{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"Collapsed": "false"
},
"outputs": [],
"source": [
"%%capture --no-stdout\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import scanpy as sc\n",
"import anndata as ad\n",
"import cna\n",
"np.random.seed(0)"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"# covarying neighborhood analysis tutorial"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"This notebook demonstrates the basic use of the `cna` python package. Before you run it, make sure you either install `cna` by running `pip install cna` or by cloning the `cna` github repo and adding it to your python path. (In the latter case you'll likely need to manually install the `multianndata` package, which is a dependency of `cna`.)"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"## table of contents:\n",
"1. [minimal working example](#first-section)\n",
"1. [processing data into the correct format](#second-section)\n",
"1. Additional CNA features: [additional results produced by cna's association function](#third-section)\n",
"1. Additional CNA features: [working directly with the NAM and NAM PCs](#fourth-section)"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"## 1. minimal working example "
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"Let's run `cna` and visualize results for a toy dataset in the commonly used `AnnData` format that already has a UMAP nearest-neighbor graph. You can learn more about data pre-processing and formatting in Section 2."
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"### 1.1 read in data"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"First, we'll read in the dataset and generate some sample-level metadata from the cell-level metadata."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"Collapsed": "false"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/yakir/miniconda3/envs/torch/lib/python3.12/site-packages/anndata/compat/__init__.py:311: FutureWarning: Moving element from .uns['neighbors']['distances'] to .obsp['distances'].\n",
"\n",
"This is where adjacency matrices should go now.\n",
" warn(\n",
"/Users/yakir/miniconda3/envs/torch/lib/python3.12/site-packages/anndata/compat/__init__.py:311: FutureWarning: Moving element from .uns['neighbors']['connectivities'] to .obsp['connectivities'].\n",
"\n",
"This is where adjacency matrices should go now.\n",
" warn(\n"
]
}
],
"source": [
"# read in data\n",
"d = ad.read_h5ad('data.h5ad')\n",
"\n",
"# create sample-level metadata by combining across all cells from each sample\n",
"samplem = cna.ut.obs_to_sample(d, # the dataset\n",
" ['case','male','batch'], # the metadata columns to use\n",
" 'id') # the column of d.obs that contains sample IDs"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"### 1.2 perform case/control analysis"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"Collapsed": "false"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/yakir/Dropbox/py/cna/src/cna/tools/_association.py:87: UserWarning: global association p-value attained minimal possible value. Consider increasing Nnull\n",
" warnings.warn('global association p-value attained minimal possible value. '+\\\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"global association p-value: 0.000999000999000999\n",
"9555 neighborhoods passed significance at FDR 5%\n"
]
}
],
"source": [
"# perform association test for case/ctrl status, controlling for sex as a covariate and accounting for potential batch effect\n",
"p = cna.tl.association(d, #dataset\n",
" samplem.case, #sample-level attribute of intest (case/control status)\n",
" 'id', #the column in d.obs that contains sample ids\n",
" covs=samplem[['male']], #covariates to control for (in this case just one)\n",
" batches=samplem.batch, #batch assignments for each sample so that cna can account for batch effects\n",
" key_added='case_coef') #label to give the results in d.obs\n",
"\n",
"print('\\nglobal association p-value:', p)\n",
"print((d.obs.case_coef_fdr <= 0.05).sum(), 'neighborhoods passed significance at FDR 5%')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"Collapsed": "false"
},
"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# visualize which populations are expanded or depleted among case samples relative to cntrls\n",
"cna.pl.umap_ncorr(d, #dataset\n",
" key='case_coef', #key in d.obs that contains the association test results\n",
" scatter0={'s':20}, #plotting parameters for neighborhoods that pass FDR\n",
" scatter1={'s':20}) #plotting parameters for neighborhoods that don't pass FDR\n",
"plt.title('p = {:.2e}'.format(p))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"In the plot above, each cell is colored according to its neighborhood coefficient, *i.e.*, color corresponds to the correlation of abundance in each cell's corresponding neighborhood to case/control status. Neighborhoods that don't pass FDR 5% are shown in gray. As this plot shows, cases have a greater abundance of cells from the left-hand cluster relative to controls."
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"### 1.3 analyze a more sophisticated phenotype"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"Let's next perform an association test for male/female sex rather than case/control status..."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"Collapsed": "false"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/yakir/Dropbox/py/cna/src/cna/tools/_association.py:87: UserWarning: global association p-value attained minimal possible value. Consider increasing Nnull\n",
" warnings.warn('global association p-value attained minimal possible value. '+\\\n"
]
},
{
"data": {
"image/png": 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c12V2dhbbtmPxkk6nsW2bdrtNEAQA+L5PuVymWq0yOjrK0NAQqqrG4iUIAiqVCo5hYG/YgGaaJLvHCMMw3o/neb3H9zzaQ0OdAuFue7bgtYEQMAKBQCB42SwtLeH7fk/kRZZlgiCIl0FHhETiY35+nq1bt8af1Wo16vV6nBqSJIlGoxEX/+q6ztDQEM1mk2w223P8hYUF6vU60KnVWc2HRnBxIgSMQCAQCFbFtm0WFxcxDIMwDHEcB8dxME0zLt5ttVr4vo+iKHGnkmVZBL5PGATQNaaLfGJkWcbzPI4fPx53L7VaLcIwjD/3fZ92u0273WZhYYGtW7eSyWRWiJMgCGg2m/i+DxD7yFwMiBTS2ggBIxAIBIJVmZiYwOkWxqqqGguVIAhi913P85BlOS7w9TwPt9Egu38/suvS2LwZt68vFhlBEMR1MQClUolkMhnvO1onit5EqaX+/n6WlpYIgoB0Ok0mk6HdbncKfiUJSZLiouGLhdeyODkThIARCAQCwapEdSfLoyPQcdDVdZ1qtRoLklwu14m8BAF6vY7cFT5GqYTb13fKY4RhiG3bsXgJwzAWJEEQIEkStVoNSZLiDqd6vU673cY0TYIgQJZlBgYGLproi+DMeC3PgRIIBALBaVi3bh26qpI5dozs88+j1moMDQ0xPj6OLMuxYZ2u66TTacbHx1EUBTebxU8kOumjdet62q8lSUJVVTRNiwWR53nYto1t23E9TRSBibaNCoIjgVOtVpmdncX3fVRV7WmtvhiQXsLrtYqIwAgEAoEgJop6RCkZpdFArdUA0GZnKfb1kUgkME0TTdNwHAdJknBdl1QqRT6fp9FoYF111YlISjcaE4kXRVEYHR1lZmYmNrqLkCQJtVjEmJvD6+vD2LGDRqNBo9FAlmX6+/vj2hc4EbExDKPnOprNJmEYkkqlkKQL7zEvamDWRggYgUAgEACdjqJKpYJpmoyNjQEgZzKEuo7kOLiZTM8E6na7HQuI+fn5jnCxLNyuu66maXie19OhFBGtI0lSj4DRNI3kxAS4LlqrRWt0FK+bygqCIJ6pVCgUWFpaQlVVMuUyrX378DZsQN62jVqtRrvdBmBwcJBcLvdq3ULBq4gQMAKBQCAAiNuR2+12XJw7smED7b4+PMuiXKlAGFIul+OIRyRAZFmm1WrFrdLR5Gnbtmm1WnH6x/d9NE0jk8kwPz8f19kAJBIJstksViqFWq0SJhIsd32JRhE0Gg0SiQSSJOF5Hv6BAyDLtF94gVoiQdjtZIKOO3Aul4uLhrXTjCUQXFgIASMQCAQCAPL5PIuLiwRBwOTk5InISb0OrRak03FbtOu66LpOPp/HcRyazWaPyZzv+5imSb1ej6M0yydXh2EYiwroeLgkkx3rOuXqq0l5HkXXxbFcjh1L4fsyGze20PUT3UnR9k46jV6r4aXTBJKEsqxl23EcarUai4uLAIyOjsbHOZ8RKaS1EQJGIBAIBAAUCgXa7TatViseyhhUKmT27YMwRBodpbVhQ+yM63lebDQ3PT1NpVKJ9xV1DTnL5hNFQqa/vx9ZlmPDO+gInlKpFNez+LqO57oUizrlcmcC9uyswcaNLSRJiidfu65LY8sWdM9DSiZJJZPouo7v+7RaLQzDwHXdWDxF85TOd4SAWRvRhSQQCASCmEwmEw9f9DwPyXGg+/CXu94vy2k0GkiStKKFOQxDGo1GT0dRFIXxPC+ugTmZyDCv3W7jOA7JpEe0WjLZ8YqJamtSqRSKoqAbBoXxcbL5PNBJhXmex/j4OH19fZimSSKRiFNUgosDEYERCAQCQUwmk0FVVaanpwFw83naY2Ooto29YUNPzUpkaAedVuiTi3aXp5SiaEtkelcul2NTPEmSmJ7WKJV0xsYsCgU3Pk4q5bN7dxXflxgZSeH7Ku12m1KpBJww2KvX6/T19cWDIh3HoV6vU61WkSSJ9evXo+v62b+BrxAiArM2QsAIBAKBoIfIYTcWK9u2YXleR5As6xhSFIVWq4Vt27FQOBWpVIpUKoUsyxiGQblcjmtYLCvk2LFOWqfdTnHNNZWebQ2jcx6NRoNqVcZxVPr6HFRViSdet1ot2u02hUIB3/djp14grre5kASMYG2EgBEIBAIB0IlaROZ0y8WI53lxV89yItO5Y8eOxesFQUfjRJkmSZLQdR1Jksjn88iyzOTkZLw/RVFQVR9dD3AcGdNceZxoQGStBocOdVJV7bbCli1+TyFwlLYaHx8nkUicKApWFCqVCqVSieHhYSFkLhJEDYxAIBAIcByHiYkJJicnOXr0aOzjIstyTx3LcqK2aNd1u2kchR/9KMePf5ynXj8xGsC2bWq1GvPz8ywuLsZFwrqud4t5Qy67rMbOnQ127qzH+4/qXQYHB0mlUnjeiUfW8r8josjR0aNHmZiYQFVVRkdH0TQtnnhdLBbPwt175TnbTrwf//jH2bx5M4lEgquvvprvf//7p1z3V3/1V2PPnuWv3bt3x+vcfffdq65jWdbLPMO1EQJGIBAIXkOEYUir1YojF7ZtUywW46nSkVgJggC9UiH74ovoU1Nr7jcIAopFFd+X8H2JYrE3yhEV75bLZQAaDY3nn09y+LBOGIKuhxQKLvFEgDDEPHKE9JNPUnvuORqNBrmcy9hYm/5+m3XrWuRyufhBuXyWUhiGcREwdMRZlGqKamTOd86mgLnnnnt43/vexx/8wR/w5JNPcvPNN3PbbbcxMTGx6vof/ehHmZ2djV+Tk5P09fXxr//1v+5ZL5vN9qw3OztLIpF4GWd4ZogUkkAgELyGKBaLVCoVZFlmfHycmZmZ2DMln89TLpfjQlxtagrZdUnYNnZfH2EisWokJmJgwGVurmNwNzoa9HwmSRLNZjNOHc3Pm1gWWJZGs6mSzQY9BcKy66J1jfUSxSLW0BCyLLNuXacw2DCSDA8Pk8vlmJmZiY3yOuLFY2bGpFisct11ek9KTKSP4CMf+Qh33HEH7373uwG46667+PrXv84nPvEJ/uzP/mzF+rlcrsfN+Etf+hLlcplf+7Vf61lPkiRGRkbO7skvQ0RgBAKB4DVEFJVYbgQHxJEMWZbjh72bTgPg6zqBppFOp1m3bh19fX09AxojUimf666rct11VRIJZ0VR7/I6mnS6c2xVDUgk/BUziwJNw02lALALhTjKkkql6O/vZ3x8HOi4927YsIFCoRA/aCuVFJWKztxcyAsvlMlkMgwMDJDL5Vi3bt2/+B6+GrzUCEytVut5Rd1hJ+M4Do8//jhvfvObe5a/+c1v5uGHHz6jc/vUpz7FT/7kT7Jx48ae5Y1Gg40bNzI+Ps7b3vY2nnzyyTO82peHiMAIBALBa4jI3j+VSsURD03TGBgYYHJyEs/zSExPo9XrtEdGsAcG8DQNWVVxHIdKpYKqqnFqwLKsOPW0nMgvJhItJ38+OGiRyzkoSoCmybGxXSxyJInG5s0QBEjdWphoAnb00nUdRVHiduxad+hkPp9haQnCMMC2q0xN1Vi/fv2qout85aW2Ua9fv75n+R//8R9z5513rlh/aWkJ3/cZHh7uWT48PMzc3Nyax5udneVrX/sa//AP/9CzfOfOndx9991cdtll1Go1PvrRj3LTTTfx9NNPs3379jO4kpfOhfNtCgQCgeBfhO/78agA27Zj8eH7Po1GozP/qN3G7HrAJB2H+hVXIHGiFTlyuNU0DU3T4unSJ//ij8TR8hECJw9u1PXOOoZhkMlkqFarPfuQZZnRdetYWlrCdV1cN0CSNBSlk+JqNptx1Gj5NOpt29IMDsoUiwvouovnybiue0EJmJfK5ORkj0nfydO5T+bk6FjkkrwWd999N/l8np/92Z/tWX799ddz/fXXx+9vuukmrrrqKv7qr/6Kj33sY2dwBS+di/fbFAgEAsEKIgFh23ZcrLu80DLUNEJNQ3JdfNPsERySZZHsFvQ2N2xASqfjh16hUKDRaMRpqZPnHy0/9sm02+1Vf/1HERfHcbAsiRdeyON5Ehs3NhkctOO0l6ZpZLNZbLuzLJlMYhg+zaaD43i9kZ2T8DwPRVHO6OH9avJSIzDZbPaMXIYHBgZQFGXF/V5YWFgRlTmZMAz57//9v3P77bevWUskyzKve93rOHjw4Jrn9HIRNTACgUDwGkFRFIaHh0kmk/i+j9c1p4uGHgKEqkp1927qO3bQ3Lq1Z3ujUkGxLBTLQiuXexx3m80m69ati9M6sizHUZrVWK0+RolbkE5QLBa70RYVz+tsU6l0Hp5R0W4kxDpGd1Xm5ubi7aATDZqenl4RJVpYWODYsWNMT0+ftjj5YkLXda6++moeeOCBnuUPPPAAN95442m3/e53v8uhQ4e444471jxOGIY89dRTjI6O/ovO93SICIxAIBBchDiOw/z8PLIsMzIyEosDy7LiydHRQ7tarfYMVwx1HW/ZL2xd1/Hr9c6yrvDw0mlkOjU1xWIR13WZm5tjfHyc2dnZbsqnk7ZZPrQxYjXBoKoquq7HHUVwYhxBNuuSTns4jszwsNWzH8dxmJ6ejqMx0ZiBjkmeGqe+FhYW4lqRwHVpVKvQ9Srxff+8SjGdzVECv/3bv83tt9/ONddcww033MAnP/lJJiYmeM973gPA7//+7zM9Pc2nP/3pnu0+9alPcd1117Fnz54V+/zgBz/I9ddfz/bt26nVanzsYx/jqaee4q//+q9fxhmeGefPtyUQCASCV4xKpRJHHDoeKp02WMuyVjWmC8MQVVVXCA2AQqtF8PTT+IC3dy+2YRBKUjwccWlpCYDFRYXZWYtmM0k+XyOdDns6nYBYoCyfkxQRdUZpmhbX5kSoasill3Y8XDRNIwjUFfsIwxDHtpEdh0DTCC2LQq1GHbAGB6nX68zOzpIDGt/8JknPo33ZZaQ2bFg1+nOx8s53vpNisciHPvQhZmdn2bNnD/fff3/cVTQ7O7vCE6ZarXLvvffy0Y9+dNV9VioVfuM3foO5uTlyuRx79+7le9/7Htdee+1Zuw4pPAdxs1qtRi6Xo1qtismgAoFAcBao1+ssLCwgSRJjY2NxnUu73WZpaYl6vU4Yhj2Rl6hm5eR6kcyRI5iTk2gLC3jj47RuuYV6d5p0MpnEcRyOHlU5dMhkaclk/XqXfN5lx46OaZ3vSyjKiUJeSZJWCKWT27gj47nVSCQScWQlEkPRoyw1OYleq+GZJgQBRrvd6VDavp0gnUbXdYzjx1GPHkWRZfSdO8mvkTo5W6z2LIyWHbjrLjKmueY+6u02l7zvfa/J56mIwAgEAsFFSCaTiUVLlBoJw5BEIsH69eupVCpxS2308I/SKMlkEsuyTrj1jo2RPHqUMJEgMAyUchnS6bgTqFNsayDLIbIc4jghphkgSTJHjqSp1xUGBizGxtoroj893i9dEbU8hSR5HrKm4S/bJirszeVy8aiCqChZazY719xu45hmR4xJEqppEnQnV9sDA0jT00iKgnmWWnz/pYhp1GsjBIxAIBBcxExPTxMEAfl8PnbgXbduHfl8Hk3TmJ2djUWMqqqxwEin07Htv5NI0Lr5ZtTnnydUFFrdIYkRQRBwySUhnucyOuoyMuKRSlk4jhTPRCqXDcbG2ivOLwzDOH1zctpIq1RIHz5MqCjUduwg6EYkonOs1+txC3ckhNqDgySKRZxslvbQEG61ip9IoBgGIyMjFItFrCAgvOEGxsbGMLpmeYILDyFgBAKB4CKl1WrFdSKVSoUgCPB9n5mZGfr6+kilUpimiW3bJBIJHMfBcRxardaK9I2dTtPauxc/CJBkGSUq+I07fVpcdpmG67rxMlkOyeUcajWd/v5TD/ULw5ChoSEWFxd7BUy5DGGI5HmdsQL5PIqi0Gq1AOIuqki8SJKE3d+P3d8f78MpFADwHYfZ2VkURYnnMrXbbVLnqYAREZi1EQJGIBAILlKSyWTsUhvNObIsC69Ugscfxx4aYuT662m12xiGQbPZZLprYncyvu+DLEM3+nFynUzUDXQyGzc2gU5aR1GUVf1YIpO85X4tiqJgDw6iV6sEqorX10d/t15kNU41MXs5y1NUsixTq9Xo7+8/7zxgBGeGEDACgUBwkRLZ7EeiIJ1O0263MWdnUZtN3GPHOG4YuNnsqoW1y8lkMrTbbQLLQrWszpyi7riAdltjaiqBaXqMj69ME0HHGXZwcJDFxcUVfixhGFIsFnuWqaqKn89TufJKAEzTjMXYWhSLBq2WytCQjWGc6FSKUlXRtXqex5EjRxgcHHzNFcBeDAgBIxAIBBcpUUoIoNlsUigUOmkawyDz5JPIlkUrl8NLJk8bvZAkCdu2cS2L3NGjSK6Lm8nQ2LABXdfZvz9Bo6FSrarkci6ZzMoW6WPH4JFHHPr7ZbpzGE+Lqqps3ryZhYUFLMtC0zQURVm1/Xr5uVuWwtxcp0bHdWUuuaQdt24vn1gtL0uBlcvl807AiBTS2ggnXoFAILhIMQyDRCIRP7AVRWHdunUEfX04mQzW6ChasYgsy6c1cdM0Ddu2UcMQuevcGzYdKhUdx/FJJgOg04EUzTeCEwMdAZ591mRmxuXZZxOsokFWkMlkYiM6y7KoVqtMTU2tmSZSlADDbzG8dIiB2iQD/f2xRf7yjquoDsbzPCzLwrJOXaNzLnip06hfi4gIjEAgEFyklEqluB26UqlQq9XYsmULYzt3Ujt8mKBYxB0dJZFIYBhG7GC7GoZhEOo6ztgYQanKU0ubaTYMNoYT7Bi3yG0dxzBDDOOEgFG7bcuSJJHNBpTLCsmkz8meca4rEQQShtGpTfG8kKmpKgsLi0gSZ5Q2OnGeErsSB5ATTRKSh1IdoWzb8cwjwzBoNDqGeJIkoet67H8TOA61hx8GIHvjjchrzPsRnFuEgBEIBIKLlGaz2WMI5/s+9XqdgYEB5J/7OSaOHcP1faRWa9XhixFu17QOwB0epp7so17OMdCYxnTKJFJthnQNOzGA0myi1us4/f2g66TTaRzH4eabXebmLLJZF1k+cZx2W+HgwQxBILFhQ5N83uGZZ7K02woDAzLbtzdf8nUraY2E5YEkUWy14pobTdMYHx+nVqtRq9XI5/PxyIMwDGk8+STOc88B0DBNstdd97Lu+yuBSCGtjRAwAoFAcBHSbrexbTuOgEQ+L2Z3wrQsyySSSdyuI2/UmrwakVlc5Jar6wHr17cIZhT6/E6NTaBpSJ5H5vnnkXwfvViksWcPmUyG9evXUy6X8f1ZgiBElk8UFrdaKkHQeQw3GhrJpEe73QnRVKsnHlGrzVNajSAIaI+O4qXThLqOZBhEOSvDMFAUhUKhQKHbXr2wsECz2aTVatG3LI0mn+R1cy54LYuTM0EIGIFAILgIaTab8XDDVCoVe77ous78/Dy1Wq1H3KyG50lUqzrJpIdp+j2tykNDNgwZePV11CUJL51GchykrsiQuvb+pVKJIAio1+uxAFleRJvLdWppPE9icNAikQgYGbGoVHTWrTvR0RS1QMuyjK7rtNurdzt1Di5hp7McO5bGcVQ2brQYGtIwTZMjR47Ex9f1E1OtPc9jMZNBveKKzrX395PstlsLzk+EgBEIBIKLDMuyaLfb8YygSMzous709DT1ej2OgETFvat5uBw/nqbZVJHlkNe9LsBxmit8XNxMJv471HUa27ahVavY3cLZMAzjadcRyyMpqhqydWu9UxgchkiSzCWXeLhur0CZnTWp1zWGhizy+dOIly71ukajoXW3Vdm4Mc3+/U0kKSCXs2PfmmS3AyvqUvL6+zvt2t3Uk3kG84gE5wYhYAQCgeAiot1uMzU1heM48WgASZKwLIvFxUXa7XYsQqLPTjZyiwpbfb8jOoJAQpY1DMM4ZaopEihufz/uMifc6DinaoFevo6qqiv8aJpNlWpVY27ORNNC5uZM8vlesbVaFCmZ9FDVEM+TyGZdnnqqzsKCBphs3erFrd6macYznzzPQ9O0+B7o57CIV9TArI0QMAKBQHARsTySEoYhyW4tRzKZpFwurxARq4mKKBqxYYPP0pJBOu3RbruYpolhGFiWTbWqo2kBqVRne1mWSSQScYdPJGgir5W1UjGyLGMYRscsrytgXFfiyJEMpZLGwoJJLuewc2dt1e0jsRF51mhayI4dFXxfxjQljh1b3vrUSa0NDw+TzWa712SRyWQwDCN26j2XDr1CwKyNEDACgUBwEZHJZDqmc65LNpslnU4zPz9PpVLBizxcuimTiKjFOIrMRKLGNEPGx5vdCAdx9GVuzqRY7Ey63rKlRjLp43kezeaJjqFaTafd1sjnW+h6sEIo6bqOLMs4jhPPaGrU62QfewzFsqhdfTWOmiYMO51K6bRDNmszMLDSryWK2qTTaTKZTDygUlFCVDUkCEJGR9uoasenJpv1SCazZLNZFhYWaDQaJBIJdF1nYWEBRVEYHh4+rTeO4Nwjvh2BQCC4iJBlmaGhoZ5llmXFUZVTbROlTpbXuCw3fVuO656IpnTSTH7PerYtc+xYEkmSaDYltm5txmmaiNVqbpLPP0/6oYc6bzwP/9Zb2bixgar6tNsK+byDaa6cpRRFeRqNBslkknXr1rG4uEir1cKyJCYnUyhKyPr1TVQ1pFDoY3R0FEmSYlFWq9Wo1+tAp926Xq/HnUrnAhGBWRshYAQCgeAiZblt/mpDFJevl0wmY9+Y1VgeoRkZaceuu5nMCWFSLmtMTqYwjJAwBEWRejxfTsfiYgJ93iTty6hKgN9NOeVyLrnciWNomrasZkWi3ZZJp30gjAuVo7bvaL+tVudRV6noDA259Pf3Uy6XMU2TQqFApVJBluWuiV5nuvW5Lt4VAmZthIARCASCi5BqtcrS0lLcInw6ERF1Ki0XL5qmxZENVVVJJpNUKhXm5w3abZmxsTa63rvP+fkEnifjeTA+bqEoUCjYp4z8RMW37bbC/LwJA3vxd3r0mXUWLrmOPs9HVU8cI/Kx6exP4ZFHTFotmeFhh9272xQKBXRd5+jRo8sGWPqUyxIQks+r7NixhaNHj+K6LpqmsWnTpljE1Ov1OA0l0kfnP+IbEggEgouQWq1GGIYdF90wJH30KIpl0Rwdxc3lVt0meuirqkoikSCdTlMul4FOBKZe1zlypFMU7Dgyl1zS65Kbz7u02zqa5tHX1+4RHyejNJsojoPX14eihEhSSCjLlHZczaytQglsz2H9+hPHUBQF13VRFIV2W8GyOi3ekeHd0tISxWIxFmuyLLN37xibNtmUy0tMT6scPDjH6GhIoRDgOA5TU1Nks1n6+vrI5/Mv72YLzglCwAgEAsFFSDqdjv1fkq6L2h0XkCgW0brioTUygp/oFONGKRfoCBm7Oz8oKvCVJAnDOPHIUJSOs+3y7UZHbQYGXBQlQJJOLV7kZpPsE09AGGKNjxNs2cLWrTUsSyWdVnnxxc5xohbvSJBElv9hGGKaOhs22JTLOuvXW6tGecIw5NixY93rk5ibSwEwMZEgn7e7NTrNuA6mr6/v5dzqs4JIIa2NEDACgUBwkeH7PpVKBd/3OwMVEwmURALabQJVxehGVcyFBRobNqzYPorcRKIg6lzKZgN2727RbMLwsEMYaiu2U9VlNTRBAKu0TyuWBV1RonQddROJgETCQdNC1q93sW2FQsHuaWVeLlIcx2HzZpdLLnG6wmblfVieNtO0Ts2O48ik070dUbIs9wgxwYWBEDACgUBwERAEAaVSCUmSSCQScTFqEAQk8nnyb3wjhw/MUSu1WN/YjxwGeN3oy2pEbc5R1CMqdC0UAgYGFDxv9eJcy5IJbJ+RF36M0mzSvPRSnLGxniJgt68Pa3wcpd2mtXkzuq7Hx+m0fwO43fMw8Dxv1bEHkZvumaBpMtdc42LbKtBJS6XT6fg+RR1HyyNO5xIRgVkbIWAEAoHgIqBSqVCpVADigY2KojA4ONgtUnV5+nmTIEjQyO5hw2gd7zQDC4OgUyMSFQF3nHlPtEsrikIikehpj242FQ4fzmLWFsktWaTTIcbMDO66db0pHkmivWUL0Il+tNshTz6ZAiQuu6yJ68oUiwkGBiQSCTeegRQEQeyce7KvjGzbJGdnCTSN1ujoisiP5wXMzoYkEtDXp6LrGsUizMwoDAz4DA8HzM/PU6/XSSaTcZu14PxFCBiBQCC4gHEcp2dQouM4OI4TD3KUJInJyUlqNYUw7DyQ25h4yd526ShNFEU4og6kiOhv34e5OR3D8CkU6j37sO2O262dytOqZElTwh4b69mPrus9UZMgCDh6VKdU6qSjJiYMgsAkCFSOHeuYzklSpxVcVVWy2WycHlu+3+TiIlqziWxZSI5Dc+PGHhGzsJBgbi7RvQaFQqHNCy8YBIFEpaKyfn2NdrsTmWm1WgRBgKIsd+99dZG7rzNZ77WKEDACgUBwATM3NxcLlnw+H3fhRAJkfn6+WwujsGVLlmrVY3i43RlYGASoqkoQBGiShHrgAJLn0dy4Ed8wVj3e5GSSpaXOZzt21OOZQgD5vEOzqXXSS7uvoax6KyIhq/nM5HI+UbAjl/Oo1VwcBxIJhbGxYRYX57CsjgPvwsLCqrOPfNNEX1wkMTkJ7TZhENDaujX+vDeYEiJJoGkBtq2gaQH1ehNF6XjBpNPpcypeBGeGEDACgUBwkZDP52k0Gti2TTabjQc3RoJmyxaZwcFx5ufn486beH7R3BxatdpZNj9Pa8OGOG2jaVo8sTqK4gArCmdlGTZtspaJlJXxgdUEzOCgy403do6dSgX09XnU6xqplMfk5OKK9U/uOFIUBXd4mMDzoNkkVFVUz8M0TRzHwfd9hoYsZDlElkP6+joRoG3b6jQaGpmMh+93oksjIyPnVTeS4NQIASMQCAQXMCMjI3HdxvK2Z9u2V6SAKpUK/rPPotbr5HbuJLdtG57nUalUCBMJTEmCMMRLpXqiHJ7nkcvlqFQqrF/fmW1kGD65nL9CxESpl9M5/65GKnVClHTs/lcW50YDIU+OvkTRJm94GMn3Udttwq1b0XWddrfLSZJgcLC300jTQgYHA3Q9geM4yLJMvV5HUZRzHoURRbxrIwSMQCAQXMDouk5/fz/QiW5omhZHHZY78IZhiFSvw/HjeID/1FM0k0lM0+wU6KbTVC+9FCkI8E2zJ7wShiFLS0tIkoSqhqxbF4mCzsTm+XmVUklnaMimUHBfsng5E6IamJO7jk5OJ1ljYwCMjY2xsLCw5n6jAuVcLodt20xP+xw+XGbr1jobN46/shcheEURAkYgEAguEmRZZmBgAMdxKBaLcedQNOdHTyQIdR3JcfAyGaxWK36Ah2FIYBiUShqLEwYDAzb9/b0DGFeLfCQSaY4d01DtFu7+A6QvsWhu3074Mqz4ZVmmv7+fUqnUI4KidvDVWqZPNSIhCII4YtNzDMchsbiIbxjYAwMAceTKcTK8+GInSuM4Phs3vuRLeMUQEZi1EQJGIBAILnAiD5h6vR6nkFKpFI7jkE6nKRaLnaiMoiDt3UvQbOKn00hh2NPNE4Zw+HAa34dKRaNQKKMoUvez1YVCq9VA03IU5ifJeBW0ioW+tIQ9MhKvo+s6vu/3zlqq1yEIesYaZLPZuO4mIpVK0W63TzvLSZZlEolEXNcD0Gg0YsETtUOrqopx/Dh6d+q0n0jgpdPx+pVKmzBMdbc5kT5yXZdKpUIikSCTyZzyPF5JhIBZGyFgBAKB4ALGtm0mJydjz5bIhK2vrw/DMFhcXIxrRHzfR9V1QkVBWlbfEkVgVFUhmZRpNEIMw0eW6fFCWU1EyDLs2lUjSGsMz1kgSXipVM86J0dO9GqV1NQUAC3fx+4WzTabzdjLJqLZ7J23tBphGPaIF1VVe5x1FUUhmUziOA5qMonUHbHQNzREpRt9kSsV+hSFzZvB83R27DjRhbW4uEir1aJaraLrOsYpOrQEry5CwAgEAsEFTKPRiAWKLMvouk4ul4sfsplMhmq1GtfDLDejizBNE9M0yefzhOEMi4s+2awbp26iluvV2peBzlTqbQXqY1eALBMsc/gNgk4BrSR1/vY8CWOZ+Z20zJDuVFOrT0Ukrk4+J03TVsx2Wr9+PUEQsJRK0TIMHFXF7Yoes1Qi0RVUY5s2oW8aZXR0YMVxotlMrwYiArM2QsAIBALBBUwqlaJarSLLMn19ffT19eG6Lq1WC9M046nSkY/KarUhrVaLdrtNrVZDkgL6+yOR0/l8NRv/1QiWOfvKsky1muDgQQNNC9i2rc4zz6RpNBS2bNbYNeAjhSFWtwA5kUj0tHyfCZHAWv4+k8nEoi4ijj6pKpph4A8N4VpWfE1y10cnDEOU7gwotVvDEw21VFWVwcFBdF0/o3MTnH2EgBEIBIILmEQiwaZNmwDi2UWTk5MEQUA+nyebzVKr1Xq2WR5Nif4bzSFarfAVTl0DsxrZbJZ169bxzW/Od+cVySwsGDQanbqShcUEm7cMd1buiiPf93uiPWfC8vOHTuTl5GuNOHLkCJdccgmFQoFgdhZ3/34cXae+aRP28DCS5xFIElahgGRZLC0tMTg4SKVSiaM5Z6O7SvDyeS27EAsEAsFFQdRlBMRTpKO6kKmpqRUP3igVEhW/LhctiqK8JP8T35dot3vXr9VqHDx4kEymhqKEmKbPyIhFf7+LooSMj3eiQennn6fwox9hHjqE67px63cymYQwJH3kCIWnn8Y4TTv08ojIyfORluM4TixugpkZZElCt20SrkugKCz0beGF2ibKh11C36dYLOL7PqZpAp17/GrWvkgv4fVaRURgBAKB4CLCNE00TaPVasWGcidHT6L3siyTzQ7w/PMVEokWqZSP74ek0wXa7WocCTlV5MHzJF54IYvjyAwNWaxf3172mUc2C1deWYmXXXllI/5bcl20chkAfWEhtv3vFBOrqK6L1hUciaUlvNHRVc8jkUjEEZK1Ijezs7PU63Us0yRRKhEkEhhzc+jtNsedHfTPTSARIMsJjMu3de9PNhZ56stoDX+5iBqYtRERGIFAILiIWF5walkWhmGcMv2jqioPP+xw8KDOs89maLcVnn02xXe/6zMxoTA5qbG0dOKhHQSwuJigVOoU6dq2jON0HiONhhYf9+RC19UiOloqhTs0BJJEcJLhSq1Ww9O0uJvJ6etbNbWVSCTI5/NomnbK1NdyXNelXC7TzucpX3op7WwW9dgxjMVFxhb347sSYSCRMyTS6TRHjx5lYWEBXddfVfECZz8C8/GPf5zNmzeTSCS4+uqr+f73v3/KdR988MH4e13+2r9/f8969957L7t27cIwDHbt2sUXv/jFl3l2Z4YQMAKBQHCRkclk4pqSWq3WIyDqdZXjx1NUqyqqqtJu+wRBSBBIWJYeC5JDh9JMTZkcPJikVus8vJeWTGZnTaamTMplg2TSp7/fIZHwGR3tDIgcHBxkw4YNPSLm5MhJVKvT2L6d8o03Iu/aReqk1mskifr27dSuvJJ1r399T3RFVVUymQzDw8MUi0VSqRSbNm3quc5TdQtFQkdSFMJEgiAIOq/+AYrpdTQSBaRtl1GtVvF9n1qtdtHVvtxzzz28733v4w/+4A948sknufnmm7ntttuYmJg47XYvvvgis7Oz8Wv79u3xZz/84Q955zvfye23387TTz/N7bffzjve8Q5+/OMfn7XrkMKXUpn1ClGr1cjlclSrVbLZ7Kt9eIFAILgo8X2fUqmEpmksLCz0+K90il3hmWdyBIGELIdcdlkFy9KZmdHp7/fZujXDj3/c7ta0hLTbnYf9zp11slmPhYUkc3OdOpD165s984psW6FUMlm/PsPOnf3Mzc2xtLS04hxlWSaZTHYGSC5bBqzoKEqlUrGvTa1W6/ncNE0sy+pJh8myjKIonblI3bZxSZIwDAPXdeNi4TAMY3M9uVolbLU41NxItZZAUVR27HBJJOqEYUg2m2VsbOystE+v9iyMlpXvuotst/7mtPtotym8730v6Xl63XXXcdVVV/GJT3wiXnbppZfysz/7s/zZn/3ZivUffPBBbr31VsrlMvl8ftV9vvOd76RWq/G1r30tXvbWt76VQqHA5z73uTM6r5eKqIERCASCC5wgCGg0GiwuLsYP9UKhgOu6PbOQADQNbBsUJUSSIJl0ueQSH0VR0DSZq6+WqddrOE7I3JxBIhGQzXaKYwcGWkhSgCyHqGrAzIxJoeCQSoVMTKRotxUWFy1aredZZgUTYxgGqqpiLWthjs7/ZCIRYtt2LD6WbxMNaVx+D4IgWFHIG4Yhtm2zadMmLMuiVCoRhmE8YbudThOmUozmLEIksllIpdpIUufxODIy8qp5v/xLOLn7yjCMVYuOHcfh8ccf5/3vf3/P8je/+c08/PDDpz3G3r17sSyLXbt28Yd/+Ifceuut8Wc//OEP+T/+j/+jZ/23vOUt3HXXXS/xSs4cIWAEAoHgAqdYLFKtVnsmUDcajXiC9HK2bq1Rr2tkMh0zuchLxfd95ufnu0JGIwjsuFsoQpZhcNDC9yX27csTBFCp6OzaVUWWw+7+QJJCgmBlcN80Ter1epyS8TyJo0dTzM4amKbD9u0t8vkT6ZrIuwZALpdJHj2K19dH+yUOKQqCgGPHjgHELeNRii26X7oesGW8SrZeR7bytEyTXC53TidSvxTWr1/f8/6P//iPufPOO1est7S0hO/7DA8P9ywfHh5mbm5u1X2Pjo7yyU9+kquvvhrbtvnMZz7DG9/4Rh588EFuueUWAObm5l7SPl8JhIARCASCC5xo+rSqqnHqxPM82u02U1MGpZLOunWdNmZdD+jv73Tt6LoOjoM+MUEoy7RGR/G6254KWZbx/QBJCgGp+1/YuLFBuayTSnlo2uqVCc2uhX/EzEyCAwcyLCyo5HIqvi9x/fWr+7ik9u9HqdVQFxdx+/vjGUarsZrpXhAEnSrkzkX0dGdF0Z3UsWMorRbhxAT+rl3YiQSu68apsKGhoVdN0LzULqTJycmeFNJaLd8nR5WidNtq7Nixgx07dsTvb7jhBiYnJ/m//+//OxYwL3WfrwRCwAgEAsEFTBAEcdpIVVUSiQSNRoMwDKnXHY4dywPQbicZHm6i63oseMIwJLG4iNodbuiZJnbXGfd0x1MU2Lq1gWUl6e93CUNQ1ZBs1mVhwaTV8hgYsFfddvkDrVg0cBwZx1FRFItk0sf3JWxbxjR9lj/7fNNEqdUIVRVf03oGNLrLRhNovo9WLmObSfxUEl3XO+KlXCa9f3+nOHjXLpR8PjbvUxQlFm1Bd/aBHwRUq9WeKdjVapW+7tyms81LFTDZbPaMamAGBgZQFGVFZGRhYWFFBOV0XH/99Xz2s5+N34+MjPyL9/lSEV1IAoFAcIEjSVLHJl/TOh4q3ZZfTZMwjE7UIZXyMQyDvm5LchR9cDQt2gm+YXCmbR3JpMfwcBvDCOMi3OnpFOWyzsxMklarN1LheRLT0xql0ok23FTKZ3y8zWWX1bj22iq7djU5fDjLkSNZpqZ6u5Kae/bQuOIKatdfT9htDY8ECHQiQ5IkkTgyQeWZGrUfLlJZkmNh1+c4qHRmL2nlcmyaJ3ejMZIk0diwgfbwMI3NmwkM40THUvd8L4Yhjrquc/XVV/PAAw/0LH/ggQe48cYbz3g/Tz75JKOjo/H7G264YcU+v/GNb7ykfb5URARGIBAILmBkWWZ0dJRWq0U6nY6Fie/72LbNFVfUaDYVslmPZvNEGkfrChc7n8fTdZBl9k8O8PzzWdJpl5tvXuoMaTwN7klzg1S1I5YkqVMkvJyjR5OUyzqSBHv2VEkmQ7Zs6aSd0mkP0/R7fGVarZMeT4qCe5pf89F121bHHVgCqhWDviEb3/ex+vqQjx0jVBScvj7Cbv1LtJ2iKEjJJEE6ja5pJFUVRVEYGBiI13lVBYwsd15nst5L5Ld/+7e5/fbbueaaa7jhhhv45Cc/ycTEBO95z3sA+P3f/32mp6f59Kc/DcBdd93Fpk2b2L17N47j8NnPfpZ7772Xe++9N97nb/3Wb3HLLbfw53/+5/zMz/wM9913H9/85jf5wQ9+8JLP70wRAkYgEAgucKJp0gATExM0m03CMGRkZARZLqPrvR07URtxPOMnmUSSJI4fT+H7EtWqztKSztjYyjTQyUTFsLquMz7eJJ12SST8OPITEQTR5Gg4etQgCCS2bWszOHjiGIYRMDBg02oZJJMO9bpKJnPqehzopJCWT9mWd2+hadepSHkGBk4MoaxJElx99fKbgCRJzM9ruK7C1q0K69Z1ik4lSWJoaOjcRlyiEd5nst5L5J3vfCfFYpEPfehDzM7OsmfPHu6//342doujZ2dnezxhHMfhd37nd5iensY0TXbv3s1Xv/pVfuqnfipe58Ybb+T/+//+P/7wD/+QP/qjP2Lr1q3cc889XHfddS/5/M4U4QMjEAgEFxFHjx6l1WoBkE6nGRsbY2FhgUql0lPYqqrqCl+UJ580efHFFKbpceutCxjGqR8P+Xy+p8MpSkud6pHiOBKl4wHG4iIH5vIcaG4gnQ75X/6XEn19bs+6jYbJCy+YhGHI5s1NBgedeHbTclO5aD5R1H3VO5wy0gCnnqJdqWjs359GliU2bJDZscONW7zz+TwDAwNr3u9/Cafzgan+1V+dsQ9M7t//+9fk81REYAQCgeAiIpPJxO3HlmVx7NgxMpkM+Xw+7lSKPEOWF7/ats3gIDQaMDDgnFa8RPtezlpziHQ95BL5CLbmUG21OWyPIGU05uYSKwRMvX6ivXn5oMjVOoscx+lGYEJk+cQ6UWDi9L/Ruz40foC8NIOdC3FTKXRd7wyUPJecxRTSxYIQMAKBQHCRYFkWlUol9naJTNxc18U0TUZGRjh+/Pgp26QnJxMEgcTCgsHYmEUisbooWd61sxayLMfiJtA0kkmLzdtsjjc8jHTY4+YbMTjo0GqpBIHEyEhHKJ0quuP7PgcPpqlUdIaGLDZubJ3ReQHk8x5btzYxFxZYF0wjH4Fg82aS4+PnXsCcxRTSxYIQMAKBQHCREImFnpbg7n9brRZTU1OnFR75vMvCgkEmA4WCyeysz9GjBum0x7ZtTRJLi6iNBv6GDbi6vub5nJy+aYyPo9XrSIkEt+h1gkBGUTopoWhkgO/7aBrs2GHjuh7T00ksS2V0tEUq5a3Yv+NAuawBIbOzBoYRkk67pNMn1lUUBUVR4ojTcgE2OOiQ9NrIpe499P2ewZClUolyuUw6nT6rLcErEBGYNXntXrlAIBBcZOi6fsqHbBSNOR1btrS48soqr3udi6rKTE0lsCyFpSUda8kmOTGBXiqhHTy4YsDhcn+XyKY/6naKP5Nl3FwOOZVC11UM48Q2wbKuoMgsrtlUqVQMLEthfv5EPYiiKBQKBXRdR9ehr8/pXqPCwkKCo0cz+C0P2bbRdT1usY7azaP3Ee3BQez+fpzRUfLbtjE4OBh/ViwWcV33ohzqeKEjIjACgUBwEZHL5Wi1WhSLxXhZ5NC7nEhcRPOSZFkmm83GUZB2u00mo1KvJ9D1ACPVjQgEAWG3BXtpSUNVA/L5TiFwu61QLuuMjels2zbIxMREzzymiFQqRRAENJvNeFk0iFFRlHj4omHYKEqIbFkUghqEGnTTY61WKxY7u3d7+L7DCy+YtNsKhtMkf+hFVDmktX49Ti4XC5blYkaSJNLpNK1WC3vdOnK5HAPLxIttd1qw/W5Uplarkclk4rbxs4qIwKyJEDDnKY1ikbn9+xnavp3s0NC5Ph2BQHABkclkegSMpmnIstwzndo0zR5x0YlqDHP0aJNDhyokEiobNrQZGrIxvQayrlPbsQOl1cIpFJiYMDhwoFMnsndvnf5+j6NH03ieTKkUoijH8f3e4lwAy5JpNBJs3JjsETCGYVAqSVQqIVu3GgwNFbDtSXaunye1/yBGw8OaGaS9bl0cTZJlOe6mgpBt22wWFxUG7EXUave6Gg3I5XrGBkT+NdDxxYkmWEcdWZHYiURelHIqFos0Go0Vc4fOGq/h+pYzQQiY85RH//7vsWo1jv34x/zEb/0W8knzN+oLC5QnJhi+9FKMVOoUexEIBK9FSqVSz/vILv/kCdDLozKyLPODH1Q5cgRarSz9/W2SSZ8x6xjmxAShqtK48kqcbnHrcqfddltBloP4eStJnWOuFhzYvz+D4zi8+KId27Koqkqr5XPkSJIwhFbLYdeuBgB6YGOonfNUbJsgANeV0fUg7kKKBIdhyGzdqtCqZnC9FM2qxPNzm0j5Chs2dIqBo1lREZGHTTT5ulQq0d8dp6DrOqOjo7Tbbcrlcry+4PxACJjzkDAM8botikH3l4JnWRT37SOzfj1GXx+Pf/rTeJbFzFNPcf27332Oz1ggEJwP+L7P3Nxc7La73JVX07Qe87rI7wSgXtd44YU0CwsSiuITBB1xousB6nwV6BS3mq5Lq2vutm2bg+dJqGrI2JhNGEps3lynWtXJZleKl+X+LNAxtPP9zlylzjTscNm6Ydwe7WYyWENDKJZFc2SMw4ez2LZCPu8wPt6J4Ni2hKoGhKFDIpHAl2Uamzfz+OM5LEumNNkp1jXNjuhJpVLUu/OfomiO3i1KrlQqVGdnSf7whyhhSPZf/Sv6R0ZIJBK0Wq1Xz2tFpJDWRAiY8xBJkrjyX/9rpp99FkPTeO4f/gF7chIZkHWdS37lV/C7/wi5rTNvGRQIBBc3R44ciQWKqqpks9m4+NS27RXRgyhdsrSUwLYDEgmHbNZj06Y6hYJHoSBjhePIrotvmgT5PJLvox8+TLpc5pqxMaxuijsMQxKJkETCWnFekQldEARcckmDYlEnn3eJAsvRgMhNm2q0Wir5vEMQhNHGtMfGugJIx7Y7GzUancfX7KxJsZjAMHy2bq3FwiwMQ9JpD9c1UVUPXe9cu2maK4pxI1HTbDaxLAvj0CH8xUV8YPGhhxj92Z8llUqRejWj3aKNek2EgDlPKYyPU5+Z4cBnPoO3uIg3N8foT/xEp4pe19n5trexdOgQ66+55lyfqkAgOA9YPtgQOjUlyWSSMAwpl8ureqhED/pCwaVWU0mnPbZuraHrYbdmJoBMhtrll3c2sG1k18WYn+9Y8R+cJhjYiKquFEftdifNoyj0WP3n8zKZzMr1AZJJn2Sys57kuoSKEkcYVFXF910GBz0qFZmx1AJ6qUm9trF7agqOI2MYJ/xirrwSHEdmcDBLreZgWVZc/LscTdNotVpxTZA7MEBCUZDCEKu/n3a7TTqdfhnfiuBsIgTMecLRRx6hOj3NlptuIjs0xMFvfYuZxx6j8sILaKqKlEiwNDHB+JvehFkosK5QYN0VV5zr0xYIBOcJkiSRzWap1+tomobneSwtLfW0C0dEnThRXczAgEcmU0GWQ1RVIQiCVQWGbUu4ToKMpqHun8AJ8hzT2qy7IoFhnIi8TEyYLCx0upd27aqhqicEQ0rXcY4fxzZN/JMiGlGUJjE/jzk7S2AY1LZvR9L1WJwND9dZn7dJv/AChCFbEg6H1B2kUh6m2eu8a1ktNM2lWlWwLCv+bH5ep1zW2LjRp79fZqBQYH5pCc/z8X0J8nmqb3oThCF6NksikfiXfTkvB5FCWhMhYM4DKrOzHPjGNwBolcvc+K534dk2TqVCcscONN+nVS6jrl/P4rFj1JeWCGybzOhoj+GSQCB4bTM+Pk4QBNRqNZaWloBOIWr08A5DqNVUTBMyGYVsNsvg4CAzMzMoSpsgCOI26pOxbZmnnsri+zJOchsD/RJ12yTZKNFsjmAYIFsW5twcyswA6OtxHBnbltH1MG6P9h97DKPRQJdlqpddhpxIxMcLfJ/05CTpw4fxDQMPkFoWbd9E04L4WR1aFoQhIZBLtNm5uVOnE4YQhifSVWHYqaUxDCOONtm2xP79qc69qHr8RPYR6pUK+rr1PGtdSqulMjbmsWGDiyzLjI+Pvzpt0ycjBMyaCAFzHqAlEkiKQuj76N3hXX67jVevo6XT3Pi7v8sLX/0qjbk5tFSKfZ/9LG6jgVYoMPngg/iWxbXvfz9bbrpp1f2XJiaQJInCq9X6JxAIzhmyLJPL5eIHeKFQwPd9Go0GExNJFhcNZDnkiitahGEV27bj2UiSJDE8PEyj0aDRaPTst9WS8bxOu/I8A4yPTmMvykjjefL5Tnt2cmoKrV5nS1ijFWbRh5Lk8woDA/3U6/VOfUo9YPagjmZA7tIA2+5EbEzTZzxfRavX8dJptFqN9sgIBxeGabZ0MpmAzV2h4uZyWOvWodg21uhoz3n6vk8mk6HRaMQRl+UGfrIMihLieRIJ2UHrDqQMJ2dppS4DoFIxuOKKNLlc7tyIF8EZIb6Z8wAzm+XSn/5p2tUqgW0zs28fdqVCuis43Hab8WuvJQwCkrkcz//93wMw+c//TO34cQCe/n//31UFzNRTT7H/K18BYPfP/zyju3a9SlclEAjOFZIk0dfXF7+PUkaW1SmADQKJZjNAVf0eb5gwDONpyNGwxiidlM97jIzYNJsK45s9WpmdaMBy39+ga3CXTAXceJNJi5BMpo96vY7jOHiexxOtXXjOIrUgz46lJPW6ztJSpwMouccl1U3XNDZtoj0wSPPZzmfttk46naHR6HQPtYeHMU2TXCKB53k9IqzdbqOqKuqhQ+ilEtbICHZX6Jimwt69NapVjcFBB+doP3qxSGLHFgaskGpVZmCgRbkcrLiPryqiiHdNhIA5x4RhyPc+8hGKzz2HbBikN2wAYOsb3kDp0CGy4+Mc/M53qM/OYmSz3Pze9zJ81VVUjx8ne+mlVA4fRgpDkl33yKmnnqK5tMSmG27ASKVoLC7Gx2p2Q8oCgeC1QalkMzXVAhwUBcbHW0xPd6Id2awHrHz4tVot2u020DG3Gx8fZ35+Htd12batfdrpzq316/EyGfxEAlOS8D2ParUa7w8gMWiwb2EbsgzZbJ3ljZSyJlPbsgXJ9wlVFQkYHW1TKun09bVoNE5EUjrOv218349boKPlvu+D45CenwfAnJmJBYzneaRSkEp19tW85BJaksTWrVu5yXWZnp7G932CQHupt/uVRaSQ1kQImHOM5zjMP/QQgedRO3KExubN6Mkko7t3I0sSzdlZ6nNznbz2xATP/NM/0S6VkBQFFIXCjh3IQUA6nWbyscc48M//DEC7VOLKd7yDzTfe2Flfltnwuted46sVCASvFq4b8NWv1ggCyGYT7NkTkk47XHJJJzUkyzKapsV+K8uJ3rdaIT/84SKZjE82e+rJ1LlcrtPpJMs43YjFySmoiF27bIaHA3TdJ5MJSKWa3QLcgEzGByQIQ7IHDiC5LsqmTQwOrt6+HHVeLe++is9fVfHSadRGAzeXW/N+tVotFhcX8TwPRVFIJpPk8/k1tztriAjMmggB8yrRKpeZf/55JFVldM+e2D1XMwwK27ZR2r8fc2gIr9HAq1Q48j//J1LXMGr42muZePBBWpOTVJ96CjSN0PfRUimSmUynS0lRKB0+TPH559GzWfp37KA4MYFmmux95zvP4ZULBIJzwRNPLLKwoNN5lodksxrFYrEzP8jzkD0PN5nEMIzYlffkzqPDh1O0Wgrz8wn27Kmg6yeEjqqqZDIZ2u32KcXKqejvd7tFtZBenGVPtYSt9NGmEyXRazWUbmgmUSzSPI3/yimdcSWJ+s6dyK5LsMrk7Ki2JZoDNTs7Gwu3qDmiUqmcuxSSYE2EgHkV8ByHJz/1KaYffhjJMBi99VZuvOMOpp95BiOT4ZY//mMWn3+eQ9//Pke+8AVkRaH43HP4joOez9N/5ZWErRaartOYmiKQJLRcDi2bJX/55filEubICAfuuw+nUkFOJikeP84zn/40ajrNrR/4AKOXXnqub4NAIHgVsSyHfD7AthUGBhrUaj6qqhI2GqQeeQTJ82hv2YKzaVM8/flkJGm5O24n2rK8Qykqjg2CAFmWz3xas++TazaphyFmN82TmJ+nPTICkoSbSnVSSL6P0x0wuTxKdPJ5nHK5LBN0fwguR9M0stksmqZhmiYPPTRPsZhiYMBidNTC8zwsy8KyLFKpFMYq+zjriBTSmggB8yrguy5es4nvusiAXavxzH33cfRb30LLZHjdu9/N+uuuY2DXLoovvIC9tIRTqaBns/jtNoqmUdizh8r+/eRSKWrHjuEUixhDQ7SLRbRUioUXXkDVdVxFIZHPUz16lDAMaU5M8KOPfISr3v1uNl533bm+FQKB4CwQFdou75jZtEnCttvIcsDwsIVtQ7GYg5kmG1oBug5qpYJD73yg5ZOrt2xpsrSkk8l46HpvtMPzvHi96LiqqnbHAgRMTSVxHIWxsRam6TM4OEipVOoUBB8/jjwzQzYM8fv7URwHN5Mhk8125jalUtQMA4KATDcCUq1W17wPvu9jmmYseJbX8kTLOkMrCzSbTZrNJsVihfn5Tvfn3JzJ6KgVt1/run7uupCEgFkTIWBeBYxUim1vfztKOk2gaex461t5+K67qO7fj1su84yisPsXf5ED3/oWruOg9fVhDA7SfvFFnFKJI/fcw8B115Hfvp3U0BAvfv7zuPU61tQUJcdh4JprSI2PkygUqCUSrLvuOpREgsc/9jH8chl7aorn7r4bSVEYvewytHPxa0IgEJwVfN9namoK13Xp7++nUCgAkM9n2Lx5IY6SNBoqs7MKqjyMIY8zlipibdqELMuxEJEkicHBQcrlMpZloesBY2OdbqTT1O7ieR6a42AsLWGnUpQZoFzu/DszP2+yaX2V6r59hJkMdT+DXrZIRtOg160D00QyTbzufCJJktAMA9d1qdVqK8z4ThXpkWUZRVHYuHEjrusyOzuL67qkUimGh4dxHId6vU65XMZ13U5EKgzJZDzqdZVczl2xr1NFpwTnHiFgXiXWXXUV6666CujkXNNjY1SfeQY1kcCpVvnau96FpKr4YcjIG97A4KWXcuDIESRNo3LoECSTqOk0Vq1G4Djg+0jd/4mN/n52/8Iv0FhYYN///J8svvgioePQv307VctClmVqx4/zwpe/zNQTT3Djb/zGubwVAoHgFcRxnLiItdlsxgIm1y1cnZub606GDqlUFFQVcrv3UB/rRCfCrniJ/GMKhQKyLDMzM3PajqOTMQ8eRLEsNEmisT2NLKcIAgnT9EgfOIBWqVBrGhzK3MzRcC9XZPehDZr4udyK9FMUAVn+/kyQZZl8Ps/BgwdxXZdMJsO6detIJBJIkkQikeD48ePx/YqmdG/dWsd1ZdJpDdPM0Wq14iLnc4Yo4l0TIWDOAZIkkRsdpTI2RvvoUSa//GVcxyFot9FME+v556maJlI6TbC4SGLjRlrFIu7hw7RmZkiOjaGk0/Tt2UN1bo7y9DQP/NEfMX7ddfEvldbSEunRUQLfZ/iyyyjPziJpGs3FRQLfRxa/KgSCiwLDMEilUliWRS6XiydSe54XW+BLksT0tEEQ+LTbEul0p2ZFluWeDp56vY7v+yuiDifXoKxKN5URShIJM2THjjqeJ2OaLvJcR4y4Voic8nD0JPPrdjNiFkkdOoSbz+MMDMS76nRByySTJ+YaSZ6H0m7jp9OEp3hoe57H7OxsZxzB9DRSpcL8unXI69ezbt06SqVSHG2KCMPO+ATT1FAUhfXr1+O6LpZlkUwmz+AbOEuIFNKaCAHzKnDgO9+hOjXF5te/nplnnqFy7Bh+o0Fh1y78VqvTxlip4LfbZIeHcWZmaK1bR3r9ejTDYPCKKygdOsTiI48A4DebmJs20XflldQefJCZb34TVVXRWi2MwUGyl1zC9p/8SaafeIL111/P+N69zO3fz+ILLzBy+eVCvAgEFxGyLDO6zI22Vqv11H4sr1tRlBBFCQnDIP48EjBhGPYYwsEJ4XImEZDG1q3opRJuJkOoquhSgK4HaJpOa9s2jOlp1PE8SVtDURz6+23SzxxCtiz0YhE3myXUdVxX4oknsti2zIYNFlu3OvieR3b/fmTbJsjnae3cuaJ1OiIIAnAcEgsLnWuYnKTajcr4vr8i2qOqKn19ffEYhWPHjpFKpRjsemsJzl+EgDlLOK0WE48+CsC+v/977KUlDn3pS7itFkY+T3bzZsauugpJkkhu3Ihbr5Pu72fqq18l1HWaP/whSiKBbprMP/AA7VoNr1pF6+tDT6cZ3bu300Vw5Aj23ByBYVApl0l1BVBuwwba9TpHvv1tph56iEQux9V33IGZzZ7jOyMQCM4miUQiFi6ZTAbHcWi322zbZpNIBCQSIdmsg++zIm1zMi8lhRToOtbISM+2UQGsNjAQt0JvoxG3UAeqigw9U6fb7c78JIBSSWPTpjZqGCJ3a3mkRoMgCDAMo2dEQIQkSajJJL5porTbuOl0LM6AWMSoqsrAwEBPm/TRo0fxfZ9qtUqhUDj3YwRew+mhM0EImLPE81/5CqUDB/DabdrT0wS+T+XFF1EzGRqHDyPJMtmf+Rk23nQTj3zqUyRGR1l39dWUjh3DbbWov/gi2uAgpaefxm230dNp1EyGoTe8AUOWOwW7+/ejSBKS7xM0mwSKgl2pUFtcpPnZz5LbsYPG8eNkR0dpz8zwyMc/zqX/6//K0Pbt5/r2CASCs0AUbVnfHUPS6kZ4VVWlUpGwbQ1dXz1ysVaaKPo86jSKRFI0c2m1/Xiet2I4pCRJnUnYtRqK6yIHAdVt2wi7YiGd9hkYcKjXVTZsaHciJpJEa3wcvVzGHhrC9/1VzzUaGGnbNs3xcTKHD6O2WsiWRbBsorSiKMiyTDabxfM8Go0GnuehqiqWZaGqanzfzhkihbQmQsCcBYIgiEv2VdNk/Cd+gol//mf0dBrf85AUhfbCAj/+i79ALxTwmk1SGzfSrlYZff3rOXLvvRAEtObncW2bIAyx6nXSqRTNw4fJ3XgjxeefxxwZYfjyy5mpVkmNjWHValhhiNVqYT/7LE61yugNN6BLEtXFRVzH4fA3vxkLmNLRo9RnZxnduzceIikQCC5MgiBgenoa27YxTZNEIkG1Wo0f9sePZ7Ftpdtt45BInEgtnUmNSxiGBAHMzMiYJvT3n5j6vHz7MAxPiJ16nfTEBIGmUd+yhbDb9ROGIWa5jCRJBMkkiucRVaYoisSuXc34uLKs4vs+9vAw9vCJyUurGdh15j1ZBEGAWash0amd0SuVnuhQZNr34osvIssyYRiiaVp8r6IOpk2n8cgRnHuEgHmFmfjRjzj+rW9h9PUxes01ZEdHGb3sMr7nuhRfeIH6xATVAwewFxZQDAOzvx9J07BmZ5FlmcLmzWiJBO0gwLMs6Bba6ek0eiaDVy5z7LvfJVEooKsq2saNZMpl7FIJc9Mm6ocPY1cqnW6AXA7VNBnYsYPG1BTO4iJDe/YA0FhcZN/nPkcYBFSPH+fyX/zFc3znBALBvwTf97FtmyAIqFQqPQ9kANP0sW0FVQ0xDBk4IQBOjqCcypTu+PEk8/MGkgR79tTI5aRYsCwn2p9RLHbGAbguWq0WjxkA8Pr70SoVQkXBzWTi5dF4g5PPJ9rnqSI/QE+BrpPNYhSLneW53AqRFV1f9N/l6aiTr+ecICIwayIEzCvM/FNPEYYhVrGI3tfHk1//OlO7d3PFL/8y+7/8ZQ5MTSG5LlIQ4LVatDwPPZ9HS6cpP/MMlWefxSqV8Fot8H10TUPp62PouuuoPfccjuMgNRo0ajW8Wo3CFVeQ37sXp1olNTKC12ohqSpWsYjXbHL0K19h6p//maBeR0unye/eDYBdr9Oem0NNp/GX/WMhEAguTDRNI5fLsdgd4Bq1CEds2tSiVnNIpQJMU8O2V0/DwKnt+V2322kUgudJsWA41X7cXA69WiVUVbyTxgHYqRT2ZZetqPM4WbwsL9ZVFCWeVRT9fSr8VIrKrl0AGKZJ2E1nReJnLfr6+s5t9EW0Ua+JEDCvMEOXX87Ed76D0d/Pgfvuwy4WqR8/zpY3vIHK8eMEXc8GzTRRFaUz70jXsW2bsF4HRSE0DKRkEmyb0HVxl5ZoHj6MapqEuo5Tr4OqgqrSmpmh0W6TWreODTfcwPCePRz91rdYeuIJArqzZmWZwHGQVZXaxAQAxx96iECSaBeLXPUTP3Eub5lAIHiFGBwcpNVqxdEEwzCo1+sEARw+bGLbMlu2tE7ZwQMrxUjkn9Jut9m4sYWiJDDNgFzu1OJBkiSSySQtSaKazYKisKpkeAkPX1mWeyIjfX19LESdRtKJdFbP+S+LTiiK0iOO1uKcF/CKCMyaCAHzCrPxxhvp27aNqccfxy2XsaanCT2PA/ffj5JM0q5UkBIJfEXp+LR0c7GJ8XGsmRkkQM3lSCWTWJOT+N0hac25OWRZxmk0UBUFu9lEMQwS/f0MXHEFmmli5vPseOMbaSwtoeVytOfnWX/LLZQPHWL2u9/FDQJ8x+GxT32K0r596AMDHcfLc+l1IBAIXlHGxsaoVqvUarV4yGKxqDM/33HGnZgwufTS1qpCBVYKGEVRlgmigK1bW6seV1EUVFWN19V1vTMpepV9Lj/m6WYoLU8bpdNp2u12PHcpEi/QERuJRALP8+IW8pM5nXhRVZVUKhWPK4imUQvOb4SAOQu8cN99NOfn0Q0DaXwcyfdpTE4yfM01zG3dShCGEIboAwOkx8eRTZOlJ54AQOu2OYeqyuib3kTx8ccJbBtVlmnMzRHYNpZldQzv5uZIbdiAU63SPHaM5lVX0apWKR85QmNqir6dO7nsZ36GH/7N35C/7DJqBw7Qmp1lenGR9OgoZjbL+E03kervP5e3SyAQvIJomraiuNY0fSSpk/pJp3s7iCRJirdxXXdFFGO1WpOTURQVx1Hx/Y5ICMMw7uY5XbQn2r+iKPFU6NU6jELLot1q4XYddU8WPK7rnvY4p0wFhWEnnU93HEK3biidTp/74l2RQloTIWDOAu35eapPP42RTlPYvZvW9DRaNkv/1q289aMf5eG77kJSVcavvZYdP/mTPHn33VQffxzPccDzGLrmGhqTk2TWrWP9DTew7pprePof/oFjX/wi9sICqiQhqyphENA+epTWgQNIwEP79rF0xx0opklyZIT8hg08+qlPMff979M8eJDQddFkmdSmTeiZDLt+4RfIrVt3rm+XQCB4hUkmk1QqlVgIpNM+V11VxXUVBgYkhoZGqFar1Ov1Fbb9JxOJndNNmj50yGR+XiWV0tm9u4Ysd4pjBwYGcBwnrlXxPAnflzCMTkIpOr/ImyUSMsuPJVsW2aefxmv7HHAvZamwiUsvbXBSSc1pabVORI0icYfvkz12DMWyaI+MoOZynWh4IsHwsm6nc4ZIIa2JEDCvIGEYMvWDH9B85hlaMzMYfX1c+973ohgGM089xaGvfx1Z03jjH/wBC/v2Mf/kkxz73vfwLYv06CituTmCIGDx4YcxslkM02TnT/0UmYEBZnbvpvjooyhhyODVV+M0mzQnJzsGTY0Gnm3jWxbHv/xl+m+8Ed+2OfCFL9A4dAi3VMItlVAkCTkIuOY//kcGd+4U4kUguEhJJBKMjo4yOTkZixPTDEilIAg6tSSO45zZiACIZwKdSsSUSp1oRbOp4PsKhtE5xtLSUryN48gcOZLF9yWGh1sMDPSa0AVBEBfoLj+O0moheR6NhobcrmGZMvPzOlu2rJ4qOh2RgZ3v+9BqoVidQZWpZpOW46w61Vtw/vLalW5ngeL+/cx+97tYS0soQYBkGNSXlkj199MqFju/LByHow8+yIF772X6O9/h0Be+QOB5aH191GdmaB09SmtyEsl1WfzRj3j+K1+hMjPDyCWX0L97N5ve/nbGb72V1/3H/0h+61Z0x0FPJGiVyzi2jbO0hKHruJUKEuAsLuJ1nStDQFIUGrOz5MfH4/Oe2bePRz/3Oaafffac3TuBQPDKkkgk4oGOEVH6ZWZmhlQqhXzSr3dFUVYMMDQMI46MnIrx8TaGETAyYqPrHQfgk634LUshCDrHa7VWH5IYRWKWE81J0voTlPo3IUlQKJw+LQUdsZJKpWLTOk3T4hSR7/v4iQReKoWkqiS3bcNxnJ5o0TknisCcyes1ipCZryBq1+mxsGcP9VKJwjXXMLB1KwAjV13Fgc98hvrBgxzt5p0TQ0PIhkH18GEWHn8cu1YjDEOMRKIjeKpVph98ELdWo2/TJnTDIDk2Rv/4OMVvfxvd82gBSBJyN61kF4u0SiXwPOwjR0hms9iJBF67jaJpZPbsYcPNN8fnHAQB+77yFQLXpXz0KMM7d6KeywmsAoHgFUGSJIaHhymVSnFEI6pn8X2fdrtNoVCgUqnED+3VIg/RhOqjR4/SbDZXfA4wPGwzPNyJqIQhZDIZyuVyTxFuJuORz/u02yEDA6eOnqxIZ8kyzR07SCQSvCU3wNTUNJrWqSNMTUwgWxat8XHIZjFNMy5cliSJXC7H8PAw7XYb13Updn9IAiiahrtzJ0Pr1uH7PursLL7vx5OrzzmiBmZNhIB5Bclv3sy2d74Tu1qlf88eNMOI/0eoHTtG6Di41SpOo4GkqpBKYagq1uIikiwT+n6noK2vD6lQoP7CC7RnZ3Hm5mjv3YtsGDSKRapf/CJ6EOC3WoTdUQKJQgE5mSS7YQOKYWAYBsbOndRefJFAlklu2sTADTfw5jvvRF9mqS3LMkYmQ7tUQk+nUUToVCC4aIgnOS8bA+B5HmEY0m63sSyr52Ft23bssSLLMplMhnw+D8CmTZs4duzYChFzcspHlmWmpqZWmMZJEoyNVdc85yAI0DQN13XjsQVR6sey6h3xAmi1GnqpBIA5O0srkyEMwzhaJEkS8/Pz8TkuN8ODTmRpYGAA0zTxfR/DMHBdl0Kh8FJvs+Ac8dqNPZ0l+rZvZ/Saa7CqVfZ9+ctMP/008/v3c/S736U1P98J96kqciKBrOu05+dRTJNENoueTpMoFGjPz1N88kkC10VRVdREomN6NzdHY2EBV5KwWq2O30MigWsYjN16K30bNzJ4zTXous62f/WvGNqzh8Lu3aS3bcMcHmb48stj8VKZnubxe+7h2a98hV1vfSuXvu1tXPerv3p+/PIQCAT/YjzPY35+HtM0404jVVV7oiyd8QBBT9omKmTdunUrUOB//s8lHnigiOuGjI2N9XTnrNYRFO1zuXg6HatFfSIhkslkMAyDIAhwXZd6vR7vz08kCLvn7aVSBEEQzy/q73ZW+t0fhY7jrBj8qGka2WyWer3O7OwsuVyOLVu2kE6n17q1rw5nOYX08Y9/nM2bN5NIJLj66qv5/ve/f8p1/+mf/ok3velNDA4Oks1mueGGG/j617/es87dd98dz7la/rK6dUZnA/Fz+xVi6sc/xiqX2XDzzeipFM/fdx+VI0d47n/8D1JjYyipFHKhgBKGJIIAWZKw5udREwm0QoHRSy9FrdUozszgttvImoYMpDZtIn/55dBoYJXLlA4fRjYM9vzmb1L64hdpPv44TrGIUy5T2LgRSVWRgC1vfCPODTfw6F//Nf6xY+Q3b2b3T/0UAC/cfz/7v/CFTiQImBgZYfzmm9lw5ZXn8A4KBIJXkqmpKZrNZjznR1EUEokEzWbzRCdOl+hvSZLIZrOMjY1hWRaPP16kXldptRSmp9tks52HUSRiThYvUdQm8lM5kx9Eq9WcREMgK5VKHDmJIjLR+oFhUL30UmTXxe+2JLmuG48iiK5peSQoOidZlrEsC8dxWFhYIAxDbNsmk8mcPz/izmIK6Z577uF973sfH//4x7npppv427/9W2677Taef/55NmzYsGL9733ve7zpTW/iwx/+MPl8nv/xP/4Hb3/72/nxj3/M3r174/Wy2Swvvvhiz7aJZRH/VxohYF4BigcPcvTLX6Y1Pc38o49y0x/9Eb5tM/XFL2KXSlQLBTLbt+OWSvieh72wgDkwgKyqeL5P68ABCkNDpHUdK5nsGM4FAcboKFo+z9KTTxK022imia6qKKbJzFe/SrC0ROg4oKpYzSbNVougUkEKQw7ccw9uJkPl4EG8RoPU0BDN+Xl8z+PZ/+f/oTk7Swgo6TSZTZuoHD16rm+jQCB4BVkuLjzP66ZxpJ5OnJMFiK7rDA4OoigK8/PzZDI+lYoCuGQyIYuLi6t2IkVpp+iVzWap1WpnZNm/Gst9bKJoTpSK2rx5M0tLS1SrVUJdx9f1nm1d140F1PJ9wYlJ2JqmYRhGLOxarRZqd9Dka4GPfOQj3HHHHbz73e8G4K677uLrX/86n/jEJ/izP/uzFevfddddPe8//OEPc9999/HlL3+5R8BIksTIsqGZZxshYF4BZFWldugQ1RdfpPTii6R37mThG9/AnZ/HbbfxLItEPk//1Vcz+4MfdMKhtg2+j2aapMbGcCwLfJ/+K6/Em53FqVTI79iBW68jKwrWwgL09+PU6yiNBornMbhnD3IiQfnoUbxKBatYZOpb32Jw82aOT03hDwxgt9uouk6iUODAF75Aef9+vHodv1xGLRRIj4xg9vWx4fWvP9e3USAQvEJENSCRYDnZlC2RSGCaJqVSKTaAi6z6HcdB1w2mpzsP8127KqhqiGWdekbScjHUbrfR220S9TpOPk9wksBYjmUpaFqAopwQDrIsk0gksCwrFi7LjxMEwSnddlcjaouOan8kSUJRFIaHh+O/oxSaZVmkXorBzNlEks4sPRTVWdZqPYuNbi3kyTiOw+OPP8773//+nuVvfvObefjhh8/o1IIgoF6v07dsOCdAo9Fg48aN+L7PlVdeyZ/8yZ/0CJxXGiFgXgEKmzejj4/D5CRKoUDlyBGschlZ0whbLVRdR02lWH/TTSTGxpj9wQ8I223MgQFC14UgQEql0LdsobG4SGpkhOzYGEGziZ7N4lQqqPk8rcVFnEYDr92mVS5Tn5uj74YbkLJZqvv2IRsGoefhNps0i0UMoHnkCMnxcTzfR5VlZF3v1NwMDKCaJorjMHL55Wy+8cZzfRsFAsErRPTg13U9fki3Wq04DbNu3brYLj/qUpIkCV3XSafTvPBClcnJTuh/bAwGBuwVBb+nQvI8UkePdtzG63Vq3U7Mk5mbMykWE6hqwNatNVQ1jIVEq9Wi2ey0XWcyvSmmoy8jWhyJuag+p9VqsbCwwNjYGLZtx+JrtQf+OeMlGtmtX7++Z/Ef//Efc+edd65YPfLmOdmsb3h4mLm5uTM6tb/8y7+k2Wzyjne8I162c+dO7r77bi677DJqtRof/ehHuemmm3j66afZvn37Ge33pSIEzCvAxI9/jJJOo/f3k7nkEjb+xE9w/GtfwwkCtHye9JYtmMPDuO0266+5htzmzbRmZ6k9/TRutUr/619P+bHHKD3yCEo6TdBo4JZKaLrO8G23kbvkEpqzs5RqNVzbxq5WQZZRWy28xx5j+JZb0K+7Dq/ZZPymmyg++CCaJFF68kl8ScI/epS5VIp1V16J0dcHmQyy7+MePow+MED9+PFzfQsFAsEriCzLDA8P02g0yGQyyLLM4cOHkaTOBOnIMK7ZbGLbNp7n0dfXh+u6TE1N4ThmvK8wJO7QiQp+VyvejZA8D6XRIDAMpGXnszySEoYhzWbHrsHzZBxHRlVPjBCo1TSOHOkU0xYKDpIE+bxDNntq/xdJkuKOoqgVOxpEGaWjoigMEHc4QSd1dnKB8znnJdbATE5Oku2OooG1xdjJYjSKTq3F5z73Oe68807uu+8+hoaG4uXXX389119/ffz+pptu4qqrruKv/uqv+NjHPrb2dbwMzqNv68KlMT+PrKoMXHstw1ddRfG553DbbZRcjqDdZvC661B1nePf+AbmwADX/97vUZ+d5dHvfpfAdZl/8EGMjRvRm00CScJfWkKTZbBtak8/jTY6il0souXz6F23SqdSQZIkWjMzzH7nOyRGRlBMk+Pf+haaJNGu13G70ZgQ0EdGyF5xBcf/6Z8IHQevWCTd14dfKjEkincFgouOdDpNOp3G932OHz8ei4hEIhGnjRzHibtEFhYW0HUdWZYZGFAYG2sThiEDAzbJZCEuCFZVFUVR4hSPLMuYpkmhUGB2dpbU0aOEvo9Sr1PZuRNd1/E8r6cAt+NR02Z+Pkki4WKaHTEUiQvblrvvYWoqRS7nUq/r7NpVPu0zPTKii4zrkskkjUYjTqPlcjnq9Tqqqsa1PgMDAzSbzbhd/EIlm832CJhTMTAwgKIoK6ItCwsLa45QuOeee7jjjjv4x3/8R37yJ3/ytOvKsszrXvc6Dh48uPbJv0yEgHkZtItFZr7xDbRcjvG3vIWNr389drVKGAQc+PSnqTz6KO1iEc/30RIJlr73PcytW2kcO0Z7bo7Zp5+mf/t2kGXsUgm9UEBLJklv2ICWTuMNDVF/4gn0fB6lv5+Fhx4icBz0QoHktm3gOCiROvd9ZM+jOTFBYmQEZ26OzPr1WPU6aBqe46CmUgS2zf7//t9xJyaQLAs5CEhs20bupptYf911LB46RH12lvGrr0YXU1gFgouKqBMpes3NzeG67oooSjRYMZ/PsnVrEBfD1mo1hoeH4zblaIZStE3kK+P7PrJtE+g6gSQRdqMaUUpLUZRYxGSzPtu2mczN9XrDdMSFi2XZBEFnblIQyKhq0CNelgui6BqXG/bZto1t23ER7/Kp2o7jMDExQTabpb+///wUL2dpFpKu61x99dU88MAD/NzP/Vy8/IEHHuBnfuZnTrnd5z73Od71rnfxuc99jp/+6Z9e8zhhGPLUU09x2WWXvaTzeykIAfMymP32t2kePgxAav16+i+7jL23387SgQMc+dzncGq1ToGuoqDKMmGtRnNyEmSZ1NathMD43r1c8su/zLH770fr6yM7Pk7rmWeoPfYYrusi5fNIg4O4nge+j+95uOUyYb1OYmiIzNatuM0m/sICWjJJMpUiANB1vKUlJNfFq1TQTBOjUMBIJGBxEW9hAWwbzTAoPfoofXv30lxaYt899xCGIbWpKa78xV88l7dXIBC8giiKwujoKK1Wi0wmw+zs7IqBidAp7O3r68NxHGq1Wk8nTyfl06TVasWFtLLjEKgqiqbheV7sgNvcvBljcRGnUCBUFFKpFOVyi4MHJWQ5ZP16D1nuiIzVai6mp1WKRYO+PpuREQvXlWg0NNLpE8XGhUKBdtuh1Wqj66e3/o/qamRZxrbt2FMmCALK5TLpdPr8qn2JOItt1L/927/N7bffzjXXXMMNN9zAJz/5SSYmJnjPe94DwO///u8zPT3Npz/9aaAjXv7tv/23fPSjH+X666+PvzfTNONxFR/84Ae5/vrr2b59O7VajY997GM89dRT/PVf//VLPr8zRQiYl4HR10cDQJLQl7k29m3dyvjb3079hReQk8lOEZtpEsoyyfFxmseOgW0z8b3v0a5W2f6mN3HwH/+R5twczakp5Pl52uUy7VKJMJWCZBIJSAwOIi8tIWka2DaF3bsxBweRFIXqj3+M32igJ5OYW7ZgLS1hz86Su+QSivv2gaqSGBlBq1Roz88jaRqS5+F3U0uN48dxWq3OP2iWhbtsaqtAILg4SCaTJLuR1aGhIebn53EcJ46i6LrOhg0bmJiYiGtklhMEQY+gMWdmSMzP4xsGrd27cbtRGEmSYGCAZj4f77tYLDIxYVCpdIqCTdNjaKjXVC4iDDvFvdF/h4YsTFMhmQwJQyUuSK5UWjz1lIHjZBgbazM62kmDLa/POdlIb/mIguVRmfOq7uVV4p3vfCfFYpEPfehDzM7OsmfPHu6//342btwIwOzsLBMTE/H6f/u3f4vnebz3ve/lve99b7z8V37lV7j77rsBqFQq/MZv/AZzc3Pkcjn27t3L9773Pa699tqzdh2vvW/uFWDsJ36C5Lp1aNks6bGxeLmsKFz7v/1vNGdmmP/KV3BrNbLbt+NaFu7SEook0Z6dpTE7S/34cea++U2qjz2G1WigFgqYuRy+ZaGmUjiOg+w4GH195K+9lupzz+HWajiVCna1ir20hJ7NEioKqmEgqyphq8XILbeQ6u9n6dln0XI5lFyO7MgIxe98B02SkAyjE6UplzEGBxm4+mr6N22isHkzUw8+iGoYNJaWSA8MnMM7LBAIzhamaaLrOu12OxYdptkp2vV9v0e8zM8naDQ0BgetngJarStmFNvuTHXOZOIRAMvbliNTOcM40X6dTHa6o1zXXeG7IkmQTrvU6xqpVCdS4/t+XHAbGdpZlonrykhSp+A3EjC5XA7f93FdN46yRIW6y1vAVVUllUoxOjq6osX8vOEspZAifvM3f5Pf/M3fXPWzSJREPPjgg2vu77/+1//Kf/2v//VlncvLRQiYl4EkSRR27lz1M1mWyQwPU0yn8SoVWpOT9L/+9fiSRP3FF2nOzRF4Hm6rhaNpnTSQZREsLZEaGEAuFHBLJXRFgUaD5Pg4YSKBHwQ47TZ6fz/W1BSBbePncuj5PG6xiF2vUzt4EKdS4boPfICd/+pf8cDv/i6lRx6hOTZGemwMeWSEzb/wCx1zu2aTDW98I8NXXsnc/v00pqfjMQO16WkhYASCi5SlpSUqlQpA3Drt+z6Tk5M9aSXblllc7Aib2dkk2eyJCIw1PExyeho3nSZIJjG6Ywo0TYvbtQcHB+N5RIODNqbpI8shhYK6Qrws737ZsqWBbcux6IlEy3ISCYvBQZNKxWd4uCNeNE2jUqms6ry7HEVR6O/vZ2BgIG6tLpVKBEFAX1/f+SNozrKAuRgQAuZlUpueZv8//iOKrnPpL/4iyW4qqXjgANVnn6V56BBBGJLeswdjeJjiM8/gFovkt2/HPX4cPZdDlWXq2SyyqqJks5jJJIqu0wpDPNvGlySsdhsUBa9YxC+VsNtt6OadVVUld+21OP39lJ98ErdapfzUUzx1113sff/7qT3/PI3jx6kfP87o//l/cvkv/ALHvvUtkiMjbH7Tm6gcPsw/v/e9NKamcBYXyQwPM5DPM3Tppef47goEgrOFbdvxg9swjNjq3fO8k6IUAZoW4LoyptmbUnL6+nAiE7OuwBgYGMD3fWq1GpIk0Ww2MU0zHvZYKEhks7m4K2j5sRRFiaMlkgSJxFoOviHr15eIrE8kScIwDFrddHjPmmGvSd7o6Ci5XC4WNvV6nXK5HO9nQPx4u2AQAuZlMvPYY7Smp1GTSRafe46NN98MQPHZZ6k++yyB44Ci4LRa1BcWaB45giLLBKUSyaGhzgTpzZvZ9LrXsfjQQ2iA6jgouo6naZiXXYbfaEAqhTUxgV+poEgSkusSeB4hIOk6ydFRRl73OuZ/8AMa5TJKIkH5+HGmn3oKPZ/HcRyUZJLK8ePMPf44ta7ny3Q+z8Kjj9KcmKDx/PMdFT8ywui116KexjlTIBBc+ETt0Js2bUJVVZrNJvPz8z3CQlFg69Yatq2QTJ6+UNbzPGZnZ3u6jDzPo9lsximqyEAunU7TbreRZTmuS4l8WlZDcV3QNJSuKd/y2p2IZDLZM//odCQSiZ5jLY+4nDfRFzirRbwXC0LAvEyqBw/SePFFlGSSXHeexNyzzzLz6KM4S0uouo6UTHZqZfJ59EwGLZUiVSh0alAqFbwgoH3wIHgetm1Tn54mnUqRueQSCrt20VxaonrsGH6jgZJMdrqH8nlcWSb0fdx2m/knniCUZdqNBiQS+ICn60x861tkrrySQruNs7iIXyzSmJ+n1R1v0KxWsSYnoVRC8jz0vj6Mvj42rdHbLxAILmxc1427biIhkEql2Lx5M6VSidnZWYDuzKQAVfVIpVKx4R2cSMssFxKrFf9G67Tb7XibKPqzvKg2mnl0MolikeT8PKGm0brkEtD1uK5mOYcPSzQaBqOjAalU5xxsW2ZmJoFp+oyMdKJOuVxuRcdRVAsTBMH5M4kaRArpDBAC5mUSBAG5q64CWSbZHd0++8QTyOk0hVtuwVta6qR6VJXa009jbt3K6FVXMf/QQ/hLSySGhwkkifqBA7SXlnDrdTTDoO04ZMfHmXn4YbBtyseP067XkYCRvXvpf8MbkBSF0jPP0C6VaBw4QO2FFwh9HykM0fJ5gnqd+lNP0XzuOZLr15PJZjFVlcVHH8XzPFoTE2jVaifcappo2SyZVIrcpk3Ir8GKfIHgtUR/fz/lcplUKoWmddxwLcvCdV2KxWK8XlQfo+s669atY2FhIe5EkmW562oLpZKOrgc9lv/JZDIuEo6I/m6d1OkYzWtazdlXq9c7KSjXJazX8bLZeHZR5C3TbCosLHSuY3bWZNu2OgATE0nKZa17Pj5DQ2pP6mg55838I8FLQjytXiLF/fuZ+d73SOZyBH199O3cGRu/De7eTWNqir69exm/6SYOfOEL1J99lmQ+j1Eo0FpcJPA8JE0jMTpKYmiI0hNPoGUynVkksgyFApPf/CZurYaWz2M3m/iuC46DUyxi79/P9R/+MKVbb+WRD38Yb34ev17HVFWkkRHyO3ZgVSo0jx9HNQzMTIbMtm2Etk2YyeDPzWGOjuK326jZLJJpErRaGNu2Ud+3jxc+/3n2/NIvnT8j5QUCwSvKyY6t5XKZxcXFFVEQWZYZHx8nmUxSr9ep1+srOnomJ01mZjo1NLt318hkOiIkMoaLuoFOReSYC8S1Mstxh4cxFxYIVBWpUEBalmqKBJFhhChKiO9LsaNvZ3/RBGpQ1TCe93TBIFJIayIEzEtk+tvfxi6VALj0jjtIj47Gn41fcw0Dl1zCwW9/m4mvfhWKReREAndxETyPpePH8W2b9LZtvO63fxtZUcB1aczPM/ONbxC4LkY+j1UugyQR+j5oGoFldepfuqZ2j3zoQ7QaDVozM9hLS6T6+jppoFQKf2kJc+NG/MVFQkDN5yGZxG02Cebm0AoF9GSSvp07Gbj6aiYfewxd1yl/5zso/f3Ujh6lXSrFUSWBQHDx4nkeCwsLsf1+1JF0Qhx00i2nqlFxnBPpC9c58fnMzAyapsUmcmqtFpvbuX19nU7OQiG2tY+GK0bjCaBbj1IokL3sso6r7tISpqLQbrd7hJamhezcWcdxVBKJE/4yW7c6ZDI+iYRPOt2J1szNzbFly5YLQ8iIFNKaCAHzEkmOjmKXSsi6zvwzz9AulxnctSv+fPqpp1h8+GGkF17AME1kVcUaG8Ot1fAbDeRMBrfZZO6ZZ2geOoQmy4y//vW47TbW7CxGX1/H76VYJH/ppVSOHev8I2DbKKkUtZkZFE2jMTeHU6+jj4wgp1IY6TSSZUEiQf/u3ax/y1tQHIfE8DAv/t3f4c7P056eJrNnD8bVV3P5v/23qLrOhr17qc/Osr9cpjExgeT7qGKUgEDwmsB13XjAYTQEMRIQmqahKEo8wTqZTPaY2QFs2NBCkqC/OcOmyaP4pRT1rVtBlnH/f/buPEyuuzzw/ffsp/auqt73lrq1S9ZmyTu2AdsC20ACZjGGCRm4ZJKQhORmQkguTGaY3LnDJJkkJJmwJoSAAwZsh8U22NiyJcuyZUvWLvW+Vnd17VWnzn7/qO4OwiaywEZGnM/z9PNIp09XnT7VUr39+72LbRMOh5EkiejISOOXrEKBQjyOL8vkcjmq1epKICPLMhMTEysrNo3VmDAPPFDG83y2bIlimoUX5Mo0OvNGlkYHNI4t96Fpa/OWVnZYWd1ZHnD5qicILy04+XkIxl4hQQBzgVa96U2Ut29n8tFHWTh4kOzTT6MlEsS7ugDQEwlY+gcmaxqVqSncjg5qc3OEBgdx6nWUZJLhb3yDcDiMEg5Tn5sj1N2NHI8TbmtDiESonz5NvLcXq1iEeh1P08hPT+MLAno0iqKqqLEYciTC0H/8j4iOw+Q3vkGkvZ2+664j0d3N8Je/THFkBNE08U0TKRZrjJX3PERJavRXqNc59sUvUjl5EuO55/DXrmXk/vtZ90Nj0gOBwKVpuRPt8qrLDwcHtm1Tq9WYm5tb6Vr7ozQNrrgijLl3FqEOcrWKVK/jLv0S5Ps+6XSauqIgOQ6+JOH/0Juy67pUKhWam5uZmXFwnGZ8f3blPXly0qZcbowuOHPGoLv73O0oQRCIx+Mrc5iW+b6/spokCMLK9tjyx3JvGVmWV1aJAj9/ggDmAomiSKKvjxlVbSSRlcvY1erK57suu4zS+DiLtk3h5Emq8/NUjh5FGxpCFgSSV12FAPi2jaxp4Pu07dhBtFJh5MEHmX/6aaxMBup1yuPjiK6LpqrUDQOrVkMKh5ESCdJbtiDmcuixGMX778csFglrGiFNQ1BVFk6cIHPsGFqpRCoWw2tuRhkawldVYoODjDzyCLlDh/B8n+rsLObsLHgebrFIfX7+4t3gQCDwM6OqKqlUikKhcM4gxOVEWcMwqNfrK4HNcgXRsnQ6TalUglSK8MwMTiSCu9RXRhAE6vU64XAY7aqrKA4P48RiL1hV8DyPfftGGR5WAYGuLm1l1EAiYTM/7yAIjT8vW540nUwmmZycXAlKlsmyvJKAvLzlJAjCSrCWyWSoVCpomkZ3d/erc0spyIE5ryCA+Qmtvu02Tv7FX+BUq4z93d8h/Kf/RGpwEN/3yR89itDSQvWRR0AQUJZ+c7EmJ6ktZftrXV00XXkl69/xDvR4nKc+/elGrkskgt7aiqAo1ItF3EQCSZaJyTKS6yJKEj179iDKMqV770XO5aiOj2OGw7iVCkaxSPVTn2JxYQErn0fIZulcv56Wvj7Wvf/9nHzwQab37cOcnqapv5/yoUOY5TKCqqKHQviWReqyyy7y3Q0EAj8ryxOal8cKKIpCKBQiGo1SqVR+bEdbURTRNI1isYjd2orZ0oIky7Q1N2MYxsrE6mKxiKqqWC/SIG659Lpe14BG/ynP+7fniURctm4t47oektS4DtsWOHRIx/MErrgisxJ4LQddoigSiUTo7OzE8zzm5+cRl7a0JEkiHA6vdCJeHu74qur/sizIgTmvIID5CamRCKF4nPGHHsLM5cjlclzzF39BqKmJUEsLtUyG6LZt2HNzhHp7SV5zDQuPPELx5EnsfB5ldBRnZob2XbuItLRQeu45KmfO0LRtG5HVq1l44gl8y8KYn0dSVQbf8Q5c1yUci1HJ5ajmcjiyjKMo+E1NVBcWMItFapUKccuiVijgSRK+41Cen0doa6NWqTD9gx9QGhtDFATCsRj1qSmQZQTPI3bddWjxOPaP7HMHAoFL13LgsjzUcHm7pampiVqttlLivDKscYkkSSwsLKzkrAiiSCwWo1gsUq/XV85zXfe82zTNzSauKwAiougzO9sY5CjLEI9HKZVKLC+wHD8e4pln4vg+1Otw3XWNHi9dXV1omka9Xl/p55LP51emZC+PDjBNk1QqRbFYJBqNvjqDl8BLEgQwPwV93Toqs7O4noczM8Ozn/40kqYxdPvt+K7L1MGDLB4+TPd11zF48818++mncU0T2zAw5+bwJIlT//IvRDo6Gr1ZNA2/WqWybx+q41ArFBCKRURdZ+Jb30KtVKhNTEAkgrhqFeGeHlxJIn3NNRTvuQfB9/FsG2ybEGA6DnI8jtLWBuEwJ7/+dTzXBcsitnUrPbfeijc9TS2TQUmliK9ahWdZtG7bdrFvbSAQ+Blpa2ujVCqhaRq5XA7btgmFQitBi+/7K1Oek8kk+XweQRBeNKn3xSwsKIyPh0kmBWKx8oueI4rQ0VGnUFCYmGgEH54nMDDgrJRxQyPYkiT4od2ile0h3/ep1WrkcjnK5TKdnZ0r/W0kScKyrJXHaW5uXpm8/KoVbCGdVxDA/BSEeJzQli0Y09Oo6TTmzAxercZ0MoluWcx+61vQ3s78iROs2bOH3ne/GzOfx6lUGjdeEChPT2OXy0iJBIgi5vw8wtLcI0WWER0Hr1qF2VmMxUWquRxCJkM4EsHXNAzbxpVlElu2wNNPo8bjxJqbqU5PE5Fl1P5+omvXYlcqLDz8MGI8jgoI4+MIpRL65s1Yqkpq504u++AHL/IdDQQCP2uqqq7M/1nuuFsqlZicnKRWq/3QaAFpJW/E87wX9GxZTqiFf9sa8n2YmIggST6LiwrXXBOjra2FfD5PsVj8t6Rhz0PP5YgYGhBd2sqSaGlJMjc3h+/7TE+HKBYV2tsNdu8uAiHWrauurAoVi0UqlQqe51Gv11fyXxoP7630m4FzOwi/agVbSOcVBDA/gewzz1A+fhx99WqSV11FzDCoP/ssuX/+Z5RYjKrv4zc3U52YoHrkCOUjR3iuUEBMJAjF49DaSt008UUR67nnIBql8447UFtbqZw4QckwkGIx5KYm5IkJvPl5mnbtYvJb38K1bTxAm5nBkWWkdBp3cRFdVXE1DdHzGnOS8nlsy8LIZCgOD+PXagjQGBzpuriGwehnPoN6xRWE1q3DDpZRA4FfeLZtr5Q3/2i7flmWkWV5Zcvoh1c+TFNGFBuJs93d3TiOszIgMZmEfN4mFHJxXXvpfBN1qRACQJyYQM9mCQG0qOjdQwwORsjlskvl3QLz842eNHNzYa65xqWjI8nERBnTdF60mkiW5ZXKquXOweml/laJROIVvIuBn5UggLlArmmy8N3vNv4Rzsyw8/d+j+LUFAfuuQdNURBNEzUeb+z7AoLn4ZbLzD/wAEIigW+aCJJErLMTbc0azDNn8G2b+v79VLNZbF0nvnEjLTfcwPgDD2AVCmjpNPG+PsSWlsbsIt9H9DxE10UWRXRFwTh2DN22sQoFbN/HXBpp7zgOQqWCIElIkoSeTOKVSniC0HiudBqrVCLR27vyPRr5PG69fk6TvkAgcGlzXZfp6Wkcx3lB99zldv+6rq8MaFxO+M3nYWwsCgjE4zbpdJ2ZmZmVvJStW6tMTVWWZhQ1KoPC4TC5XA5JkkilUlSmplaeKxIxae+CubmZlS0fRfEJhVwMQyIatalUakxPT68EWcvl2L7vo+s68XicZDKJLMvMzc2tXGsymfxZ3c6fXrACc15BAHOBBFlGisVwSiXkZBJRkoi2taH09eHbNmoqxapf+zVKZ86QOX0ao1JpNISKRPAVBSeXwwPQdcqHD+OMjyOLIgvj4ziCgBqPI69eTdeVVzLz9NMkEglkXSd+2WW4n/scoqYhAXIshluv45w9ixON4nseCpDevJlyLofS2YmbzyNWKshNTSiahqKqRFevxltqgCfpOmtvuQU5EsFaXGTyoYcId3cz/s1v4rsuXbfcQvvOnRf3hgcCgZ+J5VJkURQJhUJIkoRpmivBTL1eX+mU+8Pdcj1PW5pC7TI6em433WKxiGmaxGL/FmgUi0Wq1erKqoksy0TWr6csSbiCgBWPk8vlViqEoJHmMTTUmIyt6y6+35iptBxICYKwsqUVjUZpbW0FGmMTVFXF8zzCP28NOoMcmPMKApgLJEoS/b/yK1QnJoiuWgWAousMffjDTD38ML0330zt4EGq+/aRUFVcSQJJov+3fxuzXGb4c59DFUVqZ87giyKu4+CLIp7j4Ok6eB62bTP39NOkN2wgd+YMyf5+HNsm1NqKYFlI4TBaSwt+tYrnOFCvI8VitO3ZQ+euXZz43veoHThApKuLlq1bEU0Tp15vdPP1ffp+/dcZ/Zd/wVpY4MSnPsWm3/otxr/6VfA8lGi0McIAqE5NQRDABAK/EBRFobW1lVqtRlNTE5qmYds2IyMjLzrPyPM8Vq1aRVeXgG3nKZUM0un6Ofkl0WgURVHOqUpaXFxcqWxS1UbptBZKcqC4Cs/z6IlUqNfrL5hsLYqcM+toeftKURQ0TVtZrflR+lJfmsClJwhgfgJqLIa6cSOe5+EYBqKqMvXYY3iex9i999IRCqGm0/jHjyOHQviSRPHUKTZ84APMHzyIMTyM7Dg4hoFdLuMB4aEh1NZWxHicUHs7s/v2obS3Uz59GuvsWeI9PXTdcQe18XEG3/EOqpOTzHz/+1iTkxiVCvq6dWz9wz9EVhSGT50iqWkIosi23/otBM/j2Gc+g53P42ezTH3rW8zt348A2LUaCydOsHD4MPg+rddeS7S/H6dapf2qqy72rQ4EAj9DsVhspc1+vV6nUCggLXXtXg4olrdjlsuPdV1ix44Qo6NzK48jCAKRSIREIoFhGCuN8parm1zXJRqNYlkWi4uLLCwYmKaE6woUCiqqWl8ZB/DDRFE8Z6Dk8urLcpUUQLlcJhaL/fxPmA62kM4rCGAuUPaZZzAmJkju3MniAw9gz80R3b0buVbDPXwYORpF2rULr1oluWcPpX/5F6hWsY4coXryJDs/8hEKo6OEOzp46s/+DPfJJ/EMA1MQ6LniCjzXxRIEfGD6+9/HPHuWMiDJMmve9z46P/zhxoVceSVDt9/OIx/5COLkJFJ7O4XJSZpXraL78ssZf+IJmvr6qOfzLJw8idLRgSwICJEIubNnEWwbz7IQwmHQNNShIbxqldCaNax985sv4h0OBAIXW71eZ2pqCtu28TxvKZgQmJiI4jgCmzcrtLfHV3rHhMPhRrO6pZwUWZZpaWnBcZyVFRdJkhAEgc7OzpUS7dnZ2aWvt/F9GUGAaPTf2v9HIpFzOulGo42eMC9muX+NbdvMzc3R1dX18736EmwhnVcQwFwAY36e+e98B4Dyc8/hDA/jGQb1TIbObduoVauNKp+hIdJbt3L229/Gb21FmpzEzmbJPvgg8pYt2IUCejRKTFUp1Ou4rotsWVSPHye5bh0tV15J5tAhrIkJnFoNzzDInT7NkS98gTPf/jaKLLP+zjsZ/sY3WHzkEcxKBatUQnr/+5l9+mnaN2wgPTjI7IEDPPPJT1KbmkIE4p2daIUCzvAwkqIQHhig8/rr6dm1i/L0NJ7j0H/ddRf3JgcCgYtuecDjcgWPLMtUKjK1WuMtY35eYWgoQq1Ww/d9ZFlG1/WV1RXbtpmdnUXTNEzTXHk83/eZn5+nubmZ+fl5fN9H0zSamsKo6vKgRgdBENA0bWX1B1jp5dIYzuiuXFdzczO6rmNZ1srnfy7KpM8nWIE5rwsOYA4fPsz9999PKpXijjvuWOkfAFAqlfjt3/5tPve5z72sF/lqIWkaguvC/DxmuYw9P49x9Ch+Oo2tacRCIRZGRnAPHiQzNoZZKOCaZmOAGY3/FCrPP489Nkb+3nsJDwzQsXMnpYkJ9FIJeXIS+vooT02Rf/xxQpIEloXlOHiCQPG55xqdd/N5njlwACGdxl9YQNU0VM9j9J57cCoVjs/P47a0kH/8cbxsFs80UQGrVMLzPNSuLqRikcRll9Fz003o8Tjb3/vei317A4HAq0QkEllpWgeNraVQSGN2toLvi3R0NEYIzM/PrwxFjEQiK7ktAJZl4bruSvAC/5YoXCwWVwKOxiiBOqLoE4tFVnq3yLKMYRjnBCPLycXLAU4kEiEej+N5HpqmrSQgRyKRn+/Vl8BLckEBzIMPPshtt93G0NAQ5XKZj33sY/zLv/wLN9xwAwCGYfAP//APl2wAoyYSRFUVWxQRADOVwhJF/FyOzFe/yuL27QgdHXhnz2LmcijJJJ7r4oVClEyTVbfdhnHffbiZDFIshnn0KFokQsfq1ci6jgpI7e3M/+u/IheL2Pk80dZWjEwGv1Cg7jgY09Ok2ttxZmZwajVk10WwbcKKgp3JIEQiGAsLSJEIxtmzKLYNgoDW1obW2YloGHi+j9LSQtPq1YRbWiiePEnh4EEia9fSvGvXxb7NgUDgIhMEgebmZtLpNI7T6LMiCAK33KLhOB7JZJhsNruyqrKcI6MoykrC7/LE5x/meR6qqlIoFFbyW5ZXbZb7tiyft7x1ZVnWyvF0Ov2igUm1Wj0nUXg5j+fnWrACc14XFMB8/OMf5/d+7/f4xCc+ge/7fPKTn+T222/nq1/9KrfccssrdY2vKqKqora1obS1kbj2Wk5NT2NNTOBWKniHD+M/9xxSSwvq6tXEd+zAL5UofP/72L7P6X/8Rwbf/GYmjx6lPj+Ps1QqKBUKdG7ZglEq4Z48iT8/jzcxgUKjj4zmONTyeSRFaXS4zGaJvfa1UKmgaxqaphHv7CS5aROuIBDfto2z992HtjScUW9uJrJqFeG1a+n/pV/CzGQo7d2LOzdH5nvfo/bss9gLC9ROnCCxcSPKz3vyWyAQeFksJ+xCo2x5dnZqqZ1/B8lkEsdxMAwDcWkOUi6XQ1VVHMf5ty67P8TzPHK53DnbQq7rruSvLD+n4ziUSiVEUVwJinzfXxkQWS6XqVarNDU1kUwm0XV95bFCodDP7ga9koIcmPO6oADm2LFjfPGLXwQaP2T/9//9f9Pd3c1b3/pWvvzlL7PrF+C399Rb30rluecIr19PZM0a/P/+3xn7y7+kuH8/gqYhOw5yOAy1GlooREQUyZdKiKEQbi7HwuOP40ciuDMzWL6PPTyMEI9Tz+WQOjsRVRXB9wnH4/jJJPmJCZBlRN/HLRaRo1HinZ24skxlZAQlFEKLRFASCSzfpzg6Sqyvj6E3vYlZTaN26hTh1atJbN7Mxv/wH5h4/PHGuIKl5Dskicrp01Au49k24lJZYyAQCPywYrG4sqKSz+eJx+O0t7evfL60tEW9PN35hwOY5eqh5WTe5cdRFGVlUjRwTiIwcE6Vked55PP5lecRBIFCoUAymURRFHp7e18wMiBwabugAEbTtJUx5Mve+c53Iooi73jHO/hf/+t/vZzX9qrj1uu4xSLxK65Aa2vD8zw6r72WprVrGf7GNyg+/jiaYSCUSriK0lhNOXWKhO9jzc/TapowNoYrilieh9bVBbK8EvCoqRRSOk3zRz9K5v778cplBF3HPHsWORpl6K678B5/HKVSYeGZZ5BCIeRYjMiuXcjJJDNf/CLK0BCTTzyB2tODlEqx+jd/k9aNG0n09jL99NPM7N2LV6vRsm0b7ZddRrVSoWpZ4Hk0pVIYR48S2bIFIRgtEAgEfkg4HF75///FVjkKhcJKOfPyasjyBOvOzs5zOu9OTEzg+/452z6+72NZFqtWraJer5PNZlEUhVqttrKNtNz7RVVVbNs+p1RaWuo2fskQhJe2PRSswLw0W7du5ZFHHmHHjh3nHH/729+O53m89xJMBPU9j8K+fbi5HO74OLWREZR0mmwySX14mHRrKy233ILe0YFyww2N3JSpKVRZRpQkRNMERUESRbyTJwl1d+PIMtrllxNftYqOHTvI3HcfdqlE+cwZurdsofummwi3tTF+//0Ip0+jRSKoiQQb3vY2vG3bmL7vPuTnnsMulQitW4esKBS++lWcUonKsWP4iQS1mRmiO3YwfvfdVJZyW2r5PLVHH0WMRDDSaZJ33knpkUfQNm3Cm56Gw4eZ/qM/Iv6ud9Fx550X+9YHAoFXkeVBjZ7nvegsoXA4jGVZaJpGV1fXyopJKBQiFovR1NRELpdjdnb2BVVCy4FHMplEEARCoRA9PT0AjI6OrjS8i8ViVKtVTNNE1/VLe6ZRsIV0XhcUwPzar/0ajz322It+7p3vfCcAf//3f//TX9WriJnNYk9MAFB99FEsUaQyMkJt3TrkM2eoTE9T2LuXkigiqCo9v/RLNF1+OdbiIubkJMqaNdgTEwiRCDXbBs9DWpr7ITc303X99VTn51m47z68YpHFBx6geOAA+e9/n9LiIrbvEw6FiPf0YBeLiIODRDdsIFoqoXoeqfXrcZd+K5KW5oDY5TKmKDbmLi39cC/s3Ys5N4fieXjVKtUzZ5g6cICO3bsxFhao5HII2SyWKJL/9reDACYQCJDLmfg+pNMagiD8uwFDc3MziUQCSZJWtoqWW/ovq1QqiKKIKIorQcxyD5nlkuof1dLSQrFYJBKJIMsy5XIZ27ZxXZf5+fmVQCfwi+eCApi3vOUtvOUtb/mxn3/nO9+5EshcKpR4HCEUwjcMrP5+3HIZolH0nh7MI0eIiCLm/DyybWMIArPDwwysW8fATTdx9L/9N9x4HJJJnHSa2sICoXgcvV5HbW+nqbWVyvPPIx08iHLmDI4kYft+I0AyTcyFBeS1a4lu3Urna1/LwswMi9/5DuLMDD23346nabi5HH5TE+7sLJpt46sqtbExEr29CJqGZ9vUp6dxfR/jyBG8ahVXFNHiccbuvpvWjRtZd8cdTDc1sXDyJK7noWzadLFveyAQuMhmZgz27y/j+7BjR5iBgegLzrEsa2VYYnt7+7+bf7KwsECtVgMaqzk/POtouXQ6l8sRDocJh8MrqzLRaBTXdanVaiuzjWzbXgmELllBFdJ5XXAfmK9+9at885vfxLZtXve61/GBD3zglbiuVw1J10m/8Y041Sqxm28md+QI8cFBPMticm4OKhVi9TpCLodRKmHbNkf/9m+p3HgjhEIUDx/Gtm2kUgnVdTFtG3VoiOYrriD92tdy+uMfJ/fd7+K7LlIkgrZqFeg6kuMgRKMIsRjqwAALjz5K9sABbCCUSlE9doyOt72NWj7P7P79jUZ1b3oT7vAwWr2Op2k4zc1YIyONcQeJBMRiyMlkY7Dk2BiSrjPzla/Q+yu/gjc+jr5xI2JrK6t/93cv9m0PBAIXWT5vs7zTk887DAy88JxyubySdFsul0mlUi/6WK7rsri4uNIjJhaLUa/XzxnGuFxdVC6X0TRtZWXFtm0WFhaARsDU19eHYRiYpkk0+sKg6pIRBDDndUEBzN///d/zwQ9+kKGhIXRd55577mF0dJQ//dM/faWu76IwFxfJHTxIuK+PxPr1jdLppT3Yjte8hszBgyzs349rGKjNzejRKAlNw52YoDg7i7ewQHVkhHBfH35/P5og4Jw8SSSVQs5kiPb14cXjHPk//4f897+PtzQGXo3FsBWFrj/4AxaefBJGRvBMk9LBg0iZDI5tY5ZKeLUaZns7UiKBv1xNJAj4to0UiSDs2IGVzyPpOr5lER4cRJBl1O5uzLk5vGgUcXqaxNAQTqmEU6ngZDJoXV0IoRBSUIkUCPzCW706Qj7v4Hmwbt2LBwqhUIhCobCSt/LjLHfNXe6gq2kaLS0tGIaxkveyPALgh+cuLX/tclLw8gpPKBS6dMqlAz+xCwpg/uqv/oqPfvSj/Nf/+l8B+MIXvsBv/uZvXnIBzMw3voF58iSFs2dZuO46et//ftSlxkhnv/Y1Zr70JYRQqHHzymWkRIJoVxddO3di338/ruPgjowgz8zQouvk0mliW7eiHDuGKknUH3+c3FNPUZybQwqHcWs1RFmGRIKwaZIwTcQ9e6j87d/iVKuYltVoQOe66KtWISoKbmcnxeFh7EqFUEsL4o4ddN92G8Of/jS1o0eRWlvxy2Vab74ZXJfW664j+/TTLMzPUxseRu/qoi7LdN9+O2oiQWjLFupnzxK74oqLeu8DgcCrg65LXHPNi6+oLAuHw/T39wP8uxVAvu8TDodXGuTpuv6CJFxVVWltbaVSqZxzXJIkuru7MU2TcDj8031TP0+CJN7zuqAAZmRkhF/5lV9Z+ftdd93FBz7wAebm5s7pB/DzTpAk/IUFfM/DzeepnDlDavt2AGpjY43PZ7PgeTgzM9R8H7FaRahWCXd24iUSRA2DaCzWWCHp7KQ6Po68fTsR22bxuecQ4nEkXUdtaSG5YweGIKAtLIBh4IyNkXn0USTLgmwWFAVt3TrS11yDJIpYIyP4gsDiN75BpFpF6+sjvno1M48/jiWK2KEQtbNnMWdnqY6Osv3P/xxBUbCrVSRNA9dFaG6m9dZbiQ8OAtB6661MfPWrLDzxBJ4s0/IL0NMnEAj89F5K6XKlUlnJf6nX6z82GfiHp2H/MEVRfvH6uwRbSOd1QQGMYRjn7DlKkoSmaSs/mJeKzl/+ZeYkCeP4ceRUisjS5q9r24TLZTzHQVi9GkWSqJ05A6aJpCg0XX45zvg4cjhM+PnnEQ4dwmxuphyN4oyOUlIUQtdcQ9NVV+EcPUp061aSPT1ULQvjyBHMhQUSxSLV6WkkTUPSdSKeh9jZia8odO3eTWrNGirT05z+9KdhZIRysUjCcfCvu24lElf7+ymcOIFVKmEeP87RT38a0zDwx8dp3bSJ5jvuQPU80m1tuLaNOTmJK4qN7wXIHzgQBDCBQOBlo6rqSp5LMKPoJQpWYM7rgpN4P/OZz5wTxDiOwxe+8IVzhjp+6EMfenmu7iJR43F63/MeXMtCkCTEpd8w7GwWTdPQduxAmZpCSKcJ7dmDunkzIV2n9NhjhGSZ+FVXYd5/P357O9Lq1TA1BZ6H5nmgaQz8X/8Xfa5L5v/5fzC//nXMTAZ5aAhflqmZJlQqhDo6UKtV2LIFt1pF7O1l6pOfZHh2Fn9wECGbRXddhJ4e0HWKjz2G1tdH9+tfj55KUR4exisUUHwfd+9eWFjAlWU8yyL07LNILS3kFhYQW1uxJyYQYzGUVAo7lyO6du1FfgUCgcClRNd1ent7cV03CGACL5sLCmB6e3v59Kc/fc6x9vb2lfEC0Gj9/PMewCyTVBWnVKK4dy9yczPhHTtQ+/qwnnyykTAbDhMXRbyJCWqTk7iGgZTNUh0dRQGkxUXU172Ogbe+lcU//3P0uTnCDz/MvOfR9O53Q72OV68TisWoFYswMACTk1jZLEq1inbFFRCNYpw6Rf34cfyZGezFRaR6HVcUEXt7Sd94I9XvfQ+OHMHM5+n/wAeY/dd/palWw3FdNE0jFo1SKRTQw2HUxUWkdBphYQHfMHDm5gDwymX6ll43dalhVSAQCLxcfiG3gX4awRbSeV1QADM2NvYKXcarV+k738E+cQJ/YoLc1q0o27ZRPnsWb24O5uaQkkmcQgH30CGkyUncbLbxhS0tSKtXo69aRdvq1XhXXIH4D/+AsrCAI0nMlkoYvb0ILS1gmnS+/e2UczkMUUS87DJ836f5N3+T2a9+ldr0NH6phGhZqKqKUa+jRSLYloW8ahVCVxcsLCDF4/i+T+4HPwDTJBQOo65ejSqKrN66FbNaRW1qwqlU8PJ51NWrSWzYQOXgQfR164LAJRAIBF4tggDmvF7W73xxcZG/+Iu/eDkf8qITNA2xUkFYmoZqHT8OioK9ZQu85jUou3fjmya+KOLH4ziWhQ+UKxWqvk/mgQewKxWarrsOt78ft6UF+dQp3H/4B7zvfIeariPdeCPVU6dwXRepowNCISJXXUXT6tX4ug6+j6BpqKtW0XbnncR37kQNh3HrdfTeXsLbt6PV60hHjjD23vciZLMIgCTLiMUiMUkiUa+TSqVQ1qzBbWrCvfZa6mNjxLdupfP97yd17bUUz5whd/ToC9p8BwKBQODS8jd/8zcMDAyg6zo7duxg7969/+75jz76KDt27EDXdVatWsXf/d3fveCce+65hw0bNqBpGhs2bOAb3/jGK3X5wMsQwPi+zwMPPMAdd9xBZ2cnn/jEJ16O63pV8FyX+J49KG98I87u3dDUROz664ls2kR4/XrURILK0aPQ0YF8yy2IlQoSYFgWXjiMm043AhvPI9zXR+zXfx3v1lshlYJoFHl+HjEcxiuXkZJJPNvGn55GrtdJdHUhqSrtN9+Mun07ytatNL3nPSRf+1qaBIFIsUgincbKZFA9D+bnEc6cgUOHUCSJUDxOcvNm0qqKUK9jLUXzYiSCsn07iCJ10+S53/gNhv/3/yZ35AjTd9/N3De/Sebxx1emwwYCgUDgIlhO4n0pHxfo7rvv5rd/+7f56Ec/yrPPPsu1117Lnj17mFgam/OjRkdHecMb3sC1117Ls88+yx/+4R/yoQ99iHvuuWflnP379/P2t7+du+66i8OHD3PXXXdxxx13cODAgZ/4FpyP4P+Ev26PjY3xuc99ji984QtMT09z55138p73vIcbbrjhvGV1pVKJRCJBsVhcGRD2arNw9Cjj992HJIq03HorTX196JLEzN13Y83NEVu7FvPpp6mcPYtXKhHv6kI+dQpjYQE3EsG96SZCW7bQtG0bTevXrzyu57qM/tqv4R07hrJ+PdWrr8Y5ehQpkUA4eJDq/v2IoRD61Vez9u//HjEUoj43h97WhiDLzD38MOVPfAJnZISy62L39qLbNs2ehzA/jxsOIxkGnq5jiCJVQUBsayPU2krLnj2UDAPb8wj39zP9iU+gjI2hCwLx66+numYNyDLCmjUo27fTFAqRamtr9KgJBAKBwMvqxd4LV44VCi/p/bFUKpFoarqg99Pdu3ezfft2/vZv/3bl2Pr163nzm9/8on3d/vN//s/cd999nDhxYuXYBz/4QQ4fPsz+/fuBxlDnUqnEd77znZVzbrnlFpLJJF/+8pdf0nVdqAt6ZzJNk69//et85jOfYd++fezZs4c/+7M/453vfCd/8Ad/wIYNG16Ri7wYcs8/j7CwgHj2LPWZGUbXrEEslxEzGVTfxzp6FGFuDmFxESmVwqpU0AQBSVGwm5pQk0lCmoZzzz1kUinEvj4SV1xBKZdjNp0m5HlET51C9TxcRWnksCwuIoki1Ov4+TxiKMT0l76ENTWFbFmIfX3MT01hZbONx65WoVjEMU0qnZ1og4NEAe/kSdxKBcW2EdJpXF3HkWWqo6NYMzNYvb3UMxkk3wfbRlBVVM9DWLUKNxrFXrsWZXQUZ3KSxUSC9O23IwbJd4FAIPCqVSqVzvm7pmkvOhzTsiyeeeYZ/uAP/uCc4zfddBP79u170cfev38/N9100znHbr75Zj772c9i2zaKorB//35+53d+5wXnvJJpJRcUwHR1dbFhwwbe/e5387WvfY1kMglwyQ1wBEhfdhm1hx9G0jRk34ennsLRdeSjR5FiMcR4HDGdRlRV7NZWoqEQZDJIXV0o/f1oqRTK3r2ozz+Pk89T3bGD7Nwc6nXXIY2NwfQ0pq4TNk3E/n7EcJjQ5ZfjGwYVy8KMxxn56lcbJdjDwwhPPUW9pwejUsFIpTDqdaSWFtRMBjUUoqbrlLq6sE2T1rNncctlxFQKv7WV+po1uJkMxVOncDUNsVpFHxpCffOb4Z//mYSiIFx9NV3veAeCLJPJZOCJJ9DPnAFBoLp+PbFLKDgNBAKBVzsfAZ/zbw8tn/OjU7k/9rGP8fGPf/wF52ezWVzXpa2t7ZzjbW1tzC1Vpf6oubm5Fz3fcRyy2SwdHR0/9pwf95gvhwsKYFzXXRm89VK6L/48a96wAekP/5DSV76C/tBD2LUatiQhrV+P2N2NGIlgj48j9/aibN2KNj6OsLDQWBEZGcFMJFAyGVRRxJMkcF1ERSHZ1UVLRwc1TcM2DDKpFIm+PrREgsRtt2Hv2IF399141SqVRx4hfdVV2Hv3Ytk21ePHMUMhvN5enGKRRDJJ2HGIbd3K/OnT2FNTFFMpYpdfjlIqIfo+2ubNSLfdRn7vXlzLQk4kaJZlJNtGTKcx3/pWOHUKf3oaZ2EBrauLjo4OsokEviThhUII1erFfjkCgUDgF4rnNT5eynkAk5OT52whvdjqyw8TfiR3xvf9Fxw73/k/evxCH/OndUEBzOzsLPfccw+f/exn+a3f+i327NnDu9/97lf0Ai8W27bJOU5jOKKiEI/FcFQVb2AAOZEg/b73MbN3L/bDDxO+5x4E18U9exa/WETo60Oam6PS3o4zMIAwN4e/YQPxW29FUBQS69Zh5fPU5ubwtm5FHhwktW0bTZddxvjXv46XzyPMz6PbNmpXF+zcSXZyslGJlEwieR62ZWEtLhLq6kLs6SE6M4NSKqFEo7g9PUiyjLVlC2zaRIuu4xw7hgWkfB99Zga3txchHEY5dozQ0aMwNcX8wgLy9dejd3UhJZO427cjaBrRjRsv9ssRCAQCgX9HPB5/STkwzc3NSJL0gpWR+fn5F6ygLGtvb3/R82VZJp1O/7vn/LjHfDlcUACj6zp33nknd955J8PDw3z+85/nQx/6EI7j8IlPfIL/8B/+AzfeeOMlsTpj2zbyiROo5TIyIDgOwhVXIDU14TQ3M/8Xf4F1+DDi3By+ruNXKvjhMFIohFypoB07hrdpE9WREVzXJVQuM7t2LX179qDedhtaby/S5CTxdJrBW29FVlXquRzO2BghWUZPpeiIRPBnZpBvuw35xAmcep24puEuLuI0N+M7DqlaDelb3yKtKFgdHTA4SM/v/z64LpKq4vs+2a9/nVQqhVAu483OIk9OguOQ+PjHKT73XKM3zeIi8pkzcPYsTlcX/u7dhK69lvCGDWS/+10A0jffjBxMgA0EAoFXnO83Pl7KeRdCVVV27NjBQw89xFve8paV4w899BBvetObXvRrrrzySu6///5zjj344IPs3LlzpTnhlVdeyUMPPXROHsyDDz7IVVdddWEXeAF+4vKS1atX89/+23/jT/7kT3jggQf47Gc/y6233kosFiO73Mzt54TneRQfeQS3WCRx443Ui0Um774bcWICefVq7BtuQC6XCZ88ifjss9SHhrAnJxFtGzIZiMdxNm3C9n38SgVNUdBME+fkSUzLwlVVnEoFKZ9n8dvfxtI0/NWrSQ4O0t3djayqeK7LwmOPoYRCIMtovb04ioKRzyPWavR85COU7r0X+Qc/oD4/j5FIIF95JcLp0wjz8/hANBRCf9vbkCQJo1ikns+T6O8H28ZzHCRAmp/Hl2V8UaSSyeBffTUm4GQyeNks4tLka9fzEFSV/P79GEePAlBIJGi+4YaL+EoFAoHAL4YL3UK6EB/+8Ie566672LlzJ1deeSV///d/z8TEBB/84AcB+MhHPsL09DT/+I//CDQqjv76r/+aD3/4w7z//e9n//79fPaznz2nuui3fuu3uO666/gf/+N/8KY3vYl7772X733vezz++OMXfoEv0U9dHyuKInv27GHPnj0sLCycM1bg54Vx8iTGUilY0feph0J4loWfSuHKMrHrrsN46CEU38dTVXzLwuvuRjh1Cr+7G2/rVsRt2+h797vxPI/Zz38eY98+PMfBCocRq1W8176WiCShHjyICvjz8wiKQslxmJ+YwDt4EOvECcR8HiGdRnjLW5j953/GNQzkvXtJXHklyTe8gerBg2jRKHI0inHVVTAz0+jEmEjg9vbiGQa1xUWOfeYzeLZNy86dOLOzWKdOIW/YQGjTJvT5eZzWVsKxGKGbbsK/5hrkWIzCvffijI7it7cTvvxyohs24D733Mp9UpqaLsrrEwgEAr9oXskA5u1vfzuLi4v8yZ/8CbOzs2zatIlvf/vb9PX1AY10kR/uCTMwMMC3v/1tfud3fodPfepTdHZ28pd/+Zf88i//8so5V111FV/5ylf4oz/6I/74j/+Y1atXc/fdd7N79+4Lv8CX6CfuA/PTeLX1gTEmJih88YuNSak7dyKvXcvUV78KkkT/u9+N3tLC+L/+K+HHHkM0DMpXX425YQPR6WkYG0PUdZpvvx2tpQWA8WefJfflL6MePYpSr6O87nU4N95I+uGH0WZmsMNhHNvGbGvDjUYxi0VE08Q7cgRf11FqNbwbb6T47LMIi4uITU2s/9SnkHWduY99DOXpp/F0nfrWrZgbNuB5HrHRUeTBQZpe/3oq+Txn774bAKVYRDhyBB/wRRF11y70jRsJr14Ni4uYkQhyTw/d3d2IP6Ylde74cUzTpHnTpmCWSSAQCLxM/r0+MJnMS3t/LJVKtLW9et5Pf5YuaAVm1apVL+m8kZGRn+hiLpZQby+8+904hQKRTZsQJYl1v/u7IAiIosjExAS11aup9vevzJ1QCwXEchkhnUbbvh1pqaR89tAhxKNH0QoFHMBLJJBMEzGbxe7uRrBtrHAY1zQB8MbH8ctlyGZhaAh1ZASpqYnQkSPYsRj1VIpEfz8Ln/oU5Xwep1olsmED0VwOqVpFzmaxbroJ7+qraenqQlRVlFSK1Nq1VL/9baITE1iGQd11kXt7EQUB2/Nwjh9HymSQRkepbdqE8Y53EFn6HqAxZTyfzyNJEnlNw1dVnLm5F5TqBQKBQODl90rlwFxKLniYY19fH+9617tobW19pa7pogj19cHS8lm9Xsd1XcLhMNBI6BUEASQJWZYbM4vq9cbanetSmptjwfOQZRklkyGazSK3tFCIxZA0DX9gAL+vD8t1MTdtwo3FYCkAsh0HIR7H6+zEXeoDE5mchNZWorpOpK0NYXaWaiZD5Zln8Lq7EWMx9M5O3HQaZ9MmZFkmlkwiqipAozOwZRGSJHxRRGpqQt+xA6u1Fcd18fv78U+fxpudxVtYgKkpKocOEXnta/F9n0qlQjabxXEcoBHMCIJw3rK8QCAQCLw8XsktpEvFBQUwX/nKV/j85z/Pn/3Zn7Fnzx7e97738YY3vOHHbj38PKrX60xPT+P7PqlUimQySUwQUBSFcDJJOp2mWq0ybZooJ08i2jYOIPg+XjqNOD+PWKmgpNOEPQ8rHMYZHESLRqlv2IAyPk7s0UcJHTmC2d9Pvb8fq1pFbmqiNj6O1dyM53m4sRjCxAT20jBJO5ttNM0bG8Pu6KC0bRtDv//7eJ5HfW4O6/Rp5lMppGoV98EHYWIColH8VAu1jrW0vuu9OE0axWIR13WpbdpEuFbDX1hAKRSonz3L+PAw/oYNVJdWYgRBQJZlRFHE9/1g+ygQCAQCrxoXFMDccccd3HHHHUxPT/OFL3yB3/md3+EDH/gA73nPe/jVX/1VhoaGXqnrfMXNfe971B57DGlwEEcQQJYxr7uOubNn8c+cQS+V8GIxst3d5MNh5EcfxVlYQE6niYyMIJVKyJUKguchFQo4to1QLhOt1/EmJym+9a1I0SiC76MMDyOWSsizs8jr1iH39eG7LsrsLJYgQH8/7q5d2I8+iigIqLt3E47H8TUN9dQpQoqC/NhjlN7wBoqxGPKBAwiehy9JVEWRsOvidXQgtrVxRhShbJD91APs+Nhb8eNxLMsikk4jqCpOXx9uOIx5+jReMolTLMIb3gCAoiik02lyuRzQKL8LBAKBwCsv2EI6v5+oCqmrq4uPfvSjfPSjH+XRRx/l4x//OP/zf/5PstnsyniBnxfm/DylJ5+k9OUvI+g69qFDyD09CLKM2NmJbRgIvo82N4dTr2MBVCpQqeBWq0iyjJ1OEz19GrlSAVHEjcVwmpqQFxYQlsqX0wcOYCcS1Ds78TQNOxJB9Dy0TAb52WexFQW5uRnvsssIb92K+cwzRDwPp7OT1ttvp2CaRPr6sGUZt1AglEhgPf889q5dyILQ+CkWBLyhIdxcDsf3KW/Zgn30FInFM4QqWSpPD9C55ybm5uaoPvoo4ePH0RcWsDZvxkqloFxGn5nBf+wxaldeCaqKoih0dHTgui6xWOwiv1qBQCDwiyHYQjq/n7iMul6v87WvfY3Pfe5zHDhwgLe97W0rOSM/T/Lf+Ab2/DxiLofX0oKkqsi1WiPnJZfDHhxsvKnLcqMcurkZr70daXYWu70d8bbbcM6cQc3l8DUNqVrFamuD5mbqPT3omQyyKOJ5HmKthpjPU92wgfr4OJF8Hl2WEUolhEQCMZcjVK0iZTLoDz6I4DioxSKlRx9FdBwEzyPy3/871t/+LYJh4B45gtbeTm1wEN0w0Ht6aGpuptbVRSWfx7csEld3kBh+FKVTx372afxbXk+lUkG2LJxoFDQN/aqrSG3dyvwXv4ifyeAvLKDPzuIPDWHbNqlUCoBcLke1WiWZTBKNRi/yKxcIBAKBX2QXHMAcOHCAz372s9x9992sXr2a973vfdxzzz0/dysvKxSlkZR7+eWYa9agVatIs7NI6TTh9eupKArWwACeroPrYvT3E1+9Gqe/n6a2NmLt7fibNzMXDiOeOYPZ24vc3U29XsdIJjHWrCFVLKI99BCC72P09FBJpahNTlLRNLpOn0bxPDzPw4vHCR0+jDU+jidJyLUaSi6HfeQI8sQERm8vwuQk3tq1eJkMytgY4vHjyO3t1LduJRKLIYoiqqqSSqXIPf88ybMHUeMGdmsSJ5XCsixkWaa6cSM+IHsepFLI4TDRnTupfOc7CIpCpL8fIRpFOn2aom0T2rFjZSspm80GAUwgEAi8goIVmPO7oABm48aNzM/P8653vYu9e/eyZcuWV+q6fmbSb3sbM3v3Uo/FUE6cQJibw7VtYq95DdqqVaRrNaqKgitJjU67bW0kEglyrst8tUp5ZobOzk463/hGKpUKqmWRSCSYmJhAqNUQJAlN08ine1hclNAKOomeHsozMzjRKBVJwkqnQdfRUins8XFcSWamaSMhIUd73ESqVPAlCQSBmuui33AD7hNPoOTz6IuLjQTb0VHMpiZymzcjjYyg9/cTmptDXBrgSDSKtWULk5OTjdUlTUNIJmFigvreveC6RDdtQu/vR9R15EiEyuHDVB9/HM91MSoVlA0bsG07qEYKBAKBV1iQA3N+FxTAnDhxgkgkwj/+4z/+ux13l39Tf7XyfR87m0WOx1FiMXpuuYV8Pk/+6NHGm3skgh2JsDAxgSAIdHV1sSAI+KYJvs/MzAyWZSGKIqZp4jgOXZ2deM8+i1irUd+1C9FxkGwbNRbDkWXGZqOU6grmd86wbaeHPDQE8ThCNgu5HGZvL+rAAG4mQ74kMxLbzIBznIqVIdYsUty5Ey+ZxO3upu77hJZmMiFJSIUCgiDgz82hTUzgSRLO2bOIr3kN4qlT+OEw3qpVCLUaruvi+z6SJKFkMigzM0iLi1izsyz29ZF+xzvwZZmFhQU8w8BbOr9uWSiShK7rtCw17AsEAoFA4GK5oADm85///Ct1HT9ThYcewj56FCEWI3nnnRSW3tg73vIWqgcPIre1UdV1ME1838c0TVpaWlhcXEQQBCqVCr7vN7aeJAnDMFg4cABp797GXKXRUWTbJgZIkoRkGERCbczWZCK1HG7GQEtF8Xp7qfT2riTgVh2R3Oab8fFYPB6hpTpDSjGot0fxW1sxm5sRXBdlbg7pzBnkfB67txd10ybcZ55pJPhGowjFIqKiIPZsoPquQUJjx5EBqbcX13GQllaF7OZmrHwetVDAkyQol7GLRfKLi1QdB7+5GfXyy3FNk3pvL269Tr1eJxqNEolELvbLGAgEApcs339p20PBCsxL9N73vveVuo6fKXdqCgC/XKY0M0OBpVWZUIj0617H/Pw81lIzO0GIcd/nx1Ge3UfvWontv/F28vk8AIWCQrkgkE6UUT2XsOfhui5ivd7o4muahMfGkFyXNU2LOOt20WxNIxsKVjxO+OhRfEXBGBoCQeDo0RDVqoSqely2tYI7tA6pquLqOrWmppWfZrdUQgiHsXt6UDZtInzFFYx3dGAv/cSHpqcZt7r5wZdMBMHjpptWk077yLIMjrPSoE7ftAkzFMLp74dChZLWSvHZ44TmJpgaVjmkbOHqmzez/nKdWq1GuVxe6Q0TCAQCgVdOsIV0fhf0TiSKYmOL5UfE43HWrl3L7//+7/NLv/RLL9vFvVJCV15J7YknkLu6UDs6YHYWx3GoVqsYhoHv+yvJsGNjUD0yQrhoMP28S8/hw/jJJJYlMHZSIvz0t5n3a0Ru3Uj49a+nOj+P09ZG5NgxRNPE1TSwbQTBo7u5jryuH8sEfzxHyM7hex5uJILV3Y1hiPg+mKZEJhMikWgl/do1VCp5WFxcuf56dze67xMOhYjv3k2lXsf6oaDCWrOG4f0yrush+B65iQrRiIS11HDQ931s28a2bRLr19PV08MP/uk55Mws+kwWNyJQLIgIEZN9+6o0N5fp7OxE00LouhrkwAQCgcArLEjiPb8LCmC+/vWvv2gAUygUeOqpp3j3u9/NP/zDP/C2t73tZbvAl5Pv++RyOaymJtLveQ+qqpLL5ZAkCQDXdbEsC2kp1yOdTlMuF7Cbu9CyJ+ixZhDPNmYfOaKMXM2iGGV00cCZmsLdvh25pQXJ99Hf8AZs26YWiyFnMtQ7OvBFkZob5tSwRlZJsz2Rp6UFxGiUXE5HFGXqdZGWlEkhI5DPu0SjJu3t9jnfh6AoVIaGsFQV3fNe0CHXcRzWDLm4U1n6rCnW1Uz8sxFq69bhuu4559brdTzXJTozjO/6iI6J2Buh0pSkQJJN3Q6mCd/9boFaTWD9eoONG8WgqV0gEAgELqoLCmDe/OY3/9jPvfe972XDhg188pOffNUGMIZhrGz/ALS2tp6TcLy8siCKIrqu43kefX0RrrsziffsJtJmC7KikPY8lGSENZf7iGdraOYiqraKQqGAqqqEQiEkSSIajTJ7+eXkZw1OjDURD5kk4uOcTjdT0puJxRMkm0dQJiYw5CZCoRBx3WRwdj+FWZtM8xoUZdVSorDI5GSYUEhhYMDC8xy88XEWf/ADrFQKcc0aALylcLx94TT98QnCU1PYzjr8mkBtaa1RsCz8pQBEGB0le+IEbSmTck1CSUVwt61j00aXjb5DLCZSKEhUqwKu6zI+7hKJjKEoColEYqVHTCAQCARePsEKzPm9rMkMN910E3/0R3/0cj7ky0qW5Ua1ztJcH1EU0TQN0zSJRCK0tbWxsLBAPp9neDhHrSbT3GyTTEaIXbeR7INVKiWJsKpjmibRiEtybQdyKYJbKmF6HqZpUi5bnDjhUipZdHYqLC5qFAoyi4LCa16zlbRmEaq5rB2SkUbqUK/TrZ2hFLmcmL1IKlQk3CnRHJ9Ej6WRTpykMm5jKWspx1pob48Qj5cQTp9GtCz0ahWjo4tIazvVahEAyTAQBAE7kcAXBCrt7TiuS+jJJ1EmJ3G6ujB27iQ0NYUrigiKgLhrFWYoRFTX6elpWUnUNU2X2dk8uZxLa6u9Mtwxn88HAUwgEAi8AoIcmPN7WQMYwzDQdf3lfMiXlaqqdHd34zgO4XAY27aJx+Ooqoqu640tn1qNWs1jZCSB70O5rKDrBnWhg8eV63Fdj67xOuGwxbFjSa5cjNIbs3BjMTTPoy7LLC6q5PMqCws6pZKCINhIkockgectcuWVAi0tLTiFNqwxEcHz0Np01vcUEDwZ50QTerWKO9iKnc2i5XLovkwyP445M0qoXMLdtQ3R9pDrdWrRNE8dacHxJdasUQiHXWqtG0iffARF1nHWrsVIJMD3USYnAZCnp/Evvxw/FMKv13Hi8UZnXlipshoYGABA0yTe+MZmKuUK1axJnRC26wbN7AKBQCBw0bysAcynP/1ptm3b9nI+5MtO07RGY7l8nkwmg+8LJJMJQqEQU1NTS0m8P5znIxAKhSgWbTzfxwdc1+fEiRDFosQ+ayvFyhhyKE5K0hAEj0TCxvehUJCZnvaIxw36+02uukpE1x2qVQFZLiHLEtXt2xGsRgAkCAKCLFPZuHHl2UXHwVdV4nELQSuhTY1SOiky88AMbqKJLWtEjoW3MT0RJpl0mJzUmZmR8LMG29xu4nGPlrF5xG1JPM/DGhpCHRnB6u9vTMjetg2hUsH4kZwWwzA4e/Ys0WiUaDSKruuYT+5HmJkhkk6TuPlmjEyGo5/9LFoyyeo3vQlxKZcoEAgEAj+dYAvp/C4ogPnwhz/8oseLxSJPP/00w8PD7N2792W5sFeS53lks1lOnfJ59lmBdLrEr/5qYxSCIAjous9ll0nkciKJhIOm6UhShq4uFccRWLXKxjBEFhYEZulEaWtDVaFz2kSWPQYHI/T3G5RKAiMjAA6OY9PR0cyJE1WOHo2g6yI33OBBKNSoVFp67kgkQm2pLw2AryjUt29HsG3kWg01O0J2VGK+EMYyNELhOBOmQr4kUa+LNDdb2LaIKUYpmyHCTg2hvXsl+bq+dSvOzp3EYjF836dUKiFGo2iShOM4K71tlvvc5PN5isUisiwTmZlBBLzFRSTPY+axxzBmZzFmZ8mtW0fzhg0X4dUMBAKBS0+whXR+FxTAPPvssy96PB6Pc8stt/Cf/tN/oq+v72W5sJeTsZQPIooqggCyLKCqKiMjHr4P2azP4cMTrF/fwpNPVslmJYaGNGZmqkxNyRSLRUQRnnlGwXUFEgkBw5DIZGTa2lwkyQcEjhxRWFxUOHBA4LbbEmQyJpblEo/D61/fhiB4ZLONlY5q1efMGZNVfS7yXJYT0wnmzTaamz3WrPFZLvYSRRFfFPE1DUHXKV5/PaUEPP54L2v9Uxzxw4zm2unoMGlqAt9X0HWFWKxORtxJWbEwXBE1Y+D7CqlUnZkZkaamCpGIg+/7+L6/ksCsKAqyLOM4DpZl4Xketu1y9KiOWljLGm2C9m19iJpGuL2d8sgIoqIQCrrzBgKBQOBn6IICmEceeeSVuo5XTKlUYn5+nnxe5PTpMLIsceONjW2RoSGLgwc9UimfeNzjqacK/OAHUZJJl2LRJJlsRBGVioJhgG0LCAKMj0s8/niEWk1icRG2bCnT01PlnntSFAoK+Tw895xDIiGwbp3K5Vu6mPrmtygLDqnmbZw9m2RqSqFU8mkZfY7K6Rlq82FOp6+Fy8J0dEjE4x6SJCHLMpblMzzcCHySySaO5lTEOCw0bUAQREJ+IxDp6rIxDIWeHouWFpP5eRGQmJ2V0LTGpPBjx3QWFkCW4eabi4TDjfJywzCQZZmBgQFkWV66Z3k8z8MwJCoVGTHVx+mm1aza3kShUKD9mmtoGhxEjcfRm5ou0iscCAQCl55gC+n8LvmWqrZtMzsrcuBABM+T6Oz0GB4u0NxcZWjIY9UqH/CQZYVDhxQMQ6RclrjhhgKhkIRpNracfF8mEnEBkXjcJ5kUmJuTUFWfU6dEOjo8hoZqHDsWpV4XeeYZgXBYo1w2OPmPDyMcHyMSccgOdZOVW9F1F1GE8ryDbfpI2FTzMD+vUKuJNDWJxGIx6vU6k5Mi8/ONXi8jI1FqNZeWFgdJUjEMBV23GBys095ucfSoTigk0NMj4fsGlYpCU5NDodB4qWs1AfBxHBCEGIpiYBWLmKfPYKeSLCYStLW1IUkSoigiiiKxmEgs5mMYIn19KjMzM9i2jSRJ9Pf3v2hvoEAgEAj85IIA5vwu+QCmqamJM2csBAEKBYmeHkilXEZHZVRVorW1jihKaJpKNOrR1magqj7r19col0NUKiojI2E8z2PtWhtRdBgejqFpFgMDLum0gyBAPW+j49LX53DyJJRKEuWyQEeHyEI2QbspYRgyJ7Q2CrEwkYhJT49FeOMA1vMiD+7tohBupsOzOXUqTFdXmXK5jOu6FIs6zz8v47oSqZTD7KxAW5tFX59DPu9TKHjMzMicPBlFEERkWUJRYuzZE6FSKVEoFFlYcPA86O62OXpUo7nZp6nJxTQdpr99DHt6nlhsFCEeR5ZlKhWfqSmV1avj9Pa20dKyQC5XQNfr/5afs7T9FAQwgUAgEPhZu+QDGEmS6O7Wqddt1q51+KVfSnPoUJFMprESIcsOTU0WhmFw++0pnnvOYnzcZN++MKBSq4k4jkA4LPDkkwL5fBOWJaHrFqXSIoIgsWd7lpbTo8hFDbFtI4stYcx8DQ2X7q4UT8c2Mx5JEm8Gs6kL1fXp77d5wxsq+H6Er+y7nFExglMRmZrSWFgQKJfhhhts8vkQzz6roSgGtZpKqSRh2yHqdZlIpMLZsyK+b/P002FWrfIoFHRaWhxyOZ9i0adSKWLbFk1NLHXPFbn+ehPP83BdEceRMSwNGajWFJoliZmZeb7znRimKXPihMV73lMhm83ieR7Vqo2iKCudisWl8QSBQCAQePkESbznd8kHMACve10TmzebCAIcPFhictJhcrKxtaIojW0SSZLwPJkDB3wMQ8JxfFpaZEIh6OgwmJ01OHHCx/NkZDlMY3izQVeXRH02T6TFoVaTCdtlrttZp/KDCVTFx57oYP36bpyhZrq7LSYn6ywuakiSz2OPxRAEl4UFCId9XNegudlnfr7KyIgE+OTzzeRyApblMDCQp1BIEgoJiKKIaQo0N1cplRrVUrGYRyRSo1pVqVREwAJWhl3jeR6dnZ1MTc1h2w6qKtDRkSZz5ZVUjjXT1B9GSaWoVl0sq7GqUq3C2NjYyr30fR/P81Z66QQCgUDg5RdsIZ3fL0QAI4oCHR06X/5ylvl5jxMnNJqaBExTQpIqJBJJVFXm0CEfEDEMiXweXFcjGvXo6THJZHwUJUapZBMKuUQidWZnWzh+vE7XVV3sTNZRJRVDacGarZGKNiqJFmZqzNRdfF9i1Sqbyy4zmJ+3mJnRmJuDsTGVel1C0zy2bbNpbjbZu9cjopeRvUZflUTCJxbzaGvTEUUPz/PQdY9w2OE1rzHI5yWam6sIgszERIyzZ33AZ+ZIEfPMGMdn2yilu7jmmkVyuXlOnIggy2E2biwjSXk2bgsznlpLsagjSSqh0Bzbt1eZnVVYtcpcuY/LW0WO4yAtlV0Hk6kDgUDg5ReswJzfL+S7jyCIqIqDLlo8/3yE0VGRrVsFZNlg1SqZRMInkQDPkxBFqNUkXLeNRMKlp0ciEnEwTY1KxWP1aglLSdH9S5dx5pEMXsbFiyr4XW3MjRo8nWtneNans9Pm9GmF9743wpEjVebn7UbDOd8nEnFpbnZpafHYsqVOd7KI8OD3Sdc8TnXcyMnaeiIRj1JJIZWyaW+3WFgQuP9+nUhE4j3vKaNpkEymOHNGoFiERMIimj3NQkamxZpndqGN+XkN3xfw/UZFVbEoEwpZZLNFjh5twvcdFhdFbrwxztBQjYGB+lKei7Ay26lUKuEtjUyYnJxc6dYbCAQCgcDP0iUfwDRmE5WJRCLs2ZPg2LEql11mYT3zPAm/SKmcZk4a4qmnasTjDmvW1IlEHCYnZY4ehXhcpLvbYXLSR9MawU0o5JHNSqxfb2IYAtWqyqOPFtiypYlDh0ooikc63cS3T7UzPCdRKEj09VkkEuA4BSIRF9P0iMdFUqlG4CJJCtFoY+p0wsjjiCAJPqvUYUpNg5gLVcp5nURCoL+/xpEjEUolqFRkTp4UcN0os7M+ui5QLnvMzSlskBOkmvKcGE0z74dZWPDo6Kjw5JNNKIrP0FAR3/cRRZBlH9sWEEVrZYyA53lMTk7i+z7t7e0r/XQAvIkJqouLLAgCLf39F/EVDgQCgUuP77+07aFgBeYSMjxc4+mna6xdq7F1a4zZ2Vkcx6FUKtHT08eaNWFkyjz/RJaJjITrlXi4GmF+PkE6XeeaaypccYVPOm3ieQrj4xKeB7t356nVJEIhj8OHYxiGRFOTTjJpc/Kkymc+I/LOd9ZwHIv9++tEo2E8L8TAgMW6dRZvfGOdclniG98IAz6e56AoHkNDjX4xp05JnD4dQlF8jp9cS3pqmnS4Qv9r+uHxaVLPPUdP1EPdso32zjA7dojkciqplEkoJDI5KSNJHhMTMoWCiOu6PDAyyB1vzFIgxSqxRqkkcOZMlEql0VNm//44GzbUkGXYvr1GqSTT1GRRq4ksLi5SqVQwDAOATCZDe3s7qqpi5nK4Tz4JgkCuUqHlgx+8eC94IBAIXIKCHJjzu+QCmHvvLVGr+Zw9a7NmTejfVgw8n3/6pzyZjEcoJGKO9ZByc5wstVEVG9skpqkwNhZG0xwcR6dQkBAEyOVEurosJEkgkUgyPOxTr9tEIjb1ukQu1xgx8I//6AEeAwMii4s6XV0epilxzTVl2tt9Tp3SlqJlgS1bLFTVZ80agaee0sjnRZJJD8MQKNshyhtuZQyRhQmf2sgJ/LKIY/t0FMtAmF27THbvFpmfh/37Y4yM6LS22qxbZ3LsmE25rBCN+ZT9JM1tCtmsi2U1rsvzZAQBZmbCjIyEcBy44w6XgYE8juPiOB6lUgnLaiQBVyoillVHlrN0d3djx2KMywr5RZ9Ey6t3eGcgEAgELl2XXAATi4nUai6hkIAsC3R0dFCpVPA8ldnZKoIAs7MgNPdzfLafpm6LVsdBlgXa2kxWr7axLJEzZxR83ycaddi0qYYkCWiaRnNzimuvrfPNb9p4nsjb3x5iZqbRLE/XXVwXZmYkJElmbk4iFHJ48skUliURi5kUCiqxmMPoqIiiwPPPK5w5o6JpEI16DA2Z1OshRkcVdN2nWoVhZSNrIkUMRWTVhnZ8X+LppzWOHAljmgIpe46NaoGp2ibyeYGNGxVSKZcTJ2Seekpk7VqbHTscDh2SGRgwOXFCJ5l0sG2BbFagVIJ7763ywQ86S/kx/9YJ+MwZiePHwyiKz2teUyOdtom2tnKq/c1MzM5h5Qbpztskk8rFfukDgUDgkhEk8Z7fJRfAvOtdKU6fNujr01BVCZBIpVLMzs7S3W1x4ECYdet8BgYsbNtkaMgCKiwswOHDUChoVCpNmKZIKOQxOGixfn2ZffvCPPZYiGRylrVrw3R0+Giaz+ysyW232TzwgEyx6JFO+9TrEmfPqiwuSsiyTijkkkxaZDIJNm0qMTsroGkKR49K+L7M4qJCJCKSSAg8+2yMsbEQIOA4PqlUnVSfymjqGgYHa8Rb6oyOKoyM6MzOqrRKGXrHvkcs5qGkqzxbvo6jR3UqFZuenuXcGhgcdIjHHVwX1qypkkj4SJKztPID8XiNYhHGx+OYpkhra+PeLCxEACiVFM6cscnn8+i6wYzZSjbVglFQ+P73i9x+ewpVDXrCBAKBwMsh2EI6v0sugIlEZLZti51zzPd9jh51mZ0Nk0rB4iIMDnqsWtVIWFUUmelpj8lJFVV1aW42qNXCTE5q5PMuvh/nyJEYtZqP42gkEi6RiEI4XOWBB/KMjzehaSLxuMSqVRbf+Y5MrSZimjLRqEe5DKWSSDLpMDWl09JSpVj0icWgVALXhWjUZXFR5zvfiaJpIuGwx+CgwfbtOqZp0dPj0d1UpEkOMziY5tgxA1X10ByTDesNWlocniuUqBUEfN/GMCRmZ2WSSY9QyCGddunpcTh2TML3Hdavl7j66iZ6esZ57jmXtjYIhWQsq9F/pjpvMfzQI6g5gVz8BuLdaUZGVJ57zsD3Rbq7ZRRFJZVycV2PTKZOT0/QFyYQCAQCPxuXXADzYsplh4UFGVn2WVwMoWkuU1M6q1fbKIqE67pUKhqlko4gwI03Gpw65TA2JlEoyDz4YDOCYCFJEpGIRXt7o3uvqlZYWHCRZQ/HAVH06e/30XWRhQUHVQXb9pDlPOm0iWnqzM2FUVWJlhYJTVOYmfGJRg2y2RCWpeA4EI2C7wuAw4MPwsREmJQ5xWrhu5jHHSKvfxNr1iQIhTwqlQ5OZq4i0TfJutsGeOPIHI89FkfTVJJJCRBob7ewbZvRUYUzZ6Koqorn2RhGka1bHXRd5PTpGIcOibS2yhiGRV9tmGyuTBxYLZwg3Hc5U1MAjZwiXffZtKkRvGiaQCqlXrwXOBAIBC4xwRbS+V3yAYxlWZRKWXTdo6VFxLIskkmXSESgt7cf1zWp1WqoqkNbW+NNWBAqrF6dZ//+Vur1EJIkAiKpVIlf/dUiuZy4tC3kU6n4eJ6J56kMDlo8+qgOqEiSSmenwe7dFXx/kenpxvTqVKpKNhuhWpVwHIV83sI0BQoFAV33cV2FcLhOd7eFKIqcPBkin9cRF4pkUyJdnR4Pf2mMydQ2ZmbCpNMCtdhWki0DxKs2AwMm6XSBZ59NUKnIRKMusZhFtWqi6xLZrEYioTAzI3PsmMDx4zpHj0aRZZXLL3fp7RW5+uoop/Z1E20apl6z6Lk8Tlm16OmB/n4DUVTp7g6xYUMUSfJRVRFNu+R/lAKBQOBnJthCOr9L+l2nVquRyWRwHGdpjEAaUYShIZEdO0KAw+zsLLZt096uUSo1OuIC9PRY3H57jkcfbWduTsAwRKanRUZHJbZscRBFkd7efhxnknJZBUyqVQHLEqjXRaJRl5YWG00TOHVqFfU6VKsCZ89COAxr17pEIg6G4ZFMWgiCBoik0zZDQwabN1cxDJnTp1Ucx+MMg/RUz7I2XmPeGaJclqhURBRFpKXF5sknE2iaS2urhShCU5NNJqNRr/vcc0+YlhYTQXAIh33qdRdBEMjnPc6eTVOvSwiCxPy8SVubzZNPVllYbMEcejOXXVbFlaIc3tfIb1m/3mX3boVoVMWyKmSzOQRBoL29nUgkctFe60AgEAj8YrlkAxjLslaCE8/zOH06geMsz/fxaWuTKRYLmGajVX5Xl4HvN8YOtLZaHDwYoVIRGRwsk83GqNVcqlWPJ54QeeSRKENDPul0mUIhTiRiYxjQ22vR3e3iOD6O45FI2IyPSxSLIvW6QL0uIwgO4COKDtu3e/h+ncOHfaJRkUymUfUUibhkMhK67tDXZzE5KePpCuNDr+FQs8tgj8fiAdA0l3jcRpJAlgWqVQnbFgiFGmuKtZrL2JhOsaizZYtNc3ONtrY62ayGooBlCcTjHq4rEIs5rF5dI5EwmZpSyOUUisUQylmdNWtUoIZlQakkUKvVqFQqWJa1Mo16dnaW5uZmmpqaLs4LHggEApeQYAXm/C7ZspFGC3x/KW8lwu7dOpYlMD+vceiQwje/ucDcXGP1wPd9QiGFnTsj9PenmJpq4+zZCDMzOuGwwa5ds7S351i7tsT0dJiRkSjf+U6cL35R4Xvf0zl9WmHHDoH2dpVcDnbsMLj22hq+X2F21sFxaui6gSzXUFUIhXx27TJpbs7x5JOL5PMm+byPppmsWmWgaTYzMwonT4YQRY8dO4qsXl3CMwUOPBHj6aeTlEoipZLL9LTP7t0+LS0Wra02GzdW2bWrwKZNZRIJC8sS0XVYXAzR1wf9/Rbr1lUJh23SaYueHpft202uvrpGZ6dFPm+hqibhsEtHh42uQ3e3jCB4jI76nDoF4+ONRnme5+F5MDcnk81CNpvFcZyL/dIHAoHAz73lHJiX8vFKyefz3HXXXSQSCRKJBHfddReFQuHHnm/bNv/5P/9nNm/eTCQSobOzk/e85z3MzMycc97111+PIAjnfLzjHe+44Ou7ZFdgNE2jvb0d0zSR5TC2nae3F4pFidFRFcOIAw6a5uP7Eq99bTOzsy4HDxpkswL5vEat5pFO17npJpO+PgPfF3joIYFyGRRFoFrVsG2B48cV+vpKTE56aJrJ9HSMVArKZYXBwSrJpEsiYVEoQEuLQjpt091t86lPGUxMCMzNVVm7NkYkYgEeug6mqVCrqYRCNp2dLl1aHvupUUxT5khmG4fHwyiKSXd3jeZmn5u3ZZBFFzuVpFiSsG3YubNKJqPjOALXXWciigmKxcZjgoRt+3R02Ozc6bO4aLG4qPDEEy61WiPhub9fxDR9Pv7xMuPjjWZ/ra0y2axIR4ePKIqMjoaZnm7kDl1+uY0oXrIxcSAQCPzMvBpWYN71rncxNTXFd7/7XQA+8IEPcNddd3H//fe/6Pm1Wo1Dhw7xx3/8x1x22WXk83l++7d/m9tvv52nn376nHPf//738yd/8icrfw+FQhd8fZdsAAMQjUbRNI2vfOUsw8M2MzM6Y2NxIhGRWk0mFguj69Da6vOtbxlEIj6e56MoYNsmCwsuBw44vPa1cS67rMbiosu2bTXicVAUn1OnGlVKhiFx/LhEOu1hWWBZCuARiyn098tUKg733quQSEjcdFMjzwQgFhOoVEK4roKuC9h2hLExn82bCyQSAp4nUKupLC7msI7ME63aeJ4PtUXS6TCVShRZtiidnaQ9P0044pAtuDxxagjPg1WrDG67LYskiciyyNycxKpVJtWqyOWX17BtiWrV5oknDObmoqxb51Mo6Ph+CBDJZiVaWqrk8zKRiECp5JJMymzfruE4taUuxyqyLOP7PvF4PAhgAoFA4BJw4sQJvvvd7/Lkk0+ye/duAD796U9z5ZVXcurUKdauXfuCr0kkEjz00EPnHPurv/ordu3axcTEBL29vSvHw+Ew7e3tP9U1XtIBDECxWMT33caAwtQ83R1nOTDVx7jdSzSq0tPjIssuY2OQyzWmT99wQxXXdZAkgWLR4u/+zieVUolGdebmNDzPYXHRR5Ybb+hgYxg+6bSD74ukUlUEQSKZNNm4sc7/9/8JTEzE0XUFywpz4kSZXbsEXvOaFvbvl1EUjbk5iXBYwDQdzp6VsKzGKpDnuaiqTjjSir9gE4pIdA3GmT+pEotBLBbh1PEYtqMRDkscKXg8P+uxerXAoUNRBEGhq8tm27YyCwsS6TRce22N55+PI+FQsBbI2zqqaiPLEhs3CkxN+UQiAk1NDori09MjUq3Czp3wu7/biij6nD69gOu6dHTk8f0YTU0aAwNBH5hAIBB4OVxoGXWpVDrnuKZpaJr2Ez///v37SSQSK8ELwBVXXEEikWDfvn0vGsC8mGKxiCAIL8iP/NKXvsQ//dM/0dbWxp49e/jYxz5GLBZ78Qf5MS75AEbXdTZuhPn5BD1nDyHLRVKhcb6VfCuaJtDdbZFKuTz8cBNzc6DrJocP13j96wV+8AOfuTmF6WmZiYkQnZ2N5nOFQqNaqanJw3FsfN8jHnc4fTqCKMLAQJWREZVnnokyNiYCecLhRp+YxoRRkdFRaG2tAJ2IooQoiriuT6HgMzIi0tEBsZiLrnvouosvhDB2XEa0RWQgaTFftsnlFObnZe6b7WVAVmhNG9SaZcLhOjMzOsViCEEQqdUkVq+u0NtrAgLFYgzbcumafZqNepF8KIZ39Wp0XebUqTCa5hKNelx1VR3bdmlqAklq3M+FhRytrU24rguAqvr095eQJImxsSqdnZ3oejAfKRAIBH4aF7qF1NPTc87xj33sY3z84x//iZ9/bm6O1tbWFxxvbW1lbm7uJT1GvV7nD/7gD3jXu95FPB5fOX7nnXcyMDBAe3s7R48e5SMf+QiHDx9+werN+VzyAUw0GiUSaUPXbQplBbGoUjUkPF2gUpHIZn3a2x1aWkzm5xUikUaTto0bZfbsaeFrX6ty770K0aiGogj09dXZvLnKxISMaUqEwx6qahMKuYyMNJ6zWpUplxtbQEeO6BSLMqJYo7tbYWDAR1VdBgc9YjGX3t5G7ommydh2o0pqdFQhHlcRRUgmbS67zOSKKyKcOAHZrERnp8yqVVVqNY1aLYQkSRwr91NOFmkXC3R1GWgaPPlkBEGQkCSXQkFjeDjE6dMaYLJpyES1aihRgf5EhUfGdSYnFU6cUEkkTLJZn7Y2h4mJCNPTOum0w5VXFimXXXxfQpblcxJ2Pc/DcRwKhcJPvSwYCAQCgQszOTl5TpDw41ZfPv7xj/Nf/st/+Xcf6+DBgwArw5B/2HLl6fnYts073vEOPM/jb/7mb8753Pvf//6VP2/atImhoSF27tzJoUOH2L59+3kfe9klH8CUSjYnTxrU6ypn267ErYxRaG9HEmBwsEYs5qAoLv39JqmUTyjkkU4nkCQDRVHYtElm797G9kpHR2N20fx8E54nYBiQzztoGuTzYZJJl44Oj44Oi+lpFcvymZ0VEMUOPE/E8wq8/vUmmzc3k83mmJ11WbWqyMCAwuxsnFKpsRKzdm14acXDY2SkxvBwEc+DeDyFpjlkMpBK1VBVGV33KBQaSbuCoHDHHQrVqsTnPhcjkxFobq5zzTV5SqUwJ06EqNUENA2UKOSUThZny9Rp5+RsmHjcxnVdJMklHq9TKITJZlUWFmR832P/fp2vfS2CbQvcfHOIK66oI0kSoVCIWq2RExMOB9tIgUAg8NNqrNa/tPMA4vH4OQHMj/Mbv/Eb56346e/v58iRI2QymRd8bmFhgba2tn/3623b5o477mB0dJSHH374vNe1fft2FEXhzJkzQQDTaN/fKM3au7fI4cM6liWy4XKRqY4+Jo/EKC+KjI4qtLX5tLbWGBpymJyM4Hkqvg9NTa1EIhFOnpymp8eiXI4hCFF03WNxUSObFclkGsmrogiRiMPEhEc+7zA3F2HTpjrRqMC//IvM1JSGpoHj6ExMVOnsXOT550Pce2+ckRGFUKjG1q0GtVpjC2pw0MZxZCSpyNiYRygkcuyYTCIhU61qtLUZTE0JnD4toig+ouhTr/scPx7lz/9cxHWrHD0qL+2hajzzTJRiUUWWXUolkZYWAcex+PqRdeTzIVoWbdaurSLLIjfeCPW6jKaF6O/3WFjwiEY9NM1jYUGnWNQQBHjiiSauvx5isTCTkyYDAy2EQgKKEkylDgQCgZ/WKzVKoLm5mebm5vOed+WVV1IsFnnqqafYtWsXAAcOHKBYLHLVVVf92K9bDl7OnDnDI488QjqdPu9zHTt2DNu26ejoeOnfCJdgAPPMM2UefdQgEhFYvVrmi1+UKJXCRKMuuu5w661VhocFIhEP14Vy2eK735W47DKP1742yr59HhMTAqOjNoODWQYHY0xMZFBVj2TSoVBQaW42ee65KNksNDUJdHY6aJrD+LiJbRsYhsTatTKFgkBLi0Cx6KAoHuk01GpRTp+ucewYzM6GsCyZUgkiERNVrVIuR6hUJDo6apw9q1GpeGhaMwMDKpmMj21Dve7jOCIdHQ6ViodhOBhGFFkWGB5ubBGVyzaKIhONwuHDKm1tKqLoEo8LJBIuTz0VYWxMJhLxqdcFNmyw2Lkzxb59Vfbti1Otwvi4xfr1jRUm13WxLJ9czkNRZJqafPbvrzI1VcFxZFpb67zvfef/RxEIBAKBV7/169dzyy238P73v5//83/+D9Aoo7711lvPSeBdt24df/qnf8pb3vIWHMfhrW99K4cOHeJf//VfcV13JV8mlUqhqirDw8N86Utf4g1veAPNzc0cP36c3/3d32Xbtm1cffXVF3SNl1wAc/KkhevC5KTMoUMChYJEuewvBQkSY2MuIJLJKPT3l8lkJCYnw4yO2oTDeQwjSqWiYJoii4smQ0Mub3qTwsGDCmNjKsWiSLEICwt16nWBjg6FaNRkaKiKJC1QKOisXVtmaCjN1JRKIuGxa1cVTRMplRQeeCBEraYSiaiAvNQdOMSTT4rYtoLnWTiOt9RFN4Ig+AiCREtLkWJRRddNDEMhFrMIhy2q1TAzMx7z8y6CIOF50Nlp0NQkYBgSyaSCKGrE4x6plMXUlMTwsMrsrEQ0KiLLPrZd58QJi1Wr5oEQhgG+71IswsmTCqWSSD4PmzZVuPJKD0WRSCZdPM/HNAUEwaNSCcqnA4FA4OXyaugD86UvfYkPfehD3HTTTQDcfvvt/PVf//U555w6dYpisQjA1NQU9913HwBbt24957xHHnmE66+/HlVV+f73v8///t//m0qlQk9PD2984xv52Mc+hrRcLfISXXIBzObNGjMzBq4Ltu2jquB5Fhs2GHR0uIyM6AwNmUtDD22+//0mQKFeh3/91xrXXOPT1ORSLotEIiInTviEQmF6e2tMT+sUCgKTkxGqVR9JcvC8CvPzVVxXpqsrzcaNRYaGZPJ5B1n2SadFolGTVat8vvzlJnxfRhBCyLKDabpIkgL4TE1phEI+jqPQ0VFHFDXSaYFSyaNScfB9m1/+5QLPPBNnetpBkmTa232OHvWQJJlk0kcUTa6/voxpxhFFB9MUyOU84nEDSZLJZjWqVRFBkHCcRm8Y2240n3v22UbybkeHyeCgxfy8RHe3w/PPx1AUF9t2EUW47DKV7u4amYxLPG4SjytMTelcdplBrVYLcmACgUDgZfBqmEadSqX4p3/6p/M8/79dQH9//zl/fzE9PT08+uijL8v1XXIBzJYtUTZvjvD97y/ywAM2tl1nyxaTVCpCc7PC7t1hvvGNKpOTMDmpo2lhXFekWvXJZDz276/xyU/GkGWXb34zx8mTIebmQqTTda64wmF8HHxfQlVBkgSmp0VkWWdy0uPEiTjRaDOPPuohSSK+X2ft2gy1GgwPh5iddUgkJJqaJGRZIxSqUyg4mKaMLEv4vkdfn01Xl42iSExONj5XqQg88kiMTMYlGhWoVBqTq5ubTQYGJGZmBNJpg9ZWn3pdx7I0PE+mq6vGFVeUMQyJ4WHI5XTKZRHPa0S5kgSaJuN5ApoW5eTJGJmMiaaJ/Mqv2Nx3n0woZJLNhnjNa0x271a4/PIEth2mp8fDcSSOHCnh+y4LCz65XG4lgBkfr+F5PgMDwYDHQCAQCLz8LrkABhqlX697XTMnT56gVKozMxNH1xsDCwcGdOLxRZqaRObnmxFF0HUoFj1c18NxBHRd4t57Mzz5ZIRcLorn+eTzjZ4xb3iDynPPGYyMwMSESrEYpl63kWURWdYwTZdaTaOpyaZe13FdkVOnQjzxRAue57Ntm8Xq1T62bVCpQCRioWkVPE9FVUMkkzaRiEMs5lIsSsRiBo4ToVAI8+CDErWaSSjksmGDg2E47NihMzVlMzmp0d1tkst5VKsqmgaS5BMKQThc4/BhiUKh8f3Zdp2BAQ9R1OjpsYhGJVpbbYpFEd9X8H1Ip5OI4gKOI1GpwOnTKoJgMz4+y6ZNNqmUTrksU6831i9LJWmlFfTISJV9+6oA1GoeGzdeWHOiQCAQ+EX3athCerW7JAOYZX19OplMnclJEUGAXE7gvvsKPPlkmNlZn9ZWG1UVMAyP1lYDy7LYtcvjj/94kYmJxnaPZfm4roAsizz5pENrq4Lnwf/7/4r8x//oYZo+1aqOLFeQJBnPA113sCyRoSGDoaEwmYyKJIHnCVQqIopiMzurIUke3d0ynqdQLoOquqRSNrOzFtPTPtGoQHe3Rq0mARKiKOC6CvPzHoWCyg9+IKKqMsmkRkeHg2GIuK6FbYOm1QGIRODxxzWiUQtJsimXJVxXXOquKzI5KdPdbbBxo093t8vUlENTEzzxxAJbtwqUyw61mkS5LHL0qEy16rG4KOC6LrbtE41CIgFXXBEnnW6UytVq7sprYBjui7wygUAgEPj3BAHM+V3SAcxNN/WQSKiMjbnIssz8vMv3vuczOelSqYDvl7nqKoHduxWeeaYCCJw6JXD8eIJqtTGwMR538bwyi4sOCwtNnDihIsseijLPzp0CP/hBktZWk1QqRHe3SVtblZmZEMViYxxAtRpm40afQsGiXHa56ioXw1CBRqm3KPq4roRpelQqLt/6lsTcXCu6Dv39VXbuVPE8EcsS8H2TYtGgXjexrDD1eoh0WkKWQdclSiWZXE4nFhOW+rk4jI5KVCoSum7h+zItLQq2LZJI2ExNSZTLMnNzUZ55xmLjxhLFYp19+xSamyWyWYXNm026uqp4ngzo2LbE6dPyUjm1xKpVNa6/vkZvu4wxPo4gy/T2tnLokIUgwNq1wRZSIBAIXKhXQw7Mq90lFcA4jsPMzAyO49De3k44HOaaazoYGspgGBZf+pJHW5vPiRMSIFCtuuRyLtu2pdmwIcLnP59haiqCJAnouowgWICCrofp6Kjz7LM2tZpILGaxuCjy679us359jocfTmIYPhIOXc0WlYpMJiMRicDRoyKbN1vceKOA78ORIyL5vIKqOqiqSCwmUCg0VlKqVZ/FRQ3XVXBdD5AwTRFRdLEsiEZdtm4ts7hYI58XmJ+X0XWXlhYfQTCZmVHwfY1IxEYQHA4ckEinVVpaHFpbbcplmdlZFUHwqVQgkbCwbXlp3IDKE08kmJ8PUyo1ZjJpmo9hKHR3i1x/PRw7JlCtNnKA6nUJ226sCKVFyP7P/4l87Bje4CDTG25BVdcBMDZmsHlz0BsmEAgEAi+vSyqAqdVqWJYFQLlcJhwOU61WqVarjIzYWJZILObxutd5nDqlABLptESx6PCXf1lidDSJpmnIsk8sVqdUklAUiEREymUV01xEUap4HrS0eExOKsiySGenjV002Fx8ms7TVY7NrGNuboC5OZvrrvOwbQHbFpiYUJiY0KlWRWRZJZm0CYVsPE8hFALXhXDYxfcbc5buvNOgubnG976nUyqp+L5Cc3Mb115rUK1CsWgiSQLr1sGhQxUmJyO4rse6dXWeekrC9yWKRZGeHg9BUFEUBU2TUBSXvj6bVascjh2zMc0ongfRqEexKLN6tU0q5REKuWSzIQTB4amnbDo6PBpjjjxkGbLZxvbWJ39vhqvyJrtSPnI+T8RcXPnJSiaD4CUQCAQuVLCFdH6XVAATCoWQZRnXdYlGo0BjHkS9Dvv2WSiKgCw7tLUlMQxYXKzS2mrzJ3/is7CQwnEETFMiFLIQBJFoFBxHpF53qVR8RFEllZqnqamJhYUYDz4o0NPj09LiIblZQrUquRy4szUMw8P3XWKxHH19EY4da6JWUxAElvJqfAzDQ9d9FMVGVUU0TUBVLWIxl9e/vswNN6g88IBDS4vD1JSEYUgYhshzz2lEIh6trQ5dXS6ZjEVrq8F11/3/7N15sKR3fd/797NvvXeffZldM6PRMtJoGy0IgdiFzHIBGwff2AQqznW4vnGSW05VCpyqlBNcKcfBsUNsbGOEDcH4GjCWACEhENpGI2k0o9m3M2c/vW/P/jy/+0cPimWWAbzIjJ5X1amac053T0/3M9Wf+v1+3+9XUCoJOh2LONaQ5YhuV9BqufT7OooiqFQiIEVRUq65JmU47BEEA1zXZHJSwzQ1HCdC00aDJ5NkdG7n/HmZn/qpHH/4h3XW1hQURSOKUs6e1YgHV2C5uyjaEePT25m8ax+vtnNomkK1+uNPQ81kMplXqmwL6dIuqwCjaRpzc/M8/niX48d9brpJZWzMYPPmWWz7LEGQomkylgW+P6Df73PffSFxPPpwj2MJRUnx/YQ0HZUXK0qEpoWYZsrMjMTu3VUaDYeVFZliUSIMY5aWdCy1wq16mWQQsazNoygaqirx6KMVFhZSDD2kqLn0HZMksS6em4m48sqItTWLXE5mOITpaQVJgn7f4L/+V5XFxSK+LwMh+XzIYOATxypBkFAqhSwvpxw82MYwEm6+OWLTpgqHD5cZG5Op12E4jPnGNzRuuWUdRYFeT2PbtvBiw7se116rsrQElYpEszlqbNduK2xsqFSrKa2WjONEbNkyeqwXXojxPAtFkXAcGVkGH4uD0/dg3PpmJidDcgdDKpV1rrrqB8/LyGQymUzmx3VZBRiApaWA48cjAB58sM/WrS7bt9v803+6hcXFIdPTMidPBjz2WICiqDiOA8isrjZIEkEc+2zbZjExUeH8eYs0jbjppgGtVoKmybzqVRr33z9A101AcOBAjKJYKIrBgS03oY9LzJRjlLWI4TBBkjTqdZfrrDNUkhY1SpycuppqbdTC/9FHy8iyxPS0h2nC6qpCoTDqINxs6iQJ6LqEYWiYpsC212g0dAYDqFYVDh3SWFsbo1gcsnv3EM9TiWOZJJEwTYk4hjCU6XZTZmc7XLhQ5vRpBVXVef75iL17Pa64QuHP/9xgedlkMJBwXZd+f3Rp2LaEJKlUKgqVionnSURRQD4fMTenAxqWJfHmNwskKSWKBGtrDlEU0u32+amfGoWdTCaTyfzwsi2kS7vsAoyiSJw4oeJ5ACkPPZQyMzPgAx9w2LdvNKtnagrSVHDffaOZSZWKTqPR5fnnu4Dg2msLnD49RbE4avSWy+lceWVEu63z4IOjLr9x3ME0VVzXxrahVjOoVmMKhZjhEKamAhYWHFwXymWXuNGir8ggRaw1VYbuqCw6ihTCENbXodNRMU0Zz0vYudMnjlMuXDAIQx3LShkbi1lYmKRUCnGcFEWJsCyZcllQKmmMjRUIAglZllBVCVV12Vtb4YbNKzi7C3zyS9tZXR0NltyypcfhwwabN6ecPq1w8mRKq5VQKAhkOeb662M8T+fs2Ryuq/LHfxxw+HCbzZtLNJsKe/ZEbN2q0OkkzMwkOI7Gnj02S0st6vUAkJHlbLxAJpPJ/DiyAHNpl12AWVwMcZyY1dUU1zUxzYRmM+HcuYDnnvPodFJe//o8uZxOoRAxHJo0mzrz8xrlso4kxZw6VSOOUxwHJCllfd3k2LEcrivjeSbj411cV+XCBYtaTaFW07jmmgDD0Gg0wPdTzpwxcJyQQiGiXk/IWWNsVbuc6UyT6hrDYYSiCKJIRwhBr5fQagk0LSaKElZWEm6+ucl73wutls3RoxquK+j3TVRVp1CIueaaFCFkmk0J3095/HGJa64ZBZs4jlHTIXfPHmBmUiIv9/C8PUSRgqKMzskcOxZw/rwF6Jw5I4Ahtj3gn/9zCccp82d/JqPrKY2GjBAqx4/LzMwo5PMy5XLKddcZdDoBw6HETTfZzM2Z7NqVo9n0WF4OmZ01s9WXTCaTyfy9uOwCzOysjiz7eJ5OkgR4nszUlEcca3zucz7nzyv8z//Z5vrrPSzLZWFBw7ZllpYcPE+n21UpFkFVY1Q1IZ+P6XQsXFel309JU53hsIgsj8KN60oMhxonTxrUaqPDvu12hKpKGEbE4cOCWs3kdLILfzYmMjSGSylJIvB9DU0DTYvI5QaMj8esrdnMzsacPJly/rxGpeLx7/6dwcxMj+PH4fhxlSSRueGGIY8/nuC6JfJ5OH48R6/ns7YmcdVVEa1WimRHrLULCBEwU9DxfVAUBdOMKRY9LCuk3y8jSYKJCZV22yUIPB56SKHT8Wi1ioShRJKk6HqAacbU6za6LjEYQBCs8OY3l5iYmECS/ndQqVYtqlXrZbwKMplM5iffK/mA7g/jsgsw4+Mat9+uIMshkhRTKkW87W06f/mXfc6fL1CvG7TbCf0+7N0LQtj4vnrxbEdKmsooSkq5HLFlS4f19RxhmKBpKpKUAAnNpoIsa8hyTBimdLsxiqKhKBJxLPA8BUUZlStXqzFgASrDoYHnRahqTLerkKbKxYPDCu98p8xrX5vjoYdcnnxSY3GxhOfF5HIxn/50ndtuM3jiCYdSSWAYLl/5isS5czkURSOfT0gSmSCQOXtWY34+IklUwsjhW+xnrD0gfl7FcXxsWzA7K9i2TWFpKQH8i9VbIaqaUi5rPPGERi6nAgmVymh0wdhYTNwNWWsJdEdmbQ1WV2XCsIdpmkiSRLvdxrIsxsfHXxJoMplMJvOjybaQLu2yCDCuGxGGCaWSyYEDHTqdhIkJhXI55eabi0xPl8nnVxBCQtcVdF1hOEy5cEEAMo4jmJiIWFmxmZ5OKZVcdu8e4PsFer1RafaoE67M+vqo662qSlQqKYUCRJFOGMoIEaEoAaqaMjOjMDubUqlotFoxnqeQy/nE8ei8SKEQcfo0CDFqtT8YyPT7AzzPot838H0ZzzMwjALnz3tEkY3va0SRQJbVi+XdGkIITHPUt8b3VbZtG40HGB9PKJUUkkRnaBlI6RBVHZ39WVuTWV3VmZuTmJrqUC4PsCyTo0dNzpxRsCyQpID5+dHrODmpMuufpPXIGZb9At8IbmdhQefP/3wM04Qrruiyf79Hp6MxGLjs3+9TLGYrMJlMJpP5+/MTH2CWl10++ckLRFHC616XI0lG/V+qVcGrX12lUhn1Ibnxxjyf+pSMbcPMjIwQOvV6SBRFgMrYmKBcTuh2UzxvyMKCTC436p6bz0dEkUyhAN1uwsJCQprGQEKtZtFsKiSJIJ+P6PVGqzhBINFshti2YGLCIAxbPPtsiGVJXHmlxTPPGCSJS7/v4Psy3/xmjpMnY5aXZQYDhX5fwzRDZmd9CgWLRsNAkmSuvLLP+rpMu21iWSqzsy7PPTeqEBobk5maiohjBU0zsKyYiYmQSiWk15NRVZlOJ2J1VUHTBI2GjaKsUq+32bu3QppWsG0Jz4OrrwZJUjlzRicMI7bpdaZnQiS5x7b0Ak3pChYXdRwHCgWXU6c0zp0bhZYocnnrW7MAk8lkMj+urA/Mpf3EB5jz54eE4WgV49w5l3vumeT0aRdNk/iN32jT7Qr+r//LIZdT2bw5YjCQSBJQlBTXFbRaAywLxsZMhsMU30/p9ZooSgnHkZicjBgfD6jVBIOByqZNIEk9VNWjVFKxrCl6PQlVFbRasLqq4fsavd6QWk1QKoVsbKi88IKEpoVcd12OVssiSTT6/dE2FyhcuCAhyyZJMirr3rMnxDAS9u/XaLcVOp0hcewRhj2Wl2eR5dF07VFFkkUUmYyPC3bvjul2JSQppteDYjGgWAw5edJAVQOmpjRcF4RwkCST9fUBxeIqhw8voqo5cjmZXC4kCBxcN6HZlAlDlR37dvKaa7tsv81BTap86a8kcjmZIEhJEpmJCZMLF0YjGuI42z7KZDKZv41sC+nSfuIDzNVXFzl0qI3vx+zdm6dYNNi1S+Lf/tvzPPywg6qm9Pt1Pv7xTVx7rcvBgx5JouK6PqbpMjZmc8stgle9SnD//R1aLYV+f47xcRgbG5Vc33ijQqsVEccS8/MhpVLK8nKPXM5iYUHCMAS6Dr6vUa+P2uwLIdPvj/6uXk+h1zOJYxXDiHEcCU2TmZ+XUJQWg4HN9u3g+wrFYorjSKjqaITBE0+Muu6qaot2W+crX9EolVIgoVBIuP56hWefHQ2G9LyYIEjZuTPk29+WWF+HhYWUrVvTiw35BGmqUKlIDIcSiiKTJBaSJDM9HXPvvT4HD6YsLNhYVsLCAjhOiGH4aNMVhte/m7NnQ/Kk7NgRs7IiMzERcscdGrfcUmV9vUWjIbjppmz1JZPJZP42sgBzaT/xAaZQ0PkX/+IKhBAvHhw9fbpLo+GztmaTJDK6PuTzn1+j0zHodj16vYh2W0JVCwyHCl//ukIUDdmzR7CxIaPrDrWadLGJW8SjjyrUaiGNBiiKiqqWqVRyHD5s0eupOI5AllPSNGFmZki97qHrEuPjJpVKxPnzCf2+hKYlRFGHhx6SGQxctm83mZnRaLfbqGqOatWm39fp9cB1RyMMikWVKIpRVZl6vUyxqNJsaiRJgqoGLCwEKIpJr6fR62nAaMUlnw9YWVHQNAvb1kiSiEoFVldH/8Y0/c7YBIvbbttKq2Xz2GNwww1dfH806HJyUhBFPebnBdPTCp/4RA/HAcdR2LIlRddhcjJibs7m4MEey8uCYjHl7FmPiYnRczSMbJRAJpPJZP7u/cQHmO/461Uvs7M2lhUxNrbGcCjjOBJnzkikqUDTEoQAx4np92U8T2F1VaLZTLn22jJpClGkIUSIbSdY1qjy6MSJAZI0xDShUsnx7LM67baEpgkURQAxSdLD8zrUamPoeoF+Hxyny+Ski2XlcN2Yxx4LWVnxMIwKvZ5KuSwTBFXabZ18XqHbhV5vNPVZ0+KL1VEhkjSOqpoMhxpBkNLvp3S7Br1eTC6n4Hkx1aqDJBWI4yYf+tAk//2/N5Flwfbto9DjeSmqqiFJKY1GcvF8j8yxY2N0u4KDB1NWVgaUywbdrkGlEuN5Maoa8s1vpiwu2jhOwg03CN797iqDQUwYJhw86PFXfyWj6waTkzG7dwsuXLhAmqZUq1XK5fLLdl1kMpnMT6LsDMylXTYB5q8TwuMXfsFBUTwOH04pl1VsGwoFQaUCuVxMtxvz+c93UZQcsizT7wvm53VMM2ZiIiZJNO68M6Rc1jhyxOWJJ/ooSoLjSLTbDrIcoGmjdv179/bodvto2hK9Xonl5TxpqiJJgjBUsW2JwSDAdSO63YggiFBVl1LJotHI4bopkjSqEDKMEE1TsO0Ex+mSy41KsBcXNSRJQtNSfF/guhKWNWrdb9tDpqZsDGPUfE9RTCoVk5/7uTIPPxzQbsPZs4KVFRMhEsrliNVVjTiWiaKU9fWQ1VUdRYFGQ8O2FdbWNI4ft4CYrVsbRJFgx46AIFAZG5M4dKjH2JjGE08MOXBAAwRBkDAxEXPFFSYbG6N1Td/3X85LIZPJZH4iZVtIl3ZZBhhd15meVrn9dpXZ2QRJEuzdm7B7d4XxcYVHHtngqacCTHPjYot+mZtvVrGsEMdJiCKNQiGk3U5IEokXXpBYXTVotVLW1myuvFIlDHUkSWZiIsH3TdJU48yZHPm8w/Q0NJsCywrYtavHsWMaSaKQJBqlUo9iMY+qgm1DvS7RaOhUKhG9Xps49un3cziOwvXXq+zaJfG5z8nIsoJlpYRhiCwLZmZCJiddlpdTkiQhnxds3mxiWRLVasp//+8t2m3I5yW63YRjx1QGAwHoTEwETE830fWQ5eWQtTWZILApFCKiKMB1C/R6GqYpI0SMpukUizFbtowa7w2HgtOnAxqNmDSFSiWl3xdMTcHb314kl1Nx3RxRFGWrL5lMJpP5e3FZBphCoYCmabzhDQEf+9gp0lSwZ0+BqSmDp59e59QphfPnI/J5FV3vcccdVcrlmI9+tMOZMxYzMwkTE4L1dY0zZ1w2NhLAwjQjhBhjcVEjl9PRtJTl5YhczsfzFMKwSqcj4zgxe/e2cZw6Gxujah9VhXK5i+flcF2N8XGdfl+7WLWksrwsSNMWtZqBaeYJw5TnnhPs3aswMSEjSQJdj4gij05HRpYtTFND111Mc8DKik8+v06hYHLwoEOaKth2Sq8H7fYoyC0syKSpwDQhCCSSRMbzZMJQEEURExMhu3bBtm0ezabE+fMWpglxrJHLGfR6MkJIXLigUSym/MzPqDz1VI/t21P27lXZvn2Kb36zQ7+fsn9/mcnJ7PxLJpPJ/DiyLaRLu2wCTJIkuK57sausimGYrK52cZwIIeCRR5a4++5Josil13PQtBxbtiyzfbvgrrs28+STG5w+nWdlRWVhQeXIEZe5OZ/hUCefF+zYMaBe1zGMlDBM8byUIEiR5QTTTFleNghDmSRJCUPBwkIX19VZWdGpVgOECCiXBzjOGBsb46yvpxSLGtWqThSB5xnE8Ty67iJJErKsUiiMtrA8TzAYCBQlxbIUdN0gTSVOnzYxTYliMaDXU+h2JU6cMJmZGa3uXHklbN6c8OyzoOuCa67xWFoyCUP5YoM9mzCUsG2fK65IqNUcAHq9CCGGDIcRUWRy4oSFJAXoekqvJ5PPR8jyqIHetdd2AIhjiTNn8pw+PZoE/vTTA970pizAZDKZzI8j20K6tMsmwKysrBAEAaqqMjExy+c/32F5WbC+brCycoHl5TbdroMk2fT7ErWazdVXb+HJJwUnTgyZm8shywFCKEQRdDoSYZjnVZMn2WOuYmwuseWf7ePo0R4PP5zQaNhEkcbYmCAIBJIko6opUSTR6bisrlqkqcCyYqJIMD/fZG1Nx3VzgIaqavR6gkIhwTSVi6HFZHZWxvdHIwpuuEHw8MMpi4sy6+sxvm8yORmxdWvK+rpEFElI0mhkweicjYQkabRaCVEU0espfOMbBrVahOuqNBopjcaozHp93WBxUUeSBJ4nI0SHwaDAhQshZ88a9PsKtZpCHMdMTAjCUKPfj+h0FNJUcOONgomJPL3e2osVYKWSiiyP/kNVq5fNpZXJZDKZf4Qum0+ZOI4BiKKYBx5oc+KERi4nkOUKaRqRJBJLSwFTUw6KIlMsppw5k7C8rBCGKs2mwebNGhsbQ9I0xTSLTI4J9oz1MAwds93jT/+0zS/8QoGxsTW+9a0Bi4sF8nmZxUUDGJ15SVNBFA2R5ZQg0CiXU2680SWOXep1nWLRoNGQ8H1BFCWUShGKoiHEaCbS4qLA92VyORnXlTHNFElKaLUMdF1iONTZts2jXHZ5/vkEISQMI2FsTBCGRWq1iHrdZDhUWF1NEELm5EmddltGlhOSJOX8eYM4VhkMNOI4RZY9IGZjo4dlaYCJoshYloxpqkxOxszMBDzySJE4lpAkwcxMn6ef9ikUpjlyZECrpSPEgJtvNpma0piZyXrBZDKZzI8rW4G5tMsmwExMTNDtdglDgyCIyOUSXFdhMLARwuHwYYMdOxySBG6/XUZVFRTFY2PDZ3m5RBBo9Ps64+MSQgyYmvKQJJulQYlZVjgzKNFK4X/+zx4zMyqbNrk4TsLCgkG7baJpAfl8SBQJhkODcjmgXPbYsyfhDW8oUi4bhKHPgw92CAKLMBToekyaDpAkHc/L4XnQ7SrIckS7PdqyKZVkpqd9DGPI2bMFVFVicPQ0u+pfp3VkhgOFu5metnCcGMuSWFzUSBKVKIKNDYPZWZ/1dQ3fV/C8PJVKm3w+oV7XqFRiJCmlXPYJw4ByWUZVJcLQxfdzWJagWIyoVmE4HIWdKBpVV0kSrK7GPPRQwOHDNr5vMzUVcOFCyP/z/2RbR5lMJvO3kZ2BubTLJsDYto1t20RRSrncQlESFhZiWi2VjY1p0jSk3xesribU6zKFgsT+/WPU601WVqDfl4ljgarKWFZAsZjQbKY855d5ql0kTGLGxjR8fxQyOp0I37exrNGWTxQFeF5Kp6Og6xppqpHPQ6k0xDQ9DhxI+OpXTVZWYjRtwOSkhaYp6HqOdltDkmSiaDQJu91OqVR8SqUB73ynw8REylNPuSwtQb8v0T34POuqghW0ERttDh2q8vrXmywuaqyvy0hSQprC1JTL0lJCp6MTx6PH7nR09u/vE4YS09OCzZtDrr5a5swZjfPnVVotgaZBo9FF1yVqNRVdVyiXBbt2+TSbMlddlVCryczMwF/+pcpgYJMkKuvrMvn8gG9+c8C7352FmEwmk/lxZSswl3bZBJjvGLXoN3nySY/Tp1WEMACfXC6l1xNs2qTyzDMpExMpL7yQ4PsGFy6YdLsJcSxRq/VJkogDB3z6/SJBUKNQCJic9JFlkyjS2dgIeOaZUa+XfF6wbVsPiNiyJcDzKpw/b2DbgkIhxvM0vvKVhCefLOJ5BiAzHPooSoJljcqzfV+QzwvSNEFRIrZsabF3r0+no7K6ukG1WmB2tszcXMja2oCmmOQqs0PdryBJE6hqgK4nKIpOsZhw/ryLpsUsLqYMBjnieNTJt1wOmJiIsW3Brbf2uesuj2IRisUib3jDVh58sMnRo3DuXEoQeDhOgBAaaape7C0Dr3pVgG2rPPnkgPvvL5KmBkJApRKh64LJyZhyWX+Zr4JMJpPJXO4uuwDT68V89asuq6syiiKTzwskKaFWGzI3l7Bzp8nJkyYwmjdkWTGOIxgMIsLQx3VdhJBoNAwsS8a2U3bvVjAMnThO0PUATQtIEhNJgsEA0rSHqsKNNwoGgxjXDWm3DZaXR632T51SWVjIIUkahpHgOAlJkrC+PjqboigxluUyMeHT6w1J04RuN4cklfnMZ1ImJkKeecbGcUzKZY3x7bs4Et7ChZzBVCiRpm3iuI8QCfl8npmZiDQN3rNtfAAAWfRJREFUAAtVBd+X0LQB09Mpb36zYPfuAl//+pD/9b8Ubrkl4o1vzGEYCrWaxPnzbc6cyZGmEvV6gO8HTE7mOHtWI01lDh2CUqnJ2pqC6xqo6qhXjGn63HGH4FWvKrBli/lyXwaZTCbzE++VvD30w7jsAowsQ5KkLC+7hKHKrbcKrrlGw/cDZmcVSiWV/ftL1Osx09MxTzzhMjbW4bOfhYUFaLdHWyu1moaimJimzORkl/l5j0LBoVbLY1kSjUaXpSWDvXt9DENFkqBahbGxIU8+aREEQ8BncTGk1yvh+6OLUddTgkCi3ZYIgpQ4jkmSlDT18f2Uet1A02wWFgo0GjphCJWKT5pCHKuMj5s0mynr66NDvVNTAZI05MknixhGga1bVQwjvVgtZKFpJs1mCMgcOqRx6hTcdZfH44/DYKBz4IDBoUM+b3jDEmtrAYuLFmEYs7qqMDYGy8swMSERxzJhKOO6JtWqTaHgkyQyqqoRBDFzcwG+r7JtW3Z4N5PJZP62si2kS7ssAowQgl6vB4ya2N10k8y5c12KRR/D0LjrrutJkjHuv3+J555LeNe7VBQFzp712bZNMDOT8OijIYuLCYYRs2+fhKqqDIc+Gxtw/HiPej1l8+YYXZd5/HGL667Tuftumde/XuM//SePc+dSZDmmVtO48soGJ08a2LZJHDtIkkOagq6HGIaH78NgkEdRRj1cyuU+U1MF4lglCFIWFppoWoTrGgSBgu+rzM1FCJECQxoNwXDYJE01Go06p09P4fsWExMQhgLDkCmVUoZDlSCIqdVgOIwIQw3DEDz/vMrSkiAINBoNhXI5od0W/MIvpExPC5pNCUWJyeVg2zaLYtGhXo9ZXzeZnEwYDkvs3BmwtKQACbKcYhiCmRmo10cTvjOZTCaT+ft0WQSYTqdDs9l88fvrry9w+PAC7bbgiitM6nWXz33uHH/1VzIAZ85cwLJknnsuJorgn/wTmx07Ilw3BSQaDY3l5RTP01lfH40KsG2DhQWD1VWFXs8iiiSKxQjbTgiChG7X4amnYNcunyuuiJiaatNqjeO6Y4ShjK6nCBFiGH08r4ymga5LVKsy11wzelyQqFZBVWHr1i7PPecwmjGkkc97xHHEcNhn374BZ86YjI2FLC1VyOWK6LoESKRpTLfrsmnTgE5HBQwURebKKyOWlmKmpxM8TyYICiRJSqkU4boKYQi/+7sS/f6A/fsTbr9dQ1ULQI0//dOAs2c1hkOJXE4mTeH4cZU01XCciJmZgLU1g25XotNp8653GViW8g9/IWQymcxlIluBubTLIsD8TbZtcu+9m1lZGTIzU+DjH1/gxImUel1lbCyl240JApWjR0ezfb7whYTXv95gMFAYDEbt/ZtNF8/TUJQUSdIAmTBUOHkyh23LqGqEYfh0uzK5XA4AXU/o9zUOH3YYHy9y660BDzyg4PsSqjp67PX1PL4fYZoaspyyfXvA9HTM4mKPOLZx3YhCIWJ+PqRe91le1tH1lIUFcBxIU4WrrsrxutcZnDxZZDCoEIYaQSDo9WIUZTS7aNcumdXVNTqdmYsHj3O87W0Dbr7Z57/8lwqOk+J5o2Z1lpWyugobG9Bu51lYWKNYhJ//+U1E0Wj1ptGQsayYbjdifNyn2cxjWRGFQszRoxKdjoFhSOTzKWGYZAEmk8lk/hayMupLuywCTKlUAkCSJAqFAp4X8/u/7+L7gqmpIc88kyeOYWrK49prE+6+O+LsWZlnn5XxPJOlpZgnn4zZtcvG8yQWF01kWaZUkpBlBSEShBD0+xKmGaAoKabpI4RLq5VD1y127hT0+y4rKzaNhs3p0xKnTwfs3ety8qTFYCBhmjFBIJOmEXHcJ037yPKAYtHCsgJ6vRKynMdxqnS7Pf7ZP2vwO79TptMRdLuCKJIunvGxWVmxkCSZYlGm309J05T5+RBNkzEM2LdPcPq0hO+PKoJkOWHPniELCwm+3yUIKui6RBRpNJsScazQ6aTEccLGRpV//+8TPvnJo/zmb04xN5ewtCTTbhsXX4eY8fEB8/MaExMSX/2qz8qKRLWqoigyDz7YZe9em23bnJfxqshkMpnM5eyyCDCSJL1k6vEjjzS5cGHUh8T3Q6anZXo9uOYajTe+MUCSJGo1AJkHHvDRNIHrxkxPpzz/vMn8fEirpWKaEc1mSq3mI4RMFKmkqcVwmDI1tUipJFhdrRAEGvW6xMaGxGCgEIYKmiahqjG1mqDVkjAMlVoNPG9Io2GhqgJZtsjl2qQpbN+us7KiYdsaYSiYmlLodi1MUxDHBp4HnhczPu7zF38hMz8fMRiY2HbM1JSPZXn0eirnz5uMj48qnwxDp1LxSRKLfF7iySdzHDmi0WxCuTwkimQGgxxhqBKGHpomSBKNXk8jSWReeMHht3+7wetfb3Lhgoptx3iezPi4xrXXutx6q87u3ZN8+9tNFCVGVTUmJ3VOnNBZXva4446E664rvDwXRSaTyfwEy7aQLu2yCDB/kyzD9LSg04Fbb5VxXYNmM+Cmm2J0XUeWZYJAY9++iH5f5rnnFIrFgFzO4MKFmNOnFRQl5NSpmDhOkaSQG29UMAzB8vIQTRMYRonlZYkkkeh0BEKojI05KEoI+HieTBQpuG4fITQmJmJ0PWLHjoDDhyWWlx3SNGVhocaFCw4TE6CqCv2+QhwLul2ZiQmBYYAkCYJAIgigVErxfYVjxwyGQ9i/v0GSJIDC+fMFgkBibc0mjn1yuYTxcUjTGE2LOXTIoNXSsKyIclkgxIDFRZeNjdE5mWpVsH27xokTOr2eQpqqJImNLEe85jUdHnywiiynbN4cMj9f5PnnUzzPpVhUKBY9HCdkaUlFVcEwUhqN+GW+EjKZTOYnU7aFdGnyy/0E/i54nke73X5xHtL8vIXjyJgmKIrBz/xMic2bB5w/75LL1VhcrHDggMkXvpDj5Mk8pqkxHJb57GdjbDtB0wImJjw8D+I4QpJUpqZSbLuNEAHDocqRI3lWVy3OnxckiXSxq67G2JiJbevUaiq+r3DgQIVOx6DZHG0jraxESFKEoqTMzUksL1dZWXF48MECS0s6q6syzSY89pjN+rrMa18bUK226Pf7QJMgEJimj22nTE9rHDtm8fDDDk8+WSQIZBxHolxOcZyUM2ccLlyQcV3B2bMp7XZCGAqEkHnHO1T270/ZudOjXA7Ys2fI3XcP+Wf/DN75ziF79/a45pqIILB5+ukcx46NDhQXixITEwYf+1jKgw/CH/6hhxA6smyyY4fHddcF3HijYHpa4brrsi2kTCaT+UnVbrd53/veR7FYpFgs8r73vY9Op/MD7/NP/+k/RZKkl3zdcsstL7lNEAT8y3/5L6nVajiOw7333svS0tKP/Px+4ldg4jhmZWUFIQSu62IYNZ57zqdeV5HlhKNHY4rFFY4c6dBqGRw61KPdLjMcqihKiu8LdF1FUUJMU2Zx0SKX85GkiImJEM8bVSF94xsWaWqTzwt8X1AoRARBHsuCwSBB1xNAQpYTZDkmn4eNDYEsyxenTae0WjLHjlUolSQ0bRQygkB+sQrINAWQ0umA78M3v6lx440Ss7Mpq6sxUSSTJKPfFYsyExMhYSizvJwyGMDYWMjU1Og8zDPPOASByvi4QFUjpqc3WFmpIoRgdjai14u44gqdU6d0DMMmCEBRBEtLEW96k8fP/mzEI49YvPBCjrU1lePHFWw7xXHg858fNezrdhW2b5fYuVOmWBTs329w4402ExOVl/mqyGQymZ9s/xi2kN773veytLTEAw88AMAHP/hB3ve+9/GlL33pB97vjW98I3/4h3/44ve6/tLu7L/8y7/Ml770JT7zmc9QrVb5lV/5Fe655x4OHjyIovzwBSA/8QFG/LX1s7/+53I5odOBWi1mdtZhacmh3TYZDAqoqky/ryHLCYVCj1IppVpNieMcnifjeRqNBqiqC9jEccxwaOA4JnEMkgSqGlEuJ5TLMc89B83mAE2TqVR0Nm1KKRTWKBRy+L6DaY7OlDQaGoMBhKHCvn0hR4/mkWUJwwhx3QFhmKDrKb2eRRzLbGwIjhxJKJUUZNlnMLAZlUWHhGHExERMFKUXf58yPx8hywr9vkYch2zZEqGqAkXps7GhMz2t0+2qNBomR4/2qdcDLCvP+LiDEILl5ZggGJVZ/9RP1dm+XeXUKcHqKhQKPmGoUS5LlEoKhuFh2z7/9/89xje/OUBRZCqVhKef9pDlFV7zmgkMI6tEymQymR+PuPj1w9zu796xY8d44IEHeOKJJ7j55psB+L3f+z3279/PiRMn2Llz5/e9r2EYTE5Ofs/fdbtdPvGJT/CpT32Ku+++G4D77ruPubk5HnzwQd7whjf80M/xJz7AaJrGxMQEvu9TLBbRNI0bbjAZH2+Rz4cUCjA3V+WGG6osLgr6/YTDh3WGwxTXDQjDgLe/Ha66SuXb3w4RIuWpp2yazVHYieMIWQ4IAo983iRJFMbHYzZtGmCaCv0+7NzZIghitmyxkWUFz1Not3MUi6Op2MVigqZFrK+POvGaZszBgw5JouJ5Eu12SJL0mZkJkaSEcrnNxkaFblfFMHrouophQLHoIcsqUWSxsQEPP9xHkvyLfV48NjY0wlCjUIixrIj//J9n+cpXVvjLv9TQNIuJCYVKRaLZlAgClaUlHU0z0DSJOIZ63WBhQZDPq8hygUolRdMiLAsKhZQoGm1PWZZOtTpk9+48p07FmKaJoiR89asKut7DsjxUVeJ1r5t6uS+PTCaT+Qn1owWY7zRz/Q7DMDCMH3+o7uOPP06xWHwxvADccsstFItFHnvssR8YYL7xjW8wPj5OqVTizjvv5D/+x//I+Pg4AAcPHiSKIl7/+te/ePvp6WmuuuoqHnvssVdWgAHI5XIv9mIB2L69QLEY841v9PB9Bdfd4J57Kjz2WB8hUpaXU1wXVHW0JfNXf6Vw6JDKG96gksslPP10gKoq6LqOoozGBOh6H8saUCyaSFJMtxuwvu6yY4eMqqY4jsH+/Q6PPiqzsjJaMtu+vU+9npKmCb6vsXdvwOOPexcP5o4O3K6vJ8TxABD0+ybVqsHEBNh2ynCosLJi8M53Stx5Z8T/+B8+aSrh+2NIkkSnkyOOfZJEo9PRGBtz8Twd39d5zWtkhIDz5zX6fQVZ1ti6NWRlRWN+XmCaOroesbKiUC7HdDoyrhvR6+k4TsqJExpjYxKgkcvpzM0leF6MYQjW1kaVVY8+CrfdlrCyonLFFRKGMWqmByLrA5PJZDL/gObm5l7y/Yc//GE+8pGP/NiPt7a29mLo+OvGx8dZW1v7vvd705vexLve9S42bdrEuXPn+Pf//t/zmte8hoMHD2IYBmtra+i6/pLKYYCJiYkf+Ljfy2URYGB0KChJEmx71Ma+3dZptXSEgKNHZS5cqDMzE/LZz1ZwXQVNA8NQkeVRGXG/H/KZz4CmKViWwDACLCul1RrN+kmSMoWCjG1HBIHE0pKEYcgsLKScPl2kVErQtJj1dZ/1dYtiUaHfL2LbLSTJZW3NYn7eZn4+xrIKLC9HKIqMqvaQ5Q66rpMkk1y4IEiShGpVwTASrroqxjQjXve6eb75zSWef95EiBRZViiVJBoNCV230HVBq2UyHHrMz4eEocqnPtVhYcFk69YQWRaoqo9lBczNaezYIfHQQzpJIiFJUCpFJImC47gYRsCePRLT0wpPPimoVkOKRYmrrhKsrUU8/bRMmsrU6xAEgr17U3bu1LFtmVzOIIoE115bvsQ7lslkMpnvL7349cPcDhYXFykU/nfbiu+3+vKRj3yEX/u1X/uBj3jgwAFg1KLkbxJCfM+ff8d73vOeF/981VVXccMNN7Bp0ya+/OUv8453vOP73u9Sj/u9XBYBxvd9lpeXEUJQrVYpl8vkcjGDgcy5cyrDIWzZAppmsLGhk6aCNNUolxNU1cIwInq9UQ8UVY2oVFIKhSGa5iDLMsvLMu22hKJAGEKapnjeqLvuxkYBWTaJY5XTp300bTQ2QJZ1PC8hCGxarTbbtqXcemuNuTmfL36xjq4LNm8esG3bOktLPhsbW0kSFcOQ8byUOA5xXZVvfMOm0Wjwx3+8wcMPV1AUhVIpZXw85pprUhoNm5MnIyQJhPBJU48osgCVF15QCEMJWdb4qZ9K+N3fjRkOZRxH8NrXlnj44RCIiGOFXM5FVVWuv37I1VfDL/zCLGfONDl82CVJBHNzCjfdNMFf/mWPiQlBp6Nz2219ZmYK1OspJ08mzM6GXHedwV13FV/uSyKTyWR+wv1oW0iFQuElAeb7+aVf+iV++qd/+gfeZvPmzTz//POsr69/1+/q9ToTExM/xPMamZqaYtOmTZw6dQqAyclJwjCk3W6/ZBVmY2ODW2+99Yd+XLhMAkwURS8e4A3DENd1cd0GiqJRLEasrlo0GtDphGhaSq3mYNsSlpXgeXDvvU1OnpRYWorxPJNrrkkoFExeeEFCkiKGw4QwNFhbi5ic9Oh0BL4PhYJA12U8T8I0YXY2Jgx1PE/CMExOnJCR5dEIgrU1mShqE8caSVKiUukRxxFRVERVcyiKRJLECKEgREwQCBQloNn0aTQEzz1nMBzKGIaKrg9J05RjxzQqlYCdOwc0m6Oyb8eBycmYD3xgiv/0nwIkCcIw5v77B6yujkJbHMt87nM+rhtgGCrDYcD58xr1usr58zmKxS5f+coShw55rK8ndLsuzWZCuaygKAZ79iQkScS+fSGPPpqyvm6ysaEyNeWxupr1fslkMpl/rGq1GrVRJ9cfaP/+/XS7XZ566iluuukmAJ588km63e6PFDSazSaLi4tMTY3ORO7btw9N0/ja177Gu9/9bgBWV1c5cuQIH/3oR3+kf8tlEWAcx6FQKJAkCZVKhU6nx/nzKaVSQrcrsWePx3A4pFh0WV6uUK3GTE159HoplhVy//0aW7YobNqUcPvtMXfcMcbTTw9YX+8xHI4azGmajG2PZgfp+gYrKxGuK+N5OkJIOI6KZY22ZBxHZziUGA4hTRMUJUccq3z960NsuwgoDIcBO3c2WV62aTRkhIgYDCKCIGJ21qFQSFDVPobBxUO5Ab2ehuu65HIx588b1GoprqvSbutAQrkcceONOq96VZXf//0+rqsxO+uhKKPDyfPzglpN4sKFAidOKAyHOSTJwzQjul3wPBlZVllcNAmCNu12Qr8vYRjJxVLuLq95zRYajQGtVkg+r2Caoy2oajXBsiSuu87gc5/bQNNk3vSmclaJlMlkMj+Wl7cKaffu3bzxjW/kAx/4AB//+MeBURn1Pffc85IDvLt27eLXf/3Xefvb385gMOAjH/kI73znO5mamuL8+fP8u3/376jVarz97W8HoFgs8v73v59f+ZVfoVqtUqlU+Nf/+l9z9dVXv1iV9MO6LAKMLMsvHjbqdrt8+ctNzp0bVfy8+91FZLnFww93eeaZGNNM2LQpxLJGAcPzBJ6ncOqUj2GkvOY1Go880sb34d57c6yu1glDweHDOcbHLQxDJU1tbLuO68boekqSGHQ6FRxHIUlUZFlClgW5HBSLBt2uhufJ1OspSaJRqcioqsL58wHttkwUSdi2wDTrFIsGuZxBsWhRqei8+90Snc6QZlPF90dhQdNyDAawvJxQLIakaQXbHjX0+5mf8ajXVY4fN/F96PdtZmag09EZH08oFiWOHdPo92UUJcYwNEDHcXwMQ7B5s89NN8Gzz/q02xrVao6dOw1Utc/CQpmlpSGgIMsFNA0gJAhSxsZk5udVDh/2OHkyAqBW63P77aWX6arIZDKZn2Qvb4AB+PSnP82HPvShFyuG7r33Xn77t3/7Jbc5ceIE3W4XAEVROHz4MH/8x39Mp9NhamqKu+66i89+9rPk8/kX7/Obv/mbqKrKu9/9bjzP47WvfS1/9Ed/9CP1gIHLJMD8dUEQMByOPuiTRCJJUj7zGYMXXpgml1vlyit7KMoEzz2Xx/MUNC0il/M4ezZgaSnmhRdCrrmmxL59KrouMTNTYceONQaDHmGoUipJ6LpLvw9hKEjTDv1+jl27VFqtCeIY8vkQ2zbI5UKEUOj3ZYSQaLUSPC9CCAXHSSmXE9LUJQwlTNMlTQWOMwCqtFoanhfz7LMhjqOzZYuEEDKOo3LhwqjxXRSlaJpJGJr4vsT4ODz8sGBtzaXTMen1VCQpYWPDQdM0Wi1BoRAwPe1y6lQOXU+QpJh+X6VSMdi6NaBYFBw8mNLrlZieFmzerLJjRx5ddzh8WEIIwcqKxPy8TKMhePbZGCESLlxQcJzRqtTFc9TUapfd5ZXJZDKvGJVKhfvuu+8H3uav91+zLIuvfOUrl3xc0zT52Mc+xsc+9rG/1fO77D5hyuUyd9wR8PTTEYpi8sQTEfW6QZomNJvT7Nmzge8ryDKEoUyxKDE+nvL00wHtto4sw+HDKcOhz7lzLd7xjhL79pW48UZI01FTt42NcQ4fFuTzIMsh27e75PN5nn0WfF8GBJLkI8sSnQ602ymNBgSBgudBksRMTw9wnJDBIGTz5oAwTJmakrBtnVbLo1BQAYmVlQHr6y7NpoPjWOi6QqkEihKiKC79viAIVExTI45NnnzSo1CQCIKEKIIoGoUTTQMhIiYnE2QZmk2PVktQKgnSVCGKBA88kCOKEhRFYsuWFps3S2zfriNJgihKiWMdIRKuvlphfT0FPBxHMBgITHOUnKemJN785iKaJjM/b718F0Imk8n8RHv5V2D+sbvsAoymaVxzzRylUo/HHhtcPIPiIMsSmhbg+1Ns3aoQBAFjYxG33ppSLGqcOTM6y+J5CVFU59ixmH5fcOaMx759ee65p8a115b52MfqtNsGg4FOu50yOxvTaDgcPixYW9MIQ4VCQeA4cPZsSq8Xc+5chKpG1Goaw6GMECljYykf+ECOxcUBX/6ySZIYnDkjs7amACGlUov3vU9CiAGqGnP+vIKiQLutEUUJw6HM/LyO70cIkQJDHEfCdcF1JYrFUVVRFDnkchG5nMzcXMg73qHz6KM+hw/r9PvgOF1M00dVFaBImsoYhkavV2ZiwuX1ry+zuurzyCMJExMJnqfy3HMRR49CtZpi23DrrSq33Vag00m49toc4+M/fvOkTCaTyUAWYC7tsgsw32HbMrIssCzYscNF11WiaNS75S1vKbJly4CDBweoqs5VV0nce6/O/HzE8eMungdnzyrU6wpjY/LFNvs+tu2yuirRaqkoyqj0emNDpl6XgZiVFcHMTISujyY5a5pMoRBTKPQZHbK1iWOVblejUHDwPOj1SkxNSTzzTAnPkwAP34+IIsFDD3XZsUOn25Xx/RyaJvD9CN8flXSXywqaZmMYXVZWDAaDGMsKmZ93qVYN8nmTxx6TUBST2VmPn/s5DcsabY2VywkwWhlK05hcLmTbNsHaWgXHkSgUVB56SKfZ7FAuK/R6KpoWUa+HNBoKqjrqIrx3b8i/+Bdz3zXrIpPJZDKZv0+XbYCpVh3uuCOk2w3RNIMjR0I8T+KWWwo0GjF/9EejLZ6FhRZCeOzdm+fUqZAdOzROnky56y4dy1LJ5TQmJ0dnSY4e7TIYGMRxjOe5hGFIGJoMhyZjYxpTUwpx7FMspoyNCbpdiThW8TwLIQaUShKelzIxEWEYEp/4BMzPKxw7ZhHHKqaZ4nkKg0GC74ecOZPH93O4rornyUCKpknYdsj4uEQ+b1MojA71tlohtp2QJDaqmpDPh6ysDGg2S7TbEcOhRr8foWmjoFKtptTrAttW8DwJWYa3vMXn0Uc9Gg3r4pBIlTgWFIuweXPCxkYP0/TQ9Qnm5lIqFYPXvlZCVUeXUbPZpNPpkM/nv2cHx0wmk8n8sLIVmEu5LANMkiQsLy8TRRHT02M0mxK+H7F9u8XmzRa/+7sNQOb06QTLamJZaxw8OM2TT47jeSFbtiT0+xMsLmpcfXVCkrgcPNim21U5d26Cdju9OO/HYmPDZNu2EF3Po6oyliVh2y6aZqEoOr2eDORotVSq1VGzt+Vlk/V1WFuDhQUVw9DQtJjhUGL79g5CBCwujip9ul2DJFEJQ0GSyChKSrUqKJV8CoWE8XEFXY/pdDw6HQXLcnHdmG9/W6bXUwmChG5XxXV1Oh2YnQ3RNA9Ng/FxndVVkx07IubnBRMTCYYRASr9viBJQnRdYcuWBMMAXY/RNJkgCPF9jTg2KBRyyLIMQKfTQQhBr9ejWq3+yCfKM5lMJvMdWYC5lMsywPi+TxiGALTbbT73uZDhUOKBBzz27u1gmjabN0uoqke53CSOFU6fHkeWC6SpxIEDIUmiY5oa587FBIHM1BSsr2usrXlEkU6nU0DXbeJY4vx5g/l5FVUV+L6E49i4roxppgwGAs8TCKHg+xLdrs/s7Aa9Xsr6epE01VGUGCH6xHHEhQsDDMOg15OIY4lqVaFQSAjDGNNUmJ4edeEdH28ghEGvl2fPHp33vlfiwIENDhwY4/z5IoNBgGHEFIvi4iqRuDj/ySdNR5VOqipx1VUB99zjU6sFtNsas7N9zp0bVVw5Drz1rSo33FBgbU1Gksbo933W131s28HzIr71rZA9e0add/P5PL1eD8dxsvCSyWQyfytZgLmUyzLAmKaJYRiEYcijj8Jzz1n0ehLttoLjeFx11ZA77ihimnlOnCjyyCMpg4GG68qo6qgjrqomhKGGpiXceKPBCy+UaTRyCJHS6UTYdoxhqKgqaJogDFMMQ6ZcVti5M+TMGYFhhMAQ161gmhKG4VMq+WiaQbstE4YaqiqYmXFZWdmg2RRIkszkpMb0dJ4wVEjTIdUq3HnnkELBwbZlajU4fz6hXo/wPJnPfW6A57W55hqVRqOI52nIssOmTQ127TJYWHD59rdNJKlPq9W72McmJZ/XcBzQ9dEB4enpiDe8wWR1tcuxY+A4Cm95yzxbtuS47746hiHx+OM6w6GH64Zs3Qo7dtgvvu7j4+NEUY5HHukzPd3mVa/K5iFlMplM5u/HZRlgFEVhbm6OOE74kz9ZY+vWmEcfLWBZCqdO2czM1HnkkVXiOKFen+WhhzSEkJmYCNizR3D11QGHDqkUizFXXy0xN6fz7LMyExPQbqsoike9XkDXfaamRuXKtm0BCVu2hORygjiOyOVC4lihUHAxjBySBGmqMj2ts7BgMDGRIssJt9zisbjYZXVVIQgc+n0oFCIkySCfD3nrW03e8haHej0iSfLk8yY33KDywAMeDz9ssLysEIY90tQHdDRNxjQT9u3TuOcek8cf92g2h8hywtqajeuqSJKMbQuiSGN52eLAgRym6TM7mzA7m6BpIbmczHPPddF1mSgSnDihk6YpslykUEj4V//K5qabXhpSvvrVHsvLEadPh2zebGal1JlMJvNj+dGGOb4SXZYB5jtUVWHPHp3nn0+Yn09QFJAksCyVblfgugpnzxoIIdHtqth2n7ExFccpkCQ2GxsKg4FLFMUIEbC+XkTXQVXVi+dsZEwz5Ior2qhqDlk2mJpKSZKApaUeq6vyxS65Dooi4XkRhhGxtGRTLCq4rgQoHD9e4uabHYKgwbe+5bKxEVEqVTHN0bmUt70tR6nkcOhQm2eeAcsaUigIbFtCUUIsSyeOi9RqbbZtG3DsmE2lknLwoMbJk0Nuv13m3/5bky9/WUdRXNbWIqJogO8b1Osqhw+PhkgeO6Zx4sRoy0mWFZ55RufQoZQvfrGBZcnIckAcW4yNSWzbpjI2Zn/X9NBCQWZ5GTRNIpeTX543PpPJZH7iZVtIl3JZBxiAO+6APXsCjh2LePzxPLYtcF2TwUDh2msjBgOZwUDGcYbMzg5I04Bjx7YCo26+g0HCffet0O/rWFbMjTfqPPQQRJGCZY2mVB85kmLbITMzCn/8xxDHEUKotFo+cWxTqYwa54FOva5eDB8pcawyHMY8/rhBvQ433DDB5s1rdDoxGxs+pgl79ig89FCdz33OxfdzFIsps7MhhpGQJD08r8xgoFIqlbnrLoudO2Xuu2+ApglOnnQQAv7iL1Kuv77F0aMFNM0ilwNNGzXVW1pKCUOYnh6tyvR6ggsXxpCkhLU1k2Ixot9PsCwFw5CRZRdFGZ3POXy4x6ZNBoryv4PKvfdW2b59yMZGyEMPdZmd1bjllmwrKZPJZDJ/ty77ALO+nnLsmMHzz6vk8yn9voppJsSxydqaQa2WcMstCc1mn42NmDNnVJIkJk0F+bzPykqf556bQlVhetqnWhVMTPTxPAjD0UrMYCCRJDkWF2OSRGcwyBHHEMc9FCUmCFQKhYRWKyWKBKoqYVkGuZyE6wqESHHdEEXReOc7y4yPtzh0KME08xw4YPLwwzKSJHCcURAqlwXXXCM4dixEiABVdZCkURM+09TYvVuwvq5SrUqEoY1l+UhSytqaoFBQKRYVZmdTnn9ewfchjgWa5rJrl8q5cxqjy0LGcQSOI1AUhVwuZG0NcrkA101QFIXnn5fZtKnP3r3FF19vTVO4+uo8n/98HYDFxYgbbkhR1Ww1JpPJZH542QrMpVzWAebo0T5f+IKKLMv0egrVasSxY4ILFxxME3bsCLFtiZmZlG7XJooCul2LuTmfzZtjej3B+noORbHRtJgkGfLgg4usrekoisr4uE6vt0GzOUaaqiiKiiR1SVODSiXF9xWazYQ09ZiZ6VEuD4iiPO12ASEk8vkE0xygaV2uvrrE3Xeb3HDDOD/7s9P86q9e4IknEoJARYjRuABVFQSBxK5dglqtBxQol0dVV5IkaLX6HDig0Otp6Dps2hTS76vEsczyckoQhAiRoChFZDlheloQBAMMA6anBfPzKoqS4PuCjQ3B1BS8+tUSa2sdnn1WZccOcN0A101ZWlLZs0ejUtG+63WXZYnZWZWlpZipKTULL5lMJvMjywLMpVy2AUYIwWOPefR6OiAzPR0TBKMeMYoSkqYqup4yPg5bt+rIssLhw+Ooqk6vFzA25pHL6cRxTLOZks8L4tjFdW0sy8G2NQyjj6LkXpyhNDkJb3lLxBe+INB1iWPHuoCMbcuMjan88i9v4k/+ZJXjx+s4ToVKBW691eW55wyiSPCVr4TMzYWsrnYQoks+HxHHFkEAnheSy6XIssr/+l8KcVzCNGHLloBazaNa9VEULo4VgFwuRZIkzp+XGQxS1tc1pqc94tjCNAdEUcott6hIEuzcKXHttRV0XeHrX1+n2ZTRdY2dO6HbhbW1BE2LcF2Jq69OKBYDVFXi+uvLzM/b3/P137+/cnHYZBZeMplMJvN377IMMMvLHo1GiGnC7GzE0pLCk09KJImM4wQYhsTUVMzrXjdqDKcoEMc5okgnihS2bFHZty/H2lpEs6mgKKNyZdtWKBZHpcdTUxa5nODwYYWtW00sS2LLlojhsMy+fRK+XycIfE6c6KIoJsVijj/4g4CVFRPDANdtoigKH/1ogmGYSJLK/LzCn/xJhy1bAnxf5eabB0xMrPPkkw4vvKDg+zZBAL0exPGot8toFpFHmgqKxTwwGnMwOSkxNiZx6JBPtyuhaUUKhT6KoqOqBq2WxLPPdhkba/PUUwrPPDOkWLTodEbdgKNI4dgxBVCo1yv4fsjWrS6mabF9+ygs7dtX+YHvQxZeMplM5seVrcBcymUXYPr9iMce65OmUC7L7Ntn8sUvusiyjBCjHi+7dwsqFYV2W2NsbHQ/SYqxbYkkkRgOY/p9GccZTaCOolFVzdatNW65JcT3VcIQXDePohiUSqMutblcwrlzOsOhQJZtdu/ukc9rXHONxrPPOvi+TBBoTE2tE0UWx49btFrQ76fous5gEHLuXMKWLSq6XuLMGYWxsYhjx0zSVMVxUjZtGuJ5KkGgMjYWsXu3i+O4PPqoxpkzBmlqUK0m/Jt/I3P4sI/jGLTbKpalMj0tk6Yq9bqCpsW0WgqaptBqJTzzzJBaLWR2NkeaxvR6Ot2uRJoqGIaOJKUUCiZ3311k585JZFnCcbL5R5lMJvP355UbTn4Yl12AEWL0BaBpsHt3juEw4ZFHAuI4ZfduD8/L0WrJ1Osac3Mx11wTMz3tsm1bn1bLII4NnnjCoNXSGAwCNE0nSTQkCW66yeTP/zy6ODVaodUCw5DpdATj40MaDYXnn4ckUXnNa8rcdZfD+rrGcAidjozjKPh+iXZbYjhMAZMoSpGkkDAU5HIqp0+bpGlMt5ty/LiGZQkcJ6FcTrn5ZokoktjY8FlbS/na17ocPTp6LpKkMzYm02pJ/NqvNdi6VaNS0QlDhTiWiGOoViNsO+H4cRXbVpEkh6mpLnEsmJwMeNObxun1mnz847CxMer7MjMTs2+fx3veU+aaawqEYYKuZ512M5lMJvPyuewCTKGgsX9/jno9erFLbK8Xcuutg4u/N1HVhG99y+bUKZ1Dh1SeeabDnj0hV145WnV47DGZI0d0FCVFVWOuuqpDqWSxa5fGH/5hk0OHcqiqTaEgGA5dNjZSdL1HPh9w5IigXjdIkphz5yRKJZNGQ2bnziHttooQCuVyzIkTEpalkiSCYnFU8bNpk0S7bRHHEsOhSqcT4bpgGD2uvDLkLW+R0TSDAwdGQej0acHp05MMhwJJ8qlWfWTZQoiQpSWB50WMj7tIUoTnpQyHA2w74bbbqpimS5qmnDpVZnLSxrbXqdVkrr66yAsvNLGsHrVaFduWmZtTeOtbS1xzTZHPfOY8p08PueaaPPfeO/9yvtWZTCZzGcu2kC7lsjykMDdnc/31RfL5UYXM5s0WsgyyDDfcUOC220ooikwYysSxwuJixLFjHp2OYO9ei8FAAVKiSEWWBW9+c8Q73mFSLsdAH9eV6fUSxsd7zM42mJxs8trXRmzeLDExESGEwmBgsrBQ5ItfzPHMMyaSpPEzP6PzS79k4rompZKJrus4jkw+L1BVsKzRKIE4VgAJTRsNbTTNkHK5zXAYsrYWo+vQ7cqoKkSRhGmmTE6mXHFFj02b2ihKG9cdVSO1WjJzc2263RYvvBAiyxsUiy1KpSGepzA5qeA4Fps2TfPP//mVWJZOFFWZmqoiRJFeT6PTkQnDhMHA5+TJHmmacuRIHxgdlm42m9TrdZIkedne80wmk7m8pD/C1yvTZbcC871s3ZrjX/5Lg0Yj4DOf2SBJoFq12bMHBoOUyckOrVaNxUWYm1OYmkrodALi2Ofmmwe8611X4HkCTTM5fLhDr6dgWSmNRsTOnSFvfWuJiQmZP/uzNrmcz+ysQZIYJEkZRZEJAnBdmaef7l88O2JSreq4ro6iBPR6EooCKys2YTgKAYaRUCjIyLLA8xI6HZ2JCY1vfUtmYyOPJAnC0CVJXKamYu64A3w/h+vK1GoymzcP0LQ8mzYJej2ZRkNBURKefnoMIQRxLBFFHXo9Cd+XufVWCV1XOX58wHPPCTodG0lKUVWJXi/EsiQGgw7z8zILCwlXXZUHoNfr0W63AZAkiVqt9rK9z5lMJpN55XhFBBiAfF6j0QhJktHB3FotoFgcMDWVcupUlXrdpNEw+MY3BuTzQ6680qXTCSiVVH7rt3wURWb7dp963aFQkPE8wZkzHp7X5847C3zlK7C8bGFZBlu2wPKyQRSlgIJpxkxO+pw+raOqKfPzCaurAtNMgZhcLqbbVTHNmOEwRZZlCoXR1lKaapw9W8HzBhw96iOEQZII0lQiCFIMYwPTzPP880Vct0i5nDI3pzM9LWOaMo2GSbEoUy4PSRIZWdY5cCCPEOA4DaanB3Q6GkGgkSQppimj6ymFgmB1NabbHVAoBHzykzmuuy5h+3aH3btTrr12EuAlU6ezCdSZTCaT+YfyigkwAFu2ONx6a54vfSmm3U5QVQ8hGlQqszQaCu22oN+P2bwZLGsD3/fodvcQxzKmqfHkk116PR9NS/F9lXw+oNdTuXDBJ0kcZFnB82RmZmR0PWBjQ6PfhzB0OXxYxbZlhJC58sohpVLIgw86rK3JyHLM5GTE4mJMGGo4Tsz0tMxgoJIkJnEsaDQUDh4MMc0GYZhHkmQ0zeOOO3TW13OcPp0jn5ewbY0kSUhTk9VViZUVCde1mZ5WmJz0GQx0FhZUcrkERXE4dizA8zQ+//mYWq1Jve6yuOixthYyHKqMjaV4nsP587C4aHDXXQqaJjE5mbJpE+RyOaanp0nTFMdxXu63OJPJZC4T2TDHS3lFBRiAXbsKPPpoj40Nk42NPI2Gxc//fI/p6YRHH/UwzRRFiZBlB0lS0LQEGG3rdDpdPK+NaebYvt2iXs9jGBLj4xLf+taAINDxPAtJSlhZGaBpEe12DstKqNcDrrhCxvM0Dh+2eP55g1ZLxXVBUWxaLY9SaQPXtQjDhPV1i8lJlWYzj+OYgKDVkrjiijaFgoyiVKnXVY4fr6KqCaqaEIYSw2GI78esrkp0OoJmUyUMBRMT0GwaJMloZEG/D8Wih++bRJFCsxlz5EjA6mqAJMUcPTo6k7O2pjA2NlpJUtWUjQ0Z1034nd85x44dCj/3czuw7e/dzC6TyWQyP67sEO+lvOICzMSEzsyMxIkTGoVCjK5bRFHIHXekNBqCMIQLF1Kmp008z7k4YVrg+x7Vqsn6usL0dMzSkkaSVEhT+KM/WmdpKcS2QddNer2EKAqQ5Rb5fAEwKZf7FAoK4HD2rM1wKBNFCqNzr+JivxnBcOgjhEwUrZIkKooC1eqoBLpWE+h6wuKiIAhk2m2VIJDRtABN28AwRt1zSyWdbtdBUcBxBoShiu9LRFHE8rJNEAi2bZNZW3NQ1ZgoiikUFGRZJk0dzp0zcRyDMFTZvLnNW94ic/x4gBAWL7yQp90WXHedYG3NZ23NZX4+//K+qZlMJpN5xbnsA0y73cbzPCqVCqZpoigS739/jVxug298A3K5kKuvNpmcLPGudwmOHGnz5jfbfP3rLfp9G9u28H2JSkXFcUx27pwgDHU6HZM0BUnSiOMxKhUPVfW55x7ByZMxTz4JYWgzOztqeuf7BS5cSNi8OSAMDXo9QasFjpMwPT1aqfE8C9seAC3GxhIcJ0VRBsiyhqJI/J//p8SnPlXFNG1kOaLRMND1BFUVFAo+tu1Sqyls3VohjgNWVmRaLcGNN3oMhzoHD462sMbHA1TVwrJGzehG1VU6R44IrrxSYm1NY+fOUYHae95T4siROo6T8MQTAiFGDfuGQy6+btnqSyaTyfzdy1ZgLuWyDjBhGNJsNoHRDKS5uTkAFhZ6DIcRd9wh87rXOZTLeWRZodHwuO22SS5c6CMExPEajUaBqak8SSIxP2+wd6/NsWPRxSZzMJp1pJDL6ezcKXPTTSanT7dZW9OIY5sgkCkUJGw7Ye9eiZ07Jb75zZhmM8DzRudJLEui21WIYx1N00lTk34/IQwTgqDN2JjH7KzK/fentFoSqiqYmIi46qoOa2sKtp3QauURImBmJmZlRWZjw6RYjHEcn1ZLZTiMGRtTCcNRWNm0aTQeYXk5RgibJJHQ9R4rK6Phk81miV27JObmHA4fhjCEMIwZDKBaFfzGb2ynXDZftvc2k8lkLm9ZgLmUyzrAKIqCoigkSYKmjXrCtFotHnywxeKiRBSpdDqC6ekhhw+btFoSuZxPqzVgaWlAFEXk83U8r49tW3S7Gm95yyY8r89gMOTEiRBFEQihUSqp1OuCj31snZWVEF0fBQ3HiQgCHduWOH8eDh3SiGMJz9OQZR1ZFiwsJKhqSpKoRFGM6xqM+sCEKEoJSRIcPy7o9UpEEWzb5vLbvz2DJMWsrQ341rdC+n1xccSB4MwZBxj92zRN5/RpiXJZptHQmZ1NGBtLiCIZSZLJ50eTtm07ptNROXtWR9MSdu9eIY6rfPWrKVdfrbKxkXL8uINpSjiOxmAA5fLL+e5mMplM5pXssg8ws7OzhGGIZVkABEFAuSy4cAGiSEfXBWfP6qytycSxRKNhkqYCXVcplxeYmfFYWqqhaYJCIWZsTOfOOx1ct4fjCBoND4iRJAXDMOl2C5imT6nkoesy+byOqnoXy7h1hsMYSRKkaYrvp/i+hG1LaJoHpKSpy9iYRBjaVKsKQRDTaNgUizKuq2MYCisrJp/97DLvetcUx455DAYyqqqQJBoLC+C6ErKsIIROHKfEscqFCzA25rFzZ4qmwalTOrJskiSCUknmhhtCXnhBIUlk2u0ckhSTy0l0OjH1usL+/Qb1uuDYMcHkJOj6ZdkDMZPJZP6RyFZgLuWyDjAAmqa9uPoCUKlUuPnmlG3bJBoNWFsDTUtoNKDXU7jqqoh6XaAoOnffPcc3vqGzuqqyuAhvelPCL/7iMU6cMAhDE1CxrAjT7ON5oyZyqpqSzyu87nUWjz+uMBzK1GoBaergugLfl9m2bY3l5eLFZnejKiBddygUYlTVYv/+OnHsoeujJnRBEBKGUCjIpOmoMurP/9zkU5/qUK3C5s0xmmZQLEIulzAxMZrGLYRKr6dRKIAQErat84Y3pARBxJEjHpKkYpqC2dmUsTGV2Vk4eVJixw6Je+4x+OY3IY5TNm2S0XWV97+/wgsvRIyPa0xMZIMcM5lM5u9PFmAu5bIPMH+TYRjMzMwwNpbyla+sIEkSuVzE9u0WkhSzbZvG0pLM2JjEzTdX+cIX2hgGWBZcuJBw7pxJu22SJHksKyGX0/H9GE0LkOWQUsmjVIpQVRtFGU2gTlOdYhE2NiCKhvT7Q3K5mPX1Cp4nMzU1KlPWdQkhNDSthKb5BEHE6mqKZSUkScj0dEi7nUeSNJaXRysrYagSxxa1mkIQwNatPtPTLkePCpaWbFxXJU0NCoWUbjfiv/23AbmcyenTFuWyz8yMjusmrKxElEoSP//zBrt2FVBVmTTtYlkqN9wwhyyPVlxuvdV6ed/ATCaTyWR4BQaY71hb82k0FKJIcOZMjlotQdNkzp5N6XYVTpyQWFgY8ta3avzBHyTUail33lnl29/eoNlMsW2BaSrIsmByUidJfNrtBvU6pKnMqVMhi4s2hgHr6yqnTvnYtoyue0xPqyRJgR07PFZXpYsHfQd0uwZCRCwsqNi2QrPp4vs+qhqjqglRVGVy0iWOSzQaeVw3xvcVhBjNbHKciJ07h/zpn3q4rkKnU0bTJBxnlOSFSOj3bTY2VAoFhSCQ2bnTJwwVBgMF00z4H/8jJE19ajWZxcU8lYrMhz40YN++wsv9lmUymcwrSLYCcymv2ADTaiW88ILO2ppOrRbS76u8+tWCwSDh5EkFIVKOHpU5fx6uuw5MU2I4FPzrf63x3/5bnYWFmCTRMU2Vbtdny5aUKBqtxnS7BooSkM9vsLFRQAiFMJSpVhNKJYeFhRLDoc2mTSk33+yxsCDjeSn1Opw8aZEkMrfdllKr9XBdiZMnq5imw1VXJVQqOmmasLIiI0kKpqlSqYya2N15Jzz+eJuNDZ00talUJFRVx7JSdH20TSZJAs8T+D6oasyBAzqlUsDevR5JYtDvgyxLPPGExtycRLer8vDDPnNzOuPjWdVRJpPJ/MPIOvFeyis2wKyvx+Ry/osN5KamBLfcUubgwT6VSszZsxpRJLDthIUFhX4/Ym2tw/R0nWYzJo5jOh0DISCKVLZuXUdRPJIE8vmIJNGw7dFoAiEEvq8Qxymep2GaCmfO6DSb0O0GTE7GrK3ZBMHoUK9hxJw/r3H77VVaLZUwHDW+e/ppmJpKUdWEfl8lSSQ0LWEwEGzd6vPYYzFJIpOmgmbToVDQKZViHAfW10FRLMbGYrZta3D+/GjUQLfr4HkxhYLMXXfFwGga9t13+1y4MCrFrtViPO+V+58kk8lkMv/4vGIDzM6dCcePR1x3XcTkpMSNN45hGDKSBGNjKfW6oNeT2NgwMAwX0xQ0GhorK/P0em1WViCXC+j1ciiKydGjk1x99fNMT6s0GoK5uTJBkFCvK3S7kKYGQihEkU4cJ4RhhCTFnDmjX1wxicjlBoCMrgsGA3j8cYtaDTRNeXGAY7ebomkBvh9QKhnkcilXXhlRLEKjIbO0lEeSLGRZI03FxSonH1lOCUOFqamYpaWYVmuA41RRFIU41vB9idOn2+zbl6LrEv/qX+3m1KklFhcVikWF+fns7Esmk8lk/vF4xQaYYlHh7ruHwOhgbxAIfuu3GsgyXHONyvh4hO9r9PuCIBhtNel6QqWisH27jqK4VKstLlwwUVWJ8XGV171uB3/2Z23W123abZU9ezR+9VdNfuM3OliWTZIoOI5GsSixtCSo10crHkEAvi9RrYaUSotY1jiappCmGqoasn9/wGAg6PdVOh0Z00yYnxc4jsptt/lMT4f0+xqSlAIGQaATxyBJQ664wseyRlOmBwOdbtej3Q7RNINaLUXXU2TZYn7ew7Y1wjBAUcDzUs6ezTMYpGzebCJJ0sv6fmUymcwrS7aFdCmv2ABTKpWI4xjf93GcKv/5P7tcuKAxPx9Tqei8850qn/zkgCSB5eVRkMjlEnbsCBEiRZY7TEx43HtvG5hg82aVxx9X6HQcVlZSVFXB8xJmZlzyeQNZHq1kzMzEdDpgmiG2PSSKFAxDwbZj8vmAMIRKBcJQQdMibr/do9WKUFWJYlHj6qslOh2PXs9ifDyg12tw/nyHJJExjCnW1iziWEHXR1VRCwsCy1K5/np4//urfO5zbZrNlCQJmZsT6LrAtiN8X+Gaa/L4vsKePWO4rmA4FEiSxLlzLtWqS7VaRdez8ulMJpP5+5cd4r2UV2yAkSSJsbExAJ5/foBtpyiKTBjKXHmlRaGg8su/rPJrv1a/WAotk6Y+r3+9oNdLqNeLLC9PkiR53vSmPLou86Uv+VQqoCgSuVyIqsLp0xGKMoaiqNg2/NzPSRw/HnL8eBtdT9i6dcj/8X9McP31OisrJYbDlHPn4PRphTiO8LxRiKhWoVKR2LHD4hOf0HFdkygKWF3t0257rKw43HGHh6KkrK1JLC9DuSwQQmF6Gg4eTHjb20KuvLLMY4/pTE1J/NzPwfi4xW/+5oA0TXj++YR3vEOmXE4pFAxqNZdOJ6ZW8xgORyl/amrq5XzbMplMJpMBXsEB5q+bmzOo1Tzy+ZjXvc6mUFBJEoGqyrz61TAYeLTbgkJB8Hu/J2NZMpKUI4ps1tYkgqBLtSqRJDL5vMXb3rbBsWMx4+MK11xj8//9fyaSJGOaEd1ulx07DCyrh2mmSJLML/7iOOfODZiYKLN1a4H77mty+HDM+rrC0pJBmg6YmPB4+9tjqtUCiiLh+zGDgeBVr3I4dChgMChw+rSDYaQoisdgoOP7KqpqoWmCHTu6tNsB6+syExMqYSiztqZx7bUW5XKTKBKEoUCIUbjTNJk3vrFKGIYsLg4Qgpc0BMxkMpnM36dsBeZSsgADlMsaH/hAlTgW2LaC76d86lMtOp2Uffssrrgi5MABwWCgoOuCINDodPL0+ya2LcjlAjY2BOvrCvW6ym23VXnve+ucO9fi0KExtm2LWV5WWV8P+f3f91FVDyE05ucDajWJAwcafP7zTXo9hX/yTwJOnEi5cMGm01Go1RIkCYrFlIWFLvfcM8e+fT6nT0s4TkC9XmF62kSWdQoFFRAMBhGmmaAoCrmcz/XXg64rfOITPWxbYm3NpNeT2LzZJ00TXv3qiHPnJDZtihkbG6dYLL742ui6ztzcHFEUYdvZ5OlMJpP5h/PyhpN2u82HPvQhvvjFLwJw77338rGPfYxSqfR97/P9zkt+9KMf5d/8m38DwKtf/WoeeeSRl/z+Pe95D5/5zGd+pOeXBZiLdF1G1yFNBV/7WpfjxyVqNVhYSNB1md27BadPC3buVFhbU1laUgkCMAzB6qrC9HTM2bM6hiFx6JBNs6kihI4kuczO+nQ6Co4z4MABjThOyedz3HSTxlvfWmZ9PeKFFwzabZXf+R2PYlGnVBoFF1WVKRYFxWLC7KyNYaj89E/n+fKXN/jiFw2iSHDVVQ7FYkyv57Ntm2D7do1aLeDwYRtJMjh7NqVahbGxkG5XMBzGyDI8/3xKp9Nhz54Kc3M9CoUylmVRr9exLIt8Pn/xtdGzsy+ZTCbzCvPe976XpaUlHnjgAQA++MEP8r73vY8vfelL3/c+q6urL/n+/vvv5/3vfz/vfOc7X/LzD3zgA/yH//AfXvz+O/MKfxRZgPkbTp92WVoKAY1OR+HNbzZoNgVf+YrP7bfL3HZbkY9/3MeyRh/o3W5EreZz4oQgDFNM08J1E1ZXS6ytaRQKMe95j4QsCxYXbcCj3dbo92WOHrWZnoZbb9WBlF5P5exZwatfHTA3B9PTAtP0mZiAMCxz7JjC//v/dtE0wdGjZbpdmTSFOO6Syy2TpvDNb+axbZXBwMQ0EyCl31eRZQmQ2LkzptGQiCINWQ7odDqMj4/TbJY4dixmcnKdXC6k3+9jmma2bZTJZDIvi5d3C+nYsWM88MADPPHEE9x8880A/N7v/R779+/nxIkT7Ny583veb3Jy8iXff+ELX+Cuu+5i69atL/m5bdvfddsfVRZg/gbbllEUiSuuiLn6aoNrr81x//0B27cb+L7E5z/vEccqSZJSLgsmJgRnzyqcOpWgKB5RNCSfz9Fsqui6Sj6vcPy4z7ZtNpVKiu8Lvv51BUkyOHkS1tZc7r9/jc2bDVZXc1hWSrst8dM/7dLvmxw9mtBsBhw6JJHLxXQ6FnFsEMcGtp1iWTHFoszx4wbttkKrVUZVZWw7ZX4eogiiSJCmMopi0OmYKIpMuRxw882j5b5m0+fo0dGyX7+vct11IZIkZaXTmUwm87L50QJMr9d7yU8Nw8AwjB/7b3/88ccpFosvhheAW265hWKxyGOPPfZ9A8xft76+zpe//GU++clPftfvPv3pT3PfffcxMTHBm970Jj784Q+/uOr/w8oCzN8wO2uxa5fL1742RJICrrvOIQhGF4gQo0OutVpMHMt0OjqqqrC+nhIELrIsmJrSiGMZRUnxPInhsM3OnRWiSGY4TJmaEuzbl9LrpXQ6EMcQRQqLi6O2/92uTrfrc//9CjfeKLjxRpnjx2P6/SEnTpicOeMjSQ6VSkKSyFQqHmfOJFQqZTodA8dRUVXB1JTL7bfHJMkqjUae06fHyeUUFhc1bDtBkhRuvNEkn5fJ5coYRpcgEIyNGYyNOZimiapml0cmk8n8JJibm3vJ9x/+8If5yEc+8mM/3traGuPj49/18/HxcdbW1n6ox/jkJz9JPp/nHe94x0t+/rM/+7Ns2bKFyclJjhw5wq/+6q9y6NAhvva1r/1IzzH7hPoelpYCDCNhYwPOnHG54QaNw4c9ZmYsdF3j29/26PVS2m2ZIFCABCEkJGmIZenk8zZpmtLptKlWAxYXu9x5Z56HH25QKslccYUgTWNcN6Xb1ZHlPGGoMz+fsroq0WpZ1Osa589HTEzAL//yDJs3r7C+3qZUChgOTTRNubii06XbHVUNjY2pxLGg2fSYnOywsjLANCWiCGZnS3Q6FpYVo2kRmgZnzxrcfnue06cDtmwxmJhQmZ62UBSJ48d7nDrVY2JC5cYbS9lqTCaTyfyD+tFWYBYXFykU/vfQ3e+3+vKRj3yEX/u1X/uBj3jgwAHgex/IFUL80J8Hf/AHf8DP/uzPYpovnaP3gQ984MU/X3XVVezYsYMbbriBZ555huuvv/6HemzIAsz3tGuXzblzIbmcxOSkQre7xo4dAscRLCzEHDrUQ5LyFIuj7rczMx6q2gcGzMzIbN2asLwMTz9tce6czvx8wmc+s8SZMyljYwpg0eno5HIJV16psWmTzMICtNsp5XJApyPT7yv4vkwQSBw5EvDOd+7kzJmTnDvnUa2usX9/gXa7T70u0HWDXE6nXFaJ45jZ2YBCIUUIleVlwcpKji1bNK6+OmbTJomFhYQLFxT+7M90/uIvfObmfBxH8JrX2BhGwOHDQxYXUwoFwdJSxJVXxuRy2VmYTCaT+Yfzo3XiLRQKLwkw388v/dIv8dM//dM/8DabN2/m+eefZ319/bt+V6/XmZiYuOTf861vfYsTJ07w2c9+9pK3vf7669E0jVOnTmUB5m/r+utL7N6dQ9dl4jii24WzZxMeeKDHuXN9pqYEvi9zyy0Gc3My/b7Mjh0G9XoHXZe57TaVT38apqclkkShWoWnnurT6+mMj0uMjZkcPRoRx4Lrr49RFANZDlEUnyTp0OvlyeUKtFoahw/7eF6LMFyl1dK58cYSspyg6ynlchHfH5LLqVQqGp4nMT4usbJi0e3CL/5ikY9+NMI0bU6cSFlb6+O6CZVKAc9TieNRim63FRwnJgxTnnpqQLud0usp6HrCxISMZWWXSSaTyfzD+vs5xFur1ajVape83f79++l2uzz11FPcdNNNADz55JN0u11uvfXWS97/E5/4BPv27ePaa6+95G1feOEFoij6kRulZp9M38d3PrQVxUDXq3z5yxucPQvDoUEuN+SOOzw2b1b4oz+KUFW4554809M5br45h6YpmGaTXs9kejrijjt0/vzPBWEos7CgUSwmjI3FmGbMkSMbDIc5wnCMZtNACIdqVcWyUsJwwMZGwAsvSKhqRBA4tFoyYQhTUxKFAlx3XYHBQKbdBkg5fVplYaHE2JjD7/5uTKdj4ropvg+KkvDlL8dcf31IqTRaHqzVYrZvh6kpnX378jzySJt2O2VsLOG1ry1QrRooSrZ9lMlkMq8ku3fv5o1vfCMf+MAH+PjHPw6Myqjvueeelxzg3bVrF7/+67/O29/+9hd/1uv1+NznPsd/+S//5bse98yZM3z605/mzW9+M7VajaNHj/Irv/IrXHfdddx2220/0nPMAswPIU01wtBGCEGtpnHnnRXe9rYqv/d7HVxXYTCQ+bM/gyuugI2NIVGUcPSojmFolErwxS/GqGqOJIF+X0JVE669dkgYdokiQRxDo5Fi26PVDlVV8X0IAo00NSiXJVZWfAzDoNWK0fUITZMYDhVOnZIZH09YXjZptRJU1SNNbXxf4vx5ic2bQ1otaLdbeJ6HZc1y/ryNrmvs2+dx000KIHPkSEi32+JNbyqxtORTqWiUy1nvl0wmk3l5vPydeD/96U/zoQ99iNe//vXAqJHdb//2b7/kNidOnKDb7b7kZ5/5zGcQQvAzP/Mz3/WYuq7z9a9/nd/6rd9iMBgwNzfHW97yFj784Q+jKMqP9PyyAPNDOH8+ZOvWURgpFEw0TfDEEwPuvNPi+edThkONIBCsraUYRogQCaqqE8cSvZ7CU09JBIFHFEVUKj5RZPP2t0+wdesEf/qnp2m3fWZnFaamdCQp5vhxmzCE6ekBqipRKOikqUmaRlSrfRzHxTShUHDodGJWVhyESLCsIZYVUK16zM/nESIgigBMrr56nJ07JQ4elDh1SkHXodVS6XZTjhxJ0DSZpaWEMBRs2+a8zK94JpPJvNK9/AGmUqlw3333/eC/XXz33//BD36QD37wg9/z9nNzc9/VhffHlQWYH0KppFIqRTgOBEHK8rJCswn33quwY0dELgdCSORyCTMzEXNzHvm8TL8f024rnDwZE8cSut7BssAwJNLUp9GQKRRUZNliaSlBUWL+//bu9TeK827j+Hdmz7veXZ/WXh8wDsacagwkEJoQOSRtyamhVdSGlhjSJlJTlTdVpLSV8qai/QcqpZXaCmoSKRJRQbSNCEnUNknTgApEriHElARIDDb4uN5d73lnnhd+QsJjN4Y+OF6n10eytLpnxnvPSJYv/e7DJJMmqVSG8fECdXVFvvjFMA4HVFenuHQpQzZrsXnzAkIhDy+8MEA4nGftWicnThQ4cqRAOJynvd3Fhg1+brqpgjffTPDeewVM08TpdLF9u4d9+yaIxw2amiCdtvF4DIaHnbS2Fikru74ELCIiMhcUYK7BqlVBKiud/PWvw5w8aTM4GKC9Pc+BA2myWQfFooOGhjS33AKpVJHycpsHH0wB1fT1Wezdm+X0aR9udxOJhM1LL+X4858N7rorQzyeoq/PT6FgkckUiUSyjIxY+P0ThEIWCxZ4GRvzcuqUl4sXDWpqkhw6dIlAwOLs2SzBYJBEIkM0ahIIlBGLhTh+3Et/f55ly7I89FCYwcEYw8MFli8P0Nzs58knfWSzFn6/g4MHh4lGLRobc9x/f7WWS4uIlIS5r8CUOgWYT5HLFTl06AL5vMWmTQ309RUoFHzkcg7On4dodHLZc2VljnXrPJw/n6dQcPLuu342bMjS2OjjzJmLjIxMYJpeysqcxGIGhjEZdE6etGls9JFKmVRUFFm0qMBXvpKnu3uU4eE0mYyX06dtRkZgeHhyV93eXjcnT8YxDItisZJ8PsT58yaRSB6320Em48CyTCzLYHjYIB7PEo8PUyhYHD6cobn5JhwOA5/PJB6Pc/PNJqOjburqvHg85lw/chERARRgZqYA8ynefnuYnp7J7Zl9vsu0t/sZHbWAIk6ngceTp6KiSE2NzZo1FZw/PwZAIOCkvr6Kf/0rxaFDI6RSDmKxHC6Xn5aWHCMjE4CTRYvg9GkPw8NV5HLg96f44AM3NTVNZLPjxON+hoZcRCJJhobcVFbm8XiyjI+HGRoycbu9ZDJuxsac1NXlWL/eYnS0SCqVx+GARYssTNMglZrcJ2B4OHfl3hKJBIODgwDU1VVpwq6IiMwrCjCforLS84nPbtatqyEaHefttwuMjBQAWLo0z8KFBoVCmvLyDLZtcOutXt58M8nhw0kuXvRRLFrYtgfDmBxe+uUvG/D5HGSzBb7xjUHCYR+mWaS3N0dvb5aJCZvm5hqamsDttvH7nTz+uIM77mgkmYyyc+cwTU1FwEk6bZPPp1m0yMm2bbXs3z+MbWcoFEy++tUIbrdJR0cV585NsGHDx2v/PznxarpJWCIiMpdUgZmJAsynWLKknG3bHORyRVpbywFYt66c9naLI0cSeL02S5b4CAQCvPhijHff9ZJOm7S2wqVLeUzToK0tQGuri4MHnRSLkMtBOm3h8zkoFGDtWgdHj+bweGycziRvvOEnk3EyMVEkGHRw660uFi700tOT5sUXR9m0Kcxtt/no7y/S2uoiFssyPGzz5S8H8XhMgsE8sZhJJJLFNC3ApKMjSkfH1fcWCoWwLAvbtjlzxsHAwAjr1gVoaPBOeQ4iIvJZu76deP8bKcDMYOHCqW/H9HhM7rwzfFVbPm9y6ZILyzI4dizPpk3lvPrqGJWVTu65p4rh4THOnoXbbksRCEz+zkzGorYWGhtzVFameO89i1TKJh73cukSZLN5HnywgoMHh+jvN/H5bC5ciPHoo1HGxvJAnmw2i8fjp7q6nL6+FCdPZgGDmpo8zzxzBsNwceedEdrbQ5jmxxN0DcOgoqKCy5ezHDkyuYY/mUzS2akAIyIipU8B5gbZuDFIb28Sj8fC54PGRj/f/raHM2fSPPvs5IZ1q1dPvnMomUxy+nSevXszXLzoplDIEAgU8fud1NYWcLlMQiEHFy86eemlEUZGLOJxFxMTNi5Xkb6+DAcOJMlmLYJBJ3V1ab7whRi//W2WCxeCRCIZXnyxSDBY5OxZDwMDEwwOWmzaVDGl34GAA5drcoJwKKRJvCIiMj8owNwgtbUevvtdiw8/zLJ8uZ+JiQL79o1x9KgTjwcKhcmXN4bDNoFAgHPnUqRSNh984KBQcDE66uRnPwuzf/84p05lCIX81NUVGBsrYBh5wuEC4+MO3n/fyT/+EePcOQ8NDU6yWQO/H06cKBAIQDI5uVKppSXP4KALhwNCIQex2PRlxrIyJ1u2lDM0lKelxfcZPzUREZmehpBmogBzAzU1+WhqmgwBfX1p0mkbt9sikzFYuDDPAw+EaWz0YRgGy5YV6OoaYnTUxu9PU14Oq1dXsmZNJWNjed56K8GRI2nOnMlxxx1ZurvdjI8HeOkli7IyB8FgkVzOATgYGXFTU2MRjZr4/QUikRzZrMndd7uIRn1cvmxzxx3+f9vvqio3VVVahSQiUjo0iXcmCjCzpL7eS0NDinfeMbh82Uk4XMTjcV7ZKK6qymTVqjiWNcHEhJOvfS2Iw2FiWRZOp0lDg43PN45t25w9a+LzFUini7hcBrW1btautVm50kVPTwYAv9/JE09U4/Fc4O23C+TzBh0dIQ4dmsC24fjxCerrVWEREZHPBwWYWeJwGLS0ePB6s5SVWYyPm7zxRpKJiSI1NQ7uuaeCBx+sY8WKJA5HgFzOwalTSf75zzg9PVn6+jzYdhmLFye5+eYI1dUWBw+ahMMm27aVUV/vxbJsslmbZLLImjVBDMNg69Z61q+foLHRy+XLeT5aIf3RXjAiIjIfqAIzEwWYWdTY6GXBgjRjYyZ1dTbx+OQqo0SiwMBAlltuqWHJkkr27BkFLP7+9zSDgzl6ez0MDvpoaHDT2Ojj1ltr+PDDEdrbi1iWxR/+kCAQiLN+vZ+1a69eDeXxOFixIgRAKOSmoyPHyEiRjRtDc/AERETkP/ffG06uhQLMLAoGnezYUU2hYON2m7zxxjg9PVkCAYOxsQynTsVoby8nHDYZH7eIREyamwOcPp0lk7Fwuw3q6lwALFvmob8/xYULNmNjkxvcFYspli4t+9Q+dHRMXXkkIiIy3ynAzKJi0ebYsQSWZbN2bZCOjjArVuQAi9/85kMsC86dS7N9exNDQzmiUQ8ul8nGjUX+8pdxfD6TDRsmKyxtbWUsXx5g584BBgb85HI2ZWWFub1BERGZJRpCmokCzCzq7k5w9OjkJFvTNFi/PkR1tZt4/ON3EhkGeL0OFiz4eIKty+XgnnsqAXjnnTH6+zOsX19FWZmLSMRBOp3F4zHYvLnqs70hERH5jCjAzEQBZhY5ncYnPn/cHgq52bKljg8+SLFmTfm/vf7y5TQHDlzGtm0uXcqwbdtN3Hyzh1Aox6JFLjwexyz2XkREpHQpwMyilSvLMAwD27ZZufLquSotLUFaWqa+puAjr702Rm9vjnjcSTCY539XX3P77eXcfvts9lpEROaeKjAzUYCZRaZp0N7+6ZNspxOL5entzQMGtbVlrF4N69ZV3vD+iYhIqdJOvDNRgClBgYCD8nKDWMxm5Uo3d9+t8CIiIvJJCjAlyOUyeeihKhKJAhUVrrnujoiISMlRgClRbrep9xOJiPzX0hDSTBRgRERESo4m8c7EnOsOiIiIiFwvVWBERERKjiowM1GAERERKTkKMDPREJKIiIjMO6rAiIiIlBxVYGaiACMiIlJyFGBmoiEkERERmXdUgRERESk5qsDMRAFGRESk5Ggn3ploCElERETmHVVgRERESo6GkGYyJwHGticfeDwen4uvFxERmXMf/Q/86H/iJ2UyE1xLOMlkUje6W/PGnASYRCIBwIIFC+bi60VEREpGIpEgHA4D4Ha7iUaj/OQn26/5+mg0itvtnq3ulSzDni76zTLLsujv7ycYDGIYxmf99SIiInPOtm0SiQT19fWY5sdTUjOZDLlc7pp/j9vtxuv1zkYXS9qcBBgRERGR/w+tQhIREZF5RwFGRERE5h0FGBEREZl3FGBERERk3lGAESlhGzdu5Ic//OGU9gMHDlxZwdfV1YVhGCxfvnzKeS+88AKGYdDc3DzlWDqdpqKigsrKStLp9JTjzc3NGIaBYRj4/X7a2tr49a9/feX4wMAAW7duZenSpZimOW0/RURmiwKMyOdAIBBgcHCQw4cPX9W+e/dumpqapr1m3759tLW1sWLFCvbv3z/tOTt37mRgYICenh6+/vWv8/3vf5+9e/cCkM1miUQiPP3006xaterG3pCIyAwUYEQ+B5xOJ1u3bmX37t1X2i5cuMBrr73G1q1bp71m165ddHZ20tnZya5du6Y9JxgMEo1GWbx4MT//+c9pbW3lwIEDwGSF5he/+AXbt2+/sgmXiMhnRQFG5HPi8ccfZ+/evaRSk1uLd3V1ce+991JbWzvl3Pfff5/Dhw/z8MMP8/DDD/PWW29x9uzZGb/D6/WSz+dveN9FRK6XAozI58Tq1atpaWnh97//PbZt09XVxWOPPTbtubt37+a+++67Mgfm3nvvvap6838VCgW6uro4ceIEX/rSl2brFkRErpkCjMjnyGOPPcbvfvc7Xn/9dZLJJPfff/+Uc4rFInv27KGzs/NKW2dnJ3v27KFYLF517o9//GPKysrw+Xzs2LGDp556iieeeGLW70NEZCZz8jJHEbk2oVCI8fHxKe2xWIxQKDSl/ZFHHuFHP/oRP/3pT9m+fTtO59Q/8ZdffpmLFy+yZcuWq9qLxSKvvPIK991335W2p556iu985zv4/X7q6ur07jIRKRmqwIiUsGXLlnHs2LEp7UePHmXp0qVT2isrK9m8eTOvv/76vx0+2rVrF9/61rfo7u6+6ueRRx6ZMpm3urqaxYsXU19fr/AiIiVFFRiREvaDH/yAZ555hh07dvC9730Pn8/Hq6++yq5du3juueemvaarq4tf/epXVFVVTTk2NDTEn/70J/74xz/S1tZ21bFHH32UBx54gKGhISKRyDX1r7u7G4BkMsnQ0BDd3d243W5WrFhxfTcqInKdFGBESlhzczN/+9vfePrpp9m0aROZTIYlS5bQ1dXFN7/5zWmv8fl8+Hy+aY89++yzBAKBaSfi3nXXXQSDQZ577jmefPLJa+rfmjVrrnw+fvw4zz//PAsXLuT8+fPXdL2IyH/KsG3bnutOiIiIiFwPzYERERGReUcBRkREROYdBRgRERGZdxRgREREZN5RgBEREZF5RwFGRERE5h0FGBEREZl3FGBERERk3lGAERERkXlHAUZERETmHQUYERERmXcUYERERGTe+R+yhtlYvz3IEQAAAABJRU5ErkJggg==",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# perform association test for male/female sex\n",
"# we control for case/control status as a covariate and account for potential batch effects\n",
"p = cna.tl.association(d, samplem.male, 'id', covs=samplem[['case']], batches=samplem.batch, key_added='male_coef')\n",
"\n",
"# visualize the results\n",
"cna.pl.umap_ncorr(d,\n",
" key='male_coef',\n",
" scatter0={'s':20},\n",
" scatter1={'alpha':0.4, 's':20})\n",
"plt.title('p = {:.2e}'.format(p))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"It's now clear that a sub-population of the left-hand cluster is more abundant in males. CNA automatically picked up on this without needing to be given a resolution parameter.\n",
"\n",
"Note that it looks like some cells in the right-hand cluster pass our FDR threshold of 5%. However, these cells comprise only ~6% of the cells that pass the threshold and so are likely false discoveries."
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"### 1.4 relate results to clusters"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"If this dataset had been clustered, two clusters would likely have been defined."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"Collapsed": "false"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/w_/x2_v44_93nq_b3svp199t1rw0000gn/T/ipykernel_70600/19806435.py:1: FutureWarning: In the future, the default backend for leiden will be igraph instead of leidenalg.\n",
"\n",
" To achieve the future defaults please pass: flavor=\"igraph\" and n_iterations=2. directed must also be False to work with igraph's implementation.\n",
" sc.tl.leiden(d, resolution = 0.1)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sc.tl.leiden(d, resolution = 0.1)\n",
"plt.scatter(*d.obsm['X_umap'][d.obs.leiden=='0'].T, c='orangered', label='Cluster 1')\n",
"plt.scatter(*d.obsm['X_umap'][d.obs.leiden=='1'].T, c='purple', label='Cluster 0')\n",
"plt.legend(); plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"We can examine within-cluster heterogeneity characterized by CNA by visualizing the distribution of neighborhood coefficients within each cluster."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"Collapsed": "false"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = cna.pl.violinplot(d, # dataset\n",
" 'leiden', # name of the column of obs that contains the clustering\n",
" key='male_coef')\n",
"ax.set_title('Within-Cluster Heterogeneity')\n",
"ax.set_xlabel('Cluster')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"### 1.5 relate results to genes"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"To characterize the populations driving the association, we can examine per-gene correlations to neighborhood coefficient. These per-gene values may be informative on their own, or they could be further analyzed using techniques like gene set enrichment analysis."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"Collapsed": "false"
},
"outputs": [],
"source": [
"# compute correlation between neighborhood coefficients and genes\n",
"d.var['corr_case'] = np.corrcoef(d.obs.male_coef.values.reshape(1,-1), d.X, rowvar=False)[0,1:]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"Collapsed": "false"
},
"outputs": [
{
"data": {
"text/html": [
"
"
],
"text/plain": [
" corr_case\n",
"gene \n",
"gene_20 -0.100975\n",
"gene_21 -0.096953\n",
"gene_22 -0.087278\n",
"gene_14 -0.085132\n",
"gene_19 -0.080161"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# view top 5 most negatively correlated genes\n",
"d.var.sort_values('corr_case', ascending=True).head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"## 2. Preprocessing "
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"The main pre-processing step that is required before running `cna` is to compute a cell-cell similarity graph. Here we'll use `scanpy` to compute the standard UMAP similarity graph. (In principle, any graph can be computed here.) This was already done for the saved data file used above, but if it hadn't been the workflow would have been standard:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"Collapsed": "false"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n"
]
}
],
"source": [
"%%capture --no-stdout\n",
"\n",
"# compute the UMAP cell-cell similarity graph\n",
"sc.pp.neighbors(d)\n",
"\n",
"# compute UMAP coordinates for plotting\n",
"sc.tl.umap(d)\n",
"\n",
"# the following line would save the pre-processed data as a h5ad file\n",
"# d.write('test.h5ad')"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"## 3. additional `cna` features"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"### 3.1 additional results produced by the `cna` `association` function "
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"Let's re-do the `cna` analysis for case status and go over the results in more detail. Here we use the arguments `show_progress=True` to provide more verbose logging information and also `return_full=True` which causes cna to return a more detailed results object."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"Collapsed": "false"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/yakir/miniconda3/envs/torch/lib/python3.12/site-packages/anndata/compat/__init__.py:311: FutureWarning: Moving element from .uns['neighbors']['distances'] to .obsp['distances'].\n",
"\n",
"This is where adjacency matrices should go now.\n",
" warn(\n",
"/Users/yakir/miniconda3/envs/torch/lib/python3.12/site-packages/anndata/compat/__init__.py:311: FutureWarning: Moving element from .uns['neighbors']['connectivities'] to .obsp['connectivities'].\n",
"\n",
"This is where adjacency matrices should go now.\n",
" warn(\n",
"/Users/yakir/Dropbox/py/cna/src/cna/tools/_association.py:87: UserWarning: global association p-value attained minimal possible value. Consider increasing Nnull\n",
" warnings.warn('global association p-value attained minimal possible value. '+\\\n"
]
}
],
"source": [
"# read in data\n",
"d = ad.read_h5ad('data.h5ad')\n",
"\n",
"# create sample-level metadata by combining across all cells from each sample\n",
"samplem = cna.ut.obs_to_sample(d, # the dataset\n",
" ['case','male','batch'], # the metadata columns to use\n",
" 'id') # the column of d.obs that contains sample IDs\n",
"\n",
"# run the analysis\n",
"res = cna.tl.association(d, samplem.case, 'id', covs=samplem[['male']], batches=samplem.batch, return_full=True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"The `res` object returned by the association function contains the following fields:\n",
"1. `p` is the global p-value for association\n",
"1. `k` is the number of NAM PCs used for the association test (automatically selected in a data-dependent way)\n",
"1. `ncorrs` is the vector of neighborhood coefficients\n",
"1. `fdr_10p_t` and `fdr_5p_t` contain the thresholds on `np.abs(ncorrs)` needed to provide FDRs of 10% and 5% respectively\n",
"1. `fdrs` contains information on neighborhood-level FDRs at other thresholds\n",
"1. `kept` is a boolean vector that specifies which cells passed qc. So, e.g., `ncorrs` is of length `kept.sum()`.\n",
"1. `r2` is the global prediction r-squared achieved by the model\n",
"1. `r2_perpc` is the prediction r-squared achieved by each pc on its own\n",
"1. `beta` is the coefficient vector, one coefficient per PC\n",
"1. `yresid` and `yresid_hat` are the phenotype and the predicted phenotype, both with covariates and batch residualized out"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"The kurtosis numbers in the output above say how 'outlier-y' the neighborhood abundances are at each step in the diffusion that `cna` does to define its neighborhoods. The algorithm stops when these numbers stop going down quickly. But if you see that `cna` stops when kurtosis is still very high (like above 10), that's likely a sign that the data aren't qc'd properly or are otherwise unsuitable."
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"### 3.2 working directly with the NAM and NAM PCs "
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"The association function above also automatically computes the NAM and its SVD as a prerequisite to the association testing. These can be found in the following objects\n",
"1. `res.nam` contains the NAM (before any covariate correction)\n",
"1. `res.namresid` contains the NAM after batch and covariates have been residualized out\n",
"1. `res.namresid_sampleXpc` contains the sample loadings of the principal components of the residualized NAM\n",
"1. `res.NAM_nbhdXpc` contains the neighborhood loadings of the principal components of the residaulized NAM\n",
"1. `res.NAM_svs` contains the squared singular values of the residualized NAM\n",
"\n",
"The NAM raw NAM can also be computed independent of any association test using the function `cna.tl.nam`, demonstrated below"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"Collapsed": "false"
},
"outputs": [],
"source": [
"nam, kept = cna.tl.nam(d, 'id', batches=samplem.batch) #note: this NAM is being computed *without* adjusting for sex or case/ctrl status\n",
" # the kept object lists which cells' neighborhoods passed QC and are retained in the NAM\n",
"U, svs, V = cna.tl.svd_nam(nam)"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"Let's visualize a few of the results..."
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"#### 3.2.1 neighborhood loadings of NAM PCs"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"First, we can plot the neighborhood loadings of each NAM PC to see which abundance patterns they capture"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"Collapsed": "false"
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#plot neighborhood loadings of NAM PC 1\n",
"d.obs.loc[kept, 'NAMPC1'] = V.PC1\n",
"sc.pl.umap(d, color='NAMPC1', cmap='seismic', title='NAM PC1 neighborhood loadings')\n",
"plt.show()\n",
"\n",
"# #plot neighborhood loadings of NAM PC 2\n",
"d.obs.loc[kept, 'NAMPC2'] = V.PC2\n",
"sc.pl.umap(d, color='NAMPC2', cmap='seismic', title='NAM PC2 neighborhood loadings')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"We can see here that NAM PC 1 primarily captures the extent to which a sample has cells in the left-hand cluster vs the right-hand cluster, and that NAM PC 2 primarily additionall captures the extent to which a sample has cells in the top of the left-hand cluster vs the bottom of the left-hand cluster."
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"#### 3.2.2 sample loadings of NAM PCs"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"We can also examine the sample loadings of each NAM PC to explicitly see which samples have high and low values of each NAM PC. Below we'll examine how this relates to the sample-level metadata in our toy dataset."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"Collapsed": "false"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def sample_loading_plot_by_binary_pheno(pheno, case_label, ctrl_label): #assumes pheno is binary\n",
" cases = pheno.astype('bool')\n",
" plt.scatter(U.loc[cases].PC1, U.loc[cases].PC2, s=40, alpha=0.8, label=case_label)\n",
" plt.scatter(U.loc[~cases].PC1, U.loc[~cases].PC2, s=40, alpha=0.8, label=ctrl_label)\n",
" plt.legend()\n",
" plt.xlabel('NAM PC1')\n",
" plt.ylabel('NAM PC2')\n",
"\n",
"#plot sample loadings of NAM PC1 versus NAM PC2, colored by case/control status\n",
"sample_loading_plot_by_binary_pheno(samplem.case, 'case', 'ctrl')\n",
"plt.title('NAM PC1 vs NAM PC2, colored by case/control status')\n",
"plt.show()\n",
"\n",
"#plot sample loadings of NAM PC1 versus NAM PC2, colored by male/female sex\n",
"sample_loading_plot_by_binary_pheno(samplem.male, 'male', 'female')\n",
"plt.title('NAM PC1 vs NAM PC2, colored by male/female sex')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"You can see in these plots that NAM PC 1 roughly corresponds to case/control status and NAM PC1 roughly corresponds to sex."
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"#### 3.2.3 variance explained by NAM PCs"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"Like ordinary PCs, each NAM PC also comes with a quantification of how much dataset-wide variance it explains. These are stored in the `NAM_svs` field. Let's visualize them in the traditional way below."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"Collapsed": "false"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot variance explained by each NAM PC\n",
"plt.plot(svs/svs.sum(), marker='o', linestyle='--')\n",
"plt.xlabel('NAM PC')\n",
"plt.ylabel('fraction of variance explained')\n",
"plt.xticks([9, 19, 29, 39, 49])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"Collapsed": "false"
},
"source": [
"As this plot demonstrates, PC1 explains ~40% of the variance in the dataset, PC2 explains ~12%, and the rest really don't contribute much."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "torch",
"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": "3.12.0"
}
},
"nbformat": 4,
"nbformat_minor": 4
}