{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 13 - Implementation of a Devito acoustic Least-square Reverse time migration\n",
"\n",
"## This tutorial is contributed by SENAI CIMATEC (2021)\n",
"\n",
"This tutorial is based on:\n",
"\n",
"
**LEAST-SQUARES REVERSE TIME MIGRATION (LSRTM) IN THE SHOT DOMAIN** (2016)\n",
"
Antonio Edson Lima de Oliveira, Reynam da Cruz Pestana and Adriano Wagner Gomes dos Santos\n",
"
Brazilian Journal of Geopyisics\n",
"
http://dx.doi.org/10.22564/rbgf.v34i3.831\n",
"\n",
"
**Plane-wave least-squares reverse-time migration** (2013)\n",
"
Wei Dai and Gerard T. Schuster\n",
"
GEOPHYSICS Technical Papers \n",
"
http://dx.doi.org/10.22564/rbgf.v34i3.831\n",
"\n",
"
**Two-point step size gradient method** (1988)\n",
"
Barzilai, J. and Borwein, J. \n",
"
IMA Journal of Numerical Analysis \n",
"
https://doi.org/10.1093/imanum/8.1.141"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Introduction \n",
"The goal of this tutorial is to implement and validate the Least-squares reverse time migration (LSRTM) using a 2D three-layered velocity model with a square in the middle. The algorithm has been implemented using the Born's approximation.\n",
"\n",
"The acoustic wave equation for constant density is:\n",
"\n",
"\\begin{equation}\n",
" m_{0} \\dfrac{\\partial^2 p_0 }{\\partial t^2} - \\nabla^2 p_0 = s (\\mathbf{x},t) \\hspace{0.5cm} (1)\n",
"\\end{equation}\n",
"\n",
"where $s (\\mathbf{x},t) $ is the source, $p_{0}$ is the background wavefield and $m_{0}$ is the smoothed squared slowness.\n",
"\n",
"A perturbation in the squared slowness $m = m_{0} + \\delta m$ produces a background wavefield ( $p_{0}$ ) and scattered wavefield ( $\\delta p$ ), so the wavefield $p$ is approximated to $ p = p_0 + \\delta p$, that obeys the relation:\n",
"\n",
"\\begin{equation}\n",
" m \\dfrac{\\partial^2 p}{\\partial t^2} - \\nabla^2 p = s (\\mathbf{x},t) \\hspace{0.5cm} (2)\n",
"\\end{equation}\n",
"\n",
"\n",
"Using the approximation of $p$ and $m$ into equation (2),\n",
"\n",
"\\begin{equation}\n",
" (m_{0} + \\delta m) \\dfrac{\\partial^2 (p_0 + \\delta p)}{\\partial t^2} - \\nabla^2 (p_0 + \\delta p) = s (\\mathbf{x},t) \\hspace{0.5cm} (3)\n",
"\\end{equation}\n",
"\n",
"Expanding equation (3) we have:\n",
"\\begin{equation}\n",
"m_{0} \\dfrac{\\partial^2 p_0 }{\\partial t^2} - \\nabla^2 p_0 + m_{0} \\dfrac{\\partial^2 \\delta p }{\\partial t^2} - \\nabla^2\\delta p + \\delta m \\dfrac{\\partial^2 (p_{0} +\\delta p) }{\\partial t^2}= s (\\mathbf{x},t) \\hspace{0.5cm} (4)\n",
"\\end{equation}\n",
"\n",
"Reordering the equation (4), \n",
"\\begin{equation}\n",
"m_{0} \\dfrac{\\partial^2 p_0 }{\\partial t^2} - \\nabla^2 p_0 + m_{0} \\dfrac{\\partial^2 \\delta p }{\\partial t^2} - \\nabla^2\\delta p = s (\\mathbf{x},t) - \\delta m \\dfrac{\\partial^2 (p_{0} +\\delta p) }{\\partial t^2} \\hspace{0.5cm} (5)\n",
"\\end{equation}\n",
"\n",
"Considering that $ \\delta m \\dfrac{\\partial^2 (p_{0} +\\delta p) }{\\partial t^2} = \\delta m \\dfrac{\\partial^2 p }{\\partial t^2} \\approx \\delta m \\dfrac{\\partial^2 p_{0} }{\\partial t^2} $( Via Born's approximation $p\\approx p_{0}$ ):\n",
"\n",
"\\begin{equation}\n",
"m_{0} \\dfrac{\\partial^2 p_0 }{\\partial t^2} - \\nabla^2 p_0 + m_{0} \\dfrac{\\partial^2 \\delta p }{\\partial t^2} - \\nabla^2\\delta p = s (\\mathbf{x},t) -\\delta m \\dfrac{\\partial^2 p_{0} }{\\partial t^2}\\hspace{0.5cm} (6)\n",
"\\end{equation}\n",
"\n",
"Now we get an equations system:\n",
"\n",
"\\begin{equation}\n",
" \\left\\{\n",
"\\begin{array}{lcl}\n",
"m_{0} \\dfrac{\\partial^2 p_0 }{\\partial t^2} - \\nabla^2 p_0 = s (\\mathbf{x},t),\\hspace{0.5cm} (7a) \\\\\n",
"m_{0} \\dfrac{\\partial^2 \\delta p }{\\partial t^2} - \\nabla^2\\delta p = - \\delta m \\dfrac{\\partial^2 p_{0} }{\\partial t^2} \\hspace{0.5cm} (7b) \\\\\n",
"\\end{array}\n",
"\\right.\n",
"\\end{equation}\n",
"\n",
"Equations (7a) and (7b) are for Born modelling. The adjoint modelling is defined by the equation:\n",
" \n",
"\\begin{equation}\n",
"m_{0} \\dfrac{\\partial^2 v}{\\partial t^2} - \\nabla^2 v =\\textbf{d} \\hspace{0.5cm} (8)\n",
"\\end{equation}\n",
"where $\\textbf{d}$ is the shot recorded.\n",
"\n",
"With all these equations, the migrated image can be constructed\n",
"\n",
"\\begin{equation}\n",
"\\mathbf{m}_{mig}= \\sum_{t} \\dfrac{\\partial^2 p_0}{\\partial t^2}v \\hspace{0.5cm} (9)\n",
"\\end{equation}\n",
"\n",
"In this notebook the migration and gradient has been precoditioned by the source illumination, so equation (9) becomes:\n",
"\n",
"\\begin{equation}\n",
"\\mathbf{m}_{mig}= \\frac{\\sum_{t} \\dfrac{\\partial^2 p_0}{\\partial t^2}v}{\\sum_{t} p_{0}^2} \\hspace{0.5cm} (10)\n",
"\\end{equation}\n",
"\n",
"\n",
"LSRTM aims to solve the reflectivity model $\\mathbf{m}$ by minimizing the difference between the forward modeled data $L\\mathbf{m}$ and the recorded data $d$ in a least-squares sense:\n",
"\n",
"\\begin{equation}\n",
" f(\\mathbf{m}) = \\frac{1}{2}||L\\mathbf{m}-\\mathbf{d}||^{2} \\hspace{0.5cm} (11)\n",
"\\end{equation}\n",
"\n",
"To solve equation (11), it has been implemented here the steepest descent method with an appropriate step-length,\n",
"\n",
"\\begin{equation}\n",
"\\textbf{m}_{k+1} = \\textbf{m}_k -\\alpha_k \\textbf{g}_k \\hspace{0.5cm} (12)\n",
"\\end{equation}\n",
"where $\\textbf{g}_k$ is the gradient and $\\alpha_k$ is the step-length. The gradient computation is simply taking equation (9) and instead of injecting the shot recorded $\\textbf{d}$, injects the residue $\\textbf{d}_{calc}-\\textbf{d}_{obs}$\n",
"\n",
"For now we are going to import the utilities."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"\n",
"from devito import Operator, Eq, norm\n",
"from devito import Function\n",
"from devito import gaussian_smooth\n",
"from devito import mmax\n",
"\n",
"\n",
"from examples.seismic import Model\n",
"from examples.seismic import plot_velocity\n",
"from examples.seismic import Receiver\n",
"from examples.seismic import AcquisitionGeometry\n",
"from examples.seismic import TimeAxis\n",
"\n",
"from examples.seismic.self_adjoint import (setup_w_over_q)\n",
"from examples.seismic.acoustic import AcousticWaveSolver\n",
"\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.axes_grid1.axes_divider import make_axes_locatable\n",
"\n",
"from devito import configuration\n",
"configuration['log-level'] = 'WARNING'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Seismic modelling with Devito"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's import all the parameters needed and create the true 2D velocity model and the smoothed model to perform the Born's modelling."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"shape = (101, 101) # Number of grid point (nx, nz)\n",
"spacing = (10., 10.) # Grid spacing in m. The domain size is now 1km by 1km\n",
"origin = (0., 0.) # What is the location of the top left corner. This is necessary to define\n",
"\n",
"fpeak = 0.025 # Source peak frequency is 25Hz (0.025 kHz)\n",
"t0w = 1.0 / fpeak\n",
"omega = 2.0 * np.pi * fpeak\n",
"qmin = 0.1\n",
"qmax = 100000\n",
"npad = 50\n",
"dtype = np.float32\n",
"\n",
"nshots = 21\n",
"nreceivers = 101\n",
"t0 = 0.\n",
"tn = 1000. # Simulation last 1 second (1000 ms)\n",
"filter_sigma = (5, 5) # Filter's length\n",
"\n",
"v = np.empty(shape, dtype=dtype)\n",
"\n",
"# Define a velocity profile. The velocity is in km/s\n",
"vp_top = 1.5\n",
"\n",
"v[:] = vp_top # Top velocity\n",
"v[:, 30:65] = vp_top +0.5\n",
"v[:, 65:101] = vp_top +1.5\n",
"v[40:60, 35:55] = vp_top+1\n",
"\n",
"init_damp = lambda func, nbl: setup_w_over_q(func, omega, qmin, qmax, npad, sigma=0)\n",
"model = Model(vp=v, origin=origin, shape=shape, spacing=spacing,\n",
" space_order=8, bcs=init_damp, nbl=npad, dtype=dtype)\n",
"model0 = Model(vp=v, origin=origin, shape=shape, spacing=spacing,\n",
" space_order=8, bcs=init_damp, nbl=npad, dtype=dtype)\n",
"\n",
"dt = model.critical_dt\n",
"s = model.grid.stepping_dim.spacing\n",
"time_range = TimeAxis(start=t0, stop=tn, step=dt)\n",
"nt = time_range.num"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# NBVAL_IGNORE_OUTPUT\n",
"# Create initial model and smooth the boundaries\n",
"gaussian_smooth(model0.vp, sigma=filter_sigma)\n",
"# Plot the true and initial model\n",
"plot_velocity(model)\n",
"plot_velocity(model0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we are going to set the source and receiver position."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# First, position source centrally in all dimensions, then set depth\n",
"src_coordinates = np.empty((1, 2))\n",
"src_coordinates[0, :] = np.array(model.domain_size) * .5\n",
"src_coordinates[0, -1] = 30.\n",
"\n",
"# Define acquisition geometry: receivers\n",
"\n",
"# Initialize receivers for synthetic and imaging data\n",
"rec_coordinates = np.empty((nreceivers, 2))\n",
"rec_coordinates[:, 0] = np.linspace(0, model.domain_size[0], num=nreceivers)\n",
"rec_coordinates[:, 1] = 30.\n",
"\n",
"# Geometry\n",
"geometry = AcquisitionGeometry(model, rec_coordinates, src_coordinates, t0, tn, f0=fpeak, src_type='Ricker')\n",
"\n",
"solver = AcousticWaveSolver(model, geometry, space_order=8)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"source_locations = np.empty((nshots, 2), dtype=dtype)\n",
"source_locations[:, 0] = np.linspace(0., 1000, num=nshots)\n",
"source_locations[:, 1] = 30. # Depth is 30m"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We are going to compute the LSRTM gradient."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def lsrtm_gradient(dm):\n",
"\n",
" residual = Receiver(name='residual', grid=model.grid, time_range=geometry.time_axis,\n",
" coordinates=geometry.rec_positions)\n",
"\n",
" d_obs = Receiver(name='d_obs', grid=model.grid, time_range=geometry.time_axis,\n",
" coordinates=geometry.rec_positions)\n",
"\n",
" d_syn = Receiver(name='d_syn', grid=model.grid, time_range=geometry.time_axis,\n",
" coordinates=geometry.rec_positions)\n",
"\n",
" grad_full = Function(name='grad_full', grid=model.grid)\n",
"\n",
" grad_illum = Function(name='grad_illum', grid=model.grid)\n",
"\n",
" src_illum = Function(name=\"src_illum\", grid=model.grid)\n",
"\n",
" # Using devito's reference of virtual source\n",
" dm_true = (solver.model.vp.data**(-2) - model0.vp.data**(-2))\n",
"\n",
" objective = 0.\n",
" u0 = None\n",
" for i in range(nshots):\n",
"\n",
" # Observed Data using Born's operator\n",
" geometry.src_positions[0, :] = source_locations[i, :]\n",
"\n",
" _, u0, _ = solver.forward(vp=model0.vp, save=True, u=u0)\n",
"\n",
" _, _, _, _ = solver.jacobian(dm_true, vp=model0.vp, rec=d_obs)\n",
"\n",
" # Calculated Data using Born's operator\n",
" solver.jacobian(dm, vp=model0.vp, rec=d_syn)\n",
"\n",
" residual.data[:] = d_syn.data[:]- d_obs.data[:]\n",
"\n",
" grad_shot, _ = solver.gradient(rec=residual, u=u0, vp=model0.vp)\n",
"\n",
" src_illum_upd = Eq(src_illum, src_illum + u0**2)\n",
" op_src = Operator([src_illum_upd])\n",
" op_src.apply()\n",
"\n",
" grad_sum = Eq(grad_full, grad_full + grad_shot)\n",
" op_grad = Operator([grad_sum])\n",
" op_grad.apply()\n",
"\n",
" objective += .5*norm(residual)**2\n",
"\n",
" grad_f = Eq(grad_illum, grad_full/(src_illum+10**-9))\n",
" op_gradf = Operator([grad_f])\n",
" op_gradf.apply()\n",
"\n",
" return objective, grad_illum, d_obs, d_syn"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For the first LSRTM iteration, we used a quite simple step-length using the maximum value of the gradient. For the other LSRTM iterations we used the step-length proposed by Barzilai Borwein.\n",
"\\begin{equation}\n",
"\\alpha_{k}^{BB1} = \\frac{\\mathbf{s}_{k-1}^{T}\\mathbf{s}_{k-1}}{\\mathbf{s}_{k-1}^{T}\\mathbf{y}_{k-1}}\n",
"\\end{equation}\n",
"where $\\textbf{s}_{k-1} = \\textbf{m}_{k}-\\textbf{m}_{k-1}$ and $\\textbf{y}_{k-1} = \\textbf{g}_{k}-\\textbf{g}_{k-1}$\n",
"\n",
"A second option is:\n",
"\\begin{equation}\n",
"\\alpha_{k}^{BB2} = \\frac{\\mathbf{s}_{k-1}^{T}\\mathbf{y}_{k-1}}{\\mathbf{y}_{k-1}^{T}\\mathbf{y}_{k-1}}\n",
"\\end{equation}\n",
"\n",
"\\begin{equation}\n",
"\\alpha_{k} = \n",
"\\begin{cases}\n",
"\\alpha_{k}^{BB2},& \\text{if}\\ 0 < \\frac{\\alpha_{k}^{BB2}}{\\alpha_{k}^{BB1}} < 1 \\\\\n",
"\\alpha_{k}^{BB1},& \\text{else}\n",
"\\end{cases}\n",
"\\end{equation}"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def get_alfa(grad_iter, image_iter, niter_lsrtm):\n",
"\n",
" term1 = np.dot(image_iter.reshape(-1), image_iter.reshape(-1))\n",
"\n",
" term2 = np.dot(image_iter.reshape(-1), grad_iter.reshape(-1))\n",
"\n",
" term3 = np.dot(grad_iter.reshape(-1), grad_iter.reshape(-1))\n",
"\n",
" if niter_lsrtm == 0:\n",
"\n",
" alfa = .05 / mmax(grad_full)\n",
"\n",
" else:\n",
" abb1 = term1 / term2\n",
"\n",
" abb2 = term2 / term3\n",
"\n",
" abb3 = abb2 / abb1\n",
"\n",
" alfa = abb2 if abb3 > 0 and abb3 < 1 else abb1\n",
"\n",
" return alfa"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now is the kernel of the LSRTM. The migration will be updated iteratively, using the step-length and the gradient."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"LSRTM Iteration 1\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LSRTM Iteration 2\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LSRTM Iteration 3\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LSRTM Iteration 4\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LSRTM Iteration 5\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LSRTM Iteration 6\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LSRTM Iteration 7\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LSRTM Iteration 8\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LSRTM Iteration 9\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LSRTM Iteration 10\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LSRTM Iteration 11\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LSRTM Iteration 12\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LSRTM Iteration 13\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LSRTM Iteration 14\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LSRTM Iteration 15\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LSRTM Iteration 16\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LSRTM Iteration 17\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LSRTM Iteration 18\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LSRTM Iteration 19\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LSRTM Iteration 20\n"
]
}
],
"source": [
"# NBVAL_IGNORE_OUTPUT\n",
"image_up_dev = np.zeros((model0.vp.shape[0], model0.vp.shape[1]), dtype)\n",
"\n",
"image = np.zeros((model0.vp.shape[0], model0.vp.shape[1]))\n",
"\n",
"nrec = 101\n",
"niter = 20 # number of iterations of the LSRTM\n",
"history = np.zeros((niter, 1)) # objective function\n",
"\n",
"image_prev = np.zeros((model0.vp.shape[0], model0.vp.shape[1]))\n",
"\n",
"grad_prev = np.zeros((model0.vp.shape[0], model0.vp.shape[1]))\n",
"\n",
"yk = np.zeros((model0.vp.shape[0], model0.vp.shape[1]))\n",
"\n",
"sk = np.zeros((model0.vp.shape[0], model0.vp.shape[1]))\n",
"\n",
"for k in range(niter):\n",
"\n",
" dm = image_up_dev # Reflectivity for Calculated data via Born\n",
"\n",
" print('LSRTM Iteration', k+1)\n",
"\n",
" objective, grad_full, d_obs, d_syn = lsrtm_gradient(dm)\n",
"\n",
" history[k] = objective\n",
"\n",
" yk = grad_full.data - grad_prev\n",
"\n",
" sk = image_up_dev - image_prev\n",
"\n",
" alfa = get_alfa(yk, sk, k)\n",
"\n",
" grad_prev = grad_full.data\n",
"\n",
" image_prev = image_up_dev\n",
"\n",
" image_up_dev = image_up_dev - alfa*grad_full.data\n",
"\n",
" if k == 0: # Saving the first migration using Born operator.\n",
"\n",
" image = image_up_dev"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# NBVAL_SKIP\n",
"plt.figure()\n",
"plt.plot(history)\n",
"plt.xlabel('Iteration number')\n",
"plt.ylabel('Misift value Phi')\n",
"plt.title('Convergence')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def plot_image(data, vmin=None, vmax=None, colorbar=True, cmap=\"gray\"):\n",
" \"\"\"\n",
" Plot image data, such as RTM images or FWI gradients.\n",
"\n",
" Parameters\n",
" ----------\n",
" data : ndarray\n",
" Image data to plot.\n",
" cmap : str\n",
" Choice of colormap. Defaults to gray scale for images as a\n",
" seismic convention.\n",
" \"\"\"\n",
" domain_size = 1.e-3 * np.array(model.domain_size)\n",
" extent = [model.origin[0], model.origin[0] + domain_size[0],\n",
" model.origin[1] + domain_size[1], model.origin[1]]\n",
" plot = plt.imshow(np.transpose(data),\n",
" vmin=-.05,\n",
" vmax=.05,\n",
" cmap=cmap, extent=extent)\n",
"\n",
" plt.xlabel('X position (km)')\n",
" plt.ylabel('Depth (km)')\n",
"\n",
" # Create aligned colorbar on the right\n",
" if colorbar:\n",
" ax = plt.gca()\n",
" divider = make_axes_locatable(ax)\n",
" cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
" plt.colorbar(plot, cax=cax)\n",
" plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The image below is our first migration. The reflectors are not well focused and backscaterring noise is very strong."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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HnuTl5Xlso4/1EcU/6uNzzp8/71FGNMStr0sUn6NfJoo9EsXV6NskqltfRhQzqd+fKM5DJq5JJc6pqO30/7mK4i9l/rv1ZoxiecfVqbbJyMnOVbYz89jMjBE0klkTmcvWKxN/qn+fqsaWytwnZOKtRfck0f1FH7cour/J3MtE91d93aL7tH6ZKP5R/3kiuk+LlunrEn2+6WMRb7rppmLb4mTmhOS5ubluywMCAoS5Ac7jEeU2OAUHBwvrFLnx/BRVZ1H1Xbt2DXFxcbh8+TI+/PBDS0z3o8cRSSIiIqrwIiMjERoa6vqZPn16eTepRG+99Ra2bt2K//f//h9atWpV3s0Rsl7XloiIiColM0ckMzMz3UZKRaORAFxZ46JvAJ3y8/MBeI68Flefs05Rlreovn379mHixIlo06YNxo8fX+J+ygs7kkRERGQJZnYkQ0JCpDp+jRo1AnC941kU5zpn2eI0bNjQ9fvRo0eFI4ui+tavX49Lly7h/Pnz+Mtf/uJW3hkeUFhYiB49egAAEhIS0Lt37xLbYzR2JImIiIj+q23btgCA7OxsZGRkCDO3d+7cCQBo165difWFhISgSZMmOHjwIHbu3CnsSBZX38GDB4t96s3mzZsBAHFxcSW2xQzsSBokICDALcGlfv36butF/9mIApT19AHToolnRY9K0g+dixJ59EHrorpFwd/6rwNEweD6wHLRf5gyk5aLAtT1ge2i4GN9QLwoGF4UWK+vSxTYr99OVLdoO6OSW1TrUUmsMDL5RSaxwihmTmTu7bpVyL7+KvsTJZvIzGknapN+O9H9RiYpT0T/XhbtX1+X6L0sc2wyk42L7lMy93fR8ervwaJkG/2E4KKkEP2xySTWAJ6fXdWqVfMoU69ePbe/b/wMKu79YuaIpKyIiAh07NgR6enpSE5OFk5InpmZiYCAAPTt21eqzgceeACvvfYakpOT8eijj7qty8/Px9q1awEAAwYMcC0fO3Ysxo4dK6zvyJEjiIqK4oTkRERERFYzYcIEAEBiYiJ2797tWp6dnY34+HgAwKhRo9wGbVJSUtC8eXPExMR41Dd27FhUq1YNaWlpeO+991zLCwsLER8fj3PnzqFjx464++67zTok07AjSURERJZghQnJAaB///4YM2YM8vPz0aVLF/Tp0weDBg1CkyZN8OOPPyI6OhpTp0512yYnJwf79u3DoUOHPOqrX78+Fi5cCF9fX4wYMQJdunTBQw89hFtvvRUff/wx6tSpg+TkZFO/qTELO5JEREREOklJSViyZAm6du2Kbdu2ITU1FREREUhMTMSmTZtQtWrVUtU3ePBgbN++HQMGDMDhw4eRkpKCwsJCjBw5Ej/88AOaNGli0pGYizGSREREZAlWiJG8UWxsLGJjY6XKxsXFlZjw0r59e6xYsUK5PU6NGjUy/DypYkfSIDk5OW5Ps6lRo4bb+ptvvtljmxMnTrj9rQ+OBjwDzUVB1aK5rs6ePev2t2jeKn3AtuiilEnAESXy6IPPVZ8YISKTyKMPbBfVLWqTvm5RgLz++EX7l0l2kHlChkyCgiyZZBf9MtVEItVkH6Oe2mPkDdabx6b6eutfJ9nEGpXXWzWxRkTmqTUy73dRko7+WETvd5mEGJnEPRH9vVp079Yfm+h+K3MPEn0GiJIw9fT3btH+RZ9L+qez6BNrAHiM1p07d871e3FPtiH7YUeSiIiILMFqI5JUMnYkiYiIyBLYkbQfJtsQERERkRKOSBokNzfXLUZSH+sjmrC1du3abn+fOXPGo4w+1lD0bFBRjKI+ZiY7O9ujjP5RUaK6RfFA+pgZUeaavi7RhKn6+CRR7JUo9klfTrVuUTyW/nhlYkRl6gE8/yuWmdhZJrZUJj5MtH8ZZk6+LWLUhOwyZOsx6nj19ajGWqqeI9k4YZnt9GTiBkX16I9F9F6Wed/ItEl03vRxi7LvpZLqATxjG2XiD2WvCedzmZ1Ek43rBQcHl1i36Pzr4yEBoFatWm5/iz479DGaN/5942elHkck7YcjkkRERESkhCOSREREZAkckbQfjkgSERERkRKOSBIREZElcETSftiRNIiPj49bEHheXp7belHAtj5AWT+JOeAZVC1TD+AZRC2aVFZftyjQ2s/Pz2OZvg2i7fQJOKJgdH1gu+jYRJPx6o9XVEafRCAKWJcJrJdJ5BHVIyKqS0+fSCCTICFKmJBJ5JFJIpBNSFGZEFtmQm7ZpBGVRBbVJCmZNqkmW8kkN8lMWi6qR3Sd6OuSuZZljk0mSa6oNunp70Eyrz8g9zAHo143kQsXLrj9LZqEW+ahDKLt9MtE51uf4ClzLxclToqSbfT3XP1nCSCeJJ0qJnYkiYiIyBI4Imk/7EgSERGRZbDjZy9MtiEiIiIiJRyRNEiVKlXcYlD0sSeiOBd9zJwo1k8/2bhoUlvRf2/6WBdR3fo2ycTwAZ6xR6I26ZeJ4pP0y2TjuvSxPqJj08cayU70K1O3zHmSaZOoHpmYKX08lMyk5aK6VCcbl4l/lKG6f5nYSjNHNFTbrXr+ZWI09ctkJ6RXnVxfTzWOUb+dTGylzDkC5K5J/XtQdC+Tmdhc/+AI0TLReZR5L4vuE/p7p+ihFPpzK/P6i+IoRfTxj6I26l+3G++Jxb1f+NW2/XBEkoiIiIiUcESSiIiILIEjkvbDEUkiIiIiUsIRSSIiIrIEjkjaDzuSJhElW+jpL26ZRBrVYHhRsou+jTLJHyIyEw2Lko30xysKtJdJLJA5NtkJkkuqR1SXzDkCPNstk8gjkzBgVPKHaDvZxAaZcynTJv25VU2sMGrSclFdque2pPbI1iVzTchOdi4zAbm+jGpym4jMedLfS0TvN9Ey/Xai+5s+IUbmehMlxMg8FECUyCLzWorub/q6VD8XZB4SIPpc0hNdR95MgKPyxY4kERERWQJHJO2HMZJEREREpIQjkkRERGQJHJG0H3YkiYiIyBLYkbQfdiQNommaW3Cz/sKVSdoQXez6IG7Z5ANR8HdJ+5d9qoGeTLKH6hMjZJ7QIXqqRHFPVXCSScARnRN9XbKJDSXVI1omeh31xy9qo0zygQyZ/QNyx6v61Byj6inv/cvUI5twVhLZ5DKVBCgRmfeyaJnMk2X0ZWSf5KTfTlRGf25lkvtE50PmPqHyOhZFfywy723V+5TK6y9q042vPzt2FQs7kkRERGQJHJG0HybbEBEREZESjkgSERGRJXBE0n7YkTSJPmZENBmunijORh+fIhPDA3jGDcpMxiuKoRHFx8hM9q0/loCAAI8yqjGSMhMN65eJ4ihVJ1uXib8ULZOZkFwmrkq/TCb2q6j96elfA5n4KFEbVOMo9fXIXu8qk43LxlHql8lMoi1DtR7VWDuZeGOZOEaZ95tsjK4+JlL2HqAn8z6VeXCBzD1Q9vyrTGQuKiM63zLXpMxE8vplMvctwPN1k3mYhZExomQt7EgSERGRJXBE0n4sHyO5bNky9OjRAzVr1kRQUBDatGmDGTNmSD226UZ79uzB9OnTERMTgzp16sDPzw81a9ZE9+7d8fbbb5e6PiIiIqLKztIjkmPHjkVSUhKqVKmCnj17Ijg4GJs2bcK4ceOwdu1afPHFF6hatWqJ9Vy9ehXt2rUDAAQHB6Njx46oU6cOfv/9d3z77bfYunUrFi1ahA0bNqBGjRomHxURERGJcETSfiw7Irlq1SokJSUhODgY27dvx4YNG7BixQocOHAArVq1wtatWzFp0iTp+tq3b4+lS5ciKysLmzZtwmeffYYtW7Zgz549qFevHnbs2IFnn33WxCMiIiKi4jg7kkb/kHkcmkXPcKdOnZCeno5p06Zh4sSJbuu2bt2K7t27IyAgAKdOnUJoaGiZ9vXJJ5/gkUceQdWqVZGTk1Oqiblzc3MRGhqKhIQEt4QSlQBxUaCzKEBcTyaIXZRsUlBQ4Pa3TMA0oBbELToO/TJRPTIJCTITsotCF2SWqSYWyJCZIFgmAUtE5jWRObcySQyyvDnZuJHJNjL7V6lHRHQtqUz2LXPdipiZECOikrgmek/ITAguO0m7nkzipOj+KpPwqDJpOuB5vDL3V9V7iejYVO6BN57rgoICJCYmIicnByEhIQD+91m6ZcsWBAcHl1hfaeTn56N79+5u+yPjWHJE8tixY0hPTwcADBkyxGN9t27dEBkZiYKCAqSmppZ5f23btgUAXLx4EVlZWWWuj4iIiEqPI5L2Y8mO5J49ewAAYWFhiIqKEpbp0KGDW9myOHDgAIDr/8GFhYWVuT4iIiKiysCSyTYZGRkAgAYNGhRZJjIy0q2sKk3TMGPGDADAX//6V+F8h0RERGQ+JtvYjyU7knl5eQCAoKCgIss4Yyhyc3PLtK8pU6bg22+/RXBwMBITE0ssX1BQ4BZbWNb9ExEREdmVJTuS3rJo0SK8/PLL8PHxwQcffICmTZuWuM306dMxZcqUEsvpg7hlguhFge76QGeZoHLR/mWefKBPvilqmb5NomBsmae46IPBRaPBoiDywMDAEsvIPpFFT+YpHvrjvXTpUollRMtEyT76a+DixYtFN/a/ZJ8YoT8nMteEbLKNfjvR+ZdJdtHXLZsQo5JII/v0HX05mfeyiMxTTFTvE/plsskvKslFRiXXAXLvZZmkGdXXTf+elLnfyZQB5F4TmXMrui/ql8kkIInet/o2ydyTRNuJqCblcUTSfiwZI1m9enUAwPnz54ssk5+fDwDKGVjLli3DY489BgB47733MHjwYKntxo8fj5ycHNdPZmam0v6JiIiI7M6SI5KNGjUCgGI7ac51zrKlsXLlSgwZMgTXrl3D/PnzXR1KGQEBAYyjJCIiMgFHJO3HkiOSzul4srOzi0ym2blzJwC4nlgja9WqVXjooYdQWFiIefPm4e9//3vZGktERESG4PQ/9mPJEcmIiAh07NgR6enpSE5OFk5InpmZiYCAAPTt21e63rVr1yI2NhZXr17FvHnz8OSTTxrd9CLJxPCIYlFkiOJj9PEpolFUmbg21dhKmQnB9bGFovgg0bHp46pEj8nUH69+G0AuZkt0TmReN1Fspf48iWIr9WVEMZIyE8mLzrc+jkt1EmkZMrGVMhOyy8RRiqhONi46JzKxlfrtVOMoVclM7C0TRye6T+jfE6L3kn47UT2iNsnEMuvfX7ITgsu83/TLRGX07yXR+10m3lYmTlz2PqV/3UR168ncp2Tib0Vk47SpYrLkiCQATJgwAQCQmJiI3bt3u5ZnZ2cjPj4eADBq1Ci3p9qkpKSgefPmiImJ8agvNTUVgwYNwtWrV/HOO+94tRNJREREJeOIpP1YckQSAPr3748xY8Zg1qxZ6NKlC2JiYhAUFISNGzfi3LlziI6OxtSpU922ycnJwb59+zz+qzx9+jQGDBiAy5cvIyIiAtu2bcO2bduE+505cybCw8NNOy4iIiKiisKyHUkASEpKQnR0NN5++21s27YNV65cQePGjZGQkIBnnnlG6jnUAHDhwgXX1xy///47PvrooyLLvvTSS+xIEhERlROOINqLpTuSABAbG4vY2FipsnFxcYiLi/NY3qhRI16YRERERAazfEeyopAJRpYJ4pelD74WJSjIlBEtkwn01ge6i5I/9MtkJ/rVJ6CI5huVCf6vVq2axzJ94o5M8oEo2Ud0TvTXgOj11p8TmeOXSSIQLZNJ9pFJ2gHkJnKXmSBaJrDf20lC+tdN5n0ier/r3zeyDxeQmbhff02KyoiuU/0yUbKHzPtd5gEMMg9cUE1Ak0lKE91fVBJpZO6lgFwik8rE4qI2yHx2iN6TqhPZyyTFqeL0P/Zj2WQbIiIiIrI2jkgSERGRJXBE0n7YkSQiIiJLYEfSftiRNNCNcSIyF65KXImoXpm4MpnJxmXiukTbierWxwzJTBgsiseTmWxbVEYfayVqo/N57TfSxyzJxJXJlAHk4tj0ZUTxWDIToovOpVETNMvEo8nUrfraysRfykwQLTPZPuB5LYveE/o4RpnJ7kXxiKpxjDIxwTLvZdE9QObhAvr3t2wco36ZqIz+uhHFOso8FEEm/k8m/lH02sosk5lYXCZGF5CbAF9//LITqcvsX+Wzi5OWV1zsSBIREZElcETSfphsQ0RERERKOCJJRERElsARSfvhiCQRERERKeGIpElkJp9WIVuPyqTNskHV+oQEURmVhBxRgoZqQoZKggDgGewvSsjRB82Lkh9kEilEiRX6SdJFZWQmMRbtPyQkxO1v1UmMZV4TmcQpmbpF17FomUqyjcx1C3heu6JrWWbSbtUJyWX2ryc6fpnXTSbZxaikGdEy1etGhkwijcyE8DJJM6JlMgmPIjLXuyiRRr+d6JowKym0LNtxRNJ+OCJJREREREo4IklERESWwBFJ+2FHkoiIiCyBHUn74VfbRERERKSEI5IWIgpOlvlPSiZpQqYe2acqqCQtiILYZYiC72WexiGTtCGTfKB6bKJl+iQZmYQcffINAAQFBZVYRrRM5gkp+kQC2YQQ/TLRtSTzusmUMepJG7LJB/plMskPMklCqolMoqe4yCTEnD9/vsRlFy5c8CijkkgjSmQTvZdVnj4j+/oblUgj82QbUd0y17JMkpjM08xUE9CsiCOS9sMRSSIiIiJSwhFJIiIisgSOSNoPRySJiIiISAlHJA1U2v96VOIfZWNoZGLG9HE1MnFtsnXLMCqOUibWTnQcokl8Rcv09OdbFNemGmun379MG0VlZK4t0QTJMjGSMrGd+nhQ2br114DsJM5GxUjKvCYycYyiGEF9HKFogm5R/KE+JlIUI6mPbRRNpK8aIykT/6hfJvOQAMDzNZCZoFvm4QaiZTKTxMvUIxvLrr+WZOI/Za9Jo+qWiXeXoRrfL8IRSfvhiCQRERERKeGIJBEREVkCRyTthx1JIiIisgR2JO2HX20TERERkRKOSBrE4XBIBYp7i8qk4bKJDfpyou2MCuKWCTSXSUgRTYYsk1ihOvm0iEwCkP5cihJS9GVE+xclROi3E70mMudNlCSiXyaatFklsUF1knwZsolrKhOJi86bPklGdB5FiTQqE4KL9i86Nv01IUqS0r8movebSvIHIPeekLlPySyTKaM6kb5qcp3Mvcyo+5SVRuWKe79yRNJ+rNPzISIiIiJb4YgkERERWQJHJO2HI5JEREREpIQjkkRERGQJHJG0H3YkDaK/+GWC/2WSc8xM4DHqCTWqT9aRqUf1iRH6ZANRELsosUEmaUK/TKaMqA0ygfUy50Q2+UQm+UDmaUOiZSqJWzIJYLLHpl9WlqdqlLRM9UkjMkk7MoljMsk+su8lPZlzK5O0Invd6JeJkstknogkWqYnc72pnjcRlSeXydIfi5mfEzKJU6V9sg47dhULO5JERERkCRyRtB/GSBIREZFlODuTRv2UxbJly9CjRw/UrFkTQUFBaNOmDWbMmCH81knGrl27MHjwYNSpUweBgYGIiorC6NGjcfr0aWH5o0ePYv78+RgwYAAaNmyIgIAABAcHo02bNpgwYQL++OOPshyeIdiRJCIiItIZO3YsYmNj8c0336BTp07o3bs3jh49inHjxqFnz57COV2Ls3z5cnTp0gXLly9Hw4YNcf/998PHxwdz5sxB69atcfDgQY9thgwZgqeeegpr165FnTp18MADD+COO+7AkSNHMH36dLRo0QLff/+9QUeshl9tG6SwsNAtTkkU66SnEldl5IS1KvF4smRiJFVizwDPeDBRzJj+v0XRBN2iGEmZSaP1dcnUI1omapN+mUz8pUxcHeDdr3dkYu1kJhtXjZGUIRN/Kypnh8mfZWJkAc8YRVEcoz7+UDTZvH4ic5kyomWBgYEllhHVI9qfSmylTGyvtx88ofpeUolbln0ohco5ubHu4j4frfLV9qpVq5CUlITg4GBs3rwZ7dq1AwBkZWWhZ8+e2Lp1KyZNmoSZM2dK1Xf8+HEMHz4cV69exfz58zFixAgA189FXFwcPvnkEwwZMgTbt293e31vvvlmvPnmm3jkkUdQq1Yt1/I//vgDsbGx+PrrrxEbG4tffvlF+Pp5A0ckiYiIiG7wyiuvAAASEhJcnUgACA8Px9y5cwEAc+bMQU5OjlR9b731Fi5cuIBevXq5OpHA9Q72vHnzEBoaivT0dHzxxRdu2y1ZsgRjx45160QCwE033YSPP/4YAHDgwAF8++23pT9Ig7AjSURERJZgdHykygjnsWPHkJ6eDuD6V8t63bp1Q2RkJAoKCpCamipVZ0pKSpH1BQcHo1+/fgCAlStXSrczIiIC4eHhAIDMzEzp7YzGjiQRERHRf+3ZswcAEBYWhqioKGGZDh06uJUtTl5eniv+0bldWepzysrKwtmzZwEA9erVk97OaIyRJCIiIkswM0YyNzfXbXlAQIAw5jYjIwMA0KBBgyLrjIyMdCtbnCNHjrh+L6rO0tTnNHPmTBQWFqJevXq44447pLczGjuSBvHz83ML7jZqsm+ZCZqNoprYYGQQt0oZEZkkJZkkHVGyi0yyjUxyj8x2Mgk5ojKqk1bLJICp0l8DpQ3Qd1JNtpFJiFE9JzLJdTL7kjkOmfeS7KTdMok0+mUyyS6qCTEyZWQnO1e53kRk3gMySZBGPYCgqGVGkE1AK2vdRt5XSsPZWXOaPHkyXnrpJY9yeXl5AICgoKAi6woODgbg2TkVcdZXXJ2lqQ8A0tLSXIk+r7/+uvC94y3sSBIREZElmDkimZmZiZCQENdy0T88dvDjjz9i8ODBKCwsxOjRo/Hwww+Xa3vYkSQiIiJLMLMjGRIS4taRLEr16tUBAOfPny+yTH5+vqtO2fqcdYaGhirX9+uvv6JXr144d+4cHn30USQlJZW4f7Mx2YaIiIjovxo1agSg+Exo5zpn2eI0bNjQ9fvRo0eV69u/fz969uyJ06dPY9iwYXj//fdNDXeTxY4kERERWYIVpv9p27YtACA7O7vI5JedO3cCgNsck0UJCQlBkyZN3LYrbX0HDhzAXXfdhRMnTmDo0KH48MMPvT45flH41bZBrl275hZALPNfgsxTPPRByTJPA5Gl0kbRMlEZmScf6AP9VYPoRWVkkpREy2QSMvSviSixRSa5RybZRzUhSCbZRlRGf7yicyRK2lB5Io2RyVYqyTYiqk+tUUmakL1uZBLXZN4TotdNX04mIUembpmn6AByx6Z6f5NJktK/BqrvWxmqSTOqSVkqdcsmwajUbYVkG1kRERHo2LEj0tPTkZycjIkTJ7qt37p1KzIzMxEQEIC+fftK1fnAAw/gtddeQ3JyMh599FG3dfn5+Vi7di0AYMCAAR7bHjp0CHfddReOHz+OoUOH4qOPPrJMJxLgiCQRERFZhBVGJAFgwoQJAIDExETs3r3btTw7Oxvx8fEAgFGjRrnFO6akpKB58+aIiYnxqG/s2LGoVq0a0tLS8N5777mWFxYWIj4+HufOnUPHjh1x9913u22XkZGBu+66C8eOHcMjjzxiuU4kwBFJIiIiIjf9+/fHmDFjMGvWLHTp0gUxMTEICgrCxo0bce7cOURHR2Pq1Klu2+Tk5GDfvn24dOmSR33169fHwoUL8fDDD2PEiBFYsGABGjVqhPT0dBw+fBh16tRBcnKyx2jzwIEDXaOfAPDYY48J2/vEE0+gW7duBh196bAjSURERJZgZtZ2aSUlJSE6Ohpvv/02tm3bhitXrqBx48ZISEjAM888U+q5GwcPHoxbbrkFr7zyCrZs2YI9e/agXr16GDlyJCZNmoQ6dep4bHPmzBkA1+cddj5bW6RHjx7sSNqdpmlljvtQvdhVY29k2itTt2qspT4eSib2C/CMtZLZTnZCdDO/MpCJo9PHaIlitvTLZOL6ilpWEtmJrUXnV4WR7wEV3nz9VcuoUo33lSmjn1zfzExS2QnhVR5KIPN+kykDyMXW6qlOti9z3arWLVtXaZg1oboZYmNjERsbK1U2Li4OcXFxxZZp3749VqxYIb3/G5+KY1XsSBIREZElWGlEkuRYK2KTiIiIiGyDI5JERERkCRyRtB92JImIiMgS2JG0H3YkDeJwOMocgGxmgLrojaRPkJAJxi9qmQqZIHZREoc+QF51QnSZZUYGqOvJJMTInH/Z4H+Z861Pmjh37lyJ+wfU2q06+beZHwqqE6nry8hMrC2qxznFR0nLSqpb9NqK6MvJJKWpJtepTr4tk6Smer2pJMDJkpmkX0/2PqX6GliFldtGpceOJBEREVkCRyTth8k2RERERKSEI5JERERkCRyRtB92JA1k5bgPmbaJ3myi+BxvxrEZFQskG1dl1v5l2yQTa6h6bvWvpajuy5cvu/2dnZ3tUSY3N9djmczEzvoyMvFo3r62VONt9bGFojL6idxDQkI8ytx0000eywIDA0tso1HMfJ/I7E91/6rXhEy7VSfbV7l3yJ5HK3/WUOXDjiQRERFZAkck7YcxkkRERESkhCOSREREZAkckbQfdiSJiIjIEtiRtB92JC1O/wYwM8hatW6ZyYfNfCOL6vbmeTLyvOnJJDvJTuSuL1eliufb39/f3+3v4OBgjzIXL170WHblyhW3v/WJNaJlMpOmyybbyFxfMq+bTLKN6Nzql+kTa0RlgoKCPMroE2tE+zdyAn6Va9nI5DI7JI0Y9f62wyTidn2NqHyxI0lERESWwBFJ+2GyDREREREp4YgkERERWQJHJO2HI5JEREREpIQjkjZjhWBo/f5U26T6X6LMdvqnYcgkKIi2k0lQEJFJ5DDqdRMldsgkpIj2HxAQ4Pa3PvmmqLpVEmlEZfTnX+bpN6pkE1JUnmwjSsiRqUf/ZCEAKCgo8FimZ9a1JUvmPSlzTarWI/MEKCs8JUmljJmMOn6jP5c4gmgvHJEkIiIiIiUckSQiIiJLYIyk/bAjSURERJbAjqT9KHckT506hY0bN2L37t04deoUzp49i5o1a6JOnTpo3749evbsiTp16hjZ1kpJJh6xvOMmZSYkNzJmUib2SXV/MudbH48lEw8nIhNXJVOPTJmi9qenn6RcNGm5qB59nKbMdaoa1ybazigyMZKq8a8q11ZRdZVEdSJ3o+IYRcchs0zmnKheEyqT1he1zKwyZlI9fqKSlKojeeXKFSxZsgRvv/02duzYAaD4D+POnTtj5MiRiI2NFSYEEBERETlxRNJ+pDuSH3/8McaPH48TJ05A0zTcdNNN6Nq1K1q0aIFatWohJCQEOTk5yM7Oxk8//YRvv/0W3333HbZv346EhARMnz4dQ4cONfNYiIiIiMiLpDqSXbt2xY4dOxAeHo4xY8YgLi4Obdq0KXG777//Hh9++CE+++wzDB8+HHPnzsW2bdvK3GgiIiKqeDgiaT9SwVUHDhzAjBkzcPToUbz55ptSnUgAuP3225GUlITMzEwkJiZi//79ZWosEREREVmH1Ijk4cOHERISoryTgIAAvPDCC3jyySeV67CDG//rMStoWSaxRbSsvCctV93GqImORUQTW+vbIAri1ydfyCb76JNyRNupJOkYVQ/gebyiCbLNTCSSed1EyU0qIw5GvieMSiQSkTnfZk4Irj8WmaQZ2WQbM8+bnlEPElCt29vMTK4xO5mSI5L2IjUiWZZOpBn1EBEREVH5s/yTbZYtW4YePXqgZs2aCAoKQps2bTBjxgxcuXKlzHWnpqbC4XDA4XCgV69eBrSWiIiIVDlHJI3+IfOUeULywsJCZGdn49KlS0WWadCggVLdY8eORVJSEqpUqYKePXsiODgYmzZtwrhx47B27Vp88cUXqFq1qlLdZ8+exd///nc4HA5eZERERBbAr7btR7kjuW3bNkyZMgX//ve/hXFUTg6HA1evXi11/atWrUJSUhKCg4OxefNmtGvXDgCQlZWFnj17YuvWrZg0aRJmzpyp1P7Ro0fj1KlTeOqppzBv3jylOoiIiIgqM6WO5KZNm9CnTx/X18thYWGoXr26oQ175ZVXAAAJCQmuTiQAhIeHY+7cuejevTvmzJmDSZMmITQ0tFR1p6Sk4NNPP8ULL7yAP/3pT6Z0JI0KRjYqiNvMAHVVMkkjqoHuKk/sKGqZnj4hQDZAX5/cI0qi0G8n89Qc0b5kntAiIpMQI9Nu1SfElFRvWcvdyMgnKakkjciUkW2n6tNfjEqkMfPYVBMHVZ42pFKvkaw4cqbaprJsxxFJe1GKkfx//+//4cqVKxg7diyysrKQlZWFjIyMIn9K69ixY0hPTwcADBkyxGN9t27dEBkZiYKCAqSmppaq7qysLDz11FNo1qwZXn755VK3jYiIiIiuU+pIfv/997j99tvxxhtvICwszOg2Yc+ePQCuj3RGRUUJy3To0MGtrKynn34aWVlZWLBgAQIDA8vWUCIiIjIMk23sR6kjGRwcjObNmxvdFhfnKGZxSTqRkZFuZWUsXrwYy5cvx+jRoxEdHV22RhIRERFVckoxkl26dDH1KTV5eXkAgKCgoCLLBAcHAwByc3Ol6jx58iRGjhyJxo0bu+IvVRQUFKCgoMD1t+z+zYx/NCr+UjaGyZuTrcuUM/LYVOLhZP/bVYmtFCWqycQjykyILrN/2fhLlRhJ2XbL7F+FKI5PxKz4R9U4QtVJw2W28/Z7QoZqrKNdJxKXYVR8uZn7V8UYSftRuiNPnDgRP/74I5KTk41uj2lGjBiBs2fP4v3330e1atWU65k+fTpCQ0NdP86RUSIiIqLKRmlEsnPnzliyZAmeeOIJrF27Fn369EGDBg2KHCm48847S1W/MwP8/PnzRZbJz88HIPe0nI8++ghr167F008/jR49epSqLXrjx4/Hs88+6/o7NzeXnUkiIiIDcETSfpTnkSwsLES1atWwdOlSLF26tMhyKvNINmrUCACQmZlZZBnnOmfZ4qSkpAAA0tPTPTqSJ0+eBADs2rXLtW7x4sWoW7eusK6AgAAEBASUuE8iIiIqHXYk7UepI7lmzRo8+OCDuHbtmiuz2hmzaIS2bdsCALKzs5GRkSHM3N65cycAuM0xWRLnNiLnzp3D5s2bAaDYp/QQERER0XVKHclp06ZB0zTMmjULTz/9tHDS5LKIiIhAx44dkZ6ejuTkZEycONFt/datW5GZmYmAgAD07du3xPpWrVpV5LqFCxfi0UcfRUxMDNLS0srU7hsDkFUm2pUpoxpAbdTE3kUtU9mfUYw8J2YmFugnJJehMol4UctkJgRXTWxQmSTdyP2rJpzJlFFJkjGqHtm6VZJmilpmFtV7kMw1obo/bzLzoRBmPrhC9nOhJLJt5Iik/Sgl2/z888/o2rUrRo0aZXgn0mnChAkAgMTEROzevdu1PDs7G/Hx8QCAUaNGuT3VJiUlBc2bN0dMTIwpbSIiIiKi/1EakQwKCkLDhg2Nboub/v37Y8yYMZg1axa6dOmCmJgYBAUFYePGjTh37hyio6MxdepUt21ycnKwb98+fjVNRERkQxyRtB+lEckePXqU+okyKpKSkrBkyRJ07doV27ZtQ2pqKiIiIpCYmIhNmzahatWqpreBiIiIiMQcmkJXff/+/Wjfvj0mTpyIhIQEM9plG7m5uQgNDUVCQoLbIxetFntkJLOOzWoxTYB6XJlRsZWyk2bLUJnI28zJn82Mh1O9Ro16bWW2M/LaMvI60VOJ063Ik4abeW+vKPdykRuP7dKlS0hMTEROTo5rCj/nZ+lrr71m+CDRxYsX8cILL7jtj4yj9NX2d999h8ceewwTJ07EmjVr0Lt372LnkRw2bFiZGklERERE1qPUkYyLi4PD4YCmafjuu++wffv2YsuzI0lEREQlYYyk/Sh1JIcNG2a5rxuIiIjI3tiRtB+ljuTChQsNbgYRERER2Y3yIxJlXbp0yS0JpbIwKvhfhuwkskYx69i8fRwyynvya9XJgEXJF2YmZHiTStKQrIpyjkRE582sJCmZeuyioiTXeHtUrizHxhFEe1G6I7/55ptS5S5fvoz+/fur7IKIiIiILE6pI/niiy9i9erVxZYpLCzEQw89hC+//FKpYURERFS5OGMkjf4h8yh1JMPDw/G3v/0N6enpwvWapuHRRx/FqlWr0LVr1zI1kIiIiIisSakjuXbtWgBAv379cOTIEY/1I0eOxCeffILbb78dqampZWogERERVQ4ckbQfpWSbDh06IDk5GQMGDEDfvn2xbds21KhRA8D1r73feecdNG/eHF988QVnkS8nMm8cowK9jUo+MXK78g7sV00+MOoJKaLECpntjEo2MTMBy8yEGG++J2SZ+WQZs8pYkZ2STUqrvDtKdr0myBjK6Y/9+vXDm2++iV9//RX9+/fHlStX8PLLL2PmzJmIiopCWloawsPDjWwrERERVWAckbSfMk3/M3r0aBw+fBhJSUno0KEDfvrpJ9SrVw9ffvkl6tevb1QbiYiIqBLghOT2U+Z5JN944w389ttvWLVqFcLDw5GWloZbbrnFiLYRERERkYVJdSRffvnlYtc3bdoUVapUQbdu3bBs2TK3dQ6HA5MmTVJvYQVhZhyhKpnJr43i7eP3ZoyokYyKUVOdEF0mHk+1bpXYRiu+RiIqcYyyZSp7bKOMijJpuKzyHmEz85xwRNJ+pDqSL730EhwOR5EvhnPdqlWrsGrVKrdl7EgSERERVUxSHcnJkyeb3Q4iIiKq5DgiaT/sSBIRERGRkjIn2xAREREZgSOS9sOOpIWoTlBtFNl9mRVoLVuvmZNd61kx0F6GN5N2ZLfz9fU1pG7Z/ZVE9bU1M7HFrtebmbx5Dyzv82/FDk95nxOyPqkJyd98801cvny5TDu6fPky3njjjTLVQURERBUXJyS3H6mO5HPPPYdmzZph/vz5yMvLK9UOcnJy8Pbbb6Np06Z44YUXlBpJREREFR87kvYj1ZFMSUmBj48Pnn76adStWxdDhw7Fhx9+iF9//VX4/N5ffvkFH3zwAR5++GHUr18fY8aMgZ+fH1JSUkw5CCIiIiLyPqkYyfvvvx99+vTBrFmzMHv2bCQnJ+Ozzz4DcH0i3tDQUISEhCA3Nxfnzp1zdS41TUODBg0wevRojB49Gv7+/uYdCREREdkak23sRzrZxt/fH88//zyeffZZrF69GqtWrcLXX3+NzMxMnDlzBmfOnHGVjYyMxF133YX+/fujX79+Uk99qAhuvFiNClDW12OFN0R5J6l48yk5Rp5vbwatl3eAvLf3781kGzMZ1abyvk+U9/4B672+VjgnJTH7iTVUMZU6a9vHxwcPPPAAHnjgAQBAdnY2Tp06hZycHNSoUQO1a9dGrVq1DG8oERERVWwckbSfMk//U6tWLXYciYiIiCohziNJRERElsARSfthR9Ik+gvXrJhJ2f17m1nHL0t1f2aeN6PqNipG1MyJtb3NLu00gh2uUTPZ5bW22rlk/COZhR1JIiIisgSOSNpP5UinJiIiIiqlZcuWoUePHqhZsyaCgoLQpk0bzJgxA1euXFGqb9euXRg8eDDq1KmDwMBAREVFYfTo0Th9+nSx2506dQqjRo1CVFQUAgICUKdOHQwePBi7d+9WaoeR2JEkIiIiS7DSk23Gjh2L2NhYfPPNN+jUqRN69+6No0ePYty4cejZsycuXrxYqvqWL1+OLl26YPny5WjYsCHuv/9++Pj4YM6cOWjdujUOHjwo3G7//v1o3bo13n77bfj4+KB///5o2LAhli9fjs6dO5f7w17YkSQiIiJLsEpHctWqVUhKSkJwcDC2b9+ODRs2YMWKFThw4ABatWqFrVu3YtKkSdL1HT9+HMOHD8fVq1cxf/587NixA0uWLMH+/fsxdOhQnDp1CkOGDBE+LfChhx7C6dOn8cgjj2D//v1YsmQJduzYgfnz5+Pq1asYNmwYTp48WepjNAo7kl7i7WeBOhwOt5/yZpfno+rPm+jHKGbdMGXPpUwZmfPhcDjg4+NjyE+VKlUs/6N6bKrXlsx7wtvXklHvU9nrqzzvZXa5d+mZed6sdqxmeOWVVwAACQkJaNeunWt5eHg45s6dCwCYM2cOcnJypOp76623cOHCBfTq1QsjRoxwLff19cW8efMQGhqK9PR0fPHFF27brV+/Hnv27EGNGjUwd+5c+Pr6utaNGDECMTExyM/PR1JSkvKxlhU7kkRERGQJVvhn59ixY0hPTwcADBkyxGN9t27dEBkZiYKCAqSmpkrV6fz6WVRfcHAw+vXrBwBYuXKlcLt+/fohODjYY1tnffrtvIkdSSIiIqL/2rNnDwAgLCwMUVFRwjIdOnRwK1ucvLw8V/yjczvZ+px/l7TdgQMHcP78+RLbYgbl6X/y8vIwd+5cpKWl4dixY7h06ZKwnMPhwKFDh5QbSERERJWDGV+Xl7a+jIwMAECDBg2KLBMZGelWtjhHjhxx/V5UnUXVV1JbnNtpmoYjR46gRYsWJbbHaEodyePHj6Nbt2747bffSnyBrBCf5y03HqvKG6GoGDUjGDWJtbfJtMkuk52rKCq2UWU7PdFx6Jf5+Hh+aSFaJlOmokyALmqj/nxfu3atxO1EZUTLvPm+VD3/dnjdRKx4z5NR3vcgFVa4RnJzc93+DggIQEBAgEe5vLw8AEBQUFCRdTm/ZtbXKeKsr7g6i6qvpLbc+HW3TFvMoNSRnDBhAo4cOYLbb78dCQkJuO222xASEmJ024iIiKiSMauD7xy9c5o8eTJeeuklU/ZVmSh1JDds2IA6dergq6++QmhoqNFtIiIiIjJUZmam26CXaDQSAKpXrw4AxcYc5ufnA4DUIJqzPmedon5TUfVVr14dZ86cKbItzu1k22IGpWSbs2fPomvXruxEEhERkWHMzNoOCQlx+ymqI9moUSMA1zueRXGuc5YtTsOGDV2/Hz16tFT1Of8uaTuHw+G2H29S6khGRkYKY3mIiIiIVFlh+p+2bdsCALKzs4tMptm5cycAuM0xWZSQkBA0adLEbTvZ+px/l7Rd06ZNhdMDeYPSV9uDBg3Cu+++i/PnzxcbjFqZ6QOLVWM+vJlsIpNEYEWqbbRDYoGRr4l+u8LCQo8yVvsH0czrzwrB/zL0iUtGJjJ5M5lPxKjX1w73KVVmXqd8f4lFRESgY8eOSE9PR3JyMiZOnOi2fuvWrcjMzERAQAD69u0rVecDDzyA1157DcnJyXj00Ufd1uXn52Pt2rUAgAEDBnhs9/7772PNmjXCPldycrJwO29SGpGcNGkSIiMjERsbW+KDxomIiIhkWGFEErieVAwAiYmJ2L17t2t5dnY24uPjAQCjRo1yC/FLSUlB8+bNERMT41Hf2LFjUa1aNaSlpeG9995zLS8sLER8fDzOnTuHjh074u6773bbrk+fPmjbti3OnTuH+Ph4twGAd999Fxs3bkRwcDD+8Y9/lPoYjSI1IvnYY495LLvllluwatUqNGnSBB06dECDBg2K/E95wYIFZW8pERERkRf0798fY8aMwaxZs9ClSxfExMQgKCgIGzduxLlz5xAdHY2pU6e6bZOTk4N9+/YJ59WuX78+Fi5ciIcffhgjRozAggUL0KhRI6Snp+Pw4cOoU6cOkpOTPUZyHQ4HPvvsM3Tv3h2LFi3C1q1b0bFjR2RkZGDHjh2oUqUKFi1ahLp165p6Pooj1ZFcuHBhkevy8/Px9ddfF7meHUkiIiKSYYUJyZ2SkpIQHR2Nt99+G9u2bcOVK1fQuHFjJCQk4JlnnoG/v3+p6hs8eDBuueUWvPLKK9iyZQv27NmDevXqYeTIkZg0aRLq1Kkj3K5Zs2b4z3/+g2nTpuHzzz9HSkoKQkNDMWDAAEycOFEqTtNMUh3JDz/80Ox2EBEREVlKbGwsYmNjpcrGxcUhLi6u2DLt27fHihUrSt2OunXrYs6cOZgzZ06ptzWbVEdy+PDhZrejwjMzkYVPxFGjmshkVHKPUU96kW2Pvpyobn2yjegrmitXrngsu3r1qtvfokQe/f5F7bZasg+g9iQf0TZVqrjfbkWjGaLpSPR1+fr6epSxWmKDkfcEu95fZNjxCTWA+QlAVhmRJDlKyTZHjx7FmTNnSix39uzZIuc+IiIiIiJ7U+pIRkVF4YUXXiix3IsvvohbbrlFZRdERERUyVgla5vkKc0jWZoXhi8gERERyeBX2/aj1JGUlZeXV+qspsrEzPhDlfg/2bgXmVg7lfZYkbfbLTORvczrJvOaiN6b1apVc/tb9OxWURyjTGyjzLm0w3ViVGyrbKyjzETyMkTn1qzXxA6vo9m8GQNth4nFeU1UXKZ0JK9du4a9e/di06ZNaNCggRm7ICIiogqGI5L2Ix0j6evr6/oBgI8++sht2Y0/fn5+uP3225GdnV2uj+0hIiIiIvNIj0je2KN3OBzF9vD9/PwQERGBgQMHYsqUKWVrIREREVUKHJG0H+mO5I0xUD4+PoiLi8MHH3xgSqOIiIiIyPqUYiQnT56Mtm3bGt0W29OP2hpBJvmipLbIkp3YXCVAvCIn5MgyKmheNYhfP7G1qExgYKDb30FBQSWWATwTd0QTchuVJOTt4H+V102UEHP58mW3v0WTvZ8/f95jmb6cqG59shNn1TCP7PWncp0amRClsn8jJxovS6IoRyTtRbkjSURERESVW5mztr/77jt8/fXX+P3336FpGiIiItCjRw907drViPYRERFRJcERSftR7kgeOnQIw4YNw3fffQfgfy+Uc2i8c+fOWLRoEZo0aWJAM4mIiKiiY0fSfpQ6ksePH0f37t1x8uRJVKtWDb1790ZUVBQA4MiRI/jXv/6F7777DnfeeSfS09Nx8803G9poIiIiIip/Sh3Jf/7znzh58iQGDhyIuXPn4qabbnJbn5WVhfj4eCxfvhyTJ0/G+++/b0hj7UQl2USGFYKhZRjZTr2K/N+lUQk5MmVEyR65ubklbidSpYr7rcSoZBszryMR1XMrk+yiT5KReRoQ4PkEHNUkJVXefg28yZsJKarXlpkJeGYqy3niiKS9SE9IfqP169ejfv36+PTTTz06kQAQHh6OTz75BPXr10dqamqZG0lERERE1qPUkTxz5gy6detW7HO0/f390a1bN5w9e1a5cURERFR5OEckjf4h8yh1JCMiIoTznelduHCB8ZFEREREFZRSjOTgwYMxe/ZsHDt2rMiO4rFjx7Bp0yaMGjWqTA2sKIyKc5Fl5mS4KvGf3o7hset/oEa9bqJ69DF5ohi9K1euuP1dUFDgUUY/sTbgGf8nE0dYkchM9q6PdRR9oyOzTF9PUftTKVORmRlbamb8o4gdYonLUjdjJO1FaURy0qRJaNWqFXr27InPP//cY/26desQExOD1q1bc/JyIiIiogpKaUTy3nvvhY+PDw4cOID7778fNWrUQKNGjQBcn/7n3LlzAICuXbvi3nvvddvW4XBg48aNZWo0ERERVTwckbQfpY7k119/7fpd0zScPXtWmFSzbds2j2WV/esVIiIiEmNH0n6UOpJfffWV0e0gIiIiIptR6kj++c9/NrodFcKNo60q/wHZISEH8GynaqC5asC4PrFBNtlEpk0qZYxk5gTJ+vPm5+fnUSYwMNDt7+rVq0vVLTMht1HXjcz+RUSTpOupJq2YOdl6eY+mlPf+vZnMZ2TSjMp58/Zk8zLK4/Uv72uOSkcp2YaIiIiISGlE0knTNKxfvx7btm3DH3/8gc6dO+Oxxx4DAPzxxx84e/YsGjduLJyugoiIiOhGjJG0H+WO5A8//IAHH3wQBw4cgKZpcDgcuHLliqsj+eWXX+KRRx7BqlWrcN999xnWYCIiIiKyBqWvtn///Xf06tUL+/fvR58+fTBjxgyPHn///v3h5+eH1atXG9JQIiIiqtj4iET7URqRfOWVV5CdnY233noLY8aMAQC8+OKLbmWqVauGNm3aID09veyttAm7X6zefrKMzBNyzHxih2g7oxJAVK8FM68hmfOk8oQW2borO/1rq38akKiMaJmRT0hRqcfI95vK+9vM+5RM0pZRT6Mpapk32f0zi6xBaUTyX//6F5o3b+7qRBalUaNGOHHihFLDnJYtW4YePXqgZs2aCAoKQps2bTBjxgyPR7mVxurVq9GvXz/UrVsX/v7+qF27Nu644w68/PLLZWorERERqeOIpP0odSSPHz+OVq1alVjO4XAgNzdXZRcAgLFjxyI2NhbffPMNOnXqhN69e+Po0aMYN24cevbsiYsXL5aqvsuXLyM2Nhb9+/dHWloaWrRogUGDBqFly5Y4dOgQZs2apdxWIiIiKht2JO1H6avtoKAg/PHHHyWWy8jIQFhYmMousGrVKiQlJSE4OBibN29Gu3btAABZWVno2bMntm7dikmTJmHmzJnSdf7973/HsmXL0L9/f7z33nsIDw93rbt27Rp27Nih1FYiIiKiykipI9mqVSvs2rULWVlZbp2xG/3222/44Ycf8Je//EWpYa+88goAICEhwdWJBIDw8HDMnTsX3bt3x5w5czBp0iSEhoaWWN/GjRuxaNEitGzZEkuXLvWYjNnHxwddunRRaqs3WfE/KzPjuoyaIFp2O5X4R9ljU4m/Mmpib7OZGctqVD3ejCOU2a6842FF5YyaSF02jtZqE4lXpPhHu+L0P/aj9NX20KFDkZeXhyeeeAIXLlzwWH/58mXEx8fjypUrGDp0aKnrP3bsmCtJZ8iQIR7ru3XrhsjISBQUFCA1NVWqztmzZwO4/nW56IkeRERERFQ6SiOSjz76KD799FOsWbMGzZs3R+/evQFcn1tyzJgxWLNmDY4ePYpevXrhwQcfLHX9e/bsAQCEhYUhKipKWKZDhw7IzMzEnj178PDDDxdbX2FhITZu3AgAuPPOO3Hy5EksXrwY+/btQ0BAANq2bYuBAwciODi41G0lIiIiY3BE0n6UOpK+vr5Yu3YtnnzySSxevBjvv/8+gOsdQGcncODAgfjwww+VGpWRkQEAaNCgQZFlIiMj3coW5/Dhw8jPzwcAfPfdd4iPj3f97fTCCy9g8eLF6Nmzp1KbiYiIiCob5SfbBAcH49NPP8WkSZOQmpqKw4cP49q1a4iMjESfPn1w++23KzcqLy8PwPWknuL2D0AqKzw7O9v1++OPP4477rgDM2fORPPmzXHo0CFMmDABqampuP/++7F79240bdq0yLoKCgpQUFDg+rssWelERET0PxyRtJ8yPWsbAJo3b47mzZsb0RbT3HgR3XzzzdiwYQMCAgIAAG3atMGaNWtw++2346effkJiYiIWLFhQZF3Tp0/HlClTTG+n3beTSSyRqdeoyb9lg+G9GSBvVJKSt5N9ZPDGXTIzk0/0E8vLbiezP9Frqy8jmmzdKLLXu1nJfLLnUfQaGNEeO29HFZNSso3ZqlevDgA4f/58kWWcX02HhIRI1wcAcXFxrk6kk6+vL5588kkAQFpaWrF1jR8/Hjk5Oa6fzMzMEvdPREREJeM8kvajNCK5Z88efPnll9i7dy+ys7PhcDgQFhaGVq1a4e6770br1q3L1KhGjRoBQLGdNOc6Z9mS6nM4HNA0DbfccouwjHN5SU/iCQgI8OiIEhERUdnxq237KVVH8rfffsMTTzyBTZs2uZY5XyDnUPe4ceNw9913491333UlxJRW27ZtAVyPbczIyBBmbu/cuRMA3OaYLEpwcDCaNWuGX3/9FVlZWcIyzuXM3CYiIiKSI92RzMjIQHR0NE6dOgVN0xAWFoZ27dohPDwc165dQ1ZWFvbs2YOzZ8/iiy++wB133IGtW7eiYcOGpW5UREQEOnbsiPT0dCQnJ2PixIlu67du3YrMzEwEBASgb9++UnUOHjwYU6dORVpaGp555hmP9V9++SUAoFOnTqVuL3C9I60SE1NaRv5nZVQ8ll3jZUSvl36ZUWUAz/OkGscmc53Z9TWpKMr7/MveJ/TlVOJoRduJ6pFZJlNGNf7XioyKATfqc8Fb121x++GIpP1I93wee+wxnDx5Ek2aNMG6deuQlZWFL774AsnJyVi8eDHS0tKQnZ2NtWvXonHjxjh27Bgef/xx5YZNmDABAJCYmIjdu3e7lmdnZyM+Ph4AMGrUKLen2qSkpKB58+aIiYnxqG/MmDGoWbMmUlNTMX/+fLd1ixcvxqeffuoqR0REREQlk+pIpqenY/Pmzbj11luxY8cO9OnTp8iy9957L9LT09G0aVN89dVX2LVrl1LD+vfvjzFjxiA/Px9dunRBnz59MGjQIDRp0gQ//vgjoqOjMXXqVLdtcnJysG/fPhw6dMijvvDwcCxZsgSBgYF46qmn0LJlSwwePBjt2rXDww8/DE3TMGnSJOkRTiIiIjIWk23sR6ojuXTpUjgcDrz11ltSz7UODQ3FW2+9BU3TsHTpUuXGJSUlYcmSJejatSu2bduG1NRUREREIDExEZs2bULVqlVLVd9f/vIX/PDDDxg+fDjOnTuH1atX4+jRo+jbty82bNiAl19+WbmtRERERJWNVIzkrl27ULNmTdejEGX06dMHYWFhrmdmq4qNjUVsbKxU2bi4OMTFxRVb5tZbb8XChQvL1CYiIiIyHmMk7UeqI3ngwAFXJnVptGvXDr/88kupt7Mjh8NRbACxahCzPrFCVI9M0obMdrJ1y2ynkliiOmm4kRM7q5wT0bH5+vqWuExURl+XTBnZZB+V1032ui3v5BIV3m6zatKEygT0qskuoonEZcrol4n2JVO3arKNUQ8zMPMBAEaVEZUzqoyRiUzFnX873i+oaFIdyZycHISHh5e68vDwcOTk5JR6OyIiIqp8OCJpP1IdyfPnz5c6HhG4Pnl3cU+nISIiInJiR9J+pJJt+CIQERERkZ70hOQHDx7EokWLSlX5wYMHS90gIiIiqpw4Imk/0h3Jb775Bt98802pKtc0rdIE1V69ehVXrlwp1TYq58YK57O835RGBdGrBp/LlFFl16cNGXUOyvvaEjHrfWrka2RUIo9q3apUEueMTDgsaRtvK+/9q77Wpd3u6tWrSvsha5LqSDZo0KDcL3AiIiKq2DgiaT9SHckjR46Y3AwiIiIishvpr7aJiIiIzMQRSfthR9Ig+ovfqMlgVeoRlZOZ6Fd1EmPVMqqTKOsnNpY5fpnJkEXlZCZfFpURxQCptEn13IrIlJMp4604qorGzBg9mUnqRfQT3ov2r1JGtP8qVTw/bvTbicrITNJv1OT+qg8gUN3OqIcLqJZReXBEUeVKKnNjPZX9XlDRsCNJRERElsGOpr2wI0lERESWwK+27Ufu+w8iIiIiIh2OSBIREZElcETSftiRNEiVKlXg5+dX5HqjEhRk61HZn5l1yyaEGMWoCZpVE5lUE6dU6padaNqoyadVE0LsMCG0HSb2Vj2PMkkTRiWNyO5fJpFHZdJyEW9fW7IJTzeSbaNRk+Sbed6K206UaEj2xY4kERERWQJHJO2HMZJEREREpIQjkkRERGQJHJG0H45IEhEREZESjkgaxMfHp9TB1SoB6rIB0yrbGRmgL1O3nujJEzJ1G/nEBjPPmzepBPqLeDv434rMSlyTrdfbiWpmUU1uU0mAE5VTTVxTfZKUWU83k91Ovz/VekRkjq04xd2fOCJpPxyRJCIiIiIlHJEkIiIiS+CIpP2wI0lERESWwI6k/bAjaZDCwsJiJ1kVxYPJxJWYOWGsTBydUZPYGjkZrkzdqhMkq9RtxfhLMycNr+yMOkdGfrgZFZNpZhyjUZP7q9Zt5rGJqGynOtm9ahytmRPpF7cdJySvWNiRJCIiIkvgiKT9MNmGiIiIiJRwRJKIiIgsgSOS9sMRSSIiIiJSwhFJg2iaVm4TB5v531Zl+0/OqEQWM5OUZFgxacau15IVz6VRzErS8XZCSkXh7WutvK7t4l5DjkjaD0ckiYiIiEySl5eHCRMmoFmzZqhatSrCw8Nx7733YtOmTcp1Xrt2DfPnz0fnzp1RvXp1VK9eHZ07d8a7775b5CwG27Ztwz//+U9069YNtWrVgp+fH8LDw/GXv/wFn376qXKHmyOSREREZAkVbUTy9OnT6N69O/bv34969erhvvvuw6lTp7B+/XqsX78eSUlJGD16dKnqLCwsRGxsLFauXIlq1aohJiYGAJCWloYnn3wSaWlpWLx4sdvUdIcPH0Z0dDQAICwsDB06dEDNmjVx+PBhpKWlubZZsWIF/P39S9UejkgSERGRJTg7kkb/lJcRI0Zg//79iImJwcGDB7F06VJs3rwZn3/+OXx8fDB27Fj85z//KVWds2fPxsqVK3HzzTfjp59+wpo1a7BmzRrs3bsX9evXx7JlyzB37ly3bRwOB3r27In169fj9OnT2LBhAxYvXowdO3bg66+/RlBQED7//HMkJiaW+hgdGoMHyiQ3NxehoaFISEhAQEBAqbY16tRbrR7VusyMMeVlbj12eU28GUfm7Zg1u7wGKsw6lzIPchAxsj0qdZl5bZW27oKCAiQmJiInJwchISEA/vdZ2rdvX/j5+RnavitXriA1NdVtf97w888/o0WLFvD19cWhQ4fQsGFDt/VPPPEEFixYgIceegifffaZVJ3Xrl3DzTffjJMnT+KTTz7B3/72N7f1n3zyCR555BHUr18fmZmZ0tfrtGnTMGnSJDRu3BgHDx6UO8D/4ogkERERWUJFGpFMSUkBAERHR3t0IgFgyJAhAIC1a9fiypUrUnV+++23OHnyJAICAjBw4ECP9QMHDoS/vz+OHz+O7du3S7e1bdu2AIDMzEzpbZzYkSQiIiIy2J49ewAAHTp0EK53Lj9//jwOHDhQqjpbtGiBwMBAj/VVq1ZFixYt3MrKcO6/Xr160ts4sSNJREREllCRRiQzMjIAAA0aNBCuDwkJcX3V7ixb1joBIDIyslR1XrhwAbNmzQIA4ShnSZi1TURERBVebm6u298BAQGlzm0ojby8PABAUFBQkWWCg4ORm5vr0bay1gl4Hm9R4uPjkZGRgfr162PChAlS29yIHclyZFTwc0UJ0Pf19TVtX6r1GHms5TVhvVVV5Im+7cJqCSki5T0pf0VOtrIiM6f/cY7UOU2ePBkvvfSScJsXX3wRa9asKfW+3n//fXTr1q3U25WXqVOn4qOPPkJgYCCWLl2KWrVqlboOdiSJiIiowsvMzHTL2i5uNPL48ePYt29fqfeRn5/v+r169eoArsdAllReNpvcyDrfeOMN/POf/0RAQABSUlJc80yWFmMkiYiIyBLMjJF0xiQ6f4rrSH7yySdK++ndu7erjkaNGgEAjh49KtzHjV9pO8uWpKQ6gf9lXhdX5+zZs/Hcc8/B398fK1ascGt3abEjSURERJZQkZJt2rVrBwDYuXOncL1zeVBQEG699dZS1bl3715cunTJY/3Fixexd+9et7J6b7/9NsaMGePqRN57771S+y4KO5JEREREBuvfvz8A4JtvvhGOICYnJwMA7rvvPulJ2Lt27Yq6deuioKAAK1as8Fi/YsUKXL58GfXr10fnzp091r/zzjsYNWqUqxP517/+tRRHJMYYSQNVlkDp8j7O8n4ah+r+RclEZu2LyCiVKdmkvPdPFetZ2y1atMD999+P1atX4/HHH8eaNWtQtWpVAMD69euxcOFC+Pj4YPz48R7bDhs2DDt27MCoUaMwatQo13IfHx+MGzcOzzzzDMaNG4c77rgDUVFRAK5P95OQkAAAGD9+vEfS23vvvYf4+HhDO5EAO5JEREREpnj33Xfx888/Iy0tDY0bN0b37t1x+vRpbN68GZqmISkpCa1bt/bY7ujRo9i3bx+ysrI81o0ePRr//ve/kZKSgpYtW6JXr14AgLS0NFy4cAGDBg1CfHy82zbff/89nnzySWiahltuuQXLly/H8uXLhW1euHBhqY6RHUkiIiKyjIr0TUzt2rWxc+dOTJ8+HStWrMDq1asRFBSEe+65B88//zxiYmJKXaevry+WL1+O9957D++//z42btwI4PoI6OOPP44RI0Z4jK6fO3fOdV5//fVX/Prrr0XWX9qOpEOrSK9YOXA+aD4hIUH4uCIyXnlfst7cf3kfKxG/2iajXbp0CYmJicjJyXFNUeP8LO3VqxeqVDF2jOvq1atIS0tz2x8ZhyOSZDvlfbPX79/Mzl55HyuRN/F6p4oUI1lZMGubiIiIiJRwRJKIiIgsgSOS9sOOJBEREVkCO5L2w6+2iYiIiEgJRySJyogJAkRExuCIpP1wRJKIiIiIlHBEkoiIiCyBI5L2wxFJIiIiIlLCEUkiIiKyBI5I2g87kkRERBUcO1NkFnYkiYiIyBI4Imk/7EgSERGRJbAjaT9MtiEiIiIiJRyRNFBp/+vRT2TN/5rMw0nDiSqXinI/lbl3mXms3r53ckTSfjgiSURERERKOCJJRERElsARSfvhiCQRERERKeGIJBEREVkCRyTthx3JcqS/uJkQQkRkjMp0P61Mx0rWw44kERERWQJHJO2HHUkiIiKyBHYk7YfJNkRERESkhCOSREREZAkckbQfdiQtROZilw2qrihvHAaRE1F5qij3UiKzsCNJRERElsARSfthjCQRERERKeGIJBEREVkCRyTthx1JA1kpnk+lLUa+2fT7V61btF15H5uelV53Iqsy6j1o5PutMt0X2Jkis7AjSURERJbAEUn7sXyM5LJly9CjRw/UrFkTQUFBaNOmDWbMmIErV66Uuq7z589j+vTp6NChA0JCQuDn54e6devir3/9K9asWWNC64mIiKg0nJ1Jo37IXJYekRw7diySkpJQpUoV9OzZE8HBwdi0aRPGjRuHtWvX4osvvkDVqlWl6srOzsadd96Jn3/+GcHBwbjjjjtQo0YNHDx4EOvWrcO6deswZswYJCUlmXxURERERBWDZUckV61ahaSkJAQHB2P79u3YsGEDVqxYgQMHDqBVq1bYunUrJk2aJF3fyy+/jJ9//hnt27fHb7/9hg0bNmDJkiXYtWsX1q1bhypVqmDWrFn47rvvTDwqIiIiKorRo5EclTSfZTuSr7zyCgAgISEB7dq1cy0PDw/H3LlzAQBz5sxBTk6OVH2bNm0CAIwbNw5hYWFu6/r27Yu77roLAPDtt9+Wue125XA4DPvxZt3ePjYj2kNU2Vjx/VaZ7gtmHqvdzw2VjSU7kseOHUN6ejoAYMiQIR7ru3XrhsjISBQUFCA1NVWqzsDAQKly4eHh8g0lIiIiw3BE0n4s2ZHcs2cPACAsLAxRUVHCMh06dHArW5I+ffoAAF599VWcOXPGbV1qaiq++uor1K1bF/369VNtNhEREVGlYslkm4yMDABAgwYNiiwTGRnpVrYk48aNw44dO7BhwwY0bNgQ0dHRrmSbXbt2ITo6GgsWLEBoaGix9RQUFKCgoMD1d25urtT+iYiIqHic/sd+LNmRzMvLAwAEBQUVWSY4OBiAfEcuKCgIa9euxYQJE/D6669jw4YNrnW1atVCr169cPPNN5dYz/Tp0zFlyhThOl6sFY9qPE9luxZUzpNdzxGvCTUy562ynyO7Ytxj5WbJr7bNcOLECURHR2P27NmYNm0aDh8+jPz8fOzYsQPt27fHlClT0K1bN1cntijjx49HTk6O6yczM9NLR0BERFSxMUbSfizZkaxevTqA6xOIFyU/Px8AEBISIlXn8OHDkZ6ejqlTp2LChAmIiopCUFAQOnbsiM8//xytWrXCDz/8gJkzZxZbT0BAAEJCQtx+iIiIqOzYkbQfS3YkGzVqBADFjvY51znLFufYsWP48ssvAQAPP/ywx3o/Pz8MGjQIAJCWllbK1hIRERFVTpbsSLZt2xbA9afRFJVMs3PnTgBwm2OyKEePHnX9XtQIojPJRp/RTURERN7BEUn7sWSyTUREBDp27Ij09HQkJydj4sSJbuu3bt2KzMxMBAQEoG/fviXWd2MSzfbt2/GXv/zFo4zziTZFTTckgwHHRfP2G7m8X4vy3r8dVLZzVNmOV4WR58ioe05Fed3MvAezo1a5WXJEEgAmTJgAAEhMTMTu3btdy7OzsxEfHw8AGDVqlNt0PSkpKWjevDliYmLc6mrQoAE6duwIAPjHP/6BI0eOuK3/5JNPsGTJEgDiCdCJiIjIfByRtB9LjkgCQP/+/TFmzBjMmjULXbp0QUxMDIKCgrBx40acO3cO0dHRmDp1qts2OTk52LdvHy5duuRR3wcffIC77roLv/zyC2677TZ06dIF4eHh+OWXX7B3714AwNChQ/G3v/3NK8dHREREZHeW7UgCQFJSEqKjo/H2229j27ZtuHLlCho3boyEhAQ888wz8Pf3l66rZcuW+Omnn/Dmm29i/fr1SE9PR0FBAWrWrIl77rkHjz32GGJjY008GiIiIioOJyS3H4fGM1wmubm5CA0NRUJCgvTzvCujyhYjSUTlizGS7qz0UV9QUIDExETk5OS4EmCdn6UtWrSAr6+vofsrLCzE3r173fZHxrH0iCRVHHa9GavefK14vPpjKe82WumDrTTK+7yRcSrTa6n6ZCHRdmYn7nBE0l4sm2xDRERERNbGEUkiIiKyBI5I2g87kkRERGQJ7EjaDzuSJuGFW7nZ4fWXaaOZMWSVKT6tLOxwLdkVz6072fck37t0I3YkiYiIyBI4Imk/TLYhIiIiIiUckSQiIiJL4Iik/XBEkoiIiIiUcETSJPpg5Io0sTUZo7yTXUiNt9/LvAaoMuGIpP1wRJKIiIiIlHBEkoiIiCyBI5L2w44kERERWQI7kvbDr7aJiIiISAlHJA1kxn89VvxPqryD/614TsxSmY61ouNr6UnlXmLkefTmvYyvvxyOSNoPRySJiIiISAlHJImIiMgyOIJoLxyRJCIiIiIlHJE0kDfibazwn5oV2lCZlXeMKtmTFd+35d2m8t4/eWKMpP1wRJKIiIiIlHBEkoiIiCyBI5L2w44kERERWQI7kvbDr7aJiIiISAlHJG2GiRaVi+g/af0yM68J/ifvXeX9/i7v/RNxRNJ+OCJJREREREo4IklERESWwBFJ++GIJBEREREp4YhkOeJ/Se5E8VlmniOZeDAj929W/Bmvo4qjvF9Lmf2b+T719nuSjGHkvY0jkvbDEUkiIiIiUsKOJBEREVmCc0TS6J/ylJeXhwkTJqBZs2aoWrUqwsPDce+992LTpk3KdV67dg3z589H586dUb16dVSvXh2dO3fGu+++W6rjnTt3LhwOBxwOB5544gmltvCrbSIiIrKEivbV9unTp9G9e3fs378f9erVw3333YdTp05h/fr1WL9+PZKSkjB69OhS1VlYWIjY2FisXLkS1apVQ0xMDAAgLS0NTz75JNLS0rB48WL4+BQ/Vnj48GG8+OKLcDgcZTpHHJEkIiIiMsGIESOwf/9+xMTE4ODBg1i6dCk2b96Mzz//HD4+Phg7diz+85//lKrO2bNnY+XKlbj55pvx008/Yc2aNVizZg327t2L+vXrY9myZZg7d26xdVy7dg1xcXFwOBwYNmxYWQ6RHcny5BxO9saPHYi+jjDzeGW+/jDy3Kp81eLNa8TI66a8213e58DIeq12/Ea9b2TPiepXlN683sub1a6RsqhIX23//PPPWL16NXx9fbFgwQJUq1bNta5v376Ii4vDtWvXMH36dOk6r127hldffRUA8OqrryIqKsq1LioqyrVu+vTpuHbtWpH1JCUlYcuWLXj11VfRqFGjUh6ZO3YkiYiIiAyWkpICAIiOjkbDhg091g8ZMgQAsHbtWly5ckWqzm+//RYnT55EQEAABg4c6LF+4MCB8Pf3x/Hjx7F9+3ZhHfv27cPEiRPx5z//GU8//bTs4RSJHUkiIiKyhIo0Irlnzx4AQIcOHYTrncvPnz+PAwcOlKrOFi1aIDAw0GN91apV0aJFC7eyNyosLMTw4cPhcDiwYMECQ0aU2ZEkIiIiMlhGRgYAoEGDBsL1ISEhCAkJcStb1joBIDIyssg6X3vtNWzfvh3/93//h8aNG0vtsyTM2iYiIiJLMDNrOzc31215QEAAAgICDN3XjfLy8gAAQUFBRZYJDg5Gbm6uR9vKWifgebw//fQTJk+ejDvuuANjxoyR2p8MdiQrCTsHkqvw5vHa9dya+XVPec/bVt4q0vGX9/XN9zIZxTlS5zR58mS89NJLwrIvvvgi1qxZU+p9vP/+++jWrZtK80x19epVDB8+HD4+Pvjggw9KnBqoNNiRJCIiIkswc0QyMzPT9VUygGJHI48fP459+/aVel/5+fmu36tXrw7gegxkSeVvbFdxVOv8v//7P+zevRuvvvoqmjVrJrUvWexIEhERkSWY2ZG8MSaxJJ988gk++eSTMu23UaNG2L17N44ePSpcf+NX2rJT8DjLFVUncL3DrK/TmUG+du1apKamupU/cuQIAGDdunXo0aMHAODrr7+Wag/AjiQRERGR4dq1a4eVK1di586dwvXO5UFBQbj11lul6wSAvXv34tKlSx6Z2xcvXsTevXvdyt5o69atRdZ98uRJnDx5UqodN2LWtoGKm2rArCkN+GOfH29cd95oj10nOvbmsRnJ6tefkW3kT+X4KY9rqTz0798fAPDNN98IRxCTk5MBAPfddx/8/Pyk6uzatSvq1q2LgoICrFixwmP9ihUrcPnyZdSvXx+dO3d2Lf/++++LPDeTJ08GADz++ONK54sdSSIiIiKDtWjRAvfffz8KCwvx+OOP4+LFi65169evx8KFC+Hj44Px48d7bDts2DA0b94cc+bMcVvu4+ODcePGAQDGjRvnNsVPRkYGEhISAADjx483NKGmOPxqm4iIiCzBjBHE8hqRBIB3330XP//8M9LS0tC4cWN0794dp0+fxubNm6FpGpKSktC6dWuP7Y4ePYp9+/YhKyvLY93o0aPx73//GykpKWjZsiV69eoFAEhLS8OFCxcwaNAgxMfHm35sThyRJCIiIjJB7dq1sXPnTiQkJCA4OBirV6/Gf/7zH9xzzz1IS0tTms/R19cXy5cvxzvvvIM//elP2LhxIzZu3IgWLVrgnXfewdKlS702GgkADq08u+oVQG5uLkJDQ5GQkOA2lYA+ToqnmcyK+fP2teXN2EW7HpsV3+9mvm5WPF6yroKCAiQmJiInJ8eVRe38LA0LCzO8E3Tt2jWcOXPGbX9kHH617SWVfaJbmQ8ab3/QeXt/+mVG7d8u15bKNWCFY1PpJFmh3WapbO9lUsN/LioPdiSJiIjIEipajGRlwI4kERERWQY7fvbCZBsiIiIiUsIRSSIiIrIEM0YjOcJpLnYkTcIAfXflfWze3n95H6+ZzLwpV5Qbvupx2OG6Ke82lvf+qeK8T8kY7EgSERGRJXBE0n4YI0lERERESjgiSURERJbAEUn7YUfSQnixk1HMjCNjjJo98f5CRGZgR5KIiIgsgSOS9sOOJBEREVkCO5L2w2QbIiIiIlLCEUkiIiKyBI5I2g87khWAFZMfyntC9vKeENrMG5cVX2+iG/G9bL33KTtTZBZ2JImIiMgSOCJpP4yRJCIiIiIlHJEkIiIiS+CIpP2wI1kBiN4k5R2fo7J/I4/DjscPyN3wvHlTLO/zaCa7xL6V94dgeV8D3ty/zLku7/Mhq7yvG6o82JEkIiIiS+CIpP2wI0lERESWwI6k/TDZhoiIiIiUcESSiIiILIEjkvbDjqSBbgzCLu8Lt7z3b5SKchxkrvKeAN8oVrzerdim8sTzIceK7y8yBzuSREREZAkckbQfxkgSERERkRKOSBIREZElcETSfjgiSURERERKOCJpEqMCje3wFJPyfkKImedI1Mby/u/Wm+fNLsdqZmB/eZ8DPSOPtbyPTeZYjGqjFe833jx+VRXhSU7lfQ4rOsuOSO7btw+zZ89GXFwcWrVqhSpVqsDhcGDatGllqjctLQ19+/ZFeHg4qlatiubNm2PixInIz883qOVERERElYNlRyTnzZuHpKQkQ+t888038eyzz8LhcKB79+6oU6cOtmzZgldeeQUrVqzA1q1bER4ebug+iYiISA5HJO3HsiOSLVu2xPPPP49PP/0Uv/zyCx555JEy1bdnzx4899xz8PX1xbp167B582YsXboUhw4dQkxMDPbt24ennnrKoNYTERFRaWmaZsoPmceyI5JPPPGE298+PmXr806fPh2apuHRRx9Fnz59XMurVauGBQsW4JZbbsGKFSvw66+/onnz5mXal5G8Gbco2kZm/2a20cz9qyrviXZ5U6zcvB2jV9682cbKFu9NZATLjkga6fLly1i3bh0AYMiQIR7rGzZsiOjoaABASkqKV9tGRERE13FE0n4qRUdy//79uHDhAgCgQ4cOwjLO5Xv27PFau4iIiIjszLJfbRspIyMDAFCjRg1Ur15dWCYyMtKtLBEREXkfRxDtpVJ0JPPy8gAAQUFBRZYJDg4GAOTm5hZbV0FBAQoKClx/5+TkuJYTERFR8Zyfl+wwVgyVoiNppOnTp2PKlCkey998881yaA0REZE9ZWdnIzQ0FADg7++PunXr4uTJk6bsq27duvD39zel7squUnQknV9nnz9/vsgyzgnJQ0JCiq1r/PjxePbZZ11/nzt3Dg0bNsTRo0ddbwgyT25uLiIjI5GZmVnia0XG4Dn3Lp5v7+L59r6cnBw0aNAAYWFhrmWBgYHIyMjA5cuXTdmnv78/AgMDTam7sqsUHclGjRoBuN7py8vLE8ZJZmZmupUtSkBAAAICAjyWh4aG8ibkRSEhITzfXsZz7l08397F8+19+mn9AgMD2dmzoUqRtd2sWTNUq1YNALBz505hGefydu3aea1dRERERHZWKTqS/v7+uPfeewEAycnJHut/++03bNu2DQDwwAMPeLVtRERERHZVoTqSc+bMQfPmzTFs2DCPdQkJCXA4HPjwww/xr3/9y7X8woULePzxx1FYWIiBAweW+qk2AQEBmDx5svDrbjIez7f38Zx7F8+3d/F8ex/PecXi0Cyaf797927Ex8e7/j506BCysrIQERGBm2++2bU8JSUF9erVAwC89NJLmDJlCv785z/j66+/9qjzzTffxLPPPguHw4E///nPqF27NrZs2YITJ06gWbNm2Lp1K8LDw00/NiIiIqKKwLLJNrm5udi+fbvH8t9//x2///676+/SzN/4zDPPoFWrVnj99dexY8cOnD9/Hg0aNMD48eMxfvz4IicrJyIiIiJPlh2RJCIiIiJrq1AxkkRERETkPexI6ixbtgw9evRAzZo1ERQUhDZt2mDGjBm4cuWKUn27du3C4MGDUadOHQQGBiIqKgqjR4/G6dOnDW65PRl1vvfs2YPp06cjJiYGderUgZ+fH2rWrInu3bvj7bffVn79Khqjr+8bpaamwuFwwOFwoFevXga0tmIw45yvXr0a/fr1cz2to3bt2rjjjjvw8ssvG9hyezLyfJ8/fx7Tp09Hhw4dEBISAj8/P9StWxd//etfsWbNGhNaby/79u3D7NmzERcXh1atWqFKlSpwOByYNm1amepNS0tD3759ER4ejqpVq6J58+aYOHGi68EhZDEaufzjH//QAGhVqlTR7r77bm3AgAFajRo1NABat27dtAsXLpSqvmXLlmlVqlTRAGgdO3bUYmNjtVtuuUUDoNWpU0c7cOCASUdiD0ad7ytXrmgANABacHCwdtddd2kPPfSQ1q1bN83X11cDoHXq1Ek7e/asuQdkcUZf3zc6c+aMVr9+fc3hcGgAtJiYGANbbl9Gn/OCggJt8ODBGgCtatWqWs+ePbWHH35Yu+uuu7TatWtrtWrVMulI7MHI852VlaX96U9/ct1X7r77bi02NlZr166d634zZswYE4/G+pznW/8zdepU5TrfeOMNDYDmcDi0O++8Uxs8eLBWt25dDYDWrFkz7Y8//jDwCMgI7Ej+V0pKiuuGsWvXLtfyP/74Q2vVqpUGQHvuueek6zt27JhWrVo1DYA2f/581/KrV69qQ4cOdXUur127Zuhx2IWR5/vKlSta+/bttaVLl2qXLl1yW/ef//xHq1evngZAe/TRRw09Bjsx+vrW+9vf/qb5+vpqTz/9NDuS/2XGOR82bJgGQOvfv7/HB2phYaH27bffGtJ2OzL6fI8ZM0YDoLVv317Lzs52W7du3TrXIEFlPufvvfee9vzzz2uffvqp9ssvv2iPPPJImTqSu3fv1hwOh+br66ulpqa6lp8/f16LiYnRAGgDBw40qvlkEHYk/6tjx44aAG3atGke67Zs2aIB0AICArRz585J1ffCCy9oALRevXp5rMvLy9NCQ0M1ANq//vWvMrfdjow+38X5+OOPXSM4ly9fLnN9dmTm+V65cqUGQHvhhRe0Dz/8kB3J/zL6nKelpWkAtJYtW1ba67g4Rp/vli1bagC0pUuXCtf/5S9/0QBob7zxRpnaXZEMHz68TB1J52j7E0884bHuyJEjmo+PjwZA++WXX8raVDIQYyQBHDt2DOnp6QCAIUOGeKzv1q0bIiMjUVBQgNTUVKk6U1JSiqwvODgY/fr1AwCsXLlStdm2Zcb5Lk7btm0BABcvXkRWVlaZ67MbM893VlYWnnrqKTRr1ozxeTcw45zPnj0bADB27Fj4+fkZ19gKwIzzLfvMZ849bIzLly9j3bp1AMSvYcOGDREdHQ3gf5+vZA3sSOJ6ogYAhIWFISoqSlimQ4cObmWLk5eXh4MHD7ptV5b6Khqjz3dJDhw4AOD6ozLDwsLKXJ/dmHm+n376aWRlZWHBggXSH7yVgdHnvLCwEBs3bgQA3HnnnTh58iTeeustPP300xg7diw++uijSp2IYMY13qdPHwDAq6++ijNnzritS01NxVdffYW6deu6BgWobPbv348LFy4A4Oem3Vh2QnJvysjIAAA0aNCgyDKRkZFuZYtz5MgR1+9F1Vma+ioao893cTRNw4wZMwAAf/3rXyvlI7nMOt+LFy/G8uXL8Y9//MM1UkDXGX3ODx8+7Ooofvfdd4iPj/foOL7wwgtYvHgxevbsqdps2zLjGh83bhx27NiBDRs2uEbDatSogYMHD2LXrl2Ijo7GggULEBoaWvYDINfrUqNGjSIfDlKZPzetjCOSuD6CCABBQUFFlgkODgZw/Yk7svUVV2dp6qtojD7fxZkyZQq+/fZbBAcHIzExsUx12ZUZ5/vkyZMYOXIkGjdujFdeeaXsjaxgjD7n2dnZrt8ff/xxtG/fHunp6cjLy8P333+Pvn374o8//sD999/vGoGvTMy4xoOCgrB27Vo8//zzOH/+PDZs2IAlS5Zg165dqFWrFnr16uX2uF4qG29+LpCx2JGkCmvRokV4+eWX4ePjgw8++ABNmzYt7yZVGCNGjMDZs2fx/vvvo1q1auXdnApPu+EBZDfffDM2bNiADh06IDg4GG3atMGaNWvQsmVL5OfnV9p/mIx24sQJREdHY/bs2Zg2bZprVHjHjh1o3749pkyZgm7durkNHBBVRuxIAq5h9PPnzxdZxvk1UkhIiHR9xdVZmvoqGqPPt8iyZcvw2GOPAQDee+89DB48WKmeisDo8/3RRx9h7dq1eOqpp9CjRw9D2ljRmHlPiYuL8wjR8PX1xZNPPgng+mTOlY0Z95Thw4cjPT0dU6dOxYQJExAVFYWgoCB07NgRn3/+OVq1aoUffvgBM2fOLPsBkFc+F8gcjJEE0KhRIwBAZmZmkWWc65xli9OwYUPX70ePHkWrVq3KVF9FY/T51lu5ciWGDBmCa9euYf78+a4OZWVl9Pl2Zkymp6d7dCRPnjwJ4PoTnZzrFi9ejLp165au0TZn9Dlv1KgRHA4HNE3DLbfcIizjXH7ixInSNbYCMPp8Hzt2DF9++SUA4OGHH/ZY7+fnh0GDBuHHH39EWloapkyZUvpGkxvn63Lu3Dnk5eUJ4yQr8+emlXFEEv+bHiY7O7vIIN6dO3cCANq1a1difSEhIWjSpInbdmWpr6Ix+nzfaNWqVXjooYdQWFiIefPm4e9//3vZGlsBmHW+d+7cic2bN7v97Nu3D8D1DwPnskuXLpXxCOzH6HMeHByMZs2aAUCRU1g5lzvjyCoTo8/30aNHXb8XNfrlTLLRZ3STmmbNmrnCZPi5aS/sSAKIiIhAx44dAQDJycke67du3YrMzEwEBASgb9++UnU+8MADRdaXn5+PtWvXAgAGDBig2mzbMuN8A8DatWsRGxuLq1evYt68ea6v+io7o8/3qlWroF1/mIHHz4cffggAiImJcS2rjKMHZlzjzvCMor66do6gderUSaXJtmb0+b4xiWb79u3CMt999x0AFDndEJWOv78/7r33XgDi1/C3337Dtm3bAPzv85UsopwmQrecoh6vlZWVVeTjtVauXKk1a9ZM69mzp0d9Nz4i8d1333Utv3r1qusxUnxEonHne926dZq/v7/mcDjcHklJ1xl9vovCJ9v8j9Hn/I8//tBq1qypAdDeeecdt3WfffaZ6znn69atM+eALM7o8+18Us5tt92mZWRkuK37+OOPXef7448/NuV47EjmyTazZ8/WmjVrpj3yyCMe63bt2uV6ROL69etdy/mIRGtjR/IGzmer+vn5ab1799YGDhyo1ahRQwOgRUdHaxcuXHAr7/zQbNiwobC+pUuXar6+vhoArXPnztqDDz6o3XLLLRoArU6dOtqBAwe8cFTWZdT5PnXqlBYQEKAB0CIiIrThw4cX+aN/PnFlYvT1LcKOpDujz/kXX3yhBQYGagC0Fi1aaIMGDdLatm2rAdAAaJMmTfLCUVmXkef7xx9/1MLDwzUAWmBgoNajRw9t0KBBWosWLVzne+jQoZV2MEDTrnf8Onfu7Ppxnq+IiAi35cePH3dtM3nyZA2A9uc//1lY5xtvvKEB0BwOh9ajRw8tNjZWq1evngZAa9asWaW+h1sVO5I6S5Ys0e68804tJCREq1q1qtayZUstMTFRKygo8Cgr80G7c+dObcCAAdpNN92k+fv7aw0bNtRGjhypnTx50sSjsA8jzndGRobrxl7Sj35kobIx+vouaht2JP/H6HO+b98+bfjw4drNN9+s+fn5abVq1dL69u2rbdiwwcSjsA8jz/fJkye1cePGaa1bt9aCgoK0KlWqaDfddJN2zz33aEuWLDH5SKzvq6++KvV9t6SOpKZp2pdffqn17t1bCwsL0wICArSmTZtq48eP13Jzc80/KCo1h6bdMEEZEREREZEkJtsQERERkRJ2JImIiIhICTuSRERERKSEHUkiIiIiUsKOJBEREREpYUeSiIiIiJSwI0lEREREStiRJCIiIiIl7EgSWcimTZvg4+ODoKAgHDx4sMhyU6ZMgcPhQIsWLVBQUODFFprjyJEjcDgcaNSokVe3LQ+rV6+Gw+HA66+/7rb8pZdegsPhwEsvvVQ+DfuvnJwc1KpVC507dwafV0FEJWFHkshCevbsifj4eFy4cAFxcXG4du2aR5ndu3dj2rRpqFKlChYtWoSAgIByaKn3NGrUCA6HA0eOHCnvppRZQUEBnn32WURGRmLkyJHl3Ryh0NBQjB8/Hjt27MCiRYvKuzlEZHHsSBJZzKuvvorGjRvjm2++8Ri1KigowLBhw3D16lVMmDAB7du3L6dWGuvmm2/GL7/8go0bN3p1W2+bPXs2Dh8+jISEBAQGBpZ3c4o0atQo3HTTTRg/fnyFGPEmIvOwI0lkMUFBQVi4cCF8fHwwadIk/Pzzz651kyZNwt69e9GuXTv8v//3/8qxlcby8/ND8+bN0bhxY69u602FhYWYPXs2AgMD8be//a28m1OswMBADBkyBCdOnMCSJUvKuzlEZGHsSBJZULdu3fDMM8+goKAAw4cPx9WrV7Ft2za8/vrr8Pf3x0cffQQ/P79S1RkXFweHw4GFCxfihx9+wIABA3DTTTehatWqaN26NZKSklBYWFjk9osXL0ZMTAzCwsIQEBCAhg0b4rHHHsP+/fuF5U+cOIF//OMfuPXWWxEYGIhq1aohMjISMTExmDlzpltZUZzjwoUL4XA48NtvvwEAoqKi4HA4XD9ff/11kdve6Pfff8fo0aPRtGlTBAYGIjQ0FNHR0Zg/f77weJ37jYuLw/nz5zF+/Hg0adIEAQEBqFu3LoYPH45jx44Vc6bF1qxZg6NHj6J///4IDQ0t1bY7d+5EvXr14Ovr6zZKfeNrum/fPjz44IOoXbs2goKC0LFjR6xevdpVdvv27ejXr5/rNe/atWuxo7hxcXEAgLfffrt0B0pElYtGRJZ08eJF7bbbbtMAaAkJCVrTpk01ANr06dOV6hs+fLgGQHv66ae1wMBArVGjRtqDDz6o3X333Zq/v78GQBs0aJB27do1t+2uXbumDRs2TAOgValSRevZs6f20EMPabfeeqsGQKtWrZq2fv16t21OnDih1a9fXwOgNWjQQLv//vu1Bx98UOvevbsWFhamhYaGupXPyMjQAGgNGzZ0LduyZYs2fPhwLSgoSAOgDRw4UBs+fLjr55dffilyW6cdO3ZoYWFhrnY8+OCDWu/evbXAwEANgHbPPfdoBQUFbtt8+OGHGgCtf//+WuvWrbUaNWpo9913n3b//fdrtWvXdu3r3LlzpTr/znP4/vvvC9dPnjxZA6BNnjzZbfnq1au1atWqaVWrVtVWrFjhts75mo4ePVoLCgrSmjVrpj300ENa165dNQCaw+HQli1bpqWkpGh+fn5a27ZttQcffFBr06aN6/XcsmVLkW2+6aabNADa8ePHS3WsRFR5sCNJZGE7duzQfH19NQAaAK1r167a1atXlepydjoAaPHx8dqVK1dc63766SdXp+Gdd95x227evHkaAC08PFzbs2ePa/m1a9dcnZ8aNWpop0+fdq2bMmWKBkAbMWKER8f08uXLWlpamtuy4jqDDRs21ABoGRkZwuMqattLly65tn3qqae0y5cvu9YdOnRIa9SokQZAmzBhgtt2zo6ks6OZk5PjWnfmzBnt9ttv1wBor7zyirA9RYmMjNQAaHv37hWuF3UkZ82apfn4+Gg33XST9u2333psc+NrOm3aNLdzPWvWLA2AFhERodWsWVNbtGiR27Zjx47VAGi9evUqss39+vXTAGgff/xxqY6ViCoPdiSJLK53796uzsJ//vMf5XqcnY569eppFy9e9Fg/e/ZsDYDWtGlTt+WNGzfWAGizZs3y2ObatWta69atNQDa//3f/7mWx8fHawC0lStXSrXNjI7kxx9/rAHQ6tevr126dMlju+XLl2sAtOrVq7udD2dHMigoSDgSt3jxYg2A1rNnT6lj0zRN++OPPzQAmo+PT5H/CNzYkSwsLHR19G699Vbt4MGDwm2cr2mnTp08OuxXrlxxjcYOHjzYY9usrCwNgObv7+/Wyb7R+PHjNQDaM888I32sRFS5MEaSyMI2btyIDRs2uP7+7LPPylxnbGysMGN4+PDhAIADBw7g+PHjAK7HFx46dMht/Y0cDgceffRRAMBXX33lWt6pUycAQEJCAlauXIn8/Pwyt7u0nDGUDz30kHCKpAEDBqBmzZrIy8vDrl27PNZ36NAB9erV81h+2223AUCp4iRPnToF4PrUOr6+vsWWvXDhAgYOHIi33noL3bp1w7fffltiIlGfPn3gcDjcllWpUgVRUVEAgL59+3psU6tWLYSFheHy5cvIzs4W1lurVi239hMR6bEjSWRRubm5eOyxx6BpGkaNGgU/Pz/MmDED6enpZarX2bnQq169uqvj8PvvvwP4X2epVq1aCAkJEW7n7OTc2LF65JFH8Le//Q379+/HwIEDUaNGDbRu3Rrx8fHYtGlTmdovy9meoo7X4XC41ok6hQ0aNBBu5zwPly5dkm5LTk6O27bFefPNN7Fq1Sq0bNkSaWlpCAsLK3GbotoaHBxc7Prq1asDKPpYnO09e/ZsiW0gosqJHUkii3rmmWdw9OhRxMTEYNasWZg4cSIKCwsRFxdn+tx+WhmfaOLj44NPPvkEe/fuxYwZM/DXv/4VJ06cwLx58xATE4N+/foVmyFuBT4+xt0ea9SoAeD6Pwcluffee1GrVi389NNPSExMlKq/pLaqHouzA1yzZk2l7Ymo4mNHksiC1q1bhw8++AAhISH44IMP4HA4MGHCBLRt2xY///wzJk+erFx3RkaGcHleXp7rK86IiAgA1yf7BoDs7OwiO0GHDx92K3ujP/3pT3jhhRewatUqnD59GmlpaahduzbWrl1r+lNTnO1xtk/EeS5EbTdS7dq1AQDnzp0rsQN9++23Y/PmzahXrx5eeuklPP/886a2rTjO66FOnTrl1gYisjZ2JIks5syZM/j73/8OAHjjjTdcX0v6+flh4cKF8PPzw8yZM7F9+3al+pctWyYc0fz4448BAE2aNHF1rCIiIlxfXS9cuNBjG03TXMvvuuuuYvfrcDgQExODIUOGAAC+//57qfb6+/sDAK5evSpV3qlHjx4AgCVLlgi/uk1JScHZs2dRvXp1058QFB4ejsjISGiahl9//bXE8i1atMCWLVvQqFEjvP7663jqqaeEj8s0208//QQAFeYJSkRkPHYkiSxm1KhROHHiBPr06YPHH3/cbV3r1q0xadIk11fcpYnTczp+/Dief/55t5GxX375BS+//DKA61+p38g5IjZ16lT88MMPruWapmHatGn4/vvvUaNGDVfnFwAWLVokTGDJy8tzJcE0bNhQqr3O0dG9e/dKlXcaPHgwGjRogOPHj+PZZ59164hmZGTgueeeAwCMHj3aK48rdHa0v/32W6nyjRs3xpYtW9CsWTPMnz/f9WhMb3K2tWfPnl7dLxHZBzuSRBayYsUKfPbZZ6hRowbee+89YZnx48ejXbt2+PXXX/HPf/6z1Pt46qmn8P7776Np06Z4+OGH0bt3b9x+++04deoUHnjgATz99NNu5Z988kk88sgjyMrKQocOHdCrVy8MGTIEt912G/75z3+iatWqSE5Oxk033eTaZuXKlejQoQNuvvlm3HvvvRg6dCjuvfdeREZG4vvvv0fLli3dOp7FGThwIABg6NChGDhwIJ544gk88cQT2LdvX7HbBQQEYPny5QgLC8O8efPQpEkTPPTQQ7j33nvxpz/9CRkZGbjnnnvKFCZQGv379wcAfPnll9LbRERE4N///jfatGmDTz/9FIMHD/bas6/37NmD7OxsdOrUSZi9TkQEsCNJZBmnT5/GU089BQBISkoqMm6vSpUq+Oijj+Dv74/XX38d3333Xan207lzZ2zbtg0tW7bEl19+ia+//hpNmzbFG2+8gaVLl3pMI+NwOLBo0SIkJyejW7du2LVrF5YvX44LFy4gLi4Oe/bsQZ8+fdy2ee655zB27FhERERg9+7dWLZsGXbv3o0//elPmD17Nr777jtXxnBJnn76aUyfPh0NGzZEamoqFixYgAULFuDEiRMlbtuxY0d8//33GDlyJHx9fZGSkoItW7agbdu2mDdvHj7//HPXV+dm69evHxo0aIA1a9aUKgu6du3a+Prrr9G1a1esWrUK9913Hy5cuGBiS69zhiyMHDnS9H0RkX05tLKmZxKRLcTFxeGjjz7Chx9+6HqOMnnXzJkz8cILL2DWrFkYPXp0eTenSJcuXUJkZCT8/PyQkZEhnIeTiAjgiCQRkdeMHj0at9xyC2bMmKEU3+ots2fPRlZWFqZPn85OJBEVix1JIiIvCQgIwBtvvIHff/8dc+bMKe/mCOXk5CAxMRGdOnXCsGHDyrs5RGRxVcq7AURElcn9999f5gnfzRQaGlrkIxOJiPQYI0lERERESvjVNhEREREpYUeSiIiIiJSwI0lEREREStiRJCIiIiIl7EgSERERkRJ2JImIiIhICTuSRERERKSEHUkiIiIiUsKOJBEREREp+f++Fjzv6MhyLwAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# NBVAL_IGNORE_OUTPUT\n",
"slices = tuple(slice(model.nbl, -model.nbl) for _ in range(2))\n",
"rtm = image[slices]\n",
"plot_image(np.diff(rtm, axis=1))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So here we have the LSRTM migration after 20 iterations, it is clear that the reflector is well focused and backscaterring noise has been strongly attenuated."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# NBVAL_SKIP\n",
"slices = tuple(slice(model.nbl, -model.nbl) for _ in range(2))\n",
"lsrtm = image_up_dev[slices]\n",
"plot_image(np.diff(lsrtm, axis=1))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we have the true reflectivity. The idea in showing it is to demonstrate that the amplitude range of the LSRTM is in the same amplitude range of the true reflectivity."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# NBVAL_IGNORE_OUTPUT\n",
"slices = tuple(slice(model.nbl, -model.nbl) for _ in range(2))\n",
"dm_true = (solver.model.vp.data**(-2) - model0.vp.data**(-2))[slices]\n",
"plot_image(np.diff(dm_true, axis=1))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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8znN6msXC2/MZDIZajZkSolEZOBCquHlGCFH39Ho9w4YNY+nSpXTt2pWEhAT0ej39+/fnvvvuq7DeE088wZw5c/jvf//L2rVr6dKlCykpKWzYsIG//e1vXk9hWlsffPABJ0+eZNGiRfzyyy9069aNli1bkp+fz4EDBzh27Bi33HILY8eOrdV1pkyZwqFDh5g3bx4dO3ake/fuxMXFYTabOXz4MAcOHKBLly5uU6Z98MEHHD58mDVr1tCqVSuuvfZagoKCOHXqFDt37uSRRx6hd+/egGOFvy5durB9+3auvvpqOnXqhEajYdSoUR5n5CirZcuWXHPNNaxfv56DBw/Stm1b+vTpU633OGrUKD788EMSEhLo168fPj4+tG/fnmeffdat3PDhw10TD/Ts2ZPu3btX6zrCO42yx9i59GJlvbHOY6WXaaxI6SlbTp8+XevzCXHZuPbahm6BEE3W559/zsSJE8nMzGT+/PnMmjWLdevWVVqnXbt2bN++nZtvvpmMjAx+/PFH8vLy+PTTT+utxxgcU6X9/PPPfPnll/Tu3ZuDBw/y3XffsX37dsLDw5k2bRpvvfVWra+jVquZO3cuP/zwA0OGDOHEiRMsWrSIDRs24OPjw7PPPsvs2bPd6gQGBrJmzRo++OADOnXqxO+//86PP/7IuXPnmDBhQrk5nhctWsTo0aM5fvw4c+fOZdasWezcudPrNpbuIa7JTXfTp0/n8ccfx2q18s033zBr1iyWL19erpxGo3Et/Sy9xRePSqnL21frSHJysmvs7vHjxz3OTNGyZUuSkpKYP3++V9O1XXHFFRw7dozZs2d7/N/4Pffcw7x583jooYf49NNPvW5rTk4ORqOR7Oxsr3qvhWhsnvENZEaR4xOTX5ct48YyN/SIy1tRUREnTpwgLi5OFgkQohErKCigRYsWWK1WUlNT3T4Nb6qq8/vL27zWKHuMY2JiXJNYz58/v9zxDRs2kJSUhMFgYPjw4V6d0znRtqfz5eXlsXTpUgBuvfXWmjZbiEtSRmjJxPn2QzUbZyeEEOLi+uijj8jKymLSpEkSii+iRhmMAV544QUA3njjDbePNDIzM3n00UcBePzxx93GCy9evJgOHTowePDgcud76qmn8PPzY9WqVW4TkttsNh599FGysrLo1atXnU+xIkRjlxvUzPXcdvpUA7ZECCFEaZmZmTzwwAPcfPPNTJkyhYCAAKZMmdLQzbqsNcqb78Cx0ssTTzzBv//9b/r06cPgwYPx9/dn9erVZGVl0b9/f1555RW3OtnZ2Rw+fJiiovLLl0ZHRzNnzhzGjRvHQw89xKxZs2jdujXbtm3j+PHjREREMH/+/CpX1xHictMs65zrudLy4i2hKoQQonpyc3OZNWsWer2e7t27884771S48qKoG402GIPjztL+/fvz0UcfsXHjRiwWC23btmXKlCk8/fTTrvkHvXX77bfTpk0bXn/9dX7//Xd27dpFVFQUjz32GC+99JLHtdiFuKzZbISfS3W9tLdr34CNEUIIUVrr1q3rdCVDUbVGHYwB7rjjDu644w6vyt57773ce++9lZbp0aNHredWFOKysW0beqvZ9VJpwKVuhRBCiIbW6IOxEOIi+vVXrsNxs8HKtlfT2sMMMEIIIURTId1DQjRlxcF4KmC78VHi2rRt4AYJIYQQDUeCsRBNVVERFC+NejQ0lvSgMGQomxBCiKZMgrEQTZVG49gAe/FsLCarrSFbJIQQQjQoCcZCNFU6HXToQBEQlpmMpiCbnHxTQ7dKCCGEaDASjIVoyq66iteBMMXO8Q8nsHbtmoZukRBCCNFgJBgL0ZRddZXbS5NFhlIIIYRouiQYC9GUlQnGRVZ7AzVECCGEaHgSjIVoyqTHWAiPVCqV26ZWqzEajfTp04f3338fi8VSZ9fasWMHN954I8HBwa7rnTx5krVr16JSqapcuKohtG7dGlXxTbu1ce+996JSqVi7dm3tG1VP6uv74vxZ8JbJZGLGjBn07dsXo9GIXq8nKiqKnj178te//pXly5e7lT958mS5n3ONRkOzZs0YOHAgc+bMca2653zP1dmcX585c+a49rVvX/nqqsOHD3eVnTp1arW+XnVFFvgQoimLjcWuUoPi6CmWDmMh3E2aNAkAm83GyZMn2bhxI1u2bGHZsmX88ssvaLW1+zOam5vLqFGjSEtLY9CgQcTGxqJSqQgICKiL5tfIyZMniYuLY+DAgQ0WWFu3bs2pU6dkOWQvZWVlMXjwYHbu3IlOp6Nv375ER0eTl5fHjh07+M9//sPKlSsZMWJEubr+/v7cdtttAFgsFo4ePcr69etZv349a9euZc6cOURGRrr+LZT23XffkZ+fz9ChQ4mMjHQ7NmDAgHLljxw5wvbt2+nZs2e5Y2fPnmXlypU1/RLUGQnGQjRlKhV2rRYsjmWhNfIZkhBu5syZ4/Z6y5YtDBo0iNWrV7Nw4ULuvvvuWp1/27ZtpKamMnHiRObOnVurc9Wn1atX10mv+fTp05kyZQotW7asg1bVj6uvvpqDBw9iNBobuiku//d//8fOnTvp1q0by5Yto0WLFm7Ht27dyi+//OKxblhYWLmf8yVLljBmzBi+/PJLHnjgAQYMGFCuDDh6kvPz85kyZQqDBg2qtI3du3dn165dfPXVVx6D8cKFC7FarSQkJLBz585Kz3UxyZ9BIZo4u1bneq6ug49Ghbic9e7d2/UR8a+//lrr8yUnJwPQpk2bWp+rPrVt25YOHTrU+jxRUVF06NABPz+/OmhV/fDz86NDhw5ERUU1dFNcFi1aBMDbb79dLhSDI8z/3//9n9fnGz16NMOGDQPq5uccICEhgY4dO7Jw4UJstvLD9r766iuMRiM333xznVyvpiQYC9HE2Ut9FKxRSzAWoiqdOnUCHB/9lqUoCgsWLOD6668nJCQEHx8fOnbsyNSpUykoKHCVc47vdH48PW3atHJjM6vyyy+/MGLECMLDwzEYDLRp04ZnnnmGzMxMj+WdbRsyZAihoaH4+PjQunVr7rjjDlavXg3A1KlTiYuLA2DdunUex4xC+THGO3fuRKVS0bt37wrb++GHH6JSqXjmmWdc+8qOMXaOZT116hTgPta7devWAHTu3BmVSsXhw4c9XicpKQmNRkNcXFyVQzG6dOmCSqXi0KFDHo9nZmai1+uJiIjAarW6tbHs9ykrK4sPP/yQoUOH0qpVKwwGA6GhoQwbNuyiDxE4d+4cAOHh4XV2zsp+zmtqwoQJnDlzhlWrVrntP3LkCNu2bWPs2LH4+PjU2fVqQoKxEE2cTVMSjOviZhohLne5ubkANG/e3G2/3W5nwoQJjB8/nm3bttGtWzeGDx9Ofn4+06ZN47rrrqOwsBCAgIAAJk2aRP/+/QHo2rUrkyZNYtKkSR7HZpY1ZcoUbrrpJlatWkX79u0ZNWoUWq2WGTNm0Lt3b86cOeNW3mazceeddzJ+/HjWr19P165dGTNmDDExMSxfvpwPP/wQgG7dujF27FgAIiIiXG2qql0JCQl06NCBrVu3kpiY6LHM119/DVDp8BPnWFZ/f38At+s7x8H+5S9/AeDzzz/3eI7Zs2djt9t54IEHqvydNmHCBLe2lfXtt99isVi48847qxxPvnnzZp544gmOHDlC+/btGTNmDO3bt2fFihUMHTqU2bNnV1q/NmJjYwH45JNP6mxcdkU/57Uxfvx4VCpVua+387Xz+9GgFFEr2dnZCqBkZ2c3dFOEqJGnwiIUQAGUdz9f2NDNEfWssLBQOXDggFJYWNjQTWlUnP8mPLn22msVQPnqq6/c9r/11lsKoAwaNEhJS0tz7TeZTMrkyZMVQHn++efd6nzxxRcKoPzrX/8qd501a9YogDJp0iS3/f/73/8UQOncubNy9OhR13673a783//9nwIod955p1udV155RQGUK6+8Ujl+/LjbsaysLGXt2rWu1ydOnFAAZeDAgR7fv6IoSqtWrcp9fZzXePnll8uVP3bsmAIoHTp0cNs/adIkBVDWrFlT5flLt9fPz08JDw9XTCaT2zGbzaa0bNlS0Wg0SkpKSoXtdzp9+rSiUqmUtm3bejw+YMAABVA2b97s2lfR9+X48ePKpk2byp1j586dSnBwsBIUFKTk5uZW2Sanyn4Gy5o+fbqrfIcOHZQpU6YoixcvVpKSkiqs4/w+t2rVqtwxs9mstG3bVgGUDRs2VHgO5/ep7PevNOfP+OTJkxVFUZT+/fsrAQEBSn5+vqtM27ZtlZiYGMVms7nei6d/E2VV5/eXt3lNeoyFaOLGRrVkI7AR6B4d09DNEaJRstvtJCYm8sgjj7B+/XpuueUW7rzzTtdxq9XKW2+9hb+/PwsXLnS7Q1+v1/Phhx8SGRnJZ599ht1eu+lfXnvtNQAWLFhAfHy8a79ziqtu3brx3XffkZGRAYDZbObdd98FHL2pzqESTkajkYEDB9aqTVDS2zd//vxyx+qyR9BoNHLXXXdx7tw5fvjhB7djK1as4PTp04wYMYLo6OgqzxUbG8u1115LYmIimzdvdjt26tQp/vjjD+Lj4ysdIuIUFxdHnz59yu3v3r07jz32GDk5OaxZc3FWF33uued47rnn0Ol0HDp0iDfeeIMxY8YQGxtL586d+eSTT7z6ubNYLBw4cIC77rqLxMREHnvsMdenGnVlwoQJ5OXlub53mzZtIjExkXHjxqFWN3wslVkphGji1B260nfvNgCOHD8C1O0vQXGJ69kT0tMbuhXei4yE7dvr7HSePop/8MEH+fTTT8uNsc3IyGDIkCFERESUq+Pr60uPHj1Yvnw5R48erXI+14qcPXuWPXv2cMUVV9C5c2eP7e3fvz+7d+9mx44dDB06lO3bt5OVlUXXrl29Cng1FRcXR79+/di4cSM7d+4kISHBdayuPyp/+OGHmT17NjNnzuT222937Z85cyYADz30kNfnmjBhAuvWrWP+/PluwXb+/PkoilKtNttsNlavXs3GjRtJS0vDZDIBcPToUbfHuqZWq3nzzTd58skn+e6771i/fj3btm3j9OnT7N+/n0ceeYRff/2VRYsWlQufp06d8vhz/uqrr/LPf/6zztt6xx138OSTT/LVV18xbtw4vvrqK6DyITb1SYKxEE1cUsfurudBO7cC9zVcY0Tjk54OKSkN3YoG47w5rqioiD179nDo0CFmzpxJv3793G6+OnnyJAArV66sclxrRkZGjYOx8zpHjx716jrguBkNHDNJXGwTJkxg48aNfP31165gvH37do4cOUK/fv3K9VbXVK9evUhISGDVqlWcOHGCuLg4zpw5w9KlS4mJiXHNqOCN2267jb/+9a988803zJgxA41GA1Q/zCcnJzNy5Ej27NlTYRnnuN2LJTo6mieeeIInnngCgIMHD/LOO+8we/ZslixZwoIFC8q9n9LzGOfn57Nt2zZOnTrFtGnTuPrqqxkyZEidtjE0NJSbbrqJn376idTUVP73v/9x1VVX0aVLlzq9Tk1JMBaiiTvdrpvreeCOrQ3XENE4lZm0v9Gr4/aWnbv17bff5rnnnuOxxx7juuuuo1WrVgCuj6nj4+Or/Og5NDS0xu1xXicyMpKhQ4dWWtbZtvp055138tRTT7Fw4ULefvtt1Gr1Rbux6uGHH+ahhx5i1qxZvPrqq3z55ZdYLBbuv/9+V7j1RkhICMOHD2fx4sWsWrWKoUOHsmfPHvbv30+vXr244oorvDrPAw88wJ49exg7dizPPfcc7du3JzAwELVazWeffcZf/vKXel+wpGPHjsyaNYsLFy6wePFili9fXu77UHYeY5vNxtNPP82HH37IPffcw5EjRwgMDKzTdk2YMIEff/yRyZMnk5GRwbPPPlun568NCcZCNHEnzp/lw4BmROad55p9e/AvKIBLaE5RcZHV4bCEy8Gzzz7LqlWrWLFiBdOmTXPNNBAT4xif36FDB48LIdQV53U8LcpQEeeMBRXNFlGXQkNDGTp0KMuWLWPt2rUMHDiQhQsXotPp3MZk14Xx48fz97//nS+++IKpU6fy+eefo1armTx5crXPNWHCBBYvXszXX3/N0KFDvZpBo7T8/HxWrlxJREQE33zzTblgfvz48Wq3qS5df/31LF682PUpQmU0Gg3vvfcev/32G/v372fGjBnVmgPZG6NGjSIoKIhffvkFtVrN+PHj6/T8tdHwo5yFEA1q7++/8ETeee4A9tpssG1bQzdJiEbtjTfeAGDevHmu+XZ79eqF0Whk3bp1nD9//qJdOyYmhg4dOnDgwAGOHDniVZ0ePXoQHBzMnj172Lq16k+F9Ho9gGve3uoqfRPeb7/9Rnp6OkOHDq1WT7k3bfD39+fuu+8mNTWV5557jqNHjzJ06NAaraI3cuRIjEYjS5YsIT8/nwULFqDRaLwO89nZ2djtdqKiosqFYovFwuLFi6vdpuqoqif62LFjAB4X//BEq9Xy6quvAvDBBx+Ql5dXuwaW4ePjw913301oaCgjRoxw/YevMZBgLEQTV+7X6e7dDdAKIS4d3bt3Z/To0a6ZKAAMBgPPPfccubm53HrrrR57CFNSUpg3b16tr//SSy9ht9sZO3Ysuz38e83MzHTdhOZs29NPPw3A5MmTXWHeKTs7m3Xr1rleh4WFodPpSExM9LhCWVVuueUWAgMDWbRokatHvbrDKJwzSlS0iIfTww8/DMCMGTMAx42RNWEwGLjtttvIzc3l73//O8nJydxwww0eb6T0pHnz5hiNRvbt28cff/zh2m+z2Xj++ee9/k9MTfXr148vvviC/Pz8cseWLVvGJ598AuAaS+yNW265he7du3P+/Hk+/vjjOmur00cffURGRgY//vhjnZ+7NiQYC9HE2exlorGXPQpCNGVTp05FpVIxe/Zs0otn7ZgyZQoTJ05k3bp1dOzYkT59+jBu3DjGjh1L586diY2NdU2bVhvjx4/nhRdeYN++ffTo0YMePXpwxx13cPvtt5OQkEBERES5MZsvvPACo0ePZt++fbRr144bbriB8ePHc8011xAdHe0KluDorR02bBjp6el07dqVe+65hwceeIAvvvjCq/b5+voyZswYsrKyWLhwIYGBgdxyyy3Veo+jRo0CYPDgwYwbN44HHniAKVOmlCt31VVX0a9fP8Ax7ro2ywk7w7szRFZnlgStVstzzz2H1Wpl4MCB3Hjjjdx1113Ex8fzySef8Nhjj9W4XX369Klwcy5ycvDgQe6//37CwsLo378/48aNY/To0XTs2JGbb74Zk8nEww8/zIgRI7y+rnP6P4D33nuPoqKiGr+HS4kEYyGauNLBWFGpYPDgBmyNEJcG58pxRUVFvPfee4Bjyqy5c+fyww8/MGTIEE6cOMGiRYvYsGEDPj4+PPvss3W2+tlrr73GunXrGDt2LOnp6SxZsoQ1a9Zgs9l45JFHyvXCabVaFi1axJw5c+jTpw/bt2/n+++/d82k8NRTT7mV//zzz5k4cSKZmZnMnz+fWbNmufUqV6V0D/GYMWPw9fWt1vt74oknePHFFwkICGDRokXMmjWLhQsXeix7/fXXA3DfffdVuTpdZQYOHOj6SN/Pz4/Ro0dXq/4LL7zAl19+SZcuXfjjjz9YtWoVXbt2ZfPmzfTs2bPG7dqyZUuFW3JyMgDr16/nzTff5Nprr+XMmTP8+OOP/PLLLxQUFHDbbbfx008/1ajXd9SoUfTo0YP09PSLunJfY6JS6vsWyctMTk4ORqOR7OxsgoKCGro5QlRbvxvvYtPKbwD4qX0Hbjp0sIFbJOpTUVGRa7orHx+fhm6OENWiKAodO3bkyJEjHDt2jDZt2jR0k0Q9qs7vL2/zmvQYC9HEhZ1Jdj23J/RowJYIIUT1fPfddxw+fJjhw4dLKBZ1QqZrE6KJCztbEozpVfOP+4QQor488MADZGVlsWzZMjQaDdOmTWvoJonLhARjIZoyu53mGamul7qOHRqwMUII4Z1Zs2ah1Wq54oorePnll+nRQz7tEnVDgrEQTVlhIXqrxfVSVY3VooQQoqHI7VHiYpFgLERTZrViAAIBm0pdrWVUhRBCiMuN3HwnRFNms/FPIAdY0TbBNe2REEII0RRJMBaiKSu1qpUivcVCCCGaOAnGQjRlEoyFEEIIFwnGQjRlEoyFEEIIF7n5ToimTK1mCbAMOJt8mND9++nUqVMDN0oIIYRoGNJjLEQTZjIGsxOYBSy9cJbU1NSqqgghhBCXLQnGQjRheXY1RRpdQzdDCCGEaBQkGAvRhOWZrBTqDA3dDCGEEKJRkGAsRBPmCMY+JTvM5oZrjBBCCNHAJBgL0YTlFZXpMc7JabjGCNEIqFSqam2tW7du6CZXqWyb1Wo1RqORPn368P7772OxWKo+iZd27NjBjTfeSHBwsOt6J0+eZO3atahUKu699946u1Zdad26NSqVqtbnuffee1GpVKxdu7b2jRINRmalEKIJyzdbKdJKMBbCadKkSeX2bdiwgcTERLp27Uq3bt3cjoWFhdVTy2rP+d5sNhsnT55k48aNbNmyhWXLlvHLL7+g1dYuEuTm5jJq1CjS0tIYNGgQsbGxqFQqAgIC6qL5NXLy5Eni4uIYOHBggwXW1q1bc+rUKRRFaZDri+qRYCxEE5ZTaEVrt5bs8PVtuMYI0QjMmTOn3L57772XxMRERo8ezdSpU+u9TXWl7HvbsmULgwYNYvXq1SxcuJC77767Vufftm0bqampTJw4kblz59bqXPVp9erVddJrPn36dKZMmULLli3roFWiochQCiGasJwiCz6WUuOKg4IarjFCiHrVu3dv19CGX3/9tdbnS05OBqBNmza1Pld9atu2LR06dKj1eaKioujQoQN+fn510CrRUCQYC9GE5RRa8LWaSnbIL3QhvDZnzhxUKhVTp07lyJEj3HXXXURERKBWq1myZAlQ+fjVysbdKorCggULuP766wkJCcHHx4eOHTsydepUCgoK6uw9OBf0OXv2bI3bcPLkSVQqlWuoxrRp01zji70dU/zLL78wYsQIwsPDMRgMtGnThmeeeYbMzEyP5Z1tGzJkCKGhofj4+NC6dWvuuOMOVq9eDcDUqVOJi4sDYN26dW7jrEu3q+z3aOfOnahUKnr37l1hez/88ENUKhXPPPOMa1/ZMcbO7++pU6cAPI5N79y5MyqVisOHD3u8TlJSEhqNhri4OBmKUU9kKIUQTVhOkZUudhu3AXa9nuYREQ3dJCEuOYcPH6ZXr16EhoZy3XXXceHCBXS6ms8Pbrfbufvuu1mwYAEBAQH07NmTkJAQtm/fzrRp0/j5559Zu3YtvnUw9Ck3NxeA5s2b17gNAQEBTJo0iWPHjvHHH3+4jcUeMGBAlW2YMmUKb775Jnq9nl69ehEVFcWePXuYMWMGP/74I3/88QcRpX432Ww2xo0bx7fffoter6d///5ERESQlJTE8uXLMZvNDB48mG7dujF27FgWLVpEREQEw4YNc52jsnYlJCTQoUMHtm7dSmJiIm3bti1X5uuvvwaodPhJZGQkkyZN4rvvviM/P99t/LpzbPpf/vIXnnjiCT7//HPefvvtcueYPXs2drudBx54oE5uEBReUEStZGdnK4CSnZ3d0E0Rotqe+3aPkqv3VRRQiuLbNXRzRAMoLCxUDhw4oBQWFjZ0UxqtSZMmKYDyr3/9y23/F198oQAKoDz++OOK1WotV7dVq1ZKRX9q16xZowDKpEmT3Pa/9dZbCqAMGjRISUtLc+03mUzK5MmTFUB5/vnnvW6/s42eXHvttQqgfPXVV7Vug/PrUfbrVNl7/d///qcASufOnZWjR4+69tvtduX//u//FEC588473eq88sorCqBceeWVyvHjx92OZWVlKWvXrnW9PnHihAIoAwcO9Pj+FcXz98h5jZdffrlc+WPHjimA0qFDB7f9zp+TNWvWVHn+0u318/NTwsPDFZPJ5HbMZrMpLVu2VDQajZKSklJh+5uy6vz+8javyVAKIZqw/LwCAsyFAKiaNWvg1ojG6r333iMmJqbKbdSoUeXqjho1yqu67733nlu93Nxcr+rFxMSwY8eO+vpSeBQeHs6bb76JRqOp9bmsVitvvfUW/v7+LFy4kMjISNcxvV7Phx9+SGRkJJ999hl2u71G17Db7SQmJvLII4+wfv16brnlFu688856bYPTa6+9BsCCBQuIj4937XcOUenWrRvfffcdGRkZAJjNZt59913A0ZvqHCrhZDQaGThwYK3aBDBhwgQA5s+fX+6Ys7fYWaY2jEYjd911F+fOneOHH35wO7ZixQpOnz7NiBEjiI6OrvW1hHdkKIUQTVi+DQp0BvwsJrRnzzR0c0QjlZOTQ0pKSpXlYmNjy+07d+6cV3VzykwVqCiKV/XAEZYa0g033FBnN1zt3LmTjIwMhgwZ4jZ8wMnX15cePXqwfPlyjh49Svv27b0+t6eP4h988EE+/fTTcmNsL1YbSjt79ix79uzhiiuuoHPnzh7b279/f3bv3s2OHTsYOnQo27dvJysri65du1Y6Bri24uLi6NevHxs3bmTnzp0kJCS4jtVlMAZ4+OGHmT17NjNnzuT222937Z85cyYADz30UJ1cR3hHgrEQTZjJDgfD4+iRegj1yRNw4QKEhDR0s0QjExQURIsWLaosFx4e7nGfN3WDysyIolKpvKoHjl7MhlSX03OdPHkSgJUrV1Y5pjQjI6NaodQ5xrWoqIg9e/Zw6NAhZs6cSb9+/dxuRruYbSjNeZ2jR496dR1w3IwGeBz3W9cmTJjAxo0b+frrr13BePv27Rw5coR+/fqV662uqV69epGQkMCqVas4ceIEcXFxnDlzhqVLlxITE+M2NlpcfBKMhWjCLDY776pUrMcxCPGrL77gulJ3WQsB8Mwzz7jdfV8dP/74Y43qBQYGuqb/aux8fHyqLuSBp2EIzn3x8fH079+/0vqhoaHVul7ZeYzffvttnnvuOR577DGuu+46WrVqddHbUJrzOpGRkQwdOrTSss621ac777yTp556ioULF/L222+jVqvrvLfY6eGHH+ahhx5i1qxZvPrqq3z55ZdYLBbuv//+OhmiI7wnwViIJsxstZPqG4TzA+uigwcbtD1CXG6cvdl5eXnlVoBz9n6WFhMTA0CHDh08LjZSl5599llWrVrFihUrmDZtGrNnz67XNjivExYW5vV1nMN1EhMTL1azXEJDQxk6dCjLli1j7dq1DBw4kIULF6LT6dzGZNeF8ePH8/e//50vvviCqVOn8vnnn6NWq5k8eXKdXkdUTW6+E6IJM1ntnAsoGTqhHDvWgK0R4vITFRUFwJEjR8odW7lyZbl9vXr1wmg0sm7dOs6fP3/R2/fGG28AMG/ePNd8u/XVhpiYGDp06MCBAwc8fn086dGjB8HBwezZs4etW7dWWd75HxOr1VpFSc9K34T322+/kZ6eztChQ6vVU+5NG/z9/bn77rtJTU3lueee4+jRowwdOlRW0WsAEoyFaMIsNjuZfqWCcT30wgjRlDhnSJg+fTo2m821f8GCBSxYsKBceYPBwHPPPUdubi633norx48fL1cmJSWFefPm1Un7unfvzujRo10zUdR3G1566SXsdjtjx45l9+7d5Y5nZma6bkJztu3pp58GYPLkya4w75Sdnc26detcr8PCwtDpdCQmJrp9/b11yy23EBgYyKJFi1w96tUdRuGcUaKiRTycHn74YQBmzJgBOG6MFPVPhlII0cTZNSW/Buz10EMlRFPy2GOP8cknn/Ddd99x5ZVX0qVLF44ePcq+fft48sknXSGotClTpnDo0CHmzZtHx44d6d69O3FxcZjNZg4fPsyBAwfo0qULEydOrJM2Tp06lR9++IHZs2fz0ksvERkZWW9tGD9+PPv37+f111+nR48edOvWjbZt26IoComJifz5558EBAS4hcQXXniBXbt2sWTJEtq1a8c111xD8+bNSUpKYufOnQwZMsT1HxK9Xs+wYcNYunQpXbt2JSEhwbUoyH333Vdl+3x9fRkzZgxz585l4cKFBAYGcsstt1TrPY4aNYp169YxePBgrrvuOvz9/QkLC3P11jtdddVVrpkwIiMjufnmm6t1HVE3pMdYiCYsyFcHpe4GV+pgJS0hRImIiAjWr1/PyJEjSUtL4+eff8ZoNLJy5UqP8z4DqNVq5s6dyw8//MCQIUM4ceIEixYtYsOGDfj4+PDss8+6ei/rQteuXRkzZgxFRUWu+aTrsw2vvfYa69atY+zYsaSnp7NkyRLWrFmDzWbjkUceKXcDp1arZdGiRcyZM4c+ffqwfft2vv/+e5KTkxk5ciRPPfWUW/nPP/+ciRMnkpmZyfz585k1a5Zbr3JVSvcQjxkzptorDj7xxBO8+OKLBAQEsGjRImbNmsXChQs9lr3++usBuO+++9Bqpe+yIagURRbfro2cnByMRiPZ2dnlphsSorGbNHsrP879mKx1cwBYHBPDaA83BInLV1FRkWuKqJrOriCEqD1FUejYsSNHjhzh2LFjtGnTpqGb1OhV5/eXt3lNeoyFaMKCfHWUnj3ULj3GQgjRIL777jsOHz7M8OHDJRQ3IOmnF6IJC/LRoreX3JBikx5DIYSoVw888ABZWVksW7YMjUbDtGnTGrpJTZoEYyGasCBfHQZbyRRCdgnGQghRr2bNmoVWq+WKK67g5ZdfpkePHg3dpCZNgrEQTViwr46QmI68BGiAXjk5YLOBrLQkhBD1Qm71alxkjLEQTdiV0UFkte5On4i23Ae0OXwY6mh+VCGEEOJSI8FYiCase8sQ1GoVr11XatnRF16A/PyGa5QQQgjRQCQYC9GEBRi0dIo2sqlVF1Zc0cexMy0N3nmnYRsm6p18nCuEuNRcjN9bEoyFaOI6N9dhyUjin1cN4YxzbPFbb0FqasM2TNQLtdrxZ6Amy+UKIURDcv7ecv4eqwsSjIVo4uyndpI66xG2f/8Kb3bs7thZUAAvvtiwDRP1QqfTodFoKCwsbOimCCFEtRQWFqLRaNDpdHV2TgnGQjRx7aOCXc9/b9UVgotfz5kD5841RJNEPVKpVPj5+ZGdnS29xkKIS4bNZiM7Oxs/Pz9UKlXVFbwk07UJ0cQ1Dwl0PU8z2WDsWJg1CxTFMd44PLwBWyfqQ/PmzTl58iSnTp2iWbNmGAyGOv1DI4QQdUVRFEwmE+fPn8dut9O8efM6Pb8EYyGaON9Sy0Dn5uVj9Y0s+cUgH683CXq9npiYGDIyMkhLS2vo5gghRJX8/f2JjIxEr9fX6XklGAvRxJUOxorVTJ5KS7BzhwTjJsPPz4+WLVtitVqxWq1VVxBCiAai1WrRai9OhJVgLEQT5x6MTWQhwbgpu5h/cIQQorGTm++EaOL8/PxczxWrmQv2UqFIgrEQQogmRIKxEE2cW4+xxUymrdRNV7ICnhBCiCZEgrEQTVxAQIDrud1cQEpgWMnB775rgBYJIYQQDUOCsRBNnNFodE3NZS/KY0enfhAT4zj4449w8GADtk4IIYSoPxKMhWjiNBoNm3fsJuaxeUSOf5NsmwqefrqkwNtvN1zjhBBCiHokwVgIQberOqMJCEGl1ZFvssKDD5asgPfVV5CS0qDtE0IIIeqDBGMhBHqtGr3G8esg32yDwEB49FHHQYsF3n+/4RonhBBC1BMJxkIIAPwNGgBHjzHAE0+AweB4/umnkJXVMA0TQggh6okEYyEE27Zt4+ym7zm/6lPyz59x7IyIgHvucTzPzYXff2+4BgohhBD1QIKxEIJ5C/9H6i+fkrtjKcGmsyUHevUqeZ6WVv8NE0IIIeqRBGMhBIaQKNdzf3NmyYHIyJLn6en12CIhhBCi/kkwFkJg9Qt3PVfnluoxLh2Mz5ypxxYJIYQQ9U+CsRCCLG2I63lBZmrJAekxFkII0YRIMBZCkGz2A5Xj18G51KSSA82blzyXYCyEEOIyJ8FYiCauyGLjxPkitEZHCE5MPIbdbnccNBggpLg3+dgxsFobqJVCCCHExSfBWIgmbl9KNla7gq55HAC5ubns27evpMA11zgez56F5csboIVCCCFE/ZBgLEQTt/P0BQB8Yjq59v1ees7iRx4pef7f/9ZXs4QQQoh6J8FYiCZu56ksAAwVBeMbb4Q2bRzPV6yAo0frsXVCCCFE/ZFgLEQTpiiKq8e4Wct2dOzYkXHjxjFq1KiSQmq1e6/xJ5/UcyuFEEKI+qFSFEVp6EZcynJycjAajWRnZxMUFNTQzRGiWlKyCun/xm8ADIgP46sHensumJkJLVqAyeS4GS8lBXx967GlQgghRM15m9ekx1iIJmxPUpbreULL4IoLhobCnXc6nl+4AN99d1HbJYQQQjQECcZCNGFqlcr1PM9kq7zw/feXPF+z5iK1SAghhGg4EoyFaML6tg1Fo3aE4zWHS5aCzs3N5dNPP+XQoUMlha++GrRax/MtW+qzmUIIIUS9kGAsRBNm9NXRo5VjAY8TGfmcyMhn7dq1tGjRgocffpj//Oc/JYV9faFbN8fzgwchO7v+GyyEEEJcRBKMhWjiru9Qsuzzb4fO0r17d2w2x7CKuXPnkpeXV1K4d/HNeYoC27bVZzOFEEKIi06CsRBNXOlgvObQWYxGI+PHjwccQyrmz59fUrhPn5LnmzfXVxOFEEKIeiHBWIgm7ormAcSEOKZe23Iik4w8E4+Umrf4o48+cvUgu3qMQcYZCyGEuOxIMBaiiVOpVNzQMQIAi03h0a920rlLN66++moA/vzzTz744ANH4bMlN+iRm1vfTRVCCCEuKgnGQggeGdSW5oEGALaePM8/F+/lrbfeQlU8ndsLL7zAwQMH4NlnSypNmNAQTRVCCCEuGgnGQggignz47J6eGLSOXwnf7kjmiCqWJ598EgCTycSkUaOwbtrkqHDllXDffQ3VXCGEEOKikGAshACgW2ww79ze1fX69Z8PMuSeJ2nfvj0A2xITedN58K23SuY0FkIIIS4TEoyFEC43d43mycFXAI4Z2Z5dfIhp7/0XtUpFOHAlwHXXwfDhDdlMIYQQ4qKQYCyEcPPk4CsY0SUKgHyzjR9WnWKunz/7gDEAb78NpZaSFkIIIS4X8lmoEMKNWq3indu6knsymRu//YS79vyKVrE7Dk6YAD16NGwDhRBCiItEeoyFEO4KCvB9+w3mTJ/A3bt/doXi1NBoMl6aBjhuxnv88cdJS0tryJYKIYQQdUqCsRDCwWaDL7+Edu3gxRdRFy8FXaD35a1r7+H6Sf/mruXJpGcVMGHCBD766CMGDBjA8ePHG7jhQgghRN2QYCyEgFWroGdPuPdeSElx7NNo4JFHuLBnPz/cNIkinQ/HzuZx+4yf2bptGwDHjx+nf//+7N27t+HaLoQQQtQRCcZCNGX79jlmmBgyBHbvLtl/882wdy/897+06BDHwof60CLYsWx0ksmHlve+S/sOHQFIT0/n2muvZePGjQ3wBoQQQoi6I8FYiKYoKQkeegi6doWffy7Zn5AAv/0GP/4IHTu6dsc283MLx8kmXyLGv0FCz14AZGVlccMNN7B8+fJ6fRtCCCFEXWr0wfjbb79l0KBBhISE4O/vT9euXXnrrbewWCzVOs+uXbuYPn06gwcPJiIiAp1OR0hICNdccw0fffRRtc8nxCVpzx64+25o0wZmzgR78WwTsbEwbx5s2+aYp9iDsuH4VL4G1fCXuHrAIAAKCwsZOXIk99xzD2fOnKmPdyOEEELUKZWiKEpDN6IiTz31FB988AFarZbrr7+egIAAfvvtN7KyshgwYAArVqzA19e3yvNYrVZ0Oh0AAQEB9OrVi4iICJKTk9m0aRM2m42rr76aX3/9leDg4Gq1MScnB6PRSHZ2NkFBQTV5m0JcXIriGEP89tuwcqX7scBAeOEFePJJ8OLfEkDS+QLu+mwzKVmFAKhsFkK2fcaudSU9z8HBwRw6dIiIiIg6extCCCFETXmb1xptj/GSJUv44IMPCAgIYMuWLfz6668sWrSIo0ePctVVV7FhwwZeeuklr8/Xo0cP/ve//5GRkcFvv/3GggUL+P3339m1axdRUVFs3bqVZ5555iK+IyHqmcUCX3/tGB5x443uobhZM3jpJUhMhClTvA7F4Og5XvxYP/q1DQVA0ejI7P0IV9/9HMEhIQCMGDFCQrEQQohLTqPtMb766qvZtm0br776Kv/85z/djm3YsIFrrrkGg8HAmTNnMBqNtbrWV199xcSJE/H19SU7O9vVu+wN6TEWjU5uLnz+Obz/Ppw+7X4sLg6eeQbuuw/8/Wt1GZtd4cPfjvLB6qM4f4uEqAuJO7Wc/747ncjISFdZu91OdnY2IcXBWQghhKhPl3SPcUpKCtuKp4MaP358ueMDBgwgNjYWk8nETz/9VOvrde/eHXCMkczIyKj1+YRoEGlp8I9/OMYLP/OMeyju1Qv+9z84ehQef7zWoRhAo1bx1A3t+Hpyb8ICDABcsPuyu+Vt/G9/LjZ7yf+5v/zyS6644go+//xz7M5xzUIIIUQj0yiD8a5duwBo1qwZcXFxHsv07NnTrWxtHD16FAC9Xk+zZs1qfT4h6tXBgzB5MrRuDW+8AdnZJcdGjIC1a2HLFrj9dsfcxHWsX3wYPz05gP7xjqEVdgXeW3mESbO3ci7XxPnz53nuuefIzMzkwQcfpH///nXy71YIIYSoa40yGJ84cQKAli1bVlgmNjbWrWxNKYrCW2+9BcDIkSMxGAyVljeZTOTk5LhtQjSIzZvhllvgyith9mwwmx37dTrHUIn9+2HZMhg4EFSqi9qU5oE+zL2/N88MaYe6+FIbjmUw9uON5BSYuPHGG0s1ezMJCQncdNNNLF26FJvNdlHbJoQQQnirUQbj3NxcAPwr+bg3ICAAoNbBdNq0aWzatImAgADeeOONKstPnz4do9Ho2pwBXYh6oSiwYoVjSrW+fR3zDTsZjY4b6U6edATlK6+s16Zp1CqeGHwFXz/Qh/BAx38wT58vYPsZG19//TWrV6+mQ4cOrvK//PILo0aNok2bNrz++usyxZsQQogG1yiDcX2ZO3cuL7/8Mmq1mtmzZ3PFFVdUWecf//gH2dnZri0pKakeWiqaPJsNvv3WsWzz0KGO4RFOLVrAu+86Fu2YPh2ioxusmQB924byyd0Jrtc/7HYsMX399dezZ88eZsyY4TZE6vTp0/zzn/+ke/fu0nsshBCiQTXKYBwYGAhAfn5+hWXy8vIAajwTxLfffsv9998PwMyZM7n99tu9qmcwGAgKCnLbhLhoTCaYNcvR+3vHHbBzZ8mxdu0cxxITHTfbFf+7aQwSWoYQ28wxBdwfxzI4m1sEOMbxP/XUUxw9epTly5czcuRIVMXDPO6++240ZcZAm53DQ4QQQoh60CiDcevWrQEq7Y11HnOWrY7vv/+e8ePHY7fb+fTTT10BWYhGIy8P3nsP2raFBx6AI0dKjiUkOHqPDxyA+++HKsbFNwSVSsUtXVsAjpvxlu1Jczuu0WgYPnw4S5cuJTExkSlTpvDwww+7lUlPTyc6OprHHnuMffv21VvbhRBCNF2NMhg7p0/LzMys8Oa67du3A5CQkODxeEWWLFnCXXfdhc1m4+OPP+bBBx+sXWOFqEuZmTB1KrRqBX/7G6SklBy77jrH+OLt2+G22y7KDBN1aXT3kiEdzuEUnsTFxTF9+nTatGnjtn/WrFlkZmby3//+l6uuuoqBAwfyzTffSC+yEEKIi6ZRBuOYmBh69eoFwPz588sd37BhA0lJSRgMBoYPH+71eZcuXcodd9yB1Wrl448/5i9/+UudtVmIWps5E1q2hGnT4Pz5kv233AKbNsFvv8GQIRd9hom6YLLaOJdrxujrWCxnT3I2JzIqHhrlidlsxs/Pz/V6/fr13HXXXcTGxvLwww+zdOlSCgoK6rTdQgghmrZGGYwBXnjhBQDeeOMNdpYaV5mZmcmjjz4KwOOPP+626t3ixYvp0KEDgwcPLne+n376idtuuw2r1conn3wioVg0LmvXwsMPgzPoaTRwzz2wbx8sWQJ9+jRk66pksyvsTc7mk3WJTJy1ha7TVjBu5mayCy2uMruTLlTrnNOmTSM1NZV///vfbrNZnD17lk8//ZRRo0YRGhrqmm5RCCGEqK1GuyQ0wJNPPsm///1vdDodgwcPxt/fn9WrV5OVlUX//v1ZuXIlvr6+rvJz5szhvvvuo1WrVpw8edK1/+zZs7Rs2RKTyURMTIzH4Oz0zjvvEBYW5nUbZUloUWvnzkHXro6V6wAmToRXXnEMp2ikFEXhREY+fyRmsvFYBhsTM91CcFndWwbz+T09CQ2o2XhoRVFYt24dH330EUuXLsVkMrmOffXVV0yYMMH1Oj8/n507d9K3b1+0Wm2NrieEEOLy4m1ea9TBGOB///sfH330Ebt378ZisdC2bVvuvvtunn76afR6vVvZioLxyZMnK1xBr6wTJ05U64Y+CcaiVux2GDkSfv7Z8XrwYPj110Y5fvhsThF/JGbwxzFHGE7NLqqwbJTRh35tw+gfH0r/+DAignzqrB35+fmsXr2a5cuX88svv7Bz505CQ0Ndx3/44QdGjx5NSEgIw4YNY+TIkQwbNkxWtRRCiCbssgnGjZ0EY1Er77wDzz7reN68OezZA5GRDdumYjlFFrYcP88fxzL441gGR8/mVVg2yEfrCsL94sNoE+bvmobtYlIUpdx1HnzwQT7//HO3fWq1mn79+jFixAhGjhxJp06d6qV9QgghGgcJxvVEgrGosS1bYMAAsFodr3/9FUotnVzfiiw2dp6+wMZjmWw4lsGfyVnYK/jtYNCquTqumSsMd4o2olE3jqC5ePFiFi5cyC+//FLhypgtW7bk0Ucf5fnnn6/n1gkhhGgI3uY1GYAnREPIyoK77ioJxVOm1EsoVhSFnCIradmFpGUVkVr8uCc5i60nzmOy2j3WU6ugS0wwA+LD6BcfSkLLEHx0jW+4B8CYMWMYM2YMFouFP/74g2XLlrF8+XIOHTrkKnP69Gmys7Pd6tlsNrZt20b37t0xNMK5oYUQQlx80mNcS9JjLGrkv/+Fxx5zPPfzg4MHHVO11VKeyUp6diGpWUWklXpMyy5ybFmF5Ju9W3b5iuYB9I8Po398GL3bNCPIR1fr9jWkxMREli9fzvLly1m7di2//fYb/fv3dx3/888/6dq1K3q9noSEBPr06UOfPn3o27cvsbGxMvRCCCEuYTKUop5IMBY1sno13HBDyetmzeCTT6CSpcmLLDZSsxwhNzWrkPTsIlKzi9x6f3OLrDVuUrTRh37xxeOE29btDXONTV5eHr6+vm5LUH/22WcVTuMYFRXlCsl9+vRhwIABEpSFEOISIsG4nkgwFjX2008weTKkp7t2nbvlNrY8M5VTNgNp2cXht7jX90JBxdOhecNHpyba6EtUsA+RQb5EB/sQVfw6LtSfVqF+TTrsrVmzhjlz5rB582aOlF6Cu4yIiAjS0tLcvlYXLlwgODi4SX/9hBCiMZNgXE8kGIuqWGx2zuQUuQ1ncPb65qekc9/Xb3HD/t9d5VMDw/j78KfY2Lqb19fQa9REGn2IMvoQHexLlNGHqGBfooJ8iAr2IdroS7CfToKblzIzM9myZQubN29m8+bNbNmyxXUj3+jRo1m8eLFb+QEDBnD48GHX8Is+ffrQq1cv+Z0ghBCNhATjeiLBuGmz2RXO5ZpcN7E5x/Wm55SM7z2Xa6pwdgcAFIXRB9by8spPCDKVLJv8RY+beWPgvdgMPkQE+bjCbrSx9HNHj28zPz3qRjIrxOXIbrdz6NAhNm/eTHR0NMOGDXMdM5vNGI1Giorc53VWqVR07tzZbaxy+/btUasb7YKjQghx2ZJgXE8kGF++FEUhu9BC8oVCki8Uum5ic47zTc8u4kxOEdZKU2/l1CpoHujo1b3Sms0Ds14m7s8truPWdu1RzZ6Npl9fkN7eRik9PZ3JkyezefNmzp8/X2nZ77//njFjxrheW61WNBqN9OQLIcRFJsG4nkgwvrTlFllIOl9I8oUCki4UPxa/TrlQSK6p5jezAYQHGhy9u0bHeF7nuN7oYB8ijb5EBBrQakr1INrt8OGHjunbSvdAtmsHY8Y4tl69QHodGx1FUTh27BibN29m06ZNbN68mT///BObrWQWkJSUFKKjo12vP//8c5599lk6d+7stnXq1KlaS9MLIYSonATjeiLBuHErMFuLe3xLAm/S+UKSsxyP2YU1v6Gtmb/eLfBGGh1jeZ3jfCOCfNBraxhgDx6EiRNhx47yx1q0gFtugVtvhWuvBd2lPY3a5Sw/P58dO3a4bugruyLfU089xQcffOCxbkREhCso9+/fn9srmbFECCFE5SQY1xMJxg2ryGIjJauQpPMFJF8oJOmC4zG5+HVmvrlG59VpVEQH+xIb4kdMiC8xIb6uGRyiisPvRV/gwmKBmTPhm29gwwZHb3JZISFw882OnuQbb3TMiSwuGS+88ALz5s0jOTm50nKjRo3ihx9+cNv3wQcf0KxZMzp16kTHjh3x9fW9mE0VQohLmgTjeiLB+OIyW+2kZReWGu5QHICLg+/ZXFONzqtWQZTRl9hmvsSE+LkCcGwzx2NEkE+jWeIYgHPn4McfYfFiWLkSzB4Cv68vDBvmCMkjRzpCs7gkZGVlsX//fvbv38++ffvYt28fe/fuJSMjA3AE6Ndee81V3mazERgYSGFhIQBqtZq2bduWG47Rrl07dPKJghBCSDCuLxKMa8dqs5OWXeSxtzfpQgHpOUXU5CdUpYLIIB9H2HX2+haH3tgQPyKNPug0l+g43dxc+PlnR0hevtzxuiytFgYNcoTk0aOh1LhWcek4e/Ys+/bto0WLFrRv3961/9ixY1xxxRVV1tfpdKxcuZKBAwe69pnNZjQajdviJkIIcbmTYFxPJBhXzmZXOJtb5OrxLd3bm3ShgLTsImw1nNUhPNDgFnxjSwXfqGAfDNom8IffZILffoPvv4cffnD0LHvSu3fJzXvt2tVvG0Wdy8/P5/fff3f1Lu/bt48DBw64epBLO3XqFC1LLTc+Z84cHn30Ua688spyN/21aNFCZsgQQlyWJBjXEwnGFZu3+RSvLz9IocVWdWEPmvnriQ1xDHUo2+MbE+J78cf4XmpsNti40dGTvHgxnDzpuVzbttCvn2Pr2xc6dwbpPbzk2Ww2Tpw4wb59+1xDMk6cOMGmTZvcwu7f//533n33XY/nCAoKIj4+nvj4ePr3788TTzxRX80XQoiLSoJxPZFgXLHhH/zOgbScCo8H+WjdenlLen0dz/0N2nps7WVGUWDPnpKQvHdvxWUDA+Hqq0vCcu/eMj75Mvbqq68yd+5cjh07RmW//m+++WZ+/PFHt3233347NpuNtm3bugJ0fHw8MTExMjRDCNGoSTCuJxKMK7b64BleWrKP1OyicsfUKujbNpThV0UxtFMkYQGGBmhhE3LsGCxZ4riBb+tWxxCMylx5paM32dmr3L69zJ18mSksLOTgwYOu3uW9e/dy+PBhTp48id1u5+mnn+a9995zlVcUhYCAAAoKCsqdS6/XExcX5wrK999/P126dKnPtyOEEJWSYFxPJBhXzm5X2JOcxU970/hpbzopWeXHQKpV0DsulOFXRTK0cyTNA30aoKVNiMkEu3bBpk2OoRcbN0JqauV1QkIcAdkZlq++GgIC6qe9ol6ZzWZOnTqFwWBwG5t87tw5WrRogcVS9dzfP//8s9uy2Tt27OCFF14gPj7erbe5TZs2+PjIv3chxMUnwbieSDD2nqIo/JmczU/70vhpbxpJ58uHZJUKerVuxvDOkdx0VRQRQfJH86JTFEhKcg/Ku3eDtZJV/9Rq6NLFvVe5TRtZtvoyZ7PZSEpKIjExkWPHjrk252vnzX9HjhxxmzXjyy+/5N577y13PpVKRYsWLVxBuX379vz973+vr7cjhGhCJBjXEwnGNaMoCvtTc4p7ktM4mVn+41mVCnq0DGH4VVEM6xxJdLAsYFBvCgpg+3b3sFw8p26Fmjd3D8o9ezrmVhZNgqIopKWlcezYMfr27es2f/K0adOYOnVqleeIi4vj+PHjbvtefvllEhMT3cY0t23blmbNmtX1WxBCXMYkGNcTCca1pygKB9Ny+XlfGsv3pnH8XL7Hct1bBhMfHkCgj45AHy2BPlqCXM91BPlq3Y41iena6ouiQGKiIyA7w/K+fZ5X43PSaiEhATp1csyjHBVVfjPI2PKmQFEUMjIy3HqXS2+ZmZkADBkyhBUrVrjV7d27N1u3bi13zpCQEFdIbtWqFSNHjmTAgAH18n6EEJceCcb1RIJx3VIUhSNn8lw9yUfP5tX4XHqtmiBnaPZxD82BpQN1JWX0WrnhrEI5OY4b+ZxBedMmyM6u3jlCQioOzaU3Gc98WcvKyiIxMRGAHj16uB0LCwtzBefKvPvuuzzzzDOu1xkZGdxwww20bNmSVq1alXuMiIhALTeUCtFkSDCuJxKML66jZ3L5aW86P+9L41C6hxXeLjIfndpDiNYSaCjbQ12+F9v5qL1UV9irLrsdDh1y71U+dKhuzh0YWHlwdoZro1HGOV9m8vLyOH78eLnxzMeOHSMpKck15dx3333H2LFjXfW2b99Or169KjyvXq8nNjaWVq1aMX/+fCIiItyuqdPpMMgnGkJcNiQY1xMJxvXnXK6JCwVmcoss5BRZyS2ykltkIbfISk6hxe11bpGVHOexIgt5JmuNlpauC746Tbme6iDfUj3UhvLHSgfrAMMlHK6zsuD0aUhLc8x8kZbmeSsqP6Vfjfj4VB6cnVtoqEw/dxkoKiri1KlTnD59mq5du9K8eXPXsZ9//plRo0Zhrewm0mIFBQX4lhoP//LLLzN16lQiIyNdPcyeep2NRqOsFCjEJUKCcT2RYHxpsNsV8s1WV2jOLRWac9wCtcWtTE5hqX2mqv/AXix+ek25MdVle7GdgTrQ4F4myEdHgI8WjbqR/gFXFMcQjMqCs3PLraNPDbRaiIysODg7t+bNHWXFJclms5Genu4Kz6dOnSr33MfHh7Nnz7rVmzx5MrNnz67y/CNGjGDZsmVu+3799VcCAwNp2bIlUVFRsvCJEI2Et3lNfuOLJkGtVhUHRV3VhStgtyvkmSsIzWV6sSsK23k1DNcFZhsFZhtncqpYmKMSAa6e6fJDQEqGf3g4Vhy4A/Ra1BcjXKtUEBzs2K68svKyeXlVh+fUVLhwofLzWK2QnOzYKqNWQ3h45eE5KsoRsuVj90ZHo9HQokULWrRoQb9+/codVxSF/PzyN/vGxcXRu3dvTp8+TVpaWoXnDw8PL7dv0qRJnDlzBgCtVktsbGy5nuZWrVqRkJBAaGhoLd6dEOJikB7jWpIeY1EdNrtCnsnD0A9TqSEghRUH65wiCwVmW4O0XaWCAL3nYR/lwrZBi69eg1/x5qvTup77GbT46jQXtwe7qAjS0ysPz2lpcO4cdTbGJjS04l5no7FkCwpyPAYGynCOS4DJZCIpKcnVy1z6cfTo0Tz++OOuskVFRW5DMirz7bffctttt7leJyYm8tFHH9GqVStiY2Np0aIFMTExREZGSq+zEHVAhlLUEwnGor5ZbXbyTO7jqEvGWZcM+yjXi11YUrbQ0jDhujSDVl0clktCtK9OU36fXoNfcbAuHbb99KX3lXqu03g/JttigbNnKw/PaWmOkG2r46+ZSuUIx2UDs6etomNBQTLUoxHJz8/n448/LhegL3j4BGPr1q1uNwcuXryYW2+9tVw5tVpNVFSUKyjHxsYyY8YMt7HNdrtdZtgQogoSjOuJBGNxKbLY7OSV6oXOKTO2uuw4bMej+7EiSyVzGDcwvUbtHqyLw3W5fXpH77W/QYOvXoufTuM5bGtV+Gdn4Zt5Ft25M57Ds3Mz1Xy4S434+VUvTHs6JsNALqqcnBySkpLcxjg/++yzbouUvP/++zz99NNVnqt58+auoRpO9957Lz/++CMxMTGuAO0cQlL6ebNmzeRmQdFkSTCuJxKMRVNlttrL36xY/JhnslJgtlFYPDa60GJ1jZN27Cs+bnHfZ78Efhtp1apywdoZoP11GkItBYTnnyc89zzNcjIIys/Bvygfv8I8fAvyMBTmo8/PRZ+XizYvB01uDuqcHFSF5ZdIrzcGg3e905UFbT8/mSqvFjIyMti/fz+nTp0iOTmZlJQUt8ezZ8+iKAoJCQns2LHDre6QIUNYtWpVldd46KGH+PTTT932ffLJJ4SHh7sCdGRkJFr5FEJchuTmOyHERaXXqgkNMBAaUDe9jYqiYLLaiwO01RWqPQdrG4XF4brA4h62C8ocLywuY6uj1G21K67/DEBFvcM6IAJUERCAY6uC1mbFaCkk3F5EqK2IcFshIdZCQiyFBFsKCDIXEmjKJ8BUQIAzaBfmYcjPw1CQhy4/F11+DRfEMZkcQ0rKzM5QLVpt+fBc3eEhAQFNdtx1WFgYAwcOrPC4xWIhLS2NgoKCcseioqKIi4sjJSUFs9lc4TkiIyPdXhcWFvLII4+47VOr1URGRpbrbZ4wYQKxsbHVfFdCXHqkx7iWpMdYiMZPURTMNrt72HaGaUv5sJ1fNli7AniZfWbHeG2LrXH8GlXbbQSYCwk0FRBoyncE6eJAHWQqINRaSHBx0DaaCwg0FxBoKnD1aPsVOnq01ZUt9X0xqVSOwFzT8dZNfNy1c+nt0r3NpZ8/+OCD5W74i4+P9+rc27Zto2fPnq7XS5cu5R//+EeFQzdiYmIIDQ2VoRui0ZAeYyGEKKZSqTBoNRi0GoL96v78Fpu93DCRcj3fHoN1xcNMnK/NNu9Dql2tIccngByfWiyhrSj4mwsJKA7NQab8UkG7wNVrHWh2P2Y0FxBkKsDf7OjR1tlqMDWhc07r7GxISqr5e/D3r16Y9tRz7eNzyQ0NUalUhIeHEx4eTrdu3aosHxoayty5cz0O3Thz5gyl+81iYmLc6iYmJrJ//372799f4fkNBgPdu3dn06ZNbvu3bduG1WqlRYsWREVFodPVfBpNIeqaBGMhhKglnUaN0VeN0bfu/8BbbXa3Xu2Khpm494Zbi3u9Kx7PXWC2YbJ6CN0qFfkGP/INfpwJrGGjFQWD1UxQqZ5rV6guDtCBngJ3mTDuY614WECl8vMdW2pqDd8AjiEdfn6OkOzv79gqel7dY40kCAYHBzNx4kSPxywWC+np6a6wXHpVQXCsFmgwGDBVcrOpyWTCYrGU2z9lyhR+++03wBHmw8LCiI6OJioqyu2xX79+XgV8IeqSDKWoJRlKIYS4VNnsSnFgtpYbZpLvts/qGqvtFrYr6Q2viykBdTaLWy91+UDteO4ett0Dt7+ljpYbr0s6Xe3DdUXl6nGMtqIoZGZmlhuyUfp19+7dmTt3rlu9Dh06cPjw4SrP//LLL/PSSy+5Xufl5TFgwACPIdr5GBkZKT3QwiMZSiGEEKJSGrWKAIOWAEPd/ymwu0K38wZID+OzS4XocmHbbCXf5AjoeUVWzpqsnCie7aQ6nOOugzyE5oAKhor4WYrwtZjwNxfiazHhZynCz1KIoSbDQzyxWCAry7HVNV/fuunVLvvcw9ASZ29vWFgYXbt29bqJjzzyCImJiSQnJ5OamkpaWhppaWnlepejo6PdXqemprJnzx727NlT6fnDw8P5/fffad++vWvfkSNH2L9/P9HR0RKgRaUkGAshhKhzarUKf4MW/zoO3Ta74grLeabirczz/OLnuabi56WOnzFZOV68QI7HoSSV0NhtjpBsLsSvODD7WorwNzseHceKH93CdRF+ZYK2r6UIf0sRvsXltUod3fBYWOjYMjLq5nxOVQ0tqUav9pPDhpUbWmK328nMzCQtLc0Vlq+55hq3JmRmZqLT6TwOzyjt3LlzbnNEA/z44488++yzbvvCw8NdPc3OXucOHTpw9913183XTFySJBgLIYS4ZGjUKoJ8dAT51L63z2Kzk18ckp1h21OYzis+nls6dBdZyTFbSS0uV6uZSRQFg81Ss3BtLnJ77m814W911PMzF+JjrqOhJHY75OU5trqm06H29yfc35/wgAC6OEPzt9+6Beq+AQEUvfACmSoVaVYrqSYTaQUFpObnk5qTQ1pWFqmZmZzLyiJUr3esVlm8nHZaWlq5y547d45z587x559/uvb17t27XDC+9dZbSUxMdBuyUfa59EBfPiQYCyGEaJJ0GjXBfnqC/fS1PpfJaivurbaRa7KUCdM28or35Tmfm4qfF1mKj1vJLfLjjLnu5twGUCl2fCxm/C0lgbqqcO3szQ60mwmyOsK2X3HQ9rUUYTAVYTAVorXU8ObIsqoxtEQNhBdvXSorGBzseCweWjJKo6FZeDhpKhWpdjupVitpZjNpRUVYSk1PGF1YCJ9/7tbLvW/7do4mJbkFaE/effddnnnmGdfr/Px8vvzyS7dx0JGRkej1tf95ExeP3HxXS3LznRBCiLqiKApFFrvnYSImS3GYdu+5zjeVLlNqOInZysX8C+8cWuJrdgRpZ7gu3ePtZzERYCkiWDETZDMTZCsiWLHQ2aghWLE4eqCds4iUfm6r/c2b3rADmUAakAoYgb5lylwJHAMqH8ABX3TowL0ffAA33gjAwYMHufLKK8uVKz0Lh3N79tlnCQkJcZVRFEXmgK5jsiR0PZFgLIQQojGy2xUKLLaS4SJehGnXUJIyoby6Nz1WZVD7cObcd7Xng4oCZnPFobns6+qU87ByoDfswHkc4TmVkiCdVmrfW8C1nTvD3r0A/PbbbwwePNir82dmZrqNi37zzTeZPn26W3h29jiXfh0dHY3RaKzRe2pqZFYKIYQQoglTl5p1JKKW/Talb3p0BuhyYbrIPWxfKLDwx7GMckND1CoYflVUxRdTqcBgcGyhobVreFl2u+PmxGoGanV+PmH5+YTl5dGlbLm8PLhwwXF+X1/XpTp06MDs2bNdNxOWfXTeRGgwGNx6i8ExJjo7O5vs7GwOHTpU4dvp378/GzZscNv33nvvUVhYWC5Uh4eHo26iS65XhwRjIYQQQlSqOjc92uwKP+5J4f1VR8uF4hFdonj6hnbEN6/F6oy1oVaX3NBXZtGSGktMBOfS2q1bu3ZHR0dz3333eaxit9u5cOECaWlpnD9/vtywieDgYOLj40lLSyM/P7/CS0dFlf8Pxn/+8x9OnDhRbr9GoyEiIsIVlB9//HGGDh3qOm6xWEhLS2vy46AlGAshhBCi1hRF4df96by74ghHz7rPXjG4Q3OeubEdnaIvw4/9T54sed6qlVdV1Go1oaGhhFbQIz516lSmTp0KQG5urmuu57Jbnz593OopiuJxBg4Am81GamoqqcUrQt55551uxw8dOkSXLo5bGkNDQ8v1OJceztGnT5/LNjxLMBZCCCFEjSmKwtoj53h3xWH2peS4HesfH8rfbmxPQsuQCmpfBk6dKnleqse4rgQGBhIYGEi7du28Kr9mzZoKg3RaWhpnz57FbrcTGRnpVq90oM7MzCQzM5N9+/Z5vEZWVpZbMP76669ZtmxZhWOiQ0JCLpmbCSUYCyGEEMJNRSsXFpiKVy20lCwh/su+NLadvOBWP6FlMH8f2p5+bcMa6B3guInPZgOr1TElnKfHujj2668l1/Syx/hiUalUrl5kRVGw2+3YbDa3zWw2k56eTkBAAOfPn3fd9Gc0GhkzZgzr168nMzOz0uts3bqVK6+8khYtWgCwadMmFi5c6FUb3333XR588EECAwNr8U4vHpmVopZkVgohhBANwTm1m3M57bJLbRdYbBQUzyhRetntApONQpMZc6EJU6EJc5EZU5EJS5EZi8mMpciM1WxBa7OiVWxobTa0dhsaxYbOZkNjt6G1W9Ha7cWPjn06u43YQD3D2jejXagvKmeArCxgFj8qFgt2sxmb1YrNbMZmsWAzm/FVFPR2u6ucyWQitajIcdxqLb/ZbK7HPjabW+/fEeAgYKtiCwduLfO1nguc9qLuTR99xIhHH3XVKygo4IEHHigXTj1tH330EZ07d3bVXbFiBX/729+qrOfn58ep0r3WwIMPPsjnn39e5c/Qbbfdxrfffuu2LyYmhpSUlCrrzpw5kwceeACAsWPH8v3331dZx+nUqVO0bNnS6/J1QWalEEIIIarLbq8yzClmMzaTCZvZjB5Q2WyuY7nZ2eTl5TnCndmM1WymqNBEUZEJU1ERpiIT5iILOqClfxBWkxmb2YLNZGJXWgq5hYVYzRZsNgs2ixWr1Yq9OPTZiwNfe50P8RodKqsjlJqtFpbkX0BR7KDYHe9BsaMUb9gV7IodBYWnFYhV7Khx9IltAGbjCAOVBb4g4OsyX6oXgV89lP2ozOvbgffK1G2BY/ozZ5mKFsReANxV6vUuys8zXJELQHCZc031ol4vygfjT4BNXtRtlpLCiFKvbTYbCxYs8KKmY3hCabm5uRUOZSjNz8+v3D5vhy3YPMwXrSleLbA6defOncv999/PyJEja3zdxkKCsRBCNCF5eXlYLJYqe6EiIiLc5lUtLChg57ZtjsBXHApdW3HvnvNxRL9++Gu1rjC57+hRNvz5p+O4cyvb02ex0MzHhyf69XMLoZ9s3cre9PTybSz9EbHdzvDwcCZHR7uF2MF792Kx2x1lFaXkscz2qV7PoOJArLLbWQeMpeKQWPpjVitQOkZMA9714vswGFhVZt8EoOoY5Jgvd2Kp12nA217UA7gPKP1h/zHgCy/qRXjYlwhs96Kupw/lCwFvFqt2C8wqlSO0Wa1e1ARbQoJj+jStFnQ6NKdOwdGjVV8zIgLuv99VD60WzcyZ4GGmh7KsZT6E9zZkgmOmitL0ej2+vr5oNBrXptVq3V5rNBqPwbht27b07t27XNmy29VXl59L+q677uL8+fNV1k1ISHDV8ff3p1+/frz33ntV1tNoNISHh3v9dalvEoyFEI2GoihYnR+HVrHFxsa6/dE5c+YMKSkpVdYLDAzkmmuucbvur7/+SlpaWpV1+/bty8CBA131zGYzL/7zn65g5wp8pYNf8fOXHnyQDi1buoLbpt27eWXOHNdHvx7ft92OXq1myzPPuI1tfOGXX5i3Z4974Csd+oqfj4qKYlHPnm5B86qNGzlpMlX5vfivry+PaDSueqdtNgZ4+X1MBNqUer0GeMKLevHAE4sXu+1bBiz3om5Uairs2eO2bz2O4FqVvKIiSvev2fAc5jyx4R6MvY1BnvrLalrX++gFeW3iKTQaUet0qHRaVOcz4eDBqq/p6wuPPeYIi86g+f33qP78E41KhUatdm1ajabktUZDcP/+8MgjbkGz81//SnZ+fklY0modW+nnWi2RzzwDQ4Y46qrVhJ04wV0vvOBV+DJMnepY2rnYdX/8wevr13sX2sr0fL5x7bVcuHChyrplp0/z8fEhMTHRq/bqdO5T4d18880U1HBBkueff57nn3++RnXffPPNGtULCQnh6aefrlHdxkTGGNeSjDFumiq6qcG5aTQat942gJMnT1JQUFBl+GrTpg2tS93ZXFRUxLJly7wKi+PGjaN5qbk59+zZw/fff19lPX9/f957z/3Dzn//+9+sXbvWrZyn8DZ06FDXtEJOffv2JSMjw228n6dt5iuvcNfQoa7wtWPvXnpWMO9nWWfffJNwX19X6Ht91Sr+uXJllfUSQkLYMXiwW1gcuGUL68t8jOnJFD8/phsMroBaZDbj6+VHgmuAQaVe/wCM9qKeHigbYx8FPvai7s3Aj2X2xeMIrlX5EHi81OvE4rreOAJcUer1f4HHvKgXBxwvs+8Wyr8HTx6m/NfEB/evnRpHiNS4nqtQq+DNwHAG+ARg0WiwqTTstpj414UU1KhQqVSoVSpUKnXxowoVasejWs0zV/QBrQGbWoNVrWFr5mn+PJ+MWqNFrVEXhx5n4HM81+q0xIRHMubaoegMOvQ+BvQ+en7YsIrsgjz0eh16gx6DQY/eoMfHYMDgo0en16PR6ejTpw8JPXq4gqbJYmHxkiVeha/u3bsTUCosZmVlkZqaWmU9rVZb7m+cLFssLiUyxljUWnZ2Nn/88Qfh4eGoVCpXmOnevTu+pVb3OXXqFHv37vUqfI0bN87tGt9//z2HDx+usm7//v2544473OpOnjyZoqKicmXLhrdXXnmF/v37u+pt377dq5sh7HY7SUlJGAwGV90XX3yR6dOnl/vIq6xrr72WdevWue279dZb2bVrV5Vf99dee40XnnoK0tMhL4/cc+e4/fbbq6wHMCAjg+YxMa7At3fLFl724k7hUIOB986ccfsYetvOnSwunu+yMnF79sAnn7gFzcSCAs550V7TM8+4va7Omky2Mr0h3vaaWS9cgO++q9F1bQUFbkvKVqenrrq9fGocv6A9zRQaAkRTEvIq2tp6qHstjtCqATRqR9jTqFSo1WpUKjWa4sAXGxDIef9AbCpH4CtAYXLmOccCCSrHpqBGURVvqLCr1NhValaFtWSD3herWoNNrSHVlM+4vAsoag2KWouiVqOotdg1GlBrsas1KGoNap0Pj4S3wqrROuqq1NgKsrjBZsGm1mLXaLFpdNg1Wuxq53MdVo2WTQZ/uvgFYVOpsao1WDVamlstqDQaV3udIU6vUeOr1+Cn1+Cr17BUr2G1Xoufc59Oy33Fz/2K9/u6XpfdV7qehr9qar6y2ICH7qi6kAcGjYa77rqr6oIeBAcHExwcXKO6EorF5UiCsfBo69atDBgwwLVkZWmHDx92m09x1qxZvPLKK1Wes1WrVuWC8dy5c/nhhx+qrGsymcoF4/nz51NUVPUotTNnzri9LigoYE+Zj1wrUvYGAWdPcXXrQTVuaHj5ZfjnP0vqeVWruO6rr7pf09t6JhPMn1+juvbCQscSq6U0o+Qj5sq2sv9nDwIGeFFPAxjK1E0AHvGiXiTlPQXc6Szj/FhYq3V9FOz8iPcKHx/w83N9HKzVaFhXVOT20a9Gpyt5LPU8OijIbbzjjSoVmXY7muJeQI3B4Hp0fMytc12n7ONrWi2vVXDMpKg4b1Y4b7KTaVZYXGTjXJGdjCIbZwttFBbZMedbOJtvIbeo4oEGf1R4pGobqi5SJa1a5Qqj/nptqSCrxU+nwc9QElJ9dcXPDcXHPIRWv1Ln0NUivAohLm8SjIVHe/fu9RiKoXzo8yYUAyQlJZXbV5O7X6tbt2yQ1el0GAyGSj82VBcHorJ1Y2Nj6dmzp3t5tRqNzYbGakVjsaCxWLhSpYJHH3X0+qalQVoaNycncxVVB7f+ZcZ/+uO4scabsNgGd4OAX7yo52mR1/eA18uWLR38ip+rPQS4Qx4Cm+uxkmNttVp+r6heFfWHaLUMqeF1bym9T+19aFLh6IGtCT2O/0B4o8BsJSPXzLk8ExnOLddMxoVSr/MKOJdrIs/k3Y1JdUGjVuGn07iH1jI9q756TXGQde9Z9dNrHeFW5x5anSFYr5XwKoSofzLGuJYu1zHGhYWFvPzyy7zxxhvljjnXUnfy8/OjsEyPoScRERGkp6e7XiuKQqdOnVAUhZYtWxIbG+t6jImJwcfHxxU+mzdvTlxcnNv5jh07hqr4LuXKNud5qq2oyBVqSUtzC7lu27lzjumR6kJgIERFQWSk49ForDLUVXrMmzLeHqvJ11B4pCgK+WYbGbklwfZcntntdUae2bE/10SBuW6nNvLXawgLNBAWYCAsQE8zf73b8IDSPbTOoQX+BvceW1+9BoNWLR+nCyEuCd7mNQnGtXS5BmNPbDYbeXl5GI3ua93/4x//YPfu3aSkpJCamlrhijlvvPGG212ymZmZhIVVvCpS8+bNiY6OpkWLFrzzzjt06NDBdSw3N5fCwkLCwsJQV6OHD0WB7OzKg65zvxc3Y3ktLMwRdEtvzvBbevP3r7trinqlKAq5JmtxuDWX6tktDr1lensLLXUbdgMNWsICDYQHGAgL1BeH3pLw6zoWYMBXL//JEUI0LXLznahzGo2mXCgGmD59utvroqIi0tLSSE1NdYXl1NRUtxvgAFKruLHr7NmznD17lt27d/P22+6zdC5atIj77rsPnU5HVFSUI0CHhhIdGEgLX1+i1Wpa2O3EmM20K9vz68W4ZK9otSXh1lPIdW7Nm4Pe0y1UorFTFIWcQmuZIQzuwbd0T6/JWkefHBQz+uocoTbAUCrYlgq9gSWvfXQSdoUQorYkGIs65+PjQ1xcXLmhD2W1b9+eAwcOuIVn53PnY1paGlarleiUFDh0yNWbm/LTTwBYLBZOnz7N6dOnPV6jLY4J7Et7H0jFcVd/i1KPURTf0OXnV3HILR2AQ0OrNR5VNA6KopBVYCkOtcUh18MQBmcANtvqNuyG+Ok8BtuyPb2hAXoMWgm7QghRnyQYiwaj1+vp2LEjHTt2dD+QkwOTJsHRo9itVs4BQUOGuBVpDdyEI+CmQoVTg7Uo/aJZM4iKYmFSEltycjyWDwsNpUVMDLGxsdxzzz1u06QpioLJZMLHx6c6b1M0Ep+uS+TLjSc5l2fCYqu7EWQqFTTzc/bqVj6EITRALzMiCCFEIybBWDQ+v/0GS5YAjrlcPS1FOqF4czIB6UAKJWE5BWgJEBEB7do5hjQYjaScOlXhpTMyM8nIzGTPnj1uK5wBnD9/nrCwMMLCwlw3CHp6bNGihYTnRsZis/PuyiOYvRzqoFZBM39HsA0vdZNa6Z5eZw9vMz89Wgm7QghxWZCb72qpKd18V2+ysuDOO2HTJsjNrfPTHwGSKQnPpYO087UVWKjVcmezZo6ZIYxGdqvVdN+61atrHP7jD9olJEBxQP7zzz/5888/iY2NdYXn0guHiIvvpSX7mLe55D9FPjo1d/duRUSQD2GBesIDfFw9viF+ejRqmW1BCCEuF3Lznbh0BQfDr786nttsjnCcnV3zLTfXMRtFsXbFW0XswBkg0GqFs2cdW/H+/kASjgBd2ZwC0c4bDfV6MBr5wWbj/86fdyvT3NeXmOBgYps1I6Z5c2Kjo+nUvj0jhw51hXGMRke4limxam3aqE4E+Wr5aI1jQeQii53jGfk8NaQdAQb5VSiEEEJ6jGtNeowvAXZ77cN1To5buLbhCM/JOIJyUqnnF4AVZZrwEDDTi6YOAtaU2XefSkWWTkeMjw+xAQHEBgcT06wZsRERREdGoi/Vq13h5usr4brY/7Yn8cL3e7HaHd/PjlFBzL63J1FG3ypqCiGEuFTJPMb1RIJxE2G3Q15exaG5imC9ITOTbXl5JCuKW5BOxdET7TQRmFvm0tFAWgXNUuEYgx0L/BO4pdQxc3G9aECn1VYdnqva/Pwum3C9MTGDh+ftIKd4SeTmgQZmTerFVTHlpyMUQghx6ZNgXE8kGAuvKQrk57sFZuv586SfOkXSqVMkp6YSpVYzICio5HhWFr7r1+PNIr/fAHeUer0LSMARniNxhOeY4sfWQKvix9ZAcHG5Smk0lQfn8HDHjY5lt0a6aEniuTzu+2Ibp88XAOCr0/DBXd24sVNkFTWFEEJcaiQY1xMJxuJis1qtpKWlkZSURHJSEknHj5OUmOh4npxM8pkzpJ0/zx/PPUffsDBXqP5x3z5uWVN2YIZnOUBgqddbcfRoO8NzM7wIzhXx93fMCOIpNJfdgoLqtVc6M8/EQ/N2sOPUBcAxG8XrY67irqtb1lsbhBBCXHwSjOuJBGPRGFgsFlQqFVptyU1kGzZsYMaMGSQlJZGUlMSZM2fw9M+9WVAQmd9+69aT/Zf58/ls505XmQCNhtY6Ha3Ualrb7bQ2m2ltt9MJ6FjujLVgMHgXops3d8xLXQcLrBRZbDz33Z/8uKdkJcZnh7bn0UFtUV0mQ0eEEKKpk1kphGhCdDpduX0DBgxgwIABrtdms5nU1FROnz7NqVOnOHnyJKdOnXKE6RtvdKt7coX77YN5Nhv7bDb2lbnGxNtuY+6rrzqm2Dt7Fs6c4R/z5hFiszkCtMlEq9xcmmdkoLpwoeo3YjJBUpJjq4pWW/HwjdIBOiLCUU7jeRU5H52G9+/sRvNAA59vOAHA278eJiPPxEsjrkQt07YJIUSTIT3GtSQ9xuJytGzZMvbs2eMK0M4QbTab3cq9+OKLvPLKK67XZrMZHx+fcj3Tvr6+tGrZklaRkbQOC6N1YCDjOnWild0OZ86U3zIyHDc81hWVCsLCKg3QSvPmfHWiiJe3ZmDROP6jcUu3aN6+rSt6rSzgIYQQlzIZSlFPJBiLpsJut3PmzBlXUD558iTXXHONW690YmIi8fHxXp1v48aN9O3b1/V67dq1vP7667Ru3ZrWLVvSOjSU1v7+tNLpiLJaUZ875zlEnz0LVm9uT/Relk8AGX7BZPgHo4qMJKFXe3RRkZ5Dta9M8yaEEI2dDKUQQtQptVpNVFQUUVFRboG2tBYtWrB582a38Fy617mwsNBVtnXr1m519+7dy8qVKz2eV6/X07JlS1q3bs1VV13Fe3PmlBy02+HCBfeg7ClAOzeTqcr3GlyUR3BRHvHnkyFpH2xbVXHhwEDPwzecW+/e0KJFldcUQgjR8CQYCyHqjI+PD71796Z3797ljimKwrlz5zh16hQnTpwgIiLC7XhycnKF5zWbzRw7doxjx46RkZHhflCtZtzjj3Pw4EHi4+O54ooriI+PJ/7GG4mPjycqKgq18yY9RXHMO10qQCvp6eSdTiE/KRVLajqqM2fQZ54jIDsTP3NR1W86N9exHTvm+bhOB3v3Qvv2VZ9LCCFEg5KhFLUkQymEqBuKopCZmVluXHPp3ufc3FxGjx7N4sWL3ep27NiRQ4cOeTyvr68vbdu2pWVcW24YfRctuvTnREY+JzPyOZGRz6nMAgotnhf49jUXEVqQRXh+Ft0MJv51dVjFPdHZ2RW/ud9/h1JDToQQQtQvGUohhLikqFQqwsLCCAsLo0ePHuWOK4pCVlYWBQUF5fZrNBo0Gg02W/mAW1hYyL59+9i3bx+bzbEEHimZsdmam8HZb/4PbbNodMFRaEOi0IZEowuJwjekObGxYcSFtaJteAAT+rSC4DLjic+cgS+/hFmzPAfjhAR45hkJxUIIcYmQYCyEuCSoVCpCQkLQ+QWyLyWb48W9vicz8rni0U/RnMkmIz0V64VULBdSsV5Iw5qVhuVCGtasdLBb0YZEuZ1TyUrFknkaS+ZpCstcT6/Xo23TBkN8PH7x8RgHFM++YbXCr786wvDSpeVv/DMa4e67YfJk6N794n1BhBBC1DkZSlFLMpRCiLpXaLZx6nw+J87lcyKzZNjDiYwCMvKqvnmuNLUKooP0hKvz6RjXgitahBEX5k9cmD8bVy7lvnvvxVTFDXk6nY7CAwfQfPklfPEFpKQwA1gJxDu3q64ifuJE4v7yF3Tyu0AIIRoVma6tnkgwFqJmTFYbSecLOJFR4Ai+mY4gfDIzn7RsL256KyPK6ENcmD+tw/yJCy1+DPMntpkvBq3nxT0AbDYbKSkprpv7nNvRo0dJTEyksLCQ9n5+HCozhON24DsP59NoNLRq1cpxA2B8PEOGDGH06NHVfj9CCCHqjgTjeiLBWDR1drtCrslKVoGZrAILWYUWsgrMZBdayCqwcKHATHap/VmFFrKL99ur+dsnLMBAmzB/Wof50bqZL/H+GuL8VcT6qPCxmqCgwLUpBQXY8vIw5eRgysnBnJ+PKTcXU14ebfR6tKaS8okZGew/fx5TUZFjM5kwm80UFRVxwmYjHWgHhAJPazQwYgT9Dh9m0+HDXrW7efPmPPLII0ydOrWaX10hhBB1QW6+E0JUi82ukFtkcYVbV6AtDrNZBRayi/c7nzsDcOmAq7bb0GWfQ5t/Ab25AJ2pAJ25AJ2lCI25EJ25iAhLEdEWE820Bq4MCsXHYsLXYsLXamJV+hHMNjNqxQp2K4rdhs1mxWKzYrZaybLZ2GKzca2iUHoh60PAQMBUaqsodycDpWcWXgw868XXqGPz5jy9ezdERfGHonDmzBnatm1b7obAss6ePUtWVpYXVxBCCNGQJBgLcYlQFAWr1YrJZHL1aJZ9HhERQXSLGFdoPZdTwJLvviWnoJDcnFzysnMpys2nKC8PU34+psICLEVFWIsK6dq6BxEGf3ytJnwsZlIzTrPqxE7sdit2uxWb3YbNbsdqt2FR7FgVBYuioAeOBoTgYzHhYzVhsFl5EPjci/c0Bni+zL4XgdNe1B1X5rUKOOtFPXCE5tIMXtYzBwZClOMGPpVKRWRkJIMHD2bp0qVu5XQ6HRaLxfU6Li6O4OBgL68ihBCioUgwFqIMRVGwWCyYTCYMBgN6vd51rKCggP3795cLpp7C6iOPPIJvqeWCf/nlFxYvXly+fGGhYysqwlxURLvYWL6ZNg1bXj75WbkUZOcy9s3X2HT0CEqFfaAO9waF86R/sKP31WIi0mLijYIsr973R8e2M6jU6x+AT72oZwci8s677fM2aHq65c3ruq1bQ5s24OcHfn74KQqtf/kFg1aLQafDoNdj0OvR6/UYDAbH5uuLwccH36eegpYtXXX7HTrEa+vXO44Xl3WrV7x5+vhtzpw52Gw2t3oqlcrLdyGEEKIxkWAsGpTNZqOgoKDKoKkoCjfccINb3ZUrV7J3716P9UrX7dOnD0899ZRb3euvv560tLQKr+n05Ucfcc+oUa6xqEf27OHqe+/16r2N37ABX0XBXlCANS+f7SdO8FlaatVfk4MHYcUKNEBQ8eZLxcMCSmuWc45uOedcr+1etdTBXOZ16YCqL35tKPPcoFJh0GhQIiNR+fs7gqavL72zs8nJznaFU4PBgN7HB4OPjyucGvz8iGvRAvr3B19fV0ide+QIFq0WQ2AgBqMRQ1CQo26ZkKrT6aBUAI0FTlTj/ZbWo3lzelx7bY3qNmvWrIZXFUII0dhIMG4CFEVxBUDno1qtJirKfU7Xbdu2ce7cuSpD6sCBA7nuuutc9fLz85k8ebJXvahLly4lISHBVffbb79l3LiyH4qXZzQaHWM07XYoKoKCAhbMnMkX335bZV373r08lZbmdmPWkU2bSCmqeuYD02OPwWOPuV7rKylbrm7x6mzq4noBXtQxADoP+zsCuXgOp6WfDwDsKhVmvQ8Wgw82H1/espjR6vUYDD74+DqCqa+/H37+fvgF+OMbEIDB35820dEQEuIKqEMMBor0evRGo1vodR7Hx8ctmJY2sXiriT6lfj6EEEKI+iTB+BJisViYPn06//rXvwAIDg4mMTHRrcfq/fff5+2333YLpKV7QJ169+7N5s2b3fY9+eSTbNq0qcp2vPjii27BWFEUvvnmG6/eQ35+vttrg967qGnKznaEslJh1uuP3A8cgAMH3PYZ8S5ouv/XAcKAx0sdr6xuaJm6d6Cit1YPOj12rQG7Vo9d54NdZ8Cm88WsM2DWG7D7+LLIzw98/VD7O7ZhAf7cHBiAwRiAITAAX2MgfsGB+IcEEVj8qA4oDq96PT4qFT7F1/XmpjJPNMWbEEII0VRIML6ELFu2zBWKAbKysggNDaV79+4kJCSQkJBAamoqqalVf1zvaUEDg8G7qFm2bkX1VCpVufGaapUKjhyBtWth7VqiVqzgBqoOmj7gFooB7geuq6Be6deBlLe/1HOzWkuRzkChzkCh1kCRVu/2+ietnkKdwbFPa6C9s1xxmQvFdUqXseh9+DrIH31gAD7GQPyMgQQE+hHspyPYV0ewnw6jn54QPx3NfPXFr3UE6LWo1TI+VQghhGgIEowvIV26dCEiIoIzZ8647d+1axe7du1i1qxZTJ06lZiYGFcgTUxMxGQy0aNHD5o1a+YKqG3atCl3/kmTJnHddddVePOR83Xbtm3d6mm1Wk6cOFGurFarRQVw9KgrCHPHHZCW5qrbB8fqYR4ZDCUf25f+CL/4dS8/P3r5+WH18SVPrSMbHRfQkGHXctaq5oxFTapZxVmbxi30lg6wRToDNnXF/aI6jYpgP31JmC0OsSF+Opr56TEW7w8u3u/Y9PjrNXIDlhBCCHGJkQU+aqm+F/jIz89n+fLl7Nu3j/3793Pw4EEOHz6M3W4nOjqalJQUt/J//etf+c9//oNKpaJ9+/aunuWEhAS6d+9e91NIKUpJj/C6dY7HUkG4HH9/GDAABg2CgQMhPt4Rgn19QeMIrGarnbTsQpLOF5J8oYDkC4UkOR/PF3A2t3pLBDupVBAV5ENMiB8xzXwdjyG+ji3Yj9AAPX4ScIUQQohLnqx8V08aw8p3+fn5/Pnnn2RkZHDzzTe7HevXr1+l44bbtm1LQkICd9xxB7fddlv1L146CDu39PSKy/v7wzXXOILwoEGQkIBVrSEtu8gVdpPPFz8WB+D0nCJq+lMaEWQg1hV4/YgtFYCjjL7oteqanVgIIYQQlwxZ+a4J8ff3p2/fvh6P/eUvf+Gqq65i586d/Pnnn+VuxEtMTCQxMZEOHTq4BWObzcb06dPp3r07PXr0IDIy0nGgukE4IACl/wBy+vQnqcvVHG5xBUm5Fkfo3V1A8prfSc8pwlbdtYGLhQcaSkJvSEnojW3mR5TRBx+d3D4mhBBCCO9Ij3EtNYYeY29ZLBYOHDjAjh072LlzJzt37mT37t0UFhayePFiRo8e7Sp74MABOnXq5HodZTSS4O9PQnY2vfLz6Q94mr3V6udPcuce7G/Xnc2xV7EhsBVJuWasNQy+of56R/Bt5ucxAEvwFUIIIURVZChFPbmUgrEnVquVw4cPExsb69b+r776iokTK5+JtjNwDfAmEGg0sqfvjXzg35FkY3PSA8PIMfhXOM+tU7CfrtRQB0dPb0yp4Ounlw81hBBCCFE7EozryaUejCuSlpbGunXr2LlzJzu++IKdGRlkeSgXAmTgWMTCaSfgB8RoDZwzhpMVGkFh80hs0S3QtGyJb5tWBLeLI6xDWwKjI6oMz0IIIYQQtSHBuJ5crsHYTW4uysKFnNy1ix3797Px+HF+P3eOXSYTw4EfyxQfDPwGhOPoUXZuXfEwqN3HB2Ji3LfYWPfXYWGglpvkhBBCCFEzEozrSZMIxhXIzcnhwokTtARITobkZM4cOEqr/8zAZLeXKx8A9KMkKF8N+HpzIb0eWrSoPEA3b+6a3k0IIYQQojSZlUJcdIFBQQR27ep4UfwYkJ/PJJ0v85b8iin5AHZTyRLQecCK4g3gq6uuYoLN5gjVOTkVX8hshhMnHFtFtFqIjq48PEdGOsoJIYQQQnggPca11JR7jCvz+e/HeWXZfiznTmFNOUB3fTp7d2wmrdRiH6dOnaJly5aOFzk5/DhvHv/33ntcExfHNaGhXKPTEXX+vKs3mgsXatcotRqiosqH59IBukULCc9CCCHEZUZ6jEWDmjwgjsPpuXy7Q42+eRzJeg3Db/sH7XzzUdIOkX7ycEkoBggKYm1iInuOH2fP8eP8p3h3165dGXHzzYwcOZKrO3VCk55eEpSTkyEpyf11RkbFjbLbISXFsW3Z4rmM0Qg33ggjRsBNNzmGaAghhBCiSZAe41qSHuOKmaw2JszcwvZT5Xt6mwca6Nc2lH5tw+gXH0pMiB8TJ07k66+/pqIfybCwMIYPH8748eMZOnSo54sWFkJqauXh+cwZ796ASgU9ezpC8ogRkJAgNwEKIYQQlyC5+a6eSDCu3IV8M9N/Psiqg2c5n2+usFyrUD/6tQ2jW4QOzhxhz/bNrFq1im3btpUr+9RTTzFjxoyaN8ps9hyeT56E9eshK8tzvYgIRy/yiBEwZIijd1kIIYQQjZ4E43oiwdg7drvCofRcNiZm8MexDLaeOE++2VZh+Y5RQfRvG0pHo51zBzez8tefWbFiBXl5eaxatYrBgwe7yqakpDB48GBGjBjByJEjGTBgADqdrmYNtVph82ZYvhx++gn+/NNzOa0WBgwo6U3u0EHmYxZCCCEaKQnG9USCcc1YbHb2JGXxx7FM/kjMYNfpC1hsnn8UtWoVXWOD6R0biCHzMPffPoJAv5KJ3j777DP+8pe/uF4bjUaGDh3KyJEjuemmmwgLC6t5Q5OSHAF5+XJYvRoKCjyXi4uD4cMdIXnQIPD1aiI6IYQQQtQDCcb1RIJx3SgwW9l28gIbj2XwR2IG+1NzqOgn00enplfrZvSPD6N/2zC++s903nn7bewe5k5Wq9X06dOHkSNHMmrUKDp16lTzRhYVwbp1jpC8fDkcP+65nK8vDB7sCMnDh0PpmwyFEEIIUe8kGNcTCcYXR1aBmU2Jjt7kjYmZHD+XX2FZo6+OLuEadKl/kvznBrb9/htZHsYJ33DDDaxcubJuGqgocORIyZCL9evBYvFctnNnmDAB7r9fZrkQQgghGoAE43oiwbh+pGUXsrF42MXGY5mk5xRVWFaNneYFJ1El7SRpzx+knDgKwPvvv8+TTz7pKqcoCvPmzePmm28mJCSkdg3MyYFVq0qCcnp6+TI6HYwdC488AtdcI2OShRBCiHoiwbieSDCuf4qicDwj3zHs4lgmm45nkl1YQW8tYLmQBqd30uf6YVzTvQPdW4bQLSaYQ3t30qdPHwwGA6NHj+a+++7jhhtuQFPbpaXtdti9uyQkb95cvsyVV8LDD8PEiRAcXLvrCSGEEKJSEozriQTjhme3KxzPyGPn6Sx2nc5i1+kLHDmTi72Kn2zLuk9J3bzUbV+LFi245557uPfee2nXrl3dNPD4cfj0U5g9u/wCJH5+MG6cIyT37Fk31xNCCCGEGwnG9USCceOUZ7LyZ7IzKDvCcmaZeZTN506S9+dK8vevwV6YU+4cV/fpy0MPTOb222+vm++tyQSLFsHHH8OGDeWP9+zpGGZx112OwCyEEEKIOiHBuJ5IML40KIpC8oVCdp6+4AjKSVkcSM3GYlNQbBYKE7eRt3cVhYnbQXGf3aLDtTfz7Gsf0L1lMFdGB2HQ1nKoBcC+ffDJJzB3LuTmuh8zGmHSJPjLXxxDLoQQQghRKxKM64kE40tXkcXG/tQcdp2+wK6kLHafzuJ0cip5+9eQv3cVlszTADS/81V8W3cDQK9Rc2V0IO2N0K9zHF1jgmkV6oeqpjfS5eXBggWOXuRdu8ofHzgQHnwQbrkFAgJq+E6FEEKIpu2yCcbffvstH330EXv27MFsNhMfH8+ECRN4+umna766WbGffvqJESNGADB48GBWrVpV7XNIML68nMkpYtfpLHaePs9vv29i1/pfCRgwEZVK7SpTcGQTGUvfIaD7TRivHktIWDhdYoLpEmN0PUYZfaoXlhUFtm1zBOSFCx1zJpfm5wc33+wYjzxsGBgMdfSOhRBCiMvfZRGMn3rqKT744AO0Wi3XX389AQEB/PabY47aAQMGsGLFCnxruMLYhQsX6Ny5M2lpaSiKIsFYeGSx2TmcnsuuJMc45V2nLrDx3Qcxn0kEQKXVE9DtJoJ6j0Ub0MxVLyzAQFdnUI410qWFkdAAL8PshQvw5ZeOoRaHD5c/HhwMt97qGIt83XWO5amFEEIIUaFLPhgvWbKEMWPGEBAQwLp160hISAAgIyOD66+/nr179/K3v/2Nd955p0bnv/vuu1m4cCEPPfQQH3/8sQRj4ZWioiKe/vtzzP58JmZTSa+uSqsnoOtQR0AO9LwEdYtgX7rGFoflFkY6xxgJ8qnkUw9FcSwcsmABfPstnD9fvkzz5nDHHY6e5L59ZW5kIYQQwoNLPhhfffXVbNu2jVdffZV//vOfbsc2bNjANddcg8Fg4MyZMxiNxmqde/Hixdx66608++yzXHnlldx3330SjEW1pKen8/bbb/Pxxx9TWFjo2q/V6WkzYBTqbrdQqK960ZA24f50jQnmqhZGusYa6RRtxEfn4eY+iwVWrnSE5CVLHGOTy2rVCu680xGSu3aVkCyEEEIUu6SDcUpKCjExMQAcP36cuLi4cmVatmxJUlIS8+fPZ9y4cV6fOyMjg06dOhESEsLu3btZuHChBGNRY2fOnOGdd97hv//9LwUFBa79BoOB9dv3k2b14c/kbPYmZ7M3JZtCi63S82nUKtpFBNI1xshVMUa6xgTTPjIQnaZkjDOFhY7FQxYscDyaTOVP1KGDIyDfdRfU1XzMQgghxCXK27zWKAcn7iq+O79Zs2YeQzFAz549+X/27ju8qbL/4/g7Hemki7Ipe2+UDSJLBJyAIg7cj1scOEAf14OKAwcoKv7c4hZRkaECDlAEFFDZq0BZhbZ0zyTn90fatOlMZ9rm87quXD05OePbQ2g+vXuf+46JiWHLli3lCsa33norcXFxfPXVV/j7+1dJveK5mjRpwvPPP8/999/PCy+8wIIFC0hLS2P8+PEM6NEegIv6tADAajPYdzKVv48k8u+RJP45ksjO4ylkW/OHh7PaDHYeT2bn8WQ+3RQDgNnHi27NQhw39/WJCqXdpMl4XXIJJCXBN9/YQ/KPP4I1N3jv2gWPPWZ/nHFGfkjO/YVTREREiqqVwTg6OhqwtwqXJCoqymlbV3z66ad8+eWX3HXXXQwdOrRCtWVlZZFVoIUuObnoxBDieRo3bsyzzz7L/fffz4svvsill15aZJtvvl7ChRdeSOemDZjSz/7+zbJY2X0ihX9yg/I/R5KKzNqXbbGxNSaRrTGJwCEAwgN9GdA2ggFtGzJw9EV0vWoa3vFx8OWX9lEtfv01/wCbN9sfs2bB00/DjBngVaAFWkRERIBaGoxTcic8CAoKKnGb4NwxXV0NpidOnOD222+nffv2PP300xWubc6cOTzxxBMV3l/qt8jIyGLfX59//jmXXXYZAwYM4L333qNr164A+Pl45w7xFga0BiA928KOY8n8XSAsR8elOR3vdHoO32+P5fvtsQA08POhX5twBnYby4APp9LTSMH3yy/sLcl//WXfyWKBBx6An36yj3rRqFG1XQcREZG6qFYG4+pw0003cfr0aRYvXkxgJabbnTVrFvfee6/jeXJysqP1WqQ4GRkZ3HnnnQBs3LiRvn378uSTT3LPPffg7V30RrtAsw/92kTQr03+8G9JGTlsO5rE30cS2XzoNJsOniYpI8fxekqWhZ92n+Kn3acACPD15szWwxjw7IUM5zQ9ln6Mz/z59pEuVqyAPn3g44/tE4iIiIgIUMlgfOzYMTZv3kxsbCynT58mPDycJk2acOaZZ9KsWbMKH7dBgwYApKWllbhNau5d+a7c8Pb++++zdOlSbr31VkaMGFHhusB+U5WfJleQcggICOCbb77h2muvZffu3WRlZXH//ffz1Vdf8d5779HJhZvjQgN8GdohkqEd7EPB2WwGu2NT2BidwIboeDZGJxCXmu3YPiPHyrp9cazbF8eLgDn4XKbd2ZZ7P5hNUGI8HDsGo0bZ+yA//DAUE9BFREQ8TbmD8eHDh3n99df5+uuv2bNnT4nbderUiYkTJ3LLLbeU2le4OG3atAEgJiamxG3yXsvbtjRLliwBYNOmTUWC8YkTJwD466+/HK99+umnNG3atFw1i5Rm0KBBbNmyhf/+97+89NJLGIbB+vXr6d27N3PmzGH69Ol4laPfr5eXia7NQujaLIRrhrTBMAz2n0pzBOUNBxI4kZw/znK2xcbbAR349sqXeem7uQw79DfYbPDYY5xe/gM+n3xMg7bl+38qIiJS37g8XNv+/ft58MEH+eabb7Dm3vkeFhZG165dadiwISEhISQlJREfH8/OnTtJSkoCwNvbm4svvphnn32Wdu3auVTUkSNHHN0TqmK4tosvvphvvvnGpXOD/YY+VwI3aLg2Kb9169Zx7bXXsn//fse6s846i3fffZf27dtXyTkMwyAmIcPRmrwhOoHDCfbh5LxsVm7940vuXfcR3oZ9RIy4wFDmXf0IvhPG597UF0FEkLlKahEREXG3Kh3HeObMmcybN4+srCx69+7NtddeyznnnEO3bt2K3d4wDLZv386PP/7I+++/zz///IOfnx933303c+bMcekbqM4JPgp67733NI6x1Li0tDRmzZrFK6+84lg3depUPvnkk2o75/GkDEdI3nAgnoabNzDv2+dplhrv2Oa54Vfz2uApAHRtFsIlZ7Zk8hktCAtUSBYRkbqrSoOxl5cX5513Hk888YRjauby+Ouvv3j00UdZuXKlo7W5LCVNCR0fH8/IkSOLnRJ6yZIlzJo1ixYtWrB69WqXzqNgLO70888/c91115GSksL27dtp0qRJjZ07LjWLLZv30vre2+j011rH+ukX3M+33fJvyjP7eHFez2ZcMbAV/VqHY9KMeiIiUsdU6QQfa9eurfC4vwBnnnkmy5Yt47fffnN5n4svvpjp06czf/58Bg0axOjRowkKCmL16tUkJiYydOhQZs+e7bRPUlISu3fvJjMzs4SjitQuI0aM4N9//2XHjh01GooBIoP9OGd4D9j4Mzz5pP1GPOCFH17B6NaNpdiHc8u22Fiy5ShLthylY+NgLh/QislntCQ00LdG6xUREaluLt3tU5lQXJnjzJs3j88++4zBgwfz+++/s3z5clq2bMkzzzzDmjVrCAgIqJK6RNwpODiYAQMGOK1LS0tj0aJFNVOAlxc88ghcey0AvlmZvPLZE6y5tjs3DGtLWIEAvPdkKv/7bgcDnl7FvZ9t5c+DCdTCWeVFREQqxOWb76R46kohVS0zM5Pzzz+f1atX8+ijj/L444/XTPeFzEwYPhw2bbI/HzMGVqwg0zCxYttxPtkQw8aDCUV269TE3oo8qa9akUVEpHaq0j7GUjIFY6lqX375pdOU0vfffz/PPvtszYTjI0fgzDPh5Mm8k8Nzzzle3hubwscbD7P4ryMkZ1qcdvXz8eK8Xs24cmArzmilvsgiIlJ7VHswTkpK4rXXXmP16tUcO3asxH69JpPJaViq+kbBWKrD/PnzueuuuxzP77jjDubPn18zYfPXX2H0aPsU0mCfVnrqVKdNMnOsLP/3OB9vOMyfh04XOUTnJg24c3QHzu/VvPrrFRERKUO1BuMDBw5w9tlnc+zYsTL7F5pMJpdHoqiLFIylurz55pvccsstjv9jCxcu5KabbqqZk7/6KuROY03z5vaW5BJC+e4TKXyy8TCLNx8hpVAr8rvX9Wdk58bVXa2IiEipqjUYT548mSVLljBkyBBmzJhBx44dHdM4F6d169blPUWdoWAs1en999/n2tyb4ho0aMC2bdvKPZNkhRgG9OsHmzfbn+fkgE/pg9hkZFtZ9u9xPtpwiC2HEwFo3yiIlXcPx9fb9Vn9REREqlq1BuPw8HBCQ0PZtWsX/v7+lSq0rlMwlup244038vbbbwNw7rnnsmLFiprpUjFyJPz8s305IwNc/L9uGAaTX/+dzbnh+LELunHd0KKzV4qIiNQUV/NahZpxrFYrAwcO9PhQLFIT5s6dS/Pm9r6633//Pe+//37NnLhgC7HFUvJ2hZhMJh67oLvj+cur9nI6LbsqKxMREakWFQrGPXr0ICGh6LBNIlL1wsLCWLhwoeP5e++9VzNjB1cwGAP0jgpj0hktAEjKyOGlVXuqsjIREZFqUaFgfMcdd/Drr7+ybdu2qq5HRIpx/vnnc/311/PEE0/www8/1ExXikoEY4AHx3UhwNcbgI82HGZPbEpVVSYiIlItKhSMr7jiCu666y5GjRrFwoULOXz4cFXXJSKFvPXWWzz66KOYzeaaOWElg3GTEH9uG9EeAKvNYN6qvVVVmYiISLUo/TbzUtxyyy2sXLmS2267rdTtTCYTlgp8qIqIsxqfMKNgMM7JKffu2RYbG6Lzu1wlZqifsYiI1G4VCsbbtm3j7LPPJjExscy+jppYT6R6JCcnYzabq+8m2Eq0GNtsBjO++Jt1++IACPH34dHzu5exl4iIiHtVqCvFrFmzOH36NJdccgmbN28mJSUFm81W4kNEqs6GDRu48MILadSoEd988031ncjXN3+5HC3GhmHwv+92sPTvY4B9qui3r+1P56Ylj3UuIiJSG1QoGP/222907tyZTz/9lD59+hAUFFTVdYlICdLT01m6dCnZ2dl8+eWX1XeigsG4HC3GC37ax3u/HwTA28vEgivOoH+biCouTkREpOpVKBjbbDb69OlT830eRYSzzjqLRo0aAbB8+XLS0tKq50QV6GP8ycbDzP0hf2i2OZN6MqZbk6quTEREpFpUKBj37duXo0ePVnUtIuICHx8fJk6cCNhbj1esWFE9JypHVwqrzeCttQd4eMm/jnUzx3dhSr+o6qlNRESkGlQoGD/wwAP89ttv/Jw3XayI1KiLLrrIsbx+/frqOUl6ev6yV8k/KnadSGbS67/z5LKd2HLvtb1xWFtuHt6ueuoSERGpJhUalaJ79+48+OCDTJgwgbvuuovx48fTqlUrvEr48GzVqlWlihQRZ82aNXMspxcMsFXpr7/sX729oUuXIi9n5lh5dc0+3vhlPxZb/ugzNwxry0MTuqqrlYiI1DkVCsZt2rTBZDJhGAbPPfcczz33XInbahxjkapXcIi2zMzMqj9BWhrkzWzZowcEBjq9/MeBeB766l8OxOX3b27fKIhnJvfSjXYiIlJnVSgYt2rVSq1BIm4UEBDgWK6WYLxlC+QNtdi/v2N1UkYOz6zYxScb82e79PU2ceuIDtw+sj1+Pt5VX4uIiEgNqVAwPnjwYBWXISLlUe0txps25S/nBuOV247z6DfbOZmS5Xipb6swnp3ci05NNEaxiIjUfRWeEtpVe/fupWPHjtV9GhGPUu3BeONGx2JSz7488OGffL891rEuyOzNA+O6cNWg1nh76a9HIiJSP7gUjF9++WXuvvvuch987969jBw5kiNHjpR7XxEpWXBwMN999x3+/v40bty46k+wYwcAhsnERavjOZhqdbw0qktjnry4B83DAkraW0REpE5yKRjfd999NGzYkGnTprl84AMHDjBy5EiOHz9e4eJEpHg+Pj6cd9551XeCdu3gn38wGQaNd/7NwageNAwy8/iF3Tm/VzPdYyAiIvWSS+MYG4bBDTfcwHfffefSQfNC8bFjxxg0aFClChSRmpVlsfJpm/z/t+fvXEvfVmEsm34WF/RurlAsIiL1lkvBeOHChVgsFqZMmcLatWtL3fbgwYOMGjWKmJgYBg4cyMqVK6ukUBGpfscSM5iy8A9m045MHzMAkw6s57MbBtA01L+MvUVEROo2l4LxjTfeyDPPPENmZiYXXnghW7duLXa7Q4cOMWrUKA4fPkz//v35/vvvadBAd6uLVKXk5GSmTZvGO++8w+HDh8vewUW/74vjglfW8XdMIml+gfzSvh8AwUkJmH9fV2XnERERqa1cnhL6gQce4IEHHiApKYnx48ezb98+p9cPHz7MqFGjOHjwIGeeeSbff/89ISEhVV6wiKdbu3YtixYt4oYbbuD555+v9PEMw+DNX/dz1dsbiE/LBqBleABd77oxf6PPPqv0eURERGo7l4MxwDPPPMONN95IbGwsY8eOddxYd+TIEUaNGkV0dDR9+/blhx9+ICwsrDrqFfF4y5YtcyyPHDmy0sf7YP0hnl6+i7xZnc/u1Ijv7hxGq6unQN5EIosX50/4ISIiUk+VKxiDvb/xpZdeysGDBznnnHP4559/GDlyJAcOHKB37978+OOPhIeHV0etIh4vOjqat99+G7CPZVzZYHwqJYu53+92PJ8+qgPvXNufsEAzBAXBiBH2F+LiIDa2+IOIiIjUE+We4MNkMrFo0SKSkpL44YcfOOOMM7DZbPTs2ZNVq1YRERFRHXWKCPDwww+TnW3v7nDPPfdU+pfQZ1fuIiXLAsCUfi25d2xn5w3at89fjo6GZs0qdT4REZHarNwtxgC+vr4sWbKEIUOGYLPZ6NGjB2vWrKFhw4ZVXZ+I5Przzz/55JNPAIiMjOTBBx+s1PE2Hz7Nl3/ZJ99p4O/DA+O6FN2oTZv8ZU0FLyIi9ZxLLcbt2rUrdn1GRgYmk4nY2Fj69+9f7DYmk4n9+/dXvEIRwTAM7r//fsfzRx99lNDQ0Aofz2ozeOyb7Y7nM87pRGSwX9ENFYxFRMSDuBSMD5bxgXjq1ClOnTpV7GuaDECk8pYvX87PP/8MQIcOHbj55psrdbzPNsXw79EkALo0bcBVg1oXv6GCsYiIeBCXgvG7775b3XWISAlycnKcWovnzJmD2Wyu8PHSsiw8//0ux/MnLuyOj3cJvaoKBuPo6AqfU0REpC5wKRhfc8011V2HiJTA19eX6dOnc8cdd9CvXz8mT55cqeP9cySJ0+k5AEzo2ZSB7Uq5NyAiAho2hPh4+OUXOHAASuhaJSIiUtdV6OY7EalZt9xyC9999x1vv/12pbsnpeWOQgHQrVkZk/CYTHDrrfblnBx4+OFKnVtERKQ2UzAWqSPGjRtH9+7dK32c9ByrYznA7MIfje6/HyIj7cuffgp//lnpGkRERGojl4LxSy+95Bg7taKys7N58cUXK3UMEU+xYsUKFi9eXC3HzswuEIx9vcveISQEHn00//mDD4JhVENlIiIi7uVSMJ4xYwadO3dm4cKFpKSklOsESUlJLFiwgI4dOzrdQCQixdu6dStTpkzh0ksv5fnnn8eo4hCanp3flSLQ7EIwBrj55vzJPtasge+/r9KaREREagOXgvGSJUvw8vLi1ltvpWnTplx11VW8++677Nq1q8iHtmEY7Ny5k3feeYfLL7+c5s2bM336dMekICJSsujoaM477zxSU1MxDINNmzZVeTDOyLE5lgNcDcZmMzz1VP7zBx8Eq7Xk7UVEROogk+Hip252djbz58/nlVdeISYmxnEDkJeXF6GhoYSEhJCcnExiYqLjg9wwDFq1asWdd97JnXfeWakhpmqr5ORkQkNDSUpKIiSkjBuZREqxbt06Jk6cSFxcHACDBg1izZo1BAQEVOl55q/ey4s/7gHglcv7ckHv5q7taLPBwIH5fYzvvx+ee65KaxMREakOruY1l2++M5vN3HfffURHR7N48WKuuuoqWrZsidVqJSEhgYMHD5KQkIDNZqNly5ZMmzaNr776igMHDjBjxox6GYpFqsoHH3zA6NGjHaG4c+fOfPPNN1UeigF6tsifMe/HHbGu7+jlBfPng0/uDXvPPw8ff1zF1YmIiLiPyy3GJYmPjyc2NpakpCTCwsJo3LgxDRuWMi5qPaMWY6kMm83Gww8/zDPPPONYN3r0aL744gvCw8Or5ZzZFhsDnl5FYnoOgWZv/vrvOa53qQBYsADuuMO+7O8P69bBmWdWS60iIiJVocpbjEvSsGFDunXrxuDBg+natatHhWKRykhLS+OSSy5xCsW33HILK1asqLZQDGD28WJc96YApGdbWbPrZPkOcNttcMMN9uXMTJg4EU6W8xgiIiK1kMYxFnGTpKQk/vjjD8DeV3/+/Pm89tpr+Pr6Vvu5C/YrXvr3sfLtbDLZW40HD7Y/j4mBSy6BSg7pKCIi4m4KxiJu0rx5c7799luaNm3KsmXLuPPOOys9q52rBrVrSGSwHwBrdp8kJTOnfAfw84PFi6F5bsBeuxbuvrtqixQREalhCsYiNSQjI4MjR444revXrx8HDhxg3LhxNVqLt5eJ83rau1NkW2w8sXQHVls5bzdo1gyWLLGHZIDXX4dNm6q4UhERkZqjYCxSA9auXUufPn2YPHky1kLj/1bHyBOumNI/Cq/cBuov/zrC9E+2kG2xlb5TYf36QevW+c/9/auuQBERkRqmYCxSjZKTk7n99tsZPnw4e/bsYePGjcybN8/dZQHQvXkor1x+Br7e9nS87N/j/OeDP8nILsfEHStWwB77mMicdRb07FkNlYqIiNQMBWORarJixQp69OjBa6+95lg3aNCgGu82UZrzejXjzav74e9r/1Hwy55TXP3OBpJd7XP8/PP5y/fdVw0VioiI1BwFY5EqFhcXx7Rp05gwYQIxMTEABAYGMm/ePNatW0e3bt3cXKGzkZ0b88H1A2ngZ5+4Y9PB01z+5h/Ep2aVvuOmTfDLL/blzp3h/POruVIREZHqpWAsUkUMw+Dzzz+nW7duLFq0yLF+zJgxbNu2jenTp+PtXY6JNGrQgLYRfHLTICKC7DNUbj+WzJSF6zmelFHyTnPn5i/PmGGfGU9ERKQO0yeZSBU5duwYV155JadOnQIgLCyMd955hx9++IG2bdu6ubqy9WgRyuc3D6JpiP0Guv2n0rh4wW/8tLvQ5B0nTti7TXz5pf1548YwbVoNVysiIlL1KjwldEpKCq+99hqrVq3i6NGjZGZmFn8Ck4n9+/dXqsjaTFNCS0G33347r732GhMnTmTBggU0a9bM3SWVW0xCOle9vYFD8emOdZee2ZJHzggj5JWXYOFC+4x3eZ56Ch56yA2VioiIuMbVvFahYHzs2DGGDRvGoUOHKGt3k8lUZHiq+kTB2DMdPnyYl156iaefftppuLUTJ07w22+/MWnSpBqbrKM6nEzJZMbnf7N2bxxNk+O4ZcOXXP7P9/hZCtyU5+8Pd9wBc+aAj4/7ihURESmDq3mtQp9mDz30EAcPHqRPnz7MnDmTrl27KhSKR4iLi+Ppp59mwYIFZGdn07JlS2bMmOF4vWnTpkyePNmNFVaNxg38+WBMU/Yvf5VW33yG2ZofiLPN/hi33ILfzAfsk3yIiIjUExVqMc778/CuXbsIDQ2t8qLqErUYe4aUlBReeukl5s6dS0pKimN9+/bt2b17d629qa5CoqPtrcDvvQc5+YE4zdefD884j//rPxGfZk2YM6kno7o0cV+dIiIiLnI1r1Xo5rvTp08zePBgjw/FUv9lZWUxf/582rdvz2OPPeYIxQEBAcycOZNNmzbVn1C8fz/ccAN06gT/93/5oTg4GGPmTH5Ytp4F5/6H+KAwYpOzuP69P5nx+d8kpbs45rGIiEgtV6GuFFFRUdhs5Zw6VqQOycjI4J133uH555/n0KFDjvXe3t785z//4ZFHHqF58+ZurLAK5eTYR5lYsAAK3g8QEgJ33QV3340pIoKJwMD+Gcz86l9+3WMfeWPx5iOs23eKT/4ziHaNgt1Tv4iISBWpUIvxJZdcwtq1a0lLS6vqekRqhaysLGbOnOkUiqdOncrOnTt5/fXX608oTk2Fiy6C+fPzQ3FYGDz+OBw8CP/7H0REODZvHhbA+9f15/IBUY51sclZfPZnTI2WLSIiUh0qFIwfeeQRoqKimDJlCidPnix7B5Fa7vTp007Pw8LCuOmmmwAYP348mzdv5pNPPqFjx47uKK96xMbCiBGwYoX9udkMs2fbA/Fjj0F4eJFdsi02nlmxi0835QfhsEBfJvVtWTM1i4iIVCOXbr67/vrri6xLTEzk66+/Jjg4mH79+tGqVSu8ipn5ymQy8fbbb1dNtbWQbr6r2/744w+ee+45Vq1axaFDhwgvEAaPHz9ObGwsffr0cV+B1WXvXhg3Dg4csD8PC4NvvoHhw0vcZd/JVO7+bAvbjiY71g3rEMkLU3rTJHdSEBERkdqoSscxLi7wukrjGEttY7PZ+O6773j++edZt26dY/1TTz3FQ54wUcXGjXDeeRAXZ3/esiWsXAnduxe7uWEYfLzxMLO/20Fmjv3eAl9vEw+c24UbhrXFy6vujtcsIiKeoUrHMX733XerrDARd8nKymLRokXMnTuXXbt2Ob3WrFkzGjZs6KbKatB338Fll0F67qx2PXvC8uX2cFyMhLRsHlz8Dz/uiHWs69A4mHlT+9C9uUalERGR+sWlYHzNNddUdx0i1ebkyZO89dZbvPLKK5w4ccLptW7dunHfffdxxRVX4Ofn56YKq5hhQHKyvQ9xwce+ffab7PJGlBkxAr7+GgoMu2gYBqdSstgdm8Ku4ym8ufYAp1KyHK9fNagVD0/oRoC5ngxRJyIiUkCFhms7fPgwwcHBRBS4W704p0+fJiUlhVatWlWoOJGq8Pnnn/Pwww87rTv77LO5//77GT9+fKW6CtUYw4CkpKJhNzYWTpwoui4zs/TjXXYZp1/7P/bEZ7Nnx0F2x6aw50Qqe06mkFjMuMQRQWaem9yLMd00oYeIiNRfFZr5ztvbm2uvvbbMm+r+85//8O6772KxWCpcYG2nPsa1S3p6OmlpaTRq1MixLikpiRYtWpCRkcGkSZO4//77GTBggBurzGUYkJjoWtCNjYWsrDIP6YplY6/kiWFXczLNtYk5hndqxNxLe9G4gW6wExGRuqlK+xgXZhgGrubpCuRukXLbu3cvr7/+Ou+++y5Tpkxh4cKFjtdCQ0P54IMP6NOnD+3ataveQgwDTp92PexmZ1fdqU0mrOERpIU35HRwOMcDwjjkHcxBnwbEBYURFxjGvoYtORLWFEoIxU1D/OnUtAGdGgfTqWkDujULoXvzEEwm3WAnIiL1X4WCsatSUlIwm83VeQrxYFarle+++47XXnuNH374wbF+0aJFPPvss4SFhTnWTZo0qeInMgxISHA97OZU4RTJJhNERkKTJvZH06ZYGzUmITicI+YGHPAKZqctgC05/vyT5UuOybW+vxFBZjo1CaZzkwb2INykAZ0aNyA00LfqahcREaljqiUY22w2tm/fzpo1a9S/WKrcyZMnefvtt3njjTc4fPiw02t+fn5MmTKF9PR0p2BchM3metg9ebLqw26jRvlhNzfwOj1v0gRr4yYc9gpkT3wGe06k2PsBx6YQHZdGTo4BhUsqplG3gZ9PbvANplOTBo4gHBlcT240FBERqUIuB2Nvb+eWqPfff5/333+/zP1uuOGG8lclUozExETuuOMOvvjiC7ILdUFo27Ytt956K9dffz0NIyLsY/X+/HPpYbcq+757ebkUdmna1N4CXOj/k81m8Nv+OHYcS7YH4D0p7I09TpbF5tLp/X296NjY3vLbuak9BHdq0oBmof7qBiEiIuIil4Nxwb7CJpOp1L7Dvr6+tGzZksmTJ/PEE09UrkKRXCEhIaxfv94Rik0mExMmTOC2225j3Lhx+aNL/O9/9imNK8vLCxo3di3sNmxYJOyWx8Nf/8snG2PK3M7X20T7RnnBN7cVuGkDWoYH4q2JNkRERCrF5WBss+W3XHl5eXHttdfyzjvvVEtRIlu2bGH16tXcd999jnVeXl7ceuutzJkzhxtuuIFbbrml+Jvp9u4t+cDe3uULuzU0lNu/R5OcnnuZoE3DIHsAbprbBaJJMG0ig/D1rgPDy4mIiNRBFepj/Nhjj9G3b9+qrkU8XHp6Op999hlvvPEGGzduBOD888+nS5cujm1uvfVWbr/9dgICAko+0IgRsGiRffm88+Cee/LDbkREjYXd8ujSNIRtR5MBeP6SXlzQuzn+vppEQ0REpCZVOBiLVJUdO3awcOFC3n//fZKSnFtO33rrLebOnet4HhQUVPYBx4/PX46NhdGjq6rUatO3VRhf/nUEgORMi0KxiIiIG1R6VIo//viDn3/+mSNHjmAYBi1btmTEiBEMHjy4KuqTeiorK4uvvvqKN954g19//bXI63369OHWW2/l8ssvL//BmzeHPn1g61b48097OG5Su2ds6xMV5ljecvg00NZttYiIiHiqCgfj/fv3c/XVV/PHH38A+Tfn5d0BP3DgQD744AM6dOhQBWVKfXPVVVfx5ZdfOq0LCAhg6tSp3HLLLfTv379yoylMmGAPxgArV8I111T8WDWgc5MGBPh6k5FjZWtMorvLERER8UgVmhL62LFj9OvXjxMnThAYGMi4ceNo29bewnXw4EFWrlxJWloaTZs2ZdOmTbRo0aLKC68tNCV0xURGRhIfH++0rl27djRp0gSz2ex4jBs3jjvuuMNpu1mzZmGz2Rzb+Pn5Oe1jNpsxR0cz9PHHiQLw94fwcFL9/dnt5YU5IABzYKD9a1AQ5sBA/IKD7csNGuAVGAiBgRAQUPzX4tb5+1e67/JlC9ezIToBgJ4tQmka6k+zUH+ahvrTPDTA8bxJiL+6WoiIiJRDtU4J/eijj3LixAkmT57Ma6+9RqNGjZxej4uL47bbbuPLL7/kscce46233qrIaaQeGzRoEMuWLXNad+DAAQ4cOOC0rmXLlkX2nTdvHhkZGWWe48vgYKJSUyEzE44fZytwlgu1eQOngQYF1r0MLATMpTz8vLzoZjbz34YNnYLzm4mJnDQMzH5+9hDv728P5f7++QE9MJCxWYE0jPMh08dMxiE/4rx82J2ZQrY5gGxzINl+AWSag8jxCyIiJJBmYYH5wTksgKYh+UG6WWgAAWaFZxERkfKoUDBesWIFzZs356OPPip2yufIyEgWLVrE77//zvLlyytdpNQ/TZs2JSoqiuzsbMcjKysLS6FJN4p7fxWe3KMkfnfdBatWwenTkJFBdlISJCeXuZ8Ve9At6ASwq6wdbTbOzszkv0ePOq1+A9jiQr1PAa8VeB4HNCph28PANsAX8DWZeCesGW0CQsj0NXPAx48PMtP4OOEIPj4+mH18MZt9MZvN+Pv5ERDgR1BgAEFBgUSGh/Hs7bc7tX6vWL+ePUeOYA4Kwi8oCHNxLfJmM82aNaNjx45OdcXGxtrPWWA7TTAiIiJ1RYWCcUJCAhdddFGxoSWP2Wxm2LBhfPPNNxUuTuqvkv6KYLPZyMnJcYRlX1/fItusXbvWKVCX9Oh+4YXw5JOO/Zrv2sXtr75KdlYWWRkZZOc9MjPtj6ws+2tZWZifesre0pyeDhkZ+H77LaHr15NttZJttWItoQeSOTAQwsMhI8O+b2YmrsX4omG8rP0suY8Mw6Dj6WP0On3M8VoMUMpozg5NgGcXL3Za9yHwiQv7TmvalA/693cK1d3feYf4zEyn7Xy9vTH7+mL28bF/NZt55aGHuOi88xz77TlyhFvvuqvYAF64u8zDDz/sNDrJ1q1b2bJlS6n7mM1mGjRoQPv27Z1qy8zMxNvbGx8fHwV4ERGpWDBu2bIlaWlpZW6Xnp5er/sXS9Xz8vLCL7fLQUkqOuJJly5dePXVVyu07+x77mF2gedWq7XYMO7r6wsFu3/YbLyxZg2JJ0+SnZpKdlqa/Wt6OtlpaWSlpzsC+tD27e1jLeeGar+EBK5es4as7Gyyc3LsD4vF/sgN6NlWK1k2G/7ePpCTH6WtgAko6waC4n61zXLxmphPnIClS53WFRfmc6xWcqxWCv7EyL7rLrjrLsfzBGCNi+d98PBhCAtzhOpvf/+dx1atKnO//n36sPHnn+1BPvcXrtGjR/P777/bv5+S+qubzY7xs/NkZmZy+eWXuxTkr7rqKqcuQTExMWzYsKHEc+U9/P399fNTRKSGVSgYX3rppbzyyiscPXq0xB/cR48eZc2aNUVunBKpD7y9vQkICCh9ohEALy+GjRlToXM0BN4vzw5Wq72VOyODG9PTuTE9nZzkFOJOxnMyNp74k6dJiD9NUkISqUkppCUnk52WwUKTGd+sLPwtWfhbshmSfIquWWmYLNmYrDkYFgtYczBsFgyrBavNgs0w6F9MCeOBVOwBubhHVu7X4EL7udqqDmD+6KMK7eu3das9UIN9BsTAQLIL9FXP++WmOPGffAKnTjlaxzMMg6+//tql844YMcIpGP/+++9MnTq1zP1CQkKKjOv9n//8hw8//LD0G0/NZsaOHcsTTzzhtO/dd99NampqmS3ro0ePdppUJyUlhd9//73UIJ/3WoMGDfKnZhcRqYMqFIwfeeQRfv75Z0aNGsULL7zA+eef7/T6smXLmDFjBr169dJkICI1xdsbgoLsj1y+QLPcR0kMwyAxPYfjSZmcSM6gSWImRlKm4/nxpEyOJ2aSkWN17ONls/KdJZtncuxh2j/HHqwDLFmE52QTYMlyrPO3ZBOQk0WQNYdIbwvhJitNfG1khfnil5MF6ekMS08nLTXV3nqenp7f1SUz095CTn64Lvy3hIuBVpQcwvMeTpOHW62QkkJfIKCYbQs/An/7DX77zbF7uYL8WWc5jWbiah/54rqqZWZmkpXb3ac0xU2V/sknn3Dy5Mkyz/vee+85BePo6GjGjRvnQsX2EYuaNct/t82fP5/Zs2eXGeQ7duzIggULXDqHiEh1qlAwPu+88/Dy8mLv3r1cdNFFhIWF0aZNG8A+XFtiYiJg/5P3eeed57SvyWRi9erVlSpaRKqOyWQiPMhMeJCZbs2LH8LGMAySMy0cT7IH5RN5wbnA88NJmaRkWYrdvzg9WoTw6U2DCfbzwQsIzH0UYbHk99ku5mu/9HT6lfBaWV/fLPg8Pd0emF0QCRyn+ABe+NHeYrHf9Jl74+cZwPMUE+Kvv55sHx9Hy3VxszxGRUXRu3fvEvvV593AWpmbVgvvW1YIL23flJQU4uLiytyv8NCNIiLuUqFxjCvzpzKTyYTVxQ+fukDjGIvkS8nMKRCanVudTyRlciwxg+TM/PA8vFMj3r6mH77eteTP7zk55Q7XLn0tvC4tDQr+6O3aFf79197qX0k2mw2bzYaPj3O7x759+xytzaXdtDp06FDHuPQAR44c4f/+7/+KBPDi9l28eLFToH/llVd4+eWXi2yXnp7uVNugQYNYv359pb93EZGSuJrXKhSMf/nll0oVd/bZZ1dq/9pEwVikfHafSOHSN353BORJZ7TghUt7e86oEPv2wahREBNjf96hA6xZA1FR7q2rBqSkpPDSSy8xd+5cUlJSiIyMZNu2bfj7+xMaGuru8kSkHqvWCT7qU7AVkZrVuWkD3rqmP1e9vYFsi42vNh+lWag/95/bpeyd67pdu2D0aDiWO7Rely6wejU0b+7euqpZVlYWCxcu5Mknn+TUqVOO9ampqezevZvhw4e7sToRkXy15O+XIuJJBrSNYN5lfchrJF7w034+XH/QrTVVu23bYMSI/FDcowf8/HO9DsVWq5UPPviAzp07c9dddzlCsbe3NzfffDP79u1TKBaRWqVCLcZ5DMNgxYoV/P7775w6dYqBAwdy/fXXA3Dq1ClOnz5N+/bt8a6CfnMiUr+M79mMxy/ozmPfbgfg0W+306iBP+N6NHVzZVUgI8M+42JCgv1x9ChMnw55N6L16QM//giRkW4tszp99913zJw5k+3btzutv+yyy5g9e3aRWRNFRGqDCgfjv//+m8suu4y9e/diGAYmk4mcnBxHMP7xxx+ZNm0aX3/9NRdccEGVFSwidZPFauNQQjp7Y1PYE5vK7tgU9samOF43DLjvi785q2MkQX6V+p29ahgGpKbmh9u8R8HAW9KjwPjIRfTrB99/DxERNfe91LCcnByefPJJp1A8btw4nn76afr27evGykRESlehT58jR44wZswY4uPjmTBhAiNGjOCBBx5w2ubiiy/G19eXb775RsFYxIPYbAZHTmewOzaFPbnhd3dsKvtPpZJtsZW6r9VmlDlbXwUKgqSkssNscQ+L68PPuWTwYFixAur5jWa+vr58++23DBo0iCZNmjBnzhxGjBjh7rJERMpUoWD89NNPEx8fz8svv8z06dMBigTjwMBAevfuzaZNmypfpYjUOoZhcCwpkz2xKew5YW8F3nsyhb2xqU6TgZTG7O1Fu0ZBdGrSgE5NgpnQsxnBJbUWWyyutdYWfiQm2sNxdQsIsLcCl/Ro2xYuvhhKme68PmncuDF//fUXYWFhnjPiiIjUeRUKxitXrqRLly6OUFySNm3a8NNPP1WoMBGpHQzD4GRKlj0Ax6baQ3BuAE51cUIPby8TbSOD6NQkmK7hfnTzt9DRJ4fmtnR8kk5Dwn7YkgCrSwm4uRNkVLsGDUoPuMU9wsPtwdhD7dixgxkzZvDxxx8THh7uWF9wWUSkLqhQMD527BgXXXRRmduZTCaSa+rDTEQqLT41K7fvb2puELaH4aSMHOcNDYOAnCyaZaYQlplCWEYqoZkphGem0MaURWtTFs1tGUTmpBGakUJAShJep3MDbqHJHaqFyQRhYRULuL6+1V9fPbJ69WomT55MUlISkyZN4vvvvy925j0RkbqgQsE4KCjIaSzKkkRHRxNRj28wEamrkjJy2BObwu4TKRw8FMvJ/UeIjzmOKeG0PehmphKWkcLYzBSmZKQSlplCaG4Azlv2s1Zx/9vieHuXP9xGRNj78Go0nGr3zjvvcPPNN2PJ7YudkpJCcnIykfV4tA0Rqd8qFIx79uzJX3/9RVxcXIk/AA8dOsTff//NOeecU6kCRaTqGIbB20s38+eHX9P/4L8MOvwvV5yMxqvqb3lzZjZDw4blD7gNGoD6p9ZKH374ITfccIPj+QUXXMAnn3ziNCW0iEhdU6FgfNVVV/Hrr79y44038vHHHxMYGOj0enZ2Nrfddhs5OTlcddVVVVKoiFRQUhL8+ivGTz9xcun3XL9vJzdWNAgHBVWsBTcgQAG3nnn11Vcdy9OnT+fFF1/UmPUiUueZDMMo9yek1WplzJgx/PLLL7Rs2ZJx48bx1ltv0bdvX4YOHcq3337L4cOHGTNmDD/88EN11F1ruDr3tkiNSU6GtWvts6r99BNs2VLiqAyGyUR6tx74dOmCX+PIsvvfesiIClI6wzAICQkhNTWVNm3aEB0d7e6SRERK5Wpeq1AwBvsc9zfffDOffvopxR1i8uTJvPvuuwQHB1fk8HWGgrG4XUoKrFuXH4T/+qvEIGzDxM7GbWHE2XS/4iIYPtweeEXK4fDhw7Ru3RqA8847j++++87NFYmIlM7VvFbh6aWCg4P56KOPeOSRR1i+fDkHDhzAZrMRFRXF+PHj6dOnT0UPLSKlSU2F336zh+Cff4Y//wRryeMGn2rXme/CO7G+VS82RPXg7ikDuW5o25qrV+qdHTt2OJa7d+/uxkpERKpWpedd7dKlC126dKmKWkSkOGlp8Pvv+UF406bSZ2Tr0QNGjICRI3nd1pxn/4x3vPTYBd0UiqXSCk71rGAsIvVJpYOxiFShpCTYtg3+/df+2LLF3iKck1PyPt26OYIww4dD48YAvPbzPp5buduxmUKxVJUhQ4Ywa9YsduzYQd++fd1djohIlalQMN6yZQs//vgj27dvJz4+HpPJREREBD179mTs2LH06tWrqusUqV+ys2H37vwAnPc4fLjsfbt0yQ/CZ58NTZoU2cQwDOat2ut43rNFKJf1j6rCb0A82eDBgxk8eLC7yxARqXLluvnu0KFD3HjjjaxZs8axLm93U4GhmMaOHcubb75JVFT9/yDWzXdSKsOAmBh76P3nn/wAvHt36a3ABXXqZA/BI0bYH02burTbPZ9tZcmWo47nbSODeHFKb/q20s12IiLiWap8VIro6GiGDh1KbGwshmEQERHBGWecQWRkJDabjbi4OLZs2cLp06cxmUw0b96cdevWOe5crq8UjMUhMbFoC/C2bfbuEa4ICbH3D+7ZE3r1sn/t0aPCo0bYbAaLNhzi6eU7ycyxj1LhZYLbR3Zg+uiO+Hp7Vei4IoU9/vjjmM1mHnroIXeXIiJSrCofleL666/nxIkTdOzYkZdffpnx48cXu92yZcu455572LdvHzfccAOrVq0qf/UitVl2Nuza5dwC/O+/cOSIa/v7+Ni7Q/Ts6fxo1apKJ8Hw8jJx9eA2DOsQyT2f/83fMYnYDHhlzT5+2n2Sl6b0oWOTBlV2PvFM//vf/3jiiScAsNls/Pe//3VzRSIiFedSi/GmTZsYOHAgnTp1YsOGDYSGhpa6fVJSEgMGDGDfvn1s3LiRM888s8oKrm3UYlyPGQYcOlS0FXj37tJHhSgoKiq/9Tfv0bmzfYrkGmSx2njt5/3MX70Xi83+X97s48UD53bm+qFt8fLSrHRSMc899xwPPvig4/kTTzzBo48+6saKRESKqtIW488//xyTycTLL79cZigGCA0N5eWXX+a8887j888/r9fBWOoRw4Cvv4aVK/O7QaSkuLZvaGjRFuAePSAsrDordpmPtxfTR3dkZOfG3PP5VvadTCXbYuPJZTtZtTOWeVP70iTE391lSh30wAMP4OXlxf333w/AY489RnZ2No899hi+vr5urk5EpHxcajEeNWoU//zzD3FxceU6eGRkJL169XK6Wa+8vvjiCxYsWMDff/9NdnY2HTp04Morr+See+6p8A/db775hrfffpuNGzeSkJBAWFgYHTp0YNy4ceVu6VCLcT3y7bdw0UWlb+PrC127Fg3BLVtWaTeI6pSZY+WZFbt47/eDjnWjujTmnWv7u68oqfNefPFFZsyY4XjeokULpk+fzk033URYLfkFUUQ8V5XefBcVFUWXLl348ccfy1XE2LFj2blzJzExMeXaL8/dd9/NvHnz8PHxYdSoUQQHB7NmzRoSExMZNmwYP/zwAwEBAS4fLzs7m6uuuoovvviCgIAABg8eTJMmTThx4gTbt2/HarWWO/wrGNcjv/5qH/6sIH9/uPNO6NvX3iWiUyd7OK7DDsalcf+Xf7Pp4GnHuol9W/DSZX3cV5TUCy+//DL33HOP07rg4GAee+wx7rvvPjdVJSLiel5z6bb0pKQkIiMjy11EZGQkSa7ekV/I119/zbx58wgODmbDhg18//33LF68mL1799KzZ0/WrVvHI488Uq5j/uc//+GLL77g4osv5vDhw6xevZqPP/6YNWvWcPz4cb777rsK1Sr1xPDh8M030KJF/rrMTPj+e2jfHrp3r9Oh2GYzeHtdNOPm/eoUiq8d0oanJvZwY2VSX9x999389ttvXHTRRY4hPFNTUwkMDHRzZSIirnEpGKelpZWrZTaPn58faWlp5d4P4OmnnwZg5syZnHHGGY71kZGRvPbaawC8+uqrLgfv1atX88EHH9CjRw8+//zzIkHfy8uLQYMGVahWqUcuvBB27oTp0/O7RvzzDwwaZG85Tk52b30VFB2XxmVvrmf2dzscQ7e1igjk05sG8fiF3Qk0axJMqRpDhgzh66+/ZteuXdxyyy20bNmSa6+91mmbPXv28PXXX2O1Wt1TpIhICVwKxuWYA6RKHD16lE2bNgFwxRVXFHl92LBhREVFkZWVxfLly1065iuvvALYWzR0Q4iUqkEDmDcPNmyA3r3t6wwDXn3VPv3ykiXura8c8lqJxxfTSrzy7rMY1K6hG6uT+qxTp068/vrrHDhwoEiL8bPPPsvEiRPp0qULr732Gunp6W6qUkTEmcvNRPv27eODDz4o18H37dtX7oLAPuU0QEREBG3bti12m379+hETE8OWLVu4/PLLSz2e1Wpl9erVAAwfPpwTJ07w6aefsnv3bvz8/Ojbty+TJ08mODi4QvVKPdW/P/z5J7z8Mjz6KGRkwNGjMGmS/Sa9uXPtXSxq6U13B06l8uDif5wCcauIQJ67pJcCsdSYwg0RsbGxLFq0CLB/Rtx+++088sgj3Hbbbdx+++00dXFmRxGR6uByMP7tt9/47bffynVwwzCcpop2VXR0NACtWrUqcZu86abzti3NgQMHSE1NBeCPP/7gtttuczzPc//99/Ppp58yatSoUo+VlZVFVlaW43lyHf3TurjIxwfuuw8mT4bbbrMP5Qb2vsjffGNvXe7UyT42cd7Xzp2hY0eo4V+0DMNgT2wqq3bGsnpnLFtiEin4x55rh7ThgXGd1W1C3KpRo0YsWbKEF154wTFiUUJCAk8++SRPPfUUQ4YM4YILLuCCCy6ga9euFfoMERGpKJc+IVu1alWjP5xScseODQoKKnGbvNZdV4JpfHy8Y/mGG25gyJAhzJ07ly5durB//34eeughli9fzkUXXcTmzZvp2LFjiceaM2eOY5Yn8SBt28Ly5fDZZ3DXXXDypH19Sgr89Zf9UViLFkUDc6dO0KYNeHtXSVnZFhsbouNZvfMkq3bGcuR0RpFtWkUE8vwlvRioVmKpBby8vJgwYQITJkxgy5YtvPjii3z66adYLBYMw3A0wsycOZMDBw6U+FdDEZHq4FIwPnjwYDWXUb0K9pFu0aIF33//PX5+fgD07t2bb7/9lj59+rBt2zaeeeYZ3n777RKPNWvWLO69917H8+TkZEfrtdRzJhNMnQrnnmvvXrFpk30WvIMHwWYruv3Ro/ZH4XG8zWbo0KH40OzC6C8Jadn8tOskq3fF8uueOFKzip+Fr3OTBkzo2Yz/DG+rVmKplfr27cuHH37InDlzeP3111myZAk7d+4EoGvXrkVC8WeffYbVamX8+PGEh4e7o2QRqedq5adlgwYNAEod0SKvK4QrYwfnHQ/g2muvdYTiPN7e3tx8883ceeedrFq1qtRj+fn5FdlfPEx4OBT8q0FWFuzfbw/JeY89e+xfC/y1wiE7G3bssD8Ki4goEpiNjh3ZH9KUH6OTWb0zls2HT2Mr5n5YX28TA9s2ZHTXxozp2oSoCA2RJXVDy5Yteeqpp3jqqafYv38/S5cuLfaejyeffJJt27bh7e3NsGHDuPDCC7ngggtK/SufiEh51Mpg3KZNG4BSJwbJey1v27KOZzKZMAyDdu3aFbtN3vrjx4+Xr1gRPz/7aBXduhV9LT4+PyQXDMx799oDcmEJCbB+vf2RywS0w8R5oY3pFtGCAxEt2B/RkgMRLUho0Zru/boxqnszhneKpIG/RlyRuq19+/bcfffdRdZHR0ezbds2wH5D9S+//MIvv/zCjBkz6Ny5s6Nf8pAhQ/DxqZUfbSJSB9TKnx59+/YF7H2Do6Oji+1j9ueffwI4jXFckuDgYDp37syuXbtKnNkub71GppAq1bAhDB5sfxRktcLhw06BOWfHTnJ27iIwtugvZ14YtEqKpVVSLGdHb3Z+MTDQ3sJcuFtG586g2RilnmjZsiU//fQTS5cu5dtvv3Ua9Wj37t3s3r2buXPnEhERwY8//ujSZ4OISGEuTQntDgMGDGDTpk08+eSTPPzww06vrVu3jrPOOgs/Pz9iY2MJDQ0t83iPPvoos2fPZsKECSxbtqzI69OmTWPRokWce+65rMwbecAFmhJaKivbYmPGF3+z/N/jWG0GAdmZtD19jHYJR2ibcJT2p4/SMzWWqFMxmNNTyz5gQU2bQs+e0KdP/qNTJ/toGyJ1lGEY7N69m6VLl7J06VJ+++03bLn9/P39/YmPj3caO3n9+vWkpqYyePBgNX6IeChX81qtDcZff/01EydOJDg4mF9++cXx2398fDwjR47k33//ZcaMGcydO9exz5IlS5g1axYtWrRwjFucJy4ujk6dOnH69GneeOMNbr75Zsdrn376KVdccQWGYbBs2TImTJjgcp0KxlJZW2MSuXhB8UMhhgf6csvZ7RndtTHtI4MwnTxZtFvG7t1w4IC9FdoV/v7Qq5dzWO7Zs8aHlxOpKvHx8axYsYKlS5fi4+PDRx995PT6pEmTWLJkCd7e3px55pkMHz6cs846i2HDhhEREeGmqkWkJtX5YAxw1113MX/+fHx9fRk9ejRBQUGsXr2axMREhg4dyo8//ug0VfV7773HddddR+vWrYsdSePHH3/kwgsvJDMzk+7du9O1a1f279/vmFDkkUce4X//+1+5alQwlsrKtti47aO/WL3rJKX9bwwP9KVfmwj6twmnf5sIerQIxdc7d/LKnBx7OC4cmHfuhBK6DzkxmexjL/fpA3375gdmTbYgdZxhGDRq1Mhp2M6Cevbs6QjKI0eOpHHjxjVcoYjUhHoRjAE+//xzFixYwNatW8nJyaF9+/ZcddVV3HPPPZjNZqdtywrGAHv27OHpp59m1apVnDx5kpCQEAYOHMhdd93F2LFjy12fgrFUleTMHDYfOs2fB0+z8WACW2MSybYUMwxcLn9fL/pGhduDctsI+rYKJ9ivUBcJw4ATJ2DrVtiyxf5161b7zX+uaNIkPyTnBeYOHapsHGaR6maxWPjiiy/49ddf+fXXX9lR3GgwuRYsWMBtt93meJ738ahJRkTqvnoTjGs7BWOpLlkWK9uOJrHp4Gk2RSfw56HTJGXklLi9t5eJbs1C6JfbotyvTTiNG/gXv3FKCvz7r3NY/vdf+9BzZQkMLL4rRqCGh5PaLy4ujnXr1jmC8pYtWxz9k//991969Ojh2HbNmjVcffXVjhbl4cOH07VrV7y8vNxVvohUkIJxDVEwlppisxnsPZnKpoMJbDqYwJ8HT3M0sehMdwW1aRhI/zYR9kfbCNo0DCy59ctisXe/KNi6vGWLfQi5snh52UfBKBiW+/QB/Vlaarnk5GTWr1/P+vXrefTRR51C7+OPP15kptOGDRsybNgwhg8fzvDhw+nTp4+GhxOpAxSMa4iCsbjT0cQM/jyYwMZoe1DeHZtS6vaRwX70bxNO+0bBNAw20zDYj4ZBZvtykB/hgb74eBdoDTMM++x9ea3KeYH5wAHXCmzePH8kjAYN7Df4BQXZv+Y9inseFGQP2yJu9OCDD7JgwYJSJ5sKDg7myiuv5I033qjBykSkvBSMa4iCsdQmienZ/HXotL37xcEE/jmSSI7V9f/iJhOEBfjSMNiPiCAzkcFmIoLsodm+7EfDYDONbRlEHthD8K5teOWF5m3b7DcBVpXAQNdCtKvPg4Lsx1R/USmHnJwctm7d6uh6sXbtWk6fPu20zc0331wkGM+YMYMOHTowcOBAevbsia+vJt8RcScF4xqiYCy1WWaOlb9jEvnz0Gk2Riew+dBpUrIsVXZ8by8T4YFmGgaZaexvolvyMboc30+bI3tpHr2LiL078U1JqrLzVZrJlB+WKxuyC77m56fA7SFsNhs7duxwBOVff/2VuXPncsUVVzi2OXnyJE2aNHE8DwgI4Mwzz2TgwIGOR1RUlG7qE6lBCsY1RMFY6hKrzWDfyVROJGcSn5pFQlo2canZ+ctp2SSkZRGfmk16tovjIpfGMGiRfIpmKacIzM4kxJpFpJeFRuTQ0MgmzMgm1JZNiCWT4JxMAnKyCMjKwJyZjm9GOqb0NEypqZCaCpmZla+nunh5VV3ILvi80Mg7UvsYhoHNZsO7wEgtS5cu5cILLyx1v6ZNmzJw4EDeeOMNmmpYRJFqp2BcQxSMpb7KyLYSnxuS87/aQ7T9q319Qqo9UJc2tFxF+fl4ERls777RMMCbZt42mnlbaGTKIdJkIYJswm1ZhFizCbFm4ZuRbg/RqamQlpa/XPh5weXs7Cqvu8r4+lZdyC74XDeLVausrCy2bNnChg0b2LBhA3/88QfR0dFFtjObzSQnJ+Pn5+dY9/333xMTE8PAgQPp1q2bU+AWkYpTMK4hCsYi9laztGwr8alZxKVmk1BMgC4YrBPSsrHYqv5HT5DZ26l/dMMgPyKC7V09InPXNwy2L4cHmjH7eNn7RZcWoksL1SU9T0lxfSZCd/Dzq7qQnfcIDNT41qU4efIkGzdudITljRs30rlzZzZs2OC03SWXXMLixYsB+419/fr1c+qC0bx5c3eUL1LnKRjXEAVjkfIzDIPkDAtxaVmOEF0wUMelZZNQIFCfTs+mGnI0If4+ToHZMUpHkJmIYD/aNgyiR4uQ8vcFNQx7S3RVhOzCz21V3zJfZQICKt6y3bAhDB3qMa3ZNpuN+Ph4GjVq5LQ+KiqKI0eOlLhfVFQUAwcO5Prrr2f8+PHVXaZIveFqXvOMn0AiUquYTCZCA30JDfSlfaOyt7faDBLTs527cBTqHx2fmu0I2onpro2OkZxpITnTwoG4kofjenhCV/4zvJ2r35qdyWRvlfXzswe+qmIY9r7WFQ3Vpb1WFTIy7I9Tpyq2/8UXw5IlVVNLLefl5VUkFBuGwccff+xoVd6wYQMxMTFO28TExBATE8PIkSOd1icnJ/PJJ58wYMAAevTooVEwRCpIwVhEaj1vL5O9NTfYD5qUvX2O1cbptOxiunIUH6hLG6njZEotuunPZLK3ygYEQCMXfqNwlc1mD7RV1ZUkbzmj9Aloijh2rOq+pzrIZDJx1llncdZZZznWHT9+3NFPecOGDWzatIm0tDQGDRrktO+mTZu45ZZbAPD396dv377079+fAQMG0L9/fzp06KAZ+0RcoK4UlaSuFCJ1m8Vq49NNMTy3chfJmfkB2cfLxNQBUTw0oSuBZrUhVIjVCkeOwMcfw/vv22dWLE6jRjBxIjz8MLRqVbM11jFWq5UdO3bQpUsXp1bhZ555hlmzZpW4X1hYGP369WPw4ME88cQTGipOPI76GNcQBWORuskwDL7ffoK5P+xh38lUx3qTCS7q3Zx7zulE64ZBbqywDouLg6+/hi+/hNWr7dONF9a0KUyaBJdeCsOGeUzf4uqyY8cOfvjhBzZu3MjGjRvZv39/sdv16NGDf//912ndt99+S2BgIP369SMsLKwGqhWpeepjLCJSgt/2xfHc97v5OybRaf2oLo25b2xnujXXL7nlFhtr7x/85Zfw88/Fj8rRogVMngyXXAJDhmgUiyrUrVs3unXr5ngeHx/Pn3/+yaZNmxxhOTY2lgEDBhTZ9/7772fPnj0AdOrUiQEDBji6YPTp0wd/f/8a+z5E3E0txpWkFmORuuPvmESe/3436/bFOa3v1zqcB8d3oX+bCDdVVkcdOwZffWUPw2vXFj9iRqtW9iB8ySUwcKB9MhSpcYZhcOTIESwWC23btnWsT0xMJDw8vMT9fHx86NWrFwMGDOD222+nR48eNVGuSJVTi7GI1EvZFhvJmTkkZ+SQnGkhKSNvOSd32VJg2b5Ncu5yfJrzZB5dmjbggXGdGdm5ce3uc2kY9hbYrCz7Izu76LKr66ry9dTU4utt1y4/DPfrV2+ny85rVyr43snKyiIxMRGLxVLqwzCMIjfQbdmyhQMHDhTZNicnx+l5hw4duPjii532nT17NvHx8WWe97bbbnMKxqUNDQdgsVjYvHkzmzdv5uyzz1YwlnpPwVhEapTNZpCSZQ+rSbmBNrmEQFtc6M3IqfzEGa0iApkxthMX9GqOl1eB0GazVTwwVncIraV/3DMAC2Bp3x7LxRdjueACAgcOxK/An98zMjI4ePBgmaHNYrFw7rnnYi4wFfaWLVv4888/y9yvWbNm3HHHHU61Pf300+zatavMfadNm8Z//vMfx37p6en07t3bpXrXrl3LsGHDHPt+9913XHLJJWVet6CgIFIL/WLxxhtv8Oabb5a578SJE4sE47fffptDhw6VuW/hsY/LM6xbz549Xd5WpK5SMBaRcjEMg4wcazFBNoek9PwW2vzQa3EKwCmZOfhaLPhaczBbc/C1WjBbc/ArsJy33s+SQ7jNQhNLydsW3MdszcFsseBry8Gcu4/ZZiHAZiHAsBBgWGnoA6E+BqYFxYTQCsxWZwA2csNhKY9woGBHjWxgkwv7WYALCu27DVhWzHY5hZ4HAS8UqvcF4CcXzzkHnMZk7piayimbLf9choGj88T+/fDCC/DCC3z00UdcccUV+fVu21Zs39bixMXF0bDA2M/Lly/nv//9b5n7nXHGGUWC8cqVK1m7dm2Z+xYMtmAfY3jfvn0u1Wst9J7xcfEmQksxNyS6Y9+8/Xx8fIo8fH198fHxISMjg7i4OIKDg106h0hdpmAsUh+V9Kf33K85aRmkp6aTlpJORmo6GakZZKamk5WeSVZaOtlpmeRkZmJJz8SakYE1MxtbZia23OP55OTga7PYw2fu1ybWHFrmhtQcSxaGJQeT1f7wslox2XIwWS142ayO8BUJtC1U+ncUDXjFPS4E2hfY7wDwRu5r1jL2/RQo2E72BvCBC+ccCBSefuJMYIsL/yRzgJkFnicCw4rftIi/unYlIiLCHlDNZracPMnMzZvL3C8yKIgXXngBzGbHvlsXLGDZzz+XuW+fyy6DRYucRotIatyYJBcm7ygpfLmiovtWdVhs2LAhPj4+eHt7Fxsa8x5BQc4jlzRv3pyLLrqo1H3yQmdhF198MW3bti1zv+Kmhf7ss8+wWCxlnrdw38p27dphs9lqd1cikRqkYCxSGQX+9G7LyMCSlkZOejqW9HRC/fycgumpkydJiI/Hkplpf2RlOS/nPhr6+NAvPNypJfOr6GhOZ2RgycnBkpNDTu4jO8dif26xYLFamWAyMcRqxTsnG5NhcAp4iLJbFi3Ah0BUgW/tU+DxYrYr/GgF7Cl0WS4GvnHh8t0CvF5o3aWAK1NqtMU5GB8FnndhP4CcsDB8/f0dgTHm9GnWx8WVuV9c8+ZwxRWOkImfH94LFkCh2cmKY7n9drjzTsd+Pmlp0KmTS/Va3nsPCrS4+nzyib2Osvbz9YWbb3Za57NsWYnbFwxQ5sDAIkOodezY0REYi2tZzHs0a9bMab/IyEiuvfbaUvfJewQGBjrtO378eBo1alTuwAfw7rvvkpWVVeK58h7ehUbH8PHxIc6F90Nx+vfvz9dff12hfc855xzOOeecCu175plnVmg/BWIRZwrGUmUMw8BqtZbaH69ly5ZOrTjHjx/n0KFDRW4ucXrk5NAgIIDzx4xxavX88ttviT50yB4os7Pzv+Y9ckPkqPbtmdy9uyNkWjMzufTLL/OPb7UWeVhtNiw2Gwujohjk4+M456rkZK5ISsJiGEUCYsEeoN656wqaDbziwnUcDywvtG4WRcNncZoBwws8TwfecmE/gMK3USUDJUzH4CSr0HPDZMLbZCp+hIJCLFFR9puz8lo0/fzwee89yCl7SmfLfffBiBGOkOq9ezfcdJMLFYPl0CEoEKR8HnsM/vc/vLy8Sg1Qjfv1g+ed43fvvXvx27Wr1NDl4+ND99GjoXNnx34BGRnMmDGjzMDn4+ND69atnc551llnsWTJkjJbFotrlZw3bx5z584tsr2Xl1eZIem3335z6foWFhUVxbvvvluhfXv16kWvXr0qtG/h6yYiUhYFYw/022+/8fHHH9O2bVuGDRvGGWecgdlsZvLkycTGxpZ5s8ncuXOZOnWq43jbtm2jT58+RfraFefIpZfSokBL6EfR0dx/8GCZ+3UHzi+07k3gRxe+X7+ffmJygecmiv45vCRJhWbqsgJl/yHZvp2Re648rv5nK25yYlf3PREQys7gcLK9fcn29uWYYcCxnS7tu2XK9WRGtcIc6I9fUADp2/8mdPGn+Hj74OtTzJ+Tc1vhmjZpYh+uKzfYmry96ffMM2T//nuZLYSDBw+Gyy93quPxzp2xWq1lhsWBgwdDVH4bd48+ffilc2eXgmbhvpKPPvoojz32WIWmzH3rLVd/9XAWEBDA3LlzK7Rvy5YtadmyZYX21bCSIiIlUzD2QNdff71jMHcAf39/Bg4cyC+//OLS/ikpKU7Pvb29XQrFAJYvvnB67ur90JUJi4X39cp9lNae6Zt7fMPLC/z9Ha2SwUC7hAR8TCZ8vLwcDy+Tl/0mJcOEDRNWw8Si9v2x+JgdIfVkwhHOSDwBXt4YXj7g7YPh5Y3h7YPh7Yvh5Y3N25fTIY24sONAsr19yfH2Icvbl6zoLbS2ZmMO8McvMAC/wAAC/f0ICjATHOBHsL8fDQL9aNqhA/vatCEkwJfQAF+6eBv8eiSa0EB/Av3NJbYs+vj4YDabnVoM7wbu/uBtF6+ys9Kmpi3LjBkzKrRfSEgIw4cPL3vDYhT+U7qIiHgmBWMPNHbsWKdgnJmZWWooDgsLcwpS/t7e8Pff8O+/sG0bQRs30s/XF5+cHHyg1Efh+ZP6Yg9gPt7e9oePD74+PvblAi2MEQEB0LKlo1USs5mHEhO50WLBx88PH7PZ/rXww9+fxg0bQrNmTn+uj0lOxicgwP4IDLQ/AgLwCQrCKyDAvq3ZXGRmrqHAn2nZbI1JZEtMIltjEvk7JpGkjKJ/+n+kmGvZwN+H0ABfQvx9CQkouOybu+xDaGDhdb6EBFxDgK93hfoDdm5e8uD9IiIikk8z31VSXZ35buvWrWzcuJG1a9eybt06DpbQneGr115jYvPm9hD8778kbt3K8X376GKz4VJEa9ECevSAnj3tjx49oHlzp7vk8fGptRMAZFms7DiWzNbcELw1JpFD8ell7tehcTB9osIcj6iIQIL9fPD2qp3fp4iISH3mal5TMK6kuhqMCzuydSvrvvySdb/8wtodO/g3IQEDOAk0KrDdImAa0BD7UFPDgLOAvg0aYO7VyzkA9+gBEXVnil3DMDickG5vDT5sbxHeeSyZbGvpN5FFBpsLhOBwekWFEuLv+qD5IiIiUr00JbQULzUVtm+HbdscrcBs20bLkyeZCuTdUpeIfWzWRoV2X+flBTYb8diH48obkivAYmGgry/DIiM5q0MHBvXpU+t/UUhKz2HrkUS2Hk5ka8xp/j6SREKhKYMLM/t40aN5CH1bhTvCcMvwAA15JCIiUg+oxbiSanWLsWHAqlXwyy/5QfjAAdf3b9cuvwU4txX4/fXrWfzNN6xbt47Tp0+XuOuYMWP48UdXxoyoOalZFpZsPsKWw/YuEQfi0srcp11kkD0At7KH4C5NQzD7lH/kAhEREXEftRgLvP8+XHdd+fYxm+0TCQwdar/ZLTwcwsLsX00mrpkwgWuuvBKb2czOnTsdfZTXrVvHoUOHHIcpPMWqYRiMHz+evn37MmbMGIYOHYq/f+Fb8arX9e9uYuPBhFK38fEyMbRDJBf0bs6Yro0JCzTXUHUiIiLibmoxrqRa3WL85ptFZr2qMn5+9rBcIDjH+PqyLj2ddQkJXD1kCAP79HG8/m9cHL2mTHHs7u/vz1lnneWY6alXr14VGkO2PC5e8BtbYxJd3t7Px4uW4QFERQTav4YHOi2HBfqqC4WIiEgdoJvvakitDsY2G6xYATt2QGIinD5tf+QtF1znwkxjlfEeUFrbdSM/P0a3aMGYjh2ZNnQo5shI59bqgsvFzOblisT0bL79+xgH49I5cjqdmNMZHElIJyWruFGSyxbs50PL8ABahgcSFWEPy3lBOm8UChEREXE/BeMaUquDsasMAzIySg/Opa1LLTyZcPFigdXAKuwz1h0pZpsI7CNhFBw92FroOYGBRcNyweXS1gUFOQ0NZxgGyRkWYk6nE5OQTszpdI6czshdzuDI6XQyc8qe2rg44YG+RUJzy4hAx7K/ryaVEBERqQkKxjWkXgTjysrJgaSkcoVpIyGBPQkJ/JiUxI+GwU9ACnAp8Hmhw58LJANjgHOAQUCFe/76+JQrTBthYSSYgziCH4esZmKSsjhSIDwfTcwgx1qx/0KNGvgRVUxXjajwQJqF+ePrrZv8REREqoKCcQ1RMK4kw4DUVCynTrFx7Vr8srI4s3FjR4BOP3mS8OeeI9uW32obZDJxttnMOTYbY3Jy6A6uTTZSFUJCCgXncDKCG5DsF0y8OZCT3gEcNwVw2DBz0GLmgNWX037BJASGYvVyvYXYywTNQgNK7KrRNMQfL00WIiIi4hIF4xqiYFy99uzZw8SJE9mxY0eJ27Rq0YKLR41ixqRJtPLzK7vrR95yUpI9mNcAS3ADjvcfxvY+w/itYz+2G0EcOZ3ByZSsCh0vwNebDo2D6dg4mI5NGuR+DSYqPFCBWUREpBAF4xqiYFwzjh07xqpVq/jxxx9ZtWoVJ06cKLJNdHQ0bdq0cf2gNhskJ7vWj7q417NLnwykVH37woQJZI09l5iOvTiSnOW4GbBgP+fT6eW7KdLf14v2jYLp1KQBHRrbv3ZsHExURKCmoxYREY+lYFxDFIxrnmEYbN++nVWrVrFy5UrWrFlD9+7d2bJli9N2Tz75JH///TcTJ07kvPPOIzQ0tCqLsN+w6MqNinFx8PvvkFDCGMoREXDuuTBhgv1ro/z5BlOzLPYRNBLsQfnI6QwOJ6Sz/1Qqh+LTsLn4v9fPxx6YOzZxDs2tFJhFRMQDKBjXEAVj90tKSiImJoYePXo41hmGQZcuXdizZw8Avr6+jBo1iokTJ3LRRRfRtGnTmi3SaoWNG2H5cvsQen/9Vfx2JhP0728PyRMmwJlnQgnjO2fmWDlwKo29J1PYG5tq/3oylUPx6VhdTMxmHy/aRQY5WpY7NmlAxybBtI4IxEc3/4mISD2hYFxDFIxrp9jYWLp37058fHyR10wmE4MHD2bixIlMnDiR9u3b13yBJ07AypX2oPzDD/b+zsVp1AjGj7eH5LFj7Tf9lSHLYiU6Lo09sansi01hT25oPliewOztRbtGQU7dMTo2aUDrhoEaLUNEROocBeMaomBce1ksFtatW8eSJUtYsmQJMTExxW63atUqRo8eXcPVFZCTA+vX20Py8uXw77/Fb+flBUOG5Lcm9+rlNCZzWbIsVg7GpbP3pD0s78v9ejAuDYuLgdnX20S7yGA6NLHf+JcXmttEBikwi4hIraVgXEMUjOsGwzDYvHmzIyTnjXIRFBTEqVOnCAgIcGy7Z88evLy86NChg3uKjYnJb03+8UdISyt+u+bN4aab4L//Be+KTxaSbbFxMD4tvztG7tfouDSXx2j28TLRNjKIi/u24PaRbrpuIiIiJVAwriEKxnXTnj17WLJkCampqcyePdvptcsvv5xPP/2Us88+mxtuuIHJkycTGBjonkKzsmDduvzW5F27im5z4YXw8cf2Wf2qUI7VxqF4e5eMgqH5QFxqqYH505sGMahdwyqtRUREpDIUjGuIgnH9kpCQQPPmzcnKyh9fOCQkhCuuuIIbbriBM888E1M5ui9UuQMH7DfvrVhhb1W2Wu3r+/WDpUuhBm4qtFhtHIxPZ19uUN5zMpWdx5PZd9I+NfiYro1565r+1V6HiIiIqxSMa4iCcf2SnJzMwoULefvtt9m9e3eR13v16sUNN9zAlVdeScOGbm4V/fFHuOQS+1jMAG3a2FuVu3at8VJyrDaGP/cTx5MyAVh179l0aBxc43WIiIgUx9W8prtlRAoICQnh/vvvZ+fOnaxbt47rrruOoAJdFP755x/uuusumjdvzv79+91YKXDOOfZuFlFR9ucHD9pvzvv55xovxdfbi+uGtnE8f3tddI3XICIiUlkKxiLFMJlMDB06lHfeeYfjx4/zf//3fwwaNMjxeqdOnWjXrp3TPgW7X9SYnj3hjz/sM+mBfVKRsWNh0aIaL2XqgFYE+/kAsHjzEeJS3XA9REREKkHBWKQMDRo04MYbb2T9+vVs376de++9l3vuuadIX+OzzjqLsWPHsnjxYqx5fX9rQvPm8Ouv9iHcwD7827Rp8MgjUMw4ztUlxN+Xqf3trdfZFhsfrj9UY+cWERGpCupjXEnqYywAW7dupW9eqy3QtWtXHnroIaZOnYqPj0/NFGGxwJ13whtv5K/z9oZRo2DyZLj4YmjSpNpOb7MZvP7Lfp7/3t43u0VYAL/NHFVt5xMREXGV+hiL1KDY2Fjatm3reL5z506mTZtG165deeedd8jJyan+Inx84LXX4Lnn8tdZrfab9G65xd6yPGIEvPIKHD1apafedzKVqf/3hyMUAzQJ8avSc4iIiFQ3tRhXklqMJY/NZuOHH37gqaeeYt26dU6vtW7dmpkzZ3Ldddfh51cDgXHrVvjoI/jyS/tNecUZPNjekjx5sn1EiwrIslh57af9vP7zfrKtNsf6iX1b8N/zutIwWOFYRETcT8O11RAFYynOL7/8wuzZs1m9erXT+ilTpvDZZ5/VXCGGAVu22APy4sWwZ0/x2515Zn5I7tTJpUNvOBDPQ0v+Zf+p/Jn5WkUE8tTEHpzVsVFVVC8iIlIlFIxriIKxlGb9+vXMnj2bFStWALBq1SpGjx7tnmIMA7Zvzw/J27YVv13PnvbxkSdPhm7doNBNhknpOcxZsZNPN8U41nl7mbhpeDumj+pIgLni01OLiIhUBwXjGqJgLK74888/+fLLL5kzZ47TaBarV69m/fr13HnnnYSGhtZsUbt32wPy4sWweXPx23TubA/Jl16K0asXS/85zv+WbicuNduxSZ+oMOZM6knXZnr/i4hI7aRgXEMUjKWiDMNg6NChrF+/nsjISF566SWuvPJK90w5feAAfPWVPST/8Uexm/x03lVc1/0yRwtysJ8P95/bmasGtcbby43TZIuIiJRBwbiGKBhLRe3YsYNevXo5jXk8duxYXn/99SKTh9SoI0fyQ/LatfYuGLleGXwZLwyfxrndm/D4hd1pFhrgvjpFRERcpOHaRGq5bt26sXv3bi699FLHuh9++IEePXrw/PPPY7FY3FNYy5YwfTr88gtHtu3j/8bf6HjpzvWfsTzzdxZO66dQLCIi9Y6CsYgbtW/fns8//5xvv/2WqCj7rHEZGRk88MAD9O/fn02bNrmtti2HT3PR4v081eti/nvOrY713eY9bR8vWUREpJ5RMBapBS644AK2b9/OXXfd5ehjvHXrVgYNGsRLL71U4/Ws3HacqW/+QXya/Sa7P8ZdRuIjT+RvcPvt8OGHNV6XiIhIdVIwFqklGjRowMsvv8wff/xBr169APsNeoMHD66xGgzD4K21B7j1o81kWewTdgxqF8HiW4YQ9r9HYdas/I2vuw6WLKmx2kRERKqbj7sLEBFnAwYM4M8//+Sll14iLi6OQYMG1di5n/t+N6//vN/xfFLfFjwzuRdmn9zfoZ96CpKTYcEC+3TTU6fCmjUwdGiN1SgiIlJd1GIsUgv5+vrywAMP8NxzzzmtNwyD2bNnc/z48So/557YFKdQfNfojrwwpXd+KAb7UG3z58MVV9ifZ2fDW29VeS0iIiLuoGAsUofMnj2bRx99lIEDB/L3339X6bEX/nLAsTzjnE7cc06n4sdU9vKCJk3yn/fvX6V1iIiIuIuCsUgdkZKSwjvvvANATEwMw4YNY9myZVVy7ONJGXyz9SgAoQG+XD+sbckb5+TAokX2ZbMZLr+8SmoQERFxNwVjkTqiQYMG/PHHHwwYMACA1NRULrzwQl555ZVKH/udddFYbPaJPK4e3Jogv1JuP1i2DE6dsi9ffDGEh1f6/CIiIrWBgrFIHdK0aVN+/vlnx6QgNpuN6dOnc8cdd1R4QpCkjBw+3nAYALOPF9cMaVP6Du++m7983XUVOqeIiEhtpGAsUscEBATw6aef8tBDDznWLViwgAsuuICUlJRyH++jDYdIy7ZPS33pmS2JDPYreePYWHuLMUDz5nDOOeU+n4iISG2lYCxSB3l5efHUU0/x7rvv4uvrC8DKlSuZMmVKuVuOP9loby32MsF/zmpX+sZff20fpg3g6qvB27u8pYuIiNRaCsYiddi1117Ljz/+SFhYGAD//PMPR44ccXn/zBwrMQkZAPSOCqNNZFDpO0RH5y+PGVPeckVERGo1BWOROu7ss8/m66+/ZuDAgWzcuJE2bdq4vO/xpEzHclR4YNk75N10B85DtomIiNQDmvlOpB44++yzWb9+ffHjDpfi6OkMx3LzsICydzh5Mn+5UaNynUtERKS2U4uxSD1ROBRbLBYOHz5c6j7HEvODcYsw/7JPUrDFuGHDctUnIiJS2ykYi9RDKSkpXHTRRQwbNqzU6aOPFgzG4S60GOcF44YNwUd/cBIRkfpFwVikHpo+fTrLly8nJiaGKVOmYLPZit2uYDAuV1cKdaMQEZF6SMFYpB6aM2cOUVFRAKxbt45FeVM4F5KWlT+0W4i/b9kHzsgN0oEu3KgnIiJSxygYi9RDTZs25a233nI8f+CBB0hKSiqyXYBv/jjEGTnWsg+cF4gzMkrfTkREpA5SMBapp8aOHcukSZMAiI2N5YknniiyTYC5QDDOVjAWERHPpmAsUo+9+OKL+PvbR5uYP38+27dvd3o90FzOFuOA3H7I6elVVqOIiEhtoWAsUo+1bt2ahx56CACr1cqdd96JYRiO1wPM+SNLpJenxVjBWERE6iEFY5F67v7776ddu3YA/PTTT3zxxReO15z6GGdbiuxbRF6LcUYGFAjYIiIi9YGCsUg95+/vz8svv+x4/tFHHzmWg/zyg3FaVhktxsnJEB1tX/bxUTAWEZF6RyP0i3iACy64gPvuu4/Ro0czduxYx/qgAl0p0spqMX75ZUhIsC9fcgl46fdqERGpXxSMRTzE888/X2RdsH/+j4DUrFKCcUICvPCCfdnbGx5/vIqrExERcT81+Yh4sAZ+BYJxZinB+Pnn7V0pAK67Djp0qObKREREap6CsYiHysjIcK3F+MQJmD/fvmw2wyOP1EB1IiIiNU/BWMSDGIbB559/zujRoznrrLMIdqXFeM6c/OHZbrkFWrWqgUpFRERqnvoYi3gQk8nE3Llz2bRpEwBHDuxxvJZcXDCOiYE33rAvBwTArFk1UaaIiIhbqMVYxMNcccUVjuX1a39yLGcWN/Pdk09CdrZ9+c47oWnT6i5PRETEbRSMRTzM6NGjHctrf84PxkWmhN6/H955x74cEgIPPFAT5YmIiLiNgrGIh+nRoweNGzcG4Ndff8XXZJ+oI6PwlNBPPAGW3O4V994LDRvWZJkiIiI1TsFYxMOYTCZGjRoFQEpKCsapfUChFuMdO2DRIvtyRATcc09NlykiIlLjFIxFPFDB7hRZh/4GCrUYP/ZY/pTPDz5o70ohIiJSzykYi3iggsE4NdoejNPzpoTetQu+/NK+3KQJ3H57TZcnIiLiFgrGIh6obdu2tGjRAoDU4/swDIMsi83+4sqV+Rveey8EBbmhQhERkZqnYCziobp37w6AJT0FW1oi2VYbhmHAL7/kbzRunJuqExERqXma4EPEQ919991cd911vLMth93ZIRgG5ORYMa9da98gPBx69HBvkSIiIjVIwVjEQ40fPx6AZW9vYM/eOAAs27Zhjo+3b3DWWeClPyqJiIjn0KeeiIcze+f/GLD98mv+C2ef7YZqRERE3EfBWMTD+fnm/xjwXlsgGA8f7oZqRERE3EfBWMSDbd68mcObfyb1nx/xteZgXrPa/kJICPTp49baREREapr6GIt4sBtvvJEtW7aAyYvzA0PxTkq0v3DBBeCjHw8iIuJZ1GIs4sGaN29uXzBsnLVtdf4Ll13mnoJERETcSMFYxIM1a9bMsdx5/1/2hdBQGDvWTRWJiIi4j4KxiAdztBgDKZZM+8LFF4Ofn3sKEhERcSMFYxEPVrDF+FjewpQpbqlFRETE3RSMRTxYwWB8HLCGhsGYMW6rR0RExJ0UjEU8WHh4uGM5CcgYMgzMZvcVJCIi4kYKxiIeLDQ01LGcBGT07uu+YkRERNxMwVjEgxUOxmm9FIxFRMRzaQR/EQ8WGhqKLyZCMQgE0nsoGIuIiOdSMBbxYGHBwaT6mjHnZHEorCmnw8LcXZKIiIjb1PquFF988QUjRowgPDycoKAgevfuzXPPPUdOTk65j5WWlsacOXPo168fISEh+Pr60rRpU84//3y+/fbbaqhepHYz7dqFOScLgH+bdsRqs7m5IhEREfep1S3Gd999N/PmzcPHx4dRo0YRHBzMmjVrePDBB1m6dCk//PADAQEBLh0rPj6e4cOHs2PHDoKDgxkyZAhhYWHs27ePZcuWsWzZMqZPn868efOq+bsSqUX27XMs7o5sRRPDjbWIiIi4Wa1tMf7666+ZN28ewcHBbNiwge+//57Fixezd+9eevbsybp163jkkUdcPt7//vc/duzYwZlnnsmhQ4f4/vvv+eyzz/jrr79YtmwZPj4+zJ8/nz/++KMavyuRWubwYcfi0dDGGArGIiLiwWptMH766acBmDlzJmeccYZjfWRkJK+99hoAr776KklJSS4db82aNQA8+OCDREREOL02YcIERo4cCcD69esrXbtInXH4MI8C04Cvtv+MoWQsIiIerFYG46NHj7Jp0yYArrjiiiKvDxs2jKioKLKysli+fLlLx/T393dpu8jISNcLFanrDh3iW2ARcDjmXxSLRUTEk9XKYLxlyxYAIiIiaNu2bbHb9OvXz2nbsowfPx6AZ599loSEBKfXli9fzk8//UTTpk258MILK1q2SN1z+DB5vfQNqwWL1erWckRERNypVt58Fx0dDUCrVq1K3CYqKspp27I8+OCDbNy4ke+//57WrVszdOhQx813f/31F0OHDuXtt992mvCgOFlZWWRlZTmeJycnu3R+kVrp8GEK/i0lp8B7W0RExNPUyhbjlJQUAIKCgkrcJjg4GHA9mAYFBbF06VLuu+8+0tLSnG6+a9iwIWPGjKFFixZlHmfOnDmEhoY6HnkBXaTOyc6G2Fj8CqzKVDAWEREPViuDcXU4fvw4Q4cO5ZVXXuHJJ5/kwIEDpKamsnHjRs4880yeeOIJhg0b5gjlJZk1axZJSUmOR0xMTA19ByJVLDYWAN8Cq2wWi3tqERERqQVqZTBu0KABYJ+QoySpqakAhISEuHTMa665hk2bNjF79mweeugh2rZtS1BQEP379+e7776jZ8+e/P3338ydO7fU4/j5+RESEuL0EKmTTpwAnPtTWW0KxiIi4rlqZTBu06YNQKmtsXmv5W1bmqNHj/Ljjz8CcPnllxd53dfXl0suuQSAVatWlbNakTrq+HGgcIuxZr4TERHPVSuDcd++fQH7bHUl3Vz3559/AjiNcVySwwUmMSiphTfvprvCI1aI1FvFtRhbyz/VuoiISH1RK4Nxy5Yt6d+/PwAff/xxkdfXrVtHTEwMfn5+TJgwoczjFbypbsOGDcVukzfjXUnDw4nUO8W1GFvVlUJERDxXrQzGAA899BAAzzzzDJs3b3asj4+P57bbbgPgjjvucBpebcmSJXTp0oXRo0c7HatVq1aOoH3XXXdx8OBBp9cXLVrEZ599BhQ/oYhIvRQfD8BQIKpNX4K6jyQgsOSRYEREROq7WjmOMcDFF1/M9OnTmT9/PoMGDWL06NEEBQWxevVqEhMTGTp0KLNnz3baJykpid27d5OZmVnkeO+88w4jR45k586ddO3alUGDBhEZGcnOnTvZvn07AFdddRVXXnlljXx/Im6XO+ThTcAvAyfzW5s+NGrSzL01iYiIuFGtDcYA8+bNY+jQoSxYsIDff/+dnJwc2rdvz8yZM7nnnnswm80uH6tHjx5s27aNl156iRUrVrBp0yaysrIIDw/n3HPP5frrr2fKlCnV+N2I1DIREY7F0Ez7KC82zQktIiIezGQYhj4KKyE5OZnQ0FCSkpI0dJvULW+/DTfeCMBD597Ox33G8/GNAxnSIdLNhYmIiFQtV/Nare1jLCLVTC3GIiIiThSMRTxVbjD+L/Dkb58SM/8Kdm372701iYiIuFGt7mMsItUoPByANCDVkgWWLDKzit64KiIi4inUYiziqXKnXjcVXKeuFCIi4sEUjEU8VWAg4ByMDSVjERHxYArGIp4qIAAo3GKsYCwiIp5LwVjEUxUXjEVERDyYgrGIp/L1BR+fQsFYLcYiIuK5FIxFPFlgoLpSiIiI5FIwFvFkQUEalUJERCSXgrGIJwsJcR6VQi3GIiLiwRSMRTxZSAhTgPeAhufdS+v2Hd1ckIiIiPsoGIt4sgYN6AtcAzTuNJiIRo3dXZGIiIjbKBiLeLKQEMdicFa6GwsRERFxPwVjEU9WMBhnZ7ixEBEREffzcXcBIuJGoaEcA04AxtFdpKakAI3cXJSIiIh7qMVYxJM1acLrwJnAzyteZsc/m91dkYiIiNsoGIt4sqZNnZ9ruDYREfFgCsYinqxwMBYREfFgCsYinqxQMFZ7sYiIeDIFYxFPVqQrhXvKEBERqQ0UjEU8WWPnCT1s6mMsIiIeTMFYxJP5+mKY8n8MmEwmNxYjIiLiXgrGIh7O8MoPw4rFIiLiyRSMRTxdgVZiNRiLiIgnUzAW8XAFu1J4KRmLiIgHUzAW8XD3+PkTC2wMbcwZA4a4uxwRERG38XF3ASLiXoHePgQBWZiI8TO7uxwRERG3UYuxiIezmP0A8LNkY9LtdyIi4sEUjEU8XFZgMADB2ekYmuFDREQ8mLpSiHi4tcBegJwsOh7YD+0j3VyRiIiIe6jFWMTD/ZydySxgFnB0z053lyMiIuI2CsYiHs7qm3/DnXdGuhsrERERcS8FYxEPVzAYe6UrGIuIiOdSMBbxcFZfX8eyKTPDjZWIiIi4l4KxiIczvLwdyyarxY2ViIiIuJeCsYiHM7wLBOMcBWMREfFcCsYiHs6mFmMRERFAwVjE4xle+T8GvCwKxiIi4rkUjEU8nK1AVwosOe4rRERExM00852IhwsLDqFP7nKwj34kiIiI51KLsYiHu7hLH7YAW4A+7Tu7uxwRERG3UTAW8XA+2ZmOZcPf342ViIiIuJeCsYiH887KcizbFIxFRMSDKRiLeDifrAItxgEBbqxERETEvRSMRTzc8r3bGQmMBLYdiXF3OSIiIm6jYCzi4U6kJPEz8DOQlJ3t3mJERETcSMFYRERERAQFYxGPV3CCD1OOWoxFRMRzKRiLeDjDSzPfiYiIgIKxiMdzbjFWMBYREc+lYCzi4RSMRURE7BSMRTycUSAYo2AsIiIeTMFYxMMZXvk/BkxWixsrERERcS8FYxEPZ7LZHMuGt48bKxEREXEvfQqKeLiekc15MHe5RaMmbq1FRETEnRSMRTzcwKbNGZ67vKtFS7fWIiIi4k7qSiHi4bwsVsey4evrxkpERETcS8FYxMOZbAVuuPPRH5FERMRz6VNQxMPZsrPJylv20u/KIiLiufQpKOLh3t/+F/6AP7B+9w53lyMiIuI2CsYiHs5kLdDH2Gx2YyUiIiLupWAs4uG8CgZj9TEWEREPpmAs4uG8Csx2Z/j6ubESERER91IwFvFwXrb8FmPMGq5NREQ8l4KxiIdzajH2UTAWERHPpWAs4uGMgkO0GTb3FSIiIuJmCsYiHs7mlX/DnSkr042ViIiIuJeCsYiHsxYYicKUne3GSkRERNxLwVjEw9m8C7YYZ5WypYiISP2mQUtFPNz4tp244sBOAPyiWru5GhEREfdRMBbxcE0iGjM0d3mnt34kiIiI51JXChEPZyvYxzgnx42ViIiIuJeCsYiH87IVGKLN29t9hYiIiLiZ/m4q4uEOJ8YTn7sckZri1lpERETcSS3GIh7ux0P7uAi4CNh95LC7yxEREXEbBWMRD2cqONudl34kiIiI59KnoIinM4z8RQVjERHxYPoUFPFwpgLBWC3GIiLiyfQpKOLhTAVGpbBpHGMREfFgCsYiHq5gH2PDpB8JIiLiufQpKOLhCo5jbPhoHGMREfFcCsYiHq5gVwrDS8FYREQ8l4KxiIcrePOdTTPfiYiIB9OdNiIezhsDc94TtRiLiIgHU4uxiIe7rV0XsoAsYFCvvu4uR0RExG0UjEU8XE5AkGPZlJ7uxkpERETcS8FYxMNZ/AMcy17pqW6sRERExL0UjEU8XHZAoGNZLcYiIuLJdPOdiIf79dQJPsxdPnf/Hnq7tRoRERH3UTAW8XDbEuMcwbjv8eNurUVERMSd1JVCxMMZ3vm/H5tyst1YiYiIiHspGIt4OMMr/8eAyWp1YyUiIiLupWAs4uEKTgNtsikYi4iI51IwFvFwTi3GFosbKxEREXEvBWMRD2crEIxRVwoREfFgCsYiHq5gi7GXWoxFRMSDKRiLeDjDVODHgM3mvkJERETcTMFYxMOZDCP/iZfJfYWIiIi4mSb4EPFwLRs25oLc5fCgYLfWIiIi4k5qMRbxcCN6D+Bb4FugW5Nm7i5HRETEbRSMRTyc09jFXvqRICIinkufgiIezlTghruCk32IiIh4GgVjEQ/ndPOdSTffiYiI51IwFvFwSzb8QgegA/DX4YNurkZERMR9NCqFiIdLycpgf+5yVnaWW2sRERFxJ7UYi3g4pwk+rJr5TkREPJeCsYiHKzglNFbNfCciIp5LwVjEwxVsMXYauk1ERMTD1NpgvHv3bl555RWuvfZaevbsiY+PDyaTiSeffLJSx121ahUTJkwgMjKSgIAAunTpwsMPP0xqamoVVS5StxgFpoE2qSuFiIh4sFp7893rr7/OvHnzqvSYL730Evfeey8mk4mzzjqLJk2asHbtWp5++mkWL17MunXriIyMrNJzitR6Pvk/BkzZOW4sRERExL1qbYtxjx49uO+++/joo4/YuXMn06ZNq9TxtmzZwowZM/D29mbZsmX88ssvfP755+zfv5/Ro0eze/dubrnlliqqXqTusPn6Opa9sjLdWImIiIh71doW4xtvvNHpuVclp6qdM2cOhmFw3XXXMX78eMf6wMBA3n77bdq1a8fixYvZtWsXXbp0qdS5ROoSm4/ZseyVqWAsIiKeq9a2GFel7Oxsli1bBsAVV1xR5PXWrVszdOhQAJYsWVKjtYm4m+FbIBirxVhERDyYRwTjPXv2kJ6eDkC/fv2K3SZv/ZYtW2qsLpHaoOdZ5/Aq8CrQ2d3FiIiIuFGt7UpRlaKjowEICwujQYMGxW4TFRXltG1JsrKyyMrKnx0sOTm5iqoUcY8Ovc9kqo8Zf0s2SRaNSiEiIp7LI1qMU1JSAAgKCipxm+DgYKDsoDtnzhxCQ0Mdj7xALVJXeXmZSPf1B8A7Pc3N1YiIiLiPRwTjqjRr1iySkpIcj5iYGHeXJFIpHRoHs3P4eDaNnkjypEvdXY6IiIjbeERXirzuE2lpJbeG5U3wERISUuqx/Pz88PPzq7riRNxsSPtIWPmpu8sQERFxO49oMW7Tpg0AiYmJjm4VheW1/OZtKyIiIiKexSOCcefOnQkMDATgzz//LHabvPVnnHFGjdUlIiIiIrWHRwRjs9nMeeedB8DHH39c5PVDhw7x+++/AzBx4sQarU1EREREaod6FYxfffVVunTpwtVXX13ktZkzZ2IymXj33XdZuXKlY316ejo33HADVquVyZMna9Y7EREREQ9Va2++27x5M7fddpvj+f79+wFYuHAh3333nWP9kiVLaNasGQBxcXHs3r2bpk2bFjneGWecwQsvvMC9997LhAkTOPvss2ncuDFr167l+PHjdO7cmTfeeKOavysRERERqa1qbTBOTk5mw8WqxncAAB9hSURBVIYNRdYfOXKEI0eOOJ4XnGyjLPfccw89e/bkhRdeYOPGjaSlpdGqVStmzZrFrFmzSpz8Q0RERETqP5NhGIa7i6jLkpOTCQ0NJSkpqcyh3kRERESk5rma1+pVH2MRERERkYpSMBYRERERQcFYRERERARQMBYRERERARSMRUREREQABWMREREREUDBWEREREQEUDAWEREREQEUjEVEREREAAVjERERERFAwVhEREREBFAwFhEREREBFIxFRERERAAFYxERERERQMFYRERERARQMBYRERERARSMRUREREQABWMREREREUDBWEREREQEUDAWEREREQEUjEVEREREAPBxdwF1nWEYACQnJ7u5EhEREREpTl5Oy8ttJVEwrqSUlBQAoqKi3FyJiIiIiJQmJSWF0NDQEl83GWVFZymVzWbj2LFjNGjQAJPJVKXHTk5OJioqipiYGEJCQqr02PWZrlv56ZqVn65Z+emaVYyuW/npmpVffb9mhmGQkpJC8+bN8fIquSexWowrycvLi5YtW1brOUJCQurlm7S66bqVn65Z+emalZ+uWcXoupWfrln51edrVlpLcR7dfCciIiIigoKxiIiIiAigYFyr+fn58dhjj+Hn5+fuUuoUXbfy0zUrP12z8tM1qxhdt/LTNSs/XTM73XwnIiIiIoJajEVEREREAAVjERERERFAwVhEREREBFAwrnIpKSk89NBDdO7cmYCAACIjIznvvPNYs2ZNhY9ps9lYuHAhAwcOpEGDBjRo0ICBAwfy5ptvlji14eOPP47JZCr1sWvXrhLPuW/fPq699lpatmyJn58fLVu25Nprr+XAgQMV/j5KUxuum81m4/fff+fRRx9l2LBhNGzYEF9fXyIjIznnnHP46KOPSrze7733XpnXe+XKleWq/4svvmDEiBGEh4cTFBRE7969ee6558jJyanQ9fjrr7+49NJLadKkCf7+/rRt25Y777yTkydPlrpfbGwsd9xxB23btsXPz48mTZpw6aWXsnnz5lL3y87O5tlnn6V3794EBQURHh7OiBEj+PLLLytUv6vcfd0OHz7MwoULmTRpEq1bt8bPz4/g4GB69+7NQw89xKlTp0o8V1nvoalTp1boeyiLu6/ZwYMHy/zeZ86cWeL53PFec/c1u/baa8u8ZiaTiVGjRhXZt66/z+Lj43nvvfe48847GTJkCIGBgZhMJsaMGePS/hX9fKuOzylXuPu67d69m5dffpkJEybQokULzGYzISEh9O/fnzlz5pCamlrsfpX9f+02hlSZ2NhYo1OnTgZgNGvWzLj00kuN4cOHGyaTyTCZTMb8+fPLfUyLxWJMmjTJAIzAwEDjggsuMC644AIjICDAAIxLL73UsFqtRfZ77LHHDMDo3bu3cc011xT7OHbsWLHnXLdunREYGGgARvfu3Y3LLrvM6N69uwEYQUFBxvr168v9fZSmtly3vXv3GoABGBEREcbYsWONyy67zOjfv79j/fnnn29kZWUVOd+7775rAEb79u1LvN7//POPy/XfddddBmD4+PgYY8eONSZNmmSEhYUZgDFs2DAjPT29XNfjiy++MHx8fAzA6N+/vzFlyhSjXbt2BmA0adLE2Lt3b7H77d6922jcuLEBGO3atTOmTJniuB4+Pj7GV199Vex+aWlpxpAhQwzACAsLMyZNmmSMHTvWUcOMGTPKVb+rasN1Gzp0qKOG/v37G5dddplxzjnnGCEhIQZgNGrUyNiyZUux58t7n5X0HnrttdcqcllKVRuuWXR0tOPnS0nf++eff17s+dzxXqsN1+z//u//SrxW11xzjeHr62sAxv/+978i+9b199mSJUsc30PBx+jRo8vct6Kfb9XxOeWK2nDdWrRoYQCGv7+/MWzYMGPq1KnGyJEjDX9/f8fn3qFDh4rsV5n/1+6kYFyFLrroIsebLC0tzbF+2bJlhre3t+Hl5WX8/fff5TrmSy+9ZABGixYtjAMHDjjWHzhwwGjevLkBGK+88kqR/fKC8WOPPVau86WlpTmOO2vWLKfXZs2aZQBGVFRUuX/wl6a2XLd9+/YZo0aNMlasWGFYLBan137++WcjKCjIAIwnnniiyPnygvE111xTrjqLk/fDKzg42Pjrr78c60+dOmX07Nmz3B/2R48edXwQLFy40LHeYrEYV111lePD2GazOe1ns9mMvn37GoAxbdo0p2uycOFCR43Hjx8vcs68H+Y9e/Y0Tp065Vj/559/GsHBwQZgLF261OXvwRW15bpNmTLFeOmll4y4uDin9SdPnjRGjBhhAEbHjh2LvMcMIz+w1JTacs3yPkBbt25d7u+hpt9rteWalWbDhg0GYHh5eRmHDx8u8npdf5/9/vvvxs0332wsXLjQ2LRpk/HGG2+4FPAq8/lWHZ9TZakt123UqFHG22+/baSkpDitj46OdvxSMXLkyCL7Veb/tTspGFeR7du3G4Dh7e1tHDx4sMjrN9xwgwEYU6dOdfmYVqvVaNq0qQEYixYtKvL6hx9+aABG8+bNi7R+VjQYL1iwwACMTp06FTmm1Wp1/Mb8xhtvlOu4Jalt1600s2fPdvx2XFhVBuO8Ftknn3yyyGtr1641AMPPz89ITEx06Xj333+/ARhjxowp8lpKSooRGhpqAMbKlSudXlu2bJmjFa7wD0TDMIzRo0cbgDFz5kyn9QkJCYbZbDYAY926dUX2y7uOgwYNcql+V9WW61aamJgYRyhZu3ZtkddrOrDUlmtW0Q9Qd7zXass1K81NN91kAMa4ceOKfb2uv88Ky/v5W1bAq+jnW3V8Trmitly30uTVARgxMTFOrykYe7gnn3zSAIzhw4cX+/rq1asdf1LIzs526Zjr1q1zvPEzMjKKvJ6enu74UPj999+dXqtoMB4zZowBGI8++mixrz/yyCMGYIwdO7Zcxy1Jbbtupfnuu+8MwDCbzUVeq6pgfOTIEccPmYIt3QVFRUUZgPHxxx+7dMwOHToYgPHOO+8U+/q0adMMwLjpppuc1t94440GYFx99dXF7vf22287PmQKWrRokQEYrVq1Kna//fv3O77Ho0ePuvQ9lKU2XbeyREZGllhHTQaW2nTNKvoBWtPvtdp0zUqSnp7u6LbzxRdfFLtNXX+fFeZqwKvo51t1fE6VpTZdt9KkpqY66iz8eVpXg7FuvqsiW7ZsAaBfv37Fvp63Pi0tjb1795brmN27d8ff37/I6wEBAXTv3t1p28I2b97MzJkzuemmm7j//vv5+OOPSUlJqfT3UdL5yqu2Xrfi5J2/WbNmJW6zb98+/vvf/3LTTTdx77338s477xAXF+fyOfLqiYiIoG3btsVuU55/g5SUFPbt2+e0n6vHc/XfZu/evaSlpbm8X7t27YiIiABg69atZX4PrqhN1600cXFxnD59Gij9ffTiiy9y2223cfvtt/Pss8+WeaNjRdTGa5aWlsYzzzzDLbfcwp133snLL7/M7t27y/weauq9VhuvWWFffvklycnJREZGcuGFF5a6bV18n1VFLdX1s7A8n1Ou1lobrltpCn6/Jf1MK+//a3fzcXcB9UV0dDQArVq1Kvb1kJAQQkJCSE5OJjo6mm7dulX6mABRUVFs2bLFsW1hS5cuZenSpU7rQkNDmT9/PldffbXT+pSUFOLj40s9Z1RUFACnTp0iLS2NoKCgMr+P0tTW61ZYeno68+fPB2Dy5Mklbvfbb7/x22+/Oa3z9/fn8ccf58EHHyzzPK7WXnDb0hw8eNCxXNa/aeHjlVVL3n6GYXDw4EHHLxuufA8tW7YkISHB5etfltp03Uozd+5crFYrzZo1Y8iQISVuN2PGDKfnM2fOZNy4cbz33ns0adLE5fOVpjZes7i4OGbNmuW07t577+XKK6/k9ddfJzg42Om1mn6v1cZrVtg777wDwLRp0zCbzaVuWxffZxVVmc+36vicKkttuW5leeaZZwA444wzaNOmTbHblPf/tbupxbiK5LXClhYU8/7xk5OTq/2Y7du35+mnn2bLli0kJCSQkJDAunXrOP/880lKSuKaa67ho48+KvZ8pZ2z4BvY1e+jNLXtupXktttuIzo6mubNm/PQQw8Veb1p06Y8/PDDbNiwgVOnTpGcnMymTZu4+uqrycrKYubMmTz99NM1Xnt5/k0LH6+sWkp6L1TH9S9LbbpuJVm1ahVz584F4IUXXig2tFxxxRV8/fXXHDx4kIyMDPbs2cOrr75Kw4YNWblyJeeccw6ZmZkuna8stema+fn58Z///Ifvv/+emJgY0tPT2b59O7NnzyYwMJBFixYxefLkIsMl1vR7rTZds+IcOHCAX375BYAbbrihxO3q8vussnWUVkt9/plWHd577z0+++wzvL29mTdvXpHXK/r/2t3UYgw88MADfPvtt+Xe76233mLYsGHVUFHlTZs2rci6oUOHsnTpUqZPn84rr7zCPffcw6WXXlpmq0JJZs+eXaHxG2vzdSvO7Nmzef/99/H39+fzzz+nYcOGRbYZN24c48aNc1rXr18/3n//fXr37s2MGTP43//+xw033FBlLTFSd/z7779ceumlWK1W7rzzTi6//PJityv8y2rHjh3p2LEjEyZMoG/fvvz777+88cYb3H333TVQdc1p1qwZb775ptO6bt260a1bN8aOHcuQIUP44Ycf+Oabb7j44ovdU2Qd8M4772AYBgMGDHD8Bac4nvo+k6qzevVqbr75ZgCee+65Yj/T6+r/a7UYA8eOHWP37t3lfhQc1LpBgwYATn0tC8vbPiQkxKW6quOYYJ/8w9vbm1OnTrFhw4Yi5yvtnAW/54SEhHp/3V588UUeffRR/Pz8WLJkCUOHDnWphoLuuusuIiMjycrK4ocffih126q+HuX5Ny18vLJqKfjvWHDf6nrflqY2XbfCdu3axZgxY0hMTOS6664rtmWlLG3btuW6664DKNI1qqJq8zUraMCAAVxwwQVA0e+9pt9rtfma2Ww23n//faD01uLS1IX3WWXrKK2W+vwzrSqtW7eOiy66iOzsbB577DHuvffech+jtP/X7qZgDCxatAjDPkJHuR4FWwjz+tYcPny42HMkJyc7/txRUj+cwso6JkBMTEy5jgn2zvyNGzcG4MiRI471DRo0cNyoUtI5884XGRnJp59+Wq+v2yuvvMKMGTMwm80sXry4SIuwq7y9venYsSPgfL2Lk1dPXn3FKc+/eevWrR3LZf2bFj5eWdcxbz+TyeR0Hleuf951KM/7tjS16boVtGfPHkaNGsXJkye5+uqreeuttzCZTGWevzhdu3YFyn4Puaq2XrPilPS91/R7rTZfsx9++IEjR44QGBhYqZnravv7rKLK+/lWsAtDdXxOlaW2XLfCfv/9dyZMmEBaWhoPP/wwjz/+eIWPVdXvtaqiYFxFzjjjDAD+/PPPYl/PWx8UFESnTp3Kdczt27cX298rIyOD7du3O23rCqvVSlJSEuD8W3TB45T1fZTnfKWprddtwYIFTJ8+3RGKzzvvPJfOXZK8mz4KX+/C+vbt69i+pBsqyvNvEBISQocOHZz2c/V4rv7bdOzY0alvXln7HThwgISEBCD/+62s2nTd8uzdu5eRI0dy/PhxrrrqKt599128vCr+I9fV95CrauM1K0lJ33tNv9dq8zXLu+nu0ksvrVQLYm1/n1VGRT/fquNzqiy16brl+eOPPxg3bpxjauwnn3yyUser6vdalamJMeE8wbZt2wxyBwAvbmrE2jRRxVdffWUAhslkKjJrWU1P8FEbr9vrr79ukDtecVXMmPXXX385xnncsGFDmdvX9AQCedOLljbBR2pqapF9PX2Cj5Kum2HYZ1HMm0b1qquuKtf/z+JYrVajT58+BmDceuutlTpWQbXpmpUkNTXVaNasmQEYzz77rNNrnjDBhyvXLC4uznEdfv31V9e/mULqyvussOqe4KM6PqdcUVuum2HYZ1PMGx/7oYceqtD5Cirt/7W7KRhXobwpI8eMGeM0peTy5ctLnTJy2rRpRufOnYud2rm0qY3zPngL73fo0CHjww8/LHZyiyVLlhgRERGOD+zCCk6ZWfjN/9BDDxmA0bJly2qZEtrd180wDOPNN980TCZTuUJxWlqa8eqrrxrJyclFXvvll1+MNm3aGGCf194VJU0DGhcXV+I0oF999ZXRuXNnY9SoUUWOV3DK2TfffNOx3mKxOCYPKGtK6KuvvrpCU0L36tXLaWrkv/76q8anhK7p63bgwAHHwPvTpk1zORQvWrTI2LVrV5H1sbGxxtSpUw3A8PX1NXbs2OHS8VxRW67ZwoULi526+MCBA45fwMLCwpymfM5T0++12nLNCnr55Zcdga8s9eF9VpirAa8yn28V/ZyqjNpy3TZt2uSYgbE8obgy/6/dScG4CsXGxhodO3Y0AKNZs2bGlClTjBEjRhgmk8kAjHnz5hW739lnn21A8bPUWSwWY+LEiQZgBAYGGhdeeKFx4YUXOn6QXnLJJUU+eLds2eL4z3TWWWcZU6dONS666CJHbWCf17y4aX4Nwz5zXN7xe/ToYUydOtXo0aOHQe7MPuvXr6/0tSqoNl23vHN26dLFuOaaa0p8FHT69GnHb+6DBg0ypkyZYkyaNMlxzQCjZ8+exrFjx1y+JtOnT3d8QI0bN86YPHmyo+Vo6NChRX5w5/2AK2mGoc8//9zw9vY2AGPgwIHGZZddZrRr184AjCZNmhh79+4tdr9du3YZjRo1MgCjXbt2xmWXXWYMGDDAAAwfHx/jq6++Kna/tLQ0Y/DgwQZghIeHG5MnTzbGjRtn+Pr6GoBx7733unwtyqM2XLe8Xyb8/PyMadOmlfgeKjwldN4Hb8eOHY2LLrrIuOKKK4xhw4Y5wl1gYKDx+eefV9m1ylMbrlnv3r0Nk8lk9OjRw5g0aZIxdepU4//bu/+YqOs/DuDPTx6c1x3y60g5lIPqlA3SohC3FEzk/IFcJA5rujttjs2x3PqxbKWDqE3LrbLWhn8gKI5S148tKWgYP5xUarisSS4YWOhhYlFUB0a+vn+4u6/X3fHjDjyj52P7jPF+f95vXp/3Pnef1715fz6Xnp4uarVaAEh0dLQ0NTV5/XvBONduhTG70bx58wSA7Ny5c8TYJ8t5lp6e7tqcYzVt2jS38iNHjni08/f65u91KlC3wrhFRka6ktjhrottbW1u7QJ5XQcTE+Nx9uuvv8pzzz0nJpNJ1Gq1REVFyfLly6W+vt5nm+ESPJHr/+IpKyuTBx54QLRarWi1WklLS5OysjKvswi9vb2ydetWWbJkicTHx4tWq5WQkBCJjY2VVatWSXV19YizWN9//71YrVYxGAwSEhIiBoNBrFartLe3j2k8RutWGLeGhgZXIjvSdqPBwUHZvn27rFixQhITEyUsLExUKpXExMTI0qVLZc+ePTI4ODjmMTl48KBkZGTItGnTRKPRSEpKiuzcudNrXyO9GYqInDp1SlavXi0xMTESGhoqRqNRioqKpKenZ9g47Ha7FBUVidFolNDQUImJiZHVq1e7zWB4Mzg4KDt27JCUlBTRaDQSHh4uGRkZE3LRvVGwx81oNI7qHKqoqHBr9/7778v69eslJSVF9Hq9qFQqCQsLk3vvvVeefvppn18LOx6CPWbl5eVSUFAgSUlJEhUVJSqVSiIiIiQtLU2Ki4vl0qVLw8YfjHMt2GN2Yzvg+r/5R/Phe7KcZ/68xpz8vb75c50aD8Eet9FeFxsaGtzaBfq6DhZF5BZ7sjIRERERURDwqRRERERERGBiTEREREQEgIkxEREREREAJsZERERERACYGBMRERERAWBiTEREREQEgIkxEREREREAJsZERERERACYGBMRjZt58+ZBURSo1WpcuXIl2OGMWkJCAhRFQVdXl1v5hg0boCgKKisrgxKXNyUlJVAUBSUlJcEOhYgmISbGRETj4OTJkzhz5gwA4OrVqzhw4ECQI5o4lZWVUBQFGzZsCHYoRETjiokxEdE4KC8vBwDExcW5/f5vtmPHDrS1teGRRx4JdihERDcFE2MiogD9+eefeOeddwAAVVVV0Ol0+Oabb3Dy5MkgRxaY2NhYJCUlITw8PNihEBHdFEyMiYgCdPjwYfz2229ISUnBQw89hLVr1wLwPWu8ePFiKIqCxsZGfPHFF8jJyUF0dDTCwsKQmZmJY8eOufatra1FVlYWIiMjodPpkJ2djdbWVo8+u7q6oCgKEhISMDQ0hFdffRXJycnQaDTQ6/UoKCjAd999N6bj8rbGOCEhARs3bgQA7Nu3D4qiuLbFixe77edt3fJwfTs5HA6UlJTAZDJBrVYjNjYWNpsNP/zww4gxf/XVV1i3bh3i4+OhVqsRFRWFZcuW4eOPPx7LoRPRfxQTYyKiADkT4Mcff9zt57vvvguHw+GzXU1NDRYtWgS73Y7s7GzcfffdaG5uRnZ2NlpaWvD2228jJycHAwMDMJvNiIuLQ319PTIzM9He3u6z37Vr12Lbtm0wGAzIy8tDeHg4Dh8+jLS0NHz++ecBHeuaNWvw4IMPAgDuuusu2Gw217Z8+fKA+gauz74vWbIEL774Iux2O8xmMxYtWoS6ujqkpqais7PTZ9vdu3dj/vz5qK6uRnR0NCwWC5KTk9HY2IicnByUlpYGHB8RTXJCRER+O3funACQkJAQ+emnn1zlSUlJAkD279/v0SYzM1MAiKIoUlVV5Vb31FNPCQCZM2eO6HQ6qa+vd9UNDQ1Jfn6+AJBNmza5tevs7BQAAkD0er18/fXXbu2eeOIJASBGo1EGBgbc2hqNRgEgnZ2dbuU2m00ASEVFhVt5RUWFABCbzeZzXHz1OVLfzzzzjACQpKQkuXDhgqv8jz/+kIcffth1jMXFxW7tamtrRVEU0ev10tTU5FZ35swZmTlzpgCQxsZGnzETEXHGmIgoAHv37gUAWCwWxMTEuMqds8bD3YS3Zs0arF+/3q3shRdeAACcO3cOmzdvRlZWlqtuypQpeP755wEAR48e9dnvtm3bMHfuXLd2u3btQlxcHM6fP4/33ntvtId3UzkcDuzZswcA8Prrr8NgMLjqbr/9dpSVlWHq1Kle2xYXF0NEUFZWhoyMDLe6e+65B6+99hoA4K233pqg6IloMmBiTETkp6GhIezbtw/A/xNhJ6vVCpVKhebmZnR0dHhtv3LlSo+yqKgoREdH+6w3mUwAgIsXL/qMy2azeZSp1WrX2ufGxkafbYOptbUV/f390Ov1XpdlzJgxA2az2aO8t7cXJ06cgEajQW5urte+neufW1paxjVmIppcmBgTEfmppqYGPT09iIuLw7Jly9zqpk+fjpUrV0JEXLPK/xQfH++1XKfT+awPCwsDAAwODnptGxERgYiICK91iYmJAIDu7m6v9cHmjCshIcHnPs5juFFnZydEBA6HA2q12u2GQOd2xx13AAAuX748IbET0eSgCnYARET/Vs5lEgMDA8jMzPSov3DhAoDrX4hRWlqKKVOmuNXfdtvwcxMj1ftLRCak37G4du3auPel0+mQn58/bv0S0X8PE2MiIj/Y7XbXI8CuXLmC48eP+9z34sWLqK2tRU5OzoTH1dfXh76+Pq+zxs5Hp82cOXPC4wgNDQUA9Pf3e60/f/68R5nzy1F8PeLNV92sWbMAAIqiYO/evRP2gYKIJj++exAR+aGyshJ///030tPTISI+t2effRbAzf0mvKqqKo+yq1ev4uDBgwDg9rxhfziT3qGhIZ/7OJPctrY2j7qenh6vz2K+//77odPp0Nvbi08//dSj/tKlS17LDQYD5s6di/7+ftTW1o76OIiI/omJMRGRH5zrhr3d6HYjq9UKADhy5MhNW9/60ksv4dtvv3X9fu3aNWzduhXd3d2YNWtWwMsNnDPOZ8+e9bnP0qVLAQCvvPIK+vr6XOWXL1+G1WrF77//7tFGo9GgsLAQAPDkk0/Cbre76hwOBzZv3uzzudAvv/wyAGDjxo346KOPPOpFBF9++aXXxJqIyImJMRHRGDU1NaG9vR1qtRqPPvrosPsmJycjNTUVf/31F/bv3z/hscXHx2PhwoVITU2F2WzGY489htmzZ+ONN96AVqtFdXW1z0eejdaCBQtgMBhw+vRppKamwmazYdOmTdi1a5drn6KiIhiNRrS2tmLOnDnIy8tDdnY2TCYTenp6kJeX57Xv0tJSzJ8/H2fPnsXs2bNhsVhQUFCAO++8E83Nza4PGv+Um5uL3bt34+eff4bFYoHJZMKqVauwbt06mM1mzJgxAwsWLMBnn30W0LET0eTGxJiIaIycyyJyc3MRGRk54v7OZO5mLKdQFAWHDh1CSUkJfvzxR3zwwQf45ZdfkJ+fjxMnTmDhwoUB/43Q0FDU1dXBYrGgu7sbBw4cQHl5OWpqalz7RERE4Pjx465j/+STT9DR0YHCwkK0tLQgPDzca99arRYNDQ3Yvn07pk+fjrq6OjQ3NyMrKwunTp3y+lQKpy1btuD06dMoLCyEoig4evQoPvzwQ3R0dOC+++7Dm2++iS1btgR8/EQ0eSlyK9yeTEREAenq6kJiYiKMRuOwN68REZFvnDEmIiIiIgITYyIiIiIiAEyMiYiIiIgAcI0xEREREREAzhgTEREREQFgYkxEREREBICJMRERERERACbGREREREQAmBgTEREREQFgYkxEREREBICJMRERERERACbGREREREQAmBgTEREREQEA/gdXVFRF3FHVOAAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# NBVAL_SKIP\n",
"plt.figure(figsize=(8, 9))\n",
"x = np.linspace(0, 1, 101)\n",
"plt.plot(rtm[50, :], x, color=plt.gray(), linewidth=2)\n",
"plt.plot(lsrtm[50, :], x, 'r', linewidth=2)\n",
"plt.plot(dm_true[50, :], x, 'k--', linewidth=2)\n",
"\n",
"plt.legend(['Initial reflectivity', 'Reflectivity via LSRTM', 'True Reflectivity'], fontsize=15)\n",
"plt.ylabel('Depth (Km)')\n",
"plt.xlabel('Amplitude')\n",
"plt.gca().invert_yaxis()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# NBVAL_SKIP\n",
"time = np.linspace(t0, tn, nt)\n",
"plt.figure(figsize=(8, 9))\n",
"plt.ylabel('Time (ms)')\n",
"plt.xlabel('Amplitude')\n",
"plt.plot(d_syn.data[:, 20], time, 'y', label='Calculated data (Last Iteration)')\n",
"plt.plot(d_obs.data[:, 20], time, 'm', label='Observed data')\n",
"plt.legend(loc=\"upper left\", fontsize=12)\n",
"ax = plt.gca()\n",
"ax.invert_yaxis()\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.10.12"
}
},
"nbformat": 4,
"nbformat_minor": 4
}