{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(The prevalence of malaria in the Gambia)=\n", "# The prevalence of malaria in the Gambia\n", "\n", ":::{post} Aug 24, 2024 \n", ":tags: spatial, autoregressive, count data\n", ":category: beginner, tutorial\n", ":author: Jonathan Dekermanjian\n", ":::" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import pymc as pm\n", "import pytensor.tensor as pt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{include} ../extra_installs.md\n", ":::" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# These dependencies need to be installed separately from PyMC\n", "import folium\n", "import geopandas as gpd\n", "import mapclassify\n", "import rasterio as rio\n", "\n", "from pyproj import Transformer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Often, we find ourselves with a sample of continuous measurements that are spatially related (Geostatistical data) and our goal is to determine an estimate of that measure in unsampled surrounding areas. In the following case-study we look at the number of individuals who test positive for malaria in our sample of 65 villages across the Gambia region and proceed with estimating the prevalence (total positive / total individuals tested) of malaria within the surrounding areas to the 65 sampled villages. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data Processing" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 0xyposagenetusetreatedgreenphc
01850349631.31458055117830040.851
11851349631.3145805504041040.851
21852349631.3145805504521040.851
31853349631.3145805515661040.851
41854349631.3145805505981040.851
\n", "
" ], "text/plain": [ " Unnamed: 0 x y pos age netuse treated green phc\n", "0 1850 349631.3 1458055 1 1783 0 0 40.85 1\n", "1 1851 349631.3 1458055 0 404 1 0 40.85 1\n", "2 1852 349631.3 1458055 0 452 1 0 40.85 1\n", "3 1853 349631.3 1458055 1 566 1 0 40.85 1\n", "4 1854 349631.3 1458055 0 598 1 0 40.85 1" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# load the tabular data\n", "try:\n", " gambia = pd.read_csv(\"../data/gambia_dataset.csv\")\n", "except FileNotFoundError:\n", " gambia = pd.read_csv(pm.get_data(\"gambia_dataset.csv\"))\n", "gambia.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data are currently on the individual person level but for our purposes we need it to be on the village level. We will aggregate the data by village to compute the total number of people tested, the number of people who tested positive, and the sample prevalence; which will be computed by dividing the total tested positive by the total tested individuals." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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xytotalpositiveprev
0349631.3145805533170.515152
1358543.1146011263190.301587
2360308.114600261770.411765
3363795.714969192480.333333
4366400.5146024826100.384615
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" ], "text/plain": [ " x y total positive prev\n", "0 349631.3 1458055 33 17 0.515152\n", "1 358543.1 1460112 63 19 0.301587\n", "2 360308.1 1460026 17 7 0.411765\n", "3 363795.7 1496919 24 8 0.333333\n", "4 366400.5 1460248 26 10 0.384615" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# For each village compute the total tested, total positive, and the prevalence\n", "gambia_agg = (\n", " gambia.groupby([\"x\", \"y\"])\n", " .agg(total=(\"x\", \"size\"), positive=(\"pos\", \"sum\"))\n", " .eval(\"prev = positive / total\")\n", " .reset_index()\n", ")\n", "gambia_agg.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need to convert our dataframe into a geodataframe. In order to do this we need to know what coordinate reference system (CRS) either geographic coordinate system (GCS) or projected coordinate system (PCS) to use. GCS tells you where your data is on the earth, whereas PCS tells you how to draw your data on a two-dimensional plane. There are many different GCS/PCS because each GCS/PCS is a model of the earth's surface. However, the earth's surface is variable from one location to another. Therefore, different GCS/PCS versions will be more accurate depending on the geography your analysis is based in. Since our analysis is in the Gambia we will use PCS [EPSG 32628](https://epsg.io/32628) and GCS [EPSG 4326](https://epsg.io/4326) when plotting on a globe. Where EPSG stands for European Petroluem Survey Group, which is an organization that maintains geodetic parameters for coordinate systems." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Create a GeoDataframe and set coordinate reference system to EPSG 4326\n", "gambia_gpdf = gpd.GeoDataFrame(\n", " gambia_agg, geometry=gpd.points_from_xy(gambia_agg[\"x\"], gambia_agg[\"y\"]), crs=\"EPSG:32628\"\n", ").drop([\"x\", \"y\"], axis=1)\n", "\n", "gambia_gpdf_4326 = gambia_gpdf.to_crs(crs=\"EPSG:4326\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get an interactive plot of the data with a cmap on the prevalence values\n", "gambia_gpdf_4326.round(2).explore(column=\"prev\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We want to include on our map the elevations within the Gambia. To do that we extract the elevation values store in our raster file and overlay it on the map. Areas with darker red signify higher elevation." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/miniconda3/envs/pymc_spatial/lib/python3.12/site-packages/branca/utilities.py:320: RuntimeWarning: invalid value encountered in cast\n", " array = array.astype(\"uint8\")\n" ] }, { "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Overlay the raster image of elevations in the Gambia on top of the map\n", "m = gambia_gpdf_4326.round(2).explore(column=\"prev\")\n", "\n", "## Load the elevation rasterfile\n", "in_path = \"../data/GMB_elv_msk.tif\"\n", "\n", "dst_crs = \"EPSG:4326\"\n", "\n", "with rio.open(in_path) as src:\n", "\n", " img = src.read()\n", "\n", " src_crs = str(src.crs)\n", " min_lon, min_lat, max_lon, max_lat = src.bounds\n", " xs = gambia_gpdf_4326[\"geometry\"].x\n", " ys = gambia_gpdf_4326[\"geometry\"].y\n", " rows, cols = rio.transform.rowcol(src.transform, xs, ys)\n", "\n", "## Conversion of elevation locations from UTM to WGS84 CRS\n", "bounds_orig = [[min_lat, min_lon], [max_lat, max_lon]]\n", "\n", "bounds_fin = []\n", "\n", "for item in bounds_orig:\n", " # converting to lat/lon\n", " lat = item[0]\n", " lon = item[1]\n", "\n", " proj = Transformer.from_crs(\n", " int(src_crs.split(\":\")[1]), int(dst_crs.split(\":\")[1]), always_xy=True\n", " )\n", "\n", " lon_n, lat_n = proj.transform(lon, lat)\n", "\n", " bounds_fin.append([lat_n, lon_n])\n", "\n", "# Finding the center of latitude & longitude\n", "centre_lon = bounds_fin[0][1] + (bounds_fin[1][1] - bounds_fin[0][1]) / 2\n", "centre_lat = bounds_fin[0][0] + (bounds_fin[1][0] - bounds_fin[0][0]) / 2\n", "\n", "# Overlay raster\n", "m.add_child(\n", " folium.raster_layers.ImageOverlay(\n", " img.transpose(1, 2, 0),\n", " opacity=0.7,\n", " bounds=bounds_fin,\n", " overlay=True,\n", " control=True,\n", " cross_origin=False,\n", " zindex=1,\n", " colormap=lambda x: (1, 0, 0, x),\n", " )\n", ")\n", "\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will want to include elevation as a covariate in our model. So, we need to extract the values from the raster image and store it into a dataframe." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Pull the elevation values from the raster file and put them into a dataframe\n", "path = \"../data/GMB_elv_msk.tif\"\n", "\n", "with rio.open(path) as f:\n", " arr = f.read(1)\n", " mask = arr != f.nodata\n", " elev = arr[mask]\n", " col, row = np.where(mask)\n", " x, y = f.xy(col, row)\n", " uid = np.arange(f.height * f.width).reshape((f.height, f.width))[mask]\n", "\n", "result = np.rec.fromarrays([uid, x, y, elev], names=[\"id\", \"x\", \"y\", \"elev\"])\n", "elevations = pd.DataFrame(result)\n", "elevations = gpd.GeoDataFrame(\n", " elevations, geometry=gpd.points_from_xy(elevations[\"x\"], elevations[\"y\"], crs=\"EPSG:4326\")\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After extracting the elevation values we need to perform a spatial join to our aggregated dataset with the prevalences. A spatial join is a special join that joins data based on geographical information. It is critical that when you perform such a join you use a projected coordinate system that is accurate for your geography." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Set coordinate system to EPSG 32628 and spatially join our prevalence dataframe to our elevations dataframe\n", "elevations = elevations.to_crs(epsg=\"32628\")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "gambia_gpdf = gambia_gpdf.sjoin_nearest(elevations, how=\"inner\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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totalpositiveprevgeometryindex_rightidxyelev
033170.515152POINT (-16.38755 13.18541)1239039649-16.38750013.18750015.0
163190.301587POINT (-16.30543 13.20444)1216638843-16.30416713.20416733.0
21770.411765POINT (-16.28914 13.20374)1216838845-16.28750013.20416732.0
32480.333333POINT (-16.25869 13.53742)342922528-16.26250013.53750020.0
426100.384615POINT (-16.23294 13.20603)1217538852-16.22916713.20416729.0
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" ], "text/plain": [ " total positive prev geometry index_right id \\\n", "0 33 17 0.515152 POINT (-16.38755 13.18541) 12390 39649 \n", "1 63 19 0.301587 POINT (-16.30543 13.20444) 12166 38843 \n", "2 17 7 0.411765 POINT (-16.28914 13.20374) 12168 38845 \n", "3 24 8 0.333333 POINT (-16.25869 13.53742) 3429 22528 \n", "4 26 10 0.384615 POINT (-16.23294 13.20603) 12175 38852 \n", "\n", " x y elev \n", "0 -16.387500 13.187500 15.0 \n", "1 -16.304167 13.204167 33.0 \n", "2 -16.287500 13.204167 32.0 \n", "3 -16.262500 13.537500 20.0 \n", "4 -16.229167 13.204167 29.0 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Set CRS to EPSG 4326 for plotting\n", "gambia_gpdf_4326 = gambia_gpdf.to_crs(crs=\"EPSG:4326\")\n", "gambia_gpdf_4326.head()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Get relevant measures for modeling\n", "elev = gambia_gpdf[\"elev\"].values\n", "pos = gambia_gpdf[\"positive\"].values\n", "n = gambia_gpdf[\"total\"].values\n", "lonlat = gambia_gpdf[[\"y\", \"x\"]].values" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# Standardize elevation values\n", "elev_std = (elev - np.mean(elev)) / np.std(elev)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# Set a seed for reproducibility of results\n", "seed: int = sum(map(ord, \"spatialmalaria\"))\n", "rng: np.random.Generator = np.random.default_rng(seed=seed)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Model Specification" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We specify the following model:\n", "$$Y_{i} \\sim Binomial(n_{i}, P(x_{i}))$$\n", "$$logit(P(x_{i})) = \\beta_{0} + \\beta_{1} \\times Elevation + S(x_{i})$$\n", "\n", "Where $n_{i}$ represents an individual tested for malaria, $P(x_{i})$ is the prevalence of malaria at location $x_{i}$, $\\beta_{0}$ is the intercept, $\\beta_{1}$ is the coefficient for the elevation covariate and $S(x_{i})$ is a zero mean field guassian process with a Matérn covariance function with $\\nu=\\frac{3}{2}$ that we will approximate using a Hilbert Space Gaussian Process (HSGP)\n", "\n", "In order to approximate a Gaussian process using an HSGP we need to select the parameters `m` and `c`. To learn more about how to set these parameters please refer to this wonderful ([example](../gaussian_processes/HSGP-Basic.myst.md)) of how to set these parameters." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "with pm.Model() as hsgp_model:\n", " _X = pm.Data(\"X\", lonlat)\n", " _elev = pm.Data(\"elevation\", elev_std)\n", "\n", " ls = pm.Gamma(\"ls\", mu=20, sigma=5)\n", " cov_func = pm.gp.cov.Matern32(2, ls=ls)\n", " m0, m1, c = 40, 40, 2.5\n", " gp = pm.gp.HSGP(m=[m0, m1], c=c, cov_func=cov_func)\n", " s = gp.prior(\"s\", X=_X)\n", "\n", " beta_0 = pm.Normal(\"beta_0\", 0, 1)\n", " beta_1 = pm.Normal(\"beta_1\", 0, 1)\n", "\n", " p_logit = pm.Deterministic(\"p_logit\", beta_0 + beta_1 * _elev + s)\n", " p = pm.Deterministic(\"p\", pm.math.invlogit(p_logit))\n", " pm.Binomial(\"likelihood\", n=n, logit_p=p_logit, observed=pos)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "cluster65 x 2\n", "\n", "65 x 2\n", "\n", "\n", "cluster65\n", "\n", "65\n", "\n", "\n", "cluster1600\n", "\n", "1600\n", "\n", "\n", "\n", "X\n", "\n", "X\n", "~\n", "Data\n", "\n", "\n", "\n", "s\n", "\n", "s\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "X->s\n", "\n", "\n", "\n", "\n", "\n", "elevation\n", "\n", "elevation\n", "~\n", "Data\n", "\n", "\n", "\n", "p_logit\n", "\n", "p_logit\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "elevation->p_logit\n", "\n", "\n", "\n", "\n", "\n", "s->p_logit\n", "\n", "\n", "\n", "\n", "\n", "likelihood\n", "\n", "likelihood\n", "~\n", "Binomial\n", "\n", "\n", "\n", "p_logit->likelihood\n", "\n", "\n", "\n", "\n", "\n", "p\n", "\n", "p\n", "~\n", "Deterministic\n", "\n", "\n", "\n", "p_logit->p\n", "\n", "\n", "\n", "\n", "\n", "beta_0\n", "\n", "beta_0\n", "~\n", "Normal\n", "\n", "\n", "\n", "beta_0->p_logit\n", "\n", "\n", "\n", "\n", "\n", "beta_1\n", "\n", "beta_1\n", "~\n", "Normal\n", "\n", "\n", "\n", "beta_1->p_logit\n", "\n", "\n", "\n", "\n", "\n", "ls\n", "\n", "ls\n", "~\n", "Gamma\n", "\n", "\n", "\n", "ls->s\n", "\n", "\n", "\n", "\n", "\n", "s_hsgp_coeffs\n", "\n", "s_hsgp_coeffs\n", "~\n", "Normal\n", "\n", "\n", "\n", "s_hsgp_coeffs->s\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hsgp_model.to_graphviz()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "de213fc6ecb44f29b20a54c13ad9e6f6", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/3000 [00:00 1s:\n", "\n", " %reduce = f64[4,1000,1600,1]{3,2,1,0} reduce(f64[4,1000,1,1600,1]{4,3,2,1,0} %broadcast.9, f64[] %constant.15), dimensions={2}, to_apply=%region_1.42, metadata={op_name=\"jit(process_fn)/jit(main)/reduce_prod[axes=(2,)]\" source_file=\"/var/folders/qv/63yqp4p50630y7pqfgcbgtq80000gn/T/tmpf1zosxas\" source_line=25}\n", "\n", "This isn't necessarily a bug; constant-folding is inherently a trade-off between compilation time and speed at runtime. XLA has some guards that attempt to keep constant folding from taking too long, but fundamentally you'll always be able to come up with an input program that takes a long time.\n", "\n", "If you'd like to file a bug, run with envvar XLA_FLAGS=--xla_dump_to=/tmp/foo and attach the results.\n", "2024-11-19 18:24:33.243058: E external/xla/xla/service/slow_operation_alarm.cc:133] The operation took 22.092144s\n", "Constant folding an instruction is taking > 1s:\n", "\n", " %reduce = f64[4,1000,1600,1]{3,2,1,0} reduce(f64[4,1000,1,1600,1]{4,3,2,1,0} %broadcast.9, f64[] %constant.15), dimensions={2}, to_apply=%region_1.42, metadata={op_name=\"jit(process_fn)/jit(main)/reduce_prod[axes=(2,)]\" source_file=\"/var/folders/qv/63yqp4p50630y7pqfgcbgtq80000gn/T/tmpf1zosxas\" source_line=25}\n", "\n", "This isn't necessarily a bug; constant-folding is inherently a trade-off between compilation time and speed at runtime. XLA has some guards that attempt to keep constant folding from taking too long, but fundamentally you'll always be able to come up with an input program that takes a long time.\n", "\n", "If you'd like to file a bug, run with envvar XLA_FLAGS=--xla_dump_to=/tmp/foo and attach the results.\n" ] } ], "source": [ "with hsgp_model:\n", " hsgp_trace = pm.sample(\n", " 1000, tune=2000, target_accept=0.95, nuts_sampler=\"numpyro\", random_seed=rng\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " The posterior mean of the length scale is 0.2 (shown below). Therefore, we can expect the gaussian mean to decay towards 0 (since we set a 0 mean function) as we move 0.2 degrees away from any sampled point on the map. While this is not a hard cut-off due to the lengthscale not being constrained by the observed data it is still useful to be able to intuit how the lengthscale effects the estimation." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
meansdhdi_3%hdi_97%
ls0.1970.1230.1020.28
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97%\n", "ls 0.197 0.123 0.102 0.28" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(hsgp_trace, var_names=[\"ls\"], kind=\"stats\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Posterior Predictive Checks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need to validate that our model specification properly represents the observed data. We can push out posterior predictions of the prevalence and plot them on a coordinate system to check if they resemble the observed prevalence from our sample" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [likelihood]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ab0ba36e38464763b2e766da87c4f5ae", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with hsgp_model:\n",
    "    ppc = pm.sample_posterior_predictive(hsgp_trace, random_seed=rng)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "posterior_prevalence = hsgp_trace[\"posterior\"][\"p\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "we can see that our posterior predictions in the figure below on the left agree with the observed sample shown on the right."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplots(nrows=1, ncols=2, figsize=(16, 8))\n", "plt.subplot(1, 2, 1)\n", "\n", "plt.scatter(\n", " lonlat[:, 1],\n", " lonlat[:, 0],\n", " c=posterior_prevalence.mean((\"chain\", \"draw\")),\n", " marker=\"o\",\n", " alpha=0.75,\n", " s=100,\n", " edgecolor=None,\n", ")\n", "plt.xlabel(\"Latitude\")\n", "plt.ylabel(\"Longitude\")\n", "plt.title(\"Estimated Prevalence of Malaria in the Gambia\")\n", "plt.colorbar(label=\"Posterior mean\")\n", "\n", "plt.subplot(1, 2, 2)\n", "\n", "plt.scatter(\n", " lonlat[:, 1],\n", " lonlat[:, 0],\n", " c=gambia_gpdf_4326[\"prev\"],\n", " marker=\"o\",\n", " alpha=0.75,\n", " s=100,\n", " edgecolor=None,\n", ")\n", "plt.xlabel(\"Latitude\")\n", "plt.ylabel(\"Longitude\")\n", "plt.title(\"Measured Sample Prevalence of Malaria in the Gambia\")\n", "plt.colorbar(label=\"Sample Prevalence\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also check if the likelihood (number of individuals who test positive for malaria) agrees with the observed data. As you can see in the below figure, our posterior predictive sample is representative of the observed sample." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_ppc(ppc, kind=\"cumulative\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Out-of-sample posterior predictions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have validated that we have a representative model that converged, we want to estimate the prevalence of malaria in the surrounding areas to where we have observed data points. Our new dataset will include every longitude and latitude position within the Gambia where we have a measure of elevation." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# Set new values for out-of-sample predictions\n", "new_lonlat = elevations[[\"y\", \"x\"]].to_numpy()\n", "new_elev = elevations[\"elev\"].to_numpy()\n", "new_elev_std = (new_elev - np.mean(new_elev)) / np.std(new_elev)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: []\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "dd95f86acf724a459265a120160d123d", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with hsgp_model:\n",
    "    pm.set_data(new_data={\"X\": new_lonlat, \"elevation\": new_elev_std})\n",
    "    pp = pm.sample_posterior_predictive(hsgp_trace, var_names=[\"p\"], random_seed=rng)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "posterior_predictive_prevalence = pp[\"posterior_predictive\"][\"p\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can plot our out-of-sample posterior predictions to visualize the estimated prevalence of malaria across the Gambia. In figure below you'll notice that there is a smooth transition of prevalences surrounding the areas where we observed data in a way where nearer areas have more similar prevalences and as you move away you approach zero (the mean of the guassian process)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16, 8))\n", "\n", "plt.scatter(\n", " new_lonlat[:, 1],\n", " new_lonlat[:, 0],\n", " c=posterior_predictive_prevalence.mean((\"chain\", \"draw\")),\n", " marker=\"o\",\n", " alpha=0.75,\n", " s=100,\n", " edgecolor=None,\n", ")\n", "plt.xlabel(\"Latitude\")\n", "plt.ylabel(\"Longitude\")\n", "plt.title(\"Prevalence of Malaria in the Gambia\")\n", "plt.colorbar(label=\"Posterior mean\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Making decisions based on exceedance probabilities" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One way to determine where we might decide to apply interventions is to look at exceedance probabilities of some selected threshold of malaria prevalence. These exeedance probabilities will allow us to incorporate our uncertainty in the prevalences we have estimated instead of just considering the mean of the posterior distribution. For our use case, we decide to set an exceedance threshold of 20% on the prevalance." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "prob_prev_gt_20percent = 1 - (posterior_predictive_prevalence <= 0.2).mean((\"chain\", \"draw\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use the insights gained from the figure below to send out aid to the regions where we are most confident that the prevalence of malaria exceeds 20%." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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nP0Or43e/+x1HH300W2+9db3d448/Hucct99++1pt4/E+1z/84Q/ZYostOOqooyjLsn79xV/8BfPmzasDzdM05W1vexuXXHJJXbLmnOOb3/wmr3vd69h6663r7RljeNvb3ta3vXnz5nHAAQc8akD6Y7kW8+bNq0vWKp797GfXZZ8AP/rRj9h77737XGvTWdtrMIjbbruNRYsW8eY3v7lv/GlPexovetGLBq5z9NFH12VyENx6t956a53V1jyG17zmNTz00EN9f04ey98Z0+l0OlxxxRUcc8wxjIyMzNhXp9Ph17/+dd86a/scrw1HH31038/Pfvaz6XQ6PPLII/XYun4G1oYFCxZw5JFHsssuu/Dv//7vM5avKbC+uey9730vy5Yt45ZbbuHhhx/m6KOP5pvf/Ca///3v+ad/+ieWLVvGX/3VX7Htttuy5557cu655z6m41QURVGUTR0tgVQURdmE+MY3vsEznvEM0jRl++23H9gtcWRkZEYHwaVLlzJv3rwZ/xDabrvtSNOUpUuX9o1PL5dpji1dupSdd96Zz33uc3zwgx/kPe95D5/85CfZZpttSJKET3ziEwP/Mbu6beZ5zvj4+MDMq3XB9ttvz1ve8ha++tWv8rGPfYw//elPXHPNNXz1q19d43rLly9HRAZe46pscvp1ezycdNJJvPjFL+bss89m8eLFM3KHKsbHxzn00EMZGhrirLPOYu+992ZkZIT77ruPN7zhDUxNTa12H4913UHP0CAWLlzIoYceyj777MO//Mu/sNtuuzE0NMRvfvMb3v/+96/xmJo83uf64YcfZsWKFbRarYHbXbJkSf35ne98J//8z//MRRddxMknn8xPfvITHnroob5spIcffhgRWW2Z4x577LHac3is16IS3Zq02+2+eYsXL+ZpT3vaavdZHfPaXoPpVM/voPPdfvvtueeee2aMT783Dz/8MAAf+tCH+NCHPrTGY3isf2cMOt6yLPnXf/1X/vVf/3WN+1rd8T4Rpt+zqhywumfr4xl4NO69917mz59PmqZcccUVbLXVVjP2Mag77sTEBHmez5g/Ojpah9wvXbqUD37wg/zLv/wLW265JW9/+9tZtmwZd955J7fffjvz589nn332Yf78+Wt9vIqiKIqyKaMCmKIoyibEM57xjLpb3uoY9Nv+rbfemuuvvx4R6Vv+yCOPUJYl22yzTd/8RYsWzdhGNVb9o+1b3/oWhx12GF/5ylf65o2NjQ08rtVts9Vq9Tms1gcf+MAH+OY3v8l//ud/8uMf/5gttthitd0FK7bcckustTz00EMzllXB+dOv2+PhRS96Efvssw9nnnkmr3jFK9hll10Gzvv5z3/Ogw8+yC9+8YvauQUhJP3ReKzrrskx0uTSSy9lYmKCSy65hF133bUeH/QP7jXxeJ/rbbbZhq233roO8p7O7Nmz68/PfOYzef7zn88FF1zAySefzAUXXMCOO+7IK1/5yr7tGWO45pprBmYdrSn/aF1diybbbrttn+NyEI/lGkyn+rNciVhNBv15hZn3ofozcOqpp/KGN7xh4Dr77LMP8Nj/zpjOlltuWTsw3//+9w+cs/vuu6/xeNcn6+MZWBP33nsvhx12GCLCL37xi7oZR5P999+fiy66iEWLFvX9EuIPf/gDEDqwro4PfvCDPPe5z+XYY48FgiPxggsuYO7cuTzvec/jla98Jf/93/+tApiiKIrylEFLIBVFUZ4CHH744YyPj3PppZf2jX/jG9+olze54oor+v5R7Jzj4osvZs8996z/kWWMmSEI/P73vx/YcRHgkksuqTuKQfhH72WXXcahhx5KkiSP+9xgphNjOs997nM55JBD+PSnP82FF17IO97xjoFd1JqMjo5y8MEHc8kll/Rt13vPt771LXbeeWf23nvvJ3TcFR//+Mc56qij+OAHP7jaOdU/5Kdf80dzsj3RdR/rdkWkr9x0fXLkkUeydOlSnHMcdNBBM16V8FJx4okncv3113Pttddy2WWXccIJJ/Q9e0ceeSQiwgMPPDBwe/vvv/9qj2V9XIsjjjiC22+/fY0NDh7rNWiyzz77MG/evBndGhcuXMivfvWrtTrGffbZh6c//encfPPNA/d/0EEH1SLc2v6dsbo/zyMjI8yfP5/f/e53PPvZzx64r0GuqrXh0f4OWRs25J+HhQsXcthhh+Gc4+c//3mf4Nbkda97HcYY/uM//qNv/Otf/zrDw8O8+tWvHrjelVdeyXe/+13OOeecekxE+rrGjo+PIyLr4GwURVEUZdNAHWCKoihPAY4//ni+/OUvc8IJJ7BgwQL2339/rr32Wv7hH/6B17zmNTMyhrbZZhte9rKX8YlPfKLuAnnrrbdy0UUX1XOOPPJIPvnJT3Laaafx0pe+lNtuu40zzzyT3XfffWDXwCRJeMUrXsEpp5yC955Pf/rTrFq1ijPOOOMJn9+ee+7J8PAwF154Ic94xjOYNWsWO+64Y1+Hxw984AO85S1vwRjD+973vrXa7qc+9Sle8YpXMH/+fD70oQ/RarU455xz+OMf/8i3v/3tdeYuedvb3sbb3va2Nc455JBD2HLLLXnPe97DaaedRpZlXHjhhdx8882Puv0nsu6aeMUrXkGr1eLYY4/lIx/5CJ1Oh6985SssX778CW13bXnrW9/KhRdeyGte8xo+8IEP8PznP58sy7j//vu58sored3rXscxxxxTzz/22GM55ZRTOPbYY+l2uzPKTV/0ohfx7ne/mxNPPJEbbriBl7zkJYyOjvLQQw9x7bXXsv/++9eZctNZH9fib//2b7n44ot53etex8c+9jGe//znMzU1xVVXXcWRRx7J/PnzH/M1aGKt5YwzzuDkk0/mTW96E+985ztZsWIFZ5xxBjvssAPWrt3vQb/61a9yxBFH8KpXvYp3vOMd7LTTTnWW1I033sh3v/tdYO3/zpg9eza77ror//mf/8nhhx/OVlttxTbbbMNuu+3Gv/zLv/DiF7+YQw89lPe+973stttujI2Nceedd3LZZZc9ajfU1bGmfa4tG+rPwyOPPML8+fN56KGHOO+883jkkUf6csh23nnn+hcV++23HyeddBKnnXYaSZLwvOc9j5/+9Kd87Wtf46yzzppRAgnQ7XY5+eSTOf300/scda961as488wzmTNnDnfccQdXXHEFH/nIR9bpuSmKoijKRmVjpe8riqIoPapueb/97W/XOO+EE06Q0dHRgcuWLl0q73nPe2SHHXaQNE1l1113lVNPPVU6nU7fPEDe//73yznnnCN77rmnZFkm++67r1x44YV987rdrnzoQx+SnXbaSYaGhuQ5z3mOXHrppTO641Xd4z796U/LGWecITvvvLO0Wi058MAD5Sc/+cnA83ysXSBFQje8fffdV7IsG9jNrdvtSrvdlle/+tWrv4ADuOaaa+RlL3uZjI6OyvDwsLzgBS+Qyy67rG/O4+0CuSYGdYH81a9+JS984QtlZGREtt12W3nXu94lN95444wOmIO6QK7tumt6hgbdi8suu0wOOOAAGRoakp122kk+/OEPy49+9CMB5Morr1zjOa6L57ooCvnsZz9bH8OsWbNk3333lZNPPlnuuOOOGfOPO+44AeRFL3rRavd3/vnny8EHH1zf8z333FOOP/54ueGGG/qO6fFei5e+9KWy3377DTzP6dtcvny5fOADH5CnPe1pkmWZbLfddvLa175Wbr311sd9Dabzta99Tfbaay9ptVqy9957y/nnny+ve93r5MADD6znPNpze/PNN8ub3/xm2W677STLMpk3b5687GUvk3PPPbees7Z/Z4iI/OxnP5MDDzxQ2u22AH1/3u+55x555zvfKTvttJNkWSbbbrutHHLIIXLWWWfVc6oukN/97ncf9fwfbZ/Vn6fFixf3zR/099X6eAamU53b6l7T/+7L81xOO+00edrTnlbf4y9+8Yur3f7HP/5xOeCAA2Z09XzkkUfkTW96k8ydO1d22WUX+cIXvrDG41QURVGUJxtGRL3NiqIoypOfyy67jKOPPpr/+q//4jWvec3GPhxF2WRZsWIFe++9N69//ev52te+trEPR1EURVEUZYOgApiiKIrypObPf/4z9957Lx/4wAcYHR3lxhtv3KDB2IqyKbNo0SLOPvts5s+fz9Zbb829997L5z//eW699VZuuOEG9ttvv419iIqiKIqiKBsEzQBTFEVRntS8733v45e//CXPec5z+I//+A8VvxSlQbvdZsGCBbzvfe9j2bJljIyM8IIXvIBzzz1XxS9FURRFUTYr1AGmKIqiKIqiKIqiKIqiPKVZu/Y/iqIoiqIoiqIoiqIoymbH1VdfzVFHHcWOO+6IMYZLL730Ude56qqreO5zn8vQ0BB77LEH55577vo/0EdBBTBFURRFURRFURRFURRlIBMTExxwwAF86UtfWqv599xzD695zWs49NBD+d3vfsff/d3f8Td/8zd873vfW89Huma0BFJRFEVRFEVRFEVRFEV5VIwxfP/73+f1r3/9aud89KMf5Qc/+AG33HJLPfae97yHm2++meuuu24DHOVgNAR/AN57HnzwQWbPnq1hyoqiKIqiKIqiKIqynhARxsbG2HHHHbF28ypS63Q65Hm+UfYtIjP0jna7TbvdfsLbvu6663jlK1/ZN/aqV72K8847j6IoyLLsCe/j8aAC2AAefPBBdtlll419GIqiKIqiKIqiKIqyWXDfffex8847b+zD2GB0Oh12321LFj3c2Sj7nzVrFuPj431jp512GqeffvoT3vaiRYvYfvvt+8a23357yrJkyZIl7LDDDk94H48HFcAGMHv2bCD8AZwzZ85GPhpFURRFURRFURRFeWqyatUqdtlll/rf4ZsLeZ6z6OEO9/7+GObM3rCOqFVjBbs++/szNI914f6qmO4uq9K3NmaVnQpgA6huyJw5c1QAUxRFURRFURRFUZT1zOYaPzR7dsrsORtWmhGCGLW+NI958+axaNGivrFHHnmENE3Zeuut1/n+1pbNq8BWURRFURRFURRFURRFWW+88IUv5PLLL+8b++lPf8pBBx200fK/QAUwRVEURVEURVEURVEUZTWMj49z0003cdNNNwFwzz33cNNNN7Fw4UIATj31VI4//vh6/nve8x7uvfdeTjnlFG655RbOP/98zjvvPD70oQ9tjMOv0RJIRVEURVEURVEURVGUjYBDcDEfa0Pu87Fwww03MH/+/PrnU045BYATTjiBr3/96zz00EO1GAaw++6789///d/8n//zf/jyl7/MjjvuyBe/+EXe+MY3rpsTeJyoAKYoiqIoiqIoiqIoiqIM5LDDDqtD7Afx9a9/fcbYS1/6Um688cb1eFSPHRXAFEVRFEVRFEVRFEVRNgIS/9vQ+9wc0QwwRVEURVEURVEURVEU5SmNOsAURVEURVEURVEURVE2Aj7+t6H3uTmiDjBFURRFURRFURRFURTlKY0KYIqiKIqiKIqiKIqiKMpTGi2BVBRFURRFURRFURRF2Qh4Ca8Nvc/NEXWAKYqiKIqiKIqiKIqiKE9p1AGmKIqiKIqiKIqiKIqyEZD434be5+aIOsAURVEURVEURVEURVGUpzQqgCmKoiiKoiiKoiiKoihPabQEUlEURVEURVEURVEUZSPgENwGLknc0PvbVFAHmKIoiqIoiqIoiqIoivKURh1giqIoiqIoiqIoiqIoGwENwd9wqACmKIqiKIryJEZEuHviAX695PfcMb6QFfkSun6cLIHEeMBjsJTe48noupRSLKPJKNu0t2L/uXvywm32Z8fhbTb2qSiKoiiKoqw3VABTFEVRFEV5kvLQ1BK+teC/uGPsPjqyAs8UUJKYEnHht7seSymGyaJFKTlCyMCwrOK+yYe5ZdU9/GTR9RywxdN5+26vZk42ujFPSVEURVE2K7yE14be5+aICmCKoiiKoihPQh6YfIQv3v5tFnWX0rI5yCSJESwOQfAYPAbnDWNFGy8WawQLGAMWjzWG3E/RcRm/XvpHHuku55R93srcbNbGPj1FURRFUZR1iobgK4qiKIqiPMnouC5fvet7PNJdxuw0IZcxrLFYU4LxSBS/RGC87IlfxgAGDAYf/zPGMOHGGE3a3D3+AP921w8Q2Ux/NawoiqIoylMWFcAURVEURVGeZPzP8lu5f/JhtsrmMulWIIAxAjhEDE4MAIVPcGKxxsflAUGCCCYei8GLMOEmmJvN4pZVC7hz/P6Nc2KKoiiKspkhgN/Ar83111wqgCmKoiiKojyJEBGufuRGMAZHB0dOggXysByDACLQdSlIKHns20bjkxOHNZZJN0mCIfcFv1zy+w13QoqiKIqiKBsAzQBTFEVRFEV5ErFg4n7uGL8d8SWPdLt0vUfEUEoL5w0Y8GIwxP6PxpPgyaxHEEpJKJ1l0qV0XIr3BkOC4FnVXUxmPZfefy3jxSTbD2/FQVvuy26jO2Kmq2iKoiiKojxhPILfwJ6sDb2/TQUVwBRFURRFUZ4EjBXj/Pein3H90hsZL1dSeEPpDYXPQt4XUaASITUeY6BtSoaSEoPQcSm5ZHSKlImiTelDIYABssQxnBVgPSVQOvjRol8zlLT46aJfs9esnTlm5/nsPftpG+38FUVRFEVRnggqgCmKoiiKomzirMhX8u/3fIsFE/cxVQpdZxExFN5G8av6Ta6QGY81kNqS4aSsg/BLsXSKlPF8CA8kMROslZSMZAXGSJ0dBoZELJNlgWGSP666m4W3P8xJexzNc7bcd2NcAkVRFEVRlCeEZoApiqIoiqJswhS+4BsLLmbBxH1kZohVRY6IIZem+GWAnvPLGtcQv1qUYinKhPFiCEFq8Su1jpGsAEMUv8LLYHDek5iEyTLHOZh0HS645zLumXhwI14NRVEURXlqsaED8KvX5ogKYIqiKIqiKJswf1p5K3dNLGCLbA5LupN4EQwWL0H0IpY+WsCa0OFxKCkxRijE4iTBiDBRthABa3pusaE0zPNCvZ3qk0dw4kmMZVXZYVYyyspigssXXb9Bz19RFEVRFGVdoAKYoiiKoijKJsz1y25EEAovdFxBai2OXn5XhTXh97mJCQ4vL4bcpwiE4HufYIyv10qskCY+CmkzA+4NhtJ7rLF48awqJpmVDPG7FbeztLty/Z60oiiKomwmqANsw6EZYIqiKIqiKJsoS7pLuGf8ZmYnOVNuKVu1uziX4iQlswldZ7FYnA8dH0sxpCa4vQyhO2RmHUaEbYbHAcGLRSSUPOZlQuEsTiyCwRpHagmR+gbAUDqHxzBVTLBFNsKk6/K5W/+T5261D0+fPY/95u6CNfo7VUVRFEVRNm1UAFMURVEURdnEKHzO71f8gv9Z9jOsuZ+ut5TekPs2ky7BSULhg2hVisGJxUjI9Kpj7I2hZR2J8ZhEcGIpvaXrDONFi06Z4SSUUlrjaSUOawxeQLBUufp5o1P6lJsE4MpFt3L9kruZnY6w1+x5vGrHv+Bl2z9LhTBFURRFeYx4DH6AE3t973NzRAUwRVEURVGUTYium+THD53HPRO/Z7x0TJQpXgzL8mGmfIYXQ+ETvBDfLdY4WtZjTAjCtxYsntR4BMhdgsfSKVNWdEYovUEkfOFOraOdBZeYp78cUqZlg9UY6PoSX4xz66oHuHv8Ye5c9RDv2uvlpDbZQFdKURRFURRl7dFf0ymKoiiKomwieHH87OFvcPfEzRiGWVmEMsblUfwSkYb4ZYP4haeVhH6QSRS/kCCEiQTxy5GQu6QhfoXf/ibGMZQ5eCziFyAiISNMhCmX07YpP1l0M99ecO2GuEyKoiiKoiiPGRXAFEVRFEVRNhEWTt7KXeM3MWJnsyzv4MRTSsaUz7DicZIghOpELxbwZEksZDCQ2CBcpdaDqcoqLAZhPG/jxGCNEOQroZUG4SxUOa59OUQQvxypseS+YMrlDNsWP3rodzw4uWw9XBlFURRFeWriZeO8NkdUAFMURVEURdlE+PPKX+KkxJuUSZeT2oRJ1woClYlZXwjOh69w1hAELQndHyEE2FdjpU8QDIWzdF2Kjd0hBYMxQmIlfgke9JVw9YKYMcEF5iR0iVxZTDKatpksu1z9yJ/X9WVRFEVRFEV5wmgGmKIoiqIoyibAeLGCe8dvYNgWTOYPMppMUviMdtJmGwuTZYY1ntwliIUWDmOC2OXE4D0ULgGE3CVYExxjxgiFt4xmXQxC6W1whomBvt8EB8HLGECqLpDBUTb9F8VGgsMsl4KMlNx7HpxcTi6e79z7aywpE2XONu1ZPDw1wexsGO9hVdFlm6FZPDI+yZx0CBHDWN5l25ERFk9OMLs1BMCqvMN2o6MsnppgdtbGGlhZdNlhdDazszZ7z92GXWZvsWFujKIoiqKsR3x8beh9bo5sVAHs6quv5p/+6Z/4n//5Hx566CG+//3v8/rXv75efvrpp3PRRRdx33330Wq1eO5zn8vZZ5/NwQcfvMbtfuELX+ArX/kKCxcuZJtttuFNb3oTn/rUpxgaGlrPZ6QoiqIoivLYEBHun7yeP6/4Acjd5N5SiCU1Cd565qaesXIIMYYEGEodLXGhE6Sz5C4ldymlGAxgjcdaITUhEyw1QruV48SQ+yS8ypTSWcpG5ylLJX4BBEGtKreE4DQzJshkPi4QCaWQAjzUGQcMi6c6/MMf/wvnLa60IWxfDN4ZfJHgizAWzj0cMyJhw0bARimuMqUZIRRdQmYtQ2nGNkMjHDJvV1672zM4eLtdMGbz7GalKIqiKMras1EFsImJCQ444ABOPPFE3vjGN85Yvvfee/OlL32JPfbYg6mpKT7/+c/zyle+kjvvvJNtt9124DYvvPBCPvaxj3H++edzyCGHcPvtt/OOd7wDgM9//vPr83QURVEURVEeE15Kblx6AXeP/ZyJcopxl+LEMuVTCknpuJQl3VkUEpxdxBLGrgudIafKjK5PMQJJIwg/tYI1nqHEYRCmypTcp5TeMFVkOLEIoRQShCQKW5XYJQIujlgjWNMriOw5wnph+iKE0koxeAFXJriq06Q3iDe4qRTxNgpaAmJAJCSQGQNW6iwzIe6kOigTcsqcCJNFziLvuPy+O/jlons57ul/wUnPeJ6KYIqiKIqirJGNKoAdccQRHHHEEatdftxxx/X9/LnPfY7zzjuP3//+9xx++OED17nuuut40YteVK+72267ceyxx/Kb3/xm3R24oiiKoijKE0REuGnpN7lz1U9Dx0fXwYmhE8WvwhsWd2dTisUYj2D7xK9OmdH1GQZHmgCEzo+JFRBhKHXQEL+8QKdshdJHGCh+xerHKH4F11diZpZANsWvcC4mvqAs0/pzEL/AdVLEmyh+0W8ta4pftm8XjYsF1hicCC2bUHjPlCuZlbX5xm030k5S3r7Pc9bJfVEURVGUDYlvuLE35D43R540Ifh5nvO1r32NuXPncsABB6x23otf/GL+53/+pxa87r77bv77v/+b1772tatdp9vtsmrVqr6XoiiKoijK+mRJ9zbuGr+Clp3FCpdTSgkkFJICwopilFIsiXEIFhAKl9QlhV2fBsdX/DZngMSG8Pt24rCEbLA8bq9bpjhvYtfHsL3p4hc0vxQH51dzWXB/mb55lfsLwDmLSBgUH/bhiwRxDfELGoqagA1uL2kuHPC9vDqOwjsymzBVFnRcQTtJufD233Hf+IrHcRcURVEURdlc2ORD8H/4wx/y1re+lcnJSXbYYQcuv/xyttlmm9XOf+tb38rixYt58YtfjIhQliXvfe97+djHPrbadT71qU9xxhlnrI/DVxRFURRFGciC8aspfQdrZzHhlpOYhCmxCKF746RrYY3vCU7S6wKZ+wzBYGuvFiQmRNoahNSGksHcpVGQMpQ+BOKHLpDEuf3urmbgfWJkxvLmvN7nphBmY0ZY2IcISJEMEL9M7wAqHuWX0SKCNQYPOPEkxrK822H74dksmhrj8vvu4J3PeN6aN6IoiqIomxg+/mJrQ+9zc2STd4DNnz+fm266iV/96le8+tWv5s1vfjOPPPLIauf/4he/4Oyzz+acc87hxhtv5JJLLuGHP/whn/zkJ1e7zqmnnsrKlSvr13333bc+TkVRFEVRFAWArhtj4fgvsaSsLJZhpIsVh1AwbLqIeGYnU4zYDkM2Z8h2SfG0bIHFgQgjSZfhtKCd5GS2ILNh3BqhFMidoYiCVOkNiXGkpiS1jlacnxiHNY7E+OgMk1iIEcQ0L+B9eDkPzpv6c288lDtW7i+pu0p6fNnI/IL+dy+hDZWLLw9S9o+JA/G9l/Nh+90ynGu3LFg0OQbADxfcQuHdBruHiqIoiqI8udjkHWCjo6Pstdde7LXXXrzgBS/g6U9/Oueddx6nnnrqwPmf+MQnePvb38673vUuAPbff38mJiZ497vfzd///d9j7UzNr91u02631+t5KIqiKIqiACzr3s2fl/+AZd37AcHjGDYhkn4ohZyU4SRnbqtD7lI6PqXjW0wayLwDA1u0ungMDkvpLV2XkvsEgBJLUSY9J5f1ZIlgpAjrxAB85w1OTOjWKBZjwhdD7yv3Vq/UsXJ81WPSC7733hAywZrLbMj8EgtJ9LAJSGmgNOCnOcAMQfgygrj4c9UV0vTmhTLI4G6bciUAD06uIjGWJZ1J/vXmX/KGPfdntzlbruO7piiKoijrh+pXTxt6n5sjm7wANh0Rodvtrnb55OTkDJErSRJEBJFBJn5FURRFUZT1j4hwy8rL+OPyS5gql+Oj7clAXZo47tuUktCVlI5rUYplRTFC4YNAFTK+DAVJyPfyCR2X4X30bTUC7g1CZoOzy2MoSUJIvbex3CKIZ82OjlVnyGZ3RxrLfUPk8r7n+IIghFVjrqgEsKheCdC1GBc+i60326P6bKvP0qtVML0xmaadiUCJxznPRXfdzM8euJP3738Ir91133Vz4xRFURRFeUqwUQWw8fFx7rzzzvrne+65h5tuuomtttqKrbfemrPPPpujjz6aHXbYgaVLl3LOOedw//3385d/+Zf1Oscffzw77bQTn/rUpwA46qij+NznPseBBx7IwQcfzJ133sknPvEJjj76aJIk2eDnqCiKoiiKAnDLysu4edlFGAxOCqrfv5oYVj/uh3BYcknouBZOTBS/klCiaELVYCEJHkPhE6ZchvgoVtETv4jilzUSnF7YWvySKJQ1xa9qvbp74zRlarD4JdH11RS/BJeHoP466yuKX1RB+NZgBGSG+CUzxS+hf2w1v7CuhnPnmCxzPn/TNSTG8Oqn7fP4b5iiKIqiKE8pNqoAdsMNNzB//vz651NOOQWAE044gXPPPZdbb72V//iP/2DJkiVsvfXWPO95z+Oaa65hv/32q9dZuHBhn+Pr4x//OMYYPv7xj/PAAw+w7bbbctRRR3H22WdvuBNTFEVRFEVpsLy7gD8uv4SElNxP4sgxWAyhjG/KZzgsXmDKhViGibJNIT3xC6CUBA9xXoaRnvglUnV3hNQE8ct7cHEsBNOHeaXv/woYnFyVENYbq8Ux6Y2Fkkep3V3NMV9aRGxcIX4/K0xP/DLT7FvNz5XLSxri1/Sx1SACqbVMlgVzWkOUeP71D7/iOdvuxHbDs9Z4bxRFURRlY+I3Qgnkht7fpoIRrQucwapVq5g7dy4rV65kzpw5G/twFEVRFEV5knPj0m9xy4ofMJJszbL8bgCEHJESL4aVfjjmWmV0fAsRWJzPQQjdGCGGv0sQrjplxpTLQDyOpM7sqtxfbRvC4J3YupSxcnw5byl8Sk9hqnK7+t1flQDW5/7yoXQyuL9sb6x2f6U94axygU3ZnpNr2hfunsbWLHd8dPdX1Z2yubVWkmCNJTWGfbbclkWTY/z1/odw7NP/4rHdLEVRFGWDsrn++7s679/e8QZmzc426L7Hxwqe9/RLNrtrvsl3gVQURVEURXkyk/tJFoxfS2aG6PpVeCmj2OQQhEISQLBS4rwlwVFKghVHZgoSHIYgaBk8RhylGBJKrBWIY1X3xtR4jJHoCAvLQ76XIOLx3sT4/GqZj6JVNV/q8sawXuX8gtIZvA+D3oMroSzDmDgTc79i10aJY9LTwmTaf/EQAkKwtgngGmMudob01PPFN95jk8nCBS9c15Us70xijeGH99xC6asdKIqiKMqmR8jl3PCvzZEnXQi+oiiKoijKk4mJ4hG65RjWpIwXyyhwQbzCkQAjSZcRuoBhy6RLiaUrKUU7IZeU3Kc4LIVPcGIpJGFOlsfPoYNj6RMKb/EklDEQ3yYG64N7zCeejChkJXnsAmlxMQy/cB6PwYitSyW9gIildBbng0PMOQPe4p1B3MzfowYdzQYBq1K90sbCyrpVdYGstClnMNPS7WVGF8jG58YyMaGJgCB0ygIM3Du+nNRalncm+c6dN3Pkbs9gTmtond1TRVEURVGefKgApiiKoiiKsh6ZciuYdCsoKYCcFiUgWNNrQl4JTlOSUZBQSELXZ3gxtQBWiqXr0ziW4AldHIs4VvikPwy/cm9h+t5dFLmcWAqX4CWURVbh+FU5ZFEmMfDeBMFLDL6wiLdRdQpHXgtWHvA2urUG1Cv2bGD1y/gBv4GOApeJZZF1maSJG7IE8QtiLYOAjWJY3K5HyL2jwPPFP1zLJff8kY8dOJ+Dttt5HdxRRVEURVGejGgJpKIoiqIoynoi95P8btnFFNLFiicJ1igSI3XMlcScrUnfJieNQle/+OXENMaC+OW8IY9jhU/qokagzu3qE78ECh8cY84bCpcgUfzysUtkyPciiF/ehg6TzkbxK0F87Kg9SPxyaxC/qrFHE7+qzC+RuoFknwOsEr9MnCuCieJXffLxo5Eq+8zz8OQYp/32J/z2kfse971UFEVRlPVBFYK/oV+bIyqAKYqiKIqirCd+v+x7LO3eTWZaGJNjDNjo0QrVf+ELaEcyShIQoetbQOj46Ajh8h2fIUAplVgl5D4E5lZB981YeKFf/KrnxQ6NZQzT93F7iIRlSBDEfOgW6X0Yq/O9ZkTPR9eVj18pm62Veva23rswc15zfrPjY7PckcYYvXkmmSl+1YsREmMYL3JSYxkrcj79uytZlXcG7FxRFEVRlKc6KoApiqIoiqKsBzpuJfeMX0tmR8hsC1NJXqZfr/ECuYSujKWEMsYgUoWvaaWkQcQSwUlwYDlJGmNhXq03Nbo20hhz3mCQ2u0lAk5MlMlM7RJzLrq86HWGlHqs3mJjh83Sxv4cr76x5qqDwneb+lpVztgUvBrOsOa8gWJanJoYgwGWdifZbmiUhyfH+fkDdw5eQVEURVE2AuoA23CoAKYoiqIoirIeWDD+azpuJS0zisgUsWavodmEL59FQ+DKJcUgfQJXEUUvX5U4ilD6tG+s6fTqN1yFsSCIVSWBNi7vjYXlgvieOOYrx1csi6RxzBXS7OK4Jprur0FMD7qfvqsBn41d0waD0OhESG1C7hwTZR46Qy64BS9rXldRFEVRlKceGoKvKIqiKMomw3hxHw9NXMmiiV8yVT5M7scwlKRGMFLgTUYpNrqjEpw4rEkIQo2AsfjGmMGSJbMYSbdn3vAL2HnWYcxu7brez2OqfJgHxi9jSBbi3UIySqypwulN/RtIAYatp00BwBzp4gVKQsdHJxZHCK0vSULovaR0JaX0CbmEMYepO0CGjpCxY6QP6xqTgC0RMWDCe+kTEMK6PgheZVX+6A3ORTGstEhZdW20vUyvEGfW370xilgST86UBluYvswvaXZx7Au5rz7EzVVOMCPxh0glfFnTv60qFyxuF4TSeMZdKHm8c2wJLZswtrTDLx68k8N23Ku+J4qiKIqysQiOrA3rTdpcHWAqgCmKoiiKstEp/SR/XvZVHp78JV23jNJPIpRkJsfiyL2lKxmOnIZaEmiaeWZkTBlyP8ZU+Qgr87tYMPZfbD/yfJ611XtoJbPW+Xk4ybljxQU8OHE5q7oPkour3Vf1EZkgEEnfeHRnNQQvR4KnlwVWSsKUb1GKIZcQlh/mhZD83KdBDBNL7hOcN3U+mJcobkXhy/mwTlEmdSC+j+KXL6MI5iziTBC7qlLG6mffOKNptwMx2NJgiih6yYB5liBqmXA96lWnz5vh/GqIZrYS3gSS3rJKNDNWahENAec9U+Lp+pLT/+enPOOum/noX8xnjzlbP9bbrCiKoijKkxAtgVQURVEUZaNS+il+t/gfeGDicpzv4KQDxtM2JanxlKR0pIXrV1nWYsu9ICpBKNwkTro8MHEVNyz+Bwo/vk7Pw0vBn5Z+joVj/0nuukz5wRkbdWmiCelbVSZXEYWuWvwSQyFpFL8ME65FGcWtMpYllpIE8ctl0fVl6Lq0IX7Z4CiL4lfhkhhyD3kZ5pXNjo+V+FWaIH5Vwtdai19gcoPNG8JZY14QrugXuOL2B4lfUpVEVuJX0nSQVWPSc31F55dNBNO02dVvBi/QKUv+tHwRH7n+h9yxcvHjuNuKoiiKojzZUAFMURRFUZSNyu0rLmBJ50YyM5uuX47gyXBYU+LE0vFpQ+7qU04eZctVuLsPHQMNdN1yWnYOSzt/4E/Lzlun53HPyu+yaPJqUjObVeXEGo6ukb0Vv4qV2NjxERwh/8tRucGESTeERCGs6hZZheOXkoScMBHyeK0kBtyKCKUP2/Ni8BI7SLo05nwFx5gIuDIJoffeIHWpY/yq6HuClpl+Ks0fHdgyxupP6wg5Q/wKkWgzL8307TbEr/51K/GrMW8NnSEhLLfGMFZ0GU4yHp4a45M3/oypshgwWVEURVHWP34jvTZHVABTFEVRFGWjMVUu5qGJq8jMKKWfQKTEkmBNjmAoJBkgfkGvDeCjEeZ5HIYUjyP3Y7TsbBZNXsdE8dA6OY/ST/LAxI9JTIuuL3FSkJA1ZvQC6nth9VUmGHV3R8HGboz9XSA9FsRTDgjEL2IgfuUea3aGFEwdpl/6uK705pUufhWU2PERQdy0r4dV5lfvNGZ+jvNMYWbqTrYxv9nBUZqrTlfWpo1VDrLVdYa0vZ/NasSvajiJuV9LOpNsPzybBWPLuGbR3TNXUBRFURTlKYUKYIqiKIqibDQemriK3I+RmlFyvwJjLIkpMEgIapdH+6ry6C6wSm4SSgyW3K0kMcMUfoIHJq5eJ+fxyOSv6LqlZGYuE+VKghKz+mMT6R2Zqzo5ShVKK1HgCkJYVzJAgsBFv8AV3FsmCmFRRIullSLgvI3XMsyT5jyp9gHO2XC8UpU9EmsN68sYg+wbJzFdAPO9oPv61FcnmA3SLlfr/howJoQw/Onll9PH+heHd4HUJHRcQacsAfjhvX9GtDOkoiiKshEIv5ja8K/NEQ3BVxRFURRlo1D4Se5a9VNW5FMsN/dRiq8b+cEQGULL5qR4rAldHj02dkgMXQ89PbvPIN0j6DY+lgp2o8MKluV3YTDcM/Yjdpv9GlrJ7CdwHh3uWHU5j+RdvCyi8B2sERIc1ngsjtQESasSvbwJApQHSpPQjlle1bmVJKTG4cSQGKm7QI5KjvOEbDCx5DZhKClw3jAk4b3jMww9oct7KH0UuqQXjOV8KIf0LuR9+dKAs+HVFMEklDZW7yZ2gLQuWrJMlWkWboIhCmU+Nmf09Bv2TO/e9EoaDdWhSSyNFNuLCAsPhUFs7AhpBDFJXLfKBhMkaWSJ1SH4UneJNBYKX+JNCQh3jy9mKEn57eKF/HH5IvbfaofH/RwoiqIoirJpowKYoiiKoigbFC8lt6y4lLvHfsry7u2IFBBzuiCkds1OO7RwoUOghPyqnCD6lNhayFpdEWSzbDIEzTfr76CUKQCWd+/k5w/+b3ad9Sr22eIvsWbtvxqJCLet+im3rPwvlnVvw0gHgyc1PgpensyUQbyjcnxJdHGFjK4yht3nktTh92U8tzKOBdEvdm2MmV1FzP3yYnrh9z5lsmxReEte9jpCFj7BexPfoXQJRRnGXJ4gZRS9XLhG4XAFcSaIXB5MDMQ3Rcj4MvHiizENgSqIXZX4ZSvhq3lTGiWQhphBUgXb09tGyPgyYIPeJbWjbloGXNIvkAHRGdbsFgnWAlVnyLhpBHJfUohjnC6n/Pr7vGTenrzvmS9m66HRtX4OFEVRFEV5cqACmKIoiqIoGwwvJTcsPpcF41cR5A8HxgeZykBGyRbJJInxsbTPUIohJ8NLzLnCzmg+2KTpB6u6LA4iaCAl3XIFt6+8mInyQQ7c5m9ITDZwft8+RLhx2YXcsvJHICUpHcQ4UoLzyyC0bREj+GPoPdM7PiZ4CW6uyuHlYtfGekySKJJB12exM2RCLileIPdh3mTZYsK1w7wyC10gvQ2h+AKFC1lqZZmQlyniwXXTcI29ieJXvGIGKKP4JWDK6h1sEa9rlcllQRJ67rDo+DJu2oWefuGJTi/br5HVWV9Q53pVjq5ml0gxAmnMCavD8aVP/KrGbBwzlSOscrdVbxK2M17mXP7gbSwYX8bZB72WeSNzHvU5UBRFUZQnimdw1+j1vc/Nkc2z8FNRFEVRlI3Cn5d/jwXjvyCzwxR+jKYaYfHMTaZIjMeLCQ4hgZzQ2dBhajFrTQJYxZrEryB5CAZDLivJzCgPTFzDrcv/31qdx+2rfsYtK39ESgsjqwBPgpDgEYS2DT6u6eIXELs7JiGPK3Zy9Ji6C2RZj9m642Po7hjmFJLW4fdCdH65dpjn0tjt0ZD7NIbfh6yv0lmKMoz5vBK/gHLaNXINx1clfrme+FULU2am+EVT/Bp0kyrxqxLPps8bJH7ZKHTVYw3xqyF0kVRBZb0xG8eMkcHh+FEBM8YwlncZSVrcsWoJZ930U3LnUBRFURTlqYMKYIqiKIqibBC6bhV3jV1OYobw0sVLF0Or1j6GbU5qHGUUvwQoSeoweCFkPjV1jOn6Sr/7a/USWaWRWNPCS0EpU6R2mHvHf0anXLbG83A+55aV/43BYI3DyRSWNklsKp4awca+k9OPMAhczU6OseMjVRfIqmtjb17leuuJXmHdKhB/qmyFMQmur75AfIIYJiIUZeyo6S3ex6s4oONjJX41nVLWmb4KRCGKX3EzZlBI/moQovtresD9oKD7aeIYAvFS9Y81w++rY2qMrbYzpKlC8S0eYWl3ku2GZvGn5Yu4fvGCRz8ZRVEURXmCVL8I25CvNX1HeiqjApiiKIqiKBuE+yauo+tW0LKz6LrlGGODMwcAYdgUiBjCf1Esil9VqsyvtSX6fta4vPpksHT9cjIzi8Kv4oHJa9e47fsnf8d4+TBtO5fCL4UohFUJXyku7rtZhhk+N0UvJ5VI1RDCJKlFsErgKn1PMOuNhetS+JAFZsRT+LTenpfQ/bFyf4kYfOwI6SrHV1X+OOPChYAu4xtCmOuVPQI9YWqa6DWw+yMDxpoC1/Tl1eE159WHHF1f1Vjl/jIzx8wAIWw6VeNHATJjmSoLSu/xIvzovlsGr6QoiqIoypMSzQBTFEVRFGW9I+K5e9VPKfw4zk9RyAS9GHSDRRjzQxg8Kb0Q+ZYpMSKUJsVEQUwawlIjuaqhyYQZCW6gUyx4ySqJqiDFYMTjyjtIEe4b+yF7zH4txvSsRqVbxbKpq5ksFnLv+M/ZgoXgh7GM40yViyUhvwuLSBCdgsAX9mejlyszJc4YMvFhvklIJXR8FCxOhK6kIMQQ/J5gZvHhihkhEY8zljlpBxfVKWcNU2VGZh3Oh9JLE0U0awXvojBoJJQ+OgOucQF9LIsUEBevqe+VOtqCvg6PNLSlPoGsuu7Tg/Bj6SR53EclWDWyv+rujzYuRxpjBsnj3OhAE2ugkJgLZuK2wrmCYKxp7CM+PXVXSMFaKMVhRfAiLO1OMCdrc/OyB1nenWTL9sijPN2KoiiKojwZUAFMURRFUZT1hohw38Q13Lnqhzw8dSOebnMp0a9Um/FbxpMaR4YjxVOQMCVtysr9FFlNtNQaP0PIGUuiuJbgSUxPnTHyCAmWbn4Dv3v4r9lx9uvZqn0wD41fxJLJy5kqHqKQKQrfBbGUdEOKmDExsL4qVaTydNViXnV+vXLHKg8swYul4zNyycglJfcppViKuL1SLC52eqz24SV0eBQg9wldn9J1KR2XUThL6RJKsTH3K8E5iy8TfGmRwmKmovglxDrAnrBV3xoP1puQ/5UH8QsXujs2nV5iwKdE11gjC2yQZa/K9TLhEoiL741SRYnCWL0tY+oxfJxTaacJYQVjMLbn6AJCgJw1jbGQ9VWVS9rEY0wsjwQKCS6+JfkYXZ8znLQZK7oqgCmKoijrFS/h/9c39D43R1QAUxRFURRlvSAi/HnFxdy28vs430Uop88gieJXyxQM2eD2GjIFRoQpaTElrRnljI83tSIhiGsg0WEmDXNS075UMpbfxu1L/4kh28LLBKV4cpnEeWFKspihQXRnhc6MHluldcVzKklifWBV0pmT1qJWISlODON+iEISiiiEVd0fPUHwKnzo+FjGfYTPNqxbtMl9Su4SJosW3htyF8Sx0lmKIsN7cEWC9xZyi5lIYpljLCf00p/7RRCfrAtusGQKbBmW2codVmWBWfCxaWYdhC+PIn5FR1YdcN8oY6yD9RulltVYFZwf1mkE4WfS6yYZXV7YqlRS6jFjBZOEe2NTX1dNVgJZpanhhfGyy6TL+c3ie3narC0f87OmKIqiKMqmx+Yp+ymKoiiKst65e+wn3LbyEiwJpXTor4WrxC/IjGPIlogIbROKHDuS1eJXU5x6vOKXXa341czqkqgBCYWfRGQ5U+U9lN6R+3FEDB2pJLuY5yVQxNyu4CoLW6rEr7qysBa/DE4MhQRRa9y3KSS4u7q+FUPyQ7GkExNC7xviV/VZhFr8ct4E8Uug8EH88s5QFGEflfhlCqL4RS803jND/CKKX+LBdoL4JQTxS5ril1mT+DUtLMxED1wlfsW8rvqJaIpfzTGi+MVM8QuANIpfzRrYOidM6kwwYwUTx2zqK9NbHw2jGE4EBL5+x6+5eekDa/uYKYqiKMpjpsr+3NCvzREVwBRFURRFWecUforbVl6CwSAIpe9gyOrldUkgQtsUIKF7YmI8TgwdacV51DMf/1e1IHpV2+sXv2bOTWghMgEyhUhCxy9H8JTYGG8fA+qROtQ+lHIGESWJZZa+sYe6CLIWzMJ7KSlGPN3oKgvh9xbEU/qkqkSM6wqlhP1V4fcWH7pASij1cxK7QLoUkeDgEm8xIphOQ/wKpxqC7qdhY/i9cVH8sj3nV5Oq7LHp+Jopfk27zJXtakAXyEGdIWs3WCyZDAcYlxmJJZCN7VWi17QxE9exia+nrQ5jQDzMbQ0zXuRceNcNyJpWUBRFURTlSYGWQCqKoiiKss55cPJ6psqlDCfbsLJYEHOWKtuN1CJUZhzWhPDxYeOoYulDIaGvZaUn8nvKKo9LGkLYGr1kRkjEITiMaSHSBQ9FPGYTHWAigo+CVE8Ga+6jp/c4qu6OwTlmELqShe0Yi/OhfDKXqpOjqef5KJhVsqFB6Po0OpUspbdY48ldcIsJseOjEZxLo3vLhNB7U1mlIjLz3fgo5JW9cSONEkOiCyzpze/bxmqva2NadWHqMdPbyYB5lTNMkJ4QlsjM7dnmicS3SkSLQthaSVnxUd2yPcwflj/IXWNL2GvOtmuzpqIoiqI8JpyY2Mxmw+5zc0QFMEVRFEVR1jkLx36GZQznOmQsJ8NSRhdNKQYXhS0rhnFpY/A4CWKNF4M1jgQXK+YELwZH0tcFEnrFi73PxJFKqgIT3VjEDouuHqfyW9VrBZ2kg8fjxSB0o+zUJcPQNlBiGEJwgCMFE75IGgwOgzW+Duz3gIgnwZEYh8MyQpdSDEMmpWVKpnyLUduh9IYpyej6hI7PQAwWF11m8bqJCZle3mCNkDtLljich8QG51m3TGhlJWVpMFZIcPg8gZZDfFVrSAyqF3Cm7tZoPKFUUsCU4aKaWPYo1fJobUur7pFVMD1gohMN09C4qnVr51ZvviRh+z4BYqll7fCKIfkC2DRWbNpwXCIgWWhA4JJYEmld3TUSE84rOOAMUhiM9bjoqgvdIA3YKghfwrv1CIbUGsaLDruMzGW5m+KXD9+tApiiKIqiPMlRAUxRFEVRlHXGiu4feWDsMsY6l5PG3K8ES1dS8irEva5pA0coz7MIXhxDNmfYFmQmdE90Yuj4Fjmh3s70+XckbkkaP0mjWq6aa6jEMCHBGodBSKITjfpoqg8hzKpyjiWEAPVWFNUk7sWLwUnoVGnieVUx+NVxWaryO4fEpV0sTlKs8ZSSkhjP8nKEJfksOj4jNZ4EwRlDIS2cgJOE0ltKSSh8EsPxw1g4AxsEMZ/iJcE5Q1kmeGeC+OWqMCzACzY3mNzWgpZxjVfvEtQCFy44wqqsr+m/N+79Irl5zemfGAx++F4sGBLFNFvZuIz0wu6r0koLUlTrxAyxBCQHPySYRJBUIAv3idIizfONQfhVmShWMDEnzGCwVrCJYG3PyiYGSjz3Ti0GEpZ1J2c864qiKIqiPLlQAUxRFEVRlHXCQxM/4Y7l51K4VTjJASGXlEmfIdH1VYlUgV4QfssUzLJdjPG0cKRG6EjKhB9qSF69QsCe+BU79zXEr35xRhpxU8EhZRr7ZcZ8eqIXUs9v7rk6D4chJwtB83X/x0pUq9atNCSLiGHct8klpRRLVzJKsdw3tRXLylESPENJWeeEVSURVRfI3KWUkuC8oetCB0nnw35Lb+nkGU4MeTelLBOkNPhuWjuhiK4u27GY6PoyoZUltmBG58bKFZbkQfhCGhWG06+ZhKtkTL9E2Sxp7OvUWH22DfHMghiDJIKYaD2rllfGtSoIPxHciCCJQOah5cM5dpPgcrONg7VE1U7qzyYJYlmSOJI0PEG9bpAGEUGMMOlyvAi/WXo3uT+UltWvzoqiKMq6JXSW3rAliRt6f5sKGoKvKIqiKMoTZvHktdyx/Byc71BKCI8qJGEqdjZ0tdeqUkSaXSBLZtku0BS/kmniV5M1iF/VAgMYqZoOAlU2V9hv9QVohvglQhrVIjutW2Sf+CWQyyDxK+wrMdUIeBJEDBO+TS5BDKze7+9sybJiFpkpGUpcT/zC4mvxy9Tilxfo+J745bA4b4L45XviF56e+BWCxsD1xC9EQtZXJX75RjaWNASvAmwtfvVd3GkvavGr75o2xC3iYdRdG23/cqmyvqLLCxsbBzQEMCyIrcQvIPWYhvhFLX419lsdYiyPtEkod7TWk6Q+7LdxbrUnUAzOh1LJBeNL+Npt12gYvqIoiqI8iVEBTFEURVGUJ4STnLtWno+XLsZklDKBkSyIXwA0222b+n+DbCWM2m4sF4TECE5gyrcbBYcz6fnIpueB9c+p9lG5sUxj3Zm/+2zOi2WZjS3XrcNFKGNeWTVuavGrt49grgqjJUkIuBdPV1I8hnHXZlkxi9SWZFbiOsFZBlJ3gZRYAmkIJY4ilZ8tlFrmZRDJEHAuwRjB52kQg6oAL8DmFuMNYgTrDWKCuFVNqe9QI9TelsGVNfD3xGbm56a/b7rFrs73aohftRDWDLqvxuqLGUsX43LfjuKXSBC/BCiCVUyMMONGSM8NFpxf4ZlI09U3RKiyy7yE1bduj/LjB/7EbaseHnQlFEVRFOVxE75xbPjX5sjmedaKoiiKoqwzlk39hqnyQTK7FV23AgBnsuDvEqHnhaoQLB4BWsaRGI8Dsqi8FKQhGywU1U3b26COkI0xmTlWCVpBQ1l9R8mmOJaYal5vdlUuEMofY4fGaaH8ANY0CwvCFrs+CmYmrGsRluazEDF9pZJOgjLkJZRDGKiFsFASGfbrJDjqnDeUPsEaoShjF0hvkKrjozd1jpcpg0BUlTYSs79mlCxWlYNlb8wM6hY1WEUcfGEb73UZpDBTHKvezbR51ZgRfBaPKfNhzNMT+5rfbKetC1H8EkgSH/LG1mjo6sl5s9I2U67gZw/eshYnrCiKoijKpogGGSiKoiiK8oR4ePJKgqfGUfgpBEvHOxIkSkQ+BkyZ2lWVENLP2xQUkuDFMCVBtCl80sjf8nXHQBv1HBMForIW1iS6s2bqMR5IjKcqv6wy3aGZREZ9bKWY6PMylM1yuHgmoVulJaVEBDKEDEKulARXVhD3gniVAE7A4hgxjlwss6yQ+4S2LdihvQwnlsRA7tMgHPqUImZ8CaErZmocDhiyOc4bsJCIp+NSUuvwHozxDLUdLrfYlqF0Fi8WTMj+kkTACyaKZ6aM7i/pRWQRHWHE8kfEhE6RVefI6opIzyVVU13QXlVk/XNVYVjdQ3y8X023VuVES8Ox+arkESA1GCdIBslUnCcgeRQgvQlB+FVCf7X/ykJXhp1Up2INlN0knkNYx9joODRCmgjWCNYYjIEVxRSjaYurHr6dE/c6hNGsvdo/D4qiKIqibJqoAKYoiqIoyhNisniAwnvGiofp+iAvJThaRkitqx1OFSFDy9CRFuN+GO9MXMczZEvatlt3gaz9VQLOWHISSkkayksVENXrCNlMc6ryzyGIHkKvlBF6ri4brUKVhuMa8lhvu2F7Q6YM4pb1vbJFsXhj8Ni6hFEwII7MQDuZxGFD90YyOqTsMbyYjmRMuRar3DBjLmWyHIoh+UFAS60ns0U4JjE4EbouQZwjdxnGGjLjMEZoZ45ON6MwKS6pSgkFkxuMDx0fbW6xMdTeNjs/+t6LSgwTavHL+IZzjLUzfvWZxir9zEJiQEpBYug9ldAVu0RKEUWqGIAvFqSM65YG3zVhbNLg22BagrQEk4Ck8eC8qWpQobSNHLFQDlm6DJKQA0bsAgmeduZpZyVpEu5iJcxNSEli5jJRtFiRT6oApiiKoqwzXB1/sGH3uTmiApiiKIqiKI+b0ndYmi9kohjrub0QWqYcKHwB5JIw5kZwhOo0i5AaxyzbITGeDNcoQQQEOmSUhM6I5YyywxB2TyV41XvrdXKcHmZfLW12hOwr0pQwUh2HreeF5IzEBCdbSXCvueBV6xPXoMqRMhQkOLFM+YyOtCjEMuaGKcTycHcOy4rZlN4GNxyQGk9mfa+BgEDHpXR9inOWiaKN8yZ0MrRCWVpWjg1TFAneWaS0iAM7mWIKg80h6QZRyJY90cvGdyrxi4b4VQti0htb2wdjkPiV9EQxqbo7WkFsHIxuL6nmmeY8wBq8ESQNQlY5GhxhpB5a8f5WTrWqLDJut1ZRk3j3Ux8cX1awmccaYdZwlyxx4fi8CU5BU12TkjG3HEPKg53l7DS65dpeCUVRFEVRNhE0A0xRFEVRlMeFl5LfLz2HyXIMgyeJrQNbpiStyw4DlShUSMKqKH4lCMYIiXHMjuJXiic10ls3il8FoQPiQPGr8d7zXlWOrdWLX0wTv/rFnWZE7GDxy/WJX7bedoUhhKgXhHLGKZ8xJS2cGMZ8EL8Wd2eztJgTq/TCuWXGkVlfd5gE6PqUrgudHieKNk4s1gbhzznDilUjFGXogihlCLpKJhNMGUoZk24o/7Ox7LESv2qhq3J2SahXtM7Ez6wz8Yum+AWV+hk2XnWBbHwz7ZsXyyhniF9WoB2zvCp1bZD4ZRriVxbFLxPEL4MwayiIX94bvK+esV7tpvMG58FT8B/3XM6S7qq1vRqKoiiKska8mI3y2hxRAUxRFEVRlMfFQ5O/4qGJa2jbLTBR/EpMELA8NASpgAiM+yE8hqRWVGIXyBgqNX3dEktJqOfriV/95YkVlfjVlMgS0xO/6FtrTeJXrMqL66Z1alhvey7uRRrbmy5+QXSIxfkdaWGASd+mFEvuU5YUs7F4SgkOMYsntVVWWfia5ryh61JA6JZZPa+qAh2fbFO6GI5fJmAE20mgKi3txveq42MlftEreayFrmos3rBq7LFSB9hDX8fHWuCK4pdUF18aY1B3hGyO+Vi34NsE8csLDPXuTb3jQc6vZhdIE87NZmHdoawkS4P4tTqZzwCFF0aTYR6cXMr/t/CXj+OqKIqiKIqyMVEBTFEURVGUx4yIcN/YzxAcWTJKpaKklV0ohsA3xaci5ncl+FpnCI4vj4ghM57+2PmwTs+9ZZgedd/UWJpjQgi/75/Vy/xqzhskeVSdHJsFjdX2mqJXr+yxt59qvo+h+AbIfUaVfdaVFIuwohjFx66ORXxPbNxHQ3jq+hSJv63NXRr2GHfinKGbZ1gj+DKUSuKBPOReJbnpCVux46OtHF8N0atmkOj1eN1fNISw6kI3ssD6x0ImWC2ETZtXCWIi4FtBLCULBybNWsXmsZvGexTCzAAhrN0qp60w8/yrC57ahNF0iF8vuY3l+fjaXhVFURRFWS2V53xDvzZHNANMURRFUZTHzFixgGXdW2glc8nLxThJAUcpQbSyCK6Sq0zI0Cq8JaEM7qW4bNh2ifIHCHQlCEaOUBKQm4QUF11jPUGtJ1yZ6L2qxirHV1B4XOOY+0WqXpnlTJNT+FroCMahMq5lxYTjMuEMEIlmo3A+Juafmfp/g1PLi+AEMnK6tGmZglIMhbfMTidxPmE0EbwYsiiAOWPx4im9xQtkpiSXlFZSBJHKAmLIy3YYQyhcRpJ5TG7xiceXBgqLs0H08haqhpzeBkHMGwnikoT7ZJxBEkEaIpmNopppmK1MdHTNEMdEehe0Ep4ql1nsQmBsFK3iPiXUw9YdGiU+AAbwoVkoPgpXvhX1qDyUNEq3t/9aQBPpCWwQTiSG6EvlfMvAldBKPa4M5axV584gkoXy0kpoFAkdISfKnJ1HtmBxdyW/WnwLr93peTOeHkVRFEVRNk1UAFMURVEU5TEzUTxE4TuUkrG8mKKQqivecMPd5RiyOUPkWIRZSc4cOrWrysXyxlyykA0mSe2uSvGM2i6zTIcEqcsRHTZ0QySJ5YX9zp+e78zg4tcc0ydx9dSZat3peg1AEWv1fD3ak8+shLD/lvG0TVkH+Tf3IBjEBEnMi2XUFBQk5NIhl3DOW87uUEhKRzIKsRSShqB8lzHh2uSS4sUwO+siMfzfeUMhKYUL5z53qIObYym9JXcJU2NDTCwfoRPVJT8iQegqDMZAUoD3gs/ADYMfmnZZEPAGWwg2N9gSkhxMEa9PJVzF7pFhlbAPWwShre+CQi/QvtGO00MQpCz4DMoWSCKhNLNjIAliF2k4VgkVoCQFZJ1QEynjFp+CGxJ8WzApQRSz9HWBND7+ltvGYzDgiuBCnEqEzlQbYz029aSJp9UqydIqw67ntsuspXRB0AR4uLMCRVEURVGePKgApiiKoijKY2ZV8RDLiwlKJqsatB4Scr1GbI41ngxP1SPRmuDs6pAFh5ek5JL0CU2zbZfZpoMxvhaWXPSNObGho2Jt3Tf1m4kusumFbL0iRt9n+G96tUzfeOUB66cKwm8ZT8uUmMb2TL0efd0gq+OekoxSEnJJ6UiLUiwTvkUhSRDzJKEUw/JiVl3yaEzYSikJHkvhLbkLolgZu0UWPqHrUsrCsvz+uXTH23hvQ56VNyTd4OoyBSQdwAj5FjFHi57Lq76McZ7xhmQqZoVVFasCJobo98aEtBvG6wvRuJg98au3TIyANYiFfFY4FuMg7YR9lKOCzww+FfxQLGfthAB/oBayilFB2kE4oxXFNW+CMOcJGWjNkkobnWFVIH4S3F42dRgjDA8VtLLQGF4kbAIxWCNYC7l3GAy5dwiQ+xJFURRFeaJ4CREJG3qfmyMqgCmKoiiK8phYlT/IH1b8kEI8iTF15nggiF+jJgeEdID41Y3iV1cSCkljMWIlfnWYYzuh5CyKU2Xs5ehFyEkbgtbML2+mZ9aaRq9LpK/XnSlz9fK9+kfTKNGlUfxqbk/oF79oil8iTPo2DkshCR1p4QQmfDuG+tsYgG9Yls+iKxkWBzbkeeUSSvOC+JWFTpgSZMHSW7plinOGZQu3oDvZxhhBfBB+avGrDAKSGCHfKjirmp0f+8Wv4JxKpiApg5GqbtRYhPUqTQkR0k4QyQZ9j5ZQBdoLuo9CmNjgyctng2tXXSrDdt1oOD5ve+JXOtXYR8wLK2YLvk04iYb4Fd7pF79sWKcWv1IPVRfIKH6NRPHLS8huMw1h1YtBHJjEI0Z4cHIlo1nIAlMURVEU5cmDCmCKoiiKoqw1IsJvlvwbHTdOahIcRbUEMLSMY8Tk+OiUslHeSmJmVCVgOQyFZA3xC1qmZLbphggnQyyTrHxWQkkWnVW1BNM8sp5sNUAEq8S0nvg1OPJ8pvhF7OMYiibb0eo0vR8lNMUvokNN6PpW6BgpMBXLRDu+VXe2LCR8FRsrh+j6jMQ4vAnnVkoQ/kQgd2ktsIUxoesyAMYXz6I72SZJSoq8FY45D+IXIkHUAspZUfxqBqP1Dj7Mk7CudVH8iuY+4xriV1XJWMRg/UHiV3WBm+KXgCTxWEZ6zq8kj4fQjhlfHvxI2K7t9otfAG4olkc6gVFpqppRRTO9/drwzJJWP1f5YIJtOYyBVuqC+OV7979+KhvuuNJZWqkwUeYYMvbfYrcBF1JRFEVRHhuVa3xD73NzZPOM/lcURVEU5XGxtHsHS7p3MpJsiTExmKlR9zZk8li6Z7AIHrCmTlOqxazCJ7WMVX0JG43rSlw3CD4xi0tMLSoNdH4NOthGrtVMTWyQz2vwRqp5mXEEL9Fg51h1FFW2mBdDSYJByCUIf5UIaJAgjBEcR5OujTW+Tl0XARc7QzofXGCI1GOlT4JbqYSJFcNY4/E+icH0giljc4AyCldWcMPM7PAYT86WvWVJMe2aSk/o6o1JPW8gtVuLnhDW6O7ohsNYtV8hCGDhQodsMFxwodXbiFffDcWy1UrU8vRUuMqKB8x4XCSWPhJKH0OQv9BqudU4//rPJ2wqQfCUIuwxa/s1XABFURRFUTY1VABTFEVRFGWtuWf8WpzvRonKIWIQkVA2Jo4WJc4brHjEC14kCBwSukMKYW6JxVAFjXsSHMOmiOVnvsovr5cH8cvT37ux95IZIz0dxEz7ufpd62DJS/o+mXrbQoIP2VzSy4jqHY2pj8/HYw6ligLiySXF4CkkwSMYCctB6LhQFmnpBa+LxKMWqefVMp6EjpoGoTs+hC8NNnV4F3ph2koEM0Gk8kZww4Ik4Z40//MIIqH80UXBzFf5V77KwYrXT3qfjQvzxFSln733So8SX125cE28MXgJZY8uIZQVutjxswU+Ce4vl4WN2JI+Z5dIXGZAnCCp9O84ur8EQYz0QvebTrQ41ySC95BYwRiPc/Ge+uhUk8YzJmHQIBReSDCkNuX6JXcOeH4URVEURdlU0RJIRVEURVHWmiWdOzAkjJdL6foSwTbEpIQlbk74HEPp26akbQpS40mMJ8GTGGEkGcOYpiZhKGLNmo1CUoqnZYpg5DFlLaJ1Y3C8jwHzg2Lvq/1XP5vatdUUvcLefd8s05gVfvaAJQT3WyDB4fFYAWPCESR4bKyZy2JTgJb1jEiBwzJiChwJHZsxR1IKSehKSikJs22HrVvj+Jjt5cTQ9aEzZgjHn6IUEwLzJWSGbeE7FM4ymXXZYqtxumVK16cUzlK4BOcszlnK6nNh8d5CaaEMAflBeTLghHLUBKeYE9yIqbs8GheEKFvG0skScCEjyw0TSgyTngHLeCHJIemGK1iOGrqjBqkErnABEQvShnyEfhOhDXlgVci+ELefhXcM2NgF0nSivNYCl3lIgFT6hC4RweQGE+1rYkKomXQTMJ4ihRVTWegAmTmSzNHOHK20ILFCan3sQBpO0HnL7Gw2CSn3Tix+TH92FEVRFGUQIX9yQ4fgb9DdbTKoAKYoiqIoylohIowVixgrlyKEcsBe5Ht/T8U2Rd0FMsVhTXBQpcb1SVYuhsULkOEw0WnVjuWGFaUkdMhwYnAktYdrkPhVSVh22vE1l/ZmN8+CKJNJlNbCNpJoL8oae7am997XWVKohTkvhoIEL4ZJaVEQBK+OZLXIVdLrgGkQOr5FLgmlWAoJHR9zH7peOjF0XWggMF62a8FrsmjhxNItE7xYSm8oytgtMk8RZxFnoLA94UvCuy2Coy10d6zGQlmizXsiWFJQu7JMVAzrkkUhbkNojQvGQXdLQz7bBNErjYJXDKTvI4peSNxu4wu52OAW6+s24A3WB+HLtyVkhlmBrHFDow3NOIPxppcFZiSIZNV7CsZ6suECm3jaWclQqwzPbBS+quyy6sDSxJHLOGB4cGoJiqIoiqI8eVABTFEURVGUteK2VT9lZfEwEqPpqxLBKq+rom0KRm0O9MQv2xC/Knril5DFtK+Eqstiz4VVRPHLC7Xzqz/cqWKm+FX5ugaJZZXzbLr4VUlS1WcQWqaS6SRmmgmJkfpIIJboRfHLCZSETK5J347il2FKYgdMn1HQy1AL81oUkuLErEb8auEFxso2XZfivGWiaOO9IXcJzlu8QFFkeA8uT/HOBkGoKX55E8SsIri+glAUDqXq9GiLED6Pj4H6USSzPqwuUXCqxDBbCq2xUJI4tY2hmBVqIyWL5ZCV+NWsS62zuVYjfg3R39BAqiB+wQ9F8YuG+OV777a0vUekEr/S6FRMgwBmrKc1UmCsYygrGWqFOsg0CeKXJ4qC0x4ab8KTc/PKW/nzynt55txdURRFUZTHi8PGqIcNu8/Nkc3zrBVFURRFeUws7tzOTcsuJrHtWBRYSUbNPo6hPHDE5oCQGl+LRZnx9Zwqt7ySlNIoaZkoNEFP/HJi6BA6IAZx6dHEr2aHRol7GMxM51f/umlUVMLxhSyrJOZKJfSLX1B1rAyZaGX8HeOUtChix8eOhA6NhSQUpFFEDHvr+CwE5ce8MMFQio0dJIXcZQgw5TJyn2EQJssWIuEalT4cTZ5nwYXmbBC/EMiTRlhXeLdlcH71RKWe88u42HmRKH6FkwviF1H86hOmhGxcMB7yOVH8crFTY++mMPBWSHRp0XsJ0fk1LburEtski90iJYpf00SyGeIXUoffR5U1HPNwgbGe1ArtlsOLkKVBsA1ZdGbgIXuJDRpE+MqdP2BVMTlglqIoiqIomxoqgCmKoiiK8qjcMXYluZ9k1G5JpTYMEpeGbBE7ORKzkyA1vnZhVXqIb0hNlTaSxhLIpluroNcBsZc3tiZ6HR9t4/Mg91dPMjONdcP+k4aDLDE+bo96zJp+PUekt+fq3LxAIRlm2nkUksbziIKPBFEsdIbszSslAcBJ9KRJEMpAyH0aO0J6CpeAodctEsEXYV3jbBC/EHDh6I3vdV40zoTujo2xSvyqx4RYdkgsISSUGMYLkORhHW+hmB0vTBIumHiIp7Ha+9V8g1AyuTqdUxB8K97RylXW342g32VWvcd8tkoIs6nHJoJ4aLfKuoS3Er9mCqzVtqpCX8OOw1uxpLuS65fesqYTVBRFUZQ1UgVJbOjX5ogKYIqiKIqirJHJchn3TfyWlh2hlCkqBaRpvIHQvbFlQmfIJIpeoYywX/ySxtpNoSk1/eJXFXoPPcFskJg1SMpqCmGDaIbdV5+bEfiVs615fJWgN+jLk6++UMYyTYNQSloLV7mEcseStJb8qmtQSPTASVgHeu640PExjOWxLNKI0C2DEObE1vsoy3CtxNvQnRNByngVGhfCuCi/SU8XaopeVSmhLXoaVCWOzRCzROrAezcMPg3rx9MIetGgG1G7umZ+AZeUGbe4dn8l8RhWI6yZKPL1RC8IbTHpyxtLWiFjLrGQJh7vDWlS1VD2no0ZRye9J3DK5VgsVz58E0789JmKoiiKomxiaAaYoiiKoihrZEn3LnI3wVCyJWPuQUKRYoJryEdB/rGscMMYYvkjntR4chOCxTPjCf0bITNV4H3PstON0lJvezDLdAFwxuIkp1fUKKQIScwVs/WxBDuTaRawiYmVf6YWhkKBW0+X8WIosbHsMKGMW3QYyujO6jbOFZE6s6w63xSHsdAiHLM3OXNkCodljkxRiqVL6O7oMDiJpZ1i63yzQkJWWEFK6cPxdKRF6S1TrsWcdIrcp4ykOYVP6LiMEZdTuIRu6ii9JS9SsIL3FpdIDMCPqpE3+LQnFFUZ8VIF0dsgYhlCXFjlAvMJfSWTVakkAsWwIR8xkEIS9VHv4najECXxVd1gsdW7ULcDNcHhZXOgoHZzScwcExvuWtIJOpTpxnuZRuGt7jDZtJMBZewCiUAXxAhlt01hBJNAZ6yNSTytdolNHa2WI01i4wYbVMLa7WiEFhaDYcp1mZOO8FBnKcu6q9h2aIvH/GdLURRFUZQNhwpgiqIoiqKskW45RseNMeVWUEo3jjYN9FL7syyhZDDF07ZR+KIkqbtAVj0Se6WPVTR+VbJYd140UMZgWCGIJAZPCx+dWR5rprt0fC2GVV4dMT0vT+jeGJZKFFhyEkrS2GHS1s6fnvsruoEqBcdUuWDhfBJTCWMzjU45aRC+JCUnOLgcNrY7r4Q4oSSLnR+DAOfE0JWM0ls6PmPKt8h9wnjZjsJXStellM4yVWYUPiEvE/IixfvQ/dE7A6UNAfjOYAoT3l0v+L4Kva+6PdafK5Gr6qg47VVZ4STeAKkqLRvxWzNcXEybVzmy6P9sAFwY863o9Go4uoJ4J3UWWH8bzt678Y061eqjBYwJAlwqiBVawwVJ5snSklbmMMaTWKl1OREQE12CYigAK0LXOZLM4Lww5booiqIoyuPBY/DT/09zA+xzc0QFMEVRFEVRVkvhO9yy6keUMoWhqjnriV+V6BVKGF0UwBxDtsTgyXB1Bljl+qrEr6CtBBnMIqFSzYTweSGUP7r+Pou0YkpWKEmcmezV84dFhxO9TkdNkap6dUkpSaIDLBRrzgy47wlcBiGLcfep8aSmVxLXFL+cGCalVQtZBSleoIzv1RV0YuhICy+h22UZxa8p16YUy6TL6PjgAFtVDuG8ZcqldF3oijlRtnDOBvGrzIL41U3w3gThqwhdIE1uwJvYydEgTfErdncU6YlfNISuqhukcY0ssChg1U6uxlh1QSRmgdXLbG+sd0NM/1ioj0VM7ALZzAJrGrta4NvT5MY1il/Syy9LPWSCMUJ7Vk6SOhLraWexLNLEjLdG5ahEo1r1swNWFFPMzYaxGFo2Q1EURVGUTRsVwBRFURRFWS03Lv1/LM8XYEjwlEB/VlZVUFh1SjR4hk2JEaJAFMSsdhXiNEP8Co6voHMIrRhAVdQtwXvurTQ6v0I3xp4m0u9CqyOsopYyWPwCyKPghAiO0HkxGdBn0jT2UZduml5m2fRMMC8wKS08QVQrSEE8jqznSiMIP11pBSEMWx/LlBvCY8l9Qse3EBHGymFcdIjlPuSJTRRDoczRW/IyQ5Dg/JLg9KKI514EZcqIYL1FBJLY8RHfE7+s65U5hjETxC8RjIQorZ6LqvcS6IlLcbk0L4wJDqpa6GoKZo2xKsxeAN+mJ35N6yDpUwniV0PgWmvxywqk4SRbIzlJGsTZoVYZnqvo/ApRX03/X0MEi+9ehPsnl7PfFjuxTXsuiqIoivJ48GLxsmHj2Tf0/jYVNs+zVhRFURTlURkvFnPP+C9p2zlYE0LXoSkMzeyUmBkfnTISxS9DStUFsuesahYXVvpFErdfiWP9PYqCMwyICUyDRSrfOMIqhr95zPXWhCA4xX2F1LCZwf7NI01qwU/6nF9MW6eMyWBGhFzCdau7XorUcx297o5Vx8deIL5nyrfqsVIsFk/HBRGt9EndBbJbBkFMnEF8PIMofuGD8wsEU8byzmZ3xyr8PpY7SvVeXdMoiFXLmqKXNASu2vHVvDGVi6ohlvXNm37jKtEpidv2NFtvxussSCa9iz6ogmP6TW+UT5KG0lqbeJLM4z20skr563Uu7e+ONWAnAi2Tkotjl5F5pHaNrS4VRVEURdkEUAFMURRFUZSBLBj/JbkfJzPDEKPvm4LUdOEKJHaBpC57rMSiysjTc2GZenu1g8tUAliv42M1L6n3F0rXZopU/WPT99EbC5QNQcpFsa2ptcyUPILIF46Fen+DhLVcEgw9ISzso1f3V7m/CukX4JrdIgvSIHCJZ9K1wEApSd0FsuPCPOcTvA+yoiuTKHBVoheY0tQnX7u7XO/npsBVEW/DwLGBF2jQ5+niU/MBYDVjET+9C2TzxlqIl2ig+jioq2TPsSa1myxtOYwh5LglHvGmDrxfE81DKSQ8OYs7Y4jIatdRFEVRFGXTQEsgFUVRFEUZyP2TN2JNSteP4SSUPwZJq+ewqt6L2CnRuRRBGDYFmU1JcXhjo7HHRz0klBlaU5U0Um8nyEOedvRyVUKYQXAN8ajahjFSf66oxKmkzw/WL4AlWIZNGYLWK0Eq9qgsMUEcMlJv14shl5SyEtVcEE+GTElqXOxwKYgRZtMFI5Q+YZbp4gjrCkEc8zHnqy0FYoKbaw6WUgzDpsARgu9HbYfCW4aSMNZ1Gdu0LIW3jJVDFD5homgx2srJnWEqbeOcpSgSXOrxziI2Ca6wwlAaj3UmdHdMQh4YRHdXJYpV7i8PxkvIDWtWG1bzmla5SmOblgEG8WcbxcykMVa5wWxv3VAqSe1YE0svaywN7waDnaxvIt7SE7ag1wGyEvWcwRYh8F8SoJuEfLG8FcLsE0935RDGerJhR5I5ksyHLpC212TBiwliY3SpWSNIKuw0MpcHppayNB9jm/YcFEVRFOWxEqM3N/g+N0dUAFMURVEUZSATxRI65UoK6SLRAdajZ5XxjZ8S4xkyBYlxdcdHorAFhsQ4bPR4VWH2SbQhNc1ATbGKem3q9RLT6yTZrHCbeXS9bZl6G9QlmyKhU2MnRtsnCBkhBwpCnleXrOcYAxIcw7agbQpSfCzxbFT/mSDWWSOUBBHPUDm+TPjSaYKrzWNJDEz5kBXmjQ3lkAYKHzpHGmMwGNLEM1W0YkfIlImyRSGWqSJ0gSxdEsQvb/F5gpQWShMywFwvAN84sGUU8XJ6HSCr7o/Nl4Qb3OcWa5qdqjJH25gzrcyxyswyvn9+dXOmi2BGCN0lESQJwlUlmgnRpVWVSVbbqZXK4Hqrz0diGWwS9xWP2ZUJJILzhiwrSIcdSepoZSWJ9diYBea9oVsmeLH9pZsCzlsWiWNuO2ey7IAKYIqiKIqySaMCmKIoiqIoM1jSuZPlxX3kMjVtyfSUrMolJYyYLkO2wIiELLCYwmVMkLBCgPxM8avK+qpin6BXwlgVPlb7SPG1YJYMOJrpNIW0pkhViV9TktEhBMinjbJOCK6fKVq42pkmWDxzbIfUOBIJOWfNfZVxlhOhS1p3l8wlrXPHhBA+67B4MYz7Ng5LIUnM+zKMlcMUseTRYXFiWJaPkruUKZcwUQzhvGG826b0CWVpyfMU7w1+KkWchRJMHrpAho6Ppid6ebDdEHaP73V6rIPwfSwnFAlCWDzB6aWQdSfIxuMhhJtZu76MVPatxlhcN2lsw/aP+Yz+LpIIUo1V6xjp3dgSbGHqYzexmyQpiJHefq1AFk6mPadL2nZY6xhqlRgTXF/WQOEseZlGAS8+x30lnJ6JwjFZOq5adAdv33O7NTyJiqIoijIYDcHfcGyeZ60oiqIoymqZKJdw7SNfQqRKJh8kMTWFKRg2OUO2CPlf1vcEo6ictGL3xEr8klr8CjTFr7DGdPGL6PyK69ITs1YX27Qm8QugG51fQVibFk8lMBVdYVWUvkGi+OXrLpfNbfso73kR8uAjw2MpJK2zxkIJZ5QBBSb8EC6WRBaS4gXGo/hFJZgJQfzyKaU3TBRDiAiTeYvSW7yDvAhim+8kiDPgpSd+lQYTaj2xRbgAlQhWB+FLJX6F41sr8YsoQjXG+8SvZuiblb6xSgirx2z/WC1+xZwwkYb4Va1TucEM4KL4JQPEr75yyih+Aa1ZOWk71HQG8SsIXNaCc6YnfjFN/KowIPEJ+e69N3Ld4rtW8yQqiqIoirIpoAKYoiiKoih93LnqF6wqFjEr3XY1M4Kq0ROMhCFTgEBigsgltfhFXxfIKjC/p430OkNWSGPrpjFahdAP6gL5aEyfJwIdCR0VkwHLQx6YrcUvgJYpSY3HSeh22dy2B1w8qumh9n1uthiIH9xiKSUh6L6I84ILLMGKr7tUdnxG7jOsOCbKdnCSuYTChdy1vMgQMeBMcH6ZKH5JzDLzIePMltTdHk2saJ0eiF91gey7btPLHmmKUNMucPN9+k1qjFVurL6xZjljLFlkwFgtrNFb15SVqtY41uY+qocsic9f4kmHSsQbWqnDRpHNxhLNwiV94tcgTHyq52Rtuq7kOwt+q2H4iqIoymOm8sxv6NfmiApgiqIoiqLUFL7D3eNXk5oW0leQOJ2eANYyJcaE2T2RqtIoqoyv3peOII71uiiuvoyx6RDrdYEMAtuaGeRba45VApcdsKUqEH/62sOVyAc0u0A2Ba6qzBH6uzu6+gxMvY9ObHfoYyoaInRcK2zPVF9OhcmyFbYrCYVPsMbTLdO6lNJ7GzpjFjYKQCYEyRvBONMTuFxwRdmyoR9V1Ym+N1B3gZzm+Br4uSFwSWO5GPpFqsaYNNZtOsKqB8RXYfmYfsGM/nXr7ftevliVUzZjH4RnpxLR0qEiCltCmjm8BOcXwTwXOnA2xa+BRkiJuxe2bI1w56pH+PPKB6dPUhRFURRlE0EzwBRFURRFqXmkcysT5VKG7BasKO7DYPDR1dL/7/9K3hJKMaySYQxCxwclJTEOwZLgsVGVaBmHNUKCI43dG1N8KDvD17lgJgpkVRGkAayR2CWS0MWwFsRmHpHt+7l/rMIDW9ip6PKJZXf19g0Wj8TfkJooBXoMU5KRGAeSYnFkVRkeQoaLUVcFJopobVvia1HM0JUEJwml6R1lLgkjdCnEkhmHSNiPw5K7BJ8ZtsimGCtatJOSvEzIjMeLYaLbom0d3dKSi8cPWcquDTlXpUHEIonBdg0+C6WBPg2ikCmj2BTFL2/CmBEBF8ofbbgwPXdYdUUrsalxB4LAFWb4JHz0FowJPjobFTUx1Dle9bwEyEODANMK2/a1g0tCSaSJxx47QkrSUKekdwySVQoelTUvBOIbAy6UQfrM0ina2FbJqu4I4Gm1PCYVTOIwMQi/2oyIYG31hIVrIWJJbUrHFWTW0vUl1y++h/222AlFURRFUTY9NqoD7Oqrr+aoo45ixx13xBjDpZde2rf89NNPZ99992V0dJQtt9ySl7/85Vx//fVr3OZhhx0WuiVNe732ta9dj2eiKIqiKE8Num6M3E2yqniQrhvHiR9ofjFUEfeWLhm5pOSS0ZE2HWkzKUN0pFW/e5LguhKLI6WUBKkdUkTpKZRQZiZ2eiQ4v6zpCWE9Y1GvONE25iVVjpMJgktqhMxAMu01ZD1DpqRtHZl1pNaTGYc1nsQKbVvSsiVtCiCUK+aSkBpHK3a4zIxgTHC4pY33tgnbG7IFLePIrCc1vlduEI+vbUsy6xiyBakJ4f5tW2JNaBggGLxJyKzHYUiTKPoZS2I9hU9wxlJI6BzpraF0FjEWSouZSjClweYWI0H8qsogbdl7pXkQvtIc0kKwuYTPecgMs2VYnpTh56SAtCskuZDkhFccT0rB+jDXuDBmizi3279fG5eHzo1gSsH63rykiPll3mCL6LAzJpZ2GqwzoaulmPAQpEAUyhCC8OUNSRnmGhceFmmHDptlmZBPtnBlgskMPoUk9bRSIUvCc1C9spT6c2qFLBGy1JFYh4irReJVxfSmEYqiKIryKMT8zQ35Cr+N2vzYqA6wiYkJDjjgAE488UTe+MY3zli+995786UvfYk99tiDqakpPv/5z/PKV76SO++8k223HZxLcskll5Dnef3z0qVLOeCAA/jLv/zL9XYeiqIoivJUQERYOPFbun4sfBmrl/S8Vr2Sv3otkhlurJ5g1TIlbRtUjiyKVCmu7giZGh/jnTypcX1Vc70SNGmUQPb20SyztNO+x5kBrq/emkTxrvFZ6IXUE3O8BKZoUZLQomTEFpjqPKqiR7OabUcHmMdQimVSWrGjYxirujt6MUz5sI9CEqZ8CyeGcTdELildnzLh2pTeMF4MkfuUjktZ0RnGecNk3qJwKa40lN0U8QY7loQMMAe27HWBtI4wVnWBzGPwfd0lUrAuhuI3Tsg0KmHD7Zgmh9YB9qFkserkWF8QqcYEMSYsix0ffVqtS70ucZ5PCE4xC244ONSYlv8lRioFtHZ7EXPPjDSPT/DDHt+W3nEhtGcVpMMl1vgQhG+l/ocICNYOyI/r7Z7QetIx6YPwlVhNF1EURVGUTZWNKoAdccQRHHHEEatdftxxx/X9/LnPfY7zzjuP3//+9xx++OED19lqq636fr7ooosYGRlRAUxRFEVRHoU7x37OwonrY0XZzAComb8r7Be/emJUGMui+CUitIzU5Y+ZCSpFaiRqFz6ONfczWPxqljk2xa/+rPVesP4g8WJtxC8RmJLp4peQxuPpHd+AbQsU0d3mxDAlrXofYXkQv0IOWEYZu0BO+RZeYMK1ySXFecOEa+O9YbJsk/uUwhtWdobx3jCVZxQuBS+4bgbeYMcTTDcE4VsXcsVsYYKo5YNbqxLEkqr7Y0GY1xC/qiytxyR+2Vga2BS/6AlcYujr+Ojjt9B6TKiD6yURSAxigvhVZ4qZ3n579bH0xC/CMTfFLwA/FMWv2m0oZCMF2XCJiDDUDuKXeFOXtA4Sv6A/s656xpbly8gYYZv2rAFrKIqiKMrqcVjcBi7O29D721R40mSA5XnO1772NebOncsBBxyw1uudd955vPWtb2V0dHS1c7rdLt1ut/551apVT+hYFUVRFOXJRuGn+P3yS0hMhjUZhXQHzpueuTU9j7w3JrRMCdIrRxSkFrqqskVBSKd1VGw6uh5tH5X41TzC6dlg04+/96qltlr8qsZKEhwJllAqWc1I4qxoduoTQqoSx6o0FJFY/lkJbmGsEttKLCUpRjwdP4xgcGLJJcOIZ9KPIGIoxdDxGeAZy0dx0aFUuBTwFHkrOJZKgvhlBVPELpBe+sPv48nbaqzoF7v6AvGn3evVDjZuUt3dsbENabbZjCH0tfgFjQ6N1IH4Eue5NsE15iWUN1bzTXAs1t0im0KdNB4eQKz0xK8Q0oaxQjZSIgKt1E0Tv0IZbfP+Tj//5s/WGEpxWJPzom33GnSlFEVRFEXZBNjkZb8f/vCHzJo1i6GhIT7/+c9z+eWXs80226zVur/5zW/44x//yLve9a41zvvUpz7F3Llz69cuu+yyLg5dURRFUZ40LJz4DZNuGUN2i8ZoL2R8kPtrZjfGkIklQGZ8DK4X0qhOJLUzS+pukVXO12DBqpKlpo/1BLGmBsNqxnpr9s6kLuWUnnBlqj0KFBIi+VNCtpfHxJD+Xl7Z6kQ2FwUvH3+ja/HBVRbXFkKwfuGTGfM6PqvHCkkxhM6QCDhJyF1KYqTuAmnE4F10fHWTWt0zLp6Ni0fr6RPCKtGoEr2s6wlhFU3310Aqgck0pk1TH5tjvW6M1KJX31hTRCOUN0oaz6cpolX7sI3PcZ+meaxxvm/JDBU1HSoxBsQLaebpz0IJ7r7VnfbMyxDud5IIHveo8xVFURRF2Ths8g6w+fPnc9NNN7FkyRL+7d/+jTe/+c1cf/31bLfddo+67nnnnceznvUsnv/8569x3qmnnsopp5xS/7xq1SoVwRRFUZTNinvGfwVAKXnsf2iRho1HZrz3RKCefOSxUUiwlEy6DIPgTBAgMimYMhlWPKkNqsWQKemYlMwUpAR5KDE+dhwMWVBVyeMMN44Jxp/p7rDmvH4xrNdZUoAMg6fKChMckBIC58UUDIXY/rrM0yA4Yvx/zJCqnEIQBD4vxPPwdEkYNd0wFtWkAktGCK4fMoYhkzPlM7ZIPIW3OGsYocuYa7NVuorCp3gRRpMOK/Ihth0eo3AWI8JwK2eq0yIZFgpn8S2DTx2+myDWQwn40E3RdghdIF28bknIABML+OCO8hZwIcQeAcp4l71gG1JkJZpVbi1rDUYkdJ7sACbMNRKC5emG/dg0XHmXgC1M6BAZXV0+AVOaeDxhzGWQToA3Un9jrfPDbHR/RVGvp1bFbdSimITjn+rdqGof3YmUJHVMTYWDMEkQcFMbXYrWB0Guek7iJqrSV4mqnRNP22YMJRm/XnI7u8169O+oiqIoilIx7fdPG2yfmyObvAA2OjrKXnvtxV577cULXvACnv70p3Peeedx6qmnrnG9yclJLrroIs4888xH3Ue73abdbq+rQ1YURVGUJx0TxWISWngpEfFM90/1Svx6466xNIwmdRFhV4Ya40LQwNoYiflgzjFsu1jjaSNI9EklUXYLolQoGTQYpNEJstpHU4RrimBhTWkcbfhsGXBWJkhfzS+f3hiGcDhCWH04AoPDkBC6NVa560zfpgHB4wkdLUNZo8GJoyTBkuDxpMbSMg5HQoonJyUhxZopupJhjdCRjI4PItuUbzHXdJkshQnbYoScybJF2nKhpNIZypZHiqQuFTTO4BNDkkfhxseuixLyv+rQ+zJ+rjsxgnEyzQE27auyVCWFYKbnghkJopSNofcWfGIQGxxdJjFgBZ8afLxx1plamDNlELqMBymCYCUGpBW1ujSURVYPiqlubnWYVQaYANZg8yTcFytIKpB4iiKBBEpJKL0nyRyJ8bSykiwNJ+a9iQIfZDaIp303W0AkZLntOLIlU67L8nwCRVEURVE2TTb5EsjpiEhfXtfq+M53vkO32+Vtb3vbBjgqRVEURXmyE0SM3E/iKaMfqrfED5CPqqWV0FSFz/dmRfdWFElsXN42BVumE4zYLqMmZ9gUsQukxzTEparLYhjrdV6s9yE9Waaan8RXX0g+g8Sv3rlVLx+8XTFP3dadGh0WA7SMIzU+lm32O8ya23NxOw4bc74sU2R0Ja1/LsXSlYzcJ0z6NpO+TUdajPshOj5jzA0xVg4zUbZYUQ4zUWasyEdYno8wnrdZ0RlmMs+YmGgzOd6m6KRIJ4XcYqcsyZQl6RqyCUg6kExBOhVcX2kXbC4kRQjFt6WE90KwpWDK6eLX9JMMy20zbL663VGsIjGIDZ0cfRY6P/pWEOR8Cq4VuzzaME9s7AhpwWdBCBNL6BxpwQ+Da8VlcR6xS2TjIcWUodQTwrKqI6VPBGkLMuqg5SELQliaObLhkjRzjA51GUqLYH7zwfeXJZ4scbX/TYTYQj4+d9aTJp5kYEiaoiiKojw6XuxGeT0ezjnnHHbffXeGhoZ47nOfyzXXXLPG+RdeeCEHHHAAIyMj7LDDDpx44oksXbr0ce17XbBRBbDx8XFuuukmbrrpJgDuuecebrrpJhYuXMjExAR/93d/x69//WvuvfdebrzxRt71rndx//3393V0PP744we6wc477zxe//rXs/XWW2+o01EURVGUJy0j6dZ0/TiTbkXfeE/8GkS/y2rmrF7mV7Mz5Nxkqg6Xz4wPOWHG0xSrqoD7ZtlisxRSeruoSxiTGcfQE8IG6jj0i1/VWBC/ep0hTexSaeh3fg3aXpX/VXV8dAJdSfEShLXQYdKQx7EpaZETPk/6Fk4sE65Fx7dwYhh3wzhvGSvaTJRtvBjG8iFKb+lOZXS7WRBjugk4g+0abGERJySd4KKyeXB+ScMBVjm/QpfI6ORqlj+uASPThC+o1UABqg4BYkHSIBb5LI4lIFm4RlVNYRC6grjkU3pCWhSw3FD8bKP7C+rA/PpYJQpf0lgfegH8mSBDcUISnFxJ6snaDiuekXZOmghOLC7WUGaJw1qJZreezFudsNQnLDzcXYoTx9zWyJovnqIoiqI8Sbn44ov527/9W/7+7/+e3/3udxx66KEcccQRLFy4cOD8a6+9luOPP56TTjqJP/3pT3z3u9/lt7/97aNmtK9PNqoAdsMNN3DggQdy4IEHAnDKKadw4IEH8n//7/8lSRJuvfVW3vjGN7L33ntz5JFHsnjxYq655hr222+/ehsLFy7koYce6tvu7bffzrXXXstJJ520Qc9HURRFUZ6sPG30+XTcOM1iwqYwtDrWLH5JPacqXZydTGGNx+Jp/f/s/XuwbVtW1gv+Wu99jDnXWvtxTp6TJ/MkpAkUckG4UBlEIA+tiy8sQqk/iqtEGVGEhkSIECQhhhGiBmVYCmEYgl65RQUKZUWVXq9F5FVLEEUxeZq881KYQJJkknkyz2Of/Vqv+Rhj9N7qj9b7GGPONfc+j0xOZp7dv4i111x9jvccY+45fvNrX5NIAsKMppTp5l0gRyDGVcdVcYJN69jN/dofm7buKucpAGt63nLNGkk7y3zQ8tKVeZVew6w7pCVp9RqsNJLc8RHYpNbC8FXYpBZBuYwGwYYkXA5LRBIX3YKYHCTYbFtrOtA562CoGPxC8Z1Yjapm+IWVPVLceIPtROkMqclcXTv79hD31xWVmUqHRiCFfDzCbKyRnZWoMoXel+lmY6nBnFy59BFgtODNNQd3bvZb7NzRoziNOdu5ZmEHpG2iwa84wd7g0gi/DnsHy2oFJ45eB3rt+JInfu8Dp62qqqqqqjqkpPIJ+Xml+u7v/m7+/J//83zDN3wDn/d5n8c/+Af/gLe+9a183/d938Hp3/3ud/MZn/EZvOMd7+AzP/Mz+QN/4A/wF/7CX+AXf/EXP9ZD9qr1Cc0A+8qv/EprYf0AvfOd73zJZbzrXe+6MvY5n/M5D11uVVVVVVVV1a68LAFy+PxLmoAoiOdBmkMvnwFXK4OFzKtwlOvUDHCpTccuYNLs6tpd3tX1wJT5tV+R93I0h3y7XrOJlyhXTUf7GjPEMvorJZQWnm8ldZqdZYLSpZDHlB6PkNikI1KerstdIFdxadMl6GLAibLattNrNXgQxfXF9sQEuLZMYzkA3/VlY9U6QwIu5eP3MtxfVwdn+5/bJ45QS0F9HmtsWrWANHt+Z7q8vPlY2D34qrMXZHbgx+2adZUcw/EX+UCl7P4CQrByW00GwMzlNQWJeVfqa1/OWeRQTSiJa6FmylZVVVVVfero7Oxs5+8H5aN3Xccv/dIv8Vf/6l/dGf+qr/oqfvZnf/bgsr/8y7+cv/7X/zo/8iM/wld/9Vdz69YtfuiHfog/8Sf+xMdvB16hPuUywKqqqqqqqqo+/npm9Us07ghBRzPNDhjSXKI2+9Hxt0zPU8w4pXjSUrUSiiex0UCfAtvkuUgLNhpYp8CgnqiOIXOHQTH3k1oZoWVqjaamGWyClLc5Mq0/jVvA+DvN5t0FZZozniyKX9S22RMJY6JXGqeRnaVMPy6vxUolLVg/MOA14om0uavkgg7PgJfEkWzxJI5lQ8tAkMg1Zy65a27DUjqCRG40K7xErjdrlm5LIHK82BBcoln0SLAjk5ryW0kZ9sSQXV4Cqmoh82J5WeQxor2Wuy90QmJChvITkT5BPPAz2LQM+ScmXJeQGHGdzSdDwq0TflB8l/KY4jq10P0O+xmsbFM0/94Cg3Wy9IP9LX3e/vIzd6XNXmhVnXXEdNCL/SgMnUNU6DvPtnPWSTPljpb5R0gEiQSJNG7IPxaYX3DpkBJePAvf8O47v/lqL8GqqqqqqqrXXG9961u5efPm+PNd3/VdB6e7ffs2MUbe9KY37Yy/6U1v4vnnnz84z5d/+Zfzz/7ZP+Prvu7raNuWN7/5zTz22GP8o3/0jz7u+/Fy9UnfBbKqqqqqqqrqd1+n248SWNLRkTCrUHEDzZO+5kozGBTzNKJKKwOtDIioddkjoMC5HkG0b99OOWbpek7chgUDyJAhkwEvEZCMsRIlRB9crr8rDrG81nFLprh+y9wqfq55gpPAzu7sGI80dzAciyGnSXXv9/5RKSgsZPjVSu6CCCTtrcQRIaqjx3HiejoNdC7QaWCrgWPX0+G5kbZsU2CVWo5Dzya1XIaWy7blol8QgrLuWlYdbBvFbQNREmwFJ7lB4sZKCP12yu1ygx05l+wYoWodITV36iwdIMvP/ot+yCKWLXulhLLkeiGAdyRR8EJyAl4t9N4LMQixYSxVTE7Bk6czXqUbe2HSOoffl4B8nztG5mwwnK2fPjvJ8le84gQ6n7tSYi0dQ2LYBPDKEBJdDDRNJDQDrYu0IdL4SOsSjR/wonhJY1lucfcNybMeGrYx8KblY3Tac3t7evX4VFVVVVVVPUTla7bXep0AzzzzDDdu3BjHD7m/5hLZ3U5VvTJW9N73vpd3vOMdfMd3fAd//I//cZ577jn+yl/5K3zjN34jP/ADP/Ax7sGrUwVgVVVVVVVVj7iG1HGv/yiX8T4pYyMtFWAP/EBmji57ZNN5Itf8Fodax0OdFzBOEKqRgcf9JUEGFgy0Encg09WOj7kLpMyBjI75YOOMcqjj4+50TiaAtbs3+Xcum9u3yM9dY4fA13yaNMK4PKYw4M3RhjMfmArrtMjdIANbtQD8VWoZ1LNKDRdpSZ8c9/tjuhi4iC2n3RFd9JyujtgOgdh5hk1AB8FdeqQX3EYIa0EGaC6t5NENOQA/WfdHSdbt0fXm+HIxj+Xxg6WOD4BfUtxW+UAr5CB86/6o3uVujAIud4FcONLshVGPBeYLuTskO6H3FoQvqFcDYJJLKh2QbB8VSAum4HsBFZ1gXEjWAVIUaRISFO8jy8WAuMRx09P4SHCRpY+IJILLHR5ld/edKK0faH1kSIHj4On6nj5N3VOrqqqqqqo+2XXjxo0dAPYgPfnkk3jvr7i9bt26dcUVVvRd3/VdfMVXfAV/5a/8FQC+8Au/kJOTE/7gH/yD/O2//bd5+umnP/YdeIWqJZBVVVVVVVWPsJJG/svtf8oqnuUCv/2ud4c0h182nSdxPcOvjTYMHIZfgZjhV6QlspDIvM+jo2SGXYVf8/UXdqKzMadXu0DOp5OHwK854HJy+PmyN4eOyhx+zdeuCh0+l3Aa/FKFVVow4OjUs9F26gKJZ52a3P1RuN+f0KfAZWy43x0zRMfpyoCY9sKwDmjC4NcguE4IKwvAby5zyH2a4FfJ/5K4B7/M1oSUGtQrO/gQ+MUMfikT/HKQvOWhjfDLw7CwYtERUjkLzFdm8Ev24FcwmJXCHvzK3Sx34FdetqKjOwyf4Rcz+OUMfiHKcdPTBittXIaIiBKc4kusmu74B8fHihBcZJWeByLXmqMDB6+qqqqqqurB+lQIwW/bli/+4i/mx37sx3bGf+zHfowv//IvPzjParXCud1PZt7bf9SfqMz2CsCqqqqqqqoeYf3O5S/w2+c/zdLdYEr/epg045xd+HTstzhRevXEnf6PzB4pN/2KIAlRZSFDLnqchdnLbiB+Gdtd2gxqzZY/7xy5P52Th8eZzwHX/kJ288KuzjflkclszB4Pxcum0Odiy01qLChfYaMLBNimhognKlykJaBcDEt69SSF+90xKFxuF3TR41KiW7eogF97ZHBIUsKlrTdsJzAUchC+RHCJDMLyMc0QS1Vxwyv8MKqzX+WEyKBLgRTyx0w3jcVFqU1kBGZjt0g3jZWOj6nJ7rCUO0LC1AUy5f0hAzJPsRDm9eYf1Qy/QIIiwTLOFssBBHNyhUhMGPzCzjn/wC6Q8/NaERy9bnBuxdsf+6xXdgyrqqqqqqo+RfRt3/Zt/JN/8k/4wR/8QX7913+dv/SX/hIf/vCH+cZv/EYAvv3bv52v//qvH6f/mq/5Gt75znfyfd/3fXzgAx/gZ37mZ3jHO97Bl3zJl/CWt7zlE7IPtQSyqqqqqqrqEZWq8ltn/5mkkYW/xkW8PXN/HVaBVXMkFSQRSJaLlLsdWmA8s6mgkUgrA1GFYxlsG5h1WZQ0m0P3xiYd+vaulEfqA6bbf26utDfdXA+DX+Pze+VxY/mjkgGfdXks5ZA91tqw08amVeiwjo/ruLBvZVVZpxZH4nw4IqlDNLHubWzoA6o56ayzACzXWfiXiuV+qWTnl9rR9NHGXC5xVHTM7XKpjB3Yzwe5v+YHphyDXGOqpcvj7HEK5gqzLpB5u2bdHXe6QJax5sBYnm4svcTywXa3Jbu/FAi5pjVl+KUQGrWstKQsFtYFsnHmNEyqNL444V76G3In1smzdT1vPX78Jaevqqqqqqr6VNTXfd3XcefOHf7W3/pbPPfcc3zBF3wBP/IjP8Lb3vY2AJ577jk+/OEPj9P/2T/7Zzk/P+d7v/d7+ct/+S/z2GOP8Yf/8B/m7/7dv/uJ2oUKwKqqqqqqqh5V3e0+zAub3+LI32AV72cvVgE4h3GR5JSw+bMNg4EdlRyfHxERSkC+ZKxyJFtrLpjLGgcVRDIqyzTD2IhO26AGqEr5YgFrJeB+PhYPjCX2SyV39VDAtUfNHgbHLDusbLfNaE44A0sRg1WDBiDhVBl0gSfSa7AOkpro9YjAwFpbnEacRLbxhEYGNkPAE0ESXR8QF3Fd2VOFrZAk4Xtzl6kDF/MxyKRNE0ifSApOFYn5eA1phHFjJ8idHZ2VRjrJdYh5f3MpIk4g2nLUOYhKpkwZZjkYFIeQok7LijlAN+XVBlueBkHLWGNjIhmgzTs9FnAW87zzk4O88xHwGasm8H4gJgjO9rWPjib0DEkNaCUYMk2TGe2T2YkwweCI0LDwnl+5/16+8qkv3T+TqqqqqqqqHqi5c/y1XOer0Td90zfxTd/0TQef+6f/9J9eGfuWb/kWvuVbvuVVru3jrwrAqqqqqqqqHlGdds8ypA3HzWP0/fMIHpWI6FXX1VTmN/mqyke1NQs6bThyWx6TFZ60E1hfQuC7FFjT0kikk4alG1jSI2J4aMicQaWkgml2k+VSPRTjJPZRsWSEGZYzla2zKbIrTCYmsr/tlkt2VaN7bTaT7D1/qNQSinfNnHHk9R9pJCL0fuBEt0Q8J6m3MQKDOjptuBE29OrZpAXbhXWBfKJdc5kW3Nse89jRhst+wfkistk0bC+WdCkiW088ESQKOkA8hrC2Axc6cCsr+wu94gdzfpXcLz8k3GaAIeH6CENEkkKMGLFMltXRBGgbCM4A1/zglAMi5PyvXHPqHWotPUkXORvM2/MaIAYHDpLP4x5iEBsLpWNkzgbzEJvcDTLYY3xe5WAvgqaMIL3tm3pgEJsu5HB/B/3QQFQ6p2z6QAiJ7dBY6L1LuOwGc7kDZOMjjUtjWt0ciqkqb1peR0g8v7l94Gyqqqqqqqqq+mRQBWBVVVVVVVWPqKL2lLv4QbckBg59Jzh3NcEu+AHlWLZcdxucpCvpX1GFy7RkQGgkcuw6ApHrbksjcbYUxWdnmCiI7HaBzFwFmDpETrHkhyP7x2aAB+r65lFRh/d30sOcXzvjVxxj2cemwoZARBh0CsK3I2FB+Ou0oFeXfwdWqeE8LumT54XNDS7iglXfcn97RD84Lu8e020bdOtwK5/D4I30+Q205yCD0l4ofgu+S/hNQuIM/vUJv+6RmJBuQKJCTBP4yr81eDg5MreWdyAgowNMZuCLDLyADMg0h7OpZFeYtzLI2Lox/B5XxnIXyGDAyh7b77iwckh1+bEjd5jMxz1k8FhyxEQtR0wUOYpIk8ApzpnbUJzBVOcSR22Pc4p3CZ/POy8JEWXpBxqfRhhbDHKC2PljrI7r4Yjz4ZIu9Q84O6qqqqqqqg4rITtNdF6rdT6KqgCsqqqqqqrqEVXjlijKeX+LpDksak/7yGv/49I1t+W6W8/wwKSkwkVaEvEspKN1EUfihtsQJJfhiYGLMPsoVoLw3Wx9IhMkm7u3yK6wqfTRxsJ+McEMgh2CZbv7O+nlwK9SajnOMK8eVFgTGHAklRF+bbWxrpDqWaUlSWGVLPR+mzzn8YghOZ7b3ORyWLAdPPc21hny8u4x3aZFBgx+JXNASQK3hfYMSEp7bu4vhgy/ZqWB0kf8erBcrG6wEkhVJEbb6AK/Gg/HSxBzatkLoeNOiswg2Bx+uVya6VwGWXlMlLjIYyUwXw7AL3IAPjP4JbkjpEyOMIVd+JXLHC07TJFlRHL3R+dzkYlT2x1JHC96RAx8+VwOGZzZ45Z+oPUR1XJjkksiJZfcqhKyu/DW9j5HPnDslw84s6qqqqqqqqo+0aoArKqqqqqq6hHVU8vPwUvDRX+LKchp0i78uppO0UrPNbcxWDWDUMVZdZkWRDyBgdZZ2NQ13xEkEdUaBiqMXSVBM/xihF+KjtO5UtKIUmKf5ust2+czPDtg/NrZo5fSK4Zf8xnzxBs8AxaS3uePXZ2a88ug1wIFNqkdOz6exWOSwt3umMthgahyd3tMQticL+g2LY4IF63BrAiSBGKGXwrNGnxn5aKLdRpdcJK7QPq1tYiUISKDHXMZ8p6kZPDLkeFXPsjO7WaDzY+CL7WIGWqpjm4xddNYXM6cYd66Y6aF5OkwgKWQ2rzkkOFXgnRi+2DzzrLByjF3Vo5YgvOlScjCQsRcmLZbBFDlaDFkpyG546PSuARi5autT6jKlTNf1SAYCDFB42A1bFBt+ezrbztwfKqqqqqqqh6shFgDnNd4nY+iHuT+r6qqqqqqqnqd6zg8xsIdkzKmKnq50OjYddkN43Lc+zTdoI4Bj5BoXMzljNYFMqngxgXq+GFkyg2bOjrOp5sDtv3pJk3w64r04fDr1QTCPnAesSpCOwZKKoWbCjGP9dpYplp2hAnKRluiGmg6649wJFZDS0wOp8rmcmk1nZ2HJFbOF22vQkfu6qiEtW2Z73OnR8mloIAbkmV8oUhfwu91+on5QLWNOb+KVW9/byfLnoGp8oKpjja7qQukoqXcMeXHYCArd4Ys3SLLCzwHYeRSyLGDJLZpNp1On2hHcqrQZqA3WgTN/QUQvOV8pWTwa9yNvLzWx/z6PuiMkQm8irVtGFT5rJMKwKqqqqqqqj5ZVQFYVVVVVVXVI6qz/gW26RJnvQinJ67c81/FPJ7EUnqMPUweqDJrp2F0bQUxJ83SDTlLaQJXU0njYcDFgbF9x9d8vTtlkwf2+ePt/noYNBvKkVF7DErEjzlSBXp1mgtAVVnFFkE5H47o1eFJnPcLRKBbt6TocJJgkx1Xs5acfmW/QwcuWQ5W2M78aXnFbhtRESTqBMJimjnXcox/09jASIYOH4OxLFKMeimU2tZxXlUMeqnOxpQUmF5gV4BZXniGYyQrhwSDXpoJp5ZPsbOa1nEsKOLVykNdGqcruf1NiJCdi6PrMBNCLwbF0kNeXNXJITkka9UQxPNrp+978ExVVVVVVVVVn1DVEsiqqqqqqqpHVHe2HySmnpPwJOfDs2OAPWS3jbKHp6ZySCeJy7QgSCQQSSiNRLxEvChBIjcwImNgwXK5enXZEaWZ30zBr31OkbcSxjQLwFccwrwLpI0LolMGWAkqT3naIhmXM4GzB/t6Xt54WY6f/b3/fCuJQG9dIIlEFZIIUR0DwonviGo5YEP+/cb2nC4FVosFn3X0Imtt+d9cv80qNtzeXOfe40ecbpdcvGHJdtOQ7rdwGpCVIzW2la4X+qWVRW5vGujym4SsIm6buzwO0UoeNWeDqY4dH0mKqML9c/tb1cLxx4MgEDw4hwQPIUyQDAxuzcofg+RsMMngy81KIFtvHSBbTwpCCmIB+d7KH9OZBeRrEJIzR1hsDJJpA6k8lwPxnReSKARP2jh7gbya/S3kH6fE3lmnx+wEs1B8zRWeguZSFCeKSKLxieAtK8yJBea3PrL0du5fb67jxfHh1XN8OW9/wFlUVVVVVVV1QDr9v/NarvNRVAVgVVVVVVVVj6jWwyldOsuASUdH0wS95gWKpkYGjmWLk0TIXR8biSxkyLlINqMj5fJFHcGaw7rrwW6yWEFTIRcKOjQva8r6KvCrbGvZQgc7EIxxubuusfK4/MyB1Sv9CHjIGFSWMTNkYflgQgIigopjUGFLIKow4IlYqehaW2JuGrBJLVsNnKclXfI8t77Jne6Ey77h7sU1usGTXlzA/Qa3FfyFIIMQLiFsQZKOUCtcRppVQrqIX/Uj+JKUgVdMBrlK58eUrv6UPVQMfIVgMKuUSM6cYwQPIsj4gkiee+7pA10E1AvaOlLjUCcMS7FgfM8IydRn8NVAWjA+Lh0gS5dIDaDOOj9qMPcbAXC74Ms3EVzCe4NfZRNVhZTc6PryuVuk9wa6ikssJiGKMCTHkBybIXDkE49fv8nZcMEmdq/wbKqqqqqqqqp6rVQBWFVVVVVV1SOobbzgvff/LVG3uNnHgREt6VX41UrPsetAE4GER/ESWbreStKye0Zyadm8a6MchF9cgV/swa8RYOXlXYFfTPBLuQq8diCa/O7Ar/lz5fmkEPMeWe9LISpstBmzwSIGxFZpQVLhPC7ZaEuvjtPhiKiOj6we4053jW5w3D6/Th8d8vwCTlskKuFckCiElRK2+RjkUsf2bKBZJYiJcNnBkJA4h18Zeg3RwrVUIe2BsHKUBANf3gAXi3YqfRyf97PA/ByEn11fZQwR0pHBrxQc2jjUwXAkJGdur7EzZJN/Lwx+KeYAU2ddIDV3ibQOkToF5qMWjl9cX00+n9o4Or2cT+M5gUBKJYDYukGKQOMTbS6VTDqdLaIG3WJyOK+so+PDlxtuNomlL6FlVVVVVVVVL08RIb7iTyQf+zofRdUMsKqqqqqqqkdQ737xBzkfXsBSpiz/Kz0Efnlihl+W6eXF/E0j/AIKXpo6OU6w6sHwy/LEzIGmebm7XSBL/NS8C+R86/YzwWQ27zwQfx9+vVK91Lyju0nJBZxTiWdSZavNCMRKF8h1WpIQ1qlhoy2qal0gcdzennCnu4YjcfviOjE5/P2AnraIKOHcIUnwnRI2+RgZryGsEs0qkVD8ZWfB9ljml5aSRiWXOM7KHEtAWYFfBV55bz+q2fklBspK2WOBXwDO5WB6NxvLHR+XVi6pztxfCsSlOcBAp86QwdarAXSRz8kWywkr42q/Da6Vsez8ymMEI7MFfkHCB9vPCX5xBX45yfBLNZelTDcKk8NP6KPggNvrLac9vO34La/onKqqqqqqqqp67VQBWFVVVVVV1SOm+91H+OjqPRz5x3BiKeS6c4N/9VvBVkqAvYWEW8ZVHHPYp1I33VlKAVf7mqWN4SnAjCvzTujhcEh+yVrnwLw7gfhXpnvl7q+Hae7+0nwUSgkkWPh9CbqPeU8HDUQcoom1LgCDZIM6RJUXt9dxoqy6BX30eCLx3gIEXA8yCOoUv57tjxoEalYRldzxcVDUqf0eN1Yn6DXuhF6FX0XeT7+d24VfU/vEWRfI+VjeruCs7DEp2uRX21vZoyYdu0BqDrovXSAVDHCVbpEZcEkBXyVMv5wsLu9LsNwyyRlfmhTvdfecSIy5K8K0yY03kvigLpCl0aUiuNwF8qIXPv/m733pk6WqqqqqqqrqE6IKwKqqqqqqqh4xfeD8Z+jTCi8tSmSKiGcsY5xLUFoZSCoEmfBOI3Fv+rlbaw6p9hHVNI+fYaMy3Q70kgeDsPlW7ru/DkO0V6+X6xwz99e0BYo5mvrc2jBlH5uqstWAZOgVM/RapQUAp8MR2xTwRE43S3NDXTTQOXAJtzLPnO/M9aUTiSR0GXaJ4teDQSC1rDRUkQK4Cg07BMLmKk4uVXN6Fcns+fK3ZAQ6BuJPj+fQSzNFjTm4X0qJpDKCMHLOF3PoVbpAJiuDtPXnn8TUlWA2JgWEiRgIU1vOuLt5R5zL7kNJBK9XDsOD1Kfc6EEb3nv60Zc3U1VVVVVVVZbmEPzX+udRVM0Aq6qqqqqqesT00dV78NIy6Aa7/ffAABRYZM6uRiKNDHixzK8CtiLgENbaAtbdUSThMTeOzCCZY9dRpiP+0tEhNeCMVaiNO5SBbCLSCZCV7RtD9UUN7Iyeq/J8ApGcIWZrd8oU0p8ls59DOgTYDqlANjdOm8bxhkQUaNiSgAFHoieKsJRIAnoJvMFfMOB4Mp0zJOE8HPEZyxfZxobPOblFlzz31tc4ffMR59sl906vsd02DHca+msev7YQfOmBJGwfb5Ahod4hQ8JtEt4PSDfAMCBDhGE47ACTbL+K0dxgIrDtbI/W6+mIFJeXy387B95bAL7LR7YAMBH8RbDSx2WDWzdocLitR0Us1D6XRqYml0g2QnMJyUkOwBdSA6GBJOTsLwNmNn8ZE9QreEdyQOOIAnglSWsB+Y1ad0hvJ4eqIhoMmDnY+GTni9j5Wx6LJJom4VzCO4NlMcGNZsnCt7z39CN86ZOf85Cz5ZNfqsqt7W/zgfOf4/b2w5wPL9DFNa0/4WbzJp5YvI3Pvv6lPNG+zV7rqqqqqqqqTxFVAFZVVVVVVfWIqUsrRDwpRZLG2TPmmTpyPQsZRkeWqo4Z5gVqFVDlcydIL5Z25Zm6Ps58YfnvNI6ljKYkl0BO8EgyULJgMZ3dYLs90LVrA5MRhDmZga/5dpTKPHaB1jwj7JXczh8qqdS8/MLtrBmjjNlfmoFfyt+8JhwiENUR1YLxN7Qk59gODRsaVrrgVneNy7jghcubXKwXyL0G/2LArYXmAtxW8T34DhgUv024XvGbZN0f+4hcrpFtX0Kvpo200LecB5bBl+49XxRTdnzNnsdDmLnEwDLHnLPlBg/eQQjoSYt6C7/HWW9Iy/+yEkmcATXNAfgpCBqE5HP3R2edIMcTJv/WccyC9JXsEPN5IgUdFF3G3B2SsTSTzhaqokgTc/llXoio8UCgDQMhGBhTcq8AdTiBe1ulcVtub85fwRn0yacXNx/g3bf/Bbc2v83lcI9BO3TsbSq8sHkfzcUv8N7T/8jTR5/Llz75f+Lx9tM+0ZtdVVVV9SmttPMJ6bVb56OoCsCqqqqqqqoeMQVpSZrYxPsoaSzVA+XEbVm4OOMfBSjlx3nqIBEv02PQHGZv2vlYVUBC/nMOv5qdBLFpHbua1rsfji/sdoYMMjnP5gH4BcM5zeWCB/SxwK8yNv8pQffm+nIkVXrCOBYzCFvlEsh1alnrgkEd9/oTuhS4tb3Gre4GXe/5yO03sNk2NLc97lZABmjOQHrF9eC3QFKateV++c1AuOwhJuT80hxhmqwEcr4DqhMQG4arJZDjASrBWzN5D024+nwpi2wacI60DOjJ0hxbjRvdWRqslDMtPDghObIDDIallUomP2WBpQyvxiB87LkylgJ5eRj8KgxPFI6SjUl2fwH0zuxkPiHtzA0HI/xClEXbE0JCVXJEWgZmQFRliEqfEj/5wm/zf/6s+zx99NgDzpxPXj27ei8//sL3cdHfI9IR6XDicDSImGczaaRLG1y84MOX7+F+91H+6JvfwRuXn/mJ3vyqqqqqqqqXVM0Aq6qqqqqqesT0xOKzWA936dN6LEMEOJKOhYukGf8oriidgSafu0Aq1hESzJ1VgNNVkDTNm2awrbny/eMB+KXTvDvbMjq5ps6QQabp9rdlZ+wA3/l4fCAa4ZcWt1f5Vte6IvaEEYxFHKqw1paEo9fAWheoKveGE3oNnPVLbnU30AQfvfMGNn1Dew7uVgNAOAcZQJLBL1UlrBMSQfpIuOwNFF6skD6aky/qLvxKM/gVHwK/4Cr8cu7B8Eux55ygjUNPFihqLi8v42NFSa3BL0UNfgnE1uCXygH4RS51xFxhZSw1GX61GOhK5BJGhWUy6KUZfikT/HIJafbgFxl+oSxac36lVDJTigNuOrv6bJI67zf83V/7YbaxfzmnzCeNTvsXeNet72cdz3Di6NIKR8BLGMscBcFLwItnmy7x0nLe3+bHX/g+VsPpJ3gPqqqqqqqqXloVgFVVVVVVVT1ievrov2XQLTLzSTk0w6/d4sDSZbFAKMXKHRULsM8oY+zkeMhFVaCUMQKbwo/L24VUD5pX96bfH5s7w3adX4xrfRDaeaVFAA9zf5W1zUEY6Cz8nqkLJD53gZzC77fa0Ofw+1vddRThcrNg1bU0fkBeNBrkBsX1uQvk1tbrYgnEV8IqZ7r1g8EvJ0jMlGZeE6pp2oP0CuAXTIH4pba0/IZcymjgLx21U+2pFzRBCm5arhNIBr8QK2fUIBZ03zC94NnRpaV+YTaW9scy/IL8d8jQqzi/Ehlg6RiSP39hJZ9QzineG/zaT4WzXRZzR+VyyLccP877zl/g3bc/8OBj+Umo953+FOf9HY79Y6zjKYLDyeHbBCceQVjFe5yEJzjtnuO3L/7La7zFVVVVVa8fjU1zXuOfR1EVgFVVVVVVVT1iuoy3EXEk4vgBqJUBl2HWVSA1ASQ/ljJqdoFNjfd255nNm6ebljwBs53prqClad4JPxzuDOmuTLf7+8o+7bncPl6yLpDj1l+BXnM41qtHgF5DBmGJy7hEgfO4ZJMaApG7F9cAcBceNg6C4i/tIEi0H+sImTIcS7ghoQ5k3U07O2Z6zTc4/477Dqg97QMwkez00qncsYyrWuYXWDZYEyBl99do0bPpUsjQS7AssJRzvwoIK10gC2ubGbDSobHcLdK2Jf8OpeulTjZALSfRbGx+UPIJH0K80jxh/9BRuJ9KNtMp/+HZX0NfbhvJT7C6tOa3zn+axi3YpAsSEbdzVV+VE0/UwZxiEviNs5/YyxOsqqqqqqr65FPNAKuqqqqqqnrE9JHLX+LI32QVz1C1Ui1PZJMCUUuqFtndNcXSC4mFxJz/lRhy9pfLUyWFTq2wsZGBRiKt9LSknbpDQXOfScZlG0iTvDwo/q40TgF9/i06L8m07es15YaEaRwruWEedoLx97UPzuaS2TQPkpU6TnJ56xGlVUWFEfhFHA2RiOQxYesCS9cxqKORRES43x/z2M0Vmxh4nBURx+nZNdaPL1h1gfO7J2yjR2839GcedwmSHC4ofiUM11vr9Hj9CHSJbHqDUn2ErkdKh8eYZmBs2kudj82dXeOBkVwyyQx6eQhW9oj3CBHE4+5fGqBrAoigrcevHMkLLlgTgOQdzUpIIvhFbgzQCulSiF6IiwzKgr2YScC39gKVUHxVRZvsNgzmjrPOkA7JEE1bJblZRlgATTK9iPmxYuvre+ilGbPDRBTnNOeDmTusOBCRxJ3NBY8vjvmNs2e5vb3gjcvrDzlzfne1Gu7wkct3c9m/wPnwPNt4hpcTeu1AHU4Cva7p05Z1/16CNPRpw7FEojYM6jLQdXsGuXLFJM76Z2mk4YX1HX7sub/PG5efxVuOvoA3Lf+b2iGyqqqq6mUqqew58F+bdT6KqgCsqqqqqqrqEdMmntG4Y44JnA0vICgbbcYyvatSWoksJOIl4nN2V1IPAoPCKi3YqufI9Vx3G1oZaLKrDEBUQBQ3Q0XFDVW6QBYkNi+VnKa9CqNi7jpZlkW+WXforOJOZ3b3yWNWYNhuwedVEPZSHp59+FUcaYbmMFCCAaJhDhLEANiAEBjodUHCE1xkSA3HoaMbAuo87VHk9nbJ5kS4Myw4645INDS3Av5MaO8rzSX4rbnAJCqSFEkCIrjLLdL1sOks5H6IU8fH/f0pwGv/uf2/U4KYd8Y7pG2tJLJtcy6YQErWdTIEpPFoUnOEJfMDegHtExrsNVMRnAcGJba516gI4gQXMcg1gAYFL7ghH/PyoomVV8YmZ6MhiELqhLiEJGoh+cucAzYPwh+yDa28qh7wSkwecdY1U0IujXQQfML5fAZLKYFV7nYXdDpw5Bsuhg1v5LUHYBf98/z6/f+Fj1y8m1W8Q5fWJI30lHN1utIWMuTmFUKXHFGFXgNDxrUFdF19X8jlzxrpdAPAb579Jz5w8TMc+Zs8ufgsPv+xr+Yzr/3+12q3q6qqqqqqXlIVgFVVVVVVVT1ictKgmhjSGkfKEGdK+dpHQEfSsXQDojrCr6IhOc7SkojwmF9xw20QlEbiBL/IJXojrJpGw5VCyKvVaMihzAYlzCL1p7LMlAP5lWbHdbY7b3GSzZ94pfArHZimwLt5yWdUsU6QKvQZN5SxqI7LtGDA02lgnVoGdbzYX2eTWu73S55b36QbPM/deYzVZkG46zj6UINsYXFX8Rsre/SbhCTFbSMuKqw73NkaSQldb82xlUoXyAfAr/QSpZA24bTjwSPLpVGoZQuhsWWkXA7XNhC8lTe2wRiTd5YP5kAbS4NLjVhnyADDkSeJEBeguRwSb6uMjZgLbL75uQQyOYhLe6689CnAcIK5vk4SLPIZVuBXl4PwywJFLS+sOL6CvaIuJJwHkUTbWFnkeBg0byNKRLkcNqzilp+//UE+89obX/p4fhx1f/s7/Oytv89Z91EG7el1TULpxyvd5EgcuQ5RpVc/diTd6rw1xaGrwY7V1XJle65PHaqnvKC/yd1bH+K8f4H/9rGvqW6wqqqqqoeoOsBeO9UMsKqqqqqqqkdMN5qnWaf7dHqZywwfBL9gKQNLN1iFm+jOrXFS4TwtiThuuA033Aadwa+yNAvOnwfR2yPP7vKuwK/y3JXBXRBX4FeQVFgIjejOLft83ikwf7YOXhn8OrStBXodgl+qFnqvuVS0jK0y/BrUsU4tqnA7w6/1EHh+c5OkcOveTVbbBc0FtB9qISqLUyVsQEr3x6S4LsOvrsedr0ETut1OHR5jyuWZ7JQ1vir45V2GX8CitfLHUloJE/wCg19geWHO0Kjm51LI8MsV+AWxzfDLLIIGv9oMvxKjw09L+aNAXLDzwiZn8Esd6FGGX5oBlwC9TPCrLLDALwr8AufVnGnoDvzaOWvy30nNEYnCv/idd/PLd37npY/px0nr4S7vvvUPOO+fxUlLrytQYdDiSTQJypHrcCSDsPlc7LSZnIsHnaBQ+rgekpJw4ojaM6QOEH7l7jt5//lPfdz3taqqqqqq6tWoArCqqqqqqqpHTG89+WL6uLGyxJ0E8N2bXkFZSg9aukDudnrcaGDA4Ylc91YGZTxCxyZ887LCefnV1H/y4SH0h7K5isOrdHwsY3MQNp//0PLG9erh6R6m/bLHaUx2FlTC70uWWUJ2xnoCPR5RZZNaFGGdGjba4ki8sL1BTMJm03CxWRJcpHm2QQbBD+BXkLziNynTN0ViPi6XWyRlqNVnN9Ys70tzWebHImlLd0exssd56WTOASMpNH46Lt7Wa4H4sjMWW4fmMW1yXWHJYhcsCF+n2UYGpVb2iAPitKq4zPALtbLHhDm/xKYjut0Fio5dJXHl2CjiDXgFvw+/9qTgREhJuR6WrGPH//yhn3/NwvA/eP7jnPbPcOSfZB3vAkJERudX2YpSmhxVGHJ3gamweY7KXolsnqQDPmeLWRJf4n+9968zEKuqqqqqqvrEqgKwqqqqqqqqR0xD2iAipJ2iqKs3va0MODGY5fdsWKqw0QaAY2eFfQNCkLgDvWDq0Dibe3SITSMv4brS6cEE4mRnHcCOu+vqHs1daJOuphu9eplBqmyVUJoIxOz+KjBMULpkSRQxu3AciYt4ZMc2NaxjQ3CR+5cn5sBbCVx4tEmE87ztCdxgYe9uUHPLDQm6aGWH/TDtkWb4cwhwvBz31/zgOLHML03QNLbMNDtyIRi0EnN3ZQshluvFFRBm5ZA2lhoZN/dKd8fZC6v5xVZhLIsse6YC2mLQa5mfmHeBLMH3c42fig16oeb+kkxKvX8I/No7Pgnh8faE3zx9jt88e/7lHduPQUPa8sGL/4yXli5d2NWonkFLjtd4ZGgk5m3M56QygrCHo6+HozHJV6ZmPLwa7nPkH+N8uMVHVu/5mPavqqqq6vUsVfmE/DyKqhlgVVVVVVVVj5g+dPnzLNw11vGc0o+x3LTOS7uSCue6wKnSZYglqiTJJVMYdeiT40W9hkM5x4DBgh4viYXraEb0MwGYYbY9svNYr4ztwLERMDkEzZ0hlZj/Djkav5Q6jssUuzkfDT75+VKG+Uqg1yG4VpaZ8vpKGVlbQF9eSS9CQ2RQITnhmC2r1NL6gS55tj5ww6+41V3jM49vsxkCXBM+7fp91i8e0f2+NeuuJV5rWKmHO47NY55wqbSn4KIjnEbStQXSRyQ2Bqi63soPS4li0smZNIdfD+sIWQCX2PHX1WYsq2S1zk+JrUcT0mVIlgYQQYK3eUOwOkEBiQ4nQgyOJirJgRx52AgxCPQYyFNwXSl5tLPEZWNZdMpii8EuZ9MMS2hOBVUlRUXOHKkxAJa8ATKcEAOTy0zVtlkFjfaCxQZiBy4kA5Yub7eAc2k0wIkkvLPXvXWO1bAh8Bib1PNzt3+bz7359Cs4w165nl//r9zZPofIMZf9XXp87jKq429r1qlsU7A8utzxlfHQ2XtBgdhGFxmLjWMe072rs3RthWgQTDc4cfR6xnpYMOiG3zr7CT7j2pf8rh6Dqqqqqqqql1IFYFVVVVVVVY+YLvrbQMFcml0g5a/p5nZLu2MeKjfCoiPPQYFTDXlMaaXnmmxBILhEZhfZHSLZpaMkmdxbjGvWHWv6HHxZhd/VKayDZCKpudQSbqxqK1hHjJrZHKI0RAJTeL7OquBejg7BubIsNxuXDA0NikWSCD5BRBFxCB09nhO3ZaULkMCR77mIC078gEiHd/DUY+fc2Z4wPJW4uBAuzgODBMJtT9MK/hJ8l3AJ/CriIkgGgtK0sO1mL6KiMV3tAlmyvXQ64jrP+5pL1UBazKWVw2Bh+N5bx0cR6zTpnJVhem8/GnNOWEKyI0w6Rb3Hq0EaFg56c4G5WEAVuCG7xBLg1KBYVMJWkd4cYHFp0Ewd+A78YPBMe09qgZBdYQvQoLmbZH5No0Dvs6NMbcVerTukV1KEHrHiVZcIThEHXpJ1hCwXBeSiw8hH1rdAPLe3Fy//5HqF2sQLfv30Xbzn3v+Xu/0aZY1opJWIlwHyNWEBy9Z0YaPW9AKUhkSQSEM/uijt2rY8syQOydBZcluLyd84XbclQq2cMKoG01bxeUD4nYuf4GdunfDf3Pgqnlx+9u/a8aiqqqr6VFSJSXit1/koqgKwqqqqqqqqR0iXwx3u98/QxYupY6Eyw0FXVaaD3QytwkbK2LFsecyvcJJYSm9ZXKpX4NIYsSS6k901h0f706cr22ddIEsemOV+TTfic5dWua0PRJbZ5cLs+QLpXqkOHQOd/cTJ9zbmf3VYx72oQkdDUjiNx6x1wSYF7scT+uS5iAs2qeW8X/DM6jG2Q+D+vWusLpe4C+HomYBs4OjFSHsO0kWa0x4ZErLtcUNChwHWWwNVfQ9DzGH3cXeHd+BXARgPgF/7cjJlgTUNkksf8ZkshWAuMBELwndiB9w5g1ONdYiMS09qbSy2gjohNaDBWTljdm0V55YkpVkpRBiOhbgUkgNt8nSlPNJbFljyFpKfFqBeSYtkTq5BkGROMXyGX17tE7Io0iQ7T33CBSu1DcGywIIz+FXOhR2rH8o6dagq77n3AbaxZ+GbV3GWPVgX/V1+7Pn/kRc276eLF2gOqD92W4IkkgpR/diAIWWAVUpwFzLk5K95mXI+X1XGcPw4+iXn1+rs8UPvoexYDLrl/Wfv4iOrX+ZLnvizfOb1P/BxPRZVVVVVVVUvRzUDrKqqqqqq6hFRF1f85Avfy5C2+dvGuavq8F2s3b6+NPw6ko7H/ApQFhl+6QH4NS+Z2odfO6WOs/U/DH7JHvw6HKwveCLLnH1Utlt5jeGXeiJ+B36dZfg1JMf9eMKQHJexZZNaNoPnmdXjdNFzfv+Yy8slYZtYPhOQDpb3DH5pSjRnHTJEpM/wK0WkwK9hMPgF2fk135GPAX7JHH4FpAlm0fKzUseQQVgb7GDnEkkVRVtvZYitM/gFpNamSSHDL5QcTzXCLzL8kgK/jnLnzZITln9UpiD81EJagpLhl8vwK07wy8AdBr+0wC9wTnFBQZUQrOzRixJ8yrn/hcxN3ihFiLlk9KOrO/zj9/+nj2sY/jZe8h+f/7/xwub9BGmIbAHlRAx+RYQobga/zOtZgu4L/GIPfsEcfunYsOFh8Ovl7VUi6UCf1vzc7R/kozUTrKqqqqrqE6AKwKqqqqqqqh4Rvf/8J7i1/k1O/BtIV/oYXtUEnx4Ov0C54VcIipdEI4moHHCGzHO5yvL0ZXwY2V3QvAvkPJz/wV0llcVeZ8gCv16N9kHdznGRCRrO4WHCoAKqDHgU6NWz1hbRxFk6YlCDY9YFUnlhc4M+ObR3XFwe4V2keT5AJ/iYaO+bw6m56JFBUQHpkv3e9jnbSw2AiVwteyw7c2gHX4bM7SXTY9XJ+QU5JF+tC6QroEmw8HubVwV04fOYOb8URZv8arrZJuUXLGwNfqVc9ohm+JWz9jXPk1pyF0hzfqGgOQeMCJLyCVDcYprdXwBBx/pYF+zc8V5zF0gDYdOrf+DYAEmtvPjJxTXe9cJ7ee/pR1/egX0Z+s2zn+b5zfs59o+zGqzj41ISPsOvNGZ7uZnzy8YaEj63wDjU3CLNrsxydc5dk+VZeTnwK0/gpaHTSzwtfVrzK3f/J5LGh89bVVVV9YhIP0E/j6IqAKuqqqqqqnoElDTy/rN34cQhzrr2lRv0j1VH0hOIDAgLGXKzwWm5h4BUyceag7WrUx3KqNB8O28x+AWEPQxm+RGY7W7Lg9b7SnRotXNoWJYf1Y3PpZzPtU4Lcwrh2GiDJ7JJLarCJgbOhyVBEheXRyQV/Bbk3ENItPcVSUBMuE1CveC6XN4Z0wS9Bit3NFfXPvzasYLloZdLv5i6OzYZhKlaAD5MIKyUQ5bnJLc5yPOmJpc4gnV/VLVukFJg1i6kIqllewlWKlmmK9ytwCwgNbZbWkBYUrQ1d5vkLpCKTi9UcYFp7gLJrAukWhdIwPK/0CuHc/dkms6MI9/SpYH//MKvvbxj+xJKGvmNs5/E4Rl0TaTHEWiktJbIWFqtfHF3w8wxqdj1M232rnttDsJkNq+we93u7ulV7eJp2KT7HPnHud99lOfW/79Xs/tVVVVVVVWvWjUDrKqqqqqq6hHQC5vf4LR/lqW/yWl/CwtJj+x7uua3ysUxMjYG5Oo9vt1ID1ykBZ7EJYqq5E5yDk/Ei9LIQDOWWk25YtM3cVdRnIxbNEdX9nfEwFY/gqUCxWa/Zbqtt+l0dtOuedt5RQH4Zbv2H5f9KtWDCWuamGZlkD7H4bcMDGplmdfdivO45Al3biWS3rF0HbfidZ5anNJFz9q3tDd7+tsL5Gml6xxpLaxOHP6uok8G/DYRoiM5wV1uDDDFNIXQpzTt6PwFnf8934HZBAbF9g6SE4NsYCWNwwDOIynZbxErv/QONhs78o2DXmxsrTkLDCvZDGIdRp2AOnOyBdDejZ0bJdMujQa8khNcn51vvR1n8Yrf2PQuQRIYVGi3lgGmCVRy7pdAzI4wFcz1VV7UCKigQQxeusTQZ5jUKKnz4/klufujiJ2bTgAxd5UX5fb2Pgsf+Olbv87Xf9Z/x43m6JWdcHv66OrXeXHzUYJbcq+7Q5eEwIBKAJkceDKl/GUgbQ5Au+odDiVqGN1cNsUEwmy+NLsOp+tr95q52rt1vM6ywyzqFo+ji2f0/hpDWvHB85/m047/tx/Tsaiqqqp6PSipI+lr6016rdf3yaIKwKqqqqqqqh4BrYY7JB0IbkGftjiRMRXIOr4VG8yUXTVxkgmM7dz3qt34X3JEMdKQSuFU4th1XPdrWuly1ZnseEr8iIps3kMfxSbANEGakv4VZ9OIKp6EF/O8JASXd2AQz+SNsc53zSwPTPO2v5pOkGMpQYZdA45BJZee2XSBZM64jB094MXxBlkx4DhyPZvUsEoLWhc5i0c83q7wXjntj3jqyTNOuyPOFsL2ptCfeTahob0rtFFxmvDDgISI2+YssKQGvYKHVBxLzsbSrPw1Z3+NDrEZDNMdULZnd0qKdp3lgPW9dX8MAdQjLq+7HFQR6xDZOfC5W6SzbXN9siD84NFOSY1H+2QlkwLqkrm3nKCNlT2mJnd6HDB45SD0CdeDjGMyBt+HrQEz9UJqPHEBsVXisSItpEbHbpAoEAUdfC6HdFZS6RxdUpxLxORw3h47p3gtj80d5iXhXbLyQoGL1LNW66L4P77v3/B/+PTfz++78TaDhK9AUQfef/4r/Mzt/4UXuzOSnhOJOIQgipeFrVsigUQj4CTataJ21iY8G50+/jssA0w0ZfOc/faSw/ExiLUPepOO/R/H63l3bzRf0wWgxdE1dtl/GBA+cP6jPN6+mc+49t9x0rzxFR2LqqqqqqqqV6MKwKqqqqqqqh4BqRr0SBpRNsCQ8Zfb6QJZ3Eq7nSEPFUrO+0YWeKZjr7knwjnX3NZuufc6zBmEKj6U3XKq3TVcLVG07ZvcXGWrG5mSj8rYPl/wJJYyxXpPLpWHl3Htr393W4wZ9TgGXA4Qt/1sSISM7spzQ85ksiD8QFThLB5xmZZsU+BWf4NtCtzpr3G/P2YzBG5dXmM7BLo7S4Z7S2QlXHsG/FpZ3O1p7/bINuLvX8B2MPgUM+gaIlqgV4yTw2sEXRl+zaEYpWTywAE4dKCWywy1MuiayzkrkQRoGvvbOwjewukXDeodGhyp9aMlz+CXObAszF5Qn8d9BrQec5B1iu/yruXyydjCsBSSgDY2XVzAcAwpKMP1RGrN/YXPL+Yg9oJ6c3mBjllg4qwTJOQgfKc4p7kLpNIGczo6lwiSctlkOcxKzKjo5+78Or9+9iH+xFu+hD/1e/53OHl538Bv45p///z/k/efv4fVcM6gQAa5Xgw4B2dn3lIG6wKZzztVYVA3uzpsm7xMjSTG31KmymBsfk6QYbgyC8ef+0anZe8ud5rfHti51qdLfvXev+AD5z/O73/jN/PU0ee/rGNRVVVV9bqTijVUeY3X+Sjq0fS9VVVVVVVVPWJa+BuAcNZ/BIjZsfTq4Zfb/RPJ8Esy/LruNiSdd1mcbpbNfWXLeNAHkVcGv4YRfpUOk/vwy6EcZfhVtkaZ4Nch1nNom3a3ZRd+GRjYhV8FQszhV1LYZvh1HpdcpiWDOm4NN+g0cL8/5l53zBCFW5fX6GIg3WsZ7i6RTrn2jJX5NWc9i7u95YDdv4A+gigSS/h9AV4J0gx+zfbiY4JfIkiBX8Iu/BKs9HIffjmBxqNi8AvvzJm12JtXMPhFhl+uQK8Z/JIHwK/G4JfCGI4fWxhOQJ3BL13kc8iDqJVQSsrljBl+iTdAJmLwS1F8SOb+khn88hHvFCTDL9i7rkoxIWzTAAr/+qP/hXc+8zMvccaZhtTzo8/9P3jf+S/jJdDrAPk68mJLDi7N4FckAhGf4ZcnMQeT2aU2g1Rk+OWZ4NfOOcEh+DX3hk5TFfhVnGNXr+VyXKxT7OXwIj976x9wZ/v+l3U8qqqqqqqqXq0qAKuqqqqqqnoE9Oajz8O7wCaeIepmBUkwh1+THg6/9sudyi3xsdtyzW0ZVDIM2L1BDge6Me6v48Hwaz9jSAkSZ3thpZLuiqPLwMA8wFthnO7QNryU0vjbwBZMYMCho/MrjjhgylTrCSjmyrlMRwjKveGELgWGJNztT3Ci3Nsc08WA62B75whEOboluI2ARpYv9qiAO18jfTRY00fbmQy/FDU3WDmIMJY92g4c6Ab6cmggIE1j0CslK38cn8gHtox5n8PxdQRi2niDX6qkRZheBJcD2Juc7dZk+KUGxABG0qkGv1CspiFneQ3LvH5vP4o5vwDikZIWCgNTHUSJwqM4v0DKOpIiwRLmfHZ9pTR1gfRO8XmsdRPwuXIGqpW99mlglToWruHfPvtuPnjx/Ese5/eevZvfvvhVTvxNzodTVLN7SwzKNRl+BQzAxVzqCCWDbvcsn3dRLdfteEgf4vyCgrwe9t4wje/H709TaX4+sEmnNHLCJt7jV+7805ffhKGqqqqqqupVqAKwqqqqqqqqR0BBlgSxtngiGUIc6AI5OVcerH1oVPwcinLdbW0dCG5W+rg7HQcg2svRbtaQ3bhfXd6+o8uh+Bn82p/ulW7HfNlDKRgbj5uBiDJdGSvFZik7aARllRYkLGT9Mll+0+lwTFRHinDRLXCS6M4WaBJcVMKpoF5p7w9IAtWEW3U5lD7llaol8AsGuMrf+/txADY8EEAcOEjSNJns+DLzFKSWXWE7z+cxVUWDkSltZtNlu6B6GRenTVnetIrczwBnRqixXBK1zo/W8dHywgDSAoNjSUlHCVGmjo8JS8oHA2LjtkwgTPKKrQRyanSpqgRX4BhjZ9P9gzWdb4IXz3m/5si1rIYtP/3iwztDJk382qk5xaIO9KkjOM+cBZZrb8q1m45fUrd3jk+ASyiZfOb+mlyVDwDTutvh9JAmZ+VLgywn1h10k05Z+se5t/0At7e/+ZLzVVVVVb3elD5BP4+iKgCrqqqqqqp6BHR7+34G3eClpdce8s2vSWfIZho7dJNbmEEpAUyASIYAOYR+SC67UyYAVEqsbB5F1brzRbWAbuuYOC17XzZmU5TOkJ7Z8jBTTwn8ni/PkRgU+ry+QRnXW6Ydo7Ee8rO7LWWeKY7fyjDN85XQsRwyKQz5yMWM4pJCp57AwCY1tPS0bEkJbvgVKFwPa45dR+iU5rhj2UU4GRhOrMCtuyEkiQxHntR6c0r5jAIzaBpB2E4HSJ09fojmwfglR6z8eE9KiTQMqObfMaLDgMYM4oYMZIYIfZ8zyXI7gmFAux5NEbYDMkQr4eyjOdb6fCb0CTrLNJNtwsWE2ybcZiBcRqRLSExIb9MkUXyXcElxnSJddjptckneFtwKC8zfgHQgPeYCMzrJeKpFuzJiygV7SYiDgbZhEFAhRXusqgxRiMkRk2TuqBkyW5liUivVHbTnXn9G6zw/fevXWA2bB74Ez65/m1ubZzgO1znv7+flJVJSYjIH3ZAcqpYrt02OTv0spL4UX868W6rWqCEpQxJi/umTMKjQJ8eQHEMShiT0edlpBnkPXR/TlT5drbvTZEdivjKTdjgRunQOOAbt+NDFTz78nKyqqqqqqvoYVEPwq6qqqqqqHgFd9C+QNPJY8+k8v/1AHi1lTYx/i4AccIYd1lQMFSRy4joiDieAqHViZDdNTFWIOHpKlVrpNqc7047ble+qPQecKWKlXgpsKaVdCVdcKmrgYisNW4q7pWSFKU6tVLHkNhXTijBfyVWV0i4VWOZAbxXNoMvR4ydUp0LEE9WNKEIUeg0cux5FOPEdTzVn9Op5enHOeVxyrz/h/skxd7tj7iw7zjdLzt+05OzTW+Ruw/bGEe19WNxZ0F4/Jpx2NKdrWPfopkOcmxxZKhPIYubyelDHx1lA/gPV9/YD6EbAeQi5w6MIGjMUdM62IXjoOsCC8r2IOcIuPHh7nHI4fmosK0yDG7tBoiDJ8s0k2n6pCKkRUpvn8RDWArkDpDpzhDWXggaIjWNx25EWMLSQyk9QaBQVZ7vsM7IRjKoKROeJgyIO4pAQB84nOgk4r3RxyNn+lsvlnVpHUsmOK1GChY3ROuV02BLEcz44fuiZ/8T//ukv46nlG64c5vv9iwxpyxbH5XBBItFFUJr8EoWRb16wpJHIwvUEIsFZ04fEFIIf1dHRMjvTbV/LuZ87u1oVq+XYeeKsm+N8vrKUeSbfLlovyx9zwSA70BToQHsEWA/PIdJy2n3kwedcVVVV1etU+gkIwX/NQ/c/SVQBWFVVVVVV1SOgmD1IjTtGCCgDipXjXZHksqqRQB2S5gBu5YZfc91tcSQaN+Sb5d2sMHNCFTylhOyPsqZ/2SG2s/S8KaWqbg6nmLtK7MmGKW9sP79o2g4dg78blEamVLH9eWRG2uYllVccYZktDSp0GeclIKmhthKAb+WPQqeBjbbZmaaIKj2BtTb06nl2+xirtODu9pjnNzfYDJ7bZzfY9A3cDfjnWtwGTp6JNJcQTre0t1eW/XWxNofVENEhTt0gR/j1MkLvdWfvXkIZhzQtEgx8UYCXGIhS5ywfbP5c6QwpAiULzDu0DagImgHYuJakuC4hKXuLnLPOkMeB1DoriZyH5HsDYGkhJAdxIaRgMGw4xsaOQAOoz5lgTq3jo8ceOy0ElUJHnbPf3qt1gZRkHSEl0fiUoZc9FkkZfNnr3Li40xlSRRk0IkT+/fM/yy/c/TX+9O/5Y/yBJ9+OzDo43N0+z/lwjuoZA2lWgjid/dbIMnLNd3iJBCLeJTR3Gk1qZbZppwXEoVdyWp5ooh2v5clAeGieKRJ/fk6JHasRfO1mi43Xd37Up3uA46z7AKoJeZndMauqqqqqql6J6v8uVVVVVVVVj4Bad4wq3O+fR3MXyIPwaya76T1ckDiHXzfcBlAaZyVe5SZ6mpoMhhyQZvCrdJvTsUfdHL+M4OoBPGaCX5FD8Kv8bc4uy+ZyMMKv+TT7q8izXL2xPzDtgGM7ur7ITq+pM2RBAJ161tqiI4hjhF9RhY9uH+cyLTntljy3uUkfHXfOrrPpG8J9R/Nsi98q15+JtBfgLg1+ERN6meFX0qn742sBvxYZfilTOJaT3GFAJvg1/9mHX05Iiwy/Qp5Xy8Hfg18+w6+TQFrkBLgMv1LI8KtArzn88hP8SkvQBtRl+CUZfoX8Cu/DL+bwK+FchqhNHOFXKGM+jvDLZTdlgV873VULFAW6OLCOW/7fv/Pv+KkXf2U8wrc2z/BLd3+cmKKVIOarah9WORLX/BYnEZ87QibFnIgZfsUHwi+9sjxQFjP45fZn4TD82p1scn0xg1/7Z9h+eeRqeJ733v+XNQy/qqqqqup3RRWAVVVVVVVVPQJ6avm5iDRcxvu5C6R7WajjqvOjwC9YyMB1tyUBjZQlypVbbQNgBr+aWSmViN34FtA1356HGfPHm2iFkJd39QbcJijlij6nnMkMfk2lmYfXt7/vh/CQubp8fr44vRg7Q5bw+6iw0QUwffiKKmzUStlu99dZpQUxKs+uH0MVzlZHrPuW0EfkowtQWN5NhAtLE1u8sDKqsu2QfrANzmWJY/j9S2V+fUzOr5C7QKqVOMIIvlC1kPzRDZZLMts85t2sC2Rjy3TYeAnEByTqDvwCSAtvzq+o45jln+UOkrkLZPIWhK8JhhMridRgZY+alLTUUodr8CuplT/ObYGquFx/68ScX6oGv2x3leCUpErr43jO2CGYxg65KVUVJ46tDgyaUBL/8pkf4/n1HZJG/v1z/y863SLiGWb9HMuSCqw68dvxmgwuWc5d7jQ6XXtX18+B5SlKO++YKlfPipeGX2V5V+HXIUk+FpBo3Am/dfqveXHz8OYAVVVVVa8npfz14Wv98yiqArCqqqqqqqpHQEt/g+COSZoQCS8bdZiuTq3AidvmW2zBSxozv/ZVbsB3OjXK7s334Zvsh29NcZE9CGC52Rzl+X1g9rCbcvaePzRtr9Mel7WU/Z13huy1wXpjTkvp89ZEFU7jMZ7I/f6EQR2iyvnmyLrz3W9hEEQi7V0DO815hxsUdSDrzkhFjBMZLF0f847oLANs3J+P0WUjIcycXzvkJ3d8LE6uA2MFXAVvDi5Vy/yaH2VVZLBmCoUsKZAWltUlebWq5v4CIDBGnqU2z9NiJ0PMHSGNiI6Ai5BdcG42tk92VBFv2+ZKx0dVGm/nn8+AzKCWLa+UQB6CXwWUOQSPcNavuBGucTGsePedX+XDq9/kxe1Hue4fB0LelOmsLI+8JIIY9AoSKbH35byL6vN59xKvJWV7bPsTmWU+YLry+IHX3l558cPPNEPRChyFxxl0y4cu3vUSW1xVVVVVVfXKVTPAqqqqqqqqHgHd6z7CNq3xEuhS7sQ3Q0kP03QDO7vxJrKQnqiCl4gmRSXfxs4WN/mKEnNUZCOzQPm9LUkvuVUT/Jqvq/yWcYvtpl4zGPI5rB4yI8o3+SULttzQF+eLMnGjxAQuyviQj45Bh5RD7+doIKFKdolNOWWanWNC4mw4ZlBoNHGvO0JIrLqWIUErEe4eoS7RnCn0EFtYnm5JXqybYkpGYDpb847z6+VArlfk/sp77zyqlmFGCNbNMbu8BCynKyXLsyrb4F3uIJm9RknRRbBSzalG0B6nNIbea3GRJUVbe9U1KjQ2nYqYzUuFuLAxK4tUiGJ5X8pUyxdBW51OsrL7Xq8QT5n1ErBtBteksgpASQlCSPm8yudDBmBWcVrg4GzBeZmJZNek9pwPF7Qu8DO3fwXVE/rY0chxTv7S+WYBtvlHMozntkOtoyNu7NiYVHKXVmF+VanKbGS6HhtJ+Vqexso6545IO9sPnhm2PIUks2tv/xDs7Y8hO0cXL2jdCc+ufp7V8CLH4Y0H1lJVVVX1+lINwX/tVAFYVVVVVVXVI6B72w8TU8+Jf4IhPYfDboqLT+NhVvjSGbI8Vqyz4XPDY1hJYSSQOPFbTmRDQ8zZXnbD28xuo3NRFDHfAJfiwVLOJXv/lt9mzpnGyrawM1Jknpdy2z/F8gurvQ98QRONDPjcEbKUa/Uj9JLRMORISOYm43hpHanWl08FGrX9HMS67g3iOHFbe4wnqhDF0ehAwvFYWHPdb1mnluvNlsu44G53wltunHG6XXJ2bcPltmVztuTscxvcPcfFZz5Bc185utWzuHcDf7rBn6+RVQddZ3ueEsRogGwGZ2xzdZfuvSJlajhEA4dbKwfEla6NggwRRFDvp06QXS7PtBaDiAjeO6NMwZtDzDuDZ07Ae9SJze/sHPJDwl9aN0kL2TcXmXrrGpnOcw5Y41icCiko6dTlLpBKCjkTrHWoh7iA2AANuXOkjuH4NIo2Cl4tLH9w4JQ4BJCE88q2t0ywzZByOWTCOwvE71zcHUNHx1ZwieAijSRaH2lkoHUvsPQ9HuWX71km1lm8y5Bfu3nSXXnVztMR59lzeBoTTswVVkp9nRgUdWIgNuEYxo6kk3MvvzJ0GsxZqYpIIjBtu8Wi5fJh8bPrEeaeSkGseaZi50Jensulx6Xja5BIK9Zh0i5mIaXnCP6zWA8rzrpnKgCrqqqqqvq4qgKwqqqqqqqqR0CXwx26dIqq3YSWbKopDeuq5OAzUxlWyf06cVtu+hU+g6/D8xWjjRv/NbClTG6t6ZGb/ZbZs/vL3YVlhgZ8XkrMgE9nSyzyJFoxNNZI2nk25XnNk6IsKMdMiBQA5sZbfsHcLglHShNw69XTEYhqjxMGxLZqnfkMdTg2GjiPx/TJ8/z2BudxyUW34Nb6Gt3gubh/TLdukXPH8jmP2yrXnulZ3Iu4iw5/5xzpBmS9te6PMU7OsNEWZ0fh1YfelwPnEecpLiaKs0qcQa0Cu7y3fDCYWYeKlcocZIhACAa+nIAPBtRCDscvWWF5W6VY93IQfgoOgsGy2OYw/caC9NVJDsIXUlsC8iEucxD+wrLAksuZYE6tfLJAsKOUu0GSc8GsBFJEcV4Rb2eADwknBryCNwjW+GhjonhnY62LBr9conEGpo58T5DE0vUceTtrXA7fH89d3fVO7p7/ubsidt4H0XG9pRyylGNGdQzqxyYNV0oyZ8srAK2VYe96nj1WC/nX2RJKSbKgY4mzmy2vXL+NDCzyshlPRzuZApfE4X14Apt455Wdm1VVVVWfoko6JRe8lut8FFUBWFVVVVVV1etcl8Nd3nv/h0naoTmGXnkJ1xd7t8g7f+SbY5QTt+Fxv7KlHcgMmuaY4FfpgFhuuCevGEyoahd+7Zc7Xt04HeFX2bdZD7qdbbHyTUNZjSSsOHFaVsxL8/loAbmsscCxqRufzMZUoTeMQVRhSwZdGX4NKnQZfg0Zfm2T5zSeEJPw7PYm58OSzdDw/Oo6Q3Jc3Dtiu14QLpX2ox7plesf6ljci9D1+BdPzW217dFhyHWZvzvwS3yYwuyLsusLVQNjIga+vLfpSmfI+clRssCaYAAMrsIvgGBZX6REMdoV+KXBQWPTjfArmAtMnRKXQhIhNRl+uQl+xdYAmDLBL81B+CoZfmXoZRZFg16I4rw5v0AJISK5M2RTukAGczR5lztDqrIYgVikcXZmHvseL8rS9Rz7HkVzd8nZuavlXNuFvOOhz9cF5E6TmCOxETuDRzcjLmeBXb0WYD//yxBZAVRT9eIUem/L3j17ZLYtEzRL2SE5wa8gA0vXm5OyuBJnOxbHZa35yNk/5y3Hv5/W3zh4PlZVVVVVVb1S1RD8qqqqqqqq17FUlXff+ieshjuggUEj89LHB+lhzxb41UjPY34FGAN5UCB9uQUGxptoHW+Y52ubbs+n2/4HBN0fYDfF+fUw+CVohl9W8jjBr3LLXoq4dOxYOc9B2odf87FBDX6pwgYLvS9jSZUuB+HHEZLBaTxBFe52J5wPR6Dw/Oq6dZe8aNmuF7gUaZ8NSISjOwOLe4kkSnjhzDKyosEw6wKZIVg5WodA16txfjl/FX6JTPCrQC3nDsAvrsIv7wx+lQ6SQp7Xjp91lczLnsGvXM+HNg5NEBd+KoVs7EyJC3OPqVdzhGHwS112eC1s88ZwfMHglyq6TAa9St2rKhI0l2yaC0xVCSEDX1EaZ+WKIZgjUsTcWKULpAEhpXV23I+DwS8vkSM/2KpkgqkFfqWHwK85cGokjWdvyOd2cWBFlRn8erCfU0b4ZblzYxA+pbhxdt3K/tkzXcsFfoGO5cHlmhcSRwV+zdc+P6UQog5Ay3r4CO+793+/ss1VVVVVVVWvVhWAVVVVVVVVvY51Z/tBnt+8l+PwBEhzEFDt62HPSy7IUuCa63CUG+UHd2OcbrzLTTSWMcS+i4Qr0wkvD9SUG/DdG/2rWxMonfIypJhNN3fFBabY8Km747S88qiMGbAwcDYUj5sqKaecxbJEVWIe26SWpAaV7sdjHImLfsGQPJ7E6mJpgOXMIb2gPrG8FVEH7nKL9AkNDtlm+BUT5PyxEVSNHEz3qcUrkrgDHxkz/KKE1BcQdmVmmX6XsPt5B0kx4DOWO7o8XQ7CH/cjz5oac4aptV600PYmoxpn5Y+qBr8A8Bl8pez8sto8A2LJMr/MPpV/opoDLK/XqjZz6WPevNLxMTgtcWR4KR0hpzGXmy40Lln5pGjumApHfrBuksjotpoD2/3y3p1DT4FejPN6mV83Gc4e6FJ6SG6EaLlRBFe7qJZq16vbspvXp8D+WhUD5xNQftC22NROGlr3GLfX72bVP/vA7a6qqqp6PWjulX3tfh5NVQBWVVVVVVX1OtYHL36aIW0RQu4m99Ic5GEAzGd/lSdx7DoSMjqvDs07X9dOntcBF8lVbHUVkh1euM4A2ASzDiWGBUkolgGxv2ydPfLj8qbnyvLkwNiIDxT6DLhKdpOqMug0Rh5bpwWCch6PRuh1b3sMKNt1S4zOSufuBhBY3E/4TkleCffXtiF9NGADEEt3z5n7az/k/tW4v8RN4GockxFsSXGGudl0coiUuOl3mcfns8IVNxmHKUtZXoFjChqmMc38a4ReDgvSV0hNXkYGYSRG6CXOpiWBNtnrlwEZCjIDYbjc3dGXIHjBOesM6V3BOgaQVCE4c4k5pu6jbSlVJNFIJKngs/Nq/qqkh35En66LMu+4XmbuyewiezBGmy/P5g0ydZycYNZuBtih63Z/unkTjLJ9rcR8Ch3YFp0/EJIOODli0EueX/34Q7a9qqqqqqrq5atmgFVVVVVVVb2O9dz6v+JdS69bu2EmoHSEGTCaf/MIxaExhWvDDPqI0OFpBe7GY7uRdwmvlocURkBmZVhzOAWaM36ELhMGYw27N9Zzl0jJ3ppjpl00YFsekXEbp/XFsWNjyVK60HZc0Xzfyza7nFvUS5q5bHQsY5O8vEGnLSpZTaX0ckGPAkkcDTF3fEyWByaBQQcGPE+Ec5I6rvkNTzbnrFPD4+0lq6HhxfUNbhyvuewWXB4PbDvH9n7g/G0t4VxYvO1NhEtlca+nud/jLjvc+RrZ9Mh2g2576wKZ1KxP+2DqlXR/1IT2XX5x3FT6OOTXLU4JarrZTiWO4mx1BYw5gzGIwHpN6fwHQLDQfHUO8c7KHgXb/rIMQILHeU/yDrdsSMGhC48fPCpCWOX+oo1lgiUvpDb/bgS9D9FDWkLyOSg/d4Bk5UkZiKkH9Yo2kHyCRkkbDy4RQwCXEKd0XUAkWWWniwSnrF3CuTR2fwwusYkNXhKdDzYuiYu4tCYM+e/gDIp5sb9FCrC2c2z6xt4xlDw99eP5uUmagZv5Fl0+1KVcspQ4Mp735QoUeg2AEtWxoRmvS0gEUSQ3ihhD7vO1IghJJvek5pfLOlemXBptKPheOmHqPWnvD/bYphMtDjshac863cep597mV+Hmyz9dq6qqqj7VlFRIe12qX4t1PoqqAKyqqqqqqup1rC6tcHiiDgidhXZrIo5dIK+6pKbMnqsKRI5dh5dIwG7USyfFUh45v+mWnSWXW+f5Og5PB1Pu0Nx9srtNV+edntmFUsAMIkwAwPYp4fO2N2Jd/cpy3czNkvLxSprnVwNrcdYR0qaz9cYcdm9B+IEBb+H42hDV0atnINCp585wnU0MPL++wYvb66z7wOnlMV3v4ayBswZZC8sXIKyVxe3E4m6PW/f4uxew7WC9hW2Hpni1pVQBXq8EfM3lck7X6C6zf1SYoUcy+DJrlRS31qz0UUupZNkW76AJyByQ5VJOW2/2FeXOkuocetSijUcbT1pM2yWqqM/5YE6IraBeSMGcYepgWAoaIDYQFxaKrw2TY8yBOiW1uTTSKwQFp0jI+WCulENaKL7xvpS7QCZCmDpAtt7OwmUYxi6NQRKIuRG9KMFFFi7n6rk4nm+Ks5fxodeoThWmkPPSBJ/zxoJMc8+B7yFJfr5ALldA3AyGO00TDJZpueWUGB1gpB1obNtm+WG27GK0K9MxXpMpnx/n/Qt4CbT9Cw8/N6uqqqqqql6mKgCrqqqqqqp6HSvIgrWeshruAZGkjpgL/A7dWJcOjYcwSSMD19zWbowpN8fmWikulKmD4z7UmoqlHjbdfI45/HJXtmjqNnd1Thiy76TsiY4gQXa2pclHw0LK4+SWKccjl5WNME11dOQMeCJuQmzZCRYzuOgJ9lsDMcOvjbbE3BmyJ7BNgVvdDfrkeXZ1k1ub68Qo3L84oR88ci+gZw1uC8fPgtsqyxc7Fnd6GAbc7VPoIrrdINvOuNEIv8q+a34BXkX5I2T4VRxkBw52GQt+hF1jWeSsVPJKWWQI1gkSJpdYmtxkI0xzFpivIui1BQSPBpngl9qrmhohtdYlMi4y/HIZfgkMxwWGwZCzwCb4lV1foqRlhl/OnF+gSJPAYU6o3AXSh5SbYCaaMNj5FAzoeJdY+IiQOAqDlUOiBGdwb+kGvFMCBr8kw69SKjn5rx58jZJB0j4Q83ldPru2piLJw/BrXqZYgvWDFBA3wa8CwwrA2j+TyjZNZZSz63yEynMIlsbrWneWMJ65qHbc63+HF9e/xBuPvvjKtldVVVVVVb0S1Qywqqqqqqqq17HeuPy9rIa7RN2CTiWFh7pAzksR95/1JK657Vj6ZNlDSjsLzzbcpHs3tezceLuHTDdXgV/jdDIbFN1xjewr7sCvXf/YfFvM+WWB+K27uh9BppLHCX652Tpkx+ESiwdOlSGH3ke8hd6rstVmLMcscOx2d50hee5uj3lxcw2nifuXJwzR4y8detaAKsfPCa6D5mJgcbdHRfG3z5E+onGATWfHIqadg/Kxht/vwq8HoErVqbsjlo31Uplgmp1fO9Mdgl8iBr8APWkheJJAWhg4y3nzVs7Y2hkVW2dOMFFSa695gV8Gx/I2BAx+iT1WlLRQywlTvQq/UFzIgMgb/BISbbDOi41POGe+yoWPQGLpDX6VTDAUWh/x43QWDB/24Be81DU6QaiZx3HMInN78MuefTD8Kv4wxXLFLFhfKS0NipcSDuX3Tcvx7MIvZSqBLMBOdsbK3Fe3za4328NfvfMPueyfuzJNVVVV1etBr30A/vQ/x6OmCsCqqqqqqqpex3rz8vcRtUPEjx0JD/OQhwfOL1y/021OYcz7mt+Mzx1dU+nV3jp0Hph98Nb3gSCuTP+g5yfXzGyteujm34L8AUJ2pBS8ZfthSjvLk3F5MU8x7uM4NkN7s/D70S2mmvOWYBUXdBpwRG5trgOwHRq6weMlkk4tvb29BNdBCsrydm/r3XRIN6DBWelj2Zox+H7vlXxV4ffyQIB1dTpbx9gt8iXmFR92p5vDL2Gat3SV9M6cXzGho/Nr2p/U2HLMySWQlGQvrDm7Akgy+KXlBPJ2SHSiPAbFEtCk6UTL04mfOi+KA02Mzi5gDMRvfO4dKtYlUlV2QvLD2Bky5i6QSt5kypn3Utfo1CdgPjYh58n7WEYerh2IlhtFzLtAzkPtH3wmzKeTcXllzOUxnY09aGmS/1GEI/80m+EOH7n8jy+xF1VVVVVVVQ9XBWBVVVVVVVWvY533zxv8SvGhN8EPA1KCspDBeIRMSUJ+vLHd9ZhcvfGW8d9pOn3g9hycbpz44fPOM7/2nS9z99dU6qmzTnpXb9rHb0pnEO2QM2feBXIYHTwZB6rSacBcYjlaX637owBn/THbGAgSOd8sbYHrgPYOnNLcs/U1FxG3TSQP/nRt0/UDxGjAKMa82wXUfYzur4dBr/lkc7fWoXn3l+PEgNaDwJrMIFoupdRFyNYhMfeYqjnNYAd6aXAGTqSMYS4wwcLag7nGUoZeanYkUEhNPliiI/TCT1BJxmaX+awWxfvS8XHyGAZnx711EyDe6QyZz6pGEqqy03mRcW1Xdeg6O9R5cbeM+eW8htP0fgzK1/Emwc2uoIe5v+bNLso1ujMm+2MP2yLsNUaIdHi35KMX/4khrV/G/lRVVVV9aqkkF7zWP4+iagZYVVVVVVXV61jPrH6FY/8Yl5xByu4hlEZizsVyucSPncysMl3J/7lMrd0gkxBpcShrIiKJBVbmNb/ZDRksuVlu0PxWfJgFx8+7TU5FXdNfxe9VPFelMMqel3F0vIknUfCVIqOnZtxPFQaEHtundSRPlzvUSaTJ4dw7YeMY9BAsO0wLJFNHEsFjICwQURWEhIh1qDwSISWhk4CTRB89j/tLonMEjvl9jw2so+fYd/QpcHZxzOVyy7YLrNuWFB3hLqzeeITbKMunnsD10NzdEi5u4tY97myNdD10PQwJchi+ju6qfIR2ieKDleysuCLZdXlpTMhgEK4cd9wuxJLZY5KgcT2+1iMIcxl9LloL0HfOukUqSN/b5h+3OBKp9aSjlugt1F6DvbYaCtQS3KCQhOZCac7N6ZUuLPg+LSGJkFqs06MD14vljAVFNwJO4UZCXMS1iaaNOEmcLDoaZ6/xpm/oomeIHpxlZ0V1OElEdaxz0P0m2nWwcBHvbKxLASFZ9pwYGLLuj/kKyL+njqp2DAWI5dBR4GuC5BFREjAcfEF38fR0fefXTWBQR1QrDO7za+kL7JZEUM3XgF0rgWTuUCKl5Ddh15eg9v6i9r4SCzhHiOrG/ZuywXRcn63Dru1uuM215jPYxHvc3/4GTx69/aXP3aqqqqqqqgP6hDrAfvInf5Kv+Zqv4S1veQsiwr/6V/9q5/m/+Tf/Jp/7uZ/LyckJjz/+OH/0j/5Rfu7nfu4ll3v//n2++Zu/maeffprlcsnnfd7n8SM/8iO/S3tRVVVVVVX1yasuXdC4I479G3K3RkuliuqsQ+FU1DXOY1Vf+cY3e6rsJtaR8JPTRRJHYmHeCVueCCxcpHFDDuGeh8pbTlbpQGlLNM0LonY/nJTpJgxV+k2m8fZ9cm/NvWZTzoUBN7u5t+3sCHQE+vxTliliuUdlCcxu0AswKJxG1W7ke7wtNy/fukNayWOvgR7r+rilYVDPKi641CO2NJymIzr1nA8LTocTVnHBrdU17scFF9slm82SPgXkLMAQCFtPuw6EPnB0J7K4hOZ0iz9dI9sONj1acsGSZheY7hzPVy8x+FVA1tgGMBmUVCv92yl9nAfgl8cpwTDAECfXGkDTIsdH5ihLyUBe7gipwRGfuM7w2AnDzSXDzQXDkSMee+LCE1shLS37q3AeN4AfFJ/ZGZrhWMigq81QLBgEQ8XKIR246wP+TVuamx1HNzqOTzrecHLJW26ec9L0rLYL7q2OWQ+tnTdOaX0khERwicbn9Kp8rjiB1msOzWcEWk7yeQfZITVdj56pU6QXm3ZerJh5Ub4q59eZQ/N5qDotb34G2LU9jRaX4+T3suvJS4ZRMq3Dk2hI3PBrbvpLvER6GjrascHG/lqFYqzLPswZ3CugPEiklUQYr0HFMaCcsx4+QExndPHy1Z68VVVVVZ+0Ku/Xr/XPo6hPqAPs8vKSL/qiL+LP/bk/x9d+7ddeef5zPudz+N7v/V4+67M+i/V6zfd8z/fwVV/1Vbz//e/njW9848Fldl3HH/tjf4ynnnqKH/qhH+LTP/3TeeaZZ7h+/frv9u5UVVVVVVV90slJIGlkSOd4SWN3wgf1T9wPqZfxZtWet46PiaXrWGQXmWaHx8L1tGKB4BNAovhTRofZtI5pvXJwbKxOM6ZRAEbeGjebd17ylbnAeFNvXRllCqln8pMVjAZW5ukyWvOjG2W2LTJlgpXlRtz4WPM6Ip6ksNU2u808nQaiChfxiAHHKracxyV98rywuc42NZxultxenRAHx/ZsydB7wrkQ7jmkh6Pb4LfQ3u9YvrCBISJ3TmFr0ItND5oMHinm/NqBX/kgvhz3145mEMvtf3c6cxQVyDWbTvaD8OdATmQMz5ejBfhgQKxAsfxcOm6JT95AnRCPA9p6K2kM1vExNcxDsYzBpVzq6Ox5FYhLIWW3V1zaWHGAlcc4RZ7cIscR7yOL5YCTxM3lhqOmZ9W13L44IaoQvK3IS6JtrINocNHKIUVpnG3EwsXRIRnEcr8asSB8p9OYucBsB0LpSCocvFbK9TV2Zpy43x7q0uxGVJBD197e66w2XZh1bSzrcNkVGSRyw69xJNappaPJc+9u2/x9oMwLBvPmYwWml+2fw3AzKyYSG5TEs5c/ytMnX47I/nlYVVVVVVX10vqEArCv/uqv5qu/+qsf+Pyf+TN/Zufv7/7u7+YHfuAH+NVf/VX+yB/5Iwfn+cEf/EHu3r3Lz/7sz9I09h/y2972to/fRldVVVVVVX0K6fH293B781tE3aIj/IL9W2XY7dBYcoRgvI1mIXZT3krPQiJpdJdAKwOtREqQ/JQLNIdfjCBpvvZ90PWgsd1tnaabw6+yZ3P4NXeNTfBLkBHJKUsZxmf9rAPeuB8z+EX+XeBXcaKlDL9UodOGUijWq3U7vEwGv7bJc56WJIUXtwa/Vl3gzuoEFLrzBbH3hA2E+x4Uju4qfgt+NbC8tQFNyL0z2A5oUth2dqSLY+qK84uPDX7BmMc15XYdgF+z6XbgV5l3H34Bsmyvwq88r7ae+MR1VIS49Aa/1EoglRx0Pz+hZvDLoJahmLjIXSCBdGTTpiaXTCqk3BlSHu+Qk4hLymIxgMD1xZajZmDdN9y+OCGpI/hcqiia4ZflewVnxzg4C9FvXaRx5pALudQxSMI7OxbBpRFeFfjVuDie11evi92w+t1r9NC1Uq5ewV/pjXpVipXwOuwaKGCqQGGXnV9eEqto8Gs/da9s33SN6h782h2bw6+5J82KIG1rEwnBc2fzC3zo/J18xo3//gF7UFVVVVVV9WB9ynx90nUd3//938/Nmzf5oi/6ogdO92/+zb/hy77sy/jmb/5m3vSmN/EFX/AFfOd3fidxbrHf03a75ezsbOenqqqqqqrq9aBPP347UTcIQpTS9xCu3gJfDdZWptDr0vGRDMJUp2UYFBuyeURmt9wTjCrrcOgelzkUan84TL9EV8nevFyZTmbPCqo6ArjpFj3lm3zbN4+SsA59YCWXBY7tB39b0L0fl1fWUTpDjuWZOfxegU4DvXpEExfxCFXYxJZ1bHBE7q5PSCpo5xm6gHMJf+ohQdgqfgPJK8vbWyQp2vXIpjf4s+0msPRxhV8zPcT5ZYdBdqd7qQ6SBY55ByFMzrX586rEGyd5mWrdH1PKQfd5md5eHJHplS1xWSkU5xq5xDE7vvLrqU3ekybPGBJyLUIUQhsRB57IcdOTFC42C6K6MacLMBAGoIp3uUuqs3MGVZoyJtNYCcQv5YWq0znmRxg0dVadH/MJLBeMfWi6fdn5vn9NHdbU3KIAYJ2NLXJp85Acff4effd65MrYfpOJeeOJaR27czG7hkFQTXhpCe6ID53/K/p08ZJ7UlVVVfWpoloC+drpkx6A/dt/+2+5du0ay+WS7/me7+HHfuzHePLJJx84/Qc+8AF+6Id+iBgjP/IjP8Lf+Bt/g7//9/8+f+fv/J0HzvNd3/Vd3Lx5c/x561vf+ruxK1VVVVVVVa+5NukUwRFViep23BpzzZ0bBUjNx8oNcCMRN2YVmayEq8Ci3XnnQGpa3l420MsY29/Wua7ePGdXzwzFzcsip9tqmztImoE/HefY34+5++vwOsx1NqjP000dH7faAtARGHA4TZwO1vFxM7RsY8BLYru26dxWkK2AtwB3gLBO+HUiBoe72BjoSdn15SQnozOBp49Zs2P6EJglcnW6HUfYmBWmV6drMn1KM2iXnWEaPHrcQkqkpZVDKljOlyoaDpwdmaFZF0gMejUTQC0gTHMNhC3PHsi1HkQRVUJrkPe4HXCi9NGx6q35w1R9l6GXgvclqH4CXI0r14MBH9UCx8p0Vqrq5Gr3UYccvC7Ym+4qMjqsh3V5natc5wbW0jhvGTtyHarCkMuo5wD6MAjTnX2z60zH6co6Hr5VZepE426yjXe5tfqZl5y+qqqqqqpqX5/0XSD/0B/6Q7znPe/h9u3b/ON//I/503/6T/NzP/dzPPXUUwenTynx1FNP8f3f//147/niL/5inn32Wf7e3/t7fMd3fMfBeb7927+db/u2bxv/Pjs7qxDsda4u3uHu+mfp4h22w0eI6YLgHiOmU0SWiAgpXRLcYwzpPk6WiHhiusC7N9ClU4QjVAJ9WuXpTnGywIsjpgsa9xhJ7+NkMc4b3OMM6RRhARIY0gWNewNbPUdoSSzYpBWte4wuXeBo8M7TpwsW7iadXiDaIK6hi5cs3E0GPcfhCS4Q0xkL9xi9XmD9yJZs0iXePc4mXeJoUBas0ooT/0ZOmid5rHmaa+GI+91vsRnuczE8D+pAjrmIdgwuYo8mj3NLVnHFsb/BZVyDOoQj7vcbjvwN7nUDqp7GL7joL7nZHLNJG7woS99yOay40Ryzih0oLH3LxbDierAxBa4HT6/nPN4eIZzhUK6HQJ/ucxKuEZN1BDsJgaC3uO6vsZD7BFEW7hindwjyBpyucSI4OYZ0H/FPIO4tuPBp+PYrEHeC6hq274b4ETS9APFFkJvAGkgg1yDdy2NbID5g7LqNuTeAfxrxb4L2KxB37VWdnzp8BLqfBz0FPPinoP1yxN34+FwAVa97beMFz1z+Mhf9i/za6TvzDXmkESWpBcKXbCtFzHmE0uN2UJHLzMOhDBkFCY7zuMz5PVac5BBWqUEyILHlGQgSSbSSaGSgIY3umzT75tFu9lOOcdp1f80q28a/o8630o/PTX3npjKrspaA5Z9ZDph1DIxYeeGAR0VyopeMgd+CwT1KR8fiBlMyjNntRulzoZaTiGhiS8DnUtEgA55I0oYbfk2P41rYcOR77qQTnjq5YDt44rEnLHv688DwZtBOIDokCYvbCr+nIZwNHH2oQ51An+D4KNdoKpKSOcJSsgywmLIBKOUDNnNZvSQkmz0f4+xvmdGUXKRW4NhgjntNCsQM5vI2iExgrLjUhmEqe0zJlu2cQbCjFtcZiHKt4i4HkhdcjKiAtJYon7xAgJRppTpBS62fKq4X/FZJDppuygDDQX+k9AtIjbm/xCmhGfDOCl5bP9AnByq86fqZnTkiebeEJkRQcmdHSGgxpRFGwAVR3cj4umjdGvuUpnNMzP0VkxsfC8w6kebCXbFzUWfB+aKMIKqc824EWVMal11zuwBcyEAqDyagz0TQsv3ASaTPzrf7wzGUl08cgchCeryksaVGVKH8lRAGdSMEA0VFSOoNMs+6QdrLF/N+2tjYpkM86JaY1gjwwupn+LRrf/wlzt+qqqqqTw1d7ZX92qzzUdQnPQA7OTnhsz/7s/nsz/5svvRLv5Tf+3t/Lz/wAz/At3/7tx+c/umnn6ZpGrz349jnfd7n8fzzz9N1HW3bXplnsViwWCx+1/ah6pNH6/4Znr34/3D78ifo4wskXWGNvqcP9nPT/VwlyDiqfTwrWTLlo6UF1ZYPqVNwNGRbK8UpIOUzeV5e7kiWSjpHnkLm36yKfXDOHyaBnOVhAbK+PCPTcrsUrCNZ3uYyFsd+asLSwdL1BMl5HxrZqrBODdsUxt+lrXlSx6D2exsD69iwTQ2XfcM25lDtHGjrnea8kKl9++QCmW5wU/5QvvQD18KWpeu4FjqWvmfpeo5cl0O37cW5Jhue8Beo23Ddd3TSI2I3zr1AgxDFjct2kN0HzsCjO8G5t9D4t+D0LsSPQrrEYFZiusF7pbJ1QIu6E3Cfhi7/KHL03yP+iZe1BO3/K7r+IYNfabXrmnBvyMv7WsQf/gKgqmo13OW99/8dv33+06zi86R0mcsf7f2oQVARgiZ69Qzqdj50uezpKO9p85tuzXCs10AjMb9HRYIkC4PPyxqSLRfgxG05dgNB7F0EciB9RlXzDpEyX99sn+xant4vpjwv2Zmy3CxPhYmmMk/EMeR1pxyKX2K+wVw/Dp+73ClDdugMKlYiKdk9p/ldQslbP7232fu5I6qF3g/q7e+8VVsNJByb1HCZFvQaOO2WrDWwGhpWXUsvjr4PROeR5PC9Zzi29Q1HDeunG9xWOXkMrv/WhuYiQj8gXW+dH4c4gyGCOgcpWlnkzpGZH+GXo7l7i10nmCoqzlxUO9NlEuQk54HlmctL573BsaLlApYLtA3QNGjjcomkQwobi/YdTQr2/1gMknPADHyNu6eKGxQXgaSkAHkT0dYm2r4x0T+ecNci7XGPbyKLZiCEyMJHFn4guPy7tQ0ohcBzwLp3KHb+vy9jA1ZuMqi3ro4kBmS8fhxqGXLqcjmu7KJdUYN++biO/4vquBo7d/P/wXH0WcnOp5WCk+cOMt35dyquLA6tSNkmx1abfJ1FrsmGI9eNy0oqVuqbcwanTzz22WCE2dOOZJRnn8H8+FkqjUBtUgJ6+uG3ETlhM7xAVVVVVVXVK9UnPQDbl6qy3W4f+PxXfMVX8M//+T8npYTLORTve9/7ePrppw/Cr6pHR2fbX+O37v4d1v2zoBuSXubv7qdvTeeafaa0D3X43EWseARmtv78wU1Vc0ejvAydlV2Ma1KSCj2BpFMuzLQNU3vwcmNV8mvKTWPIt3B+xHB5O5OV13TaZJeHHz+QWiBzKWWIHDkDTPYtLwwo67RkkxoGdVzEll59vnE0SDUkR1RhHVsuY0uMjrN+wZDcGAaMKI0kRMq3tvPbptmjckOAcD1sudFs8BK5Gda0LrJwPdfcNsMzOzJvcBe8OZwSiDzutyxcpAWO831Vi+ARJH/jPrpGtHy7PUA6w+sK4vtIeNwY0f1qwdf+vkVI56AfhdX/hHa/CDf+L0j49IfPvfnP6MX3QDoDdwP8p80A2ADpFFb/M9r9fF7eZ3yM21v1etNp9yw/8cI/5M7mdxC2KBcZfDmSpgke5fedqCVy26wyfkRh+53l5p3cLOvLScTnTnY6e6+JOfDdEXnCX9K4iFNzUynZaYXgLSqeEoQtsy3Zh1/lZwqzL1NOciTCXrpZgWSqsNVm/DtlEBEzepswmO23Y7oBF2wfJ5RQtmfuZynrCDnw3tv6VOjV3qU79ayS5Ufd6U/YpIaLvuX29hp98txbHbPuG4bOs121aBT8/YDbWJdDfP7fI0F0wuLFnmsfyViiX+M2PTpE6Mz5VaxGmtIEv/bf4l5tJtiVLDCY1QRO/3dmp5d4v9uhEQXnx+D6cfprJwa/vMCyQcWRWg+50yPBXqW4cGhjDq+4FFJxe43vl2TXF7hkrrDS5TEuhNQKw7Gy+oxIWijNtY7meMD5xLIdcC6xDD2LEPGSOAo9DiWOeLacp3bs5vlbpSR2/hWaKtkRaf9/N86mCJIsKF/z9ZY7L5buo0Gm68ONj2dfuuWdLa5JL8lKebVcZ9OXcvNjb4dqZwv3UHKZzuDXdF3YmF0Picf8itYNtm/5i7G1NuPno2n7dj8rTXDd8Fe5zkoQvs9QvXwGyifYuF1Kj+p91v1vsBleYBnedPV8rKqqqqqqeoA+oRlgFxcXvOc97+E973kPAB/84Ad5z3vew4c//GEuLy/5a3/tr/Hud7+bD33oQ/zyL/8y3/AN38BHPvIR/tSf+lPjMr7+679+xw32F//iX+TOnTt867d+K+973/v44R/+Yb7zO7+Tb/7mb36td6/qk0jr/hl+6+7fYTO8gBNH0kvs9C/Or6s3AaNDSTH4RWlvv5uhUz4UqpZvXmcfhpnfKE3fBPc5O6Mf4dcsL0OE/ZusMUcGJYwfw69mgPQZflkYs8/r8HQ59KTccC7dwNJ1Fryb17TRlnUKJFUu02IMeC5dzoZk27BNgcvYogrnw4JBvX3AFQVJGX6VEoyrR1bYhV/HvuNGs0ZI3AgbWhcJErnmtjvH7aZb8eZwiqA85rcsxLxsx87uoAr8gulea+fDsyaUhHW5H/LNSI/SPfAceGWaet3Z+i6AFob3oef/VzTdf+Cc2v0yevHdoCvwnw7u5q6lQAL4J8A/DcMH0bO/hcY7H+P2Vr2etB5O+ckX/gfubj/EwgcSF4DDuUX2f0z5VBbKPkdOU7lfudmdQLyp3Lga/ErjjXDSCWrF/J4mKE/4S1o3MAZ+M03n8vqu3hzv6hD8mm79p+v1MPxiBr/m8f02VpYns20xx8l0U84Mfo3OFQ7Dry7Dr0Elwy9G+NWrY5UWJIW7/TGb2LIdPLe310nJcbo6Yt03aBS2qwWaBH+a4ZdTg1/TC8Hibs8bfnWN6xW5XCH9gJKuwi9VK4N8DeHXznQi9nsHfmGOLud2Vq8nxwa/UFg0IM7cXyEf/ZC7bLaCNnY2xqVDRQyO7eWSuSHDLwx+4Sb4FZsCv6BZ9jQnA8AIvxZ+YBkiospRsNK+q/Arr2fv/7hDJSzTWO74iOVsBWevjc9dID1T99EgxVk2dUp0O9ejoaCpD4ABpPn1OEGo2UvFVBo5H9vZYs2wO18DYylmvh7s/2CDX+b0dKjKy4JfylX4BbudJkNehx7cOiGp5s9ml/z6ne9kSJdUVVVVfapLme4iXqufj/XO51NVn1AA9ou/+Iu8/e1v5+1vfzsA3/Zt38bb3/52vuM7vgPvPb/xG7/B137t1/I5n/M5/Mk/+Sd58cUX+amf+ik+//M/f1zGhz/8YZ577rnx77e+9a38h//wH/iFX/gFvvALv5B3vOMdfOu3fit/9a/+1dd8/6o+efTR83/JZniO1j9OTHcR8ehO2ePVt4BywzOU7/6zC2vvu93RGTAV0sy/q9z9DdOHU1WlG51f0/KuONF0ClwOsw+WpYNSUco3evYG6vLNn47wy832dSHdaIoSLDd5Ha0d1lYberWA5gLBkuaST1UuBysX3sZAnxyONO6AZwr83e+aNt/PckMgKDfbDYJ1llq4gUGFa97glznebI6nguWBLSSylMgAnOTsEwd4zBniDnUbQ0EEr1MLeCu5sFfMzoX9V+qVKpWjOVvti+DeBP1vwuZHD86lqujlPzXXmHvzlRu5HUnIEOwDsPnhj2Fbq15v+q3z/8zd7Yc4CW9gm+Gok9KhzY/vIUNB9sr4jjXv+HioW9vYKVESThIJc7FAeWex95ohp4ofuy2ti1Y6WEqjxnfICVbJbL0Pgl/2uPjSdPwiYD5lKZOaQ6pSTl7K1UFHv+wcSEzv3wVhT19kuNm+71+VcxBWXMH2ftuOyy/vmZtkY9sU2KQWR+Jud83cuSVYXZTt2r5YcL0Y/PIKfrbS/O3BzfdtcNtEchG36lEH2g8Zagljrlf6OH+8PfTedCgQv8AvQPwu6LIDuwsw8R5ZLmx72wAuo5ImJ9P77LcSJbXWGTK1znK+VK8CtqRIzK/RPOi+sf+Uujcm0gLckAjXBzQJbTPgnIHDRRhICq0f8KIMOiGdnXN2H37N/q/eGctZd0Gm/79D3kAvefNVx7ywQ50Xd7qyzs7JaTr7f2d+ne0dZQqQ2h+7+gpO7wMT7Mvbh8Um2PXtKMlePX4Pfu1u3+Ft3l2H5uMyXeGH/i8sXyQqS/9mzrr3cmv1nw5MV1VVVVVVdVif0BLIr/zKr5xlUlzVO9/5zpdcxrve9a4rY1/2ZV/Gu9/97o9l06peR7LA+58iuGvEdIpqBBoYAUh64LzFKQDTB8s5oJqg11Xgc+gDnH1ALjk6xQ0x3V5JntFConedY3azNnUqKyrPlo5MZPdXyeqxHKxpHxuxjlZJGT8Md9rYdmlikx0cKYelqDJ2jtsmK+sREuuh2d0A5o40mX2De/WYlq058n1upw6P+x5FWLpIIDHA6By54da0MtCr4wm/RoFW7OY6KhyVEOarR3xnxEt2aZUgmPGb8HJUP143iz3IEWgHXIC06ObfwdH/EZG9Uuzhv8Lwm+CeeDj8KpIAskA3PwrHfxqR5cdpm6s+VTWkjvefvQvvGqJeotrvnGejt0uVWNrdjVfLhJTmndnK+9n8hjVIRCk36PYeUuae33gfZ8BeysTSbC1+tlXl/Wdax2HQlHae3Z3yoV885PcuU3HATRH5Ewabgz/ye5eVcjPOPT+WuyrrmMrUE1GbcczynRKX8cQcwOrZJOv4eNEd2fYmIQ4ecYpbhektaU/NaWJxJxKXjnB7xVhnP+Sw+RJAr8oYdn/wbe1VvNcdfH96ABSztohXnysOsvnqly1IhllNAC3wK7O83IkhtW6cTkNZh0ynRFlFsrf2ZBQTgNSYUyyJ0r1BIUI4scB7IjSNlfIuvOVJpqS0Ps7wqG30g87T6dkHjU3nu5d8fam5rMpuMI7ltc7+fzp0PZaxAmxLTugu1J69LDz4OmNnumm9ccWcjAABAABJREFUpUNjcY8rOl7fE4xiFuMw2/Mr1/cEDefrmEO+ApwfvoX2hZaIR9Tz/MWP8vTJn7CQ/KqqqqpPUWkuJ3+t1/ko6lMuA6yq6pXq7vpnGfSM1r2Z9fBsLteI07fkDwA19oyFzZd7jCXDePM0x2eluAau3rNMSMgyRGR0K3gWMpDUMNg0bfmAWN6UZOaYyNsqabwpdON4YindFKarwoBwLNup/EetO9km2aXv1UL0owpHbsOQHDecAaZtCizFsYmBJNbFqUuOhe8ZknActmPWCCoMKTtMsiFsUEv90fwpXWwH8v5boK8jsRoavEbudUdEdVx3a1YhcOQ7Gme31Uv1/PrwZrwqL/qbNC7yVLjktktcd2uOxI7B0iW8JhopN+m5+EsENGJlWvMCKmHymO1/d/9qNHOBaQ7VH54F9zj070XP/wfUXQN5AliD9tC9B+Jtu2PTs3xeBqCz36JXxxhg+C307B+i/ibI4/acdtaJMr1gv3VrP+4NkF7MY5sDY1vQNeqeQNItcI+j2o1jGm8h7nGU3sqH5Y1oeh5xj5M0j7k3EtPzOPc4USMxXSDuTXTxBZx7jIgyxEsa/xR9fIHgbwKRmM5p/VN0w608pgzpzKYbbuH9DXvd4hnBP0UXXyT4G1aanC5o/VOs4m2C3LDmDOmS1r+R1XCH1p8gODbxnOPwJKvhDo07QcSzjWcc+ydYx7t5zNHFU47DE6yHuzTuGCeebTrlxD/JOt4lyBFOAtt0yrF/gk28S3BHeAls4n2O/ZN08Q6NWxCkoUv3Wfon6OI9nFvipaVL91i6J+jTPbxb4LCxhXsj23QPJ0uctAzpbh67j7AAjlineyz9U6yjdZd1LFmn+6yHS+5sP0jrTljHu0QUUQMhIjCkgZKctZAun6F2W1q6sykCUq6CDBfK7bsUqGNXTiPR3Kuar+8MwwKDBXqrMGiDI7GhtbWJ0EjEY93ulNIpTkbnlSPtxDjt3EznR+VLgDKNqrIlEFV2pxeQXCrliSSgYe7mSuNfirlcY1m+Brt2pbzH5hLv2dzl/cOAmk1n4eUxNzy00T4Hhg/Jvog49h33+yVvaC/poudaCJw0HeerJXKyYtsHtLVgdx2sQ6VEkPz+evxsjwyKBsVd9paXte3ttSC7rxqfwViwXLAxlT3vU+kGCdP/gy/ZDTLPv6+c0Th7gzfwpvnIxjgjN5LXbw0UCgwTcbDZmNPrcm3n1LLBbS3ons6jThAJ+C4Rlw63AvVCCuDUujtaerpavlsg54LZi6UiSA96TVk+L5AU90ZIly1cj2x0gYaEP06cb1sWoWc1NIgYoPFiMKgVo2sF2iSFxml+/SX/3+emUPgkiJjLunXT/+OxNJRJ9oWTl8iQgjksFVsv0IvgJZHy/52WRWa5dbgR6zK1PZjyvOZ/23HWcawo5DzQkvVVGt0olvcJ4CQRGFjIkMshUwZeBYnZe8KCftyKQa1rZsxfv6UxIoC8zHycUIb8/2ZgoMOuPduH/M4kZT9t2+0Tk6dPpyz9m7jsf4ez7je4uZiqQ6qqqqqqqh6kCsCqXvfq4x1QyTcwMaOo/dKQw9/v2xfIEed0hD0d000bKH6W/bX/jWv5sFaWLGIB7QkZPwyjEFVL42+Kw2IEauO3wLLzr7C73iOifTC2+1gGPEs3WBdIrPOUZdEsaSTSyJA/3CdOSsmhc/Qa6WIAB+fxiJUu6JK5y5beMj9EPMfS23RJ6RGSOPooudV7+Vi+ewPZuETIH+iDS8TkOY0tXQwWgN9uCC7+/9n711jZkiy/D/utiP3IzHPOfVVVd3UP59kzoyE5JAUONXyJFkXqRZGCJViibH8RRBAy4A8GBZj2Fz8h2IIBG4JhwBIE2LBNCiBkw5ZpQqJHFkHSHJAcUqIsmjRJcUjOo3u6u573cU5m7h0Ryx9WxI7YefLeutVT0zXdN1ch6+TduR+xY0fEjvWPtf5/RAWncBeE52HL3wxfZuNmbvojD9W4wHqduNEjST0TgZ0Y2fYoLNeWXP9eBS8uc4+4CnspTRTYZ7UKUs435793pugIcPfv0ra1VYvR56vsydey/f/uJed71TZOfquOUsqgh/WO4uAZ4GAManVbwoQTYt7T2rAQFGYVAo5JnfHmaeGwy8CA1OgbOVMWAyTsV7u2fbeII7eosRYV1VlN4XRe0bjn+9KTfy/WRGYsAEcpY02NWx9R9ltHSwF0pExgndmlTgJTPCmDvnWMSSfls/OmBaCK6pd+G3TRfV2UaIvqouZz3aUX1DHMkh0LoXQnlnqosFImLKPi6ZNIVDDf6sPK6SRHUFnlImo9rXc1zelWN1mB1rFzEztJjFKc7PIM3VIvYJE2ehJhVACqNjaz9Omolq49aVWbs/vNz0At2qTPnUrzuG+RrSm3yUKqX2D5GqHrEI7qjFR8iQRboELQQrJfHXwRW70NdJnfsTNgTR0TPb1LHJNn6yIQAMfD7ZFn0wbpQYOQoids8iqwGoO7JkEmxc/gDxlEiVb36jKg1XfIMBoAlhISZkNnnDcifFU0loUft2ARunx5DQDsnC0CI9bgpTxDwa5LATJyh0gKna9pkk7geATnkOggJiPND3ZPLiraQRo6ZFIjv4/2HiUoOitxcEgnJI+Bas3MVrHbdTktsn9PmF8IxyfC8c7DEHJ1KL1PTLFj7AOKI6mz1HwfGFxkcJYSWRpAh73HynhVel5pr3WRyqK65uS5CwP7NCzjW8pRYAkxkE1dXqRRAo4uQ0e2zcaAzsWcOtmI4KgBba0UgWGOa8qG8n0jMw+6O67kiJYFLu3Yx4GIp8O40AZmNi4wSMAW/oSJnkKQv8wlSHlssvPEPDaX97BgjzpROFNdjnRPJLUIyRJ1LlL6YGp4zxqAL7exkCZctyHxAdOFE/NiF7vYd7hdIsC+fXYBwC72xplqy/m0bAVOIYIyabNoqj39kg5Z3OmhiVgozm79VMc2UkGhAnQVi9kZXBbJP6FUFoGRlumgYD7IlLUhCyBgZLi2rQAEADs3GdmzGtksVML8KXn2aWRWx3vTDfvUpOuppUBGdczJW2SYCsfYETLoVcEvK5lQ1atGH+mcuYt9dhpu54E5ea77I+9un9FJ5KqbGFzgNox8c7ohKXxhvGXnJx77W35o/CaDzNz4I6MENhJ56Ga8wAZhyA+kEOIP4ukySbPL4Ne9Ry+rL7/Cpi/5/lme75O21d+W/7R8o/5VXYCvdtucga+U3WcjATfIL6lwzCBN0NLeG/ryHJlTqrqFvgqQoypNWWS5bsAz4yrBuArHrLhXr1BjHFRrvOX9Z1tgtby/2jYnFfwqAG5J6V1Ko1DmDIsqYr5TvwAKOS03RzoKitN8xgLSNuVz2eFD4ZjZ/uamL8cC1Ci5DqpDWECcNvrDYc4puXydaD5fUZ/tqe5zA+zQAoCW9uhznRTC6griFQW6Ou4VB1hIPPG3bMSiQjqxPj/nMcmTMji1Vs5d26rWl6vO6rlNm/xUlaLaWMizuwwMaHOOovhYlRnbO2m4FfOz8hncOAWUXW4rAbfUX1GV3KeBSbsMJli6+F3Zljx3aSAmx/Mwsk8Dh7njG/sbpuDZPx8zB1iOjnUGySUFoqDiCL1w+ILn+u+f1FI/IL4zwOxYiPCNDF9VIcaFEL8Q5JP7POXzrViJ6IIKaK3OlVuJc4gTA7m6rh5XUGLfGTriHZTfx944vobOPl6Im45UUh4F1EPYOmKXkZ+mMRbgqwQeudn+Ht6G/RcFHRJ8cYJNZBgi42bGucRumOhdZPRhIcDfdfPSfsHGr8HHnL4vy7ygcHfFpa1Wcve7MPAsbAz4MmQqAzy6tNkl0in3t8FZvy3pxKCM3qKw0Ea19QRsb/tUu62MDdd+zxe6ZwiJgw5EdRxTx4to6bg7N9G5yEDkyh0RlDmDby4D/aDs3EQvMS9G2LhylzardEhZxtRSBvsUtVVpzucWAC8tfGOs7sHOalB2AN2T9NOuGl3sYhe72MXedPtcSfAvdrFvh3X+ETbZF4zJInAu1ObUASvgV1QW8Ks4hkIGv5p92wiTU/Cr/d6agQRrcl2Wc5wrVQW/ilt2DvzSBvyy1MV+mdh6SThNdG4Nfs3JsU8jUeH96YZ9HJaUJEU5ZPArJOGQOrQBvwrXThUbq+CXTdrj4kz2zlJKb+eBKXmuuiNf2j7DiaUHjS5wGwa+cXxAVOELwwt2fuLK7fmh8Rt0Eti5iU12Dh46iyUZEXopEXQt+FXk4F/BD1IW0fkWHcHvUHsV+AU16qvdVqO+6jYDvwwEOK4UU09BGWgCrZpylIgJeBnoEXDMOfKo8OdNC/jVwjct+HW/RxVrwa9iTsypbM93DvwqpxUK+FWU3QqcVWMW3AnUklbg13o/XcAvAw8LWBVznSYVi3LTdqypkSavA35pA37Vm7kPfhXOLy/VYa0jm1258PmUskQVJu0A5bG/Y+ssCtKvwC9zolvwqyXNvt8uTtqBugx+1TqVfL/VsX4Z+FXazsvBrzJavx74pSfgV1F/NPCrbpMF/HqRI4Dm6PjG/oY5Oo4vBo53IyJK10W8z2BIrhvXKc5bbvmLH+64/f7eUh/FWqf0vaUVngO/igrkCfhlt/QrAH4tK0L5qTpnv0MFv6AwvxtPWEmH7KztMPbgBO08OvaoQNwYCFaurQLzzpG65nxtYywDTga/JMHhCdy9KyYu8IUJtoneG/gFytUw0ftE7yK7fkbEVCCLumIZCdbgl71XCvhVekkLfu1jz7OQAVuxwhVgaNkvL8KUVNsV+JXfwQX8KorTtn+df9R+ecpVVseGK3fgC/0zQNnrSMQWxyr4daR3kS6DX6BZBdutwKoCfoUciVvBr24B5ZDav0t/hQp+lXtfg1+6Ar/qzKiODslWEEhEbsPPIdrR+0ef0GAvdrGLXexiFzO7AGAX+663J5vfjnfXRH2OlxteB/wqbldx2gr4VfbznE4w2yOrs5YKEKZKOgFgVC0VqVz/fATE2nxTrtJ5Y4kvac7XbivglznCNnnuXcyrqLV8+zSiwG3csE8DXqJJzKMEtXSGEgVGBu6COmQh1m5rs07Cu5xmmVQZstz7lDwheRyJd7YvjGNEkqVYJuGDrJD2wB/YdTNR4QfG9+nFnIadmwkqPHRznmBb5FcLfjmETlxOuXCvVb/2/N4cEKy9Vz39qzXlcQHEVAn5XwUesEhDi6ubl3anK2C3XGt5BmequLg8Bsa1blu5hrWxuaQCKhx1LSigtMeev+Py9xT8KpCInmxrIy1P21CXE+C0cdqURj3xROWspDyuy1dVDItioYFU3TKWlJTDUgfFnTXw6xRAr2XxkhahiKLQGLMzW1zS0zoo40vhPWoJ4su9FDLrFbyoGMAGbGViI9ZvCwhQxiRI9NTzvc442l7jLo1LHZc9y/1a5NaaRFsLpKeaeQlP07NZji1xhwVMW9dLW0NlT3uylu5rEViz9hkArpFwJeUtZlDMoXx42BGigyAc7kbEJVMhbE0wknYFySBY6hwf/aYB6Txp2yM4u9VQVCCxDgOZ66sBu5aapUZ/fav2KvCreTpSgK4Cfqka2FVI8kvOfpcTEnqLBlMF3fQY+b1HvaBJlyivOErd1p20E1jyEI0/DWJvkV8CyIMA24TMyrgNAIxdoHOJlGDXz/bOdHHhtJP8fuldwksiJpbo1rZ/F1B7AbwVns8blJLKa3sWDrGFEJ9Kft/nfptylSrk9Gp7jxZl1dLn2/7zqm2C8nb/HIcyacei7JysfIMEOmfXvXITIrqAxyUqSyCnPUZiBucVySm/WYu5tA2a8SK3O9dsK+dr9/PSLlucLmC0vV5wdMzpGd5f8WD4dVzsYhe72HeylRTIb/fnTbQLAHax73obuy/yZPs7COl55o5ol4nP2zKJbJzOdurVJg5xcsbWAS9O1pr5p4Bj7bb1tddnb667Whmt0Qj1fLatRJqVyBEhMYipXBUXsMSlgBKyWiSqPIumKmgT/gysJV/Pl4GwOWXybJHlui0HSrnz3hngaJwlSkxkTjG46ieTU0+OrbdokX0amLXDS+C6mwDlgT9w5SaO6rh2k2XIiEXDRRVGWU+ZzWEoNPhl5X7tNt+zNwf3Ak7BL723LZ3ZFpptZWvQUyCsquy19qpX7Dmooe0DSxRlbtuCZrCltLJ132rb4rkSnCtLqyZY9li7W00p1f5nKcStRlz926YJCmtgrS1fO9aUeyv3i+qyre3f9++tbnFUeKajpJX65dhTYJKT2itlLqBc25cLQFj2a0ejqpKbLG1q4ScsKpB2plZN7uWpj+uqrlGAfiEAr2Wu5SqgwipaZLVnHQnWe9XnJVR13HNtJi7nqeP7nNPLVWR5XoU30aJmTZV3Hy3FcYqOuzDgXeLQpD22JqKLzy+5IsQrKhCuHYd3HHQ+P4gc3VUaEicAV8rnagGvzwD8Wr6fnmuJ8nIVDPGZmL9FTosipPe17J0R/+tg4JiqkvrMDZWPVSANdl0pUWFtERoUSKJhztND0A7jDXsYIEE3mApkSsrY2eg2+rioJI8urE5X+rz1wTrG3Z9VVJL8Q+oXFdC1cI3t507ArALolizxsq13MadCNlCsnL62tCG6r9uK7dyRXiJzcgsIPmtHVIcjMjgTLBgy2GYiFWuQT9HMB1bnNaqaIz+bZ8uaR3EZQ86orbY0EnWsfNn43bwfxOXe3COvivC+2MUudrGLXayxCwfYxd4I+/L1v8RH+7/KYf7bWLJCiQJbO7a6/N9YwsoKb+GFKVBKCwu07hUUyMWtzmpTxbicAZSomiMh1ik+5Zx64lbLcq56zZr6ZCmeNskuSmmCqmMg4CRaRJfab3MmgLa0hsikjo7AjKfH0iyiODoJhOSYSUQ14MpWeLPzqpEp+ep0lTIvkS8Go0zJZQJujyaISRa+rzlZFFlS2MeO29DTSWCTSVtehIEH3S0/v3+ME2WaezofeeKPTKnnSmbU2cpxr8pRlA6LnJg10IkstZwThnArwOzNXP0opnom5k1rlGFpY8Uhq1EMmgNNpOhS0mNE+lGFnrD0mtK+Q9vGlVUfWsNtumxVLYTskYjgKQ5oR8e8gBHGHVZIzdfnZjlnucb9exYMzGsPasnXWf9kynO5fnrRk1RmRTLP3X2QvPTnHKW1jEVFIdZW5HoCKiyiGSqeXi1qM+WzmRhHokJNdt5FjQ6HqhAKWJjT37oMZbbA3Lm/FsHFogZXBQAqplK6kuEviUEConCIHV4SxxwVlrKSpGTCb0UySbpkTKTyGZWn1MKECsTU0VFBiVKPKQOSFnlVnwLoAspGrbFh9v+0rHwWSKwQkc9pvTZYgAZViIvqZeFkE2Z1FJVMT8y/WZudtMdLyBFgIBJ5Me+WlNcYBN/PTUW2d5ev7xRNzsZdr2jvePF9nof/mRqINFkK35LS2OepXfRoMLAC34NmeYtFDVLztubB3x8N7lu5jshCsF+jfmpvRhMaFXHO1ChRQ6NitHLP+b5FIE2WLjnNtqjSCxyO0DnkMFuddHb2ODjcXkkC9Cb8oi73AQd0gqY8xmS+/3knuAPINhGP+W1wA9PB0/WRKTjEwTDM7ENH7+zd5lC8s3GtpB2qGqxcuOY8hYcvi9aogbEJQVPPzh1rInT+rc8UBL2kLCyTqPBsiToDpzVaLCk5fbDIL5Q08zqLEc1iG6I4BRWrc8UxysSLOCwCEKAcUkcvM4NENmILTjs35XGpikSIWAyniX2E/Mq31O2A4DXh5bh0lqz1TAGdF9gr/9a5uPRwUZtvFUXq0gPEbmj5d9Mjcn3MdLJjSs95Mf8sN8MPf3LbvdjFXmEavw7pfVSPkF6Ae4jICP57EXf9eRfvYt/ltl5I+fZd8020CwB2sTfCroav8JXHf4S/8d5/2ybghRyEtvO3UFZ19LbZ4WodecUiqVwTwm9T4sKDZfBBDfu3/VyTJtU7mxwWgvySNmMlEJvIUhxDlmuV48Hmmr1Gm8xKJKFEcThMsWmQqoCWVJjw7HUAzamJJLwIN+7ArB0k4clwt+z/Io7s05bjkkYZSV6ZoqeTxCTdkgJRHGq/pDw65tSzD5KjvyK9JkYfeTAcjWNHLNWrl8jzuKETZeMjTibu4sgHd9ccQs/fjF+ic4mr/sijfs8Xhmd8afyYx37Pjd9z7Y5s3cyGmVFg6yKTRnqEHuhwdOLwSH4qBQq7mCBL2ujCCSZC34AFqkoUg1usnZtDmDJnVgKCQNTALIJXUzAz3injySmRimtXppC/l2iB02diZekKcJPLNYtnk2aSGPV8UG9E43ScukvlLtpYjTZFGczNa1MJWcjqa49Ly1EFPnEc6Q040UyaLgkncVFuK1cOuebKOGCftHbwpIJhGwmL42mpxh1zKYGy8ILNWWkxqi+MWkyZEy1hwLKVK2bFusiGmYSlLycSxZ0uEXalLBGXHftEARmjZqU6Mbe7hYlM1dbArecYn5Co0hMZ3Zw5yViiTUvddyQD3SFHja0j0spygyJsvfXxlMU2Ap5JPQV4n7UuJyDrlpaoUVtOC1hWY2xi7gWzlqRJqoBBaQ8YsBJxS3QtWMqaIja+p8SdDnZeEUYfiep4ETYcUs9dsAhX55T93OOvYgbDBE12fg0ODblsLSKZA6qSh3ide20hfvcextHArwQSgykqFv6v3K41RgOZ5lD5wlpS/HLNlivsZaYKMYF3iLj1dlhSMTUpEmMFu0ojAwPCjpMpQ3YdhIB4jz/Odk/e03kB70neot4679BeSENH7EF7R+oh9RA7UG/AlwI6QBrAT7YtDp74scBV4u6IRXR5uIsjPZFn84aND7gOjqk3oEojYybGHyTS+UQvweYALi3jV3kLFuXbqJ5+jEsfE1VGVxZ3WGgEgnZGC5AFJGbtGFygd5ES4xRV2PrAViYQmFOXx1Rrmb1YPxskLAt2CWfquGLRUR+mayRZhFkvgSs3807/nFFM5dGoEVgiRSd6lMiVREaZFu6uAmiDqcxuJHHtJpaIR7V+Wbgai2q2lyIw0S73ldmKUrgNXSO2Uet1bSWi9Kr/Aab0IYfwjQsAdrFvyVQDTD+DHv40TH8J0jPQW2wg7VG5BvcFdPNPIZt/Auku7exiF/tOtwsAdrE3xh6Mv4GNf5c5PSWkF9QEnlMY5FyCUeXzMoLptDoyYTwwSSWnyLjV0V4Ki0YFyQrfTz2mOIU5/kvysU0ST3HvypaUUxTMGayqZGRntnyf1WXuHOglZI25xOACosrTuGOvQwUGFH7p8JCPw85WrDP78zH1NqFOlsKTtJ3GKr03J/cw98ZHprZNRNl1M2NnbuPoAyKWltm7hJPEkHnJPpp2vAgjc/K8mEeSwqNxz01/5Kbb82Pbr7P1E4/8HQ/8gZ7AjZssokwSW1G8wCgOB/QZ/HIIXnzjBr+5di4GqpLgN98zOX4hvY8Z+FKwbapZ+dFI8CcsyuWg3eIEzjn97lw/61YttgLMwAoQLoeG5NhnUvECQEzaLbxQ9eg17FVA7QpUWz+Te/3LjnL16wKkVDBam+/2t/DrteTzNSVQsxxFTbGz/m1lbEGY4nwW3p1Z3aJwWa4VM/C2KGHimnGljj+OxJgJ+vtMhG/PqVuNU+14UlISTfGxLRl5vIi0AFVbTfUOa71cyZGNC9Z2sjNc1CwdylYmSixKIQRv4151OXctZ8IREY4LkX8b/1KffabOsmgibUqlOTJuaQ3l/kqLaUnxI227tEWErqmBEqFoiqQv0siLtCVmxd+kwofTFe9N10zR82zeMEXPYe65m4YlcGqJ2PUWyZQcSAdxAqJbg2C55bre0V33+CRMSdGutx2OE4SG5zJHa6kqzAGOk0Vtlc9yH6XCTi72KnMuq0+e7Lt0u9yCBNS51U/AwgEmQ2/fXU7rRAzI827ZpiLo6ME7UueI2y6T4zu0E2IvxK3Y+lZuOKmHuLX6nB5C3IBuIvooQJfY7ib6IeJdYuwDThKPxgMbH/DOUgK9JK78kTF/H529uzrSErlYUhbLOz2qcEyln9m2XgIPugMlPTZmELrsd0j2zvQSuemOC4CVcAwSeNTf4VTZp94Wq6izgeusiOzyopYqHNKQlRsr2DxIvgcJPPZ3+Bz1NUjMmaxCUmWvAzMdHYlHbr9KybS5jo3pPi9/2VhtfeCQAbwyN1GgJ2a+LxtXSk8rcFoB7BxVNbrL409piW27EQqYJghDfk+FT26vF7vYiWl6gT7/X8L0FyDdgb6AHP0IHjSAfgzpFu7+PfTwp2D3h2D7L2RKlYtd7GLfiXYBwC72xljnrvDuGpGezl1zCF+jQFLVPhn86l4KftGAX2XKVlYxXwZ+lXNXp7w6gUWVrAJZp+BXzOcLOSKhXFe1ni9k8CsBY161FmwijyofxysOOlCiJlTha8fHfDzvbJKZ+YoP0cCvmKSCX1KidirX12HumTPBfe/ToqS16SJoYuwy+OUM/BLVxbH+cNpxGzbEBC8mA7+ebO64Hia2cuTX7r7Oxk3cuAMP/AGniRtv4NdWlK1TRCv4VSK/bMLcgl8vmbgoNTLhDbMKfLVpcWvwqwASLfilWPrjhJAa8Ct9AvjVU9VM3XL9U/Cruj6zevbaZ5DHesasfgF2z0UJrPlkLHWwACEF/Dot1ykxpqhmTqg1+FWU2Qr4RQa/lMqBVq9xH/xa9/kKfoXWiV7ALzu+bEtqghcVGDoFvyIbMaipz+WL6hYntYJfNfLNUcedwm1W67GCX6d2DvwC5cod2cqceYRa8MvKt5N5cYEL+OWbc9Zzr8GvlJ37Ui+npamjaIazXgl+ZeBvObYq1tmzrGNvUhrwS5fnVe7tRRp5HreUhHdF+GC64r3pBk3wbNowq2cKHXfTkNuQLuTqIpZWaXVhEbR+jKQDkCzqKZF4sNmCCl/60pZf8wXh7jDzfhR0mg38iqmpAK0g1xzgeDTS+JYcvwW/Vk/1E+xTgF9Ges8SXCZiEV1ABb+QDH5RwS8R6G0MSYPPUWCcgF+O5JW4zf3Icu9IXQW/jo8gbYA+oo8DOGW3m+iGiBMDvwTl0XBg082rd1IBvwSL3ioRTGWBqoBDIfcgA7/6PB+o4NdDf7BFJO1yP2TZr4BfnUSuvKUhxjyG9Av4lbhNY45UbPqZzyCzsoBf+2QAlgHxBfyycaCTwBN/a/ctM4OLlgpsOCl7HZno6Jl56A4Lp5iIzWEK+NVRotM4Ab964207Ab/KuFLHvU8Gv9p3RwuCKYqogMwc4y8iDHTu5pPb7MUu1pjqhD7/N+H40yAb4A5raePJPFBBJ0gHkA16++/YGLb9Fz6fgl/su9ZWa1Dfxmu+iXYhwb/YG2MiHU+2/ygx3dK5xxRNpvvO+dqq23sqz12c/yLufQp+sUzzKgl0deTqJLGNDakO+DlS7sVl0ZoCUFaJz62TqsJdGkgIfV6tVXSZ0N/pkMGvtKR7PQ1bA7+cEQSDgQ9TMmfnLhr4JcXTQOmyumNIjjmZElTnzRHrXGLsIkmVMUeDOYz7RFUZMunwXey5DSOiidswElXYdRNX/URK8JXte2zcjFPlUbcnqXDtpxx5I1xlyfgCfglCn9NyCvj1iUT4pXK/i+1e9Jest9U2ppm1jgwcQasMGcntWuGY+8CsRlKOwnxPPKJacXoK+LUuX4mKqmUsTqK199p/7tLAy8Cv5vaac9V+9jrgF2h1AJcjdaXM1kkioTnduAJs1blbH1uirFpIrAXTy72dgl+q5G0VIGzBNl3uIDFKgbiKmpysUpUL+KVUoK5VZis1VupuyOc7N1pW4LIuHhifUGhItEuEq5VvI4GSLtaCX+1Tb8H+CvJpVrU9B37VJ8yqNHVr5D741e5VRlG/GuczAHsCfrXnm5LjRdrmGrS+cIgdH0zXONQiWtX4D2+PttjgXOE7q/fh8hjmnbU7BNyY6J2n955t1/MDjx6zGXr+qz/xG/nyV77Ahx/t8V6QaUZSXk5pXxRgEV/Hqc6uy6fsuNr/9cY/8WfWT6X9kv8h7v4pfQt0eevghbfMW5RXy2WmnYPOoZpI2y4DXIJ2Wd1z5+p95L4ZcjRY2EIagaSkxwEEhj7QDZGUYNMbM+Gum9h0MzEJY2cj0OgCo4skhY23/aRRRy19ZYFwVBeBl/JeFxI33kQh5rKklaOplZIGae/MnZ8NCG1GjIfdHkfiqP0J+GWg1igBE8K0ssx4wgJ+FeEJG6cU5bHbZ+VkWwRrFcACnpkOR+Q6C1nUyK8Cfgkl1tzmP9YvLOXdlFDLvMY11/XNuLIGv8yWcUAK6+SqQTXH2nb73jHH9+nchofDr7/fHi92sVfZ4U/B9BfBPYH0HmgE+jOLoAIyAHvQADj09n+Php//9pf5Yhe72GdiFwDsYm+Uvb37J3EyWs7/Yvcd0WIq1Qnzq+mXWcud08Zq5aOXSeKyZbVfSagqzljrst3nvdBmD12uW1aKG8dPa5lDnnA7YpVdz0dHFfY5eqbQyKjCR9MVaJmQ2r1N0WdgwmVy3sqIVCI4VGGO5rA4yXMIxdIdsRVzn53x3hlDsaX/WGrWbRgXJzkkj5PEVT9RVuEfdAem5HnY7Yu7wYDx6+wkZf4g4xszcKJqbbnXBb/eUGtiQZZtrQpkC0oUICxitVugDBRmWsXC2lZPr3YaF3batpswEoCVSmnKTuCcU+AKkPIqWwJilvagJ1d4+XFtj9OTbSVKyOf2WJVVT6IVYHVsS9K/1EozNqTcb1tn16JJrA6illipOg6UY7ulLAYyywLKtPu1I07lKxNY3WepKyfnwS+oddr+Nsrc3Ln90o6jhTS8pIGewpTrJ1BLaFFk5Znft7Y9nZavRoKt76S9z3JE/Z6v36jhteNsOd8+jbYosNwzPJ23RHVogn3scaIcZotgrPe9LgOwgKvOqzUUpzgPSRMP+x13c+CqH/inf+BHePDkxvjnnGS+rabvLCAXFv2VU5cr0VvZ7VsA/F2j2njOWp6v047WKkN2XUYcXT1fiQLL21QVLcqQvUedoEnRIUO2vRjxfarXSAPGAZYg7vJ1twk6hagM2wAKvVfEGYffVW+CGp2r/acoE3dSt3WNEIRAjuIu/dY145QVZhSLVw3JUsKB1X4lndGoADSnz9p+o7OorZAMJGurEZSNC0sVS36PFgDO9rD+XSI6R4n0EolKjmZb94YpC1b0GbhKmYi/nKu0d798Kz1FmVPZen/BUJBlLnS6zGDzjxpVX+dMn/yudmI6t727wrvxE/e/2MWKqQZ0/x9iPfkIOgHdGfCrmIB40I9AHkJ6Dsc/8+0r8MXeCCsp69/uz5toFwDsYm+UXQ8/zqPNTzLFr7OONbC/i4PffJb4Lbn/u03bYnN0Wn4p8BaUqJmi3Wbfy9qxa84oy1+as91391Jz9bbsp67fnGwF2hx0i9mxyXAi4IkqdDmRzZGYk2dOjsFNyyqxLKvdgZiMnN/Ivm3o9C4aIJKcqZwRcc6SnTqJdBKJyciGo6o5L0mJ0VamkyrH6DnGDk/kEHy+XqRz9u8Hbs8+dOznjhTh2bwhJMcxeXMqVDhGm3zHZOp1JJiTpX7NSYmaiJpIatf8lhy/73A7y/2lr97Wgl73o8TIeoIpp9UlRFP2RUt8TG712R8vip8x/7uoCSbIyqtC245VYdaqkAgJ1cSkgiywUOlZ9Q6Trj8nd5NJ42sSdNt7l4/U/crvxel1aFY0rc6nqoFMqqW/rV05i+5YPxFZSgBl+mP9KDUMPmlRWSzP0aijS/xnoXRPWe3VUoFVTdEwqCx1UMaf4hy3defydcqzsvtMTf2tnkxb20steRJOIyFmov3cH5MCaoT35ZrktmAcVaf1L/euEbRAZ7XepDmC1bfSbq0eAnLv+bZgQhmnfVMf5Xms5VIKGCpLuz6qp8sJv44EmtiHjo0cMUBhZpAZTYp3Ae/acq9r1erF2koBN4Kf6Jznym94Nh35vd/3Fb44XPEP/t57DGPPvJ+W+lxAKa31saguFvDpHBn9p4j+QkCjRfBqSvbR8leXD8CqQWmGB3N5VBUt5PitMmXMKbixkPcnNEaSz9scqCaYE8klZE5IVIjJypU7aRryc55AxwiT0DtrjPPkEI3EWYzHKsFx9mhSG28UNAnHaOBWzGmipnJrfXGhTcvt0caCAv9b2xndRE2g1qxiq/istlxY7XqZcdj70ufWunVHikqnHRuWvj5IoJdgY03u80GNta5ooRbVRpffs6PMBBWL+kowxyzAoxBUCIAn5DKXq7L0tDpeFQVc26fQP3jC0pccye41X7/2Y81jW2z6cOmPdfxpx+3TMWcZw/WIY2COH3E3/8Lrtd2LvdFmY9Zz9PhnYP5Z4BrCeyzK8JpAY/6k5hNBBUuF/AC0Q+/+JCn8IqqHz/OWLnaxi30LduEAu9gbZSLCDz3+ozw//nXm9BTogbn8yj2HlRwdpax+K7/3ZYIoKTtOUoSvVuexhARFJTIQbTIsJnUe8Athc2ow6XaltEYpmA1iEQFBPF7NmS301CadboW49keEw3JcmZabJHrk3f4ZJX0hqGcvkR+9+iYzpkwVkzBrx5PBMSXPlHpmzcpS0VSejtFI8Z1L7PqZ3qWFPDghxGSOsEV4wcZHJp3xonSpuKS28j5Fj4rxGT09XPG1jx6TVPj/8j04p1wNE7tx4t3tU37w6gPeHZ/ypLvlUXfHzk1cM9ETSRj3WU9i4yY2ktiIMIow4BikyxFil6gwIxLW5V9gvEQWVmGOW4cpPsYcRRKWyKLaJoNErjUyIwSNmcC9qDNWgYaIY6Yk3+Wr6rrTLNBH3jyKOVJBHE4FFUcne6I6jtoxabeoIVbAuEQmZadL6x0maa+uy34lfqGS4OfIIzGXzyCj7PapJ4o5z6qOgCmjerGYzPYKtRw1biLHtNW6l0iJHrryBVY0IvVZPb2P5txqqZ3sOqtxoU3qLYUpeY4MABzVuKZMvc3AqXF5dhFV4+8pY8ecVTQ9JQZNc12BVwUp7D0VpC/RfJrHviCOD9INRcm2I7GRmY1MeKHApJQ0TjtfVtJTluiodgwuMS1eZkYJGdiq51g4zZp0Lrs3t6iP1si3omVa484cBdBnVVeetHAxST5T2W9x21W4cXs0X6uIknz/8CGTdtzGkRdp5P3jDe+P1xxTlxcaPIfQcTf1HEJX26sFBlnbELtPnPLA73g+TfzOL38//53f/Nv58Jeec/v8wJe/7y1+8f/3i/be8Q5CRJxDuy4rK3p48tDOHaIR5B+P6OFo+4aAxswJlirYsqA7tUYruBbXHHG1kRuwZt1L6v7SPNECdMUIh2SgXEoVoJvmCtB5hww9LkToPS4pOEGdo39mKZDx1oEXUpfJ8Eex8WUWXLC/OkA49mhvEWHPng4wwO2QwCf8EPmGf8gwBMY+MHaB3TDxkZ+57o/c9Ac2rmP0AVW3cP2JWLqxEwN+rty89MeQIxW9KB2RB/7I6CbrV2Kpks/ijmfR2vRNt6cnctSeQ7KIwX7hF5x5yH5JuTZAyRacbH+jJRic8XuVOYrxcvVL+viHoV9SH291ZCOBjZsWfrBHbg9Qe0ozgDkaNetlW35/C2z9TCHDj1qXJsp4YbQHkY7CA+aW+U/I6fKFx7QmTRfl3KJYvV4OVJSN/zJRJ+7CL7Drv/d8u7zYG2+qezj+NHr4D2H+GxC/CdxC/Bp1oHtNIYX084AYZvbhH0TdW+j4jyGbfwq633Ahx7/Yt24q9vl2X/MNtAsAdrE3zjr/gLev/hn2T3+BqDMVALufrLWYrBOzbO+G+4Oa4rNkfWi7X/vdiOvnoqGUHbVTe1l4pkXd+EZ10p2UvBL0irKkIhZCco/m9AaWKLB9GtmngaDG4xGz0z2rSbPv40BIGfjKcu23wbaVmnMou35aUsGC5nMHU4TadoGrbsocKmlJ9UFtIvx03jBHx+1h5Pl+S0wlQkHZDYHr7YErf+QnHv88T4ZbHvs73upfMEjgib9bgK+9djjggTsyiDIK7HB4ga0MCyk+byD0dRrpVbbpyXcDa21ryrxfSZWQ4Z9IjQAocU5RYcJIyu9Sz0zHrFUxrL3iKTjUAmmqeQ5QVMS0pPLKwimVVNingYmuku1r6YPl6dqZW2a+xX1awn8q8fsK+FpKlYEIrRw2FYxODFll0YCvCpy04E1rha2vgGDVaplrxIX1i70OiyPZYbFbIZNOG+jV5T48NONITUGSHAVSuHXsmebzL+6lLGND4WfrxQjCXXbioaY+rWtJljGsPIcsg8BWZnZuQqRC+yWNEZR+gd6qAmWt+fq8lr+Sy5poFO4aOEtK9IhbYmXaFM3TkVKWeikgIZkvySJq9jraAgWaQdiaolDajqKmrLlyzeFp3HHUng+mK35h/5g5dSDGl2iqtyHzIwZC9Hy43xJSm9paQWmH4/G45Z/9wR/jX/3xn2DTdbw3BTQp/dBx82jHR/uj3V0hlffOOLQEmAI5xAlu7yzqKgRIWhUhV5xgp+AX9/99YpIVHWt0mVQUj+Zvs99yTFF7bPfbDDD0aL4PdVJz672QNh3JiaVAekfqYbpxJC/EDaReMmE+JKeEm6wC6dXSIZ3ihoR0xld5tT3iXeJ6OLLtA6ObeWfzgt4FNi7Yog6JrZtxYm2kAjJZITQrIJL7j5DFINyMiAGqKLw/3/BRvKYj8qXhYwYCL9LIx+kKUHZ+WvocOfp1kwn4NYNMQR3P4pagjq2beODt3Wo4pY0b+4Uj0R7gxgU2MuMl8sDtlyjrkioNNH3wZAEBTsasOidSyGNxFboo44lgHIK9WBrunMerlOcwdewv17Dvfhm7qiLtaTN0KCH9EopwDN94dQO92BtrOv9t9Pn/HMLPW+oiB9p5/7d4VvuTPrJzxvfRw38Mw2+Hm/8u4q5/+QW/2MUu9itmFwDsYm+kDf4xXm5wzMx64JXgF3rPcVqArDwlbXl1lv1k7UecB7+0cVrrVPVV4JcdW9Uk17w2ayalQg1TZctT5uEyUuekwl0ajAtMOQG/7PtdBr8sasG23c4GlhW+J0G56ixtclZHUgNC9qEnqnDVTVz1lmq5gF9qlRRVeDptCOq5Oww8u9ta9YlN9nfjxM3myMZN/NYn/4BHw56dHHi7f4Ej8sTfMUg0MEAdjsRDN9GLMiDsxNJZCvilyqtX6L5LV+/Ogl8Nqf0K/KKCX1XxMeX1/gx+6Xnw6zYNBk5oJU2WphecI5pve4CVq/aV0LT3An7dpYGZPrdjn1Nl7oNfpXesoat6kQIU36dGr2eTEwcMWKIoapqv1Vy3QN2nV8vKcU25OLOnwuJARhXudFwcRKGC3wX8mulQZQG/Ct9XccBLmYyIOoOAWqKmCom+Xd8inrLD6qobewp+1ZGmjjYBl6M4ironbNzMlZtQbYA3KhF+2c+iru63znVCePn3GvxqeYlYruFWwiQGdKd77a5EfVWgMKeMiSnq3eqGiKfLKnZ1waMBv5Ql+rDUTFLhg3DNpD0fTVt+bv8WSYXRzU1Ym0WoXrmJu2DTsLd2d3xwtyOmDu8MVNx0A04cb483/PHf/S/zcNws5d/uBpx3xJjo+w7feZLzpKQGFg2ZX+uYwa9phhe3BniFCCmdKELmceAs+NWAY2dMvM9KjwpSgCzugV/LfuV7C34plYxytzHwS4ChM4GW/FEPYWu/pU4gq0AeH3iSE+IIaTAC/AJ+zdeQthiov40GfvUR1ynOJa63R5xLXA1Hdv1MJ5EvbJ/TSWTI4JdgnGAuc3oV9ccCAB8x8MuR6HO7unZHtm4CWMCvb4YHfBSvGWXmS/3HdEQ+jjv2OuKJ7PyUOTUtNlcy6Aaa+6xFVD+NO6IK1+7A1s8WKahWlrs0sNehjoiibGQ2IE4TD/xdTrU0nsAScrgeA1n6XZ3prCMzV+AXJenTA4kS09iJpWuqwkRPiVYv854Wsm+FOCSPOYW/bA3PsWwrVPxfff7HeXv7Oxm7L7y0nV7szTOd/w767H8A4ZtYizlwf2nql2P5XHoL3MDxz6L6Ah7+G4hsP8PrXOxiF/ss7cIBdrE30m7G34hKIOjHFIr0l1k70Su2OGMN+FX2vXcwFfyCTCSfwa9UXdtl51e9mkvURkldOg9+1clkC0IUZ1abbbN69mkEVSatk9hZO4uAiD1JM2iXTN78LvTEDDQVZ3bXzTjRzDVk+x+jgV+jC+z6OXOV6Ar8AngxjwT1hNnx7G67WoHufeBmcwSUH3/4NR71e1JU3h2eocBDf8zgl1sm1Dcu0ItFv105AYWN6+nEkVRx8sn1/N1o56O/6m/3fd5W8bGyf7XcWQaoGPilwFGNCUlUmbI62OuAX23/ut9XzLFeFPe0Y8bUxtbRZaUPVFfppeBXU5a2f6+jg2y/An5pc+yQozEEI8VODfh1eh6oQhH3wfRTh66qQB50oCTotuBXcSADpsp6SAMmdFHAr0p67bIz2dZITYPWpfaLs1mAs1KHRe3uPsxeR5uSxmQgWUkjjOxkQjUH7ayea03/hPsE+6eg1+m2QI2xO1W/TWrAUn3CAs0I3UKNhXjbCM5p7h0OOhLx+Ax+2bXW4Bc0qqdNGZ7FLZP2zFH4+Qx+DVLJysv1jf8Qtl2wNDmfeLw90DvP6Ds2Xc8PP3yH62HkD3z/r1+BXwBvv/uQ7/mBt3jxbM/24Y4kOSFNgNFS3grQRUpwe0clV0oZ01r3+m8F/FpSF1WbKC7uR341+y3gl5P74NfQG+iVkn1fjs+Ju5veFpcc0Ds0KdONt9896CiQDPxShwFiO9BYwC8Qp7jegP2r7YQ4UyPe9aZc+s7mRU41VDbOUoULMCUYYX1q3mFFAVEyMAYwSmDrZhI1bfZ52vBxvMaT+GL/jF4it2ngoKMBXX7O72hZWv7GBZwUYRF7tz6PJrAwysz2RMlxxnPI4FcZPDoSGzeTFK79wcqowuCiPY+XgF+lrd7/rY5hRR21AOvWtsulE6OEpVwlTTreUwiuUbolIlMKOLdc7dwbW0gagJ45vs/f+/h/fWafi72ppjqhz/8XEN8DtwP9CPC8dqrja1lJB1dI74F7BNNfRW//+Gd4jYu9KWacjN/+z5toFwDsYm+k7bofMZJbEu6VgZB15bNuaaeE1U470zm3QZvJX3FGT6eWLxuKzAF2y2Tw3LGn56hwQCsvLgswcchS7AhLJFdIfnFWLcorGSCWjw3qcJIWt9KLgQA2uc2upAohmVO+6QoLjyxqkYvjkIxbzJG4OxYltbTc23awtI4rf+TdzXMOyfOkv1siN3ZuWvhGFDLHUZatl+JECEMGv14r6VFf4ex9h9rLor/ukd83UFiNGGqjxCroVY5c4JIcDSOwPI8WWD7vvrQg1Wn5aKKaqtrhlFXTFqVJrYTkawft3F3fv8j9/Vogud532VYVHyu4dB/GXp/PNemHdeS4H81Q4swM6LY+WnXWap83MvgKiLulz6y5x0raZnuthStwuVMDY8peBZAqqrGy7Hv+GbYqtGW/jcw5grMeU6NkK4DUpj3WeqigV7EF8FKWdNBzMbumoLceo0/Tba2OalJ6SdkuSYxRxUBcqlppC8AtY2vTPsu2krIqJD6Yr5nVLeBXsXIWkTqSjz4Qo6P3kU1nYh033ZY5JbZdzz/x5V97715FhH/sn/mNaFKG3bAASdJlJbO0KDTAPBvoVbi3lsrWTwa4PsFkifxqWsCZKNrVfmUVxJ2Zgo69/e0yqJV5v0DRzi0qkHR2vjQK2gkalTTa5bXDwLCkpG0uUqfm+yZLfVSg7xLeJ1KCXW8pUTs/M/hISMLGm6PsxdpCUl0ivxaIXFmUHGtbUzZuplAnFKXjp/EKVbhyRwYJzMlxyFGevZTo7PqW8hhAnLS2spCpCUpaJCf97Jjf6dIojY5uxoDpxCCRpI7e2VJGHQvO9+81Xx6r762CWAsQl/P1YgsFNUJXl3fD+hrF6njnl3jjV1nu49LT+yc8Pf41bqeffeURF3uDbPoZiP8A3DuQPmx+ODfj+FasjHkzSA86g96BbOHwU2h68Rld52IXu9hnbRcA7GJvpD2b/loO+fdULoDzJid/4X6EwithFakOnC4Txpp6dO5a56wcK2gFHc4eWyegJcmohctKJE3h+3Ioc5ZOTzmaQ1CO0ZIYLKrCth1ih+Y0i3LGwWVVKK31MWUQzbhuDJBycn/ScYj5uknYT30G1mQ5djPY6vb37j6mzyvxj7o7ojqus1JlZRGCbRO9MoqVcxCPLOd8M1c6XmWfFP1VAQUlro4roKzZnMnUjeflHBx8/8qnMHJts02f0RrpE3M6ZI0Ie3nc5Ksg5XPO3Llt5wAav0RXNWDRK4C+Fhi67/pVa0EbA/lkdW+lZRvPjvVH67eyOraAbQbgnNRv029bVq7yrQJmmiPK1iBmW1YoabAllak4+xb1oVrJ5tvy1bo6//zPX6sCg+V+08nRpZ2cwFT3rkEGFYBlKaIsEECNaBHSsp+enA/qfbfg2D4NSwTse9ONlfYVQ04BN3oXcc7uqPd7vDgedFs+mu74iSffx4/cvHP2+H/kv/KjfOl7n/D1X/gI8Tnts8sRVa364uFoB+R0R20I70sBv6XoLzntNXr+92a/BQgrfF7a/N4Zd5kBXL6eNv+ehhw55MXSPBXCNreyDtQLJEhDLv4AqQcS6JhbkoeiOjMOIdd5oveRlISb/sBCXi8JzeTyyLrPr0EgA0JrVGGil0hSWbYdMyeXl8SVPyIYl9+c362dq6qxxbqcetm2MSO0N8B2kNhEixkAa4sQuuxfUjKTCtsMTIMuUWCvin5/Wf+51wcWYLqNrC0LBLJEq7d9tJ2vlP9XjkFt0qJfPSuyOLOAMBDTnvfu/l+v2P9ib5Lp4T/CVFQD6J519NdnMRcsI4HNrMEZ0CYPIL0Pxz/3GVzjYm+S6ef0eRPtwgF2sTfS7qa/izAw+HeZ489RXmJrN9ZebiUqo3UzfYYCrAPp6ogSvQGypCZoBpISgsvHelJevS0ATt2/njV/L1FOqssEskQx1IidJbYAzb8NEurZszPX55QERbiWA4pFPITk2KeR23hkomObFa2iOh7pwTi6Ys8xeVTdsroNBmAdU0/IsupjF9jKlGGLUrdCTLLURUjCnIw0+24aEEmE6Ikpq7nNnl96OqJReM895s/zY3RDohtnXB/ZDIHOR97ZvrDP+JzvGT7mSf8iK3OtV7d3MnHtZrYyc+WiKUMijM7RIXR0+OKIKd81Sj5tVNepVXi0tCNZGl4L8fq8p7G7JKJgEZTCEhkRJbF1gYClhiWFKZM1z3QcUpfV0SyFzaNZfSxDslJbcAFeOiII9Bj/WJLIyJwJ1zuCWjpx6Vsp96Ea5Zh9+JM+sIavW7jEtoZSguycylI+ZaJnzpFjU+wtzTATZBd4xmfC6/K3Bb7ORS6RS9vnybl3h+WohIAKG5ElTutaDySE4K3fFlLspQ6ScXIdtMSrmZvosZTOwq1jkSluObaoSTpM6dNSKEO+j+rglxQnFegbWLTc2T6rUEIFVVwug31PKJ5jjtjqJdLl9MMCvLXmSQQVQvJMarVcCMhlubfE1k1G3J+f+Uy3qJCWMdOxVsUsgEaJzO2JjO62uSPNZdZlm+afSntJuf62MvHE3xJwfLF/ZnxuWgQcHJN6buPI+9M1H05XFC4w4x5TU671gQfdFU/niV/76F3+9V//e186Fl1db/jX/vu/n//xf+v/wAuFrveEUmbN9dh70hceoZvRRFFihGPA7Y/GCzbNaAhIAcdSyjeWlkeINsBZ2Vb6SCjPPzuW3kaLSoafrShM5igwEbEUzZIGiRgx/+GIiFu4waTLvGHe07/waCeksUcGD53DHxNJQHtH6hLaQRocsYfjQ0ECxFHg2JGcooOS9g7tleezQ7rEMAYOs2foEnexY3CR6/7Is7Bh4wPbNDC4yMbNzEx0RHpniq+DKFuOOUos1cjJBSiz9rJzEz+2/RptVOcoM4+72yVVubT9Im4TsprkKEonBxzKo+EFSgHU+txu7Zn3LvKu+3gB14LaOY7JFg5ehBGdhZ07cp0ObGVmdEVS5z7gL7SLd1DGqdJDO6KNWQK7DOYWYQ1g4Qkt+wVxkDlGS/msb1kfFvE4LSncgifS55Tu0m9bKDqoQ2VnQi16wEnP8+mvn+0rF/vuN03P4Pjn0P1PQfr7EH4WQ8Rbpcdl78/oqnn8033+e4DwN/Om/wCG34L4L35G17rYxS72WdkFALvYG2lJDwCM/m1C/BoQmqDodr213VajOcq29t/zErRf0rVshbQ65zVNz05WODOa1fFFea8AYpb2WPi51vBYC8nVdKmWGro67mfuRFkiavZpMEWpZE6akXC7TEAuPIsbizZRxQsoaYkuO8aOF2EgqfHpDL5lXTKn2cj4JXOECfvQM6vjcBx4ertlDq7e8yzoobNV+3yWyYPfBmavuBFcJ+w2Ez908wFX/sBXtu/xdm+8LQgLDxVi6ViP3R2DBG5cZIsyCFyJx4kwSIejEA439aTFkfnOBMJeBXzV31ntZaIMiURWfgQ0O3KqSqAS4CfIbTyrQapxgZmIgsvRDY7btMn/diQsdWcr8+LUuGalv8YfSY7QLNEFpS85jnQErQqAi9O1AF92rnKm+1Fctd8u9w1Nr9EMhWSGPmn7lC7Kqg4YGqXE0v/6BTBKTbTTy9rQGpBrU4pW9yJ5X10LA8SsgFlUHRcQa4liIt+PASySo0a8pAzI9Jkn0O6gOOKCLvsZSNTqa1Z7nZ5R4qQGCRkshZkeRRklLAp0dQGhOtwGLsFtGpm0N2da2pjPrMbpAlVh0+rnVkcSWfU2j75OqsKlz/Vd1HH7DKKp1IjD6sqvn5lQxQosatYt6ahFndcem6V9m1Of6Ils3cyjbs9x8xE/v3/C146PWKL9FLwTBj/yE299H3/k1/0eHo+7V9bvD/1D7/Kbf8dX+LN/6v9T32EK6oX04Ar1DpkjPirMAZ7fISEY+BViVYHMAJgFCGW4o0SQFfBrNZwIqwgx7y39Eir4VYCusq35TVsVyKXQYpFfIuC7nAYJ9D3qBd30xE1v0V/emVqsF3SwiLA0CMkJxyfC4S0hdlg6pBjwFbcKXpFNRHyiHyPjOON9NPJ7F7kZjjwcDgwSueomOhfZuMDWHy3qyln/7jIwU9pTiRYsI0sBcz1pSTdsxXIcCRFdyOjL4pkqHLUn4PEkdq4wLNpx+9TzPG1X6be9BDYSAM3HuiXCO6mlRSYcO3fkSXdr+7t5AYD9amGgbelthOx9MaAyv0ArH15JHS4LAQJEdex1WCLUYo5Ndc05ysLiJouLjHm8KCq7p3MYl8co5M6AMJ0R8YR095KecrHvVlNVOPwHxruV3oP0DJiA+EmH/gpZjridfgb96A+jmz+AXP0hRPrPqTwXu9jFTu0CgF3sjTQnmVBYPCIdxqg7cZ4yuzi36/m/TWLtiLBM+ViBXyVtsZDDdifO07lVKIsuMIBqxjNl/q3WaV+nPbVcQe0ktQUXmnPn8h21N/Ar9jyNO4vYWcAvWdTmns5bptRlIMuclOIOH2LHi3lEsVTInJWyXL/L4FdUi4BIqtyGnpg8+2PPxy92SybOAn7dFScq/+kjfhdAEpvNTOcTT8Y7fvThN+kl8qO7b/B2/yJHsVhkkh0rbJl4273AS+KhWNRXh+PaWVpkj8fndfeXQhSq33Eg2CeCX/pq8KuQ3i8gWQN+FUCqBb+SwjG3lzmDMkEdz9MmPxcDv1x26EoEZQt+VVe6gXkLiExWFdVhAZQtFZIG/Cr9ocJa90Gb1wG/6j4uk8DLapsdNbp56XMFHCvbSrRVvSInd8Zqm0UguWX/df+u/DoKHLN+YsipyVUQwzFnUKvA48XR7jJn3ihGuD6pI2i3ItY/tx85iu1bs0oub85sYs4Re4qyk3nhULNIk1pD7Tj6PG2Z1S/Ke209+gxI1BHJxrBb3WCLDbVWC7l2ARyKkICBXxmcW0pt4+j5EZql/WkGv0obtMjHqrK5QJm5zYhWxcvBwQ/t3kcRvjk9oHMe73oe9jf8j37dv8QP3bz92uPOF770iIdPrthej/zi155av9zkNPRjQDL4Jc9vISTjBJstznEBv1K+0wxqvRr8qvsB0HUGZsEq8ktOub5EKhF+VyOXFuuzdmDnKxA2dAZubXrSNnNWeoeKkHpBB4eKEkcDv/ZvweGdXPPewK+0UdJOLWo5q0COQ2CzmRFJXPcT3is33ZHH4x5R5aqf6MTI43d+yv3bCOl9A34NruipstxPAWJLKuQilqOCSFrGjb5EYVIio+EubYg4BpkN4GnOfJsGnqctBaxGKvilCns1GDdkoEkb8OvG7XnS3eKwe+qy+uOr+3cB87QB+MovmT9PLW24cBGWe7MoS5jUcdSepLLMORx1bFiDX7PVs4SFk6+AX6cLG0tpVOkISPoaSd6m618NGF/su8tUFb37Y3D3x7BI1TssGvXznLOVFjtD2sPdn0DTh3DzR83fuNjFXmbNa/Xbes030C4cYBd7I+1q+FGcdCQ9IuyICw/YfZr0AnTdXw09Bb90cdoW8Etb5TNdHL1T9bJirdNbIr+UNcn264Bfynl1tQJ+WUSZY06OZ8kmjCGDX+YU20v6WRiZk8fnFW6Ryis2J5fBL1PFWoNfxidkkV+2Aqwo+wx+heD4+Ha3cBIldRBB9y34JeBSBr9g7APeJ0Y388MP38OJ8r3jB7zdv+AQu2UVuxzeEXnL3yIoO0lsnHGeXIs3RxSHl0K53wIw393W8nu122LeWj/VyUhU0Cud2XZs1AlnPKjyIjtyUNLLSjSD1fh5jpf7cFVRRTxmVcQSKcEC/CxwL6d96lWA0+l1WvCrOGatAmIBMkrkkqP+TrOt9PW2L9frnLmqQCo8TJz27zUYtCi1KguAVcAvi67oKdER1kt1AY0sokszcNbl5+Jy60/39lOqCtvL6vLlVkGAIYNfQQsXEGxylFw68zzae79NI7P6BpyrZuBDWI52QFC5B35pUwclKs/GbRtbO+IJ+MUrwa8KVtbIL8rzoEb7LoBpc6zLCn+d1Lb2ld0HvD0EvnL9Zd4ad/zjX/xNfOXBO58KdP+BH/0SzglXVyOb3UDa9RaRNUckd1R5fmdhmjFW8CtGVooWLaj1uuCXcwZ+tQT30HB9vSb4VaLHfAbAVGHIRPidN/BLsdRIEQO3BnvvxtHI8ecrOL7jICnqrfK1w8AvtcgvnNL5yLidUYXdEPDewOtHm4OR1Gfwy0tk5yfQCn6JptwvWgCrjiHlqbkMklWlaBM+uA9+1f59SAMRR0dYwK/Sjo7qM/iVFWWliL7Yszxk8CuqLqT8U7L3/CgzTzp7F/YS6MRULDv3yf27jCfrfSpH4EyJ/KqgfwG/Qga9FFlFiLU8YXZ/KYNfloLs87voPPjVfi8JmQK6h/QeN8NvesmdXOy70qafhrt/DxhAb0EP2Kj7eUV/wWpc04/APYDDfwz7/8vnV6SLXexiK7sAYBd7I+3B+A+z7X+QkD7Gux0NPHSyp75kW/trBb/WexTpclk62uK8v9LsPHMmkm+vn85MAtt0oDJZPF2tbfdXSkRa4i6Z8qKRihvfUeHCCUmYUmcrtPkClUQbDsFWdR0V/GrrqGwrymyFTB+U2+NASkYQrJmIV6dM3lxDuHBDtFV7VfreAKwv7p6bfHtSvjQ8ZU4e5wpgUTNqrt0xO9nCVSYBHnPaYwJ6WavXwSucgO8gZchPTn1s96vbCuhVwLGljefor/b4FgiL2elHlVmt7UwlIkBTw62UFoevgpVrkGdVTmWBMFJDfp8a98k4v6oKZHuX95/l/W3WH0s/Kv1nnTZZtxVAIyuz0RK/122flPa4+rX0q6Zvnlq612+VqPep5IsyZDtetKT2Ppev7NcS4vslsqruV7bdh+k/2crjLelQZdwr5TMAQZo6r5VRSl8APYF74DawROBoA1ZNmLNdpUZOibVTLotf7r1bWnI7qp8Hv6CJxmvaYqtIWtr7y2BdyfXbuUjE4SXy7viChNC7jt/x9qd34H/zP/ojPHnnhhdP9wy7wdILNeFivot5ahQhQz2wifJqC6rttk+we5FfJWL29PiybQHJdP1bGbjL+TIHmCk59stuuNzne5dBNVmUIY9vCTn7FHXkY3PbdgqdQlLGjSlzemf8fTHBg8GI6Z0ovcuk8TkiScRI5y3Nv6bslj5/DnSv7bNubSMVS7/Qpg2FHCXbN8eWmtqnkSXyK1ufQfeihAxpGRtsjLZ3+o0/LNFaQ34Xvm7/PifcUcaYSmqvzX61P87ql75SxHVaxcfyyPvM/1dBd2l66Lp+21Is3yQDjBx5uPkNr7ibi303maoaz5ZOmArjLZbYVBZGPu2b6zM2GUGPS/l0/yfRTL9ysYudMxMZ+/Z/3kS7AGAXeyNNxPPFq38OUOZ0y6telGUSdurQnDrPNV2pKiPVVeE6mdOzZzRbzpEntJLdOXiZe1/PtopUubd/tUI8G9Vx0B4hLTw4LehwiP0CTp0r3zF1lg7i7gNIPgMIbR0Y4b2gSdgfB1N8zITWmkBnvz6LmFw9KvS9kaE7El/cvSCq44vjMzoXmdQt0vS1HMqVO5JU2Eklut6ITcY7cc1TuA9xfreagUV6b1uiRgJUIMxsgVAa0GsBzJRMn1yBAVQ5pGFx7lJ2zGpEQ0uj/IqyNs+lAGst3FvFKdr+cN8Rbe18L69A8vr6950/i0ooaUm1n1VeqhoZ8Ul3V+yU8+r+Xrat9NvSRwVdQKXCQyWrM9SyFJ6tVoVtAW0ap7Q49zTA1aefGjUAXG4VNRKWpR2chy3r/Vq0m4EG951wXdInHVXswNQzC7dQroNGqbNcr01JB5oInjUgfu7OSvSuNuO8PRtFX2NK5TJnkmCOf1DHw+45d+E9fuDqy/zI9fd/4jlObXs18rt+32/kcJjZl5zyoEsnlf1kF0wJNEPcsURILKjXPdDqdaK/SlTXivD+jPrjEhmWI7hWVrjACiG+agXCOpeVLRX1+ck6LMIrKanL76QthK3gQt4mmDJkhz3gIUcBesV3EU0m1iLA4BIbH0gqbHzIQFhkcIGkjl7s/dMCxKe8VE1NLkBaC3C140XhAW2rdspgUblG2/fqu7q+5Ep0p6VDZ9ZCZVnIKkC3J3HlJpIKg4tLZOvpNc5bA2xp3db2ozbyrZ2HlPRqgLjEv59bbLJoOCCD0bV8p3ueLyGglrrvpOM4/e1X7n+x7yIL/yXMfwPcI1NfXBrpudjiz8NyOdIHII8gfR2Of/FzLtPFLnYxuHCAXewNtneufh/Pj3+Drz7/PyEreeRq5ijWlKTYqDoWK3ENJWxfm2lgq5BWJsPaHFV/aabO2ecYZW5ABDIY5XLkSTmughE1wsIyXcrvhRw8nUw9BeWt7nne38jpJ+25SwMBTy+Bx3rX3Dsc42A8PurZbo85pcOuNKWOuzAwJ8chdkSVZTXdu8TWz2zczN08cL09MAXPYTYAjuBwqjALTA4JYkEBH29MxMcpB4UuJf7zv75DE4y7iT89KHIVkeuAHyJPrm+52hy56ib67CAPzp7gxkV2PtC7mS92tzzo7ni7O/AFf8eVC+xE6SRL3eNwzYRdRKhBKEJN3nr59Nwc6Uqt36Y03U+0/eVZVQJtWlXD83V/v/WxlsCyjjgo5wAytFLSdcw8LCqAXoUgwo6ZJODkzsjw8Wx1onAmFUW+53FTI2kwMmNLzSlboNSgqgFMXe5fg8yoClEyAb5UFb6Fjl7L8RVYElgU8jyVe6ZGANHcv/V8E55oYzZT5n6yVl9GjGNOVfYUzhpL2SsKkMVZbu8tSoleqxx0p45xKYeCAcYEVIQN5qwbAb6R4W+ZckScy46wZIVMx0E79nRLpJoRx895ZMtpe2qqapNay48YwX9Rpyuf0hHWcHsF5Jf/q6JiHEAO49mSnPpnKdEw5+MWFTiKQqSBQ1fuyLJ8oHb9RcWShEp1vAXhodzl84gRn2spWy5lHq8c81LJktt/gcFcruvaJmR5ZkkttVKRRRyhjdALOHxuN0W9swVyk+axRCpwOumWjiPfsxX+1R/8579lvsHf/9/4bfyt/+IX+XP/6d+n80I65vHfC/HtHWnTgyp+VuQQ8HeTqS5OwZQhFyL8cjeCauYGSymrQ2rlCytAWgh5nJAFCFMXrMc5t4BaAvZbTEhRjiyrFjHXt3emDAlwOIImEEf3wVPrOSX98WqDv94Qhw65GkhekOB4+LOR5IU0QBKIWwgfO1IP8aonedBRefG8B5/Y70aki9xsjmiC3gfuBlucGX3gedjSS+Bht2d0MxsX0PyMpeB0UvixdFFZdctTNwXEpW0Ly35CeY9bu7tyiZ0eczsqI0cZG5R3umc4oonQZBA8qHEtWsqh1eFOZkSUKCZgM6vnw7Azdddczp1MPPB2T0Ph9ly1+NI31gsN0CaX2ZY+9+LCSVbvCLYyATCLZ9A5j83W9wtRPwjP4hak0ERYBJzxEEZGEp1Y+mm31Kv9P2pZYFGcDPTuEc8PP8O7D/6VT9t9LvYrbKoBpr+KHv88xJ+D+HVIBxCjRwBXQXpxr7eNZ0Z6zwAcyDPRz+P2ztuiDDlB/Ls2Zu7/JIy/A5Hx8y3bxS72htsFALvYG2sinu999If5xu3/nZCend2nXeW06Amb4VWi7OreFPnvZfqYJ7uFNL4lyl/HqTRrofkaCzcWsvpbnPm2fKUk63SjHIvSlPk0ssFSugzICZlfpKxCgzBKXECGu9hzSBYR5iXRuez6q3BMnqfzlmP0HFNHSB4niV03Nxwjwj54vnl7zX7qmYI55mly8KyHyeMmQaIYX80SZJOhogj+ABo9T6974k5RP+JuJmSMfPH6GW9d3dH5xFEGjnHIHC6mvHblLQLiSfecL/TPeOQP/ED/ggduYoOpQjqMF6xVgzSnpQIpafUE1mCSrOpZlm3L2ZoFbV0gmV+enUt3PMvxdW+vemwBtkKGwBIVPDOCe13I7rX5hNx6olb1shmXycWzgqjKQpA8q2NKPa2G3yCBrUwrImalxvwoApJTiFXz9ayNJrVrlWjJmo4sp3jM0ncKmAP3gcu6VfNdZBhbaM+MFMJ9qcBISVsyqn/j0Cqk7W51ZlnqVbVAL0V1slrbw4u6Y3tPsZDJawX3ynER4UiXQSYrtcsReC73B59Tj+ciXJAd7vY+OlKO5CwpkrUBt+NOW4NFB9dT0kh1ATXbOii04T5/IEek5KiRIsBRxq6OQOcMuKupWwVCMDBMGife2nEFqQpIVtpd66yT25ajRsXQ7N+Ou+XvqVBIotJ/x/aJS60l1QJ85R5UxjYcnev4fe/8JF/cvMW3asPY81/71/4xfuZf/yrH/YQ6mJ6MxNHhJqW7i8gccbdH5DgbCDWHhgBfwPlcbIUQEaWqRKoaUNVGiqk2QWO68H2Jy1Fe3tfvBdhLdXSSRi0Sn2HmAobpsvRiAJoIaexIj6/RsSNue7T3pF6IG0fygpax2sF8LaQOwha0h+ghbRQ6cGNChsS4mXh8fcfYBYYu4p2BQVsf6FzkYXfHtZ8MkHEBJ4mNTAvxfVFy7ClKqbXd13S/kj697gf2N+8rOeWXftV+PBkIcnFpR7M6DjpmQYmq3lrSJotC7IznedzmNESr4g0T73TP2bjJlFGXSO087t1TzCW30GoFbC7zH7cA4uXOapsPy7wnF0CFOQN3VdW61pVD2bqZTgKjRBuz8li0jq20q3mJKImI0LsvICJEfX7mDi72eZoe/xx6+3+E8A8gfYypJJZZxWdh+8/oPL9SplDa5fRn0Q//EOz+Zdj8c99xAksX+5W1Vgn823nNN9EuANjF3mjzcsXg38bLjil+lfJCLk5+G1FSVhp9O7GlEsG2CT2tsxUzGFCAr0quvB50WvArNmBZARdOuUZOwa8ybV5iTZoy33dVa/kOqeOjeEXUhlsprzCrCs/DhmPqbSLq1mkzh9Tx4XFHSI4peWb19C5y1ZtqluZz3s09X3v2kDk6YnKk5Izz66MRoiAzSLClbYkWHrHwCAXo9hYMMD+CuAP6hH/7CF3i+x5+xFvXtwaEqKV/9C7SuURH5GF3wEnk+8cP+GL/jJ1E/qHhKRuJDMCQJyAlLdKekdW9k8JBVR3jl70qCqhV3dqXpEOVYIkVdPHp7TMBv9QUHyMVCIOW4F4XNo3loxa5Y+CYZBAKppzwFtSUS22bMX9NyWcy5AqjbGRm54xgutTEKdBw2t5LZERUA3qq4EQDmK3us/aBJQ2Q+7n/9VjNd2FbC/hVE32a/TPZkKdw9iR6CXl8SPl6ZvXeSpnWoDXNudsytbEkZRyYtMt9s2yTRVW2kE6nJfIoO9HO9rBIOl2AyZI6WcCvUQIles1iMzQTeZe7KPewrkEpYABqarF5W0ltKkcnqtplcWoXJ1oLd1xRtswRJhKWyI+S9tjWX3/S4ttnvoBPZ9pGe4RvIlnb9rACv3StSGr1RwW/mnF7fcXcvpfURyPBjwhOPF8avgA85a3xyUvK9/r24OGOx+/cEFLiF58+J6J0txF/FyAk/PM7JEQ0hAx+KY0Mb0Hq7DfVBfzSe+DXCTl+S37vfV5dkcoPtlR186TEACtxrpLea7tf/kcG0NL1hvT2Q9RB3GXwq4O4s9in1IN6CBuYHoh93+btXVaBdIq7mpE+cT0eefvhC5xLDN6ilAcXueqPeBJvDy/YeYOGN87UInfOIotRxbtKhF9A3AJ+rZWY1wB6C9MWwMlArYF2xOiIbNy0As0m9dymzQIOKw6HAUWl/ySMu/OjeGUcnfkaO3fk3f5pjkg7Fck5B36txz3Jz0VkfYx9k+aY8o7wC5hXxqlj6kwkhbJQVMcLR+TaHS36TgJDrucyjp6Oj0u5BDpVRD9AeVwVvi/2q8J0/yfRF/826B7j6CoRWqdP9LvdcovVCeLX0Bf/G4jvwdUfuoBgF7vY52AXDrCLvdHmZGTTfS8hvc/pC/k+2XFawK+SuGSRM+tpYuv6pBwlADUC66yjrhWFr06vLo7cKfjFco4SsaL52FPw637kF82dzur4OE+Ul9SChtz5Ng7G9UXIE/5qc3J8NO2IaqkMs3o6MfDLUdKPYIqOX3r+gJAcmoSYnCk+fmx5KhJBQnZYk6wLmAz8kgThJoNfkvBvHcEr7149463rO0LyJHEWSCDRUs408aA/4CTxxf4pX+yfg8KPZPBLVBjFfMBe3FJHBfzy0iZGceYJrM0SVDNw9ppD6+uwRb3suF8u+AUFkFifLWmNAqtsV/fBrxawnTNsFDUrlyrMGfwyUKZryiH0Eir4Ja8BfqnxgKWmbVfAoegxnutTOUIoR2J9EvjlGvCrpCu1jutp/3Xagl/VEX4Z+GV1/sngF5yOA7kvLeBX7aMF/ErKSinTQMXE6OwpelIGvwy8MUDRLXxiBn6tAf5T5cVz4Fdbb6459hT8qsCUZBiz1LPV5mSxc/nerI66zB5knEBpVX+gq/RVVtd49XjbmqNdlCjnuR9xu6TYZkLvUhfnwK/TMXcBMfJGL9A75ap7yNYLnYw86H/NS8v4uvbkrWtuHmz5xvFA6j3dPuL3pvToX2TwKyUkA1yWylgKaQsPhE8JfjU3JoXLSwTpuvXvJ+DX8nkN8Es3PemtBygQN52BX6LEnc/gl6BeiB3MDwQVA8JSDyoZ/EJx24D0iU0XePvhLSJKl1P0HYmrbgKUJ/0dO28qkRs3A8pGZvoT9cQu9/kinFGetbWCMoa022q7KO0+qHDI/bbs7UgZ/Mr7Yjxzt2mT23jh8rPIToElijOqq+BX7h+9BN7tni40DYXHrF7xFJw7X+baru8vCrQjQzgBv0CY1DM3RPjr8SJl8MtSRgexdjfcU4Gsn7Zc1r6eo+l9tv2PcrFfHabTX0Fv/x2M5PVoIBglifZNA8Ca5RW9BQbY/wk4/unPs1AX+9Vm+jl93kC7AGAXe6NNRHgw/jhJDwj96rdmDdf2pTpUBXCyCd7pNLFaTWeov55zxha3W6sz3pIs3we/6rb1RLSU+eVXa/e7iyNRLfqjnKVEvUWVHPmleGlLYN9uw0DIx8458mr00ZSxtE6Vnx62zNHjJRKS7ce+g+hAEjKXlTGWzzLxnw38Sh7Clf3mriL0ik/K2ze3S7SL+VhK7+wOR2+pXqjypeEZSYV3uiM7Fzgkxy6nXPmcYmfsEmViLRn8OgchnTdpjv1E+1XwwjGA64T8XnUFKbRpj+2/KeAX9jdiznNJtylpbqgyJYvfMSjHnvVWjH+qpMHcBynug70lSqzSzbeu5sv7VHG0Wofv9NztVRWaKIdm25lj/UIazwKwdXJ/RNDV33P99rRMp+OANETyddtKZEIz0bRWXcSSFgWWiqgUoIYFIBSMx01Yk2OXmLrz40o115Y0gwAtsFeOqOnhafm9OMIWcdot1yj7FQDOl/2asqxjblmOPf32amvV68qW+0e3YGpVfKxgW9sWP+m6hhVZfxjcFcf0jLfGH+bJ+MOvVeJX2TB0fN+PfIFDTAze4Q82/skckZBQJxn8am6sFooCit1TgWzAr5fcUBMFphbVVY57mSIkGTDLddlcbL2fKunhlSlCoujgISXSxteURy+QIFwJmVYK7e3doaNx0eEUGRIk4cHugHMJTULvbbFm2xlHXSeJnZ+ISRhcWKJAB4kr9USolAM1eqq2yaIa226rbaNuW/pts0cvYXn/lF+OZ/p3l0e5tPRl5S6OpPxeLvX80N/RSSKoLONAnc9Uxeb2GZyCwkvb1nps2x+XnqdVGGUBq7QqBK/qIJdlFEsbT2rfVUufX48/a8ulUButbNlpz8PNbz+z78W+3aaq6N3/GdIeZMOvOoXGz8tkBN1TOpPe/fvGj3axi13s22oXAOxib7yF9DHGohEoL+WSftM6mK2yWJmUpmZrsda3KA7mqSO82r/ZWJOCzk+bq60dvdZpq2V+9RQjqbDXIU8y7zvUU+pzZFi6J9qVFO7igMMmtkUtsvcRbcCvpMKz48ZIeVPmLEqQ7jqQku6Yy5pOLqLgJ/s5bqHkVsi1OXCPru7ou8QcBXEGZnXOOFkSytZPKPCkv2XIamtf6u7QHPnlzGeik7qavABvC7/T/Ro/Z+2xLwM1XmafNgrss4r+at3ZNYhgdqIRl7dJc4z9EpY2K4sTVqIeE8ZVVWneLfWtk2Rt60ylnoMQFj6r3D5XbfZeKUufykBJE8V0eub2vs+pqLozpamAdgWLuhovek898VUAzcue/H1lSF3A9FOQvNRLyNEV7TWKs1sSqls1xlYF0jdAUzm21lsty7karGmltWUUEvm2DpZrtS3oHihXQdKuvcuTsrw2cHVmW2uvHJebYxfAVWsK5xIh1oBjnzRGlDMXmDmkW8Dxgze/5zNJg1FVPjwcDdA4RCSqcUYfpgXcMkJpMu8XrDphjO3J7G9JkWz3ayusgFkF8RE5rwx5sv+i+ngKtBXLIJoOHbodIEZ00wGCOkF7YVGBFFskSSNIhDjae0NF0QFI4MYITulcZLeZiMnRd7mdiqU/JhVu/HEhizfQiwUIawHiruml98eL13t7p6bfViDJgGs7nyyPatKets+3fbREH7bv9FLNjsQDdyDBwulXrlago9NyySu31XOw2kYuS5XoKUsBoVG4bO+z1NUoAVVTq3VLPZ/2+ftWx6QSJ+uY41dfuv/Fvo0Wfxbmv24KjfoRle/rV4tC4+dlZVz9AOQxxF+A6a98vkW62K8aU5XP5fMm2oUD7GJvtKkGnh7+MoN/hym+t7gmJdrEwvXjasJo6Qc+RwfV6WObYiUoSaQqH1FWTDN3h1Zi+xplU5x5mxj6JT5H8hRZVhO+cj1o0/SqA1l/a9LGmntPKty4PUIiqUdEmdURcpqVqLIbjuZAZ4dAVXACh+hxG81RYn5JF3NiqRoxWVLUFD3f++AjUHg2jRzjwP7Qc/fAE5MQjx6uool9BYdEQQ6CnwV3FJJTJAkyweY9c2rcbW83PChfn3ekIRG2QhwEfTSTOqHfTHzjylb5H3V3/DX9NQxEftqZSuHb4wFEeKu/5Xs2H3PdHXm7u6WTmBWoTC5+IGbVvMJtYs9rwpQwX6SBSTtLRhEjdd9IxBHZZGWuTpQeLLoAA308DqcgYmmTNQHzPpBVVtBpnnFpBhXmXDsk7fRSF6dSlnOvgTBdwIfCdWZASc2QKu2r9ARTGCzOPxn0ctZmlZy6FgnicC4t6ZHk9v80bolakmGgk2DOD5l4vXkfJ81gE5EISE73I29rU1RremHpjwVgMSDXS0lka6If8t9K3G7PDG0BQlmiCQXJIGup09wmtAOUqJ6qaGa15bNDWqKqWM575nnlvyUqszy1ThMdE4YT24pxxBSxgjoGNXXCoqxWxxzrvzE3mF5tBT6JZ2SuY5tCEEthFVWihKX92vMod1pK2fD75OtErQ6vSE0ZF4mI6tKXanu06xbVWgPrDOrrxFxpFV253OVqp465LGdcb/80AHPrtNcWUoA7I9vuyBqw4hC1ey58iSUdfilTFkMQYTln6bOC5xg/5kcf/Yt8//XvfO0yvso+enrHL/zSR7z15JqnP/fRclMyB5JzqFfigwfQORCHJEWmiAtqpPeZ+F6iReGQEhJyxFg0wnyNyVQjsd8tXVLzg4wggs7Bqq9Rf7y/ipJgmuu/F2AsV5Vab0fAfd3uRcYO1FIee+dMiGLsEITp0YA/DITRo297/FGIG4FbSC6hg0NfOHQz8/6zK8Qp4ziDCKOb2YcBJ4GU4Om8ZeNnnoUdIpEH/kgnlpa49TM+vx8McqmxsA5MBXd53EqhNDYOuHxzkvu5KFccKb2+AG8d2rRwO+zG3Vm1qTPgeFGkBo+9v4M63u1sHJi0W/rN07QlJBsronp6Ald+yqnoc/NeKNUvqx5QHkyFrnS1N6v9bfwHck/JAKMECvRWuAeLSu2zZLxdgwRepE3mVQzLO9hERYzrzJQ268wrQ/sk6fHuES8Of4G3rv/g+Q5ysV9RUz2Qjj+Nhr9DOvy/Ifw8yBZRE5kSpixWUlrZG+h46x7wkF6AS6AzOv0VZLxELl7sYt9OuwBgF3ujLeqepDOdf0BME7O+D5SV3ApHFaCq8PJAjYtoo0SWuXveUohmFwLlRTFMls/iqmlx4rSJJ6mOQ9mzSM5rc60SndCqUNqK8Pkye0wBqsuT+KSRY8oE1Pl62246iYARggovwshEx+BMmnwHzKkjqLNoICWrrwmDTxwifHTcsg89L+5Gjsee5Gz1XyXB7EEFFxz+heAmwU22ki9RcAG6A0sduQ89foKZK56/BZOzVJHYRyR2XO0OuEH4aN5xDB2/mB7hveKdsusnHoxHPg4Hfuzql3gwfozze8QdeaGJrcwoEdXEQGISNYcQmFU4qmNSx8dpx23aQHbUO0lsF2UjA9COmoxjLG/1iJFSq4DkhEs1ByOSeNkijGpa3PqmtSwAzfLv5vgW/EonWxO6fMrWpEpAc3vJ/m4BwajAbcxtrCgvGgF+/otY2xHBqTZtwRzCGcdtHDNQZMXtiGzdbMqDUlupanW8St8L6pdoMwSclqioCkK3QFLpCQ5lkEAnsam/JXbKzrAoFsacLikksfP6BjoWsfsPOFTXqq+l7+qS4mdRDCXiqY4N1Vyzre3LJy0AI05vObCKcEBcIuw6SRReoLbPd8u18pZluIn5PkwFcsYjatEYvbOabkm9S1spW+61tVUsidJBJrjWCgCsb4uAX9Jme4kMua5LKmU7Pta4tZN+0NjrbmufQ/u3vV4FAupiBVIXE1LmtjO106LId3JFhYDi1AQIKsZjdzH6G37LW38YJ5/NVOzF3ZEQE48fXxG+ecvd8xlUibue+cmOtPH4AC5gipCHnOLnEtKJqUAmha4zlcgYgA7mub6HMnk9KRlPWLljZeHssqrKN3uqAqnKmnj/5Am1D8QJEhXZZ+LswwzO4UWg66DzBOfZf3nH9GggPHCEraCdEK4hDkraKGkA8dDvZtwQCE7wHo6xY9vPqIPeBa772dqxWFr/4CI7H/FOuXJHRjczuJDHiaryauB5VkAVmnElrdqENKmSmdEQl8E021ojbJfelN8/XebUU4nGQSd1/PcaCDgDZ11k1g6Hckgdk3oSnqAOL4kn/gXX/sBA5sqU+xE5Feiyv9L0mNIvWhCjgs3r/raMfZKWOcqE56ADYYmOV0Im65+0s7RtsTMXxdpNJsX3pBUdwwqgkxn0jhB/iYt9e031SLr794n7P4XGn4f0HDjYyKk2eVsEgvJih32tLezNMaUsYBH+LkgP6b3PtUQXu9ibaBcA7GJvtInF5KApETlS0x1r5EiJK4jZaWmTwE4TIKuDWEGwAhYUxbxy9hX4BcsctDhi51g41tepE9E2wqtet6YWyfKxiTdUsCyqsE/jkt6WWUVY63cJc3J8HHYLj4hzxvV1TJ2pyqlFRVWScuH9/Y6PjlfMwfH8+ZY5+OV8mhSmHiJ0zx3drYOoxvsVQbKj1qA5+CN0R4g93H6PEEclXkX0QcL7yKMnt/gucQwdU7CInL6POKfcDEcejgeu/JHf9vBnedy/YCuRm26PJ3LlJjox4GtsZOcFOKjjqOasvxdvOGpPL3MmPjcC314SPTFHgClbMbJrh6VZCjCIyxFfLFFfS8TXqfeAAVMV0HmZM58jS06OP+XzKtc6Jb2PZ8Cv9nsoIEABU7WS3i/ALiX2xtpTwDdgr+OQOp7Gnfm0uR32LnDlJhzViW6jCEo7LsT6K26y3KfaG26PKSfxRFNwa1y2Ffi1KJClhbQ9ZFBNSPRN2az+xJTWdA1WVdL4uABmvcTluFPwS062nYIv9+5ntc3OkDJwVRThChF+Ab9aKNyxrl8T77BjZ/UEPI6Un4eVu0SjtOqyLx+T6rX6DAi3SZbtfq1K3MIdmKPN7JmU+nDNs7JjCxfY+VHx9ewUhKz3Jve2VbVNezYxg/wW+ToYCJzbeU3NbZNQM5icAdMec+57d0Xvrrjq3qFz4y/jbtbmnVvwpO1u5NgdCEPH9GQgOejvEi4CU8QfZiQmiIqUCK7yd5ohRSO/n2cDrGIhxU+WjphS06AlA10Z+CocYIUUv3CInSPCB+6RUJX0yBYcW64hMPTQdUwPem5/5CGxd8w3QtwKsYf5kZKckd/rAK6LjA8mxCW8TzifUyGHCSeJx+OBq86UHkcXcZJ42O3Z+ZleAg+7u0zObpGqokrvrNV4qW/eBfxqRDdOIaPyDrY0ResPZZQ51+cR8kJJAd9rErFQ0ygLIDtrT1ThNo2LQE3EM8jMl/qnDDJbGrqz51ciycpCxTlTOJkP2NZzgiLnji3g116HTPhfo2F9rgdB2bgZR8qR1HanOzeTY9LpZH2d9SsvITwjhb/FFP4+Q/eDL7mbi32WpronPP03SNNfAI2QnmGzhgJstRHu7YE0izFvaDQYM+gE019G04eI++UrAV/sO9tOX5Pfrmu+iXbhALvYG21ONvT+HQ7x6yQ90K7BpmW6SuNs3we/2slYddXytsYhLQ6kgV+nR2eT4jYWR/PEfVycsfvg1/3r+mVasV51rg5fUmGfhtMkjsXRLIWKKjwNO4I6A7/EJt6H1FHS2wz8qvf28XHDR8crNCkvnm8JwecV8ZzSd+wggd8L3a2pq7lZkASSMvjVlMPPBn4lB3dfFuN5GRP6wEr/8PEdXR85zp5j6IBE35vDuetmHm4OeIn85IO/z+P+DlG46fagcOVmuhytM2bHoNTblMGvpPB+vOaoHQNTBkyUKzdZ+p4mNnnbJoNfAvTZiesz+AVG12vt4OT5N//U1wC/2gMVXY5/XfCrRH6VVMYCftWUxwp+FbW7BarIbaxEiRVQJlBB0IRFzD3L4FdxdrwY4Ciacn2cgl+lfHICflXQ7bTaTh1HJymDXy3gVAGV0suEClaViLICfrVntNTXklZ0Cn5ZNJvPNfcqFchT8AtqXz69p5XJus/PhfcHWZ5N7fMvB78M1LT9Au4E/MrPQxrnlFPw67Ql1prvpACJaTkWWJUFrA2ZIlzK4Fd+Jgv4JctxZWRrwa9v1VU6B36dazsV/KoLFbGkOCocU9+AY0UkRZvy1vuuYJgQtEfoue7fRYCbz0D5sbUnj3ZsNwP740y36Yi9MN10qEB/qwZ+hYQ/zLmjZ/CLM+BXUgO/igpkAb+CRciuKtJlDrRT8Avq7PoE/JKXgV9l26mV8/YGfoWN4/aHH5I6IWwhbsXUHx+COoz8vrfoo/HGwC/nDPwSErthxonyoD9y1Zni4+gsGuvaH9h507t92O3xGLjdO0v5NPCLPMIV8QhOtgFNOz59B5ce1ULsL/VDxMau0PQqyVVatk3qmbU3fs78Trd27PGEDH4ZMNG51HAJytJuz1//hG9PyrbTvc4dWfvyUXsOOgBVwKJGe+oyDnRENmIrX7sM1kEl7z/Xf+2Lvd2EI+999D8kxg9fVpsX+4xMVQnP/1ek458H2YE+oxAOVA66V4zW7Xzn5a3/u9jyzCZ9iD77N1GdPt/iXOxib5BdALCLvdEmIjzY/Bai7rFoMLPWKWrBr/L7qVNJ82s78S3gV0vu3KYPvBzgetlUtP3bAmHrbS3BdS1zcWbr1ln9EmlRo99aaM722ydTfLTUSTtf0DyVV+P8aWsmKnx4NNnGaeqZg8e5SNLsKAVnZCkK3Yu8LQNfiqk/nlaMP9rX6aFJ3EtQ4kObQGw3M/0QCbNjShbY6r0u3DsPNgcE+DXjR7w1vOA29Dzq9kB12qNiAJZWkuCkcFQbJvc6ctSejoB3dt0xc4ZFha2zCCIPdGL1XMAvR+FxU/xrDLunANancfjPgV/nwDYt4BcVGGiBsHblvgCkSiW6X8f3nLT3BQ5QbuOGiFjcQt7dVvrruu/LQI2SHtfucRr5BfcBDDAlNSemaFeu0UYTlTS7khpZYpaKk7q+KjXyQmuMT737lhxbKSw57XjCsu962zkARld73t9vSXFcFOHO9/lzI01qxqSQ01GHnNJV+MKgUWhczvhJDkol726Bn9O/BbwDq6sCILgmDayU2jX1+CsFfqWT/lid9nplzem2YO0g4qHZ1t7fOSswg7WxHi8GBHz/9e/+Fu/mvG03A7/rJ3+Y/X5i+9aWeWct2UVLGVbAHUMGvViDX2CRXimnxIXAKnJLMCDsdLk4R37ZCa1NLpFaL7OWCP/Uzh1btjmBzur+8OUdaXCQlHjlkGRKweqxfjHarfXbGfE2sHlvYP+mDwvf3/UwkxT6DH45Etedbdu5ydIK1QjxVVsi+VYx1axtx/dnBq16tOY0v2rn+nxrFVKu51sW11SZM0n+rNY+penfj/yBQYJxBWbC+TZOsYhRnLO275WCvm4fbAH7/Sryy34tFBGdGD9jQtnkla9ejH8wgnEyvsZ1UMW7LzOFv8OLw3/0mqW82LdqGv4mevhz4B5Dego6Ax0ixt8nFxfzEyyPv+7LMP9nMP3lz7tAF/ucTT+nz5tol9HpYm+8JTW0RakpS+dU2Oqk7747eHb1U+ueNenq1c7kWlXyPjh2L6ZC1yUr29KZMhdnUptj5zxBbgGLe/emsI82uS7glyqZbLso9NEAA8rtNBKSAWa3+3EhPi2AiobMr3QUJNjKvZszkW7Dal7mvW627UlgemjpfrpV6BSCsrk+5rIURcqEc3bwtp/pXSIk+KHt+6jC1gcGF4kq7NxkjpKYc5OoQQmBzNOmLES9reT9KDZZL458QhmXlc+6qt4tPG723zmFxuZRrez1nI1Sope/yvTM3+LipzO/F9CrbUklTXbdtjPomttdC46FnL7Ygl+W4mIqkLUu75ezpPO1sEd73dP917VhUVjWFuqeLRBWtpV+kRo39lx0Q1F0bUtcHdsKG/rM+/M64Fct1SebIsXHywlBaxXIc33+3DgV89aaHp0ycNW6KxXEW0en3X9aZUtJ6yqletl+NUUzLbxm5Sm141O96quSwT97WwDcZmxtt4XUpHE3ZW3t/hOtW4LC3fwBV90X+dLuH/nMy/+7fvKH2W4Hnt1N6OiRpPgIqBjpfUioE0t/VFghMTEnPheersz1tSK6P21UGfSSFrgqQFix09THcopzTf/02HZb14GIRbY92SAhEa6cRXwJpC2QII2KChZturFoJ5cXRARl8ImkcNUHi0rWEhUlOfLLWuLOT0SFwaVGBdL6d6tmWt6LFYJuil4rYekXa1Dpk/t/jXptYKumz0ftlsWoo/bISf++8XsUyZxf7Yh6HqxurryMA+ttp3udKXOz55Q1M9txoe3fXV6e6TPMl1A2WXLF53Hpk/t/rk0BkZ7nd/8PVE9X0i72WVrc/xSqe6DHor8K+AV1VP8Ee1O977bXiYH6egFtL3axb5tdOMAu9kabauLjw1+k908I8QMKhFDgGjAFv5aQ25zItYvXTnJLChIUxziDICXCIp+3pIitJ8Fr1Umbvtbfq4ueKBEF5VoBW3ErylTtOczhLdE2FbrYyIylVhjwFlSW0pdomIhw5SyCytLXlEkdvTOFy2PsuGKyledMDH4nHV+++pjj3LF9bCDRi6ln1p7bw8AskJJAcMQvJDRAurKoMHcLaWvKj/5oJPhuBnWQPAzPLFosbRV5T5Be6d4fiOKIG2PY0l0kXCV0UPrrwDdf7Ni5if/8m99LCJ4n/QuC89wMd+yGGS+Jx8MdxzRw5Q6oOJzA6I4ctGcjM9+MDwjJIZr4eL5iZCYmR1THw+6OfRi56Q5c9ZHOJb7Q3+Ic3MiB0dszv5YZBDY5tcNJolMlCng1guBATk2lwylLRMFAZEZs0M4r5z1lhTzRAV4SPeakytISdYkKa1d7Cjm/pdFY245aQC5d2nhRt6uAVCHBLxEtkttpC47ZlaI6dmIqZ0kyKT7KMZnL47OqqMuRhS3Zf8RUJUuPEiCJOVEpQSALL6il+RQiaQF6mblLPUZQXdKVcoKjVIr4Qnhf+qjLvZJlC0tfGbJiYsp8btb3xICFvOINRX2tjgxWukYBssEb6l7rLenk11KeAkl2eYxAlJFIwuEp6a2ycAa1rcBJ6ftpAYl7F9BU+QIdyozPKm417s/Jekwq526VcAXjICpCAFKuLhUUsHpT+ub8ZWSdM5BeR7EKmp6Cs2vI7H5N1edW7byTLpw6+Jqvb/2lRM26vE0y51NixmPBRmtRgJeZ1ZQjqSmX/oYn/8pnyv9V7Ae/9y1+/+/5cf7Y//Uvoy4vIgRFHbhjJlJXRQdHGjuSw9Qa54hMxokphwnYGhH+HOwch8miwmI08EywhiOykOEbQJZBM2Dh7VpxgEnm9wJiA3YVTrCcFm1RXzm6rJzDOUiJNI5sf2kPSekeeHZfhfkKrr4mBC8c33XEnWd+G8LHPbhI2jpCUPp+5jh7xFm07+080Lu4LPIMzvPhvGMjR752fGTbCEQcGzdx5Sc2LnDj9/QYz2BteGXcLC2ihZBb4v92ua0c+XK4QBG7DnWGkYBh6T1w7SJz6rhxBnYdk+fKgagyqecuDXQSOaSerpDKS1oUG1sWvNzrmzFkDZTVrWdKn4VjTOYl/6KJnRzz+8L4yhRTrZTcl8h98Xkabf4iHsGUIT3gJVp0bVZWtQWmAj7mWGJxxPgBff/9hPgLHKb/gu34Ey+t14t9etP0jDT9DDF8g3j3J4AJws8hHAEHGsrTyLPUl9vpr28WF1gzE4u/CHIF018mha/hui9/riW72MXeBLsAYBd7oy3qHTHd0bsnaJqJ+gECTbKBgU1K5dpZp720MQJtHI5UZx2huMS2kqs5jeZk3VXXIZmnCnNOWJwFA6gwHhVtlR4NUKhcXLWkJTGt8B4ZQbtN7NFEwJvCV97fkXAKvVO2zrhDykq0xxE0EZLHe2XWDlGYFFLqeLjJ+Yqj8GIe+eCwIybH8Wh0ttrl+n0cCbNHZ4ccwe0FeqF7Ad2dAV9uNidOFPoJhm8oblYkQhw9ceyYtwPzlRB2SnoroGMidoI45dl+S5w86ej5OfkC3SbQD5HrzZGreGScAt4n/N7SL0YfGNzM1gd6CRxSz10cuA0Dz44bXswjUzSwDwXnDBR8PN7xeLzjYdrz9vCCF65jqxOj9GzSzLU/cCfC1s1MaupWLvuEEx0H7ZjUcdCBOQMavdSkQsRTFMcKm5yIspPIlohKtCgsgZoxcp83pbSdovIYV4BWFUJImrnd2patZPn6NtXRWr85NZWM3Zw2ZXQhk4UnjM5Y6E5U8RRHzOBYAYgEpZMKRJdIvFk9ex04qs8E/DnaTi19qc88c0ndoj42MFuan1gER+11FeTqWtAGGsW2qkBYj2h49KQoYbrlDGVs6Il00oBfZ56FnPz7njhG6f+5nlVkiT5xeWwSSbjMV6WawcZ8Dkvx1PU1xOFS4qgDR3qLgMnE9QMxc5idJgeuAVT77nP5DBwSJQOZrrrPykoB0oisqxBHYQDryG3i3sjV1su56JmXiZF8muCCenRRFy1RjObECaolco0lzcxAyLxkoGsQ4xSAs12NJ/H7r38P33P1W1+7dJ/GRIQ/+Ad+gp/+qz/LX/9bX8X1rpZFlXDdMd8MaJ9FXZJxg7nZCPEJCpsRmSIyB/ARORzBO5DeuL0yL5hGA5HkNGpLBPHGBUgMEKI1jMLjpaW+DDBbuMNETInSuQySZQDMe7u+s09/TPTftHfM5n3AO9Q77t7tmb6vt3fClb1rJYGMSnKR7RAY+8DYRbb9lC9pfG9OYfCBQ7L01OdqEb+K9Y23hxfcuAMbF7jyR3oJ9JkPs4WonVpq32kyeNseKmj8em20zEmq2fs7YYqvo4vMdKhLOGZAGCVk0vmeKfaZm08Y3JGNC3kBZp1Qfl+6QvIIU2oi71vaer7P9giFrCRdjxokMeEsUi2/U5TCCWnvIK+OI/1yvqhGhm8LdTGPNBYt5kXzokIzHogiBFQ/JIUOJRHThQfss7IUv0a8+78RDj8F6auQboGi8LjshS0klZGy5TFt9UIvVk1Bn4I+Bxw8/e+hu/86bP5pRPrPu3AX+7bb/fnft+eab55dALCLXWxxD8tKqFlxuswJwiaYtMNTXeVtKaKXyJkGwCL7BzO+UXE6GXTybHgBFJqUB2n2MRBKFpW92Ew/S9rOejW5Rru0W0NWNFvU5FbpZrpMTpctahFKCUdMWZlP4ZB6Eo45+RzZUyfPHx53fO3FA+boudsPzNEvM35NkA4dBMEdBH/rkFkYPwJ/BAngA5AdNEkgs9JNNqmar4XUGwHy9EhIvaJfPqLXCbziOkttmV8MpNnRjZHhesK5yFu7O7Y5/aXzNuW/6iYGFxlc4Lo7oqp8NO+YUsdtGHh/f0WMdp9BnYEpTvEu8eWrj3kwHLnxe37N5mM6MYVDU7OaedLdLUqTg0Sk8FIpvNCBiY5ZHXsdSdQIsdIOFUuzLNGDxbl6KBNbZ+frhZOnft+5KoT1phyWQV1lAZKWaK6s6tm2mNpOaqu0PuIWYFRxC/haCJoTLis5+uwMhbMKiZLPK2poZwV9ioqe8CJtuEsjRZXV6iUtTlPvDEAxJ8kidXZuwmdHz0nb82q/be+oREuds9qvWQDxlny+1LgjsZV5AahO+3u7RWn7/P0LtwDQOsExCw1oBSHbsnjiwlFUn7+dI+a6DHh8Bg0dyigTXs6VYn3vlWx/YRSz9KqmDg1kvx/jWiwi+TyaFd/S2f3qeHYyFuZf75H8n2AxL7NyP6ttSjMW5vrKSplF7OOg/WqMWyyDtUVVr/xaHUDHtnuLmCJvb37tJxfwl2HeO37Tr/01/NxXP0Ri4vZji/SdHo3ErY3BPod/usmUITWnR0pS3H5G5gghILd7S41slSKLCmQGwOwGpVzcwK+UYJrsd+/X4FfZvzkGEQO5Cnl+AcS8N94vsL+NqqSKQN+hTnj6oyPPf3AkDhAeKqlXZBdxV6YQfHV1pPORq37iajCCe+9sEaEsfJjD7go+Bwijm/nB7fvs3JErd+DGH3FY+u56nCh9QE/6Qfm1Wtvvv1WL+d0fF6GQ2tOiCk/Tjkk9g0RGsSW3B37P4AKieq+fF+GH1tZiGqfpnbqaNZR7TMudl/HJ+DOrOIr91i3gW32flTL1BLaZJ3IjM30WqBlcyotAbTR8+/6wOyF9CCjH489wvf0nfxm1fDGANP9N5qf/U1L4BeAAesf9+K4yN7lPe+9eI0L2YgoECH8XffFvGSfYzR9FZPt5F+xiF/uutMuodLE32rxc0bkbQvwmSW9Xv7URLiFTW98Hv2p0RnHK22NbCwv4pdx38/K5pCQpueUaqymGNsp8C/h1v8yrc8LJXqwUzeaV896AX+2WDH4V53nSDlVTQ0s4QnIcU9dc21Qgv/biAUmFw6EnxEIDnzmLDh6CIJOBX0QYPzbwCz0DfoUMfmkDfg0Z/HKKfmlCbyyfy/kMft32pNnhx8BwPSEoT7Z7tkNAVelyauIug19OItfdEVT5eN5xTD3H4Hl/f01MLqfcGbdZ5wyo+dLuKQ+GIyNzBr8iG5kZnAE9T7o7HJGtmxci5eLDFfArKdzpSMoT/sKJUuqzKFRWfiXlgTPwS1XpWx5qzjtXBlyswa8CXLWgVlIa8Cu7FAswUHrAGvxaIKgz4JcpOVrbGSRYHZyU9RSuFT3tU8JtGrlLxmxdYJeuAWAM/DKnzOcIJgO/Mpgm655XATZt7uq8KF2pvzbeM+X7jSe9RVC2YrV1HkpaAy+lT3xa8Ku97in45XKUxHpsyOVWFvCro/BwFfDrPFj1MvCrALLVma4xgQX8OjfaFXU6RbNzns7uV+v8NcEvWLLsXvUpdbo6W9NmlzamtlBg7fgV4Fdjp+msTgQnjsHfsPNv07mBbff47LGfpT1+tGMcOr7ny08Yxg697olXHRIVnzDwa67gl5sTEhU5zLg5QooV/CoVqw34lRpC/FPwK0YDv1IGv0rU2BnwSwr45VzdbwG/3EJ6L51HyAA5uY/2xgn2/IcGnn9lREUJD5TUgxsT7iqP6bsjnU9s/czVMKOqFtAmMLjIxoeM7a1jDzuJ/OD2fbbeFjMe+CMoixJyoUQz8KuC+q5puaet5CXY+qeymMGqpCzgV+kFSeFpNPBrJDCKgX0P/H4hwG/BL6EFv05nE/a3fRuUbeUcbd87Bb9UYZ8M/KJEqOa6sqTH+j6z8cLUdLfOeNgK+CXA6FIe3+vCyKq0zQYjBlDu9n+Su/1/8hnU+JtrKfw889P/CSl9FcRl8Ksk4a6tgF96su2stWPyasObarkn6R4Y4fBn0Of/Fqr36/li38Wmn9PnDbQLAHaxN9pEhEfb30ZIT2m7Q+sgFZCpdUFbV/QeuXzzfdlLWZQSXxUGfp7MutoywdQKtklz7P2j7hNSF9DLzlfJ+cuZyjSkdUhrdA/MWWUx5rQvVDmmvtnbJuFfvzXwK8yOKXQY91AGCGcHwaax3a2lEnYH+6iAn6wAomRlSMXPCgpxhNQLmmB+JKgDriN6E2FW3Gj8NGnyaPCISwzbgIiy7WZ2w0yMQt9ZbfYSGbwpOV57A8n2qWdKHaKJD47XxleGEpK35KjcVG76Iw+GAyEJX948NTBBLaIgqvDQ721iL5bGkbSS6AccEx7RlBWychoYafU8HCzgV4E8Bklss/qkpQkWTqqXv88KNe26bVd3vbSdqPfdnQp6VNL7VXRYA8SU30oUTdACysScnnheRbVpocu2IgoRVLhLI0JxoigQFFAcuuJIWX8cxSKgkuoZYOecwqC+Ug1Nm7/FWTznGg4ZUiycey+zdrw4N8WVZr/Tft0qOZZ6rvtVcvm27GW/SXuC+gyS2X69RDopDGKnbnBb1nqNUn82MtTaYNm2Vshrz1eiYNv2fj7dsgUK79fPy9vQ69hpnUrTjl2zLY9xWhZBPuGKcu5rYuMecohPue6+yBc3v/5bKvGnsd/6D/8gm03PYQ5sHm8JvaUaLvEZChKs/lxMljatipsy39thMpDLWYo8sFaBPAW/ctqjvexyxFhJezxHag9r4vzuBPwC8J1t81U/cbHOg5gi8LOvjKYKvFXSgJH93xhwNw6W4q5JuR4nu4TYYhOqbH1Y2pqwfo++Mzxn6yZCdDzu7qyuxFIcM/3Z0gdqy7mvXHpqrxOheHLE6ltJv420Ks7WZg86MKvHExmyMvHG2YJMQBZAiaZ895Wn1wt8p/3MnfxeytWCX2DzjJjfcWUe5eDMeFHH4E0Gvywy1bgrR6lLL68ixK+jT0KwVNanz/+3qB5fXb0Xe6mFuz9Oil8FeQL6IaZp3crmmLnSf2hngp9mZD4/532zzAMR9COQR3D8szD/p59zmS52se9OuwBgF3vjzWmZekFd36zO6SnQ1L6oTyd/61+rhSVWQl/5mm/XjO9BWdpe41RV8vx12zW1CirY1sLndHpvjpPIEa0O/8IPoia3Dll58WQC/XzaMCVvpLvTkAtQwTtmO9bNYsiMQH+bXcsMeoEa+CXgEosKZBrN60gbSB0QFX2SadxFjIc1Qpws5cL3CecVjXC9mUpRjKtIlU1nTkIvic6ZOuEh9igwpZ4pdnhnfGdKDV5Q4NF4hwhsXWDnJ+bkltXrknoS1LGRQJkalpo6akeBcQIeWQEX9Ym4k20KbCVkH7FwwaxTQk6tBcXuKzk2f7UkNjQOV7PtHMhbQKr2fEsKmVbFwl4q6fnLHMP2zmt/VA5pWJy00h99U5pWma3EIPQ52s5Xf/9eXyglbkG59e+nZTmtq/tRE11WVHw9axmC7lsLVrbb7iUjNWXxzX73zqeWsgw06Vu5rrDW+ao6uB+ZugYXT7edv6fSuixl7JOxgHO1eQ7qb+75E056LtquqlPW+k1aW1SiKG9+8rNd+o/UwiiJqDM/dPO78W74xHP8cu17v/yYH//RL/Ps+Z6wEVNFTAW8AhfynWgdZ2UywRJSgilQVSBhFcHVRn8Vy6sCqsqiIOkszueUH2z1vYBep9t8E9bqzkxVvS2c3H3PgPaCzEq4tsFQtgmcIqqMowFcuz4swJV3dk+Dt9GwqZZ6OySe9LckdVz5I55EVFNSLJFfy9u4UX5tR4nTZvitOvhtlbWLYHVRLZdfYZ85zDrR3F6VrZtQlSXqaj1inV/aa3/V020viS5d7aVlsUyp49yag7GtP8EAcVOBNNCrjGdOjInV8ylMBO/eIcavsj/8hU9z5MWyafwm6fgXEHcD6WObWOFYJm2NrWcNddvFPqVJZ/xq4kEn9PBTn3eJLvbtNDXahW/nB30z++mFA+xib7SpKh8f/5KlQabnto06ZVNk4aax31oX3o4Py3pYBgmKzLvWyWXQyufVxnvIyX41DcE+JbajHFXXwZWBouznzuxdzq8UJqkKXTg8wYhnSTmVIoOA2ka8FTJ0svKdEpPDEY0APt/klDxRwbhyOpIKT6eRrZ9RhU0/s+kn5uQZuwNpFgKzEck/7+GBwkEIO4GNw+0F9ZgKpIALIEeTtU/egDAXlDjA+JGioxI/BHm/Q7cRea8jdqAHT+oUdwNx7nBDYtKeAwNDP7MPG/o+EP2IAtfDgafpCukiz+atOVep5/k00vnAYR6QaHTfce8YfGB6vuWbuuPtq2f8nW9+D91mYtdNBCe8tXnOL7gnXA97thIIyXPl9iTnedAdMA0xe5bP0o6eAGptpSPxPI6MbkZUmFXYuYlZe667I1cSmNVx5Y4k6bjyR2OoE2XLhDrYSMjPUI0gXaz9hAbAKe0t5laekmPG5TV0a0FLpB814ikp1s4ziGrtt8ZBFGA1LqCBOY23aaCAdp1UtjyQlYpjaibTqtYvtnJcgLiosgB+jpTVR7PTJY5BAvvUU7h6knQ4TXgxNTEvJXKqADDWq1OeCIiw6ultPJVF2pWeF5cylrJZ+miJiso8WVKVLlsAsDqOFeTM8PRy/xUQLKNHBZAqXfySlNmAqAXOMXfFYwqPvQQ6rC2YqlpaVCUllzs1x5ZSmYKtNK2ApZTl/yUJLKpQXKI2olUwxVOLIEnL+FTSXdu6VGqkSQsAFGsBr08G0ZrjViiZNNs0j232PNpIw5AjagyX9ysOxuLau5zyWfi/17Xn2If3eHf3m/nKg3/8U5T2l2f/4j/7m/nbf+/r/L2vfoh3Dp2L42rpjkoGxfL9o4lw1aExIN0WmZOlQyrINFvUVYj1gRQkSEE6X4GyDE5l5Zb7BSt54O05CmgmufK8B5dr1xkYlgRETHiC3iKSpwc943uJNCjbb4A60LcTMTl4EDkeO5DEZjfz7DjSSVoiIEUTz1NvKeYuL0AIOIWNm3g2b4jqeOwdHxyvGNzE4+7Ag+6OnZ8pS1DlHe6W9qxNm23h82ItWHDaw19+VNnuclvssn5vUSk95naapUiY1eE1cRdGIrJEgQ1uzgsnNeqxHY3aBYKkeQEkvy8cSnI2d3ANEFbnTDbWJcSALS2KqWk1XpT+L2h+j1iE4j51eBJHZ2rTg0RSMuGPJEpJ74Y1CX75N5pAPKIBCCiJu8NPsdv+3vvt8GKvtHD4s2j8wKKR0nvYk5s4jVku84zyvSymvDyeGkTlXvN+s1Qgz1kBGAPox+AewPSX0Pg+4t/+nMt2sYt9d9kFALvYG21J7wjxY0b/RZv861OgAk2WfhaXKWWZtiYtSmFVpWWZRqZK8Lwo1DX70Ez6LPrHNRNRGjU0XfYuB6fMo2ETbV3U9aq7Xfevk8KywlqiF1K+q0z2q6ZiV9J9ippfmYyUCCRFcKLMqeMuDRxSzzF1HFPHFDsOqSOqxZBsusjgEyE5duPE4BKDC+xDz7Pjhtse4gTBC3r04DqOTvD77OvcQT8JLqhxgSHgoAsKs91Fvwc8JC/oLw323Q3EDcw7gY1FiYVjT8oP4Ztc2b2onU+dgre/6rQ+LJfIy+UQQWaHHIT+hZBuBRfh6OG5f0Lqlf+yU9gq6SrCLjLuZrbbI97bannvIo/HPU/GW667iY2f6SQxqecYO47aM0UTETjEjkPwC0QgKIOPjC7iXGmXmc+mO3LlJ679gWt/4MYdufJ7xhTpJH9QvATK7ZGjUspzLkTKijQuSV4dqq2VQgjO8nuNJjy1Gg1m59/HkaN2DJLJjTUSpQKtoFUYoPjFuTU7STxwd8zaMWln689i7TSoJ2RlMXLJBgLgCPn1pmrppxs3ZcfRo5qBC6k09ZULTKuKpui9uyuRZyJK1MisfgEBQQi1FhiIDKILCX87TrR9uzpy1UEsfbmASIZTlFRkaY5NOGdPsrVSr4pFuSYsKuTKH3MzX6teru+xlIKTEpV0sVLb1W1WvAFBKDOFCyaXWGpr7lajnY0XKadyhkw230mkzwDuZ+UOLcFLzVnb5+C1qPP63N7d8hexMeOYeo6pXwjI6zKJfeskVpGHAgxJjlh0Pb/zC3+EjX/4Gd3RJ9sP/8A7/Df/+Z/kf/Zv/z9BNav8qnWyBrmIg2O+cqQvDrgI/pjJ8aeAHhNumqHrTRUyRkuFBFpesELCJF1WbIzJosHgftRXAbkE6LrKE1bUHjuPegedA2cKj+rEtnn7qx5S57j6hto2J0wPhLt3YU9nY3oEnaAfI8/mDS5adGLnItt+xkXYycTQhYVDULPYx8fhim8eH7KPHTEJP7R9nx+7+jqP/B1bN9FnkCfiiRh3VSe1vYPe6/MVYmphr9OUxPuRNFZtBrR15aEJDDLl8VvZ60Cgt6PFeDptzPT4lHjk79jJMQNfHaoFmK/tt1jKIHTEE9XY/mLuu6ZMbHOOpDn+V3RRunZaooyNKzOIb8aZEp2bMqBsi2ZThj1MjdjjxRbZOpSJyIApQkKkx8Yniwyrr+xVdJgke/DhH+DcjhB+/pO6ysUa0/ScdPhPSLf/LqIfgn7A+UT9tZ3qPJ4CWm82uPU6pqCmrEmaoHvLIu/S+3ABwC52sc/ULgDYxd5o07wqKeIQWsnhEjlxXxnJCOR9XsU8OZ9ipObZcfWcOnA5xVBNVbK4giW1aGwI0NPJ2VOOhCkTdEVy5IssE9YyhS6xYCXKZokPUeGonTl6KoRMZm9TWteAGixS7sXZTQrPwpZD6pmT5y4OJBVuw8CUbJLrnTlEFhUmdC4ZqTzKN24f8GIamWfH/jiQooPnHRw6ZIL+mUAQxqdKfydIUPxsEQoSFJdpJ9TZVCx1YuCVgHaW4nN8KISdpUaGne27oAtq96GAWgiMHVse0qKrrnVkPDhkdrgDbD4QJNi5U2/HxSGX52EiXSW6PnDzcE/X1YiejZ/5vuuP2HQzOz+x8cYP9ixYdME+Gt/YnITbMBK0qnl5SVx106JemFToJfJ4uKN3gYfdngfdgUFm3vK3DDLTS6R31qoGKU+2cbgyOFWc+NJ2Vum1yhLVWAGx9t+te3e/D5Tz3unAbTTurod+TycWG7ZOkcsRNJQAEvn/s/fv0ZYkV30n/tkRmXnOua+q7uqnpFZLlhASQoAQwhiMMWMkA/aP8fzA2D97hhlsxj8vz2Bjz7LXsPwb8zCMMF5gYIEHjMVilo0NMx7AGAODeAghEB4DFm+BBLJaj35Xd1XdxzmZGbF/f+yIjDjnnltdXfRTffdat86pPPmIjIyIjP2Nvb/fBDwlnikVjmOX2jwTSJsFGPJTFZQd108pSqoG3h74pQESmqMyStKPaO2sbklb0pQ6tl47CBh4qQ3bQEBB2ZGeVoq8ANW5S/8+nQBZO8nmhMoUBZeByRy10VRE88V9rh3ulCo1CRiQ5DzWE5/OsrOjUAqAVFIv1+9Tq/KV+MCN+03BR722jMlhXrged+aVue72M+9jC1hbA3kBmcbtmEuriWNJTYBhGbu1sb+G0HJdD9owakMrIzuuT6nWDa3ssNfeyUF395Ms+R/eXvPKu7jtlj1Wq4Fr47GljGeQWSDseYa9BolKey3YWNsH/CrAGHDHK2TIqo8V+X3+y/+vt4d1RU8betP/XALAnE8k9kDb2spH46BprHxJ3RHn0Ca1ntYAsOghtg4VQRsBJxzfDVdfAbFT2B+hU7puZDYfQZTGRURg3gzsdaYMe0t3wqwZp3dDUOEkGEfeKjQcDS0zN/DmS7/DPfPHaGVk5kYEZZXaS0NM0bY68Tu6U32h7iu12RyhXmio+/+m5exQsPZs73EjvV9paZ9RhZNoXGB7bslLustrgLKVlapfbh8vgrqkfm3jWSd5KTCNibL+FsjzHyuXS7x5VGNAnFQol9oy0iAoTYLMWhlpJPN/hTSmm3iMJzLLRPlSXuun51i5wYFwhMRjGD0ajxG3s72TnNtkGj7MeOVriMPvYGqa4QmPsTa1vc3aIsg5286N24ituBymdmwjx7m9MKxmGngmr/lCtPNR6dxe0OZlBydzhnCZUa+sO596WhkpTzDhxsCvjT3WwK9AibqCOIFfgeuBX1mNrwAXOUXhLPArkhWZhJW2aYLMFvBLJ2fWSc1uZJPiDH6N0QCJqHA8GnjjRE0VUUngl6ORwF5r5LMPHB1wrZ8Tg3Cymq2DX2M08CsIs6tKe2yVuQl+KQY2KRX4xWnwS6UCvzbQhTXwC03gl1LCoxSa9LyXDukdbtACfnVAkxzHDtQp8SAQ9wLejxxcOME3ccrw6fzIvfuPMfdGQjz3I2MUDsc5ozqWobGIEi3gV068chTwyyJ+HI3EBH5F9v2SC80SryGBX8Zx0zpzRLspxXA9AgGYwK9NYKAoOW6s2WtuWXnbdirikkIrnGjLYZgDkQv+ODk06+BXvnJup1N0hFpfiQpHWUVsKl9RH62jCjL4FRNQJyj7bjlxgWXwqzinmrhstlHZr9/UafDLsVpTBFw7gF3pE6+Wnqr7Jwd+uapO6+ellTJoecLbwK8hRXuao1lc7VNg36m7yOdd31b0HtfBrzp5uwbnSr2tly9VLb02Cfwy9bfNNnt22TZMNv6ma5yC3apySlIpbTfAL10Dv05il7bVgigFuHUbZx+04SQuEG04aF9M63fYbW4/426eXtvfnbOYt9xycZfbL+3jG0fbeZwT4sIx7DdIiAZ+BXBDwK9GiAF3tEJGi+SSUAFccBr8ytvCaWdNKvBLRBDnkTatMmTwyyfwCwwYS0CZgV+gXQK/XAK/oIBfdypXXgnRK+wZ+NX4YOAXBfzq/Mhe1yNEbpkdM2tGYhRU7D16EjpG9QzBczR0NBJ406Xf4aWLywSFmbNU4ZW2xJRe2CWgxkk9Qp7V52ur+0zpUzcCS2fwyxQfd1lpN7VZ4wFrGbRhzy15affoxEs4jWOyPg5Mix0J/MoLGAPG4ZXBr5zaXYNfa305gV9R2QC/LOJ0tgF+OeIa+NUm9d4Mfi3cwCwtXszTnMRLmXsZi+Z6XZcaT6n3APExrl19C6oj53a2aXiE4cr/Qhx+G6QFhic85nrgF5u/nTFGr/94btZ+lxA+AjTgLjzbBTq3cztl//Sf/lNe/vKXM5/PecMb3sDP//zPX3f/1WrF3//7f597772X2WzGK17xCr7ne77nGSrtaTsHwM7tBW0inguzT2MIl2FyZyQ5nesuWJ4cnmU5lbGe2BYrikeh2i9PlbMamq21rXfLQnCd03JsGbgwKG2CX0WFrdDIWtlHHKga+EXhAKnV5HIt1A7wMrZGnq0xOYPCGL2lpEmciMaDysShs9uaM3utn3HUz3BETlYdGsXI75fGzdJc80gUml5pj4znJatAqjKBX9PcKOU7qCYHCAOjxh0gJvArL6tvjnDp5lS1RH5h57P8Ek2ZXoIMVqfdYwn8akvFxC6dp1XiXoQIu3u9gV9BTC0cuHvnCjNnaWO7vieTFOeovZVayspJaAlqPC4ZVFg0oykaqkzRE/vtktYZfHWxWRJVuNCYvH1QYZZk7kvk32kgNlKEHcpafmGtqgGOCio6tW3bZDVHkgWVBH4pe84ioUyxch38yv3iVF9J+/XaJvAmTilpozYT+JVtJuMEfuUzL1xP60wpc5OoXatr1AGCp+/otBpaVCtX2X/9qJkEKwtbQHJY62dnTfcL0DQlEa710bp/16WowS8o40XR5Fzf72bdjW33UcMeRQWyBhxPXzdgKeBCNEeXdZGEGyrfdf2m9fa7+ZsBcL4CKuzKMcWzjepYxg6HrimhrkNp9ZXsm8NA0lE6OreD6sg9e3/sRu7mKbcL+ws+8dUv5vB4xcHFHZrG0bQeFp5h10aH5iQiAYjRIr8QZDkiIZG7jykKZBP8OmtbbVnxUQz8QrG0RzBOMZcG1QyIeWfcX6po609ti11qyd7Ar9AoV19hqIjrIswUgjLbMec9B5yhyv5shaDsNj0zFxijjdUAfWws+laVw7FDgY/f+wgvnj3O0diy7+3YcVLJjcxcILcBu4vTcbHXA78293ti8MtsTG3xRDt7h2hkTPD2oJ5BG4TAi7rH8WLCLpOSsJQZgy29QW69U3Kyaor8gpbReLhYj/LMc4T1vmwvZhsf676iE1A44FLkV5ziUo270OCqrFLpxcaEmMCvtVc1JeWxfnesv0dKycRfYrX8KVbLn76h+n2hWjj+V+jwe+AuQXyIG3ER19/E6yZsJkVez2609b9QrAG9DP7F4F70bBfm3J4hW8u6eAb/nqz9wA/8AF/xFV/B3//7f5//9J/+E5/5mZ/J533e53HffWenm3/xF38xP/3TP81b3/pWfvd3f5d//a//Na9+9av/MNX1h7JzAOzcXvDW+L3KVQNzgDbdNta2bQ4XOV0GnkBNTgv4UK8VZxW27S54icLJx9bb6uiPfERWWpocQIVB87EFRFu/R5vU18S2+djjpCwVUmqDaGQZW1Rljcs4Owets/OMUbi6mpsTEB0hOEQiemLOjhsFGQV1SnOUSqIU9cegpzzhmNG2ypMfd2TKh9DWjt82ummeNdcogNeyLc3qZRBQwY3gl2LHpfOpS+eJoDsBRPEu0M5GYnCIs1qd+YH9tmdUx8IPVh/qCGpU4n1sEv+aRc1ZNJLdm8MiuTLnFhh5+9yNRBX2m2XidYvsuJ6gjs6FKcqpkUxGnFtEsQk41eLw1+1kEzTYtm2b1dFJy2gOkKWtGCh3PTXGuu1PvUJJjlyBUWzbJqRXFB/rM86dXddV+9UAi2xs22Z1n8r7lXTCbYqAmrhq8uR/0ymrz7e5ZR1wzPcbT52lVllcr8G1800gfg3yXf9+67JcL/qr3upO3UsBF+s62NZysliCT8fEM/Y7bbL2cT3bFqVX13MGnKdIyFPtuB63byQ+JxdMGWLHMlyj8/u8dPczbujOng777E97FY134GC+6AhjJCyMZJ6guJR148eYSPEV6UcTuthMeYT1z7Xv1ylEBr+8Z+rgPgNctk1VDRQDA73yaZvUehtDs1RBfXpGd9iChKzSYoRC1yXBiag4Z+/CeRNwogSF3ba3NimlKHlc6WOT+KcCH7v7AFGhEyNeH7S0l2bqSzq9M+vXyo3YkwG9sk0LFKqT4qOKm4CrXo3K4cAv6ZJYiq/6o123zHamsmiJ3s1/OY2e9L88hjg5fYd5cdDo9w0WqRfkJPXvUdO7v6qDzHnqKEICM8nLgZJES8o7pHpVn21VtTrZQ4ksT/4dEy/dua2ZxseJq58Gtwt6DXQE2uu2zidquafAr/OqfxKWJ6N7JYL23M7tOWLf/M3fzF/9q3+VL/uyL+M1r3kN3/It38I999zD//a//W9b9/+Jn/gJfu7nfo4f+7Ef43M+53N42ctexqd+6qfy6Z/+6c9wyYudc4Cd2wvaVJWrq1/Fy4KgJ0BWdMrronnKZxNPR1jbth5pkSeZtYO5/i1T2wtZLWok053bNLNEVdRTY4sMgqw1Z6pPltYQ0nTVVefOd1AiGjKMEBi0YX0momtOtsb1tDgjGrcojT62eAIqgpC4psTAooiYr5TK04+O5diwCg1elJPBIy7igtrdzAP+0MFcYTDHZlyAWwljB4w6RVKtu/kKITlAQS0lRhR/DGEuOHuMaB7dsiqnS+CaQnQgA/afFlsGb9Qi/iPISQImrxTer+woRq80AVQU9hT3GCx2AnJZiM5BC4MXLu6dcHTUEQW6bmRFQ0/DMrSIRK6FOaIWgbIcLZIuIGgU5l45WaaEtSQrt9dErsYZIpHduOShkz32mxUPrA6QJrDrLV1y5gJHEmjdgMdW4d0EiJkiV3b8sjppjglQSITyBQQWmNQRJ3U+sUioTQArJAXEZYpAmLkBRQlAi5IF53I7za1OqzMlnzz1DIMoAj61dFNvK63MCNMhlSfx1nVi2qyZ+L0GA21SqZPeklJ6w6YDm//vlIk33IDk7IZmgQjb2xNT2qHgNKkiSonAirLWirdY/k3SuUsN5dI6mNJUVZP4vGyqR5bo0rNSsp549WsTZNsse5FMWAfMDBQJgNOiOmqpSzrhIFlkwRHSMyznzn1+s47WADLrHGnDepKjdfm8QLB+H/U5R7VnU1pITAq3SlBnIDWmaqqq5FiHwsdWrudS27V3hY3Hgyon4YRPuvBn2WluvV5lP632ia95Ca971Yv41d/+IAe37nJy0tN7e06+11Sxxv2lIgZ+pVRD+ghNi4sKIVo0mAimtJeUG7OCo/cFEIP1UL5cOU0FegHEiHaNdWBfdGHVl0iv/BiDd2Q0PTpreSeXBFkCrZHeM4J0kXGwxYgYTSSi9QPjKDQuMAZhFEfjEguoipESuEAf5uz5E140u4KXwEP9Pgf+hIf6/cSb6XESmMuAysKibSULIBjg37rCmxTTGLY5rqxXUHlXr9tpxze/yyMOUaWlZ8TToQRxWEKxY98fE6KNPEGVHoeXmMZMnep5cylACGm8jTkZklEdTiNDHmVcgo6rvmzzmcCoDS6pU9qswRZvNI2HOs2jilotCoMa0DVqVtNW+ih0zoDHPM6Yom1hpsrYwKmaUmvT4AjxMRp3B8PwG4zj79G2H3uqXl/oFlc/lxQfb4Hw4bT1iVNGi46y2TQGb8yE87br2bkKZG09sIDwfjReQc7TIM/tabarV6+u/X82mzGbzU7t1/c9v/Irv8L//D//z2vb3/zmN/OLv/iLW8/9Iz/yI3zKp3wK3/iN38i/+Bf/gt3dXb7gC76Af/gP/yGLxeKpu4knYecA2Lm9oC3qktVwP427hRCWk7O46fKZ0x+Sc1Pxb2UXUIRW14l/87FrmmcCbdKHzPpzU+oAhSy25s9RkTTx88zU1JH6TIIvDtVA1lgrYJFbK4cXZYeRQX2CEZRxYtR1BcDSrPrkGCuCfUnO3b7v0UYSqBXptWE5Gt/IMhjYFdRx1M9SdFOJEJvPAztuwEvE3XrEctVxfNIxnDTocUO/72lOoDkS/InSnAicgAvgRpCgSMzAlYESuZLbD6XbaIzgWR3mIDWFqL72LwRJ826Td1dAxE+/a36QDmRU5itLE/I9yBCnCLPoHbETwqxhXOzSXxBWBxBncGV2EfUKvuIa84p6xXlFmog4kOSIxtERBr/m/UvtZKeCSTBQTrqIn480s5HFrGcx69nrei50S3Z8z8IPiXss0LmBVqLxrLgxKWhlh76GGGuQJAMUGRq7vuVzOWAhI2SQjQYBhnQjDquLGo7I4E0GhvNPs0TcPEt9ZUwqe31SNxN0ig6YOQPcPBGfVE+b6dxTDVJHXASgxF7m8q1HUyoZuLIy+aR45rBokxE3Kb4qjqM4w6Bmi2yay0BXpVsWQLp2FtbNpXoMqY/aOGHtYVRH2Hh1OzWHtEmKk5LK12pIqc+25YnI5TfdlXqrsDlhWAesIDvnjqX65Hi7BEgOzLA2McWwijJnnM5dXB9du0LElfETpqi4XH9eJ+auqc3lYKTNu1XWy2ugXExgQpxI7E+05TjOOVJLf2wTyLGKLcehq9LYS5qXoMzcwMxZMppzptB7af5aPv6WLzqjxp8Za7zjb/63f5Jv/O6f4rffdz+LgxlHJ0tATFwkvQpUIex4xlsbwmIPIYmR9JHmeMQtAwwBGULKpU7qj1G3k+EDEwHfKRJ8l5QePdo00CSy+5zumCT+TPFRiK0QW0dsTbUydsI4B3cktBHGhWkD6kw5xtPNRxY7KxoXUREeX83pfGSnGXh8gL22Zy5LdpueHd8zc/ZiCdFxHFuuDQve9tjHczx2HA2dtWVRJEWDNS4w84HdZsVBs+Sl3WVeNn+YxkW82hjUoHTpXV7PF7Lqbg0aFB7C9RnE+ujERJcQRZi11xIAZaDsMnbsuj6B447LuscqNozq2XUrDvwxjYyWXirrV7O5iV3FZgm2IHOi1t5H9ThMqAcdcGlsyncyF0s5nXmbowxq8xpjGsiLdjCTYZr35Mj5IalXelU8gU4CIbqUAjliYgNWpiaVtYwlZYw/DSymz/goKgdEPSKGD8M5ADaZ6gjDr6BH/wKJDwMPoxvcX9ug2W2WR8TT289BrSdvmlJRjyE8eM4D9kKxeoLyTF4TuOeee9Y2f9VXfRVf/dVffWr3Rx55hBACd95559r2O++8kwceeGDrJf7gD/6Ad77zncznc37oh36IRx55hL/xN/4Gly9fftZ4wM4BsHN7QdsYrtKHBwh6TF5TXF8VLc5WXvXPhPRFOS9NJNf9RYyo1lzOzJ3hMIJXVCfC2JwqYMCXudJl0lvU34I6em3WVPvyBHJaZK/urXYAQ1KFCuqSw24gXlCfPvNKcVGRimlbBuRQONGWPhhXytE4I0TH0diyDC1RhTEYAW4hni6laX2gcco4Co9e3WcYPBx55LjB9dA95nC90hwrzQmTCiTRSPAlc4FVuXSiJBVIJsVHFUtZDHNTC4O0EFwBZtmmyX/6fZroeduxOYHuUK0sq8gUNuTtGsOOIzbC6iKsLhkfTVwkMmYHNMlx8ck5b8C1VnBJZPthdMSVJ6sf5nKgFeykoEFgcKgozX6PdJFZ17O/WNL6wO2LQxbNyMwN7DY9nsiON/6txo0GJkmc2mIGAC16qIAZNUF7SVOpXYvtMMlpJwRqcGDtN00RiVJ62pSSo9Wx6YEMKe2wV88ydilFxmLEsuKeCTcUVrNy7mJTlMWEPuna9bfvD6LTQ5nqL6qwonCB5W1ZJXDPLZmfimwq48VZHEAFNF9XIjRAep0ivlZYbF1WaFsvX8TGH89pgH7z+pza44kBs5qL0MZHixqNwI4MzN1I0aitgcBNM/gzc/zEFCdSPSryHRq4mYE+EKlrJZftbFA3R8/l8TWoAZdjdBzGOVfjAlWsXaGcxJZrYTFFsNTgYA1kLGPHKrbM3citvsG7hpfvfzZOnv2p1oX9BV/519/M//nj/4mfftd7eLRfkVBVM4HlHTPGHY+M4Ac1ZcgrPb6PMAakj0hSg5R4HeCrDo2rgS+wyK8Mfs1aG687b9FfDvsNTPHRCbERwtwRRRgXgjbCOINhT4gNDAcQ5qCdKfGKj1y4cMx80RMFhmCLChfnJ+y0I3Pfc2t3QusCF5pjFn6Y2nFU4aF+3wRfxoYrqwVjikwy0MXEXkSUC+2KnabntvYab9j9ALtuSefsbeylELlPYhbVNcpSwQaR/FbwIEfZ5OPKu1XSWHYU5yy1m6K+VYWj2LHUjk4GXtw9xkx6HGykL5ao8encmvlMbT6Q+Q53pGfuBhwxjXA6RXRSHdurn/jI6iWH3Den+UWaQ1lfLqrFJt4S2Hem1NkRaROIOBNrRulVb82KbeOTsj4hGwjhAwCM4wc4HdPwwjSNV4nXvgHt/wMaHkRT5N4225jenjK3te2eA183bwrxfqBB44MIr3q2C3RuH+X2wQ9+kIODg+n/26K/attMzVXVM9N1Y7Rsoe/7vu/jwgUDc7/5m7+ZL/qiL+I7vuM7npUosHMOsHN7wVrUFfdd+TaCHk3TvycGv9gOftUnltPgl03SCvi1SuAXXA/8KupvplR2GvwaK/Br023N5TPwa7YGfqmyBn5NTjbNBvgVaSQiaspSq9gyJsXCEB3HCfxShXAG+CUYn1XrIuMoXL5i4JccO+SoQUZldllwgwFO7TEQFT/ap2wDv+KEFRVyekngl8CwSOBX2u9GLE/Qs0pkewLdNYVg4Jfk3IukOtnvOmIr9BdgeZsQnRLnFHL9JrWoRKwvXnGtpVs5b6pkcXCEpSl3kZwsA302XiJBoLcUreZghXSRRdtzsLPEu8gdiyMWzUhLYK/pcRX45SSkSKp1EuO6sRRgoIBf219juvFsyzPe5JTJqZfbz6cpAi1933osSVnMEnGGBH4pOoFfjQR2XD8BPxPL3XXn3Tml6jT4dVZTUawwU2RWBS7lS9Xg175bMk+RFlD3x3y9zfOXZ1BUWYuzuB38ymDXOvjlUlmWE/iVHdYbAL/qfCJJ7faMxnAW+DVoM4FfCzek1MF18Gt7PRcwIJPjK8XBrRVzm8RuVjv06+PfNpe4buMZ/EpKj2FGUM9RnHE17iAKe25FI5Hj2HE17FTwoVDuOJ/JRuH8vljGjl5voZEFc7d3Rq0/87a3M+NLv/DT+F//p/+SS7fscvHCgtlOhzhhvNgy7jY2Dg+KxEh3pTdS/BBxfTSQK4NfNeh1FviVLXfIpgHvC/hFAr+S0qOBX4q2hnRETwK/YFxYFFholWHf1CCHAwgLUB+JuwFc5MKFIxY7PSEKw2hAzC2LE3bagdYNXOqO8S5w0Byz0/SE9C7UKDywPODKsMMQHI+vFgQVmsRn6Yh0LiKi3NIds9uuuMUf8al772fXrywDNI13GfwqnFoJVJre3+vg1/VHXGBqu+vvVlU4jHNO1MbFGvw60Y6ZDLykfcyitpA1rrLa1ucUbopyz+DXrqzYcf00Bk7tX6qxS03RNStHbi58GAzlqaPnoQDZBfyKCfyKtFgEnUVX2uu/XpjZCOxO7W6j7a3V5MjJ0b9kHP/z1rp+IZnGY+LVr0FX70xBnANnvwGLbVvo2gZ+uW3u5dYmLmw/67mZreDwu9H42LNdkHN7JkyfpT/g4OBg7e8sAOy2227De38q2uuhhx46FRWW7e677+bFL37xBH4BvOY1r0FV+dCHPnTD1fNU2jkAdm4vWHvo8Ed4fPmLeDmAtPIlYEAKFdnsNDksSmBmW8AvmCaRxnWRJ7lFBclkxg38yliJQ9fAr3Jd457JqkrT9lSWvO+Zjq2SImaqaLI84cdYOCLGqzJWbnJyoyfFqF49q9gY8W6YmVMehZPQgkKIm0pqZTrjxGToo8KVw13G4HABOGpBlPaKQ0ZBAjTHVlcGftn5nFbgV5rtTqBDW56XJidrnAuJpun0PHjb/K46X+ZXd73SHtnOfjDwS1PkF2qRX9oIsVGWt9nRsTPwTKOW2NocCYbiOnu+ziviIAaxlEewVMgJgdsodAQGa0V+d8R1Ea+B/Z0VABe7JfNmQKOpRIKlA7YuElEWblxzRrY5QJZWVvjnzp6G2hk2o/tyBMHatusQQ5dtZx1bgJDcPk+iKbM1VQTCjltN9zWpXsqNTaPrXnxWvWzub+AS9FOEQwK4tCizzWWYiP9P+2HXV3/bHGsyqLIOfpWyKMXZztujwipRdLs0xjzRva3ViJzacsrq8XEqdzWudETmbiAqE9CZwaztZSkgZO0c57qKWsDZth6ZNxz6daDx9LZCIF5I7U9iR8CbYEfcAYW5Mz69lXoO43wq9bYktVJXOt2JF8/l4ZDAjLsXz710q3vuusgbPu4eZvOWF997K3HPEzvBjWnsBZrjgFtFo1lbGYeTRPsDXVeB3AS/asvgl7NBTlWhSwN34wz8igqJ6N7yUu29F+YeFVL6o4HQ/YFFioVFivyKStyP4GBnsWK+MxCCpewpsNsOLJoBjcJtsxOcKHM3sNP0DDH3ELgyLrg2LnBEHl/tENWlVGoApfERBHZ8z24abz957z7mMjJGx1xGotrYmyO/7Mjc1tbnDTcy+T7dntdbXq8NS+3SGGrX6NWz1A5H5M72Co0EA/Ikbu17m/0jg++DNqkvj0l8hWk+kB9rPSZlKgfrJbJxt2VOZGOH3X3uy55Mtg87bkiLbgZ+KdDJafXHGvxauyed/tmot8GuGB/n8Mo/esGT4evJ96P9L6PuFmJ8mJsFn24Y/LoBO4e/Nm3AeMA+gB699dkuzLmdGwBd1/GGN7yBt73tbWvb3/a2t51Jav8Zn/EZfOQjH+Hw8HDa9nu/93s453jJS17ytJb3LDsHwM7tBWlRBx4++lHA4f0OxRVfdwKLo1dSXfJK61mrZWWVNk4OX576RS1qSWUCZ7w99YW1OnriwNGarL52t9atntDWAMI4uZjFyY66qfrElKJRTzD7aGxKEZl4fZYJ/BIpJOmqpwE578xxGMaGfvA4F9Hjxo4NRnqvPqU9ptmspNQcFykz3Ax+pWrXggIY+CVGbp85/m9UOKd2nvN/mqWmqDPFDdW1sGvETiAq/QVJipCKdiQyfTuPqk6zdmljKr8i3oQW4rDB8H+WheRpiOLmAY3CYjaaupkq+92KGIW5H01JT2GW1CJzxEKkKAeeebnkONwIUFLHIdSA2elt23rKaXBs/exTVRGwdLfsjOWIRIBWQqUOlu/t+qqDGzdL5rB5Yleo7Bco8WJS3aWdIxoXjtag1o3Vaj3W5P6tqklYoE4mSfxjZOL1omGbR50cvelv4M7MTpfv1JaNDbr2hG2HnNI0cwN5JKjBrycqQa6D9futwdnaAd+y+LDlPurnkG8iR4EFlUlp9EjnBHW2PJHa50noJg7E64Ffm/fgxKMaUfaY+/0nuPNn3kSEP/VHP9ZqeeYY5w5i5cxGxZ+ENBarpQCTwK98k9ZAt4Ne25jJM+l9Y+qTqmppjlZhTG3eJ2i3FdQJGiF09gziDBtvA4TddN5ObaEhKDt7vWFzWt6Pu10PCItmoJHAqMJ+s1ob8FXhymApGKvQMERvXHoZuxO7JVVlr7Fr3Nld5cCfcBwb5s5QQ5f6YR2pVYPam23oyY8N1TYlRX7VS3HKKqcsup6ZjIzqaaow6OtdrcSUyjT2zlxOixOy1M+2vmcK0OvnP32fBagrcFitAmlR8lGFVorIRiP2anUb574xYL/sLdLg3B0M428yDr9xQ0d+NJrGY+Lyx0FmoMegPdA96fNsq/vrpj1ufR09wbzkBWt5wjsDtw+rd6Dh4We7UOf2dJs+S39P0v7O3/k7/PN//s/5nu/5Hn7nd36Hv/23/zb33Xcff/2v/3UAvvIrv5Iv+ZIvmfb/S3/pL3Hp0iW+9Eu/lN/+7d/mHe94B3/37/5d/spf+SvnJPjndm7PpF1d/jLL8YM07haW4wdZT8zRDdAru7YlPex0smSJwYiTG1oALiemSBcm17WsD+dJs07nyqWw72MOZ6p+zeW73moukFa4s36k/Wsr4+VqQkzRK5HCOxVxUki+R7V76kNnTnmEPnpEIiFYrmFJfSz1KBg4ESOcLNsURQCsDN1qDsUiCRy43ojr3cCk6IemOy8YULnXDDzlDTFFYakaa3khsJrudL2ylKIilx+WQjAATAXjvgkxpV4a6BVnYs6tQr8nMJoDplZZSVXSyP81WhlFTKFMBCRCDAkAy6WaXkJSlTl9DgZ+ulkinB5hvtcTg7DnLf2vHx0X2oGggldFo6nvLVwgRIjqiGLEyT6dOCKIFpGFqUVNfFfFyaACFFWZ0hMlEekHzQ5i2ibWRvJ+pGrOTkxufZYmlPX38vlMBXLqg2oRiJntzqrKiNVDKI5pFIv+CpWPLlV1boJzk8ailu0xHbPZWurRIcd31M5YjiZqCXiJBBUDHjPOVt1bPdeogRWqfwt0XpLrdCoh5NEhqydmmCli/XXTya4/azu1TcszXNucn3+qmFCNi7n8IfG6eYykO8QEWlDOd1ZZ8n7lt0kKYSK0hzjxmG3upWv1vP3+JhBCJSVQKoO2aGpjx7HDEVI6aWBUx0rbqe4jnDpxHeVXMB9h1BHvGo5Dz8Orj3DH/MU81+yNr30pr3jJJX79fR+BRpBlREZ7wL4fkWhKfG4I0xgcU59F41TXRR1z/alK9e/E6wVGeq+AN14vVJP6ow0sedvY2cJNTinXAMPcOnicWQoko6J7ESLMuhFxgTHY+yoqLFqjFQhB2O16YoTWBTyBMRYg27jbHK0Erowz8vsvpxSKRGK06K5GAmMUXtI9ikZ7gzsigzo6GYlRGWimdMMBj2iJbhQpMPcEAdXtN9eflL5VarQMbpYWbtfOZ4/q6NWUcvd9UrWmLL7VY1x1RkBTaqKNNaYUHdcAKYfVgYrFzMXqWCUvVqz3z2xZJbvuy6ZibSVviESEBcMUmdWkMrciaNTpVZ0/1/rjVitjjstvGR0SZnvC8uTHabtPeMKzfDSa9u+E8SHU3UYMv4/V0ghr7e0GzpP+3QS9zlpSOucEezKWZyhLYA/iA7D6Wdj54me5XOd2bvAX/sJf4NFHH+Vrv/Zruf/++/n4j/94fuzHfox7770XgPvvv5/77rtv2n9vb4+3ve1tfPmXfzmf8imfwqVLl/jiL/5ivu7rvu7ZugVEX+hxwFvs6tWrXLhwgStXrqwRwp3bR4995Or38aEr382suZvD/rdQDUT66sWdIzCqSWoFd0FJ1TECec9E81w51NPeCeVwCkjNQlPvu255gpy5Q0Zt6FM0SHa/tSJKr9Ok8kTTUh5Nun1QK+OIKT1q4hZSXPpMxyUHMSs5DeoZYjPdn3nJTClPq2gr5qM6Qkxk/dEzRkecthkfi03CCyoSgmMcHPFai15r4cThDx1uBc0S/FKRAH4ECQYeSTAVRjcqMhqg5oIW70HV+MESkBNbZ7xdrjwbF+y8VnHlGUlMz6So2Nu2IeCWYwKM0vNpPSHx14S5keHHVoheEnkzEyH/9NeUKLXoLVVTGy2KZ7kowdQvp6pScFFxo9W/B0IDcUcZ5krcVXQeYR7oFgO+CzQ+Ik7p/Mh+t2Kn65l7S410KXoqk+K7BFo1GDeZJ+KdOUOZ/8aLTuqKWUHSSJDLZ0lHtBYs034wMedJgYktO2q9P0i1Lfe/IbXZcmTqH5V4Q5f4wDoZjU9PQnXefF07LnM1Tc+YEqXp1vY/HeeUndLChVMilHK5aj6wduK2KfBPLtdmXy8OcXWPVf+GLBS/MU4hCYQjRWFuB8jrc8aqRPlLrpfp+U3bSqxbVtnM6WH5GQUyd6AnpP29xAkQM3XKDEBugCXX84u2zlCK65U5i2wkK8lmmsACTaIlK20S4JXvI9+LdbSgdvQqmsLoSZxxFGasaFjFlj42thgQ7HqZly2Xx6HM/EgnAS/CnbOXcBJP+C9f/Fd47YU3XucGnz37yMNX+B/f8m+4/5GrNBG4ZpFMzbUefzwy7HrCwhHmpuQqEfwq4lYRCYqLNu7KGJExwmj8YGKkQkACLJwnepfEQ9Jf6wmNK6IiksbDjPPkNtkYEb62MM6yGiTEhqQICbFTwn4k7ESLCGsVfKTpAk1jY2HXBBbNwB2LQ25bHHKhOWG/WZZoRYWVthyGjsMw59HVDpeXO/TaMEaD3r2Al0DjTE3SS+bfw0Q4Up/oXMBJ5FJ7xF3d49zaHHHglixSam3E3r1DUrMFqfqKgWx5TM22Ng/RzW5R6AysHVufjZXapEOna9g4ux6PZu+e9XEnq0AHPEM0LsZORjoxVeFOxipNNJdkY4ytypDHxoDNR0ac3bMEWiKdG+3+UVwav116v3QSmTHSCknFuESp19dXOMUi4ACPxQeLGMmnuLu4eOt30LSvP5O4+aPRdPwA8erXov0vYiNxXwGw6wutT2R1qmu9bdt+1X+u//u5VZZat78HYg+Lz8UdfOWzXain1V6o/ne+7y/64X9Gu/vMRkQNRyf8mz/3115wdX4eAXZuL0hTXaXPQNQeQzwMQckTtdp9zNPCPJELySGf0hNr9zg72tOEsnaqt6vNnSofhQB7wGTMjQdHNo5WKl2/dE9FbcpWiZuJTHxSX9IMqq2XX0kqTgn4WsWcelYc1+wUH4WOIRbC3KDCMrQGfGFy8lGF1eiJmpTbnNXsamyIUQiHLfHyDO2F9qrgBsEvjQtMgqUfGuiVPqPiVwZeuagpPaeqjmBpOqqgc+Ppyg9EouLG5FhVoSNTzSXC/dqkD/jjPkVDpAfrHNo15qzNPbF1RG+OmYpkZm47vbfJePQ2a49iTpttA3zVziL4dL8KU1iUH9L9qyTVS2F5AOMC4gzCfkS9MtsbaGYBcWrXQrh1fsJ+19O4wMyPCdCKE+DgE0CVuV0EsXQUWQe3WleYmQSrQ5/yU121LYNGufiiBoJM+2UgOLclzYT1WtpX2hZVqjZbYJNJHTEBEJ7ILc0xbXYcxSBiP0FKBWAZtyQM5/1Kv9QtKT5VZOQEfkFRBcxNSOgxEviZjJP4QI71MkesRCbUwFe5klXcpvNY4ivrdGxhnV+o1PG2pS2FiVx+gsm0gGGS6sPurdRVrv1OxsnJz8dmFdpRfQL9jO8wA0w5vWl91Mrj4s2ZAgNNAr4i7caTyEBBjHCss6RKl11zE1HIqbQ2FsJJ7BjxpvgYFwzRcRxnDGqqt0P0iRvJr9VNrqGAcBw6lih7Dcz9Psu4ZIj9Td7l028vuv0Cf/z1f4QfeftvEoPxfalCaITVS+aE1uPGpMI7Ks1RSBxgIJIi/pYjYmGmldquLThkPq8ognYOFSF2Dm1cAv3Frumx/6uN0arG+6WtEeGPC0f0aexsbf9xDtEp44XIuK+oV2QWwSlNF/BtxLvIrLV08ZfsXuHunWssfM+t7RGdG6cU4lEdj4Ud+tDw4Gqfh5Z7jNEl4MvAorwAsGgS6JNeLUGdRUsjOCSNtQOvWdzPfnPCvluy71ZIus4YHT1Nii4kgV2BhqwcGdeEHeq+nm2KxiSDTUzv4bxgVo8rnYzTTCWfuwBq1TnRiW8vpIWFPrYEPK2M7MsSL5GZDNO7Y3MuM/GKTie28yqOGGGpM8bUb+epXHMZaMQAbC9liU+AjsiuWHp/U4Fe66Pe+mJBNgc09dwIRdU4MYkf4dpjf4um+yT2Dv4Bzt++vZN8lJjqinj4Xejqx2H8MMYvVf3OjVABmG3j/dpm58DWH9ZSqw4fAQTG9z/bBTq3p9k2x/pn6povRDsHwM7tBWnOLVCU1Xg/ECpH9PoDkKJFKZESjZJ/hbICmnPCSorjutrcWUPc5NypMKgRy+oa+JVc1cn53NxmV7HUxQJ+5WlldvgGrY+1BftVNFpaA79aq6t8UxigEVW4Ns4SNxFJNRJOxta2qaRPJqDLuVhU/TL4dbUlXJ5DxMCvXnC90hzZddyQOMCiRUOpKn4Z0zYDv9ZG7rRNgbjwBn7ldL6oSAa/8jE1+JVTMyuTfsQf2epo5hhTn8AvYNzxaOuME6xNT7ghpfGQIsDMkcOTuMOSw9KQwC+m/LoM9tXcZq63OtAUEaHA6mJSPmuUcBBQp8z3epq5pUg6by3l9p0j9mam3JXBL5+VJlVpEllzAb8smoEU8WVYXkwRDuuRXX5jm7I9Asxn8CODwhXgZOBado1Y2xYykKQ1NFbArzFFMzYEbmmOU7SXOahr17DHQU4/3uxpzYZ7qVV9nO6jOZJNp7LUFlUS+TyJCD9UZ05RC5WTsQ382rQgAlo41+rzZa6vs6YvtZOcr5d5AKfzaSHozlT75d6y+21HzxL4lesl8xkqBn5nVduZZO3aYKq3W+3mp3gK9LQJ/ByT1uX676R7O9JFIuYucYNzGSxNNbVUVTiKc0Y8y+i5EnaICsdxNinvZvCrV7/23Lffg3AYHA/312hE6fz8Ju/0mbFLF3e5sD/nYGfOhw4fYkTpdzvLTOxT7xuV9nCcKlcQCBF/PCIxnlo8UADvbLFAdB38ahN87FOf9jKpS7iU5R27BH4JjDt5jE3gl0vgvyjDxUjYt8FRZhbx2rQB3xqIP+9GRCIv3X2MF+1dw2nkUntI60ZQwTlliI7L4x5DdDx4ss+DqwNAk6BDikASi/DaaQaL9KIoPnpn423jAp2LzKTndTsfYsevWEjPgVsRsTFL1aLMesuTT4CXkcG3MtpYKOt9/RT4les3fYlYRJWqMlQjXxaymVUAdE7LPHv2ATmOMmgW0HHMZLDoNdUJ/DLJ+/Vx8vScqMxbosKxzgk4WsZJvGOR+qOgCZTO4yx0Eth1FnntWVd/XC/z9cGvzd8yxB91YFj9B64+/j9xcPGbcf62M+vl+WyqI/HaP0aXPwXi2Q5+3Zgb/ETgV45R3gp+bT30HCR7YkuD6/Dr6OoXkdl2ovFzO7dzu3E7J8E/txek7XWvBR0Y4qPTJLNEQZ0FfhWHb90B3jI5TdtE8qRTN6Cq7VZfw9IVGzL5/ZMBv0JKmawnxQZUGfiVFbLqY/uU5hhUWMVmKv8EfqW9j4IBXSSCboDltC1zlkEfDOgSiUahBfSjt8iwlSM+NgOU9hr4XiAq7VFa3R0L8OMCEx+XbVNLeazrURMgBsRZivwyCTrQHEHF2kz4euAXIeKPjMw8YwEqgnZWL2GeHLmYUixRNKU+KhR1ygroioljdtqWzw0GztXg12YdpHIP+wZ+ocp4YCTV3WykmQdiANeY+3FhtmR31jMGYd6MEwjlnDkurcsAV6Um6BLpNSUqyyK/UnnSfk1K+am31RFT035S9lsHvzaOrZ5F8oOnNltij0p/y0TNgnKxObEIM4U28ezVxO9PDH6tl+Vs8CtHHWSAaAMa06wMKbSECfzK5a+PXS/F2WNNncx3GvwqSonXdSBk/Xx10lOO/Mrgl+cs8Isp8qvmcMvnMyCsSfvlVM9IW3WqbXV5s27PkJK4HGEN/NrA+1Lkl4Ff+Wo5ZSuDX2BE4pYWDlfDDoo5/r02iCpDGgtzyuMUVXidMjqEB5ZXiLS8aP6ym7zTZ8Y+9mV34L2j7RzzvY5h4VAvpn4LoBb5las6p7D7k8FSHZXT46eTxPulaOdBUtpjY2MmPkHk+TEk8AsFbQz80ghhxxQfcQn8Uov8UoGwUAO/Yga/wPmI7wKqJPBLudQdc/fuIWMUbusOaSUQ1JkycYTHxl1GdVwbZjy02scRGaNPvFdlLFw0Y4qeEnwaR326cSdKKxFV5dU7D7Djexuf/JKgJUpzxNNj/Fqd5FZoUZKb408e97aCX8kM/DLFzBzlaI/EVdews9wI+JUjyAD6BH41jCycLQS1ziIn4xS5W862dVysyr+KHQETmcjAeO6PClNEppv+YgK/SKmndr6sAilr16gsLbacBX6VLZ4QHwF3QBjfw+G1bzyzXp7vpif/F7r8aZB9iJfJdaCQxBmeGvArm+SHYP+57oB/Dn/diBU1KL32TWh44Nku0Lk9XabP0t/zwPq+50Mf+hD33Xff2t/N2jkAdm4vSNttP95SLwgIFum0bQJX26RJpJtuux19+sii1pbf/0/grlIiQpRR/dr2+ugC2q2fMe8XtEwT8z1lxccUa5MhuuneJsW9aJwkdYJEvkJIfGJCnNTpggpj9DiKYl2MlgIpotnXsdSKlAoZDzs0Ggm7WwnRKc2SKf1PEugl+b2fowMkpT5uDtoV34y25qCVGbKup0mmbVWlnTK3Cubclbw9aJw5ctmpizqlWBqps83QJ9JmxUCxU9tSnRacoYBf1axexvWnqwLjDhAhznUSAWh3RjSCcznqRzmYrVAVWh8nZUifQsi8YKT8qlM6TI4MM6eu2kaOXLSylPSZsq207Wo/yn51lMC034YKZL0tA1zbcviMWshqZC6jka0nxbD6fCTH9ax3e6nmfI9P1Ed1SiFaP4NZAaTM6cxnzsf6LSPL9caa4jgWR/P0sTfuOpSxbT3tsKQi1rW0Dn7lyMFahS3zftkImtLEqgiyJkV0nFWXT8rpqXbO7UNgIsTfdo2cOl4//RxhUsNXUYU+ycbmaBdRU9JzKBNzm9p91pxwZ5k56Y6oAcc+F7tLT+Zun3F7w2vu4e7bDrh6uKLZ62yMBST1M9drSgHPUC7G+ZUESHJKZDYFG4zKYGMiFa21njzuTeNjPkjTR5u+p1RHYlk8oLFtGpVwoOV8aSz0rbUJ79J4EpU7d68BFpk4cyODuglsWWnLqB6nkUdWe/ZelPyeMlANSOmP1TiK1UVOG2ycKUZeaE448Cf0seGCW9m7rgKUs5ptvRDQTCBVHTNzuods6zMlNbyOcXTT/tdTbdxm9QJarQJpVzFQO6rgZEufu05Pt/5o/acp/ANp3JY0PubkbmsHOXItc6/Ze+W0neqJ+bW97bepZhRTqwlovILILYz9/8M4vO8Gaun5Zaor4vLfMUV+6QqYAU8z+HSDTvWNJ16+UK16Sv7FEB+F1U8/e8U5t3N7hu29730vn/mZn8liseDee+/l5S9/OS9/+ct52ctexstf/vKbPu95CuS5vSDtcPj1NKlzRBLb+DZXqppFlciT04DU6YOK1YDAE1kdVZEnoKejV2oHWNeOhUwyaw7ImDX/aodVXVV+sxy1FRPAZQjM6fL1sTFVrBSVJihDaKZrxJSulVOGauW7ELwRdI+gRw04xR85JIopS61AHRNPlzlXCfQaNW3TAhblyq0iuLRNKFAd/ZVBtG2P4AxwzPVjAqSKu6uNRb3FzqISNFDSLL1MTl3M2GMNemVfvNqW0SKJ6X4rTENCerrKVL4wt/ohKGEREYVmFhGvxBH8zECgvW6g8ZEhCIvOSK1dBXrliCmXnl+OPMiOQ67YDDBItV+RWSjb5Awwa9uxm/sVkMX+crvPEV6ZSLneM3+fuwFEcUlxUWEtqqvcyemGvJmKrHBK+bC2urdtc/RyP/MVyLJ5b/XZdfplu22mV9b3UYNjN+TCSAEN169ROlE+27a62gSzlPKMVHWKimqmO9QpmuyJR8fpkBu6ldI24hTpVw8F2XI0Xh39lYGGQsVvKY12H5FjnWGU0JYG7jSmxQAmIKx+ptcb0SMR7xyHoefR1aNcmj13QbC28XzuZ7yGt/7QL3E0JkL4EWygiqaEC0xItiquD6XVbFZEIsdSFPUTgmTRsXmhIJ0+d/opgsxjPIoKoUtLMD6Ne2qE9wA6g9ipUXcuUjvw4LyiUWhnIwjsNT17bc8YPbd2R9Ml86LAcexQLOLvKMxoXKAPTQKNyvPufFFbdWIKwMaBmAnW7Xx3dVdwongCc9dbVHQ6SUjRVY6ksIyNZkl/eYomWx8nzu4U9Ts9bnnP10DTE7XXfGx+p48JqHMJ9FKFLo0D60q++Qqny1pvG6bzhSnia1adL4OK+Z1kgKW96O3VmoC8zTKfcS8euc795p5s8cIxPo5zd6P6GKvlj9O0X/4ENfX8Mu1/CcKHQS5B+ADl3m3cu1EA6kb5vJ6I8P7cnqxVsyY9AunQ5U/A4s8j0j3Rwed2bs97++/+u/+Opmn40R/9Ue6+++6nTLTkHAA7txekHfW/g9Di5RaCPjS51bVTlb/FFOHTAg0BFaFlTM66J244R2aF1yhPBMf0S1GbY7oW5DXJEU3XbIhGmit+IqsvKm2KEtO2cl4DJISOgbzyG9Qckpik66Mk4mHNKpYOJ6byFHG0LhKiOfVjNKWmkFSwOjcy88YfYemUCp0kXqaGPnqG6FiFhjGaItUYLb0ogwxRBH/PNZtwD57VKOjoWfYeemiuevyxwy/BryRFf6dUrRQJ5galOQG/0kkBUilAlIgYQX5Q3KgQooFKIamUBUXGkBCNlGeIQEzQ4hhtez/YX3pCKuC7FpoGGo82TSF7ToCZ8YVJSYmcyJ6lKKC59CmCTmqR+TvTvSopDRLAw85HQD3EDyZS6Lkjti06h9UuxC5yshN5qLuA84q0Rgrtm2g8bF5NHVIiXRPxLtBKpG1MtWzmbZtHaZy1bC9ZkUuTgmRM/mxW6cpKkYqIHdNMCpO2n/Utu66TFL0jmdclpWNmucvUGUxNsEDHmdmmkyE5aY4QWpzAEHy6Xr5+LU+ReqCs99EMjWi64PWcxDw+RDRhmLnvOSLKjEwwl0GV9AxJQKIUIYl8FU+cxoaitGjtMI8RVQEsIjFZdppLyWW6p5zuTDVe6NqdlvFCWOfoysmmWp231yZFSa3XRSaqXsgqOfXFiV5ps5a2nZ+JJFddpr/rO19Sf9GkTkq//hvlumOCbQVlT44nAD6qo9eGa3GOTuO1teNdd4IAO/5hVCWp3noGGk60Y4ieozDnJLastGEVmqldboJikr5FlNvbO+h15IMn9z2nATCAz/uMj+O3fv8BfuTnfxPfOrTP7cLGUZUKAG6E/lJLWFhqoyRFXT/opMorSR0SlwAtL8Qk25eVcmMnhAbU2/8nldwMkKV1GEhdS8AtU8bkXOD+Bm2U2HrUK+xEG6pbRVXwLtLtBO67dgt73YrOjQx49v2SRgIL13Nne4WZDPSx4ZP2PsAQfYoKc1wNC66Nc5axnURlRs3vydS21YQwrg0znCjvO76DDy5v4a7uGlEd+37JrlvRykjnIjup7ZpIjHCsMx4O+4wpirVNKYGI9c+snmqfBbKOWL1OEZe5z4qkSG8zo0VoWEZfyURoUXAkTsC/ADOxd13rAooJBTkMZ1zSchQ6PJpSnYON81h5/TQipWtTxqmZKC0jA6ayOuI4AZA5DWr3TWQmI60Yr981bVIdKC5FJrdp3tQwrU2tzaPyffckIRxOj+mZx1FYIqmRSXwYoWPs/+MT9pXnnQ2/AzFgK4yHacaYn7k7NQbnhMhz7Oq5ZPZeJj4C/iUQHoLxA9B+zLNdsHN7ik1VkpL3M3vN57K9+93v5ld+5Vd49atf/ZSe91kFwN7xjnfwj//xP+ZXfuVXuP/++/mhH/oh/tyf+3PT71/91V/N93//9/PBD36Qrut4wxvewNd//dfzR//oHz3znN/7vd/Ll37pl57afnJywnz+3CajPbdnzobxEYbwOMg4OZvrznFxSiPFcxaAqEnpzU2rkvWx2VGH9WgWz7pqXrbNFd882V5pOykxxcnhKo5tcZrtSHMAi/qjLdZLKZGsXyciLGObFCbTNRT66E3RTYUh2mq4l0gjRSFKEVvpFiMRXsaWEB2rmECzKMYpFoXl2DDm6C+xChujSyqRziLDgtBe8TSHDtebEqTEhHs1IEFwPUiA7lBpljqlS05pNE4gJJXImJ0xhaC4MSIxIoMBYMauHqnmgqAxqZlFWK5gGGy/KQygRdrW0nsaD84i4TSfw8vkKJIixFBBoxAbQbxAlERMlT5TlJomeavk+7DJSyaScLqZqaKFBrQVgof+AoydootoqULerhU8OHE4H0Ec4hQVu58moRCNU5xLzoUvwKxkEE5yCk1Jk6xVG5kI9M0M8NLU3intPa3259X8vM8EhOSU1dR2xxRjYM2lTtzViTBZyFEamkjw4wTc1alq5RqloHVvDyQC+ETqvN0M0Gso6XWZ06xFibIeJWTljlP0VH2e7LCVkWd9zID18eF0STIdk0z/Kjldz1WCGeuRomfxHdSRGrp1zwLR5xJ74lTPeY+Q0pyKm54jSOzZONbbCtV1N52wrfcvnI7WpBJMgKSkt65Seawzltqm6BYbPVsx530CBRVUDew353zGED3XwoJj7ehjw0noGLUec3PNlrozEBi8NBy0t/BI/wh9XG2v+OeQNd7x//ncT+ZnfvW9nCwHojstXhA99BcaE/VIwiQS1YCvBIJlHi8jvydFb9m4GGaO6ITYGcl9nMAwA/W1RkbTo3HV81ZA20SAnxUhHbCI6MEIjeK7gHjlwuKEO/aOmDc9d8yvsed79psTLjbHdDJwqz9i7oak+tmhYn3HeaEfGx4aDlhFT8AbaJfecTW4FJPYC8Bes2TmA3e01/gj84fZcT177oROTJk2g0MJcuIwzhL3mGfHrYzrakoBF+YY15YnpDFkox7W5gOpPLmHpXfQoJ4T7dbGgAYD/nLElbX7lL0vFSxS/d5rw4jHa7Rj1/qynkqHzOXK9xJTnzpOHGA1TDzDFl4W0iflWCPtdxJthpWAwHkSHrAFl2kaseW66U/PAr6q5qU2agowhI/gaBG3ONXun++m4WFEH4fxMmwseGxbfsj09XrmHtvtTOL7c3uKTEGvmhKkzFA9PK/tc3tB2Md93MfxyCOPPOXnfVY5wI6OjvjET/xEvv3bv33r76961av49m//dn7jN36Dd77znbzsZS/jzW9+Mw8//PB1z3twcMD999+/9ncOfp1btn58iIePf4zIErRQQ2fLk7biaBZThVVSIIPTHUgoqV75zOaYr4NfE+aycV0DsAox8wRModOUs6SJleiWnF5Rp5Cp5tKU+8jgWFQ4iR2DNmvg1zK2DAn86mOLwuQs2rF+cgAFGKLnOHSM0bEMDUMGv0Jr4NfQTimSkhzOYfCE0RFHR1g16Ch0D3vaqw5JkV0Z/NK0/OxWIKPSXY20Jza7nVIG02xYMvgVdOKoIShuCBb5lcAvVTU0qQa/YooIixFOltCbeuLUMGYddJ3NvjufcwoT8RYJ/Er/n5w/hzoDv/C2TRvbLzZi311K9ck5JZpAsLrhCUQHYZHAr5k5kKGF5W0wzhSdR+LMPEbpInhTg/StKaO1TcC5SOtD+h6YN0NSLgt0Phgw4GJK4YkT0NQ5S1vxGdDRBDKJAUAZzGpdSAppmUcsc+MYMDWppqXzugQgkUADlAmAyH3FTY+3PjY7QratnRQgdU2xkrVji2O01p8n8MIlMmm2WI4os1ThPiX4NQlwC6nf1uCXJ04qZ7Wjmh/zkOLTMgfZ5vVOl8BOvA5qld+sX7qUkvhUgl9lzwxiOeKkIJqKVYFQ+YnZuNdV4Nf1JhsqBcx7MpP6oJLGYxLYUKBBVbgW5xxrN4FTuUxtyotWCg/YiGNQz2HYYYieq2HBYZxbBNho4Jej9A0/RT6WgURxeBpaaacn3z5P0lR2Fx23HuzwkjsusL87RxyIS+8cL6xubQidIKPiE/jVLCNutChbP6Z262Uauyfwa+5S1BeEmYFfoUsRrynyKz/8DFa7jTEwzGHctf0N6Ad2A3pxBK80Cfy6deeYFx1cY+Z7XjS/wn6zYr854dbmkJaR2/whCzewiq2pf6rjJC02XR52+MjqIn3009u6D57jsUtRlZbyncEvQbnYHrPwI3e1j/Pqxf0F/Moqu6kl9Cmi9VqY88h4QFDPgT+xVG5KItpCBtoEBmUwN/fTem6S+21Z8Co9p1fPcZxV9AkWZbXrV5aCqBiVAYVcfhOeVoWltgw0NAR23GqKyS3g1/rcqQa/cs8f1HEY5olDz67QEFm4AS+BHekn5di5G3ESUt+yPrvI4JfcGPhVv9azeQp5/unR1oCwyIp+/ADL5dv5aDEd70P6nwVWnAa/ygLANrNndWOjscOd3vcJD5WNz3N7YrPZA3oVjv9PVM9SWT63563ps/T3HLZ/9I/+EX/v7/093v72t/Poo49y9erVtb+btWc1AuzzPu/z+LzP+7wzf/9Lf+kvrf3/m7/5m3nrW9/Kr//6r/On/tSfOvM4EeGuu+56ysp5bh89phr4g8tvYQiX7QUv4yk+9E3AqRzLlNpTpp/r0zCHhfwXvrAyXa3BrxoEg1rNCVZqZMym/ugpNOTGuRNy2H4+dgKm1rl5NO03JYJp5gkzwudRPaKRmMiiV9FSP1RhiCYM0EiwgCUlrZXqtM4XVDgOHarmJIxJBTIDZ6uxYYyJjSMVduhNBVIVA78U2scczZEDUdoTO4fmyooWuY9Ce6y0q5K6NlW/YCT5vVqESEjRYar4MaRtBfySmAnDyoOVmCYSq94iv+on1Lb2p9FAsCyN6QxwyOT4OTzKUjGT8pnDwC/ViZ9MPdCkZ9m56VKSy1Q3jOSchLk5krE18EuB1aXkODZKnKvdxyylzzjFtXa/szYkMYJI21i657wN5ryL0vnE8eJjShPUSeVs5sMEcDVpW5PCMmoQqqmibnxSPW23gFX1fnbbJYJgpHDXFRhFp95YjtUJTM0gk2BKarXVYHRtxk1X/Z/MN+aqmKzya5tSOEeVxPVl4JdgfSKD4eW+SlkyRFQ7wptqjNstjxIb44QIa6GcrPf5opT5xOBXvvd8jevt6aYzZ5CR6Z6jkpTtSrktVTU/m3XBhKfKotpihGKp6RPhd/r9WDtWtAlqtCs3CSQrzwUGdVPU7VGYExGOwozjOEdUp205uitbfS8+pZorMGpg389ZxhM6N+Puxd1P4V0/fXZxf4fbb9njww89zq237rI67GlaRzgKDAeO2Dpcb5x7qOKXceJXlJRNPnXmvCiARX6pE9SpKfQqxJlM6riZH3Gq23oBIG0LranfKjYG4kC7gF6wkDPfBfDKXrvijr1DVCN3La6xaAZaRm5tjgDl1uaImRssnZXO2q4acHscOh4aDtLCUVJhjsIyzkolSebJtBa9365oXWTPnfCqxUMIkYWs6FwgKiySGuyYAOpl9Dwa9lGFfXdCI8F4M9PNz6WfQNysoprb6jpYncGvshiWLajjJM5Sf8tjdWRHhsSjWcaGHHW2bSTqtSHg8SlqrB63ofA81vOZqVyp5weF41CVRfLYYGnsMxnpUh3tuGEaK3L08KJ6X+R+vW0eNb3KT91Fifza7uOlkqXFLsFz7eo30PiX0LSv3HrE88VUl+i1r4d4REocvqnzZBbPs39l/YE8wdm2Hn9uT8IC0EH/Ljj5N7DzF57tAp3buT2t9jmf8zkAp3AfVUVECOHmgODnDQdY3/f8s3/2z7hw4QKf+ImfeN19Dw8Puffeewkh8Emf9En8w3/4D3n9619/5v6r1YrVqqQp/GEQxXN7btvV1bu51v8GnbubqFcMrqqwjpp8enNSmFdft4Nf60T3NffN5mRt2wu/pFuuk9+XM9rRYW36Z1Y7wBWskMpRyplXg4uSo5ZIt2qbEdaaI5+V9GqHOidtrUKT8tWNbF/QRJJvIMMY1sn0Y7UtDrafBKU59KhT/EqQaNFO+ZhMiE9U2qWuk99Xj8AFJpJ8l7mzMhCG8YRpPm4TZMp8NaqJ70vWq7ht7DefIr9iAr1Up0iwCQhjfZv6VAeVGpqm/YwjbK2K1i3XW0r1UTXwC8wZjC0wKnEvRb3kZe6ouMbyQ71jIr9vG9uvcYqTSFTYSdumbExVWqdTkY0sWpmlbZlMv3aAMsBlIFXZtrnfmvPE+rY6crHEMhQwatPx2gTH6kgJt3HsjVsidNcwOePrEZ1+o3yl39ajRbPhuFp9JC4qcl+6Hvh1VunK+ept+fo1mFWu+0Tny9+vV5oyhjWn6rkIANTXbagU3Daudb1rPBkbK/XJRtZrJyostZueTr5G3m9qTVrK36coIFQ51hmg9OoJehr8YjqLTtFrjhLPN3c7HI3HvObgNdw1f34AYI13vOlTP5a3/sgvsXuho209Y4jEg5bQRkspT9UngWls9SFvZALsNUmXTnyHUYmL1CNzdFgE7cqhuWFtPCLre7OC+9qxiu7ZoC+qSKMQ4ZbdE5wojYzsNj1jdNzW2TanBuSM6hiTZINRDti76/KwS1CHl8Cg7dr7rEboQrTe3EpIQJfwktnjNBIYVJi7kaCypgabe81hWBDVODobFy0Ka2o/FmEbkQk8rlOd1/u3WVybYZjlRbpaAGImY4pcK5BD7hvbYJGYwH4Dq8a0nya97NMiInW5FKZ50pAW84wnzBa3GilgdSfh1P22qQG0TGtgdNN4fPY8avO1nu1s8GvzeMW5uwnxUY5P/h0H7d++gaOew7b6RRjfC+4lEH577acJ0FpvOk/S8nvsySQS3RBKdm5nWgIyZQekQ0/+LSy+AJGPvtTdF66V2e4ze83nrv3sz/7s03Le5zwA9qM/+qP8xb/4Fzk+Pubuu+/mbW97G7fddtuZ+7/61a/me7/3e3nd617H1atX+dZv/VY+4zM+g1/7tV/jYz5mO2HgW97yFr7ma77m6bqFc3sO2SPHP4Fqj/MCoYaltjuTtZk6Ym3r0798pgKinZ4kbrP6uqO29l311NG1wtN01Wpb3AqEnT42X0M0kmMzxgR6oRASEOYnAunTTntU4xixY/2kVpjVJMfgyYpS2UIoSlUx2H7NkbfogcYI72slRBTcYDXQrgzMinLaQUIVGRNxa0x3qYqEaJxck6KiIrox3a+3DaN5Zan+rYCNpTXGaMRZCpPKWQbA8mdy+XGnwTHjKdsEwtZvY9sMXjGeHCtLcRyHvbRDpxZRFhVmBlKJ1zRPUry3lRHvEkillg4J0FQAV+eLolkGzJrEAzQBXFraBCpIAnr8lHZmTpdu2Wb7ne5VGVRQMrfS+j65B3hZf27r18gAHFuPvRHLx5ouWE5NLNfIfSDzX+V9N/vjetTZtrHhyUw01seh6Xt1YznlUFXXSlHu6sbu/XojVHF2da3OgSqqdH0k9TUQyhOPgfJEO0w72skMuLLr+umqBZTrE+eXq0CAnHpb10oue07/BgPORvV4DSzj3KajcnZ7knR8Fp8VhKPxiJmf8cZbzuYrfS7aH/+kP8IP/uyv8ci1Ew5u3eHRB6/Rz7D+XinmuiG1ZGvUZlK1z/Q1NqninIFhxBT9lXaP20IDN8fAlCIpMalAiiCNojOFILi5laVrRna7njEKty2WiCiNRna8bbvUrBCUoH4CvfJ7r48NR3FGI4ExK3+qMGwM0rVS4tyPBhC5gdvaQwb17LoleYGoSW0vL1qNKhzp3NJwXQaVyq3nqNE6WrSAX6etfqdns/dyM42jms7XSkivtGpMkrNHiHGiOrBU7ty3plnFxrHrZS1zjlVMZZE0ExClEVMQ7RL/aoB0DUlXtWu0KVLTVdfYBNPrV+ZZffOG3wMqwAonu6yWP0nc+1Kcu3gjRz7nTFXR5Y+leUitcn6ztv34KX7rJnGt57bb/Vy0XNEDyEWIDxjQOT87I+rczu35bp/1WZ/1tJxXVLeznjzTJiKnSPDBeMLuv/9+HnnkEb77u7+bn/mZn+E//If/wB133HFD540x8smf/Mn8iT/xJ/i2b/u2rftsiwC75557uHLlCgcHBzd9T+f23LKoPe++/4uIsUc5oh8fJCY3Nk8mw8TocnrqZCTuFVim61wcazT1VURCrbAhJPW35PGFKt1CE/H9sMb9ldfYMkFuUR9TdSkFSyApOgqmgBXTfVhapRHp5wibIZapbI76OYkdvbbG4aWFSDtiZPW9emK01I+gBgGElPK4Co4hNikVM6WTxaIxF2NS0EpE+GMQxrEhRCEeezR44gAs7XcZrO5db8T3jEJ7okg0/hk3YrxgY5qUD4rvDSDzq2hRY0PE90nxcQiJpDnCYGT4RIx4Pcby1w8QAoRqmxMQh2aQTElokjNSe2cOkuY0SJgAMPV2LCJo4yxCrc2pkYo23qIoGgPFcIL6BGI2sqYSiSrqbLoZHYQdU1ULO4lXpxXCrhrJ9FyhMaJo6aLx7bdqSmlO8a1t823ANWrcYI1FU3TNaKT4LjJrDGJo/Yh3BuwYV5hxgPnE99XmbRITyKUTR5Splykiic8m84ZRvq8T6ScHKP3WpP1yxJhLIIxISMlvOYWyYp+qSKMLoFb68fTbxuw7g7WZ6wxK9MOongFvDmEaIXJU5HS93M/lNBSVy5GZs7bAWqdKotWRGxlhFQCWa2XdEcwjl6axIZ+r1Ey5VztPhu5I+5c6t/Rsv1ZHkpxg1NzkzPPmkipcduDzk50UK9XGsKh5nLWRrUnP1SWuuVxKGxfLuFf45YqGZ4JTqjEOorqpLGtJNkJKcbPPEUfAxrw+ekSUIRohVcBEQkJSkAyYyMdhmDPEJinzuumJGnBsYZhePJ9/95/hz979BU+ZZPczZe/69ffzbT/wDk5WA6vHV1weVqCKS4sQqNIcpzRSwcQ4HAbuQ0mL1AR6pbFLnS1gjLtCaBL/V2vdRlvSOQzsUux7TPlrMaVJWnNStI3oQlEXaXcHXBPYm/dc3FnSyMidO4d0fuRic8zt3SGdrLizPaRzY4q0KnB0Q6SPjXH7KRPFQB+b6V3XJ67Mq3HO1bDDMth7eoyOVgIzN6LAxeaEzg3c4o+5o7nGzPUT15UpKts77khnHI8dJ7SstAOUXbdi7jL/l/WfVkb7v5TxrbR8pnd/7vsRi+RWmIC3mJRZQhQGWsbocERmbqSRkUZKlK6ZEjWD2poWSUiCPB7UwCnnUl9NSKhQxrkcmRs1Q1ZSAcQ56NpN/TUrBM8ZaV2kJTCXMUXzZeVdJVPFVc1tencUVdxcF/U4WPZz1XePReA5xBjKpEHkEpEli4P/H4vdv/hku89zwjQ8ij7232IrZpchPpqgxmmPjQO2nGNj4/r/89i7PrbeWEKjbPl2bjduaVBsPgbiFZh/Pu7g7z3bhXrK7OrVq1y4cOEF53/n+/5//1//nHZ35xm99nB0zA9+4Zc95+v8+PiY++67j77v17Z/wid8wk2d7zkfAba7u8srX/lKXvnKV/Jpn/ZpfMzHfAxvfetb+cqv/MobOt45xxvf+Ebe+973nrnPbDZjNpud+fu5fXRYiCeM4RpjvELQI/KUKWYC+coNr22CwqSkuChClEQiq8kRz04h627txKuU3Mys1hZJAIfCoG1yshLwVRbON6I7rERaAVqSrzERYAuZUyynNtaQQOdivjrHccZxnCVnTqZIhzGl/vSxmQCwIRYCfNTUIlehsUltwnqaytUeok+Tc0HVuK7G4CwFJak/xiZFg4lA65BRpmgwoi0zO7UoKNdPlWmrwqKmDDkaGOZ7RUbwKyO9d6Ma8X2IyJCBLTVyfNUCdIWQFB8jjAHLzUnPcYwQEiG+c0jT2HGSyxds+xCqCIi0LWBL1iLW1JxADAZ0ObFrOYcGjB8stSltnd1mTNP3EeMvQwkzh2sEHRw6F9wgjEkZUmOKlhisaABhcGgLw6hkYh0JEemUMUriTrI22PrAoN7SUVwiefaaUmMNnAi4KU3HT06/2K1hQK1LIIMpixlobKm0Bcitp8puY2LtMAco84aRjmuSI5idLJnArwKg1d+nvlL1Y2u6T5Twt+4wFXCpgGleMnRTILaCc8jauYQybpRf18u5rUQZ9MnjQH3ODOSsgYbV/RZYyMYYtERxGlAVyzV0vbZcklcNGOhX3BzNZ6ycVlOWq5/LND5WdZMjxfJYlCOvmhRhUosu5GMLuXcCQ8XGrToiJOIICkNKumyIibcwVHXB2ridFzryQkNmNOucAQ+diyy1JajHOesninBlWHAcZtNiRU6/m6IXk3PvRDho9/n8u//s8w78Avhjn/ByEOG7fvAXeHAIcHUFQdI7yVpZaIWwcCScxGowc3elhj316sQLNi6EMBcb81M0a+zS9ybxG2YCKOFUNDCANkqcRfCRdmfAzwLzbuDC4oR5M3LQLdlpBw6aE+7urrDnVxw0x+y6npZA50yntE1t1ootCcBK786U/hd0xSoaCbwG4YHhAsdhNonH5PdYrw2NU/abJTu+55728kRun9P9BPASuBZ2eCzschJbTrRlxHHBLdn3SzyBKI5BGxrXsyMDTmrdxFLXZdENAwTJi12m4Gip3JIEbRx9bFhpiyey65bMZKhSyfMiXZVeLjG9ty0ysk9RZTNnwimuKofTrPCbRU2q8lZciCFdbcAnwQwhC2Q0EpnJSCMhfSbhFBSnph6cuby8nB4T8zVrAvx6HM/lzTH8rbgEeoETV9VvQHjY2sHht7Aa3k2799/jmlds6SnPYdMjiFdBj+37xOB6hm38uI3zq7wF6ppN229imHv+jYzPFTMiBcY/ADqIDz7bBTq3c3ta7eGHH+ZLv/RL+fEf//Gtv3/Uc4BlU9W1aK0b2f/d7343r3vd657GUp3b88GuLN9FHx5KK2E2+c3qidtd4vU4sOxEFeApTiljFj+Rz7p+LodJeiukaxWSfdWkxpigozqdaLpuAsnydfNqbHZGgWnlOnPaZEL9zOdVJispBUHhatgxCfipLEKfIsCCCqvQmkJabFK6Y17ZhePQ0gdblvdufWIVVRiiAWghRX/FKKzGxqLIBm/RYEGISw9BYBQkiCk5Hjv7PihuNPDIL825ckPiBYtKswSi0iwtAsy+G9DlhogbIxoV6ZO64xr4FVK+yADjSCIts/3y08/7Jf4vaRqrxqahkN7ndMfsCQoTcVqbhlfnUookiRg6HefNqdTOp0gvI5rOJqiVP5ozGBYe9cI4T4qQDvqD5Di2lh6UnUo8RK/ELk1YuwgOpIm4LqIo7cyivZwLdK3FJs3bEe8saqv1BnDMXEgRYEnZULIyZFYENLejrVTx2mlbKFFhKTSkmaIZSkpdbj8NxqtTYCrBE5OiWqx6agG/1rfpdL71XpjjdOr4qE3LR7RABrPD9IsgFi8kJTKq9Kuz7XRZCsn/tvEiR26W666fa1sqZPlvid2aYMIK/GokTn04g191VJhHQWFlsFY6b322PIZUz7e6ixyVkjmAgDQO+TWhDoAOi24hjUm5TjWNXTk6pK0i8nLvmIB+FVZp7LTzxVOAV7kDN5VlnKJ9MpBg5w4qHOtsAjZWasq2D/UH9NpMY7nRGVn/jVGmlLFWWvabC9w+ux0vmynzzx/7Y697Ga966e382C/+Dt/9w7/IMEYD/oNFlurMgFWX+RNjUm3c7FYJyFodiIl3OBurVBKvlzcALGaOr4RyKBTypgx+tZG4iOCUbrfHd5GdtufW3WO8RG6ZHbNoRvb9MffOL9NK4KI/YseZ5urcDUgCvwzEZ+oruS+HBH5FFU4S+HUtzPhQf4khepahTdFgmRJBub07ZNf3HPgTXjl7kE5GWgzMIZGrR4UPj7dyJSwIOI7UiOFv99fYdX2JslRl3y1NGVLLOJFtrf8nM3fYVYCxgcI5am0ZW3paWgYu+BO8hFPjSg1+Tf0ngV8DDZ7IwvWTgmSO+mpSLWawilPnzeCXS7x8dr58rKDMpTf1R40sZEyKw7aYZumbBbzKUV+b4FdqglNzyc2wJs7PddmJS2M5eEl8nHWpExio8ZBx9Xbi+Lt0F74W3z5/fAhdvR3io5SaMdvAk9ctPfyzCe/zbjmdtV7GulE7J71/6iwAx9D/Mho+jPgXP9sFOrdze1rsK77iK3jsscf4pV/6JT77sz+bH/qhH+LBBx/k677u6/imb/qmmz7vswqAHR4e8r73vW/6//vf/37e/e53c+utt3Lp0iW+/uu/ni/4gi/g7rvv5tFHH+Wf/tN/yoc+9CH+/J//89MxX/IlX8KLX/xi3vKWtwDwNV/zNVOk2NWrV/m2b/s23v3ud/Md3/Edz/j9ndtzxw5Xv8V9j+c2kFKYNANS2+z64FfN9HU98EumSeIm+GVHLxP4JURC6o6b17US50gqU4asvd+ah2fMa6qqDJlPbLpDczQFuBbmnMQOiGnqaqmROf3RlBwNyBoSJ1gOZlgODX1oLDVtYzajCkPi/4pREkk+9KMR5o+jMyL8qMRlY6FKQZDgjLPqxFmqY0jgl0KzwqIrUtoj6KQM6VP6o6rSrAzUsmMN5HFDckJ0I/JLMXBrHK3gGeia7mML+KUKTVtCfTL4VXPfZPCrSc9I0n5oZqRPs3mrF+0MTFMnE/g1VWkGv0jgVyOEBou8AIZ9IbYygV4KRirtIcoW8MtV4Fc3Is5ibWaN9YcMfgkGfkEBuqhArWmbKo2P9unipBa5CX5l4AV0SuXJqo5133MJ6KodkrJtLZ4otbsSf2X8VE80dbcjBEWT49NIl3pjy177UlbhUT7m4n/DXTufgeB47+Wv5Wh4H7DHtfEjtFh7qV3IJ57QC7WLlY/cNl4UgOg0H1r+/ex7K6PSafDLIraySq2uEddDdmIFWOFPKc2Wuy1qnLbXOk/POvhlR4wT+FXGrjaBXxFlJkVRcx38sghFayc6jXqTtmQC6my/An6xUeoMfpHq1sCvrJhpUSiZRu9EZ5bqhTMycRUeHvYtyodAHdCVwVTnlI5AH1siynE44q75zYXkP5fs0oVd/uKbXs873v37PPzYIT7Agw9cJTYKwcRGII3NZ4FfQL+fwC9N4BcJrG8Ma4gzJoeaNKTaAymnUq8GfonSLXp8G2glcMvuMSKRg27JohnppOeli8t4Cez7JQs/oEoClOKkAlrYDQv4ZfMB6xfL2DLSsIqeD/eXLA02NBYJpUbursCl9ohd39PJwCtnD1rkKpHW2SJTjlZ6YLzAlbAALOo6Ilzy19j1PUELhJ/TIKMaR2N+e2/OB6Z6IUeK5ohLR1Sl1w5FWGlDT4tnTOCXvVDqV5Z95llN2brShgEDfXdcb1Fhml9xSktW+S1j7zZgKgPZPU0Cv2LqtdDJyNyNoLDIiyoKTRJV6WRqFhZRDBuzn3WI53rgF1jkV1ax9rJNI7i8fZQlwi1oeIj+ytcyu+XbcP65L2ihq1+C439NHi23vzW2LwKpbNt3+9FPDsq60Xflud24BWzAPEKvfh1c+CbEPbOpc+f2NFg9iD2T13wO28/8zM/wb//tv+WNb3wjzjnuvfde3vSmN3FwcMBb3vIW/syf+TM3dd4nI9/xlNsv//Iv8/rXv35SaPw7f+fv8PrXv55/8A/+Ad573vOe9/CFX/iFvOpVr+LP/tk/y8MPP8zP//zP89rXvnY6x3333cf9998//f/xxx/nr/21v8ZrXvMa3vzmN/PhD3+Yd7zjHXzqp37qM35/5/bcsQeu/R+M8Qqtv42Uj1aBWdutrJaVffLUyFMcwjKVOH2uwrGTnbDiCgeVxCukk8Lc+nXTpzI5lbXqU94vT+CLU5e5N/JZigMMMKYoh8L0I0TNqW72GZO64yb4FdWIbZEyia7HzpBSKdHCIxKinQ+UEBJnVvApT0+RYJ8uRYGpJPCLpO6YQCA/2DXcmKINUPxK034GfIHiBnOEJagVmAR+5cImQIxhqCp4462T9wHEp7r0riK9r8CvyZtIoQuJN2wCvbLH4axO2TifKsQuRdtM3o5Os3ptxfjAohIWyWlrIXRiERk5esJTFNI6Ks/BHpx0CoJFfXmLLuvaxMUlincGCufIL5e2xwRq5W2ZON8ivzKel0DIiSQ9O0WFEB0mDaOthPitZOXAYk1Ki8vXUQqGWG9zWybuZ7/TS8+VRHI9by4RdcW8uY179/9L9ruXs9fdy4v2vxAnnpnfo01efh2XceMT+rx/HgW227ra6rb7OfuKBR6s77H8WgDCQvxep1IJpOjSpjpDfeZNQvz1EulU/hpIrlUiy+JBJtbO3D51fFeBNWPVnmRy0HNpxmnMjHQb4Nc6WCBTWYZpXCzXyM9jyAnBGidC/OPQsYrtKfCL6iz5eZkSqdDrwGv2X3N65+ehtY3nTW98FSFGLl5cTPxcU1Vk8GvT8vsij1MRNMn6qTPwi2i/T5YfxJZZaZzFaezyM1NPPFisplTknXYgqHBHd82AUBV2/Yqgzni/UlttRCfYJhV/Kmx+B+coMFAeHfbtHaiRnhaHvRMV4+fa9T1RhbvaK3QS6NUxk3FKTxZgpZ7H4y5eYlIaNRXIXWfH1mD/QgZLYyzVe2o+sFYvExicxyUl5NgpNTEIUHbcgJdIUE4tWpHe7/X5M5k+mFKjqyK/7BGdPQ5snHl65fbpfAXAUhZiKjetWAp0TOCX7SfTaLLJ96Vr1yif+XtdllyXHuP6sjJvB4DKmRxCg8ZHwN2Bhg8TTv7dGfs/d0xV0ZPvB12CXKAwod3AsU/CCz6P43q2rRoV3Ith+F3of/5ZLdG5ndvTZUdHRxPv+6233srDDz8MwOte9zp+9Vd/9abP+6xGgP3JP/knuR4H/w/+4A8+4Tne/va3r/3/n/yTf8I/+Sf/5A9btHP7KLLl8CGurP4jjTtgiFcwsCgSaU453Nm2TTrrVKHJ8Z7cqG1WFOHilgm3pSdm5bx1p7feL1+3Vn2a9qu2TeCY6lZltuwELOMsTdCLCmRIk3q0qF1mh0CqWjBZeElpnxt3qyYRLxtlGYLxf4XR0o5QRftUviiG3qji+gR+VaBXVoF000Kmlm1D3k/xQ+a3IvHyKDJWxPV5Fp5THGOcAC7j9Eq1pQbkTPt5n2b9OhHeT6BXPXbVM3NXgV55Y60Wmb6qT7BDvaS9UakKU2TYRIwflXGRdmxIKpCsgV6akaZZvg8Qp2iEpkvU6c4cyqhMUWBOmEiPZz4BZmrtPCrMXIFpTRmSCgiTSY2xmZwii7BZ31ZSaUv1xQS25T0KiBZhTR1ss+/V227E6mqOjDgaWtljFS5zz97n0vn9ad9Liz/BB6/876zCwzjiFH1041dbt239uy7XptrqjdpZgE/eVislrgNlkN1UJYNK67/WQFgG0TKfYY1XrMfMZlAhj3vFQW/TsZECmNZlntI1p3LpafU3LSqQeb9trl7tFOcFj3qhoAb+zEFXS4HDgUauhYXd1XUeSH5iTiJDjDhxHI6HZx/wPLM/8fpX8sPv+E0euXpspPajGsF9ftbX6QrjvB7vsHFqhm2TBIRlJDR93exe6hQau46fmaRvQ2DRDYQoXJj19mQlcEt7wqiOC/54inbsJBBVJoA9rrXo9XYnlMjpUYUrcRdPYKUdUcGpTgqSe76fhBZubw4Z1bjEnChBmfrKlbBDUOOnW6mBaLvp2KyaDBalJunYdgPQf6LxQqu2nc9pQJ2lbc/FIuFqbLEeLcocJoHLiasvp70XQC/3x9z3y2ixPS1xHayWatwwYM3ut5MAuq4C2aQCFr6x66tAbrO6xjLolWPA9NSZZP3/4lHtQR8HmTMuf4Jm579+bkfZjL8Dw3vA3QLh/jN3K2+Zm3uP3YydQ2ZPpeX2KkzCXCf/HmZvfl7yTp7buV3PPvZjP5bf/d3f5WUvexmf9EmfxHd913fxspe9jO/8zu/k7rtvPir3eccBdm7PD1uND3J5+S6G8TIn4UPEuGTWvIiZv8Re9xoOZp+AyDMTgPj48pcI8YjOv4gxfhBLrKnTr067TZsTqzzpayea+nWrp4fZwd90Bx0xOWl58hjYkUDE0WCrnzktp457UYwHySak9aRPKBEX9mdpRcJMxsQNkrhuVJL8u03sF25l5ZIBUHoadpwwqGMWw8RNNneD8XnhiNEmjvOGFNEFpj5pk6mQ1KhioovJ9dj4mBwLR7MIhOAIoqYCOThT9BqFMWNFKyHMFBmE6CWpO1rajBsM3JEAzdLAIRkUdZYu6JeR2LbIqETncArSj6h3BohJetoaYdYVQnswFciU2jdxeYmgIXGDZaLFDIAlDjARKg4wIIF7Fv1FORdM0V/ixFIrBWLb2GTfpfMBms6n3iHBnL5x5vGrQHTQLI10e5gL2jpCK8R5StPN3DoedGaCCjpX8I7oFJ05AiBd4Mh3qI/0nV3DtyPOgfjIPClDzrxxhQmRmbd+07oxBbAFZs4SAls30oQOUxizY3MapJNYUucksCKl0KYW3ErgJBZFxdxfTqJFMJgaJAmEsrbl0p51f8ycYC7tvwVTzB0aBCKRhb+DVbzMhdmrePmFP7+2W+P2ePnFv8F7Hv1fIGmcrjNe3biZM7p5TO3amgOYgauAVBEiacxIdTDNcatiFKC6BgmT0ydld6nUwGS6cnajhbn001iU6y/zuNXAZa++OmcFXpDTKc0FNr6lwk2WzyqQxDcKeJbBqRq0spKUu7MSx0R7X3jkUCYxk+yQSy6HgGhkxmBKhEmNr9eGI20ZE2G4FwgKcxkIwG3tNUTVBCHEQIX8TDJIMKhP0TJK44SF3+O3rv4mn3XHZz9Bi3h+2F2X9vnLf/oNfOv3/5w9xQR8C6znnuWvzqK+ooMwSwBTU34DcCvj/vIrCKIWvSrGW2gUfAn0cmlsn0VEFT8bcM7GpGVsQANBhavDjAvNCQ/0B7gklnEyduzKytoIgT0XGUgqr2VFBcHamSfasxWYycBR6Hjl7AHQyFGc41GOYsdhXLCMDU4sVXJGz++e3IWiXGhOaCSykNWknHsUZuy4HkW5wz2OqEXUDtFbimJKtT2Sjgf1go1x4hC1yKygjoZAEI8Q2Hcr5jIwdz3eZQDK0gpj6r8ATpop9dOl6CqQ1G/zPCWagImmvjINlspC+tR37F1Nav9CJCZFXOsvBiflFPgyHmS43caVPVmS+3JMz2GlDaZCDU4irYwM2iDAoDbOtURGUqolTBHA9bie13ua6v+1GbhvddUAUct7xs4nG8co6InNt8JHwN0O4QOE/hdo5m86q6s866bLn4T4GLAy4O4ZBrnOtjPfxOd205aea7gM/g4Y3wvhPmjufXaLdW5/eHsudNnnkH3FV3zFlOn3VV/1VfzpP/2n+b7v+z66ruN7v/d7b/q85wDYuT2ldtS/j48c/hsePX4nQ3iYUU/IUw/B4WRO6y+w134sd+39v7h953Of9hWLMUV9iRgkJJLyL/QsZZz1lUBPTNxZ6+lL2cXLUQ7GJWOTvsLJkT6nFfPicHZJVU81O2kVAbqWWC+f1CczsJZVyDShORavEGmllKvmulklhcnsIpsUfI6aMGW2zgVz8lDECcvQIZjjF1QY1ZmqI26KEgpREmE+DNET1RGi7Z9XjJ1YhFBUoWmUYXSomHMUoyPmKCkR1GMqkF6SeJQYd1U0MMfwGHNQHGnbqJYOmRwG9Q4XYnIeBBmDLZDF/LQwsnsoczIFhn6KBBOX3PwYIYzmHWSPTxKPV+bzUkVFkFhFskhShAwZdchL2Q5JCpE4QVwE5yx6LZ1PnYPGpdRFZ5F2gxIbR9sr9HaJsIJx4WjEgEkXhDhA7AQZQTtLL4pR0ieWgtRACErs0np6q6DRuF6agOBomgRajI7GBwJiUWCi9Gr8NgFn5OTOQXS0LiDaIGpAWq/QSEhROlbvo0pKpfFJ2t7gYItGpJIAAQAASURBVGdhewbwJueMScnMAI6sMGnpupChDYtq9ISpE+ukuuo0JnXBs2cTThogcLH7OD7x9r/HzF88tc+lnc/i0vFnc//h/4UDwhnxnk9s65B7zQumlCiUgAlIFCAnq6AVaGiKwKkWgTP8LvVFNka3emQzgLD87sC4rLQh4sjKmzIJC8hEmp+jrcp92F+TnO18HZfSYDW5zZmsO7vFE34yAW55fIwpHdFG4Ax05THWVUCpauIXSiBUzT1HVcNe1NT78JzElsM4Z6XNpDCZ03IbsRG0E6WTwIgJgwzaTPWuwAyLjAkJPFvFlnmzj5cF18ZrT6ZhPOft8z/9Nfzsr7yXX/i19yPeQU4zzwOoQHRJ6bGzsRwxwCvmKNU8HCqEFmJrPIVxBrFRtFXwBnxJo+AizkfEqY1JTaRpArNmpHGBuR+M98tH9tslu01P6yO7zkSSdmTFwq2Yu5G5DLQS6JLCYG47Ne+XAIhYNBLQyJJ9VgQce6Hn0bDPGBtyK+yjQayDeDQ69vySE53RMRJwdHFkJiO7fkUrIw2RE205jAuOQ8tSG1NZTu1rSmfcAhQIkVv8Mbf7Y3b9sqjkpu6bI7LslWmLYAs3pPEkvafT7MRVAHVRgswANICmaF17wsbhZ9x8PgFmeZwtWrisdbcMLebFiLaK9BzVJaEez4yRmcssYQmETuWKiEWL1mqV5RJpPrT+3QAtGwlDtX+CYScg3XjB8pzqdEKfIIjmyPAVxI9Y+a58PTq8l2bnixF/27au8qyYDr+HnvwbOP63wOPp7/pe9Obc9zyt8floAfTRNHdtQK882wU6t3N7yu0v/+W/PH1//etfz3/+z/+Z97znPbz0pS/ltttufhw+B8DO7Smzx5b/kfdd/gZW4yNEPSHoiYEQzDH3LBB0iY6Bq/qbHD32Xq71v8vLL/6PyRF9ekyk8L5M29I65PXDwM2ZygqOec88ucvgl7ngcZqEZkduWv/UmjLfLCoM+GkCXrm2a2DZdD4tBNMWJWH3Umj1y7EDPjltwnGYVddW43vCJs5ZDS0qhBTZcBJalrEjpO+jOsbo6WOm8rdr2HZzZofgjchXhRBtAi9pch5VjBdMoR8ai/4aHaFP6ZCDg+CQEaQ30MivSCqQKc0xRXtJsP/7AVOBPI7GBzYqblAjv18FXFAYAm4IBkyN0TjAQihKjyGlQA4DrHr7nkGokKK9knJkakQGXAk5d9BagstT67LbmiJkfSxYBFiKLCtcYLZNRaBtjM+rTdu8EFtfNV0ldI7+oCEKxg/WCNFbtEUUCAuLuIi+EEzHTDrtlTg3gIkumrPpIn5mQEfbBryPeBfpmlCcpAS0zhuLsel8oEnKkHM/ptX7QOOslc6cnW8CFibOsCoqLEViZGA512RWVW0kbDhqNYS8rlpWend24iCISyBa4QDKlqNPd5oX8XG3fBl37X4mrdvlLNufvZZHT94ONIzjA+RkzSdrtQNXojlLv81KrlmdsAB4Je0o1dLpE1JAsBspR51ObWCAsNLWIilSNAbk8UeqY5hGpzJK2XOtU6JqZ94c8aw6mc+QyqJ1unWszpGd1aICmVUs8xlq4vpGwqQque72SloI6EyBL3Y8HnaICvOUhkW1d4bhBnX0NEa2H9u1cXSCdUVpxKIxjcfoiJEZ7hmKbn6mTER47cvv4rf/4AFE4LH+qCwKIIRGGfYcMTOOJ/ArpHTH/OKMHuLCRDrCThqXRNGZglOktTEJFNcY+NF1I01jY9KiG3AS2Wt7dpqRVkZunx/RuMDF5pg9v6STkUv+0Di6XFEYnMswgUYWWWUcnDmdtrTe3CZt20ls+dBwiWVsOAldEo8hAe0xXdekIzJf1lx6S4fUyFxGhMiVsMuhzhlVWMYZQd0EBtl7/jTMk9vk3c3j3NVeNehtUnIt7561+UYaTwJFGTKLULQlEXgrDyNUc4+qDsA4z3LEbh6P/dQrlE1ahBqwz3fSq6dPRPj7spqEUHKPbxOnWyuRWe7zpUllBgE8ZfwsYLtBOKECvzLuase49ClkTsF8TG2unqtNF0il1MuMx99HHP4j7cHX4pp7ttTgM2u6ehd67R9DeAQ45smEj6wTXNz4cU/ezsG1p8+CAV8K2v8y0j7/BVheyFbRDz+j13w+WN/3vP/97+cVr3gFn/zJn/yHPt9H1yzt3J41O+zfw/sufwN9eAyAoCc4aXDSIeIQEZw0eJmhjIR4jEjHg0f/jg9e+d6ntWydN/I8i7RKiQJSv/hl48+sYR38Ks52DX7JKfCruITbwS9zdo25JqzHdayVp5xvE/yya6ynJNmxIwXUOpnAr+SoSFF6G6sIsZC4QlaxYRmN62QZbaoc1BnvV+VWhwR+qcIYfZlwxxQJJ8W1NmBM6YfGVCGDEIYK/IoORpDeQUp1lCAwGthFLOCXRPCjVWBzHBNXmIFfRAO/JBjQ5YaQlvctGowYDfyygtrnOJ4Gv+IZ4Fcms18Dv9zanFEy0JVTKLPlbZlEH04T4QsF/GrKttjW5DgQWqE/aBJ/TgK/pAK/5hR1tW4D/JIK/EqOpmCk0qA0jYFfokqXVCBF1G6ZyLw1R671RRly7scJrGqc1evMZWL9WNQiXQYwKmVIV5QdsxNVO1bWpwrQlVt5va1+b9cTeUUgRRr1WIqRkw4nLd7N2W9fzsxf4lUX/1vu2f/c64JfADN/OyINs+Z2GreHS27S5shx/b/cY2tMoPTbMKkT2t6b4FcN36/ZxuRFNjds2Gkgy5rnShsiQpMiZbaNZ/UxVL9k8GvNCT8Ffq3zDMFp8MtX54Dt4NdUfwonCdRqsDKfQgTTRTL4tYwNj4ddVGEu45ng17gF/CrpteXe80hdiMAvE+NlLnWXrvsMno9228Vd2sbzoksXmM8a2sbTth5tYNhP4FdqHCrr4JdggNgEfs2ZVGp1lnZoEvilGfyCtg20rY0TBn4pu83ATmPg0m3zI7xE9v0Je36JIybwKzCfFAbVQLAEfuWUvyG1u3Xwq/THiEU9f6i/RB9N+fgkdtYGEhBz4Jfs+yWoTuBXJyOzpGxo141cjQsOdZ7aU1cisxKr1bYYp9yK72iucld71TjIEkA08YJS+som+JWjz0OS1GwnfVk9Myq2roPcb0HppOhlu2lMKqU4tcAwjXTlfBOgjLIvfUqNLlduU//2GPilFfhl17XPbZSZ1wO/7BiXPqVEfm3JPFgDv7bVjy6Bjjj8HsPVr0LjY9fd/+k2HX4bvfaNEB/H7np80udYn/X+Ye2st9+5Pb2WshqO/w+0/3+e3aKc27k9xXZ8fMxf/at/lZ2dHV772tdy3333AfA3/+bf5Bu+4Rtu+rznANi5PSX2oav/ij48SusuMOrjOPFV5FUxA8I6oq6I8QQvCx44+recjB9+2sp2cf4ZtP4Wgl6h9bfaBFuv91KW5NQXZ0tYd96K657THquVU3RtUrppOQGRRKhbW01cPX1OINp6aTaJxGvFtV6bdO4CxtSEz1nhqVaBzCvbo1pEl6jSx6wIVybXY8ygXEpnUgPFDDApZZmUH6Ol6QGMg7ciRTHwSxU3GJAkIalAkhQf1cjvEz8uvk/bRiPKVxTfpxX9oBb5heL6kDwDizyawK6pgtNfn8CvzPWlWkCy2iYCJdvvFMCVbdu2OhosH5uJ9UVADCCkaaql6sSF1GYCftuuwLjrDSRDDQCLSpwZWKYOtAWN5lxOzqjHlCGzoymYoxnBdUXdsfFGkt+myIt866rQ+UL/nvtFBrpIfSWqTGqRqmk/Zc3ZysTQtbpjbtk10JUjA/wEdOmp/ba5cMWBq6nxhUCDlxZBWKTUlZm/hbt3Pn3LWU7bLfM/SudvZ4xX6NzBdN4nbzWMlLZMqnPFiaVK3Zz67cZx17MnAsHWy1IcfllLV0rusq6XugaLwNKvNoH4coV6AeC0M1Tf7+Z4BoXfqwb789kyaChYWu5ZZvvZWHMl7KBqvEI1L1pdugKOMDE+bk9My6N9ilxL6dyNPMbHH7x2y97Pb/u0j38Ze4sZR8sVFy8YEXjbOhPkcIar54cTk+IjsdRv6GyMQjAi/AjaaGpmKe1RwfmUxiyRtjVFx1lrkXqiyqIZiSrsd0sbb4gc+BVRHft+aTyYivFuqfELZmGPPJxmOEe1CMZkqxetLo97rLTBESbl5HxDnsh+c4JioLGldyvzSdkwJGEEx2FcAFlp1IMq4/QOzq3r9JjiCdzZXEnjXuYRPR21VANhtTLkSFZeLBrU10sJr+sgj0k5Crc+tiQrnwa/Mji2eT4Dvwx4zuDXBGBN/VuZuTLu5TE/q0A61vtr/rSmdjrt0YCwnOqY5zHbI7/OTgGsn40DfRhxdxLH3yOc/NgZxzwzpsf/EuJlkAMs/a17lkpy9nvpHAJ7ui0z4O2ALtGj70X1Zmkazu3cnnv2lV/5lfzar/0ab3/725nP59P2z/mcz+EHfuAHbvq8Nw2AjePIT/3UT/Fd3/VdXLtmfBcf+chHODz86FE/Orcbs+PhA1xZ/Qqtv8gQH0+D72nwK5uIIOIZ4uN42WOMhzxy/NNPW/laf4FbF3+KEI9p3AVEPPoEK2VZ5QxOv7zNqbNJka+mrsVVL8DVptuUJ9eZf4tTV9m+sluOtWvUE8Gyal0m9X0iD69JbSU5kJMyWyJ3BmWIrQFWqhO5tUWS2fXyWu/E31MBYfb/7Y6tYUqWwheDQ2OaSodUa0EggWNZ3VECE7myT5xXLlIUH1epxmLeT3GZkyaqbUeRkMmxdQLE1lQgY5xAqLJf9ZerdlKBdAXk2sawvg0cm0AvV4Fe+XxSzu+q/Uj/L+zEVrxGjPQ/GieYVZoBXKiBX2C3k7dlR7TeRpPqwCniIxrBN9GcUFG81ynawIqiNM7ALHM4zWFpxJzTDHrlyIIMfuWW4NZArwRmVOByaTHZYYmntm3bb5udnmjb3gEhaEDE07kDhnjEXTufzry5sUgd73a4Y+fNhLhMbhbXKcVZJmv3kft13R/z3XlK/eV++1RYPa5M27Qov9aKitsgn9NbKhL6M8auPA6ccpMnoKGMZ/VYWKt8bjrtqlm1sXbQT5ewvreVtgzqLSHMxc09p5HYIBXrj2FaADi7HvJ3L5GgxtnYueWpmnq+2+237PFHX/tSrh337O/P8E4YicRObBzOw6iUsSbXjUW2AjGnPdpzNcJ7bEwSQBXxaQxJyrSgtN741hbNOCkv7jU9USWpMdq+e86AsEWK+FJMYVC1cD2Vd/A6XQFVf7ToZeHxsINDWWpH1Ayf2H47foWjqBiqCrMMtlG2negspWLHtKCkEx9XGQfW23eut1v8Ea0EBnUpvbceQbbPEdaXDKAGl+sJ/7Z5Tb3Al7cWELpsq+PltgFSm1cJKXlSiHRsgtWlf1vElynEniau2O6wZA5ZpdTiOuSeU6llKu82uPFsAKx6NtKiOgDXEFrC8t+jujrjuKfXdPx96N8N7hbQx2ANUnzy9ofnADuHuZ5VE8DfBuP7YPiNZ7s053ZuT5n98A//MN/+7d/OH//jf3yNM/zjPu7j+P3f//2bPu9NES994AMf4HM/93O57777WK1WvOlNb2J/f59v/MZvZLlc8p3f+Z03XaBze/7ZI8c/y3K8gnMXOBkvAya97XQ9gQZcarwewSSmg17DScfDRz/JbYvP4mR4H1FXOJmz270a1cDx8HvVto9l1rz4SZfxrv0/z9XV/8PJ8J/p/G0cjw9ex5G2VK31LevffHIRa1nukigkKemgkNZPABImLQ4WXdAwlhVbiqJiodG387ckMvJ0vgK6FcvnDgpz1yOqmHiTJGl0SUBAFgE3dSwEBoSLTWCIjs6PqMLx2LE/W7IKfiLqPdGGmY+M0QMjqkIfhZmPU+qWRX85XHYInSlU9cEzm0didJaOp0JcOthV4iBYCJMiJ6C7ghtgjAY0+SXojoFk4yI5yCcGBLkxEp2zFMljJe61yBhx3rh5WA3IrIGg1v4yEDafrwFMDCO0OYRKywxZZB04A0uT1PSbkHYMBSjLx8Zo32Ny8Jy3KDOhpEE2HsbROMCCRcjReVw/2LakNBl3PN1jkegEN7eWN84dbhWJ3uFHazvjHPyJkU/7FB0WFgYmmjJkAuFmEV214CNxJqxE8W3gqG8QiThvddM1I/3gcRIYmogKzN3AKni8ROZJ7XImI6vQ4F1glpy1VkZWKYWyc0bq38rIGB0utYsMehkeaEDcmICKIHZsfud5IutJctbvJlySXPXZIUx8dAijKvv+VlbhMnvti3jFwRcSdeDx1W+yCpfpw2P04XFm/g6W4TLO7TL3l+jcBS7NP5679v4cl5fv4tHj/2Dj1xRvcKNWemztbI7TmFCinHwCCycuHwp3VmblmaKSpvnAjTog61CRuU0xOZymzGaKrvZcRW08NP6hcnw+l06AGRRAv5zbpXoqMSjmoAaYxsJ8NWs1OUqjPGMD7ssYmuRMqvbipnua4AyxVmJJ5pET9Vz0R6gqjQ0rjGpKfIM2BntIilxN1/YS8YSpTUWtQL210tkqvBNl4Xf4g8Nf5ZNu+S9u8Hk8f+wL/4tP5Df/4AEeePQqFy4uePDqEZMgcAbAcu5Z5Y+HNo09qsQGpAc8yFLQ1D8ZBZqIDmLKj2LRw60f02KLoipcW3Usmp5HVjt4UZpZT6/7HLgT7u8v4FBuaY45DHN2/AmKoxEjHZgilsXh1ARM2rQYloGwCMxZcRTnXPTHBBWu6ILdbpkEXjyDeha+Z0g3faItqClWHg8drQwE9XQysowtjsCI0MmAoAx4Fq6nj36KUBxiBuNsXmFcYiuuxZm13wTGuoQsuqRK6/J4KHnsyzGVkY6RrL8aEVTiJExyGqgqCxS53+Q5ja0pKVEtTXtInK1eAk6zQIUd64kEkbUeEoAuJ5tKmJpGDZNb2SOD5nRGS2lsxJRZHZWuTFVypxm4LsHaU9rkxl1GbA4QNgA8mUqwxZTEGamI9gbPhUeR5uVo+DCx/0/42adtP/ZpMB3fD+N/Rk/+PYQHDQCLj1hBeTbAuG1wYvnl3G7O6va4rW2qTpNMBI/oiUXcao+u3oF0n/jMFfbczu1ptIcffpg77rjj1Pajo6M/lIjeTQFgf+tv/S0+5VM+hV/7tV/j0qWygv5f/Vf/FV/2ZV9204U5t+eXrcZH+cjR/83vP/59LMM1NFxDiCnIf0wTi7jupGmebiQOrNjjiKyG9/Ceh/57gp7YRJKeqGPCFxqczADwbo+D+adx286f4WD+KTdc1llzJ6+49NX8/qNfw3H/B1io+OnJgnHOlKSIelVzvZttW7EthLARAXFJna4c7dNcYRPMymS1BmLlqAarO9OpS+qJCWDLKpD1NNZLxClpBX2cOLxW2qI4hpTaaCVSWpcYUCSy4/vJAQjR0ceWnabnJMwQ6VhGIQRH65RRxaKHJBKioxOIaivhMRqhfr7rxik+TXi9V8bgGAOMHhg8OgMdFTTd2yAwF3Qw8CLMjPcrzkgeszA0Bo5FL5Yq2Vtdu0GJO2KE+BKspsaANB5iEl8XMQCqaxMQplM0mDQJkIoxL6VbW8zRWnVq5DoGYABMliLcFn4ekvqjpDK4VI6kVIlIUlcbbb/VaABZ41An0HjaQ1CvaOPQpaKtw680RYYpcWWffiloC7EVQg/agOsTX1gLceXQDsKo0CixhTCoKbD5aI5pY+przivLscF7xbvIyWjk+IN3NDHSuMgqtrQuMriGhkijkT5xfXnxNBiAMkZHK5EoDi+RJkZC5nWSrDQpRHVJCSxvi4haqnEUa/t12o1iIA2ASh3PkWGL5NJJixLZa1/M6279Gzxy8i4+cvSTXOt/nzEeEmLPCBNYDA4nM1q3y157D/fsfQ4vPfgfuHzynxIXzNkQ+nZTMnQttAagKVNERHZgsWbHQJMUGQuw00i0lB7Zstp/qjinnZJ6HDNn38BQAeM5wpO50xoCc9czc0OV8nTadS5RNPX2RGadAS6BiackmanWxqksAM3kcpfzSX2NVLZAAanySFk0JSV3XUCmdNoLfjmdZxUbroYF1+J8AkmdRLxWyngCLgkBaCYTT4p4pczlngXYb/aZ+wVXh0f5aLQX33GRv/vf/Bd807/8WT788OP4zgMhTULTU6zBaDFewnFhAJmojd34tJYQQL3AIMh8RLqAbwyId05pfKTxmNKtEw6HGTM/ItHS4/faFYdhQaeBQVtO6NlzJ/ioXPAngNCroyfNH0jiGxqTaEFM/SCDQsaVdaRzRvHs+RO8KLc2R5xox3GcsYoNDVnh1m52FVuCOq5GZd8vTT1UG4scQ/BiwiBZETuqcBI7emkI0bjGJiEHF5jJyML19rrSJqVwNrikRm2MdlvGQcnR63neoBWRfQG11836qqdEuPlKvTWrQAbNvGIGOmXBiQwd5ThxndILZfp9LlZbtXprHklcSod3097rUWD5DiPlFVwveNhzhVZkSnOsR6I84yx3a+Owq0pZby/Hpd/X0iUH+65XkfAgkcFSEJ9mU1XofwFd/hj0v2zX1GuAQnzqFGevCwSeXTrOoa6nznL9n/UcjCd0mimkzwiMSPgDnMyQcP/TXs5ze5pMhWlV6Zm85nPY3vjGN/Lv//2/58u//MsBJtDru7/7u/ljf+yP3fR5bwoAe+c738kv/MIv0HXr+eb33nsvH/7w08fldG7PHbvWv4/feOQbOBruow+Pp1XGyEyGaQJWM1vkd2SJBjOnSuMDNolAQW6nkxczxAcYw2UiRiQrNMyafVp3G0EPuXz8U1w5eSd3HXwJd+391zeMAO+0f4SPvf2bePjw3/GBK/+CITxAjoQCnRz1G+PPqS1N5KY7s9RBi1Ko2DLU/j9S1JlyqsWYYmHajdTLzJ2Ro8iUogi5vvKmtpdQZMZVOI6z6buR3Rf1J0tZyw6AbRmiNwJ8dTw+LFjFliF6VsGiQoZoTzeoGLdX3qbmnOZtU82ksqrCarDJfhwdY98YTrRytvI/Cm4QiEJzIqYKGVIKZEzKj6HeprQnihtBRqVZWtSWXwbcGJEQkT6pQA7BVCAzEX6tAplJ7+v0yI2UyQlcyTdVAw3b2t7mLB1K+qSriPA3t2WCfTHAi8ZVypCW/kgjqHOEmUedEDpBW5cU14TojHw6dmLbEu9O7CwdUl0iyneKdmppk5kU3xkPjzQpFbIJ6TPS+IiTyKIdcC7SOgO/vCgzP1qUnwQjMhalcZYK1E7bIp0zThxPTKmUmiKdNAFeqR8mUMyliJp6mwET60lD2c3KD0ml0M1nF0cQOneRV174Iu5cvJ73Pv7dXFn9LlFXjHpEjMpKa+aa7Or1DGHkqg685/F/wV77Ery7nUaPGPQqsUp/eWI3QCqgoAM9mdpSfT9RhRPtGPEpesn6aifj1F9rcOhUASoc4qyRLDv9ijCo4yQRc+cjZ9Kz51ZVhNZpwKc+z/pdFg6gGxmZ6/vZdj773a1FwzG58jUZ9+ly5rGtEIM7jmPHg8MBY0or8y6n766XeYJRFVaxmTiR1sZnSsyNImupqx+t9jH33M7X/H8/j//7l97D9//cuzk5PNx6u9HDcGCfYMOMiXcYUK3evuMjbm9AWgO/2jTudK2NFzlr3Etkt+1pXGC/XXHQLU2Z1o94FzjwSy42x7SM3NVcYebGqe3UUYydmFojlFTEPF4EdTwUDujV4zFi+6COx8Iuq9hO4jH1EkdQA4cckbvaK8xlYFTHKk2vZzLgRadI76DC4+MuvTYM0U+UAwtvxPAzBiP0l5jGRcjqj4KykGFqq0rpH6QtjvV5w7Z+W8zmDZvKq1N6dppL1JGPDSYukPkCM/ydxSoyd1c5okSIlZLoFOWawa8C8Ofvtv96enQ5R55zNZI5vrYpOp7eVqtAnq4NJRPhrwNfZQ+ziMaHEdQiwBafv716nwJTHdHD74Tlj0A8ScDX8LRdryhD3ugYdrqWntvu9HPXMux85u9r4NeWo/WQoIfI8G6crpAUOHBu5/Z8tre85S187ud+Lr/927/NOI5867d+K7/1W7/Fu971Ln7u537ups97UxxgMUZCOE06+6EPfYj9/f2bLsy5PT/sePgIv/7I/8rx8ME05TcluHmlFCTVhGqarmgNLaWplh5hqoxzWneRUR+iDw9iq5A7eNlBROjD/YzxURp3gXlzD+C5/+r38NDRv3lSZe/8bbz4wpdy78X/gdbdytzfi2NGg0wrmk/W8kQsUpSlCvhVLGKKU7VKUwa/wCTKzwK/dAK/ikpc7fFmJ3CSVVcm8Ctqjsq6MfArqhj4FVpitGiJqDDElEyUgC7jAfNEdRX4Ve43A34T+BUcGmQD/HJGxj7YZ7PEQC1dB7/cGeAXIYFfqviVgV9oNCL8beCXxirCS8v3M8CvGswSydEy6dO56UmcbhTbwC8pkWRr4Jdb369xBn7BpAypjaRtMoFfsU3gF1rAry6BXySuHWfAV2zN+YwZ/Gor8KtL4Jc38Asy+AXeG/gFyqIbLSojgV+CMkucPF7CBGo1ztIZGylAV5cAMZfAL9XiALkN8Gtyija2AVPEQ92v1r+LgWDmGuGlZa95CZ2/yKtv+W/4IwdfwO89/l1cXf0uTlpGPUr9zE2RVk4Eh/H0ZcXYqMc4hMPhQzw+HqMyZ+5fgtAgzHAyw9PhZIbLn9V3mbbtoipE7dfGjwk2UdbAr+wsZvBrk5vr1GiVhwTJbZa1v7zLJvhVzmNpWntuhaRIxgzsP1fBr9qxfiLwaxkbHhwuEJDUJstYWPflbeBXDarWfzWL1FG4ysl4jf3m1hu4++ev3XnrPl/y+W/kL//pN3Bxb8FL7rxA23qaxtN4B14YDoTYCBIFSe9+bbCpQAa/RHH7A9IYmN429g7uEuk9pLarym67onGRnWbFhe7E5hze+sWeW3FLc4zXyJ3NVWZuZNSSUtgkldJGIjOxBLhxUh/N4Jck8KulJdBIIKrwWNil13Y6poBfaSFILbr4rvYKCxnotaGnRdEJ/MqxUlGZwK+ocgr8ahnZ98vUjzJNZEyAlxHs1+NAnheYrYNfm8qWp83Ar1p5te6PMYlzZF4xA3gDC5eVf/MM5zT4ldMuM9CVx5Aa/FqPSSvgFxX4tTnTYaoTswx+ZUCrHg/dlm1eSuTXNpvArzMAsnWze46rnyCu3vGEe9+MqSp69FY4+UEszu2YAn49fSB7rtNSE9f7q485B79u1v5w4Fc5C4CGDzNe+9ZzMvznoYk+O3/PZfv0T/90fuEXfoHj42Ne8YpX8JM/+ZPceeedvOtd7+INb3jDTZ/3pgCwN73pTXzLt3zL9H8R4fDwkK/6qq/i8z//6VsJObfnhr3/6r/iePgQnbuFPj6K0Ewy2QoV7LPlVahlSuPytEYDrbtA1BV9eBDBIdJOhwj2fRUeQDHHsfW3Ag33X/1e+vHBJ30Pt+18Jp2/He9mdO5WWhmhetXfuJVolJKmo6fAr1pVSav9ikrT5gppcfgKSFV7t2VKOHF+VNdYaXLaNFYpicXVLCvICW5QS+NQhJPQsootxjvSpkxBU0NDLe0RbHU4E+eHePp+8x2F6NIxauCXYtlQY2oHvXFmuQAyiik+rtLAHA34Uoz/S9J+pjKvNCvj2JKguDGiori+AFwSE9AVatArb9tQfKyZuteI8LescN5o3vkp4nxd3+bSs5yUIbHoL1X7zNhxY/xosfOTalrsJG2zaC8V0M4AoBztBQaEoQUQA9C0DR+nBpdV2LzPnFtK0xghtQFd1mbapNLV+TA5OZ2kY12K2lKLnkCZosFULe1WdV3dcZuyWG6fvtqWSa232fp2m7RHTOnRuwVzfwv37P5x7rv2w1zr30vnL7EKjwBJJVBzdFnleaX2bgw4jlW4zMxdJOK5Nh7SuH0Dt5KyrXOz9c/quwCtu4hjJ01iS/pUHX3epwTyAn4ZkJid3qfCvZgcZ1VWsa1+ESCyK6sU9SgTsH8j4FcGpG6mhGWMW99Wnr5sgF/bneNt56sXDx4Z9xnVpWUF+zWnZWl1bD5jSBE/mwme2SSdv452XsYjXrH/yTdRC88/+6xP+CPcsr/DYtZx28Euzgkz1zDODeCSUIa1zA2mKEm/AFmMiFdb/JhZS7NoUyWq2tqAwrwdaJw91YvdEkVonYkZQOSW5hgFDpoT5m6gVzcBaCXCyRbpStut5yFwLS74/7P353HWLWd9H/p9qtZae+/ufsczajg6EppHpCiSkBCDkUDCxkJyfB0HhwiUa8cktoCLsS/G+F7bF+LEAyY3H8fXBmJjLthObCs4TBFCSMgiCITEQSAhWdPRcMZ37u6991qr6skfT9VatXfv7nc4o3T6kd7T3bWmWrVW1arnV8/z+7Va4emGY/fihFZrnAaWScVw+OoqKara0mun0tEOKbKaUiyzZEbiCosTWq1wGlkkhZImqSKqksAv0nrJqvJiLaFQTzz4xud+UQLFR40XWXlxY//WcTFv7IeaIr9yyqTVr5ISEizBr1UlRyn2GffLIDIp3XEEvzjyWEt5lGvYb7VMDm2V1fTHq5lgkxij7e+v/MOUFv8wW/+HMH8HuG3QXdAlObn10YCa1tvz6jDYsT0Sdm3gl32/bTJ9E7r4ZbT77Uehdsd2bI+8vfjFL+af/bN/xkc+8hH+4A/+gJ/+6Z/mxS9+8UM65w0BYD/6oz/Ke97zHl7wghewWCz4tm/7Np7+9KfzhS98gf/uv/vvHlKFju3xbYv+fh6Y/wa1O0kbL6EacYnnZxX8OtxUD34wBUcXLqCaJxXr22tUe7pwYSir3U308TLn59evIDmpbuWmra+mj1fShGtdle7arJxo5UnnKh+O/RzBsUzmrIUDOao0ZSsBs3yVMfVxZc/h2GGar9BqPVwjU+LmzDsZjhzP1GtyXVXZDxY2bdFjBryM4N3IrxN1dEXzvW2cSPfp2GgqkKDQpalvTP9QXCsD6EXColzii5fIqALZ2sahTBTXhaJMUTFQbKUiGSUsy8qfJah1CPh1Te/HJhVIJ5uBMNbKEjG+ipgipCbFR2GMBItYOmR+FonRW1OUl5UxAGGwWqZ14epntbYqd0odVNh8ivwSUWpvio+VG5XZKpfUHZMKZHbWVBmUIUGpCmXInHLsJZPf55psBsLcUHbtfVPT+bLj1sbL3DZ7GVN/inv33oWXKX3cRbUHrehj5qlau4LYf1T7pBwb6OJlJu4srSptvEztTqMaEyHtIfVR432r3RnCwB120NlShS49pHGrRa/oyp4H7/fwlthUav0tDLB7HvmUiYQBbJMjAMdNVo4r1/KsSoBr9QyrZx3HzNU93Eaw7WBJ3mupNUutLRqoGAuPggqy0u1R91M64dZgSu2eGKknT735NC975pO5tL/gzPYUJ2kBqMEImdN+Wow1OghEKzIxhUZf2zijqlQ+zSWG6B5l4q0PbFcpnVChcaayuONbi2ZWOOnmZB7NPIaMAJItJ5VRlOXi0Z5OsTEnvRMKc50gKL2Mes9DhFQaqQTlhDNQbvze6sA9N9REYT8aGD5Gn0VqlxUk+wEwq1bGPRvN6kGYJ9/Zev/J84arv7NQKs0ePN8QD6nj/WYgMcKwQDHCiKvK1EPZGjhWAs4lEJZBtKv1x2HdiBL02jQKHCxzcnRU18hclva6lsFPHLhb0HgPcfnvr+GA6zNd/AroHJiCXsY60Y1lKhzb49euFv11vSbuJKotYf7LD9s5j+3YHmu7//77+chHPsJdd9218u9G7YY4wJ785Cfz4Q9/mJ/92Z/ld37nd4gx8l/+l/8lf+bP/Blms9kNV+bYHv923/6v08c9pu425vFzOIlU7GFgi7lTYWWaMU4080c7xzXlSY6Iow3nMG0exRHMky8AopTMQtffh2Oayjxox31Xfpbt+oXU1c1M/JOvOTrnKTv/Cefnv0XoPwLi2UhefqiNH6sREsgOvjN1xaEkkzSHweFc369k9SL9JcMqnyT1u/LqY5Jp5ucY0y/t2IkonTq8CwMGEwdVvHzFHM0FdeIumbqWqcJ+rNnx0ZSuIgMHWCUQRQjRIoWCOiY+qfNFi+AK0YEEuuCovKEyXfBUNWhwxArUR1g6tFEkQKwc0ScgrAENQBCiB7cEaYBgnDLRgV8qfQMShOgtCkraCI2DEBHvECdGLN8Y67IARDXi+cpbZFjOD8sg2YDQFuUHHr8e/ncJdOU0yuG8YtckA3KJHL/rbDLtBdpUt2VvCmkO6CPUgltY24tzuE6IjZgaJiBe8L2lRsq+4YoqFjkXJgL7EMUcPO2ACgMkneIUtBMrU090RrbeBUdVRZatN1J8IqKOadUbfRqCU2ERPZWLtDEJSQBL9VREluIS4GeqnpVEFkmJtJJIEI+TSKs2TtTCEMGhmlT8HIiOkTaCHgjMW3eaBMc8XOKm5k6ec+pbeXD+myzDgzTuFna7T2IJjgGlZ50rRlbOGkHnOBxtvMDJ+jks4zn2wxVOVKdwsSFqi6M5MPYYONZRuVOElO7tZYuoy6E/558x3ZcvRtCcxJUJoMv0JCWlOGZnNqeMFe/ikPaoMlwjpnS0ZTREws5vP2s6+iGa0553BkYhj+MjaXjpQgsFP1nGlodtOow7m0bnVVa38ilosUcJ11l5KPYredGGozRvCSzjhJks7TySzqBKVBMIQRjSwfI5QoqBW4UKWPsrk2cnsNjN+NSVD/PCU1+z4U6//OxPfs1X8vufvY9L+wtObk24L+6nsY2hiTLopejwuzQBiYL2BraGuYNK6boIzvD/GC3StA8CSaX2cjehksgVBXGBLYEH221OuAXn+y3jIiQmDsLeFkPSeHEhRZMrRnlQ0dNhEdNRSX3PnneXlGg9gQUVM2mH6KuILRo1rrP0ZAKdumFxy6GEOHLDgaU7RjX1xlYrKix9kwToeelZRo+o0qcUwdrZ/MCg6jiMEQxNW86vxn6U91hnc9Ii3HQEAscekzfnJTk73tLBvYRB1MfSS21xo1NLk/TEJHwSiWnsyIqtTsZetA5w2atire4xtd5cl/V+l491MOyXBZtJwKUvDljvr3Fl9FivQwbhxuS/8tjV86U70B4JF1DdJ+79DM7fBu5WxB9ULLtWU1UId6PhHpj/OysM94G2mMvWHnX4sT0ObBOYdS1JtQfOo5q+Qwcph9Cyf6S5kXjAQbwA7gTavh8N9z+k9/HYHmUbXeVH95qPY/vgBz/IW9/6Vj760Y8eWGwWkY2UXNdiNwSAAcxmM972trfxtre97UZPcWxfgrYI95vMbrybKReTE2lQTVxx3UbLvDDGGRFX4ppMAj0Au0Be1WuHPWStZyoti/4PIE2sANr4AB994Dup3GlOTF7Ozdt/lFPT1wzKkYfZdvMMnnP2e/jY/f/3wYU52sbp4lgy3ktOq8kRGyPHlx8c0QxRKYJLK7pl/nUe+0zNybZnZ1dFCGqRG8bHJUUUx9jOExfZ8Uub1EXSfo5ePUutWGqFkvmrzHmeVJbaoAhnqwULrSwVUmv2Q80iBJaxYhmgdza5rxub8DrJTrSg0SbHmS8sRKFvevres/SRPgb64AmNI/SeUAO9GCg2UaQTYmu4kPSCTg3AUW+AmPSC1qYkprUgQfEtaONwveK6iPaKdBHXpOluVAjGCyZ9MC4w11vj+LiaEulzo7mx7DAQDK4OjuWBeT2izLlV8C2T4PemAinpb3EON+/MG/SO6B1UHt1zpgZZO1N3rBxx36G1ECpro1BD2Be0SimRHkItxF0DumLFsC1U0cpqiF6hjswTJ5irI3NnDuQVF5jUPbOmpakClQ90EqmcUmtIypCBgB8xxKhU0lPHgBdLfzQi/J5KAlVS4DOOMKVLb7RPbpip8xVE5+l982ojjtvQcUeaY+ElZ7+Ds5Nn8ZnFbxO0pw0P0iXQXuktfTP1BUnnz3167Ox92mNOFz9PJQ2z+snE+Hkqt0MfLxO1RfDIEC3ZoxrwbgsRj2NG7UAJLMODKP1Knb3AlrTFOGBgdo7OjCp0VINiXC2Bhj5FuJhYgyuAJpABNAuaxgv1iWnQ3rtKIyJxUGvsqcwRFRs1jA3NRvUyxaoE5q3vO/qU11ZGa7n0DL0c1J/LGAnDuTO4Nja8YECx05L028azbs15X3Pl7bwCTRrXTldzTrOgx0jLr/RTLsUtOvWJk6gEGLKTn6JcJMfRrn0BVrq/MvXbTNwJLnT38kSx5z71Fr77zV/Dj73j1zl/ZT8pQ/YGqpcIQ7aEKcvSoUtbDFn0HqkV3wRC9PgqUFWB2geiOPZDjSB8bndiHIQ+0rieiQ9c7rbYqVpOVgsuxS12/JJtvzAeL2eRq61WLNQzkcjMLZlKS+MCNSE5mPkdGGHU2iln3NyqrGPqXF6uCmqKtT2ORQbW0re6xyeN6bEPRmSImrVUzCxsIzixaLNIz8zZUlbjekuPJG4gkS8bk4HnLvfNMT448+ANMPRwZHcgUkyHuYjNZ1LfS/OVXiu64nwBT6822lXSUycC/wltGtMNsrZIs6yZKWiOHE/Rbg6lVRsfokQcppA9MBLIyC0W07pRwJiwujQPrNO/ivyJ1fwFSu1RziTzPG4VDBzbIoNkmhZdOLDYIsO/HvSzdlz3XsKFj4CcRiZfjZu+AepXIHJtiTaqc1i+Nyk9fgTiRWBd4fHGHL1je3RsXcFxXX10vay0XG6glxKIhOHNLK6hObp9/XhwaeHQxSVUt0A8j8b7jgGwY/uStu/8zu/kOc95Dj/xEz/Bbbfddu0UNFexawbAfu7nfu6aT/qmN73phipzbI9vU1Xmy49Q6b1o1AR6ZddlE/Bl04i8QpqdqJXIB2WjA5v3WI/qGAf+1eE/xF1inHMx/hqXl7/FyckrePqZv0rtzxx5TycnL2Ra3U4XLhO4jBIPQcNTiL8wTszWLEt2ZwczK0GVTlMGoyjvK6+SK8OEeLjqUOYIaSJvjnCGB0bncZK4RGxpyAh3836tOuZxUoBl9myqIq1CsQiv3TClV+FKP2WpNW1w7IcJITr6BLwJJFn3vHprfGBtUoTM+/XRMe9qQhC64AnBE/tMhC+WCtkLBMEtBQmCdOB6wQXwCyAYCOZ6S4n0Swz4Wiq+t99dG3FBkWU0FciYJvOqyLK3FMkQoO0NXYt6kAss/12WHZHaduS24dnKwZ8D6X0CvySFO4ClQOZynzjAKo86l8jxKyO2n1SoFwO/ameKkFNHdGIgVmOk+HFiEXTqVxUh1YPWEGpQp8QJ4BTq9M+ZMyo+9bYI4iLb05a66ml8MA4wiUwri2SoXKRJEQ2kvlARmLiAFIpmtQQmrjNgKwGobgBdRkJyj4Fp2XJAiWpa7xTrS7WGISVnaHY8jd+mdjvcMnshAJfaj9OG82kMGUeh7PQ42czzVDxwhECM9+GAxr+AO068iXv3fp697lP04QpRF8QE4AseL1s0/iZOT17G7dvfwl0P/D/o4h5jIvRQYczfHNOZrU8x9K15NHJ8j5F+S6mMiaVIlbEhZb/sNZ2Pccw2lc0SPrJzZFArK+Jm900R2pTsXg0RKSbikaPKcgRKZg/KCx/5fdjUoqt/w0GozACoqDDWTlbOsH6W8luThUdiij1expp72lMWhSOBxqURO/HYdTqmho51zxxk6xVb/bNOnHBBn1iO6que9zT+X3/mG/lf//3v8Yuf+gR70h+6rwQbItQLcWoCHH5qXGCVD9SNjSuTuqfyMQ2zFnE0rXoqZ+DQVtVSSeCWyR5bvmXmW874fRPkSMqznXp2o6U2nvX7TKWjkp6J9BhEXaXobOPsQu19OSDukMaGkNWbFfsWU8j+6Chuk60UYMjAWblfXoByKCf8nKn0VNIzky5F14chhfOwsUkVlpRCDWZ5HmLzlYN8fZuXKtf3SnUt+ndM8xAFJgn4qujZdssBRMyLYo0EcuTmAMFJnm2M6o/5G2DcYmZZoCKDX1LUqUPo0nPblpFDzAvp2zEK1Ayk92kymctKEKEcQ0Yi/AKsGI7dQKI/nEQhXgb20MUvEpbvRSavw534HkSOzozRcC96+W9B+wfAPug+cHgfOrbHn5VpjEctpx+1j/ECByKbGb+MC+yw80KgJ2qPZxeXHawn2LfoS98OzmgenWs+fu3Tn/40/+bf/Bue9axnPaznvWYA7M1vfvPK35K4HtbLgBsORzu2x7c9sPdz7Le/lQbpkbXqMPArgzKOdTWx0a5lbaxceT34UZCVX6Pu4znJpcVv8Knz/2+eddOP4N32oef2so13JxAqom6zDF9MYEUpM72aKKAbxgqnm8CveuVjFXUD+JWvcAj4lSfPBn7VK6BWOa21iWgYwLZMYhtStMN+nA4T7rQOuwZ+QaeOK2FKUGG3nw6KkAZ+CSHm9EqlSY5JSNeLKiyDHxQiLfoL5m1tUWC9J0SPRtbALwdRV8Av3wtEA78kkMowouQlEIwHzHfWSH5pUVzSRnxnqZjr4JfGiDya4Fcpu7cOfqka4JX3yeBX5Yuy5AbU1bCPJkXIOKnAizmQtbOU06mBYLFKoBcp7bEEv8TAr5UylDhR8x4yAMYIflngjaXNntxeUlcGNjWVvenTKqS0FzXwq3ApKgkJJB3BryqBXwZ0JUdJNZFZl8qQI/hVun/j2jyQ0nk7PKjx5ngxgGaruoXazRBxNG6H+/ffz/37v44SkotlvXkd/FoH3DebQXFXlh9Edr6Rl93+j7i4+G0utx9l2d/Por8H7yZM/VOZVDdzdvpVzOqn8NFz/y193E+9LW6cyGaHcxX8IoFfljY1c90AfmXwex38Kh3XXt0w7qyAXyttO4JfFOBXHvcCFn1moKY9z0CKQNUcjbsKflUShpRCirpZ/ZR1pzwDf5tsNcJlFbw8DPyKQxuMgGIbHV9sT9NFz8T1CQDcDH7VCfxaH5fXrQQy98N5JpzipubJh+7/5WrPveNWfvBPv45Tv77FP/2dD7MlFQ/s7VmfEuiHFF3QWg38EgO/XKU4MfALdAC/YkwwhCizqqPyBgpt1R0O5ZbJLltVR0PH2WoPSYCrl8giVuzrBFBu8ntM07gzMQWV9D47G2skDu/YumZhttwfV8EvW4JaBb/SKLUCfulw7Ah+xYH4/YSfW79WHcCvnFJoV9hs6+DX+iLctYNfG87NOIbk/h3TPCQrXDYpcnLbLRO316jem8GvEYw+CH5B5mgbwS8lA1kj+FXWqUXoMf3xLRn5wHy6qXXwq3ySoqTItNGuCn4Nx8qQOn0QtreVhJxui+6DnEQXv0Qk4E78PxHZ7G5pOIde+iHoPwGugjAvzntsXwp2reDXkedI4NemqK+8/eokLSnhX/fR8AUq2QZ34obqc2zH9nix173udfzu7/7uYweAxTh2vV/5lV/hr/yVv8KP/MiP8OpXvxoR4f3vfz9/7a/9NX7kR37kYa3gsT0+bNF/gc9f+id4mRHYSysUB1cMYZwc1Gk6GVHqDfsNE5tr8zoPMcUC/gOoR4l04X6m9Vewu/wd7tv9Vzz55HceerSI5/T0a3hg799Su1vo4gOQUw4TCJbdn80A3Hgfme9DlRQpMbrZ2Qk76i4ORkPYFFBV6ZIMe47qKCexFVkdajw+iksE9rAfJ8OEO09FvaxFoCjshSkRoY0Vc60R1MpS+sSgbuXKiI4EtkU3vA+2yq0susYiQ1Tooykb9sva0jEiowrk0iFRDAjrbaW8WjKQqyV/ZSiTCL6zT33VJRXImNIfGdM4CNHAL1Wk6xNoJQxcb8WYNgBa8epTjGuydfALRvCrVIHMQJcv1rhzWVKBVEDrChRi7Q38IilCArEx8MvArOTwN+YZ2O/pFmtIWJFFfClok8AvVZhYG7g6roBfAFvTJVUViBG2p7Yy3bgwkE9P/Mh5l1f6J87285KjPDU5oaZwNipDHiRU3gR+ZctArmGcIwhWIzgxyGXmTzMPF3j6zteidHz8wj9MNTPoJveufPZrB78Ee8MrvEz51KWf5Mz0ZZydfRVnZ1916FFf3P13nJv/eyp3hj4erlqb+7dNdg1K6vD0VAjB2k90AP+0AGrG9rFIKZL7mcedHIdRcmnlOzbnMw7nGx3C1FVTIlNOaYzpGuPImMYVxoi0Efw66C5uBr+OWjVfZQDLtumIvFepApnFQx7oTtJqxUS6Ifotg5+haKsqtUFJmH6U5fRx1ciiv8RX7Lzsqsd8udo3Pe/Z/Ls//DjT2qJVL+zNqSrHrrYgQpRo4Bc21jivaFSamfV5S60ewS+A2pvio0bYnhiQdbKas+U7YoSbJnsDYOIl0kdhrhMUOOGWTF1HUGHHtYimqMD0dlcF0HkY+DUCV6N4RAlNjd/v8djh+80oeDPuN84GZtIxlZ6gwkm3TCq6Ji4SORz8AruPEvyC3L/G1MtVu3bwq1TKzCBflyK/PJFajDtwxy0H8RPvbExqEoAOI/iVxQWgGOeL6LZV8Ivh2Lwd8lhkI/lUxu1JB4aqgB82KT4O3H+Flfuz4ff1Yze3n4I4LGprCtpBfBD8HejyV9Hm5cj0mzcfuf9Pof84uLMQPlXc6TEA9qVgN0pgP86WzExv+qGAX2Z2Rk+M90PzCsQ/47rrdmyPoR3maD7S13wc24//+I/z1re+lY985CO86EUvoq5XEYUbzTq8IQ6w7/me7+Ef/aN/xGtf+9qh7A1veANbW1v8uT/35/joRz96Q5U5tsevndt/F328TONuQ3kwla5AKGs2qiC5NBVZX3W7HruW6YDS42SGakuM+4hMOLf/i9y285/h3fTQ427aegPn9n8RCHg5Qa8Xsa5haRLXPmG0PUsZct0wQT4wJdWD9zYCZjqk7qBKSF22jKWoh8gbGY7tE89GTj4VRkbicqqeyzr1BHWIKvNYQ464SGWdmmvrxVZxbTXcjs38RIIS035RjXfIidKGKg3qgkZnjntIUThRjQhZFB/SdCBa5BcOXJtqqOCirbBWnTWYkPYTcF20yAInSJ8m3l1YBbYE493KjT1s0+JB6Oq2jQ/7Km/ipvz0TcqQGegatiu4oiyJB2idgDBVjERKkwpkatbKzhcbMeJghUTHNCpD5jIFbXKZDmVkFcioSJ3TjtL7Isqk6VE1R9Sef1KGRIyoOTlA+TYrCUPaWlZyrIuyOjl5edXeVCBjuu2D7+dhFpEEzRhA6zTQ+J3kcFU8/cTXcf/++1iEB5n425iH8+msI6R9XWqHkntaZOpvYRHv5779X+PpJ/+zQw9Rjdy7+4uAULsZfSzvbbzy6HTaFcyJVbpoD8nSutKrc0AlbmwrLY4Nuq5eNyZtFTUcokEtmiIpdQ5bZZiq+5WzlOddBRKrAZS7npH+8H3LlDE9Yu9xMWIcaTMkt4yeeWyoCEMWMozvWkicX+X4eBQod/DaAgkePFGduubjvtzs2TffxItuv5Xf/vwXOb015eL+whZQc1PWDGONS2NNVSnilBihruLAWWWmiQxeaHw/qEWerFsU2PKdgV4qbLseVOioyWIwW65F1cQ3nCih+LYO77iWfe+glX2qTyz+wwgyfAuLvrzhfOV+Jdg/c5YyXaW0zaAwlUzXfnivUB2VoseWGt/ZzbONa7f1/l0CyRng8mmeF1P7Qk5HHFV+S1gwQWkrQBhp/9VrjwrBpfWDe68Mny4Zz5UjvrKoSXlWJ/k+RpOV3+VA2fq2oy23V4fIFDTxNxDR+c+jkzceFEkJD8LyPRalo1dgUEFvWX2qx/alYDca/WXz7VLS5cZt7Hk9QU5eMwfdsR3b49Xe//738773vY9f/MVfPLDtoZDg31DP+OQnP8mpUwcneKdOneIzn/nMDVXk2B6/FnXJg3u/iJMJre6SXa5VKsbschjLTEVMDpiBCkHz5CwTjpbHPzTIW4f/9aA9irLs78fJNsvuXi4tjpan3m5eyKnpV9HF81TuDCIVFiWS1yTHO1y3coqi6e56cpRFnjJmgCo7n7Eoj0VbxOGfwlAWVChbTVLyUU7sgTSpz//Iq5xKH2WI7kiJicnZTXuoOROLWGHrT0buW0tHiAYoeG/34empE3dK2fohjhPLqKbi2ccEuqXn71wgBrHwLbW0N1zABUHFIk9UleAiEpQoOcIHgjOga2iBaGVEHVsvqpWhpn6ouUzQaEHlWVVKhauAWA/DhDODaSWgFkKa3cSxPMYRECvLTLITjYlTK0TjAQsR7ZPiZoioA40KfUSd/RRRO0eKiKM30JIImqLp6EfMjV4t/TGCVDqWJ5vUPS45p00VQKF25hJaBFdWbV11WE3BcXQLmrSfF4boJVc4TaT9rg08kQO/dynCb+pPMQ8XuG36Im6ZvIAv7v6yucK6SM2sRI2Ge6Zmj+VPjhiRivem1ys4Gu7d+z+I2m3aG4BLy7vY6z5N7c7QhcvDna5foRxDct+3nmd9yvpecm81qb+qEqKBNyHx/gUd6QnyeJFhqxzbOqSvq1qKUzShUbDnHNP5gmbwKY9Z40hFGuNL1rJhbMtjftGmw/hUlg3/ZOUZrP+e2QbLcXJ9/Mz3tPKN0bF0r7ewxzolh2cJEdTGsC46cnfLixLj+0JqFxnGWi32Y6hFpHYT7t7/yKHvw5e7iQh/6iUvZlZXLELP9qSmi+P3KzYpoS5xDaJKVdl4UXl7Py3l3to8R5m2vYkh9BEmEtCoLHpPTccyeqJaiusyOOaxRlWZ0CNRadO3rA8mKtFHE2iJ+dmnMhPtlaKb5145wj/5W+iGpNwcOzgkL6d+tvrtL1i0hr5SS8BppEv1szo5ehX6aAtJ45g0zpksEk1WmATHbZBHknGciSt1WLf1mdig8qqQ4SpbVEv9W0zCo5Y+jT9Wzz6S+lPRd1fGWDtnUJtF2r1ZfbLmtRZlY+vZdtvHwK/y3CFVPGpMvdAIxDU9u/y/sDZW5O12rXHPuHKUVWytZP2tTzXNH9pU4/4B0B20/QO0fR8xPEjs77ef4QF0/nPQX7Aw7ZAXlgPjKPYwzEWO7RG1a10+00P+V26z3w+adSst5i7p3dZITOUjJZEgtAgTYvgsMV546Dd5bMf2GNrb3/52vv3bv5177rmHGOPKv4dCuXVDEWCveMUr+J7v+R5++qd/mic96UkA3HvvvXzf930fr3zlK2+4Msf2+LQ2PEgbziN42v4+KtrCyZAh3qm0gBEml2uIoja5tSiiTcH54wC+brKy37rpsE9gjk2ROubdxwC458pPM6mewlb93I3qESLCnWf+Mn28zO7yQ1Rymp4LRM1074d/4vLZSq6KSrpxdRibQAZxQ6RUng4PfF0DYMXwexBNHzmH9x1ZXWpL22HanTnFukJXMxNPz1Kq2Y4zLaqIEKPx+Cy1sogvXNJmgqkLTDElyLPVPq165mFOq55Wa3MsYs081HQxEVEnmXcRc1JEoantrdiue+Mri55u2tJFT9tXdIkPrOs9MThiH4i9g87RzwSCEHugF3yn9FuC6yG0RoDveqHbtjLXOVwf8R24LW8k+JkUv4/I1CPRIsEkKPQ90iUkrc9cYNGUF5WCDyx5XkDyiEZveHjlCg/4MMvvWhkaFdU8bAS6Ps2XEwjmHKPMlalPivdWdxGcN74vvKOaO9Q7tPZGhl8nFcjMC+aE2Aj9LmiV+L48RpC/l8pqgSpFjV1yRox/IqBnImXOsvcJpBKL5opKoZx4cKW9jATKEV5ZpluhiEAaj3XF0XJEfxuan1XwOcdaTPxJurjPzZPn8qpb/wLQs9d9DmjY6++nT7pjucbZSbTogRFcOlyYg9xDmff3M/W3sOzPsQznmFW3b9x/v7ubqB0h7qfo0nG8Ks2XbSOmAaUiTN2oGBfV+nun9Uosl9dIJQZVVTJumQw8fzGN2QZs9VqxiFUi1Ve81AhQRVPWrAk0rkvjWhwiObJldsOSDzGnXQUcC5rhHjU9pPzMhloXznX5Bcn3lMsco8LuavRqGluH5zKWOxJwhQzXu7m5ws1cIarxGu3GKRfDjN1+OvAlGvhq40FQR5sUN3OLVhJTemT6pmUOu/T3pJqy7U/xwPJunsj2qqc9le/6qlfyP/2fH6BuPD442hhtGEwPSlzxvRdNQ63j0v7UUqQTsebuYkrsHZOmZzlZDgIcD7TbTHzgi+1pJi4ycy0T17PlW7arJY0EFjQ8EG0eclm3GEjYNUO6FjNUJw7NJi0QeQIVY5/yzkCrCh1UVk0JUYZI6Xy+Pjpareiy5vOwTYr9jBogIpyPO4BwIe7giUxdO6hUTjCl3Cz0oYiR9K/xiY7AtqyMr2Vs2mpEWBmRP46+Zb8qzw2W8q7pvrMy7fmUS19LoJHO+kdKjq404iUMaalObW4iSdEy4myRUHWA6Acy/HK8kLFm2WHp0j/BFj4yB5gDKlW85IjV8Q5Xvzqrs7r8e44ztd9zG4x7Og5Q4HOQFl+BRfr9PESLOubCn09lHobWT7BevL+o4bF9KdnVor42zWbW1SEFoSkmXRmYDRrpUTqNZG35wa9IU8UaRyWZesKOFiL4WyHO0fAFcGce+o0e26Njm9coHvlrPo7t3LlzfO/3fi+33Xbbw3reGwLAfvInf5K3vOUt3HnnnTztaU8D4O677+Y5z3kO73jHOx7O+h3b48D6cIkuPEDUJUH7BJPkdJhySjWSr2ZOCin2cRi3z6bA7tX4kdK9Hffd1EddsU1X9obM4XVl+dt8/IG/yNmtb+SO09+Nk8mB81TuJM+66Uf4wuV/woX9d6GhBd1FD1HiOSp0sry/flAtK8CtlSQAQBRlValMVRJPyRjfr2rcYnnyu976mQsMRv6d7DgHFfZ1Sp9k2y01Ktd2VOALKlwKM7ro6LSiVU8XPVf6KV20NElblTZy7fykfHHjxhXiaYMnqJgKZHR0vafvvWFOXWURYZ2D1kEQpDMifNeB6wRJKpAGahkXmATjApNecT1ULRCNFF+CpnJTgXRtRGJE+ghdsN+7BG7l8ILy9wx+5Z/5ZjaBX1fjCtuom56fZXp7nBsVHzMvmBMGVcicIpn2UydQe1SEOPFGjF8JMZc1iRi/EsJEiE4IjaAVRo6fUh/DxACwwRFVkE7M7w8e3XXEk4F4kwF02eFbvZ/RVbo2O3x1c8PJr+O8eX+bVDZuhzt3XsNXnv0zTPwJlv059sN5urhP0E19WYtxLDnHR12p2Bh0n3n/BZxM6cLlQwGwef95uvBgWjY4PM2hbNGxRmlMULG+qNUAZMHI/yes8u6M5y8Bd4ss2Y02DvjimNz/J9KPIgUD6HS0lcBXHpcyQ1K+l9zORUsO9VpvgxL4cuWzWbtunyj7c8rV0HaagbERIMhtYaqVns+3Z9iPkyQQYBxKJ/ySSgK9evbjZFCdtG9dNDVTxhg088vN/VUxJ3zqTiB4+thepdW+/O1bX/h8Ts9m/NQHP8SH7vkii65n7RWwNhQ14RQVE9iorY8s25q+99RVz5kTe6YQ6QPeGci7Xbd4iWz7lok3ZcezzZ4BWCndURgVCQfwVBkEHabS0STxh4kzYv0mqSm7BIBZxFEc0o6zsEJWi4zp3Y8qppqs1dDfcr8YaAHSfiUIlt/sLbdkS1q8BLacpXXWmMqiJdZV6dhxybEicyXmmPMiBVLG+x1hLNL+6QGsOOIc6PHlvKVcrOvS/KEW4yV0RBpCIu8fRTTqTIxfjDFeVueEZZln7MtuZSzO40UJpJOuMapAZiAgp0Dav/S72mLd+ryT9f2G30YQzBVl47FF2bDpqO9Wt/aztMe5B3psG+1qS3Xr2w8Dy9YjEg38UhbakxUh83cs94EGRyPj0mKGx2xMBYn3AhUxPIjfRMJ8bMf2JWJ/4k/8Cd797nfzzGc+82E97w0BYM961rO46667eOc738nHPvYxVJUXvOAFvP71r98YYXNsX7oW4oLPXfr/EXWfkMCTTM+8qse1Dn6VblwKW3dlwH75nqxCXlKU2Brm1cGvo0y1RYk8uPfvCDrn6Wf+Kk4OfhG82+Fpp7+X2098Oxfmv8qVxe+xu/wAy/7TCBWBJZAFzY82iyPwQxIEhZM4xjCMDu4IfhkBdr+2X5YeD8PkebX1bbXaJspVKs9xCkGFvTi155ccvhyLk+/HAb0Kl8IWfXR06obrXe5mlh6S6qHKAH4V1O2DddGnlBQxFUh19L0BYKrQtZVxvHRi4FcE14o5k72BX2TwK2Ck9z1ohGphfxv4pQZ+LQ2kkmBE+GgCv1QtJbA1Iny6AtyKKU0hjGmaDwv4Vao/Zssgl8JAPpRVICnKSkDsUPALA78qZ6BXbT0tNgkMcxAmjihqUV81REngFwX4lTrOOhgtvaBO8RcrJArhli7x8axGBeSyTfCIFlvGlpND9j7s6MMtn8MNUTk1lTTUbsI3PeVHONU8FYCoPX948X+mDbsFPLJ6rQH8ktXx7NrM+lvQfT556cd5yc1/C+9WwfW99lPcs/vvUFqO+tweBn5llcVlAr9Ioy+wAngfBX4NCVoKV8KMgKOmHyIr8jkm0lm0mY5qnEfZCG6VCo2sjI8l+LUJlFs/XyzO4da+IaUTkMdWtzYS5muuq+1mgKBX4e7lWeYJDY4D+LWgksgyepZaF2O1gV+N61fqX9YnAl6tn13qLnGyOsGp5tartN4Tw77uK57OVz/9afzIu9/Dv/mD38c74bzsAxlcUMRZyq2TQNMYoLNY1ITgaaqe0zv7OIlULlI5A2Z36iUiypZvmXqLkrqp2TNxlySwgSpVUpfN3ziLt7ExcyYtjdjX1MQ5LCUxc2pmYNmimnJy8gh+BUzYJffRhdZJrMbcUHuHMtDFGvjlUnquvaHbbsGWaxHVAfyqEvhlc4k6AWg5as1oJuAgWJ57XX5HdQ310dQipZV9byjTso/KcE+tVijCRFqmzsRlGjfqXWaKhSymkcEv0IHf0RbNrKVyWQlkZ/Brk+OfF9yUEfxyQC0lWJVrPS6OrC86lF+wUS1yA/g1gAysnHcFzCg3HtsTxo6KV38o4FdUZa4dkcwXKGl7CX5ljmBdOx+oxqTKuqDf+8dUzcsQd+qh3eyxPTp2LU7tI3HNx7E95znP4Qd+4Ad43/vex4tf/OIDJPhvf/vbb+i8NwSAAYgI3/RN38Q3fdM33egpju1LwO7d/RdcWX4YYYsOk2fOE47ymz8mhYwr/eMkzCZIm8Evir1WJyV5PeMw8Otok5Xf+vAgTfU0Lsx/le3mBdy283879MjG38xtO3+K23b+FPvtx/nEA/8NTqYs+gcJet+RHz0YHbTRbTtEJp1xgjms4KYJ9cp+mtWX8r6rrZ/TnrRwNAedO4V5nAzO3Ah+jYCEYJl3V8J0IIJu1ThUrvQz4/4QJUSfwC+7ysaojCi0SfFx2Rv4pRG6vjJnoauwMCSgTQS+nQOVFLXlQMG3Bn6hjCqQrYFfRDXwS8FlQvykAglYBJgqGiK+s8BxCQkQyxFf6EHwC0awqyT3GR7sDYBfuawEvwZATKFKQ3AGv1QhD+4pIkxRqCsQjBC/SiqBUzs21gZ+qSph6lBRYi2pDGLSf4hNAr9i0TvyAraSuNEMgIwTRS57ZBbpGs9MASxSo/KBEN2gRhmQgQg5Wy5T04VP+zkqCSv7RRVLq0RSxKgMZavOil3LpdgiLxVeKiKRM80dLONl7th6+QB+AXxh953cs/ceKtmh1UusP1BfvL+btd822MpOgtJTyQ4XFx/mc1f+V55+6s8U99bz8fN/h6j7jKIam0+5+vcIfhmYYymLI/gluAR+KcpExsikdXXHclzZi1sEnCX7rYBflmI4GcCvcuQ6vBmG9EXdBDiN28tRL++xCV4bybvHRYbVEdOsTxEwcsBlZxhn1+uSgYH721PM4wSvPQtMJXDbLamScmCrdaqLufNCLL5dq3Uu/wqYGEPQwOX+Mv/R7EWHtNwTzyrneNMLnsd7P/sZdiYNPggXw5zaVXSuNx4wlEltb0DbeULwOImc2p4PirGVN76bk5MWEZi4npk3cQ4Dv8wVrCVSqstmcMXiL61P1fQ0qf/MXD+8cwY4jX3KoSvgF4zRlBTf6h6XAOpIHGD1BL3peN38Lhr4Za5tIy1briMq7PjO+p9GGpfBr6o4n0GuOSV4hIhX+1S5rSxYKUu2EYzWcm4yziVy5FdFn8ByaCTPLuKgSFvJOFtZFzfJgKQWZcK4cJejcFfnl+M4mZlZM/gFI/hVAl2+ALKG8SedtLzbVeJ8GY5dLzsU/CobUso/4Bq+KMf2ZWjXC37Z72lJbYj80uFLZvOn8b1uRDh4ldUrRu3wskXsP027+4+ZnPz+h3hXx3Zsj439+I//ODs7O7znPe/hPe95z8o2EXl0AbC/+Tf/5pHb//pf/+s3VJlje3xZiPs8sPcLODdBNKBhPkwKy4F31dkZ4azslF2Pqtv12LUB5YLIhKhLoEXwPLj377hl+80bo8DWbVY/m53JS7i8+ACVa4wmatNVi+XFcUV2XOHNK6gH3WwZor8O229Ml9Bhcj3e+ejEljxLZWRGj8MRB+eudOby1TocvXockYU2gwPexQonkS4mWDNhNML6GrJZ3k8R+mgqkIswTG2JIbnonR9uQYKAqKU92iwA1wNZBbIoK1UgVdUAMcmgVyoLCeIbAC6LDrPGTIAX+SdroNfas12P/jrKNkW/ugR+bVKBzGmPqiP4lSO/VC1KTBUq209VDQBT0FwWFa3tWK0FLcsgE0sZ735tt70CfhWv4wCCxfH9cpc83Y4nzBzeR9rgqXyk1wxeQR88virdKqGPHu8ToXDar42VObG5bNiWKWDt/TX10HK9X4atY7N6ogZqN8NRITieffJri0cV+FxSXqz8Nm1/cfVRDbdvgM/Vx5HiwJU/It7NcNJwz94vcceJP4F3MwAuLn6Hve5TNO522nCJEXjefDUVBnBwGENU6WI99J/c90vFNVeced1GZVo/9O/RER2PGSOcLKrqmsDAZGXa43AvBfy0PvZvuvty+7q+ZFmXcWwblfRKSDoWX6D1Nmij53LYwhMGUMERaCQUiwxYX0rnqAtw8TAregtOhEDk7OQpRxzxxLOvvP12nn3TTXz0gQe4aWubi2FBHFjPMaGVxAPW9zYtnTY93kVChCYR5zc+Jh5CZeoNUJ76jtoFOhWmLhqIz9i/x3Tc3H8iE7FjfdoeGfnyRmVVpRpSvdO7WwCsFN/lNtbDCJX7bSwg9rKMoW5Wl5nrII1DVVKBnKXxLxbJvbHoZyMwtDqXGP97lG3a4/CjxntguMfG5VRuq3fEeCFzu+VltlHQZFy2K3Vpc0uWKcwHIzrHv8tZUt4vi4qWx5ajwOEj7vpMbBXoAnOu1o+9YaW/Y3tC2jW9L2ICDmAgWGAEv7Ll97CWcU505AmJqExw7gRx+ato+A7E33JD93Bsx/ZY2qc//elH5Lw3BID923/7b1f+7rqOT3/601RVxTOf+cxjAOzLxC7Mf522v5/a30IXLyLF5OugU2K/lc7Y4GCyOok8ytbPuyne5vqnH0Yy3oVzTKqnsejv5vLiA5yeffVVjxQRbt5+C7vL36XtH+Bq0V8AmeXMPkEjiHWwVusfNx0itVbOV/B1rbe+MDrAmbPHps7Z6Uurx8PEvQTlxrMtgk3go1p6o0PZ7euBkz2qJQRY6mOeKq7djxpxtKAs0/k0KiHYemrf2+RfI9A7W4ltJTeGpd+JpTvm00sSGPQ9A8DlExDmchkJ9BKMCJ8EhPURFRmBMDQRzqfKKmyM6jos+utaCO8PKxv4v2QVAMvgV1kGQ5mqQpUSPiprM42KVhZRp5UMQFio09OsrX00puiv5CUUYqKbreh8rhNio8jSwcKxmDZsby0tFTaBVm3wTCvjBGxUcEXEV6+ORgUR45VzovQqAxgWVExZUkenKiqDM1UCY0UjmtOUOdRE2PKn2A/nuHn6TJ669ZXDnucWv8uV7rM07hT7/RdZd4PckJh8MNrgKFMtH6sdFXTBrHoSi3A/D85/g9u2vwGA+/Z+CdUeXFZPXK3DZsdsdbzI6XySxgar+zjOjg5mWf9VhxWUZQLRyhHEDyCacR2pju2yer4N7VC0R1wbD8p7cgfu+jAA7OCYtOn6YxRtPHheHUs3AWaXg0XA1drRJ5L+iQuIWDBoFgTR4hp+DQA5qi2MCypSuZovLD7J8069+tBjnmgmIvyJF76Av/2e96IdbLmafZmnrTlVEUL0xCiIRKaN8aj5Ijh24i1aq3ExgUXCjjehFwcGoinUKyId9vvImzWCNpMUZuxhAMJHcHnksiv747i4lPuqpf864go4lt+7Mk6xBLOsLpEai4rdSsI1Y0R3IZRTgLK5j5agcVzrP6u/DVUqUtdHOxjHXfTv4hphoD3QYbzIHF8wgl6+OHqcm4zzwWH8KcoOA67KulBsKygs8UPqY3nsQTBr5eby53jYrxw9y3TI1bpcH/i1PiIf27FttlGtGDoNK7N0yMyh9h5V1+CD5LdWdQmcQOM99Mtfod76zx7mmh/bw295VvpoX/OJZzcEgH3oQx86UHb58mW+4zu+g7e85S0PuVLH9viw/e4TqEY63SOwZyAGDCub4/Rv5H0p1/vyIB7VIxqpRHFp2niYytr6sH41svnyNKu+/bj2F7VFqInMEalAI/vdx68JAAM4NXstt534z7n7wn9LDphfj4GTXCGgTjLWhqOEobI5kiuni2YVKBU7Jqc7ldsVwbuQHO88oRa6pOQYcSx07MZaqEwK5uTuyD6VKiJ7kBzqEB0tFZ2aO3223sNxJZ3DnvF+U9PGiqXWLGNFUOP26tQz700Rss3E+FgK0E5tzsh23ZnqpDq62ZI+eJa9Sc33vafb6onBEVpnKpC9o92KB8nwe0F6iwRzHUgQulOpLBHh235J8TEY8FXtB5o+JNJ7LdCG9Nxi+ukS2XwZjaU6KkKGMKZMqh9BsE1RY/lnmQqp6T3U/HYK9An06vt0TZfQH2fqlE6sTlERL5DBPVV0z7SvXBtRJ+h2BY0zXn0nEJXYyFANTZ6FuuHq5Wt7uKWoPFGQpWPZ1ngfmU065m3NVtMRELrgaKpIGysjTxeL6hIRFqFi6jskOapeYB5qZr7Di9BHoXLWHHVySCVHlakvom/K2AqHw6K/tqpTdDrndPMkvvaWP8/F5Sf43O67uX/+YXa7zyTQ/l4c3dhHMSe5TJOLOrp5OvwzpyyrwCU39EAbCg7iLiHuEWPkSvcJbuMbUFUuLz9iqdPhfgLdkc09ADWG6FIlfTkVmPgu9WlHjJKiuazfLrRZcX5dSkMaIRxz2nbcghOyD2qcgAHPUiuW0RPwXAjbg3MrMnIK1hgp/kgMrslJt+upwLQgdS5BqZwa2eOKraugY+YVzK0rjJN9pdQXNrfUoSk6MHFO6sh/JGtHZMsRPjdXVzjjd9mPUy6Fjv3Q0GrFhX7rwPMQNTDjcjcdeBcVA0ymvrM2HiJexu9d7aZsV6f4wv4njnjaT0x7/TOfyafPX+Bn77qLU25GO1mYkl8Cw20tIoEZQkp5lIHHCyy1ro+OZaw4v9iii57PuLP2zorx3sx8z061YOZbTtQtU9cmsHcEry6H6aCWXEtg5lqCigE7ztKMKiJLTCyilh4nlpZYpTnM8A5rUlbFvqm9pp/ReMI6PCFaP+hxqGZSfOvTe9qgCHthggRopGc3Wp+buo4q6b95NQB4qXUCxRn6RCb+t8E+8476oTdk4CsU/ewA52HxydKir5Le8VoCPveLfos+ffcVSdxpPY0EarE2dZKjvSJeIh5Thcz6tVVShnSidMN9KE7HOM6cDplpK3PfjgKJ+pOFlregVOk9ScHPNvoUg4JHcFqkRYrdo7WnkAUucjq+1SGDbGP64yYwbLVsHVo7ti9H27Qovq7yOPyu2U+yn/l9EoQ6QcjbrmErfbOCBiIGlAfshV+kslZt7mTp2QYoNwKNSPpOOkT3EX0QB8TuDx7JZji2Y/uSsxvmAFu3kydP8jf/5t/kW77lW/j2b//2h+u0x/YY2rz7Iot4gRjO0xHTtCWnnmRi2dXV9lFFaFSBrNIESNBDga9sNzJZuPpaSI8SEK1QNfcq6vwqR63azdv/Cfdc/id04XxyyMdVmtLpyyYY6JKjr3Ikh6YJ1ui4Zb4fi6wZU59GEmYDssxBmGtDp25YdS7XiUounkZMhN2ntgdTvoqYmtxSGyI2qXWJm0jSOXZ1MihALrQhqLCMNb069kPNlW5qQFaOBhMd0kfyPZiTYqv5i76mj54uEeHHKPTLCg0O7cWUIKMgrQFfBniJkd8nInzXY2qQCn6ZyoJxhVlTC+ohOJDKExtHv+3xuz3TL+zmOW7xgMQiq0qwKkYDvPJP1QSUafYK0gu1AfyCMXpr5UUYHfjh90yALwKSwhvqioH8Pm+vjPS+rKNkEC+ABKW+3FHt93Qna9j2a9cef92w8L/ZRtx45TQqMF80CMJ00rHshUnVmcBB7PESWMSaxvVD1IziWMTauKUkpnM75qFm6nsM2zOOmF4dXpRASmESS6etXXY2tWhOpXFTajfl1skzednZb+UjF/4h5xd/SBcvEuOcSJfA9v7AmGKRTsWjIccwDOumSRmuBLzGvr7iiaXp57L7tN1vd4+Vas8ynGMZLmAE+JtHqQEsYpW8urTcz03B1Qi3u4EFaLyDifRUaZzIY0ctxkYY0/gTkDSGGKDdpUl3dogdMXH6RLbdwtohOa9sqNvG10oxp39YFlkFvjKfUo7+yy5EvkZcG9dIDn6OJskqfOvHrrueOjxX228Za+7rT7KMtY1njEIe5dMJKrTRBEDyeFxLGIjykTw0JMU5MeBNEWb+FF4qurjY1DJPaBMR/uwr/mNOTaf87F13cSleph8RCHtWmt+VIhIwR+Ep7HU1e/3Eoo98QJwO4rlOlJun+0xdx3a1ZMcvE1jqiOqH77HDlCNrTMFwJgaQTSSTz8fhfWukN2VKCYkwX8e6IkS1eKwltiDVZ8BLhZY6gUSOLr3d4/c+9+Hx/hvpBxXIbVnSiDm6uc+3Wg3RoHkOVks/KCjmRbNQKE9TzCXi0FdWaRKyrZLeD00+nKdXx1KzCrVBW14CW9LiJDKVdgDJfRoofRpHPSHNNWLaJ80NE2hXSxzmi/kruqoCubbYqQz3mMeVDAC49Hs+Jn8yK5GBF6yEJ0Qz6HqICqTau+sOtE1umUM4wYYWPIbAvtztsMyQdfBrBL5WmOlWzmMpkMZ32KUjIjr8XKixiUbNC1ywJUIt5cKSEhOQTH83QgX9Z1mV6Dm2x6OJMoqsP4rXfCLawwaAAVy8eJFLly49nKc8tsfIdtuP8eDi3xM00CdnZpycmMNROg6rEyodaFt9mvDA1cGvg3b1A8YJ2tVN6WnD/cnBnl1XTbybUbkzONkm6CW68CBC2PAJs3qXpK2DumNyRK0uq+BX6ayVRPiZ6DmqsK8lmf1qqmTQMVVqIqP+ZHaIWyqbiEfPIpFBmaM7TtGiwpU4o1NPFx1zbYgK89DQq2PRV1zqZjYBThEoTiK1iyaomKaPXXS0obJjOwO/QhC6zsr6RWVcYAFTgVRG8CskIvwEfjkLOURSWqRfGvBF0AH8QlYBngwaaRD6kzULt8Ps7itGgp/NJfArlxn5DEPU1zpX2I2AX/mFT5wN5i0X4JezlEbq2jZXFommYIqP+ZhMor/SHdLqsuVd0VxsibXQnqxXd8lv5MZOsmEFu8DrvJrowVY1pa6VWe05M9nijp2TPPXklPPtee5vzzEPuwQ6Jk5xrqNxtmKJBLwIUSOVIzk+gdpmZVQiVNLjpadygAYql9OsQ0pt6fEiNt6I0vgtTlQ38eStF/HME69ly23zm/f/MFe6zyNEoi5S3Q/jbtKhSctmyvtJcnpXoZsNfHdrz8Ou1HF+/l52249zYfFhluEcytEcUmNKVXGNNKiUY0OvRrKd+3KZWOhQpslRz1EZwHAfIYFfUUlqsNlB98N1zYEMifA9csLPqcVA4AxMXYvl+q2OLKvg1yYAyw0T/YPsPdmpLlX41o+9Gvi1Gybc252mj6Zu2w/3Pj55YAD7MzinCI10nKyWuJTOu4omC1HN4XcSmYeLCKepq+k1t9kTyUSE//QlL+aNz3k2/58PvpNfvvf3bdynTdttvxzJPPyuxuG2jDVCTFxgcQC+KgncNrtC43q2XMuJagEJoBo6qtozykDmRDq2XQsamUqHkzxfsT47cQYP275lHxDGaG3Sd3mMAItKWmCyr3cmjs/vYibML8eEiXRJBTJywi2oJCTFZnvfl2rf76xmSfrOu6QSmYGufmVmlssybUEcCOTXx37re5vAr/RNV0erdUrztWs00pl6piqzBH6JKj6JGmTwPYPqXAX8KsfAdRXI0mJR1xL8msr49/q8rE4AVga87dgRtspplBnMUgoS/Q0qkKVdLcZrnb/y2L48bZ0IoPzqRx3/9gn82jQrCER6TLXcgg7GM0VV9jVFSBfg144IleQ+nK9u20LyOjwtbfdhmuVvUk9e9Ujc/rEd25ec3RAA9j/8D//Dyt+qyj333MM//+f/nDe+8Y0PS8WO7bGzPu7yifP/LVHbFGlUMl9sVuYaTQf3bEWdUA5OSq5uD3X1LB8/Tgi78ACVO8l2/dzrOpNIxXbzIi4t/j21u5U+XkA0si5BnK+bWyvLnpeE+NmBWwG/NLGlrYFfHsNiFtqYU6maCJyBlWvYPTYJ/LKJ5Sr4FZJUu21bd1HNOe7UD9cDWAZbxe6jcKmbYU7FKMVeJ9LhDH4FFdpEer/sK/qkHNn2xkEUlt7AL1XobPiRzhkRvipu6UagK6k/+pRh5VsDv1SVugC/hhtQVkCtWDvcMtDv1Cxu3WJ2z+5wgIip7UjeP1iaCSGugl+MPw4lxD8K/CoruA5+qULTjMCYM3Uwmno8ppSwLx6WEdZn9M9+Ts61hIlD64pYp90jqLOfdopxKj7gamKTfFWYNRVdiJzemnHzyS32u46/+y1/lBc86daD9/gYW9SeX7/nB9jtv0DjZuz3XwAEhyknqB4cPYRCl+DAGUfwa3SUNjHkrJslhwuOqEt+74EfoI9zRCagu6yuA5dXy2c/eI1ybAjKAH51BYV0BucmCfwKa+NABo1CcnvncUJQn1aWDSjN8IAjJmJrZdstqCUQFZqNHGOHW4782gR+5XtiqH0G/uKBsnysZxX8OvzY8cixZWy/Nnru604NIEVHhRDHwE8df2autHweRzDwiwR+HeICBzUHKMSWfb3Ai09/zTW01hPXTk2n/MnnvJgPXfksZ5oZD/QwD3MaqbjUg4gjBE9d9ai6BNqaMmTj45CWlsUybpnu0rhAJYET9TJFkq3HWCg7CfzyWOSSqqlAuqS8WKd0y8kA3ihTCcM5copcSODSPDYGhKnQUScxhdrAL+UA+BXUFF3HOgkVgS3XgSrbri3AL5sPtFqn7+0IfjUJ/NLhLg+CXzCOIXkuka+5bps4Sss6t6lfhLSY51P0nChMXJcUf5XK2Z1VQwStFjxrY/1H9VlNo5MOzsjBUaCs0+jkl2DXtNhxfV5jEinr4Ne43UnJ+ZX3OwiIber5rlwaOWKAPAbBnhiWn3DpF2gBfuXIr00zgkgkJPCrT9+8cu6wSOCXZBAMi/yq5CC1a/4C2nw9ksHe/cs/zImz/xjnb384bvfYju0Rt77v+eEf/mHe9ra3cccddzys574hAOxHf/RHV/52znHLLbfw1re+lR/4gR94WCp2bI+dnZu/l3n/Oab+qeyHjzG6zTahWadpL52OcfKyWZ3weuxqgJleZfu6OZkQtUWJnJi84jprA2e3/yiXl7+Bqh/u8Wp3llNChdXor/Ee8pkOEuXmklLJsSsoZstr5NQOnz6cmQQ4bxNMTY603/oEs1eLjBAibVq9tg+xKcft9zNLodBIwEC0TFxsDmSahEd7O1QthU1E6Xpz3okQg5Vp54YHOKhAtpKI7kfFR9en9yAm8EsSILYOfpWWQC11gBekV/rTDfGcx/WZEJ/EqYZFf+WIroHHK11jE/F9WbaR/J6D2zeR3/siCs2n5+oT0f2w34b7Ky6TQa5YYSmRlzr6aUXGxlwPYQJ0IBNrvxUgjfR2quKcwSEicHZnxqXFghc/5Xaef/vjUzno/vmHuNR+kqk7y7z/AtZnbN1zfT3WTA88rnIMKcnlVx7hddRpVt3Ble4/4GTCxJ9l0V8pzrBan9UUxoOWx4aQOP6sC42pkrnOg3AAI6/ZmC5obm9QR5/6d0gAermokaNehMhEjJTbylhxHI8yiw7JHImjjU7BuACQS0uuspEKe2yBTEyuRxx7mKOcS6/EGb16PD17aqoQKxR9GSzIYiM60nJncORw8Gu8nuIRsVH6SdNnHtVUxwa8/KancefOGT67e4FTzQnmYU7tFe+EEIVl11BXgT6CJuELL5qGTMU5e6OmvmPievoonG6WCMbxN0Y7mdUSjEtHYccbXyEpBTuqMpE49AnrU8I0hR7b99VsFLbJ5PeaojJHkFeKfjt+33UAv6T45k9cR44Hb6RPaZUj2LsafW/HukG5NtVFOdAbtCjLQPemWM7DwPnhm77WL3I97cyROgtoyHh0TrNMMwli0ZdLkvxcVo4veYFik20aV/JyUeZBWj92jO4qjz0IzpdA1zDubVCBXD/HSuWOMa5jW7MSDDvKXwhpT03HlP01qPEvO2x2k/tMfURfWa9D5e4gxvtpF7/MdPutN35Dx/bI2vU6tg/XNR+nVlUVf+fv/B3e+taH/529IQDskZKkPLbH3lSV+3Z/HhB62jR1GmX5jnYMRwcyJ/Xl6K/H1vL01VxDwbHX/T4nJi+9rrOcnH4V0+rp7Ld/SJ7tjK0yjiClo6fDNHG9rIhoWNlvnKrms1q6hAElMbn4wxSyOLZiVGRa4csBVGVD2s9oy5hWpdUI9gU1BUm1lex5bNJE1g/1y8pcpXPaR79yrKD0SQUyBD9iR8GAHunHL7j0afU1qzsKpgKJgV9Z8dH16Rzr71XZMIapESvBtxGtHN2Jmsl+l3ZL01djXrZD1KLCVqK/sm0CwuAQAGxDWW6sEgir0pp8ToXMoFi+l00IcDnJVshIlyiog3ovsOwDsfNoI9CDJA9BOkEbBg6s1fm6UHtHFwKzpjbwURx/7MXPG4HCx5ndvfsuNKVa9jpHqIAFw/RwQ/sdBpjAqIpIsf367lzo9EoS3fDEaIIQOiQrjFaOppuuMTjZiW8HdACzSquS0x6Lflil9eERONIhgsP4gPwK+CWFIzpz/aCktwkMPMpGTsLxqPJVjQdaNX8jSkhv3J4d5dXtB49lKDm4X1ThUpgZEK81eaFg3SxyZz0+JDL1/QpIdpgJiZNFI5V4zi0/f+T+xwaVc3zLHS/if/zoe5FYUUtNpx2zpmJ3IczbmtlkiXNhUBfOfGDDMArsVNbPaolMvO27CbBtXG/UiqqD8uI0fUxsrWRVGdIN/UJW3uP8jrXRD9/W3Kd6rYsyG2UzdDVGTo/R4JYeaGT/20lEJHPPZcAs2whWxwPvftzwVc+E9yU0tsk2lxffdE3f79S/XQF6GS8aA8AFmXrf5n5VilIbVRvL/cayVZmMg7/nesYN23L61yYFyZzGWIJsK9dYif46HAjb1PuvN6LrOArsiWdazBs3s36l/RijxOLQa0tlyHy+8fiJHA5ql5YhcGUfoWE5/3kmW3/aItSP7di+BOz1r389v/Zrv8Z3fMd3PKznvSEA7G1vexs/9mM/xokTJ1bK9/b2+It/8S/ykz/5kw9L5Y7t0bc23M+8/wyVO8ki7DKKgYdBratLU4lxjTKtMKZV0wwwzLWy9CrNoMw4OVoloT7cStLZchLKyu9HnShNaaRGtad2Z3FSsbv83esGwJw0PO3MD/KJB/4sIeT1xrCyz/rEqUkKThZbYaCO4lJbjkw2UkRbGNZlWyLgXUSFtDK8SOkVjpA4Qox3xCbX+9FSF/fTRLUSU16qBM54S8cyVSQdLwZM3TJN3B29XgIMeAtAFyueNj1Hr57dMGURahbRVCA79SxCTRskRVBoAr5gUnWoCidn+ygQgiduWTplv22pkKHzhF4gOOKWQBDc0tEHA8RcB0TBtdAFkCi0J6z6Euxf1aoR4xcvxogNCRmB1SYxjYiMfGBl1FfOhfKuUIbMDySlRsYIbQvhGpZMVl7w9HQ3RYQNoFfh1V0zYV4CGqKi3iFBqeYRrT04iDW4JYSpKWmqA61GYcysLFp5T1Cl9o5T21N2F0u+9aUv4LXPvpP3fv7TvPdzn+GzV85zf3eFVlu8s2fkRRAfwSlnZ1Oetn2Gl5x9Cn/kSc/hlunONd7DQYsa+Pz+XXxm97e51H6e/fAAIS6pBISAE+VKd3d6dhfTimlIKSkNXhSPIBLxqullcPQpJXmcFsaBY0rVsUwA8wg/m3mM0Dnz1xh4mps/j1E9+91nUSK9XibolWIKe/B9sWsypCfnO8jjRXaTK+nJURf5TIojxNTnQ52iRA0oq/A2YoujjWnEVTGydlG2ZQFqgFCXxpArwSbDbazYlYZaQuIVC6l9stqvkcAb4DNyIeWmaKQdWjfDzANBd6p7JunOCwBj04xiHHlIX5UwyONlJssf05rKdh6hMdv+5OoC2c3OkWYWEee4HGfs9ROWVJZqqem8auPyuXbrgFPsxd6ZnPqFMMAaThq2q5Pcvf8R4E9uerWPrbA/fseL+ejF+3jnFz/Gjj/J5XgRrXomVc2yEy7vzTi5vQ9uBE+imsqfmTKrehRh4rvhXTvoaBrnZVQDuBZqBPR9cHgxQKeP3hJ4kyLlVHpL6xOlLoAb0rlnvieopR7uaGvE9uIxikqX1FoNHMvf6qBLgoqR4icRmWUG0sKUvdgY4b7rkkqlcaNlEYs+Oq7EKYtYmZiDVoQo9IlQf8u1nPZzps5I9EV6MoHFyIc2zprG/jOC1CWXqyLMZDnMSSJLeq3YjZMxMgyL+GpcwElgSj/MO66giERq4qBUWRORJDZgIj0GSDqxNhbVNNaMkWsrnI1q40JI9TRwINNs5GOtrBLFp2+dx06Utwti22SksRdkmNEZ9+oIWpVqkHb2wCYC/GOQ69jKd8AXkc0rpPjkxR8rc+nbXyMDyYl9ryIiSkMkiEWDGS2CsB9HFUi7VqaeschIN8yDoA/3U/unE8O9hP6TVPULHuFWOLZje3jsm7/5m/mBH/gBPvKRj/Dyl7+c7e3tle1vetObbui8NwSA/bN/9s/423/7bx8AwObzOT/1Uz91DIB9CVsfd1ENOKkIsSUyroCvKpXlVTwbwvPksFyfdySgQjIvWDyg7HOttmllcFyn12LStn6UDlObxt/CpHoKy/6LBN2/gVrAVvMczm59C/dd+XHs05WnS6sTy2yl+5uBr56RtrkmriA3Ksn5llEtbZzUmxOn2OR6qZU5col3p4wCmUpnJPcykkQfWFGV/PEVamKa/IYEZDqiRvpYgwit1uwl8OtKmNBFz35f00aTe++iG8jxY1ZVcoCabH2M5kK30duEvffE4NEI9N6I7jtnEWFRkF4GgEv6FZwBrdKvlZWHqZgi5Fyp97IDnQEnA7xWwKe8fT2qS0AmE9Rvih5ypkOvmGJjCLBYHr6svnbelfPpel0OOe6oJfuMo+V3v9jXLyO9gm/tOupBW0FrYJkmVVV611RTpqXivWNr1tBUnm/9yhdx+5NP8h2/9K+5+8oFLssuLR0hKqFzIIpvAuItKkMQ3K7w4XNf4Ffv+Tj//0/9Fl9/+7P5s8/5anbq61tp/PTuB/id8/+Gi8sv0MWLKEsyu1SOAll9PGNUYyZXFkz91KGoyAHePE8wB5HxXHbU6kiTox3W9QzzdPbAo03jgZUd/nJYJJYbwK91RVfBnG5JsR2SHNA+9fNM5B5iVoO1Mda4wBx7saFHkqJdHIAsQdmPDa3WKxFbtfTUEqkwEnGf0sWywpwBDjrULqS6KLaoUUs5xpTtMrZMTOPWgXYWVu7+4HPQ4jnpEO2SU1bHPXLLFc6HKM5lhdpIR0VQZTdOudBv02pFG/wgHmCLC0Orb3x2li4Oi1hTSWDbL5k4++KdqM5SOc8yXp/K8BPVKuf4Sy/6Brarhl/6wkfxcYvAHpNJS8TT9p55WzOddEO0DjC8DRlWNcBy7G/rw3eeszhRokhyKJUqqRN6iWzLkonrmdAzS+DmhJhA9xEkMjp3g2Gz4uMoepO4PBNgpeIScGQ/M7dX1BHsNuJ9A9i3XZKQyBQGKXI7qHApbLGvE5axYh4bU2JO19pyLU+pLzBz7QAmpVFw/PrL2HLk9S9WuUhHs79c+oaCLXxeDjNa9cO+jsjE9QlE7IexUsTmLlUaV7IYko14CfhCh7bP0WCSwM114CtiizY9RgeRr13yNapmoaW02Crjpzf/y1FgvoCuJC3YIRkmF1xaCFmBtzRtl1XQK8/OjoGvY4NN3/11KL6M9xqthO0zMNYTCVgKcY+B/3MV2oFb2PY2pdVRDKLMuokoogHiJVr9BF6mxLj3MN7xsR3bI2vf9V3fBcDf//t//8A2ESGEcKD8Wuy6ALDLly8boZ8qV65cYTodlY5CCPzCL/wCt976+CNLPrZrNycTEFupbOOVROCY19UKlZ7B+Uirdqw7pHnCEalT1vpRyj4Pqc4cBoLZFMa7k0yrO3EyHa7sHkL477S+g9rfTFSlDfesXc+sdBfz6q2qTSKNRDaupPjkn9m5G8nxR+WzLpHcBnUsYp2Id/2wPT+jLddSi/FaHabglqNMxuuuqkj1Kkbwq8L5bpt5nNBGz6V+SoiOvVCzDLU5AdGI80PMcSI6ZPx1wVa6Q4RlV5nYYueJvUeDQOcM8FoI0jsIiusEieC6xAUWExCmxbsj431IotTqtwV10FzRYh/BeYuAkcoh+SWM6UxlRNZkUmw7xLKio/ewNTMQLFwlCP3ATGdtxVgP7kKu/6YNsvpHvteMz02dp+oEJp4+KEEEUaHrFWkcIaSkvInQiTJpKk5MJ9xycps3vPA5vO55X8F77v0Mf++3f51l7Nir9gn00DliZ4C2n/ZIipSQgR9JCBGutC2NW/Bzd/8ed++e52+87Fs42VybKt5HL/0KH3jwX9DHOVF3gTaNL4PW2Vp7jeNPBqts5X+Ac4vUQWu4ipA4bPLYJiv9NZtP5ysTnUfTwWErRQFl2Hq4WT+rEsh80Pl0xBTPoQnAHlVeYxKyMILsMcW5SWBfq579OEmpXNk9jtTOcol345RW62ICrkykG4jBd9xyjM5I4Fc9kIBbHfO4Y9fth3HsIPg1tkUG6dHNhNt5jXyEJNfamRE0zG1k475dWVf2PGhRZVDoe6A/ycWwRVRhGaoBwMgiI2H4eh32pZI0ZhrJ+eWwxVlnzn/lLNK4kmZjPY7toDW+4u0v+Dq+5Y4X8Stf/Bj/xxc+xsX+ChO3zzIEhArVgEaBaqRjANAc1SRHwc1JETW9z9P01fQEJs5g6B23sMgrAjuuRUSZYlFFq++xvSu9OpbqVxa0QvGO5f4dEqWAgdb1oOqY+22Vokob6dlxC6QAknuVBNgKF8JOAr2E/TgZxwOEk27OHc35FClqUR8BV7zHQ2uN0V4p0nh47zf0OQVyRPIyVlwMW4XAhUVCTl2HYCqadRIk8Aksn6SyrAIpKQqsQhNwZmUD2IWOQLow9O+I9f02LYEIo8r4CGpZ1AsYmX6VbicDa46s5ggVJVdiAZuq7eOGhV53YBRwsqFsmBVz+JAxXPHYvtwtL1Vv1qA2MOsws++KHdtiIltBlS6BX/vRkUk88ve7ImfXwFZau13VrE19Xk0NstcF8/3/hbp5OSLXwu55bI+mia7ERDxq13w8W4zXrkR+PXZdANjp06ctXFiE5zznOQe2iwh/42/8jYetcsf26NukupVKTnGh/QRx4JKxITV/vuUQ8Cs7QOOEZnRIHynwK59zdIb8UOJkimpH42/DyQyAqCYpOK3uvOFrTqo7UQ308VJRg7E+sSgZwKy0emlS5oeDX1CCX5lzSwdgKqbIA0WGMtXMHaa2Apz4OeojFNxWryvDdW3SDvM4QYHL/Yx5mBBVuNwZEf4iVLTRiPC7xC1U8ptkfKePztI2VVl2jU38+wR+qULnQQVpE/iliuucfQD6UQXSFeAXsgaCZQDC2zFhZo7D9tLhE9n80+88y4XL+3zt65/OJ97xe8QYWc5bLjxwBe9rFlcCuASSxHiVF1QT4pb2m05g31LKNu06IiJrIEpOvUyRaObgFwhf/rmhLnkMVpTJtCb0kZ2TU87efIL5fst/84N/jGe/4MkMKohOCEGpfFZ0tXP0MVJ5ez4iws6kofKOX737k/zk730QL0JbL2hjhwRP11m0Yga/kidFtEtYNBl2TxcWC5524hQfPv8F/u5HfoW/8bI/dlUusc/v3cUHHvyXRI3AgqCL5LSY5OcQBTQs18fk1K6ONTnyq98AfpkzllMJs9t1ELDKYNqR4Fc+LmOpxWM/ysp+G/Ar+5tzZ/02g18jSIZFfSZ1uD59vnPURa/mHCvQkIEppUlk4btxQqs1QhzGmkb6JFYSDfwirSYnJ7aS1YlHqURZp2vk8Te30zpuuwp+HZxwl+Ti64sYB8EvGVz7OOxxNPgFSmuxtlwM21wMW4hG2jghg59xAL9GZqKjBoIxQdVSvi92NTfVUEvDftzn1umNf1+eiCYiPPPkzTzz5Gt523NezW63TET3wm+d+wT/8BO/yKlqiwv9/bS6xIugWGpeHz2N6+liUhVm9f2rJLDlbQyZSIdPEaKTQfU0pQtqZCcprDSM4hIZ8sngV1BhmdL/DMKR1C/s+uW3ukscXkYn4Fb6rSklgiMY+FUAOiGBXwCXwxaL2KCq7McZmq4ZcUyl5anNebxYEngtIYH+uVeNH5SyJP8c4adxv/W3vlfHpbg1fN9VzMWfug7HGD0a0UF8p0lloEOkrSdSJefegEfbNwNYTQH+leAXQIcjk0RURR1z+nNdAF6ZEyzzjhkoKGn7QfBrPNcIfuUIsOsCv7IdMnQcw1/HdjT4pURsXtklhfmYwC+AhQpdgtdy+m9WVnVsBr/svGMPD9rjpWa5/DXm+/+Kre0//fDf5LEd25eIXRcA9u53vxtV5Ru+4Rv41//6X3P27NlhW9M03HnnnTz5yU9+2Ct5bI+eOWmYNc/hgeXv47SmXPsfAa64UlZ+78cyLQCYUfvkkZoEZFc2f15EapSAkwmVOzXs18cLNNXtnJq+5oavdWLyCmsF7bBM+/bQfUfWoMyPlhMkVj9Uo0LkuP66iTy3S+DX6BDm/cwxrCUa3w9xON/6FG01XiOVDc6prsi474UpIso8NEOExCLWGOGvS3zxSkxEuaW6Woh2PiO/tzsOvQdRpLeIONR+B0WCDECXT+CXxCLKZt2zSbch0bbnTMd+Cj44Yh85tTNDRJhNG970zS/jvRc73vvzv8vpm3a4dH4PRHC1RaYZqCVD6x9uaohPH+1nXUHbDfUZUxyLN14VcS4BbKksRCPCDwEqS8rQGI2DTDf0lnTKDH5553BOiCKcuWmHvd0Fz3zek3j5K595w8T1UZV/8bG76GJgMvPsdcaONO+Ts+I1gV/2QER0IGZ1QK+RmdT0MXJhueCW2RYfePCzfPTSvbzg9JMOb1FVfu/iL9LrnKnbYbffw4lHBlJ7QRjHk/zf7JyWQI2jVEVcfWkyqDUKg28GrEqi6U1rpHLoH0db2ZdXSePN/NBvxy15PwPCDhJSZxBqOZC8B6oUEVOn++hVEviVz2ztmUmqZylCJioDIX6OsijHiz5dtzx2vP2DznN2svMSyobuW+x38GhZ+U2GvXRlr/JMB22AAlW40G+nsxgvk2gkklU2y4TYox/qyAxkzC1BYRknNr6L53knX33k8cd2uNXOc2ayNfz9dbe9kHd8/jd5YHmZk/UpHmwfAPW2EEFkt59y0+QKi1jRRU/lAlHdMDZMXWdAuULlLNV/mqOVUnRSVOFEEoBQFfuOsvp+5neu11HpOH/Tu6wCqQyLVlkFcrXf+qH/rNcvqE3Ixz5vXGL72lCqM6ORQAMoN1V71BJo1bPlOhThIKi1Ds7bX/GI973cb65NEhaIBMnAeU68tt+VMdoKNC1GkO7Wol4mw5ikaYxW6nS9qqhJVoEs5yYZ0CuJ88elzrHWOfKrbIFKck8dkxQ3aQQ7yQCgHGiVw8qO7dg22WHRX0dZBsei6uB35cSuoNDqusKyDst7tWwGv8Y985cqgmwhNMz3/wWz2ZsQt3XIUcd2bI8fe8973sPf/bt/l49+9KOICM9//vP5/u//fr7ma77mhs95XfGPX/d1X8fXf/3X8+lPf5o3v/nNfN3Xfd3w79WvfvUx+PVlYKrKMlxCcKiMeiTrABcwKDKVNq6MjUqEm/Z7OG2YOAH2CRAEDxqp/Nlxiy5RXXLz1h/Fu9kNX68N95KF0Q9Oo1ZXWPO0box8WHd5D05KgQPKkNkB7tNEOk9yy/2awWkfVd2OmqKN9WO4hqZVa0HZT5FfqAFggqk75rI++pVjSwtanC8Y6BWDB033VoBexDRJzyqQKeILMBXI8qVba2NgSEFTn8AwLyyriIhwanvGxSv7POfpt/Ksp93CV7/xxUymNe2yZ2tnSt+lmCg9+ESONhln6vXaOoJu+KNMq7ROYcAX+fcUUZbSKSUDaWunEpGhLXzt6LtAM61w3iEifP0bXvyQVBt/94F7+MSFc5ydzLgQdtPzcoRo4KZUWYS7HBFIakcJJIkRL47L7YJKPMvQ884vfuzI655rP8v9i08wdado4wV0IB8OmOuSgaHx3gZFOHQAgbKSY9n3RifQuGeuBn7lCNfD+s+qM7l6kqu9OaMq6+g8l0eXnDb5Fcj3kRMaM1id7xsook3GMhi5GdsEjtl4Yj8zyAfKRIzrMac9guJkFXAsr1sV9Za1n+UdxeJ+N3FqrQJch2zTEfY6SON9tJmKnY29e3FKj8drYBltjNPEK1UuAFy7JRLjBL4vouNyf5GbJk/ljq3nXcd5ju0oa1zFN9z2YvoYqJlQSUUgIAlg2usb+uipRNkLk5X3MEdyRhWqgfMvRzYK05QK7YhMkhpjIzocn8+Vo7ozD5U5m/Y25gjNDHBBCdqMUZ5ln8+LYEJkIj1RZaXPh3SN/Tgx8nqFZVp4imLn8wRO+X0CblSDZfMM4wC0rJuh5PX9SgXoMXVfqcS+m/Ug3qMDb1mVyuKwXwmmjynVrnhSJYdsrlWuWcnUWI7LeQTPejFl7KYrfmbL11uZww4/x9L1VgEGbZprtg07Xw0AObYvQys61FFPf6MKZAGEdTrOFLKPMALO0FzD+5l7TqRH3FliuJfl8tev526O7dgeE/vpn/5pXv/617O1tcXb3/52/sJf+AvMZjNe97rX8TM/8zM3fN5rjgC76667eNGLXoRzjkuXLvF7v/d7h+77kpe85IYrdGyPrbXxHLvdZ2nczczDA0N5Gcs1BJ6rI8qYeAjlxEVYqAW8uzRjyaBY5m8pfPlDrATeRo6vo5wfAZAG1Q7vTlJ746QLcU4XH+Dk5BXcuvOnrrU5NtqVxW8jOJycIug5yinTutNcpTUcg4MCSfyRzGqU7yhrD+UkgF6EoHH42FUEgjicMxXITj0zWrroBh4wMIBKUNpUJ58bRUfy6E2uav40RnXU0qMoWyLsTEy16my9RwR2uylhy7PfV+yFKV3w7IYJnXq64AYSfBVFvBIjnJhaFE/fe+LE0feOvukJ0aFLR5wGYgCdGq+RtEK/Y0T4bmkgmF+CxMPfFskNb/zsLCvltmabvf0lt950kj/7J1+DiPDcr3wab/hPX8nP//RvsH1iymJvSd8FY+yPIbXVpinwpouKRXQ5MU6wEEZwa+1FECHtm9In1ZGkecYoMJdSG0MRBbbOFyY2Maoqh0bFV54zZ7e5cnHOq//I8/jqP/LQHO8P3PN52hCQiXJxb0kIjrZVdGn1ib4GMbARQJ2SZbZCpYgH1cDprX0q33NFd5lOI//Hfe/mYvwcbYhsVw1t3Ger8uzUCxwLQryXC+0lGpkQ2UOktsQ5aZLDmFNXzFlyElP6SY52TIAGq8DuiqnjErMBIgdzIvP56pRYIGJcWhkUyelxXhQkpy9LAtR0BOCuAXcciJtF8WpOZE8WtrBUH1WI6k3VURXvFI+R0jduQVCoCYkA34i1uxShodgYskxKEa3WA7df7vt5Km2EuuZUn1cPGJdPJUrtelQDIgUJPwwjiEpKyy66SWaKlIGsz8bsGkO0NTVQLPuHpjoJOB25vMqRX7DIuNKhlWIvlQzApsdc1CiK0NAN131Gc7+liEW7k904ZR4bFqFmT5tByMNGw7W+d8gzNWVBl9JWTvANt/3nOPGH7H1sN2J/7Ckv5/cvfY7fufApTvjTXOrPEwg49agEzrfb3DzZZR5qJq5m5juCuqRMaNFVGQirU+qjJoBmqaYAei4a0L4jHV4sdW8i9mWtMBCnFxA64/4Se4d6HI7WlHUFanoDpbC0xI7Allsmrjk3RIFm+NmUm+16QdU4FjUAlmZ8xu/SpsWmkNKcvUScRu5pzxAgpXU7GumYup7a9cYBOKRxy0r/j2ncVIUrccZemBhlgdg40riRtL6hw7u4ptuiQ+rnXGtUhd10b1UaCyvp2ZIO73q2pMdJpCLQaUjjbRxEenpNypCyqhqeQa8ZFp1nQ8uYKmrAogzCBCHVrSdNBwQqzRH3WbF1BMPyV8VEA8bY2AyHDeT2abwqZwZCHoc2gfc3vgh1bF+udhCaHreknqkGkVfpSytF0uTUGSAWNEnt6DjfuRT94E+YAEQc0iNtTpPf+xrVDoxSn3b5fqazNzyyt31sx/YQ7Yd/+If57//7/57v/d7vHcq++7u/m7//9/8+f+tv/S2+7du+7YbOe80A2Etf+lLuvfdebr31Vl760peao7aB9+ahMPIf22NvXdyli3v0ujwQTps/+OPvY6RCLivD6mUoi5nyOQ3O4/6bTYvJRXn9EWQqgbYDR2ugkhM01ZMJcY8QL4M4Tk1fzdPP/CD+IYb8Br2CiGdWP43d9gJjoPLqfZU1cxKze53+r+kDle/RZL1Fs8S3TUYtzkwHDh3jWrLp1TL6ISpkoG2V8QnYvhA0J1ZJjvManWDGSXmf9vPYCvm0nhuZrgpVjCxiw7Tqudg3dFrTacV+rOnU0QVTdwyY4iNA7U0lMKTteCV0I3lvjEL0EKOQ1QqlF7S2iTW1EqdAhD4Ifq5Ue1jU2AYr3wfxRqT/1NtP873/xR/hjiedsXIR3vydX4tzjl/6F79JNamQebsabCUguhpsvvlqxZPe9NA1/UcY0z2Hh5jAsJBAN++h6y2aLCYYwxvINSxxi0UbJGoznHNMZw0xKq99/fP5L77rG/DVQ3O8zy/22e2WXLwwZ7kEWTroDaDAQYyKGkkN1HZvIorUEeciZ3f2OTlbUPkExqgRhffR8+5772Ja9dQucKbZ42S9ZOI6amdKYJUEIgscps4WU25rdkgql98cQA1uqSQMkUqCvevlcxB0IKIeCdR1ILj3YhEJOTok4Ky+OUUuOclOUvSGekJKm3IFZ03Ce+yyUjz+0nTku8mcgFnbkuRMLrVimfj1Zq6jcX1ScTRntdWKPtWvI5Nw+xWnOmoeAcpl4TF1XdP4kqNWBKUmMnWWOjmRvoiWYajbCrCkWV3OxjA/RM2kKE7RtEKdeSStgSIygPJKAq/SuBdXrjjWO7uY42LBuHgyRIOU1y+QyFLFbrtaphQy4QpTzvU77MeaeWhotUp8hY5xdJShfQ77VuVVdefARc9LTn8jt02fccjex3ajNvUN3/u8P87/+PFf4IPnP4ljC2WPoPZe7/cND+o2N033uNzPEGDqOxsbCpA1oaUD6N3iB1DXo8wSd9XMBRoZn7tFeTF0AhUQVTo8fXpDgjicRgOuxfqAAo32qa85ugSqD3MBDPCylMI8thlg3Wlli12xsgUmPHOdJCVJG8W6WCXwxnPa77Ptjcy/5C8c/2tziCymcT5sc67bYRGr1B5KQ6ByaUxIqo653ymWylmOL51WLKMp0pLuyBPZdgsmCfSqE1hWJcArPQ1yKmgeOxwZyNZh/Bg5ZnM2Qd4PujRnys8O8ppRGpdkNQIsKzzmvzJIldt8XEUbgS9HAWZproMU5xlHqGPQ69hgQ6Rf+lDZ264H9jUQ136L5fFi72tU49br8pb07esR5tHT4pKialJXlZHvb1hkV4sscxLxavqSQkWM5x+xdji2G7TRuX10r/k4tk996lP88T/+xw+Uv+lNb+Kv/tW/esPnvWYA7NOf/jS33HLL8PuxfXnaufkHWIRziYh6tHI1LoNTXtbF6sc1jhEgK8mpx4H5KPCrZMY5rF/mUPgIIIJL7Bm1nAbZQqQixMuINJyavoabt/8YJ6evwj0M6lyWXgkhLnINjrTMR7SKsYypStnVHJTKhv0z11dydNUgxF5dUnqzaeSqIEGOjllVaytVO3PbZdL7nD6lyRHO6ZPZsd6PDYvYsIyeB9sTtLFit2vYSymSA/ilbgQNnLVLF7ypREZh2dW2X+cIvUcjxESETycDF1iBFJgzm77g/bYQG6gvKG4AwaSYYIBz5uic3p7x59/4Wl7zsmdwYntVgdB7x5u/82v4ylc/i3f801/n3e/4HQs370w5czztOpJxACUbkGBxYhFcLoF3IkO0lri8mmf7af6ZPHlB0RCQOokDaEQk/e6dKXY5EveXUFWO2faEk6e2ePlrnsVrX/d8XvCVd+DcQ1P0udwuec/nPsNu1+J7h9u3KChDMmxVX9PvNNGEB1zETQLeRW4/eZntaWtgTIrmaZPKXu0CW7VpoN4+vcJ23aZIA1vZrySkNB5TLMzRRPYv7TfAEmlcSZEced8Sksx/9OpZqiXs5bQjj6mXQWSSwK+AAUma+lnAFSqQrFx3slaXMVphvPZh0WCCgV/LgUI+laqlGrVaU9Gz45dpFddAuqDCXFN/SwDYCH6NkWpZtXcVHhrVYLMQR2YqEkw4Y+Y6nEamyWmVFIlSNud4B2P6lC/Gi/JapciHrrXWanke48pRf7XxMi9TdmrH49l4vnya8ZplnYVz/TYP9ifpo2MvNgb8KwaArYFfrriPzc/TnPJtf4beCbdMnnrInsf2UO1EPeP7n/9mfufCp/jVe3+PD1/8JPthjy7uowTm0XPfvGGnbolasxVb6uYKuK5QuVKmrk9zl5yKqJxwS6Zi9PUnnAE1+VNgSolj+qMpPsJyUHz0CVRK32pkeNfK7/cyVsP3OL+kpXpidlQXWhswrs6UH9WxFycmTKNjGrUn4sSiv26tL1NLnxRuwzAGrcTQ5/qrcG97igf7EwA0zmYcU9cxdQGnkS23tH6dumO5UJbrH1RYxIbAmL7pCZyq9qkw8GziTFzAxhVTgMzpmhOXR6OcUq1UkiNqjStsmOMxLrZGhTbB+Y4MtI+guBHzj8cMdZMMpK9ygQ1lOqpA5hE0x8vm/U2UZbXs2sGvY4DsiWqb1B9L8Cum7UMZucyAq2X63SIdTehpN9YEYEKgHhSbx7lQSWCQv6ykpMouXKQWj0jNsR3b493uuOMO3vWud/GsZz1rpfxd73oXd9xxxw2f95oBsDvvvHPj78f25WPnFx/iU5d+dliFy/9K4CQ7fJlrJ9sm8GtVmW0cmA9309M10jzhatMFm3A5YMakejq9XuBpZ/46281L6eMFA3TcWSbV4eTbN2JN9SRUO5bxsxvrtO6YrYNfMHKA5NVjm9RVaaKZIxmUkNgzMvgVVZJCY079Sk7noIanxQqpH/YrAUwYwS9VpVdTcqwYla8yWe9CaxaxoVfhXHuCTj2L4NkLE9BIF5oB8LDUIaXyNv1vE/iFmgpkVCH2YuAXSuyTTlPAwK+NXHE21dQKpAWtoT8DzflE6qlK5Ry+Mljvabee5vJ8wR97+fN5w2uff+gzFBG+4vlP5tu/+w187Hc+awpbV+ZcOrdL3XjySyjkVeX0XNPvXduzfWLKidNbLOcd3/H938zpMztsnzResRgjk9mE3Uv7bJ+cWVkfmGyNZaGPhBCZzBr2Ls/ZOjm1sqg005q9K0u2T0yJMdIHpZlU7F1ZsLUzpZlUnLlphzM37Rz5rl6rhRj527/5a9y7f8Wi8PYTFujthgfwC4U6gV8Y+AXKrSd22Z62dMFZNqlCGz1RHV4M/BKUW6e7bFdLVIWJ79OkzcAv1aRYqOPqvSTwax3OOBL8ShajsEz9J8crGYBldakK8Ctz91g/8wm4L5VvGZy2HBuYJSjWY+7ye3KgQmlwaMkRE+NouIg1rdZ4ek74ZVK3jCvgVx4HcmpkHhuyc2rg10FVt3zvB8EvmErHzHWgMHV9ipjRIlJj9QZGIIlBLbLc0zHysa0evXqmawW/hqNl/K4cTvRbHDuAYKvg16V+xoP9yaSoVxs/mBpheQnyZfDrMOBrtVWEvbDHlj/FmebMNRxxbDdqlfO88qZn88qbns39i0tcbPdoY0erLdt+wjwsmLg6RT/P2e0/xkcu/AxTf5oQPkvDxUEYokr9e0faxAXGAH5FHZUIM+thn/uaKkuyErMbVJ7DAKcBa9/vNkVwlX1+kqLNyl670ASSJUA8YiDYPE5Sn/dpPAt4MQXJW+rLSQk20rgwLMCMNoJfivBgv8OD/UkDpFI/n0hg6gKosuVbmwdoClZmFPPJ5zM1ahPGGRdFo4FfYrWcuIBqCThmsRJlIoPW9aAMWcuY2lhLjobJVxy/xW0CIV0ax+DawC87zwhVjZxgIwiWpRMyqHXD4Ncx1vWEtJLLayjTw8Ev4AD4NZYZIX6rIxCs2NzKwC+hSeCXojSFj7V6LTNJ53MitOEBcNvM/LEvf2yPf/u+7/s+3v72t/PhD3+Y17zG6Gze97738U//6T/lx37sx274vNelApnt537u5zaWiwjT6ZRnPetZPOMZz7jhSh3bo2+qyqcv/SxB96ndKdp4DsguD+l3G7jzxDFvGcGvcT9YV2Y7yr0Z7frmDTZFrfwZlJbG38qp6Wvx7gQTHl7Qq7QTk69KoNWCq6lAblI+yyBUse47EOWOLvXI2aU6kui3KS2iZBAb3UcdJrR5einDkWPblmBlTO5xVnWzeo2k+/Ng/CT7YUqrHtHIlX4KKEE9IRPiJ0Ji7xLfhmLgFyZTn4nzQ59WnKIjp6NIlxyDdfQwVTpTClErLIVYQ5xCtQBEaCpPHyInpxOmTUUXa/7IC5956DMp7ZYnn+Ylr34mv/3uj3HTbafYu7wPInh/BEwbFecdZ287xXx3yXNfeid/5C2veEjk84+1ffC+L/L+L97N7Vs7fPLiBQP98iMipT1mL8ToopCp8cJMq46d6ZI+OPO7JKkdJkB0Whlo1Lie7WpJUMfUd4krSgdnq3Fx4I/Kr8Ko2lgqPo5pdUeNKxkALtmcahlo6JPzOfaQHElFAsdKoMuO7Ye6ZFf2ep94jsq0c8tQ1qqlPRoIZfLnE2fXt+hMc6j79MnOkSYMoFeuzSqQlMcGW0m2baMrqwP4VaeUzqjmfJZWgllalI6LIOPIUrFatv5tWC8rmLyObM2jwK+8yLBSpvlOxzOowrl+ZwD4e/U4jant87lyG10d/Mraxp6KNi452zQ8bevYoXi07NbpKW6dnjpyny5+BZ/bfTeLcImpO0WlD6A4fEF+P3U9qsIs9b2gY//OTmcpkjCqiuqQVj1EbG/4fkdVOl3t8xn4L3ttSItWYN/5kEDteZwASbBB0zc9Lcic8EsaCfQqnEjgV07uK/ttTi/uVXiwO5kAwAGqY+I6VGGS0tGDlmqMCf4fxhroU/3K9OCp62xBQYUtZzLOOX07KMxSVHglNnZElEmq5Qjb64HxJ28Hi5aPaSQYwK/i2EpWj1FK8GscHT0bygYVyIORX5vKSGXXal+6s4Nju1a7XvXHw8Cx/J3LEV8wjkWt+hR1GVP0qDny6+BXOd9npdyjBDqd00y/4Vpu69geTVMOPrRH45qPY/uu7/oubr/9dv7e3/t7/Kt/9a8AeP7zn8+//Jf/km/91m+94fPeEAD25je/eSMHWC4TEV772tfyjne8gzNnjldEvxTscvtxLrd/SOPOMI/3ptJytayMwDjcXRknDKMTURUTmqMmAUO6ia4tYB5q6bzaE9nnptmfwLsT13LgQ7Ko+yAjlfZhY0cZLVGWrupBUihGrZbp2uQaVVrNQunj+UqC6gw+5cmpK/cjA285+kKHlMVBTW6og9JqTZZdv9JPEZRFrE1iXgOLWA/1G+4tRYQEtVVxVOn6JAcfXbovJfbmJEgUEqGKnWJDg6ooqEUhSfrK91uKn0cqN8bfnN6ecX5vn+c+6Ra+8mnXDoC+9o0v4UPv+wRRlenWlP0r85RKufkl7LrAZFpT1565wNd+y0u/pMEvgF/6zMfpY2RSVbggBEmgV7YBkUpqlUnkQCOcnC0RUaLKwN0fEg+ck0jlIqrCyXqBw4LwLeJLhnRH29dSbkqAZl3NVIp3rIx1WrecjlT2gRz1oUiKTF0FoXM/y+T2q2PcJmXVg9DN1eYRmbOPwhluE8DlUvqS6qjGmFOsoADJk+NtYNzYl/VAa2SXvOTXGhcvptKn52YAmKqsxKoeHLnGttqUGni1dMF126xE9/BaOQbvxgmtVngN7IaJbReHagYuMiX2tZ47QQ0CokLUnqD9w5Jmf2wPj9VuyjNPfB2/e+F/ZeaWiWtOB4BrUoDa0zT+lH15dD7TKKWjCmSOijIndnUkKL/fferfZZ/fBOwPY0P6zgvKQhtboErcYnk8y+PjjjdRnFrC0JfXP0VlP7vcb9OpT6T5DHWxiDmlSWqwOdapBM7zHaoaryOsjoUz14IKtcQBxJ8lGefMd1oqQ5agV54j5sjUTdFfNhaOIH62cf5TAlyrSwJ2HlkpU8YZrgy/j9xgpW36vh8Jfm2YIOsh5z62Lw/bCH7pwdIy0iv/tlo2Htvr+E3NfW+hBt+Wo0q1ATTOtvqul2OO0MdLHH+tju1Lwd7ylrfwlre85WE95w0BYO985zv5wR/8QX74h3+YV77ylQB84AMf4K/9tb/GD/3QD3Hq1Cn+q//qv+Iv/aW/xE/8xE88rBU+tkfGHpz/n4S4oPKnCDpHqFHaYeCFkbQ0pgE4R1III1/MOHk0JTUwxxhh0CocUinTztn9vBE3SKgI8UG2J6/llp3/9EZv/7rs8uI3EDyObSKXWXfDy7/8hvsat48uqVFr2/TWEYeoLJtoCxU9PY6ptIAOk28DmiweLIojpK9k5iCKOjyhYeIX0u/jNbIjbilrWb59GT2eSIfjTLWHl8BuP+Hmepd5qIYIsN1+YqkafUVI3CV9gInvCFHYniwRlLbzaN3SB0+oe0IU+kUFVSREUlQYENKMNpZcHWkC4BXphFiB1kKtjj5ETs2mzNuOHV/zH916Oz/3a3dx332X0aA8+ZZTnNiZ8sLnPplbbz4IkL74Vc/k1d/4Qn79F+7i5E07tIuWru2pm+rAxLdre7x3nLllh4vndnnZa5/Lq17/out6fx5LU1X+4HP38Zn7LnBhb869F3eZTDy/9IcfIwa4Ry7j9iE6RWpQJ+AV6fIZBFqBOqJaoS6y2K+Z7zdIFQ2kFCWKIGLRX5fiBCeRLd+w6Gu2qtaACHq2vDPFNdehwcDdKkWBVRLQaCqFHos2c6mMBFLlVMHSJXJklbMxwiJPFefRPnm9GIdPTq0DI9yvXT+Mazn+Nf+2iNXAC6TiSLIVWBrPqGg28FTpKgA+YIgEgo7cf0Gt/zuJpj4JuBjZl2Ygt/cpNXEqbXLwDMhrMUCnT2T6I9iVr2j/Qr66jr/36risMxyBLqlGNi6pQEo3cIRlkD0D6zlGIke1jNFmgU48omPbAYm42pzsAexM42IG6Mb6rsOJ2UE96LzmI2z8jMM58vlsHGVIa4oKN/ldOnX0WtHhmPcNlfTYW5SBi3K54HBALI9OvfZs+22Cdnxq75M898ThqdfH9ujbc0+9gc/vf4jl8ldAKrx25Kc8S4DPRGwOE7RQF2SMPIooDZEWSzvK4JgpPmY4ioE70EaGQI7mqFw/kMfnFMacAtylEWcZq0F0BlLfUNhyC4LaeY2njjQmBC6FGaiBT/txQp04xXxSb0VWOe0icEt9mT46llrTqZFoh35CLT27CXivEnCVRSRyXXIUGVj/QsfFtsv9DAMVO664CTWBudp4OpOWfW2oJdCrxbVMpGcpJniSWmNQ6sxwfZ5nxjQlqIoRNaeo5nFWRVhqHv/tWC+2g4M0/oyzzXHcseivPgl2VGuxNCPkNkaH5eczjk8HAbFjsOvYxgTZ8X1aXaKyaMQh0hTIcHoo+kCPOesBmKV07WFJS2GBTyqzpPFlXKxzyT9riHgRVAPiZojsMF/8GlvT1z7SzXBs12PlwPRoXvMJaDcEgH33d383//gf/2Ne85rXDGWve93rmE6n/Lk/9+f4/d//ff7BP/gHvO1tb3vYKnpsj6y14WL6LaCaVQ1HJyAOw7hLg2ocUoFsYkHanh0wh3EqJH4HDYnXRwe+hnzE6KZdr+Uokwl3nPkr1P6m6z7DjVgfLwKOWf0M9rq72JSYI2s/symr41tEiOIKAub0WROBOEaGiWDcJTFYmoRmJTc/nEt0bEvypHClBrrynPIntFc/OLbGcZKiusTSGk4Q0Moc51P1gjZWpgAZanb7KSodu90ExBGi8YE1VWLdEYgaCNFR+ciyrwyoQ9HeQaPEPrkaESQ4A8BYqejq7+nLLg5CF5nVNSwjejGiIfKvPv5btHudkdoDlXdMJxVnT+/wiq+8k2/6+hfw3GfdPpzWe8e3f+8bUYXfeOdHmO5YFFi37BEn+MoTeuP18t4x227o2sDLXvtc/uwPvolmckPD6KNqfYj86l3/gV/64B/ysS/cz8X5gnnfERJYGgVLLfWKNhC9RdwRsSg9Mc9QO4dWCsEcDhDO7+0gPiI+4qtI5SPeB7xTFqFiy/VMq56l1kxdN6gWNS6/61nl1OEk0qtFahnZtIE/UVya7FmlfE4PxFinMrBu483olGTwJ7OFDfvkSAVMobYWRZxFReTxC7Jz5Yg68m2B4hQcnloijYwcN/l6MUE7uV4jMTaDAmOnloanpNRRHPNB2dWAsloCNWG4RodxCTlV+uRst9Qr5Nsl2J3p6A24Wx0P5hjgLEAde7Zdi03ZIyM0JUkYYKxXZuAJ6X6Nq8ziavrk5JsyZBxGKFdweA1r3lL+VZqu/DeDl/bdYVB5zGNY5mIroc4MjOX6W9RLYI7jSpxZO0aPZKWt9LBHlkRhffQ8WEMzh+P26ZO42J1nr9895Ihje6xs6k/w2lv+PO/94nvoYxzS30AGgQUncXiDspVk0uaQjpa/y5BFepPbmiIxMz+XInjX2RgikpxU+95b/zfhmJiAr5AJ9bG51sT1A+2BLXSNKdtBa/aj0EjPkpotaakl84Gmtze9qDnNunGRee+5Emf06hIQLTgXUDFVR5/Ud70oJPXZXD9lnKeY6M2oPrtQ6/NLKpoYCBII0TNJ4+okxW+h0IgpaDYEEFvCqLDFUocOc8XMBelYfTjGaSZ0aY5qY3oCtdJ+Xmx+WiFUMixzkKqQRgtN8F3m/VqN5MkjaRm9NW4fx9kRFDsGvZ7IdvAdyVxz9g7Flbcng19WElECkahKTxpv8rucFmZEYItIwFKm51qz0CqB5qvfK8kfd/L0TZloZCqRiX8Sqj0h3v8ItcSxHdtDs7Nnz/Lxj3+cm2++mTNnzhyZZXP+/I2pmd6Q5/bJT36SkydPHig/efIkn/rUpwB49rOfzYMPPnhDlTq2x8LSanbcJ5JXSNdtJFTO6UTjkeMKaF4vy5DKJEt8C2vTg5JY//rr66Shcmfwsk1TPeWGznJj5hjXU6/dVoEv6KnSpHJ00vNENxNzlymRHRUdlXGFDGkVI0wpw7lL1iO7cul85uN69XTqh1WjzPuVU8dm0iX+DpdWph3zWBPUs9tPuNht0UfHhXZGG+1eskpUBkX76OijTZT3lzUhevre0bUWTRM7jwaBIEibSKcy6VdG0JQh8qa8rco7Tvopp7Smv9AiARZX5rSLHhGYTCoQ6PvI3rIjnL/Cr/3Gx/ngXXfzHX/61Xz9a547nGsyrXnbX/6jvORVz+Q9P/9hPvY7n+HyhV2W846waBERJrOaE6e2eNaL7uBrv+WlvOr1L/qSAL/aruf/+7+/n1+96z+w6Dt2244uBnL2aXQQGlBRwhQS5czIveaxSAIX0SZtqHVQh3R1AFGapqfyESQJIYhyerpgu+7w0rNTtziJ7PiWqTfoqnEhqZaOKqaNMwgp88dAfuwWIZCJo7MTmlUHD4LwOSLKxqRxv/Ea+XwU58tWKriN/UZT6oHSSDeQ4udrj/qVWdlsVUGtTZPVgE/pzGN0RYcfyPG3pMOJpUROpDc+Pq3HvphWfJexGcitYzEe5OlwBr8KaHxopfzXzLWccAucRBqSCmTaO6opVsYUmZrvaUyFjENKU0xRqT6V5WdYps/rypVHW3Ub5ND9AIswBFA3POuDz82gzl6FTmt6Fe7tTrMXJwQVulgNEW1ZCTfk6Luh5cb3ab2ueWjy4qmlwYtHD63xsT3WtlPfwonqVpZhj14vgnbF1lElFcb3NPPvZPXHoJJAF1+AUeO/XDZ8s5EE1PgUyZkXmPI4kIAvLIo7Kz/mY03wphlUafsh7dDeyEZ6pq7DS+CUmycC/IOwbafeyPXVc197kkVsGEU+lInvcGJjY07NtLRIA6Ry/fIiWUiAeJ4r5Ii2ytkeM9dRpbFk5lqcWORqJdFUKpP641T6YXxIEJ9Fr5HENNJtrKe6q8ICN/AgValNvGRQAZr0ey1uYFxcZyzMwFUGIjZFcOUyN6hRHzz2UCL8dUT12J4QdhgPWGDMBhFInJ7GhWfgl6UNd2uehQHQZhY5biqQl+Mk8YluktmyMUQUKNRUF3ha9fgIE8k1ObZje/zZj/7oj3LihGXs/IN/8A8ekWvckPf28pe/nO///u/np37qp7jlllsAeOCBB/jLf/kv84pXvAKAT3ziEzz1qceS4F8qNqnOEulowz0cBn45hriIjUT4I/g17pfBL1gnrB5inQ7OE64yJkuC1xr/FEDx7hRetq/3lm/Yan+WqD1d/2luJHZUMfArpyrFFLeS3U6LfPErZ+6zwzyoNq6u+JRRDwd5xzaBX7YCnctG8MsSC/LktFexyA/VAfza72sudlsEhYvtlGU0vpKoOSIvrZhHoU+8X/MEfoVeVsGvWIJfGLhS+uqZEE4sEkkEptsV21XNX3j1q/BXlP/9nb9HV1V0ey2LRU9Ve5wb26CpvSl3dbatbTt+8mf+PVuzhle+7BnDfr7yvOp1L+CV3/B87v4P93Hf5y+wd3nOufsuc/bWE+ycnHLz7ad5xvOf/CXD+aWq/KNf+k3e+eFPMJ1UnJvP6WIw4CsR3sQMfk0S+BULhyMtvys6gl9VAr8Ywa+6DlSVKTnWCfw62Rj4JSjbdYcTZeZbZt4IlxsfUtqggV8MwJRFEvgUlTGS0FtElKUAmTPokwtWjiEHwa+kWMjqNSqJCUzbTKJeqrqtgl9GiG/k2WNE6wh+xWG/kKenapx6Bna7geNnBM5c4viJzFK0ly/Ar8wFFEnAuMIyqbDZPTPUcuzrVwe/ptJxwi0ApaZfUX9cB7/W1R03gV/mWJtqZ3Zu8zM8CtTKJqzysm0yTVe/GvgVEvgVFe7rTrEXTLyji34F/NIB/Cr5lVbrNF53rS6q1L6mix1eKk7UBxcGj+2xNycTGn+WqB1TeRKL/tPYqDBn5tqBeH1MeRzT6/oU4RQS+IUeHGNGHrCD4Nf6fhbRlUFr++71w9LieOw89e+IHAC/6gR+Ccopt6BJ5PNu7eU18MsA4Pvak8xjQ53SkUnglxdT3s3KulUCvyy6yw9k/wZ+2cJZOT46wnBsBr88wQQ2UCYJ/HKEFA2mTNL8gg3gFwX4VY5npOexLMCvcv/cd5t0bJXAr1D03LJ5HHmxTobfx/lUAX7l0mIHwR3Y7+r2pTFnOLYbt+sFvzIwFbAIxm7tDJvAr6AM4FcJ3Je28s3SFOk6+BdwsT/HaT9hxz9yYmHHdmwPxd761rcC0PcWQfyGN7yB22+//ahDrttuCAD7iZ/4Cb71W7+Vpz71qdxxxx2ICHfffTdf8RVfwf/2v/1vAOzu7vJDP/RDD2tlj+2Rs1tmX80fnv+fiNpir0UmSR2jCrIzk6My1p3ObNnZyVLXEajkINB1rcqQpeUpIgheTtHFezm99c2IPHqROCenrwGUqHOupgKZLTukwDCpRZVVum1JxJc5MmR0YnO0yKD+tgH82uQQMoCRRYkyXAPyhFuH6WRTKDeFFJHSq3F+oZFL/RYKLEPNMtZ4Am0ixB/qoqb+CNAGn35X+kEFUgz8UpDOUTTBqpWzX6dMXE0bAi84cyvf9h+/lO//e++gbQMz57m4u6Cq3Qr4lc2JUFee/XnL6Z0Zy7bnZ//tb/GyFz2NuvarlxThzmffzp3PfngH28fC/uBz9/Gu3/0EJ7cmPLi3TxcClXcsgjHX9DWm9OhAM/hVPovUSbWJ47PJop2JEF9EE/gleG+RnpVEdpqOqLBddcnZiWx748Kpk+Kaqg7pjDkiwZywg+T31QGwSg+AXyXIUsaE5YliVVyjGYjwD74vg6pboXxWxGMm8Cs7QKtk0SWRcy4bwDRV49sq66wW3Ulqg6yQtp2IqrvsIqrSY/2nS2nLEId+uwp+rY8OB00wEm3BBAgqsZXokpQ7pmuswvGpTeUg7JbFBcZ0VA6MP1eznHC0yezejlBozV+q1M4K7MUJe3GKJzAfFg9SvVUT+HV0yiOUbVt+9yLbfovd/go3T27hGdvXpj57bI+uiQhP2n49n7z0P9PIrThpUI30OmXijEjeFYTTowqbDN/q3EfzgpEtWq3SrZdiCuUYkvcLuU+pEgZFVzeU5TewyyqLacELRvArjz8CzFxH40wF0q+9vKqwzH0gTFjEhmoAv0aFxqgwTQqNTkZV3hw5O9yvKkGz8M3AQETtxrG1EkvhOuEN/MqLDFFh5gKozR/rFMU5YUxt9ulqdXEf68p2AYvCk9Siwuq4N5ExOqtaA79Ky6CWwAHwi3R8+XP92Hy9TcqQqw9h3HgMfz0xbT3tsSzL4JiVrfoJFL9rAr8U69P9EeBXacP0WSUlUySWYQ1ciUueOjlWgTy2x7dVVcV3fdd38dGPfvThP/eNHPTc5z6Xj370o/zyL/8yH//4x1FVnve85/GN3/iNOGcf/ze/+c0PZz2P7RE2J9Uq2LBimfkhD6DrW0eHa0x3GZ3TTe6KHDIxGU546GxhrGSIl/Fum9Ozbzz8XI+ACS5FAOnhTYYFLq0JpaKMpLHjKvKoIpWd+zLSolSH6vWgUtno5h8dNZG3BzLNtw6TXIoJbZWcWC0m8G2K8sopGU4je31DfiOGD3yqwpA2ptBmFcjgiDHdZ0hOexQjoMqRX4fWXlbO70S46w+/wOfvu8jpEzMe+PxFUIbxZ5M5JxDgwpU5T731FPfcd5EP//7neMVLn37oMV/q9q7f/Q8su57tacPucon3jj4aOTMCSaciRYGxSmeXF74T/xeKpT6m6AFxCgpVbRFfMWJglsJW0yV+HZgk0GurGhXX6rTND+pFo8piJeM0ML8SVUrNCUVpCcqs94HyfS91FzNok4GwsOGlW1UnXD2zYqlHdh/GUTNeyxows2flMgO1SyXH7DaRynL/sZTMEQwkRVyMDrXVL4NoZb892PvH6K+V0qFkIjayhPR7dugsmnPkORrhxrGlc5pgGa2VyxQdIskojr2WBMHNIP6G/fTgfpmryM4zggqXwpa1hQgxGg9ctwJnCiPr29G2Ot5bi1n6SuDlZ1+FfxQXYo7t+uz27a/ns1f+FzrdpXJn6cJ9QzrzMOxJFo7JTqe9G1kag2JsKIGhTSqQm/bL6olanC+sgGgMKos2mhzUVh3TE438vgTiyxFriCpT5XK/BVBEiClVSplcUWgcYklLhcsSCMvjSk4rH/t8IwZwmQqkgV6N9PaNEF1VhiQHF2sal/PoMt7H6rJUXiiQ4dhxTF8FwiIw2ajauPq7fWsOKnmXoNeBs6iBqTavvT5I61gF8olnyqjvOC546RAPNsx0VOmL/cZ+ZhaLsrnWrL6x11KPciZjsjBBHf2xBuTjz9ZR0Efrmo9je9WrXsWHPvQh7rzzzof1vDc8WxMR3vjGN/LGN77x4azPsT1Gdv/++/AyIdABiwPbs1tnTtkIRqw6NtmNM16eXseJgiaSxqwE5ovzHZDt3lC/DKSNkFqkC+e4fefPMqmf/hDv/vrs0uL9GAy2ReTaSI+zoxjH6TCKo6ZLgFhqYy1d2tSe6pNS0qgetQIKFe70pt/Wx1MjmrV1pxzA3yMJ5IzEaPS9xjckiavErtJFx0k/p1fhTL1HBBahIahjEcydMHLcariWl0hdG5mvn0b6PpHgK+jSo7OYgDExPrC49kIkfAxgGQInmoZz831+/jf+gBAiEmGx3+Irm073aaVLoyIhYWshrTR3kfn+Hld8xf7lOf/63/4WNcItt57kKU8+c03P8mr2wD0Xuefz55nvt1x84Aqnzm7TLjq6ZcfOyRkXz+1y6qYTLNuOPig7p2ecP7fH6TPbtG1P1wd2Tsy4cHGPU6e2WPY9XRc4cWrG+VTW9ZFl33PyxJRzl/Y5dXKLLvQs+8DJnSkP7u5T155f+ODHCBq559Jlui5QidCruWaxAjp7QySCWzB4EdGBujRJc3kmlh5CD3iIIb2HEbrWI17pOh3C7S8vJjS+54LOcC5AjOzSMHU9bdXTpOgFSe91VIcj0HiSMmIkSnbOhH2tiVFQMaLkSsCJgbHZcqqOKgTxiFqkwFIqqnwN6ZmJqSyOsM44Nllaow4AmUFNGewwh3IR6sFxE/OKrB0VekkpxTlNL419nkgPTOgs6i45kqopBkGVNsF6M5Q9aVJzOzK5f01PFGUqlizRYWODgWTjdcendXA0zSWOwH6sEY2gDTnKLidnqST1xnTtMJxKUv0zwb4jA5f7avxCQWwsqWSIyQIZvxRlXcZk+Fxiv0eFpdYDkGXRKQZZuvSM0tt74IxR3aCcO6FjUnUsYsW0WtJFRxTjG1zEip6KZUyal0lJazib5nG0iBAbLmepUxe78zzvxAv5j06/4kBbH9vjx2bV7dyx82Y+c/ln8DLDyZSZu5DGhPTUtSRKz5CK0g3w6Ph1LhePRjhmOA2Q1U6FCgPRavvy0UtFo5EgjjoB1UEckigHLE4s0FHRSJfGHUnAUKQNHkdkL0xS3zMV2ppuIJDv1a6/iJ7GtUxYkoWJIkKVFBcBFiFx4vlR2VVIRP4yQuxZ/Cgm8n4bFyoqiSyJLNWz5ZTLOqXCADbUUiP3Y5UUNE28Y+rsvqo07whpvGgTEX4msx9b11q/TtBiVoHM27yMUTJRASIiZbTW6vlgde5EUZaf4jpvmH0DRsXZHPXnVs542PmO7cvRLEU4ErV4MyQlx6YXT1beqhHoDSgVQhYUU3T4zgYdga9eM2+wSbbkWNT8pR+9iiTaM9SuePdUcZJnNTXIFhcWv8aJ6UsfqaY5tmN7WOy//q//a77v+76Pz3/+87z85S9ne3uV8uglL3nJDZ33hgGwd73rXbzrXe/i/vvvJ8bVUMyf/MmfvNHTHttjZPPuAVClkoZODwJgJY/MkByZHGlXOjnJAhX9cFwOc1cqNY4Y4/5ZXWEbJ4+bIhpWHRNQnHPU1VMIcR/vtm743q/XuvAggmda38l+9wccBZ8rOcXB7tUIW7OeVBxWlmOaBIuMkS32AfRUEtPEzqUUIxmiHfJHL7fvqJCWp4vrQJhY6ll+nmn1Op8l4pkPSlXjM/cSqQk8qblMFEenjjPNnN1+ypVO2Q0NvXoWISvbgXeRxkdmdUtUT18FOnX0wdOFnj5URr6uCQKMgkaIrUNbj3blVNWscsIzTp/h3HzOFx64ROUdXRfoVYkVtC6gvQFd0iq+U/wyIL3iumgN7Rz3XjmHivBb7/skH/vdL3Dy5IwXv+QOvu5rn8fLX/50vL++xC1V5SMf/Azv++WP8KH3f4JL5/fY310Qux4NEWIEJ6g4xDu0rtDaW5lzBqA4A3fwEN3/xd6/R9uWXXW9+KePMedaa+99XpV6pCoxQEICIfIjARGEgLxFQJGGD+QhyOVxRVuziSL+aPprEu7F0HwBEoVGiCTXewG1iXhF5SIXIhG4cAPykoSYkEclpJLU49Q5++y91ppzjP77o4/XXGvtc3adqlSqktWrnVprzzXnmGOOOZ7f0fv3K6gT6BzRAV5MmdGl30XQDmInFr6Yrom9AVvq0zEFZyQTILByWkMyBvstdgZ+aQ+xB/WarlebleVYEyc2Cysxcg7pIsPY4Zz53AxRcF558MYRnYv45t8j7gIXZysuzZbEsGZQz0ojXswzq4/GEeMiKdN2n1F94wkBXiO9G8n8OQbCZC8LazNZXILUCmYy0otjJNBh7DFOKQT8tggzcMU8CqyNdlTVxkx3f8wihexEnFqIj1MLHgz0pQ1m0KuTiKRwRp/aW1DHGs86egbtEs9QzyraonUUn9QpA10iw3dinD8Rx0ICg3asNTLQoSqFq6h6ne5aeNVjN3RR1KG6EFm4NSS+Hi9Cr4GAT1yBMulraPgDYyl7C//sxbTsZmKsSR1W59oWpVRSbWWa00Edx3HBcZgDpnI3k4E5IYVwaeFdM6guAWYixZG0c9bzzoj8AfdIEvGQBCsIY/Q8Gg6Jg0EUXRL7ULHQ7Jzu9iikiGoCYO23XmZ82XO+msPuyeOh3Nvt2fMufwUh3uCdxz8JckiXuK4kia9MwM/mS/bdOY/sjQHJ1qcokjb7jJ+r0wT6qBY1ZJ88OmPM3awyc2ljTEebP6j1P1E9J3EO2IbZcVwYr6IbmDPQOYO3rNUZLHPgAwt/jbw5NapnFTvW6lnGmYVJJgy/GyMzNzJLHF0i0BGLN+iAZxl71uqtrYkp4g4SWcUeJ8qJzo1zUSI+Gpdhp4EjWXPBr5CIiYeoMiOkzQbBJ0jLpWeT1J/4BMA5mXr9tqbYXk6PsBChS14um6O4bbhOIalNHq8NFqYpSCZ5vkQCO/K8SQuowUZ6e/vgtKCRQQMDIzbFsprR45lhmyNOpvVKoSgPK9BrAqsk4hXWCmNRgZREQ5JnJtYu5jLa2iltAOVN6hGbl0/U5BsTlE7Na7Pr7zUxjvH3n4SS2ttjMdG64f9k3vOpbF/2ZV8GwF/9q3+1HBORtFkthBDOuvSmdlsA2Mte9jK+4zu+g0/8xE/kvvvue9oQQu9tt6kqV1e/xTo+eub0YhsOyGT3WiZCdrQFXLLng6ZFqJE656653ZnT5vy6x7oNg+WUQYi65J1X/yGPnPw0H/aMb2fm73k8xfAYzEjEnRziZE7UkeRKMz0rLUoVbOGWjgsGTCyNdrqowtVdxXytkTVnxccSsqOV6DlbKavkWbJF6k0m4a1eMjGpTWbVSU2gV9ApNOmJRl6ryjIp0Z2EnofWFxii59H1AafBiHaH0KEovYt4p4QorEOfBltvipDBsR5s0W4VweqQIRIpTGOmxJUQTwwydGL/DmczeufTTlkEEU6HNacLUBfxpxE/gLTA19o+ESHOu+Ktgyoa4fR4xXo18Mu//BZ+4zfewad8yvP5uv/pM1gs+vPVhjHwL1/5Wn723/8Gp8dLTq4vGYeRuB7R0bii8KakpTMPfWe72zKdpCiKeqmcXJ2goqh39rdo+oTQJ+DLpWschLkWsEw9ECFxDtvfzWtVDOwKM9K1CfjqsH8ugV8ZMEvvCZ88eTr7B4rvIs7Z6s0589SZdaYm6J1xfHU+cN/BNRaJD6x3tuufw2UWbuTAmRrZLCkIjuoYk+5ghnVnUomUo7YB11JCh/ICJe/PH7i1LcYI5b5ZxKMqFtqCbaJYqLAuFM3Zs0pLW/YEZi6Q+YGqCqPldS6D8emktpXzpwjL2HMSZ6mdd2n5FBMvmbJwQ1pEj3asSWeIRmwdVVjGWQp1yh6k094196PbYFgVK5nJyAV/iksqbT6BAgN9BbdSShn7jE2Z53KZS8CnNIygOyl5tmXKlPB7E+I+jT3vGy8xqnDo1szEtlIOU91oz82hoy35eO7/8h8xqevFpo87jT0PrC+zTiBAyIp2mtX6tvvPWmoVCOxwHPkD7l7cw53zu3aev7enlol4XnDH/8zF+Qt41/V/B8PboNBR59Dl27fcpnIdyuNt3lDK4+2QAg+HBEZltcUMjuexf0xj/5iAq7xRBsJcBi51p3giB27NzBkRvolt1O4+Q/uaVCXzPW+EORHBi3m/dhI4dKbU26e2HFWsD1Th+rhgFS38ygu2aM/gFIp3MfWj1oc4InNnT/UMf8yRW9PJyGFSl57LwGzLU7Ru5vUl7dp3lPeYPg3mNjsSl7Ymptfkc92OcEe3NU+avv1tZcjtntTyKDvTK5ncL5E+qGzQwEoHLPzdvCI7HAfSp/rQMsUlz66ml1Ey6b0dW6uyVAsbtpEzb4C7MrZD2qxKa60R26QZ1bHS7Ee56U0NdUYCQ9oAmjMHBpTbAw72trcn09761re+X9K9LQDsB37gB3j1q1/NX/gLf+GJzs/ePgD2tmv/kmvDG8+Y/u0Gv+pyz3YsbWe0Xcy34Jd5BSxkpPE92gF+5R26m4Ff9T6qA056bqx/nbc//P/juXf+fTp3+bEXwGO0zl0x8MSQDcwnbjq1yuAXaNJRa563Ab+qlHh9rgx+ZbL6evUm+JW9vGpZnR/8qiGXFfyiKDlmcwn8UlVW2hPwLEPHg+uLhChcWy84Db0N5tHAr5kLOEcCv7rEA2bgV4xSwC9Jnhx5Vyx7zoiPxNHhFuYnoicdi65njIG596xDoHeeuy4f8cDvP8q19ZooSncScQOIKt0yWNjjOuAGJXoMfNogZhOLOUWDsjxeceFozn/9r28Chb/0lz77lp5gqsq/+qH/wk//+K8xm3mWJ2vGYYQYDPwSMfAL0L4z8AsF39lvGQgTDOgCA7S69L1zFRBL4FjsnSkzJs8vJQFYWbExgV9+tAqhTra2wgv4JXYtyWNMu7QI6GhWDqlieSsr8Qn8UqWbBcMTxfi/IINfKWTNGbB03+E1Ft6Im3sXUz2xsJ25jBy6tbUVCTiJDNEzbpC79wn8qhw0uX7vBr9owC9HImtWI34WqophDv3L3DP5cbfBr0hujRn80gR+5fZYwa9xJ/gVE4B1I85L2484PCN9UkVbJCU1R0wAW22XI24L/LI35hrOr/ODX52MXPSnmO9nLODXSFf6iJzezcGv5DFCLOCXlyrxsU2sv927r2LHe8dLBBWO3CoBoVrAr/wkBVxgA/xK7y2XgS0mMqhl72EVPe9eX2EIObw7qdxptwF+tfmb5jT3HlE9iOdKfwd7e/qYEeJ/Ds88+Czuf+/vEMKDQET0YRyeqHmekkFVG6RujmPUlteCX5m/sx1vhxzgqLIBftkYvDn2GxDmJ3V7JiOXO2u3BfyKLgFrNZ/mmWKiECdxxqgdQxRuxBo6Sfo8cmsyB6hPCtAhAXHXxwXL2FsuxZ7XSw3B2gS/JIFfQuQOf8wFtwKUQ8mbHCMziTaGuAp+5fQy+NXOFcv7KyW+DX4pRq9xM/CrDmuPAfzKQ/UWIFYVJHeCXzVxm2e09WpvT0sbd4BffQK/wMBQV2YTNwe/DOhSVhpTf2FjUB5bW/BLMBVqG0dtDA7qEk1AK0yxm2og1+AI3Bjfy8Id0Pv9xs3envr2RHN/ZXusAk0ArNdrPvVTP/WJzsvePgB2ff1W3n7tX9G7i+nI5iRgez80q49ksuN2kdWCMa4uRRL4NZ3QbO5TtB33zXdh8x3FiGzdXZysf5sHj//VrR/4CbCL80+mcxeJeg0vl6lBoSl3SgK/6o5w+7wD3n5XZdzAoPOkGRq1yObqOlXcno7fDPyq10ohtq3eDEnGXf3G0KkWqoDxl9hEOvLw+siArNBxEmYIkXW00C8vinMW8TcESy9ElziKlPU4Bb+gmeBKXWU4rxAFmUfcLJP3CpdnC64ul3zY5St87id+NNfWK0aNdGPydhLFn8ZUERU3mleU9t0W+AW2GApjxDlhHCOPPnLCpUuH/NL/82Z+5Vd+72bVAIDf/c138rP//jc4vDDn+Nopw2rAe0dYjXa/TMrvHMwScbnPMYWafjcvrtw4tEuKYJ1Ujy1vi7AS8oiBVWgisHdp8d+l505kKCrJGywXNHZuTNynscdCL1XR7PCWwS/Vilwk8Ct7fwG4LiaPG8UlJcfOB/uuSuftvDsWJyz8yBAdcz+WhZcTBY0cevOezKpkIcoW+JXDGCmLwNzXWPnmBWQLhxgIZapkRtBsng4uLUT6AoTpBPwCajghlczaUxd8s1TALRid71ueY0f+UC2LTy15DpOFaJdU2OYSEG04iRSWcYZ5hBhAaNw5tadtwa+zTKh8ihf9qnjvdkn5NXuktem1RPhT8Ct70Rn/ySKFaQqUyXpdjEspy60JusJD4QJBHQsZTDkOkkeKErWGoE39wHY9qUzAh3xvVeV9wyXG6HGipqyrsahAQuV1ulX5kWrMteGUF126Pf6JvX1gzTnHpcMvoXMds+7DcDLH4XH0kBaxuQ30pSbXuuE2jrXgF7RAcR5vM3Br/cAqteUCsDfzgTw+o1q8wFpw+6JfmvquhAR+Za+yXDunY/+gnSk/a+RGXCQe0DwW2kaBpD459wNZsGMVTe25gl9tz6BlQ8EAsEyIb0+/kDUX3JoAHKW27DBvUVVNnl80ea7gl5Xx7rmgUvvFHPaYubjOA37dCoQShEnGzrimgl/b3mVn2SbQtrenj9lG8EAGszK1yUKqsnNm7CzXUBUfC69vupbs+UUGq4G0fpjWEi2jcjsGZ5VXoPy6XUuncQaCEHVgFU+5PH/p4y6TvT3BpvKB+fcUt3/xL/4FL33pS3nWs57F29/+dgC+53u+h3/37/7dbad5WwDY13/91/MjP/Ijt33TvT117IEbP8sYbzBzz2iWldlu3pnuck3fPE/JimbW+W+e34JnBfzS9q9Nq8dFZqiORD3GyYKHT/4TIZ6c9ahPmM26e7h08OkEvY5IRhfqU7U7MZ7pdMc8S6oSVL1SJteqkkIRp+USN6aELeB4M1OtC3k2Jub1GOU7ZPU8TUp0NsAvUwiFI3IcZukKSQtU43qalIEqYzTEJqojRjcBv1oTKNGJuHyO4uaBIUZm3nOhnzFq5E+84KO488oRmcjfF/ZbkGBgjQwJUMseULqjpqaMjCHS9Z7lcgBVYlBe+9o3JC+/s+0X/vNvs14N9L3j5PoS33nC2tJoxxTtfQKLmod0zo4JGZUxoIvNY5RjGQibHMuCgKUqGn8KgO7o4UOX6026FgropS3oVUImtYwUkoEwVQMp82Ok8zpvYaU+XSsSudiviCpGeJ8WSF1WiEzHIsYzpyUceFpBOqnnNS/PnjG1lc2A0k4CqkbOnu+bVSBb9bKsWNi2s0CLGta2bHmx2m1eHeaBtXXfM/K31s6U5VRLUHSrUpmV1LJqWqt62aq6Ddql/Ne2vNm7Tp+qHs3T85mY/1lQeyYtv9KkN92o2DwGmjzXSLw/9V1O31Luu3YvPVfas9IOj4Vf5d3uHIblJgT6ta/ctAqOSprqZ4U+Cw1bxhlegoFfVkGb86b9bZvqptmC17h/DroLO55ob08HOzr4AkSOUJaI3IG1/M7ertQu1ecRTfJIaW8/j1mbG4XTsboZ08vmVm3LmYOztr069le1yJr+InlbBhUWyUM0KzbXWUVtA6oJ7MW8VYMaCX0eg7sUyhi1eoS1CtDL2JdhNKfsWg8tScNPutZRowIu+BVI9ja1tjyT3KtJ2UDNQ41AU2rb1h7LJbKQyrlVZzjTa7aPTVNvZ2nlt+ais8Cv9ppbwlp73Otpb2Py2gJTchSgTz6H1oK3wa9WMgFsbM1SVoEk5KDm1WXXUD6rM0EF2CsfWN0gP2tjqTUpnxmgV7ruyaKN2dvebt++//u/n7/+1/86X/iFX8jVq1cL59eVK1f4nu/5nttO97ZCIJfLJT/4gz/Iz/zMz/BxH/dx9P2UK+cf/+N/fNsZ2tuTZ2M84YGTn8W7A4Z4bef4vEn6mgGd4t6bJgnt9KH+387zGhnUlUVyPbPt6tsJ1vS8qeXpEmhi9h7jQyy657MO7+Xa8r9yx+Efu8lTPzF299Gf4frylzhdvznlJyMwicC14fxqcz6mAdIRGfBkevwqi+wwpSWbYOfJc33uOJl21X1T0kIubh1rtZLyQs+lO8Y0nJoCX8MzhilAxWgL75ByuQymKBWjo2ek9yOr6I1wHSOfDlGImrXzLEfOBcLQ0bkxeZxIJdnXXD5iM4Hk7aFOIQjaRdRF7j64xHtuHPP8O+7k8577fH70P/0qi3nP6fEKHdW8mVbKOLNH9g60F9S75vnzy0jlHW2ZEtYBL0IcIg+95yoXLh3y27/xDn75l97Mnc+4wGzeodFAG985Dg5ndE54/X99E/2846H3XWcMiu9gHAPqHeIaNR4v5hYnDmLaC8yucl0FQtWJEcR5Seel4hkVOocEc5WnE4jp+SySpPJ+hfS3YJxgkp4+eY7FLj1+Z+cX768RJP+W75zAyPK3M4DLeSsLVEE0PUYkRk06A8oYhIv9yBA9QeGoW7MaPd4pQ0xBaS6yHD2dU1PiUxjozE+iXXARCcFIynOomqoripMxpvqfFqNGbg2qgnOwCj6FVtrvvRjZuhNlVC0LOVfqbG6P1n5a2NmphQcZoXpuibbI8ymsJ3PuaFomx3SPQZ21JhGchrSwrJsDFu4kLJyyjrYczL8Nat5imrzGPMKIlKCn3AO1i7Fd/XKuk56RtdricSSCOkJCQq0Pyj5qFQzLWlV5wu3QBMgJC1HWMXm+ilovljwzaoiGFo+z/LwAJ6HDq/F9ZQCxl5EY0zM25L4iWVXSnjBjA5rqBBiPSq7GScOS07CgFwOnHZ5e1gT1eBkNmCf3qO1CZPeSIu/mz92C37n2Bv7QHZ+487y9PbVt1n8khwefz42Tf4u4i4heBUZETbPVYwtOJyZgMZaxM4O5+bvZJgBrs5TaIrOUT4yuKDrXcT6P7/kzbyxZfQ8pzZkbDGRObS8giYQhgfpqHqejugS0wRBtrrGOznj+XExtKwHzUZICpQnzRLFeJUbrx7qiBktpVyHlfYyWR+8gqtCJHfMEJCpL7TiQgdPYg0ZmIqg6ZhIYtY7LBqKlftsKa2sW2HqiZrDMiwET063BChxszmHb8LTzWiEwnxzLWxBVGdIhWynvQx4/eGzUPK+vs+WZ5I2TZj6uBnwFlDGpVOtE+CupQKqmETUBx1g8SfYrH8jjWo7CyPMAWKsnYptO0y0fS3/3fm/eEupwcsBDJ6/j4uyF74+i2tvenjD7vu/7Pl75ylfyJV/yJXzXd31XOf6Jn/iJfMu3fMttp3tbANhv/uZv8pKXvASA3/7t3578tifEf/rYKjzEEK4DsBzfS2ZUqIun3KHXgT+kJZgtpNIZ2jjol53BslzkGPMUMj7txD+T+GF6qQE82aS53zQvU4u6wtET48qABWAd3vU4SuT8djh7Ac+58rf43fd9HWgNoQKKR0TGB/JOjWLls2BEkRQiVMlvFfMMiSij+FIImoGi4qUhhHSshcPy95ZuP6bZahQhO0sXxrZCpulZpel4SPLmEcca8zLxEjmQAYdytLha7vFhh57jsODR9QEnccZp6FmFjhUdLhpY4lCO3GA5mw1EFcboGKMvzxZVLOwteGLI03gKUIYoR7OO5TDy3Ct38Hc/47O5vFjw9gceYXHQsyJwPM/gkscNSn8jojOHG8GNisSMCNnsWiJ2LJpCoyiMN1YAXDtecu0Baxcv+9Z/aWWVFBDFCQcHMxaLjl6E99z/sIVRRkV7zyDApaPy/kkKkDKmNydqZPO9gYb4rAQpSX5Qyra6RFPYcplibozEQQhzQYNABxIFPxj4FUcDuWIHcWbuCzFze3l7fIkgIS0kglXQ2EMIIN4WMOY2pdDFtMLQSYMUl8FDA5dULdtj9ObpJBAHa+MxOm6MMxY+cNytmfvAgR/pvbX76+EQR6RzFka3cCMzZyFwmZMKhBOdm3Ji9IzqinJkVjS1s7Rw9g+qnCZC2uNgfY13MXkYRToZi7eRhR0GesYEIlWPghyI4ErbEU5Sf5YnsZ0E4wZLnF+ZK29I4FKXeHEAjtwKxRSb5uoYtGMVu8IFttQej7KKVj6ZE60vAiKYQqSrC2nFFrK24LW2Fakqi9VnJS8GrX+4rgepLlg7nbmRuQxFeXIhGRy3XtsUpmqgRV7+naaQsaXOkypmoMfKpCvBn7XP980iPefxyA8c+LH0CcZ1NuOadqxjx6CehRs4cktmhf63jlGZYLxVwLIFsknGjzgudysO/EBQz6jLJEQwZxU9o0sCHVj/V4AMrYv+3L/n4LEDf8Bhd4EHlg+wt6ev3XHpm4nxKqfL14K7AvEROh0SEBTpVRkQegyYDeJwGgl4THNRETGQe+rVrTjV4tEYxdFpJOLwXpOyo2OmwmDkiwieILBI/d6MSGRMgiCuhFeDteqVdvQSmREIYONwUnZcRxvxc/8mApf9kuAdN8Y5p3FGwLGihyCm1hhNiGPuh+QlJhz5lYH9an3MED3r5IIs0idAGZZq7btz1u7nbuDdY1fyvJCBC/4UjY65jARGutRPqNTg40jljrXnrIBAZgpw1M8KQboCJJThSii9QbspWz3GbrJekbyNuHGQdosxp1k9zXK6e+Drg8tUlYVMnT02QdGoyorAaRwYiAzYNOtAPEd4vBhTnE+QqvGhppBIVQaUQZU1ymk09ddT7TmJ/UQ8ZkYeq63ddEmDctS8BqjjYDZBk0qyMu/uBDpOx7e//wpsb3t7guytb30rH//xH791fD6fc+PGjdtO97YAsJ/7uZ+77Rvu7aljy/FhluF9qOauOk/061Rh1xCel1TNMmHrWEsmnHc2BC2hBDNCwx2x26Z52fwFIBJZAw6NtniKuq3G+P6yw9mL8MyJsi6eDG3uqtoTaRFoZlxadcFm/1xSXPJbpPjZcy6T5ZpnybRsMkFuywGmaSd1ygtmnjWCke2falKiSwTdLSl/n0ItXALB0MyN5FjGjvesLrMOHTfGGavYM0ThZJylBWTOf+IFUVgHX8h87VdDK7woIg7vRqIXlqueTIifvcEuzub8sed8FP/TS/4Q9124iKryew8+zHuGE6JL05CgzI6V/jhCUHwCviSaYxmqSAHDms+QOMNEKIWT39W4uX+shNXA8TqFubWz9JZjTBVCRIbknuUFFYfOPHHeVXJ8kaTamN6pT8t6tXwrQGcAWZgL44EzTrMO1EkBvFQSF5jHlCE7qcdcAr2G5GDn0vmdEha2MxlnmHOPjzBPBdYCX6kOShdTyKPifA2jyfXUif0268zLYOZHjnpT/TrqV8x9DepTLAyvcwaaHPmqQJZDbDKIfBpnjOptIeWSKqIKMYUWZjWy+pZqnzNLCzAjlbcaPNtQLDRPjbrsSsFIZTGVyaRby+prUMGckBaz9mxZn9Ge2EjZjdh6UGck9lq5+ATjxsnqiZkIf+EGRJVho2/IXINjInoftEvttwJLjso7knvpGlyV1NuwsvcSmDPQu7QRoq4QyY/pvpncu4RX0RLhV1W3meSeIr8bAwpRimeKUvvCPKpElaQ0a0DiMs7wBO7qrjOTITVPnVxb+9A64fdprIkYeJoBBAO/HFfHQ9bRwsGG1Cdlhc42lDTj0bk/irme47jYXUKBIT55Y87ennhzcsBdV/4Xrt343zk++QlGDSCP0una2r3YODGKY66RERhEIIFZ2ctoc6bSYRyJrQpkUSTNYLU6A6I0t1k3ad8DNmYKsSg0dmSBiSw4oVwLh9yI85JexIjyO2fQehaUuDocchwXBeQ1gMwAek/kQrcie6BnAvwxqaOuoy99WybCFyhtsk+Kjws3sJAx8YllIvwTrvgTOkzt16fnyOHkWQWyg6Jyl+eWHnN4hjYk1bi9rJwNbNoVYG0g2eaxW4NTKlPgqw2xvFk45B74+tCy9k0PGriua0a1VcmI8dPd42b4FCcsauNxpH4WInwCQeFYPUt1rNRxLRwwUOcInsAFt7K+hXZu4iebQHWGVSHZycaQXCSyIurqySqqvZ3TRNN65Um+51PZnvvc5/Lrv/7rW2T4/+k//Sde9KIX3Xa6twWAtfbOd74TEeHZz372401qb0+iDfE6b776g6kDrPtZNwO/MsCV2SryBCUTKudFawt++eY8WwwamXUn1aV8cxcFEnhzS2/CCoStwv0Ic7wcPdaiuC2LOvD7j34PkZMUdqMbv0shssz7NlUdKg9UVpp5IbdWnzhC8vK9WvaYUJVm6Nv4jYZzpBxrS7j69LXgV/b4Mm6CroBfWZWuk1gW2wHPOjoeWF5hHT3L0LOMPVEp4FfNf8pRAr+G6Mvysr5a88zyzkLcnFMOFiOrVU9Hx8XZIYHIy/7w5/CZz35+el7lR37+v3H/9WvEqLBWRIX+ONJftzz7UctAksEvN2pBVLbAr8qODmfUOzE3JxiC1c02ZneTYD9EZEgBcsmzS2eeuOjtNO/ySjqBX2peYFAAOwW0t2vDXBgPU+tLgJg6I7FXIM4rsKVdBrXsHBkppPik24ZOCQfWbgv45RL4RQK/8srO2XvyXcQo7wz8mpaNEeGjpgLZOaVzBn6JRC70K2Y+FG8xRZl7A1i7BMBk4Cfz0SCSwK+eQX0hfIbk7Sg1PGhqlYy5lwy0m5op6ZgtvAILbyFxFuyUwS/K563Br3ptVOOZUpIqIpX9w9qPgV+2SJ0TNE9KXQGNikdZUlI7cGtQZU0/8exUJfGJJZAqqRhm2InSVxcop3k2TcCX3eOCX5kyGyMzFxKY7+oCPO1XV/ArA2At+DUW4utN8IsG/MoKeC2AlfMXlQJ+LWPPUmd0BO7ur9NLQDUHG1Vosnq65TBNKTBhVOGGzhtw0hNUeGQ8Sov6qq436Cb4mWtSLnK1cFrJJMeCE8cqrrmw5wB72pvInMsXvo6Lh1/O6eq1LFe/RYjvJIT3gHZEEVTXRBYEHdEkZBN05DRe59r6bTiZE3VJLK2iVV2u4NeYxtvQ9AOZHL/tL1axY8TjMfVbl/rK2jcYcH81HHISF2WjICLMZUheokmwQ5VHhiOOwwHZd38T/LrYLXFoEvBJfVYCv1axK7yDm+CX3cO8MhduYOFMrKSCXzd4hj8BVQ78WMC7rswvLC0DuqZiJJvgV56/VPBrGrrcziUz+DU9dgZAddZElJuDX1MVyFuAX7L1ZW9PIxORMzlhB41c0zUhgV8DMEO4081w6brsrZj/C2l8DqossXH3OHpO8YwqPBoOG14wG9cuOgOobV2xC/zKPc/ZrgMKnI4PMHOH9O7yE11Me9vbE25/82/+Tf7KX/krLJdLVJVf+ZVf4Ud/9Ed5+ctfzg/90A/ddrq3BYDFGPlf/9f/lX/0j/4Rx8fHAFy8eJG/8Tf+Bn/7b/9tnHO3SGFvH2h766M/wvX1m/EcMnKduq8OuzvPGuZXYZUKuWx7frUk+UqfYJs+q5xxtsJPc8tzzBUU6AjxUby7woX5k8PF8vDJT3J1+XN4ucKgD21laSweGJV6PpZFW1Z50gR4SQotNfCr5RSBDHA1yoGbvyO04Fc9tj2rk5TeUvviMRHwCfzyZaDtJZIVmSAruNl571tdYkgT49MwQ1Q5HefFG6f1/AMD28YMfkmb75SflE3vI2Ow8Lb5LHDf7G7GqDzz4CKfcu9HlOt+6+0P8K9/8be4sJixOh5Awa2ieX4J+EGrx1fCaSQTi2TwC5AYawW8BfgFoCHihgRqbIJfrUU1zy+oRPdOiPPEPu+lKi926Z1nAC5q2Y3Rzo5FYDxIMLNP4Bfm+WXnUVUgZ1aoscM41KJMwC/EwLGwqNdatdMEfkGJIyzgl3F+iQONStdve8W5hNj1PtIlFcijmXknHPiRmbfdzcTxT59CHlWVo35N9uIyomRKKP1auyK6MHMZSK47nLvAr0xqn72oIsphUjP1EovC4IVG4XQT/Mp32AV+gRbPi3axuE7eETn8rwWeileWKqdJ/a22leyhYf1ol8C7w3SPDBpxRnqj9mViu5sMV5r/U+6jaAK/aghk4eXD+qgMfrXsJe02CFA8TIzEP8P+YqIGVLXNCvrXvjA1CExdqy+A1kpnCHBHd4NOAkHFQDAa8Evzu6n5S72UTfI1gYZpIQ/mKTOqB40MOk8LkLqd05abNjnM3qr2LeDombsFJ+GUF126/R3IvT21zLlDjg6+kKODLzz3NcvxAX7jPd+AuXvd4DQ8gIhWgFurImn20m7BKqjzgbZ9Z5XXuUsesap0zrxGjhKX5o0w4zQuEFVOdE7Emee2s7a3SBQTN+KM47iABM/lcT4D1OYBqimEqoJfmuYmYwK/WuXmrKabgXsLcxxRpYR9LmTgDn9KVDhMnl8o9C730TV6oN0UpRzLPUQ97lMmfAM3bQJdYCDZ5rHzAFQ7CfHPuHYT/DrXlPWcZ+3t6WGqyrGuijeXcXjBHcnzK/N8ZfALKhClqqzTXGGN4xSbyF2LB8Y9WNYIkSNZ28YOFfyq/UoeF3cDX7nOSRorg65ZR7iy+KT3b+HsbW9PgH3t134t4zjyrd/6rZycnPAVX/EVPPvZz+Z7v/d7+fN//s/fdrq3BYD97b/9t3nVq17Fd33Xd/HSl74UVeUXfuEX+PZv/3aWyyXf+Z3fedsZ2tv739bhGg/ceC3eHRJ1YIx19/wsq0vOKaxSjsnmvsMUMMvHstpYvXaH9xdnd+PbucqBPrYon3cfcY7rHp+pBh6+8X8iKnh3yBAfnPxeQ3Ey8xelfI0cM3t55QmyFpXFXCaT+zXnbZZL5hjbPrZdqvlIDslAlaBNSFW6e1aCqjpneSebIoneSeQ4LEo41KgOJ3FLuRKMG0rZFDmob699Zu8gRMG5yEHneWi54gv+wMcw97Wr+pnf+B8s1wPPuHDIQ++7gQrMljHx5yfQSyjgF1pBJYmxFlK5aQtmcbaFOJkcT4u3OT5WQYScXuy9eTQZQ7wR3Ketbc3Am1LBL1KBRYgH5slFSNxehvkamKUJCGtWCaqQ1vskJ4CNvKTzolYFyV4rOuqn54MiPrXlpM6ZPblIWbdjSuetvsw7W7RphEU3lulX8nUrCo1zF0rrnSdPwwK0KKyjRzBxBUnntWDFZh/S9km5r+nQ5h7GYJjDLINm8HjyMkvftettd2kJmXk2gLKozF5sbQFWALtVf4upH5gqUmZ+n5zn0KhiljwpKXSyAbobALvylU370bpYtN4he2KYmtxY2mO2kdqWYynVzWMkVbfkEYLxoPWt0hs5ZLF9jml6GWAXtHAXzWVgLgbK5XJpQcXc79Vj2cs4ge6Jo2md+tZRHWvtcUTWqd8z4H+7zzr7b0l1y7GMSw78AR9/5ePZ24euLbp7ecbBp/LeGz+NkzkAWQADchuljLeQ+wGHaGSkL31YBsyGWPsGJ8YPNN9QWw1ROI0G4qoYt6ajcoQ5qhrjjTRWe7G20YaN142H2hfWvk8Zt1Qgm74/5c/a61jGhnzskl+mOYTYxkNRgdSSR6UCYW1fvjks295RPZjDDjdDHPP528duH3S6VXrnVoHc414fdLYmGi+yKjkYfiGOLoFf27OLqgxpm+E2Fz1NikUjFpZv3s6JjiTNKwIVDG5XF3lj6TzVy5UxN3DYf+TjfPq9PeF21sTz/X3Pp7h9wzd8A9/wDd/Agw8+SIyRe+55/Aqmt+Wq9ZrXvIYf+qEf4pu+6Zv4uI/7OF784hfzl//yX+aVr3wlr371qx93pvb2/rX3nryOdXyEXi4SdGmTNc1r+Dpt2/xX8ATqLlmDMTSLU2265rpw9SgklTiUpNJWeMlRcho5/Zwpndx5+k+wPRfbDzxe/fITX2Abdrz6NZbjW+n8HYR4wmYzqkFadSGdB6vpoGXn5eM5vKcthfa86qM3LS0t32mOsXUs7xMNmpep0/tqWkC65M3hJdgCsQBqkeNxbjtdURmicTINwTxR0Hrf/LR2fZaMn75h2mdJM1xJYRFO4IHlw9x7cJHPe/ZHl7J936PH/NLvvp0LixnXj1c2ER8VdwoxgV4W3WiVStPj52MlhEu11ruM3mYAqHmWkuPE6aVg3lw012ZTNcL7oJPzIqAzb95dDgO/1J5Z0co71uS5cIIB4ywBd8lTS1UT7xkFrGpBrxKFmgjvLS+JaBUl9KnWpFBJ1Yj26YlSuKMhXAlCcea3gEZcUnrUXMZEnERUzfMLtbox9yMxQO8CotFI9lFCNAAGtUWdKf0lDxutCmAxwhCzRqotF+2eSfFRbcI56UNSXxEUnOa+RukIBqqmTioqdIzpOWSCXdZA8Nj8VVuYkghny7V5wers2VK+Ys5XJIUZWwVfxwx+1//ndiaaACQ1hUZT1HRJCa5OmWt/ocl7ySpvLP/f1c62e4aeMb1mA8JM8c3KJ2jWsY2l7WdCeKhS8BDTuxG8BgN4mzJwGrPOROkHSr9XCj4mQM+8/9baIcCBrCHa+8zpBXWWVrQwc2vHVidiKsPMtaZY3c75X8U+nWP3ywvz2tI3/+1as+ayDhyP13nJlZdw5/xO9vahbfcefTGdu8g6PARlpLWaE6hbgLndDLGOwblGtW0rj8uds7E4bZ8R1LyrYlQG9ay0wxFNQTf1xV5C6kOsPa6DZxU7fAG5TN1VkrftTAaiKmMd+hItAkWVtvSHafzJQ4QnotH6kJ5o/SwRjYrXwKGsCNGlEGa7NotgONXSl7vUbsl9OekY02FZ8m9AZlKq3/J/dlHLs1RnG5Ozqmn9fZfVrRtTt609YX1r7Whxs//29sFlKx3LmGxq6UZ6j+pGHazvPn8bqBvMQ2rzp7FDyZ7MNhdZyFDaoKBljDYe1HaDanME27YMvzmZ8/Dy/3k/lcre9vbE2Wd/9mdz9epVAO66664Cfl27do3P/uzPvu10b8sD7OGHH+aFL9yWTn3hC1/Iww8/fNuZ2duTY8fD21CNLMNVVnGJcdAkfwatu3dQJ3E1ZIWkhVT34X2aUDkFV7yHaqjSOl07oJzSI8klWIhpFzKWqCs7lqeQKSXVoljY5in/pUR6dwfgWY5v5TJ/9IkvtMaW4++hOiLMCXqC0KMYH5Aq9GXQc4UHLDZeBpnAcsZYHvGCGJm20V5XjxJVMV6ndO9JCJFaWbReZpkHyEjt8yK2LvI9kYv9ko6q+Jn5SIIKAz2r6BnwDLFjwOFRDmSNAM9ZPMxz1Hawx/g+ltpzbTjgJJjyVKtAF2N6nnhSFKQCgqZF/RiFVegYw1QH1ItNbzuvfNuLP497Di6W397x4FWOlyuOjua8Z7zB8hLIWgi9KT52K5BR8aN9oiQifMUFCgm+BAOVJCgyxrQVZ8CMeof2viHETyU8z0pdqbyDImNIqwRDVrR36KU56tP7VrV7rkZQSeGPwNwbr0wKfVQn0AkhsW5LyjfA/KqFdsZeCJ0QF8LoxcIcvYF+4iAGA7pEknKkhzDHSPE9xMTrpV0+pqb26ACvqDNuL9dFnFOcV5yLeFcVHUO0+te5ka7Ly7nGa0gdTuDaemEkyCFybVzQOSO7N2JkS8+hXB3M66kTW7zN3MjcjYXva0ZABSMsb3sFza8n9TIpjC8r0qpYfROFtczIITqZfPkk8UvNXaCXAa8WGukaF7zcy7V7uAqcMk8AnksLSilcXKc6T6EL4MV8nrqkOumAi34Jqf2s1fi1huhLO13GGY7IUmZ4InMZ6d1g/aUY0DQAnQbzcMogKjBPbTq39wCFQ6Tm37iIIKlAqqbymNMR6V3Ai4VAz9N+diCBTOKImkGj6nN3Q+dpeTgHlF7D5NmzmmWXvO5amNE8sIQoEVRY0RsoiuOaHnA1HpLDsMqzURfF+ZkE8xg7cMaW1rnIkQyokMLvhUM3cFd3nUF9+texjD3r6Flpzyp2FMXeBFhWcDTXAcXRETTw7INn8Sfu+xPsbW8X53+Qj7j8V/itB/8WrvRKmtqAhUSP4pnrSEQ4dCMhWgjTmJSXB7rkudjhvZbxPETz2F6phU5fT0hRlwRDAA79wEJHhuhZBjtvifV7nUSe0R8nzzFrv8dhzvE4Z62ek2jn9RLp3EhPxDujqkDgkiwZ1bGKHWs660OSKIRTT/YmO019yMyN+NR/v3E950DWXPJLjtyKmYws41jy4lB6AkMK5uqz6I4Kq4wOpv6tg+Rpk71mSeHb1t/mMETbcN30fNUCpt2MqF62rjMLTMP+8wwvXyPlW712l9KklNzo1m97e+rbLh6wi26OzVA1hTtHRgLLxofavKOrz2Lm8bIwXasNF5L3fPAnaPImG1UZ1NZQKxVOtedYZ2UdYKnXOr5Zm7T5v5T/K72/hJMFx+s3PWFls7cnzp7qpPRPtr32ta9lvV5vHV8ul7zuda+77XRvCwB78YtfzCte8Qr+yT/5J5Pjr3jFK/i4j/u4c6fz8z//8/yDf/AP+NVf/VXe/e5382//7b/lS77kS8rv3/7t386P/diPcf/99zObzfhDf+gP8Z3f+Z188id/8rnS/7Ef+zG+/Mu/nD/1p/4UP/ETP3HufH2w2/HwDk7Gq6nbHdNyqHLnTH3AdoUH2WemM84S99XqXkU9Yv9yuI95GlX2KinptHmoSy1VbkqKP8aHAWE1vvP2CuUxWBYOUA2oDihGrg0NoERWJoM8ALYBEVMIL/uc1MV0sSSHjkpJuwx8kq7WyjMyZuWmRn4AbKJ4IOvE+UHxhMoEmmvtWGmfCLp7AoJHWchY8p7zGcRctN83XOQ09IxpMVkU6LQ+T047aB1+RWJSDHR0biB2cDLMGIJPk1qhk44X3fFMXnLnVFzjoeNTHhyXPHB8yjgEuhOQoPglBeByIxP1x6qAmMCoCBIiMkYDmYJ9qnfERZ/WulIfuryLhEwFRdbR0lsHCJHYO+KFOYgUqWkZo/2uaoCad8TOERcd0RASA78EYiI7MeALiIoLNqEKc2fg1wzGIyF6IfSAZ6ICqR0GcGVyfIHYqZ0njcdXr4n0XqGzQvJ9RLwm4CsgovQ+4r2BH+t1hyrM+kDfGVC4yY0l2DUiincGbjuXOWysvRuJeOKFSqE3nTNg6siv8AkE61P4Yq5XdTmiBSBvg4y61OO4pl1kdbIMfJlCmRG0z2UwYmkSb1WjPFYIqyfLmdoPVT68FE6cvKVyeWQS+C7xjRXmqwR8DfhE9D5rvENs4ZavnUkoPGM+TZaHaG3UgOpuCxSydm3tLnMQ7rLsTeJJipsYebVPC+oeC1EaMGL94staVG0z703tExShIyQ+oKxgaUTYcxnsnWjprtAE9K8ST9cydpzEReJCrMThrbJja1HzGzHC7wtuaQBqIvUu76aUjaWVy+9GmDNoxyp2nMaeljzYocmDpC5ZbNFj9+ucx0nPp935acz9fGcZ7+1Dz+45+lzmjzyTVXgQx5oDxqLeumRWPDXKJlXqB2x8dAkM8xRV00SOn/uIMu9KGwY57NkUYH0CcOto3UtSY5VYWu1xmCcRiCrC04sJhEjTfqD2hcdhVvK1GX7uUDpnvyzcUMB+Sydwd3edAzcwY2Se+rMMcnWJ3N8EQDRtpOok9BGsn+kl369+esnAguCafGWT8k+az1sDTvmsNlRt8/f2vGp65j3Ouq+i58rT3p46tgmC5bcXVTllMJCWrE6aga86f1EsZDLXLSXNy5JXvG1cmbfnDfUMDfBVuX5b4KvmRLe+1RxaH2KkBHN/N2M8SREse9vbU9N+8zd/s3z/nd/5HR544IHydwiBn/qpn3pcAoy3BYD9/b//9/miL/oifuZnfoZP+ZRPQUT4xV/8Re6//37+43/8j+dO58aNG7z4xS/ma7/2a/nTf/pPb/3+UR/1UbziFa/gec97Hqenp3z3d383f+yP/THe/OY3c/fdd9807be//e18y7d8C5/+6Z/+mJ/vg9kePP1vvPf0V4mMNtFIO2y3C37lBeb2tdMJiaRFqlC9P8qCtRxru3YtHXxJT9ns8Uu+MsvM1ZOf4u6jP8vB7KMeRynd3JwsUI2sxgem4FcGgNLEMjZlkEsmk4XXnNcQibxUzg/aLi4zWNXu+rT7OqOYV0MGwlpGDUFNQh0LB8pZGNJu7krNAyKqcBJtd6kjq0A2AzzZu8zxwPJyAbYG7Sa8RKTJu6opWUXdTQ/rJJYpwtFszXKYM8aOZx1eYR0Dzzq8Mjn/2umS//3//W+cMjI7FboTjJR9aaCXRvtEK/hFUNygdiyBX0QDv9AG/OqckdTnJ94Ev/IvQXHrFL61Gi3MbuaJh0asJWliJGPErYJNcmYdOGfA1UFnpP8F/FJiZ958ElMJteDXIoFfnTJc9EQB7YEuA1wb4JeYp5ilSwW/cthjr6nXn4JfrrPa5jvzs+o68/wKQViP9n4Xs4Hex7SQuwX4lcImFz4gqb1nQKp3IYFfgc4ZFHKhM3WjmRuZOQulGTZA3DPBL6lwe1aY9FL7pqwCeeAsjGAh5mWGGvG7S4CJEwq4NJ3eTsEvJSum+onyogFYBn13EpglEvgc8jMUgFo4TeAXCUoSYrl2LiMLN1pokLM2uI59aqMUL4yyRaC1r277n12W31qXwK9cLk40iV+ElNeeGgjq0o50q5Q47ecz+GXvQxP4NRZFONVcSyhg/jIa+LWKHTfiATn0Kz9TYGdnn563gl8X3bKUXyexqOwlvA2Q5MEyM5n5sGDQjiE6TuIsvYFYeI0UAxIdMan/udRvO3o3477Fs3l0vMZR/+QoDu/t6WEint5bOGwIv0+MkRWd9SeaVU9NcTRvVK3U2tmIbSLleUDeQGo5NW3YiKWNZvVZA7+yzJBV4l7MuxXVpHgLj44LHhmPJv3FTGyDAiLz5KHZ9oXXwzzxluVAzDovc0nQSFAO3DqpSQZmCVR/ZnfN+hYic2dquy34tUiqvBn8yv071KmeeYXZMUcFwFoi/J1Kj0oSWc6/3YKkXppruR3wazcR/hYgtiMDexDs6WdZpMfGMyVq5ISBQKRr6qRPtSKPx0pVf8zXt8dGgSGF+x+rJ5DBrzk1wDHl4Sb5ayNDmlwjzGwflw4l0LmLO6/f296eCvaSl7wEEUFEdoY6Hhwc8H3f9323nf5tAWCf8RmfwZve9Cb+6T/9p7zxjW9EVfnSL/1SvvEbv5Fv//ZvPzfo9AVf8AV8wRd8wZm/f8VXfMXk73/8j/8xr3rVq/jN3/xNPudzPufM60IIfOVXfiUve9nLeN3rXldiR8+y1WrFarUqf1+7du1c+X+62So8wm8/9L1kSV5J3a5LBKRTjq+zwC+K11defG5fu9k1Z/CrenoZiEZzbArobIFfNakdPb+QecCCLnnH1f+FF9z9SpwsHkvxnNuOZh8LBIb4SJPLCmDlyP02dxnKKgcSCBWbX1vwK1tdDFZQaxP8CmkS3Co51nSUAxkq+JV+GdOUc1TzilCleEJkFcjWclijKjy0vmjE0qqstQcy+JU5hKzurBvwS7ILiDYhTORwW/MyOujXjOOMy/0h711e42OvPGeShx/4L7/MO64+yiw6OA4WCrFSZLTdty4xkLpg4JdGpRuspFwCv1QVnxQaswdYUWhsX9gu/CCax5cCMoTkNSYGfokkEpP2PIXOg0uKnwd93b5OKpCxTwucDH6pgV8ohJkYmIUyXnQgFsqonaAR4pwmvQTQpGPqMfBLDfwCkqa85Y+53dB5xXWKRqWfWW10TvHO+FmGsUNVmHUjvY/Ju2+7bzDwy96nT7uZB30ooctFMcyFtDDRohZ5oV+nnf/ITIwzathRj720CwtLr2tA2nyPTO6cATClqkB2ydtBFRZuuuCrnpPTilD3bqfgV/FyTO02K5+Zh5vV65xaUVRUZZlA5szGQwGjLL/zBH7l5xjVpTaqjAn8Il1bwSCKFLqescyr/bcBdGD3MoW5yNzXhXUOT9Qk2NF6lLblkdMz8IsS8ijUcm53oPP3ZeySt6hwEhfleYo4x7YSQ1Pb7O2aLPwSUAuxFSP0r+T4tVxWicj7NM5KX3mSCMQdOhFylfrq8SihOXCxv8xa1xz6A55z8OFbedvbh7ZdmX8C77n+LxAiI521V63jfO4HUGVIIY1RJYngZDLrpHCaCPM3261tQNjsaVRhFbtJm/fELfDrNHZcLeBXWpwX8EvpU3h6VNubUeAkzAiJjDsrVFctWgO6AeZF3dG4HwHu7I5ZuIGgcORNqdlC323WM3e1v8hcR7MG/Mrfug3wC24Ffk3Bp3OBXxvX3hr82k5n1z3O9Djbg2AfNCa0nl9xUidvBn5p85mPBZQhhWacJPBrUFfAr3Zaep6aojtqfWRNxwFCDwqX5+eP2Nrb3p5se+tb34qq8rznPY9f+ZVfmTg+zWYz7rnnHrz3N0nh5nZbABjAs571rC21x9/4jd/gNa95Df/8n//z287QWbZer/nBH/xBLl++zItf/OKbnvsd3/Ed3H333Xzd133dueJDX/7yl/Oyl73sicrqU9befePnWYb3ctj9AY6Hh61rlMyZANNpxFlWlbbyhGR6bbU6cctXVm+xVhEuu9y393hsU4G6UJ11f4Dl8HauLX+RKwe3T453M1t0L0zL3IDxf63qDm/KTZ7wtlDBrmfKk9Ft1cYpOKbl27aNWheLU9AgK0ZV8KumZ38N0eQEIwayGQdbpbjO+c+Kd4N6ToPxE600Lca1ertFbSfwNhUooZrIBFyagGCJuf2wF47HFRf7BZ9xz8eUZ3zX1Wv817e8gysHC4aH15xEA1dcotZymf5Iawm4oPWYpvPGxM6iat5agoUnZhQ3z/53mIRYSHglpGtnXQG/SusZLTwyAnS2oI9zbyBVVOjtWTVvd8em5SXucgW0T2W7MI4wDYrOU/42FR/BvMAkgV65SvjmWJ8S9poKX3G9kcs7jwFsatxrACF6NBEg992U+a81JxQVSO+t7phnVyK6T4T9PoVAZrVIFGYp/DEoHPiQ6prbqsft4iT7N1VWQi0qtO15GRybqkCaR5ITRdKCz0kFo5u3OHnGFmjK7Swrulr4X4W+bdGZlzTZ+6ty98Xk8ZWBGtc801xC6c1EqvdXLvuQptfT/kJSuUm959Zbqk/kJZ+ZlDIVZmkhnEG9XNJACcVq02jT76TCbj4/hwulSdWctkCdcQet4pwqxJGI/Sfvf2otoLZwQ3mHvWgK/2yVIc0GzYCegfKCed5EZOL5NS2ruolR6MpFmcmM03DKJ97xSVyZXdlRynv7ULaL/YfzHkZMYiI27dHq0qi5frrSlketHqe53sekUtrOH7zkllnH+SH2W/foXaOymPhcj8cFUQVHYEjT/l5sDDWwPZa+EJInbFGi29bKqvO4mPoQYeZG8wAmcOTXBHWJvDuJIBW1yNrDZOguD1eTfoU6R8if7VInAw2tbYJUesZ5u6zyc53vvM1jZ+Vlbx/cFjAQazMUd9dIrBuf7fdR82aZbec7lNOswIpujcHns815giIyY9Tr9P4ydx1+xmNKbW97ezLtwz/cNhljjLc48/bstlQgn0z7yZ/8SS5cuMBiseC7v/u7+c//+T9z1113nXn+L/zCL/CqV72KV77ylee+x7d927fx6KOPln/333//E5H1p5RFHXnn8U/bUk2PqaCRbnXGO5YdpRt1TRdeCKObicMu7y9XILIatlS1y1pMZGPRuTO9XdakpEZG//DJT57jutuz0/ENKWceTUT2udzaxel06NkoVWFy3uaCvy2PyuuxkQB5MWmASl04VuulhmhmKyEWmgmxNYVfJHn05t3UZ7P8HY8Lu15JE+TKBVVBAmWMbvOJm9Q2nyRDfAKy5Hg85dPveSF3zi+Uc37ujW/hxnLFYdcTTyPiwK1JZJFaADDJL0KbY7EeywqNE6AphSDetKrlawUDv9TSiTMP2lyqioxp/7jz5DevsxTm6O1dqmLE92xcm7zItE+gl8J4kJCuHOaoFvoImKrkBhA2Ab02jqFqABggLRCWQu2cw0CFCCHau+y8Fu+AXe3bu1hBJWxh07tYFh/5mE+xt8b7b2BR9QSwemeKo9seZq65bemLZMrSBRSPM0n9k0IiirbFVgaDM2jTXrtLSrz9XhanzV0zaJM5EI2bxhZ8ud/L3p2CMsSu1Pbc8n251jw8zCPNjoUUYunQhq2x5qx6OVVlyJuBX237rl6eCSxMwFSpn+V5t6cJ2qTXpYW+p5Z9fo5pf2ZWwMDkfSpUz5fqLXPWMjS3GWUhA6r5OZRN3kkghWZbua01+SGrstSOCs6f9Wz1GQ1YF66PV1m4BZ/4jPPxkO7tQ8uW41sQ6Qg6boHVGUgWTMExH8tgcGzG0ViW0maS+s8M1OdrR82epLVd5LacNxZHtVBfJ7FZRJsHlyrFS8yOW/1fxY46W6szFNKRvGnQS2bZ0wKEXUh0C4rxIUaVEioJ5imrMPFl3eT9ojlWNzqMH9SOTQnn20+wjV3ryzfh991WtU+yb87G7zvmdO1vu7dN9vahYANjqTMVdHVbdSFvIbb1Kx+LWkUaVmkTeVRhRZfWSrdXs7bhNyHoijEcc8/h5zDzd9xWunt7P5p+gP49he01r3kN/+E//Ify97d+67dy5coVPvVTP5W3v/3tt53ubXuAPVn2WZ/1Wfz6r/86Dz74IK985Sv5c3/uz/HLv/zLRQaztevXr/NVX/VVvPKVr7wpSLZp8/mc+fyDm8z2dHwPp+O76eSQdXg3WR9sugS0v6bQxRTcygTvAEHzXmTyFZBdqdkCLjsFm1dQG3aiLGNNvzqCV5LmTKhc0lUmfC125QwQot7AuyNO1m8gxBO8O3z8hbdhJ+vfATydu4chvqvkw5clmCuhOOOkhLQ8RwuICSTi6c0JVBoedy7SkteWOOY6GOm+CqqSyPAdUU0Ncq1137RO46xMr7gTW8YbDlY4hMboWTekvLP0hu6bXeW+2SNEjHNsHTuOxzknoWegs/NVkV5SepKOuaQEaX+vQw6pyrtSitATdOSjLt3J1zyvKnm+7+QG//Z3f4f3uhu85+QGq3uDhQwOCqMgUYz4PiSvr1FwQfEDyEj6jLi10q06ZIz4QZHQTdVW0qQeD9FclXBDRIYIDsaFN6+tog5JJkvBrSNuHZAYISlAtp5h/niwtDuHdkLsnXGBJSLf7AWmDSLsl3bQPxSJzvjAhpUS53b/mEMaA+ASqJfS8af2QCoYH9iBMJqrDAQL40McYQ3ilDHUa1ervPduNc2JMgZh1kV6v8J7437xLi9+mp5EmHwCSQBBGKIpwTqUUSUF/7nEJRM5Dn1S9TIAyIo6pKlkBEmBP5JrcPVWigo5pDCiOHGsowFCN7KqKMppnOMkMItG0pyV1FLwXfGyaNunava8imnhFhAxdco5YwIGa5u/HuZNqVTgTbBwoV7HRHidw5e7VC4wjh2OpMaYvJOyR5kRzNuCOrfvTKgfJS+ooQaZ12VrneMIJ9qniXaPROtnLQwxktnqu0yIjYFZTiMtIXcLkt3QeT5iZSfK9XhAFgLoUkh1l0QHvETmrFFxPNNdre9SLexrTccYnfEnRV/IwWt/Yc/ycDgiixh00TgLe2c59BhopQgHbk0EOkYO3ApFuKwnpfym/ZMzdU516QWmfltSHdY1n3/vF/IRR89lb3vbtGur/8bcP5N1fAhlREqrsPZ94FYYZ9ZQeA7nOlQVyCgE8XSiBTDLbXoZu/J9Ik4B5TxwXB0PijqtqoFVB95kM6x9RNbacxq6pK47I6oYv5iLZW42k8GA6Wihxe0G2zraHG4Ux8p5C6VW4/Y60RnDeIm5jIw4U4aUqgxrtAlaNkH61IY9MfEH2mfQrPBLKb8u0XcY31giwJc8p8qlXccjV45LM/faFZpYe/z2t0x23qpATtKQ2s+zkWosqrz1unyOaJ1DtMqQe6+xp5/NpWeO8UzkmieQqBKUkUAgEskbY4JP73mWtqMimoIPlLkTNHlk3u2vE1KEhXmaCUEN1F5ic/u8IZ3vny2vEWJpt4LQo7rm4uKFfPjlr33Symhve3s89vf+3t/j+7//+wH4pV/6JV7xilfwPd/zPfzkT/4k3/zN38yP//iP31a6T3kA7OjoiOc///k8//nP54/8kT/CC17wAl71qlfxbd/2bVvnvuUtb+Ftb3sbf/JP/slyLLvOdV3H7/7u7/KRH/mRT1ren0o2xhPGeJUYT4ic7jijXV5s7vdBhW0qYWkmsC9npkFdJ8drukIFgOoCKocF0dxfORCT0m6Br2yy47swWlq6ppMLKGuinuB54gGwoKcIjll3L8P6ATKYmBmARnVJha3mcPrsdkQ2ynyXTQe0CtSbm7RPi3NLJeJY06eF+OTNlLQMfIzJAyaWyWNQx7pRp2sJr7NHh8MAskx+/+hwwEmcM0RXuJNMoYqUTmZ+o5Cee6BX4wBZR89pMBdvm+QKc9fzFR/+KRx1c1bjyA/+2uv5qTe/ibc8+jBjiLZGDwrRwD6nCXfNpPdRDPAK5iHmggFl/YniRvsnIXla6bRgVCCmbWe/HHHrSBQIRz3q04JYKoSoqvjTEb8yvpVSy42uq9TlKGLXd4J6YTzwqJOkRrn5wqW+KG+T8mEhhIUQOiEcGPAVN1QgEQPAirebQEQJhxCOFPUKvSblR03eX0aAn+NDdZQGcFXms5HFfMS7wEFvn50Y3xJiwFCumTkEcbvu5jpuSzWfQg9nLuIk4F1ScBRNgJed4xPo00ssnl7b3jp1uZDPF7InWtPvKIVsv3ejgV6MZTHoC8CupdXmuh8SoJzh+SwQmjs6I8A3surNNucIKRRQyeT5Y3SstS9tlua+gpHyd9KmlNuNljaaVd9i6muyEmV9it0h1W2p5XeSucfsfE9P4CB5cGQwPOgU+AI2QkLbib+1q84l0ItQ1N8MuPOlHpA8x2wCX9XwTnVWvg+6qcZZbSYjswQUzpPancuQaBIzyCCp4kofowmEr16vFLGEToUZIXGT9QyFhFwQcTxj9gw+5a5PO7Ns9/aha6qBqCuczJl1d3E6vBdRq4E5HNvmBVavTZE0tenUzkZc8Qqz+YyjKkKmcT55ftUNgEYxVYWQwK9OAgtvHH8zGelEWUXPw8MFhrQ5BoIT4+7K4kRC5c3LaU15H43L0QDnkUO3wkswtUcxIY2jdCyrSnpC8brN/q6igcOkytuRVINRZkUkqRQsvSTvWihckFkF0uY07Xy1hqPl3/LyfxOkaq/Z0nRUAybqyG4mVAhN8hgoOZV6DtSfdoZNTq6t+di8fm9PXTM+5e159qiBNWNRe1SsHs5TO8occzH/nqd9KiZaVKBtCr2EgV/KjThjvSlIU6diTT7ytrvpUmbRDC8HPOfSV+HdwfurWPb2eOwD4ZH1FPcAu//++3n+858PwE/8xE/wZ/7Mn+Ebv/EbeelLX8pnfuZn3na6jwkA+9Iv/dKb/n4rsvknwlR1Qljf2gtf+EJ+67d+a3Ls7/ydv8P169f53u/9Xp7znOfsvO6D3VSVd1z/cUK8ugWK5KVLVfXKx9K1tBCWeQtMfZrgKQuIAAEAAElEQVQ2bwZIC37l8yoA1PqMhLQDUkGyyFFSDmLj/Fs8JaCE8BBODhHp328k+A4jpRzCQ0BIXld5ISxngF/Tkjqz/M6wtk8MaTCr4UJGlrlOSo51+VxLrgW/+kSA7dKk0q613eWTOGOkmyzAM0CQ7xEUHhwusgxzIlrAL5cmkWN0hbugpCPJcw8Qiag65t5ggGXsmbkZ987vYhlXXJ4dsRpHvuPnf46ff/vbcCrooBAxlccg9n1IoM8ILhEndEsgKn5t57pR6W9EU28cI8YNrJTorxb86uyN+BsjbgjEzhn4lePvxNSl0gqb7saAW28klMpMRcjuZdo76BzRU1QgZdyo07UB2Lv25r01HArjgSM6ZTyCmFcBXQKPE8G9BCbPpCjhohKO0qR6lsAvp4kDTOlmhr7FIHUGlSbyB/OBxdwk6g/6wZQdJdKl0MY64+Km4FdmvPGiOKeItost2+lHk3piAr+yquPMVZjI3eQeUyL8aY/lpII8i6R22GHACYlovgW/2nabF6TZpyq3KANRjKg/e15sKhZ2afGnBVwy0GqtWa0tP0MOEbf8ZU6urGZpimrKkDxEVHMon6uk/Zr9OSXd72xmg4KtJsXHto/oZeSCsxDyDIDbs01Dq1vwqy4Kq9/ZPD1HR2SR0suT7xyCCZWzzBQaqwrtGlO7HLTb8LsoOeDArQ0c1Zi4wDLMVZU860jVPIcKy9gz5BDI5skMwK9PdsGtuYFj1I6L3RW89Nw5P79n+d4+1Mwh9MAaLzOEDucina4m4hJr9SzjzNpy6UMMlG0Fb3K/0o7zQa1fqiC3lPDnKfg1cuBGREzd0UvkNMx4ZDwkxCzW4+hkNJBe6lxtUJcEbKYzuDwbW7gR72wT4YJfIRI5lCGB0SZMIVK990W14SWz1tUROHJrJAFfPvUfi7QjlPtZA8Tsqk4aFduyESWT3EEix0+IQgt+7eLpmlr9NXvvwHRkdzSA+OalG0CWsBty2ytDfvCYiBQvwWxDAr8KuIXVyZ6sDm8WqXWM5ljEePkGbKM7KKxTO78e54W2pK2vZQzbNRkjb3Ypvb+XCMz8lSfi8fe2tyfFLly4wEMPPcSHfdiH8dM//dN88zd/MwCLxYLT010OPeezxwSAXb58+Za/f/VXf/W50zs+PubNb35z+futb30rv/7rv84znvEM7rzzTr7zO7+TL/7iL+a+++7joYce4p/9s3/GO9/5Tv7sn/2z5Zqv/uqv5tnPfjYvf/nLWSwWfOzHfuzkHleuXAHYOv6hZO86/o+89+S/YK97xbSH3ARndg26Lfhltq1XWNPLIIGU86ri4xT8at3O7drDpFioN73Hrh9ySiPD+E4uLv4oTt4/MvUH/UeijAzhfai6NFBJWpCeDX61sOJNn23D2qEue1HYd1uYBhXWSU79ZuCXFPBLC/g1Js8LxYCoQIckR22ggF9Gimtoy9XhiGWYI4SkZEVZIgdlCn41q0tpQLDeRdbRM/fm4XOpv0QkcNgteNbB3bzy117Pz7/9bVzq57zzYVNllRGIlogbDF+SYOCXRpilqu0GA78kJvAreY25kIDYTfCLBH4JuJOAGwLqpIJfCpIRmPQ8LnmI1YRay+CXoJ2Y5xemAqlOkPEMRocG/EJgnBv4paqMh1LCI7VnogJp4NcUwAoHEA4x0v1FRh4VOgOcupmpMcbABvgFsz4wn49EVS7MB3witM+8Xu3z3srzCxLnl7P7zpNHAlQVyJmLyfEt8chgXgAlnZvco5Ixa0m3hrrU+p7VDl1SO8wKafWaKfgVE5B9c/BLGvCpXutSyE/ex7WFq2Md+w1ApwW/zPOrVWHrE/iVAR2geH5ZHuzYYwW/crm03EGeyNEG+FUX49U2Pb8o7zoTXI9l0btwA6IwSt362AS/okoi+ReW2rOmxxTy+ua+0/vNZaCXiOZ7iI05WclzoPKs5TCwrJq3jh2DWphpDj9uw0csgD2SFSkv+DUnYcal7grXwjU+7PC5Z5bv3j60TUS4MHsRD5/+PL2/M/ERDmmDrIK9yzgDSCCtK2AvVLC51tnavltlyNLmm/My+OUIBn5hfYiXyDp4HhkPS2hkxOGIzF3Tf6Y01rGrbWdjpjJzAe8MeL7QWzjnQuqGwkW/tH6cmNoohecxt2dP5NCty9woRxRkcvwqk6TMEiCdVSAVmDVe2JvzqOz5lUGHCpPJ5Lztl9fMTW8Jfp1v3nYu8OsmtgfBnn4WNLLO0ShU78G+eH6ZZfXH1tp6N6ZzbZy3OnAjRWZI8pzeZYJugWB53u0QQngXffeRHHQfms4ge3t62ud93ufx9V//9Xz8x388b3rTm/iiL/oiAP77f//vfMRHfMRtp/uYALAf/uEfvu0b7bLXv/71fNZnfVb5+6//9b8OwNd8zdfwAz/wA7zxjW/kNa95DQ8++CB33nknf/gP/2Fe97rX8Qf/4B8s17zjHe/Auac8l/8HzKIO3H/8E4CjdxdYxyUVgqpW/SY2j00H/RwCebOdtLoA3ia6b/CQsqwsu3ppNzAyVfs505oE7atgbFUrjmYvRHYxHD8BdmH+8dje5IhRuZr/xy71Mtk68viUJ8o9tAojj40a4y7YMH/zybOmlVQeNYdawEjH5lvaPG+IwkniURrSsdaLYojNsbb4G4ylTIRTljsZOXRzHh1P+Jy7Xsx6EH7qzW/iqO85WQ0MY2DmHKsUziw5ag8SqAU+zRgUJSmx4wbz9FJRfCa/b9HEXHdyHGhU/DoAQpx3djwq4twGZqwW9igpkZ2NwWq/dmnB0jujEwo65R3bfEkZ5NJKfq89RmYfQOcp/0aAkqmxKAhjesPhKE3gXbo2JvALEK+IgxhBo5veH2UxGwDoXMQ7JUZl1m2DfbvV8za/J4J4zSqQpgw5c/YCCyF+oxZpHGBZIXa7t9ooqnSPKeyraCF5z7xTqrsV0nIwQXuPsfgzbgb65Z5NUpvfbuH9JNTHrmnbRe7xcrheBv6iShEWyZ5SChXwbki0CyG+5nvcmig3/5p9o9rnnSfvuFHrE8cd/dnu91C9RXtnBNy9mCKc6UUkcDmd15LVjw2HSSbEHyf3nfaWtigOhfy+VYGE6j1DKeesG2pgwbBBft8UX/OEksYhy+2Bt135XnpecuUTb1rGe/vQtruPPp9Hlr9gXkhAJII4sspxFsFAtZDkh6wC2YzpsamzuYJGbet2PY+N82YuqzumdqHCjTi3/kUjI9bO+nRe1NrahuRdZnmZ+qjnkHQU5n7IIxwzCUQVDt26iKV0zgjxu0mItSOHXWdV3j71wTOqUm/uWdpN0y6111Ytcpe6Yz7WzjnPqwKZbXcf144CZ/SzWwjb9nnnv3ZvT0cbCGVkzfWoywB2s/21CX61x1pC/CHV3SxYdZ6a3G5slQ8BmANLjvr76P2l23i6ve3tA2P/9J/+U/7O3/k73H///fybf/NvuPPOOwH41V/9Vb78y7/8ttP9gHKAfeZnfuaW+2hr5yE2e+1rX3vT31/96lc/xlx9cNlDp6/nZHgXvbuDIT7KdJTVc04NWiXHbTBrml75Wjw3do3ru5QSs7dGS2J63p22/BTmOOwYwvvOceXt2Wp8B5nOMg93mogqJ4PPjoX17mM3N20+8z0mSlBkNcbttylNKnlB7XIaSiPF3qe0q/dX5QMhqcMpJ9EIdj2RMalAlqdVirrVTuyxztEBA+TW6umcciNc5cBf5NPuejE/+9a3cG214pmHRzzw8MM4JzDW3VkJxpMgIR8zry9IIZI2g6dbqS28E+ikbIQ+plM1udy4dbSJvwhx5upzbFR4tzYusjNfZEUcIbnIl/R2nJ4blULxOAszsTDIoIS5hV5qAr00guaeuwX0ksW5oF7RoHCQkUJKYTm/gQA21nUR5w30Opxbe8zcXI+lzk5AqlRO3hnLvtMMetGEL0o9NnHRO/u+mRusbR+tL1ZRgUygl4OiVNYV8rWpdxdQQn9a7802D7tA6PrcVa2tpielne3qG2ZSQbmy4Ev9raY2Chb6tHmsQk+T3nfLJv2ATD35Mqhk3iGtEt0G+KXTlDafI/ff+ZnMW8yV82qYvZT0skJj4ePSWI7tqp+9JM9FTWpyKvUdNf1Z9rzL/TLYRkFEyliWG3X7lBmgy6GpUYXOrTkeH+G5Fz6a5xx8xJllvLe9XV78YQ76j+B49bsIaTNFt8fqoQGwM6idefZaBda2rWyO/ZvnZYC9T31cBuIHdZzGmV0rFgYsKfzcPEPK/k/xMNsmrEhiHGmzYp4klufJizYqLGQsfXoG2DsJpS2ScjpPx1o4r9voM0nHYAP0ary/NuehrmnLrqhA3my+2lg6IWpVgWzPf6yeWPWJ9/ahYlGVkFppC3B5MlRstktnVLUeyzSuKKkHgVUau27m/TWxzYmRAGltFMKDqI6IPOUpwPe2N8Ai+V7xildsHX/Zy172uNLdt4APQluFB3nfyX/hePV7vPf0vzCG3yeEhxj1lOqX1S5/spv5lMbZzgpl0RLSAmkk+zFoUm3TyYCfl7SZFyfvf+Rz6uK4Li4V6+RX+MROYTn1Z9yjHUBi8ySCMnP3crL+dWJc4twTzwN2ffVrCB7HZZRH8MSiCJcnpZq4uIxIOk/+WoBJy3OW55WybCv3aoc6UzKzITGkhVwU4QBTNhtTSRvDl2/CHSyVZfHYAgt7s/s4lIVbc8SKzMmBKmt61tox4jiUUwTousCd3fWimKZQFNrW2nElEd8P6onqk+qjKdatg98I0VJ8mtCOesKfefaf4HkXns33vfM3EBGuDStOuhXqlBAUXWCqjykU0o0wqP1t4X7gByOXdyOsL3qI0K0ECYIbFL/WEh7pVCxmEwxg6oRwwUI6RUFW6c3lSXEnROcYe2G8c46KoMk5zOWCDWqAW9RCSC8IbhUgK8slsAuhep+phTgqWtL1q0h0QndqLTQcAAOEzl5f3vSPzsJAJYF/XkHeJ5bOiZ0b55oUKCN6BKGLNR8JD1AVQnRcGw4AZbXqjbC+D/Sdhb50iUfMl/qqLPxI55NgheSajnF6EROgpXQu1cQMJJa6b2T4kECtRJCendwK243k+mr3cOlek2MACRgLKiDKKnZFTnypXfEIE5SeYApkLmaHOtqeKbdZoVWdNOgbEeasS0vN7W2lnXk+FWimBb20pJ+pnlfasYq99b8JqPXUcMlY+gvwYnVyLqYqGtSXPtmIsV2jmLhtfjIC5PcQOY0z1oXs3p7ZpTI3z9xQ8tzqZCqNCIfCOlj5WkiXhUFlJcg8dTfFWpc8QEYc5uF5UU5TqLX1XSc6Y1Ajog/JH2RUx3GYgyrLODfPQQlJ5CAk3jiDFEALX5IJg2SQLr+N3cBhHk2cRFQWRB251C344mf9ufebV/HePjjMSc/z7vgWfvM9fxXlUVzShgbbRDIANtAJzBiQNG8I0bGWpEYqQtDY9DeOERLwm8Z+NXEVISSArW4gnAbj08uztICR6QsmPnNBVii2WTUEP/F29U7xGolioFxMvGLmpekYdIZL7QosBPnRcMCcgSF2+ESAv9SIZyye41l0wjOy9j29DBy6kbV6nESimlt3l/odh3KaWmcnaUyjhoh5KudoHlMm5A+pg+tKXybJs7iGILbfstVfyCmV3jJ/ZiU/U4FMG6CYJ11rWTV4eqzeMYdUFtOah6pbqfs+5yluhQdMYEFPVnXUNG9USKNfJb/P4bm5NkSpG14IJRZjnurYgsAVRka0gOFrsgiO5O2yZmQWopD6k+xLGZn5+xjjVU6Gt3A0++gns5j2dl7LE5Mn+55Pcbt69SqvetWreMMb3oCI8DEf8zF83dd93S2puW5mewDsg8jW4RHe9uirefD0dSzH9xLiDYKuE0H7aRnOp8N9LNxeu4bZvCCq5OoUuersIdGmV8JbGtCqPae9R56u2Dn2zaVJRA6Xyovk9tqzvB1qWM01iELQYxxPPAA2xkcJ8RhkxGmYwIYiideGruzo5klZHp48sSxEfaO8tEmU31ooE+k6gcrqb1rubzvMUyL8WjbaTnTT8rtLqk1ZDU9UOdE5J7pIIFsKz0rpHbgh3Tfi8Azq8aqsowk72yTdI2Ky6h6YJU+KhTflx+XYJ08NKy9BeM7hPfzxez8FgAduXOcRbrAcBtZdNN4vAQmplopNENUllUdHUV5Ub8dAwKXQSHH4MfGGxWbiEafhiOodMkZTiByNK0wFYi9E79DePMM0Iz1NFYxB8YMBGKKCC41PSQKocDYZis7AqTQjt7rRWXqxh9A7osO8vATiDIajpP44q8/qEvG9y4QRoilsE4sZ8aCixLmlJRdG3DyaypCKlWt+dgVUCMHh+ojzlrdZb+CUc4pzVh55R/6wG5j7UML2KvBl3n19AiNyUdVWbJxcvYQJ6NslJb7c7iugZb/X8ECm98stIC+CJjGmmdEphRWoM+9BjEi9IwNuBhznNuNzOHZSZIvN3TIoBFoAoaCOAW+eWRndnPR71Uuj9dqyHtjZgjbDeGJ5yc/YE5MSZCxhzCPeQKHkXteTvCg0EiUUYYvSLzXp5Rxlz86Brsy8hVj6pAxeqWoJVaTJe+vFm5/Dk/kbzUvEN0TYYwHnkkhAUyM8IXnFGN/ZDZ0zRN+Eldu9stomQE+gd/ae5m5ImwMkENAA+QwK5jRcUzey94sRD581AgpePJ9+92dx9/yZO37f296mdmH2Qu6+8Ke4/uircscKmJfHTEZ6RlvAaseonhFfxu12TE+9XtpAkoYfrJ5nlsb+6Cu33qRtKod+zYFfEyMchwWraFBTHuPnzij6M8doSBtXpc/D2rsnyy0LMxdwAoduzUxG5m5k4YwdsZeAKNyIc5Y6wxG4w59w5FaFHD9vRGRhpRya7RowyzffHRSuv7YnMm+ZtOyXWiJdmmN4aRUhd5PYt1uOre9bhbAUl9LL3mWgBdgoN92ZZrVamhVQq/nJ+ZwmlKNk9kDYU9dEBNG6oY/mcSVS/aKTQEPTNk1EKtTxXloRB2XE/vm0cdMrLMWxVE+mbxUiHUznshjvsorpUNpM7JC5v4chvo8Qb7zfy2Rve3ui7PWvfz2f//mfz8HBAZ/0SZ+EqvLd3/3d/L2/9/f46Z/+aT7hEz7httLdA2AfJLYc38vvPPh3ub5+E5FA0BMUTUSrm8CXmUvgF2xP/W3XIoNfWeXMFkXV20K3JhEZ1PKqjTfI2efliUwGZbILf0tOvfvaHZnGlqSjnhLCimvLX+TOoy8+XwGe00I85eEb/5Ggx6jWBVpeyo3qWOqGAiJ5KZ93OLU8Z4Wm6oK4NZuQTksh8wFkoKsQ6dIqN02XvHUia14v9i7HkodOLPzv0XjIUmeQQLrqqSKJpNMm3ivtykR5nRTcVrFnzS51tbyL6Zi7ka6PHI8LFMeV7iJOhOccPhMR4U2PvI83nryHY10joxTFRxmdfYYEhGkmusdUIM3tjW5ln34FfgAJSn9DkaCFMJ+oRkSvTZmr4oZov2WOMYEwd6gT4qyGRW4gOhCVbhWN3yt5gGk+D9rZOrFLMOcG+KUCcSYW+kgFv4ZDGC6m3xMXmIT0vFqVMGMCrMzby0Cy2CthAXhFLq2R3kJjCu9Xfj8J/ALFzyPOKb0fTQVSIr2PiWMrqyYql+ZLI8Uvi7XK1+UkFB6a/Pj5m6Ac+LUBOVrbfu9C8TzM7aNijJXjq8l14wmmk/NamKzCvtnrC2YycuSW6VzLQas5mxdnmQi/bd822bSzx+y/lkQotgnup/2VNkfb1lnDLIVyYuo75zIWsM2LEd4ZuO6b6/Ndk/egukR+rUmQYrujzJx/GawC7F2XviHQS0yqth2b/UlsnmOz/164NQs3gmbOIGWdFvoWbjmW1ATqhoHC9XjAjbggcyRN7qv1vrNEvO00cuRW5pXSbNYstS+k4JtvorxLsb7JqRS+srYH9tJxR38Po55w5/yerTLc297OssP+w+ndnXSy4HT9Lkh9Z8fIqMKpzgv5fR5TA75RXc3k+D6pPLoyzmc101yPYyKur7MJq8N5E+GiX7FwA+vouToeFc/tDGgdePPpXyfA2fZ/bIvOlXajxZN37kZmzrw6L3eneAIHbs2BGzAvs4CockPnLLVnJiP3do/SM9rGSOqH88ZblzZUrf/OfYl5ftn3DJIbIGbPtmm2tYeaQqRPZdCJKzOfzAXWhkq2w3g2O6bUQPHmWrG+JBJ3+Hfd3DK4tWueV8G5s9NU3XuDPVXNQu2Tl5caqJVVHvP7zkT4+Q1GlPVGLbJ6YDVwlcEzpXzeUM+qzHyma6hcmStkm9NUW+jLCcoJNvb175dy2Nve3h/2zd/8zXzxF38xr3zlK+k6g63GceTrv/7r+Wt/7a/x8z//87eV7p49/oPAQlzxxodezvX1m3BywBivJcLfXUTOZvKYwK8E3jTKbJveShPwiwp+3ey8zcVTWXymyZA/89qbmeUehHdf+2fcWP3mLc4/v6kq73z0u1mOb0uL4wwtAliowC7wK0OGGfzKQCLkBfpZ4BdMCaGzylmSSZ+AXz15r7k9H9qSzuAXyfPLBt8+hYNdjwuWOrO6kS7Jnl8GflUZ9xGTbM8KbmvtGOjI/hbte893z3xPnVMu9mtmruOu2R0IcN/iXh48vcG3/8r/bfvjoySFwgR+aQK7kteSG9OOVwKDVMGbiB1uNPBLo9KfVEDLJVmdygm2AX4pyYMr1aK5M1CpS+BX3mJui1cVv4r1HpvgVyoABWJGiAwlIoNfiAFem+DXOE/glzbg17gBfqmFQOb0sodY9An8QnEX10ivaDDvgWmdpoJfs4g4xbvAYm7xlJ1L7VEtPAZVLs5W9C6mEMN0j+zJJdEUwUqrmH5buCF5FVH6iBb88qntb4JfU9sGv5Rt8Kv2P0bE7zBPoyNnSmVpyXQG+EUKKZ6Cd5vgV1SSAmtb21vmq03wa/M5Nltr+YkZgc6CKUrfW8Gv7Y2FbPlcT+RAhuYZ0lU7QC0LP5r2DUGNgL/NYQW/pl4Y2T9s7gYWbjRieme9R+4vDLgK5a6C1b916v1PdM5JXCAaGzJ7O7NV2+wzwKrKkV/jpYJfqrBMfIa5hCeLhCbP7Xfrn6zezdyCznUcdZeZuRkzWXCl33t/7e38dtA9Cyc93l1g7q+gOLwIowrLpJw8avYYrWNrLP2KFl68DH5p8RJtwS8Ksf4U/LLfj/yahRsY1HF1PLQ+G0vHoRwkVd4hupKXDH5J02vk8PWZC6baq5FL3SleInM3cOAsJNtCkJVTnbHUGR2Be/2j9Bh3XyG9l7HME7okeJI9u4yr0fr0DH5Z+Le12uyh1Vrth6RQhWfwi/OAX1I/puBXJdH3kscL5YkFv6SAX3vVx6enZfBLE/hl4+QU/JLJ+dvgF9T6uUYL6JU31k62wK/J3ir5wHYNyvUuEMffwzNj3j3r8T7y3t5PJh+gf09le/3rX8/f+lt/q4BfAF3X8a3f+q28/vWvv+109wDYB4E9tPwlrq3/OzN/N0N8GIioeEITuANtJVfOZompS6t2wmW8DPbrzbyyKtRyC++tkh8jG66TnEzUvp2/W4NflOlN5+4kxGu87/jHbnnNee10eDOPnv4cvb+bTCnfLqN2qSK2/GQune8lLybr0nLXk01V2OyMHFa5qRhFOTbdRWzzV9lIElEuUrw28q50DkFIyZX08tu03a0su+5LPTHOn+kb2rk4d5GozrhCvGPUkbmb8wl3vIT/6x3/g7dfe4T7ji4a+EUCvNLjWAgkO1UgczggJC8wLPxRAqhoCotMAFeclrnElJhqcSPXTgxUagjsy0M1sxaXQyVRZEwTmvbBp6zsBji129jp8cIG6b4qDBfqeaYgSclfBuoipJhERb2BZBot7NFWLBFmigYs7LKxCn6BOEW8gVDzWQpNFAO9NIFftgCKzLzxzrQObrmWZGWx6QIj1T8xPrCQrrXrEmm8MvHyKrV+y/OLrTqmsAMkq31IzR8cZKWyZiGUU8z5MVzVll7t75k8vYJZWkL62hqV89fmqPWHbGCdtKDafCr7rUsAdQ6XDkoDft3cfApbdilcM+clIgVAp/m/p4KKeZEaJ+BX7q23n6P21eaxpkrxFMwgGkzVJ/O12dtFVbgRFoCikkeE3fedyQhK8nKLE+XKMUNxTV+4q6wmdaj5Iy9UBcehv8wyXOfeg4/k7vleNn5v57c75i/mqP9w1vEqM3dE7g2qYrO1ZeO18mXxXMb0LARxU2XIPAZDnU3QtMuYgCnhNMwJ6nFEMum+hTAqIVbxiHyPdg7TethmcYuFG+mSh+iBGzHAKaY2bxuBgnLRLeldYEDsWkw320LSa1+TA/8yIT5MVSDzkCm048q21aG1IcSnAk83m28J2z9kHzhJecxhbY/F8rVn3XeLC+wmdjPRsL19YMzWSfZeakhsDXD1pfW0496u+Yr9HrRy3Wn6FxXWDYiWf905D9g6mOdBM+CUw/7ZzPydj+0h97a3D6BdunSJd7zjHVvH77//fi5evHjb6e4BsKe5qSoPHP+nNFEaCHoK2jHGqq62adYZ6pkDcmyO5o7WyXTQP3sSofWEm543/W6TnM0got2LyY3M7TwkEvHuCtfXr2c5vH3X1Y/ZHjn5aUI8RTiYLP8ghxRtqCJaTtJZdRJZ1RjPRt5tATqd6lXFqApDalkUnwU/1dzkqXJVadICxi11Xia+NQ/S3NfuWjwzVIvi41gUajZfSP27rW8ucVB1bs318TrPPfpw7prdw0++9Q303qONuqMk/q8yE9AMalUgDE08WFBUIJWkAgmFjB5VJCiaZ8Ll4Zp8ZyysSzftjGuMiJGPTFANRcb0XErDwbABNEFRd8w/lWOSQCuXspJ65DgD7UAjxOQRJtTnLcKBTSUqypCdmGJkBHeQT7w5ZOI6e9vemVpjjGKE96TFSQLl5l31KCo1rJDTa/Gecjtu18u2Z5h3FZStYBZbx9oeqV2YbZ4H29dmb0SXuGmMIDqf1ZRBBrh0152rV2MJAm8Wse15m49+K/XEXTZto5avcA7GgjbXub9pyx2kLIDbMs3cXT6Fukbd0f80T9dem0HDmYwJXKSAd22oZu5r2qaXPcNWmngBNRLUNflv30dWorP2PXfjpGxVqwotG0+4u6w2awwp/wOdzMnL6D94+aX70KO9PSYT8dx39MeBSFDbkcmbRwZ6VcXHWBa27Zg+3W7c1SepVmXYtkXmb3NnoY1BYRn7BN/UTbXsiRvb++qOvkGyomNSgcTC2FWFuRuNxJ7cvwuD9umZIhf9ElUwP3G7tktAWN5iaL13K+hV/WVbTq5dQYJ1Jla9rDYBM/s+bfGTdMp8der9Vcea5J3NtoLfrexmXl0Zbr/VeXt76lqBvBIQ1k5XAdzGe1UqwDWdsUsaM7XpG8zWVO7L7TH4HCaQWFARru2B1Key6Qfo31PYvuzLvoyv+7qv41/+y3/J/fffzzvf+U5+7Md+jK//+q/ny7/8y2873T0H2NPcluEBrq/fQOcvMcTcseV9xUi7jKnL2SqpPVnIkicZ1u1GYJYXYfmGWr2QhDJl28H3MwXS6h5IO4mwvAx5EanKiO2zVeWzChxNyOZpw1py+BXpmp4Qr9H75zCEd3N99Uss+g9/XOWsqlw9/VmcLBjio+ShLqbPgDCjBQeyIED24rASd2gKn6oLMEcWHddyLJTpUC7pNAlNYUoBI5iP4ugwVaeqApn8zTS/5/ZtaClfIRYFNyFy0Z1ii2FDc2JaiGYVNsUm0gduYIxisucIJ/RckFOC+qRK41lm1GaHOSIqPUGXXOoP+FPP/hP8zsPv5d03rnNlvuAdV6/SHQTbTYtAFHTtCPP0fRQ0WghgnIkBYjNAhe4EQg9uTbm/H2AtYsqPg4ImfjBVZC04n4ClUYmz9L69IVIqglumGtuL8YFlvi2FeGjKjhIjSlcBKjXvMLGib8yAMIUCvKkzhcqYSOYVsWcYErd94jfDpVBIDCgTa94mApBqSor+xS8tLY493PBoH6EHddq8FkWcFlQtRkGccrrqAVsceefo3Jjk55XV2HM6zhAxRUjvAgun4GIJqY0qhRssL2Qkud2FaN5/xa8wkURXX6PcR1AWgpWbaRqWkxW9HEbuVnqH4mEpZdI3qqPHwnzzok40tbnUb3R5oakV5IJMuhwTSfuUzL4rmri1lZmnZNW9rTmmnCMlf029aP9SYUjhyAM9JNC4KOJKm2bbzmqP7ogEXBK3KFWo3CV/d02ZZ2+x2vPmSXPub/PvOf9S+zP1rMcDBOU0avFsMw+zMYG4yTMMT9ZrRC0Eay5DKrOx5CcmnsG2V11HD6pc04UdTQOBBXFZPczk3iFaeHZsxqxOUg85WX0oojUw9tDfwUm4xgsvfgovuPiH2dveHqvdd/THeXj5et52/f/C4RmorXPUvGlV5wLW/kYbc1hji2HPTEzFNBDTp43zI8IshRsHjKI9h7hbP6wchzljtPZjatXCYZILjkn1t3hNYn1Gi/Xa/lDu2+B07PESuD4uQCIXEv9Yx8jaz8zDLBF4O1UeHo8IKklIx9MxctEvmcnABbdixEIxB7X7dkTWmML1kPqcHmUgeQuT551MPJDz2BHUAs/Wycs4h4I6pBCQe2SDoaD2x+3fm9+z+WZsqHPrqvjXmhZvnly+dkWkzoEdWflSEMlU+9P87e2pbJpqsdKXeUCkn8wM7Dwb00ygIUNSdr7VnpjOyuutGYIkEYdDiYxqpPgRA7azVyLUNqoIIYlxmeX6PTJzdzGG97Ea38Kif/77uVz2trcnxv7hP/yHiAhf/dVfzTja/LDve77pm76J7/qu77rtdPcA2NPcxniNqCO9OyLGAds/qFOadqGSu8kWPNocWqe7XpCXS5kQOiCJoHRTZ3DTNv0iaM6uOxh58mdLLZcWxGmvUmyxGCd5t9SmSkB1R1SAKIpoKMvLMT567vI8y6KeMsZrLMM1hngdg2dyuECKQiuS2HlhyeSpkyYepMWZTXh1Mp1qg4RyudjAaANh9uKSBFC1gFaHhTLm4c4JDY+a3cel91aovRMBtKk31SV5frsDPu2sBgKOhRsY1eOcw6nJnB9165TToYAfg/echp4bcdFMLNNTitWnToQ/fu/ncN/BvbzxobdwEk9ZhRuczG4QI2gU4piW5zOF0V56QHGjoL2Q9eFjIr5XAaeAE8KBvYgwFwuHHNNCYK2oU9xgz45P9/DNy1NbEDOCzkF7R/TmWaXphatL1wmAszDMYDxgDBaSSCAL9aW3QCXA95Q0MwF+6M37K3ZGbK+m924eYd483LKXGx7oKqAhaPU0S3KNGhx6EAwgFCDVGdeHBH7lB0jAuAodMOsjnY/03vi5IkKInqCOeTfSizLzI3NvxMY+xaSGWBdT+bjxxlif5JzVPZ8UBluAW0hOdmlBF6lAGs155RoVOheKZwLNeXmiaaxfWkICR/XmxaCZFF+K59668Y6wRda056w9XlanrV6r2bvDFra1nZd3DuVYC37Vd8fk/BzukPeEewLOtVsK9brNUOz2t+l52QekejNsLbWaUFKhBkDXI3U8yZZztWJWr23EDA7cmrkEFBPKMHDKvK0G9axjVwD/3hlYNxSBEQN4XQoFK2HXCKOaYmVHYM7IXLK6nr2HZewN/NIpE6XQ4SUyk7HxcmyAQZkxEnjhpU/hs5/5F3Di2dveHqt5N+eFd3wL7zh+HVGPkeStVfknKw+hgdpj6RcyOOviaFxgjaeXYIBY4XMUSWnqBBSy6+yAqaWaJ+gQe4bU5nLb7YjFC2uqag25PwzqmbmR3tl40ANr7ZjLCOIYVYvnlapjheckzMtm2zO6G1xwK+YypHDItImUx09sc7BLbT17kkYUrxXwajut3G6rn3PKK0oe3noEJxU0y6Xeel5Jk6IBZ7ugryn4Vfvd9v/5+etc0N6vlHyNCaZwuR9EcImv7Kz7trYnw3/qmKqBX5Dmns1sJgNa9jfJi1PLuJsjLjIYmuuPx9EhOAcgBJQDlLVGghg4lilpJs4JOQ21+wYRBnVEyfOxOfPu2QzxwSdkTbS395O1leHJvOdT2GazGd/7vd/Ly1/+ct7ylregqjz/+c/n8PDwcaW7B8Ce5iaYB0qMwcjvk4dQnRjURd0mh9d563xIKl2KcUAUEGbHublT3/xt8155mPA1oKgsmLxk/69KwF8Bu+S9wdn9hDCiBIIeY9Obx7+AORn+BzfGBwi6xhxyLNdVX6w+56ZCmpHZW6lVgnhlWzeOrZKt6bF1rJDgUxWj8oRaaBd15mGTlfwm/ySVaZoKtx4sK2zxGJGiPDWogSAB13CeVT8XL+Y1pREudpFZHLk6Hk2eweO5PLsTYeRZB/cC8Evv+z1uuGMYhWG059FR0OBSAQpE8/ZyWRFyFCSat1d3SlF/dLGpF1qPyZDCIqOBYJPzoHCIoWo8YQLjoUO9oKIWkgiot9l0AbPUCPglKUy6QY1XrOHsAkuvkN47iL3YPQ6E2Auxg7CwBUHsAW9AWJinclslzrOCuG6knfKZr9VZRC+MaJa0VEF8RGYhhTQmsEySN4woB/M1fWfAwrwz76YhWivt3MhhP+AkctQNzHwo7bENpREifVIMO/BDIj5XnEv1XkIJkSvTRUltpQW/mlrc9hcGlEUWbijhtHmhV6NU8+LGQm5o+hU7NmXeamGQDG7l0JzN3zfFOWpbya2q+llVQDzlrzmW7axjYHxXfZJAr+fUK1zzV1ui2yZpuZWhwQydbfY2DRBUvgl5YbzZF21bBQ89kQt+SS+BVexYaQ9koQFYpmNKJe5fq08eWzXfxZtQK4joJdCnenXkVvRinmErTP3xJMwN7MQ4JvND5pDJUT1BPXMGS0cEEWNrefbBR/FJd34pz73wcXvwa2+Py3p/icPu2aziw4TxFAnZD6xd8MZmnM8VNfUrSc20VTg1ZcgsgtNuElRr+Ts7ifTOQr9PxnmjbJtUoZO6rKXZtu/a6wnKoV/jXaBDE9l94NANdM5yl0MqC6F/6ss7Is/uH+bQrekksBArAxNLyhsilqOOKuDRSx4vahhkS5RvgFJ1sG7nPfkp5uLpcr8ueW5UQaaJt1UC2c7DyZXBLwM5pmTmqhX4MI8z2+5cJ4YowTyABOjEk32+ZMv36yzbg19PNWt9/3IYbesRaJ6AsfH8s/PC5Ep7szOx+hdSOlGVU42MZA+v3L6nObDrbU4pQKemHD3gCXR4OWrWB/txbW9PfTs5OeFv/s2/yU/8xE8wDAOf+7mfyz/5J/+Eu+666wlJfw+APc1t5u/GMed0vJ+YQvDgfODXeYbRLFFvi7Ew4a/abalblq0jxc4Dfll016aC1xT8OvPuaSKzGu/HywV6f/c5nvRsW47v4vce/i5UQ5p01mVo+3wtWNUCUFlJzZUnuhn4NX2WXeBXaCawNgHWQq5by6qmLWUhP/XdcGk3dBP8UoUVWYEqARsJYMuT7kGnfGet94pgqlFDdMzdyJXuhEfCBTqZoxq40F3hwNsC9WJ3B//5XW/k/37PG1BgWKcwtICBX6owWmygRAO/VBU3OgthGxL41YBQpW43x2Scgl8Z4MrnbYFfwHiQwC8U7ZL3ixcDl3IjiIlsP4FfflAyeUMBvxIoY8T6dt8t8Ms14FeHgV+CkdljIY0F/Nog2DLwK028MvjVRfTiaK01k545xc1CmkBV6Cd7eh7MBvougkbmvbkZr6PRo3sJHPUDIsphNzD3IYVIasNZU8EvQVn4gZkLDYl+Bb9yOF7bvieeX03LKPW19GMV/IoTj8ftFtQl1cF6bVVUbNttthb8yn1NqxI51UQ0wC63lSn4VdtDC35t2s2O9QnkqaXUmqSSqPyCubfsZE5k5MDfAdIjCJ9z5zcSiKzCdX75wX/FzB9wGh5liCd46RFOyT5fUvqDeh8t4NfNR45c1oLeFPxaq2+OJf9RdTvAL0qfVL1nY+E1y+DXKoFfqnASZualyjScq3kcPMZztooznB+54A84dFcIDHzWM7+aew9ecOYz7m1v5zUR4bB/FsPqGkf9s7gRfx8vDh9hTFK4UTfAL6xfyWqmpW9RikJjnhtU4vxqFfwyD9XeBWKEkzhruMWshfepLwxntO/c+g38si2OWZJdPvSDqUOqjfe7wC/XgF+CspARNPWtkud81ktm8CsrQ7bgFzRecdwa/FJgIT6Rayid5HnZFPxqn9audbfo4c4PfhmQZ3T/a6J5pZHD3yr4ZW8ju5+fcWepX/bw11PHRGTCp9VyyJVjCfya1BO2wS+AGTnewuZIGfwKk/TOXv/kOuRInpVq3JwrdYjMUT1BZEHv77m9B97b3p5E+7t/9+/y6le/mq/8yq9ksVjwoz/6o3zTN30T//pf/+snJP09APY0t5m/wlH/XG4Mb0boyR5gdeGlk0XWYwG/gKIY5okF/LrVtTf7fTrZMGsVH6uPwuYkjFuCX9ksjx1RVzgWXF780VtccXN7z/V/w2p8J527m3V8oCy4gY1BTba+VRCyTi+z4loFAXY/0/aitwWplJh2cWKCEneHpE7Jpy3nldjWNXnJV2fAzu7Rlcl24etJbOvTd2GlnhfOkiaxa/XMZeRAAqPYTuhhd4mTcMzzL3wsF7pn8Jo3/0e8CD09yyT/qCGlHiUhPIqMdr3EFPKh0C/tNEnhhzlfQApHTM+71gJ0SXKAkTbraVstA2Hai4FeUS3UMifsMF6y9OJyeorig5Z8STsLbgpf1cAvEmgVe/OWiwcVpyKT3x8lkG5IXm0iKb6zfbtYVGO+1tuESw+T+1mAHIPp+qQuEGu+JF3rXaTvAhph0ZuS4xgrHLToxrRbH5knFcgc/teCVfmYEwO7srojqU745PnlqPUnL2xawD7Ho9b6XMnW50m9rIJflNC9mhea/FVwzDfn7WorJU+l1db0dnnOtm1llwJrCSWaHOOWx4SkdrhRCtuWF3EJSBSPiMNrx1F/NyfjVZ534dN40ZXPAiBq4K3Hv8oj63dxobuLR4d3pcWXR4gE9ZP+IudtkxB/t1WhgLkMdBIYEwcXNP2eGpdgPpbBz7V25b3kBf+u0atPkq4GEEbGKAxpKjOk8Med4FfzTGD1Lqqwip5n+jsZdcnd8+fyzMVH3uI597a389uzjz6bq6vfYS4zepkx6sAMZ9uVCrXzrtaqmYYyzrtyLN4UMKk9S592cwbtEmF+7ae63MfprvZde52ZC3hngPFBkl3uXUiKzjBPY1KrUpnnJpf9KYduzaCOy25pY6wITswXptsxN8kbFK13a9cMwblfbqk122FWgQ5pwK8pp5f179vldp6wwolXDzfvEX26S/bkkeaY+eNa/vKxW/Wu9a57COypZFPvr3qsbJJRAdN6bPt9dwmcjVTAy2JZKuB7njrSrvHybKeXAeeuEOIjXFp8JrPuWY/tIff2pNlUUOvJu+dT0X78x3+cV73qVfz5P//nAfiqr/oqXvrSlxJCwPvH78V4a1/fvT0NLGwNi3nh0B5z5xxis2U3+7xwzXYegOtWt3LNUNEuOuul04Vje975LM+YZOIZ91htCFd5+PRn8e5C5XyawHM5d7sXu3li2TJHbAKJu8Gv7YVvC2pOVCC3lJuqTTmW6n3zsZyXcpZmMv26nLV72HSykkm3b2lqtqDNhN124NCviTrQuzmZuvzFl/8Iv/je3+OB02s8Y3ZITIqPtvkr9sAJCBMV4+RKYJdiXFhZETKrQLaF6oZ0XqgglQsbpd0ONlLLOSTQS9IsXBXj12ofMlraOY3iVbYJfoF5jm3M6sMsnZC5vmL63DhWOL9E2VrV15WDkfMDdAq9JqDLlfPEqYF3Ugsp85P1nYFjIpHOW1hhTLwzTowPTFWYd6FcWzljcl9TicV7GQvfSj7mG8+r9hM4Q3mxmiv1LYfatIvG3cBvvsaXM3WrD2z/cs15Ipvtcrv/aRVY26trKtVutkzddSwTtd+8v8t9Qdv3KKojnTsiasRLz0derBsATjwfc/mPYtD2HC998k2YAQ1niTR9wqR3Obv3b/uVuRutjpPDsivH0JigMGlCE7PnHzueuXp/Ve8yRZnLWN5BBgbWCVi7+Vq23kGIRHUJeFdeePmPIrKfFu3tibNnHn4ac38H6/gIF7pLtMBJO6aX5apWNdNd43zrEbbb+8uOZS+rqLCOea+74TFsxEI2+64mxeTxhXlqpj59Lta+c3uMG/13/n7ZnaJAL7GoRWaRpcyLlb3Q7VjDbSTbOTo7XHx6bidVSTaDXlOmr+2Rpp53PtMJBGc29Uizt5X8sJvnBS/T8aKywZ15s709xW2XDIJtjG3OJHbJJdgWVDv+qSprnfYON/f+qneANN0U6yccgB4j4rly9IWP8cn2trcPjN1///18+qd/evn7kz7pk+i6jt///d9/QtLfe4A9zW0VHuTG8HZ6d5kxXk0LoEyUmKdXedfrse0f2U5alqze9v7a7ojPAqmmy6c8AGSvowp7CaEhLLZd/JqaieZNF711oTMNx1Nd4+UiIj3XTl/HXRf+9DmfempXl7/IEK4y88/kZHw3M5Sse1bJ+bPfXQs3wYj55NVftJRlLQ22plGGrWyHW2XyaAtHMt+sQFbqrCVsO0ZpwSh1/9in81yjwtdi6A7bZVqQabc8M0ZGHD0W/rnG08uQFGYaHhKkEIALtoC2SXYkqKNjTQ8c+stcH6/xokufwPMv/n/43978f+L8Mcu45GBxTNcry5Wn74VxdGhn3GO6cqiP6CCoGAdYHGA4TCBYQlkkOTm5tT2EiyBLZZzbwwlSttMEkKDVcywAsxRe0qWaWkmlzLsr2Be3Tmlkb7IxL17SO2s4wvInQEzudtk9XQZFe3BLIUo6bW2k9911S8eeL4ESvlm8l8lQCstNz6W9wtKhEi3/okivhMHZ94x6ZW+21GesBk/n4XRtIc+mRgauU1ajLSh65xmCo3eBEB1OovGySCwLmzyFOx07RJSgVg9EjNhcJKuPJhBNoT5JFriwZUMNU6nUsavoy+ImgyuZyy6/3kyobMeUoCawESWDernnqS1WkUTGblTx01Y17d1K+HHzxG5D3FzIJLctNFStibotv+U+NiqcSl/u3nL2+S3vplQ6AiQ92pm/zCpc4yMvfib3HvzB9mQ+6tKn8Zbr/y/vPn0jh+5OjsN7CICnw7MycLHtdx/jklBUWcWOJZ3xx4kF+mQ1x+zplctAgFGlcCFViMvCHW3RbGXo0yIaFQbtWKtdm0O8ZzIyEztm3IiZly69mU38ODXWR4erfNyVT+QFF//IOZ91b3s7n838RZ5/+at4wyM/wIzAzM05CavcczX9ilXOrGDqJDAiLJIAjQFNwiCePgG3semlrE+C2kcZDUFQq/+mvlrvWtUdN+ZUTGHoIXiiKDOUoD0dI6fS4yQyk4EYLJQ5iuUxRCGKMEO5FudcjzMOZM31sKBj5MCN9G7kQNbE5HmarcPUInNfIGmOMqbvk0BRybme7HshwKC27emhgAg+qQZ3CCpZfKCdN2V/3+3+rk2/llUNvwcLV8vpVc9+u3effvE4otqWw4oRwYSQPJJAsXy/8/a5e/uAWzNJ35BTSLXZ1jQx1d+Q6rSNWHl0ymT6llCX6uM81aQR26LKXmAxj7Vs13+l9RZTEG95Ce/h0tGf4+J8P8bt7elhIQRms9nkWNd1RQny8doeAHua2zo8QogndNKjJFeRtBCC2gnu2imkLAuqtYCLuadX77K6OKmLwXbvMKfXnrGLzacu58xC+Uxk7YmpooY8SurUpQBJDgo45rafDgS8dKAjQ3joXGW5y4bwMMISCW/jkEcmgNxkJ1ckKcFlclmYM93naQep2Dy/p76PXEq17DP/jXlIZN8sn8i/e4EosfGgSPSWCl6Kb0RZ8E+ZRiCXbp++dQKRIeXP7h9VCvH9TEcCvt5P69uOOjKoT1xhDRiW3lvvegYd+eiLL+bFVz6Xf33/T/G7J7+E60euRaGfOzR45l1kDA7GjhAgDM6I3AdBYsO5cJDBPghBcQO4QfCr9Iyp0kbvEAfSK0OfPMKCmvdW1kqXBEoJWShxWlIWL0U3JMBMMuhmf2evLxEjs0+FXl68UkEsU5A0Qn86kGDvzDnQJWhn+IPrIMwMDNMucYORQD5t0pO0xSdqXGAqEMS8zlAQQdPDiSjqFPEgzkATccoQO7xTQrQW3PlYwK2ojjEa+HBjmHHQGR2rE6VzSU0x3SrX1RthnhT6InmJNeRiyQsNMbCkk0Anqd1LBXc01a2QwAxrV64saAxAA8GZ6qBoUR9UcUTNHhB5YSG4pByYgcq8BHRS+yGDXaZ+T2eZ5LY2aVGaQpLtal+ObffBmz1o7lNW9LUrL/eyX41HJtARJkq9uaN2siDowHMvfBqfdNfXbnk0zdwBn3vfN/Ez7/5+3r18E70csdYbBO3oZWWpZYK80oHdet85plhcxTNkT6x0qeAnD5O3ZLLnSKboz2UkkNQ6pXnG5O2WQK2T6JjLwDyFREYcvRtZxRmjdpM+Nt/caRpNStM0ULiTIz77mf8zvVvc8jn3trfHan/gwucz6glvvvp/cOSUq2UWZNaCTh7wfjDgRCkbS3kLslNTfRanKcpdigBH68UU1ZO1sFVq+8wtrMJOFtruUvx+DUW3M5cqiCqjeA50ZOZC2qgUVnlOIgoxh7FbOxvF83C4WJ7vkjvlir9hG0ik+2ieD7rkISp41TSfsl50FFN0tLlJncNscmzm+zhglfsKDGDqxMqvx00QtNI/JBXhTfBPqDBXTr/+ks9MfUvKX9tVOhzzZixYEznRSNDAQrzxlInjPOqP9W3dwltsb0+ate+ifSelLTciKtNQyRoWaX/X/+V65cQVqhLjEVOiaAK3pBn2p6uM7Fwwap5z2WberHsmz7rytxDZL/v39vQwVeUv/sW/yHw+L8eWyyV/6S/9JY6OjsqxH//xH7+t9Pct4WluN9b/gxDfgzKmBUP9rfVv2LTsyo62Q3ozdk92NaZp5h/PChSxpU0b0rgNtG3lB6VL0zVP5ajKvkqZjSh7QVRq2I18N9mPeg1UOV79Cqrf8Jilo1WV09Wv0Ol7qaGH0+e0wck8R/Lkr6MZ1Jr85LIIO96JZa36iuS9SFXjYasMYu01ypiAqfY9O2JSudMahshu8CvzKlWy3czlUTmZAmKcJGqfgRpegLQlI8xE6TVwEmeMCRYQHCLKPfNn84ee8YWEeJl/9uYf5er6Oo8OyiqYV9Fy7IgR1kNHiJ4YhLDu0Ahy6k0JMoCMbloUI3RLgQj9jUR8HywEkkRGL9RjooqM5h1GBpKs4GiLWaEoPkpUuqW1r3wM1RICWUo0A1+ymU4CPlsi/E7s3knX2sjx7TMsEvDlkgqkgIzNpN/VdBFQp+laNQ+wzt6N6cfbPwvnVJw3z0pxinMGgHXeeL96Z+GOpZ2JAVw+AV0XZyu8RGYumNJjev+khVjez5y50QAyohElo43XVS6idB4RLzWkMtf7oFUNcgqZW33rpOkDCqFyLP1Omx6pf+kmodybXqSWcvaWOJ9tAuLbSoktv145d4dy2zQPu4+Kmn/aQMeIY86QOLvElAxx3Ll4Pi+68id53oVPP1PF8Ki7gz/+rL/GG6/9F9547XU8vHoHq3iDyEn1fcsr6XMUxRTM285/Tk+2yssV8YOph13qDTfbUbpHLyOHYsTaY+ofh+i4ERYlbD+rP+bNhaxmK6gBYQKdm9HJIXctPozD7vKtH3Rve7sNExGee+lLudQ/j7df/w88sH4taGhAqBaXySHomAok5sU1qk/k8lOi+Ryu3m5KtmN6bMLZt61ybsWkNjnJd9NvX+yWzMW2+Lo0eErq/+smhZFu5342e3E+q3+Ei26FJ7CQzCepCbDSMl/pJWZWxTLP60TJEGDdymieIPVTaRhNz242F6HDPL1mDdC0CTeJypZ36M1AqV1BbOWI0DrQ4sQ4FK7FgVMCHcIVN8OLkHO0t6e5Tcap3QNmBqczTf5WHUpj1SZnmKoyJE9o6m3qJo5OyRIyCNyLTQNX9CCHHM5egncVNNjb3p7q9jVf8zVbx77qq77qCUt/D4A9je3G8Hvcf+1VmOfX1DI4c5aVxUTquLc5b844/xbgF2K7f9PF560sg182GfKiVBXIiktQJkWU4zd7zuz3drr+NR668SPcdeErz5GXaldP/i2nq19gZ2w/dZmXF1b2HC2AZdaCWrvAr5zi2eBXHl2n11Z59GqO7HWTJ66W9vb7Oif4pUl5SknglyerxLVPqGoee1GFKMqRHzgJDucv0LmLCJEv/gPfxAPLNT/4tn/FaVhybd2xjgMhwmrsjKskgV8aIKw7A7BOXVKC1C3wS3aAX+gO8CuahxgZ/CqKihvgVybBpwG/QlKQVIqSI1Er7xj1mi3wSxL4JRBTehkIUzGAqxzL4Nc8gV9SVSB3gl/l2gb86hL4pQn8IoFfyS1wE/yCCn51LtL75B3lrE9wCfwSMvhlJOS9s2laBlWr56Myd8HABUwRUlVxroIi2aPHwK8E0m70F22b2obPq3KgpWftM3OM1WM1PZ8WWbkVlX8b7J85P4/J0vuu4Fdtq20/UXKv28faZ7tZj1kD0W2bYa1zFgwcdEfM3AFOPJ997/+XC/2tlW/n/pAX3/EFfOyVz+NdJ7/D8fgQv/3wj3I8vgsvB5yEqxikptuT7zOf51b5hwqDyQ7wK/dDTSoyBdg6AkdunRYG5jM8ROE4LFKpbISIimXSCwStEKdHuGP2bE7DDS73T4ys9t72djO78+Al3HnwEt6xfIhHVm9jLh3XhkfJy97aLoSVduZpncCvTZXFrM58PvBre/6Qwa8cnhzYPE9L33qpWxZeP9+AX5vXzpLKb7vxcF9/lYtuCQoLbwqSeQ4hbINfeZ6X+/nKhkZJddMy+NWS488S+AUwlwp9ZSa1nFKBuZpHz2fvLrXd4NcmmIE24JdW8Ouym+FEQG3TIof67zTZ+rKHy55C1voBwtngV/39DPALJmqRZ4Ff26xzJMB16u0s9ScOBNY4en/fY3m0vX2AbE+CX+2Hf/iH36/p79len8Z2/6M/zDo8hJcLkIPB8soOuNlQ2S5TzusYVUMYN6ztbScLyPMl3JXljk14povG6o1R4bcK3pxtQi4TLxd43/X/jfV4fuK8ITzIe6+9Ei8HWIBa2FlOLWl8BgN2gV8ZVLpZbituYjeyMMPd074MSG3kJoFfdRfoZuCXfZuCX5NjqoSk4Jbzsgv8ggSgqqk75QF44UYudnfjRbn34IVc6p/Fv37nT3EalqAHPLJe04s3zy8VYnCE6EGVMHS2szsKMiaS/2EDpVXwa1OEdAP4wUAjtyZHNKQqaWBVJqp3iax+Um8b8GtyTBU/aAk5zOBX5g1rsgKZ6F7rsaLQCIVMP3YNipvIIHLYpDoDv9AEiKU1SQt+TfNXr0VI4BfJ8yudms4z8CvN8xOI5n31Ouy9ebhl8AtN7VHhsBtT21RmLgFJ6TEqAbKpg0kKpemcTlQgFQtZVIzk3ZGBq2l/kb2/zgJT6nKvAmdZYRBaMK2+nS69sPradQv8mvZd57PaS20rqW0BOWQg5/EMu2lZ1vD3DNpzqb8XAZ518PHnAr9a89LxYUcfx4sufxafcOeXsXAXuNzdw8wtcOLoChfZrex8IaNtH1d9+HYtNXdffeDM8yskv2BV5TTOyaHWu3QiythEhmnBSU8nM1D46IufcM5n3NveHr+94NLn4GTOxe5eC5PKA1ZqA9nTGtUUAtlsVGkVo2nbTwtB23kksZDdfVpRutXdKpC5L1y4kbmMRCV58+brKUAcyGSTIT/HJXfKJXfKqMLCjeTAS+vdqwqkIwvyaNlDctTw8W3v9Wq51Frwy2NDYQTmiQPJSjjxJZ4FKGk+dn7wq7lskp5LPGNrIku1rc8j1+PF3qGX7bzcyvbg19PXzqo7m7+352WuL/t+E9tRMQRQcZhG8g0O559xG7ne294+eG0PgD1N7WR4G4+ufo3eX0kATQMb3dTD4Ixd/Fvc76Y7/M3FUyXH81gFsypxaL1LnfhoWbzfbDJUrZ7h/Z2M8RqPnv7nc+fq2unPEOJVvLuL+jQ5JzV/LYntrqnmTUqtsR0hQ8kz4qxAqdZri1JWLdBQ9zgn+OTkrtv5bRfyrQpkLOGM23kvx9OP2WPES8SJxQi+4NJn8oZrv8cDywe53F3gfctTu4daaKUQGUOKE1TjrDLQy2IDNR1vLXNvKdCtKEBRUWPMk1l7qKrQuDmz3QVsZlL9SFGabFUgz8RJdlUATd5f+e8ESGXFx8wLhibwS9L90gze7Zj5ZGBNRcu1mkGvLPujgMsZMq8uVRpvLMU7qyc5TDGTqaumnX4xL7C5D0QVC3sEsnflFOSppPY5PDGnNy3mCnTnIm2LLZal2e4CziBa2ze09X1a+EzEJM5qC7CLS/D8pjta2u4q8tj6gd1W233m0hljQMTx3Iufdc4c77bnHH0yi+4OVvEah/5KElTJPhLbIUE392bbtgo/5X5lIz3OAg3tWIdxuAWtAVFBnYkcbHp+NWbjohTKP+v7HMfDNS70V3jBxY8/9zPsbW+P15574VOY+wssw7VCzZDbliqMKWQxTsbg6qFVAa7pRsF0TN9kGWttqgK5eV7uzRTlwA3NsQxSbV4byyZDO+u54k+ABGZJJDQbIq7AUXUTpKWVr8cqcL6z35bt410huc97W7oz2HAX+HSmN9YZthl+1qatwDIaj26HhWFG1YkK5Pnu9tg2Zvb25Juec/PsLO+vKXRM4f06b23cdZ4FINscqPcXz5nS3j6gph+gfx+Ctg+BfJraQyevZYwnzP0ziZwCHtVMWk7hQdm5uG++54nFrvpvnhzTM6eQSwMMSV4U79rlOLt1ZbAkT4IywWOF0bLCov2ZU4rUiVQ7Qcr5UTXVORBivIaTOY+c/CR3XfjKW5JAqiqPnvwHhI6gN5o7VLLvnDsLCaw7lNv4R158R7rGb226JK/LwurbUsnC82K/lojdsWegDSbIlLcVmquL/3Z6Oy3d/Hd15s7QWtS8iyrEhtFLyTxmm3BD9fiJajugy/D73HPwUj7s6JN4zdv+PUEDowrH40jnHNdXyswHBJNGjB6GdYebKzE46JLH1CCmaqhibPVBkOiIzgCq6CAuzPtLD4BgwJHEFA45Ax0NGNIEBGWgJ3tI5QLSXFAKEpTopsfQpOZYKgxTT698ON8LiAWkwsAt7DuaPLhS3VbBJK86kKF56Sk90jl5spWJ8ZUEegXqJyn0UYHk3aXGOkxU8/6yxZWFRAat+BmJLDxGmHfKkGQre6eso6t8Xim9LoW+eKL5XabFDiqEWHe6JZ07JDnMTrIyoxH0SxKSyAWdW0gTNFdaiGIhbfa4djRpFTQLG/MsGNNCMYqlYeKYCWQ1dGSH59jG+9S2b5pahg9zHpurSgu/Scrpumkftv2NyTFVkpqZcHV4iI+6+Ee47/DxATlzf4EXXfmT/LeH/g8cHb2bM8QVnXgG3SC825GnTdt9dvukuUdrR45pedinVWSH1R0LtbZ3usqNoJx9qwxGHJ5RR0Zd88l3fj5zf3D2dXvb2xNsh90z+JjLX8DrH/pRolqnnRfAWWBGUIL60ndYPxiJInjNfc5UubBtOaoVYNplBqpNBXlKPyt1DhIVlurpiKzoQBXvDJqLaj5dDmF0jtE6JRBhLgNDdFyNBxy4gavjISZ0YveYuZFeHXMZCWmeV/tvA95NnTY/V53LtED3ZugjAFGTCqSwLPyQedPEfEWF6qU1JTA3wEzY3dffzEpZK4zExNcY6BEW4psztNH2fGy25wx7atlmGORZVucH7fgnO3/JddqTozPajZvdK6zs7DlN3XTinTtgtfxZZrOPvb2H3NvePghtD4A9TW0Z3g2AMqIaCDpj0KHsnheCZ61LL5W8V1cnVHXJUZdp+VqXelObLsR6bMOmR2Tyy/ZfU0AmLUcRst5k+7uUSSFUBaCY/JHyZGbzzoqhG1kzMbLGy0XG+CghHtP5KztKtMmnLhnCe3HukKDLlHaHsG6epU5jhsaRMh/N4QBVydJykoGO9FfhOsqSxj6pGHQCNNxuSuttBn0qmQx+5emvTfQqG1EunyRYmO5nRz0GkMUy0QyJOz2pqrmaak4p33NUx0p71tptvOX85kzI/MAd8enP/Cv0bsEDywfppWMZAqqBRTcyO1ghEhmiZ5ivGKJnNXaE6BiCZzyysMhhcLD26KmHlYcoaA8pQpN4aEAYI7jRwiFlsO9uFAuBDAK9gWJErd5iLcKYnyDPY/OsOR8SwCfIcAdopi6Vk5+CYpnvS71U7jFJLyH/5jCuLw+alR59As8ymObU0m7CHrNjnGTwK3vMZSJ8R/Ey8J2F/nmneJcWGt4WMl6Sd5gYZ1cUMYAKYR07ehdYxY7OaQG8Fn5g5kyk3pRCLZ1RM1dNCvcgqzTCmBYCHrtXJ5HOhcT/YiXtYKJcWsUWpFEOy1AvpvjYLPbqIklZpxco5Z3VGp058zxh92ZBAr1i+jf1lqj1ZROgY1KlatuhOXcTrmnTvRVcln/3yaNg7p/BJ9/zV/DnDlc82z760heyHK/xhkd/kt7NiRpQHXIgePMkN8+jmew8+v9n78/DbcnO8k7w960VEXvvM968N2+OSkmpWUhIAgkkJiEQCAS2bKAwtLrApjxRtKtcprrL0O56LLvAlNtPQbXtBpqnsY2b7sZVbfBA4QFT2BZgXAhIkA3IwhJKpcjxzmfYOyLW+vqPb62I2MM5996cbt7MePM5ec6NHcOK2BGxvvWu73tfsHvSo921yc9TzsAYXvu8r5qSWsulZ9Q5mNDYu0mNHDvxCmomvq108nW7n8vbzrznuuczYsSzjc++4w/xyNFv8omDX8J3Uweayhb7+MwTcS5Skfre6Ihp4sCrTS3kjDFRl56jk94yBnufFQzXHMZ+fSzluBZnZPKt0EgpgSLGNJEyIN5CH7V5lMZ5PtXcld7FMcUmkZLAvj/mDg5QsUm8Fr/kAO5EaTWbH5lLbxbHt+7Q2pkdtIfv14C533VnoJFSoNRg24pNFnrJ/ULuTfr+JG+bsUo6rf/LMniixqV9OIQ9V9LJ7mtPZPRHOPk4+evb5DA4EmEvLIh9USd2j34gWbIm0iC6Zp6l3X90KmCxW96v2JdOkojk9HmK+Qp/F4IQwqef8TmOeB4wfJk9n8d8CWIkwG5TRG0REYLWHEdy3kVHhCx7aqVnSl1HguXPBsPKbttedl26v/p5yMH+TuyAr3eMHn0hi2V/rJaw9KWQvTtQmZzeTnpm88A3E0gxHuL9HtZVrBsGrLc+Zzo4YjxkSHxBTzigUIoNoBvtC6gmEpaILx3sWaUfxLdJV2t4Hp3Ifz+RuJTXlZdFScu01/ry0g/Ru5nOtL+YjpfDYSMSpVuWXTZzx2n3y/rwvAsWJVBKpNWGgzhb0zfzUuBdxb2zz2K7OAdA0IAg1Lpgb3INR+QoFDShpI2ORVsSolAHT4ieEIS68cQo6GGJHhWW+dVk1idNdwVBGiOz/CJlfAUo0rJMhIkaSSRp6tul8slhet3w2tNNq6WAJa8XBwHwIDssk1+dJldeLr3ofU4VHIrjZyfIXPbY/btITSjoSh217Nusg2MAS86PUqYnLxFe4pMAPkpRRJxEnEtZlMn90UlEXE88lS7gxVwhJ86GTBPf4iQy8y3bRQ2q1JpV/HriIqTnwRy+rC2ue/dkklap/MAxLEV1hdiAx/ScclCY78n+ndCfvnYukEvUR/oeh8YZ3RZ50CSeqA6Hw+uCQZXrQKDd0ZPNy1hWzRtsO2jh0raDd0fObOizKW+yBFPASYGXinu3Ppep37+ZrU/erQhvPfvN7Fcv42NX/wkX55/gKFxD1eqMOxv2EzA89+HS5bGBrF/T7pHWTvA7Ln2jm/c83NxLNAI2rvZYg5UQJm6GE8cb9t5+0+7AI0Y8G3DieXDnC/nM8UdRjTQhZ5v38GkSLarQJLmAkHr4rL9lQvfDZfnfy++V/nkbvj+XYz+34VFwiZ2eupZKgpmtqOveoav7q8RMUpb2m+KTqdS8rLxEJQ2lBMo0WWdOlDFNlNg7oEhTDlnfMWdx9SRYDzu3dZ2kCqjEplh9yvYqELykDLAuounRybEt7b8nnbKIvtKTFBFNZWzpmtE7TQ7LOrtjsJnAWtcnO+09q6d+PuL5w1IW2CkkGKyTX/3ytZ2u3VdL+Zw5pNB8f2maVBJaNMXkHu/OEONVdEALjxgxYiTAbltU/g5CDFyLT3bZQ/kluOyptUxWSZ4BHy6jD158yhzqSZee/Nq0v01YJ7/65cvrZdKlbzMbgo8skAqr5Nf6IKv7NWAyQryCMKHwZ5JhwOlwsoVIRds+SYiXyGTYpl4tX/tKIq0KpWjKmllvXybDzN0xC9z3J7w0eJc8AF8nv4auaTmzy0svi7tKfoVuIN8fI8Jm8mvTwHTtLCTdI0ZW7LpjrsYZkRInHgT2ypdTxyvMit5dba/Y5pH4+8yjkV/HbUmjPrlAGvnVBE8bzPGqbgpiBD0o0eMSVJfJr/QFuNaILpfJr7hOfkH6902RX4NYJo8M4uDbcAOOzBmpEsvBl5ies070XvplOsz8ytJnJUY+OjXSS/My1siv4TFAoUiN9QqJ/HJpmThN5Y6Z/NLk8JieKbeyTK0s1SVnyImzocXEt3gx0mq7MBc+ywDs755l8ismHZd18gs07S8OShbVBkTpnHIZzpBY20R+Zaey4XunH9DpyrIhUqacmKj0cZyw5RZdaWxPfikRt7b1TZNfw23TMeKg1Tc6lLHn2uNw3FG9ksP2MtvF2Rvc+kaPITy4+yW8cueLeGL+2zx+/FsctRe51jyG4vjM8cc4CpfwrmIejgBBJFiJ7Yb38nXJr/4jNA4NQIYP5MnkV/4sH71wYUCCpX5MClSVym1xR3Ufh+Eqs+L6/cGIEc8Vpn6XUqZsl+dp55+k1doyk9K7zosSkgvkkPyyQbFfIr+yOP6zR371k5NT11C5QFRAewH+jJ78aqlcoH8NaCLxIpU0PFBepJTWNIk6sxQjvxzr5Jfr2qUpK/5myS/7O5NfHqEQl2LOXoUsE0md/teG11gmv4ZVCZvIr54kWya/8u5cIt8290k9sdVlFJ2CkQR7gWLzF8sm8ivfQ6vLAvFk8mv1WF0MZeuVOER8R4JBwLlnN0YYMeJ2xyiCf5vizOQdzOOCNi6WS91YH/DpDf6Vya84WLp5f6dBN6y32Ymw3+/qAGl5PZ+6gKIbjsLmHmZAIeny8jY+wXb1dpybntp6ABHHzuQLaeNTa8Pt1cPl5HklZYMl8mtNLHrQpBzunUh+ddus58zp4Grla5qzX1bdkgTL/OoJs36Q2CZasychN5/fxuuTfvu0fy+RLVfjpUJEKGULLxXguGfrHd12bz3zRo7jNVQDjXqaJMa1CGUXyLdJLKtpkwtk49B5UiJrctpTT3S6VlJJY3KBVPAp28s+t1VdLinUFfJLTj7VIdHVBxkbrk1SZe8yvwYPSya/hmRbR34JvRB+doEEtJSVZdqVeuYbZYlnyOL3kogwQDoXSMUVFl4VPuKcBes+ieMXLi3Dyh5RjBBzdgErnyzqXUzbRHaK2r6jJfLLGtMPvjL5NXy+e7HjnF021OvykkmvoTNkuj4D8muwtCPJ1smv5WUMfq8iO6UFrKw37Znrk1+bn9u+dadljS0/yzc3hDHtn8JNERxeCl629dk3tYcbPpI47p69ibec/Ubeddef5ivv/4u87/7/ls+/8z9l5s9wR/VySjfDS4HTavN3tNb20wh2UFl/P8LJ1zl/pix/35YRK2lA6imkwoljuzjDcThktzjDfbNX3+ilGDHiWce9W5/F1O9Rx2tsl2cQcVRSkAXbTRA/575br2/i2JuWDW08Nr1XlqOZ/u/1zPscXwgk8iqRXxuewq4bkkjp0jtd8rvRCDBFube4QilmpmIkmZXS59jVp77OD94O3bJBP736Ns4E2BCenvzKgvgCp5Jf1yOSVvW6hsTFcHnWbeq+w8E1yppjJ5FfTwc3oj814tbjZsmv1WWnfsvS31OCxZaFBoQKEmU8mXzRMzuBESNW8IM/+IM8+OCDTKdT3v72t/PhD3/4hrb7xV/8RYqi4G1ve9tz28DrYCTAblNMilcQNI3yZTikYqWT7tERU7q+bLjtKjm2vr+Tu27ZsN7pVNUG8mvwj75A0AKp1Vaf3JBhIFigRPxNlAgV7g6MyioQSlbJqtXGDt3uTmvf9dwdh+utBnX9wHE5JyyL5fezjbqU5bdKmPXL1of2a4PTjY3svyATrRUqaTvSYuLvYBEvs1Xcxd2zngC7c7JHtmcI0bTDbMbarkcbfUd0hGii6HpcQErxNmZRl5qRHR99yu520Lk2ujY1XxL5xcAUccBcSH+L9aetg0WZ/BoOANKv7AzZlTcOItuO9Nq0DHpRexg4OaZl2m/bEWHDEX73vWj/Fh+4QGZh/87xMZFeGjHtr0SOeZeNC/rn0buIKpSuz64q07Kpt2GWCdsvP7l9RpNmaTPy4CqfTl5WSEzvof6NkZ/vZUOJkwdcp75DGGaQDZeuYhg2kjItho5rpyEPQVf3f/33U18+9HQHQorHcxSucKa6j5dtPb/itg/uvIup36WOB2wV+6zT75twY2cadDiQv5ktV44mw+yWgqgBJwWV26HRmjftfwGVmzyNPY8Y8exg5vd55c67qOMxU7eLy/n3kkvs0gSb6hIpnJep9j14t2xDhLJOOC+/u06K0RQTq1+tC9wUvRSS5fSHTo72Tp9Jy8zVtOqoXE96ZeORoeOj67ZdXgabBywbTJIppG9tJq5y2SOphevlhitYipPzm6Rf2JFf2i91K/tb7UFuVFh/zOq6/fBsfWddOKo3R232oWEfz5SUxHgR7+9jMvniZ6V9I0YA/L2/9/f4r/6r/4q/8Bf+Ar/+67/Ol3zJl/D+97+fhx9++NTtrly5wrd+67fy3ve+93lq6ckYCbDbFE8e/yIiU+tQ1eTjUcvIidrPiuXfEV1aZrDBb1QQtcFxGyGopNm+9f30812bf9ZDr02hUnJwW1lz+Hu4vTmgJF2YlXPsZSKHPyyzfNQ4mXJcm9bG9aCqHNW/jpMp0CbXyOGwu4d0P3LCGqvnl0PEfG1yqn//LQ31Jfrk/jj4xHLIeln8Xk6/z99b/tbdYDs7ftLb6LZlsD/d0OLhsh45I89oxkO8TIAC1cir9z5AMci4+62rH2PiSpoIrZo+VBM82XHQSJoWouIkIFFNs8u3Kf5WcBF1EU3q9VHsviAkDd5I59qoCmn3RMG0S8TWU5eulPZXuLvHh8s2rScrV0PpnCUVO1bExOtj/rcb7E/sJ+Rlvt9fTPvBZ50q7fZNOocoao6YEhPpFY31S9laks5ZVcEFs113/f3mXEDVMrryneYkpsywLLMa8S4Qog1EVJUQlVJaQjSSIuZjDO5jozQDXgK6dD9ZmWUkDYpUCcmAoHv/qIkIC5r2nTIYB+8k1cG5SV8esPyMrRLxpyENbFIWmD1FvX7UprfXSc+3rvy9POjsr9OylG0cbHHyc7Z6NNPSOwKFt5z5ais9fh6xVZzh9XtfThPnlK7CS0lY0UqEzd/DaWfXE4N94ceNfIub9i2AkxbBgZjf8Myd4Vp7iTPlOd68/wU3vN8RI54rvGHvy5kVZziOl5n6PVp64icsEVyGZRMje4f0E1r5fRtW+u38Rlp+nvrB9vKaqSu197pG2pDcxSP97/TqslgxrRdtpiamTlPTe37bzWmjmFaqYjqfCE10NOoI0VFHmwyzZUKIjjYKqpLivj5e7X5YjWnTc59iRVSIMfUnUWliTH1KpFWl1UjUmHq8/nf+exiLhaVlm3Ny+u+k3w+DdYd7iIPfwx9bL/2X25f6xuGPputrRMl1c4RG3GpsCBxWs78gj3g2E6g3sn8hxVPiEI5BG7a2P4jIONlzW2BTOPh8/Nwkvv/7v58//sf/OH/iT/wJ3vjGN/I//o//Iw888AA/9EM/dOp2f/pP/2k++MEP8gVfcOvjr1ED7DbFYfMwQgWyTROvLg36csYH9JkeA4lG7GMFXJptz2vkMsiUGZQ61l5Uvs/Iut5ch5ywTt46z74t53Stlk/aYBSsZC8LonrJle2DMsANx8mhhMiMyr+MOjxG0GsUsn9q25WaRfspquI+2nCBEK8hFPQC+gPJS7HOpm/zSedsZ10SmUq7lOXSIrRqbpBZ80ukl3Va3tMybShYpoPDjAJkcCwASYRGpwu2cq2GFuitOmp8J+jfyX93hI85/bWJ7uu058SuRoGiboegcx7c+wM8uPs1S61/5Ogz7BU7tHFBbGomPjDxpi2ipBJI9SyCo4meui2od+e00dEGT9t62kVBOy/Q2qGNQAAJSj0DIoTWGmuuj4kbau3HN4KrbZnLl1H7a7UWRedl+XtIf7s4mAlP09PRSSdcH8xe09wb/WDXiXgb6n/lYym2XL0uOT7iB7+LRHgVihSmxL9Rvzs1tigjRRHxPlL6SOGHT/rA8VEs+yprfnmJSQfLptGjOuaxpJTAtXZK6SKVa5lIoHSByrU9rav2rLaasxTS/TxoWhyUGopauaPpwADY4KcnoJZPqxfGt2wHAZDlt9tq9tiwaHrze0vT/Z6GieqSPtrpBNhygDocbvYD1ExuD9+bCkSRlC0gK5lweR+nlHqrIOKJGnnd3pfw2t1bM7P7OWe/gYP2Ap84+EVmfpsmzunp8E2Bff59wregdm/0RiDr2SynYemoKmYcAXatYqByO7RE9oo7+Jr7/jP2qztP2tWIEc8b7pg8wBef/1N8+Ikf5jhewUkF1Klf7XOVenolvUXFDHcsvdl1GbhBjRDLYvjAIKN5c4eh9mHXN0TJU2Keq8kF0mKImJ7PVCQuKSZUYZ7e81mSwavS4HEojzZneUzOmOOuWIxpZidZ+D7iieYuTGTmGiZSM5HA1DWUhOTW2xukOBSndDqPAzlPjtPfnTbYMEsr9RsTYCI2CCrU3v8uvZe7SU3NF69/p2e4Qf6AY5mEGuqBLW2nFkz0GWXr2ESKbFpzOPmadtu/827ivTni2cOSGP6Gz1ZRsD5xVWRvZMn3Qk/C5uc0H8MIVBJhS1pmR8vaX7PpVzKbfcMzPLMRLwVcvXp16d+TyYTJZJ04reuaX/3VX+W7vuu7lpa/733v45d+6ZdO3P/f/tt/m//4H/8jP/7jP873fM/3PDuNfgYYCbDbFFcWn+AoXCHP0w2709xd55mAvhTE0EmOaiagTLC6lEyW5HBLu304uZmhyGb0g8NcIqWDn+X1crA3JHTKpBdR0JfundSm3H4AL9uIVCgLVNezFNbaqXVqRcmkfDV1+/uEeMlmIDuHyMGAK5FgJ8/YKCVJyF/6NjcY6RUVmiTzn7vQ/uRkw04z8WXnuOqVBr1wbB8kLeuwLZH/CgsKFlpgRZ/9gH04OWCCtIECaHTwLag1xknBVnEPr977AA/ufs2au1qtLU4ce8UWx+U1PCGRfo4Y4bg1N8g6ehZtYY6QSRy/nRc0xxXaCiwctGJEQIpwpZWO8HIpEa4juxpzh8yJUrJ2PfPU2UmBi52jiej3CxWIpVhWl4dYkhwf6YgvC1YwMfskYaYrlWLqbJvsAmnkmHbuj1pF259XpLRGyOqXOTgN7yPVpEUkUhWBwsfBvamJ+AInNgjJLpBZgyvfL94l+3mJTFxyf3QNpYuU0jL1rZXqqG0RVJIuWJ9LiAzSjAeXN7+vZt7cwFRlSZeuXz29L2T1mdelss31VOZ+L6vlKye/x04elJyMdeIrC0dvIr7C2pNIN8GQiTAZrK+sk0AiQiElpZvyxr333DIXQyeeL7nrT7Ff3sPHrv6vHDSX1rRLMvI9sfEzTeT66reY3m/5GTrtmxtsAgyqpQVCFEo3ZVrsct/s1XzpXV/P3dOX39hJjhjxPOCB7bfx3nv+HB+5+Pf41OFvIaHp44AB8iRALh1UFTS6FNNJJ7GQiS9Fuudr+fnZHM915H1mVJZitf5dlfuK3JasmNgL1ycSLJVFOjG9L7Df+d3o0/plyhqeSsu2W+AlsONqCrF83CyKX3THonOEHBJffSa3DJYNJyRMHH/L2Xu6IBFfWIkk9A6Og4ti268vSn8Ps7qG31Oe4lihPjKBMSDCbgbD/bnVd2Z65/V93UiEPd84jQQ7ZZAAsLTdaqZh90m+b9ICU/gy0qzJIzoxite5CbOtrx+djkfcEB544IGlf//Fv/gX+dCHPrS23lNPPUUIgbvvvntp+d13381jjz22cd8f//jH+a7v+i4+/OEPUxQvDOrphdGKETeFRw//NRcW/x6lxUnOIAB7u/ZkSA48hu/bnvzSJfKrSOTXsPgnOzTmQXE/D3bzWCa/lt0fV9ezHrzX1BLMWht68ks5oX5Xlv9UIMbLBNnGuy2cbF+3rU5mCJ6oDeCpigdQvYcQLxHiAVHn9NlgqdUSQOeshzsxzVwuX7+e/FJqim7gvx70Kp2IUvr3MBAt1gacy+RXf527vXW/c8A814IFJRAp0bU+uh+M96RkKQHSOZRuF9GW/enn85a7/oelsschtvyMx2LNYTigkEBQ35W2HbUVQYU6+CSKD3Vr4vjtoqA5qtAIsnCp1pFuetc10oneS7ABta9tACyJ/GJAYHXfg67ezytnrvT7PY38con8wn7nG1RSEzvyC9Clm1ZQp7YfjPCy9TQ5Pio6SeSXJPKL9FzknQ+bTk9+QWRStBTeyj+6z10mjvpnvhO41/7Zz+SXIzJ1tr+Zb6iclTjOfNMNwICO/OqLbIZk0PDy5mde2fI1pYtGcKb8ghsnv/LduIn86r+/nB3WD4GWny/pLiaUbkarLVM3I+gxDkek7bZZCUO7fw2JnSH5leZx+/dQN1zb/Ca1rLvlz8yUxJaJ2Ftk6vfYLe6k1ZrKb5109s8LnHjedvbr+Kz9r+InH/4uLtQPWyAe52mNXFZ0stpCT36l81z6jDTBcH1iUpAuG3XiKqIGSrfDy/fexZ3V/bxx/x3cNXn5OBgY8YLE3bPX8zX3/bf8ysWf4sNP/ARePPO4IGjSaEwPQ0d+0Wd9rZJf+f1p5Ne60uf1ngBFEI2JZDJkg5LC5dhCOyfhbtJU+mVGflkJfSa/Kum9dbMbcOUaHMpEGrZdjRAT+RVxSh+bSk/j+dSB57mkPC05fB8PzZzydhNgO12OTH7Z/pbJr+FbuIvoOnJpeJ1OJr+G22584yuoLOuQXQ+nkl+D/eaVcqXFiOcXm7XeMpO6vsj+XCa/hqInJxxkSavWIZTiaQGRPaR4OcRrOHf9Mc+IFxDyi+z5Pibw6U9/mr29vW7xpuyvIVZjKVXdGF+FEPjgBz/IX/pLf4nXve51z7y9zxJGAuw2w1H7GL998YcRKbpufjis64dz6yLQOlh7mFJfdOLTy4PKTDKdPGS7MawOiFfJr+EgcekoCogmsiWnvZ9Cfp3SghB+n53JB/Du+gNGkYLt6Tu5cvTPgLNpWUnh76Lwd23cJuoxi+ajKdtsmzZcAEqEw478ym1u04BPU4lAT36d3P7hddlEfvXfef/vfJ2zIPlQVScHiS2uI78K1smv4f67oDq1oSLQsMNW+SB1fIL7d7/2RPIL4I27r+Wjl3+TSOhKKRGYtyVBTfh+EeyV1ITCnCFboTms7Jj1gPxKv12Qzt3RZ8fHJgUGAYpFan+0n+XAdhPSmWofXKySXwCxMPJLgVil61qwRH4B9obN+mDF8EqKZYtlx8cUiasqmvdXahLHV2QS++MbK7LectFEfimlD/hEfuUOyYmRWqpK6W0H3mUh/N5py0siUVWZFra/iQtUEomq7BTmONA9t2oZgRkbya/0SS4tnLiQyC8S+dHfYcP3QH7mB5d+8ObSpS03fp/5Zu32na9FIr1kQiQwcVvsl3cxjwd86flv5iMX/j94qTgKVzgMV3AUtDpHB0/S6nPSt7N3q81t6vMWTn+TGgk2OF/Jt5SjdBOCtmwXd7CIh5ybPMBeufl99Hyj8lu8Yf8r+MiF/4md4k6eWnySXJxRa3PidnnQDqvU1woE0zVZWcdIL9P3KsQeHIfn/OQVXAsX+IJz38jnnv3aZ3x+I0Y8HxAR3rD3bn7j0v+altRcai7j8bRq7+IhsTOcyAqDCI5Ejq1HFTeayd9n2Goin5ScgZXeceld7gatycL1mfyyrC2L30rJGbH9ej0hZqQXKFuu6UxSyhSbesn9gFKkE8jv/qEG2DDza7Uf8ljml/0t3fJChmTVKvl18tt6Y3YOQ/LrOn3TYD83QlIN23Ii+dXv9OkH7COeFaw/eTeGTH7dzFFySOjEVDLUn4d4FefvwxWvusF9jXipY29vb4kAOwl33nkn3vu1bK8nnnhiLSsM4Nq1a3zkIx/h13/91/kzf+bPABCj6RgWRcE//+f/nC//8i9/dk7iJjCK4N9mePTw581hz987MDocDrPSItYH+l3oMgiMVuWedWnbdRLtmWF5YHhycKCDjr4n5fyNtESX/7TAogJaJsV9N9zS/dn7ESmJ8fj6KwNCgTBBpKT0Z0EcIuttVowAy2HP9cmvfIAU0g0Irk1Ezuqy/rvfjDoRF8sUxAlNGHyqSZm9Ek+rVyjdOc7N3n3qKbxs614iIX0nViMYo9BGRxbEt5IOCNGuX7soURUkKrSpbiFKjvw7F0iXSxtTmaNiRFjisrr1+hM4tan95wMiLF9MBdPxyqRWIi3ysuE11yH7ufK8di6QmomudFkSSUWRGp/F4AbujkvIxFURU0miUhYrjU4DFtXkriV2BxYukX1dCJ4GNgqFi50L5MSb0UblQidmn/cduqFJ/+Ruup/7ZWrOYprfCDLYcoh+kDVclt9Jw3fI9aBrT4mSM4YAtoszHIernKvu5w177+ae2etZxGts+f3uyki6Z4dvzE3uapuyWm9Oy2r9jBxC0ICXkkpmKJHX733p8y5+fxpevfsuJn6bRufM/L6F8brpbHqslT2uQE74hwz+yHeDlYFEZsUetR4zcVu8dvddT+tcRoy4Vdgr7+SV229jHg/ZKbZx4kCW33v5/3HprdrHFT2eHgsyfLfmd7DQh5pO4uAtmNfLvUI/aeGlF9vMsZ/v3umWJRaBmWs67bCJBKIKw3zi1UlEHRx30FUPrsU6Jt1kAoP99YTZpqydVWJq036HWTpusMUNOT7eRHDd90M3952O4vi3L677zUm/Tp48s8m9Gao15ewPIGliaMTtAdFb83MzqKqKt7/97fzsz/7s0vKf/dmf5Qu/8AvX1t/b2+OjH/0oDz30UPfz7d/+7bz+9a/noYce4p3vfOczuWRPG2MG2G2EEBc8cvAv8FS0epA62NUsINhEXBk3sDpcTO5v5AGwLgUWNzqDdRo2D4qVNVH+lTXy0hwsXTfT41TUiFTMm/9wYormKrYn72BWfhZH9UOUcl9ygtwM1UgTHqUqX4PqATEu8LJDjJe781wiRdKZtPRi8zeKnhhcTwHqT2s4D9zPkmbk0DWolZ7ljJWbg4IIokeEcMx9+99E4XZO3eI/HnyCQgoWoe3aUEejCFWhjR4RpQlFcvqz8kdxCgufGCzNsnfIYOp3iQgDNFpGmAq41dLHGzm19OemjkEHwvaxSH9ko1DdvJ46+vbnsD5zF52UmvbLMukVFfF68pc5aHRRBFSh8On51/6eEMkBkuKcpcJ5oSPMvORBTL9e6Wx/VvaoBJSJa5dE26NudirbRGblT4uUCRC0fyctE7X9+2ITobtpmJe33fj9rnxg95tQuIKgDaVM036Ft5x5L94VvHH/K3j0+HdoY03lZiziUSJYeg3AIZbbt/42u6ki8o2rRtDIVnGGg3CBveIuXrXz+dff1/OI3fIuHtz5fH7nys8zcTschyvU1JxEUw4nYm78nd4/P8O7wVEQaHEUTGSLeTzgTftfxm557hmf14gRzzfedOZL+eThr9PEQ7bcjKvtAWB3e8ikzeD5ySXGw3fzM1Ft7amb/s01JK76+GJQNZDJscG2PsWhRRfz9URYKT3BNZEWVWHqTFcyKhRp22Hv0vVT9F3hKgG2KeYUjADL5Fd/Tj2ptPraPa0vOSn7a5hBdjPx6s2UKo4ljS8+DEdDsbuvbiwmH96vdr85JDyCFK+knL7v2W3oiBEJ3/md38m3fMu38I53vIMv+IIv4Ed+5Ed4+OGH+fZv/3YAvvu7v5vPfOYz/N2/+3dxzvHmN795afu77rqL6XS6tvz5xEiA3UY4an+fRbhI6XZZhCfp59mCOaN1YmDLM0+rg1JhSKD0Is5BfRc85ODGD5Rr8r5ysDUMvSSxBjkXpJ9Xs89WB7hhQycuK+uC0BpzgABNmq8bptFnAfheEHv5OOYC6an8/dTt7xH1AC+7my7vclvEc98df5FPX/w/smj+I96dxcn2EnlmFtTHtPEpSn8fD5z7v3K0+GWevPYjeDcF9Z1DZN6qmzdNg39HZCKRKl1n0/OwLZYH0tq7ow2W9WKwq+e+/G/R7B/ZrxnSlSyJzKShkn4+ucWxUEe9qtg+vEaUKDVnpm/lZXsfvO41/cTh77FX7nKFI45iTSHKdjHn7MSkwePWAW10NOrtd/TUu9dooqNuPU3w1E1J3RS0tSfUnlA7pBZi45A2uT9GE8c/3sE0wpILpAt0IviDWN5+iZFUwYM4Ifp0P+btYv8z4HL6be2CQtqHeohTaCuFIhFlkpk17feR2qKiyelRO9dHUKSKOB+RIuK94nyk8IHSR7yL3ayfGVpYQ7yP+FRiWPlAIZHSBQrXl1FqWjcH3t6Zw1bpgu03DVViuicPY4FDudz4LrPRiTl6FemnlEDhQjcEULAy1tS2OCiWqXWYTbU50Lve/PnJW15/K4cnEvGUTP02dZzz1jNfwRv2vgiAl29/Dp9z9uv4tYt/n4lMidLSUOPUyu027TW3ebldlsVWpne0cZpWAt1qn3974g7pn/XKzQjasF3cwZfd/aeZ+eunqj/f+Pw7P8i15ik+c/RRZn6fun0yfbL+bd3odzfccunv9CwJHhFBVNgq95nrAQ9svYkvvPObntnJjBhxi3Df7LV80fk/wi888RPMfMtRLGhikx6AYXTF4O9IIZAVFaNIZ0aiOozGljH8LL9tAo6g2WnbZpVWiaEcC7ZpSTOo0hesP6ljYXGahKTlqCxS3NZIYCEFE2m5HLYopaXBM9eCgsg8OUN6iXhNovli+xbJ8akm5/Ic19ofxfANnObMLoY+urTSTKikMRdIyWWRvQNkPlGT7cifZWfInohyS2+lnhQL3VVdJfnz93cy0aGav1H7PDIsi1uePvY4KvEUOBwDCf8bZd9GPC/YKI6fbp0hqenxgztqGEnY/5WegM18t+aYNumEOnFM9v8vuBMkW0aMeKb4pm/6Ji5cuMBf/st/mUcffZQ3v/nN/MzP/AyveMUrAHj00Ud5+OGHb3ErT8dIgN1GCLqwwZc4gs6hE2hOxMWgHx529DeCXkOCZEedSKYutJJOfr4nqnpdBmFAKkgePq/3v5vKnYb7k5W1YSgsbet5tBNGHRJf67N3tr2XPURmKAuiHuO5PgEGUBX38vKz/wOPXvnvOVr8Bk28iMgUSaU2qsc4mbBVvZV7z3wXk/JBJsWrcW6Xp679KBqvoBxb1tnKvnOq/5YEnCo1riMFO0JxeG2XrqVdi2Kw0+EAcXWomQlCDwTVARGm7DuzGndoV64kmDZHJZGgcBDLFFIvn4Hg8W7Ky/Y+mKzbT8ciLPDi2S/3aPQzlBJM+0sdUR11LAjqaKJjHswFch4K2uipW8/RfEIIQjgu0cYhjeAWggTBNWLljwNCyzWJ/Ar2O5NN+fOMWBhhlV0YlaQjll0jB+SXkVX9ep12VxbCFwhbECcQvYnZL92UFhkvfTnRK5SJ+Er7Ex/x0wAuUhQR5y1za1a2OJdpaukysBQovZFc3kVmvsUn4qt0duL5++0fU7VZeLGSxMqZ7GqrPpGzveuWH7h62d+RiQ84iUykNYfWdHHyKWqi2UMqtB4GdMu08FCofvm+ffbRh5GegqmfMfU7fM4dX8Xn3PFVSwT3W858LVO3za9d/Cli2xJDoF368k4/Qh749W+8ND8riseuWaMu6afJ+k5WFhVuwvnpg3zJ+f+M89NXPt0L8JyicjPee89/wb956sf51MGvcHq2ws1/w0u9WUpxzAPWys+o3IRXbb+DL77rg1Sn6BGOGPFCx5v2v5TSTfk3T/59DsLvM4+rWno9seJQm+BI/UGehuimtFKctGqy0WO9fwfLNosqiCqF74n/XuErYyhbEalcwIxWQtd35JitSssqadiSunMXLiRQEFKGsE2o5J4jx6M5u8xrFtRfPhsny+8Ic9hePjePMnMWzZZYFphdw/5tpSiiUIpfiykFt/J+PmkCZ1M0a1fvtKg8G1QplnUdWTZT6eNiYSYFvqO93MZvdsQLB6eRYMN/GnRttXxXDcnsmO8ngeRnii8/h6J6x7Pb+BEjVvAd3/EdfMd3fMfGz/7O3/k7p277oQ99aKPD5POJkQC7jeBlguBowwFBD8i+YktYG0ddX4lAlY7gKKRX9Mnk11BctSejlgXzu8PK6uebwq3+Fd4TaOvkVy8b3VtxD8m5XqR1uNX68aJeRnUPkRIns1OvxSrK4h4eOPsDzJvf5srRP+Fw8atEPcTJjFn1Fva33s9W9VYkC6mKcGbrD7E7fS9PXvk+rhz8PSMfmFvrEvNSipFMqso8Xa1hpt3wSq3KPg3Jr7XZ3JVtVz/3AhVKrcp2cmyyjJSeYlMgl+t5UfZcw7VYWgaeWPDn3Q6z4mVEPcK7GyMUJ35CiC21XmHiWtroadXEehcd+SXMQ4lGOG5K2uhpWs/h8ZSoEI9KtHVIA25u0W4mq7oESDXnRwn0GWAbygaV3rVRBSOrFFxtZZOq9psB+RUFy9SSdInStpn8andMFF9lA/mV9rXUBqdQqWWAJYcIcRE/C4hEvE/kl0S2qqYjmUSEoKaVpkDlWwqX1isaG0A4+8nfZ6bNrDnm/gjKxLeULpgeW9K56p0X+8FHMSC/pr5FEvlVudhloWVdLE3kXM5y2qRzt1wcvB4Y3hh1f31kZ0DBd2d/5+Rezk1exuv23slrdj6PrWI9m0pEeP3+l/Hgzjv5vcOP8PGrv8CFxae5VH+K2AnhDynFfCamm5PFn4fXffiMZaJZyFp8PX3da/15vFR4KfjSu/44r9t79wtK92sTKr/Fl979p7h8xx/kH376L3Gp+QyqSuBkMfzrIYf9ToqUuVdQOdNHmvpt9srzvGrnHbx2953cUd377J3MiBG3EK/bfScPbr+Vn3/8f+YXLvwTnELQQFx6nyqls5J3mwyRJaH8bi09adnpOnyZelqEgolv07tJltbI/8pZxJIILLdGfrUUopTSmuOjRmauNoF8zX3SyeSXdbmWNb/an5xEfuV3rXXdRn4JUIp0A6Ah+WX/hlL669KTe4NrpdbPb8JJxP9G8mP4+YD8arteZj2W8whbUiLdf6cbrIxukC8cbByRDe8j3XCfbNxHfh6cTcIiOP8A6AJXPPBsN3vEiBcdRgLsNsJWeT+V2+Na/Ts3NTg8jQTrXbgEzzL5JZBmEofk13CYtsGFTTUFPad1x/bZcBi3KsvVEz+9i2HOSDFXos0ET9738u4ibXiE7cmX4+R0napNEBFm1Wcxqz7rhrfxbocz29/M8fxfI7JDGx4nxIsUUqF6zEQiQSW5QGZyb7Xt675xOXU/n+dpWJ417DkYTxaEVRrN+RMbT5yopv2x41uuxCkiW0QaKn8nUecU/g6mxStv6Jq8evtBPn7toygL2uhSeStd5ldQmIcSFOZtQYieGIWj+cSC8Lkntg5RxS3s7pFWkLjs3ORqI79UIRkWbrwX1UOezM0mhq5J5BdW+qg6IL+gu2k78kuTC6QIYaZGfqmik8HFzxY9q+QXRn51D5SzpX5q2VTOKa5QUGU2aZNel+AkaW9FGxIULpiYPcpW0ZIt5jvyawP1lMshCxcpJS6RX67L9cyDD1I2kz17Rn6ZC2kmv4bz47nkJmwgv1YJ2hyaD5f0rVx/wq9HducFeUDgcBSuImjgzsl9LMIx985ezX/ywJ+/IS1AMELndXvv5nV7ZvLwc4/+dX7v4FeYFvs8uXjYzlAbLLfS4wiUEk649n1DM3VWihW4tFp2bS/clKAN++V9RG3ZLc/z2r0vfsGTX0Ocqe7ljftfzkOX/jHbxbnkDGn/BW0G/chm5O/QS2l/i3C+epBr7VN83rmv4/PP/eHn7VxGjLhVKN2Uzz37Ffz7q7+GE0/VHnG1vWJkcKiTUUlPfi0T7oanS34N1iakjN7NuWJ5UiWQnR/dYOIEsBL5NIGyLTWipilZJsfHypmNc0HEp/dE2Qnw95OvE+ldeDtX8BXyS7XP/JLupye/PDb4iUDR9UT9uZgzZJqMSEtXnRfVmIo1nEg0XScozuQXkEoe+81WMUvkV9+uEwiuwfFGEuyFg/WIbPj3jY3uOr05AadCkCni7kDDY7jyTc9WU0c8z3g6ovTPxjFfihhdIG8jeKnYKV9GpMVRnkhqnYRN6/e6PLETOc0Bg43ZcxCQ0QvYDwcwwyHs9cgvlj7TDe3adAwdtG+YBnw9CFCiNMyq197woPfZwKR8M1X5WcR4Ce/PIRh5Uw4CuHwOmx7ETcv8DZJfJ6Gfqc3f0SDra9OKYtlhHmUqlpTvxFO4faLOObv11Xi3dUPHfs3uK1HqNLA1lY5cwicobXaBVBPER5S6KYnRSjBibfpT0uSULXBBlt0dswuk9OL36OaAY82hceAq2XVC6bfmi5YD7XQDdi6QKHEyuLj5Aco36qYvrHOQ1C6Sd2VEnKIxkV9AWUScM5JK0vGjZlopUqbSlDK5NkaFyi+Hz8NBUU9Qazfo6OfTtRtQucHWPt2zRSbCFCYupNnK/hhDb7CTMr9WcSI5P7hsq8TXxq2k/6MjQ6UgaqCUikpmgPKm/S9+Ru+B1+59CSIOUUflpiixM8mwwdimocsqHd23VaHLFrM2l8Tk+Dh12wRteN3eu/FSPu023yq8du+LKN2MoDVTv4sScWqlOkNNw/Wr0vcolvUVmPk9Gl1Q+S1eu3trXINGjLgVuHNyL6/YfgPzcMhOsWuxhPTC9Lr0Hl5/t93oss3IZcaaiuxW32uGQnLhpXaE1FAQP4vaTyRN5qApC16Wts3r9WL1/URgwfLk6jBGHCIM+of8WZk1GLHsr+U+bhgb9ZZQT9d5cRN0UyCy9Hm/3ur0yfD9WOJxCBHFr9UHjLgd8XTvr56iVZxMQK8h7gx+8uXPbgNHjHgRYiTAbiNEbZmHxxOB0NzUS3OpixyQKCl8GtwIvUuPDkKLVYLrpPyMVffJk1ozbPmms8jHyO2y6rBEit0AXb28RgN46vDIdbd7NiEi7G1/HYi3TCI3A6kp0nn0QdqmjLnNy2423FklIlev9anXsvtIUuDaoNri5QxtvEjh9rlj9lU33JbH5o9QiDcdsrTvbLwQFRq1ErUm9kTYoikQgVgXaGK6pE7dfpTuJs6nkUXujRxjmRwbnlrnvEjnvChDwiwsB9dD0isv7LcVy/zyoFGNFFvdeOUyKwo+Nzr9oLjSsracp3NoLAs7kW53agQYKIXr3bUqbyRKv2zjmXelzUUqcwyDwdOQ9HKdA2tPmJkzpFDk8lnW76m+FGfD/baxTSdB0nkuL1M9nQDvBy8ulT/Clt/januBvfI8r9753JtqxSpetvUWzlYPcBQusuX3ATtnScMSt+EdeNp554GiJ6TWm9D+1O1xGC6xVZzhVTtf8IzafKtwR3U/92+9iXm4xtTv2LmJlaNCf2+tw75hJ56oRrpP3Q7zcI1XbL1lLHMc8ZLDW898EYUrCbFm6ie0WRQfuvfkprkW3fCiHGbt3ggUkulKig3X9tlPUGbNr+GyYrBsIi0oZrqTiLBCrKgzmy4pmydiis61fGmObumcrapBltaBPptsaNjsNkykmDPk8tJ1Pa/Nvc91s79OgGq/x3j6qlRZbmMpPr8BZm3EixJZl1a0RsM1/PS9iB/dj29b6C36eQliLIG8jXDUfoZFuMCsuJd5+0ga5GVhULuDh+Kky6VFy0Pi3HW6wdJGczleP+u2tKX0A2tFCIPjdCL2Sud2tipsvzpvmOe4VOjWy+eTsyjcYIM65S05tQUuBUluw/5Xj1S4e1g0v0WIh3i3fYNX/JljZ/pVLLb+PVcP/ye8nAE5QjQJmG8I0gr6DJ0uvR86t79sNd4FS3rz767Vu8L2PSgjXGXeFKI4E7eVCU48TkruP/NfMi1ffsPH/fjBx9gtd7hcH6Gp4M67mr2itWBXD4gqHIeSJnoa9dw5O7JS0bagDULdlhzfUdEERzMvaRpvgvhJDF8aIVTm1BSn9Ppd2cExR5eSyLEhmVVCM7Fr3WVkdc6S9CL7urJt0u9yC9ACQgCcwkShiogP+Cp01zXi0JjIHU2ZMM4yv1xpAsDTScukbCh9YFIkTRVnZY1Z3N5JTO6PjhDBOchWFeKgIDArGirXUDkTJG6jYx4r6uhT9qfpfU1di5fARELKCssukIlwSllfHu0uwiIa0+fQzhmylMZE3pOQcb6forquRCfkNquVwa5SIMNZ75hIJc+yELD9bbPgbrDR0MzeJ/Jk5nYItMz8Ll9xzx9j4m8sY/EkOPG8++4/xT9/9Ps5qJ9k5vc4CldAPYU0p5KPJ9P9Mb3zCiItlWyDKKWb8kXn/xg75e0b0H7R+T/KteZJnlp8ii1/B0fhIlm5BlGc6lLGRnZV6z3ZYMuf4Thc467pg3zx+es7zo4Y8WLDq7bfxOfd8RX88sV/xszPWISaoIvuaTn5/fJsQIx8ynM2Ip2gfnatPg4lpNJ4h8eJ0mAkVyGRhXi8RGLK+C4l4OKMksC2qymkpXKBuZpIfq3WA3npY9yFFong8jTqcCgTF1LfFSlSn2OmPkaEtWnrOnhUsoqBdnnoOV4lbVcSklGJ0fQiViZpTpBJL6wLlHro4L2/aVIordStNVREWI2NHYKqaYDFZFwUgFqFJ1Spo9JQ0KhnIpGzPrItkW0HlfSOlasYyyBf+JAVRvf6KQWK2TkscOXnUGz/yeewdSNGvHgwEmC3Edp4jGpg4s/QhguoXiYHPWsi5ivUynBp/iOnzccN62XR+azjMHQmzG6R0DsW9uoT9ASVnDS7328LaoSQmPZQsUHcNLe3n+vq17uxrlwJegFCa6LtPH8EmIhwbu/PIrLF1aP/GYkVsFjq4ASlpNc1GxJUbniCsv5nruSKuiYxdWPtIwWLksvqMFIm/e4bZN9l4Qqcv4P79/8L7th6700d67g9opSS/fIMQT/D1DcdIRRVmKun1oIojhZPVJfa5QgC15opdeupm5K2LtBGkGOPawVpBYIY0QVL5YuimCB+Pp9UQTnU/9K8zKcAtBk4QWbyLF0wdVi2l7NtY2lOjnEC6hWmESYR8ZFi0iLetLtidMQIMaQ72SuStLuKMiJJ6H5rUlO6QOET2eXNVcsTmRUNnkjAUYfCAnqJFINcXi+R/fKYqWuoXEshFkhfabaYx9KIt/S8TVxLIYGJa5m6NjmSFsm5MdvKp2dthdh2yY7eY86TQuwcvnIOlqoR6zFpOGWyDJSokQqhVWERi0xl9cdNfwc1EbWckda/iTKRnEjxwU1rDplK6Sq8K9kvz/OV93wb92+97qbu2ZNwdvJyvvLeP8e/evyHubR4hFIqGupB+9Z1F/Pb+dScJ1W8KylcxXZxli88/8d4+fbnPCttvlXYLs7wVff+OX7+8f8Hjx3/B0qZUnNMNtrI+oehu0KGfAUrZ867L9t6A++950+yVezfojMZMeLWQUT4kvN/kMpP+OUL/4zSOWpLGl1fl2d/Un94mDhYYn2CTXhk4Xov9p7vJ0MS4ZUnNlOss+sWSRg/dOsVokmHMmUra35LCAsKavUIyrarKaWlwnQsu0xlNVOnZim/NLlfpwCnTKRaTMsEpRJ7DyVp0KSlmYmv3kKFdIyhcM7wWp907RXdGKOtTQxrcn9MxFcLtCpcjhWL6KmxH4/y8qLhjAtMESbOp3h8pLhuRyw5RA5uouG3uZEME3sCRaYUO38ScTevczxixEsRIwF2G8FJiYgQ4xzHIREdODQa+syvU8gvrAPPbm3D9Ry982J28MkkSaQXzO+31KUWdML1pwjh5wSbLqxJg+gslrrcWu32C8vrXQ+9zE9EdUHQJ7l6/M84t/Of3tD2zxZECs7t/efsbn0NF6/8VY6O/5dE0gQUZSLrAvhDh8vTgpm8juuyi66z4lK7+nIyIWX5JKHb4XFzKZnguWv3j3Ju51sp/R03fR1KVxE0gl5hu2gIUUxYN8JxLI38Si6QQYU6WBZY3XouH23RRkdzXNDUJQRwRwUETAg/2KxZdm3MWVuqIO3gIuXJtezemCLeTH6hyQWyodMTyynmqJFeFCk7qUzuj04JU4z5nQUjv1yknLUgSggeVWcit8FYN3GK6eymEkdRdiYLtqeWQVR6ywiqXGDi7CnfKmocyiJ6mlRn6VZuDi+BO6tDShdSplikjY4L9baVmIomMlnZ8g0uZX3NXENUmFMuZSauZnBaxqgmwiuRb0m/pZI2CeXTkV+1Ft0e+izP/v0S1dlgxLUcm5sAJR4VwYkjakDEp2wDG5AobSpTEZSAx9lv6RXtKjdj6ne4Z/ogb9r/Yl69+7lUbnrT9+xpODd5BR942V/i00cP8R+u/isePf4dFuFJ0KxzB9C/Jxlch57Ey1dWKVzFzN3FucnLed3ee3jlzucx9S+OYHanPMfX3v/n+czxb/Efrn6Yhw8fYhEPmLcHVhKZvmvLgLNiqMpvMfO7vGL7c3jD7hdy/9YbbysTgBEjnm2ICO8691W8Yfdz+ReP/30+cunDoErDcp/9bJNf6eiDv4dxmaZy+uTamNyFizQZ4rB+zKUsVw+U0nLGH9k63YSmJlfcSJoy6Y6qqW9q8BQEdt0CL5GKkExEUqsUalznar4+CaFMBnqL+RwmqZLAQTcRWYpLfd7QP3j5EqxW6N8s+ZWz/Pv29+RXS09+XQxTajVSr6agIvK6csFMlALH1KXZPFntbfq2rjlNjXjBYSMJNiTDcual5BVA2EL8fUCDuNs3U3xEwvCF8Hwe8yWIkQC7jTAr7qGQbRbNx4EwELBfxfqy1SU9Uba8Th6cehkOfDUJ4g+dcWwvbunvGyG/BgQby5lfbGjTsO0OXSK/bq47b4EZF679LSbFq9mZPv+aOlXxCs7sfBt1/RDidmibx3F6sXM86vTObpD8ysjr+kzSLG3ksW9ukr5gjzAj6iUK/zK8vzutN+xpZW1ZiJdwss353T+Gd08vA+P+2cv41OG/A44J0XUZH4tYGKGjWIYSQhOdZQ5FuHK8ZesvPE1d4jQihyWJkTXyC9P8QgekFYkIy9dkQH6RMrnwaTZ36AKZnCPdkPxiQJLRZ34pSpyq7bOyzC9UKact4pTQuhXyS6zc0QOqFIWVRs7Khu1pg6pSFVaCUUhk4q3sZFY2eFEW0Z1IfgnKueqIIl2IygVihIvNNq16nMTO33HLN0ZeERP5JdSpeGVIbg/fAZn8ytmX9tymY6XBjmmCbSK/1mEEmhLUUTpH6Tx3T97CN7/8/4BznqgREZfIL3Ai3TISISbiUj6cRzXlJYgRYoVUVG72nBpfFK7iwZ3P58Gdz6eOxzx69Ov88hP/N0q3Q+EmXUC7rFrWW5gDqEYO2yf57LMf5LV7X03ltp5Xs47nC048D2x9Ng9sfTZNXFDHY7KzWiTi8QTC0rLKzSjd5LTdjhjxksOZ6jxfdOfX8InDj+Gl5HJ9wEF7iBfHcWy7mO1knP5+celtX0hhhh/Att/hOF5kOQaEvpjeyC/BjEB8yvStXJ6mzY7ekTP+GJ9Ir6zrVaWJlH4Stp/4rClo8DhiIr8UnzK/8nrCKvm1ikywDSdZzVUyb1+kGKGSLPdv5NewLf3e1q/o0838gp78Uugyv1ThUpzQJEGBmgIh8pqyZiYWn82cS/IYQ+uQTQ3RF2W/8qLG2hcqna4pzIAG/PmUjbgL/v7nv40jRtymGAmw2wil22avfBlPNB8FnaAslj63cGO9m17vaBnMr/XruUFY0BFh9MVGmdYazsx12Rz0dMnJ5M2qKpkt65yMTjjvfr1l++sbh7XIuzuIesSlw59ge/KuWxIMTKrPpSpfTd18nInfJbZPsloudTPk1xA5yamf3xzsSQrQGu/uStzBFZzb69zrTt2vKqpztmZf97TJL4DX776BX3rqHxgZkETNYiJKAFr1SRdLadXMyY+bCW00/bGmnloZXu0hCogiIQW7mpgqTZlf0Ina53JH+zBlgSmd+P2w3i6TX0vbMlhP+uwvwLLBHFaDOrX705eKeCUGIWp6MlTSzqJlfik4ZwQwqmxP7MBOjBSKiQgDc3csJNJGaKJdq0237tQ3lC7QqrDtTWj4OFY0HfllG5XSu0VOvblA5iHKZtfGFVdWsWX5eXSQ9g85BB9ml55EfnXvE1E8JYEFr9l9PTvVmQ1bvPBRuRkPbL+T35m8gsuLh5n4Gyu1nsfLTIszvGbvvTe8ze2O0k1GYmvEiGeAe6YPcP/sQT51+HH2y12OwhGouRgGzLExnhBVZU3RpWVLZH0if6QgaMtOud85OxZiUaFNOAz6gW7izsoYgVTOqEQs0x1gyzXWn6kwcb34fV6vGMShYO1s0szTNGUZB1W2XH92gnXBJ5NfpvfVmwjJ0rIITNJGfjBdUZzSh1njSBnVN498jC77K/+k7C8gyUJ4nEaOqQA460zvq1bYd77PDmL594gXM3wivQqQMxCfQGZ/AHF7t7phI54h+rHx83vMlyJGF8jbCKpKGy8BDpWwcaj6dDEkpLLWzvBB3DSYXSVtgOs6NPaUTDqGDoX4T87+Mg6jH4TfHHKbWrw7w3H9Gyza/3DTe3k2IOLZnv0hQHHxMDkYxWccvKwTi/lfilBgqVIFTvZRWgp/LyFe6rJrTkOMF3Cyzc7W+59m6wzXmqfwIgTVLvhuNcnWqlJHKzQI6okWCXJUVwhK21h5pKCwSK+tkEkl7bLAsuYXKRNsSGBpf0l6MmvApkrKFoNEoq1um50js/6XKrFMG1RqJZBRcZUJs3TKeQoaUzs7SyvFJRfISRnwPhIilN6C+sKZJlxUZeJbI92SwsomUhuUbV9DGnzYIAGOQ9Xd/nnbMmWIFUmfJSIDAqzHpr99p73Xu3QVknP5+i1OcoFcbTNYsWCgRRCaePnULV7ocOJ51e57gUgTj6+7ftCGOh7xwPYXMPVnnvP2jRgx4sUBEeFtZ74QEXuHVq4iECkkK7OmqGqNoMlv6+W+v4/CbFsnRkmJOLb9NsfhEMF1xBfQTZra+tZ35cwvI8KCLRscY8vVqPbOkKvrrU4AtskbUohMpEUVysGkTCa1wgnTN/nIvqse6KPaYsVp0tpPOrfTsrpudNmNZ3/F7lpmIgyO0uRgEEdIlOY519o1w1GImRAMs79GvFgxjOwVtAHZAw7AbeOmX3nrmjZixG2IMQPsNsJx+xkW4TGm/jwH7VNp6XAeSQYKTsMO2a3829LW+5mnYYGOpAwiWxK6NSAXrfVH7B2AujBIHTEP8AdHzdtZ67TLQBOsBGroGNk52WEZaCJZmYpuj/n4Mtj/GgYn7KQi6jWEVxD0MoeLf8u0fP2mrZ5z7Gx9gHn9EQ4P/78IRbriuXzr5Ey4G0XKq6Fneuxv7+4m6EUm5Rs4s/sdXLjyPYTwCN7fh2zQ1lFVYryAas2Z3f+cqnzjM2rXxw9+ky2/w6FeY1IcUUpLm1imOhYsYklMpI1iWmA7RU2MwrXFhGanYN4UzKcVITqaeUFUR2yE0DiIgjQgUUwQP6SMpEh/84kiKr2LY7pguZQx7KY7q3FGiDUmKasRJBNgacpYMNKMNhW0HXlwkfa4ABfxVWQ2WeBdZOoDzkUzGhChDZL2Z3pfMTktZnH5mW+ofIvXyLaf4yVQFZGZr0F7I4paC5uZV9j2NULWDWuJDnbd3Ny41IYW5vQq3dMkAqKRmavJIsaVC0RMnysiBHVLuoA25d2/PaI6mnQx84DIBIxD5w5p/wnZdMNcR7MBh92tO8UdPHz0UaKG21rr6VW7X84Tx/+Ohw//DUY4bnadDFpz2D7FuclrePMd3/j8NnLEiBG3Pd6497l88vB3+I3Lv8x+uU0bW9rYUiC03ZTHjWOYBWYajMp+uc9hOKTyQiF7LMIRgUUnX5G3y1lYjlz+bpNZQqRMovglLVfaKU4iM2lonRVbBvFWxkcEMRfnXCKZJ64EONKKqOZGfFWTIRKKT1piPhFxvSlKn79cp4m17G6MwkEikIoUP5ssACDKDCuPLEUt90pyHNtHm0ul7Cu/V5fnZaraEVwRMLnRbpaKoNCIWFs1MqFGRdiSJk0CRy5Fc9ucB8uN2xZHIY5SHG6JKFmOjHUsg3zBY0kH7EREYAtkBtrgtv8EcovGMyNG3K4YCbDbCG28hmrLpDjPPBxS62H6ZOjOlpdYRz/sjFc75D7VncFay0vyoLjPH+nLm3KMsUZCafpbVo8rXbuGWSyqvTh2pwuRZuws06Rvdxy0eVlUex3DZVETeSfGhsR4bcMWzw9EKs7u/Z85Pv5pYryKS6zXMyW+YLiPzPpYyOTYBgKT8i3ceeYvUxQv4073fVy8/CHa8BmgwLkziBQoEY0HRD3EyQ5ndr+d3e1vecZtO2yfYsdfYtddpdWWFmdi97GkFFOur7VgQmAeCtMR8ZF5nKBemAfPnILGO5rgCYVAI8biOEGioM7ILRHL1JLQE1ed00Dv5Q4CcRKJWwF1isydkV85/auw+9PcIaW7xpp4RXWgFeb+WCmUSjVp2dqqqcqWWVlT+UBUxyIkZ0ugsCjbmoEyLRqmPjDxDVu+oXQt237B1Ae23II9f0wpgbkms4BEIM9orIxDIgWhc3V0iawKalpqlYZkIW+OsS49NQUR75SClolrcUTqdAyzf9ek8zUkng1dMlvC8D1QJlcvSWR3Lk0h3ZGIOWO6RKBN/TYzv0PUQB2Pb2vxdy8ln3/+O3BS8OnDX2YerlAlTTAQgtYswjUEuGv6Rt51159l6vdvdbNHjBhxm8GJ46vv+SaceD565d+yXZQctBGNsSvtA1Kp/XBqVLry++EUZR/TmYvuxE1Q4L7Z/cA1DturTN2Ei83jLGciK1Etkzio6xwdUbH4hshMaqZi5Y+VhK4MM4okGYTUJ2noMpNz7JenSRbqOh3LSltKETyBirDkDJ7UEFCgTVOqIW0btS/5R60/qtFUhumYSWBXAhXJGVK6K5bOdHmC+aS4bTUD2rK8UpsUaoVcx+FIxBeOFiGoXd3KRSbJAblNE0aLFB9HIhMp2JKCUgSjvsZMsBcDNpNgwztKQCqQArf1Lcjsm5/nFo4YcftjJMBuIzixIMFKpLZpwwKSPP0QEemChLVUa7jBNCOl6PJMepKpd53sM7xWhfAhO0guBwlDei6vl91+shgqKKX0dtp5sioMzqR3kDyZ/Fo/m4BqpO2Ir1t76zu3S+HvI8g2MV5BufKs7Neuh5DNvJ3bxsk+k+qt7Gx9gNnkPbiUkTKt3sbd536Uo/nPcnD0D2nDI4koFER22dv6OrZn76d6FmaWrtSfoQ2/hddr1FqY4LoKi+z4GAtqLQgqHAbL8LraTDhIGmBX5jOa1tE0BU1doBErhYwCjUMau6fTLWQaXmFw92fOa8AIq0R0SwnbwZwjDzzSOiRoJ6ivg5ssz41r8kmPhRIn2rs/FsrWtGZnZ46TyHZVU/rIIngWoei+n0wOgyKq7E4WFC4y9Q07RY0jsFfMqVxgyy+4ozBtl2txSpuKSfLzViWSqZSWqWuQXCgp0Kqj1pRVF6u0rXYnVCWiLG+LKofpGEOziiXiL2cTDp956Z9ue5YjpQuddkt+F1m7B0+rKKIukdLHqAYQwXH7Zn9llG7GO8//GV65824+ee1f8ejxrzMP9ow7Kbh79tm8avfLuH/r8xIxNmLEiBE3j8KVvP+eb+az9j6Xj17+3/jtaw9xrTnkqD2mVdPYiihkB7mO7MrL8p5s5khwTNyEmd/iga2X83ln38mb99/C/+tTf52D9gqlm+DFI2rF61mYok0letkR0on97Yns+WMKCZSYqzFqny/nKpmTcM4LHkpx9BUHdoyZNBQEKolMpVmaDM3RsJL7H+nIOVVrp2LVEl2lQWrztgTOuDZlq0lyG16eyM37Pg1rWWHal0I2CnO1vjXTfrUKdcqni+lcSyKTVLbZpKviUUrMTOCsr5iIR1Rugvoa6bHbBcvKwEMUgEMmX4Pb/iBSvu75bdiIES8SjATYbYTKn8e7KSEe4V0FoQttOlyX/LqhDrAnv3IR3fXIL02dci6TykHLMHih28Z+91bX6+SX7Wc56wueHvk1nDmp20fwboeyuPeGtnyuICIUxSuI9W9SFC+jaeaWlyM1yyHcCnIFWvp2hJKc6VX4B1F9gt3ZNzKdvQ+hQKTCuX0K//KNqe/en2N3+5vZ2fpPaNrfQ/UQkQmFvw/3LAlqzsMVPvz4X8exSG5ONvO7COb42KpPRI1yFCZEdRy1JQfNBEW4Op/SBkdsnZFfCtTe2KkgSJvu986uESuDXMGQ/EJAp4n8UnAHBdIKoooLKfAYRLHdfext0BB9Ir8w8ksKZVI27OzMAWWrbIz8aj2L2JNfy4+fslMtksh9y05h3/1usaBygVJa7iiOUIWDATHVzZTngQbByC+1Z88JNIn8UoV5Ir8kee3Zcxa6MsWpayDCoU5WyK+VrLe0dOmZl97BND+bm8ivTW8dy8g0Mf6gcw7bJ7hr9gZKN73he+uFDCeee7c+h3u3Poej9imOw2UrafG77BT3jKUoI0aMeFYgIrxy+/W8cvv1vKf5ANfay7Sx5jjMmfpt6rjAiceLYx7mzPwWdVwgOApXcBSO2PLbNLFGEEo3YeZnnJ/c1b2n7qzu4dH5I8z8zLKNxCEURJr0hg+pT6JzMQZl1887ImziAqrLLuO5Pyul7Yb8Q/ILevILIltiPUuBkV95iuYk8iubPqkOzV762DNnKk8T+QUmfp8zv1anY54J+dVuIL8aJZFf2lVXeJRp0lTL5JdL5JcAZ5yRX6aldh33R+n/GHuc2wv995UcH92dwBRchez9l4g7e8vaNuI5wrDM4vk85ksQIwF2G6HyZ7hz9iU8evDTFHInIp8BYnfzLhNN18Ep7FEeSA8Tbvt9L/tM5oHw0Bly6Ai56bD5d25CIbFb5jPpJutNlBP+vj7y2gVRa5wGdqdfelN7eC6wNfta6vo3EGaITEEXQAXMT91u6NIkUqHa4P05nAgqd7K788coipffVFtECqryNU/zTE7HJ659mEv1p9jy57ncPg5AGIjfL2IJKK16gjrQyLXGSJBF62mCuRgeN5YpI1GIieCSxtFNYaeOw4WVDEfdQH6hxC0T8pK5s2wxUaRZmXXTpfjRyh5ViVW6ZwuFQiEq2zumi1JIpPSBNkjS3tpEfmEkl48EVfZLm8UuJFC5QFDhfHmMQznSkrBEfpGILxPOnbnhwMFKKdqkwdLiOvIrP6VGfBlxNUnb1ngCRUd+rVyC7r0yfL5XzTIUK32EoQvk9d5ImkScCwJHvHz7s16UxNBWcSdbxZ23uhkjRox4kWO33Ge33H/W9/vZ++/gt67+GqhQuSnzcIyXAvMs7LOClV5wfiotpQSCwpazySYRBmZJ9q7PLpBDB8mMfhJUqayIkQhMXdvtw/rCHjGRRqgSksJXrzkZ6Q2ge2GOfdfXGXgxMu1mya/T1lOFhaa+M515TORXXylh5zlJ2XFhcO6Z/JqIY+Y8QZVSPJ1pwQ216sXXt774UaQa5hLceYgXoPqKkfwaMeIZYnSBvM1w9/ZX4t2MoFcB61SXU7NPG3TeWOfXu+X0W/Si9T3coJvvMr42uEAOs7/yX0mGdCnbpD/ust7YaltWZ9huFMM9hVuoAZaxNX0vzp0nxgt4f87CP+1zaTZ+Xx2Tohh/bS5NIncQ9TKT6p03TX49lwja8rvX/iVOClTsjlGFJto5tjlsHhBh81Al4fXIUV2BQNt6YrQ7JTbpXgwCmQjLGV83OHuiE0ULhRakzhlkA6JsdX0w3S9NWWAuncjE7tmqChQ+EgJMihaEpDciG8kvUCaFkU+VixRJIH/mbdkkCdm36mi0WDulTD75NNiIKt2yLPIrKE30Xdibn6pMOHvsmVMVGi3XwuPlY2YCbDVU7wmwoTNkny16OvL2MQ1fop5O/o4YMWLEiOcfD+68gTsn93DQXmXb73cO1obePTyTSooycw0olGI6VhErfTT0kZzvJkHX471hvr9NsFh5oE8TQL2LeF6f5JhovUuOOXI2cq9d2VcrTMWItwAUMuzTltuyEYODb1ovn222OsqTSPmzbOaU+0sP6dzsPGBoZQRb0uctZJmCU3O7XqLZHS8eKOb4uIMFrBNk+r5b3agRzxX0Fv28BDFmgN1m2KvexL3bX8snrv5YGlhnXYc8sxQZ5rDkHI1NVszDFKu8ngIhCWULmV+wrV3XXfewDj3vf6A3AUutyIfSbrtk34xln9hLXmmwzj+skGvmDnSDF2kNmo7U4mQXkZJr81/g3M6tFY50bpf9vT/D5SvfR9QWJztEvQZarpRCJigpO8bOR/CoBpw7j+olvL+fvd1vvwVnso55+xmuLn6DC/PfQZuPsCdTrrQ1d/sFc3XsOE9U4TBM2PPHLKJn29cocFlm7BdHHLUFO3nZ0RZ1NeeoLakL0w1r5wVMWkIQNFrWl7RCdKDRnKQUTCjf0ZFlAFpFaGy9WESbXIuKbmtmXiE6NInsa562JRFgYJlkrUAQ1MHBYYX3kQOnSGNB/VZZU/qWWdEaOaTKzLcEFfbKBZ5IKZHtck6Mwn5xjJfI1NXsuAWtijk0SiSoMBHLDqsk2kBCoXCRRoUqCc8bYSYsomMqE8BcIEXs2TaB45zNac/0RBqmUhMVps50XaI6oghN9F3bBYdKcvtKmXR5QCGE9CRHy6ajn0Xvhyh5Fl4I2tPfQmTq9/n04UO3vQvkiBEjRrzY4MXzvnu+nv/fp/8W83DM1O0wjxeBZbIok1kFSlCh0YrCtTTBJ8F6I8Ocxi5Lq5aiiwdVBKexqwKQFFd6AkEsbphIw9U4w0lrJjAoE2lTqWVIjsomBRBwtCppsg2cWq+V9cpM76vmarRM6UZBhbRf8KJJdamff+wnlQBVVIfxbkJaIce9gd6HB6xvbMkqvpImrSwKb9Ti+kas7QLUWBxcIlyNgSpd60KUCjMbKHDJ22dYJzBs0pgBdvshAhOQPdCrMP06KN96qxs1YsRtj5EAu80gIjx45k/w2NG/4mr92wgexPR/hnNnffZULpmCPFekK+vl9HDI2Ri++8TKIaUbtg7zP3rthUyfSfdZXmM1W6sPHKxFAcGp/asR37nbmHuQkXlmbb3Of91MV65JRWFSvII2XiLESzex9XOH7dn7UV1w5epfJ8gxwgTVGtQNvp0EgWHOjRIR2UJEKfwrOHPmv6MoXnkrTqPD1cVv8PjBP+LS8b9hHi6wiMeUBNro2BJH4wsqdUn3q6B0kYBjSz11bFjEEj8xJ8KtsuCgjVyqtygmgUWdtbQi2nrYCsSQhPBVUtYVRkjl7DAVmGjvFbEUpYq9AScBV5mOl9aOWHto084K+o00bZN/OfseXBUIXhBxViIJnJsecWZyzHbRUPmWUloqH0y41wVKsZ8i/VTSUonpfvXLTTfF5d8p0HfpQWws1KcgmlOjQkNBrYGAY+IcrTYENQeshoI6GjnmJOJzCaPAlDmVtBQEgrjOaVKBqTSp8CQXn9ighTRz3f0MntGS9sTnsys6ESGke6Hw++wUZ2h0QRPnTPz2M7sRR4wYMWLEs4oHt1/PB+7/3/O//P5PcK25jCTtKtfFfstVA4dxQiGRqFClPs0IKVAtaPG0avpcnSA9ipeA05wZpmmKZAJqkzaHWll/6QomNOy42nQtxVoQ1HEcSxaUhDwtrH0UWxApJZcUWsb2QgXw1JhBjKJM6LO1umhM8/lpl9U1RNfvDUixLqMskWeNCgs1x8c0rWRxLpaJPqdgkUyBJE1U2XVxXIktlUSCKDOEEkc2L1CiaaEmpk7y/3MIM0hxH8mw2wgyAVqYfgDZ+fYXpUzEiBHPN0YC7DaEk5Iz07dx3D5K1DlRa3Or0z4IiV23vYoBgaJ9iWFPlWka9vbOOPnzIVHWU1g62JbBZ30GyLAAa3U9n1rgur8z4WX78CfVpN0k8uDcQpb1ltxK7Gz9YcriNRwe/yOOjv8FMTxO1KMu7BsSCzkfTmSCyA5F8Uq2Zn+QrdkfwPu7b91JAE8c/DSfuvJDNOEaizin1drcjbRAVSygw9GoZ6ElUU0AP+CoY8FhmBAUjuOEoJ7L9YTH53s0wXN1MWXRFrTBWTmkQmy9ZX6h4NIsbOMT8ZWmcRUjs5ZuIyUr0Loi4GcmzBsPS7RNDFZ0y9vo4I9UjyBFwG23iIuUVUvhI7uTBS/fu0TpArOiZuKMzJomZ6mpNJTOZqkraXFijlalC3iNTKRBxLLCComgFqxnpyqPZXEtKFGUaSKtWvXMqVL2pgX8NvteENWE8BsKm0FOOl3djD2BmasRlLmWNDoQ7VcI3ZOZl2ayy7I2cxnJ8GL1vo/rGO5J0qDISW0ZZi+cx3LEiBEjRqzg9btv4ewrz/PQpV/mw0/+FLXOWRemEByh05jccjWFROuW1WLPBTbJYjGfbZvNWRzRyvOx/ie7NuaeaOoaConMaDjjj1JZpcV1c/UcxikhkUsmgK8d+TWRtps02pE6yXYkd3WUmbMtZ7I8QBr2ZyZYv97H9eYx68tytlerwrEWxHTeuWTUYzHMkZbUSY8zn2+RzKF8ap8DdpxnKoJoyvxC0mR1jrcda93pgKG8bunkiBcAUrBZvR3Z+maovtgmWke8uPESLUl8vjESYLcppv4urKtru4yKXA55EvnVE1hPl/zq93Qa+ZUzv65HfrnBfrz0RJjN4vVOQbq27c2hH1QrTXgYYYfCnXsGe3z2ManezKR6M/s7f4q6+XeEeEAIjyIyw0lFjBdx7m6iPoXIjMLdibh9quptOJnd6uZz4ejn+dSV/zsxttQaaFkQKGg0oho78qtVxyK5E7ZqeU1N9ByGSUfUBPUcNCWPz/eIUbi2mLBoCzQyIL+ckV9ipImRX25AfiUCa1UQP5NfDsRFI79I5FfjQBSi7zKc8iYdMvnlI267BVHK0vS/ZkXNy/cuUUhg4hqze0eN/MLKDEsXQSNVWjZN5JeoMnFZCD+mwYJSpRnwTeTXpCO/HMdUndW72b2TyC9hEUsaCpO5XyGrHJEtZ+W2czWSrNNOURPRD10Iv/osrzu+Xo/8WkWXW6rXaOLjbJcPUrlbfz+PGDFixIjNOD+5l6+85+u40jzK71z9VSZ+wlH7GI4WEStXrFL/N3M1hYRUdj8kvzxDN8ZMfuX+zsiv3rXRJ8opk18lLWf8EbkWwQG1eg7itBPr6Mkv65Uy+eUI7Lga0Z4GyuSS9ctZYXVdKFnTNOoqboT8Con8yq7pOZffY+liPfkVE+3Xk18yIL+2nWcqdm6lODLt5ciC+O7k2PmZBtQjngMMv5AK0/raB9kG8cjehxB/161q3IgRL0qMBNhtijunX8AnLv8wqi2S5UAHpNbJsM83i8v3hNeQ/FrdVtaWLP+jHwCvH2OILF5aSG6NkV62TFM7nx2nBuvzC1SPEZmwO3v3s7DXZx/e38nMv+dWN+OmEOOCT1/5fxK1IUpFo4eIFiyifYcBy/JClYWWtk0qqVNVjmJlwa56Wi1AI0/Md4kq1MGzaEucBObtxO6raLPImfyyHQq9Sn0W62K9PiELeajip6YVEhfOMr9ELfNriGE0K3Ti927WIs5mqovCSjzu271G4UyXa1oEQoTtok16JJHKRaKmIFtsdrd0gaiwlTLERE2MN6pSDlwWPdkxykoYPZEyaaPUnT8Uvfh9Es6PCA0+zaivE8oT1yBiYvntgPyyU5duhn7VtN4u5fr+bjSu7rfLhJon6mVeuf2WcYZzxIgRI24DvHn/XXzi8N+z5fZo5AKRBoAyOTRaqX/syC8gZSg7hnUKubxfUUrJirJZIzJ2lQJZ8yoqnPHHODGdMY8tO4wVWVQ+YBPCvbi8ZVNHlN002RQTcQbKVEJ3xJJesH6Ik8ivTf3eMCdOIblA+nRMXetHa9wg86ufaMrO6DOx6+URpiIpRnBdxpcTPyC/cq99eo88ZoG9UJAjogKksOoFfx/ES1B9yUh+vYRwK+qTXqpvgHGkcZvCSZFemcuD09Nu5byeDgb1svYpA5ee9W2Hf23u9DWtdXqLhsbPmTBbXXbStjcFGf5K/xejEEY8O7g0/yUW4TEKd455uASQyg9sVrNVn5aZygWqhERSNVoQ1CGq1FoAykGYsIiWsXTYTEDMHTOqZXfFRFJl8ksV0wIbMjHKkuh9tzARYOIV8UoMoLXvb1g9Jecw30uFQqFoFHxpc83bZcNWWdME1zk5OiHpn5hAfb6vs/NiJW3HqeVlhYuJFJKOIF51d8yz5aCp5NGngN9C6ai9oG6TNL9gnaxyqQxE1bTDVrO2AmsqdGvvi+VtbsT3cXlfdn49GVZuePeMGDFixIgXHl6z89nsl+c4CFdMmxJSWZ/FplXSpuwmVdScn/slkDO+8jIjpvoosJuzyvtDmSQNzZDcjwXbb8AlpUrbqu/5MJ1MrMyxSP2tdG22ydcIVINObFN/tim7WTZ8lpcF+uqLNvXr/cCr70dr9V30nJfl6+KwiTEFpi6TXoOML+nLHTP5dSrGEqsXEIZ3WQnagNtKH3lk+lW3pFUjRrzYMWaA3aa4MP8FvJsSQotSA3Sd50kYdoyrwvX9J/Y7D35XGdJ+0LsyAJZ+2bI2wnKrpPuXdtldbZ7BQghpxXZpfcjhkEM7IdH1Afgws2T97M1HZxuh5Nr8X3HH9jesrTXixqCqtO0nacNjXLj6t5joJTQEKr1EiWNOw7YEWilwMRBRjqkopaVVT6VWunugEyrfMtcCl8iiReN52ewS87agJNh6iwmxPOaoLWjaghAdbTTHozY41CV9kSBIRe/OqEKMQllamaEWENSh3koMNQriFL9VI0FwvjVSLDpCFDQMsskSZ6plMJF9VWIU6tqzV865Mp/iXWCrWNAEx5ZfJDLZAndHpHAmiC9EplLjgMK1FFg5ZSUhOWBFChQVpcr5muLYJhARptKQpEvYYU5QoRSHQ1ngmOBp1ET5p9SomptVm2aHUaWQlixr7yVQ0ibdfzUyLjkxtrg0D28QlU6/JHQBvbXVq7l4KYBmd9gsPjzEMN8UlMDE7fDY8a+h+kfHLLARI0aMeIGjcCVffOcf4Gce/Vs0sUZweFkAWczesqMzlIGdktJN1LRqkzc+mbCAEsXoHZsWM9fGRbQhy66bczFsd5nNpCxm679iX0EgQpmO4zXSIFTAtThBksyBijClIeCoaCkEmtSnISxNlUbIUrtAl0ze9Y15wkigU5s9igVHWrLA4TQyc6bz2cfCEBTmWnAYTQqi1YIyuVoKsCUNR9Em1EIUrooyJXIkYpIJhNRW7fLrnJgKmAMkaYON2V4vRAyyvwiWASZnIV6EyZdC9Xm3uH0jRrw4MRJgtynm7eM4mTArdjhoHwY2p072OVXZsc0SY0RX1+7nj8KAFAv0Ip15iyFl1v1bAZEubbx3lVx2i8xL49KgWnEEWsjD85RInzQQ0uxXnjkbkl/LbdqAjg2zK+FkCihteOrkizviRKi2HM//FYfH/4j54ldo42WIV5iiBB7HOws2ZypJaUMITpL+17zTqGrV06pn182pkzthrQUNnv1yTqOeRj3zUHAQplxtplxrpxy0E46akjZ4mpCcCVVSiQVoFEIUQrDZ1KoIlL4lqtC0BU3rkAgEyzyqthuK/XkyW1Da1rNYFDRNAcFBTHf08AZTIbaC+EjbemaThkYcQYU7ygW7Rc1WUTNzNZVrmUhL6Vqm0prm18AB0n6bQXuRSbLub5aem2ztftJzHpLV+yI6Wlxy2FrQaEHTFVpIctzS5LIK4pQtmuSMZSSkOUymGWnFDAs6PTDpDmr7iJ12n2YdMnUEkVTqmuR4ByYd9ruzeaByM3aKO6nDNRqdU8nWs3rfjhgxYsSIZx9v2v98Hjn6LX714j8AbBJGVfAudhOiw/oBVYv4VHPPkcO0pPWl1jflioCA7zK15mrE2jyURrA5I3+2Xc2WzDsnyK4SQYVaCuax5JAJinCk5hKdSxG3XA1JoB/xRLWcai+KUzoH8i6i1eVJ3U1TzqpwJc54IuxyJUzY93PO+QNmrqFM52ZGNY4LcYvH2j2eandoU7GnRxMBFpImaMtEAlOpueIaptIwlUipmgxzlEKhFCgRKhFKhBJvWUSnkF9jGeStRoSBIhyyA8xh8oXI7v8JkXGY/pLCatnF83XMlyDGJ+s2hWpycpOSzblQw+dIlpbZS1aGC5a2ksHvHJ4M9X6G63V7ln7fq9lem7bNltfZ8Ue6ZXSDbgGmrhuGd58N939qt73hQ9UroDCvfy25zo0d/40ixkMuXfkrHM//V1o9JMRDora0WCZQ1KTtpZY1FDFSqMF3BErEXCDrWJogbKxo8J0zZEii7S2e41DyZL1LHR2XFtscNhVtFOpQEKMFj9neHCzobFpPiA7vIjvTGpHI8aKiaQtiwIgxhdmspqrMxNynW+DwcEJdFymTzBthk2aX7cZLd2AqnyyLljO7xxS+5WXbl7lrekjpGvaKOd7ZTO8kBbE7boGXQEVL6YwanDi7ImVyvHIMXbAG5JcMSDCWyy3ys2DiuiVtut5tuuYLLTtCOz9BhQwI7UQsT6TtylBrsgukuVKFtL/hU2iZmMm9Skz3LKgzx8hU5hIHb4BuU+xyDt9MDjotk0js3m0jRowYMeKFj1fvvJnfvvIvCCqgxyshaa8sGTLppUJW3MpxoBDxEjrn7z4yy5M2VrIvqZ/0opS0nPWHFGJexU4GNQ4KBzphrqYxmmOFPGVTEjjrD8y0hkCVJnNy/+ihK+tcmv/q6bWN10IVPtWc5dGwT0XDq6sLTKXGEynECKcGM6r5veZOPtPcQTuIkidiJJnphtqk2LZbsCV151xZSKBEqZxle01SploljokIDkclHp/63pHgeqFiEJtJZeRX8Wpk+n6Y/SFEJre0dSNGvJgxEmC3KSp/lhgbFvoY3WDSKps6rIYRdP9ezeHutxgOlbMoqacnsFaGtN3Km0oRV8mv4bZ5cJ9LxIbkV/5smjJjcilmXNn/kHy7cdhejha/zNWjn2J/++tvZuOXLFQbLl75Ho7n/wKYEvSIqIEGGZBf0pFfnRMhvnMTjPiO4Iod+VUQlI78qmNhWUzB82S9SxMcl+sZB00FCk0iv6KmRP88G6vQNEUivwLbsxpBOZpXNKGAqIRQLJFfqkqRbuSjo4q6NulbDcWA/GIj+VW4wB17R3gXuG92hbtnB4gqu+UCL5GJGPnl0I78KgidC+TE5Wwvc3wE7WaG+3t7mfxadVfMf0c196hIyrRL13yRlvUZmcviutltNbdzQdGJ8GZELFNv+C7JAxald2+177wnv3TpaR+2WrprKumfitLGqywomJXnKUcXyBEjRoy4bTDzu1R+iy23y2E7p9VrODxQd5OMQZNhy4D8ykL45nYYOgJrXXpDO/KrSORXkcgvn/U1N5Bfx1qRfRF78stT0HIukV9lIr+Gk0NWQsjGtuigVauRryo83Jzl98MZplLzqvIpKmkQoJDkBJn2+KnmHJ9uztIre0IlodM5M/LLXDS3XI3TmMgvc4WskuHOxBn5VYpjmspHKymSMmjWCdsQJqeqjRFPBzljC5A7QA+hfDMUrwItwVWgV62UUa8Mll0BOZeWFeCmoJfB3Yv48+BfDtXnpcSGES9F5Dn35/uYL0WMBNhtirOzz+cTV/4OQRes00ObyS8b7p7c4Q3zxDoB7jUC6/p8U7/e5m1tmaaBP2vkF9DN8OXk4M0E2+DEbqAfNyrAVCJEtnjq2g+zNf1CSn/P9Td+ieNo/s+Zz38eJ+dYhIdRDcmbqbYSuRRk5dlVVJOwej/jqqoskktTi6PBg0YWOk3riDkRqnKh2aFVRx09B+0UR2QeKit1FDpB/M79MDpCtOdgNmlwotSNpw0FqKbML6Eo24788s5YmKb2LBaZ/PI92bVEfmHcjbdssN2dPsvr7q0D2ug4Ux2Z0K7C1JtW146bdxlSE2+C81MXkug9FM6es0x+Kb3mSC69yEH48DYfPg9zLdLstonZC0qdyC9S8A/DZ7kfLFQp48wyx5a7g6hCo6tmETpoZ9pfyhIDiEtH2fTk0l3LvD9Jhc91vMirpu/DjSn/I0aMGHHb4J7pq9gvz3O1fpKpP8tRewiUKMc4AkFdp9+VawpseqWfbM190nool8mvTITZ5Mu+P04aY8LExU5vUrCJt3kiv3KfZPGJ9aT7ru+rKxdRSOSXwcsNh5VLONAJvx/2cUTuK64wkZZGHdsuoNBlY18LEx5pz+KSGL+VPZokwjAecAS2ZWETd65N4v0w8ZadPZE+NpiKUX2Z/DKdTnf6eYxVEE8PMgFtwZ0BdzfoAbL33yDlW251y0aMGHGDGJWGb1NM/F302lrrX+OmYeeJ5JcsbyFdGtmNOb3pxjHuydsOibWT1itXgqGVHJJnCKVwdxHjFQ6Of/YZ7+3FDlXl8OgfAopKS9Q5aEEgpO8lFcpqJkBymYCRVJ07IX3WVh0LoNcJc0TaaE6Ei1hSx5KCyLVmmr58K3l0osQkmDuM29pgGWeFN2IrRtP86meELaOrKltAQaW77es6l/zlckrd+GYUbyF24QNV2RKi4/zsEJ9mjaeuJUbH1CUXSGw2N6pQulSynDK+okoSuLWrNcx0TFd9ifxae+bS75xxJWhXppjLTWXlCVp99rK+ngJtcoEcZn+FbuDQ72f43GZ3ym69RIRCT0yu46SpJhsQTfyY/TVixIgRtxO8K3nj3pcQaClkByclSkur027aMZI9C3Mm8WCCZ+D+u6lmIU+6ZHH7kkiViLW+H+23nMey6+tSjji5zqAkMBHbtpKw1gd7WT72EOu91/IaT7Y7poEqC3bcglYdZcq0joOtn2j3COrwGjoX56V4IMW/M9csZWqrSiqPtH0ViaibSO8MWaQzGcsen0MkAwXkDhOrL14LxWff6laNeDFAb9HPSxDjVPttiieOfwEnE4K2aJKMz7Bk7j7IgOH9fXIuVQ4URHrh0uGzkcuw4tqWyxhmrOSwZHmZdlkn0n3alz6WokTts79i+lAH++/LxFJbNkxz6co/YgoKHEqMT6LA5cN/zJntDyKymukywlwSH6Ne/AbN4iG8bNGEx3C0IIJog0cIiUixINfo2AZHkRwcI1but4gFBQ2K4CXidcGckhk1LeY6WNByFEu23DEhOioayrJh0Ra4ItKq4CmS0HpykApC4cy+fDppKH1L23o8EV8EQiv4IqISmZRWjiCFETgh2M1eFi0awZfBMr4cgCIRgnpCFPAWeM6mC5xYFtdOOecoFMxczTx6RJUtb85XW74lPy2FtKjS6YzYstCRUI5IzpnqShRRhnlUbvC0ZFIs4CmIiCotyoRAK46JtkvvAdIMc4Q00+6SSldI5au9Fl/68hF1TKgTCZbcItNT5NM3i9psvjlISmpxHuwEMu0Wu6d7SLFBfisoLV5mPDH/zVGbb8SIESNuM7xh7wv4nau/yIX6EabuTubhMRotKMSn7GySAL71CXmyRzgt+8v6nNX1ttwiTYZZfzZ0HjczGKGgRTFR/qj52JFKGmq1cv1CIo14nCq1A9FIKaZvWYgS1IGS/h06ksxOJp2LQB0L5lrwaLNHAKZF4CBUtApbruWYAoQkBKFcjVN2xbTSnM6JwIRgzs1iRj42yRRZBM/UtdTRJdkGxzxA5aCOiRxzsNBIJY4m5Zl5nMXxg9h5JMWeLdQg++n3FNn6340xy4gRtxluKQH2r//1v+av/bW/xq/+6q/y6KOP8lM/9VP84T/8h7vPP/ShD/ETP/ETfPrTn6aqKt7+9rfzvd/7vbzzne88cZ8/+ZM/yV/5K3+F3/3d36VpGl772tfyX//X/zXf8i3f8jyc0fOH4+YRnMyYFjOOmkfJpWZDsgp6UmsZwxe1rizp92HZOf1Sm8nrBbTd0n6Xcz7ygHd49CHZXJP1CRLphbnhObKekGUAIdlJaDhr2B9/UynkMDtG6cvzCjQN+iNNeBiHpw4XuHTtR9nb/joKf371Mr8kofGAZvEvqY/+EaH9LTQ8xYwDUKHUiApEWmZi1EVUCwoDENTmOdsUHLZIJ3zbOvs74LhTD8ypUL2VOlIk58eCu8prtNHT4Kl3HPNYcRCnHIWKg3bCYWvaYU000tIT8S75iaoFfWg6rgqtmlNkUMvw6q3YLSg+szW3f0kuxQBQjpuSa/MJdfAggnORWdmwU9VMfYN3cKHZofSRhZa0lNxZHjCRwJarmUpD5QKVtOnH/i4lUrjYCd779OOw2WezLV8vG16ms/KSgNICELW27wBJ3wWJekylqTGXnvY5ZVEFJ7CTnkgv2gnyW4mprW8C927gEGtHtzKN+dL7RrHrbnpk9h3Xai6f2fU1v0XycKKQCdvF3Ry3T9HqnFLGTLARI0aMuF2wVezzvnv/FP/k93+QS4tH8bJL1GvM44w48PUeImdpnQYZiOLnHqNMpYA2CZTL/KTrK/ekTn1dQa2S9EetP3oqTgghZaRr356stzWhIYj1Ww7ljDvmjD+kFNeVIEYxeYbLccaFdperYWbxitoU1lNhD6Bzer7DH3LeX2PfHyME3jz5DBFHjec4VlwM21wIJvsgmHxEKYFLUSiIHNFylRmVBA5iSymBSbQMc8tmC0zImXZqpjIiSZjgZAdIYJxwuinkKUhvZZA4ZOc/RyZfdIvbNWLEiJvFLSXADg8Peetb38q3fdu38Q3f8A1rn7/uda/jb/7Nv8mrXvUqjo+P+YEf+AHe97738bu/+7ucP7+ZrDh79ix/4S/8Bd7whjdQVRU//dM/zbd927dx11138VVf9VXP9Sk9b4hq4qJedgg8kfJvTsrKyqTWekL35hRvt/J5L2Yv9ATYcKtVqevlo6c202sw5GwyT2AqLdKJoRqhYUKgLJF6aQ5xSch7FaqWwGO6RNZShzLpKI/UTo2WnyKBi9d+mGtH/4A7z/w3bE/fc8JZvDQQmo9xfOVDtO3vgV4DnaM0RmxoJNLPttoyxbwUjXAM5LK8VN6oVqIXOgFaK2WsO5fCgoaCVo3oCmoukQFPrY6L7Q51LLgWplxrp0kXzIiUQgJFEoINSeTWYDlWrTpCzKWXvUbZUgmG9ELzTowAaoLjqYMdFqFABHyheGk5t3XExLfmnCh2n24VNYUL3F1d5f7qMpVr2XYLc5ZyTTJyiMySeG0hsXebSs+Vx4gvoS+/GN7bm0ogV5820//KIrvaEV8mp2skYDNwZuz2IBbQVfT28UZ+wWKQadcPMvqByPLe+udbFeq0baMW4Pez/jkPM2eFWV5b4aY48UQCURtgJMBGjBgx4nbCnZMH+MD9f45/e+Ef8smDh1hEpdUDIn3mc37/P30onmA+NUsRq/0d1XFMaX2eehZamAC/lgM5hjwZZphJw46bo8BRnNCq45w/5O7iKh7ToxVV2kSiLWLB79XnuRam3URP1BzFWmZZKSG5QD7Jnj/uDG9UlQXWlgvtjrlAqqNw5gZdEJm4BkekkrZzu8yu0VuuoZDIhJbtZBywK55KhAJH5XzqWd11qK8RN48cBU2gfDOy9cGR/BrxrOKkse1zfcyXIm4pAfb+97+f97///Sd+/sEPfnDp39///d/Pj/7oj/Kbv/mbvPe97924zXve856lf//ZP/tn+bEf+zF+4Rd+4UVFgBVujxhb5vpEN/t1EgV1Q+SXrK63Tn7BegFTR36dkL9+EvllRJeRX3kf9mPWz8pyC4fk10lkW0/KLJNfVadMtNoy0y0K2iLxIk9c/svcdcaxPX33hr2/+BGa3+Xo8p8nhMdsplXnKVhUVHUj+ZWL/HQD+RVVaSkG5JcjKivkV0lUOvLLAkwjzC42u0kEf8LVYFpgdbCCiFIChdNUvtdTRJZ9BHXIAvzZ/jyVM6xmMKVbLJNfbRSeONihCQXeBcSBl8j57UNKZyL23plO3na1oBDlfHmVByaXQCNbifwqCMykRTQyczWFWDmDuU1l8svu66Jrw/p3sskgImN4v9dk8iuTgf0z0Kqj7pwch9tmx6hMbyWBe4UFZSIwtXOtGpas5LKUjCH5taAg4mjUJfIL+py7PItvZZQxzeg34TJeKiq/R+m2TrpFR4wYMWLECxj71V28794/ydXmST5+7Ve4snic3z34OebhMs4VtMGyjUVyNHFzw68tV6fJmvXBYlThmIqAJPLL4otaq64HyoY8Ob6cyYIdvyBGONQpEcc5f417i6tkuQ6HWiZ06tc+sbiLQ50CSXtTe42xImV7FwReO3mcXbdAocsem6eI9EK7wyPNWRSokkZoQaByFhNn8qsgJPJL2XKNZZAT2HYBUTryy62QX1lx7dTrO2Z+3QAGgrDuLGgN069F9j40Zs6NGHEb47YRwa/rmh/5kR9hf3+ft771rTe0jarycz/3c3zsYx/j3e8+mdRYLBZcvXp16eeFjrPTz6GOc9p4fCr59fSgS4NV27tuSFXX5RvohCZkTSDbX59BMpF2aZmSrJ1XduUGv1fd8IbH6Est+1ZvJr8G5ymeqAdGrcVjnrryVwnh0uYTeRFDNXJ87a8Sw2M42UHjxS7sg6zrtHydI8vkV86wygFm2+Xq9SRUk5YFhIYSVWUeK7J4fou5Nl5ut2nU00bH1TBDknB+xOHRzj2xM1HX/q5toh3DSDu7Y6L2VFJHlXXZVkZ+AVw82qIekF8AZ6ZzShcIUSicZUfNioZClInUvGxy2dwdfZNKM5RtV6OqTFxrrlWqTLLVevfc6BL51RNMaRnXJ7/AMr/y9c9kVc50i0rn5Lhcpphmqsnuk0qmyHKmmGrs3B2HR14lv4bPt+W72fd/HCep7euZpv059s/7cfsEd00/e3SBHDFixIjbHHvled5+9mv48nu/jS86/61sF3dwrnollZvhpMIxSbGr9XR9AeMyYten2aTpjiyIunnthZaE1O8t1PqRJrkkQx8P5B6pILDjFqAw1wkRx1Rq7i6ukcszvSit9qWWn2nOchineG2pyc6WyZiHSJkE/e8vL7HrFtTq0kSvZUZHHPNY8JnmjkSMZYMcTeSXuTMXKV6YOtMtzfIJqsqOtBaHiKMSO99pIr9M5zZPM51A0HQX7zRf+BEAyBQowd0B7j5wdyDTrxnJrxHPDfQW/bwE8YInwH76p3+anZ0dptMpP/ADP8DP/uzPcuedd566zZUrV9jZ2aGqKr72a7+Wv/E3/gZf+ZVfeeL63/d938f+/n7388ADDzzbp/GsY7t6Ldn42Z3yNd5Q9td11rNAYFmTaPj7pGdnNZds+NemgXchWW6733pYsNU7+pyMTMLYMXoC4WTYmYV4Ae/vog1PcjD/uesc5cWH0Pw6sfkYzp9H9RLQF6rlkkJYvkMy6cLgd1+yKoOgsy+cDSkAbTU7NNqsqiPSpiylNs3ceiKHcUJ2fGzVBG2LTu+rD4E7ok1Juh7aBc5D4V0ZtLYjYVLAWgfHvKmsYDJ9WLjAtGiIKninICASqby5O95ZHVBIJKgwc20KRNukW6KUYiLz2bkpzxMrdIL3yub79EZo7Uw+yuDa926MvUPj8BoNn0wv+R2Sjqd0pFccbNsTVpv2Il1b2rRtHnRsIr/yVnkPltVZAJGZP3udMx4xYsSIEbcTXrXzLqZujzoesl3sp0guR2hCUJ97r7Vtg+Y+SJi4BpEclaS1Nff9vftxo5YBnvszSfFAXpb7nqmrEelLGwXlDn+Ex/r0QvJEm02q1eq5HLbxEpJzskCXTdY7ORa0nPOHyQXSlpkchPX+l8MOrZqdT25LNsVRTHBfkc6lUlEmYhnoU4mdGcBM7HzK5AIZYZD5dQpeogPep4UsreHOgl4G/wqo3n5LmzRixIhnjhc8AfZlX/ZlPPTQQ/zSL/0SX/3VX80f+SN/hCeeeOLUbXZ3d3nooYf4lV/5Fb73e7+X7/zO7+Rf/st/eeL63/3d382VK1e6n09/+tPP8lk8+3jy+N/gpAJACYPgYVPPtk71nkz+ruZRZUqpL3+z3+v7OemovfID3ZLcwedO24iwSFAjNjrXnvQj9BlIMMxG6v9j5f8uUYQKa/vrWxhSFticEK8i0XH18B8Q4xExhvS7RXVB1GNUN53p7QdzeDxCtUW1pjn6x6gu7LN4DcvNqQFN6f123pkIy8L3wiD7KxEv5vtIt22m0Nr8Laq5RAqRRhMNqlayJ0SOY2n7V+U4lHgCIbpEHoVE2vT3JtrfDeaeFFNQutTipWfEdXdm7GzGj+qKqIp3AdKyrbIBVUJMroyqTJzJwXtazpWHtAozX5OKRamkRVUHwWvsZm77nDjt9L5OI5dX/6Y7A0MYLAvdfG96Wruyz14BbfjkZkMIGxrEbh9KTNlf9n0sXauuaDF9v2TCOvZvCY0stEC699JS4Wz301vXK0qNl4pLi4+9aJ6xESNGjBgBs2KP1+29mzbOqVxFIQVBW4wE68mpzZM+0k2SzaRBVbq85GHf2KSp1KhKoxZf9NOsqddJZJWmmaIJLTEKtRaEKIhG9uS4c5jWqLQxk3DK5bBNAAptaVPJf2+wY32qKtzhj3EamKujJCYzHt+tfzFsdU7S2W6qlBaFLoMsYuWPEaHs+nNzeo5RqDCHylahwKHRYqs4iNeW4+MRTw9zkFm6MQXZ+gZkzFIfMeK2xwv+Kd7e3uY1r3kNr3nNa3jXu97Fa1/7Wn70R3+U7/7u7z5xG+ccr3nNawB429vexm//9m/zfd/3fWv6YBmTyYTJZPJcNP85w0H9STxTnGsJ8QhHFr4e5kzBagp03w1uysvI4vQ2YM0ljzIYyg7zUnIpY84Ksdm4lCUz2Gt2evTENONl/IJiEgTZMfJYbXbMCWQ50Vxu1SaiRES6Y2Y9sHw+yjKj22shmZulx6ytsxW1F0VocNqkDT6GoLT1wzz8+29BJOAogRaRCc7t4f09bM2+htn0qymKV5z2Fb3goBqJza8T5v+UMP9Fm82KV0E8qqbcRHuAS45N5CvafUeZvszUkuaYgJjIxhjN76mWSKORVhwtEVFwrsZhGWF36REBoVZHTKL4jRqtVJeFieHjeePWY7QI7UDItolpPfW2rXrq6GmTi2R2OwzRnoeACdSqCimOZUjv5vv+THUM+3DUVhw0VRewHoeSnaJmp5yzWyw4Ux6xX8yZuZptP6ciMHW1OT26wERaKomd+2MharodAiW902MmvhyCk1zSMXxijVwK6To7Jd3/tg3p2vd0FImQ6kP+qAuUpNWmmcaSzrggE4+ZqpsA0+TG6pmn79ls2Rs8TXo7OCxzzjMsYzT3xwbPjq/NhABPG4VAYULB9E6cSiSqvWW8lGwV93CteYSgCwqZPuP7fcSIESNGvDDwuee+nmvtk3zy4N+y5Xc41GsEFIcHAq0WFEkTdggRi+GmyZ24RZhIXF5LjdSqaBGBiTukwXMUJ0QV0x3tDHGyYL3wcHuui2YVwWnk0nybUiI7bs5MGrbdgi03p9TIWXfImckRF9odQus51GlX1giea7EElMN6yqfqc+x5c5DcdjWzHCMQeNv00/jOUxmuxSnXdMpcS7KMhCOyoMSpEkVo1FGgPB4rPOYAeVEiEyJXWDABZs4zFYdXK4MUwIvjxFJILGYYpfI3IY9qPLgdYAGzPwKTr77F7RrxosZJGSXP9TFfgnjBE2CrUFUWi8Vzvs0LHUfN7yH6OKi5qjVLeSSG4WxaT1lthpFKsSOX8jZhbb+9fpGwogG2dIz+yCUhZb6slkMJaEzi370zpKgOZsGkK6XyABop0ZS1wyCEWDmq0g24hTyot33k4+UStGEhXd6LcJhIunlaskDDISE8Sdv+HgeHP8HW7A+yt/tnkJSJ90KGhseor/4VYv1R0CugR3TFc6qQ8rPIduXSp8ot59fRfd7PqPYC+EdAk0iVJu2xwr7jCN2saY0jILT4ThS/Sc5IAWdBZSppCDgaHLWWaT1zGGzVM4+lEWNJHyyo7TNvm+86kXwmgkqfJyVqZYAicNSWXF5s0Wp/V28XNWcnx5TScs/kKjvFgqlr2PHzJES7oBKbvZ1KgxNlSxoT6SdSOQuNK7GXbX6aBEm6Xz2hNbyTI0qbiS/EtpP19ZZzsejOK383megKQJTeqTNn7DX02nweEOlLkgPZtVOYGz2KRyklaaPQP6Oa1lsk04MWn74js6IferBm101VQcTeX5XfxkmJEowAYyTARowYMeLFAi8lX3r3n2anuJP/cPVfE7XhKBzZ1JlajNeop3DZu5hB6DmcsOp7wD4XvNcEiypcilsstKTVPFEmhJTznPun1Wg098373oivmdTs+yO89EICl8MWn6zvYh6Lro8bjh1zZDFzC+4tr1BKw45bUKUMr21pcNL3hsex5PG4R6N9exzalUOW6dgec5XM2rm9EL5N5u66gqm4FCsk4guXJtZGcuvpIX+zBbg7kdk3w+zrRu2vESNeJLilBNjBwQG/+7u/2/37k5/8JA899BBnz57l3LlzfO/3fi8f+MAHuPfee7lw4QI/+IM/yCOPPMI3fuM3dtt867d+K/fffz/f933fB5ie1zve8Q5e/epXU9c1P/MzP8Pf/bt/lx/6oR963s/vucLF4/+Ng8WvErWlpWBlLmwJkjJubpT8yiSVDZpPJr+GWV9re1ZQSYKgifzauB7aERNDH78yiYKGjirQjkArUtZJzmRZOSw5vT0TJ47INAUOlrViZEFB357uPFIj16+Ws5K6lJkW4yEiWxwe/QQxXuHM/n/7gk6J1vA49eX/htj+R+xcjrEznBmrojXQrmyUf+USt37xcJmRX+bGeKjZhTATspEqXfcuy0hhkQLRRj21Fkuug606FlraMi2IeJrYk1+2zNFEx3G09TL5NSwzaNWRBW+BThdLV+5nnwiqw7bk4mI7iesaUbZV1Nw5OcITuG96mZ2ipiCw6+cI0cgvZ7LvM2elkltSU4nNM1fO7tBMfkF/X3mRjjx2K3fbJvIrr7dKfuXvY0iEWWaXZX315gSZ/JIl8ivNb5KzOYu0r3ZAah1rac+MDMT7ByWTdCRZmVxAbWAQFPt+WdYCy28D03IxAjbESziZ4WVGITNGjBgxYsSLC15KPv/Ob+azz7yfTxz8Wz518GtcaR7nKFwhakRE0BgonGUWiyhOhBhbJnKMk0MUn2K2dikGzOTXxbg9cH8ckl+u659WI+ZcpXDWHzJzDRUNZ/xhV1MhwMWwzScWd6fMZvuxWKGfRALYcXPuLy/hJLAtNRMJeA1su4aspirAYax4LOwN9tOL6EsiwZIdTUd+TaXtSLEdZxlxu65gJjaxmDPJvZgPpLJK8w2QSzBGrCBn129Z4Dj9cmTvv0Pc9q1t1oiXBsYMsOcNt3TU/pGPfIQv+7Iv6/79nd/5nQD80T/6R/nhH/5hfud3focf+7Ef46mnnuLcuXN83ud9Hh/+8Id505ve1G3z8MMP41yfsXF4eMh3fMd38MgjjzCbzXjDG97Aj//4j/NN3/RNz9+JPYdYtE/w8Uv/AwKp5DFed5thJtg6dKmTN9piSH5p93voUnci+TWAT8TVamlid1xZFtTOQp92bv1R8txYzuA6jfyC3olQiN3+LChYJ79WXSVFM0m2Ms8oDrQFmQAtMV7E+5dzPP+nlOUb2dn+5lOuxK2DqtJc/atGfskuhIcxlq9MK7RAvXSP5OyvZaKrzwIb6oCFtNWx9llgWeg1k192P9nVrAeBaJNdmii6ZXXn3NSvt9Bybdk8WtZdk8gv1d7tsE3rDb/FdfILvNhadXRcWmyn6l0LGQsJnJscWVBcHbDja6LCXnmMoMykpnItqrDlGlCYSkMlkajKzNsdWpJVTvqX7VD83q/dx0Pyq78/83o62Hb1mR5+N4FeH2xIgllmWCa/pCOySeRXfvYykTxPZgW53FhR0yOhL102ArNIx3Cp9FipdbJGfkH/rNvxI1HsLqnDo9y//dV498LPqBwxYsSIEU8Ps2KfN515H286874b3qaNBzz0+B+njVdBI4fNw+mT1BMKXA1TFloiGlmk/ieXPZoL9fqQJ8eme+6YqWtQVc4UR11ul0OZx4JP1nd1GV8mrB/X4oyCwL3lZVySQLD9wbarkZRR7wQadTwRd1Opo6Z4O5NfJv3hk5jBJC0rkzNkBPZcJsQ8M7HJpkocOZs8k1+rk2trUB0zmoYjH5mCRtP88q8EvYDMPjCSXyNGvAhxSwmw97znPacKHv/kT/7kdfexKm7/Pd/zPXzP93zPM23aCxZPHv08dfsUU38/B+EaWUj6JJHLITG0CXlwap2lDtZfprj6PegpRxseuHeY23zcfiDsyYP8Pvts1X0uZ6DcwGE7p8FiMGgv8qROt7+eXFhqlwzLylYIPhGUBpGtJBhfI3iOjn+S7a2vf0GWQmr7W8TmNxF3Do1PAME6+Q4Nm6iUtf1s2HfOPDR3IzpS1q5t73aYya9eJL93gRy6NLVadsRLXpbdnFDtZkrrmNfrl2X3QR0co/seddMz0GcwHjYTgoqJ7af97JY1XhTVyJliTkSYOVsWojL1LarCRFqcWAbcRGJyfOz3XQ7I1LzMSS51WCeSh0YP0j3dJxPOy9lf+Xx14AzZk15Dgjjvvc8u64+fyeW+hDh2pHAmzIbPaF4P1UR+0pWbbHKBXD0P+7sEavarlzFixIgRI0YMUbgdzs++kkeu/b8p3B3d5ErubaPCsU4wwx3fxQ0xxQh9IeN6XOuIbLkFUYUdt8BLpNVea+xCsDLFUhsOmbHaq+eeer84opRArY4zztyjc4wQtI8HDnRq5Z6EFLv00gNKHzvbZK318mVqy0QsVo/AlljGe84Ot/jCcXrUP2IZ3ZWDpEeHO4c5Pt4H1Rfe0taNGDHiucEL3gVyRI+oNY8d/lNEShqOIZENTz97sSe9hoPsgaR9t15GXg/WB+ND+JV9rx5XZPm4YKL0y3vuSy0zWXC97K+h0ljenwyDgw3tXx+Mb4Cm1qpROgAhPIVzZ2nbh1ksfunEa3Er0R7/M1SPjWbUqyxx3prVoYbfQj+b2hMr/fc/JFny37WmDCPNToTDYK7/bnIAmssQLCj1HUHTLgWqKZtMi47gytta5ljeNhFmSberszrPJ8HmULAjctRE7x3alQMIynZhGV/7xZxCzBJ9y9WWEe8CLs3EmuMjTCQka3KlFHO1zJmGRu7291+GdO3sr3POqBvep25tvc3ZX3nZcnnqynaaCcnhVVnW/euyxFJG3bA8ebV4xLLJ/GAvRky2adtNz9NwWabvLSfNc9h+asMWI0aMGDHipY67tr+K0p9hHh6FlX7xSCc26aLaZZdnD+M8MbopGxlg5urUf8OOWyw5TUYVnmx3LVNLsp6ldr/7OFI544+ICFNp8WIk1TTFCDkbSxWuxumAOrO/sq5tlvtYJsJyPK1MUg8/FU8h1sf3jtIyiCtGCuzGoUAJ2liVh1SgLTL9Ay/Iie0RI0Y8c7xwhYtGrOG4/QyL8ASl2+OwvZS6OkFoB4PfIUUF68PsZQyJozjoNvu9ZM2C/rOhI+BwT9APlCPmvNPvL6aBdFxjXfMR6hQi9K3v5/dAqdUNPtSuRGzYPrA09Dz4D5iGUtBUbpXIMJeCkyG5lgm2/jxWzy/RCXpkv7SmaQ6AlosXvx0nu2S6TYiI28P7+ymrtzGdfTVF8cbnPd1cm19FmEJ8EnSBMVtzNlEo/ZxozlDKFGVvI979X3rSZerMeTAArQZC+jt0fGYqQ9WASENUUOquNNLWFVp6F8FWJQmoe0J0zClpoqehoNaSVoUmWZe3mJZYG008v4lZg8qnrLNMFPcBqAmxmwD7Hams0aE4ibjk2ihEtnyDdy0zCUhaVkggqFBJSLpwptehKBOnXWllla7ehKzJAQ7XBav5ajrbSbqy9hSaAUMuSVyet7Z71u4yh+ucIbsy1UTAKX2WXhx8X9km3b6v7DTZt8VLwAlsp1zK3E5Nf0TJT5s9DzvJRdVE7yXpu82TAL8ZE9hxHSq9tliLo0muV04cM38PlxcfI2iNH4POESNGjBgxwKx8gFed+S/5d0/+eUg9YI7k6lgAES/KnjvG06b+x3RFj2NFrZ4Wixt61Vto44wrYYpHeaLZ7/p0L4GJa9krjpgmcxtH5FgrLjY7HMaKuVbJOEf4+PHdqFg2eSGBiQR2/JyJNOy6OVNXU0pkJgt25JhSImUyaBLRgUPyYMJM+thUEK6pB/UUKFdi+P+z9+/R1nV3XSf4+c219uWc5zz395p7QohogBhIIBhRYkIkQqAUxJaSUFU4bBu6uyxqjG5Slg6GLcShCDhGRlQcGa2OVhpHVQa2ymgaLCM3xQKJIBZQkUtub/Len+s5Z++15q//mHOuOdfaa++zz3M773PO7/O++9l7zzXnXHNd9llzfdfvQi0h3EQFzESYiFAjTGIcMId0c4Qyimj6rGfaDTLNrMK5AzXI5ZAdff4u2PnGkx2eYRj3DRPAHiJavw/aIq7C6yFOlqC+sIoau4iN22CN1VvtIVuGpBrjUlpqW/Qhucxl25DuKdfwKVxpkK69seR1CoDmYPapLIkb5djSWFJw07roU+KEoiKPo3xfbwU2HHOwXAnDuo7q9aKaIP6ztM1vsVz8Egf7P8Zk8ibOX/i/U9UPzs1L28+C/yywYNx2aBN5r2SBcNUuTIGGEPtqSbY6qmQgpkaRR4Qs2WoKIqsxWK1ES7LgVrfQOgpiFQsmtBoEFZ+Wx7JDjVmZYoBajwRxSiSkESe746XECxJl38r5aC0YLZxEQyBcCZPY4PrYsiPLmPGxZUdC2a4smcXYHPM4+a6BWsK5NykyM4UYdPns6p7WirKM8T5COUWWzf7RqGKbCulcKftHozx0UTjT4lekKci9dq6r6awI+ya4Cw+ttNqiX9dlB5U4viReRndILbNz0YleIsQ4KIoTQpZM8eHmwT1C7eZ4Wlq/T1WZAGYYhmH0eWT3HZybvIHri19FNcx+A8p5d4jDs9SahpqFOm76nfDwTKvgmq90luc5VIMDDddF54L1Vi0tl6vbTKVhGoPPH/gJn1xe5XY7YxH7066/MJepCMmdzleHTGXJhWqfPbegoo3ukJ65NF18Wiiul5KyQvdJc8o0W6olPNabxaRQMxFmEuYFU6m6OcdYFsixrJDareGsCWGlXb4Ddw7cDGbvQfb+3Es6uZVxOhHVLl7gg1znWcR+3Q8RlcxBHE17G6/XQNtOCFhHEog2oysX3KFb1HpZKGeGy+JRIXh1/eSg9zpo21m3xH/G/XJDPstgRbM6ouE2lm5bSfyCLH6MiV9OirGs2dpUfygUjk8qYn96C+9nLBb/lhdf+AtcvPw3qOvXbljDvaE9+CnEfxbtxK/tGaut3flQBFtXz2IgfpUTuNJ1NfW7JGclXJIC4heZA6lDPA8/ZUEdMxFOuyyPwdLIceCntCoc+joE0tcUKD9LsarprGHl/IRgrdWJXxLO2R23YOpaKlrOuUWcsC6ZuwanIbOTiGe3K1N2pI0T0xDNShCmcfIZMj6mqGThrEgT1BZlGS0Ws7WV9gQn0SR+FUFupchwWfRcJivoypJFmCpLQnbIsO+HVmV0sfLK86BlcD50qrPSkEXLJVUnYqY4fP24K/H3p6W0rUylBZ7F+/OIm1LJbOTsMwzDMAzYnbyag+azgHDQfgavyjwmpTmI4lejjmvtLq0K7UbxK6FMXRC6JtLwSH2TmjZ+b7nlp/zO4aMsfB2zQMaM07G/Olp+T6Than2LipYL1T7n3QGCMnMhWuZcGubSFtfsfpKe4UyyHF+Nj9mYlXlc30yEHQmzh5nUXTywco4Q+l0Vw4akXJSnm5SaaUqw+JqAuwDuCWT+1TB7J1K/8oTHaBjG/cYEsIeIef0klexxs/k4GjPQbBK/EqUj4Srrxa8sXKxvK8XivviVbqpLcaEUlwbiV9nf2u0QqjSi2GjMpkniEzhQJkWfLpaVWSCPK365leW6ZlqR7KVaRCaofxGpXknb/i7XX/xLXL7yw4jb3bCmu8Mv/zfaGz9I+IkfHKvtOvErCWBlFshF/DYmfmWrsUwTv6dMhECXVjxkE5ygwIFOQsYmVQ40CCJtUW/fT6OrXRXreRqdllLnEeIXnfiVEiwIMHNLpq5FVdmtQlyQkM2pQVVDNidRZl0Z7LqwlgqYIDHuhyt+A/20EanMF+JXloR8L25X+n1VmvqTlYntUPwaLZOcrEALy69SzK2L30DqY0X8IjdsVbrj0cVogy4zVorRtvK7Fu1EsJABS3AsQH+XvfqdOBPADMMwjDXsTd/A8/v/lmn1GIftczSEQPO3/aQTuq63O3gEry4EmleljY9D3Ur+RjqhC1WuTm51VlYTaVmq4xOLR1hqjQi0WiGqNLG/Kj7ycXiuVLeo8Oy4BeddCAVwzrWxr5CZ3BfrLePWrhe/QmywOs5XkvhVI8zF4YEdqbuZaA6En3tcK2ytPPQ6TSJYyhs/D+8yg+p14J+F8/89Mv9jpFmOpMzohnGSHNdR516t8wxiQfAfIiq3w+7k1Xhd4mKK57tnXLo5WvwqW5eyQ7qJVlzRw1BcGivbvDaNeeWKEh373WonZpXrGJYN17WN+FXWG5aNjTf8vJIspKh/BueeoG0+zuHhzxyxpruj3f9nqL8O8tiWLY5+Mli+Q3B7hCCEpQld2cswy2Z40hnqlJkhcybHFEQ9B7pfUoepqmovM2QoC64OQTbKYstQai23TorRpCQJpbXgVNouqH0VszumILbTWKYKO7FsUmRkqmNsrBrpnjFWMtwLOah9cnpMwlYYweqYQwyP0Esl/TNQe0dkQ5kP1l/pOAzFr1KMLo/X6HVRQD003f6OT7A7wTH0PgwSnDsWJCnYnRA+xXHAo/PXn+F4JIZhGMZRPLb7Tip3Dq/7IPMwE4nWXQALndDicOq7DNEpQY4UV6lMjOOpwrlqwYSWpUpIcgO80J7jUCdMaFj0AuyH/tJcYsctqcXTAOergzAfKOYIc2kGa80xdY+agdUxIP6EbMM0d+EWropzDkVjaIT+1p0eQes4pKPsQGIaIvcI6HWoHkVm7wix0aQ28cswziAmgD1EqHoO2+cAh5fmWALYePSusahe6yN9rdZjxfqrDJbfiQ6y2t/YyDfd964TzNZ1rLCasY7xE95tuRu7tkW3mwS7rqIuQSaoHgCHKMrB/j9D75PftbbPoIf/GtwesOiOzVZtR8t0ZblqzljoizNmKDSV/SVropyJsMjaGK2IQFlqTmG+iAJXmS0ylTUaMzKpxiC0WdZRHZtY5vMzxaILE8awhZMik+PMZdErJUwohbBUltKkJ9ErTHilO9eGU9HkhpAyPvbFryxdjYuzQ4mxf4w2CWFe8r4vrb8Sw99AEivXkWKWAFG4DCPNGT+3m9QTxT0fblfw/rMbWxiGYRhnm53JK7gyfyvL9kWWGh7FNJrnCPt+Gh60SZ5LDLNA9q2ffXft33OHYT4QZyde4flmb6S//AAnoJxzhwDsuiUTWlqEabTp7vortmPTrKxclgMJhCzToT/p7JsmEmYb5XxiK+uvU0+YnaU5OLIDeoDMv+a+emAYhvHSx1wgHyL2m09x2D7NrH6cW8vPxdIxm6TtSQmXU09JIMg3yKsiUlpvmGyEmjGRXbfcESx6HB7UoeKLiUffmigJaeX6ys/JteqQdJHPccfSQEvrruRC1nN/U2K7JE5oGgx1tywYTDvp37gPZYf+VELW1st7o+m++/ZZRK7SLP4jh7d/FL/8Hbz/JOqfQdWFp3d+gbgZIUJUhRPwfhFdwxrCEy0H2uDcZaR6FW7yeVSzdyLVI/jlfwjWX+4J0E8i3VaPnydZJhm46kmeUinaC6buRdmN+9fHusECKGWE9HglHycJAtFEFRWYk1xsPeo8rSptzBu4kBqVWyxVWOhNFDiMYtfSh8D3HuHAB0uwpbpoFSYs/AQVYemj2wNC60P20JCVMlolCeGprabYdMHCMASwjWechIyPXoWaJuwD8dS0tF6oJGwjEtKUe+Izx5hVqYpnQ8zD1J0fIXNjdDPQZLOWranCPk3iYvjUxnH1f6spsL/01pHaatFjEzNFqdCN2WuulyyytGjbAqJ5wu6LM0gkZlvVIAIGt5D8q02iWMj4KTHTZJjGt3HUXhyNBtHToczqx7h2+O+Dhas9kTUMwzDW8NpLf54XF/8bNw7+E46aRtNDtSo+TmlxKsyrJSGUQsgkvaCmiRmi0yOxGmHhK0SUTy0uhxAIbsnUhaD1e+6AS3IrXL9FabzE7I8xAzUVrReutzu0HmrneZoLODzn6wNq8TFxTrga1jHu6K4smLslM2nig7WULT1siStEtpAcJ1yXmzirW/iwBYv4IG8iQqVtTDKTZwWC72WC7IlkI0+VH343yPQ4Mlj/ISHRDv4FmL4Fdv8PJzk4w1jL+sfc93edZxETwB4iGn8T1ZZZ9QiH7S28vwHcjfwVWieJIz1lGq815sykXUbFgHRCQgqCH274V7NEykrb0N8w8H7KcFla1Egnw8RxFxfwHEuhvITn2l3wdoJoUcXxpax95K5G4n3lCrJNvd7MIopg+gxOryEoB9f/GuhtUobGYOlEnPTEUUt2okxjLy2BgltgTev2aG79A9zsq3DuCYTbiP/f2RT/q2/ZVcpg0k28ShEFSZMncFrYVUkQvNrYSxslmHR8kwAiQC39cPAp22EQkFoaQNySZTpbJFh3zViyoEKdAxqWWjF3TbQGAxHPUismrqHRqjueHoerQhbISrWbwELO+Oi6sSpTWVJLy1RaptJ0E9epNEwJKdErNGZ+VCbARPoZHyskbqd0AWnDGGO2y7g/k2tjPnmlEw+ThVgWlDPpN5DWkNZR1i0dQUNybyGZWKbj088i2X9BmDpqzKJZxiWDEC8sat+5vsQA+4RYfT6OaxmzdqZfY3DlCC6TtUTbL3eBidtDtaH1t3HVRQzDMAxjjFn9KK++8F/x/OH/CNr0HiPNZMmuW+BVuNHusO8nNIRMkF6Tez7dfEBx4RoXr0m71YJaWuZuyURCVsgKT6vCLT9jEWOUHuqEVkO2ao/D+zBvcd5zsd5nxy27GcC+TpkQwihM5ZBL7nYQvlyIJJbikuUHvHmeDEH0StfnNEOcSHKJ1C7pTh3nIPm/ck7XF8BOL+lxZNxO2Q2fZ1+JnP+/IbJzgmMzDOOlgAlgDxFOJiDhxrGSHYSDaHeSbk83S2HlJS9ZQaULaZmrbVXmWhW/RFblsApPHe1Eyr5FtLuod+sbNE4CXLmuZDUCOWtjKdn0xjwy8NXslLntRNJTtTCJSMuzlc56ZMt6Y1QojkXYDr0e+8t7fkVMK0QGt7LH095U8DeBGn/7xwhTpRts+nn3A6aXQkuYKGUror5rnZQfFLK1l7KMIlixuLMaEoII089YGF+qXXD8VoOlX8jo6GhweBUOqPGag957FQ51go+Tz0Wx3Mfg7D5ZIcXRONFOHKoo3HUlSKNzt6QiiF8z1+LUsycHQRAjlqHsuOCQmcSvkPHRRQvCIH6lfdk9cZWw7b7Ym73foybLuSQilvHBUv2UIj3IXunJcPm76CcrWHWL9PEvRtmozBxZZussj83YX5YUl4xoiLmMQmfa58FdtepcT9J40zqD+Fgh6hG9jvpLiFRm/WUYhmEcybx+nFn1CE6m3NZnaPySCmWvOqTxjufaPZa+olXHkroXGsHFeWg5pzznDkPmZ1r2qgPqaLdcobQqXGt3WUarrwOdxnnKpLB+FioaHpncYiItKT6YoF2IhQtunyvVLRwhIH6KbZvmq+Uc0EmYFyXxK9UTlF0JD6kqhFlUyaZS0Re6woOuNBNZnUOu46QEsjQxSTP+NI70CNxvWRYeq+L2QC7C7A8i83fD5M2IVA9mUwzjTljvrHN/13kGMQHsIWJWP0Et52j1FpWboa2nH1Fg+4tWjoWwhfi1EpxrVfxy6Kj4laxt0qVMUSoZrisHCc3G31n8GssWOTrm7ksWOsayNibxS0bEr7At4/sCWRUkRusN1pdq5EClaXsaXBfFgUIcWO1T1n7rbKtQfw0n5xCuo+qRQcDVcpKwjfiVxjI+BiitvZqe+JWOYe475SdKAkn5N76N5V5hEUWrliB+hcyQIdNSg+syQy5ixseGqitbaqjnkUL8ym6wffErbrOEsh23DAKueGYuZILacwchUyShTDWLX8HiK006k3AZxK8wfZNiHdK5hq7fl6yIX2W9/pPc9LtITpDlsRwXLtPxaNHej0n1zsSvrt5A/ArryeKXpx93pSRsj6cVh3CAbz/JzuzLcPZ01jAMwziCnfplVG4HVNiprrLQZ6nwHHrH8+0ebYwn2sQ5gnZXat+JX+naNI9WYxoFtFo8KF0ynOt+N7g64jjUKShd6AVIDoueq5PbTCTMFyYuXE2T+LXrDrlS3ULRLqkOpHi1/YzsQ/GLbqzKjmSJKIlfk0780jhHyOJXmpOsna8OFjxY+StlaJyCexXoc3Du/wjTryDPiltEalTb8TKp4kSlRaRC1YOEGS3uEuIuPNAtMgzjpY8JYA8RE3eeR3e/ik/f+AgT9+jILe62rAar32j5NVCZVi+OwTw8kYWuQmiIZasB57PbY0nPRH1kfOvGnNZV1mPwPfWXxC8t2hxl0ZW3p+92tg3BYqaUzYLsEaJCrRchUUYy42XZClqQCWgTxC8mwCHjYcz7Z01f4JLBss1blwSuMiB+P6B7IE3UxiyStHCva5OIEq2/Qll8Pqoh6D2EYPmpLGdkijZdqvjuz1oW/JJ1YSnEpgnwRIKoFYLat6Ap42OI8TV3oWwi4ZwOKcdLUVNi2yLmXJp0yurZvXIkNQiJeb8Hxs7jNMEt1zGkFLP6ZUXtJH4NTuJSmNz0IKpbJlkEA4qbgQ1ZIKG3JGznBGGfy/M3WxZIwzAM40jm9aM8svM2Pnvrp9itrnCteRqELj6XqGeps252kiKP9i2/AJTdKiQMmkhL7VpahVkUqA51yjL2d+DnKOBF8OoKYS08SJtKQ6Mwc6GtI7lZKpfcfnftriVckyfFSLoHXpJGtTofqOMrzUPSTDkIXNp7+JbmCNtbfp0AUoMuwD0KHEL1JLLzXyBub7XqWPMtywzjYUCCc8QDX+dZxLJAPmQ8fu5dVG6XhX/hDiSYTL5AHr/9uKiUBIbhtOJo4SpvhXRt+jfHfcYEs7zCLCSNta2KqdAmYW2MbeuN4bTcutRHFmg2rndl4YhMpkucOESDRVhuIyOzgWwlVI5FBmW9MQx70CyotCOtyu/DEPzl584iTMOTztCf64TXJdsJYY1mB4LUvy/OISmWlkIYKJMo301EY3bHEEOkL3op0/hEuCb/8mpJ51pONZDeS7HNr9mv5f5I1l/D/Z2nuOXnMRn66HWsY0wq3ZQFsqQdSLoAreasVEcRpu3x6PtrW67VMAzDOOs8ee6dOJlx2F4Pgo8q+z640Xtx3RyhC4XAqtX/VBpqPC0wd0vQZNUdrL8OdIJAZwEmqjQ+u9KlGVzKApnCa4QHweER3440QRxDmEpDehxazlfLcZVzmPI6OolfUsgFT8g8nYnX46JsK2+FE7kJliB+SQ2yB7oPs68eFb8MwzDuJWYB9pCxN3kDr9j7Jn7zxb8bS5IPfEkZ4yiJHRkp6pUXXOn1tF4aGzpdChqFCiWH5vYhGx6ekPEtTAjaXrvhOrMQNIk1s0SUxtQP3T4Upcp9MNxuCKmrWy0D3msMIhrLJMtLQ9FAlC6w+5g4MCa4JQkgx2XoCxp5q/qtxrdpWFZKhS1OUz8HRUXNnzV/GJNRhiKNkoWxIeGZZ3bMm0rVtQ6uc0ORrd97kkccMENoBaZxmrZAQRqWChfiET9Qh3LIQoWlHgLKgZ8gkmKFBTHs0NdxohomvorQqoQYHt1kM7kEhL5n0VW0jvE46hizwyNMaFlqsPFqY9spIVaZxK0SCVZubTfFjntZpGfZlbc9y29pD03iaOpeacgCmekrocOjlbNAxgD2g/VWnfwX6vvYXQoXC9n91Wu2VSyzSg7XHRJJht9QSizhlc61I8qxsZ+4Dg2j9UiMDxa2bFI9wo3Df4tqg4hdmgzDMIzNXJm9mVec+2P82ov/OFz7dUKjFQ7Poc/xJNPsUgkZi/sPWh0vtjtU0iIEi62ZLFiKJ12tpuKpcMyqmJnah5ALhyn0ghcadRy2c1Theutw6nHREuycO+TZ5R6Va9mVJU6U8+6AuSyZuQUzWkSIc+dw1azRLgB/VUzEGsJD1ZsaxncoIYx/LUIdnTHrOCNwOFRCKqU87+7P6obfH1wWyDgzkMfAPweTNyK73/wA1msYxlnH7jIeMkSEV1/8Vj5961+yPPxV+kJViMMVLuLpiVcWW+K9au6r+JqeNq3NA1k8Pipv38OiUk5Jt7bJ9LtclyAaJherl98cKL/q+h0+BUsxEsZiew3205rSFAMqrWeC4CS7aJb7Y9hf+SoFhzGRqCwPQdDXj3MonI1PUMbK3GDdcdQqG3dOaXlWtFqpU3dbulrPSXLblM4KCsCrp5UkLoWe2ujmmKyjqmK/lONMEe0mEmSfGdCqZwnU2rJEmKjgWdIi7MoipDTH0aqjxbEjC1pcDIIfzyqVaKXkSNkRRcM3F8WulKhhGuOAVbThXTxTWibimQBTCVZfNVCJhCC04jpXyJ64pflQuJGj1e3pQqgM+yAkFShj4qW26+2qclnp7pCPQq6n8W+Di/s/xd/zmuuF2CH9rKRdn1r8TgpBWIqyOo4/Wbb5OHYIK1FNopinUUflzlO7y3hd0OptarGYHYZhGMZmRITXX/52/vPNj7JY/C5ImJmkTMThWpUfeXbzgjjvrGIm4on46JYoTKQpQlaE0AhOPKKwpI4Zp1sarZngOdAJC2r221lvHi0AbXC5vOnn7LgFcxpwwhV3K2aYDA+JF1TRFcmx6xrmkuON9ubbShebsyJkMPd46piIxxHmJnkGGiYi6eHtSy8L5ARYwuSLkQv/I+IunvSADOPkOMpd436t8wxiAthDiIjj4uyLuLX8FKAc+ucBz1SCHUy4sczxiKA4v4XO33cofh1hIE2SuobPirIwlAPhV5LCkGfBqJLsdpja9jNRjo3L0V/v0eLXOoK1V+h9JtmUPD0XHBeCClGgKMtubmUOx1RPep/X/W0Z2w7Hqh3ZWPwG10WDGiMrL73jX3zZvL2rAsq4IOi6fnIWQ78SGyy5SE7IWYiG+6WfATGsb6mwJAbH1xTcPsaXUjhggsfRpqyPKoRQ9skN0sXJYpLqsoAazs/wOYlgM2moCE9bpy5IaHMJKcprYO6ipVISvghB74VgXZXPhHTeB2VQRKg2eJunqXJL22XU9MWydKzHzrV8nNb33bfcWo0PlvLIqmi06ErHY32nqV6y7Cqv2WVZOzjO3fhFu/0zFY9ygKrGc9Y88w3DMIztcDLh4vQLOGhv4D2IeNRLTKQkg2tTmr2Eh12Cci4GvZ/QsOsWiKS5aXivxaMK+zoNCXrUsdSaVoXbftZlny6FNeKanYT389UBE9dwXg54YnKNijbEGxMPqlGgUi64ZQy3sBoz15O9DyaSs0DOJcytanFxLlI8oBUp5qvbRgN7EAJZfNRdvQo5/x0w/cOI230A6zUMw7AYYA8tO/VjOJmwU7+SSqbMRLtA3mvFr1Qmw5vVgawlxXv3unfiVxayslH6ccWvnqAjg9cIpfg1jeKXFk3WikGxgovvpfhVSh6j4pdI0KFGxjQWRP9OxK/10xRdsfY7SuIcil9FT6P1ShFtKH6FMrqYVscVv5oofmkhfnVWigqHGsQvrzFmmMKyyO8YxC/txC+KJSnteBK/QKN4HF0dXMhLmcQvx6r4lTI+Cko1IkeWsbo2iV+JFj8qflXdb/n44ldaVmaGHAuOn/Z9+k2l4zDeX+xDjid+ledeKa+G4MDguAn+09TuEk7ObdgiwzAMw+hzbvIkTmrOT57EMeWAHYjzBS3mD6X4BcpuFL8qWnbdklQ7CWBZ/JrkB21a4zvxq47TrSQy5athyjK9F8WvOQuemFyL7opt7FujtZmy55ZMYwbJ0nsi9LYqfjlgHgPhV1H8Clbucd4gZWzSI+YhsvLhPuGAHag+D9xVOPfnkPl7TPwyDOOBYgLYQ8pju19J5XbwHDKROY4mWr70D+nYzXFPPGLwZfUudazWSlnKAhkEor7bVSkyyaBtuDCvilC+qFlaYK30s/Za3V9QFWOaDsSvdQHKx3bFaoDz8e3cZPk13nZ1Q8YO0SYhZFvWW38N5c0t68Ushj3JU5UmnhPJPTBZzK1aJGUrs2A5FsQvKLMJ5nOijYFoUaWNTxF9N11N9ZT0NLa0LuyJqdEUMlh4xUD3LkhwuQzmkttVEN00S4lrNYpbwokbPba9/YdG6XDQtlvD+O8n7bMea1Y1Jn5BFij7ZdtxVOD8UvwaIsW/YaJf47jGpfmXWxZIwzAM41i8/NzbcTKlloaJm7JUEB2G9QhX0hSjspYQ3qBV2HFLJJa7OB9I9RpcmGvEzNOKRCuwkBkyzT8yWcCaSstUGlTh0fpm8NJQCaEeNFmIwRTPLGaeTmW5t3xtTeE7FJh28wuJAfFTbNbyQWX/wezRrA2Ecg+Ij8HdZUI8lEeR+R+8b2szDMNYhwlgDyl7k9dyafaFLNoXqEZuWTeJVSV+y0vd5v7yBdPJSNDvlZhf/adkQ/GrFFKG6+jqbTFsLT4l67OJ9MWETSJV6mRMCBsKOWXZWNuxesOysXqDDRltey847oRnaP2lXZnGssxQNOz3k62UUptkQYQGN8heXQ1B78N36cragcSl2rcgTD24QqhNQlgdszSFJ6phG6bxPA6xvsKYUqalFIcrTDZXbfT60hisE8f6+yCLgHl8WTQ8FkX1zZkhV2PelfG9xvBdvbKf/ntZbxuyXAlVJ30ahmEYxnZcnb2Ri9PXctC8SKN986n8YKybIaAoMxeu/bXEWGAq3YOxEHMzXA9T5ukwgwgzmoVOQm9Cd/Uee8A7c0sQmElwr2zUxQdteYAKzF3bu+IPH3il62sKhu8IGakVjdboed6hBOuv8gHrkQ9N78fEct1KtAV/E2bvQNzlB7FiwzCMHhYD7CFFRPi8S+/j+uGv07SfCVnTNIWiHr+SrdzsdlVjSfyeLGfyzbjGS35Rr7CqybnlYoad4gkUeERzdrkU5yALCBJvlvPkwRfbkASSYKnVGyb9CUc/o2Ua+5hr5b6GMbSxbmlqLkW9JMQ4TZZtxDHHfUffSie1K62/hlYw/XqZHKy83KKxttqtYzPJEosRF0wZxGJbNzFaFXDWiTFVd84kAUyZxlD41YoglFGUCS48bY1lC0JY1Ea0C8TfxNpLYEqLSsPCO5CGpRdaGpAgjjlgiXSxwDwhC+QybncImC/s+wlKsASbSBMyM5HcH8IZW6E0ms+/ZP3VanQ0luBCGM6P7HrcFweHE2PpvWsU0rz6uK/K5X1hrC+Q5c+rAnIWlcrfQtm+ReKTZO3OpxaYUro2ZmGyn3+13J68fypCzDYX993wL5L2WuU9I7RU7hK3D38O1f8eEXs2YxiGYWyHiPD7Ln8r//qpD3DQ7lOLsOg9iUkPsHznFrlsHUupmLLgRb8brkMSrkszWbJ0NU5bDgnxvg59FYUvz9I7Kgn5rieiMbNkcJFMlusOT+Mrlr7ikmv49OISlbScc4c4PDtuwUSUWhqWWoUs1qo04qggumZ6JtKQAtw7ISangduaZsueBb7LRp2TDUXre0kxwUbT8Kzsy/ubBbICfR7qL7GMj4YxJN30Puh1nkFMAHuIuTB9A6+/9D5+47n/kXXuaiXhdzUelyfEVsoZcsLyfOOerbIUpzEul6SYXFm8UY230uJzWdE2fBEYtKUTwtLytNIcAyyJRoIiSmGufrQFUxJC9gkBzau0/f0Hhdn6qMCTxK/wxM2J9PZdstbJ49SurGRYj+77eL1+may0HUOGrUcqVxt7KMW43Mnw7CqlsaoQK3w0Daqlgi3OybqQAVPtmSSLshgfrHCx9ECrLS3QRsss74iB8MPLI7RF3DBV4ZAJ+JoDrbnlZ+z7CXtuwaXqNrtuwZQmxOSALoZdRT4/UiyPCSHjY4XDxQBxFbLitpd/N1nAcvSnoGlZFyNMQt4qKN1y8yPsdOzDk91+H300xJ7TfC70xat4jGL/pQVaismV4pG1RYu+Vd/q7yRts5O8zMexj8UeS8sVcO48k+oxvN7E6y0qOT+yXYZhGIYxziPzL+K1F7+RX7/9j5jiWVJaPuWZbbIG29cZKBzER20iUNOGuGBR5DrUmqUPmR8bdSEztGuZVcGyS1VotKLVilaLmKMKIo5bfkYtnuf8eXZYcs4dgIfz1WEXJ3bBhGfbaQzvADNadmWBo2UmnokEyzRPDg/RxlcNHGoQvzTFKJU8b1UIia+KSeHJZYFME+4JnP/vkOqJExqHYRhnHRPAHnIuzn4P8/pRvG9o2+cpw1cPrUKGQeVLQcxH0+48SUiWMPR6cfSz4ySRrHRKCwLVMINNv17ds/PKY+kNWBSnq22zFdnRPry5/yDFTeM2hVTRY/X6pLpCcIEbWnyNBbMfm16srzcmdA3aSooztZludHcxt1knWQ0FlzHBVZNKE75Qyp9Hi7O53+wKGeKIpYyECrSqNAQro2SR1arQJOELF4WvGANM4aafcUjNoa+51p7DAy+bXOO8O6CiZSrhee1EQtyvEPg2jKHMtDSLbgbhPHDxnHBbHJeUuCAfmLH93GXUHCxNx9QNzo51x0DLhp3RpsR9OuacmNfbEmKfJPEru7eObxfkB1Y68l3J1pJlJ/n3ExYIdMGAz+zjKMMwDOOueGT2RmbVFWoaDvz1zq1/bK6YHv90cbik4VJ9C6fKLT9lyYRGhYWvUWDulkxceGzj1aEe9v2Updad0BYyP+YHvBMXHstdqm5zzh0ydQ1Xq5vU4vEqtBrmLE2MVHtJ9jnnFtR49lwbhC8V2uLhMQQr+TpeOycxG3XNamZqIcQiDa23zQJ5vxCQK+D2kPq1JzoSw3gpItr9xB/oOs8i5mfykDNxl6lkl2l9iZ36sWib0r/E3Y34VdqNJPGLeIFPfYV6WQxLqZ+HN/GpXi3J6bE/lj5RfJPwNMsJwYxb+jfP2/xuk7Qylb74lScsZb1MqgtHi189YMm+BQAAhAlJREFUi67OVOeIepvEr9i+FL+Osvy629jhR9trJUnrCOElVCw+bLZc2yh+aRa/fBS/tBC/vBIzPdJZf4UJryvErwlLX2Xxq36RC24fVKP4pZ34pYX4VUu2FJxJkLCqKH6BbiV+wfbiV3KXXBG/yOeLFvWPPAapA8nLx9ebxa+2EL+GwtZKv8XHofg1/Dxs0xV1f5Cuo/5ZnOxaFkjDMAzjjtipzzN1O8yqR9itLiPdVbxPmusm8atO4heem37Gggmt0hO/pq4ND980zC/2/ZSF1oCP17IsflGIXxej+FVJy9XqFpV4Gs2Je5L4dTGKX6J04ldwrcwjRiWKX4FJJ3hJnJNotCrP4ldyaRw+hB3ZIfRnxfeaOAK3B7J3n9ZhGIZxNCaAPeTM6se4OHszTXuDaXURGbHwGMuoWApOyRarvOR1ptO9suwmFVrkGEPZ8DuldC7bZjGtkp6j48pYesu03zaLd0NxbpzyBnzSG8Nw/eN9deIXZRbD3HZV1FqdNozXW+f22O+kFD2OFL/ucsKyjfiV6m0lvKzUgbGtWCfKNNEJsHsl8Ysk6AYhLIlfPkm2mvfWgooFNaKe636HFsd5d8D56pBWhZm0JIvFKgpQdXFu1HFdM6m6/ZvSjFcyPqkekp7C9qPkrTKWibT/29siiO0RjK07x/fKYyjjf208rp2wVq4jvx95Rkn5y6lQfZ5zs7cjUm1qZRiGYRijPDJ9GY/NX8V+e5Pd6kJ3FSuvneWMOM0pL1QHVKIcak1DDaosfbCxqsXHbJF5gtYSskA6fHctK+d7dZxfTKThnFvgES5WB0xoaTU/pg7ilzAl1FOFXRdikbW6esVPYldYR575DcUvUCSWuWIecvQc4n5lgQwjR1+A+q2ITO7LWgzjoWbFheIBvc4gJoCdAh4790cRqfA+RQfIl7ny0j9m6eRHImiNOdtlW5dS9MpP0YZCWL8/urbDE278d9cPaL9+vdsKAtqJXlVXsrltuQ4n/f0XPm+fyXHbet3ANrQdo9f2fj24uxN6VkKbJ1/9YOvxXftlUQ8dlIWzIgW8L6XcQz9BEZZas9Qah+ditU+ySatE8Qh1Z82YkwMkISynHFeq4jxI1ozb7ISjAsquCy6fGHNaGKu3aTTrhMZE5+pYZIHc9po4Vv/op8zDonCGVDLdcq2GYRiG0UdE+KKLf5BVe+pAWZIyPk6kZSINrUoUvcI8ImV8nEjLIJBWtAzrW2eVXhBVjKe56xbxIVuI69UWs4FyDrMry679LLpHjlGThbb0YKwu+nSxv9LuvHwIt5YHchOcJlZ2nTcM42SxGGCngEvzL+Pi7Et5+vb/QsiumC972l1ikwUK3YU1Wc6Uy9NVsC9GhOUpo1uyEEmZHJMwlWJA+aJl3wJKi7alINd/QleKXih4KZXa/vjo2oxfvbNYQTf+Rsueeivs3Z+nLJGt5oD+XX+FldZQAEjzpHLb6b1r15Zh2+J9aDl2zygHdUzKY5W7KO3UtPjUryeDlv3v5d4I085SLF2ShSji5yaut41nX3DhgzraMk2kZULLdeZcdrcRadmTQxp1ODyHPpwZlXO0KLV6DqI7gYTgc8ylOLdRWlocjlZTlLG4FcX5kChdXzdNPsslY8d82H6s/liQ+x4jx7w8H5NVZchclX/rw/XpSNdJnFwRK4+k3NIlInvsL/5tjAX2UlJyDcMwjIeFzz//JfzHaz/Lb17/WE/86V9V8tx1JktadSx8xYHWYV6hFRUtTjwTGlrvaKIFmFdY+OC2qOK6p3NCmDdWKEsfc5y7EE/svBxwvZ2jURybSgg0EJwkw7z8ps6YS8t1T5DfJFinV+Kz6CU5C2Sam9biaDRIa02a1YvQasjC3cbYwKU75MnQgOzC4t+j2pq1t2EYJ4YJYKcAJxM+/8p38+LBr7D0v4ujoqUJy0g3uNIJX/lSGlJCw/Bmt3/7HW0zOjFMVXF4dJDpsbTQGrME83Ft6QmZxPWPZ3EcBrnPljQ5y2L5xG2zUJRuyJuibmdNVig06WMpsIUJDTEGWnjCmDLs0PWX41yJyGB/lqJf/jeRY4tJr23qe8i9cHkc63MbKlYnLButiyR/zjmYxgOx5syAKYJGzAJJcD9QiJkNg7viUpUlyoEP0upMQiyvpJ1ccsEisq1ucUjFLT/httbxPAxZHifS4jW5WwpTVfZcQ00bAuB3lmApCC2oeDy+C4Rf4bqU48P9ONw3Y/u5KiboeR+s7tMswK6uI8RE8933sfVJ9E3uMj4Wcmv6rJJirXkaUkbIEGstCVvl7zIEyu8LYGOs/D7jD1Al2u/JearqSVr/HKq3EYsDZhiGYdwBUzfjjz357Xzi1nez8Ic4KnyRICoR4okK+37GrXbeJViaSsNOdYgqLLTmlp93CXZadV2WaUEQzXPdJk4ml9Q4VWppea69QI3nptth1y+4WN/iguyzrxMWfkITH/YdyIyJNGHd2rDrDtllwVyCiJUyNC/ID3XTHPYgzpoqHA1tfIAoMeO3i3PyFAj/6Lne/RHJFGQO7mWgL4DeArlwj9dhGA83R93L3q91nkVMADslTKpLXN75cg5vPU/rDxAakoVXyobnV35a+cI9LnytPjGrCBd1ooAAOdsN5OyOZb+lBZB0/ayOhq7eqqsk5MCiSTCT0TFupgxsv9J2xNzKkX8ktWSJI1n3rBO+Unfa9bMq+/Tbbpedx43smTtiWyuwI+odlTXSF1LOqvTX70eL99BWWdB2gmeFxDKPV7ilwoEGSXTX+WjBlPqLL4VrfspNncXA7uFMncXsjyHeWDiTL7sFF6WlEpiJrAiz6XM4luFI1FKRHCc3BbrftN3l503CV44Jl8WyFLx+6O6xdn2iI5Zg2f2xRVmS9ktf+IK+C3ESvzYJX7DBz14KIVxm4WmwtnHNhmEYhnFnnJ9c4RW7b+A/3/wVGr/AaxDAyrlpG6/dXiUGr1fOVYc4PPt+wqFOaTVklw6il6PVFGsLSsfCYAQW+pu4lqkEyWwiwYrsanWTRyc3UFVu+h0aHI5gDebw7LoFlbTsyYLz7oBaPOfEB1dKJTyAk5D9MT2EStfjOs4NqmKeOYkRSEPynu3Fr/uKzEEqwqzBrvOGYZwcJoCdImbVo1TMUGlRPRyIX6vRt1z3CYbKz5iwVIpffREp3EJPxLNOAOrWoNmce4wy+2T2gloVv0rxbmXgayjDlq8Noh8nGRrrpx9IJdm6p2exlVY7cNkaE79Kfa1s646RTXCFI+czGyqsqH9b1NPy4+ZRl5LMJpu1UfFLg/jlSZk7JZb1xa8KZe7C+dQP6B7Erxf9jBs6i727KH41TCU4Tmbxa8kl14Jm8SttukLv2Lt4NGuZFOfi+v287RPXMfGrf67143gcW/xKdYo7gDL22lD8UvrncbCCDNPWLjPnEds1Kn6NDE/9iyhTXHXVskAahmEYd82FyVVmbodLk8d4+vAT0eq4QbtkOeGhrpPgjXCuOqQS5VY75VCnMflO8GdI4ld6+Jvncv059ESC+CVRCHMol6ubPDa5TquOG34HH23SKglX2F0X1rsrCy64AwTlnHhq0RiyI6xlVPyKc9PyIetEUvqdLH4dOVl8EGEH/DVgCu4SlgXSMEbYPobIvV3nGcSC4J8iLs3fQqP7eD0k21j1s0Am+hZaw+VjgeyT+FW6QAVJIYhFOZ5C36os4Lr3vng2tl7NX1kV25KUcTxyXpwtjJ/iwiR+lQJW1QkShRvlBvFLWJ9BEoL4td34B/U2zlVkYyUZed1rhoLOUeJXr0yV5UD8Us2ZIRvoLL9msmr5lT4fUnEzil8+TmJrPNPoutvGaexcWi5Kg1eYSg6E3x3fgVgJGi2/+uJYuU15u9fv3RQzD9a7PK7rJ4lfx1nf+Bji+jWIX2Es2XpuKH6VFl9HXTOP+xv1/nPszL4CEXsuYxiGYdwdr9v7QgShlglTt4OIUDMjp72hcy3cccuQBdJXHOoEUNo4b1CVKH71EyRl0gMyzzQ+SKsltJ7IkscmN1CE234WI5z6br1ztwhWYNpy0R0CMHdD8Ssk5knX1Kp7z6JXmpvW3SM6pS7ml8eZGdw/KUzAPwOTL0Es4Y1hGCeICWCniJ36laTb185mqriAZjanOR5blmKFpZ773oIan2SNi19lvXTRX7feoXRTti0FrLUSzxqzrq3aFpSuXm6Q4jp8lq36S+JXSRc4nb4otzVHNlovTdyric12GRDTOrdba+lKkJIrpLZJ2BLgwKeJXggIu84K6ZafRgErBeaP2ZzQzjoSlPPS4uIQaxk/T8J54LrvjpR18g73aNFsvRtpepeVekkw2/Y4rIvTlkpbshXe2P5M+6ATx9gsgB1vrwjhaCqVu3SsloZhGIYxxuv3vpgLk6vcbm9wrrrQPdhJOMmxaGtpUYWlhuyOqEaxiiIj49jj4kwdLb/SnFiBS9VtKjwLX9HEGWF6YBzmJB5VOOeWuBjrdB7dHssZdXoAVd60OZGVh3SVBPGrKoKTbDVP0TFfkHuJEGbWPliAGYZhnCAmgJ0injv4WZyEp1u+CDffv2VNN85ZKuuHsc4XcIqaIikznHQCRbBCCZdYryFGQdkbvR7iZ41xhdI7yaoktPC9VspQhEjCyPBGvHz5wYvis5Ldt1b3Sp+0B1WVNk4O2qKFEgKu+24vavfSbuz9+uV/yBapqbt9flwb1eNKEFvW37LaNtZfUJ5luX5bJGZIbbszVEP2xwqoZTUBQrZoEhbqqGNA2AplQss0hrINU0NPjWdGy8KHJ6ith2U8N71mi8MkD/mYf8lrKvUxztmqK2J/Owf/abb+GmvRX29//2yKFXYcun2vIdFAkmU1LkzLS1fp9Hsas2YMfeVX+TsvX2O/OWWJyJzF4peje4phGIZh3DkTN+MtV96F0uLEMZEpDcu4NHswTF2DSJjDLmMWSJ8ecml+3FQGny/nlGl5pZ62DVdi7xXvlV054NBXHOiERkMoBwjXwloa1CtelRlLlm2w3lr68KBvqZLnIZrFuy4ju4a2IRu2L8p8nC+lB379ecrJsQSZw/JX7TpvGCOIP5nXWcR8TU4R+8tPUMkcqWY07ee6J0wVweKljAOWYm0lO5jyFjt9SrKLkIKF9p+Cua7HNq4hLyvrpX6XOJbxiVoX/FoVkRRQv5/qmaJteheku/kv1dtNl9IgCPZrlm3HBJSULTI8dSsD79P7ty8ppjZp+ZihfOgl93e0aLFSJx2UY3Ivn+wdNe56JFvkGGMK/DS6wGXpR2nFh+yE4tlxiqiE2GkKDZ5lrF1FcUxFeGR60AmT3XFSWAK3fcsCaHC8oOF5rMaYYucFzjtPTc6sCMTsSlDR0CI4zZkfK3Gjx32bYPibskAK431M4v5tu60rfwNanCLZ3rAUvHrnrAhTzcdriscLnctpErYFmNKX1du4PIS0lbVhbdNvKQnK3V6I1pWVTKmrV9C0n0R1H5HdNT0ZhmEYxna8+fJXcW35LP/+hf+FeXWOhT9YmUJV+Bgrtya4DrZUTjmP51BraKHVYME1TN9Uzh1vMgt2TupxOmEqDf95+QRTaZm7BTMaxAkqTZiXa8VtCdfe32nnwWXSt0xo2HMLzrlDZrTMJNusL6Mg5iWHFEkimRPPEh8TBoXZtlMX5yhl2qVx7p/1V9xDMgX3cvCfJWSBtDhghmGcDCaAnSJafwAiTOUiB+3nEDwtQrjU5hvXGBq/b7lBlqvKG9zyxjl9i1ERqGmjKbd2puR9pLAGCz2m2GFVZ3oeMkdCCEQ6HFPuiZ5gNxSsxijrrQbRH7FeKT5X5KD5VczuWMZbSO9azKSqbnqxGrBcyrZ3m/HxPolfW1ualarmfSXE/fIanl22UZCp435Zqucwpjaf4LoYGNkeLws3QhBqrnlhAfF3EUSvJHGdF+WqC+dyacOW9t00xtYoj3Edg82OSVsbY3PJar2hZdfYWeLiM2vfbd/YEZOVM2do7dW3vsrWaK0qTRxHspQUib+FolHK4eQVlkhXd3Uk/fh75d8UIStrIhcQqVFtURaACWCGYRjG3SEifNVj38TFySP80gs/xc3mxS4jZFcnvivKrlsycS0HvubFZpdW0xxa0KJ2OU9O1746JniqpWXHLXCinHcHTKWlkpaZNDhJEUnjOjX0MnMtFZ5dWXC5uk0lnl3aztKduJ6J5Gtq+cA4WLpLFxS/irPOnAXyxHNABsFLJsAC9BAwAcwwjJPBXCBPEXV1HvUNB81TCEqrLkpUffFrmHNwnfg1lLRy2yx+QRIMVsl9rIpfScxK4pdIX1dZFd0KqzH6k47BILu3deKXDpYP11fLMMPOuPhVNt4kfpVB9JP4dZR+tDbj4+gMZijpyci37Ujj56jXUVXukpCJsO1EoeQWOYkS1JIgfikwi+JX6Vo3dMP1Ci9G8UuRkNlJsyBzQeBRF85vX4hnxPdpz8IrHJskfo0Z5PXELxnZX4N69078GhtLfF8jfqXvbZdoQLv9l35vXcfSF78WxxC/hnQ3FAqNf57W30Skwpn1l2EYhnGPEBG+5Mo7+K9e+5f5vL0vZuZ2mLtzOAkikYpDJAhYE9dwu51wo9npxC/fzZrXiV9KHRPyTJL4hXLe7TN1DU5aZq6hfPhczrtnsqSmZUcWXIkxw3ZomRQxc0vxK48kPKBN89M6zi+rTvqiywJ55LTsgWSBfBH0JlCDs+u8YRgnhwlgp4iLsy+i0X1avQXqYgab8p5bGdr4lELXJvGLQjir8VTx1rlaI36ttg04koClTAr3stXA+v22pZh1lLvyqvjV37bhTbkWDZ3ksdRd8PtCwBp5ipYsxFLdvuVPKgsTkVKAWz9+WadprdlaehXuhQZ1n/WtI0lCjdcsfqXE3q16DuPyWSzriV0jwtANL51b67I7A8NUdEqw/ALw8QlueYwmkrMqOXIWyBQIfyhWrax9zU9kGNcrsU78KrftuOJX2XZ0LFH8CvXyb2zFkkyD+KVEEYy1m7dR/OqNT8L2LNunmE3ebNmhDMMwjHvOxM34/Zf/EDvVHo/OXsnUnaN2E4LFseAElr7idjuLD9JSoI88I1gVv0IW9HSFnrsFAuy4Q6auxSvMpUE0P8wtxbSJNNFyTLlS3SYFxp9KirEb56PkuWnOBind/GciEmc04ZGrxnnKtjyIeR0otE9B/UZEdh7IGg3DMMYwAewUcX76hRCj8HipuidTQy0Fxi52R2SG7LyklNTz0J2w31tfWEulKQuk60YXXB+Holy3XtIEoJw4bEDXb1spBo6KUJotv8qb91RWtl0dXxa66C2Xo9c70uboDS0GfQLcE2P6NV2UgVo9pSti2JeLKOUEMVUG586qyNMoHMbVNWSro3R+XnBKJdAU50k5xBSjq5dpKU4wtzqWR1COeax2mQXyTgPYqq4Gzj8qC+TY77sL+qvBjXT9mI8Wv/LYQlQzpaWqXrHtJhmGYRjGsXjD+TezV19i399ip7qEqqeJMTAFWOgEj0NUYwqd/nV+9CGtpGD6LSLhyjp3DarCVFISqfKBsXRtJxJSO51zC6ooes0kx/HMll65ZfeAN8XQLISwKl55XXEF32oect+D0gswAVqonrzP6zKMhxh9wK8ziglgp4gXDv4dTqbh5lT7sbKOsv7aVJasv8LFNfWTL/qb6VtDpbIkoh0lypXP3ra9oV5d36Z19Ot0VmKd9VcpYq22lsJsfH3Q+369zWOW8suxeTBP8bbgLgaSrL+SaBNEqJSOXDuhqhr58zV2fhxoLm9JNnphgA5lT0J8MBk5VytWrfuqDRPLbQWqvvVXZtM5VLpLHtf6a6MVliotpVtG7q/Xh0KKnDLMwjpkK7G6GJuyRJhy2PzGlq0MwzAM43jMq3N88aU/yNIfUsmcSiY4DlBCxsUDP0FQvKTgGasPc8vrXg4pokykRVWYuwYXRa9UVmZTTiTLL0XZcwtUYUoKxdB/CNvNTYv33E8SvfKM2slxrsIPigUwgebjlgXSMIwTxYLgnyJuLn4TJzvU1YTD9kUgZLch3vC35LyNSRAr5Zu2+Dy0HGsRUMVLyIQTnpTFAPjlq8hWkyYGIQNlFBBiwM82jkNEEQ1CV4q0UMXyMMo8Wt/1W7jjFXf9yTIlWbBI8UrZ6cplDOpBuDwDLOPFuQKWKfufuDjOLFM0hZDXkqySHCmSlo9bntzLcoStHFOs3M7ssinbmYudIFsHzV9H2r5BFxUVNaCiTIs/UekJ6iTG74IwwQwuezFAvgoiyWEw7OsdB49KkQWRYNGoBOGnxdOop0FpFWqEiQg14ZUG2OBpVVnShMlzUW8qVZcJMsdR2yyIpf2X86KO1111j8xx5pScqXKTKBacIpItY95vQfgSpl18MYnuzaXAlZ9GTyX8HWgFKtUcD6yrG9bYFusfxiwZ2z6hpq5fwaL5Tbwe4GS+dr8ZhmEYxp3y5Ve/hmcXT/Gb13+JmbuE1xt4DZkeg1jlabSOV8fNsxyRnL/8ZhuuW7fbGTeaHeZuwXRygwkNE7dq5+3itbtGqfC0OGaScymv8xoI1/38sLAp5qsu2q3VcVQpdIRImpumGcSDnFymLamhejm0v41lgTSMEVThQYvDZ1SMNgHsFNH6W4g4pu4xDtrncfH2dklNCjidbsuzCyL0L6+rGSLp2gCaAtZrjHsQ6lcSZK7Sbaot1jlmaugIQkQtGqW54Iq2TgZIT8HcYMg9SxTpC1ppi5LEULZxK/Xo9kbKAgkhtkIKZJ/c4TohTYmBVPNEI/VRhi8VFSTWK932svCVRbPBZudBHcFJaGUbp4dHmezJeL2x7dDef6GS74K2J4GHeG72o2iNGd81MYh+q54lYTJZIexJypqUJayWYCV1oJ5lFKx2Yr2pVF3gWYfrHcF1+yWLV7pSflTbHAh/sD9W1jGORsGvjAemkgUxVaW07kq9VbF1o0pDsJhryfHChn8xSpF6I/H36txFRGagDar7YAKYYRiGcR+o3YSvffK/Zq++xK9d+zcs2wpUggBGOTXZ9ABr3LNAgRZHq8Kirdj3M3bcIS+fvsBUVrNPKhIfHK/229UrCrq4m5IEr/QKc6A6zk3CK85NJD+YO5lckHHG7a7Ea7tlgTQM42QxF8hTROXOob5l2X6OSjwex6J7DpRuSrP74dBJcqwkiWU5bDiIametJSi1tJ34lYyuG4YB+PvrSMblE0l2aZvFrxQAdNTqi74F1fDyXjqsDct665O8LIlt02IyMRS/kjUYWopfyZWslA+iJKN9kSTVqLppyga1aGVRni5tJTTcRzZmjZQNr3X1GLoIloJPwKvvxK8qiV+syZ45oFHPwUD8qhF207GOoowvxK999SxQqlivQphJxeQOxa/t9mmffhbI7cWvLLYGwbAt2iUruPXiVxSCVVmQsz82ZAFsTPza9sKSzgDvX0T1AKSy4LiGYRjGfaV2E975+Dfzba/5i7x85/dQu0kMiN+XtsbmVrnG6sPiPLsLs2Kvwi0/55OLqzTavzKGWorX/kPR4YPpnLG6mDdqelgrnVfCZCB+ga6IX2tnH7LZYv3uqIEKJMYAo7KHXIYxgujJvM4iJoCdIs5P30DLAY2/jqpjGSN2lRdrt+ECN/rkiWzNlEWGlPFGqeITrSRqBbNst7G/JKZNpe3qHCV+pX6GAfNDjdz32DYNKcWvMbGsjstqyfuuQjormbxtEuuV4tdqFshk8ZWsispg5Ek40+5IbaIUjWDd5Owk2CCBHftVksSv8DmW9Sy/ymO56ewOeFUOogSUXPcE2JEcPcPFY536OoyWX1VRrxZHLQ6PdqJbGaNrZedw/KNV/nL7gfDz+2qbPmUdz1gg/PjSfG6XJCG4c3PUnAUytO+vMf++jyfKKi1N82mm9e8x90fDMAzjgXBx+ghfdOmdnK8v8Yrd17BTzancnFk1JV/RxmcnDl0zcc1SU4PDqWffT/nM4nIv9lUKSdIQQpRU+EIkKx9U9cneEFnUmkr2IkjiVyX5wVw/+ul67o8I1gIKsgv+JtSfFz4bhmGcECaAnSIuzb8M1QXg8ZLjF2S5JBBuelcv5qsXxhw4vyeERbnYdW1ysHrttR3rj2i1ky2lqg3yczlmGYhfCr2b9m0EsLwdI/W1nwUyCVdupOc0rUhCWHa0HK4vTT7Cv9pblsq2Eb/grPhpD62/hmVtIeOkY1Qa9m/ak8skbRWCzzQeTU8QKXuikSrLeK5Oop2XApOYZbW0/Fp7DLX8eOfHsBQD76RtO5C4xvorf8OddZZqF9OrXD72Cz9W2F0pP0xQlkwnb9i2tWEYhmHcNa/dexuz6jyNv8WV6S5es9cBxfvq/G3I8IFQjL8rDkfLTT/jUCfd8kYdPs5ebvoZIrBA8Agp/6SQY2qmNaQ5bJqb5iyQ2olfUpRtZXl+36aXabSAzkBA5l+7dWIowzCM+4EJYKeIG4v/iEiNqnRZ7Qojao57hRuaeZcWNxRCWBIfSmFt3aUtta1G2q6ixfo2CxvbWn8d1Ue6ga+KLJBJ9BizPHOy+SfUZZCUtJ2lddiYtGZI4Qa5ss81izbl3tto2l+0TckI2qL+RMpg9P31NuRsTKleivmV2owJdivbtOlIH7FIEJBSeLqTLJAj+zK9NC8r+0i/hc4tUnMyiWH/eazjYxml18ESqGiaT23T0jAMwzDuCbv1JV679xUs/G0u1hNqFyLoTtaKNNqfcWjvbaVuqzGLNY5rzW5RU2g0BNe45Se06qhQDjXNLPID6PzQb/UBbiX5IWyaazjJ4teRD+nuK8Xswn8G3Mth9vYTGIdhGEbGguCfIq4d/iqV7KKuwvtbBIklxNjyGi6+bfFUSdJFPF4T/cjFse3ZdAST7zZenJt4axwCceYJgYgW/QfKC3hwqcrSUqOuqysxGGgpK6WnX36kz4o+m0WQnN0u0beKg/24MGSBVGqBRXxGl4KsB3fIhO9lvCvDjPatvxixtvG0I1OSbScpp1k8S/ugGmylSnAbhXTMNFrGrbqehsxHhQQsyq7W8ThI+j+IPBpiY93W4B7ZHVOFmeQU5h6l0ZZ9DVKQi89bJ+KoozVYlTqmONeKQz8WhvZIyy7t75ckwA0tIsdI+2JG1a0nZ1QVfMwjmdw+h9acQsj+qMCEHBvNo/HvSrbEbIrxlYKYahAdSxu0inABCn8vHFX1Mg6XH0N1gch08/4wDMMwjHvEl1z5Jl5YfILP7v9vPD7b4bMHt6kkzG8b3d66OdtbZQ+MlFpKUG74OU9yrZuHLKlxKDUtz7U7PFLdZqFCjWMqPiboSX1nygd2jSYL75DBMsyNUyywfpIl6R7u5nnqcEaytVfC1tSAB6mRC99tcT4NwzhxTAA7RTTtDUQqZtWT7Pv/nYoGVWVJHYWWcAF2BOut/GRps71W+lSRbbyEkNkwWHKly7vGwPB+0HrYW/iWhazcZ9Wrm0eX+j7KwkQ2LEsMbbbKG/gy2kMddQwnaRJRppEO5CdsKQtPXt4Liq5ZaFyT7/FYE47TLH4BQZzS0n6x73iXHCND3Xi2xPqV5COUhKImyjtOHJMoxDS0+BjfaxlDyydrpwqhRmLq8NBLQ6gLIWi+Q5ggTCTIdFVhDThuHbW6PdtMqFPbYd7HTW3HfntlIoEUD6xFC1Fstb0DVCTuF437jV4ssNBfX/hKhID5ndTeW7Yk3FhUKuzUl3HuHKoNXm9TmQBmGIZhPCBm1Tn+yBN/gZ99+of59P6vcnUCzy2VWsM1rj2qg+ICNxTBgOjWGB4gJ6tyJNQ51Emw8lbhuVa4XN1mPyymFkVGwoSo0CW08fjuYWGIDyY4lW4ulMWuzcLX/SPOjeZfjUze+IDWaRgPHycRlP6sBsE3AewUUbk56j0NL1BLi/dwyKS7Lrt4u+qKs32bkJgOzW2LvpL4lWKB5bKjXQ3Ts6vUVkbaJtGrC8AfN2TTk7ij1rtJ/KqKOpPYUT8Q/qrLotOgkpWZHDdlIhwTv7afiLx0gt4/SMo4YL74vHIOyOoxCiJPG0WtYK8VRK8Wr8oCTxN7S+JXHcUvSBZoygKlIccCE2BKyAIJISh+luhWhrUifm17vemLX9u1HZ4jZRbNLPJF8UtXrSLzevsT/za+SvGrzAI5FL80il+lZemY7NsC++0tdt1FnFQIJn4ZhmEYD5Z5dZ53PvFdfO7gN/j4jZ/lt278r1xr9nlhsWChwkKDtTiSH8OtI9lQ5Tl2FYQqUZBdQo5IBywRqWmYRVtsaNpddl1D6w6Zs+QcC1wXjRSQ/kPbOspsNSkrtcQHctqPUtpZf+W8471r8krB3RJn1NUrQQ+Q6pX3snPDMIw7xgSwU8Tu5DV4Dmj9bVRhwSRehFOumSB+BWsQ2OZK1xPOSDe5QaxStAtmn8uO6lWjwU4WvzhC/ErCVBAx7kz8ghyoX2Jl1fWWXxAsiVKbekTUygFIU3B0pYp7a2wsZcaevJ1rxK+zqHSNsC4g/tg5UA0mdVqIXy7+p1H8UkJ8ryae20PLrySECXTiF2Txa4LrxK8w0RyfEA/Fr+MwFL+2bVMyzKJZil/rBLvUT6oP0MZA+MGVMVt+pV/w8NcxFL/G9kD67StCqwv2l5/h4vwPmHuEYRiGcSKICE/sfAFP7HwBb3vkfSz8bVz0a/iF5/4VP/vc/5cL1SWeOfxkFLQ230Z5PKqeR2ZPst/e5PP3vpD3vux9iCiqLSLRPTA+TA1lVVfmRNnf/zFu3vggzj2GNh9H2SflkKwG85Vx8St4MkBO4LR2rh4X3L0b5A7QguyCnAcWUL/6LvozDMO4d5gAdoq4uvN2fkO/L97eTuONr+9uTpPAs634FS6guXYSFWpZX7a55yR+DduWbm2xHsN64O7iWrwiXxXiV7L6UrLbY2rjobMGGgpXeXz9IOrrGIpfZT8rlAGYeoVnSBkrToqjRKCxSZ0v2iRLrk740Sxq5Vyn+VgnScsX4ldVrGMiVRxizrQ0vgn943U8MevO2w4ZZnxU6AW/76+3qBPrle4fXVD8DeLW0C2yLB/WD7+hCa0eMpu+2bJDGYZhGCdO7abULlskv/ny2/n3L/4MjS7ZrS9wo3kBlI3XLFXPzM2pZUolNb//8h9mXl841jjczjdw+/b/G9V9xJ1D/S3CY71wBQ/zlTh36QLi5zlnmdRpbB56X5AKtAV3FfQauCdg+hX3e62G8XCjGl4Pep1nEMsCeYq4vfzdLgvkUoc3m+NxBDZRujSNCVJd0Pte2dF9skXbTWWb+h1HV/or3b5KgTBZmI1lgRyOJbxLUbY+E+Edxfw64zqADgSbVDYu2vT3fRB8gsSZAsBqDBQr0AVxpxCGSkvDdMyTtVNYHg5IXViauS1cIe6Ge2n9lVwo2+K3d5QAxuBzmfBhVKPt6q0Xx8ZQliiOQ//ili0MwzAM48FxaXqVz9/7Qvb9LXaqvRBSYUN0sLTsXHWBm82LXJ09wev2fu+x11tVV9iZvwttb+B1AfTn5+kBYGlx3k/C1C/bljt/5CaghyATkB3QBbLzxyy5jWEYLxnMAuwU8cLBL1LJDt6Bbw+7gPS1+CgqC03heNhdCotrYikEZ1uYIBqEDHz55jbYh4UGPoavz/HAfHwqVWR1lCSbpcCd4XKtWrhYSlpjKAtCBV27crjlBGDTzXh5s14KWUns0qJ8kZZrfrLmo3VbCi6arOjSPsm5HFMWniC59aYcQk+MyONfNTM/m5G+Mv3wsdqVJVEKStmKriTVS71UVF0/KfZVl6RAlEmxvJTQPJ5WU7yscJZ6hUNSRibPgYbyOrrJBnfZ/LtK59NowNmRwzsmRh0lfmkh7A5r9qOPpGxQYZvSuy/2cIqBlvpLVl5pz04IP4lkGdcI1MktMtbrfqexoIp9tyvCcM6OVWamqt3j3Dr4t6g20S3EMAzDMF46fNVj38BnDz/F0wefYa++zI3meVptcFQ9SzBPS6st56rzLPWQ3fo8X/PEtxzpMrmOvb0/y+Hi39Mc/hwwxdF0yzpLr2Jykcr61vHrH9L2uGsTsbgW9xj452D6ZbDzJ+6mQ8M4GygPPij92TQAMwuw00TjryFSM69fToUylwUzafAaUi0vqOlH8opylQqqgtcQLUwJcQcq8VTimYjiJLsJluJOCpGPSsheAdTii1eM7yXJ1SwJZ2VOxyQu5bhg2vuWL9tSvBJjZYFudBvqrPbRixUGoDl+WFk/TSwqXBcHrIq39JVIyB45stKyrYz8ZxRPL0U68Wts7+R9OVyaj1bKeCgSBKtaHDOpmUvNrkyZSc1UwrFrY1D8RYimx1IJL8LLd+8+WlRGkUnBa86sWAaezyOK31VXLnBj15/N1o7j6yj3hIuyV/peCloKaPrBFqSkEKVImzKgVhJePnbmi/5acqbH0E5pEJaEpOzaewXxu0U6gVvkEs5dRFni9daaLTcMwzCMk+PC5BLf9Io/x8t3XoPHM3FzQqbpBY0uaPyShT+k9S0TmeLEcXFyhf/i5d/OK3Zfd8frrdxlLp7/70Dm5Ad+g0u4jMwgH/iUMq1wArQwezty4S9ZbE/DMF5S2GP2U4QwBVWUW8zdAlXlQCe0UeccXizTjbMvblxdtBgDpSrih6UWTobuhLme4JmIL2Wxwnor26NQtK2zHdhKjK8UCL+zDtNgcVX2sV7Q0rXLS/fHsM2BSvLnLttltPAJZTnIaPpcx5r9GAwpfP/YuIqgpMfWn8+oOBZPuKHgsy7mWrYwHFoMZiuydBTa2KNX5ZAmxPxSzwLtAr6XseIEmMVzwiFMujM0rkuli3NXJkegGEMnRh3zKWu2dly1f0t9r6wDOtfPtE+SQKe9/lZ/F10fIhCtvRqCNVwZCN8PNqIlWZoejUYRDD2g0jY+QbfLkmEYhvHS5Mr0Ub7lVf8XfvPGf+BjL/48n7r9W+y3t1jqAYhnKjPm1Q6PzF7G77/0B/h9F97C3uTiXa+3qh6nrh5H1SP+c6AH/eusKgzjkd2VNdedNAzeIEx+D7L3f4XplyEyudMBGIZh3BfsTuMUMa+fwOsB3t8EhQOd0uKQ6Ow0JLtPpe+6In4FE2o4WvxSJu544ldeRxC/+tfpnAWyzLEnRR/rL806vkyK7U0W2nFREr+CGXnf8iXU64tfALX0EkyHthKW5pQAvdVvL37J2i9nllK22ZRwYFz8ynG9kk1UEtO0EL9aDdGoSvErHTcFppLFzgmrQmeyBqviuVFmUhoKU91gtzi890r88gzELz1C/Ip4gviVMqeuE7+8EsWvbTYsL/d6wGH7FHuzL8bJ7hHtDMMwDOPkmFVzvujSl/OFF7+M5xdPBwHML/HaMq1mzNycq7MnqGLCnHuBc48ich7V27jqSWg/hVATgneUM98yXERm40OpO0o+k2bNU8CDTMG9CvRF5Ny3I7O330GfhmEY9x8TwE4RV3f+EL/14g+iNHiZ0GqKtbPNha2fyXHFDZD1IpSi0fKrX2/sBrgvSESBbWR4pTzUW2/8sGmLSsFsMKDRsZRVSsfMsbTRSXgJaaaDwFFFaxcnKRLY+DRjGJx0IyP6wVmWwUrhZ9N+WFdP4jFKDoIpvhdAm9qosiyO3lD8qgniqAdm3ZmfccXxzTG4+sLv3bjaHyV+ja2jc3fsxK9iWRS/VvsbrFc1iF/FK/S9eiS2tfxa3YIar7c5N/tyywJpGIZhPBSICFdnjz+QdTm3y3z+R7l1+/+F8gTCZwm+FzWOJj6cSo+Y6R7R5TLtxVItNmJ0fZuvxIW/hExAFyHmFwuoHofpH7izjTQMw3gAWAywU0Sr17qb4aWmkO2b8d1Ne5JzQvDqRBaDVm9rXee+GJaHC66O3ISvjsIVEYSGwlpZ1o8U1h/TOKvrLzsvRbFsjdXvW9eUVcX+THkAt88CSa+ecTTSOyPGy4eMu532hdehCLSMmZpS/Cui9dewXVUIoqOTyIgbicOx8ZgfoRhte7aMrcMXEtfYE+FthpBEr2TZuK4fr+kXcXyfiyTFtf7wWO0MwzAM46ww3/kanJxDuQVyEWjw1KRrbhmbk+5zmhcPrtobHjZtdwWPjwa1AalBzoPuw+xdiNvbcosMw+jQE3qdQcwC7BTx/P7PU7kd2sbTaJK2QpwtjRkYvaboWIEs6GjM7qi0uCgA+Jg5L1t39d2iJC5XDjXkfKsJ/Sc7kCQTuGi+VV6Eu2ySmpeJ5BvtMJZ80z20Sht7F+glpd5sLZQrDW/qlWAZNBTnfHyCtoyjTw6myeUzub0NXfT6Ys7mvzarQsa2VnynGe1ZWOXSMWG2v6+U4AboNeU9zMdRCHHcBFiIZ1cdXpKllXQWV60G996WcL42MZJWGo0rPtfxilKOo5LyN1cmQFiztZrPuvzbC2MpY5KFWkl8ZqUNxbk5IQT5T/tgeH6Xn4eWYVXc7nTBCNkw++6TLULOC5vGDH13jHJkeZ+BUrur3Dj8OVRb5B66jRiGYRjGaaCu38DO7p/i9q1/gJdzOG6DHuCpcDS05Ae0Pn72Ws6tsxWYaDm7PQ4jj6jlUfDPwOQLkN1vuhebahiGcd8wAewUsfDPIdTMJ6/g5uHvMpElFR6Po6EKMlZ5rdMc4D08CUpPkFKexhB/K1l/leJQuPyF1m0UwgRYxrZpabjo6sAxSmiiSJbFq+iuqcGkPDux5Xblk6100zwUwXIOyVw3fZBYsdtSoZeNb2gl1C2TLDN0koVq56qVYkJJnGRsiu81HovtrItb68mCYt6nw6DyJVWsn2JdeTxe+0HxQ9bOEBLfiUQhR4Nbo0R3wegO2cbg7whdRsjSxdIR4telzwK02lKJkJM4CF6j4CbZurB3dmtymtRC4Mq/u01WW+k9THb7wlqSkdLEN/TqY+ZF6c7x5B5ZWkWm9Xax8KRvJee7fpOYnZ1887jT35TSni6NO/9+KjlPXV3F6z5eb1HJhZEtNgzDMIyzi4iwt/fnQBtu7/8TWp1T0eBZQpxXN1EOS9dnV4hhUnwOHY6s48hRlOKXgpwDGpj8vpDx0V25NxtrGGcNr+H1oNd5BjEB7BSRbSkadtwCVFlQd1kgw7LC3mPoD0aweZnE29xKciD8VHnsNjZlaBSUSkJ+uEpyBsfkUtl2rUNZskVL9aQY0qqdSB5oVx9WpKbyNny4cQq44klYEsEc+bvr9ZPKQn9VlGEc0rm5VV1IdRDZFJp9FRO+tiOJYLDeei7V8b2A7z4GgU8WUilwvcTsnsHG0cd+O8tE9Sxi22WcLDZR/CqnfUJInjA8d+pB7Ljyc5lEoU+2pqLof1vr5ND3up6DmJdFwX5D1dW9OrbeIHSlQPfZMrPBde6PqW3KLDsmfA1HHv7ahMQDpRBvGIZhGEYfkYq98/9nprMvYf/2P2Nx+HOgz6N6i5Q4KsSnjRbgXXxaSNmwU1l+aFV6GuTH3KyUpfoOZAZyHurXI/M/BvN3I84eXhmG8dLHBLBTxKx6DK9LWv8CKCyYRPGrjIs1kIyKu2wRZUISsLYTv3JZEL/KLJCl+JVvhFfFr5QFclX86q9JYr00ojGXyH7bvsLXGWtHEawsK/vrlUVrtOQmJ1E8gSx+ATjZLvNdsiJbK36NFpsgANuLX93nUfGLI8Qv7YlfSfBZJ37BduJXWm/VCbrDbbtz8SusY7P41cbehq6NY4HwV9YrEvdl2BfJLRlK8Su3TeLX2F+MdbR6i0X7NDuT1+Lk3FZtDMMwDOMsIiLMZm9nNns7TfO7NM1/xvsbaPsUlbsCNKC3EXkE0WcRdxHRFvQWuFgmFwEP/ja4q6DPglyIZbdi2TNFWVnvPOIuh++TL0TEbicNw3h4sL9Yp4jL87fz2y9+CNUGlZpWs3C1kXi3XRXRs/riF4NPrNSrygySnbik3VOn7O7UD3Cvsf4m8au3/uibuC5L5bqNK0WF0i1sOJZeWRS/yuD3VU/giFkgpVorzmzFERtv8tdm8SssT6+c3bEUcuoiVoUU4ldvHRpcB4KIk139kvhVyjnpnIV87tRF8Pt8rvWFsKPEr7Lt9uKXrD2FkjVc+h0OGSsbW29bjCm5PjbF9vRdHVM/25y5oQehptHrnJ//AUQsN4thGIZhbENdv5q6fvVJD8MwDOOhwe40ThEiEyCIAK1WKzegm25Ik+VWELNWb4HHWpa3uinGV+lsmW/kZaUsyxEjWRtHWY33ddT4hst7xtzKyFjGyzoLnhUxI1lzpbbbSVXm+nhvGTr2KcmyKZ2TWawcZmgsrb+SK55AZzlWCj5D99gx68Mk5/THR2c1eBR3cmZsyruYBL28lcW4dPVXN/Y7LF0ky6D3vhDehm23E7/S+LPAqSZ+GYZhGIZhGIZxnzALsFPE8/s/QyVzWt/SkN0QXbxlTc6QOrh1DzJO27tRbntLYRiWvm89lcUCAbwGBzNiWfI3zDfLKSh5YBjcPt9IZ/uebEmmOE0WKTmQfs8STMaFifTdF2Vpne2wTIIIEjLoRZFOoOkkjjBqh3RCgnTiyurNfymS9aSIgZIyJo71gu+fVdaopEopYUEbj0vvfFBlESUtp8nfNywr5ZaUHalV3wWLXaowK45AWpdqGQMr9NOSAsb7rm9N54RKl2W1E00lbUMmia3bW3/R2bJJMcZy/6Rz0vXPvJHf2/h6/WBhRQ6sm4TkHFjXdb+vVNb/NQ5J4l1LJRe4cfBv0QverMAMwzAMwzCMM4MojNig3Pd1nkVO9C7jp3/6p3nve9/Ly172MkSEH/uxH+st/57v+R6+4Au+gHPnznH58mXe9a538Qu/8Asb+/x7f+/v8ZVf+ZVcvny5a/Pv/t2/u49b8dLhsP0sIlNm9csQYELDXBbMZMlEWmrxTKRlGgPduyiHOTxOkqAkqAqiITtehVKjVIQbX1e8Z+FJ8LF2QxWzQroQf0xS8O8s7lSUt8KCL14Njia2zW5tYZQtQkPFoluP6+o3SFyvkAxbyvENLWRKyx5dUyZk6xolxIdqNQglKa5SeIXoU141ZhzsyzIh8LmLcZoGIoAm4WxDXDAj7B3J+0jjfk/7voz7leJVqcJSPTdoucmS2zTcZsEhLa16VLNzbDoHHMJEKmY45lTsOeGcc+w4qAWQkMH0EGEJHAKL9B7jhi0JYlgDLFVZqnJIiC3WxHNnge+WpfMouSt6SklvM6lN2ic+ik7p5ZAuEG7FagB+KfpZsRCjtKILMc8mEt6dQI1Si3ZllQSRLfyt0O7303ceHady55jUj9P4a3i9vdW2G4ZhGIZhGIZhHIcTFcBu3brFm970Jj74wQ+OLn/DG97ABz/4QX71V3+Vn/3Zn+U1r3kN7373u3nmmWfW9vnRj36UP/2n/zT/6l/9K/7Nv/k3vOpVr+Ld7343n/70p+/XZrxkUG2DSOAqdmTJVBqCbYXLNkRKFJJc58IkUWJKwekr8bgYBL90BVxLV0Gp8FRRXKukHyTf4anX3Ngnl6rkflhF6ysZLE+rK4PtS3x3saySoYulDkS3VSGvLBOgRnoZHsPyICQ4DTGlUka/JGx1tTsBLvcxvtuCqGNsTxK+fHEedWKY+k74adRzm5bDaKeVju2MigmOWsJLCG6C7eC8TMclCFbKQmFf4VDLuFlZ3qkJ4tDwvCrfc1y91Dq+tB8rrNyu9bHP8qsqrMaGtVOvXQbHJLRptsLUkbbJqbQs8yRRjy7wfbKAa1S6TJChLIvY2zEh/2LbzVUNwzAMwzAM4zShJ/Q6g5yoC+R73vMe3vOe96xd/i3f8i297z/wAz/Ahz/8YX7lV36Fd77znaNt/tE/+ke973/v7/09/qf/6X/iX/7Lf8n73ve+ux/0S5hpdQXvF6i+iMNHkSuQbq47yyySi2S+QVeUWvzaG/a1KCBB/OpuyiW7TALRMmT8dj6LW9KJWGN1Un99m5IslIX19tvlbes7Yrk19SAFM+87MyYZK6zDFWXSfe6tQ6WrN0YndwxN00ZqGoFg2dUP257ErzKbYavKfpS0kuWhANN4xIKlksOPCF/lulIWyDYKX0NZJh2ZmnDeafxcCqpKsIwaeLp2llhCcqPtPIVXx0LfBbZ3HiODPbJKFrny72/Tta8fUS3Xb+i7KyehK/cpRdlwi8fIy1p/DaFmWj9OZVkgDcMwDMMwDMO4Dzw0gVYWiwU//MM/zMWLF3nTm960dbvbt2+zXC65cuXK2jqHh4dcv36993oYuTz/clT38XqI78SvfOvso/VXKX5BGfw+2Vhtd/vaIUR7snDzvBpEP4hf6yhzNA7Fr/IGvRS9ZFCm0fJrrOfhmlfr5cyQyaor9d1fRxa/ksuikt0k++u4Vz+t44QTP70EgWtV/FopU+UwylrZBQ8mhSVeEr/8hnMyWEyFGFcLza6xifLcSOJXsh5MwptCF3S/L8DmnnrC6RZqc9+KcfW8G1K6MXZClfaFsCFjglonfmlu08b1Z1fSVHasvx4kKa/xz7E3/QpLp24YhmEYhmEYxn3hJS+A/fN//s/Z29tjPp/zgz/4g/zkT/4kjzzyyNbtv/u7v5uXv/zlvOtd71pb5wMf+AAXL17sXq985SvvxdAfONPqcdLta5a48i2u7ywzMlLcCqcWW7k95g7Q4pa3dDUsrb/GhKg0Ou2EiaPCZQ+XjWWVXBWu+mPZXFbJqqiQBK4yflKZeW+1v83xvMbigBlHs+78Kd+TcJWsoyC5JUoUSWWl7Rht9zvqJ0gYUoqp5bk4LBsTz4bxuDYxtJ2UrnwzZXyw3Nf6tmM2msFCczWG3mqW2XWS8zYEGb6uzPrLMAzDMAzDOFukIPgP+nUWeckLYO94xzv42Mc+xs///M/zNV/zNXzzN38zTz/99FZt//pf/+v8yI/8CB/5yEeYz+dr673//e/n2rVr3euTn/zkvRr+A+WF/X9NJXNUJVrG5JDhITK8J0cES1GBNGY5VLzm2EBhSQ6m3XeV0t5S130LTlatRmuz2F/OBjfmeiygnhQBzBc9t0Wf/Rb9229FQYZjHt+Osl65TekGPwUhLx3GulhMUi5LNkTRBa8r8ahAG8Oa+6LeSn9bcpy6p5VhzK+03yFZh4WyRWH9lQLi42HpPUvvab1y6FsOtaXRGDcs1tOYxKDxIUC9V2XRS2owPHeDOVQbf15tOufJ7pLDxAjlORa2IQXw1+6cHR7tcn39tv3zrjzXfJcgYNCXbj6X1lmEZUuvQe2uv3x2x1QU3fvw70X/e2KJkx1uHP7ikWM0DMMwDMMwDMO4E17yvibnzp3j9a9/Pa9//et529vexud//ufz4Q9/mPe///0b233/938/3/d938dP/dRP8cVf/MUb685mM2az2b0c9olw0HwKJzNmk10Wy8/EvIzBKUlFumDZHhdu2GNmxUC4qXaEGEoCiGjn0JTsotL30CL8o5LCzMOyq+9jIHvtBIl0O1z2V0XxCgUfO06OmGUg/DHXx3QbXWZqpOtbOlErrc8RhDlHiLc0tJHzcS+43pqG60sRmfq2LqlUkCgopvFudoEzNlNm0kwiaymG+ZRFUXOpU7rYXckizKcjoC0VIeR6TUp2oDFro++Eq06ElfB0pBRNSzvAZfe7CFRxveU5VmZAbbuWdPHHSpfboZXV2DtF21IczedXf5R5HYovzs9Sfhq6SUKhbRH2F5KD34cMk4qXQuwDau2LeEnuKretHHM6niLnmNYvZ9k+jdd9KtnFMAzDMAzDMAzjXvKSF8CGqCqHh4cb6/yNv/E3+Kt/9a/yEz/xE7zlLW95QCM7ebweggiV7DGJUcCCNYgj2X+B0KrQxKhcNf24X4LiJH/O7zpycy6D++yQ6TG4nHmmEm6NW2QQeywLW51lifQD4dddBDPie19468SOkf2QpKmcjS9HGasliBTljX4SKcLnFOy+n/1RAFHpApUPczsKhetjoT9Irz8Tvo5DZzelfcunVNYSXkkEC+/RclD7QdshnAczCe6QNcJEBK/KfmEplc7JhmjZBZ1IHI7xEOnE1S7jY/xZVNBzuUx9lEJo+t65Q8bfQvy4Yb/0++wvD/+W53HYf8mKLNfTQVnXh67GAlOCSK3keIL570oxGE3CV3ZBXUfIGCs4t4OLUqSy3NDCMAzDMAzDMAzjzjhRAezmzZt8/OMf777/9m//Nh/72Me4cuUKV69e5Xu/93v5+q//ep588kmee+45PvShD/GpT32KP/kn/2TX5n3vex8vf/nL+cAHPgAEt8e/9Jf+Ev/4H/9jXvOa1/DZz34WgL29Pfb29h7sBj5g6uoS6hsa/RROgp2H1/ImNYtfoNSFpVLKApnELyjf+2GtFVhNWZezQLoofpXrHRO/kktiWa8UvxKd9dZgjetvrLP4VdpyHSl+SRI6RsSvVKY5sHkeXwis3itVcOK2E79k+GXVguescZT41aQyTW6EdOKXKizpH2cB5pLigdGJXweds3Bf/EqWS0n8GjvXyph5+RzKQlk9iCe3SfzqHfFCBBvfL/0+17EifundiV+dO7Fma04/GIF2wtj6/da3nIy0z9Myo3KXcGb9ZRiGYRiGYRjGfeBEY4D94i/+Im9+85t585vfDMB3fdd38eY3v5m//Jf/MlVV8eu//ut84zd+I294wxv4uq/7Op555hl+5md+hje+8Y1dH5/4xCd46qmnuu8f+tCHWCwWfNM3fRNPPvlk9/r+7//+B759D5oLszfj9Tat3qbLyyiFHZcSxa8yMH0ZSD6XpRNjbU63gXlKDq+vzKLlVz+7Y+qvEL+6rnK9UvwqhbihNcymEzcJEuV2VKyKX9LVy6JWKYSUkpYM6vVFNBftgHJpEr+SDHG8qEarVkNniX68NHriV1kGdOJXsv6CIGAN9/dU8jkzlXDUDwfiV2obxKIs7qwTcdJoh+IXBPFrXZuhwFr+tkrrxjG2F7/KmHb9tsqIALVmHYkyDlgZ2Wu13mbxa3zs8bi2n2Vv9hacTDa0NAzDMAzDMIzThaieyOsscqIWYF/1VV+1MeDxRz7ykSP7+OhHP9r7/ju/8zt3OaqHl3OTNxBu4SFGI4qBq8PtZgp/L/HWvozNoygiSfgpyhjEBQLGnK6S/DOJbVryeqVXbzXOkEq6Yc4CxybBbPTGv1MRtBO1SjGrHmk0Vq8UJDaV9cUMIcUAY6XtZkGjP/ZVzpr4NSQ5J5bnTZvkL9WirBRo+vWF8GvwwCwKk020hirFrxSiPZ1vm45bFrD6ZcGtuL/+sn75eeOxHTknjpMMYRgXT3W19VgqhtVA90lwzJ/za9X6a/U3v2mMaTOFEGXskFl1dYuWhmEYhmEYhmEYx+clnwXS2J4XD34OJ1NC/rWYIS/+G1zFgvjl6GdS7N/chhbDG97yc/8GOYtaSnCDbOONsC/6K90n/eA99eMY3pD3x8LKsuGrn3UubdvYektEpLMeKiW+nJVPO4EwlZXBvcssjxob5+yVDHo5KgPk6VTi03b399X6MuiLNmVZmbFTizLon7fpvSKIMyhUGqzFlppjfCXhrMviqNGNLy70GsUdzf0EsWfVNbgTPYuskhobltuSPpc5EYe/reE+GROmFHpZLMt1eMrv/TZl2VFkEY3eX5XhyMO/KfrX2C99+LlcxwKRKQeL/2hZIA3DMAzDMIyzhT+h1x3woQ99iNe+9rXM53O+9Eu/lJ/5mZ9ZW/cjH/kIX/3VX82jjz7KhQsX+Iqv+Ap+4id+4s5WfI8wAewUcXvxn6lkh6m70t2OhvyMSi3KrjTMpaEWD8E7kjbag6kkaayK2SEdDRXL4tXgyJG8IKWJC7e1oe0BNYfUNFqhKmghSXmENobJ97GvZK81tPhKAlZyUwwvjZkttYvlVBFimU1FmRLsSMqYTGl8y/hqWb0t94V4kES7fIuuXb22WJ7+TRkGSxmgFBJbfPwvSxjbBsN/2K2/xgSusnxdGSTxK58D0qUYEKY4ahyVSHTozXtKJJwXwQoxnNuHCDdUuK6Opzx81sM1hQXCgQq3FW4B+wgLdexrxYE6Dqk4iK99Kg4RFkjhJindOeFJsbFgH7gd3w+AQ2BBtDrT4TmWfiHDfVaeU+NiVRLYQqbLNCYNQpWWwlUWwkqLt/QbKgP4l783ijbJhbjuXtpl0kzLJig7KDt45nhmKFM8U5QJnklsM4m/2RAAP2y1kwnT6hUcNr+D6sHI1hqGYRiGYRiGcZL86I/+KH/hL/wF/uJf/Iv88i//Ml/5lV/Je97zHj7xiU+M1v/pn/5pvvqrv5of//Ef55d+6Zd4xzvewXvf+15++Zd/+QGPPPPQZYE01uP1NohjIpdx/hmgfwOdglMnMQooMj5mshtTcYNKKUyVt+PB9qUqov+Em2jFyTAH3yqCFpko8zry+vKohmWCUsl6S5bhzT7kG/6hS1qOASaDfZHaDONyrWZ3LAPlI0HMyLLN8bJAPsziV9/y7Q7aqw4ks75AtoiSWqPKIgpA6UxrFZrBuRZEp2BfOBGNollcRnINLuv1Sb+BSXEOioTzbygWpWOf2qU/sJVIITLlcye5yJbi6Xb7Zzi+cgjajWUsmP3YOkrLubGHQWkf60i91b8fI1aWvZGV8faCPZ+TC4hMgQavBzh2RkZhGIZhGIZhGKeRdbP0+71OuH79eq90Npsxm81GW/zAD/wA3/7t386f/bN/FoAf+qEf4id+4if423/7b3dJCUt+6Id+qPf9+77v+/in//Sf8s/+2T/r4sA/aMwC7BRRuT3Utxz6z5GiVmXxKzs+Jlkr23ON0c8QmWOC9W1JRPvilyMJU0nUGt4eZwRlIncnfq1jk/hV4ljN/lj+6aljiHvttVmRvIY5IEHLzJDbZoFMdR9+7lT88pvELw3iVxvFr0PVniizTvxqo/g1jeJX6YzXpt+EZiGsJItfvjt3JKqcyfJpjDHxC+idOSmz6aj4teYkOEr86uqxjfglvXpj2R89MTGADsWvkV+3HH3plm6t8XsUEtHn8f4WUOGcZYE0DMMwDMMwjAfBK1/5Si5evNi9xoQsgMViwS/90i/x7ne/u1f+7ne/m5//+Z/fal3ee27cuMGVK1fuetx3ilmAnSL2pm/k0/qPaXWfFIMLEbyWll9J/OoHge+jXVbHHNA9l5UOW64QsFLmxSRqbXYr1uCKGVkV2wZlEm7QS/Fh3TrGxK/SUqcU3FwXgF8G6w3i17CsFLqSMDa0DoNsUVbWO1rYUh52+evoGGcb2mrpErna3zKKXxotv1K9JGA1Q9k0iloAE8nJERJJ/FKlkLcyqaQmt02iaxJTR7dUc9KF8ndWdWIpnfhVNAkccfj7Quzdk90kxwWz8bIN0vZQQV5DShvRtaFF/afZmf0XOBl/4mQYhmEYhmEYxr3lk5/8JBcuXOi+r7P+evbZZ2nblscff7xX/vjjj/PZz352q3X9zb/5N7l16xbf/M3ffOcDvktMADtFXJh9KRqzQAo10PQys+Xb1Zy1cYy+6JUFoHxvm26AtauXLGuSDY0v6o1RCl3D+F+lWNSVdeJXXnacuH1jYkG2/BpfL+vGQha91tm3pSx8Y+LYCtupYw8Fdyp+QQhqP+wjffaqtPF8Ww6skULb/vdQlo9iNVhWWiql1AklUtSs4ihKS8hN2T2rrmWw/uq3zefGcBuPYhjLa229kbGNl60GyR9royP7e2wMxzbc7naIEKL3LZhPXn2cHgzDMAzDMAzj4efkPCC5cOFCTwA7CpH+XYCqrpSN8SM/8iN8z/d8D//0n/5THnvssWMN9V5iLpCniGuHv4TIlBBEO+Q11OLVxf1iVejJZHEsiztjgpniZLWek21+ucFFcnW9w9+9jo5v1UWyz3Db5MiyEQuukdKyJIkYo21lrN523I2AdNLczdjHMv+V/bXkjI/N4FwJll5ZkExl6XwfU/nLtmNnWSqpijGI9AXbdbjC+iv3J73fyt0e5Xupl5YCV1dGP8ZXKhvbVytsOTiJ/4TqS6Bm2fz2do0NwzAMwzAMw3hgPPLII1RVtWLt9fTTT69YhQ350R/9Ub7927+df/JP/gnvete77ucwj8QswE4RNxf/iUp2wFUc+ue78qq7lfXdTWyy5Eo2N0K23ko36IqwjCUpdo8r6rfRuc9BtM4RFhokgyqKXEOxwMeeDrQiOfy56IDmUJDwnsW64pZbwz9lnw5FJMceKy1z8naELHypLL289t08RYYChQ7a5Ihenja+l8ukayVx65ooRCZ5Rrp/KUoeXrYNeJ8C2/s19YaiUK7v8VH0atQXMbNiDC/NlofJ7bfVbGGlwBJhoVn8zSPPxyud02kcIVspNFQcxPPKaTiuKYNhRXB1TMJYGktal8Q2lWQ3yv55Xm5LsnRbFaNWBV/pWT+WYu4mi66S0vpraMWY+h77LVXowNpOenHY/IbzOQvOUTrulOHQ86R+GQfLX8ProblBGoZhGIZhGGeH5HbxoNd5DKbTKV/6pV/KT/7kT/LH//gf78p/8id/km/4hm9Y2+5HfuRH+G/+m/+GH/mRH+Frv/Zr73S09wwTwE4Rrb8J4pjK4xz6FyjtNZKg1b9BzcJXv162x0rCVxaBtHs5snuYjzfCNUot7YqlSxLdWrIlTBKt6vLXFy13khg1FOn6FlwhEH4/AH+vq6JuwJFd1FzRj4gM2mrnvjiM+7Va5uJ61meBHHIahK9tLL42CV/98yMT3B09rXqWBNfHUJYC18fg8ZrP15Th1Gs+18rzeBisPv8W+rHtmr7k2rXNwld4TeNJlbIjes3ndjqvHDCVHPOrFFqJ26FxXx4Vy67verhqe7itO3A6aj2xsXgfLpM15ek339/P4wwFts5eVHJ55S7hZBdoUH8bKhPADMMwDMMwDOOlxHd913fxrd/6rbzlLW/hK77iK/jhH/5hPvGJT/Dn//yfB+D9738/n/70p/mH//AfAkH8et/73sff+lt/i7e97W2d9djOzg4XL148kW0wAewU4eQc6j0LnuuV55vV/o19ygI5vAGmEwZCabqZT1kgh+JXG5fWeCbiix5yf6leip+U+qtHbt1dGkxh+jU2lkqy0LApJtMm8QtW/ZhLK62xoPdVVya9QPi9XjQFwu+7QJaWYisD7Jq+tIPhH0f8akekrzFRJxGsvVp8zPjou7JCbGJV/PJI586YzvewrtVMp3l5PhdbcqbUPM5wjks8T0Pge2UWO2zID2ua7nzJ59ZM+mKYkt0j22JfjolXR7lZlmfVtg9vRsWvYj8Ol6W+vbASB+xI8UuK7ej9llf7F8D7a6g7j8gEkfmWW2QYhmEYhmEYxoPiT/2pP8Vzzz3HX/krf4WnnnqKL/zCL+THf/zHefWrXw3AU089xSc+8Ymu/t/9u3+Xpmn4zu/8Tr7zO7+zK/+2b/s2/v7f//sPeviACWCnit3pa2l1n0b3uzIRuiyQJeVN+eqSLBqUglOZGbISja5PoXVFyP441t+Y5ZeiTDoZor/2Pv0Q/p1wJqVF2vp7bIn/COPiVxkIP7fpi19J9CrFr7JsLF7Y1uLXQ8i2sb78hppj5RrFr+C2GM8vTWkdVsUvWBW/+n33s4qmZWUsvJSNMYtf2rWoYkmw+gqtpy4sXZLFr3bQnwJz6Sd3UOgE27sRv/rWVBuUpRHGBK6yfFT8Gi0rR7DZ8qv/Yf24YMmy+TR783eaAGYYhmEYhmGcKUTD60Gv8074ju/4Dr7jO75jdNlQ1ProRz96Zyu5j1gQ/FPE5fkfoGUZLYjiLbuOxeXRaItVlozdzPYlgfC5H8A+1aiLsmz9lQWJVK+zhKEvTJRth6ReSiEslW0VEF+Jbmz98TlZlaP68bnSWPsiWVlW1hv2M5Qn1opfI398XqrB8I+TsXCd2+M6krVY2bZvaTQcy+o5W5aNnWOlOJaWZevIfMTKjI8pEH4t2Vps1Woyr6smC2vDDKd+0HbIUXLW6i90O8Zs9sLfhi3a6vi+3xTvC44jzQnCFGXBfPr7tsoiYxiGYRiGYRiGcVxMADtF3Fz+JiI1pYvaupvsUgzqowPRJpVl58h0I59ugKtCUBu7dc3uaKU74uqt90pbHQpIfTeyotoG4awU71ZP+FWRKo1vVeAq7beSwOVG1uxGbuBPg+XXcVgX7B7WW3+lNl1sLNWYXKGwUirEmE4cW2P9NSZ+6eBcLN0hy5rpfK7IQlgtfcGrFJdLIXYiq+eVk+Ea7pXEefe93Kn11yaOe7YrDYKjaZ8+ZkvDMAzDMAzDMIztMBfIU8S1g49RyS6IR/U64HEiODxeBR/dvJQcswhy9sckdJUiURINkttWcg6TLnNjiADWqpB1n3xznyKClYLDmDiR+u7Tt/pKZWl866zIhv3JoJ6OlI2tP2V4DEHck8taqNXGPeKKlo4YE0zp2ZS6zvptswvkgxbJhhkcg6i3vYWXFm1HhUAEH2Utrz6ua3Wfly6nQWgSKhwNwfVQVTkkZFRsNEglSfxKRyi5KKbjsbqOJIAqquF8XuKi2NZ3LBRC5siQiEXZpwaUA6+I81HwLbKmStqf4bWvafuzm25djKPMNprahX3atxAbjl+gCxy/7kwphe9tjuTQKnLd7yGLwCkSYPjsNSXA6AuQ68boijWE/ZbP+rp6gv3F/4rqEpHJFqM3DMMwDMMwDMPYHhPAThGH7ecQf42aBQ2eFodXifGNoB+NKn3KmR6Hwlf5LsRskaKdxVfInph6zTfA/Rvp8RyITZQ7hjn37gel0NV3dDua1M5137NYVFqLld8VRTSKfrK6jK6Hk7EMGwaxT8LXcbI6hnZ94asvvigej++Esj59gSSvPQmNbSxZKhwqNBpEKR/P5XS2VYX0Ulon9USj9NIQ66vp7A9Xrfwgx8xLsb1qabv11IVI3G1DtErzkvsqEzWUgfDL+kge16YskL2XZiFsyLqYYuvoWbPRP0apez8oS/VK4au0DFsV9nRQVgxctdsHU3cF5y6gNHi9RSWXjrElhmEYhmEYhvHwIgpynIn8PVrnWcQEsFPCovkctw5+DuUWrVY0VN0N/9DeqhS/XBQa0s35+I24RtkhZMNLgkMSv4Y3zmOxxIaSU+gtrL1iW8eqO+NOftubLFmSoCUES6Xh8lRSBsIfW4Mc4YF8P7JBlkKXdEdye6svX7QtR1bKZ0HA8rH+KsN9moQb7doqXpV9hYUGsWXRE76SVVUpmsnoOkrxaxntFfti8MA6UFNg/WC/NpW2y3g6kdBbRZ9OPNLg6pgylk4La61Vq0qycDayj1aTUAysFns/KR21HNvEMKvjsO1YfyFZgHT7SJHevl/9rQxt61hZmpY1epNKLyJSIUyPsSWGYRiGYRiGYRjbYTHATgFeD/ntF/4KrX8Rr9Gta0X8Ku20+uJXinN0pPglWfxKcbiGN8ljN+EysiRLL4WF2pjJywhD67SRjtf2k9uudt4rS+LFoI8sfoUskMNRjIlf465gxU9vg8Z1L4Phj1l53Zn4tTrkofhVlpWMtR2KX0qw+lpEZWa5RvzKAtdm8QvCb+Eo8SuMJTn3embSdq6OE+kLxWXbvpVk2I6J5HqlmFWyTvwq+9+YNELz23HFr7TesbbrBLGh+FXu++OKX+VYUFA9ZNF8hto9jsjOMbbGMAzDMAzDMAxjO0wAOwW8uP+z3Dz8j0yrV0S3rSAXDMWvzHhQ+1Wyi6Ij39w7OfrG9iiy9Yd2t8qrN/G5LN+UC15XxYcxAaBzaRuUbdMWVcaS0WVRw61YZ/UzSK4Xv1asuh6Q+enQ7fF4bTPDtmW/nRukjktrq2eirhxjVeUwFrbRyqhsV1orjtkOrqxDoelFa1tfLwXEzwKbUkf74BDjbfwXBTnQfUUWrtZai21gKLD1LL9G+rtTa+l14tem4PdJ9BoKj+Pn+bYIwgTPATuzt1oWSMMwDMMwDONsoXoyrzOICWAPOarKs7f/BaAg0S1JiVYsfYY3/+tu5FfWAbiBU/Jxfy5pPeva5aDmq+tOPaTxZvesNSLTiHVaElHKG/cYgmgwwrEOV4vHAsZLsWwTJxX3a5uy0bZauk1uXsem7I9jbUvLsdR2qbFc+8kaUs2UoXHT6PvWX9J9H1qLae9zFo2rKHplMUtXjvjQ+itJRJXkMlj9nNpusv4qP288W+7gunUnglk+TtniK5WNXUSOc4aHfdEAQutv3MHoDMMwDMMwDMMwjsZigD3kLNqnuLX4NSp3kUN/gxCViiJrY4qxFS1zupv8bH3TxNvZZIeVvf6yFYwvLHFU8+1vsA4bt5Y6CqUffl1VUFl1aFNKd7cgILUE1800pvW2bqGs7eqFPeFG2rqi0ZgVSpmtMK8vCwJdPVkX9+vOuNexwO6ur9W2m4XLzQwFJYiuj2SRaJ2QNObGOrZlyRW4FLDG6vnu+NKJbE5yi9JqcmW9hehVWn8NLbeOY/1Vlq1rd9zz7KgHPWOLO3dJLcTjI3o57hkmQOUe4dbhv0G1QcQuTYZhGIZhGIZh3FvMAuwhp/HXUG1wMsXrEkRwMsXhmcmSuTTU0sZYVhID1ychIAgDKch3Hd9zlsdAGeVHcV2cJB/jKi1xNCpH3lynfoZWN/33cbesJD108aI03ZhLiHnGqlAwtDpryKJfElZ817aw7pHNogNHLNt0838S1l/3ks0WYOOft2k71s+9FBG3kSSzRFy2678f1X5MgL0Tjjr/7rb/47VdtfrqL7lzOlHZXaKuruA5xOutu+zVMAzDMAzDMAxjFXvM/pAjPTsTIcSuaplFuafBoZ1NShKOsi1U1dmEDXNF9tdylOTjo4RUqe8C5I/VS7ZmfUsc6ZamEPNJjBhmzxMUlb7rnAO85Fhl/chhfYuVNkp+lZQiWChzI7lgt3UTHba5tzzcolniTvblw8a9Fe3ux7l0J9y/IycyBZTK7ZFsQlcjpxmGYRiGYRiGYdw9JoA95EyqR3Eyo/X7VDINtlm6iFnbqp4d15j4xUD8Gr3NleyuuImQ0bFC1HcuhIIgMkW1YVo9jpM5SE12rJywbJ9hUj3KKy7+BeA2lVyh1eeo5HyopTep5GosCzfKXm91ZbXbAwWvN6jkKl6fpXLnQQWvN3ByFa/P4dweqKB6A5GrkMoIZe3yt1je/oeIXEb8Z4EFQVJb9Cy3srXZatl6kjNpUW/dzn4Js2k7t3XbO4qK7LI6tv4jVz5cpNuNKB3TXtKEpCsXbdftg6HF4Vi941h2rXXwlLLkzvOEbjuWnK5i3KXz+GdsEORFXPzbsECY4PWASfU4Ts4du0fDMAzDMAzDeFgRVeQBB6V/0Ot7qWAC2EPOpLrMpZ0/yLO3fpyJPMJCPhluirUv0GTCLWxycSxvatfeyB7jLlcJQcfrJCfIFAAnc6b1yxhad6h6WrnO4+f/DFfOvXu7ldwnvL/O9cVHUX8LqseR9tPAlCDHeMo4UptEjmCVNp7Vcnxnbz4C91oSu5uYYmNty+haZWy0oTSzuoXJIrDfdupg4WNcKJR2sMYUr83FZeXCsb1YidLqagB7oS/oODw+isYtEtftqKMcl6wNS+vFpK3lWGWCJ8SnGz/+GmPMjVbYKDLpSJvjCo3r1rupv05Cl3ChHEskMDyuq7XyMhFBVREmMd7XBCfnafznuLjzdZYF0jAMwzAMwzCM+4LFADsFXN39oziZotwMwbuVeAvex3e36PlG1x3j9vmo0NZS1As3uILEUPV1dYUx16bGP0/tLnJ5511bj+N+4dwFpvM/iuptkPPRUq0ljzvvKz+yNxSNXqhZbOlLO7FsxNXyfotf2b20X7ZVW1ltW/Yyvo7tzqtsnyi4+K2KL4RopdhvsS5jaOnuKuS+Xe/MXz+u0vm21fCn0Uc7xeAqO2gtq8dHgDZWSkJpz3ayUIvG/viOCV8e6EXZ763vzuyvRrpaU5biBqa2+YzedKRHxb/4rmgQuaRG8dTuCl6vU7nzXNj56u03xDAMwzAMwzBOA6on8zqDmAB2Ctibvpmru3+UZfsM4QZzVSDI53eZUVGjq2R+efKNfvnahiz6JOufCmWJkx0m1aMr9Zv2BZQlj5//L5nWj229vfeT+e6foq4/D/XPgnuUsDcc6aeSttGT3RnL7U6FfQuYQvXQ4T49mUhPm/MhrlLW8oPxlsJXF8VNZPSPiy9apfqOLE+ltnMXPjvCWTQUhpIVWLUiJq6e+yIwkVXZbKxechpuoxWYICx1Naqcll+KbdP4nlw4Q1muuElKHI4rJ2gI7svr2t3JH3EZvI/3l5dWxbcsghWi7sgaRu3/Oh1viuoSJ/Mg3uuCK+f+DJP6ZcfcEsMwDMMwDMMwjO0wAewUICK88tJ/y6x+JUGGWbWbgSzjlCHotQuS74rPQYroBAnYWqPJt/dTwKMq1O5x0OBtq6o0/gaHzaeC+LX3rTy696fvaLvvB656jHOX/irV5PWoLlA5R5ZbsoURKE2UgqKzJ5AFniAuKlnaiUhenj49KNfHoRWYjo1vXVvJQlVqO9Z3ELTcFiJYbu+iCBbsBcMIJyLsOHACdTwzs3AYxCkPOB2zYpTOJTGNuBLPVHyxBdneq9x6J0oVbb4WWtFGZ+GlhvckECeXxKElVMpM2mgQwVa2V0qRcL0VWF8Ey9s+brU1vp/XUVp0leOnKOvLvUkcDMcjuU/neuNC+WpZeNIU/j55hBonOyieK3vfypW99x1jKwzDMAzDMAzjlDC0PnlQrzOIxQA7JTiZcXH+VhbtU7TaIv72ikixiXwjrBvdInMEqLE6OYvjrH4Zl3fexrJ9gf3lx1m0nyJJRZXb5eL87Vw9914uzP/ASy7mT1W/jr1Lf4vD/R/jcP9foO3vgr9FkiOS4CVAg0YBh05J8GSZqSfExH9yjsv0vc+4G+G9KZPekc4RvVZzgA4txILbmovWUGXbtG2Ci6aGOQaaF4/TZDWWJZzhfnE4nCpt1zvMRHEOFl5xCg3QdHtPaAkZQV1cX9vbAtcJkFkEgxmeRquirotbkrfHCYiG+GJLrfA4KvGoOmqJdlmi3V6MId27LWwJwtBSg0hWQRxnFoxcXG+I6xX2SymU5b0leOkLTY7V+GrS9di3OBuxc4vHMoiH4VhI1yrXki7eWXcmiFBp9MaMscB8GmNxTiTxbBg8X7ofgeBkh7q6yrnZl3Fx9+vZm33lS+7vgGEYhmEYhmEYpwsTwE4RISPknFn1OIeL30A7p8Y+w4yOK+JX0kLW3I+mG/M+gpMps+plNP4Gr7z0XTy6915Ulf3lr7O//M94PcDJDrvT38vO5HX3YIvvH656hJ29P8t8979kufh3qH8W334O1Ws4eRzVZxA5h6pDuI7Io6DPIbIXhaBrqHsM8c8hsgPUoNfAPYroCyBzlAniXwD3OKLPgcyBKfgXg/ulPgeyA0wGZXNgBv55cI/Fshkwj2WPgr4AMgV2wD8X6z0PMkW6sjAWlRphF/HPoe5xRJ9HmaCyg/hnY9kLYRtkF+efRd1joC8CFcg58M+Cexyn1wCHyi74Z1H3aNgXCMge3j+DyKOoXgcEkb3Y9lGEUKZyHvVPgzyK12sgDs8ei/ZpxD3G0l8Pkpc7T9s+TV09hvrriChOzrNsn6WqHsX7myCKkwu0/mlq9xje30DFI3KJRfsMlXuUVm+iKLVcpPFPU7tH8XoTxePkIgv/DLU8gnILoWHqLtL6z1HLVeAWaEvlLtH4p6nkETy3UG2p3OVQzz0C3EK0oXKXUf85RB4B9oElIpdp/dOIXEW5HV0Dr9D6z+Hc1VBPl1TuMj7WEw6BQ0Su4P3TIFeABeg+4h7B+8+BXAYWqB7g3NXYdqzsEtDgdR/nrtK2TyMuld3GuUdp26dxcgEVRfUWzl2laZ9B5CLgafU2lXuUpX8ax0WQFu9vMakepfFPI1zAicfrTSbVK6irS8wmX8B88voH84M2DMMwDMMwDOPMYwLYKeLS/O08ffN/BlpqOcdCX6S0+FgX5y67Q2n5ZSN9fSx8mrhHEamZ1U9waecrwxIRdqe/l93p772zjTphxO0wnf/hkx6GYRiGYRiGYRiGcRo5CZfEM+oCaTHAThHnpl/E7vT30PjnWO8C1aeM6nT3DkiO1t/iys47mFSX7ro3wzAMwzAMwzAMwzCMe4EJYKcIEeHJ89+GyJxGb7Du8IZg3TlmURe4XTbFxwtRjgRfvEqp2rFsn2ZaP8Fje3/8fm2iYRiGYRiGYRiGYZweVE/mdQYxAeyUcXH+ZTx+/s8QwmKv2nQFyUp676TP6sIrloUsb0qNZ4KP79q96lhW0Xbuk6+7/D+wM3nVA9lWwzAMwzAMwzAMwzCMbTAB7BRycf4VTKpHqGSPLry9ZqsviZnr0nv/JFBE07IgcLlBNr2STiSTllpqdiavvK/bZhiGYRiGYRiGYRiGcVxMADuF1O4CtTuHc7sIrhO/YJjxcZjwMbk5glOlirZgR8UGE5GY+XCfT7zw1/F6eD82yzAMwzAMwzAMwzBOF+YC+cAwAewUMqseZ169nEX7DFBF8Stmg4x1VsUvOvELlEqO+4NombjL3Dj4Nzx36/9z9xthGIZhGIZhGIZhGIZxjzAB7BQiItTVJRQFrcjiV84MmcSvTBbHquLzdpkhQy3ndgDHc7f+BarN3W2EYRiGYRiGYRiGYZx21mWiu9+vM4gJYKeQ1t9mf/nbVDLDsyyWaHee+/gqs0CGMgVRWrb/bYReHa2/QV1d5qD5HW4c/uK92yDDMAzDMAzDMAzDMIy7wASwU8hh+zkaf5N5/Sqg6spThC+Po8XFd6FFaLqyioXWNFragW1GcDiZ4nUfJzPAc9h88v5snGEYhmEYhmEYhmEYxjGpT3oAxr3H6yGKp3YzKreD90sYcXpMbo/hpd17Le12AfC7hVXxRVFVC4RvGIZhGIZhGIZhGEcgqsgDDkr/oNf3UsEswE4hlZxDpOKweZHG315Tqy9+uVg2ieJXGRx/FCkzSi5RbUNPGuOBye492RbDMAzDMAzDMAzDMIy7xQSwU8i8fjlT9zgHzWcHS6T3KWV8TLZhNR7XRfQ6Ah1+XVDJBbzepHI77M1+/91sgmEYhmEYhmEYhmGcfiwI/gPDBLBTiIhjVj+B4hEmIzX6WR6TEFaJ78ruBOdmNP4ae9M3szN53R32YhiGYRiGYRiGYRiGcW+xGGCnEK8Lbi8/iUiN6mKwtIwFlq2/quLznamiwrJ9nmn1GI/s/fE7HbphGIZhGIZhGIZhnCFOwiTrbJqAmQB2CjlonmLhX2CnegW3m08A7UodH22/gs2X0lKxVIcALv4Aa1FcV3OELlBYbKUHPHH+v+bC/G33ZbsMwzAMwzAMwzAMwzDuBHOBPIW0egDqqas9aneB1cOcMzamAPjp3aHUeGbSUkXxSwHPJo1YcNRMqkd5ZO9P3IctMgzDMAzDMAzDMAzDuHPMAuwUUskcxKHaUsmMJRVB9CotwbQX/yuJYHWRBTIgRYvcLiwKPUyqR6jkPM7NcTK7fxtmGIZhGIZhGIZhGKcJ1fB60Os8g5gF2ClkXj/JrHqMpb9B5Xaio6MvasiI+BWsv7L4Neb4qNFmLC8RKqbVY3g9YG/6+xG50xD6hmEYhmEYhmEYhmEY9wcTwE4hTqY8ce5rUF1Ssdez5wqsZoFUlFp8UTqGxCWCiiOHzK8Rqbiy+557uyGGYRiGYRiGYRiGcZrxJ/Q6g5gAdkp5dPcdTKurHLSfjrLVmIljmfkx2HYdZQipsY5qsgNTFs2nmdev48L8y+7tRhiGYRiGYRiGYRiGYdwDTAA7pczqx3j95f8WxUdRq4pLkhNj+hZELQ8sqGhwtAhtrDUUxKSzAgOoUVqc2+XVV/4iIhZSzjAMwzAMwzAMwzCMlx4mgJ1iru6+nUvzL0XiYQ6ZHosg9lEMq1AqSfZcgke6d9+Ty/qCmOAQah459w3sTD7vgWyTYRiGYRiGYRiGYZwWJN6XP+jXWcQEsFPOuclrmbjLTNzeipSVgt6HbzAUupJUVopgKQaYSM188hom1SPM6lfe780wDMMwDMMwDMMwDMO4Y8xn7ZSzO3k1yBL1txERVBWJ1l4V45HBEikbpKB4HBXg3AzVltpdwDHHyyHz+lUPYEsMwzAMwzAMwzAM45QxFnvoQazzDGIWYKecR3bejuoB0FLGAXNdbLDNJBEMQqIIoUIQptVVGv8i8/q17M2+5D6M3DAMwzAMwzAMwzAM495gFmCnnNvN7+KoaAAI1l+Q4n1tR8r3CELrF1RuhjABucXVc1+HSLW5A8MwDMMwDMMwDMMwVvEaXg96nWcQswA75bx48Is4t0MluwQbrhBkr3+6h28uxgVzXVC8YS0FEWbVIzT+eS7Ov5Kr577uQWyGYRiGYRiGYRiGYRjGHWMC2Cmn8dcQKub1y4CUYSJ8QgVRQhZIfE8Aq+IruErmzJGOCYrn8u67eNXl/wEn0xPaMsMwDMMwDMMwDMMwjO0wF8hTjjABwOttXBHWPrhDBoEruUOOGUE6kmhWAcLe7E288tJ3cn72VnN9NAzDMAzDMAzDMIy7wqLgPyhMADvlzOsnUT1k6Z/ruT5KtO6CfqD7IYriRBAmOLnIyy7+n7gwf9uDGLphGIZhGIZhGIZhGMY9wVwgTzlX5n8I1QNUG/pZILWQvMbFr7xsirLAuQkX5196H0drGIZhGIZhGIZhGGcJBX3ArzNqAWYC2Cmn1WuIjB1m3Wj5tYogeLwe3rOxGYZhGIZhGIZhGIZhPAhMADvlvHDw81TMEaYQ431J4fqo8T+P4mMN38sBKaguqeQ8oFw/+IWT2RDDMAzDMAzDMAzDMIw75EQFsJ/+6Z/mve99Ly972csQEX7sx36st/x7vud7+IIv+ALOnTvH5cuXede73sUv/MJmAebXfu3X+MZv/EZe85rXICL80A/90P3bgIeAZfs8IhN2Ji8HwNF2wfBTeHvf5X0MjpGpzMcoYYpjZ/JaBMeyff7EtsUwDMMwDMMwDMMwThV6Qq8zyIkKYLdu3eJNb3oTH/zgB0eXv+ENb+CDH/wgv/qrv8rP/uzP8prXvIZ3v/vdPPPMM2v7vH37Nq973ev4a3/tr/HEE0/cr6E/NEg6xNpSS5vyP8ZXELc2uUGmPJGqHkRg1J3SMAzDMAzDMAzDMAzjpcuJZoF8z3vew3ve8561y7/lW76l9/0HfuAH+PCHP8yv/Mqv8M53vnO0zVvf+lbe+ta3AvDd3/3d926wDymT6iqqhzT+WVS1C30fHB+3E7MUuLn8XWZuh4m7ch9HaxiGYRiGYRiGYRhniC4w/QNe5xnkoTHnWSwW/PAP/zAXL17kTW960z3t+/DwkOvXr/dep4UrO38I2EdZIIXeqVsHv1ccNa3exlNxcf62+zJOwzAMwzAMwzAMwzCM+8VLXgD75//8n7O3t8d8PucHf/AH+cmf/EkeeeSRe7qOD3zgA1y8eLF7vfKVr7yn/Z8kgusFvc/v2wpgBNdHkrvkS/6UMQzDMAzDMAzDMIyHA/Un8zqDvOTVjHe84x187GMf4+d//uf5mq/5Gr75m7+Zp59++p6u4/3vfz/Xrl3rXp/85Cfvaf8nyYsH/5pK5qjWKC3EEPeyku9xLAekkrNAzlE8Lx78uxPcGsMwDMMwDMMwDMMwjOPzkhfAzp07x+tf/3re9ra38eEPf5i6rvnwhz98T9cxm824cOFC73VaOGw+h6LUbhrzOgbnx/QueCo8NUodc0FWsayKYhnAzuTzECqW7bMnuj2GYRiGYRiGYRiGYRjH5USD4N8Jqsrh4eFJD+OhQNVz8/A/0PgXQ4HE+Hrpy5ow+Fp8qgBEEarQnvY+j9owDMMwDMMwDMMwzgjJ+epBr/MMcqIC2M2bN/n4xz/eff/t3/5tPvaxj3HlyhWuXr3K937v9/L1X//1PPnkkzz33HN86EMf4lOf+hR/8k/+ya7N+973Pl7+8pfzgQ98AAjB8v/Tf/pP3edPf/rTfOxjH2Nvb4/Xv/71D3YDT5inrv99bje/werZvV78ykvLKGEti+a38exQu4v3ZayGYRiGYRiGYRiGYRj3ixMVwH7xF3+Rd7zjHd337/qu7wLg277t2/g7f+fv8Ou//uv8g3/wD3j22We5evUqb33rW/mZn/kZ3vjGN3ZtPvGJT+BclnI+85nP8OY3v7n7/v3f//18//d/P3/4D/9hPvrRj97/jXqJcGvxG3zu1o9Suwu0/ibgQXP2x6NC4OflijCl1WvU1YxL87fev0EbhmEYhmEYhmEYxllCNbwe9DrPICcqgH3VV30VumHHf+QjHzmyj6Go9ZrXvGZjn2eF52///2j9LSbuMQ75DKDR5ivYVx4jByQhVNwSh6N2pyc+mmEYhmEYhmEYhmEYZ4OXfBB84/i0/ibP7/8UlZyj1WsIgqqgnfhVZnnc9IKUBVKYAS3XD3/xwW+QYRiGYRiGYRiGYRjGXfDQBcE3jmbRPk3rb1HJeZbtM4DgxOG0AY52f0woGnJAimdn8hpaf53D5jP3adSGYRiGYRiGYRiGccYwF8gHhlmAnUK8LgBFxOH1FsISoUHYXvwi1q1EqXBUco5gDba4L2M2DMMwDMMwDMMwDMO4X5gF2CmkcucRqWnaZ1G9yR3nOJX0T8ui+QRKReX27t1ADcMwDMMwDMMwDOMso5yABdiDXd1LBbMAO4XMqpcxq55k2T5Fd4i3PcGleMWGQk3jn0NEOT/7kns9XMMwDMMwDMMwDMMwjPuKWYCdQkSEafUo4IEZwgJNgtYdKL1ChbLEUTOtnryHIzUMwzAMwzAMwzCMM0yZg+5BrvMMYhZgpxCvhxwufwuRKVDE7Loj8QuUJTABGm4t/sO9GaRhGIZhGIZhGIZhGMYDwgSwU8ii+QyNv8a8fhXJl7EL57WJoHb1vgY8s+oVgGN/+Vv3drCGYRiGYRiGYRiGYRj3GXOBPIV4PQA8Tnap3UUa/zwhlpcGV8hNlmCjIlnFpLrCsn0K1YP7MWTDMAzDMAzDMAzDOHuoD68Hvc4ziAlgpxAn54AK1QYnM4Q6fOcAQY+2BOuRskA+hdLi3Ln7MmbDMAzDMAzDMAzDMIz7hblAnkJm9cuY1S+n9dejGCaEQ+2Kz9uQ6lUs/ecQgXPTN96HERuGYRiGYRiGYRjGGUT1ZF5nEBPATiEiNVfPfS1KQyV7iEyAFmESa2xj7ijdu5MZSotQM6ted38GbRiGYRiGYRiGYRiGcZ8wAeyUcmnnjzCtn2Dpn6F2VwmiV7IC24YQLExwgEeoUBoOmo/fryEbhmEYhmEYhmEYhmHcF0wAO6VMqqu86tL7qasLqDZU7gLQxHhg2wQB84CgOBTPpHoCEG4v/tN9HbdhGIZhGIZhGIZhnBn0hF5nEBPATjHn51/Ka6/8P9iZvAonc4QZxzvbPdBQy2Vm9csQHF5v378BG4ZhGIZhGIZhGIZh3AcsC+QpZ2/2Zn7P4/9Pru3/HM/f/nFuLn6FxfIzeG6R3Bz7SPcK1mJKq9dYNM+iKCLzB70JhmEYhmEYhmEYhnE6OYmg9Gc0CL4JYGcAJzMu7/4RLu/+EVSVZ2/9z/zu8x/A6y0EF4PkK31BLLhJqiqqSxbtJ5lUV9mZvP6EtsIwDMMwDMMwDMMwDOPOMBfIM4aIcGnnHSgLwEfxC8qsj2WMMBFBmKAxfti56Rc94BEbhmEYhmEYhmEYxulE1Z/I6yxiAtgZ5Pbi1xGpYjSwLU58CRkklYZF++n7PTzDMAzDMAzDMAzDMIx7iglgZ5Cbh/+eSnap3XlUFyjtmpqK0qDaMHFXAeHm4S8/yKEahmEYhmEYhmEYhmHcNSaAnUEafx1wzCevo3YXURq8HgSxiza+lng9BDyT6hHmk1chOFp/86SHbxiGYRiGYRiGYRinAz2h1xnEguCfQZzMABBq5pPX0fobLP1ztP4G0BJigDkm1RUm1RWcnOvaikxPZMyGYRiGYRiGYRiGYRh3iglgZ5BZ/QogBNsTcVTuApW70Lk7CoJIDVRdG68HII5Z/fITGrVhGIZhGIZhGIZhnDJUw+tBr/MMYi6QZ5BLO3+E2l2g9dd65UKNkzkiM0rxC6BpX2Bev4rzs7c8wJEahmEYhmEYhmEYhmHcPSaAnUGm9WNc2PmDtHoD1ebI+l4PgJYr574uWoYZhmEYhmEYhmEYhmE8PJgAdkZ58vyfZT55HYv2KVSXa+t5v8+yfZrz8y/n6u57H+AIDcMwDMMwDMMwDOOUk1wgH/TrDGIC2BllWj/Ga698LzuTz2fRfo5F8xSt30e1RbWh9Tc5bD5Fo89zcf52Xn35L1G5nZMetmEYhmEYhmEYhmEYxrExf7YzzHzyKl7/6N/ihds/xfO3/wUHy9+hjdZgIjPOz97C1XNfy8Wdr+wyRxqGYRiGYRiGYRiGcY+wIPgPDBPAzji1u8Cje3+CR859A7eXv0HrrwPCpHqUef1aROSkh2gYhmEYhmEYhmEYhnFXmABmACB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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16, 8))\n", "\n", "plt.scatter(\n", " new_lonlat[:, 1],\n", " new_lonlat[:, 0],\n", " c=prob_prev_gt_20percent,\n", " marker=\"o\",\n", " alpha=0.75,\n", " s=100,\n", " edgecolor=None,\n", ")\n", "plt.xlabel(\"Latitude\")\n", "plt.ylabel(\"Longitude\")\n", "plt.title(\"Probability of Malaria Prevelance greater than 20%\")\n", "plt.colorbar(label=\"Posterior mean\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Different Covariance Functions\n", "Before we conclude let's talk breifly about why we decided to use the Matérn family of covariance functions instead of the Exponential Quadratic. The Matérn family of covariances is a generalization of the Exponential Quadratic. When the smoothing parameter of the Matérn $\\nu \\to \\infty$ then we have the Exponential Quadratic covariance function. As the smoothing parameter increases the function you are estimating becomes smoother. A few commonly used values for $\\nu$ are $\\frac{1}{2}$, $\\frac{3}{2}$, and $\\frac{5}{2}$. Typically, when estimating a measure that has a spatial dependence we don't want an overly smooth function because that will prevent our estimate to capture abrupt changes in the measurement we are estimating. Below we simulate some data to show how the Matérn is able to capture these abrupt changes, whereas the Exponential Quadratic is overly smooth. For simplicity's sake we will be working in one dimension but these concepts apply with two-dimensional data." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# simulate 1-dimensional data\n", "x = np.linspace(0, 10, 30)\n", "y = list()\n", "for v in x:\n", " # introduce abrupt changes\n", " if v > 3 and v < 7:\n", " y.append(np.array(10.0))\n", " else:\n", " y.append(np.array(3.0))\n", "y = np.array(y).ravel()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c4f8b20292294267861e13649819d4df", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/4000 [00:00\n" ], "text/plain": [] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with matern_model:\n", " ppc = pm.sample_posterior_predictive(matern_idata, random_seed=rng)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "y_mean_ppc = ppc[\"posterior_predictive\"][\"likelihood\"].mean((\"chain\", \"draw\"))" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the estimated function against the true function\n", "plt.plot(x, y_mean_ppc, c=\"k\", label=\"estimated function\")\n", "plt.scatter(x, y, label=\"true function\")\n", "plt.legend(loc=\"best\")" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a2ad4c41a4444c1b815696eea716138a", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/4000 [00:00\n" ], "text/plain": [] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with expquad_model:\n", " ppc = pm.sample_posterior_predictive(expquad_idata, random_seed=rng)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "y_mean_ppc = ppc[\"posterior_predictive\"][\"likelihood\"].mean((\"chain\", \"draw\"))" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the estimated function against the true function\n", "plt.plot(x, y_mean_ppc, c=\"k\", label=\"estimated function\")\n", "plt.scatter(x, y, label=\"true function\")\n", "plt.legend(loc=\"best\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see from the above figures. The Exponential Quadratic covariance function is too slow to capture the abrupt change but also overshoots the change due to being overly smooth. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The case-study walked us through how we can utilize an HSGP to include spatial information into our estimates. Specifically, we saw how we can validate our model specification, produce out-of-sample estimates, and how we can use the whole posterior distribution to make decisions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Authors\n", "\n", "* Adapted from {ref}`Geospatial Health Data: Modeling and Visualization with R-INLA and Shiny` by Dr. Paula Moraga ([link](https://www.paulamoraga.com/book-geospatial/index.html)).\n", "### Acknowledgments\n", "* Bill Engels who encouraged, reviewed, and provided both feedback and code improvements to this example\n", "* Osvaldo A Martin, reviewed and provided valuable feedback that improved the example" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# References \n", "\n", ":::{bibliography}\n", ":filter: docname in docnames \n", ":::" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Watermark" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Tue Nov 19 2024\n", "\n", "Python implementation: CPython\n", "Python version : 3.12.2\n", "IPython version : 8.29.0\n", "\n", "xarray: 2024.10.0\n", "\n", "matplotlib : 3.9.2\n", "geopandas : 1.0.1\n", "mapclassify: 2.8.1\n", "rasterio : 1.4.2\n", "arviz : 0.20.0\n", "numpy : 1.26.4\n", "pytensor : 2.26.3\n", "pyproj : 3.7.0\n", "pandas : 2.2.3\n", "pymc : 5.18.1\n", "folium : 0.18.0\n", "\n", "Watermark: 2.5.0\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p xarray" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{include} ../page_footer.md\n", ":::" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.2" }, "myst": { "substitutions": { "extra_dependencies": "folium geopandas mapclassify pyproj rasterio" } } }, "nbformat": 4, "nbformat_minor": 4 }