRaDQavae1GaU7b0j7/HTXJeX2KRUsWDDdyR07duzIiRMnOHfuHJ9//rky9kbX8tesWTODs87nFV2Ci7SCjZeFhIQAye+brnxaUt6DOaV///7079/f6Prg4GClnq+anZ0dJiYmJCUl5VkdxKtTvHhxChUqRFhYGH5HNlOq2dvplvE7sln5u3r16rl6n6xatQqApk2bUrBgwRw7lpOTE2vXrqVRo0YcPHiQ/fv3p5k9Vefvv/9m06ZNjB07loIFC+Lj48O6deto0aIF8+fPB5Jb42vXrs3s2bPp1KlTjtQ3P5DPhvxJ103eGAmQhMgnjP0IT/nE6bvvvsvUU//87PDhw5w5cwa1Wk3v3r1xdXXFyclJLwPfuHHjuHHjRqqZ6TPr5ax+mZFecATJP3ZKly7Nw4cPOXXqFB07diQsLEzJ9pSfutdlle4+rFSpkvKDRoj/KisrK/r27cvy5ct54n6YkH+uYVfeeNKF2JBA7h1K7vLm6upK+fLlc61uSUlJSgKJ3MiWZ2NjQ/Pmzdm1axdXr15NN0BKTExk/PjxODs7K+Ndr1y5QmJiot7YKFtbWxo3bsyRI0eIjIzMVw+VxH+PTBQrRD5nbm6utEg8ePAg0+V1mcnS6qaW1lMtXWtOQkKC0W2io6MzXS9dy1H79u3p27cvxYsXTxXIZKSlwhjdeQM8e/bM6Ha6dSm3zwpdEKRrNTp27BgajYYSJUrkeraqzCpcuDBAmuN5jJV5/PhxnnVjEyI/GThwYPLno1bL6an9CPnnmsHtooOfcuq7PsSFJ3/WvJw6P6edOXOGJ0+eYGlpqWT7zGkajQYgQ58Fq1ev5vr168yYMUOZM0nXG+LlIEj3WtdrQoi8IgGSEK+BatWqAclz0GSW7knljRs3jG5z7ZrhL3b49wtLNwngy7RaLXfu3Ml0vXT7M/YkNTAwkKdPnxpcB/+2ChlrXXJyclLq/vIkhSnp1mU3w1ybNm0wNzfH19eXe/fuceTIEQC9bE75hW68m4eHR4bL6O7B6OhoLl++nCv1EuJ1UqFCBebOnQtA7PMAjnzVjjMzBvD4/H6e3/HC//JJLi4ayf7PmhB67zoAgwYNyvXPhK1btwLJ87QZ67qdHeHh4cp3UXoPf4KDg/nhhx9o06YNHTt2VJaXKFECAD8/P73t/fz8UKvV2X5gJUR2SYAkxGtA94Xq6+ur/PA25uUnb02bNgXg4sWLPHr0KNX2AQEBnD592uj+nJ2dlWMbaoU6ceKE0eApLbpWsZe/IHU2bNiQZtc6XXlj47JUKpWShvavv/4y2Mrl4+PDlStXALKdRKFAgQLKtf7ll194+PAhJiYmOTZ7fU7STeJ4/fp1JdNfeipVqkTZsmWB5AkydSmODdFqtUqCDCHeZB999BHz5s3DxMQEbVIST84f4OyMgRz5qj2nJr+P35HNJMYnj6H84osvmDlzZra6/KYnJiZGSZyQ3txHy5cvp379+qlatPz9/Zk4cSI+Pj6pynh4eNC7d29CQkKoXr16ulkwp0+fTkxMDLNmzdJbXq1aNaytrdm6dSuPHz8G4Pjx41y5coW6devKHGoiz0mAJMRroGnTpjRq1AiApUuXsm7dOr0sYTExMVy+fJnFixczbtw4vbItW7akZMmSaDQapk2bxtWrV5XA4+bNm0ydOhUzMzOjx3ZxccHCwgKNRsO8efPw90/O2BQXF8eBAwdYtmxZlvqK169fH4CDBw9y+PBhpQtfUFAQCxcu5NSpU2nuV5ey/NSpUwYz30Fy/3srKyuCg4P57rvvuHfvHpDcR//ChQvMnDmTpKQkKlWqpAQ32dGhQwcA5YdFw4YN8+W8F/Xq1aNx48YAzJs3j+3btxMeHg4kd5l58uQJW7duZefOnUoZlUrF0KFDMTU15eHDh4wZMwZPT0+9rpdPnjxhz549DBs2TBl/JcSbbsCAAZw5c4bPPvssVYuNubk577//PgcOHGDatGkZGtOYHfv37ycyMhJ7e/t0H86Eh4fz8OHDVF1t4+PjWbFiBS1atKBy5cq0bduWNm3aULVqVTp16oSHhwdly5Zl7dq1aWYCu3TpEps2bWLIkCGpWugLFSrE0KFDCQoKolmzZrRs2ZK+ffuiUqkYNWpU1i+AEDlEkjQI8RrQfWksXLiQ8+fPs337drZv3461tTUqlYro6Ggl6ClevLheWTMzM8aOHcvEiRMJCAhg0qRJWFhYoFariYmJoXDhwnz88ccsXbrUYKBka2vLxx9/zPLly7l27RqfffYZ1tbWxMXFkZiYSPv27dFoNMp8PxnVvXt3pa/8Tz/9xLJly7CyslJahD744AO8vLyMdv9r3749N2/e5OzZs1y4cIHChQujVqupUqWKMgGto6Mj48aNY/bs2dy+fZuRI0dibW2NRqNRgqqSJUsybty4HJmfombNmkqyBl0d86uvv/6aH374gcuXL7Nu3TrWr1+PtbU1sbGxyriCrl276pWpVq0a48ePZ8GCBdy/f59p06ZhYmKilEsZLOXmU3Ih8puKFSsyc+ZMJk6cyM2bN0lKSqJgwYJUrlz5lf5b0HWv6969uzJZeGY5Ojoyf/58Tp06xbVr1/Dz8yM6OprChQvTokULOnXqRP/+/VPNgZSSVqtl3LhxODk58c033xjcZsyYMZiYmPD7779z584dKleuzJgxY/Jlt2Tx3yMBkhCvCSsrKyZMmICnpydHjx7Fx8dHSU1tb29PuXLlcHFxMZhRqGzZsixZsoTNmzfj4eFBWFgYBQoUoFWrVvTu3Zvbt28DGJxMFaBz587Y2dmxa9cu7t27h1arpUKFCnTu3Jk2bdqwaNGiTJ+Pra0tc+fOZfPmzZw/f57Q0FBMTU2pX78+Xbp0oWHDhmmOHdJ1Ezt48CAPHjzg2bNnaLXaVKmr69Wrx7Jly9i+fTuXL18mODgYU1NTKlSoQPPmzenatSsWFhaZrr8xTZo04eHDhxQtWlRpJcuPrK2tmTp1KmfOnOH48eP4+voSFRVFwYIFcXBwoGHDhrRu3TpVuUaNGrF8+XL27t3LpUuXePz4MVFRUVhZWVGmTBlq1qxJ06ZNlTFLQvyXWFtb06BBAyW1c2Ji4itN7bx58+b0N3phzJgxjBkzJtVyS0tLPvroIz766KMs10OlUnHo0KE0t1Gr1YwePVp5oCVEfqLSZjd/rhDitff777+zdetWatWqxcyZM/O6Oq+10aNHc+vWLd5///005+wROS8rY+FySl79IBb5k9wPQkfuhfwpvXmQZAySEP9x4eHhypO+evXq5XFtXm93797l1q1bqNVq6SYihBBCvKaki50Q/wEeHh54e3vj6upKqVKlMDMzQ6PR4O3tzerVqwkNDaVAgQLyoz4bwsPDWbFiBZDcza5YsWJ5XCMhhBBCZIUESEL8B0RERLBz50527tyJSqXC1taWmJgYZbI/S0tLRo0aJXNPZMGqVas4ffo0oaGhJCUlYWlpyYABA/K6WkIIIYTIIgmQhPgPqFmzJn369OHq1asEBgYSFhaGqakpxYsXp27dunTr1k1aPLIoIiKC58+fY2VlRcWKFRkwYECqTIJCCCGEeH1IkgYhhBBvBEnSIPILuR+EjtwL+ZMkaRBCCCGEEEKIDJIASQghhBBCCCFekABJCCGEEEIIIV6QAEkIIYQQQgghXpAASQghhBBCCCFekABJCCGEEEIIIV6QAEkIIYQQQgghXpAASQghhBBCCCFekABJCCGEEEIIIV6QAEkIIYQQQgghXpAASQjxWgkICKBbt25069aNgICAvK6OyKC03rejR4/SrVs3Bg0alEe1E+LNMmvWLBwcHHBwcGD+/PmZKnv16lXmzJlDt27dqFKlCsWLF6datWr07t2bvXv3Gi0XHR3N2LFjqV69OqVKlaJTp06cO3fO6PaHDh3CwcGBVatWZap+IvOycz+cOXOG8ePH06lTJ2rVqkXJkiUpW7Ysbdu2Zf78+URGRhos97rfDxIgCSGEEEK8IW7fvs2yZcuyVPbevXvKD9+///6bAgUKUKNGDTQaDceOHWPgwIEMGzaMpKSkVGVHjBjB6tWr0Wg0lC1bFk9PT3r16oWXl1eqbePi4pg4cSI1atRg4MCBWaqryJjs3A8AGzduZOXKlVy5cgVTU1OqV69OkSJF8Pb2Zs6cObi6uvLo0aNU5V73+0ECJCGEEEKIN4BWq+Xbb7/F1NSUFi1aZKl8sWLF+O677/D29sbDw4MjR45w69YtZs+ejUqlYsuWLaxevVqv3I0bN9i9ezd169bl0qVLnDlzhp9//pn4+HiDLRZLly7Fz8+P2bNnY2JikuXzFWnL7v0A0LlzZzZv3sw///zD5cuXOXz4MJcuXeL06dPUqFGD+/fvM3r0aL0yb8L9IAGSEEIIIcQb4Pfff+f8+fOMGjWKEiVKZLp8iRIluHjxIsOHD8fJyUlZrlarGTRoEAMGDFCOk9KVK1cA+PTTT7G1tQWgZ8+elC5dmgsXLuht++jRI5YsWULPnj1p2rRppuv4OtFqtdy4cYOzZ89y7969V3787N4PAF27dqVt27ZYWVnpLa9SpQoLFy4E4Pjx48TGxirr3oT7QQIkIYQQQogccOnSJUaPHk3Xrl0ZMGAA+/fvN9gdLTcEBwczffp0qlSpwpAhQ7K0D0tLS6ytrY2ud3V1BeDu3bupjg3g4OCgt9zR0ZHw8HC9ZZMmTUKlUjFlypQs1fF1oNVq+f3332nWrBm1a9fmrbfeolKlSnTu3JmjR4++kjrkxP2QnkqVKgGQmJhIfHy83rHh9b4fTPO6AkKI/54JEyZw7do1+vTpQ69evdi+fTunT58mICAAS0tLatSoQe/evSlfvnym9puUlISPjw/u7u5cv36doKAgwsLCsLa2ply5crRu3RpXV1fUasPPhgIDA9mxYwdeXl4EBQUBULBgQRwcHKhTpw7t2rXT+8A/evQoixcvxtHRkZUrV+Ll5cWOHTu4c+cOGo2GcuXK0bt3b+rVqweARqPhzz//5NixY/j7+2Nubk79+vUZOHAgRYsWTVUfjUajdHPx8fEhODiYiIgIbG1tqVSpEu3bt6dx48aZukYvCwkJYc+ePVy6dImAgAA0Gg1FixalXLlytGjRgqZNm6a6XlqtllOnTnHixAnu3LlDVFQUNjY2VKxYkQ4dOtCkSZNs1UmI141Go+Gbb75h06ZNesvXr1/PW2+9xbp16yhYsGCu1mHy5MmEhISwZs0azMzMcuUYcXFxQHIglVKpUqWA5MCpbdu2QPI1uX//Po6Ojsp2J0+eZO/evUyZMkWvhepNotVqmTx5Mr/++muqde7u7vTt25f58+fz4Ycf5mo9XsX94O7uDkDZsmX17u834X6QAEkIkWcSEhKYOHEiPj4+mJqaYmFhQXh4OH///Tfu7u6MGTMmUz+2g4KCGDdunPLa1NQUMzMzwsPD8fLywsvLi3PnzjF+/PhU/Zzv3r3LxIkTiY6OVspaWFgQHBxMcHAwN2/exN7envbt2xs89oEDB1i+fDmQ/OMhJiaGGzduMG3aNMaOHUuDBg2YNm0a3t7emJubAxAREcHJkye5efMmixYtUroi6Ny8eVPvqZqZmRmmpqaEhobi7u6Ou7s7nTt3zvLTQXd3d+bNm0dMTIxyzlZWVgQEBPD06VPOnTuHm5ubXr2io6OZPXu23kBba2trwsLC8PT0xNPTk7Zt2zJixAhUKlWW6iXE62bu3LlKcKQ2s8CufE3CH/mSEBXOmTNnGD58OOvWrcu14586dYpt27bRq1cvmjdvnmvH2b17NwAuLi56y5s0aYKFhQXLli3DxcWFcuXKsXDhQoKDg+nXrx+Q/Hk/fvx4KlWqxOeff55rdcxrhw8f/jc4KloQOjaEUvZw+zEc8EAbE8fo0aN56623KFeuXK7UITfvB61WS2BgIKdPn2bq1KmYmpry/fff623zJtwPEiAJIfLMgQMH0Gg0jBw5kpYtW2JmZsbDhw9ZunQpN2/eZMGCBSxdulTviVNaTExMaNKkCa6urlStWhU7OztUKhWRkZGcOHGCDRs2cPHiRfbs2UOPHj30yq5Zs4bo6GgqVarE0KFDqVChAiqVivj4eB4/fsyZM2coXLiwweOGhYWxYsUK3nvvPXr06IGtrS0BAQHMnz8fHx8ffvvtN7y8vHj06BGTJ0+mfv36AHh4eLBgwQICAwPZvn270r9fx9zcnFatWuHq6krFihUpVKgQkNzqc+jQITZt2sS+ffuoXbs2zZo1y9S19/X1Zfbs2Wg0GqpUqcLAgQOpVq0aarWauLg4rl69ysGDB/Vaj7RaLfPmzcPLywtnZ2c+/PBD6tSpg4WFBdHR0Zw4cYJ169Zx9OhRypQpk+oaC/EmioyM5LfffgPArkJtWkzdiKWdI5rYKC4sGM7jc3vZt28ft2/fpnLlyjl+/NjYWEaNGkXBggWZOnVqju9f5/jx4+zbtw+AL7/8Um9diRIlGD58OPPmzaNdu3bKckdHR8aOHQvAr7/+iq+vL3/88YfSohEbG0toaCgODg75ZnB+dunuBWwsYfIHUPBFl8UqpaFWOZj+O4mJiaxdu5Zp06bl+PFz637Yt29fqu+oZs2asWrVqlQ9Gd6E+0ECJCFEnomKiuKbb75R+rUDlC5dmilTpjBs2DCCg4P5448/Un0ZG2Nvb8+ECRNSLbe1taVLly7Y2NiwcOFC9u7dm+rHu4+PDwCDBw+mYsWKynJzc3PKlSuX5pO+uLg42rZtq9dlolixYowePZpBgwYRHBzMvn37mDVrFjVr1lS2ady4MT169MDNzY2zZ8+m+vKpUqUKVapUSXU8Ozs7evfujVarxc3Njb1792Y6QPrtt9/QaDRUqlSJWbNm6XXBsLCwoFGjRjRq1EivzMWLF/Hw8MDJyYlZs2ZRoEABZZ21tTWdO3fG1taWefPmsW3bNrp27Yqpac59zfz++++4ubkZXd+3b1/l6eSrpgsk1Wo1dnZ2eVIHkTfOnz+vzAVT86PxWNolP9AxtbSh3uDpPD6XPHfQmTNnst0l1pDJkydz7949lixZovd5YWFhAYCVlVW278kHDx7wxRdfADB06FDefvvtVNvMmTOHOnXqsG3bNsLDw6lTpw5ff/01JUuW5OnTpyxYsIAePXrQo0cP4uLiGDlyJBs2bCAuLg47Ozu+++47hg8fnq165rWkpCTOnDmT/KJZ9X+DI52yxaBqGbj5gHPnzuXKZ0Vu3Q9lypShWbNmJCYm8ujRI548ecLly5fZvXs3rVq1SpXE4XW/HyRAEkLkGUdHR1q1apVqubW1NV27dmXNmjWcPXuWL774Ike6a+l+8AcGBvLs2TO9cT/W1tbEx8cTFhaWpX337Nkz1TIHBwdKlCjB48ePqVq1ql5wpFOnTh3c3Nzw9/cnNjY2Vd/+tDRq1Ag3Nzdu3bpFYmJihp+4PXr0SAkIBwwYkOH+6YcPHwagXbt2esFRSs2bN2fx4sVERERw9+5dgwFeVkVFRREYGGh0fXR0dJ4/dVSpVHleB/FqpRycblVUfxyFRWEHVGo12qQk4uLicvzeuHnzJvPnz6d+/fp8+eWXei2+us9MtVqdreM+f/6cLl26EBwcjKurKwsXLjS6v/79+9O/f/9Uy8eOHYtGo1HKjhgxglWrVjFgwABcXV1ZtWoVX3/9NQ4ODnzwwQdZrmteS0pKQqPRJL94OTjSebE8Njb2tbofXF1dOXv2rN6xvvzyS3777TcePnzI/v37U5V5ne8HCZCEEHmmRo0aRgOf2rVrA8ndVwICAjI8gDM+Pp5Dhw5x/vx5Hjx4QGRk5L9fWCk8f/5cL0Bq0KABR48eZeHChXTq1AkXFxcqVqyYoeDB3NzcaArVQoUK8fjxY5ydnQ2uT9ltLyoqKlWAFBUVxb59+/Dw8ODRo0dER0eTmJiY6pyjoqIyPAj81q1bQPKTRENBmzE3b94EYMeOHfz5559Gt9PVLygoKEcDJBsbmzS7W1pbW6e6Nq+KWq1GpVKh1WpfWdYykT9Uq1ZN+dvvyBbqDvq329T949vQvrgfatSokeP359ChQ9FoNCxduhStVqu3f61WCyT/aM/qcSMjI+nUqRM3btygQYMG7Ny5E1NT00zt7/Tp07i5uTFlyhRKlSrF48ePWbt2La1bt2bVqlUAdO/eHWdnZ+bMmUOfPn2yVNf8QK1WU65cueSU3lfuQmcXSPkdF5cA1/yA5Axwr9v9kFLlypXZtWsXlStX5sCBA5w8eZK33nor3XL55X5IL0iUAEkIkWcMZW7TKVKkiPJ3WFhYhgKkkJAQJk2axMOHD5Vl5ubmFCpUSAnEQkNDgX+zMel8/PHHPHnyhJs3b7J9+3a2b9+OqakplStXpmnTprRr185o+tuU+3+Z7gmesS4NKZ/wvRzIPXr0iEmTJvH8+XNlmaWlJba2tqhUKpKSkpSUqbGxsRkOkHTXoGjRokYz+r1Mo9EQEREBJAdtGfHyNc4uY08jdYKDgwkJCcnRY2aUnZ0dJiYmJCUl5VkdRN5wcHCgRYsWnD59mtu7lhMbEoBT/TY8973MPwc2AMljMpo2bZrj98bly5dRqVS88847qdbp/r3OnTuXpUuXUrJkSaUVOCPi4uLo27cvFy9epEqVKmzcuBGNRpOpc0hMTGTYsGE4OzszaNAgQkJCOHHiBImJibRs2VJvXy4uLhw5coSHDx+mSljzOunbty+zZs2Cu09hy0l4pylYWUBoJGw4AlHJ8wX16dPntbofjGnatCm7du3i7Nmz1KhRI81t89P9YG9vn+Z6CZCEEG+MVatW8fDhQwoWLMgnn3xC/fr19VpoEhMTlbFHuqdpOgULFuSHH37Ay8sLDw8Prl+/zj///MONGze4ceMGO3bsYPr06ZQpUybVcXMrW9uSJUt4/vw5Tk5ODBw4kNq1a+t9UTx9+lTJ/vPy+eS0lK0i3333HQ0bNszV4wnxOvnxxx/p2rUrQUFBPDi5kwcndyrrLC0tWbp0aa6lWk5MTFSmJTAkKirKYOt0WjQaDYMGDeL06dOULVuWbdu2pflAy5jVq1dz/fp1NmzYoBxf94Dl5R+9ute6qQxeV5988gmbNm1KbkU65AknvJKz2QWEQFLy53SrVq343//+lyvHz437IS26B3sZaZV6ne4HmShWCJFnUraMpLVOl70tLRqNhvPnzwPw2Wef0aZNm1RZ53QtJ2mpU6cOn376KQsWLMDNzY2RI0diZ2dHSEgIS5YsSbd8TgkKClLGCX3zzTc0a9Ys1ZdERs7HEN11efbsWYa7WpibmystaA8ePMjScYV4U1WoUIGDBw/Sp08f5YefWq2mW7du/PXXX7Ro0SJXjnv37l2CgoIM/te7d28Axo0bR1BQEJcuXcrQPrVaLcOHD+fAgQM4OTmxbdu2LM1RExwczA8//ECbNm3o2LGjslzXHdnPz09vez8/P9RqdYY+7/OzQoUKsXPnTurUqZO8IF4DT58rwVHnzp1Zu3ZthlvvMyM37oe0hIeHK+OS0uuu/brdDxIgCSHyzLVr14yu8/b2BpKfIhUrVizdfYWFhSmDpY1NMJty7p6MsLa2pm3btnz22WdAcmrs2NjYTO0jq3QzkUPyjy9DMns+OlWrVgUgJiaG69evZ7icbqxFyoG6QohkpUuX5qeffuL27dvcu3eP0NBQduzY8e8P5Xxk+fLl1K9fn8GDB6daN2HCBKXFaPv27UbHT6Zn+vTpxMTEJHc3S6FatWpYW1uzdetWHj9+DCSnEL9y5Qp169Y12pX5daLrvrZr1y6+/PJL+vfvz7fffqtMhZDfWsiM3Q/+/v7KXIUv8/DwoHfv3oSEhFC9evV0M6m+bveDdLETQuSZwMBATp48mSqTXUxMDH/99ReQnBUtI13YrK2tlUHy9+/fV2byTrnPP/74w2DZxMREVCqV0Sd6uvSoWq3WYMKH3GBjY6P87efnR6VKlfTWP3/+XLlGmVWyZEmqVq2Kj48P69atY86cORnq/tOuXTs8PT3x9fXlyJEjaXYRiYiIMJrpTog3mS6NsomJSZ4lDUlPeHg4Dx8+pHTp0nrL3d3dWblyJZDcNfDrr782uo+9e/caXXfp0iU2bdrE8OHDUz3gKVSoEEOHDmX+/Pk0a9YMZ2dnbt++jUqlYtSoUdk4q/xFpVLRvHlzunTpotwL+XV8orH7IT4+nhUrVrBixQrs7OwoXbo0Wq2WJ0+e8OzZMwDKli3L2rVr00x68DreD9KCJITIMzY2Nixbtoxjx44pgcejR4+YNm0agYGBWFhY8N5772VoX1ZWVkrLyKpVq7h27ZoyLsfX15fJkycrCQ1eFhwczJAhQ9i2bRv3799XftQkJSVx/fp1JbNO5cqVX9mTv1KlSimDSJcsWcI///yj1MnLy4sJEyZka9zRoEGDMDU1xdfXl4kTJ3Ljxg1lnFFkZCSenp7MnDmT6OhopUzTpk2VVOlLly5l3bp1en3dY2JiuHz5MosXL2bcuHFZrpsQIm+kTFn++PFjLl68aPQ/Y7RaLePGjcPJyYlvvvnG4DZjxoxhzJgxFC5cmDt37lC5cmVWr16tN6moyHuOjo7Mnz+fd955hyJFiuDn58fNmzdRqVS0aNGCWbNmcerUqTTnCXxd7weVNrdH9gohxEsmTJjAtWvXeO+997h+/To+Pj6YmppiYWGhDNg0MTFh9OjRqZrtAwIClG4Av/32m173O19fXyZMmKBkTzM3N0etVhMbG4u5uTkTJ05kypQpAMycOZNatWql2ieAqakpVlZWeim1CxcuzIwZM/SSNBw9epTFixfj6OioPHU1dq59+vQxOIlpWudz4cIFZs+erQQulpaWJCUlER8fT4ECBRgxYgQzZ840WDYj/v77bxYsWKBcLzMzM8zNzfWy1Lm5uekFhTExMSxcuFAZ7wX/tt5FR0crQVvx4sX59ddfM3SeGbmOGZGyW+KrlrLFIL8+JRavjtwPQkfuhfxJstgJIfItMzMzZs6cyfbt2zl9+jQBAQEUKFCAGjVq0Lt3b6Njb4ypVKkS8+bNY9OmTXh7exMTE0PBggVp2rQp7733nsEMdJCc7nrixIlcvXoVHx8fnj17Rnh4uDK/UYMGDejWrVuG02jnlMaNGzNr1iy2bt3KrVu3iI+Pp0iRItSvX59evXplu/tO06ZN+eWXX9i9ezeXLl0iKCiIxMRESpQoQfny5XnrrbdS9f+2srJiwoQJeHp6cvToUXx8fJTJde3t7SlXrhwuLi40adIkW3UTQggh8oq0IAkhXrn0WlWEyAppQRL5hdwPQkfuhfwpvRYkGYMkhBBCCCGEEC9IgCSEEEIIIYQQL0iAJIQQQgghhBAvSIAkhBBCCCGEEC9IFjshxCv38kzaQgghhBD5hbQgCSGEEEIIIcQLEiAJIYQQQgghxAsSIAkhhBBCCCHECxIgCSGEEEIIIcQLEiAJIYQQQgghxAsSIAkhhBBCCCHECxIgCSGEEEIIIcQLEiAJIYQQQgghxAsSIAkhhBBCCCHECxIgCSGESNeiRYvo1q0bixYtylL5bt260a1bN7y9vfWWe3t7K+uEEOJNk5SURHR0NFqtNq+rIjJBAiQhhMhF3t7euLm5cfTo0byuihBCiFcgICCA+fPn06hRIywtLbGxscHKyorWrVuzZs0aIiMjs7X/+/fvs2HDBr7++mtcXV1xcnLCwcGB+fPnp1vW3d2dDz/8kKpVq1K6dGmaN2/O/PnziY2NzXQ97t69y6JFi+jVqxfVq1enePHiVKpUie7du+Pm5kZSUpLBcomJicyZM4c6depQsmRJWrVqxV9//WX0ONeuXcPJyYmpU6dmuo5ZZfrKjiSEEP9B3t7ebN68mZo1a9K2bdu8rk6eKVmyJAAWFhZ5XBMhhMgdUVFRTJgwga1bt6LRaPTWaTQarl27xpgxY5g2bRpffPEFo0aNQq3OfFvFihUrWLFiRabLbdu2jWHDhpGYmEjx4sUpUaIEPj4+zJkzh4MHD7Jr1y6sra0ztK/ExESaNGmivC5RogQ1a9bk8ePHnD17lrNnz7Jz5042bNiApaWlXtmZM2fy008/YWtrS8WKFbl9+zaffPIJ69evp2PHjqmONW7cOOzt7Rk1alSmzzmrpAVJCCFErvvll1/45ZdfqFy5cl5XRQghclxoaCjvvvsubm5u/wZHFUvAu29B39bQrQkULwIkB1I//vgjn332WapAKiOKFClC+/btGTduHJs3b6ZLly7plnnw4AFfffUViYmJTJkyBS8vL44dO8aFCxeoWLEily9fZtq0aRmug1arpVChQnzzzTe4u7vj5eXF4cOHuXHjBr/99htWVlacOHGC2bNn65V79uwZv/32G6VLl+bChQucPHmS7du3o1KpmDNnTqrjbN26lQsXLjBlyhRsbW0zXL/skhYkIYQQQgghsig+Pp6BAwdy6dKl5AW1yyUHRmUc9Td8pxn4PIQtJ+BBELt378bOzo4ff/wxU8f79ttv9V7v3Lkz3TJLly4lLi4OV1dXhg0bpiwvXbo0ixcv5u2332bDhg18++23ODo6prGnZCYmJnh4eFC4cOFU67p3786DBw+YPn06bm5uTJkyRWkpu3nzJrGxsfTt21c5TrNmzWjcuDF///03kZGRSiAUGRnJ999/T+PGjenVq1e6dcpJEiAJIV4bEyZM4Nq1a/Tp04c+ffqwb98+jhw5wuPHjzE1NaVixYr07t2bmjVrGiyv1Wo5deoUJ06c4M6dO0RFRWFjY0PFihXp0KGDXncBHW9vbyZOnAjAnj17DO7X0DYBAQEMHjxY2ebatWupEhHMnDmTWrVqATBo0CACAwMZOXIkjRs3Ztu2bVy4cIGgoCDMzMzYtGmTUi48PJxdu3bh7u5OQEAAAMWKFcPFxYXu3btToECBdOvo4+PDtm3buHXrFjExMTg5OdG6dWveeecdTE3T/2o4efIke/fu5f79+wA4OzvTvXt3mjVrZnB73bmnPGchhHgTbN68mbNnzya/aFodPu0AhrrOqVRQrQyM7QMLtsHdp6xdu5bevXvTsGHDXKufVqtl3759AHzwwQep1ru4uFCpUiV8fX05cOAAH330Ubr7VKlUBoMjHVdXV6ZPn05oaCjBwcFKMBQUFASAg4OD3vbFihUDICIiQgmQ5s6dS3BwsN7336siAZIQ4rWTlJTEjBkz8PDwwNTUFDMzM6KiovDy8sLb25sJEybg4uKiVyY6OprZs2fj5eWlLLO2tiYsLAxPT088PT1p27YtI0aMQKVSZbuOarWawoULExsbS2xsLKampqm6BxgKRMLCwvjmm2/w9/fHzMws1Tb//PMPU6dOJTQ0FPh3TM/9+/e5f/8+R44cYerUqZQrV85o3c6dO8e8efPQaDTY2NiQmJjIgwcPWLduHR4eHkydOjXNsUI///wzBw4cQK1WY2lpSXR0tNKPfciQIXTu3Dmjl0kIIV5rWq2W1atXJ78oZgcftzccHKVkZQ7D3oExKyFBw5o1a3I1QHr06JHyMK1x48YGt3FxccHX1xdPT88MBUjpiYuLU/62srJS/i5VqhSQnOAhpTt37mBqaoqdnR0At2/fZuXKlXz00Ud58lBNAiQhxGtn3759qFQqxowZQ+PGjTEzM+PevXssWLCA+/fvs3z5cho0aICJiQmQ/AU2b948vLy8cHZ25sMPP6ROnTpYWFgQHR3NiRMnWLduHUePHqVMmTL06NEj23V0cHBg/fr1uLm5sXnzZqpWrcqsWbPSLbdlyxZsbGyYMmUK9erVQ61W8+TJEyC53/qMGTMIDQ2lRIkSDBs2TGkt8/b25qeffsLf35+ZM2eyZMkSo4Ntf/rpJ2rVqsWQIUMoXrw48fHxHDlyhJUrV3L9+nXWrFnDkCFDDJa9ePEi8fHxDB06lDZt2mBhYYG/vz+LFy9WyrZs2fKV9hUXQoi84u7uzvXr15NftK4DpiYZK1jIBhpXgTPX2bVrF9OmTcPe3j5X6vjPP/8AyQ/UnJycDG7j7Oyst2127d69G4Bq1arp9WqoUaMGDg4ObNy4kf/97380aNCAjRs3cu3aNVq0aKEkdBg/fjwFCxZkwoQJOVKfzJIkDUKI105kZCQTJ07krbfewszMDIBy5coxduxYAIKDg/Hx8VG2v3jxIh4eHjg5OTFr1ixcXFyUFhJra2s6d+7Ml19+CSRn+cnKoNmckpCQwJQpU2jQoIHSZ7tEiRIA7N27l+DgYCwtLfn+++/1uhLWqlWLadOmYW5uTmBgIPv37zd6jKJFizJp0iSKFy8OgLm5OZ07d2bgwIEAHDhwgODgYINlIyMjGTZsGJ06dVKuoZOTExMmTMDc3Jy4uDjc3d2zfR2EEOJ1oEzhYKKG5jUyV7hVbSB5DJPSRS8X6HocFCxY0GgPCV13ubCwsGwf7+bNm6xZswZAb7wTJH/nTpw4kYiICHr27Em5cuWYNGkSNjY2SpKI3bt3c+rUKSZOnKjUKyEhAX9/f+Lj47Ndv4yQFiQhxGunevXqVK9ePdXyUqVK4eTkhL+/P/fv36dGjeQvq8OHDwPQrl07g+NzAJo3b87ixYuJiIjg7t27VKlSJfdOIA3169dXnuS9TPcF2qZNG4ODaIsXL06bNm04cOAAp0+f5r333jO4n+7duyuBZUqdO3dmy5YtREREcO7cOYOTtzo4ONCqVatUywsUKEDVqlW5evUqfn5+aZ1ilv3++++4ubkZXd+3b1/69euXK8dOjy6YVavVShcR8d8l98N/R1RUVPIfhWzAxjLtjV/2IqsdQGxsbJbvFd3DKisrK4P70HXVtrS0NHoM3fL4+Phs3bOhoaEMGjSI+Ph4OnXqxOeff55qm2HDhlGxYkXWrVtHUFAQlStXZuTIkVSpUoXo6Gi+//57GjZsyLBhw1CpVEyePJmffvpJGTc8bNgwZsyYkSPd4Y2RAEkI8dqpVKmS0XV2dnb4+/vrTcR38+ZNAHbs2MGff/5ptGxiYiKQPIg0rwKkqlWrGlyekJCgJESoXbu20fJ16tThwIED+Pn5odFoDI5zMpbEwtTUlGrVqnHx4sVU/cN1KlSoYPRLSfelqvxgyGFRUVEEBgYaXR8dHa10q8wrKpUqz+sg8g+5H958WZnHSKH9908TE5Ms3yu6z2S1Wm1wH7ru1vHx8UaPkZCQACQHWVmtR1xcHO+99x63b9+mRo0abNy40ei+3n77bd5+++1Uy+fMmcPDhw/ZunUrZmZmzJgxgzlz5tClSxd69uzJjh07+OGHHyhQoICSeCg3SIAkhHjtpBzw+TLdh7Gum5xGoyEiIgLI+A/3lINLX7WCBQsaXB4ZGanMSl60aFGj5XXrkpKSiIiIMPgkMK3yRYokP9E01s0irUkEX772Oc3GxibN9LPW1tZKkPuqqdVqVCoVWq3W6Ozx4r9D7of/Dt1nJmFREBENBTI20SoAj//tylykSJEsf35ptcmRVlJSksF96L5XQkND0Wg0Bh9yPXv2DEjuapeVemg0Gt5//31OnjxJ2bJl2b9/PwULFszUvu7evcv8+fMZMGAADRs2JDY2lvnz51OxYkV27NiBWq2mX79+VK9enfnz5zNq1KgMZV01JL0gUAIkIcQbLeWPk++++y5XMwXlhIw8uctot4Lc7H6QF/r370///v2Nrg8ODiYkJOQV1uhfdnZ2mJiYkJSUlGd1EPmH3A//Ha1atWLmzJmQmARnrkOnRhkvfOIqkPzQr379+lm+V3QP9WJiYgzuQ/dgKS4ujps3byrjT1PSjdstU6ZMpuuh1Wr58ssv2bNnD8WKFWPr1q1YWVllej/Dhg3DwsKCMWPGEBISwo0bNwgNDaVHjx56D+1atGjBmjVrcHd3N9rrIj3pJcSQJA1CiDeaubm50urx4MGDTJdPGbAYGxyaW13KUrK1tVW6chhLoAD/PgVUq9VGM8k9f/7caHndukKFCmW1qkII8Z9Rr1496tatm/ziuBckZLAF/XkEeNwGoEePHmnOKZRdpUqVUoKkCxcuGNzm4sWLADRo0CDT+x87dix//PEHRYoUYdu2bWlOM2HMoUOHOHz4MGPHjlXmSNJ9t778XaZ7nRMJJYyRAEkI8carVq0aQJayBKX8YDYWmNy5c8doeV1Qo+sCkVVmZmZK8oarV68a3U43z1PZsmWNdj24du2aweUajUYZr1WhQoXsVFcIIf4zPvnkk+Q/gsNgxT7QpNOtLCoWluxStlPK5xKVSqWM99m4cWOq9RcvXsTX1xczMzM6dOiQqX3PnDmTNWvWYGtry5YtW7LUohMXF8fEiROpVq2a3rUoWbIkQKrEP7rXaXUXzy4JkIQQb7x27doB4Ovry5EjR9LcVjdeSad48eKYm5sDhp+8hYeHc+jQIaP7042XyolWprfeeguA48ePG0xW4O/vz/Hjx4HkLgjG7Nq1SxmQm9KBAweIiIhArVbTtGnTbNdXCCH+C3r16kXbtm2TX3j6woLtcPsRvPxgLDEJLt+BWZvgQfJn+BdffEGdOnVyvY5ffvkl5ubmnDhxgqVLlyoP7R4+fMjIkSOB5G7MxYoV0yu3Z88e6tevbzChwi+//MKiRYuwsrJi48aN/7akZdLSpUvx8/Nj9uzZeg/2ihcvTsmSJTl06JAy19SNGzc4dOgQjo6OlC9fPkvHywgZgySEeOM1bdqURo0a4e7uztKlS3n8+DGdO3dWmvFjYmLw8fHh1KlT3L59m2XLlillzczMaNy4MadPn2br1q2UKFGChg0bYmJigo+PD7/88kuaSQl0rT4PHz7k1q1b2cqO17lzZ/bv309wcDBTpkzhyy+/VDLSXbt2jZ9++om4uDgcHR3p1KmT0f0EBwcza9YsPv/8c5ycnIiPj+fo0aPKbPAdOnRQro0QQoi0mZqasnLlSj744APOnTsHPg9hzhYoZQ+1yoGlOUTGJAdPz/99CNevXz+mTJmS6eNduHCBjz76SHmtewC3ZMkSVqxYoSw/duyY0grj7OzMggULGDFiBNOmTWPFihXY29vj4+NDQkICderUMViXqKgoHj58mGq5v7+/sr2trW3yOCwjVq9enSrw0nn06BFLliyhR48eNG/eXG+dSqVi9OjRfPXVV7Rv356KFSty9+5d4uLiGD16dPYyCKZDAiQhxBtPpVIxatQoFi5cyPnz59m+fTvbt2/H2toalUpFdHS08jTN0ODVjz76iKtXrxIWFsbMmTMxMzPDxMSE2NhYihUrxmeffcaCBQsMHrtWrVqUKFGCJ0+eMHr0aAoUKKC0Ko0aNSpT3RFsbGyYOHEiU6dO5fHjx0yYMEGZdTw2NhZIHhw+ceLENLPNDR8+nB9//JHPPvsMGxsb4uLilCCvevXqfPzxxxmukxBCiOQgYevWrXz//ff8/vvvREdHw6Pg5P9eUrRoUUaMGMHQoUOzlExHo9EYHEsaHR2dfNwXXs4g17t3b8qVK8fixYtxd3fn9u3bODs78+677zJ8+HDl+yQj4uPjle/NoKAggoKCjG6bVmbYyZMnAyiTxL7sgw8+IC4ujuXLl+Pr60upUqX44osvlInNc4sESEKI/wQrKysmTJiAp6cnR48excfHRxngaW9vT7ly5XBxcaFJkyapyhYrVowff/yRTZs2cfnyZSIjIylYsCAdOnSgd+/e3Lt3z+hxTUxMmD59Om5ubly9epWQkBClG5+hbm7pqVChAsuWLWPnzp1cvHhR6WpXpkwZXFxc6N69u9FU4TrNmjVj9uzZbNu2DR8fH1QqFaVLl6Z169a88847BieRFUIIkTYLCwtmzpzJmDFj2LJlC25ubjx48ICoqCgKFixI1apVGTBgAF27dlUmd82K5s2bpxmQpMXFxcXgOCRj+vbtS9++fVMtL1OmTJbrkNKaNWvS3eaTTz7J9XFaL1NpsztyWAghRL7n7e2tTKq3Z8+ePK5N7kgru19u06V1TkxMlLTOQu4HoZB7IX+SNN9CCCGEEEIIkUESIAkhhBBCCCHECxIgCSGEEEIIIcQLEiAJIYQQQgghxAuSxU4IIf4DatWq9cYmZxBCCCFykrQgCSGEEEIIIcQLEiAJIYQQQgghxAsSIAkhhBBCCCHECxIgCSGEEEIIIcQLEiAJIYQQQgghxAsSIAkhhBBCCCHECxIgCSGEEEIIIcQLEiAJIYQQQgghxAsSIAkhhBBCCCHECxIgCSGEEEIIIcQLEiAJIV4rbm5udOvWjQkTJmS6bLdu3ejWrRve3t6ZKjdhwgS6deuGm5tbhvfp7e2trBMQEBCgXI+AgAC9dUePHqVbt24MGjQoj2onhBBC/EsCJCH+I9zc3HBzc0v141QIIUTOuHnzJhs2bGDBggX8+uuvnD17Fq1W+0qOHRQUxJQpU3jrrbcoU6YMpUqVolGjRnzzzTf8888/Wdqnu7s7H374IVWrVqV06dI0b96c+fPnExsba3D76Ohoxo4dS/Xq1SlVqhSdOnXi3LlzRvd/6NAhHBwcWLVqVZbqJ0RuMc3rCgghXo3NmzcDUKtWLYoVK5bHtXm9ODg4ULJkSQoWLJjXVRFC5DNJSUns3r2blStXcvHixVTrq1Spwscff0y/fv2wsrLKlTrcuXOHbt26ERQUhJmZGc7OzpiZmXHv3j02bNjA9u3bcXNzo3nz5hne57Zt2xg2bBiJiYkUL16cEiVK4OPjw5w5czh48CC7du3C2tpar8yIESPYvXs3dnZ2lC1bFk9PT3r16sW+ffuoU6eO3rZxcXFMnDiRGjVqMHDgwJy4DELkGGlBEkKIdHz99df88ssvdOnSJa+rIoTIR2JiYvjkk0/47LPPDAZHALdu3WLcuHF07do111rwx44dS1BQEC4uLnh4ePD3339z6tQpvLy86NixI9HR0YwcOTLDrVkPHjzgq6++IjExkSlTpuDl5cWxY8e4cOECFStW5PLly0ybNk2vzI0bN9i9ezd169bl0qVLnDlzhp9//pn4+Hjmz5+f6hhLly7Fz8+P2bNnY2JikiPXQYicIgGSEEIIIUQmaTQaBg0axN69ewGwKlqcGh+M5e3VHry38yHdfr9GvSGzKVimCgBeXl68//77hIeH52g9oqOjOXPmDAA//vgjJUqUUNYVKVKEn376CZVKxf379/H19c3QPpcuXUpcXByurq4MGzYMlUoFQOnSpVm8eDEAGzZsIDAwUClz5coVAD799FNsbW0B6NmzJ6VLl+bChQt6+3/06BFLliyhZ8+eNG3aNGsnLkQuki52QrxCEyZM4Nq1a/Tp04c+ffqwb98+jhw5wuPHjzE1NaVixYr07t2bmjVrGiz/6NEj3N3duXz5Mv7+/jx//hxTU1NKlChB48aN6dq1a6ouD4sWLeLYsWPK64kTJ+qtr1mzJrNmzQKSxylt3rxZb9nL0tom5fn16tWLnTt3cvr0aQIDA4mJicHNzQ1bW1vi4uK4cuUK7u7u3Llzh+DgYKKjoylUqBBVq1bl7bffNnoNcktcXBw//PADHh4eFClShO+//54yZcqkOq9+/frl2DHDw8PZs2cP7u7uBAQEoNFoKFKkCPXq1aN79+4UL148VZmXr/+JEyc4ePAgDx48ICIiggkTJtCkSZMM1yEkJIQ9e/Zw6dIlpQ5FixalXLlytGjRgqZNm6JW6z9L02q1nDp1ihMnTnDnzh2ioqKwsbGhYsWKdOjQIVPHF+J1tXr1ag4dOgSAU4O2NBv/G6aWNsp6k8IOVOryCRU6DeDKb5O489dqbty4wbRp0wy2qGRVQkICSUlJADg7O6daX7hwYezs7Hj+/DkajSbd/Wm1Wvbt2wfABx98kGq9i4sLlSpVwtfXlwMHDvDRRx8BEBwcDCR3SU7J0dERLy8vvWWTJk1CpVIxZcqUDJyhEK+eBEhC5IGkpCRmzJiBh4cHpqammJmZERUVhZeXF97e3kyYMAEXF5dU5aZOnao8sVOr1VhZWREVFcWdO3e4c+cOx48fZ+bMmRQtWlQpY2NjQ+HChQkNDQXA1tYWU9N//+nrnvTlpISEBMaPH8/t27cxNTXFwsJCb/2ZM2eUp5AAlpaWqNVqnj17xtmzZzl37hwDBgzg3XffzfG6GRIZGcn06dO5efMmxYsX5/vvv8/1cVrXr19n1qxZREREAGBqaoqJiQn+/v7s37+f48ePM3r0aBo1amR0HytWrOCvv/5CrVZjbW2dKpBJj7u7O/PmzSMmJkapg5WVFQEBATx9+pRz584pQa1OdHQ0s2fP1vvBY21tTVhYGJ6ennh6etK2bVtGjBihPHUW4k2TlJTEypUrAShYujLNxq/E1NLa4LZqExPqfT6L6MBHPLl4iD/++IPJkydTuHDhHKlLoUKFKFmyJI8fP8bd3R1XV1e99Xfu3OH58+cUKlSI8uXLp7u/R48eKV0BGzdubHAbFxcXfH198fT0VAKkUqVKAXD37l3atm0LJLey3b9/H0dHR6XsyZMn2bt3L1OmTMHJySnT5yvEqyABkhB5YN++fahUKsaMGUPjxo2VwbQLFizg/v37LF++nAYNGqTql12lShXeffdd6tevj729PaampsTHx3P58mXWrl3L48eP+fnnn5k8ebJSZvDgwQwePFhJNz1+/Hhq1aqV6+enVqsZPXo0TZo0wczMjMDAQCwtLYHkoK1jx460bNkSZ2dnChQogFarJSgoiN27d/Pnn3+yfv16atWqRaVKlXK1riEhIUyZMgU/Pz/KlSvH1KlTsbOzy9VjPnnyhO+//56YmBjatm3Lu+++S8mSJVGr1Tx9+hQ3NzdOnjzJvHnzWLJkicFg7e7du1y/fp1+/frRpUsXbG1tiY6OJj4+PkN18PX1Zfbs2Wg0GqpUqcLAgQOpVq0aarWauLg4rl69ysGDB/WCLq1Wy7x58/Dy8sLZ2ZkPP/yQOnXqYGFhQXR0NCdOnGDdunUcPXqUMmXK0KNHjxy7ZkLkJ6dOneLevXsAVHrnM6PBkY5KpaJqrxE8uXiImJgYNm/ezJAhQ3KsPuPHj2fYsGGMHDmSGTNm0Lx5c0xNTfHw8NBrrdF9BqdFl/HOwsLCaACja6lKmR2vSZMmWFhYsGzZMlxcXChXrhwLFy4kODhYaXnXPTyrVKkSn3/+eXZPW4hcIwGSEHkgMjKSOXPmUL16dWVZuXLlGDt2LF988QXBwcH4+PhQo0YNvXKjR49OtS9zc3MaN26Ms7MzQ4cOxcPDg4CAgDzNVBcTE8O0adOoV6+esizlE8QmTZqk6oalUqlwdHRk8ODBxMTEcOTIEfbt28fIkSNzrZ5Pnz5lypQp+Pv7U6NGDSZNmoSNjU36BbNp7dq1xMTE0LVrVwYPHqy3rnjx4nz77bdERERw6dIldu/ezWeffZZqHzExMfTs2ZM+ffooy6ytrVN1sTTmt99+Q6PRUKlSJWbNmoWZmZmyzsLCgkaNGqVqvbp48SIeHh44OTkxa9YsChQooHfszp07Y2try7x589i2bRtdu3bVa60U4k1x6tQpAEwsrHB2zVhLd9GqDSlYpgrhD25x6tSpHA2QevfujY2NDfPnz+eTTz7RW1ejRg02bdqktOqkR9fboGDBgkZbgXWtX2FhYcqyEiVKMHz4cObNm0e7du2U5Y6OjowdOxaAX3/9FV9fX/744w/lMyc2NpbQ0FAcHBwkWYPIN+SbS4g8UL16db3gSKdUqVI4OTnh7+/P/fv3UwVIaXFycqJ06dL4+fnh4+OTpwFS2bJl9YKjzGrUqBFHjhzh5s2bOVgrfffu3WPq1KmEhITQqFEjxowZk6orYG4IDw/n4sWLqFSqNLsQtmrVikuXLikDn1+mVqvp3r17lurw6NEjfHx8ABgwYIBecJSWw4cPA9CuXTu94Cil5s2bs3jxYiIiIrh79y5VqlTJUh0N+f333w1O1qvTt2/fHB0jlhm6lja1Wp3rLZAi70VHRwNgaeeoN+4oLSqVCptiZQh/cIuIiIgcvU+0Wi2BgYGEhYVhYmJCuXLlMDc3586dO9y8eZPNmzfTpk0bihQpku6+dA81LC0tjdZRtzw+Pl5vmzlz5lCnTh22bdtGeHg4derU4euvv6ZkyZI8ffqUBQsW0KNHD3r06EFcXBwjR45kw4YNxMXFYWdnx3fffcfw4cNz4IrkH/LZ8HrK0QApNDSU3377jYMHD3Ljxg1lQODLgwKPHTuGv78/9vb2tG/fPierIMRrIa1uY3Z2dvj7+xMZGWlw/fnz5zl+/Dh3794lNDTUYJeq58+f51hds6Jq1arpbvP8+XP27t3LlStXePLkCTExMcpA45Tb5IYbN26wa9cuoqKiaN26NSNGjHhlTy5v3bpFUlISKpWKr7/+2uh2us/NlFmiUipevHiW52W6desWAFZWVplKhqELWHfs2MGff/5pdLvExEQgeeLKnAyQoqKijF4PSP7RmtdPoFUqVZ7XQeQ+XVe1xHjDE6Yak5QQByT/28vJ++Tzzz9nxYoVNGvWjFOnTlG2bFkg+fPj008/ZdeuXfzzzz9cunQp3ePqWqHj4+ONbpuQkGD0PPr370///v1TlRk7diwajYaFCxdiYmLCiBEjWLVqFQMGDMDV1ZVVq1bx9ddf4+DgYDA5xOtOPhteLzkWIG3ZsoXPP/9cGXCsy7VvqHnW29ubr7/+GisrK54+fSqTL4r/nLQmC9R9gL78YCExMZH58+cr6Vwh+UlfgQIFlDKRkZFoNBqjs5y/Kun9m75x4wbff/+98hQWkq+Jubk5KpUKjUZDZGRkrp3Hxo0bgeRA7quvvnqlyQR0QZ9Wq1W6sqTF2JiiQoUKZbkOuuMWLVo0w4kdNBqN8vkeFRWVoTJxcXFZqp8xNjY2el01X2Ztba0EZ6+aWq1GpVKh1WpTBfrizVOuXDkAYp8HEHLXG7sK6Y/rjI8MJfimu1I+p+5VLy8vfvvtN8zMzNi4cSOlS5dW9l20aFHWr19P5cqVuXr1Kps3b9brlmuI7vM7NDQUjUZj8PPx2bNnQHJXu4ycx+nTp3Fzc2PKlCmUKlWKx48fs3btWlq3bs2qVasA6N69O87OzsyZMyfdOr5O5LMhf0ovWM2RAGn9+vV8/PHHSlBUokQJbG1tuX37tsHtP/74Y8aOHUtsbCx//vnnG/mkQIicdvjwYc6cOYNaraZ37964urri5OSk9+U1btw4bty4keHJAHNLWj+6dYFedHQ0FSpU4MMPP6RatWp6QaOXl5deoomc1rJlS06dOoWPjw87d+58ZdnyAOULslChQmzYsCHL+8lsxrrsSvnF/t1339GwYcNXenww/mRaJzg4mJCQkFdYo3/Z2dlhYmJCUlJSntVBvDqdOnVi/PjxJCQkcGfvahqNWJhuGb+jW0iMS84Y+d577+XYfXLkyBG0Wi0VKlTA1tbW4H7r1q3LkSNHOHv2LB06dEhzf7qHEHFxcUpmz5fpuuiWKVMm3fNITExk2LBhODs7M2jQIEJCQjhx4gSJiYm0bNlSr7yLiwtHjhzh4cOHuZJhNS/IZ0P+ZG9vn+b6bH/DPnnyhCFDhqDVailVqhSHDx/m0aNH/PDDD0bLFCxYkFatWgHozc8ihDBO13LUvn17+vbtS/HixVM92ctIi0RadE9U0sqElrLVJyt8fHwICgpCrVYzadIk6tevn6pFLbvnkZ4OHTooGZTWrl3Lzp07c/V4KaUc3Jzb55leHZ49e5bhp9jm5uZK15sHDx7kVtWEeC04OjrStWtXAPyObOGpx9E0tw+778N1t+S5j2rUqJFm+v7MMtYdOyXdQ7OMtMqXKlVKCZJenuBV5+LFiwA0aNAg3f2tXr2a69evM2PGDKVroq4V+uUgSPda11otRF7JdoC0dOlSYmNjsba25ujRoxnOkuLi4oJWq001eZgQwjDdJHzG5rEIDAzk6dOnRsvrgqm0Wpd0X0667hOGZHQmdmN051GoUCG9+ZpSMpaYICe9/fbbSna4NWvWsHv37lw/JuiPzzp37twrOaaxOsTExHD9+vUMl6tWrRoAZ8+ezZV6CfE6+eabb7CxsUGblMjZGQO5tWs5CdH6P+wTE+K5f2I7x8d1JyEqDJVKxYQJE3K0W6/uO+Hu3bs8fvw41fqIiAjlM7VChQrp7k+lUvH2228D/3ZHTunixYv4+vpiZmaWbmtUcHAwP/zwA23atKFjx47K8hIlSgDg5+ent72fnx9qtTpbXYiFyAnZDpAOHTqESqXigw8+yNR8Jbp/pC//4xBCGKZ7em/s38yGDRvSDH505dMaP6Kb2+LZs2fcuXMn1frr169nO7Ocrh6hoaEGW1D8/PyUFLq5rUuXLkqa7VWrVrFnz55cP6adnZ3y9HjLli3pJqLIyNPhzCpZsqQSJK1bt04ZcJ0eXepeX19fjhw5kua28gRYvOmqVKnC6tWrsbS0JEkTj9fKKfw5oA4X5g/j6trpeCwdzV8f1+PCvC+Ij0juWjVnzpwcT07l6upK0aJFSUhIYPDgwXotvEFBQQwZMoRnz55haWmpzIcHsHz5curXr59qqgGAL7/8EnNzc06cOMHSpUuV75aHDx8qUy/0798/3Wyp06dPJyYmhlmzZuktr1atGtbW1mzdulUJ6o4fP86VK1eoW7duhqcrECK3ZDtA0k2U1rx580yV06WIlS9RITKmfv36ABw8eJDDhw8rP2qDgoJYuHAhp06dSrPPdpkyZYDk+TuMdaGrVq2a0i938eLFSjCm0Wg4c+YMs2bNyna/8GrVqmFpaYlWq+XHH3/kyZMnyjHOnTvHd999l6HJDHNK165d+fTTTwFYuXIlf/31V64f89NPP8XGxoaQkBDGjBnDmTNn9BIaBAUFcejQIUaNGsXevXtzpQ6DBg3C1NQUX19fJk6cyI0bN5RxRpGRkXh6ejJz5ky9LpVNmzZVgrulS5eybt06goKClPUxMTFcvnyZxYsXM27cuFyptxD5SZs2bdi5cyeVK1cGQBMTxf3jf+CzbSn/HFhPXGhyi7mTkxOrVq1KNUdRTrC1tWXp0qVYWlri7u6Oi4sLjRs35q233qJu3bocOnQIU1NTfvzxR73xROHh4Tx8+NBgZkhnZ2cWLFiAWq1m2rRp1KlThzZt2tC4cWPu3LlDnTp1mDJlSpr1unTpEps2bWLIkCGpWq4KFSrE0KFDCQoKolmzZrRs2ZK+ffuiUqkYNWpUzlwYIbIh20kadE+jMzu5oq7cq/whJMTrrHv37pw5c4YnT57w008/sWzZMqysrJR/Sx988AFeXl5cu3bNYPn27dtz8+ZNzp49y4ULFyhcuDBqtZoqVaooE9CamJgwZMgQZs2axf379xkxYgRWVlYkJCSg0Who2LAh5cuXZ+vWrVk+D1tbWwYMGMCvv/6Kt7c3Q4YM0TuGo6Mj/fv3Z8GCBVk+Rma98847aLVaVq9ezYoVK/S6mOSGEiVKMG3aNGbNmkVgYCBz585FrVZjY2NDXFycXgDr4uKSK3WoXLkyo0ePZsGCBfj4+DBu3DjMzMwwNzfXa2VMmZxB9+Nl4cKFnD9/nu3bt7N9+3asra1RqVRER0crT5oNDewW4k3UsGFDzpw5w9mzZ1mzZg2enp5ERkZiY2NDjRo16Nu3Lx07dszwfGNZ8b///Y8TJ07w888/c/r0aR4/foxWq6VYsWI0bdqUzz77jDp16mRqn71796ZcuXIsXrwYd3d3bt++jbOzM++++y7Dhw9P8/ebVqtl3LhxODk58c033xjcZsyYMZiYmPD7779z584dKleuzJgxY/QmmRUir2Q7QCpatCj+/v74+/tnqpyum46Dg0N2qyDEf4KtrS1z585l8+bNnD9/ntDQUExNTalfvz5dunShYcOGaY7p040PPHjwIA8ePODZs2dotdpUaZNdXFyYMWMGW7du5fbt22g0GkqVKkXbtm3p0qULW7Zsyfa5vP3229jb27Nz507++ecfEhMTKVasGI0bN6Znz55Ky/Sr1L17d7RaLWvWrOHXX39FpVLRuXPnXDte5cqV+fnnnzl48CAXLlzg4cOHREVFYWFhgbOzM9WrV6dJkybUrl071+rQtOn/2bvvsCiON4Dj37ujgyiKKGJDAQv23nvQ2E2iETWaWBKTmJ8msUTQ2EvsscVYYu9Go7FiMKKxAiKKgL0gNpp0Djju98flNpzc0RVM5vM8PHK3O7tzy7q3787MOy356aefOHjwIFeuXCEiIgKVSkWFChWoVq0abdq0ydLVxdzcHA8PD/z9/fH29iY0NJTY2FhAkxXI0dGRZs2a0aJFi9dWb0EobmQyGW3atKFNmzbAP5nLVCrVG8tcVr16dRYvXpzr9SdOnMjEiROzXadZs2Z6xyHlRCaT4eXlle06crmcCRMmSA/oBKE4kakLmA/4nXfe4dSpU/Tt25dff/1Vev/gwYP069cPmUymN0tSzZo1uX37Nv3792fXrl0FqYIgCIIgSAlAikJR3BALxZc4HwQtcS4UT689zfe7776LWq3m8OHDBrv2vGrFihXSHEmvsxuLIAiCIAiCIAhCXhQ4QBo5ciSlS5cmPT2dnj17cu3aNYPrpqen88MPP/DNN98gk8moWLEi7u7uBa2CIAiCIAiCIAhCoSjwGCRra2t++uknBg4cSFhYGE2aNOGdd96RstSBpsUoKCiIw4cP8+zZM9RqNQqFgl9++QUjowJXQRAEQRAEQRAEoVAUSnTSv39/Xr58yf/+9z+USiXHjx8H/pmYcty4cdK6arUaU1NT1q9fn+tJZQVBEARBEARBEN6EAnex0xo1ahSXL1+mb9++yGQy1Gp1lh/QTMx46dIlBg8eXFi7FgRBEARBEARBKBSF2r+tbt267N+/n9jYWM6dO8eDBw94+fIlVlZWVKxYkfbt21OmTJnC3KUgCIIgCIIgCEKhKXCAtGXLFkAzS7SbmxugmSH5dc4fIgiCIAiCIAiC8DoUOED6+OOPkclkTJ06VQqQBEEQBEEQBOG/JikpiaCgIAIDAwkKCiIhIYH09HRMTEywsbGhbt261K9fn1q1amFsbFzU1RUMKHCAZGVlRWJiIrVq1SqM+giCIAiCIAjCW0OtVuPv78/GjRs5ePAgSqUyxzIlS5Zk4MCBfPLJJ1SvXv0N1FLIiwInabC3twcgNTW1wJURBEEQBEEQhLdFQEAAbm5uvPvuu+zZs0c3OLKxgur24OIAjuXB0kxaFBsby88//0yLFi0YNGgQjx49KoLaC4YUuAWpY8eO3LlzB19fXz766KPCqJMgCIIgCIIgFFtKpZIFCxawcuVKMjIyNG8aG0HzGtDYBaqWg5KWuoXUaoiKg3vP4GIIBN4DtZqTJ09y/vx5pk+fzrBhw6RpcoSiI1Nr82/nU0BAAM2aNcPCwoLg4GAcHBwKq26CIAiCkGuRkZFFtm8bGxsUCgUqlYqYmJgiq4dQPIjz4d8tIiKCgQMHcu3aNc0bJkbQqwW0rwdW5rnfUGQcnPCDUwHw9914jx49WLNmDWZmZtmXFQrE1tY22+UF7mLXsGFD5syZQ3x8PO+8884/J4sgCIIgCIIg/Iu8ePGCPn36/HO/6+wAM4ZCj+Z5C44AbK1hcCf4biCUswHgyJEjfPTRR7kaxyS8PgVuQdKm+d69ezfHjh1DLpfTpk0b2rZtS8WKFTE3z/lkGTp0aEGqIAiCIAiiBUkoNsT58O+UlJREjx49CAoK0rzRuQG4dwJ5IXSJU6bBqkMQ9ACAXr16sWHDBtHd7jXJqQWpwAGSXC7X+eOp1eo8/TFlMhnp6ekFqYIgCIIgiABJKDbE+fDv5Onpydq1azUvOjeEQR2hMAOYtHRY/hvceAjAsmXLGDx4cOFtX5C89i52oAmKtD+vvs7NjyAI/20eHh707t2bHTt2ZFnWu3dvevfuzfXr14ugZkJh8fb2pnfv3owcOTLLsmXLltG7d2+WLVv25ismCIKQCxcuXGDdunWaF7Urg3shB0egSfLwZW+wLQnA1KlTefLkSeHuQ8iVAmex27hxY2HUQxAEQciF58+f4+3tDcCgQYOKuDaCIAj/fhkZGXz77beah/pmJvBx18LpVqePmQkM7woL9hAfH8+UKVP45Zdfsqw2ZswYdu/ene2mwsLCdJI9lC1bNldVWLFiBQMHDsx1lZVKJRs2bODXX3/lzp07yGQynJ2dcXd35+OPP0Yuz9oeo1KpWLhwITt37iQyMhInJycmTJhAz5499e4jKCiILl26MHr0aKZPn57ruuVXgQOkYcOGFUY9BEEQ9NJmxjQ1NS3imhQPL168YNeuXYAIkARBEN6EP//8k9u3b2tevNdak1zhdapZCdrVhTPXOXLkCI8fP6ZixYp6V61WrZrB7mKvBibNmjUzuMvY2Fhu3rwJQJMmTXJd1YSEBD744AP8/f2RyWS4uLhgZGTE9evXuXr1Kt7e3mzevBkjI92QY86cOaxYsQIrKyucnJy4desWw4cPZ8uWLXTr1i3Lfr777jtsbW0ZP358rutWEAUOkARBEF6nn376qairIAiCIPyHSb2lLEyhbd03s9OuTeDMdTIyMtiyZQseHh56Vxs3bhzu7u652uSRI0cMLps7dy43b96kUaNGODk55bqaHh4e+Pv7U758eXbu3EmdOnUAePToEYMHD8bLy4sff/yRb7/9VioTFRXFunXrqFSpEsePH8fOzo7z58/Tr18/5s+fnyVA2rNnD5cuXWL16tVYWVnlum4FUShjkARBEARBEATh3+b58+d4eXlpXrSpA6bGb2bH9qWhVmUAtm/f/lrH7KvVan799VcA+vfvn+ty0dHR7NmzB4CZM2dKwRFA5cqVWbp0KQArV64kMTFRWhYSEkJKSgru7u7Y2dkB0KpVK5o3b86NGzdISEiQ1k1ISGDmzJk0b948T3UrKNGCJAj/ER4eHgQFBTFw4EAGDBjAwYMH+fPPP3n27BlWVlY0btyYwYMHU7p0aQCePHnC3r17CQwMJDY2Fjs7O9zc3OjTp4/e/sQvX77Ez88PPz8/wsLCiIyMJCMjA1tbW+rXr0/fvn0pX758nuvdu3dvQNMcX7du1id34eHh7Nq1i8DAQBITEylTpgwtW7ZkwIABXLx4kR9//BE7OzvWr1+vU27ZsmWcOnWKTp06MW7cOHx8fDhy5AgPH2qyB1WpUoW+ffvSqlUrvfWKiIjg8uXLXLlyhSdPnhAZGYlcLsfOzo7GjRvTp08fbGxs9JYdOXIkL168YOzYsbRr1479+/dz5swZnj9/jqmpKbVr12bQoEE4OjrqLffqsdEaOHBgnrvd3bt3j8OHDxMUFER0dDTGxsaUKVMGV1dXOnToQK1atbKUSUlJ4ciRI1y8eJHHjx+jVCqxsbGhTp069OnTh2rVquWpDoIgCMXVlStX/glOmtV4sztvXhNCHvHixQsePXpElSpVXstuLly4wKNHjzA2NqZfv365Lufv749KpUIul9OjR48sy5s0aYK9vT1Pnz7l1KlT9OrVC9B8f0LWMVHlypUDID4+XmopWrBgAZGRkezcuTNfny2/ChwgPXr0qMCVqFy5coG3IQhC7qhUKqZNm8b169cxMTEBNE+BTp48SVBQEAsXLuTp06fMmDGDhIQELC0tSU9PJzw8nI0bNxIZGcmoUaOybHfTpk2cOnVKem1paYlSqSQ8PJzw8HD+/PNPPD09qVevXqF9luvXrzNz5kxpQj1zc3Oio6M5cOAAly9f1tuPWZ/Vq1dz/Phx5HI5ZmZmJCUlERoayvz58xk9ejTdu3fPUmbp0qX/zIWB5vMmJyfz8OFDHj58yKlTp5g1a1a2X2jJyclMmjSJO3fuYGxsjEwmIz4+nkuXLnH16lXmzp2Ls7OztL61tTVJSUnS07VSpUrpbC83885ltmPHDnbv3i19+WsH8z569IhHjx4RGhrKjz/+qFPm0aNHzJw5UwrU5HI5pqamRERE8Oeff3LmzBlGjx5N165d81QXQRCE4igwMFDzi0IOlXKX5KDQVC2nUw993ye///47x44dIz4+HltbW5o1a8aHH36ItXXux0nt27cPgE6dOlGmTJlcl4uNjQWgTJky0v3Eq7QBkr+/vxQgacdT3b17V2fdO3fuYGRkJD1cvHXrFuvXr2fo0KF6H5C+TgUOkKpWrVqgSazEPEiC8GYdPXoUExMTpk6dSuPGjVGr1fj6+rJ06VKePn3K9u3b8ff3p1atWowaNYry5cuTlJTEpk2bOH78OIcPH6Zbt25UqlRJZ7vlypVj4MCBtGzZkgoVKmBqaopKpeLevXts27aNgIAAFi1axLp16wol4UJcXBwLFixAqVTi6OjImDFjcHZ2JiMjA39/f1asWCElM8jO5cuXSU1N5fPPP6dTp06Ympry7NkzfvzxR27cuMHGjRtp165dln7PlStXpnHjxjRv3hw7OztMTExIT08nJCSETZs2cfv2bRYtWsTy5csNXiN37NiBhYUF06dPp379+shkMkJCQli8eDGRkZGsXbuWhQsXSusvWbKE69ev4+npCfwzUXd+HDp0SDo+HTt2ZMCAAVJCjLi4OC5cuEBoaKhOmbi4OKZPn05kZCTNmjVj4MCBODo6olAoiIqKYv/+/fz+++/89NNPVK1alRo13vDTVkEQhEJ27do1zS8Otpo03G9ShTJgpIB0FdeuXcvSawDg5MmTOq9/++03FixYwJo1a+jcuXOOu1AqlRw6dAjIW/c6QArCoqOjSU1N1RskPX36FNAEP1qurq6ULVuW7du306VLFxo3bsz27dsJCgqibdu20sO6yZMnY21tbXD81etU6PMg5edHEIQ3JzExkQkTJtC0aVPkcjkKhYIWLVpIzerHjh3DyMgIDw8PqUuchYUFo0ePxt7eHrVazblz57Js193dXeoWpg2AFAoFzs7OTJkyhUqVKvHy5Uu9ZfPjyJEjxMbGYmVlxYwZM6SWFrlcTtOmTZk8eTJJSUk5bichIYExY8bw7rvvSvUuX748Hh4emJiYoFQq8fX1zVJu9OjRvP/++1SsWFH6UjAyMqJu3bpMnz4da2trHj58yI0bNwzuOzU1lZkzZ9KoUSMUCgVyuRxXV1e+/PJLAG7evCl1RShM8fHxbNu2DYCePXvy9ddfS8ERaL70unbtytixY3XK7d27l8jISFq0aIGnpydOTk4oFApA8wRx1KhRdOvWjYyMDPbu3Vvo9RYEQXjTpAmoy5Z88zs3UkDpErr1+JujoyOenp6cPn2a+/fvc//+ffbu3Uvjxo15+fIlw4YN4+rVqznu4sSJE8TGxkrX/bzQPthTqVQcO3Ysy/IrV65IAdLLly+l9y0sLPD09CQ+Pp4PPvgAR0dHpkyZgqWlJTNmzADg4MGDnDlzBk9PT6m3RFpaGs+ePSM1NTVP9cyPN5LmW6VSERkZia+vL1FRUchkMjp16mQwZaEgCK9PzZo1dQZSajVo0ECaqLVv377Sja+WXC6nbt26PH36VBqnk1vGxsY0aNCAsLAwgoOD6dSpU/4/wN/Onz8PQOfOnbN0NQOoVasWderUyXGC2bJly9K+ffss75coUYKaNWty7do1Hjx4kKe6actevnyZ4OBgvccbNINSK1SokOX9Bg0aYGxsTFpaGg8fPsz13BW5de7cOVJSUjA3N2fIkCG5KpORkSHNv/Tee+8ZbBVr3749x48f59q1a6hUqiznUUFs27ZN72TCWtogvShox+XJ5XKDY8+E/w5xPvx7ZGRkaH4xKrxrWZ5k2m/mc2n27NlZVq1UqRI9evSgffv2+Pr6Mnfu3CwtTK86ePAgoGk9sre3z1PVbGxs6Nu3LwcOHOD777+nVq1aNG/eHNB0jxs3bpy0bnp6uk79x4wZg5OTE5s3byYiIgIXFxfGjh1LjRo1SEpKYubMmTRp0oQxY8Ygk8mYOnUqK1asIDExEUtLS8aMGcPs2bML1IstO290oliVSsWmTZv45ptvCA4OZuHChTRo0KCgVRAEIQ8MjYkpWfKfp2NVq1bVu442EMmcYSazu3fvcuzYMUJCQoiMjCQlJSVLK3F0dHTeK/2KtLQ0wsLCAE1TvSGurq45BkjVq1c3eIHVXswzZ9/J7Pr163h5eXHr1i2io6OlsVCZZfd5M48vykyhUGBtbU1UVJTBY10Q2q5ztWvXxsLCIldlwsLCpLrMmTPH4DHT3kykpKQQHx+vN3jNr8TERJ0kFa9KSkoq1IAsP2QyWZHXQSg+xPnw9pO6jaWriqYCf+/XzMwsV+eSubk5s2fPpmvXrvj4+BAXF2cwSI+KipJafoYNG5avc3XNmjUEBwdz8+ZNWrduTdWqVTExMZHGEw0YMIA9e/ZgZWWVZfs9evTQm9xh/vz5hIWFsWfPHoyNjZk9ezbz58+nZ8+efPDBB+zfv58ffviBEiVKSF3OC9sb7UypUCgYMWIEzs7OdOrUiffee4+AgACdGzNBEF4vQxfKzJnpDN3UatdRqbJ+Ufz+++9s2LBBukGWy+VYWFhgbKxJiZqSkkJKSoreICKvEhISpP1os+7pk90yrewCBO3FXN84yV9++YXffvtNei2Xy7GyspImw0tKSiI1NTXbz5ubfes71gWl7eqQl5apzIGedmBuTgrjb52ZpaWllBJWHwsLi9dyvHJDLpcjk8lQq9X/PHEW/rPE+fDvIU3CGhn35neuyoAYzYOp0qVL5/r6pp0QNiMjg9u3b9O4cWO96+3cuZO0tDSqVq1Ky5Yt83X9LFOmDOfPn2fx4sUcOHCA+/fvY2ZmRo8ePZg2bZqUPrxcuXK52v7du3dZvHgxw4YNo0mTJqSkpLB48WKcnJzYv38/crmcQYMGUbt2bRYvXsz48eOzTEKbGzkFg0WS5rtdu3b069eP/fv3s2rVqiIZfCUIgmF5bbIOCwuTgqO2bdvSr18/qlatqnPR2rZtG3v27CmUcYdFPXYxICBACo569OjBu+++i4ODg84Fd8mSJZw+fbrI61pYMt/k7d27t1ASbeTVkCFDsu0SGBkZSUxMzBus0T9sbGxQKBRkZGQUWR2E4kOcD/8eNWvW1LSyPI6AtPQ3m6jhSZRmn4CLi0uuz6WUlBTp95iYGIPltIl+3nvvPZ0xQvnx9ddf8/XXX2d5/+LFi4Cm23tu6j9mzBhMTU2ZOHEiMTExBAcH8/LlS/r166fzcK5t27Zs3LgRX19fatasmef6SoGvAUU2UaybmxtqtVpKLSgIwtvr3LlzZGRkUKlSJb799lucnJyyPNEp6MU3sxIlSkitWdl1YSuM7nz6nD17FoCGDRvy2WefUbly5SxPowrz8xY2bStiXhJAZG5VLIzpHQRBEN4G9evX1/yiyoDHkdmvXNgePM9aj1y4efOm9Lu+ca4A9+/flxIQva4JWGNiYqTxwm5ubjmu7+XlxcmTJ5k0aZLUw0Hbxf3VTLLa17nt0ZBXRRYgabu+3Lt3r6iqIAhCIdFm16latareSWTVavU/qVILgbGxsZRmPDg42OB62WWQKwjt5zU0IWpKSorOF1Rhyty6l9/WKW367eDg4Fxl+gPN31Y7z9Jff/2Vr/0KgiC8bRo3bvzPddf39VzXDbqsGS9atmxZg2OD9Vm9ejWgGedqKPGCNtNoo0aNcHJyKlg9Dfjhhx9QKpW0a9cOFxeXbNdVKpV4enpSq1Ythg8fLr2vzbD6arIk7eu8zNuUF0UWIGmzYIk5kATh7WdpaQloWhb03bSfOHGCZ8+eFeo+W7ZsCYC3t7feJ0ihoaE6E7kWJu3YIUPZ/Pbs2UNycvJr3TcYTh6Rk9atW2NmZkZycrKU7jsnCoVCyj549OjRHDMZxsfH56tugiAIxUn58uX/mU/obBCkpr2ZHT+PgRua66y7u7vOw7HTp08za9asLNfhuLg4Jk+ezP79+wEYP368wc1re3DlpvXo0KFDNGrUSG9CheDgYI4ePapzP5+QkMDMmTPZsGEDFhYW/PDDDznuY+XKlTx48IB58+bp9ECxt7fHwcEBLy8v6aFncHAwXl5e2NnZGXxQWVBFEiAlJyezbt06wHBGLUEQ3h4NGzYENAHD2rVrpWxnSUlJ7N+/n59//pkSJUoU6j579uxJiRIliI+PZ9q0adKM3BkZGfj5+TFv3rxcZ2jLq0aNGgHg5+fH3r17pWQEsbGxbNy4kX379hX659VycHCQvjz++OOPfG2jRIkSDB48GIDDhw+zbNkynjx5Ii2PiYnhjz/+YMWKFTrl3N3dsbOzQ6lU4uHhwYkTJ3SCtJiYGHx8fJg2bRqbN2/OV90EQRCKm08++UTzS2IKnDPca6FQefkDml4Dr06pk5SUxPLly2nSpAn16tXDzc2Njh07UqtWLdavX49MJmPChAm89957ejft6+vL/fv3MTY2luZAzE5iYiJhYWHSnEaZPXjwgGHDhlGtWjXatGkj1WPFihWULFmS7du359hC9fjxY5YvX06/fv1o3bq1zjLtZ1Eqlbi5udG+fXvc3NxQKpVMmDBBb6+VwvBGkzSkp6fj4+ODh4cHN2/eRCaT0bNnzzdZBUEQXoMGDRrQunVrzp07x5EjRzhy5AhWVlYkJSWRkZFBw4YNcXZ2Zs+ePYW2T2trayZOnMisWbO4d+8eX3/9Nebm5qhUKlJTU3FwcKBfv3788ssvUia9wtKxY0f++OMPQkND2bp1K9u2bcPS0pLExETUajXvvPMOKpWKU6dOFep+AUxNTWnfvj3e3t788ssv7NixQ5rNvFevXvTp0ydX2+nTpw+xsbHs27ePU6dOcerUKZ3jB5qJCDOztrZm5syZzJkzh7CwMFatWsXq1auxsrIiLS1NZ2BwbvqbC4IgvA06d+6Mo6Mj9+/fh31noUE1sHk9D8EAuPUYTgcC8O6771K5cmWdxfXr1+frr7/Gz8+P+/fvExoailqtxt7enubNmzN8+HCDmevgn+51nTp1KnAXNVdXV4YNG8bFixcJDw9HpVJRsWJF3Nzc+OKLLyhXrlyO25g6dSqANEnsqwYPHoxSqWTNmjXcvn2bihUr8sUXX/Dxxx8XqO7ZKXCAlNumrdTUVCIiInSa4Ozs7JgwYUJBqyAIQjEwfvx4XFxc8Pb25smTJ6jVapycnOjQoQPdu3dn165dhb7P+vXrs2zZMnbt2kVgYCBJSUmUKVOGli1bMmDAAKmFRdsFsLAYGxsza9Ys9u7dy9mzZ4mIiEAmk1G7dm3pSd6yZcsKdZ+Zff7559ja2nL+/HmeP38uzQ2U1y53Q4cOpUWLFhw5coQbN24QExODqakp9vb2uLq60rFjxyxlKlSowLJly/D29ub8+fPcv3+fhIQEjI2NqVixIi4uLrRo0UJqZRMEQXjbKRQKFi9erGmRSVbCppMwrh+8jklKlWmw0QvUmu+uWbNmZVnFwcGhQBmgFyxYwIIFC3K9vru7O+7u7nqXValShUWLFuW7LpC7OVWHDx+uMzbpdZOpC5iDNnOu/7yoWbMmu3fvpm7dugXZvSAIgkGLFy/Gx8eHzp07M3bs2KKujvCaaZNnFAVtWmeVSiXSOgvifPiXmjhx4j83892aQP92hRskpatg1SEI1CQwW7hw4WttJfkvyynNd4FbkCpXrpyrOVNMTU2xsbHB1dWVd999lz59+uRrYidBEITcePLkCRcuXAD+GSMlCIIgCPn1/fffc+HCBUJDQ+G4n+bNwgqS0tLhp8NScNS1a9csY4+EN6fAEcqrafcEQRDeFG9vbyIiImjTpg329vYoFAqUSiX+/v6sX7+e1NRU7O3tpYx3giAIgpBfVlZW7N27l169emnuf4/7waMX8HFXsLXO/4bvP4NfjkN4FKDJNLpu3bo8T9ouFJ4Cd7ETBEEoKrt372b79u2ApruvNlFCRkYGACVLlmT69OlUr169KKspvCGii51QXIjz4d/t2bNnDBgwgJCQEM0bpsbQrzW0rQPmprnf0MsETbY6L3/I0NyOd+nSRUqPLbw+OXWxEwGSIAhvrbCwMLy9vQkKCiIyMpK4uDiMjY0pX748TZo0oVevXpQqVaqoqym8ISJAEooLcT78+yUlJTF37lzWrl37zzh8U2NoVRuauEAVO7Awy1owNlHTYnQhGK7cAZXmgZ6ZmRmenp6MGjUKhULxBj/Jf9NrD5A6deqETCZj1qxZtGrVKtflfH19mTRpEjKZDG9v74JUQRAEQRBEgCQUG+J8+O+4ePEiEydO/Kc1KTO7UlC6BCjkkKaCFy81rUavaNu2LQsXLhS9Hd6g156k4fTp08hksjx/MUVHR0tlBUEQBEEQBOFt06JFC3x8fDh//jy//PILR48e/WdKmxcvNT96WFhYMGDAAD7++GNcXV3fWH2F3BFp5ARBEARBEAQhn2QyGa1bt6Z169bExcURGBhIYGAg169fJyEhgbS0NCmbc7169ahfvz516tTB3Ny8qKsuGFBkAVJaWhpAoc9wLwiCIAiCIAhFwdramrZt29K2bVtAdLd8W8mLasc3b94ENCeOIAiCIAiCIAhCcZCnFqS4uDhevnypd9mLFy949OhRtuXVajWJiYlcuXKFRYsWIZPJqFOnTl6qIAiCIAiCIAiC8NrkKUBaunQpM2fOzPK+Wq3ms88+y9OO1Wo1MpkMd3f3PJUTBEEQBEEQBEF4XfI8BslQVvD8ZAsfMmQIw4cPz3M5QRAEQRAEQRCE1yFPAVKDBg0YNmyYznubN29GJpPRoUMHKleunG15uVyOlZUVjo6OdOnSRXSvEwRBEARBEAShWCnwRLFyuRyZTMaBAwfo3bt3YdVLEARBEPJETBQrFBfifBC0xLlQPL32iWKHDh2KTCbLsfVIEARBEP4t0tLSOH78ONu2bePOnTvExsZiZmaGra0tnTp1YujQoVStWrWoqykIQhFTKpWkpKRgaWlZ1FUR8qDALUiCIAjC66dtoZ8zZw5169Yt4toUT2+iBSkpKYnVq1ezefNmnj17ZnA9mUxGp06dGDduHC1atHjt9RKKF9Fq8N/24MEDtmzZwu7du3nx4oX0vqOjI0OGDGHQoEE5tmAIr1dOx7/I5kESBEEQhLdJZGQk7733Hj/88IMUHJW1Bve28Pm7MPIdaOeqWVetVuPt7U3fvn3ZunVrvvb38OFDtm7dytdff02HDh0oX748ZcuWZfHixXnaztatWylbtixly5Zl3Lhxea7H3bt3WbZsGf3796d27drY29vj7OxM37592bFjBxkZGXrLqVQq5s+fT/369XFwcKB9+/YcPnzY4H6CgoIoX74806dPz3MdBaE4eP78OR999BHNmjVjxYoVOsERwP3795k1axb169dn/PjxJCcn52s/+bk2PH/+nN27dzNp0iTc3NxwcHDI9zVB6998bShwFztBEARB+LeLjY3lvffeIyQkBIBG1WCUG7zbGExe+Sa9/xy2noYtf0KSUsU333yDWq1m6NChedrn2rVrWbt2bYHqHRkZyaxZs/JdXqVS6bSAVahQgTp16hAeHs65c+c4d+4cBw4cYOvWrZiZmemUnTNnDitWrMDKygonJydu3brF8OHD2bJlC926dcuyr++++w5bW1vGjx+f7/oKQlG5e/cu/fv3Jyws7J8361SF2lXAzBgSU+DKHbj/jNTUVDZv3syNGzfYuXMnpUqVytO+8nNtOHDgAFOnTs1Tmez8268NhRogJSUlcfDgQS5evMjjx4+Ji4tDpVJlW0Ymk+Ht7V2Y1RAEQRCEQqNWq/n000+l4GhYR5g9BBQG+mA4loPvP4T3WsKQJfAiFiZOnEj16tVp3bp1rvdbunRp3NzcaNSoEQ0aNGDbtm3ZPmXVZ+rUqcTGxvLOO+9w8uTJPJUFzWcvWbIkI0aMwN3dXWdc1W+//cb//vc/Tp8+zbx585gxY4a0LCoqinXr1lGpUiWOHz+OnZ0d58+fp1+/fsyfPz/LTdCePXu4dOkSq1evxsrKKs/1FISiFBERwYcffvhPcNS2DvRoDnaldFfs0RzuP4MD5yDoAX5+fnz88cfs3r0bU1PTXO8vP9eGEiVK0KFDBxo2bEijRo3w8fFh/fr1efyk//i3XxsKLUBas2YNHh4exMbG5rqMdrJYQRAEQSiu/P39OXXqFADvt4S5H0FuvrrqVIbt30C/eZCQomLp0qV5CpC+/fZbndcHDhzIU719fHzYt28fn3zyCba2tvkKkBQKBX5+fnqfcPft25dHjx4xa9YsduzYwbRp05DLNVFjSEgIKSkpuLu7Y2dnB0CrVq1o3rw5Fy5cICEhQbrZSUhIYObMmTRv3pz+/fvnuY6CUNRmzJjBw4cPNS/eb6MJhAxxLA9j+8Evx+FCCOfOnWPDhg188cUXud5ffq4NgwcPZvDgwdLra9eu5Xp/+vzbrw2FEiDNnj2badOm5WqyWG1AJHJDCMLbzcPDg6CgIAYOHMiAAQM4ePAgf/75J8+ePcPKyorGjRszePBgSpcuDcCTJ0/Yu3cvgYGBxMbGYmdnh5ubG3369JEunFovX77Ez88PPz8/wsLCiIyMJCMjA1tbW+rXr0/fvn0pX758tvV7+vQpv//+O4GBgURGRqJWq7G1tcXZ2Zn27dvTqFEjad3r16/j6ekJwKFDhwgNDeW3334jJCSE2NhYevTowahRo6T1Q0NDOXToEMHBwcTFxWFubk61atXo0qUL7dq10/vgZ9myZZw6dYpOnTrxv//9j6NHj/LHH3/w5MkTFAoFLi4uvP/++9SrVy/HY5+QkMDevXu5cOECUVFRWFpa0qBBAwYNGqT3uGRkZBAaGoqvry83btwgIiKC2NhYLCwscHR0pGPHjnTo0CHL3yGz8PBwdu3aRWBgIImJiZQpU4aWLVsyYMAALl68yI8//oidnZ3BJ5IREREcPHiQgIAAIiIiyMjIoFy5cjRp0oS+fftiY2OT4+cuKhs3bgQ0vWRmDspdcKTlWhmGd4HlhzUBy507d3BycnpNNf1HSkoKEyZMoGzZsnh6evLzzz/nazsymSzb7j8dOnRg1qxZvHz5ksjISOmGJyIiAoCyZcvqrF+uXDkA4uPjpZugBQsWEBkZyc6dO/NVR0EoSpGRkf8EKM1qQPdmORdSyOGTrvA4EsIi2LhxI6NHj872Glzc/NuvDQUOkEJDQ5k2bRoALi4urFmzhpYtW2Jubi7Nj9SlSxfu37/PkSNH+PHHH3n27BmffPIJP/30EyYmJgX+EIIgFB2VSsW0adO4fv269P85OjqakydPEhQUxMKFC3n69CkzZswgISEBS0tL0tPTCQ8PZ+PGjURGRuoEHwCbNm2SntgDWFpaolQqCQ8PJzw8nD///BNPT0+DwcSJEyf4+eefSU9PB8DExAQTExPCw8N5/Pgxly9fNnjB/euvv1i8eDEqlQpLS8ssX1h79uxh27ZtOnVLTEwkMDCQwMBAzp07x4QJEzA2Nta7fbVazYIFCzh//jxyuRxzc3MSExMJCAjg6tWrjBo1ip49exo83tHR0Sxfvpznz59LXTJevnzJ6dOnCQgIYPHixdIXkVZERATfffed9NrIyAhjY2Pi4uKkep8/f57JkyejUCiy7PP69evMnDkTpVIJgLm5OdHR0Rw4cIDLly/r7TOe2blz51i6dCmpqakAGBsbI5PJCAsLIywsjFOnTjF16lRcXFyy3U5RiIqK4rfffgOgT3OwyUcPjyHtYeURyFBrzu3Zs2cXbiX1WLJkCffv32flypWULFnyte1He06A5rzQqlixIqAZl5HZnTt3MDIykgLiW7dusX79eoYOHSqyMwpvpR07dkjXNro1zf0TFCMFdGkIG7148OABf/75J507d359FX3D3vZrQ4EDpDVr1qBWq7GwsMDLy0vvfEgWFha4urri6urKp59+Sp8+fdi0aROJiYns2rWroFUQBKEIHT16FBMTE6ZOnUrjxo1Rq9X4+vqydOlSnj59yvbt2/H396dWrVqMGjWK8uXLk5SUxKZNmzh+/DiHDx+mW7duVKpUSdpmuXLlGDhwIC1btqRChQqYmpqiUqm4d+8e27ZtIyAggEWLFrFu3bos/bYvXrzIqlWrAGjSpAmDBw+mevXqgGacpJ+fH2fPnjX4eVasWEHz5s355JNPKFeuHCqVSkofff78eSk40s51U7p0aVJSUjh69Chbtmzh4sWLbNmyhREjRujd/uXLl0lOTuaTTz7h3XffxczMjIiICNauXculS5dYv349zs7O1KhRQ2/5n3/+mbJly7JgwQJq1qyJSqXCz8+PZcuWERsby+bNm5kwYYJOGYVCQYsWLejQoQM1a9bExsYGmUxGQkICp0+fZuvWrVy+fJlDhw7Rr18/nbJxcXEsWLAApVKJo6MjY8aMwdnZmYyMDPz9/VmxYkW21/GQkBAWLVqEWq2mX79+dO/eHTs7O9RqNQ8fPmTTpk0EBAQwd+5cVq9ejYWFhcFtFYXTp09LNz9DO+ZvGxVtoVM9+CMQjh8//toDpFu3brFq1SpatGjBhx9++Fr3dfDgQQBq1apFiRIlpPddXV0pW7Ys27dvp0uXLjRu3Jjt27cTFBRE27ZtpUHbkydPxtraGg8Pj9daT0F4XaTWI8fyULVc3go3qwm7fSBJyf79+/9VAdLbfm0ocIDk4+ODTCajf//+uZostlSpUvz222+4uLiwd+9eBg0aJM3vIQjC2ycxMRFPT0/q1KkjvdeiRQv69evHjh07OHbsGBUqVMDDw0NqnbCwsGD06NEEBgby9OlTzp07x8CBA6Xy7u7uWfajUChwdnZmypQpjBs3jrCwMM6dO0enTp2kdVQqFevWrQOgefPmTJ48WacFyMLCgnbt2tGuXTuDn6dq1apMnDhRKqdQKChXrhxqtVpK19ysWTOd1KhmZma89957qFQqtm7dyuHDh+nbty9lypTRe7yGDBmiE4iULVuW7777jgkTJnDnzh127NihM6g1MyMjI2bNmoW1tbVUv+bNmzN06FB++uknLl26RHp6OkZG/1zebW1t9X7JWFlZ0bNnTywtLVm6dClHjhzJEiAdOXKE2NhYrKysmDFjhtSlQi6X07RpUyZPnqzTOvWqn3/+GZVKxYgRI+jTp4/0vkwmw9HRkSlTpvDtt9/y4MEDvLy86Nu3r8Ftbdu2jR07dhhc7u7uzqBBgwwuz4+kpCTp95oV87+dWhU1AVJ0dHS+uxNqHwaYm5sb3IZarWbSpElkZGSwZs0aaT3tTYepqWmhdWcMCgqSuh9OmjRJZ7s2NjbMnTuXUaNG8cEHH0jvW1lZsXTpUmxsbNi3bx9nzpxhzZo1ODo6ApoJeCMjIylTpsxb3cNEe/2Qy+XFuvuoUHBSKm+nCnkvbGoMle0gNIyoqKjXem141eu4Jmj9G64NBe7s+OjRIwCDE+FJzY6Z2NjYMGzYMJ0bDkEQ3k41a9bUCY60GjRoIP3et2/fLF235HK51GwuDW7NBWNjY2nbwcHBOssCAwOJiIhAJpMxYsSIfPXn7tu3r95y9+/fJzw8HMDgU/k+ffpgaWmJSqXi/PnzetcxNTXV+1BIoVBIXxZXr14lISFBb3k3NzcpOMqsSZMmgOaa++TJE71lDWnatCmg+aKPiorSWab9HJ07d9bb37xWrVp6//6g6UJx7949zM3N6d69u951jI2NadWqFaD53NlJTEzkxYsXBn+SkpJQKBSF+pP5O8y0AI8Uzf7+Pk9OTs53XbRj2+RyucF1Nm3axF9//cW4ceOoX7++9L72nJbJZIVyXOLj4xkwYACpqal0796dYcOGZVln5MiRHDt2jAEDBtCxY0c+++wz/Pz8aNy4MUqlkokTJ9KkSRNGjRqFXC7n+++/x9bWlkqVKlG2bFmmTp2a7Wctzj/av1VhHW/xU3x/UlJS/r6Y5fMC8fc8ASkpKfmuQ26uDa/+FPY1QfvztlwbclLgFqT4+Hgg62Arc3NzUlJSpOWvatiwIQB+fn4FrYIgCEWoSpUqet/PPO4hc/rPzLQ33PqCgbt373Ls2DFCQkKIjIwkJSUlS3KX6OhondehoaGApo9zTkkcDKlZs6be9+/cuQNoWqEMDbI3MTGhVq1a+Pn5Seu/ysnJKcucEFragFGtVnPv3j29Y6ycnZ31ltUmwwD9xzM1NRUvLy8uXrzIo0ePSEhIkMZoZRYdHS21fKWlpUlpa11dXfXuV7vs+vXrWd7XpsVOTU012OVQuxz+GbxriKWlZZbxVZlZWFjkOLVEXmXuGhKblL8xSAAvEzX/lipVKt911J7/GRkZercRERHBpEmTqFixIlOmTNFZRztho1qtLvAxUiqV9OnTh1u3buHq6srmzZsNbvOdd97hnXfe0XlPpVIxa9YswsLC2LlzJ2q1mtmzZzN37lx69OjB+++/z4EDB5g3bx7m5uZvZfc7uVyOTCZDrVYbnCxT+HcoWbIkcXFxEJeU88r6/F2uZMmSr+3aoE9hXhO03qZrQ05BUoEDJEtLS+Li4rK0FJUsWZKUlBSphelV2i/m58+fF7QKgiAUIUNN85lbYQxlutGu8+oF9Pfff2fDhg3SBVwul2NhYSElPkhJSSElJUVnEChokhVA1gc2eaGvdQY0Y3FAE4hkNz2Bra0tgMEpD/R1u9MqUaIEJiYmpKamGixvaIxO5ov9q8czJiaGKVOm6ExgaGJiQsmSJaXPoj12mY9pQkKC9DfIHIC9ytCymJgYqT7a7Wfn1b/nq4YMGcKQIUMMLo+MjJT2WVgyB9onAmBg27xvIyMDTl7V/O7o6JjvOmqPT3Jyst5tfP3110RHR7Nw4ULS0tJ01tE+5VYqlQU6Runp6QwfPpwzZ85QuXJlafxZXrZ5//59li5dysCBA3FxceHFixcsWbIER0dHfvnlF+RyOT169KBFixYsWbKEUaNG6XQZfRvY2NigUCjIyMgo9HNSKF5cXV0119aAO5DaCUz0J+jR61k0PNDcB9esWfO1XRv0Kaxrgtbbdm3QflcbUuArTtWqVbl27VqWQKdGjRo8e/aMc+fO6S0XGBgI8Fb3MRYEIXfyMt9ZWFiYFBy1bduWfv36UbVqVZ2L4LZt29izZ89rmS4gp6dKuf0s+Z3j7XV8pg0bNhAWFoa1tTXDhw+nUaNGOkGrSqWSxh5l3n9B66INrpydnVm8eHGBtlVUWrduTZUqVXj48CGbT+UvQPK5AQ/+HqZQ2GOkMtO24n333XdZxoUlJmqasPbv34+XlxeQtYtqTtRqNf/73/84duwY5cqVY9++fflqqfX09MTU1JSpU6cCcPv2bWJjY3nvvfd0xu506NCBjRs3cufOHYMtu4JQ1IYOHcrx48chMQUu34Q2+rsc63VaMxeRXC7P9uFPcfdvvDYUeAxS/fr1UavVWbpXaAdB//nnn/j7++ssu3fvHuvXr0cmk4mLniAIOs6dO0dGRgaVKlXi22+/xcnJKcsTIkOtEdrWrJy6auWHtmUpKioq28BBm/HOUEvUq90CM4uPjyctLQ2g0FIzp6enc/HiRQA+/fRTOnXqlKVFz9DxLFGihPSllF29DS3T7ic8PLzQu769KQqFgo8//hiAwAdw6VbeyqvVsPaE5veSJUvy3nvvFWr99ImIiMjyo002kZycLL2XV5MmTWLv3r2ULl2affv2SYOn88LLy4uTJ08yadIkqaVXG7xp5z7R0r7OywT0gvCmderU6Z+u5ocu5L6rXVgE+GgCJDc3N51Mrm+bf+O1ocABUocOHQB05iwBTURtZGRERkYGnTp1YuLEiaxdu1YaeKXtI68vW5UgCP9d2gCjatWqepMlqNVqgzOAax+4PH78mGfPnhVqvbRjf5KSkgyOL0pLS5PG3Rgap3T79m2DXcm0D5pkMhnVqlUraJUBzReItgu0oW1qW/RfZWxsLH1pZ9facOPGDb3v16pVC9Acs4CAgFzXubhxd3eXxo2N/gnCInNfduFvmhYk0LQevc405qdPn9YbHEVEREip3wcPHpyvAGnOnDls3LgRKysrdu/ena+Hm0qlEk9PT2rVqsXw4cOl9x0cHAB48OCBzvra19l1SxWEoqZQKBg7dqzmRWQcLN4HMfqT7EgePoclv4IyDblczpgxY15/RV+Tf+u1ocABUq9evVAoFDx8+FAna1P16tXx8PBArVaTkJDA4sWL+fzzz1m8eLEU8TVq1IjPP/+8oFUQBOFfxNLSEtBkyNTXUnPixAmDwU+9evUoW7YsarVaZwxTYahatap0sd69e7fedQ4dOkRiYiIKhULKzPYqpVLJoUOHsryvUqnYv38/oMkA+OoTs/yysLCQuvvpyxaYnJzM3r17DZZv2bIlAN7e3nqf1oWGhhIUFKS3rLOzs5SgY+PGjSQnJxvcj/a7ojgqU6YM8+bNA+D5S+gzB67czb5MkhKm7YRlf/+pXVxc+Pbbb19vRQvg0KFDNGrUiB49emRZ9tNPP7Fs2TLMzc3Zvn27TobKvFi5ciUPHjxg3rx5Oq3C9vb2ODg44OXlJQXbwcHBeHl5YWdnV2gPCwThdRkyZMg/N/ZhETB1E+w6rRljpKVWw92nsP4YzNkJsZrWkQULFtC8efM3Xufc+q9eGwo8BqlMmTLcunWL1NTULNmFpk+fjqWlJbNmzdL54pPJZAwYMIA1a9aIMUiCIOho2LAhBw4c4OHDh6xdu5bBgwdjZWVFUlISx48fZ+vWrZQoUUJvhkxt+tB58+Zx6dIlZs+ezZAhQ6SLaFxcHNevX8fHxyfP2W9kMhlDhw5l3rx5XL58mR9//JGPPvpImij22LFj0rQFPXv2NPhky9LSku3bt2NiYkK3bt0wNTUlIiKC9evXc+vWLeRyeaG2rJubm1OzZk1CQkLYsGEDJUuWxNXVFZlMxu3bt/n555+lBBT69OzZkyNHjhAfH8+0adP46quvqF69OhkZGVy5coUVK1ZgYWEhdYXITCaT8fnnn+Pp6UlYWBgTJ07k448/pl69elLCjSdPnuDn58eJEyf44IMP6Ngxn7OxvmZDhgzh+fPnzJ8/n2cvoedsaOoMwzrCu43B3OTv+59nsO007P5Lk/UOoFKlSuzcuTPP3SYvXbrE0KFDpdfaY7x8+XLWrl0rvX/q1CkpeM+vxMREnSQeWs+ePWPatGmAplvLnDlzDG7jl19+oVw5/RNlPn78mOXLl9OvXz9at26ts0wmkzFhwgTGjRuHm5sbTk5O3L17F6VSyYQJE/KVrl8Q3iSZTCZlVlu1apXmCYmXv+bH1loz31GiEl7+cy+sUChYtGhRvsYe5efaEB4erjNvoPaB1b59+zh27Jj0/pYtW3QCtv/qtaFQ0sJk19dwwoQJ/O9//+PChQs8e/YMS0tLmjRpgr29fWHsWhCEf5kGDRrQunVrzp07x5EjRzhy5IgUIGVkZNCwYUOcnZ3Zs2eP3vItW7Zk9OjRrF27Fj8/P/z8/DAxMUGhUEhfCNpWqrxq2bIlQ4YMYdu2bXh7e3Pq1CksLS1JTk6Wxti0aNFC54vrVc2aNUOpVLJhwwY2bdqEubm5zgOk4cOHF/rYzJEjR+Lh4UFkZCQeHh6YmJggl8tJSUnBxMQET09P6YvuVdbW1kycOJFZs2Zx7949vv76a8zNzVGpVKSmpuLg4EC/fv345ZdfpKAns1q1ajF58mSWLFnCw4cPmTFjBgqFAgsLC1JSUqQxV5D/xBZvyrfffoudnR3fffcdqamp+N4G39uaZWYmkJoGGa80ejZq1IgtW7YYvDnITnp6ut7xXUlJSToT2L7O8V2pqalSS25OXfOyy0KoHXRtaALkwYMHo1QqWbNmDbdv36ZixYp88cUX0vgvQSju5HI506dPp0OHDqxfvx4vLy/N/51I3QdQpqam9O3bl08//VTvVA65kZ9rg0ql0ltGqVTq/N/VN/2DPv/2a8MbyZtpamoqjVUSBEHIyfjx43FxccHb25snT56gVqtxcnKiQ4cOdO/eXUofakj37t2pV68ehw4dIjAwkKioKGQyGZUqVcLFxYX27dvnu24DBgygbt26HDp0iJCQEOLi4rCwsKBatWp06dKFdu3aZXujL5PJmDhxIkePHuXkyZM8efIECwsLXFxceP/996lfv36+62aIs7MzixYtYufOnVy/fp3k5GSsra1p2bIl77//PpUrV862fP369Vm2bBm7du0iMDCQpKQkypQpQ8uWLRkwYAB//PEHYDjwbNq0KWvWrOHIkSNcuXKF8PBwEhMTMTc3p3LlytSpU4eWLVtKY5aKs48++gg3Nze2bdvGli1bpEl5UzLNdCGTyXBzc+OTTz6hY8eO+X7K2bp160JLODJx4kQmTpxocLm7u7velsvKlSsXSh02btyY4zrDhw/XGX8gCG+jDh060KFDBx49esS+ffuIjIwkKSmJEiVKULFiRfr375/ttAm5kZ9rQ37/L/9Xrw0y9evIKSsIgiDoWLZsGadOnaJTp06MGzeuqKtTqBYvXoyPjw+dO3f+Z7ByEdAm+HhT0tPTOXXqlNTlw9zcnNKlS9O8efMcg07h3007D5JKpRLzIP3HiXOheHrt8yAZkpqaSnR0NKmpqeKLQhAE4V/qyZMnXLhwAdCMH/svMTIyws3NDRA3QYIgCP8mhRog3bp1ix9//JETJ05w//59QNPV4NX+jLt37+bu3buUL19eNKcLgiAUc97e3kRERNCmTRvs7e1RKBQolUr8/f1Zv349qamp2NvbSxnvBEEQBOFtVmgB0g8//MDUqVNRqVQ5zr6enJzMlClTMDIyomfPnlmy3wmCIAjFR2RkJDt27GDHjh3I5XIsLS1JTEyU0qiXLFmSiRMn6k3SIAiCIAhvm0LJjzd//nw8PDxIT09HLpfTsmVL2rRpY3D9gQMHYmFhgUql4vfffy+MKgiCIAivSatWrXjvvfdwcXGhVKlSJCcnY2pqiqOjI/3792fFihVUr169qKspCIIgCIWiwEkabt++Te3atcnIyKBu3brs2bMHFxcXDh48SL9+/ZDJZHpTkPbp04fDhw/j7u7Otm3bClIFQRAEQXjjSRoyE2OQhMzE+SBoiXOheMopSUOBW5BWrlyJSqWiVKlSnDhxAhcXl1yVa9KkCWq1muvXrxe0CoIgCIIgCIIgCIWiwAHSqVOnpBnm8zIRXpUqVQD0zs4rCIIgCIIgCIJQFAocIGkDnCZNmuSpnHZCwcwzyAuCIAiCIAiCIBSlAgdISqUSABMTkzyVi4+PBwzPvC4IgiAIgiAIgvCmFThAKlu2LACPHz/OU7lr164B5KlbniAIgiAIgiAIwutU4ACpfv36qNVqTpw4kesy6enp7N27F5lMRosWLQpaBUEQBEEQBEEQhEJR4ACpV69eAPzxxx/4+PjkqszUqVMJDw8HNOm+BUEQBEEQBEEQigOjgm5g2LBhzJw5k6dPn9KvXz+2bt1Kjx499K4bHR2Np6cna9euRSaTUbNmTfr161fQKgiCIAjCG/fkyRP8/f25ceMGqampGBsbU7lyZZydnalfvz6mpqZFXUVBEAQhHwocIJmamrJ9+3bc3NyIjY2ld+/e1KhRg/Lly0vrfPvttwQFBXH27FmUSiVqtRpzc3N27NhR0N0LgiAIwhujVqs5duwYGzZs4MyZMwbXK1OmDIMGDWLUqFHY29u/wRoKgiAIBSVTq9XqwtjQsWPH+Oijj4iOjkYmk+ldR7ur0qVLs3fvXjp27FgYuxYEQRAEIiMjX+v2nzx5wjfffIO3t7fO+yZGYGMFqWkQk6hbpkSJEsycOZPBgwcb/G4U/n1sbGxQKBSoVCpiYmKKujpCERLnQvFka2ub7fICj0HSevfddwkKCmLcuHGUKVMGtVqd5adUqVKMGTOGoKAgERwJb63r16/Tu3dvevfuXdRVyZdly5bRu3dvli1bVtRVeeuPpfDfERgYSKdOnaTgyNYaxvaEE9Ph1k8QsBRurITAZbDuS+hYV1MuPj6er7/+mrFjx6JSqXK9P7VazcWLF5k+fTrdunWjevXqVKhQgTp16vDxxx/z119/ZVve19eXjz76iJo1a1KpUiVat27N4sWLSUlJyfNnv3v3LsuWLaN///7Url0be3t7nJ2d6du3Lzt27CAjI0NvOZVKxfz586lfvz4ODg60b9+ew4cPG9xPUFAQ5cuXZ/r06XmuoyAIQmEqtBakVwUHB/PgwQNevnyJlZUVFStWpEGDBsjlhRaTCUKRuH79Op6engAcOnSoiGuTd8uWLePUqVN06tSJcePGFWld3vZj+V/3/PlzKWAYNGhQEdfm9bUg3b59m+7du/Py5UsAhnWCKf3B0iz7chdC4Ztf4GGE5vXQoUNZvHhxrvZ55swZ3n//fQDkcjmOjo5YWFhw7949EhM1zVTffPMNkydPzlJ23759jBkzBpVKhb29Pba2toSGhpKWlkbDhg357bffsLCwyFU9VCqVTpf5ChUqYGdnR3h4OBERmg/WoUMHtm7dipmZ7gGZOXMmK1aswMrKisqVK3Pr1i1UKhVbtmyhW7duWfbVs2dPHjx4wMWLF7GysspV/Yor0WogaIlzoXh6Yy1Ir6pduzbdu3dn0KBB9O7dm0aNGongSBCKARsbGxwcHLCxsSnqqghvuRcvXrBr1y527dpV1FV5bdLS0hg9ejQvX75EJoOlI2DeRzkHRwAta8KxadCwmub1li1bcv0gQK1W4+joyIIFC7h58yYXL17k1KlT3Lp1i7FjxwKwZMkSvLy8dMo9evSIcePGoVKpmDZtGoGBgZw6dYpLly7h5OREQEAAM2bMyPXnV6vVlCxZkm+++QZfX18CAwM5efIkwcHBrFu3DnNzc06fPs28efN0ykVFRbFu3ToqVarEpUuX8PHx4ddff0UmkzF//vws+9mzZw+XLl1i2rRpb31wJAjC2y9PEUujRo1o3LhxrtN5C4JQ/AwbNoyffvqJYcOGFXVVBKHY+/nnn6WJzcf3hQ/b5K18KUvY+jWUK6V5PWnSJOLj43Ms16hRI86fP88nn3xCqVKlpPdNTEyYMmUKnTt3BmDr1q065VauXIlSqaRDhw6MGTNGGvdUqVIlfvzxR6nMixcvclV/hUKBn58fkydPpmrVqjrL+vbty/jx4wGydLULCQkhJSUFd3d37OzsAGjVqhXNmzfnxo0bJCQkSOsmJCQwc+ZMmjdvTv/+/XNVL0EQhNcpTwHS1atXuXr1KrGxsQbXqVatGtWrV+ePP/4ocOUEQRAEoaikpaXx888/A1CnMnylfwaLHJW20rQ6gaYb4O7du3MsU6JECYyMDCea7dChA6AZH6SlVqs5evQoAIMHD85SplmzZjg7O5OWlsbx48dzVXeZTKYToBmqx8uXL3W6OGq735UtW1Zn/XLlygHoBIkLFiwgMjIySyuUIAhCUSlwmu9XPXjwAJlMRlJSUmFvWhBem6dPn/L7778TGBhIZGQkarUaW1tbnJ2dad++PY0aNcrVdtLT07l+/Tp+fn6EhoYSGRlJfHw8VlZWODs74+bmRvPmzQ2Wf/DgAQcPHiQoKIjo6GjkcjklS5akfPnyNGzYkHfeeQdra2udMsHBwfz+++/cvHmTly9fYmxsTMmSJXFwcKBRo0a4ubnpzMeSmzFI9+7d4/Dhw1I9jI2NKVOmDK6urnTo0IFatWpJ62ZkZBAaGoqvry83btwgIiKC2NhYLCwscHR0pGPHjnTo0KHQu9h6eHgQFBTEwIEDGTBgAAcPHuTPP//k2bNnWFlZ0bhxYwYPHkzp0qUBTQayvXv3EhgYSGxsLHZ2dri5udGnTx+DdVOr1fj4+ODt7c29e/dITk6mZMmS1K5dW5rSQJ+RI0fy4sULxo4dS7t27di/fz9nzpzh+fPnmJqaUrt2bQYNGoSjo6PBzxcXF8dvv/2Gr68vz58/BzQ3l82aNaNv376UKFHCYFmVSsXp06c5e/Ysd+/eJTExEWtra8qXL0+zZs3o2LEjNjY2PH36lNGjR6NWq1m6dCnVq1c3uM3PP/+c8PBwPvroI/r37y99Rq1XE20MHDgwy7ikiIgIDh48SEBAABEREWRkZFCuXDmaNGlC3759i123z5MnT/Ls2TMAxvQAI0X+t9W1IdR0gNBw2Lx5MyNHjixQ3bTJFjKP+3n8+LF0rhi6zjRr1ozbt2/j7+/P0KFDC1QHAKVSKf1ubm4u/V6xYkVAN4ADuHPnDkZGRtLf+tatW6xfv56hQ4dSt27dAtdHEAShMBR6gCQIb5sTJ07w888/k56eDmi6sJiYmBAeHs7jx4+5fPkyO3fuzNW2QkJCmDZtmvTa2NgYIyMjXr58ia+vL76+vnTv3p3Ro0dnKevv78+cOXOkemjLvnjxghcvXnDt2jWqV69OgwYNpDJeXl6sWrVKSqFvYmICwLNnz3j27Bn+/v40btyYChUq5Pp47Nixg927d0vb1N6APXr0iEePHhEaGip11QHNTe93330nvTYyMsLY2Ji4uDgCAwMJDAzk/PnzTJ48GYWiAHeYBmjHWly/fl36/NHR0Zw8eZKgoCAWLlzI06dPmTFjBgkJCVhaWpKenk54eDgbN24kMjKSUaNGZdluamoqCxYs4PLly4BmoLy5uTlRUVGcPXuWv/76i6FDh0oD6fVJTk5m0qRJ3LlzB2NjY2QyGfHx8Vy6dImrV68yd+5cnJ2ds5S7d+8e06dPl5ICaAPchw8f8vDhQ/744w+mT5+uN8CKiYlhzpw53Lp1C9C0AFhaWpKQkEBwcDDBwcEoFAr69OmDvb099erVk8aVGAqQbty4QXh4OHK5nE6dOgFgbW1NUlKS1FXq1VaGzDfLAOfOnWPp0qWkpqYCSMcjLCyMsLAwTp06xdSpU3FxcTF4PN+0c+fOAWBlBt1y94zEIJkM+reGWXsgNDSU6OhoKXjPK7VaLY1latasmfT+vXv3AM35kjmxQmZVqlTRWbegDh48CECtWrV0gnZXV1fKli3L9u3b6dKlC40bN2b79u0EBQXRtm1b6boyefJkrK2t8fDwKJT6CIIgFAYRIAn/aRcvXmTVqlUANGnShMGDB0s3iUlJSfj5+XH27Nlcb8/ExIT27dvToUMHnJycKFmyJKC5afXy8mLnzp0cPXqUevXq0apVK52y2iCtSZMmDB8+XHoCm5ycTFhYGD4+PjqZp5RKJRs2bECtVtO5c2cGDRokdWdJTEzk3r17nD59GmNj41zX/9ChQ9KA+44dOzJgwAAcHBwATYvGhQsXCA0N1SmjUCho0aIFHTp0oGbNmtjY2CCTyUhISOD06dNs3bqVy5cvc+jQIfr165fruuTW0aNHMTExYerUqTRu3Bi1Wo2vry9Lly7l6dOnbN++HX9/f2rVqsWoUaMoX748SUlJbNq0iePHj3P48GG6detGpUqVdLa7adMmLl++jEKhYNiwYXTr1g0zMzOioqLYvHkzp0+fZvPmzVSsWNHg0/odO3ZgYWHB9OnTqV+/PjKZjJCQEBYvXkxkZCRr165l4cKFOmUSExOZPXs2L1++pEKFCowZM4Y6deoAmqx/K1as4NmzZ8yZM4fly5frnBNpaWlScGRpacmwYcNo27YtlpaWqNVqHj16xKlTp3RaIbt27UpgYCA+Pj4MHz5cCjIzO3nyJKD5P1KmTBlAkyAgcxbCLVu2GPwbhYSEsGjRItRqNf369aN79+7Y2dmhVqt5+PAhmzZtIiAggLlz57J69epcZ1h73bRjj+pW0cx1VFCNMsWfgYGB+Z7uYuvWrdIDgc8++0x6XxtQW1tbG5xzSRvIZtdVPrdCQkLYuHEjAGPGjNFZZmFhgaenJ+PGjeODDz6Q3re0tJSSRBw8eJAzZ86wZMkSqV5paWlERUVRunRpveeiIAjCmyACJOE/S6VSsW7dOkDTHWXy5Mk6Xa0sLCxo164d7dq1y/U2a9SoobfblY2NDR9++CFqtZodO3Zw5MgRnQDp5cuXUleer776Sqerkbm5OS4uLlmerD98+JDk5GTMzMwYM2aMTuuMpaUldevWzVOXlfj4eLZt2wZo0u1++umnOsutra3p2rUrXbt21Xnf1tZW79NfKysrevbsiaWlJUuXLuXIkSOvJUBKTEzE09NTCiIAWrRoQb9+/dixYwfHjh2jQoUKeHh4SMfIwsKC0aNHExgYyNOnTzl37hwDBw6UykdEREhjOYYNG0bfvn2lZWXKlOHrr78mNjaWgIAAtmzZYjBASk1NZdGiRToteK6urnz55ZfMmDGDmzdvEhERoTNO48iRI0RGRmJmZsbMmTOlAe4AdevWZcaMGXz11Ve8ePGCY8eO6bRgeXt7c+vWLYyMjJg+fbrOuSiTyahSpQqffPKJTh1btGhByZIliY2N5cKFC7Rv315neVJSktSS8s477xj4K2Tv559/RqVSMWLECPr06aNTJ0dHR6ZMmcK3337LgwcP8PLy0jnemW3bto0dO3YY3I+7u3uhphvXjqOpapfDirnkWO6f3xMSEvLVpfDKlStSUDpz5kyd7r/aMUtmZmYGt619PzU1tUBdGl++fMnIkSNJTU3l3Xff1QnUtMaMGYOTkxObN28mIiICFxcXxo4dS40aNUhKSmLmzJk0adJESiYxdepUVqxYQWJiIpaWlowZM4bZs2e/lRPsar9L5HJ5ses6KrxZ4lx4O4kASfjPCgwMJCIiAplMxogRI95IGvqmTZuyY8cObt68iUqlkm7Yzc3NkcvlZGRk8PLly1xdRLVP2dPT00lISJBaq/Lr3LlzpKSkYG5uzpAhQwq0rcyaNm0KaFJCR0VFSS0QhaVmzZo6wZFWgwYNpJvpvn37ZuneJ5fLqVu3Lk+fPuXhw4c6y86fP09GRgZWVlb06JF1ZL5MJsPd3Z2AgADCwsK4f/++3u5urVq10tu9sUGDBhgbG5OWlsbDhw91AiRtMNKpUyed4EjL3t6eTp06cfz4cc6ePZslQAJo27atwfFRrzIyMqJz587s378fLy+vLAHSmTNnUCqVlC5dmiZNmuRqm5ndvXuXe/fuYW5uTvfu3fWuY2xsTKtWrXjw4AFXr141GCAlJiZmm30tKSmpULtxaruZFtb9+aubyWtd79+/T58+fUhJSWHQoEFMnDhRJ3jQXhNSU1MNbjstLQ3QXHPye6yUSiXvv/8+t27dwtXVle3btxvcVo8ePfT+H5o/fz5hYWHs2bMHY2NjZs+ezfz58+nZsycffPAB+/fv54cffqBEiRJSQPg2kslkr6VrsfD2EefC20UESMJ/lrarWMWKFQ3218+PxMREjh49ip+fH48fPyYpKQmVSqWzTmpqqjRwHjRjBlxdXbl+/TrTp0+nR48eNG7cmKpVqxq8oNrb21OhQgWePHnChAkT6NGjBw0bNqRSpUr5euKqPR61a9fOcxen1NRUvLy8uHjxIo8ePSIhIUEaS5VZdHR0oQdI2jEVr8ocML6anlhL260nc8ph+Gdgee3atQ12UaxRowbm5uYkJydz9+5dvQGSvvFFoLkxtra2JioqSmff2oAJoF69enrLAtSvX5/jx4/z4MED0tPTMTIyIj09nTt37gD/BKW51bVrVw4cOEBQUBDPnj3T+f+g7V7XsWPHfH25h4SEAJpzZMSIEQbX045N0rba6GNpaak3aNSysLDI8n+tIGxtbbl37x6Powpne2GZ5rEtU6ZMnur67Nkz3nnnHZ4+fUr37t3ZsGGDTlptQLqevHz5kvT0dL3XgagozYcpVapUvo5Veno6AwYMwMfHh6pVq3Ls2DGsra3ztK27d++yePFihg0bRpMmTUhJSWHx4sU4OTmxf/9+5HI5gwYNonbt2ixevJjx48dnm9GvOJLL5chkMtRqdZa/k/DfIs6F4imn77O364ojCIVI21//1TS0BfH48WOmTJlCdHS09J6ZmRlWVlbIZDIyMjKIi4sDNFmoMo8F+eqrr5g1axZhYWFs27aNbdu2SRnPWrduTceOHXVu1hUKBd9++y3z5s3j2bNnbNiwAdDcRNapU4d27drRunXrXLeM5fd4xMTEMGXKFMLCwqT3TExMKFmypHSDpt125oxXhcVQa1vmz20oTbF2nVdv7rTjM7IbRC+TyShdujTh4eEGx3NkF2hqL86Z952QkCB9gWYXSGqXZWRkEB8fj42NDfHx8dK28vo3zJys4Y8//pBaEB88eMDt27eRyWT57l6nnTlepVJJ50F2sjtHhgwZkm3rZmRkZKHOVO/q6srly5e5/gBUGaAoYCPz1fv//F6tWrVc1zUmJoY+ffpw9+5dWrVqxZo1a7IE9YAUPCqVSkJCQrC3t8+yjvZBSOXKlfN8rNRqNV9++SWHDh2iXLly7NmzB3Nz8zxvZ8yYMZiamjJx4kRiYmIIDg7m5cuX9OvXT+f/Utu2bdm4cSO+vr7UrFkzT/soajY2NigUCjIyMgr1nBTePuJcKJ5sbW2zXZ6vACk3T6ffxj7DglBQy5cvJzo6mvLly/Pxxx9Tr149nVnhnz59KvXV13bf0SpfvjzLly/H398ff39/goODefToEQEBAQQEBHDgwAHmzJmjc9Pu7OzMmjVruHjxIgEBAYSEhPDkyRMuXbrEpUuXOHToELNnz9ZJ813YNmzYQFhYGNbW1gwfPpxGjRrpBCQqlUoae/TqZ35T8ns9KsrrWG73XVh11CZr8Pb2xt3dHYVCIbUe1alTJ0+ZEDPTBnzOzs4sXry4UOr6pjRv3pyNGzcSkwinr0Pn+gXb3oGLmn+rVKmS61brhIQE3N3dCQkJoWHDhmzfvj1LhkCtihUrYmdnx4sXL7h06ZLerorarIyNGzfOc/0nTZrE3r17KV26NPv27cs2Tb0hXl5enDx5kjlz5ugklQF0rpWZXxdGQglBEIS8yNfzMG1/fn0/oLkJym6dzD9vW7O58O+hbXnIrktPXkREREhPZ7/55htatWqV5Qs/pyfoCoWCZs2a8fnnn7NixQq2bt3Kp59+irm5OeHh4axfvz5LGRMTE9q1a8fYsWNZs2YNv/zyC4MHD0ahUHDz5s1cpyjPz/FIT0/n4kXNXd+nn35Kp06dsrTW5KbVoLjRds/TdkfSR61WSy2FBR3/pWVlZSW1amWedPNV2nrJ5XLpHLO2tpaup/k5p7XJGqKioggICCAtLY3Tp08D+U/OAP+03oWHhxdq97c3oXv37lL9Vx+DgsT3F2+C/99TAuV2jJ9SqWTo0KH4+/tTs2ZNdu/eneWakplMJpPG+2zfvj3L8suXL3P79m2MjY2zJFvJyZw5c9i4cSNWVlbs3r07Xy06SqUST09PatWqxfDhw6X3tZkyHzx4oLO+9nVhd8sVBEHISb47DKjVar0/MplMeqJpaJ1XfwShKGi/4B8/fixlkCuIzDe0huaTCQwMzNM2ra2t6dmzp5Rh7fr16zmWsbW15cMPP5RugHJTBpAG9QcHB+d6oufY2Fhp7Ei1atX0rpPXz1wcODk5AZpjoR3U/qpbt26RnJwMGP5755WxsbE0pkqbYlof7TGtWrWqFBQpFAqp3r6+vnnet5GRkTTHkXY8WXx8PJaWlllS0mtlbr0ydC3XTiqclJREQEBAnutVlMzNzfn4448BuHATtp3O33aSlDBekw0bS0tLBg8enGMZlUrFp59+ytmzZ6latSp79+7NVfKWL7/8EhMTE06fPs3KlSulv0tYWBhjx44FNAFauXLldModOnSIRo0a6U2o8NNPP7Fs2TLMzc3Zvn27zlxsebFy5UoePHjAvHnzdB6O2tvb4+DggJeXFzdu3AA0//e8vLyws7MzeG0RBEF4XfIcIOUU1IjAR3hb1KtXj7Jly6JWq/UOeM4rS0tL6fdXn4SCJkHB4cOH9ZY1dBOupe0il3m9/JTJTuvWrTEzMyM5OVlK950TCwsL6Sb51UxwoJnDae/evbnaVnHSsmVL5HI5CQkJHDlyJMtytVrN7t27AahUqVK+uhoZ0qZNGwD+/PNPvRnbnj17xp9//gloxmhkpg1wzp49y82bN/O8765duyKTyfDz8+PAgQMAtG/f3uB8NJnHWGm7Sb3K2dlZSpKxceNGKajUR61W6x1bU5S+/vpr6e87dYemq11epKTBZ6vh3nPN6+nTp+dqjNjBgwelVPNyuZwRI0ZIGeEy/2RuiQFN970lS5Ygl8uZMWMG9evXp1OnTjRv3pw7d+5Qv359ncmstRITEwkLC+Pp06c67z979kxa38rKijlz5uitR48ePXj+/LnBz/P48WOWL19Ov379aN26tc4ymUzGhAkTUCqVuLm50b59e9zc3FAqlUyYMOGNZBgVBEHILE9XnYyMjEL/edu6XAj/HgqFgpEjRwJw6dIlZs+erTO7fFxcHOfOnWPu3Lm52l7FihWlQX/Lly+XtpWRkUFgYCAeHh4GHxyEhoYyduxYDh8+zJMnT6T1VCoVvr6+Uje5zOMGzpw5w3fffYeXl5dOl6rU1FT+/PNPjh07lqVMdkqUKCE92T58+DDLli3jyZMn0vKYmBj++OMPVqxYIb1nbm4utcRt2LCBoKAgqe63b99m6tSpUlKKt0nZsmWlJ+mbN2/m4MGDpKSkAJpAd9myZfj5+QEwdOjQQt139+7dsbW1JTk5mWnTphEUFCQtCwoKYtq0aSiVSuzs7Hj33Xd1ynbu3BknJyfS09OZPn06x48fl1oD09LSePToEZs3b5YCrFdVqFCBOnXq6GTEc3NzM1hXBwcHqSXgjz/+0LuOTCbj888/x8jIiLCwMCZOnIi/v79O4P7kyRMOHTrEmDFj8tX69TpZWFiwevVqzMzMSE2HYT/CyiOQnouvrttP4YP54P13Y2C3bt0YNmxYrvabOVnFvXv3uHz5st6fq1evZin74Ycf8vvvv+Pm5kZKSgq3bt2iSpUqTJw4kcOHD+s8zMlJamqq9H86IiLCYD0uX76cbYKNqVOnAkiTxL5q8ODB/PDDDzg4OHD79m0qVKjAwoULpRY8QRCEN0kMABL+01q2bMno0aNZu3Ytfn5++Pn5YWJigkKhkJ505/ZmQi6X89lnnzFv3jwePnzIuHHjMDMzIyMjg9TUVEqUKMH//vc/5syZo7f8/fv3Wbt2LaDp7mRubk5iYqLUsuXg4JDlaXFwcDDBwcGAZiySqakpCQkJ0g1NjRo1GDBgQK6PR58+fYiNjWXfvn2cOnWKU6dOYW5ujkqlkrrSvdpaMnLkSDw8PIiMjMTDwwMTExPkcjkpKSmYmJjg6emp94l1cTds2DCeP3/O5cuX2bBhA5s2bZL+JtrjO2zYMIOTxOaXpaUlnp6eTJ8+nfDwcDw8PDAzMwOQgjQbGxs8PT2zZMkzNjZmypQpzJo1i7t377J69WrWrFmDhYUFSUlJ0rmUXbrtbt26Sd0ynZycsu3eZGpqSvv27fH29uaXX35hx44dUmbGXr16SZPC1qpVi8mTJ7NkyRIePnzIjBkzUCgUWFhYkJKSohMsFccEP02aNGHz5s18/PHHJCcnM3cf/HoBhneG7k2gTIl/1k1XQdBD2H4G9p0D5d/Z7jt27MjatWtz/fnc3d1xd3fPd52bNWumdxxSXvdXuXLlQhmnuXHjxhzXGT58eJZrnCAIQlEQAZLwn9e9e3fq1avHoUOHCAwMJCoqCplMRqVKlXBxcckycWZ2mjdvzty5c9mzZw83b94kNTWV0qVL06hRI/r372+wxdTZ2ZmJEycSGBjI7du3iY6OJj4+HnNzcypVqkSLFi3o0aOHTja6Zs2aMXbsWK5du8a9e/eIiYkhMTERKysrqlatStu2bXnnnXfyPHfN0KFDadGiBUeOHOHGjRvExMRgamqKvb09rq6udOzYMUvdFy1axM6dO7l+/TrJyclYW1vTsmVL3n//fSpXrpyn/RcX2uDu9OnTeHt7c//+fZKTk7GxsaF27dr07t37taUerl69OqtWreLAgQNcvnxZ6mpXuXJlmjVrRt++fXVSxGdWunRpFi5ciLe3N2fOnOHBgwdSvcuVK0fz5s2zPaebNWuGQqFApVLlKjnD559/jq2tLefPn+f58+dSXV/tcte0aVPWrFnDkSNHuHLlCuHh4SQmJmJubk7lypWpU6cOLVu2lMYsFTedOnXi6NGjjBkzhhs3bnAzHCZt0fw4lAG7kpCaDnefQUrqP+WMjIwYN24cX3/9tcGuioIgCELxIlOLwUKCIAjC365cucL06dMxNTVl8+bNeZ40uChll/mvsKSmprJ582Y2bNggTSisj7GxMb169eKrr76iTp06r71eQvGinftGpVKJuW/+48S5UDy9lnmQBEEQhH8nbWKAtm3bvlXB0ZtiYmLCqFGjGDlyJH5+fvj7+3Pjxg1SUlIwNjamcuXK1KhRgzZt2hTqJNSCIAjCmyMCJEEQBAHQJP64fPkyMplMGj8k6CeTyWjatClNmzYFxFNiQRCEfxMRIAmCIPyHRUZGMmHCBFJSUqRxQ127dpXmYxIEQRCE/xoRIAmCIPyHqVQqoqKikMvl2NnZ0aFDBz788MOirpYgCIIgFBkRIAmCIPyHlStXjkOHDhV1NQRBEASh2BDTUwuCIAiCIAiCIPxNBEiCIAiCIAiCIAh/EwGSIAiCIAiCIAjC30SAJAiCIAiCIAiC8DcRIAmCIAiCIAiCIPxNZLETBEEQhHxQq9U8fPiQ0NBQAIyNjSlfvjxVqlTBysqqiGsnCIIg5JcIkARBEAQhl9RqNZcvX2bTpk388ccfvHz5Mss6MpmM2rVrM3DgQAYOHEipUqXeeD0FQRCE/JOp1Wp1UVdCEARBEAoqMjLytW4/JCSEb775Bj8/v1yXMTc3Z+zYsfzvf//D2Nj4NdZOKE5sbGxQKBSoVCpiYmKKujpCERLnQvFka2ub7XIRIAmCIAj/Cq8rQFKr1axevZq5c+eSmpoKgJkJ9G4KLWpAnSpgYwnpKrj/HAIfwO++EBz2zzbq1avHunXrqFat2mupo1C8iJtiQUucC8WTCJCE/5Rly5Zx6tQpOnXqxLhx44q6OgXi7e3Njz/+iJ2dHevXry/q6gjFwMiRI3nx4gVjx46lc+fORV2dYud1BEhqtZpp06bx008/AWCsgK96wsh3oJRlduXA9w58vwOuPdC8V7ZsWQ4cOECNGjUKvZ5C8SJuigUtcS4UTzkFSCKLnSAIgiAYsGLFCik4qlYOjk2D8X2zD44AZDJo5gy/e8LXvTXvRURE0L9/f168eJHjftVqNRcvXmT69Ol069aN6tWrU6FCBerUqcPHH3/MX3/9ZbBsQkICixYtomPHjlSpUoUKFSrQoEEDRo8eTWBgYG4/erZ8fHwoW7YsZcuW5f3339e7jkqlYv78+dSvXx8HBwfat2/P4cOHDW4zKCiI8uXLM3369EKpoyAIQn6JAEkQBEEQ9Lh+/Trz5s0DoFp52D8ZalfK2zaMjWBCP5g1WPP66dOnTJw4kZw6b5w9e5ZevXqxatUqAgICKFu2LDVr1iQhIYEjR47Qr18/qW6ZRURE0KVLF3744QeCg4Oxs7PDxcWFly9f8uuvv9K1a1f279+ftw/xipSUFCZMmJDjenPmzGHx4sXExcXh5OTErVu3GD58OMePH9e7/nfffYetrS3jx48vUP0EQRAKSgRIgiAIgvCKjIwMxo4dS3p6OiZG8MsYsCuZ/+2N6AID2mh+P3LkSLYtKaBpQXJ0dGTBggXcvHmTixcvcurUKW7dusXYsWMBWLJkCV5eXjrl5syZw927d3FycuKvv/7C19eX06dPc+PGDYYOHYpKpWL8+PHEx8fn+7MsWbKE+/fv061bN4PrREVFsW7dOipVqsSlS5fw8fHh119/RSaTMX/+/Czr79mzh0uXLjFt2jSRIl0QhCInAiRBEARBeIWPjw/Xr18H4Ns+4OJQ8G3OcIdypTS/r1y5Mtt1GzVqxPnz5/nkk0900oSbmJgwZcoUaQza1q1bdcqdPHkSgOnTp+Ps7Cy9b2lpyQ8//ECZMmWIj4/n0qVL+foMt27dYtWqVXTu3Jnu3bsbXC8kJISUlBTc3d2xs7MDoFWrVjRv3pwbN26QkJAgrZuQkMDMmTNp3rw5/fv3z1e9BEEQCpOYB0kodhITE/H398fPz4/79+8TFRWFUqnExsaGOnXq0KdPHxwdHXO9vZs3bzJhwgRkMhnr16+nbNmyetdTq9WMGDGCyMhIPv30U3r27KmzPCUlhSNHjnDx4kUeP36cpU7ZZaeKiIhg//79BAQEEBkZiUKhwMHBgdatW9OzZ09MTU1z/XkAlEolV69exdfXlzt37hAZGUlSUhIlS5akZs2a9OjRgzp16ugtu2PHDnbt2kWdOnWYO3cup0+f5sSJEzx69Ij4+Hg8PDxo0aJFjnXInBBj7NixnDhxAi8vLx4/foypqSmurq589NFHODho7ixjYmLYt28fly9fJjo6GhsbG9q3b8+HH36IiYlJlu0XxnkQExPDoUOHuHLlCs+fPyc9PZ0yZcrg6OhI27ZtadmyJXK55jnR8+fPGTVqFADr1q0jNTWVffv2cf36dWJiYmjSpAmenp7Sth89esSBAwek5SYmJlSuXJn27dvTtWtXFApFro790aNHefTokdRi0Lt3b1q1apXj8U9LS2P//v2cOXOG58+fY2pqSu3atRk0aJDB43L37l18fX25du0aL168IDo6GjMzMypVqkSbNm3o1q1btqmoo6Oj2bVrF35+fsTGxlKqVCkaN27Mhx9+yJMnT6Tjc+jQIb3l4+LiOHToEL6+vtLfo3Tp0jRs2JC+fftib2+f4+d+UzZu3AiAtTmMeKdwtlnSQtOSNHcfXLlyhatXr9KgQQO965YoUSLbbXXo0AFvb2/u3r2r835KSgoAVapUyVLGyMiIihUrEhUVhUqlynP91Wo13377LXK5nPnz53PhwgWD60ZERABkud6WK1cOgPj4eKmlaMGCBURGRrJz584810kQBOF1EAGSUOwcPHiQXbt2Sa/Nzc1Rq9W8ePGCU6dOcebMGcaOHUv79u1ztb0aNWpgb2/P06dPOXPmjMEBxUFBQVLw0qZNG51ljx49YubMmdLgarlcjqmpKREREfz555+cOXOG0aNH07Vr1yzbDQgIYP78+SQnJ0ufJz09nTt37nDnzh28vb2ZMWOGwcBNn7/++osff/xRem1mZoZcLicqKopz585x/vx5hg0bxnvvvZftdtauXcvhw4eRy+VYWFhIwUJeLV26lNOnT2NkZISRkRGxsbGcP3+eGzdu8MMPPwAwZcoUIiMjMTc3R6VS8eLFC/bu3cujR490Ag+tgp4Hvr6+LFq0SDruRkZGmJub8/z5c54+fcr58+fZsWOH3u48wcHBrF69GqVSibm5eZZg59SpU6xYsUK6ybS0tESpVBISEkJISAinT5/m+++/z7ar0IYNGzh48CByuRxzc3OSk5MJDg4mODiYfv368cknnxgsm5yczKRJk7hz5w7GxsbIZDKpVeDq1avMnTtXp/VA6+uvv5Z+1+43ISFBqrePjw+zZs3C3Nw8S1nt3yk2NhYAU1NT4uPjOX78OBcvXuSjjz4yWF+AGzduMHfuXKlrl5GREQqFgmfPnnHs2DH+/PNPJkyYQNOmTbPdzpuQmpqKt7c3AO+3Aou8Pb/IlntbWHBAkxL8xIkTBgOknGgDITMzM533a9euzcWLF/H19aVmzZo6y2JiYrh9+zZGRkYGH6BkZ9u2bVy8eJFJkyZRtWrVbAOkihUrAmQJ4O7cuYORkRE2NjaApkVq/fr1DB06lLp16+a5ToIgCK+DCJCEYsfGxoY+ffrQtm1bKlasiIWFBRkZGYSHh7Nnzx58fHxYsWIFtWvXznVQ0b59e3bt2sXp06cNBkg+Pj4ANGjQQKdLS1xcHNOnTycyMpJmzZoxcOBAHB0dUSgUREVFsX//fn7//Xd++uknqlatqpPC98WLF1Jw5OLiwhdffEG1atVQqVT4+vqyatUqHj9+zPz581mwYIHeVgd9LC0t6datG+3ataNKlSqUKFECtVpNREQEBw8e5Pfff2fLli3UrVtX740yaG5cbty4waBBg+jZsydWVlYkJSVJ87zk1qVLl8jIyOCbb76hdevWGBkZERwczIIFC4iJiWHz5s1ERUVha2vL1KlTcXR0RKlUcvDgQbZt28alS5fw9/encePGOtstyHlw+/Zt5s2bR3p6OjVq1ODjjz+mVq1ayOVylEol165d48SJEwYDwjVr1uDs7Mxnn31GlSpVUKvVPHv2DNDc0GmDo8aNG/Ppp59ib29PWloaPj4+/Pzzz4SGhrJ8+XI8PDz0bv/+/fsEBQXRr18/+vfvj5WVFbGxsWzfvp3jx49z4MABXFxcaN26td7yO3bswMLCgunTp1O/fn1kMhkhISEsXryYyMhI1q5dy8KFC7OUa9CgAe3bt6devXqULl0ahUJBSkoKFy5cYNOmTdy6dYstW7bw2Wef6ZRLS0tj/vz5xMbGYmdnx1dffUW9evWQyWQEBwezfPlyfvnlF/0nCPDkyRNmzpxJcnIynTt35r333sPBwQG5XM7Tp0/ZsWMHPj4+LFq0iOXLl0utDEUlNDRU+n/QqmYOK+dRGWtwqaCZIym/GeXUarXUStesWTOdZRMnTuTDDz9k+vTpKBQKunTpgqWlJUFBQcyYMYOkpCS++eYbqWU3tyIjI5k1axaOjo589dVXOa7v6upK2bJl2b59O126dKFx48Zs376doKAg2rZtKwV2kydPxtra2uD/FUEQhKIgxiAJxc67777LiBEjcHFxwcLCAtA87a5UqRLffPMN9evX13nCmxsdOnQA4OHDhzx48CDL8rS0NM6dO6ezrtbevXuJjIykRYsWeHp64uTkJAUyZcqUYdSoUXTr1o2MjAz27t2rU3bPnj0kJydTpkwZZsyYIXXDUygUtGjRgsmTJyOTybh9+zbnz5/P9edp0aIFX3zxBXXq1JG64shkMuzs7Bg1ahRdunQhIyODo0ePGtxGcnIy77//PgMHDpRaOiwsLHSCw9xITEzk008/pUOHDlJrhqurKx9//DEAFy5c4MmTJ3z//fdS1y9TU1MGDBhAvXr1AKRjn1lBzoN169aRnp6Os7Mzc+fOxdXVVQqGTE1Nadq0KVOmTJG2+6qSJUsybdo0qZuSTCaTun9t27YNlUpF9erV8fT0lN43NjamS5cujBkzBoCLFy9y8+ZNg8fMzc2NTz75RDr2JUuW5IsvvpC6N27bts3gMU9NTWXmzJk0atQIhUKBXC7H1dWVL7/8EtB0K9V2ccps5syZdO7cmbJly0rnsJmZGR07dmTixIkA/PHHHyiVSp1yZ86c4fHjxxgZGfH9999LQRloWiymT59OWlqawfpu2rSJ5ORkevXqxdixY6lUqZL097C3t+fbb7+lUaNGJCcnc/DgQYPbeVNCQkKk3+tm7alWYPWqav4NDg7OV/mtW7dy/fp1TExMsgSzbdu2Ze/evdSuXZuxY8fi6upK1apV6dmzJ8+fP+enn35i8uTJed7n1KlTiYmJYf78+bnqEmxhYYGnpyfx8fF88MEHODo6MmXKFCwtLZkxYwagaSU+c+YMnp6e0nUnLS2NZ8+e5flBjSAIQmESLUjCW0Umk9GkSRMCAwPzdHNRoUIFXFxcuHXrFj4+PlStWlVnuZ+fH4mJiZiZmdG8eXPp/YyMDOkG/L333pNuCl/Vvn17jh8/zrVr11CpVCgUCtRqtRT09O7dG0vLrBOn1K5dmwYNGhAQEMDZs2dp27Ztrj9Tdpo2bcoff/yhc6P3KrlcTt++fQu8rzJlytCxY8cs79evX1/6vVu3bnq7m9WrV49r167x8OHDPO0zu/Pg8ePHhIaGAjBs2LBsx9QY0qNHD703gQkJCdJT/w8++AAjo6yXUG1rZXh4OH/99ZfBSUE/+OADve8PGDCAixcvEh4ezv379/WOJ2rVqhUVKlTI8n6DBg0wNjYmLS2Nhw8f5qnbpqurK5aWliQmJnLv3j1q1aolLdN2pWratCmVK1fOUrZ8+fK0bdtWb7AaFxfH5cuXkclk2Xb5bN++vTQux5Bt27axY8cOg8vd3d0ZNGiQweW5lZ6eLv1ua13gzWVR5u/hRQkJCVJXs9y6cuWK1CVVGyS/KioqipiYGGQyGZUrV8ba2po7d+7w6NEjdu3axTvvvJPlGpgdb29v9u3bx/vvv6/TAq+9pmXuMpfZmDFjcHJyYvPmzURERODi4sLYsWOpUaMGSUlJzJw5kyZNmjBmzBhkMhlTp05lxYoVJCYmYmlpyZgxY5g9e7bB625xpn0AIJfL8/w3Fv5dxLnwdhIBklAsPXnyhCNHjhAUFMTz589JSUkhIyNDZ53o6Og8bbNDhw7cunWLM2fOMHToUJ0vXW33uhYtWuj06Q8LC5OyLc2ZM8fgF7W2bikpKcTHx1OqVCmePXsmldW2lOijDZBe7aufk+joaI4cOcLVq1d58uQJycnJeTpG9vb2WFsX/O6vcuXKeruqlSz5T05kfQPGAempceaMVpnl5zzQttqYm5vna5wFYDCouXv3rjR/TXZ/0/r16xMeHs6dO3f0Li9btizly5fXu6x69epYWFiQlJTE3bt39QZIhrpNKhQKrK2tiYqK0ntMVSoVPj4+/PXXX9y/f5+4uDi9LT+vHtN79+4BmoDeEFdXV70B0s2bN8nIyEAmk+mMgXqVNijJbhLVxMTEbJcnJSXluptqdjIH1aqMbFbMJ+02FQpFnup7//59+vTpQ0pKCoMGDWLixIlZrknz5s3Dw8ODmjVrcvXqVek8TUhIYNy4cWzYsIF27doRHBys83/UkJSUFL788kusrKxYtmyZTn21/+9lMpnBz9GjRw969OiR5f358+cTFhbGnj17MDY2Zvbs2cyfP5+ePXvywQcfsH//fn744QdKlCihd4zi2yK7YyP8t4hz4e0iAiSh2Dl//jyLFi3SeYpraWkp3bSkpqaSlJQkDVLOrTZt2rBhwwYiIiK4ceOGdPOcmJiIn58fkLV7XeYbRe3g9JxouydlXr906dIG1y9Tpkyetg+arjkzZ84kKSlJes/c3BwTExNkMhnp6ekkJCRke4xyc3OUG4a65GX+IjD01Ey7jr6MWvk9D16+fAlojmt+k04YOjbav5GJiUm2WcZsbW111n+V9m+uj0wmo3Tp0iQlJRksb6hrIBg+pikpKcyYMYMbN25I7xkbG2NtbS0dp7i4ODIyMrIcU209squ3oXNc+39IrVZLf5vsZNe1ytLSUkoZrY+FhUW+srO9KvM+Hrwo/G52D/+O8cqXL5/r+j579ox33nmHp0+f0r17dzZs2JDlYcGLFy+YOXMmoEkC4urqKm3f3NycVatWceHCBYKDg1m5ciXfffddjvudN28ed+7c4YcffsDe3l6nvtr9q9XqPB33u3fvsnjxYoYNG0aTJk1ISUlh8eLFODk5sX//fuRyOYMGDaJ27dosXryY8ePH622tLc7kcjkymQy1Wp3l7yT8t4hzoXjKKVh9u644wr9eXFwcP/74I+np6dSvX5+BAwfi7Oyskwbay8srxzlE9ClVqhT169fnypUr+Pj4SAHS+fPnSU1NlZZnlvlitnfv3jyn49YqzC4iKpWKxYsXk5SURPXq1fnoo4+oVauWTuaxwMBApk6dmu128hs8vCo3ny2vn/91nge58SaPjT7aVqrCtGfPHm7cuIGpqSlDhw6lZcuWUiCnNXz4cCIjIwt1v9r/QyVLlswyZ09eDRkyhCFDhhhcHhkZSUxMTIH2Aeik7L/2oPADpGt/9yh1dXXNVX1jYmLo06cPd+/epVWrVqxZs0ZvC+Hp06dJSUnB0tISZ2dnvdtu3rw5wcHBXLhwIVf79vX1BWDhwoUsWrRIZ5k2kP7rr7+ksXgnT57MMQHEmDFjMDU1ZeLEicTExBAcHMzLly/p16+fzkOBtm3bsnHjRr0Z+Yo7GxsbFAoFGRkZhXJOCm8vcS4UT69+/71KJGkQihV/f3+Sk5MpUaIEU6ZMwdXVNcscObl5Cm2ItoXo3LlzUtcibfe6tm3bZnmikLl15NGjR3naV+ZWiKioKIPraZfltkUnNDSUiIgI5HI5U6ZMoVGjRlnSMhfkGBUHBTkPtH+z/M71kh3t3yg1NVVKV62PNsgw1IUxp+6h2s9WWK18oLmJBfjwww/p1atXli8HlUpFXFyc3rLaemRXb0Nf/Nq/R2xs7FtzXlaqVEkav3UioHC3fe0BhP99OWjYsGGO6yckJODu7k5ISAgNGzZk+/btetOwa9fNrVcTceQkMjKSiIgInR/t/4HU1FTpvZz+z3l5eXHy5EkmTZokHePExESALOMUta/z0rouCIJQGESAJBQr2sxbFSpUMNhak9/UuPDPGKOEhAT8/f2JiooiKCgIyNq9DqBq1arSzYj2BjO3ypcvL33BZ1dn7bLq1avnarvam++SJUsa7PKU3UD3t0FBzgPtk+bk5GSd7mSFoXr16lKrUHZ/0+vXrwPg5OSkd/mLFy94/vy53mV3796Vbhhze07khva8MTShcUhIiMHubdoy2SVG0f4/elXmJ/95ydRYlGQyGf379wfA+9o/XeIKw+ZTmn9NTExyTJKiVCoZOnQo/v7+1KxZk927d2c7t5b275SYmMiVK1eyLE9PT5f+Brk9t7Zs2ZIlMNL+LF++HIB27dpJ7+lL4pH583h6elKrVi2GDx8uva9tcXo1w6j2dXZdOwVBEF4HgF2zqQAAjZlJREFUESAJxYo2K9KTJ0/0Dh4PCAiQbj7zI3OWujNnznD27FkyMjJwcHDQO/BdoVDQqVMnAI4ePZpjtrXMrQoymUyax+bw4cM644W0QkNDpWCmXbt2ufoM2vEnL1++1PtE/sGDB5w5cyZX2yquCnIeODg4SDflmzdvzjb9dF5ZWVlJE3v++uuvOuOjtM6ePUtYWBhAtlkJ9+3bp/d9bap4BwcHvQka8kt73ug7h1UqVbZpxVu2bAnA5cuXefz4cZblz58/5+zZs3rL2tjYSJO/7t69O8fWs7y0grxO2jT1ajVM26n5t6CuPYA9f2e079WrV7ZZBlUqFZ9++ilnz56latWq7N27N8cMWPXq1ZMSjHz11Vc6DwgSEhIYP368lMREGwBqHTp0iEaNGulNqFBYVq5cyYMHD5g3b57OmCJ7e3scHBzw8vKS6hwcHIyXlxd2dnYGg3pBEITXRQRIQrHSoEEDZDIZ8fHxLFmyRLqZUiqVnDx5kvnz52c7OD43tC1Fly9f5uTJk4AmxbAh7u7u2NnZoVQq8fDw4MSJE9ITftB0LfLx8WHatGls3rxZp2z//v0xNzcnMjKS77//nvv37wOacRmXLl1izpw5ZGRk4OzsLN2E5qRWrVqYmZmhVqtZuHAhT548Af55Ovz999/rZOJ7GxX0PBg5ciRGRkbcvn0bT09PgoODpbEw2tbDOXPm6A1aczJkyBAUCgV3795l7ty5PH36FNDM3+Lt7c2KFSsATVDh4uKidxsWFhacOHGCzZs3SwFBXFwcP/30k/SEf/DgwXmuW3a03bl2797NxYsXpa5Qjx8/ZtasWdy+fdvgedOuXTscHBxIT09nxowZXLt2TRonFRISwvTp07NNpz5ixAgsLS2JiYlh4sSJ/PXXXzpdvCIiIvDy8mL8+PEcOXKksD5ygTg6OvLRRx8B4HX1n8Amv5KUMG69JoOdmZkZ48ePz3b9gwcPSvOYyeVyRowYIWWEy/yTuSVGJpOxatUqSpUqxe3bt+nYsSONGzemQ4cO1K5dm+3btwOayVlfHW+ZmJhIWFiYdD4XtsePH7N8+XL69euXZQJkmUzGhAkTUCqVuLm50b59e9zc3FAqlUyYMKHQxgQKgiDklkjSIBQrDg4O9O3blwMHDnDu3DnOnTuHpaUlKSkpqFQqqlWrRpcuXVi7dm2+99GgQQNKlixJbGys9KRfX/c6LWtra2bOnMmcOXMICwtj1apVrF69GisrK9LS0nQyfrm5uemUtbOz47vvvmPevHncunWLsWPHYmFhQXp6utSdycHBge+++y7X6T+trKwYNmwYP//8M9evX2f06NGYm5uTlpZGeno6dnZ2DBkyhCVLluTxyBQfBT0PXFxcmDBhAkuWLCE0NJTvvvsOY2NjTExMdILb/GQUcnZ2ZsyYMaxcuRI/Pz/8/PywtLREqVRKLUo1a9bkq6++MriNatWqUb16dX799VcOHDggpfXW1qdPnz60adMmz3XLzpAhQ7h69SqxsbHMnTsXIyMjTExMSEpKQi6X89VXX7Fz5069mQ+NjY2ZNGkSnp6ePH/+nClTpmBqaopcLic5OZlSpUrxySefsHLlSr2BUoUKFZgxYwZz587lxYsXLFiwALlcLh23zF37mjVrVqifuyBmzJjBqVOnCA8PZ+ImsLECtwZ5306SEoavgNBwzevJkycb7H6plTmAvHfvnpRq/VWVKlXSeV2/fn3Onj3L6tWrOXXqFI8ePeLp06eUKVOGzp07M2LEiEI/t3JDmzRGO0nsqwYPHoxSqWTNmjXcvn2bihUr8sUXX0gteYIgCG+SCJCEYueTTz6hUqVKHD16lEePHpGRkUGlSpVo3bo1/fr1M9iVJ7cUCgVt27bl8OHDgOZm1tCcNFoVKlRg2bJleHt7c/78ee7fv09CQgLGxsZUrFgRFxcXWrRooXfSxoYNG7Jq1Sp+/fVXAgICiIyMxMjIiOrVq9O6dWt69eqV5+x4PXr0wNbWlgMHDnDv3j1UKhXlypWjefPmfPDBB1JL1dusoOdBy5Yt+emnnzh48CBXrlyRBpBXqFCBatWq0aZNm2zTZWenc+fOODs7c+DAAa5du0ZMTAympqY4OTnRoUMH3NzcckxLPGLECKpXry513TQ1NaVq1ar06tXrtdzAlitXjiVLlrB9+3YCAgKIj4/HzMyMBg0a0LdvX2rWrMnOnTsNlq9atSrLly9n165d+Pn5ERsbS4kSJWjfvj0ffvght27dAtA7ITJogtbVq1dz4sQJLl26RFhYGImJiZiamlKlShVq165NixYtsp1f6k0rUaIE69at4/333yc5OZkRK2BcL/hfTzDO5bdncJim5Sjo7xwv3bt357PPPsuxnLu7O+7u7vmqd/ny5Zk5c6aU8js38rO/vJTZuHFjjusMHz5cp0VMEAShqMjUryOfrCAIgpDFjh072LVrF3Xq1GHu3LlFXZ1CtW3bNvbs2UPdunWZM2dOkdShsFOUa/31118MGTJEan2sVRFGd4NezcDMQM/C2081CRm2/glpfyd2e/fdd1m7du1b3wVWyJk2tbNKpRKpnf/jxLlQPOWU5lu0IAmCIAgFEhcXh5eXF5C71NVvmzZt2nDixAm++uorAgICCHkMY9fD1O3QsJpmnqRSVqBSwd3ncP0BhGTKZWFiYsKECRMYM2bMWzfhqSAIwn+RuFILgiAIOfLz8+P69et06NCBihUrYmxsTHp6OtevX+eXX37h5cuXlChRgnfeeaeoq/pa1KhRg6NHj7J+/Xp+/vlnHj9+TFwy+NzQ/Ogjl8vp2rUrkydPplatWm+2woIgCEK+iQBJEARByFF8fDwHDhzgwIEDyGQyrKysSE5OlhJTaDOzFebktsWNkZERo0ePZtSoUXh7e3Py5EkCAwMJCQmRkltUqFCBevXq0ahRIwYMGCDN8SMIgiC8PUSAJAiCIOSoTp06DBw4kGvXrvHixQtiY2MxMjLC3t6eBg0a0Lt3b8qVK1fU1XwjFAoFbm5uOlkrra2tMTY2JiMjQ4wzEARBeMuJJA2CIAjCv8LrStKQG2IgtpCZOB8ELXEuFE85JWkQs68JgiAIgiAIgiD8TQRIgiAIgiAIgiAIfxMBkiAIgiAIgiAIwt9EgCQIgiAIgiAIgvA3ESAJgiAIgiAIgiD8TQRIgiAIgiAIgiAIfxPzIAmCIAiCIOSTSqXizJkznDt3jsDAQO7du0dqaiomJiZUqVIFV1dXmjZtSteuXTE1NS3q6gqCkAtiHiRBEAThX0HMgyS8SSkpKWzYsIGNGzfy8OHDHNcvU6YMgwcP5ssvv6R06dJvoIZCcSCuDcVTTvMgiQBJEARB+FcQAZLwpvj7+/O///2PW7duSe/JjUwo6VibUlVrYWRuhSpVSVzYLV7eu056cqK0XtmyZVm0aBHdu3cviqoLb5i4NhRPOQVIooudIAiCIAhCLm3dupXx48eTkZEBQKnqdXHuOYJKbftgZGaRZf0MVTpPfU9y5/AvPL96hoiICIYNG8YXX3zB9OnTkclkb/ojCIKQA5GkQXitRo4cSe/evfH29s5X+R07dtC7d288PDwKuWZvn2XLltG7d2+WLVtWqNu9fv06vXv3pnfv3oW63cLyuj638GY9f/5cOs+eP3+us8zb25vevXszcuTIIqqdIOTOli1b+Oabb8jIyEBhak7Dz+bwzlIvHN9x1xscAcgVRji0eJf2s/fSymMjpqU0T65Xr17NlClTEB15BKH4+Ve1IKWlpeHj44Ofnx937twhLi4OlUpFiRIlqFq1Kg0bNqR9+/aUKlVKp9yOHTvYtWuXzntyuRxzc3MsLCyoUKEC1apVo3nz5tSuXTvHemRkZODj48Pp06e5d+8eCQkJmJiYUK5cORo0aECvXr0oW7ZsYX70t05CQgKHDh0CoHfv3lhZWRVxjQQhqx07dgDQuXNnypUr98b26+HhQVBQUL7Kjh07ls6dOxdyjQRB8PPzY8KECQCYlrKl/aw9lHJ0zdM2KrbqTpmajTkzdQCxD0NZu3YtdevWZeDAgTmWPXr0KN7e3ly9epVnz54RExODubk5NWrUoE+fPnzyySeYmJjoLevr68vy5cvx9fUlMTGRypUr89577/Hll19iZmaWp88QGBjIgQMH8Pf3JywsjKioKORyOZUrV6Zz58588cUX2NnZZSmnUqlYuHAhO3fuJDIyEicnJyZMmEDPnj317icoKIguXbowevRopk+fnqc6CkJB/WsCpICAAFasWKHTB93ExAQTExOio6OJjo7mypUrbNu2jY8++kjv03K5XI61tbX0OiUlhYiICCIiIqQLQpUqVfjqq69wcXHRWw+lUsmcOXO4evWq9J6FhQUpKSk8ePCABw8ecPz4cTw8PGjQoEGhff7iqnz58hgbG2NhoftkLTExUQpKO3fubDBAsra2xsHB4T8fUApFQ3uO1q1b940GSFZWVlke5ACkpqaSlJQEoHc5YPAGSRCE/EtOTuarr76SWo7yExxpmZcuR/vZe/njm3dJiniMp6cn7du3x97ePttyq1at4vLly5iamlK+fHkqVKjA8+fP8fX1xdfXl7179/Lrr79SsmRJnXL79u1jzJgxqFQq7O3tqVChAqGhocyfP58TJ07w22+/ZfmOzs6RI0dYtWoVCoUCOzs7atSoQWxsLLdv3yY0NJSdO3eyd+9e6tWrp1Nuzpw5rFixAisrK5ycnLh16xbDhw9ny5YtdOvWLct+vvvuO2xtbRk/fnyu6yYIheVfESD5+PiwbNkyVCoV5cqV44MPPqBp06ZSlhilUklQUBCnTp3i3LlzXLx4UW+AZGtry/r163XeS0tL4+7du1y6dInjx4/z8OFDJk6cyPjx42nTpk2WbezZs0cKjtzd3enZsyclSpRApVJx7do11qxZw9OnT1m0aBEbNmz416f8nD17doHK9+zZ0+DTJUH4tzLUpdTb25sff/wR0HT1EQThzVi/fj137twBoN7HU/MdHGmZ2djRdOxSfKb0Jy4ujtmzZ7Nq1apsywwZMgQPDw+aNWuGsbGx9L6fnx8jRowgMDCQOXPmsGDBAmnZo0ePGDduHCqVimnTpvHll18ik8kICwtjwIABBAQEMGPGDH744Ydc171Vq1bUr1+fdu3aUaJECen9sLAwxo4dy9mzZ/nyyy85e/astCwqKop169ZRqVIljh8/jp2dHefPn6dfv37Mnz8/S4C0Z88eLl26xOrVq0UPE6FIvPVjkB49esSKFStQqVTUr1+f5cuX07VrV50UmqampjRu3JgJEyawaNGiHJ/SZGZsbEzNmjUZNmwYK1aswNHRkYyMDJYtW0ZYWFiW9X18fABNq4i7u7t08VAoFDRs2JCJEycCEBcXl+8uNIIgCIIgvBkqlYqNGzcCYONUH6cenxTKdss1aEeVjh8A8Ntvv+WYhdHd3Z3WrVvrBEcATZo0YebMmQAcO3ZMZ9nKlStRKpV06NCBMWPGSAkhKlWqJD1s2bp1Ky9evMh1vTt06ECPHj10giPtNn/++WdkMhmhoaHcvXtXWhYSEkJKSgru7u5S97tWrVrRvHlzbty4QUJCgrRuQkICM2fOpHnz5vTv3z/X9RKEwvTWtyBt27aN1NRUbGxsmDRpEubm5tmu7+TkxJdffpmvfdna2uLp6clXX31FcnIyu3btkvoja2lTOFavXl3vNhwdHaV0j0qlMs910D5BtrOzY/369fj7+/Pbb79x9+5d0tLSqFSpEl27dsXNzS3bzDh+fn4cP36cW7dukZCQgJWVFS4uLrz77rs0btxYbxm1Ws3p06c5deoU9+/fJzExEQsLC6ytrXFycqJ58+ZZWtVGjhzJixcvdMZFvDq+YtSoUTplOnXqxLhx44B/xofVqVOHuXPnAhAdHc3w4cPJyMhg/vz52Y4LmzhxIqGhofTp04cRI0boLEtPT+fkyZP89ddfPHjwgOTkZKytralZsyY9e/akTp06BrebX4mJifj7++Pn58f9+/eJiopCqVRiY2NDnTp16NOnD46Ojnnebubj3KJFC/bs2cOFCxeIiorCysqKBg0a4O7uTvny5XPcVlhYGHv27OHatWvEx8dja2tL69atGTBggN7/X0qlkqtXr+Lr68udO3eIjIwkKSmJkiVLUrNmTXr06FFoxzIjI4OjR4/yxx9/8OTJExQKBS4uLrz//vtZunO8yt/fHy8vL27evElcXBxmZmY4OjrSqVMnOvy/vfuOr+n+Hzj+ujd7iIQItWLE5ks1du1VtFSpXVTp0BatUqtae9QsrdaoWZTapak9Q+yIERkisWWRfZOb3N8fcc8vV272jYi+n4+Hh+Se9Tn3nnty3p/x/rRqhZmZmbLuokWLOHz4sPL7xIkTDfaV9npMSUnB19eXc+fOce3aNUJDQ3n69Cm2trZUrFiR1q1b06pVK9Tql7M+KjIykt27d3Px4kUePXqEVqulePHiVKxYkebNm9OkSZN0ZdfpdBw/fpyjR48SEBBAbGwsdnZ2uLm50bFjRxo3blxAZyOE6R05ckSpEK3yzlBUJvwuV+n2McFH/iIxMZE///wz188nVapUAVK7AurpdDr27dsHQP/+/dNt07BhQ6pUqYK/vz8eHh4MHDgwV8dOq0SJEjg6OhIZGWlQltDQUGV5Wvquy9HR0UpL0dy5cwkLC2PTpk15Lo8QuVWoA6Tw8HC8vLyA1K5Y2W2GzcuDiouLC23atGHv3r2cPn0ajUZj0E2uZMmS3L17V2mKf15QUBDJycmo1WoqVaqU63IA7NmzhxUrVqBSqbCzsyMpKYmAgAACAgK4cuUKo0ePNvpgs2zZMjw8PID/T0YRFRXF2bNnOXv2LJ07d+aTTz5JF2AtWrSII0eOKL/rx1ZFR0dz7949rl69arTb4fPs7e1xcHAgKioKSB1nlLacdnZ2mW5frFgx6tSpg7e3N0ePHs0wQHr48CG+vr5Aao1XWuHh4UydOpWgoCAAVCoVNjY2RERE4OnpiaenJ3369KFfv35Znk9O7Nq1yyAhiI2NDTqdjsePH3P48GGOHz/OyJEjadmyZa72Hx0dzejRo7l//z6WlpaYm5sTGRnJkSNHOHPmDFOmTKF69eoZbn/58mVmzJiBRqPBzs6OlJQUHj58yLZt27h27RqzZs0yCCQATp48qdREAlhbW6NWqwkPD+fUqVN4enoyaNAg3nvvvVydk55Op2Pu3Ll4enoq121sbCyXLl3i8uXLDBs2zGh3zKSkJH766SeldRdSr93Y2Fh8fHzw8fHh+PHjTJw4URm/Y2dnh6OjI0+ePAFSr1lz8/+/Xaa914SGhjJu3Djld3NzcywsLIiKisLb2xtvb288PT0ZP358uveuoJ07d4558+YpDzLm5ubY2Njw6NEjHjx4gKenJxs3bjQ437i4OGbNmoW3t7fymq2tLU+fPuXChQtcuHCBtm3bMmLECElfLF4Jnp6eAJhZWlP2zXdMuu9ibnVxKF+NqJCbeHp65jpAOn/+PIBBRdHdu3eVjJGNGjUyul3Dhg3x9/fnwoULJgmQAgMDiYyMxN7e3uAZp2zZssrytAICAjA3N8fJyQkAPz8/Vq5cycCBA6lTp06eyyNEbhXqAOnq1atKesyMvvz5wd3dnb1796LVavH19aVu3brKsrfeeouVK1dy+PBhSpUqpTRDJycn4+Pjw7JlywB45513slWbn5GnT5+yevVqWrduzaBBgyhWrBhxcXHs3LmTzZs3c+LECdzc3OjevbvBdrt27VKCox49etCjRw/s7e2Jjo7mr7/+YseOHezbt48yZcrwzjv//4fg2rVrHDlyBLVazeDBg2nfvj12dnbodDqePn3K1atXDRJTZGbChAk8evRIaTmaP39+jgfAt2rVCm9vb06dOsXHH39s8PCqd/z4cSC12T9ti15SUhLTpk0jKCiImjVr0r9/f6pXr46FhQXR0dHs27ePP//8k82bN+Pq6kqzZs1yVLbMODk50a1bN5o3b07ZsmWxtbUlJSWFe/fusWXLFo4dO8aSJUuoWbNmrhJT/Pnnn5ibmyv91NVqNTdv3uSnn37izp07zJ49m59//jnDIHTu3Lk0aNCAQYMGUbJkSRISEvj7779Zv349vr6+HDhwIF1fcTs7O9566y1atGiBq6srRYoUQafTERoayq5du9izZw/r1q2jTp06Si1nbpw9e5b4+Hg+/PBDOnXqhLW1NaGhoSxfvhwvLy9WrlxJlSpVqFatmsF2K1eu5NixY7i4uNC/f38aNWqEra0tGo0GLy8vVq1axaVLl/j999/59NNPgdRWzWHDhiljFcePH5/hH2szMzMaN25Mq1atqF69Ok5OTqhUKmJiYjh69Cjr16/n7Nmz7N69O933sSD5+/sza9YstFot1apVY/DgwdSoUQO1Wo1Go+HKlSv8+++/BpUXOp2OefPm4e3tjaurKx988AF169bFysqKuLg4jh49ytq1azl06BDly5d/qc5XiNzSVwYUrVgTc6vMe6nkRvFq9YkKuWlQ6ZAdycnJPHr0CA8PD6ZNm4atrS2TJk1Slt+6dQtASepgjKurq8G6uRUeHs65c+eYMmUKAJMmTTJI/FCrVi1KlCjBH3/8Qbt27XjjjTf4448/uHr1Ks2bN1cy6Y0fPx4HBweZ2kMUuJezz0c26Zu8LSwslNqJF6FChQrKzw8fPjRY9vbbb9O9e3dUKhUbN26kf//+9OnThx49ejB58mTUajWfffZZuu5eOaXRaKhduzajRo1SxlvZ2trSr18/5aFuy5YtBt34NBoNf/75p1LOQYMGKTXDRYoU4cMPP6Rjx45AavautNvqW2Lq1q3Lu+++qzxgq1QqHB0defPNN/niiy/ydE450aRJEywtLYmOjubixYtG19G3GDzfGuPh4cGtW7eoWrUq06ZNo06dOkqf7iJFitC7d2+l5ej59O951alTJz766COqVq2q/PFQq9WUK1eOr7/+mrp165KYmJjreaPi4uIYN24cjRs3Vh5sq1WrxpQpU5QWMn2XC2P0aVf1Aau1tTU9e/ZUWgZPnjyZbpvGjRszfPhwateurfRJV6lUuLi4MGzYMNq1a6d0jcuL2NhY+vXrR/fu3ZU/piVKlGDcuHG4ubmRkpKipOXWCwoK4p9//sHe3p7p06fTunVr5X23srKiRYsWjB8/HpVKxf79+3M1y7mzszMTJkygadOmFCtWTGk1sbe35+2331aCrr179+bl9E1uxYoVaLVaqlSpwsyZM6lVq5ZyzVhZWdGgQYN0Dzlnz57l/PnzlCpVipkzZ9KwYUOlBd3W1pbOnTsrNeB//fUXWq32xZ+YECamb/VwrJD1NB+5UfTZfh89emQwFicjv/76KyVKlKBUqVLUrVuXb7/9lhYtWuDh4UH9+vWV9fQt4A4ODhm25uqzYT59+jTH5fbx8aFEiRKUKFGC6tWr88EHH2Btbc0ff/yR7hnH1taWiRMnEh0dTc+ePalYsSKTJk3Czs5OCap27dqltObry5WUlMTDhw9JTEzMcfmEyItC3YKk76JlZ2f3Qvv3px2Y+PzNTK1WM2jQIF577TVWrFhBUlKSkpYXUoMU/fxMee1u07NnT6M3vR49evD3338r3Y/04wEuXbpEbGwsarU6w4GPffr04cCBA0RHR3P58mWlZU7/kBQdHU1KSkqBj6ewtbWlYcOGnDx5kmPHjtGwYUOD5YGBgdy5cweVSpUuQDpw4ACQ2or3/GBXvZYtW7Ju3TqCg4OJjIxUmv/zk0qlwt3dHW9vb65fv56rfdSsWZNatdJnV3J2dla6hp48eTLDz79Hjx5Gryl3d3dOnDhBcHBwjsvUoEEDDh48yI0bN3K8bVpWVlZGs0+amZnRs2dPZs+ezeXLl5UxdQAHDx4EoFmzZhnWoFavXp2SJUvy8OFDpTbTlBo0aADA48ePCQ8Pp3jx4ibdf27cvXtXqfQYNGhQht+D5+m/O+3bt083QFuvWbNmLF68mOjoaAIDA9O16OXFhg0b0gXBafXt29fk3WKzS39PVKvVL+R+IV4cfWWhuU3+ZFNLu18rK6ssr58qVarQtGlTkpKSCAkJ4dGjR5w6dYp9+/bRqFEj5dlC37PC2to6w33qX9eP5c6J0qVL07RpU3Q6HQ8ePODOnTv4+vqyY8cO2rdvb5AsC+CLL77Azc2NtWvXEhoaStWqVRk5ciTVqlUjLi6OqVOn4u7uriST+O6771iyZIkyxvGLL75g+vTpha7rrtwbCqdCHSDpvUxflidPnjBr1ixu3LhB8+bN6d69O2XKlCEmJoYrV66wfv16/vjjD65fv87kyZNzHSSZm5tTo0YNo8ucnJwoV64cwcHB3Lp1SwmQ9OOiypUrl+GXtHjx4pQtW5aQkBACAwOVAKlu3bqYm5sTEBDApEmTaN++PXXq1MHZ2TlX5TeFVq1acfLkSby8vIiLizOo6da3HtWoUcOg+15cXJzykL98+XJWrVqV5XFCQ0NNelO7f/8+e/fu5erVqzx69IiEhARSUlIM1omIiMjVvjPrs12nTh327t1LSEgIWq3WaLfEjLrA6c8/o9rNiIgI9u7dy+XLl7l//z7x8fEmOyc9Nze3DCc01J+3Tqfj1q1bSj98fVB2/PhxZbyiMfrzykkmp7QSExPZv38/Z86cISQkhJiYGKOtJxERES9FgHTz5k0gdQxcThJo6N/P7du3s2fPngzXS05OBlK/O6YMkGJjYzP9jOLi4gp8nJdKpSrwMgjT0lcgpCTlTytGStL/99awsbHJ8vrp3bs3vXv3Vn738vLik08+Yfbs2Tx58kTpyq//m5iYmJjhPpOSkrJ93OdVq1aNU6dOKb/fuXOH0aNHs3XrVm7evMnFixfT/Z3p0qULXbp0Sbev2bNnKwmCLCwsmD59OrNnz+btt9+mZ8+ebN++nTlz5lCkSJF0SXMKC7k3FC6FOkDST+oaExODTqd7YYFSdHS08vPztagLFy7kxo0btG7dmq+++kp53cbGhrZt21K1alVGjRrFpUuXOHToEB06dABSHzxmzZpl9Hjz589PNx7FwcEh01rf4sWLExwcrDSxw/+3uGX1gFa8eHFCQkIMti1dujTDhw/nt99+4+rVq0oWOmdnZ+rVq0f79u0zDNjyS/369SlSpAjR0dGcOXOGNm3aAKlZxfTzLzyfnOHJkyfKuLW0n2NmcpNtMCOenp7MmzfP4OHZzs5O+Sz1E4EmJCTkav/P19ilpf/ck5OTiY6ONhr0ZTRZoP6mrn/wTev69etMnTrVoKXUxsYGS0tLVCoVWq2WmJiYdOe0Y8cOduzYkW5/zs7OLFiwIMPyG1OkSBEsLS1JTEw06CqiD8ri4+MNMiplJDefdWRkJJMmTTJI+29paUnRokWVe5L+u2TKaykv9OUpXrx4tluDtVqt8p2JjY3N1jamPl87OzslRbAxtra2Rq/RF0GtVqNSqdDpdOkqB0Th5urqyoMHD4i645cv+9fvt2jRotjb2+f4GnZ3d2fPnj1UqVKF5cuXM2bMGFxdXZVnpCdPnqDVao0+I4WHhwOpXe3y+t0pXbo0f/zxB35+fnh7eyvDDLISGBjI/PnzGTRoEO7u7iQkJDB//nzc3NzYvn07arWafv36UbNmTebPn88333xjtILvZSX3hpdTVsFq4bnCjChXrhyQWgNy584dypcv/0KOe/v2beXntK0TISEhXLp0CSDDwcnlypXD3d2d06dP4+npqQRIWq3WICBJKzdfKH0QYEx2A8nn12vXrh3u7u6cPHkSHx8fbty4QVhYGAcPHuTgwYN06dKFTz75JMdlzS1zc3OaNWuGh4cHx44dUwIkHx8fwsPDleVppX0vly5d+sKuGUgNUBcvXoxWq6Vu3br06dOHKlWqKJnTAPbv38/SpUvz5fiZXRO5lZyczPz584mLi6Ny5cp88MEH1KhRwyAduLe3N9999126bePj441e82nfj5wwdn76z/vTTz+lc+fOudpvVlatWsWdO3dwcHBgyJAh1K9fX+k/D6nvkf5+kB+fwYuS9rszefJk3N3dX3gZBgwYwIABAzJcHhYWlqtxZKbg5OSEmZkZKSkpBVYGkT9q1arFmTNniAy8gi4lxaRpvgEi/VOTM9SpUyfD54Cs6FuDL1y4gKenJw4ODkplgkaj4caNG0bngNR3tS1fvrzJrtsWLVrg7e3N6dOns3Xf/eKLL7CysmLs2LFERkZy/fp1njx5Qvfu3Q0qvJo3b87q1as5d+5cptlYXzZyb3g5ZdUDqlAHSHXq1FGici8vrxf2sKtPp2lubm7wJb17967yc2aT0ZYuXRpASb8Jqeeye/fubJchKiqKpKSkDFuR9DXnaR/U9LVJWU1Gp69RKlq0aLpljo6OvP3220o65Vu3brFjxw6OHTvG3r17cXd3z3AepfzQqlUrPDw88Pb2VsYK6bvXvfHGG+la+NK+HyEhIS80QLpw4QLx8fEUKVKESZMmGaSH18vtH0e9zLqx6Zep1eoMx4/klK+vL6GhoajVaiZNmmS0lSejc+rXr1+Oxotkdm7R0dFKV5G0160+VXdISEi2j5MTWq2WM2fOAPDxxx/TokWLdOvk9TPND/rvQXh4eLbHQ1paWmJra0tcXBwhISEFEiAJURAaNmzIqlWrSIqN4uHFI7zm3tZk+455GEy4X2qiobx+p/Q9E/T/ly1bFhcXFx4/foyXlxfvvvtuum3Onj0LYNK/2/qWqOwkadm/fz8HDhxgxowZSk8ZfQv181O36H/PTUIJIXKqUGexK1asmDJGZu/evdnK/gK5a5HRCw0NVSaQbNq0qcFDbtoWl8z6yesfmDLqzpQdWq1WGUdgbP/67j5p5yFwc3MDUvsJZ1SLERERoQR6GU12m1alSpX4+uuvlVShV65cyVb5n08dnFv6MUb6bnVJSUmcPn0aSN+9DlJvsPqWx7R9p18E/UR5pUuXNhocATlO8/q8a9euZbhM3y3S1dXVZN0T9MF20aJFM+wCl93071nx9/fPsMuWj48PkPodTHvN67t9enl55Sqjmv47ndE1+vTpUyW7UkbzmuX1M80P+oqd+Pj4TK+Z5+nfzxf93RGiIL311ltKxUvA37+bdN+B/6yDZ/eXvn375no/ISEhyndZn6hHpVIp433++OOPdNucPXsWf39/LCwslAy2eaWfgB3IcnyjRqNh4sSJ1KhRgyFDhiivlylTBjDsrZP295dhHKd49RXqAAlSu1xYWloSERHBnDlzshxnEBgYyC+//JKrY4WFhTF9+nTi4+OxtLQ0GCQJhg9I//zzj9F9REZGKjXOeR28vHXrVqMPbtu3byclJQU7Oztef/115fXXX38de3t7UlJS2Lp1q9F9bt68mZSUFIoUKUK9evWU1/W188aoVCqlW1R2H0LTdsHK7niGjI6tz1J3/Phxzp07p2S80WcPe167du0AOH36dJYP79kdp5Qd+tTo9+/fN/p+Xrp0SXnQz62rV68azRYXHh6uBPbZmcw3u/RB/pMnT4y2lNy+fVuZjyqvNBqN0VbW5ORktm/fDkC9evUMah3bt28PpJ7/li1bMt2/sc9af34ZXaO2trZKEGUsw198fHyG37WCVKZMGSVIWrt2babf77T076e/v7+SITAjpvzuCFGQbG1tleDlwfmD3D93wCT7jbrjj//uFQC0bt0608njvb29mTNnTrqgAeDQoUP06dMHrVZLu3btqFixorLs888/x9LSkqNHj7J06VLlmeHOnTuMHDkSSH2Oen4uwt27d1O/fn2jCRW++OILLl68mO75w9fXlw8++AB/f39cXFyMZh1Na+nSpdy+fZtZs2YZVNq99tprlClThv379ytB3/Xr19m/fz8uLi6Zvk9CmEqhD5DKly/Pl19+iVqtxtvbm5EjR6abzyQxMZHLly+zYMECRo8ezf3797O9/6SkJPz8/Fi7di0jRowgKCgItVrNqFGjlJYIvZIlSypN5Hv37mXVqlVKd7XExEQuXLjA+PHjiY2NxdzcPE9jIqysrPDx8WHx4sXKucbFxbF582Z27twJpKYBT9tSYWVlpQR1f//9N2vXrlVa3WJiYlizZo0yiWzfvn0Ntv3tt9/48ccfOXPmjMGDT1RUFOvXr8ff3x/AYA6GzNjb2yu1QEeOHMnT4FB9gOTn56c8jOrnSTKmS5cuyrw506dPZ/v27QYP9zExMXh5eTF79mzmzZuXbvtFixbRtWtXhg4dmqNy1qtXD5VKRXR0NAsWLFC6jGk0Gg4cOMDs2bPz3PXN1taWWbNmcfbsWaWl1M/Pj++//564uDiKFStGp06d8nSMtGrUqIG1tTU6nY4ff/xR+W5ptVo8PT2ZPHlyhpnncsrOzo4//viDXbt2KS1JoaGhzJ07Fz8/P9RqdboaWDc3N+V7tnnzZpYuXcq9e/eU5YmJiVy/fp3ly5cbHT+n74J5/Phxo/Nw2NjYKIHGqlWrDCav9vf357vvvlOSo7xshg4dirm5Of7+/kycOJHr168r10xMTAwXLlxgxowZBsk3mjRpolQ8LF26VEnXqxcfH8+lS5dYvHgx48aNe7EnJEQ+GjFihJIE58KSb0h4mnlX9awkJ2k4u2gEKUkazMzMsszMFhMTw7x582jQoAG1atWiffv2tGrVCjc3N/r06YO/vz+vv/56ujGsrq6uLFiwALVazZQpU6hbty5t2rShUaNGBAQEULduXb7//vt0x4uNjeXOnTs8ePAg3bI///yTjh07UqlSJVq1akW7du2oVasWLVq04ODBg5QoUYINGzZk+vfs7t27/PTTT3Tv3j3dWGGVSsWYMWPQaDR06NCBli1b0qFDBzQaDWPGjCnwaUbEf0OhHoOk17JlSxwcHFiyZAkPHz5UbhCWlpZYWFgY1P7a2NhkWIMeFhbGwIEDld81Gg0JCQkGtSSurq588cUXGbb+jBgxgsmTJ3P79m127drFrl27sLGxQaPRKA8fFhYWjBgxIk+T2xYtWpRu3bqxYsUKjhw5gp2dHXFxccoxmjZtarS/cdeuXbl37x4eHh5s27aNHTt2KOMK9Nt27tw5Xa2RVqvlxIkTSnY4fc162oenzp0756gfc4cOHdi0aRO7d+/Gw8NDyfrVtGlTg+b2rJQrV47KlSsTGBioTOhnrHudnqWlJd999x2zZ8/mxo0brFmzhjVr1mBnZ0dKSopBK2TdunWzXY6slClThnfffZcdO3Zw6tQpTp06hZ2dHQkJCSQnJ1OpUiXatWvH8uXLc32M3r174+HhwfTp07G0tMTMzEw5HxsbG8aOHZuuX3de2NvbM2jQIH777Td8fHz49NNPsbGxISkpCa1Wi4uLCwMGDDCalS6nGjZsiEajYdWqVaxZswYbGxuDbrVDhgwxOnB32LBhpKSk4OHhwf79+9m/fz/W1taYm5sbXPfGxuF06NCBGzducOrUKby8vHB0dEStVlOtWjXGjBkDpAYaEyZMICwsjAkTJmBpaYlarSYhIQFLS0smTpxo9AGkoFWtWpUxY8awYMECfH19GTduHBYWFlhaWhrcM9N2SVapVHzzzTcsXLiQM2fOsG3bNrZt26a0pMXFxSn3y8zGYQpR2JQoUYLZs2fz8ccfEx/xkOOT+9By6p9YFc15d6/kJA2n53xMxM3UsUejRo3K8m9NrVq1mDFjBidOnMDX1xd/f3+SkpJwcnLC3d2dbt268f777xvtPt27d28qVqzI4sWLOXfuHH5+fri6uvLee+/x5Zdf5rgS6+eff+b48ePKtA7R0dEUKVKEBg0a0K5dOz788EOD8b7G6BP36CeJfV7//v3RaDT8+uuv+Pv7U7ZsWYYPH87gwYNzVFYhcuuVCJAgtfvYb7/9xtGjRzl//jyBgYE8ffoUjUZDsWLFqFChAu7u7rRs2TLDWo2UlBSlJUGlUmFjY0Px4sUpXbo0lStXplGjRtSsmflM2o6OjsyfP58DBw7g6enJ7du3iY2NxcLCAhcXF/73v//x9ttvK31s8+Kdd96hdOnS7Ny5k4CAAMzNzSlXrhwdO3akY8eORrPVqVQqhg8fToMGDfDw8MDPz4+YmBiKFClCtWrV6NSpk9Egp3fv3lSqVIkrV65w7949IiIiSEpKonjx4lStWpUOHTrkeJBn7969sbGx4ejRo9y/f1+pic5NjXvLli2V4MjZ2TnLvs9OTk7MmjWLU6dOcezYMQICAoiKikKtVlOqVCnc3Nxo1KiR0W56+pYf/ZiunPjwww8pV64c+/btIyQkhJSUFMqVK0ezZs3o3r27EoDmVpEiRZg3bx5btmzhzJkzhIeH4+joSL169ejbt2++PLR26dIFZ2dnduzYwa1bt0hOTqZkyZI0atSInj17EhQUZJLjqFQqxo4dy759+zhw4AD379/H1taWqlWr0qNHjwwfMMzMzBg+fDht2rTBw8OD69evExERQUJCAo6Ojri6uuLu7k6TJk3Sbdu2bepg7H///ZeQkBDCw8PR6XQGqaarVKnCvHnz2LRpEz4+PsTHx+Pg4ECTJk3o0aPHC00EklNNmjRh2bJl7Nq1i4sXLxIaGkpycjKlS5emUqVKvPnmm+nGStrY2DBhwgQuXLjAoUOH8PX1VQZNOzs7U7FiRRo2bKjMvybEq+Ldd9/lzJkz/P777zwJ9OHQN51pMOonStRqlO19RN0N4NzCEYTfvACkVuZ9/fXXWW7n6OjIxx9/zMcff5yrsjds2NDoOKSM9O3bN8MxUb169aJXr165Kofe6tWrs1xnyJAhOaosFcKUVLrCnHf2P+jQoUMsXrwYFxcXVq5cWdDF+c/RarX07duXxMREFi1aZNDXuyANHTqUx48fM3LkSOWhXoj/mqwydOYnfSrf5ORkSeX7CktJSeHbb79lzZo1qS+oVFRs35cq7wzFsWKtDLeLfXyHwH1r8d+9guTE1DnhWrVqpfReEK8uuTe8nF7pNN9CvGh+fn5oNBqaNGny0gRHQgghXgy1Ws3cuXOpU6cOkydPJjY2lqD9GwnavxHHSrUpVrU+jpVqYW5tR3JiAlF3/Ij09ybc9xy6NN15R40axddff53red+EEPlLAiQhckCfZe75DIZCCCH+G1QqFQMHDqR169ZMmzaNPXv2pE72fusqT25dzXTbli1b8t1335l0fKsQwvQkQBIiB3r37i3BkRBCCMqVK8fy5ct5+PAhmzZtwtPTkytXrhhMam1vb0+dOnVwd3enX79+uRq7KoR48SRAEkIIIYTIpVKlSvHVV1/x1VdfodPpePLkCdbW1lhbW+Po6KgkMRFCFB6SpEEIIcQrQZI0iJeFXA9CT66Fl1NWSRpkti0hhBBCCCGEeEYCJCGEEEIIIYR4RgIkIYQQQgghhHhGAiQhhBBCCCGEeEYCJCGEEEIIIYR4RtJ8CyGEEELkkUaj4fr169y6dQszMzOsrKwoV64cFSpUwN7evqCLJ4TIAQmQhBBCCCFyIT4+np07d7J+/XouX75MUlJSunVUKhU1atSgT58+9OnTBycnpwIoqRAiJ2QeJCGEEK8EmQdJvCg6nY7169czffr0HH3e1tbWfP7553z99ddYWlrmYwnFy0LuDS+nrOZBkgBJCCHEK0ECJPEiPHz4kC+//JKjR48qr9mVLE/5Vu9RrOrrFHWtgbmNHSmJGqLu+BMRcJm7J/fw5NZVZf2aNWvy66+/UqNGjQI4A/Eiyb3h5SQBkhBCiP8ECZBEfgsJCeG9994jODgYAPvXKlBv6FRKubdDbWaW4XY6nY5w3/N4r/ye8JsXAHBwcGDz5s00aNDghZRdFAy5N7ycsgqQJIudyFdDhw6la9euHDp0KFfbb9y4ka5duzJhwgQTl6zwWbRoEV27dmXRokUm3a+Pjw9du3ala9euJt2vqeTXeYsX69GjR8p19ujRI4Nlhw4domvXrgwdOrSASidE1sLDw+nRo4cSHFXuPJgOS45QulHHTIMjSB2H5FyjAa3n7uF/g79DpVYTFRVFnz598PX1fRHFF0LkwCuVpCEpKYljx45x/vx5AgICiIqKIjk5mSJFilChQgVef/11WrZsiaOjo8F2GzduZPPmzQavqdVqbGxssLW1pXTp0lSqVIlGjRpRs2bNXJVt6tSpnD9/HoA2bdowatSoXO3nVRETE8Pu3bsB6Nq1q2T4ES+ljRs3AtC2bVtKliz5wo47YcIErl69mvWKRowcOZK2bduauERCiG+//Zbbt28DUKvfGGr1+ybH+1CbmVG95xfYupTFa95nREVFMXz4cP79918sLCwy3Xbfvn0cOnSIy5cv8/DhQyIjI7GxsaFatWp069aNDz/8MN24pkePHnH06FEuXrzIpUuXuHbtGomJifTv3z9PlU4ajYZVq1axbds2AgICUKlUVKlShb59+zJ48GDU6vT178nJyfz4449s2rSJsLAw3NzcGDNmDG+//bbRY1y9epV27drx6aef8sMPP+S6rELkxisTIF26dIklS5YYdLGwtLTE0tKSiIgIIiIiuHjxIhs2bOCDDz4wWluuVqtxcHBQfk9ISCA0NJTQ0FC8vb3ZsWMHrq6ufPnll1StWjXbZdMHbf9FpUqVwsLCAltbW4PXY2NjlaC0bdu2GQZIDg4OlClThhIlSuR7WYV4nv4arVOnzgsNkOzt7dNV5AAkJiYSFxcHYHQ5IAO/hcgHe/bsYdeuXQCUb9WDmn1H52l/5Vu8S8zD21xdNwsfHx9++uknRo/OfJ8///wzZ8+excrKilKlSlG6dGkePXrEuXPnOHfuHFu3bmXbtm0ULVpU2WbHjh189913eSrr82JiYujZsycXLlxApVJRtWpVzM3N8fHx4fLlyxw6dIi1a9dibm74iDljxgyWLFmCvb09bm5u+Pn5MWTIENatW8dbb72V7jjjxo3D2dmZb77JeSAqRF69EgHSsWPHWLRoEcnJyZQsWZKePXvSoEEDihUrBqTWdFy9epXDhw9z6tQpzpw5YzRAcnZ2ZuXKlQavJSUlERgYiJeXFx4eHgQHBzN27Fi++eYb3nzzzSzLFh0dzcqVK7Gzs6NYsWLcuXPHNCddSEyfPj1P27/99tsZ1i4J8arKqEvpoUOHWLx4MQDr1q17kUUS4j9Lp9Mxe/ZsAKydXHj9kxmoVKo877d6jy+4f/ofIvwvs2TJEj7++GOKFCmS4foDBgxgwoQJNGzY0KC16fz583z00Ud4e3szY8YM5s6dqywrUqQIrVq14vXXX6d+/focO3Ys3XNOTk2YMIELFy5QqlQpNm3aRO3atYHU8Vn9+/dn//79LF682CDgCw8PZ8WKFZQrVw4PDw9cXFzw9PSke/fuzJ49O12AtGXLFry8vPjll1+kh4koEIV+DFJISAhLliwhOTmZunXr8tNPP9GxY0clOAKwsrLijTfeYMyYMcybN4/XXnst2/u3sLCgevXqDBo0iCVLllCxYkVSUlJYtGhRtoKdVatW8fTpUz744AODWh0hhBBCvPw8PT3x8/MDoEbvr7AqYpp5jNRm5vzvw8lAaq+KLVu2ZLp+3759adasWbqueO7u7kydOhWAf/75x2BZ//792bp1KxMmTOCtt97K8xxMERERSjmnTp2qBEcA5cuXZ+HChQAsXbqU2NhYZdmNGzdISEigb9++uLi4ANC0aVMaNWrEtWvXiImJUdaNiYlh6tSpNGrUiPfffz9P5RUitwp9C9KGDRtITEzEycmJb7/9Fhsbm0zXd3Nz4/PPP8/VsZydnZk4cSJffvkl8fHxbN68mTFjxmS4/uXLlzl8+DBVq1blrbfe4uTJk7k6blr6GmQXFxdWrlzJhQsX2LlzJ4GBgSQlJVGuXDk6duxIhw4dMq3hOn/+PB4eHvj5+RETE4O9vT1Vq1alU6dOvPHGG0a30el0HD16lMOHDxMUFERsbCy2trY4ODjg5uZGo0aN0rWqDR06lMePHxuMi3h+fMWwYcMMtkk7Rks/Pqx27drMnDkTSL1BDxkyhJSUFGbPnp3puLCxY8fi6+tLt27d+OijjwyWabVaDhw4wMmTJ7l9+zbx8fE4ODhQvXp13n77bYMbv6nExsZy4cIFzp8/T1BQEOHh4Wg0GpycnKhduzbdunWjYsWKOd5v2ve5cePGbNmyhdOnTxMeHo69vT316tWjb9++lCpVKst93blzhy1btnDlyhWio6NxdnamWbNm9OrVy+j3S6PRcPnyZc6dO0dAQABhYWHExcVRtGhRqlevTpcuXUz2XqakpLBv3z4OHjzI/fv3MTMzo2rVqvTo0YP//e9/mW574cIF9u/fz82bN4mKisLa2pqKFSvSpk0bWrVqhVmaQdaLFi3i8OHDyu8TJ0402Ffa6zElJQVfX1/OnTvHtWvXCA0N5enTp9ja2lKxYkVat25Nq1atjPbJfxlERkaye/duLl68yKNHj9BqtRQvXpyKFSvSvHlzmjRpkq7sOp2O48ePc/ToUQICAoiNjcXOzg43Nzc6duxI48aNC+hshDA9fVdbcxs7KrQx7QN7iTpNcShfjaiQm/z555/p/k5lV5UqVYDUiWvz04ULF0hOTkatVtOlS5d0y93d3Xnttdd48OABhw8f5p133gEgNDQUIF13eX3X5ejoaKWlaO7cuYSFhbFp06b8PBUhMlWoA6Tw8HC8vLyA1K5Y2W2GzcuDiouLC23atGHv3r2cPn0ajUaDlZVVuvU0Gg2//PILZmZmfP755/nycLRnzx5WrFiBSqXCzs6OpKQkAgICCAgI4MqVK4wePdrog82yZcvw8PAA/j8ZRVRUFGfPnuXs2bN07tyZTz75JF2AtWjRIo4cOaL8bmtrS0JCAtHR0dy7d4+rV69mq9uhvb09Dg4OREVFAanjjNKW087OLtPtixUrRp06dfD29ubo0aMZBkgPHz5UsgO1atXKYFl4eDhTp04lKCgISM0wZGNjQ0REBJ6ennh6etKnTx/69euX5fnkxK5duwwSgtjY2KDT6Xj8+DGHDx/m+PHjjBw5kpYtW+Zq/9HR0YwePZr79+9jaWmJubk5kZGRHDlyhDNnzjBlyhSqV6+e4faXL19mxowZaDQa7OzsSElJ4eHDh2zbto1r164xa9Ysg0AC4OTJk0q3L0idCFGtVhMeHs6pU6fw9PRk0KBBvPfee7k6Jz2dTsfcuXPx9PRUrtvY2FguXbrE5cuXGTZsmNHumElJSfz0008cO3ZMec3W1pbY2Fh8fHzw8fHh+PHjTJw4URm/Y2dnh6OjI0+ePAFSr9m0/enT3mtCQ0MZN26c8ru5uTkWFhZERUXh7e2Nt7c3np6ejB8/Pt17V9DOnTvHvHnzlIcqc3NzbGxsePToEQ8ePMDT05ONGzcanG9cXByzZs3C29tbec3W1panT59y4cIFLly4QNu2bRkxYoRJuiEJUdAuXrwIQMl6LbGwzbgLXG6oVCrKNOlMVMhNrl69muEzRVb045yzqijKq6dPnwJQvHjxDMc76gOkCxcuKAFS2bJlAQgMDDRYNyAgAHNzc6Vly8/Pj5UrVzJw4EDq1KmTX6chRJYKdYB09epV9NM4NWrU6IUd193dnb1796LVavH19aVu3brp1tm4cSMPHz6ke/fuuWoRyMrTp09ZvXo1rVu3ZtCgQRQrVoy4uDh27tzJ5s2bOXHiBG5ubnTv3t1gu127dinBUY8ePejRowf29vZER0fz119/sWPHDvbt20eZMmWUGxvAtWvXOHLkCGq1msGDB9O+fXvs7OzQ6XQ8ffqUq1evcvny5WyVfcKECTx69EhpOZo/f36OB8C3atUKb29vTp06xccff5xuMCjA8ePHAShXrhyVK1dWXk9KSmLatGkEBQVRs2ZN+vfvT/Xq1bGwsCA6Opp9+/bx559/snnzZlxdXWnWrFmOypYZJycnunXrRvPmzSlbtiy2trakpKRw7949tmzZwrFjx1iyZAk1a9bMVWKKP//8E3Nzc6Wfulqt5ubNm/z000/cuXOH2bNn8/PPP2cYhM6dO5cGDRowaNAgSpYsSUJCAn///Tfr16/H19eXAwcOpOsrbmdnx1tvvUWLFi1wdXWlSJEi6HQ6QkND2bVrF3v27GHdunXUqVNHqeXMjbNnzxIfH8+HH35Ip06dsLa2JjQ0lOXLl+Pl5cXKlSupUqUK1apVM9hu5cqVHDt2DBcXF/r370+jRo2wtbVFo9Hg5eXFqlWruHTpEr///juffvopkNqqOWzYMGWs4vjx4zP8Y21mZkbjxo1p1aoV1atXx8nJCZVKRUxMDEePHmX9+vWcPXuW3bt3p/s+FiR/f39mzZqFVqulWrVqDB48mBo1aqBWq9FoNFy5coV///3XoPJCp9Mxb948vL29cXV15YMPPqBu3bpYWVkRFxfH0aNHWbt2LYcOHaJ8+fIv1fkKkRsxMTH4+/sD4FQl/d96Uyj2bL9JSUncuHGDevXqZWu75ORkHj16hIeHB9OmTcPW1pZJkyblSxn19ImsIiIiSExMNBokPXjwAEgNfvRq1apFiRIl+OOPP2jXrh1vvPEGf/zxB1evXqV58+ZYW1sDqfdaBwcHmdpDFLhCHSDpxwBZWFgotRMvQoUKFZSfHz58mC5ACgwMZNeuXZQoUYK+ffvmSxk0Gg316tVj1KhRSi2tra0t/fr1Iy4ujt27d7NlyxY6d+6s1EZpNBr+/PNPILXFbdCgQcr+ihQpwocffkhcXBz//vsvmzdvpkOHDsq2+paYunXr8u677yrbqVQqHB0defPNN7PVemQqTZo0YdmyZURHR3Px4kUaNmyYbh19i8HzrTEeHh7cunWLqlWrMm3aNIP+3EWKFKF3796YmZmxbt06Nm/ebNIAqVOnTuleU6vVlCtXjq+//ponT57g7e3NoUOH6NOnT473HxcXx8yZM6lVq5byWrVq1ZgyZQqff/45ERER7Nu3L8N+3fq0q/prytramp49exIUFMSJEyc4efJkugCpcePG6bpUqVQqXFxcGDZsGPHx8Rw8eJB9+/YxcuTIHJ+TXmxsLAMGDDB46C5RogTjxo1jzJgxBAQEsHHjRqZMmaIsDwoK4p9//sHe3p7p06cbdDG0srKiRYsWuLi48O2337J//3569+6d4z76zs7ORv+Y29vb8/bbb2NnZ8fChQvZu3fvSxUwrFixAq1WS5UqVZg5c6bB98DKyooGDRqkm8Dy7NmznD9/nlKlSjFz5kyDAeW2trZ07twZe3t75s2bx19//cU777xjtPIitzZs2KCkXjemb9++Jm/1zS59IKlWq/M8zkO8PEJDQ5WKWIcybvlyjCJp9vvkyZMsr5/nEyAAdOvWjSlTpmTZnVkfiFhZWeXqOm3ZsiUqlYrk5GROnDhBz549DZafPXtWCZBiYmKUYzg5OTFz5kyGDRtmsI29vT0LFy7EycmJv/76i+PHj/Prr78qFctJSUmEhYVl2mL1spN7Q+H0cnaKzyZ9Fy07O7sX2r8/7UNB2oGFkFqjs3TpUlJSUvjkk0+Um1F+6Nmzp9EuLD169ECtVivdj/QuXbpEbGwsarU6wwfkPn36oFariY6ONmgR0qfpjo6OJiUlxbQnkgu2trZKUJS265ReYGAgd+7cQaVSpQuQDhw4AMA777yT4bwT+m2Cg4Nf2MzXKpUKd3d3AK5fv56rfdSsWdMgONJzdnamTZs2AJmOhevRo4fRa0pfLv0EiTmhf8i+ceNGjrdNy8rKymj2STMzM+UP7uXLlw2+kwcPHgSgWbNmGY6/ql69OiVLlkSr1eZ67qHM6M//8ePHhIeHm3z/uXH37l2l0mPQoEFZzr+ip//utG/fPsNsW/pB5NHR0em60+RVbGwsjx8/zvBfXFwcZmZmBfJP/71RqVQFVgb5Z/p/af/eqS3y5wE97X6Tk5OzLFO5cuVo1qwZDRs2VHpfHD16VEmekNm2+mel3F6nZcqUUSp6vv76a86fP68sCwwMNBhDlZCQYLDt0KFD+eeff+jVqxetW7fmk08+4fz587zxxhtoNBrGjh2Lu7s7w4YNQ61WM3nyZJydnSlXrhwlSpTgu+++Q61WF/g1kdN/cm94Of9lpVC3IOm9TP3cd+3aRWBgII0bNzbaqmEq5ubm1KhRw+gyJycnypUrR3BwMLdu3VJq9/XN3eXKlcuwFqN48eKULVuWkJAQAgMDla6LdevWxdzcnICAACZNmkT79u2pU6cOzs7O+XB22dOqVStOnjyJl5cXcXFxBnMt6YOmGjVqGHTfi4uLUx7yly9fzqpVq7I8TmhoqElrfe7fv8/evXu5evUqjx49IiEhIV3QGRERkat9Z9Znu06dOuzdu5eQkBC0Wq3Rmv2MusDpz//5CgG9iIgI9u7dy+XLl7l//z7x8fEmOyc9Nze3DCsc9Oet0+m4deuW0g9fH5QdP35cGa9ojP68Hj9+nKuyJSYmsn//fs6cOUNISAgxMTFotdp060VERFC8ePFcHcOUbt68CaSOgctJAg39+7l9+3b27NmT4XrJyclA6nfn+S6PeWFnZ6dkwDLG1tZWOfaLplarUalU6HS6l6ISSZhG2lYLbbzx+19epd2vlZVVltfwe++9ZzCm08vLi+HDhzNz5kzCw8P5+eefM9xWf23qdLpcf1eWLl3KtWvXuHnzJo0bN6ZChQpYWloq44nef/99tm7dip2dXbpjtG/fnvbt2xu8lpyczLRp07hz5w6bNm1Cp9Mxffp0Zs6cSZcuXejRowc7duxg1qxZ2NjYFLrud3JveDllFSQV6gBJ3xc2JiYGnU73wgKl6Oho5ee0tagPHz5k06ZN2NjY8PHHH+donzdu3GDWrFlGl82fPz/deBQHB4dMa32LFy9OcHCwMsgc/r/FLasHtOLFixMSEmKwbenSpRk+fDi//fYbV69eVWranZ2dqVevHu3bt88wYMsv9evXp0iRIkRHR3PmzBmlhSQlJYUTJ04A6ZMzPHnyROkukfZzzIxGozFZmT09PZk3b57Bw7OdnZ3yWeonAk1ISMjV/tOmt3+e/nNPTk4mOjraaND3/IS+evobibE/qNevX2fq1KnKBKaQ+uBtaWmJSqVCq9USExOT7px27NjBjh070u3P2dmZBQsWZFh+Y4oUKYKlpSWJiYnKIGL4/6AsPj4+W9mdcvNZR0ZGMmnSJIO0/5aWlhQtWlS5J+m/S6a8lvJCX57ixYtnu/Vdq9Uq35m06XszY+rzHTBgAAMGDMhweVhY2Atr8X2ek5MTZmapLQ4FVQZhevb29lhZWaHRaHgSdJ3yLfOWbMaYp7f/v3W9VKlSOb5+qlatyoYNG3B3d2fFihV88sknlCtXzui6+vuwRqPJ9XVqYWHBvn37+Pnnn/n7778JCQnBysqKDh06MHbsWKXypFixYtk6RlBQEAsXLqRPnz5UrVqVx48fs2DBAipWrMjvv/+uZMxr3LgxCxYsYNiwYSbtupvf5N7wcsqqgr/wXGFG6G8ASUlJ3Llzh/Lly7+Q496+fVv5OW3rxKpVq9BoNAwYMAA7O7t0D2T6moPk5GRlmZWVFWq1Gq1WaxCQGNsuJ/RBgDHZDSSfX69du3a4u7tz8uRJfHx8uHHjBmFhYRw8eJCDBw/SpUsXPvnkkxyXNbfMzc1p1qwZHh4eHDt2TAmQfHx8CA8PV5anlfa9XLp06Qu7ZiA1QF28eDFarZa6devSp08fqlSpYlBDuX//fpYuXZovx8/smsit5ORk5s+fT1xcHJUrV+aDDz6gRo0aBunAvb29jc7kHh8fb/Saz20/c2Pnp/+8P/30Uzp37pyr/WZl1apV3LlzBwcHB4YMGUL9+vVxdHRUlicnJytdUvLjM3hR0n53Jk+erHS7FOJVZmFhQa1atbh48SIRfhfz5RjhNy8AqcFYpUqVcrWPUqVKUbt2bS5cuMC1a9cyDJBMxcHBgfHjxzN+/Ph0y6ZNmwZgNIGVMRMnTsTKykr5O+Hv78/Tp0957733DMbvtGrVitWrVxMQEJBpNlYhTKFQB0h16tRRmi29vLxe2MOuPp2mubm5wZdU3z1nw4YNbNiwIcPtjx07pnQBW7RoEZUqVaJOnTrs3r0722WIiooiKSkpw1Ykfc152gc1fYtbWFhYpvvWj5MwNrGto6Mjb7/9tpJO+datW+zYsYNjx46xd+9e3N3dM5xHKT+0atUKDw8PvL29iYyMxMnJSXlv33jjjXTjJNK+HyEhIS80QLpw4QLx8fEUKVKESZMmGU3lmlGQnF2ZdWPTL1Or1ZnO1p4Tvr6+hIaGolarmTRpktFWnozOqV+/fjkaUJ/ZuUVHR5OUlAQYXrf6VN0hISHZPk5OaLVazpw5A8DHH39MixYt0q2T1880P+i/B+Hh4cqYh6xYWlpia2tLXFwcISEhEiCJ/4wmTZpw8eJFQq+eJvbxHexcTBd8JCdpuHNiF5CajTcv46n1PROMde99USIjI/H09ASgQ4cOWa6/f/9+Dhw4wIwZM5SeMvoW6uenbtH/nraXgBD5pVAnaShWrJgyRmbv3r0Zjo94Xl76gIaGhioTSDZt2jRX8xWYglarVcYRPO/JkydKd5+0tVFubqmZcu7cuZNhM29ERAR3794FMEiNnZFKlSrx9ddf4+rqCsCVK1eyVf7nUwfnln6Mkb5bXVJSEqdPnwbSd6+D1Busvmbt1KlTuT5ubugnyitdunSG103auWVy49q1axku03eLdHV1NVn3BH2wXbRo0Qy7wGU3/XtW/P39M+yy5ePjA6S2eqa95vXdPr28vHL10KBvRc3oGn369CmJiYkAGdb85vUzzQ/6ip34+PhMr5nn6d/PF/3dEaIg6bt16lJSCNi7xqT7vnNiN5qnqZWSAwcOzPV+QkJClO+ysUQ9L8qcOXPQaDS0aNGCqlWrZrquRqNh4sSJ1KhRgyFDhiivlylTBjDsrZP295dhHKd49RXqAAlSb1yWlpZEREQwZ86cLMcZBAYG8ssvv+TqWGFhYUyfPp34+HgsLS3p3bu3wfLFixeze/fuDP/pB0O3adNGeS23zekAW7duNfrgtn37dlJSUrCzs+P1119XXn/99dext7cnJSWFrVu3Gt3n5s2bSUlJoUiRIgZzMehr541RqVRKt6jsPoSm7YKV3fEMGR1bn3Hu+PHjnDt3jtjYWOzs7NKlKNZr164dAKdPn87y4T2745SyQz/30P37942+n5cuXVIe9HPr6tWrRrPFhYeHK4G9KdOx68csPXnyxGhLye3bt5X5qPJKo9EYbWVNTk5m+/btANSrV8+g1lE/GDg8PFzJ8JQRY5+1/vwyukZtbW2VIMpYhr/4+PgMv2sFqUyZMkqQtHbt2ky/32np309/f38lQ2BGTPndEaIgubm5KRVu/ruW8zTY1yT71URHcmX1VCD1O5lZi4u3tzdz5sxJFzQAyrQQWq2Wdu3amWTuxd27d1O/fn26dOmSbtn169fZt2+fwd/7mJgYpk6dyqpVq7C1tWXOnDlZHmPp0qXcvn2bWbNmGVTavfbaa5QpU4b9+/crQd/169fZv38/Li4ueXpuEiK7Cn2AVL58eb788kvUajXe3t6MHDmS/fv3G7SQJCYmcvnyZRYsWMDo0aO5f/9+tveflJSEn58fa9euZcSIEQQFBaFWqxk1alS+9/HNjJWVFT4+PixevFg517i4ODZv3szOnTuB1DTgaVsqrKyslKDu77//Zu3atUqrW0xMDGvWrFEmke3bt6/Btr/99hs//vgjZ86cMXjwiYqKYv369cpEevXr189W+e3t7ZVaoCNHjuQp85Q+QPLz81MeRps0aZLhWJYuXbrg5uZGSkoK06dPZ/v27QYP9zExMXh5eTF79mzmzZuXbvtFixbRtWtXhg4dmqNy1qtXD5VKRXR0NAsWLFC6jGk0Gg4cOMDs2bPz3PXN1taWWbNmcfbsWaWl1M/Pj++//564uDiKFStmdC6m3KpRowbW1tbodDp+/PFH5bul1Wrx9PRk8uTJJkt1b2dnxx9//MGuXbuUlqTQ0FDmzp2Ln58farU63bxjbm5uytijzZs3s3TpUu7du6csT0xM5Pr16yxfvtzo+Dl9F8zjx48rLUVp2djYKIHGqlWrDCav9vf357vvvlOSo7xshg4dirm5Of7+/kycOJHr168r10xMTAwXLlxgxowZBsk3mjRpolQ8LF26lLVr1yoto5AaEF66dInFixczbty4F3tCQuSjH374AXNzc1K0iZxdOAJtQlzWG2VCl5LCxV/GkhCZ2jV/+vTpmbbsx8TEMG/ePBo0aECtWrVo3749rVq1ws3NjT59+uDv78/rr7+ebgzrvXv3qFatmvJPv/yvv/4yeP35LJ+xsbHcuXNHmdMordu3bzNo0CAqVarEm2++SevWralRowZLliyhaNGi/PHHH0qPlYzcvXuXn376ie7du6cbK6xSqRgzZgwajYYOHTrQsmVLOnTogEajYcyYMS90Whfx31WoxyDptWzZEgcHB5YsWcLDhw+VG4ClpSUWFhYGtb82NjYZ1qCHhYUZNHFrNBoSEhIMWmlcXV354osvTJq6NjeKFi1Kt27dWLFiBUeOHMHOzo64uDjlAadp06YGE7rqde3alXv37uHh4cG2bdvYsWOHMq5Av23nzp3T1RpptVpOnDihZIfT16ynfXjq3LlzjsYfdejQgU2bNrF79248PDyUrF9NmzY1aG7PSrly5ahcuTKBgYHKvCvGutfpWVpa8t133zF79mxu3LjBmjVrWLNmDXZ2dqSkpBi0QmZ3kGl2lClThnfffZcdO3Zw6tQpTp06hZ2dHQkJCSQnJ1OpUiXatWvH8uXLc32M3r174+HhwfTp07G0tMTMzEw5HxsbG8aOHZuuX3de2NvbM2jQIH777Td8fHz49NNPsbGxISkpCa1Wi4uLCwMGDDCalS6nGjZsiEajYdWqVaxZswYbGxuDbrVDhgwxOnB32LBhpKSk4OHhwf79+9m/fz/W1taYm5sbXPfGxuF06NCBGzducOrUKby8vHB0dEStVlOtWjXGjBkDpAYaEyZMICwsjAkTJmBpaYlarSYhIQFLS0smTpzI999/n+fzN7WqVasyZswYFixYgK+vL+PGjcPCwgJLS0uDe2baLskqlYpvvvmGhQsXcubMGbZt28a2bduUlrS4uDjlfvnaa6+98HMSIr/UqlWL0aNHM2fOHCIDvPGcOYSmE37H3Np45s/M6FJSuPjbBO6cSG0Rf/fdd5VxvZkdf8aMGZw4cQJfX1/8/f1JSkrCyckJd3d3unXrxvvvv58uyEpOTjY6flOj0Rh0Wc5JF+RatWoxaNAgzpw5w71790hOTqZs2bJ06NCB4cOHGySvyog+IUPaib3T6t+/PxqNhl9//RV/f3/Kli3L8OHDGTx4cLbLKURevBIBEqR2H/vtt984evQo58+fJzAwkKdPn6LRaChWrBgVKlTA3d2dli1bZlhLn5KSorQkqFQqbGxsKF68OKVLl6Zy5co0atSImjVrvsCzytw777xD6dKl2blzpzL/QLly5ejYsSMdO3Y0mq1OpVIxfPhwGjRogIeHB35+fsTExFCkSBGqVatGp06djAY5vXv3plKlSly5coV79+4RERFBUlISxYsXp2rVqnTo0CHHyRl69+6NjY0NR48e5f79+0pNdG5q3Fu2bKkER87OzlnO7eLk5MSsWbM4deoUx44dIyAggKioKNRqNaVKlcLNzY1GjRoZ7aan/2OTVQ2ZMR9++CHlypVj3759hISEkJKSokz61717dyUAza0iRYowb948tmzZwpkzZwgPD8fR0ZF69erRt2/ffHlo7dKlC87OzuzYsYNbt26RnJxMyZIladSoET179iQoKMgkx1GpVIwdO5Z9+/Zx4MAB7t+/j62tLVWrVqVHjx4ZBrNmZmYMHz6cNm3a4OHhwfXr14mIiCAhIQFHR0dcXV1xd3enSZMm6bZt27YtAP/++y8hISGEh4ej0+kM5uKpUqUK8+bNY9OmTfj4+BAfH4+DgwNNmjShR48eLzQRSE41adKEZcuWsWvXrtRB6KGhJCcnU7p0aaV2+PnU7/p5SC5cuMChQ4fw9fVVBk07OztTsWJFGjZsqMy/JsSrYtSoUVy+fJl///2XhxePcHjsOzT86iccK2Z/zE9c2APOLxnNwwuHgNRgw1hPhec5Ojry8ccf53gKkfLlyxu08mZX375907XI67m6umarzJlZvXp1lusMGTIkR5WlQpiSSleY887+Bx06dIjFixfj4uLCypUrC7o4/zlarZa+ffuSmJjIokWLTNLX2xSGDh3K48ePGTlypPJQL8R/TVYZOvOTfq6T5ORkmevkFZaQkMCwYcOU7uhqcwsqd/kQt84fUqRMxmNjEiIfc+vfDdzcsYyk2NRKwNq1a7Nly5Z08xyKV4vcG15Or/Q8SEK8aH5+fmg0Gpo0afLSBEdCCCFeDGtra1avXs3SpUv58ccfSUxMxH/Xcvx3Lad4dXeKValH0Qo1MLexJyVJw9MQPyIDvAm7doYU7f8nQ/nwww+ZPHmySbs8CyFMRwIkIXJAn2Xu+QyGQggh/hvMzc0ZNWoUHTt2ZNq0aRw8eBCdTke473nCfc9nuq27uzsTJkygefPmL6i0QojckABJiBzo3bu3BEdCCCGoUaMGGzduJDg4mI0bN+Ll5cWVK1cMMr1aW1tTq1Yt3njjDfr06UOdOnUKsMRCiOySAEkIIYQQIpdcXV0ZP348kJrsKTQ0FGtra2xsbChWrFi2J7EXQrw8JEmDEEKIV4IkaRAvC7kehJ5cCy+nrJI0yGxbQgghhBBCCPGMBEhCCCGEEEII8YwESEIIIYQQQgjxjARIQgghhBBCCPGMBEhCCCGEEEII8YwESEIIIYQQQgjxjARIQgghhBBCCPGMBEhCCCGEEEII8YwESEIIIYQQQgjxjARIQgghhBBCCPGMBEhCCCHy3YQJE+jatSsbN25Mt6xr16507doVHx+fAiiZEKYRExPDhg0bGDduHB9++CHDhw9n8eLFhIWFvZDjP3r0iEmTJtGwYUPKli1LtWrV6NWrF4cPH87xvubOnUuJEiUy/efv759uu7i4OL799ltq1qxJ2bJl6dSpE56enhkeZ//+/ZQoUYJVq1bluIxC5Cfzgi6AEEIIQ4sWLTL6UKNSqbCxseG1117j9ddf55133sHJyakASiiE0Lt79y4///wzf/75J9HR0emWjx8/nq5du/L5559Tu3btfCnD9evX6dmzJ6GhoVhZWVG9enWioqI4cuQIR44cYdKkSYwcOTLH+y1TpgxlypQxuszGxibdayNGjGDXrl04OTlRoUIFLly4wPvvv8++ffuoW7euwboajYaJEydSq1YtBg8enOOyCZGfJEASQoiXlLm5Ofb29srvycnJREdHExgYSGBgIB4eHvzwww9UrVq1AEspxH/XuXPn+OCDDwgPD1des3IojqWDE9q4GOIjHpKYmMhff/3F7t27Wbp0Kd27dzdpGbRaLUOGDCE0NJRmzZqxcuVKnJ2dAThx4gQDBw5kxowZNGjQgKZNm+Zo3/369WPs2LHZWvf69evs2rWLevXqsWPHDuzt7fnrr7/47LPPmD9/PuvWrTNYf+nSpdy+fZvdu3djZmaWo3IJkd8kQBJCiJdU9erVmTlzpsFriYmJeHl58euvvxIdHc2CBQtYtmwZKpWqgEopxH+Tj48P77//PrGxsQCUadwJt7c/xOV/zVGpU0cwRPhfJnDfGoKPbCMxMZFPP/0Ua2trOnXqZLJyHDhwgMDAQKysrFiyZIkSHAE0b96cr776imnTpjFv3jy2b99usuM+7/LlywB89NFHSsVOz549mTlzJl5eXgbr3r17l59++omePXvSpEmTfCuTELklY5CEEKIQsbS0pHnz5gwdOhSA+/fvc+fOnQIulRD/LfpWm9jYWFRqMxqPWUazSWsoWa+lEhwBFKtSjwYjF9Fq1nYs7BxISUnh008/5fHjxyYry9mzZwGoV68e5cqVS7f87bffBuDUqVOEhoaa7LjP04+1KlGihMHrLi4uREVFGbw2adIkVCoV33//fb6VR4i8kBYkIYQohCpVqqT8rNFocrWP5ORkjh49yokTJwgMDCQ2NhYHBwdKlSpFw4YNad26tdExTiEhIezevZsrV64QERGBmZkZpUqVokmTJrzzzjvY2dnl+ryEKAz279/P7du3Aaj70feUb/lepus712hA0/ErOTapF3Fxcfzxxx989dVXJinLkydPAHjttdeMLte/npKSwqVLl+jQoUO2933y5El8fX2JjIzE0dGR+vXr06tXL0qWLJlu3bJlywIQGBhI27ZtgdRAMjg4GBcXF2W9Y8eOsXfvXr7//ntKlSqV7bII8SJJgCSEEIVQUFAQAGq12ujDSlYiIyOZMWMGfn5+QGoCCDs7O2JiYrh+/TrXr1/HzMyMbt26GWz3999/s3LlSlJSUgCwsrIiKSmJoKAggoKCOHz4MFOmTMnwYU2IV8Hq1auB1PFGlTsPztY2Jeu1pHh1d8J9z7N27VpGjBhhkrE3Dg4OADx48MDo8rSvBwYG5mjfp0+fNvj977//5scff2TOnDn07dvXYFnjxo2xsrLi559/pmHDhlSsWJGFCxcSFhZGv379AEhKSmL8+PFUqVKFTz75JEdlEeJFkgBJCCEKkaSkJM6dO6ekxW3VqpXygJSTfeiDIzs7OwYNGkTz5s2xs7NDp9MREhLC4cOH0+335MmTLF++HCsrK3r27EmHDh1wcnIiOTkZPz8/VqxYQUBAALNmzWLRokWo1dKLW7x6IiMjOXr0KAAVO/TFzMIq29u6dfmQcN/z3Lt3j3PnztG4ceM8l6devXoAeHt7c+/evXRZ5/bu3av8rG9tykrJkiUZNWoUXbp0wdXVFWtra3x8fFiwYAGHDh1i5MiRFCtWjI4dOyrblC5dmi+//JJ58+bRvn175XUXFxe+/fZbAH777Tf8/f3ZunUrFhYWACQkJPDkyRNKlCghyRrES0MCJCGEeEn5+voycOBA5Xd9FjtI7effq1cv+vTpk+P9Hjp0CD8/P8zNzfnhhx+oVq2askylUuHq6sqHH35osE1SUhIrVqwAYPTo0QYPdmZmZtSoUYMpU6bw5Zdfcvv2bc6cOZPjjFlZ2bBhg9F5lPT69u2r1FS/aPpgUK1WS+r1V9zDhw+Vn4tXd8/RtsWqvaH8HBcXZ5JrpV+/fvzwww/cv3+fzz//nM2bNystuHv37mXRokXKujqdLlvHHDVqVLrXSpcuTYcOHXj//ffZuXMn33//Pb179zZIEDN79mzq1q3LX3/9RVRUFHXr1uWrr76iTJkyPHjwgAULFtC9e3e6d++ORqNh5MiRrF+/Ho1Gg5OTE5MnT+bLL7/M83vyMpF7Q+EkAZIQQryktFpthjW+cXFxxMXFkZSUhLl5zm7lhw4dAlIzXKUNjjJz/vx5IiMjKVOmTIa13kWKFKF+/focPHiQy5cvmzxAio2NzXRwe1xcXIHXQKtUqgIvg8hf+u6lACqznH331GmujeTkZJNcK3Z2dvz555907tyZU6dOUbFiRapVq0ZkZCT379+nfPny1KtXj+PHj+Pg4JDnY86ZM4edO3cSGBjItWvX0s1vNGDAAAYMGJBuu2+//RatVsvChQsxMzNjxIgRrFq1ikGDBtGqVStWrVrFV199RYkSJejfv3+eyvgykntD4SIBkhBCvKRq165tkOZbp9MRGxvLjRs3WL9+PX///Tc3btxg1qxZWFtbZ2ufWq2WgIAAABo0aJDtsty4cQOAx48fG7RqPS8hIQEgX7Jl2dnZGQz2fp6trS3JyckmP252qNVqVCoVOp3O4AFavHqKFi2q/Bzz4HaOtk27vqOjo8mu1yZNmnDu3DnmzJnDgQMH8PPzo0SJEnzyySf88MMP9OjRA0jt7pbXY1auXJlixYoRERGBn59ftia/PXHiBBs3buT777+nbNmy3Lt3jzVr1tC6dWulu/C7776Lq6srs2fPzlXL+MtK7g0vp6yCVQmQhBCikFCpVNjb29OgQQMqVarEF198QWBgIHv27OH999/P1j6io6OVB6Tn0/FmJjIyEkjtapedcQy5zayXmYxqpvXCwsKUcr5oTk5OmJmZkZKSUmBlEC+Gra0tVapUwd/fn6D9f1DlnaHZnofs1v4/lH3oW3lMpXjx4sydOzfd61qtFm9vbwCqVKlikmPqHy6fPHmS5f6Sk5P54osvcHV1ZejQocoYruTkZFq0aGGwfcOGDTl48CB37twxmCS7MJN7w8sp7XxhxkiAJIQQhVDx4sWpX78+J06c4MSJE9kOkHJLX/PZrFkzZcC1EP9FKpWKwYMHM3HiRJ7evsHjKycpWbd5ltvFhd7jnmdqwoSePXvmOLlKbh0+fJjY2FhKlSrF//73vzzvLzw8XJnzqHTp0lmu//vvv3Pt2jXWr1+vtHTrJ9d9PgjS/x4dHf3KBEiicJIUQ0IIUUjpa8DSDhrPioODgzJmKSfd4BwdHYHUOZCE+K/r3bs3tra2AHjNG070/aBM19dER3Jy+iBStEkA6ZKg5JfExETmzJkDwODBg00yBmbZsmXodDocHBx4/fXXM103LCyMOXPm0KZNG9566y3ldX1gpZ9LSu/27duo1WqDboxCFAQJkIQQopAKDw8Hsu5LnZaZmRlubm4AnDt3Ltvb1ahRA4A7d+5IkCT+84oWLcqsWbMASIh8zOFvuhDosQ5tQqzBeinaJO6c3MPhMW/zJNAHgM8//zxb43Zy4sCBA1y4cMHgtXv37jFw4ECuXLlCtWrV+OKLLwyW//rrr9SvX59hw4YZvO7r68vYsWPx9fU1eD0hIYGFCxeyZMkSAL788kssLS0zLde0adOIj483GEsJqfcTW1tbtmzZwr179wA4cuQIly9fpl69ekrwKURBkS52QghRCEVFRSnjCvQBT3a1adMGX19fTpw4QefOnbOVya5BgwY4Ojry5MkTVqxYwQ8//JBhYKbVaklKSsLGxiZH5RKiMOnXrx+RkZH88MMPaKLCubB0DFd+n0rpRh2xdCiGNj6GB+cPkRDxSNmmf//+TJ482eRlOXr0KMuXL8fR0ZFy5cqh0Wjw9/dHp9NRrVo1tm7dipWV4XxNUVFR3Llzh3Llyhm8npSUxOrVq1m9ejXOzs7KvEr+/v7ExcUp5zFy5MhMy3Tx4kU2bdrEl19+SeXKlQ2WFS1alM8++4z58+fTtGlTXF1d8fPzQ6VS8c033+T17RAiz6QFSQghChGdTkdgYCAzZ87k6dOnALzzzjs52kfbtm1xc3NDq9Xyww8/4OHhoTz4JCUlERISwtq1azly5IiyjZWVFR9//DGQOiHlpEmTuH79upLwISUlheDgYLZs2cKnn35KUFDmXY6EeBV8/vnn/P7771SqVAmApLhogo/8hf+u5QTt36gERyVKlGDatGksXLgwXyZQ7ty5M926dcPBwQF/f38ePnzI66+/ztSpUzl06JAyL1J2lC9fnnHjxtG2bVvs7OwICAjgxo0bODo68s477/Dnn3+yaNGiTBNT6HQ6xo0bR6lSpfj666+NrjN27FjGjh2Lo6MjAQEBVK1ald9//91gklkhCopKp9PpCroQQggh/t+iRYs4fPgw5ubm6QYqx8XFkZiYCKSmj+3Xrx+9evXK8TEiIiKYNm0agYGByr5sbW2Ji4tTEjJ89NFHdOvWzWC7/fv389tvv5GUlDqWwtzcHBsbG+Lj49Fqtcp6s2fPpmbNmsrvEyZM4OrVq/Tp0yfdZK5du3YFYMaMGdSpUyfH56KnHzheEPSZqpKTkyVT1X9QSkoKx48fZ+3atVy7do3Y2Fjs7OyoXLkyvXv3pnPnzll2RxOvJrk3vJwki50QQhRSxiaKtbKyokyZMtSsWZNOnTrluHudXrFixfjxxx85dOgQx48f5/bt28THx+Pk5ETJkiVp1KgRLVu2TLddhw4dqFevHnv37uXSpUs8fvxYeRgsXbo0devWpUmTJum61AjxKlOr1bRq1YpWrVoB8lAsRGEnLUhCCCFeCdKCJF4Wcj0IPbkWXk5ZtSDJGCQhhBBCCCGEeEYCJCGEEEIIIYR4RgIkIYQQQgghhHhGAiQhhBBCCCGEeEYCJCGEEEIIIYR4RgIkIYQQQgghhHhGAiQhhBBCCCGEeEYCJCGEEEIIIYR4RgIkIYQQQgghhHhGAiQhhBBCCCGEeEal0+l0BV0IIYQQojDbsGEDsbGx2NnZMWDAgIIujihgcj0IPbkWCicJkIQQQog86ty5M48fP8bFxYV9+/YVdHFEAZPrQejJtVA4SRc7IYQQQgghhHhGAiQhhBBCCCGEeEYCJCGEEEIIIYR4RgIkIYQQQgghhHhGAiQhhBBCCCGEeEYCJCGEEEIIIYR4xrygCyCEEEIUdv369VPmOhFCrgehJ9dC4STzIAkhhBBCCCHEM9LFTgghhBBCCCGekQBJCCGEEEIIIZ6RAEkIIYQQQgghnpEASQghhBBCCCGekQBJCCHEf1ZKSgpffvkl7733HqGhoQVdnJfOvn376Nq1K2vXri3oorxUCvK6iY+PZ/Xq1XzyySf06NGDrl270rVrVwB8fHwMfs+Jb775hnfffZeQkBBTF7lQkHuB6axevZquXbvyzz//FHRRck3SfAshhMg3ycnJHDt2jJMnT3Lr1i2ioqKwtLSkaNGiODs7U6tWLerUqUPt2rVRqVQG2wYGBnLz5k1u3bpFQEAAISEhaLVaKlasyOLFi01SvkOHDhEcHEyHDh0oUaJEumXZOY6LiwsrV640SXleNu3bt2fr1q3s2bOHLl264Ozs/EKOm9vrJjk5mStXrnDhwgV8fX25d+8eCQkJ2NnZ4erqSvPmzWnbti0WFhZ5Kl92r5vdu3fn6TjGzJ49m0uXLgFgbW1tsvTRvXv3Ztq0aaxdu5bvvvvOJPtMK7efqUaj4dChQ/j7+xMUFMSTJ0+IiorCwsKCkiVLUrduXbp06UKpUqXyVD5jn+mECRO4evVqrvY3cuRI2rZtm6cyFVbdu3dn3759bN68mdatW2NtbV3QRcoxCZCEEELki6ioKKZOnYqfn5/ymoWFBSqViocPH/LgwQN8fHzYvHkzGzduxN7e3mD7WbNm8fjx43wrn0ajYdOmTajVanr27Jnpuo6Ojhkuc3BwMHHJXh4WFha89957rFixgo0bNzJixIh8P2Zerptly5axf/9+5Xe1Wo2NjQ1RUVH4+Pjg4+PDP//8ww8//ICTk1OuypeT68bUQkJClOBo3LhxNG3a1GT7btCgAZUrV+bcuXNcu3aNWrVqmWzfeflMw8PD+fXXX5Xf1Wo1tra2xMbGcvv2bW7fvs0///zDqFGjePPNN3NVvow+U3t7e6Pf/cTEROLi4oCM7w2Wlpa5KsurwNHRkbfeeotdu3axc+dO+vTpU9BFyjEJkIQQQuSL+fPn4+fnh7W1Nb169aJ169YUL14cSH0g8ff35+zZsxw5csTo9ubm5lSsWJHKlStTuXJl/Pz8Mlw3N06cOEFYWBj169fPsvZ53bp1JjtuYdOmTRvWrFnD0aNHGTRoEEWLFs3X4+XlutFqtTg6OtK2bVuaNGlC5cqVMTMzIyYmhgMHDrBx40aCgoKYNWsWc+bMSddqmR05uW5MTd/9rUiRIiYNjvQ6dOjAsmXL2LVrl0kDpLx8pjY2NnTr1o1atWpRpUoVHB0dMTMzQ6vVcuPGDdasWYO/vz8LFy6kcuXKvPbaazkuX0af6YQJE4yun7aV8L98b8hMx44d2bVrF3v37qVnz56YmxeukKNwlVYIIUShcPfuXaWme8SIEelqdq2srKhduza1a9fmgw8+wMzMLN0+fv75Z4PXnz59atIy6lsaWrZsadL9vmrs7Ox44403OHPmDIcPH6Z79+75dqy8XjedOnXis88+w8rKyuB1e3t7unfvTrFixZg/fz6+vr5cu3aN2rVr57iMBXndaDQaIDVoyA/NmjVjxYoVnDt3jsjIyFy3sqWV18/UycmJjz76KN1+zc3NqVOnDlOmTGHIkCEkJCRw7NixXLVWyL3A9MqWLUulSpW4desWZ8+ezZeAPj9JgCSEEMLkbt++rfzcoEGDTNfNaDyIsaDJVO7cuYOvry8WFhY0btzYZPvVD46fMWMGderUydE6Pj4+TJw4EUgdu3Lnzh22bNnClStXiI6OxtnZmWbNmtGrV69MH5AjIyPZvXs3Fy9e5NGjR2i1WooXL07FihVp3rw5TZo0Qa3OWY6mFi1acObMGQ4ePJivAVJer5tq1aplus2bb77JL7/8Qnx8PIGBgTkOkPJ63ehbHvTj1nx9fdm2bRu+vr7ExcVRqlQpWrduzbvvvmtQ475x40Y2b96s/P748WODRAymGu/i4OBA3bp1uXDhAkeOHOG9997L8z5NcS/IjL29PaVLl+bWrVtERETkeHtT3wue/x7ndB39Z127dm1mzpzJqVOn2LNnD8HBwahUKqpWrUr//v2pUqUKAHFxcezYsYOTJ08SGhqKnZ0dTZo0YcCAAem6Lafl6+vL7t27uX79OlFRUdjY2FCpUiXatWtHixYtjLauLlq0iMOHD9OmTRtGjBjBvn37OHLkCPfv3yc2NpZFixZRqVIlZf3mzZtz69YtDh48KAGSEEIIkfaPa3h4OKVLly7A0qR38eJFACpWrJhvtfF5cfnyZWbMmIFGo8HOzo6UlBQePnzItm3buHbtGrNmzTIaQJ47d4558+YRHx8PpNay29jY8OjRIx48eICnp6fR8V5ZqVmzJpD6MBkWFpZvyRry+7oxMzNTAo+UlJQcb2/K6+bIkSP89NNPpKSkYGtrS1JSEnfu3GHdunXcunWLsWPHKuva2Njg6OiojH1Rq9UGY99MOd6lZs2aXLhwgUuXLpkkQMrvzzQqKop79+4B5KrL48t8L9iwYQNbtmzBzMwMS0tL4uPjuXjxIteuXWPatGmULl2aSZMmcfv2baytrUlJSSEyMpJ9+/bh5+fH3LlzjXZt27JlCxs2bFB+t7OzIzY2Fm9vb7y9vTl16hRjxozJMGDV6XTMmjULLy8vZZyfMfpumleuXCEpKSnPyVFeJAmQhBBCmJybmxsqlQqdTseyZcv4+uuvTdJdx1SuX78OQNWqVQu4JMbNnTuXBg0aMGjQIEqWLElCQgJ///0369evx9fXlwMHDvDWW28ZbOPv78+sWbPQarVUq1aNwYMHU6NGDdRqNRqNhitXrvDvv//muPUIoFixYjg7OxMWFsa1a9fyrStSfl83wcHBREdHA+Dq6prj7U113Tx9+pQlS5bw1ltv0atXL5ycnIiJiWHjxo38/fffnDx5knbt2lG/fn0gNStY9+7dlRYoZ2fnfMucqD83X19ftFptnseO5MdnmpKSwtOnT7l58yYbN25UKhJy04r2st4LgoKC8PX1ZejQoXTs2BErKytu377NnDlzuHfvHitXrqR48eIkJSUxe/ZsatSogVar5ciRIyxbtoyAgAAOHDhAp06dDPbr6empBEdt2rRh4MCBFCtWjISEBPbt28e6des4c+YM69atM9q1EeDMmTNotVo+/fRT2rZti5WVFU+ePEkXqFeqVAlzc3MSExMJCAigRo0a+fNm5QMJkIQQQphcyZIladu2LQcPHsTb25shQ4ZQrVo1qlWrRpUqVahevfoLSxltjL+/PwAVKlTI1voDBw7McNn8+fPTpXrOKzc3N8aMGaPUvltbW9OzZ0+CgoI4ceIEJ0+eTBcgrVixAq1WS5UqVZg5c6ZBba2VlRUNGjTIsotTZipWrEhYWBg3b97MtwApv6+b9evXK8f53//+l+Ptc3rdZESj0dChQwc++eQT5TV7e3s+/vhj/Pz88PPz4+TJk0qA9CJVrFhRKWNwcDCVK1fO0/5M+Zn+8ssveHh4pHu9bNmyjB49OlcJREz1mZpabGwsffv2NehKWaFCBb744gvGjx+Pn58f5ubmLF26VGmVs7CwoEOHDvj6+nLw4EFOnTplECDpdDrlO9CwYUNGjRqlLLO2tua9994jOTmZ9evX8/fff/Puu+8qyTTSio+PZ/jw4Qb3IGPZ/CwtLSlTpgzBwcHcvHlTAiQhhBBi+PDhODo6snv3bhITE7l+/bpSWwupNfhdunShffv2+Tre6Hk6nY7IyEiAbD9QPXnyJMNluemqlZUePXoYHQPg7u7OiRMnCA4ONnj97t27+Pr6AjBo0KB86cqi79KVm3EeOZFf183u3bs5e/YsAEOHDs1xy0hurpvM9OjRw+jr7u7u+Pn5pfuMX5QiRYqgVqtJSUkhIiIizwESmO4ztbW1xdHRkeTkZKUlsHTp0gwZMiRX5TT1Z2pK5ubmdOvWLd3rNWrUwNLSksTERJo2bWq0y2LdunU5ePBgumsoKChI6Y7Yu3dvo8ft1q0b27dvJzY2Fk9PT95555106xQpUoT27dtn6zz09w39+1xYSIAkhBAiX5ibmzNw4EC6d+/OmTNnuHr1KgEBAdy7d4+UlBSCg4P55ZdfOHHiBJMnT06XeSy/xMbGkpycDKT+oc+O/JjwMzP6AdjP03dNiomJMXj95s2bQOpYldxkZssO/bilqKiofNm/Xn5cN15eXvz+++9A6gNgo0aNclyu3Fw3GbG3t88wHXWxYsWA9J/xi6JSqbCzsyM6Otpkn7WpPtPBgwczePBgILUV48qVK6xbt46pU6fSsmVLRo4cmaPA15SfqamVLFkSW1vbdK/rx5+FhYVl2E1U35rz/DUUEBAApAaabm5uRre1tLSkRo0anD9/Xln/eW5ubtmunNDfN0ydhTS/SYAkhBAiX+lrG/U1jnFxcVy8eJGtW7cSFBSEj48P69evZ+jQoS+kPImJicrPL+ugYWMPRvD/mf30D3V6+hau4sWL52qMUXboxxekff/yk6mum0uXLjF37lxSUlJo27YtQ4YMyVV5THndZPT5Qsaf8YukPz99WnFTMeW9wMbGhkaNGlG7dm1GjhzJsWPHqFKlikGXtKy8zPeCzCan1n/HMxrLpV/+/DWkD3iLFSuW6Rxg+i6PGQU1OWlte9H3DVPJn7uoEEIIkQFbW1vefPNN5s6dS7ly5YDU9Mf50VXNmLQ1xQVVS18Y6bs0pc2e9iLl5rrx9vZmxowZJCUl0bJlS7788stcTQ4L/63rRn9++f1Zm+JeYGdnR5s2bQA4cOBAjo7/Mn+m2blOc3stZ3e7jNbLSSVMQd83cksCJCGEEAXCysqKVq1aAaldXV5UFwwLCwslLa2pH4r0Dw4Z1ZbGxsaa9Hh6+trm8PDwfGt50Je9oLsiZfe6uXLlCtOnT1fGaowaNSpPrWv5ed28TBITE5Xr90U91Ob1XqBPJPDgwYMcbZcfn2narmcv+j6QFf3nGR4ejk6ny3C9sLAwg/Xz4kUF26YmAZIQQogCY21trfz8Iru4lC1bFoBHjx6ZdL/6/vbh4eFGl+szZpla9erVgdRxGdeuXcuXY+jfK31Nf0HK6rq5evUq06ZNQ6PR0LBhQ7755huTJALJr+vmZZL23PTn+yLk5V7w8OFDgFzNY2TqzzTtHGP6QON5GY3tyW9pJ5fNqAxJSUncuHEDIMNxSjmhf19f5LVkChIgCSGEMLkHDx5kWZubnJzMiRMnAHBxccnx5KV5oU836+fnZ9L96gdNe3l5pVum0+nYtm2bSY+nV6ZMGSVIWrt2LUlJSSbdf1JSEkFBQcD/TxqbH0xx3Vy7do2pU6ei0Whwd3fn22+/zfNcPnr5dd28TPTn9tprrykJI/Iir59pVi2iT58+5dChQ8D/T0yaE6b+TF977TVl3I2x+0BUVBT79+83ybFyqkKFCpQpUwaAP//80+g6u3fvJjY2FjMzM5o2bZqn4z1+/FhpDczNZ1OQJEASQghhcsHBwXz22WfMmDGD48ePG7SoJCYm4u3tzeTJk5XU1MZSyWo0GqKiopR/+gHjKSkpBq/npruK/o+1qVt0mjdvDsD58+fZtm0bCQkJQGot6rx58wgMDDTp8dLSp6729/dn4sSJXL9+XRnLERMTw4ULF5gxYwZxcXEG202YMIGuXbsyYcKEDPd9+/ZtkpKSsLS0zDDDnink9brx9fVl6tSpJCQk8PrrrzN+/HiTtkzm13XzIjx69IiuXbvStWtXJaAwRn9upsqGmNfPdNGiRaxYsYLr168bJI2Ii4vj5MmTjBkzhidPnmBubk6vXr1yXD5Tf6YWFhZKlsQtW7bg5eWlBHm+vr589913aLVakxwrp1QqlTKn29mzZ1m8eLGStj8hIYEdO3Yo8yS9/fbbRudAygn9e1qqVKk87+tFkyx2QgghTM7MzIyUlBS8vLyUWlRLS0ssLCzSBTTvvPOO0cxT27ZtY/PmzeleDw4OZsCAAcrvtWvXZubMmTkqX/369bGzsyM8PJxbt25RqVKlHG2fkfbt23P48GF8fX1Zu3Yt69evx8bGhtjYWKysrJg4cSKTJ082ybGeV7VqVcaMGcOCBQvw9fVl3LhxWFhYYGlpafCe5yYZxrlz5wBo0qRJvnaFzOt1s379euLj44HUbkwfffRRhsdq3rw5w4YNy1H58uu6eVnodDrOnz8PwJtvvmmSfeb1M01ISODYsWPs2bMHlUqlZACMi4tTxtHY29szatSoXH0e+fGZDhw4kCtXrvD06VNmzJiBhYUFZmZmJCQkULJkST7++GMWLFiQ5+PkRpMmTRgwYAAbNmzg0KFDHD58GDs7O+Lj45VArnHjxplOjp1d+nnH9BVHhYkESEIIIUyuQYMGLFu2jPPnz3Pt2jVCQkKIiIggPj4eW1tbSpYsSfXq1WnXrl2+tkhkxMrKipYtW7Jv3z6OHz9usgddMzMzpkyZwtatWzl58iRhYWGYm5vTvHlzevfuTfny5U1ynIw0adKEZcuWsWvXLi5evEhoaCjJycmULl2aSpUq8eabb2aaYjojx48fB8j25JC5ldfrJu3Ac332rIzkpuUxv66bl4Wvry+PHz/GxcWFevXqmWSfef1M+/XrR5UqVbh69SoPHz7kyZMnaLVaHBwcKF++PPXr16ddu3a5nug1Pz7TkiVL8uOPP7Jp0yYuXbpETEwMDg4OdOzYkd69eyvdVQtKr169qFOnDrt37+bGjRtERUVha2tLpUqVaNeuHS1atMh1hjy9xMREvLy8UKlUtGvXzkQlf3FUuszSWAghhBCvqODgYEaMGEHx4sVZsWKFSQbxv4r8/f0ZPXo0pUuXZtmyZXl+cCrsXuXr5tdff2Xfvn0MGDAgV93VCqtX+TMtKCdPnmTu3LnUrVuXadOmFXRxckzGIAkhhPhPcnV15c033yQsLEwZIC7S0yeW6Nev338+OIJX97p58uQJhw4domjRorz99tsFXZwX6lX9TAvS9u3bAejfv38BlyR3JEASQgjxn/XBBx9gbm7O1q1bX9hEtYVJSEgIp0+fxs3NrVCOI8gvr+J1s2PHDjQaDb169cpVN8zC7lX8TAvK+fPnCQgIoHHjxkp2zcJGutgJIYT4Tzt27Bj37t2jQ4cOODs7F3RxXiqXL1/m+vXrNGzY0CRzorxKXrXrRh8g9ejR44XOSfYyedU+04Jy6tQpgoODad26Na+99lpBFydXJEASQgghhBBCiGeki50QQgghhBBCPCMBkhBCCCGEEEI8IwGSEEIIIYQQQjwjAZIQQgghhBBCPCMBkhBCCCGEEEI8IwGSEEIIIYQQQjwjAZIQQgghhBBCPCMBkhBCCCGEEEI8IwGSEEIIIcQzrVq1QqVSoVKpCrooQogCYl7QBRBCCCGEMIXLly+zbt06PD09CQwM5OnTp5iZmeHo6EiFChWoVasWDRo0oF27dlSuXLmgi/tSW7RoEU+ePMHR0ZFRo0YVdHGEeKFUOp1OV9CFEEIIIYTIrdjYWD777DPWr1+f7W327dtHp06d0r3eqlUrjh07BsB/+RGpQoUKBAcH4+rqyu3btwu6OEK8UNKCJIQQQohCS6vV0qlTJ06cOAGAmZkZb7/9Ns2bN6dMmTKoVCrCwsLw8fHh+PHj3LhxA4Dk5GSj+zt69OiLKroQ4iUlAZIQQgghCq1ly5YpwVH58uXZu3cvtWvXznB9f39/Vq5ciaOj4wsqoRCisJEudkIIIYQotBo2bMi5c+cA2Lt3L507dy7gEr0apIud+C+TLHZCCCGEKLR8fX2Vn1u3bp3n/WU3i51Op2P9+vW0a9eOEiVKYGNjQ6VKlRgyZAiXLl0CYM2aNcq+1qxZk24ft2/fVpYPHjwYgCdPnjBz5kzq16+Po6MjdnZ21KhRg2+++YZHjx5lWX4/Pz8WLFhA9+7dqVKlCvb29lhaWuLi4kKLFi2YPn06YWFhGW5foUIFVCoVwcHBAAQHBytlTPvvhx9+yPQ8MqM/RoUKFYwuHzx4sLI/fXC2c+dO3nvvPVxdXbGysjJYllZgYCDjxo2jQYMGlChRAktLS0qWLEmbNm1YvHgxcXFxWZZPCOliJ4QQQohCS6vVKj+HhoZSvnz5fD9mTEwM7777LocOHTJ4PSgoiKCgINavX8/ChQuxt7fP0X4vXrxI9+7dCQkJMXjd19cXX19f1q9fz4EDB/jf//5ndPt169YxaNAgo8tCQ0MJDQ3lxIkT/Pjjj2zcuJEuXbrkqHwFITExkZ49e7Jt27ZM10tJSWHSpEn8+OOPBtcEwOPHj3n8+DFHjhxh3rx57Ny5kzfeeCM/iy0KOQmQhBBCCFFoubm54ePjA6Smpl6wYEG+Hk+n0/Hee+8pwZGdnR1DhgyhQYMGAJw/f57ff/+dESNG0LNnz2zv9+7du3Tp0oXHjx/To0cP2rdvT7FixQgODmblypXcvHmTx48f07t3b65cuYKFhUW6fcTFxaFSqahbty4tWrSgevXqFCtWTNn/wYMH8fDwICoqih49euDp6Un9+vUN9rF8+XLi4uL4+OOPCQ0NpUSJEixfvjzdsapXr57tc8uLUaNG8c8//+Dq6srAgQOpXr06iYmJnD17FisrK2W9QYMGsWHDBgCKFi1Kr169aNiwIY6Ojjx+/Jh9+/axb98+7t69S+vWrTl//jxVq1Z9IecgCiGdEEIIIUQhNWvWLB2g/OvUqZPur7/+0kVERORqfy1btlT2Zczvv/+uLC9TpozO398/3TqBgYG6cuXKGZRr9erV6dYLCgoyWKdIkSK6Y8eOpVsvNjZW5+7urqz3119/GS3b1atXjZYnrYMHD+psbW11gK5t27YZrufq6qoDdK6urpnu7/nzGDRoUJbrZ7XvQYMGGbwv7777ri4+Pj7D/f3666/Kum3atNE9fvzY6Ho7d+7UWVhY6ABds2bNsiyn+O+SMUhCCCGEKLRGjRrFm2++qfz+zz//0LNnT4oXL06VKlXo06cPCxcu5Ny5cyaZ12jhwoXKz7///jtubm7p1qlUqRKrV6/O8b4XLVpEixYt0r1ua2vLzJkzld//+ecfo9vXqlXLaHnSatu2LaNHjwbg0KFD3Lt3L8flfJHKlCnD+vXrsba2Nrpco9EwZcoUAMqVK8euXbsoUaKE0XW7devG2LFjATh16hReXl75U2hR6EmAJIQQQohCy9ramoMHDzJu3Djs7OyU13U6HQEBAfz55598/fXXNGzYkIoVK7Jo0SISExNzdaxbt24p3flq1qxJhw4dMly3bdu21KlTJ9v7Ll68OAMHDsxweYsWLTA3Tx0Zce3atWzv15hmzZopP585cyZP+8pvQ4YMyXQs1/79+3nw4AEAn3/+eZbjvtK+x//++69pCileOTIGSQghhBCFmpWVFbNmzWLcuHHs2LGDgwcPcvr0aW7dumWwXnBwMF999RWbN29m7969FC9ePEfH0acTh+xlzGvdurUSUGWlYcOGSgBkjJWVFc7Ozjx8+JDIyMhM93Xy5Ek2bdrE2bNnuXXrFtHR0SQlJRld9+7du9kqX0Fp3rx5psuPHz+u/KzRaNi5c2em66d9H65fv56nsolXlwRIQgghhHglFC1alMGDByuppiMjIzl//jyHDx/mjz/+4M6dOwB4eXnRr1+/HLcg3L9/X/m5cuXKWa6fnXX0nJ2ds1xHn5QgISHB6PKYmBg++OCDLIOEtKKiorK9bkEoW7ZspsvTpvr+/vvvc7TviIiI3BRJ/AdIgCSEEEKIV5KTkxPt27enffv2TJkyhdGjR7N06VIgtWuWp6cnTZs2zfb+YmNjlZ9tbW2zXD876+ip1Xkf9dC7d2/27dsHpGbX69KlC6+//jqlS5fG1tZWaaG6evUq3333HQDJycl5Pm5+srGxyXT5kydPcr3v3Ha1FK8+CZCEEEII8cqztLTkp59+4sSJE3h7ewNw4MCBHAVIacc4ZWfC0bQBVX47deqUEhzVqVOH/fv3U6pUKaPrGksR/iKZMihLO+bo8uXL1K1b12T7Fv9dkqRBCCGEEP8JKpWK9u3bK7+n7TKXHaVLl1Z+DgwMzHL958dA5af9+/crP8+cOTPD4AhSJ7Q1pbTzEWXVKqPT6UzatS1tF7yrV6+abL/iv00CJCGEEEL8Z6QdpJ9VxrPn6SeDBThy5EiW62dnHVN5+PCh8nNWqb71LU2Z0Xf5y05qdEdHR+XnrNKGX758OVutb9nVqlUr5eft27ebbL/iv00CJCGEEEIUWo8ePcr2uklJSQZzCNWuXTtHx6pUqZKSuvv69esGrTbPO3ToULYz2JlC2u5/AQEBGa7n6emJh4dHlvvTB4/Z6SZoY2NDpUqVADh79mymiR8WLFiQ5f5yolOnTri4uACwY8cOTp06ZdL9i/8mCZCEEEIIUWi5u7szePBgTp8+nel6MTExfPjhh/j5+QHg4OBAt27dcny8r776Svl5yJAhRoORW7du8eGHH+Z433mRtnVrypQpRjPdXblyhffffz9brUIVK1YEIDw8nJCQkCzX79SpE5CaYW/8+PFG11m0aBEbNmzIcl85YWtry9SpU4HU1q53332XQ4cOZbrN7du3GT16NI8fPzZpWcSrQ5I0CCGEEKLQSkpKYu3ataxduxZXV1datmxJvXr1cHFxwcrKivDwcC5dusT27dsJDQ0FUsciLVmyhGLFiuX4eIMHD2bTpk0cOHCAe/fuUa9ePYYMGULDhg2B1LmSfv/9d2JjY+nZsyd//fUXYJosdZl57733KF++PCEhIZw/f55q1aoxdOhQ3NzciIuL49ixY2zevJmkpCQGDRrE2rVrM91fu3bt2L17t7LvTz/9lNKlSyvn4ebmZtCVb+TIkaxatYqEhAR++eUX/Pz8eP/993FycuLOnTv89ddfnD59mpYtWxIQEJBlV7yc+OSTT7h48SLLly8nLCyMdu3a0aJFC9566y1cXV2xsLAgIiKCGzducPLkSS5cuAAYBrtCGNAJIYQQQhRSHTp00KlUKh2QrX+lSpXSbdmyJcP9tWzZUlk3I9HR0bo2bdpkeAwzMzPdwoULdStWrFBe2759e7r9BAUFKcsHDRqU5bm6urrqAJ2rq6vR5efPn9c5OztnWq7Zs2frjhw5orz2/fffG91XTEyMrnr16hnuy9h2GzZs0Jmbm2e4TYsWLXTh4eFZnsegQYOUbYKCgrJ8X/TmzZuns7W1zdZ14OzsrAsNDc32vsV/i3SxE0IIIUSh9e+//3L37l1Wr17N0KFDady4MSVLlsTKygpzc3McHR2pVasWffv2Zf369QQEBPD+++/n6Zj29vYcPHiQtWvX0qZNG4oXL46VlRUVKlRg4MCBnDlzhlGjRhEeHq5sk5vWqpx64403uHLlCqNHj6ZatWpYW1tjb29P1apV+eSTTzh79izffvtttvZlZ2fHmTNnmDx5Mu7u7hQtWjTLVrD+/ftz/vx5BgwYQLly5bC0tMTZ2ZkWLVqwcuVKDh8+nK/vw+jRowkODmbOnDm0b9+e0qVLY2VlhZWVFSVLlqRZs2aMGjWKvXv3cv/+/WxNziv+m1Q6XTY6ogohhBBCiBzp0aOHklktIiICJyenAi6RECI7pAVJCCGEEMLEbt++zd9//w1AvXr1JDgSohCRAEkIIYQQIgdu3LiRaQa0u3fv0r17d2XS1M8+++xFFU0IYQKSxU4IIYQQIgf+/fdfvv32W9q0aUOzZs2oWLEiVlZWhIWFcebMGbZu3apMhtqsWTM++uijAi6xECInJEASQgghhMihxMREPDw8Mp10tV27dmzduhUzM7MXWDIhRF5JkgYhhBBCiBwIDw9nz549/Pvvv1y5coXw8HAiIiKwtramZMmSNG7cmH79+imTpwohChcJkIQQQgghhBDiGUnSIIQQQgghhBDPSIAkhBBCCCGEEM9IgCSEEEIIIYQQz0iAJIQQQgghhBDPSIAkhBBCCCGEEM9IgCSEEEIIIYQQz0iAJIQQQgghhBDP/B8zIQU24WZdhAAAAABJRU5ErkJggg=="
},
"metadata": {
"image/png": {
"height": 280,
"width": 420
}
},
"output_type": "display_data"
}
],
"source": [
"k3.names = ['S1 (Func.)', 'S2 (Infl.)', 'S3 (Tumor)']\n",
"plt_weight = (\n",
" k3.plot_feature_weight() \n",
" + pn.theme(\n",
" figure_size=(4.2, 2.8)\n",
" )\n",
" + pn.ggtitle(\"Feature Weight\")\n",
" + pn.scale_x_discrete(expand=(0.1, 0.0, 0.15, 0.0)) # This adds a little more room left and right of the bubbles\n",
")\n",
"figure_output(plt_weight, \"f_feature_weight\", PUB)\n",
"plt_weight"
]
},
{
"cell_type": "markdown",
"id": "74c5bef9-faaf-4216-97a7-18f38b3b2b5d",
"metadata": {},
"source": [
"### Ordination of samples\n",
"\n",
"To look at broad patterns in the data, we can look at PCoA ordination of samples. With few signatures, these willl largely divide by primary signature. In the PCoA below, we can see cancer and non-cancer samples separating along the first axis, and early and late stage tumors separating on the second axis. \n",
"\n",
"We could run the PCoA on the input data, or WH, using the `on` argument of `plot_pcoa`/`pcoa`."
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "91b13272-0d26-4a55-bf88-ab614a5a1627",
"metadata": {},
"outputs": [],
"source": [
"# We're defining a colour scale for tumor stage which gives an intution of progression\n",
"stage_color = dict(\n",
" none=\"grey\",\n",
" early=\"#c8b1e4\",\n",
" advanced=\"#532b88\"\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 149,
"id": "d542c8c8-5725-4da2-a222-ab3aca7c084d",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/kam24goz/repos/cvanmf/src/cvanmf/denovo.py:3831: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
"/home/kam24goz/repos/cvanmf/src/cvanmf/denovo.py:3835: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
"/home/kam24goz/miniforge3/envs/cvanmf/lib/python3.12/site-packages/plotnine/ggplot.py:606: PlotnineWarning: Saving 4.3 x 4 in image.\n",
"/home/kam24goz/miniforge3/envs/cvanmf/lib/python3.12/site-packages/plotnine/ggplot.py:607: PlotnineWarning: Filename: cell_imgs/c_pcoa.png\n",
"/home/kam24goz/miniforge3/envs/cvanmf/lib/python3.12/site-packages/plotnine/ggplot.py:606: PlotnineWarning: Saving 4.3 x 4 in image.\n",
"/home/kam24goz/miniforge3/envs/cvanmf/lib/python3.12/site-packages/plotnine/ggplot.py:607: PlotnineWarning: Filename: cell_imgs/c_pcoa.pdf\n"
]
},
{
"data": {
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"
},
"metadata": {
"image/png": {
"height": 400,
"width": 430
}
},
"output_type": "display_data"
}
],
"source": [
"plt_pcoa = (\n",
" k3.plot_pcoa(on=\"h\", color=sample_md['tumor_stage'], shape=\"signature\") \n",
" + pn.theme(figure_size=(4.3, 4), legend_position=\"bottom\") \n",
" + pn.ggtitle(\"PCoA on Signature Weights\")\n",
" + pn.scale_color_manual(\n",
" values=list(stage_color.values()),\n",
" breaks=list(stage_color.keys())\n",
" )\n",
" # We're removing the point colour legend, as it will be indicated on another figure in the publication\n",
" + pn.guides(\n",
" color=\"none\"\n",
" )\n",
")\n",
"figure_output(plt_pcoa, \"c_pcoa\", PUB)\n",
"plt_pcoa"
]
},
{
"cell_type": "markdown",
"id": "4a0bf2df-7e73-493a-8467-3b639d2c143d",
"metadata": {},
"source": [
"### Visualising signature composition\n",
"\n",
"An overview of the signature composition for samples can be a useful exploratory step. The `plot_relative_weight` methods produces a combination of stacked bar plot, a ribbon indicating some categorical metadata value for each sample, and a point plot of model fit.\n",
"\n",
"Here we can see again what we observed above - there is a shift in S2 / S3 abundance between early and late stage tumours, and S3 is more abundant in advanced tumors."
]
},
{
"cell_type": "code",
"execution_count": 158,
"id": "3f67959d-6d26-40a9-a0ef-e469766f04e3",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = k3.plot_relative_weight(\n",
" # The metadata to show groups for. It will appear in the order and with the name we give it here in this series.\n",
" group=(\n",
" sample_md['tumor_stage']\n",
" .rename('Tumor Stage')\n",
" .sort_values(ascending=False)\n",
" ),\n",
" # The colours should be provided as a series\n",
" # There is currently a bug here, where the colours are applied reversed.\n",
" group_colors=pd.Series(\n",
" reversed(list(stage_color.values())),\n",
" index=list(stage_color.keys())\n",
" ),\n",
" model_fit=False,\n",
" heights=[0.25, 1, 0],\n",
" sample_label_size=False, \n",
" legend_cols_grp=2,\n",
" legend_cols_sig=2,\n",
" width=4, point_size=0.1,\n",
" threshold=None,\n",
" legend_side=\"top\"\n",
")\n",
"# The relative weight plot is produced by Marsilea, so unfortunately currently has a slightly different way to display and save\n",
"fig.render()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 159,
"id": "cfc22942-e6f6-413e-8860-3fc4a909575c",
"metadata": {},
"outputs": [],
"source": [
"fig.save(\"cell_imgs/d_relative_weight.pdf\")\n",
"fig.save(\"cell_imgs/d_relative_weight.png\", dpi=300)"
]
},
{
"cell_type": "markdown",
"id": "a0029167-c48f-4741-bdd7-441118f084a9",
"metadata": {},
"source": [
"### Relationships to metadata\n",
"\n",
"Throught the previous plots we have seen what look like some associations between tumor stage and signature. We can plot this relationship to metadata as box or scatter plots. `plot_metadata` takes a single datframe with all the metadata we want to plot against, and returns two figures with discrete and continuous variables respectively.\n",
"\n",
"By default, statistical tests are run for discrete comparison: a Kruskal-Wallis test for more than two classes, and a Mann-Whitney U-test for two samples. Significance is indicated with stars.\n",
"\n",
"Here, we see that there are differences in signature weight between disease and tumour stage."
]
},
{
"cell_type": "code",
"execution_count": 160,
"id": "cb13edc7-3e43-4a2c-b28c-9ef6a0fa22a6",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
sample
\n",
"
metadata_field
\n",
"
metadata_value
\n",
"
signature
\n",
"
signature_weight
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
Adams_Kaminski_2020_001C
\n",
"
Disease
\n",
"
NC
\n",
"
S1 (Func.)
\n",
"
0.961407
\n",
"
\n",
"
\n",
"
1
\n",
"
Adams_Kaminski_2020_001C
\n",
"
Disease
\n",
"
NC
\n",
"
S2 (Infl.)
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"
0.028294
\n",
"
\n",
"
\n",
"
2
\n",
"
Adams_Kaminski_2020_001C
\n",
"
Disease
\n",
"
NC
\n",
"
S3 (Tumor)
\n",
"
0.010300
\n",
"
\n",
"
\n",
"
3
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"
Adams_Kaminski_2020_001C
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"
Disease
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"
NC
\n",
"
modelfit
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"
0.914390
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"
\n",
"
\n",
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4
\n",
"
Adams_Kaminski_2020_001C
\n",
"
Tumor Stage
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"
none
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S1 (Func.)
\n",
"
0.961407
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" sample metadata_field metadata_value signature \\\n",
"0 Adams_Kaminski_2020_001C Disease NC S1 (Func.) \n",
"1 Adams_Kaminski_2020_001C Disease NC S2 (Infl.) \n",
"2 Adams_Kaminski_2020_001C Disease NC S3 (Tumor) \n",
"3 Adams_Kaminski_2020_001C Disease NC modelfit \n",
"4 Adams_Kaminski_2020_001C Tumor Stage none S1 (Func.) \n",
"\n",
" signature_weight \n",
"0 0.961407 \n",
"1 0.028294 \n",
"2 0.010300 \n",
"3 0.914390 \n",
"4 0.961407 "
]
},
"execution_count": 160,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"disc.data.head()"
]
},
{
"cell_type": "code",
"execution_count": 163,
"id": "3f07462c-a3c8-4ed4-910d-18ae94a3f8c0",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/kam24goz/repos/cvanmf/src/cvanmf/denovo.py:5147: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
"/home/kam24goz/repos/cvanmf/src/cvanmf/denovo.py:4310: FutureWarning: The provided callable is currently using DataFrameGroupBy.min. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"min\" instead.\n",
"/home/kam24goz/repos/cvanmf/src/cvanmf/denovo.py:4326: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
"/home/kam24goz/repos/cvanmf/src/cvanmf/denovo.py:4331: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
"/home/kam24goz/miniforge3/envs/cvanmf/lib/python3.12/site-packages/plotnine/scales/scales.py:48: PlotnineWarning: Scale for 'y' is already present.\n",
"Adding another scale for 'y',\n",
"which will replace the existing scale.\n",
"\n",
"/home/kam24goz/miniforge3/envs/cvanmf/lib/python3.12/site-packages/plotnine/ggplot.py:606: PlotnineWarning: Saving 3 x 4 in image.\n",
"/home/kam24goz/miniforge3/envs/cvanmf/lib/python3.12/site-packages/plotnine/ggplot.py:607: PlotnineWarning: Filename: cell_imgs/e_metadata.png\n",
"/home/kam24goz/miniforge3/envs/cvanmf/lib/python3.12/site-packages/plotnine/ggplot.py:606: PlotnineWarning: Saving 3 x 4 in image.\n",
"/home/kam24goz/miniforge3/envs/cvanmf/lib/python3.12/site-packages/plotnine/ggplot.py:607: PlotnineWarning: Filename: cell_imgs/e_metadata.pdf\n"
]
},
{
"data": {
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"
},
"metadata": {
"image/png": {
"height": 400,
"width": 300
}
},
"output_type": "display_data"
}
],
"source": [
"disc, cont = k3.plot_metadata(sample_md[['disease', 'tumor_stage', 'age']].rename(\n",
" # Rename our metadata fields to more readable form\n",
" columns=dict(tumor_stage=\"Tumor Stage\", disease=\"Disease\")\n",
"))\n",
"\n",
"disc = (\n",
" disc \n",
" + pn.guides(fill=\"none\") \n",
" + pn.theme(\n",
" figure_size=(3,4),\n",
" axis_text_x=pn.element_text(rotation=60, hjust=1, vjust=1)\n",
" )\n",
" + pn.ggtitle(\"Metadata Plots\")\n",
" # We're adding a little more room for the stars - the internal calculation doesn't always get the right space for custom size plots\n",
" + pn.scale_y_continuous(expand=[0.1, 0, 0.2, 0]) \n",
" # This plot is facetted by default, but we're redefining it so we can add linebreaks to row values\n",
" # To see the data and columns which the plot is based on, your can look at disc.data\n",
" + pn.facet_grid(\n",
" rows='signature',\n",
" cols='metadata_field',\n",
" labeller=pn.labeller(rows=lambda x: x.replace(\"(\", \"\\n(\").replace('model', '\\nmodel')),\n",
" scales='free_x',\n",
" space='free_x'\n",
" )\n",
")\n",
"figure_output(disc, \"e_metadata\", PUB)\n",
"disc"
]
},
{
"cell_type": "markdown",
"id": "93d0ad6c-f5ed-4c5d-bf05-12d2b1a53306",
"metadata": {},
"source": [
"Here it is might be interesting to look which of the tumor stages are different in post-hoc tests. That isn't available in the plot currently, but we can run the tests and get a dataframe of the results"
]
},
{
"cell_type": "code",
"execution_count": 199,
"id": "d3804f7b-4525-4242-bd70-e833f033516f",
"metadata": {},
"outputs": [
{
"data": {
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"
0.0
\n",
"
fdr_bh
\n",
"
\n",
"
\n",
"
modelfit
\n",
"
5.183176
\n",
"
0.269014
\n",
"
kruskal
\n",
"
modelfit
\n",
"
Disease
\n",
"
C: squamous cell
\n",
"
C: adenocarcinoma
\n",
"
\n",
"
[[1.0, 0.8855997748258781, 0.8855997748258781,...
\n",
"
0.05
\n",
"
False
\n",
"
0.269014
\n",
"
False
\n",
"
0.269014
\n",
"
fdr_bh
\n",
"
\n",
"
\n",
"
S1 (Func.)
\n",
"
115.403315
\n",
"
0.0
\n",
"
kruskal
\n",
"
S1 (Func.)
\n",
"
Tumor Stage
\n",
"
none
\n",
"
none
\n",
"
advanced|early(0.0004988496148587597);advanced...
\n",
"
[[1.0, 0.0004988496148587597, 9.12382034786168...
\n",
"
0.05
\n",
"
True
\n",
"
0.0
\n",
"
True
\n",
"
0.0
\n",
"
fdr_bh
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" statistic p test signature md \\\n",
"S1 (Func.) 111.551123 0.0 kruskal S1 (Func.) Disease \n",
"S2 (Infl.) 56.195448 0.0 kruskal S2 (Infl.) Disease \n",
"S3 (Tumor) 60.076882 0.0 kruskal S3 (Tumor) Disease \n",
"modelfit 5.183176 0.269014 kruskal modelfit Disease \n",
"S1 (Func.) 115.403315 0.0 kruskal S1 (Func.) Tumor Stage \n",
"\n",
" max_median max_mean \\\n",
"S1 (Func.) NC NC \n",
"S2 (Infl.) C: adenocarcinoma C: non-small cell \n",
"S3 (Tumor) C: squamous cell C: squamous cell \n",
"modelfit C: squamous cell C: adenocarcinoma \n",
"S1 (Func.) none none \n",
"\n",
" posthoc_str \\\n",
"S1 (Func.) C: adenocarcinoma|C: squamous cell(0.041462685... \n",
"S2 (Infl.) C: adenocarcinoma|C: squamous cell(4.287959966... \n",
"S3 (Tumor) C: adenocarcinoma|C: squamous cell(0.000366053... \n",
"modelfit \n",
"S1 (Func.) advanced|early(0.0004988496148587597);advanced... \n",
"\n",
" posthoc_mat alpha \\\n",
"S1 (Func.) [[1.0, 0.326832357772083, 0.04146268546446127,... 0.05 \n",
"S2 (Infl.) [[1.0, 0.6297354012486505, 4.287959966752344e-... 0.05 \n",
"S3 (Tumor) [[1.0, 0.4083706712324559, 0.00036605306670249... 0.05 \n",
"modelfit [[1.0, 0.8855997748258781, 0.8855997748258781,... 0.05 \n",
"S1 (Func.) [[1.0, 0.0004988496148587597, 9.12382034786168... 0.05 \n",
"\n",
" local_reject local_adj_p global_reject global_adj_p adj_method \n",
"S1 (Func.) True 0.0 True 0.0 fdr_bh \n",
"S2 (Infl.) True 0.0 True 0.0 fdr_bh \n",
"S3 (Tumor) True 0.0 True 0.0 fdr_bh \n",
"modelfit False 0.269014 False 0.269014 fdr_bh \n",
"S1 (Func.) True 0.0 True 0.0 fdr_bh "
]
},
"execution_count": 199,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"univar_results = k3.univariate_tests(sample_md[['disease', 'tumor_stage']].rename(\n",
" # Rename our metadata fields to more readable form\n",
" columns=dict(tumor_stage=\"Tumor Stage\", disease=\"Disease\")\n",
"))\n",
"univar_results.head()"
]
},
{
"cell_type": "code",
"execution_count": 181,
"id": "d07b1e55-e43a-489f-bab2-a1553e41b4f1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"modelfit advanced|none(0.049496854141262696)\n",
"Name: posthoc_str, dtype: object"
]
},
"execution_count": 181,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# To extract only the modelfit / stage tests\n",
"univar_results[\n",
" (univar_results['signature'] == \"modelfit\")\n",
" & (univar_results['md'] == 'Tumor Stage')\n",
"]['posthoc_str']"
]
},
{
"cell_type": "markdown",
"id": "b92a5c30-7ebb-49d9-920e-8d6760c099f2",
"metadata": {},
"source": [
"This indicates that only the comparison between advanced and none was significant below the default alpha of 0.05."
]
},
{
"cell_type": "markdown",
"id": "87564f98-0d4c-4199-a3ce-db3a0dc33a52",
"metadata": {},
"source": [
"We also get a plot for continuous metadata variables, though there is not much interesting to see here."
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "76de4c46-1734-49da-9355-0db26c720731",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [
{
"data": {
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},
"metadata": {
"image/png": {
"height": 600,
"width": 600
}
},
"output_type": "display_data"
}
],
"source": [
"cont + pn.theme(figure_size=(6, 6))"
]
},
{
"cell_type": "markdown",
"id": "6248b93b-8167-4d36-aff9-1c552b6529d6",
"metadata": {},
"source": [
"### Stability of Signatures\n",
"NMF solutions vary depending on their initialisation - most methods offered include some randomisation, so solutions can vary.\n",
"If highly similar signatures are obtained across random initialisations, this can help characterise how robust each signature is.\n",
"Using the 100 decompositions we produced earlier, we can visualise how similar the signatures in other decompositions are to the best decomposition which we used for analysis."
]
},
{
"cell_type": "code",
"execution_count": 167,
"id": "8c0e1c36-1c3a-4f0b-b2ca-bf5540142d81",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {
"image/png": {
"height": 300,
"width": 250
}
},
"output_type": "display_data"
}
],
"source": [
"sig_stability = stability.signature_stability(\n",
" decomps[3],\n",
" decomps[3][0]\n",
")\n",
"plt_stability = (\n",
" stability.plot_signature_stability(\n",
" sig_stability,\n",
" k3.colors\n",
" ) +\n",
" pn.ggtitle(\"Signature\\nStability\") +\n",
" pn.theme(figure_size=(2.5, 3)) +\n",
" pn.guides(fill=\"none\")\n",
")\n",
"plt_stability"
]
},
{
"cell_type": "markdown",
"id": "03dc55d1-dfe1-4559-918a-fdbb46dc5b33",
"metadata": {},
"source": [
"Signatures are mostly highly similar across decompositions, with a handful of outliers where the solution is more different.\n",
"In particular, signature S3 seems to have no similar signature in some decompositions."
]
},
{
"cell_type": "markdown",
"id": "1424a8e1-e827-4144-9018-85a0fb0c9ef1",
"metadata": {},
"source": [
"We can compare this across decompositions of multiple ranks to see if signature stability supports our choice of rank."
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "53eded2b-b124-452a-8f53-bc0452e97879",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"decomps_multi = denovo.decompositions(\n",
" x=composition,\n",
" ranks=range(2, 11),\n",
" # Suitable alpha hasn't been selected for all ranks, so set to 0\n",
" alpha=0.0,\n",
" l1_ratio=1.0,\n",
" seed=4298,\n",
" # We want to retain all our decompositions so we can compare them\n",
" top_n=101,\n",
" # We choose 101 so we can take the best, and compare it to 100 others\n",
" random_starts=101,\n",
" progress_bar=False\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "c8fbb3e2-aa2c-4f6f-8d87-4372b6397ffc",
"metadata": {},
"outputs": [
{
"data": {
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},
"metadata": {
"image/png": {
"height": 500,
"width": 700
}
},
"output_type": "display_data"
}
],
"source": [
"sig_stability_multi = stability.signature_stability(\n",
" decomps_multi\n",
")\n",
"plt_stability_multi = (\n",
" stability.plot_signature_stability(\n",
" sig_stability_multi,\n",
" geom_boxplot=dict(outlier_size=0.1),\n",
" geom_line=True\n",
" ) +\n",
" pn.ggtitle(\"Signature\\nStability\") +\n",
" pn.theme(figure_size=(7, 5)) +\n",
" pn.guides(fill=\"none\") +\n",
" pn.facet_wrap(facets=\"k\", ncol=6, scales=\"free_x\")\n",
")\n",
"plt_stability_multi"
]
},
{
"cell_type": "markdown",
"id": "24898000-3a8c-4225-9d13-f64f5f99e3ce",
"metadata": {},
"source": [
"The signatures here show much more variation across intialisations, suggesting a stable solution is not being found."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "dc45ba5a-bb2b-4f72-b46f-97a39573f59c",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.12.5"
},
"nbsphinx": {
"execute": "never"
}
},
"nbformat": 4,
"nbformat_minor": 5
}