{ "cells": [ { "metadata": {}, "cell_type": "markdown", "source": [ "# Discrete Cosine Transform with Penalized Least Squares (DCT-PLS)\n", "\n", "We provide a python implementation of the DCT-PLS algorithm by Garcia (2010). DCT-PLS is a smoothing and interpolation algorithm that has been successfully applied to soil moisture and various other climate variables in the past in order to reduce noise and/or fill missing values in (satellite) data.\n", "\n", "DCT-PLS can be applied to 1, 2, or 3-dimensional (spatial-temporal) data and does not require any covariates to make interpolations. It is therefore an independent, univariate method, that only relies on the (neighbourhood) information in the provided data to make predictions. At the core, the algorithm applies a discrete cosine transform to fit the data using a sum of cosine functions, which resulting in a de-noising/smoothing of input data points. The smoothing function can also be used to interpolates any missing data points.\n", "\n", "The only free model parameter (smoothing parameter \"s\") can either be given manually (resulting in a higher degree of smoothing for higher s-values, and more fluctuations in the predictions when s is close to 0). When \"s\" is not defined by the user, the algorithm will (iteratively) look for the best fitting s-value using a Generalized-Cross-Validation (GCV) step, which aims to minimizing the GSV-score (based on minimizing residuals between original and smoothed data), thus finding the best compromise between (over)smoothing and (over)fitting the available data points.\n", "\n", "The \"robust\" implementation of DCT-PLS iteratively reduces the weight assigned to outlier data points and is therefore less susceptible to fluctuations caused by erroneous data points (compare Example 2).\n", "\n", "Applying this method to satellite observations usually means applying it to a 3-dimensional input dataset, where both temporal and spatial neighbourhood information will be used to support the function fit (relying on the temporal and spatial auto-correlation of land variables).\n", "\n", "The following examples are based on the original [MATLAB examples](https://www.biomecardio.com/matlab/smoothn_doc.html). The aim is to demonstrate that the python implementation leads to the same results as the original MATLAB code by Garcia (2010).\n", "\n", "## References\n", "Garcia, D., 2010. Robust smoothing of gridded data in one and higher dimensions with missing values. Computational Statistics & Data Analysis, 54(4), pp.1167-1178. Available at: https://doi.org/10.1016/j.csda.2009.09.020\n" ], "id": "1a9db6edffbb0d23" }, { "metadata": {}, "cell_type": "markdown", "source": "## Imports and helper functions for this notebook", "id": "5ac8ae52c862a6d7" }, { "metadata": { "ExecuteTime": { "end_time": "2025-01-08T16:13:55.163865Z", "start_time": "2025-01-08T16:13:55.161058Z" } }, "cell_type": "code", "source": [ "import os\n", "import numpy as np\n", "from matplotlib import colors, cm\n", "import matplotlib.pyplot as plt\n", "from scipy.io import loadmat\n", "\n", "from pytesmo.interpolate.dctpls import smoothn, calc_init_guess\n", "from pytesmo.utils import rootdir\n", "\n", "\n", "def slide(start=0.1, stop=1.1, step=0.1, mid_duplicate=False, dtype=np.float32):\n", " return np.concatenate([\n", " np.arange(start, stop, step).astype(dtype),\n", " np.array([stop] if not mid_duplicate else [stop, stop]),\n", " np.arange(start, stop, step).astype(dtype)[::-1]\n", " ])" ], "id": "initial_id", "outputs": [], "execution_count": 16 }, { "cell_type": "markdown", "id": "f5e85c4e93f41b90", "metadata": {}, "source": [ "## Example 1\n", "1d array robust curve smoothing (with outliers)" ] }, { "cell_type": "code", "id": "e9ebae9a4104fc9a", "metadata": { "ExecuteTime": { "end_time": "2025-01-08T16:13:55.333514Z", "start_time": "2025-01-08T16:13:55.211794Z" } }, "source": [ "x = np.linspace(0, 100, 2**8)\n", "y = np.cos(x) + 0.1 * x + np.random.rand(2**8)*0.1\n", "y[[70, 75, 80]] = [10.5, 10, 11]\n", "y, x = y[10:130], x[10:130]\n", "\n", "z_reg, s_reg, _, _ = smoothn(y.copy(), isrobust=False, debug_mode=False) # Regular\n", "z_rob, s_rob, _, _ = smoothn(y.copy(), isrobust=True, debug_mode=False) # Robust\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(15,5))\n", "axs[0].plot(x, y, color='red', marker='.', linewidth=0)\n", "axs[0].plot(x, z_reg, color='black')\n", "axs[0].set_title(\"Regular smoothing\")\n", "\n", "axs[1].plot(x, y, color='red', marker='.', linewidth=0)\n", "axs[1].plot(x, z_rob, color='black')\n", "axs[1].set_title('Robust smoothing')\n", "plt.show()\n" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 17 }, { "cell_type": "markdown", "id": "7e9ad96ce5552411", "metadata": {}, "source": [ "## Example 2\n", "1d array robust curve smoothing (with outliers) and updated weights" ] }, { "cell_type": "code", "id": "20c0a4e0c7a7ddcb", "metadata": { "ExecuteTime": { "end_time": "2025-01-08T16:13:55.969872Z", "start_time": "2025-01-08T16:13:55.355108Z" } }, "source": [ "x = np.linspace(0, 100, 2 ** 8)\n", "y = np.cos(x / 10) + (x / 50) ** 2 + np.random.rand(len(x)) / 10\n", "y[[70, 75, 80]] = [5.5, 5, 6]\n", "\n", "z_init_guess, dist = calc_init_guess(y, mask=np.isnan(y), coeff=0.1)\n", "z_rob, s_rob, _, stats_rob = smoothn(\n", " y.copy(), isrobust=True, debug_mode=False, init_guess=z_init_guess,\n", " return_stats=('final_weights',)) # Robust\n", "z_reg, s_reg, _, stats_reg = smoothn(\n", " y.copy(), isrobust=False, init_guess=z_init_guess,\n", " return_stats=('final_weights',)) # Regular\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(15,5))\n", "axs[0].plot(x, y, color='red', marker='.', linewidth=0)\n", "axs[0].plot(x, z_reg, color='black')\n", "axs[0].set_title(\"Regular smoothing\")\n", "axs[0].bar(x, stats_reg['final_weights'], alpha=0.3, width=0.3)\n", "\n", "axs[1].plot(x, y, color='red', marker='.', linewidth=0)\n", "axs[1].plot(x, z_rob, color='black')\n", "axs[1].set_title('Robust smoothing')\n", "axs[1].bar(x, stats_rob['final_weights'], alpha=0.3, width=0.3)" ], "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 18 }, { "cell_type": "markdown", "id": "e44cdfd83f7c53c8", "metadata": {}, "source": [ "## Example 3\n", "Smoothing a surface" ] }, { "cell_type": "code", "id": "11cb786cb70598bd", "metadata": { "ExecuteTime": { "end_time": "2025-01-08T16:13:56.729030Z", "start_time": "2025-01-08T16:13:55.997195Z" } }, "source": [ "xp = np.arange(0, 1, 0.02)\n", "[x,y] = np.meshgrid(xp, xp)\n", "f = np.exp(x+y) + np.sin((x-2*y)*3)\n", "fn = f + np.random.normal(size=f.size).reshape(f.shape) * 0.5\n", "zr, smoothr, exit_flagr, statsr = smoothn(fn.copy())\n", "\n", "fig, axs = plt.subplots(1, 2, subplot_kw={\"projection\": \"3d\"},\n", " figsize=(10,5))\n", "axs[0].plot_surface(x, y, fn, cmap=plt.get_cmap('rainbow'),\n", " linewidth=2, antialiased=False)\n", "axs[1].plot_surface(x, y, zr, cmap=plt.get_cmap('rainbow'),\n", " linewidth=2, antialiased=False)" ], "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 19 }, { "cell_type": "markdown", "id": "881aef6cad1cc4df", "metadata": {}, "source": [ "## Example 4\n", "Smooth 2d data with random and systematic gaps" ] }, { "cell_type": "code", "id": "cc014e4408c857bc", "metadata": { "ExecuteTime": { "end_time": "2025-01-08T16:13:58.261370Z", "start_time": "2025-01-08T16:13:56.751427Z" } }, "source": [ "n = 256\n", "mat = loadmat(os.path.join(rootdir(), 'docs', 'examples', 'assets', '2d_peaks_n256.mat'))\n", "y_original = mat['y0']\n", "assert y_original.shape == (n, n)\n", "idx = np.random.permutation(n**2)\n", "y = y_original.flatten()\n", "y[idx[:int(len(idx)/ 1.1)]] = np.nan\n", "y = y.reshape(n,n)\n", "y[40:90, 140:190] = np.nan\n", "z_init_guess, dist = calc_init_guess(y.copy(), mask=np.isnan(y), coeff=0.1)\n", "zr, smoothr, exitflagsr, statsr = smoothn(\n", " y.copy(), isrobust=True, gap_value=np.nan,\n", " init_guess=z_init_guess, debug_mode=False) # Robust smoothing\n", "\n", "z_init_guess_matlab = loadmat(os.path.join(rootdir(), 'docs', 'examples', 'assets', 'matlab_initguess.mat'))['z'][0][0]\n", "zr_matlab, smoothr, exitflagsr, statsr = smoothn(\n", " y.copy(), isrobust=True, init_guess=z_init_guess_matlab,\n", " debug_mode=False) # Robust smoothing\n", "\n", "cmap = plt.get_cmap(\"turbo\")\n", "fig, axs = plt.subplots(1, 3, figsize=(12, 5))\n", "axs[0].imshow(y_original, interpolation='none', cmap=cmap)\n", "axs[0].set_title('Original')\n", "\n", "axs[1].imshow(y, interpolation='none', cmap=cmap)\n", "axs[1].set_title('Original with gaps')\n", "\n", "axs[2].imshow(zr, interpolation='none', cmap=cmap)\n", "axs[2].set_title('Robust gapfilled')\n" ], "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Robust gapfilled')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 20 }, { "cell_type": "markdown", "id": "57c3b983711eb3", "metadata": {}, "source": [ "## Example 5\n", "Smoothing 3d array (volumetric) data" ] }, { "cell_type": "code", "id": "42a91ee314c77f", "metadata": { "ExecuteTime": { "end_time": "2025-01-08T16:13:59.042270Z", "start_time": "2025-01-08T16:13:58.282402Z" } }, "source": [ "def plot_slices(x, y, z, data, xslices, yslices, zslices, ax, clim=(0,1)):\n", " data_n = data\n", " data_x = data_n[xslices,:,:]\n", " data_y = data_n[:,yslices,:]\n", " data_z = data_n[:,:,zslices]\n", " # Pick color map\n", " cmap = plt.get_cmap(\"turbo\")\n", " norm = colors.Normalize(vmin=clim[0], vmax=clim[1])\n", " # Plot X slice\n", " data = {'x': [], 'y': [], 'z': []}\n", " for i, xslice in enumerate(xslices):\n", " d = data_x[i,:,:]\n", " data['x'].append(d)\n", " _ = ax.plot_surface(xslice, y[:, np.newaxis], z[np.newaxis, :],\n", " rstride=1, cstride=1,\n", " facecolors=cmap(norm(d)),\n", " linewidth=3, antialiased=False,\n", " shade=False)\n", " # Plot Y slice\n", " for i, yslice in enumerate(yslices):\n", " d = data_y[:,i,:]\n", " data['y'].append(d)\n", " _ = ax.plot_surface(x[:, np.newaxis], yslice, z[np.newaxis, :],\n", " rstride=1, cstride=1,\n", " facecolors=cmap(norm(d)),\n", " linewidth=1, antialiased=False,\n", " shade=False)\n", " # Plot Z slice\n", " for i, zslice in enumerate(zslices):\n", " d = data_z[:,:,i]\n", " data['z'].append(d)\n", " _ = ax.plot_surface(x[:, np.newaxis], y[np.newaxis, :],\n", " np.atleast_2d(zslice),\n", " rstride=1, cstride=1,\n", " facecolors=cmap(norm(d)),\n", " linewidth=1, antialiased=False,\n", " shade=False)\n", "\n", " ax.set_xlabel('X')\n", " ax.set_ylabel('Y')\n", " ax.set_zlabel('Z')\n", "\n", " sl = cm.ScalarMappable(cmap=cmap, norm=norm)\n", " sl.set_array([])\n", "\n", " return sl, data\n", "\n", "\n", "x = np.linspace(-2, 2.2, 21)\n", "y = np.linspace(-2, 2.2, 19)\n", "z = np.linspace(-2, 2.2, 17)\n", "_x, _y, _z = np.meshgrid(y,x,z)\n", "vn = _x * np.exp(-_x**2-_y**2-_z**2) + \\\n", " (np.reshape(np.random.normal(size=_x.shape) * 0.01, _x.shape))\n", "\n", "offset = np.outer(np.outer(slide(stop=1.1), slide(stop=1.0)),\n", " slide(stop=0.9)).reshape(21,19,17)\n", "vn *= offset\n", "\n", "clim = (-0.01, 0.01)\n", "xslices = np.array([-1, 1])\n", "yslices = np.array([0])\n", "zslices = np.array([0, 1])\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(10,5), subplot_kw=dict(projection='3d'))\n", "im, data = plot_slices(x, y, z, vn,\n", " xslices, yslices, zslices,\n", " axs[0], clim=clim)\n", "fig.colorbar(im, shrink=0.5, aspect=5, ax=axs[0])\n", "axs[0].set_title('Before smoothing')\n", "\n", "v, smooth, flags, stats = smoothn(vn.copy(), isrobust=True)\n", "im, data = plot_slices(x, y, z, v,\n", " xslices, yslices, zslices,\n", " axs[1], clim=(-0.01, 0.01))\n", "fig.colorbar(im, shrink=0.5, aspect=5, ax=axs[1])\n", "axs[1].set_title('After smoothing')" ], "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.92, 'After smoothing')" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 21 }, { "cell_type": "markdown", "id": "33e73887-ee44-4515-9036-4b344c2bc7b5", "metadata": { "ExecuteTime": { "end_time": "2024-12-11T14:22:35.769222Z", "start_time": "2024-12-11T14:22:35.767966Z" } }, "source": [ "## Example 6\n", "Smoothing a cardioid" ] }, { "cell_type": "code", "id": "5b1838e2-95e1-4819-bc68-3cfd12ff86f2", "metadata": { "ExecuteTime": { "end_time": "2025-01-08T16:13:59.362556Z", "start_time": "2025-01-08T16:13:59.063917Z" } }, "source": [ "t = np.linspace(0, 2*np.pi, 1000)\n", "x = 2*np.cos(t)*(1-np.cos(t)) + np.random.normal(size=t.size).reshape(t.shape)*0.1\n", "y = 2*np.sin(t)*(1-np.cos(t)) + np.random.normal(size=t.size).reshape(t.shape)*0.1\n", "x[123], y[524] = -9999, -9999 # add a few fill values to test if they are ignored correctly\n", "z, smooth, flags, stats = smoothn(np.array([x, y]).copy(), axis=(1,))\n", "x[123], y[524] = np.nan, np.nan\n", "fig, ax = plt.subplots(1,1, figsize=(5, 5))\n", "ax.scatter(x, y, label='input data')\n", "ax.scatter(*z, label='smoothed fit')\n", "plt.legend()\n" ], "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 22 }, { "cell_type": "markdown", "id": "ea4b2593-43c6-467a-bd5c-8d07166c6cd2", "metadata": {}, "source": [ "## Example 7\n", "Smoothing a 3d parametric curve" ] }, { "cell_type": "code", "id": "8e7ebc37-edd5-48eb-949c-0f1abbec813c", "metadata": { "ExecuteTime": { "end_time": "2025-01-08T16:13:59.577458Z", "start_time": "2025-01-08T16:13:59.398743Z" } }, "source": [ "t = np.linspace(0, 6*np.pi, 1000)\n", "x = np.sin(t) + np.random.normal(size=t.size).reshape(t.shape)*0.1\n", "y = np.cos(t) + np.random.normal(size=t.size).reshape(t.shape)*0.1\n", "z = t + np.random.normal(size=t.size).reshape(t.shape)*0.1\n", "u, smooth, flags, stats = smoothn(np.array([x,y,z]).copy(), axis=(1,))\n", "\n", "fig = plt.figure(figsize=(5,5))\n", "ax = fig.add_subplot(1,1,1, projection='3d')\n", "ax.scatter(x,y,z, facecolors='none', edgecolors='red', alpha=0.5, label='input data')\n", "ax.scatter(*u, facecolors='blue', edgecolors='blue', alpha=1, s=3, label='smoothed fit')\n", "plt.legend()" ], "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 23 }, { "cell_type": "markdown", "id": "903d5990-9808-4c50-83ee-593d484054f2", "metadata": {}, "source": [ "## Example 8\n", "Smoothing a 2d vector field" ] }, { "cell_type": "code", "id": "c602f0ca-075b-47b0-aed8-ad519e391fa2", "metadata": { "ExecuteTime": { "end_time": "2025-01-08T16:13:59.771776Z", "start_time": "2025-01-08T16:13:59.601677Z" } }, "source": [ "t = np.linspace(0, 1, 24)\n", "[x,y] = np.meshgrid(t,t)\n", "Vx = np.cos(2*np.pi*x+np.pi/2)*np.cos(2*np.pi*y)\n", "Vy = np.sin(2*np.pi*x+np.pi/2)*np.sin(2*np.pi*y)\n", "# Add Noise\n", "Vx = Vx + np.sqrt(0.05)*np.random.normal(size=x.size).reshape(x.shape)\n", "Vy = Vy + np.sqrt(0.05)*np.random.normal(size=x.size).reshape(x.shape)\n", "I = np.random.permutation(Vx.size)\n", "# Add Outliers\n", "Vx.flatten()[I[:30]] = (np.random.normal(size=30)-0.5) * 5\n", "Vx = Vx.reshape(Vy.shape)\n", "Vy.flatten()[I[:30]] = (np.random.normal(size=30)-0.5) * 5\n", "Vy = Vy.reshape(Vx.shape)\n", "# Missing values\n", "Vy.flatten()[I[30:60]] = np.nan\n", "Vy = Vy.reshape(Vx.shape)\n", "Vx.flatten()[I[30:60]] = np.nan\n", "Vx = Vx.reshape(Vy.shape)\n", "Vs, smooth, flags, stats = smoothn(np.array([Vx, Vy]).copy(), isrobust=True)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(10,5))\n", "axs[0].quiver(x, y, Vx, Vy)\n", "axs[0].set_title(\"Original Data\")\n", "axs[1].quiver(x, y, *Vs)\n", "axs[1].set_title(\"Smoothed Version\")" ], "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Smoothed Version')" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 24 }, { "metadata": {}, "cell_type": "markdown", "source": [ "## Example 9 - Smoothing a soil moisture time series (1d)\n", "Here we apply the DCT-PLS algorithm to a 1d soil moisture time series from HSAF ASCAT. Note that in practice it is recommended to also use the spatial neigbourhood information to smooth or interpolate soil moisture, not only the temporal one, as done in this example." ], "id": "49c62c47564f4ba5" }, { "metadata": { "ExecuteTime": { "end_time": "2025-01-08T16:14:06.427175Z", "start_time": "2025-01-08T16:13:59.797849Z" } }, "cell_type": "code", "source": [ "import warnings\n", "from ascat.read_native.cdr import AscatGriddedNcTs\n", "import pandas as pd\n", "\n", "testdata_path = rootdir() / \"tests\" / \"test-data\"\n", "ascat_data_folder = testdata_path / \"sat\" / \"ascat\" / \"netcdf\" / \"55R22\"\n", "ascat_grid_fname = testdata_path / \"sat\" / \"ascat\" / \"netcdf\" / \"grid\" / \"TUW_WARP5_grid_info_2_1.nc\"\n", "static_layer_path = testdata_path / \"sat\" / \"h_saf\" / \"static_layer\"\n", "\n", "\n", "#init the AscatSsmCdr reader with the paths\n", "with warnings.catch_warnings():\n", " warnings.filterwarnings('ignore') # some warnings are expected and ignored\n", "\n", " ascat_reader = AscatGriddedNcTs(\n", " ascat_data_folder,\n", " \"TUW_METOP_ASCAT_WARP55R22_{:04d}\",\n", " grid_filename=ascat_grid_fname,\n", " static_layer_path=static_layer_path\n", " )\n", "\n", "lat, lon = 45.473, 11.829\n", "ascat_ts = ascat_reader.read(lon, lat)['sm']\n", "data, _, _, _= smoothn(ascat_ts.values, isrobust=True)\n", "ascat_ts_smoothed = pd.Series(data, ascat_ts.index.values)\n", "fig, ax = plt.subplots(1, 1, figsize=(10,5))\n", "ascat_ts.loc['2010-01-01':'2012-01-01'].plot(label='original', ax=ax)\n", "ascat_ts_smoothed.loc['2010-01-01':'2012-01-01'].plot(label='smoothed', ax=ax)\n", "plt.title(f\"Soil Moisture at Lat={lat}°, Lon={lon}°\")\n", "plt.ylabel(\"Soil moisture (degree of saturation in %)\")\n", "plt.legend()" ], "id": "d8ab99b53219d00d", "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ], "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1IAAAGvCAYAAABRteTpAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsnXeYFFX2979V1Wl6MkMYhixBVFAxC6tgwAhmd3V1hUWMu8vqYk4EFQUDqOiaBV/jqujPiAEBBQExICKIoOQcJocOVff9o9Kt6uruqp6O0/fzPGhPxdvVVbfuueec7+EIIQQMBoPBYDAYDAaDwbANn+kGMBgMBoPBYDAYDEauwQwpBoPBYDAYDAaDwXAIM6QYDAaDwWAwGAwGwyHMkGIwGAwGg8FgMBgMhzBDisFgMBgMBoPBYDAcwgwpBoPBYDAYDAaDwXAIM6QYDAaDwWAwGAwGwyHMkGIwGAwGg8FgMBgMhzBDisFgMBgMBoPBYDAcwgwpBoPRapYtW4bzzz8f3bt3h9frRadOnXD88cdj/PjxCR1v9OjR6Nmzp2FZz549MXr06Lj79uzZExzHYdiwYZbrX375ZXAcB47jsGDBAsdtmzVrFjiOw8aNGx3tN2XKFLz33nuOz5dNfPzxx5g4caLt7UePHo2ioqKknHv79u2YOHEiVqxYkZTjWXH55ZeD4ziMGDEiYp16X5n/XXvttY7Ps3r1ani9XnAch++++86wbtiwYZbnUf/t3LlT2/bOO+/EoEGD0K5dO/h8PhxwwAG4+uqrsWnTpohzfv311zjkkENQVFSEv/71r6irq3PcbgBYsGABOI7D22+/ndD+6WbRokUYO3YsjjzySO2aR3t2Z8yYgQsuuAC9evWK2YdEY/369fjb3/6G7t27o6CgAL1798Z//vMf7Nu3z7Dd888/j/POOw89e/ZEQUEB+vTpg+uuuw47duyIOGZ9fT3GjRuHLl26wOv1ol+/fpg2bRpEUYzYds6cOejVqxdKS0vxz3/+E6FQyFH7GQyGc5ghxWAwWsVHH32EwYMHo66uDtOmTcNnn32Gxx57DEOGDMGbb76Z0DHvvvtuvPvuuwm3qbi4GF999RV+//33iHUvvvgiSkpKEj722WefjSVLlqBz586O9msrhtSkSZMycu7t27dj0qRJKTOkPvroI7z33nsx740hQ4ZgyZIlhn+33nqro/OIoogxY8agffv2luufeuqpiHPMmzcPbrcbxx13HCorK7Vta2pqcOmll2L27NmYO3cubrrpJnz44Yc49thjDYP3xsZGXHjhhRg1ahQ+/PBD7Nu3D3fccYejducq8+bNwxdffIHu3btj8ODBMbd9+umnsWnTJpx88sno0KGDo/Ps2bMHxx13HBYvXox7770XH3/8Mf7xj3/gueeew6mnngpJkrRtJ0yYgKKiIkyZMgVz587FLbfcgg8//BBHHnkkdu3apW0XDocxfPhwvPLKK7jjjjvw4YcfYuTIkbjttttw4403Gs6/efNmjBkzBnfccQfefvttLFmyBI899pij78BgMBKAMBgMRis48cQTSe/evUkoFIpYJ4pi0s7To0cPMmrUKFvbnXnmmaRr167kjjvuMKxbv3494TiOXHXVVQQAmT9/ftLaF4/CwkJb7XdKU1NT0o8ZjX/84x/EyWtj1KhRpLCwMCnnXr58OQFAXnrppaQcj6ampoZ06dKFPProo6RHjx7k7LPPjtgm2nKnPPTQQ6RLly7kscceIwDI8uXL4+4za9YsAoA8//zzcbf9+OOPCQDywgsvaMuWL19OBg0apP39008/kQEDBiTU/vnz5xMA5K233kpo/3RD90EPPfQQAUA2bNgQd9tDDjmEDB061PZ5nnvuOQKAfPHFF4blU6ZMIQDIDz/8oC3btWtXxP7q/X3vvfdqy15//XUCgLzzzjuGba+++mrC8zz59ddftWVvvfUWOf/887W//+///o+MGDHCdvsZDEZiMI8Ug8FoFfv27UP79u3hcrki1vG8sYuRJAnTpk1D//794fV60bFjR1xxxRXYunWrYTur0D4n8DyPK664ArNnzzbMBL/44ovo1q0bTj31VMv93n//fRx//PHw+/0oLi7G8OHDsWTJEsM2VqF9P/74I0aMGIGOHTvC6/WiqqoKZ599tva9OI5DY2MjZs+erYVoqWFDEydOBMdxEW2xOk/Pnj0xYsQIzJkzB4MGDYLP59M8RDt37sQ111yDrl27wuPxoFevXpg0aRLC4XDc6/Xmm2/itNNOQ+fOnVFQUICDDjoIt912GxobG7VtRo8ejSeffFL7Puo/pyGOZtavX4+///3v6Nu3L/x+P7p06YKRI0fi559/1rZZsGABjj76aADA3//+d+3cTsIMYzF+/Hh07twZ48aNS8rxorFu3Trcc889eOqppxx5RV944QUUFRXhL3/5S9xtVU8K/Tx2794d69evx2effYaamho8++yzOPDAA51/AQesWrUK5557LsrLy+Hz+XD44Ydj9uzZhm3UMMHXX38dd955J6qqqlBSUoJTTz0Va9euTUo7zH1QsrY143a7AQClpaWG5WVlZQAAn8+nLevYsWPE/kceeSQEQcCWLVu0ZYsXLwbHcTjzzDMN244YMQKSJBm89r1798aiRYuwfPly7NmzB7Nnz075b8xgMFhoH4PBaCXHH388li1bhnHjxmHZsmUx4/Kvu+463HrrrRg+fDjef/993HvvvZg7dy4GDx6MvXv3JrVdY8aMwfbt2/Hpp58CkEOqZs+ejdGjR1sOmF577TWce+65KCkpweuvv44XXngB1dXVGDZsGBYtWhT1PI2NjRg+fDh27dqFJ598Ep9//jlmzJiB7t27o76+HgCwZMkSFBQU4KyzztLCtZ566qmEvtcPP/yAm2++GePGjcPcuXNx4YUXYufOnTjmmGPw6aef4p577sEnn3yCK6+8Eg888ACuuuqquMdct24dzjrrLLzwwguYO3cubrjhBvzvf//DyJEjtW3uvvtuXHTRRdr3Uf85DXE0s337dlRUVODBBx/E3Llz8eSTT8LlcuHYY4/VBtNHHHEEXnrpJQDAXXfdpZ177NixAABCCMLhsK1/Zr744gu8/PLLeP755yEIQsy2fvXVVyguLobb7cbBBx+MRx55xDJXxQpCCMaOHYsRI0bgnHPOsX191q1bh6+//hqXXHJJ1HyzcDiM5uZm/Pjjj7jhhhvQr18/XHDBBdr6jh074sEHH8SIESNQXl6OefPm4aGHHrLdBqesXbsWgwcPxi+//ILHH38cc+bMwcEHH4zRo0dj2rRpEdvfcccd2LRpE55//nk8++yzWLduHUaOHGm4tpIk2fp97f4eyea8885D9+7dMX78ePzyyy9oaGjAV199hQcffBAjR47EQQcdFHP/hQsXQhRFHHLIIdqyYDAInuc1I03F6/UCAFauXKktGzRoEMaOHYtjjz0WHTt2xPbt23HnnXcm8RsyGAxLMu0SYzAYuc3evXvJn/70JwKAACBut5sMHjyYPPDAA6S+vl7bbs2aNQQAuf766w37L1u2jAAwhOGNGjWK9OjRw7Cdk9A+NQRr6NCh5KKLLiKEEPLRRx8RjuPIhg0byFtvvWUI7RNFkVRVVZGBAwcawnvq6+tJx44dyeDBg7VlL730kiE86LvvviMAyHvvvRezXdFC+yZMmGAZLmc+j/rdBEEga9euNWx7zTXXkKKiIrJp0ybD8ocffpgAIL/88kvMttFIkkRCoRBZuHAhAUB++uknbV06QvvC4TAJBoOkb9++5MYbb9SWxwrtU6+VnX809fX1pGfPnuT222/XlkUL4bv++uvJiy++SBYuXEjee+89ctlllxEA5PLLL7f1vZ544glSXl5Odu7caWhzvNC+W2+9lQAgS5YssVy/Y8cOw/c79thjybZt2yy3rampIWvXriXhcNhWm62wE9p3ySWXEK/XSzZv3mxYfuaZZxK/309qamoMxzrrrLMM2/3vf/+L+M7qcxLvn7nfoIkX2kfjNLSPEEK2b99Ojj/+eEN7Lr74YtLS0hJzv7q6OnLQQQeRbt26GfrMGTNmEADk66+/Nmx/9913EwDktNNOizjWnj17yPr164kkSY7azmAwEiMyFofBYDAcUFFRga+//hrfffcd5s2bh++++w4LFizA7bffjmeeeQbLly9H+/btMX/+fACIUN475phjcNBBB2HevHm4//77k9q2MWPG4KqrrsK+ffvwwgsv4KSTTkLPnj0jlNLWrl2L7du344YbbjB4q4qKinDhhRfimWeeQVNTE/x+f8Q5+vTpg/Lyctx6663YsWMHTjzxRBx88MFJ/R40hx56KPr162dY9uGHH+Kkk05CVVWVwety5pln4qabbsLChQtjtumPP/7AXXfdhS+//BK7d+8GIURbt2bNGhx66KHJ/yIK4XAY06ZNwyuvvIL169cbPJpr1qyxdYyRI0di+fLljs992223we1245577om7rRrWqKKGrc2cORP/+c9/MGjQoKj7btq0CbfffjtmzJiBTp062W5fOBzG7Nmzccghh+C4446z3KZ9+/ZYvnw5AoEA1qxZg2nTpuGkk07CggULIryFpaWlEaFnqeDLL7/EKaecgm7duhmWjx49Gp988gmWLFmCM844Q1tu9tCp99umTZu073311VdbqimaUb016aa6uhrnnnsumpqa8Oqrr6Jbt25YtWoV7r33Xpxzzjn46KOPLMOfW1pacMEFF2DTpk348ssvDV7Hyy67DJMnT8bVV1+Nl156CQceeCA++eQTPP744wCsQxHbt28fVciEwWAkH2ZIMRiMpHDUUUfhqKOOAgCEQiHceuutmD59OqZNm4Zp06ZpKmJWoWBVVVWWks2t5aKLLsK//vUvTJ8+HR988AFmzZpluV28tkmShOrqaktDqrS0FAsXLsT999+PO+64A9XV1ejcuTOuuuoq3HXXXRFhOa3Fqo27du3CBx98EPVcscImGxoacMIJJ8Dn8+G+++5Dv3794Pf7sWXLFlxwwQVobm5OWtut+M9//oMnn3wSt956K4YOHYry8nLwPI+xY8faPne7du0cGwjffvstnnrqKcyZMwctLS1oaWkBoIeQ1dTUoKCgIObA/PLLL8fMmTOxdOnSmIbUP/7xDwwYMAAXXnghampqAABNTU0A5OtfW1tr2f6PP/4YO3fujKkM6HK5tOduyJAhOOOMM9CrVy88+OCDGVNt27dvX9RnSV1PU1FRYfhbveb0719ZWWmZW2TGKt8wHUydOhUrVqzApk2btO9+wgknoH///jj55JPx6quvYtSoUYZ9AoEAzj//fCxatEhTW6Rp37495s6di1GjRmkGZUVFBR599FFceeWV6NKlS3q+HIPBiAozpBgMRtJxu92YMGECpk+fjlWrVgHQB0s7duxA165dDdtv3749JbOofr8fl1xyCR544AGUlJQY8kZo6LaZ2b59O3ieR3l5edTzDBw4EG+88QYIIVi5ciVmzZqFyZMno6CgALfddlvMNqpJ6IFAwDBoj2b8WA0U27dvj0MPPTSqR08dwFrx5ZdfYvv27ViwYAGGDh2qLVcH/KnmlVdewRVXXIEpU6YYlu/du1dL1I/H7Nmz8fe//93Wtqq3bfXq1SCE4Pzzz4/YZsuWLSgvL8f06dNxww03xD1WPJGCVatWYdOmTZb30EknnYTS0lLL6/3CCy/A4/Hgb3/7W8zj03Tt2hVVVVX47bffbO+TbCoqKqI+SwASetYnT55sS3q/R48erRZASYQVK1agS5cuEQakKpKi9oMqgUAA5513HubPn4//+7//wymnnGJ53KOPPhqrV6/Gxo0b0djYiL59++L7778HAJx44okp+CYMBsMJzJBiMBitYseOHZazz2pYljqIP/nkkwHIA2d1cAEAy5cvx5o1a1KWGH3ddddh165dGDp0qEE5i+bAAw9Ely5d8Nprr+Gmm27SjJXGxka88847mpJfPDiOw2GHHYbp06dj1qxZ+OGHH7R1Xq/X0sOiqhOuXLnScF0++OAD299xxIgR+Pjjj9G7d++YBl+0Nqvto3nmmWcitqU9BQUFBY7OE+v85nN/9NFH2LZtG/r06WN5bjOJhPadccYZWrgpzSWXXIJevXrhgQceMJzfipdffhkAoobdqbzxxhuax0tl7ty5mDp1Kp5++mmDwIDKzp078fHHH+OCCy6I8NjEYv369di6dasjQYtkc8opp+Ddd9/F9u3bDUb8yy+/DL/fH/d6WZHtoX1VVVWYN28etm3bZvAUqaqf9OSR6on68ssvMWfOHJx++ulxj6/2E4QQPPLII6iqqsLFF1+c3C/BYDAcwwwpBoPRKk4//XR07doVI0eORP/+/SFJElasWIFHHnkERUVF+Pe//w1ANlauvvpqPPHEE+B5HmeeeSY2btyIu+++G926dYsoMJksDj/88LiFcHmex7Rp03DZZZdhxIgRuOaaaxAIBPDQQw+hpqYGDz74YNR9P/zwQzz11FM477zzcMABB4AQgjlz5qCmpgbDhw/Xths4cCAWLFiADz74AJ07d0ZxcTEOPPBAnHXWWWjXrh2uvPJKTJ48GS6XC7NmzTLIIMdj8uTJ+PzzzzF48GCMGzcOBx54IFpaWrBx40Z8/PHHePrppyO8gCqDBw9GeXk5rr32WkyYMAFutxuvvvoqfvrpp4htBw4cCEAOYzrzzDMhCAIOPfRQeDyeqG0TRRFvv/12xPLCwkKceeaZGDFiBGbNmoX+/fvj0EMPxffff4+HHnooor29e/dGQUEBXn31VRx00EEoKipCVVUVqqqqUFFR4cjYAORQMbq4rYrP50NFRYUmTw/Iio5z5szB2WefjR49eqCmpgZvvfUW3njjDYwePRqHHXaYtu3ChQtxyimn4J577tFyr6wMB9VrcuSRR2qheTSzZ89GOBzWlAnNrFy5EjfeeCMuuugiHHDAAeB5Hj///DOmT5+OiooK3HTTTU4uByZOnIhJkyZh/vz5hu8ejaVLl1ouHzp0KCZMmKDl7d1zzz1o164dXn31VXz00UeYNm1aQnla6m/tlD179mDhwoUAoEnqf/LJJ+jQoQM6dOhg8MJ+99132u9SV1cHQoh27x599NHo0aMHANkgHDNmDF588UVcccUVAOTwzVdffRXDhw/HbbfdpuVI3XfffejUqRMuu+wy7TwXXXQRPvnkE9x5552oqKgwXMuSkhJDPuOdd96JgQMHonPnzti8eTNefPFFLFu2DB999FHSJjMYDEYryJzOBYPBaAu8+eab5K9//Svp27cvKSoqIm63m3Tv3p387W9/I6tXrzZsK4oimTp1KunXrx9xu92kffv25PLLLydbtmwxbJcs1b5omFX7VN577z1y7LHHEp/PRwoLC8kpp5xCFi9ebNjGrKb366+/kksvvZT07t2bFBQUkNLSUnLMMceQWbNmGfZbsWIFGTJkCPH7/QSAQRHs22+/JYMHDyaFhYWkS5cuZMKECeT555+3VO2L9t327NlDxo0bR3r16kXcbjdp164dOfLII8mdd95JGhoaYl6Pb775hhx//PHE7/eTDh06kLFjx5IffvghQiUvEAiQsWPHkg4dOhCO4+IqoI0aNSquulp1dTW58sorSceOHYnf7yd/+tOfyNdff02GDh0aoZr2+uuvk/79+xO3200AkAkTJsT8XolgdY2XLFlCTjnlFFJZWUncbjfx+/3k6KOPJk899VRE0WlViS5e2+Kp9vXr14/07Nkzqvrazp07yeWXX0569+5N/H4/8Xg85IADDiDXXntthFqeHcaPH084jiNr1qyJuZ36/aL9U5+pn3/+mYwcOZKUlpYSj8dDDjvssAjFxWgKgBs2bEha8eVY7TXfX7HuV7ot6m9nbt8PP/xAzj//fNK1a1fi9XrJAQccQMaOHRvxe8S6fuY2XXfddaR79+7E4/GQ9u3bkwsvvJCsXLmy1deFwWAkB44QSp6JwWAwGAxG3nHMMcegR48eeOuttzLdFAaDwcgZmCHFYDAYDEYeU1dXhw4dOmDFihVxC8cyGAwGQ4cZUgwGg8FgMBgMBoPhkNiarQwGg8FgMBgMBoPBiIAZUgwGg8FgMBgMBoPhEGZIMRgMBoPBYDAYDIZDmCHFYDAYDAaDwWAwGA5hBXkBSJKE7du3o7i4GBzHZbo5DAaDwWAwGAwGI0MQQlBfX4+qqirwfHS/EzOkAGzfvh3dunXLdDMYDAaDwWAwGAxGlrBlyxZ07do16npmSAEoLi4GIF+skpKSDLeGwWAwGAwGg8FgZIq6ujp069ZNsxGiwQwpQAvnKykpYYYUg8FgMBgMBoPBiJvyw8QmGAwGg8FgMBgMBsMhzJBiMBgMBoPBYDAYDIcwQ4rBYDAYDAaDwWAwHMJypBgMBoPBYDAYjBhIkoRgMJjpZjCShNvthiAIrT4OM6QYDAaDwWAwGIwoBINBbNiwAZIkZbopjCRSVlaGysrKVtWQZYYUg8FgMBgMBoNhASEEO3bsgCAI6NatW8zirIzcgBCCpqYm7N69GwDQuXPnhI/FDCkGg8FgMBgMBsOCcDiMpqYmVFVVwe/3Z7o5jCRRUFAAANi9ezc6duyYcJgfM6sZDAaDwWAwGAwLRFEEAHg8ngy3hJFsVMM4FAolfIyMGlJfffUVRo4ciaqqKnAch/fee8+wnhCCiRMnoqqqCgUFBRg2bBh++eUXwzaBQAD/+te/0L59exQWFuKcc87B1q1b0/gtGAwGg8FgMBhtmdbk0TCyk2T8phk1pBobG3HYYYdh5syZluunTZuGRx99FDNnzsTy5ctRWVmJ4cOHo76+XtvmhhtuwLvvvos33ngDixYtQkNDA0aMGKHNIDAYDAaDwWAwGAxGssmoIXXmmWfivvvuwwUXXBCxjhCCGTNm4M4778QFF1yAAQMGYPbs2WhqasJrr70GAKitrcULL7yARx55BKeeeioGDRqEV155BT///DO++OKLdH8dBoPBYDAYDAYjZ5k4cSIOP/xwR/sMGzYMN9xwQ8bbkQmyNkdqw4YN2LlzJ0477TRtmdfrxdChQ/HNN98AAL7//nuEQiHDNlVVVRgwYIC2DSMxNuxtxFvfbYEoEdv7EELw7o9bsW5XffyNGQxGTrB5XxP+t3wLwqJz2d8PftqOX7bXpqBVDJWFv+3Bkt/3pez4323cj3lrdqXs+AwGI7u46aabMG/ePEf7zJkzB/fee2+KWpTdZK1q386dOwEAnTp1Mizv1KkTNm3apG3j8XhQXl4esY26vxWBQACBQED7u66uLlnNbjOc9PACAIBECP5ydHdb+6zcWosb3/wJR/csx1vXDk5h6xgMRroY9vB8SASoawlh7AkH2N5v2R/78K/XfwQAbHzw7FQ1L6/Z2xDAqBe/BQD8MeUs8HzyczguenoJAGDRrSehazlTLGMw2iqEEIiiiKKiIhQVFTnat127dilqVfaTtR4pFXMiGCEkbnJYvG0eeOABlJaWav+6deuWlLa2RZZvrLa9bV2LrHpS3ZS4+gmDwcguVKf0ovV7He23lnmmU87O2hbts/3Ygdafi8Fg5AaBQADjxo1Dx44d4fP58Kc//QnLly8HACxYsAAcx+HTTz/FUUcdBa/Xi6+//joipC4cDmPcuHEoKytDRUUFbr31VowaNQrnnXeeto05tK9nz56YMmUKxowZg+LiYnTv3h3PPvusoW233nor+vXrB7/fjwMOOAB33313q9TzMkXWGlKVlZUAEOFZ2r17t+alqqysRDAYRHV1ddRtrLj99ttRW1ur/duyZUuSW992IAm8nZ2EAzIYjNwgLCbnuV67sx4rttQk5Vj5TiCsh1tKiXTWDmDdOoMhQwhBUzCckX/E4XN+yy234J133sHs2bPxww8/oE+fPjj99NOxf/9+wzYPPPAA1qxZg0MPPTTiGFOnTsWrr76Kl156CYsXL0ZdXV2EyrYVjzzyCI466ij8+OOPuP7663Hdddfh119/1dYXFxdj1qxZWL16NR577DE899xzmD59uqPvlw1kbWhfr169UFlZic8//xyDBg0CAASDQSxcuBBTp04FABx55JFwu934/PPP8ec//xkAsGPHDqxatQrTpk2Lemyv1wuv15v6L9EGcPLQqpuGJee5FAwGI7tx+lxbxQQQQnD6jK8AAD/ePRzlhawuS2sIhHR12lQbUk4HcAxGW6U5JOLgez7NyLlXTz4dfo+9oXtjYyP++9//YtasWTjzzDMBAM899xw+//xzvPDCCzj66KMBAJMnT8bw4cOjHueJJ57A7bffjvPPPx8AMHPmTHz88cdxz3/WWWfh+uuvByB7n6ZPn44FCxagf//+AIC77rpL27Znz54YP3483nzzTdxyyy22vl+2kFFDqqGhAevXr9f+3rBhA1asWIF27dqhe/fuuOGGGzBlyhT07dsXffv2xZQpU+D3+/HXv/4VAFBaWoorr7wS48ePR0VFBdq1a4ebbroJAwcOxKmnnpqpr9WmSOTlnKyZawaDkT0k47kOUcfY1xhkhlQraQnrhlSq7RzmkWIwcovff/8doVAIQ4YM0Za53W4cc8wxWLNmjWZIHXXUUVGPUVtbi127duGYY47RlgmCgCOPPBJSnMk12rvFcRwqKyuxe/dubdnbb7+NGTNmYP369WhoaEA4HEZJSYnj75lpMmpIfffddzjppJO0v//zn/8AAEaNGoVZs2bhlltuQXNzM66//npUV1fj2GOPxWeffYbi4mJtn+nTp8PlcuHPf/4zmpubccopp2DWrFkQBCHt36ctksjLM8zeuAxGmyPk9Lm2yFMNUAN/rytrI8tzhpZQ+kL7SMqzsBiM3KDALWD15NMzdm67qF7keFoDhYWFcY9ldYx4uN3uiGOoxtfSpUtxySWXYNKkSTj99NNRWlqKN954A4888kjc42YbGTWkhg0bFvPH4DgOEydOxMSJE6Nu4/P58MQTT+CJJ55IQQsZTl6d6rYsR4rBaHuISQjZpXN6XELyFebyDdowTXW3yyL7GAwZjuNsh9dlkj59+sDj8WDRokVaJFcoFMJ3331nu+ZTaWkpOnXqhG+//RYnnHACAEAURfz444+tqvG0ePFi9OjRA3feeae2TFXkzjWy/05gZJRE4uJDCdSbYTAY2U0yQvtoQ4rRetLpkUr18RkMRnIpLCzEddddh5tvvllLmZk2bRqamppw5ZVX4qeffrJ1nH/961944IEH0KdPH/Tv3x9PPPEEqqur4ypox6JPnz7YvHkz3njjDRx99NH46KOP8O677yZ8vEzCDClGTJhqH4PBAJIzQdISSl9OTz5guJ4ptlFZt85g5B4PPvggJEnC3/72N9TX1+Ooo47Cp59+GlF/NRa33nordu7ciSuuuAKCIODqq6/G6aef3qoUmnPPPRc33ngj/vnPfyIQCODss8/G3XffHTMCLVthhhQjJk5mIVXvFcuRYjDaHsmYIAmk0YOSD6RX/pz9XgxGruHz+fD444/j8ccfj1gXLb3GnFLjcrkMKTSSJOGggw7S1LIBuSYVzcaNGyOOu2LFCsPf06ZNi1DYpkMO46X2ZAvMkGLEJJGXJ/NIMRhtj5DD0D6roI9AGlXm8gG6r025ocN+LwYjL9m0aRM+++wzDB06FIFAADNnzsSGDRu0vKt8h8kmMWKSaGgfqznCYLQtklEfjuVIpY5Uz18xjxSDkZ/wPI9Zs2bh6KOPxpAhQ/Dzzz/jiy++wEEHHZTppmUFzCPFiImTlzO9aVgicDNVLgajzeDU02yVh5zOULR8gJ6wSvXkFfu5GIz8pFu3bli8eHGmm5G1MI8UIw6JvT1ZeB+D0bZwGtpnRYCJTSQV+hoyjxSDwWCkH2ZIMWKS6MuZSaAzGG2LsMNnmrPIkmqhPFKZHJZLbWSiRzIYUqkWm0jp4RkMBiMnYYYUIyaOXs7UpswjxWC0LZKhxkl7pDLl4ahvCeGEafNx69srM3L+ZEKQPrEJlvfKYDAYkSRkSIVCIWzZsgVr167F/v37k90mRhaR6NiJSaAzGG2LZDzT9DEyNS5/78dt2FbTjDe/25KZBiQR+hoy0T4Gg8FIP7YNqYaGBjzzzDMYNmwYSktL0bNnTxx88MHo0KEDevTogauuugrLly9PZVsZGSDRWUjmkWIw2hateabVfsToNclMHxFMQq5XtmC4min4WnT/z3KkGAwGIxJbhtT06dPRs2dPPPfcczj55JMxZ84crFixAmvXrsWSJUswYcIEhMNhDB8+HGeccQbWrVuX6nYz0kSi706WI8VgMFTUfkRqhQdlwv+twoX//QYtVHigUz77ZSfu/XB1wvtnHWk0dNjcGIPBYERiS/78m2++wfz58zFw4EDL9ccccwzGjBmDp59+Gi+88AIWLlyIvn37JrWhjMxAHMwa09syjxSDkd/Q8ucSIeDBmTwczo43e8kmAMCnv+zEuYd3SahNV/+/7xPaL1tJp9gEy5FiMBipYvTo0aipqcF7772X1OPOmjULN9xwA2pqapJ6XBpbhtRbb71l62BerxfXX399qxrEyC4SrcHJcqQYDIaK2h3QanlOJmlodta2JKNJbQKj2EQKjp9GQ43BYLR9Nm7ciF69euHHH3/E4YcfnunmJIVWFeQNhUL47bffIIoiDjzwQHi93mS1i5ElJPryDLehPAQGg+EcWvxc0nKk9GVOuhbaw723IdDKlrUdjGITrCAvg8FgpJuE5c+//vpr9OzZEyeddBKGDRuGbt26Ye7cuclsGyMLcKR+Tm0bTtSVxWAwsgbz4DzR+kt6jlRiOT10XlRDIJxQGwCgxNequcOsg76CKfFIpfj4DAYjtbz99tsYOHAgCgoKUFFRgVNPPRWNjY0YPXo0zjvvPEyZMgWdOnVCWVkZJk2ahHA4jJtvvhnt2rVD165d8eKLLxqO9/PPP+Pkk0/Wjnf11VejoaFBWy9JEiZPnoyuXbvC6/Xi8MMPN9gGvXr1AgAMGjQIHMdh2LBhhuM//PDD6Ny5MyoqKvCPf/wDoVBIWxcMBnHLLbegS5cuKCwsxLHHHosFCxYY9p81axa6d+8Ov9+P888/H/v27UvSlYyObUPK/EK94YYb8Oqrr2L37t3Yv38/7rvvPlx33XVJbyAjsyQafsNypBiM3Mf8GAcdiMiYc6SAxOW6aUOqNXM07YvaVtREOkPvWI4Ug6FACBBszMw/B8/hjh07cOmll2LMmDFYs2YNFixYgAsuuEB7lr/88kts374dX331FR599FFMnDgRI0aMQHl5OZYtW4Zrr70W1157LbZskUtFNDU14YwzzkB5eTmWL1+Ot956C1988QX++c9/aud87LHH8Mgjj+Dhhx/GypUrcfrpp+Occ87RROi+/fZbAMAXX3yBHTt2YM6cOdq+8+fPx++//4758+dj9uzZmDVrFmbNmqWt//vf/47FixfjjTfewMqVK3HxxRcbBO6WLVuGMWPG4Prrr8eKFStw0kkn4b777kvsN3aA7em5Y445Bs888wyOOOIIALJl2L17d2199+7d0dLCYtfbGonaQyEW2hfBez9uw1fr9uDBCw6Fx8VqYTOyH/OESCAkwecWbO1rMJqU/yc62G8J69ZTIJy4al95oQfY25jw/tlGquXJ6eMzO4rBUAg1AVOqMnPuO7YjLBRge00LygrdKPG5o266Y8cOhMNhXHDBBejRowcAGETj2rVrh8cffxw8z+PAAw/EtGnT0NTUhDvuuAMAcPvtt+PBBx/E4sWLcckll+DVV19Fc3MzXn75ZRQWFgIAZs6ciZEjR2Lq1Kno1KkTHn74Ydx666245JJLAABTp07F/PnzMWPGDDz55JPo0KEDAKCiogKVlZWG9paXl2PmzJkQBAH9+/fH2WefjXnz5uGqq67C77//jtdffx1bt25FVZV87W+66SbMnTsXL730EqZMmYLHHnsMp59+Om677TYAQL9+/fDNN9+kPFrOtiE1c+ZMjB07FkOHDsV9992HCRMm4Mgjj8SBBx6IUCiEX3/9FU888UQq28rIAE5mIelNmUcqkhveXAEAOKJ7OS4/rkdmG8Ng2MA8OA+IIoDoL+54x0lUZY72SDW3Qv6c5+Jvk0ukuo4UDRObYDCyg111AdQ0B1HTHMShXcuibnfYYYfhlFNOwcCBA3H66afjtNNOw0UXXYTy8nIAwCGHHAKe1yd1O3XqhAEDBmh/C4KAiooK7N69GwCwZs0aHHbYYZoRBQBDhgyBJElYu3YtCgoKsH37dgwZMsTQjiFDhuCnn36K+70OOeQQCII+Ude5c2f8/PPPAIAffvgBhBD069fPsE8gEEBFRYXWvvPPP9+w/vjjj88eQ+rYY4/Ft99+i2nTpuHII4/EtGnTsHbtWixbtgyiKOKYY47RrERG2yFRe4jlSEWnujGY6SYwGLaw8kjZhQ7tI8puUoIeDtqQanHQBjNtqRgvkAaPFPWZzY0xGApuP3DH9oydOyQ22dpUEAR8/vnn+Oabb/DZZ5/hiSeewJ133olly5bJh3IbJ8U4jrNcJinjOUIIOM56Nopebt4m1n40sc4tSRIEQcD3339vMLYAoKioSDtPJnCUeetyuXDHHXfgz3/+M6677jrMnj0bTzzxBDOg2jCJ3pjMIxUdG/0Jg5EViGaPVDgxI0bPkaLlz+1DG0+t8UgFE2x/tmLMkUrxuRLMl2Uw2hwcB3gK42+XBXAchyFDhmDIkCG455570KNHD7z77rsJHevggw/G7Nmz0djYqHmlFi9eDJ7n0a9fP5SUlKCqqgqLFi3CiSeeqO33zTff4JhjjgEAeDweAIAoOuvHBw0aBFEUsXv3bpxwwglR27d06VLDMvPfqcBRosbq1avxzjvvQJIkfP755xg5ciROOOEEPPXUU6lqHyPDOHl10tsy+fPo2JmZYTCyAbNKnxNDhKME0JMZ2tfSCkMqZBLLSFSFMFsweoxSkSNFHz/ph2cwGAlg91FctmwZpkyZgu+++w6bN2/GnDlzsGfPHhx00EEJnfeyyy6Dz+fDqFGjsGrVKsyfPx//+te/8Le//Q2dOnUCANx8882YOnUq3nzzTaxduxa33XYbVqxYgX//+98AgI4dO6KgoABz587Frl27UFtba+vc/fr1w2WXXYYrrrgCc+bMwYYNG7B8+XJMnToVH3/8MQBg3LhxmDt3LqZNm4bffvsNM2fOTIuauG1DasaMGTjqqKPw0EMP4fjjj8dzzz2H0aNHY9myZViyZAmOP/54LZaR0XZIuI4Ue+syGDlPRGifA6EHq2KxyQntS6IhleN5P8bryVT7GAyGTklJCb766iucddZZ6NevH+666y488sgjOPPMMxM6nt/vx6effor9+/fj6KOPxkUXXYRTTjkFM2fO1LYZN24cxo8fj/Hjx2PgwIGYO3cu3n//ffTt2xeAHNn2+OOP45lnnkFVVRXOPfdc2+d/6aWXcMUVV2D8+PE48MADcc4552DZsmXo1q0bAOC4447D888/jyeeeAKHH344PvvsM9x1110JfVcn2A7tmzp1Kj766COcdNJJ2LRpE8444wxcddVVaN++Pf7f//t/+Pzzz/HnP/8Za9asSWV7GWkm0XenaCNHasPeRny0cjtGDe6J4hjKM20NnnmkGDlCrNC+fQ0BvLZsMy46qis6lxZE7GtVLNZolznxSCUntC9k8qiJhLSuKn2GSbXHiDaGmR3FYOQWBx10UFSPDC0rrmKuyQQAGzduNPw9cOBAfPnll1HPyfM87rnnHtxzzz1Rtxk7dizGjh0btz0zZsww/O12uzFp0iRMmjQp6rHHjBmDMWPGGJaNHz8+6vbJwPY7hBCiqXsIghAxOzV8+HD8+OOPyW0dI+M4eTnT94Qd+fMzZnyFQFjCxn1NePjiwxJpXk7C7ChGrmCeD6FD+/733VY88vlvqA+EccdZkaEiksUg3yiOYL8dBtW+YPLEJtqScZDqMMVc994xGG0F5h3OLmwbUjfddBPOOussHHbYYfjtt98wZcqUiG18Pl9SG8fIPKkUm1Bnt5dv3J/QOXIVZkcxcoVYHqmmYBgAUNsUghWGsDOQyGVODKlwakL7cl0UJ1HDNBFy/FIxGAxGSnBkSJ1xxhlYs2YNBg4ciP79+6eyXQwLtuxvwpLf9+H8I7rALaSnoGs6cqTybXKFeaQYuYLZy0HnSKnPbVC09hBZSWfTh3MySUOH9rEcKR1jHanUik2wWXAGg8GIxFF4+IABAwzFuhjp5YRp8wEAtc0hXHXiAWk5p5N3J72pnRwplVwfzDiFYz4pRo5g9tjQoX2qlymaAIXBW6IchzbMEg3tC0sEIVFKaDIpUrXP8SGyCqPXL7XkWTfNYDAYtkiPW4ORVJb+sS9t50rUyLGTI6WSby9o5pFi5Arm0D7a06x5pKJIohu9GfL/rcL97BAweaESEZwghET0S7k+iWMUm2A5UgxGKmFe2bZHMn5TZkjlIOkciCd6i+V67kEqYXWkGLmCObSPfq7VT9GK9EqG/B0L1T5HOVLGcyQS3mc1uWM2FHMNq/DJdJyLwcgnBEEAAASDwQy3RIY9i8mjqakJgKwImCi5rPzKSAOOQvuobZ3lSOVXt8DMKEauYDY0RAuPVDRDyspbYjSu7LfDbDi1JKDcZw7rA9pAQd4Ue6TS6fFiMLIVl8sFv9+PPXv2wO12awrWmUIMBUCUkOqWlpaMtiVXIYSgqakJu3fvRllZmWYsJwIzpHKQdL7PEhabiJKAbkW+vZ6ZQ4qRK5g9y0aPlPw5WmifldFkCPdzVEeq9aF9tCHFc3KbctyOMkxCpb4gb0oPz2BkLRzHoXPnztiwYQM2bdqU6eZgT31Am8DyNEfW8GPYp6ysDJWVla06RkKGVE1NDb799lvs3r0bkilb94orrmhVgxjZBVPtSw70IIfZUYxcwSzGYHiu43ikjLRS/jzU+tA+VV2Q5wCXwCMYlnI/tI/2GKVAOIM2dnPde8dgtAaPx4O+fftmRXjfY2/8iJ+31QIA5o0fltnG5DBut7tVnigVx4bUBx98gMsuuwyNjY0oLi425HtwHMcMqTSQ1hwpR+9OfWMnOVJOZqZzFfpysBwpRq5gNjSMqnuqR8raqLHySFnlTdkhOR4p+XxugQevPIO5bhwYDJ2Ui02k9PAMRtbD83xW1Evd20ywrV7uA7OhPfmO40DP8ePHY8yYMaivr0dNTQ2qq6u1f/v351dh1Xwg0Xcz80gZoQ1LZkcxcgXzhIilal+UMF56VyuxCSePvVlsIiFDSg2FEXjwnLFduYoxhym1x8+HCS8GIxdgT2J24diQ2rZtG8aNGwe/35+K9jCyjETj7lmOlBGJhfYxchCzoWFVtygQsiE2IanLErOkIsUmEs+Rcrt48IolleteFoMIIvNIMRh5Qb4JdGU7jg2p008/Hd99910q2sLIQpy8POln21FoXx70CUaPFDOlGLlBhEdKdOKRspA/l6zXx8NcR6olSjhhLNR2ugVOC+3L9TINiaog2iWdhhqDwbAHexKzC8c5UmeffTZuvvlmrF69GgMHDozQXj/nnHOS1jhGNNI3EE+H2EQ+dAt0rgmzoxi5QmQdKd0SUkO9onmkaCwL8iYgNlHoEdAYFNGckPy5niOlfs554yCN8uS5HgbJYLQV2KOYXTg2pK666ioAwOTJkyPWcRwHUXQ+U8jIXhKd5XQU2pcHnQKhLgfHgvsYOYJ5QkS0MISieqQshCkSz5GS3ytlfg8ag82tkj/3CDxaOHn/nFftoz6n2tDJ8UvFYLQZ2KOYXTgO7ZMkKeo/ZkS1RZyo7+k4Eptw0JpchXmkGLmI2dCweq5FiVhOnFgN8olFuJ8dmpWcqPJCOQIiEflzVWyCVu3L9dA+kqCHL5Hj5/ilYjDaDDnvSW9jZLY8MyMhslf+XMdZjlTb7xRyfcDGyE/MoX2SQbVP/2zllbISpkg8tE/xSBV4DH87IaCJTeg5Urne9aTVI5UXU14MRvaT6/1WW8NWaN/jjz+Oq6++Gj6fD48//njMbceNG5eUhjGyg7QU5E3oDLlFogNIBiOTxJQ/p5YHwxL8HuO+BoE+QiBJxOTVcFBHSvEmlfllj1RzIqp9lEdK4NuGR8ooMZ/84xvFJkznlgg4jonnMBjphk1qZBe2DKnp06fjsssug8/nw/Tp06Nux3EcM6TaGI4kI6iNWY6UEdEiX4TByHbM96ooWU8IBMIWoX3UBne99wv2NwbQr1Ox5f4x2yARBJXjlyvWWiKqfYaCvEosRq4/i4mGSiYC7Y0MhiWc9fjX6N2hEM/87aiUnpfBYBjJ8W6rzWHLkNqwYYPlZ0bbxxzaYxdnBXnbfq8gRgmJYjCyGfN8iOE+hnFgbYbuAtbsqAMA7KoLWK6PBW2k6R6pRFT76IK8ah2p3H4WUy1PHq3g79I/9mH97gas392Q9HMyGIzY5Hi31eZgOVKMmKQlRyqxU+QUCdYhZTAyillsIrpHKtJDFC/8xG54Cp0PVeZPPEeKriMlcG2jIC99CVM9uMp1o5PBaCuwJzG7YIYUIyaJvjxDooP98qBXoAekiXr5GIx0E1lHyjpHyiq0L95tbrdrUcP4XDyHYq8cRJGQap+o50ipaT25niNFG6NOv8pnv+zEyQ8vwMqtNbFO4GQxg8FIAyyqJbtghhQjJo5ypKit6cKdyTxHrmLMkcpgQxgMB5gNjWgeKavQvnjveruTNGoxXp9bgNctv7ISqiOlik24dLGJXPey0N2s0+/y2epd+GNvI75et9feuXL8WjEYbQX2KGYXzJDKQdKpkZQW1b486BWspKAZjGwnIrTP8Lf+OZ7YRGtQvU8+t4ACtwAgQUNK8ZIbcqScp1plFfTkldPrrXroYnnljMenludBn81gZCtMtS+7YIYUIyaJek/CDkL78qFLYGITjFzEHNoXduKRinNs26F9miHFo8CjGFIJyJ/TOVJtRmyiFfLnqiFld9Lr/y3dhJve+gmEGIdxLFSZwUgv7JHLLmyp9pmpqanBt99+i927d0MyTeldccUVSWkYIztwMuinN3VWkNdJi3ITJn/OyEUiPFKitSFlmSMVpw9IJLTPp3ikrM4XD021z6XLn5u/X65hMGgcfhfV+HViCL39/Vb86+Q+hhNLhIBPa5wEg8FQIYSwWm4ZxrEh9cEHH+Cyyy5DY2MjiouLDT8gx3HMkGpjJDrOCDvKkcrtwYwdWEFeRi4SITZhCFGNLX+eNI9UmPJIuRP3SNFiE5pqX45P7bbGIxVUjOJYxqTVKvN5REISm5FlMBgJQUzjCWZHZRbHoX3jx4/HmDFjUF9fj5qaGlRXV2v/9u/fn9TGhcNh3HXXXejVqxcKCgpwwAEHYPLkyQYvGCEEEydORFVVFQoKCjBs2DD88ssvSW1HNkC/8NP50CTqPWEeKZ2PVu7Av99Yof2d42M3Rh4RS2yCXhUUIw2beH2H3ccgoIb2uXSPVGtzpLg2In9uHFA5zJFKwCMFAALHRc2dYjAYqcc4gZI9D2BIlDD+fz/h3R+3ZropacWxIbVt2zaMGzcOfr8/Fe0xMHXqVDz99NOYOXMm1qxZg2nTpuGhhx7CE088oW0zbdo0PProo5g5cyaWL1+OyspKDB8+HPX19SlvXzrJVAiKM9U+HSfy59nTDaSGf7z2AzbsbdT+zqaOj8GIhfkxjlpHKpQe1T6fotqXUB0pxXBwCZym2pf78uc6TvsVe2ITkQgCl3AYN4PBaD3G5z5jzYjgre+24p0ftuLGN3/KdFPSimND6vTTT8d3332XirZEsGTJEpx77rk4++yz0bNnT1x00UU47bTTtPMTQjBjxgzceeeduOCCCzBgwADMnj0bTU1NeO2119LSxnSRqZdVOgrytnlLygQTm2DkCqq3wqrukiG0T0xAtc+h2ERX7ELRfjnaIBCWHHtS1KLBPpeghfbl+rNItz/VYhMqAmcypHL8GjIYuYbxuc+e56+6KZjpJmQEx6HNZ599Nm6++WasXr0aAwcOhNvtNqw/55xzkta4P/3pT3j66afx22+/oV+/fvjpp5+waNEizJgxAwCwYcMG7Ny5E6eddpq2j9frxdChQ/HNN9/gmmuusTxuIBBAIBDQ/q6rq0tam1MF/bBwOZDYy3KkopNF/V5c3vtxG7bsb8K/Tumb6aYwMoA6SHYLPIJhyfhcx/FIxS3Ia/O5lw0pgpt23YLS1/ahI6ZjN8rREhbh99h/hQVCElwIozLwOziUAMh9I6BVYhOKuzHWflaGJm+afiU5LiHPYOQadN+aTV1YvuZqOTakrrrqKgDA5MmTI9ZxHAfRIlY+UW699VbU1taif//+EAQBoiji/vvvx6WXXgoA2LlzJwCgU6dOhv06deqETZs2RT3uAw88gEmTJiWtnekgF8In6JeuszpSqWhN9pIDP6XGDW+uAAAMPbADDu1altG2MNKP2u94XbIhZfRI6Vh6pOIYSnafg5awhL7cNrQP7QAA9OG3YbdUjpaQBL/H3jEA2Ys1wfUyLv72C+wv+w+W4aicehatIK0YUNkJ7Yt6XupzrhujDEauQfet2eSR4vPUknIc2idJUtR/yTSiAODNN9/EK6+8gtdeew0//PADZs+ejYcffhizZ882bGeWfownB3n77bejtrZW+7dly5aktjsVGCeCs+fBiYaTOlLZ1BGkg1z8vtVNoUw3gZEBJM2QkkUeQgb5c/1zwCJnKa5HyuZj0BwUcSy/Rvu7myCLGjkVnAiERfzN9QUA4ML6V+Q25rglRfclTr+LakjF9EhFW56loUUMRj6QraG1+WlGJVhHKl3cfPPNuO2223DJJZcAAAYOHIhNmzbhgQcewKhRo1BZWQlA9kx17txZ22/37t0RXioar9cLr9eb2sYnmVx7WTlS7UthO7KRfPu+jNxFfUl7XfKcGx3aR9/HAcscqdjHth3aFzYaUt2FaiDkXAI9HNLDuXe75PdFrvWrsXCcIxVOzCP1xLz16NW+UD9vjhujDEauYfBEZ1FoLfNIOWDhwoUYOXIk+vTpg759++Kcc87B119/ney2oampCbwpIFsQBE3+vFevXqisrMTnn3+urQ8Gg1i4cCEGDx6c9PZkkmyadbADC+2LTq4nuDPyB80jpajlhaMU5LWsIxXnPrfbRQSCIo7lf9X+7sLLHimnyn2dmn/XPrfwsupsLoRMx6I1MshBG2ITVof8f0s3YfKHq6nzOjotg8FIItk0GZSndpRzQ+qVV17BqaeeCr/fj3HjxuGf//wnCgoKcMoppyRdKW/kyJG4//778dFHH2Hjxo1499138eijj+L8888HIIf03XDDDZgyZQreffddrFq1CqNHj4bf78df//rXpLYl09CzfhaTv1mHE7GJfCObOr5YsJlmhu6RUkP7onikLA2pOAe3+RwUNW5ER65G+7uS2wfAuSHVs0U3xoqlOidNyFqM9ZwcGlIJ1pEyk2uTfAxGriNlaWhtrJSatozj0L77778f06ZNw4033qgt+/e//41HH30U9957b1INmCeeeAJ33303rr/+euzevRtVVVW45pprcM8992jb3HLLLWhubsb111+P6upqHHvssfjss89QXFyctHZkA/TLKhc8GqKDHKl8Iwd+PgDOZZEZbQ/VbtJD+6z7ISuPVLIK8nat+1E+N++BSwqiE5ENKac5Up1CepHIIsWQynUjgJ6vWr6x2tG+ar5brK7aTvglm3BhMNJLtMLomYbPTzvKuUfqjz/+wMiRIyOWn3POOdiwYUNSGqVSXFyMGTNmYNOmTWhubsbvv/+O++67Dx6PLtXEcRwmTpyIHTt2oKWlBQsXLsSAAQOS2o5sgH5wsvXlTzeLDcKjkyuXJtfDnhitRzLnSNGhfdR2Vh6peLeP3QF4r4YVAIBtHYYCADqSvQCc50gJkl7jpFisBZD79zht6Cz5Y5+jfTWxiVZeg2yaEWcw8gEpSyfW89SOcm5IdevWDfPmzYtYPm/ePHTr1i0pjWJEQs88pvrln4wHk4X2RSebOr5YsN+QocmfuyND+2hLKhiONGrieTPsPgU9W+R8nK1dzwYAFJJGFKIZLRbGWyxoQ8ov1YOHlDPPYjQSbb4kEW2yq7Xvkxy3RRmMnCNbJ9ZZaJ9Nxo8fj3HjxmHFihUYPHgwOI7DokWLMGvWLDz22GOpaCMDxocl1TOAyTg880hFJ1euTK7P1jNaD11HCjCF9lF3srXYROxj2+1n/GK9fI6y3oCvFGipRWduH1oceqR4okv48yAoQWPO3+Pm1scr/aESoiZJYvbVNi5Prl9DBiPXCLPQvqzCsSF13XXXobKyEo888gj+97//AQAOOuggvPnmmzj33HOT3kCGjCEmNksdBcbEZ3nWk8/XJysGuZJTYOysc6PNjOSi/u4+1SNFGUz0LWEtNhFPtc/ePeUhsifJ5SsESroCLbWo4vY5zpHipZAh9qQdV59Vg5CEMLU/LBG4BRuGlJi8Z5v1DQxGepEM48Hsef7oSRy7kzptgYTqSJ1//vmach4jPdAvq1S7chOd5TQTlgg8zJCKIIv6vZgYwgeYeEheot4DPsUjRXsy4smfJ+U+JwReyPWf3F4/UFIF7P4Fnbn9jlX7BGI0pMpRn/NGgLn9YZFAsXljQhvEsTxKdq5Orl9DBiPXMIqPZbAhJuhhokQAG3M6bYKE6kgx0o+YxhkI80xyoqdjOTbW5MrAg/ZIsVDN/ETPkbISm9A/W3qk4hxbfQxCooQfN1cjbFXXIdyifXT7/EBpFwBAZ4ceqbAowU3ChmWyRyq372tz60M2+9wgda2dXAM3wjiLX4oC6L8LC+1jMNKLmKXRIhw1U5VP/YItQ6pdu3bYu1dWSiovL0e7du2i/mOkhnQmF5qPbveBMDeLDb5zG9oLlU+dIkNHz5GS3RxhiWgTLfE9UvZC++5+bxXOf+obTJ37a+RGoWbto9vnl0P7AHTGfkeGVCAswYOQYVk5V58TNfliYZ70Ctv0HAfteqRMq/7peg9PeR7HE+4nom7DYDBSS7YaUnQAUj6NGWyF9k2fPl2ryzR9+vS8iXvMJowF2FJ7LvNzmeiDysLBrMmmji8WYUNCeo6POBkJoRfk1efc1Dwc+i4OWlkk8cQmlP+/sXwLAOC5rzfgzrMPNm6keKRCRIDL5TV4pFY7EJsISwRuTvZIEU8xuGA92rWB0D5z6y29ehbQ6otOJrz+JnwGADhV+BGqXZpPAyYGI9MQQgxjwGx6/HjKNsgmNcFUY8uQGjVqlPZ59OjRqWoLIwaGByfVoX2m13Oigw27YSb5RrYO3sKihD0NAXQuLQBg8oJmU2/NSDq1zSGAAKV+t2G5ZPJIAXoejkFswsI7FLcgr51bSvFItcADgeeAEtmQquL2oSVkv38hhMANJbSvoBQI1sPHBbMqUTsREo0CMIhNxMyRMq6rJYVoxzUAAFwIIwxX1vZnjPxhf2MQXhePQm9Caf85hfldnFXPX556pBznSAmCgN27d0cs37dvHwTBRpYrIyEyOai1ezrz85xPD5ITsqnfo/nr88tw/ANf4tsN+wGwHKl8QZIIDpv0GQ6b/FmEgIM63lZzpAB9goQOK7PySMU1pOxIGWiGlBsCD6BUCe3j9qE5GI6xo7ktgFc1pNx+AIAAKatmcxMh0dA+2iPlZOa4jGvUPpegCUCWDeQYeUdzUMSwh+bj/KcWZ7opacH8vGbT80d7pHJ9ksoJjg2paJK2gUAAHo+n1Q1iWGMM7Uu12ITx70QNIrsv9XwjW/sX1YB649vNAJhHKl+gjeTf9zQY1qkvQ49AhfYpzzV9RwQsvENJqSOlhPa1EK8cUl5SBQAo5ALgArU2DiAjSrpHinPLHlcBUs6HnyRFbMJmjlQRmlDO6fdHmfKZdQ2MTLKvMYC6ljA27G2Mv3EbwPyIZ1PgD530k0+Tr7b9oI8//jgAWSf++eefR1FRkbZOFEV89dVX6N+/f/JbyACQ2eTCePVgopGND1JTMAy/J7Pu/0SvZ9pQekPmkWpbNAdFeF18zNpu1Y1GQQa13+nUsBq3u17HjPD5Wh4OfR83BMMIhiV4qFyqeLeM1XMQ0caQ7PVogQdujgPcBQh4yuENVqOwZWfsE5jOpYlNaB4pMaFZU0IImoJiVoQRRYT22fVIhZ17pHpwxkiUMsiGFJtkYWQS9fbNl/vQnK+cTR6pdE74ZxO23wTTp08HIL9Enn76aUMYn8fjQc+ePfH0008nv4UMAMZZw1R3GIl6pMxbidk0VQJgysdr8OxXf+C1scdicJ/2GWtHtvcvqnue/v3EXJc3y3P2NgRw1H1f4Oie5Xjr2sGGdXSI3f6moGGdOsg+9fvr4HXVoj1XjZB0lrIfdQwCDJn6JZbefoqcyxSxRSRWz8Ex93+B43tX4NkrjpIXhBSPFNzwKccNFFTCG6xGcWBXzOObv4ebU8IWKY9UIi/7SR+sxqxvNuLd6wdjUPdyx/snE3N4ZMi22AQ1SRLD+KLX9OCMhmsZ1wCQ/ArhYWQv+XIbmodV2TSeoNuSL4Yt4MCQ2rBhAwDgpJNOwpw5c1BentkXSL5Bzxpa1WxJJpFiE4kdx4kXQ5QINQBLDc9+9QcAYMona/Dhv05I6blike0zNeqvQA+wmEcqt5m7Sh4EL99YHbGOvh2rG4OmdYrYREgOo7tQWISNYSliPwDYUx9AbXMI7QrlEO94t4zV+vpAGKu2USF7YV1sQg2/DxZ1BmrXoDgUmasb61xWOVKJhPbN+mYjAODRz3/D/7vyWMf7J5PExSac15GK5pFiXQMjk9C3rySRmB73tkA2e6TosWM+GVKOc6Tmz5/PjKgMQN+UTQ5kfxMhWfLn8cJM6DCgvQ2BhM6RCBwy29Fme/+iDlhZjlTbwe6vty/CkAJ4mF7cTfujHpPuK+KFsEYTmzDcaorYRDPxahMt4cLOAIDS0N6YxzccU6JC+1w+ALIh1ZoxSDaUATE/lnblzwM260jRlHLGHBRVeCLX88wYuQ3dj2STUZEqsllsgu5K8mnMkFCQ99atW/H+++9j8+bNCAaNL95HH300KQ1jGKEfliYHalXJPncsIhSk4jxI9DBkR20LOpX4nDYtJ8n2HCk1tI/lSLUhbN5zER4pAB1h9GK5ty0FunezvI/pQq/xc6SiLKcNrGb53PUogKDcl7xHDs3jxGDEvtGQCIFH80jJ+7sgtupln3kzKrIvCSWg2hfrEtDH98J4vcu4emV/1jcwModh8E5IYoPaHCJCbCKLnj+6Lfk0weL4nps3bx7OOecc9OrVC2vXrsWAAQOwceNGEEJwxBFHpKKNDAD0RGNLSEppKJz59k90rBEvR4o+7M7aZqBbWWInckimJ5KzvXthHqn8gn7fmXOkAKALZ/T8FGxdDOBiy2MFwvZDxqJNKNC3Gtn3OzgAm0knHKv0d4JLqXUlOZA/l2hDSg7t4xPMkVLJxggiu4WzDfLnNp9tsyFVCDmKgOVIMTIJMXjBM9iQNGF+xq0UUzNFOuudZhOOQ/tuv/12jB8/HqtWrYLP58M777yDLVu2YOjQobj4YuuXK6P1mF92zRYFMJOFeYCT6AMRL7SPPs+O2paEzpEImR7/ZNMMkhUc80jlFQaxiYbIHKmu3B7DssLt3yjrIo8VdJC/Ge2OMvQ/++Xc3I2kUvOUulxKmQ0pZN41KqIYBs8px1U9UpzUqpd9NoT2JazaZ9OQoo/v5eTrXU/k6+dTDCvWNTAyCX37Zfu7NRmY50rqA+mNUIpJnnqkHBtSa9aswahRowAALpcLzc3NKCoqwuTJkzF16tSkNzDf+NPUL3HQ3XOxble9Ybm5g2hK4cMT6ZFK0JCK84alD7szjYZUpsn2gYc6PDSo9mWZAiPDGbFuOYPYRFNkaJ/qkVoiyEp6BdVrgYY9ljlOQUceKevlhuejWhaI2UQ6aaF9LsojZTtMNkx9L4NHyt7uVmSDRypR1b4gZXDZ9UiphlMtCgHohhXzVjMySb4pxZkNlMYsMqToy59PdUQdG1KFhYUIBGSXflVVFX7//Xdt3d699pN/GdY0B0U0h8SIh8XcQTSmUHAiWfLn8QwpKUMeqUzH9mV7jpR6eZhHqu1g95azEpvoqhhS6119sEbqLq/Y+LXlMQNh0bBvLKIZWtpyMQTUyMWhN0qdwCtvK8Ete6R4Itq+LyVF/Q+AMUeqVc9i5i2pCLEJu6p9CdSR8iliHXWkUPlbvleyvT9jtHVosYkMNiNNmCc1G7LKkMov4Q8Vx4bUcccdh8WLFwMAzj77bIwfPx73338/xowZg+OOOy7pDcw31EFsPOW8lApORJw7scM4y5HKn9C+bO9f9DpSdLJKhhrDSAqxBrsGB5CF2EQVtw8AsFfoiG+kQ+QVG76KG9oX1yMVZbkWblezGZwURjPxYBfKtZxQTpBTe91OxCJC8uRfGLym2sejtaF9Ce+aNNTfVb029utIUb+TwxypGsWQ8iqGVT6F8DCyD7P8eVvH/IhnkyGVb95BFcdiE48++igaGuT6ERMnTkRDQwPefPNN9OnTRyvay2gN8gsxviGVWgn0WOe2S/wcKf3zjrrm6BsmmUwPgKyupygRXP/q9xhQVYp/ndI3A63S0VT7qN8vn2aX8g3ayApLBC0hET63oK0r4+T+vkkoxQbpAHnDvessQ/tosYl4t0xU1T51uZIftYl0AgGv3Ze8YkgJnGTfU6p4pALwwMXL382VgNgEPTjIAjtK+wU8Ao9mSUwsRyqWkU2t8imhfFpoH8uRYmQBBoGDPHhPmQ2UhpbsMaTy1SPlyJASRRFbtmzBoYceCgDw+/146qmnUtKwfEXzSJkGKeZZiFTGxUYW5LX5QDgIMzHPkFc32k8cz3WsLudXv+3Bp7/swqe/7Mq4IaVCd9hssJTbxMyRMv3dEAhrhhQAFEEpiusqQp2i1IZALYiFJeHMkLLeQFu6X8+PAnQDn1fEJtwIQ7RpOJCQ7PEOwoNCxZASIEX0q/GgPW6ZnpABABDgEG4jZgj/xRLSH2HJXvkR+nvYvYaq4VSrhvZxiiHFOgdGBjEUgc2DwXtEmkeWeqRYjlQUBEHA6aefjpqamhQ1h6G+myM8UmbVvizMkTITy5Ayr3Ki9tVaMj3+sTJM6dySTGOVI5VPs0ttESc/n7GoLlDMNQEAAkIR6ogs1ICWOkvjzJAjFSceNGpon3p+xZDaqBhSavia5pGCZFvuG2HZAAxyHoBX9xcd5/fQ3y/Thb0B+RpeInyJvtiCK1yfIxyyV1vLIDYRM+xTX6fmSOkeKSY2wcg89O2bD68p8/OaTap9+WbUqjjOkRo4cCD++OOPVLSFgeiznBFKLak0pEx/v//T9oSOEytHyjyACYpS3iQtW407+KyY3pZRB4iiaUDNyF1ieqQiJm3o/QiKFY9U2F2EOiiGVKDO8qDOCvIa83v0/QhqmoJYteoHAMAmUglAV8njBFm1z1FB3ZAe2geO8kg5vLFbQs5FGlKJeYLD3WxP8Kk1daRqTWITbJKFkUnyLS8nu0P7qM95JPTr2JC6//77cdNNN+HDDz/Ejh07UFdXZ/jHaB1clBwp88OTSrEJs0HzzEJ7hnOkFK99j1S87ZNJpuu/WBmM2WRIqQNWUbQvHMDIYWLkY3KSCD+neHOEItTTHikS+aYMOrhn1D7ALCMuEeDxeetRUC8r9m0gleA46rlVPEouiAjZHDhxohLaZ/JIOR130R6pdHrRo0GIbtAAgLd5t639QjZ/J6scqTqTR4r1DYxMQo878uFejFRwziZDis63zXz/mC4ci02cccYZAIBzzjnHMCAlhIDjOIhi9oQo5SLRcqTSKTaRrK4oZqFHqxo0ogSPy7Ftn3NYXRXzrHwm4fnIgrz58IJqyxCDd5EY++6IfEwqnEtq1D4bPFJEhIcEIs4TCDkXm5DbYmxfXVMTunGyUbBJ6mR8PihDym5+D6gcKVVHXQBxnN9De6SywpACgZ/TFU89CRhSjutImXOkWNfAyCB5F9qXxR4pg4JiPvwYCo4Nqfnz56eiHQyFaDlSER6pLIqLjcakD37BRUd2hVuINI6snrFQWAK8qW9Xpm0Wqw6GpxolScTwd7rRC/IysYm2iEQAgbq9YimEFiiGVFjwgXe50QwvJE4AT0QUiPUwv0Joj1S8UF3VgLPySHUXquHhRASIGzvQDu4ohpTTHKkQ7ZHiRMcve9ojteSPffh63R6c0LeDo2MkE0KAQugGbUHLLlv7BcPGZ9tsXFuheqBqUARAN6zyIZyKkb3kW2ifuc/KLvlzKkcq8/NMacOxITV06NBUtIOhoL7MzN1BJgvyJrpfS0jC7G82YuwJB9g6RzBNT16mk8St+nqBGsSIhIDPYBvVe5D2SOVL/lo+IBECIcb9Rd+fBZIsNBF2FcHF8wA4BF1F8IVqUUCaAJQY9jV4pOK0Q72lyv0eQ0FuQgi6YycAYDPpqEifUzvyuvy53YETp8ifBzlTjlQrPFIA8LcXvsXGB892dIxkQggMHqmCwB5b+5nrTYkSgUuIvCfUq8NBglcJ7dtDygAAxWgCh/zJbWVkJ/kW2mcW8comQ0rKM6NWxbEh9dVXX8Vcf+KJJybcGAZdkDeToX3JewB+21Vvudyqw8uGUJl0YJ0jpX8WJQJKfTrtqPegwSOVHz9NmyVWyEWsSRvNI+Uu0gbaze5y+EK16BzeBrMhFaRCu+MW5FXWdyz2YkdtC64b1hv/XfA7JAJUoAYAsIO0A2CcaAAlNmG7jpRordrXmhypbIAQgkLohpQ/4Dy0D5Anb2INBjzQB2u7FENK4GQhknwaMDGyj3wLJ1PDkUt8LtS1hLMqtE8yeKTa/m+h4tiQGjZsWMQyOiSA5Ui1DvVSmu9Bs7MmlWITSbSj0Biwvh/oB87r4hEIS2nzSGVatdiqr6dD+WwPDlOE2hKWI5Va/t/STehVUYg/9W2f1vOajWKzYU//7dcMqWK4ldyizeXHobxpI44PLMazOMiwbzBOHSk/WnCpMA9fSkeAoAcAXf2ud4cifTte9n60QK4ZxUfLkbLtkZKNjRC8AFVHyul9bfZIZRoC+ZqqFAacq/YB0SdK1HuBFrSoQyGaiBd+LoBSroGF/TIyCn375cO9qPZ5JQVu1LWE0RgUM54OoGIIs8yjMYPjzP7q6mrDv927d2Pu3Lk4+uij8dlnn6WijXmFHnaWe2ITVvtFU5Qhyn//JczB+a5vAES+3NsqVoM/WrUvnOHroLaFlq/PhxdUOvl+037c/d4qXP7CsrScL1b4S4RHilrvI7ohpXqkfq04FQBwTHCpJomtEogpf07wP89k3O1+Fbe43tDaod5mbiq0jFc8SAHI3ieDqqViCLkg2u4zODVHivdQ+zsP7cs+jxRQyOk5UoVBe6F9gXCkRyoWqiEVIgJECKhRlPvK0MgmWRgZheSZF0Sd4CwtcGvLskW5j/4t8qlQt2OPVGlpacSy4cOHw+v14sYbb8T333+flIblK3pon3G52kEUegQ0BsUUy58n71jRqm4TCTiI24zx7rcBAB9jQNpC+zI9b2OVIE9PJmXcI2VRkJflQSSXrdXNaT2fk/AX+vb0azlShZpozBb/AKC4CoX123EC/zPOvngMHv70N2yraTZ5pIznOZX/AQP4jQCA0/nvsIgY20Mr8+mGlCdiHXg9tK/Ztvy5fL1DVI4Un4BHKpB1Hili8EgVhxLMkYqifqguVfOjVMO2lhShituPMq4hLwavjOzF6JFq+/ei+h0LPS64eA5hiaAxIKLY546zZ+rJ1xyppGlNd+jQAWvXrk3W4fIWa3+U/vAU+WTbN1rIXDJIZo5UtHYSEFRwet2xM4XleZMjZfU96SueiQ6Inj1SQ3XpwVU+vKDaMrHCX2Kq9qkeKU8xXIoxEyIADjkPAHC2sBSlBW6MHtwTgNHTYT7uQH6D9nkfirU2qedz8frrSPUgBYiVR4pW7bMb2qd4VKgcKRecq/a1WHikMjnJQCQJfkq1zyc22JoJM9fss+uRUkMta4gchlmGhoxP/DDyG2Nph/Sff8v+Jvxv+ZZWR9QEwiLe+HYzttfEnmRTxwc8r48HGwKhVp07WdBjx3wypBx7pFauXGn4mxCCHTt24MEHH8Rhhx2WtIblK5pqn3lwo9yUxT43dtUF0JzC0L5EserEonnO5ITyWu3vc/nF6VPty7BLKmgx+0tfu0wMTOiBlFWOVJpqJecNmbRLI3KiYtSR0sQmXEVwKR6pUJgAh58PLH0Kw/nv8X04oNV/CxpC+4zH7crpQggduDrworEOkYv2SEnG0D5DBQVFbMKJ6h6vFOQN8XqOFA/JsYiKlUcqEJbgy5A6jIcEwXP6NeBBADEIuGLXkbBS7bNC/QlV6XP196hWJNBLuca8GjAxso9My5+fMG0+AKC6KYhrhvZO+Dif/bILt835GRcc0QWP/vnwqNup39HF8yj0uFDTFEJ9lghOGDxSeTT56tiQOvzww8FxXMTL+LjjjsOLL76YtIblK3odKesZw2LVI5UroX1RDD5CCCo4XdFvIL8B36cttC+zlpTVzJVB7SYDVgt9fkvVvjzqFNsiMQcbMTxSfqKE9nmK4RFUWXwJ6HIUarhSlKEWhXVr4XEdCMCYQ2S+Y7pxxrAzf7haPp86MDDkSMlGVswcKc6JR0oxpAweKcnxy97KI9UcFDNmSPmosD6NUHNcQ8rsFY/3fGseKaJ6pNQcKRbax8gs2RLat/SPfa0ypGqalTptTbG9S7pHitPHgymMUHICU+2zyYYNGwx/8zyPDh06wOfzJa1ReY2aI2VarI69i7zyT5aNYhNWRCscLBGggtM9Ul4EI8JNUkWmPVJWhhTd/4cyoDVOn5JndaTaHPQLLt77zWBIKR4p0V2se6REAvA8dvMdUSbWwtu8F95yWb0vEMMj1Z0zSnMXhOsN29GhfbHFJmjVPnvPiuqRCnNebX83F3Z8X1t5pKyMq3QhEPncEniAENk7FQ7E2cu+R0p9G6g5UkE1R0rxSJVxDajJowETI/toK/LnovJMxpscErX+kkOhN8tC+9rIb+EUxzlSCxcuRGVlJXr06IEePXqgW7du8Pl8CAaDePnll1PRxrxC90gZl6s3ZYmSUJhasYnEHgCr3KqoHikQVEDPkfJwIoKh7OgMUo1ljlSGZ3LomXle80hRg+L8SF9LG8nMQ7SDFMMojszH1D/7iGyAiC6/5jFSVSX38+UAAG9gr2VoH33gIjShkpM9UHtIqbxfWH7+1XtPsArtI7HFJuxOvqiGWYj3Ah7ZCPCjxXlB3igeqUwhQD63yLm0/CWE4wuZRORIxbkOUXOkuMa8CuFhZB/EwSRRNqMaUPFUezWPFMdpE+sNWeKRon+LcB7lAzg2pP7+97+jtrY2Ynl9fT3+/ve/J6VR+YyWIxUlb0F15baEnEv32iXZ70UrGUxCYBCbAAApmB4ls6z0SFGfM9EBGUP7Ij1S+TS71BYRYww2oimEAoCLyJMbRPBodaTU+2I/JxtSnua98Lrk0LZoHqk+3HYAcjHXraQDAKBAVDxSyi4uC/nzFs0jRTUwgTpS6vHCvAfwFgMAitDiWKI3EJJwnfA+fvRejYO5jXIbM6jkx6keKc6lXSuELML9TDjNkYoI7VM9UqjPqxAeRvZB3325fC+qbY/rkZLUiSc9QqmhJTsmoemm59OYwbEhRQgxFOBV2bp1q6U0OsMZ2oAhyuBGfXCAFBflpWit4WGVCEkI0IEzGuRiMP4AoC1g5ZHKdGyx1YDSmCOVzta0fQwhEGm4uLFecOZJG3q9C/KzSwSPZuiog/B9fAUAwF//h6VHij5qH34bAGC91AW1Sn6NZkhRoSoqgqTmSFkU5BXkPlCAZDtHShOb4LyAVzYCeI7AQ5xN3gTCIm51v4FyrgFPuh8DADSHMhnap/w+nKBdK4Tj96PmPiieV8ksNkF7pPJp5pmRfRjDlnP3XlT7snjvfzoUWvdIZYvYBMuRismgQYPAcRw4jsMpp5wCl0vfVRRFbNiwAWeccUZKGplPqEIIkeE28hK/R4DAcxAlguZgemoHEBLdgDZvZ0V1UxClfmM7JULQ3mRIhUNp8khlXGzC2kOnYlVnKtXQnR6rI5VeRELAp/iepI018wsuUiFU/+xSB+q8W8uRUgfOK4UBAIDyHYvgUZTjaLEJK4/UOtIFZVwDAKBArDNsR+dICaJR/lywyJFyI+wgR0o+nsh7ALcfhOPBEQlepU6WXcJBPf+oF78LxWhCIJOGlBLaJ/EutBC3HBtux5AyeaTiGfM+Lrr8eS4PXhltAMOkVOaa0VrseqTU/pfnOUr+PFtC+/TP+RTya9uQOu+88wAAK1aswOmnn46ioiJtncfjQc+ePXHhhRcmvYH5hjpeML+caKUWv1tAfSAcNf+otVjd/6JEDKE3TlDVaIznMOZIAQBJk0cq06F9VjLvmZ7JsTolqyOVHkSJINWib/RLLd5PafRIKaF9vAdunlLtA7BK6I864kdJYD/Ka38GYLy36fP05hSPFOmCvtgKQBebUHeh86AEpYCuLn8eaUgJkGx7QwQttM8LcBzCriK4Q3Xwis4MqbKmTYa/j+NXozl0oqNjJBPVkDJ4pGxMSEWE9kW5KdSlER4pyF7FUq4hIxM/DIYKfefm8nvKbo6UVsCcQxaKTVDjmDzyVNs2pCZMmAAA6NmzJ/7yl78wlb4UE01sQuA4+L2yIZWq0D6rRHiREOcSjwo1TcHIcwQaUKDMcgY4H7ykBVIrPFKBsIiaphA6lWT/fSlKBKJEDIND+oqnS72QRrIYaIdZaF/KSLe6kSRFN4rNZ6cH1apHShLcRtU+AGG48JU0ECOEZWi3bQGA44yhfdSBD+B2AAB+J1XowNUA0EP71JevwHPgOHm/ooCs8LeLyHlYBm+4Ijbh5sS4gw5tF4nySAGQ3IVAqA4+m4bU/sYg3AKHDk3rDcvLuIYMh/aJAGfKkbKl2mc9URcNc45UIwoAyHlmaSr/x2BY0laU4iSboX16jhSPYm+2yZ/rn/PJI+U4R2rUqFHMiEohutiEEdojVehJrQS6ev/TYxc7XpJoW9RaeKSEJrmmTBPxotlVIi+0kSQdjXOeWIxjp8zDul318TfOAswzwplW7bN6ARlU+/KoU0w36fi9Y9UEM4dt0kaXWxGbAO+BWzB6pAiA+eIgAEDJli8BRBObIKjk9gMAtpMK1JlypHTVPlmJioOEosAubXt1nYbLo5/DhtEA0B4p+d0lumXBiQLSGHffpmAYR9z7OY6493NUBjYY1hWjOaNiE1qOFO+icqRiT0ipEzkA4HPz2jIrtIK8nNEjFSDyO8iDkO3wSgYjFdATv5l8T8VLfYhH2G5oHyU2oXqksqcgL/Vb5NHsq2NDShRFPPzwwzjmmGNQWVmJdu3aGf4xWkfUgrxU+EuBR44DakxRgqF6ZjeVs9CawZ5VgTmuUZ5x3osyOdwGALER2x+NtYoB9fHPO+Nu29oOLxlEGlL650znSKn3njFHKu1NatMYwlHS8HMbVfvi5EhRfxvEJpT+IBQmyn4EC6TDQMDBt3cVOqLa0iNVjGYUcrIhs5uUoQny8+6W5AG/+sLlODl7sT1qIZAQRMJhJ+R3iiFHyqOHlfNBexMnqkdK7WtEt2zM+WzkSG2rltsZEgk6NJsNqabMeqTo0D5iT7WP7nvUQsLx+nevSf5crSclcASSmB2z4Yz8xCjck8l2tO4lqU5IxA3t0wwpOkcqS0L7qM92hYDaAo4NqUmTJuHRRx/Fn//8Z9TW1uI///kPLrjgAvA8j4kTJ6agifmFOl6IJjYhcLpHKlX1S+hQG+381LPt1ICzMqT4pr0AgP0o1cJtWmNIqbhd8Y2kzJtRRtWsxkDY6BLPiGof9ZlEtoN5pFJHOkIgjKF9sbe1lD/n3ZpHSi0YTQiwD6VobH8oAOAkYYWlR6qjUj+qjvjRDB+aiGJIKXlQ6ukEjgPPcejC7QMA7EQ7iJAH+sbQPgEBTvYs8aH4HiUAcKliE4IS2qcYYwU2VPvoy+UJyQI5G6ROAIBiLrNiE7wifw7eTdWRit2P0hECPkW2Ptrzrc7263WkZAMqRAV6c6I9r6ATwqKElgxeV0buYMgvzuH3lF2PFF13L9tC+0gb+S2c4tiQevXVV/Hcc8/hpptugsvlwqWXXornn38e99xzD5YuXZqKNuYV2nghSo4Ux0H3SKW4ECRtSKkPxRerd+GQCZ/iyfnrI3eI8uDUNEfmSHFKaN9+rgSi6pEKtf6F7BEc39IZQc1R+HDldgyc+Cne/n6Lti4TMznxc6Typ1NMB+kO5YzlkTJDt432SLlNqn3qVvWdjgEAHMhtMYSNqes7KYbUTiXfqVnzSLUY2sNzco5UFSdPsqhhfYBJbAJAiyB7lIRgQ8zvoqLnSMnnltyKIWXDI0VPWLmI3JftRSkAoARNGS3Iq/0+vKCF3cUypOau2oFjp8zT/tZD+2KfRxObIKpHisqYFZM/G37R00tw8sMLDCqQDIYVdG+Wy+qyar9pO0eK4yixiSwJ7aMnZJlHKjo7d+7EwIEDAQBFRUVacd4RI0bgo48+Sm7r8hBd/jwyGdiHAM5Y8U9cWj8LPKQUik0obbHIkbr1nZUAgIc+XWv7eLUWHilB80iVQRLkwQ0XJ7bfDi7ehkcqC1xSanjNqm11kAjw4+YabV0m6rIYVN0Q2aHnUZ+YFtJd+0Q0vOCM6yIK8lIL3MpAHRZ1pNRBi+hR8o0gGyuqt1VdXwk5P0oVjmiC7E1SDSlRC+2TjakqxSO1nbTX2iGYHtoALxtSfMiGISVJcCl1qUQlR0r3SNkwpCjPiEcxKPiijgBkj1QmQ/t4KD8m70az4ulDKPp3uvmtldpngec0AZG4BXk5o0cqDAESkX8T1UhNJiu31mB7bQv2N0ZOwjEYBgzRHJlrRrJypOKJTdH58tlWR4oet+aTCI1jQ6pr167YsUNWYOrTpw8+++wzAMDy5cvh9XqT27o8RAvts/BIHcX/hq77FuOM6lfxuHsmWlpSU3dJE5uAPhOsDvaspLvjocqfE0L0+F7FI7UPpZQhldgLmY75d7tywyOlhkCpHQ8dLpmJHCl69sjKI5XLM33ZCH1t0+GRiq3aZ/zbkCOlihkIbi1HKmzyOEku2agp5GTDSPUiqKfppKj07YZiSCkDfo9iSKnbCTwHngO6KB6pbZQhxZse64DikXLZMaSo0DO1r5FU48+OIUV5nFTPTNeu3QHIOVKZFJtwaaF9LjQqBioC0fPGaCPZI/CagRo/R0oVm1CFPjgtvI8Tk2/sqM1hEziMeGSL2ESrc6REdQIzdn+iPsMu2pDKGrEJ/XM+idA4HnWef/75mDdPDg3497//jbvvvht9+/bFFVdcgTFjxiS9gfmGptpnniWWCCqgF7AdISzFsb9OS1Er9ORv1ZBSX7R0bo/1XpGo8uejX1qOsx7/GmFR0gypak73SCHBWHt6RthtHnFZkAUOKWpWX/6bDtPMdB0p9aNRtS+97WnrxCqQmwqchPbRbVNDx0DlSIVN9y5xy1LYfpNHSj1PJ0WxTw3tU3N5vKTF0DZey5GKDO3jTbO9Qc2QsiE2QYW6hZUcKaJ4pPw2cqQMHilOvh6ivwMAoIxrzLDYhOoxdKFOqe2Elrqo29P3mlug+vdoOVKqR0rJkdLCBwEEFEOKl5Ib2kcPSPMpPIiRGG1F/tx2jpRFQd7mkP1SEKmkreSrOcVxaaAHH3xQ+3zRRReha9eu+Oabb9CnTx+cc845SW1cPhIlRQqiBFRw8qChWShBgViHLrXfpaQNtPy5ecbSjkdqUPcylO/9AacW/IZJ+05GTVMIYVHCwt9k4+m3XQ3o2SyH71RzpSCKIcUnaEi1UEZINoTt2UE1pKwGCpnIkbJU7WMFeVNGuvPPjKGExnVWkzbqCjW0T+LdWv5hSMuRUmZQFQW8Il5+fnVvq4yaI6WH9snPu08xpAQSwrPu6ah45X48zhXgJOF7AMAfpLPWJnOOVFDxgrnCNsQmJMrQ4eRXHtE8UjYMKYNHSjYowuW9AQDduV0IpCjE2g6qah94F+qIbNAiEN2Qou8Dj4vXIw7seqSILj2vCU4k2SMltZGBMSM9ZIsh1drQPl21L44hRQuPefVK7o1BEaUFGY7IyZIwy3STaI1VjeOOOw7HHXdcMtrCAB3aZw63IajgZI9UdeEBKKhbAY+dQUQCaDlSQIRHyk4/1bnUhyfxGrjdq+Fxb8SUpn8ZVGU8Lh6uZlVsogzEJYekJBraR88IR4/115ebZ7czgeaRsliX6TpS6keWI5U6xDR7pJwU5NXWUyICsvy5qY6U5pHyA4Amca4aUuo5IwwpIj/vXgRAJAkD8TtOEX4E9gAnKedr4QvxrdRfO7/5mQ1phpSdHClR+V4cBMVjrXqkCuEsR8qrGJahiv6QwKOEa4anZXf8NqQI1ZDieBfqIf8O9j1SPHjeXmifOUcK0CXQeSnZhhTrdxj2MdYuymBDWolo8d61Qu1XXTwHr0uAR+ARFCU0BMIoLXDH3DfVsDpSNpk9e7ZBVOKWW25BWVkZBg8ejE2bNiW1cQCwbds2XH755aioqIDf78fhhx+O77//XltPCMHEiRNRVVWFgoICDBs2DL/88kvS25Eu1OGCFiMuEVzx4rf48tfdaAfZI9VQKMfne8XUGFJaWzg5ZwFw5qZ1kTC4vb8BAC4SvsLIwEeoazGGf6hiE9WUISVIicmf0wOdaN4cenEW2FH6YNPiumZctc9CbILlSCWXtItN0KGb8QryaoYUNbHBW6j2qX2UYtSooX3mHKn2SkjyHlIGQFftc0GCFGpBN06eVAm3P1g73eaiwxCm5vkiPVKyIeS2M5mk5BGJ4PVcKwehfS2hyBwpoaAUjYXdAADlTRvityFFqDlsENyoJ6ohVRt1e7prcQs8hDj9e6T8ue6RCpJUhfbpnzMxqcTILeg7JJfDyTSPVBxrUB0f9KhbDix+DEXe1NYVdQL9uLI6UjGYMmUKCgrkEIIlS5Zg5syZmDZtGtq3b48bb7wxqY2rrq7GkCFD4Ha78cknn2D16tV45JFHUFZWpm0zbdo0PProo5g5cyaWL1+OyspKDB8+HPX19go1ZhucSf983e4GfKWExLXn5JnG5uIeAJQcAzH5Dw/dF9kN/aD36xjcCkh6u+5y/T9Ub9fl0sVgEwQlt6GaKwNaGdrXRIXeRIsTzpYQEfV6hkyDUZpMxDobjSalHUz+PGUYxSZSf75YdaQiPVLKB4NHyh2h2qetUzxSfkVsImgK7fNx8nFUA6oeBWhQvFJSzWZ052SPjtR5EO7jrsEaqRs+7vpvAEBliQ8unsOALqWGc4YV483txCMFXvNsEa9iSNnwSOn9C4FX+S6824fGYjm8r0Mg+ROIdlFV+1wuN+oUj5QYw5CiMeRItSK0L9liE0bvOOt3GLGhb5Fcvl/UCSqJxB5vSYSgK7cbF676B/D5PRjiWgMAqM8CwYl0TxBmC45D+7Zs2YI+ffoAAN577z1cdNFFuPrqqzFkyBAMGzYsqY2bOnUqunXrhpdeeklb1rNnT+0zIQQzZszAnXfeiQsuuACA7DHr1KkTXnvtNVxzzTVJbU860MwodbaXuhnVwpbB0l76DsF6oKA8qW3Q5DU5TmuQk5meHi2/yh+6HYffNm9FP24rmrb+DKAMAEAaZG9UgLjQiEJwbtUjldgLmc6Riu6RopdnziVV4BbQEAgjZJKIpskesYm2ETKRjaRdbMLB+bT1ygA5THhwvKAJuWiqfcq9Kyk5Umb5c/WZ80YIFXDYQCoxkNsIsnc9+vFb5eNV9MZ7wmF4vnkoLvd0AbAZh3crwyN/Pkyrl6ISUjxStsKbaY+UOlHlLQEAFJL4XnDV4+2BPlBxeQvQUtob2PklOgU2x29DinApoX0utweugjJABMSmWgixdwOgeKTiGFJq9+TnZUPKKrRPSKFHKo8mtRkJk95JqVRBP4NhicATpZSLKBGcyP+s/X0Y/wc+QJ+M1rNTMXgH8+jhdeyRKioqwr59slDAZ599hlNPPRUA4PP50NycXDnu999/H0cddRQuvvhidOzYEYMGDcJzzz2nrd+wYQN27tyJ0047TVvm9XoxdOhQfPPNN1GPGwgEUFdXZ/iXLWg5Uqa/AV0WOFx2AFqI8kKLEQ+fKOoAaARZgCfFyajEPkcPxYHNP8gfev4J+3hZwrihWs8jIA3y530okWP0XfJMtZBgPRI7oX3ZMjmiFsDUxCYs2vXByh34yzNLsLM2sVDHRLCaSQobVPuy5AK2EdLt7Yul2mc+vWbcK4ZUCC5wHBdZR0rdXlHt8xGT2ISyge7N0AfhG0ml3Ja96zGQ+0P+3PlwLZSYfi7MRhSgC1x47IQ3S7QhpSxzkiOlDFDU7wEALrcXwXJ5QrEqnBlDihCiGVLgXaiokPtaLobYBI1BbCLOPRgpfw4EFXMtlTlS+TQYYyRGtohNtBa7JTHCEkE3Th9PHUjk/jMVdUX3NgRwybNL8H8rttna3lBo3uZvEQiL+PtL3+L5r/9IqI3ZgGNDavjw4Rg7dizGjh2L3377DWeffTYA4JdffjF4i5LBH3/8gf/+97/o27cvPv30U1x77bUYN24cXn75ZQBycWAA6NSpk2G/Tp06aeuseOCBB1BaWqr969atW1Lb3Rq0grzE+LcPAS20z1PRA/WIr9CUKOq5J4pP4FiyEi95HrL1QpMfIoJ+TT/KCw4Yiha3HJLTWKM/+HyT/HkvKQXHceCUgVjCHimqjku0dtLLM5kj5XXJg4+gNhiNbO9PW2qwbMN+LaQzHYgWLimrcD9Gcki3R4p+wUX+lsYFukdKHjzLhhS0HKmQSEAIocQmZKPEhwB4SCaPFNFC+9RBuIvndEW+rd+hBy/3B1znw/XQO+Xg0Z5VUfVIifENIRClPeA0cQX4ZNW+QsSfrFANQw9tSHkKILbvCwDoJm6J34YUQAil2ie40a6dbEi5ww1GpcIouAXdQxc/tC+62IRAkuuRytfwIEZi0HdILt8v9DMYihECIpkMqT7i7wCMKQ7J4uFP12LpH/vx7zdW2NqebrYYR31Q5ZftdZi/dg9eXpK5EOnW4tiQevLJJ3H88cdjz549eOedd1BRIdf6+P7773HppZcmtXGSJOGII47AlClTMGjQIFxzzTW46qqr8N///tewnVl2khASU4ry9ttvR21trfZvy5bMvAgt0TxSxpuwipO9gGGXH507VWKHUmNF3Pd70ptg7owO4jdHvGijXd7e3HaUifsAlw/oegykgnYAgJZa3SjgG2XPmmxIQQvtcyfokVKT24HI/A2VbOlgVY+UPtiMvi39vVKNUWxChuVIpQ4xgZm71hBLUjpC/lyL7ZQHz0G4wAFaHSlAfumrfZSsgCeva4d6g/w5HQ6nhva5BA4bJdkj5Vv3AQBgo9QJnL9MF7eJF36oGG+2BHc0Q0o3HDivbEgVcc1x41ZVo1f3rLngdvEgFf0AAO1JdUyBh1RBALg1j5QAwU/lkcUoyqvisRHap22rGFJByqsYSpHYhGFOh3U7jDi0FaU4OgIklhEiEmh5pQDQObwNRWhKiSG1r9HZ5DY9brX7XlN/s1z2PjvOkSorK8PMmTMjlk+aNCkpDaLp3LkzDj74YMOygw46CO+88w4AoLJSfhnv3LkTnTvrNUd2794d4aWi8Xq98Hq9SW9vMjDnSKkGixrW1+Lvgk6lBViEnjgUG9C0aQWKDzkvqW2QCEGBaaaWmKTJ1dlpM4N5RTGx27GA2wehsAKoBaAYTwAgKNLn+0iJXIRTMaRcCXqk6CLB0R5Gg2pfQmdJDj637JHSxSaidx6BGMWPkw09llTbJLI6UinDYKSmQ/7cQbiUdk82yZM3dcQPjgNc1DMfliiPlOABSroAdVvRnduFoChqx/FRXhzVkBI4DhtRaTjnz6QXunKcNgEmmfo/M2HVkJKchfaphoNqSAEAgg2AryTq7upvVcLJ3q8GFKBQ4OEtKscuUoZOXA2wdx3Q9Shtn/s/Wo2KIi+uHdo7fvsSRCJEDzcUvPAVFCJA3LIgRqAOKCiLub/bxUfUCTRDCMBB0gxig2qfMnxItN+ORiLhQYz8pa3k1JlzpKJvJ2lKpyoHc5vQFDwy6W1y+vgZJuxs/hiaQnUOP+sZrt4VmyFDhmDt2rWGZb/99ht69OgBAOjVqxcqKyvx+eefa+uDwSAWLlyIwYMHp7WtySIiR0r5v2ZIFVZB4Dns8sthJU2bf0x6GySie8BUhHpjjKzPFXnrEABDVEOq14ny/0vlsMnu2KUfq1nxSEH2SGmGFEnQkKK8UKEoMzn0yzmToX26IWXMI7HCTvHjZEEPWKxU+3K4j8tK0h3aF2uW33x2rT112wFA8X5zWh0pQL5/1dwhn5sH2skCON253QZvK51XpA68CYCtfBfDOb+TDgTPcdqzGe8lLCk5Tj5bHildtU89Puf2IUQUSYZgbOU/9QXfv1Debjcph1vgUeAWsF5Svsce/T31+54GPPf1Bjz4ya8pVREjRK/vBJcPRV4X6tSQbxu5sx5atS9GO628igBVRyrpoX30Z9bxMGLTFkP7Ykmgu0P1KOeUPuuAYQCAgfyGlHiknJLIJIj6m+WyRyqrDakbb7wRS5cuxZQpU7B+/Xq89tprePbZZ/GPf/wDgBzSd8MNN2DKlCl49913sWrVKowePRp+vx9//etfM9z6xDDnCKj3VpViSAUKqwAApb2OAAB49ia/ZhYhRDPcVNx1mw31VIp9kYXfOCLiOH61/IfygNeVykU1D+Y3Qu3yXC3VAHSPlFpHSg0fcYrRIxUttI9qZwZ9UpGhfdE7j1A4fR2LVRFMY0He3O3kshFDYnEari0h0X9L8+m1ptXKano70c6QIwUA+xuDqFfqllSVFQDlPQEAPbhdlNgE0XNriBug8j+bBaMH6H3xePA8p/V/ahujPauSW97fJ9nIkTKITcjHE3gejZD7HRLH6FB/q75+efCyC+UQeA4+t4D1RO6PpT2/advT/VG0iZ1kQEC0+k7wFKDQ67JVS0qFVu2LZrgS6L8hYPRIqfLnyVbtayuhWoz0EKtvSyetHVUYDKkY/Ua7oJz/3+JpB/QYAgA4hN+YIkPK2fVMpAacpI11c/dZz2pD6uijj8a7776L119/HQMGDMC9996LGTNm4LLLLtO2ueWWW3DDDTfg+uuvx1FHHYVt27bhs88+Q3FxcYwjZy9mb4l6M6qGTbBIngEdeIT8AJWH9yBQtxvJRCKIMKS89ZtR16y/MAs8kQK75Q3rUMY1opkvBDofDgBoLO2DIBFQyjWhq3JMPiQPSOrhBwc9R8qT4MxmwMbAxargbCYocBvFJmL1NWqIVDqgByzq9TGq9qWtKXmBoa5TOupIWRjKKubnQdu2TvZCbycV4CDXQFP7pz/2yp6g9kUe+D0u3SPF7zJ6pDShCX3ihYDALXD4SDwGALBCOgC1nGwYWan2WaHWgfKR5vjCCpT8uRrKxnMcGhTvjRSI45FSC2B6ZINrD+RyEwVuAeuJ3B9Le37VtqdzyVLpVSZEF4GAy4cin0urJfXqVz9jb0PsnFO3wGviG7EGPapXMQweIiWsrv6mbpJYbms0Yt2rDEYsMil/3tpb1a5qX0VI7pcb/V2AzocBAAZwG1Ki2meXFxZtwCtLNyWkuKmX+klFy9KDLUPq/fffRyiU3Fknu4wYMQI///wzWlpasGbNGlx11VWG9RzHYeLEidixYwdaWlqwcOFCDBgwICNtTQZm1T71xlSNkFCh/OI+rHc3bFHyDNb8GF3qPREkQiJC+zz1m1FDGVJWswcFLXLc7h53F0BQZitdXqwjXQEAB3Mb5WVBORG6kfhksQnFI+VFomITdnKksiNMzesktC+dOVKm0C9JIizEJoWkXWyCupXi/ZaakUeF9qm5S2otqQ17ZEOqS7niASnXQ/sCYUmbJbaSzZYkeRB/T+jv2HDw9RgbvFnzjJg9UtEgHlOOU+wvpByT0ww1nufQQBRDqjmeR0rev7tL3q7R3UH+bi4e2xXRH9TrocsuXn+tpvoZVhUR4S5AkVfQPFLLf92EyR+sjrmvW6BypKJcbkIZw0HqNwSAJiLnGXul5JZpaCty1oz00FbuF7uhfRUh2SPV5O+qTVj35rYj3GKjOHkK2N8YxL0frsZd763CdxurteVOPVJtPrTv/PPPR01NDQBAEATs3p1cDwhDx0MCqMQ+EEV6WL3JqiAbNsFi2ZDieQ61Stjctl+/TWobZENKNtz2cfJAwVu/BTVNuiFlddMLolKQk/dpy1wCh1+kngCAg3lZ3tKlFNFsQIE8QFM9UkjMWKcHK9E6IIOYQkJnSQ4+l4D+3Gb85cdRwEc3oTC0L+q26TSkzL+neXCfw++nrMRY7DgdOVLRzxep2qcsUEL7dpB2WtiKWktq4z75Ge5WruTkaKF9qiElL1af6XaluuETFCW4BR77UIo1B41TciUVEQg1R1RtU5R4Gc7tRUBRjYurUEcX5NUMNmgeKRJnf3WWux3ZDwA4a8gg+Rg8B1GQ+y4ppBsTPBVWkMpnWCJUaJ/Lh0KPC/WKR6qYa8K63bEHVh4XlSMVY+CmGsMhyqt41Qm9cHz/7vJ6G0WNncBC+xhOaCv3S9hgSEX/Hu1DOwAAzUXdgOJOaPK0h8ARlDasT3qb7Lz3GwO6J6ye+mzXqNXEJnL4t7NlSHXo0AFLly4FEF9anNE6ntz+Zyz1/QsFTfJssCgR8JBQyckv8XBxV23boh7yCx07f06qNS9JQBXk863yyN49X8MW1DTpsfJW53MpM5MhTldEdAk8VpGeAIAjuHUAgECjHL9fTwrkGWLVI5Wo2ITT0L4MWgWlfCOecT+Kzo2rgeXP4Y7f/4orhY8tt02n2IT5+ph/31ye6ctGRBthHNWNQTwxbx22VtvIA4pDLGWriBwpzSMlh5DIHil5kSo4sUEJ7evWTvFIKaF9HbkaSIEGbbJCVe1zufXJFUAuBgvIdUoAGELugPizky6e1wyh+IZUpPy5QHmkSJxafKqRURCQPe4dq3pSDVG+V1g3JuhnJZWGFCHQDCnObcyRKkYTin2xRXndBvnz6Nupv2GQ0z1SR/Vsh9LSUgCpMKSsP7c1ttU04/F567DfocQ0w0i2qPalI0cqJEpw18kFwJsL5bFgY1FPAEBp89ZWtiA20cZN0cq0xDIGrY6bywqdtgypa6+9Fueeey4EQQDHcaisrIQgCJb/GK2jkZdnbt3BGgDyS7kjquHmRISIANGvy7p3PUjOMegtbsCGvclz60qEwM/JL8eNLlm+t6BhM2oaYxtSgqgYUrz+wnXxHBZLsjF2LP8rfAjAFZbb2oACcODAC7Lh5UZiMb70g5zdoX0Ef9n6AHrwu1HjqQSqBsEnNeNu9ysoR+RgLphBsQlzJ8gMqeRiR2zi5rd/wiOf/4aLn17S6vPReVARYhMROVIAQi2a/LnskVJC+xTBiT+U0L6uqkeqoFwTkChs2qqdo1iRDIfXmLPqUY+jGGRayF2E2IQ1As+hkShGTDxDStJV++gQwgao+8fuO9UxjRq6jGJdup0oHimOMqToq5nKPEcC3ZCSQ/v0HKkSrgnFXhuGVJxQSgI9DytIeaQ4AHDL5/Il25DKE5GbvzyzBI9+/htueuunTDclp6HvkEzeL63PkaIja6yPtuT3fSjh5D7TVSyHGLcU9wAAlLek1pCKNkndEpLbXeJzoXOpPmFm18NkTmPJRWzVkZo4cSIuueQSrF+/Hueccw5eeukllJWVpbhp+UkjX4z24m64g7LXRiJ6/ZJaFEJw6T+Zq0pONOzDbcOapkYAyRHYkAjRJG93umX5cne4Ac31ugBFLI9UkKNC+3gOv5MqbCXt0ZXbi+P51ShGMwCggRSgmAM45Tu5kNigw+iRsp5azYY46iH8KhxY8xUCxIVXe9yHf1x6Iaqn9EV5eC96cLtRTYxKZmmVPzeJTZgLArblmeFMYBSbsL643/yuGDK1rR+oOivISzRvVDO8qEWh5pFSDaltNfIz3E3NkQJQW9AFBQ11KG7aoh2zHadMEBS2N5zD7TKaSGrInSZ/HucZdQscGhSjwUloH0cZbLpHKl5onwQOEnwB1ZDSaxbybh8QBkDV2aPbnspacIQQg/w57ZEqsemRsiU2wUV6pHiOAzyKIYXU5Ujl8ix1PLZWy8/QN7/vjbMlIxbZotrXWuh3brRQ26ZgGBWKh7h/V9mQCpXKhlT70DbLfZJFUJS0SAIadSK7vNCDV8ceiwc++RUfrdzhWP48HaJLqcJ2Qd7+/fujf//+mDBhAi6++GL4/f74OzEc0ygUAyHAE5INKVEiKFReVM3Eq80gAgBKqtCAQhRxjcD+jUDPSosjOocQ3ahp5guxm5ShI1cDrnoToCQcx8qRCvN6aJ888OKwUDwMl7nmYYSwREuQrocfJRwHTlAKdSrnFCWCOT9sxdE926Fn+8K47aUNDlseqbhHTA2qgMdiaQA2ePoBPI+97iqUh/eiO7cbK0gfw/bBKC7zVGD22JlzzTIZDtkWEW0MFoUkhlA78chKlCG1C3INKRWXYGyT5pECUF/QDZUNa1DarHuk2kExUvwVhv3MBb15LUfKXJDX+hoIPId6u6F9lEeKDu1r1PaPF9pHUIF68EQEwAGFHbV1aukGTtQNKfpZSW2OlB52B7dcR0q9JsVcEwrjeKQ8Lh7qzxC9IK9e9NfgkeIAziP3zb4UqvblQ7/j5rNaPDnryRaPVGt767CN0D6JCucVPPKzLpbJYdWdQttb2QKr81GTQiERRRZ9SkDxSHldPLqW+3HJ0d3w0codMSXcjeeQ/5/LkyaOn+AJEybA7/djz549WLRoERYvXow9e/bE35FhiwZe9kp4VI+URFDAyS+qJnhh6HM5Do2c/DILxwlPcYJEiBZmR3g3NhN54OCq36xtY3XTq6F9QUOOlNy9LJUOAgBcKCwCAKyTuqAOheA5gHfJL2jVeHtt2Sbc/PZKDHt4ga322suRsv6cTlSDuBE+zXO21y3XoenO7YrYPq2qfSYxjsgcqbQ1JS+gZxyjDWJ5PpmGFH3u2D+mJBFNsW+3IjZj9kipy7pQhlRjoey9Lgts04y1cs6eISVQIhBye23kSBFnOVIiOCoXC1SOVZzQPomgE1ct/1HYQVMkBQDeIxtSvEjnSOn7pvQZJnrYHecqgM/N62ITaI6YMDIbJR5Bvx525M9p1T6OA+BWDKkke6SM4gFJPXRWYp6cYDjE0Ldlrhmthb7vo4X2SYRoHmK45P6LU/JTO0s7k94mejwVzbuuLve65NSeeOHCZvKyjlRTUxPGjBmDqqoqnHjiiTjhhBNQVVWFK6+8Ek1NrU+KzncaNUOqBoBssPgVWfBmeLUBh0pQ8f5IgeRde4kAbk42pCRBN6T8DXoMbkyxCcojpUoB/2jytnwtDQQgv5B5QX5BuxTjbemG/Y7aG7BVkDfzs5x+1ZAiuiG1wy0rXx3K/xGxfVpD+yI8UixHKpXQs3XRrm0S7SjnBXm1YrxySJ6aI+WiGtWp2Ke9PAGgqUi+l9sFtmt5VxWUIUXXV/JEeKTU/5s8UlG+j8Bz9sUmpMjQPo7jtIK88fYXJYKOqiFVbPT68265DTwRAVHpM2mPVCrrSEEP7eM8sgJqnRraxzUiZBr4mJ9pQ2ifnRwpjs6R4sB75XMVJFi2IhoGoz8P+h3zpALDGdnwbk8GdlT7JKJPbMAlj7OE9gcAACpQE78vdNwmvQ+JbkjJ/atXCfuzEy5Mo/5mhOTu7+f4Cb7xxhuxcOFCvP/++6ipqUFNTQ3+7//+DwsXLsT48eNT0ca8oklQxCZCeo6Uakg1mUP7oEuNi8FkGlIEbsU7RHgPtiiGVHGL0ZBasaUGv+7Uw2JcSngLrdqnDp62kg5YLfXQln8lHQpAHjipHikPJ0ISJcexd0b58+ghKvpnZ8dPFoWKgEcTfJqQxK8+WXnxOH4NeBg7qlAaxSaI6WUU4ZFiLqmkYiy+aL2NedKkNcQK7TOLTYiUR0oO7dM9Ui5q0EeH9QFAoEj2SLUPbdMGw+VqaF9he4PR5TbNwvOcySMVT7VP4Bx4pCLFJgCgUc2xilOHSiSyGiEAQ34UoIfXANCU++i5nHSq9gEweKTMRpy5LW6B1wzjWNfbso5UCkP7zH1RW4cZUq2DvkNyuRaRnRwpOdRWF5gBgILiCuwncoFysn9DUttkx7uuGlg+pUam2sfa/SmcREtkK46f4HfeeQcvvPACzjzzTJSUlKCkpARnnXUWnnvuObz99tupaGNe0ShED+1rhC8iZ0D1/kjBxqS1gdChfZwLW4ic1NguoMfgNgVFnPfkYpwx42vtZWfpkdJeEhxGBW/FUukg/Cz1xBLpYGUpwAv6TKcohR17PwyGVJTQPnpMYR44pgvNIIZXG+Rs8vRGHfGjhGvCIUrBYpVAWsUm9M9WHqk8GM+kFfr6RhvE8snMkXJQkFc2pOgcKTq0T2+TJn2uECyRJ0oqwrtAFC9QhSo24a/QZizl48TLkSKG85ox5kjFznGykj8HgCZlfy4YX2yiE6w9Um4PJeuuGlLpkj8HZUgpYT6qR6qYa4oQ3jH/7XbFF5sg1Ax4iDOq9qmGVAEXSOpESzaEYacT86QCwxnZIn/eWuh3QrQUBfp5VD1SBR4Bm4jcL4X3/p7UNtHPdTSZczpHCtANqVhFhQ3noH7AXPVAJxTa16lTp4jlHTt2ZKF9SUAzpCixCTUkzCq0L8wrylPB5qS1QSK6FLkkuLGDtAMAlInWxWObQ/ID5lZkzc2qfSp7UIZLgndjZHAKAsrsJsdx4FyUIRUKOjakaIMjakHeLIi71z2LPi3sRoSg5Y8N5n8xbJ/WgrwGMQ4SMSPGQvuSS5gWSIka2pcaj1S8YsstIRGolQ2pnWqOlEVoXzeTR4ovKJW3gQgpLA/wyymxCYMh5YqdIxVvZtLtJEeKCu2ju89GTjGk4uZIQc+RMnmkPB4XAkTpvxRDir6eqQztkyRJN6QUg073SDVF9B/mthhypGI837r8OZ0jxUHwyoaUH4GkDoAM92ouj4xtwjxSrSNWaYdcwk5tQUkS4VXSLtQadn6PgE1K1FB4b2SKQKvaZEOBVAvtcyuGlDoZZrPro79qrv58jp/g448/HhMmTEBLi55g2tzcjEmTJuH4449PauPykSaljpRHC+0jMUP7wkodE5L00D5VbMKD/Yosd7FkPfPb0CJv206prL3b201bF+8lwXGAQHmkiBhyPKtkJ7RPMhkKmUAN7aPFJgCCb6RDAFgZUulT7TOHPprHf3kwnkkrYRsvzWSG9sWatTWfvSkk6h4pZRLFOrTP6JFy0d6ZkNxn6WIT7eF166F95hwpWpacbm9ScqTU0D7CGwQ8mlVDKl5onyRFzZEqcAsIqGp2oUiPVErlz8UQBE7x3LmNHqlCLgAxHDJsbxXaJ8TNZ6BU+yj5c9kjpedIJbUgfBuRs7aLixlSrSIbSpskAzt1pHiqzIJqSLkFHlshT/BI+5JrSNHNUD1PZlo0j5QxtM9pjpSTfbIN2/LnKo899hjOOOMMdO3aFYcddhg4jsOKFSvg8/nw6aefpqKNeYWaI+UNUoYUp3ukzEqpkhpGF06eR0oUJS1HCrwL+4ncpjLUg4MEYrK/GwJhdAzUo6R5CwBgu6+vti6eIhHPcRDc+gtaFMOO4+Jpl3O00D6SBbMeBVRon2pISQSaIXU0vxZuhBFSHsvM1ZGK9Ozl8gsqG6E9UlHFJpI4voqVkG3+W2xpBJplwRddbEKGDkMy50i53bohRcIt8CCEEk7pl/zt0LtDDTYoBXjN4Uzqy9duHSmX4ERsQlfto718khqqJsUuBG5Q7TMZUj63gDr4UYIm7N6zEx3b90lbaJ+hz1dC+7RrAsAVMhqI5nAht6CHOtqqI2WSPxe8Rcr6MBrDIYAylFtDNvTV6cTDQvtaBX2L5Op7SpKIwWgJR3v3i5GGFADsdHUGCMBVJzlHyk5on0lsQogjYBNxjnwM7RswYADWrVuHBx54AIcffjgOPfRQPPjgg1i3bh0OOeSQVLQxr2iKCO0z5taYZ6lF5QWKUPIMKUgieGWmkwgeVCuFfl2chBJEer4aAmFg12pwINhJytHgKtfWxauRwQHgeP0FLIWDjl+ejj1SGXpWNbEJ4tNmqgkh+I10xV5SAj8XwGHcem37dIpN0AMpiRKbUG+3HO3fshY7YRypqiMVL5/F07xb/uD2ax4OzSNFPc8lBW7Dfl6PgBYtzC2AMsgDecIJgK8MUy4YgLMP7YzXrzrOdo5UNASeQ30iYhMGQ0ppQysMqQK3gF1E7u92bJFng+mWp9KQ4jQPGKflS7x69Z/QROTP7pDxuphzpNrV/4Yujb8ox7CTI0V7pDjwPt0jKQaSmaOrf87VGWonMI9U6zB6NDLYkFZgNiCijWPUEjMieEMZhj0u2SPlqtmY3HZR7WgMRjOkrHOk7HukqM85+vs59kgBQEFBAa666qpkt4UBoEmQ8ww8oTpAkiASonsyiC9icCWpBSGTaUiJQf2z4EYQbrTwfvikJhzg2o0fw0WGzRtawsD+lQBgUOYDbHqkeB5BIsDDiUpon7OXp1FsIlqOlP45c2ITamif0SMFcFgqHYwRwlIcw/+K78T+ANLrkTJccqJ35G6BRyAs5exMX7YSEuMbUvFypHbWtqCiyGMrx8JJaB9CyqDYWwyiRYfJbTFImJvynDwCjyDc8CEEKRxAOyWsj/O3A3geHYt9ePKvRwAAPv3FWPNElz83tjFaQV4XXVA3Tmielfy5fHBBnsUlsUNoiRRGe8gTW+YcKZ4DdiqGlKdpF/Y1BIwFeVMpf654pAJwo0D5YsceUIFAQSnQshse0Xhd6H6yK7cHx83/OyTCYSKeSqiOlMtdAJFwEDgCKdAIoCLKEZyRd6F9yaxzkIcYPZi5eb+Yn79ozyNHKSPT/t993q5ACHA3bgfCAW1ipbXQz19jwHrCyazaZ8fLbTyH/jlvPFKM1NIsyEYKDwkI1IEQAr+hIK/JkBKUOP8khvZB0mPrJV5+ea7xHQ4AuMP9JsxDr4ZAGNgpG1K/kJ6GvIa4xQY5eQYjrNj0UijoPEeKTty34ZHKdEHeJuLTBtJquzRlRE6fRc6c2IR+HdVclnwY0KQTswfQilgFeX/bVY/jH5yH8f/7ydb5YoW/RMihq8I17gJtP6uCvGYDzuvmtXwhEm5GO0qxz4zZCNPlz+15pFwCLTZhT7VPNKn2SZxgWB+NIrEOAkdAwMkFeSkCooTdiiG14LufcOR9X2B/o95/pvQZVibPWmhZcgCiR41qMHqk6H7yJtebEMQA3FILKrjamDP5qtiEWbWP5zk0KbW4kqkamw3RA6mGHvAzsYnW0RZybMztjjYhrBtSxmc+6K1AI/GCAwGqNyWtXbYMqZB1aJ9dJc+2IC7DnuAsQ+S9aCBK7GvjXoiS7pFqRqTYBFGSjAUxmR4pfSCght09W3AlWogbR5OfcR6/2LB5QyAM7LD2SMUL7eM5edY5rMyvSGLIsb+IToIMRVPto3OAMvR2LuPkGeIaFEUMsFqI3DEWQPcGptOQMufQqLlmqrpajvZvWQt9n0atIxXDI7VxbyMIAdbutFeAMfYsv+lv1bvt9mur1JbQYUhWHinVkOJCAbSDLjRhJnodKZP8eZTv4zLIn9sL7SOmOlJQQ4rjhPa5lDpJRPDo+ygEwxJ2KoIcavjfz1trDOtThhLaFzAZUpJXESwKm0L7lLYM5P7AecI32vISNEevWwM9RyrAmepIcRyaIc98kySG9rWFGep40EYtkz9vHcZJoow1o1WYQ/miik2IkSVmAMDvdWkS6EhinhRt2DTE8UipYkIuhzlSsYrF5wrMkMo2OGgx96jfAVEimsRtM/FEzFKrhhQfbkGy4CT5fGG4ICgDpzUtFXg8fAEA4C73K/BR1eybmpuB3WsAyB4pmngeKVVWOaQYUkQMOTZ0DB6pKGITma5NwkHSckZqSBEV2ic3plkZDPk4ypASpbQZfQZDE3oHSr/kczVsIhuJ55FqCoZjeqTU3etbQlG3MW4f3SMbcXrVu+3yUR4pJbSPapNZec/j4jUpcBIOUh6pdhHticiRMolNxIuIE3gOjcqEE4kjXx4ttE/3SMUO7eMkVcE0MhJeNqTk/roSskCHoYhlKsNzlT7f7JEiXsUjFTYaN6oX/BbXG4blxVwTonSbAKgcKeiDN7XfVg2pZNcxVMnVgVU8WqjJP5Yj1Tragmqf89A+4zPv97g0CXTsT55yH92MJps5UmpfHs0YjHWOXP392BOcZXAwGlISIdrgugWeSElkt1zLwxVO3otM9UiFOZc2Q7yvIYjnxLNRL5ShPVeHftxWbXNX9XpADCAoFMohalQT44UtqA4rUfVIhZ3lSIkSMXQ6IVvy5+mnGM2aVHENirQBljoRrA5IaAMViF6YL9nQ4z2J6Kp99O+Xq7N92Ug4Ro7Utxv24+B7PsWaHbFC1uR96ltie1NU7BTkVQ0jTp2Ucfu1Qa2VSWf2SHldAoJq2m24RQ9TLbTySJlD+9T/m8JCotiSLp7T+ox4HiU9tI8z9p+KIcVJsQ0pXj2+hSHlFnjshtxfqx6ptKn2hdQcKeOgCooh5RXNqn0SAILj+dVy27yygVuMpqhhOLTYRJAzqvYBSLlHqq32ObQCWjJFZfKRbMmpa83PaFbJjfbeFxRDKhxhSAnYohpSNVsSb4gJ+npG80i1mEP7zH24g3PkVWhfTU0Nnn/+edx+++3Yv1+ehfvhhx+wbdu2pDYuH+E5DjuhzODW74BE9Or1AbgjOl3OL7/EveE4eQJOUMQmRM6luWnrA7Isd7WvKwCgC7dX27y4RvZG7SvqFyGNHi+RVp3ZNIT2OXiWzAOV6GITmQ3tU8P6JLcfQbg1j5QqfKHOKvtgqv2SJsEJ8/Ux50iZt2G0jlCMvL4HP1kTd391l4Zg2NYLy1wnzLBO+b/fKz+DblE1pHwROVL0rmaPVKFXr6kUaGk2FOM1Y95XNXBU4yya1C69vaj0NRxI7GQaSVftM+RIqUZfPI8UUT1S7oh115/UOyK0z1B7JaXy56pHytguQa3nRYsGKW3xIgQXJ7cpUNITgGxI2RGboGfB1evYgtTUMdQ+5+jAKh50OHpbDV/MBJm8XVrzM0Z6pKz7DTXyKMRHGlLqpAaSGJ1kUO2LF9qn1JHSJsdty59Tn3NUtc+xIbVy5Ur069cPU6dOxcMPP4yamhoAwLvvvovbb7892e3LOzgOWvIy6uTQPvVFFoAnoraMr1gepPiSaEipoSwi544IL2oqkFWrqihDqrx2LQBgb9GBEceKV1RUHdeoYhNEDDmalTAPuKK5k5NVmyTRF7smBe2Tf1vVAFQPp+dIGT1S6cqTMnvsaNU+q20YrSNWaJ+dW0zdhxCgMRjfK2XIOzGdQD19oUd+BgsUcRu4C6jCuJEiEGaPVIFbQEgZ1Dc3N6KCi25ImfNC1NDBIq/cBnX2k4viknLxPCR6XSzBCKKH9hkcUkpnat8jFWlIdSz2ofcBfeS2cy0oQlPaPFKcliNlzJfgFcUuTgoZ+quQKGnKoQAQKpCFM4q55qiDHkJI1DpSANDMKR6pFIlNtNU+h35vtVVjMV0YQvty9Fqa619GG8doaRecsS/ye1wIEGViSAyYd0sYyZYhpXik3HJ/qpbIIMTe79EWQnkdG1L/+c9/MHr0aKxbtw4+n14Q7Mwzz8RXX32V1MblIxx0OV3Ub5dD+1SPFHFHSCL7SuSwmSIpmR4p+cUpcq4ID1ioqAsAoCtlSPlbdgAAav3dle+g78NxXMxkWnUApYXpiOFWeqTih/Yl+rA+99UfOOK+z/HbLnsJ/jTlikeKFJQrbZAHtGon0mKRIwWkz5AyDK4JlSPlonOk0tKUvCCWR8rOZaZ3sRPeF+v+V+9Br1s2NFSVNrj9msdUL5Sr72eeJOE4DqKSBN3cTHukLEL7TEaY2kWYDalouAQOEv36imUMSbQhRd3PamifzRwpum4LDXEXavW2Krn9hmc2pR5l0Tq0T3DLgywPF0YLNWAPiRIKFSO5mXgg+mRPWjuuPo5HSlXto+tIQTm3MgYIJc8jFUuqv63QwjxSSYMuZ5KrA3G7OVLqpI7EGfsiv0fQJzrCQfNuibfLRmif6l1VPVL0mNHOvU0bW7n6LDg2pJYvX45rrrkmYnmXLl2wc+dOiz0YTuA4TgsVQd0OSJI+I9gCT4RhU1Qmx8UWSw1JG+lyoj7rYR4shUt7AAB6c9u1ZQWhGrl97jLL47liKPephw9zamhf0FGdJ3PoTHT5c/1zopfpq3V7UNMUworNNY73LdMGlXrifUiUtLaobnlatU/dJh2Y62wxj1RqEWO8POyEntLb2DOkrD/TcJBnNrV70OWL2CbePUAEebDd0tyo50jZEZtQ+rVCxZBSB5rR8g4ETg/tk08cwxgiahityZDiKUMqxvcSEN0jBcieOTXR+wBuh6FPCsYJUWwNXBTVPpdbKciLMJqpBPFgWPdIBXgf2nXpDUAO047WbxJEryMFAM2czVpeDsiH0D41rwTI3byQbCFbCji3LkfK2O6oudFKaRqzIVXoden5qcn0SFHNaAzEEZtwq2IT+jo7v4cxtC83nwXHhpTP50NdXaT3Y+3atejQoYPFHgwnGMUmdkI05UiZQ+1K2skvcC8XQrAlSeEV2qyHEFm3quMAAMBB/GZtWYEo3w8t7lLLw8VS7lMHNmHoal9OniXzjG9U+fMkiE2onUK0c0SD54AyTv5tOMUjBchtV9vVoqideRGZ15AOjIMXPUabiU2kBloUxfzysGOv0tvYUe4z5khF94AVeAQqtM8f2ZY4bWtxyUIHUuNeXbXPQmzCnCOl9jNFXiFiWyt4uW4C1a4Yz4nSn4WIYCk2EW9/LbRPsDak3AKP9UT21PfhthvCtlLqUQ5bG1KcYsy6IaI5ZPRI+ZXQ4dLSMgjlPQHIxXljGchajpQhL0NR7VMMKS6ecqID2oKKVzzofp0ZUq2Dvnq5einN93nUHCkt7cJoSBW4U+ORchTaZ6ojBdh7fg1iEzn6vDs2pM4991xMnjwZoZDcuXIch82bN+O2227DhRdemPQG5h0m+XNJFDUBAjWPhqakpAwhIg8I6vbvTkoTeEkVm4gUt+A7D4AIHh24WnRANQCg0GRImWdmYin3qZuqhR25YIMjMQjVrayKWkSLy01GHSk1bDBa+GAsypXZeZ7KFwmGJe0loHmksiC0j0CvI8XEJlKDwSNl+onteGTp36I+ThiceftoOVIcx8HvETCA2ygvKO0aITYR7x6o83QCAHgad8QUm4im2qd6pFRiTfJytIqezdA+g+1l2N/6GhJCKI+UdWifx8VjvSQbUr35bQYhgVSG9qlF2FtMCl6qwedG2BBCFhQJ/JxsfHGeIqBMDsXuyu2J7pEioHKkIj1SLbwa2peqHKmkHTarYB6p5NEWcurs5kjRk9w0hV4BwRTkSNkJ7Wsxh/ZRhpSde9uY45ZIKzOPY0Pq4Ycfxp49e9CxY0c0Nzdj6NCh6NOnD4qLi3H//fenoo15BQcOu1EGAg6QQvAE9+sFEc0ytwB4gUcdVwQAaKjZk5w2SGqOVKQHzO8vxmbIghOH8JsAEBQr+VnNrjLL48USnFBzpBo5OccAwfqEPFJ+j96xWHmMkhHapx7XabgdgS42wfnLtZyxkChp7WrmZBl7eTu9gZlR7YtSRypHO7lsg1ZFBCzEJmxcZ+c5UtafAd1w4wCUu8M4jldUA/ucqhfkNRXKjUaTTzakSht+h4dTBos2xCbMoX124OjiuLFC+5TBRxiCMceU3j+KISZKBC4o62J6pKoAyB4pepCc0okQUf1epmumeaTChraERAmFqtiEp1AzpCqxH0SMfg/pqn2U2ITy/xal3+aTaEi1heTzeNAeqbb6HdNFW6wjFW2ylieqIWXsiwo8rtTkSCXikeIcGlJtIMfN/ltLoaSkBIsWLcKXX36JH374AZIk4YgjjsCpp56aivblHRwnvxib3e3gD+1DUZNer8ksc6vSwBejQqpFY81ey/WO20CJTZjlywUe+I0/AL2kbTiY24hv0R8e1WPmKgMQGfYZq06GuqqJ8wME4APOPFLqQKXQ60KdMqC0eniTMWuleaQSmEFU5c9R0A5ugUdIFBEK62ITdd6OECUOBVwQHVCDPTCq+6Uac0FeliOVOsz3j/l+tbrOhBDNmDFvYye0L6b8v2YsAUfjF3i5EJr9VSjocCAI5OKOnLZv7PM0++VJls5NspJnE7zwK0XDacxiE2r7ipwYUgJtSMVomBoOA2NoH6FndaN4pMISgVsxpLgohpTXRYf2bUNLSD9WSp9fdcILpnBIzSNlDO2jc6Tg9gNFnSDxbrikEMrC1pNwBCRKjpQif84roX3JzJGia561UW8N80ilhly9luY6UtFV+9QcKZNHyiOkJEeK7lYbgyIkiURMrquTAj53ZGif0xypXP39HBtSKieffDIGDx4Mr9dreMEzWod6JRu8HeAP7UNxk15czcojBQDNQgkgAS31yTGk6IRGszeJ5zis4fvidOlrnCr8oNV/gqcYYaHA8B1UYt0ePG1IAeCCdY5ymNSBSgHtkbKYzaEHj+t2N+Cy55fiqb8eiVK/9eDICtUTFa1WVTQIAcoVjxT87eBx8WgKighSYhNebwG2N7VHN24PenC7sEcJ78yI2ITBI8UMKae8snQT5q7aiaf/dqSlYWCebbSlbER0ZTvAudgE/VDF+h3PbPkEALCjwwk4gOOosD+9HbEI+mXPjE+SVdxqUAK/xXbmHCl1HBER2hej7xA4Xv9eMUP7VM+NMbTPjkdLIpRHKorYhFvgsIl0QogIKOQCKArshvpqTWmOoxrmYw4sUTxSLi7SI+VX8988RQDPo9nfBYUNG1ERji4UpU6U0XkZmmqfYkjxSVTta8uhfX/sacBt7/yMiiL9XZ6mmuttllg18nIFu3WkuGg5UrRqn5gajxQANIXEiHeaWbWP4zhwnDKOYDlS1kiShHvvvRddunRBUVERNmzYAAC4++678cILLyS9gfmG+qJv9MjCHWWN8vUNEBeKCiJVtAAg4JYTvEMN+5LSBl6d6eQj5dYFnsMC9wkIEQFH8Otxh/t1AIA07HaQKIOemHkOylrdkKp3NGBX3cp0aJ+1R8r49+L1+zBz/jrb5wH0WaKoijox0D1S5ZpxEgzrYhMHdS7WlL96cHquW9pypEweC/W7ugTO9iCaIfPqss1YtH4vlv5u/TyaZx/Ns+5W9795H6diE7EGp+qfR4ZW4IiWpQgRAau6XWpYp5c0iH0TSCVVhr+rUWK5nTlHSvdI2RObAABBECCqnU7M0D41R0oweMeNHinr5ywsEbiUHKloHimPi0cYLmwjsqhGWVBXNE1paK7yncOmQZVq8HnMqn10HSmPHErcUih70jrEMKRUQ1Kkrpd6GQOcakilRmwiVwdW0Rj3xo/4duN+fLJKv95t1euWLtpCaJ/ZAxU1tE+d5DblaxZ6XFox9FTJnwOR4X2EkIg6UoCes+40RyrR/PVM49iQuu+++zBr1ixMmzYNHo8+qzJw4EA8//zzSW1cPqIaLo1e2ZDqXLcSAFDr6YjFt59iuU/YUwYAEBv3J6UNdI6UWSeC5zjUCu0wTzpCW/Z8+Ew0HRkpiW8HVSpTNaT4YIOjhEPV0PC5BF1K3WLwYtXB1jXbmMmnUI9rHtTaQc2RQkE7bTaezpG64vieGDjwcABAd36Xtl/aVPtMoX3qjJjAc9o9maudXLpR75P9TdYvtAiPlA3VPvM+rcmRina+I8UfAABzxBOwy9NDWafkT9k0pj2F5WgkeoHYGi6aIWWcXlFf2JFiE9GnYVw8JYFu0yNFh6XwPA9JNcSihPZJEoGbix3apxqFqiFVHtSf35QW5BWdhfaFwgQduRr5DyVvraWoKwCgg7gLlkgEAif/NoTTXwbq7xIQ1BypZNaRihGGmuPsqosMu8rVcKZsgb56uXotI3KkooX2KZMnlnWkUiA2YX7+zIITYYlo7wTVIwXo41hboX0xhJdyBceG1Msvv4xnn30Wl112GQQqRv3QQw/Fr7/+mtTG5SPqgKVeUb+qql8BAGjwVsLvsY7EFH2Kyl9TdVLawFOhfVYeKYHnMCN8IVZIvfF0eATuD1+GBmow5yTSU30hN/PyC1kI1hmMns37mnD9q99jxZYay/3VGV+vm9fqVVl1QsnoX0OtUu3TQ/tosQm1o+I5DkWd+wIAenDUQCwjYhOUR4rnNAM1R99RaUc1CvY3RjGkzGEcZrEJS49U9G0aHBbkjZQ/l/8ul2oAAL+TzmgMhpV1MuojHW/Gt8jnxg6ii0vU2PVISc5zpASeA1FfYTbkzyXwoCOVeY5DWNvf2hALG8Qmoqv2AbohVRFOjyFF534ZUEP7EDYpCIroxim5UOWyoRzUDKkoiq/UdaVDCNU+Pqh4pIQUeaRy1cMQDSvDMFcH/9mCWSgpF4mXN6vCRakj5femVmxC9TCZPVL0RK+XyntVU0KcCifl6rPg2JDatm0b+vTpE7FckiRNEp3RGuQbsM4nJ20Lygu+1lsZdQ+iGFKuQHIMKS1Hio8syCvwHASOw6+kO84L3osHw38FAY+GQDhqJxYrh04v7CiHmvDBBsNx/vXGj/j4550478nFlvurD7JH4LV6VVaGTjLCJ1RPlBOxCVk+WUQJp8zYFpRrA69gWM+R4jmAb9cLQIZC+6jThEQCUbmGAs/bVmxjyKj3WnVUQyp2aJ/VZY70Iul/19kwpIzhL9bblJNaAMBeUqqFhBGTJXXhEfLA+5AqawOpyOfCdsqQquWKLbfzmMQmVGPSbEjFmpRxCZRHyo5qHzGq9vE8pxsHMTxSrjhiE6qHeSuRowi6i5u0dSmdCImSL6F6pDwIR3ikuql9S5nRkOoYzSNFXVdiNthAeaTCqcmRytUZ6mhYPtusX20VhoK8OXotze+AaLnRvCZ/buyL/G4BISUvkyTJI0WI7G3qhP041ScruZo9UnQOpsGQUj1SDnOkctUD7diQOuSQQ/D1119HLH/rrbcwaNCgpDQqn1Hf83Wezobl9Z7ohpTqkfKFapPSBi1HykK1j+c4SznzaDUG4qEO0pt52ZASQg0GOcyNe2PL6qqGhsfFa+2yCr1LhhGg15Fy9nYvBfUdfGV6jhRVkBccwFX0BgB0pzxS6ROb0K9PfUsoikcqNzu5dKNeu6geqQixCeN6q6tsvueMoX1Oc6SsDbdyIk/E7EWp4QUJ6J7jEYd2xgf//BPeuvZ4y/MUeV34TjpQ+7suamifPbGJWNgP7dNzpAyGFAddLCfK/rJqn1pHKnqOFAB8LQ0EAAwl36JMqaGVHo+UWWwiSmifKKErpwgSqR6p4m4AgE6StUeKoz1SXKRHKqQYUq5waupI5erAKhpWA0uWI9U66KuXq+8oux4pVf6c8MZJDb+XUu0LJ8eQUpswzf0snpYm46/CPDQGjP1kgBp/0RPmgqCG9sXv/+hnPFcNYceG1IQJE/DPf/4TU6dOhSRJmDNnDq666ipMmTIF99xzTyramFeot2KdyQNV74tuSEkF7QAA/nBNUtrAUx4ps9SlGtpnxhDaF1NewnQu1SOlhfYZ60iZDTkz+oMsaIOz1IX2KXWkHHmk9GK8krcUEFxaO0OibjLyHAeU9wQAVHD1KIY8w5s2+XOqA6ttDmkduTFHKi1NyXmkeIZUHIUmq8GjeR+nqn12xCbKlNC+vaQULSHJcA71HclxHAZ2LY0aZlzsc2G2eJr2d0TYmYI5R0ptn1vgDd6qmB4pnoek9jUxbs7moDywCIM39F2CwSPVujpSAPAj6YNVUk/4EMKfhQUAUpwjFdUjpdSR4oxiE1ywXg8xVmpIhRVDqgPZq9WloiHUdZEscqSCiiElhJuS1kG0BfGAaFgZTbk6eMwa6L4tR41S8zsguvy5tUfKI/AIq4W5kxTaJz97BEMFOU9/ivsFNDW3GLYJhES4EMa9rheAubcDIblIuOqRevCTtXEnQ/IytG/kyJF488038fHHH4PjONxzzz1Ys2YNPvjgAwwfPjwVbcwrdI9Ue4BSSarzdo6yByAVyKE0RWJNUtpA50iZa0AJHBdhXAGt8Egp/1dDRIRQg+HlGauYL6APVLy0R8oqtM+qNo8joXW9c0vUI6WGYBrFJvQcKXiLsZeUAtC9UukL7TOGihk9Uiy0zwlajlQUsQnzSzMibM9in5hiEwE7Hinqs4VRxkNCCZFrwO0hZWgJi4YBrd2pkSKvG7UowrjgP7BM6o9PXCdbbhcR2ke1yW6elMEQihHa9+MG2QsjQjAYZnZypESqjlRUj5TmXePwsii/Ay8XvgAPCWGJOO4vbBMtR0pppwthtIT171XaIqsJtrjLAK8ccikVdkCAuCFAAuq2RZzC4JFCpGpfWA3tIyIQNg6yEiXvQvtydPCYLRg9UhlrRquIUO2L4snhibVqH8dxEDyKyI8YSMqkhigRdIAxyqn9xg8MfwfCEq4X3sdf8Dmw9Clg9jlA415tjPjFml34bHWUsGGFZNT4zDSODKlwOIxJkybh4IMPxsKFC9HQ0ICmpiYsWrQIp512WvwDMOKizvQRCEBJF215YwyPFPGrhlRyQvs4tXq2hUeK5629RHYNqS/+cyJuPl0P/VEH6S18EQAlaZl6lswhQGbo0D53jNC+ZISIhBMQmyAACpTaLcQtDzroHCm6GCoAbOVkkRFVcCJdYhP05alrDmmDP4HJnztG/cmi5UiZ5fPNP7Ed+XMnYhPme9/q+O1QDwESCDjsRzGag6JhgGK3VmCRT37Bvy8NwV+C96CGL7Pczs2bDCmqTYUGCfQYqn2CvdC+2kZ5gB8Gbwrto/e3voYiiS82QRcXfl8cjBpSiO78HpzKfw8AEeEwSUObnbZW7fNARAvlkVJl2Zv8+ntFEIT/z953h0tSlem/p0LHm+PkPEMYMkNmSQKKrOBiXHNYRYyoq7uIu6uuiosJXdfEuoLyw4CCGBFRgpLDADMwOaebU9/bsarO749zTtWp6qruqu6+d+4FvueZZ+7tW111urrOOd/3ve/3ftjPRTIwtrf8GtS5L1RyF8R9LKpSs+ViY+h9L2SxCb/PM1dRlNliswfBrL2faplqX5D8ufDNvCg0AE2P81HQwPUsilmUYpXiTq4sOfBb93j6nsWHtDv4AJLA/seA/70QbcSpmeyfqJxgcSf56hvz4bJIgZSmafjyl78M05ymjeEls51WCtiiDwAwFe8Nfk+abYTNNONLz4hqMrXPi0gphJS9BpSrubjGJx2+qqcZp6/okP7I/iuorEZKM6Zci4BS5Qkt8mcxpio2L9evz5PfXhV1zS1Z0al9AJyMNnfEBK2p6EKk2CH7IQIpVrMwU/Ln8kJuWNSmi72ESEU3cZ+GQ9ZIBdUsyVZJIj2TNyomCryPqx+1r5vLYhdi7TChIm94qH2BZ3ebF03yqn4KUz3UPnn46QDaYNk5QiJSBE6NVE3UPlKlRkpK9uQRx23muQCAC5T1AIDJYv1rsp8RqfbLPSCWlGpG1lUj1VE8BADIpRfZr6mE2GqDmzdvLL+GdF/9VPtUVUNWyN0XMjV+Ere9kOXP/Wh8L1H76jM3gnk472Xt167WEkOYTe3zWYu0mNT6vAHosGlR9GCUXY/vAOmsFFgZBSy+/6PQiYkHtDOAK+8HmuYBo7twNn3SPqxaokBmBs3VuRCZ2nfhhRfivvvum4ahvGSA47BQCmDRKQCALI3D0pKB71FSHU4/lFz9vaQcal+Aal8AIuXtORNkMbW830CRB1IAkKA5+2etSiTldNVW7Cy3f0Pe+iaoaVHb2YtC1aFUKlYXtQs+faTEN39QYRROQe2bKbEJ7wImaGmq4khGv9Ccmuky8fxl8obv9+dFl8L0kfImB+Tn2bAo8qXg56Q8UCuPpLoIQ7OLCd5fqORFpAJP77LyQMr/uHgFap8sOFHpurqrRir48wvlUwOqR/5cFpsIQKRkal9gQ173ILdSFqjMI8wJCSNPX5NZAX2kWsX1R1AoOsm4jhJrAptvWmy/pihMXAQAfvm3Z8suQfmzaoG4slriE+sqwRR4o/gGIVIvBBW2IPPzKV+i9tVn8t2bq4+L9xkIStbaYhM+iJQSSzo9/CYD2hlEMIsCCcLWj6EEUxRuLvQ5N/mP1yI1thVDtAXfTn8Q6D4CWMx81ibkXOepZC5EcY7OhfASSdwuueQSXHPNNdi4cSNOPvlkpNNp198vu+yyhg3uxWiCQkNBgQs+jYcHVHz8wPl4Y4VaoUQ8hnGk0Y5JYGoIaOqpawwikKKKVhY0eVX74pqCgmFhsmAgHfMvLPeaLjkedn8aNYYC1REnJSRpFgCn+lWrkTL9aqT8VPvK3xul35XsEPshXpXMpgZxXrOgApUMy87GiI95SJkHWBK1b4YQKa9zLWhpbkRqRoYy503eDEazRfQ0J1x/r9QTyu93oHodVSZfQjJg/nnP53VOKSi6OBe+lGQS3vmSt0Yq3GRRFYJUTEWWU8qCqLlxTcWt7zkNb7rxUTYm6fP5Id5B1wpD7VNtRKqc2mdRhS1CAYGYS2xCCaD2SZ9xcUcS/WOsFrJXBFI11o9WM0HBLhObaJ4Hi2jQYSCedxyqLoMFUoUmCZFSiN3I0074uK7BG4B6cq7iNvY0JzBFE+gm40CxMb2kKgmjzHV7qY9U4+2FEHiLPSGmKiiaVqDanS1/7rMWpeM6DtIurCYHgPF9AFcBrtUsiyIO5gdk0ovRldsFHUVg4iCw+bfA4zcCAP6l9B4U4mzNE2h4mjiIWLVvRN4v5+pUiBxIXXXVVQCAr33ta2V/I4S8RPtrkFEKoPsI/Gr+x3DwwL7AzC7AnJIR2swUmbLDdV9bkWqkqiFSPS1x7BvJYTIfHEh5/SLZ8RCOjaYoyCCJOEpIWU4gVU21T66R0iqp9vm85rfmZvIl/PbZQ7j46F50NsXt1+VzBhWC+hmF46BQjkjFZflzfipxH/oUVgsnGmceDrEJwFGcUxXyUh+piCZv5iNTPoFUFRqH322uVCMFMIGQHn+l8bLzlVH7JETKkgMpuCKp0NYU1+xAyisqIduZK7ukMUk0wpDX0tTqgRDgJDLK+kjJYhMVEKlqqn0ytW9FVxP6RplT0TPNgZSgcZveGilFRS45D+nsfjTnD9kv95gskCq1LLFf0xRi95+JEcYqkOvhhNiEBcXzCLDf5rUmJESqUYGU8/MLDQX3C5peCqTqM3mdmrs1UjwhrLNAqlqNFPWh9iVjKg7STqzGAWB8f81jscdEKRI8kKKxZuyi87CSHAK+fx6QZQI+z6/9OP785Mk4XazzMQaspOBIsEdS7Zuj8z0ytc+yrMB/LwVR9ZstNc1/t2toKgQUcV3BMLgXxR/wekyt0JBXIW6UqJc7iXJD3urUPh+uvUIwSRl9MUUdioimRgikGtBH6lN3bMQ1t2/Au2563PW6jHJF3fi8ql8u+XMPHTLPKY5CoGLGAinPR3KofVIfqTlaCDrTJgfdfhLoVal9Pjm8cvlz998r9ZIqD6TKz98tAqm0CKQsNyIVJZBKOPm5SoFU0JjkYKfSZV2IVCVqH9jfvIhUqBopWr2PlCw2sbwrjX7KAqlOkkEMpWmj9tmiQD4S8/n0AgBAiwikKEUvb7prSoGUQpxASodRXpNZBZGaLwdShcYjUi+0IMPv47zAPuLM26yhhtV+bfGcxzU2l4Pkz3WLUeYMJV72t3RcxQHRDL0BgZRFKeJg+wrRk/hk6b0Y0OYDUwNsvT3pbXh++Ttd43YCqbzrPNWuY/88RydDZETqJZtes8Um+PMkIvRKdJeEpmKUMjlbTNUfSNkSm0R3FX4rhKGOsjPS2+IEUmFNdwVS7FyqQjAJEUg5ii+qxMu3LFoWUNp9pFTFDrr85c/Dje33G5jj8cx+twKivLBFqVuilPVzAeA0yuTUxqJhuftIATAVjlrxBWzmVPvcN2gsy67/kthEdHNR+6bKA5zq1L7yc5YJVHgOqjT/qtVIyYgU5YFUrqwhb3hrlmqcqqluCpMf82oCM8I0hTg1UhWofRqRaqSkc5OQNVLNhPP9uWS41+TEUFdTDGNoQoFqiBMD3RirKMRTj9liE15ECkCxaSEwCLSVuPRwdhhJ7txYLR5qH5wGvgXDQkKXzicFUvIWJH6c18qofeyijaqRmvtUnyj2QgsWZ9rkuzdXb6VhB1LBdd4AkDBYsqKoldMPkrqGg0KBc3xf3WOyLCBBeCJQi+NJegT+uef7+NFxzwG5UeCcT6DwBFMCTegCkWJMoqQrkKp8HfoCSJxEDqS++c1v+r5OCEEikcCqVatwzjnnQFXD1cu8ZG6zxSb48iAcpkq1QnFdwbAIpLKNEJtw4GM5uyzGINPtuptZZqRS1tVbX+FtxinOLTKbcerAwvKhecMsawQqAqm4rkqIlB+Nz+c1n7FqCvGdzLIjG0X+HJBrpLyIlFXuRKvsfsZmOJAKWsBkROqlOCqcual95V3mq1P7/BApL7XP/fdKTXnLnjEv6ADYNVJKM1ONLKuRigBJNScc5MYrKhFmjC5EqsJlw6r2hUKkKvSRagdXo0t1+B4jo24sM0swQNuxmAyil4wiM22BVLAUstnMgqVOgwdSY3sAAH20HVrcES5SCEGRB5MMkTIBSMgbD9bkZryA8zzMb01iE9iaRYtTdZCbpEvOGoShdntw+xCWdqawqD1V9di5SmeaLSY/I4fXEa9f/lwEJEHlA3GTB1J6U9nf0nFG7QMAjNUfSJkSIgUudpazNOD0q+xjHLEv7u/zFi/RECn557k5FyIHUl//+tcxODiIbDaL9vZ2UEoxNjaGVCqFpqYmDAwMYMWKFbj33nuxePHi6id8yVxGnEgKgEO5quTIJDQVI5zaZ00NRudrekwgUlTRXSpcioQeCROI1FTRkAKTyguKTIUR3GBNIchTgcZIgZR0rXzJQirmPpcINGKqYiv8+dZIhZygmkJQ7vp6xCYiLtYxu0aK93eR+kiJUzmIFHNK4sQAgTVj1D5xf1oSGibyBlaR/bhYeRJnbv4VMmYaX8NFc3aRm0mjlLoCkBEfRKqsIa9PzZLXyqh9njRAJWqf93EtE5ug1Kb2qc29ACgKJct1jSgugrxmxEIjUtGfLU1VQolN2DVSHvlzd41UsNhEK+FISzIgkJI+o0gS9aMdi8ECqelCpESPpzLVPgC0le29XSYXmxhlgdQ+2o20NF5VIShxsYkYDNsxEibEJkyormfARqRaEniGuxH5QgHB2rLhba436NwxOIk3/++jOGlJG25//1lVj5+rweJsMfnuzdWaOgeR4tS+gGRtQgRSWjk6nopp2AqBSDWA2mc5NVKE96jy+iN2IttTIyUjUtW+krk+34EaaqS++MUv4pRTTsG2bdswPDyMkZERbN26Faeddhq+8Y1vYO/evZg3bx4++tGPTsd4X/BGAmqkKpUKxXUFY5RlKMyp0brHoApEStXQ7INIucQmQiBSXpMdD7FgKApBHjyQkhAp2YH00o0AoGg4Re0OtS+kap/P2LQAx88lNhGF2gcKDW5qX0xCpMS6IShHVHEixRiMmQuk+GXa0+z6N+pfxSf1n+GIfT/Hh40fYhEZnLOL3ExauWhHeVheJmVeRZEPAMwy+XP33yshUuVUvvIrdPE+UloLQ6SKpuV65qPUSLWlHESj/hqp4AtrLkSpUo2UFAy45M9DNOQNgUjJiaEYd4T6qKPcN10tDAQi5UftQyurg+q1eCCV6ePj6nDJtauy2ARKPjVSjtiE69r8FMmYCsJFdCansmiEuTPUDTnljNrwJHM++yf8UnLl9hIiVZ/ROf68AFKNlB6cDAalFQOpxR1Jd41Unc+Vt0YKKO9rmec+WdxL7aNyIBUekZohAk7DLXIg9elPfxpf//rXsXKlI624atUqfOUrX8E111yDRYsW4frrr8eDDz7Y0IG+WMyWA7ciUPs0BTlOr7BK9W9msjKMnF0WTr3sjAhEKgp9Ra6bEAuGphDkeCCFktODQHZCcsXyQKrgKzYRDpGiADYeGHdl8/1oh4A7eIpK7fP2odFt1T5JbIJ/85bqBFJxFGdQbIKNoy0VA4GFJbwhsJBWbkdmzm5SXrMsiqf3jXEaU2OtvB+XHyJVmdrn96x6qR7ezWmiIrXP/fumQxmMZR0RDEotdPBgIdY2z349LyUuwsqfA04wDkQIpCw5kAp3HVWukapA7dM4tc8oo/ZJaE4Fal8b4SIKyXbfY/wQqQFXIDU9E8em9vkgUmo7C6Tm0UHmUBlsTc3ShGv9lQMpnRhlc4K4aqT8A1w9xpNp2cYEUq6aiTkYZIjxh6VlU/oSKlWPvRAaunprpPIlE0/tHXUnbYuTUPhaVtLLa6RWdjehj3ayNdEs1F0vb1rUrpEiOvPzvM+0g0i5xSaSkfpIzf3vL3IgdejQIRhG+aZtGAb6+ljWa8GCBchkGtPl/EVnwi/gvwonqxK1jxBiq7jQYi7wuLCm8M2TKhpSkqS5mOyyc9/bwq6byZdCq/bJQaFwEFWFIMebyemWhEhJTkjeF5FyoGVb/txPbMJnNt+3ZQB//99/w+XfcoL+oAbAsjNUiiJ/TiWxCU+NlFtsgh+v6HZz5TiMGauREs57e0pHGyahEvZ7NsVqLZpIbs7SJrz2nft34NX/8yA+8pOnG35u76Mx6qPaJ5IDIvAvF4MoP281gYpKiLD32ANjOZz9X/favxOjYH/f8ZSzQcuJiyiIVLuESIUVmzBcgVS4GinN1UcqmJonI1KyaE8YRMoyimgRYhMhqH1i7EK5r4eMRkKwI1lQHykAWgebt0lSBJ0aAgz2HBahuQMpQlCwxSaM8sbOoiFvWY2U83Mszundufr3HsD9vM7FNUeMOEoSbK46kLPB5Fs3F58XQJI/5wFJJm/gim8/hC//cYtzUH4CAFCkql1LLdvK7iaUoGGAtrEX6hSc8EOkyql9HJHyUvuoHEhVQ6Tm9nwHagikzj//fFx55ZVYv369/dr69etx1VVX4YILLgAAbNiwAcuXL2/cKF9EJjJ94nmyqX1V0rSGyjYzWmwcIgWi+QZwckCzpDMFVSHIlyz0Z/JlxwKVnSERoKjEofYJ6W/AnQHxp/aVI1J+zeyEn9aELH4b+xR+FvscMpMs07xzqLrcuowIREekBLUvZo8VcItNiPusKIrt2MRJadpoQV4TgWZbUkcXYQv2KG1CKd4GAGhB9gWDSH3/gZ0AgLue62v4ub3I0bBPICWSI7EAhaYwDXnLqX2VaqTKzyer/CmWM0ZFi9vj8ptvYaw9FR2RqkXYQlWUqmIRJdOyxSYM6mnIqxCYtLJqH8lzWXgQINnme4zfZxSBVC9GA6WM6zVbFMiH2pdMptDPHarSyB5Qg63NBeiu8Souap9ZhkjZPQXL+kg5Jqh91Ch/1msxt9hEQ045oybmWxTEe66qlc02m6v30YtICfse36sAAHwtyiAF4pPw7WqKoSWhOYITddZJWRR2jZTKESmvPyIQKVvpM81qtNqsMfuYarGRq6HyHP3+IgdSP/jBD9DR0YGTTz4Z8Xgc8Xgc69atQ0dHB37wgx8AAJqamvDVr3614YN9MZgtfy5U+/hzVUn+HABMlZf5Go1EpPyVF+WsZVxTsbSDKbVsH4jeR0RkazWV2PTEJJwNuRq1TwRaMiLlR6URm9t5yjM4RtmN05TNuEh5suy4oAbA8jmjTnZvQ88YD9ZKpmUHMHI/LTuQOgzUvvZ0zJbCHqKtMDTGeW5CblbVSB0az9Wc6Z/OxToUIuWVug2BSHmfaXGMOEflGqmKQ3YFUlB1JPmmmK0RkeqQqX1hxSZcNVLO65Uuq6sytc//WbCo01DX9MifKwQoCVqc6R+IqoVRAECWpIGA9dCPDtwPQe0bm75kiK2oVz6uhK7iAJdCLg3vhcnp0gXo5dQ+Kqv2eSmklftIAazfIADAbFQgNcepPnzIUdbu2bS2em1kqjh9TaUbYG6xgsM4kDpM1MC6Wg/As7bwQGqCpnzXY0IIVvY0SRLo9QVSpkWR4kltJcH8gDJEquT4XwCAFta/rtmaQILLdkWrkZqbX2Bk1b558+bhT3/6EzZv3oytW7eCUoojjzwSRxxxhH3M+eef39BBvpjMFu3jz5N4sCo15AUAU00AJlz1RbWPQch1+z8e3kzbiu4m7Byaws7BSf5+t3U3xbFn2B8pE5kYRu3jiJSkm1cynInllyEXEzmmqhIi5RdIsf/PUjbar4k6INkCxSZk1b6IjlHMIzYhHJl8ySzrIyX3dYmjhPxMi02kYugEQ6SG0YKmGCtqbSKzJ5B6bNcIXv+9h3HGik785L2nR35/kLRsI6y8RqoISqkLZTFNB0UFfMQmfBEp/xqplqSOwUwBmUI0REo2woOIEjTohCChKxjPAflibTVSbRIiFVb+vLvJoaqEDdpcDXkDVPssCqhE1Eip7hopQlAQdZmGP5qu5lkgNak0o1xwmJl3zehpjmNgsg0A0EtGIiPYYY1UoPbpqoKDtBsnYTvM0b2gJbamFmjMFdyqxC02MeFV7bPkGinpdekXWyAnIBiNanOdqiVGbFG2bwTtKa1JHeM5ds9mqwOZL5k4/yv3obs5jns+du7hHo6vucQmZul9rGZi3/Cul3IrCTuQQtq1jsm2srsJBw42BpEyLYpmML9NTbYCMKtT+xJtgJ4GSlOYT0awi86PVCM1B6c7gBoQKWErVqzAEUccgUsvvdQVRL1k9Zl3gggnqFoBNuU6/6SBiJTIwHozrl4efUeaTfagrPhXX388Tl3egR++45Syv4kNRCUOImU3gYM7aPGtkZKcUhFI+dUwsclK8XfqBvu1RWSw7LggRMql2hdhsaa0vI/Uwnb2Xe0amnLqyvjxhBAUKEeufDLE02XiOWtL6VhIWJHqAG2DqTuI1GxZ5H7y2F4AwMM7h2t6/3TShbwOUdGwMOVBUr1St2WIlM95y5T++HtEDWNZbYvr2MpjJhyRMgh77gQiJScuakakqgRSP7/yDJy6rAP/J60N7hqpsKp9wWIRDiKllJ1boL8w/BXWtMIYAGBKLS/uDrIfvftULF28FADQQnIwG4TUeM1W7fMRmwCAAYU1V6Zje2CVWKBYhOb6TljiJlhswlbt89RIKT6IlGI1JpCSneG56BfL07lSjWtr0nGSZyuFcWSqiPFcCdsHJmdtkCKLTcyWZF9U86r2CZNVk1FgCc4MTQamtVZ2NzWsKa9FKZp4faiSYOtfoNiEQNIIAVoXAgDmk2H7PNWuI2xOItCoIZDKZrN497vfjVQqhbVr12LvXubUfPjDH8aXvvSlhg/wxWY2tY8Kal+4GimqMQ6r0gBEygmk2CROeuBm72arKpW7cS/tTOPnV56B84/sKfubyNaqiuLUSMG/Rqq62ARHpAKofYvIEBYRR8nGL5AKKo4v1YFI6R5Eau2CVgDA7uGs/ZlsRIpAovbNXI2U+O7aUjEcpbCeM5utxbBibAFtIVOzZpPy0h+i2nQiUvJ8Fc0VvfQ+EUg5iJT/OWQLqpFK8GCsEo2oWlbfQaTYc5fwo/ZVPIPbZLGJanbq8g78/H1n4OgFTqASlG31mqooMGll+XNLEpswPNQ+VWq5EITki0BqUgkfSB05rwX/926pf1CDaoe85sif+zMHBlQmZa+M7wMVgRTRXXuJjID7Ufsc1T7VhUrKP4v+eLAaXyM1W5GaSiY79pXmpRxIzVYHUh7VTCX1olq98ufT1uetiuWKph2cij1BrOfCZNXkcIhUWqqRqjeQgoNIpdoAsISeHFDb8udywqyFB1IYAeCfGPReR9hcnO9ADYHUNddcg2eeeQb33XcfEomE/fqFF16In/3sZw0dnNeuu+46EEJw9dVX269RSvGZz3wGCxYsQDKZxHnnnYfnnntuWscxnWZT+/j/NrWvmnPBO0orpj9FJYrJqn0Aa/Qmmzf7LWIPsRhEyV4Lp1ZTHdW+hFQjJdNifGukXGITvEYqgNrXyye2sBXKIftncZ8DxSakcUSh6lBQ6MRdI9WRjmF+K5s73numSFnyOCkeFtW+owhLjmyiS2Em2tjrmJw12eGEXjOQDmB6s9wywtrBKW5ewQlDquuT3yMsimqfuBeVA6nKYyZcJdPgDnncF5EKP6lbJDrKVCG6YEXYS2my/HmQah+ltvy5CcUVACgENvobhEjpokYqJCJlrx+aszfCDNdPKKoJap+f2AQAjOoMkVIm+2AZ4jt2q32xOjFJbMKTrCJV+kgBsNc1pUHUvrneoFOeqpXmZUvS2VdnqwPp5zTPNpPvXNSA9Bv3bMPa//gj7t1STvOPalH8nuHJAk79wj34wK1PAXCSvxURqfwYgOAaKQCuGilaL7XPNNHEG+vq6Vb7dZnxUyZ/DjiBFEekIjXknaXzoJpF9kh+9atf4Vvf+hbOPvts1+Z69NFHY8eOHQ0dnGyPP/44vv/97+O4445zvX799dfja1/7Gr71rW/h8ccfx7x583DRRRfNXfl10ZCXP0/ima0WSFEuT6mY+bqJpiKQIpyyIUugA+WZqSDJ8DBmSIFizlbtcxxPt2pfeZ2ITO0TmVb/hrwUTYQtCrutXpiUYBEZwnwM83Ob/LNImVbpPrpU+yIiGjYiJTXbPXq+2zGzAylPjdSMNeTlHzVJDKwkBwEAm6wlMBNM8rmdZGaNU1MvIjWd5tQ0AimeTfQ6IIKmF4sgNuF9pm2xCX4vKiGX1b43QclyqH1ODZ+wKIiUXM9ZS7Y3PCJVndpnUQeROufI+WWKdfkqNVJ6cQxAdWrfe/5uOU5Y3IaXr+V9uFTNGVtAkFav2X2kAgKpEm/aqRQzAK+RsqQ1CGABcolyap8fldgWtFBcD4H8DYkaKdIgat9cr5mQx18JxWmKaxXremeb5aeh714jrJ6auq/fsxUA8Ok7NlY5Mto4qtnOoSlkCgae2TcGoJzuLSwqIrWkI4V+wgIpMjUIFKd8jwtlxUkovC2GnnQCKdknKRjupCAAm9q3wA6kKt+YF0JD5cge8ODgIHp6yilaU1NTkbKWUWxychJvfvObceONN6K93WmKSCnFDTfcgGuvvRZXXHEFjjnmGNx8883IZrO49dZbp2Us020OIsWeKOFkVRO/ogKRoqbNpa3VFLumh1006Q2kSl5qX+3fu3AqNYUgy2ukmqRmbvIG4xWbkDepmKbYtVy+YhMWtc/bhw5spEye/zRlEwAgWzT4OJwbXXTR+ajr57ALtqtGSnUy9WsXuB0zh9rnIFIxGDMYSLHPkx7fBo1YGKVN6EMHrASbbx0kM2sKv71U09lkMiIV5CSJ34+ytmM+hsuycP4Neb3Blth42fMq5oJfRq9qjRRHEgyOTPhS+2qc4lPFWgKpcMfpKoEh6oOC+kBZTkPe/7jMnYRTXTVS/oGUVmTOS1Zt9f27sGsvPRq/+sBZriBf9Hoh0xFImSU74VUkCf9DdNbTRSllbflz0xNIAY5yoT+1zx+RkiMpQe1rWI3UHKf6yCOuxChoiut20mG2UvvktciPETIbzNXQtcbnZaaThEIkS8w3p4+Ue5651v28VCMVsEbqqoLWzl4MU5ZEweAW/wNDGOF+ZAkaYvGU/borkOI+mSu52VK5RopSt//0oqyROuWUU/C73/3O/l0ETzfeeCPOOOOMxo1Msg984AO49NJLceGFF7pe37VrF/r6+nDxxRfbr8XjcZx77rl46KGHAs9XKBQwMTHh+jdbzKmRYv87YhOVvQsr1oz9HNIt7H2qrjGoNiLFHKu0h9rnfdi9Ag1RFL5Epl1VCPopQz/EBPRazuOUyZtUXFPsWi1/+XPYhZMZmsQj1lEAnEBKbBIytU+mMHpRqCgLtrdGCgCOXuB2zFzy55xulEARhkVnBO4Wnyc1yu7HJmsJAAKaYt9JGyZnTUG0HEjNluBOmJP4IA5C6vn+SpaFt6p344tDH8aPY9eFEpsIqpESGcyiaeETtz2Ds/7rL5jw9JSqqtpni00wJ1vw9N0NeWuLpGpJBMjXqnRZVVFs9DYI9TElRMqrQqpIwi5BgVSMI1I5PXyNlDBHhGEaaqRKjgpqUSlvzgkAFheKUY1J+/6YPo087cQNKZUlySDJn8tfhateiveRUuhL1D4Argns9/yrMHGL/gV8cO/ViHPa92ylNLn8+AqCNofTGoFoTFevtyArmux7F4GUuL63RttVRhACkQKY4MQ2yhpy1xVIFRmrK0uSUFRHzEv2u+wadb0ckZpPWCmFfGsppXjddx/Ga7/7cJkOADB750E1ixxIXXfddbj22mtx1VVXwTAMfOMb38BFF12Em266CV/4whcaPsCf/vSneOqpp3DdddeV/a2vjzXU7O3tdb3e29tr/83PrrvuOrS2ttr/Fi9e3NhB12FigxLPk3iwqqE+kwUD661VAICHH7irrjEIREr0kfIiUje+bR2aExq+8cYTQo2tkpnS5xN9TzpJBkmUOzaHxt2vyZtUTJURqQBqHy+cnEQSj1hHAwBOV54H4GTf5QVKFtXwBmdhF14KQI+ASBECjHGh5XbCFrKZqJMSz1laBFJ0KXs9yQpXO2YTtU96Hmfb5i7P16AG0aZJ8Qb1PgDAKuUglJKbfuEXHHqpfd4aqXzJxG+ePYhD4/myfm7VxSZEIMXFZWwlwNoz0P96yZFoS+n4xMujK7pGqZGqprpnSap9ZYGUi9rn//5YaQwAkKuCSPle25YFnwZEiotjWJTAQIC4R4ytI5qRBeGBoqWWHytqpCqLTQTXSFEeMDaK2ud2vBpyyhm1amITL1cex9nqc1g++RReqTwCYPYib/LaMWupfZ7UUy3OeCMc+Ci5JgeR4oqidiBFcPaqLvs4194vGvLSZEXUfmVPE7ZaIpDaFH5QHlMKzP+YIgzZFrToqtS+FnbtBT6I1MhUEU/sGcWTe0bt2mFXA+65OOFRQyB15pln4sEHH0Q2m8XKlStx9913o7e3Fw8//DBOPvnkhg5u3759+MhHPoJbbrnFJWzhNW+21Nu3xWvXXHMNxsfH7X/79tWnbtJIc4btpvZVQ6SKhoWneSBV2vs4Nh4Yr3kMjmqff43UWau68My/X4zLT2CZhyDJ8DAmChdVhWACaUxQBiEv8EGlvA6iLTShKiDEQQD8xCYohV04ecLKRXjCOgImJViu9KMXI3YgJU/kgoxI1RhIAYBmI1IOrWZRe9Kl2iQjUv1UNPMcZZ9zJgIpUSM1IgKpJeyFFAukWjEFK6BXz0ybvGhna6COTaf5IlI+z04rnOBpvnHAFbT7PVrlYhPsf0GpyOQNO6gspwpWHrPqqZESwZlf37aw9r5zV+KpT1+E1b3Nkd/rkiivgG6rCkGR1/cEBSuWZULlPP9yRMpBY4JU++Ilto7mtRoCKY7+KNMhf84RqRxiIEE1qjGn85WWZYnFkpIqO0wEkykUKtdISeZCpzT2fnUaaqTmItVHzpvIa7eYl+/W/mC/9g7yWwB01n5OFyI1a6l97t9rccYbcf+jnEI8FyWTwrSolFBW8ON3n4rvvZX50q4EGq93mkKyYtS2srsJWwUiNbA5widwm2IjUu5ASq7HdfpIydQ+1pS3hWSR9rRNcfWfo+L/uT3fgRr7SB177LG4+eabsXHjRjz//PO45ZZbcOyxxzZ6bHjyyScxMDCAk08+GZqmQdM03H///fjmN78JTdNsJMqLPg0MDJShVLLF43G0tLS4/s0Ws2ukKHDP8/3YeIDRDqs15M2XLBuROoFsw7/9agN+9+whnPfle7Fhf7SgSuE1BSQAkfKOR1WCs5XVzJRqpADYqJSQKV9JDuBnsc/hbGUDdg5OuRaWgqTYBziweJD8uaD20VgzMkjZi81Ryh47+y5nBmWnwkvt8xO08DNKJdU+yZEjhLgEJ4TDqBInkJrHofFG1UlRSvHeHz2B9/34yTKUwuR9thLDLJB63mKIFJJsLAqh0Aq1B+eNNPnxys6yzV1W2dQC2gJYZhELJBn+FeRQYA82YeWBuxuR8huDfb2q1D4RSHHVPg+1r9b6qGprVuD7wiJSanVEyjSk++pZp9w1Uv7vj/MaqZwePZCigvI2LYEUW8tyiAd+P2osCZOyP8byLDE1oC8qO26E11OkSQGWpzjdqZFy7wEuh0h8zoYhUnOb2iePWE7GlSwLTcjiZGWb/dpR2IUzlOdnMaVpLiBSbqvlVs40Iij7FkXDclSDFQJCiN0028WE4XNzEonKiFR3GtspS3JjsP5AKkeYkJkYkzx2kbxzIVKJFuQUFnzNIyMuX8MlUgNB7XNem73zoLKFCqS89USV/jXSXvayl2HDhg14+umn7X/r1q3Dm9/8Zjz99NNYsWIF5s2bhz/96U/2e4rFIu6//36ceeaZDR3LTJlcI/VPP3rCfl2t4s0UDBPP0WUoUhXdZAKD+7fjA7c+hd3DWXzkp+sjjcFGpFTmWF117koAwGtOKt+EgWDJ8DBWkqhQAOw6L9Hj6dPaLThN2YxbYteBmHnsGZFqAzywsoNIBVH7mPNh8kztIG0DAHQgYzvkhiuQCqb2+dVhBZnug0gB8PTO4f8rBH28VmyeQKQaFEgNThZw9/P9uOu5Pkzk3I67ZVEsxBDU4jhMqPZC3JJOYpJwihCXgj7c5nJUZllvE/HoVaqRasr1OSgJwgVSQxm3oy+u4+07ApRn9arVtglH3+DIRMIjfz49EkIVxhOyRkoLUSNFZREKj7qdohDkqaD2+SNSCYMFUsVaaqQEImVNH7Uvj1jg95OMa5iCw+SYoElM6R1lx00iadeKaXl3iwi5Rkp+quRrlhIMtW4v9Uf6CEE211W8ZMdR1MIADJkWSHSe6tiz5B8AAOcoz87aTPxcq5ECagu+Z5za5wmkDI8fpKvl6A8EQkQTFRlKK7olat/YnpqV+5Qi8+ezPChKcwVBea+yESlPQm9UY60XFpDh4Dnsh0jNzkesqvl38vNYW1tb6GJj02xc1qK5uRnHHHOM67V0Oo3Ozk779auvvhpf/OIXsXr1aqxevRpf/OIXkUql8KY3valh45hJE/fZy/utlqUtGhYKiOF5uhQnkJ04kWzDfsoe5gNj0Zr0CrEJlfPpV/c24/nPvTxQLS2sXLGfmZ4FRCBSC8kQOjCBM3gNEwC8Xr0P2/rPwMpu5tgXPYhUJSlZiwLNNiLF3j8ClontIBmbImYFIFLeOpewEuisRoqdm6ju6bbWpwkpQ6TaAAC9ZAxA4wIpmWLmYerAohRHKqx/VF9sKYp59t3Pb0mgX2lBkzkJ3etkHS6bxZxqmYqrBahIthYOuH5frhzCRK48m9+FcVyl/Ro/Ni/EtgE3IkItE69X78Wr9v4MZ+u78SPzIvzFOsn3elURKequkYrxcYvnbrrUWAPHE/J64WqkpLmjeAKpaohUKQeNB0F5vS3UmFxmB1KNQWpcJqh9NB54vxK6iiwSaOEJpJ10AXSfwBsgGEQrFmEI8cKQ+y80gNonXTLTvBIWJWg2R4HJAaCpXNU3is31DLU8YnntNkxq70EZpFDsOALYy5KGUXoTzqTJS8dcUO0DatsTZlxswlVnZLr7WFKKNY9+Cl/S+nGjcbX0JkHtS1RMbrUmdajN3RgqtqCLTDDBiYUnRR6jUmSlFCKQ6m6KY9fQFIYmuXCNRe2Esle2fVTrwYLibswnw64kgelCm93/s59n5zyoZqECqXvvvdf+effu3fjXf/1XvOMd77BV+h5++GHcfPPNvoIQ022f/OQnkcvl8P73vx+jo6M47bTTcPfdd6O5OTo3fzaYV7VPWDWajHD611urcYKyEycoO/Ab60zX38KaEJtQNKeGx9uUV7a6aqR4CkKzESkW/C0kQ/iC/gMkiOOEXKw8gWcGMgBYrxaR7fMGUn6bkmVRtPBsoBVjTukIZYFMB8nYm4QLkZJpGd46lwgbn5BfFkXZwtZKyn1OHykmzw4AvWQEAK3YIyiKyQ629xszLYpOwjJQfXCKXRWFsB465kFoxdmCSMkZrNm18MqJgSBEqj3vDqRWkEMYz5c729fr38MF6tM4W9mAVw98FYZp4YO3rseR85uxfGo9rtJvBAYAqEALmcJfiv6BVNDeJGpJVVM0a+XqbaKomD93M49IOT9XurYq9VwLrJEyKyBSco2Un2pfliUOSlSFqaWrDbvMHGrf9CFSuQqIVEJXMUUT9k3cQRfYgjxeG6YtWESGkPCgzmLsRcRcEYKrdi2Wxi46DyvJIaB/I258ahke2jGE7771ZMQ1FZ/7zfMYz5XwldcdFypInvPUPmnI8t5bsiw0c8GjCZoC2pYBYDT22fo55XHNFWpfLXvCjMufS/eyYFh2YlZVCND3LHq2/wxv1IC7jFfbx5NcBjEAU1UQKYDT+/YvrCuQUjkCluc1Ul3NbD0T7Ag5GPRSzMd0lkxZQIZxyPSfzyKomuvzHQhJ7Tv33HPtfz/60Y/wta99Dddddx0uu+wyXHbZZbjuuuvwla98BT/84Q+ne7y47777cMMNN9i/E0Lwmc98BocOHUI+n8f9999fhmLNJRMblPdxqqaMJ9SxUstPBQCcKPGwo5qQC1a1UHF22djCOF7vOHMZAOCTrzgSgBMo7qTzAQCXqw/hEvVxlKiK65IfBwCcomxB/8iYfQ4R6Ajursb/90OLLErRRliGRfRGErUB7RK1L2jj8AZOYYMbSp37STzF7iu701jQmkBXU8yGzRVCbMphHCW0YbJh9DXLJxskjzPGkbPFPez6rz2Z0QMyCgv4YoWxhoyjXpvNfWZkrnuQal97kTU8PtBxGgBgKekvo/YtJv24QH0aAHCEsh8rjW34yWN7cddzfbjhnm1oLx4CABQ0hq6KejqgfDMK2pzEy8JZLhCGoAhaiZhfMwxIhVftU2X58oAaKTmQ8iBSqqzaV/IJpHLsno6hCUotTcc1dj9VOp1iE/FApyqpqxiGg3rvsBYg5otIAUOUzfFUyS3yo5jsvpSIRzZduqSuEGymXPm2/3l84febcO+WQdz+1AFYFsX/PbgLv3xqf2hmBK2wTs0Fc1H7yhApRzlW6WCCPovI4Kxbx4S59sNZS+3zrnfRzzHT9z8IkVIJAbY4qssnlp4GANz++B7E+DoyhUTVxPrK7vqV+7QSr5HiiFRXE1sDBjkiJQeDMY9s+7jOEuLzMOJGoaRHSKDNdBbv52Et8u7w8MMPY926dWWvr1u3Do899lhDBvVitkBEqop3ccVJi/C3fzkfr7vs1QCAtWQPRDgmq8NVNcthwys+Url+VkuN1H+86mj87V/Ox1tPX8rOwReG+63jcYg6PP5vGFfgweR5yMa6kCAldI49a/+tYLp7GFREpCjQDhZImYk2AMAop/Z1kgm7HsQMQKTKxCYiTHiVI1JeR05TFfzh6nPwp4+eazuvjG4UwwhlDnIvGW2Yap88Zj+xCUFB7Glrxt/+5Xz812tYA9NJlTljemF2UPvcNRSza+G1xSYkRMqLZrbxWpLhtuMBAK0ki8lJN4/9SvW3rt9fqz6AR3c59z/Na3eGmpmMfw/GQCCaO7rHFHSHbIVBjsYUFVZPU45IzWwkFbZGSlUICoJUEdT0Vp63pFwwoWIfKY5IjdGmmlB3yql9qjkd1D5eI0VjgZmrpK7ih8Yr7N930vk2bdNrwxydT5XciJTKA6kiibmQYPl70VQFmy2u8tn/nP36UKbgcqKGJsMFlC8oap+rqbuDSGVoEnrHMgBANxkHDVCNPNwmL6/1tEOYTvM+ITXJn8/wY+YVbHDVSG35vf23tRbrAzU56Qg9ZZGw1+gga4Ryn1pi/lKeK32KQGooU3R9Bk0hdhJb2JjmIFKyTyXv1+IzV0rwzhWLHEgtXrwY3/3ud8te/973vjer+jHNVbNV+yLWSAHAovYUlBZGe4uTEhJgD3y1SecyqThbCxlI1dJHihCCRe2OFK9Q/jOh4r9KbwTAmsJ+x7wMcV3DUDfL3h81/lf7PbL8ORuvQKT8AimKVo5IUa5EJ7KwC8mQXSPlVu2rJDYRMrihTiBFlPJscGtSR3vaEaEQ97JfEpxoVI2Ue0Er/5ssirGoPWWPZUrhgRRvTnq4bTZT+8SmoFZQ7WstMSGVidbVMHggUMoM2H8nsHCF+jcAwE0GazZ+mrIJz0rqm2mTObyjTatgUgKNWOjCBL+ef8+pBRjC8WQ74ii6XlcsN+pgI1Li+Z9hRCpszSWrkarcq8kl2e85r0rgvN8vEMvxe4ym2nrlCURqWsQmHEQqmNqn4A/Wafhz6xUYaT4CD1lryxp+ChsCWwubjQBqH3EL5cjX1BSCzaJdQv9G+/VcyXQ9+17BlCCb61QfecguRMqiaOGIVAYpJJo7MAm2B2oZN913tticCKQ8j8hMPjO1NoSXn4ui6aj2xWgOOPS0/bcjrW246pYnsecg2x9KVEURWhkC5LWVPU3YZiNStQVSNiKl8hqpZh5IcURKPA9xH/8yozMBmi4y4fLHTJ+fXwgNecNxtyT7+te/jte85jX44x//iNNPPx0A8Mgjj2DHjh345S9/2fABvtiMOJGUy0Jv5LE0LEqgEIpm5JBHPLRUNwBXIKVqIREpL7WvBi6QvC78yjoLg8VWbLaWwISKuKZgcPllWHLgd7gg8xvG+e0+IlBswo/aR80SWnihb1NbD4B+Wy7+SLIXv80yByJQ/txzD6PUSDmIVPXpJpzIftqOo7AXPQ0MpOQxezcASv0bBwNAVmXInV5srCpnrdYoKkA9jaSDzA+RKquRMlhBfyE5D1N6O1pLgzAzLLiyLIo2TCJF2Gb1HeMyvEO7G0cp+zA+MgDwZs0pYwwAkI93YYS0oRujmEdGMEjbyhEpStGDUdwX/yhixMQT1hq8tvgZR2GQK9YVeSDlbbw40zVS8vJRaS1hqn2VESkhfmRCKVM+dVH7/FT7cg4iVVOyyKb2TR8ilUMsELUT6os/brsKO1d2YeL3mwKTagKRajKDAql4YD8YTSV23zk6uBkqTJhQkS9Z7kBqMmwgJf889xyroIa8pmWhjbMixmgT2tJx7FN60GTthj6xF8ApMz3UqiZ/llkbSHl+n60KiLK5qH0ly96bmyd3A2BoNjWKWESG8MTGzWghU0AcXIWT+AYvsq3sTmObkEAXyn2xaHWeApEqeKh9Qza1TzCCfJRjeb2tDsOV2PNjk7io+nPgu/OzyIjUK1/5Smzbtg2XX345RkZGMDw8jMsvvxxbt27FK1/5yukY44vKgmqkQivjEYIpwig6aR44RJHqlgMpJXSNVE3tyCqcg+BB61gM8yxpXFNQWPYy3GOeyFCT334MoFTqI8UmsqAY+gU5utQDacXihVi3tB0DaMd2awFUQjF/7CkA7olc8GQTZQtL7aOgUO0+Uv71CbKJgLJP9JLCSMPEJuQAswyRohQx4i/TnlOZ866XZksg1RhEaloCKbshL/xrpChFm8nqUErpecjHGPJIpljG0bAoKxAGMEqb0I8OHNQY0n+KssU+TWuRBV75eCf2EtYAca2y2zUGYRYF1ij7EePP4TplK5qQddAz7iyXFPa9e/uFzHSNVNi1Tg1RIyXkzy2frY5UU+3L1hdICURKo9MoNkFjgdRL0f8vVzTtGlBvc3VhgxydbzHHXK87NVIx154k3w5NIThAu5AlSRCziOWE1e/lSqbrWRwMiUjN/Rop52fZYS6ZjqDPpWcej5imYEBh/S5jk/tndIxhTb7/9TTonk7zBtsz6YvXei232IRpf4bmzE4AQHHeidhO2bp+nLIDzVx5U7QzqMYyWtCaRFZvwxBPkGBwS8Xj/czZF9g1u5rY/iDmccGvhxQ3kyeNNRguf0xeD8Tr9AWASNXkAS9atAhf+MIXcPvtt+OOO+7AF77whZdofQ0y4UN4F4coEuNZsAZqom9SpBobmdpXIyJVi1XqkxXTFLQkY/iM8Q6WQd7zN+CZn6JoWGjBJI4yNgEbf4lUkWX6/YKcGKelFbVmQFHxnnNWAAAetliNydKJJwF4a6Rkal9tDXkBR7XPW6PhZzYiBR5INRCRkj9DWY2Uh9onW07hiBSH+qPY//51J259dG/k93ntid0j+OxvnkO2aLgcunoyWNV6s9ViYiNQSQAilR2GjhIsSlBK9aAYZxQINceCK9Oi6Oay94J6ui3JatVOVrbyk1AsLm4HAIw1r8Gz6loAwKnKZn4OD7XPoujCuOu1tWSPE/TZdTCeGikbkZrpGqlwx2myal9QIGU6fZC8pipVaqTqpPYRja3D+jTKn+cR9/YZtk20q3h01wi+fs9W/pp/ckyIUrTRMdfrqkTtczfWlBApRQGFgj3qMgDAUYTN9588thebDjrJl/CI1Nym9sljlvdew3SSJC0dTFRpUGUKqfpU3wyOMLzJ3/lsFZvwZp1nlNpX4/vcYhNOjVRqggVSVsdqPGOx/p0nKtuxSmHUz32U1R5VC6QUhWBFV5PTmHcouviYQKMtnmBzqH1FUErtYDDhg0hZfF3WiRk4n/0Qqbk434GQgdTevdEcoQMHZiffdy6Z93mKspGLTtRNhGcTTSs8l1eqKdDU2lT7arFK54hrKpoTGvbTbnzbeg178Vfvw0UPvhHPJt6Law5+GPjFu3DsU/8BICCQMtgGVoy3AQAuOoplAh+ymBO6cpIjUoHUvhoRKQooAWITfqZ4aqR6Gig2UXLJkMpjZL84gZQ7gHYQqWiB1HiuhM//bhP+/c6Nddcyvfa7D+OHD+7GN/68zU0PiHhr5AC4EQmAsvNLRcN2Hyn52Zlga+MwWqBpcRhJ7kjlWRKgZFl20CMCqcEYS1LNJyzYWoghNFkZlKiK8ZbV2Nt0AgDgDFUEUu4xWRToIu5A6hhlF6ig9pk84SLEJg4zIiXTxqrLn/M1KrBGKhiRUggcap9lAKZbOREZhqwM0Pbagu4Yq3+J02kQEnDJnwf3kfJaECI1zJ+1dup+TuQaKXkGy7dDnHMbWQoAdj86AHjD9x+xf65JbGKOOlbCih75c3septm8L/C9mpSyZe+dDeZuyDs7ESlvPflM1s3WWiNV8ARSph1IsQQZutbgMcoUjc9WNuAYsgsAsMFaDqBcJc/PVvY02crEKERnkygWm68mb9siqH1F08JE3nCofT5BncV9HRWWy1eSESc/sYlZ2k6tqoUKpE455RS85z3vqajKNz4+jhtvvBHHHHMMbr/99oYN8MVmTkNet4WYN7ZlCdvA0xyRojTC4sIdjxJVoYUUqWhEIFXJqY1rCpoTbDJ/p3gJaAuDvLsnmELUpMqcgOYxJvPphxbFOSJlxNoAsIDlsWtfhvnHXwgAWFTaBUwOBCNSHo89Ct1OE/LnIcQ7hMNmU/vISMOcCSOon4PlDaTciFRe1EgZ0QIpIeBhWLRhn2HHwJRr8wrbGFmYHEyqNahNVjNnc1H9EakJ5pz30XaoCgFNMYcqXmBBkmFSdHNna5BTW6d0FlSLAEtQ+LbRRYAawz+96Q2wiIb5GMJCDJbRIyh1UC5hxyi7HGofF0MocUEBfRbVSFUyTVEqi0WgMiLlasgLlKNSE0ym/hDtqCo37GckzmoLkjRfs8MVaK6GvP6H+AVSyYBASgTtbXTClUxTg+TPJVvWxT7nEzm2Lh9J9vkeN1gLIjVLQZBKFtRHyjApOrkgDNJMHrqg8EDKmJ2BlBuRmqWBFK38e1ibLBjVD2qQuWukTHsfS47vAACQ7iNwn3k8AOA4sgvnKEyteKO1DEA4AbGV3WnkwOdtDYG6E0ixNTahq2jmbVoGMwUbkfINpIhD7QsSuXLEJqT3vZCpfZs2bUJrayte8YpXoLe3F5deeine85734EMf+hDe8pa34KSTTkJPTw9uuukmfPnLX8aHPvSh6R73C9ZsrYk6qH15HkgJah8QoU5KyuCGzdhPOyKlK2hOcHUzaMhe8AVg3nF4bPE/4dT8/+CG1Tez47J90D2cXGEJk21gBkekAKCnOYHTjlmD5y2WScXuv4ZHpELeTwoJkQpD7bMRKRZI9ZKxMoShVpODPz/J0ZgdSLmdpgJHpGIRa6Rk+fjGZQlpXRlreQOLikjdu2UAP32sMjpftAtwFX/VPo5I9dFO6KoC0sQcKiE7bUhZa+Hc5kQgxWlBRyt7AADPWUuhEIKFPV1QFrBN9xRli2+NlDgnXXoWAEa/cqh9vJayDJHiCYAZhqRca12FS2sqQZGydcEKCqQ47Gb5fIbqgZT4rjpqQi+VGJs3SVJofJZcQqSCLBkBkRpFEyxKoBJq14YBckNer9iE8/P81gRSMRU7LIbyLyKDvtcIq9o3m9sbhDEZIfEKFnXaiBSb9yWFrbXb9w9gLDsN/cbqNPnuz1Zqn/cRiTLX5HndN+5D76127cjvYCazTIqmBdOkUGEiPrEbAKD0HIFBtPM1nmKFwqifGylHpEIFUk3IUvZ80eIUbnlkD9bvHQ09RhFICWof4Fbuc2qkytcUqgixCdNdI+Wn4NegmufDaaECqY6ODnzlK1/BwYMH8Z3vfAdr1qzB0NAQtm1jvMs3v/nNePLJJ/Hggw/ikksumdYBv9BNzGvv4xQpkFLc1D4gQp2UtEFrIUUkylX7wl1KtmrUPl1V7O7ZI0teAbzvr/jr4vdiAO0oJboALQkCigVkyBelSPG+O2a83f16TLXrpLDrAdfG7Rab8PaRil4j5Sd/7jWBSAlqXxfGQc3GbLDuGinndSsktS9mZCKl++T71yh/yKLuuRE1yCyYclY12oP6zh8+jn+9fQM29wUHlHKWzheRyrgRKaWZcd6buVqaYdIyal+W11EtIMNoQhYnEkb/eI4ucyhnS88EAJyqbCqjnVqUopufk8xj9VatZKpMbEJIXMc0dk6RfJlpRCpKjZQIhDKZSd9jHGpf+dxTFQIKBSX41ElZlo0eHqKdNSWLlDhLaKVQiNR3LpSJPlKIBwa6Yr2UzS+4AljbiRHeV8+YcOp17Po5xSt/LtEvCcHK7iYM8ORPjwf9FFYTIjUHAyl5a3BR+4wSOngLDhFIFfleXcxl8OlfOdLxs8VkhGDWIlIoX+9CvY9S17zsn6ghkKrx8ZSTjAXeR2oJGYBilQA9Bb2D0bl/Z55mH5ehSeyirLYuFLWvuwlZjkjt6RvCp3+1MdIzppjlgZSs3JcXe53POuMgUm7BGT8mzAuByhtJ/jyRSOCKK67AFVdcMV3jedGbvSnWUSNVUPwQqZAeZ5Et9FNIhG60O93UPpF9aU7oyJcKmMiz4m1b/lxXgY7lwMDzWEP2Y6u1ouwcSY5IWcnyQOpv1jF4N/4AbPsTDNNRnqzcRyr8Yq0KWfFQ8ufs/2E0w4AKjZiI54YAlH+mqFZyyZ87r9s9LAJU+4o6c7AUajIZ1XhTqOvJG2+jFkiL0rpU+0oB9MYodnAshyPntfj+TWyQMU3F6syj+ID6EIrmR5wD7ECqAytVAppiDlUbr01hBeluat94cgkGaQu6yQRuj/0H1vDC479ax+IUTrXA0rOAh/4bpymb8TefQKpXZMLblwEAUsgjx5cEzSs2oXqc7cOo2ldJ6EKVxCbMkr8TJKh91Fe1j/1fIjp0WnLTA6cGAasECwoG0VpjIMWl6pFHybR8qXY1m03tiwUGnn40viBqH8Ak0LvIBEqZAdsxUOxnIx5YIwUAq3qacO8BXmdFJhFDyREC4ZbJG8iXzKr3wU3/qXjorDT5PskJTCXLBWWgQE2xRJmYc0kUXA23Z4u5ECljdgZS3i0g7LruTW7Uhkg554iyQhSk50LUSK0iXFugcxWIokJTCL5tXo5n6UqcqzyDx60jbIpyNflzAFjelcbdPJDacYCpwoZVzgQAlYvkmJI/0NXsKPeJpIx/jRRbQXSYHmpf+c9zPXEC1Kja95JNnzlxlIfaF2EjH+VKQIuJ0+SzUiA1PFnATx7byzjCxSkAQJaGD6TCIleVrNLni9uBFJucmTxz+B35cwVYxHpwnKpsRiZv4NZH92Ig4yyMTTyQQqLNde6kruEhay2ySAATB3AE3WH/Tc4alfWRioBI2Q15vQ6qj4n7QKFgQmVIRCzfH/palcwtf16+eAUhUoaSRInysefdxeiVTEakGhdIuX+PGki5+7rUNqZKQbT4zMflHsfrt3wcn9B/jgUTzzgH5MYAAONIM7Uz7lC1Uk49tSy7RkogUkRP4p3FT2KCJu0gaqO1DDvoQjTxOYHFLHO5UjkEPTfkGhOVqH3oYNSQJAoSIsXrYDi1T9c8CHO1G9JgC0slZDVSnEJC/VFbyut9LOKv2gc4/bMEygPApvVNqO0woNUUSKkikJpWal9wQ14/9KlSHYh43owJZ70R9J5ShYa8AAukxtBkUy29KpH2NUKgUvJa0fDashkwecxFKfggWTYvM0qLLTxUUhkilSKFaRG/qdfk7yJXnJ2BVHlD3nDv89Lz+2pApFzjiHCsXH9dMEwYFsUqwmoy0X0EANEYneBv1rH4gvEW3G05fcb86HReS8ZUxBJsDRobHwMQrQ5M4WuqoOkBQLeESMn1wF6Ta6RcYhPSTRrMML9TJMaBFzi17yWbOXNqpNyvR1lj98WZbOZaXksBACUj+AF92/89hmtu34Br79gAqyAQqXjoAMnrZNQil1xZbIJNVCE4IQIpke2LqSqw7GwAwGnKJoxMFfGpOzbg7f/3uH2OVovXiKQ6XedOxlQUEMNf6QkAgAuoI6hSqY9UFERKI9Eb8gLAmMYC4kRuIOjwSFYMCGxEfBUkNkEUgnHwZn6RAikJkWpQZplSt3BFVPlzV51YzYFU8IcpGhbWkt142/5/h8KRyNa8pGJaYIIdEzQFTSUgOld2A9u0WB8pjkhxx1ZTCDbSFXhH8V8wxTnvvzT/DgDQJBCpVAeG9Xnstay7jssyDXSIIneOSMWICbPEnFpV6hUEACmPRPZM10jJV6t0aRmR0uEvMW4HUgFiEwD8JdS50MSo1m1fK6opXGwihUK0Xn5hTCBSiFWg9pU7OIKa42dCAt3KODVO9rOBmGtT8l5zZXcTAIIBtLHflYO+1wij3EfneIbahUjJNZlcmXNCabNfK6kseZFCIXTickZN+jCztUbKG8KEfWa8AlI1IVI1Pp5FDyJlWdSZM10ikKrO0qlmTc1sTifB1rZs0QwXrFAKzadGyqb2ZYoOjd2H2ke5r6MSCktSQ5Wv/b0HduKa2zdg34iTwJqjcdRLgdSsM6Ha56X2RXBmDiRWAwCOJHvRnuAKXBWcv+d4r4/fbzgEkzt6kRCpBmwAlWuk2GdosREp5jQ5NCqFUZsArCW70QzmZGw65NSydFJGmyAt813nFsXXfzDXAQAugBN85Sv0kQqdOaHO+0iIQEqmPhdU5mSrDVJ0CsoMiWAkFhBIKYRggrKxRAqkSo1HpCj11HfVg0jVOKZKQiMFw8S12i2IW87m0FyUEEU+vyaRZMkDnWWkEyKQMilawVDhMbBsosYfiqfoGlxcuB7vK16Nm8yXs3MnnGeqaCuAuR0CvTDKNjQQoG2J84cie65sah9HpBa1J9Hb4jjcs7Uhryb1gYqh5OvVUO4sVQqkbLRFvm88kBrh6H4t8uckxlX7UIisLlnVOJUxXwGR8lJuPvXKI+22D34mECk6JQdSvH6urEbKbat62Gd90loDAPjv2P/g/eqvQOD+3GEEJ+RbNScz1NKQ5X1X473iJtQ2+7USn7NJFKA3gNnRaJNvf2GWUvtqFZswG4xIRTF5HyryPlI2ta+L+W96hTqosIFUa0sbABaoCwuFSpkSSiSJT3WFFJuwZF9HCqTkJIkfOj0XEyfAS4HUrDMbkaqH2hdfiCyNI0mKWKkxJy5MjRSlgFVgTtwUEqEX9ulW7YsFUPvEJhXXFKB1IYotS6ESinVKeRfvLhFINS9wvS5qBv5iHA+qaFhN9mM5YXUsfqp9wp8K25CXyr1pwvSRkhw2k4geOY2RZQ1qyFuN2qcQYAIikBoLfb3poPZRz8yITO2T7kGU98oBW6W5VDAsLOD9nva1nQoAaMtL2XkRSNEkNEUB4b2GkigAlMIwSkgSFlRNUU61kxIVB9CNu6xT7ZofG5GCQ81TPIGUlmOOcYa0ALpD06QlNteF/LnBnWVFIXj52nn2+w+n2ESlaxsWRYFX8yigrmbiwoTYBK1A7SvYgVQ5tW9YrR2REn2k0iQfWuUztAlqH40FBroyanT6ig6895yVFfeRIcrr/qYcBDxsjdTSzjQ0heDfSu/Ec9ZStCGDT+o/xxvU+9zXiEztq3r4rDNXQ16jPJCalAMp1XlGGrGPNtrmBLXP+3vIZ8aLSNUrNhGpRsrVR8qEaVlY6Uvt87ewz0pHexsAphwqLFwg5RxPFSmQ4ojUoIva54NIEceHINSfuucnXjInEyd4KZCadWbXSNWBSGmajk2UZZ6PJozeF1Zswsozal8WidCT1Tu2xqv28UAqLqh9JZgWxfYBNlaBKhUWngGA0ftcZlnoxhgAQGn1IFKc/jKBNEpLGD3wYuUJdj5ZbIJPcFF3EJqqQ6VFK4T8uXwfBM+YWP60pagW1JBXBAkJ7sBDc9N/GCJVJ7WvQeujZfkLZYS1IHpjNZPRq0oKbAXDRJowJ3d/J1PSWzvxgI3+iMaIk0hCVwlUjkixExdg8kQGwOYgULkGsUlCpAy+4QnnV5iomRpTmdBKjhe4ozgFmCUo/BktEWcsciA103tb2KRRTJX6SAHIZn2U+zi1zy+QEpfJQ9wPCfnliNSwwhGpmgIpB5GK0nculPEgOFdBtU+2ILU+2Ya5uAmZcmrsBCLl7SPlvaauKljamcIE0rii+Fms774cAPBZ7WacqThKYWGK3ee6ilcQtS/Ge8VNao7gkWgt0YzsrAyk3GITs5Pa562jC7snlNVI1UDtc40jwrHuPlIWOqwRNJMcKFGBDiYs1YjnoaeT1eA2kYKdiJ7MhwikDIeCSyWGipA/H5go4CkupZ6OV0GkpASXC+H0oYq+qAKpH//4xzjrrLOwYMEC7NnDHPUbbrgBd955Z0MH92I0UV/kfZ6iyJ9rqmL3RjoSuwCERKTA+g0AwBSNz2gfqUrOYlwXNVIOIvXjh3dj06EJNMc1XHAkk5AuLmKB1OmeQMqYHIROTFiUQG+Z5/qbpiq2lOj+3pcBAF6uMnpfwSVMwBvm8bGEpupIzS2j1kjZgRRtTCAlo2gyriOCBFu2uMlN/yGESIjU4RWboGhcjVSURVs+thIaWShZaOZqmf2LLsZeqxspaxLY+Et+AEOkMkhCVQhITA6kcrYzb1JH2tsr/iBbOlaOSIm+UMJivDZjXOGBlGjSWJxyCyzoCfvHU5d32D+P5xrz/IU1VxupCkvLks4Urn75MfbvA6PlDaMr1kjxdSsnAsiC9H4eSA2pdQRSulMjFRbBDm32Op0IlQmvpNYnTCBSatah9imWE0hVm2qrelhQUEAMD6z5Vzyon444KeFG/atYS9g+FAaRonXM79lgQQ159TwLpLK6M7cKvNl5gpSQVGYf4uOVq254QqABVrNqnyeQGpqMPk+9zKGwJicZcyUTKzitz2pbWpbIrMfWLGK+0bIWoD3FAqLJQoj1XCRQqAoi+WZdTewcfRN5PLRjGHFNweUnLCx/P3H2JTkR7EJrfe71HJzuAGoIpL7zne/gYx/7GF75yldibGwMJpeXbWtrww033NDo8b3ozHEcvNS+8OfQVYLnKQuk1li7AQBFLjZBKcUz+8YCe0JQLjaRQyJ0ZrgxNVLBf7NrpJLMsdzSn8H1f2T0vX+55Ej0tDAH0FzC6qSOIbuQRs52fkrjPLuMFsTi5YuUcDIe0RkV6yRlO1ow5VHt46hNVETKikjtkxEpZfqofXIcaFGAwEIPWIYJzW7UTiGoqUZqeuTP3b/Xh0iFVwWTx1/puzeMIhKEbRyJpg78P/NC9ofHbwQy/bZIwCRNQlcVqFrMUUQs5UG5Mz+FBARZJIhim46pLgffUP2pfU4g1QYAyEIKHHggZVECVQqkdFXBMQv9Jd6n26Ikja46fzVKnN43NFr+bFIbkSqfe+I6UyJJ4AqkmGMzSJg4TT3UPoVQGMXG1DkCYNli/h1PIhmKARBGen1YiJtwh5+hlez+FYke9DbbmOAEs2Q8jv/p/BT+ah6DNCngXdofAIQTm/BrFj6XTHauZWcxxu9rTncQqZKWsn9uIQ18Rhplnvufm4W9pLyPSFSxiea4Bl0lsGj4Xmf2tWug9lFKXftQrmja9VFW5xr79UbsmSTNEkHp4jCaY2wfyYRCpEQjbrdiqVes5j9ffQzW9Db7XJg4+5opI1KVP9NcTJwANQRS//3f/40bb7wR1157LVRJznndunXYsGFDQwf3YrQg1b4oG3lCV21EapW1E4CTSfrxI3tw+f88iHfd9LjvewUilVOSvn/3s7KGvKHf6ZhaIVL01kjdt2UQ2aKJdUvb8aZTneJ50rYE+2kXNGLhOGWnXT9ijrFFqp+2+xZpCmrgY0NxZCj73O0k4+kjxREpfmzomgcZkQpB7etMOzD69FL7pJ8tig5kECN8rB5ESiEEOUF/KoXf7AueoKURRj19pKJuNt6Mati3uxCpCmgkKTj0smRzG35unstU4Q49A/y/1wIAnrFWYhTNrCGvAuQFPa2UteefoPUBwYkKmdYHONQ+1QwIpFSWCR8i7H81c9Cl/hbzONtXnLgo8HNOp0VdPwzu5A+NR0OkBCV5yotIUeogUoQ5IjVJU+uOk2zlpyocGNGKzjM2hUQoldSlHemqx0xBBOIcpZTQypISr5p9F4gUACRjGlLJNP7PvAQAsJZTzMM4qvJaMTflz52fZYc5XmSBVCHuIFJE1TDB95xW0sBnpEHmXV9nY1Ne7zMSdq8Ra7quKehpZs/+oYj0vlqeTsOirjFOFQ1b+px2OYFUUJIw0lrUuQpQ40BhAit0tg9MFUJ8h3YgpbsSWwldtUW/XnfyIrx+3WLftxMCGLwJuiIlk6slPl801L5du3bhxBNPLHs9Ho9jamr2LQRzzcRD643Mo2Rp33jKYiw96hRQoqCNjqMbY7YDecsjbEN7aMdw2fsopTYiVSThA6lKQVBYqyx/7jTkle2yExa4EBxdJdhisYm9khy0AylrnIlH9NN23+uI4GjjwQlM8mx9M7K+8ucJLvUZltpHuCNnUhIKVnz52nl44ymL8V+vORYW79/QuEBKFptwXrcoxTzC0ah0N6B5Vftg08wQ0PjUz1yqfQ1aIL2qfVEX3oKH5x82AyZ/3ZUQKaXEnHFDSaA1ncQoWvBnhSGl6HsWUDRcY/wTAAJNJdAUBXl+b61iznaSs9TJ/GkBcK0sNAEApqD2Wd5AilG1JnhtRh9hAgpaZr+NbOQRK1NfeusZS/GPpy7Bf16+NvDzToeFbcgrzOBiEaVCrvyP/IurVCM1ZSN0XOUzO2xTW4ZIe9mYQpui2kGyCJAbYnycORqDAa0iIvWdN5+Ey45fgPeeE9zQ+5dXnYFLj52P7lYebAnHR0I2S4iFpvYBrPa0Jak5CT1yACnkw6n21dFwezaY7NjL602yyASPCnGnBYdKWH0uAFttdjaZ99E+WIIAAMLZSURBVDv3q2uZbRb2mRH7oaYQW6W0P2ogVUOgX/TsQbmiWSY0AQR/jijCY1B1oPdoAMDRvMwjCrWvCK1s7fvXS47Cm05bgs9dfozfO9kYCUGJB1JyaUK12zUXEydADYHU8uXL8fTTT5e9/oc//AFHH310I8b04jb+zHoz51E28uMWteGbbzsThGc31iq77fNVCnooYHPvi2rtiFQtVrkhr7tGSljM42CqCsEOylT5VpKD9vE00wcAGCbtvoXZou5px+CkjUg1k5wr+yYQqKhiE5RTY8yQU01VCL70muPwhlOWSIhUY6h9bvlzt7PSS9gm76X1AaxGKk99JKKrmFtsolHUPnc2L6qj5f3eQkvluqh9wc6EykUADD1tZ+5seh8A68yrbedSUxSohNiCCVYpZyNERQkRDppfTZ7EgsHnrGq4A4pkjil3ikbd/TyQ0jP7JUQqXtYPRFcVXHfFsXjrGcsCP+90WNSYxeAJB2qUO+mUC2nQCjVSU8RD7eO0PqR7UOANZmulL+e5sIfVwEDKyDmCJUDlveGSY+fjm/94YsUaqZOXduB/3nwS5nUwio4iEjcckcpTHUQhVZ0gmdqXjqtoTeroRzt2Wb3QiIVL1UciU6fmYBwVKDaRLLFkVVEKpBSFIMNp0y1zAJGaldS+OmukdFXB/FY2l2ZCAt0bSE0VTazijdaVbgmRCvgckf2t+ccDEOyksNQ+RsEtUr2s7OJNpy3BF//h2IprCoGDSBGJlVMVkXqxBFKf+MQn8IEPfAA/+9nPQCnFY489hi984Qv41Kc+hU984hPTMcYXlYkp4nX4auLo97DAdiU5iCI/X6VaJEoByjPixQjUvrKGvDUMNRwi5Q6kvPKguqpguxRI2UFThiFSw0oH/ExQ+ygFMrxewotICedZ1BqYocUm2KJlojqtz2uiqZ3SIEQqsCEvpegViFTLAu/boBBH+CBaIDUN1D54hDLqqJECwm+68nUqBVJaic0fU2+ya/r+VlgO6+R3Ake9CqWzP+YcqzJqX46jT1YxC8KdeVOihQWpBDZ7EClRI6V5EKlEjiUSRnhz2X6FFSDrkwfw9C72twLVyxITh8tciFSItcTw6wPFjZqVVPt4IEU91D5O60PLAntjrwmRgqMISAuNc5ILU6wWTCR9GqVPr3Ek2kbAeWCaRyzoLS5LxzUsaOUNZmMaWhI6AIKfm+cDAN6o3otM3qhKD/POybmWpfal9hWnEOPz0kh22X9XJSGfJjr7ECnv0jMrqX3wPi/h3idYJZpK0MvrrKMGUrU8mV5WhFKYQC8XelJCUPsi97SbdxwAYGlxG4CQ8ud8LS1Aj4aAcWtN6jB47SoCxCb8bBZqmYSy6jJiHnvnO98JwzDwyU9+EtlsFm9605uwcOFCfOMb38Ab3/jG6Rjji8qE81+OSNVwsjjLMCZRtBf0ajQ8wjOnhladUy+sEYhUuIa87gy8N0usKgTbLaYgs0o5YCvwKJMsIz+idMLPkpLy2SR3TpqQ86X2RUWkbGpfDQKZFhHUvkYhUv6BjUXhUPt8ECmFSM7UYUekPNS+OmukwgZi8vgr0Vs0g80fS09LzytB5mVfRmtKhyFtYmLejHFqj5XpR2KC0S9G9Pm48twVODiWx2qJMiVbGbWPI1LxklQrZFlI5lmwNKaxAGpACqTufnoXToA/InW4LOpyYvL+V9QoFzKwa6R86hNF3DgJbyDFEanWRTD62PdeSVW0kuWVBGA2ltpXmBpHGk5NU6NEsxUeSKnUYJOMI5t5xEBAQjmN7ztvJe5+rh8nL23HNt6e4hfmOfi4fhtOVrZhNdmPiVypoviFN0dlWrQhgkYzZXLgZ4tN8CbHORqDEnP2VgrYrSVmYyDlDRXys5Da5/e8hDGBSGkKwbzWWql9kQ4HUJ7M6ynuBQD00XbMS7XZr8t0+Jev7cUfn2N+jBp1Lsw/AQCwMLcNAA0nf87pwxmkampG/q6zlyPzNx2ggGY563I1P6BRJQAzbZF2B8MwcPPNN+NVr3oV9uzZg4GBAfT19WHfvn1497vfPV1jfFGZeGS9YgZheoWUGZfRjJGSiw9c8fqc6mNEoPbVkrHwWqXJGpbap0nUvgVkxHZq1SnmSApqk9dS0qZe0HhfD5KDaVE7GCsTmwiJSFE7kIqOSNk1UhHkz7NFIzCD636mPNQ+cGqfHyKlkJpqpPLTUiPlzj9GPW8ZIhXSL5A3Z29GUbZWgzlMRqITMU2xA28hIZ6VmlpqigKFOME/GdyM1MQOAMBAfCmuueQo/Pc/nuias0s6HKTKKzYx3LQKALAgu9l5MTsE1SrBogTjGnv+B1UWSMUmD0DnUuk5nxqpw2XyehJmZRGIFPEL8mlwjZQ4+yRHBMw8r5GSECmx8ddaBloUPbsiiLRUs1KWIVKTnBJW097gY5ouKXJZpj3XC7S6Yp+wt52xDLf802lIxzW0ckR2EG14In4aAOAf1b9gIl95PfM6W3PNt5KHa1qUrR28N9cwWhCXKFGmRTHBA/km6tMHrQ6bCoM8VDHvvZ+V1D54n5eQgZTlJEkEIhVVbKIWSEpOMAJAb4mtN7upO4kpJwm/99Z19s+RE9e9RwNERdoYRQ/GwiFSuTEATK23FjQ+HdfQ0clEq5qpk9irNpfnYt84IGIgpWkarrrqKhQKDPLv6upCT0/PtAzsxWrimW1IvwYeSMVRkmqkKk8KRdR4SLKsVS/TiECqQpZFZMq9YhNeah8hBONowiDvh7LA2M/Gl2WZnAktIJCSNjY1wd4rCn+F02zLn2vRVPuITe2Lfo8cal+4DfHQeA5H//sf8Z4fPeH7d1mK11tn5CBS8+A1QmDXSA2N1dpHKvTbKprlUe2r1BzXz7y9K8IiWtU6sgvrNdimWGpbDgBoSbLvcCJfwniuhIu+fr99rKYQaArBdsoDqaEtaM4wHvtQcpl9nBxYnLikzf7Zi0gNtjAKR09hN5DlgfE4mwODaAXlgfmQ0gmLEihWEd0Go73macy3Q/3hsKgzxeKIFEwfaW0hf+6TyLDFJriwzuY9B7G1P+MKpMTzVUtWFgAKnCJNio1zku1Aijvgk1UCk7Cm6dL6ahbdiBSJTrFrkQL9P6deAQC4Qv0rxqd8REEkq7XmZbaYd0kqGpaNSA3RFlcCsGRaNrU3gWj1Y5Xs3s0DWPsff8TX/rS1rvN4b/2spPbV+LzYyWWVYB4PpPpnoEbKm4iLUzYfJombBRQoNhF1LdKTAKcMHqPsQiZMIMXbnIwjXXOi3GpiVPJOOma/9lKNFLfTTjsN69evn46xvGRwAinZ4Xv9uhpliFWOSMGwM/F6FVhYMVgAYUUIpMprpKJPvJpqpAIcvx3cMV1k7gNMA3qOZQMn9CBqn+Nk6ek2AEATYYubHUhZbkQquthE7TVSYal9v3ySOc33bBrw/bsc/MlIDqWQxCbKEanzj+ixqX3ZbHiKUmEa+kh5VfvqRaRqofZVSnLMN5kTbvJASmTlJ3IlfOkPmzGWdZxeRSFQFYJt/HlVhzajZWo3AGAkudw+Tp4bJyxus3/20qNouhM7LR4IH3iS/c+DgkO0056XeiyBfjA1uuMKTwEA9tFu39YAh8Nc60eItcS0AykfsQlR6OxzHuGQZCQ6740P7HSofS0L7eerVmpZYRoQKTPnNHUGgLEGNUzWdKkWyirZiFTYGimviRpBANgYPxkWCNrIFHLjQxXfV45IzS3nyhtwyoHUCG2xG8wDLIknWh3EaOOc+H+7cyMA4Jt/3lbXeeaE/Lnn97AsA5vapyp2knaqGO3z1dKQ15vMS/IAugB3j6agrammxDUXnFhLdoej9uXHAADjNF1zEommGSLVgTH7tRcqtS9yjdT73/9+fPzjH8f+/ftx8sknI512R9HHHXdcwwb3YjQh9yuctXRMxfWvPb62k2lsgY6jiHFbbKKysyRUxyw9So1U/Q5YpSyLcPB0VUFCV2zKWFBQuMNagNOVTVhsHQAm+0FAYVAFeakRomwyIpVo7QGGgAUKQ2gKhglKqR04Cec1LLXPEZuooUaKIwhhxSaqfbelIESKUiyyxSbKa6ROX9GJkZOXAxsC6FMBVggQt6jHKPWITfic17JoYBbNGwTVJDZRYbFfaDEaqdXO5KZFndSfNvXjJ4/tLTueEIJtlCVK1JHtUAEUqIbJlJM8kRMVcvPD0Sk3AtOc0LGersYK9AH7HgNWXwQ6vh8EwEHaaSMwrUkdO635mK+O4LgiS4ptpYtx4iwJpKJmXC2VOfqKj2qfQ+2r0JBXBFKEN/EeF4HUAhic31+r2ESJI1IC6XeNu8JzWsmsvKD2sXM3gsIFAHpMcuRMww7+ag2kWqVAStE05EkSKZpFfnK04vvmOrXPawXTtDP8Y2hyIb89zQnk+P3VzcYFUjWJU/mY99bPSvlzzyDDohpiD9cVYidKojrytWxr4h7GNAVFw0IcbI0pEPc8a4j8ubD5xwHP/hRrlT14KAIiNYFUbfX5ANDE2GrdGLPXumr3a67O9cg75xve8Abs2rULH/7wh3HWWWfhhBNOwIknnmj//5LVZza1z3CyJTUbLx6OE8Oh9lWcFBQar5mIEkg1YtGulGWRqRAyvS9IZWwn5xovpgcALn0+gDboun/eQBabiC9kPXOOIszpzZcs14Imal5CN+Tlzl0J4esMhAkqlkLDOUrVMlUyiiZnTWkph3bCqUc+YhMAkEqx2jHik/UPMpfYRIP233L5c/ff71i/H8d/7m487NMnDWgQIhVUI0UpFlNGlUMHD6S4M/nDB3cHnnuQdNpNOQFgN52HWMzZVOX5JTunWU92uDmh4SlrNftl/2MwLYpf3f8YAIZIiWCgNaljA3X3FdpKF82eGikZkApxvFmB2icQYb8aKVvUU6imIceclCxHTNI9DiJVY7KooPI6Jg8idd3vN+GUL9yDvqg1GQBoniFSgtoXqsFmCIvrGgzKP6dZtAvOJ2h4doJsMiKlEIKcytaQQmak4vu8U3Ku9ZLyOotFwwJ4f8YpmnAhv70tceQ5tU+zGkftqzXw95oXXZsLNVJhKag2bVch9v2KShWXjw57ywUiJZJsCcKlxkk88D2y1YNIHa/swGQYBJvXSI3T2ql94IhUNxmz7+tLDXm57dq1q+zfzp077f9fssZYWHGIimZT+0qh+kglULS1mahee41ULSMOCsY0hbiCSZneFxRk7qesFqqXDtvS5wO0PZC6lJSoFh0rWFHncnIAcRRRMEzX4ioa8oatYSO8ziCLcIukbFGpffI99FuQghApdYrVkBUQA5L+qJ1AntUIWdPpQKQAb0Ne9/fw0Z89g0zewLtuetz3vd7vLVThLdwBW+BmOzmAFCnApARqxzIA7sAnyFRFwVOWI3t7l3WKK6jRPIHUv7ziSLQmdXzw/FWu8zQndCmQegJ7hzJQJtnzf4h22IIJrUkdz1rLXe/dai2eNTVSkREphc0t3yBf1Ej5IFLiMpOcWhUnBmK0BBR50BNL2d91zWITHJFSPTVS33tgJ4anirjpod3RT8rVBScpG/dUsTGIVFxT7d4vsErOdZBETFUiZ9/lGilVISioDE01c5XrLL2O8JyTP/c49iyQYvdyCknX3H71iQttRCpmVa4di2INAqTmBLXPuxyH9cXlPlJija3HkQ/7mArKu5gfSUQLpGpKXC84CZaiYz4ZQXP+YPXjObVvAumaE+WkmSFSXZiw72s1P+BM41HgmycCd36wpmseLotM7Vu6dOl0jOMl4+aVP69L9lUSmyiGCMzSYE6yRQmIHk21jxUj1z7UoLoqr3MnI1JB1L6DPJCahyE7kOqn7YEIlqD26SrB/EXLgWQHtNwIVpP9KJQsl/PtqPaFFJuQGp5GNVtsIiwiJd2PbNEoE+eQ6YjyZq9xZ3uYdGBBwPeQbmLZZI36FPQHmEwDaWRDXncfKf/jgqiXXn76UKbgossFWZg+UuYQo+YdoF1ojjMntyVRfYlVFYKPFa/CXa9uwk3bE/j2+iKulqTI5eRHS0LHVeetxJXnrCjLFDYnNGyhi5FFAqniJPq2r0cHGKowTFvsOdaa1PE3CZHK0CSG0DJrAqmIJVKgnNpH/BApKxiRcqh9Cfu1ZmvC6Xuip+zntlZEqqTyBIThX1tYrWbVz0jRjUhlG4VIaQpK0JBACTCdQCpDU0jHI7sKaIprUAhzbDWFoKg1AQXYtKEgq9Uxni1WJjZhWkBR3Muka541J3RcevJK4FlAbyAi1TBqX5nYxOyj9nkD7bDBkOxjqTUGUrUE+WIPEqqrCR5IlUg4Cm1N320shWLPcUj0PYkji88C+MfKxwuxiTpqpJRmB5ESdMtqfkALnQBGdgKdqyoeN9ss8ur4ox/9qOLf3/a2t9U8mJfMySSVzPo2cPZmR2xCUAUrqeOlCAukcoghFkCDC7yUQkILMESxuKegXnZMgwKjg5SJSvRgDHRsLwhYj4Yg6pIIjpZ2pqFpKjDvWGDX/ThK2YuCYblofE6NVMRAikYPpMD7SKkh5c/lNWqqYJYFUvL3Iw9f44jUkNKBcqkJZi1NLNiIRdjs864+UqHfVtEsChefImhhDvp+iob79cHJcJ9Hvk4QrdMc2gEVjJq3jgdCLWEQKUIwghZMLjkXAzt3ANjvelbFRkaIg8j60S1aEhosKHgWq3E6NqC4+xF0csrmKJrQzM/TktSxn3bb79tF5wEgs1NsIoRZHHlXfRApEqJGyoSCKRpHmhTQZEq0s1haov9EGpJtRS7ao0jUPsMnMRPFRL2VqJHyJgdqtbiuoCQQKdONSDUltMiF9YQQtCR1jGVLUAhBKdYCTAGEy8xPFQy84fsP46yVXbjmlUfZ7/PO6blG9/EuSYWSjEglyucZT1o2UmyiUdS+WuTPLYvi7T98DJ3pGG544/SXe5SJTdQgf15zIBXpaGaCXi7W8qSg9imJwPfIVq0WOsjMRWcAfU/iWPN5UEorrrNmdhQqmGpfrY8SkQMpUwRSld8TE4naCIn82WCRA6mPfOQjrt9LpRKy2SxisRhSqdRLgVSdJsQm5K7bNZuP/HlFdTwwhz2HeOR6CbZw81nSIFoBUB4sydQ+r/w5AFx4VC/u2URRoDripATrwFMg4IhUgKO4dkELdJXg3DXcueSB1NFkDwqGiZKEbohsohGW2sednhzCLZKyUTVaQ165/seP7uOm9jkrmp5ldWTDir88PAA0cUQqhhIM0wpVuzddiJR8rqCNL+hyXqdzMBMukDJCIFLWMOsBtYf24kx+f8JQ+0RQZFFq0yFdBektcfS2xLGwLVmRr94UZ9d6ylyJ09UNiA1uQJsIpGgzWvlbWXBH8MHih/Aq9WH8wLik6hhn0qImXG1EygpGpPxY7OI6RcPCJJJIo4DWEq+tIyqgxuznq1bnRTQ2lxGpUUm5MSgZVMm0EvtO7UbCDTJG7ePrq1Wya6QmabJMaj+stSRYIKWpBMU4S3C1ZncDAH777EFsPDCBjQcmPIGU+xxzntpnOjVSk0iWIb+Wxr7H2YlIRaf27RnJ4q/bWJ3hf732uGmvvaxV/lzs4bpKHGpfxGdNPjzsO8Uan9Q1aAqRECl3svVrrz8eH/v5M/j8q49xvV5rUkddfhbwxLdwCtmMXMlEKhY8p/OZEaTB6iNrfZZUHki1kiyGi1kg1Vo1UI1RPge0F3ggNTparrizbds2XHXVVfjEJz7RkEG9mI2UIVINqJGSGvJWbHzLA6kC9MjZaU0hDeyCIY1J9wRScYna5zPG77/1ZIxkizhwfSdWkD6QA6yn0gAqBVKtePrfL3bU++YdCwA4WtmDTMmSuNTEDt5C95GyqX3Rla9KsVYAQNqsTIURJos7+NF9jACxCZ332RpR/OXhASCeZIFUkhQxWSyhKVkdYXPVSNXFPXfvVvKvkftI8XskFJOGJsNRFUOp9o2wGtG9mGcHmi2yOAq/ptccfr7jqMjS5gldxf2fON83cSCbSDLsMOcBKpCc3IcOsEz4KJqxQqL2AcBvrTPwW+uMiuc8HCZn00mIrIyNSPk4oiIJYSnlW524TK5kYlJNopeMocXggZSeAgixn9ta6S1CtEcEPwAwPOWMs1Jz5yDTDHYuIZLRKGPUPgmR4shRBkl0xbSaqNuij5pCCPq6z8Lavl/hyPG/ApQiI8kwj+dK9nPpdd7nGCDlLzbBa+QmabIssKD8GWkkIjVd1D5vM1k/k32WTN5AvGmaAynP76Hlz2WxCQmRqobWBI4j5HMq9oC4riCuKYhzFKakuPfUK05ahJevnVdGq601qRNfcQYsSrBC6cPQ8EGk5i8JPDZWYnN/vI4aKSXZZie06eQA0NZaNSniIFLRE8+H0xrC5Vi9ejW+9KUvlaFVL1l08z6y9VH7hPy5UyMlTwrvQy0CqSLVItdLNGrh9lp5jZSESPlcU1EImhOaTe8Tct39tL3iZ0rHNWfx5IHUUWQPCiXT6TehOEWppbCrdR01UpNJRrRrLx4KdXwhCiIlDT8mAik1OJBKNHfYP+cmKveBccbTGGqf/F5WIyX9HvHEIkGxsI1lvIZqovb5f/fK6C4AwAHFIUgKRxIIRh/kTdwPkQJYMFVtjqVi7Ji9lBX5ri5uRoqwzzdGm+zAIQxKdjgtsg8j5M99aqREcGWq5fPPqUeldk+mtAikYixIsZ2tGpkBls5rCw2H2jciBe/r947hH7//CP66bbDquSbyJbz5fx+BkePUONpYZyOuKTAoc3onc3lPjVRtzrB41lSFYHT+36FAdfSUDgCDmzEsyfcfGHWEFsqofXMMkfJa0bAwNMzWTD9qnxB2Slvhe/RVs1oCAT/zomu5EH2W5OTWRIN6nFW0Gp8XP7EJIBq9r5Y+UmJfjKsK4rpq95HyBlIAfGsTa02uk2Q7thIWPBm7H/Q95q/bBvGGb98P3WJ+0zhN1/4sEYIhsGQwplhvy2r3Nj5HEamGkeJVVcXBgyHUQF6yiuZ9Zuuj9nH5c5QchEs6n7emKU4EIhWLDMfLVK8wWeSw5h1HKl6Z2gcAuqLYghPCKlH7yqxrDUrQ0UJyUCb2umiWUREppcQchFqofVkeSKWsSVuOtJLJgVQ2CrUvz5zHccVfsQ8AiBbDOGWZ01LoQKox1D558aXwqPZFPK/IBs5vZd9HWGqfPAbf755SqOO7AQB9qiMhL9dIBT1/Au0wLeqLSIU1Qgia4podSKV5zePt5tmYQNqel0GB1Jp51UU3ZsJciFQYsQmeMPJDpITKpOHjpMjXEfVGqQJ/trlzK57bmptSxlggpZuOkywHEPds6sfDO4fxC95Mu5L97wM78eD2YTSBrSkd7Sy5ceW5Kyq9LbQldBUlTlK5Z+M+d41UXKupHkQgsqpCoKda8DeL05Q2/xb7peBJrlUsE5uYY5CUd7wFw0I2MwZAIFLudaCYYk2026yRhvWJqIvJIpn31ocRm5D3mUyY5q91mhij+MhhqaAiGaopxK14G2VPoYG/BJrYg2KagpiqIMH9Lr81ys9qXYsAYIPK2ruo+x7x/ftbf/AYtu89YP8+iVRd808EUjTDAqlqp4oLXtMLvUbq17/+tet3SikOHTqEb33rWzjrrLMaNrAXr7knSV19pFIsmOgmY3bvG3nBKJmWy7mzG8PVQO2bLkTKO46ERPXzo/YBLMN/EE4gZUHBQdoZ/jOpOg7GlmJpcTvSo5tgWGzx0VXFDkTDy5/XodqnpzBMm9FJMsD4PiDZVvH4gsRf9+stEyQ2IWSj/TJisk2QZrRiCqXJ6tlzSqmLxlZPICW/11sjFXWRF8jsgqiIVLUaqakhqMUMLEowqM+zX24J0fdMlfj5QYhUWGtOaDiQa8NIahnUqQF83ngLbjPPBQBXQ16v/fzKM1xjPZwWuVCeI1J+oiwKr5uylHJqrbxkTXKaXLroDqRk+k9NFmPJB92UEKmpcuQsTGJmjGf3E5w58Pozj8Dn16610dV6LSZR+4hluAKpdFyrqVbJDqQIQTqm4W5rHV6mrgc2/w77Smfax+WkxI93rZhrgJR3uEXDRAdh93Ic6TK6upnqhkkJdGKwHma8kWk9Vo+zLVuZ/HkIap+8Pk7kpx+REqiQqhBYJg1UcvWazTRRFVRrHRJ8bennqNQ+TUFcV5DMi/03rNhE7d/t5vgxQPb3SB56tOxvosF7K2FJnwmaggWlrt5hw2DJWTIpAqkQ1D6CF34g9epXv9r1OyEE3d3duOCCC/DVr361UeN60VoZIlVPgNLGYNw2MgWtOMHP5yziXodQrpGK6sg1KgPmtTKKk4RQVZIO3kMW2j/vbjoek/kU4hGC0kOJVVha3I7mseddQh3i/s2E/LlCCPbTbhZIje21KYdBVg2RclPSnPErPJAyqsivTpAWgPbBnKyOSHlrP+qj9sm1Xe6/1YpIRQ2k5Ov40jp5fdRBdLpaB7SGQaRkal8diBTA5JQpFHyq+zv4y8gAilIjaIUEI1IL2mYPJ90lfx7mDRyR0nzEJoSSn6mWfz4ZORfCDekSV+2LsUys+Npr7qWSYChfXAqkhn0CqTDOGxsBtZkDiUQSi9obVyc1kSshzQOpVp1K1L7aEanWFHvWNJUgFVfxZ/MkWDqBcnA9Suo+AOz+yM5avXO8UfbQ9iH8v8f24rOXrUVXU/j12ztcIzOAJpKHRdl6Hlfdc1vRYhhEG+ZhFJg40JBAqkFxVNlnCUPtkxN2E7npR6TkOVoyaXSxCaV6D8ZGWkFCpOKaYotNhEak6vC1diWPA7JAenQz+vv78Ll7DuJtZyzFaSs68ZfNLNjpBqvJHqFsbmZDfOdBNkLaAABkKlwgJZL5Yk2fKxY57WlZluufaZro6+vDrbfeivnz51c/wUtW0cprpOpYEeNNyHOlpLYio13KC6xXwcwOpKheljWrZvLkbtQiDvjXigjTK9SP7VUW2T8/13Q2O1cE5/RgmqlIdY0+6+JSi+AtvGpf7dQ+RSF2c2GM7a16vKtGygeRKgYgUnYgVWUhz6gt7L1TIxWPA9yKfex69SBSzs+UuqkbUcUmRFC8kAcOw5PFUKhWVWofb2A4Qptdz2yQ/Lk8R1S/GqmI809YM6e+PnFgyhVEAU5TWb/eVpUUnGbaoi55hFOYFb9Air9m+jzb8neQ4dS+ppKDSMkOfM2BFKf2xa2s7fGNSGITyQjtFAgh9hoNAPFkY8Umjprfggxl51RLGUe1j8uf12IruhgiN781iVRMwxBasZEcAQBYm3/CPk521rxrRSObeUexN/3vo/jds4fwud88H+l93roZa5jVTh5CB4oo31tVhaCP8hrU8QNohDVatU+g6fkQ4igzjkjx2y3mUphgD2BzLo4iPrT5zdBvuRzdGAMQEZFy6yCFMod1oCKpAosIW3PGtWDVXAA4diGjyb1u3aKKx1UyI92LA7QTBBQ3/fpP+N2GQ3jD9xnN77mDbL4vVZiK7x7KVPdydTT8HiEMkVLsGqnKxyfmKLUv8m79uc99Dtlstuz1XC6Hz33ucw0Z1IvZvIV91ZS6qlkuxZCZDh5IyRM/uEZKjyzLO32IlDv4kal9laSg5YL/Z9JMmSzKZzrQfBwAoHfiWRgGc8bkxn1he2bVg0ipHJECEDKQklT7/BApCUmRnRMRSJk+9CfZplTOd54ajjQWoL46B1eNVJ1iEwKRmtfKFmrDojZlqpLJ98uX2sdFTfKIuRylZqmmT5YOlp9c8RjLiFQ91D4AvmqEYm3xowsna0TApsNIxBopkb3UfZpFa7xuylJ9qH1KOSJlq/bF0q7nrmYJ4CRLPiiw7GdEUPtec9IifPrvWcLGDFkbIwdSyQYHUos7UjCTzKFXc4O20lyGppCOaTU1zXndusW44/1n4qrzViLNVVGfp0sBAEtJv31crkIgdbjlz/eNlvs7lcy7JGm8dnKvxRxT7z6kEoJDIpCaaEydecMCKf6/2HcLIWheJSnYyswItY9ZbwtbB/omwqkfGhbFGrIf3fk9UHb/FXfE/x1HkL2RknPybhT2OZURqeXkIOKkhEmawLBeGYj42ZWn4zcfPBuXHR/U7bG6Ncc1jFGW3MlNuhOiYs9exuflbh5I1YNIjXJESs2ycoBQ1D7ghR9Iffazn8Xk5GTZ69lsFp/97GcbMqgXs3mXv3oXxHzTYgBAZ4kpv8mTvWQEIFLQI6E3QOWgph4rr5EKNy5TS+Ifi9di7ytuxkFlnu+5KtlY02pM0CRiZhb60GYALFgUgW3YrJWokcrXRO1DtEBKQoGmfBY/IwiRssIhUlmtDQBAciEQqUZS+yz3uMP0kQoyEQSlYyraOO0oDL1Pjp18g2iDnaNINZejJM8LVyAlRQhijv/7nRvt4uzaqX3ByEGlKZqoEQGbDotaI0U0IX9e7rSpdiDlJzbh/CzEJnRRZ7X8HHcgVSPMrsbTzi+8l9AwD3LPPaI7EiIFOGu0RQmSicY7G1ozW29SU3LBee19pFSF4MQl7dBVxRYK2mOyzPtC4lCEXYGUJ6aM2m/4x4/swQ8f3FXTeBtiHmdx59bnAMAWgfHulYqMSE3MLkRKrL0CsQ5TLyMzXWaG2sfGKOjad23sw2d+/RzGqyTISqaFdl67BjBk6Hr9+5GSc7UgUrLYxGrKntNNdAlUtfIcS8U0HLuotS5Fxqa4ZotGdao519/Enr2UMERqN2V+U1iEz89GuYCVmuXUvir3NvFiofYFaew/88wz6Ojo8HnHSxbFvGy1SnVAYazQzOqkugw2OeTn2LC8gZQQm4jVVSPVyJDKO461C1pCvU9XCB621mJs0Xmu4s6wlkrEsN5aDQBI9zMKiiw24b13QVZXjZQiI1J7qh7vqpEqlG9g8gZHa0CkCjpDpNR8mEDKg0g1UGxCPlXU88qbmKh7GAqh3Oem9vkhUuwclRQvZcUreY50N7NxbBuYRIZ/b7UjUm46n1wPJQcoXgS5UXLJjTB5aGHGRfRKiBQXmwhZIwUAOO19wGnvawi1LxHTMSlkyotccIA7eG1J3T5v2OdYZg0kp4GOWYwxx6c5u49dh2ooQkc6rtZUIyVbigeN+0zmJ7gCKVeNVO3UvoJh4t9+tRGf/c3zGMg0ri9TFPOOdqnCMvx7qH/tU1PcaddhNojaF1mwJcDEZxE9FsM05HXVSM0gtU8osR4Yy+Gmh3bjq3dvqfg+w6Ro53320MTQl6WkPzJdPKrZ8ueaguUGD6SspdOWjJatKaFhAiyQalfcSKvwH5bbiBQLpM5Z013z9cZ4IKXlBCJV+fgeMsZ+SAW3YpmNFnq3bm9vR0dHBwghWLNmDTo6Oux/ra2tuOiii/D6179+Osf6ojCvdHi9maVSM0OkegyGSMmbUtHwUPukGqnoqn3Tk9H28smXdqbxi/edgT9//NyK7xP0pZJJXVB6WFvYlsTjFuPyNw08wc/piE2EpfY58uczS+3zR6QCqH2ijsQna+86P3eytBCBlFcmtx56jukNpKS/eTe9avOlKNW7dTWxwHEwBCLlovb57QactlWEFljfJAeysqPzldcdX3ZsoxAp+Xf5mg988vxZReeTLaoTqHBESvMJpFQ7kKqMSD1krcVuqxd3Nr8BeMWXAEJgmvUHUnFNQVbUR3JESjyzrH9NtHYKsrJqkGppPVaMsyCnJc/k2G0RjhoRKdlSvBeVWNPWkP1oBnPm3DVS7vdFC6ScOTYcstl2NYv6zXuHu4Q7pns5VcprR81vwVSC/S0zUD1hFsYaFUiJ7yJpB1IRa6RmoI+U2BEWeNQrdw1V7stlWBbaCWdXtS8DAKSRhxkBApW/6qiqfTFNwdISEyl6ni717YvZaGuKa5jgdZDtxAmkmMquCYDaiNQe2oue5nhdVMJxVQqkKK0oHKPAwmLCkCt0NKalw0xZ6NXxhhtuAKUU73rXu/DZz34Wra2t9t9isRiWLVuGM844Y1oG+aKysj5S9W2WRgsLpHottpjLm1SZah+Zjap95c7eumXVkU+B5N39fB/+uo1lPqMEUks6UriTrgEAtA4+AeBN0JQaxCYEtY/UIjYBHBBiE/lxID+OwVICP3lsL16/bjHmtbrPWUm1z7RomWiD+EENiUiJbLVeHKs6di+1Lyo9RzZ57TUsNyLlpfZpCqlI9yvyYDOmKehuDt9LSj6nb42U6Ti4oeaONF3mtybxT2cvx//+zaEjNQqREplkwF1vtKAtiTNXduLPXKlpVllUsQkbkSp32nTe4JH6ik04F9pF5+O84tdxSrodl4u+XnKyocblLa6pmKQJ9BDYNUfiWdIUiraJzbhc+RvGjXNxYCyHXzyxH285fQk6JZW4bf0Z3LdlEPmSiRjYvC5Ar5ut4GdGgq2t7QWGjGRoCppCENeUumuVYrzx6XPWMhxUF2CBeRCfTv4S/5J7qwvpKBObiLB2FF31OdNPK/MzOdWjwMIRhAWlO6l/DYyqEKxYvgrYDoz370WiZNacSHHO6fx8x/r9SOoqXnFMdDEw8Z2LdSQMtW+m+0iJx8WrPCqvfX5mmBTzBLWvbSmw71HoxIRpFACkK77XubbzXT+1ZxTff2AH/unsFRXRJZFQi2sqlhR3AAA2WUswbxrms9eaExrG+WdrJk6gOZE3UDAsdGMcaVKAyRUmX3d0b11ImQikVCMHFCcrriHzMII4MWASDWZ6ASp7I7PLQgdSb3/72wEAy5cvx1lnnQVNmz0qTy8k8z6y9WYpzLZlAIBeawCwLHeNVEX582gL+XSp9kVFxoSJWqbv3b/Tfi3KZ1rckcLT1kqUqIpErh8LMQRN6XCQrojy59kaVPs0hWWzJ5RWtFjjwNg+fPDODB7dNYLfPXsIf/zoOa7jXTVSHtU+73dtD98sgfCN3ySVESkzwRbFeJhAqtQ4ap8cxJgmdT3D3vPqqlIWxMkmkMSYhEj5CTN4zSvBblrUjVIIRIqGmzveKTLfk02NOv+Eyepqck0fUJ6lnm4KS60WuUZKZ8+tjvJAyhab0CojUsJkZUvx3KkKqZn6mNAVTHkQqZJpYSU5gONvOwuxbB/OigH3ZLbjxgcW46aHdkMhwIdetto+x0Vff8Aex7ESa6B5GlgAYo5rlDnAoodUI6ifhBAkYyoyeYpPl96F/1M+j9fRu3ArOQPZopP19j6VUdYOeZ0byzYGkYpq8rQ6kuxFC8kiQ5PYQhcHvueUo1cC24EmTOHPmwZw6XH1KSDLa9NHf/YMAGDHF18ZGVkVt14EdkXDgmXRis71jFP7+P89zQmoUiKtWjBqWBTt4IhUm/PdWPlJAOHKVORHM1Mw8MXfb0Z3cxz/cGKwsp7Yp5uNYTSbozApwRa6GIumidUjW1NcwwGOSCWlJuFj2SIKJctGow7SLhSh1y12ZqhJTNIEmkgemByomOQUFNjdZjfueXgvrjx3ZV3XnkmLfJeam5uxadMm+/c777wTr371q/GpT30KxeLhWbheSObdsOqmzLUshEEVFiRN9rmpfablKv473H2k/vLxc3H9a47D9a85zhlTjYGU5pPdiRKUzW9NoKgk8RxdBgBYp2yBphI7sA2LSCml2sUmREatX+Hc+rG9eHQXo9Vt6c+UHV9Jta88kOLfu+HUEVQTm7C4oleiNFp17OViE42pkaqGSFWn9vnUSIUSm3BfpwyVMqI1s/b6pQs92dRan3tZ2lznCIAw7605XLLS1SzqUqJUqpGilah95ReSEQ05kKrV4pqKKVF/xWukTIviQuUpxLJ9sAj7vo4vrsd+rg53cNyZkzsGHWEn06LSGh3zXePqNSvllmCWhSYa8bSkeV3XX4pH45fm2VBA8Sn91obVSMnfn1/j45kwebinKKxOZ721CiaCHfvjV7Ja5mZkXfL4tZrfsx22ibxslgeRAsrX9krXmUmxCVUh6Gl25nk16nLJtJyanKZe5AUGUiwXU4timw+V782yiT2oM8OejV10PvKIT8t89ppcI5Uwxu3XR6aKKJoWlolghtNQ60W9VUVBhjc7R3GyYo2UUPHcQ3uxfu9YXdedaYu8W1955ZXYunUrAGDnzp14wxvegFQqhdtuuw2f/OQnGz7AF5uVIVJ1Psi6HrMLWTG6xy02Ybo5qzb/nkYXm2iEStCK7ia8/pTFeP0pi23ls1oz85pPABpF/lxTFSxsS+IJi9H7TlG2cLEJdg6LhpDephTEqL1GStQlHIRTJ1UpMVypj5S3BsN2Vgxn06aqf88jYRan/STNDGBWzjQ2VGxC2rcNy3JRZ/yofUFmWtQ+PrXnL1g3fhcAGpnax8bh+Tw8IA2bhPA6OjK/P6YqNdMp5JqomKa45mUZIhWyLmemTR5nGCBEEfLnvogUW9OojwqU37llJ9AOpOpAYxK64ohNSDVSQmjh4Jq3wKAKuq1BHD14FwBGNb37uT48uWcEd23sc50vTqQaqTqzxb7mKfKeoKmaFft8Tx931vPvGa8CABxF9nrkz93vqTmQmmFE6t4tA3hk57BrfRKB1GPWkZXfHGfNT2PERDFfubbHa5RS3P7Ufmzpcxx4v/34j8/14Ynd1etbXefm/8t95qoJTsx4Hyn+PwFcdPdkCGrfSsLl5jtX2qwRWqgcCFUzb39Or4m9sZ0HUqIdQKOUFitZU1yzRSQWTz0HcffGsiUUDNMVzAD1t9/RFIIi5c+OUag4l5dJ164l6D+cFvkubd26FSeccAIA4LbbbsO5556LW2+9FTfddBN++ctfNnp8Lzrz7tn1Zil0lWCfUAsa2+PpI2W5HMQ0YQ5lPmRWPWicXsGMmoyfotbMvN+iFPUzLelI2YITJytboSnEdd5SNfK+WQShbNHMV6HN+ZnI3h6QmvJWCgYr1Uh5x2p/7aL/EdWhVlk0SboDJuWff2qo4rFliFQd66JZIyLlzWyLxbkNGTT96u047elrcbayMRQi5d0AvK0DbPlzH1rs+UewQFg0JwXKEyZyIFUPCC3XSMU0xZVQ8KLdJyxpq/1C02hR4xY1xuZW3CeQsmukfBApP7qaHyJVD9ruRqR4IGVadiCVb1uFm8yXAwA+PPk1vEJ5DFv7M7jylifx7pufwF+3DbrPJ7EGpiOQImlPIIU0OtIsU98IAFNGNnJxNi9aSBZG0ZFiLm/IG/788rozWgciJa8dYWiNA5k83vnDx/HG7z/iuk/HE1YD8ySvtw20WBMsvioY2YlIY314xzA+9vNn8PIbHrBf80OkPvLTp/Ha7z4c6dziu2A0YXbOanVS8hyanMEaKUKIrdwHVKf2UbOIZZzKhq4jkLXnafhA1m9OVAsCxP1pGWNtVTZZLJDSZ4Da15zQ8Ih1FLJIoM0YxLGE1eWOcmrfEi720KhASlEICqIxvFGomHyWRS7Clk7MFqtJ/tziXtE999yDV77ylQCAxYsXY2iosnP1klU3bxDih6xEMV1VsE8ov43uLquRkh3RTjCod5i2RkaCGqUSJEycLUgBrZr5Ue+iBmWLO1LYynnti8gQNFVxIYRVM/rSglwbIsW+g92mCKT2VPwMcl1S0ePoe1UGLQ8iVYBe1WFIxmMYBheZmeyveGyh5A3cGkPtE/VJwrxfgbzwez+zyBT+vfoICBeH+GftZxgKIZNsWkAXxrGMMPXLsiCaC3YUqF72zH7t9SfgYxetwY/efar9mvded6ad0towylhB5kKkVKVi7eKHL1iNT7z8CNztqbU73OZCpEIkZVTd0wNKMkH38wuk/OIjFyLFn7t6iq0TuoIc5YFIkVH3DItiAQ+kSk0L8QXjzbhLuwAaLNyg/w/GRgZAKcsS7xtx93ppAke4aWxaMtjxWAIT1AnqMzSJay89qmHnl5ENI9YKS2FOVqzgNPkWzpb4eFH6+showHAdgZSMOIe5y4fGnDVEJLE0GPb3vN2qonymKCiqjAJF89ECKVl1VCBADWvIawcpQEILJ4Eur7szUYcpfBpC3M9XNWpfR/EAdGLCUJNA6yLkCH/uC+HvP/UhvJaMyp9Z7M1NPJCyEamZoPbFdRQQw0M4AQBwscoUiQW1T6jmieR7vYwoTSEoSoFUkGpfHEWcqrD7sZ0uLE9UznKL7KWuW7cOn//85/HjH/8Y999/Py699FIAwK5du9Db6y/v+ZKFtzJEqs4FMaYpdiNARu2Ta6Tc1L4uwhaQQbTOGtW+KHQ82fzkyaMHUkm7eV0zySGuWK7AVmwSBcPE3c/1lXdx5/VRRarCDK/rYpug9g0YbIMdGxuu2ChZzsZ66QXewNKLSBUQq0phSugqBikPpKYGMZDJ494tA75KPF5qXz3ZbK8jJWervH+THQjvPRAb2BXqX+3XTlB24vipB/HH5/oqOgimZeEXsc/gL7F/xt8rD+OujX2YlHt1SYiU95ltT8fw4ZetxqL2lP2a91Y3qo+TjEjFNcWFFHunaDKm4gPnr8Ka3uaGXLtRFvVOqFxsQiMWYLoz4JWofWFrpOpFpIQjYfFnxDAdap/RvAgUCj5lvhf7aRcSpIS1iiOBfWDMHUgtIgyhOkBr7+1SyZIxFSPU6dXX2dWDYxayOe/nNEY1GZHSNAVGgiFgSSmQEmuFWGsrSSZ7TXbAdg1N4U/P99dEE6pWB+Q1Wb49y2nV88goVEJRoDqGRAKqghXVJgCAFcGRB9y94p7dx5Kh9dBRZRNru0IIEiEl0A2fZMR0mriCQtyOf7VAqrfA5lmmaQVACPp4LXJsdHv4a/shUlXoFwXDQhxFJCa49LnF6uNmRP6cJ9r+aJ4EALhIeRIAp/aVLCzi69J+zoKpF5FSXYhUPtAPeJX6MDpJBvtpFx62jg7dp3O2WOS7dMMNN+Cpp57CBz/4QVx77bVYtWoVAOAXv/gFzjzzzIYP8MVm3qlUb5ZCVxXs54EUHd3llj83LFevlG5eeDlEW+vqI9WINVyco1LgUMn81GFqofbZhZJg2WA3IsUm+3W/34z3/vhJfPgn690nKNbejBdwAqmMxd6/++BAYD2PYVqu7F85IuVZmMSKxvtcFaFVzWKmYioGaRv7ZbIfF3zlfrzzh4/jN88eKju2TP68LkTK/bu8UXsznrLT63cPlpNDOEnZDhAF5glvBQB8XLsNV/74CXz+d88HjqFpcheWKf1QCMVbtT/h3+98Dh+89SlpUA6yFwZF9bvTjUhGyIgUBSrWSM1WUyqgaH6mxSXFQ9M9PwRK5U/tKz9X0adGqh5EKq4rKPIkilFkSYuUNYkWwuad2bwQADCSs7DRWg4AOFd5JvB8gnqzN6C5a72W0FWX01/UGxtkpyXEQFcUGE1Mna6z5KwhNp2Mr7VRlg75+1u/dwzv+dET+N79OyKPU0b3w1xeVggUQdXLFLY+7KddoCFcrRK/1yQiIiXfn2f2j4U4PvwNdSFSfF2rRu2T95p6JfPDmHMJEkk9uLfIejNOtbCeRTtUphKXHH6urvFU6zFZNCysIftBqIWc3o5BtAGov9VNGBP1jneXToAJBUcq+7CY9LN6wlLWFt8Qvd4aUyPFAymzEKDaR/EO9Y8AgFuMC2FCdamnzgWLfJeOO+44bNiwAePj4/iP//gP+/Uvf/nLuPnmmxs6uBeleSZ/rYiMMF0lGOQbI82OeBTQLNvBVWHaUqBD9PAjUoLSU2uNlF9WKCpdcUlHCiVoyFLmhDVhCoQ4i7Vw4m96aDcA4N4t7noGlBi1L4tETYhDigeRogg2hWAKWhn6YnqDiIC6gwG2aeyzeqpuPCyQcqh9ApF5YOtg2bFedKdR8ueA+7NUov14A6miYeHV6t/YLysvgPryz8OgCo5Q9qMXo7jlkeCmxz3DT9g/H0n2AqC4T/6+eRZ5Colw8uc+N7sjXX/nDNlRLZRM17xsFOo13RZ1KVFjDtpEJfEUWKYjQHHYECnFzshaJTa2XsqeGyvRASXu1M393mTUz/dpv8UlyqO+51uiuKk3jbaEpuJBa639e0kKpBpdI6WpBEbX0QCAZeYu+3UxpcU6W6vYhLDbntwfeZx5Gd0PgU7JwhZTRQMnkO24VrsFAHCreQEA9iz89kNnB57D1BkiRSKKHcjr49P7xgBUvmeVJKi9ZtmBFLGpfd7WFl7zayEwnSaQUkLcpRDVHpsFJbbeZ1sYGLBTZQFVlEDK7xLVFH0LBkvoAcBE0woIp2+6WD2yiUBqHE3YoLJ5frHyJMayRXSZbG3J0CTGwJ7F+lX7PDVSPl/KecrTOEbZjTzV8VPzfADA2as6y46bzdawEDiRSEDXK6t+vWTVzbu5N6JGSgQCKGZdi0vRpLYj2oEJKITCpASjaI6cHWk0v9dGpGoMpPzql6IiUos5FctuYEdZYCQWPD/KyIGxHPaN8I7hJUfIoRZTFIJUTMUUV/1KkWBRhGo1UYHy53tY8fHjdE04ah/PnmHSaeTqt9iWy59XPHVFKxN6qEAdkX8vuyeGgSsUHkgd/49Asg0THHFskbq8+1nv6JP2z60kayMDtmVYoewAbQv1zPrd6kYEUl5qoxuRqvv0M2LEVSNV3XQtBoOyey6LFrgUKX36SIVV7asHySOEwCTsezVLeVgWxXzwQKp1kev7+bV1Fn5oMOGJr+vfxtFkd9n5BLVv37RR+xTcZTq1fKqk5NnwQEpRQHuZM7fa2m2/LgscANGccb+gJ0wg5DU5WPDSlP1MFraw8hl8O3YDYsTEH8xT8AOT1ZFfc8mRNk3Sz8wY+1usNBZprPL6+PS+MVbHXuGWRVmLLZva54g35KvcD3kOzYRmgMiZEgAJFHCesh4dmKgagC80WCCVb2NI1E6d/Z8a327v3dXMD3ELIzaxnAsrZJuX2a/PhPy5yn0KAPgzXQeAIeCjUyX0mKzumdH62FgaS+0rD6TSyOEz2o8AAD8yL8YYWOLmny8+oq7rzrSFuksdHR22kER7ezs6OjoC/zXSrrvuOpxyyilobm5GT08PXv3qV2PLli2uYyil+MxnPoMFCxYgmUzivPPOw3PP1QfNHk7zTqX6VfsUh1pm5FwPcslwEKluwoUm0Aqrhvi68YgUs1ob8votZlHP1ZbS0RzXMMEb2DXxQEosLn7B2llf+gv+7vp7mZyvECBArGa6YyqmIcu/v0qIVBmVTpL6BiogUnt5IGUdGYLap7kQKWF+wb53PPVQPLyLr8yf9iJS8mcumu4NX93/KBYrg5hEEjiCOTcTPPPWKhozBljvmJu2KdSObJMCqTDPmZ9zftyi6nUUUSxfslwJkTlD7Ys4Tk11CprNopRskHqkhUWkLOpklAXiXO8abKkskLJKBZf0OW1dXDbn/tN4K+4zj0eClPA+7Teuv8VQwnww+erpovbFNRWb6BL794nUkgpHR7eUJKWuqwTKfNYz8Aiyx16z7Rop/uzWSu2zX6shkJLbR4Spl5KFLVZln8YCMoJDtBOfKF0JsZu1JCsn1IppRnNsKfRVPM5r8vo4mCng0Hi+4nobBeETRxIQu+bI21rDa2VJuxlSYCOE4PL+b+Om2JfxLf2blSmZloWFBkMq820MkRrTujFCm5jS7kAwzVs2v2tUoqVRSlE0LSxXGCKVa15q/63unqEhTZQM3FNgIjLrlK0Yy0zaCZ79UpKmXrohE5uQ5M89U+m/9O9jmdKPftqGbxhX2K/PFfaEsFAV8F//+tfR3MwixRtuuGE6x+Oy+++/Hx/4wAdwyimnwDAMXHvttbj44ovx/PPPI51mKMH111+Pr33ta7jpppuwZs0afP7zn8dFF12ELVu22GOeS+Z9gOql9qkKQYEwJ4IUp9yBlGnZwYAIpIZoK06qQRbZxU2uY7z2OYig9tVWIyXXznz4ZasBSiP3QyGEYHFHChPDIpBizrZwrCoVRI7likhKdTO1WlNcRXaSfX9pBCNSXpU8gH2/qsLun5duQCkFJg4CY3tgQcF6axUWVVPt01UM2YGUQ2vzy1p56R/1UDy8b5VVkbyIlPyr1wGK9bPak8eVE3B+jH2nGZoCCEekgoZoGmjmzs3vzVPxSvUxHKvswu+s0+2/Y4rdj9CIlM9r177yaEwVTbz25EVV3x/GCoaJBZIc8FxBpORxhqqRUgmy0JFCwYNIsUCqRFUoPj3SggK2kkmhqY7DWW/hvqXEAAugpTxMKZBC6+KyBJQFBV83XoPz1GdwmfowCCj+vfQOjKIFC8kQFEIxReMYRovPleo3hjoQnFv4GtaQ/VjZdnxDz592UfsUxBYyat8CMoLMxCD09t4yRKpeal9U4QgAWL9vtOI5vSYjUguKLMky3LUOF/Wsxmi2iM50HK86vrJyn8Hr5VpLAxWP85o3dnxm31jFICLKWiwCsrQ5gRtG34+n9W7sGvlOxfd4AymTUigN8Qoqj1EhwJGHfgUAOFN9Hk9XEiyYOIAk8ihRFUbrMgBAKq7jOWsZ/k7dCPQ9Cyw8qabxVBItEs+ikF0vtiy3/zYTYhOA41NuNhdgWGtGJ8mgO/Ocrdh3CE6SpjHUPs60MPKu/fo85Wn8vfooDKrgquLVTpuIOWihPMu3v/3tvj9Pt911112u33/4wx+ip6cHTz75JM455xxQSnHDDTfg2muvxRVXsGj25ptvRm9vL2699VZceeWVMzbWRlmj+0gBgMELrYmRc2WHSqZlb1JdEIFUC646b1Xka0wXIlU7tc9ZRD92UZUeHhVsSUcKE0Oc2meOAXAQmEpFpRaFpOSm1byNpGIaRnmNVJyUoMGAIYrXTQdxEPST5riGDK9dKpoW+ifymMgZPlQ7aqNRg+k1mMynUC1mT8Ucap+VcbKm003tK6uRkjZILyooH1vmQOXZMz6uttkvCdpmCypQ+3LMqbIowUPWWrxSfQxHEUdZjQVRFCYUDCNc6wA/37w1peN/3lTb5u1nJZNidY+TTJorWb6ofeh0xRF0MIsSCiU1SfZ7toOuUjQsJGOq/WzVKyVNVRZIWUYBJcvCQsIU6kjborIsNCHAM3QVvlJ6Ha7WfolXqY9gBTmES4tfxArePJShUdPzXYompnvoPOyh83C0tP42QjggKdXwaQpBLNWKPbQHS8kA+rY8jti6S5wAthZqX4MQqYd3OCqCfoFYvmQikzfQmY5h/2jORqRaMIkzSo8BAEbTq/D1N5wQ/qKtLIHSaUYLpLyB5tP7xioGn5EQKX7oyw59HwsKu7BA3YV/P7gXQLCPENhqY5pMnF0xSyCWo5wbK1UQ7RhizKbddB5UjTn6rUkdz9Fl+DtsBPo2hLu2z0fz9nCUjT2f1Kb2ldpXAhgDMDPy54Cz91AoeNQ6iiUGSxtxlMKojvv1pRClpfUm8jVFcRrymkXXs/Ba9X4AwI/Ni/BUtT5rs9xqallumiZ+9atfYdOmTSCE4Oijj8Zll10GVa0NPQhr4+PMERIUwl27dqGvrw8XX3yxfUw8Hse5556Lhx56KDCQKhQKKBSk3gsT0VRyptPKqX31w72m6kT6muV87qLp0L+6OCI1iFZ01RC8NLqniVDKStTcR6oxi/fijiQ20uV4GdZjzcSDAJygsdI1CiXTUXKrsUYKYMWhQmwCAFIoYIJP21zJRLMdSLHNPi0FUg9uG8JV/48pRx3hkbimFHZ91IGW44Hh6pSqpCQ2kRs5ALaFEX9EahqpfW4OfvgaKcIFIfJKk/1ahgdSrSS4CeNjz2/FqQAmkMLzvHniEco+54BJtikO0RZYUEKp9nU3l1PNpsNW9Tqfda5Q++Rhhgmq5KaPpk+NVFCPtKDbIZxxr0Nfq1E1xhwTowBTkj5X2paUoV3LO9PYOTSFb5n/gPut4/HT2H9irbIHpyubcIqyFQDwjLWyrvFUsoRn7a+1j1+QyYiUrioghOB5rMJSDOCO39yJzZt77aSLg0iFP79vjVRE+XPLonhkpxRI+SAM5335PvRN5PH+81bi2/cxVcC1ZBdujH0VCzCCElWxq+Ns/F2E6xIeSHWb5eI9FcfrWQOf3T+OruZgpdgoytIWpUzpdOjX9mvNfQ8DuCDwPeXUvvDXq8XEx4+Pu9UZW3L7AZzs/6ZBNpe20YXo5ftXS0LH89Yy9vdDz4a9etkr2QrUx0LJQjsyaOU1uVbbMgBPA5iZhryAex942Doar1QfwxnKc/aetie2EiKvWK//6ZU/lxP5JynbAAB/tE6p6xqzwSLfpe3bt+Ooo47C2972Ntx+++34xS9+gbe85S1Yu3YtduyILjMa1iil+NjHPoazzz4bxxxzDACgr485MN7+Vb29vfbf/Oy6665Da2ur/W/x4sXTNu6o5t3cGwH3WqrjtOmWk7E1JERKlj6vBQVSo/Jxqtg7z1qGS46ZhxVdTdUP9rFqvRzC2pKOFO40maz/irFHgcnBUNS+gmG5ejTVigak4ipK0FCkzAGR66RyxfKC6ITuNA3ecGDc/vuWfrcSlEUB7H0EALCvmdF3qjnanekYVq85BgZVkEYOvWBIjR9q6qU31EXt87zXqKAKRcMEUqqjlDZGWIDZQ0YRZL9/lPHlR2kTtvAGzfPIKNrA72mG1YsNcGn4eIXN58fvPhWnLu/At950YuAxjbRVPc78mSyUN6ydjVZLwFcSgZRRXiOVD+iRRgipKIEu6MF1B6Bc6ILaiBQPpNqXlGWhj5rvUPY20BW40zwLAPBR7Rc4TdkEAHjUalyD3LKhqoqLXSCjq41ITXlrpADgeZUVlp+kbMNfNjtojBA3iJKEKRoWTiWbcE4FCflqtqU/g9GsM1f8EKm+CfZsiSAKAD6r34wFZAQ7rXl4TfEzGE5HY3ao7awerQfDkaIPbyCVKZQah0gBuEa7FSqc9fy0ibsrfieBwkbTZEK1Lznirmtqzh0IftMwc+J30AX2c9iS1PAcb46L/o2AVV1khFK2J39e+wFu0b+AlyuPu/sLeqxoOkITaFmEWMJprzIdDbb9TL7MIxaj1p6tPoduMgGTEhyKSXTDhqv2sR/nYxgLyAgMquAZa4XrPfWiYIfDIo/4wx/+MFauXIl9+/bhqaeewvr167F3714sX74cH/7wh6djjACAD37wg3j22Wfxk5/8pOxvXieVUlrRcb3mmmswPj5u/9u3b1/gsTNv7nHXq5oCAKqm26iIHEiVpN5DSzk/dj/trimQqldd0GtXX7gG33nLyTX3cGkcIpXCTroAz1groMAEnrvDEZuwaGAhbdGwbLGJYm3ALwCnMNSWQJeU+3IlE0XDQtGw7BqpuKbaC9GIxNv3mlaaYJsFgH1NLJCqtpATQvA/bz8DOykrihZUgDCIVF3UviiIVIVeWkpRBFIOOrcbrC5hNamw6eZYgf8YmjGFJPZZrBj3WJ0VK1u20EQ7gMpZ/L9b3Y2fX3kGVnbXliCIai1Sg96dg8Go22yyWpaSIufhWzK1jytvFage+Gz7BUn5kol8ybTndr30aruHlVmEWczbvVr8aqSOXuCuffpv4x9QoDpOUzbjRIU1Cn3MOrKu8VQzuZFprdTqIEvp7hopANiqs8CQfT5n/oqa1ig96GhhEj+KfQk/iv0Xvqx9F8kKAj1BJmh9QvzFsKiLKu4XRLxGeQDrOGL4puK1eJaujJxPjLUvgEkJ4iiBTpWjUlMBDroYmiozJSrcsij3M1EcxsXqk6AgMN5wKwDgLDyDgQM7A99TNDxr8jQHUmLJT4xsdr0eLwUnx8Al5kdps33fWhI6dtH5KCoJoJQFhsMBAxcqT+Et2p9xtvocrtZ+6WrOXHbZkukEUp0rXImKeoOWsCavedvoQvSL3pAAdpOFIDEnuJsu1T6BRm2mS5CDm53R6DVnJizyiO+//35cf/31LoW+zs5OfOlLX8L999/f0MEJ+9CHPoRf//rXuPfee7FokVOIPW/ePAAoQ58GBgbKUCrZ4vE4WlpaXP9mi01HjRRT7mOOhm451JeSRO1byR3J7XRhTQIPM5VNCWvpiMISQbakgy0qIjOMDT93yZ9nAjY3hkhJ1KIary+oMEI5sFdCTjJ5A2f9119w7pfvtRfvpGrhXervcBrZVDGQmjf+NAAKtC9HRmM9G8J8hapCsFNZBkD0U/I3gZCJRbGerKT3rbKQiLchr1u1zx1IqUW2eRY0B5HaDpYFXk38e81sH8igMM4Qp2HKArDNXNXsaJW9JzPIEjE2IlWjQEqjLGhDrpQpnU0mb/RhndES4YhUqRyRYtQ+//f5vfzmGx/FGdf9GaO8N1C9iBQRNapmARhn62yOxoBUZ9m5j57v3osOoRM/Ni+0f99Pu3AA0yN9Lkxugp6Qfm6I/Hm83HE8mFiFAtXQSTJ2EX5MVWz1yyhJmPaxDUgQhia9TnsAN8WuR1Qs7SEeSJ13hFN0L68l3nXlEuVRXK9/DwDwPeNS9IGtp1Fr/VLJJPrBkjGlUffaeufTB3DMZ/6I258qX6fE2ioSaBalDUOkksUxAEBOa4V21KV4Rl0LlVDkHvtx4Hu8iBSdKWrf6DbX67pRIXEkrQ0iWGhN6rCgYFBnyTWMB+9v9rUBzCcODXQFOYR8sRCI2BVNC8sU7q92rHQpvM6Uap97ySG413LYEVuVFa7539CGvEbefvZO4Emhp6zVZe+pVan5cFrkEcfjcWQy5Q3jJicnEYvV3wdFNkopPvjBD+L222/HX/7yFyxfvtz19+XLl2PevHn405/+ZL9WLBZx//3348wzz2zoWGbKvEtvIxApXSW2hLaMSBVNC5bFZHWXEuYs7rAW1MSLdzX+rHO8jbD/e8c6rOhK44fvrI9/u7A9CUKA35hnMFn4/Y9jMdi9MkyKiZw/XapgmPZiXayjRkoEhE/yYswzFEfaf89w1pa7HZ4qAKD416nr8XH6I3xF/67tCPrZgjHeF2npmU6/nJDB8L4Yg+KP5IiUn9S8QMhEz4p6aqTKxCZ8mqYKk3/1IlKxPKNUFTXHWd1BWGJmKRlAHOX368YHdqGHFwOLQGkLZe8RKNbkMHNuBrgQx+HOqN36ntOxvCuNm/iz/81/PBHLu9K45pLpo4Q10mrJyQj5c1f/FymREQWR6pvIYzRbsqmx9QrpEF2I/RSAcRZ0H0I3QIjr3DFN8UUqv21cbv98l3UaVvc04XOXry07rlEm16U2+llOu8Qm2LmVWALrKXOoPqDeiXZMIKEr9ncTZe1Q97A61ufA1qjTlM1oR7m/EmSmRfHoLhFIOQGrrIoq18CkkcNX9e9CJRQ/Nc7Ddcab7L9Fjb9TMRUHaRcAoDToRnye3T8OSoEn9pSjLAI51W3KeZVAKkJgEzN48kllz+WTHX8PAOjYdlvgifxU+6bXeCA5yeZWf4L5ibGKgZSzNog5KOTpM7y3IAqVW2IALIibR0bs3+OkhEUYQC5Aua9kUAmRWuWaXzPRRwooX/Me00+zf96orXUlTxpK7TOL9iOzgNObBbtFtsO9f9ZikUf893//93jve9+LRx99FJRSUErxyCOP4H3vex8uu+yyhg7uAx/4AG655RbceuutaG5uRl9fH/r6+pDLMVSFEIKrr74aX/ziF3HHHXdg48aNeMc73oFUKoU3velNVc4+O81LSWxMIKUgx5vyxmRqH+8jtZT0QyUUEzSJAYSTb/babEOkTl7agb/883k4/4j6+q3ENRXzWhIYRBsOdjK569cW7wDANozxoECqZAEGc8wrZcSrmaC3PGQxx+ksKZCayDvXzhZNnEY24/QCcyQWK4MoTI7AzzQYOGLgD+yXVRfawUdYmeeBFOP+H0nYxuVX/ySofYImFLbem9JyumSZ2IT090rHikDKsijQ/zxaJneiSFUcSDrN/sZIG0ZoExRCscqH3qcoxKZiDfJs8SAPqDoIczKMUfY+Qe073Bm1U5Z14N5/Ps/OqF92/ALc+8/nldHGZqvVUk9ocETKkntHSTWKQc+2/LLXadgzzCqua6UX29fgNVKKmYcywQMpwhxmuUaquymOrmYnGSnm/ghacGXxavw/42X4ddtb8aePnYu3nbGsrjFVsiBqH21AlZSrIS//7AlNwe9M5sy9TnsA6xPvw2fJ90D49cLStAfHp3DWJFP63bHirRii7HmfR0ZD9zJ6/uAEMnkDa+ODOOHRj+Od2t0A3FTlKUmV7XhlB1KkgIO0A58y/glyGjHqY6OrCnaDOZYmF0MQJtbYkcnyZI8IVMS6Y1rVGvKG/x7jBgsm8hoLpMaXXYIMTTIhh/2P+wa53u9r2mukKABQ6BkeSCVZUB4zpoK/9xLzIQvUQaRaEmy+ZSinmhWqB+AUtKy+dhU5GIj+sxop1kMKnStdSetGKx8HmTeQ2tF8Mg7QTuyzunF//HyX4EwjEClbLCs7Yj+rXYTR7O12KpLJgdxcsch36Zvf/CZWrlyJM844A4lEAolEAmeddRZWrVqFb3zjGw0d3He+8x2Mj4/jvPPOw/z58+1/P/vZz+xjPvnJT+Lqq6/G+9//fqxbtw4HDhzA3XffPSd7SAHli28jshQxzWnKKwdShkVhWpbtQO6kCwCQmqhJM7UIHA5bzOl9G1f8EwDg4vwfsYT04903P4FdQ/5ZL7fYRO2IVIpncB80mcDK8WQHmrikjkzdy+QNXKQ+4Xpv5xTjeHc1uRWcXqasR1NxCEh1AUf+vdS9Ptx3ONbMNqqV5CBiKPnKwAtqn5BTNkOmQd998xN4xTceqFgHJf/Nm+2Ug7q8YaJvPI9Tv3gPHrnjWwCAe60TUYy328cQQrCNI0xrfOh9qgI7kOrngdI4dSv9JTO7AQC7KaMTH25q31y3WlaSEnGa3tpmODVSQcGQ/MinYm468O5h9v3Wu7ZNJNnz1ZLdi/gBJvDST7rLzt3dHEcqptl03hXdDgX1j9apuNZ4N2hs+vc12ZGJN9ipcYlNcEQqrqu41XwZvm1chgOU0eL+gf4ZJxWYjPjHb3sGf9hwqOq5N9/3U8wnIxgjrSBr/8Ger71kBNkKvX1ke3R7Pz6o3oFfkX+G8twv8Un1VmgwXOi2LPJzlsLqTJ+01pQ1sq8lIbBXYWI2ZMgdSIk1b8SHZSCWPOH0mhatSMOMIvwTN1kwUeSI1NL53Xiaq0YO79uMk/7zT/jan9xj9VIfp7shLwXQjXEoRh4gCgaTDI3cefAQTv3iPeif8KmT44hUHjHbx2rliNSExVWOi9URKYAF6gBgUHb/l5L+wKbFJcO06avoWOkWc5lu4I6b97Fsam7BxYXr8Yril0D1lAeRqi+QUhSCTRZv6n3oaVDuB9jtdlAeSB3uRGQtFnnEbW1tuPPOO7Flyxb84he/wG233YYtW7bgjjvuQGtr+U2pxwTi5f33jne8wz6GEILPfOYzOHToEPL5PO6//35b1W8umpdX3QhJTF1VbFrSvJIjrFE0LZgWc4gBVh8F1CZ5K/N754jKcmi75Jh5aE3qWHTChcCqC6HBxEe1XwAAfves/wbPqH1CbEJHrYTHJl5TcBBd2GnNg0YsW71rWMpOThYMXKCsd713IW8Muaon7Xr9Teqf2Q8nvgXQYpGpfbR5IcZpCjoxsZIc9A2SRAZ3VWcCR5E92LB/rOp5S6aFv2wewNb+Sdfm5z29bubwee0HeJXykA+1z/n9yT2jeHTXMEYnc1jT/3sAwC/Mc1yBpUIItljMeVmj7C/LsKqEoJtvlGIOjXHJ9GY6BZgldBTZ/NlpsYabc5GaMJvMXSMV7pkUiBQNQKSCkgTy8+Nt2L1vhCUs6kXbs4lePGgyRLltK1s3BhSGFsrj6uGS1UK6+sTFbVjWmcLCNqd9xUw8W4LS1tUUx1oJxWyEoyfLn4uPntAUmFBxvfFGnFX4b3zXeBUA4LVj/wcCNvlFG4dK1vn8jwAA2xe/Bq3NTeijrI57CRkIFGrw2rIt/4t/1m+DzhvpJEkRa8luOzEEAFM8kOrBKN6h/hEA8EezMRLOBzXmdGoj7nof8ZyO+tS9OtQ+OZAK/rKifI8xjkgVOCK1qqcJI7wZ9L1PbcJotoRv/tk91nLVvvDXq8UopXYzWbQsRE5nfmgzchiaLOI79/mIRrh6zLmpfeMm3x/CIFLUqVteTxh1mgVSAc/bVD/SpAATCtC+zDWfp58Cycy7pnam45hCElNIIq4pLmpvvdQ+TSF4ni6FSVRgahBtJVYW0ckRqRGfxuJzcf+secSrV6/Gq171Klx22WVYtSp6A9eXzN/K5M8bIjZB8AiXzF1beNp+vWRYMC2KRYQpBO2x2OZeG7Wv7mHOWnvnWcux/t8uwjELW4EL/g0AcLnyEI4ge/HgjiHf9xQk1b56+kjJWfIHLZYgOJtnQYcmnex7fHwHVih9MKDhruSlABh69THt5/jIxFdxImGb3SIygL9TeLPBk98OABIiFW5MHU1xW3DhSLLXF5ES8ucfSfwWf4hfg/N2f62qMyPXdLkkzj0bzLnWo3iL9mf8d+xbmG/1u/4mb9p/3jSA7QOT+DtlAzroKEZoM+6zTsA7zlxmH0MIwVa75ml/WTZVpvaJQGqcMqeimWaA0T3QYCJL4+hDddW+l6y61SLuYChcYtyFSMk1UgHvkx4YmXYGOI1F6w2kVEXBbea5rtcGFX9ECnAQ5Nakjnv/+Tx8761OL5yZoL18/OIjsPk/X4FHP/WyMjS7XktK91jMNe9n+rbxKkzQJBaXdrmozJVscv9GHF14GiYl6D7vfWhN6njCYhTelytPIJMPF0itHWFUvkdXfBBYdREA4Dhlp4val+Xr2L/oP0WaFPCktRq/tU7H0s6U61y1JBT74mxdjY/tcMlvi2fRT0BIrN/CVzCr1EhFUu0zWSBV1BgSuqK7CSNcdKeU8e93NdM1UhaF7cOgbSlKvL1FMxh9z69NCbV7PMbsZLUIpEYMEUhV7y9KLYoe3gZk3Tls311G+gL3OpX3HBxT2gEt5pL6nm7kTph3OZPneExTGopIqYqCAmIYSLIYYWlhC3QYaONsjrbuRWXvmYuMjsh3iVKK2267De9///vx2te+FldccYXr30vWWGtEQ15dVfAwr7E5urjB7glR4n2kWnhzuDEwB7EWHf+ZUpw5XGajNQtOwKOpc6AQivdrvw7coOWGvMU6qH2y+qAIpM7yCaSWjrDaqF3p47Eryb7r12kP4MPar3DG5J/wg9iXsRCDeJ36ABRCsavlVKCDUSDsxqMhd/62lG7D9UcqeyvWSK3efzsA4O3KXXj/Z6/H37YN4ZJv/BXfuGdb2XtGp5yaL6NCHdRS6tQynUS2urKvYiwxVcFkwcBPHtuLK9S/AgDuNM9ECRo60zIiBWyz2GJ+BNmPy7/1IP71l04zRhVAJy9WH+Y1F2KeNNNJux/JbjoPlC+nc7EPxmwyd0PecCYQKZG8YD8zp7MILTA4k328IKXPsPMiyDSF4C7rFBSk/mV7VTZ/5CCthzdp7mpiNMWYxhrWyomtWhuUR7WErpYFkI1w8+S5Iehy3s80gSbcbrJWtjZ6XsX2PvhzAMD/b++8w6Sosv7/vVWdpycnBibCzJCDZEFAJKgYCAoqGFhR17CIq667ru+76Oqqv92V5d01rGnNCV3FiIIZFBHJOc0QhzQ5d6i6vz8qdFWHme6Zron38zw8Op2q+nTVvffcc873bDCPQk7vvnDaTPhYPBcAcC63G67y4KqcOsoOIcNVDA/lcbT31UCaJDPfm5yEyyvgWHk9pjzxLf7zQzGGkEO4Qh5XHvJcD4AgN1kf+Y9UtQ8Aqq0ZUiqq6AYqjwAA7n9/B/4rq/VV1LsDxkMhSESqqTX55L9/i63HKsM6H6VGShGbcFpN8Cip0fVlQd/jv7FmeGofpchSHKnEHNRbpPTQHrKaXrD6XKqJSCmpfUqNVJUo3YfVleU4/2/f4M0NodX7vti4ExYiradIjiRwlkNOh5RAF+WG4Y1EOoY2C8RfgdYo/FVREx2+9YnVxEfVkVI2ik44pI383q69qsqhi5qRmRFEbKITbkRGfMZLlizBddddh+LiYjidTl1j22in9nVHjIhIWXgOu2gu3KZYOGg9BpLDAKQBzytSxEHaHaiRJbZbktutV+3rYrl9fnwbJ6lojeL2hnxNgPx5C00So5ELXi8OgEgJCrkTSEWlzpHqVyPVXhxMGIeTjkB1tiRSi+cty3AxtwEA8HLNaDVNRNmwCze1L8lhUSNS/cnRoDt+Lo8IG1ww1fsabM7kf8DfVu/DnpPV+GhboLCDpDwoof1M//lFVT2CVOytPK+dsM/tI02mpbUuVenwE2EseI4g1uZbMBMC7JdTWrO4szh66ize3eRL8bPCDassp6w4UKdpIlzUJNWqffs4AL36UDQ2P7ozLRF3EOQaKZ1qn+xIeWhoR0qLPUS0p7URKRNP0AgrTjkHqI8dNeUAkMZa5eOViNTY3sngCDCwlzSfamsG2nO3NhqBBe3c4nOkfN9pQEYcCAG4EQsBANO5X5CKQKU6fxoqpci0J1Gq38xOcsDlzMRGsRAcoXDsX9n8ye2TBHg2iP1gcSYBydIuem9yEi6PiB8OluLQ2Tp8uecMLuI3AgC2xE7GdirVDOX6RaRactkkOh2+saRU2qR562ffQl6kCBA4Un4X5TppTrUPAG565Zcmn1dweCXbu0y+2jzqkIRSFLEdf/zVUo1vyAtfal9CDsrs0r2VLSuxBnXkgsifO60mcASohZRK+/O+IzhcVo8/frAj5LFXb9gGAJKwSarkeGeSs6hrqA/+Bo/0uJvYAp4y2k4K2uvSzHNqJA6QspFsUVQSVMbOY3bJNnnufehPpA2Cw3w2MhIdAe/pjBuREZ/x66+/jvfffx+rVq3Cyy+/jJdeekn3j9E6AmqkohSREsHhdJKUInIuJ3UA9wgiRJEilki7JDWwh/yM5uhoqn1GcsLeFyIl6EnKkY7gynjREpvQ7pJXwYkTsjxuJjmr1khZ4EFBo+QsHE0ci+qYXLXJ3g4xFyuH/BsAMIA7gkLuBARw+LRhIP7ymVRrJaipfeFGpCzYq0akjgWoNFFK4fIKmMhtBxF9k/5EbjtKyqUdzmBzmy4i1URqn6p6BGAYd0jdkVVedy63C388ex/etTyIe0zvIpVUw0N57KR5SHTohQc4QlCBOJyV1YPyyQkIIlX7g9m9UlGsm/Kok9WH6mHDk95Z0gec3AoAKKI9QpmLESHaoSTcDQgvJzlSVBeRkn5DLwKjK8EIVeTcakdKfv9XWXdA5Cz4UjhHVfKTnpeOq9RI/Wp8HnY8eKGqOKp1ntq3fiC6Cz0lBUz7nc7tk4ydD16I62dfgiLbAJiIiCv5tc1uKJrd0n0qWqX72Mxz+OH3F2BjrNSDK6noo+ZP6ITUEmKdOFjabEmWnLI8chIur6hTYlOK5Xv09dVG5ab4RaRacNkUpDlxXB7jUV0SNNrvLzihqvYpfaTCiGyEWzOW0SA5cxUxvdXHGs0JAIBUpbG0H/4ba5GIW7QICl1EqsGSgmrqAE8kReKgqYUeTURKvj8JIYizm1VHigtDbMKX9p0IxPaAi1jBEwpSdSzo66lbcqQ8XGDKrOF2ktFuZlh5DnF23xrDYuKi2kdKGTuP2BRH6gAGc1LtdsGQcerYp6VbRKTi4+PRu3fv5l/IaBGG1EjJE1VJojToj5N36D2CVCMVK6vAKRGpltBWPRA6AoI5BjtpLgDg35blqoqeFrdX9Emstqohrz7dqEwuzkwm1SiTI0rnkIOwwoWzNB41znzYrWbc5r4LD3huxGz3n1GXMQY7xVy4qBlFcaNxZNJylJF4vLfpOL7ff1adeMMdMxMdZuyjmRCpVD9kc+udSa+cWnKhoiI46ma4OAdSSDUy6vfJrwmMYmkXCEqagyBS3PmWXkRDzYcHMIAcxle7pElL2tGjeMj0Mvo2bMEobj8Wm1YCALbT3nDBgqQYfa87xXncL6f3FXJSCs0La4txzXM/oaFK2umsRCy0iWbPCJdjH3LUv5V6DEbraUlEW5QdKeKNLLVPS6hFQzRqpACgxNYXGy79Eos9i3Wfqfy/EpEC9BsolnboNdMWKClg2oiUiSPqd/85bjoA4Hx+q86Z/HznSVz17HqUVErj61PfHMTpM1JESrAlqK+zmDjsiJ8MD+URX7kLb3/m6zfpD6UUJQel6MJ+mgmn1axGpDJJKdyuBp0jpRTLIyZFfSwt1qars2vJdVyQ7lQ3df7zxQZM+H9fB7zGX3DCVyMVPCLVm5TgQu5n9IAvFS+sS9pdj/QGSajhdJxPwOuUXO8ymBQjCZId/vbFXvzmzc0QRRqY2me8H4VsTUSK4wgOUUn4J5+cCOpYEk39svZejLOZ1fYWirre0KyEgPd7BBE3vbIRCXLadwV1AoSgzCxFE/lQzXzlNYGHC4xItZUjpYtImTjE2UKn9rU2OqTY9pQlGzA7YKcNuJSTsme4jCFBFVG7RY3Ugw8+iIceekjt5cSILv7zfTCPPVIUZ+xYvBSRGsntgwleNbUvVq6RqkZMyM9oDu1g1NVU+/zhCcF9nl+jgjpxDncQL1v+GtDM1eUVgFppcg/WKyFctKl9gK9OR53IAYzjpZqpH8WBsJp5xFh4bKaFeEOYCi9MiHPYcKn7LxjoehHvDfgXek++AdePlZyAu1dsxckqaXcu3IhUUowFDbCpct/pDQd1z7u9IkzwYgonK20NnI3D8ZITrygOBlND1/ZI8cq71d8f0Bc0W+FGPPE5rlbixT/eXqV+5hiyF4WclDbopjwOij3xtPdy3On+DQAg0RG8aXixHFFSUkT++dUBrC8qw5b90u5ZBdU3SvXChD/iDoi8FUfFVLV+jdF6dBGpMN8j8PLvqo1IydHQcCNSoaI90YpIeUWKensPNMCmS//snRoDp9WEvNTg46/WkWrPtOloZx4FS+3T2npfzGgAwHByAMkmX8rmra9vxobicjy+Skqt/tsX+9RWBFTjSAEAiUnGelFKqTz48xchz+WX4lIkN0qL34O0lxSRcqahnjjAEQquohi1jYGOFOf0Ne1NjDHrFqUtmQfz02JVSWhTQylKqgKlu8v8HSmlRkrpI0WpOr7GoAEfWf4Hz1qW4xvrPRhOJKnysMb6k9vAQ8AZmoBGuy/iXmnPxjaxN8xEwCW8tCh+6ptD+GT7SWw5VqlrmA4Yn7LGUa9ad4PEHBAQHBQVR6okMCJFKYicLeLhrLoITbzdjE1iIQRw6M2dQjrKYQmyefHFrlP4cs8Z9bqrktdO1RbJTubakuAn61EiUj5HSkkJndo/PZKv3WK0v72ZJ/rUPrNeta+1GzfK2OemPJAxDACQy8kCUT0G4+LBkuPZJzUGY3tLKpvXjs1u1THbg+DVtU0wd+5cvPXWW0hLS0Nubi7MZn3a0ubNzcuUMkITkNoXhVQOZVfhtK0Pqkgc4lGNwaQYDUIiRFFEnBqRanlqX1fuIxWMvTQb17rvx5uWv2Aktx93mt7H37xXq8+7vCJQLQ2mp2hSy2uk/CJSimJSMnyOlKJs9YM4EPlmDg5Bs6Nk4uTaDwIvTOqu5f0z+mNDcTn2nqpBaa00CUWS2gcAR2k6euMU4tx65TyvSDGG24MEUgfqSAHJHosqmxTxUVIhgkWktKp9yq5mpV8ai9L8sJGacZymIp8rURc1AqW4lF8PANiSOhOzj10VcIyAiJR8e52U+9dk+KVqKjudSk8aLbuFHGyauQa3vrMLAjrfLlpHpSU1mpSXozla1T5BcqQ8MIW1A29Uap/yfkGzW68dL1f8+lw0egTdIlx3XhqnqyttUrmDpPZp7VJh7YliMR153GmM5fYAmKl7f4OmN1S8XOcLP0cqxmLCEZoOYAdivaWoafQgNoid92/+BqOIB9XUgeM0VZLCJwRnLFnIde2DufIQ6sQk9fXK+MvHpgFyml9SjAVxdhNONS/2FpL8NCc+lDfeepLgYg7+ESlFTMESRLWvLzkGJ5GcBjtx41+Wf2G865/hXUdyquNWsQ9i7b5x02risFIYj6FcEWbz6/AOuUh1igWRqr/rBdxmlNJ4iHRCGAdrOSm0AiZOBOXMIM4e4EiNGpHqw5WgyD/S0+CruWvk9Vk4cXYTauDATjEXQ7kinMvtxhExMANLSY1U1k5Kb8FaewZQC9jqAmuAAYB4ZSVB3udIffHbiaiq9yAtLjBKZQR6R4rT1QxbeA42kz5C3Bq0Yx96DQeO/ggAoCAg6QORb3Pi5z9OQbzDDI4QlNa6kBHf8nVoexHxKn3hwoXYtGkTrr32WlxxxRWYOXOm7h+jdQSk9kXBQVEWz24BOMZLC9oMUga3IIJvLIeVSINCsOZo4dLVVfu0KMPyLpqH33l+DQC4lf8Yg0mR+hrB1QA0SIvykzTJ/yPCxl9JTPmNlB24GDRgKJHSL34UB8Jq4mHXOF+xVhN4Xr8DBUi7wM9cO0LXOyfcBWOCrPKjpBmWnDiGlVt8E4cgUlzIyWl9fWcAHA+XRbKBUqAcLI1Bu9OqPO+vfpQOX08n5fiJ8H2mYpey+OARolCpfcpv1IPoHSnFtjtoXsBneUURJ7lUlLXivmEE0qIhT3akdhw9g/dlhTOfI8WHJWARKo06Gqp9AFDn9uLOt6U0Ve29FmM1IbkJmXHtebXEyYwW0Y4rKItvqy4i5ZtHOEKwThwMABiBPQHv9zme1HffalLtAMBpM6ltC9JRgWPlDfhw6wn89p2tam+of351ADVbpRqqb8RhEOFbXJbZZDnyqiJVodUKtzrOcAlZ6rES7Ba1qaty/pESbzdjpyiNNZO5LWrbCi1KCvR3+8/ijjc2o1wW6QnWkLcvJ6U9/yIWQqAEvUiZ1Lw2nJvshDSGbxXzVUU7QJo7PhbGwUs5DOcOIkPwRV94jkhpb/yn+I/l73jR8jcIwWTzQrDpSDlue32T2sMtHBJkp1a0JwGcpHSpCHbkklOBEbEaqca2jMaC+qXYKdeUEsU8l9sdNDVQ+Uj/iFSDQzquoyF4f0kip/YJmuNaTXybOVGAfo1pCUjt88mfm3nS6vGG10Tjy50F6uOVqSMBmzR/p8XZYDXxMPNcp3SigBY4Up9++ik++OADPPPMM3jwwQexdOlS3T9G6/C/bKMlfw5IO4BSrQeQSGrhEUTY6qRFx2maABeCpz2Fg161r2ujlds+mnYBPhLOBU8ofm36WH3c1ihFMkTeiirEtDglx2LidAupHfIkO4KTJthR3F6YiYCjYiqO0zTYzJwuT99pM+kWgto6kLyUGDw8a6D6d7gLWGUXS8nlTyFVuOudrerzXkHAdLk+ivSXmmsqkrlKTn0wqVftTqtHjlg1+DlSE+Q0xv00U43OKc4ZpRSpRNod9jpSEYyQjhTkiJSfIzWMkxypbaKkzKWVivUIFG9ukBSIFMlqbZ0Lo2VoF6BhL97l1D4rPLh7hVTrolXtC8cZChWRarVylfz+7/efVZ2HSGpftYuZrhCRGp8v3WsL5BSeUCphLq+Iw3LKbZocKdaOvYrTkoFyxJN6eCgPIVHf0zLWasJpub9bOqnA8Yp6LHl7Kz7YcgIfbD6BRo+AZWv2YyonRV/WCFL6u7KBVe2QUqBjag+rNVL5pAQmIqLRFA9HUi/1WEkxllan9gEAlz0G7wvngScUfzM/G5A2rqRA3/Cfn/HpjpN4Zb00BmnHdiXiP5GTWjmsFwfgOJXGxN7kZHhOnhKRon10UQuriUMp4lUndxb3g+5tSbQK/2N+AwCQSqrB1wfvNxWMp785hFU7T2HVzuCOSDDilY00m7QZRogvgyCVVMLl8XPk5EyR0zQp4N5WrqmfZEdqHLcr6FylPKREQqvliJQ7RroeYl2nAt4DBI9ItTXa397Cc0h2WtSocGaSQ03ti4bQmbIuFASKVSU+J+ls1oWt/uyORMSWysrKQlxcYDdiRnTw3wGIRnGx2SR9hscr4rRHCmUnoBZegcJaKzlSx2haq47REsnizop2WH39pjHoN/N3AIAJnK9Hl8MlOVKemB5orWupjUptFCX1m37kKOJQq0nrkyIwTqtZ70hZTTon198xH5Hti5ZF8hsmxVjU2q8U2XlREBuq0ENOwUPueQAAt+JINRGR0jabFOQUKL0jRTGLWwcA+EgYhwrFkdJEpBQlKSEmeL65f42U8o0VNcRsclptB2BHIwqJtKOrOFJ3T++LlXeMx23nS3//VCQt8KYN6IHP7pyAr+7RN15lRI52og+3/pqapIWJBRo1MtGn2tcasYmWRBa0KPdfqaYGsDNG8GmUal1evGEUPrxjPOaPlh2pEDVSdW6vulmThEoAQLWmTinWZgKlFP04qbbpEO0Jq12/ox1jNUmKagDSSSWOaiIdjR4BLo+IPHIS+VwJPJTHd+JQAL5roS5W2rhKqD+ipnP1JdLxKmMLYLOYsPa+yVj3+8nS7r4mItXSq+alX41C3xuegssmpS7fZtIrDvqr9hGIuINfiYvLX8NosgccRHgECgcaMZnbCgBYJYxGsRyl6c2VNL9pVnsWqDwKEQQ7xN66dEglgviJOBYAcB7vkwf3CCImctt0H2WqPBzW96aUYtvxSgCBEupNoQg+ULv0O3OEqHNTMqpR59LLxftS7hMD7kPl99so9oWXcsjiziLFE+gUUXkVkCSnlVfIrTG8sZIjFe+X7q7AyY6U0J6OlOYrm3kOVhOPNb+dhDdvGoNrRmVpIlKtH6MU+wqU4vvyBPXx0sxprf7sjkTElnriiSdw33334fDhwwacDsN/zo6Gpr7yGeX1bpwVpJ2TRFIDjyDCUac4UsF38MOlO9VIaRcUKU4rcodMRAV1Ip7UYxiRhBdiXNIu3MEGabHfmrWYtk7qLBJwSMwARyhGcvtVBUal4XKszQSH5vVOq0nnIPnvhCc5fY5FRJOXQ+NIyTUCq3acxN++2AuxUZrY3JQHLJLj3miXHJs+pAQxaIAgUlTWu/HgR7uwXZ48tY6UsqNar6mDGEX2IYc7gzpqxRpxhJrap0xmgiggVT4XGiIilez0i7rK5jhK07Bf7AUr8eJSuYB6GHcIPKE4RRNxGpLDaeEJhmUlYMmUAvTWiAMkxZgxoGdcyDoXRgRoLtFwF++cWYoEWqFZNCkRKZgQjt9iXI1U4Oe2dLzsCqOszcxjaFaCumnor9qnUO8W1FRmm6sMn2wv0Y0RZp7AI1C1L81emiU1QtfgtJnUNK9CcgzHD+9Tn4t3mOHyCqoozk9if9RAXzPjipccqaTGo2pqn5IuVxNfCADISnIgU+6Ho03ta2laVKzNjIH5uSg+5/cAgBly7z+Fcr8aqUncdvzOvAIXn30RK6wP4+/mf8MjiJjKbYaNeFAk9sBumoPdVIqujeT2N39ucjTqMHqhBg5dCrgSvTgqSpuvykYWIG18nc/rHalPv12LMzWBohn+HK9oUDcbImlOq6R2izbFkfKlwFuJF5xLv9GnpPadookB86GSwlgHO3YTWZ3Qsx3+KMNSb7kVhxI5pfFS6USi9wwgBjbl5QXJDoKp/VLY/MUmACA72YFx+Skw8ZwmItX60Ua5nz2CiB9LgHvct+Iu9+3wOns1887ORcSr9GuvvRbffPMN+vTpg9jYWCQlJen+MVpHQGpfFGukjpc3oFJWH0skNXB7RdjrpdqW1jpS3Um1zx+z2YS1cpqDMonEeqSI1MFGabHfmt0dRblPWehtlKW25/DrMJCTFhE/6hwp38Ik1qaPSPmfR4zmtZX1fjt3TZCb7MAZJADwFUXf9sZmPPXNIWwvkq6pek1fspqE/jgkZsBJGjGP/xZekWL5lwfw8o+HcfmTP4BSqttp9QSJSC02fQBAikY1wKam9ilRKE9FCcxyl3nqDH49+0ekfOt0gncFKZo0j/8WAMVv+JUAgLXCYPX1nGbx9/icIerjOUktV7xk6GnJkEfMckSKaB0pX41Uc84QIYGbVsrf0VLta+6xcGjPsdUo7TWdSpjOkfKqKqUppAq/eXOLWg8ESGOERxDRX45I7RWzkZeiV9d0Wk04StOxVhgEExHR7/Ab6nOiKKUPTuMlp+FLcUTAuQkJUuTZKVSBc0lR9n5ylLohMbDlQZxfs+/WUJM1GQBQyJ3ANfxX6uP+YhNKbW49L9lqNLcXHkHEXP5bAMDH4jgARJ2jJnLbwaOZTbMSybncIkfi/VP7AKBCLRPwOVL1LjcmcFKEai+RbVe1H/e9F+iM+KNEo4DIpMCV1D7RrqT2EbhgQbUsnmV1+fV6VCNSyQEZP9qI4nazZK/B3uANeS3wIIdIkSdFJZCPzYCXcjDBp9qrhZPVAsV2dKS0TnSwzaN0uV4rNbb1UTNl7DxwuhY1Li/+K07ESvG8Vkf5OxoRq/YtX77cgNNgKPjvFEWj0a2yeD5WUY802WHqQ0rgEShi6qWI1HEWkQob/01yQgi+E4bicn49JnHb8ATmIc5TCkDa9QKgi15EipLalxJjQUlVI74Th+JqfKtGTjaI/dQduFibSVIM1LxXew35/07a662qIXxH6k+XDsBTqAb2Ar25U3CiHrXybi7nkRoZ1hO77GoBJpMJLwoz8Cj3Im7kP8fr3ot0aTb1bkEXEVMmUsWRGk72YyK/Ax7K4ylBErVRUlXyiTQxera/BwDYzRWC8MHr/fxrpLQT9gfCBNxrWoFh3CH8r+l1jOd3wUXNWO69Qn2N1paj85Lw1s1jUVrrwoUDWUPeaKGrkQpzPaU0uLVoI1Jyap8HzddImTgS4EhlJtlRdLau1WITwcbwlqZst6f8uVFo+8bwmt+g3iWglCoiNbWwoxFna3yOlKSCKKK/nGp36fTp6NsjVvfZSiTlBeESTOB34lLvGjyKy1GNGDR6Bbgb6zCSSFGqr8ThAedmc8bhJE1CBilHSuMxAHlqKqEnpX/A6+OiEJFS4GKSsFoYgen8JjxmfhG55BQe8y7wS+2jGMftBgBsTb0c4069jgyUIcN7HBP4nRCpb4PoF7Ev6qgVqaQKhQjR50ihRkpnOyxI64JYv15DAFAp1wXFow4EIig42M5sQyKpRRWNwcfWi9HP9SQGccX4vyMVaI5txyrV/48kIpUAab6hckRKMXsZjUMcaYDD46d+qDhSSITZL1qsjSiWWHsDHiBNDKzxEqnU7JcnFNXUjrPyTOew23AKSchEKVB1AojrqXuf2SvL9Jvas0bK9//BNngzEx146+ax6JkQPUfqRKW+XVInzGxukogdqRtuuMGI82DIaIdeC89FRaVJCdGerGrENiJJefYnRwGvGzFqRKp1NVLRcPg6C8EWd9+JQyFSgiFcMUaQfch3SypTiqx2QZoz8E1hoqT2xTssOF3jwrfiULioSVVbfF/wycvG2sw6pTunnyMVKn0JiMyRSnZakZuTgxN7ktGLlGEAOYKfqbSwsAjSZKGNSJl5Du8L5+Fe0zvI4s5iCjYi3ulzUMpq9busT6zZh3H5yWpq322ykMd7wkQcl69VpYlub3IS8LqRuG8FAOCn+Itg1uzaEuL7zZpypEoRj7eEC7DQtBqLTFJvqheEi3ECvk0G/+v83D7JzRuLERH6GqlwU/ukSd8uF+Z7BREmObXPC77ZcZTnSECriZwkh+RIRamXiv6xlq0k2nOYNaodUOiIlIBqOFFFHYgn9cgkpTh0tk59vsEj4KnPt+J+Ob1q0PDxAZ+tOFLfiUOwV8xCP+4Yrua/xnPCZahq8ODlz9fjYULRACuO05SA98daTSgWeyCDL0eapwRpSEA6qYRACWjqgIDXR6NGSsHMc7jDswS3iR/hbvN7+LXpU3wkjMPhWp+gxvX8apzL74ab8tiVfhmGn3wHNuLBXPdKAFJLDGWT1AMT1osDMJXfgpF0Z9MHd0lRHiXVUZfaJ/9eVXJdEE8oYlGPajiRdFoSnliPQdjLS6mPA8gRiEHS3BQ+33kS9W4BWzWOlCBS7DhehbUHz+KWCb2bFN1SUvuoQxqLlfHjBE1BHk4jxSNdH5X1bry6/ghurTwBCySxCf/xXJuaLVokp9xOAxUE3V4R+URaOx2ivaD82jFWkyQ8QUoB/5RCStGrXkrFr4rJC/l9jMZfbCIY0ZrXQq0Lu1pEqov5hZ0f7fUVrS722sXzMZqGGi4OVuJFf3oIzgZpMFDynVtKNBoHdxZokCSXUsTjPWEiAOC/1ofQ37sXLmrG54LUiLYgLTbgPeGipPaZeYKMeBsaYMPX4jnq858JY9T/d1r9aqRs/hGp0L/TsCAd3JsiK8mhSvUO5op9T7hkR4poHSmCRljxujAVAHAdvwYJMb5J68AZX3oIABwrb8ADH+xEg1tADBrUAuaXhIvU15QgGTXULqXz7XgX8bWH0EjNONZrBnJTfBFA7a6jf2qf/0L9aa+vhUOxmK77G+h6E0BHRGvicNfu1CpHZOVmzW5BBFVS+6ip2Y0eM8cFLCoK5eiGdpe6JQSNSLXQIxqek9iqc+mINCU2Afg2+bLIGRw8U6s+/8n2EmzZuBYcoZJKW2xgVNgn1EPwonAxAOAKfi0AYPmaAzh4UGrqe4akIpjr47SZ1BTmeFqJwZyURneQ9oItJlB0KxqqfQpmnoMHJvxTmKPOI4tMq1Dn9qLRI2AwKcIDJilV8VHvAlQ58rCVSk7WTGENAGCDqI+aKf2VUv365QUgO1J1sAVsximpfW6YUUelSHCKXKeaWCGlwW0h/XGcz0IjNSOWNKCnGFzFThQpbn19M+5esQ0bD/uiVl6B4vHP9+Cvn+/D2gOlTZ5qgqLaqopNSI8foNJGW7Ygpb//8YMdWLZmP+pLpdTMUzQxwEGLs2tiC/KY4gziSLm8IvrImRCKTQEpVb5G2UB01erfVHYQcZ5SuKgZZxOGNfmdjKS5iFQ0CTXOdbWN9+6z+u0kaFM3opUup79ZCE7FSIPrHH4teOpFNbXjBAJ34yJBXyPVtW4Sf0LtzD7qnY+z1De5viJMxylZVjs/vfURKY4QPDV/OH4zOR/LvVfgY2Es5rn+V9015DkCh4XX10j5TYLBCkjX3jcZf71iCOaPiayj+PmFqXDmjQQADNI6Um5pAmkkvtQAxYH7XBgNAOjHHYXH6zPktuN+u3cAfjhYigaPF+dz22AlXhSJPbBfnhwBYMGYHBygUtEqXf0AAGCVOBppKWk4Lz8F/7hqKL64a6K6IWE387BrbAME5uKfQSL+6FmE74QhuNb9R9RBn8ve1SaAjkhLIlLULi16FDlil0cE1YhNNJeex/OBEalbJ/bBo7MHY8GYnLDPPRjBNsQivY6+umcSnpg7FJcP7dn8iw0iWqp9/oRqAKpE1pX63WxyRrfhcrrapW7g7EZg01RAX9uj9AbKJadBIMItiMgkUtpWKR98/nNaTSiXx/RkUoMh8vG2i71146yCdiHe2jRM7Vj9snAhBEowh1+HhfwXqKz3YInpv7ASLz4XRuFl4UJwHME7ol4NbQ/Vj+mK0mkCbaZrsDyG11C90ASgd3yLOenzlX57KdVSmuE+Lh+EN2GPLHDRH0UIhjtEjylBFFEri3s0J1ThS+2Ta6RkuyuOVG96HIJI8eOhMtjgUlX+TtKkgPlQJxZilWwVgyCOlEdAH052pESNI2U1oY7K855LvzmI4u8AAJvEAnCW9uyXFF6GSjQIHZEy9LBtDnOkOhj+zdKigf+uQ02yVCR/Nf8NAMiDXSvTV6IUPevMVCIWv3bfDRc1o5LG4BnvZepz+a1J7ZMnMhNHMDQrAbPO6Yl9NBuLPXeq6XSANOkTQpqUPw+2A5WV5MC8UVkR704RQtB3mJRO04/4cu6JXCPV4BeRAny1eMmkBp5G30SjzY9X4hDpcTY0uAVMk3tSrRZHQXudjs5LUtP7iNyt/l1hEjIT7SCEYPY5mejbI1b9/v5pfUDwhfqbwhTc4PmDLqVPgUWkjEcXkQq3RsqWAACwEQ+scEt1gnJEygu+2Zx8E0dg1Vz/HAESYyyYPyY7ChGpIKp9Ed5rfVKduGJEZpfcpLJqUvu0Cy9lk8MXkTqLA6f1u/yKI7WX0/ePUtC2jjhFkyBQAivxqEqj58vy4AdI8FQrp9WEUsWRQjWGyA7Ddto7oFk6EP2IlMJP4gA85p0PAPgf0+toOLRWFdl43jsDAAFHgC/JaLUBsYuasE3U20URiIiH3yJfw9ZjlairlsbTWth1zijgi0glx1iwxyKtJcZwe5COcjg9pfBSDkV8bxBCVBGGXjS4HLgnhCPlFSkE+eZvTgQpUXGkHPoaqQOitMlWwJ3ASz8Uo7Leg2wiiUA18E5UIyZgs1r3+9ml3z2oI+UV1Z6D2pTQGIsJtfLmm7fRz8ZFkiP1gzjI8EhQU7RpRCrEurCrzaPMkerARCtdzn/XRcyUogImIg1iu0XfjqvSLDFSutqN0RRNre0200JMdf8VM1yPoQK+6FRrZLEdcmqfssjQFmdrUXYO7bqGvGbdQi7qDm+cNFlpe0kpdXdlnO9aUgbsasSgmkoRNGudr+li0fGTuJX/CBust+Mby92IQQNSnVbUuwUMJtJiaa3cK0vBZubVVBYAaIQF68UByErSSxgrxw7uSEX2dVlEynhaNJZYYyFQ6X1xqIPLK6iOlBumZj9TqpHyvSaa41mwzILOeBkZptqnGc+0jvPoXCnCcFST2ufya9GgjA0H+D5BP1sbTfHChBJ50TuYK4YT9ZjCbQEAvNMwGgN7SuP1mDyf+nCszYRyeRwfye1TG6FvF3sHRLcBfUSjtb+x/yL3BWEGPhLOhYmI6PH13eglq6UelKPyPCGgnAXXuu/HA8ItuND9/1QRIoUKWbU3TgwdkZr11A8oL5c+u47aAhwppQ4sM8mBgw6p79ZYbg+GyGmPB2gmRJMdPAdUQUqxjiN6sQEF/5YbyvgqiBReWbm1sonaXUopEog+IqXcu0r2QiYpxT8+lVQI84iUYrjPkwaABEnt8/1+bl46dwu8gEcfFXN5RbU2q0wzzzusPGrliJSnTpNlIYrAYSmldL04IOQc3hboaqRMxg5E2mNph9Sutl5kjlQHw5AaKb/BwpF/HjzUdyPvodmYVJiKe6YV4p9Xn+P/9rDozqp9/hyj6SjRpEq+dfPYVh3PKaf2+Ryp4LetMuFZeE79PZxWfVpTtHegSIwUtUlELYgsqZtYJ02oR3mfg649rtL8dljFFwAoOIj4t/d/8Qfz20gnlcjjTuMS/id4RREet0vdRdSmUADSNfcJfEIbNrhBwSEzUZ82odxHic1EpB6dPRgv/WpUQCqLlnbcSOw2aIeScNPJGrwU1fKiLZ7UweX11Uh5w5A/N3EcLLxvTIzmRN9lnG+DPCltREqr1vbkgnNwz7RCjB42DIDkSGmJQYNap3LQFDwi5T9WrhalVOSb+c9wOb8eNuLBITEDW7zZePGGUbh7WiGenO9T74uxmrBHzIZICfpwJxFH6nGGJmA77Q2HOVhqn1ZsorWpfb5zPyc7AY/MGoyf0q8GANhrpWjUz2JfVfSB4wh4jmA/zcLbwmQcphkY1ycZT873zelKy4g4GphKDfjuN6fs+NTArlPsAyQH9w8X98NDlw/EsdihEChBLncat8uNgzeLBbDwHHhC1OhMbJCoDhCY2pcg288rUnVsbioiJXrdiFWcNFlsQrl1q+BUo3MFsjBEjuxIKX2f/Nct2uulnmg25Br19nJ5BV8zXuqrfzbzHBo46X3eBs17Tu8AGipQBzu20T4Bc1Rbot2fj0af0qbQBgPsIWohuwJhqfbNmTMn7A98//33W3wyjPAUVSLFf/GcmpyMIvREX0hFl3vEHAxOtGPxlIIWH6Or3RhNEUmtwC0Te7daAcdh9Xekgu9mKY4UIQR2C4+aRi9ibSad6lg0muxp4WKk72YiIuJRh0rEIrle2iU+ZvLl5yvODM8R/FeYgP/h3sClVW8iy/ITOIgYyB1BNbXjFE1CIXcCt/Cf4vaGGejhPgIzEVBPrTgNfaE9RwiIyY77PDfjr+bn8XfPXNjNPJL9HCZlMPd/HNDXSCk1YgkOM2pd3uDft4vtpHVEiK5GKrz31Lm8qKIxSCS1iEcdXB5R35C3OflznujujWj+zME2mYyK7hiJUeesXbx6NQvrtFibNCdVWIBdUpuDeNSiCk4QiJjPfwWOUJykSag1BR9j/VMhX/DOwHWy0t25vFTP84YwFQBBj3gb7vSbA808h32mQlzifhTX8l/iAn4LnvdeAovJFDQ9M9Zq8qmEtvIa0s7/U/ql4dqxObj94CA8depyTMsCHjnSHz9oovQcIbqIDgDcOaUAKZom5GVyhCqJVkEUqdqs3SOI+GLXKVTWe+BAo1prWE7j0M8vImXiOdw6SYoAmuzx+FYchin8FpzDSc3oVwiTYOY5UEg1VgB8zo4f2jpZQJrDyurcUkRK/g5VDe5gbwUA0DopciZQAiLXSWrv9V1iDtJ4SSRkq5CPXNmROqI4Un6/oW7sAYfjNAWZpBRFezaj9+iL1efcbq+aUlimqYsGADfvBCjgrSvHV3tOY0zvZDiLvwcA/Cz2gwC+Ve1QWgsxcGPVH+260Gbm1brHrjaNhmXF+Pj4sP8xWofRqn1mniA5xoKvMFp9bDfNaXWvlO5UIxVJvVNGfOt7MSi7dEqRr3YHV4t251BJJYy3mw2NSPEWC6rkyTKZVMOBRiS4pZS9ErPPkVLqtnrE2fAf8RL8yXMDBHAYyhVhMHcYAPB37zzMcT+EKupAPleCEfXrcJ5nPQBJxpf6D1cEsJp5rBAm481xn+FpYaZaH6VFWSD7K/YBkmqUPylOa+jv2402DDoC4YpNpMZaUS2LrkgRKV9qn4fyzaZZ8RzRjZMsItV2aO9XTzDPOTEH5c4CmImA6fwvSEUl/mt5EA+Y3wQAfCGMDHtcO4lkvC1coP59lsbjDWGKToLdH6fVjD00Bw94F+Fc15P4j3BxUKEJQIoKxcobX6391bVzqpKeneS04m/eq/Hf7D/ie3EoBGijqIFOO0eIzjZKhMZJGlFbW6k+/vG2EvzmzS34n5U70Y8clZUQE1COuIDUPi1OmwmPyrVbAFBkKcQ2mg8TT9DoEdR7MmRqn6CXRVfmMK9IVWewqYgUVdUF7SCEV+2gsI1KDt8wTqpty5Ub6BaLkiNlbuLe7JVgxw5ZlfatDz9C0VlffR7nrlZLI5S6M4WjZuk93P5VuP2VH/H890VqfdQ6YQBsZg4949sxIqVdDxgsNqG9hrUbJl1tTAwrIvXSSy8ZfR4MGb1qX3Qucm3edlqsDRxH8CZ3GajHg1N5cyAcaD71pTm0A3hX223w584pBXALIi4dkhH0+f+9dAB+Li5Dgt2CmcN6tfp40wamY+GJXMwcJqW2hYpUaie8/720P3acqMLAnnEo1fRoirZMvYkjKKEJiCf16EnK4IDUMPMsjUO9KUF93aCe8bjt/D44JysBv3lzC14VLkRVfH8UVv+I/WImNor9UIIU/O7Cvvhm6xzMqnodc7yfSepSRC/xrkDgG5y3VjshojKgPgrQ1kgF1qkJQRbq913YF1/uOYNv951BUWmd7rmu2BC1IxNu8PeyIT1x7JsUoLpYikhpxCY8iFz+PJrzfLB7zqieTEZilGqfFm8I8YHTmRchae8BzObWYT7/Nc7hDqKG2vF/3jl4RbgQfcOo9ZhQkIIBGXHYcuYOXFz8M1JJFd5NvBlX5RVg7oiskO+Ls5lQWuvSPaZtMRHwersZ1Y3eVguDaB0gZX5VHI2KusAoDc8RpDitOKNpWswR/cK5DnbUUhucpBH1pScQFydF+Y+V+xydAdwRAL7aaf/UPi2xVhMO0V640X0v5vBr8UPsfKBaOvfqRo8mIhUitU+OSOWSk7iR/xyHyMXYgR4QRFF1pCqaEpvwSrVLjbDAqnxNzffdKottKKqCuZwSkUoHEHwD+KVfjcL6Q2W4YkQmXv86DxfzGzGYK8aqnadwx2Tp8ywuSYyjmtrh8VtGFyWeh5JTSeiJcszgNuBsWQ/gyI8AgB/FQchNjVEjge1BW4pN+EekfOfQtebRiBvyMoyF6C7y6Fxs2iL7HnKExGWKxd8arsYkkgrgbKsdqWDKVF2VGKsJSy8bGPL5ReflYdF5wVWgWkKczYwHL/cdL9QgrK3tuWhQBi4aJDl6Wic32pFDniPYRzORjxL0J0fU1JGDYqbuuBxH8PuL+qnvgQBsFArxoVcvzzsiJxH9B9wH79NvYhTZAxBJfepLcUTAsQkh6k6y0l8mK0juuUl1pAIjTWKQddu4/BSMy0/BjhOVgY5U1xr/OzzhLt1NPIe8zF7A7o2IJ3U4VdUIwesGD8BLmm/Ia+KNj0hpG0N3zuQ+4/FvR6BQn38ZsPdfGCen41XSGMx2/xnFVBrjwlkQegWK+2f0x0fb4nHFvgfRi5Qivcc0LJ85qMn3OYNEZEJlBQBKNkBDFMQmtBEpX80rAJQHcaQIkfoM7j5ZrXvM/1I+QxPgJKfgqjgBQPru1Y0+Z2UAkR0pWbo8tomaUeV8vhaH42txOAYhDkA1LDyHRo+o9lSKofWglAbch0qN1IOmV3E+vw0oXYO+pguw1nufei1U1TeR2ueRHEAXNcMmf7TW7ntkNcd8rgTJqEJPWWnP50gF/o6T+6Zhct80lNW6sJNK8/hgUoS3DpSqjlScW6rNO02TAt7fKykWrx+fivvMK3CDaTUOl3oBTx2q7FnY25iFGa1Q8I0G2rEtVL11tOBDHKurOVJhWXH48OGoqJA88HPOOQfDhw8P+Y/ROrSXV7R2C7SOVJxGkAAAGj1SaD2aESlG+xBq51DreEX7ZzJxHHaLuQCkncyR3D4AwC6aE/KaUq6VmiB1SEkxFsSkZOkcp1eEC9VeWVo44tvlUhypzMTA1ykDeDDVvmARKYWmdmIZbUQkURB7AgCpl9Q9725Dbb20C05J8/uFJk6fAhXNHWPFQUuP9aX5dsqIVBscIy6E1Ly9Z38Uib6Gu7d57lKdKCC8uTIjQbK/zcThKE3HenFgWOppMUGiT029L1GOfLd2TtU6HcoGmOK4nKoO7K3EE99Gqe8zAtuonJUbDLsrfaqp1RplPF9EKhcAmk3t06LUwJhNBI1uAdVUUe2rC9ozyiOISEUlJnDb1cfmm77GuKrPfKl9Taj2KWp6jbCoayftIj0nMxtHRUkQaSovKffVUyvK5XQ8f9VALTxH1NS+PO409hw+hnq5SXSqS6ovL6KBWSlZSQ68I0yGi5owjDuEi8teBQB8kXI9KDj0SWm/+ijAmM36UISOSBl62DYnrIjUzJkzYbVKu7mzZs0y8nwYBtRIafO5lQlHuYEa5YGktTsEuoa8LP2pXQg14emd3CiLTRBgq5yHPoPbAAuRJtLvxSEhB2llkVrTGOhIZSbaYeI5PMXNx3i6ExXUif/zBhe7ISDq4Fwtf1ZWUmBE6tZJvfHZjlOYWBjYdLOpGhxVBdHEqRMuu7Lblojk6eVeUvGkDgBFLKTd6lo0v3AJrJGK4LjNMCQzHlcMz8S4Psm4591tADqnI2Uky+YNxQ8HyzD7nOCp0A4Lj0e912CRaRX+5pmHX2g/3fNNCTO9cdMYvPnzUfxxhtRzT7ugayqypBCsfqqpnfxbJvZBUowVEwsC+9C1FGV+VXpX7TwRKF/OcySgJpcjBGmxNvxmcj6e/EYSg1DqpMTqU+rrlIiUGV61J6DSzLepDSV/hdN6l+xI8RwavQIqFSVNOd3W3wF1e0Vczv8InlBsFvPR0GMMxp95A73chyCIE6XPdAtweYWgzitVHSmzuobR3rtDs+Jx+EQPZOMsxnB7AACnSSqUkVzZSA4GzxFUIA5HxDTkcGcwBAdQUe+Bw2JCuju0IzV3ZCYOnKnB3rIpGFr+BazUBSQX4L+ecQCq0Du140Sk2rKPVLevkVq6dGnQ/2dEH60TEq2LXLuzpSwWlJC2Sx5IWhtR6mo3RmcklCPFGxiRIoTgB3EQVgmjcDG/UX18g9gfo0M45/71dD3j7ThRKS16ldqDMlsOJlX9Ax6YUIfQhbn+C5pgESltmqM/TS1oFXvazXyTO5cM46CRxEGUiBSpgxMNMMtOfTUX28SbJEwcp49IRTH1xMxzeGKe1G9HcaQ6I0Y6f3OGZ2LO8MyQz5t4gtXiKKx2jwr6fFM76+PzUzA+37eJoh0zwkltCjYPN/W+SYWpmFQYPScKgK6dhZb+GXHYI6fyEULQw0/EQBlq772wr+pIKRLoNRVnUOvyoqbRg+oGaSNqECmGjXhQTp0olpXtmopI+T+nRMrMPAePQFVp9hjiQmljA6BxyiilKDpbi1n8OgDA+8IEjI/NAs4AqZ4SnRR+VYMHabFBooBeKercCIsaadGuoYZmJeDEeum3Vxyp2B55wGHp+eYiUgDwC+2LHJzBSG4fauUNu55eyZEqMWUCfvuBmYkOPL1gBDasvQn46gvpwfP/gEMfSnNceyr2AW3ckLeb1Ei12IqbNm3C66+/jjfeeANbtmyJ5jl1a4jBF7myY2X2S+1rbSoLc6Tan1D9j7S/jTEDJ8G9nltxTE6h+EYYChcsQfP4/c8nM9EedGKJtZlRjrigKX0KIqW6wRkAsoI4Ui1F2YnV9r9gIam2pSURqTjUIYFItW2N1AwvCa3CqMBzRLc4bq1QQHNE5CAygkactI9FMq5pxwz/8SPosYM4TdYw3hdNnFaz/F/9GD9/tE8kI1REyp9KOa1tb9FhDFr6Bc597GusL5JkxEdxewEAv4h9VZXUYDVi/uflj+LY1sCuNsr21FXoXvPupuP454frMJg7DJESfCqMQY1D+j49vCcgagpYq0IITlCPJKzRSC2qA6X9yhnxdhyn0rykNDBuiPf1HPOEEDcBfPPURrEvAGAU2a+2xeglHAcAlPChnX9P+jl41nsJPrVchKrel6qiT3ntnNrHBdlYNwpt7bw2stueYhtGELHYxJkzZ3D11Vfj22+/RUJCAiilqKqqwuTJk/H2228jNTW6OzHdDe3lFc26o79eOQQfbD7hU51RUvs80kDSavnzbqTa11EJlYJh5jn8anwu6lzeoKp20aAOdlzi/gvm8t9jtVzfVOwn1KCgdaTyU53402UDcd9729TeJAAQZ29+aJIcKd/gHGszId4RvbomZbc1lNQxw3giioJoIlIJkGSRKxAb1u6n1EfKmNS+YHTG1L72dP78HaVRuYkYk5esRlkikXHWpfaF8b5gTpzRRfoK913UF5uPVOLCgZI4gtap6Zsei3OyE9W/uRA1Uv4oEakEUhvw3GjZkdog+lIn45pK7QuZTi7Zh4JDFWKQhFp4a8sA+Jq0/+/KnZgi19TuodmYNKwfEnPtcG03IVU4g/HiZnwOKZIbsk5KVu1zwax+V+39HmPlYRl0KbBvhfrYmf43ANsksYhgdVv+3+EXsRAAMIw7iI0NDYDLjDQqOWVnrFlA8GkOdiuPx7wLkGN2oGeZFI1Ki7W2e+2tLkPJaNU+ndhE162RitiKixcvRnV1NXbt2oXy8nJUVFRg586dqK6uxp133mnEOXYrtBd5NKM880Zm4a1bxiJB7qWjTEwNSmpfK+uxWESq/WkqBWPpZQPx1yuHGnr8ajjxojADx2RFJKXw2B+dI5XmRF5KDN69dRym9E9XH29q8lagFLBpBudgaX2tQZnwtAsvVv/XtkS0eFdqpDQRqUoantSwya9GitGx8HeUVvz6XFwzxqf4GcmCULv5Eo7YRNCIVBtdK7efn48XbhippuI7rb7zvXBQD52ADkcIesT5OVJBxqsKKqXbJcmbDQomeDFadmw2ahypJsUmQmRB7Dvl++wqWXBCrJcU8wSRwiOIcHlFjJKPdyJuGJZffQ5gT8RLwkUAgHu518FDmkNC9pKSVfsa4bOD1nmMsZgwa/pULJfrbP/jvQhI9Dlz/g2BtSjDxiHaE3XUCjtxg5YVo/7YVgBSDzKPJTHk+5V5o8EtoOisNB61d1of0Mby55p1pS4i1cV22yOOSH3++ef48ssv0b9/f/WxAQMG4KmnnsL06dOjenLdEe3lZaRzotxALq+c2tfqiBRbhLQ3oSa1jobJz5EKRij1Li2CSHXF4sGkz1uDonDZVLNOhsFEEgSJkbIhUkgVEuVFYiWNDWscdVhNujqbUDLc0aITBqTaNYrmXwNFCNGNI5Goj2mdp3DEJoLXSLVPlFqbSnfhwPQARyrGakKczaSK7wSblpUGsmmkUvf4aG4v4kg9ymisKvsNNNNHKoSTVaWJIEl1Uqchyql9v3t3G1btlIQuFEeq2C7JsJs4gqe9MzHf/D3ycQLX8F/jdWEaKkNJoHtl+XNNjZT2OnVYeLgFEcu9V2C1MBJ7aTY+5H2/nSdY/wsZZVObgsMR9MQAFGPdhp/wc9le/M4M/Cz2bTI11K51pEql6F97C00AbZvap71H9RGpruVIRWxFURRhNgfeWGazWZfTymgZbaWoouzwqal9rTyUXrWP0R6EE8VpS/55zTlBH/ePSAUjPgxHSqRUNzgP7hUf4Rk2zdjeyShIc+KyoT3Vx7rY+N/haUpVMYBYSVAkmdSoi8RKxDQ5aT88axAK0px4YEZ/3aLCa7AjxYgMcxCPQDuOBOsHFArtxkg4TnbwGqn22VxJj7Pi4kE9MGtYTwzIiIPNzKupx8p3GdAzTn19sGtfabSbz5WoKbAEIu41Selvq4WREDVLw6Y26Pyfu+HcHGQnOfCX2b7eXJVyBIw2VKC8zo33t5xAg0fQKQQejRmkfodqxOA12zUAgF/zn0ifETIiJav2UYv6XV0aAYkYq0mOVhLsprkQwel+z6ZqpADgyhGZOC8/BfWxkmNJyg6oohUbxP76+lk/FOGkBo8mItXO9VGAf0Sq7eTPjVJF7QhEPBpccMEFWLJkCUpKStTHTpw4gd/+9reYMmVKVE+uW6K5wAyNSPl9dusjUl3szuiENFUU3NY8NmcwLtc4IFq013WfEDt0wXo++SNS/aR58eDgynwtJT3OhjV3T8Kvxuc1/2KGIUQUBXEkQZB7RuWTEwCkNKamhqbrxuZgzd2T0DPBrlusGx6R6oR+WnueMhekBlc750RS4xuOwISWSFX7jIQQgmeuHYHlV5+jRkwS5XR9xQRTNSnSwa79MsRjvyjJzCtOwUzuRwznDqKW2rDce4Xu9U1FLbT1o/++djgemjkI3983WZemrUigo6Eca3b7JNdzyCmYiIgaaketVVIIVH7TNfwEAEAWdxY2uFDZECIi5ZIcwTrY1KVTg0bS3GriAoRBdI5UE6l9APD3uUPx+k1jUOaU6ncv49djJLcfgOxINVE/qzhZXpGqqY6h5ru2pL1qpLg2Wtu2BxFb8cknn0RNTQ1yc3PRp08f5OfnIy8vDzU1NfjXv/5lxDl2K7TzgZHOif/k0NpjcVxgB3VG29JULntb09RCQ1HySXFa1Jo9f8JxpCilOF5Rr/4dKroVTdgl3rZE5M8QgjqLlN7Xj5PkiavgDHvS1i7Wm9upZrQfyqaf9neNZGGmXTyG49Baguzat1dqXzCUsVKxwfQBvsbFoSKr68UBAIBzud0AgOtNqwEA//ZehtNICvvY2kV5qGMpESnSWInPd/ocqT5E2ow/RDNgMemjaqVeB6qpVPOaSc4GjUitP1SGrzdsAgCU0GT1XBrcPj1yQkiAs6B1pMKNeO/pMQv11IrB3GE4iAsV1In9NLNJR8pm8R2nqLTj1EjplKGNVu3T3Dv6zZCuNZNGbMWsrCxs3rwZn376Ke666y7ceeed+Oyzz7Bp0yZkZoaWgmSEh061z8Cwq/8NFI0dAmX3oYvdIx2e/hlxmFCQYnjhaCgWjMlGRrwNk/v6FDubWmgoTntTu3PhOFICpbhragESHGYsv2pY+CfcAqb2T0dhuhPDc0IXFzOiT0SpfQDqbWkAgEIiOVJSRCryAcmoiNSSKQVIjrHgrqkFhny+oXSQKJoyz2jHu0h+Yu2CLpyvFOxSaK+IVDCm9pdqpQb1lFKbs5MdmDYgHdlJDuQm+xbuT8wdijibCU8vGI714kAAwBhuL/qSoxjOHYSH8nhHmBzx8WcN64msJDsu6Jeme/zxOYMRZzOhlkg1WVxjJY6U+Ta+RnAHAAAHxEx1PaKseVwCxVEqfd5QUhRUte+WV39BJjkLADhOU4NGpIDA9DULz+Hvsi2enD88rO84tH8hXqUXqX+vFQeDgmsytc/CcxjXJ9n3GVkJURdEaglcG0aktBv02uN2tYhUi7ewp02bhmnTpkXzXBjQe+pGCjj4Dy7R0PXnOcJqC9qBTxef167O619mD4YoUtyraTba1EJDudaaiiAlhCk2MSInCVv/ZLzIzfPXjwClXa//RVej0ZYGVEkNQAGgEs6gBffNYdQ49ttphVgypaBTXkcdpfeVsgjjQyzSok0wieyOpPC4ZGoBFl+Qr7umnr9+JCiluvXEFSMyMfucXuA4ghHx1wL/WY58cgLTOCmq8604DGeREPHxl199DkSRBlzTV4/OxryRWXjjn98AlQDnqlSVXAlEXMqvBwB8KY5AhrygV7IV3F4RnwujMIg7jFtNH+PPdTMDjlvvEZBp1jhS8uEb3PrfixApW0bZk7GYOFw5IhNzZFuEw+S+aRj/Py/g53f7oG7vV3jSOwuENH0dEELwxk1jVMfObuY7RCSmTVX7QqTftr8VokvYVtywYQNWrVqle+zVV19FXl4e0tLScMstt8DlckX9BLsbbaXa578T0do+UgCrk2ovpLTK9rU9xxHdpNRUMXY4Ealwrv22rDMhhHTKxW9nh0b4I7vs+l3xKuqMytgWTTrrddRR6rpURypE/UVEhPGl3N5AR6ojRaSA4NdUsDlBeR2XkIVqaoeZCLjX/C4AYCffL+D1rTm+8rjLJIlfmFxVqJPT7kaQ/ehJylFN7fhWHKo6JMrc4PIKeEW4EJU0BgXcCQyu+hoAcP/72zHv2fXwCCJsYj2S5F5Yx2mKL7XP40VTKL9dpPehxWLBkb434lee32M/zYLVxDU7thBC4LCY4LCY2n2OVtCr9hl7TtpggNbcHWQoiRphjwYPPvggtm/frv69Y8cOLFq0CFOnTsUf/vAHfPzxx3jssccMOcnuRHvVSEUltU/+jO7Ya+dvVw4BAJ1akZE8OnswAKkYtqMQqvmeP4N7xcPME5xXkBLyNUOzEpAWa8XQrISQr4k07YvR+Yj0F/Y49I5UBXV2WseFERy18WorIlLn5aeAkPAEarSCNhMLpfTly4cFF9LpLJhNHPZQXz8lgRLstI005Fgeq1RzZWs4hQY5IjWP/w4AsFocBRcs6sauktrn9oqogQMveGdIr697ExAFvPXzMfxcXI51B0rRi5QCkO7xOuJLmVt0niQONPucXkHPpzXpbFqhkkSHBQvH5wIALhkSXaEjI9E6dEZHpLRDb0aCHfF2M1KcVjgiFHzp6ISd2rd161Y8/PDD6t9vv/02xowZg+effx6AVDu1dOlSPPjgg1E/ye6E1gkxskbK/7Oj4UhFIkHb1Zg7MgszBmcgpo16Oc0fk42Zw3q22fHCQbuwaSrlYellA/C7C/s2ee42M4/v75sME0eQ/8CqoK9hWaRdn0idZa+jh+7v4zQVMR1kJ7iz01Fut6BzVYQ/8as3jobLKzYpFqCgjUi9vHBU2O/ryJh4Dn/2XI+7TO+hFynD496rUZXWF6isjPqxyhMGQjxOkFhXhCSxHI0w4zI5re8tr1ST5R+RUsb2l4ULcZPpM+TiBHB4nfqZp6sbNfVRKbqfPz8tFrv/fGHI+qXWbKxoI5H5aU70SXU2eayOiPbrG52i6u+0bXxgKgjpvFH5UIS9CquoqEB6uk/S8rvvvsNFF/mK70aNGoVjx45F9+y6Ido5nzewRiogtS+KEanuSls7NR3JiQL0vciaSn0hcuPI5mhOplhknlSXJ9Kgo+j0zVFlNBYlSEZf5kh1KYKlU0UakeI4ErYzpK2RiuR9HRkTR7CL5uJmz73qY6MM2rg1xaZiO+2NYeQQJvLbYYMbduLGHjELm2ghAF9kxH/NUwsHNor9MI3fhJ9/+QmAlPFRWutCllZowu/3V3o4RRutlHpBWqyhxzIKnWpfG25+E3Ss2sJoEva3Sk9PR3FxMQDA7XZj8+bNOPfcc9Xna2pqgjbqZbSczpbax2qkujf61D7jB8zxTaQGMroGkfrK1OlLsdkp5gEgLAU0SkRar2YUwXazjZx6rh2TDQCY0IXGm2BzdTBn9A8Xt7xuSiHebsZ3opT6Po3bhGt4qd7pfWEClFCissBOdlp0m7wWE4cjsnrftu1b1cfP1rgwkBwGAByiPZsNSEbr8tDOawXp7d8TqiVotVPa1JHqwsvDsF3piy66CH/4wx/w//7f/8PKlSvhcDgwYcIE9fnt27ejT58+hpxkd6KtJCIDHKkoXOVqjVQXvmEYodGLTRi7a/vhHePRK8Fu6DEYHYHIFu8kzpfad5BKNRL+csiMzk00IlKRMKZ3MtbffwFSnVbDjtHWBFtbaG14x+Q+uGZ0dlTG2DibGe8JQ7HE9AEu5H8BAFRRBz4UxquvUXp1xdnM+M0F+Vi2Zr/8OIcjXinKnEdOqq8vrXVjGHcQALBFzG+zNYfOkWqDvoVGIIg+T6otRVO68rowbCs+8sgj4HkekyZNwvPPP4/nn38eFouv18t//vMfTJ9uvAxxV6fNxCb81FqiJX/O6L5wbRiRykiwGfr5jI5BpEEQkz1e/f+TVCpyVwrcGa2jY8Sjgs8zRiuiZcTbu1QNcDB7ae1q4XlkJjqiYlePIGIb1W+yL/H8BmeQ6DueZr64dVIfFMrRHp4jcmQZmMxtxXAiOVjl5aXIlxv6bhXz20zgyiP47oK2aABvBNrWDm2b2td114dhWzE1NRVr165FRUUFKioqMHv2bN3z7777LpYuXRr1E+xutJX8uc1PVS2aESlG90TbxNRoRyrajQTZpdsxidSRsppN+FwYhVIah/eEiQCARhaR6lIEKx1m92/r0arc+W+0toaxvZMhgMc/vbNwmibgV+7f4VtxmO41WkfKYuLw2JwhMHEEmYl2uHqMwPvCeeAJxRPmZ2BHI2JKt4EjFEfFVJQhHh4xUKLeCHJTfOqACY7mm8Z3RLwaZ7At12zDsxObf1EnJeIqufj4+KCPJyUltfpkGG0nTZkYo69n46NQaMpqpLo3Xl3KgLGpfdG+N9gmQMck0vomi4nDrZ67YIIArzy9BWuoyoicDlIi1eapfV2dFKcFL/9qNNLjfFH+aG5U9e0RixdvGIlFrwDLvHMRrGLJfzwfkZOINXdPQpzNBBPPYcpffoWxdDfyuNO42/QeKr1OwAxspfkA2u7aTIu14cu7JyIujIbxHRWjmo2HYtP/TEVFvRvZyY7mX9xJ6Tqx6i5CW0WkkmL0+d7RiUixy6k74/FqUwaMXdhE25HqKM0SGXoinfKlSChRnShAn47D6PwEc5rYPkjLSXBYMKhXvG4jNNqbooN7KRvwwT83mOOWlxKDZKcV8XYzxg/qg6WehQCAWfw6jOV2A5Dqo9qa/LRYpMV23tRyoY2idwrJTivyZYXDrgpb+XYw2qpGKskvLM1U+xitRZteEU3HxClLpWuLe6PlqI3PTwYAzB+dHZXPY0SXSCNSrU0pZWNYx2VgzzgAwJzhgY1WR+WyjJiWolzz2jrpaG/iNpeh0FzPzKxEB74Vh6GSxiCVVGMCvxOAVB8VDmyjzIeXbSxFnc4lgN8N0N7wRha3Jjn1jlQ0UiN8qn1s0OqOGDVAf33vJOwqqcb2Y1X4x5dSsXG0rrF/XzsCPxWVY2Jh15E27lJEXCPVupRSniNtnvrCCI83bxqLjYfLcX7fVPWxdb+fjCNl9RjTO7kdz6xzo8zb2k2EaDdMtZqbXss0J0SQmWiHBybc7lmCZ8zLEU/qsUPMxU6aF83T7Baw8S36MEeqA9OWEanmdoTCge3mdm+8BqUMpMXakNbXhq1HK6P+2bE2M6YNSG/+hYx2oWWpfS3HzHNweVlNVUck3mHGVL97NTPRgczErlt70RYo87Y2ChWNVH8tzdZcNXO4rCTpN/5RHISrLU/CW1uKA7RX829kBCAwRyrqsNS+DoyRNVJ2C48YTYf2aEakGN0To1MGWGPV7kekv3lrN3PYGMbobrRFRCrY5yU4fIINza0/MhN9/axqTInoP2Q0mBPVMoza8OzOMEeqA2N0hCcvNUb9/2gsINTUvlZ/EqMzYnTKAEtJ6H5E6ju3NuWTRdUZ3Q2lhMDIiJSW8/um4vE5g7FqyQT1seaOlhFvVwVFzDyHR+cMxl9mDzLsHLsyrEYq+nQZR+rpp59GXl4ebDYbRowYgbVr17b3KbUao3dHCzRKKtFYQLDd3O6Nx2CZaZaS0P1o6ygkG8MY3Q1TkNpmI+8Dh4XH1aOzkRHvizI1F5GymDj0kOXZzTyB02rCgjE5hp1jV8bD5tGo0yUcqXfeeQd33XUXHnjgAWzZsgUTJkzAxRdfjKNHj7b3qbWKaNQtNYW2M3c0UvvYbm73xuidLuZIdT/a+hc3sncfg9ERCeY0GakXFWytkR5nDfJKPZlynZSpBW1WJhZIYkLZSayerq3lz7sDXWLWWLZsGRYtWoSbbroJ/fv3x/Lly5GVlYVnnnmmvU+tVRjdl0krJx2d1D7pfJloX/fE6Nxr5kh1P2gLIlJv3jwGD142APEtaJrJIlKM7kawDdCWOCstOd5LC0fh8TmDUZDefJ8hpU7K3AJBmSfmDcM90wrx1i1jI35vV4Ol9kWfTu9Iud1ubNq0CdOnT9c9Pn36dPz444/tdFbRwWzwpF6oGbyi4fywiFT3xujGp8yR6n60JLNvXJ8ULByf1yIFP6OzABiMjkawNitGBma1whOT+6Xh6jB7+GXJ6owtWRclxViweEoBeiXYm39xF4fVGkefTu9IlZaWQhAEpKfrZVHT09Nx6tSpoO9xuVyorq7W/euI+Pd6ijZZUQ5z22UVQEsrJYgZnZPCdGfzL2oFWUlsEuxu5KbENP+iEAzLSoj4PYN6xrf4eF0dpSFuisHzEqNt0WamKKQ4m0+1ayl9Uls2T+QkS+sVu0ZteECGdE0yByl8jJ6nuyNdpo+Uv1oTpTSkgtNjjz2Ghx56qC1Oq0UsmzcUJ6sa0a9HnKHH4TmC5VcNw5Gyel10qqXcNCEP8XYzLh6UEYWzY3Q2/jijPxwWE+YM72XI598wLhenq12Y0i/NkM9ndBzevfVcrNpxCosvyG/xZzw2ZzAy4m2YNyor7Pc8dPlAJMVYcOWIzBYft6vy3PUj8ex3h/Cr8awJaldgxa/PxaqdJ/EbzT32z2vOQfHZOozISYz68d68eQy+3H0Gi85r2fVz0aAe2H68CpcM8a0vnrt+BJ77vgg3smsybP5wcX9YTTxmn2PMPN0dIbQlSegdCLfbDYfDgXfffRezZ89WH1+yZAm2bt2K7777LuA9LpcLLpdL/bu6uhpZWVmoqqpCXJyxzguDwWAwGAwGg8HouFRXVyM+Pr5Z36DT52BZLBaMGDECa9as0T2+Zs0ajBs3Luh7rFYr4uLidP8YDAaDwWAwGAwGI1y6RGrf3Xffjeuuuw4jR47Eueeei+eeew5Hjx7Frbfe2t6nxmAwGAwGg8FgMLogXcKRuuqqq1BWVoY///nPOHnyJAYNGoTPPvsMOTmsYRuDwWAwGAwGg8GIPp2+RioahJsHyWAwGAwGg8FgMLo23aZGisFgMBgMBoPBYDDaGuZIMRgMBoPBYDAYDEaEMEeKwWAwGAwGg8FgMCKEOVIMBoPBYDAYDAaDESHMkWIwGAwGg8FgMBiMCGGOFIPBYDAYDAaDwWBECHOkGAwGg8FgMBgMBiNCmCPFYDAYDAaDwWAwGBFiau8T6AgoPYmrq6vb+UwYDAaDwWAwGAxGe6L4BIqPEArmSAGoqakBAGRlZbXzmTAYDAaDwWAwGIyOQE1NDeLj40M+T2hzrlY3QBRFlJSUIDY2FoSQdj2X6upqZGVl4dixY4iLi2vXc+lqMNsaB7Ot8TAbGw+zsXEw2xoHs63xMBsbT0ezMaUUNTU16NmzJzgudCUUi0gB4DgOmZmZ7X0aOuLi4jrEhdQVYbY1DmZb42E2Nh5mY+NgtjUOZlvjYTY2no5k46YiUQpMbILBYDAYDAaDwWAwIoQ5UgwGg8FgMBgMBoMRIcyR6mBYrVYsXboUVqu1vU+ly8FsaxzMtsbDbGw8zMbGwWxrHMy2xsNsbDyd1cZMbILBYDAYDAaDwWAwIoRFpBgMBoPBYDAYDAYjQpgjxWAwGAwGg8FgMBgRwhwpBoPBYDAYDAaDwYgQ5kgxGAwGg8FgMBgMRoQwR4rBYDAYDAaDwWAwIoQ5UowuBxOijD6//PILGhsb2/s0GAxGB4eNv8bAxmAGo2PCHKk2ory8HKWlpQAAURTb+Wy6FidPnsTcuXPxzjvvAGD2jSZFRUWYOXMmRo8ejRUrVrT36XRJjh07hvfeew+bN2+Gx+MBwBaj0YaNv8bBxl9jYWOwsbDx13i6+vjLHKk24IEHHkC/fv3w3HPPAQA4jpk9mrz44ov473//i+XLl6O+vh48z3fJm7UtoZTi9ttvR0FBAQghiI+Ph9PpbO/T6nLcf//9KCwsxBNPPIFx48bhtttuQ1FREQghbDKPEmz8NRY2/hoDG4ONh42/xtMdxt+u9406EJWVlVi0aBG+/PJLZGdn46effsLGjRsBsB2PaPLjjz/iqquugtVqxV//+tf2Pp1Oz8qVKxETE4NNmzbhxx9/xMqVK9G/f3+sWrUKALt2o8WGDRvw4Ycf4r333sM333yDF154AQcOHMB1110HACCEtPMZdm7Y+Ns2sPE3+rAx2HjY+Gss3Wn8ZY5UlNFeIHa7HTk5Obj//vvxxBNP4MSJE/jggw/g8XjYjkcL8LeX1+sFAGRkZOCqq67CuHHjsGLFCuzZswccxzH7RoDWVmfPnsXrr7+ODRs2YMyYMWhoaECfPn1QXl6O+vp6NsFEiZUrV0IQBFxyySWw2Wy49tpr8fjjj2P79u34xz/+AaDrTThGw8Zf42Djr7GwMbhtYeNv9Omu4y9zpKJIQ0MD3G63+rfFYsGSJUswa9YsTJo0CZMnT8b333+PNWvWtONZdk78bUsphclkAgBs3LgRhYWFmD17Nnr06IF///vfcLvd2L17d3udbqfC37aLFi3CnDlzAACCIMButyMlJQUHDx6Ew+FgaTstQJk0tLZLS0uD3W5HfX29+tjYsWNx77334uGHH4bL5WILpghg469xsPHXWNgYbCxs/DWe7jz+MkcqStx///0477zzcOmll+Kf//wnqqurQQhBXFycevPeeeedoJRi5cqVKC0t7XJeuVGEsq0oijhx4gRiYmKQm5uLUaNG4bLLLsObb74Jm82Gr7/+WndjMwLxt21NTQ04jlOvWWUimTp1Kg4fPoyjR492yRxnI1m2bBkeffRRAPr88Li4OJhMJnz11VfqY4QQ3HDDDXA4HGxXNALY+GscbPw1FjYGGwsbf42nu4+/7G5sJW63G3PnzsVHH32E++67Dz179sSzzz6L+fPnA5BuTGVQzM7Oxrx587B582Z88skn6vNd5WKKNs3ZluM4xMXFwWw2gxCCDz74AI888gg8Hg8GDx6MxYsXw2KxMPsGIZRtr7nmGgC+CUf5ryAISE5OxrFjx9rtnDsbGzduxOTJk3Hvvffi/fffx/r16wFAVYaaO3cu3G43Pv/8c5w5c0Z9X0ZGBqZNm4b9+/dDEAS2K9oEbPw1Djb+Ggsbg42Fjb/Gw8ZfGcpoFbt376YFBQV09erV6mPr1q2jdrud/vWvf6WiKFJKKRUEgVJKaWNjI50xYwadN28e3b59O3399dfpI4880i7n3tFpzraUUvrVV1/RjIwMOmjQIJqQkED//ve/02effZYOGzaMPvXUU5RSn+0ZPiK9bsvKyqjFYqGffPKJ7nFGaB5++GF65ZVX0pdeeolOnz6d3nTTTepzbrebUkrpU089RQsLC+lzzz2ne+/48ePpokWL2vR8OyNs/DUONv4aCxuDjYWNv8bDxl8J5ki1kk2bNlFCCC0rK6OUUvXCeeyxx2hiYiLdv3+/+lrlYlq5ciXt3bs3TU5OphaLhf79739v+xPvBDRl24SEBFpUVEQ9Hg8dMGAAveWWW2hxcTGllNKSkhI6b948OnHiRNrY2Nhep9+hieS6pZTSyspKOnHiRHrPPfe0+bl2NhRbHjlyhP7444+UUsmuY8aMoStWrKCUUurxeNTXz58/nw4bNow+++yztKKigm7atIkOHz6cvv32221/8p0MNv4aBxt/jYWNwcbAxt+2g42/EsyRaiVbtmyhAwcOpP/6178opb4Lye1207y8PHXQ83q9lFJKDx48SK+//npKCKG33XYbra2tbZ8T7wQ0Zdvc3Fx61113UUopPX36tPqcwq5du9gk3gThXrfKhOP1emlBQQG99dZb1d08RvgcOnSIzpo1i86aNYuWl5dTSil1uVzqc3/6058oz/N0xIgR1G6300WLFjE7hwEbf42Djb/GwsbgtoONv8bAxl8J5kg1g/8E4U95eTmdNWsWveqqq2hJSQml1DfwPfHEE7Rnz566EPzvfvc7mpmZSbdv327cSXcSWmvbjIyMgPSG5j6zuxDN61YZBF999VW6b98+A8+6cxHutaa87sUXX6Rjxoyhy5YtC/q6nTt30k8++YTu2bMnaufY1WHjr3Gw8ddY2BjcNrDxt+Ww9W94MLGJJjhz5gxqamrUv7XSmUoPjcTERFx22WXYu3cvVqxYAQCqLGx8fDwSExNx7Ngx9b2PP/44jh07hsGDB7fV1+iQRMO2SUlJAYW3rDA0utctAPA8DwC47rrrUFhY2CbfoaMTjo0VBEEAAFx55ZUYMGAAPvnkExw4cAAAsHnzZvX9AwcOxCWXXIJ+/foZffqdAsWmiv20sPG3dUTDtmz8DU00r12AjcH+hGNfBTb+toyqqiqdfdn6NzTMkQqC1+vFokWLMHr0aEydOhULFixAWVmZTjrTZDKhsbERb7/9Nm688UYMGzYM77zzDr755hv1NcePH0dqaipycnICFHi6K0bYliHBbGs84drY4/HglVdeUf8WRRFxcXGYO3cuRFHEQw89hClTpmDkyJGoqKjo9uOCFo/Hg9tvvx2//vWvAejHTGVCZuNvyzDCtgwfzL7GEq592fjbcjweD+644w7MmDEDM2bMwMMPPwxRFMFxnOpAsfHXj/YOiXU0PB4PXbBgAR07diz99ttv6bJly+igQYPoeeedR3fv3q2+7v/+7/9oUlISnTlzJqWU0m3bttEFCxZQi8VCb7vtNnrLLbfQ2NhY+swzz1BKWcoDpcy2RsJsazyR2viKK65Q8/EVjhw5Qvv06UMJIfTqq6+mp06dauuv0aH56aef6MSJE2lqaio1m8103bp1lFJfapMCu44jh9nWWJh9jSVS+7LxN3JWr15N8/Pz6aRJk+gHH3xAb7zxRtq3b1/6wAMP6F7HrmE9zJHy4+jRo7SgoIC+9tpr6mMnT56kvXr1oosXL6bl5eX0pZdeotnZ2fSNN97Q5X+KokgfffRRevPNN9MZM2bQH374oT2+QoeF2dY4mG2NJ1Ib+08eX331FXU6nXTYsGH0l19+aevT7xQsX76cLlq0iH722Wd0zpw5dMyYMQGvefrpp2leXh67jiOE2dZYmH2NJVL7svE3MqqqquhNN91E77jjDlVow+Vy0aVLl9ILL7yQ1tXVUUrZNRwM5kj5sWXLFmq32+mBAwcopVRVHnryySdpQUEB/fjjj6koiupFpdDVPe5owGxrHMy2xtNSGyuUlpbSN998s83OtzOhTMjHjh2ju3btopRS+vnnn9PU1FT6wgsvUEp9KlsejydA7Yldx6FhtjUWZl9jaa19Fdj42zSVlZX05Zdfplu2bKGU+q7L3//+93TixInq69g1HEi3dqQ+/fRTSqn+Iqivr6e9e/emS5cupZRSnQTmyJEj6cKFC2lDQ0ObnmdnhNnWOJhtjSfaNu7uE00wgtlYS2lpKV28eDHNyspS03dYE9LwYLY1FmZfY4m2fdn4G4hi41B2U+x622230YULF1JKmR1D0S0dqU8++YT26tWLEkLU8KNyMdXX19P77ruPFhQU0NOnT1NKqbo4eu2112h8fDxbkDYBs61xMNsaD7Ox8QSzcagJesOGDbSgoIDee++9lFK2GG0OZltjYfY1FmZf42lqjtOi2H3MmDFq5I85UsHpohIaoVm3bh2efPJJzJ49GxdddBGWLFkCwKcmYrfbMX36dCQkJOChhx4CAFitVgBAZmYmrFYr9u/f3z4n38FhtjUOZlvjYTY2nlA2DiWbPWjQINxyyy14/vnncfToUXAch2+//RbV1dVtedqdAmZbY2H2NRZmX+Npbo7TQghBcXExioqKcN5556mPFRUVAQguPd9taW9Prq1QPOn9+/fTZcuW0aKiIvrLL79Qh8OhettKI7GGhgb6j3/8g8bExND3339fzb995JFH6Pnnn8+8cj+YbY2D2dZ4mI2NJxwbh9pR3r9/Pz3//PPp6NGj6YgRI2hSUhItLi5uq1Pv8DDbGguzr7Ew+xpPS238zDPP0OHDh1NKKd28eTMdPXo0TU1NVedDhkSXd6Q2bdpEKysrdY8puZ8ej4fec889NDU1VS0cV56rrq6m9913H42NjaWTJk2ic+fOpXa7nT711FOUUhbipJTZ1kiYbY2H2dh4IrVxMHbs2EGHDBlCCSH09ttvV53X7g6zrbEw+xoLs6/xtNTGyhy2ePFieuWVV9Lf/va3lOM4umjRoiZ/j+5Kl3Wk3nvvPZqZmUn79OlDs7Oz6Z/+9Cd68uRJSql0kSgXSlFREc3KyqL33HMPpTTQK1+xYgVdunQpvfXWW+mePXva9kt0UJhtjYPZ1niYjY2npTb2d0LXrl1Lc3Jy6NixY+nBgwfb9kt0UJhtjYXZ11iYfY0nGjYWBIHm5ORQQgg9//zzVcVERiBd0pHauHEj7devH12+fDndtm0bffrpp2lqaiq97bbbaFlZGaXU55WLokiffvppajKZaFFREaVUktKsqqpqt/PvyDDbGgezrfEwGxtPNGxcU1NDKaX0xIkTdP369e3zRTogzLbGwuxrLMy+xhMNG9fV1dGGhgb66KOP0i+++KLdvktnoUs5Uoo3/cwzz9DMzEzdgufJJ5+kY8eOpQ8//HDA+8rKyui4cePozJkz6aZNm+j06dPpa6+9xlJ0NDDbGgezrfEwGxtPtG3MVLh8MNsaC7OvsTD7Gk+0bDxt2jRd03lG83Qp1T5F3aW4uBiFhYUwmUzqcwsXLsSIESOwatUq7Nq1C4BPdSQpKQk333wzPvroI4waNQoWiwVXXHFFSLWY7gizrXEw2xoPs7HxRNvGwZSkuivMtsbC7GsszL7GEy0bW61WzJkzp+2/QGemvT251rB69Wq6ePFiunz5crphwwb18Q8//JDabDZ66NAhSqkvjLl69Wo6fvx4umzZMvW1LpeLPvXUU5TjODpp0iS6c+fOtv0SHRRmW+NgtjUeZmPjYTY2DmZbY2H2NRZmX+NhNu44dEpHqqSkhF566aU0LS2NLliwgA4ePJjGx8erF1NDQwPt168fveWWWyil+iLxCRMm0Ntvv139+9SpU3TJkiX0lVdeadsv0UFhtjUOZlvjYTY2HmZj42C2NRZmX2Nh9jUeZuOOR6dzpOrq6ugNN9xAr7rqKrU4jlJKR40aRRcuXEgplTzwV199lXIcp3ZuVliwYAGdPHlym55zZ4HZ1jiYbY2H2dh4mI2Ng9nWWJh9jYXZ13iYjTsmnS7R1OFwwGq1YuHChcjLy4PX6wUAXHrppdizZw8AgOd5zJs3DzNnzsRNN92E7777DpRSnDp1CgcOHMCCBQva8yt0WJhtjYPZ1niYjY2H2dg4mG2NhdnXWJh9jYfZuGNCKKW0vU8iUjweD8xmMwCAUgpCCK677jrY7XY899xz6mONjY24+OKLsXv3bgwbNgw7d+5EdnY2VqxYgaysrHb+Fh0TZlvjYLY1HmZj42E2Ng5mW2Nh9jUWZl/jYTbueHRKRyoYEydOxI033oiFCxeCUgpRFMHzPE6fPo3t27dj48aNyM3Nxfz589v7VDsdzLbGwWxrPMzGxsNsbBzMtsbC7GsszL7Gw2zcvnQJR6qoqAjjxo3Dp59+ihEjRgAA3G43LBZLO59Z54fZ1jiYbY2H2dh4mI2Ng9nWWJh9jYXZ13iYjdufTlcjpUXxAdetWwen06leRA899BCWLFmCM2fOtOfpdWqYbY2D2dZ4mI2Nh9nYOJhtjYXZ11iYfY2H2bjjYGr+JR0XpQHZzz//jCuuuAJr1qzBLbfcgvr6erz22mtIS0tr5zPsvDDbGgezrfEwGxsPs7FxMNsaC7OvsTD7Gg+zcQciyiqAbU5DQwPNz8+nhBBqtVrp448/3t6n1GVgtjUOZlvjYTY2HmZj42C2NRZmX2Nh9jUeZuOOQZeokZo2bRoKCgqwbNky2Gy29j6dLgWzrXEw2xoPs7HxMBsbB7OtsTD7Gguzr/EwG7c/XcKREgQBPM+392l0SZhtjYPZ1niYjY2H2dg4mG2NhdnXWJh9jYfZuP3pEo4Ug8FgMBgMBoPBYLQlnVq1j8FgMBgMBoPBYDDaA+ZIMRgMBoPBYDAYDEaEMEeKwWAwGAwGg8FgMCKEOVIMBoPBYDAYDAaDESHMkWIwGAwGg8FgMBiMCGGOFIPBYDAYDAaDwWBECHOkGAwGg8FgMBgMBiNCmCPFYDAYDAaDwWAwGBHCHCkGg8FgMBgMBoPBiBDmSDEYDAaDwWAwGAxGhPx/4gE+dw/wMn8AAAAASUVORK5CYII=" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 25 }, { "metadata": { "ExecuteTime": { "end_time": "2025-01-08T16:14:06.453585Z", "start_time": "2025-01-08T16:14:06.452248Z" } }, "cell_type": "code", "source": "", "id": "2f8f8719816836eb", "outputs": [], "execution_count": null } ], "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": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 5 }