{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Connectivity\n",
"*Written by Luke Chang*\n",
"\n",
"So far, we have primarily been focusing on analyses related to task evoked brain activity. However, an entirely different way to study the brain is to characterize how it is intrinsically connected. There are many different ways to study functional connectivity. \n",
"\n",
"The primary division is studying how brain regions are *structurally* connected. In animal studies this might involve directly tracing bundles of neurons that are connected to other neurons. Diffusion imaging is a common way in which we can map how bundles of white matter are connected to each region, based on the direction in which water diffuses along white matter tracks. There are many different techniques such as fractional ansiotropy and probablistic tractography. We will not be discussing structural connectivity in this course.\n",
"\n",
"An alternative approach to studying connectivity is to examine how brain regions covary with each other in time. This is referred to as *functional connectivity*, but it is better to think about it as temporal covariation between regions as this does not necessarily imply that two regions are directly communication with each other.\n",
"\n",
"\n",
"\n",
"For example, regions can *directly* influence each other, or they can *indirectly* influence each other via a mediating region, or they can be affected similarly by a *shared influence*. These types of figures are often called *graphs*. These types of *graphical* models can be *directed* or *undirected*. Directed graphs imply a causal relationship, where one region A directly influence another region B. Directed graphs or *causal models* are typically described as *effective connectivity*, while undirected graphs in which the relationship is presumed to be bidirectional are what we typically describe as *functional connectivity*.\n",
"\n",
"In this tutorial, we will work through examples on:\n",
" - Seed-based functional connectivity\n",
" - Psychophysiological interactions\n",
" - Principal Components Analysis\n",
" - Graph Theory\n",
" \n",
"Let's start by watching a short overview of connectivity by Martin Lindquist."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-04T23:00:21.230901Z",
"start_time": "2020-05-04T23:00:21.061725Z"
}
},
"outputs": [
{
"data": {
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"text/html": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"execution_count": 17,
"metadata": {
"filenames": {
"image/jpeg": "/Users/f004p57/Documents/GitHub/dartbrains/_build/jupyter_execute/content/Connectivity_1_0.jpg"
}
},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import YouTubeVideo\n",
"\n",
"YouTubeVideo('J0KX_rW0hmc')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, let's dive in a little bit deeper into the specific details of functional connectivity."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-04T16:56:36.620610Z",
"start_time": "2020-05-04T16:56:36.443159Z"
}
},
"outputs": [
{
"data": {
"image/jpeg": 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"text/html": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"execution_count": 5,
"metadata": {
"filenames": {
"image/jpeg": "/Users/f004p57/Documents/GitHub/dartbrains/_build/jupyter_execute/content/Connectivity_3_0.jpg"
}
},
"output_type": "execute_result"
}
],
"source": [
"YouTubeVideo('OVAQujut_1o')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Functional Connectivity\n",
"### Seed Voxel Correlations\n",
"\n",
"One relatively simple way to calculate functional connectivity is to compute the temporal correlation between two regions of interest (ROIs). Typically, this is done by extracting the temporal response from a *seed voxel* or the average response within a *seed region*. Then this time course is regressed against all other voxels in the brain to produce a whole brain map of anywhere that shares a similar time course to the seed.\n",
"\n",
"Let's try it ourselves with an example subject from the Pinel Localizer dataset. First, let's import the modules we need for this tutorial and set our paths."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-22T19:37:50.163273Z",
"start_time": "2020-10-22T19:37:45.371578Z"
}
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import os\n",
"import glob\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from nltools.data import Brain_Data, Design_Matrix, Adjacency\n",
"from nltools.mask import expand_mask, roi_to_brain\n",
"from nltools.stats import zscore, fdr, one_sample_permutation\n",
"from nltools.file_reader import onsets_to_dm\n",
"from nltools.plotting import component_viewer\n",
"from scipy.stats import binom, ttest_1samp\n",
"from sklearn.metrics import pairwise_distances\n",
"from copy import deepcopy\n",
"import networkx as nx\n",
"from nilearn.plotting import plot_stat_map, view_img_on_surf\n",
"from bids import BIDSLayout, BIDSValidator\n",
"import nibabel as nib\n",
"\n",
"base_dir = '..'\n",
"data_dir = os.path.join(base_dir, 'data', 'localizer')\n",
"layout = BIDSLayout(data_dir, derivatives=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's load an example participant's preprocessed functional data."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-22T19:38:05.661355Z",
"start_time": "2020-10-22T19:37:50.166166Z"
}
},
"outputs": [],
"source": [
"sub = 'S01'\n",
"fwhm=6\n",
"\n",
"data = Brain_Data(layout.get(subject=sub, task='localizer', scope='derivatives', suffix='bold', extension='nii.gz', return_type='file')[0])\n",
"smoothed = data.smooth(fwhm=fwhm)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next we need to pick an ROI. Pretty much any type of ROI will work. \n",
"\n",
"In this example, we will be using a whole brain parcellation based on similar patterns of coactivation across over 10,000 published studies available in neurosynth (see this paper for more [details](http://cosanlab.com/static/papers/delaVega_2016_JNeuro.pdf)). We will be using a parcellation of 50 different functionally similar ROIs."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"mask = Brain_Data('../masks/k50_2mm.nii.gz')\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-22T19:38:07.733747Z",
"start_time": "2020-10-22T19:38:05.663978Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"filenames": {
"image/png": "/Users/f004p57/Documents/GitHub/dartbrains/_build/jupyter_execute/content/Connectivity_10_0.png"
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"mask = Brain_Data('https://neurovault.org/media/images/8423/k50_2mm.nii.gz')\n",
"\n",
"mask.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Each ROI in this parcellation has its own unique number. We can expand this so that each ROI becomes its own binary mask using `nltools.mask.expand_mask`.\n",
"\n",
"Let's plot the first 5 masks."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-22T19:45:48.999909Z",
"start_time": "2020-10-22T19:45:42.120948Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"filenames": {
"image/png": "/Users/f004p57/Documents/GitHub/dartbrains/_build/jupyter_execute/content/Connectivity_12_0.png"
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"mask_x = expand_mask(mask)\n",
"\n",
"f = mask_x[0:5].plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To use any mask we just need to index it by the correct label.\n",
"\n",
"Let's start by using the vmPFC mask (ROI=32) to use as a seed in a functional connectivity analysis."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-14T16:47:55.285904Z",
"start_time": "2020-09-14T16:47:55.008050Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'Time (TRs)')"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"filenames": {
"image/png": "/Users/f004p57/Documents/GitHub/dartbrains/_build/jupyter_execute/content/Connectivity_14_1.png"
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"vmpfc = smoothed.extract_roi(mask=mask_x[32])\n",
"\n",
"plt.figure(figsize=(15,5))\n",
"plt.plot(vmpfc, linewidth=3)\n",
"plt.ylabel('Mean Intensitiy', fontsize=18)\n",
"plt.xlabel('Time (TRs)', fontsize=18)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Okay, now let's build our regression design matrix to perform the whole-brain functional connectivity analysis.\n",
"\n",
"The goal is to find which regions in the brain have a similar time course to the vmPFC, controlling for all of our covariates (i.e., nuisance regressors).\n",
"\n",
"Functional connectivity analyses are particularly sensitive to artifacts that might induce a temporal relationship, particularly head motion (See this [article](https://www.sciencedirect.com/science/article/pii/S1053811911011815) by Jonathan Power for more details). This means that we will need to use slightly different steps to preprocess data for this type of analyis then a typical event related mass univariate analysis. \n",
"\n",
"We are going to remove the mean from our vmPFC signal. We are also going to include the average activity in CSF as an additional nuisance regressor to remove physiological artifacts. Finally, we will be including our 24 motion covariates as well as linear and quadratic trends. We need to be a little careful about filtering as the normal high pass filter for an event related design might be too short and will remove potential signals of interest.\n",
"\n",
"Resting state researchers also often remove the global signal, which can reduce physiological and motion related artifacts and also increase the likelihood of observing negative relationships with your seed regressor (i.e., anticorrelated). This procedure has remained quite controversial in practice (see [here](https://www.physiology.org/doi/full/10.1152/jn.90777.2008) [here](https://www.sciencedirect.com/science/article/pii/S1053811908010264), [here](https://www.pnas.org/content/107/22/10238.short), and [here](https://www.sciencedirect.com/science/article/pii/S1053811916306711) for a more in depth discussion). We think that in general including covariates like CSF should be sufficient. It is also common to additionally include covariates from white matter masks, and also multiple principal components of this signal rather than just the mean (see more details about [compcorr](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2214855/).\n",
"\n",
"Overall, this code should seem very familiar as it is pretty much the same procedure we used in the single subject GLM tutorial. However, instead of modeling the task design, we are interested in calculating the functional connectivity with the vmPFC."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-14T16:50:54.208354Z",
"start_time": "2020-09-14T16:50:48.505928Z"
}
},
"outputs": [],
"source": [
"tr = layout.get_tr()\n",
"fwhm = 6\n",
"n_tr = len(data)\n",
"\n",
"def make_motion_covariates(mc, tr):\n",
" z_mc = zscore(mc)\n",
" all_mc = pd.concat([z_mc, z_mc**2, z_mc.diff(), z_mc.diff()**2], axis=1)\n",
" all_mc.fillna(value=0, inplace=True)\n",
" return Design_Matrix(all_mc, sampling_freq=1/tr)\n",
"\n",
"\n",
"vmpfc = zscore(pd.DataFrame(vmpfc, columns=['vmpfc']))\n",
"\n",
"csf_mask = Brain_Data(os.path.join(base_dir, 'masks', 'csf.nii.gz'))\n",
"csf_mask = csf_mask.threshold(upper=0.7, binarize=True)\n",
"csf = zscore(pd.DataFrame(smoothed.extract_roi(mask=csf_mask).T, columns=['csf']))\n",
"\n",
"spikes = smoothed.find_spikes(global_spike_cutoff=3, diff_spike_cutoff=3)\n",
"covariates = pd.read_csv(layout.get(subject=sub, scope='derivatives', extension='.tsv')[0].path, sep='\\t')\n",
"mc = covariates[['trans_x','trans_y','trans_z','rot_x', 'rot_y', 'rot_z']]\n",
"mc_cov = make_motion_covariates(mc, tr)\n",
"dm = Design_Matrix(pd.concat([vmpfc, csf, mc_cov, spikes.drop(labels='TR', axis=1)], axis=1), sampling_freq=1/tr)\n",
"dm = dm.add_poly(order=2, include_lower=True)\n",
"\n",
"smoothed.X = dm\n",
"stats = smoothed.regress()\n",
"\n",
"vmpfc_conn = stats['beta'][0]"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-14T16:50:58.976500Z",
"start_time": "2020-09-14T16:50:57.529462Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"filenames": {
"image/png": "/Users/f004p57/Documents/GitHub/dartbrains/_build/jupyter_execute/content/Connectivity_17_0.png"
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"vmpfc_conn.threshold(upper=25, lower=-25).plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Notice how this analysis identifies the default network? This analysis is very similar to the [original papers](https://www.pnas.org/content/102/27/9673/) that identified the default mode network using resting state data.\n",
"\n",
"For an actual analysis, we would need to repeat this procedure over all of the participants in our sample and then perform a second level group analysis to identify which voxels are consistently coactive with the vmPFC. We will explore group level analyses in the exercises."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Psychophysiological Interactions\n",
"\n",
"Suppose we were interested in seeing if the vmPFC was connected to other regions differently when performing a finger tapping task compared to all other conditions. To compute this analysis, we will need to create a new design matrix that combines the motor regressors and then calculates an interaction term between the seed region activity (e.g., vmpfc) and the condition of interest (e.g., motor).\n",
"\n",
"This type of analysis called, *psychophysiological* interactions was originally [proposed](https://www.fil.ion.ucl.ac.uk/spm/doc/papers/karl_ppi.pdf) by Friston et al., 1997. For a more hands on and practical discussion read this [paper](https://pdfs.semanticscholar.org/dd86/1acdb332ea7fa9de8fb677a4048651eaea02.pdf) and watch this [video](https://www.youtube.com/watch?v=L3iBhfEYEgE) by Jeanette Mumford and a follow up [video](https://www.youtube.com/watch?v=M8APlF6oBgA)) of a more generalized method.\n"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-15T00:10:18.329170Z",
"start_time": "2020-09-15T00:10:18.291663Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nib.load(layout.get(subject='S01', scope='raw', suffix='bold')[0].path)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-14T17:08:11.715944Z",
"start_time": "2020-09-14T17:08:10.727686Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/lukechang/anaconda3/lib/python3.7/site-packages/nltools-0.4.2-py3.7.egg/nltools/file_reader.py:141: UserWarning: Computed onsets for video_right_hand are inconsistent with expected values. Please manually verify the outputted Design_Matrix!\n",
" f\"Computed onsets for {data.Stim.unique()[i]} are inconsistent with expected values. Please manually verify the outputted Design_Matrix!\"\n",
"/Users/lukechang/anaconda3/lib/python3.7/site-packages/nltools-0.4.2-py3.7.egg/nltools/file_reader.py:141: UserWarning: Computed onsets for video_left_hand are inconsistent with expected values. Please manually verify the outputted Design_Matrix!\n",
" f\"Computed onsets for {data.Stim.unique()[i]} are inconsistent with expected values. Please manually verify the outputted Design_Matrix!\"\n",
"/Users/lukechang/anaconda3/lib/python3.7/site-packages/nltools-0.4.2-py3.7.egg/nltools/file_reader.py:141: UserWarning: Computed onsets for audio_computation are inconsistent with expected values. Please manually verify the outputted Design_Matrix!\n",
" f\"Computed onsets for {data.Stim.unique()[i]} are inconsistent with expected values. Please manually verify the outputted Design_Matrix!\"\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"filenames": {
"image/png": "/Users/f004p57/Documents/GitHub/dartbrains/_build/jupyter_execute/content/Connectivity_21_1.png"
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def load_bids_events(layout, subject):\n",
" '''Create a design_matrix instance from BIDS event file'''\n",
" \n",
" tr = layout.get_tr()\n",
" n_tr = nib.load(layout.get(subject=subject, scope='raw', suffix='bold')[0].path).shape[-1]\n",
"\n",
" onsets = pd.read_csv(layout.get(subject=subject, suffix='events')[0].path, sep='\\t')\n",
" onsets.columns = ['Onset', 'Duration', 'Stim']\n",
" return onsets_to_dm(onsets, sampling_freq=1/tr, run_length=n_tr)\n",
"\n",
"dm = load_bids_events(layout, 'S01')\n",
"motor_variables = ['video_left_hand','audio_left_hand', 'video_right_hand', 'audio_right_hand']\n",
"ppi_dm = dm.drop(motor_variables, axis=1)\n",
"ppi_dm['motor'] = pd.Series(dm.loc[:, motor_variables].sum(axis=1))\n",
"ppi_dm_conv = ppi_dm.convolve()\n",
"ppi_dm_conv['vmpfc'] = vmpfc\n",
"ppi_dm_conv['vmpfc_motor'] = ppi_dm_conv['vmpfc']*ppi_dm_conv['motor_c0']\n",
"dm = Design_Matrix(pd.concat([ppi_dm_conv, csf, mc_cov, spikes.drop(labels='TR', axis=1)], axis=1), sampling_freq=1/tr)\n",
"dm = dm.add_poly(order=2, include_lower=True)\n",
"\n",
"dm.heatmap()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Okay, now we are ready to run the regression analysis and inspect the interaction term to find regions where the connectivity profile changes as a function of the motor task.\n",
"\n",
"We will run the regression and smooth all of the images, and then examine the beta image for the PPI interaction term."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-14T17:08:34.490195Z",
"start_time": "2020-09-14T17:08:30.433933Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"filenames": {
"image/png": "/Users/f004p57/Documents/GitHub/dartbrains/_build/jupyter_execute/content/Connectivity_23_0.png"
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"smoothed.X = dm\n",
"ppi_stats = smoothed.regress()\n",
"\n",
"vmpfc_motor_ppi = ppi_stats['beta'][int(np.where(smoothed.X.columns=='vmpfc_motor')[0][0])]\n",
"\n",
"vmpfc_motor_ppi.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This analysis tells us which regions are more functionally connected with the vmPFC during the motor conditions relative to the rest of experiment.\n",
"\n",
"We can make a thresholded interactive plot to interrogate these results, but it looks like it identifies the ACC/pre-SMA."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-14T17:08:26.332065Z",
"start_time": "2020-09-14T17:08:25.023977Z"
}
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "334384afb2db4913bd3755a3da008d7a",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"interactive(children=(FloatText(value=0.0, description='Threshold'), HTML(value='Image is 3D', description='Vo…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"vmpfc_motor_ppi.iplot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Dynamic Connectivity\n",
"\n",
"All of the methods we have discussed so far assume that the relationship between two regions is stationary - or remains constant over the entire dataset. However, it is possible that voxels are connected to other voxels at specific points in time, but then change how they are connected when they are computing a different function or in different psychological state.\n",
"\n",
"Time-varying connectivity is beyond the scope of the current tutorial, but we encourage you to watch this [video](https://www.youtube.com/watch?v=lV9thGD18JI&list=PLfXA4opIOVrEFBitfTGRPppQmgKp7OO-F&index=22&t=0s) from Principles of fMRI for more details"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Effective Connectivity\n",
"Effective connectivity refers to the degree that one brain region has a directed influence on another region. This approach requires making a number of assumptions about the data and requires testing how well a particular model describes the data. Typically, most researchers will create a model of a small number of nodes and compare different models to each other. This is because the overall model fit is typically in itself uninterpretable and because formulating large models can be quite difficult and computationally expensive. The number of connections can be calculated as:\n",
"\n",
"$connections = \\frac{n(n-1)}{2}$, where $n$ is the total number of nodes.\n",
"\n",
"Let's watch a short video by Martin Lindquist that provides an overview to different approaches to effectivity connectivity."
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-04T22:20:54.870074Z",
"start_time": "2020-05-04T22:20:54.757819Z"
}
},
"outputs": [
{
"data": {
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"source": [
"YouTubeVideo('gv5ENgW0bbs')"
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"source": [
"### Structural Equation Modeling\n",
"\n",
"Structural equation modeling (SEM) is one early technique that was used to model the causal relationship between multiple nodes. SEM requires specifying a causal relationship between nodes in terms of a set of linear equations. The parameters of this system of equations reflects the connectivity matrix. Users are expected to formulate their own hypothesized relationship between variables with a value of one when there is an expected relationship, and zero when there is no relationship. Then we estimate the parameters of the model and evaluate how well the model describes the observed data.\n",
"\n",
"\n",
"\n",
"We will not be discussing this method in much detail. In practice, this method is more routinely used to examine how brain activations mediate relationships between other regions, or between different psychological constructs (e.g., X -> Z -> Y). \n",
"\n",
"Here are a couple of videos specifically examining how to conduct mediation and moderation analyses from Principles of fMRI ([Mediation and Moderation Part I](https://www.youtube.com/watch?v=0YqWXIfpu20), \n",
"[Mediation and Moderation Part II](https://www.youtube.com/watch?v=0YqWXIfpu20))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Granger Causality\n",
"Granger causality was originally developed in econometrics and is used to determine temporal causality. The idea is to quantify how past values of one brain region predict the current value of another brain region. This analysis can also be performed in the frequency domain using measures of coherence between two regions. In general, this technique is rarely used in fMRI data analysis as it requires making assumptions that all regions have the same hemodynamic response function (which does not seem to be true), and that the relationship is stationary, or not varying over time.\n",
"\n",
"Here is a [video](https://www.youtube.com/watch?v=yE9aBHQ7bnA) from Principles of fMRI explaining Granger Causality in more detail."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Dynamic Causal Modeling\n",
"\n",
"Dynamic Causal Modeling (DCM) is a method specifically developed for conducting causal analyses between regions of the brain for fMRI data. The key innovation is that the developers of this method have specified a generative model for how neuronal firing will be reflected in observed BOLD activity. This addresess one of the problems with SEM, which assumes that each ROI has the same hemodynamic response. \n",
"\n",
"In practice, DCM is computationally expensive to estimate and researchers typically specify a couple small models and perform a model comparison (e.g., bayesian model comparison) to determine, which model best explains the data from a set of proposed models.\n",
"\n",
"Here is a [video](https://www.youtube.com/watch?v=JoJKoq5gmH8) from Principles of fMRI explaining Dynamic Causal Modeling in more detail."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Multivariate Decomposition\n",
"\n",
"So far we have discussed functional connectivity in terms of pairs of regions. However, voxels are most likely not independent from each other and we may want to figure out some latent spatial components that are all functionally connected with each (i.e., covary similarly in time).\n",
"\n",
"To do this type of analysis, we typically use what are called *multivariate decomposition* methods, which attempt to factorize a data set (i.e., time by voxels) into a lower dimensional set of components, where each has their own unique time course.\n",
"\n",
"The most common decomposition methods or Principal Components Analysis (PCA) and Independent Components Analysis (ICA). You may recall that we have already played with ICA in the beginning of the course in the {doc}`../content/ICA` lab.\n",
"\n",
"Let's learn more about the details of decomposition by watching a short video by Martin Lindquist."
]
},
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\n",
"text/html": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"execution_count": 1,
"metadata": {
"filenames": {
"image/jpeg": "/Users/f004p57/Documents/GitHub/dartbrains/_build/jupyter_execute/content/Connectivity_33_0.jpg"
}
},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import YouTubeVideo\n",
"\n",
"YouTubeVideo('Klp-8t5GLEg')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Principal Components Analysis\n",
"Principal Components Analysis (PCA) is a multivariate procedure that attempts to explain the variance-covariance structure of a high dimensional random vector. In this procedure, a set of correlated variables are transformed int a set of uncorrelated variables, ordered by the amount of variance in the data that they explain.\n",
"\n",
"In fMRI, we use PCA to find spatial maps or *eigenimages* in the data. This is usually computed using Singular Value Decomposition (SVD). This operation is defined as:\n",
"\n",
"$X = USV^T$, where $V^T V = I$, $U^T U = I$, and $S$ is a diagonal matrix whose elements are called singular values. \n",
"\n",
"In practice, $V$ corresponds to the eigenimages or spatial components and $U$ corresponds to the transformation matrix to convert the eigenimages into a timecourse. $S$ reflects the amount of scaling for each component.\n",
"\n",
"\n",
"\n",
"SVD is conceptually very similar to regression. We are trying to explain a matrix $X$ as a linear combination of components. Each term in the equation reflects a unique (i.e., orthogonal) multivariate signal present in $X$. For example, the $nth$ signal in X can be described by the dot product of a time course $u_n$ and the spatial map $Vn^T$ scaled by $s_n$. \n",
"\n",
"$X = s_1 u_1 v_1^T + s_2 u_2 v_2^T + s_n u_n v_n^T$\n",
"\n",
"Let's try running a PCA on our single subject data. \n",
"\n",
"First, let's denoise our data using a GLM comprised only of nuisance regressors. We will then work with the *residual* of this model, or what remains of our data that was not explained by the denoising model. This is essentially identical to the vmPFC analysis, except that we will not be including any seed regressors. We will then be working with the residual of our regression, which is the remaining signal after removing any variance associated with our covariates."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-14T17:09:20.344575Z",
"start_time": "2020-09-14T17:09:15.658768Z"
}
},
"outputs": [],
"source": [
"csf_mask = Brain_Data(os.path.join(base_dir, 'masks', 'csf.nii.gz'))\n",
"csf = zscore(pd.DataFrame(smoothed.extract_roi(mask=csf_mask).T, columns=['csf']))\n",
"\n",
"spikes = smoothed.find_spikes(global_spike_cutoff=3, diff_spike_cutoff=3)\n",
"covariates = pd.read_csv(layout.get(subject=sub, scope='derivatives', extension='.tsv')[0].path, sep='\\t')\n",
"mc = covariates[['trans_x','trans_y','trans_z','rot_x', 'rot_y', 'rot_z']]\n",
"mc_cov = make_motion_covariates(mc, tr)\n",
"dm = Design_Matrix(pd.concat([vmpfc, csf, mc_cov, spikes.drop(labels='TR', axis=1)], axis=1), sampling_freq=1/tr)\n",
"dm = dm.add_poly(order=2, include_lower=True)\n",
"\n",
"smoothed.X = dm\n",
"stats = smoothed.regress()\n",
"\n",
"smoothed_denoised=stats['residual']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's run a PCA on this participant's denoised data. To do this, we will use the `.decompose()` method from nltools. All we need to do is specify the algorithm we want to use, the dimension we want to reduce (i.e., time - 'images' or space 'voxels'), and the number of components to estimate. Usually, we will be looking at reducing space based on similarity in time, so we will set `axis='images'`."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-14T17:09:25.619863Z",
"start_time": "2020-09-14T17:09:24.152891Z"
}
},
"outputs": [],
"source": [
"n_components = 10\n",
"\n",
"pca_stats_output = smoothed_denoised.decompose(algorithm='pca', axis='images', n_components=n_components)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's inspect the components with our interactive component viewer. Remember the ICA tutorial? Hopefully, you are now better able to understand everything."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-14T17:09:29.325704Z",
"start_time": "2020-09-14T17:09:27.291852Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "ce3d29526a224e25810aaaac4d0ffd25",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"interactive(children=(BoundedIntText(value=0, description='Component', max=9), BoundedFloatText(value=2.0, des…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"component_viewer(pca_stats_output, tr=layout.get_tr())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also examine the eigenvalues/singular values or scaling factor of each, which are the diagonals of $S$.\n",
"\n",
"These values are stored in the `'decomposition_object'` of the stats_output and are in the variable called `.singular_values_`."
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-14T17:09:44.977838Z",
"start_time": "2020-09-14T17:09:44.852199Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Singular Values')"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"filenames": {
"image/png": "/Users/f004p57/Documents/GitHub/dartbrains/_build/jupyter_execute/content/Connectivity_41_1.png"
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(pca_stats_output['decomposition_object'].singular_values_)\n",
"plt.xlabel('Component', fontsize=18)\n",
"plt.ylabel('Singular Values', fontsize=18)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can use these values to calculate the overall variance explained by each component. These values are stored in the `'decomposition_object'` of the stats_output and are in the variable called `.explained_variance_ratio_`.\n",
"\n",
"These values can be used to create what is called a *scree* plot to figure out the percent variance of $X$ explained by each component. Remember, in PCA, components are ordered by descending variance explained."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-14T17:09:46.887519Z",
"start_time": "2020-09-14T17:09:46.664508Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Cumulative Variance Explained')"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"filenames": {
"image/png": "/Users/f004p57/Documents/GitHub/dartbrains/_build/jupyter_execute/content/Connectivity_43_1.png"
},
"needs_background": "light"
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"output_type": "display_data"
}
],
"source": [
"f,a = plt.subplots(ncols=2, figsize=(12, 5))\n",
"a[0].plot(pca_stats_output['decomposition_object'].explained_variance_ratio_)\n",
"a[0].set_ylabel('Percent Variance Explained', fontsize=18)\n",
"a[0].set_xlabel('Component', fontsize=18)\n",
"a[0].set_title('Variance Explained', fontsize=18)\n",
"a[1].plot(np.cumsum(pca_stats_output['decomposition_object'].explained_variance_ratio_))\n",
"a[1].set_ylabel('Percent Variance Explained', fontsize=18)\n",
"a[1].set_xlabel('Component', fontsize=18)\n",
"a[1].set_title('Cumulative Variance Explained', fontsize=18)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Independent Components Analysis\n",
"\n",
"Independent Components Analysis (ICA) is a method to blindly separate a source signal into spatially independent components. This approach assumes that the data consts of $p$ spatially independent components, which are linearly mixed and spatially fixed. PCA assumes orthonormality constraint, while ICA only assumes independence.\n",
"\n",
"$X = AS$, where $A$ is the *mixing matrix* and $S$ is the *source matrix*\n",
"\n",
"In ICA we find an un-mixing matrix $W$, such that $Y = WX$ provides an approximation to $S$. To estimate the mixing matrix, ICA assumes that the sources are (1) linearly mixed, (2) the components are statistically independent, and (3) the components are non-Gaussian.\n",
"\n",
"It is trivial to run ICA on our data as it only requires switching `algorithm='pca'` to `algorithm='ica'` when using the `decompose()` method.\n",
"\n",
"We will experiment with this in our exercises."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Graph Theory\n",
"\n",
"Similar to describing the structure of social networks, graph theory has also been used to characterize regions of the brain based on how they connected to other regions. Nodes in the network typically describe specific brain regions and edges represent the strength of the association between each edge. That is, the network can be represented as a graph of pairwise relationships between each region of the brain.\n",
"\n",
"There are many different metrics of graphs that can be used to describe the overall efficiency of a network (e.g., small worldness), or how connected a region is to other regions (e.g., degree, centrality), or how long it would take to send information from one node to another node (e.g., path length, connectivity).\n",
"\n",
"\n",
"\n",
"Let's watch a short video by Martin Lindquist providing a more in depth introduction to graph theory."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-04T23:00:33.919594Z",
"start_time": "2020-05-04T23:00:33.836281Z"
}
},
"outputs": [
{
"data": {
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"text/html": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"execution_count": 20,
"metadata": {
"filenames": {
"image/jpeg": "/Users/f004p57/Documents/GitHub/dartbrains/_build/jupyter_execute/content/Connectivity_46_0.jpg"
}
},
"output_type": "execute_result"
}
],
"source": [
"YouTubeVideo('v8ls5VED1ng')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Suppose, we were interested in identifying which regions of the brain had the highest degree of centrality based on functional connectivity. There are many different ways to do this, but they all involve specifying a set of nodes (i.e., ROIs) and calculating the edges between each node. Finally, we would need to pick a centrality metric and calculate the overall level of centrality for each region.\n",
"\n",
"Let's do this quickly building off of our seed-based functional connectivity analysis.\n",
"\n",
"Similar, to the PCA example, let's work with the denoised data. First, let's extract the average time course within each ROI from our 50 parcels and plot the results."
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-14T17:10:01.027664Z",
"start_time": "2020-09-14T17:09:54.001623Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'Time (TRs)')"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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lRuoCkULdlmLL0ennVVlcuCH7Dy0L2WoRbubaKLepooQyhNaNcXsMfB/PbZ33+KG6xbGmveax0uzM8s/FGS0KX81YtSrS7IjC2PLjfZkGwnO1++hlyFt5MkKlXPVmwC28jdPTyk0z3du3vJ2OFK5F+j7upLq2BBu88BCGIfV6nVhEZUW4/uU/p2bVZTbsJil8okZLRwo1W5q6q67zy+mjWhQuo0XhJidsu+IJHSl8VdDp51XN3zhRCOAt5m/I/teF6uzKz86NmSB962Mf5rP/+T+ueSyUkinHpeQFNFc11i7NKfc9YRgUZiZvyHg0mwOrUlkWhSJpLj++PV7E8F2a7fNHc2HyVp5YOALAL/7QEDLI8qnn1IQq004fBSUKm5Uyga9NSQC82VnwPEQ0uuGRwmazSRiGmIZy2vXk5ecRVrXFnMwCYIpARwo1W5pOpLA32Us2ltWicBVaFG5yOqJwjfuojhRuWZqVtii8gZFCAP8G7X9dqK1E5nAqN+RflOZmmTt9gnCV+JtvebTaBgkzjrdq2xniqTSDu/dRnLm0Pbtma2NVyxCJAiDjAsuP4Mgoe5lFeB52q0UQBJfZy83LorWI8PvpTkb523fuJpI9zLcmElhG8hxROABS0tA1mgC02vWEibvvJtjgmsJlh12zAoAnSpctN6hUWhRkAgAhQi0KNVuaTo/CTDRDf7Jfi8JVaFG4yQmbapK/2mjGyGbViqOOFG4pXMfGbYv8Gx8pXLwh+18XqqtF4Y2JFDqNOoHnUZ5fMVGYsFfSSWecFefe0uwMvdtG6d+x88alj37vt+HZP7wx+9ZcMVatihmLq18Ml7+auoevVR/g1tYkpq+OD51CemGklCxZS3itbnb2puhN9JIa/BZeKHgu98Cy0QysakuhG9gD4LadR1MP3I90HELH2bCx1Go1hAiRZhXDSyKFj+9f+jo8XrVwiRBKJQp1+qhmK9Nw14pCbTSzghaFmxxpt0VheiVSKIRoN7DXq7BbiU49Idy4mkK5HCnczOmjr4woBChMTyw/NmGvCMHp1aJwbobe7aP0je6kWS7hNNbZgfS5j8G3/hMc/OT67ldz1VjVCqah0kcNv07VTVAI+4hLj2xUN7C/FJVWBTd0sewEO3qTGMJguEdwW3ScI113Mt8Ml7ddbmCvFy4BZTJj9vUR3bkT2FizmWq1SjRmg5AkanvU+FoXv1+EQcik0wIEHhFMdKRQs7VpeA0MYZCMJOlP6EjharQo3OR0Ij+rI4WgGtgHRX3D3Up06gmT2a4bHinc1Omj1RmCzqXHrqz77qWUy6JwaXJi+fEJu4WQIUIGy5FC17ZolIr0jGynb1RN2Na1rvDs4/CV/0f9fIMEsObKsaoVMAxiQQBWGV+aOK6qLRxIqToTLQovjOpRKKg0THb0qEXKodQQd7vPYiL5rW+c4uWXX6ZSqZBtlzjoBvYK9+w48T17MHuUQ+tGppDWajVSKRWpTDQuLwrtusdC1CMmJWEYwRQBrq1FoWbr0nAbpKNphBD0Jfu0KFyFFoWbnOWawlVGM4CKFOp6jS1FJ1K47bYD1JbyhOH61y5thfRRtzTFeNvWPrgBotBrOQS+mrScGymMhiWMoMCUrSZFpTlletOJFMI6tqUojMFf/Z/Qfwvc9eNaFG4CmtUKEkFCCMyGmpi71TpTsSF2JtTEQIvCC5O38kg/ix/CaG9bFKaHSDYqvCk6z1dfnuazn/0szz//PLFkingqrR1I27hnzxLbu5dILgdsbKSwVquRy6qobiZ6JwBO/eKLiM1qiwXTp1ca1GMxItpoRrPFaXgNslFlnNSf7MfyLSxPm4yBFoWbns4kX+hI4ZanWVGT0O23HyAMAuqF9Z0wSSlXRQo3b/qoV5rmpBwFwK6u/zHciRIKYVCYmlh+fNy2wZ3D8AucbfeJLM2pVNbebTvo6h8gGk9cUV3hQstbU5d4HnYZ/uInwTDhf/sUdI9Cq/aK92XUrCClxKpWCIVBMhLBaCrxJ8OAZ+N3sNeYw0BqUXgRFq1FQk9Funb0qPvRUGoI0wr42wMWI0klNDpGJrothcIvlwkqFWJ792BuAlFYrVZJJ9W1K9d/PwCtxsVFYa3kUBYm0WQUJxIlKnwaNT2B1mxdml6TdCwNKFEIuoF9By0KNzmh1YkUptc83okUbvom5ZplGuUSZjTK0J59wPqbzXR6WgL4C5s0fVRK4s05puUgNZnCaax/tNtuG4UM7tlLNb+Ia1tIKRm3Whj+IqZfYLYt6EqzMwjDIDc8jDAM+kZ3XJEo/Fcnp/lHR8Yv/GTgwV+9H8qT8JMfh949kOiGwAV/4wwmbnZc2ybwPAIzQiqRIGqtiL9TYgcD1IjKQIvCi5C38khPpYXuaEcKB5ODJB2Dru4k/9v9gwBML6jJlRKFOn3UHVfXidXpo/4Gp48moxbCj5PetQ/hx2lZF88sOTNfxxcGbi5Gy4wSFz6LDX2OaLYGvu+ztLT2OtRwG4T2Tn72Ey/QE1fXtIKjF7BAi8JNz3JNYeqcSGFfr3Ixa+oVu61Cs1wi09NLbkj1+Vpvs5nOsRIZHCSoVjfU4a7DY489xsc//vGVB5oFItKlYPRTI4XXrKz7/+xECkcP3A1AYXpS9SYMwfTzGH6RcmDQCkPKczPkhkYw220K+kZ3XZEonHFcDtdtGv4FUoC/9m9g/HF49+/ArterxxJd7cHpydRGYVXVRDyIRomnM0Qde/m5ktsNQDJoalF4EfJWnqTcDsD2nLof9Rs5zFAQpCP8wKhqWVCtdSKFAzS00Qxuux1FbO9ezG51nG1UpHClcX2TqNtLdCBFxO2+ZE3h8UV1PS0Px3GiMWL4LFraofdGspnLP7YaBw8e5Pd///ex7ZXrfcNrUF66ha8cXkAEOUA3sO+gReEmJ7QvbDRj9qrVDd2WYuvQKJdI53rJ9PVhmOa6Rwo7ojC2R5kH+PmNTyGdnp5mYmJiOaLtlZTgyo3spSrTSHv9V8w77qE7OqJwapLJdjuKiJ+nx3QBwZzjLTuPdujbsZNmpYzduPSkZ8n1CYGD9XMWZZ7/Y3juo/CGfwH3//TK44lce3C6rnCjsKpVJOBFY0S6u4m3VlqU+HYEV0TIhlUtCi/CYnORSDDEUFecRFSZ83R7Sgi2EhKrHaEPWxZhGJLp68OqVvC9m7uBfevsOCIWI7ptGyIaxchkNkwU1ut1pJSYZo1YOICZjRFp5XC9i0d0TxebCCRul+T+8WPEREilpRejbxQzX/oCf/aPfpric89u9FBeFZRKJcIwpLLqnGt4DRoNFbWXQQbQorCDFoWbHGnbiFgMEYmseTzSp3pC+Te4rtAPJVOr+rtprp1OpNAwTLoGBte9gf2KKNwNgLcJUkhrtRq+79NoC7WZydMA3H7bAWoyfUNEktNObRrcs5dYMsnS1DgT7XTRkSjsz6io3ZTtUJ6fpXfbiijsXzabubgDaSAlJU8ZLTxfba598uW/gOF74G3/Ye3j8U6kUIvCjaLjPCpNE5HLEXHbDrTRGKl6nSPp/fSJEvV6/aIN7KeOvHzD2slsdlRNYe+y8yhAylH3pWbcozI/D4BA0mw2l9tSNG7yukL37Fliu3cjTCWkzZ4egnJlQ8bSWfAQkQoxcxAjbhLxcrjhxecR4w2HeMznbS8+yT1nT6r9eBufhfJqZeqpJ6mkExz73Gc2eiivCjrH/OrFvnrLolJTYtC1BIYwtChso0XhJidsWudFCWF1pPDGOpB+Yr7Im549ceE0Oc1V0SiXlhs8dw8Or3+ksJ1KHO9ECjfYbEbKFdOOcruGZnF6DIB77ryTppEm4t4IUagEaDLTRd+OXRSmJhm31MLGbdku7uxSheUn83kC318jCpcdSC+RQlryfDqVvM+fa7jQWIT+W5XBzGoSKm2MlhaFG0WzWkGaSsTIXA+G64OAYm4As1nnue67GTGLSCmXFzFWI6Xk87/16zz+5x97pYe+KchbeVpOZrmeECDSdqEsRyyqq+p2arWabmDfpjWunEc7mLnceZHCI7NV/CDkRqOuxyEyViMeVw7QUdmLx8XnEdMtF9IGP/Tkd4m76jraCm/u6O+NpNY2Pxs/c2qDR/LqoN7OYFgtCmv1NEGo7tGlUoneRK82mmmjReEmJ7RtRDp13uOvVKTwWMPGCSULrr4JXA9ey8G1rWVRmBsappJf37qB89NHL79/GUrCGzQZabVaeO3UsU7qRjM/gU2cwcERWpEuot7616bY9RqReJxILMbAjt0UpiYYtx3MoMz+7p3c27MdZMjhRdWOomfbKOVPfYqZX/xF5IsvEU0kKFyiLcWSqybCPRGTF6rNtWZPjSXIDJ3/Rx1RqCOFG4ZVrSBNVTvqx5PgBYioQbWrh4jT4MWuA/QY6nj89FOneGFybWpzo1TEtS2mjx4ivEgk8dWK4ztUW00adnTZeRTArqjjecmsUq/V8AIBKIfL5Qb2N3GkMHRdvOkZ4nv3LD92rihcqDq8+38+wecOzt3w8VSrVWKdxvWpbQBEjT5CwyII7PO2X6q3qMuQXizuGj+Fb6qUu5YMtMndDaITWV8KPRrzN/6YeLVzrij0Qg+rObD8fLFapz+pG9h30KJwkxNaFkbyfFFo9ipxcaMjhZO2SrHqTIQ110azHSnLdCKFQyM49Rotq3mpP7sqOvWnkcFBjHQab+HyovCZL5zlrz/0wrqNYTWrV+Y6kUKqM9RigyAEQSxLIjg/InO9OI0GyXaKaP+u3TjNBierVQxvkT3de7i9Zz9GUGa8rv53z8g2Cn/wB9S/+jXm/sUvkK7Umf/ud2g++ywyPF8wF9rnwtv7uyj7AWc66dVuE7wmZAbO+xttNLPxWNUKZjtSaEciBD7ImEktkyPZavJC9g66UBOIP//uCf7wu2fX/H1pVq3gt6wmi2fHXtnBbzDKeTQHiOUehaCyH/woLLoF6q5Ly2mLwmJxpYH9TSwKvclJCENie86JFK5yH52r2kgJJxdu/LWhVquRTql7erJbZUjEYup6dSGzmaOzFQDeOHWIWno7p/f9FABShPjujY9s3mwE1SqW18JEgBCc+OynN3pIW5rV2Uqd7023SeiMEjU9MGCuaukG9qvQonCTE9rWeY3rAYx4HCOTwS/eWFE44agJb2GTi8KTJ0/y8Y9/fNOuXjbKKqKbzqmV1tygSt1Zz/okuexUmyIyNIR/BQ5mixM1irPNG/K+nSsK5yo2fUEeP6McDGUiR1LaqoXDOuI06yQyql5gYMduAKZsF9NXonB3927MoEg+ECS7uolUqvhz8wz9yq+w46Mfpad/gEq9ytT/+X7G3vZ2ql/84pr9L7Wj5j/cr6J/y3WFjfakKj14/qB0pHDDsWoVTEOJQg+fVhDBj0WpZnswZUg5SBG0E4PTwuVsYe2CRWluevnnycMHX7FxbwYWrUVCt9OjcOV+1KyUkJkoi81FbEDaAYEUlOfmiMYTJDLZm1oUts6qdhSx1ZHCnrWRwmJDibTxwo03b6nVanSn1b081bcDgHhcXa9c9/w030MTFZCSd7z8JCeH78OQKtIuCXUD+xuAc+IkrWiEbTt3k/ACxl54bqOHtKVxHAffV8dpZz5S9+oE9ijZZJMwbjJWD+hP6EhhBy0KN4jQDfBLDjK49GRcRQrPrykEiPT1XbSB/eLiIp/97GcvaphwJfihXG7QvbTJ00fPnj3L2NgYlrU5XdE6jetXIoVKFK5nXWG4RhQOXpEorBVsAj/Ec9Y/Ha5zEc5ms5TLZV6YLDMiiiT7d8PM84yI9rG7ztEzu14nmc0C0L9zN24kRlVEMdqiMG7GyQqbSiRN77ZRmk89DUD6kTeQeeQN7Pyx99KKmPT++q9hZrMs/vpvIFedR52o+cO5DN0Rkxc6dYUdUZi5gCiMpkCYWhRuIFa1gmj/7IU2ThDBi8VJtmvfhgsLjBnbMaVPXyxgomCtqfMqzs4QT6UZ2L2XycMvbcAruDFIKfm7H3mKz700e9FtOiYzADv71kYKzWyKSrUCQhCLxmnKKJV2feHN3qtwuUfh7t3Lj5m5HGGjgWyn1hcbauF1vLD+WRPnUq1WSSfU/0v2qPrpeFJdr5wL9Co8MlPlruok2wuLnBo4gAjbhncGtOzNPSfYirROHMeJROjesYvRTDfz9TLeJmgttVXpzEFM01zxN7DrhK1h0ikLYgbTVkh/sp+iUySUOvp9xaJQCPHvhBDbbuRgbibsg0ssfOg5grp7ye2kZV8wUggrDewvxNjYGC+//PIV26sXZxt85xMn1tSXzbZc/LZmLXibe1Ww2VTRmsoGWX1fjkb7c1oxmlF1Z+vpQLpaFEaHhi/b6ygIQuolNUGwapc+Dq+FTi7/zp07qVQqHBxfZEhU6B7ZA9/7b9xdfRwAv7m+0W6nUSeRVqIwkcng7lSpW1ka9MRVtGMoJmgks+S2j2I98zSRwcHlWsy+HbsA8O64jb5/8k8IKhWco0eX91/wfGJCkIuYPNCVWokUNjuRwgukjwqhooUtnT66UagUbgMD8LwGdhDFSaS4ZVSl0W1bmOGZ8A66RZ37B8ANQmbKK3VW5blpereNsuvu+5g7eeJVM1lbqDk8O1HiS4fmL7qNSh/tIWIKhrsSy483yyXiXV2EjrpvpPv6acg41Zo695UovHlX4N3xs0RGRjDS6eXHzFwOUKmCAMWmuvZOlSyC8MZmutRqNZIRCxHEack07/+jZ5kJVRZDq3b+538yX+fNCy/iRGLU0iMIaYIEISSufXPV1b4SNI8dw42adG3bzv4Hf4BQCE4/+vWNHtaWpTMHGR4eplarIaXkyGwVMEmlfWTMpOgY9Cf78UOf2jXcn0PHoTX26iknuJpI4a8Ck0KILwohfkwIYV72LzQXRSTU2yedS4ut0LLOa1zfIdLXe9FIYadR55VGzo68sMjnn5qmNL9S49apJ4TNnz7aEYXV6uaMxDQrJcxIhERGiZV4Kk0i27W+kcKmBUIgoqZKH11aWhPhOpdGqYVsT0LsyyxOXAu1Wo3eXoe+vgLVapXpCeWmZuZ2QG2WeLuesFZZ30mj06gvv88Awa79AOxKxBBCxYp2R6KEhok3vJ3m08+Qevi1y891HEgLM1OkH3kDCEHju99b3t+S69MfiyCE4MGuNCeaDnU/WBUpvIDRDChRqCOFF0QGwQXrN9cTq1oBM0IiEkHaFZwgghVP8eAu9XlnCmWea91GF3XijlqoOLO0Er0pzc7Qu30Hu+65nzDwmTl+5IaO95ViLK9e48Hp8kXTyPNWHsMfZHsuiWmo80RKSbNcItvbRzJQ96h3Rz5HFw1q7R6Q2b6Bm1oUts6OE2+3COoQ6VELU526wkI7UugFktny+WYv60UQBNTrdaKRBrGwn+PzdR4/tcTvHGtCaOI01y4i2m7AXLnBm8YP8tLoPXQRQSAwA4EpAlqWjhSuN5WTquVHprePfe/6UaJ+wKlvf3ODR7V16YjC7du343kejuNwbF5d72JZkDED2xX0JlS2yLWkkFb+6q8Yf+/7CF8li4RXIwofBj4GvBH4a2BGCPGbQohbb8jIXuUYCZWGEV5OFNo24mKRwt6LRwo7orDz/XJ8bbLAZzMux06siMyJtoFGvOWwaG3uA75jIb9ZRWGnHUVHeADkBofWtaYwtCyMmIn46FuJDg9BEFzSnbZWWDk27Pr63+BrtRp79jyLMP4EAHep3fuvezvU5jFQIqBWXr9Jo5RSicLsiii0hlXtzB2pruXH9vmqNmY6cAhKJdIPv275uWxfP7FkkuLMJJGeHhJ3303je99dfn7J9YjKJp84/gke6k4hgZdqFjTbaXLp/gsPLtGljWYuwtTf/wfM/NzPX3IR43rwXRfXsZGRCKlkkrBRwpcmzUSGhwZ6sBIpzLrDofg+umhil9R5c/RxZTbUspo0yiWe3n2AuW27MaPRV01dYUcUFhrumsjoavJWHuH3r6kndBp1At+np2+IpK9E4X7nBbaLPDaSIAjI9vXjNOp4rc19/7gRSClVj8JVJjOwKlLYzmrp1BQCjBfXz3jsXDoT5EikRswYZK6iPuvvzdaQbhctZ63RzMnFOj+wcIxsy+LxbQ/S13aWNQKTKD6uvbkXirca0nWX21FkevuI793LsA9Ts1MEvn6vr4VOptz27duXfz+90EKYdfxkEmIG0pPYhsrgKjhXPxfxZmeRrktQfXXc269YFEopn5VS/gwwAvwD4BTwr4HjQojvCiH+DyHEhUNamvMQcRUpDFuXngSFtq3cRyefhA+/fs2kMtLXS1AuX3AidbWRwsWmEoDHxldc0SZsl0gYMlicZ755425W68GmjxSu6lHYYb17FYaWhYgCi0eI9CoBdKm6wtWi0LrOSGG1epDF/FfX7r9WJpmcIwxLQMgA7WMrM7wioIBmbf3aqniOTRgEayKFxe4cCcdif7AiCndZSpCOWW0DoIdfu/ycEIK+7TsptttSZN74RpxDh/E7K/ueT9Oe5Tef/U2wTyKA52tNFSlM9kK77cF56EjhBZFBgP3yyzS+/W0KH/79G/I/rJp634NIlHQ6jWgfc/V4F7uTceqJblJuk/qtg0QDF8tM0ONbHP3Oc0z85N9j7lvfxI4n+YPkAH+8UGX7bXcw9SoRhaujoS9NVy64zaK1iO/m2NG7cotvlNWC5ODgDhJBAkMGpHDIUVXR9UaDbH+nLcXN1wPMzy8RNptrTGZgRRT6bVFYaDj0ZWIAjC/duLrC5cb18Rrx6BCzbVHYnYhQaGXPM5o5NlfjbdMvUMjmeKF3H7H2dNGQURLS1UYz60zr7Fla7TXjTG8fQgj27L8VT4ZMH3r11DC/ktTrdZLJJL1tt/5arcZEPsRIzmCZSbrENELCWUsZ011LpLBj9hg21r+91kZw1UYzUkpbSvlnUsofBG4FPgTsA/4EmBdCfFgIcd+6jvJViHE16aPJJMw8B/mjMPfi8nNmbx+E4XJtwmquVhSOOC/xl7EPMjG3cvOedFrkGhXSzTpLrc2bKhIEwfLr3LSisFImkztHFA4NU1vKE4brEx0JLQvDVOlfkbgSeZcThUY7Fex600cXHn2M2p8sYJ9eWVQIw3GE4QEhsZhDj9E+Fg0TWElTc+rrV1Not1fDk6tE4WwkQq5Woq8RX35soKwmX2c8i+iunUS3rS2X7tuxk+KscpvMvOmNICXN7z8JqFRqM1QTrA898x+4JRVTdYWNxQubzHSId2lReAG8+Xmk6xIZGqLwe79H/TvfWff/YVUrAPjRGOlcDqOhjtNmPMfiZI1GmKIrqBMOJ3FdSShMDuzuYfHu1+Dn84z9xq8zseMWQgRnbYedd9/P0tTEsoHUVmYs3+Ce0W4SUYODU5ULbrNQL+N5cUZXO4+2o6kjQ7tJ+kmSWAhgCPV4tVgk29tpS3Hzmc2446qlSXzvOZHCc9JHZ8oOxYZLPGIwUbxxRmnq3hgiY3USqW3Mli0yZsj79sWYdbPUvLWRwjNj07xm8TiP33kvXXRauXggY8Slh2Otf8nBzYxz/AROVL3PmfZ5s+/tP4QZhJz42pc3cmhXxVi+zs994kVsd+NrTuv1Ol1dXXR1qQXhpVKZfNXATMxS9Y9jxn4LjBYna2oedC0N7IP2dTCs36Si8BwmgBeA44AAMsA/AV4QQnxZCDFynft/1bKSPnrxE0e6Lvi+Mpqx2hPnuYPLz3ca2F+orvBqReGB4AVea5wg2Ti0bDYz3rDoKi+RthuUpbjMHjaO1Smym1UUNsrF8yKFuaERwiCgsU6r6EoUhoQyQdRU78OlzGaqSw7Z/gTxdOS6jWbMuV6Spf0UP3aEpY8dxpqqEI9PLj8fi9v0RAJlwmKtFYFeY/0m1k57tW51pHBOGuSqRWKllYUNe26GpNNgLhon/dqHz9tP3+hOrGoFq1YlcdddmLkcze99FyklBddH+mV2d+1muj5NzD3DCzWLsFm4sMlMh0RuyxrN1L/zHawXX7z8hteAOz4BwMiv/RrxO+5g7l//Mu709KX/6CpZFoWxGKlMBrOhPgefLv7jf3+GKhmyfjuNMpoD4IHkIpNBnH1f+yrhI6/n7I5bADhbt9hx170ATB15eV3HuRGM5ZvcNpTlnu05Xpo+/1wMwoB8VS1e7jinRyFAT/8wWTdJl1Dn3qhQ4qI0OXlTN7BvnVWiMHauKFxOH1XX6HxdZenkUlHOFm5cRk6tVlON642QRNd2xudLJK0i0S//Lg0nQyNYwq6vXJ9i332MiAz53o7b6AnV/b+Q9UEmiAmffGVz3mu3Kq0Tx3GSCcxojERaRa66H3mE/obN2WOHb3jN9XrxzWN5vnx4nqfPbnx2QK1WI5vNkslkEEJwdq6AlIJYYhqcEgemPIRZ53jJIW7GrytSGNzMolAIcacQ4reBOeAvgduAXwP2AjuAXwfeAvzROo3zVceK0czFReGKm2QS2mluzB9cft5sryZdqFfh1dYUDssmdf897DGPUJq3kFIyYbt010p0hx6OGcEONudFqVNPmEwmN6Uo9NwWrWZzuR1Fh+7lXoUXd/27GsJmk8ied7Ho/k8MdwGiUfx2A/tmyydfW1vXUyvYdPcnSWVj1x0pPN00+XZymthbTNyZBhO//yzd3Xmg3dcq7hIzgK7tUJ9b/rtACgJr/UShvSwK1U3VDUOKQYSEU8BdXDlPynMzZJ0a5Wwv6dedLwr722YzxZkphGmSfsMbaHzvCaqejysl0i/z2pHX8pO3/SSTi1+j6geMecbFTWZgS6ePLv23/0bh9z58Q/bdse1P3HE7o7/7OyAEM//8/ya8wmvXlWBVK0jAi0ZJpVJEbXWcSBI8lfTx4t1EQp+03eB0l0r32x1OUbY8KqGJNTTAxO7biXoetjAIt+8kkclu+brCquVRaLTYP5jhvp05js7WaPlr70klp4Tv5gDY0XN++mgyEiXtJ+ijhkOM3ajWFuWZGTLtdh83Z6RwQrUHGlybPWAkEohEgqBSwfdDHE+935l4hIkbLAozSXWdT/XsYL7WIuvXedPfeS/dzZBkrMmv/Ytf5Osf+R3mzoxx+6HvMdY/ynRkiO2+QYhkobuKISNEDMn8JrzXbmWc4yfwenNk26mjAGY2y86eAWyvxcKZ0xs8witjOl/mteI4T57Z+IWgTqTQNE0ymQxzeTWPzibm+eHvj/GBT4b0uXkmqg49yZFrE4U3a6RQCJERQvwTIcTTwCHgnwPPAD8G7JJSfkBKOSWlXJBSfgD4j8CbbsCYXxWImAkCwtbF00c7kyIjlQK7PXG+QKTQv8Aq7NVECoMgZKfcS9X/p9wTWWJpqk7RC7AQ9NQr7N+hjDry6zhJW0869YTbtm2j2WzieZsr1bXZThNK53qQvr/8ueaG1reBfdisIVLDBHIYb7JMZKAfP69E4W994yQ/+QdPr9m+VrDp6k+SzMauO1L46UaaX7Oz1G+dYOT/eYjg3jRd3XnM/O0AyGiLloxA9yh0rM8T3fgiAk7luv73ajqRwmRWpYvMOB4SQVpWKUypyKXveVQWF8g5VexEP+LBe8/bT6ctxXJd4ZveSFAqMXP0BACeu0Q6muZfPvgv2WaoydHT5tCl00cTXeA2INh6tThBvXFJ06LrwZ2YwMhkMPv6iO3Ywfb/+iFaJ0+y8J8+eFE3zKulWa0gzQgIgZFIEm+pc7BehTqSO9tip6+0xPGUSiXutlS08sxSg5ctFyue5J5TTwAw4XjsvPMeJg8fXLcxbgRjS+p82T+Y4f4dOdwg5Pj82slN3soTeu3G9asihc1KiUQ6QzA1RSxM0UWDx4L7yAobgpDqUoFINEqqO3dTRgrds2eJ7d27xlysg9nTQ1Au851TK2I5HjGZKVu4/o1ZfK1Wq3Sl1L0xkdrGYsMn6zc48Ka38paBBzCEZOLW13Hiye/y8X/9y9xanuab972Olp1mKBA0Eh4WX0KEUQwD8q+SGqrNgJQS58QJWsnEcupoh70PvwEhJSe/9+0NGt3VMTL7Vf4y/qtMnDq0oeMIgkDVNbdN57q6uqhWa6QSLTJGiwOTRQxgX20W3IBo+sBVi0IZhgQlNb8L6je+z+grwdVECheAj6CMZj4I7JFSvltK+UUpL9jxcRLQxjMXQQiBiJtXFCkUySRPFpK8ufXbWKU5sCuA6lMIEJwTKfR9H9dVk/wrEYULJZsuqeqtdpNiaXyJqbbz6K54lN1t8TI2O3fRfWwkq0UhbL4U0mZ7RT3T00vhw7/P2R95F1JKMn19GKa5bmYzslFHxNQF0J7Nql6F7UjhmaUm0yWLsN2Cwml6tCyfnmPfZMd3P3xd7qO+38SRJi0MHj+ygJGK4t26RCTikWn8ACKMEolZ1MIEdO9QkUIzDoN3AgJjHVMqnXbUuJM+2nHQ7Y371AtLtKwm1cV5ZBgyUC0SmH1MGedHKjO9fcSSKQozShSmH3kEgJmXVbqg9EtkohlS0RS/8dqfQwQNPt5zgEMzd/Di1yfP258alOoHthVTSMNG46Ltb64Xd2KC2O7dy5PnzJveRP/P/RzVz32Oyl/+1br8D7tWwWh3UZLxOLF2y4SlhuC1gwkeeVz9n4HSIuV0NwaSsDJLCoexhRovp/tAhuydVPbwZ2oNdt59H41igfL8xZu+b3Y6zqM7sxHuHVULKS9NrT0fOo3r4xFBXzq2/HijpMyzqqfHQJikafDN4EEEYAQB1XYqYravn8ZNKApb42fXmsy4TfiTd8HsC5i5HEGlwhcPqXvqkGEQ80NCqfoV3ghqtRrpqDruXdmPHUDGb5Ds6qYroTIcZgKPN/2H32NHCwIET99yPwERukNBMeNSTtUx2g3sK87mNp/bSvhzc4S1Go7BeaKw7y1vobdhM/bU97bGAlRdzTlShUOUmxtXd9rJIFstCl27SVe2RFLGuG1GPb+vModwQ/zYLVctCoNqFdpGjzej0cy3gPegxOB/klLOXGpjKeVfSimvuWZRCLFDCPFtIcRxIcRRIcS/aD/eK4T4phDidPt7z7X+j43GSEQu2ZIitFYihc/XckzIYRZlDyyoFRizuxsMYzl83cFZ1S/lSkTh7PQsJmpCIOV+ahNPM95uQXH7QC97RpQoHJ9fnzTH9aYjCju2w5tNFHbSrNI9vTSeeAJvbg5vdg7DMOkaGFy3BvZhswkRlTZpWweIDA0uG80sVh38UFJzlPirF9XnG3v5O6TGnsWuXbtlvOsu4YRqwv34uJow1OsvAJCr303E6SGTaOKQwE5tU5HCrhHo2oaBJOqt38XUaU9Ev/BSiX/9iZd4YUFNcHf1q+bRhalJSrPq0rVjcgqMOAdLE+ftRwhB3+gOijNK4EX6+kjceSdzp1STWiOskY6qfb5h++sYNasczd7Bwckch759kUtjRxRusRRSGYaEzSZ+qXRD6lpaE+PE9qx1aOz/2X9G+k1vZOHXfx370PWvODdLJSIo0enHE0RcDyEkTmhw78uPMtyea/WV81S7ujEDk7pM8MORFzk2ucjZHfvJ1s+Q6/aJuS6nF5bYdc/9AExuYWfAsXyDmCn46gd+ntknvsFwV4KD5ziQ5q080u1he09iTdSr46hcbhuqNCI2E6h00YgIqLeFd6b35mtgH1oW/tz8WpOZuYMw8T04+jnMXDd+pcLjp5boAkZCQdB2Ih+/QSmktVqNRMRCyDgLdSXuu0OLeCpNPKlE4WC6zoe+/DfsmR/nhaHb8CMlkBCXglK6gR1rIqQqCah7rRsyzpsR58QJJGA5znmiMHHnnWxzQ6q16vK9a7PSbPlE3AoAB8QEz4y/cnWFzqlTzP27f4dst+/otGDpmMwkUhmioUMyOc9IKUrGUfey/eUluvyQurn9qo1mglUt4YLaTSYKpZQ/KqX88kWigjcCH/glKeUdqB6JPyeEOAD8G+BbUspbUEL137xC41l3RNy8pNHMck1hMsV8S0XyGiSXU0iFYWD29p4XKeykjkaj0SsShdWZUwRSXYha4W0kas9xbFGltWyP9XPmq2r/U4X1P8GrX/4yJ1/7MFP/8B9R+MhHsF58URnsXAWNRgPDNPmcqyYsm00UNivq/UulMzjHjwPgHDsKrG9bitB2IJpF0CCQA5jdo3j5PFJKFtqir9DuiVVdshFhgJwcQwQeYbVCcI1pS65bwG2v/zyX34YXhLjuURwnS9oZJOL0MJBWq3IVsx/q85DdBl3bMPFJ+OsYKWzWiSaSfOTRMf7q8Bwf/vgRIkcKDA2oydnS1ASldi+o28bVKv3ByoUj4H2ju5bTRwElUkoVAIygSiaWWX7uvbleguh2JlouzUoLp3GByGu83RJji0UKQ8sGKSEILuh0fF37dhz8uXliu3eteVwYBts/9CHMri6Kf/TH1/1/GoWl5UihG41jeD5GBBCCvWcOE/s3P4cfT5C26tSyPUQyOSqyh78jnuCZkwssDmzndrPK0K1vYjS/wKlKjdzQMN2DQ0we3rpmM2P5BoORFl6zzjOHTnPfjhwvneNAumgtIr1edvdl1jzeKJfI9PRSmVOR0tmYy2K7HUtM+HSkTbbv5hOF331MmTKt7lEo5w/x/WQCe05FCpv5AhXL49YwJIugbqtr9HrXFbqBy3984j/SaDSIRRvExSDzVQeEx+QdR5lrTNGIHwPgjbnHefenv0Z30+brt70OrxDSHwYYCKrJInZ0JVLYCjZXmcYryeX6S18tzvETeBGTIPDJ9KwVhcI02X3gbgBOP/vkuv7f9Wai2KQbda+/x5zkyTOvnChsPPZtqn/9N3gz6v7eacHSiRQ2ZJSYCElGp9kzp1YBp/phT6lCl+ezJPsotcp44ZUf136xSCMe5fRQD0Fta93XL8b1uo/eMKSU81LKF9s/11EOp9uBHwX+tL3Zn6JqGrckRiJyyZYUod0RhQkS7jY+RYZmcu8as5lI3/kN7DuisLe3F9u2L5ty4C2dXRaFntzFqDnG8cUimWaNxlyKxgl1sM/dgJzpxmPfVk3Wl5ZY+h+/w+RP/TQnf+C1TP79f0Dpk5+8on00m028SJTfXTq/V2EYerTc65+QhKG85lqPRrmEYUZgcgra9Y4dcZgbGqaSv7hD6FWN0XHBzJI0ngZ8hDGEtCysUoWqrf5vsaFWd2tFm5S1AK76PeGUrzmFtGUXcBGYBFh+ku+fnAJxGsfZQeiFRJxesjF17JRlFmpz7UjhdgwkmbCOv04mRna9TjyZJu/53Oab5PYkMOcc/svXu/ju0Fs5dXaa0uw0qVic0fZ5c6p+YaHTv2Mndr223OMu88Y3Uc5kEVIiwvpypBDgDaIBwmAx2+53NHOBVcMtGikMmyvnfVBY38m9O6kisfFzIoWgXBoTt92KN3f9aetWpYxhKFFoRaNIL0SY6vZXHJznZ+2PEWa7SdpNvGiMRiRCMzHEw+Yhmna7AXLjFv7ncZPtS/OcDdQ1defd9zF99BCe5xK+Yuul68ephSrJsqqdrNfq3L8zx1TJWr5OACw280ivl529K8e7DEPVZqenl2ZDLWqdSvgUTUkoBQnhYEej+K0W2b5+WlYT175x7RY2EzNliz/+1HcAiK9KH31i9rv8zPAgf147SSSXwy9XiBiCh8OAbgT1QNJzAxxIx6vjfPWE6iEbiTeIRQaZq9qYiRmmBub5k+++j2nv9wB47fFx7ihN8j/u+wm+d+eD2E4Xe9tTlGp8Dtd0EO0m9j5b73hfD9yZOnP/6Sm8/Podz86J4wS7lLnZuZFCgMEffDO5psPpJ76zbv/zRjBRsMgJdfzebU7y5NgrtxjU8U/wFtT1qBMp7IjCRVtd76NintE5j0YCnrrDYLjmkGnUacgYodlHyb7yFllBschcT4bTw704F5lHbDUuKgqFEONCiDNCiGj797NX8HXmRgxSCLEbuB9lbDMkpZwHJRyBCzo7CCH+qRDieSHE80tLm9P5zEiYl2xeLztGM2ZIvxxmFAM3/cB5ZjPn1vp0RGFfXx++71/WeEVUpwjJIYYSCAxGTZi0W/Q0KixMmEQDSAQ+edu55pz2xbNjfOG3f4NnP/8ZFs+OLffmc44cIf26h9n7xS9wy1NPsv13f4fcT/wE3swMix/81StyIGw2m9hmhNAwiCXWOpBOTf0hTz/9DsKrWP25EH/0/XHe8lvfuabXr9KsenAOqohCZHAQ55hame0eGsGp12hZ1zcRkJ6HFAkQBk54L3HjEIGrUrkWz6zY+xfbOf61gkNfayUVJdEqXbMDqVsv4ADDsSKGcHn8xe9iGBZhuJ+gFRBt9SAidUBS9qLtSKFKHwXIiQaldep55TTqWGYXtgEjniC4NYV8TZ73PjjCkdQt/NuJbXxx1iDj+uweUnb5086F06D6Og6k00q4JO+5m2rfABnPRiDJRFciJ/d7swgZku9RN6DCzAUWUBLtSKGztVYUw+bKsXkhp+ProdOOIrZ79wWfjwyP4K9D2rpVq4KhbncNM0bgQWiapHFxhnfTdJvkEzZpu12T2pTUvQgmIW8zniNTq7LvcZ999h5ytXnm4yn8ULLr7vtxbYt//Gc/yf986X9e9zhfSRwvYK7aoser0jDT+I7FfTtyAGtSSGdqZcIwvmwyE4YhZ3/lM4SBTyrbjWO2AMmhZMCwHKNIFxnRACEonT27qoH9zREtnC7Z7KjnCRCcjavqllCG/G5dLQR+LRlBRH2idoM9PQn2YdCFoB5Kdven1z1SaPs2KV99diJRI5EcYbZiY8bUvKjuZtjzhTcjGiCG0jz9y/+dr+9+Ldl4DF9m2Om1SwJiEyDADNS1OhTXXt+2+pqy1fDmmiDBX7oyUdjyAz75zNRyPf8Ftzl+gmCXMvRzDZMPf/jDTK9qy5N+wxsYqjXJz07TKL1y0berZaLYJNeOFGbCOs2lqfNcz6+U04t1fvEvD+Jd4YKxl1etcLw5db+o1WoYhkEqpY79iZrajwg8RmcdTm0XjLfNwrctqLmQF99Pwbny65RfLOFE1Pnh3gTpo5PAFCtdpqfaj13qa+r83VwfQogM8NfAL0gpr3g2JaX8AynlQ1LKhwYGLtE7bAMRl4sUdtJHRYs0arLpxLZD6cxytMHsvXiksK9tRHO5FNKMVQJMUncrfR3K/eSjMYY8DzxJjynoDkNqkfg1W4uPPf8Mp595ku998k/4+L/9BX7/H/80n/8vH+R0o0xtx3bGnn+Go88/xeHKEof6M7x4514O7RjAL1++XUGz2aQRU+m1nhBrRGG5/DS+X8O2r6/v2eHZKrMVeznidjV0GtfbB18iumMH6de9blkU5gbXx4E0tG1EXIkUn26SxpPIIIPRtZ3i5IoRxnKksGATcaZwDXVBizslrGsUhVaxiIPENG3MzCnyjSMARCN3YASSiNMLRkAmWqVca4DvKEHYFoUZbAq19alPcRoNCoESXz2BQTGMkY3X+ND7HuA3ds0x4izwaLCbWKnK0AP3Exc+pSCK5Z1/jvTtUKKwYzYjIhFqu3aTbvdVXC0Ks81FbmtOMNer0ueKFxSFWzRS2Fh5Lf56RwonJgCI7dp1weejw8P4hcJVp5SvxnddnJaDMCLEolGagYcXGARGhB7RpNy7j/9+zweoxRukrTpIiWlE8cKAo0Y/P2Z+n/7JeXoGkvxwZZCI7CYwTKYdlx133g1CEIwv8Y3Jb1zzGDeCF4+cRiIYHd1GJdpN6NjcPdqNaYg1KaRzZTWp67Sj8GeXsFoq6hr3fFrZBBlspqMGe9yXKYRd5FDnSPHMGbLLbSluDlE4V7EZbeTJp3v5zUdVveU3xr/GCSPgAZKcjsU4VlnCkJJdCck2I0YWgYtgZ29q3WsKLc8iGSSBkDBeJZEdZa7ikIgssGtR8p7fadD62pNEnCyRB+7kJ977BsRIisF2b+JBP0ogJLapXgthe6FWSALv6qOF7uQkJ3/gtdgHD67PC3yF8SvqfAiuMLPm0WN5fuWzhzk4U7ng80Gthjc7izegzpPJhUXy+Tx/8Rd/Qbk9/4kOD9OfU/O58sLmNPwDVQ/bH7EgpV7LncYET11jv8LHTy3x2Zdmr9h4yc+ruam3oERhvV4nm81itBcDjy6puXbMijBUUKJwYrB9jOfniAvwY/uvqq4wKBVpRdvp1M1XuSiUUr5ZSvkWKaV/zu+X/FrPwbWjlH8NfEJK+TfthxeFECPt50eA/Hr+z1cSI3G5mkJ18W16FgPtfm++bE8s55X5wuUihXB5Udjrqe0T2zMUYxIrPEA9laHfgddmDF6fa5GTBlYyTX5i/CpfpcJp1Imn0/xfH/kzfvjnf4l9r3mYhVMnODo6wFdfeILP/9df5dGPfpin/+ZTnHnhWQrVMjO9XdhXkFrZaDSoxdRqUDUIqFQqAEgZUqsfar8H1xfEni2r92iucvWrXo2SalxvHTxI8r77SNx5gGCpgJfP0912dr3eusLQsjDazqOLd/4pkchLQEhk2wPUp1dE4XJNYd7CKJ7hWO8ubDNGpFXGvsa2FM1qhRawZ7GFmTnGaPYsrVaKdFSJqoijVsv7k2UqnYnhqkhhRIQU16lWrVmtshQqURiLGQTCZKRtmLi/L8s91UO4RoyF6CDp1z3MUBRCs5+z1bPn7SvT00c8lV5TV1gZGCTVbLcYWZU+SjPP/Y0Jin0tRKxJfuYC61dbVBQ6lZXXUptfn1TnDu74OJGhIYx0+oLPR0aGQUq8/LVne3SMnmQsRiqdxrbK2EEUjwi9ho0fS3PLoRJvv/2NRAOfpGNRjauD5oupW3nAGONNssA/+A8P4yQN0p5qBTRWa5Dq6qZ35w5Gigkma5PM1De3EcRqvv6VRwHI3nYPrhEDzyYVi3D7cHZNpHCp/fF3IoXOqSmcQE2AYvUGVjJJNiqJBiZWIqASphlBfV6V2Vm6brIG9nMVm9H6EpE9e3j81BLfObnA7734P9jvunzowD9GSMnjNbXW3u02GRBxuvEAyVA2zkLNwXLXr2bN8i2SfpJYzEEISTKzjdlyk15vjl/7swDTarHjox8lKnbgBkXmZYB9Tw+RqocwHFIYVNMghUU2CPGoQwiCgJZ99eNsjY1BEGAfPbpur/GVJKioBcywcWX3y7NLalHtYgvKzgnV5sjNZkAIpmbnGBgYIAxDPvnJTy4bB/bc/wAAjaXNO+UdLzTpFU0qI3chETwQm+Kpa6wrrLUDJotXGGn025HCTmZJRxSCWgwfr6m59lAlAcCp7dBKpmkkBNvK89yeMPHi+67KgdQvlmgl1L2i1Xx1pMdfTZ/CnUKIi7aYEEIkhRA712dYIJTN2ceA41LK31711BeA97d/fj/w+fX6n680Ih65dJ/CtpjL1y2G2x+V8FRErFNXaPb2ETabhKscR23bRghBT0/P8u+XItcOz+ftL1PpTWCFB0BKdpYMxG1f4OwP/ksGwwArlWFp4vzJ85XQajZIpDNkenq5441v4Yf+2S/w3tf8ID94fIof/fl/xU//+m/zT3//T/jFT3yOf/YHH6f3NT/E8wMP05i/9KqYlJJGs0kzrk70RjRNtVolDEMsawLfV5MXy7q2cXeYq9hrvl8NzUqZZDRGsFQgef99JO64A4DW8eN0D6r8het1IA0tazlS2MrOML/dJGacJDLyAE47xz4RNSg2W4Sh5Fi5ykh5jvquW8ineoi2rj1S6DXrOEgGag7dyaPc1jNGtTpIpi2aoi01ie5OtyhX2oKoaxtkhpBtR8haaX1SvK1qjUqkC9MQBCm1grc3pY4N84kn2WHPYMiA07l9JO+7j53JBEGkn7HK2Hn7Ug6kOylMr7SYKKfSJFrtGsNVRjM0FrnbLvMPo7/Hznf+J6qFJYJz0162qNFMrVhZ/rk8u86isN2O4mJER9TCgb9w7SmkjZK6yctkilQqhW+VcYIIjpGg17CIh5KpZ57jNXe8EYCB4jzFpDpmDuXeCcDbvJcwTQM/GyFnqYnGqVl1XnXduoeBcpyIL3hybnMbQXSYO3WCY1NFBBJHxHGNGEbbTfK+HTlenq4QhpKG28C2lRjsiEJ3fB47UBPdyPg4jUiaqCFI2yb1TISqn2SnUNft6tIS6R51/m/mtLf1ZK7cZEdzif0P3sloT5J/+/nnGG8s8M/LVYZ2PsL9MsUxT6UKJkoVTvZUeH/y7/N240X6Mur+PlFYvwmm5Vuk/BSRhLruRGNDzJSqjNaLxH34g/ckyDzyBiJBD54scKiu7nHFuk08PotEUMioCfW9rRae2cQIIyRCF/caRKE3r84bb5O2uLocfrkTKbyy++X0QoV3n32CWvPC4qZ14iQATtQknusln89z77338nf/7t+lWCzy6U9/miAI6H3d6wCoHD+2Dq/ixjBRaJKWNf7S6aHaNcLrU7PXbDZTa4vopfrls4hk25cC1qaPdnV1UXc8PvbEOCEG0USCvmaSUMDYiKDL62JqULCvOsvd8SR+bDcL1rVFCl8tNdNXYzQzDvydSzz/nvY268UbgP8DeKsQ4mD764eB3wTeIYQ4Dbyj/fuWxEiY4EvkRQxMQtsC02Su2mCgPXmOOAK6tsO8qk+LtYuT7YMrDni2bZNMJpdzqS8ZKQw8slKtdIznfxsxEhIjxagleShao7j3S8hIi2GvhJXuYmny2j7iyfkC43WJ461ERltHj5IbGWH/G9/M8P5byfb2Y5gmYRjyXKHC/r6ApflLr4q1Wi3CIMCOxogFErd7G2EYMv6h7zP75a+0tzJpXoco9IJw2b1zvnp1otB3XZxGnVh7FSl1333E26LQOXaMeCpNItt1/ZHCWgXRFilBrM7UjoC4+V3M7u1EChbZeITRnhTFhku9ZDPRmiIqA+59x+vJJ3MkryNS6DotWmYTL1bgLVZId6JOtTpE2lAT606kMJWEStNW9gTZETBMZCIHQLN2/RNGKSWeY1FLdbGzN0W9R0XX7+rqxT56FOPRbxOTHiPOAkcHbsdIJLgl3U0Y6Wdm8dByf6XVDOzaTWFqYrmWtBBIEqa6WT07/+zKho0lDngOgyyQTJYZfvCPKc+fkwZmmBDLbrlIYaO0Mt7GwvquUl9eFKpIemcieS10xIifSJBKpQjqRXxpYplJeoWFAF4slsnm1HE6tDTHYlpdO+30Hp6Rt3OP/ZRKK+2O0u10kbGanGk70Zq7+zClYKSc2hKiUErJE3/xp9RSA+zoSRHkLfYaSaK+usbdv7OHesvnzFJDtaPwekjHIRNvT37my9i+OrZTS2epk6FRqmB6GZrdcap+ghFRJur7VGt1zEiEWDKJ01x/o7LNSHNqhljgkdy3j1/6W/uYLxkMNx7hLa0Q+m/hVuONVCIqi8ewapwY/C5p6fB64ygpQ80FJorrl0Jq2WWSQZJMQn2+Y/UyS42Q7pb6PKZTNtVWlRh9eKLEoVqTjC8pB5J0pIAAKmk1nrsKJnakhpBREqFLy7p6Uei3F0A7LpFbDX9JzQGu1Ggm8cKT/OyhzxEeOXzB550TJzD7+7GsJqJPlfDs37+fvXv38iM/8iOcOXOGr33ta3Tdez9GKKlPrXuV1rpQczzqzSZJ2aIc7eUJYbI3GGOqZDF9Db03O5HVK4kUBqXScr/A1UYz2WyWj35vnA9/R2WKxVNJ0l6KmcEkdtwkG8LZIdhdW2C/EQUR5cRV9FZ0C0Va7S49rvvqaNFyNaJQXOZ5g5X6w+tGSvmElFJIKe+RUt7X/vqKlLIopXyblPKW9vf1dT54BTES6iZ7MXvj0LIwkkkWl+oY7bc/4QgYuW/ZbCbz5jdjZLNU/vqvl/+uIwoTESX2LiUK7aVxQnoJhU8QrZPaqba9u+qR3PVJEOpE63dL2LEE81PXJgor5SoNGePQzMoE0z5yhORdd5+37Re//i2ysoYpJDPFS9cUdhqU2rEE91V8prLqNTuDBk2OI/wEyfI+mo1rTx9drDl0asRnrzJ9tFlp1wQUiohUivitt2JmMkR37cQ51nYgHRy67prCID+zLApnpYUfCyhvV/3TesIehroT9KVjFBsuX3lxnt66urH0P3AvS6ke0q1rdx+1WwHxwa/y7Tc+SiahLinVyhCtpvr5cDkJoUk8JglCqJOhUMswfbyESKvaA3sdRGFpvgSE1OIp9vanqfYaiDDk/p7t5D/0X4l3d2OlsuxpTjKe7Gex5rAjGSeGyXuf+Ch8+v3n7XNw9z7V8D6/iBWENIOQRFpghJI/fnqVsUgzz5BM0CMrNIIs2e0vMzHxsfMHmejackYzVjt9NJ/M4S6tXwqgXy4TVKvE9uy+6DbR4Y4ovPZIYb0tCr1ojFQqhawo8d80U2SFupFPDQ4RmVKT1L7yEnNd7X6frsvXgwcZCWZh/mWi3VEMDLYVCozZ6m+toRiBIXmotY9n5p+5KkvzG8WlDLEmD73E9LHDWJlRdtqSX5j0uM9IEQ1dfD9YNpt5aaqy3Lh+OBdZ/vugZGMHdWJGgkikhE0S2w4pMcodrVGsQAnqRBhSb6nrZTyVobWFzUWuBvPsKQBe6i5Rj30XIzFFaeFNOP13gRml5L2BalwtWM3nPN67+HVA1V8Z7Xv1etYVWtUpkn6S/qg6j788fhhMix5L3dtLWZhpzBA1+5DC51RjiR3t29yIdBFAPVGgtxbFOXILXriIIaPE8WldQ429t9B2idyColCGkrCpXnNwpYuobfdk7yLXTufEcRK3306jVMRNpMlkMgwNqQyiBx98kNe//vU899xzvDQ5QTwMaaxTC6v1ZqLQpLvdiKYSyXIstY+uVp4c9TV1hV4rYH6swsvfmuabf3yUT/7Hp/nTX/k+7jnz4I4ozF+B30DHZCa6fTve/DyO4+C6Ll1dXTx1tkgsYmAIOFkIMYwUp0ZTILIkQ5/xYYiFPqPt1jrHWhn+YPrKFj+t8or88NzWDenj+0pztS0pLiX67gAq1z6Umw8RV8X68iJ1hdK2MVIpGlV1oFUISLsRGLkXimPQqmMkEnS/+13Uv/715R5ilmURlxEq//3w8u8Xozp3mlD24cXqICBrzGKLgLfIb2D0jDE6oibKPW4FKQQL1fo1OWX6dpOWGef5SXUS+YUC/vw8ibvvWrPd2NgYLz3zfUqhylTO1y+9wtRpXO8ZUe6teyxmVN1WfX+Av2eObPIAscZ2rOaZa3ZO7dQTwtVHCjv1TMbUNMm770a0naoSBw6sOJCuQ69Cb+wsIp4lFA4HXZ9UYTeTeyykM0tPeifDXQn6M3GKzRb/67kJ7izNILq7GbhlN0vJHMlWHbt89Sv5UkpavoERqSONEHN7DcuLYttdzC+om+asJ4i2ujAj6qJfSezk+5+d4lt/cgyRVZN+t3F5Q6HLcfrZKSRQkFH29KcpZCVZ22P3kTzWM89Qef8/xEpkuaukUkUfP7nEaCLGL07+GdvsKpTOjyYP7lZ9xvITZyi46iYVy5okW9B3ZHalDUFjiZbRQ0bUec5/B/XZ+6i2fp9q7ZwedolucCrX/VpfSey2KJzP9MMVGD9dKZdzHgUw0mmMrq7rSx8tFjCDkFbHia6gzjUnmuLAnd9hdMcRCv0D+M8+izBMuhsVFrq6QJikXZvD9i48aSIP/RWnZ1T9T0+tzoShJvYFr0Q95TMa9tHwGhxeunBE4EpY+OCvUn/00Wv+ewA/9HnXZ9/FJ4+f39LHnavznd//AxKRHAuuyS7D4CNGi8BQi46lap29/Wm6EhFemq6Qt/KEXg87e1ZqPoOGj+2XSYgobrv/6PAtdzLauoX/d/ofEouoNgwRQ9IUAhmGJNLpmyJSKKUkOzdJIOBgusxHD/8hDxyYpORn+Vj4Lvwg5NuzKWI5NQE9UD7NrtYs+Ugvd4oJKsUqg9n4+opCp0LST5KJlQmkwTfHTyBiRfpqklZS0ooJZuozxKKq9nOhMU+81MIgZMRX6axxcYKBqjreA5qIMEqcANe+uCfCRcfTTht1pjeHKPRDn8+e/ixBePnXEtTd5VlweAWpszXHI1tVaY3hBa6d0nVxT4+RuP02auUSzVCwf/9+VPWU4u1vfzu33347X//615E9AzRrmzPTZLzQpFu0W09FuzicUhYj98bO8NSZIsXZBp/61Wf5w194nL/5rRd54tOnmT1RJhIzaZRaVBbXzvU66aP5K0gf7dQTJu+9F2lZVNuLiIlUmpcmy5iG4G8dGKYLDyeZ5Nj2FEJkMd0dTAyp9zp++jQJWedMuJsPjM1RvIK63kZjZYHXE2K55Gsrc0lRKIR4vxDiMSHEY+2H/n3n93O+DgK/Anz7Rg/41cRypPAibSnCpooU+pa6MJ+KunQFUdh2HyCXzWZyP/7jSNel+qUvASpSGJdRhCtJxBOXrCm0Fs8Q0IcfVxesxssvcbqryPbBv8QoDrBrzz8FoDtUz1vJ9FWnkEopEa5Ny4jz4qTaj31YTZySd69ECiuVCn/9139NTaR40bgVgGrr0iuRHVGYCUx6CkXqCSUmx08cpN44Tlf3vcSbI/hhDc+7tmjUXFsIDmTjV11T2Glcb4xPkLzvvuXHEwcO4M3OElSrdA8NU1vKL7fpuBa8qSlELEMQaVALBEy8GT9q4LnPk8huY388Rl8mxnzVYaLucE95htTdd5NNRClnVc2Pfw3RSt+v0vJSYDhQ38mtpsliM0OAZHKiii8lAYKIkwJTXTBL8VEWx2s0qy5+ejsAgXX9YmP85WkaZho3hD0DaQpJ6K1L3P/vY0R37eSrB+7j9oUy7zh9nD67wrePznJr9QQ/P/UXWMJENvIQrL0R9O/cjTAM8uNnKLRvEjLhkHDh7jGPvJUH1wK3jh1Rk6Ylo5+pUz9O6PVw5Mg/x/NW3cQT3WvSR7945ot88cwXr/u1h1ISXuOix+Vwa3VaRoSgd4BovbJ++207j16oR+FqosPD15U+WlucJ+6H+EAqlULU1bHmReP09s6yY/Qoftak8d3vkTJjpJt1vEiEZjxJT7POcCzCd8L7CA59mqanVvvTtks+ncUKQvJWHj9lkLAEhjCuOYU0qFYpf/KT5P/7/7jmBSyAI4UjTNWnOLh0cM3jMpC88N8+TbE8w/Z7fgRPwL637uLRcI5eU12nCsUqhiG4d0eOl6bK7R6FPewbyKn3rOUiwxh2UCNu+jjt6NP2Bx/hp5vqWh6Nq3NaiAArkcBfXCSeydC6CURh1fbYWZ5jvjvJ90vPUW6V+Q+v/SHeaTzL78/fwpcOzVOyA2r77sY3TN4xfYhQxvjDkZ8kIxwonGFPf3pdRWHTqZEIEyTiFYTRS91OYESL9DYgyKltZuozxJMqdTEVlqjnbbJGjZyj7g0x4yjb6mq+InEwwgimEVKuXL3jotOu+aJeI6hvvGPjswvP8oEnP8Bzi89ddtuOyUwjWkM6/mXP04lCk6FmO5pUPj+prTU+jvQ8zFtuwfIDfCnZv3//mm0Mw+C9730vw8PDFLftphEESH/9jIjWi4mCtdyOohLp4oWeewC4Pfocj52cYeJIgeJsgwd+aBc//M/u5u//5hv4+//lEd7yv98OQL20NgvratJH/cW2KLzvXgDK7f638xZ4ocR2Ax7e28sDkVm8WIxT2008umn6Pcz1qjYg8vQpBkUZW6ja/6p/6flY6Lo4q1JGfdMg3ATH8/VyuUhhDtjT/pLAwKrfO1+72/v5I+Bnb9A4X5WIhIoUXjR91LYRqRTRVgafkNm4T0KaeLnb1AZts5nEgQMkDhyg8unPIKVUolC1lyQZS1wyUugvncGT/QRJNdmxolM0b/8rhPC47WSTiFBpVNmwop5PZa7agXSmbBELWviRBC9MlpFS4hw5CoaxbLri+z6f/vSncT2fR519/NC9u5ASGpcJx3dEYb8fpbdaxjWjSKBaPoKUHrnYADF7qL3ttdUVdiKFD+3quWr30Wb7RhBvecsXLIDEHQcA1cQ+NzRCGAQ0iteeQhnkF5QojNaoBoIlZ5CBJY9KUk1QH7IDcqkolhuwR4T0NlSUVgiB165jkNcQrWy5S7TcNMJwGJCSXMLFavTimDbbo3la7Y9POElkpApIirIfr70QYkdGAIhY11er1qy2WJouUInmANjTn6YUj9BfB2tiluj2Ud77s/+Ah04e4zsPvZ6HFk/y9Ngi+775LynGuvm9wfsRSGiuHUckFqNvdCf58TMseeo8ddxFDAl7FiXT9enlv3Hb0Zb5SI5WwmHx+Z+h1Vrk+PFfXpk8xLuWjWaCMOC3nv8tPvTch6475fAfHZngX5y4MbUmfr2OFU2QHOonY9UIryBFRkp52QmTOz4OkQjR7dsvuV1kZHi5TuRaaCzlibbT75OmScxW14x00sUwQiJRl33ZI9RnZug2EyRb6npZTiTINars7UvxueANRKw8dxmnqIuATLuQZKLeVAsD2QR2uczd/Xdfsyh0jrddCM+cwX7p4DW/3u/Nfg+A2cbsmseDisORxcfp6dtG6l1vBiCTiPIm8xCJzoJNOyp8/84eTi3WOZWvgIywu0+Z6/zuJ7+HkchhhxZd0SYNoRYsi/PP8YPeECEhcaMtCmnRSiRonh0nkc7cFJHCmbLN3uo8k30xxipjvG3n27jb9fnlyKdohQa//NeHMCIGhW27qKcEvfYcRfcejiVUxkxX/RR71rlXod1Q9ywzbtMdHcTwujHakULRI0kLmKxMEk+prI1cWGKhZJGKLdLl9uOZYJvT9DRUaUbM9xAyimFy2fKOc5FSYhSWWEip+l1vdvYyf3HjKTnqHr1kXd7sLGibzDzuJSAEuWpBf7I2yY997sdYbK7Upo8Xmgy1FzyN6vnvlXNclZAE24bx0yrLae/evedtF4vFeOc730loGFiZ7PKC2mZiothkb1plB1WiWUrpXmqxQX4gsUDVEjw5e4p4KsLDP7qPPfcOkM6pa0e2t20SWFobEaxehdGMn8+DECTa5UiVdqTweNFfrnu7ezRHsp263EiHIDMcbO0jMAVTuRyxiTFSZgTaUdrLicKgVMKJrqTV+6axKRY5rpdLikIp5e9IKfdIKfegagp/ofP7qq+97bq/fyql3Jxd4jcpnUjhxXoVhu300Yyfomw4zGZUZNC2WsqoY1UT++4ffx+tEydwjh5bjhQCJCPxS4pCozRJIPvwE+rC2Mqdprf7eXrH302fmyX/3S8i3DQpoaIbfu/AVUcKT04XMQm5qztC2fI4W2hiHzlMfN8+jLYZzje+8Q1mZ2dZ7LmbRKabO+Y/Q5YG3mUa5NbbNYUjbpSeagmEQCZTRJJqEvm9Q5+nvbi3pi3FC5Nl/ts3Tl7R+GcrDn3pGHsH0izUHIJLNKE9l0a5hBCCmB+QvO8+Cn/4h5z9O+8lcaBtNnP0GN3LvQqvLUXOr7SQzTIiniWIN6gGgmKywq7pNE4uT1CdZu+Sw1RRHQc/Ui8gkCtR2rYDqigvIa/itQG4bgHPSyJMm1tS7RqLyhC26dHnd+FIiWG08OwsfqJMFy0KXnb572uBEoWZ1vW5Wp59aQlCZ1kU9uUSuGaUnkaIk+il+eyzfO21b+SZX/wFvv23fogH8yf5aflFovmj/Ltbf4kT6XafvNr5n8Hg7r3kJ84uRwptZx4zhO4mTNWmoKEue0Fb2BVFD81EjerMTnZu/yWWCt9keuZP1M5WRQpfXnqZklOi0qrw/MLz1/zaQyn5brnO05UbU7MVNppEtj1A/8A+YoFHIX/5ieDR/+tnmPj137jkNu7EBLEdO1RK9XMfheNfuuB20etsYN8ol4i0b3XByZPEHbXIMxJXEzwZGuzrPcz4th2kSJFwHZASK5Yg6drcPtrPo+EDtIwUrzdepmRCt6MyEk5Oz7JkLxHNZWhWKrxu+GGOFI5QuYYU4c4EUcTjVD7zmWt+vU/MPgFwXnsMa6ZMzSty22se4Wyh0wMX3igO0fSqJEyPSkF9tvfvzBFKODyh7iM7elN88pkpnn78JUS8m5bfoju6SA21aNh/OopFyKPdz5D1+2nJKDGpJkils2eI3ySicH6uwIhVZHJIEMqQn7/v52HhEHuNBX7qwWFafog3EOe/Rk8Qi7aQbshU83aK0Z20ZJQB7yx7+tMUm+419cS9EHZLXZdl3CfqNemW3RjxBfoaEOYkfdGAsaVTJNqp/P2NJQIJ0dQEKS+DnfLIRyTJpjoWEm6IEUbAgLnK1Vk6BOUyhu9xpE8JnxtRV5i38vy9L/09FppXtpDUOVc74vBS+O3JxDGUYFjtQPrM/DOcqZ7h+cWVa/lkocmQpfYbqZ+f9tk6fgKRSNBKJfEzXQz09CwbBJ5Lf7+qv3eTSay2H8FmYrzQZE9GvR8N1Nz2cGQvr4+qx/608nUSQ+eLpng6QiRmUC9eOFJ4RemjS3nM/j6io2pBqtZeYH9+1qY3HSMWMbhzWxfZKbWAm/ZDkjJOGLR9GHrTdM2O05Arc5PqZaKxfrFIK2IihCCVSuMbN0ekcBkppSGlPL9IQXNNFEtPcGL83wNctFdhaFkQN+kJEhRjBSbiTwPgFBaU2Uw7UgjQ/a53IeJxSp/5NK1Wi1igopAJM3ZJUZiwCgjiUCwz+O+jhBmLBbmd3vEfphXcTumpv0A4aZKR9gVtZCdLkxePuC02F/ns6c+ueezUdJ5ypJvZqRoZt8kL4yWcw0dItEXJ4cOHefbZZ7n7gYf4yozJTzw0SqR4ipyoYZiXjkoUanXsSIxdjonp1MiEPkFXjnRvnTBM8+vWJKdwEEF0jQPpf/7iYf6/x8bWuKFejNmKzfaMYKR2iCCUV7Ry1aFZLpMQBvHduzFzOaqf+Wtax48jDIPI8HA7Unh9Dexbp8t4YRkRy+DH61QDQbVrnri9h6zw8edeJFsPOXRSiZfROfU+JO68i9lTZYbpJUQQt0tX3Xeq1VoicJMI02F/1kZY0CgNQ6xJzstRN2zmMxPUG4NI0yVnOhTdOIlMFCMiKNkqPSnnF65KbJ/L2At5kpmQcjRHMmpw7MufR4QBQ/kppu69jS+/401gzVB+9PM89Oin2ZMr8X9H/objfe/g+OjbWEy2RWH9QqJwH81KmdmauuDbrXkMBN1NmK5OLUcKQ6FEWZUctYg6RiLue+nvfztjY/+FWu3QGqOZx6YeI2JESEaS19X4fNJ2aQYh045LM7j2FOSLIa0mfbe8k21RleY5ffbSq/vT09N8bnCAv7Gayz22LoQ7MU6skzr6+H+Fz/8sWOdPzKIjwwSVCuFlWutciDAMaDYbmELd6uovHSLR3s9gQl0XK2d+kO5MkflHdpGSaYwwJNGyaUVjmAh29fcTjad4If5a7uMkNaPFQF2lGJ1eKLBoLZLq6UHKkAfTdyORPL3w9FWP1Tl+jMjAAN3veQ+1r36VoLEiooKai7yCRuEFu8Cx4jG6492UnBKWt3Ltr06pYzu3Yxtj+QYD2TiVus39wQleP/AVHuydxS6o6/x9ozkAJudUnVmh7vCBzx/hbckWvmkggaFUlWrYS1Qa3FK7jc9icTx5lm4ZYVHm6AnVZ1mZmyORTt8URjPVYyraOznsIhDs7t4Ni0egeyc/9qZbCXMxfuyhUX5qdJjuaIjfijNldZMOIpwQO9keTrK7X9Vvrle00HU9ICSISSK1PImwn5hZoKsBYRf0mZI5a5pYVw+ejNHbWGJHKo7MHMcMkyQjeSoiQsSOApJYSyDCdqp87eomwX474t8Rhe4NEIWHC4c5WjzK0eKV9UGstCoAV9S0PKi0sIXPrPLQJmysCPdOW6PT5dPLjy1OzhEP1T01fgFR6Jw4QfzWWynl84SJNHt277ro/06n00RMgzCWoHr02uuWK5UKX/rSl/DXOQV1othkJK6uWaLVwJCS5yK7SVTH2Z72kG4fgw/+Aq679n0WQpDtTVAvr9wrHC+g5YdkExEaLZ/mJVq3gTKaiQ4MEunvh2iUerVKPB7npdkGfih5eG8f0Wad3IK69yb9GAkjjWybYs33x0hadZySC22fgMpl5oadSGEynSGeSt0ckULNjcNzS5Qa3wEuHimUtkUrEjCMyWJ8iaWIWsV1yxVVV1g4DW1babOri64feifFr6vJZdxvG5qI2MVrCqWku72KSLFK8wcDTDPkD8TPMC9M6uH9dDfHEa0MZqxGVEDQP0hhepLgIheUz419jg88+QGVUtVmYm6Jk5lb+cKut9AXOJx4+TRBqUTy7rsoFAp84QtfYMeOHcwkbyGU8IZ9/eTcRbqpIyKXNr0t1OvYsTijVogTNhlwmjSSGTK5Cqdtl3QomYgvEGsO06yrSOGpxTrPz6iTN1+8vBPkXMVmmz/N9kO/ByiReKU0ykXidovkfffhnjmD2851b42PL5vNZPr6MEzzms1mnNNlvLCGiGcIYnUML6QcX8D19jDaaOLPvYhAcE972OnSBLK7j+jQIE9/7gzbpnwqiS7irRLWVbalaFiLeH4cYbjsztaJnTHwwgTZuE1aGBSEx2xmimJDtU7pigXUfJPhvd3kBlMsVdTKXK+oUrqEFXTQaOBfxOTEqrnMjVXIDRlUot3s6U/z0lOP8fN/8p8ZGf84E80pyrbN7DZVq5Fu1rjjtrPYYZwP+n+f0USUIHq/2tmFROEeNYGZLpboihg4fo2YGceUkF8Yg0b7WBfqmKqSw4upSVNptsmBO/4LsVgfp8f+83KkUIYhj00/xmtHXssPjv4gj009hh9e2036cGPleDxjrb8ttmE3MSJJYqj0sYWJi/cXW1pa4pOf+ARR16URjfKlL33pgmmkMghwJ6eUyUzgK2HtVOGJ3z5v20jHgfQKUki/fPbLHMwfXP7dqlZVTbOhFskaZ84QdVsYQpKJq/eqcPxHCPwoyXsKpEy1SDFYWKDba6gUd6OLfQNpvug/TFK02Bt/gbSboLdaYazeoO7W6e5XKdjb6Scby/Lk7NWnkLaOHyd+4A5yP/HjSNum9qUvAxCGIX/nL9/DR7/4/112H0/NPQXA39mvukfNNVY+q1q7x2R2ZJCxfIP9AxnE3ItIX2KKkJ6YTWmugJSSnnSMPf1pHDsHSD74pWPs7k/zt3sjuKGavG1P1KmGvaRlgtAQfNaUFBKLZBEs0MuIaDewXyoQT2fwHPui941XC94p5Tw6NdRCItV9cOEwDN/NPAHuawf4R3ePQtd2ElEfr5Wh7pXp9k2OGnvZLSbZ26cmquvVlsLzQ2IxBwxIVEr4wSi9bgkDEI6kLyIpB3VkxqQc5MiICj/U3YUdrxEJTPqNk3Q3oggE2Z4WRmBi+OrcKTtXZ6zRcR4d7x6hFUus6VUopeSrh+fxz+3vepV00kCvNFq/LAqdKxCFZYeC4VFsu82sjhSeqaj5xenKiiisT6iUfjcaJ2WtnWtIKXFOnCBx++1MTE2BENx+4E6Yewl+cxdU1wpmIQRd6YwShe3j7Fp45plneP7551lcvMLsHM+BE1++5CYVy6ViefQYVQIMpAcDTpND3bciZMhP7LRp1m9FCMlM6aXz/j7bm1gTKaw5SmzfMqgieZeLFvqLeSJDQwjDIDo8TN22iSTSuH5I1fZ4c/Q49osvkrTUvTIZJBlMyWVRmFdrX+yfnsT01X2mdpn0Ub9YpBU1yXT3EEt2IoVbPxvioqKwbSDzLSFEZNXvl/v61is39K1NLD5AGFEH6KWMZiwZ0oPBVGyOUlStNHnlhooUItUNp033+96H46uTqRSU+NXt/4toaF48UmiViIZqVdI352m+NaRU6+ekOMBhQnx5Cynj7aT8fsJYjR5h4nb1EHge5bkLr/B1LqwT1Ynlx+YXSzQj6v9MJXoZO6wuaIm77uLw4cP4vs/73vfj/NULszyyv5+xpQbbRJEcNaRhXrKGqd5oYEfbojBo0lUtUomFpFI1zriCDy0WqEbmiDVHsNptKT75zErt1cyRIxfdN6gL92zZZrtcYESo13Y1DqSN/CJxR4nC+qMrp4d7VolCd3wcnBZdA4PX1MBehpLWWAURhIhIAmHW6A9CJtyQr/mDdBkeYX0ej3n+Xrsxcl9tCmPf7Vg1l4XxGkJCOZEj7pSxr7KBfaWxgBUIsoakN96EQi/SMNnu9RAXsCACCpkZPEv15UrHBC0BA7tT9AynWMirNLweGhQaF7/wL3zgA0z/zM9c8LmzL+VBQrpbUo31sHcgQ6JZo5nKYKTfSZ/5ev7oJ/9v+u57DQ0ziSElWVHnm5MP8NSiILfoMBnfhpTGRSKFShTONZoMRKO4gUsyro7n2vw0NNUkRBgVpJ/CEzEiRi+xTEBhpkE0mmNw8Iep1V4mjGdABpxZOsx0fZq37ngrf2v336LklHhh8YWreu87HFnl0HvqIg2Sr4eIbROJxFDdGwSlmQunclYqFf78z/8cA3jrY49x1/HjHDlyhBdffPG8bb35BaTrEtu9SwlCGSrB/Mz/gsra2siVBvaXPz8+9NyH+LNjf7b8e6dHoUi2+w5GokQ8j4gZkkg28ZwMYWhSmb2HbZlDpHuUuPv5Qws8Mt+OBsyOs28gw9ed23FEkgNRNakZqJQ527409Q2oMdrlMg+PPMyTc09elVlM6Di0zo6TuOMOEnffTfy226h8+tMALFYWGI/N8kL5/MnUuXxv9nv0Jnp52863AWvrCuttM4Zsbz9n8g32D2YYzH8PN1QLiF3RFkuT07z9tx/nfzx6itFeJaQN00UIwcfe/xDka7ihQ9J06Y47VOkiJROMJzzMTIK4KUgCeZljh1CTzlq9RiKtJnfX4ly9lYhMjNGIJiiq8jDmKuPKKXz4Lk62z81b0nEY+yaReEjQMnACi2wAR6J7yQqLncYSQsDZpfV5r0IvQiyurhHZiqTgSHqbLgiDjPxh9lnbCJE82ZyiYmfpS9bZKz3iXgqBoFucItdQi1w9WVX/hacWwCzv6u4XXttFeCmZo5jpW5M+enC6wj/7xIt8+fC1p4oDywvS5daV1TteTaTQr7QoBA7vmv44AO4qZ/KOKBwrj61s3xa9pdF9ZM4Rhf78PGG1SuKO25lbKiACn11798LUM8qhelV5UIeenhxhLE5tenL5Mcsa5+DL/wjPu/wCdxiGHGnPeepXGtU6+HH41E/B4sUjrx1jpGRYpBLJkvQlveUCRwZVmcwbErM4QZLZxgiLhfPvB5m+BI1VkcKO8+gtg2rR+HJmM34+T2RQXbujw8M0fJ+WiC3XE7759G9gfe3PEDIkICTlpzgQJvlFEhhBjPyAWqx6eGGKqKNc4QutSy94BMUSrWiEdH8/8XRaGc00Xt2Rwr0oIxlxzu+X+jq/QlZzQWKxfqThgykvnj5q29iGmjTPRvP4IqAkWgRVv+1AypoU0tRrXkOwU0Vknk1M82TXy9TCBp7n4XkXqE8oTxBINVl3e4tgwsT0bZhhyJHQwySNK1+H6XYTxGrkvJBmUk2GL1ZX2MnLP1tVKYphKFkqVmiaKbY38gx7NZ6LDlJJdRO/7Tbq9TrpdJqX8y6zFZu/9wM7+O7JPNuNIt3UQRg0GxdffbGbFk40xrAjaQUW6cVZiKvJ4/BinGP2O3gh/6PErBEcfxarZfE3L86wq11vMH9i7KL7BqhYHrYXkGotcTzcAXBVDqSNcpG455O8/37q3/oWiQMHENEo7sS4qiuUEufEyWtuS+HNNrDsJpF2Cw8Xm7GpX+Lxs+/nT2U/RlTiRUxs5wlGGwZ/25f0WHkSd93JxKECfXd8idE3/g5WoueaIoVNO09VhOyLq2O4uaRmQ73V2xBCMCNCCulpfFsZC8RjagKaHhD0DKepFAJCEaEL66KiUEpJ86mncc9e+Jgbe3GJ3FAKXzpUzSy7czGibouZkV3EkvupPPh2DGDozCFm+5XT2XfMe0mcVJ+jdaRIKRHBpwd5AVEYT6XpHhpmqeXSGzUIZUi2bZRg5+eQ9UVI5CBShZZ6/YbRywJFCjPq2O3uupcwbNGIqpvbU+OqN9mbd7yZR7Y/QjKS5JuT37zyN34VRxo2t6TiRMSNEYUxz0MYMYQ0EYlu6gsrpeOeV8H3GzSbTf78z/+cVqvFe2+/nUyjyR2HDrN31y6++tWvnrcq7Y6rzzK+Z89KHedb/18QBjz262u2vdIG9q2gRckprZncdUQhmSxISe2WA+CHGCbEElXCWpq0M0Fl7K1EhIfcq65b2xs2t3uq3rU+doR93YKSF6URG6Cn7dTZ1bSYTiqxMzyk0r7qxSKv3/Z6Fq3F5WvgldA6dQqCgMQdBxBCkPvxH8c5ehTn2DFOzqlJylQ4e8ma3yAMeHLuSR7Z/gij2VFA9Z/rUC91zMQy1Fs++wcz3FJ/lrAdRe2KOoyKFv2ZOL/zrdM8OfssoGouP/K/P8iuvjRB2aIV2mxLqslPw0yTlnEa1TnuTMYYre7FNlqUZC/DZgUzCKm3WsTbotC5xLX81UDX7ARTvf3LZhXz8y+oBY/huznVsNkZNkj/1f8B3/nPEE8iXRvbsEkFixxM3AJAZPEg23PJdYsUpt0u4nG1r3zjA7REib66xOzdS7bnx3n30X/Pe0pv5lOHXqJmZdiearBk5xlsqvqseiKvRKGQtMwcADKoANCSVxfV8+YX8IVBNZ5hPtWzRhQWG+re89zE9bWeXrLV9ansXKUovEykUEqJX3aouDb4VQIpyc8oAVpxKhSdIr2JXuaaczTcBlXLI11RY6lnTTKuhVw1D3OOvETP/iaxW/ZTbFokAw/TNKHcvs9doEVSf/8AMhqnaVv4BXU+Lyx8nmLxO5TLT132tU5OTi6LwVrtCvvlTrddWRcuvoDeOVajQZlKNEtOxBlolJlKj1AhzS5HRU+Pl25loXj+4me2J4Fd9/BcNY+otstYbhm6fKRQui5BqYQ5MIC30CS6bQRLCAotg0wiws5YnT1iAfvFF6j0JHHNgKSf5I35Xfxo1GOHs4N6OmA23c9r87OYnjom5+xLX6v8UhEnGiHTP0Ask1Xpo1eZTr0ZuagolFLubpvIeKt+P9dk5ryvV27oW5t4TMWrZSy4uNGMZdFqu38uxNQFa8mwCOoGZIchM7xmNUkIQfTNbwag0W6/sEB7Re8C0cKwdJYAJQqDuINRAaeSZcgrMh1XN7WAESJuF2HUpntpiaoRxYxGyV9GFI5X1fPTZQvDtWiaKYabRX7lxb/AMyP81uveD5EotXqNdCbNp56dojcd4823DnD07CQpHLpRF63S3MXT1ULHAiNCREJ6uJfucp7+pJpkvnkpwle9B5gIMojmACD5+svPUXN8fuqkSrOdn7m0N1InVfSk3cX/Ct5N2vCu2IE08D1arRYJYWBk0jiHD5N95zuJ7tqpogIH2g6kx46RGxqmkr96sxXndJljqcOYqBqnJUwcv4fewS/wm3I/QoCXiCDqJ7C7x/iXZhKR7KHrNfdx9tAMfbd9k/TwUYJUN8lWGfsqRWHLyVM3QvbGQ1pBhIWCikaadRU5qScmiUTytNw4SEEsrt5PI+XRM5xCSgjNBCnRuqgodMcnCMplwnr9vD5AVs1l7lSZfQ8MMFvzkEKQqcxhyJDAFMyYUWrlFj+QiVM6cYKfSH8XgM9k3sxI1KBPQrG9KumIPqheeJV6aPc+ylKQbDc77+lW5jzxqo1Xn4HMIDJWxXZjxOwT+GYXp02L8kIT3wvo6lLOszVDTVRenn6ce/rvYTA1SDKS5I3b38ijk49eUa+scznSsLm/K8WeZJxT1vqKQj8ISa6KeIlU75oG9i8dfD9HjnyAT3ziE1SrVX7qp36KXKWitgXe9ZrXEI/HlbOwu3JsddzzYrt3r0RnRx+C1/4MHPrL5XY7sDp99NIRhE6EoDMphBUhJBNJYq7LxK0PIwMJZpxYuoRZFAxOncYr3kqlOUJj5/cxRYSaW6RHqFXqo7EB9k6ocvrTjSGSfgNfhKRtn2oqAyTZ1r+LSDRGvVTgDdveAMD3Z79/Be+wwmkbR3QMqLrf825ELEblM5/h1JIyxJqL5rEXLz6RO1I8QrVV5ZHtj9CX6CMZSS6bzYRuQLNZIZHIMFFRn8P+rpBb/dN0meqcTEc8kn6Tv/y/XscTv/xmcsNqMvjgrkEe3ttH2GwiPZPFwGZbsoYrTSwgFUYYsnweECEP3fIU03f+IfVIhoTwEKHEisWItlOxzm1LMXuqTMtaH0OVjUaGIYOFGSb7u5YfmysoQc/QXUzMz/DeP/vvnD16AtwmQWQvyAA76uDLOicSe/CkiTf+zLq2pTD9BPGYum5WWxZGrEhvHYysukZb4iz/bPHv8u4Xs7TcHJlIlSUnzwOVBwGYSjfI1aPEMx6z6Zx6rYHKWgq4uutVY2aOYqKb7p4K0/Ec7szMckS9anskA4vnxq+vPVHn/O+IvcvRai3xT/odbOfSDtjSCcANqfk13OH7qEqb6pJ6H85UVZTwLdv/FqDqC8eLymQmSKcITHXeWoUV4Sle/COGH6pSDfP4EnLtBdNlMVhaMcbrMDgyAkJQz2RwTqjrQqmsUtWrtfMjcOdy6NAhYrEYQogrjhTKmRfwwm2Qv1Sk0MIQEPMqVCJdjHYNsDvwQAiOmnsQ+cMMJJc4UbwV2zl/Ppft6ziQqvtXJ1K4v5M+eolIYUccy2APi7/7ImJgFDsaZaahWlH8oHkYJNgLLsW+EexoS6WPmhOcfdO/4lZ3G7WYydnubQyNj2EG6rNaci+dsuoVirimQaanj3gmc1NECjU3kEikGyGiyKh3wfRRGQTIVovQyAHQSDSIGUkKkQai2U7hGLl3TaQQwLxf1UbtP63SCxYMJdIuVFdoLY4RyD68SIMwGxApCGiY7PCnkN0Sv32xNl11kxtsLJJvNOnfsYv8xIVXwUv2WlF4arFBj1ujGUkzlBDsXxjjHxz5Mi9kd/KH3zvL9NI0h2vH+eaxRd73wHa+feYEg30fBaBLqglE4SLF6J7nYXgeUWkgpWTg9v3kqiW2RaewrC5kmOBouEc1NHdVJO2pky+yJwtvmDqMEQYsli6dItARhT8w8BIffM2H6BfVK44UNivq5pYd2Ubj8cfVz29/G/E9e3HHx4kMDWH29OAcP0Y614tTr11xzY30Q0LLwzld5kzfYUJDfUaHQ4fB7X+G1/t9enpiFGQvZiok0chRfuiLxAlJPPAPSRy4k2rjmxhRCyEkscEoZujjLFxaJJ9L6JdoCJehaMi8249x213t8an3O0eF2zyXSjKPbHURaRei15s1eoZV1Dk0M8RxL2rgY7+0kjbXaVLbYfzlJaSE/Q8OMtdUx2t9Ut0sexsLFCMQb/jcX1kg2zvM22MHkUIwPF8l/tA/5gcwmfR8CCXlSD9h5cImKoN79lGPJaClju/hXhUZ6m6CW5sjTG4jjFeZNCp0FX6LcqROkJgHCZNnqiQSo0SjvdRCFe1aKJ3mLTvfsrz/d+x+B0WnyIv5y9/YV5NveeRdn7sySW5NJzjdXN+awrLlkRIrtttBbhRZKiGlxPNqRF64je9/PcP8/Dw/8RM/wa5du9bUCcXrdd73vvdRKBT4yle+svy4OzGBkclg9veviMLsNnjkFyGZg0f/w/K2RiyG2dd3WQfSjhV8wV4RrY1SESElLhBvtZiM9xGEAmkkiaaKxBcdetqTr/Lk/biZOfpHYdw5gS+VePrk9j7+V/oW9jTHeXIswZl8mrrhkXXaETZnmMH0IJm+PhqlIiOZEfZ07+HJ+YvXFZ59aYmlqZUJhHP8OEY2S3RURfjM7m6y73wn1S9+iTNLyrwkECET46cvuD9QrqOGMHjdyOsQQrA9s305fdQv2Fh+nUx3L2N5dQ7+/+z9d5hl2Vnfi3/WTienOqdydXVV5zA9eTRB0owyIAkhmWgwyQSDDegHtrnG94INNjaGHxlsMsgEBSQ0QnEkzUgjTdCkns6hqivHk/POe6/7xz5dPT3dPTMK3HsJ7/PMM09XnbBr77Xe9X7f8P1Otp7BCwWlWB9LjSrcKaIgd7F3HEe/QC4Jbz8WVUyd5WVEvMC63yY3FLAqDyIFbIUhJT3P/uyj6Jlt5Nhx9t7zBFsjMWTgYCaTqIMA9IWg8Nxjmzz4a89z6nP/3xAx/2rNXF4h7rusFaPZ21evJdhqL0Msi5+bJnnqOXTb4VFzClszsPRXAaAJ6AgTx4gxJ6cIN07sgMKvRq/ysilBknjMIgwVTOPzKHqNYlcSFPfiScmCtczvjP0VR5wsX++UCJU+bbHNbH8WXZhcMBSG+jp6PCQz1EbVfYIwep5G8OUBemtzi1o6hj/+y1RyIdKyCAZJpPrmBj+w+h66yxdpmV9ecvKFdnmm8JVWCjNhhaOJkLysEb5E5dMftDd6moVT0NgWPeS2wvLpGpeaCzj1+/nfH7+VwBlmrjnHSj2So1DzcbR4FON1twbnl5TEuhEZ1eJq1C4/Uhj0HO+AwmtjrOFBi2Qvk8G5eAHf79PpnASg3X7p9nLf9zl37hwzh2ZYKa3Q7lxLfHONWS3M6hRl93/hr63d8GXLtT4T+QSG16OlZxhPJ7lnagwlDLiQ3keuP8/RwnkuNvfh+tcCp8xQlEy+rFV4mXl011CSmKa8ZKXQK5dBqPiNNITgpkeRikI3NPBDyev8x3HaGtJXqBeH6ekWST+JojeRqsthNU7PgMXcBGJjm+IgmdBwX3pt9+pVEIJ0YYhYIomvqv9ENCOE0IQQ3yyE+CEhxNjX6qL+MVi5XGZ9/U5CzblupTC0os2hqCVs4bK7MEJGL1BTO+hOFt/vD8hm5sC9klF0tCiAu+v0JmogqSiDlqHrVArd6hKmHCMwGgRDErUuUHswHm4xGm7jIJGhg+5Gy2RYMan7IaVdu6kuL173wNqpFHYug8IuOaeDpSSYmo3aUd61+EVm/Ta/8tBFzJ5D20vghxKRfZKfffZ7mdIiQFslchS17etXCi9rFCY9gRNaLGWb5Ds1ZtRFut0Si0xhD3S01p3ooDatRb41vYaKpOB2qVjKSx68lzUKJ4rrdPMqmbDDVvOVtUB1BhpMub376H32YYzZWWJ792LMzuKuroLvD8hmzpPM5QGwXomjBlofX6T8m8dxlztsaWeRg6rGgtimk1lGl5L+0BIrcpxEwiXY3uLg3f+JbuO9aMMHKT9aJzvzaEQtDiij0WHobNy4Kns9E0GDvupR0iSVoIRxx90A6DK63wf6Bgcdj430MnZ/CBlroqLQbDbJjyVBgK+k0Qio9a4fCJjPXwFKXvlqUDj3TJlkzkBRBVtOtE4bjXVCoXDQq9If0knbkrFnn+S+oTm6JKjrQ4y3uuTjk9yx/CR9J0C0XZ4uDCN6129RHNq9BzuexGtGz3SquAdiBvm+hF4FT91LEGvTkD5COlzgT5lOROvzzz5xMSIJyN5Cx4sCgGwY8obpN+x8/v2T9xNX4192C+mZAcnMTekkB5JxliwH5xXoCL5Sqzd76Fps599KYZy01aHac+h0TnB+axdVS+Eb3/5WDh6M9FO9jQ1EIkoK+JUKe/bs4f777+fEiROcPBkFMO7SEsbMDEII6GyCUCE1HAHC+/89LDwCl67M4L4SAfuyGYFCy7d2WDe7tSoxL8AOApKGwUbLxQsU1ISOUANSWz3i9iYQ0Fm5FcVLkTpSoRHv8bulPycmNe4u99mIjfDm6iMAVMwkHeFS7EdJjZw/RUbPkBkq0RtUJu+buI/ntp/DCa4NZjw34KE/PMOHf/U4W5daQAQK44cORfdjYPlv/RbCbpfkc6co+FHSZ2HzxgQTj60/xk2lm8jH8wDXgEIr6JIulbhU6ZGJaWSXP82mm0cVEnf6dQAklci3fXDugxQTOR776TfyPffODJ7ZMkqiwHzCZ5fW4LGhSJz6/UqCZ1Ip1OGPopuzXDr7Nkwzz7lDGY7e/nnCYoDSGPydA1C4eq7O5/9qUOnY+ocxZ1h5PmqvWy+EfFtY5J61gC2rBqNHWbRcjp6PkgTbZZ/7J8Z530TUnpsUCUrVNYaDLmfCWfT6eWaGknRtn/pLkG+9IgsD1CBJImZSt4r8rfr1KEadkY5AFKbpBpJN5wGeyz/Dz03+Ga7MA/BWdQTDV8irm5SFSqqvkdpjc/DwEwzvbyHDHkiFWPDlXV9YLtPIRbFNJRf568stpN1GDQFM2Rs8t/KVVwt3iGZeYaVQCaJAPqcGtJ0bn7+XhetdPQJ4VVEnHih8/HdP8fE/TuFW3kooQff2MN+cZ6nWZ8xskMwGGANQ2BskXeXyY+h6tBcurddQHIuh4REIA2gO5gXr14LCYjHq7DLzeewLF2m1n0FKn3T6EN3uGcLwxs9jfn4ex3HYLG7yTPoZ5rqvgKxm8zh2cCeg4pVvHPcs1/vMllIkPYumlmU6n+Xw/v0Uex0WiwcwcHlN5gR2EGerey1USL9Iq/AyKMwldEaysZeuFFaqaBO3IQfasX01OntMqaMrcK9yDrMe/WxtXKGv2xihgTeQYZuKeYTCYiEXVc4Pl6M10PRfRiN7QHyXKgxhJJP4gn/Y7aMvNiHELwshnnnBvwXwWeADwO8Dp4UQe7/2l/gP07a3t1lc2IenWNedKQwHA/m6VqCs1zmW3U3WC6jpDXQ/idVdj8hmZHgV2czlimCpbXP7gqSqRYHUdclmmks4chhfrRDkQa1BqmczorUYaa6TFAKEhuFEG7WoO3iahqi1sLodes2re/D90KfltIircbb725ieyXy5S1oJQAimDu9FGNHwr+LYjGcNVB/6zgTx9DrvXfwNYt5NHHO+HoAzjBDDoVa7fvVqsx2V+fOewAn6vLfyIJl4hzwtuuYwq1xxPnUkmlVkJlXhra2orasku9TV5DXVp6u+o2URV0PyqcgBJFSLzeYrC2Jap6MAOLf/AP2nnybzpoj8wdgzC76Pu7ZO/MgRnEuXSAxmbvrt1st+rgxCrJNVgrZLRWkgvCpykOlP5Mv8iyGHpAypG5eYD8fIJC28WoNs+hjmyRPY/WcJFo+TLC2wu6yABDkcrZvgZVr0rroOGaBjYmk9CqpkS4zT7DkYoUFSRFWUSc/igOtSTa/hmQW8eI2MkqTZbKIbKpmhOFaQRRHQad2AXfS559lORxpN1mZ0fbX1Hg/90Rk251qYbZf3/vzTbNo6idDD8izMZIbh7C7s8egwSM+d5lb1Of4mfD11vYD02nwh3acZKyMBteawlBhG8TrgXVsJVncNqMLrEWgeSgyhFYvk+6BbTfpMEGo2TTw0dQJLzrGau4BEsrHc5fhfnSXWmKHvbuCrgj2xIntyV0awk3qS10y+hs+ufPYls9Uvth1QmIkqhSGw+DVkIG3Vmgj9im6Wmi2Sd3os10wqW8dZoMERf4pZcQU4ehsbOxqYfjXauw888ADT09N87GMfo1arRRqFMzPRG7rbUTu8MjiO7vpByE9H1cIBwI0E7F+mUmheab++XC3sVsokPA9HVUnl89idFnagoaUGyZCGYGkih+GWUewhEhv3kp4ukxdwMrtASsYZ7vb4gYc/BAL648PYoY5gmbF2BiUMKYT7qPzOCeIyRXegj3XfxH3YgX1d8qDKcocwlCDgo799ks25Os7Fizuto5cteddd6Lt3c+x4lddYtwOw2LxBh4bd4Gz9LK+ZfM3OzybTk6x3o/Y8vxpVCrOjEfPo3pEUsZVH2PKj2Vj91m+OvlPtsF5b4tH1R3nnvneSicdRlCjYcpeXEYk821MJkqHDhUQURCmqzkdGnyRI1lk5+fUMrbyBJ575YQ7O90jnWtx876eoKZ9EKBK736e23uVTf3CGofEU4/tytMpfHoPll2POcpvQ/eplWvrey1ftWmfOEyBQiwrfd/Hnubn4WjYDE8aO8dyJZ8l3TVbHPQxf4V3mzWykoyD7+Pgmuq0w4SxzRs6g+x0OpaLg8quVpfDMGprUicVM+n6Gj7d3R6CwF6InSnQD8AKF2zbehJlexBUDAXXNYFpLktG2CV2JAAr7WgAkiw5IGyXUiIce4StkC5VSotQrNIeic7uSi86Iy6DQ7EfrYNyt8PRXOFfoBi5aucFv/p6Ptv7S7aAQJZCSIgIgBU2+JNlM0IoYZR0j8rlt6kg1pH1/kS+ocMBVEBJmt95E9YLFcrnDqNkkHusTHzAdm5XIL4WP/R6BK7BFmtWWj9ZtkS4UI8bR0IPsFHTWrzmLkskkChI7nca5cJ5m4wmEMJje9QPRzHrvwg2v//Tp06RSKS65EY/Chv3S0kIQtY46YTT6EPQNsK49o6WULNX6zBRTZAKblp4hoSXYs2cPI70WT+ejOf7b9TkUETDfOHzNZ6TzMYS4Uim83D6ajeuMZOKUOzc+0/xKBX32dah5HRFX6XmRv/IwuGfIJCkcyrUcdizGhbE1+lr0HU4seta5RBNF9ljMRUWLo7Xo/b2XcRv9QatoujCEkUiCEDjXkR35+2ZfTqXw64EvvuDf3wjcD/wK8J2Dn/2Hr9F1/YO3dDoCAR4W4XUqhXIA7hJqmm2jxs39HoVuhZoeORWrtvkCspmTO++zLAtDj9FMwRtOSJrqjUFhrLuKoICnb4ACak2Q63YoGW329RQEAiFUDD/aJIXBjF/n2RPAtWQzLaeFRHLLcOREljvLXCz3UAfB3vj0OGqhgBSCpUSJH7o3Am39IEeqeIL/8erfonzp27kzK0HROaeMkqNLp9u67j1cbkYbcNTVsYM+bgymD+cBqNmjbCvDyJiC1AUbQsPoj3OwsE1q9SJKeoy3xxI04tkd0ejr2UbLYtIwkYno4EvoFnWbV6Rv2LowmBPyA/B9Mm+MQGFsoM22QzbjeWiDoW/zFYBCZ6FNaEZrph5rM+IHSC2DlCHTaZM7UwF7M/CwPMucnCCedCEIcS4tkO5YLCgfpzn9GQg1JhfrxO0AitH3y9orn2t03QZqkMBINFAEbCu78LYbaKFBHJ9QhhhGmf2OTzW1jm8V8ONtMkGc5iDLVhhL0fXyAGita2co/GYTb2mRz09EVYm545f4+P88xfv/69Msn4z2wh3fsJs3ft8hWnqGgh6S6TWJeyFrvRnW0tHavWu4jIvGhxPTWHoe6Xf4pZtz/Or3/wipjIJWs1mLR8Dzegyk/XhUFTIGCYS0nkYbHmbM1oj5DlYQgc9OAGO5bwDjds4kFghSZe5GMHKqgTI3Ckg6aY1bXwAIL9ubd7+ZqlW9SlLh5ex012I6bpDVVA6komzr13KusF1r7YDCULXQEwXydpflep/5c+uEQrIvGMN8fjDXISXexgaxAwdQkkm8wf1SVZVv/uZvRlVVPv/II3hbWxizM9GXdDchPQqXW9G0GLzh56Jk1+mIgTMSsH+ZSmH/WlDYu1wpjMdJlkoY/Tq+VLmMc10nTXlqhrS9heZlOLVxM4oCY/s6uIqLRNIMavRbdc6P3kIlFfmsuLeCHiqUWg2kmMTb6BFz4vQadWQYcufoneiKviMR8ULbXoz81jf/+ztI5gwe+R+fRjoOscNXB0tCCPy3v47Da5I7W6OUxBAr9uoVshkp4S+/FU59IGI7RfLaydfuvH8qM4Xpm7ScFna5gxtaxIOAS1st9qU9Ul4DXfg4oUbi6DcQSkFC6/Dhpz5AIAO+ef83X3U97tISIjmENhz580I3Wm/hHRO8deZhyr0R5jdvxrOzeLLI1JZN+3Oz1Gu7aE89x8FvWaTVPsHHfucURlzj7T92M8PTGVpl8yUJdL5SC22f6u+fovf4ywe/L2U9t8cbPvAGHlp56CVf585dZCM9zH49gUChIB6gIgRy5CjnP/0XuFrI9J4AVYTctHqI/1h7NwC3upEMSiaocCaMzoa9fhS4L36VoNDsbqGFGnrMZE+pSDEuEEadkp1BV2P0tQ6he55d66+n42vsGhCFWbEGU0YMJVkkbkqyu3vE0xZSgpH3UAIfEerECXBvQJT3YgtaLVTPo5EBBYXKoFvyslahOZALGHerPLv0lYHCmlXj8JpkvAn7Tr08m2jLblHUorVX0sKXJJvxWw4tYRKoLkhJV3N5SAb8wal1UvmL3Pv6kwzHdCw7y/4vvYH9n19DD30cfZTp+L9BGBmcShWsJsriQ7RXEizFjxEiUPsdMkPFKyQz+6JYgebyVdcghCCuqrhGHGdxiUbjcXK52ygU7gWg3b7++IFt28zNzXHwyMGdEYVt/2p/KqW8ShsVwL64REg++vvlBFSujZUafZeu7TM7FCMbuojtAP2Hf5iFjzzCkbjGufRuHFS69hh+Ic6Z+s3IF4FdRVVI5WM7shRtyyOhqxiawmg2RqX7Enq3m1200gFS906ijyRpDZKi7VDngcQC6CnsmkG7lGc1vcVQbVDxHfB0hJlN8r5OPZ7ETmjsq0bJClPeGB5JKbGsaG+mBu2jAO4/ZEmK69gu4IUDDd8ILEkp/4OU8n3A7wFv/Fpe3D9kuwwKHWkirzNTeJlQI6emKet1bnYchoKAeiwKspx6FTLjkBq5imzGsiwUzeDRY4JbFyWqb+78/CrzHRJWHV2m8PQoCO5bKfK9DkPqFruZpDoQaNXcKCDOyoEkxqCdrLp8NSi83Dp6x2g0oL7QWmSh2sMZzCSNlyIGQAGoMmStER18tt7kmw5O43YPALA31kRmJ2gkhsnRwbwecyqw0YquZ9qJYwcms+MHyE2G+FJlkRmEVDDyGjKucSbIYvTHSRhl3O06sUNv5l3KHvrxDM5gYPt6ttmyGKaBKxXUCmQGRClb7ZcPvDurqwgJwXPPow6XiN8cAZvLgt3u4uIO2Ux4MgJl/ebLH4bmqSoipoIqSMo4+9QUaBmCsEdBi57ZO7Muj8gVFuQI+gDQNj4Rkeu8P3gtnYknyJTvpG9/PykzQM1X8FUDGq98ptB1qyh+nGQicq5tpgj7ffA10n4PU0raw02SYZpWvI5n5ZCaSxZBs9GM9NDGkzT7g3mm3vI132GdOAHA6fHDmFqMS0/NsbXQ4lXfOMsd3zADwE33TzJzU5aWliNd0Mh3m0xXqlwc2k87pZBSauxNnOB9wet5tT+LYuQRQOB1+foTT/NtGyeh47GtRMEZ3WvBR82NQHh2IO6dMlJoxRKjg61rDWLaTigYzYzRLn4/utT47P6/4v5Y1EqrrUfzYp2sxpHk5DXf8cCuBzAU48sSsj/bsziWiQDpnkQMha8tA2m30ULo0ec7mXUUI0fB6bFc67G2LknJGNlkh3BRJbR8wk4H07bY1gXu6MhOpRAgl8uxa9cuKptbIOWVSmFni/72BPZf/dKVL77pm6OZ6Uf+C3g2+vgYYb//kjMbZbOMNvA1VauKlJJep43hBzjxOLI4xlAYPT8jHQUGtiiSPXwTmWwRgcI5ZYuVtk7xcJOMpdIKa/hKwOTYq+gXZlkLxikYJrPNc9x86n8yVd5iNRvDevK/oW1uEgY+ZqdNUk9y+8jtPL55LdnM9kKbwliS4mSad/7k7Qx5A/+b3XXNa5funcZXYO/cBruT06xp2/jVQYKvNg/zn4ZzH+GxjccYig9xpHhk572T6WiNbfQ26GxGgLn5gQepWgH5jz/I9nM5xtUWbWUEoRmYQZyk2uHk+gnuHr+b6ez0VdfirqxxrpBmRG1zov+NpBqSUAjS2UuMZ9f54tIb+Kucz2f3bRInTkumKAQGFy7cj/bwURRNEhT/mNzBP+Lrf3Q36UKcwmgS3w3pt7/2+pphzwMJ7upX19JVsSqYvrkjOXAj05cvsZSbYN+glV8PStzdOMaCkSc1v87ilMa/aZ6AUoKVzXNczkzk9AEjs29zXk4TIhjuXkBTxFddKTR72yiEaEafdGqM8SENVe2SVaIqbz9e52zQRQBHV9/Cx+JRiOcbW7R8yR55mMlentHbathWimZzAjXjowYSEaroIsQxX9kcvLsVdVm0kpOkyWEnHbxUFm8wZmEPRmZ032JpefUVJV5fbBWzwmQ9csb7lhy8l5l5bDktRvTofBx92UqhzSpRMnMoEcNUJb8vLO6YiiHG3sPs7BhHZvN0hn0+dfAP6bvRObIW/yF0dhHmp/HrdTj9QYT0aK/mWND3oeGjmj3SQ8Urc4T73hT9/zpzhel4DE/XCeI+vf4Fhgr3EY+PE4uN3XCu8MKFC/i+jzFtYPkWSGiIBqceXcU3bVoPPsjSu/4Z8/feh7uyQhCEHH9oGXNlIMsjA3w5dl1ZisvMo9OpyC9NHt9kT3sLfu7f8q6nnyCUCqvxEbSeTjCSpNIfYf7SdRhIi/GrZgpziUgGZSQTf8mZQr+RQYYe4kCchd5JlnpdQgk2Oq/zvsi2lSPes4mVbG47PcwdC9F5xoBB2U1tsMeZQNH7VIeHGN00QfrY4Y3hUdjvY4uITC2Zy2Eko73smP+4QKEBV1FNvZ6offSyLQLjX4uL+sdgrhb1ftvSvm6lMLQs0JPERYy20iLbWGQ48KjHosPda7Yj2uuJW68im7EsC19RuDQBqoTRlkRVlWsrha1VQhkFwb46YDZlhFyvS0EusSs+whfx6Xs9RJBH8eNklSigku/8ZyQdj83nnrnqIy+DwltGbkERCie253D9kL6IguLhpBYJkEvJvWGN+e0IjMnxD7HWWOQLc1UKSZ28V6GpK3RiHXJ0sQetiC+26qB/e5+bxJQ99mh7abBNzSxRjZdISpfvTqjIhMq8lwGziFA8LClR8lEAFo9l6V+4ccvFRsuiKMukHtIY/u86Q5e1Cl+GbEaGIb1albim03/sMTJveCNiUDFVs1nUUglnaQl91y6UVAqtGTnA9txLz/TJIMQ6Wye2N48f+ExaIxxSc6Bm8GTUxmn4abI6HMvZXMy00RKDeYaHoxktuccCJUDxkpjB24n1SyTSZex4AbX9ykGh41QRXpJsvAXAm+ZsTGxkGCcZurgSMlqNXixL4A7TCqLnmI65uJ6LZVkURpN0vIiJN2+vc3q9zaNzV66h99xxfKFglPbSimdJqj2+5xfv4663zVJZ6ZAtxUkX4tTqLUwttSMgP9xucmp2mGJK59bkR5DAe8Jv4LAyy8WRqCL4Hec3uH91gTtOR4ykFXPAGnidSmHVi/bocN1CDURUKSyVKPjRPnaDaD10A0HJyOHqed7UfoB7+ofJqAqX8Ih5aUyZppXRGNeS13xHSk/x6slX85mVz7yiFtKeH7BoOdyUjg65hKqwO2Ew9zUkm+k3OzuVQju9iiBFyrdZXluh3kkzG4xQGX4aESg8+Wvv4Q//3b/mkaMzPHz8Cc7m4viVq9fT0NAQrW4HCTugULa3aJn/gu7FQjRTA1Er6Zv/C7TX4Nk/Rh+PjhbvJchmKmaF/YWI1r9m1XDMPr7voQ78R903KOyAQpPANJAjExTHjrInEyVq+qHJQl3FyPi80VPRWk2kpiMSt3PAqrPJELuSbdoo6G6XsXqV9eExQt9GmX8KuCKDcd/kfcw353dYUSHKMG8tthnbEyVC0oUYx/ZahIrGJx9sU166ml30vNjm+D4F7dyjjIZbrMe2cdYGIGcpIq+SWyd5YuMJ7pu4D0VcOdIvg8L17jqdwSxuXYkAyzRl6ktJRmNd2ps+p3/sJ+iHCVJaH93V+Zb933LVdUgp8bZafHBcY6bR5vHuv6QXpkDCW3mQTljgmPk6PCl5Qi2iCpeyLFAaVGE6F5LMffhmqqcPkt39OHOr72J7+yNkR6K12/w7aCENB7T27lr3qyJsaTttvO4RNjs3nnMLul0S9QpbpUkmvXECrY+rt3ln8wHe+8VPoIWCYGYvcelxafdhHK9DVbaRgBVECeKkH2IToxqOoGyfZHoo+VUzkJr9CorhoCghq+o4m+YmGRPUwdo44aY4mRuH1Oc5WL2Lra6LlLCUfpbjpo+GyrdmXkVq1GZ9/Si2WUBL+SAkSgiqEuJarwwUnjr3OQBk4i70fhJNM+kWhvHWL4PCK2dq0Sxzcq31Zf+9VavK5ADXHV6TNHu1l3x902mSVqK1kVHlS1YK3XqfbaWNCOAZexgh4A3C5d7hDYQI2Zvfy2wpRaOnsVQ4w3ktmjEdy0af76ZKBI0GHH8Pjp1DTtzCJbtAya8hkFdAoRqDmUEbeP3aREQ2kyHUDHr7BxX7oahKmMvdTrtzfVB4+vRp8vk8i8EiAsFUZy9h0GH5l3+Ds/e+jq3/8DOErov0PNb/4kHe/1+f4fRHniKUB5FKlxAFX05iffFxmg9eovO5NfrHy7hrXZZq0d7Nq2UCTzA5v81D06/iC1O3Mf6RB/nvv/vLnDEOsM9d5NtGPowg5LNnlq+5xnThCijs2C8AhdkYXdvHuk4beGj7SDmB7F/ixOc+zhPP/TXbXhsLnZHQYm/rSebLo7QSMU6pWaa3k1hTGVTVQ6g+vqUjVZ/bnSGyao3V3CSZ9SbfsfExXNQb+o2gHslRJBJJFEW9Uik0X7lc2f9X7csBhWvAPQBCiKNEmoSPvuD3I8Dff5j8/5A9W38WicSUPtIJdtpnalaNPz3zpzjtCkoyCl4VpYu7fYHRwKWuR8DLv1ypGr8VqhfAvVIRtFWwRySdt/mMtEKkJq8Fhc3lK3IUags8qGijFLod4tjIZJcTXo9V38KXo6hOjviAVtm5/wHyQG/hBPIFpBaXs2xjqTGm0lNcGDi0jppAyJD01ioMqn73+xVa5nL090mF9c46X5iv8Zr9w9Bep6e00NIhSWniCR3HuTbQbfd6+IpKjiQp4yTf/9RHyGQrNNt5evEkqpDci4GmBgShoO9ETsZM68hUdCiOAeX5lWs+G6IW0VrPpahWMZYEiiM4sh1VRzfKLz2v4C4vY8uQhGEgTZPMm9501e9js7O4i0sIRSF++DBqkEEVOp1LNw56ZSgxT1WRVsSWuRBfQ0Nl3JIIPY2pNEirYBhplFbA12U8wpEvESYFy7t386ndkzz6mgd448zjONYIDufopJYI+29CVX3ssRQxq7GjFfRy1uqVCf04+XgXJxS886zAET4iiBNTwBKC/cE8Q7EK0h5nWwzaLWLR2m02mxTGU3SCSN4h75X5xU+c52cfvKKHVH3yGS7lJxnvaTiZIYxeEz2mIkPJ5qUWEweimahLW9G+UNxW9EbFZ3VE557tZY4mP8Mng/toJGx+50iRxmBY/471GudGZthTXSZhCKqtKDjb0c17gVUHlcKM2Sff1UnpKbRSkUQYrUtfRoF6NxC0F6O18SrztXxn7W18MXOc8wPCp61ujE5GR9jXlxZ4y8xbqJgVTlVPXff3L7Rzg3nCowNQCLA/Gf+ato9arQ7oSSQuQXwTgY4w0rgbC4QIZoMRnvr8Eh23TqaVZaw0yuGNGqWxCWxdu6pSCBEodIMAJxYjNjMTUfO7MSRpgqAIGy9of9rzAO/b/wP8+VYLRqM18lIC9uV+mQOFA6hCpW7VrwjXq1ElZq0RkhswGuvpDrKjoUznYCmOpqh4ao+MPcneTohnqhxKBnjCBiEIAp/bnv4CdXJMJjv4QuGJ27+dfmoUOx7H/8GfJD5oJ+rWo2d9WZrihS2krbKJ0/cZ25vb+Vm4OE/swAFi2Th/+1snrmIlnW/Mc+ZoAaUn2X9xjZ5qURkE0ZdBoWivEZh1Xj356qvux2WtwkptC9OKwHA1Hq39+w6d5Pxb96ErIUFmH+KRh+nZBmndZMIuXUWCBBGZgxRxHhvTGd2KOkcCEZBNNTjEGT6qfCN/dmwImdZxbJVQ61GWBYosgoSL028gcBL45Tt51V0fIZGY5uy5n6LcezdqrEtr++8AFA6kLsKet0MS8pXYmc069vr38PxC/IavceYi0o7G+ARFZxQ3vUlz4jH2h0fRT7Wo5TUOxgfsyDPRc1ruXyRMgB1GQD3hR+HYij8BWye/JrIUpllFNaLPWPZH6ARlil2QhT24oeQ5N8OuiQ4592Ec1aLYPUQvUEmpAd0QPlhcIb73FKEdY3t7H+mFPkKRGGkPEYQIBfov0dr3Qnv+TFRDSCbvJu6l0DSTZvaKgL03OOMVVWPUqXxFeoUVs8JkTeIbGnEPGiefecnXt502yUEUnFCg8YIETr3n8FPvP7HDhOrWLGpqC88J0dtRIvPbhU+9Hr1nT3aWKa+G44ZIP8O4vQmKRkyPXhskiujbK7B9muacgXv0JlquSt7aQgiFVL4AjSUozEByCJLF61YKhwoFEIL6/jxKoJPNRB1Iuext2PYGjnN1bNLr9VhcXOTYsWM8tfUU++1pvucRk1//vR77Fz6JN7ybEzf/GI8e+j+wR/ZQefBT+G7A17/NxQ1vwidABXw5itKdxzpVpfPQMs0PzFH53RMsLDdRFUEs3KS7HkeEko3xcX7pjn/Oxjt/mNsvnmXqfRv0jJC3xx9kT3GVzy2/IMZorcGZD5Epxuk3HcJQ0rY8Mgm42LjISCbad9drIe0/V0YoOoq+yfKpCBD3MTGlwd2tBQQBm600T+6bRArJJ+8pU8hMkdKjZyq06Fw/IHSyWp25xBSKF/BLz/02Ba9D/wbzsn69gaOrJNNRItm4DArtv7v56P+n7MsBhe8DvlcI8THgY0AH+MQLfn8b8NL9Ff9kO5ZtxnFUBzOUEdHHoFXifRfex68992vMrX4eJRWBwqJmEg9MCkGIo7hYiofsDBbr1F0R2czGs0AECntKyMR4QO9tITMyhqd41weF8rJGYR+loVItFIl5LsIBO1am3tvivK4QUkB1M+hGGwHUJNxxq8537H8W6/yVNoDLlcJivMhsbpb13gpChnTVBBnp4p2LWg/UUolDrVUM+oSEpGWaVtDC7re5f18BupucN3bzaPr78QeJmnb72gFes9/H1wdVyPh5ivEVYqqLWUnQi0WB8lDHQiNAhOA7kXM5dVcWVUQAcR8VyvVu1Pb4IrssPTFsVNE3otm0mZUoyN3auD6QvGzW8yewdZV4IFHSaVJ3R/Tj/ecr1P78XMRAelnA+/AtCDVJXE/RrzfwaleyTc5ym9qfnWX7155l4+eeoPn+KPiwLzT44tgJLMUm0WsjjAzdgT5jL9zmvDVMTIGvL9X4aHGY5dkZutkM1m6V8fwm65u7+Mzym/lAsMjzVhQ0OxM6cbvxirUKm70tfC9JIdan4Wm4wxEZixroaJqBr1XIeCbSCEj7Jda0aH3E89HnN5tNhsZS9MOoYj0iG5zeaFHp2kgpka6LuHiOudIedjsKsdFRsr0W602LxlYfp+8zsS8PwKWBflvJrIKU+DEVqQi+7fwfowmX3wjewajR52RBI6YtYyoJKl6DZHIWBcnRuEe3r+OI2HUrhTXXQyNE91yKHYO0Hskp6LEAKRUCtYOU0PdVKlUJUrLfGkJoCu8Z+iSPjf0NAN32OF5MwXavn1R4YOoBdEV/RS2kpweg8FgmwcZP/zQLX/f17FqcZ9G08b9GM1pOp4vQk0jFRGjR2hfJIimnTUIRZAOdkcN57AOPMaSO8erZ25mttSlO78YREr9SuSrbWihEIN4aVMjpbOEN5qh8OYqcv8K+WnY8/t34d/HvC2/jWwcMlc7m9ZMmXuhRtaqMp8cpxovUrNoOKJR61O6+tGGRGWjy6ekWoqmwLnoc7emcEF3KmUXGO3s4JFSsWpxEyebUTPQ3zwQW041NQhQSlzP/wRKFfuRH1gsp0kPRTGB7PWKYPVA4QCFW4NnyszvXeXme8HKlUEqJff48qWNHeedP3Y6qKzz10SuB4FxjDmt3kSAn2T/gE7tUnosIeJa+CLmoxfOQ6+2A0MuW0lMUYgXMchtrQAO/nSyhCcmM2MYiuvbau36Ex4/dTsOLkdYc9jWHEN7VwZC7vMy5vUdoJVXc7ixFbYtQtZmeOo/vG6SX7mU1pRJMJJB9H/Q+23KIgt6BICRULNLZBLGETyZzmDvv+AAH9v9nOt0nGdr/2N8J2Uz4grZGd+0rbyF9ZjFae43O9TtWAOxBt0lrvEDOGcFJbdHb/TASye3iTk4efjX728tsyCJrczqZxCQV5yIyI+lrl0GhgaK4LHi7oLfNTVmL5Xo/IiX6Cs20Gmh6dG8v9tIDjUKJkp2iE0qK6S3eMtTDcUocn/oM6f4uNCuDoQGaw8Whj2OWzlBafRtZP03pfAuAWN6FwEOqkrXKy4O37f42jdV5AiHQYiXifgqh9Ckni3gbG8gwJGZHoHBkcpYZWefp5SuVWem+sjOp1tlmtAULA1kQ65mXBoVNq07sCuEvffuK7MKnzm7zN89v8PD5CtIPsRwbS7Gx/Ry3WxkIoaX08UyHmDHGbzx8gtb7f4U72s8TD/YwatZRJw4QNdmBmk6Raq4h1RjteZVLpWLUfmjWSWbTKKoagcKhgdz30J7rahUOj0QJslYpR3wzjaJE+ziXuxXgmmrh2bNnkVKy/8h+5tdP8uN/VefY3AaPHRUs/uJPcOdn38/rf+lfMLYvz3buJnLdZb7tR2fJ96pI4jhBGkcCaAjZZeJn72HiF+5j5N23gyJYWG4yVUhgtlfprCQ4efMxUrNxZtwqv2fcxM/85M/iKhob7Wgee2+iw/F6gc7zH4bHfhP+133wwX9JMb5NGErMtkPb8nETz/KtH/1WpBadlS9uIZVS0v/SFkF7BT8PlaXoXknhY0qdO9ZOUqVA34tGll534BTVgsPN5n5i8QhgWnIcQoV8yiat1JkfJNKclk7JbtDyr58gDxp1HF2LgDzstI+6nocMvnpiq/837csBhf8d+DPgXkAC3yOlbAEIIXLAO4CHb/Tmf7KrrZQpYas21iBgusxA+sRmRFu9vvUsIhmBtqQMCaRgubsPgLZmQ3+gHTZ9NyBgJXqfZVl0VZ945IcY01V6on8tKGwsYYeR5k2QdKClsjUUZbSUHvQT64x0t9gYUKRrbpbQ6JIjmq8aTnXQlRDr6Y9c+Ui7gSY0skaW2dwsTW+TI3GHrp6moHpYp8+gZDIk77idoZU5ElLBUR32DO/B1Ex2KU0emJCIMOCJ2N3YRoqejAK664FC3zJBixxiVmvSyUT3RGwEdOPRJm122rgD2QU7O0ng61gzVzK+e2SXRiyDPXctPfNlkfrJoIxiKsiESvaSSyFos1l56bYU++IFHF1DqzdI338/whgcUicq2GfraLv2E7Ra+M0m2lTEzpXKZbBDk/7TVwLf/tPb2JdaaMNJUnePIXSF2N48o//uTp4bnWOtUAWzhjDS9BJXgEZnZJbVzWlek/b54IhKq5Bnam2dfekFvEDjDt/g2/gok3qNVSt6xua4xPC6mLVXFkB1zQq+k6VoWNSdGKaM1lha11CNNAX9JLoncVSVUV1hRY8CbCUVBebNZpN4WkckB8ypwqXvBNheSM/x6Z89h+Z7OLsO8qWEz4qRZsjucHy5zuZ8K3o2B/IAgxYWyXhrm7Rt083mmbZN7uBLnPXvYkFOkstHczSB+jgtPUfdq3G3lcEfGWG8WUZ4kopRvO5MYdX1SQoHTwsZ6hgk9SRasYQaDwnkMIHRwfZ1Aj/Hopnn67Z9Cp7CyrEW97b+GXOZaH5WaUfAoSOvT+iTMTK8eiJqIX25lrczPYuirjGqKvQefgS/0WD4wx/Ck/DML//qddf0l2t+px3NFCp9hBI9vyBTIme47FILmF6b4uQUvanHAPDWQ5R0mrISo53OI22b8AVzgENDUQLA2j2YV+tu4clBEIROcOGpndf+5VYdX6j86qVfR5RKBELwJ8fP8GC5Sfiie1O36kgk44bGRCJHzapdEa4fUI3PuwoJbECipzqoDcHz+X/BFwoC4pdYys+R9HL0lSyaEpAouDSz0bXLeIytW/4ZWQQ9LUMq7iP9DUY7UXV50eyQOfhOhJRUPxe1yQWtFt/zdALz1JWq7/ZCm1hSozAa+SdvY5Ow0yF+5DCZoTiH7x1j9WwDq+vSsltU7ArjhoJzOGT4okAJJef5DHLrJNgtuOdHAHidPkQhXrjm+U2mJwlrLqbfRVdUNgqTjCptHGFQCht4ocJjpZv4hR96NydLsygCZkyovIhEzF1a4uFbbibX8Wl6u5nSloilygyNLFBevQV1IFsU7kojFYEdtyhTIKn0UTyTdO88+ZSC3YsAlmdLTn30FgIvhp7ovyJQKKXk15/7deabN9ZqfKFdrhQiwF3/ykHhmdUIIHf7xg1fY1+4SNdIQsrH8LK4yS021CZz8gJ7Mjczd+DVHOvMcV7OsNZ1mInvw3S6tLMxHC2GpzooKGRiNeYHSZJb9FVsL6T8Citx17O+1UTXo3t+vh1H6HXGWgp6qkQ3kNwy/3E6zQRLyZtYGPsCvt5A7RfxYwG1jMrd+QsEjkp69bW8zjtMbjkKzON5B8U3QYHV6suPHHxo/kMMdSX1eIa4B3E/jVT7bMRzSM/Dq1bJeS6q0Ckoo+TNCs8v1whCibO4yIU77sQ6feZlv8deWUYLoZ6OszoM8rnTL/n6nr2NEGD0Ih/h2FfO3mcHoPTZlQZOzWJLif7tBmMIBJqn0xA9FovTbI3+VzbPRIR/9zafYle5xEi/izG6H0lIoJloiRSG2cPN3I4b6pxptTg0XcJzQtKZZEQc1VxCFmaZK3dhaG8EEl9kY5PRtXbDJPoJZ+ecyGSOIoRxzVzhqVOnGBsbY603z0+/z2G42mHurd/H779V5Vwq6pwY25Pjbf/6Zt7w6z8EgPXFz2OvukBIkNyifuD9AIRhHm9xDsVQMcZTxA8WWK6bzBRTBJ/7Ev1yjMWZaP2+tnaGZ12X56b28qP/4RexJ6Oq2s1eHYGk8uGfgc/+HDhRQrcgozOy23DoWB5SqyKRLPQjPcfyi2QpnEst/KqFe+lhKuqV88BQQiypc/PqOS4E+/AIyCHw9JAhL8cudwwlOWCQ9aYQVg6RqzNmNVlOj4AqsZs6Q16btnf91mi/3sDWVDLDUcx8uX00ErD/+90w+YpBoZTSkVL+gJSyKKXcI6X82xf8uks0T/ifv9YX+A/Vxmd246gOl4m7pO3TdtqcqZ0hpsZw25soyRI9YWJ3Y5xtjRLOJUnYKk3VRLUy+H4X4jkYOwYrjxOGIZZl0dFcMoNNUoz7dET3GqIZv7FIW04RKA5BLsBv61SKA1DYVVB39Zjs1tizOajuOUkCo0PGDai5PulwENRuXAniGnaDofgQQghmc7NIPI4p6/TVFEUD7NOnid90lMTNtyC2t8i4cQIRsH90P6ESsjdZpRREAfml+B7QFBoyalVqDwRuL1vHD1AdGw0FCBhSGlSzSTQ/ZF9nm/6ggnjGrnN3Pcoyfjg2z3oQMKFK/NDD9LtMhBqNeAbnOnOFG60oUBnr1dH3vYnUm/8rigt31BZeVsDerVRwNZVY39yRogBwNyOHoaaimUZ3aQk1G7WyxnUVV3cwny0jB5n6oONiTKQoffcR4vsLSC8k/ZoJyrE6y51l9BlJ6IcII4WTujIPMazC3668miDUeE3Rx4nFKXTrxA6vMlfZz23lj3GESxwYD3ADA8WN4Y1GwUNv+ZWJSdt2hb49QlF3abkJegM2s+TeKYQWw55qowcS6gq3Dq1QT5TxrSyW0iAudZrV6HqTg8xn+AJ3VO06XHw4AhpKfj8n4wEXgzi6DDh3YY2NuRbpQoxMMQL4C20XGVMpNrYp9F22CuO8e+2D6IrNX4TfRCqE6vBups2Q0VSVpp7H9xrc0gpp7DtMqrwOXshmrIRsXzvXWXN91LBDJx8y3I2jCAVtuIQWD+jJMYJYm24gCLw8mqXykxcc6obg8do5Dvq3MN7ZQ0vpM9y9HSEFHXHj+aQ3z7yZ7f42p2svHdCc7VrclE7gLS8T9vuM/sf/yH0/9RMAnDlzjqV3fBMr3/O9WGevJQd4paZZNYSRQhE9NBHt+c2xMRQBu/0JTL9DJRzDS1YREwGBNYQ+OUmlb2MWx7F1/aoW0nw+j5CSfinyNXS38MKZnd/7W3Xo1/BDyZ9v1nm92ua7Nh7kk4fzyOFhio06P3Juhf/w4CkuXLjyudv9bQSSXPUPeGty7apKYVjcjZCCKioJX6InfRQlxOrF+cDRHL90WOczxadppaJ131d3k3NtELA3HYGJPjb1sdsZ0VyqYZ6RjInm1Cl1dHTf42O2zRdKdeJCo3XxAuVf+RUW3vwWXv2JVY59emEncNta7DC2J4cYyDzY588BEB8wjx541RgylMw/W2G+FYGf0USHyp40whEc2YRLQ8/gnPk4AO39b6KiqryK67c2TmYmibUFVtglIWE1O8oBucRq9k72aZvUggKPdH0CVWMuF+lM5kSf8uKlqz7HXF7h4YN7eNXgnhdkhYnpc8hQpXP+HXx2MsFs20EICKZT1IwkZVlAIUQPHPrpJLrn45g9mtt9Pvg/nmXlTB3ppxBan1bl5UFhw27wJ2f+hI8ufvRlXwtXZgr1ifRXXCm03ICVyiCpaKdumKgxz59nITvOmBN9T0ev84m6wXr1FHE1xevrIXuDTdKpPTyAxmQqCpzXs1H1pKNFgUAqVucCETPxXi96/kvVr7yFtNfrYuhRML3VjaEYdfb2cqiagRn6SGmT6azwjuLjTHkWW+MfxjTHIebQGW0zm+tRPZvnS+EcwxQwbv9ePDdGomjDgMRuvf7SlUI/9Pmbub9h2spSSxQwOh5xL0WoWCwMqqSdxRWyYYAmNHL9AiLwiHWrnN/qYB0/Dp6H+TJVPwBWoj1sazHOTguMs4vIGxDVAZh2dGZlN6MZvsC7kuy93L76zHKTrZNVtpUWIoSME4EbNUixFOvzxMzNlGjyQHuT9bHd1GIl7r6wzHjbQc3vw0ut4SVq6PE4oQPtjTFWDh7Edl3uueNWen6MdFKHXhk8k0v+MG/59S9QMyYjiQrvajA0NDoGgY9tZzBOufib0XmlKDEymaNXgcJGo8HGxgbHDhxA/vtfZN8mnLvt+8nf+jbUUGWld3XHk7F3L8bu3XQ/81mc5jB6uok7+RT2QFPTl+M4j18hz0rcOsxaGLBLUyk9cQlHj+HHo0T+fie6rsJahUq2iJ+L9s6U2OT9xn9hn7IF+94Md/0wAJlu1FHRbVh0LI9gAMJP1KM4oPIiWYrek1uIuIK/8SzbZhfNiOEoOroiyWIQD1zOh3uwNYWhuEFPERwzo5lzBpIv2EMIqeKk1znUjWOKOFo2xG7p5IIuDef6e8+rVXE1lfRotH8vt4/6ikLw95yB9KsSr79sUspQStmWUr401dM/2Y4NJYaQIsAJouAgtAOe3HoSieRHbvkRcoGPkixRUdtIx2LDziKAjKlRU3po9hCWNQjed78a1p7B6UcL3VQdsoNOl3TGwVatHaH3yxbUlzEZw01uIBPQ7ydpZaKKjdZIIbIdMtLiUD0KWhTbINB75Gwbs9dAtyJnGrOutDc0rAZDiagSsCsdtRKOO2v0tSTFpIazXidx0zESt0Q98FknjiIVJvODtkNRprn8KQBqehGpK2zKAoKQauXq6s2y5ZB0HeKBQBPb6CJgtVAk0w04kquTsEx8Tcf3OxzuJ9Byz/Il/cMEVoFEvE/bq9L1m5TCHBvDSezrMJButGwUJMmWhVqYRVWKyGyaO7cusGmpUWbvBtYfBMLxUJK6//7onndcwu5gziWIDhZ3cRHpJQidDoZjY4cmoeljnakN3uOgZgdVxtM1RFwlvr/A4xuRY96zd4jATyMUFT/Z2rkkvVHhvLeLc8s3cyzlks1WyE5toxoOt2yVcaUGCL645zuiN5jDxEvRIdg5/9KtsZfN9+t4fhxDkbTtNA0RAeVGODiUtCgDqKwq3F6cww9S2E6GfrhNRibYWIkyq5mxIlIKPLSdz650HWpfepbt1BC1XgxLStbUKIBYPr8UzRPuz++IfV/qC1K6he77ZG2XtZHdvGvrg9jBLXxS7GUyVLmYT7GnbLLX3UU/kUQLHbzQoVuYIVMvIyRsGiWCznVAoecTeA36BYV8WyMMArRiES0eYoVT+EabdggT8T6/lN6k4Eo+O6oSdG3qG32K3d2UjSrDTp60n6Jj3DjQe92u16EpGp9evnELqRdKLvRtbsoksE6fYXUow1yvydGjEbjo/V8/x8i/+7c48/OU/9t/f0XP83pm2A2EnkCIPrGgR6CarA2nkV7IuF3C9Dt8qRwBEn/vJkLNoew6iuP7oKos7t1zlQ7ocx84TbLfp5eKkj20N3DlHtaNaH8HcgwWHuGhepstx+P78tHLRHuVzMQEb/BMfvfwNN91oov9N5d2ZrHLZpkpPYSgxYhooHsb9Or1iHk0M4SuxQGB7ikYmSgAX9AP4ymCSibGF4dDptoqUgSYzizGQnQ0HgtsJJJNtcEBdJTmEtt+jt3JJooMICiTM3vUM3kWlQrm1H4sVaHxx38CBw+wWdCYrARs97dxTI/mVn+ndRTAOX8eFIXYwQiQFSfTFKfSzD29zVwzqvSWshWeH91PCLxmUWE7CFjs/Q2UDvJ4Z4ELhs50v3Xd5zeVniLXS2LRQ7EDylqam8Ui1vTr2KU36MSnudCzuHnJoqpEnSMJrbvTinXZnjBdmskYh7Y8hrQVLK3P6Ogi7cXdiP4YpZbOm1erjPdDwnyMFXWYsowqlxnpYyWSqL6P2enywV96Fqvn8Y6fuIUEaXS1R6du478M22TTjoLE5fbyS77usoWmj4irxHZn8dZ7yODLb8P80lKdIFRQYlsEXp62c+0ssAwC3EuXWM5OMDkgjduyt+guZ6n3V6ioLt+1bKIIydRGhh81YoiJVWI5h0oiGhGpBdGaSGodmiJDWx9jpB+dSUv1q33Fdtvmm//XE6+IiMUxA3TdJpAqlhWBwt1+lIRzA5e3Tlzgh4w/5Wi4wFAgOT51EtdNoMa67J3+GEEI1dMFFowOG+4iqdzd+GaeRMEBP7quyssEwY+uP0rFqjDc0ajFc6gtl6QfByFZHCRvO0urpKWHqugUk1ElbNSp8OxyY6fjwb5wY+moyxZbr9HI5vjjb/v/8eyBIqrjvWSF0R208Sfas9EYjxOdgVtti/WmxXguzqVKj60zNbaVFp4TMBJEvkHzC8R8h+86/zxv6T9Hd32V5p5DfG7/OwikQqmvQ3ovtcI5lumhGElkoNB6rsrcoUNMTEwwfehWep5BOhbuzA8uDmbsVxgH5BWZioElM1kU18H1smibAvvildgll7uNbvf0joj96dOnUYKA8ff8bwoXt/jYd+3l+MxdvHvCI6nsYd2+OgEshCDz5jfRf+4kbrgXNRtiFS7ix5qEioejTBAsnCQcMOb3d6WxgJHFMjSgtneYy924y0f2E5RiqMseYy0HNRntnVxmhSPKCj/DT+D/8w/A638GAKMdPd9O3abr+HgDptezjdMYRu+qirnfsrHP1zGmBTL02ShvYiQSVFPR2pn2dexYjO2ggK8qlDIxeorCLeYB+oqFkuzi+zrDyyB0hyDeYibI4kmFeMHFaWrk/R4Vu3XdddOrlEEIMqXIZxqJaFzJVxXC7vX5Av6+2JcFCkVkbxZC/GshxM8KIX7uRf/97N/Vhf5DM+eZGv9X47sRQZRV8bZ7PLn5JBkjw/cc/m6yHohUiW3FZq/YpDKQhUhbGjWljepmsPqXQeF94FtYK9F8nytMcoNMtDbk4SoOnufh+4NSuJRo7RWkKOCkIgDQ8LK0BkOzsm2w5i/wR9/xz8l2IqepmBoIybDdZLgROdltK01Sa4A7mLkYVAoB1IFjS/bKWGqSITsg9br/hLHvGPGjRwkUMMIEemBQ7eYBMLU+q6uRFObuThF0hQ05QpYuW5vLV92/JdMh7jkkvABNrBAoEI91SHdhT6rO7sYKtpHA1yXN1DPExz8Ezj5uqd6NjHdoBuv0gjZZJcf6dG/nwJnv23xoOzoYNpoWo2oXUVUI8wOii5tK3LZ5gbKXRl4HPFy2fiv6jOy+/agD+ZHLVUIlpeNXA4Rh4Cwt4VUsCNporTZ2v4sYMug9FbWxBG0XNRuLZhrO1kgcKSI0hS9sfIGp9BQTGR1XRvdPJrtIqdDffBXFVAPXz1FZnSRw4szueQ73PgetN8pru5f4fHgLTN3J80p0bWFvgniug0TSW1zFPneOzqdfZq4tqMOARbdj52iKABGqiG500K8pUaBTbxfJiS6aO0LXMwiNFlmZoNMLCEOfwngaHx0HnbgWuaRy2yK7cJ7a1AEuqdEB1IhH6zNY3cbquEzsH/zdUtKwYdSLgHjGcpktlUnKNqfdb6QdhiTyBlII9paXGV+eoJ+KsiaLskpC3UV2sIbL6lCUsX0R4K+4Hq5bwSqqqKGgsbmOVoraR305jR9r05Ihr5YFjrQO8TfTgrmsylg+xRu/9zDF/hRlvU7BF2TlEJ24j5TXD4KzRpabSzdzsnryur+HSIvQlZJj6QT26VOsjBT44sc+xIWHPspkTOdSKCj+4A+SfetbcS5c+IrYF6WUJNwOGEk0ehhhDCteZSMNRsPEkCp9v8NiPyAen6Q39jwy9LELBy9/AAv79u1oFW4vtpn76HOkez066qDdsLqCLyf4QuY4ASG+Ngvzn+FP12tMxnTeNBZlYmmuoI2P4W9v8c+G8xQcSanjY89FgUO5X+bwQHrFkxp3GDU61TIJYpiKRzCYMRaOgjGYCTw/dBsAmu9gZ97Mt4RdZKKGVduHsxgHF/Y0Q2zVppxaZq9QycoE5XCIw0a09115noxjYSk6u3txepk01T37kKrKufEhFkeHKXV05stn2R4wi76QZMY+dx5jdhYlcYUs6OCrxigvdTizeZ6cSJOOm8z7s6wOjXFsWaFmJ9kqtGntOUb4mSot5W7izdVrKgoQVQonnGFMr0NdZgiFwjFlibIcIa76dItHuG2uxzc9bZErR/dFak1qS1cHop8cGqHQ9cjZKfbEvkRrdgUhJPLpYawEPHDGZLx2iZu6ATKrU5Eq2wN266KqE2oabsPEs00ypTjf9h/votfcoOMEaLEOSGhXXrr7oulEz3qpfW1L3fUstHyUpI6+K4P0witSHl+GPXRmG4SPnnsOpM5c7drWcnd1FWHbLObGmfLjSOHx6XCLI2spjKTL3+zS2NdP4IW7IfkaYr0qnanHSE+Y9IzouZtu5IcTwsRUNE52CyjbJ4lpylWVQikl/+eHT/PcSpP3PLn8stfvWALdsLGCFMKyUfQ2JREFzoJzHM5VmesUcUWSTF+lBpjCQiiSA7nHWVlJYykCFIUzjooQAqM3jpH1diqF7euQwL3Q/nrurxlJDJNs9agl8qR8hQkZPctqJhr/sFbXSIcuuggY3hfHUOLsl3WeWW7izEUVU+cl9IQvW3arw/P797I5Ns35mWgsw3z66Ru+PvCjc1qziyh+grxq0rbcndbRH3ztHlQJ7c0GbcWk4RloaoJcewHNj57ZbbUuYsmKZHb2HqKXH+KJ/H0Yhb0IoXEuc4FN0SNQoxhuDZuOoXPPPffgCx071Mlozk6r6EIQdVHM+4NuiheTzQiBFlp4YRqBcpXOci57646IvZSSMydO8Kbjz+M89RS/91aV2OvewtKoTlVI3NybKQfXjjGk3/hGtMI+QGWu7WPlFlnbuB0vXqWd2I0eLmGeiHz68oDwcHelSWCqbM5OEmiQTtdp5FPsDcr0ApXblk20ROT/vGTAL/v/J++17+H5tVZEqqMaKO1VYkmNxqBrwAzrHBycJbnSRaovqBT2n4r2oZZt0YvpmP0eZt9kMx11YB1TsmzsmibRaQEwklfoqRrHzP2cTl4iaZi4boLiGYtAj+KyYlGwz1oilXMJXJWxdpV18/rJ296ATCw1mJFXVBVN0weVwq9OAuf/bXvFoFAIsR84A3wK+B3g54naRV/83z/ZKzA1F4HBmIwC6N6Xtnh843HuGb+HwCvj2AIlWWQdlcPaOk07Kk+nzRhlpRk5g/rggNp9H8AOKPREn4wyaD8ckehetJl25gr7VVTfRJdZPCNistsSo7iDgNzpQV+pMmZWiHeixS960fWOuU2mGlH18HhjEkVI5ErUQlq36zugcKuhEvop3EF2p+gECEUjtEdpCYvlEQXUGH4Y40NPRxtPybrUTElXTeIoGVAEa5TI06XZvHqGb6nVRgHSboDCJTopDUWE5NsWugj4ltpnaMYTmAmLz+/7S0J7D1bz+1C7EbDoxBaw3Q4JNYNvNHAuzlGxbL795AI/fn4VL5RstiwmRA1lW0EZCJv7e0pkXZOZ+jad5RM3fL69TjQDWbz73p2feRs9JPAZPcCvWBh7DuEuLuOXTdS0RKtUkTJEP5bBXe7grHXpOz7bOtiXWkg7IHHzMJZv8dTWU7xu1+sQvW1ckQdAT/RxO+NsPPX9qJqDDDJMEqe1+Fqy2RrqmMXHnD4/XrqVP0mPsLz3fk4GChJwzAIYkiAr8Le2qP/RH7P9879ww78PQBNN9IFDNZ0huiqIMMakFiUazolobuzE/tsJF1MMKQb10EdLNCmINFagUK2dozCWxAvj+KjM5qJkxtyJOfJWh3DqMJeMgD2FGM14dAjP9KJ7exkUrrZtwgBmulGSJGO7vNV9Gjfcx9+EUbtIc3eS6X5IsSLIN45gxaIAeM5fYY+YIDvIrG4rQ2iBBfaVGdZQSuqujxK0sIYiMFlZXsTXdbxCDJdJfKNNJ4A3Vd9AEGvzN3vrVBIB8a7OxIE8RXOCst6gFOqkxDiBCn3zWma5y1ZMFGk5rRv+/kz3CvOodfoMbsxAUTU+/7//iHsvndjRKowdPEDY7+NtvLTUyfWsY/mk/R5CT6CFPTSRYU3fxldgYlAJN/0OZTcOxh567bP426fpyaiiq7XrmOk0C6urSCn50oMLxO1N0t0e7QFxhL3mIxBcSqxR1Ru4yZvwLz3M480O3ztZQi1EXQS0ViIB++0yfsfZObguC5OXzTJHEpJut8hCa5pjCZ/mxiLJWAlT2PSkTgqB9ASxbJQcmy/uZ8zyifU+jZO4leFkHSO7ht2aYtS8B2MrQTIlsFWLjmoikYxmZ6NZOc1HT4IfLpHrd6ln85RqFUZ6YJbGOXXTUR7Rh/jPP/Yr/NXXv5O1577I9kIbIWBkd2bnHtvnz++0jl62/XeNgoCzW+eYFnmEgOXOLp4aOUJpw8E1bYQdsOj3uHVpDzPetyFkAJVz1zzDyeQEo84QttunHI+CzIOYWPNRYm8+fjtvOhE9ixHbp+frNBM1rO02/uVnZNs8uv8o91y0EAhm419C7lujVpumtGLzmZtTDHdCTDvOnXUfFIGnwvagUjg20OFzrKhL4p7vGOZvP/kh3vfQhzB9QWBEQdTLzRVeJjJb767jhS/flBSaHkpCw5gaJOW+zBZS0/X58PMbqPFNYkrk5y5eZ5bcGVRqFnMTjMsMjrHFxTBJqZFgcqjJX+9OE+LTCL8JGKaR7dIvnUJKkEYM3XHQXA+JJIFDTyjUwhKx/iaHst6ODhzA357c5OELFQ6mbD59ZvMqLb8gsDh9+sfo969UeS0nhq47uEGCmDeoiukz2KEkIaL18mxrF6YosqsT4ElBNhb5pRBB+eQQQTIizrKCccwwINHbhRoPUQds5IF3Y1C43l3niY0n+PaJt6O6Dr10AR3BbjFgHI25yKGIgVSTIboSkJleYyg2zqxd4enlBs78ABQuLhHaN56vtHyL4YrLZjFKujixEvWJNObTT93wPYofgT/NyaFZeYpawG997hTPLjdIGirfcdcu9oYaptoCoB1ElaFk9zSaH4E8EaiEq1H74vje/fTjCtKPoZYOImXA2eQCLa2LTrTv5w7sJ6XqHD16dKfFPS16EfgTKuetaN+ctiJOicuyFJu2y4+dW2Gzs4Am+nhSR929m9qZM3z4f/w8jmmSy0WJrnb7ebY2Ntj/0Y9RWFig+ePfzudvFhw2bqGSjbxnJXMbXeHQda/eF4lbbkGdOIoMHLbUOigBd1QX6RMggxG8zDL9Jzc53TH5rXOR/53eOkUoBGuZSWTRJpHokLF6fPvxP2I4+xh729Fak4GKTDuk60fRhOSz5wegNFUCs06mGKddt4GQXhAxKk9nplFSZ3eIZqQf0n96m/ihIcL2NrVMFBtvqTn6RhTfzYQxNqdnSHaanDlwK9//qu+kHjvClDvKydQKcc3GdRN0X+ByYiWbm/rn0ZLRnhpu1yk71/dJ/Va0btKF4s7PjHj8H9dMIfDbwF7g/wDuBGav89+er/UF/kM1oUeBiSGjA7Nc2aRslrkvNOg99G9wnDxCNdiSAaptEgyENNP9GGVtMPDcGPTyp0owfAhrPZod8pU2CTXE6Iegw5iMNtPOXGFzGSkhHqbwjGhTdpwk3/3B36Ufi9Gy0xRUn299/L3gW8gwQBmAwpGgw6HORcLcLtbcMaSE4MxDwNWVwrlyF+kOY1rRdZci+iqs8z2+uPwF5ndFGVJL6nTKHcb6U0wmBIlOSEfkuJiKApJ1dYQcXRz7avaxtYFwfTrQ0MQS5UE7WnDG4IS/l28yH6cdTxCqHrEghqh/J64fx7Ijdik7vY7pd1CEwrij0sHjB5+fZ9PxCIFt12OjZbLLW0dtZdDV6HplZgxX1Xj11hk2l6+fuQwtC3ugtzbyAikKd6NHTRd8qBU5YWP2dryNJtILUQsq+qANR87qoAp6T2zwO9h879MLWKeqUevovjxPbT2FEzjcP3V/NJMlokMwFnewm9OEnka9vhcFeE1wF2vlKfxeEhlKRHWa0wmX82Nn+MbVv8bY+El8XdIbaPTZuwxEs4pfqxE0Gkj/+oPWYegQU/qoRoNAgmeXsBQJUjCWbQHg9aJn1hdJ5uRtTMctKsJGjZnEgqjlcHnpFIXxFH2ZJonDtN5BVwXd5yJpgnV9F7aAX977C/zWnb+AFIJdVgfiCvkBWcdHlqJgZ1dvi0B4pFIuM/4qveABLsQTJFSbSxMx3rDhYFijxOxh0jKBBCrmCrrQCPQocCyLawXsW35AAIiwg5kVhCpcev4Ef/i7f0pccxBKClSfbiAoukNsxavE9QbVTJuclaSlVTH8ODWthYFKaEZAp9O8VsD3suVjedrOteRKl+1MzyShKMxoAvvCBVwkt7/1Hczcegczn3gf8vSzhFIiZmfxNA1n7tr26Jezet8hHdgILYkvA5YbSVZkl7jUmKhEwYzpdzDVDJ/YVnHXl/DXn6IXDnxbo4zhOJxoNFg/32R1vs5W5kOk+j0sx8Hq9+lW7wZgMbbOplGlH46iWXXu6M3xneNF0OOQGYfmMvr4GNJx8Faj531qSMWZb+GV+zT6a0zrPs3GBBfWJvEl9LstkskxTNWlbClkFJXAk8QzDp5lsDJcImOtEu89jJCCDwy/g/TIBZAayUPfgeEcRpn00XBxPYNy/iKvQd9piySRQrW6FBoevqbhHC5zoJ+h63v8t+/8V3zwze/gdcpn6N4s6Jw+yfZim+JUGiMe+Xy/0cAvl68BhelCjPEDOda9FSYRyBDWuxM8OXIUARxblsSXXIzVo9Fa6e4ilAnYvjKD+nPzG3yh0WUqGMP3o0B6MzFKSbYZSh6l0DpNIAWV58epZVXqhQ2KMkfHi6OoDUR8iOpqVLn49KUV+skUu7d84koDJeGgGD6NxiTF7UtcHAtxkxZaf4qbNwbVgFicBtmojW4gRROkDeyxad7zl3/O6uoq9ySPoPtphB6dSy83V3i5fdSXPhvdjZddv1GlUEMrJhBx7csChX4Q8gPveRbHDynlt3jXpe8CYKF67Z60L1wgVBS2C+MMBQUq6jYH1lIIJCNDKu24iqcfx/XvZ0tUEOMnQEi6GykCI47m2NydP41nWCTCkB4K+WRUIR/uX+BSJToXaj2H//y3Z3nNmOTe4DSTQZmHz19pze52z1KpfpK19ffs/KwRFtF1Gy9MovrRWa8ndtENJEkl8nGOp/Jg+G4m2lH4llKipN5cbzexapIwpqN4Caa000i5SaYf+a9EOnpemntjoPah+Q8hhOBt6XsA8Abn9P7paA8JzcQbHkNubBBKH11xMcQCI2Oz+GYVKtsE9TqJ22+HIMCZv3TD76r2q0w2oJYbVOKVIou745jHn78he2lC9hBejL5jopsj5FXJXzxzlicW69w+XSAV07hLj9PRW6hSodiLKpvPvP520r0mqq/gSkms2mDiwCH25dK4CZUxs4VWOkhPW2Ez8HBEnxhxWkMlymNj3JybRVXVK6AwqEVtovldrLWjhMf5pgKJoZ1K4cONDh8sN/mNpSViSh+EwD1yhPmNZRaPP8PW/AXi8YlIxL7zPFt//CfsWl8n95M/ySN3aCS1JGPuNJVSm6Rj4ypxnOQ9LLSuJBE2WxY/+pfPo44cxK/PsSt/DqRgf3+ZRiePbo6wOt3kebPLNz9/iceXy2iBT2LtKcr7RvGEQSfZ5anARXEU/tc31PHHHmJsoLvrVEdQE13iSI4mrCvrd2gPhD6FrEWvYSPUPqH02Q6yvHH6jVjaRba60f43z9Vw+zbpeyfwKxVq+TSJTJbnJoYQevR8pO+wXcrTSmf5zP3fxEJukofz3wrAiUwZQ7VxnSQfnrgF1ckTuinUfIux/iZyIB0z3G5S6Vy/UtgfjGqlCkM7PzPiCXxFXEWs9vfRvhxQ+BrgN6SU/38p5XEp5cr1/vu7utB/aGY++QgAWTdagNupKPN+3xN/QLfxDAwEvV19nZodBayqoZCyNcp6tDm81gsW7O77sCqR84iLOooAoxcJPo8N2u92KoWNJUKyqKj4ehOlC3ZooIUBS6NFkl4aXcDIYMg28E2MfgQKS3S5uTtHI7uf5vhBmmYClh/H9Ews39oBhfOVLkkxQS+IwNRwEMOyakg74HNnP8vqWHQ4ZEOXt8Yu8urK3YRLM+zpbWL6MbJbF/juD/4ubT1DQlq4oU74Ak3ESjsKPtIkMJRVuoYOfUHzqSx/4b6BUVqMBjU0qTHdGWO4n0BYAbFqHEIFPV/GCaP7ONsv8Svf+XqedgK+fSy6/nXLYatls7e/Tr80ufO9mjXC/MQEr948zeaAev7F5tfrOHo0c5jZcyVP4m30OC99zhMQKKAU9hL0oy2ojySJDeiPbbdP4qYS9tk6z+DTsDysc3USR0sITeHR9UeZ7mdJnzXx2luYSolQcdGNAK8frZtu9TDvRCcXFugqPvrZKW4/0+Hntrb580u/yA8t/ATvPPwThGqWllqjZkfPyZ0Gw2xQaXappeL4NyARcN3oMFPjDZqBIO3k8BUfTXNIiijoHR/M/pwMdtHaGuFousmWEjnMEA8hYX11lXQhRoscOdFnPNymlI5RWDyPE0vwqMhxMLZJN7eOMxIgEgpjdpdmStmZJ/zsanSNGbOBKl2SMzZSCp4O7uWM7yEzXUJFcGDRQaAgEByyRuloGeg12FIkBTUCqWURBSvhC2QpLmsUKkEHXwT4xRiXnjlLcGkKXfpII/p7O6Eg4eZY9RIIU9DUVYZjfR5aeYhGcgt7MD/ca0+h+iGd1suAQrd9QxH7012Lo+k4/twcbhgggcxQkXf81M9gzOzjLZ/5AJ///CP84ec+x5P33btTzfhyrNF3SYYhQtFw8AntYbZcyUwwQnZQoej6bRwlxicXa2yfTeKUT9PXHBq5JN10nJF6lTUpefTDJ+nNvo9s28MbaAWWf/MH8PwZbGHTER229RrSjBMi+BHnJKXBfSW/e9A+GvkzZymijf/dvQZoCr3HN9HseRQBjcYk0krzVEfHdwVaTMOVAXVPZdrQkdLFyNhUzAl6CZ1a+CTTnQQz9U3eN/42jPFLxAUoqkHcO0aoC8YUBc1PUJ/6DK9Bo85gVi4BQkomy9Hfs6iP8rmD+3j//d+Ek1D4b93/yL/kD7lp/Dja2gblpQ7jL5gntM9FSaX4katBIUDhthBPcRnVLDwzgRcazBd2ERhw66Kk2Z0is3kPVnITRSrYyn2wHbGc9v2AP1iv8kfrVYb6Gcwg2nPrqTGOKOsob/lpJpRVqsEUrtD461cb3D6eJXBG6HoxRoI6zx2+dWeu8MOVFiONDkVTsjv2PCvaQFakkyIk5O4z5xne+2m0IMmm00ZxAoJsAl0odMmjadHzWjxwEC8/zNEDB/ixf/mj3NQYJ+ZlUTQHSUh946UJVS6DQoDlzvLLrt/QjNpHhSIwdr1yshkpJf/pb8/y5ELk44aMMkN+FGyuNq4Frs7FOZrFcSayMdJegbN6hQMbaVJjJtXSKEboMqZ8EEEc48LjhBPPQH03XtdAxpIUcpI7XvUYE6PLJAMFR/EpdyN/vN9fYLVh4gch/+lvz9J3Al5bjP6O6ZTJR05cAceWFZ1HlconCQeJma7Io+s2MkiAqJK0wUiW6ISSlBL5OCvQGGo0yA3msZ6UszzMW1heT6FKQaDlMbw892T/Ake2yFpRYjWRicB8Irh+4tALPT48/2Hun7yf3ADo+JqBKnxmbn09AELtYxZHULe38EMPXTjQXmfqnlsAyTvMCLjm3vEO4KXnCmurF0i40MzmAQi0ImenJNK2sU5fn7QrgY2wU3xi/Q8IemnSKkily3y5x50zBcIgZLQb0lBbhEGK3Y6P6ptwbC/ZzhKql6IrTQp2k5EDR9ibiCNTOlNWG6UwQ2P0PBVHxRvoSM8dPIQS+Ozv7kKG8goo9LYj8FeYZasd3deVunmVLMWiGSX3P9AsoA26za3pXWwT3f/GZrQWctnbaNeOo3/sY1TGJpj4Vz/MU1tPcfvI7fz+6q/STBTZX1ljytzGyryZC9XobPjIiQ3e+KuPcuniOmp8nKB8Hhpn8NsTPB1T6YY2ShijnhvmvTedJOdKZlY2ubN8AdkrU90/giDkS6zR0kwEgnefn+EHv/hDxAato/1qHqFI/HydvY7HpUqPlXofxm8BYJdxArvtIvQWk5U46d/5OAdzdyEJqAbROMWpU6f5i9gX6eY8nMo29WQMYWhspIZJCB8ZStb9dVxN431v/Bbijs3XVR/jsfHbWUo4XEpZxIWJ4yZYTacQbhbLSRFkt0grSdZk5KPznQ6d5vV9hmlZkZxI7oo/N1IpfFUh6PzjAYUu8Mqa+f/JXta6B/bwLBfI2CGSkIYyz4zrMTzz/fTSOrqM2hWFMU/FSSEUSWlPnrStUI5H2ZWw84IWmt2vxhp0ksQGenDzy28BYFh/Uftocxl/8Pm+0UWtq6iDytZ6Ls74WtQik9U9bMPACyy0AeNWSdSYtTd4opnAjqdY84ZR2xdpDkRfr1QKe4zHd2GKCNBOGAW0WB6rYPKlztOUB6yRMSWgEqaoHNjiS7fNkNBsDHWWXRuLjNW2GApaA5en0H1BBqY5qKrliRNTKphJnW4wxNLULKNn6nSDBEfNaJZgf+Ig+6qrCF8ilBSqWcQoSoLia6Nrs0o8PxvyfeUV/vV01B4y1zDxQsmu7jZWITos7cBEt4Zp7YtRstu0L65dl2zGr1ZxNI0YAkWJ2g2DnkvQdjjreoz6CisxAaKIko4CXWN3AWMACs12k/Td40g35DY07kIbtI6WkFLyhdVH+ZGPprB/+qf5zPJF2uTw49EzD+wMakxFaR3jh4hzXosChRGzSKEZEh+NcVqs8E73ICn9jdjpr6Ov9Wl7EuHHae82iNkNzqpwYnoUv3Z9unHbruCjosaa1H1B0RoiVFwS+SrCKtLTYNSJ3utpDn09w+F2SGMg0GzFaxRkmu11ByEETTVLjh7j7jKpmMbB2hL96YPM6ZJ37/kIoSrwDAUt5pO0W1wIXKSUeKHkbLmLio/wXJKeS3bapi8P8yQ5PClwR1Ps6gQ47YDt9GnasTIHK5K+miaUCl8IXWa0aD1uDzQTK7UrgL/qRvusqAtMz8TLG0ivgeLHWXJfTxAb7C9fQ/fTVKRCo16kTR7vwEd4cv0x/JRF6EUnebOpku36dLo3FqjPx/KEMrymtQeioPVszxq0jp7G1aI1piTT6LE4d737Z6gXx/jiZx+mb5qUx8boXPzy5SkafZdEEH22LTxazh4CqTATjpBWDFzpYksXhMAky+fcDJ8/OEE71uXRYzfz6NveSsHsooQhW52TfK74JXbVoTtoOV533wy4LMbXmbB2UdEa6K7KydQtvK7xgpavwu6d9lEAb22TC/El5hN1uKVE/3iF0aCCE6r0enkSgcFTlSiJ1S9ErWcJPcG4qiJDGz3jMB8cie6ld56va7yG7zXB0Q1O5Q6SikfXl+xGFZHplE4sjHEifZZA7+IMxMa1QnRvRgZ75PeOfAt/fMtujpWf59eDH2FX+hKtME+JKqPFDq5ztWi9MwhwX1wpBLAno/08kq7SGcxch0KhN5rkliWJGzyAGibYPvy/sRUHS3/jTqVwddBV8WSrh1d3sfwOvlDZSA9zoHSQ1r4cU0aLurefT93rMzSkMXL2IkbXp+PFGQlbfP7QftaWF+n5AY9Ina97fh0FwaH4FyhHtxark2RubIjXnnqc0YMfw1f77FJK3Ff2CPMGiiJoygIJsUnKV8nUqyQXz3LXTYdR1gdC5W4GTfPw9Q61lwFtDbuBoUTjFq+EbOZy+yiAMZXBK/cJ3Zcms1k+9Tz/87Pn+MunVpktpZjIxdHtPhqCOB7b7WvbVu2LF1gvTHKT5iNQWFAaxByNocMtPrvvMId6iyQ5R2itkt39KqRuMnTqTTww/h1IVWVqKPKJQ3GLRJBA6E22OyEyv5ub1WVCCe99epWPn9rixx/YxfbSPEjJmN/g8xcrtAfSG5dBoec1aDafhMDDUtLouoPsFRB6nX2tCRRVpx86xGkjJdiBTsdqUhhJIqTkUiLLn4h/hdocgHBlmETYZMyYZ8tLo1slZCiI5x0IIR5eHxQ+V36Oul3nXfvfhbcdVSkDPUE2G1CYjsYqhGrSyg2jtWoEoUtMNaG9zvQDtwNwE1EVMvPGN6CkUjjnr2UJv2yduWg/WUMDqS29yImJgX+6zlyhEzikRUhgDXxFR6IKuGsy2tej2Rgb8y2E79BVTKpBkhwxCFpUH/0ESVlFDbO0RBRXLenj7EvGkEmNw0oMoaiEo+doSInvmJg4rOwaJ9Zbw+iCs9bh2Vbka9J+BRqLBIVZKl2HdEyj3ndx87M7s4ZLlkNJ1/AQbKQiebJ6KkU3EV1/cytqyc3lbkP53BZ6t8uv73k7P/6+p1hqrdP1uqS6zxMoGkP9Dm9b/yK+Mcuj1Qq/9pk53v2+E9w8lePP74pivbA9h7qwzfM9lYcP5VnJROdVojPM2/UH+YPPriN7LvdWziIVwVZ2HM3oYLHE7KADbsTtg7EPbcCMXm8OrnW8znArSi599nwFZiIyvuHwJKEbYqhtSu0YScdF9DMklDxu7BS2F3B+cx5fBHzyoU+xVd4iFII5bRPfK5EQLornsC3XeHrmCNXSGD/0t3/KLyz8NhKF39rvE9OTaCLAsZPEhYt0U7SDECe1ST45zLwdxcbpTh+zf21rtAwCrMAjrsdQFJV+v8/FixeJpzOD9tF/PKDwIeDVL/uqf7JXZE3D4ER8gxQSgUVLxLkjuJPa+reznU6QUKNe5YKySNVOkSrqZEeGSNnQU1tIxUF2uUIgMX0v1oCWPDGgoH6V8nFESyEXjzJP1fYgwG8u0xIRJXaQsFBaOgnXwUrmCRXBykAxPhHrUyvoOKGNQh4RaAyJKOs7J0aRUrIY34PAxVqLnG4xUcTxA5ZqfY5pI7RiWYQMKQoNXdEwzS62cEjrlzXjBAtBiU+cegeLX8pR8Ds8KEqM1KIs5qhVpiciR1JvRo7FCkKcAcAdkxZCSLwk2HaaZ+66iyPhNgvdAxhBFBAeHDrF0e4JANJqGtnNItIhnV7UopNT8oyXT/BDj3yciViUEZ4bzHGUum2CfPS6irVCzCtRPNLBFwraSg9a11YL/VoNV1OI61d0rbzN6PNCG76tH+MJyyE0NZTcLpREiD4+QmxQfem3WxizWdqG4JvQeQMaoaEQ35vnXOMcQwsK+5bWSFsmd4RNApnFNaL7ZRuSzRQc6ewiBszbUXUq7n0DNe/nkQ/8JvPqc3SQnLy0TamToK/1cSQY/XHcMYOY08RUVFxdxd66/ixavbtNlRHURIu6r1CsLoGAYnEes7uPhiEYkj1saXC/9yQCmGvfSt8dsK7GmgyHWZodgZSSisgwJLrErG061Qa7O9s0SnvxFJ986TxisMxbqRIxp82FwGWtYfFkq4fb9Zh0txHAmGeSyrh4wf2UtWiNWGMzvP28TYjg2V2PMj98HCuxi1sqqyQDkyfiDlk9gxr6VAakPdv1K8+1NqgU7k7m6Xt9msIF6SLDDpesb8Q3opYyxY4C/g2pE9oCX+i0snWmzHOUhnNIK/p9s6eQ6/r0rCWC4PqtV/l4dB3XayFdtV26QcixTBL71Gn8oehwfc/xaH/MJOM4U/uQqkayWSZUFFbL19dFfClr9F1iYbSGXeGzSR5d9ZgIC8T0BF2vTUAUQBn2KAv76qQ8j/X+JarKMEuJvbgxncmNMv1EjZrQGe1omEa0JpueHulQxTcoOEN0lchPLRXeQGr7eTAHVer8buhsoI9Eh7W7scl/3vW/EN0/o3l7Cen77NUsyt0Ed9z6CW7efYbxVkQ4cCIb3fNjepaEH4C00FIuc+oBlNBhthNyh3WIb8+12W8t8Wm+gYQRBQKx3hRSClKJFgAL/TiXJj6Pqgh8qdAazaAooNnrpN0uoSH4cfuXeXfhV9FVyezEL/F8/x6Kokb6Dp+eXr+KedQ+dx5tYhw1n7/m3i/1FxBSMJywqHaH0UUU+Dcm8uT7MN27jRV8FvUW27lLWP2DyK2zEAY7oLAbhJxs9WmHDWpGiVCoDM8W+P3f/m1SSp+t4Q5nxyb50Qc/S+bRP2Vm7bN0fAOdAF0x+ZSj8KlaG0dRmK7p9EXAuH4aK2VjW0nCQGO1lGPMitZWTLeYMQy+Z9kDXQEVanKIlNLmHfYdDM+fQ3VtnH4P+2IDUxe0veh+eIk6nbr9koRITafJeHqcofjQy1YKZSh32kcBjF2R2Li3eeN5H7PT5kO/+LN84YMf4O03j1PtOty3v0DSjZIAWSmpvYhYMGi38Te3uJgeY8+A6KfrRftw9ekJzjhHua/3HEJAP/EwenyKvY/+JsPea/FUBQR0tYitORPrEQ/iKEadngeM38Itg/nsX3lojqMTWW5NtpBhiFHfRg0D0mGPT52NfL9prRAzRlHVNOXyR8Fq4akamubhdNMoep39vahzxVErIDTsUEeKBLZlkbZuIxfCuqKS9VxUO1pzwkhzi/Yk/aDAsjsJoYq0hojlXUQIBtcH2l9cj0jjSvES/Y1NAgSBViI3USRW3Ecs0FDVHrVUESFDNLuHLmxke51UoUAmW8QLWtijR9GGh4kdOoR9Hemoy+YsRhU1txCd125siErcIXbwAP2nrgWFLbtFWhGYpoI1uYfagBlc1GoICZ8+vsWFp8v4scgHrzkGQbxIM+Mxm73EswmJ5qcIFVjN7OEvFx02yj1UVTAbLyBDn3puHlcIslqP89oGoaKgtM5zKj3P357b5t+npmiMTRFTA7DbdBK7kBLuno2Sk83Y1I4sxbmuTdPzeZV8ghOxaQh8NnrRgjR0Y6dSmEndRPrTKuulYU4M7+djJyr4nZu5UH6eY/4MAEP9Dkcql0j6fR6qHeK3Hp7nW++Y4s9/4G5iax0UmqiFNrHTkky6xv0Zn3PTjwIwujHEUGwVrf8g24kCt1fnqNySokWepdQ2htT4vo9GM4TVvSUQKlpqk1aYZduPfJNIVsgGMXZn4zxyoQwT0Sxk2o6eb1zvkLKjs2WzUuVQ7h601AWWtqusm2WyaorFxUXmAhcBPLu/gfAyJIWL4rs8M5zn1K593HHycV638hyTts871z0eHxshrkf3tmtnKGpdXCdDQ+2DEjA8rrPUH8JJKCR6Nq5zbcIjaLVwNJXkQLD++PHjvPe970VNJPE17R+VJMVPAfcKIf6tEOLGKq7/ZK/IEmrUFibVBK7iEAsTvOb278TrdrgYSlJaEdftcbe/RtlJk58skCuNoIUQlzah1kSx0vj+IGjMTdKJj+OqKunBZ09xCVHTSQ7aPDabgwC/uUQjnEaKgDDtItpx4labStFh1Ouyks8RBoJYvM/FMeiKDoqRQXFSJLSoneNk/ACtbsBCPCLyEKtPAlGlcKnWJwglt4kMLSNLMrDQhEJXBhSdUb6r+jZu6R0CGSIldHXJ1L5txqaiIL6m5RlqRQB2sr9FnajauLAVzROs2A4J10ECJVFGAiR9Uh2XepjimbtfxZnWKKcTA50qV2Fif4vhwCKtZXBbCfRUh1CE2KFFSstSbAfMVc+Q0VQyqsJKMwJx8ZaNlijhhh0aXp1YmGM83+H08D6GN5rIjePXPFtvfT2q3qSubJPLzKNJ6aNKOB94IImINEQfbWQELQxRFAWz3UIIwWeEz1E0Xo9Oe1cqYh1d+wLvevKKdMOIXUXIFJ4ePduck+NIJ2RGNXg/FnpujaQ0MEoOTngrXkuQpczv4TCXjLO/l8FRor9V9EdIZLtooUcoonvXXr1+R3i9s0VZjqDqNjVfoIYDkW8zoB9M0NQFmbCNKWO0LikkrIAT/mvRwihxEcY6lII0voTt7TW2gjgZLIp+nantJRQkj+kTfFfxIawEjHciB1xLjRB3m9QUyXMXFvhUrY1q+kx3o+s8mOwgJVjBq1kiRiLZQcY0xtddNK/Cem6eheIJEAp+bAKNgPvmPoCZypBz+niuSltL0xvslf9rfp3fHcyw7U0XI1CopgkSKcLkWZxwhmAQNKSdqHV3VUkSDGZovfp9vDrf5HC8y2hdp6G2cX2dbNdHEtDtXV9DMB/LA1cYF19opwckMzelE1hnTiNnZ6Kf130cx+Gj738fGdeif8/9pK0uIgxZUxXCF2mVvpzVezaajKqbPULKqkouU0FBQUkW6Vs1XMWgkFBJmzNspiEx1EYeSBIKFU8YNPbfxjHzBKDxdY3DqK5HXd9LQhrUlBaCGEuxdSZaSXpEYGx09LUIGcJC1GJPYTfIEFXtIXSddnmJttZDty+wnHLxDpUxdIdaO08i02GkuM4djX0EKJzuHQOg2FRJ9R30pI1Q4GJyBtVd4N7WrWRlgpS8yDf1Ps6K2MNqIUEoJRXpoPRH6WSiBMFmP4e16xHiSp8qeUpei24shQy2+I/yZ/md8o9wh/Ecoa/QP/9Wjp+Bpvl/s/ff0ZZdV5k3/Fs775PPuTnfykFVkkoqZUuynG2cABsbjHHT/X3QQDcd3s58dAMdSN399gvdgAFjjMEBG2fkJEuWbGWpkirfqpvDufeeHHbee71/7GOpjWVoxuAbg6ZZY9wxqs695+x91p5rrTnnM+fzDKdkXOOQm3n0RV1N+BbJzNGXnfurzauMawUMBbba4xQ1n7wNwYSJkp9gTM7weSJk4OOOPg+xSRDMQmOJFfel7PaT3QbteJualiYZH7n+ILfvpkHO4nyRO86f5sSffhiJoNhepJukz/ue+hoPTR/mU9UGk80mQpZoGE22vDxm2cdxSmwOT4KULIyMcfH066jIdI3uc1Pbj3TJjqyQS/pktTwUBhUX3R7e1RYvGBAPkjBxoUEcJnj9704g0/SalM0y84X5v5CBVPoxSFDsNMlnzKTfOVj77g5bvZYmIY4HK/zg7bP0/Iib50xyfpp0KUcqnb7+be/5lhzAeXOE8YEenuY2AQl9QU0Z45bty0QItl71BN3R5+hXLnC5/jhPNb4AgFlK78nMtDASA12rEapZwsphJpMtCvTpeiG//P3HOX3qFKGU6M10T7oh7/PZM+le5bqrZLL7GB15HTu7Xybpb6PogwRBaKAYdfb6g1YIcwlVkXixBVqZJG5ydXOe4VDSShJubLtIx8SxI0BwQr/Atr+Pow/M4MoAvTeJVfIRcYImXr7E/bH1xwD49PVP013doGkV0GWZ4mQZhCAnTXTFYWOQADP8PqqST9mf45Dxw4epe5uw/7W85hOvw98zkTIpJy9/vXhxhb4Jfi5NNAR6WglinLwV9/Rpkj/TV9j0mlhKQt8TRIUKW0b6PjXjMxYLbjrT59JTW/SstJ9wZLdOpGVw9q9x522nePrWKZIwbYM5O3obC7WE7/2NJ9CqDsP5SfruOjsDFLVtRVxS15nsuIy2PD40/QWeqqcBnT/2UnvKrjaJkAm3mXWQknVlEpAkzSU2g4AYmGMZN5tHCTwa7TZWFDNpZWkOgkL5yDJaQ/ClG08yWTQ4cNNH0Uun+L6dUS5kDoGUVLwmG1qJH6p+Ebc8xE++/gC/8o4b0VWBV7Uwzav4B2xECPsGvaPt3A4JkkxnH0ass3jiEvvamwz326wfTas4Xsgu8daVEHMZdHy8gc50PrNEIxxixUgTJyV1m0T3OCIUnl5s0NHKIFSMgcyaku2S8dK1tru7yx2j9yHUgIdOfYUEyevn72ZsbIxtXcFWBK1CCLFJVgT0dZ0vn3wVM8069z39FYZHhvCTY/y9xQApY7r27QA0wiJjeo+OV8RVUtsoDHtIBNVKDqMfEIUvUwlWr+PrGtlBwvFbFXjCtIhU9f+onsLHgQLwK0BfCLEihFj8Mz/X/4LP+NsxGNZ6qjPnmzlahOSSDHefeCUc7bAcqtj6MI7f4ZjXw40MnOE8X2ewwDyVkAa6V8Z11178zFpmDl9TXhSuNwKJ0RLoFZ9Q+C8ihbK5TDsZJzTroELS0ch4Hg1rC1NtEmgajUtFkrLkzJRJS2+CmUNxLdAbrJnjXDJmaUUWPZmlG2SwB8FRNi5ydkAXfDRRaBs58nG6aB4UEY+WzvGu+uspRkVAUE1y3HtoiPW9R3ljfjmdk0RFkRIJjPV32InTA31lLc0iLTsBduiTaGAoKziGjlAkphPzYHgYJYSFuSM8mRVIEgIvy8iBDncFLQCctoKixuiZXVxCMlqRkZbJ08NtolqNCdNgq+WhyISua5LVyzS1No2B4HgmzvDk5HFKvT7BqUe/49kGS8v4mso5e5tqP52LcKNH3QioDDSO2kgSQFhlEqeKWiohdB1L03HabdpOyO/5fVZFwEWlz8pIipaefuJ5TiyssHPv/SAkuDVUcgTmNlIKJvp7OJZR6ceSp5QGgYwZk21aez8NgPfCFYZFh8fiDhsZhSNyjOLgjA3dEprVJ7EkWyPjJKpG+7sghV1nm06Uon61SJAoqUPUWShjJipe3CeruPiRzjQtyp2AW5eHmZUFQl9Fs1uUBjHKs08+SjPJoIsYa83jleuniBF8OTfG62a/gRbB3MogcM0p6KFDKely6tHPsdB1wIkY9XdJkOyZbLLrjOBSYjGKics6N627hJGkqz0NApqZKq7RYnvsJAB3XjmHs/gQhaCP7kXs6MMknU1iKflEtckLPRdkzN78CBJJ1hrFmTlAvRSh6ZLIaBNJqISp4/2OZz4FA+Fs1t4OUqEU/Ab3Pft5dvQGdmJTGGSlO52XLyEtmumB83JI4YWeiyrgADHB9UW6AwHdqq/wB3/4R2xtbbF+232cH56iEsSYTo/q+Djen0PS8PLPeBd14OhvCINISvx8l5gAJVMhcLZxtQyzQzky+gwlR/K5G0Pa9ktByfKeaYp7/hmB5jJXTR2HO9QjFGWGutICYF3d4tbz67gDB2remkwJFq49lH5IeT599u1VtPFx2o3l9P9EPLf1JPVMSqwx3E/pyzXLZ4+0uJA/gozTxEzsxuR6HkY+xMNk254k766yvz9L0cihdc9wQj5LRvb5+mwJJ4GtxCXXnaOQGxCcRAZdvc1otsOOLHGstUtnaBhIGHOq2GM92v1RTn/pGAvXXS5cuEC3N2Cnc2Bq9ukX+2CTfp9gefk7Skff/+h1nl1ucLV5lXnhgZQsd6cpWJJDI3n2Wxskh+8hSSK+rO6wV4QoE0+RIHHj26F6lhU3IKcqHLEUnjLAiVrUjWEyMuSuxQcYKpxFAqdrr+Lf/u6vIyszPH3fz7A+/UqcIH3e79hYo1Ws8PVmjzc8dRkhVHRjhWu9FCFynBJrQ+MoxjBmfZtuq0A2lz7PIoJKLyLQVbZkCVv69JQWpUJa8pZUfaQX8RXfpZAdEDWY6RzX1r970NbwGpStMvPF+b8QKUwGJZXfQgrVvIFaMgnWv7vDtrGdIny2U+OpUxdRFcGByZhsUAKgEht4voUfvYSM+YOy7OuFSYpBwo5WZ8SVCE0SKwotrcKNrQX8vsnJ53fo6Q9iOBNsbD+KigpIMuUeJAqq1UFVQ3Jai0jN0SYNom9Qljk0nifjN2g0Ghi1TZQohDDgUNblycU62x0P110hY88xNvZm4rhHvf51tEG1xG5oIPQWs9EYbiLJGlsYSoyTWOglDxk32AgFVjRKHLWZCc5idHXcbIISuBS1GombY+ZIBSfuk+lPYRQCRBKgKPI7EN4gDljtpsmULy19CW/lOjW7SDbWKI6kiYeSkkXVHBYHLSaG7+HGQ2lLRneLiQMHceIO2fIMcdtjZUwhcRzCtTVebhir22yVBR1FQwwCx9c/c5SnervUNYF79sy3/X3LraIoEs9LbcQdSKgcSgK+38yDEKgJ6FoHKylwrJvuxZadnunv1p8i02uAhAd6L2AP5jq37WIVpmjJZTbDdL1vyQqeCDnUj5hsqFwUCzxnnEWXAWp5/4v3tCbG2ess0f/Mf+fG7nmuD2Qp6tWrDAq4qGo3cP/cDErg44QRE2aWTKdHt75L0OvR+J3fI5jReXLsKPnxb7IVvMCsOclP+Eucyhyh4PUZLa7TllnevvFVpKIgZy2EEEQ7DkmUwcqt0rlJxTmZMCAP5pAI2NYaONEcezYl68UcD6yfItYFV7iBRG3i6z7f+4SLOTNOTvPodwc6fmYL2cszYR0j8vJURIP+RJXRnYgokTy2UIPsMCJoowuXJNMh76YJtO7ONq+YvgsZG2wsXiMjTXTd4IFbb0GEPq28Qcm1MURIhoCHbr6XSFH5+9/4ABnfJzs2hZ/cSC50sLpfpa4dYIMpRKLQJ0O1X0EgkYmKUuhj6TGb+QJKPyF6mRApbjTwNJVsKbUXb8CIK3WDSBX/50hSAKvAReAx4JvAIrDyZ35ennnjb8d3DPuWHwAgUCGJXEaVMhk9Q3SkxUqgYJrDeGGX0E030KfVHl8fSA9kXRVHtNH8Cp73UqN5Sy3iq5BXJCSSREC+54MOmt2m3WtD6CK6W0SigldYBsAdLL6+DReKEXnXZ/uFEVaye8kXb+P5nE+kmyg9ldjo80JuP3snapyYW0brtVhSZ6hsXwEp2XjCofbFdUYThaFek7aRoxCnTuKC2uHXRn+fmtGiLRwQguVkCF/W8YTNGwcOQddPzbKeGaPgt1iLhrFxXxSwX3J97MAjESG6WGFnkOFreEViVIZveZ44WsFVJZboobSzZEcb3DRg4et00rKE3NTzuFLB0suMNzM8fcTAu3yFKUun3vE50F+nlsmQ10qcz22wrafXF/EQz46nYtKdbzz7Hc82WF/H11T6ZsyHLqQOa7DZ48L0V/EPPsuJPb/CzcWYqioRQhBvX0MIgTYyjIXAaTd5bGGXDnB+d431XcHlKGC7v82dX6vRyWY58a/+BaqZEJGgkyO0a8R+lklviJIieMGNGSekkyRMiHMo0XlCq0aw2aBiwDEvffYH+hpTg1JeJ0znPRqTrM0epjd/hM536Sl0vB38KHUg66GCVAYkOVse5QiC2CUjPEJP4/hWDUXcjCrh5EIOa1ei2Q0iJSUyaH3+YSInvXZ5scPNu9dYKk4ykqsSDPWZEAexW3VkIlBL6XXuzvuc6hbZ3lwFCcWoQ2KG2MWYdfcwLxATIuiPjPOqiwFa4nF1Kv3OZqKzXbhKTqbB1LnZKezmJsXAQfUjdvVhss4OTzZ7tL/lAMqQYTW1syHfBlVDEaBY1/GNNr1YYWIgQH109Szve/xz6ZoUBbTzN+EfCrAPbtFUugwnGcxAYooCnfaZl53fbyGFLydL8ULP5UDGgkuXQEoa2QISuN3eYmNtlbe//e2MTUxypdFBWVtH7TTo53Jsn395soXvNnx3E4UB3bewkIpKT4dQqyHsIRJnG8csMV3O4AmbNzwvuVCB7sARLyUNnskrNLSENzi3Ye+mTveRzAH6eHgIEhKsnTVe2HMIM7bpKn16uw3Y96o0KEyStHwUoLmCPj5O2NnFQCcRGc4v/DEd8wKiO8UBNfPivUdDqzxXupVZ0UJRIobmz6HFAUY+ZIl9SKFyb80mlpLMWAFRuwL5gHujx3hqLMuKLmkFArM7h2130TQfO7K51DfJjFxnR5aZ9GqYU/tRjQizEGKcFyQP76GvDLGhaJiVCoY6RJccbOsURpv0egMh7itXQcpvI5k5s9biF794mX/yiadZ764zKdrors12PEzF1jk2pHI42SAzfhdR9Swy9ygz5q1gOFzVHbzkDqi+wKoXMGdpvGLja5wpWTSimG1zhJFYxTf6zFUepZ2Y/OCH/pjQMLn6pqM4ygSbk6+gJ96Dl2Q50d7B8hwSKTm67BKScES7wApFFFXSd0rowiQatZFIDi08w2hUIRoQI921ERCbBqsDUp4l8yw5vZzuc7sCKeCbUUAulzpWhtZCIlm9UP+u9tj0mlSsCnsKe2h4jT+XnTcZJGW+1VMIKVr455HN1OqtF/+9/NyT3DxTIqZH3i+l9hwrgGCz9VLJt3flMkmhRMMqUEJnzdwm2zFwE4tWYRipCCaUXVb0YTKBZG7jPrROlk5GJRgewTYdVCMg2kr3ItvukFX7BFqWh7+Wnpu3iAWEgOeffx5F18nWqxhRjNZrQ28XZMIXziwQhk1se5Zy+W50vcx2+1H0QaCymSQIIRkRI3RiSUVuYyoBPZFhr74C0kUmLt3kJErcZJ/6ENmeQWCrZMP0M/JWifG9RbqJT9aZQlHBNloIVRL6315C+sLuCyQyoagZ9MIe3vYGNbtIPhEURyzcCzWGzQpCdVgNTUBg+iHXui5Xu8PQXmd4QBjT9Ku8tXk/CyNpoO99l77CQrXHblGlo6gMDSqNFmds1tZWeWr/FB/+9V/hiU/80YtIY9sZ9GAGqY+lbO0Sxyrz9gbFRFCct9HLD+NpfdpJgckwfZ+dSxOl0yMOarCKGtuUE48o0TEk3LPbQwgFJ3uJdU+FRFIMhiknWcaVDKV+xHBSpCQ+zO/yw0yOvrQvL4TDjPgpp8M9jac4v5sGld2dBfQovf4leZgfObQXJfCRms7U7B6szdQ3WfuTTxCurLL7yhnqSodNNU0G/3t7hnLSZDM7xli4i213EWGWC2GO+xvP8ofr20SJxLuQInUGp3DHq7QfAHbSOP1u4bNhVmlRYnK5Sn1ziHs3zrFzQwERmSzkqsyIPehrBtlXvR6zfAjfz2Da25CNmW9l+KnG90G/TM5oUZ3pMeIqFE0tZSEt70EAQ8YSsdEm66U+gdhaY7qUR/aOYHRgPh7hiQvP0rqcVtkE5T2cbJzkndo3ODt7kPWRaV7/1J+i72xS8AJ0I8BPjrOd2SLT/TwaEZ/k3dzpXSET+mx4Q+SkjuMWiHJ1rFyGpmni+wpSFS+2KnWimG82uwS7OwSaSm4kDXi/xeovVZ1QCOJOigA3m09z/fp/IYr+9yon/V8OCqWUr5RSPvAX/fz/82b/Jg17UI/sixA9iKmIgYaNe401T0MzK/hhi5qXooObTp07Li0DqYB9hzaaX8J1Xsqa9UNJoCbkVYkWSjYmLCoDg85nOvSdPjTTMjtN5PGz6Xs3Bj177aHvoV+aJhybozFxG5e8uyhpJpEQrGgNZF8SGwlX7b1Edp/Z8rPozV2W1FmsyOWo1Kgtp9e7UzWRW1t09RzFAQKwk7mCo3r88sQH6QoXKWHbz/BUZpj5uMrQIMCVXoivm6xkZtGTkFqYp0gHr5/wzW9+k29cvUY+CkgI0ZQV6lY6l+f8fViax1B5h6o5yPoqAX4vwzm1yD6h40Rdus1UP88oL9KPTHJqjmJPZasUs3zpGSZNnV4v4ET7Co1CHlvLs2HssqUPNKqiMWwr5HJlju6FWuq4/k+js7NBrKpIW+OTVz/JbmObz5ZW+bn5t3JUfYK73SeZi1qsD1jb/OULSCnRRkYw4oR+u8XXr+xSQJBQJlEN5PPrfOThz3PXhStsve3N5PfMo+cFi7qOpeSJMk2UREFXVLphk6U4YTwSgMBWG2R6Ln52E5kUKAQlJkULgOO9x9nTnSMWMfVBVjOa1Mi7Di/sOUKr9Z3liwBhUEMXA7vrWUhNBZmgxDHFUNIyVTK4dKIc1/LfRxKPkOhnOfmlS0Q9iZKt4yYwLAu08gVe/ehzhH2VUhxQ8btcrMzzrqk/RSqCqcobEYB0LeRQ6iidHClwmXlqndQZsWOXIb2PTKAa3sWDOUkyalLUTXKthNHtJ9mo+BTCHHsSm62hCwiliEShrxs8dNvdqYB9GFM1hxgPdvnEdiNlGBMxCJ3dC9cZc8ZQEgWz4UMUsqE28I0WnRgmoiwyialpCm+8+hRv+cZDbJge86duw2jm6L0mIQi7jMR5pFQoiNHvihS+GBR6re/43fmuy7GBaD1AMxGIyjizapv8/pMcsiwqf/ghHNOkN30LOOkhde36X66QQ/bWEXoGiaSJxUpUoCt8YquOkhki9hq0jTLTZZudfsRrnpMUQ5OOlUGVIbd1n+K6Nc+P7/1Vhg4alHoeEuhYKv2kTyRiVo1txroGzx48RiEosGXU8Gs92P8a6O+mjJqFSVB0aK2gjY9j9Loc0veT2MdYda8RZ1WuOyZGfhddltDCIo2JOn0ty2HVQ9dCMsOLkKRI4QIpovjezQMgBMa0SehUwQp4Tf9hEgGfmVfouiXUblralc00yAd5FpwMRypX2ZYlTNHgLd2bGTrSRiiwsXqY8vYme6IsttvnG4dvZaxQYIU9hBkFGcHa2gcB8C6lPTf/M1L4m1+/hqEpbPaXkUiGMhLPnaIui0x6PnfE5wjkHahqnmj5GzxQWyCrpgQNl6xNIjlDtLLCihsw27zEnRtn8VXBytAou9YwY5HGxonPUOx57D4ySaHX4ss/+dN4+RSC2HftTwi1KT5Z/2V60ifUDRQJuyM3csWUDKl1woHEotMvcs9uQnK8wVjSY0PankKuTgABAABJREFUDMkca7JFLCX37AZIS2V1IN+xYb1ARsujCoHVsuiPWPSBFmlgZ+g+kepQvf7ygV4iE5p+ly9G99PVU2Tlz0MLEyfdW59XIrqDxI4xnSdueMS9l5cnaDZa6d8VymS3LnH/wRGafpOiW0IPuhSTdMNbqb/k5PmXr+DOzCOEYCgps2NUSbo6ETq+XWS/s4ZJhLIq2T7xChCjkNskFAqBNkk+kwap3kLaL2tn2mQUn0DNUN32WI/muEu5QL3Z5tKlSwSWjZCS6UYHrd8mCkPuGBU8cTVlZrTtORRFZ3TkDWy75zG19PNrMkKRgrxWohtLjMTHVgPaIoPbSuenoC7TsycQSFRxHTURhHqWkXiXOFEQ48fYvHIGJ5PF6E8MrldHquA739579dXVrwLwQLbLiG5hdfrUrCI5Kcg6EfUPX+I1vVci1R5mIBB2iVwY8Japi6w7BWhvUPQCkJIr4VXe0HwFF+0uqOrLMpDG7Tb5fky9ZNMXKqP1tM/y7CGNoXfcy8lIJRPGPPnJj7J8Nq1q6ntpcOcHGUgUjFqD0M2iFDa59YeGePvrn6Z0Iu2LrLo+ilGiYiTclE8/W5RqBKKOFmZxM1kq3Q7FWHCnFyPjEGXyHLVAY8wbxY5tDsRTKGYeKxFMLY5y0qyiEXOs/HGWZ3OgZ1jvScaTFuPD+0DVEM98CWmXCWvXyDvpOt1JMijFEkrggRC0j91Cppf6Xeuf+hPMAwc4XdqHzCyDFNhJwg0XH2Jn7FW07BxTcg1Hy4JUOVc8yDu3PsNuoqf9w5c20cQmfblEoruIyZjCoyoihoIBHRliJ0UafZ3jn92hEDo8NXE7ioBte4t5eQgSEI0vY8siEQnZ6WeROowGKWut5ZWx7DbXxi2EknBUNfja2U3ikWMAlK3rKFEbbRAE281dyhmD8c5hFKkwl4zQFS7LL5xBj2IiU8ftH2JjNODZ+SPcUL3IkQvPUY8yFFwfKR1iOcFufhkl6XFcPssz4m4a2SICIOlT8ApsBzp+fh3FTPvR+5GBpSY0NlI/+XcXL/Jrp3+Hpe1dEIL8gA37W0hhrKThVDCQq6jVH2F17XdRFPM7N5u/xuMvgxT+7fgrHJaVonMBERlfkotTw1neeo5cWEYoKmHUYNfLolghRb+AlSRIFbKuxpbqIaSK33wJyQn8AClc8opEkVCXxygM+hwKVofQC6G5DIAts4TWFsSwpEpi0+bWuiSbu5vWyCh6t8ZQ5xTB6CMkIuK6WiVQNQJdYU3dj9+5Ec2OUPsdql6a7b07VNlZSR3QvX2Bs7GFo2Uok5aXbObPIKISF+3reCLEkzo3JSZv/3qeH3pQ8Gjnbr7Y+kdM7bYIjGFi0tKJ0JcU6aJEKl996CGutntkAg+dBE3UaGdMZCJ4TLmRg/k1PmD8EitDPrafYzczgiMzzC41GM1UaAXbxME8ws+j5XZxYwVNqNhKlqG2wcfqzzFhGoT9kH2dFZRsmg1SA4u62SVMfEQwxkFljScmjuM3FIILT37bs211096UE/4hHPK889RFfm7/PrKO4OZm6phn41W+5ZpILyZuNNBHRzG8AKfd4utXdnhFpBBrefSgi90wyHz8afqWxev/wT9CKArmRJ5LtoGh5IiyHbQk3ZwsNcuWmmANsvZxISDnxCS5OkkyTqaVpz1UIhOGHJjbYb83T1/rs+0pkKjEe3Ls3Vzl/NQ+muHLO1AybpBXHJzQoNAeIdENVCKS7AQKAqIutvRoqXOszryWPclj3H76QfTQ53xFR800aEY5RpICjXIZLYpZeXgIffQ4qky4NDTL3PQipaBAdlAKJp0iyWhaRnpE94mkoOvbWLGLSsIBq01/22RL38cXbsoTnBgmMQQbFZWMc5q20WHWH2e40ORa8RxCCxBqAV832C0WKfh9klCyao0w5jd4otnjeN7GwAOh8uhqhxP1EwgU1J6J0dplQ3HxrTqdBCa8LNJr84FXfi/Pjh7ipz/2+9gblxHZMcaOvINwSqJ2d9HRaIkhikkJ11slCL5T9iNv5FGE8h1I4W4QUg3CtJ/whfPoMzPEuxu4lTHmt5a4uJuw8kPvYX53G6Skr8+jhAE5z2P5L1nWojtbCCNDH59YqFTjHIm+RpirITJDJH6HmpJnomgRxJJI5rgv0qirI+SjXW6unyMSOsfqe9iO6li9Dk4mwxetc3yr2GzBWEN83z/l8sweMqHJrtZEaSWw/9XpH3zyR+FX96X/Pv1HiOYL5HsRx1yDjDqHh89GpPBVWcMtLFGs18nXJaXRLfZ2lxGKighyeJ0SCWlQeEkewvQazHt5omGN4s0duvkUURqvxdxdi/narIVQod9KUfRsvsVonGMxCpnMb1AjR050mXYlw7MQOioLxlGG1nYZlTkq3Ran9CzNoWFWmUcdCpGnBdXtzxAENbxLl1BLJbTxFCG6ttPlyxe2+fv37eXIXBp0jGag55dpyyzv+/h/Zd+XP00negNdevRalzi56qJ6N4GEnVLa2+ZuWKw6LrPbz3G4dDdqIrkyso9EKHTLpzhYeJzm4wWiXZ9fet9PsOfAk3Q3j3F7DkbtgH3XPoibFPhS661MNCS3XqlixApXtQil3cQqp/uB4xS5e2mJPSML7B3bxdJLGIrACRSaseTGfozUFNa/pemonWHaPoMhLKzA5lpORRGSr+5+Jf215hOYPVrbL9/32g26+MY8K3GZ5Sgtyf3zGEgTN6Stwzu3tnjHmWu0wghjZiBi/11KVNvtNCA1j97JSFDjtiFJ021hR0WKnSVKA63gKwONThnH+AsL1MfmGCHClCaqtg0IpjoNWuVxjnXT56JvZmmXXk0gpjCDJRTjJLEak8+2IIbobAyJQsbukCHGVXU0o0/dP84dygJ7gg2SJKFX28YKY4a7LpqTrufbhiLa3bTH0s6kqPrY2JtpY5NV0u/aSCImghEUodKJI65Z01hqSEe1WBswiwt1mXopdXQ3B+y90sgxJdfx6iodBJ/+5Z+nl9PR+mPp9bJdElWyvdv6trl8YvMJAI5nEu4UPawoppcroikK6kCP8uT6EQwlZChRIVOhEPkcLNQZMhyS1irJ0jJ5L6AqNun5Fso2mHv3viwDqb+YynG1ptL1OtNP/ZBYHaLa3uDwybu4+XJqL43NFA3rdNKgMIxLaEqCqo0TtVRsvctDD36OlZ1TtNtjCBHz7v3Pc8Pek9yTTyBTQw1sIrvBDcMTqFEGL2PywOZpJHBcsYkb12HUpRmpHG0fJEefqaiA0POobkip8lqO2vCCa3PFu5vr8xbX5yw2Wy4nlAL3599B8fg7KXTW6YsyWvM6AkneSc/05/sBapgmSL9gGEzNpMnbdquB/SPvZbE+gWptYGHxrnaM6Tf5VP6dJIrCvb7gLavv5fXBTdznHifsWxxvV/nQtev4m2AqZ2kURkkkRAnYzwqUDgS6QqmZkE1sdr40x0R9ly8ePUw1P4an+NwXrKOGOVB1DPVG+ms9EKCPp2vA9MfYdpfJhWNo2Q5b6jhtu81YLaSTSNbj1HZLmYvMNwZ6g4DpOqzXa+xNCiASJpISHfpsb64y3HXwvCVWyXF5/GYUmfCm5Q8iECQo5N0AOSgL3iymSdT75SPYss8HjqQyJ2984qsU2nkW45DY6KJl0/3FVzUqYZetlbTtwtv9OD/O/+C0m/bz5ifShOG3kMI4DTEJeqmP0uteJJs9iKJ8ex/yX/fxlw4KhRD3CSH+gxDid4QQhwev5Qavl/7K7/Bv6NB1HU3TUqQwVtAClTiR7EYbjPmpEcu4xq6fozAK5WAIhEDaCjlXY1FNM3NB86XMahLG2EmTkiIR0Shj1/4tijWO0oK81UGJFLrP/jYJCtkkQ2TUUBtQM1zC4hBWFDItrvDWz36OZniWYCNhtXEbbWGwqTRIhIVUBE1tgqZhoVsgAGU3pEeGG5oVQi/muh6jB5Jr7RTBqwCessxb5XO4HMfW3gLATpJlrywCktFII0o0NvwbyPR3KUXj3BPtSwkQgjaWdBGRwuH3/CC9bB7D9yjJARV3RiV0TDb6k9y81ODvW3PsZnYZ6ZS5XJynQ47KRpa8MkIz2EFVK5j9CXSrj5Ok7mlWKzJdy/JMYZuR0EPxIsy4Tk4vAaAFFo4V0QtbqM44t6pXeGIyzWx1P//Jb3u2QRiSAMHSGn7l37IkMvyQ/zF+7Ct1xpO0zKOkLlEeyFVoQ/sJlpbQRkbQ+w79dot6z+eGQUB29NKHEMBoe4pzr7wJe8A2aY5kuGJmUTWdOOMQ91OnJ1Q0NrQEgYeqhrQqHlbPQtM0JBamL7k2PUell6Dd+Rb2Bx6O1qcbKhjOGNGUxlRth55p01VefotIZIeyUqcVmJQ7JRLDTBvLh1N2O7u3hSlCUKbI9dbYe/ETlHa3yN+apa0UsQwXz19hJCmAgOd/4AeIQwXnarpxR/tiFDtkeuJdsHUOFB2/N44cT+19JumBJpD9mPEw3aTn7C67GwV+fbJCktNR/YhIVfi91xb5L+/+YVq2yd44y6iS0FcThswtFGUIXUhkElII+oSJyrY5hKcarPsB95fz+EmCkgS8MH8X2SiLGY3i2iXMdgspIDZbdGNBxc8j/TYrE1P88skfZrsyxAMP/j6BoZEp3QAaZJ1lAK5p8xSCtAqg0zn7HfOrCIWiUfyOoPBCb0Ayk7fxXngB+/gxRjfXiHSdmeUNNq6toc/McO9/+gXyrkQmqU2MBAFV0yT4LiLO3xrtdpteL3UkbX8HodvsihQhD0XA7TiEuRqKmUeEPh0lQ24gxr6dKXMsJ9lmnJK/TdS4jpAxVu4Y31xfpdBq0c9miUyNW06fB2Bd2+GFZJr3yA8yP3qOjtIn51rIzAjkxlLtrv2vBasIQZ86LVQJN60sMjYguXrB1WlEFlFmm0LP42JjkrzZ5+3el+nFMWoyTNA4SKh30PMh18Uh5poJgdZj9vgvsrj2m3Rzg96z2jTvWg3omDqNPQaNbgXVL5LLNikJFVfEVCNJa6Br+aczTYzRFu2VPAQhHX2IjhqjxCFHrp/nwVhjmT0oWkL5OZUkCVjf+Cj+xUtYR4++2GP4W48uYukK77t7nhsqC4hEo6JKmr7NdHeHjN9HWXSJ5M18BZfLs5K9q32umP8CIeHIzGN4eouOfzMegjldcq57E/tbIRu5NEPfLXyRV39qD+3lDE/ddSuP33qSMfcrDPfnmdB0rLlXMLX9AiftX0RXevzI17u85ekaxAErWsJOVyM37BH2DJJEx2w8zbDdZmqsxd6olBqQGVNPPEaljilge+CQ2RKmM3/Avnyahf9UfxPF3KE9IHhQtQjX6uP1Q6LwO9ksG16DwExR1a400YT2FyKFW5aCBM52Xd519jrOWAYEBGvdl2U57Xe6SOBaMb2OsvIC7e11BDrF9iI5CYKEa7sDneCtKtL3WS+OcTSTBhh2kq6Vob5Da/oGbmu8gC80tCP/lP7zASRF2qGLat1OrHpk83XEjoVdb6K7I2QyHezYomeHGGGH9eA4ugh4o3KOTHaE8ZWrjHT6ZP0AEceYlkU+ajCaSa9rW+n8lkq30U6msUWPJFFoqw57BvqCrbjPBfsgupIQZCUTJ3YByZoavhgUthqpfatKljGlRtjXWNtOK3mc7hV8X0f4WexsFwRcWX2p9zxKIlY7q5gC9ufv5k4v9VWaOYv8sIW/2EYpGFiBzhs7dzILSLuEOShBPVSosXH1Kt7Vq5SFhtLp8nQvotiooBzc97IMpJ2rKfIezKTnTy7pUdIUErXCTnuLzB13oLsepmXR3Eq/h7eblo8GURld99GtCn5XktNS+3j47DDd7b2MJGUOr74PFI0/NdPge7Gb2u3UdI5KnDr9dzcvInXJuJ4jrl0hKgNBgYo3zh2cRhV9hFJCSCjuyVFWI15wYv7QeRUT1ZDlSYXD1u8yp6WJ6BPWXq5n9rC23aPQvIavK+ytBpih5JnlVYSfJoFHtp5l6pY2dhTjVko0Dh1iNyigWuvMax4/1m/xrHITD7cSkJLXrBxCDyQZaXKieQP3Nv8xH3wqy89+yUXGGqZ+kWbFRiI466q0hwX6ukLkqxw+nQb7z54c48O33UWihxSFR9Xe4u922gSOhjExRzt5gMBJ0W/Frg/WV8xzta9geCMoWoibZDhohYwMZKrON0vps9OuM9NO32sWJSIKeOL5U4zJDlmRoa+4REGXKIoY6boc1YfpRzqbxcNMN3doDXo+AQqhIBKvJTDqLBdSGxkTNe7xHuWqfYCtQoWOUkTzp7gcp2drfkCy4OsaI70WmysL9KMYzU8T+tUk/T75ofQev4UUBoOKMb/fQ0pJt3eJfO7licT+Oo//5aBQCKEKIT4OPAL8G+DvwqATGiLgM8BP/lXf4N/kYds2feEiFA3hq5xe2aaqxcwOdFKSYJeGb2ONFygGab+StA2yrsZ1Nd2UolaadZO1ayhRjCbb5FWJ3p9FIOhYb0erCrKZDkZisLj2DR6e+xdYiUlotlFrAqRKmM3TzxkEm0W0OCbS2kRaQnlVsu4eRwoIwjTIKwB1Q5CL0gNE7fmsykmKzRTZ+6YZIgyFDS3N8A8Rk8v8F/5Ns8bQxJuY6R8EwA9LDLuSO51dhntPcv/oz3Ao98tATHVYQxU6vp5nxK+hxz6JVPnkbgtX1VClZHhA5y+tiNCxKMUqR8+fIrn4NWIlZrY2zE6ugkRhRBoIVFr+NuNWjbg/im54BPqgfMkYYk9VY8fe5cJHP4jQ1omlQl5Ls6i+THCshF7UQndGuMW6wlZ2GL9k0H7oSZzTp5FhSJzEhFKnl03fd19jkV8V/4C7nplmWE0PoQTBpLrAlFToI1GGD+AvLqKNjmL0HWQcYyU+ehhi+C02KgkTW0+wNXE3c+/8gRftxyhprCpjRGYDFEnSSJfjutKjqiZEeh/b8OhlQ57Yeh+PnL6FXhjSO3WG69NzZDoxjcfLVDJnEAokcQbVKxMO+Qy1mySKQiNfeFnb7SoGQ2KbRqBRcDIkuoWu9PFzJQCUTnrwBkmeW1d/A1lLMPZmmJhfpeAMstGTX6SSpJ/f9gvMvrKO0DSwh7j5yFnCwGDkhn8M1RdwJh6g35/DKHeJNB1Z2yVrqGgbDvtIKfErRp+fG/s71KazaHHM9555jp96sMW7HvoaF+b2U5v6RV4Yvhe7na6lYvl3EUoZJXQZUw2KQR+EoKpUeKJ0Aong/nIeD5OcU2W7PMnFSh3Dm6CbK1OUGSbjIprh0Y0FdlAi8dqsT0ygyZjf/P4fRo1DxDMfZm3hY+naMdIAtiqmyLsKoPy5ZDN/Nig8P2AePRS4hJub6DOzhFYeNYoYWd/mgGYw/vsfYnxyggOdBKGkgWfOT4hVlcWz310bUUrJhz70IT74wQ8ShiF20AA9w6bSIZaCea/ErdoU4eCQNxULR7WJB4mVnUwZIyvZYYxmvMOjImGPXOLKzA0QRZTaLSrz87zmyhWm3fToaSldLkchI19YI96u01P6aFIlvPB4ykKIgDf9Chx5M+gWSzemHQpHTvwjxqfvYMZQOOfqTCsqCFC7Kr9TSzPAe0Y2CETMyGgFtzZDrLVpFSv0RYGTDZue4hCFs2y6z9IpGMSMojqT3FmLKTt9vrhHpSpdrO4s+WwLNUjRk0ueiqOnCZ0L0+dAC+gsFTA7HZbm52gHaXnZa77+aXKKYIVU/ueTb34Tu9EhVlf/AH/hKmY5Ab/HRsvlM6c3ePdtswzlTHabpxgTKiBotw0ONtPyJTF0N1JKPobO5pyk1I4IuosIoTKa3SEefowkPkQulGT3H8O/fJk3PvRFfuxrn+IDX/1P/M7768jnNijMOvzq9/0oN3KW9spx9g1keHLZWTQpaCYmbxn+/+HbCaE9hR/VmEy2qLpZMpWQoJVFiWMyV69ACEJRmBJj9JSYb4w+Tt1eRxGCO3oeXWw8afLhksHv2W9izN6PF7eYq38G1VjnR0/+BCQqmp7gqynyVV38M7oPpP2EoZUGa1t+zHR++s9HCp2Iqp3a2D+fH+dSz+Pdl5ZwJjL0txb5xjdvY2vr09/2HrfXJVRNHtlK8IuTXH/mCbrbabCVcbcxgh4ZAlbq6X1Gu+laXldyzGuDMvt+ivpnvZjNoWFu7FxlWxRRshPk1g8QJSGPdQ6RqB6IhExhm2Q7y5DrIrpDZO0OdpShbXXR4h6twi0kCOa1ayirKnocUvAUrDBGTRKEgO3NDW4Y6dELi6iDvlohVPzwMBm1TxjaxFaHg700YNxV+mzapXSe9ISRG1oArBazJEoRVSokLYOeFZFzVbJqgKonXFpb4JljTda2HsdJ+hjOBHY+9T+ubO68OI8X6xeJZcyMEZN5/Db2rKbIy1bOpzxkEW72yN0+TmvS5x3117IHSWxbaIEkicHWIrrL5/AXFhgZGkFEITJpMyIt2nMVou1tosa3V1fUzj5PqIIym5aG7ziLFJWARB2i3q+ROXlrWvKnmzQH5Gl2o0oSQ5hkyaCRHUoIujrkIraTR+n083Qii3JcZnPlUzzcjWmV0j62j4fpmgkLl7jNSr+fsHRe63YQQtDtLVOTBvs6+0GGzJxeRkkaKKTnXSZ5GikFF10NJ7nCkattZjYDbh39GubtzyBJGK+6nBq+n3AkYShoEhoBdtRiZjdk/fTziCRGkQn7upv0Nk2yjo87NsJGtUpDjRCaw4/26+RDl/l3/EecvML9OyHZhk2B3+bT5lN8cu53+dWxP+LM0Gd5tiJYydcx5VN0Sg1UIXmqr7F7cxl9C+Is1MZSn+v0TWOgbxPbOVShouoNZqMI0Zd0yzrVqIwaDXo13XR+lnZW6UVNut00eDrQ3mSoqFKSgryEJ5rpuWwmLUZ66TzF3k0IKbn+/HNoMmIyGWPT2MUN0meY9V0OHD1JXzNxzRKTjXVOZUM0ESGkpDxxJzFzLIxv0pMSIWxKtHmV/xXKbpNn5o/w/I1vImwXqA6Ij/PF1Cf0NZXRXoPqxjrPdvpMkCLMfpKul2wpTc6/GBTG6fcKPBffrxKGDXLG3MtqWf91Hn8ZpPBfAt9PKk1xBAZYKSCl9IBPA2/6K727v+FDMRQ6ioPUDAQa57/xIJuRwlx/AikTeo0OCQp+fhRVptMdGiY5V2PDSg0x6SRIKelc+goKECpdMioY/Sn6wiPy78dsqNjZLkaic/3m9/Ck+noAYquPaApyQRZp2gS2YLSXZvXuW0y4PNNjtraKF/oMJXl2w3ShjtOloyoYzjyKntAUCs1OkZ4/i1AkJ3yNif0Z3MJBdAn3Ws8wES8D8KrFD7BvJy0n2BNb6JrHnvIEE+cfZjIM2AgHKGkuQSKJtBFGghrJt5qs6x7mAEGbiLuE0kK3Xdz+ND/aNZlzHb6x/XUAprfH6A+yUA2Zlia0Io9Paof4/d44qu4Tj6TZI2GNUfZtYiVhxd5mrPSHdC2boUyOkICb5fOYWkgvbGEEw4waAy2q40fxN9us/OAPcfWOO7n6I+/BVbJYgyzekeufpNyx2N06xPBASP6bpVuYTxZw/JglYsTwQfzF5VSLadD/clNOEsYZys2rPHzLbexZ+RJSQHI97Ye82ryKo7VoUXzRSVdak0gpWT4Us63GRFoPNdHRGjmuuXcQJQbPdRw2MnkCw8DWVPyFFn7mVeQTE1XqyEQjyrco9lsANItDhO1vd9KiqE9DLVNQGtRDlbxvgKahyg6VQbbX69bwYxWn10Wrt1CMhD23XuNPuYNKbx6A5RkdnS661Ih9jTP6DzD0qvsx7n8vN42cZ2HjKEocQmORTes1hP0KCOhkC3ztGxdwnIhob45JtYGlhpwxDvP18VuIpjJMN7cZdmqMex3e8+WP8crzf4jpPMMzE3fw6eF/AcBadh2h2QgSskaZQpAGXFVliEdLJ1FkjC4SpDCYG5BQnJoeRXOy9Io5snqJg0oJRUg6icCQJeKgQ6+Q5UcvPIivG/zWu36UpLWC9VtXIQFtMnUye4yhuD2y2f10ut+JFELaV/hnyTTO91ymLR1r0JPmnHmCzclJcm0HPY64uZnniSdqCCE43OXFoFBxY9QoYuHcy18LYHV1lUajQb1e58tfe4Ri0kboGapKn6bMcDAwqMf7iayBo6wXcFUbZ/DMd8oTuJaFLyyieIeeIdnXvcKyNc9Nz51CAPk4pvjc84ijR7CkjicEh53z+C0Tt2Ui8ulhv/2l/xvy44CExa+nZDNOnYtqmgXubX2MV7i/yY22x3aYMKmmJ/pn+29ixZum37FQ9ikgEspZiGKLQNtkKZsmqu5qRrQiyeLSNIHi0S6a6OoscTRJguSGjetcq9icnthG7cxgZ5uEscnJ4CiPdjWiTFq6dVScJpYamcZN6J0Gm5PjZAc9JUXT4PDmKptMEScq2pDDb2s/iKw3kGHEVvsc/OeD/M4HPwBI/r+vmEduneNq4nAoC9X+OFo74GBrDamo6HP3sOls0M04bM6lTql1QWVMuxsSwUf9IQQq7zu9wKF//Ivc9NAv8bZHPsbtS+dZLVe4eMcxRl8zjnkypJEb4pg8i7PwRoY0ha7ioQgNtbKfml9hmF1GxttMrX6BS3qPB7xTadCd9wk6OSzPQzghpackX1RneejESd7xiiy/e8t7+ODNFSRwT0sCgmetITZ0+PDQOjljP9veIv9O+wQfjT/EN659GDXKoGs+itJDIlk++53kVjtuk9BIkeFNP/gLGUgTJ6SaSwP3900N87vH5rnY8/ipIzrL5u8Rhk02Vj7wbe8JnD6RZrPb9Rm98SRb167gD0pNMxmB5TcpJglbg57CaHdAZiINJoTAVfvU6xIE1L7/Pn7g8Sob1e/nXOt7WGlfJasNcaqzgK/sJYjPYBguutknaBpYQUDcLWFm2uSDHH2zRRj3yJ402dGmmZMbtPupU7p08KfYmn81GT9EtOrEccyQCNnqDXF+Y1A2mcTsOENYqkMQ2ih6nUPOJP1Y4hl9+nY6N463l+3WXuyCz+rwFFYiqQQZij2dTi7CdAIyaoBVCfnGgRoXZzu8MLNGDw+rP4U9kLva2n2JIOhLy18C4CZbYDYOY127I13TJZfE2AQJyaRJ+3ZBKc5zHAN/EMB7PZNeaFIO1wmWlinMpkiLjKuYQYH1idTuvUvf3lfoXL3KVgUyQ/MAPH7XjyMSB7RhOnGPSNOwjhwh03dpbm0S+jG5xCVyNKSqkI+K5OY2CHppxcDr3G2Oa+ne+XizQ207ndfjlVOEMWyGgpavUx9+hpJU0aRKfWyW761XieOAnWSXza0S0/1pytVF3Cs6en8HdcAgP2ueo+bto59MoYQXEcCBax3OX74VZ/ZJrhz7bwg14IeLfcRcgIJkzqtiyB1maiGFpUuopoUVu4ShxurlEQqJT6ffYX19nabZYr43zCurAb3pk2TmbqFpFfnJBY9EbKOPrKMbfUSsskObXxj+Imcnn+a9d4xSy6kkWkgr1HATeGHvm6la94AGxrFNpJTc0Zql4vWJ8iWQCW9rpbapOjFfzGb59zfA8oiNEBIRW5CorHU3CFWFpXa6h7+qvs7C6DatnGAiVni8bSJVA5csepD6e4o60LPutJBC4UAwQtWoEXnbqEmAkILxygjd6XRei845Vg0doxCQD2LMPQ+gUmW3skA3VlCUHDl6jGR2edczn2erPIKrG3S8PloC0sti57dACnxdZbRZZ6fW5IlGnXHS+84E6ZmcKZZIkgTfT88Cf1CFE0YR3VaafM1/9mfA/9+LjfQvExT+CPAHUsr/B6i9zO8vAfv+Su7q/4CxudCi3m7jCB9ppAadLDzMRqAwHowj3SZxlDo6TX2ECbZ5N58i0VSsUKFtOEhCVC9PGNa5vpQyWAWGhyJA9Qv80iEDBRMr2oeiJ5imw/XCFGHLJ1FdpBXg9gTZsIQQCokh8UWCBA6uSvoHm0ghua/zDPviMXaiNJNTSTpIIbi+9koQWYQ2whJvYjs8gClq3BhqXOt/BRSd20KXW7Nf5eHy7eyqQ7yqe5bMoH9y1MsyfWAHVQjimUOYImE3yhFqOqZIcFUPoYyTi/t0BtTyBa+PHaQB1zANdpVhdN3H682iItiaexWXMxuUvDKaW6W/nAa5m0wTJj6ONNiXeYbJbkpWUM/tECSSjF4hCqHUUbgy+hRHtxxCTaWQKdIRLreIiwxpDv2ohSJ1DD2DTsSp46/kwDs7TP3f/5XC296Kt7zIgcY2xqDef3cr4CMXb0VKlSFthSDR+VrpdnKyh5NscpYYTbMIVxspUjgICm8kAmGie2u0LRUpXbLOWRae2qW14/DzT/481+UmapIhtNIDOdvbgyMiFrZ2MFQPlAT6I+jmMELJEgdXaasZFg6+EwAlkhTeMI+3M8pInNpgN4lBSOxRCz0M6OeKtBe/XcrA8XboUEQISS0COxmIzGYnKSTpoepHfS61Rxm69jQAsw/U8OVhnuY2GAgouyREU5cZlTkCs86p/jt4XBzm/LHHEcBjC0eR1QuA5Gw/z2oU8pHL38eGVqTitnn9K2aJDhTJNrYYNft8OngF1qwGiuD4+iIoERPVR9ncN0nIJsXab/Pqs3VW8vvIWDOczxiMZdKNfjeoYczeCMA2ZR4rn2Tcr/G5aop4Drsho70d3Py9CKmQ710gSkImBnzdbqShKnl8Qk4sXuT1q88QofLILXdgHHkb1mmf3CPDBAdC2qKFIofx2jvk80fp9a687B5RskrfhhRKKXm23efmgWg9QrB1ZRUnm0V30qRRLrrMlc8tc+XpKhOtmG4uLR/t+wkju7ssbm297LUAzp49i67rHD9+nK8/+TzFpIfUbdpKj765zcXpB3mkfpzQTrd/Sy+RqBZbHY9CElAbHadlDg7nKMBijNmtRWKhUS2nCSX3zBlKP/BO9HyGrDQhLnNg+SJDR5soGcnQWDoXW14Bvv/3CLUsjac/lmoVAqcGiRVn4zyz/c9wg5WulwnTQfcTtN4P8NPJJu66hT7TBRLiahWIcTOrXFMOYsQ+t/SgK1z6i/fS3TiGrycUxTCKHKVKxKHqCkYUcnrPKH53FKEk2JkuP67fRSQFV8qXkcCseZ2d9mEayu0kMiTb7mMa6V514cT9fHNqL4lQuRoc4XWrX+P1n/ksSTPtRfmjm95L4/C7+dj2FG/jUaY+dCfbn/tJOqrKuBnQd+dRopiDzTXUfSdQ7DKttecJZI+kKNiogHghgy1OIlTJNxt5oqjPD59bJcbi0qH38MRrT/DuN/4c/+Et38eB6feRHV5lNZMiRrNdlQPxDKFMSIoqUkriqRMYO6lzszfcZt/yl7iSyzPqbFKpdEGVeL0CdqISlSVX14/zyzf+DL94xxTD3T4nzj/F6eE9PFxROeSn8/BQNi1FrOktzucXWXKW+cfBT3JEePzri19ECTPouoMmYhLVY/3qSzb/rXG664BisJc+W37IXH4vK50V4uTlhdMTN2I7p2IKqGgKrxsu8oFj84TqJdyRJ7C8mLZzCddd/Z/e0ych3cvue13a02otp/1BIw/cgek1qEQqtd6ApXkQFC6oO0yHo/QzW3hNi8Kcz9itf0Lh6FfpRFOsON/LWbGfL7QDttlLjEPEKrlcum/7jSxGGCJ2NBQloaIldI0aTtTl9zZ/mWvRGNNsUepdwA4kxX6Nh279AYTIo1TXEULgtqHmDfOR50/z30//d173J69j0TewNIcgNBFGg5l4ik4iUew20k7P0F6os3D1buR0mbWJPcxv7zDpT1Ps6fQzoLkOpqKi2wn6ZB1d0VmacWkSYPTH0awQTfNx2y8lr57YGPQTOvv5xfJjbHUiEgS9okvsbJMokl/7+PtpmA5nMpcZQaNrpz7Bjl/kinoDE3aHsBjTztwIqMAKSpDnUiUNQv0/U0KqbFbZGBJodlqtlKg6nSgm1ir4ekJjc43MHXdgVXfo1ndZOreFbSSErk6ixlQTH2Nkg9BJk9LFPNzWu523Xg44cPU5Lo2fIEYylKmyHqYstNVAEtnQz3yEcpKlNnuAj7/iJlrdFbatAs7mfGpL9rMINUHp1VCESlwxmbQ3qPVPkNcPE0drRJCyaF++neGFdyAmz7F47z/nFSPnWdTTc2ne3SATOkzWG8xuXCecmqOS1KglFZTdhNFKjzAI2VpZIac1+JHdYTIy4Fz+OAsLpzju5NnXFxTEH/Lfrh9Gy2kkfo4hqeAqCvdnXBw1wxODc/CbPYUDVoLoztNS09dG7W38KGC6f4hCX8Mp51GcLvnthJ5qo0UJT954O8/vLfJHDxT51C338XxuL3E/iz6V4NkW19rpmjset7k2ts75oMFoqLAcxHStadRgGBFGgIFQ0+chohBhmIwlORqyw2jTpOSmZFjlSBJN2Ix0muxVF0CC6xjMazMo2WF61gUq1nV6gUlGt1FEQkb32HclXdsrIxa1vqAgE1zXIs6vk9Er+JrGcLtJJ4Sr2+dRSEDo5JwOQjdQVPVFlBDAcVLbjBSFTuMsSMhFWbBevtrqr+v4ywSF88CTf87vWzDgn/7b8ReOr73wNG3FJCBG1VKY3eIyrhSMxqMkTo0kI1GShLWqzb6xs1Tv7lIx0nINK/ZBbaB7FdzudZYH5RSBlR7oNWHzxbkiNaWDNWCoy2RarNXXoOcRDBy7nivQBuyjQsR0MzpSCNzE4u0THq1iHq29xN5ojDBID/eySA+Ay90ZhMgSKS3Gzl6mEc1RsC8gSXC3e4Sxw2vCFlIk/Kv9P82Ge5jbgi7JgGZCJBo3f9/d1AxJ78hhAFxPo1EaQRGCQO+SFWmpYdNPr723ew17EHANiw027XTByc4MMRHVkTtwVI3xzigdTeL3NHqqSUPJ0gx2EFqRYbPBdDRGFOv0sx1cCcODrODJ6xaxiJlZS/svbK1CX/RQDQ8lM0k3SsuE+sYhhmlxPRlHU3sUbp1n4t/9Oz76Pfv5zZOvTlkNw4jRtsWRrXvomDWG9BUWDIMXzLScQhVXWB9N575xoMOl7V94ESm06+nz7BlthprbnD14hPnFL6Oo8PCnz3Fu9xwr1gjFOPeik16OD9KVIdeXNxkSqZ0kzgxRJ53bEffTTG08itQOcWDDx2t4ZO4ZJ/v9s8yGg5LOIA2ik71DjDQb9LMFthYf/zbb3W1v0h8E9ruRRBsUDXz+yFvZnL+ZSEAvp3KuNU5XKeEM59CzMfXWjzAmVDrd1MHPWC2qK5LRpEyiBtyQ/Qwb3hHatX0s7eyj0Rnl8eufJ5YaDy98gv7yM1y6ehAnb3BE8xibLyCSBNN1qZgOy/UR5swOU/2IyXY6J3rtadZmJ3H0LhNhkRPXFXQZE2Yf4JppcEcuFVg2XI3Lk6lDmK/1WcjOcbi/xBfX08+JNDjavE6slbgyss349WdoBluEevqcrCC1Qy82+Htffoxdu0g1U6Jv6OgH34Q2WaLwpx2SLDhRjVxSoevtkMseHJSafCfrYsn89qDwuuuz4YfcX8njnn8BJZthczrNpM5re9Embma/+DzBkM7Xfv8imU2X5REThEU/ipjq92lGEc3mdzLKhmHIhQsXOHr0KN/zPd+DYufJxw4tWyMRCbX8NZaL13B2XKQIkDLCNMtMo/HMQo0xv00yEbKrpAQU+7oHuKV9gtFrmygy5qv33ZVeSFHgzd+DUCZASbAji2QxYvqeKuNHdrlvbYGImLZxO/HMnVyM95BdfQSZnaArBJeNbUIDrIH+X0FPe19GbY+oO8JbEos3JkP0NrOoRkg+X6dWt5CsoxsOCxym0mtiCoWe8LE7e/E2bwBgKLbJUKSm+uTUDkfWFrg+NkatlD6DbLbJuUshr8hPsap0ebiSw9Q95OU7ULQxDG0KvVGlmS/Qt7M8eOAEYzsbICUfMH4Md0bh4OXL7HPTMsj1kYRft/8/+MLgJ954Owzv52orTcCM6i4d7QBxonBAQmb+XmTYZWLhIXRHZ3pomjN7BdnrAdFqhcxjCr/64PuJt84RT5/gqZt+gd19d9POFxAIMsMV/PIzWNRQ9RvJyzbmoxYzqskSPYYLFSQxcvI4E6vbSAkVbxEhBZru4/dDZidSu+l6FfqVLD/7D/8p/+SHfp5YLfDvz7n81u//Ma95+jTldoPfOKQzPUgWPWMLjnox2djmc+WvU+sv85n4HoIffxohJEpkY2rhYJ31aG71ieNvZ3Q+1xcgE961+GESoJTbS5iEbPZeXkc1cSLWMwqhhE/tpM/vtUN5fkb/ME6c5abzKfJTrX7uxfeoXpcwkuyTPQ4e3MfQ9Cxay0MkEaNvfR2W36QSmbiRSccL06BQUWgWrzPjj6FamxAKRo832GaMwsTz/PDIT/Ha3CWOZxwS7xwlW2E5Okdi2ORyTaSE2WZa/h5vpHt/3u4SGHX64xMcaO1jiRl0ETOb3aFkZRjZ+iQffE2B08degeJ0mZwcp1HPY2QqfKH507z/3Ps5UD5A25zC0D2CUENHUJQp86ip+2REn1gKOlUXZWeZzqrB6x77HK/+yu9x49M+WqLgWyqK5yDdHHEMb+lH3NO/h74Rcta7gNYbMJBm2qgDso1EJqx0lrGEZKE/zLtu/Qj1+Us0rTx78h3mGiMsK1W+OfY4m9VNvlB+DIGAQnpGddwMD0+8mVgKsod8lrYzqHYOKdeRXoEz7iraxATepcskUvK5nRaB52E3+2wMgRO85NL2pUGsZOhbGvX1NTK330bW8ZBC4cnHHiPJJoReFoTEEyG9dpnES899tTKPgkpm4ZscaSxTL87T13ycXMJGpKArORZjEFaTTevVyNDk6elRPnKwwsMVjyV7Gj/ez3p2neOlXcRQBK1BWeLxNJGYz97LXPE4CRFXDJ1ITnFYK2Iuvpr/Ev1bdhilfuBTxLkWuxWDve4aZ6YPUG5fxIhCtmYPMqdW6ao5IlXFGR4EUP0697oFhsQ2EQpPrwsuXH6a964pbFsxH1N1/seb/z6+msV1c4zlU+TbWUpbHJolgZTwlKNywIzJOaOETuraq6pH7DYxZBF0C13JIqIOl9pjNNQCIvBY33MLe2shbz7VIFJNfrv8Hv5Z5he5cvIwwlIIPQmRSdHs0GrfzOGwzbySzslKY5iS0sBIPISSQygp3bESBsjARZImb9REMNHyCUt5rq1v0y9UmGtUOWmuMOYKZKgxN/pKIuo8OpVgZq7TjVSyA18bHxJxEi2O2S1kcKRNKU6ohhBktyjlh/ENhWKni2tlkBsp8jdUuR+j7+Nn0vv6FsmMCAPcIEACkarQ7V7Ejk20/OzL7k9/ncdfJijsknKGfLexH3h5UbO/Hd8xdnJ1ditjBEKgKBoy6NMqpzDzECVkv4ZfFOTdgMlvXkGZrRFrCpPZ9GC2PQdf9ND8Mt7aQ+yI1CmtqKnRXy2lgdfpkWWMIM3yZDJtqq0q+aBLaKePyveyYFrEQKXqUxtJ+xn7qo0uDYZ5BRCiIRgLdKQU5AZBobgzR25iCanVsdwdJAoH9LOo5UUOqnejqldww3l+J/9D7CQbXJMTFGWAKiOQCt7UBv/u8pfZuO0XmRNOWnrtRnQKZZrzh7g0r2GqadN120/ZLcda57mBdJ4KosGunQaLUX8Uf7KFFDEnNl/L+HbA00P3IEho5Au0pELL32ZItGnLMqtaDbOzh7HyEk4iGRY2AsktjVEOr56g6EEuCNCjYRp2kzfe8lv86d5foqq1AIi1efaIKmteen02nidMQs62RlEHQu6TrR4iAdsNcKVGRVthybY4l4lwFIuCtkC+eI5tEpToAD19ESMc6Gv1O1hujUZe5YbFRZ47fJyx+gbFsT6bZ/oMeZNc0+YoxDkiq4ZwFHLKEB+tbLF28gjjag8kmE6F3ubNlDKb3NxbYv/1T9HNwtuecQjaAV/7wG/wyQ/9Anfdkm4Fa70sSEE0YzLWqNHL5Li6/VEcZ+VF2621q0SDcuYdmSBUQEokEcdXl+mqMdpYll0/h0vCM5M38Nvx+wh7MCrzVBMdP1YoW3XOuJmUbAbBZOlr7Kl8he7yPVxcvhdHyfN717/GQvQqxnZ9hnoq37/1Wbyyh1uvcT0KKXdqJFIQCpX3XHuYc3P7eWCz+2Jte7eQo5kZpmv0mAhGsEPJ7eECO9Y9rKsZxs1rSHQMD6YHQu1iQK5zd/00m4Oe0stje9lfX8Dwe5zaqyI1hTAJaKvL6brrpyi6qtWYmQr57RNvIwoVYkWla/kUDhwBDzLPC6K4zmg4xGN7XAwjZZ/s9xe+Y48omSVaXutFUoyvN7oUOw1uDfu4p06T9Ppszk+huH1uKBzCOPwWxpw6j1ZcxvYWwUsAiVRsfAGzAxmca9e+U8T+ypUr+L7PlT2H+UrH46bbbsYIImoDJG7XruJoDof8ddSwRBy30Kwyb0XnzFYH3XOwK1V2GAMped2Kgh3qsCHZI6+zMTWQdnjD67l68Qx2MoOvOWSjiOPTlxEKGIWQbFOhodcRnk/r8Y9yVh7AxKe5dJrzpoFUIChJCv4+QJITDmXNoGIkaJ2TAOS1EaJqihgUS1U8d5rVwhWsjME6M5TaaVIpJZlSkEa6XtValQoZOlqXG2/8Crc/+UUkgq/MTkOsk801qaoJc40ZpoTGSuYVyEThKetWxnUQ5knC2MHTLR5+xVuJVJXXP/MYehSxpU7xqewPMBZGWJsgheT2yjf46NOrvO7oGPvvfQe899Os3Ptz3Ne5lVuX3sndV+7kbcn7KD7ws4jsEa4FaW/10e0dpjJHObNXoEaS7q//BqWPafTGDP7gtr1YwmBIZPjIiRzPeykqXytOIIa+CYDu3UgByZR6IwJoTEeoGZ3drEbBHKboK4R9lQ6rbGSHuDG4jpSC0nCacKwnY/z27a/lzNhx/t5nP86vfOUh3rgV0VUkmnaIe5/+MisFnUemdGaFy7oe8kqnzwPtkzybO0/LcpgraLRyI9x5x5/QVDLkDEEC+EaPJJbsrnx7ydWCn0EPVzneS8keLDt1tpY6KfFHv+2T/E+BZOJGXLPTz/x6Y9CrWP0sSniJucUCOSem1AqpbvwxUkr8KMYKHM4Ub+DA8nn6TzzBgRM3QeSg+Vt8SbtMgkdJpujn2m6HaHcXWa6Qzy1RiYt4yi52xaM/afLP+HUeNl6FY2qY6gHWk49S2foct9/nEUXrxNkC2VydwMlzwErR+916mmjLZLqYap+wNELeH2IhXyGSCrPZFjOqxu7eNIBankoLs4ZLJt3uEI7WACG5f/zt/NZrfou6WkDXffxAYTIYRREK3SjGTAyGwjbbbo642SZue8RKTGAYJJpBRw94YW+bTtHAinq010NWehZvdH0q1SKWtLg0epGwlwYKGbuDGae2caVxhUjGTOsJxVKKCJkzTWpWkWPVmxiJSzxSeYqt7Bana2foq6lTPWkfBFXDcwyeGT7GarfI5FQPv++TG+8SeR0iJ8/11iLW4cN4ly/xtXqHH7uwzIOXF1EkbA9pXBvoU+4LruKLNNHbz5ZTWYGjR1k+fJTegRtZ6lxGt0MiP/0OGgo77RKWGENK0JRRosYVZH+XXOiRw2KkeBE0wWagMhYdZylIkx4zwiGRJteG04TY12aKtMeHUaVKNbtEnChsTkniZhp8eccjAsdieFoj6T0HwDNWCT85xpg2xblcyHn9Br6gvobKuX+AEcG5YwVuH/oy/2NpnTjeJlZUlGyfMTVFmxuFIp810sTbfLBEqPiYxip1PUe7WyRYKTLnSC5lqnytcAeRbrAdF4gii1KmgyF0NrMZ9rnLjGqr7Hg2TiLIGGNYPYvITV3/ljCRvW2KwiLOpFUor9Av4cY6C/1heqbCZinLvvWQt+7u8AtPXuEn/F/Dilw+OfRuPvqGH0eNM4S9EpFd48ZmiaFkhv0BIGGJMmXRRqObBoQiAygQBQgJK8ouVi9C0TUmGl3aJYvP+ioIwWhriT1Gi2NdjTFrnkxhlnb+y8zu+ThoHl1i8npafhytTtDL72Ws5bKbL4A2SjlKuJr0QUhKwxq+oZHr9nGtDBPNFUBltPIaIkejV0j9vm8hhUrgpee0ohKpgp57lbwDlGb43238ZYLCbwI/LL5Fl/Y/DSFEmZR45pG/qhv7mz7U+nkCRYUBaha1VlgtC/REIysNYqdOU9iUTI9XFR9H2qlzNmmmG4vl+jSTCM0r41afwh6Umh6J06DuyUq6IV47eA3hKwjPJpNp0+l1GJY+fjbNsJrOJLGVpacbDG/16AcaipQoSkhn/VZ0DgIaQeyxP7IIQxNVSdGT9xcVfH0YPYzZGJsH4KD+PGrhEl0H3lz5CKDwFN+D2f8qz2RSczMjEyU2eHLyMoeUx7CyV9H1JZYZ5bljd/KVe9/Cx+eO8NBN+9ktZ/HUAkGoUKRL3vMpd1PB+CwOfTtd5H5/iKlbszSHz3Fg9yRDu+Ncs2fYP7ZGdWyUlnBpBjvckLnA8M42mr+G2ZpjtrBOAx9TZMhZEUJYFBYPINWIcdNg3db5NyePs2mOEikGV0ZsEhkj4jFmlR1q/QjMAmyc4vzuedblLQz5aeA+OTgERLyJnQTYSo8Fy0DGdc7lDjBsXGPGu8Y5YuzqYZRcBSUZ9CVHPpXmZdoZi52REV7Yl/bTJEsPEomAN9V+mMuayXg0QAr7qbPy5FSJpX0HsKwQpECg4DXnqEyuolcVguIQX749j5ZI7qsJzn/jMTq724RDhwmVgK5XQvXzRKMxk/UdXNPG6RqcOfN38IP0ubf7VTLCJ451mkmA1JTBPUsmnIA4dhgWHpqI8dUI1ZL8p9f+CKfKKpNRmSZpn0vZ7PGp3PwgKITVZJajw59CKAl69QaaVgG53OUj7t0cUo9g77+B/JEm/UThG/Nj+M8+zt2rzwBQlTpP33IrSpJwdP0l9rG1uT2ECjT1NpN+Ood3tp4hUjO4mdu5ZlmoukkSdnltmPavrIxPMRS0uKX/UvB01Mnhxk1uunSapZn99O5JkxUdJSUBmWqkh+aYfYZD40/zxJ4bSbx0bdcyTZTKUURFkv26QmR2GQ3LrKDx+OVfBaDbvfjS5pDE8Mfv4+1nPkcY+7hR6jg9Vu/wgw/+AQ//u39O4HoEeYt6tkLejdFVEyU/Ca5Kt7nBza9ND6NjKyGhliNSIsrFCpl+n2sL3xmAnj17lp3pPfy3ps/PX10ntkOEB7tGgCJV+nofT/PY1UpoXplI1FHtId55qMSohJ5tUilW2UqmyAYOjY0nGF28iukm7HGusZqbwzFMNg7uof38U+jSpKO6CBImD6VIiZEP+SNeT8fYxUoqDD38U7xePk4rKRGd/zSnC2l2Vi8WibdrCCRd8nxPwUURMNI+yFI/paYfFQcIOkVKpSpKbPD0nufplmeRQmG4NuinGvQbW+U1kkin3l7HQkEqW1jZHnun1jjJM3xNu5ewP0Mu12Am8thf3+WtF/4R40MbtNpl/uTEGJaugL6XnFZhOVfi8r4buOOFp5koxIz0dxn3t/gc38e1Y4dpLSygFBJu1M5R0db5iVempezhjsPdDx7kX2/8PUbWX0MoVda6F2md+wQPdUK+KNOSppPbl+lUq1yZhUiXEDh0fiig/iMKf7xvkkhIxnWBZQo2lBwqETKj06+XkVJQdA9wtCY5oExSjRKmT05Q92M+PpMGJeroEXo1C6HscOHIMcb6Gyllf0lFNAQrlRkczeJnWr/KLc+e5uZtg0RK6oUKqnGQg4sXma/v8FsHTG41HBDwCtfh3uZRBIIrsz32FuB9ZxfZtIboiByGFtFSYlw9rSTZuPoSmu3FCZtJkaJzkSk/tRW0NOhfbi+zudDiD/71E1z4xkuoYeKEVAe69c93+sSxw/Xrv0LeEdywmZYeju14OMEG3e55drs+gaJxvniMx6Zv5qH/8GvsnxzIRiUL/PR1l4tzWUoDrcK1xUtEu7s4+SxzpHtvO6kzcrzBM/HdJELlC7ydMyNHOd95nGZQZbLRpXvhAsMiIDENcrkmzeYh1rSUxboXOeDnyGTalKIEfX0FVUK0c5F1t8JMtk3pygorEylR29JUGoRYtAGFzXq6T1xvbECS0FVVNC3E81Xm/bSiIHBq6N0JKmGbVph+v68efgufedM7+dQb30s4e5DmZJbnD7ewY52sGhKuw4JTJBf1mafKVGeKSzOrBD0TEg0708aUaTD2hcUvAHAw2M/ByiJRomLs6bMzUoZMen8vmNskwRCXnFWm/PQ7ZBQL8+A9RH2Vc8Uhdqo5bM3nUOkpivPrkEiSsEvsBnBgD8HiEs9eW+Af/vGvcO5q2l/YG8lxLZQgJT8avf8l+8mUWVtd4cN/8ptM/OBzFMQqc5uX0OyYaMD0LkRCxxmhNASJayI1j3AprZBxjDxFqbC/mLZCrDHNZMtmI0z3D7d0DR9JtVhBJAmXZmawK4Itq0WFBitqkZVJifS7JCLE298nWMsTNv8D92RXqMQKz9o5vOQ2dCXPYzMFbpbP8AsHsmzEd7Hw0M9RXMxiaj28G/8jebFKpzjLvZ3HMAYyVOvDE3zdvAVVJJSDGk+MP8a8P4zb+zXe5N/IrZ29XCgoGN1NdqZvAqBlpom6I1uv5pdW/zFvW/1ZHggWsIXLU+0MszosJzcSt0NEbJNEOj3dRHbXyCkGUk+TjHfbl7HUkOV6gcZk+tl7qiH743FKSYZ79Mf4h2u/xt+Tv0krV6ZVniXs2bjmLvdtZSnO/CKX7R3GpOCyGEMjJnFBKDlkXAMlS0KIFAkL6hZOfZ290zehJwmbWck3S8NkfBc7vERTGWLK0ThavpvEbSC703jhGGEicEVEQU2f2frlHwUh2FNvUsuXsL1jjPTGWBgwiGYqPr6qYnU9HCvLULOGnZkjG00TOhphFupB9CJSqAxamhJNJ8qAn2yTb/eh+Dc7KPyPwAHgYeDNg9duEkL8OHAKyAK/9Fd7e39zRxJmsJ0uipREJMTdLdYswZ5oAoEg8Bv4UseeTei9PsF0U2Mt5HdJBGS8hJqmo3llvPZlhoK0HOZAkm5yl2VaotS2Dbb1U+jONJlMGz3WGVYinMwGwoVcMERi2TQyeex+j+1aGmQZikt4/VVo2SZuJo8fOUwGI4SBRainKKOVJJzN3ogMBM3SPFa4S0bpUgi3ubX0e8zp13GUJoc3dSqdLXq6SU2WSKSNEApv9ATH4zNc4RD/+sgd3HfvR3jszjeQd/r8yy/8MUqScHpeJ9aG0QKPguxixhm2W9soIkQjIbQksW9TTWyC6Jd4YvwREiWCzFuIyyZXbrqVU+MHODc1Ry1pcMPQGV516VHUKOJKX0VVEhqlJTShkot1ao5DJAOkInDnp/mx2zKECvzW2T8BYGNsAjfuIHoGk6JOLwRv/FbYeJ5PnjtNXxkiIz1iRaXo+miJCckmhwbBwzk1Rgt3OVM4wqi2yB7tXVxRYiw9h1N9G02rgECFxKXcuoqr6Zj226nbOo18geGVqywPnSK7NsW61WUyyhKaNZRumrXbKaXPvzY2xGaxTIwEqfJZxgi7gs3bjnFpVOfq4YjpWCUx7kKVCQtr/43I6BFGBkpsEZaavPv613EMC7mzHz/Y5eyZv0sUdWn1d6mobSK/QN7PkBgGITrDHTC1HB4BBj578i02Cznuc55k0u/zL19/C641Skf0UPwiZT1iS/MhUbBik/VkArVjMmlIpv08QjG5aXWa1bDKjZX7eHP8JvJ7Fcbnu+hxzF0PfYIbnnsKkCyHNl+6835u2agRBQ2QAj0I2Rmp0NM6SCE5FKaH4Fyjz0jYxM2+kjNFixGzhUyaNEKJEYcEWYOjvUWmvZcY7n6gHlNcqHPTxeeQisIV6xiq0PG0On4CU90SAMX8KgVtlxk1IPbSNdvU+wRM8Mjdd6JvKBREFRUV9XqBrEwzvVcXfp5HH7uZx594JRsfvQUufoZ962f4vzY6tP02YSK5fvki+VaN/G4TLY7o3FIEIZiNB+x3ikok55hL1llbTveDzbKKKXNI6eAZZSY2t1haXCSKXhKb7vV6nF1d46t7j0Mi2QgjHtpaQPEUdrU+JtqLtGI9I0YLSoRGDZGp4E3DO5wed2QuM19cYyuZYsQJUN0uvt+mbxlM7qwSC40XbjjCU1//KgWpDPYok8rQBkY2pLsxi6JKenGZrtmiHI3wYPcnKEqHXjLFUOMUzxQtRlVJvnwTUXUHoeb4Y36QE4P+KLdVYvihXyXyWkxn5/GbOQqFXVx7h362QbW4FyETDjbS6zuJDsLFKq8Q9Mbx9XQNWSJFOCZur/Ia94u0E40ntXvJZps0ohmaK+/BEGAWt3hEdtC8JVZCiRACuzTLg3c9wGhjl3tfeI4fkx/mX61/ELsXMEaVX3nDP6DWcDAykiDWec3Bb1AetknciPofXCQg5DeP/iYLd/0LfuvwEhvXv0Q1cuknULZyXJ0tcHLnMk6mS17N8oF3Vvj9f/j9cEOZbNajmbVZNkPGTPjZhYBeYpMXfQSCXNzmX49M85N7/h/2rH8eS6g8q2zwTy7+U35Y+Qk+MXyKviJRRo/SrZsMS4fO3hG0Xou5bAfHAnVbZaM0giJjjtcDnp+5G9McJghb7OaPoCUCVZvhnie+xI6l0J2aQEsMjgYBO+I6R+oTXJ3pcWFE4arroyYSV2ZIFIcgG4LWI1HSnvtvjec7aa/fZP8cRS+162akUTSLrGxv8OXfOU+SSHZWX0IXXTciHNjsbhCxvPJ+/GCHg1ebqCJkU1YYqQWIJEUQdzoenmqRxSdUFP75De/mkT99FEXk6SmbhPYxnjky/aKA/dryNaJqla6yxbSXov3NoEZ5f4enwgcoOD0UEn51+r2sW48RuTqXbvxZvrlxlGRyDE3zsaw+QWeeB+13AzBmbCP6o9iZNvvqE4Qi5MhOnjc+ssJ6v8C41cXw6pybT/exZt4k1HS85jJCxPjN1Enf8q7Re+b3sAYahX1fMOdPIKUkcTcI3XFGvAbbA+K4UXuH9eIepmorlII1bHsPSBjq6lhaSNTSMAv3cyGzj/ff+W4y2t3EakI7aWM4YylSKNKk9OMb3wAk46YkjDXWV48hyjHe7HX2hgU6asAZ++8wb+ZoGZvM++O4IuB61ETf80YyHYW2rrHWP0AnGuGG3GfJjKSOt4zrjAdDNGYKkMTs++wvYDU6GBdTLCKaGmdbqFi+y7y1zKRMz1xb7mXBk1jWNobhMzv8AvpAGioM0yR6pR0jEwNldBfNrRBYNaLNU3R0G1VPq0DsUppwWlFPMFbt4kcK/Rg2xp7ifKmPFAp3rFyiny3QKRRZyl7maNThsnaIs/NTSL+LW7kCRoJ9TZJPNikbVW70Q86Z4CZpUvIbo1nu5Ammp99LfSKL4ansdvczfwlQYgq5HRSrzOtrj/NEkqLGtZFheokNho4TqNwV7FCMDqLJYWJVUokN3r/f4Ki8jfWBlELGShMFenuefGLjlS5ys/kVduUwjwYuB+2QRjctrR9dfYrILdO3c7S0dJ0pZgEDn66eZX+uQaup0R4ep+AkDPdi8oqCYmwjhMTxh7kxSEnOdoYnCHo6odVgKBCMZvdR3Pw0N6JwnkkSCUmYgLCJ5AZCKWBEDuP2GOtKg6PFu7mFVyPsMs2szeLEGHP1Kqa+xW48yUz/MKPWDP7ClymagsWlnyf33D8BoKjGSAneQJ6lvHWZWFHZGoKhpf+LVm+cJDIxSh0CVUNzQnq5ItlGj4zYg9IyiVwVO+vyVLtHu5Ge3/Yg2FRMEzmRnvv5Vh+K0/zvNv6Xg0Ip5XPA9wGHgQ8OXv7PwG8CNvC9UsqL3+Xtfzv+zJgWm5QHwvOXczGRvstGrLAvmAegE6eHX38+QzyTML/qoAUSMj6urpN1NdajBEUaOIlOLkgXak5LkInCupEu/La/F+eGB7F6k2SyLczEoJJouNY2ak3QskxQVKrFCo8VDzPSGvQm6lPE7VkqBx6hNuTix10SxqCnEhkt9CjmQLvBSj7tK4isPVjuEqtOAX9pm536Or9bu5/NaJFit8sbl9/GqDfM88GriZWETF5HXTnLn2pv4xfEf+LR8hFeufRNfuQTv87e6w/zhi9/ntuWFzg/Z6KqY2TDHmbiQZLFjE1sfBxZwDBdgt4oG2qM6fdYz22wlTtDe6xIdOsQI+xwoLHDk/uOcXV0BKlB9fZRbjl1mo1BIKWPnwLA6k8QK4IZf4VGcZiff+V7iQV84uzPctduhZIfsTM8TS9soTkViqSNytWhO2D7Ag9f6GPEPlKB67MH+OSr3ogVGXjhJqMDOQrHyjHpRZzOH0EXIf7iRbS59D5ai4dpWnl0qSGlQ7G1QFacoOBlkD2FZ4/eyNj2NmqmidQcWvY2Q3GG0G6gd/JURfSiFMbyyBTb+QKRmoBM+Lsf+Q16ls1/vDV1HJTWKmeNiIx5C1N7cugjl7CtBD2yiEVEkK1yqJ/g6CZ9T+HG4/+DXv8K5174SS56TcbYJvbyDHdLSMOkb9jM7wosxcaVIUV6zGY6xKrCil7k157xGGo1+MX9IQlriGaBMTUhb19nlYChpEiNYVQ8xswYFYWbA42++kpmoz55vYKCwuzmmyjNdrhnYR1/bAQRJmS0kJWRY+xWhnjjmkNTCdBCnWy/T2RoCD0tbdrfHQMksTvB67lCZB3iicJe9pgbyKTDRhCSySnEhsaUv8V4MGDUiz049wWybUk2f5ypWsjp8dsoW5MkVpduIhj18kiZYA7II+6K1wkHmeS+2iWSY/xg+QkSG/QBktkNxtEn/ivbjCH1CcbHv5cpd4TJhWW2KibbeZMf8dsE//mf8fzWDnsvn0LoBnc0ElTb/H/Z++8oya7jzBf97ePS+yzvXXu0Q3fDe08QJEEvihSNKDp5URqakRlJIw1lRqJEUaKR6EWCngAIkCBIeDTQ3tuq6vI2vT953H5/nBJH896seaP15upd3ntjrbN6ZXVWZebJvWNHfPHFF8x0jiMcwZg+hmP7lRVXH2GLmGduqkRVkzy/pwVKBLwm5ZZBz+oKluOwsLDwU190+sxZntq0F0tR0E/6+99WC7hWlLJoov0rbkhds9DMJE44hxJK8aFvvUzEfpG7AofpjOTJiQ6izTLCk7iKQiWYpf/SLKp0OH7jXjzXoRUbxcXlkpGkp+cyVtOgNHUvACJsUnMh4UaZGiqS84bRsajGFC57gnG7i1bHGrLcIhW7gWe4k0CzC9WKET74Y5AuVv4C2eAYZi2JqrrUBp9jm7WX2ego/e4CV498nwYm0gkSiVzEiK1TzU0ghO8zgxsqc3rQJnlqnS0a/CB8E5puEYoVkAIGrvtbABYaCun1f8K1/UDg2/tuoBmK8uALP6bDWyaCyY21EzS1GO+r/T2lUJK/vf8dLMb6eXH5ANdlD/HY4jTFhy7iFE3+c/9naMYvUHL76G2v01/KUduY/ZlVFQ6NmPQ2CpjLIbro4WiXwcBaEJo7yUU6QAimhUpMqHQDJT1Nr5tDcx0EV3gsJtA8lVcVbqHielwOzDDWvopmuBvNPEfdtlC7tmPmdXpooZgNFNdhU3wFM9rGKwRYSmaZaM5ypvR6emP7UZJDUJmmqvQyuPAUir6J3qXL7F81eWo4g+ZtRgU0UaKrMYhleKxHLvAfGjrZtqRFGFdpsHW0H0VxELRZniz/lA76YrkO0mO4fp6z5yeIWzUuF4oMR0fQfzKM1XJIdIQorfj+WErJi2Hvp0BGw3WZmfsnuoqCZNUHQ77o3E3AkWSLbdZWvstKroDMZHhD8DQf3txmvLHGR7QHOZ66CbWdI2A2WerNEJQCDZu11WWcxWmWwiZ7Wx1IbJxEnrKWYjbUx5a1ee6sPs1LgQNcGbgKU8nQDByjHjsOqko05u/XdmGQSocfOHYqZWQjSzhcpaMWpRxVKZsmybrCUjOKIiDcYTEZ8yuTCEEh3UdlYZF4Ik+q5bMXXKXEuUOfI+36r1FvC4bNPuqeJOjkAYWuVp68E0WoKsFWC4TCaHWFYGmGUbPJvYv3MrSu4qguINCGdvHB8d9hNpDl3ObbiFtpTobmMRrdhEMVVCGRUjJXnSfjptiaucza+hi59WEA1OEG++v7OBUL0BxOczb9AJ7iIFSTVa3AQfsCwkgTTewFYDlzK+dbd9HlTKMoG1UYr0S3nWYyI8nurSNX/M+nFfPkYiA6rsYRColGAVcK9snDICVJdweiVeP66ybIFtokxqu0QxuDxjdGfSmmP5uwJkzCVh+twCrStViJZHCDvl8oJ+sUHEEluJfoSpl0LcWSpWFEVpnt7CDcbrFrxhcmW4yl6F1uMGpbHFV2crnzFoxgiXr2JDga8ctNFi1Qut7F9c0qFdVlTbdwKFAOuVxjrKBpMfSNMQkrwT4GqxtgfLJNn7FMEItnlasw2m0aSZ9FsaZ1krMi/EKljiuzOHik3TgXIg6XI03+Rn+Bhi4IupIf9fqtRjPjX+fcnk9S3P4pUoErPO9sxxMwEXCJtfwRHz2rL2O3UjgRjdWUvy+FESJKk6fsYbYn1/GEwqVUkLFVi509lxBCkDf9XrymFcEtxUg4JdYzPbQaAiXYYD1o0tm8CcNt0q00mfT6aDgb6xsPx7AQIopu2mzWxkGAmezgXEJFTY+x3L0dx9AZKq6RNRY5Nr+FTe6dmE6NUv55mt4iQ/UASxtV8eGWxDUTxJrLCNeie9lPWZZ7yggErzj3q5j1bmR8FU3oOG1BOxDBK0s4HSX3/ROAIBmu8FK5TmljLM3wps0b9yQIPb6PidYdyF8Cq8HPkv2bhtdLKR/HF5x5Ff6Iio/gj6kYlVL+6H/7u/u/sPXufB9dBV/G94W0Q63bpOAqDJZ8EY6StzE/r6+N04ryo3OfoF4bphkwIOARbalolh/gO2oH85kEChLHqGDZYdyNvqhyazNu1wr6ikTTbNKoRN0gXrCIlof1sL8B10JJDgY3sbdwGYJBch23gLBJjryA2b2A5ZkoIoJelah6i/H8OoFqmbRmgIiikMBNzHCoMkClZXClnqGWd+mvPEu78lnCV14iuDjNZONWPKWNVp6hMajxXd7IrtYRnj39Fu489BgCwUp3maXX/D4j8wmaIZV87wZ10vGwZYSQEyIuG6yTJRRoYDc6EcEylbN3oCA40ZXl6zfG6Gia/G7jT/mD00sEbJsf3nA7T6auZU9sigv9g9h2CK8ZJ5b1Hdfi4PX+/UxoPPTqX0QoCp86UmNz/SyWt4vtVY9ScpC6XUE1u1DwKb3L0e0UPIWV9V72507jCcGxnTfw92/4BY5s34twG0SUOdqBDsZdjx3rYU7E/EpuwrrE5vEOKniY9ThBaaKIKLgVljv6iZgOdvNphteiHN6+m4DtMLTcxkz/GE/xiKuA6hJodHEs4DufbDlHLp7i7md+TLht+/1+21t86Fc/jOx/EICrVmyeCtlYRoGi/QYKlxJE9Q7CTpiyU+WyOsJju28lqJg0BWQyt7B1y8colQ4yohyki1U8M0y6HkdqOuVwDMNWCYkgpmuSokZCWkRbbc7YPbx48W9543f/jtc8/HdcPf0y+ZkKARWGY+c4I1R6iFMXYTwpuBSaQtEtrm6rPJ/JsE/6wMNzsaMMlK8jFguiSHhn9Wmu3ZbHdDSmx64mXq+xrRLFEjbhZpug1JCoWLqF5imUmnmiSonIUpS73YcQ0uFw4k7SgRYgKdllyPgHZcKpY1AhYq6w/9xRZssnie8qILWrGF9pUg5FWBnahRpqU3MEcSuOtGqomn9g7rWu4Lb9PVgJWKgE0IZvpbqtA3F+A3jRuhjKlbik7MJ26mzqfBfDR4/iiE4WF5Nc2Bmj5Gj0tR4n+NZXs+PSSa4P9CNLy8R31JlV+gi2FDKBXsoDz+HJJiI8xO4dB9GM72DG5tiSPMR0Xxxwma1H6SqWUPjv+wo/Pb/GYrqTB7Qwas4kKAQptUhFdIMAR23/9LnPKGCbaey4TyW+myXuj/+AWKRMiyANLUqs+d9ay20hUOZdRpni5MAYsW37aGrjLBprsL2PdHqZ3MIw1sYMtWCgQKXt8/6U1AIWMcKixHPDWWqeoCexSiV1ASEFE4n3o3keqqdhFLu44hynYYC3chpdCbJY3YSUgsHOswQWxpgJjjHeniQ5+gS5TV8n0I7Tkz4JgLmyHb3Wj4vHBTcDqDi2TulihjvWZ5kXKc6wCyW5wKF9SwSDJZSW4APrJSRznOl+jtlOjUPDPdx+/gLx5XOkdD+Y7bVyJLwKvYUcb2h8jef2XMs/7no18+YDGMJm4NmjmJdKKPdkOR26TEppMsVmtpSXSVWrFCM+XdCq2pwY9wGO2AUX2QhSDRSpm1VWQx2s6kkAVjfENmrNBobQ2Om0eM+573BuAxz54+V76XbTXGl77O3exu33/R6F7o8i9U20bNACCXD6Mew85YqLBLqzVaQKhWaWXCzF9vUy7ZlBnFgQxYggVy6hOiYyNUmiHQIE95+dxNQEjfhrAOj3GhRSV+Po/aTyj/L64xXitkdDREFxuXPHDb7/1es4lkduwa90HSzVCVqzaC3ozM3TXc0zV61w1ZXbiRW6uPWtW9D6whSXG0gpkW2Xn3RqP12DEkFBJhmfLIDmB4ffdm+mIsN0rlu0rBqXXv4u0aTfcpGK6zz04fu5vnWG5xNDPJW9hVitwkqsFw+blNfggdo3cZouMwmVMbMPVZknNVjhxdJNAIzkl9k8u0iHXOPxra+iMbCJWqdKO+hgFFaIRn0fIAuDbB0fAAEddhmr5g9SjwmbclRQd+osX/s6VloxbE8h3NmmFE/+9LOtdY7SLNQxEnmSVpItYZ++d1jvJSnLANRdyYjZT82F4EZckbVKlO0QkVSa6Zjfm9hl2lhlg307nmXHokegXvipKNzDkRQnU1t5YP1p1hQdEXoNT3SdQGt0EQzVQXWYLE/iSJebAml01WFlcTNNM4xTC5Du6CTtGuyI/oS/l+9mz4Zo3cOji6yE5ql6MwjzIsbIXXRV6rjBzcy0tuABnWsmwWAE6ZVJt7Noc48RHW2x1EoAEq3c4OxIlkJoB0hJZ30FMZ8icVmAEMymAni5c2izL7PrXI1My4LYRtvORrLQ2fsUDaNErLwZo53FC1VYjyR5tn8P9WgvGk3MqGTF1ghoXQTaFh3NXqZMv298pn+M0fUcQmmSbNRYSqfYNhuns6HykrONK8nbCGZb1DtOInJDhMs2T+cTLLxgsHdjfNX50DRo6+wSp8nE/DjQnWuwmlRZCPXjOFHsepBAGpL2GN8q/T6j9X0gE3jBbuIRlXm9i4ZtsNW08aRKC0lEBvnsmELWznF4y04U16EtJG1NoRQO0mrF6A8u4db9KtqhRghF6nS7HXRZWYR0yfYGkLUQhGyuRP295WkGYVq0Lrp0h6qsDGylbehsXrHpJUZbLVJV/FaFy84o5WIXQ8ywlu2hscF8mwpepqM6ytZbXonUSqySomD5+1BKGy+iIJQY0nKJVjXSbphvDCi885ow5b6tzPZtR3FdYvUp+tUm6629dBojLOWeZTXuMNPMs63ismbUSbQ6GG6a2E4Yz1MIthZINyzC7RZr8TgdvX+KIjVEaZB2bIGIlsDUNAKuS7tqYLuDlM75Pczd4RwvletUNwQed1xz/cY90VF6HHQnQMCWcOZbfjvIz5D9W4bXDwohQlLKtpTy+1LKv5BS/rmU8rtSyqYQIiSE+NmT2vn/k3VbXRgbfYAnEy5Xev0DcGu9n4pjMdUxSrhTJZZepjR5O2llBavRQSOoE9ItIi2N2gZtypMZGkqIoAxQCC9hWkkAdNdj1ggQWzuAXPSFQrapYRJOBBGqoRYE1aCB9DyqayoegvOpQazOfta79mHFZ/mE8Ss8tvvjzEQ0AoqOUZIYhslEbomSpvJzWhZF26gWds+wUEmyK7XC6L4Qnx18B1PxzSjx61H1UfRaCbdRRyoecUo8MvYmVOnywPlvkW5XKJsBculOti/3cimfYSRnYFgOZ8Z8uoxt+XOvElaCpKyyJJIY4TpWI8stmsIrrVfz5vrHOL37auIVm7c/2YJjSUbbfdx9/jiFaIpvdd9Byqlx+bYJWsEMtVonStiv7hjqAMsd/Xz9Vb+I7rj89eQpxpqrrHsTSIJMlNs0w13kqCFknGTERxlnpi/zT8p14AW5Z/YIQnqsZ3oQnsfjt97OYvcQtp3nZKAfZ3Kc61b7qYtOKkqcTn2Sw4dWOI3LrsVT9FeKOEYW4daZH3wlnnUet32CHesWxzf7vSfdS4uYcT+R1TegxFCrm+NJP+gbWvOFCw5u34WrBUFRKbwuRSxjM0eAiOXS0beCI8AeOYnTzFB56VrkShEFhfWywaf4Vf7swK1kvBKmZiClpKfnQTZv+iPSSg0NBzN9iaTpI5QryTRBdw0NlYZTJS1q6G2XnYs5JoKbGRsYY1tXJ90jD/Kt+97G6ZQfPO0ylrkiPLo3+grLJJilSDF6gZBU6GgbDIXGmVcW+GrXw3jCI126z1/3Tfjt/g/SCESYHt7GjccO8wXXwdVapMp5bN13byW9TNKKcjK6QjgwRbOd4vYjJ8jWTrASuhlroy/Vdkq0OyMYlSY1LYKU8JqTT3PLS0+QyYYZPrBOqKHTnS8Rtmx+vGkCLeTQNlWCXgKcEnUZpuol2OzOgO2hSJd8wEelc6nraIwMIptFpPSIiixTl46TiGzGkDXM77wN6VosPBUhmt2Lq8J/3JRGRFR69ywxpHWTPHkKNRamNhLGE4LOto4QgsbQSVy9iJoYJNIy6d7xDW6+6094UHyDyGZ/7697MdTR7XS22z9NCp+ZXeTJ7ADXKC5yvk6yJ4IpJRk3T0nbEHnS63hOGDyDsl7mT9e30oz7KP1r3JMMh9eRVps16fcHeRtUsny6E121OTl2Ldur55mODvL9zrsY9qLMBPPcoz2P9ASryzugrSMlxAJV7H/RC2mnUKImYbXIlOEfrDsaXYwM+1QgpWjyvguzWNFV3BmTj71B4fJ4Erl+Hg8X007QqHQxaucoxJO0RISh6jyB+VtpDz9N3+5vkUn5wiXt0giiNEbDqDDl9hMM3sDc/C46hrYy/vJ36LQK/JBXEo3neFEM4GgKAcvlnkaTTG2EQ8M/5rH9EVI1l9vPSTSh03LDP51bvLd5kXo9zf2Rh9k9eZanb7qR8eAEeult7JkawdmdZnHcD9jTqsfRwHa2zS9ghjox1RTYeZCCYetaVmMpeqcrJJqdSCGxhM3MUskX+QHUhouhfJ+sG+SfiXKvWOdNjTO8GAoSdBJE7S5sKVmwHVavHuX3Z5ZAqHjRrZQ2BEPUzu208y7heg49FKEd9NfwidguPEUhODfKWlTgDfkgilecpafwEh+7bQrkHIo2RGDlKA8s2ZTS48wFuwl3TfPM1n3oyrU4yhqX3St8+kiLnqofBA50+fMNHb2Oi2R5skzL9ThebaCZF3DMOLkPOSRFnsCsRfT8EOe6XiCf9Xjo0gp226VRbuM1HQ5n/cD1GsP3hW4+S7Dt4aQmmJOd5EnyrLcLtRDkzKm7qOYbrNYEVS+AIx0iaY33rT7BgZZKXu/jHd/+e25/4SClcIs/0r7CJnsWgaASDhCwxyj3HEQPuxyT15Nq1EnbNZxKnDc5XyEXzDIVCKIsz7H5RA3FtohGC5RaKTwrgjHfQk2ECTQsKjXfD0YSLUytifTqTLkCF43Vappgt0MrGOZfbKl7GKsO9aBfobpH+ADq6fAeEtJfTzVPpctJ+eMoPAclUCLjVGm2NbyOPpYTG+f32jrSVcgHHO7sk7RdDaOq0AwG+U73KMPS5lOFb3FH+RgLPTexmqziNhIIRWLEGjw8+V0UN8De9CyFYh+X1AbCdWisZ8h055HCpTz0JOaxV7DlYIuQ6GLacXh4r0aHWiLY+iZKOM2vnShheAF6YrPk0wabcybJWBpknmtbBV4z9xwvtK4CYLRL4rYlZ0aGmHJ9OmTGqXF6/hai6y6KdKiGE5iGh5r36Z9aCdSA72RcR0VB8vv9EiN4nhFzDNkKoWgeBzdfxXN9u2lEeknKWcIBl3Wnk4ztJwIposzZggtsxzKC7Fpvg4Dh/DLLmV4sTWV2YYzJVgf9yR7scQ8nnEdf345ag8zh67m0vMa4ZSMwOBeeJiBbHHCfYqUJtSsVqitNqmmV5uoWvrj+SVoljVDCpdHewro3iqcKQi0HT22zTQmxrmcBQcEKookZ1FCOBaXI890xhClY6+xDIuhb9dkQM+kuqq0YSJewDkKA1ZomqI6TvvJW4kWTcGOVQ8MW2KCEmzTKFqbbwBUKR42tjM61mDJvYbb/eoTnsnt9iXB9iEn7CHrUr5olCWB6EYaVGYrJDorWhou3LuAiSbR7MLRlVGDS9pkRQk3RDjm+4IyUKOU1tngDzCeiSCFY7N/EdNcAfeUcxcAK/Z7Da7wMbbeJPfcsiylBRTOJuGArJnddfgdaqILttWlE+lDa8yB66aoWWY530KHP8/1tf49ZHsDTm8RTBm1NJWxaIAUXJlVaThmAaKTCYm2VQrUKnkdyaAKkxFNU1C6bcMPvz2bbq/8vPZJiBnjwf/L/r9p4zv9j/wvWadpI1V8s6wHBqUwbTaqMyj4KjoorS3TvWsJxDLqLl7kz8XHsRhY76JHVG4RNld67fNqhZqZp5ccISoNWME/T9ZOVras5KoaKduG1uDX/0OgyJATqCNVFK6hYAR3Hc3E3Bg1/cev9PNL3SorRAJ+/foKj7AcE/3T1OIpQaTfiqKpDb3WBRjDI1nACRevBFR6loMRFZTK2nUdDezDVEAYG0eQB9PArQI1iuWcBWOnr4qyxizdaJxjo2IZdV3FsQSPWyd65m+gciqF5sGNqnksDYRqBBK2NgoUmNaKiQS4QQyge5UaGQTvAlwct/mZbN3vLLn91bpEsFk33XgxCjOfWuH7uFE9kb+VL2VfylqlHqbWa5CtJFN2lHsxzciLMVx/8JXTH5ve++OdMFCMExDIVZx8VpU5vpQRC4VLcF6rYmvaDsCuzMzzq3YqiF5koLVCPJLACQV77zHN0FAs8ctebmVeCnI8MECyPoZvb6TAtzoUn6NInYb3F4vJxQse/QKF/HyhR0HvwAkN4rp+w9jWKlCMxljJZutfXmA3WMKSEjWqEbmaYiXroVpuuxTzpWoULo5vw3DIAzcIIr5p5CKkohLUS2tXfAeDbsd1I6RJo9+Mu+1SIF8RNrIpeTFUj4jWxgyFaVT/A6Ox5A39v+klZq9hJ2PWR1sVshrHYRoBtFkmJGkbD4uFb7+ef7ns95r4rpHbALWxi98JZvrvtflxbMGg0MCiQkXGElKyTYde6xgGGKag2e1tlMoFezgUnabiCQ7GXSKzehJaI86K+hzUvw4WJXbiaxk0nj6B4FghJOr9IPewnEnmtyHC9jiEspmMt8l43HirXLz+Jp8b47rCfoFqiQiUdIrRWw52v86WZvfSePE88nKD3lac5VO3FcCGATWilxdmuBG5Yw6traCQQbonHSx/hicoH6RMzRD1I2xXmDH+fV9QBAoRpb3OQZpmedpoLl8/RU/XvYbN2lkb252mvtem67e0AOFGN7229h854lRtqU8jGOumRNc6I7eApDIku2tQx47PomQhKop8dh5rMfP+PKE5v57etj3MsvRuQeF6T8933072wyNraGmvlMr95ZZWQ3ebvdo1z6EoBZXOSqCJIOwXKwRQJL0zeqCHtFEEnxqhW5qQV5ctrN/rvz+2gZRvUkxozG0I+dhM8RbBp0xSJeplKopPdM+dwhcblRp0uN85k3ORWfkJxrQvTS+DRwm4EiQRr1MRGD1G9G7NnGhWPuVoEXUpuubSNRJcfxLYuTvK6Qg4Ul+djewmmJac322C3WNCmcHGplLqQfS5mh5/4D5SX6L/4NtyZW0hNPE1tbI2aG8FzQmiNHogt0qXVKZbeyPLSVsb3X8vV7gu8feUxTom9VBOSG9yDIMDARQCbl6+lmn4DxajKq47WadNNd3iI+YbCrDOIKXT21c9QbnegIPngU59Ec+GxhMvAyTtoJi/z9OaDnJz1e27SquRIYBPZpVVKSV+EppSaQ42vcrUWYn53gmGWGKt106V52O0sVmIT63SheQ6a0qTT+BQf5zRV6TGuP0io/lrmlT7i3Iigi1nLIRez+SsTXFS65ApNNcszHUepWgW0zm2cKXaTssuMxh3K0g9yzmZ2oHgu9/TADxMOWzwbcGhYJl1rL7GcexcPb7dRjS1UmnP80mQbTcIfjn6AaW0CwzG5Y0bBsFUUBHEHripsyMQ7TbRwBEer0zQkubkqx6oNLAlK+wJpwqBBt9PgumMuwR7Ji8Pf4a9/fJGC4mffpZUm+XqbgiFASl7nfg6A5eYADFyDV5rlqLeZkKbwrLeHL8vX02wk2bLlBeasCC1Po1qrMPXi27AaWW5uG7yiPo1AsmnqLJ2R73KfcZA/VvykpOruJ+MFWRs6Qb6cZjo1ynB+iW5thUGxzFhhkS3eOQ7uuRnNSbGencDTA0SiJdYqfnV8faZGQ0RwWiqFuu8LwgmLeMNDKCVMZxZF7WOFm4gk2yTcOqmN0UFLXV24bZWmZ2ILm+jlabodqCqpnyaFQsZQUKg7HqaXohKvE7YbVLQon7n6LtxsCBVYjyZ9P1gKsN73fSQCrarwpdf8HI1giD8c6abwqk/xh9N/jyfAif08ZtWPNYLRKi8sPsUepY94oM7C0mbilSECdh+F6jCqYVLLnEE3JyhcuQMzfoxkYYyQeZGfGDdi7AoS1I/j1VY5UNNpGoLRgYMs9waJuh5j4Sr9xiwPyEc5FozwLDtpBcJcvcWnds71bKXq+VmN7qk0CHNj4nHSFJBKjGZIIVDzGQz2fBAt7Gz4Lw0p/GSuFFBI2x1YTf8cbPcGMY0Y9UgvoeAlFAELygTJRhEnGCHkRqmWDI6zH8Nrs8vyW0R2Lk5jqwFe3JOlVI3Q31jinfn3kdu60cu3vhPFFBwO7WJYrKECnhjmXOgKipdgT+0Epa9IHvqDj9Cu/DNDJz5F58mv0Cj9I+2yjpGs8M7OdzDfPc/lzhkGFk/gqRZX5W1qmg/SLtlxSh0mCzd9mCNdJ5BCoWLE0T0LqaqMzZ4EKZlP99BqxVAFmGGNtgfSWaIe2czIyg7EwiqR5gpPh2ZRjJYvAuc1qNslpOJguA5BLcMzlfcxPdRJ39oiezQDR69yaekCekrBtYNEmxa2FWRYzOCpKgu6DzhqepXzoQqptQRIj1Eky/8yFsTY5OswCt8/GGho1RL5qL/mzg30Ug1FGS6skgvl6G6Nsl1NcalyhEy+znpSkEv6bVgi30W22Y8Xq2DnYiAUbK+M0LN0VkuUwnEQEQqRJS7ig5rRDhtLV0m0/fFe9YZKy/GLN3rYoZ85VkwLIT1u+/hBdEXBVSV6xiZW9c8wrnk/P2v2b0kK/z9UR/8Hf0v+//Be/m9l86XzpDcC6oBjcSok2dUcQxcqy80caqxIbLjEyvIESSpI0catxUGRjEYKKAjqag4PD+3CARQrgY6KqreoSz8IdaSLpRucKWcw3H5cS8cIl7A2xlFQCyCNAE1VBUvS1crzoSNfodg3zufujFAKRvkt78949+I/cbkzw4+6NSobcwODWp202eLFp8+hqN3UAi0Kq308fs/r+b17f5ufZPxyesxxsGuLCKWFZlyNJ0pYqsbXxl7BkLzC9Y6B5fSQb/sJrtR6WUxc4o73+ZSp245fxtYEk6P7aTf/Wxk+QpNK0L9/C2aG831p/mZrhnBlgV1Hi2xvx7gtEmZLczcAwmyyZ+4yo9YUv7fpV0lcrPKrX/8C2344yQo9vHdfku9tCZNaWOf9X/k4w/YSeqsTVazgOtexbKyRrfno2lTKR7azxWXSVFiQHSyY4wyGj9EIGSz2DAOwaz7HH336r7GMIH957a8w4i6R5Q7W3TT7zzc4Gt9MSltgr+YyuHgQz4hS2vZaUCKo4VuxZQW5QfcRboHxxTZntm7iYleFQzGTezyJt0EZ1dudlEM66VKOlGqSXc+z3D1ETr1IWVi0lkYZ3HIBRbpURYShC2/zvx8vQzlcpx3eiuY6SOBw5gFicsOZ2i71cIK1K34P2vG14yR1Pyk257ZjSB+Rr4ZjZO2N33FW6RBl7LbGt2+/j0NdIR5JXosV9xPc209eYGx2knI1QjZisgl/7UY9jWXRxej2BJtlhpcMyegGC0zOvEDcDPBQ+icIqaBP3EPNCnOg1uDs5qsZWpqnv1Zgm/SdcchsYqk+om4BVxkmPy++hyUk+Y6jfML7RSI1A8XJ8Xjv7QRVh7mMg6cKbpv8EYMnzqIIj+s6xth6Tx5VN3ix5Dfda4qFWGuDqnAuuBOtYqAEktiqS87aQcEaI6kucKO7Qne7wLyR9O9XxSEWzlK9wcBr5BmvZmhbSwQOPQPA6aEDrD96gcC2bSwqYarLCfp0j4/Xo+QL11O/tMDqeCeRbSaX5RiGlWIg2E81cIFGbpCc6yC0AKY5yAu6zq93/kdK4Q4uBncQ6myD12DN7UQp+vvmrw4eZQWVt9XXabUVck2btQDcZYRIaiVKoQidMkFRL+PZSdKWRARKvEUt8+PidqT0cEUnQd1CG7GY30B4h9avEIxYjM/7wdWNR37CzpOXUaVNR58PYmjZywRUi/WpHjzNoSDjtOtRwuE6DVXQEC2CZgdO0D9SZiopxtuCpPIsgViDY1t28LVzBWZ7/NlVw4md7Cp5nMlsKDC2F5ECtFIQVLDTKjFZIVZtoaFSu3A/uXOvwNNgUtmCllwn4oVxIyukUsucOHaUYDDI9n6NTfECd3ttNGnzfHw/tyTO0XZ1ilqcvx58Gz+6+XZasdvoX73A4LrL7sh3qGn+WjmbH2Ml0MG1ldPkHJ/xkEwWeM/pGnMJlS+PBTmz91GC5a9yfsnvb9HcJG0RQl+vUsmMs5xw+ewrbuKle2fYsucx+n/uMqXfNbn6ts/xkR6T3fu+RcAzWKeHjF1lodPfn2dcwe+aU1xSXsaT/Xxi9vf58PIdOEIwbcKJkRQdZhEdm980/wwhXSYnNFbNZZTsJo4pgyTDMcYTVWqGgVIQzHQN01spcse7b6LQtNhSWcaVeZa7DpAoLtGx1slFcx9eoA9L2Bj1Cg/MmDzecQsVJcp7V/+KVLXOa/J3Md4e5FiqRaS9sU+bRcaHhrH0Ok0s1udqPFesoEgXvX2JtFzAcwy2nBjBVQS739qP3e7m6EyL2gYwX1xp8EypCkLQyyo9zgkU6XIhPE55/wcxnBqX5SAPZNcJaUEkCq+LfJeOzlnakSCWp5LPzyJWz+NYWRoBQaLhB/thZ423eD/gk+J6FhW/Um57B7ATV/CiRZ5fvxlPURjJr3CjeZSoVqNYGuDt4h9pGwGe3bsZT9YgpBIOVymUfWJV7NYqC8khrKZKw27huSqBWJPOEjh2FZwCV7rXKVT9JPKG8km2rPky1eVYhLYRwMtnKIWK5KwkA3IbLSNOWlbwPIUAG/GAWaGh97AWd3HbHie3HWAlmoCIRlxTKW72qafKos5KbIP6viPDt2+6nT21GboiJW68XOLQ5rfwS4vfpJQ6wPGNJCQYqzNXW+HOdI5GI8lCuYNNuetQnQDr9X6QgnzmKKW5nyMSVHiu8yJXmsO4WLxi9QXqIoMe8LDmnidlRFjtN7gSDlBI6dS9JJu1I7yq7zRlr4tfy6aIrC3RiiSJ1h004VJODaFvhJ/SCbGVKTZZBYaYBaEQGR0g0vQD+louiR5ycMwIUoCltlAkbGlehysclOlzAHQEV3lnUMPRIyhh//y7aFxPrFzD7B8l4UYZvJLkmNzPTu8M3Vu+RbQyyKZVgZAOi4NjtPUgNxUPslZPUOgJYDWHiJp+cmi2QtwcWaImg7Qro8wFl1lTOnk493r+9LY38Y/33McTN97F0b138NR1d5EeVWl7CVTN43BqiJIj6cmvEatu6EnYTfo2zsuyGaIS8/280n8GgLVEmtHqPLF6mYnZi0SbdXKJLI4dQQp/NuHlDVCiEt7FlYjkgJEi0ljljso7CZhl/3xP2hSdGg4OfStznN70XtxQjbVEiN3rLhmjg+nQT3CcNiLl4ppxHFymgib9jn8fV4P9SE9BC7dZ8OaJo9LtpdlNgIoVBxSECBKpjyDExlq085xV1yiH/FjxYNb/+UBxFVdbBfsA+cHHma4fJeC4NGMeV6IVZjyPQGWQs71PEVWryGoa4TlY8f04ap2umr+XZ6N+S8+SUgdPI9BRw9Q00s0KIOlMlam7DZASLeQwKuYpe4BUuKasgGYQjLcQKiRqFVAD0LeHnzX7N/UU8j9P+rbiD7D/f+x/wVYvHyPq+eh1b7nCstfizvwtSCnJlY7QuasICJYWt5NSClS9BJT8r6sj6ju3wvoKDV3lHIN4ik1LaRFWPepk0VyP8xuDrc/HSrTc/djlEFq48NMZhRXZCYpCJRBGeJKJyhIrO3bx9VvTxOtVDjx8kB+8cCsfmv0WqeYKf7UlQF3xHZoWcBktrDLbtUwz1cKNnmBy081cGN5FyDIpZ7O4PSFCrsRuzhDtPoJqbMfVAhwb2kwukOZXa1/m5LEFKgtTrJv+Rg8pHTwx8U/kzEUCAY+Rgke47nBpYjtO87/1NkVkE6H7h92y18XHt0XoaKwgz8yxmjjD5ev/I8vmZTo14feZmGVcDN7R/ntsND58929TTUZ5dOIVfJT/ylIwyO8eb3Lg2BT3nr6ENmAgvDAmNYKim0h5HTWwSLRdYzazMci1oXKtcoGC9J3Y/e5zFGMRFnuGEJ7HlrrCpqVZ3vDij5ntGuWvjY9iaQqnhg1GFhRmmzeiCEmiPcXWkI4iFPKuhqp1oKhpyuI0Ujdwg2E8N8/+WZundk3wmXsFV1Ut7nSi2KEiSkvHsw1yqSzRapWYsBgr+bSpyT6Vz8Usvlu5isvtcTyh0hYhXvauIai4JOdmODMWwAokCEU3MZ/upBLp4Y3V7xGWJk0ZpRGJ8uSjP+TPj/w5f3b4Y3SobTwpqLYVFEUDx0XFQ6uNAOBYDVQkz/QeoBaJknKmeSpwP6divoy8bkO8VmJG9hFNtQk1H2Ydj6SMskQ3dlecqXaVSd2iN5Ch4lQxwk0i7V4uxqOsxQ5h9d9Cd71NKphkraOHeybPogdGEcLnpZRSCfSNmWJhJ8y+ZoV8U2E0fpSJgYuE4nHCmkGw/izzkS24mTAzvTFU18Gsqvzo7jfy1uGTDA/NYnVMUmkdQLb9z4cs0ihbBG2bo1yDUQwiAjHyig+YuDKMJaPcygxZu8S6kaImmnilNrGRCcodw7hekR4rw0LQ4X7zxyiW4Jyn056c4u/Gr/D1f/gTrjzeTU9d52PT91M4rtAOB/jSz7+Wd2z/L6yH4kScBCE1SEFzWHjmo5y54vuTx9UHeeL6YWREJ7GQw9V06lsTSJokjTrLPQ+g6QFWp6fYvTDJG7aO89J0AS9p4ALuUpOIsGjrKh1enIpRwHDC3OAuktML3GpZ3DvyBHa7ilTS1BUNGXDJ650gJZsLF1BFjPSzEPRsNMckcslljCmaKT/oGEhdxKprNFa7QIAeKdJsJAjETJqBOBWlTpedIaepOMBSoMxAcwRdmadx+iC//94P8p/vuYm3b7qD9/M5vqNlqDbfyGLHFs6MbuJQZz+HRrby9YHX8RH+K+fDO5jgMm3LV+dteAbm9D6yM1G+Kn6BSqyIJgRVpUGwYw7Pc0knE0QP/yV1L8zlxSg7nCkOajdQTar8E+/lFyOf489G3k1HLUfMqrJ/1mdBXMleoF9eYEs8x5WKZEluYry1AJ6K0tCxh1TeVtK4Z9nm04M6c11voVPOM9O8SFyBvNuPkB5ewWMpu5Vv3xijLYI8K+9kbXY/lwvXEPl8gPjh6/hJLklPao3R+Hco0kOnzHG2J0GeBDNKHxkrx0+UFg93fpSj0XNsbQQ5GvZoS1CMGoVAgjv5IUMH64xzicXsDlbNFRTVIBMY4IaRJnGvQCspqBXTrCfSbG7mefHh77LHOkfAjFH3bNa69uEJuGv+CPeOPENx4BgLHU1y5hU+MOMQdRo8n7mavX2niKyt8sbK3UwG5/mHge8zF/B9v1UrMTTQB6qF4jlUci0+O3kIxZpFkSZ9rsb6oXdjVKJ899oIgWwvVuEOArrL228dpSkkywtVvl/zgbIbxCEUJALJy6FdPPudz/pnh6oRKV0BF+6XL9Fl1hAtQdMI4xkupqnhXMhgGlmMdhXpLmOl/IrtS/YgP5hYILuhHdEVClMa+hGerXIyuI9Yq01HrcyYXKBlueTXuxiQC9xq/pjTW/czG7tMKOMDI4XmKEfGA/x5KMF7/sMH+cTdbycVXMRtZQhEKyRqFkgfCB02Oxh66Zu0CHB95STxnM3oql/RWM32wZqHiFkUSDNsbaIYjJGkhm0HSAs/cRP1ZdqBJE2jTcUJcmrbfoy2CUJQdlzmMj14isJCQYe6ggQeuuNBDNHml6J/TOHsg/wD7+RMeIqbrVk6rCJf2jaE044RjFQZdAbpia4xv7SZ8dXb6NMh0spjywBGdZBGfJqbK+9h/44V1GANreknxVuX1rm+dJFqOIIz/xKe57HbluTaW/Bcg+/zCl55w1/yw/T1PLL+AUK1AQy7TbJp0zg1R2eozmrHMKOeDwjpjscBTtLbrLBJ+uNHWtlhIi3/XhatGEbMwTGTeMKlopnstnq4s3ItZ2KnCJz0v59YcI2B5vMABCMrOB4s6rsINF2kHiCVrBI3JygqWfZ7xzHcdUZm1rCdnYTMK9iRrcz2TJC1CrQuplEjBUqNvQSF76czVoW+6nlWRBa3NEA7dDU/f0OKR8Zfi+Eo2MFuJsc28dS+PRzbeYCP3P2f+KOr/ohF+jmUjLHYEWd4eQnF8s+8RqjJqIxRU6PMtPtpRv3PO5q4gOrZuIpKNlfn6jMvkaoWGZ27gKtorMd9yinApXIXBiqOMcK3hoMkNYWuVDeR2SLhqg/qhiM1cl4dBISYwNLiBEd9BdhX1TKUrXVOnZtCqhpKxKFd15AC3tT9WmJmE81pU4sN4DbjaOEWaxRwcOmRWa5Cx3YEqhIkGj5C0Owirvnx1uXKUda27kZu6GVciEGqXsHz1hh0W9SzNQpbvkEoWUEAkaDkdNhi0nKxtSZXxn/sH99mH9H6AgT6cY06HbUyQkouRv32nHZ8Hr0yiJop0NZV0vUSIWxa5RkqokrAg0Cgk13aIm2hoDo6V1sasiEIp/zYPN4wkalhFop+lfFnyf6nSaEQ4u1CiKeEEE9t/Oh3/+Xx/9t1Evgo/45zCoUQ9wohLgkhpoQQH/73et3/XXa2c5CPvO5BTE1nOLeKbefY3txM3pXExGnSmyuU8j20rG7SlCm2w8iCn5PrMX+zV9dzeFGdA4SxhUMluogqYF7rwd34ZnXPYiad52SsF68YJBApYoXXwIOi4Qe5uWAcKWBl5yCfec29DK+3+fR/+RCvKp9iQi4TxGP30vcpGYInhvcDEA4H6S/nQFNoRVbJRQO8OLGLdK3Ezx3+MZF6E/uqFFdGRtGCJRqho3w9JljtGeR0/xhvWHqce5wWN954Eym3zboZpR6Lc7006PZSPPPXX6BZX6QS7yWzUGe+J0stEick/2WTKYR0G+mpnB0foKlC79o3oNnHvdu/zvPtbbD8Oa5ceoKD6z8h5fkOTTNtYpdXOTOwhfd+6E/44itez6b2Zf6y+Efct+bw8wsn/fs27FMUco4kqKgEu5oMJhwGGjWWOrqxaGDTy/3aYapEeGvoIe6qLFOORljqHkJzXdIRP4G+Z+4oV596kUNjWb5+Y5BH90dYSduMXOphob2TLn2SfDuBa5u0HQNF7cV2riAjLRpj22kObcZzC/TnbaaTTxG04aPPt3C1JE6wgFo2KDlFWqEI4bp/MI6VTTLlFlMjE9xUPsdJLczfHfYpiaG2yT8PKXTQIF8zuZgKIjybUmAHpwbGiLbqXLd8gREmWY1naRpBSosNvnnxW7Rd6FAq1J0odeEiVRUcSazdRtmYciDwq5uPbrmdZL3Mx5Tfp8ua4+9Cb6NoCGoaBM06J6P7UHTJsn6JGg1SMkWLEPnvfZ9vrB5luL3G8dFRfvlAmg+//pM8tf/XKPX8Efdffw8335Phl3/zw3x/PIbhSl7v7sMYvgFXM1Fcyd7Rd3OvtRuAiBNhwnH57tAg3bsu0T16mGi9TuroKqny8yA9zuy8hoXBqxjIOzyTvgXPTeEoKlbqMJHKDlabHlHLl5533BZSwo7qCie4GswkQijkZDclza+WFp1BBimgtS0aRpiqaGGUFWJb99EqD2J2raMbKTypUssb5FsZRqwZGtEAPfe/lnQjAK6C/VwvHVOnqTZW+J2P/h5PdN3IS6ldfGP/7ZwbHsCRkivL+/DiK9S9CEXV49P334ASUXnF5DO86oVvArA4PIz0GoxYL+GpAZp2N8OFVW5YmmLTpk0cnM4T6YsQtNucnVzGbfmBeqcXp65XiVlhoq0hTLVN0WnywMAPcK0S6B08JQ4AELA9Mq0SXhVChQBKUxAaNDENjVUvy7A9zYqRZT45yYC+SP5sCtX1gYLuyCLlRho94mBqgrpi0m1lONKIMG3o2KpDl3UdUqo836jQDAb54AWTNzS/zrh9mVnN4OF9D7I2+Hv82u/8Id/et49T/RNMxwcxaHM3P+CN/DO243+HthViQDnPpvg+9JbDetSvVi02OujOzgGSPeICrJ5mpvvVzFw4R7Q+R1sE+U/qn3BIvZHd7eM8deSdvP3UN/jDi5/kPW1/jtmj6jha/En2ZRZxpMuVvC81P6gsoy4KWgO+UuOvXmgRd+HbrR2s04Glr5PRXJbFAA9eeZKK2803b+qlGjZ4s/wSphLgkLiD8mKCi/NbCD2xSnnpPr5Z0gmnF3iAh+hSFpjLGvyj+yFsodPhlNgcC/GTWI3PZb7LW68N87SuYKkeIhhCx+Y1qw/zjNxMT/Moy9ogl0N5XOmyzesm5ExhFCo4nZKTcicIwajZ4A+WPsaE/jySGDk7QCjS4mxfiletPMcrh3/EXPgC8z0tCuY8SU/wpssv8nTyGvJKB1eH9xDyAvxz8oes20f5XpeftLQWlujp8YGVsNKmrUjaxjD7KyeImWnM3K9RXtpDuvsKV3oMnpzM49S2MTo0x7VjWQqKx/J8jYO2Dx5e7R6i0YzjotKOxBjR1mkQ5lR9FCkEdyx6XFFGSDlVtHmFqhdDCzQBBTUvKWR2oLR9Svxt4VmE2smpShdztuDGNf+AvSMySa3zGCuzvcz0TTC6nsNRQnxk4te5vBKh2O6lWs3yBvVrBCyTF6+5n/n+Xv6a3+Gbe27mh1dHcIVk2+w0X7/jAZb6+7DMTkLhKkKAqXs4mkadaYQUHIps58bycVItl6uv+L5+tasXrWAREH6FWCkZ5EIpIqKOYwXJygSulBjVJexAlGx7jR9mb6QR8c99JPQGdOqe5PSOHeRaEcbOtJkc3sr50E7uP/4UVw3+J34S+SiHtAe4S/yIpYFlfmPhn1mO9/CifTfhcIVXxkwsK4A5eRdJ3eXKzn+m2/SrbkpxAjWxhqnqbJt/H194pky/p6ObXTyZfIl9RUk7YCCtOuvWPPtaErOjSNUN8YnxW5kOD/Ir23+PS/E4I6sdOKrG9sVl2hfXqQ100QxF6Sj64lfd7XUyqzlUoKPhg6OPddyM6vrx03pLwwiDayaw1SYNzaLHu4OEG+Ul+yWMsotraxjRJtj+PTXSZSrtKJ7QiDkqMTNPb/4KswNbQHpcpb9EeHaQ7tVDeITIlHKUg6NsT6yyHOymw15ECEmxsRNF94WYdgXOkw6anIxvp7XrANWO38Bx2rzusS/ygeen+MUf1/jbQ01+82Qd/Vie95z7KhKFR3gt5YDDfN8QA2vLVIMRkBLbWGOwkaaux2l5Q5jRVQJNA0NpE8BirFhH9Ty2Xfb1CLZeOg1SstKZQFEkQsAVx2VUUxAIlqMG67ZHtv9qhiNrKM0NEbZQhYLcaFsJ9LBdOcyxjhGitsPuhsKZ1o+QjofeI4jqDWRuI8medrFaEbKNVYrJXpxaBD1aZyGZYlkpsUlJMiQB1yKkQSQ0TViBrkAHoFB3yuQ2Ch2RlkvLCDBcWGU9tMpEW0GGNhKyLv/1UmGVGhFapsd66gJxw9+zpjNE0CzgujXcgIPuOKQbVc5EdyAk2IESsjKCl1zFCgiytRIB26NQXsIUFoYnCKtjDDIHUmJszLvV7SjReA3hQLDpcdIb4f6/fZ6l8gaV9GfE/r9VCpPAyMYlgY5/9fhfruGNv/M54AP/B73P/86EECrwSeA+YBvwc0KIbf8er/2/y/aIZdqGwWIig+7l6WxlyMoQp6VLas8aQpXMze8mIB1iNElrTbyN7lwr7CNNZqlER2+MINDGphz2h/ceCW1FQfJLi9/EVgwmEynmUh3IvI6uW5QGfoJSgWIsAa5DSURwR2Oc27ODay+1eO3L88RaDZLLk/yH7BcAqNYc3jBv8+LQdq4wxpAW5Cdb9mLX4kSKN/KjbQeImDVuPH6IaLPBAy8+jVZo8vjN1zGd3oH+pE5P/gwv7L6egG1zz9lHiZy9RIggna0I62aEtWwvg+R41fx91OcuIt0SrWAn8bkVEILzE7sIuP4GawkDI1jnlHkt831h3jpjsmqtsltfJxMp8FT1DoyiSaN1jOXGUXo0/8Dw7AGGytO88vkfU47EuaPwEneaPyaWnkJXHZpyGJCEQ35FoVLREEKwsHwLy5fuYFPVohrPsKxVaajD3KacZE0meZt7lIm2TT6ZopjqQPUcImF/fpwrRrjl0BMMrK4y3xlFKoLntgXIx1V+UP4QETVPMTZGZeRqJIJWKEelew4RDaC0GqCoOEadoCPoK4f5tefAmAmiCQM7lEcra5yK+wde1PIDIt3MsHnJY7FnmG51nutNjZYXB9thx8x5LqfjhA1BUw0xcuUkDmtUYh0sJ7vYPXOB1St9TLTXWYh0o0YaKMLlm51/zPsyd9DFGpYToKwJpKHjeCqxpkloY4izQoWSFuOF8X3smrxAGJO3Nv+aJiH+044gFdUlVVvhYtAHGFIJiwzHGPL8JHptdD+P33U7U6/YzR/sirAe0njw4gX+7NxvEM/9FXfXvsg7L8zz2gWLnUWLd51dJmIp1PQeDL1FQkQxRIhOmQThkrQidEuFq7ZbeE4Qu5UgtekgsU1VDKtMvH2Sp4duYS2VYHTN84Ok/CJ5I0nQCbFzzz+gKHPErDSWKhHSpw/va1ykJSLMxPz+Ike2mMz6QeS6M0JMKVM2ozSNAGuiSmcpTqh7hJKl0hpfRwiF6+dTHC5vo1nrIJhsMH3vq3nH8FvBkwxtGaBd1nmmfYhf/9AfcT45zK/Mf5V3HX2MvlKZR7aneOc1YU6NzfBfRZrJsMv790dYTkT4z6c+xcDcCt2VZeKVElPBLRjxFdqlCp5yiZ61XkCQiEZRVY2XrxTROkLc9eQPcOw1atUsqidJyyhNxSRo9tOo3u1/P2IVp6WjyDUwspzuT9KWBrPGAPurZ5CuQkd+meaYQfIq/6CeTafIFNfxhMpLY5dwPYXCxSTahrKsHhSsmVmEgKBapyYtOu0Mp4o9nAn46ypVHqckd/BiZhOGK9m7Ms39xnfYbR3l43/5B/zOQx/nNT/8Z173+Jd45+OP8O7nH+UrLxR4//nP8la+QHdzGU3pQCKxHIUebZLQpcc4fOTt/FLhiO8f6sPEVIfh5im2Tj1OpWMzfyinaGtB1pVRXisf4rXOt3n3lS/wqqVD9FtLdIkyI/k5dsljKHh0Nfv4k60eVU2iiAAr1TZ1NcSIXEBbkMguh+eNc5iUeM3JFtMti8/zGzRkm4wmuWhs4U3nfsDnX/UWJnsN7l59jlfyMJ31Ji+nJnAu5TjatQV1ZYm7tF28WNc5NT/OAV7mLv37ZGigeD5VNetV6G1PcsXQabnbmArlGVqpk0vWeKknyl38gKGXKrxOnyIyu6HCvDtNwVwmFRuHlRqNhg06nAztQHMc1NlzFBIW1R4fwV+yk4SUMic2dxKtWojJA0wFV9D7G6xbflD+wOU6ipQ81f45xqJ7WGxNoZthbGo8F5n1ffriGt3dftKO3uByUuChsHdW8IbTH8Jy+ug58I8M9fmI//denEJTbYz0Qbb3xSmqkinXpolElTa9TFMu9RD2mjSFQrezwFRwO32qiS5VhrR+ppaSKEB9LkHTCROPlAFYaY7SCnWCPI6MqWwOXUDVJ1DLgvFiD9fVSniGIDA6DUJyMHcdrqYxXJijEkzyzc57iFRcgomrKBT6SehVbjr3JAt9o3yt/w1cYitXzbV503OTHHD+mdc+/TTXnDnBZ8fexDGxn2CwjgzoeIqklO7EaC7jCXguvY/xxhxjCz9mYrGJ4rms9/QSqgUg10OCKg1PUNWjhNQGjhWgx+6g6UGotYoSq9DXzPG9kXtJVIvYeoBBVeUPxvxg+8fXvo75zn38sLSDp2+4n+Glea6fXmFw5H6+Zu6j3v3b7N71ebqCJpszz7Knep6vhx5AibQYy86wtridoAyTuvsj7Bp7hvSKT71tFIZRFY9j10E+HWL7cIl3y2doN0dY0fPY5IhZWeqhMEuN08QcWDYf4CW5memBzdx9uUq41eAbt20h0Qwx3zvMpmgYu6FyamgPmmMTmfXFs661TlC65INa2ZJPYa9rcU5qm7jwkx4aroEW9HDMBG3h0Vba7K/soWE00JYvIBA4rThG1CZfz6DKKm6Pg7MxizZqWfQ3J6nNNZga2UbcniRBleBKJ6nyZTTF4qo5H2TKpEwO9+8nNViiZYVQ6imEUBBGlC3hKf504t38+u4PI2MBEss/4B3f+DITSwUia2touIy0PL5abaCULLbWjvO25Ud4iRtRjCxteZmucoGVji48KTADTRQUwmqcvmASJ1Skd8XmpLOPphJh4uQTBColIi2fbjpYKaJIj6VMFimhZMOyXmRzpEnWrrCGxZmGjVBUIsHtEB3Cc1WMqM204fO1k1ab8WSNp9PXcGPOo+w2KGV9/YqeqxYJ6BZGzi9ilCplgmaGHnuB9UwPVt1Ai9Q4OrCZxfAyEStKl6civDpRrY2u1dgdFkQ0gVCiBLQ4C7QJWB6ZahuEYLiwymp4je3mGFbUj39j/W2kptEVHGakuBNQOJ19noTmc2sdM43q2pRkDscIIByFzmqRi9FRQui4ikWjNITULGSXJF0po7g6rivwFA2peATNIcL2LMlGHWQQdBMpA4TjFWINm+a6wQvzAd58YJDehM+O+Vmx/2lSKKX8GynliJRyBL++/Bv/8vhfXaNSyp1SyvdIKXP/s7/3v9EOAFNSyitSSgt4CHj1v9Nr/2+xfde8ilCryXy6G1trcs/qfQgheEEvEN5VpzkVod7M0CHXAIiqnXjqMnYzSSGQwtJd3EoDLRHAwcMTEs9o0iLIgtbLA7ln+O3ZLxBw2xSzvZSjGZQ1f1NIvYmWF1QiBqrZpKpGcYaj7Jxc5e7jNdphP2FVhE204lAPa0Rcm/dPtYmbJp/jPWTtCjMdA3jKEA8fMKiFY7zj5X/gNx/6IkajSTTg0nNokqHVNb52135a3R1cJ6ZZTnVz3fQp5pdjGHaRc9++QkgWqNghljoGiGoX2FXtI250siOzA6EECVYL9K3bnNu0BzYUW+sygoxU+GLgbXQ2HW5bmsW0url76+Osr09Qdrt45MZXc2TfHjwh6NXWCGqge2OM2wv81lf/iW996bf48tmPUJNpUDza8Tms/hHkK1xidT9BWQjeDkA7cZCWJ9hV9mkWJyMOltdBGJN71CP8gv1h6okoC70+JSboVPCiGYrJTcwY9xJUAtzz9Hd8eS8pWU5GeeimKFJITjdeRTG5iTOD2ylljlNPTqFYTQJLCwTLPv3FDSjYssZo9XXcShm3pmKIIHYoj1qAR4b85uyM7SfNQbODwVwFqSgsdXXRYft8p+RagasuT6F4LnkjQVNNcNXcCU6MRHhpIkawbTKxPsdZHQ5MX4UrNLb2HcYL1jn1+Glq80/RySqKHcRzFaSmY2IQbZuERYCGkARVk0c6bsPRNEYWF5lrJ9kWWeCtfIGDHRov7t7P8GqOVfpoOwqJVBuntUghmuCxq67lQ7fdjTUUY896g78+XOANh77FVaeyDM/aBFon6C2fYO/Kw/zWpMvHjle55sIpnqtJEqoGmokhNZ5L/QQATUiSTpRS1CXpLVC48Ery515FuHOZ7ffGaBoeavUZ6rrvuEdXbSISUs05Vo0sGWMM0dtFILBOrBWhFfAIen6yv9U6RVC2ONe1E4Ae+SJqZh1TSJbdCbL6HNVmJ56iMhWooKBw8ZmjlNsBrIQPUly9nIbFZQJLEgx46NptrM35el0jcivxuMfH3/ZrLHb28Lbit3jz0g/AFLzh0AJ/eKrFXETw7T17cSaifPvmJPNRlb84WuPa8gmMWhmAweVpLrCN6NA8JTHAN28ephTVCTY7KJVKHLo4R9l2aDoNLkQHkAMhzns7CDkGtrTxhCRlZkhbG8IY+jJuS0PIHARSdKfWmS4PsxrIkth4zUAwRH58lECmTdByqIcFuMdQpc25dIRqPorb1sjq0kdn1RgLll81jIsiDdpoqJj0cCwQJOwKZDlNXuzh6fRNXF1yeTF4CV11uBTaxrmhLijnObdpL5sX68SaiyjSI+2G2HHGL2FbNZ2okqEpbTygQ78Cns0Xuq/Dlb1I6WGvCa45XOaaH16geNTlA1oZry/G0uhWVoxe7jcf43Wrlwmv7SZQHMAOQCclDoev42Mj78IJqOwq76auCj7SncLBRnfmOBy/inFrlkY1iVAlS/ELXBHL9E+3eFMizmk2s65tIa1JLunjrKhZvnPrtWybMbnZehrhqVw322QukaRBnONdfs/15tIaA5VhvmFbfJs30M8C7xCfpt7QuLWpEHOrzAb99bQWvZbnDn6YaDvASzuTGNLmgcYPmVsdZicXSS2U6XEXmBzYxmprETU5iLKcpCr8pPxycis91QI1x1+7m8xBHBxKnouNhrLZwI1Jgt+cpRaqMh4SLIY7aDhVInITD+Se5Sn9RsqBClP1g4wt6iAV2o6fODpOBeZahMNxHL1OXoHXvlQnPXMbhfASm3b/HYnhQ3ipRZRam7mVNrsmyiw1J4kGVLyYxlSHBlIyziSq4tIoZUmJEh4C11BYKyWIKXW6vCR6eoxrjh2lZoW4XBkGIKH4ypJnOu5DCyxjm2Uag12c6BigFfWfc+uF7ZSbUcrRKE7fCYzcNi52biVsmnTVciyks8TqZYzgFvr0OBdy/gyz27QfcdPRp/hA8xP8dvHPuO10Fd1cYiT8Rlx3nN//p79lojLL59P3sCAGCGWT6K7O+PgWNpdCTHZlKF5x+NTktTStSdzWUTRXsJIdQChpos0kKhptzUAKBUNr4LYNuq1OWp4k4JaoJarUImEudW5m9+XjIAS36R5XxfwkJlZf4Qe3vZGv3fELVGNJfv2hz9O7Yzsnai1anuSmVJRM5mZuuvZxrP5reH/9M1S0GI+qD+J5CrmZm5m4809p2wEquTcRW/OrNuulLixXZ6G2jYOZmygmdR4MfpNQsxMEnA3k0WQXrXCASn2OtQBsXRznUf1txO0yr24/xFt+/DU8IXns9jcyNdBDeMtmXKHwbO+1jMxfJlL2w8/r3aM01wPYTZX9C74OgJAeP4jcxLoZASRqqI1rBUGqGAj2lUJMxy6xeSrOfAfYThg96mA7BazIEl4ClHwMxfOIVUusiBLzajfr2R7Upj/n2NbXcAyDCmfYtdCP7rQ5kt7J/vgs0YEW9dkgnS1/RIMIxHhp/Ca+2nM/r9zoJX79oRCavUYivp12aBM9Wpm/lSaVloO9I0k7ts77Fr+BguRk+C5ee2qRRK3KSraLtgihSptSqE6GJF0bI1nCVpWn3XuIyBqvMJ9m7MoKoKNoA2i2DZ7HcqCXEgm+UfYTvc1Bh2jbYTmo4DbWKFsXCfTtJ1V+B04rhBGxqeg+MNrjOkynYpT0ONflHfLhS1QD47T6Bghn/eQzXFHRpaQebNPZGGdcTGMbAZbsDrRwmaod4JHtvvCMKV2kVyeh1xjHokPTWLPWQIkhpcKa59BddvGoozsOmVqJQqDAoDWBFVlBeqD3VWmFUqTaB9ieuxrTyLEanSH6L0lhM06bOtMBEy8Q9tV5ayWaWhhd78HGZr3sjwQx+lUS1RqeCIIQtHSDpt6G9SzCswnZbTwlytA1w6zoOpFoCa+SZuVEgtuePMV71w+Ds0Gh+hmxf8vwekVK+dX/I9/Mv8H6gIV/9Xhx42c/M/bFl77B6MJp5rPdWKrLvtoOLCkJjzyMEvSoHgvzQseLpFQf/fh41ubc0Bx2I0szqEPQgmqL76w9SntDLckwTJ7lDhyh8Z7Fb1BudvH6tR/RToQ50vsl3MLG1y0kSkGhGVRRWw3KHRlQBTdd0mhos9jBMs2QTilWJeO0KKR1zPhJwo7Hz52YYkaM83Cql8FagwsjXUz1x7jtpR9yz8PnODuocWhgBU2R9Lplbjv9bQZzNn/6zg/wiTe+ne7SGkP5s7TaBleaGbr0AjXhI3zFdJRPxL/PP2z6JpnxvWzWgyRUcHqm6VswKaY6WAz5AXnR6eeJ+PWsax38zoUa84FZFCvDRPc5fmi6hLV/4FL2YZa9ZwD4Qo9BNdDgwloTxXoBAUx6b6Wo9PP+6e8B0EpMg+jlYPg3MBqdeKJEQPfpL+XQoxjX/TnXlPzD83xUQ7eTLAUSvCX8EDni3MlHme8cRHEdXG+JP+j/Bue2vYuYs4IaLxBuLBEvPgZC4FnfphKGxsgTNL0k1VSZ1c4KUrHZ//JRgnMXkeYaK8EmbdHEDUdZD59kYjXB32zzaRyaDCBVCzUvmcs4hFp1Or0mtmKhuWGEdxLVaTA5up2A9Pud3FaOkweO0bP8X2h2fR5v5KscvarFoeHnmeoLsHvyJAGhsRAusDPvf9ac1sHINYdYaO/imxJi1MnluwjYfoJc1qLglTEUlZJawtBtvtV1N8PLC0SqL/K1XJQvlAJMrT5DT+ECz15zN4c3B5FCYcEJU++O8Tu7b+UXro+Rj6W4ZvoMfc+f5q/OOISLp1DSTwKSZ703ongqxbbCYtbEXj5BDAMbh11hg15DoSpaNIWJozpIJBEZRnHDPLUpQcuKUpq8nZXFHbRqHazUZhGKx2h5nQ7TI2l59JRcsq6Ck1tmjSr53EV+8Yfv4psNSNcKVI055g2/+nUxdpFdHOds7xguEPV+zCWrRV7xyDm9ZLUZQvigzvd6X6KmNJmaPM2zibPUdT/4NIJZHFWw+Rl/D+jW5/nCs5/GE/Dl0FH+7p7foh6J8uBjn2Np4SRHqg8AkPWS3L/qsOXgEsONCzhjCawYvP+lFW4oK3xb345W9Rvoh5au0BIRymMan7zxMKvq15mPP0O0PoqHx1ee+AShoc8TX/kLpq/fwsLwFh7a/AB/edf9vPrWJOWO32ZtZAw77FfPF8Iz1C0FjTWk6jEUXSRf3eEr3OV8sZlLw+/lrHwdn7q8g+5KHanbtJpxruIUz4lbyU2nEWqWkdA5FCfIYXuai/gMiJSSoyr8YDKiO5wJGIxaHrYU/HEXzERSjJWWuLRBo+8/9AR11ePyBEyObkUEdyOMToS7cRjX9+HZAq+ukfEcSkoLTzj8Xm+L945u43PBPMf1AfJKi5rXyYcDW8BSKOaD1BLjZMMdHJ84h176JKdO3kd56mbGzDB2eRA3KOkSRb4dGeIb+hzT8SmqruSP8wUuxlRyySYtt82L8d0csXdzfOA6ADojDeqihQD0l76HbheoZt5HSDEIrH2Zj97xG3QX2+y4fBo7OY/e6uCmeYHiSb5/6xZqm77LajrA7ImvUjVMGkaeR6y9VImxKfgyfVufY6dnEA++k7XKjQw0UnSbX+RT2j7W4yoXOpLcLR5lcHIrn95m8MaeUUINnS0r55g0tjAf8YPXtr0LM61QIkk+3kVfKcdMTwVVSiZaI8wGlnl58BE+N/EExxMzfOd2hdRymZvPSALTt1LVB8mbiwQDXbxlvkBDU/n63vOsx67w5PBhNCLg1hBOEMuocfy7T5EPrNIIrrO/UmPLosmR3h/x6LZP8EjKrzpdjqyTXP9zQoOfw4p/j7bb5l1PvItK1w+Y6tEJt3Jc0/wHXAlPGlN4Zb+y+Gu923koeoVGUKPHSyIUnVS4l6dezlAs+KCQ7HS53DnAD3aO8bnbYvztO3+Xf7jpA7xl11/y9Vt7sPUMslllrZVhdbyN1Jvk1zZzZWgTm1bzKMClrizCOcWP9p3lich/5UxgCdOMEOyts2/yGNcFnmXRqfH0yKc5NfpjfjT3jzy742HCbZPbX/5zVCn5Sz6K15PEcCRzuZe4FMky3ZWke2aaeEqhNbSZtjHNpiuHqYRTNDT4yfgRPnVVH2txv/VB15q4bZ2sm6DpSVTPZDK0wuHe7WiOzcjsSwTNHBcv/BV//Pz7Sax/jLH5z9O3usBs3xhbpk7y2NWX+Vz3C/zBc79KYv3P+daJD/G+J9/Hrz/3e3y9HOWrkTD71y/wA17JC6X7uar5bZZ/2MHBH2V44uUzxI0ODKlR8hwWimOEA6t8vqHxvs4+fr0rwUDqcQDOhD2KtoIT0lF0i/Mjn2Jqy+NUtD7erH2F5I4nSGUnefCH36QaTXBhYjMf2XKRD797K/lght1zx4lVS6iuw0c6QnzsLQF+ZWyIT6UchHQYbc3y477rKIcDqIaLUF3kxqzEEasHFfhsqZNtqxXODSrMigaBqIPnrNDouQRAZT1I1GwSKK5SNKNMjvjAjFo/Q9URNLLLnB+AZ8eeRJMqA/kWP0ldw+vjj6AHbGqzURbyPpPk4shmvj98H29beZRNi4+wf9IkW1rGVQSf6wxAvIsjAZ0nsFEHqihZl28nXL6d9riheZqXjeuRbhtFSkrRKMupLjTpkTeeQYg+Ihk/JpzXujkZ2MlNPMPcDkGsMkMtnsUMRbFdk4mC32f7tdYeLpoKXQo8WjaoWkdoBnUsUeRToc/w+chXyestrHoULeqwSfVjyUSygx9lexBSIpse30q+jOkkURstLp30mQTf36VRFxWm9CXS9RG2GhcAmNL6EIrHgZXPMFv+Bqt6nqZeB1xUo01aVMmJBouVwwgRpSrKrIYjNMQxlrMJ+krr5BSJp3gEtR5QXCpzMYQhWd5RxzT76ahOcDl7lLYGhlBwpUq4UObxnS8QM54DRaGZPE5v1a8o1/QxLOkx0+hAcYIEeySRWpNWeGOshBBc7G3zn2pP8MLTBo6msZRK8RfRSerDz6BpNlfyN/OFuwMsDhksfPwvMIt+69LPiv1bhWb+z2L/IyXU/04ERwjxHiHEUSHE0Vzu36uA+b9ui7bOdWdOYhpBqoEh+pQQF6TLeHYWq67hrEC61U1a+IHdFcNgIVPCqacg1EYzLMIthR9GD/OtDr8ZWtctfsj9bG1MMVCt83hggPcvfh2EQjF5FY02OI4feDn1IAiFkhHE6ozTO1ch3VBoRPyKUjFq09OQaEAxpZMK2DSUFvtzdbbbp/lK9mbCVcmhzRE2TZ9jz5mXWOx2+fLtCp4zhSehS6tTDS/x5ufrxKtrtA2D288dphGp0w7A8WIfsfhTWK4f3JUTgrpaRwiFvS1fva9fV0jZAfTVFqrjcq5jmJvlyywFt/Go9gATjRPclteYCi6QIkDJ0jnd0kjIIsm6QU8+CUA+ZtMKttHMIJ0VP+CcSts8ot1JtlVHtDXM5BRhRUGLnkS63dSVKvVOD5MSQ3urZHonSbo2kcYaU4kICirPBbewx65xR9+XqFk9LHYPEq9XCNgNNs3fgavq7F/5JKW4S8ARvO5EDcOx0LQdqE6Jw70Jrkt8inpsAcNMo5TjjM5O4wmJYUMk1aYSyOOGo9TVSUJ2lPXIViopFUXzt69SgGYkTaaUx5AulvBnMOlqE808xVzfGMKbRUoJjQaF1jopswxqC9QWbbGIEdmBYbXZfclPgquxEp0tl0SrzbH2tWS618hue5zxDcW80OpedMfvt1gPJUmYLrpQKakNCpkERxJXcfeh56lEPGqeTt1RaDmCq898k0irwbHdbwXP4iHtF/n9zF9woX+Md0yb/OFLj7Jn4TKvtRbRlQAvxk+x01ulFT1BurmD3soItXaOXDKDdflxhFDZlbyJjCY4bDaQQjJqR7krfx+maDNodzGYXSYVhJVz95GLrnKp+yCF068npVociLhcU9/Ofzxn8uHzbUIKZDyB2gyyrirE203yjRVqnkG8FaVhFLHdKDEkqtFml3eYWjDI6YTCjFaHRou8KmnZPeiixVVVvwe2aQQ5HZrkKnMcqanM00DisjqQZWLFQ1/xXdrrLi8QWGmw2NvJD7a/i2YgwPa5T9C/usTuI51Mi14CnkfY0Cjh8At7/zP3V/8r47mPMbL+52iFJwEYze9HtUyysSoDK36laC45gZtsoTsVlhNnUTwDK6iQqUSJK9DWepBahOtLD3H/6Rf5+VOXuarQxFNTTI8l+dreBEknRlVv0rA0HBzasQVUxcGq+9UQvbaGQHBN5DsErV6Gp++ms9pEINiztJU3WI9RF3GeDLwCResnps/goRJyg+RUgecIUlqelZDvzrvsJPO6xmbLr4AH9FsBWKudYjC2jO0oDJ0WzA1bnB/JgpRgDKELA89rUzSXCSd2s/5MN/WTMTrcLlouNINL1DRJvV3GcBv0WXEWDL8Cllz3OxECNoxdtKnVKjQVi4izRsNRWVLLbLd6KDcStA2FLqVEuRKkq7VMMZxDt2PcWXfYvq6xkjHRRJjGSoJT2jaGjy+Co5GMVKkJExmtEFtMkl3/PJ6a4fnQL1JMvxHFg9cfbJGLzJA2bApeN7qisXnJppi5AUVrcXzQoG+qTMMwQGoEGy+iSouz9S386cRr+ZvXRHhyt4nSvIFXnP499s3fS7R8A8/tMDAweYXzGMn8g1QGLVaqXSTzaYz5c3hC5fLOIK5bR83uwOmRXGjtBaCvnKNuNAi5klFrgHWanOp5jqZWRdHaNPYJFgfgbU97NNZ1dLaQa68SUoOMFO9kS7nCI7FddG+u4GguqgyiuBWkE6ap1xiqdDGwtBUdBVdp853xr3Gk+zAK0BPwA90BwyNOGS3URNkYRZGr56gkq6ykNTpK62zRiyyZBg3bJlD01/96oJdSaNhfV1YQT7qo2c1MLHtUjDBeROOz2d/gqa1Xc3ooTdvW2Dp1ml+d+TKZ4ldZySb5yc2vx7HXCLY9QkM+1fWsvQ3LCDJSyCM8jXI0jm5VadHG9BqshHLkir1kU03C3W0URTJrCxy1jak0cVljMbMxozJfZbhcok6UL2+7i7amE59uUY1YHNxh8tjtd2L299LdcxkRVrjh2DGQkkfu+XmmR/8DxfQtHBzbiiYtVM3GbmtEZYC21cBSk5ia4EjXNrZNnsSTZfae+E3U9eMslmZR3CqtqMvrHv8Stx78AdcffYRGQGAHoGBWiAgT065Ts2o/vRQ9yeDsD8i6JT6dfQef3veHJJb6edfTV/i1H0yhdWwhKoPUlCbNtS10RvKEOtvUiLAa0gmqDeJmkuNhgyl1Ad65Ts87ztA5eIQvx26ix1lndd1ny8i4Td/qZe597vtYwUEOpl/NQu916F6b2/MvkyznCJo1SqisxgyKsQRVHXS3yC3lo5zvmGC2q5uE7vsSt+EnhWNuB3U83NwaAddhuauDeVFHC9vAKiLhn4nqjM3ucy+jl/PEKiEubNpErFWmq6KSayjIPpfpfp1SbI216Cybl1zygTRXxjI0zR4OBm8kvNLEAz7xqvtJtGq8bf1RwnO/xB0nirjWJSb7q6zGVvhqrMiXdZ0xvUig1yBoNVEbPXxF7+Sq4vO4aLw4ttGegsOVLr/SdteJMySNGE5iFdsK8nMdr8QVGtvaz7IjUwFMjk2sUYi3EUhuc48RkxUuij10ahJDdanaAQKWn7wupz0ud3g8lTjC7/Z/kkrDRYu6qJ6CKhWyxHkpvZVtVZujmkO0EgbPpRBcJrPRa1eIhGkqNapuA6+VZCg4h+K6zAZ9yvJY28bUTM6EJ+nzkuhKgLoWIixLPBs5hGdPghJFdWw8YWAHdDw1wKb1Rdb0OjFHRQb8KuD8TAI8EOMaWqMPgcL5Tr+Sm1AldTdJvDJNIa7RuyFuGA2VGGkuoTttWsFh2q7CDBCsjhDoaKC2LIrJDVo7UAs7FKlzwws69UCIR68e5VJiCJHcGD1VGUd69/DFdw3wmd/ajJbN8LNk/6akUAjxZiHEi0KIdSGE+z+4/r3qpIvAwL963A8s/+snSCk/I6XcJ6Xc19HR8e/0tv7X7Y7xe7nv5WMI6bGaGCaqCp5TbcZiRerLYbpaIXbl95GmTMOL8tvLv0Wo9xacShgtVCcQMIm0VI5E76U84geeK+Ed5EQXH5z9AgutrfyoegdDrRU21WZpRu+gGRyl2fRRxIbl//vyjmsBwe0n8hjtCoaqIj2VUtSj29SQWpByQmePu52aWkcPKry58EU8oXB2IEaqbnPfM99GCMHRnxe89UyWP/hGkJyMktId7hhYIqA0ue0pld/+zHdJtdtcFWgRUq9lqZWg057HbkZQDMGgDPBbPXX+ePG9aKjkwmX6DIVr5idYly6bFopcHN5Gt73Ao9u3Y2Cxf9qvuEwF5xkIeLROvJLtJ6/h1T+JMH6ig261g13pCp9dL/Kqza9Ec3Sursax9CieJVluRvlW6v10VBq0klOEFBhvODiym5Jh0r12NSf6n0QL+L16hdAiidoys+kkAKvGLTSFwq8rcJc1zXq2m2Chxi9cDJBp9rJp8XsEyzminq9sdbGaRl9t0QhvQfPCXAxfw5WggcAjWhujf9VH0TwtgkBQjbosh/NIzWDI9dCEyYHSvQRuuZF/wUFkRaMZSxHfkNze0h5AUWzCUmPLegapKKx29THgLZPMabiewyef3gn2r9Oc/WXS2Y+yFt3LrvOHidl+wV0YGtJuMFaqs0wf68tDdOx4lP1JH/Vyaj3o0gcY5mMZIu02fYEe8u1uzg5ei5Aedx5+kZW+N9LT8Su8vr2J3+w3uXe5k1c9/T3awU4QOhe0G7mZZ/jVH/4X3nt5ibQTBBTuag1gexbPdpxBWJsI1nYDgmvn76dpe6wmO/DKcxSaM9g4POWsMu/5n39CfomAcpx14yQZggwPnyTX7sOavJNrbtzKqJuhvrQHszjK/QmHa5qbuTbf5s41h7jqkXUVjHac+dQriXgOb7IHmYjfSMAN0N/uw3Vi9AibtJtkW3MSzZX8uAv6Wvdyy5Ue8qqHlCGaXoo9NT/YG6/to2VB0o3xpgtvJ7l4LU6wSH64g794UKNuaKg5Qb9q0bXm8tT1b0Zz4T2HjvLKk28nEHol0i3iGjm2i3PsEhEW1GU6YgXGdMFfmKd5d8ulGTaRUpJxfPGOm9JLxBo1EvUS59nBSPf13NB+MwcKO4kE21wduBspFTbV76XKz6O4LteXlhko5XjnhRK/fGaO5Nxfcf/6YebiYeLeCK2AS7Q0zhHxOsyEHzwsxn2gxauu4boqidILDAUOscnrI+SEkMLjQHWCbeceYLg9xZGrbsSO9uB5AVpOnKgdI91O0K4HiQTLLEbCuLj02FmkEFzbsAkJWE32M1hvY+Yj7IhepJ0L4CVjbNo8wa7Vt9NbdFFECEQLxwqy1polGBukvtiF0lDI2Bk8O8gBLvN3q/18eX6dXy7V6bU6mLZ7CAjYt3LVT/30z9cKvDt+ir/uvsDHBuboTOZoeSZRoZMXcYoiRpIm0XKUT1Y7iXAtAoW8O8AvzuwgpvbTGt6KK1UeXP4+O0+dxSh3EYjmaAmLvVtGyJYHubGgEKo+xiX9Flp6P7/y7SdJNTxcOUDKaHMw2scz/QZ7pk08LYJRfweHA6/DcCSvXX49YXk1wcbLFEjxNe+3EJ5gp3KSI5sG+MQrE3zneo9UexeONsKFgRCv4HF6zkTQvTR/ktnN9We6cVSDc9nTxN0il/u2U3MXUTu24Q54nHd3EbBMMvUKDbXJ2ytRYl6IQGWYlKXjKTV+pavBbUmLz96tEW3B6545RAidKfkvYYbDKy5/i3XRw+LEJj7aihC2kwi3gudGkMLGFnBV3D+vraCGXnwzjSsfJL78SvZHHISrowq4T+9F6f5V/ua6DzJYG2T/2f1kVL+DZFOlmwGtjVzbygcfTnLn9FY0z+EG+tm2NIrmCSLNOnPaPO3hvQhguFBFjMVRHcEbD73IBx77Gm/9zqfZe/kio+XvoNR/QLZU4szEAC9dfRulsEd6oBvhGLwQS2FYJp3VNXAjIASv537ecOmDvPb0b8Hc+yg0u1BVj75tfr/V2uS7ee3Z36KvtJVmoEQrYGPHQ9xe0EExea/1DywGOvn+fb/CjnseIFWNUsm8mZDbgZNuMTFxCHtrhCdvuAOEYC3bxysuPwNAKxBHxQdaXcv30TRyOEaM1cwuLNVg99nDjBe7+JOvKfzJFx1ufrFKqPuXcLb+CYbnsv/0iwzk2/zh9xN89r6vsNb5B7xm79/xz/f/80+vr97/Vb56/1f55Ie+xGem8vzi+WOc7Izxm+//dT7zy3/GUt8Qdt9OAlLD0VoYyz7Qe715A/8x9H5+rd/iF6buZaI8xpmAgbOriZtRsJ7q5yvt32BF6eYD56I8n/gYAFuVXgSSbWttIuWHqMX3sNZ9J321E4zpeQyrzVBhkV9Z7eTa4v280Xo9X1teY0tznQdXfa3EE1t3kt0YW2PVfHpjv9XHcVze4D6BRNBpv4WS64N0esRi1ClhN1Uqlss1x57xKxKGxkp2gtesHaGzPoi9KnA64U2bPsh2M8Ra+ggTqz44e1rsprncR7i3E8er8Uifztm+Pt71zEPMDut4io1tn0Xgsp6qkQhf4TIRsqLOdcoVFDVDsrHMbCBPQ2uiuDkO8DILPbdRD4XRzTqLmY15jSM3sKldoR1doFgJYMbuINI8w+naEka4QWCoRbDj54hsjEnaFq8x4Z3GNHbznmCSD3a3eXtzF3dXdqF4kpVMkPsO9fMHqfdz29JtyKpKIGxhqy10qVPR4XwizIHKGVLOEmG3B7PpcN19C0Q6mkgP/nTbn3HDmRoBO8B6NExQcUlVciyF/X7yTrsbmfldxup9KELQHRqhoKaIiBWOijOcn9jJD284wGd/7jdBCCrxq+koFxgorlEMLXNLfQgrukETznWiLwjUYYsFS6IpBcohvwqYVFzq/y/2/jtKsus674Z/58bKubo6p+nJOWEwyBkECAYwk4oklS1R0bIkW/mV/MqWJVF6aSWKIkWKFAnmAJIACJDIYYDJMz2hc+6urlx168bz/XHbcli2P8mWbdnLe61amAVgqk7dOjs8ez97bz9LpD3PvdO34fYMsulFeGvuLrI0KDVqEB3DkjCteJj1UdRMHcdQaGWzRJwwKTVQT3DLZZ1kx+Rbu4/hK5Bo1bmWvBkpBe26zVD5Pn5t129y+NDr0BSN/53k7wwKhRD/FPhrYDvwIvBX/5nXx/8HnPE/J68A24UQY0IIA3gX8OX/SZ/9DyJHy9fJtVr0VDeYz4dL0DeLa5iaTWsphtR0UAJyssFMosRv7TL42vAP85f9r0MKQTzpogUKppdiRzPEwxdi91KUazxQfo7rjaPs6+7grH6QH1j+LNLUeGbvgb8FhXWZo2ZGuDa6E3W+zVBbQXObOGaVqt6gGvUx2j5y5GY0JUU6to6ntFBMhWyrwsPW59GcgDc/+Sy6Gw7AMYSCTErq+e0s+WmiBkhdxU4vMe6qyOgYvqbhzO9B0w6hCFiq6pQtAy8dQymXEQoEqkdL6fCR9OeJKoKeWC+rWsD+2S5WNM4P7flNrmczvJNPMNTK4uPTrrnsu3Kd9TNXOFQ7RUlv8Ka33MwPfegvuWWiy5ooUnn1VQAUK4IVLVKO1WkEsxQb9zEfjOFFqsQTazTa2wnI06kPMeO5pHc8QbMZUufWkwsU2hs04nE2TEGioXB2YC87Np4hnTKQioq20sGu5EioTfLyVdyOyoeVO+gqBlmrjLto46sq6a6FlAZn2c0+bxolMEi3mlimia+GzryZ8PCjYbVY0X160qdp1bfziYk9SCV0/AvaAJ5ukLa7SAF2dYxeTUUCx66dI1+rcHnbAQ40LtAK8tg6rP/M2zleCwP5F3J9qIHPDeefQyOkxET9OL7dZGfNphrJcHHmZlatIQpDLwCwGoujoiI8l41EkoRjodhQw+fbgzdxw9o5irUKmIJuIsPCnIKUgoq6yoGKxQPPfYJku8GIPc0P8CeUkuvU7PWwX08IonqGVfc6luGwsPqjWOYC39kbodAZJ2ndwGqiB09VmZn/Ep+MPE+7HcHXQuDeOFSnYPwK15IfQxt+EdPs8Nr8w4DCLbceYGHnIiBYO/sWEqqkVJzm1WSYTcxqDj2+oIvBqhFm+PLuJI1WOJJ+IFBYQzCg2UR0j1gnzZH1Dt/pMVgjQ6Jn198u0i57I4wF0wC0TZ2/GfgyEsmOfIH25g7c6CZ7ujkujUh+6gdMmiJBd0jhwo4DbOR7uOOiILq5n/ToC2y79aMkSnl8RSNiGcSlTj19ARlAPlVjW2MDvWpw7MCzeJ1NMpqCqccYioRJk4n1aSblHo75LzG60KFQ3qDPfo31qxZTQZHR6iKyx2RP6yyyFUcTFgklSUvpoLoZbox/EwAnehRHN2ktvYWmNLDS02DFaWklVN9joLbITHKQjyTv58XRz4EMuD7xDgwZEFdHuKju4u6pR/E0nXOHCtTcbWzKCIiAHc1BrFacSLxJK5qhJSx6nTDYOea0GYoLzuQ0tm0usm7HKabKWNUYak8v3W6c80mF7SsOUkpcHYQdcMZ2EUKQ08fRVYmKoOOrFPUp3O5bqPOj9Gq7iEmFeVOQGEngtcLkgkyoRBeiLHZfx1/xXqZP3YS7YGOh0qJLTFdZ8sPzKYaHUlXJVeYAOK8dZynnUxQ7UNt1Xu0bQKs5oEgizVG0xBogaV/7CkgFxDrJ+ucY96b51Vc+xNCmgSM9YulFhBqwLPp5rUdlfM0j2rJZ2jHOaz078TSNu859m8C4CSE7POLexWw6z52vObz5+U/yr+UHuEE+xeRAgQ89mOeTd0SJBF0ekF8m/miYTEysn6THLnPqxteRs6GvcZoL2kHWilcQsSRuES7quxhcX0IBOnqXITvso225Gm+fH6EedfhqXWfFh8s9cGE0Qbq9SbG5yItmkXJ3kbL9GA9dfYq81eab6utx0wUiThrFr+H4BlqqQ/7uYQZaIT0+7jV4oKaSzrxCb9wAAXJqN9IXHOi5RMUsMDX5NY6Vj0EcpnRB1A446pxGEZJqtY9cpYJvGgx1VzlvjpDQBCUvQUtWeDEzScIsMd+/j2DwJuy+KCeuWOxsTiGiCkJKcvE+Ho3r5IIYUhgcmLF57vjdPHvnOwhyZZzGMFeHSuxYmEMoFm0jTMbceccOho+ElYhdusa0PYTnaaR71nE9Hbcd3pubr7+Ve6/+Bn98zx8T7xtGBAnSosru1hzv7H6G6YE87x05we/98G9wacdhJse28dGJt/HL/A7/3873s1wa4YbTTzO6cJWdl8KEYqHlYYsor3ACzw1bANTGEl7C42ppiJ2bU5Q2VxiVPpFdu2jtGebmV9rcUhhmtutiZkLan+m6mENDvFJv48qwn/C/JCd+9D3cv6bzyWf+NbeszfM3+4b5hZ/5LU5tm0BKSSBsgtoQLTtB1nkNZ72IM3MPU803cqzb4YG8jyg4LL/8fjav3MvT5lEm7HVet+pzY8XACqIEZqiXmuwh1vw6RzafBaC/eon+WDj1eXhthkl9B6ZZ48KKTaDojLVmOda8TG9lnatju9kaCk50Pfw7PU6Rc/hMrKywkO+jm13HbIaAxdqziTfUhs0YN15b4ts3HkIQ0PvG3UhF5+TqsxTbQ8RmAAVE0mMj0kWmXmbHzk/QJ5d4rXOCty4+xoeWf5lsoc4f7jDYu7rJPS8/Q2PqboRvYrtnWMv3M1BzMKOzvB6VP6q0MNdrWFh49oeJax5jQYbT2hpv5PPYeoQv3n4vw4tXGd5Yp2VEuLStj2ghh51Y5Fs8iK/l+Tczj/BA08LrKsT2rzOp/DZf2/FVRMEiH/c5Lk7T0RKct3cBsGGr7HtuhZ6az/WBIj2j21ianSGQEIQrQFGjdSSCl/M6gRDstL6D7c6AqnEllidjOMQKXdyOzjc+9mFS6RQSWNgWQ7cKZOsrlBNhpTAdabKiapyNfAs78OiLjmOpPTxZOMYTJ3+Jr939dq6MlChurpJqVPn1D/8OD557lgBBIzbHsfYETnwJp2GQzHYwrwj0nha+BEtZZcANa1UpxabjZqlmHRo94LsW31IHCDYfJyPrFJsVmuowTTSahoWojiDUgO6wwFdV4vZWm5Y/zMlXVvnomx5mJVPg7lMvc+zcc1yJ7uSKtQ/HnUYQ8Mm/fI6/OPsJVtur/0W9+ccof59K4T8BXgJGpJRvlFK+9z/3+h90zv9IpJQe8OPAN4HLwGeklBf/Z3z2P5TEb72NyLHjDG+W2UhluGa4HE5fBSCYNSiOzBJobfKiSjy5ziu9WXqtgNdKO/gIP0QQDx3nW598mphSYz2ZYUnbyQPOo1xMTFANBukNDM56N/Hdq1/FaFm8tHsvrVYWGcCGNsgrw7tQ/QBzqommJbGiOgjJdPoaZsIksCXPLhuslNNkklUcOhjEsOwkDymf54e+vEl2/RUqpTCza04fp6snuTpUYDEIwWdls5/1aJuEFMhcOLDAdrbjycvo6SiTjSIVO0Y9l2Nobg6zOYjmxVA3ZvmeT57DJWA4EsMjoLTuE+u0uD4wzki7zF08zu5WgqpX5t7TOtG6jRc5xCOHvo+3D59n4s43owiB2V1iUxZYXVwMPz+I0on2UM04+FaNPU3JX8a/CwAje5Vy90YAmp5C8Yavgepx9UqYBerEFxhsh87pQkoy7GQ5vfNtGNKlVgQRBFhmhFsocmsiC3ENv6tS8n2Wi0Ps1CqIuotqt+kYUW6Yv46Bz93qt3EHrhPrlJnuG0KY4SrezUSXQLMhCLC8HGLPaQxXpb0OgWojXJPJfNgUnXc6KIGC9CP06SoCFUNXuOPVF5kbHGewvcQDK48S62h8cf053lQxkaZCoKvsv/IaBd1BygZIQdxN4Lkt9tS9MBOdKPGZ9bfj2kk8K803d5YQioZwXNBURuNxlK7PSsZmMd7P6658GwAt8Kh4Jrc8dpHmUp522yGpZ7nnTYfw5WXK+gDtQEHrs1jv1ojI8C75qsaUdpa4k6B65Cu8fHCMF3Zq1COrHFp+mG43Tj2Vor8t6Nl0ECQIVAslkHSKPlY8yau9Q3RHn6BcHiI+V6Se6ZLImLz+2OsR+HQ3duJWdlIde5THC98GXJKqRy5QaEUzWE7YeF8wyrhbO7VGRJJVJHm9RU718Lop7l6osxrXOWc22KvmKathhvhasJ9+MY0IJI6WYjmywoJYJBdAtzqKG90g6uf4+Ud0OrrKS5qDX/B56fBt5OodDl+5zvDaH7PnmU/TePxh4qnQXPutvUgC1P4XscoRVEOi1zV2VZuYGQ+3MUvGyIJ+mIAIUdVl3+pFLCWGrrkYXZv8gSmc255FBlBjmLVUjiCi87bhInYnSZQKih6nobaIOBnkxRb99RYbyV3cOvc+PCIcPvaLNPtexNgYpWIkyTgN0l4TT5p8YdznSzmbUvPLbBb2oxvbiWlJFpQ6g9dW2XvtEt8ZH+eKtgetGwLXjfQ0jXYKI2nhkqKFTZ9bIBHEyAcBS30GniJIbFS4y3kKVQ+oEqehZmhtRJlLBmxfsol0ZrAjJgdWrnL/lRfw7SYD8TEiZvi7dALIadMYN95J276bXC2sji9GBdV9aaLt8DypB96Ces3it9pv5znnQcYXjhJsDc6YFWV2KIJpJ/y7PVS5fE7SNVcQBFwV+3i6ZxQhFIzyKpnGBk0rhpHSiXa2I3QHM9Ji1SsiCahn02RVl7/pPsLDLz1BLbOdBS0g3g1t5ip9VBIaArhrZp0gFSFI6Dx14gSnCxnq6Z0EyiBn9QcolbvsmLVYcO/k5ZUqP8qf8m+cn+DE6jk8VfIwX6B/qoG27iCyGqee/zJ+3xCv7jrMcD2JXXuNrojy6ngXN7rOmtrDeqTA4OYqKBJPeESdCQIpUcUsCet1HPcNnmnpPFoPk1lfO34XgaJw/NojnI318a2VT3OmViHv1Dl+7TqXxT7mxxxKso0SNOhIk0C0iJ/sJ6ZHiIg4jlHFCSSJ/JPcP/QNAk9n8sx7KZ+9k6RRI4rFauNluvEuC/uWWSv2Umj49KYu4Po6bi1GtNOhoDQYsxZZ87PY8QR9FKlS5YqxhIKgsedH+fwdNxDpurxr7XfpZQFHNRCqYL+4zpmIyT6vQFSpcdeZBiMrq3z0jjt4NZngjHUcKxpl53rYO7yQCRHHeD6OnwpZFaWGypydo9UMk0zldpaUDCtRDpLtt+3lloFbMHp7Mbwoaa+F3SnwoP4FvvfJOm+ZeZTv/tpnOTJ5gRFvjpSooUqft3Q+x49/aYbbX3qMsYXrVGQPedcj0aiR9Jv8Gf+EshbaLb02zSt7RmjEEtx/PayaFcob6GMjfH5vi94aHK97eBK0QpikjtkuifFxnq220ATckIn/VyIauPXXvofy0s3809Of4VOnfx3Nt/m5owkupg1QIMBjfWMX6Z7LLE+bzJ59mI7psF9e5OaEx+bk/XQWdvONG09iC5M3NM+wEBO8Z7pFVclimyGIwzMxvSTHF/4tf/b5n2L7gk3e6IAmKG2ssPPSeW448RVysUk6qW0cqV8DCXuvXmBuYJxOaovO1wqTqhFpcFVtk5x3WC/1YmltJqwQsFwd6pCP+jTaOXKdLkPry6R0m+f6H0D4TXrOXmW4k2DgXPh7dpRrLOkehwpVstueZVu1xqX4LqbNAT5p38EvHfsl2prgB87MUjGOUbt+FyS+RdRucmnnYZJBkYbW5Xv1NgPVp7nl/Evo7Y8QBC0eSDu8efMQVwOLkWCO/dULfO6uBzA9n/u/8SGqUYFCGyPp8QXtDXyt522oGzUOV68xOpWkei3NQJ/D9vb93GbVKY07SAkZpwbAs+ou6uXdtNdHqSUH6a+4zPb2cuT1b2Z+aZmqquO2Q/02ohWEDHi+oJJyOxTcCoEAx4f0oVPh89VAEzmqK0uUkyFV10mbYGVJd1axommq3V5iiRY0XM5l97Fmb9IX24auDPMXA28l267yrm8+zk9/7ioPf/OT7Ji+wvj6NQLNZE1L4BtNtlk76MYXsKoGw7FZjCsKQpVEC9eop2vsbYd2Py2adJ0IV/btQrHaHL1pFweOfw21OkPabVJq1pFCpWMOoZoNvGqoO+6oRPE9kt2w+DGxlqGc28sXb3odO1fn2D11jv2Tr2FKi2+KB5FqgGs9T099guyrP0NCK/xX9eYfm/x9QGEv8Akp5T+KpRtSykellDuklNuklL/1v/o8f1/RSz3MDO9lYjXMYjxSEByIT9JtGcTWAjabQwilS4omfxz/Xtqqya+d7/LQ1dM8Je7lm6PvBCBXegHP1zg3sA1TdnhT6+t8O3M7jhKCsnlvOwqSB+deopbLcrZ5A+WvHOBqfhtT/aOUFhcodCUIlU7cRkiV+eQ0e/wMSMG6mqDYEyMZa2Ljk/ATlP0MmumRta+jBE0uDoR0q6AV5dFtET54+5NUhEB6Po3aAJf9MMOoGWG/YrK5STmzTj0zhCdVJILVwgCZjU3SKw8ghY9/9hGS9Q5r1hL9uoomfarCZu+1KyiBz7s3PkNgKUx4KTbdVZ4eKaEdGmUpeROxlAFmCgo7oTqDcNsYQ4cp53KoUtKJxKjEC4h0HrPl4OAxMJdCBjoyO8ewGWb7K9kNkqXvcL2yn04nQ7ebQMQ22G4FiMDnXNYj4aVZsy/zqnmQmWKO4uYqw8P9bNdVDCHoyYe9Vu9VHJaHR1Era5iKQ7S8QSsaI9G1yCl1Mkqd7UofyfYmlw/uQ5USoSnUBET8KMJz8Iwk6c4SQutynDaB1kFvp7naFwamxXYD0+oHIdH0DokgiVRVJlbnkIrKM0ffQNHe4HUvT3B+vswXtidwjhVAwNEzz7GZHUO6q6h+lHxngK7f5MCWH17J5NFrAZ8v/zQzV+5mPSqRWrijEAX29YbTTyf7FSJ+l5svvxyeabPCsjDIdiJU59sEjoKRb3MifQu60sZSdOa8NGavRc0pE5Oh82hj8UzuHFVnhLqTYraYYXijRkt7AsOPsu9MimY6TrzdYWA9DJwlNVTfINr18U/8JGP5TaTisTB9jJhr8cJYjosrs9w3ch+dWA1DQOr8uwm0DrmeaziRMlHhY0pBN5LDqIe6mVZbqHaYPY8Zkg7Q8qvEjA5+u8MdZR9FSl4a7mNITtER4AqP5WCCnD5DzJY0jAQJkpwzLpHsqCjdLJ6+iSBDvDBEa+5HWXZ0Lin7WSsOcHKyS+/6KdL1JlezP0AleZimGiXmN+k3t9Px58mUFumsR+hYGhW3j4gTx6pMsOGXiWtpdGMfZ9pvxNUMdiyHVYRJsZdcYY6xdIuel2Zwhc9I0+Rsfgw18DmeOohnx4h6NYQepWk0KbUM6mdMJmYuspbooyfTYez1/5zaeIfUtUP0XX4bm9EouW4VBIzU1tDTr9Lb6OfYwuMkrAV6UvcCkNh4BWtD49YzUyDgizt34PaHbihiG5Q7WTTTxwxc6sKi3y4S1Qexgpt5oUcn6gTk1wMG0uHEynY7SVcqPGIdJK4JSrWAaCektMY6FroU2I1rDMVH2dsbAjor8JG5LukHd6EPJkgTVlPWk5JXMoKIXaNpJHGP3IC0LIZr89yYS7Lrxx5AcSTC11lRlzgiVK5b4a7XkqgyZcXp1aZJqavQ6cdWRwikh2q1yDYX8VoKei6P2QyDjUS8SqBoBGaHsr9OXpMoZ89ytTWGFckxa0C/EQLUNfpomQESuHO2CVIyOmyxOThAO5akGY3Syf0gvtC4/VQLT21CfYlve4LL15L0yg1+vPib/EvjF3hIfJbY4zqxsSTz4iotq8Lp/A04Gx4DrSRt5TKG3+VMfgSZ+yiXCKnvR6woEalzb303mthDI5D0mWdp2CO8seRSVCSTXZVcXed73/pdNAYGKVZnuG3pDI6epeoYYMYZuHIJ3bN53LybnfGrCCRNqSKVDmpcRzmQZMIt4BoNuoqHpbYZSG1g1waABO2lfQgBJ3geK64SO2pzqRtgI4h2fTI9l2nWeik0qljxGBGvxmh7idhWpr9f5nDVCQ5Pfje+lCz2Sab6Tb730c9we3eF1lIEqWpUSv18pzCPKiXjXpFUINhMSn72lQ4jlsvv6x/gy4lDaJ5Lf70KUjBdLCGkJK8pXJm+AEpAj6ew0cn+7dCDtXaR0tYC829HXF5/LLSdWm8vfq1DymvRsouoqkdfd4q9Z3ezb3GOX/3Y7/ML6q/z/upH+aerH+SN6ufIOBpL/Yc4ePkUirNBcTWgGVe4u/kyIPnMxOvoIolUr/PYvsNEnS4HZ19DIcBcWmE24/GN0TpBOkHxicdCP94b+pNo18YYHODZaoujqThxVf0vRDOhCEVwzwd/iOm5Q6iL2/jOq28i0u1wvhgGxXHrGsHKbmKROpZcxPd1IsaX8U9aNMsjzE/eQrz+JM/syxK3XE6sR/jioM7uto7jpZBGSPckqDPibcfYcNn++Brb5zyaxIkkIV3dREuEz7aUW2Vy02CPM0PH0hlYnCRQVX5k52/yB/LneXLfTqQU+FIQWEuovqRRSPJs/zSXCwf5DX6TR3Mf5+eUD/HBwR/nT9/8bpxIP+XePr7tpom2zyGXTEa7HYZmBZ4FtfhrZE3J9oKgXBth4OIggapyx9if86/i30N3KMtbZ+qMdeDSyH3EipMY4gU8Q+fM7qMspG4G4Fr8y7jR0zxysovuTHIwtx1ZNbmjlsGUOm0nwsPVz1NLpjm99yi+ImhoS2Q7Df54u8Ej4j0cmDvFyMtNrgXjLK+kqc/H0YTPe+rz/EZ5G5ltNdqrUeZr+8i36qwZO1j51g8zflkn2jUYWathRWO89OILBLEEnUDitkIqpB6t4wUu3yhZ3Fx9lYaeRNd0IhkPxw8H86hGQDw5yok3v4OVtTAhr83N0rRNsk7Ibpu1d2AkWuyyNqlyIyvWMhE1RtyY4NnMYW6cf4VBexxFhBX4wbUVfvc9P0fc7bKu+OhSI+uN4cbXsesG2W4cfUogfZVk/yUCzWNvNc9dVoe4sGhJA8Nqk1pb440PfD9/89DfcDhSItFtUWqEttY1JoipHRp2GsVO4g/5mF2L/mqLAV/QX57hN9//4+TaFW65dg7cOgmlxa18m9eiR2jHkujuKwR+mQc7Eq9e+6/qzT82+fuAwuuEewv/r/wDiJSSxytJttU1YrbFmaKKl5mkvRgl3bFpdktkqQHwcuwuhtoBR6s+d12e4u7gmzzbcwcvHboVVfqUZYGpngFuCZ4g67Q5r9+GQgjEpJNk0Szx/vWvojgeF/omWFZGeWnbXiK2RXKxTP9WJ6gVK+MKQdJLUiCkLA6NXiMIriKExFIkKT9ObatfQfIEASrn2UXXiLC3vsGqdoVA8VEjy4h2AyvIc72bp2228ewMALsmv8hgo0UQQDERUv6mi2NsyCLp1aNY+jlkYwl/aAR15jymIkgi2FAcbjszzXs//UeMKC/iNCNE1DhPjlzhQmoPUWuIDU0hKxeg/zAoCqyFUzeLR+5HqiqRVotGKsVqOk3djzA60sSNrfL6BZ+GPYaVmWdnMaRIWie/iovB+tQYfuBhWUmMWIVhL0+hssbFpEJSxjjaOcWiv4truXGG1uf4qSkfK5BYTguRuh2A9MoFlkrDCCRFtQKLIT3p7OA2lpPhczFWn+XFW2/CixgEdhVNt6n7GjLoQRddAjNKpxqhmV/HXd2DbzRRmwkWSyUS7Qam7xHtlNh1Z4620mE0KGBabfy4ivCbXNw9wYfe/c/40+/5Jc7tfBdPDetotsObv/MZRr01PD1G4FUQnknKSWHJBiU/SqZZYTWVI9tu8PWeCb45Mc7+pVnQNAJfYuIwmu/HEXC2N8/rNp7FaLhIAcdOn8VXVJ46coDn9PB7qqNX+cTHPkFRKgRCY0b2k044NIJVojIEeOveKqd6GihOkWV7iPmkykZqHVupcLb/SXYuJKjnJ5DdGl0lhwhspNJC8dJENgz8vXez39jkwvoEeqeEqneZ7/P50PwahmoQGRZ4Evq6I1CZ4NakSzU5g6mEJlHoaVIbIb1OcVViXQ1fkdSMUFmyVgJVt4luLJFTkuwubzI5vptI8DwIaKsOTa+PlFphsFWhqUWJ2BHO9c4hEPRoCr7sIFBIbqtjBDms2Qf5Mm8hadc4NCf5yBvu55V9v8hm7DBrO15hkxwJxSVn9DHXnEO6ArtqsN6KM9c6ScUdpbG2gyVC57YnNsfZzhtYVUqIhk1fY4UL/kEypSvsbPwSfc03cF0NGLMVNgpZhirrPPGVLwAQ67QRepS6brFrKayMjy+8jFQE6zefARxGr7hkvz6IKcaoReIUtpzfXCGPUG16yjfitxT2Vj9BXk/hSR99+jWkFzAcOLxj5XHOjkV5221jBBI0VbBshQFkr7tMTbVJyBjDykPUvXfwXEFldLULnYB4wcL3FdJemieD7dhoDNgqCgLDDQOOqGWhuE3W/EUESVJeH1JKhLJKt38HQlfp+bGDOH4OD4mTavHtoEvEr2NFsqyP7SFAcGjqMm8fKdDuFdTzwxhOhnWtSQSFTjsETP1KheX+ccaYJactEGsl6a9XkN06lukRb24SrVmomR7M1iAEkExU8FQbxVWpigZ5VeGLF4d5OZvArn2I8cqXGFCv4gcqoqmQaL1MIyZwvBjDlTVm+gaYqYDWHEEqClZsnHjtC4w3JHFmcCJVpBAkmtu46fQGvp+gJ5jH0MYR5xUi6VXOXnmCvNnPequEPlmnWI+BcBnemOQ15SiLo0tcYh+pThu9uUzSj/IzKz/BeCdDzQMjMkMsukky2uYtMYGCZHu3l7sP7Gfk+FHaiQLvv/hVKkaWwC9zWb+fgjXAvsnTvMAtdHPhcIaaVAjUUN++pLzEYJAPk1tmFaF2URXormzDbT9Otxnq6O08xSZFxiIWq2IYpGRML6PHN6ltjJHZrNLsGeCwv0DicpNCp4EIJAWZpC1HCKJ1Lkan+dLuBJrl8Iann8A6s0YtGiYJTo/fwLOpFW7oBlxQb2fn8AQbOZ0jeoF/fulJDGymMxOMLlwnUEFzk3QiKlnpszA7S6vdQkm7xCI2lW6GZHIT2zGZKe8gZUsCAXI8xnA+/Dyt1INfrRHtWmy6YbXu+u5PEkhBJ/N2Nh+ME9Etnpy6C6udQDds8q3TaNFb6JoRYp0K+zfmqccSbHdX+GE+xHIiy+/tNKnF4FppiH3ry9iOIKa5KMDX/XOMFrZTeOs7yH/tKwB0t9YqmZ5Pd3CIc80ON/9XqKP/oUQTBrf8zg+wNtvD0/UPcHDpLDO9w/hC0NXLsBb2FSZ7L2IYL3Pw8OMEnsnq8z/O8yNf5aVjWRxNcGKyxWq3j8eKEk9IemoGesRF0TSCoMoeL0fTCQFKotlk00/SF2thNDu0+kM/kyvOMMUg/e46L22OUCov8zv/329wZ+slJtnNF29+Kx+7+QF+ZyIgGbX5sze/i4+88a1c2/aLfLXnXiwZ5S75DbZxjU0zz+fueoCv3vY2/uD1P0ctgIG1i2Q3baQT9qxtWoJu9hrvy9u4UuGLtXcytNFFBBKQrB0YIWLbvG26Q0RNQOtxtvlP0lyIYe+L4ukGm4yT9n3Ox07x07ed4Jl9Lp3UQ+yLa8RfK2B6NiftMeYCl92Rc+yduspzR2/HV3SqqsUz2w/ymdII98ivc//jX+CI0+FCu8RCJ00q0gUbin2vMv3UPJFUh9pUithrMYYqa9RSQzhalFYygSTJ+FLY//qMq9BMFWgpOleT+znFDZwvjvLK2D48Lc3dlReoaSkinsfRvQaJrcnRWsQjkR7jpre/h/7xbeD7dGemqDoBxa3lAbP+KFqyQa66wUDFYtGeRcqAi315AqFycv0043qSbkzBSRfpkQ7H50NG3Zpos7M7ih+tgeojXUGvuJtmcgxrcxtG3zU836HFcf5lLfSJftvEWLzK8J5bUbaSHMLeIGl3iboOSaeKa24jHgg2RUC0MQ6DPlGrQ8r2OdCS/NHbH6Ydi/Pgi4+hBz6KZxMtdLmPr+MJjQvjeyhF65xPdaibHtFE5u+kO/9Y5O8DCv8N8H4htiD7/5X/Lnnq8hpRpYe0ojBcWWOxEMUxbFrLcdKWTTsWJycbTEUHmcwXeOOSiwD69AHe0/48B9sXePrG+zmTeoCngtsAeD2P0pBpYtUMAIZdJ90x+VbuBPuV8xhLTa6Vhji1fS8LuRI3nHmWjhth1LERgYOvt1g1V4mgM5SoAeBsLmEYW43/hkdEmkg1LB9pZo12coSgKrnWM8G0u0Fla0y8GlnAbFfwFIOo9PCzcwRqWH5Pd8qMzs1QVU1Saot9+XU2tQxG/maUbgRv8lmCZBb7+B0EzYu4UlIQKktqQETbRaGTJZbR6XbDiVDXo/NEvRRUR6kokk1xHQaPQ2sdnvtDUA169t5GIh7uKGqkUmwUdTYsk203rWNH1xmSKWrWEHZqjqqxj2r2GnuMl3CX74VuEtVtY3VSRGNVSl6OXHWRq6kocT/OqeZtvKbfiqOZ3FjvsrcRcNny6XQm8bUdKMk+Jl75Cve9/CJSCPaITSaaZQar61zpHWGWHXioJLKv0Y1EWBMRdCdAJj0qPT/Pq2MfQOo6CMGiX+A7XhHfSeKZdWglWesdId+qIwON/Q9lufmNu2koFuNBlpGZaVrZHvrsKRzdIHCh92qFQ6d/nw/85W/zgc/+DhOTF+ikSyiOha25tKSBjqQpGmhqhNL6MpV4irzVwjXivJg4wcGFWQC6UiEiXUqpIs8VNdq6yVvWv4XXVQlM2Dd7nUSnxbfuvAW9FebKlZEpktE60Y2wcjwjd6AK8LNLRGRoqCuygqNJon6SNSf8ne+brvLkriavDnyTWqxLNXEPgWPRjPQS7czimALVj3KheoQL138FW8Kj1RPEZRSp2zxc/TL+N59h6lOf5vDuPWQ1gS4EgW+gCKgOfxtDhLRsXYlSWNugo0TodtJkOj5Ck5SlCJfbby2wz254CKFyZGGOcr6XWa0aVj5Uh8DOIiUcrl/D02LE3Bin49ex/DYlXcGyQl0p9O/lAfVRCmttLon93F99kQeTGn+4mOdBQ+NYaYV4N44vNBKyDyEES+1pNl7L4U2ZrHcyXG/fz4Y3TrNssuaH05a3R6ZwZQSUEnU3wo21s1wRu4iVrqMu/zHxvgrXDUktq2HF4pzwO1j1KiDJNEPKjec69FYbxLYnuP3uZ8jLDR71bmTliiTm2zitc2waAk/VyK+H0zuDnjDQ31cZx7NUhozLZJUONbeDv7WzaSKxxMPTZ9ACny/ogzQxSQqbZTsMhgfceZa3dv6+/pLCheQ2yhGVvetLCKdDtNCl0czypHWAdTfFjfoshZYgQFLNh/2fEcsiaJe5rteBAOEdxpKSgjaDOXoLAKKzScfrY4WAVGSJjh9genUCI8MfvrLGTHGAw1cvcUsmwaWLs2jmIRJGHgtBRTQZcPsJBIwYm9T3HGDMXyKhlGmKLnHHJrAD2hGfRLNJrGvjJIdRAgNlXSGVqNJVLXxUWsKlpxPFDjQSfgHV2Inut0nFV3BqGm899R1e/9oFajGFVV3n5PoiHTPK8qFbmesP14BkGnVKy1PoUiWlXaOcr5P1fRKBiuYKdu36DdwAmo1Z7P2SmViUdqvK/uxtHBQawgmIrofVtMzyBWoix5VYLxflQXZMX6ZJk9PJyzyX/0NejsCC0yUlI8R6wumQ40mP97XivGfnexFCoJdK+GaEtN1muLIGssukfxJNLXD0/At4QudK/A4AGgikZmNf+QZ/HB9jJQO61ND1GjfEA4SA5lwvvnMeu3MaKWGMaWpuFq82jRM7CkKQDkLqWmt9B5nVGsbQEmPXp+m7tkZ/rUwyUFFQcKXNfdkiX+xvMJk1SUw1uVIcobkYwQnCZxDoDWqaz96gwL7RNXrjDgcUk4giUJ0n+af8NolOmwOXX8HXJaobQ0iPBF0++LUP4igOk+o5cF08X8fxIxhyjOdXbiEZQFad41+kHoVWqK96KbRz0WabORECs0HTZ2Pkg2hKB3FTlXJ5kJeq+6i1Qx+fSlxhoGbwzA33ErM7DFz8HJ5ukA/qHAlOcddcmc+PmvzW+/4JQkpuX63S9ExiWmh7Xouu8f797yf7zneQaDXJew7LPYMIIYjZLq/1DBAAt2b/7mFfz3iWPT/8RhpLEe5YeRHbjLKcKfDk0Z14nTy1Vg/F3PPsHvwIbg8svvSDaHKVyZ5FvnzkHo5fWeXwrM+zMYHZrfJMUdDTyaHFfLxsL3bCJbWZZqgc6nm0XcfWE+zSlxFAd2t7gGpYNONDJO0m59sleuptRsrLvLvzRf5N9V9w0+SjjFcqPDaa4vF77uLT9z7EiLNAb+VL/OjiD/Gh5k/yXvGX/Lj8A/Z4Z/j4r/wk/+r3/gU/dP6b3Pf0l3h9o4EagGm3CYTgEiqK4ZLTJH/VOU5Z60XqawyWPYJiFJnUeetCGaMbI6KlcShz/Vp415JbdeS7DzzOAcfhOwmdae0VRjdTtNNvp9jcwF+LcrYS5876cdZtSVCUvPuxL9JM5pgePcBs391c6h/jofZTvMH+CHiC8XaNhUYPEsFabBRM8Iah8SYPKaE2kyTSDCg2awSKwkyPRicZ4Oh5hiuzKIHHM0du46O3v5Hv3P56Pv3g9/H74p/xhdIbeGnbNlSvyf2V56hpSXKxZfShcQaMAN8FoUImvwNFVXnoAz+P6tpstmq03Si5WIVUs8qsOoweq7KybNC3buN6mzTcCs/3JdjenCUIUlyKvEo78wp2/wiKroHT5nDapq5WOdDejp0Iq5CRlkbtwizLPTfSWd9JLD5HXC5TtaNMRcLqd2Sxiur57L/rvvCSSIkSNEmKMO4otdfwjG1EgWXhE6mPoxQ8UnYVO53nkzv3cWrPAd4wN0WuFv52IvBIFTsMsMRYdZULI7voOAaqmuF4Xz/Gf25Xwj9i+fuAQh9YBy4LIX5DCPFeIcT3/qev/0Hn/D9OZr7zErkgTUr3Gdlcw9F0rrKL1lKMlGVTTiYpem3+uu8h1EDyhvXQiI+IbdBI8D7rrxhavMxj+9/EudEDjG7OUVI2uBjZQalsI6VP39oLRNwo307eRIQu966+DAKe2nWEeLfD4XPP0fai9LoQKGHF7lzhFLenE2hKSNXIqkfYs/t3AUhmwobZYGvAiRb1yY2Ew02upQ/x2lATIwDdTWNE5tE7Ic1pQK0TGT1FdOAVFCTNYpH+5WVOqdu5Xs/zK3f8IlFXco+ZByNAnL/EpVuSvJzu8vSJTVYcnx40NlWNQCtgJB9EjTcQ3V4CAmb0Mj2Gi9fJUVED1o1pLgQd+LM7YO0ivOXPUMw423ftIN7y6MTjtHst1jolfv3Rn+OpRp6YmsZaiyMVD+nHWdv5OWw/RfJqOIp9tjCBZaVQNZe80EjX52kZBhuRCMPNw1xIh2DidZ3tLEZsFlyJ750BXPSRW5jtH+W7Hv8qWUVlZ2uGQ9oyPZvL+KrKZKmHNX+InXKK71/4FG8OHkWRgmt7bsCN7MXWklwubAcpWd/YyRUPfKNDoHdoBDsoZ5Jkum2aEZ3DfQ0ip/8CO6GSs3x2XZ0GGfDdjTr5hfcTPbXJwBWHxexpxI5dJA2XtNFlNTmOYndZyMZZEWa480cPv9NQeYOOGUVVfFTPQwqFtBWyyFtCI+K7mL7Ko/0aRbvGHdWXkbaCaygkd49xw5WLXB3aj9YyMCICXVM4frhDaYuKsh4cBCA6UqPlVDGlTk0P72NKmGw4CWJewHe5o7jqOr6QPLH7HIHIcm3b27AieZKtK0hFoCs+ydEVuu0rfKpiMGzsQfMiWFh81+e+zk996iO0/vW/YniwSH+sQ6C4dKwo5zsqQWoOjSiKCIhJnb7yGmtGASyTdDsgJQRrrk4xEMSNMBuaaITB0sRsSFl8rHiQFC5N4aIEGu0gz972dTxDJ+4laMkWV6PT9GiCZiOkOa0txxicXOLC4QeIB23eqp6hKrp8LvU0elaj5Pays5NASMEJ5zht4dAXvcD6xRyW38OxRzo0AknZHaNbq+MEXXyrgkaOonmWQpAnkAq3109hqxHm1CGswotk1c9jG6tcGjJQ/IDb7F6QEIvVMLshOBtbLICIMXx0EWmrjM1Os6gdoKJCW49hbV9gXg0ribnVFQQqjfQahm/QWwvdi5mArB6hstVHhUiyO/Iqdm2Me1Yv8aWWQjkTpaC0WbRD550Xy8wlw/txgzvCc8UuQkom6rMoXplYT5eFWp4XvD3kkpsMmA4DlYCO3qaeCXtsY5aFAngFn4jyGlZwF3YA/foVitsfDM9SnQVZYpEAQ55HAfROBdfMMnWlyszYHg5cv8rXfvk5lj6hkbV6OX57SJdfU69xDJ2WZtCnrFNN9TIqyiAkthkyLWwkXUMSb4cJMT86gMo6xiLEE5vYiktDD0FVcmMr8I4cxI0f5lOD70QvCmpiGFSVQksjWv4mumfyfZ0VNNtnPpHghd1hFPxTf/1h4htH8bqvUl9eoueqwsmmwzH7PKfTu5lb+C1Ms4BmSTZ+wOcla4j+okBPjHBrNIpfMBmeL6P6EG2dRZEBX+ZhakqGbXPXCHSDjtqhEW9yrWmRUM+hcIhY8QqdbgJTczjl30PpeBhw6T09JCvLPDZ2kkMLIX3Z8dtEuh2y9U32zZzltHo3UhisizSX2cOvnDvHmlngb8brnB4/wmtjSVLRg6xTolUJEwrSX6d2LbyfEb9LQmng6+G9GY+ex2nl8Rr95MoVLnhNaudNlLhHrtMk68SQUhINAqJteKZ/HwOdgBtW2lxP9CIRiHY4MThmT1L0fIS5m4z2ONr8p3mo7LPkBMhMm/7mAh/4xAcZK6+BAE+a+IpPuX2NTD1DYbTA64/dQ8xJMZqMUreydFoGVXQSQiDVJjfO/jH8/h545L3Yk78PQLzR5lqsB8/TGVAVKpU1duf+FapmMzd9AtWPsNwOv3+0r4wWwFL/LsrZIkqnjWlbJEUL143w/VdrbK90uTS+g7HNFQ5XY9Rdk4gaEAiIj23jgdEHMEZGiN90E0OL81yJpHjn/W+h0LJ4KZogqgiOpMJq5t9V9t6/i9LhHdy6+Sq6azNd6Ke/02Q9IWmu7YbhJeyjAeeW3kx7/RCHzE/STdyOqxq8+7GvE3MU6sJgomHxVKaL6YS08k6xSLeUoe1DoRXaT6W7RNmOMmGE4FpEW/idGIGrk82ucmW1hCcVJtaqpLoWRNr4rmTnZp13X7zKX/3eh/jdD/4W7/nGl/ilmT/Hkw2wykS6YWLM7qRZNDKsFrJMLC0ysbnJocuvckssBKX58iLlTI4rfggsHq1pPKc/yGjDxI6usW3NBUWQLDuMvhqhK7pEFZ2I41FVfEq1Nul26E9IBBTyCm3Vx9dKjLbvBaFweHKJ14aj/EVsiGR1AqOSAA2Orp0m3lrhW7c8TCuzi5NTl3hYfAzLyoTPxisz0KhgaHGiVj91O4mUYB8MQajXNdE8m7GlHLorme6LQDvGTMnk377pJgJFo2OY9FU3eOixT/OubzzLr7u/yK9s/gYf+OpVfvLTv0PRrdFSovQXFzjfsBjUA7wt3xaLhUsC0j0livE4jhmh1YlRSDXoKa8wbw6g6DZjVpukF0H1W5yOtJlOa+xZnWNVHcAnwkpiJ7G5DRJTc+jrTa4Xz6AYGxxpb6ebCO1nd+Mk9twSm7kjmJt7EEKy9+BrRJemuLy1iibnVeirNendKl5gVVEUHyOWJxA+pWaVQMvjRXxmEUQaYwgBpdgST5+8kY+84e0cu7LE8SvrqHo6HAAfBKR6LZymzon5GdqRGKeHjnBIJJjoBIjI/6HTR4GPAieAfuBfAH+x9e/+w9df/gOe7f9oKah5VFQGSDFQ20CVHqftE+Bk0QLJejpF3rT5TOl13LrhUVAUJAG6iEAtQiq2wS2vfIyB9VlcRWH/ZtjD9WL8CPGmRHfWKfWGijnn78VF452dl9i+OI8UCkeuXUQLAjpehLgSxzFtAlXDMto84GkoW0MZSua95HI3g0iSToe9dk0RpvAj6TTpg88TzZusOBEujbgcd4eIdsZQootIRSMABpUaBT0JRgslMJgbGMJwXfIrdcp7jrKYHSRQUxx2BHSmCCI+jx+q8G97P8eXt/msd+ukhIKnxeiyiR6tIpSARHeANXWNrpujR3GRCKpC8p7ORXY8/ydIIeD9j8HehwHYTG2SrYYB7L7x5/nuw0W6Ms60W0QVKlwOMz+NsS8jUpMoC29mRu3S1XS+cfgmrE44gTQaaZFohc/iUlqlu7zBUi5GT7NNn5+mqTwNQMxcI6K8hDZ8ksmxcb7wthtJrZdxnQATj4VuBqRktZDllHOYvFKjd7xK1tpkqTTEF3a+DbP9IkV7naneAXSni296+ALag2HgUmlF8DWVnNXGcLokzv0pfPOXSCgXkfUlot0uTlDFW7CJKCam1qWjQLq+j1zmND889jyrQ9sxVFAcm0YkzbwIKZxNI6TyjW7WAFhL93CgvkhS1vFFGOBvCpOk77O0vMEzRY2H15/CwEPYAlvT6P2FD/DQyeO0iZBqxTFTCsm147jqs0xsgU7fG6PhC+jvsmrNYPjQMn00qZJXBW03xl4xS18lStHNgkyxlJ5Ej19itS9cBh6xFxHCZ9sNf00qtcRq/HWct3T2dweQjoonfDrlXuZ3jGB0OrByif6oRyd9lTPXT1LupFB1G8+sYmoB2UAhU62yGOkh322SafukCFj1dLa7CmokrJarW5Ros16mVF7m6eFb2KtuUBOh07nu7WGHNYUVUdBkOOCgedDAUATe5hhSeChqhsz493N5qI+HWqfxotf4LFP8Rf+n0SYu8qv7f5Zzyiy9WFzG4XF1k5OFWZCCVtRgcKbOzslPEATgNdcxdAhq87j+NiYS30RXQ9CweyPs9bjq72UqV8RD8M+1r3F5UGV8tcvqCzajWpRYZ5DNRJjf89wNEts11EQdZ7mH4uwSCINX0sepiB7smwPm/TBZlGp0Qc0zl5phtyMpOiHNZzVxEEXouIk5hDaAaY6Q1+fZcHZwv/stkorC9YkR4sKlRRqvqxCPbLAYC0GSKlSeL7oMdle5VsySycyg6gEvVW+g6JQ5ak1iB0MMbHrYokKguoggwLRtAmCXOUtK/yMCFOKKIGYuYRbCXl9ZmcUkxyIBLf8KJ3Qwuh1sM8u7WiY9nTE032VAX6V88hzfvP2PuPGeveSTEVaUdfaiUiNPDxvYzU3yikNXmjhmhWQQpZjJ4akSwwnjB2H0oCnLJMsemmnhRuo4A6Ht1ithoO9ER1mJ+QgCIrEWZSWsGnmRGKnqOdTNryKbJcaWOzSKJgtFHaQksVrl8PwqnvUdGlmXVEtn4MwovaxT2d1BSp+jO/6Mwd8wmf5GCdfWiN80zdyuP2WXWkMf1BlsVelpRYhkEhyqOZwS4dCtkdUZhFDpqhab9btItDW2RV6gI3YS67lCtR2ySeZbg6w3woSO1tODkAGf3v8gphMGoSnOgZEDFG6ZeoyWSFMe/HM+n/0A/4/4TT5WuA+k5Eq8l5cHSnxn5z4+FvsFflr8W/7l97yVD7/rZ5kaOcjGayXsQGdIm2WuEZ4x5djsSk7S2NiO6UaIdrucOK1gJD2aIycA6A0G6QYBvTu/wuO9BtV4jvdOtTihNUk4bVYzSfC2KgBykze2WlyJbyOva9x8fRgjgKvNTUTJxarGcIMOwRY9rCMitCM6e/Re1EDlXfe8ix3jYYLiaD7JWjeL0MpIQAsUTscPwD95BY58H52lp7g+FPbJJms6y8k4nU6ajGHTjoNzS5319XHczR28vWMw1x7G91W8IQ/F3aRY93ns1jehyoA9V88QVZq4rkkGnZ949jIHrl7iyNwVim4XN9DQcVlPwwdO/CyqEoKZzLveyeDCLNcbLfRKFaHrPG8H3JBO/C2t/u8jN3z/jaT9NuNzV5kt9FFqVLk0EoWVkEJ6xdqH9uLrGIi8QDpYphu/k97KOfZdewZJQLKR4KYNGD3zRZRuyMxYT6jEr56h1BgjaoVAanzJZ6qZxVB9IsJHxDt0rCzMZEkMnuO1ygBxAgyp4PlFtEiDauAT8yOY6HyitIOjkxc4s2MPnxl6K83IdjQnIGKHNly3s2yIEpVcnETXpb6yyvD+gwxUJI4KqcU56qlxJrsKv79icrVm4JljTKya+EqX8YU6A+su3/tiG9doYEYuoCoGO7amnw5X6yRvDKmatYVhDkQ9JsyASOHdyD4NEQQMX22wPWnwaqTEo7hsXwjv1eZOlV0LrwGS91a+wT1L85iRJoXGdqJqAt29gPSXQd+LV34Dk0/9PIEb+l2vkUVT8pjWOsValqHNFlf64RP3H+Tjd6VYz+TYIS+hSY9Io8Lu6fPkypIROUu/vojZWaHHDtk+bREjqql87JWX6dcD/E54p8ytXYQAg6PjSN2gXdEppDr0lFdYjxTpYnJ/7gpSugTS5gtjCRQp2bleJyY7dArrnB0YIyCGwCVhdWiLCIZRZnt3nFZ8Druhg38DVjSHq8fJNcfxPRMjYqDaFssitE9HvTlGy3X8i2cAkNWQxqrkhpCGR08tjKvqaYMrUhCpj9EgxSdvepj/9w3vYni9zN3ndNr1ElKPIQJQkGgFl07ZZKC8RKrT4jv77uCY0KlkVITyv1ep8O+j6Xf+HV53/UMf8P9UOf7QThbz0ySCKIbvsFNe5jSHySlhALeeznKpb5SykeWNCzZBy8WPS4QQqI04RrSB1B3e8vWP8r7rp+kJrgEwq42g2iqx9jxD94RVrp4KnDf2cIjLnDh/mgML19k9fYWOGSMjFRSh4RgVFpOzAGwvT9IpbF2NZjjSPZI4CVuN3k0ZntEubqMvbjGRs1Gik9iG5IG1N+HbfUijSSciWPazFJQOndlbqdZG0XyDmf4+fF3n5MoF+u55N76m0yOiaED72U/j39WDF2lzQ8wjG5hY6WWigcRRNJK1i8TN8JzF7gCTsQVsa4iUpyKAn1Mf45erZc4bOq++6d9AXzg63Q1cHtl4hEI5nAhnSHjf7Gf4gHkGJ/1ZABItFc3K0ylcoOv0oK/eQZkqG7Eur7v6GJ0tUOjF1ol2N9A8j0splUQQYy1V5HhdZZVrDLTCPsZ0bJGE+hiKkWCnm2HzjhgbN0nsXIl6R+BvgO65OLrOz6tv4+vfPsKnX7mTP0jdyFfveQcJf5NE5SO8fv0J5nJ9uEoUIga/EuiUCmElotYKHWOu3WBwbYnu1HMA3OH+CWuZPwMg6Jmh0+nw9ugRRGSeiiLZVdvPmxovMydH+ZIM+x4Vp4sdxKkRTt201HC4yrZqWPFdy/TyQ/of8QuNX8PWRLiOwoiRVyVfbtXxFMGbVr8OgHAkbVXH3H2Y+48eQPM9Mi0BKZ/Mwl0EdDg+EX6HpK8w5yWIpAIu1p7C6pbpqgH9bg7T9PAdwQ7laVYP/RHvLN+HH2RRvQ0io4+huS1Ur41nOuza/Qzx3CKrp76H58qSweQgxSvLlK49EX6/e+9g8KY6nqIy//inMO0cK50Ik9kLNBshdaubmiWuuOQDBaPt8Pni3Yw6KxxQnkFE6qwi2eGCFQ+pkroX3gnLa7FzbY7lXD+5aJuqFurPlL+bcfc6viro2qGDDPIRAiRRP4drVhh2b+OFvSNEvID917+GEq9hCg8pJH++8izraycIhGSbOMfP4fKYuUrKsOnPNlGbNR654XYm1i7Qs/IZFNsiXggI6gv4op8RY4rleAiu2g2NsdY8F70DbOYFnw1uoZBepJ4w2L0UsGPum3RWDqHXx+lph8OcG1qH8dteQlc7BEGRHVPn0bwmk+mTVGUvdtbgesZGkZIBmUDXFLrRFU52y8SceQAmI/cAkOn7LD27BznWAxKdijfEnutv4/Uti5nEGCupHBnNxm6aGPEaHSWJjcOG6nI+1cPJ2jmeGN9OoRAGUFdqE9y3+SS7pmbAz6P7oPvzoDRQ/HBSZycWZS/XOBuJAQqGIlCNB8K56kCwtoSOzqbhsdnd4E43DHLm0hnKWY2/vvsAUggO9G1yMfc8Q/mwIjU2OsqiUFCQVL1jFGSDvi29X1RNXL1BxikyXCyg+hJFChxNRVOKKGKZ1NbQk0hqg9rWc1JqaYQUCCXJuuqSN6soiqRqh/bW0wVL/YNI9zrPLp3lyMY1EALDC8g2y1wfSlHqXEOJHufzJ1Z46vAGnmXyqdWDSOlw8MCfwmvLeD44m710Sy673QrRvpdZOfHzvK/1HJGj72dC7GElVmXHbFh5KdVrxJ0Q6CXpkFvcjhFZY8g4TTtqoUWatL0YgVRYbvWy1tjqKeoJQa6VSHClsJOI4xGTkzhGBtXYBZsNHr7wONHmN9jf+QK/IH+dn/3Wh/jZP/tV/uBXf4Ev/cmv8T0vfIOfuPYY723/BcfPPIsUkq/e/TCLpLGXDUa0Oa7bYeX2hvJ1dLVLc3MEzQsrWzE/ILF/hIJM4wmVXko47jLN/U/yod0uI906fZVrHJFx9FwvC8Usiu/jKJKoH+XNzTaT8TEy6hvZtrCTzw3pyPYMWrZKe4vC6cTiqF4UT9XpRiJoa3X27t1Lf38/uf4QzIzpBht2Fj2+SVRKNAljwyko7qB60zs4c8MYQW/4fhnXpB2LYXVSmNEGuyc8Ak0wP3eAZ0SSSCDZ3tpOp5PGy9kUKpOMrguW+kexIglGlqYwtDauG0GXGj2rs/zkpz5K0muDt3XXXJdWf4ZbB27l30nyzjsZbTWoorC+sUFz23YmOza3/B37Cf9TMQtZPFtl/9xZLCPCUipJJO7QXtnPMxffyuULP4YAjif/mmezRwn0HFrz22h+F4x5hqevYp//JPG1OapOqK8bpTiK7xHYXfKVrVVNwGIsXN6eMXy0aJsNJ8da9yG0aBOz0Cbv6FSTadqpEqphsaC4IBU66Dw9vocLpV2s9PbxdOoAnjFEwfOJ2GEiI4aBpRRwkjp6EMDmBrtvuQN1eoHNrIrmuJRz+9F9nTlPJR9kybUiJMqSVCxF3J3jfU81wXNpZM4TVUPwP9iB2y/P0044JPQwtopIweGrWX6oIPkx/W/o9iik2w2WViL8nPdtilR5AZ2dU6FuzR4OuOmqzy994xd593qDYqyDEDBW2UZSz9H1w/dN95zjQOLzRJo9LDz9k9jNErPf/hcgikh/nbNjq/Q3p2nGI1QScP+rbf7Zo3XutJ7HUU2KtbDf93oii+cZmGabwF7E1EPw56oK+cwBBtJLGArYdliQiJj/HhQO7NoFQkHUPaKKQa66DEKwwDBCTSGDFhK40JvlUMXFdFUKosJcM0Et6uEYSQjaGNFVat0CO4MYhjSwYus4tQi9AawXj6JKj3pKpbU5gQwiSMVAi1gEgcIBdZmMrtI5Fa4n8xdCPydK21FjKoVGC6RLLZnkugKP5VL8vPxDXuk5ytuvvcQvvfICRqChiCK+okHgk45ZKFEXazPCuqqyf3mahb5RNtIaK3rrv0l3/lfK3xkUSim/83d5/Y887P9JsuHr5KNdVASJZIXD4lVWIv2QDJVoPZ3jc/mj9HbrbF+yUCREBsIANGKF/zTjMSLdgPTqLIoRKq1ZTyIQJJUq2dtOELE2KFV9XogfpKAtk+m2uWn6AnHbomkk6dla0uoZLVaMJXqlR7qyQntgCCWRwN8yvJncHfhboDDip3E8nVakiirgdtlFy51BuAnGoy1aW7vFqmmLa0H451Nth5pjoigST9eQe/dxcuUCs93Q8N635rEZ1Akai0TfcIzdcY/35B32ZprQO4P0BYZrcdP5r7Bz/cMA5LoDXIvO43cHSFih8z3gBPi5Mf75+D4+OPnXSBm+/9emv8Zyc4VCeRkRSNrtNLVnv0ZSUbGCcJx4So1jNMJpgpVrb6G/7tDFomrWyNU2sewUvq/SiS0j1Ag9m6tcSisEYheWqXOoGvDRfINWsLXfLraKqZzBd6qMxSZ44+XLrGZGiMXqZFbmcLqCbXOzIATtvhg95QozsV6mR++nFUtxa/eD3HStxT3nnyUQCldGsqi6z6jc5LgVNrdPR4ogJXGrxfa5aZK4XG3kMdyAsaBMOQWFgQUMo0NkSVBKztJQAr7XO0Pe9/hq8EMMijBAVZwuNRHF2TILtho+u34FCo0y65kCmr9KtlLBVwXCsVnTk/TGo3wqZbC94RBrtQl8UFxJSzXw9RR5Q+MGt4EaSLpJh0h9gog7SiZ+Ct2zMAON2aCPnOHTn95E9QMkgiE3i2XGEZ4kNgedwgVORAWe7EHxypjFTfZf+HOG5j+D+tAqhcIC36okqc3cxNnNl7n1eosD3/l/MCuhE27Gh9nbvcTq9hEKS2E1dKY8SD2xQLNexJfQTU0TU3wiUtCOlvhG4mYuRye4KflxVLNCJZAUfJ12Yh0ZgOqHGchmVKe3HQKKlUKelmoQKA5lf5T+YImo36W4tevwpUtfoiEq9ERStJU5FlN1vt6vcuvUHHItpOUOj70AEp7Kx9DrO8N+KaWBLzR6C3N0TYXd0VVQFJKay/zoBE09DOJHdvgEtXkQKgk/z7oSZqSvdA5ya+M0l/R9mLrD+fRBvtZzM2oQsGPJZXXgBFIq9N36e8Q6MwBc7muxVUjgWnIYw3MZKZ9lI3GEBml802e2J0rJChg0eklnLhIIwavt76WvG8dTTTR1PwobDIjzDPd/jP25D1NVw2pRyk/x/VdeISsrPLHnONGUxGrFMJINFM/kNXWaZ7VlpFB46+oT+AjSvQ3qzRRVJ8NM4SaMzHehBlsUne48jlxDCbaq0BmdHHWeSe5DAdZcm0jnJJ2zof54q6F9a8cDJJI9jdAWFN9+iPZ3j3J+TwFz927aL73EbGOWsXRoH8Z37ccVGquihuMcIhu02elfRQJTpgFCErGzDBkRdG+rqp4voRKlJVpkdRcZQDKxiRkx0ZCIloIiEijSpRpIRmLhGVtbtk1F48pwFT32OtzWPNuuPMF9L1cYWZvjXV/8CyJ+h07sHtTUOCiSRKbOib3ztGpRrn39OFFjN61vf4fZoRKubfP2H/ttzNko8ZfGUXyT+yOTaH2HMWuwpm+SmAoDp8PXrmEb5pbtT+L6ad4Q+z02vO20M2fD5666uGIQTY3yl8/NMrXRQusJA/WILnipby8py6bVdUnYi6jmMVaCId564WkSzcfIOS+wn3PMHTnGQ9FJSo0O5oXrDLd8Mgtw9Fvz3Pby4+yd/DRqIPjC/d/F3JkQoC+kQtB80jkV9klVe5EyjtunM/GmdYzSfhbUCgQJEkLgxU/xtLiDZSPFu6ovcSloM+TmqY/EqUV1Ci2Ljtamx04x5AXMR0s0XzmAEC4fHjdIGxcRSkCr248EfDOC5qQQbFHmuhZ33RXmx5O5CJqhkPMFlW4WXbMpKiFoPrSzw9lzP8xrp99NIB0OnPhzlHicouvTNUw6nTSa2eZQ3mdpYx/1bo4rehzrwP9H2ovT6WQIEh1KGxcZDnOdTA9NMLw0g9BbuE4EA41o+TpWNIoSA8sPhzBFHI+xAzcjxL+vYghdZ/fu7aGtWF7j3OGjAH/nITP/qQjDoNONcvPGKVTf41pPH9+/pFI1NNTL97FrRic19DS9ygpfHr4X3Wvje6/RiBjIyqPo1a9iawbXD93KM33huVKRrbU8tkuy8e8D7qYTp6NEiOpRtJhLs2vw/NoOAl+Q2QaueSsrvXlqd4fxyJpw8ZGUA5VSZ43d61cZXVti3ijQJ3V6PR91C4iWNQWEBpHQH6Ydn4njJ+leuYpIhLq5MLqDXDe8j3HG2Dtvg4Ad+7bjptawY1e4mrwOSoBB6I8UI8n14W388vt+hNZMkWTQoGXGmbOHeca6j3GusRzrIe82cZZiGIHLv9Q/QtnTSay2EQ2o93uYXo6B3WtEynsgGf6+WjNBUg/jkPVUH+f1MW5NfJxvpOaRWYXlF3+Q8UyTibkXQdrELIfdK7OcOP0JfvOzF7jlcpmOr9Lz1N0krICdM4uAwjVd4LoRDKML7gxGKoxFA9NndNfdjKdDHyQDAYGOpv37XtRiX7j7UbNsHDtBvB32As4xhhKz0WWT5dIQ9USaY3PzNIG8rDPR2aA979I1E0DAnz34E3zRuosD1jhS+IhEk6CeJ+OssFE8TK+0eHYoyhWtDzO1ihGPYpgVamTRREDmSIzOqbD3OFgMae3q0B6MdBTFV9CdORrpHtpHcvzKoQQ9bp1/Wf85js+scTj9KbYfrOLap8P1sr5LodhACGhvxugAO1fnMV2XTw8bXKlM/Tfpzv9K+ftzAv6v/IPI6YUqh5wepiLLZNIrHCJcnn19IAw62rEILzutx8IAAQAASURBVGQO8tbla0zHQocc213AwyfihspuxsJsqO35GGboaNIboZHq21nEGBgg1V6gty55In8MgERWgJQYnQYNI0kpUIAAT2sTJBr8iGgjgMyxX0LN5fAr4dSmYu4Avh4GvSkvge0quHoTKSF16q/RYpPYjUNcXt1Jqz0BEqxUlfkgjSs1HLVCTDj4wkcEGslD+8BUOdUM3/+2DR/16reYvOEkyWwfQ3pIX70lX0dJTeH68L2Xv4HhB4gDh8EXaN0c0dV5gm4fiWYPhmhx2roH5fiP8N6DP8yZjTO8sPwCfuDz4fMf5ibnOBGnheF4NOollN19iJdP4XYr+NInrmfQZu8kO3cf+rXDrKs1AHrow2hIAhS6VppmYgVDS1LaWGQypbBSDOm02YUzvNQ3wFVlFxHRwBAuUii0G6+SSI+z6w2f4Nj2JY4c+xr9wzO4isaB0+cB0AdMYp7DM/uPMze4k9tf/Tpx5zoP73MQD6yxTV5lamKEm27+G/z7f4W1nZ9B+DpT2SJpq0VbNxnwwyDyYr3Ex7p3U8o2cCZsVi/dSyraS63Wx1E1YI8yx63qY3w2keaI3s97hA9SIlyfpoiQEA6649BVwkRDXI/Sv7HAejJDq5KhW43gawqK49AiQbWYZymq84HrcyzQi98NUURX02hWwmjlVid04GtJFYEg1TxBt3uFjOcQKArTYjuKAHu8jud3MXyDATdDbYvCas+UiEd2c2r4S/iyhCI7BKkWmcY10ne8RGx8k8WlXXyl7eEMnON132nxpr9cR5a6WD8W3rHNpo+PTnLPBmbkAC3Nw0bFcJI09DarrsBKXycmQuffyO6kt1zmQ/kfIalusF17At0DgcCPr+F3QY2n2ZBrdAZG6K0tk2nWmO3pxZYqntah65VQCdjVniEqSiiBgle8zlpriqxZIrX5cf7s8Dkg4PilZ7FrIciM9M6QclME7iJx10DFp4tAStiRnaIZMSnpbSo9Q8j2GtcGi9RNhSAaZVBZxG+FFQE3GGdn5WUCEaVmFzlZPYut6kz5uzi6+9t8tu8ejllnGOyZpqGlUYdewDea1OPhnV4tdSBURZ7vCQOzg/PnCJQY56I9CNVnPjFIX7NDX2ycLw6HgeRK5CRle5ZmtMA4Bq4yQ2/ZRgkCTNejHOwgr02xeuJf086f4Z/5v4Mi4eLR3bwijqMnOqTbkpfjmzzeo1CyGxxrXGBi8RrxPovl8hhH5TqHOtsQQifqQjUGaB5Ck8TbTWw9SUxz8FE4Hw1pxqtyHjfXpvq567hlC68SVsDIhwF9bjOkhU8Vcrzc7HBTJkHixAmsM2fwrM7fgsKx8XFAsmAsEPW3E5MONyqX6USLuLqNCFQCJ4nZlkTtELA2e8L+mjXhk4p3UStREslN2ppOTpHg1JFaETvSpCuj9MdCgOo1Q/svhErHqKOaezhz+B14nTYHznyYhx79KJ6i8Uj/W0jpO0h1NsiKgHvbHaJ7asR2S+yNGn/zkz/CyrefZCabYMeNtzC2/TBfk3cw1KpBfZhmbJaLZ38Xb2MeBAh/hve81uY9X/8CzcTWKPrGXlZ66pBqMtW9ET93GadVoBDfQDV38iffc5SNls0b/uhZvrpggaKQwuOpkT2kug41L0pWeR5FKxAPRijndIRI0vRCqt6O1iT6KnQ0g1cO9JL3l9hQOpiVfSDi7J2d4p7XZqlmCnxx17tZWuijmtAQUjIUv0TN7SFkqgYMHa4SCPDVc7SFRaaVI6IoNHOLfIG3s92fZn/Ph6maYSCbUrp4AvprTYKgQcGNsGoMcMe6x+EV+GZvhYYB6dh1APzNQboD46Ao6G6KgLBv9NDIEPl86KOFIsj1xdFaHpvdkHmxIz1P6cgncOT7qFZfZNv4z3Hyxm+RTh9G6+0l322CEH/bruBLWJ7ZxXyQIdLjc3T7Jeq6jdVOIyIOqe5VCg0PzfOYGtmJ6dpII6SP6lIluTlHJxqjT3VouaEtNLoBA3tDSu1/KAfvvAOAWdXk9LZdpDSFA4m/Xz/hfygdL86oVmZ4dZ7ZQh8jbZf1fIdcoGBpPgdSTSpGipf7jzBWvsrNV3I8u2MQ3+2gxO+mPvwORM82XkmGz+6EFeqr9BqoQYBlhPfSsAOux4aIRHNoER+7A5XadZqLcQrja1TTB1nNb8fdoqSnrLDStoTK3o1JVBmwd+46gVDY5rYYdIGOg9EY4mUz/AxPD23ESE8faruNv7lJHJONFLRHShQbowDk7TH2zTv0TmQYnxgLd3vWnmGEVYTr0FHDxJ9IFKnFFBb7T/LLg79J2m+yahQ4443xuHofS84IVSVDPiaJ2z6f2jzJPeqrvLf8KLK9gVrWSRuSWn6FTJ8k2h7CSS/geToNRyGlh/dHTfVyNtgGwLHEDC8V9/C612fYbY9QjIfPtVCuo0pJM7lON4gSc9cQI5/FtdJ8/7calCprOGqOUXeOVjtMwphmAyO+BSFMj3TfPjI0CAIFRQ8w1dx/lHQoFEJfLnUTt2UiqGHYHWaDbeixTSK0ubz9IKrvsW31O3SFS8KP8tb4t1GXO5S1MLa9fWkS3DL7OxN04mdRVAnNPrqBjqfHGNAVzmU0WvXw9wjGZ4hELNaVHixvJ7m+FdyFedzVVYL1GWQA+vg+zGQknAbuzGDHigT5CN9/sczvXn+CgcwCNSMABKvta+j2aaQIEJ5Dsi+MkyrtHlTbwvA9blnY5PFeje7Gi9Ct/zfrz/8K+a+CQiHEW/6+r/9ZB//fXSaSJhNOifnkFJn0Kulmg3S9wgtDoTOxkmGm+961Cr9ya5zLCbguq6wYqxgyVORUVEcKQSA0DL1LIAV9Kya25jBx140IIcjICikLLqV20fAK3K6c49NH7yTo1mioKfoCAaKJGWnxln6fk50uvmESn3gLWjaLVw2dSD41gbU1jCbnxXA8n4jRYbY6SLs+icAnaB7lI8KDwCTSSbCRsJAodKXBoFJDFRJHOLiyxO/tOsJ3/cYfMJWM8vaaS8b20aaf5UO33MtfbkqKumSyFUcCsd4rZOvzPDDzIq3Rk/hFBdFJI1B486NzvOP8OTKOzlmzC0GSNeUwD29/mN54Lx86+yG+OftN5hpzPNi5AQBFBnQ6aRLf9XriXoDpaTREm4SWpb05Qs+V9yClwopSQ5MqJ1vbkV0dXwgsK4kbWyOtZOhdX6KjKTw+bJCzfTYXn6Cc6WHZHyauhmDI9QeQTthjuHL2EeLxRQJfZfT2BQ7ELlD1Q0NnZeM8d+AoZ24+xPDiFLctfIvjcR8jJ0l/QuWB2W8xL0Z5fu5elqb3srlxC8Wr72Smt49cu0ktliRnhMZno5vg650bsBsax8ZrRF2TSsthfHwUe6OP39I/TFsm+Zz+Bl6KnsYSHYQXYCpJmkGSjOgSCAVbq+MHAREtTnFlEcuIsFk7jr2WQ2oKwg8I1DgvCY1jZYs7N69RVfJ43dCsOLpKbT3sNxurlwmEwtmtyZDR2nYgoKTZtDXBlHIYADWnYKkWCgojbo4VMwyk834fI/5Pcs5K4KshcLL9gMbDPvaNPkuzu1hfm+D7Hg+455G/4O3PSTZGdrLw1h9nLbkfQ3Vpyi6ndt2Iu72Lmptg0d4g8CWxVh9r8TkWHAUrNUdMCUFhJznAwMYqM3I/U90TTARPMeR6eMLBiFUQTYGdTPC4OYkSeGSWrrBz4Sor6QKuBr7WRjhppIR9rWtMJwRpJYZdC5iphlRDK30z39Lu4Rb/BUT7Em5nANczuWwcwI5vx2aJotJikGWmvF50HLZnpqgpJlnD4sV9NxKoGh27SRB4RDSV0c0lUDeRXgtXbuNAaYamlgS/Q2oxtCun1t7GNX2YFb2XvdGX6boWitFh/PAjtK/lkFv9ntFIC3Mz/A2WogN4isru2euIwOKlaDggqBqLk2rVyRhFTixXiIkSax0DzWpQzgyREoJqahbNlwz4HbRAstLZS1GfJdprslg4S8+mys+cmiRttfnr0ffzpHovQ9YmG/E058fHuG1jlig2N629gBbxWanu4a7GGBKBk1oh25ZsJF2kquPrJsXGFI6ZJt5tM6n0k3fC7xBRrhN95zZQBZVPXqZbM/CQZHrDaoi9HILCzwQaU5bN7bkEsRM3gOuyY0n+LSiMRqP0Rx02xBoZcvgywzFxhVpyOzoBupOlFYC+LkhYYZJEpsLK2awwEAKMikYiUcFWo/QQEMgWQs3iGBU6IkpvYhU/UInXPQxC2+tsIfRWaoLUrvfgYrPUO8Kn9rybqp5HUUzUdoU/9Sv8QL1BuuLSOV1i/0KZzVqFZ0ZL+Ehuevt38epcla93buGbtX/GwtowTqzMpZzC6Ba7oxqrcGSqy9DyDPVU+B0K3R5OHbP46aOfY9a5DT03g1UeJxetkkzs5vYdRR79wK3s60/z05+9QCeeJu11aSlRYmYOKQRGYhK8On1ihI8rDyJI0fJCQDXqXcFfjZC7717uu1EjcsMpEKCVtqHqI7zzO6scuTrNyUsbTG4/wKOV17MmSgwFC8Ry02zUtuFpHfZEn6AiND509Sae74RBfcSPI4TgE9uOUREF3rt8BdMqctfRz1OJz7K7PQBCo7fWQrdtCAwWjH387CWVjWSD/3fXAIZtY2bXCTwdURnA26qUqLZOIxp+h3uPHfmPfH2uL0573aK1lcx91w3/lsz4s5SK7+Smk99idPRHUdUwCaOXSkS2Vrs02uF9ubLZi+NEmPUyFHsazNoKm/EqViu0g/Q4+DQpVmrMD4wj1AChubhuBE2qCKvK/FCRkyJg1e+S0GywBebYGP+pjI0MYvge8739vFzs52Qmgfbf0RNlB2l6oy22z12hFYnxXLLJDZGwh/ZMskZxeQ+PlO7HVzSGrk0zNh+j1GgQkfMsD++m0Eiyc/IqZxNbgNpp0IkkCYIaviKY7Quff6rdYS7Sh4zlEQLiLYfd9dOwFEPEu8SSU/jGMdyt0aR9zbAnb1oqDHQW8AUMb+2pw4KiJ1lTVZzUApNe2FrgdBU8RaEUS9K9EvZLx6sWVwcEogA9rdDGjNRK5JsBu24o0bdVHZPFfjRNwdhcoVkJ74mIFRlb3yC7+quknCqG67Nq5Hna3c5SpMTFzlGq5FDUZVxFsFJpMScGePfatwi6VYxKipIesLT7K0TW9yJQUONrdNoZNhSfvtg40dQAkahCzR+kTYSbYnOcXWozeMvDpO4eIZu/BSQkm2HskHJ66ZhZXHudPznyvXznUIuo4yPcMhtGnnxaZ7Mc3hs5VsLYKhQIEsw25xlVJN1Ng1jSJp4Y+Y/uQiQSIaYoBGYEry5w45KezVXm5DharEJAlclt+9nfOYObnAYg1hlinzOPWYIlL9SR3ZfWMLwV9ljbcKOnw9+hYzKn9WB2qxSicS6nVOxqGtc1SQy2iBkd6n6amv8ghiwTKzohhbS2gGep6INDxFPxrd/vFeL1UxjPr3Hf1CaZ5q7wM3on0YRkvlIjpvcjFRdDb8Fum1lrlFW/j3Q9bCt5cKmFL+D02EHmN5z/Zv35XyH//yqFnwUe+Tu+/t3/+3/l7yCdqQUUFMifJ5XZoFHOsW3hOpd7e7AMk3Iyz+3VU+gdByMQ/JPjMR75+O+zbKwSZ5zA10hFJVINHZ6p27SDOAObAdWYRebIIQDyhS1n3lJYag6zR55B8xxA0iBB0VNw9DZmYoMJZZ1s1UXZdi+o2lalMKRXqarOareEp3YZ9GK08UkbDU7N3sTT+xU00U8kNcakGmbT0o0YS4kAkKg46CIMZiZLg3z0tqN8NlXixOQlfu9f/yY//VKZzsZlGB/iyC0nueiG9ApN6/C1mkEs0uX24odpGTHqe96CG91AtQpsqOs8vyPg+y5/kwNX/oYntQjgc302jaEa/OD+H+Tcxjl+++XfZjw9TnZhayVGPovv61hah8Ef+RHU+EAICvUMG16LmgyIIlhVahiK4KZ6kWaqgC8kHSuJFi3TKwr0boT0h8m0yrb1ZVy6dKMJpBMl4leRUtDslijq13HqZ9g0/4JGo0B24wSepfFDx/+K6f6tjHIQ8Cs/9NMIX/L6Jx9h+NYa/YZE+bxO/HmVdz/7FErg80xwK/Pz+wlOvZvI4t2sZfPkOg3qkSTRtEPX12h6BvtFnZWXMiRVn7vkS1iOw1vf+nZuE69xSJnm4933sKt+lI/2fIlLkTkUx8ETcToI9soYvq7ha106UqIpGfo2wj6uufhh7HLo/ALfxxvNYwE/dcVGExs4WgrP+veVwsZ6WO1gdYlaJsu1xAEkAWZ5DCFUskqVsilo0UfVE2gZhU4kDIDz9iA1MwwG8plheCbFleYIgbYFCh2d9l0B0edUpueOMPLiEve/Jrm0W/Lr74twYfQnGdn7FuqRX2bFTdNULPKrB+hX7kAoKo3lV8L3tvpoaR0WHAVpdIjHOnSExDFzjKytkW4HPN/8PggkE56goVYYiVUxlxQeL9o4+JRWzmHZggNTFwgUhU6PSVezUKXKij/EvtY1sprGnvoEPWcKtJ1NrCDg48Ovw1V13nAqh9NSUdQeuu4APcYq7eheNKmQU7pMMMc1f5Cj2UkSRoeW1DFVHzsTo9MzgOqE2edusMYVdGQ8wGktYQfbKUbrbOgJAllnrnY/29uzXFMm+Lj1Y4gg4P4XAjprezASq5zf6GPzdJaYNAikT16vobVD56504uiBi2zoGNZZrqa30yaGpZtEa6Eu3DmfZtDcQbXVJdGo0yyGSYDmyDWaqsHIashoWOnsIq/NEEvuoxCtMLsSZ6Sr8/CZp+mvzPOX4oe5NKQzW+jFikS5dfYSCj4D0bACulLbjR80+UK8hdvOE3ElDbNJvlpFKgob2SKxYAPZklz09zDejBNICZFLlIYnyL19B+5ym073TlYI2FHaWruzuoqTzbG6NSn19lyK2NGjSEWwd14ymhr9Wxs+XoyxJgUOHnZwEFVITos0OiqGnSWQCpozjOYLVD/AjOSQ+Mxh4guNfNfHMLpE0Sg6JhIfoWZIdjdoqxrFxDodJ4vhB4wQ6t/I5n6kDCg0fZ7bPs7FQ+/gMw+9F6ejkQ9AQdCTPUixrmBrJvYHMzxw+UXWIwPc/47vRqoKe267m/zgEE+dW+V4exhPhZlKjsXFvegZn4eT21F8QS3epBVIfAHdqIYrXHaNv8L2xBmSTZ/s0CKaYeFYoY6W8uHOxt50hE/+4Al+4q4JltQ4Snkd4Uuag+F/l7aL3nyZmNpDwy6hyARtL7wX8WCZwHIpPPR6zB19pDKb6PiUTZticoLndsPQ2jJ3XdToXbvG0/vvI1ppckJ9EaEENNd7KYk5csFX+dLiHnypcsnbhggU7OgM1xMKX0ndxW3yaXZFn2XgtZ8hkCqrh/+IIbPIRjGKKiHfULGFidl6G4oEe/ev8VTncwxsVvH7PZx6EVvt3bLdKsJ1aEbD6ajbsun/yNdn++O06w4RdZhqN838ygFmHv919u79DYwtJsS/E61UQtkIGR8VO8fUmYdYmzmOD6yKNNsG4myLBDRT69jNEDQGu5IkWtMMlDtY0ThePkxwuE4UCwdkQH5wgURnkLrrkda7yK7AGB/nPxVVCEZVwau797NgRLgl89+3gUxqaXJGm22zl1GCgMdKgv12nLVDn+NZGWM62OCTfa9nfG2K3EIZ1fDZVa8Q6wbMpR4lagvE6gp6twKeQVzUaSSzzGemAZ+rfRs0Y5BttZk3e+ga4XljtSoJv8OOdj2cgJ7+PEkni9xqgRlujgJQFyqxwMLOZSlnQxuwEstR8B0mFR295XHJ70eRHmqtQytqEmm2sa+EQ7uUeovJQYGd3GS8cpAHmzcyuLEj7AE/3EM6nSYWi+FsDSNSJw4SDG9VXqMp0o6B5s7zg51fZkd7liWzhzPBMIFQUfQudTL0aQtMP5jm6OIaT6Qewl5SwWmht9PEFJjyAhqX/n/s/Xe4bddZ3g3/xuxz9b57P72qN8uWZMmWLXADY4NNDAQwJCQxCXnjJEBCqnmpSQgtgRATigm4G9tgG1u2LFnt6PRedu+rrzXX7OP7Yy5JKJaNeUkCycdzXfs6++y99ppzjTnGU+/nfm7DEQPyloPfL7OpxGT0AnH5PgQpRhSD0/EcR+IrbHc9tjouuYemKb/lm7FDAeEuoVCZamWQis6phUlK7RbH10/w7OEVkD0WrRJxFCOjpKpvZEPS9AmEiqWUubJ8hilN4jd0UkWwsl+9vyqFArFp4zUVonTM6M46K8okSqrJ6ZrCwE5zfOMZyCf6N6McQ5MRD42dQismvmhnkGefjEnFFn17EYDRcIuGWWZq6yu0FQdXE+hug6AxT6Xqktb7OFGOhrgXaeYo7vdxnn0GMdgmDC2EYZDNJ3tnxOlS3P0tFCfCkxrp3gLEkMutYMcDZOAxMMeJhc/8kdOgSj7c+RbWqmPkWkkxoOR5HFtc58zhO0jZxl/oDP3vlj8rKPwe4G9+g1/Pv/av5RsQa6LDR4qfp1apo6oRnXqVmy88h68b/Oy73o2j27xz4xME5Qy/+HQfK4j5vTd+LxtmnbSoEvTy5C2XaDiA09ICnCiPEcJAbyFjg95XNhi/ZRaJZLwRsd7KYgiXR64mznAo06RiBd90cFIKaSfC9mPEnoRSXC2/CB8F2HVnifQe1TDFDoKi1eKZ3iTXxgXT/i00FrIgJanApdw2cYwIXe1gEA2n8MDFsRkOrnr84rOP8a0nv8BtyjgGGfTrX6Dytjfyb/ZNcZc8QSsUFDSJaM+wvqXDQzt8+JV30TFS+PY25mCUy/Yy//mheT5+4FVMbDzBe5/+DbLpda6drCNjyVv2vIXx9Dhtr833Hf0+vBtLSCGYPnAQEFy/1ua5CEytQE9zyGgFvuIs8fdiB0MNaCl9Vu017FhlxJ5CKhGDQQ6hxMxbNoX2DuYww11ef45IUZGKihWqyIZLM/w7OJs+WXvA7p7fQ+oO16/ezeTOd7L+eA2NiB+69dfIyRYZp0+sqhy6eoP9N13Fqnb4bFsn93iiHFPbLnvry1wdnyfQNQ7oIedSEqkolDpNZKxhFEO23TQgqA12GNQNHlemeUB5mj3KMks3rvGwfIwnokN8RDtIpZEnljF6aKJ4A3pe8llSB+bRpIKiwAVtFUWpUN3dRIkjrqZsusPhtI10mmgmy2ukz4GeSgeXrBLjD5LEQGCotIeVwt3VJfxKgY59lFhzEY5OJnOQQrxKwxCoUZ3lwMJI+wzKyW4xgyrSHA6YrUmijs9mv0KkV1GQjKT7CAeUP86BUPEKKp98b8zPfpOKah9HCFi4ucqR8RwtadPRPLLN2yis7EXiMXXhCyBj8m4VBCwHiTpUC5s0lZhYyzC/tUmpF9EVRU5434WUNlbmDDk9YD3YS0P1OdLNs6+cJD323LiG7btEVZOekRjP08EtHO5dxUtJjp7/HkYH38pUQ7IewEcmxrl3Z5tukhhFqBUU0WRSrNJJH6U6SByVOZa5IUeZryYZ6k6YJINGaXJj9iB9K2K74PGb9+3yzslRPjOi4zcXcZjmo1mbjp5Fxl0cOcGxep+Vqo2uGkxuLLFcf4SCuoZsTNL9yq2EXkDZFwTxgEk15no2h4/Ot12JyWg+QaiTbz6Hq1t8mYSkKNXcpB+2qaYP8cBamvKggxaF6OVpYmKCyiIXvCqKlIRCoRlO4hghS41kjXr9Kk7UQ48jbjv9FK+Rn+LJyXGujEyjRhG3nnsCgGy5waBvcmZsgpNTV5k1tzGDIYxe7FBuDmeo+gFW0SEYqNSbr2Vf02QQQ1RrIITAPlQmc8BBoLFKzJ5KEVuzYWsHfSxx9kcNnX0pEzWbpTlT4tiyQsV+0Ymfn51BCoVFpY4b3wTA2SEVvOElFQxPpskGEbYfktWL9LU+GaXLrjlDZUhqM2JEpLZnkzdVcsjgDu50NaqpXXpekjQakUmgcMz3CIRgeqvFF6sqd4wlTq7wIl4RJ2elZhXJ7Eb4VxU25kf4r9/3b/mx276L/ENv4nv/w3/mNe/+IaIoxnt0i0KsMHdsiRiFZmsUZWYCz6pSHpg0sgMiFHp2kUjXCRSfbmWFY5zEqA/QR5N+wlgm52ayeuyFtdFUhR957X6m989QHvb0/t70TShxzKClYHZOIGOXmz2LiDx+PEBKMPt9lEya9L2vYEXsIASoXpMVZZd9mQk+dEuFbH8LAUzv/j7Zfpt+OseEvE4U6gwaeRaaz/HZzVkKepn7R96En8qhujGmWOF9h0xsHN7Bf8HNL6INqnzgxHehmC1at/1XLh7cZjcLsztJYkr3MvzWVId+ocHvRzqZlW2CcYlfz6HGRbQgQPOzEA/o2IKUIsiqL3WrSmNJBWKPXeEffvFfceqZv4Wlz7wsK6E2OkJcr6NEEV1VYbtdJuUW2dAC/EqKI+M34cUQZbdx+2XiSCGaVZhdeZaJ4VlSSolzK32bLkkFaMRcIVU/ROBDwRigKGnUYvGrrg+wt1Li6lSyH/+/ksw8L2YqgxvrFN0m461dToyWyffu4KHPfRlLSv6wpHA1NcPNF5+k1tvBHncZaEWmexbX808SiYg4c4R3PnEW6dnEZodubZfHjl5Ej0BJV1gpQ7m9yYZawtETXRA4Gg27xGFjDbMpMeav0zdiNKtDLAVZZxKA1DCp7k1Pc7k8Sjrss2UopAhZVTXObcFAq1EI6yi+zyCbIbhxA+/yJZR8Evzv7CnR0i8jpMFs7042fEE32+fcpdMIIRgfHyeKkoTBoLyHzNwc4COsLNbQ5g4qNfY4KzSNPDIE/JiavZa0n/RM7NfsMk4MZ3aIPRXiCC+bJOKKWkxRn+F84SSmFiG649RFTGT06dDADmvkLZ1T8QKTzhUMAk6vthFCUPyWAxTtEjLcAWlSGCZ0t0YN7j//NJlilWk9Ia9rmWXeevhhXD+Bs8/Lk9yqnKGl5ailx9j4vQ+iWzEHtAGhGmD9KebR56U6MYE0LAY7AjUTUtvdJFAM6hmdKwuj2J7DgWevIw0LkOS0UbaCf8ObN5/jbTd9AFDo4HNTnOzLdqqJ1zVY9e5EjTymutdYTHkU/Ta5UKG0czNZM8JQAtwgD9kc4tjbyU708Z57AiVqESsFAPKF5HmmgywMIb6eMFAiC9lIY5l9dktZZoIbuHqVysh1SmM7pK/rjBsrbI+PIeKIWAiu2wHHz/42dvdJ6t3Nv9AZ+t8tXzcolFK+/8/79b/rxv9Pl1TNJqj/LqNP7ibN8Z1Rbm63McOYz916D/nA4e7WSQYL+5l34W+caOJYNtdSicPsd3OkUy1cexg06AFekCj5VGWczfc9ResjV0ntuZmYHmONkNVBilDqvGr5NACGeJ7Vro9Z+jZurA8zGnseBEArlghbrRfIWjrRLLHRIRdl2I0VUtqAQfYiSHh1a4ooa/A9K0/zwT/8Mf7hJ5f5f/4g4rsvfwK56dG0k0P8wPlLfOuTXSa3NG6pvRnr2LcTNhfZad+g3P9dtNhnr7rCZU+FeC+vWruP2V8GHIUjD5+grqwSG31S3jiX7BW8wQyP7n+YLx5+A3dsXWRPdole02Pzehtd1XnvHe/lNTOv4f7Kg6i768jSKIePJ87L6dM2Fy9dolDvEWohhmqRiVyIwdMT5/JM7gINLeBIXEYLBwwGicGtGCGeEVLpJHCzsfUlQsVAiSVqbKCpIZtVg8uBhjMu6N2yRWP1KJnuHNGWTS2e5PqnJimabf5R+K/x0olxui/3capHmzDI8JmmStoDhIqv3s13rBo4ls1qscaTos7viMRRzHWaFBUVqxCy66WT/sBeHVeHL6ceoEGZN4vPoH7qH2IQ8NPxt9KUFq7aY6I3g4qC4ndpq4lBff09s6hGkRZw3rhBqKTQ45Bqa4eVVJZIT2Acjx+7E6Tkb2wlVYwzMkdFdHEHiUK38jat7S18d0B7a5PSeBWpWDhaQBwG5PO3UVGuJxDocJvFuEbWinAKibNMoFJQXBRiWtc/hDD+E46bQzEt7ssKskaI2oWd4Zy2zSMh5VqMKwWvmHo1R++fxM4aHJ7I05Um/XiA65Vx+/swqpKM08NylsjoScZ93VeQUuDnFkGTqBhM7GxR68aoRo+T7msQxLxi+pMALIkD3BXsIeXGLFSToNB2XGbqmziVLF0zOZtLwX4O9a/Rm72GF30JRd/Lzsz381hRULcUbl3UCcKkrymditmwyuRpk/FUqs4EkQgZY5uZiavcNvYcPS9N00ue1cHuDS5XDf7w7g1296b5V78pec+zOse1AVp9BUPqnM/m6GgpMmqGu9IxtzfmGWgKW2mdfStdOoMct+a/wF3Z9zPdPUFG18jEGr50GHWPslzo0o9yPLzcpGomvaF7li8h4ohP8oZkD7abLEcrqNUD3PXYVcacJGNaTVfom5tEMubE8jgxgoaoIlH5I/U4O5tfxvNSOGGVoHUJpEIY5HiX/DXevPYokaIw29xFXdsgiAXZkS5ru6P8kxXJO8Ud3FrcIlYFjiHQB5sM7MQBH99ukB0ZgBRETkA1EHSR+FMvQprytUfZUW7wGCHT5TSj6VG0eofs2BgTps5rK7kXemKuzlssrMdI133h76f2HUcj5IKyjRcdpx2n6LhlVLOFGieOUzeS5L0IOwjIqSW2jYgibRbjUQqDOlIKavaA9EoyIqNb2kDz1zgSSLJmB2eYFGhECZz3gLLOuu5RaTn0dYU/yhxBtH1EKDkUJfp7ufvrWNqAds7gZx56FwfuvinRdycusfvuH2Tjn/wof/grJ6gOwLirwrVhW2W/V8IupNgyi4z7aZrZ5BcX9r0RRTHQcDnVP8Y817DaSyj583jdClqmTtfPY5pV/kcZmZtkfz/RU9E9h8j5Ph1XR5oBsfsc+wKFtDMCCOLQROkCt4+gGAZ1NdErSqePLyIUVZKzj7OR5Jww+yn2LD5GqGp8IngzG80JajtnOLVToWLBscp34CtZYtNG6a9xo3aMU0WNd/CbXOo77Lo6y4Ss1EfZfHQvg+IV3jo6YLVqMukn6/3lYpdnw3WutL6d//jMPezzrxHnwa0bKMSEuo4eFFDigHY2xZhpvKSPCniBgXSvmeyJqqKRKVpftVYwHGAfRVSbDTxVIxQxEZJVvUM0ajGVKXAprGLpLn2pMxjkCSsuozvnmdxVUKOQjD2s7gUZemGy9lfiIlEcEYYqGc3Hro5+1X0+L3uH/cRlXeNA+uXv8xsVM5Oh6dnUjDZzO6s002kWswal9UleKwyenJwnG/aYvXqBVOzS0qZxDZPRnsMdlRSr+YuE2ij+jdM4YZbI6JDLlTh2PdF/efUe2jnBSHOHtlNAWEl/V6d0gHRFRQjQVxSiMcnZm+poVhs31AlIgp/9ZrJWg0qB05Nz3NK5wJiXQAC3VJXPS4tIq1ENXZQoIB4bJdzaYnD+Ako6jUilyB86xmb3GRpZlcHmNK6EQsbl4x//OOfOnWN8/MXgaDXKUkwdQKUFZgrVT2xdytMZ97eJhQqGwt2XPk92OCv66cXjhELSemfITc89hz8+TLFryX46IlJMhCM0UkmSxu5N0SdkoLjJaBw5QpwSnBR70WTAIWWZM6stIOl5nXjdg0jZI9WL0WWEZ+6wt3GZaq1Gc/wuwhMxoVCpF0bZd7qL52UJfQ0tJQmFSlPP0ru0iK0kBYTKbX8DeCnz6PNSm5xEqip+L4WdcanVk4TRNXOa01OHObp0EjeK8eIM6bhLTv9PePIQBze/l329vaCkSUc9jvs1GvoGUcan7eRZ9O5mfPspdCvL6ZLKmLPLQuoQudaBF64dhgXMigW3fhdCxFjxOVR1gLQTvZVL5QhFiOlniEQSrPfVRA+IxghmesDGpGQiEqhWwMKep+k1svTWRziwrVOvjiCAQChctVyuzy6Ra/0meye/umL6V1n+mmjmL0kmPvM0r/sYOLMRbitDENtUFma4bZjte/PWk6xZI1zoJ4o7306ChmtWogiifh49Xcc3h4xnakTs5Ag1SREJw/4/50wb21ljvBGylSuz5i2QiRMIVpbEmXa1DvMz+5hudWhma5BPsmhqqQRBQNxNlJMrF4j0Hqk4y3UvUbg/tP9zjAyqvLabsDnd0bqEY+UIc+OMNyRvPvMc3/nFD/PAE4+hhQFv7rV4MKcxph1BTaW5du4PGDz6Pp46dDdi7St0P/ceNBU2gyy/4v4bjj+zTmVbcHb1OOOZLQrHfh0A3aly1Vqh09tD3kvx8ZGkj2Mm3EHVFK4+mxjDV0+/mp+7/+eoLzmkBtsYMzNDJS0JAo2bb76ZGS2NJZN1HREKhVjQ1VsoUlC3GjyWq3NTV8caeAycZM1ss49jRkxsXaPQb1La3sE1bDJujBCC4O4VNo69n6u3pbhyJIXSFFxaOsRolEekNabjb2awbfOJJ1/DjLrID8uf4T75We6Z/DLNa0UGmke6L1Ar+0g//D7Ug3+H+3diMp7PpZEpnmKTZlZBiSMUz+WY4aCqMTtumqzr44QeS1UYDaZ5PHoXZVrs7z/Jf5XfTGCO0sKgn7nB8XYyM0rxXHbsMgK4a65MZWaMVZkhIuKcuUZedxmvr7GdLyPMHJupHEuTe9GWekwsJwxeX5STlGWXwDVQzZhcKUdne5P6SrLfju9dgNijpalIEZAyj1MSw4HDssd1EqhhlE6cQRefVzXb5FWfHaXK9fRniP0KI8Yur88NWOqbhGPQuDdxECrjN7gyJLl528OP8Mq37wNgPG8RDzPIPeEiSZHeG4KikO5dIBqeA1VA3zdx84vYKqgo1Fp9RrsRWH0Goc5Aq9MqG7huirlTmxyOZ/DKVQq9ZA1MRTBb3yTSNbZKVSLFoxlOkYo9Su0tZOdpNsW/IzXY4bEJk3QouXtHo8gaoDOT7XJ+kPRXTnWuUx3UaFlboEgeOvA5bG2A36/Qcm2iWLC/v0RLX8SxIl69sEpW1HhgscdNmpMwkAKz3gT3Z0u8buJ7KWsa9tqwp0VKjm6OEOmbjGufZr/9R7R8jYPZJVTNxmXA1fibsdUW2iDNdXWLMbuLqYRMb0J6cIMdkRA25Ftb3LDXUDSL3Dbcv/ocCIVpkSIon6e7Nk3fs3ja/w7Obz2AGTf53tlrlMq7nNo9yJHDz/CqyQohKWwVwp7Gawaf4cCqxx1XThLf9V421TRGOuRqYw6/eYH9PTjY248CrFQ18r0mhkgy8gW5RbYwhCSqmxRUQVP1MWfvfUEHi7Un+XR+iU9pEdWMyUhqhFRjgD42xh/dtp+f2DPxwmufnhigRhLnxIkXfqaP7GeaNepKi4gap+O70XydWmUVP7WBEBEdAgpaGtuPyKklLqcFRdpc8MfRYvAGKUqpLpmeBYpKmAoIB9f50Mg6QolxXRONkLVwDiElacXDFyGRmiXjejxbtDC3XRSgEguk8FlIP4sfqfxRcx8XOmO89vAIk0GX6o//fYLFJc6d8Vg502FncIPbbk+zVW+hdZqAQFW6rIkCE3GaXirCV12WawZWbGPIgIaR9GVPpp/GzCwx2NmHmV+nHc7ycqLVauQayRnvq4K8EdFRTQwzJB48Rwzs20rsDQMVaUL9wHX6/WWk0aff1VAaDZBwTd3k7e27+MTUIYSMuHlplMXKNR544lNcNQ7wK8G7abcCFrJ1ysYMeSPNCZFk/P0w5KMHj3Oss8ur+DyPdjU2A4szxMx1zrJxRSF/+S2MFbaI76lSnn49AL8/rqEMfH7u6bs5MFbkwdHk/RodQTgcI6AHOSIxoJstMjq0x39asiUL3VQZUxIbXkQhUzJffr1Gk/M0Xq/jDPsMhRRUVY24YjGia/TCu9BkzBYmfSePl3PRIhdNCv72+3+K55+ECDJ43hqRUFiTE/TDFgC2GpCanHzZ6wMsDInt7i1mvmbg+I2Kmc3T9FPM2nUWNpZASv5kRMO6/zt4rWZytTbPm7Y+B0FMjGCgTLGj5RGu5E1yiwsTYAdZNmZ9ltQtPLPJG24c4O5zic7eP/MRxjRBoS/ptBtoVlIZdZUSY8PY2L2QJKSt2TMMqktEgYUrfISMeaVnYJkZdiyT3UKJ12w+zoybtDx0VI0LpkGsVck3E38qtT9J3vjXryN9D/vYMQ7VjrLWOkOjoGK6GkLAndmQ6elpPvjBD6JpQ6Ia1eRaW5JTD6KINoppoQUOdhxT6gwY8ZNEmjRVDuXOsx0mycqy5vPJZhp/v8R/c5/+g4mPOLL4A4hI4S6RFAOEkszcyw8Z1JcDF4iRfZO2FXCidAiAB3OrnFl7kfxk9uakN1xzY2ItplO4wC4mP780zqcfP8fo7hanCsfoVtKcyW1DbOAPLPqmhq/otLQc7Uvn6R9oICWoU/ck622NfdV+qFaHrR8yTT7tUGrtoMYBH+MtBLpJbeUSetVn4OTQhcJPT9zgp/Z9Dk1ZZOzcu7l35PUUZcQRd5aOfg4tF+B0RwDJ5OIfo9gl7v/Eb/Evf+pnOPThn0d8+D8gWsm1o7BKejILo0eJCgco7+8nJDWF5Cyk9TSu6mIEaUIRgghpqAIpJaI9jWqG+EWPdnofk8c/hqoFbD4zx1I0yp7tQ0i7iESgRAEdLWI547G35BPI/4uIZv5a/tfJozfX2Pn7PuGcpLtdRKoaqazG/dsBaiz5rvWPs2hN8Fw7yXxJB3K9Hj1ZxlEc5KCIZvZQLBOQpNUYo5PDtyMs6yoymTJAuB4w0btG1pXU82Os1CsEsYephHyTuIGqtpEMyJoNbnU9mhMvNslrpUTZPA8hjdUFIqOHLbNc8lS+ckNlj+3xjvE+s8qnKbTq1DaukBs9ytQrfpz/+K45fvzvHeI9/+CfYWlFHvnEJ5nt7ierLjGQH0b59lE+ZNl0dYvl+94Et7yLxupHAFC0Se4yHLj6Bc4cL/OHxT6fXXoV5Vqi+PRBjavWCpE7RiFSeP2tNlFRIbi4xvThEldPbBPH8oXPsnm9hT3YJn1gAV3XsW2BbXd46KFbGa1NkQ8Tw1EWGvlYoam1SCkKhi/4cmEFMwabHGFoEgQ2UXob14Tbn/sCP/HpH0ORMQM7TdZJrqlkGtjRCAs3XaCf0Yg/XyaKdUbjIulbR8nr4wg1Dddi/vv1t3JcnOTd/DKDzRLdJ4/RJqTQB33+QWJFxXniF2gH/4z5jesslsfImD7dcoqi06OeyrF1Jelx2PbSlHoDIiFYqmmMMYKIjvAFeTvX5TgfjV5BurVOIA2iMIMdJpkwxXfZsKoUUjqqqnDfrYdRIpv5ts41bQPSJca3lvF1g91ShSf2HMXw+ugrPVLdJLP6OTlDLu4QuiqaFZMvl2hvb7GzvAjA4f03Y3jn2dFtEBHr/n5KJHtLSJdrSlLBrZkuUkY4wuOuekhOBOxMvZanp95F7Fd4h/XfAMEnGsm9DwY5FEUyVW5zyrNZyC+8BOYnhKBWSWB4fdsHAlLmc9jHjjFZv4DeBylMVGArFLi5G2SGzlDPKBPEoIsYJY7YyS+j5Pt0tg2OXU9gIVW1R4YWiiIQtsVkfQM1DNksVog0B6JhX6Q7YC1bYrR5gz2XfonzUwZ3bgQsaApB1EWoFWz/di6FCZ39Hu8K2dhgxd7hObXGr519B4qI0RUFr2/RCtPscZaR4SnG/CKjuQ7ruTR5s4+akcS9LWLh8Xc3vp23iyNsDm7wsdYH2e32mG33ubkZMR2qvCP3k5yW81x0ZpEIRvU2Qk/hMuD3xmepRru4AziZ3qWUi8lnfIqdFLnW4wBk4i560ONK+iqhiNCnb+F1i09CfgoTBbd8hf5OAsl8aucBFuUbyDaWSVU0VMXh/O4+CqWLpB++g76EgurjdQ30TIOZnYhQ17naW2czkzzv0+3D1E5/gk8WBxxwRtAjWK5o5DpNGFZJ5lMrKOnEebqjo7JjCrrGf2dyajiXLXBh4xQr+gyTBRtFEUwoJSw3Qh8doWJopIYwwH7Q58lKG6kInCefelGJ6xbzdpdY8XHwOC0eQAHKpXUKBz+FIiRtpUfGiUkraXTF4JrdJU+XZcaIhU7f0clmGoRKnThtghB0tTL5TBJIxT2FMg0uK0eJVYMuaSbMsyiKyW2nzwNgbHtUNIkfQahssy+3w7I7Rse3uL1xiarX5Se//MtovQ7xP/sVrs6+iXTvCm978me58ks/D1Ky0NpFIWIQS+puhukoCUga1ho7qWtYkUXgm8jSYdrkWJj6PKoW4O7sJZXdIFAWeDnRazXSQRJIXWo7FEZSBJqK7UVEiktHdJhsDZMyvZgoDYODPh/+/PcDsLKYQcQRmm9zUV/lTn+SrZGbMLwGU/URVP85FNvhvic+xY3xvXz0W97FkjXBlLGNh09H80AK/viee3A1jR/Y+kMkgs1QQXFmOBv1ONS7QCM7TrR5E1p3kvHDPmk1B1JiBh6N/AJRHPMfv+0QeSWB7J3VFXy9DRK0IEMoezjpDGMvExQKISiOpqAV8L43H0G40depFA6DwlaDjpHs91GZ5xX+BGgK/TjG3Bhna/Ug64qG4+SJbJfQBM3fwA51DCtZb8XPIPsNmlaWoizQC1rJflEjMjOzL3t9gP3D6uAri3+xfkIAq1Ck4duM2T3S/Taj7Tp/MqKhMc6VMZNQ1Xl4/UvJTFE7j68YdNKjRIHCiNtlZ36OSERo+j56kUqkt5lW9mGECTJDKYSYtURXF7sSzeogAw0pVXaUAr5UcZby6MsGd8knEWYT063QFz1MPA77KoXyKNth4jDdunKWfb0kKFTNHLFIEatZzM2kopU7nPTFEkVEjSapW27mUPkQIPFKw/aDDBTbFg8/PEqtVuPRRx9F0zTM8iQrDQe9X0AIB2WYqBz3JLVOixE5LNmbgm5g8Uz9dgCOqI+hXnsV0XIG55Ux+nqyx0xtL5aToYLFinqWjN5F+GUMmQSTruUwb76CKBT0DZ/VwhjbssAt6nVOr7Y5sdzkvzx2g599NkF/KG4fBKiexWfJMZjNcnfnKXzV4NnszXhpi2eP/ToIlTDQMLIQGNDSshwvtqHq4asFev1kZrZlTX3VfniegdQpVEgRAxG5ToMdMUJZ7nCYi9jVAYNBjs2U5ON2ly8qH+MNe36Rj5U+yKg5xSNjbyAd28TaGRRNouxOEIfL2F6DoH6F07Uca6MjqIeP44/O0dxOnosIK+RmEl0j7nk3+tA+iGpSyUvraQbqAN0fJhHGP0BLBDhRD6ObvEbGAnHoEoXJUywvH8XsxSzJEQ4HoxzoKQR2Ht3zsIMepTDPHdffit/+/87e+5chfx0U/iXJXRMV+gcnUAnpbuVBUQnikDesBXz0S20OOs+xLQosFiv0cAkljNc7DKwxVox1LD85+NlSCj3soCsSrZtlkIqZqs4iVBMpY1BsRjJJ9aSTmyE6u8klsYdI0wnCGjPaef618svc/dE3YUlJOH/fC/eolobD2odkM9lUli4xepShHEZ8QDN5/47NeLrJUzeledXVx0kNHPzbc3x0+RfZdUe4nFmDapXZAz626/Jk9xli/gsL1m8w+4FX8cj+p/jp172D0vgIvO7/pV7JsOELRlKzvOvDv4VUVK7d+yAb4SofufEKGu0E9911NYTmgzQxdYV3uefIT+xncO4ie/YaOG2fzWutFz7L7rlltMjDmk+yaOPjkyiK5PyFH6ZQG6ESFgDIqSbVOKIpeqANSLsa3bGQLVNQS88AgkG/jJ/aJNR1DEdBZhKj1E3nyA4SY/WF5Zj3bvQJkdQDwW5vEhHHFGKL7oVdfpeA+dRept1VHlu+g9/mXQS9m7n+6TFyVopOJCj2JGp+io1gi2jrDGPtOnt31ohVlY2xUerFHKVui1a2wAOVFrEU1L00pX5SIdksGMxmZ6hKg/8av4HfFG/jNm2dfDaBmXneKEgFYhBhwLZVYqGaKMRStYopYua2drClwU55H5X1xCF67MAxtopVqutPoMcxmVgQE7CLSiZqIz2BZkXkRkYYdDusX76AblpMTewl552jpZsEQuFEw6A0GCpsKWkbB9gNBdNGDHGAIzyONTTyUch2P+JE+wq3VS9yXD3JV1qHWJIhUkJ/UCBjOjixYNOPuWPsjq86b/MTQ0M5Z5DJPYOy9iXSr7yX0s4NCt0OpeAhJrszXPMkse5QySSBbq+cVFLVIEWrdIpifhXd8FAv9pDFxMCMrn0ZRUC2VMK1TEzfZ2J3g/VSmkBzsCMbX2rMRxt8dvQhFjYkf3zXbXi64LbVLl4U0vF3UNQqW+YWZzIVvDDDXj2ZFbhj7/BZdRQ3VlBFTLZwg9iHRpTCjDbQgmWmchly+SNcPX47ei7C1Q1A4nGRjtbn34z+J768/WFc2QP1Ob7jSz7vO+UyK67jX0iTDf4FX/aTkROG0EG3cYTHTkqnSINmMCCOm5RNh7LqkXEV9P6TCBlTi5Lg+Ia6xk61izZ3JwqSwWjiQA1y1xi4iQGWsUM/TpHprbGxs5Q8v90xhIDBpMMgbKKJmIGTRs90qLYj+qkyF80mnbxG6KrccGf54D/4R/zGQXhuiHhfLatUWnWiSKJGEaO1BiupCWJFRfQbnBv9COXMJ1goJtVoNk5BHLAclpgoJs73lJsYb1F7KQxysb2IawqC/TM4Tz31kt/NV5K/PafUQTHxpcKu7jA++zQoIf1Ax/Q8bDPRpVtyBZWIGJWBVqDdtzEMDwo7DIzk3tt2mdpwRqHfs8nJLk1/mZ4q2BVFDpsJ456/CvgRfj+gYAzoxZI8yxhKzGfUb2GnPM6tu0+x9F3fTX7Q4Vfv/hG+8Nke1dksPzU9xVe+4+9yLZdF7bXZc/4qJdGk5+TQ+y3mh/m0IHqCjnERVarUowq+B+fjY6RSiU2IB0UUJUK39n/VmYOkUpgZBoWuF2HtmwVAT3KdKO51RvsGtmegtwO8vE7s2IwNxz50VjIohobh1YglNHB4g2Ljyy6RUeOuixHbM8scv/Ik/+SJf8d6bpyf/qZ/xGZpjMuyTWC0Wc5XuT59O++43qdkn2WTMf758t8ide4H8Dqn0WVIqzTFYOIrlNbuI86v4mz+Blbsk/EGLPdNjrdPsfnlP0bTN6GjsFIoEOp11DCNiEJC0cUxjJetFEICIW1s9HnD/tFkPmXxa1UKk+TJRKfJjpUlliAxuMvZD3HMmbUVBusDVEKaQmfg5EGAP6Eztn0WoRRQzR5xrKCFKdRug1Yqz7c8l6MbJpUoTURk9ux52esDHM3Y/MaRWd42+vI9h38esYpFmr7NiNVF8X3md9a4mlVZN3U+NKEy371BqtlBIFAKBQwRc+DYDEJCuhsyZV1lpaZzbOcuqq15MBwUM03RTJJ8cVrSW0jWvNqbhNQO0k/+r4cxq6KG0YrghsmMuE5Jc8gNRumKHmkcyiiUpqZw201yvS61tQYTnXViBKJ0E9GQ1CzXbQFQu/VWUIZucxxj3/x8UAiDYhLUbVZ6GG6V6xf+NW99630UCgXCMGR0YoogkjibPjE+ijYMCh3JZLfBSCmprJmpkG2nykV3P0hJpblLyS8zXnsv+WcqZJ6tIMwsfU1B9OYJUtvknN/DLnmYvUkCwyAWKm1ijt6WnEs3JZCZpK9wzrtIve/zLb/0OP/yE+d5at3F0XOIwQbG7jaTIocx9yv8rYmrzHUXOTVyK76qg63yePMBAKQU6LkBZhjS0nMsmM8waUh0a47l5V+nWLwH234RafG8ZLNZDEWhlytjOSo9K6TUSuzHne7jHLxrEasaE8caq/Y6OfbgFt7Dt+z0+eP8p/kt7/foBg0CQiI1sY9hex9ONvl+S23yr7/37/E7930zMz/z/7JyzwP8dkHnqtyH4lUwyknCQzn+duJhD7Y6mTy/tJamr/dRY5MHTo2i587ypfHfwYl6pPvzyBCCQZHs+DkGrTFWV46QV/usixHMUONAJ0JL1dB9l5Tn8Or2HXxT8yHSuf+7iGb+Wv4Xyezow+ybfAug0NnJJRliz0FDYcLbQoiYzkDnejFDQ3ewMhqVgcpqbYKdeJ1MmPTG2KkBmXbCUhE4MZsllfGdYbUqlRjjYmaUWABKmVzPQ7g+19VJnKjGFb3Af0gd4KQacdo0yO59+IV7VIvDOUnDsRQ5W2cnVlFji9kgucb19h5+4cS78VKCN+/5AFFRsl4wGEQ9Nsr7ELLPW7QfZ+PurwCw7ra5Fn4Xv7nzq4RH38Wd2mX+W+onmU0HRKqgnYELrsr+z52FL32Rwa1vZtK9Zfh5rvGRJx4hf/pt3DB2SMskkzluqPibOnHlW0BKSvWzaLrClWcSxyqOJf1LyRBRY3Y2+ZvxORwnz5XLbeLgEhoag9ghrVpMqz0Q0NRbZHyde2aO8IkJnQWRKG2vX8JPbSK0FFqoIJQkuxvM2S8EhY+Pb/GWgkQi+I87Jlero+TaTb6sfwWx4/JRXKrpUbQ4otLe5pPBN2M8870EXoxZCGhHgpF+CiVd4ZKaEPXYzYhpZ5Vya5dz43N0U2nKzW26qQKvq9bpxzlkJKikk2DFz2SpjI5QJM2aOsIzwRQhCjcNYXE7ekCudRC7pRMKjbaR4fbZ5JkXCgUMGeJGA+4I9uAaOvk4QotCbtTGKbfrBL0LmEqIoER3iMG34jaxG6PZMYWxaQBuPPcM5alpFFVlj96kp0OIxrPbTUabo6gyJKdkkZhccXWOpyKOHnuUOL9EpWtQCAXbbYcboct3HPgQ11lgrXE7vojpxuAM8ljZLT7Z0olkzJ2jXz1/6/DsKJEUrGUCCre2Ye0ZMvfchZCSXOcC965nOLZzO6UbidEzi6dxREinsIdQdVgxbxCpLl66BUD5tECUk3VOyUtII0d+ZAJHV9F9n/ntVRxTY6MEGgpnoyMc7V6mWxplagc+f+td2F7Igy2NqDwgkh6KVuQzpU0iRWGzNcqx8VNMzZ8k0lqctnSIYp5Hc/k9i3qY58xwPunE1Fs4cODf8vEH3oisqoi+JFQVdlv/iY8e+yUeK57EUxWEjEE7i9YLKHgxQp1kENzMWf0KrYGJrQVclLMIPcVA9ZnvbWGoHjMXm9z0+DMUZYsoO0wctAMOrG6ybzshv9m1HWRpCxHZhJkauZFZIr3FDcdGWInRRiY6qaJfp8kya60xJrJjqGqG3frniNKJY9X38uipASNdFy9Vo5HLElVi3C2LkmLx+WyOd81s8hU7IlYgsAVNq8rG2BiaDLAyIefFfuJ0iXPKLs8qn+ZD00cw1MRA9xef5h/4P8jZhuDmqQIAY73EmeyX7JfsnetD/WrfcQeDs2eJ+/0Xfjc6MY0hfc6pdRzq7MZ5PrZ8F4oSYtUuEAUp4ggsK3EuO/4N1o3k+2ag4Gwmcx2zxR6+opDu9WhYBUZSOwSRiuNnGUiNo2unKPsuW1qVY3GSnGkYo9hnE0f/WBTgSZjRlmj6Fo3BrZyuHEf3ulx3+5z51p/mqBgjM5mh8PA4Tiwp3HOcwDAZ9V0y7S7j+TS9Xgld26E28FEjQRA9TTufnO01dYx6x+N6mMDNBv0C2Ml5KOQOftWZgyQoTAfJHhVhTG8mSTzEnkSJY6qNsygI7ro6j9aTyLTGzkryGhmBtpHCSI2gBsmzeUxb4z40dgzop2q84Smbun+JNy48w7v9T/NNj38WO/Z496vexWdGTHzD5UsHDqMG27z7hiQqbLMaTrHX3c/l/ClmOqdZtKexDRsx/hSZjbsg0ujMPo0ZBGS8AVlF4e0LOk9/7INEqTpBPYVtzxPqDnqQRcYNBlpIJMTXDgrHMjgdn93VBHL6tSqFaqGAMAzGuy0aqRwf9Y9wTo2ohAWONNssnkoSAr1SHUfqOM6Q6XQuw8Grj+GnbTBdQt9CRyd0evTSBXJRmn64g6GERLEgs+/Ay14fksrm66sFDOUv7h7a5QpN38ZSI5Q4YK6eBAC/tNfkSl7nTVufZrmX6NFoyNC59fxMzDXBvLjKqRkbJUxj1y0QEBldRmqJbTFjhe7eJLhKe9OQrtMLk4DbJUVdS1HqdXminyQKDUWSdst08cmJPn7cpTg7idrvcvzKWfy+TbW7ybZRQp988wtM1yU3qaYVJyZRstnnFwr7+HEqdoWR1Ahb1VV+51UZztYSX8PsTHPt+j/ine/8Nu6//34OH0zOSLTt4BKiKIke3bMpmHI61IpJD55mKJzfOkBbzWHHMZq7l63SCkceeQeHH/5PiIGLSFUAD6s/Q2DvYpqLWAUPuzNG3/Do21l2XYcrz2yRjpoMcmlEKFlLHWQ8XOFHHxznV77zVp78pw/yxD95kHRtFBluY+yuooZL5PQcymc/S09Nc/t8jlPm9/PW/pep60kyQTMjEGCGEU0tR3NqD0VNktI0gqDO/Nx7XnY/CCEoF4ugGxhdnb4dMrK9BjJm6tHLqEZEuuYAknVji0DZw+x2hndfcvnIxgZVe53Prv8mHyv/GoGRVHcvpw/gDKusp16T+IqSIqmiTTc14LKn8RPi35IONdT8MBljZvDspE1DW0j0ma3bdIeQ8NuXynjbr2Mj/xyduEtGLaKsaxjpBoiY5RPfhJQKJbVLwxgFAQc7MeNKBeG7WKHkqHOEugSn3fuGzspfFfnroPAvUZrNJ+iE84RB4ul5XrJ5IpE4Ib5r0tcVGnsqVKeyjPopAt1AtntEfgEAS4s5dTghOxk0niFqniC/7vKMfIKfi3+ZSIZo2hTNtCTjW1hBhOfEBGpiTHpaxJ/YP4n/7b/DU9/8PkYLLzbFPg8fDYfw0YKtsxEkxmxy+K+bWqC/dZhfP/GDmKbH1v8Tc7Hksf6aWbxqogTj2GdO2UuUl4y5a6QVg35cYbf6Fn4294+xRMCB6DKt1lNIIbnsqYydj0EzKb/6zdzUKZOxp1GzF+i444xuPsKF1DKqX8WUkjsDQRCOoeSnEXaRwRe+wMzRMtdObBNHMc3NPvowG2XMJsH0Pffcw+zsHJcvv4Jr230kkpbskNGySKONKhVupNYoKXm+aeYOfmWPwfuLX0BKgdcvENoNLD1R6r12gKJCvEej2PeICdhjOxzP9PmQ/+3c2zhCmCoxsrnN52vJsPpXd9cop55GCI25wSJKy2dFDjO542u0Q4V5N8G63/C7NDNZvJZOUV9j7tplGpnk+Y1trRKqJtrOOdpRHiMMSdkp1CjGUjJolRS2NJjRPKJMjVI2xfe89hF0YNuwkZGF2fLoKEli4shE8r6appERkjYBe+JRLD9FUJ2g2h4Ooz/xJVzNJMOAUNZYQsNSY3TZIx5EaFZEfjKBlDntFpUhm92BfJW+0kWLNG5EAdnmPoo0yKcnscMGv9+b41OtNKlsm5lbPsj6zf+euewGu12P14x2yBldfp0fpOonwWvdSxF5Jrbh8hUnyfzdNnrbV521oxN5etJkfXsXZl4BkY+Vd1AKBdrFbfQo4qnRi5xR68SxwqB4ll7tKyyNtWiVTxIj2e0eZt68jtcVjN4QhMNMeja7RiBHyNVGceIIy3GYq68jpOTyeOLwnAxu547OWaqFgIFpc3n6CIc3GjyqhHykl8yxlFaKHTtxcD5w6W2sbexjdvIM/2jUJSr0KAXDapuEyFWoxzk+n7ZQlFG25K14xh7qA5eM6SCb4Fo22obJPZVL6F6Brh1BFBA4HqUDv0dPRphamtUj41xRN1D7LbYzaT7j3YbQUwjR453yQwDUViTGkRqKgFqsIwXUmiY33fgch55YBKCbDjjXTyCl7Td+B3a+hlO8xp9s30M4ZKyVcVIiGpu+hjcd0l4ss//wPJOT38n29h8ST27jS5WBX0QIKGi7NK0ChjVAzUVQ16gg+LblgNuNRSa2QtZLGhO+4LbSfWzny2TpE0uFiyywUhul3Njk+sgcuam7ALiw0eENnyvz4fhe3vPgXt7zUNJ7WukmeriRfWkf1Y32DVShMnLvgxCGL+krVKr7mGMZT9mlLzxScZGLu0e4XB+lMPclADwlhZGqEsYBcX+J50rHAcl1sQd19SGkFKQqAwyRIt136KgmI6kdXNcGFNYoYsU+WreHDFQKapLsmnU6yJ0AqSvc5Cf6eNZe5FxrlNwgzQ/90UfIeBEXJqdprMETZkDvziKPLjZIGSrb556EKOT1f+fvsecLX+DQa94ECKLMFr1WikJP5/oYOENK9YxdpmUK3MxdSAmyOYNVXCUIdcbK+77qzEEyYuH5SqEVwdXiDBnh0TN1yr0BM1vnCYXkwNYBIl9BWDHX6oeobXl01lMooYqi7sWLOziqw6LSooyCadogVMZaafZc86jrAV8Qd3Ow4fG7T/wr9rY6fPjWST5207107Tz7Nj6OrjiIdA9lNeTpO/8z/c4VUrHLifxNTMU2p50yP35EIdqYY3BHjOm5pL0B37nf5rV/411EUUBYcOh18kyyH6mCFuSIowYtK9E9LwcfhRfJZlbOJ7b0a/UUCiHQRkaoddsElkFb2izlF4mIec1Wj/zKCnv27+eHHvo+BtJgMMgiYwVnPkvKd4njOpHlEQQWhlTpRy5dO4swc/SDBnndxY80zJnpl73+/2yxalX8WMORKSzhkvUGjLVbfHZUxwgjvn3zj2j1VNpajlBL1vBq30EC61ujzHOVy+M6Eom9WwBgoLUoZOaRCmRWi3TtLFv5CppSwDK7eF7yOk+YuPIYVhTQdk+z5ifnWvULDERMGof3HWrywWR7ctPiWaK+TtnbYcOo0dX3MJZPkjZl1wFdRzctxBBWbu7Zg5pL9Puh8iG6zgWujRksW0krx7T1g/R659na+vfcf//9LIzmyQCaE9IVMQid0MxzaMVABQwzRTFoo5gKnTgLpkJq0Mc1dnHy57jUuMTPvf8HkYGLkq5iSQOjPwYCtidshAJmewpXHdBI5+mrPbaXOxR3L9BOpxFeRKectGi8dWyH1x0ZZSRnEccRaneHMFOgt+9mttYv87rdwxibDk8VbuZg47PkxICfWX0ft/WTgFc1kt5t9IC2lqE9leynoH+BUumVFApfbYOfl9r4OFYco7YMenbEsQvPcOTUvyK32Cb64xS64TM5dY6u3mW3eBeHetcwrSQxddxZQSKZdgROxsDvWZycMjEGSYDYmJ9HkRG1QpL47hY8pDCRQpCJQbG0F+7D+Ju/xmD/e9Bmh5VCPU1nSDCo7JvD372PXP1+ttQmtpZGX070oNuYpt9OznNJ6yFzUxh7Chxuh8xQQoQBCgqzbo214jIDs/tnnpO/SvLXQeFfkkSRQ6dzmrMrI4jh3Bc3TgzKlfBRAErpJGO6tW+U6nSWylZSnduyjnCeVaJII68qBMXkQDjKHvZd+BJfXPw0V7vPMn4x4lp8BSU1SscOqLUFgSKIiVFEku2KtYDpSoEHZx7k+45+30say5+Hjz4/qzBv66wM8dZHsXl7p8u/aD7DHUqLJxv7KPyCTmgpzEx/jk/Nv4UF+ugSnNG3MbXYIByRVDvbpGVyoNrrdfrVm4ikYKp/hkbjy8gYrnkKmbaGkp0gZyoUA8mAg8j0DUaGOPxr1gpuf5ZipDBmxIRyktSRPNroUfpf/jILx4oMugHrV1ps3eiQGmwnSn04TNa2bb7zO7+TW265mRWnwuf0M6xrW2T0Aq7RoipzLNlbjFhV9maSocufnwpBKrhDspnqkDG00wox8i6tsEixvUnP7HCvmcZ1bT5lvZk7nTRSqIzs7GC4yd/crQwopB0quQpzzhJKw6M+hPeoEyt0fYXpKMHkr+CymSrgtnRSYoPcynZS8QFmlq8zFrnQXmHXy2IGEeHqKkYYkOkItCG87bi/w/3KBaampgivt5lAoaUVWCqcI6BOT00+00It/cLzLxkKzQRIw2R/D1LVOLx+g2MrV5lZW0LGNoW4gytHWJGC22pKQqcdg2pLclMvOorV6SQYn8nN0JcbWLFASA27uZciDaRRYUKNaObexPrOfXzi1DtZvH4LXmGJV937y/z923+JV5Y3+ePNV7Mo5qkNkn3Y8RK4VaY/SYRgPD1O3nzpnDCA2XIaR5h0Wm2YToIDsfIVBve9io3xLD19nKXKPKfKZzGcIlMZl75XxTVbqJFBoXETFxST8vgO19olFAlqNodPhJXv01/yyVdrDHwPezDAjCXVpsPVkQTmdNU/iB17HDQW+dLNdxCrOgubLj+Py9l6sqfdlMDJ5En1Ouw4WRav3sGX1t6ALSTfN1Xn7vHTBIFG7NggJatqhucskzmvypmey2d220z7m2gixusk+yxa8sGboirH6GUcZOQRORG1419AFjSyKnzRiCkEKkok0fQyMooRmkFG7nLric8D8IV5hXwhWcuxa226uTy1pkkn1ULv9ogsBcOM2dnfp26G7B0oSGUMN3+dkztHcYJkX0mZBIWNPTVQYe/TO+ydG2F+7ofJ526ma51iN07jDuHcenqXjlRJZZI+n1wrYtW+gj/4XbbWz2P4CktVjVRnl5tTezGloKa02GCBgVLk5ESearvBrz70q/zIrT/Cb31liTf94pfpBZLf3v9l/v5r9qEORwPkWonjsZUKXrJ3FjuLTGWnyN56G+g6/Se+8uIvq/vZKxZRh3NYb46qpJQsjzZymPkhYZJZRbcr9MImGafPn9SOU6XBpcHDxLFBv58jXe6jGlnMMKYvJKPpbeLhHl9UkgpC5PWIEXS1AIgZ15L7lCWdyjBJl1fXebY3j6KoxMWjhLW3EAUtjtzbZ3XS4MRKiy9c2uFVMyk2m02KmmBy/yH0kRoL+25DiIhAb7HjzVDo6lydADNOdEi6qdHPaUxUpzCNf8zIlTdhFlbY7U4w+TVGF6iFAraIMYipSYWvRFlqqR5d22Sk42BFAXXNJxUtULdMFM0jQqN8ycY9n0YISRwdoGdsspXaQhc9HBkyYyb6aqsyz7d+Jeb3c1nOsZcJt8dx5Tl+6KkrHF5uspUrkWuf5pWrA7zMkIjj4i4bsaCyukvTKLFujXEkrvDxpddzPS6SXS8Tp6FUWCHjDXhnaZni6DjHH7kLNOj0SyjDOZZJpbDDZj7Z36PG1w8Kl58PCr9GpRCSvsJip0mc1lGJOFi9zNnUVV65o2OFAcbBo1TyaQIU4ljFdQq4Q/bjw4vXiY0BfmCCjGhZOj3VRNgFemGbojEgiAyE/vL3+T9bzEoVISW9OE9NTfyI+eHM28MbO4wHbQaOxlp+Fg3BdpwmkBHdXJaPyVcxLW8Q6jFuVsUboqN6qW0sbS+BpbHYPEInzrNS2YMQAssYEHlprCG7qD54M9btP0A7k+Wkn5yjQZgnQpBiQGB0+Gwm6XPbt3WRuCOp0KKlV3m6GzInjmEP+hhuHz2VQUpJ7CRRpH3Li/wLh8uH6TQ+w6H4GQrGKmrRRG+NMDv7Q6xv/HfW13+fWtbkgJas+46SPC+vOMvoRvK94/cZ8erERqK7DTMm6zrsps9Q7u/yleXPM3K9hYwD1Mo+NGGg9BP7d2JYObW6c0TKgPVcnkgJiRUPo3MFV9MQboRTOQrAytnHXrj3pz/2IcJOk7BQBkWgFatkntqmnQ64VM1yR3yCa8V7OcMk37nycQC0YQ+ma6p4RpaBnyBBoqjH/NwPf909UanVMOKIwM/hpiTZgc+e7eF8v89H9LpFZmZPst8Y4KTmudM6i1GKcTs6o2FyfpxWFjXn4bdz1FrnMQMPmc5w3c4y5u5wYCxJ2PYyHkIkuimnqy+5D3VkDvs7/uUL/7dUi4GRPNtgdhZVxgSNe5EMey4v76O1OMnWxQeJlAQtEusq45US6WNVap5DXq8ghmsTEvKRyRFymZGvux5/1eSvg8K/JGm1nkXKgI3VAgyDwmAIMSqpA3ypkG5YZALJ+ZTC3E1V5kwDJZJcKQvqSpeOU8JMtRiNEif4ysTrOH3r3XTDFtSTTXvWT7LaUSok5Uu2C4kSsUSOgS5pyjSz5ZdvhFUsC5FKvUA0U0jpXB/O4crpOYpRzMOt8/zr9N/jx5z/RuoGnL52O2nRZy6+xi889++ZktOcr59F27qMVzUoN7pAHkFEc9OhWi5zUU5TbJyk0fgSfScmjgVaYxer4CC2kx6em3sFEDH77SQwvmqt0G4foCQVMmoXUEndPkX2tQ8ifZfC9dNopsqVZ7fZutEh4+9gTE8j1BcVg6qqvOENb+TesaMsKjucMXfwdQVH7VGTWTpqn/HcJJaqUFDh6MgDIBNiE4CxYVAoQwUjG7BZT5MedFDULRYKdXa6E0RCQyiHQEJlZ5f77BOsGlukCzXY/2qsPTfIhV1qGxv0vV0M1UJkeji+ZESZInKb+EEXZmcJeloypDXKMb25gh4GjG5tcPNwhtn2wMYMI6TnEWkBRjd6ISjMyRSDwYCpqSncy01mdJ0BKp8vX8RVF2lreQSS2fKLQeFYKcMuiRHLmQKj3WJPfZN7rp8lkjEysijHHRQKbCF5YFS8MLhey6ew8wV0K7l+ZXoWgJnsDAO5CMCeboThjJGTTXpY3Fkdx0/fyVrqMDvpKiurhxn58r9k9/IjTGfX2B3k+aPN1yT35iTv2+snzyLuJEbgcOXwy+9lRWCmc0RuF1IlqB0mXnqcx8tlLNdlb90iMJ6HtqUgu86GN0N5+27Gd4+hRTayuIJhBbhbyZooZgFf+ggB3StdUspwZqg7AE1jamOTdirDbiakF44TC5VbvHN87N4HUIJtvthWsCTUBi1QsmhmyE5pjNxGhxFliBoI0qTO9nmyrzI3dREhBPFu4gCczqrEQvDK3YBlzeQDm3UW3MTx3VIrGIFPJgy5+oclZpQKPTtE8X1iFKJAoE91sBUFU+pMTX462ctWBhEnDq+ldCk5SYXvs3s1sv4OEoFztU6hNEqlbSAHW2hen14mJm1NcKvyDJmFHoFMUAJiXKHj52iJBTQrAtlHFSHruSLSF8ycbTC3dB5F0Tly5D9QD2PqmPhh8lz19CbFboxWaBD5CtNem6LT5tO5R/nDUxkEgqWqRrxznovsogifCWWNM/E818olBvY6mueS6hv86Aev82MfOctdUyk+qb+Xew69lCrcbjq00rAV1F/y8xvtG8zmZ1FSKdK33073s599YUwPlX3Mk7C8ajLNvaR53fweVpQ+/a1DqGqfqwtvwcjM047a5PsG1xHUwg5e+xAXa0/idHOkCx1CK03KUPA0n6LVBMcCKRm4yVownIl6zjNJqw0a49Moh9LkKx4iNBHE9D0XvZPYk+XZbyZTOUxpYobrz36SW6bzPHpph7XWgIPdsyAUXnH/q1/4nLpuYOccerHGdniYwhBOaw1JZ0q+TleDCVPn3lveij2YwsqvsNmdZCT38kGOEAKzWmFCDjAHEU9EGWpWP6kUdhwCRSHduU4/Pcly1gYlRlFC1hgl2LAZsTwQKVrWFltGHV3EnBDLHNGSpObpA/dwaBFW2iZbmmAuOIcmQraEzmvOXuWbTj6G0fyPLHTH8LLJ2XDqFnzSJ+M7XM8dwBIhc5QJUjcx2owZaw3QOlCYXsKIQgpbCWRz4Y4kKGkPxnHDJjKOiFqfw4+us5tLbPfXgo9miia6pdLactAMBTOlvezrIOkrzDbqyJTGOF3uq5zjiewppt000qxwwsyQMjRAEKLg97NE+S6uoTGy20KaPYLAIsSnbxk4UYzIFOkHA/KGS8BfbMzEn0e0QgEtiulFGQ7qyTlZWLvCWKfPwtIZlvsFJAItmyGWcODQJwDYGBvjDU9/nvzAY8ZfZXFUpyeS8+pVzqAoNnFunse4hXq3zG5mDkVzEWqEE5hczSRBynnlcbTRY/zd+Ecxl74bpTvH5d40ioA0Dj997uf5F1efJF+tEsc+su0xKhq4eoUdP+SJUKXiD4gGDmYuT7i9/cJYGvvmm174nIfKhxDSpbPxK4ylKxgTGYK1HvNz76FUfAUXL/04z554G39j4lkANp9P6BRHMHcC1oXKdvMqhaBHbBsIJNJSmVtb4e/+523uehqu3niUg2sCgUAbu5lIStLOGLEU7C3fIA4FxmAEwYCtbOITlscdIhLSqlQMfSXLEuPEKwlb/PbidR7/77/NxNFbCdPJ32SmZomDkOVRn4Nxg6rocDr/AP8ivIslNWFuz7eTNfBMhdCuoPmrSAnl8gPk8y+uy8vJ8wykfVElSCcBca6ZASnJ9GOWLx9j4Nl8W80nTY+DzgZClSy1pyjlE792t2FiFT26vQxzi8sUuh12ShVWjBKjzi57R4ZJY8shRRL0F1Nfv7dPCMHzR8OJIgwFOpHGbJDY9dg5yBcumfSb84SqA1LSUPKMFtLY+1IIQlSrCMOZlH1c3vFrP8nS0sbXve5fNflzBYVCiLQQ4vuFED8lhPh1IcR/+R++fv1/1Y3+3yZx7NEKZjB2BKqSGPtYSTZtQevQ0TLUZJbD3ZiTnsfoXJ7v+ud3Ue2sURxcZTRMs+3U0NN1ZrxRZCzYMXXMfIHXTfxNYiNx7ILNVT62+gvUlj9H6D7HjdEEkpgReVqZmF2ZYeZPBQL/o2jFIuGwpzBv62wO52VNkGJJ1/jdN/4mX069gm9tJhC4jUoNF4s37n6Yx5pv4ljqCOcbF4iQBGNldC+m5zuklQbtRsSbb57AG7uNePcEvf5l1hzBPjeN9AdkC5fI7P4sAO/dPMP+3h7eGs5xRjtHaLRpuqNMqCoiShSFMZmh8n3fDKpB9w8+zezhMtdP7LBxtUXG332hn/BPixCC4/p+bg+nCZB8xHgKKSAtNBAwXU6IaaZtm3R6FgQ4brJeI/aL7Kauo9OXj5H2s8zaZ9DUiKecW8gFXbYchVIoMIKASjvHFWuZkbjI42EOs5ZAf+e3rxA5O5hDUqB+JMkZU3jdNVKRwy3iJADj9T47RoWH/+T3+dY/fD+mFNymJlWUtZ6JGSYKqWsHEAhiNcHal5TEiZocm8C71ma+kqI9COhuvRHTs2jqRSbSGtafyqaNj9XYIYWUMdJqY9YlIgohivB1kKHFZBwgEGwRM6P2Cd1EpWilAkIICrUkS/ZCUJifYSAT52BvN6lCalGLemzz6omksnh9ZD+DQgKv8gIVa/GN/MMv/gt+4ol/ikZiRFKBTyGKCAeJwr9mJ07Ay/UTPi+lYhFNhvT6Dszcw7OLHbYdh5ueO8nUtbP0h+QF/VAgNZdSbgeBYCB0FE2yUErIL8wrPoEKiiwixHBcS11Hu7aY7MPhQOLptQRqc2lKIR/r7JaPc6R3hUtze9E3u3QR/APfohTUEWqFhWKelUwWpe4zobQx0ykWwhUWHI3fa5qcvXo3MtaIcsl5vJrvMhpEvKKzRaiqPNN2uHXnXPK7whyGH6AGMe6my1zmXjpqAUVCrOnEdYNLQ2d30p0hbCbrGlhpUkPqYs0doM0l31vWGJloF0cUkKHkjuk5tFihb+gIRbBj9riu30OUvZdd678BIEVEad9xRnMWu+ZNKKkALbXMfPo5KK/SWB+lqeYwPvwBAFSjSj1SaCoaQWAThwIltcHCZsBIYYP+ls242eXu9jZvUx/EqB9AAqtljUKnwQdKSa/dpNzklDrHri3ZGlbw3vETH+TT5zb5x68/wH+9Z5eK6MDU7S/ZH2K7QSOnsNXfeuFnURyx1FliLpfogdwjrydYXsY9lzB/kiph6wp+HLMUVjARvD5TpqcO2L34Ouarv8DY5pOkNBMn8JjbXeCdT6icbr0dpODk+OdwWza64WOkA67lspjpHRQBYd/CwmVWJmdaGWagV7oFcsoO+3e2cKYKjAyaeFGXrLrNhWaRcq9NN+5zQ48QAu5409tpbqxxcHADP4oRMqa3s4IuI2555X0vWYNUWcMdpAlEimI3sUd5z0ZGESNHErKmccsgXrmEZ7ZQTYe2P/NCtfXlRKvVmPBaeL2AvmpRsAMQglBTiBRYWHsKhMLu8PzpistT7Tl2vTRedTggPL3OhhqwZ88TtPInKAqVtK0QZsZAj3njk5LHRx9ltbJIM95HLzCItB52u4VQBkx4Jdz0Ipofc2r6NvSWT1vLsZSZIY2HhcGetMn8ZkBRW6Z41UKb7mKYfQarFwGorzwHEQyiGXSvSRD3kMFVfD2kmU7G+dS+RqVQCPHCEPtM0fq6ox700RHsekJ0ta7lKbgpHs8mfbvzapHP7zZe0NMhCv4gjZbepVGdxA5iMLoEgYlPUvWIM2kGUUAMFHSXWPuLDaT/84iazydBYZDisL0CcUTW6fLO33kf5c4m13olhAIVw2NbZlkOimRtj42xMTxDwWpK5sVlHp8zCYfJkWDk6eS9KwfItVbZ7lbom6NU0wn1v+/bvM25RJYuodjE+fy/YomIH1rby94n/jmnvGHlmwFFvcHqhTNMz0+xpaRBicgIF1VLUFJtO81MykL4HuliCfdCMnoodccdZO578ew8TzbjRR4jqRH0iQxh3UV6ksOH/x0TE9+OEDrTUUSsDqhnkqSfWshCBJdci89tOPQ8m9BQeLv5HJ5hcuTV93FyXnD0CZ2HfvY0pa5Em7gNxczSiSRKbNJxi2hKRNTJI6SKJlzqQ16Bsr1Ec9gDXtM1Ntoe9cJRxnvncRyXT/3iz2FlMiw89PqEQEdK6s0miqZhNfdxX5z4J+/fXmDcr/NMtIAhAm690Uo+r6kQWXlGlQ5C8DV7Cf+0PM9A2rJGYcgAWuyqIEAAnW6ZL904gKVJfiT4Kfb0dtBFzJPcTEYPAIFiXEXRJHLRY6y5zUizzvVcgSV7jJzTYW8t8Xfaeg9bDnkS/oygEMA0TaSQDAYDLEsnkDqKmthzma3SNtaI/CyRCBBxxLIcoZwxWW+dJsRiI60y0JLXt4MtajvraMMK+f8p8g0HhUKIO4BF4FeBfwh8D/DdL/P11/INiJG5j3/ypf+HfcEyqeGw7sBPNlNeabMd1RjVdI5HChf6Lv1hNfHulasoSO7cMqkPSujpXWpRmsjP4BkOla6DLWyCdPJoQyUmn01h9TYJB5+now+rfuTopXyW4gwzX6NSCAmE9Hn4aCGl0yYJhGI1z/3OgDtm9vHDR/4ZpxsHiPKSic0rrLfGmElf57JxD8eqR3AijyVdR84kze39/jJptUW3p3NwLMctr3gdzXTy2c96KsdWEuU+yHw3TvQKIGLa2eCfrv9NmlqHXxz/TaqqhkQwC0g01CyoGQM1myJ12x34N04wYYDbD2hu9DA6Wy/0E/6PEtYH5HWDtewVTHRUqRAN4R3z48k9j1s6666PrkAkBa6XJ5fq4+nJc9l2VQifJuOXyE5cpe+necq8g4e3dtmUPfLDnqrC6gzXrCUKcZYrF5dIqxPIgsKss4TZ28Ua2UUI6EcGpjWK46xzIFpkrJgEPeW6pK3nyHXbTG0sAioH41VkqkzDE5hR8ny2i4njtfPkl1BzBqNWBVVVKYcZpB+xd7ZIFEuQOkrksWuWWKi+NDkwPjtJWy0g/R4oDqooYq0vYu6s4ZgRIjTJycTAbhEzEndfrBQOFX9+ZIx0oUgqlzh3M9kZekoCITzedQhEgIaLi8WIOoRu6EUqqcQx95WYUXT8yGQQ2mSNZJ9EskUp0hg4YKFzKZVUAV41+aqvuZenRpMM5fmlDXojt/O5+HZmx8qMxQaljbNYy4lDty6Ta4wWloZ/KeioPgdKV9h2aowsD2iUQfVKGMo2FOfQFo4gnkmywFIme6LcWiPl+1wZtyhHgiXrJq6mZpBCQS5l+H5MUl6AETbp6WUumhFIiddRqNElndaYc1bZUcaxgjynghCxdjtmfpfICtjM73J3T2NaSSpbEXDP2nP0I5vlyRdHBGQlxJs+rTjJtGfcJpPvE2Q/l6AI8u448kqG0NA5XZ0gT/L51daAKAVxDEVrnKLaxiExsAduHxI3eAIvjuikA+4ZvYn7j/884cg2sRLgZVaojr+GmXKKTbGX2IxA2ebW4i9j5raoN2/lsSMPMHjsMbwrV1jtrhLJmJbQAYHnWHjZLfbXm5QyTfpbaWwt5PD2Eq88IKn2p/A18AyFfLdJqMUoRFjNAQNsujyObyX77h3TGh/6W/fwg/ctoKw+DZoNI0desj/CrU2cos2W82JQuN5bJ4gD5vJJUJh96CHQNLqf/tQLr+nn5rkpfo7PRTUaxJRX+5jSpB6YaEuCA2t/giIEm2oHT2yTCiJGQwt/7Bm6VoOgnqSnM9kGO0aZTDa5fm9QwJeCg/J5opZhdaE/iaXuUHBCXvuVRzm4vENfuuSVDS72q6TuvZ9fKSkMbi7Qb/rcOJujPDlNdOKPQUpeYywT6CaHDhxA+R/IRPKjySB5kdul0B2iBLwUcRTTmRomBE2deP06Xi5J7nji6w9n1mo1xrs71NtuMuYhn3zetmWS9kL2rj+HlD5GP0kgpWVM20uSQmphDJBs57bIqwZj41exxq4xQFIzBTUnoLzQ5+6LMWMtj3962OA9tRxqkCPUHDrqUO8GI3iZRTK9CGM6j2tYXMvdgqMYpMM+jog43ooZr/tk1BXSG6MIASMj12hsxxBH9OrPoG0KYiNLbtCnObSljuHRTZUo6xr61wmOXwwKX76f8MX1GkEJAvK9LqGm0e0fYj2lsWhucltfYzEQPNFLdKgvVRwnh1Ak4cwImm2j6B5+YOHLLnoYoSoDemFiUwvGAGmXvu71/2eK0DR0oOWamEqMCAMkcPSRN+OoGtd7Jcjl0FXBirS40P5uDh28i51qlV7KRlsVzOmXWS9qxJGOjFRic0DYXcEq78fqrrLeHkUaJfbmks8Y+DZ74xZl2vTiIkHQ5G8pLr+t1LlGxMlhsJxigEZA2t+kllcI0PBKw6RsL6bUSgLzuUIOEUfkKjW8i0mCYPKXfhGt+CI7a9kuM5pOUFgjqRGM8SQQ89d6GEaJ/ft+gltv+R2i3kNcjlUaeqKXUvmhvW5ZPB6PoXshA8Pi+N13IoWgmDP5mW9Vufqdc6heDIqGefgtyDjEHY7cinrJdZVecn4M4RFoOprns7G0RGM4fmTc0tnsDMgu3ElNNPm5X/51dpcXefgH38PVGzeQUYTaa+ELhVsfeRMX9WM8oJ5gKzfPyYZGbbdPatBl2y5xNTuFHsS4pkJsQlqRRFqVXO7on7knisUiCEE7U0Yf9goaoQQBXk0QiBRLgcaH4reyXz/P+nyyVn+Su4XIV9AVDauYJGMPnd5mwVpjpL7LRqWGo9pofZ/5oS/TpotB8pwKma9/7iDpK5SqxPM8FBkSo9C2AoLYQ7MLlLs6emgj8NGlT0NPs+qc5/v/6CdQMWipPRwrScR3/B0cK0127OXRS39V5c9TKfw5QAfeBlSklMrLfKl/xnv8tQzlU2c2EIGL1/FIF5Os0cAfABFZWjRkgXyQ44DYIQZOdwcsLS0x2mxxanIPRrdJ1y2j6i52dptBkCMXgem4hMEiqhPiazFarDCZvZfb9/4QrekfIMo9wOns3ehKDsdwWEf/upVCtVR8AT6as3U6w6BQiizlOGIyXeXHnN+lVN+kPW3AUxHaSRcjHVIprXNsLsHdn63Oou9LMvORf4m00qc9hGEydQeNoo4eqZyKdPZsJU61cfyV9KM3oGZiWtHbKUc53jf5n1lKd0nHidJdiFVimcOYedHQ5b7pNchBnfTTZ9BNFcttIqLwZSuFMoyJGi4yI7icXeIt3p28yb+dXaMHEvZMHybwXPZ99L9x9/t/FlVTiZWAvlMjSm3jmEnweGGqgybH0AB9bo2V3b1sl8Z4xZZCJGJUrYGix6QvbbCdXgSgGhe4Ub+HwmyTMW8LI3DZqWaREnLeFEJR6bmbFKWH+bMbSFsjbmlMKzvExnCwsdCoOVeISvsBgS2SI706NjQ2zz6DVrEZtco88sgjhDe6IGDvwSRoyymJo7ljldgzXnjJ2pTLZVzDQnpdzFghratovRZGc5tuyoPQxI6ThEJThZzXfLFSOJL0bt77He/im3/4vS+8Z8bIoJjJ893bc9nVmpSsRGkP+ufRhz7VrJFU5Rw8Sn9KTdmWQSaQbFu7pGSe2DUpSJsls4lAvGCYX04Ozib3dOHGBp+9EeFLnYtelj+x58h3bjBzvo+G4KraQUQGE4UVEEOW3VSLfcWrXGjMM7kb0RpT0P0cGbECE7eSfehB5KnTqJoGw2qBGfaoDQJWS2lCQ+HEzhwfrj1I3u+w4HZ4k+qxE24iiOkYOZ5Im4h+SCjBVGOW610WBqtcNydIt03O29eZqd+OUCT+3g6xEnG0W6CotNGD5DnuGaywJSr0bJv+0GmZySi0r5zCdRLmuAPLLWQM1dWrSCQ5FTbdHLGV5kpunsKwGtu/e4BjaKiBZFpUKBgubpgQEhWPHsPN6swvJk53Jx3x08fuwzBKHDr2U9QXPszgwFlse5K5SpqVnkloRMS+Qj+T/E28dRtr9zyMsCzq738/i+3kXLTChHHTHWQw0nUuH0qIt/rbU/ixxWjUQPzJJ8h5JZpD1ZXvNij5DmNss+FWkEBfnObt9lkAXl+KOD5kGWX1KZi4BdSXVnWCzS38SvYlQeGNTpKMeT4oVAsF0vfcTedTn34BQurlF7hfOYmpK3yJkMLGgAVh0zFaeItVwlqy7+pmCy30+b29v88v7onZPvzbALjbNnEsyGTrFPxxcukE7rU1mGBbyTEyhKvlhpCwQvYIDauFS4l//Ju/wpFdj06Uw3J3CaXKvocf4p8+coAffO0+XvFte1g602Bk4UH6W2vcLpeZG1wDKXn167/pq87I+MwRhIggv0XaVTnQhoyXIozgYiOxUxOWQbS5QZBdQUqBar88yczzotVqjO2u4Icxk1LBLRRRRcxuLkXR8TDigEaqSa6drHFa0VC8AVKAjKZRhUM37TGmJXrASvf4MiHzCIRvER9Mqgw/etrjbzdbXDUdtMhCqgFdc5fYq5BTbPzcJmkn5pHGaX7zbf+Y2/RZHKmT9jv0fbhvxafKFqpwaRgTaFdURkausRXcQrBxkcjcQl8TaEUTBUlXJMnStrWNa2cZ/xrQ0efl+b7CTOnrwzefH2BfaTWQumDJO0SslTmROUneG6XkxfzqRrJHXAEtJznn7lyRwXCcShBYSL9LuTdAD7foRcPEruEicv97e5x0RaXuJFUaNQ5BURk5chNpv0k/NPGGrKPr2eucX9XITcwTqyrtyghcU9krEuKWeskg9HLgqwQ7V7Dys6hhj61BhaPpAnoqSa77vk2eLjm1l/TKV8fJEHNy5Dl+/EhAL/Recn9TqRa5MCGiez4oXNtocqifrFnRTQLw0ugY7sVL6FNTqJmvrrYeGg6HH0knlUKAYO2lzJOlQcRVCZhDopJUF6HFBE2du9U/wRlIYiEYuT3pe7eGbM3tB1/J3/9+lej2+1BSFXxNRVeSz1Fwkl5Ju5/8myaxr4QxDU2jOZckCGfSFpttlz33vAUAo3GS1CveyPiho1y9ehVFMVDdAbFpcWP6XpqpCjeJ6/yBpzNhXCPX1zCFipbK8K6jP4kWSlxTZUw8hhCQrTzyZ+4FSNp2UvkCgTCxtIB46FNqdkjzcAqEoGNlefPFU4xwE6sTW6yPmIRmSMsZp6D3sYbjP7RNwdHCNbKDPq1CUh3UY/uFSnrLb2FoyfkoZr+BoFBLE6sxvu8j/QESOJffpRe0MIwME50FkBJBjCl9MqUm29517nKSBOOuco1CegRFChy/QSBVKur/WV16f567vRX4WSnlH0gpG/+rbuj/X+TVB2r84r7zxLFCeTSNiCL8IEAVu6giwszvQY1SjAV/BMCzrS6f+MQnUCyDZ2f2s1jxGAyhc1ZxiQ4FDGEj44iTd74f3ROsjScH52J4joo7YLVWQjeOs5tNGLU8rY1mqFQyX7usrhVLhM0XiWaS0d8RapBlzhDkTv8Bh7Z+F60NJ7TbIBZ0ljNICeOVkyxM7iUVS67Zs5St24hNieYtYysBXpzG6/vI/DSNokW66dJRVWqtaYSVxTx8mJgSvtcjlsf4orjMBSvJTot+UvU7oCpI0hjTL5KLZO6/HwC5fZbxtJaQzADGzFdXCsOmCxKscpqm0UWJY0oyw7a2TcrXIJJ84J+/F/PM01Tqm6zpJlKEOE4NP7WJP4TpblZcsN9BunoRxQy4fqOE0ExS7YTN6k7jHHoqwu7UGUQrxMSMeWOstUzE5IvsVH9QfAdPy+PMOwnJTHuwjRNpCFVDmZvEa+kcV64Rm0m/Uaxq2K3LeEN4m23bOBkduTB0RK9eQavYqL2IW2+9FfdKC2Mqy54hy2jZFHS1LIGqs3f0pQQtxWKRgZkEhdnQZszefOF3rfQAGVpkwsTBSVdSyF6d0FURqkQpJ8FZeWKKyYMvrchks4lBVMMs23qLPcPZccvta8ynkvfbb5wGwBE+WhRgxAmETpgpir7kSnodLcxjBhnSsU1D9cjoma8Lyzo6nxjNSxfOcvLcZU5H43xoo4R+770IJHdvXMEWJttKiN6ZopxbIlIhrcCguERKd1mqVyj1IJwwUaSGJdZg8jayD70GISVpyyYeGiRNREx1faQiuDKm85V+jZO5g9zbPsEP63lWazeQw36PXNplI1OmsN6jPKykti2TSW+L6+lJ3uTM0lcHLDk6xCrGTBczSDEtp7BEl8NLlzlw4wqZtMuOkuiF+PYkCVNuLlJp7PATjyUwzaf3mKzea6IGAYQeeSUmij3cdIGWTPH8yOp4ZEDLMMm6Ibe226hC4vYM9IkJFMvCnKqQcxITYlQqjKUKw31zB5NvfAPTD307ADPlNLv9gECLiVyVrZwFbR0640wZBfJvfhOdj32cteXhMHZhs0sa18tRSHcwC+eII4Fb38/Hmj+BXTSJzkyjSJWVso8ShaT7fbKexxTrXNNmcDRJqEhS+gRqSuCvJpXkZGj9aZh8KXQ06vWJu11ktfwS+OiNdhIUzuZmX/hZ7nWvJ1hbwz2TMAnHlX3UlA77qxZfJECLJA/ER+nZ22SdFp1csr+j8XUUKUjH2xjjXZoEWLGK50gcp0A2U0f4U9RSu0SBhheluG6OEwU+qqozPj8PUqKmJ7ie6hCjo9Qs7pMXCaVF3WsBkK+N8u5XLXB0Ms/R+yfZe1uN66fzZCvjvGrnUXzDpFYqki8UvuqMjNWOkcvt4KgBApPvfHYEXVooisq19URPjZk60e4uYW6ZoFelVil/zTMHoI3UGK8n0N45qbKol6nofdq2iYDE8ZqCdC9pbcirAs3pEBaz9Hb30jP6BFrMiJ4kK9J2my/RI4Mgr1qcTR+nP2NgLUd8T8vltTfeQqQlZ6iXvUbkzCBKPaQWMujlOO4/Qzut8mymgYdO1uvwVE0npymUtcS+LGVzqE9b2HaPbiFi67EvEGc8tDVBejxxMtNdky/ctEM970PKYMz6M4LCb7BSqA9nFVZbDdAUvhRVibQqX8w+Cyi8Zb3BpYEHArqKpOcWQIJXiOhNJ38bBBbKoEW+76HGLq38WRRiMpqHVv3qoeL/K0VXNZoDjQgVHR+p6Zx78nGqg11AEuhpDKeHX3oCTZX82qkOahjSrYzANY0x1hnzO1yfk4RuDulUkVvnUBSdijmBPbA5bhn0ZXLGfc8iR4+00SdWVLayNqP9Rc7v7GfdSGOR2BIHE6mnmCs4iMY1KtYAvzCsa2Sr/M2Hkn7bbD3RB9WJKbwLF7AOvPw4j+chpCOpkQS1lDfw118MCqOej+HF3CDG1AxiBhjCxCqEFLc12pqkHiQ2+HQ32b/mkOSknypiqBnytTcQ1c/RjwWmmiQCc8Ng0O5N4kY9yn6yv3zdoJfJ0BgZpaipTOVtdns+PaPKWlDl7eoX+K3ePCfPXiCKIvLj8+C5gOA/fPI5XqmcRhWSzVDyrfpJAIxciZF8lhV1goaVZrFYYw8J4/TCxLd9w3uiVK1ieCGpWGdgJUGsmfU5MZX09R/Z6fHg2kkO3fe7ZNrzXNybYa58AWfs1ZTNFlbRQ3YVHp+qUg5ayZumEttfTlVeuE7TbRKmEl+oXPize2nTeppQS/ZHRgcQnEhv0w/bpPQURW8WGXeQqoaNy+TYIi1/mbucQyi0uGZeZEJfwJYGg7hPv2ITd//vZR/tAPU/81V/Ld+Q1DIGI0sJBGni8CtQwxBfSjSxDsDM3CsBMKwzjKt9Lp07x87ODsfvOE6oajw7Z+ENg0JFC6irBVqZMiDZ2pkFIJrdi2NF1P118sUsW0UVI1LYH6j4CsTUmSmnv64jncBHG0gpMTUVW1dxhET1MwS2ZPfx99JuJbCiHT2BlIUDjdZuhZHSKbTWIm9q7ueRi9+P/ZEO4Vgas7PDEN1Ke22Hfvc8vgFBJzmM+e0YbXQaL9dFIlGCPJbyBBeDLpEzbDZv78cEysPKmDGVfeGe9VoN68gRpHOB/WHE8ZkhROFlKoXhbpKJK00l1M7dKIGgrGmrTLey/M6P/QjNjXVe/3d+BBSF2HNAwKBXIzb6qMORZrZrY8WHyEycJPI1jNGHedV2yA4tUqrOXv8Mqh0jopjymsuqscVMXkeNLIJoDH9YXdLyAb8cfTf7e1NIv4/jdXFDSeC6WEduwm1pHLeW8MqjjHVDNEUiQhfHTCiYC4eP8EvfP8ZUdR5L02ntbqOWTOJ+SFgfEKx2MfcWKaYNiikdWxM09QIAC7WXZj8zmQyebiC9LpkoTab0YlDYyLSJQ5scFh0hmR3NQr9OMNDRrAiR/drZ6FL+xarujt7ktkqSyVzqbnAsazOvdxnRW2iqykB4DKIe2WGfm2faFH3JcmYTEaUwYoNtawcp+LpVQoBsOkUodIzeJn1pcLwS8Fj2R/nb73kTgWZzbOcSQqZpRQLRHcPOrtBIBdyV1qjkF4HhwHBAH032myoaMHEb5r696FNTpF2f9vBepaYz325gey6Xx3Uujo8jZMwPrP53dgpZLlW2SaX7gEqYkqxmK8itgCmGmelikkFdzE7yYJRU1dcOOVjtOaplj5nmEeypAwgB/+YDP8tP/8ZPoqoRUTE5I6lHXp/c7LLON506gSYlkRBcG9M4O5mc+bi/Q1ZNvl8dnUb0QzJDwEek9xmYBoYf86qlhBHZ3woxFpL3r+yZe2FtDy0ce8laV6uvJZ9P5kA9T2Tl6ypxoNIa0xDrRVqKJL/uUfqu70L6Pvnf+hRlo0jK+P+x9+fRll1XfS/+Wbvf+/T97ZuqW31JJZVaS7IaS7LlDgw2wQY7mAcBAyFAOvLgByF5eclIgGQw8gIEBiQOjQEDxgHjJsatJKsr9Sqp+qpb99Ztzz19s9v1+2OdW1JZpaaEIAlhjnFHVZ06d++1115rrvmdzXfabMRpBmEO2wq4MXWE/rrDM7UqG+EOjqV/kFZbgbpTNUmq30A6DkLCWLLOiewO1r02qWScwJvB8gLC8yNQuPIkJCFM33jJeKM1tbbN8THW++vEiTJUzrTOUHSK5J38i+vonrvBNGn/udLfRlU1iN6T6vIYMX0NDnYP0bOWyfTXELkxIvqQawKQDVvsdpfZijVKvRQEPt1OCS/b4E9u1al56+gjsN23MwyDIY6Tpjw9i4gj+gK2Rke3NpnCGtVSbSXKgMxVX9x7Qgju/PBeCmNpYnmYPgJp2bzl9ktrCbdlKlPByrUZBgboDmudcRLDJOW6bNYHlIWGrWkkrS5J7jz95jST5VcuPwCljye6yvmRb/Y5ZxapuD2GlolE1RGdrQjiQF0nDk9AkhBkZyDIkAhldozZysnpOB3OOw0CYiZNQa2n0xsrwKrB08kOMsMxYl3NhR/FZFpXE+aUY3CtN8kOf4kpf40wpfaXJQIeLxvowLytQOFJ02Btc44oNNEmHqd3Xjn3zAsaDHu0nBSazHN2ok9kCKStvyLz6LaUpzPopkZ58tVr+ozaCBQ26pStHk8kEyR6iWPOMlKs857lBgiBbmi0tIgkMdAHJmZ2lfWxUWuAwMHobqFFap2cOrVMWgRoAozyX087im2xLAs/Tmi7k2RFB2mYLJ04jtYfUkoFJLZHrr5OWhtw/f41vny8SW5rk062gLahIxK4cfAcX57NkAQekTSIN48jZUzZneNjvRQ60I2eRSYCPbQwiLHSal9c0BOusaAV5RhuBDhC6edmbIPhMuU0oLVIze2hezFSQt/Mc1+1wKeuXaB64SwA5VKJYHERe9/lQeGN4zeiCY0do7Ze5mTmkkhhuKb0+mlidOES0ieWOcjZTK1LljWPsqccDk93lF2ijSK8W8MGH9l4L2g2Sech+kGCIXQETcrr1zFZ+gjprV30ow5GkCLrR7QyeaSmMUwixmyTsVHa9hNfu59nNgrMautM9p7h019+mEwmwz3vfjdH9nwAgKI24E7tKQaJhXWyyOryefpORIjGQrGAQLIkpsloTUx8homgkn3l3pffLGOVCtlBn1To0HWV3RdWHL6RVVkHH33uYcLaXcieZPLI9+ANYm499BWW991GRvdxCgHGJnz2uhxRT51XZ1Nj/OLT/4bJ2sgJl8RsBUOOZfby1vWIYvHV9RSoXoVDU2Vm7KqqM/d5O2EYN0kZLhpTyLgBuo4rBtj5Lm78DRa6c5jWOZ5IPc9OdmMm4FsG+R0rhE7/dc/L/wpyJaDwj4F3vOa3/lZenxz7DOfbAzQjYXr32zCSmEgIPP0zJAhcez8IcOcPkfefZO3CIpKEg4f2oEVbPDRVJh686KFdsYvUPYesqTEcKI/VgclJwokUot0jimFrFG3ZEWms53SsqMfsa2wUo1RE+j7RmvKW5T2TNhp6kKWRN3lhb4HU6Ry9dIacu4Nt6pWt5Vkc9xQbf/4Yf3f9xwmJQcKwNo+z1SajKW9W69wSW1/9cQA2e4CUuFt1WpWAZzc/RGQ3CM0Ww8lfwTMswsaNTOoGrfZOxjQQo+pk85sO2vRddxKcfoF0RWKfOI3meRgj1quXykVQuGsaK9BoyiYAg9Y6Nz6RRTdMvuv/+Xn2v/UupvbsZ66h6gzCrgLkVs3k6GybhQsLZIYx6cknqS+O0ylWefdywKrWZPfB/TB5PUYqJok0Js/AcXcRNzDIDnbS35pHm5Z09DTfOvh9JsJj7AimiVtL6KHyjrc21vD2HUJGGvsGp2lkK4y3+qRH6Z+NaFSjMDPN4+4687l58sUyXUMghyqw3314VUVFd6uDZ0cljaYbbJnq3zsrl86hpmlElo3026TJslLuIoRaL5uZNjJ2KWCzIhN219Jo/hbh0MRwEkhVX3FNjb3EKGmYTW4cgcIVf8j/M1/k32U/jeNMkMlk6DIkkj55GaEnET3LJh8myIKBFisj7Mn0cyBVu4vXkvwoOvKBb30PP3NnmWqwiNY6RX/iIDvrxwnCHO1YIHp5hBEQZFdI64KZwiL1bonqhppLp6gODCHaMHYVQggy99zD5OnzDKMQGSdIwyAz2GKsXefUuEl9OsXsRpflMx+kd6ZL/OCt9NfXwciTW6uTmBr+IGRG9NEim2iU3ng8O08izoCEo8kTdLoVJu2EnZ1dTN1wGwBVrUlNU2Mr7FapR9HYGImuYw+HbMzO8CN3/UMGRopM3+RIxiSqQLx1BlMzsPUUJ2b347QDvBHjbGL00a2YzUQjP1hHSvBPNrB3jNKR9ikg2Lcjrpq45hXnfK6sIiRDR81ZFOj03Vt52ooJVwYMvBqFD3+Yha+c4h/+YUjBSKgnKYZDBbxzqRbdFY9Hy+PcVfh5/DjD4uQ96NGArbRJtrsJtlqX6V6PoePRsC7g+VPE+TnMVEi4OKoPPa/YjJm6FBSGKwoUeuPTRDJia7RnzrTOXBIlBNCzWdK33kr7859HJgnOuGJa3a8tEgNHzITJ+gy7zp/CCruY+SpdrUl/cVQ7ONT4wPpzbEWCfDuHCAO6nQK2MSQw2ox562gD9Q5MQyeIBzhemvL0DCIKadPlwEDtoWQiR99QTJauFmK5Hk46c8l4Lcfgvh+8CmHsQVZ2Yug6Bw5cvs4lo2v0cyNmSy9Lz/NAaBRzSjfkuzGc/ipBmKCnNug2p5nKu6/47kGlj5aGbRxNEnz5AVbtMlWnixRwZF7p5PW0ySBW5siQNezitdQyGQQaQawA/bjbRkqBpknG8uvUxVnGTY04KnFjVqUJr52tYgcFIr1JJDXe9uwuDmzl8TOLkAge7ShHxe2NxwhG1P+akXBeqmhHLX2WKKmxrPU5U5mhfX4cu3KcYUatB7udpre+ylq2wIVyjhuOFnCDArGpvWKPwm3xshYf/Te3suPal59Dl8xXuQS6TqWxxR6nzrgREBsVRXJmPMpYr0p6pY9r6/RG/lyrn2BnVhjaykAOQxtva5OOngUvi5SQ0Xz8WMfK5F/1/m+2WLZDmCQMczuYM9Q+i4cD+kMNq5QDISitrpLDZXrqJDuqJm69y8C22SzMY7U0DsuH8HWTnrDA7pIkEV1/ibnM1dytmZzyE0RqnWhoo0mbZ4ZvIc62EElC6vqb+eid9wGgL/dGJROCLZkmSWJMfCatdbJ6j7QZEAQGfT+k3+/zlnya7oj0x9psgJQ4e/dd9jmvrV7L177za+zIKVBoTaSINgckvrK7onUFDtZMQT9y6RGSkKefHcOKJP2Wzb6RPfZUp48A4lDdO14b8K7mbUTnv0ZYKKgAAjaG2MQJHOZSP44t0/SjDuHQouKHXMhXyDcaFJZOM25qTOTUPl1ZXOREt4o0U/zU5FMY3TXM0jQHp/J88h+9B4ROQfS4Q3+KVu1mvKFJreEipgsEQUA5m2G/3eUoqn5wWU7QIPeqwYVvlqlaFQ1Japij6yoH3P8YeyepsIUZDEkvS6z3/hP8s21EVOOaZ9vIWKPj/QdMS+LkfYYdk7VySDjqT3xqYjc/vfJ3mZ9Qtlk7aNPP3MtQs/ixYgH9NSL0oCKFKznFFjqdH7HLyzJh0kAXOsKbZ6jVkbpOxwrpxR43uwF24rKWeoyO3mc2rEAUMrQdFv0d9P3s656X/xXkSkDhTwJVIcR/FELsFFeyAv5WXi65adaTGm7Jp1C4HgvIOBEp/SEeMu7k9Nk6dbfN33v2LzjXOU26PyTb6vLbv/9TGOF5FjPTmIGgH6iN3iPHuiPZ2R6jORiQGCa5ShUxs48j3o28r7HJ2qkWIRKBYLVooAchs6/h5c3cey8YBvVf+3U1bNekK0AfFlirOvhGgnsmRf+aa2nnLXxNjUdfUd6atfZp6t4X+cezikXUzy9gNmNSUqWstp59jC3/GF7scU4aVNsgooBurUHtyR9G93NcOPjLHNunkb/+z4g6V/Nep0Y9zDCtKUBnVFw069Jy1sxdd4GUGOnzxFsr6JXJyyqtaHOAcA2yU1W8QGeDNfx4wO4XNIK8yXf/639/kTlz/trrkS3l8Y7bCpBfZexkasNF08rskicx3RbLi5OcGXTZvdUiFDE7du6EO34SOxWRhBqTdckJ5xymn+KOu3az1sswf9N5PjH5dzjXnOK7G/+ViXiSpLXI6oxKqWqtr1GvKdAzsbnOebuE6w/JmT5oBptN9TydsTSRjJjLzlHasZOebREuqZqM/mOrCFvHmlJG445yiqVeQtPMk5MBxdRl0og9V9UUCpfjTp6Uqaumu2YCiU3e8FgjYVctgx40iYYahhtD+pUNn9nyHsKRt1bLamRMi6wuacg8Sf9pLP8krjtDNpejJ1Re/4wWMhat0rYtcn5MtTCGlqh3/nzmFNrriBQC3HzdIQ4fPsyN114Fs7eoD889gLb/EKlhg8KaRysWiFE/SSd9hp7wWcif5dzqNAutVboOZC0FwmW+AKYy9jP33kOl0SFvu8SxJDYs7O4m+X6XwNRop3X2n1U7ME5tspF9gThaojRRI93eRNvyFa230aRKmnKsDqfT3jTrGVUL+szgeZ72h+gCdpViigsqFVzULLRJtffmb1AGULPZpPjhDwNQftfbCXWdgZkm37M5kRkwWIiJ1p4EIJua5HRlAtEd4gqbJAmJZYhmRDyrKWO3FTqYXR9rh4oQ7lo4hG/EtFMRV1cujRRe8r5HkcKOp9Kcop7BculdPGtFCE3w3NeXqf30T/F770qz84UWdz/yp2wmHsPhi06Kzmqapp5DNy9wbfFXMaIeY2uPEFo206tbCM8jR5tkU7mlmuYKdnccvbyAlY4J19aRQaDqCQtzL1uf25HC3JQy6LbrCs+0zlysJ3ypZN/1TqKVFQZPPkW6Ns9AWtzY/RK6gC/EAWZkcN9ihnZmlrydZsCAYEnNY2qgc6HyCFuRxkRDV8ZfVwHnDwS/RN5pMxxkiCVMyAg/GeDmcpSmZhFRSF/3ORwpw3QoijSjSRAxhi7JVWuX1XPF8RRv/dBOfMchIyZor/sv+w6oyGLbKyNEjEw5RCPq/ImKiu6brQC++HP0RuzAzdYUU4XXcCxWqwhgorFCP9DYskpUHFX/tVxUushIXJZsBf4cTyCS23CF2t91cwmBZMxtcCJU58qEu0ZV+3NsTeDHu3HzEboTo62baLFLz+zRlhZz5S5XBQ38zHmiZhoZT9Ikw11bj9Aw1JybWkToX6Cht8lE5wnlLHVtwKnxKfznS2h6zNbcZ9F6GlF+lmGvx1q2yAvjVXYup9govno7ipeKkzZf03gWuo5WLlNuNfANE9NJ4egjZ5zzCCYatz3dwU7AHUUCZT+NlV3FcEdkK6FDodVny8mjp9T40prPIDZxUq/MIfBXIbbrEQkQpQV2a+oda76KxvTS44jAJ9tqkdc82kGT77nDQm+q9bk0NYe2qDGTeQRbDrlglDHsDo38As14mbTu0ZYJz/sJ5IYEgUMjyfIX7Z/ADHtk2226nkt5Rx4cDZFAmQBLt9kgjxao1D5LS9h73SEypk/fN7B8n3pdRagHzQbCdghPKAZYZ++eV3zWl/bINSfTICFcGREJrvYQjkG65LHh67SIiWWOZk5F2DKbkmtH0allP6RkGrT9Bki45dk9DI2A4TOfpu/W8CWYmOiijiAmXO1hiBT9qE040KgEIZvpLHffcy/uoMfM0pmLkcLm2gW88gTiwPvQ6mfQheSTpwSnNrp0hjFbicMuu01FtMkceDc9V9lZM9cqZ2M6nebuvMEL7GeIzSpjJNbkFa2J6shBb/p5eqNI4ZI3TsaPMKM2g00bfXwXwbk2mB5WbLP+9C4QbaL7YjRTcjRXQuh9wp5OrOvUK8om211TOmWpt8Ugcx9Xu0Nuu3fn6wKtKSPFpqmAuJeo57YZI0Z9Zls5hloHqRmcdmKeWjvE7nSXSO/yjcyjHOwvoKGRxB1C26Yta2Rk9xXv97+iXAkobAI3Aj8MHAciIUT8TT/RX8Ug/yaKHLua5pZGbiKDrrtkDR/Lgs3kFk6K2whWupy2l/g7e76TH54sUOh3iBAc+JNnMP1F6s44Wa1FfRQt1IIspuwyO/K2NrPj/NZjk3z83M0cyV1LOWkyvdtjtaSM3dWCDpHObPHVDwhrZob8t387jU9+kmBpmZxr0hISEeQBmDntEV9YZ/zmmzhTNNCFx3RqL28Td2MMSwSTf0px7gjL1jqxkYCrDKwoaONpW7Q2ezTyFsXsdSyaBlevK0MgM7ZAtnGAo0OoPhFz/SMm2VGPuk73Opro7IgbgMSaebknxt63D2NsjOHRR5DDDYRZerG32Eskqg9VzZ1ukJEeDxpf5/PLv8nxqQ7WfQcusmYC7Dh8g2rJAMhOGplopDMDsn2TvuOx230UmWiEjRlu7hdZ11Tqx+zsLOy6lzCrlNVOI+bEqDaylDmF72gQpBjLr/F8Yy9uN48pLOLWef6/v/N9PLXveh7f2OKIVUICTj1kzc7g+j5FvQvl3XTW6xhxzEpeRRbncnOUdu4iMHRazz4MApJ+hL2QR4zSBXdU0jQjnQ2ryuyIdvmbJZXy8CPl4axrOW4rP8HWfEAiHECnICzWkeyuZTDjJskQ9NeIFM7nd9IdAfpsWUUpx22LBkWarSMMh0u4zhTpdJqBFmIIg39Q2uTv7/s1OrZJLk4YT4+jJQa+5uNrPglQ9V75ntty22238S3f8i3qgMjPQnYSzj3I+LsUa+mhsxBIQSh6iMihkj3L6cyzOIbPqY155tptzlcFxlCl6GmjGggA99AhjFKJPZGGTGJC00Vvr2MkMUYUYUQRh+LHuLvyS+ye+AQyOY8g4WoiTuzchb4xxCBmKBJyeo753nnWydMzPALTQ0jJBa3PZ/SzJFJQmDwLThbfzNOeTtGcyxDoHk5pmnQ6TbPZZOwf/yPM2RmcL34VNx7SM9K4Q41ATzg1K4i3zgJgp2eIYkmkDbGFSxIPCAdKVzyjWfSNEut+Bj2R2DtVpHAsPc4T+9qcWBiykF94xTn3LINqxqajj2od1xzOxmXsjMWOQ2Ve+MYqzX6LPz405Oi/+BDFYQcfk35XgVyZwGo4SxIK6rLIhHmMiRsDtrJjtNMZtKhJkMkwzQU+eeDdJEDLahH2JshO7MJMR5BIwgsX4PyjL4sSwouRwsqsMvjWems0hg0afuOyoDD9trchLIv25z6LaRj8V97LvvoX8WSP+6MAPwkp5A9xZv492GGGZncCJxjSt13SA4MXkh4RUNz0kUJD62aQiWDBG5GX9EtsiRRTUYwfD/AKOfJj42hxxFCLqGo1Ys2nE5fZivYSGz0CoZGrvrJjpJmcR2oxVmuM3/9/H+VLv/U8vdaL4FBKyTc+dYpOOE0mu4nICJJRu6RyMQ8Zk+FaAy48Tq+sDMyt9uRFY/OVxKiqfTnpN9mY34ubn6RsK0NZSEGg6bhDgeg9Tuxr5HMFhDCJpQYkbLpLlHSJpUc8Gqt3N2lfYMb4MpFMMMUuhICgZmMFSl+HZkgYSozsSfYkAX76PPVmgfSgwAnmuL1xhK5QwLbkN3lv28Swfg1DLNMSY4S6x9nxKYwljV43T2IOsNagMaGcdJuZAgO7yu/ds8T5Uf30uP3alPevV6yxMSqNOqFuYVbHKdrKQXLaW0SjxXsJ6A5CcqE673u9EkJLcIunkYlOHJtUGiF1J4sRKbCaM30GsYGT+utrSQFgpVJIIXAqC1SFirhKy8IxI1ZlAaPbxEgkOT1Dw29QzHcI9CZOr8/SZAVjKcHSAg4mz3MqPYHQYzYn97IeK0P9/jCm7iXEKQ0/SlEZGnhuE2MLcs0Wm8MhH9cDotGazYqAVMpjXRYQMoaS0uHFHVeRMiPasUO23b4ICoNuGzOVwX/hGFouhzE+/vqee1Kd98GSAgXhWh+z5jFX8Vjs6VzAIpE5GuUbiXWDifWYQxM58oaygWq2wdZwi3sGt7C7PcPpqdMQ9mnGOfQRD4RGB4nB8NgWQtj04w7DcEAtjtlMpdn1zvu4kCvhPvckJXe0VjbWyI9PwDXfzXPxNGlbp2tk+dHffYLffOAM9djFTUY1uV85za6NLZZmIq45oFLOU6kU7xuf5hkO8YN8HEskpNKvP3UUFIkdQBwWaaZDYiG4yv406SBNSdsCCf3HHsM/18acyiDdEuluwpPHf4hgxFj6vDtFbAwJ+zpBuczQ0HjP4UkWRmUwv7XSQuoZPvzqgflLJGWmaMkWtm2jRU0AdFkmGbX98jRIkgZoGkt2zPT6foQesjX9b3kwF3HjYDeJCIgHLSLT4uGFg/ReUnrwv4NcCSj8b6/j57fe7AH+TZXNCyeJQ6jtWIALT1IyV+gmLovad3Fd6hrGwzJ33/BOfvLGn+Qjs99Nxh+wlctwYBEsfxEpDAyzz/pwBAr9DGNBh+p4DlOTPJk9yOl1wQ/fNc0HVz/O23tf4OrxHBeKytDbTEsC6b5i4/qXSvmHfwghBJv/6T8pUIhEDz3Gtf2UH1C1GtO3voVu0WB36gC3VL+VQLao6mO0MhuMT91E1s5ST3ewTeVRGgbnyeprdO0GiQ7FsMh5w2Df6qjoWNsNKcnpmknVOIfe3cHU1iEAzq3dRyJgVgKIS+oJt0UIQfrOO+g98ABJZxO0kvI6fZNEGwPMkjos8kaWZ6a2qLz9eh64qs7s2K5LvluamiGdUvdKRELgl7FSI2+ik2I2e4Thyjy58gzfshRx1m6Rz+fJ5VSKzIUFlX09PdVj0VshIaF39iw33HqII+vjTNvrnGrOY47qJqP2IpP9Lb5wx/v4UXuMf/bcClvpDH7LoFrpYUUhOdGA2kF6W3XsMGbZVgfQXHaO4uTIgHnuafSRZ9/Z9SKN9nRGHT5rToV57/JetEI2RW/UNDuQJgdyK5w90EIKlxTgolPXJGOehZW0SHxUk/L0KwO06cw0XV0dOpOTCmCM2w4tfZJ6/auEYQPHnSaTyTAUIZbu4iQphJ4m0jQKQrGMumGKgaFqPAEq3hVofwAhYOYtcO5BJu+8hshwObSsxtVzV3Das5Sz51nOfAmAZ1r7max3WatpaN0qggHWrsMvXk7XSb3lLVQWL6AHAYlhIZurdB2PgxdO8+5vfIX7pjw2Ocitzcfx/SaG6+Dd/xDHDx3G3PQpihHVvGOxo3+e01IZnOfdMSZHPSi3DJ+wWyWXUSQosrRAyu6TsrokxV0gBPl8nmaziTj6R1TedzPh8eMURUhbT6FJSaFj8Sclm4EcMox72OlJvEYfYTaxhUss+8T+qG5Ny/Ng9nu4f+sqBGDNK5BkaAb9/XnyBxYwtFduxg0qhbQZq8Nac27n1HqPnZUUB946ybAXcuShEwCUb7yNxe/8ewDYWwPCwKJfdzlPFeHHbGpFsvQ516lzZlqlyVeaLULdZZwNLmhjNF1Jokm2hjUqkzuwRuohOPYEdFdfVk8IKlKol8vU8mrPrPZXOds+C3BZUKin06Rufyudz6kUUvPun+bR4nu5RjupmhdvPouYvJawOo0QAnf6UawwpJ0pkOnbHB2lh+Y6EZg2kbQZ9LPUvCYAa4MJtswMtUTHT/q4hTy6YeC5LgEJkhihh5y3ZmhE80T6Ft3h4JJ6wkueL4p46KGHmJub43t/7u0cunuaYw+t8js/+xCPffYsoR/zld89xuOfP0cczZDPrTIwsiS20htWLk+Ut6hv+sTlfQzcDSI/zTAuYhmvbkbomQzVf/aT7Lv7Fpa6MWPFKRw9RtdAT2Bg6syunaO60SIOHXTLQmoJYehg2m267pAxoebrbLSDKElRMOskIuRc7JPXi0ipc648Qye9A4GPrUdofh8rHVF1NCJ3i6VWFXMwxvPmdeTiLv+i/5/5rPWT/JuxP+Af+P+J3fJrBHIXLxg7kVqWs+NTuP0hq6vK4WFcMNjM5dB1nSRbJNGLikafPKCM+DdLzFqNWnOLq296C4NcmortYgvJUiqFoz/C9djU5AZ+YiOQNPtK93mVEyShi4bADSVbThZzpUHVHjLtNRnGJvZfMyh0MqNosFMmRU8RpJk2+ZJJjIbRaaInkrSZojls0hg2GORWqa2u0UsJkhUFgN7S6LI66mXZmpzmQljl22SLzRBalk/iCPzQwxmewHWfR68L8q0m7X6f31xaYd8ozToD5PIZmtqotn1MpUFG6QnSps+WdEl3OtTrdaSUxIM+bi7H8IUXcPbufd1pknrWQsuYhBe6SCkVKBzzmCulONHSOUmWiBzoHp30JHNrMTNlg9oo4lyzTFq9Jt+z8h7O2MtYtgLB6/00WlHty1jzAQv/jIoQ96MOg7hHVUA9m+fC5hYPzx9ADgc888RjZG2dpLlOYWyC4dh1nGSeA9YF/t13XMPRlTa/9BcnKJbLRFLjBXaz9Qef4a6b389/+PnPYY06u6fTaXblaixwlEiYpOlQK9zw8gl4FbFtm9D1GIos5yZ6PP3OIU74LE7iMO00EZZF9/4HCS/0sGezaOkyJdo8u7SfPXv+Ba47y0a/SqT7hD0dOSJn+qF37cHUNbpRzB/XwRo8yY2F/Osel2u6+IlPqVQiHqg5FVGBvqHWgqdJrBFYlCLiSfMsHd9ha+ciRxOTw9392OI4euiDELzl/Gls881zFv11yOsGhVLKj0opv/e1fv4qB/s3Sc4+9xcAzMwchN/7LhyR0MfFj31ym8pDbo563TQfUkyMJ+cnoJwh1x71h7IjNrbrCoMUteGAzI17sOIBS1qVq6cc/uk7riYpDQh6TXb5JkdnLM6XJD1rQJscM68DFJpjYxS+67toffrTzHbXqZNgorOw6xcZrlloroW9ezepvMWe7AEa/ipL0aepNjokuqBZyXCgdICz1jI5mUUKSTw4T8ZooM2+gECj0FC9DGfWA4K0jT2YwZrI8oLZJW+s0Y3ncEdR+OONEaBARQi30yG/WTJ33YXs90EmaIVxug9euOT/ZRgTt3yMsprvklNkMzWgkVbMbjsnL60dEEIwv1elyUktojMYQxvRx9t5n4y3SnRqhtn8AsUgoS5aKko4ks4N3w2A3pNUbY8NbxPWLfbOlPm8dww/fwSJhuHvJU4CwnCD37j/D/i+P/hlfvDUY+xLDM6WJhk2TA7XVRNdmy6MHaTfbmFHMc8MT1NxK+TsHIVxBcDb3RZ6ekTnvit/cTzG2qmLf9+Rv7ziKuc92qO+e3qsDtVhEiLxqG6rj6zNsB1gBuoFGW4CL2EA+2ZxDAffUOlDC7PKsB+zTRqUaLefBMB1pshkMkQk6LpDvyVotBRrXsWxGfPGyAZZIiPAStS4qu5rRwpfJrO3QHcVrbNIMrefhTX1PuvuGk57nlzuAqXMEkudcaKhiRsktGsSa5BFFw20b2KxdPbvJ9ncJN/pouka9DsMhMbNZ47ykROPMzyf5tkkTS7sUKxv0HY9kkaDo06ZZBgzPipyH2SfZT5YZjEZx/UTnjav5dDQx4glIoHi5tVoxiJx3Mce309ZtKiKJvakMnDy+TytVouPn/40f1o5hrVzJ+VOk6am9srNL4xzJi1YKjm0gg2yRonSShPNbGJqHonsw6hmc+dahq3GEC020YvFS/pz/dwtP8c/u/GfveY0z5U8VkYtaIapaU5tdNlZSTO1t0C27HD2oab6Xm6O0oQycLtmiqWlA6w9XWEryKL5MWt2mTRd6p0VNgrKOMtFKjpuElDptllMN0jLGk1pMVnKYE4oz3747DfUYKZebsCEK6tKz9kFTM1krb92sUXG5UAhKBbSaH2dweOP8/237+SGv/9xrq4YvOPcwyRnHsI008yWnlNjW7if0ErR9TKkhyYNNWREYmAYLg1MWp0K2/Zma1ii4aWpSIsw8fGyau6yuRwgaMklCti0gil6iUkcrxLHEbna5SOFzz77LJ1Oh1tvvRUnZXLbB3bxoZ+9iam9BR7+9Gl+85/ez9GvX+C6+2bJujvJ5DYAQZhV77oVOiR5iyAxOHb4ZxjYZxm0pjHc106ZBCh99KMs7JkhSiSF0T61LQkSWl7C9c98nb4NcZQn0iNO3v1Zkn4JQ+/Sd2LGRvW13/mZh/CTKq7b4dF4H4/JEEvTeEB8N89OHaBZ2I0RqRTFdH+Lzec+jF1SzpSj/d0IqVO3b6WvOdwRPEEjSfNnzWv57cbP8cfX/ms2gl/kOVsDI0cjm8NJJOvrO9DDNNbTkg3TZGJigoptkZhqL4UiD8D4axDNXIkYYzXKjS26mmAtCJlwbIqGZMmQuNpD6Li8W/RZp4AmBFt9Nae63SMJPMSour/u5rCbDe7tnaaa6jH4nwAK7VErlUGYQQNMTSJNG5nJYesSvd9BTxIc06XhN2j6TfqeZHp5CV1IvmDcjXdhnLtOj9NCXSvOavxRag8tBLkQlg0dYYUEgUs6Os7u/Ccw6oJsf0RO1Gnx0xuCf46La0hSmTRadrRXSgr0N0QeTwvohDZeOKBer9Pr9RChTypfxD927BWZR19JrMkMwXKXpBMiBxFm1WOunGIgTRrEaGjk4nN00nPMr4Ef16mNal3HbJP9JycpB3l+rfaHjD92Bi1fYFOMEeTUWgt0dTaLSEXeB3GLQdRlzDZIdJ2n1zZZyxUpze/kgQceYIcbIKKA/Ng4x48fJ0Znf+cr3Ds+5O++Rdkq912t7IbNzQJaKkX57/8IAL2eukcqlcLUTA7FDyJkQirZYmflliuaFwByBYbCwdMEdmqJ8508AGvpMbzrr6f7tfshkVhzWUSqTEXrsuWHTI5/iFve8iUGwwyRlhD0DeyRA/z8QDmwf3N5k26i4bU+RcEuvNIIXiapUUp5tpAl7KnUYhmn6DsD+nGHlIgwYrWm9vkFvpx9hK92Es6HGnqQZswfx9WewA5U2v2OpXO4f4NbUvytvImSLReYvEZn7qmPw6CBXrsZqen0ghaMjBxrRGF94aknAXghv0D9B36UYnMFLfHZ9AwudMeJpM4gLlMZ+qRu2k+n49OSLgdHRpM7N4Gmpzl7/ghLZZPfviuH43fpigzjuVcnCdiW0g/8PTTH4aav/iGbo6apg2ScfiODN6EjdJ097ZicmeVE+3GslCS/vIQeSza1FQ6WD/Isx0lHgrCWJmmv4449jzf9NDPpd9PbPElb1yjXIZkQ2L0JrPEsnY5qFtuK5ylgIoDlEWHOBHlFMjN2eWDr3XQTwhm1TLhxH4Nn68TtF9OloroywLdBYTU9TmRIXlhVhtxM8eXG4MJ1NypPpwhpDaskqXVMZyczJWWIxCfH2NVw+WphSBj7l4DC8sJOQJIMNGb9AadTqziteZzB08RazGzxBK7RpxRMMRwsE9mC1Pwu9pw9wc4XnqDXHNKamiPsGdyyoujwNUNC7SD9fg9Nh6+tPMA75xXrZK46hhAaPdsCvYE1l8Uovfi+e88/gpBqrX0zycy2VAtpWiNQ6AYjEgMZI4VLbaQ+0hWX3lYXzVcK2cilQH91r3liCwaaz0xlDlA091uJQzy6puuqFEiAvvAZ9EI6QwUKxwppChQwpclYEnF7R83xFUcKAWZvVX8ufoPczTeQ6zXI9iQb7hZGaw5dj8jOtDi2tcBsW6UYijGPbG8HGstQvLRxt7Nfgdxqf4CugRQCY9TnavOOWb7mb3Fam2Z1kMEKYlrhJicnZxnU1dztSIcMpcGqG1KRLdasKbLdmGfsQ1zfluxdkkxuumgbO0HENFuPI8oLpGSPlOwiKoq9LZ/PM+xeoJp9klzhWcLvfS+5ToOmrsBFqZfmp9a+jeWSRyvYZMrXiIZ1NKOJoXskyQC/qfSP85DG+aPP4AQh9o5Ln/eGsRvYW3xtQ2m2lGK9myLSEur1Neq9gJ2VNEIT7L9tAv+8TnE4xlRmiokRccnazD6Wlg6ytTpBM1WCSLLkltCJcemzmlNRei/lYRCyYgj+8PCdHM89zVg0Qy3nYBs6xvQ8Qofg5FEwvZc1rQcVKTTGVD1ezaux1lvjTOsMlmYxkZq47DNl7roT4TgXWUjRdK678wN85/G/4Hy0wlD4zPg3AdBPLdLS0/TdNN5QA6laYAaGSWJ7xMKg21UOPt2HJDFp5HMUgtF+yKj3VhzV4gReh7ywSfpFZf77ywCXjRRKKXnwwQepVCosLLyY5puvebzrh67mW3/iWmqzGW77jl3c/L6dVA2HTtZCiJjETSOikJUTfeTIcfREMoHvLuI3pnBSrz86Nj8iHErFHm09hedGCOB0LUe63+KBQx5+ohEbPs8FR4i7VTTZo+dGjFmS+qDAO3IfoNXN4bptHo/28FASE0mJaNyMbxUYuBX0QEXQC9114nCSJK9SFp8I9rJhN9m0dQ7f+AccdD/OT/R+gD8ID9Dwr2Z+/i30tQHPu2ewUmXF8OlkiSKbnPPLmEd1NpKEqakpxmwTaapzJzFzmEDWePPaNJu1MVx/SLfVZiOImHCzFHTJMiFOrY8uVnmn3MGmLOEjGMQ5nKHS03HoXdTrdSeLEwe0TxqYVswgMnAu02Pvr1KckROp1wkZCA+HAfrYFEvGFLM5VVOrJxLTdBhEAzYHm8Rpl9raGhLB0ak9hJ/ez2Q7jb2q1ptht9iR2NwwrjKVOk4HIRTraoYezlu/C70uSBtqzd5+YYv9Y1nuxWQoQjzPwymO9nV+Gj7yKVaEAtbd0CIOhtTrdTYuLCOkJGc5SN9/RebRVxJzIkW03idYUgDDGEsxN+oL3RPK/ijFLTrpaZwQ6sefoTpyLsyFgtvPXc2TheMcs44jHjgCN9yB1HQ2PKUXYmsEClEgJNI6DOMuY5kR02hTOWqvv+MOfN9nV6wCCoWxCY4ePUom5THNCjz1Cf75ew/whZ+4nZs9Zcu0N03KH/vYRSdgt6uulRrVpB5KvsG/5cfxow5jr6AjX02cQgE9kqSkxqmhhgjUdU+O30jqlrcQnjtNErSxZzLglShpHdpI+p1R5pLvoiWSeKCRmVJAdnHo041ifvX8OrvMJmZwmoJzBaDQHLWNyaWJ+j46CXHkMrBDemETT4uRI9vmbf1lYi3h+ZZOcMLnqr7KLLO1p/FGzoh1883LHvjrkjcECoUQaSHElBBi5pt/3uwB/k2VPYe/kw/uGcNYeRy+7T+TnlS1LL1ApThqKQMtqxTa+tISUkoaqQwfmL6KE/v+OXrY4XSmwDdWrucnh79ASy9S6PfRLJOzA7Wwx6I6R48exQpmGczsRvTV4RjpBrbfxcoU0bXXlwphFIsUP/pRJp/6BuaIXnxwZoWgkeCl16C7zqELPsMkYrF3HC+fRu9uUuzZbDbv562Tb+WspSJ1/do8stchOvgEfmuCXOHHWGyeRkskXkODuTwiMdhKGUxG6oDvJXOkNA07gaEGLgEFHLSMhXgFT4zmOKRuUR6s3LsOg5R0H1q5+P/bzKPboHCiqLxNJ/tn0KSg5L68/9bs4WsRUYTUQjr9KlIPcFMuC9mTDOpzWMzgBZLHUuo9vhQU1oppQtcg6OvMtDd42jiOEWYZLD+GpVnUrJiDuWPMBmMk7UVwwDpwA14Qsb6xxYXWEGOPMuomV0cF+4aEsasYhD5rFY1IRnxgt6KV1g2DXG2MnueQrD9E9WOHLo4lDHyWnzpCedQAd2H68r3GaoUsWyOvczbS2TLShEkM0qE2ytssT2QYbqy92Li+9NpKuDo1TVCWGPqLXtEEQWuUiuWMIoWgehX60ZAhSvFXSx7mKP1uSnuKq6MjAFTcNwAKK3vAK8G5BynfqwDivvOSugad9tTFr51tzDLXUXN+Q/wBtMQisR8G7dK15+xX0eV88mJbisnl00g0nl62qIsO77jvQzw2XAAkUWHIQ9ffjrY5RGoQd7eoJx6nh8pA2bSmicKYjbRDbfk+PvZnGnc+XmZpy4VEY2v9wYuebgDKSo/k83mqE8ewRIAnBnzFPUaxOEbdGkVwhcaexnVYRgW/t4KX6BTsb+Dqq+iGh98LCYcRSSQY2xjwjo/9GAfOrWKN6gmvVObLKWScY2gnNOtKD+2oKD2175YJpEi4YevtmJrJ5AgU9s0iSEnspLhlShmyS64afyYZ0E0lWFGIG/aYZJU/rqzQMlfQ4zrTg2mmRwQoorgDOx/Tf34RJg5f1mERrq5hjqmIYi1VY7W3ypnWGWayM+ja5Y19LZUifccdtL/wBWSsjLOJB79EedjmE/vexlHvGQws0BpsRg5bIs3QdjBiiRVqTHTySCHwbRNbmnQ7ag+K0dreKubJ9tQ62gaF1VH0v1tKsLWE7dxpN1H65nI1hadOnWJ9fZ1bbrnlsqlvU3sKvO8fHubQ3crpMm6ZLOtTZNLqPYkopPV8C+lolFyBv/XLSCFpn34r6czrT43aBoX9TsCmXaKQUrqnb+dpZyqcnSrTJgJzQGmjCtJAJh16TkzNClnt1TB0GxmZ2PaANfKc0HVWQsmYM4HXV2vETDZIJBjhAF1rE+U20AY2rTDHaa/FmmzRsrIkvsDUIqLiOhqCYjLJn3/Lc3w1+ximN6p5GkWmuo0NWrkcsZRMTU0x7VpI22SX9X4SMUZR06+IffG1ZLuBfXP5Agkwky5TNBJWNQ1x40cpGP+RIik+Sop64hAJi1RfrcEocJAj/VN3cnieTRxqmEaiIoXeXy/RjFNUaZrDRoMtd5Zs0sTv9xjiMFcetfZJEjDVut/ob0AugxHHTFaqjBsd/m3pOn48Tlh8fuQkEYscDAwyIx9vZDUB1bi+1GsRix7aps56rohvmFzT7pC+ZYKEBD8OSKVSZCtKv8vOGux8G93NUQ9kmaEjI7a2tlg9rz7LRWpurzxSqMhm+k8q8GrWPOZG5H7Pax0WtT4Z+Q7mZq9DOHl6zz59kbDoLY810KTG7039D95xvogcDuksvAWhCU5qo3dtjoiGsIAYaagWTlOVUb/DQH1vz+QEhw4dIhVukhgmXqnMiRMn2H/wKrQdd8CTv4M+4gbQTn4RVw5Yy05R+MiHLz5Lr9fDcRyMURpuoqeYZJmuKLyhtZ8pljCShEKYph5rpKM0goT+wXvwblSkNrp5Hs0zwSuTp01Xk3RGznzfdyl2ACnITk6S0jXODwP+y/ImW2HMdfoLpMwUlv76ddQ2KHSyI/I44ROGBj0rpBs1SQsBujoP0nGHfX2dTd3gQcfl5s5+EkIMligMR+1QCnlkklzx3PzPlCsChUKIDwohngVawDngzGV+/lZejzz2G/D078FdPw37vwVv5AHujlLwzHHViDs4d45NTUP3B/zg7/wi3x+3wEoT2mVO5WZJpM5aOMZQF2SHQ8LhkHPmFGnRZf3kc/zBH/wBlu5grJ1mYuXsxdtbQY9q6ZVT/C4nxe/9KFEqw81nHwJg+LRKYfSqPvGTn+NgL+ErHnzmbd9HbmInyISymMX3V9npmvhFtTmG+Z30bw1IHJ+VR/8unXrCqTBkrAEiEYgROHti6LNPLBLJFDjKYMuO0iVmWUegYZReneSg9P3fT/H7/i/s+TGcPUV6j6wiR5HY8JtA4VRFRQbXswNyMoUmXr49LNfBSCSRHtLrqYM7N77ClLNEZ/lacsU5Hi7pOH4L13EpFl/syVdKWTS9DFFPZzbwOWqr9M14JeZgtsS4nnCnc45M4iG3zmOmLay9V+EGIStSKavp6xTbZGrEaKalM4RGlkhKTlZ9bhy78ZJ0t+LEJINsmv4TT1zyHIvPPEXoD5m1Eow4Ynb28rVIpaxL0zBJ4oBclOIpbwxfxpDY1NCIkExNZQm21ogGo6bt5ddeVwc++Fb2/+jbLv57m869Z+1B11OYZuEiKBzgEyUhbVQdRaXgErSUt7CZjtkwNFzDvajQr0gu1hU+gHfNVcS6yVXnYUtobAzyEHokUrDUm2G+s0Rndi+7Grfg2J8ie/DlLTD0bBZzaoq0r6yVyLDZd/Yosamuc6Mxx74bruJ8t8CU1+bsxDS9G69HbwR89MYpSrpPQ0uT31SEI6flOEWR0PY0npTfyrO37sBINJ42zuG052isf+NSUDiKFOZyWcpjixxnD8ejaxlzvkSqOEnXTCE1nbSRI02ONkNkc9RY3GpjZ46A6WLkWlQPZOmHcPWZdWb8BKPRxN5x+VTK15LZkgfSopWJiS6sYxbu54trv8rHvvgxvuOL38bJ8uPMLh2i3w4ojUgUBn2JNuwTZfIcWFeRsLVRWnK5V+WkVWO8tcVQTzHFGkdNh1TjdwEodiaY3m63U9xBZrLHcDUkTO1/2di2G9ebI0O85tVY669xpn155tGXSvad9xFvbtJ/9DGSwQDxux/nqfJO/qJ0mOMp1SZB0y9wvLGTrpEiHNWXpAc6U+08AJFlMRUX6fXykEC3nyOWAt/zcAZKRzkjUDg+qudsGoK2vnxxHClD6cVc5eX7+MEHHySTyXDVVVe96rNsS802Oc8suYJyoIkoQnZcxlsR9+5pM5P6Msa5uwk64+Rfg2TmpVJKWWRsg3P1HgOvStVTOizSEjqFKSIzz5beRbf67FtRxE+DeIvYSKg5fRqdGkkUUBkxw9rpIS0dLgQxtjDYEYxjkjBwNQw/QmChh3387DL6RgYviTinCeJgwHuWQ4QfIyxB31uib7ZpbQwoZFSdoD7qF9f3i+hRRHNpmXpZAcXJyUlmUzboGrLzDhLLofImRwTMmnqPwarKTphwM1QMm57Q6FQWsGZcjovTfBCLJM7ik+D01BjC0IZIGc5bTpb8TBHDUmdeoLnoxl9v9MIZ2RnDxhZ+dp5xFEAyCKmOolB6IolGDOL1YR19RMq2Z6xGXhtyJl/hXBzyTr2MTMDUl9ARFJtFfAPSehOAaGiT2+jR6T6OsQVPFgpoeoYoE+LuK+G+fw5Q0a6JcpGW9Bg2lLPa3xqlHedm6Jg6yXDA0umTAGQ6HTDNl2VKvJaYI7KZwdEttJSJnraopG1Slk6sDfm/nOdoOL9L2fVI3fMvybzgMKYbHGzGjB9r8cfFv+CstsStzyUY4+OsiCmK4ymeb/YIkIRCOUIkLhoNLMtmEHeZnFJOxWeEia0JCobOnXfeqd5DeZKlzQZxHLN//3645sPQXIRz90OSkDr1Bcr+Fu0dO9CsFwFVr9e7GCVULy0PgHBeuxXU5aRSVjZvvqeuU/UzYEimcjkSWQEzRdJRteakSjhySKD5tEd22zBwKbe353mSacfi+e6QXzm/zl3FDE50lrydv6IxeaPov5lR9khW9PEjQdfx6YYNHDOFN6prXZQVPtju4usxjzs2+3t7EeIUoZyn3FOgsJ3JkQyGb2h+/mfJ6waFQoj3Ab8LGMB/RrkoPwF8EgiBx4F/+eYP8W+oHPh2uPufw+3/BIDUiI2pH6sFb46pzdf9+v208jk0f0jWH3DPhRO8z/of5Df+DDkq8DeDhI4hyBuC9bU1lpxJitY5du7cyQc+8AF+9Ed/lIaxQtw6jz4i4LSDLjOlK+ufomcyNN/3IXavq5TO6OQZhOfi7Jii/tAaJoLmfI5d7RzZgjrUStYeQLBZ/zI37bmVofAJJjX6b00oLAmGWztpHX+Bx+Q+ptVZgeFOgyH48kabQ+Z5gmQe11UHWUU0AZgZseKZ46+eCuMdvpbaP1FznL51gqQb0n9aRTqjzQFa2kRz1LVnx5Rx3XNjymbx8hcEPM0m1kP87ggU7lfppt3la/FMm19ZsMkOepTKpUs8aJom2EjXCPs602HIGXsZqUmc9jzXpxPKpuT6ZAT26ufJVHNYU1N4UULdUuO56tqrCGyJv6EOUK0yT6+l5mQjHfAde77jkrEWxifpCsnw2DHibu/i5ycffQjL9fi2VJf3nfo6duXyQC7jmHSsFNJvk4vSPOMW8YlJhwlVBBtIdo9niZubL0YKq6/NziZ0DWG+GIHZLq6PsneSz9+giIJGaU494SMQ9GxlgNZKHpsbmwR6wLqrsWF7VL3qG/fUz94KjbNow00o72TfIrQSQVP4OM1dnGnNEMsM8906+f3fTc9Zo8Qn8BauvezlnP37sdrqtApSBTKdJl2nwKFolhuuuprW+hrDXshCepNa1uXxWHmTb5m0kDJhLZtnR7BMIgUvtFK88+E/RwpBM6MR9e4B4LnCcVLd/XTDo8TZGggNdFsxqgKGcQLPbvEl+Q5uZi8Z0cG8/lEApOEQRj3On/8sCRD11X6Y2nwb7lAiTA/cLlgxdQTSNNj8tf8MgLXjjUUKZ0cpU42qjduNKeU+y5cvfJatwRZ7i3uZvyuLlhg8+cXFi61Rep0+1tYaieOxtKIAUN0YEU2ILr5rM7t+ASk0UqHgQHAVZngWgGF3jOniKFW6OE92WunV9unLtKUZtaMwXhIpXOuvsdRZek1QmL7jDoTr0v7cZ2n83u+T1Df5xP53kEg4XhknEAEJqxxv7MS30xd7T6YHBpW2cnIklsV4UkBKjeGz85xYvJau5lIahASj82A7UjgxOwKF/pB6qECn0CIcwyJdKGJYl3rFV1ZWOH36NDfddNNFD/9ryYRnc55Z8jkFvswkAAE3XAh4a/W3aAUZzp58DwCl0usrPwBVkz1XTnGm3kdkxpiwlOPj6GwLN4yIjQJNMUQ3+5Qb+4GEhlihqEssLaHXHWdjcIprN5WhmMv2kALWE0k/DrnareCZgkY+T77dQGgp0laZIL2EXLeZ0NZZTXLk/YA/HTMQsSR2TQIr4uTkY7TW+9T7dYQUJE6GFIKhN447GNBYXaFeKpH2PHK5HBOOmudTnQG8jsb1VyrGiDij1FTR2pplMu6p8+bC+jOIq9/PMe0BtpDcIj0iEZP0VHTIDx20cEDf1PANi2I5RrcVKIyMv/6eaW5FAZRhq4UoLzCN2m87OUdkbPMBJAw1VRay3l/HyCuwOJtWeuOHz36G//rUf+dHfBvZ1xGumpfJRoaNnM5uTaVnip6BuS5IOmfQQslmocJ+t8hGuw4C4mm15zzPY6aoGEi3QaFsKR1T26tqjlNbm6ycPQuAvbyCvbCAsF5/1AlAz1loKQOiBLM2ylwY7YOsjIgSm88UP8t/73boN89R0W/mzk+e5aefGxKldH6/9DmSZovp5+tk3/lO1s/1qM5mOLXZpwtIKmg0AdD0LVwzyzDuMZbPIZKErm4wZqk2KIVCATeRRPkSD37jITKZDNPT07DvPWBn4YnfIT79MJbsoHd9unFE8pIoV7fbvXgmAxijrJNs5vI9T19LpmoKFGb7o5KGIMVaqsiEY9I/soE5sZ/h0ccVa/zIGZgVbVbXe0gp6Ycu5ZYyaM2JcWYci/ubXbbCmH88N0Zj2KDovLIddznxDPWOtJSyZXLaED+EpiM53XmaTthgR0455s8kNd472CAdeuSiNJNxmaz2CIHcS7o9hCQhtkzgzdUNf9VyJZHCfww8D1wD/Ozos9+UUn4QuB7YDTz5Zg7ub7R4RXjrP2SbWcB11eE6HBWxmhNKGTYfuB/fccmmPEqT0zRWlsk4WdzwWTDU7/7U031WXEFposL9z18g1gxKpSU+8pGPcPDgQWzDRpsuYAxCCtv1imHndTGPvkze9wEao3RCubKKd+1h2P+tDDb38AgRlZzHgZM+lq68I7aeJZs9RH3zS7x757s555xHv+Yv0OtQeGGALTpsnNnkmF5h15qFFOBGU5glg4dOb7KLRbrxHM4ozTUzqpWYHIEke/71H3L2Qh6j4l4knIk2B5fU2FUzL6ZejaUuHzkDyDt5Ei1E9ouI2MIoNKiHYwSdMaLhCs/mdbSkf0mUcFs2S3OEfZ2ZICLUInrZAZn+NewSFzA1yA4qJCTI1jLZ6SmEZZEpFKhbJVImTBU86jWboK0UjTa+QK+haqs0U+fu6bsvuV9xYoo4SRjqGoNRbWqSxJw68jAzczu55cjn+XtLX7/EI/hSyTomHdOFYYdimOGPSofoaYK/03uAvfTYIGGm6BG11omGOrqdIHKv3S/wm2WbpEErfivXHPoNgIupKn3DxzMyDN0MTiRJZR02NjaIUzErlsO6nXpjqaPbMvsW9ecznyRVqjG5nuD3YGhuMfXMD/BfnvgYOoKdtZvx7BrnZv4ITQRQu/xh6Ozfjz2iM4+8AhIwV09yQ7RA9tBOTh95GICpbJvrohbn1wNMU2Opq9jlJnbPsCCWWaLCjz7wW+x5/ikASqWHIVQRobAWkEvdgBQRze5zkJ+B8i4YpTo265+in2Rpdfdx7aEPsR5MsMf9DIYISaQgDHuc2FLEK0ulKtFgi5nhDu5dOYzQDGKzTyIGNKRAv/l6/KMjYqOdV+Yp35a0bVDJ2BTGPwLAnnPfzTc+9A3+4L1/wC/e+Yv82Ns+xq7razzz1WUc9Yh0Bj5GEiFCn/Yozaw4qvvpWHWkqzOxNTLo/DHe6aq1n04q1BP7YvoohXmsTIxTCGg/evJlY9tuR/HSSGGURMQyfk1QqLkumbvupPP5L1D/9V8ndctbWJ9X0chGvMDPTP8Sm9nnOd5YwEhBMko3vv60zXyngK4ZSMMiIx1A8ETzRpaGM/TMFJW+jx+retRtUOi4LkImtDttwkSBo9jqEmOQvUzq6IMPPohlWVw3yjB4PVJL2Zxnhkx2A0GIE7bZqiTcFH8Vhxf4w+PfwiOJMq7Hyq8fFIJioT2z2SWVn6SaNAFJNy0RUUyi5xlIgWb6ICLM1CYtq8WYOcrs6E/Tm16h2usgpcBNd3EZ0NElj3RCdCE44MIw5VFbX0Ngk8n7SD0iWLOoJWcJpE0UJmh1dc4GaZd8ep7nKw/S2Oix0d3ASix8yyYVSOTYNF6/T7vbpV4qMTU1hRDiYmZDQyZIW2fKe3MZBrfbeFRGoHDcNpnOq5qlC/XjiMnrsESLX2DI9IgVstVR798PTSx/SHsEXIuZCxdBoXxJH72/LnFHda5+p407vpeSUM6APZxmOFpHoa2RILll4hbqwzqbI8KtQhThaTpWWscd24khQe8IZDagoalnWk/r7LCbAIi2jjYQmIvKXtgrC+y6boEgCGg2m/T7aj+lUimmix7rMk8yqhXXuys0RI7J62/GiBOsTpNuo65stOMnrzh1FBQA3I4WGrUX7a25UgpDxjixzdc8ly1Mzp55mPaRX8GLYVc3IbkjzUD3ufFYghYn6Lfdw7AXkpnw2Oj4DBKJkCV0oc4NzAaeUcSP+4gkothXWWfjL+mfme5sgpTUN9bYv38/mqaB6cLBb4ejn2b4yX8FwJPefsIwpNlsXvzdb44UivT1fLJhMll6AyQzwFQux9AwSUUpkKDFGVbSZcZC8E808G6+mWh1leDsWVXiARREh/Prffq9gGGUorIdKRwfZ3q03u8qZrgul6IxbFxxpHA72ygQAYERkNeGBJGkZWhoosVXVn8PH6U7NpIFTODq5gw3dtTacPSn8OPdWH2JHgaIJETz/veqK7wSUHg18HEp5RDYdh/oAFLKZ4FfA/7vN3d4/+fINij0xYhJbzxNEgScPXEchGBu127y4xM0VlfUwk3OwyhS+Gz2PA1bYyByfP10EyMJGRu/NGQ9tlfVOtXaSlHYYf+i9/5KJFfI8HtzijxB6w/xbrieofNOdAr8CQHG2hChCbze84CAQYNy+W20O08z5WYYLPwFIr1J7ncN/JZJzljlxMo0DafBwoZOXJFY/Wkic4vUYAlbDmlGc5jDGD1nkh55XSZ05Uk0X4F59HIihCB9ywThUhd/sU1UH1xMHQXI23mEVIfJZO6Vy2Oz6SKIEC/QMHvqID7duQEQnElOkQtjhsnwsqDQn5qFRFDqWlhSsqa9gNUcx5RK0YjhHGvaGsQByZRSNPnJGepWkSknQQhBfe7FqJ42sY/zZ44CcIO7C1O/1CtVGFcF4F3XZvD4E0SNBi/80n9g0G6R+ez/IDh5iuJHv+eVn9U16FgeMmhTDLMs6zGxEEQyzU7hM2YuopMQtTaIh9qoHcWVA7SyZWAIWPXDi59tRwsHVoxnZBm4KQqRBAEbGxuYWZMVJ8VGpvLGSGa2pXYVWBn44j/HKhXRgMo5gbRW0aMUuTDD/tYAZ9d9PJs8jGGdRgpd1SNeRpwD+7FH6aNDw0UAtcVn6BptrNksp448QmFiihPZCd7aeh65MWB6KssXTp4h0XX+W/8/8x79YZ6NZ7lh/RjFb/8gAFFxBU1T4fRUPk9x9haQgvrS1+HmH4Ybf0Ddc3iBrdZX+Qp3s9s/B9X97F+Fgt7g1slHCDQbEYVs5rNEusHi9DS0ltmdwD1tFR2KzT4y6dCOBcX7FHGRcN2LEYw3InMlj6VomqGZZn5Yf1lk9/p3zREFMS98dRmDhGEsuOW+d5MZdDBSJuOiQ20xoWFkKLhtMDSqQYMSW1izt3LX+O2kY5fDnRlWkC8yKxfmAEFmj8vwuecJlpYvue83RwrHUi8+42uBQoDMO99J3GgQb21R/vs/SjXrkLYNNhp5nk6dIfv2j7LSG8NOt9CSmFA3uGrvt5B3CjiGalfjixAHnYF08ERAO5WhMgjxk+1I4Yt6ztZ1er0+4xkPieSCeZyeP3wZyUyz2eTZZ5/l8OHDF8+X1yNuyiQKSyTCZGf+y1Q6i5xeMJja9Ulc+2oeX7meU9GoqX31ys6Q+ZLHcmNAMT+JI0NsLcIaGkgZk+g5+iPLQrcGjCfnmCicYMxUTsikO04qfYIQE/ppXLfNjNZgXZO0MHm0F5OM+p8Wm22KnS3SOZUaHQ+zTHbOArAeuaSeVNHxXj7DDdP30DA2eLr7OPVeHSu26GkGVjdi/PoFvCCg5Xl0MxmmZtS5sF33JdMm6EKlk76JolkWfr5ApbGFLpR+nCmq9N/FzikYO4hHwANEnDTVsyy2rqF65jCbWxN4w5D2KLOiED9D7645NV739ZNuvFlij6JLfq9HYWY/k6zxPvnnzGmrhIHK+Ilc1ZPvP9z5HwD4RldFwZN2m51z06xMTOFNq0ii0ZKQTjg+ClptpATj6Q2i0EIL1FqxX1C20bv37WF8TtXhrq2tXWTQ9DyPqYLLBnmM/kinDtdoGVWcnQsUegNkOEQLA3TbIdncxLlCkpltsUYs8mbtxb0yV/ZIkgQtdjhvGginTy89hzj/BMVvL1H+e1dR36VsuNuOJjA7xaam9NIgo0CGn0jMKIs0Rg5Ie5OUrmyOXrNBZaAA8DYolFIS1tdodNUmO3DgJU7Naz4M0QBvcD9bvTxbU4cuztm2dLvdS0DheHYnD3Ytdhcufw6+ltRsk6aXIR1n+Qf1gASDppemcKwJQP5b71LPe+QIpJTNUxJtLtR7rKz2QDpUWpLA09Fcl52e2oP/aE7NU8NvXBHJDLwICntRj47RIaf5xAk0NYOUEdCP2qw2n8KQOh+SNxDJElrzauZXP0xAiCVOEviziChGDwMS06bRfnkrtP+V5UpAoQ7UR38fjP58qdvpGPByWre/ldcl24d2qAky753DHPMYHDnC+YKa4oM3vYXC+CSttRU83SVK2hR85XFbsSIyYZdffXiDh1ZCpobLZMuXegSvPngrkZZgddQBYoYDVedzhZJ3Lf5s9npkHCKsNN4NN9A9maLHgIcJ2HqiznX3zWKtPgRODjaPUy4rD/7Zc7+CM/Yw2Qu3YlxIEbYMcrqqW+m6q4zXA6LJDCLOM/SPsU+oIu+NcA78GL3oktKUgp2I1OY1slfmofUOVxG2TufL50k64SWgUBMaWdSczFZfOSLiuh4QkxomRCMq8JWtw0gkT9ZMrtlUqSyXA4XGnDIywy3JdBhxgqfA17B9dXBZ4Q7WULUNz3vKM5ye30HdLDIm1IEW7HwRsGrTV/HQia8AcN/47S+7X2HUbNmfnqTxO7/DyTvu5IX//idowMGf+Efs+tpXqfzwD7/is6r0UY/E75CLsxgjZr/fkd9KKCvsTI4gf+vbcPqniQY6xms0rn8l0YSgZpmsBOEln2cyGXwzImXm6DoOhRharRZBEJApZFjrrbE+2Hhj7Si2RTdg4W5IVbGvfTuxJpg9B5Z3FoApND6cFCDy+cPKJ6n5ERR3gXF5Q9DZtw89SYhj8DV1ICdC40zqeYJhn6Xnn2Xhuht5JJ5hX/8MVX+LcynJga0zzCXLaC/8Cf+fN8e/ztv88lXfyr7vfD8FQ+eF7DxV96tEJuRTRdJ7plRdYf1huOkH4ToF7pfO/g4g+bz2dmaGayAEV1dvZj0Y451zX6RXHkPIhFjTWStP0NjrEbeXmRYGU4z6JJpDdOkTiRTFu98Ouo49P4/QruTIuFRmSylObfQ4Z0+S3jrzsgL84niKXddVeforyxTlgIHuMHPgEDsmJ4gSwdXaCnObMWtWmTG7DVIihcWUXGHmvneSKmX5d+f+IT+w/n5WSF6MFJoOlHeRvUORF3Q+//lL7nsxUlhVjoUx7yWgMPvaoDD91reiZTKk3vpWvMPXUs3YmLpgadNEJjpf6avr3b6/hRP4dNJ5Tm61aA+2MM2RwSx6FJIUpkjQBKwV81QCCM0Aw7Ix7Rdr9zzXJUwSZio7+cbsn9DSv0K303oZyczDD6uI9M033/yaz/BS0TyD6hCaySSZcge3PM7ExKfQ7S7J5g+wGxMjUYA+m70yMDRfSZFI6BnKyEsZAWbgkOCTaDn6o+tqZh/PWSVJ9Rg3E2w/5qf0/5s9ra/xSO4azKUAz22zi5gzozrzViz5xKi8oDR+O+XWJmbuPCQ66dpeys0Wlt5nJcnijbz9nWKe+/bdR1pkOeJ9ha1BAyuxaIYSd5gwe1WFjOsSjjIppqaUPt0GhUlOfT7tvrmgECAol6k061QtE10IJvNXYQrJ+WADDBtv5FT50/IjAFgcpHzyffRDm1Q/pONmEEicuMtaZpTSfxnytL9q0XQdXUqCfg+7ugsBXCOO0TcLRCPnmUzZbPQ3CEcEOcWKOuOOnnmEfdffiNQSem97L0kywGhJdDfg+QmTBFhJCzxvgyBwcTx1ntvPj5y77zlMdRR1XV9fvyRS6Jg6PauMF6joWS5cp+/W0HM5KrFQ7ZAGXZwRg6m95w2CwlEf5e3sL1CRQgkEidJRm95x2hn1zP6x53F25tnyGxQ6kn2LUHzvt3Dq8Q1SeZvVEclMnIAeOiSWiiYHzgauHDG9NhpUYjWX22u132oS+0PODlIUr3k7MyMHR1Svs/Ibf4bfNhAafM6+lVpNzdk2KIyiiOFweEn66L2z9/L77/l9prPTb2heUrpG28vQJ8Mti2oe2m6azJFN7IU87rV70YtF+o8duZg+WqTDamvI8nofg4SxlqSbVyD5g+Ml/vzwLq7PjbLshs0rakcBL9YUXuheoG20yYz0RCNJ4xnKgREnAYYu8TBYD/4VeuxwLTqbrNG2K4z8ZZhBgMjoCPE3FxQuAbMAUsoBsI5KG92WPUDvMr/3t/I6xBm1TpC6gdhtI4Sg+/X72SgpBr6ZhV0UxiZI4hinpxReta1SpxqaSW24RddIsxnqTAZnKaQuVf7Xjh9moxBgdkapElHAVOHKQWHONYk0gwGSpDCJMbEL/0STByyfbKwxszvHDfeWYf2o8tBvHCPt7caxJ1ha+m8YWobqsQ/RnZgg2dLJmuv4ep+AAflmgDauFIwzeIRrzPNINFqeqmPSXJO0VGOe8AFLe0Xm0VcSzTZIXVdj+LxSpEb5UqKEWlYdnlOvEilMeSmEACOJaDT3Q3sXw/ocQg44WhljV10pgcuBwoO3XAOA3zaYDkOeHNE/l+N3YQ7TWHGRRqg+e2iYB6A1tQNfdyhuEyzs2X3xesnEHl5YP4ZEsmvHNS8fa76A5br401NIKcl9x3dQ37OT2Wuvp/rBD6GlXt3Tn3EMOqaH9DtkkzRGoIB6JsihoXNy7HpYfIir3M8QDnX012hc/2oyZpuXRApBgcJeMsTVM3Rtm6Kus76uPLvVapVIRvix/5eLFAK871fgx59BH59ko1Zi73mJTCkioA9jM2fnGRz9I+rjbQqDFoy9ch2FUS6jl8vISBKO0jk3KuOcPnmE0088ShLHTI9NcnpTrY/vMT7PJ1d/En0QYOp1vmNygse6Ca3KIl86tIda1mbeszmVnsPxI3w7oegU0TMW6fAqeslR4lh5lZMkYHn59+l1rmFTVMm3R7U2e97J9LkhFa+Oe0AdbnocslKdZHwKgv4qhtCwpDJ647TyyutWCT2fp/iRj5D9lvf+paZ4vpyi3gs450wihj3Wz72cl+z6d80TBTFjwyZDzaG6czeTu/ey6KcYM1rsq4VsGCUqWpPssEcoLLJhm9quGkbRYd6fJB/n6eqCauYlhvr3fhbru38J58AB2t8ECrcb12/XC9VSL6aRbhsJryaa4zD3+7/H5M//OwAqGZswlkQxxMMpHj5bx9Yj9tROYYc+7UyOrQsrNBvrCHPUkzZZZSx+UWev57NUI41QDy6mjm5LJpclMUzShWleqHyZ/HBLGbUviRQOBgOOHDnCwYMHyefzr/kMlzyPa1D2JRfkDE5piNg5y536Z2ltvo3TD2W5Suo4o4wKJ3Vl9TLbdPxLoXqmOO9RbVr0zT6JnmMwAoXXln6P+vx5vtYfY9yAtW6VbpgFGfPIxDuwl0Nct82YHrGoj7JrDDitdxESypNvZbZ8AyK/jNUqYU/NoieCvNNhNclQNNT6jlIOXqXE3YX7OFt8lguDC9iJzVaQ4AWSqb0FcqP6NiElExMq88IeMWEno35xL03Re7MkqVYpNxvURqn16fQCBV2ylPQgiUlJZW4NR7XZrhAMpRpfuh/STxUxZYQQ0ByBD5G+MnK5N0tMNAJ/CHaauqbGMLDKhP4QTYLIpNkcbNIYKkf391zzfYSWxoPHvsBJoVK+1+ImYbyF1gHbHrI6b/Lv703TcjWk1SUIHXIzE0ghMC9oJE4KI5/Ftm0KhcIlkcJtJ3zkVTFlgN/doiLrhCl1/o+X1V7SwgBve63vfWMRMWd/kcrHrsaeeXEfz5VTSARDbPKDDKdKj9H3xog0jeFziqOgMWxwy/MSDUjd804Wj9ZZOFzl9GYfQwhkAlpgEDjKlvHdBl68zZZbpzYq87mY6jyqyw5SJba0HInvs/nrv86pt7+D5if/iCCv2Lc/Gd/IXDVHoVC4eNa+tEfhthiawb7Spb2cr0SEECTZHBI4W1Ysp1o6h97wSV0/hhAC77rr6D/2mCq3Aoqiw0Y/YHWjR5Y+lbaklVfP5+kah0eAsB/2GcbDK44UbtcUnmmdoWt2sYmwiOiJIukRKETTkWGPf0qPWNb4HnmIOXS2xDJLSYUvhF9V34tDZGBhib/+lO2/jFyJRf0gcM9L/v3fgR8TQvysEOLngB8BvvLmDe3/LNE0DQOQuk7n3FkA1h74OsNUirSraqu2m5GbI+bF6rCJFFAXOYqDBvdep4hSipwmZ+UvuX7ZLdOvmZTXL2CGPlYcYRlX7vXPOAZCQMsw8aeuof/4JmiC3w4MqknEvXesoK08DjKByWth2ET0Ny9GC3dP///QwzTN0jjGmmBH4TGuqfy/TNRV3y6noprD18L7udk8QVtOYk+OqNoNweHE4K6pPGUE+hXQob9UUre82FPHKF9q9G2DwpemkH2zeJlRfyotZHntGlrHf5bMAIygyUauwPiI0OVyoPDmgzNsuTmGbZPZKOLR1AYQUAnv5cBz6t6DvgJe/2NdeQTP5NTnmcaox9C+Q8iRwn+w9SzJMESTMdZlUvuEEBTGJxlWiux5+CGM7/kw7UadhRteX/TA1DV8RxHN6EInM2pgXwtGEY7dt7J61x/SDGvEQ101rk+9MYB2OVCYTqfpRUM0odGyDUqmwcaGinbPTLwI3KveXyJSCGB5YDpoKZNhZZqFCxAbTeokLKDTaC9zrvsNMjZkBluIsVdPinAPHkSEsWoi7bgMLIdht8NzX/4ibiZLrtEiXs1SJ8PfNz5NzW8SYvKZis5P2H+X7/+sMlpLlTMIIZh3bZasMbaGKSIjuHjY5fM3IbWI5sZjAKxd+ByRaHBU3IMbD1jsrvDk2pOsubs4fOE85zvj7Bp/CEbrp5kr8/7TX+WcpXSKr4+eKzuqdbbVmqr9s5+k9NGP/qWmeDsz4byrgOe5p5942XeKEykWrquSG24ghcYgFozv2sMLUZkEQXfwOFtJnlpYZ6ahHFyDoaDnRxhF5eBpmoLJoov20nY7qTJYKTL3vYPh009fkkK63bj+4hicIoYwXlfq6LbYO3agj8BXNWPT9dX7i/vzPHN+yP7agDhcIoWknc5T7a0jZEJo2dhCYBnLFOU2kyC03DTVyCRg+DJQWCiVkYZJ37H4mU/E3N2cAyD/kkjhkSNHCIKAW2658nofYepUA8kpbR7DTvDmvswAD5n/IToNn72xjqP6zmM6V9abb7stxanhqAfpWJFaCzZzXdAcwlidSYXCBv5A0HdCqmbCw52r+aON93Po9s9Sv+rvYNRNdCPCsTbY0iRCj9k0E/JiCOGQxubT5Pe8jyi/ilXPE5xR9Zdzrk+AgbA8rCQEQ2MxTPj2ne9HioSObJPSU7RJqHgWlmtQGK2NopRYL6m9ziLAfbGlzpstolqj0qgzZqt7WFaVkgGrSGgukh5FRa3IQQDntB4Bat05QUg3XcVIQijMIaMhfqxfbCT/1y2mrhMEKuqy5Y4iYq4ChbqUaNksw3jIUlel+9ZSNZxChRlZ4mce/RmsjMVXTn6do/J5tI5A12O0jGCQNahoOok+JAhcJnftgow6f0T5RcKzarV6ERR6nqdq6QB9dLY2zh8jL3qInLKxKvM7MGPlbEj7AebEBHrujc2dEAJ77tLfnSul6EgFTEVnP0u5Y0TpkK1cif5zKnV2a7jFbc8lbMzkWGqkSCLJwvVVTm10GfcsAgkiFgxTqiRokBrgjNhIe40GtZGzoCZAJgmNxXMAjNkGmQe/xOl3vZuNX/z3eDfeyI4//e9kfuqTnLvvv/KEXGCulKJWq12MFG6DwvSb3ONSHzlcFl2bRDfIJxaaZ+AeUDafd/11hEtLhM0hCJ0xvUtLJixd6JKnQ6ENm7mX27FNvwlwxaDQNVw0oXGmdYaOqRyqGTFEajXskSMp0Q1krPGM3uGo+xtURjW9R8WARmYP8/HIpoxj0DQs58rqrv9ny5Wggl8GviKE2H7Cn0aljP4cinjmFIqM5m/lDYptGkjdoL14jnBtjXONDWLLZXxSKart+jCtqZRrTYvB0KhrOfLDFme3hhTjNsJq8PDJl9PgFhZ2sP/E0/zgb/8ClvnGAJWmCbKOSU+AEcb0Hltjy9E5LRNudh/FO/ensKRYDtmhcsLZOMbs3MfYv+8XGJt/H76ICbPjaH3BUNcIUmeZ2VBGquMdQE9JDNHmmuhp1oez5GazCFNDxpKbMPj5bAGBuIQk5krELLs4e5Sy+OaWFuVRH7SXppB9s6QyI+NNC2kT07AE2UGC7beo5wtkBj0cy8bzXh5lsAyN3vg0rXaKmRj6WgzaWZJji1gtdUDprXOEpsnxZsi5eo/ThjpQvOYiUkrGy3OsFAXS0PnkmU+RG1qkhzFG5fJgrDA+edFLePLRb4AQ7Lzuptc9XzKdRfpKQeYjZaDWwlHEdibLejDPJ1f/LTJmVFP4yiQ9rybjtsnKZSKFQRQQEdMwBSXbZH19nXQ6zXTxxbSVvxTRzEtE80zS+V0YCThrPivEREjaz/w+ixVJQZN4g/iyDdBfKs7+/Rh+iCMizNokVhiCprH0wnPsOHwj/tPPsnr1fv6j/DZ+27yFH8sqoPQzb/8Zpj/1MBPT+9DCcYR3HIDqsEddy7AZp5G1TYq2cjiUF24DKdg8+zUAFo//F8x+ha97ezjYPcmXSyf4xUd/kW88coSz2hxfPnsnNWed3PwogigGOGvP8bCXQ8qEyFAkKUZJRdly3pvXenY7StQ3UhSmZjj3zJOX/d6BtxZwQkWesNUPKE/voKlnaQ5dzoVd1sIC1aDOobWT2Pg8E1T406cuoGUsMARrQr6YOvpNkr3vPuDSFNLtxvXbogmNmyZu4taJW9/Qc1ZHjaPnyy5R5wAXtuDwtCBJBmQMjXYmj5BK3/muiSddDG8JT6rf8zGJdIPKUMdP+rjZS0FhqVoDTac+6LFnzcDMj1j8RpFCKSUPP/wwO3bsYHz8tZmALyeVRPCcNgeAYW/yST7EwrULaBpkQ4ErBdLSrpjxN+9Z5D2T57vq/cSFFBoQamrf26OaMJ9J+qsFzGyEqUku9Mboplv04oQdGY9UWmWP6OlVpEjoZSRHzJCy7KKFAY9ufIZh/wlip4m1lsL+3JcBuNpWZ+fpvkEmVHvgVH/I/tldTDZVBkbKKBDogqmRE6M4r+Zh7JvIuAqjfmVIebHh+JspRq1KrtdlcuTAEUJQNV3W0WDxIdJiVG8aapjo+NmTtDIqu8EMQ0TGxUhCovEbcMMmw9jA9v56G9dvi2WYBJEyqgcZ5WyJ3Qqh76MnCeaoNcXxhtJ3BaeAkctxU2o/11Su4YQ8Qb/ex44i9FE2Xo4WGBr70gaYA4LAZceBgxhlZSeZ05MX71+r1ajX67Tb7UuiXW5Bfbd9ZpSCO2qH5ezYSakzSjVttrD3vfGI2OWknLZYM9TeXOleR6Il9N0WncwMw6NHkUlC/8wpdq5C545DnHhsnUzRoTaf5dRGlzHTJBo5vTYmztLc/V/oZTvYuocQGt3GFuOjlOboR36YF/Yf4NS/+dcIKfknf/TzvOtPfhktnWbmN3+D6V/5ZdVqw7B5LnUzIJgre1SrVba2tgjD8LKRwjdDUkUF/ta6m3S9NJVmhHdtFTEKWLjXq2TE/uNPgFdiwuzS1STLK13GwzpWKFi9DFbfjjhfafqoEALP8DjbPkvXVGA7J3wsWSKVinC1gMQwkMIBvcujVot/Q4M/I+CBJM2++76P3dsBGb/PRCGn2FP/N5LXDQqllI9KKX9qlDqKlHJDSnkNio30KuCQlPL8X8ko/w8Rz3GRmk73wjK9++9npZBBWjbjk0pRudkctpciqavFOuslSEMgooRMEPDImS3mB+fouRH3HxvwyccufR37Dt6IFAmuP8BK59/wOPOeSUeTpGKJHEQ8sNkHAdfMOXDsc3D2AdVEe3LEeLd5DMceY3z829B0jabuk7aVQuwNBIuGwfSGROoSIxzDGH+RVGEzmqM8k8GouCQDZTgMj22B4GJk4A09w3t3UvjOPWjWpZ7uvcW9TKYnyb0KS1uqoA7WRAvZkH2e9I+SGSQ4wy1yXgZf9ilcJkq4LZk9u5AtmB4qA6Wb6xC0PIJkgYbRINfuoufVPb52fIMTXUk+aGNGA/qtJpPpSc5VBaGtc//y/dT6Do7QEOblDZPC+CTtzQ3CwOfkIw8xsWsvqfzrV5Za9iWgMFbvphYrQD45k6e51scdGXWqpvCNpSjVLJNunNAdNQoGLvYqbGg+Q0NQdk02NjaoVquMp17iCf7LRgpHoqVMcvkDJIB3PuK/yYBfiBsUN17gXAXKmOgJr8g8ui3Ogf1Yvo8rQqzqBIXWJqmJaeIwZOd1N/LY2iYPX3uI/+rfx790dnIgczO6rjPXk/hHn8f9lvcxbO+iGR/jkT//FEt/8gkQguv3bjBf2KToqvXlzU7idOdoth6h0zxKl6cpDN/NUT3NVcMlumafpc4STz/9NMHc21hdnWDDr1I5vMXQsjHST9O34KHsXmRvA9MZpTDm1b4oZt4Y2+jlZDtSWM3YzF99LcsvPEc4ih68VHpbp3ET5dRa2ezzwpNbBJqN78dIoN7PYcmISrfBlFxhydvPJx5ZRGgCZ0+Rh+LgxXYU3yTW9LRKIf3c5y5+9tLG9dvyq/f8Kh89+NE39JyVUdrqvvEcyXAaENwwq/RJzoT2S3Rv4BmUyRIVN4mk+r1AU3qt4if4wQAnfSmZVnYEEjdWVpj+5f9Esm8vumGQHumczc1NOp0OBw++8RL/GhqLYg6AobWLv+Be5gouY3mbrQjeMl0gm3tjjsX5corjDYm0MpTtiG46Q7arsat3llw0ItyK04ge5NJKr1zojtEaU+bKuG2SmVdOLdfrMCWGnAaeI8LVQ4gkLVun7v+m+s6Kg9tX/HgzMsJDRcVzQQczDDjV93FSJodabwVAF0p/zY9YI2sHD5JttVioXqpjKobaI3YCpnZl4Pj1iD2KUM52mhc/G3fLdNDon7uf1KjeyfYThBGSmC3+uKiYis0w5G3WVzFlSDu7n0zcVI3rU/+TQKFlEcZKr4uyqpUnXSUcDNCjGKeg9M6JhoroFuyCisx1uvzKPb/Cdbuvw4kdpoxxtI6a6/GBcnTuL3QRekTgu1TGxrFKat4ye+Yu3r9WqyGlZHFx8RJnbb6qHIvBWeXIzlRUSx9rfp5yZ9QjdGPzDTGPvpoIIRjLKR2V1nfgJB6b1gV8dzf0+oSLi+S/9gwJ4Nzxdpae32Lh+ipRIlms9ylJDS2tzntLjLE291Vc5tGEhpfJ0Wtu8Y7rD/Ft6+e54ZabKP/wDxFddYBMOsuD7/8hfuFtH2P+j/+I1DdlEpzZVOBvO1IopWRjY4NuV9mcbzYoLOXzxKN+0HUnxdggIXXDiw55Z+9etFSK/mOPgleiZvToCMlGe8j0QGUMLWeil123MeLbuNJIIagU0kE0YGANAEFWG6LFBSoVn48tPExgWWiDIcLosuZexecx+Hl6HGOK/PxhpN8C00UbdDgwVr4ku+B/B3njrAEjkVI+LaV8TkqZvPa3/1ZeTbxsFqkbdNfXWPnKl2jmFDNdZRQBEkKQH5sgrKvGmNW8qRjoI4nfcwnihOnOGXpOzIGxcf7pHz3N93/8Mb5+YgMpJYcmDrOZUwdJpvzGojmg6gpHeplOLNmYUUp24cB14Lfg9Jdh+gbIToKVho1jl17AbDCOMsKGnYhFx2XHhiAaM5FbAr+S5liigHA9nKM8lcGoeEQNXzGuxip3SX+DRgmohvWpa18OJD6090P8+bf/+at6wFN5ZSwkWkiExYrsYkWgR12ujnTa2oBS+ZUL+ucOH0CPE2ZbSpmtjmtIPIbJ9Zy1z1PoClLjNaaLLl89vsGx1Q6zoXrnrfVVslaWz96e4tfvVWvCGQhc85WJDooTkyAli888xfrZU687dXRbvLTLMFQHZD5Sz15NHHpIDM+gudan6Ckj3sinQH9jXvPt2ofVl5DNbKerrI/SG8spi42NDSqVChkrQ3pE1LEd4f3Liu4Z5LQa56tQWIRnkphwUxkfi1UYiwwSLQPZiVe9jrNvH85wiCkSjOIY3rBPPFpTdq7Iv3jbeym01ZzdWL2NndpOqtUqnU/9CcKy2LjpTkRrntuezPP1j/8G+0br6USlwlV+cNEDKnRBRhyip7/Amad+BRGbBPs/yECYTOtdEpFQ9+tEScTM3d9PXvQ5snw76fKA5IDNR/yjHGOME/lpos6Fi+MfakMiCeOZhTdlXkGRFpXTFjsraWavvoY4DLnwwvMv+97is0/hoAzIIw8uc/9fqLQnbdBkammJUHi0SDNMHArRJlfv38NTSy2eXW5hvn8XvxkNmSlePlIIquH88JlnCJaWX9a4/s2Q7VrG7ZptTYu5bk7pu4IL7bQCiKbj0JUhmdBFZjTaGLQTG99SoK86lAyH3Zelj27vic31NdK3306n3yNbqaKN6lcXF1Wa+TaRxBuRmtDoixTezM/ydPFncQ2TnKEzaesMYolcHZJ+g+n786UUZzd7iEyNe+0Bx+YOML2h839d+BSpUaQwMgKaekR11EphpTfGcEqdgzXLJHf1HSShwHNbTBg9vk6IoQ0RQmAJgRTQu0aitSBllli8Zz/pQYi1tkZKqDMwFfUo9dqc6qt/7zP3Md+epzhQtWPbkUJvdpYf+LZv4+rv+u5LnmNsRIGflm8+IAQoTCods6PbuvjZZFZFSM9f+AapUaTQiWJsb5PA93j+wo0AGGHEfvsY79Efpq5PkZctBrGJ8yan/71esRyXEImMIjKTI/r+wjhBv4eeSFJFBQS2QWHezqPncyStNp7p8f4b3g/AutO/GClcqCvdkQvOqg/CFIZhIEakY9bImQ4KFAL4vn8JsCmNqz2SbTwDQGFcRTGt+TnGW112F6sUuwPsN1hP+GpyYELt60Y/oth5N+fcF+imFSgdPPccux5b5fkZsAd7SBLJrutrnKv3iRJJPnyRZM+RIx4GOQcoHoFuY4vpWoVf+c73MvOT/4TKP/gH9D2H0u499O66jy/lFggvs27PbvaoZmxStnFxzl5ai/lmp49WHYvGKHpd99JMOtbFHt0AQtdxDx++yEBa1jp0NckAmBwo3stFzydO4kuuezFS+EZA4aiOvOAWMNw0WTFERjkGeoymQ2hZmP0+Qu8S5FUk81pxki4ea32JHDTRnDyW4+KPGGD/d5IrBoVCiNuFEP9KCPHrQoi9o8/So8/zb/oI/w+SVC4Hmk6vvsmpY0dJRoxzlZekBRbGJxhsqAVvFtI4+BAlbAyyeKbGxHCFvhPxc+++gR+5c4EnFht85Dce4Z5//1UeO+GwXhoxUtXeWFoRKFDYHKW0rJo67v4CmoD5Q7crEAgwdYPq71Pe/TJQ6OnnyMgSvutQbwScKV3N9GaCMbsLEknd0zmSKG9ix14glbcwKy5J078k3VO/Qua71yNCCDTx6tsiPWJ2DYwQjTRy1BB4aCUcaEV0xeCy9YTbktur0pQyDQ07SThhK8INiccx5zypnsAYn+GO3RUePFXn5EaXBVO9t9b6mirQXpjhq/sSbp94K0Gc4Hmv7MHbrkV97E//GOCKQWHOs+hKBWDz4QgUSosNIRFC0Fzrk7WUgWKU3jjl+XZdzkvrCrcjhVuuun9GBIRheJFRbiw1RsbMvC5CkNcjmmeio3FqWqNyXvUrKndV7dpiRTA5DIndXRf7i76SGOPjpEd065qt3s1wSRnrv/6lL7NcqfHB0f/nxC5WVlYYq1Zp/dmfkbn3Xo4urvKBU08wt+IR3TbD9/6gYoh9JDPLVX5AyXrxcC5W3oLUQjbiPyffvY0XRpGkoqPmUQrJxJ4JilMLlDyTpxb30E3yzB3uckdngweNGUUepannlLHPMO7QigUT6VcHv1cqP37Pbr7vtnmm9h1E0w3OPfvky75z/rmnyY4id889tcHSmjJInGETd71Foul8mrcDAn3Q445rdmIbGr/36CLnG+oQfqX0UYDMxRTSz72sHcWbIdWRXiqllNGWydTJpdUeLKYj2pm8+rxcBSHISBddlFgn5NPBATZzO/n/t/fe4ZVtd333Z+1+9ulHvYymz9w7c+c232Zf29e929cYbAw2AROHYDAhoRvyUhIgLyROwgspkACGQCA0GxIwYGzH4N7v9e1limZGGnXp9LL3Xu8fa58jaUbTNNLoSFqf59EjaZ+2ztln772+6/sr6WaIE0Y0apVLC83Ex0S1UqVRrbA0fWFV5dG2G9LTs/5Kk4Nxo/uF7MM8Fw0x4togoa8RYBhQr7Rw/fUt/uzrTTKxVCdMDTLYnCN9fB+5Zpl3XPgbWq0MgYSWHTLhBQzaEbVGklqQoDGiJqn9jkXy7hcg50wSiSIZs0wZyMYiySdCCIgO1HGfMHCGR/jsa0bwgoDiyWdpDzshaww0qjyxWOTXf/3XOd34HHfP3gOLal/1OMv9xVIvfSlmavU5diyh9m/uBiryXoneuNLpCxbnOtv29qpWAadaF0gJdXx7VkgyuUCrnmE47hZmtVo87ezhhxIf5nPPXCBHmVpo4W2VU5jwCUyDsFhk392vZuHoOznywJsIqlXMKCIdu3snl07imq7K7cpmCZfiBfD+fmzbZsZsYJTU571v8SQA3pIKOTUjdV0WtlogtEeWw0cLhQJW/J1e6RSODvRTlS4jLXVu9nuUwHJGR7GFwdFHn8GKJN4Gh48CHOhV+2Ks4PPs5N1MmC0qyWEiy2LxT/6E/pkWnz1mMvtYk2xfgt49KZ6bVo5dqhLixpFSbqTO0V6o3m+q0ENlYX7Va0kpWZycIDc4xFDWQ0r4yNfOXxLaeHqu0gnzb39m09PTlMtlbNvecNer31FtKQAWEyn27r00Qsu/5x4azz5HIDNkKVI1oGxIhurquzGdXc4hbHMjorDdlqLf78fP5MiIOmGQZsmAEIPAsvArFQyrSm9OLZq+1HwUgGemSkSleYSXxXETNKu1y75Ot3LNZzMhhCmE+F/AJ4GfBL4baM8YAuAjwOVr22uuSiKRANOiNHGeCc8ike9DCLHq4p4fGqE2v4AZgpnx8aMaIpCcqWZ4wYCNSUTFCxnJ9PEjrz3KZ37iFfz7d9xByrX4ub94hm/0p/nirfMc2rtv3ePMJmyeNiPKkeS2f3yc0wtV9hR8PD8Jh1+t7jSqVizpOwqzz6x6fF6q6lqLw0M0Z5rMLJ4nvwTu6N0AjBuS3w1fy5fEu/GH9yKEwOr3lTu4YnX6RpzCG8FJe5hSEJoN7MilEZdXLyUEB6aXkKxdZKbz+INqtXdyMc9IIPlG6+uIeP7xVGIcvwpW/wAPHemn2gxpBhHH4tYZi5PKzWlP1r9p7M1IAX7m8uGu+WF1sTj35GP0jI51ROK1kkvaLCGRUlJo9CAjiz4s5k1oNULKCw1Shpq4Xy6v8VpoO4Ur8wrbK5OluKO5U1NhrO2Fkj3pPQym1t8772KMuJri5JiN0xTcUX2aTHmSmm0ym4Wx2iJR+uqrxkIIcnFORxjEAlJGmKk0c6ee5e0f/yu8lDquP/nYGWq1GqceOUW0tITxhjdz7k/+C27UZOKNA/z9yBnyrkPWFDzhj+JJSf/8uc5r9R55COJV39ED38kjszNkghJBYjl4Y+TWOC+5p4/ZZoJbB17JqP0sPdVZHo1d+6hfTThkUKXRWqK4CaLw3Q/s5VXHBnC8BMNHbrmk2ExpbpaFyQkG96tjpEpEM6kcsGRY5Sk3x+DMJCfZC0iqxRaDg/288cQQH/naBE9fUN+PPVdwCp3RUbzbbqP40b++pHH9RtAT96yrtUL2jlwg2fMItt2DYTj0ZKqU/BQScLNqwpKWCdzKKFNRlRCTZsqntxYQxKJ+ZY9CWD4mpGUzd26cpempVZVHx8fHGRsbu+58v5UM2svH4vl6ixHXIVyoY0eSkbg3rJtcX1PmfXGxmbLdA6ULvOOuPdxamCEZ1ZgL9lCLoGUFLFl1Bu2IUqUfISNkUp3jBlwbw/eh5JNILJGVcT82WUREErtexO+vIewA/3QK77bjnBQzLI4kKAct7mrOYBOQDRdJTE8wHUFDwrGx++iZvp+ajCfF9pXf376kmpT3mOYV77denH17sUdGKP31Rzvb9vfG18iETSKdRyARyQSYTVpS8Mo+VaSkZYf8++gdJESDw2d+h5wob2n4qJtKERgG4eISuCny3/briFQfzVoVU0pSPYM4hkMraql+wUJgZpZFoWmajIyMMG2EGHV1bA/VzvPzrVn6ptX8IuEMIsMIkTpE5pu/l9SLl3OCDcPoXDNWOYUpl1lymEKyKDKqfQ0gbBtnzx7CuTmMVGqVwNwo2uH0P/a6I4zlPCZn30xgSko9/VQ/93kCA56/ZZiJZxY5dE8/Qgien1HnaL8Y4sVzAqel3pcT9IEpSPX2UL5IFFYWF2g16uQHh3nt8UHu2JPjx/70Ub77Q1/i/OKycDk9V2VfbzvCQX1mbadwo11CgD5H9SYEWPJT7D9y6UKWf49KQ6pNCZLBIgAzZkRPvYQ0JUV/DVHYWMASFmn72vtYt1kpCtPZHFlRJ2h6zAuooc7tmUqJjC/IxMbNSwwlCp+dKhMuzSO8HI7j0dzhTuGPA98M/BBwK9C54sQN7T8MvGFDR7fLSCQSRJbJrIgoJVzcwRHy+Tz2ilyx/NAwSEmqatM0Q9LNGka5xWLL4o60ch4qiYCcmwPAs03edvcof/7+F/Ph73sRA73HeGJ/iWMD65/s5XybfzBDDv38g/QdzPHcdJmDffEJ40U/AC94D/TFMfi9R6A0CfGqDs0KhZaqlCj6DpCahlTc18/rOQGWwTPNFs+KvXxx5lvoi8s4W33xiSphQZy/sRlO4bVgGAYeNlI08FsmLVNN7opJi8LUInBlUWgVCohsjplijj2tgDPNWewR9T7PGWexW0pcvfBgD7ap3uvxff04rYDF02p19O7+uzmaP8pxS+V8tRO218LxEqTyajyH7n3hdb/ftGdTtBMEQZVsqxcZefRhUnIEi9PqpJcIywgTjJ71C7S1nMJ2pbiyE1dzjC927Qv8j9/34/zyS3553a95MUY80S2NqYvJ/QuPs7c0yUSfi2XAcK2GzF/bqvHAoFosqC5VqLvqAv7kniPsO/887/365zhdDhnJJfgn96jvT/bLX+KCn+fb//wxRHGGp/e9gnvufSXjpXHOFs+y33eZ9EaIgOzkNzqv4/X0kagdIlE9RN/tL+brpSq3l57hnLm8ChwmlajuGdrPIilyRYNINlnM2EyGAwizhH9HLA6jKjIsUZVO5wK5Gew9cSfTp09SLS6Hx519XF1cx46pnE1zLEn/XepzzNiS+WSCo0+oyIMBOctkJUkyn+fb7h+j3Aj49b9XhTauJAohDiF97DGqX1Hnoo10Ch3LoJB0mC41eNMD8wTJzwLgusP42SJ2GHJy7y34+9QqczLl4ZbHuCAbGEiWkhb99YggpUT9xU5hIpHANAykZTPx9JPUy6WOU1gsFllYWLih0FGAHs/CiiRTjRbnG01GPJvWlDrWD8b7w1unU7g/diLmRR5KF+hLZrmjMM6XU7dSEkNUI0HDrlM3ygxYksXiEF5UoyGS5C0TN3bmbNmPl6jgUwYkQ+Eifr1Jo7xEZk8FieDYr/4d2Te+kcnyJMW79iANweu//Fd8q/lVjpSfZZ8FCMEr3/Ud3HH8bgxpU/fV819NFJ6I38cLBjenoqcwDLJvfSuVz32e1nkVwj6aux0TyTnbQmQGSdiShuFxtqnGWqvGUSyewSk5xB82Xs4L/edIGQ3qoY23wTlh14qbThOaBq35uVXbg3odM4ywcrlOW6G2u2Nms8hGg6iuwuxHR0eZRRK5WYxmEjsZcnTuPK2mWpDMZPYSLjURwiL38Ld2Wsy0aYdDrnQKhRAULXXtXLJWL2g6+1UoqXfLLTe0wHI5XnXrAN/1on288pZBfvc9D2AYLRa9WRbinpKP7Bfsbb0QKeHwPWrsz8+U6U+5uFKQ7kkgPAsryAFgNnKYKZtkrkCtuEQYLOfatReT84PD5HyHP3vfi/jpNx3jC6fmefW//xQf+swpivUWM6VGZ9EGlEM7PT1NpVLZ8HxCUE7hqd4hllL9zCczjKYvzQX3TpxAOA7VszWcVhGTkHlDkq5WiVKAEMzXV4vghfoCOS+3rv3Wbksx4A+QL/So3rEtg1kRUY8rjearRQZ8FzOei94qxknZgqcvFAnmZjC8HLbp7fjw0X8E/K6U8leA2TVufxI4uCGj2qV4ngfCoBGfzJqmtSp0FJZDAbMVi0qrwqAM29XlOWouIAWIlIdjXuqi3TWW51ff/L2869Z3MZa9sfDRpVoL0zYIwohTsxUO9ceicOQF8Ob/CO2Qmr7YVZlVuQJMPY4tJgkI8bO30rMEhybUG7CMIexBnzOLNQZTLgSS3j3qee1eTxWX6fFIvTCu0rlFTiGAZ3pAnWRDkonPvTJpUQ8v345i1eMPH8So2hxoNThrSJxRg2YyoBUnSFu9vaRci3v2FjANwS3H9uE3AxYn1OTgPbe9hz9+8x9TOauKCaUGrux0tJvYX2/oKEAmYVN0fKJGmVRjFDH/IvIY1DyTxXiiaFfnsbwIsc7KowBJ0yRjGaucQiGEqkCaVBPk2vwc6XS602dqJDXCofzG5b0JxwRTkE73cKEAt86Ms684ycSAQc6UpKoh9B+7pucaPa7EY3l+noX+ESb7Rnjs4O2YYUj9wBjPz5Q5MpDizljP33PqGxS++W282T5F003z4KteyYtHXgzAZyY+w4GER9Me4jnHxR7//KrXuuuFv81dD/4ujUjyZGBxZ+kpTrdK7M/sRyCYqMSTgr5BIgyMZ08iJMyNDtNs9WO6c/S88vXIKEDKOlZUQZrXv8p6Pey9/S6QsiMEAcYfexQvnWFP7KbX0xZhxsKzDZzeIdJRkeFEksPhSQ41n0e6WWzX4569eQ73p3hmqkzGs8gmrixY0q99LQCLf/CHIESncf1G0ZdymSk16Ev0UQtqVFoVPG8YMzGD16jx5TteTL3Qj2VZXEhUcEujTMuQHgxmEwZ9TQh8dWJJXNRGQAhBKp0G1+PkV1WBjLZTeDY+H9yoKLR8m96GZLzWYKYZMOw6tOIFoIMvHMJNWmT711f9ue1ETEZ5CGoMnf4cA0ad3+95PQ07Ty0SNJwavr+EY8DMfB+WqFCRLgMrWj+kCrciBPh+iWQiIkeVtDQIGg1SY2UWyOF4PTTDJjO1GfKjKjQwsTTFm//mLzGQvHBMXU+frzXJ9atxWcM+AshZV3YA9/ket6cSvGYwt67P4VrIftM3gZQsfuQjamymQ8EUTFoWUXoA16zQrHs8E6oF4VJTXRNbvqAqHf7aeAXzoRpfLbC2zCn0svEYZqZXbW81G5iRxMhkO3nh7QXtdguIcEklEY6OjiKFYLGvH6uZxU1DeX6OSAREkUE2P0ywoASkmb90wbgtCi8WN3VPHfsVb/WCphNXnd3oyqNt8kmHn33LcRKOyVh/ihdmn2fOm2fRUXmFnzkm2DN9nPxQkkLc+P75mQpjGSVMUgUXM2VjNdXnZDZSGCmnU3CqsrjQea2FKXX+zw0qM8A0BN/94v38zT9/KffuK/Cz//sJHv61zwDLizagPrNyudyp+L3R9DsWc6kcf3n7CzEMkz7n0oUYw3FI3HEH1ZPzCCQ5ykgBXrWOmVHHaDtctPN+6wud79H10k5FGUgO0B/n8rtBwPMm1Gz12XqNBocNi8VaE1NE/EzwXQwXkpw/MwlBgEhksQ2HZnX7tW6/HlG4D/jcFW5fBNafUKTpTHSladKXybO4tLSGKFQHdb7mUWlVyMc98w4XXOziDJFvkU3kLvsaB7IH+In7fuKqeXNXIpdwCCNJuRFwbqFGM4w41HeZE0ZvLArbeYUTX0eIiLOE+In9GMB9z0REtiBcCLEHk5yZr9IfX/x741AlYZuYOVcVm5EgXBPDXV/40kaQsD2EaClR2IJABKTTKYqiimPZV11Vcw8cJFWqsafVoiUElaGv8HdH/5p8vLBk9akL5Pe9/CA/+MrDpA/uJ9FsUVxYXmkVQlA6r8II08Ojl7zGSoaP3ELP6BgDB65fQGU8JQppFMmGefJzql1pK2l1RGF08mncXANSNza5HnScNXsVNqoVbCFYmJ3p5BNuBkIIDN+mL+rniVHBnokZss0qk/0hBROsJjB0baJw6IX3IyVUa1WeeNO7+PDr3s3bT6giQxd8l9NzFQ72pbhw4QJ508SKIgbf8HLkuad4+cMP875XHGEsPcZoapTPnP8MB3yP0MzzSKYfzn4RgmbntRI9QyTyAzxRqdHC4M5wlvHyeQ7nD9Pn93G+rBYTCnGe2+LpJ8ktNpkvuMhWH5Y7T7b/DoLWWUJ/CUcEmPb6c9KuhYEDh3D9ZCeEVErJ+OOPsOfYbRRSauIzX2kyXWrQn/aYTwzS05on9apX8Prn/47shcmOAy6E4NvuU0JorOfq+aXO6CjeiROEi4uYvT2XuAo3Sn/GZbrUoNdXx/FMbQbPGyaMJvGadSLDYG5hgZqfYiF1AacyxIyAXgRzjqCvadBy4vDRi1pSgDomzGSKc0+pUPy2Uzg+Po5t2+tuRdHGSFj0NSRfK6rje9izCaarmBkHL+fxj37+Rdz20JXPOZdDFRxyOdNQ5/bCZ/8L06bJp5J3UfN6qUUQ2TVy2bjy6GIeaVUoRnankTtA/qAKD/T9JfoOhkSeRS6ZwPQCkr11TrfUOfhCRYUID+5RURWLe/ZiN1Rxmf2+Eg/PV+vkB31sz8QaSpC1TKyrVBT1TYO/vfcoL8xtntByRkfwH3iApQ9/BBmphbF+22VKmJzL13GMKkYtz6yzCEApijCDFkFaUMXFT+f5m8kjhIbLXNPfspxCLz5O67OrncJWs4kpI8xcttNWqF1Ey8y1ReEioEQhwFxfAbOZwUmGTD77FMILabU8Cv29hHG7LjN/aWXy9uPz+dXT1CipxGKQWn3MuAfU92WjK49ejpcXbmfeH2ep8CL+970P8Y39ORIzPRyOQ0ellJycLjPcLnCU9zBSNlarwN13/U9EzcZMOyRzbVG47J4tTk5gmCaZvtXXzj0Fnw+9515+5Z13shRXdz+wYi7XvtaWy+VNcQp7YxFYtAVDnoNxGWcvcc8LqJ+ZJmwJCkJFlpmVJm5sDKwVPlrwrrwwfzlWho8OD6r3nwia/Hkqydyb/hMATrPJLdLkwlIdz7H5X+HLOdyfZvHspBpbvhdLODRqOzinECgBV/qUDwEzNzac3c2yKLQYvvs+oii6RBS6fhI/m6MQi8KeQg6Ah472UpqboZk01r1Ccq1k47ChpVqrk/h8sP8yF5v8PjAdmI1F4eTXaXm9PAu4hjr4bh0HsXcvUTXAGUpydr5Kqi5xfYvcwPJqtNXnE8xUCYuNLXUJARKuByLAkDC4EBKJOkPpPEVRI5/LXzVswT10EKtapaeo3sf4+U8zsfT5H/7yAABc3UlEQVQcuXLsmvaqyeRLDvfxz155GDOdJmnZVGpVonC50lYpDgvJ7N17xdd78B3v5jt+6VfWFU6R9ixKto+oLZKXgv44crwZVx7NpkNap0+TKLTW3aOwzaBr8fmlMt/3xBl+7Omz/Nxz57lg2FQqZQqWwezs7KaKQgAzadHXGuHJPQIrUPvjdF9AHwahHOo0Kb8a3v79NKVJMwy5dXCAe0eH+c4LZ+gtVXlysUK9FXGgL8Xk5CSZyUmSL3oR3/jqFzFtm9tf/XpAiZ0HRx7kCxe+wJhrgjD4Wu8JCGow8dVLXvORuIz6cU9wvnyevZm9jKRGmKyoi1VbFM5HCXoWWlSYJ2MGCGcGIQSZHzpE+n1qIcdzNy5Xcy0M02TP8ds5842vI6VkaeoCpdkZxo7fQS4+xxTrLaaKdQYyLk9FeQRQO3qYqa9meaK6t7MqDvC2u0dwLOOKlUdXknmdcgvtgY1/n31pl9nYKQSYrc3iucM0mtN4rRaBaTE+M8t526PQcw6BwbxhkxEGoSHob0ialhL9F7ekgDiv0HY7QqEtCs+cOcPo6CjmDea5Gb5FXz3iTLxAMxo7hdaA+mydhIVxA20Y9vf6PF1V539z8Qx/lE5hWGYsCgXSqpHJqPPc6VIPTa/KYiDoX7EQmB9W+XWJRImXPHUKaRikMwnSIxWEgG9U1WfTdsn3DBzE9hI07ryDRvz55FMpRlyb56sNnITFe37pxcge96qhozeT3Nu+ida5c1S/pEKdB708c5HglP00KdcmMoeoWspNqxHgNFuEfosaHplshomSy8fyP8qFVj/WFpXH9+L0hvrCReGjYYAZScxMZtkp9HIAmPFiSBTnFaZSKVLVKnP5DFYjg+UGLExOYCQaNBsJcv0FwtgptLKXOoV79uzhB37gBxi5KD/QyqpjR1xUUdq/5x6cvXvx77/2nr43wu0jt1H0JwitBH+57wWMFe9CIPgf52b4oy+d5fGJIqVGQF9cZTiVdzGTNlElIJ+/n7DcwkjZnYWylXmFCxcmyPYPYqxxXhBC8PCdI/zdDz3Eb33XPRwdXD7fDKyIQNoMUegYBgVbjWnEu3x0h3/PPRBJarMOg2YZOwygGpEsxIXo1gofXec8uC0KB/wBhvoKhFKQokmEyWK8mOS0mhxowuRSvZNDfseeLH5JOZZmbx+WdHZ8TuGngXeLNWaVQog8qvDMJzdiUEKIfyuEeEoI8agQ4sMrq5oKIT4ghHhOCPG0EOK1G/F63UJbFDoJn/wLVKGWi0UhqBCATMWm3Cpz4FY1gXvN7WOU5ueoeWHnpLpZtEOzFqstnosTny/rFJoWFA7CTFxsZvIRgoHbOU2EFxlIy8UA/APq/bZ6POYrTYzpOsdePIxhLn9F7b4EwUyNYKm5ZfmEbXwvgRRq0jGwFCKiKvtTgxTFldtRtHEOqPC4aEmtXo7PPMZCY47CRaJwJZlcHokKmWlTmZvFiCL8sSuLQmEYmNb6coAyCZuSk4BGkQKCgfi00RaFA6iVeK/QguSNCba3DeQZcm2+Wqzw0dklPnR+jkdDgVGrchsBQRCseUxsJIZvU2gN8+Se5VPdMz0RA2FAS+7rFKO5GsIwaEUGkSH54C1j/MEdB2g+8ggD1SYTTXUhHE0bFItFchMTJN78Jp741Me55UUPrSoc9ODwg9SCGs36aQDMA29VN5z+h0te8+tLFXqai4hsmlCGjGXGGE4NM1FWE+OOKLQGKYTqczze8xTSnmKxvkjPnhfRiI/vjL/n2j+0dbL39rsozkyzODXJ+OOqx9qe227HjZ2aciNgutggn3R4tKE+k7lmHefQQRq23VkVB9UY/dff/QJ+8JVHrum1069VVUitDSwy06YvrcJHe73YKawqpxAkftSiaTtY5RLZXJ5E+gkAloRDIm7a3FeXNFET3IsLzYCqQBrEizNuMomXSlGv15mamrrh0FEAI2HT11jOSR1ylFNo929Mld99PUkeK8YLfqbDX/cMYbsRdaeHqhQIq07Gb1BtOkwZBSK7ylwgGVzhFGbyI7SqJklnHstQoihq1cnsqRCEDo+VSkQyYrKsFkSG08PkB4eRZsSvPfhuALxkioO+y3NxWwrbNZlvBZ2JajeQfvWrMVIplv5MVY8eyeynGBnUZJN8epiqk8OXVUS8u+xWC8OqEGCSy6jr8uSpk7hb1I4CwIsXb+orQhqllARhiG1aCMtazimMnUKjHT5aLHbu3zM7y0zKxWxmMFy1YGEk6jRbCXL5HMFiAyNtI+y1p7ZrVeRN9aprsN+7+rhx9u7l4N/8Nc7oxheZWYv+sQyBoULG7xma5eDsXdRSEV+cK/Fjf/oob/rVTwPQExm4voXjWRgpm6jcQkaSqNxUTmEsCisLy5/14oXJTpTZ5SgkHV5xy+pzYSqV6uRgbkb4KEBffEyPuJdfsPDvvBMMg+qMw4Fknd76IgBuX560nb40fLSxsK7Ko7CcU9jv9+M7FkXpxW0pkhQr6rtoN1uM1iRTxTp37snxc285zgv25umpx7cPDWCFFs3qzhaFvwAcBj4BvCnedocQ4p8CXwWSwP+7QeP6GHCblPJ24BngAwBCiGPAO4HjwOuA/yyE6J6z9w3ieSrk4TU/+OOU4lK2vWuIg/zQMMmyoNqq8voTw/yLVx3h7rEcpbkZSl6rc1LdLHLxpLEYO4W9KbfjHq5J3xHlFLZqMP0kxshdnI5LZ8t+Fc7o7VGltifi80JOGpx42erwJKvfR7YiWpNlzMwWO4W+T2SCRGJGYLWKDDkDlIwahWsQhe7BuEBMNIoXRTxbnaVEhcGyBMPAXCMnMRvnAyxNX+hsqywu4gYR1lVyGG+ETOwUykaJlDAYxSBCEiZtFqaq5KoqjylRaN5w+Og7h3r4+L238PkHjvGNB2/j1EO38/1H9+EFLX48q75jm+0UGkmbfK2P6RxU07Dg+RR9wXC9Rivaj3EdBTaiyEBYAhmGCCGoPfooe4ZHWbBzACQjtajS02xyWgS0GnXuev2bVz3HfUP3YRkWZ+dVHuHw4Muh/zic/swlr/f1pSXuLD3JeFKdA/Zm9jKcHOZC5QJBFCyLwhP/mNTLP0gkerit5ykMZ4anF5SbP11U+b89qY1rXH859p5Qx/2ZR7/O+GOPkswXKMSh0J5tUG+FTJcaGAgapofXM8jkc8+w73/9L2pEnQlQm5ff0r9qpftKOKMj5L/jO8i8/vUb+6aA/rRHM4yw4/XMdvgoQJKQhuNiRyFv2T9M2XyMuhlQxcSKxUhfI6IZVbFcF9u9NBQulUrRCkMkgmyfcjrOnTuHlHKDRKG1ShQONCJkM1JVoDeAfb1JniwnkQg4/jaiZA94AS3XJ2iamGaLgtegVvEoOT7CahFIVuUU2p5HY8nF95aQBogoolZZJL2nTMs9TEuGzNfnmahMIBAM+oPkhoYpTk3w09+hCm55qTQHfY/nq/VOef75VthVTqGRSJB5wxso/u3fEpbL7O27CwAr92qyfoaq4dMTRTjxVMhqBVixy5zLK2E1P3EO9wptizabdthqIxZ4AEFLjdFy1AJv21XvOIVxHmK4qJzCqFKhZ3qGmikIm+o7IcwIw6sSNBMkEgnChTpW7tLj5UocPnobAAeOnljfm9sgevekSdcLNI065tkUg+X93P/QMJ/7wCv4q3/2En70tUf5lheMMtQUpOKcSSPlEFVbRJUWRGCkbPxsFiEMKrErK6Vk8cIkuXW0IRNCdK63m+EUgsorBBjxLj+nM5JJvFuOUJ1xGPOq9FfjtmwDPeS8XKdZPUAQBRQbxXWLwr2ZvWTdLIPJQYQQVERCicIwRbmqrtcNaZBerDBbbnKoP8V3vmgfh/rTFFaKwsCi1agTXdRDsdu5ZlEopfwy8DbgFuC3483/DvgvQAL4JinlExsxKCnl30op26WTPg+01cHDwB9KKRtSylPAc8B9G/Ga3UDbKazX68zMzJDL5dbsC5MfHMapQa1WYjiX4AdfdZhWrULQaLDgVG9a+OhiLAoP9V/lZNF7FBZOw/mvgAxxRu/krKFEYTOrkriF24eZczm1pFbHjx8ukC6sPrnbffHKciAx1wgPuZkkk0kQAhn3irKbRcqVgAh51SIzANbgIIbvkxM59gQBT1pJKmaLvpLA7Ckg1gjzyO9Xk/SF8dOdbdVKCU8IxCb1ygKVA1RyksiGiuU/isk8EgNo1UP8uZPYAzlMV96wU7gWmdgpOXNa9XPcfKfQolDJgBA8+YDg0/eqz31Po0XoHESY1x42J4SJaUrqTz6JbLWoP/44uTvupNGzD5eAyqQS1KMvfBFf/9hHGbnlOAP7V9frStpJ7uq/i69MfIq8ZXKq1oB9D8LZL0C4nH9ZCUKerYfcUXqaM/Hq697MXoZTw4QyZKY6Q95X55OF3HHEkdewGN7FsZ6nMO05npp/St1WUZ/zYHbzc2lyg8Nk+vo58+hXOfv4o4wdv70T4px0LVqhyl2uB+rCOnLkKJPPPkVTRoStVidUar0M/tRPkn3jG2/4fVxMX9zAvla3cU1XhY/GojBlBNQdDxmG9GVCECFzefX+DE8dx/2BpF6/tEdhm3avQmlZZOMQr/HxcYQQndypG8HwVQVUgIJtYs2q87I9sDGi8EBvkgoJxl/93+C1v0DOzSGp0rRdwpaJISRDdkQwaxEIE9NV58OVOYUAQdnHS8W926pVauFpbD8kUVDTgqnqFBPlCfr8PmzTpjA0THF6mlqcp6ZEoUspjJhpqimHcgq7RxSCCiGVtRrFj36U/T2qYbbT+1aSrkWlJclLm/aInVYTx40rqOZzqqeqlFuWTwjgxG5TvbRCFMaheHa8GN4OH700p1CJwnB+np45JXQqLfVubT/AsGvQSiOEIFhsrFlk5kqIvS+C934csefmhIleDj/jcCC4lXl/kr0Lqvry8fv3IITg2HCG73/5If7d2++gudQkFedMminVP7RdBMpMORiGiZ/LUY6dwsrCPK1GndxVnMLL0Q4h3SynsD8+pofdKy+2+vfeR33OYViUGGiLwqFB8l5+lVO41FhCItdtjrx+/+v5xNs/QcJS882G6ZMWDQiSVGoVQmA+kaZ2TkUgDGbVvsgmbPaEFWp+GqsnRc7o49YHX7aqCux24LpmklLKv0IVnHkLqkXFB1BtKg5IKf92w0en+G6g3ahnBDi74rZz8bYdQVsU1mo1ZmZmLjv5bfedC+bKnW2lWZXOuWDX1r1Ccq3k4qa9i9UWz8+UlyuPXo6+oyAjeOxPARDDd1FP2gQCyKoQtajuYA8l+cojqjrZy155aThkuy0FsOVOoZ9RQjg01aTcDYosxhONaxGFQgicgwfxl2qMtiIu2IKyGZCvCKzetfd74ZZbQUoWnnu2s63WqJOwN/ezyCYsSk4C2VAX9KMYTBFBPGk0x58hMRa/5+TGC7b2xejkyZNks1lcd3MXBAzfxqtYuEg+/5DkM9+knJi9lSahf22hiW1sN4FjRJQ/9zkazz6LrNdJ3HEHlfQg2cY8Z772NfxKhfptt1CcmeLuN7xlzed5cPhBnl54mn2eySfnSyyNvQRaVZhY7vP3jXKNCMGdpac4Ixuk7TR5N9/pNXi+fB7PNkk6JnNltUr/3NKtpJwqR5IWT88rp7BSmyCQMJK5vve6HoQQ7D1xJye/+iWqS4vsue32zm2ZFTkmC9Umo/kE+249RnVpkclnlYBN5rqztll/LApnSk16E73M1GZwXbVSn7ZahJZNFIW4rjqm5uOJbMszMaSk37epl0skUmuLwvYx4RV66d+nFhHGx8cZHBzckONjpVM46joEcUGplefgG6Fd9v4b6Qch2UvGzRAGZZqOR9hQE35TQDChzjFt4TBwUXXCqJHD8lpYVoNsq4WVVWHSvT0vA2C6Ms1kZZLhpDoGcoPDSBkxdUq1LvGSKQ7FxWaeqzaQUnalKPTuuAPnwAGW/uzD7M/txxIWHzn1N/iOQbkRkrdySEMtLFitADupFg1SCYd0IW4hsoXho22XsrWiGmOrES80xPOe473HuaPvDk70KcfOSCbBNJdF4cICucVFLGGw1FKLBImeBkKAJfPISBIuNtYsMnNFhIDRe9TvLWZ/714WfCU2ZlJnKfRfGvVQnm8sO4VxKkNrUn2uZlr9n8oXOk7h4gX1fPnB9YnCdtGqzBoFrzaCvmtwCgH8++5DRoKB2UlGa1MAWEMjFNzCqkIz7b/XW2hGCLGqen/kpDCFxG9mqdfqNDGYT2VoTqjPdSi7/H0bjSosJLKYWZeR5GFe/W3fh+1srYFxvVy3vRC7dP9HSvlvpZS/LKX8sJTyugNnhRB/J4R4bI2fh1fc56eAAPj99qa1hnSZ5/8eIcSXhRBfnpnZHvVvHMdBCEG1WmVubu7yojA+uI3FemdbaU51Cal6weY7hXH46HPTZUr14PL5hG3abSke/zD4PZAdJZt0mLUF5PYTfvP7CBeb2INJHn92Dl8IDt96aQimkbIRXjxh2GqnMM7VaNhqcp1uFVmsqovXtYhCUNXNmqdOUyDLvB2yYEkyVXPNfEIA7+AhvFbA4rnldZF6FJJIbG5YUMazKTk+UewU5jCYRmLNPstR/hY5P0MiPQ9eDqyNF6htV2RhYWHTXUJQF1ohBT3CYCmCMUOF6+6pWcjU9bkwiUwWU0iWHv0GtUdUzlzijjuYiRLkW/OMLy3R32rx2De+Srq3j0P3rN0ypN2a4lX+OJONJu9vHSFCrMor/HpcKfJOuch45QJjGdXAvD0hbhfcKKQcFqrqe/v5if1EEu5Ouzy1oIRWozFFKTTIupvTf+1ixk7c2SmeNHb8js72/Iow3cnFOrePZhk6rM4lz31JhdJeHD7aLbRF4XSpTl+ij9nqLKbpYdsFso7aT00Elq2+W7OxMKklDHoaEe5AilqxuGblUVgWhS977/dz71u+mTAMOXfu3IaEjgIIz6KvoQTZsGfTmq5ipGzMa8ynvRr74rL3p2fVZDbrZAmCIoFlETWWBVkQ5xPYibhM/EVugiHV+SCRKJI3DFIjSzQX0wxl1YLGdHWaifIEQ3FlyXZe1YXnnsa0LCzX5aCvJnXP1+pUo4h6JLsqpxDURDX3tm+i9rWvkZ4s8f673s/HznyMKfn3VJsB+eQoTUMtUFpBCzGkhFXCMTtO8la1o4AVTuGKaoyttlMYC8aCV+D33vB7jKTUordqYJ8hjPuYBgsLGFIymM0xFxcAO/yQ+o66dh9RuQmhxMptr0n4SvYNjTIXi8KpwWcuub3VDKlXWqudQqB1QR1HRkodL8lcnnKcv7lwYXU7iuvl9ttv573vfe8lVVs3iv5OTuGVzy2Ju1VhqczkLCO1OSwvxMj0kfNyqwrNtP/eqNoaph8vsLQy1Ot1GhiUMjmYip3CzLIo7G0UmbRSEO+XcKmxIWO4mWxezNlVkFK+Skp52xo/fw4ghPhOVO7iu2Q72F85gyurH4wCE5d5/t+QUt4jpbznZkwkNwIhBIlEgomJCcIwvOwEOBc3WjYXl79w5XklCiuJcNNFoWcbOJbBV86og+/QGqtZq+g5BAioLcDQnSAEPSmH85bEt12C218LESyFkul6i5FsYs0qmUII7Lg31lY7he2qV4GpJnj9QYmiqGEZ1jWHWTiHDhJMTzPmHSAQUDINUrW1i8yAKqPvNwOW4gWAMAhoCkheJsRso0h7diensM0UEaPnfpv7AxVJ7hnPwr4Xb87rryi0sdn5hLC8+tpr2CyFAhrnSQqJK/Zjpq9vwpGML6TT5yeoPfIoZqFAq2+AqUrAHrNKy7YZu+UoZx9/lDtf88Y1q8MBHMkfoTfRy9TsJ/hXh0b42GKdDx77kVV5hY+Uqgy3FujPDzBeGmcsowRCe0LcaUvhO8xVmkgpeXra5mw1z2G3xanFUzTCBlGwSF14m9KweS3GbrsDhCDTN9DptwfQk1r+rKdLDW4bydI7tg/Ldnj+y18AuOHw0c2ir+MUNujz+5ipqYVJzxsm56lJrvA8ms3T2HaBCUuJ4rlElb66xO71qZWKVw0frTdbmJbF5OQkQRBsnCg0BP1xjtqw62xokRlQYmUw43EyFoU5N0czWFSvXVn+3i0tqEUYy4vLxF8UPuo5ajpwePZx9ooayYEasrafglfAEAYXqheYqkytcgoBZs+N4yZTCCEYcW08Q/BctcFCS+2HbnMKATJveQuYJksf/jDvue09PDD0AF+rfog6E/T0HaFqqUXiUAREvUoU+o7ZySXbyvBRy3YQLLuDsBw+6lwhV83MZjvVR8OFRQBGR4aZbSkxGBhqW9IbVu2qWLsdxXZh39gw5zJPM5k+SfPgpe3AK/F7TBeWcwphWRSa6Xa7ih4qcfXRhQsTGKZF5jIRSFfDMIwNCUm/HK/oSfPW/hwH/StfW618HrfHwp4o8mA6wEqGkCh0wkfbMqHtFG5UbQ0/nQMgHfhUahUa0qLR04NZreC3ap3wUYB0eZFZN8NkXDMjXGqu9ZRdzRVFoRDiE9f58/GNGJQQ4nWo8NS3XORC/gXwTiGEK4TYjyp888WNeM1uIZFIcO6c6j13OVFoux4y7eIVo8620twswjCoueGmh48KIcgmbB6fUKFPB6+WU2gnIB+Hgw4pJ6CQdDlFhG+AmFGrh08/vcCSBUdGL+9QtMOXttopTBXUZM0KlVDqc6AoquQzWYxrzO9z4wbdJ1y1qi2kxC0HlxWFwnFI2i7linrNypRyGZKFze0n59kGNS+JbC7ng0whGU++i8cW3gqmifdLp+Gdv3/Z57gRfN/vCJSb4hT6akLYZ/gshYLp+iK9IqIVXXvl0Ta5eF/OVBrUHnmExO23c2o27v1mlCGKqLSqWI7LiVdevpiyEIIXDb+Iz05+ln80lOcdg3k+2Pcm/qYkO3mFXy9VubP4BM3ew0yUJ9ibUceca7r0Jfo6VRgLSYeFuP9fvSV5spyhwAIWLZ5ffB5LlomMzV1oWImfyXLongc49tKXr9ref1GF4dtHcpiWRf+BQ1TjUO1udQpTrkXCNlWvwjh8FJQozHrquJWOQ7V6Gt/fx9mgigcs+S79DYnZ41ErX14Utos+lMsqhWB8fBxQZfc3irRr8R0Vk7f0ZWlNLbej2Cj29frLTqGbpdFSk3+jpMToYiCYE3F+rZcma5kkzNXnVj+1HxlBfzBBs38WYUA6cQ+WYdHr9fLE3BMEMuiEUCfSGSWOpOy0+jCEYH/C5flqg/mWyv/pRlFo9/eTeslLWPrzP0eEEb/44l/EEQm8kf+J13sLFUudV0IRIAsqJ813zE67EneTCoVcCyokz6LZXJ4kN+vquu+sUV23jZnNdgrNhPNK5Ow5eIBGoM4N7ZDZdGZ0uR3FNnYKB8aytKwGf37br5DJXXq8leL32HYK29ejYKoKpkB46thJ5vNUi0uEQcDihQmyA2u3o+gGbkkm+K/H9+Fcw7wpsT9L/VwVa3YG2w8hkSfv5mlFLaqB+v638ws3ah6cSiZpSJNM5FGr1WhGDsTGzN6gTDpOc5BhiLW0wJyX4fm4mnFY3HlO4cuAB4F7r+NnI/g1IA18TAjxdSHEfwWQUj4O/BHwBPDXwPdLKbdXaZ+rkEgkaLXUJO9KE2CzkCJZNggidRErzc5gZZJIwaY7haAqkAaRJOVaq+zzy9JuYj98JwAF3+bpVku5o3M1sAyeenqBohGxt/fykw/vUA5rwL/uyflGk8yqVdd8cRIjbOJl0hRFjcIaJa8vR1sUDoRxAYoaGJHEusJ+T2ez1KKQoNmkGBdeSfZtrnsmhCCR9GlKSRh/36aIWKgM4pYWcI8ewdjEVWjDMDru681wCs04bLFfZFgKBQuhoD8MaDb3dlZmr5VCTk3qi26C5qlTJO64PXZHJI4jMKtFnvn0Jzn2kpeTWKMf3UpePPJilhpLPDn/JL90ZA+3Ww3ef/iHee7MIyy2Ak7VmtxRfIKzmQEksiMKgVVtKfJJh/lKk5MzakL+ZN1EIDnshTw1/xQJmpj2zRVbD//IT/HgO969attQJo4KiPvh3TaiPst2CKntJXC8BN2IEKLTlqIv0UepWaIe1PHcYRLyNABN06RWPY2f2M9EqYZjwUQ2zVBdIrI2jUplzR6FAKZpkkwmV4nCfD6/oXk/RsLix6YF9xoOshFuqFMIsL83xek5NZHLulmMSImEqKbe81zdYDEXlwxwU5cUmQFIZgo0ig6luwZYGF0kbBgUelWRmX6/n0dnHgVgKKkmcUKITsGNlZ/tQd/l+Wp9hSjszgl09m3fRDA9TeUzn6HP7+PNwz+E6U3xqYlPU7TUYmHLDGnm1EJjwrbIxX04t9IpBLBth5aMkLEwbJXUeO0rRLoY2UynJUW4uAC2zdjhw0SRhQxcMNWku9C3n6DTuH77isJ0j0cqVIvia4ma8nwsCttOYcICA2Qrwkw7ncXTVL4HpKS6tMji5AT5weuvPNqN+IcHiVrQujCHnQwhket8Tu2w0fbvjXIKMwlHtaUILWRT0sQmNaqurYfFcl2PYG4OEYXMJzI8O1fB8K2d5xSi8vkE8HfAu4CslDJ9hZ8NuSJJKQ9JKfdIKe+Mf753xW2/IKU8KKU8KqX86JWeZzvSbkuRyWSuWDDA6c2Rrlid1ZHS3CwiFmeb7RTCcl7hwb7ktYWZ9cVFK4buBJRT+EQsfv1aQN0xqVgQSq7YfNq/q5/Bf/ECxA00Tt4IHMfBxMCvj3Pno7+Gke5XorD/2kWhPTqKcBzcCxU8Cbn4/GL1re0UAuTiVd/izBTFs2cASF/UjHczyCQsKrZPGCghMUVEa7GBN3OSxG2bX8q7LQpvVk4hQL/oI0Qw1RIMBSGtaN9151T1xBX0SvGELHHHHZycLlOgSpDwcMpqwnPX69502edo88KhFyIQfHri0yRMg986tgc7CnjPmQafWVRfnjtLT3EmzjHdm14hCpPDnfDRnlgUnopdmvGwimH4HE8IvjL5ORKGxHM3vnff9TISr4YL1DkhF1dOHTqkRGG3ho626U+7TJfqnaqK7QqkvlSuYdMwaDSnmLNv5bFFi8W0w90LId95skngKXFyuZxCUMdEqVRCSsn4+PiGhY62MRIWUS3oVDbcqHYUbfb3+sxXmizVWmTdLEIqUViK1HevUoRKtg+IaDpJBtxL3Ts/k6Wx5BAmS5jZ85TOJ8n0qnNkv99PuaWOi7ZTCMs5+d4K5+yQ7zFeb3Khoa5JBaf7nEKA9MtehpnPs/hnHwbg9p77ac69hC9M/wPjrlr0qdktqqi5g++YZAfaTuHWikLHdQkMo1M4phFXx3Rzucs+xszmOvcPFhawcjnS6TRpEgTNBEJAq+VQGBoiXKhj+BbGGt+T7YIQgrylzmtrisI4fDQVt90Qhuhcr4zU8rWpnbZQXphjYWpy3fmE3YZ/bH/n77ZT2C4o03YIFxuLpOwUtrkxxkHaU70KU1JiRw4NadKz/zAA+8LllJpgOq5d0tPLM1OqbdpOzCkcQVUYPQR8GDgvhPglIcTRTR/ZLqVdgfRqk1+/vwevZTI/r6owleZmCeOTw80oEJGL3ZSDV6s82ubu74JX/gzk1MSlkLQ5R0Q7AHa62MS/RY17rGdjJx+bhWe4hI5Jbul5aul+QhGt2Rz3cgjTxNm3j+bzzzNmpclVLt+4vk1urzopzj/9FOVJFYaWuUrj+o0gk7CpOj5RS00Qp5DkKjOIWoXE7ZsvCrPZLPl8fs0WLRtNO3x0QKgLaYRgpBHQknuv26Huy6eJJFQTCRAC78QJnn78JLdGkwjg8JEjHLznAXrH9l31uXJejtt6b+Oz5z8LwGjPML9x/jc5KRP88ydV+OAdpacYj8/q7ZxCUJPiC9ULhFFIPulQa4U8PrGEZUZEVol8/gGOJ+CRC38P3JzG9VejL60mPkEkObEipLztFCY3qfDBRtGfcZmOcwpBiULXGyaJEuMLrYC/lG/mO87fSaMmGQyX+E9frtEbsqJx/ZVFYblcZm5ujmq1uvGi0LeRtYBWXHl0o9pRtFlZbCbrZBGRes9zjPJ/SxYzJ01q6RzCrFITiTWdQj+bo7HoYKdL2MkmxbPJTrXNfn85qqDtFALkh9Qi2sVOYSjhq3Gxpm4MHwWVQpB9y5spfeITlD75SfJPPcKRxw/x0pkh+qZn2HfyFBXjAtWmCqDyHZOBA4d48B3v5uA9W9tywfUSBOYKURiHgDtXqCBsZrMrqo8udvr3Dph5Gq24Ym/TI9ubV5VHt3HoaJu++Hubd9Z2ChNpG9Nenrqbce/Zdj4hxE4hMHXyeYJGY92VR7sNe3gPdlItmNl+CF62ExnXziWcr89vqDGSSdgsRR5JQmxp0cQiPzJEIAyG60ud+wXTqnJ+ZnSIZ6ZKmFmXsLjDnEIp5YyU8oNSyhPAC4E/B74HeEII8TkhxHuFENfWKVhzTVyrKEwNqNunz59BSklpfpZmUqgVEmPzQyszsVN41XYUbXoPwUt+qFP2uZB0CYGqpf5fbEZ4B9VX6UpOYTeRsFyanhpr0VC/r7dCl3voII2TJ9k7dA+FsvoszCuIwsJR1Ttu/tmnKcdtSNIX9bXbDDKeTdnxEa0qkQGLSAaXlBDxTtx+lUffOK95zWt4xzvesemvAyBcE0xBTzTY2TYapZAkV63GXgv5pEMdm4bnYe/fj5FK8dzpKfbYRcbGxnjbD/0ED//IT13z890/dD+PzT5GpaWExYv7e/npM79JKYzYFy2RcxOcqc+Qc3OrFoeGU8MEUcBMbYaeeBLxlTMLZJINMk6K3p6HSBsNBgzlXBZuQuP6q1FILk9yTowsv5d0Ty+Zvv5OrlS30pdaDh+F5Qb2Pkp4/P3dL+d/Gt/FCzMGZiOgYEwhAKvg0agoh+tyLSlAFZspl8udfMJNcQqrLYLpqnJgNjhkf3/cluLUbGWVU1j3RvjIokN9yqdhm2BWKUfOJZVHQTmpjaXl70npbIpUjzp/DiSV45hzc/j28jXlcuGjAF9aqmAAWas7w0cBsm/7ZggCzr3v++j72R/mlz/z33j/fz/Lz/xBwP1f/CJL2YBaLAoTjolhmDzwze+8anj6ZuP4SVqmQbi4CEAzrirqXuGaaWazRMUiMgwJ5+cx4/sOej3UW2q/B60klmURLDQwr7NxfTcynIud8tOX3lZeaHTyCdu0r0nmitSGdquec08+BiwXJ9z2JHvx+5TQsvMJMMxLwkcX64sbFjoKbadwebGhKU1yaY/ZRI7e6nJ/xLYo7N8/ysmZCjK9M53CDlLKL8ZhnEPAPwIqwK8DE0KId1/xwZpr5lpFYTscYG7yHLVSkbDVouptfuXRzuvHvQoPXq0dxWXIxxOMYtyU2BzwWRAS2xQMZbszT+hiEo5Hw1fvfylULt+1tqNo4xw4SOvcOV4z8koe8JTgu1JOYf74bRiRZPHsONXFeewwwrkJjknasyg5PsHiWcp9av/0Fs8gPA/34OYLiEKh0OmXtNkIITB8m55oeXV1yFUT7usNH80lHGrSpuU69P3A+yl/6lMsWjaeHXLLrbd2Xu9auX/ofgIZ8JWpr6gN+17M95z5Pd6Xj/ju+f8LfbcwXhxf5RICnTLvE+WJTgP7p6dK+H6ZrJulUHiJen5frcIOZrY+GKQ9ToDbV4hCIQTv+Olf5KXves9WDOua6c94lOoBqTgcbKY6g+cOYxDRSx271eQfz/4nfvXQPqLIwM4oUWQVPGpxk++rhY+Wy2XOnDlDIpGg9wqLSeuhEz46VcXq9ze8Gu1Yj49pCJ6bVt/BtlPYTI3wjr8PGTw/Qo0IYdUJMS7pUQhx+Oii+p7U5l0ssxfLVsdoW4yvdAlhZfjo8rXrUNyW4qlKnZxtYnZBz7rL4R09woH/87/Z+z9/n9YH/zM//uD3Mvsz/45f/jaXn/s2g2fuGljhFHaP4+mmUqvCR5tFFXrnXiG6xsyq739UKhEuLGDmcwAMpfpoNeN5QiuFlJJwoY61jfMJ2xw5sA+A058q8bkPP4eMlruulRaWexS2aYtCI718bfKzOYQwOB+Lwvw6G9d3HX4v6T01rBQ4gzmAS8JHFxoLG+sUxuGjbRrSQgjBdCJHtjTX2R5MT4MQjB3cQzOMmLAhKreQQbTW03Yt6+lTWJdS/j7wM8DHgSSw9cvKO4R2TuHVRGFhYJhISJYuTHYa15e85k3JJ4TlnMJrdgovoiepTmyznkEoJQdeMcr4XJXRvN8pLNHtJFyPhuNg9vZRjBoYwiCbvb7QXffQQZCSl8kjvDp1LyKRUE17L4M9NEQiCFmanqJaLuEhbkrrgIxns+T4NJ76K77xYhXe0lcZx7vtOMLqnonHRmH4FtnWcq5mv6tyCK7XKfRsgwY2oW1h5fM8+Rsfot9VTtEtt9xy3eO6s+9OHMPhC5OqJQN7X4wAfqbyD3zP878JvUc4XTzNvsy+VY9b2ZaiJ15RlhIcT11AfX8vpjPIQU9dwPrSh657bBtNbkWfwuMjq4+rbP8gfubm9FFcL+22FK1WAktYzNRmcJwehHD4lcynee8f/Afumnmeuaq6DCdyIUbKxh5KLovCK4SPptNpoijimWeeYWxsbMPPA4ZvgYTm+fKGh44CuJbJ4f4Uj00skXNzCKlEYZQu8KbPW0yZR6lEIVhqoeLidhSg+oDWF9XnXJnIrCq73w4fbS+ItCmMjOKl0vSMLodIZyyTPsdCAj1dGjq6EvfgQfy778a/914e7TvE/K13Mn1ihMf3GQxkhqm2AhzL6KprqZvJqvDR2ClsxW6413P5xQwzvp6GS0uECwtY8QJoX6pAEItCQ+aJqoEqtrKN21G0uWPgdvoSfTxwx1189W/G+Zv//hhBLPLLC3VShdXvsb1QudIpNEwTP5ulvDCPYVqk19mOouvwe0iPNDj85gsYGSUGfcvHNmwWGrEorC9sqDmS8exVorCJSaMVMu3n8RaW24YEM9OYvT0cGVavfSZrkXvboct0Uu9erksUCiGGhRA/IYR4Cvh74Fbg3wC/vRmD242MjY2xd+9eBgevHBqV8jKUEwHlqelO4/oFp3rTnMKHjvbx1juHO3kh10s7NOz0oTSn9+U4cN8g4/NV9myT0FEAP+HTdBxGfuVDFI0auVTmmttRtHEOqPWUxvMnCWZmsHp7rzi5E0KQtGxK5SLVeg3PujlVWNOexaKdwGyWqTUCrCggUzxH4iaEjm4FZtLGqCUohCGGlOTs4yBUntX1IIQgMhywDRb/6I95fnyOveYC6ULfupoBe5bHXf13LYvC9AD0HIbH/hTqS9R6DjJdnWYsvdopbPdpm6xMrnLgpD3dOWf09TwEQCgFtr31+Xq2aZDxLPb1+J1FqO1EWxTOlZsUEgVmqjMIYeB5g/Q74yRFnaCUY6qoxNBQLsHAP7uL9CvGOqLQu0K5/nbxpVqttuGhoxBXNgQIog0vMtPmxEiWb5xbImklMWKn0E66fO8rfoRPHnwJpUCCrRYqBtcIH7VdDxkkOPWxEeaeGCa9QmAM+CoMr70g0sbxErzvN36Pw/c/uGr7wYTaX/ltIArbpOKiKpVG2HFMfMen1gzxne4KgfVyeQLTIIj7DTYrFVVt+wotlYxYFAZz84TFImZcXMryHJymOkc5omdHtKNoc7RwlE+84xO85dvv58FvOcTzX5vhI//hayxOVWnVQ9KXhI868e/Vx0e7XU92YBDD6K7vwrpJxt8VGUFC7X8hxKpehQv1hc6xsBGkPZsAk4pUn6+wLOYrTWYSOcy5WWSgFq1a09PYff0c6k8hBJwMAlL3DSHs6/betpSrjlYIYQshvkUI8ZfAGeBngUdRjeX3Sil/Skp5dnOHuXsYGRnhPe95z1ULaqScFMVkQG1mntKccgpnzNJNcwrv3JPjP77zrnWvRLZdgGba4qH33Y5pGozPVxkrbI/QUQA/6dMgoLVoqMqjues/ETn79oFh0Hj+OYLZ2SsWmWmTTmWotJrUw4BE4uaI6EzCZtHxMaKARrXK3uIFjLBF4sRtN+X1bzZG0iaqBfRLg74wBOMghm+tr+qtk8CwBEt/9Vec33uYfqOyLpewzX1D9/H0wtOdcBn2PQiTjwAwnlLH/8p2FKDEZI/Xw0R5ouPSA4TmREcU9veqPoGNm9i4/mrs7Uly3/7urjJ6OfpjUThdVHmFszW1eOe5wzSak3i5JvVFh/EFJQBHc2nMjIvhmNRKRSzXxXYuP8lti0LY+HxCAGOFEN/odhRtToxmmas0mS61yDg+JiGOazGV7CFrWJSbEuJhrFVoRgiBn8lSOlOgVYZUYfn8OZgcJO2kOdZz7JLHGaZ5yXe8HULare0o1sKP0y8qjWBZFFo+1WaI32Xvw81kkELQiPsNtmpVDBlhJC//3TLjaIDW2XGQspNTaHgmqYba1wlngLDTjmL7O4VthBDc+aoxXv89J5g7V+ZPfvnLwHI7ijZmO6cwvXrO2K7OvFPaUQDgr5gfJZbnugWvwEJ9gVpQoxltbMRcJl4cK0bqu5VIJJhcqjPt5xFR2MklDKZnsPr7STgmYwWfZ6fKl33ObuZqzev/P2AS+F/AMPDDwLCU8h1Syo9KKbdXsOwOImklKSZbtGaXKM7OYJgWUyzclMqjG4FtGmQTNgsVlTS8VG2xVGuxt7B1DXavFz+dBAHFM3MURY2egevP6TEcB2dsjObzJ69ZFGb6+mkagpoA/yYVD8h4FqW4WENtco6jC3GRmdt3plNo+BZRJeAYLrc1A4LWwLoLbViuKp3edBwWjqs8wnvuWL+Yvn9IVRH84oUvqg37XtK5bTzOp7o4pxBUGN358nnSntVZzKmKU+S8HAD5/AMgTHpTWx862ub3/vH9/NxbtufCQ9spnCkrUbiygX25/AxOtkp1LuB0PEk+sCK3qla6fOP6NunYRbQsa1PybdtVeGHjK4+2aRcQ+sZ5FUJq08KMG3AXEASRQMaOV/9lWg342RwDBw4RtJqrnELf9vnE2z/BG/e/8ZrG0i42062VR9ciGecMVpoBhUQsCm3lFCa6zSmM0yIai2oxq1WvY8krpz+YcUufxunT6v84p1B4FrmyCv9NJw8SxK0adkL10Ys5cFcfb/3huzFMNV2/uNCMszeDPZq65BhtO4U7Jp8QwEmCFb//FaIw5+ZYaCx0is1sZMRcuzl9O4Q0l0oxVayzkFKfb2tyElA5hVbcR/lwf5qnp0prPFv3c7Wz3/uBGvAHwFfj+3/XFQ5iKaX8Dxs3PM3lSNpJin4L2QqYev5ZUoUCtfD5Da26tNkUkg5zsSgcn1d5VtspfDSZVZOy6XMXCERIoe/a21GsxDl4kMbJ5wlmZ0nef99V758bHYMzzxIZ4qb1akt7NiUnFoUTs9yycBbSWeyb0CNxKzB8m6ja4mfTt0FlmplqhJG8snt/OZyEDyVoDQ/TEnVCI0F/f//VH3gZjvccJ2Wn+MLkF3jtvtfC3jgMzstxpqmKOFzsFIIKo3tq/ikMQ5D3bYJI0mChc86wrDRDA2/F9bpnZTl7neG63URP0sUQyinszfTy6KxqpO56w4RhGS/nsvBMnTMzi2BWGEqPdh57LaKw7RSOjIxgbUJebzt8VHgmRnp93/2rcetQBtMQfOPckmpgLxsYrjrPpDCACGk7pE2DpLm2yElkspx/6gmAS3KnPOvanaPtKApNQ5CwTeUU9qx0CoOuKjIDqvooQL0tCht1rKtEJLRzCpuxKGznFBquyd7SCZ479TOc+Na3Uf3EeYRjrFrI2EkM7MvwLT/+Ap7+/AX6961eCLb7fQbef9clj0nGkUu5wR10jRYC/B4onofE8twn7+U5P3u+05ZiY8NH1XdqRibZJ+fJpFNMLtVhQIWntyYmkbe3COfmOqLw6GCK//v0NM0gwrG2V/jotRxBCeDb45+rIQEtCm8CtmlTjc8NE88+Rc9+1b+uveq/HSgkHRaqq0XhdmlHAZDKqR0w1ZgH+/orj7ZxDx6k/KlPQRBcsfJom8KRo/CZjwOQ7Fu/uLgeMgmbkq1CexvTC9y1cBbn2PGuCTPcaIykDRLkq/8DhgvRfzmJPbg+F9uPJ0POj/4I3j98mkbh4A19bpZhcc/APct5hZkh6DkEyT7OlM7Q4/WQtC8d63BqmE+Mf4JIRhSSDq4tOc3qvqbHjv3yuselWY1pqErKZ+ar3DrQx3x9nlbUwvPUyr2bU+e+ybkShlXsVMsEqJdKVxWFjuMwMDDArXEV242mPcG2N6HyaBvPVsVmvnF+icxYBhHViRw1iUoaBkSAl1izHUUbP52hVVeVW9NXKFpyNdrho9sppxAg6ZqUGyH7vGWnsNqFTqEbpzrU43zZoNXEvIzQb2PG1Xebp8+o/+NrrPBMTAwe+pZvxUq5FBcbmPnuCXvfDDI9Ce594/6r3zGmvWC8Y9pRtOmIwkvDRztO4QbOg23TIGGbPNfq5XRY4O2ZBM9PV3Djz7U1MUEwq1IDrH51Dj8ykCaIJKdmKxwd3F5d+6529nv5TRmFZl2EcahE2Gph5dSq8XZyCvO+w7kFJQbPzKu+a9ulcT1AMh87he3ebusWhQcgTla+Uo/CNj0rirukb1JoSMazKDlKaFgzF9hTmiJ199tuymtvBe0JcRgmMPwEUeXpdYePptNpWsCjE5MYSPr23Hix5vuG7uP/nvu/TJYnVSGNb/5NMB3Gv/pLa7qEACPJEVpRi9naLP/iVUeYa0zyS49z0/KQdyO3DmV4crLIS+5Wx/VcbQ7PVcdsIq+O+bligLhIFNZKRbIDV+/D+L73vW8TRq1oO4WbVWSmze2jWT7+5DSvOpSDepWWY/BWbPZ7Dn9VbYKXXjOfsE0im+v8nelZf5XF/QmHnzowxMP9uavet5tIuhbVZkBPQkWq+JZPrRWu6vPZDTi++h41yyqsLmgFWFcR4MK2MXyf5plYFHacQvU4WQ8g66p2FDswdPRGGL31NoYOH2XwwOGtHsrGkoznSBeFj5ZbZaarKr+v4G5sBFXas4ikpBEIepIuny7O8oKxPGY2S2tyopNXuDJ8FFTbpx0lCqWUn7pZA9FcPyKdQJoCEUpEOo53vknVRzeCnqTDo+cWATg7X6Un6XSqqW0H/JS6yE0bSwgEuVxuXc/jHFhuPn8tOYWp4RHMSBIagvTY2gJgo1kZPrp34ikMJMk7d2Y+IdARgFGlhcx7RNVg3aIwk04xBzz//HNUpM1d+298n7XzCr9w4Qu89dBbYfhOAM4Uz/DS0Zeu+Zh2FcaJ8gSvP3EnX5gch8e31zlju3FsOMMnnpoiY6njerY2y/6EEoWZ/gGEYVBsmJiZ8irH9lrCRzcbYZskHxgicWJj+x9ezImRLH/05XOYYS9RWKFqwI+Q4OO+CVWQbvrKTmG7NYkQnTyq9SCE4Af2Dqz78VuF71hUGgE93rIorDZDRvPd6RQ2qmohOAgDHP/qheWMXJZgQuVtmfE1VsR5p1FDtWoIFhs4e7f2eOk2ekb38O0//8GtHsbG48dpOhc5hQCnlk4BGx8xl0nYVJsBjQAKSZuppQYDWQ9rZJjW5CStWBTasSg80JfEEPDsNswr3F7BrppVpLwUrUzsaKTU7+206l9IqfBRKeW2a0cB4McrnzXRJOunrxoKczncA8shIdY19BMSQpCMS0xn9t+cFqGZhNURhUdnnwLAO3Hiprz2VmDGuWxRtUVUbalt19mjsE0+kySUKqxpPMxzsG99vT1Xcjh3mIJXWA4hBcrNMnP1uTWLzMDqBvZAp6+TFoWbx/HhDJGESlUJl5nqDF6cs5lK7yMzMEw1ckgnwk7oWxgENKqVLReFAPm3HsI7mNvU17gtLjZTrfQQhWVKqPp1xbiUe8tNr9m4vk0iDjFM5vKYO7Bn6tVIuSaVRthxmjNuRhWa6bIwWDcOo2/WVKhvICPsq1RZBzBjJ9jwfQxXuYFGXHVV1kOieoCsBTuyyIxmDfxLncL2vPfk0kkswyJl3/g1diUri7O5tkkzjBjKeNhDwwQTk5c4hZ5tsq83yTNaFGpuJr7lU0+rL2rTV7+3S/VRgILv0AolpUbAmbnqtsonBJXTY6EuTvns+sW4kUxiDauJotV3bavy6XQGISXJG8ihuR4yCZumadMybNLNCnPJHqx1hstuB9rho1ElIKooUbhepzDvu9TiuvrjUZ4DfTdeYVcIwX2D9/GFyS8gpeqOO15SFWEvFz46lIydwooShYv1RTW+bbSQtN04NqQEy/SCmvzO1GYwTR/fP0g2cxf20D4kBtkVX4l6HF7XDaLwZtAuNrOwlEHIGuVIicIlAyAisu0rho+2ncIbySfcziRdi0ozYF92H7/2il/jFWOviAvNdJdT2A4fbUUhUbVKKCW2e/VCQO1iM+aK640RF/+I6kGnHYW1g9pRaK5A8lKnsL2weWrpFHk3v+G5pRnPBtRzirgZ/WA2gT00pHIKp6bBNFd9R4/0p3lmG7al0KJwG5O0k1RS6hta9VQYxbYShXHOw3SxwcRijb3bKJ+wjWep1cme3vVVHm3jHlRtAK5VaB147RsY3H8QYdycQzjlWAgB9dgtPN+/76a87lbRCR+ttgjLN+YU5nyburRoYSFSvRtWFfD+ofuZqc1wqqhCZs4UVd7NxY3r2/i2T8ErcL58HqBTqS3rbJ9zxnZjNJ8g41mMz0YIRKdX4f33/SX79n0fUV6FkvatWHC4lsb1OwnPNjkykGZ6wUVENSoyAgFLQmJYTRDiKuGjOWAXi0LHotxQ+akP7XkI13RVn8JuE4UJFSraMg2aZ88RGALbu3r4aLvYTDufEJbDR2UjJIgb15t57RTuCgZvVyGkmeUCOu3w0fPl85uyyNnOKQRoRer3UNbDHhoiqlRonHweq69v1XzsyECKM3MV6q1ww8ezmXRXfIHmukjZKaZ6WuxPZ1jym6SdNLaxfUq4t0XhY+eXiOT2akfRJmG7lIMqPYM3NiHx772X4MIFxDWE0wDc9/Zv5763X0tB4I3BMAQp16LmJEnXl5geOXj1B21jhGuCKVT4aNw2Zb1OYTZh80QwgCkk+0c3bqLfySuc/AIHsgeWReFlwkdBuYWTZZWfs9hYJGWnsM3tc87YbgghODac4cnJMvnefKdXoRGfp4NsPxAybC5fituicLc4hQAnRjJ89LESDNepRZB7962Uv3waZtWxd8VCMx2ncP1FZrYzSdek2lieeIaRpBFEXVd91DBMbMsmMA2a42eIDKPjHl6JjlMY9yiE5UIzUT1EBspZtnLaKdwVHHkt/NjJVZtWCsHNKLaY9mzCWAzWYpE3lPWwR9SiXu2RR7AvKvr3htuHONi/sWGsNwPtFG5jfNtnvL/C9//3/8ki5W1VeRSWReHXzy4C26sdRZtkQU3cCjfoFPb8k/ey/y/+fCOGtGlkPJuKq+LcFvfusIpmFyGE6DSwj2Kn0Eitr5pfzrc5GfXybNjHgd6Nu0jsSe9hJDXSySscL44z4A+QsC6/+j6cGu44hQv1BZ1PeBM4NpTlqQtFerw+Zquzq24rx7kvQ/GEA1Q7CthtojBLqS4RDTXBj47mma83kZY69gauUIAsmcvhJBL07rk5Rbe6jaSrCs20aU9au80pBHA8j8AwaJ45o5zC5NXPh+0G9tZKp7CdU9gIVON6U2CsM5JDs/3JOllEHN65GU5hJmHRCiPe//JDFGstTEPQk3Kxh5RbGc7MdtpRtLllMMPDd47g2d13HF4JLQq3MSk7RaWlWjks1he3VY9CWBaFX4tF4XYMH03FbSnW246ijRCi63sspT2LiusTIajttDLXa2D4NmGlRVhpgVgu0X+95PxlMXlwA/IJV3Lf4H188cIXCaOQM6Uzl80nbDOSGmGyMomUkqXGkhaFN4FjwxnqrQhf7us4hW1mpUDIiJ5aq7NtVzqFozn1R1m5PeUgZL7SQNpKLF/JKbRdj/f+6m9y/GWv3OxhdiVJR+UUtnOLq00lEBNd1rwewPESBKZB/fQZEAI7dQ2isOMULl9jhSEQjkFUDwkXVTsKYXT39VOzeZiG2Umd2hRR6Nm0Qsn7X3GIqWKDgbSLaQisoeUQ1nbl0e2OFoXbmKSdpBbUCKOQxcbitpvgtUXhkxNFHNNgIL39wj/aFUjz+e3l0q6HTMLm5N5b+eyeu7BTGytuuhEzacfhoy2MpL3uSUfSMbHixx7YgMqjK7l/6H5KzRJPLTzFeHH8iqGjoJzCRthgrj7HQmNh2y0kbUeODytxJxsjl4jCC9UmiaiKHRfLgN2XUwhwy2BaHSMVdT4thRHz1SbYBq6ISFlXXm1PpDMYxvZakd8okq5FJKHeUi5rrRk7hV3oULjJFIFpUBtXoe5u5uoLH8YaOYUAwrOI6sopNHWRmV1Pe/67GRFzmbiwUakecKFYYzCrvm9Wby/CVgtWlhaFmq0maauJeTWoqgneNhOFvmPiWgbNMGK0kMDYhit9d999N294wxuwdkEp9Ixn88kTL+eDD7x724VErAfDt5QoLLfWnU8IygXOxS0uNqLy6EraeYV/e/pvWWwssjd9ZadwOKnyHibKE9opvEkc7EvhmAaNah/ztXkiGXVumyzWcGWZcHa5dHmttITtetjO7imc4dkmhwdSyIoSAOVWwFI1QDoWBUte5dG7m2QcStkuNlNtdm/4qJtO0zIMaudVCLuTuXqRq3ZLipU5haDaUshGSLhQ1+0oNJ1iM5tTaEZdv4v1FpNLdYayKkVDGEbHLbT6tCjUbDFtUVhpVVisL267nEIhRMct3LsN8wkBBgcHue+++7Z6GDeFjGdRrLWot6LdIQqTNlElIKy0MG9AFIIKIfVsg+Hs1avtXQ+9iV4O5Q7xkec+Aly+HUWb4dSyKNQ5hTcHxzI4PJBisZQikAEL9YXObXOlANsoUp1adhBrpVKn995u4vaRHNQKICWztRZBBNJx6N0F55obIRmHiVYuEoXdVmgGwE2lCCyTxpzKrXXiZvRXYjl89FKnMCyrRTvdjkLTFoObEf2SiVNHirUWF5bqHacQ6OQVaqdQs+W0ReFcbY56WN+WoWBtUbgdi8zsNjIJm9myqgbYjROOjcbwbaJa7BTeYBGDvG+zrye5KW74fYP3MV+fB65dFJ4qnqIaVHWPwpvEsaEMU/M2UtJpSwGwWAXDLlEvlTpho7VSES+1e0JH29w2mkUGLtRDLlRUOG3k+ldsXK9R4aMAlTiXsBM+2oWfm+snCSyTMD4NOv7VIycSd95B4Tv/EckHHli13XBNgilVU0E7hZr2AmfB3fj+yW2ncGKxTrUZMpjRolDThbRF4bnyOWBzYqk3m7Yo3I7tKHYbGc+iGarQt8QuWL03fBsiCObrNxQ+CvDDrznKT7/p2AaNbDXtEFJDGIymR69436SdJOfmeHLuSQDtFN4kjg9nKNVBBulOXmG9FdJomti+EkDzEyqkrlYq7qoiM21OjChHyFhqMVNSi0+Rm2LY0y7QlWiHj1bithTtQjPdGD7q+EkCwyCM+7lZ7tXFnOF5DHzgA5gX5dgarklUVe/V0j0Kdz3t8NHNMEfScU7hM1MqzH+VUzisFlovrj66Xem+pSTNNdMWhe0S89txgtcJH+3Z+YVLtjvt1TLYJaIwGZ8eI3nD4aMPHLixliVX4p7BezCEwVByCMe8etuMoeQQj889DmzPc8Z25NiwEjxRY5iZqhKFU0XVdNvPqZy5hYlzjBy9lVqpSG5gaO0n2sHcMphGiAij2GS2qoSydB32JPSC4ZW4xCmMW1J0Y4i/m/AJBbRiUWi76xf8wluevupCM5p+vx+BoDdxYz2j1yITz33aonBohSjMvePt2CMjq1qmbGe0KNzGdERhKRaF2zB8NO/r8NHtQmZFSwavC1ehN5qV7uB6exTeDDJOhnsG7umU5L4aI6kRnpzXTuHN5NYh5XKE9aFO+OhUUQmfXK+DaVnMT6iIj/ouzSn0bJNsuspcMcFiJW7RYZvaKbwKKXd1TmGtmwvNxNW6m7Fgta/BKbwchhe/PwPMjHYKdztvOfgWDuYOdhzDjeSKTuHgILlvftuGv+ZWoUXhNmYnhI+O5hN4tsGewsYW4NBsPLvNKTT9FaLwBp3CzeZXX/Gr19znsp1XCNtzIWk7kvZs9vb4TDX3dsJHL8RO4XDOJz80wvzEOcIgoFGtkEjtPlEIMJhvsjDRZLGqwkelYzDgdvext9W0xd/FhWa6URS2cwjrcbXuGxGF7Qb2ZsZFmNuvcrlmY/Ftn3sH792U5046FoaA03NVhID+bdg+7VrROYXbmJStep51wke34QTv3Q/s5aM/+NKuTIrXrCazQhR69s4/dRj+ivCkGyw0s9n4tk/CuraFlZWicDsuJG1Xjg1liBrDHadwclEVyRgrZCgMjzJ//hz1slqJ3o05hQB7eiWiJZmcroCQYIkrNq7XrHQKlRhsh492YzEwNw4FbnScwvVPro3YvdFFZjSbjWEIUq5FGEl6ki6OtXPnPzv3ne0C2k7hRHkCgSDjbL+JhGeb7O/V+YTbgZXho7vBKVwVPtrlTuH10O5VCDp89GZybChDs55lsqhaUpxeWATRZDTTS354lMWpScoLqorsbgwfBTg0qMK0J86XMKwIhNBO4VXwL2lJEWAaAsfsvumd47dFoRrztRSauRxtp1C3o9DcDDIJdR5amU+4E+m+s4bmmrFNG9uwaUUtMm4Gy9Bum2bzSK9yCne+KBSuCXELiW53Cq+HtlOYtJPY5s55X93O8REl9M4r3ce5hTLCKtLv91EYGUVGEReeexrYvU7hkYEUUkhajRDsCFO2SHehuOkmHMvAMQ3KzeXwUd82rzmc/GbidsJHN8IpjMNHdeVRzU2gPf8Z1KJQ0820Q0j1ir9ms8msqPbWjaFJG40QQlUgNVZXutvutEWhPmfcXI4NqUJAc0sJpJRMlWoYdpFev5fCsGolcv5pVQBoN/YpBOj1s5BUbW+kLfFFoyvFTbeRdE2q7fDRZti152cnsewUGsLAtNZ/Xm2fk63czp6ka7qDdrEZ7RRquhrfVidZPcHTbDa7rdAMqF6FRtJGbELT+a0i7aRJO2l9zrjJDGRcfDeiWe2n1CoxVwqVU5jopzA8AsD5p54Adm/4aM7NIVOq8mhkG2SM5haPaHvgO9aqQjPdWGQGlquPNmwTy76xhTYr74EAe0inn2g2n4x2CjXbgbZTqAtGaDYbxzI6BWZ2iyg0k/YN9yjsRvZn9zOYHNzqYewqhBCM9RqEjSFmKjMsVcGwShS8Ak7CJ1XooTgzBbBrq49m3SwiWQNA2hY5M9riEW0PUq5FeYUoTHRp4bZ2+KgUAvsG+0/a/T5D//IBnD2701XX3FzakVKDmZ0tCrvzzKG5ZtrFZrZj5VHN9iPj2dRbja4NT9poUg+NIps7b2L6wYc+qHOQt4Ajgwmemhjk+flpgtCgkAgwDXUsFYZHKc/PYbseltO9fTE3EyUKS0CeyPUo7Lz1mE0h6ZqdVhS1VtC1TqFp2ximRRQGnaIzN/R8O3DBTtOdtAvNaKdQ09W0RaF2CjU3g/aJ0d3BJZlXkjhawD/Ru9XD2HAGk4P0Jnbe++p2TozkQVp89vk5APLJ5eMoH+cV7tbQUVChzSSKREmLKOvT36XipttIXuQUdqsoFEJ0QkgtRxeI0WwflnMKd3ZP7d0xs9vBtEVh1s1u8Ug0u4G0Z+HZhi7+oNGsg/v2qiI/Xz3VAKA/s+wItovN7NbKowCGMEhYIc0XDxANJhjcpY7p9ZJckVNYa4ZdHd7fDiG9kcqjGs3N5mBfikLS2fGFZnT80Dan4xR62inUbD4Zz+7qCYdG080cH+wD0eKZ8+1V5+UiGYURLQoBfEOwEP89ktjZq/IbRdK1OuGj3ewUwnIF0hvpUajR3GwevnOYN5wY2tGN60E7hdueTk6hriSouQlkE3anWbJGo7k+LNPA8+eoN9UxtCe3LADbTuFubUfRJmUtC5qxhK4seS0kXXNbFJqB5Qqk2inUbCeEEDteEIJ2Crc92inU3Ez+6UMHmFysb/UwNJptSy5T4UIFMKoMp5fzOtOFHrx0hkxv39YNrgtIr5h47UvqtIhrQTmF7fDR7i00A+B0wke1U6jRdBtaFG5ztFOouZkcH85yfFhP1DSa9TKYb3FhEgy7SJ+/v7NdGAbv+oV/v+vDR7OWAxEQNRn19bnmWkg6Jq1Q0ghCqq3uDh9145BgLQo1mu5j53uhO5xjPcc4lDuke45pNBrNNmBfn1qLFVaRvsRqVzA3MNgJr9ut5GwlFsxoCc/SIYbXQtJV36n5ShMp6eqWQY4uNKPRdC3aKdzm3Dt4Lx9++MNbPQyNRqPRXANHBlNApEShv7tDRdeix/GgAY4sb/VQtg1tUThTUlVt/S4uBtapPuppUajRdBvaKdRoNBqN5iYxnO7B7f8odu5L9Hg9Wz2crqPHVU5pguoWj2T7kIwLy8yWY1HYxYVmnDh8VPcp1Gi6j+49c2g0Go1Gs8PoS/Th9PwDBa+AbdpbPZyuo9dTTlJKNLd4JNuHpKucwbZT2M3ho7pPoUbTvWinUKPRaDSam0RvonfVb81qhr0MIqrRY9S2eijbhtTF4aNdLQrbLSm0U6jRdBtaFGo0Go1Gc5No5xFeXGRGo+j1suQnf4w7nYmtHsq2we+Ejyp3tZudQkeLQo2ma9GiUKPRaDSam0TOzWEJSzuFlyHrZjHDRXJuequHsm241Cns3swgN6HCRy1daEaj6Tq6WhQKIX5ECCGFEL0rtn1ACPGcEOJpIcRrt3J8Go1Go9FcD4Yw+P67vp+HDz281UPpSrKu6k2YcXZ3v8brwb8op7Cbw0cHDx3mgbd9K3tvu2Orh6LRaC6ia5eThBB7gFcD4yu2HQPeCRwHhoG/E0IckVKGWzNKjUaj0Wiuj/eeeO9WD6FryTgZ3n/n+3nNvtds9VC2DW2nsF19NNHFLSlMy+bBb/2OrR6GRqNZg252Cv8D8GOAXLHtYeAPpZQNKeUp4Dngvq0YnEaj0Wg0mo1FCME/veOfsj+7f6uHsm1wLQPTENvCKdRoNN1LV4pCIcRbgPNSykcuumkEOLvi/3PxNo1Go9FoNJpdhxAC3zEpNQKgu3MKNRpN97JlZw4hxN8Bg2vc9FPATwJrxY6INbbJNbYhhPge4HsAxsbG1jlKjUaj0Wg0mu4m5VqU6gFCgGd35Xq/RqPpcrZMFEopX7XWdiHECWA/8IgQAmAU+KoQ4j6UM7hnxd1HgTXrVkspfwP4DYB77rlnTeGo0Wg0Go1Gs91JxnmFCdsknjtpNBrNddF1y0lSym9IKfullPuklPtQQvBuKeUF4C+AdwohXCHEfuAw8MUtHK5Go9FoNBrNlpKM8wh1PqFGo1kv2yrwXEr5uBDij4AngAD4fl15VKPRaDQazW6m4xRqUajRaNZJ14vC2C1c+f8vAL+wNaPRaDQajUaj6S7aotC3u35ap9FoupSuCx/VaDQajUaj0Vw77fBR7RRqNJr1okWhRqPRaDQazTam4xRqUajRaNaJFoUajUaj0Wg02xgtCjUazY2iRaFGo9FoNBrNNiYZN6z3bC0KNRrN+tCiUKPRaDQajWYbk3R1SwqNRnNjaFGo0Wg0Go1Gs41ZDh/V1Uc1Gs360KJQo9FoNBqNZhuj+xRqNJobRYtCjUaj0Wg0mm1Mqh0+qnMKNRrNOtGiUKPRaDQajWYb0w4b1U6hRqNZL1oUajQajUaj0WxjUjqnUKPR3CBaFGo0Go1Go9FsY/ozLrYpGMkntnooGo1mm6KXlDQajUaj0Wi2Mf1pj89/4JUUks5WD0Wj0WxTtCjUaDQajUaj2eb0pNytHoJGo9nG6PBRjUaj0Wg0Go1Go9nFaFGo0Wg0Go1Go9FoNLsYLQo1Go1Go9FoNBqNZhejRaFGo9FoNBqNRqPR7GK0KNRoNBqNRqPRaDSaXYwWhRqNRqPRaDQajUazi9GiUKPRaDQajUaj0Wh2MVoUajQajUaj0Wg0Gs0uRotCjUaj0Wg0Go1Go9nFaFGo0Wg0Go1Go9FoNLsYIaXc6jFsOkKIGeDMVo9jDXqB2a0ehGbT0Pt3Z6P3785G79+djd6/Oxu9f3cuet/eGHullH1r3bArRGG3IoT4spTynq0eh2Zz0Pt3Z6P3785G79+djd6/Oxu9f3cuet9uHjp8VKPRaDQajUaj0Wh2MVoUajQajUaj0Wg0Gs0uRovCreU3tnoAmk1F79+djd6/Oxu9f3c2ev/ubPT+3bnofbtJ6JxCjUaj0Wg0Go1Go9nFaKdQo9FoNBqNRqPRaHYxWhRuEUKI1wkhnhZCPCeE+ImtHo/mxhBC7BFCfFII8aQQ4nEhxA/G2wtCiI8JIZ6Nf+e3eqya9SGEMIUQXxNC/J/4f71vdwhCiJwQ4k+EEE/Fx/AL9f7dOQgh/kV8Xn5MCPEHQghP79/tixDit4QQ00KIx1Zsu+z+FEJ8IJ5rPS2EeO3WjFpzrVxm//7b+Pz8qBDiw0KI3Irb9P7dILQo3AKEECbwn4DXA8eAbxNCHNvaUWlukAD4YSnlrcADwPfH+/QngI9LKQ8DH4//12xPfhB4csX/et/uHH4F+Gsp5S3AHaj9rPfvDkAIMQL8M+AeKeVtgAm8E71/tzMfAl530bY192d8HX4ncDx+zH+O52Ca7uVDXLp/PwbcJqW8HXgG+ADo/bvRaFG4NdwHPCelPCmlbAJ/CDy8xWPS3ABSykkp5Vfjv0uoSeUIar/+Tny33wHeuiUD1NwQQohR4I3Af1+xWe/bHYAQIgO8FPhNACllU0q5iN6/OwkLSAghLMAHJtD7d9sipfx7YP6izZfbnw8DfyilbEgpTwHPoeZgmi5lrf0rpfxbKWUQ//t5YDT+W+/fDUSLwq1hBDi74v9z8TbNDkAIsQ+4C/gCMCClnAQlHIH+LRyaZv38R+DHgGjFNr1vdwYHgBngt+Pw4P8uhEii9++OQEp5Hvh3wDgwCSxJKf8WvX93Gpfbn3q+tfP4buCj8d96/24gWhRuDWKNbboM7A5ACJEC/hT451LK4laPR3PjCCHeBExLKb+y1WPRbAoWcDfwX6SUdwEVdCjhjiHOLXsY2A8MA0khxLu3dlSam4ieb+0ghBA/hUrX+f32pjXupvfvOtGicGs4B+xZ8f8oKpxFs40RQtgoQfj7Uso/izdPCSGG4tuHgOmtGp9m3TwIvEUIcRoV6v0KIcTvofftTuEccE5K+YX4/z9BiUS9f3cGrwJOSSlnpJQt4M+AF6H3707jcvtTz7d2CEKI7wTeBLxLLvfT0/t3A9GicGv4EnBYCLFfCOGgkmT/YovHpLkBhBAClZP0pJTy36+46S+A74z//k7gz2/22DQ3hpTyA1LKUSnlPtSx+gkp5bvR+3ZHIKW8AJwVQhyNN70SeAK9f3cK48ADQgg/Pk+/EpXzrffvzuJy+/MvgHcKIVwhxH7gMPDFLRif5gYQQrwO+HHgLVLK6oqb9P7dQHTz+i1CCPEGVJ6SCfyWlPIXtnZEmhtBCPFi4B+Ab7Ccd/aTqLzCPwLGUJOTt0spL06Q12wThBAvA35ESvkmIUQPet/uCIQQd6KKCDnASeA9qEVTvX93AEKInwO+FRV29jXgvUAKvX+3JUKIPwBeBvQCU8DPAB/hMvszDjn8btT+/+dSyo9e+qyabuEy+/cDgAvMxXf7vJTye+P76/27QWhRqNFoNBqNRqPRaDS7GB0+qtFoNBqNRqPRaDS7GC0KNRqNRqPRaDQajWYXo0WhRqPRaDQajUaj0exitCjUaDQajUaj0Wg0ml2MFoUajUaj0Wg0Go1Gs4vRolCj0Wg0Ow4hxIeEEF1dXlsI0S+EKAoh/slWj2UlQog7hRCREOKhrR6LRqPRaG4OWhRqNBqNpusRQsjr+Nm31eO9Rn4emAZ+G0AIcfo63uPL4sdcvL0hhHhOCPEf416a142U8uuovm8fjBu+azQajWaHo/sUajQajabrEUK8+6JNLwG+B/gN4B8uuu3DQBMwpZT1mzC860YIMQqcBn5YSvkr8ba3opqqt7kV+EnU+/mzi57iY1LKqdgN/TrwwXh7HngN8CbgceBuKWVzHeN7KfAp4E1Syr+83sdrNBqNZnuhRaFGo9Foth1CiO9COWzvkVJ+aGtHc/0IIf418BPAiJRy+jL3eRnwSeDnpJQ/e5n7SOAvpZRvumj7h4G3At8ipfzTdYxPACeBx6SUb77ex2s0Go1me6HDRzUajUaz41grp7C9TQjRE/89K4QoCSE+IoQYjO/zPUKIJ4UQdSHEU0KIhy/z/N8qhPh0/PiqEOILQohvuY4hvh348uUE4Qbwd/Hvwys3CiH2CCF+SwhxJg41nRZCfFYI8Z0r7yfVivHfAK8TQqx0LzUajUazA9GiUKPRaDS7jb8GssBPA/8NFWr5YSHEjwI/CvwOysVzgD8RQuxf+WAhxM8DfwiUgP8nvm8V+GMhxPdf7cWFEAPAUeCLG/WG1uBg/Ht+xetawMdQgvQPge8D/l/gGVQ47sV8DrCAF2/iODUajUbTBVhbPQCNRqPRaG4yX5RSdsRbXEvlXwAjwG1SymK8/RPAI6jcxQ/E2+4Gfgr4N1LKn1zxnP+fEOIjwL8RQvyulLJ0hdc/Fv9+fmPeDrYQojf+Owe8Fvh+oIwqGLPydY8CPy6l/OVreN72+I6jhLRGo9FodijaKdRoNBrNbuM/XvR/u1DN77YFIYCU8lGgyOoQzHcBEvgdIUTvyh/gL4A08MKrvH5f/Hv+ive6dl4DzMQ/zwK/BjwGvOqi8NSl+PfLhRD91/C8c/Hva7mvRqPRaLYx2inUaDQazW7j5EX/L8S/T61x3wVgZWuHWwEBPHWF5x+4yuu3cx03qt3DF4B/GT/fGPBDwCiqAuvyi0p5RgjxCyjXc1II8XXg48AfSym/tMbztsenK9JpNBrNDkeLQo1Go9HsKqSU4WVuutx2cdHfEnj9Fe7/+FWGMBP/LlzlftfKrJSyXVimXXn0G8CfCiGOSylr7duklP9SCPFbwBtReYTvBX5UCPHLUsofv+h52+ObQaPRaDQ7Gi0KNRqNRqO5dp4FXgeMSymfXOdzPI4Sloevdsf1IKWcF0L8S+C3ULmSv3jR7SeBXwV+VQjhoaqM/pgQ4oMXhZsein8/thnj1Gg0Gk33oHMKNRqNRqO5dv5H/PsXhRDmxTdeS66elHIGeAJ4YIPHtpL/gQqT/REhRCYeW1YIYV80ljrQFrf5i57jASAAPrOJ49RoNBpNF6CdQo1Go9ForhEp5ZeEED8D/BzwdSHEHwMTwBDwAuANqFYWV+OPgf9HCDEkpZzchHEGQoh/g2q58YPAvwZeDvyGEOJPgadR1UlfgAoh/YKU8un24+Pm9a8H/lpKWd7o8Wk0Go2mu9BOoUaj0Wg014GU8l+hehtOAP8c+E+othUuSoBdC/8NFUL67ZswxDa/A4wDPySEyKLaa/wZ8DLgXwG/Ev/9i6g2Fit5KapozX/dxPFpNBqNpksQUuqiYhqNRqPR3GyEEP8V1U7iqJSytdXjWUlcrGYMuEfqiYJGo9HseLRTqNFoNBrN1vDTqHYX79nqgaxECHEn8DDwQ1oQajQaze5AO4UajUaj0Wg0Go1Gs4vRTqFGo9FoNBqNRqPR7GK0KNRoNBqNRqPRaDSaXYwWhRqNRqPRaDQajUazi9GiUKPRaDQajUaj0Wh2MVoUajQajUaj0Wg0Gs0uRotCjUaj0Wg0Go1Go9nFaFGo0Wg0Go1Go9FoNLsYLQo1Go1Go9FoNBqNZhfz/wOV/emnKyFPqgAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"filenames": {
"image/png": "/Users/f004p57/Documents/GitHub/dartbrains/_build/jupyter_execute/content/Connectivity_48_1.png"
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"rois = smoothed_denoised.extract_roi(mask=mask)\n",
"\n",
"plt.figure(figsize=(15,5))\n",
"plt.plot(rois.T)\n",
"plt.ylabel('Mean Intensitiy', fontsize=18)\n",
"plt.xlabel('Time (TRs)', fontsize=18)"
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2019-04-30T03:58:23.474213Z",
"start_time": "2019-04-30T03:58:23.255503Z"
}
},
"source": [
"Now that we have specified our 50 nodes, we need to calculate the edges of the graph. We will be using pearson correlations. We will be using the `pairwise_distances` function from scikit-learn as it is much faster than most other correlation measures. We will then convert the distance metric into similarities by subtracting all of the values from 1.\n",
"\n",
"Let's visualize the resulting correlation matrix as a heatmap using seaborn."
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-14T17:10:02.232078Z",
"start_time": "2020-09-14T17:10:01.828569Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"filenames": {
"image/png": "/Users/f004p57/Documents/GitHub/dartbrains/_build/jupyter_execute/content/Connectivity_50_1.png"
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"roi_corr = 1 - pairwise_distances(rois, metric='correlation')\n",
"\n",
"sns.heatmap(roi_corr, square=True, vmin=-1, vmax=1, cmap='RdBu_r')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we need to convert this correlation matrix into a graph and calculate a centrality measure. We will use the `Adjacency` class from nltools as it has many functions that are useful for working with this type of data, including casting these type of matrices into networkx graph objects.\n",
"\n",
"We will be using the [networkx](https://networkx.github.io/documentation/stable/) python toolbox to work with graphs and compute different metrics of the graph.\n",
"\n",
"Let's calculate degree centrality, which is the total number of nodes each node is connected with. Unfortunately, many graph theory metrics require working with adjacency matrices, which are binary matrices indicating the presence of an edge or not. To create this, we will simply apply an arbitrary threshold to our correlation matrix."
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-14T17:10:07.318607Z",
"start_time": "2020-09-14T17:10:06.455013Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"filenames": {
"image/png": "/Users/f004p57/Documents/GitHub/dartbrains/_build/jupyter_execute/content/Connectivity_52_0.png"
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"a = Adjacency(roi_corr, matrix_type='similarity', labels=[x for x in range(50)])\n",
"a_thresholded = a.threshold(upper=.6, binarize=True)\n",
"\n",
"a_thresholded.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Okay, now that we have a thresholded binary matrix, let's cast our data into a networkx object and calculate the degree centrality of each ROI and make a quick plot of the graph."
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-14T17:10:35.184585Z",
"start_time": "2020-09-14T17:10:34.869224Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"filenames": {
"image/png": "/Users/f004p57/Documents/GitHub/dartbrains/_build/jupyter_execute/content/Connectivity_54_1.png"
}
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20,15))\n",
"G = a_thresholded.to_graph()\n",
"pos = nx.kamada_kawai_layout(G)\n",
"node_and_degree = G.degree()\n",
"nx.draw_networkx_edges(G, pos, width=3, alpha=.2)\n",
"nx.draw_networkx_labels(G, pos, font_size=14, font_color='darkslategray')\n",
"\n",
"nx.draw_networkx_nodes(G, pos, nodelist=list(dict(node_and_degree).keys()),\n",
" node_size=[x[1]*100 for x in node_and_degree],\n",
" node_color=list(dict(node_and_degree).values()),\n",
" cmap=plt.cm.Reds_r, linewidths=2, edgecolors='darkslategray', alpha=1)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also plot the distribution of degree using this threshold."
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-14T17:10:39.702198Z",
"start_time": "2020-09-14T17:10:39.551432Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'Degree')"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"filenames": {
"image/png": "/Users/f004p57/Documents/GitHub/dartbrains/_build/jupyter_execute/content/Connectivity_56_1.png"
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.hist(dict(G.degree).values())\n",
"plt.ylabel('Frequency', fontsize=18)\n",
"plt.xlabel('Degree', fontsize=18)"
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2019-04-30T04:23:07.499458Z",
"start_time": "2019-04-30T04:23:07.494784Z"
}
},
"source": [
"What if we wanted to map the degree of each node back onto the brain?\n",
"\n",
"This would allow us to visualize which of the parcels had more direct pairwise connections.\n",
"\n",
"To do this, we will simply scale our expanded binary mask object by the node degree. We will then combine the masks by concatenating through recasting as a brain_data object and then summing across all ROIs."
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"ExecuteTime": {
"end_time": "2020-09-14T17:10:43.622699Z",
"start_time": "2020-09-14T17:10:42.003358Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
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"source": [
"degree = pd.Series(dict(G.degree()))\n",
"brain_degree = roi_to_brain(degree, mask_x)\n",
"brain_degree.plot()"
]
},
{
"cell_type": "code",
"execution_count": 44,
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"ExecuteTime": {
"end_time": "2020-09-14T17:10:45.590526Z",
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"data": {
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"execution_count": 44,
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"source": [
"view_img_on_surf(brain_degree.to_nifti())"
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2019-04-30T04:36:02.951412Z",
"start_time": "2019-04-30T04:36:00.561091Z"
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"source": [
"This analysis shows that the insula is one of the regions that appears to have the highest degree in this analysis. This is a fairly classic [finding](https://link.springer.com/article/10.1007/s00429-010-0262-0) with the insula frequently found to be highly connected with other regions. Of course, we are only looking at one subject in a very short task (and selecting a completely arbitrary cutoff). We would need to show this survives correction after performing a group analysis."
]
},
{
"cell_type": "markdown",
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"source": [
"## Exercises\n",
"\n",
"Let's practice what we learned through a few different exercises.\n",
"\n",
"### 1) Let's calculate seed-based functional connectivity using a different ROI - the right motor cortex\n",
"\n",
"- Calculate functional connectivity using roi=48 with the whole brain."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2019-04-30T17:01:52.508310Z",
"start_time": "2019-04-30T17:01:48.385216Z"
}
},
"source": [
"### 2) Calculate a group level analysis for this connectivity analysis\n",
"- this will require running this analysis over all subjects\n",
"- then running a one sample t-test\n",
"- then correcting for multiple tests with fdr."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"ExecuteTime": {
"end_time": "2020-10-22T20:20:37.010064Z",
"start_time": "2020-10-22T20:20:35.270168Z"
}
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3) Calculate an ICA\n",
"- run an ICA analysis for subject01 with 5 components\n",
"- plot each spatial component and its associated timecourse"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"ExecuteTime": {
"end_time": "2020-05-07T19:33:09.385274Z",
"start_time": "2020-05-07T19:33:07.143941Z"
}
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4) Calculate Eigenvector Centrality for each Region\n",
"- figure out how to calculate eigenvector centrality and compute it for each region."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5) Calculate a group level analysis for this graph theoretic analysis\n",
"- this will require running this analysis over all subjects\n",
"- then running a one sample t-test\n",
"- then correcting for multiple tests with fdr."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
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