1102 lines
676 KiB
Plaintext
Vendored
1102 lines
676 KiB
Plaintext
Vendored
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "48dd2795",
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"metadata": {},
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"source": [
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"# Tutorial: Unstructured convolutional autoencoder via continuous convolution"
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]
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},
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{
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"cell_type": "markdown",
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"id": "25770254",
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"metadata": {},
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"source": [
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"In this tutorial, we will show how to use the Continuous Convolutional Filter, and how to build common Deep Learning architectures with it. The implementation of the filter follows the original work [*A Continuous Convolutional Trainable Filter for Modelling Unstructured Data*](https://arxiv.org/abs/2210.13416)."
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]
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},
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{
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"cell_type": "markdown",
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"id": "80e8bfac",
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"metadata": {},
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"source": [
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"First of all we import the modules needed for the tutorial:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "5ae7c0e8",
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"metadata": {},
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"outputs": [],
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"source": [
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"import torch \n",
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"import matplotlib.pyplot as plt \n",
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"from pina.problem import AbstractProblem\n",
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"from pina.solvers import SupervisedSolver\n",
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"from pina.trainer import Trainer\n",
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"from pina import Condition, LabelTensor\n",
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"from pina.model.layers import ContinuousConvBlock \n",
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"import torchvision # for MNIST dataset\n",
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"from pina.model import FeedForward # for building AE and MNIST classification"
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]
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},
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{
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"cell_type": "markdown",
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"id": "4094758f",
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"metadata": {},
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"source": [
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"The tutorial is structured as follow: \n",
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"* [Continuous filter background](#continuous-filter-background): understand how the convolutional filter works and how to use it.\n",
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"* [Building a MNIST Classifier](#building-a-mnist-classifier): show how to build a simple classifier using the MNIST dataset and how to combine a continuous convolutional layer with a feedforward neural network. \n",
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"* [Building a Continuous Convolutional Autoencoder](#building-a-continuous-convolutional-autoencoder): show how to use the continuous filter to work with unstructured data for autoencoding and up-sampling."
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]
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},
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{
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"cell_type": "markdown",
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"id": "87327478",
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"metadata": {},
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"source": [
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"## Continuous filter background"
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]
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},
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{
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"cell_type": "markdown",
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"id": "7f1aa4ef",
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"metadata": {},
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"source": [
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"As reported by the authors in the original paper: in contrast to discrete convolution, continuous convolution is mathematically defined as:\n",
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"\n",
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"$$\n",
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" \\mathcal{I}_{\\rm{out}}(\\mathbf{x}) = \\int_{\\mathcal{X}} \\mathcal{I}(\\mathbf{x} + \\mathbf{\\tau}) \\cdot \\mathcal{K}(\\mathbf{\\tau}) d\\mathbf{\\tau},\n",
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"$$\n",
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"where $\\mathcal{K} : \\mathcal{X} \\rightarrow \\mathbb{R}$ is the *continuous filter* function, and $\\mathcal{I} : \\Omega \\subset \\mathbb{R}^N \\rightarrow \\mathbb{R}$ is the input function. The continuous filter function is approximated using a FeedForward Neural Network, thus trainable during the training phase. The way in which the integral is approximated can be different, currently on **PINA** we approximate it using a simple sum, as suggested by the authors. Thus, given $\\{\\mathbf{x}_i\\}_{i=1}^{n}$ points in $\\mathbb{R}^N$ of the input function mapped on the $\\mathcal{X}$ filter domain, we approximate the above equation as:\n",
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"$$\n",
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" \\mathcal{I}_{\\rm{out}}(\\mathbf{\\tilde{x}}_i) = \\sum_{{\\mathbf{x}_i}\\in\\mathcal{X}} \\mathcal{I}(\\mathbf{x}_i + \\mathbf{\\tau}) \\cdot \\mathcal{K}(\\mathbf{x}_i),\n",
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"$$\n",
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"where $\\mathbf{\\tau} \\in \\mathcal{S}$, with $\\mathcal{S}$ the set of available strides, corresponds to the current stride position of the filter, and $\\mathbf{\\tilde{x}}_i$ points are obtained by taking the centroid of the filter position mapped on the $\\Omega$ domain. "
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]
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},
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{
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"cell_type": "markdown",
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"id": "a2ea9c78",
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"metadata": {},
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"source": [
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"We will now try to pratically see how to work with the filter. From the above definition we see that what is needed is:\n",
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"1. A domain and a function defined on that domain (the input)\n",
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"2. A stride, corresponding to the positions where the filter needs to be $\\rightarrow$ `stride` variable in `ContinuousConv`\n",
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"3. The filter rectangular domain $\\rightarrow$ `filter_dim` variable in `ContinuousConv`"
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]
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},
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{
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"cell_type": "markdown",
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"id": "ac896875",
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"metadata": {},
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"source": [
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"### Input function\n",
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"\n",
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"The input function for the continuous filter is defined as a tensor of shape: $$[B \\times N_{in} \\times N \\times D]$$ where $B$ is the batch_size, $N_{in}$ is the number of input fields, $N$ the number of points in the mesh, $D$ the dimension of the problem. In particular:\n",
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"* $D$ is the number of spatial variables + 1. The last column must contain the field value. For example for 2D problems $D=3$ and the tensor will be something like `[first coordinate, second coordinate, field value]`\n",
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"* $N_{in}$ represents the number of vectorial function presented. For example a vectorial function $f = [f_1, f_2]$ will have $N_{in}=2$ \n",
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"\n",
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"Let's see an example to clear the ideas. We will be verbose to explain in details the input form. We wish to create the function:\n",
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"$$\n",
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"f(x, y) = [\\sin(\\pi x) \\sin(\\pi y), -\\sin(\\pi x) \\sin(\\pi y)] \\quad (x,y)\\in[0,1]\\times[0,1]\n",
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"$$\n",
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"\n",
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"using a batch size equal to 1."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "447bb133",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Domain has shape: torch.Size([1, 2, 200, 2])\n",
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"Filter input data has shape: torch.Size([1, 2, 200, 3])\n"
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]
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}
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],
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"source": [
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"# batch size fixed to 1\n",
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"batch_size = 1\n",
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"\n",
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"# points in the mesh fixed to 200\n",
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"N = 200\n",
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"\n",
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"# vectorial 2 dimensional function, number_input_fields=2\n",
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"number_input_fields = 2\n",
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"\n",
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"# 2 dimensional spatial variables, D = 2 + 1 = 3\n",
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"D = 3\n",
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"\n",
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"# create the function f domain as random 2d points in [0, 1]\n",
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"domain = torch.rand(size=(batch_size, number_input_fields, N, D-1))\n",
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"print(f\"Domain has shape: {domain.shape}\")\n",
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"\n",
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"# create the functions\n",
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"pi = torch.acos(torch.tensor([-1.])) # pi value\n",
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"f1 = torch.sin(pi * domain[:, 0, :, 0]) * torch.sin(pi * domain[:, 0, :, 1])\n",
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"f2 = - torch.sin(pi * domain[:, 1, :, 0]) * torch.sin(pi * domain[:, 1, :, 1])\n",
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"\n",
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"# stacking the input domain and field values\n",
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"data = torch.empty(size=(batch_size, number_input_fields, N, D))\n",
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"data[..., :-1] = domain # copy the domain\n",
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"data[:, 0, :, -1] = f1 # copy first field value\n",
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"data[:, 1, :, -1] = f1 # copy second field value\n",
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"print(f\"Filter input data has shape: {data.shape}\")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "e93d6afd",
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"metadata": {},
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"source": [
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"### Stride\n",
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"\n",
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"The stride is passed as a dictionary `stride` which tells the filter where to go. Here is an example for the $[0,1]\\times[0,5]$ domain:\n",
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"\n",
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"```python\n",
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"# stride definition\n",
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"stride = {\"domain\": [1, 5],\n",
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" \"start\": [0, 0],\n",
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" \"jump\": [0.1, 0.3],\n",
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" \"direction\": [1, 1],\n",
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" }\n",
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"```\n",
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"This tells the filter:\n",
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"1. `domain`: square domain (the only implemented) $[0,1]\\times[0,5]$. The minimum value is always zero, while the maximum is specified by the user\n",
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"2. `start`: start position of the filter, coordinate $(0, 0)$\n",
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"3. `jump`: the jumps of the centroid of the filter to the next position $(0.1, 0.3)$\n",
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"4. `direction`: the directions of the jump, with `1 = right`, `0 = no jump`, `-1 = left` with respect to the current position\n",
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"\n",
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"**Note**\n",
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"\n",
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"We are planning to release the possibility to directly pass a list of possible strides!"
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]
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},
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{
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"cell_type": "markdown",
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"id": "71c13ef2",
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"metadata": {},
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"source": [
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"### Filter definition\n",
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"\n",
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"Having defined all the previous blocks, we are now able to construct the continuous filter.\n",
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"\n",
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"Suppose we would like to get an output with only one field, and let us fix the filter dimension to be $[0.1, 0.1]$."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "b78c08b8",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/u/d/dcoscia/.local/lib/python3.9/site-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3483.)\n",
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" return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n"
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]
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}
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],
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"source": [
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"# filter dim\n",
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"filter_dim = [0.1, 0.1]\n",
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"\n",
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"# stride\n",
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"stride = {\"domain\": [1, 1],\n",
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" \"start\": [0, 0],\n",
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" \"jump\": [0.08, 0.08],\n",
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" \"direction\": [1, 1],\n",
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" }\n",
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"\n",
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"# creating the filter \n",
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"cConv = ContinuousConvBlock(input_numb_field=number_input_fields,\n",
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" output_numb_field=1,\n",
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" filter_dim=filter_dim,\n",
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" stride=stride)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "49ccc992",
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"metadata": {},
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"source": [
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"That's it! In just one line of code we have created the continuous convolutional filter. By default the `pina.model.FeedForward` neural network is intitialised, more on the [documentation](https://mathlab.github.io/PINA/_rst/fnn.html). In case the mesh doesn't change during training we can set the `optimize` flag equals to `True`, to exploit optimizations for finding the points to convolve."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "0fbe67dc",
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"metadata": {},
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"outputs": [],
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"source": [
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"# creating the filter + optimization\n",
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"cConv = ContinuousConvBlock(input_numb_field=number_input_fields,\n",
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" output_numb_field=1,\n",
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" filter_dim=filter_dim,\n",
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" stride=stride,\n",
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" optimize=True)\n"
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]
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},
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{
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"cell_type": "markdown",
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"id": "f99c290e",
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"metadata": {},
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"source": [
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"Let's try to do a forward pass:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "07580a3c",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Filter input data has shape: torch.Size([1, 2, 200, 3])\n",
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"Filter output data has shape: torch.Size([1, 1, 169, 3])\n"
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]
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}
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],
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"source": [
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"print(f\"Filter input data has shape: {data.shape}\")\n",
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"\n",
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"#input to the filter\n",
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"output = cConv(data)\n",
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"\n",
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"print(f\"Filter output data has shape: {output.shape}\")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "886cf50f",
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"metadata": {},
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"source": [
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"If we don't want to use the default `FeedForward` neural network, we can pass a specified torch model in the `model` keyword as follow: \n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "0e234c69",
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"metadata": {},
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"outputs": [],
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"source": [
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"class SimpleKernel(torch.nn.Module):\n",
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" def __init__(self) -> None:\n",
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" super().__init__()\n",
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" self. model = torch.nn.Sequential(\n",
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" torch.nn.Linear(2, 20),\n",
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" torch.nn.ReLU(),\n",
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" torch.nn.Linear(20, 20),\n",
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" torch.nn.ReLU(),\n",
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" torch.nn.Linear(20, 1))\n",
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"\n",
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" def forward(self, x):\n",
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" return self.model(x)\n",
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"\n",
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"\n",
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"cConv = ContinuousConvBlock(input_numb_field=number_input_fields,\n",
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" output_numb_field=1,\n",
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" filter_dim=filter_dim,\n",
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" stride=stride,\n",
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" optimize=True,\n",
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" model=SimpleKernel)\n"
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]
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},
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{
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"cell_type": "markdown",
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"id": "2d4318ab",
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"metadata": {},
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"source": [
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"Notice that we pass the class and not an already built object!"
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]
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},
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{
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"cell_type": "markdown",
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"id": "254e8c8d",
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"metadata": {},
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"source": [
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"## Building a MNIST Classifier\n",
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"\n",
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"Let's see how we can build a MNIST classifier using a continuous convolutional filter. We will use the MNIST dataset from PyTorch. In order to keep small training times we use only 6000 samples for training and 1000 samples for testing."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "6d816e7a",
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"metadata": {},
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"outputs": [],
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"source": [
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"from torch.utils.data import DataLoader, SubsetRandomSampler\n",
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"\n",
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"numb_training = 6000 # get just 6000 images for training\n",
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"numb_testing= 1000 # get just 1000 images for training\n",
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"seed = 111 # for reproducibility\n",
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"batch_size = 8 # setting batch size\n",
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"\n",
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"# setting the seed\n",
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"torch.manual_seed(seed)\n",
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"\n",
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"# downloading the dataset\n",
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"train_data = torchvision.datasets.MNIST('./data/', train=True, download=True,\n",
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" transform=torchvision.transforms.Compose([\n",
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" torchvision.transforms.ToTensor(),\n",
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" torchvision.transforms.Normalize(\n",
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" (0.1307,), (0.3081,))\n",
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" ]))\n",
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"subsample_train_indices = torch.randperm(len(train_data))[:numb_training]\n",
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"train_loader = DataLoader(train_data, batch_size=batch_size,\n",
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" sampler=SubsetRandomSampler(subsample_train_indices))\n",
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"\n",
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"test_data = torchvision.datasets.MNIST('./data/', train=False, download=True,\n",
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" transform=torchvision.transforms.Compose([\n",
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" torchvision.transforms.ToTensor(),\n",
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" torchvision.transforms.Normalize(\n",
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" (0.1307,), (0.3081,))\n",
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" ]))\n",
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"subsample_test_indices = torch.randperm(len(train_data))[:numb_testing]\n",
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"test_loader = DataLoader(train_data, batch_size=batch_size,\n",
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" sampler=SubsetRandomSampler(subsample_train_indices))"
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]
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},
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{
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"cell_type": "markdown",
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"id": "7f076010",
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"metadata": {},
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"source": [
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"Let's now build a simple classifier. The MNIST dataset is composed by vectors of shape `[batch, 1, 28, 28]`, but we can image them as one field functions where the pixels $ij$ are the coordinate $x=i, y=j$ in a $[0, 27]\\times[0,27]$ domain, and the pixels values are the field values. We just need a function to transform the regular tensor in a tensor compatible for the continuous filter:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"id": "a872fb2d",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Original MNIST image shape: torch.Size([8, 1, 28, 28])\n",
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"Transformed MNIST image shape: torch.Size([8, 1, 784, 3])\n"
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]
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}
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],
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"source": [
|
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"def transform_input(x):\n",
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" batch_size = x.shape[0]\n",
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" dim_grid = tuple(x.shape[:-3:-1])\n",
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"\n",
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" # creating the n dimensional mesh grid for a single channel image\n",
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" values_mesh = [torch.arange(0, dim).float() for dim in dim_grid]\n",
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" mesh = torch.meshgrid(values_mesh)\n",
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" coordinates_mesh = [x.reshape(-1, 1) for x in mesh]\n",
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" coordinates = torch.cat(coordinates_mesh, dim=1).unsqueeze(\n",
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" 0).repeat((batch_size, 1, 1)).unsqueeze(1)\n",
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"\n",
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" return torch.cat((coordinates, x.flatten(2).unsqueeze(-1)), dim=-1)\n",
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"\n",
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"\n",
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"# let's try it out\n",
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"image, s = next(iter(train_loader))\n",
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"print(f\"Original MNIST image shape: {image.shape}\")\n",
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"\n",
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"image_transformed = transform_input(image)\n",
|
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"print(f\"Transformed MNIST image shape: {image_transformed.shape}\")\n"
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]
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},
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{
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"cell_type": "markdown",
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"id": "850b45c4",
|
|
"metadata": {},
|
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"source": [
|
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"We can now build a simple classifier! We will use just one convolutional filter followed by a feedforward neural network"
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]
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},
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{
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"cell_type": "code",
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|
"execution_count": 9,
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|
"id": "889c1592",
|
|
"metadata": {},
|
|
"outputs": [],
|
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"source": [
|
|
"# setting the seed\n",
|
|
"torch.manual_seed(seed)\n",
|
|
"\n",
|
|
"class ContinuousClassifier(torch.nn.Module):\n",
|
|
" def __init__(self):\n",
|
|
" super().__init__()\n",
|
|
"\n",
|
|
" # number of classes for classification\n",
|
|
" numb_class = 10\n",
|
|
"\n",
|
|
" # convolutional block\n",
|
|
" self.convolution = ContinuousConvBlock(input_numb_field=1,\n",
|
|
" output_numb_field=4,\n",
|
|
" stride={\"domain\": [27, 27],\n",
|
|
" \"start\": [0, 0],\n",
|
|
" \"jumps\": [4, 4],\n",
|
|
" \"direction\": [1, 1.],\n",
|
|
" },\n",
|
|
" filter_dim=[4, 4],\n",
|
|
" optimize=True)\n",
|
|
" # feedforward net\n",
|
|
" self.nn = FeedForward(input_dimensions=196,\n",
|
|
" output_dimensions=numb_class,\n",
|
|
" layers=[120, 64],\n",
|
|
" func=torch.nn.ReLU)\n",
|
|
"\n",
|
|
" def forward(self, x):\n",
|
|
" # transform input + convolution\n",
|
|
" x = transform_input(x)\n",
|
|
" x = self.convolution(x)\n",
|
|
" # feed forward classification\n",
|
|
" return self.nn(x[..., -1].flatten(1))\n",
|
|
"\n",
|
|
"\n",
|
|
"net = ContinuousClassifier()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "4374c15c",
|
|
"metadata": {},
|
|
"source": [
|
|
"Let's try to train it using a simple pytorch training loop. We train for just 1 epoch using Adam optimizer with a $0.001$ learning rate."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "0446afe0",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/u/d/dcoscia/.local/lib/python3.9/site-packages/torch/autograd/__init__.py:200: UserWarning: CUDA initialization: CUDA unknown error - this may be due to an incorrectly set up environment, e.g. changing env variable CUDA_VISIBLE_DEVICES after program start. Setting the available devices to be zero. (Triggered internally at ../c10/cuda/CUDAFunctions.cpp:109.)\n",
|
|
" Variable._execution_engine.run_backward( # Calls into the C++ engine to run the backward pass\n",
|
|
"/u/d/dcoscia/.local/lib/python3.9/site-packages/torch/cuda/__init__.py:546: UserWarning: Can't initialize NVML\n",
|
|
" warnings.warn(\"Can't initialize NVML\")\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"batch [50/750] loss[0.161]\n",
|
|
"batch [100/750] loss[0.073]\n",
|
|
"batch [150/750] loss[0.063]\n",
|
|
"batch [200/750] loss[0.051]\n",
|
|
"batch [250/750] loss[0.044]\n",
|
|
"batch [300/750] loss[0.050]\n",
|
|
"batch [350/750] loss[0.053]\n",
|
|
"batch [400/750] loss[0.049]\n",
|
|
"batch [450/750] loss[0.046]\n",
|
|
"batch [500/750] loss[0.034]\n",
|
|
"batch [550/750] loss[0.036]\n",
|
|
"batch [600/750] loss[0.040]\n",
|
|
"batch [650/750] loss[0.028]\n",
|
|
"batch [700/750] loss[0.040]\n",
|
|
"batch [750/750] loss[0.040]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# setting the seed\n",
|
|
"torch.manual_seed(seed)\n",
|
|
"\n",
|
|
"# optimizer and loss function\n",
|
|
"optimizer = torch.optim.Adam(net.parameters(), lr=0.001)\n",
|
|
"criterion = torch.nn.CrossEntropyLoss()\n",
|
|
"\n",
|
|
"for epoch in range(1): # loop over the dataset multiple times\n",
|
|
"\n",
|
|
" running_loss = 0.0\n",
|
|
" for i, data in enumerate(train_loader, 0):\n",
|
|
" # get the inputs; data is a list of [inputs, labels]\n",
|
|
" inputs, labels = data\n",
|
|
"\n",
|
|
" # zero the parameter gradients\n",
|
|
" optimizer.zero_grad()\n",
|
|
"\n",
|
|
" # forward + backward + optimize\n",
|
|
" outputs = net(inputs)\n",
|
|
" loss = criterion(outputs, labels)\n",
|
|
" loss.backward()\n",
|
|
" optimizer.step()\n",
|
|
"\n",
|
|
" # print statistics\n",
|
|
" running_loss += loss.item()\n",
|
|
" if i % 50 == 49: \n",
|
|
" print(\n",
|
|
" f'batch [{i + 1}/{numb_training//batch_size}] loss[{running_loss / 500:.3f}]')\n",
|
|
" running_loss = 0.0\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "47fa3d0e",
|
|
"metadata": {},
|
|
"source": [
|
|
"Let's see the performance on the test set!"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "b54638c1",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Accuracy of the network on the 1000 test images: 92.733%\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"correct = 0\n",
|
|
"total = 0\n",
|
|
"with torch.no_grad():\n",
|
|
" for data in test_loader:\n",
|
|
" images, labels = data\n",
|
|
" # calculate outputs by running images through the network\n",
|
|
" outputs = net(images)\n",
|
|
" # the class with the highest energy is what we choose as prediction\n",
|
|
" _, predicted = torch.max(outputs.data, 1)\n",
|
|
" total += labels.size(0)\n",
|
|
" correct += (predicted == labels).sum().item()\n",
|
|
"\n",
|
|
"print(\n",
|
|
" f'Accuracy of the network on the 1000 test images: {(correct / total):.3%}')\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "25cf2878",
|
|
"metadata": {},
|
|
"source": [
|
|
"As we can see we have very good performance for having trained only for 1 epoch! Nevertheless, we are still using structured data... Let's see how we can build an autoencoder for unstructured data now."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "3ce758e9",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Building a Continuous Convolutional Autoencoder\n",
|
|
"\n",
|
|
"Just as toy problem, we will now build an autoencoder for the following function $f(x,y)=\\sin(\\pi x)\\sin(\\pi y)$ on the unit circle domain centered in $(0.5, 0.5)$. We will also see the ability to up-sample (once trained) the results without retraining. Let's first create the input and visualize it, we will use firstly a mesh of $100$ points."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "6ca0e929",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# create inputs\n",
|
|
"def circle_grid(N=100):\n",
|
|
" \"\"\"Generate points withing a unit 2D circle centered in (0.5, 0.5)\n",
|
|
"\n",
|
|
" :param N: number of points\n",
|
|
" :type N: float\n",
|
|
" :return: [x, y] array of points\n",
|
|
" :rtype: torch.tensor\n",
|
|
" \"\"\"\n",
|
|
"\n",
|
|
" PI = torch.acos(torch.zeros(1)).item() * 2\n",
|
|
" R = 0.5\n",
|
|
" centerX = 0.5\n",
|
|
" centerY = 0.5\n",
|
|
"\n",
|
|
" r = R * torch.sqrt(torch.rand(N))\n",
|
|
" theta = torch.rand(N) * 2 * PI\n",
|
|
"\n",
|
|
" x = centerX + r * torch.cos(theta)\n",
|
|
" y = centerY + r * torch.sin(theta)\n",
|
|
"\n",
|
|
" return torch.stack([x, y]).T\n",
|
|
"\n",
|
|
"# create the grid\n",
|
|
"grid = circle_grid(500)\n",
|
|
"\n",
|
|
"# create input\n",
|
|
"input_data = torch.empty(size=(1, 1, grid.shape[0], 3))\n",
|
|
"input_data[0, 0, :, :-1] = grid\n",
|
|
"input_data[0, 0, :, -1] = torch.sin(pi * grid[:, 0]) * torch.sin(pi * grid[:, 1])\n",
|
|
"\n",
|
|
"# visualize data\n",
|
|
"plt.title(\"Training sample with 500 points\")\n",
|
|
"plt.scatter(grid[:, 0], grid[:, 1], c=input_data[0, 0, :, -1])\n",
|
|
"plt.colorbar()\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "ab6f5987",
|
|
"metadata": {},
|
|
"source": [
|
|
"Let's now build a simple autoencoder using the continuous convolutional filter. The data is clearly unstructured and a simple convolutional filter might not work without projecting or interpolating first. Let's first build and `Encoder` and `Decoder` class, and then a `Autoencoder` class that contains both."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "13e8ae0e",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"class Encoder(torch.nn.Module):\n",
|
|
" def __init__(self, hidden_dimension):\n",
|
|
" super().__init__()\n",
|
|
"\n",
|
|
" # convolutional block\n",
|
|
" self.convolution = ContinuousConvBlock(input_numb_field=1,\n",
|
|
" output_numb_field=2,\n",
|
|
" stride={\"domain\": [1, 1],\n",
|
|
" \"start\": [0, 0],\n",
|
|
" \"jumps\": [0.05, 0.05],\n",
|
|
" \"direction\": [1, 1.],\n",
|
|
" },\n",
|
|
" filter_dim=[0.15, 0.15],\n",
|
|
" optimize=True)\n",
|
|
" # feedforward net\n",
|
|
" self.nn = FeedForward(input_dimensions=400,\n",
|
|
" output_dimensions=hidden_dimension,\n",
|
|
" layers=[240, 120])\n",
|
|
"\n",
|
|
" def forward(self, x):\n",
|
|
" # convolution\n",
|
|
" x = self.convolution(x)\n",
|
|
" # feed forward pass\n",
|
|
" return self.nn(x[..., -1])\n",
|
|
"\n",
|
|
"\n",
|
|
"class Decoder(torch.nn.Module):\n",
|
|
" def __init__(self, hidden_dimension):\n",
|
|
" super().__init__()\n",
|
|
"\n",
|
|
" # convolutional block\n",
|
|
" self.convolution = ContinuousConvBlock(input_numb_field=2,\n",
|
|
" output_numb_field=1,\n",
|
|
" stride={\"domain\": [1, 1],\n",
|
|
" \"start\": [0, 0],\n",
|
|
" \"jumps\": [0.05, 0.05],\n",
|
|
" \"direction\": [1, 1.],\n",
|
|
" },\n",
|
|
" filter_dim=[0.15, 0.15],\n",
|
|
" optimize=True)\n",
|
|
" # feedforward net\n",
|
|
" self.nn = FeedForward(input_dimensions=hidden_dimension,\n",
|
|
" output_dimensions=400,\n",
|
|
" layers=[120, 240])\n",
|
|
"\n",
|
|
" def forward(self, weights, grid):\n",
|
|
" # feed forward pass\n",
|
|
" x = self.nn(weights)\n",
|
|
" # transpose convolution\n",
|
|
" return torch.sigmoid(self.convolution.transpose(x, grid))\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "eb097e34",
|
|
"metadata": {},
|
|
"source": [
|
|
"Very good! Notice that in the `Decoder` class in the `forward` pass we have used the `.transpose()` method of the `ContinuousConvolution` class. This method accepts the `weights` for upsampling and the `grid` on where to upsample. Let's now build the autoencoder! We set the hidden dimension in the `hidden_dimension` variable. We apply the sigmoid on the output since the field value is between $[0, 1]$. "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"id": "a4db89a7",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"class Autoencoder(torch.nn.Module):\n",
|
|
" def __init__(self, hidden_dimension=10):\n",
|
|
" super().__init__()\n",
|
|
"\n",
|
|
" self.encoder = Encoder(hidden_dimension)\n",
|
|
" self.decoder = Decoder(hidden_dimension)\n",
|
|
"\n",
|
|
" def forward(self, x):\n",
|
|
" # saving grid for later upsampling\n",
|
|
" grid = x.clone().detach()\n",
|
|
" # encoder\n",
|
|
" weights = self.encoder(x)\n",
|
|
" # decoder\n",
|
|
" out = self.decoder(weights, grid)\n",
|
|
" return out\n",
|
|
"\n",
|
|
"net = Autoencoder()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "2df482a7",
|
|
"metadata": {},
|
|
"source": [
|
|
"Let's now train the autoencoder, minimizing the mean square error loss and optimizing using Adam. We use the `SupervisedSolver` as solver, and the problem is a simple problem created by inheriting from `AbstractProblem`. It takes approximately two minutes to train on CPU."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"id": "700a7cf3",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"GPU available: False, used: False\n",
|
|
"TPU available: False, using: 0 TPU cores\n",
|
|
"IPU available: False, using: 0 IPUs\n",
|
|
"HPU available: False, using: 0 HPUs\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"application/vnd.jupyter.widget-view+json": {
|
|
"model_id": "fca56b2f81fc4374af4c2ff6fbfc4eb0",
|
|
"version_major": 2,
|
|
"version_minor": 0
|
|
},
|
|
"text/plain": [
|
|
"Training: 0it [00:00, ?it/s]"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"`Trainer.fit` stopped: `max_epochs=150` reached.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# define the problem\n",
|
|
"class CircleProblem(AbstractProblem):\n",
|
|
" input_variables = ['x', 'y', 'f']\n",
|
|
" output_variables = input_variables\n",
|
|
" conditions = {'data' : Condition(input_points=LabelTensor(input_data, input_variables), output_points=LabelTensor(input_data, output_variables))}\n",
|
|
"\n",
|
|
"# define the solver\n",
|
|
"solver = SupervisedSolver(problem=CircleProblem(), model=net, loss=torch.nn.MSELoss()) \n",
|
|
"\n",
|
|
"# train\n",
|
|
"trainer = Trainer(solver, max_epochs=150, accelerator='cpu', enable_model_summary=False) # we train on CPU and avoid model summary at beginning of training (optional)\n",
|
|
"trainer.train()\n",
|
|
" "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "a98ffb20",
|
|
"metadata": {},
|
|
"source": [
|
|
"Let's visualize the two solutions side by side!"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"id": "0269fedf",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
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GQ9IPEuoTFTTZX/X1Zqz/abuIJDA6DGiN2S9PQY+RnbCBHEqpcRla+kADXlclq9ahrwrHEmHZp+vQvGMzDJ8zUPrBJNy2+uG6z47S0tLg7++vs44/sxFQWlpqcJ+PP/5YeO9Ui9S0TQLj+LYIPDfqI5zYflYt1IvzS7Hqu214dsQH2PPvQZQWlZm9WTWDarJqGVJj03F8yxnpRkuoFXg6YckiwTAk/SChPo0Fdvz8+e4KtbHAOHfksli/+dfd2LJot0FjQUc3GCi3zNGH5Z+tk34sCbe1frgp3amvvvqqCN+rFm7YJuH2RkVZJT59cKGY3POiDf6cdDlNRB6sldSj2sKGaErhezS0uboi6Uo6ln27DX98vB67VhxDeWnFNR9Tws0L8kdatEioP0j6QYIhbPh5ByIPXNAzCFT64tsnf0NmUrb52vsGDAY+ZuzZq+SgKr5mo2bvymP4471VWEL6Kv5c0jUdT8LNjeoGph+uOyUpICAA6enpOuv4M3N5nZycDO7D1ZR4kXBjkRKfifW/78fBjeEoL6tASJtATLpvEHoOa4dzJ+NRVlqOpi0DEBTa6Ib/NAfXnST+aYlJz1BGYrZJ75E5XMu+ZSUV+PKZv3BgwxlYE62JFQ9Xavrx9eV47uu70X9clzofW8LNC27KZq4xm9S4zTgk/XDroJom3vvWncLGPw8i8UoaHJ0dMHhSN0y6fxAqyDGScInWuTigQ+8w2Dva3fDxrftxm8lqePydjGSyKYj9TRxDdg064tSuKPxv/gIU5hYLBxXrmz8/WINeozvh5V8fFkU4JDQsVDcw/XDdDYa+ffti8+bNOut27Ngh1ku4eRB59ArenPsTKiur1R6ZcydiEXUsRgg3RZKwwvPSoXcLPP3JzDoZDklxmTiwNRIlhWUIbOaDQeM7w0UrKc0Y4s8nKcZB4zMGK1tbyCvK1ZUvjG5nwIPEx23fr7XZcRjDZ0/+iaNbI8Tf2hGQEqJIffjgr/hk5dPo2LdlnY8v4eaEJSHlWynkfKMh6YdbA+z8+PDh33BkW6Sg5/Bkt4jooGt+2SMWWUWleqLNE987nxqNGU+MqnWScEV5FQ5vO4vY6GTY2dui14j2aN25qQX7VSL9apbJbSyp78LjlcsMvLF0GU3CGsPV08XsMQzh8pl4vD3zG2F0MbT12MmdUXh/7vf4eN0LUlJ1A4NMuZjbpsEaDEVFRbhy5YpO2dTw8HB4e3ujadOmIlycnJyMv/5SJJ9yOdXvv/8eL730kijFunv3bixfvlxUTpJwc4CrDb17/y+oqKjS8bKrvClCuGkJ/nMn4/DslK/x/abn4R/sY9E5+Nhfv7oCezaEkwfeCtZW1qgiJbTgww148r2pGD6lm8n9HZwczEYAWNhbublBXlBo4EtaeHdrfRYeRwQ8/NzRb3JPi66lJuLOJ+Pw5nDDXzIllk75z5eb8b8VT9fp+BJuXlTJrVBJi7ltbhdI+qFhYvXCPTi6XUHZ1NMRPBG3saEHvUqsKy4oxe8frEUhRYTnv3mHxeeIOHwZHz36BwrYA8+V7+i4/36zDR37tMAbC+6Hu5fxyTpXvmM5XpOuWmsYMypo9bRnxtd5Qr/k8w3iXhnSYTzm8H3ncf54DNpRdEZCw0FVA9MPtc5hOHnyJLp27SoWxnPPPSf+fuutt8Tn1NRUJCQkqLdv3ry5MA44qsD9G7744gv8+uuvUg+Gmwj71p0WQt4sJUdZvpQFHEcI/v12u8Xn+Ob1ldi7SeWBlwtjgVFeVonPX16G43svmNy/34Su5pUBGQPWrq6w9vSgv3VfwoCQRug8tIMQ+KxY1LvQ3xxGf3/Ni8KjVRccWH9a55g1wdcbcfCSCEVLaFioJkvUkuV2gaQfGh7YK7520T7jHnoV75+NBi2s/GE70hNM5wyoEH8xFW/OI7pOfok6oqHyxkefiBPfcalUY7Am2d93QndY2xqXw6Ym+2yg9JnQjRxTdnr6gTFy3mCMf3ikRddiKPpxlBxKpvQXl2/dt/p4nY4v4eZFdQPTD7WeIQ0ZMsRkaM9QF2fe58wZqQLNzYrzp+LU9aaNgn9zO1uF0VBWIYTfnjWn8Pj7083yVVNIaexed8akIF/83Q70GtLG6DbN2wej15jOOLkj0rjgdXRQRBlcXGDl7IyQ5j6Y/vBQMhb80L5/G/HcHlp7Aht+3o746EQ4uThiyMx+mECKwC/IskiJIRQXlopka5kBtpSclZSjvVjmjfkcjRp7YuyMnhgztQccnWi9hFsalgj8W0khXCsk/dDwkJOeLxaTUFUXYqOBJ/b0mSfxO1ccxZznx5s9x8qfdgm5bswDfykiAWcOXET3wW2NHuPOFybiyMZTClpRjTmKsTnL3DemIYR0S6fB7eBJUeaMhEys/3Eb9q04gnKKvDfv2BSTHhsjos91jS6UF5ebzH2Qk96q8nTDxl2XsHvoJ+jRLwx33NUHrdo3qdP5JNw8qG5g+uG65zBIuPlhyjtu0JPERgN5gCqJZlREHiFvR/Lom8DBrZGKCbURoclK4nJkEjJSctEo0MvocV5Z9DA+mPsDTu+J1v/S0RFWdhrDxZbG2I6MhBFzB2kN3woDp/YWS30isHkjg8aWnKMcHm7qaEdpSQUSYjOw4JNN2E7G1qe/PQBXKdHtloaMwsm8mNtGgoRbFbXuTcO0z2qaBtFjn52qKW9qDDyZ378xXB1RMDaGfRvOmDQY2vQk6tK/T+GTe38URTtUxod6ol8zQkGrubuztrOoUVM/PPC/uWKpLzh7OIvcB24aVxNyT3fAm/Qn3YMqikQXEI1r37Yo7NlyFs+/cwdGTpKKZdzKkDUw/XBTllWVcGPRdWBr09EFlRJgzw39KSPPvMyZvPnO9iiiSfDSvw7hx6+3Y9niw8jK1G+yx4m/qk7LplBSpGnWZwjObk74cO3z+GrnG2g1sC2qgxuhqmWQWOQ+7uTN12zLymf0rD5mz1kfGDatl+DQ6sGNOLd83Vql+lRFOOKvpONnMhwkNAwPkrlFgoRbFV6N3BHUopGhaqMaqL5kHUHUTpmbM6qdHGFHuuLw/otY+O0OLPxuJ44duqxnGFRVKpxPpsDOppJC0/qB0Z8iAUvif8D8j+6CTSNyPoWSbggLBoL8AScHHSdZj1GdrymybCnY2Bl332A9xxxHFoSxwNC6uXx/WEd88e5aJFtI6ZJwc6K6gekHyWCQgL6jO8GviZfJSIPc3g4yB1tUe7mQMnCCzNsNld7umD9nAX5bsBcbVp/Ebz/vwV13fIffF+zRCQE3IUqQOYOEJ9x+jU1HKlTeovBL6ThXWCmMBJBCAhkv1b5uqCLhL1fmWUy6dyBad2l2Q35dN09nPP7xTJ11cr6XTOEyomU5r2HP5gjk5Uh5DbcyqkmEWrJIkHCrgmXu9EeHG682qvSCsMyrbuQJWWOSw36eqKZlzfZzeOfl5Viz/DjWLDuGN19Yivvv/AEJ8ZqKRpw75htgWvazwyko1M+i8bITa9PBWFQHBVCE11XhuPEj46F9GIWDyfChcTq5OuLRL+6x9BZcM+58ZhyatPDXpTXx2EzQu3nTjStO3IDRSbheqG5g+uHWGamE6waerH+w+FF4+JAAMwQyFuSuZCTQxNxgUxsOp5JBoKoC8e+fh7ByyVH19wPHdoSTC+9r+PBsqAyZ2AUuZIiYw8H9F7Bo4R4jSXfWkJPh8+BbU/DIe9PMHqu+wNfv1MQbTl2bo6JVICpaBqIq0BsyGzPcRbpnMRdSbtAoJVwPyJUhZ1MLbyNBwq2MUTP7YNrDwxQfVJNcrZ4FTL+U+dOk3MFwPht7zVWRhfT0fLz4xF8oLChVfz9h3gCTUWhOeLYkYsw66I3nl9I5CvQiHwKBfggb2gnfHf4Awa0DzR6vvlBGEZR2k3pBFtpERDzkIXRuZ3J2mQjbsFMp6szVGzZGCfUPeQPTD1IOgwQBbsj2y77XseijDdjy72FFCVKll5y99jKn2jXi+fePQ5g8radIpj56IhYe3YORQ14lK1IwNhRatqXFigQiGwtevq6499kxFh136T9HjOdDcLM0WvzbBNZbPeui4nLs3HMOsXGZcKAIS/8+YejcMVh9fDYWfvxhJ1avPKFlvNB6J3tUO5MwIJqVTXmVyXB1YWEpsrKK4EpeLz8/t3oZt4Qbgwq5Dezkpv0uFbeQQpAgwRBY3j3w5hQMnNAFr8/5EcUFZTrfy4mCJPSFBXKXJ8IcWd22KQLTZ/dBKhkQmfbWqOwQiMoqImiUVsAuqxjWpCPYhmCb5N4Xx6NxM1+zxz5zMg5XSVYbAw+vwssDTVo2rpcfmuX/BXL67CfaFeeoBQd7Y8TIDvDwoPuhREJ8Jp5/4HeFgaQq662MhAuYCL5zLh4bS2lJuaJHUuMgL9gbMcok3HyoaGD6QTIYJKjBHv7H35+GqMhkJNPkXlWNSM7UmlqiqKgMZ07HY8P2szh45LKY5IOMB57mV3k5ocrDES6ZxRgxrjPueWY0vIknaw4lJeW4cN60R54n4CeOxaD/wLo3YVNh38GL+OjzTSinCb8q8W/FmpNo16YxPnp7GjyJinT0yBWNsaANpeKUudjDmgS9lQEDx97ZDms3hePw6yvI+6b4vn2HJrh//mB0uUF0KgnXBhlZhzIzgVpiJEu3WUKDQOuuIXj6k9n46JHfdNbLuflmLZw0bATs3RGNlh2b4MW3VwpDQca7cwdkW0eUuzvBhpwoLZwccddTozB0SneLjnvqaIyQ1cYSqPm8V+OykEsGi7exiLqFKCZn0jvvrMbpU/Fq/cCT+4UL9+JZcoCNGdtJGBQfv7YSReQU0qkApbpXoroU/6t/fN7E3cMJ9034GukpiuRxZ4rUj5veA3MfGSpV2bsFIGtg+kGiJEnQq0f90aL70bSFooszRwisTNS2NoWdu6Jx6Ohl8bdORIB7IZBicO3UBE+RgWKJsSCOYWEPdVPVNixF9PlkvPvxetFwTnVM1XEvXkrDK6TkWBmsWX1SYQyZgMxQ2VlSMJXkhTp8mJMANdd1/lwKXnhuCQ4fUtw3CTc3GlpSmwQJ5jBwYldB+eToMMs+1hGGGmKaQ1FhGV59f43wnNfUD4xqijxPf2OSxcaC2IdltNWN0RHvv7cW4UrKkEo/8Pyfewx99tkmHCPH1cXoZMReSjeuu5QRaf3VVuLeHtt3UW0sMErISFn992G89uhfor+DhJsb1Q1MP0gGgwQ9+Pp74PMlj2D8E0Ph06spXJsSN7UOFJ9jp+OM5nSxgkjPKMBxCiFbChdXBwRwYrSJobDQbtPu2utXL16qyMEwNP5qGvsFMhpOhV/FRQpHm6qxzfdNpoysMFTGhVtTb1QJJaO7r+JYcnz26SahSCXc3KimcLMliwQJDQmT5w/Bu6ueRotJXeHZvyVsDFWJMwFrGys4utqjmKLGMiNKgifNy9edrNVxW7cLNFtgw8vH5ZqjC5dI/p8gqq0x2c9j//uvg7hEDiCzqrPGBpzLYWtnDZmR6+Bzno9IwJbVp+oydAk3ENUNTD/cOiOVcMMQHp2IGQ8swPLtEUjIKUS2vLJWQTOeFIeGNUJuRQUqnciT7kwvhb2iJKs2OIwbGZ1k8XFZCE+b0dtg+Fb1vbOzPYaNaF+L0eqDowpHT8SYNAR47PsPXhIcU5MgZSjyHeh/XAVqwKgOeOXz2cglypbRvhS0uoD4rkco+iDhVgg5m18kSGgoYEfGe59uwPPvrERUYjaSiW5TThPc2ugI9rjbeTqZnExzBPdKbAYqKk2XXNXGgKFtBY3HWAI1y+IpM3rVvrdEDRwiuqqNiaIWPPbzRJ8tJ11iohCSBjReOwdbtCGK1rxHh2Lo6I4mx8iH3LBM6gx9s0PWwPSDlMMgQQcpaXl4kRSByrvN3nSG3NUWdkUk/Ohv7ce75mf2HNk62SHNVY6qSppMK6WljAwGOBNFtYgYfVUaCVrbwMWkO7rjLHlXDuy7oNPRk4Urn/udD6fD6Ro7KPO1mxXytEEZhYT79muJ7dsijYe4aYyhob54+rmxaN+lqVgVHZVk9visjJJTcms/eAk3FDILyuLdShxVCRLM4ftfdmP3/gvib7XccyD5y20SLGMEoUW3YJy9kmrRzbaqxYTK3t4W734yE6888w/J8So1FYj1DMvcHn1aYMacvhYfzxhKyyqVhS9Mv9utOzRRn9sY2Li597FhmDi9J0XRHcW6Vx7+wzRtio6Xlizph5sdsgamHySD4SYAJ0+VkwDiygqCD/ofYvWm04oEtBoSTuZkg0rOWyajoebzrTIaWDD2H9wGp3OzkZVXpG8R0DErXa1hV0CvEMlCFohdO9cuuZcNgzfeuQO7d0Zj3eqTiI/LhD15ZgYNaYupJHCbWlBJwxw4SuHt5YKcXOM9EtiOatbUB/16hJLBcNagUuBIixMd6/Pv58Fdq6OzC5eYNQOOPrhasJ2E/xaWhJSrLXIxSpBg5PkhOZmfXwIHBzuLZMf1RB6NY8PWCJ0+OwIk6yrd7WFbXAnrSoqqGtnfz98dHfqEYushhcFhCiw/27QMgF0t6U7tOwdjwd8Pid4PnFhdRro1uJkPJk3riZFjO9WLjm1GeoZLiZuCEznOmB47aGR7HNh5zmhEee6DgzHr3oE661zdnIxXA1Qdn3SLhJsb1Q1MP0gGw3+I8NPxWPznQXXilJubI8ZP6oa77u5Hk9b/RjHsPXzJqJCSOdqggiIFVhVy2JBS4Nrb4LCsqMcNfPnpbGQUl2DLD5sNH1w5q652JKOhTI7gIG9071r7akBsNIykkC0v1wMibD2hK/5YfMgov5aF+diRHYVh8dY7U0UCnEh6o3unMh74N/zk81k6xgKjWYivKL+XlJRj1PPEY+g/oFV9X5qEekalnAxpWkxvI912CbVHaWkF/vnnMDZuOIPCQkUZ086dm2Lu3f3RrVvIf3JLj52KM+75JplY5UaTWKYbFVYIp5AKLBM70Ng/+e5uzH3kV4vOxXpo9tRedRpnIOmWx58bI5brgWHD2oly2uUUZTYkw4V+GNtZRDyefWMScrOLcfZUvIiCc9RDVclp1MQumH3/IL39B4/ugIPkFDMGTjgfOq5TfV6ShOuAygamHySD4T/Crh1R+N8H63T6BbBSWL7kCE4cu4KvyCttzmiQK2kxtjY2tfbCGAOXEDV5ThZ0zvSEl8thrcrJpWuYRIKvK03+X/tqPekNbkhivCqEjHSKj4sLPnp3er31S6hv3Dm1J44cj8HFy2k6BpTK6/PsEyOFscAYMLA1lix9HFs2RyA6Okkog+49mmPkqI4GPYJ8zVw69d131hg8N9+SKVO6w9v72hLzjIG9lYcOXRalbwMDvdCHwvRmczEkGIQlnTqJ4CbdPQm1ApeQfpZoNbGxGTryJzIyES++sASvvDoRI0d2MHscLqxQQTKdvd31IWt5gmwKPFKZIzmVZNaCfmolV8hMR6KJPv3yOCQkZ4u+C5bg3tn9MKjfzek0Ydrry69MwHvvrhUFomrqiCAyWObdM0CxLTuOfpqHM8djsWvzWeRR5Nq/sSfGTO6G1u0NF+joO6QNmrf0x9XYTHV5c+3jc0+gqXP7XZdr43kF034vX0yDnb0NevZuIfSEhNqjoekHyWD4D8Dl5L74ZJOyUaZ+lZw4EhL//n0YDzw81OD+XLZt1eYzWEn0obQMRUfLZhRy9fdzh6+XK7p1CMaQPq3gQN6N2iIs1A9nSCnVjDLIaD5Z4UIPv4OyqzLBpkwGP5kdxg/viMDWfth8/DzyOZnXXIiN9u80thVK6VW5WeHoaIcv/zcTS5YfE70SOAmZ0YFCzHNn9UWv7s11tueqG3PI82cpBhF16/kXxuH777aLJGs2MkSnbLp3EyZ2wyOPDa/X62GwR2vRon1YueqECKerjB9PosI9/8JY9O/Xst7P2dAho3AzL6a3uXUUgoSbA0uWHNUzFhiqz198vhm9aSJXM3qpwpW4DPy94ij2H70kKrExvbEZTWIDGnmIZcyw9vTZp9bjCg3xM7ieR1Xhbo1yD2vIbUVDBdGY0ymzEgODg9BjTFucSklHdbFlCcwewW7wbe6J8soqONShD9CNwKBBbfDlV3OwePFBnDoZL9axg2j8hC6YM6efaMSpgjVZFd37hInFEtiSA/DjBffg/eeWIjo8QUQUWO1yBSgvXze89cUsBDSp/0l8bEwG3n97NRITc4R+YH3E4mvg4NZ4kQyk/4r5cKtC1sD0gxU9EDf9aAsKCuDh4UGe0XwSkJbV7L+ZsYYmbD9+u91kIhQLm1Xrn9XjW7Kx8PJHa3AinAQU7c++B0XES5GAZUWCiX9Sb5oEfvH6NLRqruinYCkOHL2M1z9eq2cslHrZaBIVlFBRb/h7lRFtVyqHLUUfjF2bKBpK21d524gX5fWZwzF9wM0dWmUvHXvlObzspqUE6it/Ze/e80hNyRPKfzB5lvz9Per1HCr89PNurFihX1lD8ZNa4bPPZqJb1/+G6nCryRPVMX453R3ObqajMyWF1Xiw26kGI79uNjQ0/cCG/bSp36hpSIbA7+yjj43AtGk99b47FXEVL763UtAjVUUrtKFyFNwxriuefnC42T4y2mDdMvuBhUhJy9fJUyjxsUalu7LIhbaOEGPVRJzZiHBPMu8oKvMhKgdFKsICfbDg2enw4k7SNzFYjnOuhIeHU71Hay9GJePkoUuiGEfrDkHoNaCl6JdU30hLzcPDDywSHatrGqr8jHTsFIzPv55z07IC6guSfjCOm9N0b+C4Gp8lPAam6kUzXSQvrxg+5E3QxtqtEcJYUKYNKI0FgnLSp7L/8gpL8dS7K7D02/vg6W65sA0I9EAVUYZsKzTJzOWu1nrGAkNlFFiR/BfdzWnhfa1Jz5kSKVWkCFSK7MOlu0gp+KJLaKDFYzQFvv7o5HQk59AkwtkR3i5O2Hj6AtLyCuHl6oSJ3dqiQ3BArY5pS7+Vz3WiBwmP1PguOuuy84ux6+RlitaUIsDHHcO6t4TLNVZ+ys4uwioyVA1BpeMXLdqPbt83fIOhPsFvcLV4+E1vI0GCpcjPLzVpLKg81levZumt5xKk73y2QUQVjPkCVZPBNRSl9vZ0xj0zLae28GTRN8QLKUQrUjUprqKoszAWFBvobC90lNY45DZWFKm2gl2x4cRosT2pm0qlIzsuLQev/7YFPz49zeIxmkN+SRlOxyWjSiZDmL83opIycPRyAr3HMnRpFoiJXdvCxdG+1nL8eiWkc6UlXrR/v2NRVxEdkyqeg94dmqFtc/9rPs+KZcdQVqpvLKjOGUGRDu5qzXRbCbenfpAMhv8ATtz514K4joOBDsFMQ1Ltq450GbD4+QUvIh7sxt1RmDvF8sSxo9EkOF3J+090I9syUjp8LAfTITUR21BaF6wQqpwUkQbtykGqyyUGE9GadD0X/+w5XS8GwylSAu+u3omYjByl5lGMjXMqxDjp338OhmNkxzB8ctdY2NveXI8//2Y/rDqIf7adFB45G1IGHN34dPEuPH/XUEwZVPck7337LxidQGjXDU+jiUDAdYpwNNSyebyY20aCBEvh6GhrMW2yJg4cvYJ8chZZiiVrTmDmlJ5wdDDQjd4IzsalEv3IBjalMthUyFHhZq0XWTCFMi9r0i3VwtGkDZV0KvO21nR7Jpl49HwCYlOyEUrRhmtBRVUVvth0AMuPRqKyWvfkNsooCzuXvtp8EN/eMxG9wxRlsG8mxCRl4aVv1iMpPU+Mme/ZTysOonOrJvj4yQnw8VDk1dUFO7dH6TUS1QbTZnfviJYMhttYP9w6I21AGEDcR1M1lnkS3blrMx0OpIqOlJyWp7E1DHj9a04C9xCHtTaoJq8LV7vgSkblnjYo8zT/iIjxaMmZaoogVFFUwk2LX8vGTZUzeZfcNDkQaoVwIaFWYzSEiKupmP/LSsRl5qpsBbUHiyffvIhrI+yMisHH6/Ze8znrGwvWHsZfW06Ie8L6l40FRllFFT78Ywe2H79Y52NzDgZ7o8zhFHmQ3n53De6Y/g2mzvgWH/1vAy5etKxe+u1cNs/cIkGCpWCeOBeQMEUVYv0xcGBrvfWx8ZkiImopSsijfLYWzTPFuVk+sWOIHEvlRFXliHFtGurwvkWNaV/SBZxUK9bRUkXqrsTPhhxKuuPnQ5+4lFirMeqdkwTqC4s349/D4XrGguqaVFHvkooKPPbbWiRk5V3TOesbmblFeOTD5UjJVCSN83hV0YCoKyl44n8rRUn0ut4fplWZAj9zOTlFWPbvEdw792dMmfAlHrzvF0Gx5opeEhq+frh1RtqAEBLqh6bNfY1yAfnlnTtPUWFBGzzhqw3flMFVlGqDds0DaoQkLTsfU6Nk5BhTRd+qyGEV2t4frXsEodTLiowPjjwYViz1kfTz6aZ9IsRcZUPKjM7N1TmMjpXOt/p4FLIKjfdZuNEoKC7D32QsmMKPFH0wVZfbFDhqYLIRkBJffLkFh49cErSIvLwS7Nl7Do89+Se2bD1bp/PeLmXzzC0SJNQGg4e0NfquCz55xyB0ID57TXBPmtrKU+5GXBu0IfqLKmqrlufmzqny4igXNhrKvG3wwBNDURRgIwyIMh9bRYNPQ7tfo444HpOI3ediLOq6LJw1pEv+OXTmms5Z31i+4wyKSssNPhdsPMQmZ2P38do5CHWoZr6mabf83HHT0V8X7kVSYo4o3sIFWn78bgeefvwvotFZHtm6XVDZwPSDZDBcZzB3fNGf+zH73p8xcfrXmHHPT5g093vEZOejWuvuc31mlr325HF5+fVJ6No9xOAL279nC3X4VEkQNXpu3q5VLbmNPdoEI7iRp65hoijnZHK/Cnd6OUjeiH+d+Xpokurljp6tg0W+hjEPFI+xWwvDpeUMoaCsDLHZOcgp0QinxOw8nKEIQzVH1a01VCRTYAF78IKissXNgAPhseT5Mj2hTybP0qXEjDodf/DgNgYpDCqof2+uxKEVllZwoRWGREJCdp3OfTuUzTO3SJBgbCJ8+PBlvPzSUkyd8jWmT/0G0+74Bl9/uVUzwYZCfDIlhNG+fRO8977hktQDerWotVOheS2bXc4c1VXHKLFhn5QFEQZlmpsCyt17tWkKOzJyOKptDHyqzi0so6zyuBLz8xGfl6sTSVh36lwt+kUr9MOOyMu12OP6Y+vh8yZ/Wzbith2texR6wqRuJh2SfO6ysgo9440/cgPV777eXudzN1RUNzD9cHORuBsYrsRm4NmXlqC4ROEV4EZnBfTCCeFKS7ULeVRoQmZdpZjhzpjaE3fN6Qc3N8Ol8hhz7uiFQ8djFMKX5/GmwtZ0zqmjO9dqzCwwPnliIh75ZDl5M5QJUDKFR8gQRI6Ddn6YlSJPoZQMhhHdwtCisS9+33ECcp54GhnjnKFdzY4rPicXX+09jG0XLgulwKPpH9oMzw7uh8qKashVT3IttEI5cVpvFhSUlJnuX6HEXztP4bkZg+HrruCqcmL0hsPnsD88RiQ8coRo+pDOenxfrhv+5BMj8NnnWwz+5jz5sKZ7aFQh0X1dv+E0nnh8ZN0usIFCRiE1XsxtI0FCTfDE6ysyDDZtDDfd1VdZ4CIw0BMvvDheGAzGotMtQhqhd7fmojCGOcOBnTWdOwQjqHHtynOO7NMap88nYc2es0JmybmzM8t3nvcYGpeBYfBWzRp5IbSxDyb374BV+88alH08xnbN/NG2qb/Ze/l3RAR+OXkSyYWKUuPeTk64p0tXPNKzJ+IyFFTV2qC8jvSe6wXOSTQFvn/hl5OwLyIGgzqFimeE78uZK8lYfTAK8ek58HBxxJgerTGKlprlaqdM64FdO6ORnJRjvHmrEZ8Wb79vzzk8+vhweF2nAiG3ImQNTD/cOqbNLQamf7z+ziqNscArawpUfqFtycJ0JN6mky3i0vNMGguM9q0D8fbz40WdZpXRIKAlbFXKhJOdO7a23HuvQstgP/z73jzcNaqbojqPsAr4GlT/aZxfbBywwaBDAeLTk8FwNi2dogxu+N+944RCVEdG+Gvl349P6Ic+bUx3e47JysG035Zgu9JYEJdLy5G4BMz6a5n4XnFvlTtwDp4F19mqseGa4jcSqbkF+G7rYWyKuGARlWDrmYuY/tHfiE3Lxvn4dNzx2m/4ZsU+nL6UhKi4NKzaG4GZb/2JJTtP6+3LnUfffmsKmtSo3929Wwhc3RxMTjBElYzIa+MRN0TILPAe3UpJbRJuHHZsjxLGAsNsVIC+TkzIgT3LfTPe/LdfmIhO7RRy35jHmOUv65qXHh9d63Hz+V++bzg+enICOrZsLFSaLbM7jQVIawxB9TEtpxAl5EB7ZupAdCRHhxivVQ2ajIcrPn5gvNkxvbNnDy271cYCI6e0FF8fOYxHNqxHcXntOPZ8f9rcBPqB89h2nruCl5ZvUfa3MA5+ggrpfj7743p8sXyfmIO8v3gnHvhyBbadvIBzV9Nx7HwC3v5rO2Z/uBiZ+UU6+3PO5Nff343hIzvAVqucu4ensyj3bQ4cjb54Ma1O19lQIWtg+kGKMFwnHDsZi3RlUzUBM88EK4wjtE9+QSk8jDTjUWFY/zbo3rEZtuyJwiWKYqRnFyI1uwDpWYXi+5YhfpgzuSeG99NPirMU/t5ueHrmYHQkxfPM7xsUKzkQQk55K5kykmBr+rpWnIjEo8P6YETXllgecDeW7gvH/qhYwQ/tGtoEs4d0QfcwfR5uTby7dbdIRKuuMaHmzzI61if7D+gqJVEaiYZL4zQkYm1IETVv5I0uzRqbPff1xPIjZ/HBmt3ib74Ozh00RqdSlRvkW19I0Yjnf9mA/KxiEQXSvi2qxL0vlu5Fc/Le9WnfTI+aNGhQa8QS97SouAyNAzzRqJE7Zs7+wex4uWqThLo05pHumwR9rFxxXKeSnNn3jyhJO3ZEoVVr03KLm7R988EsREQnYffBC8gi/ZBB1Ni4hCxRy9+RKEBjh3fEnGm90ahG2W5LwZP54b1aiWXqB3+SA4OcNsZg5Pq4KduuiCuY2Lud6LWw+fgFrD4QieSsfHiSMTOxTztMHdAR7uQVN4WTyckUXQg3euo9cXEIKHcSri6KpVp0fSxH7+qvW+76RiO7qAQP/r4aF1Izhc6ytpWBCwwauwJeX62kw/+7+wwZD+XYcPScjl5QOaUSM/PwwoIN+POl2TrH8PBwxsuvTcSjFI2+SjQjO3tbhLX0x+6d57Bv7wWzY65tjmVDh6yB6QfJYLhOiIpOFgJek2hq2YtkicHA4G1mkVFQs+IFC3JRtrWe0KdVUzjZ26G0goiqrNwMVIRVTWZrIqNAk1Tcgiavr88ajtdRuw7GCbl5OHrVsGdbTmGNaopu5MrKYF/j/sqU/SC0qyWpPEd8PVxW9UY1oCmhe8fC29PZEQ62tnRfivDV9oPYcOy8ZiMaS4WrHPaF+mNW3W++VvEvdwNPz4VNOSlA7bK1bCQpd7SmIyzadFTPYFCcygotWug29OvVMxRbt581WlaPFUFP2kaCLqrpPvNiCua+l3D7gbu7x8TULh+J6SW5uZYVauB3vAvRjXjR9lZzNRtnihqr8iHqA2O6t8bPm4/WOtmaHRDpuQonlz3RY6YQNYmX2mJJ5Fkxoa7pUNJGTkUpB73NQmXATe3ZAcPat6j1WOoCdhZmF5eIa/BycRL38cCleLyxajtyixW5enxt1cRCtS2h+8asZq391SXLuW+e8mdlqtiWY8Yn+KxDIikifTY2BZ0MlDTnJqIdO2vKynbu2tSsccsVr9oRXU5Cw9UPksFwnSBeLmhP/mpOAw1Pyrwo/FdXsCJQobC0HPFZubC3tUGYv49F3uGkvHz8cew0NkReQBGFcIO9PDC7eyfcPbgbFu44ZnQ/EWkwcGk8Qb5WXM0xXNqOvUUid0KZSSezYR4t/6lJ3pU5KiIi4KgI/WNnY4PJPdri/iE90dTX85rHZg6XMrLw/f6j2HHhilAC9nT+Lo0DcCY+BfIyZedTre25QkiFu1yE922qdY0xYSzU8N5wcQW+PjYSdAotKHMhTpEy2BN+BUO7hJkd6x13dMeWbYYrIQnKAYWoJ9ZoMCeh4XmQJNwYsKxXzb0snS7we+jnV/dO1lxuVdWpno2P+Mxc4cgI9HKHr5uLRRPbTVEX8PfRcFxII+8zHW9o6xaY1qUd3JwdRAUfvc7SJiaYHFX1rocOzleyc0waCwzuDWRbav5Os668e2A33NGj/XV3KHGZ78WHw/HXodNIzVcYTiGklzgCn5SjxU5QgcZT6iuHA31lV1RDd9iq9LCVppQ4O3/MiJ7Xf9+K5W/cDSczfTj8/T0wiKLTB/ZfNEif43s1YWJXvVLwtztkDUw/3DojvUWQQx6gH37bgxWbz6CKLX47mrzZkHKQmVcgA/u0VAv0a+li+faqHRj0/gLM+n4Jpn69GCM+XoR/SDCZKk0XmZKGSQsW498TEcgrLRNCKz47Fx9v34cDqVcxe2BnIYvYc8GKRyRUqbwaBlw3vN3U7u3rfB0ZxcX48tghPL9/K02iZeR9r6ZJsyqDQnlOrbIb1crbppNarYyIsOFQ4QXkBVXiWFUqjmYm1UspV1OISE7FjEVLsPOiwlhgVBAd4GRcslCqTOsypI5k9LxUuFuhksbMCys67mthrIqIbrdvrbK14l85Xv5lE65SNMIcQps3wmuvTCTPI4W+tc7Ff9uR9+/9d6YJ6pIEXVSSsDdfNq9uYvaHH35ASEgIHB0d0bt3bxw/ftzk9l9//TVat24NJycnBAcH49lnn0VZmemOwRJuPA4euYynX1pCcslGLNX2NKnQMiCMgaN/o0fXvXmjCrujYnDHF39j4md/4q7vlmLY+7/gqT/Wi2pzxsCTxFfXbsOLq7YiKiUdFdXVKKbI6Zboi3jgnzW4b0Iv+Hkokl1ZP9iqHFQa/40eeLvhXVrW6RpYl+2OjcU9q1fhfFam2e3ZuaStP7ShGhtPxi/b5+NUfhqu5l/fHgx8P19ctgWfbN6nNhYY8Vl5ho0FFawVJcrL3RTdsHnh/hWsN2rTC0OFFKJ//W+pghZrDs++OA5t2iqiESodofq3R6/mePDhYbU+f0NHZQPTD1KEoR6RkVWIR15cLIwGtRUuZtls6ZNCIIFvZaDaEL903Glz/lz93gu1QRF5i+b9vBxxGboeF6bAfLRuD1LzCvDCuEEGPR1PrtiI0spKnYm06q+zpCC6BTfBltfnY9Np4sQS1cjP3QV7r8QhPDFVL07JtB9Peijv7me++pEhXM7Jxp1rliKvvEwh4JURjGp7GSlN+lhA97LGfWTDoIqcVbalqqoiCr6qiETQ+go3RXLAhexMvLR7G/YlxGNosxAcTk4QxlEX/8aY1ro9PByu3UPCyuzFtWTo0GC17ycbCebjTIoNuPqVue2s6XgyE92+RVI9/bdsbzhemjnU7LiHDW2Htm0CsWHjGUScTYQVjaFH9xBMGNcFvnXkOjd0WNJ4py6NeZYtW4bnnnsOP//8s1AGLOxHjx6NixcvkuGmSydj/Pvvv3jllVfw22+/oV+/frh06RLuvfdeYdh/+eWXtT6/hOuDv5Ycxm9/HdTlevP7TkaDvEomKuYZe+8nTuqKkObXloi77mQ0Xl+2Xdc7TTJq3/lYnCZnxpKnZiPYRz/6uibiHNZFKCiU2jJNOD/o3y/2HMTOF+cjmmgup64kCdnr6eqEHzccUlyfAWto/pjeompPXeTre3v34M/wcOHxNN9dBmIM5eQ0sic7wLZc41jicbIMLfdS9O8pIR24PCoS6y6cx/9GjURkThqSigrg7eiEyWFt0d3feIWq2mBb1CVsjaxbzwRVNNpaGTk3BFVRkWozZih/u/n4eTw5ZQB8zXSJ5ujBl9/OxeGDl7BtayRysotE5GHshM7o2auFlL9wG+gHK3r5rq+rtR5QUFAADw8P5OfnE7fu5vVyvvzeKhw/HacfllX3MlDYDoJnriV0OtAk7bnHR6FFyLUpg592HsWPtJjynq97bp4Iu2pjz6VYPLJsnclju9jb4fBzj8BRqxQbc/PfXbtLr8JPxyB/fDpzHJoZUDzmwMcZ/u/v5OHJhUxF0K9J2OT7WEKi3pDXnb/juuDKxOxKF1phjLxKx2fBqmhnIRf5BT+NmkSGxLVx9U9cTcLcv1bojUskjKvGWG66XwQrA3EdBsBj7kK80wsX01Aq4w1NK7BAH3ds/GC+yW0ycgpxPi5d0WW8VROziYbxCVk4G5UkLqBbp6YIauJtcvuGJk9Ux3jlyFg4uJoO55cXVeJ/fbfU6nysBHr27Invv/9eTd9gr9CTTz4pBH9NPPHEEzh//jx27dqlXvf888/j2LFjOHjwYC2u7NbDraIfLl1Jw0NP/mVyG+sKYjTXmAE7O9tjxp29Mffu/tc0KSshmung9xYq8tGMyJXhHcLw5d0T9L6b8uNiXMzINMph54jyM8P74aGBvXTWH4qOx3v/7kBGnqYij6O9LR4c2xv3jexZp8n3JpoUPbl5U633U4HlsA07VlkX06tbbSCTmD+y/rFyVhoWIkdChqFNQ/HTiElwtL22PMF5C5fj9NWUuke66RlxzFPkqhk6Bo9/bO822HLigkUVAz+6fyzG9DReCYmdihEXk5FXWIoA0idtQ/1N/nbl5RTNPx6DnJxi4WziHDl7+t1vBUj6wThujV/wFkB6ZoGocmQUgi4C9OzUDLOm9RKTXU5S5olWSLDuBL6uWHbMcC1rbYWw+kQUXpowWI+OxCFk9rQbA4efOZ+gtb+myY8zJw/fOQbPjR6Aw1euikY5HZr4ox0tdcXhpATE5eUqLCtGTZmk/CxzpMl+uZXB70WZV95GWd7VKOgU2pEY7svw0Na12DxjHlp6166ZkTauZBlucKYeKnvc6M2zMmIQiGE7WGNM51bYcvKC+N3YCFX1aQhr7IvPH5iIqJhUPP2TaUNPJeyNgRXAJ7/vxN5TGuqUna0NJg/ugKdmD4ZDDSHPFVc++GwTzpxN0Fnfu0dzvPb8eHh6XDsn+Xb3IFVUVODUqVN49dVXdbq8jxgxAkeOHDG4D3uNFi9eLMLSvXr1QizRNTZv3oy77767VueWcP2wbmN4jUIY+nDxdMa8mX3RuUtTZGUWikaeHToGm2y6aCm2nb1s1FhgsIzZGXkFecWl8HRx0pEfF9JN037Y4RKZnK63vn/7EGx+fz6OX0xEEtFtPJwdMaB9czg7ajfvqR0WnT4tZGRdPZ0se6vMtAoQkWCuoU9RHzFLUsrGfYlxeO3ADnw5dFwdz67A5fTsa6LFcqPXsYPb4ODxWJE7ojqUcIDR32/MHSEMhovJWYhJyTJ7PFO6f9uh8/h+yX5k5mqMvpBAb7x43wh0b6dJqleBI9QLf9krSsqrEqXd3Bzx+KMjMGpk7ZPab2VUNzD9IBkM9YTYq+ZfSsbgQW3Qvat+F+drBQv1TK2qRIa3kRM/Ml9vPScDWxJo4iQ3Q/An7uod15CvoI3TaSnCYS4m+8ZgpXhyRcMguSluv7Fr4qgDLXYydWdoVJOgrVJMyH+PPIOPBte9QZmTnQHlrkyCVw1fJCwTvUqV26K6ClWeyGdzxpO3rwVmDOiINYejkJCZJ0L848gLNKxTmJjUD+wcilHdW2HH6UtGlaeIRhjpklpMBuvDHy5DYhpFc7R+/8qqaqzafRaJ6Xn4+oWpaq8mK4AniXudnq7/DJ08HY9nXl2KBV/P0zMyGjJq05iHPVfacHBwEEtNZGVl0aSymsL9uoY3f75wwXDlk7vuukvsN2DAAPEuV5Hx+8gjj+C1116rzeVIuI64eDnNpLHAsCEDYcadCi99q1aK3gT1haTsfLOOIZYDaflFOgYDyyNzVYjY28x6xBC44EbftlytzXS/HUvAz/bZ9DSLjAUv4nYXlJcbHLc5KhNX4JPbKvVDjfuz5nI0Xuw5EI1d607T5Ep9+aV1yy9iHdE5OABvTBuOyklDsP7IORyMjEUFye2OzYlaO6gTmjZSRPe/emQiJr31u9ljdmhm+FnbtD8a7y/Yqrf+amoOnvp4Bb57bQa6tdUYDRs3h+Orb7apP6tufWFhGf736UZRPIOpr7cLZA1MP9Qp20JKxtMHN9SxBJZuV1uwUHeq0blRbxs6dUpFEe74+x+MWvQ7nlq/EUcSEjCgRTOzVSYCPdwQ4lO7jqB1gY0VcXkt3HZ8m1ZGgxCN3FwoimNoLzq6AykCJ1r4p+BteLGj9Y4y4nzKsDX2kkGDbGfCFTy3fxMe2rUG/zuxD/EFhpOJB4U11yT9aZ/ZRj8SwiFxbWNiSLsW+PfJ2RjRMUwo4W5hQXh/3hj8+fwsfPPwZIzu1loYCyrMHdnd5P1iI3HWEMO5JOv2RgrBb4hCx0LlWNRVHImMU6/bsj0SqWl5BrcXpV7js7B7n1ap2NsA5pryqBYGU4qYOqNaPv7443obx969e/HRRx/hxx9/xGnywK5evRqbNm3C+++/X2/nsBSSfjAMBwfzhjSXF71ecHdyMOnVZl5/NUVuP4s4gOHLF2HSmr/xc/gxkUvWP6yZTuPNmuDjDmpZ/44wQ7CUxORKky0fZ2dh7GiDP9saMW4Ycopuy1k/sGy2NtLbIVGfTZBaXICvzhzEw7vX4On9G7Ah7rzIYzOEsZ1a6Y3LErg62OPFsYPw2/zpwuhg6ujcEd3w87PT8duLM/Hs9EFqY4ER5Ocp6KvGwM6gXq2DERKgTymtqKzC13/vMbifYFjT8vXivTqlgn/5VfPZEBb8sses0dyQUN3A9EOtpZOUjGcYnIfgQlzT4hLjHSU5HN3zOkQX1GXNurbF6pNRBid0XHa03AOIyNV4Z67m5mHzxUuY26UzejRtgjOJKUYNhwf79RRGSW1QWFGOtXHR2J8SR16tanT1a4JZYZ3RyNl4PLh/cFN8dswyk2FKu3YYE9oKC06cQHSGoqZ5E+Iw39etG4W87fDynu36O7FhYFuD7qR9WWRMlFdzLVYNsktLcPf25YjOzlB72vjfnyOP4YXuA/FE574623s7O2Fuzy7489hp3cm8sqoT32IrLWqStT15Iarl+GTGWEzoZL6jpjb+ORYuKkQxJ1c7oVr195DuYehsJMKwbl+kybg+TxA27ItGf4pkMLbsjDJZh5sfj39XHEOblgFofo35OA3Rg5SYmKjDsTfkPWL4+vqSrLChSI4uxYM/BwQY9gS++eabIrz8wAMPiM8dO3ZEcXExHnroIbz++usiZH0jIOkH4xjYryXOXUgxngdA79vgAQonyPXAKKI4fr5pv1FjocJPhkpPOfYmxar1QFRmOhZEnMBrXQfjwOV4g/uyLPRxdcbY9rUfe0RWKpZdOYukonz4ODpjUvO2GBwYalTXsJ7r17QpDly9avbYLnb2WHHnTHx//BhWRUejlLyqPNYxLVvi0Z698OC6tUgt0u12LOookeNIcTLDx+XVNXXEkkvheOPIdnU+HI9/Xew5NHPzxOJRsxDsRspXC3P6dsFyohCX0qTcEmoSH69VgC/+fuhOuJDRYCliU7IRFa/svqwT4tZc32t3jTC47+HwOBRSVNkYeNyX4jMQm5SF0CBfnD4TLyIJppBJNLuly45i+rSeJP/qr1/UzQpZA9MPtdYinFH94IMP4r777kM7mrBxlrYzWfGcfW0Ihw8fRv/+/UVIhEtAjRo1CrNnzzZbAupWAz/8s6fqJnxpg+XfxFGd4OVpvt61IXDVpdNXk7E16hJOxicZrIV83+AeInG3prBlIVjprmzspbVepRQWh0dgOHm2WzZS8PZV+6s8Svf36S76MdQGkdlpGLjmJ7x1fDt2Jl3GnpRYfH32IPqv+RGbrxpvKNO5UQA6+NFDb0aGOtrYolfjIIxv3Rrr587Fmccew4lHH8W++fOFwTC5VRv4u7jU8OIoaUjG3l8rxT1qQtEU9R50jziicCEnU+ee8b/812enDmBtjKKbpjZeHDEQ07t20Hi06IXkCYEVGQhD2jSne+2jYFbR+mGtW+CfB2fW2lhIyS3AhjPnUUX6o8JZUYdb1fuD/+Z1ERlpBp8VRhZxUs1FJ9KzNWHS3LwSk+PhW5OQmI37HvkNTz6/WEQjGjrMl8xTLAxWBtqLMYVgb2+P7t276yQwc9Izf+7bV9c4VaGkpERP6LNSYdzIuhaSfjCOcaM7ibLZhhKXeSJsS5HDOyZ2q/O9zyosxq7oK9gZdYXoqboTYUZjTzfM6tvZoPirdpMLY0H8rfW8yEhCFFSU4QuS3W9NGCZ0g0o/qEQrNxv7bd40ONQiOsKTzVcOb8HkzX9h2eUI4VRaH3cO9+1aidnblqCo0vhE9YHuPcwen8c4KqwFGrm64r1hw0k/PI5jDz2MyCeewHfjJ6Bdo0Z4tFdv/R1rOpMMgLdo662pRHMoJR6vHt4m7htfl1zrHrIhNG/HMj0aWKCnO36dP03dq4j1gCoqHUAU39EdWqoZA41JHz0zqj8WPzyzVsYCY/EuclopC67oXIDyX3ZURcQkG9yXcxYs8RFm5iietTwz+kGFRb/uI4PhW6xYcfyGyqb/ApUNTD/UKsIgJeOZxtzpfZBNL88a4vGpko84uZlDcIP7tcITD5gvbWkIey/E4sNNe5BME0QVWIi8Mm4wRrbX1LFu5uuJ3x+ejucWbxLbqsZQyV51E0wolglLIs5i8/x5omLSpuiLKCgrFxSkO2nS2zZAv0yXKeRTCHvuzqUoJKGv/SgKYUrLEwfWYaObF9p5+xtUnIvGT8GIpb+LCIWqrJAV80n5ryquC2GFezp2hZu95oVyJ76qNriKxT+TZ2DuupVIKy5SJAyL8kRmBk+bhGpRr05npuBkhmGBKsZLy/cRR9DS0xt/XjiNI2mKZOCBgc1xT/9umN+3BzZEnkd2SSkau7thSqe2CKB/xf3gkoSifHbdKp/sOR+rm8hn4G1mPvKltCy0CdT3+Ht5OKOo1HhEjCc2vl6aaFBAI3dRMtiogNFaf+58Ch5/djF++eFe+HibyTC8TTxItQGXzLvnnnvQo0cPkaTGZfPYI8SOGsa8efPQpEkTddh64sSJYrLetWtXUWHpypUrwqvE61WK4XpD0g+m4e7mhC8+nomX3lghjG+V4SAnOeBEEdEP374DgY1rX1muuLwCH6zbjU3hF9TRZZZ3Y4j28uaUYURF0sjGlycNEd8tORyh8ISLnIZqVPkoyqMaerN58ptWUgR3H0dsf/o+LDsZiXOp6cI5NaRVqHB0cAGM2uCnqKMisqA6vva/JzKT8OKhLfhpyBSD+w5s1gxP9O6D748d1awk/WDFVKJq0g7V1iT/bXFXR42Ti5tm+pEDSRtzOnVCUkE+Fp48qcnRsPBV6ebfWP33j5FHjeZ48Lo4oq5uib+AgsoKrLh8Ful0LwNcyHhr2QlbXrgX+87HIzyBc/coetKyGQa2ClE3WmUdcS2VsXaevmS4aqMSrHr2hMdgYl/9HERv0g+WzCW9lU7QRrVoKlhCTIyff9olaExz5vSzeL9bDbIGph9qZTDcqGSL8vJysahQMxnkZgW/2M8+MhJTxnXF5p2RyMwuEpOyUVzfvqVGwNTWWHj8n3V6kpybvTyzZCO+mj0Bo7SMhg5BAdj60v04ciUB55LTRSJaVEEGNl68aDTZjQ8dl5uL/LIyjGrbUizXgpWxkcIrZUjW8DoWhb9fOInP+o03uL+/iysOzX0Qszcsw8WyJNg6VanzEThJOMwxEM/26G92HGFePtg7dz42XbmI3VdjBRf3UK6JSlZKARrmqalatZu4qrZ08iojnff4ei7nZ2HCxj9J4HNFBMV27DVbeikCXwwYj6eGGBaI16IIGGUVlULJmMs/Kas0XBll0qAO+HHFIaMGACurCQM1imTCmM6IJkqFyZunVE6spPLyS7Bq7Sk8dL9uVa6GBLkFnTx5m9pi5syZFL7PxFtvvYW0tDR06dIFW7duVcvehIQEHY/RG2+8IQxP/jc5ORl+fn5CGXz44Ye1PnddIekH82jZwh9L/3gYu/dfwJmIBPGOdWjXBKOGtaNIvWGPoilwouuDi1YjMpEiidqRAfp769lLiM/KxeJHZqq9/9ws7dUpQ/HAsJ7YFRWDgtJy+Hg64flT+omt2mDv9+Hkqxgf2hrPj7y2fkFM51kYTd5lI9+LsSdcRGJhHlF5DBtQz/Xrh2Dywr5+kMbtUQZrzktTwqrcFm93Hy6iC6bA78srAwdhWrv2WBYVicT8fJwvSEdiSb7ZPDqVk4ev5XDqVZPbs4vrjaM7kE86UWWUpZUU4gw5o/6+eAb/jp6NCV3aXBcdUV5pOIdCBX5kSssN64f+XULh4kQ0ayNOJb4HzZv4ICxYwUzo3Lkp/HzdRCU9gyrFwMq//jyISZPI+UfGdEOEvIHph+tObK1LsgVbRdrJH5wMciuheVNfPH7/ULzz4kQ8/dDwOhsLrEw4sqBoRKYPXvfRpr16ZTNZyHh7OSPFqggH8xIRQfQgriltTgjWV3RwT1KMaaoLnWhH4mWzlYb86Nm3d6nWSV7mv2MrUvDKqTUWhdLY0zStTXv8MHoi/pwwDX5OpilhfMQ+AU3VnyuYq2pSZisSEhRhaJnys1wkT8usZHju0EZcybOsglZt0ZI4raa8RwyOMjXzNZysfsfQTgj0dTeYzMjPUJfWTTCgayiy84ux9fB5lFOkKrSln2ElpsqCq/H8btoWYfkF3YKgp9OipS7g3gpXiavNzhPup8CeIW25+scff6g/29Jz/vbbbwvPUWlpqVAYnHzs6Vl7j/WNxO2oH5i+OnZkR7z2wni88dIETJnQtU7GAmN75CVEJKQa5MHzunPJGSLyUBOuTg6wdrPG2ZJ0bIq/TJNsNvZNnMiIDqoLonLSxeTZHPYSTckUGvs5wda/FDZaxgLDyqEa75/bhMgc45FhbbT08cEbg4dgwaTJeKR7b9OTf5p0dW3UGHZcQYTAutfcfVHRumqwgQTOZafjjSOaqkL1jdDG3ibb9LDsD2tiuIQ4N5N9fJZ+o1etKvF4es5gIfZPn0/EpgPRGDq+oyI9ouY5Vc9nDUYwO6D37TNOUb7VUd3A9EOtIgw3KtmC68tyyEU7wnCrKYX6QHhiig4NyRC4i/PxuCT0baGY5PIk+v399LCEn1GHSQUdh8uI8nNpYP7Ln4NI8fq61E8N/XJuJmYGlSZK+zE2JUbiWJbhJDsWPdtSzuFgRgwG+odZPC72ks1v1xP/O2W4kgPfrxB3L/RrrCn/197H32QZQr55auHIjeYoLK6bNiHH68e2YdnoORaP0xiS6T3IIHqVr7MLgun36t+qmShpy+V0DU0YWBmM6thScIwNwc3FEQvfnIn3Fm4TFZFUYINgVJ82eIaUwad/7sL6/bqJ9N5NXVGRWoLqcqX3SnVuVTK3FgoKSsUzWR/dUW9G8G0xH3K+QYP5jyHphxuPVSei1f1ZDIFfu5UnIjG1p6b+/UXyTM5buQpZzGumzyzdrOk/eQUn/HLHY/1jcYS1d+Ogehkz9+sxB6adVhJVyhj4et88vUHIFrmBCXqVvBrvhG/GqmEP1mps3M35k2P7iE5bYdQIe7BTT/VnJ6K+Brt6iFwFU6+50WgKLevjzuPB9r3Q0ffayuhyH6FL2dkiZ7Glt49wus0a2hXv/mWg+IcSLNenDuxo9PupIzoLffDjsgMoKNIYeY283fDy/SNE3s305xchJUNTats+0BEexJEtSinS1QcG0gd5/sfN3RoqZA1MP9TKYNBOtpgyZYpOsgVbO/WVbGGs/mxDRnxmLv49Eo49REHiOvidmzZGy8aWNQ/TTnD77cxpYSwwVFQVteBTNQyrMZ/nb+/r0a3eJnVdfQNxOjPZKFWGJ+adfU1HXZbGnVJ0sYTxYyynbWpjMDAeJIOBvTrr48+rDSrVVXOVjl+HTdNJGh8b0grvHHUSeRmGxlLTWNDfADielYA/Lp7Eva3NJ+sZQiQZ5B8f3IejSUnqdV0DGuOVAYPw/oxReGQxR1toJfelUDawYGOhkbsrXq7RpK8mfD1d8e1L05CQlovomFRRyatbmyD4eLjgha/X4WBEnN57yvXD3QKd0dnDC+HhRKswYCiowEn+DdVYYMgsCDmb+76hQNIP1w88yd4ScRHLjxJ1JlvRAG1S93bkUMo3XSqVvkrP1+iH4ooK3E3GQh55GRk1XSFWZVairKg2l5/loZejE8Y0r58KTq09/cz3gyBZ29nH+AT6WGYcUkuNO9P4nkTnpeJSfgZaeVieg8eVlX4bOw3zNq9EaVWl+t6qdMVjXXpjHNGyVGDZdl+7Hnj/uCYBtS64Z8dy7Jn6EDwcdHPxLH02fjh+TOh97juhuA47zOnUGU/17oMNZ87hWFyi+LFt6Wfn3kUqI/PpqQPR3EBJVW1MGdYJ4we1xwlyKuWSAyjAxw1d2wYLffHo+8v0GA4VRIPKJL/52EmdsG+NIsJsTAPwvtwJuqFC1sD0g+3tkIx3M4MnY7/tP4lvtjOXXDO533M+Bjujr6gr95iCr5uCZsMCeMGpE8Y3VJX1VP6pEoJT27fD3K5d9DZnD8/ulMuIoNAu8/j7B4Sil29TsxPAu1p2xS/njFfB4nPe26a7yWMkluQaNRZUx7hanGPwu5KqMkEPcrV10hsrJ5N9M2giprRoj8XEH72Slw13ewdMCW2HGWGd9AS2g40tfhw2CfduXynur7YRxAYNN7Or4IiK0lgwdms+C9+LO1t0grNt7apchKelYvbK5XoRmYj0NMxauQwOchtUuGrxd8lL6F5hh+ndO+KhYb1EuUNL0DTASywqnL6QhAPhsUa9UoUlZDS0c4P8tMbgqgn2TE0Y29mi89+qkAmj1owHqY4h51sRkn6of6RRlPnhRWtxJTNb3Tk3q6gEX289KCbeproe83d+bhou/7rzXIChxKhXn73TNhXWqOY+BASeWPLk87fRU4UsrInEgjysj7mAvPJSNCFPO3vo2bgwBf5+ckg7UXLbkFOJ9VKYhw+6+TUxeoykYssqsCUV5+oZDJzkXUQ6wsnGnq5JP1m7u38T7Jk5H/+ci8DWuEsoI1pqJ78A3N2uq6jMVxN3t+mKA0Sf4nK0DLnWdaiqJplDLt0/1kePdzJc5cYY+PhPbdmE7TSv0j5PcWUlfjl1Ev9GnkURRUugHDY3C3XMkqO7pz/uG90LQ7tY5nDj3j/9uijKa6vww9IDgnZqzF7dceIiuncOxrlIw1UdVX1HBg3SGGANDbIGph9sb4dkvOuFvIIS7Dx8UZQV40oBw/u2EjWPl+48g8iYFDF7bBtCL+bYnujfSfdlY5yMTcKry7YiJb9QsULruVFRQNhxLfijRp4pX5oQ9mquoGudp9+Fw8zmwJNIe5rutvbzxV1dOmNYi1C9ifXZnBQ8emg5MsqKhLHAw/jpwiG0JUGzoP9MNHY2XhGBaT0f9RmD145u1UnKVXk17mndHSODTCdWe9o5IafceKiSlZuXve5keH9GJP69uhsXCsibQghw9ML04EG4I7i/aAin3pfGMSyohVgsAVOUNk66Bwsij2Nj3AWhQIJc3TGvbTfEFmRjRcxZ0RnUFErIW7Ur6QomkqKsDV7ZuZ0Mkmo9oSwMS/ofmUYqO1DA2oGMGE873D+sh8XGgiFsOXxORCmM5Ujw+sPRVzF0cFvs3X9eb3y8L3uOpk2pW1TlVkGlzIaiOjZmt7ldIOkHXWfQmehEnIpKEO9H57ZBCGnmg+V7I7DhyDnkFZWK7u0jurXEY5P6wbVGHgM3zvps2V4sPxkpSiererhojq94D9XrDKUW0TK1p6Zwwe7YWDMGhhVsKErZyMVF0G0mtGiNOW27iEIU2mDnyduHduLf8xFCnvLkmNd9eHQPXu09BPd3NO0QerPnMJzNTkVMfo6OY4iP42bngB8GTTbpmPKwtyxJVnu7nPJC/B2/G5tTj6O0ukLohMF+HTGv+QiEuupGM7hXEBfWsKS4Bucz/EKR6SWXIvDH+ZPimuxoDjQyuCWmkmPqod1rTDq/GPztsstna20w7ImLxTYyFowds4giSjrrSBSV0lStZ99Qi40FQ8jILkQ4OZVMgaMHbXo0xaXzqagi1oQho+GBBwbD1bX2UZVbBZUNTD9YkVC76RlUnMPAyW35+fk6jS3+K/AtW7z+BH5Zdki8FOy1Vkys5KgkE0zmSJ4aMYtTCjzavmNoY3z71B2iMyPjbEIq7v55uTppSmUQ6HH8VF4KI8/U53eOw7hOCgv9dGoKpi9fanLsLJBf7D8AD3XX8DANeW8mbF+oCMnWEHQsZINdPLFx1EMGPU7aOJ6eiF/PH8c+8r7IyOPf2acx7m/bE2ObtjYbpVh48QC+ObfHpKD9oOskTAtRdDH+J34XfonZokdj4rMMIKXwTse7dYyGa/nt+ffgCMaJnBicz8nAh8cO0Y0x/RqJShndh+O+NsbvuzaSiwrwwu7NFEo2UZVICatKpWGp9Rvf3a0L3hhmvIxvOU1G2Evp4mAHT2d95fv8V2uNRhi0cejXp/DbXwexet0plFdouG59eoXihafHwJfC13rnLqvE3u1ROHHkCqoofN2qbSBGT+4KnxsUmq4PeaI6xp277oa9i+moUUVxBZYP//umkV8NDTebfmCkpOfhlU/WIiYhS9D8GFxe28rWCmUuJKPoX21w9aK37h6BCcrylixnnv9pA/aejUF5zUsyIDo5sbUmwYeN9haNfPDvY7NEV2DGvBUrcYiceqbAJUjPP/O0yW3eP7wbv0WdMiqdvxwyDlNb6Zfq1AaXzf7r4mnR9Cy1pJAivY6Y3qID6YgeaOxi+ndk3dR/0xcooYm/Mfg7umH32KeF3M8sy8cjJ79DNhkNMq07xd/x8lXXh9HRs36aqrJOZ72dQBHw6Pxk/HY2HCfTU83u50LR5+i5z1p0Dn4+lkRF4r29e4x2kzYF1hGHH3hIr9SsNrJJP7Ce8HN3EdUWtXEhLh33vrHY5Dn4mb5ncm8MbB+Cr77cSuwSTe6rp6cz7p8/GOPH6zMbGPGX07F1zSmkJuXAzd0JQ8Z2Qre+LW5IA0pJPxjH9etDfwuhukqGo4cu48De8ygrrUQweYHGTuyCwCDD3L7V2yPw078H1J+rtFqd29LkrYroKdWO2qV9rBAZm4Z7/7cU/7wxB040Sftqy0FhcYs9eVONbaF2//Aqnpxy2NnL3VkkOGtHFl4eO1htLDDCvL2FZ8NUQjF7+5t5euKfy6eRVVaMACc3msC3EcJahb8unyAvur6xoNhfhviiHGxJOocpzUw3c+vlHywWFm5JpVkop2MGOnlbxGmfEdId/8SeIAFfrC5Vqi3smrp4Y3ywIpEvviiNjIXNJKTZ26bbvpmv4EBmJHalncGoxqa9XpaAx7428QR+uLQd+ZUKHrATTRhLy0xPGvleBjhbNiFOKy7ElDWLhcC2qJBZDZch/8bLz0bh9aFD9O51bnEpfth1BKtPR6OMlAGjZ/MgPD6sD3qFagoL+Hm5mowwMLzpmbSjkPLD84fg7tl9cTYqSeTfhIX6o3GAbmdTFa7GZuKVx/9CTlaR6FHCNeiPHbiExb/uw4vvTMHQ0cYT8G5GMCHLXEjZOGlLwq2C9NQ8bF17GvH0/HKVo35DWtPSRiR91gSXoXzi7WXIUja0YkNBBVmVHPYFcpR50nutVb6Gdchbf2wXNN2xvdognCLUeyNiUE2Ht+JkUWXCqFAP3IBTS2fw5LRlgA8up2erKa382g9pG4r3po5UGwuMTgEBOJqYaDS/jI/VvlEjnMiKw5mcBPG5p29zdPIMUsuSrNJi/Bl9xqTP/IuTBzGlZTujHZsZ3Efn8Y59xVJcVYLM8hyiCTmgkYN5OcnRjyfaDcankTuMbvNch+FqJ9F3l9cjrzKfxsPRWo6YK8bFuoX103vR/2JZv1dEaexrRVZ5Ed6KWIMjmTHis0J9cbTX+L3gbwJqRHFMgbtXf3X0cJ1LV/FzsuHiRdzfTb9RIDf/+3nXMZxLyRCf3R0dMLNPJ6K49lb32/C1oAEtP/eNvF3Rpk0gFiy8HzEx6UhNyYMLRRQ6dgwy+O7wb/HrV9uw6s9DwtDmY1jTvzs3hKMd0Zve+/5uuJIBcatA3sD0w21tMFygCc4yejCP0oRFeH9IgMu4k6WtNZYuPowHHxuOO+fohgh5QvTrCnpRTcCmnF4WB84E1XoQ6M+r6blYczASw3u0wnGiIwmhz0vNl161TrmeJ267XpiPE3FJwmjgnAWmIbEFrw13B0fc0bYdVp0zzg11dbTHE8dWCS8LC1MWmO+c2o6XuwzFva0V3u8NCVEma/uzt3xz4nlhMFwoSMLlwhTYW9uhl09LognpCr1tqScpDLwDyWQwMOytbTGmcU88EDqOQs/GKTNeDs74e+C9ePrYcjpHukLxcI4H/V8X72B82Ws6HIl/WlJVis8v/kkGT7n6dldTSL282lYd6uMw+5qkg/ViMCy7egSfntuos87JuQIVFbbivIaVAk0SKGx9MjcGyeVZmBjUCf5Oxj1o35w6jJyyEnGtFqkvAz9VCXFYS8kg0G6olFNcgtk/LUVKXoHO73sqPhn3/7YKX8wah9EdFImNEwe2x+o9isZKxvITpgzRTO65LGSfXqYpXmUUWWBjIU9ZFYONBYYIVdPyyVtr0JiM9DbtjXOXb5fGPBL+e5QUl2PrujNY8fchYeDqNLvaFokmwd7434/z0KiGcbxlbxQysgoNzuXEpJ++sC2To8pZ/7n4ZMluQVHaSJQlrtxZ5aAxFlT7i2ozMkU3d9UXE7u2xdgurXE6PkVMuro2C0Sgl76MmdWpIxacOGFyIpnlkIH5R34X+oEZ+LILcnTwbIIve8wiB5MHdl2NMdqXRjtCei47A6GeHjiSfZEMgjIEO/uii6cu/TW7PA//XF2Nw9mn1I6hZs5NMLPpRPT0Np3/dF9YH5Fn98P5fYK2qdJnTqQXXu44CpObKhxahzJP4HzhIXLYKDzxfP+Lq+yQX+GkSEqla0wvy8WpnCvo6XNtid35FSW459CvdDxNQjbbIE6u5SgtMk694WfF380en0dvFQbagEYtjUbEUwoL8TUbC9cAvgfRGbrVLhn/HDqDjzbs1TH0uInron0ncfRKAn5/aIYwQLmhZ++OzXAiWtFLxBDs7GwwvLfGodmihb9YTGHD0mPCWNA2tGXKfy9EJuGT11bifTIabhXIGph+uG0NhvXLj+OHz7boCnJ68DntS3hpaDL+yw+7ENDYE4OGtVVvF3EhGfmFCs+yMYg8ZXLeygw0v1yzPxJd2wQplIlKHmg/L1qaQSgWmpj1btFU0J76KEunmsKrAwbhTCpxQ3OJG6o1KWRjgS32fEcWZIr1KqHPzWfeO7VDeG1mtuhCk3DjYV4GC9jsinzcf/RbXCzU1LpmATexSU883XqSMAwWx+/EoljNPWZwgvDG5GOIyI3F9z2eFInJxtDU1Rurhz2M8JwknM5WeLt6+zVHO8/G6uTm1yK/RmJpMikhnlwrrktO2znb0YSZvHkVZDiw0oulKMS1oqSqHN9dNFwz28m5HEVCIahSylVQfrYrx8qrp8Rv8s25XXig1QA81WaYXgSgrKoKqy8rDT72JCqviY0eg9AyLHVX029UWkIGg2Yy893OI0jJ1zUWGDwmPvrrq7ZjYKvmwsho36IxxvVviy2HzusdXlRg8nLDrNH63ilT2EuTLO2JV03w77uKDPXXP55Rq+P+l2hoVTAkKMBG7QsP/4HEq+ToqPECqF6f1JRcvP7UYvy85FE17Yix4+AFs45fm3I2GPTXF5SU42BUHHIKS1Ch1B+GymDLtXQMv7+9w4IR4OGGcZ1NJ5By+ewPR47Aa9t3GMwvc/GSIc9eMdnVjuyez0/F/MO/Y8Xgx0QSralSrgrIsTr5APadPYNymaYxWBOKML/a7k508QpFTkUeye9PkFdRoEMTSihJwacXfsZjLe7GUH/jXYBZdj7cegBmN++B7SnnRTQ6gBwxIwLbCHoP41DWUfwYu4gi79r7Mf2nkhxOVUgvdRPvJzvBYotTr9lgWBZ/HGml+XrReVv7atjaVREFk51Yek0KyDiUIboklqg+cfgr9jCCnL3wQ6+5aO7mp3eO1eejxbVfK5s8NjtX53NafiH+t3Gf+LvmbyuqTiVn4G8yKB4a2kuse+KuwXjg7X+FE9WQ0cA9HGrm5ZgCGwjLFu03+j2f4wQ5dxNiM9A01PLKV/8lZA1MP9w6I61HXLmYih8+153IMlT+YSt++JW145f8pbB2VSgmgW4RjLzL6bkUISBOoMHIQs39aTBMCblnoOUTMw9HR6yaORvP9umHxq6u4nrc7O0xs0MHWHuRIWBr/KRfRuwTiWshbkQbMnEOFr5Zsqu4XKTLy2QFsy7pON6JXEKc1Gz8Fmu4eygrh8SSDCxPMNwPQRv8G3T1Ccb8Vv1xX8t+amOBsT5lD+KLk8k4qSSvEikA2yqxOJMysCNt6kjr2ABkGKqGUVvsTT+PUqJVGRwn0dCcnEiR1iitysrJ3qGSlIVMGGisSHhZeOkA/ojR9xLllpWSAVetMRrteDJvIpRdbUj90H/0G13M0jSMK6moxFqiIRmjGMmV22yNvKRe98b80bhnYi9BodO+nn6dmuPXN2eJhM3a4NjBy0arSKkUBtOTbiWoPEjmFgm3Fr76cD2SE7NNymhZtRwJcVk4dVRBPVGhUKtevSEIHSM3/l16TiGcHOmdMzS31D4GFJtwNKFdE9OeW23c2bEjlsy8E8NCQwWFVUVDmtA1BFa+uhx/bdmeWJKDzclnEerhbcZYID3kVYztmcd1jAVGamkunj39CxkgiViWsEHPWGConCS/xi2lSIBp5xxD5D6EdBXGA0cVVMZCaXUZHeNv8XdNucMOJhtaPOxVDdXkcLSuXQU7Q1idcNpo+W0nt3LYOzINVPt7uTAmnN3LROEMlRMvlYwOjvIUVOhff1JBgTBwzMKMPZFZqOu8WX0i2uT2/Jv/ezhcbai0bOqHBW/NQusQ3cm7j4czXntwFGaOqZ1D6WpMBrIzlQVgTES2Txww3fT1ZoKsgemH2zLCsH75CUWisha3tCas6Dv2VF+5lIZc8jZ5eSs4e0FapSdNwZjR6OXmBD+iFDk52ArKiPEB8EGAl8cPtiiyoA1XMhAe79VbLKqmWVsTL+DfNBMlVwmZZcU4nZWEOS164PVTm4xu5+BQRg859zLWl0gsePdlRMHDzt5kNQ7ed33yEdzXfEyd6vTzdW1O2Qd7MgoEI1Wb/cUOfZpJ21DcvpxIwFUyRwxpdO3lPbMrioz2huDcCRsyxpxsKsgTQtswPYmjHvQcGLu8BWQ03NW8l44xw7xenftGx2SFalWpfxDRT0PZd0E9DlWUhQ6ZWqQRvkxlKydPkClwrkxsZrbmM3lNH5s+APdN7I2IS8nCk8RKIsCnbomlnOBszilWVWWa6nCzoaGVzZOgyFdgmqol/HCOLLCR26u/pupbsybeSEzNNUrV4LXGCqPwd15uzgij9wxRF82e39vFGV/NHV/rn61nUJBYxDmVOmLynm9NVnvjp3hTUgR+7Xsf/J1dkVFSrJY32rCzlcHN0/BEX8hOmhT/fGUzMiqiDBonKlSSsXEo6wRGBRjuNmwOR7NPUERbFS2vGflVGA3OtuXIK2fHhzX6+mqYBHVFdrnxCCrrAUeXCjiQY6m6ykaMyIbuVU0nk8pA44jJ2sTTmNdCt1KTJzkF1ffdlJI1fNkK0G0vLtc15uIyDZcp10ZmYbHIfVPlxbRp7o/f35+L2KQsJKXnwc3ZER1bBerRpS3VD2ZBN7HS1LzpJoOsgemH29JgOHsq3rSxQIv2xEb7AT11PkFNFzLMVlcmpRlQCOzJmdxfkajbyN0NV2uEBGuCOajzBlhupccX5IqqROvjz4k6zI2d3dDTPwiDm4QghzzXloBb2N8R0gmbk87hcHq8jkJQyCY53Bx1+xHUBFOTwnMNd2nWRn4lCR8S6PxKReRFoKiqED4Ovujg3pEmr6YfzXLar7g6nzxkusaCBtychoQreZBySSFMDx5odjzm4OtA4Wszswgei40NGwp8p0wLgsLKMpzMvor+jcJ0jL0RzVpgd0Ks5h6T0SDnKkzVijwOdcduceE1NAJXS7FT/Mu1vVXQzmUwBp44uND5a4IjDH06Wl5BJD2rAPuOXEZRcRmCGnthcJ+WIlE0rE1jnDxyxehEiq8ntJXlntKbAVUyMiFpMbeNhFsH54krXZtkUm39wLkL8URjMvaMQ/m2Vjsalg38rg3qFIrjVxSloc3hxfGD4OduWbIse4jXxEaKJpIX8zJFOdCO3o1F2eh+/iHILzddkpuviAs9sLPty6HjcM/mlWK6X5P66uleraDMGLmJLENP5cagkRM7dYyfz9rKBmllmeLv2CKOaMfR9jbo4NEGAY76VJ2aSC5NMTFrVshO1hEcnR7SqD8aOXqaPaY5+Dq40nlN94jg1ASOKpgD37+tKVF6BsOk1m2w8NRJrQOqd9DeWegIvSgVz1uqlQZDjeiPMz17QqeY0u10w+wNJCuHBvmKxRJwgv+xk7G4HJMu+jD06RmK0BA/NGnmAzt7W1RqVdurCc5nCGsbaNF5bgZUNTD9cFsaDJx1byncPZzgoywNuXFfFL78a4+gE/FLZ8x4r3Ji77KVnrHQyMsV0wYrErEmENf0pz3HjIZ2efvxZvio2uDOynN3LhX5CKqJJpdHTYrNIyURRZQY5WDNKMKmrl5CkXCvhQUXDuHvKycpbKyYeAa7eOH+1r2IE7rS5DEUZUfl5oUPfb8nYyc2pKxDpZwNB4WScbV1xd3N7kF3L+MlSO3IoLC1NueNltN2Mgzyd8DxnK2okPdCCxfzJV2NYUijtqLZD9fwrgn2VikutXbHzirT90g93b0/9iWysSbT6dIt6GTCPcnno7iKnaJzNycMi59WJM9oNtdOXOOuzx2ItnAuJd1oK3r+zUZ2MN0fwxS41vZXv+zGhh0RCoONqyyRgP/CyR4vPz4KY6d0w9LfNdXFDBksU2b1rvP5/wtYElK+lULOEhRRg9qU0AxrraBJlpHH9qm3liGVPK06yqHGz19F7221veFn4vHJ/YTR0KNFEBxoMsVlLU010xrYtrnF43z60DpsunpBLWe5mt6xjASxfIUDROe0ho0DUZTI623MEdTMRTEp7N+kGZZPmo2vTh7EgeSrYh336xnfojWa+Fdic9oxotfIzb4XTAsyJQ/k5Gl/9ezHiC2+qh43o6dXZzwWdi9FCIzTIvMrVYnHxt4/xXo/p1JyLBVia+oODPDrK/RPXTG1WXf8cGG3WcdSbfSDKgKkQju/RhjXshW2Xr6sex7ty2SHkspoUPHXlPlu2hRX7WOz7F95PMqksTCifZgwGOuKqPPJePvjdcjKLhLvGZ9/wR/70Kt7c7z10kSMmtwVW1adNGhwsz7xC/AQ5VVvFcgamH64dUybekTPfmFkNBj/kRQJyfRa0TJpWg8KG3KfBQqjrjio2IDnwUojW/VYq5KY3Zu5CWVQ83HvHBaIX1+8Ex7KPgx39uwownqGys7xOlYWs3pZRqPhShEP710tGorpev41VXuYFs+nMjZXZqpNsKsbwvMv4VT2FWwkulBk8Wk08y7BwCA3vNtjELaMfgh3hfYwmaisGn9rtyZ65VC1wcNo6lKF1ckrhLHAUCmDoqoi/BTzA87mhRvdnz1NrKBMz/0VX6aXxeBA5k58c+l9fHP5A5RUGW8IZwpOxI19ps0Yg9/ZirBy7V/8j6JXYVsKT7A16ODrj7/GzaCwv4v6fqoMgCbO7rCu0o0osBdJPI9abzOPpou/Jt+Dcd/A7sJYMFi9hY4zol0Ywhr51PoaVPhy4S5hLIiecmw0KqN4paUVeOeLjYhPy8Vzb05SRmF0G+kxho/rhGFjTJfqvVkVgrlFwq2DDl2aWuxU4sgZP7eMnQcuIJnoTFzVmidrenNh+uzj54pKP6KjKEuqyrW8uy/OHILZwxR9ZVwc7TF3UFfjU136Yma/TnAnCoglWHolXBgLinMansyWER2wuNie6DKGz8ry3MvBCRuSzuBYVgxWpRxGpmMCWje3xp1dQrF2+ix8M2wCWrj7m4xAq/RNW/cQk/lZFMfGjvT9iC9O0Bv3qdxIfHj+GzqPcU+9H0WrLQkVsWPmSPYx/JuwHE+efgFHso6Z3ccYZob0IhntVS89fxhpZXm4/8givVyGL0aNwfR27XV0A8PXWZlJr7yt/K0VyR8roq6Kf5VfsMztFOCvY4j0C2uGIF/D5bBVR5s/2LI+QoaQkJSN519fhpxchf5l/aAyDE6eiccr76zEvU+ORLMw3XExWF84ONrhjS9m3ZBeDPUFWQPTD7fOna9HTJrRU/HiGPid1OKFDIoOHYMw+25FODD6SiqylA+62miwVUzUmI8q/qW7mZ1PHgGuXGGvKHvHSzV9Htw9DI21uN8cRv713qlE71FQQPiFV730rDwW3DMFjT0tq9u/M/GyyD8wnojG9e6Vzn4Dl82fmUtaYpuKry9uwLNnfsZ3l9fhcmEysiryEVeShIWx62n9AkEhmtSkl8mkK1Ys85oPRxdPMsyMELcEs8/KeOiWf58VSctJoBg3OjzszN0fDjnL1cqHEVd0CYtivzazn3FMb9obb3ecCu8a5WND3XxxR7CiCY1GWZgml1pb8V2vxpsRy8lI022S1icwGAdnP4w/xk7Hq70H44MBI3F0ziPYNGMeeZhM03Y4ctPMwxP9gjW5LzyB//N0OOT2usWV1AYvDfneQXUvO5uWkU/GwlmDASXVql//PYiRE7rgi1/uQ68BLWFLhriKhvTCO1PwwttThBfpVoJci6dqbKkfX6OEGwUvH1cMH9vR7LPIRsWrH0wTdeUZO/efVzswVInNoiQqO2uqFX9nZRWhinUC+VyqHRR6Qk67O/s4YEyvNjoTpcfH9MPEHm3V3l1haCsnS2O6tMazEy2nWf5+4aTF7ozyMjvjlY+unsIb4avx0NE/sCn5rEjOTSvPw87Ms5h3eCF2pkZjhH9nkxNm/m6AXzvMbTbZ5Dh4vJVyw/2AWHJeKYrHyRzjpZ+DnJi6YtlVK8pRcNJxFTmrfsWFgroVX3C3c8Kf/eeLsqjaZ+ao/YQmneHv6G7SSDKEiNwEPHdqiU5VJAdbW/xv5CgcvP8BvD9sBF4ZMAh/TpmKow88jM9GjqYokcI4MGYc8rHu7aFLdz6ckIDYqnxFuV7eRnuhIbdvFYD2QXWnjC5ZddxoRSVeF3U+BRdi0vDlnw+Q4TBCRBMYzi4OGDu9B35c8Thatrt1Sm43RP1wW1KSmjT1wesfT8dHr61UNE+r8QB7+rlh5rz+mHhHd9g7KG5RkbHqSFrvvnixVPNbrSgE4/uNB3FH3/ZwddKUGevctDF2vfQgNoafFz0WeP8eIU0wsUtbuDhYXrHhbHaa8Labro2t4SP5Orkgs1Rj/NjZVcHVpYwmcDLylFcZrLrDOJ9/FT9d3oD7QsdgZ1o4sisKDUYR2KBo6R6IDzrdhw+j/yHvzTlhOCjqAynC0EEueSajA3zO1LIUvB45C23cO5GCmYwWrrpNvYb5D8SqpA0mr9mRaw/WUAyXis6R1yoGIS51C21OCuqOcYFdcDonHnmVJQh08kR7D0Vjo8lNu2FJ3DGE5yQKoZxJvGDRHVqPYModVRVGDN+GP2L3obtPqM55eHIwJLi5WLSxesZd2HDxPN47sJc8T+X6vTbsHfDzuEk60asj8Yk4nUScXn6cuRmUKmRNqKZ1NmQg/3niDLoF140fuvfIJTHBMproSavPX04T+Q3tOzcVi0oB1pUidjPAEg/RreRBkqDAEy+NQ1pyHiLPXNV/runnHDC0LWbdNxAt22iieAVFZXoGs55zRls/KLUvS4GMgmL8e/CMMBJU4MTRD+4agzmDumHdiWhk0jZcMGNSz3ZoF2z5xI1pqjEFmmIGpsE0Qhs4WzmiRK6q9qS5KO2kaO3JKOsBvtaXTy/HhqHP4qGwMfjxsn7hDNYDXHKbvw9x8cfzrR/Cj1f+Qkl1qbKgRG2KHsjxc8y32Jlui94+I9HfdzxRRjUNxboSbcnWylYYAcb2NwSeaK9P2UR6p24lVn0d3fBdrzlIKclDdF6yKCbR3TsE7vZOKKgsxZqE01ifeAa5pBu4dEhuRYnJcXG05kR2HKLoWB29FInqKgQQK+CujrpR2WkUeegeGIiP9u7D7ktxOt+pyuHe1aUTxrfRvb5vDh6BFemBSjfS0nTLrDnFgaPF7Pik6ciJjBRcyc5GmE/to9As63ftO0/PlgmKMj3vu/dfQM9uzTFz/iCx1KRj3WqQNTD9cFsaDIz+JPB/W/0kNhFfLvykIkG3S88QjLujBwIC9ZOfgvzNJ0SJKbmR6hflldXYGXEFU/q011nPyah39uoklrqC27Yb8yQYQjsvf3w4ahx5g6Lw/ZUNNDFVTtyUSWDGwJPeLSkn8GCLcVjQ6zF8dn4NDmdd0FyLjQNmNxuEe0OHic8uto74qPN8mpynYdnVzTiRexwONmSc2JarYgzirKbAPNjLheG4VHgaEwIfQF/fcervRvkPwWbinZaSsjFUXJSrJNlb64esuer22byTdTYYGLbkMerlq79/d59mYlHhSkEGnjrxL64W5aqNNh6XnW21+l7zfT2WdVl01+ZmdOZgT7/3tHYdMKFVGyyNjsQ/URFIKsgXhsLUNu1wT+euaEyKRBtbz18SiovL5orJCuc/1FBK2y9eFt/zdrVFYVG5QhmZeQ6Lisvhr8yNu5UVQUNVCBIUcHSyxyc/zsPRAxexbUM4stILyOPpLiJkfQa0gq2dvqBv2sQLsVczTZYuNtSbh8GTuNVHo3QMBhXaBjUSS13BHn0L0td08H2vu+FKzrIXTi1FYjHJLhO5BrreVDlWXD2Op9uOggvpg19jt9OEWJOn1c6jKV5sO1UYC4zePl0oEt0Ox7LP4Le4pcJwYFgmGriPhDUKq3KxK30lzuQewKNhH5B+UXimnWwccUeTCRSpXmtktNqkXQ3YaInMjxYVluyvodRqoLOnWGpGIO5p0V8sKkNr0eX9+P7iLgMj0dwH/g13p53TMxiMIcTTCwunTMG59Az8fvI0dl2JFdTlDv7+uKd7V4xuFaYjfzOLinEmRVkmXakfmBlR0xm1lXTEE/1qbzDwO1Febrq6EVOUWD9o41bXEbIGph9uW4OBkZNTTDSjEpRUVgl+nJObEykKwxK9aWNvdGoViCiiJhnyoqqqI6nCeTXB3uJMoitdDwwODMW3Z3X7RehCd7yNnFwR6OKOS8VxoqeCrEbirql3tJI4oxcLk9DDuxU+63of0kpzRVM0nmT6kfHDXjH26NhbaQRtiEsAcV+L4OdYoin7KVxx5iemTNtR7bMx5VeKMnRCI0eF0HQnStJb7Z7Hm1EfK6Mrquu0EmVV3cgwMXQtLIQq1eX2aiTZCaNJMy7myJ7JPYJDWbuQVZ4GZ1tXhLq0ERWeMsszSCk5073og17e/Wiyr88nDnNvhD5+wRSNyRJjFArKCBWOm9pZYjBoh6XZOODFHIorKLRvhlfMQr2CQsa29rU3GJo09hTVL0xBNHxTFhBoKGhoCkGCBmVlFcJQKCQ9UVlWKWScMxkSnNNmCJNGdcaug8ZLofJTUOFm/FnILjRdpaiu4HH3CwjBkfSrZmWACkGunmLyzr0XasOgkSm94YzJQX0wPrAnoigyzZ2e3ezsSSbb0r+6Ms7Bxh7NXYNRKiu10FDQ6mEgSv4o8hByK9KxPnkR7mr2nHqLyYHjcLkoBuF5TF1SmU1KHr/6L8OoJHlc02DgcuJcvUkbmaQXDmRuRXQBd6uuIipUKDztfJBSdpVkejmC6XM/35EIdtZPUBfNTonKqjAYtCoSWunrJmM9gEyhnX8jfDbecN6dNoorTDdrZbBDqKjc/HaGwPMCX6L6cbKzKf0QSHqkIUHWwPTDbWsw/PnrPiz+/YAIg6mSMy9fJE/4P4fx6Tdz0Uor1ByfnI1V28ORnlEAOYXU1N4aFV9V2XWxysV4VjFz8f24YVstkV5ShCUXIrD96hURWu7s1xjz2nZFl0aa8XXzDURHnwBEETXJaJDVhnMGFJ+4mzMjp6K4TtUctDmYjRw9cDZ/P3anbEFxtaLuv6O1E1GIhmNc42lkkCgELntrapZo1Z7gG6xwRMrAVsuzZUUGxrHsrZjY5AH1uhCXZvis0zv4+MIXNCnPFWFtF5sSZRKyYbAR0NhJ46mJKQrHocw1iCs+KxRPY8cW6OM7CW3d+uKX2M+JwhSl5oMWVOURbzdJcU0UTuIxXSo6j61pG/Bcq1fh66DvCWzh5i+Oayp6w9+xB+d6IcTbvCD2cXGGk13dREK/HqHC0KispOfMyK3nhj5vf7gOweSJnTCmM1qG3VolVA2h2oKyebyNhFsLqUk5eOGB35HNMp9X0P8lX83GwZ3nMGpyFzz71mR18iXzsnccvYi1e87C2tse5aWVsK4ix0NljcI1TrStq/F33NvVQOtnM2C9szcxDv+cD0dsXg48HJwwJawtprXqIEo0q/BQu944lGa+1DWjjWcjBDi74TTRT+oCbf3AkVhvBzvsSF+LqAJNY7Aw1xaYGTwDrdwUVdkqapT4tPRMbnblNSIDR1FYmUfrPdW6+YVWT2JZ4ipsSt0mItu6ZoNheNi5iwgFo4z02onsNYjI3UJGVB4ZEU5EQR2BXj7TkEy02d/ivhDVnFR0qvzKUzrHSi1NwNGc3RgbMAOjAqYZLMXqZueIIjKqjIGPXUznvl5o5OoqItcVqqahBsBVtUK8LetDZQhDB7fB8jUnlZWaDDuszoUn4vXXVqBv3zAMH9EeTmSg38qobmD64bY0GA7sOS+MBYZ2PwZhxZdU4LXnl+AfoitxBYw9xy7hzW83KrbViixoGw1d2wQhB+W4lMGdQeVGS+AN71K7kpUn05Mxb8sK8ixUqT1Dcfm5WHU5Gs9174+nuyrC14suHcGV0mTil3IDCG1xqPiXuxCr5qJtPH2xI+Mw3oqOFl4fLk1aTftw4zFezBV3YP5pa3dNw5/F8T8T1Ug3ulFGnqJd6ZuQUBKHx8JeoomwLYKcm+JcQaRaqPJ4rAW3X9XyWluEKK7VzUZXgPLWUXn7MC7wXnFMFQKcAvBVl09EGPlC4QXE0QQ/pTTGKE3LwdoR3b36ir+PZm/A1tRfxcSfj89IK4vFmqSvsMtuI12Dopa3jrHDIVv6yAZNpfIhyKvIwQ9XvqSIx8d6YdTxTbrh2wtblMc3bBzZEnVqb0Y4eeT6GBzztWJ6lw744eAxk96ju7p1qnUIOL+oFAvXHMH6A1EQ/Y+cSEDSZMmmnBZVBFr57GanFSI7tRARZxOwblM4ZhD977EHh+qdk5+rq5fTxWTN29cNIa0DbtrQdENrzCNB4dx566l/kJPFJS01d0SlK7avC0fzlgGYOqcvSigK8fSnq3H2coraccQFM6p5sSOnR6kcbs4O6NunBVbGEH3TyHPM79/UPooePZaC6YPP7tmEDXRcdjaIUtbIRThxzRecPYFlE2ch2M0DycV5+CRyp3AaybmXi4DxZ3JSWBM8dvIzJJZmwM+lCmVVtiipsBf0H3Ngh01vP00u1tXiq/jg/P9orLp0lJiiWHx8/lM83/oZdPBoT06aRuQcsqEorAXNuwTk5BiqIOeUrqHBMvZ8/m6ii05Vr+PfZVbT6RgTMAKHso8hoyyDZO0Bo/kSbFKM8B8mIs3F5CD6J+55MgLYGafYvoL0W3juJkTm7UZKhaOIKpiC6jxb0lYgwDEYnTx76ZUIHx3YDqsS2NAwViSE6K3F5wWFqb4qMNWkRk/t0A4rzkYZrXDFzqQJbSwv9a7CwZMx+G3lEVyITWfestAHwqCu0DhfRbSHnE3nIpPEK3L0yBX8QXO0z7+YjZDm+j03igvLcCUyUezbskMQXNxNV278ryBrYPrh1jFt6hErlhw1WgGD6Ub5eSXYszMaqZn5ePO7TWKdIV4qe1I/eXYSfnzjTrw2Z4Q4prF5zWPj+8FNK+HZHAorynHftlUordIYCwzVy/zlqUPYlRCDZXGn8WnULpE8ZedYBRu7KkEt4sGxXOGa2tY2CoMhxM0NJXax5A0/RZ5yRcIVg73xzKvnI3NOkrGoNSuDCTShVZVVvVgYrWcsqMAT7Ev0/cmcw+LzAN8hehN4rmBE8R29fXki7m1bLHoo1DxqmawAhzJ+0x8bXWxnz47Ca/V0q5cR6BQsjADd8fMVWOPukEcoDO5IoeQkYSwojqw0ZOhfG1TCnpa88ktkXLAHy8BvzwaPVsUpVgqpZcl0T87pbetp7wwXe50CvDrXxPfBnpT54SyNB66+0djdDS8NV1RVsTJUBreRL+7vU7sqSQXFZXjgg6VYvScC5VrNdjiPp8qFfllmHvDDRLfWmgwI1aWr3qUV5G1au/GMzjHPHovBE5O/waMTvsIb9y/CY5O+xqMTv8KZQ5drNbYbHXI2t0i4dRB+PA4JcVmiSZQxrPr7sDAgvv13n6CpMrSr2DCsibrUqmMg1v3+KN58fCyGdGhh0PBlKoYvRZ/vGqiI/FqKBRHHsZGNEC29oKpqk15ciIe2r0FxZTnu2vM3rhRkKvSATo+FmvLYCv1CHLA2fStii5OF15/z25ztKin6WCycGqZgpaQ/zWiqKb35Z/xiMha40pHuvVSQP+Xknf+D3g+Z6KcwwLe3kNHmwDLaw64Ufg6FBvXtmewFNNFXNHzThqe9J8Y3Ho37mt+NB0PvE4ZBzfPxuhauzSk6Pkp83pX2s46xoBm/TOTOOVoV0xEsS9Tms+3JMFyko7Wnm1LfGajFS/ByKiGdXYB4+l2uF54d0A8BNEeoGelWlW79cPRIuNaiGAtj7c6zeOnTtbgYl6FZyblutlYUcWMnHRcCoOeynOYpCu+bev6Rn1+Cl15cinKtjtTlZKD//M5q3NXjTbxy1494lZbZPd/CD2+uRFlp3ehS1xOyBqYfbjuDobKyGuejk0124uSJf/ipeKyhh13BazcMFvQ7Dis4q52aN8aCJ6ahqV+NJCfyLr08fQjuGd5d7RXaHxOPJacjsOX8JfLcGA7FrrlyThgNxihD/FIvJC/St+f2qdeJsnvk1bJ1ZB46cS2VNKS2FGL+tPc42DinijKe2pWN1GUABZuKaFUyRct6bd2nKo3axasFHg4br15/OGu3SQHPYuZg5k7xN1N1ZgbPUx7PWpeKQ6Nq6dIIfnYF8LErhLddiQFjQQF7qyry7qwnepbxXgqcV/BMq7co/DuJvFCa8qe+9o5o71qFi7nf43jmLziStVrLqJDDwaqCHORVZLCwF4cbyJGipLEE2BeI89YE3yOFyFPdJxuKcBie9LOydSTFqyrzqrg/MjjSOVztOWG4msLB17fl/f29u+ObqePR0k/TkdOFPEv39OqKf+6eYbDLsyn8tv4YEjPy9I1pZQiGGxhakRfJhhSBMZG4ZMUxtef2zOErePXeXxF3KU1nmwSKNrw+fxFO7jfOD/+voIrMmVsk3DqIOBlntnkb5zbExKRj44FzRvMCWMdEx6YhJbNAGAqf3zMed/brBLsax+4eGoS/n5qppiSl5BdgVXg0lp+OxIU0/YkvgxNYF0WeNKqb2IA4n52J7yIPI7kkX21QMIvK2o4mZ7aqyT8ZBLZ2uCusC17s1RbZ1YoO09rHFbqB/vVy4oRkw2fkSSVHCD7vPhv+Toqk45TSVMQUxxrVYaxZsykye75AYfTMaTYV/o6+ejqFP9vSf/08i8lDn4emzjnwti8xaCzw5N2BJvGX89cZuTMKcIO2V9o8j3bubdTrnG3s0M61Gm2dTmF/6iu4lL8FFwsO6BkLKtiSnuAoeCPSWR5EgzWXVs7HiS/hwhL6Op/bQvm7lMCNdYH6fHI42lTS+kJhtPFnzqu4XmBK6uq7Z2NGpw6CnqRC58YB+G3GVExqp7lXliC3oARfLtpl0JhWPVSc82ldRvpWSfWu+f5kZxdhDzFCGNVE/Xv7/l+x/q+DqNBKoK6kvzcTlfzNexagiuZ3NxPkDUw/3JaUJItAz/fpc4kmDQueKJ2KUjSVYXQPC8LaN+7F2fhUJGXli6Y6vVsFi/bnjF2XYvDW1l2iIoEwQ6wUiasP9+mJJwb00fE+HU1VCG6j56YX8FhaIuw8y/QEp3gXyZsEXggPtuuFKqsClJOgMnY1wtigb6so7CyX26ODJ9OOqlFQWYzGTt5ElelNQraD4KSqkFHOBohx7wpfIycGqzCk0QjyCjXCdqIrqTzxfg7+GNZoFBkJMmxOiUIRFydXjEjvaLyGQ9AcBUkqOYsWbgpakSE42jhRNGSGyKM4lLEQUblLFKFcCh/nkSMiPOcqsqo4AdeKjATuMq14uVX3QhtsFPjaFSGj0o3uj5EyWMr92Fumdx/otwpxdSflmCSSuJmzyGF+popplz7lJLno/Bjix16/TpZj27bCmDYtkVZYhHKKXnHkgZ/BunR1Xrcv0vj7oTQaqslosC4x/g5lZBYiKTkXTYO98cM7ayCn49VULiIRn36D7+n733a+dFM17rHEQ3QreZAkKJ0lFvxkMYlZIn/BHM5cSEJIoDfs6T17fdowPD6mL45fSaR9ZWgf7I+QRgpeOCeUvrlxB7acu6Qjp1s38sH3d05CUy+NMyqeqKk5ZbrNvAw5lbbEXdSrkCREDst7e4Ws8nG2x7u9RmHWkTeN0jiFfiBnh4NtFckNO1FKOsTVV/Rh4PMM8GuFGSG9iHqq4bhnaMl+U8gozwTXDnS3c8UHHV/GhpQd2Jl+AEVVxaJBZ1+f7pjcZDSOpj2C4mrSSTIno9Qdb9siGqsMCUX70MVHk+tmCO082oglszQW25Ofo8l4hrjOUvpJk0vSiNp6go5ovOuztp5wIr3EH/OqzeehGDKg/B29RbMOT3L2eTqWiQabKkNN+zy7049TBCSIHGqWF8eordHwwegReG3oYKQXFQmHEuc31AVb9p0zWjFMHWmwY3dktUnn7YljsRgzphMOb4tExGHDkWbRx+F4LPYT1XXYlLr3E6pvyBqYfrhtDAaehDAnmr2ZLcL8ERuToW/1aj187TsFI+aMeY8mV5XRBk/6OzcPFIs2DsTG47GV6xWBWJ638pyHnpMyVOGbI0ewPYY4e3dOI+GtEDgKwV1T1NcefISiygrEliWoE3eNbksbf93tfrTxCKKQr3nB52LrZvaYzra6x2nv0UkszGll7qe9tYO4ZzGFx4VCciEKULGMjQa53nW425SqE4cTSSF4U4jZ1soZrnZNjXLcrxYdwrm8f4laVEUPuyLiwpDJK+FFBpUNe/bldiihc+oegr4TicqKfXg0HP3IqPBQmi4qA8FKJ5m6hatubWsO6393+UeUyuIo8qGcR1O0wYU8RhXV1iipZq++4hiFVUV4I/I7UppPXlejge8VGwrXgtzCUhRTeNgcZDbmn2GedF08m4jk+Cyj2/Crmp6Ui2iK/HXsqduv4r+EJR6iW8mDdDujrKQCuTlFCG3pT95M0zQTLx8XePlZ9g7VNCo8XZwwqrOunKimyPNDS9bgTFKq3ttyMSMbo3/4A2+PHYZZ3RXlty0pdsSymQtlmNuU9UN6eQ7JH9NVmhQVfdrjzuARaOVmPq/IRasngik4U0RYBVdbF8xuOgWzgieTg6tcTIzZaGBE2PqgsT156CtIbsoc9XL12MvvSwYDo7AyGWklZ2h/J7jZBZHH3PCkl+cAhzPeJEdQlr78J93A3n5Fnp1p8L5OFA0olVWgXNUds+Y29F+AY5Be5aXTuefx9aXFCt2mZG6q9FzNW7w17RA54XLxZvuHdKr5XY+chubXkODMSEjJERN+U70X1LxeI5vw76N6f7YuPWKy148Vfbfl38M3lcEgb2D6ocEbDPzA7Vx3Bst/3Y/EOEV419HL2aixwA8kZ+aPGN0RKZVliLqcavzYtJRUVuLNxduQllsIL1cnjOvRBgPbNxdlVMsrq0Q0wZE8S5/s2q8IwfGzoTQW1KC/z2dmYsY/S7D27jlwd3REL/8g8g4Z7zbJnun2Po1wqfqq6eunpbmbD66WsyXPJ5UJug9TZPhTFXm7K7hVtXJA3bxDRRKWJejh1U/kKRgDn6+Xt+FupLZ0Dv5PhRDXriRw3VGKfHhbl6CMYpWVogoR5zRUiQm/dtpJWtEK5JQsE3+72TVHW+9HEeQ6UnHNNHGvlBXRb+CEiJx/iWfK3h9N4rdibKScbMpFRKWoZsFp2labgiT2oxvpTF6kxvZ5SK3wFIaCgi9spQ6be9h5oqOHLg958dWliMiL0hxH61/+HZxASkYYDQojkeliC2NW4ptuL+sc53JhKi4VpIqk814+YfCwr31FlfqEk6NlHi6DFZM4OZOVCM3JbMmguHQhFY5mJmgqZKZcv0ohdQELe1kDUgi3IzLT8vHXj7uwZ/NZQWngn8ve0V78bWhywu/vlNl90CGsMexsrUWkwBT2nryCI2fjRdnhjrTP5KEd4e+tMDaySD+Ukp6ITk3HqURFgQVDYNrT25sV9A42GkI8vODp4Ii8cuOVdbiMc2sfXzKCyFFmpKkna4UW7j41EmkV16x6arU/BTt7o7W7pkKfKbRwDYUXycTcSuPvrAM5jDj3rCbYGKlZpjrMfQJyyr9CU/scMhjskU/efJbfnPPmaVsivPyqEVfJS7Ej+VHFNVrR5NdtDLr5Pk7HVERpqmTsxa9EdtklijjrNjdTge+IDxkgWVWunGlm9np5SuFlW0pRBi78oW80sHwf7Keh9DLSyrLwQfRCTbK3Vl6cwXPQfydzo4WR0cNb09OptKqCKLZXRKWlZi6+6OQZ/J8XinCxpMIRU74NVU1S5eTQP4VEbUpMyEZqQo5JxgdHp1Ov1q2y1/WCvIHphwZvMPz57Q4sXbhPZ7JYmkv8Ryc7yB1sYU0TFpnSAmZjwc7eFu99eiecKEw7rHdL/LHmqMkSbGXkuNh44rwQ6DyJ33bmEto380dr8lKtCz9PykAhxPiZkNvRkfRL9auRmJePP0+fwZP9+mJqy/b47OQBlBBtxJAHn8/3eOc+WJJIIbusqwYrG7AyaOzsjj5+ISRg87A99QSFfStEIptqc25sxpPWkkoH8mqHWWwsMLp796PQ8QZkUei5JjWJJ9AcgejvO9yiY9mQUB/m/xA2pXzOVyeEvzNN9PXBuQaVNG7N+Qor43E8/SW618+SkZGH+IKVZDAUiFFUkIVmw2SrGt4Y1fPAPFRVurMKbKBob6P9NxsuHPbOJHoSGzSKPa2Fcnss7Dkdr09hZSH2Zx40Gebn+19Gz5/K8OC/YouTcLU4hQR/IEVIMvFO5AqiKiVpjc8GU4N746k2Yyz6vThvZndiDE6np4jxDQoKQe8ARWfquoI7lvdu3xQnzpug7dHxbcppAsZ/qtbRtVpX6lYm++KzzfBQdlQ3B2sz3PIbDWF2mxH4CtNcws2INKLDPTN3AQryS9VJzmzkVpVzoq6VpvIRQeXd7De0LWbc0x82tjZENfLB5QTDeQYqnKJ3RIWT0Qn4Y8NxTJ/aDUcyk3A2JV2sZweTJfHk/+3Yhwkd2ojk03s7dMM3pw4b3IdpQqEe3niqUz8c2nPFJD1mTlgP+Dt4I4CW9HL9CRc7avgecAS1u5flPHaWNdODp+GX2EVGt5kYON5g/xpDCHMfj4t5q5FfeVVUSOLFuKtKI2PYMIgt2IyM0jPo6vM4LuSvRlqpovSpHUWojUHhKJILyqoiomEaqup5nhQJzySHF8cnVLqQtUwf76HkQBuss8+mlAPCmKtN41U+3va0I8Jg4N9lUcw+/B6znxxPmvsRQkbD252morNXU4uOmVxUgA0x5wXNjXs0TQ5rCy/Ha6s8NKxvayzZqFtiFgY6n+tIdAPzmKjIJNw7bwH8tJKfTVFlbyZUNzD90KANhljyXLKxUPM5FD9PKXmdyYMU0jEI+USvsHeww8AhbTBpanf4Byi8EDwJ5xK5/FBrT3pUh6qkiKvMTikllJN4/is8Ox3heem6IoATZOl9FnQkI4Y3b/9v+FlhMHiQ9+jXUVNx77ZVNOHjRGXF0VTl8x7t1AtjQlqita837tzzO4qrynWMBjZe2Gv0ZpcR2JZ2jLwohUTdUXjaxT3QfkZplYtdOUY3rl2VDg6tPtXyDSyK+wZxxZfFxFkRw5ChkWNjPBD6DK0pQTpxRB2s3ckr3tzkJLW9p8K42Jn6A12LoqShIZqQr22BgTsnR3TOl7Q9ix+VspBRpIA7I1eTwLejF1M//4DPwVSlCmXYx1y3ax6Pu20Zec2cYUcREWcKu/f07kueoxHwtNcN4Z4vuCiUrCkouMEyvdyIbWnHcTonHuE5ZIzJ9ZvnLUs4jOUJx8iD54FJQV0xM6Q3fBz0w+6RWel4cMcapBYXKjo407F+iDiKdt5+4vlq4uouam/vuHwF+2LjRDJlx4AATG3fDp5OphXG/ZP64MQ547k27mRUjB7bAbt3RIsunzLyxKqMBfW7pLy2wooqUUSAL9aU+ExLzDE5phsN9g7JG5AH6XbDAjJWC/JL1E4jbW+loJmQY8nH3wPFRWVo2twPE2b0RL9hbdVJ0X5eLmYNBm2wjih3lWNBxCmd55wpSZaAoxHctZ3LJD/etQ8iM9NFtTyVXoBSink7OmPh6DvQnCIRd5NB8PeVk/q5DLQMCmiBYDc7rE3eBy+SHxkVhj20ghJq54IOHrWjAw7w7Ue0qHIsTVwuevEwvUjV/IyNhbEBI0k/kMONpLO3fQgcjFCHGEwvGhP0Aw6lf4ikEkX1PV0otLShQpZykY+Xgr1pr+tUz6uUm6Zh8TPADqoSU56+Gtvzz+BGRkOpnCmzjmjiFIKBfqPR3r27nv47nhNlMg/QEHj7xJJ0fHF+HTYlR5Bu1zec4ouzcN+RhaRzbYTRMLPpAPT10y+Jys/d+0f34M/o02Js/Byxg+nDY3vwcs9BeKCTouLV1dw8rIiMQmJ+PjyIATGxbWv0aNLEpD5vFxaAnh2b4lS0cadSt85N4VBUjTMn4hUGuQH6kmrfbJqvabgQhlFcUIpK0iXs+L0ZIG9g+uHmuKvXCZuXH9dpzKYNkUxED6cNGQ5L1z1jcH9OWubZo5xLlLLRoHyW+fctd+eJv763s5p2MVSuWiWsubVAFbM5jDwjmcXF6mhFv8Cm2DX9fiw+H46t8ZdI8FajKzdua9cVfek7RqibL1YNm49vzu3FliRFnWY+dH+KKjT1lOGTS4tEIq7i/IpGY/YUwuV8AfXYRBjUCsmlPPkznkhsCB40SX6u9TtIKI7FhcIo4SkJdWkFXzs7nMz6mDw5J7S2bU4enscQ7GqYpsRo7d4P8bnvIIciM0UyB+KDUiRI6aPhHAZ3oitxpaGa00rNJ5lBAc4RiyLRIEX/xjtZl5MyU1BsWNmY63bN3wU65uOhsO/omow3HzNnLOiPXYPlCftocmBPv53hMauUYFppHn65vA8rr57E7/0eQDNXH/X3bCTctXmZ4CgzWBGocDE3C7M3LcPCYVPw8Op1SC4oEMqCn4qN5y/iiwOH8PWEcRjZMszouLu2DsLHj0/Au79uE/Xo+ZlVV4yhfwpKynE4JhHPvTAWF84mY9P6MxTLMqwchU5wd4RtnvFETiuKBmak3lyUJA43WzWgpLbbCdmZhTi696JReioLgtLicjz47Cj0HmS4/rynm7NwMJjK7dQGsz9Llb0d65KdxkZ/Sp7CYWJnbYOFo6aQbriMf86FIzY/h+SRI+5o2Q6z2nSCp9JD/FbX0Wjp7oeFF48gqVjx/vg4OGNiSCiulJ/FG1FHzeaisQgqripBbkUBvB0UVZAsxXD/oejnS86FnFPIqcghw8MdPT27EZ11A/6MmYFyEQ1WUIdau49CP79HjBoOjrZeFDXvjLSSg0KSaJsGQqcr/fo1o8YKl5LCoDBW9cgYuGqersvQknyGKvT06IpxTTRdpw2hug5Vj/i3iqXI89mcY0RFUly1YchRUFFJ9z0Gx7IvY27IYDzeaqzOFsxi+IOMBbE1O0iV7wI3afvg2F642TsgJasQPxw5ptYPbCT8Gx6BAc2a4ocpk4xW1+PtPnp+Et76ZiOOnFEaBFzUQjU6mn2evpKMiYM74KXhHbB65QlcuaxbIU8bMhdHWJNxT4rM6BUzjbAwrxjejWr3jF4vyBqYfmjQBsPV2EyDxoIK/IIkmUi0DKSHrk1II1y8mqETVWKhL2fXdQ13DX8U1EUrU1UBaCueR6ocyjW2dXNw0Kmcw413Xu01WCzG0MzVG1/2mop3u5Yhq6yYPN1O5PVfR2HL02oloH5JaSmvtqEwsG5OAG93MOs0Hmpxp9HzmEJTl1AEOTcTBkk+cUK3JM6nCbOmCycjvyIee1NfxICA94lTqsg3qImU4u3kbS8kLz7NH6Hg52pP4DXzUd2YjxCbRu67qtoE048MVTnifAU7VNFk1ngFpJpws/Mjxaff1VkbzV1DzB6Hr4cb52mDJx+8VBoxcLT3tSZ6GVeiyKsswQunlmD5oMfVXh9WBMVkLBgq+8jeyKuFeZi1ehlKCxWhXu0IVQVR4Z5YtwFr7p6Ddv7Gr3Noj5bo0zEEr/2wEYci9LnAKVn5eGfRVix8bSb27zyHHDLQjUFGNMAqUga2RbrPjTbFwfUma9DDt8xcAqolCaoSbjxSE7ONGwtK8CQnKS7LqMEwsk9rbD6o33tFPUlVOo94zslvZQU5moxBVRBD1ctS7FNDNrBDyNtFQ6NhKtP40NZiMQaWB3eFdcesFt2QIkqssj+/DM+Ff6ku02kJJYaJM8dyojG2saJhaG3gZOOEgb79FRdGd2Jv2ucUgd2se3yiDl3I34KMsguY2vQ7EVGoCe6ofClvuSgBztKaK/upfkJtHWEJvctSKPSHvpPKHELdNP0ojKGteyiyMvPUPZEsAY+kvNqWnFzmjBjFBL+aosZ8DYvj96GTZzMMbNROfJtH9CMuzWsKHx7di+JMZiZoIliqG344IREvb9mG7ydPNLq/i7MDvnh1Go6Gx+HlL9dDRhEysbdQbXRMuoZ1e6OQ270UU+7ojs8/3WR8MPQuVjX2gl0SRZmNvLf8rDuRYXGzQN7A9MPNRQiuZzi7OIjMeVPgkLMpPDKjv15SjsgRFsJcs6jfdwOn46+r6BmuclUaFOKuq6SbZju24Kd1ULzMdQG3l+cE56LqIkFpMawEFOetIKOhJsq1OJA1UUXh5MTiSMQXnSFPU656faWsFBE5f2NZ7FT8cXkwhb5HYlvSs7R9uQFPjkLAHc/4lASF4XPllkfTFrp2bM1cgpqGAdOUzNHx+Tfk7WpCVDriiSiFfjg5mpWCJcfq43uX2RyAAEd/CuG3M9qrgo/DSXvaVTh4XaU6Cd28glJtwZOAS4XpiMjVUITWESfVWNdO1b559PtV0TZicqOkW2o/zotOmuagMopLK3AkMt7gd3x6Vgo/rTqkUzvb8IBIwRl7H1m5kPE/eHxns+P5L0LO5hYJNx8cLUjKZGPbycX4dmwsd2jRWKcRqJD3tEslyfsqF5rk0CL+pnXK+gZ6kJPhz8XhmK7KPg32vvJn7hatLcfZmTSmbUuLr1EbvG+Qi6dwMK1I3CHoh8Z6JBgCTxrLTOiI/Iok0hEnkEEUI57Yq5BeGokdya/ht8tDsYh0xPK4WbhYsJGvWu8YrDOyy2MRnWe4wVm5LB8l1brlWg3pBN1xy8khVDduO8svLgpiSdKzNhysXdHSRNlvFcYHDqqVscC/ARcqYaefOW68ag/VXWbC8PIETaNVprJxJMEUCirJeWNj/N3YeukyMQI08wFjOHQ2jlxyMkXVPBvdH4yN9n0nryA+Odus7iULWeSeGstv6z2iPb2vljfIvd6QNzD90KAjDANHd8CxvYqmMMYesMHjTE9A+nZqjg8eH4+Pf9shJkYUnxS0I4MwIHuFhU+OErVj29AbwZNZUjicyHZ/j2svCbY347Q60cowFClhzjRJ5r7G7K1gcRLsrF/9gvmmR7OW40T2KhLWimZpHEVo7T4QgxvNw57U15FTfkV98VXyMlRVM62E+JDsAde7XDkJ4EJSLPsR4jZC73zWJNothxyuRCdysqpAjsx8iUNtDxGnpDE3ldfJ5A6oJKPB2aYCzvIqlJC2VigIAwqNVgU4dUBnT93QrjE82PxevHfufxSKz61hwCkMghKeRSjhQl64HOKjVqs5bebD4NpHZIVwNi8RXbwVdDWOLpjbVxxdFcjQaBbxdxVR9raeu4SOPv6iPvew1qEGw887jjGtw/h5OAx9PDoBfYgDbqppIk+6rLmBD3lNa3p+2fDvO7wdWrTVLVf8X8MSgX8rKYTbCaGtA+Af6Il0E5W3eJLdZ4jxRF9+Zr968Q689eNmUQmJn9Mqmq/IWPjV8HTI7EkCGBL/5HFSMiKV22qfgPPkSD8oA3Pcjd3X1bJypcZQQVGFA1nhZrjzcoU8pBNzb5wy0hH8RjZzCdDbMrs8BofSv0FqaYR6nautP3r5PSimq3vTPhA6gymUjMKqFCUXXUUg0s84iM5bT3LszmvUDxw9rkQLuyykVnmQjqjNdEcu9ArnlxVUOyuoqrUwGmY0fZ/2NX++Nu7NMS9kIv6K36Cjs43pbzsrF2SV83p2bLH72spircdXEJWn6RvF+sGSSExNh2lNfLbvIHo3DUL3Jk3Q3kA0mmX5xv3RJnsycKQsIafAIm+7tSGKOb1f/C7OftIwc+G/gryB6YcGbTAMGtMR//60G+nJFPKr8ZDxw2Vvb4spczVegDzix5WVVcLH2xV2djY6YeeB3UKx5/hlfLZhPyqK9XnW4ifnF6tS4R1SBxA4z9ToXda8ri18vPH1xPEIdDcRs7YQ+ZXFSj65qa3oBbPSlCwtponr+EB92tP21O9oErpNzwvEHTAziEdqA+afyg1eF6coWZHBoddYjtYXVRouIejvPACxBf8YHbVGoFgJgc4GgyJ6UG1E+Si3ptXsmeEsDm+bfDjTvqpxNUIhiin0k1rlCW/Htujm8wD2Zy4iwRyjvhYVmrp0w+TgjyyuMOTt4I33O7yFnel7sDdzP3lsCuFBHN4hjQZSiH4ALhZepd+rCL4OXKrVGq+d/VU9XjubalSKSJDxa5JV63o2tcsjcpWUs5lpRr2IrG+sy7SUYM3T0KkrS6rxyY79Ck+rnS2eGdof9/TuqnP93NGTDV42MExh4NA2iI7UVHuqCTYkZs/th81/HERxYZnIPxKFBGgZQpGFpz+YZvL4/wUaGkf1dgI3ALz7sWH4/I3VBr/nZ3zcjJ7w9lU4IyoqqpCTUyTKbnt4aGhB7kSB+PrFqYhNysKf205i/SnuTGvgN+ekUrLhBe1cC+p5rKHHxErxHtqS7Hqwb088NaR2OWaGUFbNBTLMe7X51ExddbKtQmkV90MIQhdP3f4ROeVxWHf1cXIU6dIIi6rSsTv1faKBKuSnylhQH5tWW4vIJmsT/QsvrFRUj6oJ7qfg49CejBS+x4avQdEfR+FbDyNjQZRdtSklg8FUAzKVnLeCi1U5fEhH2Crz/BrZFqKZPBMJFb7Ilfmjm/dEeNg3xg7SjTVzIrja39SgtxHobHk1qRnBoxDm2hTrkvcgKl9R0aqjRximNBlG9GJ3XCiIFXTMjp4t8Xr4MqRAEUXmXD7zxoJuOXHtKn7NST+YO4JVBc0TRC1449h2+TK208LH6tI4AN9MnIAmHpp5DJcTLqV5lSlwnqXcwRpNm/kgKdFw+VSuaNm9WwjkTbxw9tAlYZzzPIfndh7eLnjpm7lo1cmyqlA3CrIGph8atMHABsEnvz+Atx/7C7EX02Bjq3hZuCmPm6cz3v52DgKb+uDQsSv4a8kRXLik6LngQlzqiWO74J7ZfeFMHDyGo72d6EabY8BYUEHw5MsUoWgV5HbmHMWK7gir5twFJzpHfYBL5JlXCJxYrRAmPOF2s6siZaDLg00tvaRnLGj2JkOAKxmZuC7Fdop0Ot19ZXCwMZyU5OfUm8YSRgZFnJ6S0fBJneklK1EbC7zOmYR8odx4iTxPu6bo4vsIkvM+Jk+HvvByIaOpHdFhujf5ErYUTp7l0hWXC/aTsN5JUYBcoSA6eIwjg4ErXdQuPO1m54o7giaKpSb6OWgqKxVVlpJy4/4TCuqOPSnrKjIYdPM1FODrZpmqHTXh7fr4ahq+3d22C57P3KJ7Qu1klkqlMDM2UeFz0CNpVSFXV2j5ePs+IaTnkdGgQiMysM1VeeHfaMTw9oi/nIGtW86qnzuGKhnOy9EeyxYdUHxB766ruyP6U1Rh1oNDEEDv3s0IGVMTzShU3kbCzYkRE7uiML8Uv361TVRosbFRPIu8jJzcFY+8OA4FBaX466+D9NxGoFSZg9OhYxDmzRuA7t2bq48VGuSL7NJSYTwb86ZypTzrMnpTHVV9XNhqpz9MPEL8vs3t24WM9drnDhiCi60jHK0pakC0UVOwsdZQPR0p0tDLu4les7CjmT8LY8FQIrFChJh++I01RnOwMR4xbud1Dw6kvWTkW67040D6rwxe1qWibDXDg/52JCdRmVDIhm62HP1855PXPRGFJYsNJj63cMhAc+/HEeQ+R6xr6twRZ3I3IbnknKj6FOraE528RlN0pfayqqtXG7EYQjMXTeS/p08Y6aQk4QQSFfboN6oWFFb962HY2mgbM9akHzQGX/8mzRDo4oa04iJdp5JMaSjQYilbSrV3ZFo6Zi1Zho333i2qKSnGYA03ogkVFpebfMb9fdzw4Ju98cxTf6O8vFKn4Ztw8JLDKuJwLKor6Tf1caeoWxWatfTH9Hn9MXBcF9hqOXlvFsgamH5o0DkMDL8AD/yw6gl88tt8TKUHa/Kcvnj185lYvOsltOvaDOs3h+O1d1fjklZ2fnFJBZavOYEnX1qCkhLNQ56UlW/2fDTvxPRO7YQ3lmGJI5pfi9Kq2ldLMIbh/t11EqcNnZG7Uup2k5TjcJaG38iIytshogGGYEnegEId6m9kTXZqU9chBvfgyXjfxt/D2S5IvbVYrxxHW++nMKH5PnTxeUaEi9UKjW68ixUnSSvUsGbh1hcVcJeFIzvvZRKubBQaUuYyVFSnIL1opdpT1MZjOKYEf4y7mv+M8U3eJu5vz1obC7WBq50TxjbupSxOq6BzOdsrwuJ6eQE00eeIiXb+Sz+/MLRw04SEp4S1w5Cg5urjqW6JyjFlXWW+Moqh6Ng3ew+jjIS1CiN7txZKwRh4AjWoawt4uTvj+RfG4QWahIWE+Km/Dw7yhk0JUR/SC5XnpRPb2qCQJmdbN0Yg9oouZ/lmDDmbWyTcvLiDolr/7HgJD70wBhNm9sacR4Zi0fpn8Ny7d6CEaKhPPvEX1q09pTYWGOeIWvfSi0uxc6eiKaMKVzNyTVIv+NH2r3RC75Bg8VmUEjbzeLAs547N9QUubTo6oLfR3CoVXFQ8KOW4I/NPitKoKpRUZRO1lPsUGfH0ayUkG/yeowyq0LzOftYke0cb3S/YdTC6+jwpttToJ8W1uNoGYkLTpZjcbAWaOgWq9Q+fK8w+U+SpKaDREUw3am6XjdLCt8kTvlYc1xgS874iR41iTuDtEIThAQ9jXug3mNv8S5K/s+tkLNQGU4J660SRudohN2HVv4eKCLU2JZijtbObDdR5rj4fMk48g6w/BOgxsymgJ6PMSkx0Fe5My8E5c+lFRVh+NlIzFjo2NyvUzvPR24/emQmDOqBFmD9+Xng/Ro/pTA5fG3Uuqg9F9KryyhTGgrhw4hQ4OiAmOR9r1hK97ibNHJY3MP3Q4A0G1QPbuXco5j8/Bg+9NA6Dx3YSdXpzcovx9U87xDY1Hzj2MMXGZ2Lpak1ZUDcus2oBRrVvhQMvP4x3Jw1HlybkHTDzPLgSL9ydHv76greDO+5rPs7It8zElMPdTtfa54njuQIO82pQUJlh0MuvgKUPuf6L3N57rtEIA8PJNgDDglaie6P/kQdkOBo59SN6zRwMa7IKzV1HkOchjSIR3fT2cyb3nbd1kYg2cH4CU5Z8rQvgb1MooillyhwMU2NNK1xh4XVdHzwcNolCz4ooAU/0edwu9mQM2ZdTdMOZohwhZNioeG6qzhdAS7cAfNx1hl4Jxl9G3oFnuvUjqpWTYQqdud/RwNdF5RU4EKNJcvZwdcJj0wcY3F3lGXpU+T1/HkPv31PPjsZd9/THXfP6oSytANbcYbfGOygqTNC/P36yyWS1s/8SNc1TY4uEmxueRGlgw+ER0g9zHh6KJkSNYHBkISUlV48iofr85RdbUKzlOfUgepKpN4q/C/Byw593T8fK+bMxv08PzWTNCDh619RT0RuovjCz6Uh4E91F32hQXJe7bTnJD913rkxWhqQSLQ58lfEKg5ojmUbNeR5LNE4Y7ug51eR+bb3mkmGwHG08Z6Oxc18EuwxBP//3MDb4Z5L9pTRx96DIboBOdJvLibe1T0MLuwz42hQR7agYQba56OiQDC/6mxtoVcmKTI68SpaH3NKDFlzZ9UGAkyc+7DxHNO9k2a+IMpAD0FYOOzIchge0hjtNtB1sKW6jfKyEHqHl1fZT0cFTl7LDpdtXTLwL/QObCUeSTbHKQVf3SSzPpbhngzbmjOsBP09XhYFsAJOGdEDLZgonUhNyID340FA89tAwzJ7aE4N6tUAOGQbcG0XvXLTuAhnve7frnu9mgdzC5VZBg6YkmcNW8g6ZYu7ww7h24xnce1d/MdHp2TIInqQQ8ooV5T4NwY074LYKFpOkTs0aY8HpkyYpSTxRr6Kw4ZLos5jboXO9tXOf2XS4aLTze+xm5FYqPbd0Ls5X8LAvE0JGfyy6cKJJPXtwDBkNLFzZy83Gh/EhK78X/8+BZzsyFu5GZ+8HzI6fa3IHuY4Ri1xejbyihcjMnk7KU8FttbYOMDg29ri4kKGgggO5TNTl9syelVg61f9ta3lHG3t81vlhHMiKxKaUo0gvyyHF7oZRAT0pctSNQux2OJkdjzWJJxFflE1K0QETg7pidGAHg12f7ckT8zQZDA926oF+/yxAXnmZTmUWEX42/nAaDUkfiU3AyDaaHg1zxvaAM1GKFqw+jJwCTTOk9qEBeOWeEQhtopiApaXn4813VuNKTIagf5DLEjY5xml+PIbM9AJEnopHl161axp1I2CJh+hW8iBJ0IBzFpiGZLSTOYEbEu7eFY2JkxQOjHG92uLcVcP8ewF6FCb0UlTCaxfQCFuvXDbrHeVv98fFY1TLMAR51E99eS8yFr7s+iwWxKzGoSxNsrLCmcQTbsMFE7RH6mjC6aOAMjHXBBTfiqmv0BGe9sEky96haKsmAmkM7vZN0dX3SWX9/fMoLvgMeYXzlUelY1qzvNBu5KmINHjYlIlFfyyWvaf/tY7gsqhL+j+H1YnHcCTrouD/d/MOxdTgvggjx1F+RTE2ppzC4cwLoqpVG/cgzGrWn4wqw/e0S6PG+GvcDPx87Dg+318/xlBCXj7KiTXhYKvQSRxd/uWdWcT02IlD4Zry285O9rhrbHfcN6W3et2Kvw/jj592E3WcIiQUuTaXG8dzps1rTmPUhNo1nr0RkDcw/VAng+GHH37AZ599hrS0NHTu3BnfffcdevXqZXT7vLw8vP7661i9ejVycnLQrFkzfP311xg3zpgX/MbgaqKyjFeN51FYfUR1rLa3RibKMeGxnzC0dyvcObobHh3fDx8v3230mI+O7yuMhaT8fMz+dwVKtLsw1jAcBB2EPhcTZeatfbuQUVyM5/twrer6wdjGfWii2QsfnVuAyLxwEaK0NWAoMFhgt3bTTWhr7zEUUfmKCIyhPUpljnC1MTzZYyMhwKkr2nlORlFVChkqHhRKHmQysmAIXJ4vLedJFJWu40/q9TJZGuzp8S0XVTMMXZNC/LNJoRmTyp439oJakYDTrxR1o2FjbYMhjbqIxRACnF2J8laF5Ip4VJfLcPHiJZzJO4/7QkciyNnX4D6JBfk6xgJDbkfRpirTQUZrI7lqa8+ewyujBwuDRIU7hnbCRAorR15Jod+rAsGNPBESqAnRM73vmef/RVa2woBljqoVKQVLmKdsNNyUsMRFVEcX0q0qZ2/VcddEbk6xDg1JG6zjWT/I7azw1V97sOFANKaM6UoGQ2uiu55CRl6RHjWJvau+Hi6Y3FdhMHy674BFZYsZR64mYOrif7H27jn1UhiD4efgiTfa3Y+IvEt4O+oHeNgVCs6/MQeQvbUDmjgFaeVmBcDfsT0yys4ZpDaKV4P+j/MeDNOWrDC08ZsorS6kSW8VGjm2QWOnjrV2mlVWRCAvexqdjHWtahwyOFTHan02j5q5dsbgQBHw/xpNnH3wZOtxYqkJdztnOJPjKas8D0ml2bhQmIiTOZcxO2QgJjfpbfT+cv5BfYGbhC6JOIt7u2uYAI283fDFC3cgLasAMYlZYp7UsVVjkR+qwsZVJ/Hrt5o5B+ebCph4JjgynUGOqNtNP9wSlKRly5bhueeew9tvv43Tp08LhTB69GhkZBjmGVfQhHnkyJGIj4/HypUraXJzEb/88guaNGlyzYO/VnC1i5oPIv921f9n7yoA3Cqz7snEM5NxaWc6dXd3KG2BIi0tWry4y5ZFFxZn4ccWX9ylSGmLlAJ1d7epTqfj7vHkv/d78bzIQEtl98BrJsnLe9+z79q59+q5djapmqLaqAI19SbMWbAVVz34CXKNCbh0TH8vH8+TK6AmzvXdk0fjMvqO8d6aDcJY8DU7Cdq5S6qg5NRJRgPjzfWrhWJ3JMF8x4d63IQhqX3CGgvSekqMyQjswNw2vj/axQ8Qyn8wxGdxyeiRLNFgPFxSz2u6rgfGZT+FdsZx6EXh485Jk1psLDCazL+R8sm80tCxJ1C0hKsjyZXlY2g5DuL3lUbkAkTO7WhlnOp7R9euunkBdpZdh/WFI7Gx6HTynPwbVvuRm1hbiv2NJbh+zWuYX7bFm9hupwgMv+fPDzTKd8qUvfJ0qZxqaRshAl88CHS2wlCnm6w2LMzjKlKB4FwG7gB9Sv+OAcYC49f5O1BWXh+QzBZTkg8hJS1ShZNjiFj4qX/Ag3SizrMn6rjloAvTE4RTh2wJSjg1dH1JDthIqdm9rwzPvv4LnnzpJ7x4/URkGOO9vXrE7EmvnbPT8cH0SwS1lXneH22QOuzGApYjdSYzXl2x6sgcnB/6JXfFs33/Jhuh9HconZpxGkUVAmm5QzNuEt+Gq5zQPWkKDCrJs+2RIxJBhuRNq4fRJfEM9E25QJRQzTb0bbGxwHN0Q+099AfTwoKjzU4kejcX3S0hdVvwdHWWh1qZgWSdL/nc7ihDTd0LKCwdjcMlA1FacQWaTb9FbQh4tMD7/b9dM/Hi7lnCWPCg0FSJF3bNEkukzuZHEl9s8kWu/NEqPRGjBnTEkN5tA4wFOzmPPnl7UYvHxrdM6n+ZfPA4Ztq3bw+dTodhw4Zh7dq1/HFEx8ztt9+O1q1bQ6vVomvXrpg7N7B54hGPMLz88su48cYbce2114r3b7/9Nn7++Wd8+OGHePDBB0PW58/Za7Ry5Uqo1dLNwQd5PGDMqK6Y9WPgpO0kj5FT62nP6buQ7C0iljXuevcH2FWSt0hUd6EbmV/ZWLhyrM+anrV9p3zTLK/94DYUAkqeKfDdru2YPiw0ylBlacSCkl3krTeTIp+GMVldZSf4MnMlhSMXEqVlHXluLGity8BZrcfgb91uwfeFszG39Bd3+NcTDKbJm/Z7Z+fbKBwcyJPlz8/PfRS/lbyGnXWL3YOXQjLp2nY4r82DSNO2JaNhCvbU/YR6a6Eoe9fROJ48IEOPSIJwXeOn7sk+lBbFNlsyecTsyg5odjTC5qSIEY0tgbTceOKr8vd2ehhNtHDpPpXoOsFdTnl7wdcmDgmansiMn+KNbOyveoiiPt8G7L+w7k2U1H+MXlmfIUHb908fX0vx7I5vRZg5uFQqGw98vZ/b+S3eHSqF6f3RISkF8fT8NdkCPaYuDfn+uBoKV8Rwb1JLUQOric6fNTxdietm51eFr18vhwULQzviutTkfeQLRc+XIgK/vP8QXzWa4wlHq5PniTrPnqjjlgOXTuVqSJzg7KEl8b92g1v5DGo+xVi9uwDLXpgh1lcJ+UDf0T8dslLwxu1TKMIgKTZzd+9p8XhYnvywcxceGz8OhqCKeiyHVpTmY1dtGUUCKEKZ3QntjaEJuExfWU6y4ZeSxTjUXCSqsg1N7YeJ2afj2T5P49ndT5GM8UXzPLKiq7E7puRcFLK9bEN/nNXmOSwp+T+ag6u88kGp0JARcAUGpV1N+7wTBxsXo6BpJR2DjWRHV3RLOpcMCfloaEtgt5HjxB6+15KBnGTcEsOqGkBODo7m0HWhfxO4roJ7ymumf0wsjum9nuRJk2iKEUw9kK51p9RHaT1J7lqsW8lAuJiuPec9SI4Xh6McZstCxBumIj3l5aNaJEMOa6v24MciX95lMOYUrcFpWb0xNC2QTcAY1CYHv+6VyrpGA+fHcRQhEgpIQW0Jtm8qQH2tj84agIgRBmDCJF/Vvv8G+fC12zHD8ysbCxyRZccMO1wyMzPDOmb4O3bMsEPm0KFDSG5hblSLDAbe6YYNG/DQQw8F1LI+/fTTsWqVvOfjhx9+wIgRI4RlM2fOHGRkZODyyy/HAw88QBzmY1sGq3+fXPTpmYMdu4u9AsGpddd7lLlBLfEkAHj2Yf6+X7iZJ+sXv1+C3PQkjOnTSSSpNQcpZnIQfVeCPitq8OQbSLA7HXh556/4Kn+tmOxF3WHaX4rGgMf7TcHYVr5SbHsaDuKJHa8RLdzmbfpSaCrBewdmYGXlBgo/34EBKf3we9kC7G3YJ6IKA1P6Y3zWONGVWA6aOB0m5tyPUzOvRX7jRjHhZ+k6U+i4m9cblKxpR56m26Me7x+B1b6X/g3fpTOODIN40mx7Za+D1bYXlRXn0Umt815CNZ1hPZ3oJjYc6F2yKhtq7ThRDclFVDAGmxIZ8ZPQKe1RUoQlD1pZ41duYwFB+yeDw9WEXeU30AS7jPb/13WV3NtQTOHlCH0MROL6YRGF6JQQSK3SKlUYm9sRPx3IC/wR3+7cTVbluxlvHjgcb81bE3EsfC9yo8GWoL5Bhr5GF8meoIa63hqWLHbD3848LkvmMVzkbuYl2jqM+vpAWhV7eXg5WebZE3XckcClUx+4f4b3vYu1zDCJmw7SM81JdK05gsaUJT8ZcbiiFne9MQefP3S5cDDVmk3uXjkt0xa4M2+1qZkMBl+0dlt1Ce5YPguHm2pFAjXv9smNv5Mi3w3PD5+IBLXW+8y+vvdjYTB4DAEb/be0Yq1wMN3X7WY83fs5+n4pVlUtJ8OhgWhLmRRZGIvBKcNISZRXF9rGD8MVnb5FYfN6choR/ZScRm3jR4hXBhsPnRPPFMuRhsPOtKPIYJGekXg9NLqZMNU/D2vTW175wIaegaNETGshkck9Gzok3YHS5vkw2XwRVJ2qDTqm/gNpBqkxmIvoT+WVV9ErF9LwV5wlWdHU/DW0mn5ITJAM578K3xeuIvdWXNju0cw4mHV4tazBcGHvXnh20ZKoDJk0gx5Dc3PxC1FhI8Eg0+QzEhobzNG16iC9jHsz5OSm4fRz/3rn3ZGWDyeCY6ZFBkNlZSVZ0A5kZQUql/x+9255K//AgQNYuHAhrrjiChH+2LdvH2677TbYSKHmsLUcLBaLWDwIFrTR0FjXjLqqRiSmJoh+C+HACu+zj12IR56ehc3bDosEGyEQZMCljjkEHQ48+b9LShYbDOx9TTcYUNkcxlp2Qy4SleyuXezBCzvmYUb+Gu9D7Ila1FqbMX3dV3hvxDUYkt6BPnfg+d3virJ3/t5nz1876/fhu8JfcHnb88hb1CXiuOSQqM4QNab/asQpondwjlMk0nxiR03VNDrgxoB5xfOaQEaDy2VAu8yPoVN3RvuUv6PBspm+oYiEtg9FRqSkXAYLkeJ6bqAmk+Ai4CTBXYmq5l/J0CAD5S9CflNsVKj8xrIQg4FxSbc+oQaDB37Rrs5pqeiYloKDVdydOtzqioCk51jQtk0aiotCy066tCrY6TIrG8mA8/sqMUmPm+45C2dMOv6S2f6IBymXhKw/eP57/PHHj9k8e6RxosgHJyndFcW14rpkZCeLBoHhwH0WHvrHeXjpxbkiwZnCumEdSrZ4T2Q6dDt8z+8+XI7Vuw5hZK/2Ig8hWu8SOfCmE/2MzPyGaly+4AuKLkoOKv+o9m9Fe1C39Dt8Pu5yIesWlK0QxkIwBVE4l+jty3vewzuDn8WZrc4WS0vAfQjYcMCfa0LdYijiYqOiKEiO2ExzhLEgvfd8Lv2hojObQdEIh/5GtEq+Fzm0NFl3wOIoJRpSOoyk/PvTpZpNv9D1i1TuWUEOkndgjL/miBUyiQX7G0rDGgueSPQ+cijJgfsmdE5Lw96qyEndiVodzu3WNaLBwIbrpB6xN69jZIfptRMghYOevUHDOuHeRydL9PL/kgiD9Rg6Zo56lSSenDkM8u6774qBDRo0CEVFRSIpLpxAePbZZ/HEE0+0eF+H95Xik//7CSvnbRVhYH5Qh53RG1ffPxEdemTL/sZo1OGV5y7F7j2lWLIiD5/Ml09Cc7CxEEZQiOOk73YUlKGyvgnpifG4tH8fvLWKowLhk4w9/HHvPmjdyV17eN+XmuoCjAV/eLyxb+QtwCfpN2Bd9VbU2MLnP7CA+LV0KS5uc05ErurxBqPhfFTV/x/9FW4SVNA6U2A2/07Kiq/Up9x6qZpOwlhgqJVJSDWEdrZm2J01MNsPRRwXRyXqzetiMhjsTgvy6n/Frrq5aLRVIl6Vhh5JZ1NYfgJdi8Byp5GgV2qiTEzSvdlol2+QMzy7LVJosq8JSn72h44iEWMoEqEap8Rd3/4k3XuK0MjYJQP7ICtRXljXUiRh3updKKmqR3KCHmcM7YY2mcmYdG4/rFjFEaNQOHVEGNMqccUFQ5CTlYyU9AQMGtGJvCHH+b3agqS2w4cPI9EvYVUuuvBXzrPHA/5K+cD7+uHTlfj+wyWoKJHmytTMRJx/7SliCWc4jB/fC8OHdxbVkH5etB0788tChLxI+WFXdgTlkGmsizbvEwbDOaRwPblgkagkEytYCRvdvh0S/ZxK7+1eQxRFm6yc4c9WlR/CmvICDM9qh59LwhfrYNgoMr2kfDXOzR4f85iONTSaU+ick5UiPP3yUCiSoNIMQ2PlufyOltBzxZdNQ9/FGyZ4FfwEbW8koLfsNs0WjsDy3BTu+rlgdxyie66K7qvo1KsK835sqp5DtC2mSLuQG98f/VOmIEvfMueeXhV+TvHeIvRqc9pl9YDL+vfFU3RfuiI4RtkQGN+5E7plpGMvOwlYNfJ7dLgar5qe5esGDwwzDhfW7yvEKjKemdbUp10rnNa3Ezp2yULn7q1xgHSx4Mpkwp9Fz09mqyRceaMkt3v1a0vRheOzoecfkQ+xRqCPpUOpRbGQ9PR0MamXlQV6Ovl9q1bylQM4wYKTK/ytmB49eogKGmwpyYEtp7q6Ou/CgjYaDuwoxF3nvIhVv27z1uvlG3MtTfLTJ76IvM3hFUCeIHp0a41brjsNg3rmyjcYidFJYLZKnp5rhwxE2+SksDW2BbWJnVX8Hycja5zo0ioFNoXdy4f9rXh7xHrIHEnYVF0gDIt9jYcExSgSGu3NqLBUx3YgxwmS4i8nQcvdkOWOTUnfZSAxfiosZhaGkZRLCr/bNtC5jVDCs4UXO5Za1WZHA2YW3I4lZf9GuXmP4PlWWPZiaflrmHnoNpjssSe5D0zpLMquhjRxc1JI3aGkyVdantk+B3es+xBFzdWhJVYHRa7CdXO/oaIvyIQeXXBu726+GcIvAsHCobiuXiRhBuPL3zbi7HvewcszFuObBZvx9uyVOP/BD3H7C98hNcuIcaf1kNWp+LMRIzrj2pvG4uwLBmH4qd2Of2OBEC2hzb+sHhsL/ks4g+GvmmePNI5n+cBz6iv/+A7vPPOD11hgVJfX44P/+xkv/P0rYVCEQ3y8VpRO5drwsj4g8XxEKZ9Ii9kqKZhGuvaPjJVvXilkQkCUmCmD9JwTbbBXmyzUu6MrfEyzD26Xz5Xzo6DMObRDGANFJvmCCL5DUAg5ciJBQQ6X+ITQnC1/GIx3CZqqU9BbI2lvFOm0Lop1z7EOMSp21P6Gzw/ehp11v6PBXk5LBTmXFuLL/NuxtebnFm1rfFZfX6NON/j2ELk0goamIJpyDSYu+Re+ObQiJAH6/F49kZWQIKu38Gcc3bqcjAo2CF6ZeA6U5OTxGgvunzDDhqe8fUWVIdsvrWnApc9/gRtf+w6fLNiALxdvwn0f/oxxD76DGb9uwK33nkXzvjJEB+P3bNDf9/gUUT6Vl+PeWGihfOAIdFJSkndhx8jRcMywU2bq1KmiMh1TmVqCFhkMGlIkeGcLFiwIGAi/53CHHEaNGiWsGf/JeM+ePUJQ8PbkwII0WLhGw6v3fwWrmTwtQQ2e+L2NJul/3/NFTJULrpg4RLbutiJKLWCGQatGhjupjcN7b10wiXiMrPQETf5sIJCbVjyTBuI8xtOidWJ/cyUumPs5Jv/8KYoa64l2JPFco6HeZhLGQizHp4piVBxvUBJVqE3G9zRBecr58fmUFEm1qi19N5OMhmTBxo2lPllT3bOiZnckqGh7ehGJiJBoRZ6lRN3wqPtbSoZCtcVTd9rPxUNLjbUAi8tejLoNDwzkPbq8XWBUxEGzMy/BY11ftR/Xr36bPFeBXovLuvfF6DZtQ9wf/Gvu1XD3IKkCyO6yCvy8001f8t+0++8lB/JxykvvYsV+n4Lx84qd+DcZCnZ65vhW5FfPs7R2Rz6ufPBTrMg7hLR2KVAnaryUPI7yTbtyFJ589PyI9JDjFp7TGG5pIf6qefZI43iWDxuX78XvM9eH/X7Jz1uwekFoUn4w+nTPQbdOWaENqFxuGRFhDuavOmWnBXhzJ/fpQc9B0G84DUIrOZVEeW8KQjo09Dedjtc2rMaQj97G+5s3wC4KHUTOleO8hRpLs2ylu1Bwx98TSz4w9Al3iEVSZ3hhjja/KmFImA59/M107qPnFHL+gd28ANbmr8npGNmxpBOVkuyRY9CqzqTo+q63HCot+fit5CW3ZuDLlfP8vaD0VXI0hVajC4fJbYYhQa33Gg2e5pfBqLc14995P+KjA4FRJzZkHz1jnLd/gv9vM+Lj8cWlFyOdXhkvr1opJT77F29x/22iCMatP/yI6e/9AKtNOk8Wer3x9e+wr1hq+MeUPJYRjAZyPj0/czFue+Y7qHukQd8lFXa9ryh6v0Ht8fJ716LPgHYxn4sTTT4cJseHvyPEn3J0vDiUWiydOTOby9598skn2LVrF2699VY0NTV5ky+uvvrqgAPl7znZ4u677xaCgBMz/vWvfwku1ZHCwV3F2LO5IMRY8ICVlkN5JbROdO/JiP4dcOcVklLmLxS4j00kjzIr9ueP6A2tn1f02SVLYKaJir1DLp78OarAXyulZB1lglO8ekPabmGzo7oMU3/9Eulao7d0ZqT9ZukSMSC5pzfRORyytOnI0B7/VnkwNOouaNdqObLTPkNKwk1IMd6M7PQv0C5rGX0ndUXWqPtGTI5m8Jk2N32EuoozUF99Nxx2TnavCV2Pzml24o30VzjhryRvfSuiNEkJcOHAnVD3NywOU4Oct+7EwcYVaLBF9vx5wHkqE1r1xsRsrgjBORmsEIQaC57oU62tCZ8eXOL9jCf3mxbNwopyom4xHc4d5YKS1qb3eq3Ka6B+uWFLZGOVfmp2OnDrV3NwuLpWPGMcTZADK1KaBrr1yTHa0GBBSWU9THRfu4wq3HjrWMyccQemXTWaBOyJp6y0xIN0os+zJ/K4585YLXLUwoHn4Z+/XB11Ozw3/Ouh89GaaHOe955ywqpmZ2RKEtM53D0YGJtKSzBz/044iGFk15GKqHVJr8w44pw5MhocaimBGn7yweKw4+kVi/H1zu3I0EVOGuBnuG1CCjlBlOid2DXE++wPlh8DUnzjO1HA1yAh8SGKYK5DfOLDZCBcK17TstbT673i+ziarxWKaBVhXCIKYa69Dw1lw8gBuYyoH6UiwTkYBt0EUr649G+4OcuFJOOtUfMXtlT/ENGY4/KzW4iqFCt4bw/1PJ/ot9J94ZNg8uP48MACcmj5Cq2sOlyAO+f+hGZywHHepmBB8PBIb7HEOYimJUVFSxoa8Nv+feGjW5z0bwAW5h3ACzMlGfT7pj0i+T84h40FmabWCUMl3ft2J8qqGlFBBoQlXYfs0e3x3szb8dxbV6Nbr2Nfavl4iEAfS4dSi2P+HMqoqKjAo48+KqyT/v37Y968eV4+VUFBgUjA8IDDLL/++iumT5+Ovn37inJOLBw42eJIoehApOQjHwr3l6PbgOiZ4ZefOxjD+rbHrPlbsPtAGZ1QJcYM7oKEND3++fmvQib43/QcLmufmYKbz/Z5nPNrarD0kNtAkSlT7dA4ROlO2QQ5eoCKGuvQ2EzetDg1KWa2sAJofKueSNIYkKjuiM4J7XCg8XBYw+GCNj5+5okGBXm+4vXjxSIHFfFUo0FNs5+KvHlsVtjMM1FLC0OpJkPPcJWows2UJZW6OzIMF6LJugulDR/zGn7GCHmO4pLQI/Mj0Y06EkpN8g2NAuES63ETpEiGwg9Fv2EucZDr7dLk3pG88vkNKprWw9UWkjjMPxRuwPTu54rmSTP3bcOSIndVEYVH1vnG99qWlTi7XTf0SM3EhoLiiFQHrxJDRvqX67ZicvduKK2SST6lbagbJTeX/yg5GsYO2bc/X4aBfdqie+dj3wzpaHNUT/R59kQe96G9ZWEdSgwn3YwF+2IrKpCZbsTHr0zDguV5mL9sFxoazWifm4YJ43rhjV9WYftB4mD7PTueakj/uGI80hJ9Cv4n2zaJOZzLdYtqZS08ppfXrMAVg/vhP7tWhc2V42f4ko79xN+TcyZge718oiqX107RJGFo6vFZnjIWKMkoMCTcIv+ly04yRBdDgilXwSNniKsSdVWXiE/4dwb9VFLgRpLCVUnvDdDrTkcWOa1KKy6kz5j66dmwJCuMZLQkGC6LOubDzVsCIgshw6bvDjdzcY7I2NdQiI/yf8b6ail6zs5NAzlgGm08nghGIp2QX0s347J2pwiP/z2/zhP3jHhSBGXaMw6QvDTjqSWL8PakydheXhbT/WqnyNj3q7bjtokj8evGPe7KVIHrsHxQu+vDeEbqWefA4Uq88flSPP+PC2LY23+PfLiHHDPTpk3D4MGDRVNMLqsa7JjhudRDa2LHzBtvvCHm1jvvvBN79+4Vjpm77iK6Xgvwh0jCd9xxh1jksHgx1+sPBFs9q1dH9978UegTYksejHU9RqfcdNx7bahympOehPd/XYMVO/PFdTbqtbh4dF9ce8YQ8bcHm0vkKxF44CIKkvsv6SVAm5I+nXsoDw/0PgdPbJ0TkqrF3NR4oqjc3UPycrMh8GD3W/D4jtdEKVVP2TwWBGxATMk5E+MzfQ1njhRY8WuyboXNUU60oUzEa1refOdPj8HZAEv9P6CjydocZvJVum92uW8dtu1orntAhPgdnjriyvbISXkDaYazyGj4HM3WnaToxCPdMBGZCRfTsSaHPx+2fOIM15InUAq9/hkwpeCVPe9jbfWmgM/NDjMdU/SSJCaHVdAW+F75dPemsHWfGKy8fLVnC54cfkbM1CAWLvN378Pp7eX7JHAvh2BjwR98q8z4YT0ev2diTPs77hBL450/2JjneJtnY8XxOO54Y/S535AQWKEuErREPz1nfG+x+OPtbjn49Pf1+GbxZlS7ywgP7JKD684aiuE9A+kUa4sLIxvlHjBlSUszk8btYLLT3G5RotrcjN7GHLSnCMKhxhrZbd3QfRg6J0lJt/0penBdh0vw4cFvvHLBIyeSNEb8s+ddR6Ughs1RgwbLVvG3Ucv8d85J+2thbXqb5ERkxyKfWj6HTUFSwuUyo6n5E7F4UEPSJCF+GrKzFtHnM2mZI/oxqNU9kZgwjajII8LKQbuzkWTEfhE9iI0qFXn+2Fl3EPdvfTOg6paUBcPHEfl68vWvMEs5PUsP5YuGghHn+gMHUEGKKVeCjAXinNK41uQVoMlsDTXY3A6lcEfIkeuV6w+goKgabXNOPHYEjpJ8OFaOmeM/qzAG9BnWGQlJejTWhecd6gwaDDy1ZWW+5NC/YzbeuPV8mKw2mCw2JMXrZB8e/4slCxF1cGtSHi3O/5VQZmrEhe0GoY74hp8fWEV8xwbvQz46szPu63U2cuN9DxF7iF7s9xApl5uxonIDmhwmtNG3wulZo9AhPrCk45FArWkRCmqegMXuq06kVXVAm6TpcDn2or7pK/JAc5WIDDpPVyAp4Ro6Vy3v9hwNXC4PNKmraILWu5QcTCV2qTQzxXkiCywYxXkNL6BVZISxgi7oYY4CVFVdhIyMX9At47UAg4D7N/BrsECoaF6O3dUvo966h8aghMXJjxeXhQ0/IfC15A6nwTA7mlFkKiBhsD/EWBC/o00qI3Tu9kBLCoBOKUVC9tdVRXRmsEDYU1sh/j6tcwfsKa8MXyfez3PClV5yM5MD50dP2UJ3AlwwTdu7TyEQYufo/rd4kP6HI4sx5/bH3m1FYfO8uALLaUegfK9Oo8JN5w7HDWcPQ12zmeZDJdFX5EP+4QpiBK5ESr2RlEq/MtGcAxdHDieXOQ5W7o47dioeWv8j1lUUkHLOSpaCqEpG3NpzBKZ1HRywubNbj0X/5F74vWwZ8psOQxOnwZDUvhiVPoTmiSPbU8bhbML+6qdQ3jhb5HyJ8dNMnJlwPtrFj4Wt+XPYrVK/F5VmJLQJN0JNXvwjDY7kW5s+FaaR97OgdTyioTkKrdUHOxqbPqT5sRFpKa8Q/cgX2XBSNIOVdT7WYENhf83LKGn8js6NhdYgs83J8ybnPcrfC2xUtIsfJHNMLpSYi0nW1OGF3TNpe1xMNfCo4sSkGz4CLR2yk+hLUuny/UQNjNYbhL87WFuDwa2zRRENqyPC+aLNKN0qmZVkRMdWqdh8oIiieTQip18vKqZsC8q3PPieX73p4AlqMOCoyYdj4Zg5KQwGjU6Ny+4+C+89OSvsOpfccSYZDUduQtRr1GIJh2Ft2kR++LgWGXPI/ZOF/F/pqypLE6YueRO7G0p9SiJpYJNy+uORvpNkvUH82aj0wWI5mqg1LcTeiutDPrfaD6K8+hYxTk8pVLujEFX1L5ABMQNtMucQ3ze0E+GfgcOW544h2IUQVobhldqj5HjwJMwcX0ERELXJbWhoeBWpqW+RIC6jY/gPaukYnK4GurYJSI6fijTiqapVrVHS9Ds2ld8jtmOlGdDOwoCul1Zhg4UzF2WmQ+audjKeRt5/X9k9C0UOfiz+CqurFsFG+6+2cB8RlezvEzQWEhiRvaLn5Ax0XwsuuUf0NuI/hwPvIcFdlu+ygX3x0ZoNZAzICARPUIzTIOgg++W0QkZyArIyElFS0xBQfpj52FxuUlvnBFFgZeFJfDshcRQjDP/DkcOZFw3BzPeXoLa6KYSaxPkLCYkGnD112BHbH9NUUxIil0w+rV0HfLlja4Qog8trLPjbFt4eAjonZhxeiyf35pNzwk7KtpTu21qfjH8NmIxBafIJoq31mbi6/YUtP6gWwEka4Laya929bvw93zQLN88gh9vnAVRPu2URLfOhS/wndAk3HdGxuCja63JKvQU8eYhyTyQ7mlqmu7nQ3Pw1RRTuoMhCZ5Q3/YaC+g9QL46ZXEWaPmibdB0yDWfT+bBgU+k1aLDuEAYMywdGirIJ1Y6ECIq9C/1TJwd8srNuO74rnEFMgsMkL5QoNcsn/fN9oqJJ2h4mz829Fs5sLRnKBrUmpsIp8bQel/a9tHcffLZls/w543RNEgVxrOcQeuZmiUTqmUu2hag6lhSS2M1OaBrkIw3smLPLyaETAa6TSz6cgCVJ5HH+TWNxxT1ni8lfKNYqUv14oqWJ++LbT8eldx35LpORwKXJJnUPjWiwf1r0XxBKlfhAHvSdlUzxHdWBtBZOgp5TuBEPb5L498cCPOEdqv6n513AdwZSkKWbKlgJdJLSXYiymnuP+HiYY3pkthOcfuaA2fQjLLa9OFh6Fqob2aMkRXnYs1Td+DEOlE2AmSIK2yulBlyc2kJmC29NvDfGUeTD67UKPFcZuq44LUsyMhh2Evr/2c+dVn8XxoL4jCIm4SZ7rdJBk7clzE3kEpGFaR18VZXO69AjoleTt3JOh27i79ZJRrx9yWThRQrwkvgZC1K42YUrhg3ADyt2SMaC+DJIu6H/LYlxsqNko5qrzpyo8DTmibb8D8cWCYl6PP/lLWjNpRjZMUD3pAgC098ZrVPw/Be3IDkttiZgRwrT+njyBUJ4GlIxew15qWmMYR9ZWm01RRWCnQBlpjrcvPoT7KqLTIs9mqho+pmMhY0hcsBAE0crlWe8/kqg9Le5/imKOmw7JvKhpeaCBCWaTbNwoOYVbK+4k4wFiXrFYONgR8V0iiq8gOLGb+j9drEXjiy4R0YRYDvaqD3lr/1TlNl1FYezsh9AmtZn+G2t3YxX975I0edC8d4mMpPDQ+s91/LHdmm70cjUSVH/0zt1jEonzjEmokdGhvj7oVNOxdgObipqkHzgyIK+UnIo9e+QjfZZqXhl5jJx5AEpnR7HkiEOdn2YXDySMd07nZg5bq6TTD6cNAYD3+i9h3VCx55tpNr0dmmiYhrShEvD8wm37ijEo8/MxqSpr2HSpa/j8WfnYPvOoiMypqfGj4feXTXJU1vbSV4hl9YvbyHi80nkF1voJeJf/1qyHTtrj8w4o4G9DtWmldhafjtWHB6D1YVjKBTJ+w4KgdJ7tadcrCwcaDbPR23tI0T5kagvRwIqPXegjr0BUjhIdKNgOFBSfT8p8+yhCvZyOEhhrkVB1U00cTMP1EWKvtBCvGvwuUhWNpPh0EzePweJFwe4B+D4Vg/j/LavkULuy0NYX7MMB5vyAhKlfWFleaTrmpAgYzToyVj4YNgtRHfy8YWv7TmYKAhK2UopbEi0MybjnHY+I3dUx3b46pqp6JPNCj1dV/dQFHQalO5t3Dh6CIa1b4PPft8gf909syGXipTplM4RuIvOlW/wE+s1i1Q//6jDc3miLf/DMUdaZiKGntIF5EeF02QhT7cFRoMak68Yjrad5aOejY1mzPh6Da6e9i4mnfdvTLvmXXzzzRo0Nck3R2wJOqem4eYBQ9zvPDKBXrkyEumBCi6lGuneEQmkcbKKr52cTW/u9lVROdqwOapRUPsWNhSdjTWHR2N/1VPSAIOQRmHGaApSU/W1sJkXxuTtjgWKOAOUmlFHSd1RCApqft1/3O/95yLpb446FNR9KP4WCqL7dx4kknbdWVOKVGUjRaStIirdKb47pnV8H92Txvq2Ro66zw997NUlfPIhPJi2alBbZdZz4dzsQbijq6+jd2Z8gogaRFJJ7h4+wls9jyMGr58zEX8fOgoGG0UJzCSLm0j2kJ1qKJEovsnxejx11QQs2bqfnIUNoVMhnxD2slHUz04BOZdMpC43OwUDev9xSvX/5MORw0lBSWKs/m0bnrz+vaBKLMCmZXm4+9wX8cpP96JNJ59QyMsrwVv/WYCt2w+LKISDXU70/+LleVhEvxkwsB1uv2EsurTPFBPX3sJKNJKQ4aTnrFSJ8xcN8Vz+qm02lh8qELqmS8VxOvpCDDJSeCE6mGbyU9EW9Ew+8qXGzPZqHGyYjXLTOnHsSjTBYl0n9sncTPaYUwAndExRKD8eNDR+BKtpDlLTZ0Hl7rz8Z6BUDyKBMBQOK3fpDh+69JGk5MFGpahc5QcntGi2ro1cu9u+l4yBJApp8/mRoR7RRzqFHTryJnnQOfFUOp+BlLaVlQu8SYge6JQ2NNrDU+l42waNje5hVhIkb5OSvHifDX8IOQbJE+RB+8QUfHrmVNy08HvUWEx0DaUyGJzs3SkpDR+dfjF07vrbW0tK8ezipVhXKHmyQE46I1OamugoKYTaPzcb14wYiDN6dEYDcbUPlgQ1BORO626uqudOdxKVm+i94jMWBOw5Ou+Mvhg3UopqtASrflyP7/79M3as2C223WtEV1w4fSJGTfYoYH8RTrKQ88kK7tHzj8v/g7xN+QF9dhpqmvDuE7NQeqgStz51kffzZjIm5szZiM8/X0lRRqv3iWRD4e13FuHTz1Zg2rTRmDRxAHREia1tNCG/uJroiUp0a5sRc4ngszp1wVsbJR6/mJ08EjmqMyky2GhYVr4HtdZmJGuY1njkwDKhlGTDvrqf0WwvIyeEDk7bSrJzamk+iiwDDBQ5iZa64XKWkdEwDZr4G6EnitKRKKKhNd6B5ir5ss8ecK6bOUYZ5oMTVdZSKYE5jOzh7yxEafXJ+9Dj0ZAh1SpOSj7m3If2CW2RovX0HpKwu34nam2BZcBZPkgSI/w5UpFsiCejwUHzEJfh5vWHpXbDI70vDln30dPGkvy34/tdO4UTic89O3V46/eNGo2LevUS69kcDryxajU+2bSZIklkPJMoUZNSoCcHp7PZLgyFKcN74cqxA0VvqhmLNovSw176KesVVpJVFrcjyjOVuptniyJ+JCP0eg2euve8Ft8DNWV1mPnGPMz7eIl4xhNS4nHW1afiwrvOQqq7JPJfAtfJJR9OCoNBNGb7+xfiJgwu8ct8VRNN8u88NhNPfX6rKAP5wvM/4/fft/tYg/QjFXud6KZ3qqUY8KaNh3Dt9E/Qe0Auis3NKKrwPMzAiN7tcd+lp6FtVvRqDxf16I2lBYfEmXZpggfn3qAiUvMXR9hJu8oSvqKBHBrttdhSuwjVlhKisxjQK2kUcoJaz5c2r8LK0ntpcvH3WvOrQdBr2EkcaXKKBTxhOckzX1N9A9IzF/1pgcC/16e+B1PVtXDYNrpvaz65vsmf96CiWc0aRSCw0GBRL61HXhPNSLKgQhOIgqEhr5DNpY3pzCgV3FgnNP+lyloRYCwwDDSrNtnZJ+o5Ch883ior8VjZ3tUQRYmrnwxO7RFiLHgwJKsNVl9yG+Yd2oNNFcVQk9EwJqcjRrZu5/UcbSouxhUzvpWa8vihyUHGAoWN373wfIxqL4XJmy02fLaYz7kf6HmKcxf/COCr0vZtBgrDkyeqR8csXDxxEMaP6tbi6//ZU9/hsye/E3X1PcrfztV7sf2il3D5P87HNU9MbdH2/gxE3YIodn+07/+Ho495M1Zh98aDYb3bP3y8DOMvGoqu/dpiJ0WYH3rwGxFdYAT8hDdA92tzsxX/+c9CfPLFCnQc2RZr8w4L2cJIMepxzblDcdmZA6Pe230ystAuOZk80LUBxQLEroj/HRexcjNHc8PfXPxNTQsMBpYpZWQIFDUtp/nfRgprF7Q3TqA5whcFdTitWFLyEIqaVwQpyXHkFElAprJezEWRxhQrrE3vQaUZAo3e5wX/o1BpR0GX/BLMtVwVhscsCJUB6/D8p6aLIJWqloeejpkLaHA1Pk9Ja5PTFNZYYEjfxR7d4ERkjTI0wbfKGlp1j891ktpEhkTkayzlM/B4pXFe1+kc2fWYgvrihLNw25Ch+CFvtyil2iYxEVN69ES6QdoHGxB3/Ug61L59AWfKRvLCYXBhxClt8eFFF0gOKcKWA8VYuu1AgLGgMvlkhN+Bk8EgOW6N5Gw9Z2xvXDJpEFplRG/M6I+ygkpMH/8UasrrvflKjWQ0fP/Gr1gwYyVeWfBPtGovLx+PNBQnmXw4KQyGtQt2oL6aYmFhwDfN+sU7UVlSizlzt2D+fOYShurpwvNpc5InVOow6KDJet3hQB4of75m5yFc/a+v8NnDl3urw4TDBPIg9c3MIn5jmchz9iPvSYnPHHWIIAxU6jBeC3fDtlixtmou5pW8LyYjD1N/ZeUsdEkYhIvb3i+8RM22EqwovYcmhOCuyZKPuMGpQzJRa3j2YT1NHI7fSeRELpeLeLdR9D+lh85j30PG3hpotNE7JstBNNSxkzHGnhBlOxgoYuGwrqZw9i900ZuEYeOg6IDLke897WwQcHJbMCSDgo6L5yua0LhEq1WRBr1hMmpiMBg8j5KK3OpS3oE8WMi2N06UVSTiVUYy6upDjCsdzawmds9LR+39hr+rs2q9BpxUSz0Bd3f1eUrloFWqMLljT7HIKQ3//G2+MBaCE/b5Pf/3CH2/8MbrhLFw/RvfIq+wXLrm7nvCE0iRuw04x6hDj0y888QVEcfoGcv2dQdFfXyucjaY6IWFuwuFsSDG45e86vn7y3/NwiCKWvQZ3SPq9o8I+IbhJdo6/8Mxxc+fLo+orHIZ4XlfrUJ6bioeuH8GTCafNuNXhyLAaGAFvzzeibId+QETYU2DCf+esQRl1Q2YftlpEcfF88AjI0/DTb/M9oXiPJvi8qlup5L8nKqARsP9BeS3zQpwmjZ66WWGyV6JxcX3kIGRJ+YoaeaxY1PlaxjV6mnkxI8W622ofJ2MBclTH6wkm11qkcCbrgrvyGqgKCh702PzEZBnvumDP2UwuBzl9PwRnTQuAxrDRWQ4jIPN9B1FRPbQIVJM3F5KMmIZrWn3GgR8XJ4qe/7Q0vyq4Sg7XX+DQoVmCpfqjX+HsiG6fFDFGUWVJAXJB5Yvcg4gf7SKD1XoE1TyOTaJREllGVBnC83VkOSRJJs4tsCRp6vanYUuxsgUn46pqfjbCPmKVYsOHMBvZCzIgWXEioICzM3Lw3k9emDeut145MN59I0fzZZONQVGQuB9zuj2e+zeiRjRT75Utz/qKhuw7vetFPm2oF33bPQmB9TLt30QYCx4x0bvef2XbnkfL8yT76J8xOE8ueTDSWEwlORXSN7GSNVW6H4t2FeKmd8xzUZ+FSnawOty0pkC1kR5xY8TPZvNVrw+czmevzVy/Xi22D+bchHu/X0efiveG7QhoZ1KV8FPUPCDrabfaeN5gpHfLic/n5cbW5OdnXUrMbfkHe97/4l+X+MmfH/437i03UPYXz+TDp0nTrkTJEkzFgrxxLO00CSkpyffLTvd26VzxkKMQ5hhxi3qBXm/I6WcqE4tNRi4drWrkTijzZ/RGynyg7g0KAzXQBl/AwmFEYEcd/sumKsuoze1QhTGUViWKyF5jlJKL5PAE6pHmU8y3kzC6hx6/5CoxR0OdMRolXgd9td9IkhJnKcgJbYFngQWxCri03ZLvlp2O8NST8WPxTMCogwmh0ZsS00TP59fpzt8GUfWLRuUiaQw1FqVZFRocHbrYbi07elI1bbMI+OPneUV2F0Rvn8EX+/DdXVEVSrCkvX7kVdUIQXK6MJyiFlQkSJoZhwR2J1fhj0FFehK1I1wyNt6GC/8/SsU5fvGwjSPzHQS6RT69uQoBYO/++Gt3/46gyGWHIUTyIN0sqKkoCrideDoADcA/fnnzTATfUmOPx9MImX5IHSxMJPdl79txHmn9kanHF8VNDmc0aEz3jhzEu5b8guaKYrnv0eXmdwY+sB51lN9T03R53ARaKaPjmvVnZTJyJWaPGVAFxbfhXprfoh8sNO8t7Tkfkxo8wHRWnKwt54Mm7AnUoFGirKmuJpo//LrVFE0NJXLpfkdT3jQPGoNil7GCJdtK1wNL9FFWuUdm0szGgrjfdAGVWHiKkqWhjcpovGOmPvjmXRL59dTNYmHqRFV7xQ+6iq9GuJSkZBwJzKcajTWckO8cPpHHBkAk1DW9BN54RvonUc++FuHPrRPmkbU0NCcml5JfWme18HsDJRFIk9OYybKqIWiwCQvSL4xLTVeZRXyrrCZjBXSwjuRkTC17XickiE18vuj+GrLVqnhYBhFis/Tl7TOqJy2ePTjX0McT3FWScKFu/xMReKmuZEMBrvNjvcf+Ro/vruA/vbdr1lt00WEIRxYR9y6fDcK8orRtlt22PWOGFzuJdo6JwhOiqTn+ER9TIkthSV1sJBXNBKE15yUmnAZ+/5Gw6LN+1DXFF6R9CBRq8O7E6dgTJsOQQmn9LedLoGVuVD0lpZWeiOm9xuNH865GhmGeNkEVcbFbYegszF6dRkWfIvLv3Ifmcz3tNPdDatRYT6M4uZl4n14kEHg9lZwJSCTk4lcgTDRxORtSef50v3Kk1cgG59V4JbZrBzBcNXeSfyYN33GAoO8SK7Gl+mjewOEPU/uSnVPciZlBXzGCVlqWjiqoAghMEn+e7v5N5q8EpCacIP4RB5cPnEauqb8HZ2Tb6bJUgUtKffSmQk8O4maDhib/T4JXvmJakTaOAovp4pIgXSs5LUTvRykyl+cuKYiDjAv/DeXyzPbiTZFx2EmqsBvpesxs3AJ6m3ho23RUEjGQCw4UFWN71dt8woD9gpxCkWs4dVDwTkP/t/tLcUDV7wtKXl+4NJ6xaUNcCaFj+qxIbF7nbz366jAc5mjLf/DMUW0pmycx2ZMNmDF8j0BOQ4h6/n9bUuIVMJIUnx+WLYjpvGd27kbvptMTg1FqPfR1UyzCckImvpoDo3D2Nad8fFpl+Lv/U6R3b3C3X/ljm6hjUflUNy0giKV+8PQaqRzsbP2M5SbNrujz5FAdB1RRloe7FMosLtnx5gqxbRcRXFZ18PFDiJ3jwf3p/R+JX1+CRkTgVWYFHHJUGoDc59YIdZRBEJPC796jAXvb8QmyYttW4vshEtofUOYsbKhoUXbpBswsNUXMKjbCxqRnCsyTqFBx+RbhCyRA/fMmJxzYcQEZ442pGhM4pWdVxx1UBFVjKsp7agrwneHl2NNldQN+o/iUG1txIaDLBMO1RCbY+UO2WeJ7UVFFN2KOzxHwqt3fozZb/0eYCwwyg8Hyoxw2L+FmAl/BVwxLicITooIw4iz+uLNf3wT1uvId2dOh0wkt3I3DfOVKgjl1bjhZC5dFPDDUF7TKJq3xYK/DR6JZcX5QTcIh6y4JYMKWfFGLJxyvUg8ZaV3UFpb/FrM9KmgyYq0srbxsXXLrLWVo9xSEHEd9q/vql/tji7EDjYaWGk1wkKhWqlHMgd0vUEa9yuxUDhnVgp0BxwKcTW1p7RonzD/ClgWhvmSdmb+meLKU0hi+sqJMtT6C2Ft4DbpriCKjf+vfdkZgnzj7gyamXQf8S/LUNf8rfso+Aj56BxI1J+HrOSH6bjiaKK/E+0Tr0Jp03zR6VmpMNKaarGtZG1X8vz3jshpNlDI+e6uj+Hjg6/iUPP+iCVVOW+h2urxHkr3PTfq++7wIiyv2IJXB/6NvE4tKxNpstkw/2BsyjZP1M1WW+BtzKwpvu4x3EZ6bXil4os36PzR9uUVN7pbjQlw1BN1i7xMctBE2PYRRywT/gkkEE5WjL9gMGZ/uDRsFNpF99qY8wbijU9XuD8IWkEhc9l5YosAvn9LKmMzwBk907NwWm4HLCvMD1TIOKpoo5mVlqdOmYBLu0uNHjP05Ijau0SU3w4eW4JaA6M6Nrl0uGlJxKRd/vxw4xLkxp8e0/ZCc9z4E+l4+Jtm+ncvGQ0p5PgwCA8DU3zkZjqKyGpPjWmf3j3xnF73D/qLjyX4WvNn/P2jUBB91R9iP4pEYQS0aH/OSmi1I9E/6wNsKb+JaEe1wsknHTFFmxXx6Jf1Nsn01mL9Ydk/o9ayTiq/SvO7Ki6RC44Lx1SGYQzURF2KhHGZZ4hqSXOKZ9J1t0Y4DxRVMxlF/ptkpknYXnsQD9a+jzu6TMGFuS2UvYT1FFmubCJachSk6PXIKygPiJZ7x+ZHXw0Hg16+2SGjYHcxfvucaWShiLWylvqvkhEu9xJtnRMEJ0WEITnNiCk3jA1/B9IFuebBSTA1E2GGjAqFzUVKjbTw3wqbuy+CG07mxMdYLCFWY4ExIDMbr4w9VySa8qTC/3nq4rciY+GLcy7xVqlZWLoT80u300QieZYDF+CVvF+xv4ErL0SGzRm9/B+Pw+ayIF3X381fDQem2/ifGA596mmyd4hyqpxUJR2ONGHy9MyLaD0WwsNVQq0ZTkvvqOMLGEHzV1FuWxJ8zTNCPlUZLiVPEk/aSlljQRq19J/3b6UUCbA7OEk8E3plazpOOy1O4e1JS7gWOWmv0nH5Jh+NMhltEy9Cp+QbKLQ8FR2TLkCnpAuRpusTU3JvqiYD93R7Gvd2ewbDU8fJnwMaeK23YVvgNjmIXmquwXv7f4i6r2Bj4fJZ3+D7PbskYynCLGbUajEiV4YDy0aDNvr8F6/TYHBPeQ4tV6RZ8StFLvwS5ILdkKLLdrw8N5upiaOmDPnrq2BEW/6HY4rJ148ReTB8fwSDP+vQIxsjJvSFie4/2RvY/VnAVxEiEWK7NM8nRWneFozXxk3CQJITDI4cCieMe964a8AITO3Wx/sMPLTpWzIsJCXYf2GHUrW1Cc/tIOdJDLCLpN0oTS3JPZRKTo9YoCYF2B9K8pyLvhd+MoDdS5Xk9S4gx0ejU2pyGQoHdAk3xrRPL7johYOpVeGOhz637yDja3dIrwZdYst7BCniskQunc5Vgi76LshVmZGjaqClHu10bTG41VtI1vmaqLIMSNENRTuKOLRLJvmReCFyEy+lKMXEqMaC5/dntDoLL/Z7Ddd1uAmJKrcTNAj1Nq3bWAiVD4w3985BUXNkL34w5u3Zg8u+/kaqihRpjLSc36sn1GqlrMxzqiPPh/ybM0eG9rDyYOHXKwX11AsRsiG5Hinb3g9qjQr9Tv2rKKuKk0o+nBQRBsa1/zhP0JLmvL9YPBJctpEjDlqyVG99+iKMOqcfbpz2rpgv/C8P/y34oWQ8CPaHe2ZjYyISOETZr3M2MlMCvbiVjU34atNW/LQjD01WKzqlp+Lygf1wRrfO4jfndeqBkdlt8U3edmyvLBU5DuPadsJZ7btKTbLcmHFolTdJSU7PZGHyXcE6PNArcg5FkjqDlHU1eavDh5K5lUyGNhe5+sGinGp4SIm2XJ5NdFSmMGwnmuzqG4keFCQkPKJVR6983ELJEwciFTdVqTojOVXKq3DadsJumkkTfalITlMZLkScWhKMIYgoDMQKJBAOho48Lgm69O9gqbld8GIjXV1PadM49UiUVlyKJssSkSruzzl1uZpR3/QRGRP5yE77mI7tyD5KuYaOmJidjPnlq7zKuyhZzSF/8s4RKSnsb53038Lyjbil8xTyMsZWIeW9TeuxtbxMut/oUOLs4Sexu0eNQMesNLRJS0JRVV1QwIyeOx0ZjxGYetdMGgpdmC7pzQ1mMhZ8xkEI3CX+WECEGHz03LLnaOLNZ4Tf+RHGyVYF42RFZk4qnv/2Tjx1wwcoK6wWCod4nsgw7Tm4Ax5++1rsJSpcU2MEZYivNb8opFd1kzMiLclB8uis4YGKD8+DS/fn48t1W7CztBw6tQoTenTB5YP7ITspkWiLWnwz6TKsLC7AD/t3od5qQVtjsogqdEjyRZU3VR/CwSZJ4ZPbPee4LSjZiUpzAzmCIiuiSZqOKGxiuRn+Ro1XZcOoaYM2htEi6VnewJB+X+80ICPOxKNAumEC4oguWmXx0IMCB8vvUinS4HncpWORorj6pKdFPprL2QyH+Qc4LavFOnGaIVDqJ9PzLhNBdcRINeH11IHXRm2YJqLsloYX6FB4/NGQQIbHdjRV34Qyh5TL5X9cTvtuFFdcjJz0L2HQcR+IIwedUo/haaOwt2EPVlRS5My9d7ZhuXRqjTf6HF7G/VS8Gjd3jqw/eNBIusy9c+eF6VXkA+sFGeTMuaRPb6zGIcxdE2iYwV1MhvPdhN4V9B3rbWxkTzotjPwncOKy+CXJAIVWQ449n97kchBlmQ2aMJFE1kEm3jgOxpTYigH8WShOMvlw0hgMXOXipscuwEW3jMeynzahvqYJWblpOGXiAOjjtdi47iAOHaiUDUJ4jAZ+EjhhnWn6gufORXhCjXRpUqPltimBVQTyyitx1effUrjR4uV2c/huVf5hnN29C16ecg5FDOKQro/Hbf2HRTyevPqSiJ0nWSDsIk5iNGhpYumXPA4ba34PM8kTVzPOgB6JI8jDoUGXxIuxt/7bAOXY8zf3X2B7yqVIRofkq6F1VaC28ZWw+2YyDm/CzGXU6L1G2YkMhXbQGy6ATn8ufaKCtfYBOEzf+FF9lHA0f4I43SRokl8K8N4LUAgXzkiRFTb45JN+45Q50KfPhrX5O5hrfR2W5beiQEPTf2ByNrmNBfe2A8DJ7wtR3/w1RZqiV/1pKVK1qRiQ3A+ba7eK680UJVaXmQYWeH1CYSfPY5GpAt3Vvi6h4cD36qdbmZ/sNkzoYgnDIYjxw2Xy7j1lNKYNHCCejxvPHIbHvvotZHsOCn7wCOPIaGBj0dNzgf+76pwhuPrc8BGAhCQDVBqiulki85pUFLKyCsVN0t5YkOnoOX9q9v3IzI2cZHpEcZKFnE9mdOrVBh+u+Cc2LslDHnGYOYl+0Jju6NxHinY98uj3YX/redpcfm+0DWQwxJNbh++/oPX5vh/cIxcDu/lq6fM9+uQvC/HlhsCk0Q9WbcDnZEB8cMX5GJSbI56tUTntxBIOefVc+z/yrcXP8P7GiqgGQ6fE87C9RmosJg8FuiZJNfuHZz2EWfnn09itwWdFOm5azNDCoO2HXONkVNY+CaurRnR4ttD8JZGepN94/j3oUCE5zoUkklXx6i70/A+EJv4qMuo6wWndDEv1tbRirXvrdN7Mc2Br+D9oUt8X/XcChxpjwQeii4Z8ROddm3ADNBSNbqq8QCj8kWGHveFp1Drk6u4xpOhPafUd6NB6PW0/tt4cLcFpmaTvVEpVmtiRJ8kGTwfo8PKBDYwDjbF3Av9x127RnyHaVNYtIwNvnTcJSTodxg3oTM60RNGwjfMSvCB5wFVg1c3sGJJ0NzF+UvKziC3y0n0XIMkY3uDJaJNKOgjN/DqZ/kQkoxREh1KYyfFkd3gLZHheTzl/CK5/6q8ru42TTD6cNAaDB6lZSRR+Di1l98vPm72KSzjEkWfTpaYbjtbhcNp5I3vBqlfgh5U7hbfI8/sUsoAfveZMDOzqEwb8/c3fzBbhOv+qAJ6/5+3ei75rN+L64b7wZCRo4vjShPd28VSgU8bGwxuXdSV5o7aS16GM7k3/3gRSyPuC3HuEscDg6hYaWofVNc+anso/nsoXFqcZWfpRyC+Xr+Xsgecs8HYccZnIyOKeC2R22A/A3PAKXKRsw7HHPa15+LOSoug0/wRbfTo0SY8GHrfuPLga/+03ulDwOpEQp2wV23NOni2P5yb85BtHRtNHR8VgYFzX8So8ueM5FJuqvOcz1gCmNnIRdy/qLWZUmQJ5qWw0cAqFoOa5JAXo3J7dcONQn7I/eWhPFFfX4Z1f14gETxYK0itdHTIaXBSlYyWJhcDIPh1wzcShUZsearQq9BrYHltWRc6luO6JS6A0m7B12S6xj76n9MQZV52KeDI4/koI30E0D9JfMpL/IRYwTWjw2B5i8cfhgirs2lUc9nf+LgNxuele79wuE6PGd8cPm3bjcBlx10X1HEkJGj+kCx659swASsasrTuFscBwBMkICyljt8yYg6V/uxF6dfTnlksjx6JncPJzNMSrszA4/R6sr3xRpr2lApm6AeiaLJVqZqXXRfRVn5kg/ev2oQnjiWmtas1ImMxz6Ti50RjLDqKmkgfCc9jilT5rcqkFPamKPHVJyY/CaLxMbN9hnkee/tdJDjCtyuM88BuXqwnW6mugzfhdOIJ8B0yefEW8+D4sFBSpoShF2K8pcqEQSczRYBYViUwRI94Uv+dGdCTrEvRHPvKZa2iLS3Ivx4yCL73GgtuNEvH+4DW0MeoPjD2VlcLZGdybJxhvTz4PORQpY3ATw7fuvhC3vjITJdX1Qn/iXCHh4KEbwkaRaCVdWg3pXN3aZuGyswbi1MGdxX4iYfxlo/Dpy/O8Rl7AcQnr3QVDRjKe/vI2zP9iBapKa4VeeOaVp6Db4I5HpBHgf6t8OOkMhnAoLa6NWv3CM5kprS5cMK4f7rhJ4pDffsEoLN68H43Eb22bmYyRvduLh8Efi/cdRHE9h8rkwZv+eN0mXDN0YNQHgjGuVS/MOrxeeJbD4bSs0Dr6wbA4zGh2mHB5u8exoXouNtT8BitxVhmdE+gBzbyEJh1fp107edR5cufSbxG7WzZ+Qa98DsKvx4LAI9ZSSRjwVptr/0ke/o/Fb0XwJuzDS9Sn5s/hMt4t6EReGC4h3sqnNIRqmX0zjzFLSnqOgDgll2uLPKXytw5vjCfSI01eRtvRq8qTpE7C9K534u9bnvR+plbSPSGaeoRHpjYF7eKjG0Ye5UP2bIiJ3a+KjDbQo8PX7razR+KcQT0wa/U27Cupwqa8QliaSQq4BQNH7IprGzBz2VaMHtAxpi7p3JU3EviWWb80D//65CZMvv2smI7xqOEk6+T534ryitiTXflqGgwaPP7YFOQQ1WnaJSOwYfdh5BVUkPKjFMZxTkYot/yj1RvDzjpsNNSbLfhpex4uHhA9r2tURhcvZTUcuGFbr+TIpSPZ2K621iBFPxantMrCrtpPiMYk9SnSKVNFZKFH8hUiD4FhJyeKZBREVkYtjkpyRHD0MVB+eaZ7z6uS9s815fTqjkRlmSLoqRYyBOCsiDJHc94hGRZNX1BA+X6/7ZNnOuF2uBqeDz8+linBkesgxKm6wGHbEkG+SWOL7nN3lw+3c9nVo0OVPD1rArbX5WFTLY9Xgl5lQ7NdFDGX/Q0btqPSY88fZCM2MhnJt54/WF+a9cQ0LNy8D0u3HsCB4irsza8AizCR60iqUDPRiDblF0O5WIlRJCOi6UeVpXUkjyKsw40VmVoYp8Sdr0yL4eiOIlwnl3z4rzEYUlMTIkYYxKeeiZDefDtrHcaM6oo+FMZOMRpw/inhOXWMDYVFgrIRyQIva2hECRkVbZLlE5X8cVn7EZhzeINUcSjoO2LuEdfVgHNz+of9fZWlAj8Xf4uNtavdiXFAz8R+uKztk0jXZohGbUxXCkYCUViiTQzquGTYRZ5AJKPCnQcQl4q0pMdhNFwoogqSscCmgzOGEC2Fei3Lia96rm+rceQdSv0Crppbaff76RPPNmgsqq7kPHpLntvqhzhVDpTaU+GgbcsfA9MFOMriOQ+R6T9CSB1FFDQHej450qOOs0cMO1/Z/kzUWc346uA6fH9oM6otTeQpNOLi9gNxaYfB5FXUBkzyo3PbYWVhQdhyeXxfT+gY2BXcg/aZKZh+3ql45L2fyStIxoI/IZn7YIg3Lvp+Ln596WZSqiJPO1XlkZU33nxpjOXzjjpOspDzfyuSWxiZ4k7PL780Dy+9fLkwnAf3aCuWSEUF9hBlNRKYprShoCgmgyFLn4SJbfrhp8ItYY2G6zqdQvOE/LMmcikql5OMmIsyi1QNLlFlJOVzCqa0e5GOyUnyIZmiJoFztF6ZRuPU0TxhjpgTpyfZEjWRmiOXtFaifgw6pz1Pf5tgrrqcvmiM8cGhPZl/gdrPYBAwXE9eXTNt5i33/O5xbJFjxDgdCgPtIwo08VfCZvo60uhFz+dIHZ79xxnHUY+jiCJToIxIVJvdBkOo7IpTxCFDm4Sxmf2wsvwAPt23GhuqCsR9PCKDIsGdR2BAWmBRijO7dMY7a9eF3T9H1/q3bo1UQ6gs5Pn+rCHd0b9jNs67730Q+ywU9Nl6Mrq/W7QVl585MOKxlheGL8kdvF6PQdGbvx1VuNxLtHVOEJwUVZJiweln9YkYYUBQmTzm1c0mGlOs8FTXibpejOGwDgkZ+PfgK0XYUEoV9lVUStEm4J1h14Utm1dhLsULux+haMIqr7HA2F2/Da/ufQYl5mJZY4GRa5wS5Uji0D7xElEOLtrtE0c80XatN8MYfzGFIkkYNL7T4huPw9PBUKjaQ5E+l4yDT6BIuI2W26EgI0KRNhsK//C03PacjbA1fUbnUiuEoa9lmwcsXFQUKpfuFenb8GeEV2OKVn7ldDRbA+t7HynIGXAJ5EHiak2eNSQ2sDTOqbnjsYe8+uN/fx5v751PCkElzE4LDjVV4aUdC3DJ4vdRYwmkIN02ZFhIgx0P+L7rl9UKI9qE7w7aZLZi3lryonk6TAW7Eunj+mYLFm2KHo1JTiODL8pjYrPYYeGKNscaHoEQbfkfjmt07JSJ3LZpMXYglrB50yEUFVUfOfng99jEgof7nIdTMrt6i2BIMkKasa7sMBJXdwyfaPv14W/x4cGPvcYCo97egFlFc/DWgU9EtbdgY0HsJ06LjokTI1bT42hE2/jo5VD5WHOTp6NH5vsUNU2FvfkbelY4Sh+LEi7BJZOczDJWkXAHFJnLyUD4J3GuboIi8XF6v5LYStxTJzKc1q1wmGYTi0CK4oRORiQ1lCSD6D+WztEzEyh61PAu6oi66qQIzdFA8BSjIRd+hq7JU6IjYI0sij5f024SLiI5cP2Kz7CkbC8a7RY02MxYUJKHK5Z+iBkH1wdsr1+rVhiW28argwSDZcftwyPnZf7n+xUR+m1IQ/zq9w0Rt8FIJOdvLKhtQdTwqMEV43KC4L/GYBg5uiu698yWnZA918vl7r3gcifgHMgvh8Vmx5odh7B44z4cKmU+pjyGtcuNyu9jbl/rRGPsY6aw86/j7se9Pc/Fma374Kzsfniy34X48bR7IjZt+67wU5gc/vx7CfzeSQbEZ/lvi1rOctCpMtAr7YEwFS3iYNR0Qqfk8tySpAAA+B5JREFUa5BoOJcefvLwUDiNl9CJQImk+Iu8oV+7dbWf5yh2xKnlaVdCKGhHkGC4UxIOxEmNZow5LGvQXD4c1vpH6O8FHEeQytT6MZSV2jGIT58FjZ6rR7BBgbBPteeYLS47qptnYXfpRKJqccL4kUU3Y6cQhYMPNUFtFZ4krdJBXGUnLmhzCp7tczu+OrADH+5fKhKfPbq7WuUkI5h9kU5hODy5JbDk4vCcXPz7zHNEpS7eEyse3NyO0TszCx9MOj/i+V21/aA7ShdmHfdA9h5mqkFkjJ8yKPIKdOIrC6vwj8vePOZGg6cKRrTlfzi+wff2LbeMi6zQyODQoSoUlFRjybq9WLstHxarfLI+V0Pq3TozpAGYPzgHaFj78EZ5yDbJmfTqkCvw6agbcVHbwTi9dS9cRYbCrDF34r5eZ4d9Xg825uOX0l/DOie21W3DykpPh+RQ9Em9EfGqVjKqsjRfDMl4kOiLA8kIyI2iFcUhLeFS7zuHeS79G2M9czcUYh9hvqPotoIiBXHGv1FU4bJAaqsMuDyqpeZOWKomEx32M1GRT6lQiQafHhmhiEuH1ngf9KnviSgMn+PEiBXypGO3Ow6iqvZhFFecR9eZE7iPLHoYu3sbfnqgV9mRE18nGrnFk4OpqzENT/SehgHGwZi+djb21vuMRQ84ss4jfnLzzwHf83H+Z/J5GJAtUdyYTcELf85l4p+dcAZO6xjZm896VDSUVnKCdOR7oO/ILmQ0RIjYuB/idx79Dit/id3pezSgOMnkw38NJYmz5J97+TI8++QcrFm5LzCBlLnWGqk8nni8RTEGBRpIGTnrb++g0eTzcnPVi39MOwPtWgU2ThvdsR3apybjcE1dWFrHdcMGRRQYcjCq9YKexEssqLFWYWe9j8soJxBqbdXIa9iOHolSA6BgdEi6TBgOe2reRb2VK0VISjVPnlxu7nD9DChoMm10af3NLWhIAeeEaW5ipiAvU5rokOz+ViaE7fGcy3nfpCZqRCMLKn33R+G0F8JcQ3xGb8TCL/mbxsslYvXpPxJdqaP4LDnxHpjMv9P6ZnpIpCRw98CkIK97yCa6WaR6H9L2DlXfh3gSljp1pyMybka6NhWDU/pRxGhrgBHIY+DeF5o4B4anDcRNnSZjyuLXBP3I873/KxtHLooHs2LyW9EulJsakKn3GbCTu/XAmHbtMWv3LuRVVRJVSYUzO3YWxkQ0YyyPO3N6ogsRwHlA0XD6BYMw55NlKC2sCW205enHYHdg14aD+P7dRbjs7glRt3nUEIuH6AQSCP/NGD6iMx57/Hw89+xPsFiidTSW8M43K4hq5KPHJRi0mDZ5KK6YGOrAuH4EKWrfs1IcCpYLTOc4u2dsvQ484H30S2krllixqGKJUC6DHUrebdJ/C8oX4ZSM0bLf6yj6cGbuB9hW9R4ONPxEziczkuJMSFdaYVBqobLMQI2CG5gxbcf/EfCQlCSvfSop82r/AhR/wPuu1J3Z4t+Eg63+WXeSNUKiHOxA0RiuI/rTQ94S2kr9VFHhLz5OKdgLdX7RfH8qkE+Nd8Fq243KmoeRlcalyI8czmjF1ZKYYhsIrmpo1FhpJDY82vsabK2qwYf7whuDvt/FkeNpHR7t76MDc+WjGZdegvVFRZi3Zy+aiWbXKTVV9FxIM0Sn9NU2xFKqVnoWovVRuO7hKXjl75xHKQM3FZbx4h2f4MutPUQFvWMCl3uJts4Jgv+aCAMjPkGHp5+fipvuOh0utUI0EHFoaeLUSU0/PNfN5W4AUtTcGGAsMLbsLcJ1z3yF4qAOnnyTv3vJFKTFGwLUX64aw7ikf29cMahfi8dcY23CO3sX4ZyFL2HEvCcxefGr+OzACuInyldQKreURt0mC4QyoiVFQuv40zEq+2PhSWLOPKfXOcG8yEMorn0WZSLp2f9OV8DqUsJMS5wiGe0yviLuos/joFT7Eqvh/qUnyhFMuZHeUzzDEDl5uSWwN39CG2Zl1Rkmga4JdrNUeYGhUXdFq4yZUJEBITzuYuEkN86sUMDkjCODiWtHBT9CClQ0knfqCOPmTleijUHqFurfXI7R1pCDGzpejtWVB0T0IFIipJIiEZLgdmFHbWhZvWSdHtf2H4jnxp+Jx04dRzSktjHR6BK5gWEM6/mXmQwHAz2nz395KzJb+3dmdx8Te58sktHBFTd+/Hip6L9yzOARCNGW/+GEwKljumPGN7chKyuG8pz06O+vCMylaSTa3ZtfLcN/ZoR2omVj4JZRQwPkAoMfG6NWg/cuOx9ad+POlmBt1V7cs/EjjF/wGM5Y+Dge2fIlttcWhF2/yFQU1ljwzL8lpshyRKdMwZDM+zEu4zr00RSjvboaCXGNxE+vQqN5AUpr7yOb/rDvGN2v0mzpQorhEmSnPBGwTYW6F/3bktKjSlLaL2nB+uHhclaLIhuRHlaHyGnwGZLqpKehJCOCC4gb41RoRdH0BNFsT3IheQymwFnRgSbTHDo30SOtLUFbQy6uaX+1kAn+kQZPi9gbOlyLHH02Ptq70i+iHh4cadhY5bt+HrAsGNKmDf45bixFFc7EDUMGx2QsiLHEUOwlLZH0pxjkyITLR+KWp6VSvwL+5be8DT7JoddkweLZgfSqvxSuGJcTBP81EQZ/XHzJMKRmGvGv536Ei5tEea5bnGQscOdPByuH+tAbl72zTWREfPDjGvzz2kDvRvvUFPxy0zTM2rYTP+3MQ6PFgs7pabhsYF8MJ8pSS8t5FTfX4tpV76HC3OBVAguaKvHyrl8x+/BGfDjieiRpAh9WXVz0ztMsELjxSzSsLb0JZofbsHAPXUsqM3vc5Y9EQd8qkZH8tGB32hylXg+SkhRvpWYEHNa13vpDTHmRIglSgrTnVRojhTx1k4g6RII3jvi0qt5/qhyaZAxE4saS553XSbjN+4lW0x85WUsp0rAMBZWXipGZRNmgSONwoMEc3YPTUhjVCXi69wPkRVqDReUrUG2tRaomBeMyR+GU9KFEJdJgQ9VB4QkLV1nLc/psFvaIxeHjXRtgVBowKEOq/e4Pptct3HcAs3bsRHljE7KJSndRn944pUM7WQ9Q/86Rq7EwuOjAKX2lCE40pGUloc+Atig/WO5rqMuGQVD0rqa8XjR74/4NxwIKJ3eFj3xfRvv+fzi+kEhKy/sf3oD77v0Ku3eFr1VvTyCHQRhh//mP63D+6f3Q2q9aEj9j08eNwmldO+DL9Vuxs6QcevKWntm9Cy4a0Fs2YTQaPtg/H+/TQm4aMasyFpdvx4KyrXiw5wWY3CaoTwGBE5L951o56ChSEA0myw5U1D0ca4Ndr5vDoO6LBIo+11sPkPe7I/1eoq2qKOJgNcfaoZ7kNHn4uVeC024X1NU4LojxB+GwrKB/I/d+YaeS07pOFMwQI6BIgybpEbiMd6Cu+i6YLUvIaRbqQpLZG6zWLVDpT//D45XDaZmnokN8e8wvW0gsg508QvRO6oXxWWOFQWF1OrCtNrKj0BvAtSmRX9uAD3evxYUd+5CeEXpvFtfX46vN27C2oFDM7aPatcXUfn2QkSBPFxrQNQdrdxZEPoZBnWM+3uFn9sHbD38TOPggKNV0HLsjH/PRhOIkkw8npcHAvGYuzRifpA9r1Y4/rSeyW6fgAeK51dU3iyRnntA5d0Gn16DGQMplXFBlLIUvwefnVTvxwJXjQiq+GHVaXD1kgFj+LP6x+VtUWhoDPMYedTq/qQLP7vgJzw0I9LDkGjogWZ0qaEfhoFQoaSKJXImgyVqIWkso/0+niB6qz6+6E3qiyfAJi9ediiyaVHWanjAk/x8aK6eQN4e7AzuEYssKLp9PqfkRH51o+UXc1HYwV/uOTaHsAI3xAZpkz466f1lEqOrhXUVmHb4n9LqR5FdSx5yMZ7VHaiwXOxpsDdjTSAKRzlP7+A7I0Gbi9KxTxCKHWB0VTpqgXGQwrCg5hKXF+ZjSvhdeGDlRcFIZjeTBv+G7WRR6LhbGAV+f7aVl+CVvL8Z26oA3Jk8M8YT27tAKPdplYndBeVge+MWn9YNeG76cYX2dCb/M3iC67fbu3xYaHacUusJ27RTg/AxSuo4ZYvEQnUAepP8GcESqqd4MtVYl5no5GIha9NrrV+Pll37BvF+2cj8oQV3k6kJMP3EYlbAa3P5yugft5Kex6+hu5ZLUNE2oKQD805LtuPGi0MTjAW2yxfJnsbF6vzAWGB5jQfztdhj8385ZRFVqT3NHZsDvhqUOwbY6qXSqHNgrPTwtcgIro6zWV+o5drhgsW3BiqJLhHNJQ0p+p6Qr0SX5GnIoDSGj4UbYm94To5CPBrtLrca1Jjn/PcC5BgIqkg2ToU96DApyMB0N+SCtJ1OEg/bn0vQTTTxjhd3x52UE34t7Gg4Qq6AKRlUCeiV1Rbv4tri+4zV/cruckxhHBp0Nz2yaj1e3L8NHp03FwHRfdHju7j2458dfhGzwFMvYUFiMt1evw9sXnIfR5FgKxhVnDYpoMKhIB7thcmTq9boVe7F90yEYSbcbOiIG2i+NTUty5JjB5V6irXOC4KQyGLav3Y8Zr/6KDUt2iYvAiTETp52Ci287HToSAKKtOS0eI6JHt9b47vNbsWR5HrbuKBJK68B+7bBszyHMJYOAFRXSqyQiYAA/2wUbTco/0Tpcc9uo15JiLAmeQ9W12HxYUrR0pBz9mLcbKw4ViP0OzW2DawYNxPC2gYlapU0NqDA1IUMfj1bxEqd8b30pNteEf7g4T+L3kh24r2cj0rQJAdzDc7MvwheH3g3721PSz0CCKnLydUmzj57jD9FrOIpB7Is/UDTGvBwHLeehQ+ZsMhp6w5jxC8wNr4tuy0xxcpLHXkqOI56lQkeeoj6iVJ7LwWVbfXA58mGpvYX+eoUEw/mRByADsV3L4ghKv1KsIwf2JCXqz0K9aZ5EzfK/FYLAt4nVVQuLvYSUaolC1FJYnVZ8XfAFVlYtC6hy1TuxD65ufwOSNfICcVBqe3ywb2lU7xEbCwxPrs2c/B1ok5CEv/cfI94/8ut8bCyWPKseYeBZd/GBfLywZDkeGX9aiGH1/C0Tcf3z36CittFXWZX3S8vgbrm460J5Q8dud+Dhu7/EpnV+1/zj5dCRd8hOz2C4240jgQNGd4U2jNL3VyCWpLUTKantZIaZHEnffbQMP321BrXVTeLmHDiiMy67+TT0GdzBa0x45AM7ke67/1xMvXQ45v++HTU1NEdnGDFoWEfc8OQMaX1a1ZzEVoJ7J2xg0wW3qBT4ZsMOnDu2t+gonW6MF15YG93rq/IOoZr43IlEvdtnqsY3O7ejrKkJ6Xo9Lu7VB1f07Sv44h5YHQ7sr5YcQMwZ58IEjG8OrRQOF44GOmggVjs3VePO6k6aexw0ryow6/BqTO8e2MhyWNpQzCn+CVWkaAZTk9hY0MRpcEbW+Kjns1lEi/8Y1AqH6FxvddZgV83r5Bw5gIEZT0NlfIioST1hb3wXLvsu96Ay6LxyJ0iaC5RtaE6ykAd8I33hCuy6bJqNJtsOUbRCERd/RIprBIK8xSr5nLp4/UTU1HPju9hgoUgFqdAxrx+MbXW78d7+r1Bi9iUms9FwRbvJFFGQzz3RxCnRK7k1dtWWRqStcvTZA16ryWbFNYtmYNGkW5Gmi8eeikr87Ye5IVX1PA0Ib/5+DubfeG1IgRfWlW6aMgLvzl7ldUR5ZAdT9J6/4zykJ8lft5WLd+P5R78XFCMP3nuFCAGtkmEqJwdkmAqY3N155Nnhy88fbShOMvlw0hgMy37chGdv+8jd6U/6rJ6EAhsQC3/agpT25P3celgoMr2I6nDhVSMxYmwPESE4Y2wvsXiwq7xSMi4EETEoc9TzN33/9OcLRIvzOJqYR/Zoizryvm8kK9sD9pgzzcnJBi69zt+7H/P37cc53bvi+bMnIK+2Es+tX4xVpT7DYGTrdnhw0Bjsay6KeszsSdpdV4JRmYH18YenjUGTvRE/FH0t2OpsRPDDyX+PSh+HKW2i16F2OuU9Lqy+sdEQHhJ/02+UojRqSc3D6JA1h85VNkUaniVP0FP0eQOdSu6q6fMAmCo5quDfZ9q3XYal7lEodefQb1qWxKQyXC0qI4UHCVjDVWG/zUy8gwyG37zjkMvv9cyfFCBHtel3tDZe3aIxMjia8Na+V7GrfkcIZWAnffb87qfxcM8nEK8KnVhHZHRC2/g0FDXXhKUlWS2hzXx4Lx/nrcdtvUei1mTGz7vzwl5hfi6+2rIVd48eEdLILTs9CV8/dhVmL9+On1buRG2jCbmZybjg1D44c0i3kGaHnu3dftV7OLivLOQZM9vIWEpPhrKqzmd6+AkGFhKX3Hnkkh7/EE4yD9LJCnOzFQ9c9wH2kGPIq1zQy+bV+7Fx5T4MO60bdm4qQANFudh7OeGCwbhg2iikkoHQtm0arrt+jG9bFptQcOy0HUui21gIlg+EcjICzn7iQ3HrZiUnoF/7bKzZU4C6Zt/c6lTSNtJozqDHuclqxYsrl+PdDevw5rmTMDQnB2+uXYNPN29GrVn6TTIZEtP6D8BtQ4dia12+MBYazUQUdSj9bjQlzFY1OWhs2FITWpmGDYKHut+Hl/e8hkJTIWcCiDGyc8KoNuLuLncgXZsew1mNvfxpyC+9XYklFDb+jLbGyeQ0G0oOoSli4RLYQp7E+RRPO1e6q7o47Hic9jxyRn0JbcKNLRpPnLoXGSp94LLtDHNc5FDSjCJqrHxVJo26mzAamkyxVXoymX6hf0nj/QPYWbcXT+94PUQ+NJDMf3v/F3RPODChte9+9ce1XUbi3nUzZb/zpokFNQVl46LJbsO3B7bilp4j8NnGzWGdOLwJGzl5vt6yDX87ZWTI9zdSBGFQ91x8M38Ttu4rIWM6Dqf274SLx/cPKSTjwfpV+/DE37+S/a4xTkXXjRb/6mSekuhk8Pce1gldB4RGO/4yuNxLtHVOEJwUBkMTeWtemv6ZpOQHWZoOogiV1JpRuoW9/NJnOzYXYPvGQ+hKtIcJ5w/Eaaf3QrxfFv3ZI3rgw5/WSNWSwlV+cX8WR/epI86FxQWH3NWV/FYR5ZdcUFppHdHWWPp87q49+P3wXtji7SGW/moyHi6a+wVuGxiZMuRBOE/B+KxzMTT1FKyvWSEqJ8UrE8gDPZIEQWB4OhxSdYOAwLxuAQt35XTZIkQZFMJ7FDxKk3U9haL3Q+uuHsRee4UicIJw2gvgtK2JPDBXPUUg5pNA8VVvCLsqCRyKBdF+kkS5VJXhGthF4ziP3xve0Lc6YTqFxMN7IvSaPmif8TEOVtwMC4Wv1Xzm/W4Nz71lE9sjbvMfrLfNhsLOenm6AHsDq6yVWFqxEGe3nhTyPRuGrw+5Atet/BDV1qYQgcK8VKtF/pFvJC/SlspilFTy7yLDQl7STRSBOLVD+5DvEijalkuGQ4bRgNraZlRWNeJgURWqujWjlUyX55VL8nBwP3nJ5G4oG5ledeQJZo+qOMG0jlJ6plSksE1/+XL0HSHfTO4vA98DJ5FAOFnx7YdLsdffWHDD05tnzeI872dsNMz8ZDl+/HoNxl82FGee0w/du/soRBw5Hje8G35bn+ctxR0RtIsyirr9tpm7/QaCp0od3f4mmpYdbh9AvcWCq2Z+h3SDAVXNzQG3DxsOr61ehV0V5YhLVFIEV0PGgje8EbBts1WDqjBVydK0aXi69+PY1bAb2+t2CGOhc0InDEjuT89WbGqBmrz9Nkf0Upn+4MeY50hrUHIzu6EO1c8UBoP3M5kGnNbmGX6N2ORha/oiJoPB5SL5S/TYuDhOtNVDk/QyLFUX0ReNQdvnoihpUCf/K+L2MlJfA6oVZDT8GHE9UVNPpn9ErPg0f6bkjAwzsXx+aBbGZA6XzUM5J6cXdtaW4MO9UnTK41jyyi+rfI4e72th0V5hMCzafzBsJUgGOyeXUCRazmBgcBf0XDIOdh0qh4mMb+7+vL+oUjiXOAoXjJefmC2/I6Yys3ygKILEAuGhu2U7GS3ctO2RD2/+U7mPfxquk0s+nBQGw6LvSRk120JOvIs9mvFSso7//e0RGnvIcNiVV4L/vPY7pj9wLsafKXXYbN86FZNP6Y1Zy7dFrfzCfFWbxq+7t0vGaOCbhvM13U4gJ70xkfdHOCIUoQ8bmxFz9uwjt0Xo98GosnCjG3kY1YkYm/nHOP9p+uE0oSTSs1gfcArMLpWUx8DHFDI2TlUmZS6Mh8VGBoHHYJCDy5NgHREU33BEjr5YzQtgItqT3SZVR1DEZUEffy20xn9Aqe5HAuV9Mk52iO/i1P2hjr8pptwIo24MurVeiA1FpzCBikZC0Rv3jcWRF44sSBfMAYM6fPIWG7ZmR4NojKRVBkYKVlYui1jykCfuZRVLZA0GRvuEDMw67U6iImzE3KItohmPjqIx28triPoTOWGbk+IiCQJ/yNXKZuXr8Q/m4ZdVu7xd1Wvo9vxs3np8u3Az3vz7RejdKZCm9ck7i4IfGZ+xQEqWF343m4KMhp7DOmPs+YNjGutRBQ/+JBIIJyM4L+2nGWujNu70B8sIjkr8/NkqzPlxM/qRc+nxJy5AYqIkT647fzh+JwNAQcqKaPgZi1Liv3tP4NqdfKwjxlET5+37baaSjIVwm/lt/36M6tMK+xyFEXdY3mwX842c0sSf9UzsIZY/gnTj3Siuuce9rejrexwsVfYEmSing5wWkRNixXqi8lLk4hXOKHLESTSohobX0Nz0pYhys9NIqzsDRuPfoE3/Cfamd+AwkReelXqKgCsNU0lGkOKpJGpUBMSR0ZGV9i4qqu9EI1FupdH44Dli0fBNFTm51060VIvTBD05+vwb6BWbyrC/KbKRxk0611dvxeiMIbLX/L7eZ2BMVhd8eWAddtQWi34e+fV1aLLIKCRB8sFT+CUawvWk2nGgBLe/OJMciDbv87gh7zDW7SrAhGHd8cSNZ1H0zhd9OnSgHFUV8jqOoo7kA+l9nmR639AVIuow7R+TYUw+NsUwTlb5cFIYDJwFryQvpIM8nwEgb2ek2vBCUbE6YFHa8dyTc5BEN1eHrln45PvVWEicOS3R5QSRR0XTGSe0+XWC9t+Gk84i69Bem4FtBKkOp28/Dvdn/DeFoSOdeTYaDtbXICUjciUL3t/Kin2Ykhul0dUfQEHjIlTaFEjgBi2e6tnC9olDnVMPYxz3J+CcEPdY2PnLgk9hDys84kR3aERstBMdnIxOMfwwMDd9jKa6R3hv3s9czjI0N/wfeU9WwJj6CUUaLnB3kFaIfhEtgVaVjTTDOeT5m0cGgpzg4kY26UjRnxY6cvJobaz+ARuqZqPeLpXVS9G0QbfE0zA0bQpN3PGosVVHLHnIqLPJhH78wJWzruk0WiyMbVUlOO8XjqyEB3fw7JGShWxt9OQ/5p/2zgptHPjdoi3CWGD4K2f8t9lix/RXZ+Pnl270FgqYNXMdDh6okBVRCjdtQ+47vue2rt6H3RQl7DEoNMrxl+IkEwgnIxoo0lVXI/UmaQnEvUfygT2Y24jO+vBD3+K1N67C0qV5mPHVKhj2m8HqiEOjgCmNaEC0hE9uCvNe6Dn0H0Wq46wka2JkWvLzWkiRc/JYeEYqewR1VgsONFSiU2JkZbelsDqasKJ2OSzWLHTTlIln0uMclvM5SLJDgTIyFqT+PcHg3InIjdXEdmhujRZhUESoluRwVKGSm6c5Cvy24SSH43xaFiI17RPomC6byAndPAfpWuyhTjLegSa3wRDul4kJ18p+Xmo6SA6hr7G7frWgEKtIPnVMGIBhqZPIGdSH2AKR534Gl02Ntt7QjPZi8eC6xV9jWemBsA4jvt8GpueIvwe3ycZv5NCMtO7gNtK6/rCSE+ie1+aIqIJ//oNHVvy6Zjf6kENp6ulSwRg2FB6+I0yJctL1FOwkDgM+71/++xc8+/WdYdf5S+ByL9HWOUFwUhgMUtKjzFnnSi4RHnbxDVnC/Ev2iH7w/mIUxVlRU9fstaJFGgNP5o1EbiFnsH8ImtewJUjRgwC4pN+ITfAQPCt7vlYdmTuNvzU7Ymsw1BJUmXfR5PGIMFbqyTjgiII2jni77ofc5FILD5yGDpy97IxUhYlC2eHHq1JmE61ngPB2NdHkXNv4AVGUttG50RCN5SwkJ1xPXpcuUKi6wWXn0H24bWmhIm+QHBz2IjIWHnW/C70oNstyMig+hz7huhbnQPijfco/0GBZT0Kzkvfq9w13SVagS/rL3uY+HnCH7dmHn8b+xrUBx1ZtKcTqys+xnIRE/5SJSFKnRIwwMJLU0QWrP/qktUbf1FbYUVMmO8nzBH9u2x4i6Z6XYbltsL6wKOy6Z3XrElI6T+Q2/LYhgOzlDxYQnNOwYP1eQfnbsO4A3nz1N2+PnYCnlD2iJFQUURoxLvlx4zE3GBQ89igTfrTv/4ejC6629WegIOXESffbzp1FePH5nzFv3rYA6gQr+vEldqibnWjIpX21RMF0+UUbmIYd47TEz2YDUZfiDFJ+WiSYHVHKhf4BLC59GmWmrTT8eGy15CBbVYc0ZZOIMDeTfKh1GEQUNp5kB/fxsRFflw0FdjjJw4k2xnPEX3ZHOc0VH6OuaSaJ53rRzyc5YRoSydGj1l8Au+gIHQ5xUBvC5TgQ3av+uSBjwQN+70RtzR3IarXR7UhqeZlbTz5DcuL9qK1/XownUBZxMZRTkRDv63DtwaGm7fg8/zEhKzwt7uwuK/Y0rBFLmiaHHEsx5B/Sr1M0LZMR13QbgsUl+8Nvk+6xK7pINOlpgweIinkR1x0Q2hR20YZ9qK5vjqzkkwy5ZLxEDX7y3hlk3IWJLpgs8pFpzxhIP9m8fI/IY43YFfooQ3GSyYeTonHbyLP7iWz4UMRyJRTeG2x7aSWq/YyFwDVI6TX5NQXhICoXbnAbBAq50CPPQfwTfvFfIaa6uwpk6ZIjKk3sSehiDPX0/lnsqPlS7N8jzcwuDeqIYFstFvIQkRFhoc+4LJ4FarE00ftIyEx6UGyrovafKKmaRl6GFSI07CDvfx0p8YfKxqPZvAga40PuX8gfudp4F3mQ5CMVlmbPuOXB16y54WWi5oQ2pGkJuPpR31ZzkJVwCXnVPBJeQVGFMejd6lsk60NLKW6vnU/GAudnBN1b7uEqidm7vvonmO35EY0FNkhOyZBPaIuEV0+ZjBStQSj8wfdQe2MqHh/qM8L+dfYZyOAGhAHUOmnpkJqCJ84IrKBSQaHhd+euQWEFl8sND646w40PGV9/tVooXRy1C2W2BSXOu9ylVSmMLRYbeajoeW+gZ/WYw2PXR1v+h2MGQ7wW/YZ2lOVHxwZ3vhr9no2F4Aia59nQ1jmhoeWPIjZHkg+JFJGMZiyo45Rom/DH+xPIodZagIKm5V6ltpkMgX22TKwxd8AqWrZY2uCwPYWMGiUaXDrUkryQjAX588/kzgQyCnLizyQnUh4Olo5FVT1RSol+5HTVwWzditLq6TS/XIk47WiilQ4M0+CNHDYUfdbET5Pdj9PZCFPztxGiE1wytxr1dc+J/IY/g+TE6UhP/Q85wXxVlZRxmfT5A8hK/zSg0IcYGxkJ3x9+iV6JQhZm/q+yFuHXkpfQRp8hUZ3DQBenxZDUljWJPbV1R9zcQypp6i8jOM+B3z05+CyKUkmJ8INysnHbiKEhCiQXAuB1n5pwuug/5T02elZWbjsoqKmRojV8JxdX1gujYvf2QrH4FygIXDnoA37PNCjP4i4J2ExOqmMKV4zLCYKTIsLQc3AH9BzSkSgKpGz512wnL6VImIxASXKpyUNDUQMnKS4OHZc0kr96QijQphV2UjtV0gd2A68bWQgJo4HWd/rNbworJ25GNteSNTpM6zgM/7fT06pe3pOwvbYQJoeVuI5/vLSkSBZn3w9NDozCpqWCUxoKX6KGlU6C3q/rZT2HmemYEhUW96TAB8z0JOJ1Jj+K5PgL0dA8m4yDD92/cIR4d0qqb0SH1uuhTf4PLPUP00dVfoaLjoyFu4lLemvY43DYOXExkrLNm6pFYekwChvfTpP3P/5wQpRGlYlOac+QAv0obBTmVsYZKcISvlQtU5ECk61DoaSbpdq6B+0MfVDQTJNl0LoceUjVpGFMxrgWj5eNgrnnXoePd6/Ht/u3ktA3IUtvxOVdBuDKrgNh1GhRXN+AN9esFs3aLA4K+ZIA0HOUjk5ptjERl/bvg0v69ka8RuO9b97+ZTXem0eGEP0drUereIa4nB49Y5s25Ivfu1N8Ap8iWsdFi8JTB5ZC2YFJSPS/xYpDOwoFP50NkWOFk82DdLLi0ptPwxaKarUUHhnB959kJERWePRVdliTpKpDMe+Dt02PFC+xgjfPHt+PSpdSlLIpTPELrpHvxKaqwzi11Z8rDuASybFM4VQQXXUlt00Lo9i6HXD0yi3MvHRW93ikUbJiKSX08TZStL0xJOtFkj8aFFVeK6IKgfLBbZiQk6m6/jWkp30GU+3fKdLwq9iGZ17l0qiGlDcRFybXQIosyCeB+6Op6W2YzT8RPekLqNV//LwlGKYgXj+ZjqeK49vCYFD45SP4Y1/jRjTYA7uGy4GdSZmaShSbAs+oP65sdz60f0AfeKD/WAzOaCOatW2sLBT6wCmtO+D67sMwJCNX3Kdzdu7Gu6vXYU+lNFaNux+PlvSsUzq2xzUUfeif7ctTKyirwfRXZotXTzQ5FsrrhlX7xbzO87vfJfY+Vy7an/cR8+vu7IX7fUVxLVq1jaXi19GB4iSTDyeFwcCT2GMf3oTHr30Hu9YfFHQFhsNqhcvAHESZ+8n9ajPSg8UJmkw1iqI8ivuV5y5Pw9ng0EKYH3FAwVNFzjtlWmjC1YdXbqcPGI2L2/UnPuMerKwIH/5bV3UQj2+Zhf8bODXKQEJR2LyXtj8bu+rXCX59ujYHI9LOEV6OaPCWYBOvkmeh3qlDI1GM+qdNpxWaybuSDaP+XJoopWoXNQ3vRmjIw/kQZtQ3fY0U4y1Q6k6Hw7JEJLkxJ1WpPV22akYAyDiRth+e3yqUVNpXXcMb5DFMJcMhvAESDVZHHYqa5lNUoIoU60zkJJxOHj35MVZaWFiFnxnEPcrOERKkuToV2sWfhhWVSwP6MPRK4j4M18EgU1I1dGx2/F6ch/31lYhXaXBGTjfyNKbivgGniSUYBbW1uPDLr1BnNnupSHyvWmg7XPf9hYkTKKoide324PNFm/AOGQzSymxwSocY7pHgngpDerb19kMRYCNc5mS4OP+o2QxFsLHgh/3bDuO7N3/H1LsmRD0fRxUn0IT/34oBwzvh3mcuwiuPzRLRaBFtoP/lI9O+y+qkZ9FHzo883ws3idkVeE/EaDhwadVY12UPcGZCAi7u3Qd9SBm6bvnnMpEG6T0bDLevnoHvxt6Ebkkti0bbnRbsqp1Jyyw02ktovxp0SBgHtdIY02A5oiAcv275wBl5rIS2MpyGJG0voTxn6IchWSv1QGgyLybfQH6ELToFVSkt6W8wpL4rqurZLct4pBR16A+lJrJXnZ1XscLhKEFV5UXIzFpK90rL6D0e8BxXYd6EStMWoaNk6gcjVRx36LkrNe2PYIQFbJXoXYdxW+d7MLNwcUAfhkRVAi5vNwXjs0Ij3HLg3JaFJXkw2W3okpSJca27YXxOF7HI4cWlK/AOGQv+o+e+C4wzunTCS5POFsq+Bw00f9/83Dck96VIcDRjgX/KBWeSjXrJUJAO17f4/JXkPyS9jbYrEvrDbZjWf/Kad/Dx2icR7y5WcEzgOna7Pi4MhjfffBMvvPACSktL0a9fP7z++usYOjS0BX0wZsyYgcsuuwyTJ0/G7NlhSmX9QTBP7aXZ07Ft9T6smLtFNPho27UV2nTPxvMPf4/mZpHBHHDtbEmklPwB76SIFsR0E3AvBzJGvNWOpB8RxRNKmxKJej0a4syibrKnxBmHkO8ZcAqu7j5QKGx1JjJ63PuSs2fYs/RryXbc0XQGcuNjSRqWsKNuNb469KIYlocCU2kpwo/F76Mb8dgVaIh4kHFkFpucXFzUc/7Iw0zj57yGNOO1wlsUcCboO+7wGe3EcflVDqBzyFZFRkNLoNGdBatpVtjveXLhgC/DQS9ltS/C7LQjXjuYluExRxt4O3m1H2B3NQktjqKIdG87Nlc+hz5pd6NT0mXedQuaNmNZ+Ye0ni2yd5LGw+ey0aHBrsZ9eLTX/ZiScxH2NuwW9wV3ek7Xxpa4uLhkL+5bS9Ecmxkqdw+O/9s2HxNze+FfgyeJqhjBeHT+ggBjwQN+z9GGv8/9Bb9de433HHEC27vz3MYCg7ukq11QhXHgsYKWmZwgam6z56hT5ywc4HKqHLGTOTMug5Z4quaoUub7txfgglvGH7tuz64Y5oKTSGCcyDLi9MkDMHRMN/w+eyMO0b2n06kx/LQe+PX79VhCVCOFfzMpWlwaJZwJQZ7aCEU0PD/UNPA6UvdnyREVeVxmeqwdwfqM2/huRYZBaWOjlybCz2PX9HS8Pek8JGq19PjQDOTnVAiJYrojeFxG8/8Gx97w0u4045fCu0nh5b4EnjnTiv0Nv7tv+eiKrd0ZB7Og3khj56aXWlqMms7omnJDyC9Mlg30Lz/H4R1WTlc9MRIPQqvpgThVW/Jwx978TKlsD5WqM1FS90d9KJkiVGOrQ3XlfUjQnYFW8aeT4yR2alejrRDLS+5DnXWfMATgPmdsMIxq/X/k9JGMNxud5yXln2Nt1c/uqH4UxoKb2GVzHsSrAx7H3saDqLBUw0hOpJ6JXSnKHS3OS34YuxUPrp+N34p3C0oqK/l8H6VoDHhp6AUYmdkx5DdbikuFsSAdhw+ev3/clYczu3bG2d27er/7cfkOopY1xRRVENui9a6cMFg8h917t/FFF/x35nnPXdeNBsQRHVZOfnjWbyR60/xv12Dy9aFOsr8ELvcSbZ0TBC2Wsl9//TXuuecevP322xg2bBheeeUVTJgwAXl5ecjMDF/jPz8/H/feey9OOUW+2+uRAN9oXJc9uDb7Z/P+jgU/b8ECMiR27ywmSlEcbCwI/DitgjrE7vIoPFeHmP/cIVCiFkWqasF+FTt/73FQ8eRNZ1ynVeHCHr1wz4iRQpH6OX83yk2N5IFIwNntuiFFJ0mP1eUHsLn2MHnqIx83T0cf7P+dbB87LE4bOiW0xrnZw5Cpk+8IbLI34puCf4sJLPRedaHEGodsjSvqxBXYg1cKQRM5ihTMWuFxD/5FNO+/L1Ttg81RikbTQlG3WqfuDoN2ZFjFXqM7k4RIZ/I8HQzZj8ejbaZr3EjhHh4rd5Uw1XF3Tu6M2gnt098hx0W3iMfN2Fv3GXZWv+nbtlvAcQfSLZXPk3DXoX3i+SRcV2N24eP+o3CfB5kjp4/N4ubiMdrxaf6ruLnTQxiQElvpUDY668lA2FtXjltXfiM8i+JzvwZucw/vJEHjwOsjApMCd5WXY9mh8KX6WIk6UFODDUXF3uoXG/YXocHk67opjk4lGWJKd4Vjby4P/ZGcoMer0y+Aym2gX3jxUDz/zA/hWXlxJBC0dD7MnDoZHvU1TTi4swhd+x+b5jwnW8j5SOB4lhGJyQZceE1gJ9wBIzvh/GmjMG8mGQ4Ld6LJZINDS04AjlS3gLLIl9muJ+KgW89REn3aGbkwnHAeiSqjQeiRnoG7h4/AGZ06YX1xMdYWSuVTh9LzN6h1trcb9Ws7Fwb1gpFuNv9hs8Nhfuk2vLdfhSJTBdFXtTg1ox+GpvUUjio5bK7+BJVmrngWePOyUiuprKK2UxjDgUtrO2AX9Bv/IiGcD6dCs0O+EpuHphQVfrQeFyn2DeYVFOXdR6I7Hkl6ch4o5SkoLDeMxntQU3NbxM1Xk9Om0GGQnGFNK2lZhR1Vz6Bj0rVk6NxJ24nsZGT5t6DwRnqtkcbod45qLLuxsPBmnNWWG5Gp8GX+P+ma5Lnn60j3mvu6ut+tqZqF7okj0NXYg5ZQBV8OjTaLiDw/QMbCigqJnscagMdIZprqTSu+xIzTrkPvlOyATuMfrtsgjNZwlZHY6Ph845YAg+G3NXkxGQuc+8B5o5efOQiTRksNdAeP7IzM1kkoL4pQ7Umvg4sMhmhP6IZFO4+ZwaA4yeRDiw2Gl19+GTfeeCOuvVYqC8ZC4eeff8aHH36IBx/kxNZQOOiGu+KKK/DEE09g2bJlqCX6w1+JeKMO5106TCxcneXFl35BaVVg9j3fdCozeWsM8hY6X1PRfM0TkaAHREUCwRqmVwI/BG1SkvDZzZeIRjxp8QY02Www0dLaaIRB7fPyjmrdDu9uX4d3t63HQyt+Q+t4I67s3h9FtlL3hB7emxNHHv0EtRWLK9YJbwFPACsrduCzg/NxT/eLMDFnWMhvNtYsIkUyvBenntxdKbRLfVxtgMdK8qQ7KIpgFxGG0ANnD52dlOm3MCjz8ZDJWk/KvsmyMoLR4CSD4BSv8l1a8zBqiaLka1jhImHQDm3S3qRtSaXXAvehRmLal2ioukrkM3hpL26YnE40uDx1naTxes6thULh+8ovQrdWv5GBFtgrwB92p4kiC++E/Z6xg4yJnISzKfLDRhlDErGef4PPm8jppc84YuPB7oYtxFM9hGx9ZEW4ytKID/YtxayCDSSIJfc+U/KcduZdx4VGo4p2I6+uTNAT5h3Yi/9sWIstJXSfxUAx2FNV5TUYmkmRD4E7muZSkjHNRgOdWq1KianjB+C6iUNhJHqgB2ec1Qe//bwZW9dGoiDEpqx5w9fHAieZB+lI4ESTEcKj2TdXLDc9cA4+/WQ5vv16TeDl86NDCApEkCHhucS2BKWPnkS3pYNLparDRxmemUpUv67ZYnPsKOLu0HqSDdkkIzwYlJ2NQ6ZqfLRzA17ctVjIhLFtOuLCLr2xpcbXkyacbWPUmUmRNuO7w4tFNJlzoeaXrUfnhBw82/cWJGsCLRaHy4bdREMKF0VgM0HMZhxFJi9YYL4b+9MpUi48cKHygbG77lt0Tb6M5JZPKWUYdDT3i8pC4cF5ABqVpCA3mNcgv+pucipx3wWPnCSaU8I0kr2PhFSqY+gNU0g5LUd93VN8pCHf1zpVKHAkBD20HAW1Y3/de8JYYKMhEg7UzybnD3P85dxxDjTZi5Df8AvqHDoUmqQy1J5+Y+GdSmyekYvO/RVfw1WVM3FxWy4hHhnzKZLwbt4KbPW7V+TgaQX3Tt5yvD78EtEH5M31q/HNju0wN1AkPaBySyDY6NhTyVUDfWgMciiFA9OQHrhqPAZ0beP9jKPQj714GW6/7O2YthEWdED24HL7fyVc7iXaOicIWsTHsVqt2LBhA04/3UcVYU8Hv1+1alXY3z355JPCs3T99dfHtB8LKdj19fUBy5HCoCEdMfaMXqRUhRoGcRai1Zh8Gfb+15p7Ldi17mRl98KlU9X1biuSPlJxzwK356d9ego+vP4ipCfEo2NaKpJ0OiEEOqWmBhgLWytLcPbsj/FV3hYyKCQlrKSpAS9tXI6f8vKFMhTeSnchnowFhdtE9cQLhNeAlhd3f4uN1XvJ02HBovJleGrnC3hg62NYUPZLxCoLfDSHLHoMTr+XhEkH9ydxaG0Yhl5JF5IwCO8N4T0XNMwlT3Zo3fMUkS8Q7uGNEzkFRsMF4l1x1V1+xoK0ZYbNUYj8iouJ3iSf16FUZiMp43dojY8SCYhTzYhSQyewkbRXszTlhhm7gwRJAyqIIxsJ5abVZGxFrs5jIWGxs+YbUuBrvePmiV4StO45RLrFpD2TYl/N9Xn9xsUCYXsdh+jDo9LcgCuWv4MZ+au9xoL4Lbk4tRo26kIFPisbv1Ck4d1N63DLLz9gW0VZzNxpg1+oq11W+PA8Vz7iviUOgwJWOu/fLd6CytqmECXtvCiN11waddShcclMph4eK4hCCDEsf5TW0759e6LO6ISnfu1aLsmLmGg9fH6nTJnyx3b8J/BXyIijKR8MRIW77jpfFTIXV/JSxwl6klhI+WeaqfjOb+Eb1ZyhlhKk/aCmqSKOaHceJxI3pWJvLC/3TDkVk4b2RLvkZLRNSoaRKEYsH/yNBVbE7ln2E+5dPhe7qsulKAY9UwsL9+OWhbNhF515w0OvsQpjQWzLPZd6Xg80luCJHR8Jx8qBxmK8kvcNblr3PO7d9BysTr+miTJQkq+xs/F0dE08h+YUKcyuV6ZiQOo1SKAIRiR6J8ue/fVcBCIQOs1AaNX9IqolqcZbhCHQbN1GDp4rRARaguchc9Ac/hEKqh8Ou42EhJuQ1Wo9yYp2gREQOrklds4P47MsP/79tR+K3LVIyK//xb2NCPKVZOTG6rlBc77/b/zvLnY1kaHnNyQnHefehrXuZPTw+GDPStyx+htsr4mlKapEeVtQnIfC+jpM+eYLfLZ1M1GYpCZTkXpCMdjQ9UfH7DRxz4eF+/AOHK7CLyskw8kfnbu3Rnpm+EIiAiSTIo2KGRzdB0o6zMkmH477CEMlWZDsCcoKatrE73fv3i37m+XLl+ODDz7A5s2bY97Ps88+KzxNRwttclJlvZKeKIOSdC+7huhE5C0iGqaILLjckQX/vBv+h9eNqwZuungESuobyPuhxJjuHTGqc7uoZfxYGNy6cA5MFCYMTlrj9w0WGynnWjJupNJgwXOwmhRDZYTeB6x0fppPVCVlMUrNZe4Qsgvp6ibEk/srcrRdgTkls5Cla4/BGTcTP3IU7UuFbVWv0Df8kIaPULCaXmvegwRNDrTE+4xzl5CzIwENTgOMcZysJB2PLz9DjZz0L+mcGWCybke96acwW6eQOHFpK+tfR07aa/IjJ6U4PuFG1DV9CRuFqj1GilV4SMILA16vpvE7ZCd7SruGwuqITTmpJw5rcBKb5EXiEDCF5imawGLAQpaoxVN2y/8Y6D8bHWckvLhzHsrNdSFhYs951ZDRYLb4OMTSdoGixjp8t2GjeC/uO7cwiGREsiE8poNv4u3cOh2927XCzsNl8h10hUVE/9Opt1LU6e3ZxKG+LbA7db9B7b0doWVBlCTRrZ2b9Mh8zb89Y+pwiiDqTzoP0vFM6znWMuJoywc1GQapaQmoIiNX0JL8ny+myqkkJw7nstkNTFuKk15l5nv+REtGw5B+7dC+Yzoami3ITU/CecN6IiMpShEHwuwDO2jZGeAQYnieeZtJRTRMIljK6tguJFJ0IVzaBRsO2+sO4O39c/B94RJvHp0+zoo+UYbGuVt59Ytov+nokngR+qRMFE0oOfchrzZyBJbnxLLmjWhOKhfGhlaZ5PW+l7k6QO/cTlFsaV1vnxZ6NehoH8abxOfFtS+7IxvylKiqpq+QlXgr0Vjl+7QolVlITHoUNdU+A9VM0WdLlFpvLNvKmhcg1yg5tuRgFVWeIm+F5UiN1edQ8m9+KlUt9GkawsWlkD+PnGsRjlZ2sKEKL26fL/6Wr6IlD1732VVLUNrY4CuAQVFjRYRy8KKXjx8diXHh2H5YtJHlbxj4AvyYvWQbpp45AJ1yAulkp1Ek+rtPmZUgDy5qw3kMYXdBz+TZV8SWBH5U4HIv0dY5QXBU6xE2NDTgqquuwnvvvYf09NhLWz300EOoq6vzLocP/7m6+cEYO6Z7xFKMbPGpzMTDbCKvs0byKLGXSGljqgU9OETU5rC0wm/9c/p0w5MXnIFHzhuHU7pKilA0LC06iMLG+rC1tPlTq1lJITV30lTQaqo4Vp7Db58FwuaaAygj3qq0PWnlJgd5bhVR61uQUtuIguZdmFn4Mr4vekVMTlIVoMiVRVi9W1xyA346dDbmHByPLZUvo9lWjB1lN6KJLLBKu44MB7VYmkhhrqfxlNExNtI6jLrm7/noIozPQevMEYZDOLCHKz31NXeDNkkISEcfJUfFFdl7lKD2hU0jwaBqIxvS5/POnn+mffFiYRKzzJjozkNrXduQz7lR389FG/Dolq8xr3hrWE6piGjwvoIMSr7XSuqbA6pZCIMhwunmNa/s3w8p+kDF/LHLzyCBrAq9l9xjYmOav2J+6qJN+9DIhQf8wJ3Vz5kiNQMKB2dyQoi30nNsnfrk4rpH/novesBY6FBjWf4Mradnz57CcDAYDILWEw7+tJ6OHWPjNR9r/BEZcbTlA99vZ57ZW0TK3B8ErsDaOc3vNP3CoSdjId5dutujHAQpCfw4xKtU+DtFFB6nZ+b6M4fGZCwwmIYkVcIPM1b2PVvlH15umKaO4hjibbOxwGBjgcHUyFqbPir/3Ox0oNFeQTLme3x18FaUmHYK5xAXU42GSssWzM6fhJkHz8RvhTegqGkF9tR+gqLm1dhvT0ORPRHVTj1qiLZTTUu+LQ27hRxjvjtFlcwLecQR9qBETXPkpHmdbgL0+ov8cvBiCbXGUfQ8sowwqnO9ic5yYGqvUdMWOqV8tTtJRnBFKanyXLjrl6xuRU680AIWBxrL8OaeeZi+jvMkWg6uqvfbvsBOzh75IBdlYFmipfv7yoFSwzUPhvZsi/NG9w7dgcwzwpGIn5dLhrE/Jl0yFKqgqF0AtBpZfZv1uzh6fu99fRoyco5sH5LjQT6cEAYDT+hKpRJlZURj8AO/bxVUcpGxf/9+4fGaNGkSVHRD8fLpp5/ihx9+EH/z93LQUmg2MTExYDmSUKuVkUNlbjAPO1mnBTlwvLQjj4HAdCRPgyneVGZKy7sJbq8qC2mkFQr2wCpJGeBqN1KZOga/cgWcAMUvDIIbgbFAsJHiHl4gcMhc+o1H6d1Rtwxrq+YiJ/6MsNxW3hyP0f8JtruasLfuKywsupr22SiSuxpdGlRSpKHCEY9yZwKqXQbypqsoDPqB+I3DUS2SZ5uEUaFBM706QviTFJWRoT35Q6vpi9aZ82DQs2db6a1VER4KaJS5EbeZphtAxkBO2EeHBUWypgd6pkyhcygvOPl+McRZIioB8Uoj+iYN8X62snIXbljzGk5f9DD+tfNr4iBvJL0lMjeTr6+Ua+K/b9q5RRViaJBzjTymEovVIxQ89+aFvXrhwVNPDdl+l+x0fHHv5Wibmuw7rVJCBpTmwFArRxE85fX8ccv0CUhKchsi/jc3g6KA4hATSbmi55BPnFqrQm6XVrj5yYvwwqzpMCT48iKOCYKVxHDLcUj9PBr4K2TE0ZYPDB3fVxGrIQmtDgm1ES6u31exzNNy2Ek0pEjeYf4mjuZOOTnioapGgjzNRIEdDa3DHj4/nnaajz1FL1ge2F0W/FD4iHAq5SYENnaMhkrzDiwpuYeOlemgkne9zqVHqSMRxY4klDqT0ETH2GDLR4VpLUUxWGF3eh1bnpyKAG89zcN2kiORwJHo5JRXaP55mu7ZXFHhLzqcwhkUCZ2SLggrIxkcGemUeD56J4+NaFhEhgJD087zvqu2NAoj4dTf/4nLV7yCzw4uIWdfaYsnH76PxmV2p3Mc9DtmY+v8lCC/ezqJ5uaPp16AnKTEEMP74WvOwB0XjQ4dhvty+TM2KmtDIwWtSNm/8e4zfRze4KW2IcDMiyNDISHJgDFTBuHVuffjtCmxFQ05keTDsaSstuhu1Wg0GDRoEBYsWOD9zOl0ivcjRkhdAv3RvXt3bNu2TYSaPct5552HsWPHir9zcyMrZ0cL9fUmWG3RE2GSWxOFxu0V9RoLfn97jAa+b6vrWt5RkEuoxnKv3N79NGQbUuhc8yTIVTg0mJIzBDd0jj4xczMwRqB+qECpNZEmeQ/Nyv+xpUgKTZxy9tTqqh/Iw96WPCjdZPtaCGNBbDA4IdBJtKsaUv51MEMdkkcgIinsETJvoWMkupEln7xLWjST952rajTRK3ub2IDwUZjiSYmKriho1F2QkvwsquJG0TZYuYwsuNOMV0UVMoMyHxMTffBkLz4jD1v/jIeJz5uIoamB1Yj8kagyI0WdErINppHFKZS4qv1dFEGSvEcfHfgd92/+CLsbCv087C4YiHKkUUbumeG5TJ6jfrg/KegafagCw3Ye7Y6rfrE3KU6lwM1Dh+LXa6bh/86aQJ5K+VB9h1apuGBYb6jJQFCaOAeIDFmOLATdH7w/rq8djPq6ZtRVkaDgxDRPt0473SEmKxRmm5QmTsqyIl6PB969ET/kv4p3lvwTk28YC63+jzcrPBYCIZh3z1z8ltJ6uExpJFoPe+qPJU4WGVFR2RC1IaDIZciN4ihy+RSZPwJPTlw48PMxIqMDJuQEVjzqYszES4MvJceDLobhhWouBeY0bK5v49bLAucKnr/N5PQJnMOdFP2sx76GpeiZHGkOlZN4knJtJqMjWlSjrHkl0UxLxKzpqcEkEsxp8XcIieIcURR7H331OrjiH0QhRTWkkhjhBkEOi7hkZBoiV9zJTTgdrfQjwiYvi+8NIzE4daKIMsgZDfyZUSV1Sw79XoGO8f0xMPUc8a7EVINpq17H52QkWJ0+eaAmT6dRb6ZjdMZsLOSQnnF5B5+jKgBxktHg0JAJq3KhX04rvDjxLCy/7UYMzMmW/wkpEleeNVgUv/Dmf7oNBf+zw3+nJ8k/S4f3lkLFtFSWEWzI2OxQNDZDUVGNOKuveWyPwR3wzc7n8e3uF3DfG9egc9/QCP3JYjB87aasPvbYY9i4caMoXc2U1fJyX1+Oo0FZbXGVJB7ktGnTMHjwYFFXm7m1TU1N3ooYV199NXJycgTPlC2f3r0DQ1LJyVKpz+DP/0pwYltE7jRBSeGsJjWXuZD/3nuzu6Q3apkk6mgYl9sJ/1q3OOI6rQwJuK3HaNzeczQONVbDQhNCbnwKhQ21qLM14fP8+eSdD6808jgrzFLVBw25azlJmnMfHORSLrIkw0C8keGpXVBrLUKdtZwmF3oww+jUtbZyojPViZrUtda95NnyTUTeMxnBk2YiY0FFYw1NiJPes9FwoOZ52rYnNBm4XjMJKc4K0NMYk+MvDds10x/MB91afhsd2zZ6pxQ8VS0Hn0OGGQe9pg/S4n09FMIhQz8Ep+a8RxGi11Bl3hTwee+0vyFZ2128H5VxtUhOW1f1nfCbsTHA79UKHca1vpWE+qlYVP4TVlT+Tue1QXzfN3koTs+cQhO3xL3dWpuPD8hgCIZn/Fq1Q9Q7dwZVRPLASQYmo5MxHXf1GoOz2vSE0bkbP+/bI39w7DhVk/ehWw/8fXRs3M+zhnXHmzOXhw2tcjSP+y/4V0nyoKK0zvc7DisxPLXwuYEbv5KydcG1o3HauZEbMx3vZfOClV+e7B9/PLCa2F9J/TxaOBlkhNEYPXLl1Cm8DqVIYFlj4BLBfwCn53bGvEN5YamH/Ok57bvjki598c9+JpQ015FTRytkBOOQeSS+O7xINkrhyWkTY3TnCvgiDgrsamyNw6YUjE5zoneiEflNa0nWULRbKLCh83wcza/Fpu3olsiOLJ6bHTJuiyiUUL/u0HKoMa8nQfKe28nlowX7xuDh6yuQGh9b34ka00rkVT0gtqeh35mEWuQW7F5If/dOf8ybkxcOHFkenf0idlS/h31133oLgGjikkR1qB4p08TclqhOx5Xtn6Xr8wxqrGwEiQwGYXy1MfTAhbkPkew+RNHl73CwSZIzSepMDEk9D4PTJpKCL6lvz2yfiWqr1I9ATkYYNDY0WSLUfxdjU+K83L74e+/xFCHXo21SEg4T3c8lm+gp3ScvTzwbubReNHCi/8TRvTBnyTZBT5UDf37OKKmBXzBKC2tIjrndjKI3A0+69I67TPN7pgdSlIMjznLFbI4lFC2QDydCJboWGwxTp05FRUUFHn30UeHt6t+/P+bNm+f1hhUUFHhrRB+v4IY9I4Z3xqrV+8IaDXa6KU1ypSNDwsFSWbCM5JZTkrokp2Fcm45YUnQwrEC4te9w8cAxOpDS548kdTwe7nUZntz+uZiAPBxUX2qv526VJmorUZusFj15mM3QKqWydw5XIq5odz8Wln2C9dXzorbjYW9HdvxIbKvhSdvXsZc93jzdRRYHotenO4Qsj6KGLyJuoYmMBpXThL31v0OpOQWZRJGKhDrLBrF49s+/JxUbetj8GrjGIT3harROfpDu3dgSaNN0/TEm50M020rIs1YNvSojpPcEe69Ozbweg1IvwJ76ZRRlqSchkYWuiaNpgpb2c3brS3BWq4vJEKTYC0UUPELAg+8Pr/QmI8pBJDeTJ8lsC45UKHB6di9c22mM4KS2JQXCY6id1bELOiQlo6BeJmGaf0vr3dA/9lBuVqoRV589GB/PlRr7BIyDaUQ0id88eaTsbxMpfBwCIQz8om/0Nrut5G077hCLh8j9PXPt/ekzTK050rQef68+g2k9nCjdqVOn6MdyhHAyyIixY3rgy6/9GhPK3NfJOckoa2omnSXyrOkkQ3hkvz9WqeXGXkPwS35eWI9wms6ASR16iPes6PHijyvbn0lOh33IazgcQD/yGAuC0hOYziTgaafY5NCjdfzZGNN6GHbvDZ/o6/u9UswzrQ1DyHhZE1TlLgb6bbR17BSFjmNqo5wB5L8XO4prnkSb1GdIfkaORB+qfcv7a6Zw6smpxcnPPmnKvP5c9Ex7GBmG2Jwo3BW7b9rt6JVyA+qJSsVI1HSkzwONjUxde9za+R0yxraiyMSN1JTokDAArfWdpf0mJKN9Qj+6x2w0V9tJRugCHG4FTRUkt+Wp3WL0wplJjAErJ0jHBer9ZCS8PvxitNIlog3JBzY0PZg+bBSm/8ZVnELB8mFSl+4xGQseTDt3KOav3YMmkyXEaOCxsEHROVe+MWliikFE6Nho8B4UGwu8uGEkSvjxZiy0VD60lLLKuVx/lLLKBsMfwR9qj3rHHXeIRQ6LF0f2mH/8ceSylX8Vrrp8JNas3e8OubpChMGgIe2x9LBEAYkE/uW15wyVLSOXX1WDT1dvwi8795BCZ0OnDDIQenSkSEEd5u/bDxtZfF0z0tFBm4p9piqpgQmNxaMg3tR7CKb1CO034I/TsvohS5eCGQWLsaJih+j6aVQb0GwnmgdNfoHjkibFeqsO6bom8eCPzxxDYVEtOtKktLb65wh7UiBDm0sRCSNNnj2Rru1D3NOd5LGXjBENKeBKRWR6jO+MyUNK7otGsVGI/AcnarGl/G70zXwFWfHEcQyDiubfhRDz1QqncDokqpNS5KBwvac44pM+QOe/5UafQd1aLP7gPI0ttatIUK8TlY5a6XLJK3QqXSeph0Ew+BrplPKGys76grDGgvRbFk6eMLrCe++c1qo7nup/gWxXZw0po19MvhjX/PQ99lRXeWkPdlJ84olS8taESeiW1jJP9e0XjEY8eXk+mrsGzUQl8qBTdhoeu24COreR315OuzR06t4aB/JKQ55DD5gaMmqcpBQdb4ilLJ7n+1j59v60Hg/P1EPrkZt3PbQefzzyyCMi8vDqq68eE1rPiS4jOnfKxKmju2L5ir0hRSn4eWUZ0aljBkq3ReojIiE7MwmjB4QabGxozNm2C1+s34J9lVXQqdU4s1tnZCUm4Ldde3GophYJWg3G53bBIlL6nUQD4WdEqsjvImMhHl9MmEqOivAeb27S9mL/2zGnaDl+KFqBMks1OStU9KwLPm2gseBxoHhon7SoKIp7duvh0MYlIE3THlVWbvAo/5xy9LRtvFTEoEfylWQwrHa7qqT1PZ7/SIhmUhgU3D8p8gPniWPUNv8Ai/0AOmfNJFknHzGyOxvIoRTI/RZGA+fIiYgLu8iUpFCfGrOx4A9lnBYp2tBmoNWWSiyt/I2MhMNIUCWiu7EPhqVdQAaBPM2Sk5uVJLeCkVcfW7lUJbEKnA6FO8pNdFZyIr067GKMzpJ3JHCEuYKigv+3cqnkGOVoL90YrJ+c0bEznhsf2VEXjNbpifjgkUvx5Pu/Ytv+Eu/nWrUSU88YiFsuDH9ux07sj8U/bQn7PSc3j49SPONEkA/1QeWh2aEk51T6q6qVHjGD4UQCl081N1uhj9cEeLW6dW2F5565GM889xNqapqEUsLRBn4o2Lt0z9/OxKS/v4+GJkvYWYw/HjOgM84ZHqrMrM0vxI1ffE/UbKb/SBPmtvIybKot9RbUYHDTLBZIYzt2QmqajrwRFrQ1JuHSrv3QNSWy0ra5uhDfHNxA3usymnS0uL79RTgrpweuXfsMFGHLrUqeJbNDhUEpnXBx7mTxaRfjYKSQ97vWVhEmYcuF0ekXeA2QU1o/h98Lb4bZKnlB7Uz1EUkd4cDTrsRJ55KizU4NTcncLswFncImkoAlxTc6OCLg+Suv6l/EKR0flp7koGhEOC6pf1UMbhQHxFa5JBI216zCt4Vvi4iBB7vqN2BB+WwMSx1H5/sGOs7YPSHqGNblS6JRusgwScHYrF44O6cveiTJc0o9yDYmYt6l07Ds8CEsOnSAjFcnGV9ZwnPk3yckVvB9cS15kS47fQDW7ioQjd3atUpF93aZAUYrP2ObNh/C3n1l0JCwGDa0E66/63Q8fPtnPhdhEC6+ZjSS/kBRgRPVg3Sy0HpOFJjJwGWFSKMNFIf/uH8iXnp1Hn5fsNNrJLA84ST9h+m7ooZGLNvCXeXDg2/9Nx640Nvh3AM2zu/87ics2LPfWzrURNzsrzdJhp/nUeDPlu8+RN5piiQM64oSe4PIfePGbROJiqSLYCw02MyYdWgrfivaTQ4kKynx/XF/t0HY17wH7+6fE3HcgnREzodHe12DFI1UC39w2qX4teS58JV/1BnkHR8u3reiCMOg9HuwsfIl7/FIiGw0MOWUaU9V9gRRRY694ro4K9JUjUiIM0dNugzOtjBZt6K2aQ5SE6ZGkA9hxiI2JkXNnS757tQtBTvyPsl/QzTm9ICv/brqpfiu8HPc1vledIiXoguxgKMEsUCrZiow0aCzemJEJt07uX1E5DkSbhw4WBgOM3fvQAHRk5JIeZ3UtTt6ZoQv6xwJ7YiJ8cE/L8P+wkrso0WrVmFwz1wk6AOV4urqJqxYsQeNjWZRAn/IsE7oObAddm8uCGGEcOQhPkGLKVcfw9KpR0g+nAiU1ZPWYCgpqMI3/1mIhbM3EA2HKCjxWpx58VBccstYpGZKXr5BA9rjmy9uxeo1FNI/RDcw8UxHj+yC1q0lYRuv00gGgwzEtEf/9O0Q2hWYuznf8fUPQgnzeKdEr0j38+l///D3/H7pgUN4sdtZuKCXPI8vYN/0mxe3/44P963yepR5UltTmY+385YiTmNlRkdYsIeqJ3k0Huh+E0040i3Anofh6dPwVcEHonSnipT3RLWJJmvJczSKjIW+yb5kL70qHWe2+QBfHpgoHQdXpaDJnQO58mkMTjJI2qHcWkzefXWA4Gii3zU7NMhQNro7hEY5fr+/LY4y4rWuQ6peElTBiNd09osuyENF3FJe/iw21azAFwWvydY9Z0G3pnohRWjicV7OlTFvc3RGLxw+tCRspRRPUiJ7kDii0D8lduoDK0mj2rSFyWTD4gMHsWZ/IRoaLbigdy+kGmLvbcD3457DFaIKUmaKUeQryGHP3lI8+fRsFBfXCuWLx/7GW/MxelRX3P/MhfjP87+gvrbZm1+kIoPikmmjcNWtY2Mey1+N6Kzs6N+frLSe4xl8z/5GXsuZX65C/n6p7HT3Xjm46MoROHW8NAezPPjH/ZNw7dWnYMXKvURRtaF9u3SMIAVGRROsZfOBqPvhYgHpyaGOiE/WbMRCMhaksciMz+9vdjg1W6xYuqUA82+/1ktRjYR99RW4eulnqLI0ebe3q64M3+ZvxsCM5ID8hWB45q7XBtxN9Elf4mhrmmNdinHYUbdbrJOqbkSmtlE4egzKJExp86wo2OBBt+SpqLXkIb/hJ7ebh11RgcShgCRfdVvUWPJxyJoRUBij0alDo1WPVGUTOnEuiIudVLF2u1KgqvGrsAaDRpkq5n6p8pI8WH4Y1H+e0md1WvDqnsdRaikKLbhFp8TsqKPvn8VjvZ4nIy02CubAlI7CqWTjhjcRoKHLMiS9DV4ZGr4Qhxwy4uMxsVM3zNyyA/kVtfi6fhvO6dkVQ9u2idicLxj1TWbsyeccSQW6d8hCJ5mIMxvj77y9ELNnrxfzP6/Lr2yg33n7GUiasxGr5rPxTitzxIO+a9M+Hf/49+XIaPXn5fexlg+HTwDK6klpMBzcXYL7pr4pIgueBm0mUvx//GwFls3dgpdn3oEsslwZPPGzwsKLP/h35eUNklXA9bj95zh3lj+/bt8fGhL8Zcce1JsDDQ3uFC3g5c2H3k1PLFqINkmJGNomcnWH7w9tFsaCGKebruKZ+llAKKzxFNZuCJt/HEdGRoeEdl5jgTtBv7r3P9hWt92dciaRg+rsenSOT8f1Ha5FbnxoWFWnSka24KpuEKLARFEDbvrDWwjodaQgT0LGw6gw70aBZVbgiXD/zavXOjMo7K2GyS4f9nb3Agv6LY8/fGWAVvGTsa/6BfpduHyUOOQYL/OWQK20HMSmqu+wr3EZnVubCMP3S5mC7kmnBwjDYDC/dHbRR9LoggsQuT2ILOaXVs7DGVnnk8EVm8f8/DYj8N3hFaL6RbCA95xjrk51eftTWmQsMA7X1uGab74nDm+toMPx9n7ctRsvL1uJF889C+cENeKRw/KtB/DKN0uRX+orYdi9bSbuvWws+nfxUbCKimsw/e9fwmKR6Er+nqKVq/aikQTKF7/eg3XL96GksBrGJANGnNZNPsfhvyDCcDLQeo5nY+HV537G3FkbA57VvF3FePqh73DlDafi6pt8zpHWrZJx0QWhlWM27yqE0k7qpGdakJlwrXYHDpXUoGu7jAAn0SdrN7XotuBZvqiuHg/9+BsePWucoCqFg83pwA3Lv0SNtTnI8JBkxUZS/LKMahi0kRO228X7lI911dvw/O4PadscRWblzEX0pkTkNwPXdRiOMZnnQyvTV6BT0vlkMPzoy48KMBo8n3JOWG/yfD+F1/fe7C4DHppwXO2Ih009FBrr5xHHHQiKWDh8FJhgcNfo1sapOFz3flgjJE6hIdqrFIm3O210LhZhVdU8VFhKiN6lQ//kkeTYmUiU3VDnoT/WVC0JMRZ845COksvTLqtciPOyY1PskyjyNCV3KL4rWB3WAGQY1Xr8o1f0HJRg/GfFWryyZIVESXKP86tNW4XB8PbF59F9GDmZuslkxWtfLMbc5Tths0vnV6dR4fzx/XDrJaMoyuxTQf9DzqPZ5OD1Vdd2eataPvPsj3jhxctww71nY8PyvbDbHOjSpw16UeShJYbL8SwfEk8AyupJ56IS3ve/fwWTn7HgASfN1FY14vWHZ0bcxq+Ld+Ky296HuskJTSM3cKMpjiu4+DRW8cohSzkv37ai0pByeFzn3vu3b/aU4DYcGqxWXPbtN/h6+7aIx/fB3hVhrVb2RtmdSpht4W1BFhwj031UhQ8OfortdTsCejZ4DnNfUyW21Yfn6fZPnRZQWcPk1KLJoYXVpRKhZYsrAadmf452xonIb1rhPlg5KOg3FiTHs/KuCS3b6n7P+QbB0CjDh9nU5Pnqkf6Me7/Bv41DgqY72iVJ3UPzG9eKBkS76ueTgt4sDIZyyz78XvoCfil+WtQYD4e8hq2i0lE4eJqN8TbzGsNf32Bk6ZJxfcezQrp5es5HK206HuszFXd2PTvmbTKsxIGc9s1MFFKomcGJaJ5oF+fW/O3HudhcHF7QMhZv2ofpr8/GobLAeuccbbjlxW+xaY8vB+ibb9fCarXJFhngzzZTuHn7jiKRq3ARhZcnTB5w/BsLflUwoi3/w/GDNaRwsLHA8J9n2GPJ+Pz9pcjbKa/YMaqrG/H0U3Mw672V0JdaYaCFm3xKpPfQix3c86em2YRSojP9EXDOw9SPZ6DOFJ4is6A4D8Wm+rCFNKQxhK8CxdHmgSndyACQjJKCphI8u+t9MhZs7io+vhnf4ozD5wU7aF/yqkSatjcy9YNFBMHfaBDqp1CmXPT9OJye/Q72N20XxUYi+WTXN9QjSS9FtaOVYJWgIBkQyPUORtukWxCv7iYrH/j33dKepYh9ojAWPjz4LGYVvYdS82HhJDI5GskQmI9X8u4j+SbPH/dgVRU3mwsPEZmmaMaGGk4Wjx1XtR+LTgmtg0qkS+B3k9sMwScj7iSnX8voKLO27cS/yVjg08z3EssHT8Ly+sNFmD77l4i/t1jtuPPZ7/Dj0h1eY4Fhps9nzNuIB1/5wSsPKirqyVjYKB9tc3/20YdLkE0RvklXjMD5RFPtPaj98W0sHEX5wJRVphh98skn2LVrF2699dYQyqonKdpDWfVfmLJqNBrF32yAxIqTLsKwZ+thHCBPUTiw0bBhWR7KyIuZ1UaKMvjj2x834LUPF3nf8+3Ipe650zO/sbEO4xYAfCMP7RVa6zdqyDjYWPD7nO+dh+fPx8jctrJVCCopgnCwsSry9mkrFrsKeo1dVhj0SmqP7kZp3JWWKqyuWhvRO/FT8TycmTXeG5HwRytDf4xp9RiWlD5J58PpLY3HUQoLGS61DiNmFDyNy9s9SvxNKfQfDgq6HeuIo9u/1TdYVXw5NK4mr3eetyxXzk+jzECKbmjE7bZKOI+EXyby6/5D9CWp8gmHoTmywMaCKi6eohSNmFv0pKBfBboEpL/3NSzDttofRbRBDvW2yE2C/GF1xMaH3ddQhns3zKDrXSmiG2qKdMURZStVm4DTs/rBZtOjsKEO72zbhDc3byCesw6jW3fE1E79REJkMGd6wcH9mJW3E1WksHAI/FB9rTtaFnhORZIbLe+v3YA3pkjCORicm/Pc5wtkJ3in+4I9/+VCfPmYVJP99/nbyYAPf49xDtHChTsxkGiCJxSOYoThfzg6+OHbdRHLavO9+NPMDejWM7RIQS1R5u68/VOh4Hg8oNxcUFvrgI4Wq1EJa5Jvnkwlo7dddqCciYVSFA68xwOV1Xhu/lI8O0m+2MPK8oOiqac9QrEEq0NFzyNRGZUyBjz9NzXX1zTwh+KFAUZC8Lp1tgYsrliHc1qHNndkhW5Uqxcwv+hmcojtCUioZqOhlqIGZfUbaA7/HkWmYpHpJs3B8qiwHEarlC9gIlpro2kONFGpSS6iI10acQ1VXAL6t/6CogzvorjhKy89KVk3jOTDbUjWDxPvF5XPxv7G7bLnwOWy4pODL+Dhnm97++cEo9YarZGcGC45q2KTDzzPvrZzId7fs4LOmJPkg5YMG66kpCA5lUtGX2cUNjZgV0kjrts9C2r6r11iMqb26IOROW1DlG2WJV/u2IqNZUWChbCnqFLSZkOapkr7XrL/IPZWVKJLhrwh8suKndh5QL5vDD87K7fkYwXR+k4Z2AlLFkc2tnj9HeRQKi+vR6abUv7fLB+mHiPKqupkpCNFBStLe0pDDIba+ma89ckS2Z+IZ5nZSRaysvXSA8SJbMZ4rRA8LIA8GNWpHT5fG5iNzkLFF7qWxhApmfqrbVtx/+jQ5hpcgScWWGlnwcoczw9djW3weO/rvJPFltptEY0FRgMp8fnNBeic0FF+Xy4dSm1GNx3JIfxHnKfAEQZGo72aIhg+Iyw8pJNSZ6tCmV0rai/pFFYkKU2Cp+8/v3nyBHISrw3bUdkfKcS/5cUuuk2baVJPDvjd7voFNN5IE7UCm6q/R9/kybJeDSPRs2JFK330EGBhcw2uXP4OebDcFB46foudz6cSBSYH3irfSh+y0hM4lrXlh/HWjhV4f8wlGJ7VTnxWbzFj2pyZ2FxWKkLLPNmLW5CjyWwM20KNBvYoLdjHVcSCK21JWLerAJV1Mp22eX3ujE4G9oG9FXjhwwW4ctIQkVgaCRwNrGsITEAMt+/jDv8zCE4o7MsrjdiDh+/FvWHkyIyvVgmlJfj3nrtU3eCALZ7mXpX0SeesNNTUNiEjTUoc9nTG7Z6Vgbzyihi95EHjox/9sH0XHjz9VPK262S/j2WzNpIRSlIw/cfAkfHpXS8lemMX72erq7ZGlDsif47WkTMYGGpyyJRZ1WiyJ9J8bhHOCBv9y9FoTyHuVRWfIjchtlwlnrf3m2qIctWaVGA72qmroFdISb3+EISAuHRS+KP3Y2CjoUPKPWiffBdFUmpFVSX+zAMHRZdXVv4SVlby502OepJza+ncySfgJqqTI0ahpeugQI4+toZjj236Ed8d8vQBUtD15GtKlF56t6ykBEuLSmCt0cFpU3pl67aKMvywbzcmdOiMN86Y5G3IOWfPLtyzUCqj6o1M8Qv5LFUN5GYk41KurO+CvQfCGgxzFm7zOvzC4cVPForv60j3kooKRNFFSEZ4DAZfSXfFf6V8uOMYUFZPOkqSJsYGORqdtF41UZTef3cRLjr/VVww9XXhOY0YGPB0d6YX9uA8/NZcPPj6D7BzF0I3Tu3cHjnJiYHBA6mKXTB1Uxb8wG4N09E1Q2ckmopP+IQbKVeXqDYZ0GzTkPdcBTNFHJotCXiy9000cfm8z3ZupBZDWiaHo8Nhay2HWpVoJgFQ7zSgwakn5ZuVcXckhv7bWruCBERrVNniUW+nSUwu9EjGRmvDQJSY1oloAwsTE2m1NeSFCq7Pze/L7UkkzH4SNJ9YwUKAKUzBRkaZKc8bNpeHiwyZYkFVkkM3Yz/oZTi83l+72Qqtte2Qq5c3vDxgnvCNqz70GgsB39njKKRL54ad+OJWDTyRnBxttttx/eJvUNYsCad7f58nKnSJ771J+G6QvOCunfLj8CXtB6O0ul72IFV0etQmyQjhZ2XO71tw0Z3vw87Z8xHAjRKZK2612PD9h0tx7bjncE7XBzCl78P490PfoGBfYILX8VY2TxFl+R+OH2h1qph69XiwcsUe3PO3zzHh9Ofw7TdrIxobDHWTFNnl2vdbNx7CFbe+j83bD3u/ZwXnhuGD/pCx4AEX1NhPkQY5DEhrE7EUs0cQldQbybufgEYL0UitGtQ2GzA2dQLGZgb2YJHyFiJvzRpBPlRY9qOW5k52IDWQfKijpdmp8xoLDPaqW0mZ5iLXEls+9OSwnGql47nTTsbCXmlsJCcO2DJom7pAehn9XU+f7TKrcaDx14jjD9gHyQWWD/7GAoOdWJGUfQZHRwqawzTEJAxPi9whWlBW6XVMRvSSpfMKd/gZC/Kw1pEz09ufRzrXnvn8t4P78MLa5eLvbRWlmE7GAusdATQ29+WxG0mqyPBm+D62kKwJh5JKjsJFPo6yqgbc/+85+HjBRiFvIoENivR0I/ZsKcC/bvsYk7vch3PbT8ct9FzO/ZyiLH462PECxUkmH066CMOgU7uJRGZ/BT4Y8UYdehL/rbioBnfd8Snq6pqFEHDolT7XdRh4Ig2CPuR+GJZs2o8PfliNmy+QPAsr9xxCRRlNfixzFL6HS2Wm6TB6A1HxE61fUxJ/sIf46s7D8cL20O6/DG/Ilx5wNhrYYPDHuPn/Qpv4ZHQxZqFHUg66JCZGjTAwjSlHH75MZ7O9VqSyhRsPC4oyi6cKBU/EpJrbnMhU1yNRZfaW5UtQt0a2YTiKmwKbj1joRFaQ0aNRSGQnpjtZaZtcmhXOShwkulDnxHERjyEapITm6IbTM7umY3T6BJrUzyWaEwsp9iyRp52Oc2LrK/Ft4Tuy54ChVGhxRfvbo3pEvji4mjjItfLn0u0tchF3WIJMuJi+N9ltGP7Nm+hsyMK+oByDAPB9zJ07KSLgbzjyXx1SU8LSJ1KMofkFKpNv8lME554YaNzkPVJRhC54/7ywZ+n0sT3xwJXvIG+Lr8mUxWTDAuKbL/5xM57+8Ab0GRrZ2DpZOnn+D0cPp4zvie+/Wi0aqsmBn8/R7r4f7Ez66stVPgpTDN7MOJuLjAaHiLTxHixWBx54aia+ff9mJBr1sJKS9f1WTzf7Pw5NmFJ457bphX9t+ZUiu5Ebj/Jxmkg+8OLB+3tWY/bhVeifnog+KdnondwZHeJzkNdwMGylNpYPnRLCe8VN9vAViLzRU5qE9jSu9Xacll49CdI+x9OI9PNDZA3LgwJ7GkUbHKI8N6/dRLKBjQnGjprPST7IR4ZjRSylsJ1kyKyonItqawlOyzwf7eOle4hzH0wkIwZR5GF55XyiAZfKFrDgT4amjkHvxP4R98NVDB/aODvyWCgi4LSEl2m8r3c3r8Pn2zcjKz4hvORzsyGcGhexKxQhNNfumfLN1hgpiQbUBkWNw8FGk6Q9XQ19uVR6Xa7XwujRXbF95V7869aPpUa1buduwd5SvP7wt1i7aBf++c61x1UDN8VJJh9OOoMhKTUeZ18+HD99tjJsI6iLbhorIhHPPD3HaywwFDG4fMQaQVR6/tnXv2/GNROHkYJuw92f/SSEEdOQmJUjnO38M6KPqE00VWTEkRLNpmXQhj2RQPr8tPbhK94MSGkrvMusy/nbN17ljLzQ3JdAqwk2mrgpnAulFM7lZUVFnph8e9M5c7hM3oTnYGEwLG0wRSXCRzWSNFkoMe+TNRrYWOByqz64PR30WmpLIsHgRILSBp0yGYPTH8Taqt/Im8MVgewySdHSifTPPWdDo6h5w582GNrFD8GOuvBJXLxPFmoN9nr8UvotFpbNJSOqPwrNJSg1S97vTG0m+iSNxT4SfCwgvCOnQ+4Y3wsX594YtZIG37NfksEg/x1XMnKfS3f4Oux2+B+lE/uqqtzBaEX0nJqgyzdtUPimgW2zkr30JrEJ9/0efkCSQR5nCUpbd1/Iiy8agpU/bRY5SMHPLQsG3s8zd36Gz5Y9DLXmOJq2/pfDcMLhPLrXfvxuPc0nNM8E13UnTTU+QYczJ/bH+vUHhbHA8EYVojiUGGw0+z8LfD+bKXI2d8F2XDplCF5dugqr8w/L/5YWroDUYIms7KcQFYlpTXLgRm6dE9Oxubo4iPsagQfr/j5V34xWSQ0osZajpGwffi9fCl0cRYQjOJVYbpzVanTY743q8HX7+bRyE01/+J9eTpDmMCjvYyQZC0lKF/bX/UjOmmSKnLMh4huXjdbj6EUwGmyFNB9XwqAKr9xGQ6IqlebuHIqWhE+G92jXuxs20bKR5EN3aIiOta+RG6rahdHRK3EQbSsJ+/0SpPmW0sTpidJ1MRkaE6IaNhxdMDsiR30iGQv+aCbH0sG6mqjrOdVsMPje89yfotdjXBd5Bw7f89kZiThYFC3f0g2uwqQmI4Ai0SpzqB6h12tw2aXDcO+kf0uGpN9z6xEXa+dvJ71vBSZfK0+NOyZwuZdo65wgOI4k75HDjf+YhPqaJiwhryQnsHm40Kx4nHf1KFxyKyl1e8uwOyg5mkPIDr0q4nV1iucw9EFsbLZgf1ElVh06TKFVVnjdzlMWHH7Cw6mjcVjogWD+uGclT2jKb3ufbdiEHukZGNwmNPFuVv42uIiraHeSxz3O93Axn93hkNQxm00VZDBIlSn8HcaSl0OBfRS67JAocUv9jQZWMtO1abiiXeSksf4pZ2JXfWircX6QJWNBbuKSPqu1Z2B0xnnYXl+Adw487d6rC510kXo6SI3iAgXhHwNzU6ss5RTdaEdGUSsSLuWyhg+Po05kvEuottpQYgnMUymn7SwsL8fotJEYlT6QqFc1MCgT/r+9qwCM4myiL+5KEhJCgBCI4O7uboXSlharu9tfd+qu1AsUihWKu7t7IECAuLsn9898e3uWswRLwj66zcnKt3u7M9/MvJlBpEc7CnObLz8nI6+sGMlFxj1yVTlLuTmg/BtbvZ36b/+wUExu29roOhnEN33kk8V6E3umH5k9EisEerREsSfDy0sb9u4ZjremzzZJ9+CJXXZGPnatP4G+I8174G4k6poH6VZAYANvvPfFXXjjufnIzysW3kv+J5qyebvi/a+mwNPLBf8uOWA8OdqM0SCmjA6Vo3K8yaFjlzFuZHvMO8A5ASbuc1qMGgtaR7tATkkxPtiwFS8O7CM6t+sipTAXxzJ1J7a6x5Jem5Kr9dwKKn1fVF6s7vcjRSFl77j8+r6mE9GQIpmm4OsUQlSiSJJrZyvJVkmOyyeoD3kMIS5RaOnVBrE5f2BHXqagjkqUK+vlminnoTXILc0lSlUOUYqG4r+EX00dQe81O/Qu5Eu0KXmcrGtOZB8Q3ZzvD32OKLoFguob6tacro/1fQ1OZyeJ/AFzVbC0Y7oG/H6DXfCxOfL85fiRmhwIQ/z13z7sPKzTp8Sac2OnkgmDISwsACe5nCpF68yd9vLftmHM9N41Jq/Bpo7phzppMLAH8qUv7xaRhE1LDyIzLRf+Qd4YTJ6lELrxGNHRlZPaxKS9mG5IRxL4Bjec/JuWO5m5EVkpxCaYvKH5Y5rn0w1CIq+EhApHgmlOb6wpc2xmFu5ZsBB/3zkZ7Rroe6Xj8rMlYUGT8QoNNcXgWHqDkF5zdMEYuOvzhRxvDAsOIs8IV4Hg8mk2yC/j8qbuOJMTT1EG05UJQt3aIcKjB4Wt2RunPYZ+ZME4Csjo2ZVxHPGFsnCR1FFcsS9CnNLp2rCxJ5+TzPO0FV2ipbXLUd+l6t1sOYlvS8oqbE5ZSRN7if7jSZP6QCdXGre25KF8GVNKPJBd7iIay/F5MU3KFHak70Zn386kYAZWeVzcxVU+bjn9tnJSsy3dJByNsdZjKMbN9wbfyhaUhpiLqGV0iLeXiCxMad+2UmlgGfM3HEZGboH+fW6l0DM2Ys5fWLhwH/JyzFcHsbO3RcyJ+BplMNQ1D9KtgjYdGmPeyqexee0JnDjCFUVs0K5zqGja5qiOYJ0+FW86X8GI0SBuBab3cd8eo5uQdzwtHfkl5qMHlWBkdyz/5xw4gsScXHx722i9CVJSIXHHebMqzZlU5DEuICqskTAh6Q2Ww628wxGTm0AUzDxx+iUkm0rLnXEyKxUDA4rJg2/aKdI/8BH8c+lZqfKsjtEgxRvNUYBtSSaqEJ35lRijNFK5k4MsTcxPjF3tA2ipeofbuIJ4/HNlCY5kHVMfS4WmrsE00Y8XkXfJuSYdm2lVRaTcnbhKEQlTbRzVMPeugq5bCUWp/8FzEbOqNbF1VFcrZNpRGVNUmZJAv5G9A2lGddUrW3p9TYwF9V5cbRwoglMhdMLwqHA80L0zIgKMX9Pc/CL8vESfVmwtjBRkEjhGNFUvitKxw8lUdXO+JxNi01BcRIwFikjUCKjUi6V1agnqpMEgo1nLYLEYg4ODccvYvqCcqdaocJIeeC5NJbxBdCOXupBHhTfjLoQqnRucFle6QZsG19M4gkzeA7ZaehLFYqVfwMhDInugZm3dhvlkNOjC19m1yh4Ge4pEGJQD10MxRSbWxMeTx8BTHJt5obx5VkkmXjryC95tMx09/Y1PzFnojQ95AdtS5mB/xgrymsh5CXyyvJgfZ1xhTKXPilSOuFgcAB+7fHjZ55N5IKkJ7jGhLa9qCycK+TbzqNrEnBX335d/xL6MbXqf55AnLa/ABc3dm9DxsohrmiLyJNJK3Ii+4KDxqWmT8oxfUFYmG1I2U+SlbZXGxXC2c6DjB+FYepre5xJd0050dGZDQghOk8ai+i8nvHGkgW9WcQtXHi+HlidGtcS7/QaJGtvODvYWqxMt33Gi0kSKbUOL6omfGyOpLpy/EHPedPM97UEkZ0CNQh1TCLcSmOYwYlwHsRgDdxq3BnIlGJlSwTqBnwcVfcE0V44y83PWtmVI1SeI8uo2xm+rDWfPY//leHRprG326UNOj6rC06kIQR5mKvjQg3s6JwbJJB8r4KI3qJUJ+3EhNwnfdH5YM5k1RCDRcyY1/gRbkr4nCqduCU3z14OlflpRNOrZ6z9IcndkffPDGGwQ5X0HrV+1+i6X8q/gnVOzNL0n5H3FFhSQAeOF7vXC6Xrsp8m/PdGdHFEkOrPSoMpsSCeVwM2+xKS+5REnFF3CFXKSNXKtegfp3vWb4dtj+1AhquZpr0k5sQrsHErh4EQakihENmQ0CB1wlYYD37urpk5FgCsXDGEdJLE2TGHrgRiUcMkmXeglU9uYzf8xhfwSuUCLGYFKXzOrpMZApV4srVNLUMO0741DB3XTD8Mbn29H+0J60IrKYefmgHum9UTTxn748b/dOHc5ld3meresHB0Y3DUCzk4O6Na8Ebac1gnFGUKlmwht/l7hifuBuHjR4TPYS+vhH9u4laAlid3RDlTkaRDPIA2G/7Ix0ScoFIdzzwhPuqAiWRMRpKW0Qqyt9yE/+u+fWoDlfVpUaiAmw87GHv3rs1FxBxILz4kmZzzh/jf+B4vH1Q1zG4arU8s8kVnugwaOKcIAkdVDObnyMss8UG7TGG+ffB5BLg3Ry28QWnm1t6iUz1IUxdBYkMF7j85LhptdEFGOpNFVev4tRE7YixRXYJyjbAkJBdk4Q9ElCYbnIRlNnNAu/UQVaqNBe1NpjIUS2fNEb0h5oES6xhqjQb2es709XunVD8WlZZi3+ygW7D2K5Ow8eDg7YUyHKEzr1RENfPSjS9n5lRPZWF+q1BxXo1efBmZHoWbxnSjxpH6O1C1OnZwdENLUH3EXTZeaZMpI536Rxr+8SahrIWcFWvTo2Rwr/ztsttRjly5N0bVbMzi5O+L9b9bQc6B2Kqkh7nJ6NmxJZowY2BLuni6iFKq5xmuVYEacsaznBlu6BkOIm49IWD6ZmSiVWOWSmFyWmvWD2gPNcrxXQCi2JZ8XooCpSJbKtjMPX8plqCwTT+VewdIruzC5sWn+eBBRi+4M/QoZxZcF9dPF3hsLL88iuk+SmVPnySlXZDNOExXnIqSao2ikpjEf6Hqnl7kgrSwSB2OPwOnyaXSp1xEDAvrBx9FyCezfLv4ljAXDvD4pQmCD49mpREvlgiHSKHVRXOFAk3dbeDkUmY3yJBXFVctgWH0xRm0sVD62MBroN7ZzqICjdzGK053Vl86QvmvSmqm06qs9+qGxlw8OxMbhtx0HseNsrHAutQwOwNQeZHC3idDTuUxZ5WaFcpM3q6AW+g7ksNU6l+jeFfMa1hE2iGjTGCfWSw1mjcGWDIW2PZrVKKeSTR3TDzXIFLux4PJcgwa31OufoAv+lBPUpk7qhl5dmuH5qQOlbs863+tuuffwRRQUlYhJlpuTo7DKje3ThstNyt9Zafin5Ot3Be1ZPxQdfRuivIi87fn2qCiyR3mhvXitKrGFO4WG3+k4CoOCWki0ErUHzCLozpWmcZWX7NJivHF8rkiWNgdHW2c0dmuNUPd25GHvB2dbV7PKwM3OcpWmMjI+AlxvI+oRly71IWUXiAtFDZFc4o7U4jRklqYTbeo4frrwKf6K/d5ir4qd6RtEFMAUOLk4sTjTdO6FjRxlMA1HW+tyFgwx78IBdcMl48eWOkaTQqD71smeVCVFHIS3jUfEQ6LJgYruC5TpnB+/dJQtCe3Cns/iwjLsjInFXd/Px9frdyGJjAX+OqeoGH/vOYoJX81BdKJ+wz0/L3cjQ7PRVACrdGWEl5VC5oU01jKKXRHtz66U/tJiR5xUW1pCG9XDHY8MNHmfsjKIat8Yke2sq1F+o8BKzZpFQe3D+PGdTDof+HMXFwe88NIojBvfEcMHt0ar1g0lY0Fu666zlNJkffO+GOGhnd6FnBrXSCGzQZCUWzky8GzLgSgrtkVplhNKs51RmuOEkixnlGQ70mTTBveH98CLrYdonlUuu21JR3BvH5Ogbb+PWY396WdFbp05+Do1QmP3TghwbkZ6bIRZyiQbAB525o0rlsblti0R6DaKdF8wefh9cKmkFQ7mhpIXvxTpJRnk0U/EsviVePHYqzifZ8ahR4gvSMD5/AtGi4BIx1PRPjN1dKUhSBaSQ0vuQ3QtdUR2cRHmnDVXTtUGJUUOUqUpMhyc/Qph714K/aKLZiYeMstK6BLaR5ENdp65hD93HsK02QuxLfqiKOnLzsyT8Sl4/p/VeHMZN/DU3jwBvuTIMyfz5Brjuu8JTpllUvEMLozBC0UphH4oIgJyWTlG394FQeS8ZV1gdOg0rkkPVZ0GfD1hU8f0wy1rMDCeemY42tMkhCEbDnI4a8CAlpg+Xest2XHwvFASph61lIw8rNlxGp7kPfp+5jhB7dA1GniCx5jZpYOYxIvvrLxP/N306/vnlZYgOatYPSnUHREJTvIsd/dphiBXT0xr2lvHg2/aaJDEniwcTXPiNycfx207PsBzh39FclHlsp+G4OSusQ0f0oxB/5i2wrho5tHWwuSdlSKFRJMPY3VqHsK8n8OVkkBRs1nX0JCF+/7Mndiaar7udnJRgkllwCixmHshN5EzfkGlylKdLezDONbFc1TIkkuCvYUVWDxoBg6Ofxanbn8RRyc9C98KL5p8E3XKkKqk9hrZ0kTBtlS90GsbjibRd0/PX4nzKRmVjstCv6C4BM/MW6mnECb0bWPUIOZmVeTUE4UB5OfJwZ6uRjF5u7LKyVgmI4EMhkqnQ7veseEUfBv64p4npe61slKQ/zYJr4/Xv59WY5LZNNAxwMwuCmodGtHk5I23bxP0Vd37jl+6ujriw4/ugI+PJJtz8opw6mKyWbrFr4t2i3LfD/bsguEtwjURArFP9TohPt4YGB5m9X3O29f3qGzAX8rIRWmeYyXaooor6OW5YmRQG4R5+mNwUIR4ljMLXC3mPOQZlOjWg43k2Hnq0M8Yt/19ijbstirRuAMZDAHOoWr6amW09RpIBoCF+vrkYDmVk4o/rlzA8YLO8HF7DtH5kpzRlfOsLziB+5Por0QegSnIVe+uDirR/8gU7G0cEOHRpsp73ZkUa7FfgfgxyLgb3CAKh8a+jIOTn8a5+54VkQKzkYUyup+KbGFXoF7I4GQdseV8LGat2irZEDqTW1lfLNx/HOtOygneQL9OzeCi08ek0ujoRnOg+ZF6pCAWFZzTyKih6AIbCnL0WedsmPqAz97/D+/8+QD8G0gRIlnH8F8bWh7/4Ha07x1h4drcYKisXGoJak7s5iaAm/PM+vhOHDoUiw3rjiMjIx/163th2PA2aNEyWE9or9tNEzkzliCvuWFPNCYMaosOTYKx6oUZWLzvBDadOo8SUhLtGgVhcvc2iGoQgH4tm+Lpf1chNd9Ip1wdsCDv0CAIDb289D7/7eQBXM7NNnmfrbgQjYdbJ6OVXzA+6XAXXj6ygIRXifBMG+bqSQrLBvZ2JWqPiYnzk5kstP2+9HN4cN+3+LXrE+QtqlxuNbMkF8eyzgtPf6RnJO5p8j+sS5pLE/VL6mtlg3CP9hgeNJ28MMU4mlW5wpIumCPKwZ1i+t/PF34hL5L5pMFNyavR13+oaG9vDK5mGqxJ52jtpJR/AUNDiDz/dk4i9K2LgrIS4u9GU0QkF/50zfoHRlBIvrICLrZQLk/OkBkT0pq4uYGaT51okj535O24Z9VCpBbma0ueqm8S20JJ+FcCl4AsM+/BjE3LxP6LcejSVOpQPal/W/y38yTiU7Mqe5LIaBjQLRxv3zecJkcVcHK0w5mzSfhzzk4c2MxlfI2rLJ5cfP/lOvzwx/3oM7It1v6zT9CTXN2d0Xt4a3TuG1mj6mvX1ZCzAn306NEc8xY8itWrjuLk8TgxMWE669ChbeDuoW2qs5sizKUWGkdlElXjZEwi2kY2xOfjR2BC25ZYcOgYYjOy4E2OpjGtojC6Fd3ndIzXVm3AsmOnLc4l+Pkc37qF3md5JSV4a/dGE1tIVJEP92/DL0Mn4MPO4/HU3kVETYpBWr47/NzyKukIlmkONlx62/xYZPsgsyQPn5z5F/llxbg7tHKzMtYLx7MvIZmi1V6Obriz0XvYlvoX6YwNZHRIst3Nzhvd/W4jGtE4bE2MQ2LBLqPZCsKhRMZGfDHTJlUUPTiHmLzKOXGa9elfXlke9qbvR29/4x2ZXe3lHI2rgzl92td/BEXL9aPvZ7KTcCBN0pGd/Zogwqty5anicuuak7HuezSyL52LVsfc26YjEvJy8euxg+qqV3Q9ZYHMesCgz4IMOwt9UVnX/LXrMIa2koxgpmY/dXc/fPDzeqPr2pMT6cfXJyM0uB7NO2xRVFSKNauP4s+ft6KQogmmrtrh/RdxJT4LP236H3atOYrd606gtLgUTaIaYPid3cmQ8LHiytxY2NQx/XBLGwyyddqpU6hYzKGQ6EbmwL95XqG2ULG/hxseGthVLIbo2jgEWx+7D5tjLmL+0WPYdim28rhspIfrhb7aKMeFzEzMOXYEfx0/IrzIzEdVEVdRXTBIAxYGC84eI4NhMPrWj8S6AS9idcJRHM6IFVUu4grTBe2FFUEPvwjMDOuP54/+iByiHVkDFjTpxXmYG7sVj0eM0nxeREbJt+cWY33yAb1Oo118o/BM+JvER8yniXMuvB394engq70evsOwN2ONcWVA3v5s4rpInaNVcLSpqKTQDJFFFKWPz3yDXFJYfo6+6F+/O1p7RWoMCG6gE517DgVkiEg1sMtJeJdqObH8BFt8iPWnvrIA9rD3wNPhTxBPViu8Flzch89OrafjlQjqEMdGWJA/EzUYk0O76O21pU8QUopyzSa0h7rXw7sdx1T6PNLXH9vuuB//nT+DrXEXkVFQKOq921BEgStzGQN3ILdURYnvw1MUfpYNBndXJ/zy8mR88NdGbDlEfFr1WF1IUUwe2A4PjespFIGDeoLfIrIB8beJIkAGgynwLi6cT0EsGQmhTQNw74sjzY6pxsAaD1EtUggKKsPX1x1T7jY+ubRWP8goIIoMg51RfcKaiMUYPhozDI/37o5lx0/j130HRX8fwwgg76N/s1B0aSTlL5TQZHLV2bP4Zt8eFGUzVdGW9ANtw53cdR5xli2bLp9HakE+/F3dMLvnXTiWEY9VcScQV3wRORWXkC96HAA+Dp4YEdSPDAYffHh6sVXJ3zJ+Or8WI4M7kSzURkD2EWXpkzNLkFCobSbp5eCGh5sNx1MR05FWfIVkqQNFHRqrm2lSFMLvCayNO0xUpyJ6lLQTZlkPHMsN1mRnWdM0lyPAqxI3kp7ax6NGG+8IDAroSXpJytVq7t6MaFDuyC3XpwJXFXY6FR7kKDpHPLrXG0jXdLJeGdxn9i/CwfTLeukDneo1wqedJyLAReuUi/Ix3dNCF590GVfJ4OD75fWe/XF7ZCssOH0cV8jpeDghEZnZhVJpdxOZ9awjzIHvy1MJ+kUrxvZvQ84ie3w3f7tgX8iICA3A89MHIaqp1tnl7m6HiZO6YtXCA4jLLjI7V1u74gi69QpHv7EdxVLjoVIvltapJbjlDQZr0YSs4ePnEkxGGdgrFNbQ+tJtXL94SEQzDKbw85zDR/HFzp3IJt645njePnh36GB0CJY6LK86dxZPrl4pXsv1sDmEaFNmB5VThaQY1OCJa3weJ4pJcHdwxqTGXcUiT+wzS/JpcusivmOMDe6Bv2K3mB2zrjJgwbc8fh8eCx8p9bigY752/GfyEtEE0uAJOJgRjWeOfI3vOj0LP6fKHaNHBd9HSiWAvEz/0qQ6R3MsrjyRVeaqNhYY1tNRjmSeFq3fziEWO9MPkJHQGs9G3E+RzXKiLF1AfCFP6OVx2pBwL0eAUx4ZDhWkwFxRTpNsc2FrRn0nHzT3iCKnupO4BhHuzdHJtyNRsbTh2MWXDuLd4yt1rptKE3Hgz7mM6oTGWsE3pWknbEgwPbFmzOo0lowcO5NNm26PaC0WxuT583GIlILRxksq69rSs1fOQYc3uv/kZfy1cj/2nZC8YYH13NG/U3M8ML47PFyNtzLPSMurNKEwtR4bDLUFdc2DpKB6aBysdYCYQ6MqeEFDfLzwWJ9uuK1dS7y8Yh12xV7WfMfP4+1tW+PlQX2E7OFSrdOWLMGhxAQ1xVQq6GHDXmOSZSoX/UY/fEsm5ecKg4HRxjdYLOI72o77DnDfAE4QZmdIcXkpPo9eRjLR9OzR8NnmieT6pCO4vZHU1O1gRgzRWX+pJImyS/Mx6/Qi4cQa17Bbpf16OjbGkIa/4GDq50gq3Kv5nCvYRecHIqVUmugLhw/t3NLjxroqNj9O0wj0VM45LI5bg5ciH0Jb7ygcyz5B35l3q7egyPnpHI6YmjqaDUVJytCCKLdeDvXEWh4OXujk05uMIa0OzCc9cM/23xBfIBlouns7nBFH3/2OJQMehJs6UhDp44/2fg1wLF1KaDfm3OlRvxFGNNKPOukisp4/3uglNTrddyUOdy74x+y5WqMjdEtw5+UXY/7y/fh37VGKqhXC0cEW7Vo2xO0jOqAX0ZVMISPddJUuBs+90lK085raAJs6ph8Ug8FKTBzcDkejTXd55DDv+IFV5ySysL+nQzvc3qYV9ly+gqyiIjTy9kK7oCANJepSVhaeWrNKCGDde0vjESCuoYp5nnZampGvs+mwqrOdI4IM6hTfFzYM/8btIa+8cQtfK5u0WqeA+KBFFaU0yXYkz9EpHMnS8hh1UU7T1cSiDKxI2IXJjSonJbHnv3fAOPTwH0WUo69IYB8hxcTC05Ym+HLpOBtN5SQbMy4POedBbp0nc1gPZZ7AnNiluJCfhBPZ+g11xBgpkpFU5ImWXvZ4vPkLFNa+iF8u/lKpghN7ilwplPxS5Eto4NLALNf4VFYi3j++yuT3jC9Pb8TokHaa/gs9AkIxo1lX/BazV68al+xNC3UOQCNX6yYnjM9HjMCkv+cjhehvGg+lSt97pL26xsGb9QqXInBLNh3Dh79vEN4eebu09Dz8s+YQTp6MF9XCggO90aNjUwo9a42alGSi0FkhGH39jCRU12TUMQ+SguqhXVRDNKT7PoHuc2M5SOxQateiIYLrW67QY4ggTw/8ftdtRF3KxInEZOFs4ig105hkvL1lC44kSb2FtG4QdeU05oQTN10YDTrwMaEjWKb5OOrTYJ3sHPBQ2HB8de4/k+M0dAiwoZGibkLJRshXZ/9TPy7GH4jvzq0kmmpHcSxDeDmGYkDwV0goOEvGxRuiF05uuXT+unVLpDFor4CpcbKOkMHjKSVDaNaZH/Bk87vxXcxPZgtxjGkwAiODhuHtU7OQWJhkNB9uWOAg3NFokujubArc4PX1Q8txOT/TpGFzJT8Dyy8fxZ1NtTlxn/YaidtWz0F2SVHle43e9m9ofeWlLiEN8VTPHuSw3KWnb2Thbl9oOQLN93b/SOmY2bmFeOR/f+NKYqaY4IuoT2kFjhy9jBOkH8YNaYsQMq67tG2C4CDts8C0pDJaz5wyYp3jF2C6H1SNhEq9WFqnluCWTnquCgZ0DUdfso4N54fy+9uHtkebcOM9H6yBk709+jYNxdgWUWjfQH8iOvf4USEEzd1XNqLesgT2PIxr1rJKx2fh/nbru8VfQwFhaqLnRJ50J3Xd7XVJ+wXdxhR49KsT91oYgz3C3FuRscBdF7icHnvk9StRlJKiYGFvbvJZUM7VJwzOgf6tTd5Gxki0cW+7OGtbihp0RqBzMHr59cLjzR5HAx1vEK/R1rstXmvxGoJd9XNcDLEx4Qwmb/nJrEeOkUGRngPpWkoa7/PF1oPQzqMJyst0lFq5DUrz7XGOPCy3rZwrOr1agwaenvjvnnvweLduRCuQemvwYksONDtWBpzrYMZtwB6rgS3C0NiPJkOp2fj4D4kbrYm0sRezRAX7fBWizyThuz+34n8fLsPY+37A1j2SYZZJIenF/5j/7fnnCmtWH01C/a06r5rmQbK0KKjb4OfotUeGCX62XOBCBr93dXHC8/cOuqpjNPH1waiWkRga2VzPWMgoLMTS06dMFksQ8pyZPBU6uXEBDdDQQ98osIQJIT0oUtvMpH6Q/tro5SrIdKSL+ck4n5dodiLODqidaafNjqG+SxiKVf5kLLCxozaIDHapn0ZuvEAPO4j0Pqd/ZSSr/4w1T7ti9A/g3ABX0gMvoq9/L5KrWgHq4+CNqY3vwl2NJps1FgrLSjFz519YFW+6TKiMf8lg0EVTT1983muU0TNk3fbOgU34+yzRlq3E49274feJE9A6oL5GP3A1Rwdy+NuZyGuQIYwMWn9aL6mXCct/2VjQgPU43XulJeVYuOIQPv9xA+545Ge8Qnoiv0DSY3/8sBklJeZ1Je9z6Kga1LTzFtQPSoTBSnCzkveeGI2/Vx3AgrWHkJYpJSwHB3jj7lGdibMnUUCqAq59v/FEDC6kZMDVyRGDWjVDI5qYGWLn5ctmOe2yQlCplUH3wBD0DKp6+cnO9cLxTceHMJu4p4cyz4vP9A+rz9kf3qCjJi8grZg8axZM5cwSy+HE7vV6Unh4IRkGpkLCNhQFcYKnPUVC1IeTSvlLkYDCcgdSPMYrNHCInYW4qeQ9Hv/2tIMUYZgiJgAdfDqgvXd7ijwk0X4LUc+pHoWXLSvZ9OJ8wUnl/VljkWeVFOi9P5yWiL1x7C3kKJA8WC279VJuFv44dQiPt+tuxd7Ja+/qgid6dEeImydeWrau0vccmWf5zkEqOVlarqPdvnEDvD9pqFhv0YYjlRQ+Gwu6SXHy/ZJNoehXP16GT169DdGHrqDCYsYk8NATg2teFSRLUFkRsq9FCkFB9dE6Ihiz370LPy/cJarq8bPAVfcG9YjAfZN6VCu6cCEpHVuPXUBRSSmaNfBDv7ZhIsKgiyOJiTTZtdS+zEbq16NuHPR8Z6mCXlVgT1HQj9vPxB8XN2LJlV0kh7X9WEypp8GBUvPK9GLzdBN5jOnF5nUEy++B9fthZcJqC/qGv5N95voyRdNkzQC8v5TiLIqYm9e1nDA9ssEwogm5YWbTqRRJmCgqK9mT86yhS7DJYhu6+Ob0ZhxOt9yrh0eSQfrEELNPcv6FabDRMDa0BVwdrOt43LtJE/Rs1BiDP/kFyTl5Ziv1yVeVdQV7/T+aNBwtGgQIKtKaraek6L7cyLO88pWW97xjXwyef2cxPiYdsXzRAfNykr5rFhGIzt1NU5pqJFR1Sz8oBkNVLhYJ/3tGd8FdIzshlbym/LD4+7hXa5Kz+eR5vLJgLXIKiwX/jx/Qz1dux8j2kXhr0mA4qcuOMSz1KZDBoxgVGoFZvYZVe+LV2rsJvur4IAmpXLx7YgH2ZZyrdHSOJDANaUqTvprP/Jy8YJtL52Em7cxXnVRmDiyEpzeZiZ8v/iQEkpYQpOO5ohFkl7lQdKMMjsSp8bT3gLeDH07kJInohDmCjRSuNv19CVGsuEGRg41kdPB1DHIJEhxeVgT5pcVYGX8cJzLjhQLtFdAMfQPD9RraLYnlBD3pSlhjMDRw0Z9I/HP2uLaKhTHFRucwL/qI1QaDjNGto7DyRDR2XLikr+DpEKxDe4aFEKfZHRdTM2DPjZ2aN8GMfp1E8trWgzH4mwzlShFwO/qFSk3XA/lhznaUXLRcgpdv17YdpBLHtQqGNcVNraPglkDzJgH48PlxyCPPKZda9fZ0gauzdZM2XeQXleDVP9Zgy7Hz0sSM+5yQTPFxd8GsmSPQJULrEKrK3VXPxRUf9xmO7g2q18+EOznfHzYU00MHYlfqGbx+fK6gnBobw+TGvRDgLMm2ekaq6RmCJb2fk2UdwZSgY1kncLngitjGWNRf8nxLuoO1CE/kE4sykVPOeWnVd0qwDsgr05/Ac7ShsVtjUeGOj3UiIxH/XT5JlKFChLh7Y0KTtqLMuYwi0iULYg9adLCJ49H+Qtz0KagJ+TnYmSTlj5lCAUUw1lw+iwlhraw/N5rPvD9xKO7/bYl4r2s0kJiHE0VSxnVqiUvpWcjKp3Mj6vRUiiy0C22A/MISPDtrCUrZXa5WemJrfs2OqArjEYPjZxKwYMFulJLzVMBoCT3p8649m9esLs63oH5QDIZqRhsC/Tz1bvzdRy/iv63HkZiaAz9vd4zo0wJ9OzbT43HLOHQxHk/+QXxO9Y2i6x1adSQaBeRNahkaiPWnz6GQwnQVbiptmUwj4Ah426AgfDlsZJXDzKbA5VI/bD8dX0b/J5KbdaseNXUPxBut76CJrlaQDQvqgh1px0zujwXpiCDrJrhd63UnT743ViWtwPHsUzSJr3yb8hS1uMIRKlt3vN7yI5Gk99Tht6zYu9wZ2Ti8HDw0ScscUl986RDmXNiNC3lp6q25KY9KeLpYti2IPUDKwhc/db8HDd2khMajZEzIZo78kxmz32Rl0ManIY6mJmLBmeOIy8vG6YxU8u6rr7cJ3ZZcUPUKHmyYfnfHWPy0Yx/+2ncEWYVFxG0mRcCOQjrc/ky1x0slCfmTJxMxf/1hTOrRGnOW7dejIWm4mZx772wD+6LKRgNzp2POJMIpt0xDcDalqk01UKzpqGtJbQquDbiSGC8y2MG0bOMx7Dt2STxH7aOCMW5wW6NRB9YLz83+D/uipeeR5b4s+7Pzi/DYt0vx7B39RBL0eTLuuXSxOf0g48N+Q3BbZCu9BNXqwoEMh771W+Erxwfw3sl/EK9T9YiNirsa98W9YYP0dEZzjwaIyTVNS3Kzc0YPvyiLx3am9V5t8QJWJKzBhuRNFFGWJvDGDAeWsWMajMSEhuPwWfQv2Jl+0OR+RZ6YBRcPR6kDnLW0yYu56fjxzE5hIJRUlAtHC/dJkJxdkrvryxPb8FSrvnikhZT8HZuXLpKdrQEbFZOadEAuUVCXxpzCtrhYcuYVULQIkhffhNjkcSQWWI7qGKJr0xD89cDt+HrDLuyKuSz0gj0FwO1IhJdT7GDxOi09KgYp2Ey00x5RjWGXVY6T56QcGr1BsdFmp762Rn52W/pixcID6u3Mj83JTG+HmgqbOqYfFIPhKlFClvFLny/HLjIYeNLDyuCcbSp2HrmAlmGB+PKliXqKg/Htut3ir7H7hIX+Joo+bDx/HnLZfBty0FZ4CmlmFPwwvtln4DUzFnSVwnNR40nwDxbl8NiD0swjCFGeDStFMDr7RhG/NYKoTGf1FEJpuS2F0x1FonB5ubvgbnIlH0uI9IwSSyGFvRdcWYL1KVtEwrEcweDXPGl/JvxRikq4isXZ1oOoQ7lGhShfo2LOjaC/ppwUrFyGBvbUGAsvH1pCHNPjepedqWE8t2XFIf8gcQWZmLnrD/w34FGRsCc3YxJJ11zfmmgAlUrB8nva0SutR+Kl7WuxIJqjClxtSu4fqo6tGPbmU8PHqXq1wrnT7GN9u+PBXl3w6bJt+HurEa4rH49pSmXSBOX35ftgJycJcidODjPr3Lz8FVOCdUOv3NHZIb9c6o6uLtCiovPTxHcMJjehYfVrHx2JIRtOltZRcMti79FYvPTJMvKiki9efd+fuZCE+SsP4rXHhmNIT/1J8tGLidhzRlsRSRei8AXpmPf+2QSVp0QbZNiQUwmVU7cEWK70axKKyS2qXpTDEtr6hGJBzxdwJPMirhSkkrfdGd2I2uruUFk+PRE+Gk8dmi3oj7oOlaJSe9INdmjvH4kLNAHX7S9jzmiYGDKODIExonPzV+e4jHaeZr9y+eo2Xq3JYJBKf7fwbGXWYGCUl9WHrX28yUg5R567+UoJyMcyEnD3lr9EnppMGeZKTwzpd9Y++J+d2AJ/Z3dMatrOKsoS1D9ld/+mqO/og14LfhJdnhmaiDvTkO1JXxjZHTv46jnr93mwFm1DgvDzjNsQl5GNSW//iaIy87kFXC3PIdMEs0DtKGKfH+fNaW5P+swhpwR2BeUQri9zol/NgerY1fpk7hoDlXqxtE4tQS2L79Q8fDt/O3Yfk5JWZQ+s/Pf0xWS8P3utMCrOXknFOVrScvKxN+aKWW+QuMd0nlF+bZ8nfaHXPVrdefrdAYPQun7lJi/XCpy4NjSoA8Y07IIWXiFGJ3YsBN9qNRMjKYpgTxN5vgRpuW7Eh/RETpEzUslL8daRVei9+hOsTzCf2KYLF3sXCn9PwcuRz6CDTxuRVBbg5CeqUHzU5i208pKUbX5ZEeLyuWW9lBCtm4gnV07KL3VBmHtzo8dhA6SBSwDGBUtVnFbFnxDGgtiHznryqavT7cT/WVnEF2RhXcIp8b5nQJhOISJW6pWvl5u9E37uMQ0H4lKEsSDvx/B4xvQW/+6Tmlc9Z0YXB87FGTcW9A4keTttWDFJF1Fq8mZ466rU1CT5NGk9h9xy8demTLuybvq64S66dq+FygCSkWTNouDWREp6Ll78+F+hA3RlPusInuy//c1qxFxKRXJmLk5dTkZKVh7WHYwWUWxT4N3w5KtcJy/IPl/bgFHWEfKzFubriw+HSnlI1wOsD9r7NiX90BWDAtsaNRYY7X3C8Gn7e9HQtZ54X1xqh7Rsd+QWOKO4xAkb4i9g7IbZuG/HPORZ2ROI9U5zj2Z4v/U7uK3heDRwDiJ6qhfCPcLxcNgDeCr8cZFbwDiVmYmMAqmMrK76lV+n0XexJLe4oZrcN8EQU5vcJXQS/5ZP7llCTiitsaC9HsbH+s2p7WK7pu5+RL2yXA1uVMPW+KDDeExfs0gUudCfe6oPUkZy14h8YbrssEZSI7XqgCPc9336DxlzlhqJEooskKsER0wqriGvJxsL1rqIHJzs0DwyyMq1aw5s6ph+UCIMVwHmqS7dKFUwMgZWCBsOn8POp38QnFQGRxvsWFlwkQtzHlWDXdqV2MAuG/CsR5xYd6Li0L9uDUMwrW17RPnXjMoyTnaOeDJiEk3wh+O+XXOQWMbNXCSfj+x54f4DT+1biD96TUMnP+s562wYyMaBMeSRwcDiJ73YlbxcpeSBKuU6S8KA4ETowjL2/NuisWtDok+1xz9X1iCjRCr5xwZOP/8uNO5xNJGXlN3fF/dqvFSmoFuGjtdlQ2h0SFuMDGmNz09tRE6pXPZONhqk6AF/8mX3O+l8GmLm8eVm9q+OMki70BgL3hRdmNGy+k1rMvMK8fjsf7UnoQs960iKHsgRAXlCYriJfE4ceubmFw6kQMTn6n0Zu8uF0anz3Awb3b4aZ1IDUMc8SAquLZiGVFYuNZs0Bk65euTbJUjN1xY+qOfpSutbSmKGnlwQ3ZhzSN45UrSusS9NuEsQ4OaGSS1bYVxUFFwcagado5Nvc8zr/jyWXD6IV/av0UQEdCfdO5Mv4LHdC/Fbb6n4hDXwICrpaKIe8WIK2aWF5KV3JV1gBy/nQpr4SwKtsMweWUUu5Enna6SiqPXTgg57KFNb5IENEY5odPaV5O7ulIvkoDKdm2Ws5wz3WjibnYJI7/qY2bw7PjpRuROyrEu4J8ZHnSdg9vH9GmPByFHEeFHO3Cv9NR5v013oierih5W7kUzGqzWwmlLDoXlemaLPVTEWGD37RlZh7RoElXqxtE4tgWIwXAVOxiSS56jc5D1Qzrlu5KiQjQXZyOCLzrSOUg4jmxKIxhwctE1OSiG2PXifXlJ0TcOV/BycyEw2eV1YZnwfvQ2/+N1zzY7p7eAmuLMcHs4vcxSLIVgpBbn4YnhQbwwh6tGVgkSR5MyRBXeiNOkiOpvra6usVgi8bmG5VC6Im+z80vMezNzxFxkNhZq9sMHCBsRrbUegq38oDiTFWSyPKjdgkqVrq3r18VW/0ajvWv1+BUv3nCCqmH4jJ50DVjYa+I92CCbGyf+TFIJtiboYrokmh/ob2qBbj2YI1KnJXZtQ1ziqCq4t9hy5aLLZZzmJ8BJPmrDmFeg9XBk5xFG3sF8RzTPk7NM/pzJbDAkKwzNDJL58TQQbAWuunNM0WjMmp3fRhJwpP23rVb9UubHiEixL2XlUmGfcgHIlp1dT94YUmXiUDIxspBanU8TBWRgMusbLmawUi3kjxowGWUdMa9YdF/PSsTD2kKbAheygaurhh6+7Sp2gN12+YOFe0D+Ii509GQs98XArqUlrdVBYUoq5mw5bvX4FRZe5ELpFMDWJDGTHPONzJnOYNKVHlbepCbCpY/qh5s46awFk/qgxiDLPXFrACPhTLkXJsoM9QnrbyX/taq9Bujb+lE6Vn8pgobgr5YIIO7s76Od3WAsW/LtTYjHn/H4yThIpomCPQI9AxBUx/9T4FWIBPzRQ8hDx+Jq4mVZG3EiNw82mj6//nj3/4Z7aDsUtvIOwbsgT+PfyEWxOkvI/2vgEY3JoR4SSQmCUWCiFKN8rY8NaoGtQQ7T2CxTL1WLLifOWDyqfHytFBxXsjPfzqwzdxGYLRgbvm/N+nn1Z4hjXRthwcyILhpGl7xXUXejShnTBn5a66/Eb9b4zB+GMMpGvIK1Qs+83jjJvS4oxe56ctLs67tRVGQyZJfkUyTiAlXHHREPSYBcfsxUHWYaPb9RR0HkYXELbVBlt1jeWksyNnVMTd1+NLnqr3SiMa9RWGA2cCO3l6CJoSEMaRMGR9s/gRGpL4JzAV7v2o4iCM/oHh8HNylKqpnD8YqIwGqwF34sOlSu/VoZc+ELd0M1a9B/SqlbSkeqiflAMhqtAZGh9Tb16Q4jCPpUyXbXgLeyKKxsMvHYFOz+MVdWhz8Lr+8O5BkcXGHllxVYJBFYc1TEY2FiYdWwDfju3R5MozIgrUMHXg/mbxqlED4aNENWfrIGLjQtyVcXmWWPC9S69ZuUxqYk+TcjT0RlTm3UTizFE+voJJSLTtYweg5apLdqjY/1r52krLquCh6dCipQ5lHI5JMuC7cmZA/DPbzuRmZGvcX6ZuxeahQfC20fiFddK1LGQs4Jr3wH6/GWueqZ/Ewg+t71N9W43W7XBYARcca9jk2snK64HuPCFyko9Ul1czEvFzF2/kNHA0RrpaOlFuSaPyw4kf9IN9zbrY9X+G7iaLzBizKE0IqQFfJy0kWzR66deI7GYQjv/IBxOSTDZh4n32zGgAe6OuHaUzpKq6AcG6dtSCng75lmYGNPtHtbEH/2HNsbfP2+zeve1rVlbXdYPStLzVcDXyxWDu0dqS0KK1sQq7SzJzGxTomzwNjof0mvuOWYqusC7nt5D6qh4PXElOxsnUpJFB9HqINS9ntlGc3LSr7eO8KwKVsadFMYCQ/c4ZRU2FM53R3GpAwoKHZGT54zcfCf42vvg5RaTcUdjbd8Ic0gpzMOVHMllYuw0NInU5ZwaJ/3Gz7YcTN4jKXJgLXydXTE6LFKnqpI++PMIHz/RlfVaolUjydA1CU2YSy0gaBzP3TdI9GMwB39fd9w2oj3Gj+8olKGKjmFpSjSa1q3NkEPOlhYFtybGD2mrlSGyfqDFoNGw1eDteHJmTHOzvAj28RT9U64n8ktKcDopBTGp6VX2sjPYk+5hwVHE+2U9Uh1whbvH980ROQu6EYVynddOFc4oznVEUY4TyoscMDAwCnN6PYh6ViQjM7ZQhMQcdEU6/y6BLp54uW3VO33fHdXO7DVm/Tf9KvLZjCE82N+so8wQPP9p2tQfYweZr8LFp3H7iI64g+hFLi6WoyA8Br8AT7TteH3v5+sJmzqmH6oltr799ls0adIEzs7O6Nq1K/btM911cPbs2ejduzd8fHzEMmjQILPr1zY8O20AQvy9ibJRAXvycDsUqsRfS5nvGsYHU8m5TGW59NrOSHlmeXI3pWs7jGlruU51dbEl9iJGz5uDvr//gjF/z0WX2T/g0ZX/CQOiKhgd0sZsrW8WoBMbt4ejOvRbVfx2do9mom6IEuLwJqW5IT3LHXl5bsjOccPxOFvsi8u02A1VBiezVZBmLi621zMQdCsvFRc70F8btCaa0ddd7sCMZlI51qri9e4DEOrlo1f9Sr5GHKH4duAYPe5sXGY2Pl23HVNmL8DUXxZi9rZ9yNBJmLQGt/dsa5ZOp6EkESMr0McDH903Erf1aYPn7pUqSOmBQ8ylxL8trsDA9s1QXFSK8RM6oUmoH2zVlZNUJpRM67YhGEjh5loN3ZvD3HKLQdEREho38MVLDw6GLT0j9gUVcFAv9urCAFUF6wjOfxOvdT5n+eHp4ozv7h5rtsLS1SCvuBjvrNqMnh//iPE/zsWo7/7EwC9/wfwDpgt/GAPrhjtCO1SSebrg78Y3qV4Z2N2p53GlIMMoJZY/yk9zRUqCE4qzXVCa64I8er/nTC6Scq3h1Ui4lKvtO2EOnM92T7POWDJoJvxdqp53xrrhvZ6DJRqzzvWSr92Mlh0wqJG2wlxpeTnWHTuLx39fjinf/I0X5q3CnnOXq/T7BHi7o1+bMPNOJZ1xDG7fHD8/PQmP39MXjYJIlxluR7rGvlSF+m6uaFLfRxgLj78wwux+xenR/556aWTta9ZWh/VDlbktCxYswDPPPIMffvhBGAtffPEFhg4diujoaAQEaDncMrZs2YI777wTPXr0EAbGhx9+iCFDhuDkyZMIDq7ZoVNrkJKai8yEHNhV6BgBtNgXq1DKOQw2ZuZkTpU9sMKAoPlfRwplJ+blEX2kDC2CAnBXl7bo2azxdatV/1/0GTy1ZpXeZ+zZWHc+Bnvj47B08l0I8bKuzwOHXTmx9/XD/1WqNMRCj5uVPRRpXejXEKXE6TyWkYiKUjsh/EVzHocK2NiqUFFO9KRSrXDRlCmlv39EHxDepjc7D7F4DC+aqDMqKuxQWGgLe/ty0UtB7JOiCrzwL/dS6yGYEdGlWuchw8fZBUvH3o0/Tx3GvNNHkZSfC0/iok4Kb4WZrToi0E1LoVp+5DReXrJWGpv63A5cisMPW/fhx3vGoVOThlYdM4I8SM+M6Y3Plm83mrgXVt8XDw7uSorDA22bNhAKoLCoBOUl5egQEYzj55NQSmFrNhR48iN7SJYuPoBVK45g6pSe+PyLKfh59lasWXOUPHhl0m+l3r+Tkz2Gj26Pex/qDweH6hmNNQXWeIhqkwfpWkDREVqw7Dl5NI7op/o3gT05lrjssKk8N1PgtR1JPzjZOCAivD5i0zPh4eSEkW0iMalza9Rzr17U1hK4meg9vy9EdHKanrxIzM7Fmys3IT4rB88O6m31/h6M7IWNiWdxKY8n9tr9yfritXbDiD5aPariofRYqMrsUVxiK/XdsSc55Sjlo+WTM6m8xE7LFlEfOz4vB3cs/werJk5FYy/LBRi4ApEuHdboOqRH9ox55qob5U2hKENzijRzxaStcbEigsJUpRmkH0Y0CdfMCXIKi/DAz0tw4kqyRq6fiEsWzWCHtgnHh3cOh72Vk++XJw9AdFwqkjJzKyXtsz6YMagTWoUGoWXj+vD3kgyhczHJ6NY8BFsKSpCSTcYXHZ+NZFsyFniEWfk5ePzpOXTfBuK1l8bgrY8n47cfNiP2PFdT1EdY80Dc//ggtO/c9Kqu3c2GTR3TDzb0wFRpuGwkdO7cGd988414X0Fe25CQEDz++ON46aWXLG5fThYwRxp4+6lTp1p1zJycHHjRZDWbPN2enpZbx99IPPTiXJw+l1jpoWLParE3CSwjCoEtdz96yFwDnBGdmKZ5uOV8iNu6tcJrEwfdsO63haWl6PrzjyLUbOxmYME4JKwZvh05ukr73UwK4bszW3EiK0G8d7ZzwITG7fBYZD89LmdV8OvJA3h730aDT2n6TpN6UVpOnIDx68bKaOeERxHoaj6PgR+J4atnIyYnzQzn1Qa7xj4BP2etUjuXno7FZAgn5uWinqsrxke1uGb9MU4mJOP2H/42Gp7m+4fzWtY/MxO+5MWxFjtPx+KPzQexP+aKOOdWjQJxd98OGNpeq4QYew9fxOsfLSeaV4nw9vAIKshg4O7OpjBjai9hOOTnFyMuLkPsv4wMDt5vaJg/XA2aGd5IXAt5Iu+j+7C3Ye8gGZimUFZahN1rXq+R8ut64EbriJqsHw4euYRnXllg9LtiT4pi+po2mEd2icLq/WeEOGP9Ij+Rnm7O+P6xCYgiauGNwuwd+/H5pp1m6TH/PXwPmgdYT8vMLinE16e2YeHFw5rqQS29A/Foiz4Y1CCiWuNMLsjF6FW/I6WAo65aF54NeeIcHUpRnGVaPrJMvzOqDd7tM9jicdbHR+ORXQvN7osjC6+00zqo2Pm38uxZ7L5yWRhFHYIaYGxkFNwdry5JWcbjvy/DttMXjRoxfO/cP6ALnhhmfSQ8K68QczcfxpKdx5CRWwh3FyeM7dYCdw/sKCLPMoqLS/HurP+wY+c5TTSAozsixc/I7cLzHE9PF8z+bgZ8fd2QcCWD2ABFwrgrKSkTOW2NmlSN3nstoeiHaxRhKKEJ5cGDB/Hyyy9rPrMl65lpRrt3S92LLaGAHuRSmqD6+krVAoyhmEKfvOj+gDURsVfScTJamgwbgh8Ux+wKlJBS4OQ2ObzHBkHzhv74+NEx8PN2w5YTF7D60Blk5heikb8PJnRtiTaN9Uu4XW+sPX8OefTbmgILoLUUaeCcBl8X62s79w8KF0tKYS7yy0oEj9OaLs+msOzCKTIWNtGrytdGVUZKwYpdr7p0GjOjuqCgtATLz53B/sR4EaXoEdwII8Ii4GxvL679823744HtphXC9PDOGmOBlejbWzbjzyNHhKKQc6F/P3wYI8PD8emw4aLD8tXgz12HTZYh5ONzg53FB0/g/j7WRzx6RjURC0/mRTMoIwbq+dhUvPTeEprESeF9+S97TOXzNIa/5u3GuNEdhGKIiKidFS5uRQ/S1eJG6Ijaoh8Yy1cfMVkYwzGHI6PsWJJkA1OJuGGWg70dHh3dE1MHdcTDI7tj8c7jonKNI0XjerUMxaiuLeBBk7cbib+JdmTOWOBzXHT4JF4eal2emJzL8Gq7oXiu9QAkFeSQ7HUQOqK6KCFD865185Gmyb3TSiemjxbnsmFvWmqxnlty7pTGYDiVmoIlZ07R/goo0uuOiVEt0cxXyqvoH9QcrXyCcDorqdIEnXWAK1GRpjfXyuJTKSmY/u8SpNG9LVOLlp4+jQ93bMdPo8eiGxnUV4PLaVnYfOqCye95hHN3HhFGg4ujdTrY292F7sMeYmGD1ZQD8+PP1mDXrhg9/cAwNYXhZyE7pxCL/z2AB+7th+BG1ctVqQ2wqWP6oUoGQ1pamvD+1DfwmvL7M2fIE2IFXnzxRTRo0EAoEFP44IMP8NZbb1VlaDcFVxLM8xht6dlxyqrAXXd0hZO7k3iAOkWGoHVTrUEwuG1zsdxMxGZlibCpOY4/K4vE3NwqGQwyAlysq0xkDjyp/ezQjkptArQw/Y2uJz6rpIiMhDjct2opsmnSIQvvRWdO4v1dW/HH6Ik0XjdcTsnFwHoR2J4ZI0rbib2rd9/SPQh3EgdXxvf79gljgWGoPFaRR8mTKANPdu0Od/rraqWwNsS2sxfN5h3w77P93KUqGQwy+F40JdznL9tPdCLJoNA5mEUhV0YRiO07z2Lk8LZVHk+tAtNKDJomGV3nFsGN0BG1RT8wYi+nmXxuBb2I9EOAjTOmPtQHaUTj8Cf+OHPCPVylqFWwnxeeGHtzeyqw7E0g6pE58DleyTTdyMwcOPLcxOPqJ41rL5/F+RxTOtk6B1wBGaocCXhp0zr8G31aVE+S9cqPh/Zjaut2eK1Pf+yiKEEXlzBkFxThSnGmVj/QC3uVPR5o0hv11cZPVlEh7l6yCDlqI1dXR/DxZi5bioWT7hBGiY+rS7WYBbtJ9ltCfnEJTsUno2OoddRVXZgaU3xCJjZuPmV8IzMeJTZA1qw7LgyGOo3yuqUfbmh9zlmzZmH+/Pkir4HzGUyBvVOcJ6HrQeKQdk2DqzWZ/rS0oNBxvx7VC7FeDVhArDx8RvAY2WvVO6KJWAyT4rycnK2qdsET35uFc1npuJRrXiGZqWIrwOVLPeydMO2/xSgqL6skvDNJsE9YPA9lxZyQIkWFyri7kjNdL3uaNLM9VWSH0ylZGB77F34YNYY8Qw3x04H9xg/IvH2KtC/cc0IsbLAMigjDo727Iap+1bpzi3Ey66pUSpAXJUtt1SV41cELa5O6q4Itu86aT5A2AQ5NZ2ZVLRm7NkLk5lnyIN2QkdQNWKMjaot+YLi5WZaZTDG6rVf1EnyvFidJN6w+HC347w19vTC2c0vUV3PSdR0KbuToyDdTm58dLx7ON08/MFZfjjbfTM2KB9HPxRUf7tqOZWQsMAwTp/88fgTLz55BdlGRcLLxxLfClpyBzlKSlqrEFkUldvgofhd2XYjD7DHjsJBoqry+0VFRpLa8uBy3fT9XvA30dMfUbh0wtWt7q/MNGNZWqzLVF6S62LU7xvQ1t3C9c4jmVNdhU8f0Q5UMBj8/P5oI2CE5Wb+LL78PDDTfUOqTTz4RymDDhg1o08a8cHSiiSkvNR1tohrCy8MZ2bmmu1o5O9mjS/vQGzgqCTuiY/HM3BVkNJSKiS//m7/7KJoQ7emnmeMRTMpBxrBmzfHe9q0m98UCoYW/v9VJz9cDeUQhsvjY8Tzf1rjRIMuzfZcSRBM1YwKOJ+Xl5F0SHnf6ukwIVxthJOiuzeX5KsiL+vCK5fhs6HDkGqNzccUrvi10NuRjbow+jy3nLuL3KbehUyPrk/7rE/2pML1Y67ThF2Q42JVLvTxsHW3QoZHl8quFRaWikoaHK0e8LIsq5pRWBxyaDvC/+shSjYc1VS5qURWMq8WN0BG1RT8wBvaJwsnTxmmrsud2YN/rV/nOFJjC+OKcVdh08rzGgcSRhG/X7sbjw3vgPqKu6GJ06ygsPHzcpPOAZefIljfeKaaL3JJi8xNncvqgzNZij4i/jh82G6vOKi7SOmjYnqgg2nGelnIqmxi7rlzBJ7t24nBigvFKcbQb+yKmsGpd8Uk5efh43TYcvBSPryaPsrriVYiOPjcFBzJAIhqYd1QxJS4vv5jmLQ4Wy2gzikif2HD0wZghYo6zSqjHTZPqOlR1Sz9UKX3f0dERHTt2xMaN2qRTTmjj9927dze53UcffYR33nkHa9asQadOnao/2hoGrvAy4w7zSURTJnS1KhJxLXEuKQ2P/bEMBWQsMFjIy97nK+lZmDl7MUpoYiwjyMMDd7VuY/TZtlErkme6V69s6LVCY09vs2X4BLj6hZHnk9+LTQvtsO3yJYs9IlRWkAp5jVK6plxFyhhs2Ybg4xpcVT42/xbP/bvaaq/Q8UtJiI2XQu02ht4L9bFUJLAnd25tch87j1zAA+/MR7/7v8bgh77D2Kd+xtxVBwR1yBwaNfStbIBxYzySHOZG7+zsgN69ws3uuy5xVC0ttwoUHaGPYYNawd/Pw2iJSjYWPNydMXbEjW9M9ebC9dii5rzzJJEXlke8fLlqJ/7df1Jv/Rk9Ooruw8ZkMEcX2jYMRK9mN7defjPveiZ72mhh/mHMJ4pQqZlGmpV3JUvhyuBrOe/4MaORGY4Ss7Eg7cGm0m7ZsbT8mBTlsAZzdkqUWHMY3SEKXmqqmyFy8grxzZytGDbzWwy/7zsMnPYV/vfpcpyNrVzBSBdNGvvp5S3owcxPwff+6BF1nK5aB/VDlet9cSiYeyv88ccfOH36NB5++GHk5+djxowZ4nuuaqGb8MZlVF977TX8+uuvondDUlKSWPLy8q7dWdxETBjRHvdP6S0oGOyx5TAiC1Ve7hrfBVMnmTakrhd+33ZQCCtj9yEbD3EZ2Vh3/JzmMw6rjguNxID6obArlbzrcik4NzISPx82Av2aWI6SZFFYe8f5S9hJSw6FYM2BvdwLj57A+N/mosNn36Lvtz/js607kZxr/L6o5+yKYY3DTSsEPln2HuWTV6TMxoBzT1/z56V2FF0gSW3uATUt/yuBr/GVnOzKq8u9NcwokoScXOy8YJl3ypi3Q0qcNIfujULIy2S8HODC9YfxzKf/4vi5RM1nyRm5+Hr+Njz3+TJk5xRg8apDePSVvzHj6T/w6ofL8O/qI7h4KQ3jh7cz6gCpcJDGY+pSPvrgALg431hD+aaAL4A1yy3Uy0DREVq4USTvq1l3IoQMbwbrCbmSTH1/T3xJ3/l439hO53Hp2Vh16IxZh8UP6/foVf5jStKTA3rAS51szfpBNh66NW2En+4ab9GhI0rMJiRj69mLOJ2YYrE3QExaOl5fvQE9vvwRnT77DtPmLcKGs+dNbndX83bmnUGaCb6l+v9mVzG2U7MVCBt4ksFocG1si3lL09vytZy776hVI7hMTkBmFFjC9D7GnbVZJP/ve2Ue5q88iPxCKVrOv/32AzG4/5W5OHDiMk6fScCHn6zCfQ/9hsee+gvf/7QJBw5eQMsWDej+dTVOBTZxeqzLGgR5Y9zY2t2082brh1qRwzB58mSkpqbi9ddfFxP/du3aiciBnOR2+fJlURVDxvfffy8qZ0ycOFFvP2+88QbefPPNqxz+zQcbCVMndcPowa2xYfsZpKTnwpceoEG9o+Bf7+aE3NadOGeWd87CaMOJGIxqH4X1ZDh8vGIbEjKlSiOsDrjka7e2jdGtWQiGhjWHi4ODxYY+Ly1Zi81nL2gEtqO9HW5r3xIvDOlTaXtOKrvvn3+x59IVTapybnEJftq9H38fOoa5d09CuH/lsmqvdO6P/clxSC8q0Fd28kvx8NEeC+h4ZPWoRJlViaqkqwUE59LUU1rFB9jJ3h59aVK3/ZJO5MJIZMEQPIZzqenoHWbZK3fgfJzZ35OPlJqVrxH0uQVFcHKwF2HlhNRsfPrXZuk7A2XKb3cfuYg7HvlFhKFlxFxMxdY9ZFDSvgI8XGEn0ifU8WX5tLjyC90swd4eRDfRVqkJoEnQ/TP7YtCAFhbPqy7Ahi4iL5bWuZV6GSg6Qh88Ofr9u5mixOqhY5fFg9e6RUN06Rh6U5pSbTl1XurEbua+jM/IwfnkdNHE693Vm7HqZLRGBrGx0DIoAP3Cm2JARBgi6lsugbnmxFnMWrMVyUS5kRHm74tXRvRH97BGlccYcxGPLFouxijL1X2X4rA79gru6tAGbwwdUIlS2dzbD0+26Ykvj+2sPADeBesBeRPDU1d/Lq7LNZ7BcUnyzRcv6h/OjENJltXcSdsaHL2kdQSZw8XUDDSt7yvKoBYT1ZSNWb7/vpu3HYkp2ZVKw/PvzR+9/NZilGVLJbXlaMLJUwn4Z9F+musB3l5uxlk1dHp8DI5eMXVJjiz06R2BJx4ZDHcr8ntqO2yuk36oVUnPjz32mFiMgRWXLmJjLVu+dQHsJZo0umZYzCWl5mkmLIwKKUy66vAZvPD36kpiK4M8Dmt2nMGkli0tGgtboi/gqfkryAiQjikbACWqciw4eBzn0zLw6z236TWv+WbHHuy7HCde6+UG0Lhyyfh4mBTF+odmVPJYBbt74p+hd+LzQzvx36XTwhbQTPBFIrDaQBA7Zl6lgVeH9tfU2wcxWWYEMc+JDbYzBd5f94YhmNCiJW77e54omWeJ7iSDFaGrhWsrw9qOm78u34uFGw4jPVtKNu7UIgR+nm6mJwcqqTN5nkprLAjoGAWpGfmwKVPBliRFBUsL9W9iQ5rEn/b91y8PIDExCwlJWfD0cEZkhNTo7ZaB4DBbsU4V8dlnn+H+++/XRG7ZcFi5cqWI1BrrZTB3rpQ0KePnn3/G4sWLBV3U2n431xKKjtAHP4Od2jcRy81GEU0WTZVo1kUWOR6eW7YaMSnpenKNKZXHKFLg5eKMB3t3sdjw7cn5/2FHTOVo6nmawN735xL8dM940ZRURmZBIR5fskJMNA31A2MeOZU6hQRjVMvISvtkg8HPwRXfn9iLhOIcnegznTAvMmxM68YmXj6Iy8o2LcuFQ8jCjtRg/TkqPALJxKj4Ys9ubYIwbcaGiTmjwYWcPtbAMg1LQnxiJl5augS7D3KUBkJeDx/YCmu3nzZdyau4HGX5+iW1dcFM54xMEx2yaZf339sXQ4mWd4oiFGU0LwlrGoB69are8brWokK9WFqnlqAW99xWYApNA4h3bmECyuu8v0zyPBuKChZoLCxnLTOdCM3YcS4Wj8xZhiJjPHh6CCrKVdgXG4f1p8/pRRfmHjJd05uPe5mE9c6L+grmeHwSHvl7GUZ89QfWbY+BV6ILPLOcYVNkK1GRRLazvLbxffMxn+nSA3e1kLiTutdINk6E50c2OsyA13AgI2hyq9Zo4OGB5VPuxvT2HaQmPPxUmdsFDc+O5uh7DsfiiZ+W4fNl23EpJdPk6r0iubKV6R3y2POzivDjkl0aY4Fx6Ewc1uwi6oEpZSDO1dw4SaUR9UjkSZRxErcKdgUV0kKvM1LysH1HNBo1qoduXcLQIir41jIW1IaTNYtczUd30e0lYKyXgW5Z0evR70bBrYlmgfUsVj5jB8+RxEScTU4zOnFmB8S2mFhsp8Uc7fTBv5YaNRZ0ZfI7KzbpOTSWHDspcuxUZuTdb/sO6X1WQjpo9pZ9GDBrNmbN2YrsI0VolOQNu3Q7ov/YqZOdbSxOvJt5++KHYWPg5uBYmUbE73UHpak+YXykvP6U1m0ErfeJbt3x/ajRaFtfSvzn6nbmjAU70p+NbT3x1LfL8NLPK7H2QDQ5Ao0XoOjYtKFFOhjrj19+2Io9hy5oogE5uUVY8N9BlJrJY7MrMhmLtwoLF+2Dk5M9OrRrjC6dm95axkIV9UNtgGIw1EHc2aOt2YecJ5BN/HyEB8kUWICfTkgRCdSmvn9nxWajhRA07yuk1wsPndB8dykzS9CPzIGF3+F4bZh11/lLuPOXBYL7Kgs7rvJRnlMB/zxXNHH3FqVho/wCML1teziSO1xXgMqC/8H2nTE8LBzv9R2EjwcMQ7ivNpTeirZ9qmN3OEJnWxMymPfnYGdHCmAM/N0k/jH/faVvXxx55FEcp+jb28MHGt+YZL5TBhkb2cDW4xew9cQF/L7xAMa88zs6P/kl3pqzDhcS9SMgd/YynRQpDzEzKb9SFMGUoSDDlgw6s2vwdWADQOdy6FJ82TjYuj3a7DFumSoYlhYCl/7kjsTywv0EqtrLgGmg16rfjYJbE70iQ0V00NQkkyeXQ9uF47/j5pNuWQ4u0pHthlh/KgYHLsVbHM+ljCwcjdPe10d0ZL8pI+NEYrLG6cSGyaN//Isv1+1Eaq7W252ZVQjnFDu0sPWHr7OLKJk6oXkUOgUGV3YY0TtfZ1f8NHQcIv38seKOe3B7i9ZwspO8/BwNvrt1W/QIDhHramDESSVf154hjfBsD22xkKHNmmPxHXfi9GNPYP8TD6GBl6fR6IADnYJjClFDz6diG+mIdQfO4uWfV6Hb419j3Ou/YfH2YyjT8fZzGdxhbcNN/p78uVM280pVlXQC99gxCbq+toI6VX3EJ2QRy8T4HOKWgMp6/VAbctxuaB8GBVeHwqIS8cBz1SVzJTEndGoluj5uP0MTbJ3P5XDocyP7SJWD6DNLt2pydh6aB1bmqB65kojLJOhNQUMVJbkWl5mtNwZL4HNMVDcKYmXw/JLVUqt5g8Gy5yufrskA16aYNX6Y5vOZrTvirxNHsPZCjEhybhsQiOlt2qNHQy1XdlJkK7FwUhoPibuMMvo3bipK4e28clk6D/quc3BDeDs54Wx6uvC8DQhtiilt2hotM8vnxx6lye1bU2i9CF9u3aX53IY98zlqrz6nVuieEL0voXNctuckVu8/g28enYBO4VKDnTDyCM66ezhemrNa/GCyx4/3ycrdq8QB+eWS8WdDSoGjATZqfVLBhaO44t916BzOv1OBOknuVkVVOnleuXIFnp7aTrbXqzSotf1uFNQtMGWEn0cXZwfY25vuLM+FOT68azgenL2U7k2ukKS9gVme1PfywHOj+mDE93+Y1Q8shxKyTXfZXkiUVGt0DCOR9tMuJEgTTbO0ja6jatG+E9gdc9lopJwRez4Dq56bgUb1pKIQTHVadeEs5pw6govZmfB0dMaE8Ba4M6oNfMiwYLBsf3/AYLzTbyAKykpFxIHlLXeT/m7/Xvx57DCyuLAHDcLPzRUdyQhJItpRBtGpGnl74Q6KPLOBoEvF1c174+XP6RNx35yliE3PlNbjbsoZKtirRaqxKPzllCy8N3cjdhy/iI8fHK3p1fDGhEEiD/HIpUSNnpf/hvp4IyM61fi8lOVXGelWdgxdp+gwz1tuVdhUQT/Uhhw3xWCoBdi69xzmLt2HU+oqN2wwNAr2xYAeERg5oBW8PPS7L7MQ+WrqaMzZcRhzdh5GEk36Ga1DAnFfv84Y0DIM646dtUqQ+7oZ7+ysm7xmDiyC/Ny1VUBCfX2E8M3n3gWm5BN9fjlVouhsjr6A9HzTDV5Y2a04Ho2Xh/UTnFpGIy9vvNKzn1gswTBHo21gEP6aMBGp+flILyyAu70jSonH6eHiBFcnrvpDBpv4ax5s0D3cqwvGt2mBf4+fwq5jsTgWH6+evJvYiI0BNhwoRPzoN0sQ4uIualx3a9UEEwe0xYqXZ+CfXUexLyZO7KJ7RGOMbB+BO1/6U2xuW0KUoTJ9ZcrGA0c1yh2YB2VQvo/e25Sa9zCZSwK3o+2bNLKc8FinYY2HSP09Gwu6BsPN7nejoG4gIysfcxbvxcoNx4XBwLKnvr8HWoY3wNhh7dCuZcNKDqbOzUIw74k78NOGfdh4IkZMLF2dHDChSyvcP7ALfN1dSfa7IqfIOG2OwRNSXdluiMSsXKvpLPXoWJqxNQzG6lNnzcpJLiV9NiENEcH+mLfbfElRHuei/cfxzLDe4j33NhjdLFIslsDrejhqDXtHei6f6tYDj3TuisvZWWKITuSV4YZoAd5u5OCqEPrBmqZrDX28sPLRqYKytfF0DLZsO4e8EtPXWxdbj13AxJd/g30xHbeeB8b0b42f7psgqiX9e+AkOfryEeTjgQmdW+HEbvrMLh1lZBgYgsfPOqPClqIPrAoN7hPB9L0Kjj1HoRsE+VR/B7eQfqgNOW6KwVDD8deSvfhx7nY9zzwrhTMxSWL58e/teOOJkcJ40AVTZmb07YTpfTqK9vXc6dlNZ6Lbm8LS/J67QQuvtHr+zomtvLCCaezvg6jgytYqox4pFGvAjwJXS9IVwPUp9HvBWLMzeQMSUKfjpfrPXCmCvS/muhjzd1coiiEbDNcCFTSRnrv2EFYfPCOUgGZshKaBvpjavyPGdWtpsfkZd+68q30b/PbPHm2SthlDSRxbJRkNsWlZIiQcl5yFRRuP4O2HRuCZ0X30NmFeq9isTDIWdHajec2HtCslo0G3RT3Tqlzs4eFgJyokmcxzoOtgarisJEeNrPu1tM2BlaklhVpVhavby2DcuHF6/W5MFZuQ+9289957WLt2bZ3qd6PANFLTc/HQi3ORnpGniRQwNTEpJUcsG3ecQftWIfjgf+NFxRpdRJJs/2zaKBSTDGE94EnyU3eie1u7lvhs006oSP45kH/IrkSKWJZ60DHsJe/1+Hamq6H5e7jhMlFQLc2H6nu4o2NjrZezubev1klhTPjQZw4FwIFzVxDewA8X0zIsRkJikq2rOGQt2HA4cy4Zv6zZh9hkbf4Zj8PBwRYju0ThvqFd0NDPeKlrXX3YNzwUx07FI1+nUp1F0DmxznPIo2h8ag4On45Dy3VB+PJ/EzGkjX7/m/OHE1BhqleCrhwjHaKSZ4Ss13gO0DwAl6PN92IwBY5W9e4VAW9v6+YKt7p+yMnJsapBpZzjptu+4EbluCk5DDUYFy6nCmOBYTJJuLQCb3yxAifPGud98oTWm6IEusYCw8XRAY8M7AbHHBWcMyXepD0tTsQeciKmERsRz1NY2tSEmLsK16fJsCnIo20W4IuRrfQ9OUFu5DkvN1hR5y8rJjkhjCMA1jQ4s7bikDVIJs/YlE/nYeWB01pjQQcXkjLw5t/r8c78DRZriTOYYmQuscwoaL/s3WHwRICX139YhctJ+snRjg726N6miSayYAxSbh6FuoskuhIvDnSN570/DZ+9MQmuzgYUN/mcOJxqJM9BXnXG1F5orEQYrgtHVelloMAafPnzJj1jwRiOnLyCtz5bYfJ7LsHMEQVDr/jkTq1Rv8wZ3mdV8LiigkuyCm4JKnhHUzSCXrcJDsTAiDCT+x1PjiJrbv3nh/bW62gsKDss5uTopq6OoMWB2KrcL0j4XpifT+ubAzvbXEnfXUv8tGoPXvtjLS7pGAsySkknLydq6R2z5uJcvGX+PjtrFm87VrXkYq58p44Yy/rx9IUkfPbHpkqr9u7aXDihzO6OFnZO2bKDiP7akdwf0jUCv34xDcOGmG4Ias5Y8PZxwyMP9q/ytrdqDkNILchxUwyGGoxl646ZrY4jy1JeY97y/VXaNwupnXvOw17dhFIvmZUEhleBvdFeCDJYwL80vK/JcfG+woP88NeM2+FsUB6ua2gj2HPVHXKoCMOBF5qXc5SDP7Onc+4aGiLWHRgZZnZSzsdp7OuNUL9rF/b8YvkOZOQVVFbCBj/F4t0nsP2Ufn1tY7iSmiU19jOyj0qwINgXbarczGfqyM6aBHNTkAt6cAibF5uSChw5cQURYfXx51fTcfcEoiFwAx71elylgwMStk62iIpqAG8vrZcotIk/Xn15NKbefXO7f9cI6E5qzC3V6GXA9CLud8O9bo4cOVKp301iYqLRfjdBQUGahfehoG4iPTMP2/eY77nDYPG5+8AFXLxcteTTs+RBL40uEPrAsOiBc5oK3e3ri0i2KYxsHSF6NJgq+8kT+bfHDMTINvoOpfAG/nCzdaBjQEQ2RPSbdQMxU50oUGBP0QXWCZ2aSTleQ1o1N6sneUI9qGWzqpy6WbCR8P0KyZNbyZkiH5PkJ5cuf/WvNRb3x9GdnIIqRBfM6PS1O04jQ6dSHiOyeSAa1K+cb2fUaKBx21GkgSPLR45eEnrrhWeH4503J6Bd20YUPdH+3vLP6uvjihakI2Q40jrDhrbBD99Mhb+/ZQpmnYbKykWd45adna1ZdCMI1yPHbenSpVXOcVMoSTUY5y6mWGzYxd/yOtv3xwghaokiI9NYDpy+gsNnpV4IxlBaWo556w7i2btMewiGtQoXCWTvr9qCDJ08A+4K+lC/rri/N01kjWBix1b4YdtecQx7DnVz7hidCHMoy2heWm6vwtTu7cW6jcgYGNEqAqtPnjUaaeBPHuvX3arztgY5RN9ae/is6euuyeaWvCjztx1Fn5ZNze6T8x+E0aMjHIzO7tXfS4YFxVjIy6MLHtP+k5VLFLaP4LJ6Vjiyxf75ADaCW5qvVlLcYPCBu3uLpYwiIbv2n0dcfCZcXR3Ru1tz1PN1FwmV6el5sCdlIHX2vLXKp5qCDd3/vJiDpe9NQelloMAcLsdlWBV9ZfDzvmNfDEKtiAjyxLOMPJjfz9tB70zvf8maI5g2ris5GtxMRi5+nzEJr/y7FpvPXNDbU4ugAHxz1xgEeVVubsq5FBN7tMbcrYdhk08ODoMy/xyMaN04CJENJbrsjD6dsPpYNCpIiRheDpbRIaRDBrS4dgbD0p3HxX7NGmr0FX8fHZeKk5eS0LKx6dwjZ0d7y/urtH/S9VzcwuBjltMnzyWgdyf98x3YOwp/LdpjxX6h2WlBoeRNZFnfq0dzsTDiEzKxZ+950e8prKk/OnUIFfdXXl6RoLeyfnCi31ABqqQfakOOm2Iw1GBwtQtR+tkKOcKCggU9J6IaA3d3XLT6MJbQkpyWK/bLjv8yJ21oU29/tK+Vu06ZNRgY7B0a0rI5dp+/LBKhPZ2dUJBahBNnEvHe2XXoFBWC/p2bC+qMLrf19aED8N5v66XoguzdIC8SK4eenULRram2otF7Y4eI/g0bzpwXgpX/saLkc3huUG+MNvBQXQ0SMnKEEWQW6t9DKIT4VIv7HNIxAj9QCFtcZdq1oBrpCGbdkLvgM/IPboL7aOxWYIHeNrIhjkXHmy2laktRBfYelTvbCg9YSIPKURmurtKnuz4HlsGepoCAW9xbZAx8uS3ZA1WYByhQYC2qMiljbz539zUHLqoxZ9l+7CDnE8s2vdvWiFphGbx5z1ncNkxy7hiDt6szvr1rrKiUdyA2Tuyznq0Ljh2/gtl/7UBAPXeM6NsSjRroc6kfH9UTm47FID69chUmWxtbvHibtqBFeKAfvpk6Fs/MWym89XJlIs5ta+rvi++nj4ejmapRVcWllCyLjjyG0Nv05lxCulmDgaM0Azs0x8ZDlqNF2oPYwJ7kuTEY20PnDk0sGwy6eoguYUMj+oERTJ/fNr5yjpS7u7NYFFxf/XAzc9wUg6EGg7mHe4/EWnWfNaKHmCd1xlBExsJTby0UeQ4yvUc4msmB4EChR/bqVzhU1gh55IG2JmrBAq9PeCiOno3Hs5/9i1zaTgoR22D51hPwm78NXzw3Ac0b+Yv1uYb0H//ug52KJv46ZyEfZdeBi9jW7Tz6tJX4sUxp+uaOMTiVmIJVJ6JF5Y4QHy+Ma9tCGB8yeLKcmVsgFIZh5Shr4eZsuQKSLgzpVsYQGuiLYZ0isO6gOkrCRoONkeQoHYFtz3Qtg/3wNe3SopH4TfYfvIilyw7izNkkkdDepHmAaWNB/Zvblag01ZR8At3RpX1oFc5UgTHY8PNhwaK39L0CBdVBONEJ2bvPVZIsgWVuGFEJzVXie/Wz/4TMMTpp1XVw6CRaZuWarmBnWBEo0MMd7/+wFmu2n5Z0lfq5+JN0waTh7fHk1P6axo/rj5wzaiyIodB2b/29AQtemKLRTb3Cm2DL/x7AyiNncCo+WdJJkaHo0ayxXjNJLvGZX1AiuhzrOrGqAjdy5FmKCIhvbKzXETOHdcHmI9yBmRx/5uSF+js5H80QPK5WzYKQlVWAZSsOY8PGk8jNLSK+ureopsQ0NpO/r+5b0kfjR5ju/6Pg5uoHznGbNm2amPh36dJFlFXNz8/XVE3iykdcLlXOg+AyqkxvnTdvnujdIOc6uLu7i8VaKAZDDcYQCiP+vnC3UAiVGq7ovGaZeRsJXFOYs2QvTukYC5rt1PuxL1ChhJ3HBoYBC903PvkPrSODMWxAS3i4mfYeJKbl4MmPl2i8WJJQko6XkVOAR2ctxMKPZsDL3QXbjl5AfJq2N4Mxb9gfaw5oDAbdMDYvxpThgjWHsGDtIaRkSOVe2TiZOrozBnevWvShYT0vNA/yQ0xSmsXIDo9zSPvK3nhjePPuISLvY9W+02I7VmI8bg6/d4lopIkQ7T18UURdTDGWJgxoix9/3oIFi/aJfcj3RQYpAntHW5Sx4aemHekpmPxy7T4pyvD0/QOtKv2nwEqal6V1FCi4xuDnd+qkbvhi9kaz6/Gk2osmyL06G6flMI3kra9WVdIxhgFQQ7DM2rmdHDgJuRg8qCVatgg261z6Zs42wbGXt9XFQop81/Nyw9TxXYWe+mX9PpM9HOTI7oGYOHRuLuW6MTixeVIXTtCtnKR7LjYFv/2zW9CyeELuRDSg4f1aYvqk7vAjymVVMKhDOFbuO2Pye90xszOnR4vGFvcZ3tAf3zw+XjRoy2CnF/22/HvwWKMaBSDQ11NcsyvxGUi8nAmVkRoarA8G94xEHhkITz47Dzk5hZrflLs6s3POzt2Brl+5WUOQEUjR5GH9W1kct4Kbox84xy01NVUYATz55zw3wxw3NuiN5bjp4o033sCbb75p9XEVg6EGg/stfPXW7Xjm7UVISs3RPNt6NHi6J7q2C8W4wcbLW/KkdOnaIya9FvL+2OtcQfQkDWj9itxSbN51Viw/zd2O914ahy7tmhjdz6INR0RuhLHjsNDKyS/Ciu0nMWV4J+w+GSsmz6aoP7yPIzEJKKTIiIuFsDvv4+Uv/8OOw+yd0X4ecyUVr327CpcSM3HfhO5628QnZ2H5huOIjUsX++9LkZzencMEHYcV3qMje+Cpn5cbP6D6GDzpZ+7p7b2s4wEyn/fdacPw8Mju2EjeM24414QiDwPaNhPfyVi29Tje/3292L/sCWKvEb9664HhuBSTKowFcZ10FDyXOLUrKievky1K5WZtPE6KINlR6Fq3OQz/yj5kuCmouXW2FSiwBhNGtBcOpT8XGqebsHOdvflvPjdaL2FVF2u3nxKy25wHVLqDudSm/j198XQyLp1Jxn/kze7RvRlef3UcUSYqTyuyKRKxZP0Rs4/CnOX7MXlkR+QUFolKdObA+mPHqVg9g8EUjp6Ow9MUYRdOGfUA2LH134ZjIvfvxw+mIFAnOZfzuHbuOIsdZAwVFZWiMUVmRo5qh6AgqURq71ahiAwJwDkyWgy99Zp36kt1e+828CRaljXoHBGC1bPuw7ZjF3AuLk3ol77kNOMItYzsvEI8+vY/OH8lTUNXZp3FRlZEkwA8O20AHn1yjp6xIMbFnm76W5FXBltHcjTpGglGfpMAuh6m7hcFNUM/3IwcN8VgqOFgbuf8b+4lXul5rNx0AucuJiMtM18844H1vTBpRAfikLYz2dkzk5RJNnkXzIEVgl0xCRG55C8LF66WoFO4gQXsS+8vxe+fTxNN4wyxab+ZRGFpl7TOOWEwSCVGLT8klnIJWAF8PWcrdu45J3nU2aBW52PIz+DPS3ajH3nWmoVI4fj5Kw7imz+2iIZoLFDZK7N+5xk0pnP68rWJIgG4f+swvHXnELy/aJOoUS7tkC+UeqHX7mTMff3AOASR56cqCPbzwtRBxvmDLORDPDzw2l2DcOhSAg4TxYvzNbq1aoyJA9uhaXA9PPHMHL3Igi7EOZdWEM1MPV4zMEVfU1BF8C1qKf/7KhofKVBgDjxZvH9Kb4wc1BrL1hzF3kMXcYWcJCUkr9nR0K9HBO6+rSuahRrvp8M4F5sqvJGGXn+dg0hiT45cqv/a50s9YGRZu3vPeXz59To8/+yISrvYeyzWaOMwQwrs8eh4NAi2XPGOh8HOMEtISsnGi6S3Skp0vOrq55X1VVZ2Ab76bRPef0Higqem5tL45+HK5XSNnN2zOwbz5+3CQ48MwsRJXYSx8u1j4/HcT//h8PkEMRYWx5oqUnbSe+7F8NQ4qVmctRD5DO2bi8UQfP1T47PwyNjuIsKy68QlmgvkaRq3De4RiVOnEsi7bKbnBOt2pqaS0WDIKNAbxzXM+bilUVG39INiMNQCsDHQr3u4WBhcXYirWDiTd9xifoGVXgKOMMhSj5OPHQr1G3axUuDjfvztWsx6ZQLc3PQbihQVm0+ok9aRqi60aBKIFbtOmVyPj9uAJtbm8gmizyfjlY+WiciLJKil8apsVSjnSIn6urDS/HfTMTw3bSC27TuHr8lYEOejnnDLE+84UrLPfrAEv380VSgKbso2qF0zrDkULcroJWXlCu8U97NwV9kj/mQKXnt5keDB9u4ZjttGd0BIw6o1QZHBDXu+/24D1q8/oVGqzsSTHTO2A2bO7Kv5DVlhnDqTYDaxWVrR/NfcwKl5M/0azgqqByWHQUFNQIP63nh4Wl+xsJwoJM84e/qtoR3y5NCafjJ2RRUod6UoLIko+0IySAy6xPM+Vq85hj7dm6OruqKOjGIr9INYjwydAC93EQHNJG+6KbCx0KqxaRnGxg87hhatPFTZgavSNxp27DsvJt6+RIl6+cX5SCDaD0OWs/Lf77/dIKIMPXuFw9fDFb88cztOXkrG9hMXkJqdL8bLEWt3BwfYp5Dxs/QsJs85joaN6mH0hI4YMKQ17Oyr56jZTdGO2V9vQJyOMRAe1QDvPTMcLVproywnTsWLwicccTYJ+opL3ZrqDMSqs0t740wCBbe2flDcjLUQPIF0MWy2ZQLenq4I41J65m5K9iCRUHTKKqelAo4FfJMbX/XIyThMvXd2JS8G5wzoJpcZgifuEY0lL9eIbpFqY8f4unxo9xIbvP7uv1ix+qhIVDP0Gj3xxgKkpOdKw1cvAqTM7Iq0YUBWCDHq+uN/Lt2n1zFbF7ze+UtpOHBcW7bU3dkJE3u0wbPj++LjGaPwCS2edNor5x3EseNxghealpGH5SsPY+ajv2H/oaqH/bh61XPk0Vq79rieB45D4Qv/2Ye331qqZyBY+s35ax8fV5O/hch3IeVljDagoBrgKJg1iwIFNwgsI5jOam2OUq9OYeadEDzpocilfSHphmwyRHIqGwu6ePW5vzH7y3V6RojQQVYgNMRPjPuO3u1M6gf+3NHGFpsWHRURjZgY/fKSjO//2oaFK4wYC5pz0r5kR9CVhEwcOngRFy+kmpxss0ydN3eXzjhs0IqcXw+P6oHXpwzG5w+Owb092+PAH4dpbIeRnJQt8gmiyev/8TvL8frz84XTrarYvuk03nh+AeKv6OvcmOhEPPfInzh57Ip2jIKeZHmfJinKtD3PLUZQxErBNUBF3dIPisFwC2Bw7yjT4UcWHCwgK6QmanKHZZOgrzmM+/wr/wiup4xJg9uZVTo8IZ8wUMqzcHdxwocPjoQ9ESntVEY6EpNiij+Vih0UCv7kq7W4a8ZPOH9R255+IXmN2INm7HjCeOBAiVyulT7gTsY5eUU4HZNktgIF03R2UUjfFNZuOon/KOxfKX+AXjPN6tV3l4oEQmvB+/jy09U4dyIeKvLY2RSXk2Kmgav3zQp3165zOHDggvpcbNChnX7VD0Pw6d0+sQvCmkrGmbyuTEHq1ycSU6coDdduRidPBQpqIjq3aQxXzqMydZ8y/YiiC3JjL7MaQuQ72GDRX7uw7r8jmo+jwgLRjIwGU7JLVICjcTQIkBqMzSTaZqfQYFEKmp1ZeocgfeV6qRgHD1zEipVH8MDDv+Hrb9ZrDJRM0k+sIyxCZ7ccGdizJ8YsVZPl9ZnTCcIIMBXVeOOFf1BAOsAwf4BxYO8F/P0H97awHhxR+PCNpVJlPXWDU7lfj0iKpmN+95m2OVyH9o0tRqC9vV3x/OPDNMU39I0FB3z8xm3w8lRy3K4JVHVLPygGwy2AQT0jRWdfozepSqIjiRuBPzJn7fI2wiBWISUlBztpQi+jV7umGNtXqqqga5vIHvHpo7ugVViQEKr//LMX37y7Cm7nC+Fxvgie8SVwKiDFQONwziSqVbpU0UcWtNk5hXjufySIC6VIw7ptp80KRRFxLpMn3cCALs31jBtT4GOa8wAtXHrArN3F0YK1G0+Y3L6YjJwU8jrl50kK5eP3lmP9ymNS3Wv18YXhRt48skLENhxeXrVS29150oTOJs+dhT/XwR4zsh2+++oevP7KGHTt0hRRkUFkKETg0w/vwGv/G6PkL1xL8M9kzaJAQQ0Fy41eLRpr+74Y6AnOVeCJuyT/LUxuRMNJkuUkzBb+uVMjw1kPvP7YCDExN+zKzO+5DPYL9w8W78+fTcKHry5B/N9nEHAwD/UP5MErtggOav3gfaEUdvnSYOW8Cy4xvWjJfvGaKyGZzMcwAv967mgeGoAyK73/phLE95M+ZPluSj7ztVi+aL9JHcPfZ6bnIY10K4//LBknD035ESWGdC6VvtFw7kwiYi9IDrXIiCAh7811vmYdMmpIG8z94V7cPrYTWkY2QNuWDfHA1N6YP/t+tG4hddBWcA1QYeVSS6DwEm4BcHJ0u8iGOH46HuVsGahlCQt2MUHlNySsXJK55TLxQ90dUOrhIJXY0AV7JNQTb/bEHDoci769I9Rf2eDlmYNFDei/1xzChXgpfMo0pLtHdMLgbhGSB+b1xSKJTNeoti8mgyWhBC4Otig30kRO9FfIKsDGzacwekQ75KsNB1OQKz+x0PT39cAgOjbnGviSZyWD9mOOFxuh9sxX+o7OO0YtlE0el67BCbrGt43pqPd5anIO/pq9BRtXHxfKgtdrGlEfMeel/dkYGTsbPCIfgy53YlKW5vtOHUPx8AP98f1Pm/W4qrxPznv48N2JcHWV8kv6940Si4Lrh7rGUVVwa2Lc6A7YsvmM6MdT4Sj5EbnTvF2xusKaOtmZX7OHX3iYDL0nfJ/Td7wdb3IlNg1ZGfnwoQk5o1ljf/w26x78+e9erN1+WkRlmZo6ql9L3DOui5DVxw9fwsuP/iUaUWkm3rQ/t+RSOCeVoMzDsbJeUmPBgr2YMK4TcsnDb6owhDHMmNRD6LPm4YEoX37Y7Lq+dC7eJjpbnz4RJ/ZjzljJyS5EEtGfQhr76RkKrBvm/7ETly9KjUB96rmhtKScFjO5Hzq5GGyoNFHrrrffGI+niRYWF5+pyVGXdcWgAS0weVIXsV5wkA8emaFtgKfg2sOmjukHxWC4RfDI/f3x+PPzuP2lfoIbv+aQc16p2nCgmyKXPDgFZSgKoLAkT+DV67DnW6b6yFQc9prv3HwaSSScPLxc0GdgC4zp2xqXLqVhx6ZTyM8uQu6FTGSF52M3hXx379JGJWRoBDt71rnFpBGFwIJvz/4LwmAIJgOIS6Kafc5oN8EB3vj8hfFCKTEmDu+A2fO1Xi/D/TN3c3AvExNsK/JFGFxBQxdJCVl4YsYvyKUoiaxI+PiCd2tin5rSuSTgbUl5+/roK6jbb+uCTh1CRWOeU2SgcD5Cz+7NMWJoGxFuVnADYU1IuRYpBAW3Jtq0CUGf3uHYseMcVJU84HyP63/C0QgVWw+yrBbPAfd7UesRNXjiH0uybj/J/XIyEMJbBuOlBwbj2ZkDsXPLaZwn77hdoQpXzqXAp6MrZlFkgR03clEK7X6k93ZE3Sx3M15qOyMzHxdpwt0wyNsqY4HF73139sJoNV9/wICW+P67jSgih5SxR5adMuMndDJJq9Kte28Ohuv9/sNm/P3bDj11kJluuRmfrtHgraMj/Op5YPb3M7CJru9G0sEcoeeCHKNGthWUVmtyHxVcI6jqln5QDIZbBFHhQfhi1h347Jt1OK/2YgiwkM8rIY6qVknYqCerjlnFKKnnLKIQtmRosOdIFjU8+bUrLscdQz4WnE32rLBy+Paj1WgeFSTCpCyYWLiyZ+Pnr9bDPdhL4/EwKfvYO2VEIPM2cih33LB2FpsVPTm9PyYOay92unf7WexR19RuSF4s7sNQwceQ+f30l8f6ztOjBIeTwedyeM8FbF13AvncKTPEFxHEweVwuYoVGp+vk53epJ+VVCeD6hLffboGOTkFxDXV4bSaHbkWzN3lfQ4eUjkBrWmoP55+fIiVe1Jw3SAqi1n4Ra30dCpQcLPA8u/VV8bi55+3YBl52bksq4COsJYlnUbiqbTf25IusCXqjIbWRKjn746P31iKw3svSJNsOgZz7v3rewpnU0ZanlQ1iHaxgCbM/oFego5jcoyyU4mfJxOTdo5a9OjYFN6eLqL3gzFdwyK7IXnXv357smjalkbe+fVLDyKe9GIn0pO7jkrFK4TIVst3/tO+fWNMur2rZj+ZGXlYTXTRc+eS4EAR7AZkqJSRjrFVU5ZU7KgyyIkIoHMP0ikby4nLbCwYXOoqoUFDHzQnGpIuONo8YlgbsSi4iaioW/pBMRhuIbSKCsYv30zHOaLWbCXPAwtpW44aGFmXP7MrLIddHikBA+HMwt+ZJOiaf6QGYgxtGFaFs6cShIRlT7rs6WGjIZ34meY89RKHX24ShErHjKSQMfNMbTKK4EwrkTowur9JIztg8oiOIkz7ymN/Upg3TWwvJvoc3lavV+ZqD1WgG/r2j8JdYzuLkDmDowFvPD4Hp45eUYeYJRoRe70cdCLBbNiUeDuhwsVB7J8Txfr30XaWTk/Nxd4dZ6utCPiYzeice6tpXwpqIOqYB0nBrV197+GHB+Kee3riBNFrvvpqHZKTs016OEQSNDmabIqkfgz6YOeSDY4ekIpISHpA2lFqilTdjlGuUxnOnLGge0x2pBhzKvH4G4XUwxWKaEQ4OWFvtpp+qqMj2DnEFaQ+/N94YSws/mUbfvl4laafhIocRXY665a7OyEwMhDjb+uMUUTbkktcb1x/Eh998J9URIMWkbeRmkP0Wi2FSKU2GlRepHHU4500pYdehGLV0kMWaUyWcP/jg5WoQU2Fqm7pByXp+RYDT0LDw+rD3d4ejnL+gql1abEl4awr4Pi1A3mF6tnZm577635RhYdBrGlmQMMGtcIbT8zF7E9Ww+5SDhyyS/Ssc293Zzx9/0A8MbO/MCxeevgPxF3OEGOoID4oGwu6u3ckZed0KRdD2jTVGAuMWS8txJnjceK1EORCkVT2tPGxHcl4sSOF6UHH/uTd2+GkU66UK1wYO32Z+mXu2vA6TcPr4+OP71A6btZkqNjjaWHhdRQoqCXgwgndujVDGjk8LIVDbUgX6CbYyroiqnVDYQDoRlY10JV7OhMqScZa1hemHErDKBIbfTAWT4z8FNHrTsHlLDmKKHquix4dwzD7o7tFQ9QtK47g5w9XiuNy5IONBT3Q5/Z5xahfYYORI9tp5PApMqZmvbdM6AbeVkVGj21iFmwMkpOFcVNM9N7MPHGOo8Z3xJiJ+k07L55PqbaxwLr8pbcnoGdfrZNKQQ2Dqm7pByXCcIvCycnebIlRGQ8/2B+79l/ABQrXOpG3hMtydqXQ7P8e/tP4BqLtJXlbKDSLEuKzsj7gz+h4Ng7kpecJtRnufoUd0Zg4dK0eGydrsXfqhaeGYxd5dQ7tOS/pF1qcMorhmFmMClJaotGzbSGG9YoSgnT3tmjEy70i1JN9w6Pyfm1ogB+/uhjzNrwAJwrjXjyXjIO6eRYWJvWMABs7/PTTffA0KEXnQp4sk+Ax6eSH6F9CilZ4u+DLb6eJ0LKCGgxrJjm1KOSsQIEMniCbm8yynOrYrSnCePK99jiKCkvRqKk/xkzqLPLXzCYeF5XApqCYK02oD0bRXi7WYEnesX5wIDqoSn8cTZr4YypFRh7s+76IWnB02z63GPbRqaig81CRjmBabYueLQUdib+f+80GiSJr5vnk706SEbL8r12YeF9f8dk/8/fodca2zSsSVe1MReqJJ4WZ03thMulSw/wBVzcnKXpdDS/zg08NxoChUmVCBTUUFXVLPygGwy2KrkRz+fHzdWbXqU+czNsmdiXeZje9z08evWx6IxacuQWaUqFyFQAVGRD2xIstJQ6nDQtwg2eEDQM/f0/cM6M3lq86grMxSfSZHbp1borJFA5uEdkA9wz7tJJgZYPEjnmthBIi0G4kTumYO7pi95bTsGVjg0PeOmMxBO+OcxR2bDiJgaPaYS8ZGlWpsMHIIi5uGnmYDA2GsIhAOicPyVNnAE21EQpHy8eT8zt8fN3w0ZdTFGOhNkBlhYeoFnmQFCiQ0atXODZvPm3SaGBZPGBAC5Fjdd8TUklUGav/PWRchtI2NvlFsOHEYmjlsoom1bbZZeTpdwbcTPcAmPnIAKTmFmI9yet8MjgCAjwxemR7jBvbATsoYpBPdFJD2HLumzr/bcWfO3DXk0OQnJCFuAs6uXxmwOf53187hcHAr7nKn+41saXzMQeW79GHLpJ8H1Dpu94DokRCuCXIOkKmL02c0g3jSc8pqOFQ1S39oBgMtyiCQ3zRe2ALUeHI1OT4rnt7G60IEdjAW6eUjw6Y68/hV44s8HueARP1ib1Hcg6AfXoeHMgbVEgKQ26SwwIwiLw+sz6aTH+9MdxIki/nFaQl51isUBRzJlG85gRn2XNkqSYED/O3D1dgx6I9sPP2UHuBqmb1c/nASuOh87vn/r74/P0VRrfhsx80tDUCgr1xlsbN1Y669miGfoNaKsZCbUEd46gqUCCDE3zZYDBWqIL1gj85Q/r2M15VjotEHCfPvJ6xwTshuS+oO+QMkst5i4i0vF/y1nsG+iCLnDiyfuBJOh9+2kP9MXlqL/HZY4/qGyiM81zW1J6iImZ67uRk5iODqFLFFkpzGyKFDIxnx3+ByA5NUKaTdyFgQHU1WhZcJ29DF/2GtMLcX7YjVdC39Pcr6L+Odnj4mWE4SteSG8Y1aOiL4WPbo2nz+lUav4KbBFXd0g+KwXAL47k3xqKQvDQHdp8Xwln23jMd6J77+2HomPZGt6tHkYBO3ZsTPShGa2yUlcEmNVu/pjC/Li0V38HFWUzEbUrK8cN3U3HsZAKioxPJnrBFZ4oidO7S1GxDMZk/agmO6vVCm9WnKMMZUjRWcGLpHNISMpF5IQnl3PHU29OqY4nzo9A6G0qXT1xGizYhcKYQsy6Gj+sgam//9v0mraeItmNu7+CRbfHU/0bRNbDu3BTUQNSxkLMCBTKakQx9860JePedf0XVJCG/aWEjoH59L3z00R3CyWEMLPdWLT6g/YBkno3aWGCKqh41h4wHicstSeuoMD/c8/xIojmdINlZgMBgHyEr/SiaYA72NLm2xtHjQGMOpIm3I9FkKzVFMwUa26kDF3Hm8CWAnFqkaHQOTLqTi3GY2I6LhnDVvQun4tG0RbDe10w5/fj7qXj1qXm4HJsm6UDaEdOqPChi/eYnk9GS9MoIup4KaiEq6pZ+UAyGWxjOLo54l6gvp4/HYcu6E8jLKSLh7I0ho9tLUQQzeOjZYXhy2k8iUsC0H5uMXDP1UunzYppYO0uT6cRL6RhBCoCXqoy1VYfGOHXkssmICCuyLn2kikLDSMDO+3mrdHj19ya9QKy8aHxiv8Vk4LCnx4zxIlBIYeiMbE1H5h9emIff31qMKS+MxsTHh+opxMnTegqFt3HNMSQnZsPTywX9iXuq27xHQS1FHfMgKVCgix49muOfhY9j3brjOBudBHtyyHTtEoYePZubdfCE08R49KTO+G+h1H2ZcxXkpGA9Y0F+zb0JOEJNL9PiMhAWHiiWqqDLwJZY/ONmk9/zxL1piwbw9vMQ7wdN6IQ1/+wl/WXF86tOiOYogB05gMr9tLl4FW7OsM3KN/nMs0Pq3LEreHTEJ4hs3xgvfHk3ghppZT/r2p/mP4xD+y7g4J7zQo9FtgxGL6IrmTLIFNQSqOqWflDuxlscLLzZM85LVRDSxA9f/vEAZn+xFvs2nYSNmTCwALcs5geDjscenupg8szeeO2xOUa/syXl1bBxPXQkSg/Dnzxgj700El8RHcjGnttXm+AJqiQjQXS9JggyUjYZPz6eYp9CTxg+0EXFQGpmpV0V5RfjlzcWCaUy+ekRet/5+rlj0t09qnS+CmoBLFS70qyjQEEtrpo0YULnKm/3yAsjEESe/IV/7kRWbKpezoJRsNFAAtexmoUeWncNQ3PSY+dPxlei98gT98k6VKbpTw/FMZqgx/PYTHl55WdbR7/Z5BbC1tVRGAqixgddH85j0EQZzMgDNhyem/g1vl31nMZwkSPPnbqFiUVBHYKKF5XldWoJlLKqCqoNNhre/mIKphN9yWKiAIOUgau7EyLbNarW8Tr3CsfDLww3WmQpqKEP3iOqk67Xa+RtnfH+N/egTadQUbdbfi6Fh0t+iEsoopCbp7cvG07Ay8xGs+YBImzNB3SnqIC7p7O0QpZxPqqMOR8uR75cA1xB3UY5TSSsWRQouMXAlYRuIyfJ3FXPwNXJwbyKYJnMVCWS090GV6/yD8v1N3+9Hw0MIrdC3tN/974yBr1HttN87uHtis8XPopJpL9cdQpWaPSLrCO4EZvOpE+UG0/OhmNmHhrxsZhyFOiNevTaVBdoGRw9yErLxfI/tlfrHBXUMpTXLf2gRBgUXDW8uC29lVbyuOm9Bb2oOshKzcGqj5eg7HQCbH2JMuXkSMJbhXKawLfs2hD1ArQeGxkduzcTS3FRKdJTcrBr82mcJh7qzhWHBQ3JVGSEmwP17NkMX85/RPBJORTPPNSda47jvSlfmx1nKYXed644hCFTpAQ9BXUYdSzkrEDBtQYnIrPjpZAisJaeERc3JwyZrF+VryrYu+EE4i6kaMulCt+QCm4ezmjXM7zS+u5kKMx4bjimPTNUVMuLPnoFB7dHYxfRR1OupGsop4YQRgNFGn6hKDvrBzZ02FhgY+CDx//Eib3nTVJn+fO1C/Zi6rP6UWgFdRCquqUfqhVh+Pbbb9GkSRM4Ozuja9eu2LdP2/HXGBYuXIjIyEixfuvWrbFq1apqDVZBzUQHbhxjRYRhAHn873q8cnULa/Hu5M8RezJOeHwqktNQcTkB5ZcTgZw8rP55IxZ/sdLkttxjoUGjepg4rReef38inCvKzdKoOKQd0aGJ8E6xsSB7zHx9XS2Ok6lMWUZKqSqowwrB0nKLQdERCnTRdVBLszkPDEcnO7w/92F413Ov1sU7vicGX720QEqelifrghICYay8MuU7k0YLy3YPL1d06hOBBykSMWxiZ9iaeW7ZOAhv21i8tuMeD+rIAtOMWGdYKsvN1ZoU3AJQ1S39UGWDYcGCBXjmmWfwxhtv4NChQ2jbti2GDh2KlJQUo+vv2rULd955J+69914cPnwY48aNE8uJEyeuevAKagbqh9RD79EdzIZjh91DE/VP7rSoNEwh5vBFHN16yig3VcbCT/4zW1JPhrOrE4ZN6WlyvDzhD24agLZGPFJ+DXwt7p/H6NfAx+J6CuoAeGJgzXILQdERCoxFlsVTYEJFcN7CTxteQkQ7aRJeHSz+cZOY+BsDV6XLycjH5qU6lZvMYOgd3YQeMDVeNgjG3Ss1cjNEQLCPRT1Xr76XVeNQUMtRUbf0Q5Vnb5999hnuv/9+zJgxAy1atMAPP/wAV1dX/Prrr0bX//LLLzFs2DA8//zziIqKwjvvvIMOHTrgm2++uerBK6g5eOrTKUQLkhKOhaAlyEJz0O1d8dgHk69q/wc3HNPs1xQyiVd66RRFIKzA9JdHqyMI+o2W+Rgcpn6NuLCGXTkZ9SlK0ZoMCXNj4bB6j1HGS9IqqFtQqbirrOXlVoKiIxQYIjQyCC9/dbcoIa1x1PAfWljefvj3w6jf0LIzxhwObYs261BieX5w6xmr9uVLE/oXvp4qDBDdyb8s90eTAdR7lDYfQhdDJnUx3yGbzn/4nd2tGoeC2g1VHdMPVcphKCkpwcGDB/Hyyy9rPuMHatCgQdi9e7fRbfhzjkjogiMS//77bzWGq6CmwtXdGbMWPYFDW05j0+L9gsvJkYehd3VHRHuJ2nM1EDxRK3ZhTYRBjjLMWvgk1s3fjZV/bEfS5TS4keIaOLErxpDnqF6g6bKyD7x7O54Z9qEIJRoLPT/w/mSxfwW3AFRWeIhqUcj5aqHoCAWm0Gt4G7To2ARrFuzFqUOxYiLeoXcEBo3vKGTv1cKcscDgXIYyK/UDgxOkg0P9sfTnLdi7/gTKSsuJhtQIY2b0QfehrU3qtJadm6IPGRPbVx6p3PCOzjmInE6j7ulp9TgU1GKo6pZ+qJLBkJaWRpZzOerX1+8yyO/PnDFuuSclJRldnz83heLiYrHIyMkx3+FXQc0AG4+dBrQUy7VGZOcwYTSYAzdNaxjRwOp9chh81PQ+YqkKmrdrgk9WvYBvn5uLs4djNZ/7Uyh6xuu3YcDt1U/aU1DLIIR93VEIV4sboSMU/VB74RvgeVV5bObAJVXPHjXdp4c9+5FVpDxxo7VnP5tSpW3YkHj+87sRSA4zroZUVCB1lebISk8yNB55Z+I1MZAU1AKo6pZ+qJFVkj744AO89dZbN3sYCmoQ2g1ohQbNApF0McWoJ4k9N8PvHUB0IHXp0+uMiA6h+GrTq4g9HY/kS2nw8HEjo6apSQ6tgjoKLolnY8Frqao9ZfNqAxT9oMAYxt7bDx8+9ofxi0PBAI5oDL1BVCAulDHjxVG447HBOENOpbLSCoS1bEAGk5K7cEuhvG7phyrNbvz8/Oihs0NycrLe5/w+MNB4V0b+vCrrM5jylJ2drVmuXLlSlWEqqIPgifibi58Vnhnd/AE5ByGySzPMePeOGz6uJlHB6DqsLVp0baYYC7cgVBXEQbViuVVwI3SEoh8UGEPfMe0xcqpUytrWTksXYn3B+uPFb6aKCMeNBOezte8Vgc79oxRj4RaEqo7phyoZDI6OjujYsSM2btyo+Yxr0/P77t2NW+78ue76jPXr15tcn+Hk5ARPT0+9RYGC0FaN8NPRTzDp2dHwDfIRFKTGLULw6Fcz8fGG125YdEGBAr1wsjXLLYIboSMU/aDAFBXo0Xcn4tWfZqIlUVidXR1Fw80BEzrhq5XPotcI40nKChRcN6jqln6oMiWJE5inTZuGTp06oUuXLvjiiy+Qn58vqiYxpk6diuDgYBE2Zjz55JPo27cvPv30U4wcORLz58/HgQMH8NNPP13bM1FwS8Av2Bf3fXCXWBQouOlgvrRN3eGoXgsoOkLBzTQaeg5vKxYFCm46KuqWfqiywTB58mSkpqbi9ddfF0lp7dq1w5o1azRJa5cvX9ajZvTo0QPz5s3Dq6++iv/9739o3ry5qJDUqlX12r8rUKBAQY2BEPYVdUYhXAsoOkKBAgUK6p5+sFFxrbEaDq6S5OXlJfIZFHqSAgUKbrY8kffR334i7G0czK5bpirF5rJFivy6TlD0gwIFCmqSPMmpo/qhRlZJUqBAgYJaAdF0x5IHqfYktSlQoECBgmsEVd3SD7XCYJCDIGy1KVCgQMHVQJYj1yK4WlpeBBXMl8UrQ+lVH0eBaSj6QYECBdcKin6o5QZDbm6u+BsSEnKTR6JAgYK6ApYrHDaubjUgLvu5I2mVVevzuryNgmsPRT8oUKDgesgVRT/UwhwGLsuXkJAADw8PTTt2tgLZgOAeDTWd92UNlPOp2VB+n7rz+7DIY2XQoEGDq+qdUVRUhJISqYurJbCx4OyslP29UfqBoTyzNRvK71Ozcav+Pop+qOURBlbqDRs2NPpdXevToJxPzYby+9SN36e6niNdsAGgGAE1Wz8wlGe2ZkP5fWo2bsXfR9EPxlF995oCBQoUKFCgQIECBQrqPBSDQYECBQoUKFCgQIECBXXPYHBycsIbb7wh/tYFKOdTs6H8PjUbde33UXD1qGv3hHI+NRvK71OzUdd+n5uBWpH0rECBAgUKFChQoECBgpuDWhthUKBAgQIFChQoUKBAwfWHYjAoUKBAgQIFChQoUKBAMRgUKFCgQIECBQoUKFBQdSgRBgUKFChQoECBAgUKFNROg+Hbb79FkyZNRHOkrl27Yt++fWbXX7hwISIjI8X6rVu3xqpVq27QSK/9+cyePRu9e/eGj4+PWAYNGmTx/Gv67yNj/vz5oiPruHHjrvMIr+/5ZGVl4dFHH0VQUJCovBAeHl6j7rmqns8XX3yBiIgIuLi4iI6YTz/9tOhmXBOwbds2jB49WnRn5nvn33//tbjNli1b0KFDB/HbNGvWDL///vsNGKmCGwlFRyg6oibfb4qOuDFQ9MMNAldJqomgSaXK0dFR9euvv6pOnjypuv/++1Xe3t6q5ORko+vv3LlTZWdnp/roo49Up06dUr366qsqBwcH1fHjx2/wyK/N+dx1110qEk6qw4cPq06fPq2aPn26ysvLSxUXF3eDR35tzkfGxYsXVcHBwSoyhlRjx469QaO99udTXFys6tSpk2rEiBGqHTt2iPOiCarqyJEjN3jk1+Z85s6dq6KJtfjL57J27VoVGUIqMhpu8MiNgwwx1SuvvKJasmQJV3VTLV261Oz6Fy5cULm6uqqeeeYZIQ++/vprIR/WrFlzg0as4HpD0RGKjriRUHREzdURin64MaixBkOXLl1U5L3VvC8vL1eRd1H1wQcfGF3/9ttvV40cOVLvM/IAqB588MHrOs7rdT6GKCsrU3l4eKj++OOP6zXE634+fA49evRQ/fzzz6pp06bVKIOhqufz/fffq5o2baoqKSm5UUO8rufD6w4YMEDvM55s9+zZ87qOszqwxmB44YUXVC1bttT7bPLkyaqhQ4dez6EpuIFQdIQ+FB1Rs+43RUfcHCj64fqhRlKSaBKGgwcPChqODFtbW/F+9+7dRrfhz3XXZ9DkwOT6Nf18DFFQUIDS0lL4+vper2Fe9/N5++23ERAQgHvvvfdGDPO6ns/y5cvRvXt3QUmqX78+WrVqhffffx+kRG7UsK/p+ZAhJ7aRQ+zkoRf0Koqg3JAxX2vUZHmg4Oqh6IjKUHTE9YOiI+qWjlD0Q/VgX73Nri/S0tLExIsnYrrg92fOnDG6TVJSktH1+fPaeD6GePHFFwV/23ASVFvOh2g7+OWXX0CUnRsxxOt+PiwsN23ahClTpgihGRMTg0ceeUQYddxNsradD1HgxHa9evXiqCPIW4mHHnoI//vf/27EkK85TMmDnJwcFBYWijwNBbUXio6oDEVH1Kz7TdERNReKfqgeamSEQYE+Zs2aJRKFiYYhkq1qG3Jzc3HPPfeIRG4/P7+bPZxrgoqKChEt+emnn9CxY0cQ3QWvvPIKfvjhh5s9tGqBE4Q5QvLdd9/h0KFDWLJkCVauXIl33nnnZg9NgQIFFqDoiJoHRUcoqGuokREGnlTa2dkhOTlZ73N+HxgYaHQb/rwq69f085HxySefCGWwYcMGtGnT5noO87qdz/nz5xEbGyuq3OgKU4a9vT2io6MRFhZ2fQd9jX8frozk4OAgtpMRFRUlPBccvnZ0dLyuY77W5/Paa68Jo+6+++4T77nKWH5+Ph544AFhCDGlqTbBlDzw9PRUogt1AIqO0ELRETXzflN0RM2Foh+qhxo5C+DJFnttN27cqDfB5PfMGzcG/lx3fcb69etNrl/Tz4fx0UcfCQ/vmjVr0KlTpxsx1OtyPlzq9vjx44KOJC9jxoxB//79xWsu4Vnbfp+ePXsKGpJs+DDOnj0rlMTNNBaqez7MfzY0CmRjiClKtQ01WR4ouHooOkKCoiNuDBQdUbd0hKIfqonrl0999SXMuITX77//LsoikqdTlIUkD674nryhqpdeekmvrCp5q1XkbRFlSIlHXuPKqlblfCiqIMpiLlq0SJWYmKhZiN5zs07hqs7HEDWtSlJVz+fy5cuiatVjjz2mogiJasWKFSqiKKnefffdm3UKV3U+/Lzw+fz999+iJOm6detUFPUR1cdqAvi+5xLDvLDY+uyzz8TrS5cuie/5XPicDMuqPv/880IecIlipaxq3YKiIxQdUZPvN0VH3Dgo+uHGoMYaDAyund6oUSMxceaSZnv27NF817dvXzHp1MU///yjCg8PF+tzSUXiYN/oIV+z82ncuLGYGBkuPLGrrb9PTTYYqnM+u3btEqV7WYlwidX33ntPlDasjedTWlqqevPNN4WR4OzsrKKoj+qRRx5RZWZm3oyhV8LmzZuNPg/yOfBfPifDbdq1ayfOn3+f33777WYMXcF1hKIjFB1xI6HoiJqpIxT9cGNgw/+rZnBCgQIFChQoUKBAgQIFdRw1ModBgQIFChQoUKBAgQIFNQOKwaBAgQIFChQoUKBAgQLFYFCgQIECBQoUKFCgQEHVoUQYFChQoECBAgUKFChQoBgMChQoUKBAgQIFChQoqDqUCIMCBQoUKFCgQIECBQpMQjEYFChQoECBAgUKFChQoBgMChQoUKBAgQIFChQoqDqUCIMCBQoUKFCgQIECBQoUg0GBAgUKFChQoECBAgVVhxJhUKBAgQIFChQoUKBAgWIwKFCgQIECBQoUKFCgoOr4P4dwI1+gKK8sAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"net.eval()\n",
|
|
"\n",
|
|
"# get output and detach from computational graph for plotting\n",
|
|
"output = net(input_data).detach()\n",
|
|
"\n",
|
|
"# visualize data\n",
|
|
"fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(8, 3))\n",
|
|
"pic1 = axes[0].scatter(grid[:, 0], grid[:, 1], c=input_data[0, 0, :, -1])\n",
|
|
"axes[0].set_title(\"Real\")\n",
|
|
"fig.colorbar(pic1)\n",
|
|
"plt.subplot(1, 2, 2)\n",
|
|
"pic2 = axes[1].scatter(grid[:, 0], grid[:, 1], c=output[0, 0, :, -1])\n",
|
|
"axes[1].set_title(\"Autoencoder\")\n",
|
|
"fig.colorbar(pic2)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "206141f9",
|
|
"metadata": {},
|
|
"source": [
|
|
"As we can see, the two solutions are really similar! We can compute the $l_2$ error quite easily as well:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"id": "ded8f91b",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"l2 error: 4.32%\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"def l2_error(input_, target):\n",
|
|
" return torch.linalg.norm(input_-target, ord=2)/torch.linalg.norm(input_, ord=2)\n",
|
|
"\n",
|
|
"\n",
|
|
"print(f'l2 error: {l2_error(input_data[0, 0, :, -1], output[0, 0, :, -1]):.2%}')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "c30996c4",
|
|
"metadata": {},
|
|
"source": [
|
|
"More or less $4\\%$ in $l_2$ error, which is really low considering the fact that we use just **one** convolutional layer and a simple feedforward to decrease the dimension. Let's see now some peculiarity of the filter."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "f76db3b5",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Filter for upsampling\n",
|
|
"\n",
|
|
"Suppose we have already the hidden representation and we want to upsample on a differen grid with more points. Let's see how to do it:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"id": "fcbbaec6",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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CtHNjNX36zJd0yZ9+prlP9dZa+uMp/6Td/InTwgtYtXYHzfhoPluejqJu/cvpxTvfJYvVzC5sieF88cq3NPnlb+nP//sNHXP+uL1zEwx0KmTiUj6QXM4/NQz+YEABBP37b3qVZk9ZJuizAr8vSEtnM++Y/ST1HdKV7nr2l1RSUZB045790xtijDiDkgrP3/E2HX/pkeR0OzS3v3n/BHr57ngesPb7jfTOvz+hO169gf5z4wtUvbmGxTsen/9vrGmmNRz69PmLX9MDU+4kV7bL+DENdGr+sOdtTjPErl27qEuXLnHr8B21bj0ej+YxPp9PbFcvBvZ/wH28cv4GmvLWbJrx6UJqZ4u+ettjN7xIIbYgRWABQoddSO4qaxGsS8/+6U2a9NI30XVQJmZPXkLvPPwZmZmQ656bmcSk57/SndfdFz5KdRwGJX2X1itMYcprM4SyoF6n/A1l5IGrn6FdRq6EAQ3gaclkMaANgz8cXGhpaKNpExYIHrF+6da4bXO/WkmzvohXFhKxceV2uu2Sp8jT5hPfg4EgLf52pfAMr/1+k66yALS3eGjOZws1t83+9HuhLCTyAIwHz/RdP3uQdlfVCl6iGISVc61hnvfMH15Ne+0GDj6EM1wOFOyXVZLuv/9+uueee/b1NAx0AKuYWD9y86u0bX11dJ3DZacLfnsiXfaH02nD4i20ecU2aYM5df37V+79kEaeMISe/su7tOCblVECbSooJHO7h8JtbZrH1e9q1Fy/7Ls1tGl51R7/nmASk178hq7++0V7PIaBzglWf8WSbh8Dew8GfzjwAGPQi3//kD57ebr4W0HfYd3oj09cST0GVtDnrESYLSY20ui/L2EW0qu31dNXH87nGFMvvca8oqm2JaM5mJnv1O3U5hHvPTpRhKHCQJQIkTQdCurPiY+Z8so0uvZfP6ecgjRNWQwcVAh1Mv7woysMZWVlVF0dEyIBfEcDNpdL24V3xx130O9///ukznsG9k9sZEXgz+c/JhLV1PB5/PTGw5NoydwN/M1EppxsirD3iEKpq1Y0MgO45fR/U2sTe6BU75IJXokst0TYm5OZREGXPM3xYIFSu5mJjydYhzJ0BYIhLJ2xKqN9DRxcgGyTrjGb0bhNHwZ/ODjwyC2v0TQW8oWFXoUNK7bTLWc+REecOYqWz9tAYYVGq/MUlGPkdfj3vUcmUvVq2QCVIaBsFJYlF8YIMX1fMXO1dJpEniDiV9PbgJEfgfy8UScM7dCcDHRuhDoZf/jRFYbDDz+cJk2aFLfuyy+/FOv1gPKrWAwcGHj1gU+F1SjJHWyxENmstHzBZjJBSHc7yZzlokggQBEI/Kwwmty88H6CkXh9FGHvgclsEQlvWu5lJLyZ+LgwexooGFNQTGw9Ou2aEzTnhxCoCI9pymPrD87H+4qxcb7WViJ2a6dFB7sCtzZ7qK3FS/lF2eRw2qKMCfG5E9+YRVvW7hLz6De0G/3sl0fTiCP6dWh8A/sHMnEpH0gu558aBn/o/NjA3t1vPpinuS3CtN8bjNA3Hy+MVya0jDnyOuFlWLO9w/NwZjno8DNHao4b4zUJ5xVKRGbjd4RFwGtRv6uJrHaLSKhWErmrtzfQZ8wfZk1ZLgxmRaU5NO6EwXThr44ld7Yz8xMY2C8Qlpd0+3RahaGVBaz169fHlU1dvHgxFRYWUvfu3YV3YPv27fTqq1JMH8qpPvnkk3T77beLUqxTp06ld999lyZOnLj3rsLAj46m+jb6juNL8VlSnkdHnjyUnG4bfT9jLc2dtgYSe/yjD2+A3SYReSaGIMjR6hZWK5mKi+IoLLZFnA4y8UJeb8pYVDAWs8tJ4ZZW6VTsPSjqWkwnXHGM5v7l/SooUlgglBdlDibWZSJWViJ4nMjO6rTehl5DUnu4Guta6KsJi2jaxMW0Y1MNx9j6xXp4Ngaw2/3oM0bQwmkrad5UuTqUjLnVKzh2dwX1OqSS/vbc1VRamZzMZ2D/RTBiogAv6fY5WGDwh4MToMnLZq+nlRyaitCfkUcNoH7DulP97iZ67YHPxDoR7qOWqsEf5O+JnoeUQA5cRxNFef9L/3QO2TSqGVmYD+R3yaXG6iatAyWXRprT4foGjO2bYsphUfL1yzdnssd7NYdRNUc93kXl+TSaQ3APGT+QnrnvM5HkrdyP5oY22rRmF7333Dd0ze1nsHHpKN0qUQb2PwQ7GX8w8YPZoTcPTdiOO+64pPVXXnmlaMh21VVX0ebNm8V+6mNuvfVWWrlyJXXt2pXuvPNOsV+mQEhSXl4eNTU1iVAmAz8d8Hi88eRX9M4z09hCHhLhQCB0VoeVXGyxaUHYkAIwBFj+2YNAdruUq6BF3JRkZ41tOJ9Yi3FSzAmhTeGmZlY8CshR2YUCsq4yYGhXuvjqo+iI4w+J7n/zBf+htcu3a7q6hQGpjc9V36B/E9gKdtrvTqfeQ7pT7/5daPDIHlGiXctM5tkHJtGML5bHjYt7wS+X6t5wGFZCub9EFFcU0H8//yNl5xrVNn5M7A16oowxd0UZZeekrh3R2hKmcYN3HRT0y+APBx+2baimv1/7AlWtqxb8AfQPykFevkskOWvlBYiwUPCIPYCg/y1tIochg52FFR8WfRihXGylP+WqY+nS288WPYCANfPX001H/DX1MGnCaLPz3XTl3y8hd46LDjtzNOUW5US3QUl48a73RFUlXYCfFOZLYbcpcP1d59A5V4xPuY+BHwaDP+xFhWFfwFAY9h3e+u9UevWxKckblMTlxFhTfG9tk8KR9KBUSEoFr36uAxLjhh3Wl5ojZtq4oSbO2CQsWcwYrrn1FLrwqvFUs7ORLj/+AXZ9S+c0JQryipsbc25IsDBhjiWFZMrNlo6Vy7F27VlMf/7XhVRQlEW/u/i/bEVrjjd4KfeB529SciVU4VO6YC/NNXecSRdcd2z6fQ3sFwxh1oryjBSGIwbvPCgUhn0Bgz/sOyDf7Dcn3s+W8PaYYpAJvWOrPjzNHQ31lIaXDDKRuhRGHsa5N55MnzzzpVAU1EoLlJriykJ67Nu/sXW/gG476V5avHAze6BtkrGrmcNiE8+ZgVdDeMmhoNgs9DM2MCEJ+v3HJ9P/7vkg/UWxpxv5eem8B+4cJ705+65omKuBvQ+DPxxgVZIM7Hvs2tFA0zlU5vXnpknCNgTtVMqC/F3Y7JnwgfBCONeE4obGYpeYhgnCtZLwBsIMpUJHYUAVjf6HD6B3Xp2VvE0OZXrxsS9o2Jie9Oh9n1IYsZ9q1zefx+z1S9ejhChlZ4mQKILlConZ2FpWTCaHXXWsdI4dW+votqtfpLGH9aEGZphJfES5L3wNkTBfl/ZdSAYP9NUHC4TCgHyH5czEaqqbKb8wi0aM7S0YkYH9C2F2J2NJt48BA50JQbbYz1mwkT5+azbVyc7iqNqcRrAWdB/hoXK0TyqE2ZMddlrFmJZWptlKaCsrHKnOMmhcX5r+wVyhKCSGt2Jd7fZ6ev6ON+mIK46nJY3MZwb0iu3gD1CkaheZ6lUGJMValOq65O3I5/vgkU+pubaVpn70fZorlMH3IxO0t3hp4Yw1dPhJQ6i2poWWL9nK9CVCgwZXUrlGbwoD+xbhTsYfDIXBQBy8LEg/9o9P6ZsvlsWUAzcLzbCweFgJAPFNYQVh0V9wgVBulkgmNrd6kq01WNwOCqOBjrrEKhNaS0t7THHQA8e+zpqxNmrR0ZwHC+t3/uFtakK3UPV8BbMxi3Ob21kxAB9gQTyMyks2F1mznGTyh6T9oMxoAEqJ1xug775cEVVQdIHr60AZBMSszuEY16f++ZlQFhTkFbjpWvaanHS2RtKegX0GqIPpVMIOqIwGDOz3mL9wE9336CRqAG0F/a3MF4ulto3s2xuYR6RP48Q+ofJistRzWKmqzKqCMIcR+brlU5jDXmMrw2SraSNbdUta4b2NY1Tr2OilBygN06asoK/XNkjejkThvU83SSGB0sA8IcI8J9yzjL3QzWTeXksm5pOpgOl9+dZMssBzkAn570CcRy17tO//2wT65usVccrQoYf3pT/+31lUUMC818B+gVAn4w+GwnAQAEL1wnkb6ZvJy8nHhK6MLRGnnjOSKrsXRfeBYP3dtFX00RtzaNvmmhgBU4RtCOdQHNply3wawHoUcdqlZOf2+FhTMIEIE+EkoPRpfjZZGlrJ5JSVlEQvAxPuSLab51iXMlEOVpdGdpNrT46vhc1hwTxmBGzBil4jHxOENYsVBlurLxZapIGIhuVK52QZ7BNTLrKY2N9zy5tJm5r4Wh6+6yOhoJzys1GZj2ngR0WI7apYUu9jwMD+jUam/59MWkSbNteSnQ0lh47uRUePH8BROpIwDVq7eHkVfTtzLX08abHkSQZU9DFUnEV+fhUcG3anPJfIIUZvA6Z3oaJcsuxulAxRMsJ8Tk/fEg5rTaCdbAQKlGZTmPmEY2Pqc2zm7VadvgrienCeipKka4h+R55EzwpJSVB3cM5xU7h7GZlWbCQzzzsleL6g1xlxAIRCwZudBpj3xxOXUFVVfRL/+X7eBvr9b16hp168htxqRcvAPkOok/EHQ2Ho5Jg/ax09cPdH1NwUE9pBwN55dSZdcuWRdOVvjqdXnv+W3ntztnClmjWsPXFElJmJlkUoEcLLJpQMVg5YYVCIZhglTeFZ0DsHGp2wMmFlCz4hd0A0zYHFn0TMawRhPsxQwLBSEWIRRqW3DfNwWCSGlOh9gJKAJDm2Mlk0mI0g0XLVjIxVAeGvR++H1JY3MIBWeDfwt44u8tT9n1HEaqLjThwSjWPdsHYXTZ6wkHaymz0n10XHnjKUxrC1yZLiHhjYO4hk4HLGPgYM7I9o9/jp349+Tt9MXx23/ouvllPpS9Po3/+8mKNRw3T3vz6hrdvq09K5UBEL9OxlMIN+60CQNlj1Zdobdjs53MgT3QalIIk2x50ji0Ib9MUwjAGDU6hBFUabCCgBqNKkNwaUDZeWeCQR/0jfrkQaCkP02qAodCQ91OcXobxi7ik8+DllebRlS53mthB7srexInEf8/vrfnsC9ewtKUQeNhJ+zb/vnIUbWS8J0cB+ZXTWScOpmH8rAz8uIp2MPxgKQyfGN18sp/vv/DBpvWKZf/uVmbRubTUtWLBJfEfOgSBYegPK4TwRfzAu/j9ubLGeF0VY5X0Q/mPh8B8RipSuljTGRNwqMxxzNDlOtnLJuwTymcFweJTZm8qZF78Fx4acHHrESwTMCAI/E1gzu65NWooRKxQRT0wpgVUrmMXeDSga2IcZgrnNT5ZmH5n1+ILYT1auoDDgvqcIoeozpCut35KaKaPk3sN//4Qee2ASXXjZYeTnOUx4e65QDpD3gITwqZ8vo0FDu9I/nvg5ZecYFZd+TPgjFrLBXZVynwOHIRg4eNDONPn6m1+jrVXaAmgNGmje/iY/vxGhWGQE3jdUnEPmNMpFOEcOm4FRiXlCmBUGs0JnC92pk6HhCS7JJXtTsgdZUNeCXKLCPKKdtfpjIOFaY1wFgjf4wpJxKtHTAa5gt4si4sqbH8F1dCulSNfSqKcg3NBC1pomMjXreLoTz93EoVZ5uZIxTOP60benlIX95vXVKUNh581eL5bKboV03e9Oon8/O4Xq2YOk2MPmckjZq+/Oob/cfBqddEysmqCBvQ9/J+MPhsLQCbCDifOUz5dybGML5XNIywmnDKHikhx66O8f81YNFUCVwLWQCQuUgIyrVcjCcpK7WHWmsKq+NhDmOUWYiCKcH70PMjqH3FxNGUUhjyKMiIl4iLebvR5NBQdCM0rpBfh4jIH3MZDH4VHKnEVJV8kLErJYyOJjxSOB/sIDEbHhvvAXZh5hty0hoZkVoWxmGhzCZNvdlqw0yMpBLFGcFS0W6hG7a+f7HWCFSFLcTGRjT8FpF4+jPA4RW//EVylvjXK9UA7efnkmmWUvCL6Lecv5EmtWbKcH/voh3fv4z1OOZ+CHAeomq2lp9tnvC9EZ6MQIsJd26jIWItdWCZozvFcFnTJyAL3xzhxdZQEAeWpAWCd7NCEQZwSQPfAT/c0iNyyiNmQwbfT1K2W+YdYvxZ04To4zjh5G+QA8BxDaYbBixSHS0KxtVEps1qlWFpQ/mKSamTeErUz/mZ/EAQrC0D4Ubmnn8Coeq6SAhf0Eiz2H1wYLcsiyeRdZapNLqibxLh4n0tAgCnDYc7OEcUhBn0Mq6LKbTqIn/vNV+rw5GfA23HH/R2SS+Z5yidLxEfrHo5OosryADulfntF4BjqOzsYfDIXhAAaI//NPfc3hRHNEOVEB/njn9Vk0cGC5cD/q+gsUS3rHTyqG7DOgXCTlNiPxLTqmpCxAoI87BIIyCG5QKmmaLqpThAy5WcHA/BGSJI+BihkhFtIFsWbFA54GG4daqY32GDmLw3Iuue5YevbxL8W6YBYzKC0XtxICxXOzMmOIWw8lI19qPGeWjWsmHY9LiJUYcyPPQ70J/ygJ4nJ4lrg/Tgfd/shlNPrwPrSBhXrMvbgyn+5/cCIt/2YVpSuWJxQypbJTCo8QmMK8meto66Ya6t5LjtU1sNfR2ZLaDHQurGcr+2+f+YiqG1tZhpaeww9mL6eHP/qWstaiGlx6RGCEYKUhI4DMcVhlTkkeFXfJoU0rtkWtPUJM5XDTMIRrVb8BrLd4wzohQFrnYPrPHopQn65krmtijzeHP3EIabgoT+QYiKp72K97mRQG2tSaRJuvuu1MmjS/inbv4uNVArj6KpW/zcy3wD+Swlz5fJHC3Lg8v8R5Co9Ljy5kbmoTRT2UcSP4LdhYFWHFJWoUw73j66oc049e+OBG2rGllup2NVN+cTat50iAf/71I/LBspWhUhV2SAYvvcgoDPPOhPl0z+1npx3LwJ6hs/EHQ2E4gPHuG7OFsgAkWh1gYU4LRWmISMQlwoutxZ9yd1d5LmV3z6fug7vSTScNo/tve5cJW30sDElFyMSMQGMRvs/WelQ/Csvysx6UkCbE6YfNVjIhKVlBAqFEwrK/OIs9DUEm6mwJ4vP7WchvYQXhqSnzKK/ITe2NHslbAI+ATUp2FjQ3wGoLjPIYD12fsT4cPwfBeNCcNEGtCvP+ITGWxJjMdmgCYTEm5o0FR1nYQmQKymFIcJqwktOtRxEddnR/0V108JheQum75dY3aAWUB2ZKYV7gDte6R9FZKCFVKe6juF08PygNhsLw4yHEDw6W1PscOBYkA50Hze1euvo/71Fzm5S/FlLxiJYWL5nb9fMMkiA8phQjOjoCK0Jpikd0pxIOGTr5+MHk5JDPf//fe9IQKGShEQokqCWUEtnjGrdBbzrwYrAVPsxL3G7xTXmIencVOXSobiSMT7luiuTm0OsTV1AWeylk0pwyFFds4+tIUhh0mo9KRiYWA1lBEMU/UCG8dyVZ6lDdicdB5SSXnMcH/qtUXGIvPM5xxW+OF/exsmeJWBbN3cje4g8kmg/FRc0TUyAEj02q7fw8zJq/IaOxDOwZOht/MBSGAxRwV7764nTd7dEiRxmMFchjuzYIMKwhIStZ29k1qnEswoBqWR9GDestOxro0ylL6exjh9D2N+cnnUs5v6ihLVv5vSUOEeZjawyQvSW5sU/0GEyFBWqLPywYSXS97BGJmxcUAQ4X8jOxDWbFXkyPP0geNv44Ahy+xIpQyBl/NSEnKzA8vhV5ChgXwr+6UodCbMOxc4o8CFYOhOVGrqAEgV+MX+4W+RBSGJN8Lt5maw2Ss9EvqnVAcP/Hf34hlAUFy5ZtE4t0A9kawZ4Va4uU75F4P4V3QcmhyJDIIJFdXAZyLtQlbA3sRZdz6vuabrsBAz8G3pi2kJpkZSERHQ6bVshNlBjqV5DbubtZLEvZu9ClNJfKBlbSzm2pm6xpzkeLCSnzYMEZfMvWzEqPrMvEhYCq4WYBHYsKQTZeofKcglS3I+otzgRM561trABE1MfKuQ4cnpQ8OIfWZrmiE7ju5pPpmJMGx+3y5vPfMptD8iwPCsUK4aeZeBkUz3YKBOVQVtE9G4Y0g0fsVYQ7GX8wFIYDFNM5fEUd45gU0uPkMBuPfjUjxfqPJLNoPgITl2A2hxQhB6CNCbGqqE/IbSFfHltFovGQEkX8ZNpyyq3MJl81u1zZmq4I1sLSjjAkJkABNxKGpeY7QCCP/+bT2prZAq+iw2EWxj1dHDwnk5i7vSVMIR4TioA/V84pQAMfFvLtbSH2Kshz4/2jyoKaQPK5fQWwamm/kBH2EghvO4+XdF8UhUEOWxLzs8rKgvo80fMhzhXbZHe4vC2QY6MiDjm67ZoTaOwRfZkgx1sbZny3JpqwLEbhexbMcUhMR82kRLgX3wNF2ZCcDClJDZSE7+aspzc/nE+trT5ysmXqxBOH0IUXH0rdusVK6hrYc4QzKJt3IMWoGug8eGfmUt1t1jZFyqb0Lt/Ex1tLaZA9EIlPenV1E2WhvDaEeR3hFQaiYJ49jnZqvjGR5FwJf6Gd+UGIF4mXdFT0ilH3jh+bPL8IG9skBUYrtEn/sDCdes4ouvzXx1FRcbxS0drioaXfb44fi8NnBW+1pFYIzMw7QzZ9xU70WHXZ6YobXxIVsMAvevcopgvOGk2nnzjUUB72AsKdjD8YdRcPUMyauVZ3GwTXCC8Ib9F6FJV1SAQOQglIKC0aYou9r9jFwraTSoaWkYet575Cp2aiM9DMcTshN8eQslIQypI+I/AsoM42UhegLMhjK5+BXBu1VzjJW2QjT7GNWrs6qK27SxLI+TzBLAu1l/C2LjyXQh5PEfoxPxcrFsVWCiIUiBHk73HjqwGiqmeNh9UGHgOEAkEAhz4izh3rzSBClaL3NYVlX889zdjV3EbNkVCSsgCgAVwiwAyQnxHIdYj8CvSGCLts8QnjSmK49mwkpY13Wbl2J7W2+cS+Xva6TPp8CV3/q//RypUZhKwZyNjlnG4xYOCnRIvHRw1yqdJEwGubvVNlbNJjEqnkGGU7C5lZTJt092U61eYLkI15ip71GrxD7vcZO0xeoudRWeyjUVEkJSVb24Jy6OieQT2mFmDKCbBBKmRPfUsQcis6UXfw/GApCxdsSlIWAJ8nmT+I60bIEytJIsxKJxfR4pUNhro8i3k3h6Zt3loXDWneuKWWHnzyC7rnoU+jRiwDe45QJ+MPhodhP0N9fSt9+MEC+mLyUhFnWlKSQ2eeNZLOZguEi60BAKw1q9bs1Dxe0FZYuiFYs7fA0hqIC+tREGSBXVgp9NytCLdhAXkHkrUgrKeilHx8Uc8CqtvSwOOysMuWe8DqVaxOIKIaZJQZSBDMAkM4khPGIlY5QVonmcxXYCFTNYdP4Xx6VpQUFhgI1EFWUPzZuF9SurHVhzAiFu4V5wyEcjOqLUnKREro3COsvu+/k2n44K5UWhjPFHqwRSes1Z8B12/je8m/JSxFSvnXiOIZQYlYk5Uc9awMyJWREq1zwSx+XhKUFLi1faw43HP3h/Tm2zcYvRp+IAIR/o14Sb3PDz2LAQMUpf2zZq+nDz6YT6tW7RBC+NixvenCCw6lwYMro7fp+xVbdW+ZvQnELN66nlyxQfUVMmkKSaEN3tBUAM1hAprltFGzNUReNgDBW2thmuaoY/rNNE7P+2BKEyZkk0Nbf4ygDtyS1u42aulhEyGsgJn5Q/b2ELl3JqeqQmFI5/XVQ3VVAz32wtd0y7UnxK3PK8ii7BwnexqSQ8vE78f3MMDef6svdmJ4bAK5bFBzMX9E9BI8/4neIMFD9efzDXu+x47oSWeePGwPrsZAZ+UPhsKwH2EbuwVvvuk1am72RDX+HTsa6fnnptGXU5bT3X8/l5ayZXjhoi20q75FCmNUE36FBqhKfwY4JAeJt7DEiBh4Dn+B9R7bhFVGnfWlAcwj3fOM7dtaWynUTUnkkj5CLukPizeWUJyI6KkTYmKjIrAux5CODOR1oCRsohtcwzMRZBk7yIqIs5Hd3LIRDsnSJv+ev9UY3c8WoT8+OkEofbWshHVhxeGcY4bS8ccPouefnyZXtIoHDA+oHIJSqYjVRTUPKHoIN1Pul7eLWVjYrC0IIZNDp1gRFLkOiR4NWdGC0lBb20pz526gI47ot8fXZSDTTp4HEEcwsF8rC88+9w29++48oSgoPGLmzHU0ffoa+sPvT6WKygLasHE3/e+tmWQqYdotG28E5P0tLPQq0CT9qqStqBFCJ2ch03Qq7LK9F+iS7I3g4wJM4OBhtraFyV2rH8mtJ4SDpynXkOq4PQk5wjH1gx3UXh4vIsHL3MzX4c8yUf76WIWjvYH3Pp1Pde0eWr+lRihQ44b3pPNOGk6nnz+G3n91pmY5VU+5k5wNsvLCm4Os2LRVImogtg/4PwxhFkUyFVanFKFKMj74bKGhMPxAhDoZfzAUhv0EIMj3/n1CnLKgAALehm11HOP4Yow4QyjkGE7EbkKAhMVZanQQkRuSwaogW8jZih5kAVIk7IpQ0ZilwexHNR9tYg2mhBbzSJxTbw/xUxN0cciTzIwsLEyH0HpBIdGxIH4pkZqjmUztaQi2ZlfPNPeMj/Hnmskm5651hHiHFI+GTqlVX46F3EyIlXXivokyqTpzTTVPLEwzVlXtFslr+A231zTRglVVNLxfBd34u5Po0YcnxwkBgJRczaeDJyaPPUJwPSOPQz1vKIC5HFqWYxNJ3KI8oVLPPKJ6DtTXh2eEt69bu8tQGH4gwvzDYkm9z4HDEAzsv5g7b6NQFgA1nUDoCL499PgXEvlFvhOvyG/mkJZckwincTWEJY8vjk20I6g8roKmq0OHwEtEpTfVjipECxupHnGMA69tIAeV7kySh9TH74kcQppYaSnoNpEv38xGGm2rkh61FfNKAeW41gor5ezQzvfTg7eYQ2IrbDqDwlBjIR8rOeo5I6cCJWX3FKiQ9NXsNdHvW3fW03tfLKK//upk6jGzlLZs2B33u0fg9RA9L+TCFiwCRJUFtfGNf9MAe+sR3OTa4qVQoV14eAAzKvIFte/xxs01RrGMH4hwJ+MPB07wVCfHmtU7af067Q6OIOIgBknPFUJqsthdCsEy2ocB9aIRsmKWKk/ItB7W9DhlQd4X6yD8az2ymIuSJxDNe+BxkFOAqkNKCVGMLf5OEKQFA0KisChDmlqY3mMg9CreoKJxgvhVogqTVl8G1Zgi7MeqGgL7p6pMkeKdF54dvo/4L755DtGy9Ttp6a7d9NC/L6GhQ7tJQ/EBtnz+YVTNgnBvUZo21ZyhKATZFR3m317kZkBRzJaqREUS9+XzL15WlXETIAOpLUjpFgMGfig++nCBZh6AeINVUQ+K0xiLozlCORw+Y5GVBUAr3l94M0HrEzfI67WqGGEuBQVuCoK2y4QNtL610sqeA8T8y3SUeUUgP5YXlgRe72PlosOVmzLcv73cnjYlIxGtXfmiUtFGdL8ui3+voTDgGjpKUSNyCVQRSpxQ9hTV9f7x3BT6wwPn04VXHinCk8Q2punOgUVxxiCfuMd6xjdpYt5KJwUETwDfhDLJITOs3CUqkcq8tlWnrm5l4ODiDwfOTDs5VrPCoFnSGe+5XifmaAOv+P1BqINMDHy5TBiYhiDxWCQN64wh3NYq17Wy25GH96XGoI/dnLIlCJYKtrzH7aT6WyQNy3MIMF0LZEnWI1Qw8hWyNyA7PklX+VsrxE9xsaYVxPnYALuHFYKXtDsuzWaJP2+GT70pm5Ux3DcQc/4N9JL2lGuOzjthm7j/Fn3rwsSZK6l3/y704IMX0+m/PJQCfdxUnyuFDiljCKULjJcXhE2pmavYjnMridcJCxSHECuFUCLBaITCxPsvXFlF/3x4oqE0/ADgvof4x0i1GKmDBvYGkLOgqeAr9CyFkzbqRcAi+uLwswlDFAw6smFH3+PKgEFItRpN4JxOGxV0z5dCXGVa1V4Cz7d8nF5DMy3weK1lliTDUioWAANJqpFxnD+HaTcbWhr7SuGyWvzHInemVm+DEB3naUkEvNsIh8XUo/cfeYMOmQ6r+FuaOQKekoTiI6rt8Cx/MWs1Xc2e6Dufu5yKT+tDLf1zaFfIz/dLugfYD3kL0RMn3jhBhGD0is1VzbfhhQpE+Yv0TEB2+Pn/vUarNu5KcQUGDib+YIQk/cRob/fRnNnrqanJQ1265NHYQ3sLgRalNbU8U8KynSLeUBALOSZRMICESj5BdF0WJe/0y9phdTaanO1qEzSmd48SuuBnY2hTSxPR2s0i+TkUDksx/3pzUZrAidwAeWIJSkUgi4VgJsKweilbBIOQG6DpXqAGojkbopIpXNr8MLdzrKY3tt3CxPSuX59KHy5YIfI+LD6VIpIB2rLC9JfLTqDZCzZSY3M7dS0roDOPHyII+B8fmkAhlLcTbnzpOmwePmdC8RFU1giw0mQO6V8jamEvW7eDPv5uOU1fvEF280MJQuiQ7B2KSwqH1Q6xyLF45HQsWXiAlC/wXMjN4aZMX0kbq2rpxmuPp1HDumd2YwzElc3DkgrpthswoMZaDhVctWq7qKo2elRPkZcAmBMbh6noYCZCeVzIkcoYIarfpTpe3padbae2Vh85HFY65fjBdOE5Y+iyu16XhGc2JNmaAmyYSNerXh+go1AasnaxR4TjZ3BWeI9B57T3N6dsdIl1rZVSoRBfsY3qWcHI3ewVfEKOLKIBI7vRFTceR7/91zuUXeVnGi7T02jDTVNKmjr2iiHUrdUpqs5ZrRY67LA+dMS4PvTiS9No9tTVomoSvAd+kUvIIUw1fjKrw0759/B2cfF9s+jScCiJ85ZtYW/0Drrxwfc5BE3F3yHoszHI24WvU/V8RKPEkqISdHg3ng3pVgnPCops2JtCZGoI0E3Xv0xX/mI8/ezc0ZSTA+Zu4GDlD4bC8BMBQua778ylV175jny+QDRZLC/PRTfffAqNHtNT+7gMjDOCsLIMGIsR1fEkyPsmz02yJpxw6UjqUpBN5xwxhD9z6Lw7X47SGwiskss69YQkAV5/DiE3EzkWcgVBk+tIZ9ls5PEEmN5BaYJiI3cltcqW84SwUIXYK8qGMnaQPQ1B9mqELWimxvSTrekvLFtE1Y3N5OEYWdwB0XkTXoe21EK2ZIkzUbeehTR2dE8xr26F+WSViXLvgV1o1eZdktdaHiiQA+EfOSTyPUPrCVFlSQ4B1ghvhbUf13Hf+1OpGonsZmk/iVlionIFKY37CaUhzLGpFigq6cwUyvFh5R7ExlvPsaq3/PUd+s1Vx9Cl5x2aZiADHe/keeAwBAP7Djt3Noo8tjVrJG+zYvdBYYI//flMOvzwPvTVVyviBEaBTJQFkpWFqMuho/E/LFwPq6Syinw6fFhPOnJkb5qxcAMFUNYTYzss5EGITgbJtLqQ88c8xRayt0UkQwnPGXlZec1M29E5mfcRtJHpmMNtp4YKC+Ws84j8jETZuLmng/wI05ERYI973bAsKYEbU0XZ73w/PT51tijf7Sm1ktkv0Uep0Wf669gWaKM/X3UC1ba2UVG2mwqzmMExzrx4HE3Zsi0qsCsjBTjUVJSB5d8QCg8UheiPrUXD5eO387Nx8z9YWfCHJG961PthIk+FXGwkzYzTXg3uLc/LtZvlEzk/RHjx/WF65X/TafLnS+ixJ64QlRsNHJz8wcQvz34fxNzc3MyCdR5b5ZsoNzd3X09nj/DO23Pouee+0d1+7z8uEKVUZ81cF5/4ih4BqcqGYh9eArlwoVJqYi3HtmqsFmXzAvnsTpaTHo4Z2oumLd3EQr1EXAGrELJTjQ8PAprGpd7HjOwrHjaQLVmQYDnrU1RAPWy5lMtmprLiXDrr6CH01jeL6IPpS0V1ICFEy/kY4v2CoA03ujp2l5eQSxKk47Qj+XaKak3y32a2WolSdDoQoVxM+3MKnNTokdwWhVkuuvyIUXTNUWNo4qyVdO/LUzLyhEgueskDETdXtuhIHiH5eOUTFh5RqZA9JrhXqaxcJCU222NNS/UBZSyNYvHfB39OgwdWZDDYgYu9QU+UMR5dcAS5slPbXTytQbp1zKwDmn7tz+gM/KGpqZ2uu/ZFamhoSwo7Qihkv35lwrB0w02vxie+4p80DbzEfupmlHsIWLMRugSJIdvtoKF9y2n20lhTMdCzIGjvnioM0cnGjCYK0PxtaHkpFTB/cDtsNGZET+o3qAtd8uhbwgBnbwiRswH9GKBomEUPH+RyaQwdXyI2Fd1W5PAUl1PodlFDuyeaNzK+X0+65cQjaUBZMZ1zywtUW9+a+XUnekrksCKTThiv2musN8Uoa9Hh/YmABwQKmta+FpZFRozsSQ8+dGkGIx24MPiDPg4c1eYAD0N65ZUZuttBX6FM3Hb7GXTIIVIt7ahlH5aQlAKjzDDSuZXTqIXIeUB5LyUef9oKKAuYnDxBkUwtCaipkLZXgex69pZIYTWwlCBWf21tPX21czNl986mmy45mnpWFNJ5Jwyj/OIsKTyHiaMIuYLyhOZqsLonPL1wqYoxgfgIHgEoJxH1vnIjnsRFyouQxlKUBaC+zUNPfDmT/vDORDp13EAa3rdCuuWpwqbwKTwN8dvgVRBJgdgeMxZFP4XSle43FbtKHoyMIJVf1wXikj+cuCjDwQx0xqQ2A/sGH0/4XlNZALAOXofq3U301/87WygQcXvJIampAGt6RvVP9Y6HR1d2IACtzNPUygKAajs/WFkQAyWvavP6ac6mbfTtrm101RXjRUhUzy5FdMHhQ8W1oRBHUx827vRzUWs3R7TCXFz1JrWykMaBgE3CaKNOREhMgOBFURaUVbPWb6FLn3+blm2vpj9ffaKoRpcqD0P3umXjmCh2oo7sVeYGx47cJC4Tr0JGvwqPp6csAPBsfb9gkyj/buDg5A8HzkwPYMyevZ6tIMFYHCmEZBXRB8Gp2lpHb380n277yxnUpXehEJCRtOwvQhUk6RXWC0eMdkHeAygWe8kypFqiO8gWcFWlH91xsCs8EinBgr8SK6liLspfr85eRKc//Qpd+so7dP5Lb1GVs43aSyVvRNAtfbbhO3tFlXHCsgAurkHv9ILKymFQ8ncoBIqXA0qMWBySlyIS8/ImXeeXK9bTjHWb6cnfn08XHjdCdQNi80FicoDn68+RmbW8WXiD+Lz+XNkbIntEMP+o8b+jZVutsUTmdEg1Mtz8S1eyG91AxggjaS2DxYCBVPjii2XRnjfCSwvPsuqdBkl45dXvyOa00h9vOy2a2xrHwVMRgB/4CAoDTRq6ZA6rYv9/JKBr9Dn/eJl+/uZ7dNpTL9OrM9nAkXg6je8IUw3bZDN7hvcC3mgoDVhEOGkoeezESw3xCuSk/fWjKXTk8F702G3nUZfi7KSpQfnyMQ/w5Ul8Qq2XgBe0s0GtuZeJWnqaqQmflUhIjr9Ec8cqxaaF0hw0HVav2rF3T9yJEe5k/MHIYfgJUAWNnJ+JIKoxqC3wIkRErpXPX199dza98uFc6tm1iII51qiiANdqkKmxKI2nIlBDh3Qjd66DZi7YmD52VAl5EeeVv2Nsq1SrW6siRDSiR94fwjaEdItfM+JH5BDg2U90JycOCk+BHjDWxup6KQFLPokUuhO/EwguJGwI5BC6RcgPh0ylRERWGNS5BGDOUA7AHIQ3h68DYaWq60qEhe/z2/OW0ImD+9LtPz+e8gpc9Myns6WOqHwsErCFEqcqUm6GoyIonUu6lnizkfBCYOF7a5Hn15HQRjAde2v87yJfcodkBSTfG8gc4QwsRAdSUpuBnx4QMIV3AUpCYjU7EcLJTxDTuk2baugvf/+I8nJdZEHvHY4tT4LqhUeTyKOO6U9zZq2nxjZv6qo/GogKtyJ/LbNnGD1x/OydJfMPyGXQKPuqQERsshV8/vptEh0t4XMy3bO1aB8TdETIVwAeyvs0IawWvDbzeYk9w/KckFPnlvpeoH+RSUfQE32Taupp6bZdNG5oD3rnX1fRqb/5L3kDUosuTzHfo3z1SXgslgGcuyUlxVuEZ0Bar2wP8XW0VZrJ0h6h7GoptFQpdrJXvDrKdWYAg0ccvPzBUBh+RDRyXOq/H/2cvpu1jqkVslkTdkCYj0h6NZGFmYISerRlR70oYaqm/iDYsJAIoVR4BEw0q34Xx8kwbc5D8zUl4NGkS/gvOnUERy+ZqLHFS00+H01bv0nE6utVT1IfqwBEGpYvWDeUeHhRJQjE2xKLP9USVE2yMK7OO0iEuGqFcCm3AIK8monIygu8DMLFnEq6zxCmbLOoihT9HpRyHsCoEwEr0qaaWH3qi44eQW98u4ia+Z76YsYk1W/BDNfJjAu/cxqrUAT31yedV8Qdg3ekyD2RhxcKSsAVEXkS6pSI+ItMHcuKkKQjxvZJPUEDe9CY58BhCAZ+WkyZtpKe+t831B4KxZoyJkD0X2H+oKC5hcNgEuLdE40EvlwztRRG6L01a4n4M9unuKP1BcycbAddfuFhtG7jbsrNcdGH05dSU3aYDRGZi9igVTBciP4+zo4Ls1EBPQ1gtFJyDOAlBr1W54gBOL+nS4dOrzsnMytzrZUBwetInqOV74u1CcU0tK9xS10jDe9WTi6nna48exw998Es8rCC42evQuJ9AR/zlENxEEGm8lnVk5C+wzjWWmai7B3alaFSXkQaHokwrnQGJuQxDB9hVNM7WPmDoTD8SGhli851N/yPamqZeqapHAQBWoSu8suIjwAszSBMqKkJoFwpaC9LjyCSUl+E2FiwSgmhUuUyTbT+Q8C+9LQxVFGSJ4VJrdxCXz2/WVMgTkKiGxadnhH/r6EDifh7m+wujcQLoyeO6EefrFsj9smYBamDMNXxqIjtTKzZLe+TyruhMCM4/xXSjFCnoDv+RiC0Ch4TJHpr3aNsZyxmqSDbRc/ddAH9/Jm3+ZuOe4V/Z6EEqC5JD+L++WTLEisB1nZtz0H0mlR/I+ZVVPmQw69QnjBqsZPvj94coDiee8bINLMzoEYIIXZpftF02w0cnHj/s+/pieenSp5mvdwvuYJOGN7pSILHVxWKKqrLyXSqrVz2Tqss1Ci9iUpCqZ7EI8b2pUt+FquS9uX2zdRYx2b5PRGwEf+vCqHJBJVFuZTndNLqLWxq7wgiktJg9aj5XoQt9aoJkaTEmNoyexeVXD3wiBAb6nxlwZiyAMBol4PfhRWqOm2lIdsRc4tfdc442lrfSG9XrdSXA6JGsVSRAuAJ8ChLxqGOKGTR8Da9HZhHox+DrS2syx9OPGkoFRaqrWIGDib+YCgMexmIQ33n/Xn0v9e/I79fNiene6kFQ2AXs9ycS7t5jtzjQKnHHycoKqU7JaYh3JXRbXClsuWY4ykVZQFwuxFbFLPmp5xh4nR4wVzhddaEqMhB1K0wj6475lCy87UdPqA7rW+spw+r1khyO7tYxdxYvhb9EUTdbTlBLNEDoXEeJQE7Sqjl0CW9ykcSA+DxRb5CRDoHX4DwjJj1O2Miv8DcnrzprBED49b1ryiROp4G98zVHgc50U1UhUKCNzMHeDuU4+OUBWmaYlJCWbDKJWtNMVc2lDdUphKeJPxoqudDPV5B11zRuTVTeL0B+mbaKlq/oVr0Ejn8sL40bGi3lB6rzobOZkEy8ONj45Ya4VWYv2iLtEKQptRCovSiqgihlidZ9jzHKQsyhCDo1ajrrMIFZ46K+24ttFNIJ9QnFUQehtK8LQ1uPmc85WU5qVtxPo3oXUFnP/sa8zhVjlpECnNCyJFiuBFGHnU7AKE8STxBKV2NfLZEg5IoQ43eNoKOpvKqI99ByS8LUSgb8aoaO0LGZ9ocbk3uFZHFysLhfWKWeCSqdx1YRObtoBc/0B3Oxwey2Zjlj3T4NwEvSGW08hfYyBwKsHIp6iVG+QM+YSQceGjHvAsb2Fs17dvVbED1UWVlAZ10wmARUnewINzJ+MOBM9MDALDyIATp2RenxZQFBWkYgghNYiuQ7n5C2JM8CVr7QFiUKhlJnZtBQFFRCN4HMwtzf7nqxLj92/yibqduB2KxLXru+HXiXEJg1/ZyKuvGD+5F5x0+hM4cO4gKc9x0+xdfUBjVh3iJsGAr5ojk4FzJQiSRqNRzikLDS4HxEGIVN3fxt/xN1N6OSInNSHYG3UrZzVNmRHHXHyEH389zRx0St6svGCS/XJM81XgZQ+VEEkoDeztgsZMUAelaosqCzAxCblSeQh6JvJOsNOA5AIMNCMsUrEhIPJeqXokO0ixgoCPqjuZWevGjORlNb/78jXThJU/Svx+eRJ9+tog++HAB3fqHN+m3N75C9R0pJXiAI8AvboBvZOplz8jsU089RT179iQnW13HjRtH8+bNS7n/Y489RgMGDODYdRd169aNbr31VlbqYlW+DOx7bNi8m66//Y2YsgDEp6bpI4PmapJnN3k0FKzwoXuxdDr1qQVOO2MYDehbFneMzWmR+9pkHvGp7CeKPaTZF4aFC8cPo/OOGEpj+3ejKevW07rWBmqvkPkBjDu8IAehtZvs1Sapgl1caVSteWht51vkK1LoZmx2yt9qrwLChnDtQllIRbd5c1AVyooxIsykfzZ6ELns8RoLKiqZ90oVKck4pEVWnA7pwtXpiuJTNuIJRcqcemxvsY1Dp2yiPC34BOQSb5GN19vpwVemUkNz+hreKHV71z0f0bXX/4/eencOfTZpMT39zNd0wSVP0SefLe7Q5R7ICHQy/mAoDHsRS5ZV0eQpy7Q3prAqaFrVNfdj64iOBRtCIhJfUWFBVCuSrVKoANTGVpKq+ua4/XuwRQcA4QFh9DOBxvGiKYw8J2lceVG+m2ViLlcVigq1qmPEuLzt54fLFYQY87dto6pWeQ7q8CzFXcyW8CAqB6GSRYqnUoQK5YS0qzHB4iNCtqT9QLhhUYJiAAYQlpMBovW1465UHyE2bQVcYSaYvJRFqKEwQKe+/Sp9vWlDdB+nzUq5qjAlzblnWMlITxP7w2XH039vv4BMUAixi+xVQbUNP1ucQNyDbrOowCTugXoYuTSuonhCSQjwvoFs9myhXjkqd7F3bMI3S8mXqOwmYAN7FP5y5/vUxlYjIBgMi0RAAN6G2+94J/r9YGnMk27pKN555x36/e9/T3fffTctXLiQhg8fTqeccgrt3q0drvHmm2/Sn//8Z7H/qlWr6MUXXxRj/OUvf/mhl2hgL+LRZ7/WMCZ13IqvCYQ9wmMr2YKSEGCjgKcQQmCMNoDmt3az0NpwPH8A+pawRZzpQisL8Ii9by+WhXX5WLVQqv4uxemnviJsPWVkP8p2xWjmk7PmaIeiygYSKBJIqPbyPJIQVnLnIuRnqz8UFi3A6+CRq+yh6SX4g6SUSM0+AX8uj2JLNtzoXQh4TYhDk3wFQfJ2DYnlharv6Y/TPqd6b0y4rsjLpVA4BV3MmD+w11h0NDXFhfxWcgTB6/deTkeM6hU1JokiHkqOIcm03ylVXFKMa8nXhH0srFzZ+V45xKfSYA6V9D6bviLtFP/174n03ay10XKs4BEQgYJsVHv0iS9oxnfSts6OUCfjD4bCsBfx2aQlIikoCWmogAjx0Wgyk7yf7GFIQEi20odcTAhy2UJQaBKVFlD9KMCCoclupmenzaUJi1ZQTYtUSsgTCpK72CEJ6c5YOVF/gaw4CMszT13OVYBCAwuPcAUr5UlNsuIgu4OFxVrOv7hy/CjqWcyDyZi6aVNa4otQIWH117p3CA9yhMlfzC5iuIHt8EdoKw0ix0JWEgKFkkdDdEyW3cwd4c44RxDWptx4pa62vZ2u/WwCPbdwfsxaNmaoqKCkO5aG90N9mcr6PFY81KN0yc+me39xCl1y9AgaM6g7HX9oP2aI0u8M1zQ8SiT/XqJ/BBQKUXFF+3ya+Q8y2jnMaHcD+/9T4Olnp+oqBGAOGzfW0Nx5MWWqMwMBYIj4TbV0MD1R4JFHHqHrrruOfvnLX9IhhxxCzzzzDIcRuumll17S3H/WrFl05JFH0mWXXSasTieffDJdeumlaa1OBn46bNvZIMoWJ/VaUIS7vXQePaMSEHLAWmwVeQ6tvLQXW1nANtH8jdvoje8W0Zx1W8X82v0BKnS6KByUCypkS0J2excTtcDazzzDWxBTIpAHhupwLRyxEmDaJGL8daIb4dSFonDDWUfGrd9U35j22nwlGlKLHLYEAxGUAewjBH69Gwpextfi5X29ZZLXATwQhjNvEXLX4sdOCRE2yrymLCy85+pX/f21y+msD1+j3e2Sx/X0IQPImq4KXSakgnlMroh/lQCvxTGj+9Lzd11C3coK6OZLjhGhaeiULTzOiZW3MG1hNNL2yKu/JE4Hw6zfWpNyeps319C06Wt0baQY4+XXvpM6bndyRDoZfzByGPYi0NAEApMuNCpUCEaB0JxMfgnR0t6U3ABMJyQQRBO5BigtN33LFrHg9KiA0eBRlZRIeF7R4Vgk3srVjuLGVPUxgItTxMarLCP5bidde/RY+uWRo2l9Qx29tWoprW+so3U76zSvPzYFaX2E54rSolI+g+QRkBqfsRWbLT/KubEf+eRkv8TQJCXzOcFrA+WnI6+mcC/DU2HXnLDA/TOn03E9e1PfgkK6ZvwYmrx8Le1qbhGWGM0xbVK+RnSeyuzhuYEbn+d8yqhBdPmI4bS9toly+X4O7tGFLUgxRtO1ooDCa+LnoZq0YBJhO9+XIMe5eiIcj5qQ/xC13mnfjXaPn977cjE1tXhE120oKG6ndBNaW720kMMplOdAq4QulKfpM9bQEYf30xy/MyETC5GyHR1E1XA4HGJJhJ/DBb///nu64447ouvM/PufeOKJNHv2bM1zHHHEEfT6668LBnDooYey0raRJk2aRJdffnlHL8nAj4QdO3UEYlH4IqJbXS5l0LkGEHaZKVAUQXhc+RG9/5Np4lzoqhxgSzBCLK1RHoXQRnl8XtleEZsQjFXShnj6rhhnHF4+VsUXD+3fnf580XFUWpBNH61YSV+t28AKip+CqazvQFwCl3JOXi0a8UTIW6LTuDNDxHueZTANJaV/g96cEnIl1NjV1kL3zJpKT55wFuW7nHTbiUfRP7/4NnnHxBiiFCjMctEzv/0ZeZr9wnLft3sxFbNRSUHXknzBL3S9GdFrkXLcQMvBxwWPUM1D65Kxzs7e9LnLNtOK9btYATLRoUN70sBesXJUT/7365Tzx2OycVMN7drVROXl6vqyBzd/yBT7kj8YCsNeRG6uSwhLiZpzNF/NFE9UlUSklLkLKiDMSIQMyWPgeEEgUzAUCP2CVsuhRfAcIJYyHUEVQrpKGIwKmupnW1YaXvnFBaKWOJKbh3UtF59PfD+bHlkwU1jcUYbUHNAsFpcMk+QqxrzhcUCoEvIdiF2+QgFQBgjzuDlBsrRC24qPPxXXaleHSzEzluOE45QLOQ9Cy9AhlAX8x4J3dGeNfUw8J1iRvOyxKXA46YyxA6h2WxvNWL05ltwm63miEAZyVdhDInQ/VVlaUVNcPsVrixYLa9ndJx+ffE4+cMqK9Un3TG2ilBQQeB4iFGDvUsgZEbXKRSdP1GnVAeaXn+2iq+56QwwFpoPf9aFXp9Lvf3EsnThuAP3hb++JsKdY10AoJvx7+XlRzdHDSsfBgEwa7yjbETeqBtzDf/vb35L2r62tZcNDiLp0ia8Jie+rV6/WPAcsRzhu/Pjx4v4Hg0G6/vrrjZCk/QjZ2SnKBolGntD2E9Z30AgbzYXLAArZQAhTlI/IXZUT90MxB9ArIVSnyrNLBHsvxo/sQ9ccOlo0XevBwmxlcR5tbWykU158hbY1NQsLuVaHa91JJ3wXvW9Qz0PLsJM4bCrBX8thDb4F/rOHMWMRZrVfzl9PQ2Y9Lr6P6FZOvxg7nL5as4ENS63xXhJUQWS6n87w3tDmoStfeJ8+vOkX1L0oWeD+dskGbWVB8fCr9LoI6JcSXswblKqAepcLQ9isxRvp02nLRBgUpvr0O9/RiIFd6b7fnUmrV2yn79X5OdHrSzYWetib3dkR7gB/yNSgtC/5wx6FJBnJeNo4/rhBssVb511VhLqwFDvpK7RQIN8qklLTKQxxYSRC+OUxRKUfeZ0OxHlly5XaO5AWsoKhPq9aqAWgDIzpXkmH9upGR/TtQWN6dhXKwsfrVgllAYCyAIjqFGmvUdoXiWaBfPYoZEmJ0bC+EWp6Q3gXygMvHJ5ELngdgrxfSE6iRqiS7BFIOBU6fcISpA5jwi7je3Wn3xx2KFllC340AY7HD5cE5YRnbWVBjMeHQVkAGnxeemv1UloQ3EGvX38RvfzLC+jN6y6mV6+7kA4d2I1Ku+RScXkWBZFwLXetxt8SE44f//WFS2hVtRSPCMsbGMxdk76iP348mdY11scUOC1lIXqB0jf8bkqCd9xvmnhNvKGBvQrg3SLeVA478jCjv++FKXTNH16llWxVintWobiy9THESgR6hyjjd+3KsWAHAdCUJ5MFqKqqoqampuiithD9UEybNo3++c9/0tNPPy1iWj/88EOaOHEi3XvvvXvtHJnC4A/aGNi3jEqLdYLrAVgVlPDOxHj2DGOWfHmZGZ8UCBtQnMczxX5ynkBHAAHzF4eNpOG9K+iIQT2EsgB6dvV7H9FO9sQCwrCyhwJ5dN4/kumzyOWm348cT4cUcfxSB2FpNZG9wUImKGR8jVgWVe2k1+cvoTOHDqT3rruUXr7ifJp8w5X06+PGUrce+VTaLZucudaUvwW2IGTsL+9/EV23nYXNJ+bOptumTKb/fD+Xwkzvk8aIepZVq+IZRjSPQ+vsUOyw1De1R39bRdFbtnY7/epPr9Od93ykMWHFcCYzFhgQ+VnvUqq4pjovQh3gDzAo5eXlRZf7779/v+MP1j1NtkDMFDKzkXmNZIs1a9ZQaWmpbrIFYqvgFlm7di1dddVVQnhEHFZnwvHHDKI3355DO3Y0MFGUiaBcR1ttp0Zyqj8XfkBTTOhSNP+EMaOOCXyRm5RJ+5gyUveiHsY0ioXmsbKCIRq1JZwLykKW204D+hXTjVM/IZfNRqf26EfHVPaipxfNTTbYyGVfpZnrCOCKAKwGtCxWDGLf48ckJxreSS5zk88sV5GKjal4HESvC1YoLA4TndazP53ddyANLCmhbvlSqdlrx42mmz7+jGZu3cq/DysKuap6s5EUb07CfMEUGrweunfeNPrwZ5fRN1s20W8+/4R8rFRgniKES1yq9F8q/HHiZHrmvHPo6jc/pC0NjYJYQyGNoNwfL8IaJDPwlCPxcWhihN4O6M+AMARckqg6ojxTrPNYEQqm48U2sxdhGz/XeuML4B6jklcgTKeeOizltR2MFqTc3FyxpENxcTFZLBaqrq6OW4/vZWXxlWwU3HnnncK9fO2114rvQ4cOpba2NvrVr35F//d//ydc1j8FDP6gDwhJv7r8KPrHo5OSN8aVTJVD/VSron/quWkjkrIQyMmkxJzW4bJxht9zPbokTi1yGrTHEJ4C+TrwdygSppPG9qIPdy+m13fMp355xXRBr+G0fHsNbWZ6treg5NP9YMhjWHnuD558KpVmZdHYykqy8bv4u3GH04R1K+lP304mXzi91oSwU1uL9Fuo76dyf16YuYDG9+khPA6/njaBvt2xUfCmEPMoV4stLW8AFm7ZQWt21tDX2zbRw7O+i9sW6cXXwfpY1jZ412UeqPPsxLE4GH+cUhnvRLaneC20ZoacttrNzKO0eKUsA6lRXpZPWVmpi4QcbPyhig1Kav6g5V3Y1/yhw1zESMbTh91upUcfvJQGDqyQZFRo5PI2G1veS8vyyFtgJX+eSllQKhkgwVhVoUj9eokqB7AYKIIwhG89QTYBYjcR5pPpL6wCrF28HMXeg8vGjhBKAYDP4QPLqTa/jf63+nuauGkNfbBuOV395Yd06oSXaXVDjaQAWMJyKJEUHCnyDsS0YxOP+5upTZJVxJ5CIlZCpGRlyMyKWJbdFg0nksKbwnEuZaRKXzZiCG2nOpq4axl9u3O9YGxoGHTPqcdTMC9AkWyVsmBNnpOucqNSGhZW76CpmzfQryZNkJSF6EZl6PTelrU1dXTRy28LZUHMXVE85UNFyUMRopbBowDvguyRQnlVVBGBZwOKlkiQtkuVspATo3l4IJXNS56D/EyjY+22HXtPINifkb5knrR0BHa7nUaPHk1ffx2LBQ4zs8b3ww8/XPOY9vb2JKIPpgL8lMmFBn9IjZOPHUx/uP4kcjCviG8Gb6KcHJfIWRI9aXSMw3EMIiHuXQm7VK1KCzEMEpSRsJumP0HUS66BO049hgaVISNZQt/yAiodaafP21bSh5uX0edVq+iJFTPo6E+fpBdWzREeXZEflsW0EQv4xB5AUKUOGMPcVmvKXcGzzxk0kPIKA7QhtJ4+2TGHarxS87qf9TuETu6ZWV6WpQ1dk/V/BYTzvD5vMd017yuasWOTWCdCd30obJK59vO3L7+mh1hZUD8SylnhvUZlKYEU/CpxM2QFqUy7LGconyKuVsf7wM9syiawSoU+Ga3syT4YEOgAf1AMSsqipzDsS/7QITHyYE/Ggxa9bMlWamhoo+KSXBo8pKuwGqlRVJRNTz76C1q9ZifH8nEcO3saBh9SSSOHd6eZSzbR7x+ZkCzQC0EOmj3/8CEp+Q1QqhMpLxqSl4V1mmMdRV1lPE/6IfZR4TJa/nQP5AZY4B+74AzK5of3/045ljyBAM3ZVcXKwQcaJyPa0FxHJidq+8W7O8Uz6QcRhcSKSVG8oiCXPJVMFMqBUthPSgovgnD5H74nb597EfXJL6BfseKycNcOCgdjnESyfoVpSK98unLmazwLJswmiUiXu3Lp8cPOJ48fCg52Vo1v43UBS8xbkQHxVfDisoUxIT9p2vqWvOg+/OzUtenUvJZ/T1QiQVKz6KyaBmGlgpdyfaZkKxCqS+H5SyT+UrOjFIhasKS9XnrjOyoryaHqXU0itwdKdOK7crBZkDoCeHGvvPJKGjNmjKCb8OTCIoSqGMAVV1xBlWz9VNzWZ511lhDWR44cKTy/69evF1YlrFcYw4+Ng50/ADV1LbRi9Q7xPgwb1JUKC9QldyScc9oIOumYQ2jarDVUXdtM+bluOu7IAZSf56arf/s/avSwKxBeXeQGqSoeaZJwlVfa4g1TwG0RFYMyBY4N2qTKQGg+BpqTysOgtekfZ59IF4weSlcePop8ARb+mY5cPO1Vqm6UYrJhkIkNQLTAs5kIgmyCoB/x8orddqY1HbBjijH03C7x1zmuazd644IL6OONS+n/vv6CAsyPgoJHxJSF8lIzLbfPodnLPPxdarL2+JpP6OzKcXTLgHNoZ1tLZtNiHpeKviOcZ/G2nbTT3xTtPwR0hFSAh8yvl541TZikhPQmDtPN25LZwODDFpWnWSOKSfNBNGWagyIf3tzsodX8nqA0N+Sqvn27dMoO0uFOxh86pDD8VMkWPp9PLAoSk0H2Bb6ZupKefeprvpYYwSjmGLyR43oL4d3ltNPRR/ajEcO6i3CrgQPKxaKgtrGVXp04L17YlEP61C+faLym8/uJShXKsQqxxYutsb8yJCzH6vKamT6aqOhw1bhRdCUvqxp3U62njcqzcmhoURk9vWROnPs5CpYykWgLaDardsik0cQCOBQj9YuCP23I0FbMGdJ46ZkBPBkRGtU9n/605B3a7WkVBNjJxi4wHh+7d4PtVhpVWsEW9DZa2yK58cRM5OlXe1royumv0yNjz08eHvcWIVEe/C5hMiEXA2cVpaFS381VNbujORzR2UKRCmemNOiFB8V24AWKo02/9rp8IgEIBRBAEFageVZZaUCZXnNCPxe9kLnEc0h/R2j9umq65poXo6u6dMmlX113HB133KA0F3VgIZJBJ0/s01FcfPHFVFNTQ3fddRft2rWLRowYQZMnT47S3q0cOqe2GP31r38VdAef27dvpxIOtwMzuO+++zp87j3Fwcwfmtli+tBTU+jb2euiFjsoyCPYUFRWni+Eot7di+k0VhSgILg5nPP0E4fGjfHxrBW0ItxMgfIYW4YS4KwPiTBCIJ3Sjipsotoaf7XLXZr1bEqC9aAcs1wqG8YCW5o8VGF5xu78rI3t2ZVuO+koKmNB7+stGwT5AJ1d1VRNyxt2pR5IyyuAvLQKH0W2s5dFk7ZKeXDgOxLd5CtwgGekf79yUYK6pJpOnHo3+SJeKugtHe5tdlLTrhxym1x00iEVNC84l1pZUVMrOvj28fa54nuXrBRCLfMqMzzaYC3I5+J5pfIWhHjkJP6AIh+iG3V6To3fIu1ueCZQMlYOM9JXBiOifw9K4xauSvGcqUKs1fvsSe+x3930arSqJN6VY44ZSDf97mTKY8W5syDSyfiDiYlbxqrhjh07hNaCmq5q18ftt99O3377Lc2dO1cz2eKSSy6hf/zjH1HN5uabbxY1ZKHhaAGVQ+65556k9UgUzCQGeG9j6lcr6J/3fpxkrQ3bpR/EbGHCgJhNZgqDB1XQ/fecL0qXKmhkZnLF396gmgaNcpuKMOdMF6Ii1dkXhFZ+W0UTNTAH/hvEQAiD8v4opyoqHYEh2GPHpXIb2vg6zh0+mK3wpWTlsBII32+uXUxVrZJLFuiZU0CbGhHLnqgRMJGzyzGOKS5FPG1tKvcDS8VWV5BsWQGppxiPa+a4GF/YTzYer63FKSo56JOwCO/Hx4Nx6KhEV/c9ko7p0p9+/u2ruvOCNemc7kNo7tbdtKmlPv7SmAlY+ByJYX5htiKF2jkEKpissVl5vAKrk2rU5Wul6ZIFq2RPkRg/Yc7RXA9WntLxA7Ev/29vlsbTZrPKhUjPiV5YQezCIuRIMKSZ2fti8aWoGI3rkRfxIzMjsPiTT3T7bafv8/wGCJhIKvsh9EQZ45pvLyJ7doq6igx/a4BePObdfUa/fiocrPzB6wvQ9X98g7ZU1UbpO/4VxSxkrxpCUCDoog7/n68/hU5lxUGNN79eSA+9p1VuU3q/s3YGyZKivwLOh74srd1iyoatRa7K5pIMCvAgKO8+LMnotyM822zk8aMZGpNvR63kYUymSQxe1a9nMZ0+cgB70t1i3bStG+nzTWujgq+NiWSfogLa6K9mgXgPwowwTJONTI2xdyrMYamRnHC0Yl2O1UFtPg9Zszl81GulUK0z7aDZvfjZyPYmFesBv8mxuum5Q2+i+1e+Q0sbOSoghSv+d90vpdunfRW3zsRM1ZXrFYYrb7uDowqU2GKmgc0WsjZakhQHeDPGDehGU30JFe8Y1loz2Wr5mDTUP5DFCkeGRnk8C1nb9ZUFyBLooWFvZeWKHUBpITxR6kEiQrFVyncnnyR2T6PbYTRU7QKlAcUynnr6Slao911+g8Ef9pKH4adKtoBLGy4X9Q+YWJLwpwI6Ez795Jdx65DYGXZAIpeoj1QpQHohVnEo0l/v+Yge//el0apAb0xeIJphaZaOU+Rmtmqow4+04kyFtVtRFkiKQ4dSgCPQnAxFbcAQhBwqV9lAUizchSK+HNZoHK6qya+crbIgl84+YiA9u3wevVodiJqTE6ezpYWVBcxFXEtso0nuvJyuQAe22xxm8geYmPIx9jxoOrAcyfeWzxtm7oZtovQohwSF/KlcZiayWvWVBeCl9TN53vVCKQihVqzqWAWwHn1atYL+O+5SuuLLd6Obzez1sLIyosVCTFYWAHL9FGyxU4TDlhTA+nbhwCFU3+ahrzZtiLciIQzKIbv/NSxJCvHGGKJcbAqrvqJYhJlf+vgYZwPumaKEJNyRDMOotABCDi+VmLPWMImB06LjrLaw8NTTXwsvg8ORWsg+UIDXIL3L+SeazD7GwcgfgMlfL6eNW2LNrKLKguqxUBSJQDBM9z75OZWwVX70UJbQGM1tXnr8wxnagwvCGGHLr4XctamTbT3F8XRSNN+U7VYIdwXdUbyW4GFgFkE30zCEMGG9WWpiZm9QCiPINJ3/Q4nrW84ZT5N2rKF/LtNQbGQEOJZ6TU0dNCQyZbFHtqM0BzQ3h+ktKwyYIirghfm7mgC3BJkQscEu6LcKY5MIYxXXpW0uMbuDlJOVrCyI+8Dbm4Jt9M8V79CSpo3yGOoX1hSnXHhsDTSgoJjWNNRKW/mG5pa2ks9rI2+rqjattJFCuTx/9hrYq61RpQH/Wvj+XHHoSJo6I1lhCBaF2UDDfI2VjVRe6I7cWxgWPcURctVK5XujfY4wY/7d2xAM8UMiFyEH8TMPo1LSjVa+KxUkdWzUkI+qqurp008W0cWXHPYDJrP/INzJ+EOHfCE/VbIFkj0SE0D2FRZ+v5kaG+KDQsNsfddrQoaHfumKbbQScazyNX40bVnKOtMYCtYjpSSlWv4SC2IRkZAqhxfBAys6WcrKQhRyzgOiZQChSLBVBpYIWJSUBDHRkRmfUCCw8Pf+vYrp0cUzqT0YUxY054pxZYUkjjiqhP5UwC75BWyRyfOwstCe8jiQFwsrAwgDSgqalL/bHQFZWUkdtvRd7XKyW32U4/ZRPluasGS7vGzxizHhQDhEY8u60h1jjpWVMvZ+yJ4LrdGVeVuzEQ/ECpC84rjuvenuI46nK4eOTHI5C8iMHOFiSPxDyVnU38ankpg8uLxU9HhIvu54iDFIeh48hZLrWfl9RfKaEjklz1WUbEx5p2I5NMo1jhvSg6yiHrkkBMUdH0nIccD14lnXkW0Qszp7djKTPFABd3Mmy8GAg5E/ABO/XBZPwwR91LC2qBTwVz+KeVu+WLAmWsJYt8qZW+7Bkxj9J3+2VrIxxKUW0lRlsJXVJvn9lx28Isqe+Y5P9i5I+WBsiOLvXhYuEf+OBX+X982np1fNoeW18cqgFgQ9ApNC07M9AAwxkZIAh8gEKARlQZ57wl4UZjc6zmMtUuInNXgE01RXSZt0RIrpSMoCRpVovZzfK74r45qZsbYFPfTBOZdRF7eUm+LO90jeHY9iEU/0vPMIrDCEs9HTV9rqtFnp6UvOoWN79abRJZVRvqG6NPKXh8jbNUBhl/Y7gB45Q3vGQp4zAX7nlh5S6BHkAiiRXuYZrd0loxMAr1Na+VV4ymJzLsrPokP7dCU7ogT15Bx1uXmhPOiod7zfxImLO3Rd+zPCnYw/WA+GZLwfgrpaVXMVhngdVC+LFmA9+G7WOg5PqhSMABaklDDJrmPW0OEhEB2WZRkYSa2ILY2+XXaJuDudVgqgm47+kBKpwy+MxixMOM1e2bogcYuopaEg10lfVK+NPz4DT8GeKMY4pj3cRjZXiO9Nqnp4pphHwhmkEFvwQ4FY4CuUCIfDz6FT4QyShvg6+abKhUmisPAY2S4/eXxW8gVsVGB3k9NipV8PHUfN1Egvb5xNAdU5NWcpc4FhFcU0KLeCzut3CB1a3lXc4yO6dqcbR4+jJ7+fG5fzIZrZ8ZxO7deP1lXX0iZUQeJNbpuN+hQW0lWjRtJD388URF0pr6i2NEUtQ3LYmUBI/p2Z8EcU3oUc7rb431J4CqCc6lyVsDxlmej1O39OwUCYSgqyqCgvi35/3we0YNlWqbEQP9MofKUIGWZFsJMfCrNPYo56eOyhz+nDt+bSyacNoxNPHcrP8oHrbcCVpr5aaZ+DBQcbfwBq6lrjjKbIQ0vV1R7GI7xLaFzl4md/F3ufwTPSKQ2tlVbRZ8ZVGyZbq3RCfzZbvUv42KwEoQNTyIC7I1RJcBH1rQa9QWU+1fGVxTm0pbpe2wCiCRaS2TNssaWIo9JBkENVUAI7vXTCHhLmCw53gKxdPBRqZE8v03JlmykrSNZ8Dm0VRp/0iOpVitdf+RnFaMg3CFGFq5Cy7Q766NzL6PIZ/6XGiJ/DZsGgUxiteLWdvT/HVfahUd0q6byRg0WOIPDo+DPp/MmvU723Pe7eQqksLcmmw4o5bGnpBlGmHXwj3+2k04YNoMIuWfTg7PhSqpkAhiqPMl1cW8Ktwe+OPAZHo87VyLFp5504gs46eoh4bruXF/B7W003zNwk3Suxj2xBUnsWVGOkCovdsb2BfnnuEzRsdE86+8JDqc8Abe/kgYBwJ+MP1oMhGe+HAFWP4pChFd3nlwglYlZdHH6B5lfpDhIvG5ps4dOkUhQSz8nfPSjVCUtRmnnAlawwD3QYRvUG1NoWTAGWaBa4vSDqiZ7YjiKsM9c4yHGu6HMgYnMyEPTFhbB7luNYLQgPYsE/x+UTSoKXhXwpBCe1h8HKioFVQ/ZQGIPLwQoJKy9HVVTQsxsm08aWOprCrvdIhuUwQchPZ+H/+oHjaXH9Nrpl3ns0bdc6vs0hGphXRteMG0ozt1TRBs9uUWI21+aiC3uNpFtHHE0OVlB8waBQKGbu2kLfbFtPb29dQtu8HBfAnixz0CxCl0QVpLBKwUTTOFX1K3EHYFXkKYtY52h4kOpvAJ4HJDX74++a8rdUTi9CH8xZTlW7Gmje6irhtu9VWkh8u0UvB5jfxM+NvBW1PMACjzlVnoM4UYRamr20umk7rVqxnSa8P58e+s8v2OuUXE3mQECAb5hJyQRNsc/BgoONPwDFzCMamtrSduhNRCAQFApDQbY7s07H/N4FHSZq7oHmbHs210QkGTcTwwtlzKmu6oCyoBAp1MQDrcj8OJGykUHCr3IOpQCT2cm0p4zDjkJKIRAYieR9MjEoKSMmOwiiSoPFZKUaTxs9umoiTdm5lFoiMCay8UdVjU8PPlbLnrz4bGoP+Om1NYvEsr21ibJtDjqle3/BK77YulbwdfSBGFxYRneOPZ7GlHal8AXs7QmFqCngofc3LKfNHBb81sqlUhGODBK+U1y2Jtoqpcp7yHcT90DeVS3kT565inKznDThm2VU19jGIV8Oyu9TQI1bGkUfntj48s2LWjDTP7qo1LVjWwNV72yiyRyedNOfzqAzzx+z59e5DxHoZPyhQ0nPB3ISyg/JYbj4/P9QU2O7FJuKKkZIdoarUd5H6wX47a+Pp8FDK8nJysL7Xy+hj75dmpIpiCZaPDbiTEXfBFiLNToWK4iVXNWfO84WQAOyNDQl1+mgNptXxJ8qRyphTalgZsnURW5q9QekkpmsCKSejYlcLOw7nQFBxH2BdPqqdL9CwhdvEuFDhVlKl0kztXglK03MMKd9M1x2nh+EW717JTpPQqlgyznfrBaOjcVPFQhamKln0hUoQkVuC/XLK6KFNagOYlGVEmQmLxQjDq8SzYxiTHRAXim9eswvyM/M4Kqv3qXVjTUiWRrHRt/KFqtQGlKE1kqAzgejDn9aoBTKhBkCvmZVJDwWqPeulPCVwxXwrFjBsP1s0UJCpPzMKh4Sm5fXtzKjwk8NhZWtgVbErSr3EYnOqZiC2CdmU8FzM3psL/rnw5emucf7Z1LbRV9fTvYsvKj68Lf56d0TXuv0Sc8HI38APpq0iB575qto8IqoSqeEJOl4Ggry3PT4nRcIw5KdvcWX/PON5KpzGsDYCE/dW0DCcyAvPYkLuaVS2ZkjIgw8rpww+cMS3XOa2TgSVvWk0ThG/Mv7hzOiu9IxThESGj+GulcYaH9BdnsKrznTpDSnwlhe5ldswhHfQb+V37ulyU1+4dlIPQj4Q7PfR9We+KgFnFtKIYkpV+AVeB7+edgpdGn/EfTSqvl034Kp0cdJ0GWczs8+4Tb0luiABqn8AHrV8qQLJGc9L3Vyj4WE8r7SvOMrJYKWI3rYWu1joxXCoCUDlDhW3+GWMDfm0yiw4Y93fTz+8rU0cDBrMj8BDP6gjx+poXrnAfoiHHf8IJrw4fcid0HkL+DpVxFPpTSqooGjatLjH82g4IfSiuL8bPEy4SVPfGfEoXLzMbEN7wliz9P1H5DLqerZ1iMdCB2qzMmhVe3x1XygR0ovuPbosC7bs1jwNzfRQHchvTz+Spq+YzPdMXeSTEqTr9Tl9nOcc1B4B0DE483g2sB+yL/AMdkOqZQi5mUxs0WJJWRpLBAu5aqTz5tSWZAHVPRmPw+khDjhHOzsTnFgDN5IOy1vaucwKR4DFhYRbqVWZqSeD4DCFNY319Af5k6grfVtbDWSKjMFFUVDURDsvLeoliS7oFIBuyT82KLkqlYIkuxpkCam2oZEaxb68V1d0UthDAEnzwR1uuV8Bku7qos5fgdrrMmb1nSRbKmWO6BEz5+7kbZV1VPXbhxQe4ABdyqdSzmNz8XAAY7BvbtQid1Odfz++3PkxDJB3uQSzOrKBfyOCIEvGKYrf/+KWAXe0LNvIW3MoPsxhC9UWUP8+d54rMwcfpi+bBobXaxW8kQSDUKpPLsmys1vJ3e2T+xxfd/T6cyKcXTZN6/Tmib2tCZBJXii4AXz3fSeBigl6jAuLTov1cGHsO9kT3rydllJSSPQigp+gg/F5hkl0Rwa6/elCquU7tO6Jpa+NSDIrFAaIkm84i9zvqBaDld6ePH0xOEkyGXMM4J611TKgswfvCKXhSi7in9/jaknKrjCIMo3yp9rIVsbGqYyb0Zvo6gskSEC8coCwp4mvD2X/nzveR0YZP9ApJPxhwMn22IfAOVULzrvCaEsiDAMKAu4Y1Ylq1i2Ikn+SqFNB1wcU5oDq7Jc4oZR19jKVuRYvTG111eEBQlPgrRR2KJTR9hE91PCBDU7ESPmUtR0Tn+dN4wZJ4WXsIUdVYFQmcgsKg9pxSnJFhAO41EiC6ra6+naWa/RhX2G0m2jjyAbj4HqEVhQwQhehdw8LysLypjSxdmi59B/jXAOmzVMdmuAF4wrXz9/ZjslZoS5SwqIeo6KpSYTghrbJy56h89tEUnRqcZgqzvPC/sqc7PjHvK1C/d6ipKwYArfVW+kDS212u5+HMbXntZ6JMya0qfSJTZ6BHJjVFUHZTkm9j0sh6shFA5hTnJ1LT2YRKlUSbsV+RVCSVA92HgPUCFGdb7oFOGdQ6lfjXGXL9ma+hr388Y86RYDnQ/NTR76v9+9QTdd/jy1bm2kkKxESzGgKh2BVO9nWBKG0bdBLWjtXs8GgwxlPyvsJpmF5ceKXajXKf/xNl+xL2l7IkaUl9HFhwwTletsLjb6ZPnIykIy+IX2pNGPIEQONhApOV7PbJhES5s20AcnXkV5dqXjqHqJsVMhvIuxU16Z+BdejLi1SdORVrR57ewxVmqSq41VMkfK4BXVEuywxs68UJ9P/LAADhjDnl0+V58DCB7RgXPgtoJHpNpHdYtcOyQFtb2I72EJh0IXSNEQusNzlAI8EhHISqiWx8ajuDHTAT+EIl/JQLn6xfOlbtgHGsKdjD8YHgYdzJq5Nq73QkgkOvMTr0jJagqjkmJFKJFMl5RkVQhhKKkmBDfBNKTdE8uoivdJMfjIZe50Q5LkcVEWz4J28tHQEraCIGENVhohKKoJoymJGI3v1p16FuZRYYGFYyT9UYIrqnpyjG1SSVO8z1AW2LKhtspsaq2l2TUb2YpjppxsPk6xlKcAko4jTGiDSXGY0kzNommEdN+xbyJRx7pcl1dYjzBGnsMj1vmC/J1vDsKWoqFVaZQwhCRJ9ySeqkH4h8M7FDfHmCIFhciREIqF+4L1QdQ6zcB6AEYcEhVFoLThOqXyqPAs4A2N8P0WtXKDGo2AxLMiSSdC2OcY54gSIiTODtOYVFIRyfSKcoGQIrG/Pf6S0D0cCqytVaNnB6pj+DQa+EBJwG+kpOnguyi9Kz3LYhg5njiqafwwPrrfIJMqFwdSFQwDmYeq/uWm12jDWqlBGV7PEIclRpWFhNc0GiKjsIqE8aA0oLOzWtlOBRu/h2kjOhm+3hwe0mQhaz2HrcgW+3BWmIIF7Ol1yjyCQyJNrcmDCRrME7/9qPH0Rd1iyippjfNcg2ah8VkommgMMI1wBkUVvAB7Wa2q5hHPrP+cjj5iCHlDUs8dPeh7xeM90nZWXiS6rWXYUoclSfugq3Opu1XiDbwEmUgFmQmnUxYUnqhn00FIUW5BG7U0uvkcVg3PeSbWP23AkNSKMrLSDMjCBiTwFigvKAKC/IkIr0NFKl3DkjKdsOxZMKXniQ7WX13V/PywguArVLQ49J5CV3CTSLrXSowWBS8SbHdx+6QzhoKnpIsPO4AQ7mT8wVAYNAAX8vPPfBMXByn1QYi9OKlcxknVKRQlAcKeXM40ugmEF/kLKiUDi4uJmSeFlQXEIeRGZ2WmAXBLyhMV1XTwwimEErGngAcxKLF5gxFcMGgwXTtmFF009X/kYSIuxlVdGjwNaFomuYbhSlcEWuU+SeuUi/xwyyI6vqJ/RsqC5D5GXoIUWhREchCYDTMAyfMAzyQTQ1lARv6C1q0Hw8h3eajI2ZbMhPnYna25zKDUP0jiXvGKAm6dhecTkj0DOJ+DPSPhsKTYhMOxcCXhSdB416WQqUiHnjdY5JReFvJKzEaaXraiDfL/Xl7Xjpre8onkxk7iTYZiwNYmKKZIaoaAEOF5uv1Wvpf8O6p0PzktJGHisT8RJy2awak2i8aA6stSe8xYUQzwcyg955JOEFVQotekfw+GDJdq0h9oyMRCdCBZkAxkhtnT19C6VTuj38PCKiqLbDo/d9SupDOm1RMhf4LCoHihlXdXyVOCJzHP6aQmr3YFPvCBMPhDFgt4bMAJlvNBkN2Fh1wmL2IxCR4hTDNt8Q3GKnNz6Z8nn0zfNi2nD6oWSLq+6hwIHcoq9FCYhdWgbFhCGWqsFwK6CMuMKQxb22uoOdBOJc5s2t4eawaqNXslrj/+TvCoTM8QhiTKbUcnozKQaChq4Cs98+upyN0eJ/RjW2vARnW+LJXSoeFF4FX+FInNWAt6n1/YJnLekM+AzyCqRKTwoGdiTFIA4xnCu0S4lnwNwaCNfM2w8GQgcIZiDflEiJx8etDzypxc2t7aHLuLvN6XJz1n0RgUtWufEciWvAf2NvUloVlnwlXJtxXyTUjkfkpeNolH8O8cH1EWPSRuCF4xYmyv9Ne4HyLcyfiDoTBoYNPGGqraGh+0J3kL8If+jyusDehUn7BOCLr8jz3ARBQx4DAW80sDq6/o3pw4CGh7IExDe3ah5durE2Qu6RuOE3kOWIfJyQKjMHCJWvjKieUx2aqEcphQGiCo2/nlvfHQw+iFdbOEsqBdAUMWmJ3seeDBJU+A/vVvbt9CM2prJWKvKxxCKWBhmxUAHwvyijXJZQuwUhB/kEVInKojtRQG5qCKspC0jUeuyGmiRq+TrLxfrTcnwf0uta+BMqI02QMc1iC1C2IfI+pQDOzyfHBO9f56kHZJzxjEfnGKGC+CQUlzVE2XyMm/IZvyIy2K0sBLYr4ddEPZu4TkuW6l+bR5Y0NczKlCozRnJj8z8DSAAURXq9Ir4no6RKkI30255DCeQTwD1nbJ4iRNla9Rw3Ofk+c8IPMXOmPZPAOZYerny6SGhjKhE0JQx+XA2DEMNL1ClTHhJVSMSeAPSiQNPiCDy9XKcqw28nKoJowBce+28ISzUNdVFXuCMewaVnyFqGaxQYYVhwi8oljF9Oj4od2pL9OOG5bO1dT1FXplZiOFnWmmzmXFrXl2/SRyOljJiW9tlDgy5ee0U21dbpL3AAYkqxyGlEzvE5UMCZW5jVToatc8JovvHwfbiHHbOSbTC+tdwszhKZEKb6SasQQYuyxsBPPU5qTcP+4hSfHMSMnPrNPleONk9kCznXy1aNWdxjAlilvEDx71RMiH7mhGWV8pMT3qG4mkKR/P+6JxrA1lu7WvSjo9FGCEvTpjjW7FM4xz2flvJDizrBPzyaA3SIKqyDdgxKgeqa9zP0W4k/GHA8cX8hOiRRVfqgDacDqbsd52heSZmSidOqwfHT2stwj9iCauqRdAZgo19a10y4lHUnG2O24w1FIO5shhKHizIduqZXmhuWCchAdRjMvXwV4DTzhIN874iD7avDRNuTxWbNj6D0LocqDaUIjcdh/lOr2U5WB3N0uREKC75LRQK22jxY1rKcueopEOI4e3O61SszMbE5AsthglKgvKZaA7M6pH4L+xhb347/i42SweR0tZEMfDocNLIYctZfPcoTwUOD3ktvn5nH4qcrXx93ZNr4WbFRhcW/w1sKLFwrpNbkJgZ5N7PodBQWHBpy2q4MTCtSQPTESXGQzOL4tTFsTRUU+Q1kXxwm7hLvlZoopR3HMTPXtsCUJwZ4G+X3mRKM8qmXt0R48bRFR70d4kD8AEX7GIKgHIqm04QdAJtU1RUJAEx8pZwhybWr1Us5vdGQcggghryGAx0LnQ3NgeV/XOxOFEJnjx9iTWTnmF+FBnc5h+fcZhVJyXJSkLalKgetfBP3bWt9B1Rx9KRw/sFTM2gF7nsTGmn48iOk2/oqdNpB2KQcLF18E05pU139ODy6ZkeEXK28wCINNBJ9NXl12i8cqC4SfunM/i+W7ZGKQ1ckQc52bekoV8CXNCSCyq67Uj2Ur6Cv6AynJAuTuP+uUpJm9pB9Dw0qxWXTuf0JWY1mfxOUtYqSh1tVA2x3u5WZHI5c8y/p6RwxxXzvv52LsgVcXD4KxIsbHNne0hV7ZXNBlNK+AnALy5T1FWHHnFfHx1cgtvHSqeZbNRLipwZHA67HLlyFFiLPBaQOQhpDoYtN8q5aQljqUG8j4jDv0wblSclLqOyzyCbyJkLWkjeBUr0bysWbYt/YXshwh2Mv5geBg00KUL6szFQzzEwioDwqcvakUTQDWAROhLTxpF/XuW0vi/P0OtPnU5OPXJpBdvd3Mbje5eQVePH0Nfr9tAv/3005hioCzKL5jkxyNpEDQes2tTvCW7d5KNLUuZAO83hOV8Frjj4OA4UiQ3y75F3B8I27CRtfodce42O8ezVmY3i+3gteNLetKl3c+lB1ZOoDUtO2L7ma10avlIKrBnU2Ogjbo48+i08tH0xPonqIxjUBt8TvaKSO5eFxN2nBuMAedCfKrKBi4L/SC8FhF2lM2MQV2VEDTJx5KxVAvZFOcCdjHTPLKoL13V60y2Pvno4VWTaHPbFnYLhyjXHuTrCMa5uDF2GwcWN3hdUcKL/g/BaJUiuXGevH8FM7hzew6j5Q1SHHR0Tmn6U0DROLR3Bf3j0FPp2FdeYA9KLCxBlEdNEATWNNVSBMbGfIkhIInNEl/ZTxcxy4/c4wG0XVmpTnjRTWCDYiy9MZF2VhbAA+RnM/pT8X51rByXlB54JUc7m8vZQGYo71pAq1iIQUJm1EbTHqRwduoSu6msyXhdxo7oSb8663DKK3DTfR9O1dkx9uf8dVX00g0XUmO7l3499T2a31jVofKnkLWRhK01Kaz9bMtK9jBnIuTiHQ+zEckvjD9xvRxVf4dZ2oW3tpgF+6ZWl8g/U84N6liS3UqV+U3C0NOFlZff9j2TFu9qo+dWzBU9CsS8WMDqbq2gc/sPohof9jXRYSW9BW94ZfMDrKwU0LqGUvYW2CiHvRmg+zY2dOEsASY68JYn3k7lCh1M27GoUZbVwiE7kAmS75PDZKG/DjuXemWV0eQtG+mZld+RPbuNnG4fKwvxXhf0H3Lw+vYWpxRlwNeulNoGtP7+y+hj6d0dM8ikijwLCoUpNU1pCwToq8uvok9Xrab/zIx1FdfDy98vitqScO7Mi9qq7gqUCCV3LaECoe5YMGgJoxLvw7fL7EHoLKyiCG+F1UoqHlJbnSqEbf9FuJPxB0Nh0EBZeT6NGNmDli7ZGrMixd4ATZofUdW11nzV+EUa0ruMDuFlWdUufWUhAQ3MCND8LdfN1gIRAoJEYYp5F1Ipp2pTruYziZdZX96L7gWCyxYhRUBO3F8kYDGlkKz/Ely8r5Pd1BDEcUyho50JcayyEhjCxvYV9FZVKz176B9ZEK+lja3V5DDbqHd2Di1o+IaWNH7FBJ69AaEetMubTTs8O0TuQDFbgkLCCh+hQnt7HIEP8vqWoIOtThxfa+WYT3muyEloDjh5W3w9QlxLATOVtoCd2jkmVCFtUEKK2GtQHZhNCxpd9Isev6A3jvwt/X35OzS7fnY0PCnxXrjhmmfvS6m1N+VZimhwQQWd020Yza3ZSm9vXMSxu408bhad33M4XdBrOHt4liU43dU/njbASHZwDDAsSGf3H0hvLFsiuZPxTKjCFxSIRxhvOpIq8bfbRO6glXze1F1YxXgyhTAhkTokjy+XYcXvmtY2InaSNOCwixUzvm9S74Z4JbbgAG3c1tkYgoHMcNrPRtGXny2JWwcPsgiuwO+t9ZPryd0qg+rVFx0h/v5mxfqM5lHXIoXaoANw2MEDdLAHVDQRW2duyNnKhEdggGy2piu5YFq5BGog5r8wl+k4G0f8HOrqYt5Q4m6L8zSb2bLx7Kbn6Zb+19J1g2+i73Zspragn3rnFrDxYj3NqZ9I4dB29vi6yG8aT1Uei/A49MxtoB45DdTEBivQcdBkZV64Fg/H8oIXqBUH2d4t34b4yWbZA9Qtp5FqPVnkiZYIigh+lmP30Mub36UHht9MNw8bTz/vP5JO/OpfUWVB675l5bISw/+NdPWnPIeTzuo5iCqzcum1tYto2vaNzMPCdGiXbnTVwFE0urQrvbz1q/g7Ha32lPpHqW5rpUuHD6OnZs1L2+MjfjsqPiaqVRrgY5jVkgU8ghmLs4G9A2plQRktTYZ71P7EelDAxveXd3fsbOPw7nC0rGpBcboQr/0T4U7GHw5ahWHTmp30yRuzaeHMdUIDHnZob+o7gpWERVtpx7Z6fuFtiBQRD69QdBF6ETNca9NXYX2NvQDyrvI2Ex05ord4eTyB1IKa+tiKfOlF6VNYKCkM6tD2jJ4zXABpMBLZY5LGSIydEI7kZEu+PuOQ4iwTt0teCUmwFsnNCRQI5HkjW+wn7/qazqk8nQbkVtLaluX0n/V38XhIxJMIxobWNbS+dRVlWRzUKKpQIDQoSAU2DidKmAnKqBZwyBNHnQomAUWGzyzW59s8QtCv8ytJbrF5ZnOYVbbNywoLlBoWaEWegrR9as1UGpg7kEbmj6SzKofQ943fpTSqw539r1EXUfcsqbst0C27kBWEEUn798wp1OHV+gwBFqAyt2SNv2L4SHpruRRWFqU7Ot4m0RkcBZdQeYO9PDavKbUAA++IHCYrotmCciMe/SirZKgSs5HHI0rtqZpTIA58yJCuml69AwFSEEbqF3EPglQM7GP4fAGaPH0VfTZ1Ge2ua6FCDgE8fmxfCtV5aNGcDew1DFO3nsVUtakmSvSCSpUkBfEymD7k9xOC0ZABFWJVY5t2MnMiuhbF3pteTEu+r+1Y6EYsl0F7exAN1FypaL8EhGnqFXpIdRwqxEFZAF3WCkvFxP67/jV6bsyDdGqPAUzngvTa5n/T6pbvox5bb7idZtR8ynTREuUZOGc+hzVp8SQXx9vY7OAD2VEDkaIzSZ/JtBcGsG62Jmr22cnPHmnwFsUY1Rb00j9XvkTPjPmLCLWqdOfTNjYM6d4LHn4Qh6L+76gL47bdd9gpmsf0yCqiVU07o30aUIgkE+ZfmpVNpdnZdO7gQfTRilUZNQYEsJ/JqjTmTEG/+GL8BfGN3vT0ZFMHHkSE9yF0VQG8eCedPTKjue9viHQy/nBQKgxfTVhIj/zf+8KViYcRP9iXU1bQlKmrhUAvNS2TPp1utjyj37xSn9Ok8UvrCGrKZlhpMZ6LlRCgZ3F+2jliqCzef1BFqfi+vrFeaP17BB0h3yRXIxJzlK85EVa2zogOyBlU/YGmnFnfgxhAnL/Y9RWdWXEKKwbL6cWND/E47NqP20f6ZjX7mNizwsUEO9ui9GBIuCrxnRUF2HD4d7OxhQlx/AhJEvGqVj8TfAt7GpQY0OiR5OSQK0XBScRbW9+kN7e+TLU+JJ8lHps8hzp/fZzCoIc+efns4XBRo88TfV7MfL/DSaVmY4BycEHvoeLv3gWF9MyZ59CvJn4s3P36k5I+wihPyycKOUwcmsVehpZgvIEx+tDGOdVEPLUV0WjoSadKsg5zqBPSUXR/dnVNQjQuDEkMQQwL5YF/z2t/fZz+vPdzdDYLkgGiFhbWf3fPe7R20+6ovtuwo4m2f7Mh7jk3yzliDqbTPi9i/nSUBa3vyjrVy2dD/KIMeJUzwWmjBkT/XtlQ3eGfL70MaSKvx0Yud2qlwaZTxS4z6B+E6XnDXppRO5eG5w2lCdvfp8WNK5iOx5fABo8AXZRUiNiYerltVt7fzTykTdWkRvEySFEEyo8jjx9RhD+zqOSnBpSUbZ5qunXRv2lDWxXt9MDIl8LVw8P6w5kZDYPhEI3v0otWNMVCdi2swKUSw/HkHFJaKhkZGX876XiqaWuj6Zu2ZHROACQLdrVcj5X8QTbepXtQwJdLTJRVLe2Hf6NV+ZB4reF5UPaL/SFdk63BExOpEH57dH8acqAmPUc6F3846BSGqo27hbKAzHtUMwYidis/3BKBVjr+Rjv/sqVpKFtAs7rn0fQFG9IqCIiUifIAU6zXAsYbPagbzV2/lVo8aJajOUR0HGwoKM6inS2tVJGbQ88tnB8X4xjdUZ9uxHaK2y4fD8FRdqGIsp6K6UPlRkHZUNR8zvRx1icpsVwCLTQFW+jOZZczXZEa/TgsUgiRCGdKOHuOtZ2yeFtijm08ZDuRfE0IT4IwLTlZI1RkRy1uC8fE2oVrGATfDqtTQlUmNRoCDRwHC66R2SsTSMMQdnrq6eHVE2hO3Wq4YSjikxLbxfW7guRps8vMPP4ikYNwWJfudHRF7+i643r2pqtHjKLnl3yfmrArXilhzIlQkyNA/z3zTHprzhJRjaudn3XNRwZg4cifz89Eo3wLZIsQKikFmbEw7yVbW8KvpXgW5DJ60E9N3tjzVF6RT3+87XQaPLhr0lTxTAb8QbYEopLW/ktQOxtDMED08Atf0/ot7DlgiNeJjUrOataWE16tsJyc6fP46cY7zqCHX/1WGCf0CJMmqZbHRAGDI8f0pg219bStoYlyshLL5yUDaVwtIT9PLyzyoFY2dlxhEFNF2FGKfRBr72ljg4pbP4xWlNze48ec6UoK2gta9fS6dziM6CN5nqWCn5Q5m6nc1RyX8I31OWavCDvyIsYlBfdys6VDrTDIVyKTSMlMJfEHSX1oDaiz0JNnub51m0wW09+IdM04Qf8+2zGDDVWTqdHfyjwxS1QVRDUnf6MzzeAmumP80dGvLpuNXjj/Z9T/ocfTzksNM0dVnDtmCLn5vJ8tWk01LW0p+Yu3gK+KHxFHSwKbRKUn5gEWf3wZ1cSRQOdttR6ytku802o10ynnjqZf3366Jg8IsSIjeh7ZOhiH9xMi3Mn4w0GnMHz65hzJe6AoC1hYKNGjdmAKK5ZU0dN/PJXmLt1CXhZi9IR8VJURpcKUlfKY6IvQpUc+Xf7cu0IoE9vl/i6JTEQ51p/FBMjTQEc99zwNKyujpcwQwglmXOGShTCmU+0Uq47v2Yfm1m2mVr/SVUtyaZqsMQIPoujE3FlojrAPEq5WhOUo2/FAp7ce6ZHAiBTmk0apCYbRhCe2xiwfh4RkEGCQ7Tw2ccNj4A+bqTmkqhylO6r8yX+AkSgJ0RivD8fLuq1jqcxVQtvb19O6tlVpxwOQQ5EJemZV6m6r8TbRr+Y9zsyKY3b5Ppvt/HvktLEi6eRnRbrvriw/CyI29oCpiSGHVblt9PyxF8gKXgxdc/OiSm5KKHqhKBNrppOH9KNThvanuRuq6Orn3099LIgfei1Etd3YHERXcf7uaMVDLT8s+GDa37OikG685ngayYrB9ws2UUuLFG7RrXsRde0aX061sb6VPnhhOk1+bx61NnOImMtGJ5wzii667hjqkrDv/oDOxhAOdtQ1tNHXs9bEVUCytYiSMboiHkKJFs/bSFdcdBi99P4c3bGjJhmN19TPMuAiVwO9/d9XpDG92sxZORQltf05EfrrjK/o/vnf0pDuJcKYECtQmR7Y32m10diibjRtx8aU+4aFW1GtMMRzLpHroOp2nzmk+SKMU38XFpJRmlO1CqGm2z15wlvcM7tBrCuwtFGpjRUI3nOLr0gyk+sA87SkoJc4sre7O3VxlVOFs5I935/La9NfCzzV7SLXQXt/GP6G5OvzB+CNLZNYWfgiOteSrDZq8jmpsTGLgui9IIaWQ5PU18n86abDDqPDu8X3tTEzrc9zOqjJqzSBSw8YJ7vk5dB148bQ7087ik761wu0o5G1AT2AgbN3PILO00muf8mrbfJK/EN9550OKx03fgDdev2JVL29kdat3EF+DtsuqSwQhTBsCQrBnK9W0AfPfUPL50vPbO9DKum8a46h41m52N+MS+FOxh8OOoVh6dwNFGbNNOpjhGchzUOGzcsXV9Hf/3Q2/eneD3WF/KBLGksJ70G4RYgZj7vMSRtbG+MZh2oQpV2CUDpsUvdmlM1TVi7ZvStmHU4sX6CEM5rirVV42c/vP5j+dcwptLhuO1309atx16OeC4TPF8ZfQq9vmkvf7OSwLCSmyqE9koANi7lZCOvat0o6MaolqT0UYi68LtuWKsGbY1hZUUnMb1BCAWD1B1PIt7XzpcfGzAQxt6Ycdy+fTxjVyEvjCt00pvBomlufl0ZhiNmMcA+srFTFV2OK33dgTk8qdUrCbWuQXcE1s6iqfQcL6HYalj+YHlvzCfkiTawsxOaHnAyEfrV4XVGLHZSGcAjWGWlHVGcKsCRx95IJ9ODoC+OI4wnsZbh79leSXUy0nVUeiui0YvdEflb6FBdGxyjKSq+AoRmcOFjrsmFF4md2UGWZiKse0LOUenUtot7di6lLSaz6UVOzh1579Tuqrm6OWpGOO+4Q+vX1x1PIF6Qbz/8PNTWiwZL0Uvg8HEv+3nyaPmkJ/fuN66ln/7K08/wpIbqJpymLl66Gu4H9ByvXc6w4exSsrfw+trDHE14x1MtMAYS1Lpyzkf70j/Np9uLNtGq9TK9lKKQeuj/sDdG8MZn2Bt0mah5ooYa6WO8ftANANbPEV000wHJGyFfCflGUTeX/m8lHs3Yid4HDLl1MuyGwZYBsm4NePvZiGlFcSZd8+TrNr67S7GOAOV7cZzgN7VJIL66fTru9LUkxVb6ghRxyf4SOgUMjrVIlI909RAiPlqhiohpfDtPaVip3NFGZPVZJBzlo6dzvqT0BfE3hZrqg4hwqdAyi97bOoGam5amuQyGySLhe1aBPp8CbL+pxqHQW/ntF0waaWbuEPd4+6ubuQnaTLaosREfn4fOdXmppR7iTRBvdFa1sbApRqJ2Nakxj0GjV7AjSa7u/olOb+9CA3PK4MY7v35s+Wr1SylFAZ+gMBNWjesVCgZwwrKaA2cue+rYUcWCMvNIsGlhZQj27FVL/vmVUyrxh8IBy5gOSUuDOddLsRZtp+vTVUaW9ghWHX151FB1/wmB65bHJ9MaL0/kZZ5Mie+HM7T7atHoHPfSHN2nlwk10470X7FdKQ6iT8YeDSmHAy1mzsylVVzEdQGgL0+Fj+tA1lx9FL7w+IyqAKZ4FKAtB1qCFPAWBDbScn4PxY/vQlxuTrTcimcimiml0Kx090Sch7tSxP2HphxvcmuBlwDrQR2YUZdnZ1D0vj64ZOoZO6dFf7DOmpBvdOeok+seiL0UViRByMmRLB+xMjx9+Lo0r7SWWel8bbWtvoOnVq+jljdOluFAm5ujaCWE52dMg3QgI9lIxnJhQL0rUoaCzuPdadETaN9emneAnCfoRcvIYIjhJ3F52OVvgSnaQX4qN0TwWkDoAJMPOZu8ss4cW1r9Ki+tfoQJ7L17Hv4FKi0PSdC4zsiw+F64f7dulCDATKzg+VgAKlfS6uOvBXm3BjbS2ZQXt9rXSsxteEfdb6iRBNKX6G1HJySFKS7CwwMQCcbHmuPnG5m3h3xRzUeOLncvpuB0D6fTKYeKZfm3tQnp06XQmoChnK4+AQ5iREHIhkocVKHTHlIS+ZUVJiqzqskRnWdHpWedei7nyAzB8VHf63c/Ga25/4/WZ9NJL0+PWIXn066kraNGCjeStapRiwYU7ihfU+eb3LhQIU3ubjx7849v01Mc371cMobM15jnYsX1zLbmq2jh8QrLVi3dC2IHS/MbMU+w2K/3n3ovo/F8/T03qXj7Q35nAgE8IkwrKRwYlSllWlket/S1U15iQJAvFwCXlDQm6g0Zsst7tz+dQDCViKY788PviYSbiTugaH9uBrd826padzzyhK/1x6HFU4JQMFP8Z/zO6eMrrtLlFstZjdpLHgmhkcQX9dcwJ7AWw00U9x9Km1lra1lZPj6/+kja07JaunyfoDVjIaet4LkOAb4yJCYxmBT5eB4MRPAraiFAth3MOy66KOz6PQ1ebUnihsS8atemNWcGxl2W2rTR52yzmZU4aV3A4fVkjBSkp+xSxdFzpbBQKj6QumCRewfTdx2FcG1uLxdp4I5qJeufW0uKmj6nMfRndv/JlWtm8UfBlQAqd1YfXI3kuHIVsQHNIhj1zdnz4a5CJ/x++f5s+OfZmJqVm2tHaTLdPn0zfbd9CpBSjw73ysVHTI3U50gOMngpGdK+gjbul5yMRVg5HdUtRfCnR0Oqhe+44m9zO5PLDtbUtdMNvX2EvCoc+qWS0Hdsb6L5/fEIT3p9PK1btYOuWXBgdIdrMHyx1rWRh/jDpjdk09thD6LATB6efyE+EcCfjDweOavMDAcHqnutfpna2cMYBFVvShHLg2JkLNtAXXy6ni84cRRU9iijgNnPYELtKc8wUyLKwwoA3l3c2Sw1NUFUJ1c++Xs3KgsbwkHWRSAo6CAVTKA/4VLxvsvCN0qlouCU+QZJgFUgYD8zBksdCNS911kZa2LqZfjv7ffrNjPepJSC5IH/Z/1B68agL6JBiNxXleqgor52K87z0i4H9aWxpzD1a6MiiYQVd6caBJ9E7R91AR3fpzdZvqcIRYigT3WegJ0gURoULEEtYinJYAchDcza2mkvhX3FXLi+S76LY1poyfhUEEQqDciz+xgwKmCHExku6u1EFQ/r9lJdSEuhL7S08TjCaoN3g30QDs7axIiA1GrIz86p0NjHTkSxfgnWKBnVSjGyu1Uf9s6spRzCK2LW42BVd4Ghn70E7PbLmQXpq/YtMvIPid0OeBOo+ATgvXPBKqVoHHyfFACeEnOnQEax+Y6MU+vD8qnl094IpHOeaoHThWQQjgYsY/4kunvLfuCL+4YpVCgMwfkDPOE+Vcnsh4KQKyVDPrLEtuekhzj173gZ64bUZFLYkx0uH/SFqXFdDXigLyoUrF49PdkmHWCnetGYXrVlalXYW+8LlnG4xsP9j8/pqevmByexJizcFSL0XU/MIu8NCzzz8OVXvaKRbrz1BrAswTwi4JQ+CVGXPFG12GGIDE5atbc20KVFZkIHw+oBbCeeQ1iEkMBJfGToGhd6hW3McQFtYsGIaHeCwos1tNfTOpoV08uSn6cvta8QeJa5s+uS0X9L5fQezMGcmC8Ik2Xrdp5CNT4eMFcoCAMG2b04pHVs2kD445ga6ZdBJTOtd4tJ8QSu1+2EI0RfupWnGN8RE2Gkjh9uIPeSIRmW7KFARSN3bIosNODZVVTsgm9e50Q5bgz9IwQUmNuxo54n0dtYwP9hF+cxjMGYo4mV+8w2NzK1STISC/g/J3Skq79lQVU+urId8ORjWxhVvpsNLNlKuaGIq8bx8u4eGFW0XZV/n1U+n3y38O61u3izOGWJFAUs6UyZChUVDuFwp308TvH5bez3Nrd1IdZ52Ov+TN2j2jq1J+0Q4jDSEDt/yf+BRyt8KJMOWhF8dJ3lFtJSFrN0JcUY6gHejjb0CiWhjgf+BBz6jeg5JDclFMRKxYvXOGG9Q8YcQeynCbrsoQvDpq2zM3Y8Q7mT84aDxMCyetY7mTpXDTlRvmrBl+oO6eQziVecHcdGK7bRw+TZ66ZXp9Kfbz6BbH51A3pAk6Ea9pQnHK5ahROKO0pSwHgFgBIpHSryo6v4K6pr68t/IWYAHA54IsRqfrChAABT9h1WM7esd6+hX09+lN47/BVW11dJ9q97jEBkmYLJgCkvEpB0LaUbNSrrtkDPo6NIhLOTHiLOTrdtHsBu6b15fJshOOrL4MBqa30eUkav1NtHqlk30ze4FtKplg7Cio+8BQofs7D6pC6BkXWwu+MtGQSmxmO8TwnqyWEBXGr6lgriFQh+DwC6NCeG8lFqols+jKAMKoCwoYUvK7YCFCkX34LZWu7+jPxk6arpqaYOnmJWYNnEuRbWBAoHxlDApJEzjLD3c9cJVLt15E3k5ngzJdvi7PS73IB6Sp0Sq8gHGBSZDrFyFRYxSeqqLPVY27aBmVhIeXvKt7jnE8+JiaR+lEZXvuAAOV0IYxTE9WEFQ4c9nHktzNrxKAbb6RyHzduUOp3Ti89gVhfHN19ZsqKYH/vM5rUf5Sad8T5Bkz0KZ2Q8FmBltk6TsmFLfLOEZ3LhqJw0cHh+fuy+BJEQs6fYxsP/j/jveF95aTUeo4n7TkdKaG9rpk3fm0UdvzqHLrj2GzjplGH04c3nac6YgEwII8/PbY2QhjE7Mei+imCMk3NhUpRBEviaVo1EpnNHo99ANM9+n/x1zKR3B3uXHVnxLH21dGm06CWxtbaCbZn9A5+8aSDccMp66Z8VCbcA/uue46IJefVmo91K/7O50esU4trg7aZe3gap5mVW7ir7atZDq/U2C9ufafSLGv8abxfwzdmFoxOlja3ehs10I4PLV8rhglKnfH5RlTboVfEh3Rx1t9+dTi8xs8R5iPcJJG1kTg2dXQozmdnfWUQ9nbVIpVqBfVg3zTxeP56BypxSWpbWfIs92z2rg6/EIvqCsV1RRLxvfGlju6Chy2NDX0JgVLdqoByh2K5q203ebd9Lu9rb4YinRCfPCP0EIlQEtcRFmwqPc1Z5H3fNjZXu7FeXTuaMH00ffr4iNweO66rQK0WoDXrjc7FiVQfChl178lj78YAH51fdDmW6iASvpGiSmHCzge8KeiPUso+1PiHQy/nDQKAwTmZDrEXuTxy9VSVJK2amt4qC/WeisKK2pZffXvx/6nE46eiBNnLFSqn8vV0JSIGwQNqmCTLSRlurUIj9BHlscq3r5hbKgZiKJU+Z98x1O8rLl2s7zLS1x0CZfrWb1AlgsFtRtplfXzaGptd8LZQHr1IBNoSnQTncvfYeKXO/RBd2OoUu7n0D/2/wGfVszSwTLKCVmp9dOp59Vnk4Xdj2bemR3Ecsp5YfRA6vvoq3tG9hq72crvfTS57GXwcvCdGuQNX++BjdvgyfBy64VpSVMJq44u8lF2RzM68VtYaFdzbPdHC7UzVzPQrpdnAufIqVZ4pJxNx6eiQJLqxzbqlNqj7cVscKjlM2DV1TxbqiZgZU5soWJrIcZh+ggKmhWRJR6RQhTU8BJrdGYgVT9zFDuVTai899+NBmy+ak9jUVNYQiTtq5md36KuGEwLiSzC4uNIj3gYKkT673fTaOP16yifoXFdMngodS7pJBevu5Cuvn1T6m2pV3ELoukevWzKjdt074m9i45HdTIbud8Zgobt9TQTXe8Sf5ASCPfAYOxRQ4JpVCC098ssZ/NsX+RrEwsRAeSBelg9i5sXi+F12hCiUZRE6Bocr/0jihdn9984Vu67o+nZnRehKam30lecMrER0lby2ZPsZuFUj9VuHNpc3utjh9W+vdvC7+g3ww6gl5eN0+sUdu5lb8/2LSa5jTNoRGFlfS7/hext9lPdy9/QcT1K+E0M2oX0qRd0+m+oddTV3cplbsKaURBHzqqtCc9tOZRcS6Fs1a4m0UlvLaAQ1TDQ1lW0HNJoLfEKQMedR1njWvt6dKmlzAudXc0sFGnmYV8J+3w5YsePFAYlIp56nELrG3U363/DOBn7s+eh2qODcsk7MobsbM/xxrNz5OKb8h9cIR3I1MxWxwtzbG4hRqbMij4AUOMyULvrJGaeqYcVt3bSf7ET7CzpYUuePkt6pabRycO6EMnD+xLd593ggg9fX/+crG7FWFNcrWwdAA/OaRvGa3ZWE1DB1QIueIR9sp9MXmpvgMvk6EFA2W5gj3RNodemNm+QbiT8Yf9i/v+iNi8ht1ZOm+5MGC2eqXyqvA0iERoWHOskmCjiuNDbN2u6iY6PY/dYDpdz4SyIMuLoiKAWiHAYk3wQChf1C9sCqsxyqx+dunlYt2IDx7WUBYi5HCwVZzDUXDMo2smpUlIkzo1o4vma5un0MKGeVTrlzR10QhHNfxH2yfS17sn0uFFI+mE0tOpm7sHE3oHu29ROzk+DAhhP047QnKkc4gkZuaQfvGCSAui+1GtIrmoAhMiJniDsuzUxJYwr048Ko4Do8ESjnionZUGMCBpW0T8rSRwI7QqHdwsTCMiAcfqdXNWfgeUYvVBK1TtA28DYlobUGs0ei2SuxoHgRlqi8eILw6wwM3xqeZcavDpN24Cgx5f2o92e1rF38FU/RekCcRbbABWiurbPTRty2aasXULPb9oAd12+Hj67Zhx9PWfr6NvOZRu5Y7d9OY3i6jV64960mCMSmRzUcMUb3vwzan0yFvTqH95MbXX8++B/A0dhSDMcd2mRGVCc/6SsmPm93L0eCkvZ39BZ7MgHayo2lSbfqdoTQcVQdSRdCa9O58OPaw7LVhVFRePnQgYxy1sDREhRxkE/ptQzEDxkOp5GRhvsVe5f0ExG4vm072LpsTPWQWs3dRSR7fP+zTNmdmw1O6ktbatdMvCx8R5gnLpaLURape3nq6Z/0/q5iqlsyqPotPYoJRrzZUiuWXdSrlMUEKE7EjUQXUxMMLJ3gCUPoU1XsuGDR4xqqCSPcKzVDQ1+aaAjheZ26iQFYLGoFsoDvAEoxdDS9gZbcRWxJ5lUXRQ52dQeE1WJEVFJxVgQEK4FZuXoscDItcviSYk/j5amiEbTJifduvWwB58tFjWL2ULRe+Ikr50j2d26knqPXIQgZgFLd9WTStNu+nzlWupe0EevfyLC+ie808S4UlfLl9PS9miP2enRldyDSYBOWXxym10/V1vU0Gum/p2K6ZF8zexnMK8XicMqSMwscJw5ClSf6L9BZFOxh8OmhwGd7YzJYEXJItdYmYWjsw+jilna1HYJbrDJO2L8J9vp6+hYn7oQWHMPnSzkoIvhXch0eChxLZQsvIQNwf5wYkmniphSXJYk9ifP9fUSR4FWBGUHAX1qC6XP6osiPlm1EwNid1S78zdvm0pFfuWQITm181mz8KdtKhhPgvlO+KUBbVbVp5ydB2YBEiocvWwMllNDhZ84y0D+bZiOr/yCvIE17CS4ScnL9g3FU/FdWZbvFRma6JyDj0qszWLT9TlhocjFTAnB/thXaY2Ee+L68FPr5tHIHskpHCkuC0ixAipzLjGLGYahey1gMclzyb9jTmKwr4JhAKxrxWuHPrz0KMo2wZviTaQGHdF7yOolOOOEz1GmtDiRUiwj/4G0ue/Z39Hn61bI5pGjendlXJznWS1x8dMyBFXyXkICHlAiVjcZk+YrUi7aVtDMwUcUp6PMBJqIOSSxk/1vIltPMeTzxtNhSVS5/P9BfgNFSuS3nIgMYSDFWjQmREgUSJsSab3eti+tY7CHjaWKOH6Kh6QdG5FV8mgLLIIy0+QrxOBTVM2r4uGHUnFLX4o+D0OQMRmgwoLzP5wIGUJ1yrPbvrv+g/o9iVPUb2vPs5DGx0xyh9iNwe3IMBxWlIVOtjukBPHHktbzAAj1rOh5LTycXRC0VaR2BuLCdCfE85XwPR3cPYOGpO7hUbkVtGReetoWPY2DlVtlOmyNpTka7/wfmQm3OIYVADUWo/8PmW+Cq9RFlkK0LoC8e8Vg46kc3ocosub8HsfWtSb+ueWcdRAem+EHkQVLnzKz+X2xma69s0PRaJxRUEuDelZxvskXpzG1DUupaG5neYv3yKKxfgKOBwtj5XCH/iYWvidPOeqo37YIHsZkU7GHw4aD8P404bROsS3JdbvTHymWVgSz7zcxVMLKJW6Zstu8uey9Vp2KyMUH0ITSqIm5kgII71JlbugeB1kWUzZW5xXURQSITMJMCBYlLc2N1LPvALq4szmWNGW6Cg2WzAhgRYJrujUHLPkokynYvVPPIdDJCrrXro8oolYZxAC8yubn6Aca2tKwTqWxCYJ/HY+zqYSdC/veTv1zBpEq5sXsUWmnYoc5dQ7azAta3gDfgY+LEz5lnZqZbcNPCGYvd75wNLU2zBH9G8AfCIcKv66oSjkcsgT8i4E+DcpibTQzkCeqMKU6l5gG6pxSH4Fk2ByPpao0WU6h8+JGFlcayKTdPBvYWEFohatNNXj8ey84d30/Ca2wLiZObXmszIWcxCI3gv8x93Dz6FRRT2ob04Xunv+FGZk2lZ6cd/Fbda4COU5C8evemr+XGIjGv3p4y9Eh0/wtag/KCI/x4jQUz20ktGVrV9t4qeK3WGVuwmMwdTOdyRhqhGUx+P9kMuge5/xDzOpn/1Su/rSvoRoQ5eG4Gfe+tDAvsKw0T1jHZv14k3kZzTTX3Phyir2WKsUbuVFThiA5WHK2kHUVoovqcfMRFTFPktrdgmDUiWHJAXksrDJntKI6CsTQk6cbhWi2KiJRRkymcea5i306pa3hTdAndMWm4N8u8VWaYKgoy1+p1hnYSLVPaucnh3ze1rbWkXrW1Ge2kpjCgZQgT2H3lj/BO+lBLfGxkjvapUAAb3E3iIWzWvg3dvYAujh8CLlh1MUnCTPiMa1IVdPaz08K7u8OfoGftDZuJJ1kej6D7Z9KeaVY3OLhHCp8mE42oejX04ZPTjqYrH/xQOG0TNL5qYOS9KcvJRgrwbG2FjXQF+sWkdvf7+M5m6p4uszMa/j3cEnMlAU4s8Ru3oUBfDnWsnepN3nKi3YyIt3uKJnyZ4c/aMh1Mn4w0GhMIBwrlm0WXr7QTxZaUh+FRloEALhhf8U3oUUiFa9UAHCEhruiOaRaiFROYaVBTE2zpmgLERnoqqSpAlBYCN0+qcvUY+iHKr2qWtio649e0nMkrUdBN6B7wpRlj9R718YykS2dewuqBOF0ysNEszIjkqDeKVBuggQOYQ7nVZ+JQ3MHSPWjiiIFwgjojaoTKT5I4et9WBu7cjUUt8Q+dcsdvSiFp9kWdMCypMGVY88lIUiS6vGfqxksBJRG0L5tjTuRF7MsueEyTbf75Ao14cKSl52d2tByoMIi8TtdhGLIDE85f6D+DusEeqWV0+tzDgrHf1FDwc0+7mgxxgWAgrEfrl2J/1++NH0r0XfaE8MHyjVpTf3qAAUs2mtrquhmz+cGPV2BVmAsaoVC4X+qV4gcQ8QWhFMk5jmMLNwFAtxQwxr2Cq/R7J3LvFuK4+NycoKlK/jSYI/NiIZWIgOJAvSwYqtG2sopA6PS8xVUCH6LQWRBGkN26XQ1rgD9ZQGtjughr0/LzXxjSQIcXqYsmUdnTnpJariECHlpMplIF+gMLuNclw+0SyypiVbVgZkOqBziixnai+tFiDA1gd2p+2zoI7uFWGkslhe5iqmfw67VjQeG5jbQyzx9Ctm8ZDEd6kWXKxiSOxeWtiTjdIXgYh2PwX1dStzQsgSDE3qcdTzTQWl1ZNefgXoPcrRaoW8xnozSdeAfeGltrLFBVZpL/MYE3sA3HYOxzV1Yd5XytvddFrFUDqmy0DeTxIkfjlkFH2wdjnVeHQSn3UnLy2SWqS+hyb6y2dfkkduBIvO5m3lrDRUZZb4rLsPeIFoesuKD1sjRU6pIriob0zSgLLcU9tC9kHxfSf2B0Q6GX84KBSGBd+upllfLJO+QFmQGgZEBSbxYKJxCEqi8ldRFjUhFEOB8vgGnWZtoy1kGkjjCR4KURBC2UnHMCGMPOkMPTjOFiafLUBrUV0mYSx0BrazlwGXhmZgyqZEl7CYq+gvIJEllEaVSsglEzCNmUYZQEbdhROOrXT1ZY/CIew2PYUJXYVYW+tZQJua3qB670I+v5lKXEdSjmMU7x1voUGljS6mRpFQ1s4eB1aHOJQoSD3dg+i4ikdowtbfsht+qyA8iYDtH9Z/JeEtxyx5HrQItghhShteH09MY8nYAVGFI53ihQRpVAeJ9rCQb6WTlTw8QmiWl+uIUNfcNrpv6K80x/jVoHHs3rbSo0tnUJOqtKpgVgHECWk9aPInrJnYT+7joVYcokfxH0HWm9jBQ3xZMUQfLOmDdbnUDAMJ1EjAxp/yxYqEangYRNgfP3dymF2SIg+dgt/bkrJ8vdH3GfD+mDpRUtvBisfv/Vg0bIsTUFLRNh3BXxzGi7/AoUFY9IcD7fejwFga4ht2ylJoyt34HcoK0KqWXarhYtb18vwmkdOGXgFQFhIHSxaIJXqf69LPq0o5mzTzVc6lCNhui5s9CAPpmNLhNL5kmPAoeEMttLLxM1rd9DnTTA4fspXS4LwzRVO1et8qFb2PUAGKbzBPaGL+4GGiA3MMqP4JFf+m9uBu+q76Xs15qL0dQJCVC1+0WZL2vul+DL3jvUHJxJTKMy/dkwiVOtkD4mAvfsI29PPZ6c2j5kCQbh50AQ3J65s0TrEriz445+d0+7ef00xVaVV4q7UKpcQmwEt+kEIlzAfbWM2qZwXFi1Ax5siysqDAn2cimC2zWGlI54RK/diiYa2ZrJ4Ay1GsTEEegxyGqn0J3Z6V/UVIeFM7WfmzvAf6XuxfCHcy/nBQKAyT3pwtEiYFQ1C6dmpUWxHPOurE2zgUBY11FGuO/IYq74I/Lz4RWg2sdTORak+QNuOMFHrMJsPnxmRXx33Ewx+wscIQElYkpeiT5hh8LIgoiAasFlAuAAipIERSuVOtCUkJvEp504CqooUeonoZL+XOCvpN3weFdVnBuoYXaHXDE7CjRBWE7a2fkqn1Y6qwOfgcfiZUkqaex5KrYnlRmp1BxAwxI2j0TKMzuz5K3+1+lDa1oh6zYkG3cJhTN2r3r6Mu5kYKsKTcyLFhCA3SA64x2+STqx1p/zB6oVFKne904Uwm9iSoe1DEhS7JOQ1ILFzZvI7d17W0rb2O6nzNVMiu+FEF/fj3RUK3ia4cMIYu6TuCZu/awszDKxozPbN4Hk3Zul47zlh2c0VPJ1fqQjUllOxNIvpoIsWhsBY0Uv2htE1W1pW/EY4UcTMz4nhvEP8IShXLSkP0NeE/Dh0/gPIL40O49gfE6san3sfA/ouNa3fR+lU748VqldSc6CSQoHKvqTRcUdXUZSFviX6VNAcLPz4O91NDFM3Ry7ZVQ1TkS78bChcl0x/p6mpZSeha1ESN7YkB6Ko9xeUrYTAsjBU0i3wCCZnYkmNABbtstqRphSQpkN5zqU/Onw+5iEYXjI5ua2EPxYStv6MWpvHKL+DztdKc3Y9QP0eQKuy7xdpmDh0qt7RwiKnUPE65DthDvCy4tzU/QL1KHidT2d9oQc2TrHjEEt2zreXUFqxmI1IbdbU2UF0oizYFSlJeqzqMKul6hA3GJEJUtaAkQqcCxkAX6y68aAHV/Lq5G2kH272mVs+lYnsxLWlEX4cIDcvvSeUuyRNdmZ1Lb5xxMW1srKflddXMcyyU73TSLya+p1MwQ3JvmNgwKS4vi8PWsnxk3mUnUwt4dMy4pFYaHHVyWGraK0txzXKEB4BiGeRHyVdeg9L3UBrYC2jaVUemNg+Z2ONsYmWJLBw7kOWmUy8+7Aec+cdBpJPxh4NCYdi2oVpSFhSAWCudBvnXEr3QRFlVSNFSFWozEtY4nAOVkhQiBUuoLx/lu/RfCWw5e8wh9M4S9mikcElqAUmjGUGzi2d0FPL5LeTO8ae1cGOb0+pn5SJ+PB97KSSFIZFYSuQRlSsUgCg6zVnMFEDUkk8m5iCUDMTu2+ncbn+IUxZq2+cKZUEaXWGiaJ7mF8nDEVYWxO02xZQcIajLswPEukiQ1tTeTIWuE+nEiv+wJamBdntXCcJW5hrGilALfV11FnsjQuTkBU3aWpMytuJRxMzHz5YgnoHqbOLOiaRmvU7SSuyqVB5Q7wdA8qAtLhQgcQzJ7i6d+jfzH6PmYLsqKTybxhYMoVZYX3j7iMKe7I4eSVlWSVB55Jgz6NdfT6AZ2zerSpOqTqWUiEQnaHQml9dZPEpP6oT5xKLDtK8mPf+L99Gr/e5QHFx8j1FwQO6AGz2vfP3bttRSW6uXspTiBfsJOpvL+WDEjq11cd8FbVFx8Yiu+VfZObbJV2gnb6kzpfCPWvT9epTSyk27UlZQSoTUgFF1Xp29UAFNn+5zSKffzixQ+kz1UotqlSx8VxY2qi5Hmi/KTUMRUMZMBT9bGyLWRs19ldus9L0ZX3wkjcofFbfP5O13xSkLABSDQ507oseJddb2OEVBAdh6FjpJh2ZSTfV4qix6jXr2+oiqPYvZc9HANLMLlTiH0Mxdd1CW/03BrypszVQdzKP2FOWx1UqV4HKqc4MvoiKTnkKhhJ+mAvYpZc9CKuCcXZyNNHXXWnp78/I4pWxkQS9WKIr53nmpyJ5Np1eMprP7DIpuf/rEs+l3Uz/jeyB35rQyT4OSADlErXDKz3i4jOlzu1Oq1KUBRFf8YHsSkvZUp4XSAE8DSrdGvF4ybdzOSkNCngMbmSLNLbRuwQbqOWD/CkuKdDL+cFAoDNl57njCDismFgT7KxotHki5XqYIkUD8qR1NuaTjlF4ESklUPeAUx4zoTV5HmL5YspbafXIdf+TSyceCViSOA2VBuJuj0BC+ZYt21MOgCcmynYmxCoj3QkRE87VCh0cKzeIHWfIgSPfFzhQBdbFj8ajSpyuyG9H7bLlXlKuYC8XBgnmuyUNdc06iY7tcwZb+yrgchcU1d0j1+Hl/lFyVriDGFRMZn9Rshz0cCaRY2a/e8zVtbXyKehbcItzWCmxs6clCx2z5u56wrwbuYbbZSxw5ytb+AhbO2bKhzC9N6ACqI3mjDTe0gXJ+qUiskPGRsM6zbfDFlAWggS1sU6rniO6qIb62KbuW0tNrp9Ajo6+gEQU9Kctmp9dOuZCmbd9I98+bRmuaJGtadNrKz8RMQrQkh9KAn9qbGLWq2j8Fgiwjwbqkc7S4GBQMidui5C7AkMWeP1iMxGqN8XeyUPfAH96iPAd7VfiHGTG+P40/cxTZnfu27nZnYwgHI7JydJTQNO+4aIYWjn9FQmhOmMZIM7BnKV185mh65N1vaWtNowjNk0JZeUnhFYax2uxnU0VK+p+OP4g9ovNNtx+SotW8RPSqcbQzXQ+yN9PBoZepjS5AIVuG+7pqaL2nRBZoY8wYnup+rl18njwaU/wbOqbkmDiD0pqmKVTjk7pRR+fA3KartVnyRCakiaQ0kAkLno8a666kki5zqdwd82IAPZ35VItmkvIY4HcQWFMlUktXYuIwqnw26PiYXwZZQbIm5T0kAvcP46Pykt5+eciGTwPB68WtRK8NdQW5CC1q2CgW8TvyjXq/ajadVDac7hpykchxOLlnP5p92fX09JLZ9MrGuWw7iu9zpHGhFOEwJXOdTkWxDMicrq4ra1u2tvg8NbFW7vNg2l2frCyo8Pjv/kdrvt9IbRyiVFxZSCf9fDx1HyCFPO8rRDoZf+jUCkN7i5emT5jPFnH+0bwcZG1ji67sQYi0cTxmFhO7aK82DsOBwZVdYGdfOo76je5BH360gNatrxYJV6NG9aCZ6zgGUIlb1HirsKasNJd+/9ZE8gSlPAKsRLwgWgBARwnAmo/1SsSPPEzYHkn5aimCmMmdoiW8vCesQum8C8q+Dpbismx+Yc1A7LwSaoRDbbytkEOAAhxgK2LxxHgxYg+hu5uzno8JUR618X4ca8puYeyL8WDFVxqb9c7qQvXtH1Nde5jyHcOp2HkEu0gfY+vGbmH9wXnjXHOQJXVcvkpMqo4zmHY0v0Ld837Dv1tMYG8Wca6x2EsoPRY5p0E35MhkpfN7vMhCane+piA9v/5Cpl0BUd5V6diph2J7EdUH2MujuV8ko8Z1sv4ap9zAIIlEOXH1/DfK5+K6wsx42plh3bzgZXr3qFtFcviDS6bSZ1tWUdAr926N46yqqSglvqAU45b5Esi6LH+kNGyyVOHPYaUSwayJDx++oyAAM2OtixSvQZqup7DEzvtuLZkbW8T+X749m174+0d039s3Uq9DuqY89sdEZ4tRPdiwZsV2Wr6kiuxuO/k87DmVnV5RL0PUE2aKVUYryKLb7j2X5s1YR199toTamZcUd8mj/L6FtLC+PrUnjodqoyD97r8fiwZYeO0QLhti5tPV76YdLIwrDr+44yRCIKrRCDKmJY/KL6gIJUkDhBe5bIE0XoYIOXkfNOR0WzmQk+kEBF3l1c61+URjTqkEavSuiU8lXKe3azeNzK0Sx2QzL9ntz6PmkFQBCb17SmwtYtwcaz6VMvGYV/sSG6XyqG/ucUyfbfTtrodjFyYDeWvzfRUiZHS8axu55WahmQFCcTt52t9lRfH6uC1e//dxZKvc2kQ7glJYjxZwlcMKTqcjin/BhrYCmrzrHZq6+2Oebfr7j/NUury0qS1Ll7Lm2dMrDCQfbY8mmKk6UiiOMH7oQnIBka/YsFTEIa2/G3AGvb9pCT21ciZVtbH3J9azNnlw1fQiDokrK9cv7cJXzM8j/7Si6Iv+0xT7jNtHZvyOepZttFiE4B98TxtjeRxaCLDB6bMXpgpZDtfx7iMT6We/PYl+/a/LhAy3LxDuZPyh0yoMk1+bQf/901uCCViQ0IwwJI+PInY207hAsPg5bW0nk8NGFpeDevQvo94Dyuj0C8bSoGHdxBgnnThESsKU36LXP51HT741Q64SkyyRu9jaud3UzlZfSVNXIJKL8J1fpggMMmASgVhNe+HugyKhUiASaY7YDSU6UT8/jTJgzjC0CWFH8DC4mBmIngIJY8K7AGHUBpeISemZgPyFsGhKk8sEX1EwsAOUA4dZyjFIxLqGpyhHzpOIMMl3i9rZPv6UhH8xQsKB+Mqqj/xX/BZtEgslgIVWqqdNtZczQ+xPBVkXkcs+TGxLhBSWBOui9mg9so+kIme/6O8/svACWlD3lpT7oWKOWjix7Gratvk5jpMNJSkXmD2YJO6luqtp0tXIj01ERVjwGyTeCzB/M6xV7G3whQL08vrp9OGGDcIrEQxIikVKShuTkET1L8F/FasOchpCGXR6hrLNx4q4U1OyZwHKguZxsOAJp1EGzywTfYQWKuM01bXSny94gl6Y9TfKyd/zeuM/BOBjuEfp9jGwf6Gxvo3+fvs7tIKVBfTVEQCfgMeL6Xec0sAo6ZJL5d0Kafzxg+jEM0cIr8SYI/rRb/90epRH1DW10S/vfINqGlqld1793sl/9+1VQkuqkC/B77L8zCvJpw2N7ZRVaKUmJ5iDKAMQFc4UmRxCmqWN3wMX8xi1rB+RvdjprUQ8V+mBzHd7WGHQ84JK581ze4WHIYeNSsnjSEoDvAzSJcBLHGS+4BXNK3u7a1k4lTyj2O5iwgIDkxYFaQnuom+rHxNVjBCaOqvmaeHwDGq6XaTj2/gGzPJ2pRNcmzMwjknALUeruNaWZ8nuW0JZbLjKd5/LNBTJ3/EvagHzsmJzC9WGtarlIczWRIcWnsGe7EKx5ojik2lm7RdsNEMVplQTilCxLY9GdzmRPtr+Ke3w5DK5Vfo7SOGuSHTOZgNeJpwcZ5KalSYrC4llWjHeh9vmkNfnoudWz8lscCy7+GHjZw7uDOHpwrOmGL5s0k/kYYe+q1qf3Qh+DgecbDBV9kEfK3szhyB7NQilwk7YoJSq9HZ0d+ERiu034ekvqbBLPl38hzPTX+uPgHAn4w+dsnHbd598T4/97hXJYsQIqRPM/AEOffCxEiFdekV5Hl39x1PJVZRNM2auozuZiTz2r4m0ZVON2K52j/7irEPpjmtPopJctgpIMTtiPRjOaUcOojNOH0o+lq4SKweB2AdYnvGD7igeSBB/GAVYOBN7q5UFfIqMXrwt8iKvD0MAjJ06Acp+mZCZiOhaCXhRO1MTJmqTyzsh1h79DHq66pjoN4gGOGplIf4CtD0ZYARQFpzioqWGcxhDj9gL43cGVxK9Hr6hOXxN6KnQ7ptFda2v0frq06mq7lbKsfdjohnPHCGwZ3HIUWJ4Eth0rpntgN4PafGOk0WyNHB48VUcU9pTql+uqsoRP2OO7zX5qcLVh4bnjxb5IUhsRk4DFhtc0ewVgIu4d1ZZyisSsbBsghSdTiGQR5UFk2a+AxRA+Bve27BCKAuijB6IlfIMwZMQzU1RDaUaNsLzRa8Q0XwQh8qvDnYREVbmZGtRNMwLectKVBo4Mwte1jZmrHrKAgQtVkxCWTZRmSwtEh56KA8tDW3C27CvXc7pFgP7D4LMD/58w6u0ajnHQ8veq2gugUhAMpOZF9B+C1tUzr7sMBp/7kjazArBc6/PpFv/+BZNnLiEAnIZVoVHFOVl0Qt3X0pHj+oTo1vysKXMX/5yzYm0oakhyTcKAceXF6Gm7hFqyAuI9wx2jCB7nRXeoG6TIJQGj4UszTzPVmnB35Z2DteDkYF5hL5sFWEjikeqBOdgD3JWmy4d65LH1n+mVchV0NPns61+0ZxM6v0TphOKV9OxRWtpbP7WqLKg3Fa9UFDF4Y6/2IQim2NAyxQ3vPbJcR+b+WbtRkWGDAAHZx2/i228eEI11OSZSDsa7qA1O8Yxv/iesh2Hixmq5zzMuY0qLY2yiSqGLPZuHGLfTMt3nkGbGx7l+42yp4V0Ta8/iJLZsStLvFIp9HZUXgUNzxtLBfYADcjZTd3d9VTubKZu7gYakFstwr7w6zvN6a8N96HWm62rLKjTxbB3Oz+3GSkL6mnDa9XExL3JJmQYwR9Es86YTBNy8u/RO/nKFR4hdBoklCDiwyYpGrYmH7l2ezWVheichSCw56Lqu49OJL+34yWB9wYinYw/dDoPA4T1//39w1R0hglqkPqN6UVbNtdTVYufnnny69g2Xj6fuJg+n7SYfnXjiXTehYfGKQ3nHD+Mzjx2CK3eWE3t/BBWluZRRalU7vHch16Nr8qHhQ8NahR3iSgvsmAGiC2RNyTKhPJ1RITAx9ZatIMP6yc+I+Yd84VwKeL8dczBcC0r7yAEUuQuKIlYUp6ABJRZ9fD2fI6nzGF/Y2rvhkTqpToKsXVuFqCFlwLThhdApdCkGi+2OtFmobBcJr58RrikRegT5gtWIzZK34DG9veZ8XWhrjnn09bmt8UVKsC8rGxJApHH3KFEuHi+SviVN7iBlu26kEZWTCG7tZSG5p9Cs3b/h4JoloMwM6E6yF1J+S/cVxsf/GnVrRzjW81zy6d25v7SvY15JZDQfWrp4ezFWcJu6S2a91JhUh5W6GJ2de2bhfki3tgfMlODV6Ugg5FzuIOIt45GWED74E8kPCvjKVNzMptqR3k7vo/8TDrUdFYwBf4ISsqB8qwrfRnARELgJ0qEAJKZUWksoOOGxnzkqYayHCwEpQgtwP7owJ60OkIzJy6i864/Qf/YHxFqhSnVPgb2H8yatpo2rUcSrTYQtlrRXbIab91WTx9MXhJHpNZzmOrDj3xOH01YQA/86yIqKorFjpfy3w/ceo7wMmzZUc9RsBaRs+Bgz/bc1Vv5EVb3epA+vEX8iiRWDJaNRkorF02LLcIdVK+MsK3amVKkeeDkQmQCBVnt5GShtandxSE5/PLywVn80ue5PKL0qnL2xoCTCuNCZKQZQVGAcNvOPMLOk4ECoYdY/lSyDVqtRMUrFamFKdDIXaEs6iIaaOrtE+shgF+KyZvMGZS+Ny20qebn1KvkPdrd/LRsoZbmAF51iHMn9QjXUnUwVxyRjRAt0dJe2quq6SnxR8/CW6lH1iA6xN1C9ayUwtiGMF146hFGCh6Qz/PMZz7aHthIk7ddSRU2K23zF7IHx5vgjmIPt6svjSk8iT7Y/ozGVUX9zrS1tUSEhQnbjx4vlZUGwOuzRZu8ZQ65GIbCOkWfEXkaqp/TV2SiejeHu/HrZW+S7FQwlNqbcYzCteXdeVL+AjvZ2vjXQIW+hMuLKguAlY1mHBlCHv1u3HpoZc/dyrkbaMQxsYTvnwoReUm3z4GCTudh2LJqB23fIPvF1LAxMXSz6TSLNXZeVi/cQm3QOlX1fZHsHHZYKGgzU5AtTE8/M5WuuPwZWrBgU9xQFmYog/uW09ghPaLKAlDNMXaRhI7NookbkKj1K58g3uqolOgA8iLvLIZzsnjqCpGZhTBhVVaNKX2PrQ+w7y8WG6cMJH2K5GVB2KVE5jJXs2gKA2KPBQm7yEtQqmGUOVp4XUBKAkv5tsYL9ZJAH+I41ebYvRMxpPHz7hgkQRpLHhPtIlZ0UPUIBmo8zHa+B/ak1zRCta0vUt+86ynfMTJpPLjRoQwVWSRi7mDBGyI6chwEWY000dqaX7NXdDfH1p7E57IIL4bLEuLQLD/l8jFY0FcBigDiRVuD1YI+otJSnqVNMFOMB8Uml8+TZ2mib9ntfkaXQXR8ydESMVbNCftjvHy7l70aLRlRFSkBTvU88zFQFqI6gfoTrmEkPCc8Z+ImKk0Ftc4JxsOvErwQMOxhEaXGoZCwEotGbKIfoHQZIsSJw5wTHg14FpDAibrdESkUys4KmD1e1Uy6uIRSlAq8siexs1mQnnrqKerZsyc5nU4aN24czZs3L+X+jY2NdMMNN1B5eTk5HA7q378/TZo0aY/O3ZkxbcqKWBiSBqCEVm2po6qtdRRE9S4dbNxYQxdd/DQ98uhk8qJDtAolBdk0ZnB3Gt6/UigLwJbdDfIJ5IWkbrpJyoKCDjw2Qsjld92Sy4YgR+oqSU0eN23aXUTNHsnjilyG8vxm6lVax0JzPZXmtrKyIFfOYfqXy8aiAl6Q9yUaggr6G/NUmlkQRshSpQt1lzsCRTRXuznT9U9OBoRxPcSyK0xMU1kE4KUYYbhxxA0N1Nqpxfs19Sh+KlZnWtkqDEN8nLWFSq2tUWVBjarmp2h36yRxnoH5ZzN991M5S8ndHfXUx1lD/ThWpzd/Flrb+H6FqMm/SXjcwV9tIisjxvTxNwxYO73raHrNe3Rp91v5/scKeCjAPqgg2Cu7lqMFfBnxUmFGYwKdqsSt5kE+nXus8WOFXCZq7cGKwzAO0xtuopbefFdU71s0tAghUuxxaOvqokAuKwRJ1qCYLCWOKC3YYwHb8DDsQ4Vhf2ZkrU0Jlgbhe2XpBkRbJMNAS4YV1SeVUpUfXqEsJHbmZOzY3kB/uv1tYU1KBbi0m5FYrQhdGBNL6mIJ0hRTxeZFhTkm06FY1SBFMRBdneUSaFjQg0Heg63NqPctRcIiFMbJpt8Sjo2szGqmQqeXih1t1JVdoGg0piY2ICcQVkuZ4JWzsKp4BFJVi1Ami3MhBhOKQqGllSrtDXEehY4wAnUVTvXNgFiZxQI1FAXlXsR98sJBLgljecgbWEpjy1+kocX/YgY3QN7TJEKZbAnSscQqce8k83mbfzEt2n447Wp8nMYWxyfLxa7NHHefYPVBSVZ4HZDgV2RrowK2MDlVitfMmpfpsu7nUKXTza59nyD8yA9xyI30gBy7T7ZApYeSMaFchKJEJs0Vz4vgi5DqTfEXrtyLDCmzejcoEiK8SJEn8BsyUxDODH9YxKua2f1sxt8csoRyeVjggAkUuUUJPV0gxjwBCBnpO1TKOdonSFTw9ZYO4p133qHf//73dPfdd9PChQtp+PDhdMopp9Du3dqWcb/fTyeddBJt3ryZ3n//fVqzZg09//zzVFkZq0r2U2F/5g9Aa7NHu5xpYsib0m3WlFq5+OyzxXTtr1+iltbU7+iOOhao1cYSXvw5aZ4P+dTpHiFBp6JeZ729Yw8jPMe7m3PZsl5E9W3qSkeK0CrxAYQVwbsc68GgprOy8iB/x5iZITYPeE5T85XULxC2wMgj/k7YTZmNkgSrnnuuKZFHhFmBmkx57tNoQPlXVJR9Oe+cJUKx2Hwmj5aae62p/R3N334c9clGeesuwteuBanKnmQ42+7LZ4EY3gcYrqAASD2OhEeA/2sK1NAuz3o6veznojoUjE74xH7KtWD/Q4u3ZkRocC+KHNn8WGf4W2FIFM1AJb0fCLVuAT7grOE7y7xA0P4sq2iGK6qOiRocJvIV2KidlYn2bm7x6avMo3C30j06cY9BPz0d/DH5w76CubMxsjJ0+1O/106p46ZENGQ3qrKN3YFCEOc/hbIgNia6AqTv/3niS/rok+91zxsMq4K9lc+MTCUZPC1RPsBKjW58KhJfmehY1VZYdHPkWFe2mOexpbrM3UzZNp9cKi8kwpC03JjKdzSdUZ8rwLGs6fKOCth6XmlvpDJWNmC1T4z97Gh+j3S0Kc7yAuaYJeJmST88R3hlEs4d8fN126ki52w6outHdHTXKdQ9+1y2PMlpyfJ4YBJS9SR5vOiPGKbq1lcoO7KSji27iy1vlXHKQrFjoJwrLO2PRLR09rIwn2nyrreoKVgnGvEk5nQof3dxafe5iN4nPi9qq/+815E0JL9MVZkh9TGiD4TatKPevSP8X54sHByKziFSJuBJQO8ddjnjO5KizfKSCMgkwRJm0lAMEjVjnR87xHFhZ1x5dIYT/RGQiXdhDzwMjzzyCF133XX0y1/+kg455BB65plnyO1200svvaS5P9bX19fThAkT6MgjjxQC+zHHHCPo80+J/Z0/AJU9ioSiKZDC3SnKa2fYVWnHtga66rcvUUOiwSrBM534VqYr0x23cwoIizEr/tJ0JXqZuEd0ONV4qKbW4vl/9q4DUI6qap/t9fWW3jtpEHqv0ouIIKIgomJBUSzYGyB28UcUBaRJU5AmvUvoSYCEQHpPXq/b+3++e6fuzuzuCxCSyIHJ7pudcmfmzqnfOUcNgys8lvkhoskhRJw5cmDrcCh6LQezAYuiDKUjRRRWKMZajoL1SCXnLHf/ZZGLse6hosek95IxwomNYwch2mA6mpJX5/dMpjGNl9PcMe/Q6OZrKeeQ8LRqKJVtpxVdX6RjRv2QJtUcbTIaYEQEXDU61JQxPYgvVHqui/qeoMc6b5YOQgtWKNNuCmzY6X0orEj4Tp0+umjm4UrVpCq11d53Wbq6+BQodJJBojPPsa0JCm+KU6g9ydAkCbxFlDoxwk/ZML8cqgOJP7M1bkrMaKH8hJFV69ioQLbPR+ZS27jm3Uo+fFCOGfe7EWQgCLKHHnpICKzvfve7toLsxRdfZFSQnHi4yPeLmkc10D5Hz6HFTy+X7MhVpqOUCuqu4EUC4dc//ukJahlZR0MpGZKcO3UUjWmT8WQvY+z8Xjd7sQ3dS9T3sdJ8qNaoQG5Cig0A4PUBJzGcCIaCz2uGDCFUDObk48gCOjkDQ6n2UEBIGZV6TMc3DUayNeAvAb8BpVm6gcVJz3XpGKHMo2+BvgaJg0UdTUWxvApmg9YBR44Cor3OO4/G1n+JlfkUJVKvUSr+t4qHwH6GPsoU8M4ybRNghb/O00SJ4pCq7puyOjKHnm+l+aMvpMk1d1A/h5Yz+bgwHlYOPkKdHEYWyd2Q31V4pfDrGwPLy+dywADio00ON9G6aF9JOFmEzNm75yE/3bnxBREXCQWdFE94WSGo1FGtWGrykpXrhPKPZ1CBO2vTyHgYRWfRZihbcLIOun48h9Ws44vN1vgY/4r6fEVjyxjK4iIiyEbHp751Ik2bP778AHeSTp5DQzo0DwSmjcVKiV68eDF973voUSIJZQGPPvpoeukl6wTvBx54gA444AAhEO6//35qaWmhT37yk3TppZeyclxNV733hnZ2+QA64bS96OF/L1asbJ68KIBhqRVXf0w84r7OCP3i6kfojBP2op6+KDXWh2jveeNFHgMooECTTPM+V+XBKxDeLtFPK+kiB8NW9R3NF2FyRvDvXndGVEJSuRWi0KqdhKIYqlMB/EegArUSqqXHxxE60nU02jdQnZdZ8BYg6Y1r9cpQ6lo1vq0fQf97nHtQlP1G1/tQ6DPkD5zCbGIJJWO3Uj63xn4cfBif6d66+PnML/XGB46gVRydrp4Ab0oxBPZfdNjIy2n/1osZfrSJx+ejRu9k+seaI7RnEBNVJCorCKi6JCsvlad9mlL0ZEfIcrrgObodbormUnTVmrtpJHvvI/zYoywjyp5fPIDtU2jlidkvO2SxGh49G0o18ZjENLOwjHh9cmIDBTr7yZFIVjQW6ltq6WtXfWY7Br5zd3q+S3HMgL/CWLjqqquEYwYOl9bWVlvHDH6DYwYOmY0bN1J9vR0e8j0wGHYVQTb34Gn02hPLZHTBhsRURFM1H3vRqwD/4Z1J17vpm//3gGn9gfMm0o+/cCw11Aal18qQhOYw5iiUOUXO1LDNZrQwEMQxFIuUmXjQJz0iEpKkMx4YByGGsaAajxh7QeY0oHyqMYwpPDQCk2r0rjOeHJavwqqNHiOsi+V8DFcqTjySJVXb2NNjRJTgDNhfdA1QxodjpJk5+xSl2nzr5X2AUeNjyJGHvSB4Ni5HkOaNukfbKs5emq0VDAYzuajGt4CyyWfY3MmR17s3eUSpVVRrQyhXNoNT71U1Fl5f/GEaWfs5avQpZSGY/O46YSwMhyAcRTWjSmfkIX1h8qF09+bl9FrfKh6xaNUs9s3kJO4tqfSZgAj2efk6GUowGA1QNlumdKtR2cfzyOjeOSjl/loPpQbN+GwTYVpqETA27tiWFjMHQQIjOkoxPhBZKCsicS8AYfK5OWytNOlR748LGdWy6eLEWaPpE18/ng4+qTgnZcdSAXhgLWnDfhvQ2LFm6BS88D/96U9Ltu/p6eFL5Peprc20Hn+vWLHC8hzr1q2jp59+ms455xzhNVqzZg19+ctfZuUpI86zI2hXkQ8jRtVTAxul/b0xe2OByQFjgudhNYQjQGF/edE6sahUVxugi84/go47Yg9qDJc2OfNw4DBdQWaL4VVSOvAfbleco8B+xXGkKCsOBU6kVSriF3Nk7RA1heIa1EgrEmU4JyLRKI/awHBKVHojhZ8PZf22XYzb07XMmXLU6pH9UtTcOvXYxXsAupo2NfyUckY1G7BGRdyrMkklQF97ckF6MRGguc1fpZH1nxTrvb69KJ24lw2G8vfMPJYcNXimUSp6A9+vRvL4j+HPMMN60RCtDP+zpBx1xe6nKU2XsbOulloDs7Vf8HciJzuLV+0lF+ZaZbkSYKfh5XM/TZcvv4vPwdF05S7i2eLe5QzMPsfXFPDJZzwoIGk2HFmBCMnxmptyIokc8sfD73jGqjaocoFBi+BiLsDXBMSfcTc+tMiB85V57xHF5t8T+02kwKtryRk35JOo2GzmnR5+b0+84Eg685ITqWnE8JTiD0o+7AqOmWGNtJwg6+josBVksGiwHwTZj370I/rd735Hl19+ue15UqmU8MYZl2rp7VfX0N9/fLdtONJIzgh7DgBVqsiMOXzYzKwNWVNF9MqyDfTFK/5JiWSG6oOlHUO1/KhCGWOhrFxUXLIug0Lt4WgCLyh550U7d4Nm5uMwcr0/YYgeyHcInSd7kyHdABAeB7OxII7N61CeE8xY3Rcqv5sV+BY2CMZ5e6nZHRP5CfXOmFjGenpoHC8+B5iUGuoUewuvkwQR6YQUL3iFiq/Tx7/Ustpb60zxsdjPz5ug/GiNH+XuJCViN1G0t7LHQKSqiBGwl4EP5M+8TEOD36fI4I+ot/s46uk6gRVp9vy4wEyG98LimNlcqRdtYvhQvn96+FbkD1QR9p0Qmlr5pHyI6TUz6JfzzqdDW6Yyo8/wAqNLT5ezotpQouz5CxxNkJWr0ekcNejldw8bv8dOnUKPXXgeC+KwXbBFm9+qV5B1C0FqE2vtzIgccNRDfC13nWrEj6N1Ba/SdAQE4wHrReGCACV4nPMPmVHuSDvUg1RpAW3evJkGBwe1xahYv1vKs8CG9+hvf/sbLViwgM466yz6wQ9+IATJjqJdQT6AfnXJHTTUPkCOCqUWUfJXRCCqMOgx3/OMwS6mwaEEXfHHh+mxZ5dT0F/aIdedcpAbaEOLU0Ah87LRxDGDiudnP47uDVYjhAqvLxhylMCRp7T0UEs4Zs5LoNJAewPz+TZvVDiD9DHJhmuIIqjtK1XnBXKvRvkGRapRX76GlxBFcl7RzRjN2vrZyBhg2BLKtKq3VLzqwstm5GLyyNLAcBpqMUjIlKi0pyiv8YKHogUvjQzuLfbM5zoo0XMae8jeLHu/cH759F0CmjTGxY6V6C8oMfRzig98jQY796Jk9Fq+XiSZDN/DnhdRiVIlf0rtieKaQHCKVUOz6w4ukqDW1Ohto8PbZtOV8z5J9QyxhoyAHqBGaIqrIqk5j6iSZUnYPGZWTvJslKhHaa0N01Unn0CXHXaUdA4ZH6HyGd7MRqEiE0xyik+eaip16OY81cliyIbEvpOooBatERYuf4fSwApxhuf8uFljPlBjYbjyYbiOGThitscxA348e/Zs+sUvfiH47k5VJWl7BNmVV15JdXV12lLsmStH91z9mKyAodYRK/M0HIgwoLKRMMHtt80EnEpCdOlLi+Y7G7b10cML36Zj5rAiV7QN9HaXhc4GQXDhQfvQFMbTVmQFWjIblClZItOj1a6UTFf2/s1RrRJ1KB0qmDDjVZVGPQGlM6TVduKUfB4k65488rM0NTyDxnoHhUDQt0fViSw1sbQD41MFjswzkNWFtPHxugA8GsyisQRFM7gCe+TH0oKR91AtOkU7UqKxT2m55Sw1hz/KgqCXkvG7KDr4Ax4DR08MW/j4bEFe0I5PC1hDmXXUsXHTIKpQKGuVhY+aWUZ93aexcXWEOIeZyr/B6CXh84wrWQ/jZlbNXGpgY6qB70sdDCr+DpiW8X4YaU7dMXT66E+WRcTBMRRkw+aNwTfol+/8jV4feEs8Px9r6yijaifQ1KR4r6h4Yjiecnmo1y5xX7hZuABW+0OoWFSgNHvyH9qwii57+lnaFpHVv7TbgtwERBLkVNMABGznyXKrysmzPNVUu1DceZlYUp4M72ABRgMqI7ExLgoDaC5SF23b1EsP3/ZChYPtAFKnVKWFqba21rRYwZFAzc3Nwrve2dlpWo+/R4yw7t0BXCowqUav/MyZM4WiDgGzs9KOlg8bVnXQ4udXUQGJ9nguZQwCzDY3PJhVOJRyPr2AhhVdc+OztGDqGFamS0VusFOBbRTtPqmxkb576CFlI5CqsW+W5Dq8R13gxcxzCASGQtBTmv9V/Df65rT6JAzGaltEHMb6+mmMv5WObD2WJgW91ATjwuCogkRi1w8NsuGQYsU+w5IhxctgPkh9HBlQoxqQG6oxAPcSFnUWHzbiOzS19jjtmorZB3IERvunUaMnzNfXT8nesyifWcpnMeagAUrBhplmfshriLNSWe+ZTE08AMRnJanu9AQlh66gfPIuavAfbHHm8pPC62rhc5RGp0YH53GEnuGxjgzLpiFqZUhVCy/o3WNFLh714W0fp0khGRG3IkyPwYyfnXp70j83PUU/fet6llAJdh6iBIZBd7ChoN/i3CIqwQQZAWPYrVbD4yfllSVVO5JR+tl/n6EbH36Ngu18zWgYzbfRFWf9opuonoOhPEV0G6Jo6mfqPJRs9mpVkARwwnaUZDEJ3ZQZ2yhKrmJR81TV5Xp2HCfjipDaBeTDUJETBI6RD9Ix864Nhh0lyOB5M3ri4Jmrll57fKlIhNTisQiV2TFcQChgNGAbCA7VyDBuwks2ZPB02tB9zy6lsw+cRx52rzgtjAaUsA4zdOSo6ZPo5Lkz6P/OPIm+ceRB9Pl5e5fz/8oP7dbxeEXughrq1bfE9wArhsURAzMxWxSJzCinmi+7nQoz8jg9FHZsLfGU42+Z1GweiwZ50srkOKRBoTiOdS9WgcbXf4nCvjk0qeVaXg/mavRmcGSBJfpoN5saA19mfPBcigx8R/s1gOvlYzexkl7LWjE6Rocd8m98NjrdNK72PH62aMBnZUUzM81zrDS9iA0ftdszGzZ8zV5DyUArcjoC1BQ80bSuPfowPbPpUIokHqUgPDt8HHjiGl0xGuEZpAnebqpxxk3HnRren44ccSGvidMBjQfKlYbTCigZC3pAuPqzUbplw630ev8yWdqQF1lO0PwQxZQvyGRGdXG7VQ+eTvm0rLoly6GonFr59Ohi5rHlq4UBrnqQRNNvvFrqc8Qrg9eDH182rNTm1m8UR+Vkbwbk9oXr/OSr81UMxQvPrsHiMV2hOtl4k0fu+OAatr2fZVW9Xq9Qnp966imTYo2/4SWyIiQ6A4aE7VRatWqV4L843o6gXUE+LHp+pamkqkMth2rF31H+l1e7oiy4RZdc62KUAgpUIQ8OydDr1nfT6QfPKVXA4fDocVDNRqIFtW107PQp9MUD9qHbP/Fx+tSe82k0G5flZpDotKttUNDLJZeQNBiqoRZvpKLnU0YbOtgDPo6NGitFxWFjxMhctqGc7BAtDQfp7NEXF8Oh2tgjfzQd2nYJjQzI5H3VO49vzezAOjrUQ4d7n6BE1wG87MM8bQP/xtFpRGd4WywBli3oPIDF73CxYwl5dE42NA5mRxXmmP3dTUb+QK1+KOuSASLy3QjPSNkn4qQRNRIepVI6N0QvbLuQXu74EuvfMWGQoVT5WG8/R+37aHZwK03ztQtnm0puh5fOn/Rz8ju9bJR9VPxdTDAU3hwYTSsjbXTX5hfphvUP8r3Vj6GXVjeSlHUiPxCIAkYqOEzRDp7nLB+oh3l1mvUF6Qksmd8wZIf6k7SlZ1Ak3HuibAjxPPb3ohu5vEWYm5ABKZYNqTrZk8F4lDQbDdFxQUqMDFBufJgapzRVdrkbfs6OahB9U6zQJIlokl565I3yx9qJ5MNYdnwYHSFwjOxsEWj39gqy0047TRsI/r7oootsBdntt98utkPYpBpBZpcMWA1pXZ3ZaCjw4oDxoJRU1UDzyqd4bRjeAKx0FjXgFcWoxJcgchDKC/1VG7vp3N/eSaNramlLZJDSPA5h6WIofD7kN0RYcXuSLT2sv/+dFTSpqYGuOOFoCvP4oumMpmArZ5Uf7O01DghwJJUROCHQhI6HCkl5jjrkBORINPa1gBtJ0j0s5UkiFl/suZkanDomVyUfe0jsjBP1FsNo8DsbyF2ICwGAoKiaijyu7is0IvwxsX1d8BiaPvIp6oncREOJJ3m7DHt92BdV6ONfjQlnxqiKg0KGG2NkGH7l+uORa035CaWUp3jsOt4+IhKdQ6JyB0LkBepjN4od2n5C4884AqN34+tNvEhLu7+tjJAVfEMvBM0pzsdqYzeiM8sGjXcu7dd0Fm2Mv0F/WX02ZZXqHGP8o6kjxfGLQlYaCwJupNv0sSwaAekd/lRssEp6N2gs+m9eMYdSlMq4Kc/nzyVMGoaZsBoGQEaG/AFdRl6LmFPF25RA6Rz00C8/R4lEmu54YjEtfmszbds2IJ4VjjEUYwOT56nfAg+rXQCOwnAjjezKrPIx+7oj1r/taBpmSLkaQkLbeeedR3vvvTftu+++IqktFotpmNVzzz1XJK6pQuVLX/oS/elPf6KLL76YvvrVr9Lq1atFyPlrX/vaez+4XVg+ZNM5hUEpjhfMOZTYDiIcZohiaVC4jBiXY5A9zm1BEUEzJirLyFl15/72NQ9QuDlIoxpraWvvkKiaBOeNgF2z1uxodNKrmXZybumg/OYC/XXZa3Th/H3oxDnT6a8vyAoo6jujvj/wGeiVlng0XpY7arCjZF4CwlodBMGvRKDLkfDS5/poYfftQpGX/L1aQvQBchlJwohIS2ik/MxTyN1MJ439PRsl2IboxLG/o7VDT9M7gw/SUGYbQ2CztMCzUbsbksxjdvONEE0qxVgNsoIXD37LvFi5eRnLrnz8z9TGxkmcnTeNyn2Ba25I61xm5FHsvPJMYiNPh81iDK90XEz9qaXKGjNcWCU44Kb722lDZgYbYYfQtPAsWtj1J+pKrpa/s/MuQ40UzQHDRhTJ+GhVpFXcNeNdqHBBJZwfLLa1Pk4Zlg1wQg1tqaFcsoyMMB4N7bMttkNpbRY3JbTfnHF01edPoUcXvkNPvLiCVrzTzmhT1iU46pJmp21nv1IN0K4KiOpLEv8g+uEqm/Tc1z7c3iAfnHzYzI4PRJ5Veq8j0MhdsHPMVOtUcu9ugmzy3PG0+o0NzMTd+qSDMi4A8QqsSIEfFepCIqylTj4YF1LVkoxY1Yhl4rLNBBbbS+rri1FvjBkMrxjZXENzJo1gJd5Fr3d10Ib4gB6aU5jYhr4BOve+uynhRetcuFoMR8Nz1ZpuKS8lK1v5DAsv/sxk2WvC8CN4B5C4hApIDqNHQVyAko9Q4tGqnjK5Hss4FJqdlSMBKWTP/ZHjnqGB5AvUFXuIFeEIBdwTaGTNx5mpTuT7gFrUMKzcDPGZSKNZER9NP2PPwHUUZyxpWS+/4g23wnaqwqHAIqkS5fMyUZsD2poTBbkdjYU0RTkOmzJUOnKxh2dS0/9xJGcMxZIv8X0fQdHM67S2/8/COIKemy5Yv+Tq1Bnn89IRYy6jOzZ+i/rSm01C1u/cRuPZ2plTfyZP19F0x+a79HHysZPCVe8wefjw3FUjwVzS0HxfvCJqkKNkugrtxqHbWcLEw9wUfxvudlE4VZyD36/fPvAcnXngXPrYofPoPyg8IMZugBm5nZRiWKlvwNBu1nCDUJ/bdBUiWmhBvG99M7urPmCqJoKwPY3b4AHq7u6mH//4x4Kpz58/nx599FEtDL1p0yZNwVa9U4899hh94xvfoLlz5woeDJ6L5OEdSTu7fJg6ZwxDV8xzyoHuy5GEgMBpCggcPsibUeZojiGpBYa95DyI2qHxoFwveo6U6x1ioFQiQ1FWiFxwTPHu+0wfS7VsqGSYh9/Xv1Jr8qm+L1k2oq5Z/ArzcJfobyI7rEusCNh7nuWDXlAD7yiPKyidDeCPEm0ux1bjT9KEJpls+26boZmJDff01mEaCzrNbPgszWs4jlYOPkTdyVXCiz4+fKDIB3OxZz1fgGPKzXzOTdPqPiIWlD+Nd+5jZxWZR+coJx8qk5TVMYbLFkx9fxo4QsCASYZXIW1bd/K1BI+msfXfpYHUSpaRtZTOD1Bn4nnqS71e8VwCJcAGydkjPsZGQZAe2vZzk3xzsJPOR90MkWqmg1u+TNeuW8i/ttvEvSR52OOT1Srl6caClSrj4cgUnmMuVZ2xII6I5rRwSDHxLTGU8xanK6FtbCjf8dwbdNoBs+nlV9dSJp01w2RLTmAwSEo8uXw9ZSBHeM8b2nQFfGeXD7UKVHVnccy8JwbDzi7ITvvS0fTrC28oZRQI1SvhejEpIRw4uiBYDkcX4AVViwgIjz2iuiKkxuwqkad0mWoZqj8XkUp0tcXf3X1R8k900zH7TKN7/mVd2QSCIQW4iOoUFrdNMRJUPVV9g9yq58hJn5q4N42vraM7Nz9GkVyMBYosBCov2XzdWfaKAFeqwoAAlcH1ZVn5K675X0yox21W38zXXClKgeoOThZ2jcFDxaJSMvUSdff8iD+fwV1gyMx0Coc+x5jLcZSK30bp5GOGC7c7dmWGJr1Vwowqs5USpVHsQfW2I1Tb5M6IvgpZ9YV3trIH5Cv8DGTUQ5ZOlddZx8pylBX6eKE08d1IiVwXvdh1dYmxYBzL8sG7qc53mkgmxBPQmyKZrxnbhjwpGkrL0L7x9xIGzF8QgUpWyvAnQ54Cz+c8X47ImYTCwlEHJDU7kVRp4ajMZPL05LLV9MSbq2mqr068U1b4a+QDJZoZO9uh5NGIlVIJ0w0SgauCxaoZ+KLhIu6RqIZBdNxZ+1d3Le8nVdZZtjsCAeZvJwCeffbZknWAK7388svbd7L3iHZ2+bDngVOodXQ9dW1Rui4rhP4gEp5U6lnPs3xITqxX+AkTK/wCpjEMEvJBeGNlNAH06tub6J6fnUcXPH2vZixYEQwH4XQFvMOuJL4vJ8qpAm41LthA503fm1YMdNK/1i1j50yaprR2D8NRxBHWTJCavNXAlwCNrC55t5SQ1F3D0YQm2qvpXG1tJh+jlQM3c0SBMejssHI5fDQ2fBxNqv0odScWUyJ2O01zvXvPcTX3A3qEVkHKsAO+17qy7PXP8oxBJAM8Go3YOmjlllPe1bg2DN5Db0bl/Cw2BiAz4tkeWh19hWFI2yoeCw5D5M8Z47l2qABxfCU6X62TI8c+17jqt2FW7R1iuHOfNBzMcW55vzd2D9AfH1hIf3/kFSpstC6LqmAgSisWmsEWYtCebco8sJAz/pCfDjjeXCp3d5EPl3xAjplhGww7uyA74uP7081XPkidm3vFy65681VSYUIF1bL18MsO4wG/FR8MExTdaBnPh860MB7KaclGXQw14h9ZvILeyQJWU4ZKHDmQDKQoZMoBoR8p2yGpuoujGF+ZvT/dsPFeodjalzSWryyMA1RUAtV6kqKSYCrnZmWzGAalXziwlDh2QmneVnzZwKC62cKyux2AINX7SptGRWN3UP/AN5ULl2PKZlfRwOC3FTgQkpdK3yC90F71ERJUF1EVbttt+MY6+Tq8LGgl8syhGXPsq5OBHf5MwnDIbzGPCb/x+iDfq/gwRrYx+gwfsbynf2tiXcWxg5C3grrfQyKZXT5LIy5Y50byu5u3zwpIUnkG51SRYEZ+za9JpoYNj0F0Zy6N7WBXNAQFjGkzK2RW/Rk0YqUxVe+mQLfBaNAOpHisIgxhgrKE3iYCQ65ul2Nh4KXDTp5P77yyWrzjEznUHWABscOpmsY776aO+S5IO7N8gLHyuUtPpF989R9yhbHYRXFiGH7mP5PjGXytGAjGXzXRok7MSg6UIr0ap/rbU6/QmoEKMsIGGmk6ljcvHUr8fWN0gA5um0Trh/qE0T6yfrAqB49RcxnKBhhu5GHPun2DTJ3UF32487xAowLTTWvSuQg9s+0C5mfrtePmmL9tjDxIGyL3i7+nemKyJOe7fK0Erxd4rjJVgsQoCuVzb3mLFDt0VmTRHKwUvjtcGkxztKnQYPs7jIa3+hfyt8rJ/sKp5M1QLC2jBmWLaygKua8mRclBv66L6OmIukdNO4Hhu0uWCEbFrsA2aaIUn04NhiWHkA5fYezlfgTMu5edpZ32FdI+cs6B1N85SGuXbuJIQx2NnmxOEt6V5cNZH5BjZrsMhp2ZwAQmzR4jDAZAXopJY/KKMVFAt2cbvJxgsghMIEl4MEepOlQIKN1OvFM4TNF6eJJWdTOkpxxhiLa6o6LwGU4Jj21HPEIv9qwQCjQgKXZwP/UYYlz8T6MvTkGRAAuVy8WeigL/rRoN+vZowIYKSVhvJzCQPA2cqz3UMEcTas+mSPwRhsGgQ7aLYUczaaD/W4pBIF3Ukv8UtFuR4/+MFS4s7oayWGDgiwief/RwyBWitscDG0WvBylQDeFfXrwsgTM8h+AYVDoClB4D/IB/9wPuY2w8UIY8DjA5e4Eglf6oiKKowgrRHjvFIeRNC6MwyphW3VgwXolOXsY4pz0S2qYKEJNNDZ2JIwuS2TssHwCMBl9f6VhER2dUSjL2ZihDiDSgHrczhUQJw9Hg7U2kyQGjnuGExfoY3tt4Rx9dMOubWs6SP+yjk79wDJ33s4+T1/cuO5PuJBGGD+n9oZFjmwwdD3MWWEq903i2zi9gdJbyQXkfVP4qV9qfF8mfRoYJ+fDfLRuAh3z3ZCiRCupKROmRzSsEMKmW4UjllX79XdYNCwetirbRjHA78/nyeQ+6W6KyYaMNl/9r8U+iBneYNg/+lQOJfRxhHkntybUUMRgLUMZbXUlRVS/B+Ksu1kYR8X2vTHCPd2+GxbxU9sLgeBLOozK0NlNt+c7KE6VAjCkX/9qTWxTQqI7g+AtxlCkO+EMVdy7cHGOFng0GwN8MJXmFKiKQF7gpEBQWOyP4HORdWUZ4i1PMlP2lZ6nq4VsTw/u8azrL3sUH/vokPXDtk9qa6Qsm0eevOJNmHzDtXZ78fzcCvdsZDKBRk1rLPAVlPZpXuCq7KQQLRBElFGsWTnHVGyUXtembqDuPbrZqozZl31SFOrfOJMNOghaZ1hpBgOmKKCIMI0O1HKoFtrNaxumgNv8Qh3/N9yTL3pUkR1BqGdYikqhRMcHQDRq4/Ga3dWIpAp3RvI/CWsUI1fuP5OYcjQufQpHBb1F/bpthmkm1G54F8BsP/yWgYIbENBhndsaAGuTU38HyRgMqLwXZO4U8hHSRtx6ZK6igkUHuh5Dh5uOo0SlsZ21uGLeF7gFcsrkHRSnJ3/zFrsYiQhJgjqMZeWoswbcmivIYVEIJvWhGD5/bcXNRpjqQojR7EI2OVdMQ4VzCY7WautjWJatfGPMiUWbVjWIy6jW4FUyrzTWKeQBhhI7NAYQu2IRlw8GZ5DkCGJI4iDSXzF5d9q/1cxg6nTYNLxlN0d1XPUTrlm6kyx/4DrnKJMO9p/RhhGGXo1HjmwT/saxBjpcim5WlGgGpC1fA90JvEv4Pjrqh0p5S10HkGOAkvEBGiGphQVaTszL3QH3pUL743RGUN+aDRdO9LRhmGcFx4LLV8JQjKG3Ziyu+wqn0VmQUTQt1Uo1bqq/6sYw8v7i0hDmqqX9XvzmZl9XSXqEwLdp6uFgjk6bRVwaV6vwM7fTSFHeMxrtRMEM3RZBDsi4bqiLqYTy3PTkzK1kOuERDz+Kt4biSum0lfs38R8i4coNiOLByjmwVapcXJbNNJeeKf89REInYwgqtrAWA7+tp6eWdX252KgXr4pTo1gt7mAjzBdPW7jLgVKotMhgw5ZWpjrPn2fEq5fwwiWGqvuVbydMVUcqxyhKq5vMbooYGWvX6err0pN/QL+69hOYdOnO4Z94+2s3kw/veh+GDoFSFhjygAtocVkk5n9J0SjGq1bCaDNUxdCUgXwDkFgkLnFdn/fKlQU1i9GFwFDvyFXImUb6UfeGWHBDYEIDJC6YIw1GjJ9Pk8AjxwlVnnLJHNusrSoqVlGbGHHRN4ONN5aiCNBaQeNbA+MwxDEaUnm0r4nvCUlFWYwIngPLPBoR7FI1w15E7eTNlhbEAAsNVIGD8X4oH7TF4idS6yfKoyvtuc2WIf3jcMync+E/eJ2zP/HjxIT+CJWnQ4aE6Fgsh3hcl9UK8oLyeUPSV81seQ1kPJFo5QjWjoQJ79/k5IjojqXj8CsyGFzcLRL08oNV5pR2LSlTG4wRZaCOJzXg8dWgjA2ED/K6M30V4efToQunJ5UfeXz5aYqoMg14jSu6Zw/DOlCNgrW/43bl08/Wfo70mtZEvzspNMqcZCyoUqeQoqE1tU24T/VQWP7mMFt77Wtlz7+yNeT6k95dQdjsPo6Ac5ZWcMd3lXoZY2WbIKlilqFKMTz68hxmdK5VnJZdlREiPUohKSzxXXezBzb+doqYlDqpZx5zNKmWgYmSARKKzcfOJNQ00oaaRpte1sH7Fbp8q5h+ik5E0+7WLtnXwTVgTH8nR6QOZt+sOjBp3c8kw1WixKiPxfbpnG030dLERkEJGG4XYUJjGvGqe7x2KJP6pXAMcAzKiLXIDnEka74rQBDYW1Gq16ifcUdM8UeplSG2598pb93/k8p9a9prdossBGtNBRniFnPBANvDaEP/tY4dTpgpYaGV1DwnTacHPXVV0bJZ72J8X1x1jQ6HeK8ua28kalWRjPb6v3jIdnYuMhvSgCnG12EY9hd39h1wtCvKqaoQWJWZDGrZOoYx8OOGIPei+675IP//mSdp63zvt5GZjQRzLDL5QDmzPcCEfkPT7x6/fUgJVf7+osJvJh90uwoCJ8Ny/KysMrc0h6mNmmMLTKpeXoCo/xR5onIvMXW1BwO9l1BCzYmDgFPC2gldoHTnVTVgifXPOQbSwbyMt3LrReCWyYRvDR/RTI+GzQN97/T46atQkoQxnIXjKeqkK5OPf4eWKZPwih0GNIKi/o1TnBZN+wQZAmiMicfb+1NB/Nn2Sty9XVaMgGpLVOhKGIE2MGUMfM2AodFZvs7wpwmgA3ElNzDD+avssFC+YZxbVNt5ETlcbuVoeoVj3KSwQzV2XwfS9wiDQjyXgZ3gOhmuv9kUt56vGMSKaJ0j2nMgXPJbJ4rLlgYtaggfRutTbpliJ8XgwxLDIoqq6V0gIU0+CMjzhkiwwkQg9JjCKTh59JEVTTlrW+6Byn8pTLuMqDx8Q1hakkv0xjHakVQVGCAQY0u6E2bBRv194xsE0eVyL+PusTx1EP1rEc1/x+IptlYplxZSPG8vsWpfSe+j6p+iwj++ghOgPIUm7HD33wOuVX37mqw2NYXY+8fuMKIMdX8JxipQh43dh3xt6NGhOEgPLdrIMAMTP1+egockMRSlCK9YH/HTJPgfT715ZSIPGZk6oihRio5oNEmUwYjp2ZDvo2Cd+R63eJuEk6osFqSnEnvoyrAGRS/UoNQxxNF0iL/s0nU3z6iexRxtV5Vy0MfYGPbDlF6btNGeaQsiDa2QryMPMYpy3v+iWFW9tJrQcK6fQMoekDtY4R7ITRW8Ah+O5yVv7E/IETyF34GTKDNVRJn5L0TjhdmL+WiR/sN6rQrNU2JhoOmM7TG1M5Yp3I7IAR5KowCfyHcrwXnklNCJwIK3je1xsOKjTticdFsVMRgSGqC8VpJRBQ4fMQJ8HlPhGB4rDW/ejU0YfQl9bdD3/qiYa258/n2azJl2FalgGTm3yMyo8sviM6Von+fsBC9RHpN6Z1uYa+sI5h1BzQ5iOOGA6TZv4Kq19Zyu5O2Q+jtxh+J55GA3b1nbSO6+upVn7TRn2/sM/obJU2mYXod3OYMiyhzLSH7N5qxUGwVZmz9Z+cjbU8dvst5184lnzC5Hz22PqhVcJYWbFWs6oUTyjUaAeD8gj9iqJihjKIUMuD318zmz6Ymg/Wj/YT0u7O9jTk6Q7179By/uNzXBYeWTF3yWS2/K0JLJUUX5lOU2UAi3VAaXCKbs6S0UdiqbMW5DkYsmVya2hP6z8BG+RpybfWNqr4ST2Uh1HS/tuwM2yvHZAkVpYGBTLXfwJL1CldxlRBh/vXNzkzngc4y8e31EUCH+Bw6UHaMzc6WTPNGu1AA6pKbHA/eOYxYaHiMYUAeurZTcyx8J6DogKGYYjwYvEiFvRI8N0DIPRt0fjhTQiPED/2XolM3rkKgD8JcGdiFbEeIIAJoDQNVANOJaW8M1/e/n5hXiBSbFf0yg6dsSB9GL3agVTXUkYSfhUNWSbJwKBbdAp7CrsIuoG28Qd4+Oo0wgROF6uve15Wvb2Vjpoj3G0bl03TdxzDK1dsomPq0gPji5YXkkFiB9K6UEg7DDazULO/wvU0z7AvNSl9+wBWRgQA+395KrxU6aZQdl2jiXwGoYi2T1hHNUbycvmn2VILepQy5GGnvnscffpBzhj5h507pz5dNas2fTils00kEzQop7N9OC2tyhq6Fni4JfM5+NIHUNYu1IR6kxG+LuH2gdrqS6AYhdmeJJ6SVHGtqs8DN+Bd9edQAUa4R2gZ7Z9lVb0pUWp7PHhI2hy7alsCPC9KVhXunGyFjg3sEkYCyWIEeWKyxFii3F+b0JWBTB41zAfd2kyQGsyQWE0BJwhmlB/IRsKH2P5KCMhkAEuZ5iP5NcjGFYQFtOxHcOuxidJ7THkKFuCHPfVzZBTFA2xvgdOGh06hua1/JQe2/YbWh15XpVqLOfZeOVv7ak6ijMcGIQGrCMCUdHgExURoRMArmS8jM9M/AhHIxqoLdBA/ZlKAFvJn98Vwc9ZDEey2o5vRrKRpR87lTwsI7CdqEzJWumWwSE681t/py+ddQh19kZo5LgGWv/2Zsr7WCamlPtZwdlbjjo2du8gg8GxW8mH3c5gcHtcFAj5KBEzeGK87DdgAWHEyoM55wB7UIyIYjCH+neySWn6ZkNCqVEh1+7yIC8cBZEGJAWp28UKGTr+1lvp1jPOoGlNTfTEllV0zVsv0SAbDSqhKZs3IJOPBZbdK5umqTY5GAWuDWUzjVcA+IpQLLXhOxgXyQaDUhXCy4MZ6RsQe6Tz8n61J1bRfxK/o8mhPcnvqmcDA56hYqbNhgWHjK3f12ryKuT9T/OCEs52RoMkjhQ4m6mm8To+l+xSXUi9QoXk/XwjO4XSXEDit3JWVD2q1ojHPNDaX9iNVJTblV0xrQQdIgFG8walahk9zIFutXu0+qTkuPZqvYJDw1N4IfrS1DtYICyk7tQGWh99mz1K60SeWfF4xXO3GR+avIH2bZrExl6YuhIwlssbDQ5ErsohMrA7+lvZHIORAvpvmANlPCSY7wr8uWh9nhY9vZIW84KmhqBcQ4CjHznyDMjqSGpSqXlHFP4u88R4nzr2Tu0oEmHxSh7IXciD9L9AdY0hU0dsBQNZQsinyge8DBtlcx5OIyPDU18x0Ry0UIHnVzcBhNHA5wj0srI8WmpZ2P+65Yv4dc3TT/Y/kpXievr+wlfpxfZNchBO8Mc8O1NS7FSRiqIUc3DacOTCx57mrItWdbbQmIYBqvWntEtA3lo041X6u+iEv9ViGPPDm2iMv1948fmVZckRo1WD99KaoQdpTv1HaUk/SmAXU4GdSRGOIKfLiM4qHBsV7hd6IWxhYRrJuGlBy/fJGz5dHpmj3JT4NxXSS5jPrVL4J841fMXMz7CkeBVlY0cz9rg9F1KSo80ySLiUDKf2s1MpwfceOSLF96HeN4uNhR+x7PbTSWN+RL2pTbSGZUQiG6GHOp6kIcY6G5t5qoRoA5ZyMuLk0fvQiqFKXdFZb2CjUzCtMoqsFWvWiIfhNhYvqjD9EYUDiqP4bPFkhn5389OybwnygBr42o+aRv53Osi/vlJlsfJUy9HDHUGO3Uw+7HYGAybW0Z84gB666b+yQQ+65anhYBP34u8xhjew8IBGbXwBCkpDnqzPKSq5VEuiQlsFPig8HMJjrNNAIkHn33MPnbhgKl33zqvmrZkJ+IJK6UnluOjWaU4+k/Xua1FNgreHeovqSVb53Pp589TmHZJ7G7ZTR7aWw6Fza/clR/o1Dlf3mkyqMONRRUTDhkTfTh5POWGh3lWkgZXz4jgcIaptupl3iVM+xpjX2I38HZWn5BNDWBnKeJ7dIrhy2TnV6njW4wV8KWWDKxUKA7bhGwmUAAQxoFRA2cDTYzdqL1uQ7APiKAo6c0rP4ujwiTS14QsU9ozXtnM7vTSz7khC+pXDcR+tjqI6iG6WyC4M9oIO1zsuOEE5lou+Mu0Y+unSe0WvjpKrV3SdXM4polS5Cj3tHEmlRmPJgfg3AwRJGMsQyJbbcuwnXtovG1E2TzRnwpRr5HZShg0H7xCsEk370ff1s9Ao4yXDUznm03rPj/ed8jxGLJW2+ZB2Gjr05D3p+l88IKe3jbGgEUchoNA4EvzOQBZohSMcyruwHYmbFcgd1V8o9Ww3Ll9CTf4gXf/WIo5Aqy8v5h4qhGU0Y6GYsM7jQTIxKieF2EnjYgVMwjOls6N0J7X55zhfL432SSiRUZYgOTnH/LYrej/Nrj2clg+9rMkNsS1/H++xrw4oOXflu+YtI2Mw/gYOc8JgmFhzGk0In8YGwiIqRK9l7xdKjhrTeyUHqjbjzzQGvhqvRdGM4t/rPBma4hmgKDvvNjEWs1NAhKyvUTj9+IiADGVYacC98LmaaFbTpTQqdBTfa92Aa/KN4+WTQr7dvW1RhdpJpRRyhajeIzFux49cQDesfZwGMkN8PCtYqrw/mC/BhjjF+4K21yC2tHmELjQYzOk/4jHaqUWy2Vv5a5B9SzTcGSX3GEnu/gS5BxK6YBtGtAHGwg5Les7vXvJht0t6hvIxZY8x5GCsZyGRpAKHtgqRKHuk+bvBqyQeEbxDUTMmOotSj0FGGnpYERXVADDby3uQNPhglfyoeDMo+52xGF3/+qKSbb3sIRLn0eaUHatFhRwkT8vuzuIdUs5VKIIogYKudEmI2kx5eosFQTTbx0p1VmDzg8yg69iTElYzXG0oyUyw/LsLCJX8Zgcwwc8oZ+d3BBimspwK3awERn+jGAvyWtTt5KcM3Nqf0fo3JJuD4RvWiK1ltSZ9LOKTvyAQXCc8VhCbSGA2RnVUkuVugwzbqnMm2TBrpvktl5mMhWKaW39IqVDhZ1SOvE4PHdB0kOFvRuaKocinbpy2+J5hTyOSING52e3PWsxGhbPjkozy0RB2w308cq+pdMSsSZqhUDrPlN1ySonVovXupCFXoZgE0JdnqZ8FqZrtaPyZ8dwl5Vy0XR3UNr6ZDQbzvXxfyXjx5ZYPaechfh7T5o6T5W0qPBt3H0fs4ISA15QjDQ40ZBHPVNnRvgmOeirKBhzvqkQqCEf4y5uv0FAqaWqG6GLlDg6lSrqSlAeAtbCSyjwgq7eILjmTLNVdoImB7jJHBP+LU1/iYWpz97OzKkGj+HOyp5P2DqyTDULLjqnci1FgKBI7yso53vi3Grbk9vIO0h4e5mUDX6ZC3yfZWPgv/1rUyVtxumxPMVbwlAb29vtMYH3pZw2IBGnEuPXjYtyzvDEeE8eY2bNS40BJ29JrxTrcI8jUEMuJuU2X0JjwcSZjwUhwjB3QdLCWwFzV2Pm/w1uPYnYqx+tjeJpfsRMARTaTjKIDlYB72zB6iB1Lxqp/+nby2Ez42bgot90X9tBFpx8kupir29rdeXQuHzZ75LmZmIWiLwoZo4UqDKMMnfej08mj9N5636lQ5bKL0G4VYejZ2kc/OOVXtGG5ucEWyuQVGPvsQE33YIAcKJmnkDOSoFxtUFdS08ws2UhASTyhu8QZf1pjjT/V+i8o2i9yGQyGtbaN6S/pOi4hoRtlmKEbqtMAk+pCCT7zltblMJlQZznIng75sxoz0WMn+BZ0pwQUKcRKf3mjHBkNCJs62avOIWr+F/j8arxDjIClNAsmgV8tvn4IJKFQV2Z28P47CoNs8P2oIrOXTXj0CInV8ezIjSpVIkTMn6EvUiJ+O98baZgU7yXvV4FQdRvgn6SS3AdvERmrhChOD4jVUTXnimoj5ajO00SHtJxG/+2+V1uHHhgQ7mkRutJHI4WGgz438Uv8PPXSd7FsSurXrHAgTyGNLmrCE6p2utCvxg2PJG+XTbFibvQGwY5IsAjk/QuKN1UYzsomM1qb6JqPniTu9/ruPrrm4ZfoyUWrTFl/6hOw8xzBKwvnplqSWFXIdJuY71ptgNwJnsvAiGOyqHBCQDCaGqiA0qpo6Gag0dNG0q8e+R6FlPd5h1A1DH8XEgi7O917/bN0/eX3i8aa1ZDoAB1nXqk0BXSxbChwiDHPPB86t3oUK16q/pa2kR+mjdTz8UHS9aVjw5pYtrS6gC+YrsDHDcdAXhS/124kS1tuL88by3gYAuOiGtRJroJwvHBByodWhiKp8qlM2ofIy8qbZJQ+BrCSUUq/oHIUYuW2ho/iTN7KfAJFuu1Jl1vDfxkBmW10+dnIylPKsxfLeOb+yUeF3Cg5jzKIVnaz1zqitCnnpSgzO8ka5RXLYhakrXEz5LY1dGzFcRw34kR6re8VhowlKjb1hLxD5cPjR55sWp/Ks6OQ+bp4NsACKI5FVWap5PLkacSMbhpqr6Fob5CdrRJ66w2lKR3TDQGRk6adk7+z4XDTxz5Ke48ZQ+cdvBc9s3QtXfaPJwS8yJIUlchqvc2FiYHmGnlM7FhC/pDcHsLWsJNRSVImIt6tC395Np34WZTy3UFUUJZK2+witNtEGJDA9r0Tr6SN72y13gBGAyzReEJg0rW5hwlnmGjihWah4GbDQdSFR1MpG4LAyIT16S5C10olTDFPcHchK0SPBmzAE11poFhyLIuJBYXOilJZazvPzQPQi9qpV6McX3jgmbGzEEAUolpfC8LTEDTxgo+G0AfegWKlNgM2UARRBvEzehrDm8LMxiHDzMbed8XeB/VvdcG+lc6l7WuR7Gz8TW0IJ0FMRZ5r4H1FkhyYY/lmeyKage0VT1iIvURIW1bTn9UhSAe5g9oj1/MzMyawW9MxI86ho9o+wffKp+1f607SCJ+fWnyt0ohiwbh34770/Vk/ofkNe5n2Hxdqksyf93OxUJCCwVjo0ExOd57cyI3xZuXC3kpRJhch0oKheZvhgbzT3UOPrl4t9p/Y0kg/OfNohsihnrC4sXLOK9taNTNEVK/g4TEhiqBsj4pK6KJuhMyKhopK6WPx9EXekbw45CM5OdIAeJLDy4oCL/Wjm+kvr/2CWsYoTbl2FKlTs9LyIX3g9Px/3qC//fy+qo0FlUpkBH91sdHrTuTInZLlVA2BPcn/lc2TDcwZGNpaQhbzAs6OPL+zyabqx+dEDwZbZl58HDhqyh1bvriAyeRMdZPtya+UCkWybZohmD1ZxoY7BNcuS7JEal4kL6OmXJsrR2PYSBjPn1M9aT6u+QjWsRC5oDyq6hKpROXKWVciGAgh11jyZF63NBaKCRGSKe60uEa14p0EIOkkquDlu2nr4N8rHq/J10yXzvghjQ2aI9UomjHSP4p8Tp/g162+Njpz7CfpG9O+w85Bcy+HMcEWydUhm5RKv4YiXiZysXxoGDtIY+a10+g57TRmfju1TYNsLH02Ro3jR088RWl20HqZhx+7YDqdffie9sVNDEa3XCGXEked8XeFRP8ebb3y0pVUYVH+5s/zf3I6nfbFoy3H8b5RocplF6HdJsLwyiOv06YVat1/G0Ltba9XGg+1rPyiIyy8y5GUyL7Pe/UOn+oERa1sEbougkbgGWeUssbGajJICBVlVfVKm9onqvQAsycgTFb82FAeT/zLGlSaPcBQ4vDyAkoCSmbcIo/BnExVoBqvnUdIelZEzwFxXHRqdlPIKhvVcIWilQ6/0bg6LwuFDAuCHjZWDmw8jXqjf1d8HKUeIhAU8gyPv1bxZtlFRTyi9JtkviIHQVsvy6Kidne5qhYlV+o9hLGsC0vewoLCWL2G44kmYPwfEgrFefi/JIfYq/VEYUrgUYpcd4ddUxwWpLkuWtf3E5rZ+tcKLfelDwABAABJREFUx3PSkW1n0kHNJ9Oa6JuixG2TbxSNC06XyddF+RnZfI66Ur1iv1ZfI+3TNIkFRz11JDkqAyON5whgSKXPSKc8RyG0Q0JwCAOxfETmtwsX0nFTp4qx1LBSf+Hx+9PVD75Qaqc6ZBlhINhkVJ4FJkM61M7axSVb4LVFgqg05NE2mucFPLv4jjwH/iwg7yijwPTwOxbed7Cjn35y+u/p5/++hLz+Cs223kvazapg7K6Ed+e2P1ol6NqQCC+7hFblHkpSPpOnXA27CIqhDIJNGN4v9YNXZTB1QxbJ0mXImXVQeL2DopPFS2i/HRKdQynyowCGS0YUZZ8dY/d2swffxwp5FYgNQYAsdaZqqMUbKdPb1EEjXEPUwHCkrbk66snVcMQ1SIHgWZRNsNdfK+FpuzuNZR7ld1hFt6U8AKF5psr/sM7oWx+OfBBbuSayQ6idbwvGVuqlL+5wL+vTqQ8NN7aX9y8H1TIcS7n9Y1wZWsnRf9XEsBrthoHfUkPwMAp7y2PrRwZG0Q9m/ZQ2xTfSlvhmhhB5aFbtHizLZRJvsYwYykQYVhzlCHYdbxOkU0cfRO8M3VHV+I3XgYiDPH7l7Vf19tITq9fQiTOmi7/PPmJPuu/Ft2iA4d8yH0En5NurFfdQPAD8XzWwyz5Vdv464xnrAVmswz255Yr7aOIeY2mfj8ytfBHvFRV2L/mw2xgML9y/SGMqtgRcOhKcm+vggtXfBp7EToY/OFNZyoZZw+FtxDOEYsPviSeWp0xRWBk/e6MouVqgDLpA4/DKes0547AunediXgVnvfFYPoZJxXyyfwEiCyrTzwu4CAsDVvzQbwFdGHGdkYSPHbBp8rpkHoKPQ6Dlm1aDCbs4JMm4S8ZOoZZ/mrU5wJOKiyYjXwGeI+DzVZGT5ouC0QDjJZFerjqULQOjot8ADBhDh2o7nq7mVJApqmDXyK4S8R2uvZwhNXexYnkj/63np0gFVfvHUCVJJq0J4eRsZT4UGZbJL3UBZnIWicY65ag/8aSIMvjcI0p+7U9vpWX9D1NfahM/zwBNqTmYJoX3olWRN2hzfA0NZvpoZu0CFg7S457JZ+nerY/Tw+3PUoSFAajZ28DC4Bj66ZyP0VcW3Shs3DyPCwpFMg2zRkYbjMZbjo0F2eXVQKnKhQQ3DAzQqp4emt4i+yh89ph9WG930l8feZnnhh56Dvs5GpViWJGSswC8Ksjy+MrAEG1AUrSL30dtPaINKrQXxkBPvzTixYRB1SR5/Deee5v+ccW99NnLzqpwBe8d7W5VMHZX6traTxtXsqJYDUE2YM6pUAZeJeQDL9mGAOVDFk0/teRLfZUHDTs7spQSUQYlUleGVEU12Mkw0GY29oF7VAhv5ZT6Rlo72Ecef4rqm8yJ/4go4hVJsZyQ3W+l8mgkOJnKk9wejiTkMSyLjKfDGt9muWLm8oAetbiiIj8LsgLnGuMeFEbGQD5EyWwP8/AKxgJTK8u5gI3QUstSG8ugSgeSwic0J91w5AQ/V+9+5Ap+gnKD32OraLn5nEIaWSibitwWPJQjDMMhDD0Ih5/BYWc3tvah22lq82Ulv+QLGdoWe5LaY8+wwp2gWt9UGl9zOh94PK2MrKKXel+lGTXTOXowWrtX66Lr6Z4t99JbQ8u1a9urYU86ffRptF/jDHq1b6XltZYjzEFPpqbiPUc04T8rV2oGQyNDRG/81ln0g78/Qss26JF2DLWOIeIxdgK54znyDOYo2WKdwyG250WMmHm/Z8ug7KxeJeFdQAW+yz71J/rHO7+n2qYPqyT9TxsMy19YIUrlVfQ2MIxCCATDduo3QJVcjLXLwWgwECZzscGg7seIEdGgSnRoxzFUCJINCQaIXiVIpuZtoRjjBfvzySfTo50r6c41S/RtixTcXM4llCk3W/tgl/EUq/DsNfIDTlL1yw/YjWS0A2ww+Ap+CrOXSMKUCiKpGbkHxuID2ByfMB8QUo2m3hIAHGk04J6bz431IcXYKPc48BPUQpfSj0H17Ui0pDwmrhSBlaq8SK5xDLMZTVRzCWOOv0B5xpkWhlgwlLk32nHxOELns9H4LF8oGuhV6HTMYwbK1qFVFbH34qsniGdWlRgMr/XcRQu7bxChconqddLKoWdFZKePJ5YMYuc53BygE0eeRwsaj6Bfr/grvT6gNn6T1JPupxvW/5M9gq30w9kn0GPtK+jlnjVCkfB7suQuBNnTxMq7sksWxoIhdwHzcGZ9G01tGEH3vbOi7LWDhgwNpHAPP3P03nTmIXPp+eXraTCWpNFNdTR7XBt97Rf30OoB2RehXPlJ5UBs0PM7GE1Zbyszt005SGK1Q39/H/zbU/SpH3x0x0UZqgkpf2gwfOC0aXWVvTlUA1X9rq5WHiOqs2QQZfC4qnrE7jTz1b4cxUfaVB2zILzXgXYnGwzgspITHThqHP1gv8Pp44/cTGHFWCjJmeDj+9goSIqootE5oCjf4PEVnEroGdDsjwsFE+d9fnA2TfJvpQl+NtJZLtQ7YzTJI0taFgUIaZRrgAbzYfIWupQYgZQZVgBYrG3VKk5ZjEQ4c6z5vnAmKS99JSy/mdhg8h3B0MtZ5G6+nwqZtykX+RV7w15STILSvjOqsSD5c4hhkCcRxW6teCbIh1SBpReceYohUj4PL0fR9LKStfHMNnqx/UKKZVEOVc6GzsQLtKr/77Q0NobWJaU8wfFn1sygL07+AkeYO+g3K38nCneohPu0qH8xLe5fQh9pO4adUofTf7a9ys6omHQusSEwmHRRWuhQBQqyoynkY/iyARYNWfzd+R+lzy9/ynTsYsJvgwmzwTimpZ5uvvRsWrG5i5az0eBmHWy/GePo7Tc20+VXokQ6kBcIZZSX8+JXVvwD71SG+Fo9kww7hR+/7Xk642vHD3v/7aLdTD7sFgbDltXttHVNBzsbK+AKgXdGlZVykxGNowwQJPFvBceMKdemSoik3+mmYMBDh02cQB9heMecEW00trGW7lqnGwxWlM2w910JLSO64GPcuYhAVIk5FVUyeLxuxWuU4VB20jGCvUXbKMihZXSipCIcvkr4bQS/1BHR2UVNfGKFlNV+n6HqAm5HUAAky49FvW2oXY0Om4AhwXAQnjFFWORQrdqmckTpxW0Utbcd3r14LoR5qavKi4LzOTm64Ap9jgKuUZRKPldxHxg6qqjyIrlbDrksOZXcBJVWDf1XGAtiDBrAK681Pqpn461PhKIcHBlK0L+3XkvvRLbSkgGzZ8xI3ekuunbd7TTaP4H2bpxA3YkULe/r06piqEqEh43OHP8BSBJE2Qh/De1ZM57ufsv+2CrhsY6p4yhdEQV9Xjp2L+lVGmKj4YKf3UFbNvSZQvFiSpiRd/qPSh8Vd4LnN79/Jqy5qAPJ1wBIEjyMxUltCsWHErR5VTtNnmtfkeq9JHFNleygHTKSD6kcPXn/4upuEGBINtm6qtHgiqUoV68n1pd7/AW1P88wCIqln6d5zuOhCbUNdNzYaXTcuKk0uaGRjpneRi/39llOKvVVcDFcKSeSVM0KN2BLavTabrSonCe2VfgQEn1XJUZSk5flk+c1S2NB/Rt8cKy7m2oA+UHkWrXxebCJAjpJ6zsh9a9i4QvLZyD/E004lSAjSryKWkXVvGix61n4HiGPxYYDevnI1GN7wa0q+o7aH7Js2Z9lxUS2nTaIkuBWJHoF4VRQsQvyM8CRUNyDstdbpI4VCjl6qeMrFM+qUGu9+yWudV54C8XY6deRAS92iGjDle/8iuV7VtwTK9mHdY91Ps4OqCC1uedRgA+5dqiPohmGZStOL0SdY+yMjHNkujkcYyNU3uNjwofSjc+s1vmyzf2GQTehsahduUIzxraKBfTQQ2/Q73/3iH4Yw/EcDAH0xPm5ppT5yHoHmh+izP0YXhfL2piKMoFPuU15cwUl5frffnkN0desx/5ek2M3kw+7hcHw9O0LpaJZyc/L4a+qHjCw0gasqp0RIM7nkLhT7Gjozl6RDhg7hjpyMbp7zdt099q3xXmnj2zQw24WZ3Oz98jLkCSn8j6AAWdzjLFlwyHF0YccCwRg6e0qYKgB14QCRfI5c0IwxHNxCrGChv4BdkwXnqdWDjsX3wxxvAK8uQyPMhgNUI4dVdaMBuMVOQvK3yYhx79lmXG6HdUZRIXo/5Gj8SZ1FFXtI87HxoWDz+H1H8/3dyRHc3T4grhrhoeCyIKxhgdsyzoGYg4o3TftKOiZoR+TJcmrPbfj7OIMpWPCPWemmefollYlieipTnjDEOC2E1ZIfs/Tesa3DiT9lMp4eH5gnuhlFNXbiwpck2ua6KyJC+jfb62gW996QwgDFZRk5RGDMDhw3DgaWVO+Odpf73mBtmzrM9XgBhwQZYqNDFS7ekX4T5nYSl/98Rl0+1+foSUvMWMHQUBFY8TYKrm90ULHu4rcJOMYbcquvi+0m2FUd0dKMyzuxcfflvku5Zr+gdRM0HLyIWmeb/octoKzIKfNKu9B+dGGGgJB2ss7gpas3krXvPUyXUMvU2uYPdyztpTdT/ANNgq8DF8VUeGClBGQFWnmAQGU8itzdWGPNc9+I+Kmg9sGKirlyGcoGQ8PxOVIU5TlhGo0QE4Nl4wlRbViDExwKjkd6j2u8Hwzr7E3fQM5PROGXffF4ayXxTHqvkPZgYvE84YEBRmbwmLNECvtxitEz4gsR3QZ6GtzdBQkqTWt6Yy/wIo8evNYE9ji9GAHdQ3VavkdHanqImnxbJy648to42Bj8VVqn8JwSNTSyVOmUnNqAv3qsZeVayzvGEXZ37PmzC57/p6eCF31h0dN6wRkFXMlmScvw5NMo0mx/sPRgXTYRd/8+Vm06qE36T/XP01DfQZoHjusNGNBjFNxPkI+oKIe8jtgGn4oH/63qyT1dzKeDXkHCKfZbVRtthc25ZCXVsaRd0nVu80ud8U4ERMSmGv+7spIzOo4b+Uus9j3mY0b6J2t3WxB8x84HXOZlYwLt4v0eX0MPQrA86pvIHILWAikOQSNEQ2lJQyj9BhyRZCxqaoynmbrBh2i5a8FiuTCZW8PoEoOS4Ys1woPkqIcYgsvvDeWmd2lhJCto4xHif0l7G07pLrjpV/XvhYc1ZXXFOPO497D2HKTx4dzOfTKJQKOJaMKCLQWF4jDln5W7tXojB1F029q3xO5AepOrRNnKDcuYISNlMBcKQuxkhCpvkSQlX9pTHrRiMePcnpFijVvPLomTJFolpb3dMkwM/ZH+23l2ouv08sM+XuHHWZan2UlbE1HD63c1s0GSpYSrKA9+N/lQjfL8yPDIj2taOinH0sXTbrStWlDD73EhsKsvSfSORcdTRf/5DTyJRKspLEiYxDKWkUsZv4OeIUVIVDfUktjp4+yvT/vOaleikrLh/SBUSySZJ2BXxxA2bYrN8pMcCg5EIk2rjN8Guc2CPPfSONaDckJVsTzpZMVumfXrGfon67Ad7HRnExXLjdqFFWAmgKm5PdkWKmWACHrCcmRYleaI6zW5S8TLFs3pCpXILO6u8Ifw596FJp96e75FY9lPq79cxNyEAq6Z5/qDpaSiqrg9wWGP1bp41WTnd1eeR44KVGwA3uD8yf536F8lvrh4S+9AAoLY8363uP+ePLmLsydiedLog5Ggv+lyRMTVarkKapnNOsHmmjTkG4sGIunGCnOSvyhTfvTH59aJI0SkVipbGZzutNmzqR5I0ea1vUOxmjlxi7q6EOOINEjj7wpds95Wb77GUkA2cDHdTH8u9hYMH73RnN07+2vMOw4QKddfDxdcOXZdMIFh7MARnUNWSjFWC1RfOK9B7JEMSDmH7aDmrbthvJht4gwNI9plGEyJEBiciAJ0qg1w+pkz5GmdJQRGtgLUVlxPDYGcij5GDAkSCukTkh25DCsAxgPGSo9ZN/JtH7xG8pGNicwzhCgn3hYeej6KfYco0xeIFdSEQORhaIhaCfIskRyOVLM8NkbrUQcjJshgQ2CwNw6vsBGA8M/tHX23nGgWQPowVCBr6Z4OsGHVOc/gOprPks9aKRThbXqqSJ6kEk/zeev433iFbZE2VyE7BuoMFBd3FEo2bxPgbGsBc8cyqZe0XG/iipbKVYilfuc0j3VmvKiMoekHAuVqsZW9LeoxlSGwQivojAEpQfOuL8PcyitRhukJ2hp/1ZaykzchEl1SaPBmYEryRhlYWgBe1e/et9/6OazPkZtoTDd+t8ldNOzi6gnIp9L2O+lw6dP5KgVXx/z6LyWIyKT/VFFzG4aYX2CvUj/vPkFkdCmQSxgwNsZlMJoZ0HBC4TBx1iIuGBA7CiqhuHvQgJhd6RQbYCdAG6BXwYsVVbdKlLpMLWKcmMsSXlPXP1xyrZJ51Ag4KVEQka/ig+JrQO9WYqP9AoFc9600bR+vVJlxyocrhrUNjDYoeWNVDOrn1y+6rD78pWBZzVPY2oGyc9w1t4k8pnA79VIInu3PSlq8CbK8vhkhQhqpXF4OVKcFKnZDIFs+D45o5ext/8t/rvytVRW6tnXn91YnYsqI+VzIXEPK6lQ0ssfW8s/iP+bvW6fYPnwoj4uYTS4KJJPC4PBfvw8D/ihDli4YRD/aXKlRD9pI+WFjKjMPASqAFuKTfNV+YHhaJTjt/pVn5j4918r3qS4UplOrpORYiHqjM3CocswyuGBpe/QrOZWumC/BbRuay9dfffz9MLSdZpKNn/qKIp3xWlopJvlrT5WRBYC3UoFPJtxg8cvfvYdenNLr5QHqhPJEFkoJq3CIBsVIZ+TjjzrgLL35j2lgrJU2mYXod0iwnDMpw7VeyvAMGDsJ4O0tQWTSUyunIKBtiFxBFEhiV9ixYOU4RBYOcI+cNyOaa6nP150GmMKM6WTxbhgjMKNa/huFBBxfolYqTOSx8vekzKTysOeixqvZDZAc4IZ+NkKCbuTVMthj1oWBmZjQZ4ZhVnlNyeNDKgh2lJCvexqHHMIYTYEjqQZLX8hv/9wCgXLGwwqiYKmZWEA8rdMIWaCo6gl7wCrwn9aCbx8lPKxq3mD/irGLPHwogtq4l6KDv6I8jmzp6dan2Sl7YKeadr3kLuRjbi68sfjA2aKDJAafqaVhGcsY53wK3IXREMk/R6iIlV3HC3oighGg59D7qyY5Lx8b1EngEPq+G9j/wBd8K976af/fIJ+++B/NWMBFE2k6LHnVyj9GAzjFJG5Ku4lnoUiRMSjRglkQ+Ul2934vW9gSN8Z3zih4rbvR5WkSsuH9MGRl+GlR526l4QiqEnNgC+oC7yTPumh1OZsmXKN2MIJTz9kBK9KxO3dCQ4l8RnNiE86eA/6zUUnUyTGymHWXqlAUNEOOVTIsMtknRm6UplYQQ9FKcDvPrzSLYE4jQ0NUKs/Qm28jOHvjb7yxgJoZGiPYZ7XTDi3yxkW8qHOvy9De37DQ1Nqk78XlK9QVl2lgp/1BYayDP2s8qaqsQDKvkG55EuUHfxW6YZVXALu7wiGbAG+CuMBSz1DDLDOyz96PWYYT71vppButmPjORPPeVhG6Mp/pWFgnzQ7FaNpX1UgDEzLNd19pdtCa0BOTFb2nhIL5qwYroN++fR/6eYXF9P5l99OLy1bb3qd3ly9jVYNDmgNb1XK+disVRAbZZX/IODOysVUSRJ27BQV9IIcndhR5NjN5MNuYTC0jmumT3z3NJHgYsQSWjby6htgwaHCTSRpz0tgixR4DFY6lMz9MoRfg2yUzJo2gm5buIQefOOd6izGosOqleuEwpuUXQFUQv+Fcsw8LMqxGl92mcuAxObyjXrUc+bp4ObjaVIYTU1KT6QaFuXJQWPqvkgzW/8mhALue0P9b6i+7hc8fjNOUghc8YnmZzKzolw5XMm0QQj1qsnB+n8q5RnXhSU7dCXlI/9XxZhljkSSPTmpQpq9hI9TBl4nvmfGK65GnOHeZ239Wy6q9R1IAQ03C+HpovkNp9oq/yLyi6lQlChXzwagvF/W+wBmZmcwKDxTww+7OCLnzFZIvFG9SAZCZGJVTy/d/WZpgrTouWDs2mwc3/bAQartyMvHTrGX11mp8MF7TVZOARtHwYf0wdHZXz6SwrVKwQs1ymyhIWEejZ0kywVbdo41bquWdaxiWu8/cTQNcVTioiv+KY4leCCUrazyvuTl32IdTmfrp+IIYcRL2ThgqNW9TyiPXcNOI+OlQi7AgEDEoXw5bsmn2/yttE8rKs5t//sFbr/PmFepMXiM+NvpmUGB5gc5WvIRy62Hf/wqKcOR5N6z+UsVnawFH86LRGLAnjI2VffUXkKVyKlAkxqZUWIJ8Xf5XHJUF/6Madsx4RP4Odl0elVoXbKl5HevyOewZjo419YhQOLs5Y5pe17eXl9qMOi/m/9TCdG0Pz73EiUZolrce0EWNVHeweLB6UFtexqGoWA+vIPSRVDC950KVS67CO0WBgPofLYcP/+rT+qJLjbUyBjnlrFNotOsmJzCOgC+mhVX0bFWQXkqv8mKmeWfaJw9oI+9vpKeX72RMhVqAwuPOPIQDHdevGjKKUQFCPYifWT0dGbyvqogO353KVwonasUXkdtaDnWGTXzaF79/nRw2zep2ad6wfWQJCBN/bkaGsgFKcZhaSvYDRJxx9V+2ryOFdKa8Pk0asRb1NJ0D4UCZ5LXNZ287j0o4F1ADBTga1PK1lURYQDBYADzRiI0KjdgAZxGGAvC9OEl9VjV5fYgBGTqN46Bij4oZCoNTa1psQg7lyNsH6YMIWJQ/KwA+6qnKU2/KNlr76YzaUwQTWTM165Ot0G+38W/FddEV3kvCAmOHbGwZl6VGa4ClyhQe3+qMtfC9kjsN6/iCETppsjJsbNRURSgYv4vjHwjU2cDvip+iqZwxU21dgTtZgJhd6XWUQ30h39+hUaMLU7yNBPy4PY6eFrJC6bJBOPGVcgGlV5bvomeX7KWVm9SusirRgNEAYwFGA38XRFHlCobRChQqGsEzagdJXijXi7CmoIe5K5ZH6cySQ/7BRPPI793Ko1u/CNGbeBzBQ1Woy7WeRIuagifU1IpzumeTP7Gv1GgdQl5an7A6IB9GBEwmZzeg0tKm1aqeFetASUiz7mVlTdTnntGSAhlBDYlt4MVYbVsLnn3Vr4b5aeSe1VzEQe6zDkYHna87dP2a+UJu0p4fmemltYmWy2i0mrEq/Q5bB6s44iyfQ8C4zyB0l+TYedfdvhqImRyhO+cOfXb5kQGygYqnAvvDUfotodEM9MdLSMKVS67CO0WOQykKHXT95WMvpzy2dcxQKdeMIUe+PdiVtyZvQmurXuahLHBFnHO76RMDauO+fLPE78h/wBWND7B9DUZUhLekz8UQ0HFeuOLyn9cfchpohkWxnPnhlfpl289ZDsOq6uNs+c4xF4lcWjL28EhUPZuIP/hrLEXim7BXleYThp7Da2LPEkrBv9D0QwzR1aixZjFvy5RlhVe75AjKRrAqTSh7nzyuRXPXPGZeAB+/4Hk9kwSjdHcrlGUSz1Lif4vaX4J9d4UM33xPBzm9cXb2lcMKm+IiGYuRfuqwglGg1L8ShB045giQMwkqw+1NV5LI93T2HvzF+qK3svbMeyAw+2t4TNodO0X+d6Yk8BAbqeXPjruF7S0/yF6s/8B6k9vEQ71VMEtyuXlLCIWuP9inEDYiakqR4i8hUTGXbG8rpibvK3H6aLZDEN7pbedcqiHLnR0/GgRk4Yyk7PIlWDu4XKb4RNqZM6S+D1Dk0NPzMakwfNKcTxLNbrVknjhIBWiatJ98S7yiSCwcOCJe9le9/tFDoTleam0zYf0wdOo8c3U1FJDHZuZpxnL8oLUyDTP0WQ8RV6fm9IpVnf471yNn/Jhr5xk/II6GIKEXiEFr1quzpbJyp95yVpFqi32w7YZ9hPkyqImHOztn0y/PeB4WVs+n6VTnvslDWSs87usRqbDv8u9sJL2a9qbZtbKcsl1odNZ8d2D+iM3UiTxLBtYXbw2qfUIKGh9dNS/hMuJX/0aaqr5ou05nK4mcofOpYLvSB6bn3njKEr3HMMKOgpDVCZRZe89SGgvpmqbm6GARC179lEdqZScbGztTyOab2NE9H00EPkrOxZlrxuvZw82Fr7MzrRTLY/bFjyEDht9G60ZvJW2xZ5gPp+iSM7PkYVm2phqtnQOSUe9muum/i6fxUAyUPaZyykJpyvR3LrRtPjVgaqu345UI7vaJ4N+V75BWeHLbh+XWhnJ+LyrNNz3PhLFWHYcOXYz+bDbGAygDcu3VIwwgPaYMYKeCvspEk3qXcmMJCquyPUomSoSkm2YOyhb5GkVRobBUEbNaLUMHOuBluFmUZnGI9+SAEOc7l3zNp08eQb5WCM7ecw8un71f6k7JSsMmIlVU5TLUzpuasdjJtWfCjI2NW4auvwOTxC886zIuzJ04/oraIR/jGgKNiU8l6bVnci41n3ogY0f0wBAhqsTf8cYB+ouxNno8NDEugtocv2XrW82Uyz5LPUO/ZZS6SWqqcI64EfJ72hkD1u/wtzy2j3SDAELY6FyH2LjnVEuWPmuRgtUEuVaYRjYGA3GTtbYDx0RGI5MGUeIDwumBYzPGA6t78VGVIrq3SNoMkcSJjX+nO9tnIVISJRqtaJMPs7GWoqfbw1Dk06heu8E+temP9JQdoDHY8wkM5OxEgaQdfgbMCTkj6CUIpIbpRCx3j/oDFBzAEUCHPR2d6+AF0lXp3qxsHjxHRWNEHrjnzPmcLPxBmf5prhYT9GKq8jpYUvpGsCg+L5LW1bb3KF28BxAG3S9w7g4TcBPDr+XCoNRHku2xCAsZBBhc9BpX5JQhx1K1XiIdiEP0u5O69HtuQzUCLlwG1d30hmfP5xu+8tTlGmtVV40Zf4jxy3EkCBeTM/VxmgQxkJAVtOzJTgi1Op1fLp4G5XKGubZkENqxaWkJ0dr+nppSmMTv/ceOn/ykfSHFf+xPHwiay3mza+qfAtV+SB/z9NYH7zxD9NDm5fTqOACml53EkcsptPIxl+Sq//H1B/9u7K/0r/HcHyVpfh4+zFNfyYPmmpaUI6dSN2Dv6OB2O3MAmQ+lZedL40+jkLn1ld8gZB0DIfX9pLqOJLRdEPpVof07avR60oUcrpZJrooypHmtDCkcP01FHPOo0HnR6gm10c1oU+IJZ+PyciM07qSX55lUzwX4Qi8l+p802lawyW0JTOZnup8nFJ5t6nUth1J1UYyKCUtmlpCUdo0aN0jQV4zQ6H8DaLCXlc/isTYGBZiY/OK4i3RZFZ1NFVrNOA9ibd6KNiZMe+kGLeujn6OYvNvxdBT/C2cvXnb6zrklAXUxuiSHUoFZam0zS5Cu5XB4AuyUlGFpdk8oo6+9v0T6fIf/luuKE7OZHKnWKFm7RCwC1cSEYciw0Jl8DVykotVyIFD5T58VyMTyqFzPsnwi0FgghWFeEsVdsjbJ3IZ+tZzj9CNby2m2088ixmGny7f86N04cs3KwcsmFRbKP5WzpU0M5auZFiUUw1Co4PQYUYAWAvqbaOqkghtpjaK5c3BF6jJ20wHNB7C2MNl/JtdlQapQMJrcuioP7C32r6UbCR+L3X0XaTfCHHENK+/m+LOBqpjAV0Q5f7QuM0hGDYYtHoWc+1tlfUVG25q8nPBZFgIqFKRj8jFlpwH5hLuhQgHGXRli6s0Xj9KrtYEjmFP2DdoTff5UijkGWKQfZy6Ew+TxzWCprXcSEHvTMYNW2MKtsXfpCW9t9DW+CJl7CxQ8gFK5mUyPgpyicQ0nkhpYVmar1X2fjULBTTwwz2D0TCeH8WmCMzBQmliOf/bMYiTDop7U1A6wkrDR/kqktiUKIY6gT2yapiD5QcqJ5mqAypGMPo0YXd0PIcxYEs84FQdR6rieXLze+VUBAoKO7liDJ0wVK/Rrlx4qXj89TWMJhgSZS3lzcM1ZFkRcdL3b/wSTdxjTJkTvz9UTdLarpTUtruTz++hOEcH7Ah81M9y5JyvHk1PvLiKtnYNlRoCqnteZQ8K37YyHFA2Ml1XRswqMiXvZgjHGObmkBFF58Nv7FRWzi0/Hlu7mh7l5dfHHEunz5pFZ447kB7Y8hqtjaIOv3HCOdhg8FA0jYizGboqvgsWyFGKnFNELxFxhoExOthP+9RtEnBUbNee6OVlCfOuG2hS+Chq8o0lX/wWjM76PiqfYxhuVBM8wdb7D8V5Y9fHWN7A466/++nsaurIrmInzATy5zcLx4ablUKku2olM3nxwOVTRWQhwwp4NJ/muK88h595OSCxCYbNxAsZ7Y5BNtQ6feJ3o0GSNnXesScfYLhNt9Gi/kdp5eA9fDYcB8bDrfR63820R/1ZtG/LV1i/hfuplNL5JC3svode63uE9QDpIAy56tl4GBTPqUlJT4OTsIfhQtkKEWXt1vD9S3FIuMHPkdrceNoYtXI+8mZ83A1DUVk1Dzk1fJdMv+MfVVaYp5koDe9OFMjHQQk3xJn6KgyH/4GnAy2u7mPcFzKIZQQKXCintL5gVU8zRBHnHTydvv676oqwvJfk2M3kw25lMOx77DxRCSNfpjkP6rRPXzCRnvjdo6IKa0E0CzFsoOhP8Pi441lK+9l7AS9rnBVMt24c1NX4qDuU0ctRquVRfcUCRCqeMDowMdxhF7+4kmkJNTfIK9V3Xo0CKH+u6Oum7z3/GP356FOpN8XeVfG7THh1saYFj7Kb4SSAoSSyMonNLK/guXcIIZA0rEOIo55ZpThl0VvXm+6mJzr/SRN83eQrqaykE8Y+kNlS1liAMOjs/7ZyRcVvRY49Sz2izJwxRdfNnu0wUsiQQ1DsNeJDqGhS9WYZlUrTuTUzovisbAhC7Rb3ST1GKVeTpphyUsWkcLmnk59xtss7TxdeMU3DViiT66aVXZ+k2SOfZOOh1JOxduhpeqr959pgUd1iELgiUSpWvwAMS/RfyEvDQbt83jQuyiHqlOX7Fc94OGIhlX+0BjqwZSJFeT682b9JjN7N97HV00QrumMKhEm5VjefgGFMhpumGwtKtEc/OW8O5IGIcxvumHIovBuoFgbjQSQ+G98BwzGMSRfYRo3EOeMZcsdkx2wr0kro1YapwAKNUDmJ/97rqDn0nb+cT/XNw60c8x7RbuZB2t3pkOPn0X9uf8lWRmCKHXzsHOrtjdG2HuUdt/SZGEK24lP57tDXwTDOBvXKS8ZXz2HsAq14LMLtzMtHuSnu1ccGp0axsQASkUGm7zzxGM1saRFLNKtoaYZrSabZ8cCK4ppMM81s7pJRyKKhQ5Fc09+swR1xDD+ryK760up4cMGsjT5BvfE4zVGKbZSjfGGgrELfG7mOjYV35A0oOhNoILtByYvARUuQZgNHtWt5MUYD5PXIRmrCWSIuTvKwJBsLEQ3XLynGRkKspKMO8hXy1MvOm3qGRYX4HCBRPIUfXnl4EkaWJ0/dr2hp5DVaPnifsq5gMoSWD9wlo8pN5gRn1Vi4af0P2DBbazpXLFcKC/Ky/B/hG6L2ZJ2pKElxoAt/bxmsp628qHmNbQy3PrhlKo9xK8NgJYxtdLCetjBfhS9GOzf0HT+vSEp3kyC7aiC8i3ewQMFui2hCtUaDMiH9fUqTtQzPP1EuHw4l1qEYIugA+iMvI9AlpBYxMDTyBMTw8jsvoj0PmfG+QNb+1+TDbpP0DGpsq6NjP32ImCR29IlvnijqtK94extDGYqMBVK5OJQZ1KHXmZgIV/I8dIuOgwVqq4N1r+xvEAKAZ5jmiGKACKMhBdiI4rFlr1EeECS8wzbDhVB4ZP0q2hYdEgq0+j6I6BvvBGNBPUkqBy+SV4GnSL0OjBbRBQgJneTJhopxVIbfgaGviipEcyKJB3iT8n0T8kWHATxokNm2GTXAHjBRwzsrGDq2yYpPvZiqHdnNBO3O4b5absGxDedINkAnkMe7L9XU/54aWh5kQfkQGwvsdSxtzSPWZfOD1B29s+SXdC5Gz3b8Upkbcl7F4I4vM0qvqFNXKNJL9G1TWScNpvyasaBe17LB1SxINtEN+19A9x16Cd13yLdoVQ/71orDy7CaYDQo5zAZC0WE/gnivTD8qkxtQYieufDe8dI8rpbqGPKnDUhbePQwbPvy5IvKcDUW0eHT6xZl9srOKEx+CIwQQ73CYXIEg/SVX3/ygzMWQIoHqdyyKwmE3Z1OPe8gcnNEykpGwNnU2FJDR5yyJ23Y0C08prakGgiW6+XSwpFszFm85sk6ByWbnLxw5BOtgrCugaMP9U6GITnFJ6BLHG6kDEecswFeEJX2lWdkWH3rm7KvABRoY/En0dRTURLTLB+Wd4+grZE65hsc4WNHQ5IjCduitbTaZCzIo66PtbAyWV3jy+0l8PX+KKLm5W+08S6DI3bnM9SZMxsAgJfGGRaaZEMAhSzSzIsRFUjwtsXGQjU0UEhqRpn97Qc/miiStF3Bs8nX/Cgr2CfSsr7byh57Kf+eUSLKRnqh+94SY8GOhB6A+LTw4hjyyhBxUPg80Dlvd46g9X1NWt8FUGcyRk9vXU+Htsygx4/5Kj197Nfp6NbZAn1QnBNRaFRCx+qojEzfQK6UNBbUTUoHDL1F6jD43GNcmyGKoMgflgWBTo4YR7LkiqYZesQGQkY2SXQn+TuUGjRNLHdjDBYT3ufDP7o37XXozA/GWNgN5cNuZTCAvvSbc+iQ02S1ARcLBkwaWX+b6Cw2Fk5VcM6DfRa1540EHmYzxzDhD5o/ieqCpUq3wOzperzhB7zHBUr0Q93l1xJDKkWclBAO9VrHFlrQOMGE33ezsgcIivEACE/G2AM9mA7QUNpPSRYW2K6U2CvNEste3+cwNmuA5ewBoDsbfJPpja4f08Ktn6KX279EmyP3syDSGVgms5b/rVC2U/Pk64S/mV1rPRLUKhXWe+uRgpLfbI0BGYEQsBzLRGY5iprmu9hIeIJhaR+j3uQSah+4nHqjd/A+PB7BnOVivk956mOjopjWRJ7k55OSXjB+boAbIdzvMU2YUnIbDBN4kkKs4ON8mayDohlrbQLXlmCB+tc1/6GxoSZ6Z6CbBVSpgSNuG2OhMS+FTFUMghKCYi/kho1phSa6LP9q3F4aU1tLx82fTrf+9FP00/OPpTmTRtKIhjBNbG0gP4erg73sNVKGos1e5fllG/xseFSoNqK5R/N05Ol70+iJ1on2O4xMBlGZ5UPaaRKfL7vhAgqG5LvjYtkAOQFqaqulX956IQXZ2E0lK/f+KMe80fvh4yctoAwjOmAQaD4YlHZk+zZdIzQ+E0FnzzFDcfG7hO0BTxJVlcvICCi1z2/aKEu3Nk/TvO7gESmGIRkJkeZtbDC82TmaFrePpWVdo6grHmZeZlX1rkDrYs22542yJVNNxeO+dBe9tO3zLCM+TW/1/JIi6TX69bJSnlWw/tWSeiuiqG6n4NVRKQ+GgtVwVAjS9lDUYGiUSglGHvhPo0Dr05Spu5o25upoxcCt9Fb3ZXxd0C1ktSi9YpS+f7aQoI7466ajAVL6Wt/DynkKZfc3ssIw4z/1KnlsePIzTrMxKKDGbAz2iopI1lr+v9YvpU3RQRoZrKOFnetNBpJG7NQs1LHOAudkGW3R21+ZzXk8LkZmBGjPGWPo0yftQ/f/6gI6dc8ZNMlfQ5McQZqY9JKXjQUnGwfi+ixGXmBHbUVSZATe6zMvOrby9u8nFapcdhHarSBJIK/PQ9+/6Ut01iUn0tP/fIkGOayMRJdjzjmYRkyQygW6cg5UMhiYcoYuhEbCdDz1uHn0Uk87LVm3taR0pF3OqvDOAhfI1rhVSUo7wnxqC9TRMSNn0xPtbwmF0FUGLqSeLZGFB9vOw28vhdBqPpILiMQqJL6FXGnGdJrxrwj+DiZfpDhHTfAdF92deIG9VdfRAaOuZ3jUCD6FVyl/Kj1fniobwKmMPsjTszgHofgKKnkOjN0gzfs6xDl8orhsoSS0HKi7ku/fFtrYcwIz84j2qiDSkdXCQnI/NVcYEKMkG1qOXDsVeq6g8TUfp1qlTG1far3QAiCC1AQ09MnA3ogkpFgzsMOjAnaE32AgRFE9CTAz2RnN9rpx194e2kQboh2Wd1BEoVJ8PpTMUzo62xkEIhJgZyykFLwq01AmRUPxFN3yzGK6/b+v01WfO4Vu/CHqnUu654HFdPVfnrLkkepzyjLUz9VrM2dVOFMqRXvMH0cHf2Q2pVMZ8c5/YFQNw9+FBML/As3dbzL9Y+EP6ZkHX6cVb2wSRsOeB02lA47eg9ys1IDWrq1GkS3YOpSOO34u7TlvHGWfcFrUq7TRvBTAt7+PAw2lFZXLDEOO44xxB9L9W14V3xFBqFheGU4T3s6lRaoNQ0EUV3SMt94PhRneTI1mnp6jGsYgtrkipqp54KMJtnhWDdyk7TOQeovWD91Osxq/SZPrz+PLhdHBECzmZRiBlxmNz67FtWlsknryaWrlYyCiYEe2ZT2roBgbDC6+P0EHRz+1q8D5WZ5xZMFVeykbXxez0fW4cKDhFxgvPkeAZYvucFPrqhjLUbzeey079HppYs0x7NTzs4Mnyk48RK5Ln5padcoIxdV/KwjZkM3JorbimvmeAlrUGUHktXQfbV9effvaJXTQiInWzsEEH69HJveLo5SZTpABlWZbMp0Vy5JVW2nRii20/x7j6fdfPZW8aKTIlObfzj3tj9SfkHBT6wQjvq+MENHy2KyI9w3U+Om0Lxz5wZTaNo1FWXYT+bDbGQwqTZ47TixWtG5VB2U51GX7fNlQyPldAiLhTLIHlmFE+A7BAq/09756PDl5mzfWl3aWFInNZQgvvSvpEF10JR6Hyr5p+GlBm6wu8aM5p3DIsp+WDmxRlOXy5yKF6UsoikTlu9nQQNIzlNXS/dkD7EwLxi/0MuHeKnDo2see8Cw1uyMCDw8DwccGBI6hz3VpwMSzWzkicjHNbbyI1g1cx78rypzYkF9kFgh+JDkrTBSrUb60+LZhfYLZPZLa3g9SgUwwGuCoKmgdp9lT3ngtP++ptKHjWF6vehrR+4HD+Ca4ln4DRY4YPDwQHGxUbBy6mzYM3UXTGy6iaQ1fYM+fT7QJ0u+XnqiOfXE/kV9QnNSM8qoxBjFncw4aYHelRPHqrewq0aZ4Nz8LFm6ARhiYsDAW+JgSfqfCmUoTyssRjF+PReN0vCMZZujfuOFBevjHn6XmWpngt2VLv4CCiK7sRbjWgiYQpHC2HEWKw9SRGI89Q2/9922xhOuC9Onvn0qnfP7IDyTs7MClVGD4lX7/kHY8IbH5+LP2E4sVLVtq7vZeLWEKTp7cSp/7whH0x4dfEDC94sZVZfcfplMJ7/WBY6WcmxRuo5/N/QT9dNldcM1UcTZUGbMeG/hQo9fKcNc5T1xmaNNgNkBbsvU0xdNNbW5ZPQ4d6rdlYfXox5eOJYbJ9P2OQp4JbDzcRj1ZKLX6WH3MZ1v5GDAeirPJiqmfDQV/wa/1E3o/CFGGNBsBccaRQT4gry/vPZBam/5My3uvYGPhSe3awF57c+jHI2VEMTsCGllFzPSn19KLXVcyPOlmOnbM1QwbRuUic8PQYipimYIgczIiEaZ4S7U6lv08wLRcNShxRPu1jaPVQ926jEjzft1SKlclE4bBelFAA/TK25voz/9+gb5+1mFyvOxs6u+E0WRDasVDNhocUQvBo5bYZoMiEc/QHVc9JpZ5B02jS/5wDrWOLt+D5f0gx24mH3Y7SNK7IaG8htk6r/HItuUi2QmKESv5qTwtmD2O/nzlJxmmEqar//k8ORLMlkXStIEplnf8ypdPg2Qo38tMmKPGTaaxNWgIxuFHj59uOOBz9Ou9zqJRAftwMcjNSn9zIC4YitpOB0IElZNgRIQN2EeVkGireol0Zie/wHvem+XwNYWp3hVS8PWlBMYZTb9FK7s/I7IMiq8+wceJc9hUvWVg9Rmb0m0ZRwPlnWNs748w7irkUVj9bsx6kIZJnlgNpQgiKwwbisQfoJ7I3xQBp++f0iIApeMVui5K2yrbq8JxZf+fGCf8BPlcjQb/Uum+IPTFKL6+OLKImZIcutKT26pX64MuH7UEwnTyuFlCuRDHxU1nj5QYi/BEKgq8CDRY3C+39XokN9vdfayH0XDPS8u0dR1dsjqTRlYxZ1lEvPS4SHLuHaSCoawqKDoYp79cegfd/X+P2ozkfabdLOT8IQ2HpIyQXx0C5vR5NhR+9IuP0f2vvU3PLl0rIEbb8/zV6mGVCO/TufP31P4+esQ8uuugb9KZE/arwCPYecSRBZfC0szKbUE4MCaHFVC6Yb26mfw0/7Um00JdLCOSrgNoY7aG+ZXdCNjZ1v0j6km8ZDiGpBSr/1vZiIDBUenlEZzRVx5yghj59pJQ0Pn0fazgrmSn2TscsX8j7aOl0cUcLVlL7dEHeAvdWEHuX0Y4yOx5vLEgCSiW7aQnt32Tx+nhe+4vH0037Ce+8dcBNO2wIXTzLj/5Clpz2E9NWWB26g8pRk+V9y8TGv40h2y+57mlFE9K6FcSkYVqCP2pSg8mPyHSigz0ZS+voUtO+T0NiCIGO5gKVS67CP3PGQwIe23kCAOSiIspj6iCCkMy/I5v2B6JcD+/8XG66Nd30+MvrhAKk5eRTR52qjhEtRv+1HNILUkoXjKlQm6vwEFME8fw98enzjHtj4ZbH2Fo0p/3ucC2JwFUwHqfahCYtDEtZCnCjMoiTokwntOcbFx81DRHHPo4MpMrKN1Kba6whnEqBdFXwfo4EAoC/y+2tjEW+Pd4rodDtestldVqjAY1gmHeXq5BwrTchoWm4Vnj16HE/TQYv5+/6VIbPEh6/8szUFHdyEROWjt4I/Wmy3ssRT6vEnJSL6efubBAsYp7YRZEiBRV4jR+p4fmNkwS33+697E0o17pCiqMBfXB60JBhTKX3G9nabNBsRolWMucH4z72gdfoq//4d/0KnuTtrYr1T6sdlINFjRARIja8EyQg9QSQDlg+bsV3fKL+ykyUBlm+H55kCotH9KuQ5vXdVNq0MKDaUfKXI3F07S4p4tOufxm+s2/n6Pugaie1DhMxaBCtUyNxtbV0R6t5m6/o4NN9M2Zp9AZ4/cy8TYjAdLqVPLbjMqstNeZ5/CnkwdvfN1kzpzdOy9f4NWZVloVX8+crFxkOMde8QFbRgDJ0a90rrPjuDh6i8vNMhh82p4AOX03hPsRKklMLNCbXSgVbiZAsIar/Qlob3oDrY48zTIvWZafGo8s8th4kvSlrcuzghpD5QuOgE5iRxJoUm0T/Wq/k4ROIfJg4uhAUb2xla4vHWM1lOBo8SnfuYGue+Al2rJVNomtSH6WhUGf6VwjxjfbDgAV0fq7h+i+654Z5ujePTl2M/mwXQbDNddcQxMmTCC/30/77bcfvfqqxE1WojvvvFM2WDrttO057bumWCRJ3zrnr3T1T+6jglKWUSV8AwzJjhCq25xL0KaOfvG3qEuv/AYjwSPynFBZqfwY8BLW+Xw0ralZh4CkeMkUCRbog6yQpQ116Y00ItBA3531MfHdbDiwd8iVrQBZKrDiH1KiD/I2iDgEz1zsA2gMkqdSIoGK1VgtAgD2Vp6l+RxpgWuthA5JMiNXsfzGSahWeFKfTAqGR5mDqZ2a1QRp9bsgxWOjFlg1GgtW76iayCyMg6LqTtVCgCzMUIHdzeRjFRmwepm4xz3pMEWVeoqAlBUHq0XpVZTtKsOiPznhSI5aSMEddHvpa3scQqeNn82wM2j/qpZgMBDwXUnENxoNHlbY61yGRlXFn7YXJJ/Fy8s30ld+ezet7asgEFBFiR+Ag92eCDvnEXpmr+03Lz+dujf2lHiOjJThyMPC+xdXGND7RLuJ9+i9pF1VRjz9nzfoC6f+kdYs2mD2qFRBqWYXPb5qnUjGNRZTELx4OMYC/3fy9Om6UwtKBTthhS+isp9Ao2/NPoYm17RYOJbylnkLGkEcsXPork0LaEOsSSbS5hjmAaeFckvQPCzO+Fss+L30Ntkdvxrm4eBIr0+WvrbZopYdZ9UQDKaArdEgXIGWv0hDRTGQ9MegLel8r7K/TlJODj+igfyH9viSKreV9z/CEY8N8aYSCKuRWsJRJdexYBNd8NAZE+dpa/ZnWNLX5x5Eeza1DctYAE1tZX1GBoeLT1ORBhhedP39L9N3rn+YHbbVwJ9YHjLMtdDGCITmOpr9kbk094ApAjJuR3mWK4/eiYjWB0CFCssuRMMGiN911110ySWX0LXXXisEwVVXXUXHHnssrVy5klqLPB1G2rBhA33rW9+iQw455F0N+N3Q1T+7j9a+I/MOHKms7K7JeDfZ2EC4VGz3zbKHU3haLRNolUMojRFFtUy7xGde95ezT6Ocp0Bn/vtO2a0WHh281xAKIj5Q0PYfFbbvc3Di6H1obKiF7tjwX3q+e7nYD4q/310ptCehSSjHmVU6ESNHQTYMQ8qzWj9auXZU9CnkBAwpJ7Dw8EKU3gd4yD2K0VGJhLdKbOfgffR+0jINWCd8T/DNCZTp5Jnh36VwBYRMdu1MstBOFaIUdvr5nqQMxzePG8pJhj0QSLyTxpA0YuTIkGegflff7vIXZ2dQNXqt82lMJfF4345ULQvjCqVRFPKh8R6epaFknkqTw6NpeU+MTlp7Lf+epc5YnCJJRJDYg5c0YFtZcXAYkxtVo4HHI+eTg75x4IF08yOLeTs5r4RczCvbiYRoub3VSwHnnIrhTte4RKm8IuSVeTe1Pr6irBVSOfrD9++ueC8gLPo60ZVuB1M1TH8XEwrvlnZVGbFxTRf95nt3yygWL67BJOXq/Obi9sWF7hXCOxFvcVc3Dyq82ntOHE2/PfUE2np3VBTVQKnu4j4AOUaiFAIOUZXMjmq9frr90M/S7eteo5vXvix6+YAQWaiGR/eka+jhdj3CffKoN8kXGGBeaQ43ZpjzJ3loQY4sI69NOqKsXCxSPlWXX8Fyhhc93VgSWE4dGrgNI1/Jy7IDxkeaz6zWUlKkBSvU4xmiu95wVjMMR/SyELIBzTCNBoG8FqOYx7Wn1P4PwyQfO3Y8Dh/LsjJNBXmJZ920OdkoUQIVyOPK0/TWblrT3SzK6+oziI0od57OnjKXvvjiHTSYSVAsk6aOpMwfyA9C/hicShUoxIbHp6bMpt+98mz5uW58lPptlOfk+xZJs7NxdIDCGypHRuROLPfjSVr2yOu0uZkhcGX6b4GGeqNS39qRuW4FZam0ze4aYfj9739Pn//85+n888+nWbNmCaEQDAbp739XW8SXUo695Oeccw797Gc/o0mTJERiR1JsKEH/uXUh/feRpZqXUvgWWIFyAD+nZr2WoSw6PVcgNG6DRwPRhtZgaahwdH0t3XXh2bRg/Gia2tDInngO+ynnlfXtDTAoHhJyF/YaMarsOefWT6Ar559L9x7yPfYm1XK0jhUyR6nHHlUzRLUdXoQHvyhvAEaBNBZ0nLwROYn1qJqEX4fyCBeX3g83a4fy2BVulNhbblQfPJNaG6+jUOhzPAbritwwGGJ5HNv6wFiL3/tZoe3jZTCPqkMyjJxl/xK+QbUuNhZk3Wq+HpOxoF67EplQdsE9RUzEbqKo8CdjozX9HE6q9zTzUcu/blEOw6ctjAUYZxBXxecG30OzvhpvSkQbECHC/JsSmkgLt0bowS1v0arBLlo31C+YsXqJDo/IdNYutYASvcXXhevli57U2ECfmj2f5o4Zwc9XzlDRvgGIDfUwipWHOasUftLCRGgwbrwZ2WD5e4Ca2w6O/jkYOuhEYQI+TraKpFEIC/Rh2dG0u4Wc3wva1WQElIgVK7bRn375H9N6J+q/98bJEedJnFOiBjZiIBNyak097cgY9fUz7C5YVN0L79vHDpxNN37tTLHdpEA9uWMi3Kfsr//njvP6RIE+MXtu2XOGGKP++ekH08ITvkWXzjmavB52/LhLeXHAk6Y6f1wsIU9KFMYopt5UyGAsGOWD5OYxpdRqsmDvMVNSlCoSjihi0I4AjWi4ikY1/ZWaXa3UwpEFdFMeDmmRZ14AtMEiW5GhShQaw3nF33Kdo2S8PbiuklHLAhWQi+rrjYIh22MswMXVm1xE8xqOqCgjIF+qMRZUCnozNGdUO01p7qbWmgi18bL3qDS1hrx005rX6PW+zbQ20qMZC4K8zIOD5aPXRvrx0UfQvEmleorgewb5ICJlxeuwnbK9kJ+1bsojf9SOMMG6+snR2UeODo5YR/j95NWDfWpjW3uqbQrv8MIYjt1MPgwrwpBmpWPx4sX0ve99T1vnZGv/6KOPppdesg/3/PznPxeepQsuuICef/757R/tMCnPhsBtv3uY7v7zk2xh81MJm5V41ZdcQNMosQOeHn6wCQ2UmWyalzVToM9/ZB/66mkH09aBIVq8YStlWRjuN2kcjW6opWXtHfSlex6gp1avVas5i1rboombhhKRXw4aPb7qCd7ir6fr9vkOPdP1Ov17yxPUnW5XjAW1vB4GJz9RdxsKKJigVIJ1o8H+dGxswGhgb3Rvto7GB2bQUHqJ3qZU+YbxQvl2CUu+zID596E8C6DEW7Q5/hpDZ/zkY2UZyXZW+6V4nDACRtT9joXeRD5RI6VSz1Hf4E/KVNpGpKGXan17Ui7zZomjEFfeK3a2CiWrRoPcWE1qjimVo4zbq8dFbXIrgZHkfV7t/hXt23QBvdx7mxAKavM21SBBwlyEIUgeZ06E+I3HEThad1qEoa0IRkJbIERnjjmJ51qALl30oNg/y/M/l+VziQiCHLPsvcBPnhcRaWADktywanieAA5kOO+IQJgu3mt/CrIH6ZwD5tPzqwHTkIcSMgu6TFoaEEWmmBQOxQn9mBsVKqC6E9lSBorMTIYnoUqSnQzzsAJ2yGl7lz/4LuZBAqznN7/5DXV0dNC8efPo6quvpn333bcqWM/ZZ59Np556Kt13HzrO7jja1WTE+vXddOWVD9Baji64OSInmkMZCTk1AY6dBthDm2UVMffucg4c6QK1sTPpxu9+globaujV1ZupcyBCzbVBOnDGBAFnumHha/SPl9+grojMybGDh/iSTjp8/IRqL5U+M+VgOqh1Ct254RW6b8sSUQLUzRdU50/orhL+4mEYS8CToUjKJxqCqiQjz3JEFlfGS0H073HzC+z17EmZ9Et8PLhp5E1T+8NLT3c5xbhAYeb4gCVF8zNoTc8NPKYQtbD3fbSbowtlXiinZ1/y136TvwXFxQz0X0yZ7GqN35aSi9zumZTNotu0uVEm7sUAe+Z7Rbkq62cgrwamhuypE3IkWUb4S2SEfXRani+WXketrjZq8Y2l7tRm2/GGAWOoItJtJFxHfTBJp4ybT4e1HkCXvvokdSb6be+iw8/zfFSSIw2svHfbX7uX0RlHTptIB08cT23hMM0Y30qrNnUJ/6siAky8z+iO01YXXwoPNsvvG/oxlJAI96Q5Qm3xEvJ7WiiDEBGljs8+0Pb3940KylJpm12EhmWq9/T0CE9QW1ubaT3+hlCzooULF9INN9xA1113XdXnSaVSNDQ0ZFq2h2647D66/fePUFo04bEKI/NrrjTwgaLrTMNFaj3piqshlRxL+QTc4qaHX6Nl69pFROGU+TPp9AWzhbHw/LoNdOatd9Eza9YZInb8Hw/PldA9SSq90dE+rOv1Mc78uJH70R/2/CYFXMxWhbGgXYHpE8ZCe7zWFB2obJvAGHCJChaLIwPUErqA6rwzeN8Q+dn743XJxKO0Yofa3S5EMqLkF1CiRHY9G3MdFM1sZMbspYEKDeM8/oPJ7TuA3N7plHfWVdWWx+E/k3zhbzJDqdPyFGK8dPPOMIIqMV/Vu+RUekmInALDGGEgDeVYuIrogCT1d5RhHWRDAEZAPLOGTh/7GxoTnG/Y18m/B6k7I8sLejWNxHwTAuyq92sJMupv8rPZ10DfnXEhjfSPoutXvahFb/IwAmAQyLug3w/lq9PHk1XcEOVYDE8qoDEcDAqOjHf3x+jrDz1Cn7n7Htp7/CiaM7JNjypguqJjLcvlYjtGi5ahHLFRkVKstJLHq9wsVCIrBL2UC3hKPbl1gObxUW2Ewnk//KgosbqjSY2qVFq2F9bzk5/8hJYsWSIMBsB6urrK9wf4oGE9O0JGvFfyob19gC6++FZav664GpBO2Xr2LvsVfob5jE+y7nRbDaE4XYSjFr+68UlGwzrZSBhPH91/Nh0ya5KA7l146330hydf1IyFcoRo+avrt1R1XpWm1o6gH809lS6cerhwW6jGgtEfpn7W+BhiZMAPjgwMVeSVWZYPrNLRytgKSrsPpdE1pzFPa2QZEeZI6BTD8e3uJBxaDo5keGhztp4GMh2UzHVRJLOe1mX99FKyniLCoWJFDJ11j5XywTePZcRcdpoMlDEWQCjiwdDVhuvJ62eHiyIfEizj2vl8m3P2ScWSMCf8Gr+vcSQoCOZZdE3lvnthqLD87UoupI+N+TId3HIG83trKDKKXTTKhEnbEZmLmcjPj485mQ5tOoZe6+rjiEKvMBZtr0iVD3U8rtoMe/xRiIIdTLyouYB59hIlGPr8yIbVdOgt19NT69fSF09lhdwcvC7SOgznMH4WXYrYv1gJUGSHA9ElyAKvhedJWHlk3cGdo8+nff5w22ve1eTDbtmHIRKJ0Kc//WkhCJqby5cBNdKVV14pQtPvhrq39tO9f31aX5HNluBP8z7l8tVW4jAYxN+kCwjok+whcyfylFYEhxVhFxVKjtDyHU+9LrrcqpTi83/jgYdlQlzJvlBA2U+RZgPGp//al5CVOuApXti+gV/2zfRm3xbaEh9kxuGkQ0dOok9PWUATa5tMxwu5A/Tt6Z+jH7/1lzJ3SFY9Gkz7WOlP2XqxikkdXZZdywt7n6RzJ/0ftfrZ48+0efBmWt3/C+F1SfDU8gnzQr8e2dsBAWHcckXrLDoyBIWXmVnIotqQz7sXedx6LoDDUVM2KJRmwQPG39f/Y8NVO5VQd/WGfZQNgSh7u9TytPI4/BePUy1XiwXGh0thxKhg0Z8N875qMXUHvTn4KhsHtexhPID2a/ocXb32J6KxnfE+AFYUZC8SOnGr98wYZchnAA3T7fxDmvel9YN5+uTC67V1Xt41nWavaBl3vpLyIe+DEe0kMEeSaasJ5S9t3kzn3nIPvbOlUx+p4X6LCBnsDb0xqvID+xb5lTF6ZZFjIqITxgpL2DfJqgZKY4HQ74QNB2csrW/j81KQw94tHInbyPARlWobQ/Tp751GJ3/uCNtr3RU9SEZYDwiwnoceekjAer773e9WhPXASz8woFSl2olpe2TEeyEfQHfc8ZJo4qnCVNFl3IkIl/K7yEcLe02atPAJGOx1p1Idz5VkfpBkpcpnE4lGlBLKAXJ6eMeXl22kTe39NG5kgz6eV9+kV9bBu1w9DSRkNbyt0SF6ZstaWty9hd7u62ZMOnvjw3X0ianz6MQJM9iZY1ayz598KD3XvZg6UzHbgDp4T50vSb0JKM0Mg6qiWajRZbw1sZwhk4fSCRMktj1fyNCTmw5jeTYkOKn+6pgHgGhrTu1YXaTs4+m8kaqhg/wDFimHOfIEz9D+QqU+cjTwZ6flNeLR9XJUeCjTTYXkV5S15k7ClSvjYYRJNmL8BvngEP0k1GtTcwcKioxQny8AwIhKqNeB+/1CxyXUFDqTjh/5OepMbqYXeu7R7pJKI3xDAuY6mA2W6NVDHBVCDkmII0SQsT421A5tPJyuWva2gD1Z3W/bK8P8bkhzdF7XewpAQqiBGIfSc4f5zpcfuJ/GrPFrV2sKGtgc33I9PxTPAM9pJLVrL6K04hwMUXVowhDOobgst20Y8LwDp9Hbi9ZTJqXrD/MPmkZf/+0nqb7JPh/0faOCslTaZnc0GMDQXcx4Ojs7Tevx94gRI0q2X7t2rfB4nXzyySaYkDix2y2S4CZPnlyyH8LZ8K6pBA/S2LFjhzNUeva+RRrT0+uQ8eRieIXKPQoc3tS+O6Wi4hQaqPQk4Ts+c37GUwJ6YScQlHPAGQPLG7k3r600l9F8fNUaGkyWS2jiY8K9IXvhiCTesbV19OTm1fT9lx/jMGWEHEplC/X0m6L9dNvqJfTHA0+j48bOMB3P66zQQU4ZeH86RHV8S6CahZTk4HKkszvhZ6An26+mBl8TP9cMh35XUoilrNiGGX4SoVokJGNrXoXXHaxEdvO0YyMFoaAH0dNA20RYbdRU9yPxV1/8cWofvJai6df5L9m4J8jHRFM4EDxcMBYyFgG0giJ03MOofiIShYsqbeA69BC9vBoYDZF8WPRMiFvUIcUZ10WeouWDz4tEwRp3G/VnShN13TyHfIWsKJmHyA+ODigYjBDcFCSW42jpnJP+tX49n89sXGEsXvYGpVF9q+x18bYunqwiCdpASOnBNFduERSqt9cbjIViguDg6QYIr2kbPECldKPWVCfL941DzrAwHJk8+ftYsOUt9sMuHjYulQaLTjbeZ+07mS675tO06vUN1LGhm0IcUZh3yAzyfIDdPKvBoKq/F3vCfT6fWHZ1WM+OlhHvhXxAzssTj78lqqdo5+XIFgyGgvo+w6FUzOvVtr2KcMkjb0GRGcGuHEXHYC4qv6ukzP3ibrhvrNpiMhgAQxouNYT9dNFz99N/Nqwo+W1bLEKvdG6m21a9TrccfSZDC72m8txtAR8bDPbHVqMOLb4MzazrEg6L8nAY84sA+bA68iwt7IBDLMI6H2CVWUL9EDWXQeYX6Psl2PsgnUz2aibKcvcww2k1eSjYWeM7jFzeA1mB7aGuoWuoL3oHPxp44yWMKci8CPB4NOCMMT/tYx4tzUP7F9iYKFzumjFm5mTadnquhnFv5GWoxcTNslz9nuZoyobBv9LCTAPz+ZDl2LDdmMAAdfZKWePi60JvpSg7/wArBg2lZVnaVk8z3bB2oUiArgvJqZpmAyApjIDy8kFcAwwEgTk1bFsU4MEI3RykG4qW9nYaFqG0e0eCnOw4Qvah5gk0VKTUBgYK+M0GA9P53z+VRk9soaUvraZsOkdT5oylUfz3riAfdjtIkpddlwsWLKCnnnrKxNzx9wEHHFCy/YwZM2jZsmX0xhtvaMspp5xCRxxxhPhux+QhRGtra03LcAlNOhzFZbbizLGhzasxO1UxwYe6rbJOC5mhTj9DJfDpG2SPQFTZXyWV36kTQ3hrSytErOruEVGBcmRs5AbLfcGYkfT5Z+7hUKU0ForTKFDqFaHFi1+8jzZHzd5EuwTh4jMCwxrjMcf5vCijar+bTLw1JVTz31sSb9PqoeeoPfYkM6n1DM3Rm8/IHAqZGAbPCsLVYKzlR2b2wog1ziYK1f6A599etHXwGlrdfSEzxzf1+wBFnb1Sfcw8O1kIANqURqUOyxM5iqoZlR+NNHSqfU2Ungm27b7lOX0CWlRgfDCgEHpitfGcLtaiwdxjjPdBtAEJ50YGD51q81B9ibEgzmIV57Uji6R7UZGFBYX6pDDcikxNgShZHl+FHLE80W1AnAMGehlRzAaDSlDsTjl7fwEdnL7XRDrs9H1p76Nmf6DGQvH7X3ZhAr+rq6vTFnjKP0jo5/tBO0JGvBfyAf14sJiI51uuVhpwZad7ceMCyA6ez26GJYU3M5eLK/JFHKggO6JHrZqx6TM/zbjsLf2DVTsbsedIhmb8ec1L9JCFsQBSY9lLurfRZa8Zou0KDWWsowtmKtBxo5bTlJqtIo5aXsm06spcoJVDj9Hm2DO0Lf4CRw8YbqTATov5HvoYIOpdaUz4uR+hS6Nk8uxP7tofs7HQQas7TqCeyI2KsSD3SPE2/axUt2e9tJ498135QFVwVHcVXaTVLMHhkl1kB9DTkDPFPB8JvdZlUeEsGhkYpP5UiHoSYRpIBTVjQSUEWLo5egJjQYMZ8afPk6WaAFAF26mp6naRRp7+d6H1KhPB25Oi4Oa4fgroVMXGgpGgT6FnD77yOziZjYPp88cLaOqBx82jQ0/Z6wM1FoYrH3aF0tXDlrbw7Jx33nm09957iwQ8lMyLxWJa6Pzcc8+l0aNHC2GIC5k9e7Zp//p62eGjeP17Tc0j60XDDkEa8+ZlKCLgDVjgvcyD2Rt7thcTKsOIicvf+X30xFmR4+1zhqpJxsiZIN523mRz1QC/m3HZVSjx8MAi2tESDNKT21ZJX4vqpbUgOd8KdPuaJXTp/CO19RNC5asrqRT2SC8NjoFGYS3eCDsUihOWlRdaKb2qKtsqtAc+e/yG76iiEWRPEo4BeI3YW0u8VoWKnihtR4HwV6gzejclchFm9qxp9v2BvP1/Jw+peGPj/rLyU1IpwieYvA0ywMpvZHV3EdaNsQCDEaXhdlQcj9UReXWKhZiIApQRH0K/UILXmFQBdsur3ZwxXYcyAYqykWCsr12crA3qTQbKlicUzn3WUPIi4dl+zIA4mapzGYwGBDeEsVCmDGpZUvqSIPJg1eRNbXaobquV9AIplimS1RDhOPWT+9M+B0/dzoG8j1QNw1d+38zQLqNyaxVd2JHQz/eLdgUZ4fN5KBDwCkiS8fkV/B7KcuTZmciIJGdbuWBD7nSBQh1ZSrYgD6dQ1sO454zR+n6s/ADKqpYgrkTYatb4VvpP1zsVESZwHt29dhlduuAwqvdJzzOo2VdHG+PmSFAx1XJYxOVAyQnNDWTgmo6SdWoZavNYzetgFKDaD0p5q2VWdYdINdfP+wZOpRitoBhHmRMM68xnX2CL4wi+jy3sbUePhNLsNsghpSSH4MAVb5w4E0qxqm4uR8mLr0oEDzM4WeHOmlS/CbZV5aLttvxzrTPBjjyOnrOMAPxI7u+gHjYQ1kZatIZtOgCo+HlIfVps47CQDbyN35uhRNoeiSBYMssHy9JgRZegBPeHT3wSGAqBLpbeUR0OaDugYkLJXNbhwrUBuvSaz2znIHYO+bArlK4edlnVs846i37729/Sj3/8Y5o/f77wAj366KOaN2zTpk3U3j68ZN33g444fR/5ooiSqYoyoi4MDXLE4rT37JFVVUASr6KRkSudmo3qo5gXWhiSaL+Z5rr7x0ybLCICZU+C4ykRhl6OhqzfGpF17nXklCXhuLeuWUy3rH6NIoxdBdV4QqzEly9Jg4gB4DwouYpEM3goulK1FGUFVr9cDuPyNn5mm2jWg0pACWXBd6xjxKnhqA4azDO2EqyZGR0UX7VbsVDmXaPLGgvYxusaRSsH/0EDuSQbCwbPeqHX0huf5HEn2JRI8YK2cfmim4UkZeROINla39+oJKtml1TaO7I1tC7bRJ25GhooBGmAryfBhhCux+5OBtxT2WAZLc5VDQcQoWEYIyKakKV41kUdyToayvotm/Fo05e/RzJe4VGqZJj4/dbJ/trxoMRDIBQTP07PEItVhjRJuFB1CpMpeUsZrDfKETqbjtBeNr4FwYuEMqooqcpKmqhGg+9s0E+cNoK+/+sz6YvfOWGHl8R7r8vmFXvF7QyGdwPrAYwHyy233EIPPPCA+I7fdyTtCjIChugJJ8yz5qtu5oo1fso1BmnBXtVXIQIJTqLkAInomQ0r8LFndGxbg2k8R86YXK4VkImw2VNL15K7t7ryTBmWg1959n56naMNKh3QVNkgmxHuEJWOVGNAun5K+bcoMuqQ3B7qtboIVdcywRZGAvNsdsrgU+cQToYNlS9eALhKLrOEZdWb7NQxZjkAmoOiADl7Zw0vteiCVy1PAx8VYCOjwaRep64DQEYGHIDkWD9wbDMisKAksdx+nPo9BwoAcfptiVp6rXc8Gwv6/ZHQJ+PYdEdYObUG673u4jJ2pdvkolbJxaWr0Ji7Enag9DiM2uhIUu26KEfgyhgLVuEohdwMIzzls4fRn578Ho2dWsobP2hyDEM+7Aqlq7er0/NFF11EGzduFNUqXnnlFWHhqPTss8/STTfdZLsvftsRpf5q6oPUwlEGW2IGesGlJ9JnvnBYdQdUlDU4bPMW3QiFbeJSfmej/a4Xl9Lldz5JyzagvGmBprU005SmRv1lK7Y8FT1TAENE+Xl5Qke8uiBQIpumy994jE587K8c/pXdqE8dfYTJTtIuRXwvCK9If4YVYl76mQkNpP1sCHhEMtW2VD3jW8OCWSIxC+FiQIrMjBaJ027qz4aEXZZk42GA921n/OX6dKswKNTzwos0xFylKx0vqTJUfB8TuV7DTdJJmB5GSBT/jORqCRnSf1B7TMAIQoWiPlb40TtikJeefIg9N0pIHHshgoQAAu+P8bfnWWkXZfHMJiHGn+L1etdrOSKQ3z2eFg/FqTudYiOnvCKvUl8mLLptd/NngiFHETYUENUo3td4vbGch40FH3XHZRJiJUI3V0QZiknce8ijISVhxvQjupaLG6LDlOBkwmJ3ImFpyWMatwkmOJZkoStAORrZVEOumCxEAGNBM5gNI0Iez0AkSXsdOGWnNBZM73GlZSeEfr6ftCvIiJkzR1nrsgotWDCBfnTpKRQKVpMPJgmzVOToFJPGCPmdREUlVpB+8Mv76Z6Hl1AsLp085x24p+aoqTR11PWeAZfoAl0NvdSxiT768K101RsLxd/HjtxPFAS1lg9EEwPdNMIfMSn/MAqgxMJLLks9IGlXKrZmIKlO6MsgeZvcR7ZAk4v5Clk5Zi9GJFeu8ag8hisHGNb2urXlcaol8CHmzkLSyCKqOmlxc0B9mNeGStAAoj0c1bhHc3RgkaWxVTIyPgTuF2YRFpwPzqpl/WpEqlRGwNA0Lqb8TRuS+5VupO6XjbDzrTi/zYaSHNisuju0yuszBarZxrCrYitZ+bO5rbYi30fj2RFTR1LLKN343lXlw1BR5TfwTitSc9yQ07a9OW7bSx8wAPj9oxcfeZM6N6mKZylBiX/ntXV09qcOodv+8SJllORKWyGAbClAkbwG+JKqdSKUjGTngKruFGj1lh5au62H7l64jE7cdyadctAs2tDZJ49nsCrFfFE66wqICBKbFYVOvCyAKGFoCjLG5mrEAbFbZ2KIPvH0TTSyxkudyUEel58V2pxo7AWmD4UX+McQhyNl0q5+UDAlKKRhNxqB5YTnpztTQw2eeFGXS/PdSbL3vT8flqEQJTQKIbEp3SwESQ2HV71o6obL4L8z2Voa4R4SsCVxBMMtjbPS7nGW94yr90EGtEvHhRAy0tn62UAoHbcs2YfEtzBjZVyOGlbEgRfF9btKupga98PSFDyBWnyTKJpZxxCCILUFj6Y7N/0fRzckvhfj80ALQQQBIkb0vGBPCl8T+CIMK+R5wDiRXiB03XYxnMlCeVfPrNwfdMSOMQZXe+YVGLTcz8a4HfAoRkHRb4AgaaVYdcLwkINQclZlHsueRSxMWfdn+K2IKghDA/M2Z+7IfMyBM+hrnz6MrvzpffT6y9L77bB5R3u7h+jxB96g088pVZR3BqqmLN72lM3bFWA9uzJhbt180/NlFSv0ZgiHfXT6qQvo1jvsBbF6AChA0rDGQRWtDS+8kriJKnxqI0Ps8d+XV4nl+ttfoMu+ewrd+vYyKQ9YKmvIxoLy/iBKZ3hJmH3I9aIjtZOyLRUmGR9HVIPiY1z15gv0at862prqo152DDnY4qjxp0XTTyjEqaybJgZ7aG7dthKflvyUXn1dmdNjoiX8RPmMMQNpcBvw6XLo0jvukHIJ1d+2srMJzqmRnn5qcsdMolY9Xb0D2ePVRXKtCLt6WKhCTlTjePG5JzFUdJPwoFfysHo4yrBf6xXUnXyLo9UpqvMhYd9JL3dfy9fgo4CLpYLCEFTnHK6ihplr2CUVRDjhOjN1AqYFqC+GuDXeUEYGv7ck1I5Bll0xC0PZ5pazmkCJ5gIFelSQlM04FQUZc9fFkbzo1Hryb4yQO67jXkeMaaQLvnkc1bLT97ufvaHieP/xpyfp+LP2Y0eLe5eWD2OLHDsoqf3Tn/50WDluK1asKJvjBgfSu6Gd7w6/R/T47S9q+GdL4tV3X/Mk7XcCmnrlbLGqWkCAowpoDCLgFXEOfQbyoo+DIFRTUvRMuUYGCZViH3TfsnfontXviPKTqkptJDiBxTqEsgEPUrdQP9LsRQpYGzSCibGxog2Fl65kjGE0/RT2gTk5WRnFoocWa7xJbZxmkkwYGHqvUzL3Po4eoDdA+ZJ6BRE9QFMZIQgU/5E4Ht/XgVyYjYYoBdkIAXHMgrZmG1hhT1KI8bG4W2CS6ZyLcuwxqCskLI0jGAheg1fJqgqSvAdOirLQKWfkALo0yOEgZyHD92N/RqktFtCmcoo4GhBtiz1H+7Vdwcq/m/pS2+iBrb9lj1jUsI9TQLpEYp/2tMGB5cMczKLztOqBVKJICoutRPAGCVasyMpK8OqMgBs5S6IyOBXfZgFJKjlH1obh86HYzhE5CQImpwxfGLZ8nGltTTTUGaOhQVkKGCTw2MLQltf5uVP3pzOO3ZMaamVI/ee//Dh9+qSraLDfvuY8TvHUI0t3WoOhqghCYftgPd3d3QLWg0RnQHuKYT3wKn1I20erVnXQ5s3SgWNHAwNxevzRZdTXG6tooyMfBz+BTQb6cpT1o3Y9/PeSR4ttbA7Rxxb2Of/+tzAKTI2UlU/BlvC+SuYqDQWsFwWZOIoXd+nhveKD82pnxMXboGKdfLcLvjy9nN1GngY1NOGhXoNyGHYnad+xG03D0K7TcA3qtK6sxsqKcsgHQ4U8wENRbjoloEg4e45lQ4qjz2Hmy9Jxgij1EEdrG11RkQSMqDQUaBgdkLvbnbCrEBxK0mAoTw5WkWp8e9BgRt6PysTgoXwH7dP6Q2GU/rf7MXpo2818reOV4+Wp2R0RuW6Qi8a7GGR5iOsaEL0f5B1FVaV6d4INFp/pnldD5WSDSBdToMiW+3p5kkVVYVHNydgoZH03GyxQkJGUiu0jBoygi9/noVGtdbR+U48ebGP5kA4yVHhmPXlSOXZyhujnF59MM+aM0YzRz1z8Ebrx94+WPXV0KElvsuNpn0OnVzHQnVc+bN4Fctx2W4Ohe1u/vbGgUAdP3k+f9HuGEKmavBork5NV3TvHkxoZRFib9THzQ2lVQyUkbOeB0wNeapPhoAQgWMliPVEjs79b/5TnYzUTkCSDTklpVJRROvLqw5PbWiZEs2qbZSHht/7Nz1ZPuYRgbJPMucV2YCiWiWxgOBAESkIzcg2gJNczQ0cUwXg8mBqD+RqOHAwJL7mq1A8BKoSOnMq4EPKVJVetCQYDhIsajbGKLqgkhVE5TieT7eD9H193Pg10LTJUTrInpMBl8wn2mEXppvXf5PtkNBb0sqhujjLIfgnyN3RAxWLmHqo6YVW92kZ8OXTjQYV2lVT5VYyJZFIm2oP5qtsJnaMfHdekMVPWG1RMgNthfsMOGDQoCvzPms4eCvTbDRsN11jxX7KGPnfGgabEU7WEpi3xuSJDuhGys1E1Pj/Hu4D1YLEiwHrKUTnIz4dE1NuD97Yy/e5XD1HeD/6vPEWjUm4opqGWBsYrn4G8MOhZVvyejLIjgkpKaIzltN7IUUU1MhXF4zbsw6zS3csr2AmgFTPAZ4plWRc7VFzMhWuzJSec1cAwWothmIejVlGTJSysSMoICUAC9eVQB994ZPkJxX2QlWShJGrsEaVP/WLR1xSolo0ZkQRcwVlSifJgSFVo35ASAddoqvXuQUNpdIMuz69wf9M5yQjv33YbPdP1kDiKftec1M0RduMeYj1vggaexnUgwG17s2EKesrBtHQylhMp16MI6xJptxaBNkVxAFVtZwMFjdr021+ZMLVYH00xOijQUaDwVv3E6IuQ5QXwLqtczozPxYiEJHXyMtMwYD9H+KqhWCSxy8uH2iorvu2o9gb/UwZD84h62ryq3dZoKKjJbUrZLoFlVZ8uT2h4MaCk57wumSlFUokXxgLIMKnVb+4ksxcRTjb7P0S56ArOQLE9hA4EE6rHGPkqnEfsDWBnuPAMK60QyVliQOgjyrH3HBUQQhxqNp4FCVTVMFoYCjLJV3ohjEaAirFUOixoAw1xWNVZxi+FRmYtDEWyPr9Aw/In6qCr4q342THUiU0GmYSmq9tWryTGiKgF+iFAIIl+nIy3CbI3T16L3Kfety+1ho6kqY3foaU9f6h4X5CQ52Eo0tNbr2ZjgUPmRWNUGW+ArcRExqNFBRB+pjL3JqA1a7Px+PDqw5v3pxpPPV236lW+ppwpXG/cDp6j6JBfRLjghFadSKLzM/ZBLypRE14X/dp9E4ZqOdeUshRt5c7I5oO2u/FP6xmm9+KidRzid1FLUw2temuLFpGwOyOihGPGmRsT/i9EGD6k95caGyt18FUIvXqYTN7dgiE6CPlhKA2chXFhp6VZkCJuyDPAilZbtTsU/Q1HAgwD+FJCgMbmRVTPNeQyGQv6LspBOvxUCEclktRA9d7Kypd6RLu8BdlAXvV6mdxnymepGeXl8AwamxaXB1UJfDTGHjn0g3i3KU0iJ42F9UaGzW7JNIpzIuI9wddDI90DhuPnGYZ6CI2qPZte3XYuJXJbKhsY7pG0LbFZMRb069OpdPC6s8p6W8DFEOXP2HS5hjtzdKCRjhwxh1ZH2unlHlRYRBK4gzw8F4pZc6QvQHGWES4/S12fDBkXshwdibvFpxvwUubp6CvFwfrh8TD1FTBeH0+ITR3lG0mC1z/2wjvsdPQK43HChGa6/e7qSoWOHNv0PyMfvIYcN7U0qprjZuVgUnPcjPTDH/5QRB7++Mc/DivHbbc1GI7+xP60+Nm3y25TCIvUfhktUL0bysPL1Jc27cka8xesjscLEtqyIdWo0I83bDkA5q8+Ha96TpnPIM6jVDgoxzgTKQ8FGZak1uVHpMAK0259LXopVDDpeqcBaiKiBmYGh60RHSgXuYAAgRLvK1OnE4h/j3s6Y/RWWt7AgmI0wIMPk8WqRwIeEZKcE8I9ogunGEql8rUgzI1IBe7H+DqZADSBowwB92T6b8c3bMeG5LWJtaex0IjSyshLJcaCtp0yTcB0EVVI5yt5xJQuqlqZUUfJPZlRO5kunnaOmKd17ha6cvkD7GXIU4rhajAKVJhSKsnQLl4KMPZy6nMyaxgFN9Yam87p50MQxJ2UpYTtpi4enwjgyHYSIoJWyEpjWRi9Fr0VgN9GD5Mf/BidSyWJ6e11skFt77WDQX/C6Qtsf/+gqZoqF9tTBeNDen9p+oyRNGp0A7VzJNrSzjVlAcsX2pSAye9qMUoTBS8KaghwmIRyrJXbZipU9EqLyKGIGPInI0klRKmKgwhGyS9yvdl7nebosl6q05rwi91ZCpbGgvG7jfyE4cTMxc5gUAmN2zzuGZTJruK/inmHKg/KRwKQR/ZsdKaQR+p4UBa7N15DI9z9tCC4QQSVgp5pVOtDdSMHHTTmAXqt/XwaNPQAKibw0pHhk+mh9ocE385XGIcYqeC1lX3RY0L9tCHSZBmJxvP47uzTaUEj8i0S9NmXr6H2RD87DdkwYmiq7MUgkQeRrhA7j6QzMJdkI4Ej0dpBlGHkvHlyp1yiUl4hA3gdGL2yjQiL2cwO5fcUO8r9vZAlyrrSG1VyE9wDGXrtwbfp1fuXi1VuNtaRW+rhT1E9z+p8vHLsxBaaxjCm/yX5cMkHlOO224JgDz5pL5qxYKKwWi0J/RcCaGVOejO3CiQT0exfavwii9IosUB1JT6GWdBBT4qG5ikPafq94ixDZMDs/xG3wiG7Bpe/XEWBVSjOodKwu0EwQCEMLMqLogxcNU2AZJ8C699EiVd88xxBc1r/TH63Xqcc5HONoD2af0+jw2cphe1kSLX4WuLsEpHGgrwW43WB+jn8jV1Gh89k75FeJastdChNrz/PcnRQsP2uJppR/xlmyL22xoKRZGk8uXfFZkQQThrwE/sys1ZcfzAWvj3jQk1hOWPcfnTl/LNoQqiJmSmLJPYi5dg4yGTYIEt6NWPBfN0GgcTPH3AEmwul2ib0RWUyXqL6XU3icinlVxnZIYaNbtioEsZGNQIlpnmXypN3MF/yDmT5wWVrGBrBSpbd3Zw4tY0OOMzcxXynIlWAVlo+pJ2K8C59+StHWf+o4ffkovULMRkRFrspkeiKZDEnAGkdFhlOpRky22GrFNKlvHzNUEsRrLTs6QUoaaRfVzx05Xd4A1J71JQZLUeI0xTJj2eF5w/UEPoYrzPKEyfVBU6gSS23sfxSsdpOSwX9hei0kmaY6veObD2t5XBPkuFQc9tu0O6vy+mnea2/5QhzncnhYqQpDReznGqivnR3VcaCftbK92p0cIAafRJKB9mA/ETs5XO66WdzzxTGAqjWE6Dr9vsiHTtyHoV90kmIzs5AHET6gpqxYDMQQRCfWu4NyxcXw9hcCV7YwHCyETE6VFs6j5XvLjic4NhrlOssr8y0H0fYezPkiTEEyoAIycJIAISpTsry4pmh/n3xZaf/T1XR+yBLV++2EQa3x0WX3/VVuvpbt9Fz9y02/8gu2UI94ykVYwL13kUCs1bqQYk2iNle/UQUu1iFox1SqcqW6cau7av+rXwXmD/L7atJ/FLcxELuybCkwC5mPQxtSdl4vVkNZ40QAgMGAl7EL03+Ik0Oj6a7Nv2WtsTXWF5EFfaWIPvYjOz02ZUOMpbxYV7jocNHP0GDqdfZ89NJXlczw4fg6XFRW/hEGsMRgc7oA9SVWEQDqcXovqAdLYKi0DZQJRkLIZF0Fy+UYgDmNH5VwK02Dv2LP1WcM3uNggfTni2XshHTRIF8ddaf6hORZ6w0jzgakUUZWi/t1TibYQEBNtKCtF/Tnsw4fXT50ofp6Y4VHK3I0rSaNjp74v70r0Mupg2xHnq9dxM907Gant28QV63mDzlzgdXHv8rEjVLtxtVU0vRrSzw1Lp+yi6ygpJyZIPnRDuCQXERVZUYDYcO6aI7utWIlO0ztT5yR9IcqdC9SOKO8ft5+HFzRGWlnZo+NAh2STrggKn0s59/jH75iwcpjgZuBkKp34JSdUU6lZh/Ght8YmVx4+Nq50GpeBB5DCLCWI3RUXQeAbvd3lfEwjDYEq+nbfFaGhEYKukLYZQZaubVyMAedNKYX9JbAw/Qqz03URLY2ap43nCoIApkbGb4UILv+20bf0YXTPojjaz/PsVTr4mzhbzz2YEieyvNHP0yDcYfphj/9lzPQprm3SSKd4Da2SCIVgDnr0u3UHemjo50mst1Bjyjac+2m2lZz08YcqpHGnyuVppc/2UaW3um+DvoClUdYVCvr9L9ggNqbv02dlzN4u+zBDR2UqiVjmibQw9vWU7HP3E1bYr1M7zVy89jNp035Si6ePpJtGpoGz3Vvpqe3raaVnXBu1PJeyUXRJHB80t/dtDkYCO190UoB1i0mnqDJp0MY0JyPfZP1/JvW/VDllyxcsnuOOsbHGGzvTP8HmabQuSKJPm91GVvgeHiBYYW7jHMXim7i3y46APIcdttDQZQqCZA3/3r52jVO+3UvqFbwfI4ZQKzAXIhJjNqwbNiUoBygv+TWcoHzU1LUBIvp8GDrCln0aMB5GYPUrY0p8k8n0QelvxLdcTjpbLqi1xgD7Kj7NNjxd8lIULiGIZzAgcZzXhFl+di/Hubr56ZX4qNBjfNr59LR7UdSaMCkgl/ccpvmPm8Ttev/0XpdaM6BCp2lIVJOUR50dLOxQ7h9UeiMsLRWPVi78P8t4MObjmb6v2lkJSgZxJNbPg6DeRvpv7YO+L8gES5GCeTMUxrNTkbqjEiGOp5EYV4Z/B+WtByoah4BNoUe5sebf8bdSTX8V+1FGCPUh0bCAe1nk971B+jHbPO28r3ZBqHfFeXjTQklcpUYPTlwuyinwRv25WsFZ6jx9tXkd/poUtmnEFbokn61uJb5D1WisavGuqkn7x5Hz3ftYp+s+BMmsIGxMcn7EN/q3mFfrn4WQXZVE4ACVdeCbRBpT2aW2l1oVuWRi3X5VnRm0rXyx8KjH91JUuhGyXbspKU93O0yMMbAn6tlDiGET9hsn3Xyt25rOqHtGPooIOn0TcvOY6u+PG/ZSVUvA+Kl1Pk5CgMQ/bRQtlUOJak21S8YYbXzMkvnkjoLFueRt/eSHhHgp0FioPVDsNJ5eJtA170Z0lvh47OMqTG6gV30H82zaHjxrxN48L9EjKDPDa+bo4VUr2niddl2OnURrPrT6aptUfwODy0V9NZ4u8Ht/yUNsW3p3wj7p+xjqCZQcGhJN+lPDtOEnTrhu/SCaMuoqk1x5ccyenwcQTioxQOnEhLN3+GDYBaGuXpFxGM9jTgGMabVSjRltGNupeXRf3P0QFNkvdn8xl6tON2eqX3MY5OZFjeTKEwy9gp4b3psFHfZmcSqh5J2qvhQHql77mqrlqwS6GPlOfZcYbTQsLG8xv5DqynqeGZdGTbl+lrr/yLXu/brF1JLJuiuze+TvdvXkp/P+jTtE/zFLF8d87xNP26q9gBV46p67ekABgSGwDFJLqSI7rBvyF3zf7C7K/GeMc98VzZK1eNAxgNAg2CqpSspzkYqjRp0ofyYUfSbm0wqHT6F46ka4CdNs7SFGv/AWAnJIPXoEn5vJiMrmS+1GBgK9jUh8FA6qHVKknFBIbgQ2Kb0kuuJJVAlM2THt8cv6gu9Hbg80xpbqRVqU7hETa+VUiCVkt8W0UJQD5PljIcfnSxNBIyzrBdmgHnfYxRRL8FKLQQCKmci34996vMgJUO2BY0tWY+NXrbOOTaoQ9GXqFI7EVpVStSE6W3pBqp1TPIhgOSm9HsjYVdPqiEh81sY3HfI7Ry6CU6b+Jv2ONemv2fyEXopZ77KZprMeyXpzZPRCrhzPAjjFVV8bTw9yCkjb4QiJykWOhsiS1iobg/bYwtp1vX/5BHoMOIREfrdIzu2fInvoc1DA3aXzv34a3n0h0bf2R7rUhgVquTSx0DvqZSz79qsPWnAiajIMnC6fLld1AsGWb+qBXaVa5Q/vVk+9ssGBYxRGlvHp+TZjeNUH57d5698xbsRQ+/yNGMXJlICq6pnNwRytUwoHgiwieN9QK/hwi2N7CA2Gf/KcMZ+g6nD3MYdn06+PAZ1FgfpMGBuKlIhoPnoXAgqUYDeCjDJPQNlE/Fo4rfnQLvjd8s3sEKr2Z4KzsWAk5KN1T3/iL6HPQy/BLGQrlzWJ6XVwbZoeS3tmZTfBH3b5pHzf4ITQr3imIZ3cyLatzz6fbDPmcLAfG6gjSn4aTtMBjkfXczw/CwMo7S2+o6NZuu+JTRbB/9c9PP6aDms+jwtk9bHnVR7y00K7CBvfEGz7QmwmWmnjyHOgq1Wp1c83Lvk8JgAA++dSM7zCKva04idKlOMQ/sG3ib5dpl9MXJl/F5ZHnaaTWzaXJoBq2LIfm4sscAzixUAbR/gOqdUKtTEa2NrqQvv/pHequvFMgFOYII8ldfuYueOvbrPC6XmC+zW1ppSYe5v4YdWW2DEZ42eya1hEO0cD0bLnbQAl6Pvj12pN1v8U5VU1Rc2R7vowINx76nnrpXlXt+MOQwROLLbbOr0E4e639v6PhP7E/7H80YS4NyDaiEMyEx42qnQUxGEYYWkQaX5YP1xJWna2ihrD7vNBwMdjkT+AlBjLgC7VC7smNzxdsLYyHEmO7akI/2HzuWfv2Rj9CaaK/Eo6s8R8O9sUGRYq9s3ty9WX3NXUrPAxgCOY4ooMeBVTUlJHrFs15ePJRkzNQli26hN/s32la8gaAYE0S949LrhPKf4OMV3R4tUTrKSjSSkVenRtGy+Dh6i5d1jBWNslKvRhrMVGBvySDdv+V3JefK5tN0J3uYBrNJkRchqjaJY7DAzTvZUPCJetbGpGjRn4GNgN4cK+Eix9jBnjnZifvhbX8RGRSlEQNAuQr0r02/puWDi7S1E8Pz6fQx3xOdIYqvF8YCDBUjoXEdDJaS+8Jj6E8HBBKhuAtomp9HRjEW7PjyFW8+TFPu+BXt9a+r6L/b1rLxUy/07opGgz5VTPTtAw6m6S3NdPL8mcJ7aUs5pVlbxXNUxw2N9x3vo4tvyKU/OY1cSpWanZa097HC8iHttOR2u+iHvzhDwFiN8DcHQ+RMz654Lht5lvKTi/EyUIC07dXmnlVSsEvhAfgobYRMATf6AnhpdF0NXXjgPnT0jMnCSWDpMyra17QywBx5VOXEiZ5kDcOMJtCLXZNp9VAbLelrp/9b8TgNsiPFjibXqKWTy1241QtSYKWZVWeGnarZd0JOWzrFdHqh5y6GZi4tWb8p+hSt7P87daZraGOiibpZQONxNLhjShDUbCyopHRREuNBLgJoxdBiWhlZYhlRxrqtibV08/orROU8kJM98F+Y/G0RBTBfc7n8DSP/N98bKy6IHLC3+2COSLhx8fTE+t5UjOY/cAXNvu8yOvf5m2jfMSOrno4GG0sQ5EFLTZi+cdiBdNb8ORX25shXf5VmgBKtq3JT+clf9tlnIh13bKVxfMBUqHLZReh/IsKAjoI//PN59MidL9P9Nz1PW9Z2kZMFw74cjt6bDYnFr62nFxeuZMy2oXKMjaKDl8jLeFNgtPMon6p05QTeu1KFjIJidEDRMjqntJYB/NsN55xGe42Xyb7/WP6GZFDovCtLKWj4QnVnlEFDcX6nXwEbKr/l0bU4LRuRyQRptvjDcdEjwLJuP39mWNlvTw7S51+5VpRo+/GcM2jPxokl19HsHcewJnRkhotZHZS8XzFWyBG98DN+C0wfogwQKCjxCPPKcq3wiMh9EGIVJe0YBoWyp6X3LE9bEu8wXGcDtfp1rOJLPf+iTQl039Q9UWC5LlawI+SnlKLIW4kDVMboy4f4fDkeZx1tS6yh7tQmy2cm9hAMLUu3bPglnTXu6xxuPlisTxaCtIqxviGOqqAjJ3I/4JnT+54Wn1mHPYuyr2zEDWUCWlK0lzFAsuOzJESHkMyMErnqPUbfDUSMtGco8D4FNjoSdP2KV0XuQ9DjZiNMdf+Xzkl47/doaKM1qT4+n5QK4+rq6Gv7HEAfm7mH+PuSjxxMjy1bRdGUYbKSfqtrkmykWWbXGM7DHlpAktQZYknKeyabIMrvo0bV0xcuOob23Ecm8e3MtLt5kP5Xac788XTNTZ+nf/7jRXruieWUZohqc0sNHX/Knngx6ZGHl1JX52DpjiZ8pZznwGQXXBxR9DIHdChyQZ0DZV8GlGV1ihKrxjmDqLVIy+L9RrKh8OgXP6P9tu8f4OiQpL1BxvmmfK9jR9SQKyZggo4a5rMcWdiePFEo09etXEj/3voMnThqb/rGjNNYDpjVCBdDPMFjFFeH4YKNskJfryruKHM6yPzwnYERtG6oWcgFL8uYybXdNLOhU/QFsiKOoXMk4UGaEJqrrQN86KZ119OaxExN1uBMfha+c0JbFOdNaTEKfUtpCIRcNRIT3nVvhTtToDUcpb5u7Y/YULiCI/cBjqIH2Hk0JPyBQqk33QOre6uXqVUfYWlMWqcEO5RSGTdl024lkRnOFoYie9nsQiU8w444++LeTfQqw5nmjpxAS9ulIWQ3Dg/rQpNqGmhtql+DIZ0wcxp9+4hDqDUsoVdf2H9vuval14pvgziAmx+Vt78y43Mnc8MqCIMjAn1x1JGz6OvfOF4Y+zszOXYz+fA/YTCoRsNJnzpILLkse3uBgVPeqBPP2o9+8O07adHLa7WQtMAms4dJMPsiriKEgoCMFijRCBiFhDSJcpNIArLhxAhVq/lyGmHztG40PLdyvWYwxDMZrekWoZqFyJ/AgcyjuXT+4fTq0Bp6oWudRVMUCCvRQpoyWUROwAzM5U/h5U5lPIpDWPZcaE/20Zde+xudMnofumTmycysOQKRS9G9W5+j+7a8REPZVgqwkj/CN8ReLxgHrPrzOcCIcfCkaFImj41SpsDoSxxsXpTOk4EYKSqyiAgUfOT18HFsuCPyBVSDoTfVTk93/cvgV9N3gh8fDeSAty0nmWG8+NmTNS58AD2w9Xrb7UzEh7x+3d/4y7/4fgBPKlu/4fpi5BMGD+6drUEmy2ypEGmOngC/pkS3eJ0Ys8I8EQFBVQvZiVO/TqzPswHmdvOVKqF17drRVZsNh72bxzDOOESPrF9dJJgl7TtiDN38kY+zIZejzYMMD2Ov5aT6Bu196BiM0FPL1lA8kpYdoQ35DpjjMHiTKHenHN2O3PHy+QtiZKJxBN8zXAzgHvy9fVUX/fzi2+jgo/egb/z0NAqFh9M9aAdTNR6iXUgg/C/T+Ikt9O0fnUrf+uEpbKjnTcrI/gyN+9KFN5buZMHrxRuL0vYcbUDVMFFu2DgNLFiTeA3Q9C3MHKVovqBgBpSKLEO4Nw8Mas0YQQmWEcXnLqaGgJ+uOetEOmfhTWXjjrrJXo5Y6fbmmE3l6YFtr9Lz3W/TFfPOpbn1kjcvHdhAt214hl7smSugrtPCnTQp1MsKtKrsS4Yg+bz0jG+N19HKwTZ2egQZmhlU+LocKZxPK9iA2BhtpI+MWUFBljXFhMjw1sQK07rr1/2ZVieQNGiWEYiCL4mMoxZf1NZgMq7ep/FwHkOKNrP8qXRfcDHrYtvoq0u+zRGYOmrz1bLewY4oVeYrcsDOaJCAZDOvLkftg3WUTpgdY0AcZJKoPJclj9/coBXwIfy9KreBvr7PkXTDm69TJJ0uiSLgv2uPPYWOGDeJNvUPUpS3GVNXS3U8j0DJTJY29fbT4yvWyPxK1UrlfQHJ8/eyG48DLaJCZVGQznzBBfIOynlRre0q5mgyS08/+Ca9/sIa+tp3TqCDdoUqepW22UXof8ZgKDYejAQGvOTVdSVN3lyJLGVrUE7G2gjIBHidwZkM+D7QQxKObzgW7ytrdJeORfNooLsz//7Gtnb68UNPCrxhXY1PjklRrimtQpiUY8NDwtGH06bsQcfmp9AZT9/AuM60hoMHSUXeQXOam9kDspW92tKzLbzU/LvsFmwP+3hg62sc7u2iX8//FP3wrb8wQ9yq+UrirPCuyzaL44wMDFCDFxWyocgqOHzUtc5wGNhwPBgH6AqNxmYeoU3K+4qoAxR9uxwIeK1UWth9tzIGC6aL66noOpN3fTwbCy6Hj94Zer3C9pIGswE2DqAmRymSjckoAQsgGScpUIanVZgjK6KKeZFBlsTDVY0/pkjGJ665eFQqDSX9RcaCeezZLBsNbPjlteiDFBbZrINe3rKVvrjH/nTbsWfR/euW03/Wr2RvVIYm1jXQuTP3ok9On8cCnKNAPNJZjGlV6eW1m+iPT7xIb25u16Jgoh8IIHSKvNdGhK7PyvQ32ajKu+JKcSSEF2kU6NsYPXiqwqApSNgvwUaK/IlefOpt6uuO0G/+fsHOWylpNxMIH5I0Yos9l4sXrRcKUEkjUG1im99TsRb6EkcZ7BRyoxcZr3F0pHQ+WXqewRYDstTkbx54jmLJDI1srKFxtXW0pq/PdorhcCfOmkF7t46j86fsTzeueblkHJARs+pH0FsD7bZGgz4q5nPMe/zsxQb1Z6J00aK/0BVzz6UEw0Qve+tOIW/AExEheDsyUiwt3ggd1rJG994jcM787YltM2hTrEmJR1hj+EXjS4bNvto1ng4fhSp9pYSka5V6Ur30Qi8aVVnJARlVqKYMJ7bYv+lovi8viEh38Z0wjREGHV9vj8AlJ9gpl6S+bCdF4k0cHQ8JyGmzP8qR+wHm22YvyjBRa4LiaQ+90yEy5C1GzTKHow9OnituFJIwnifB8zrhpsczq+i3hxxPXako3cJIhrUDfRzNcdHxk6bR5+ftTbOapVwY31hvOGeG/vTUS/Sv15aynpEhFXWL5oW1a/Pki+AkhhgSkuR9TjEfrHIdnGl+4sMpN6/cKLXMcX9fjH7+vX/RFb//JO29f3Wdinc4FZSl0ja7CP1PGgxWZNUR2slYVHckw54dZkYG+YEtkfws0CNiNz1x2gkIBnKpte1Rx1vuDmireMkswqACdcT7vbx5Cy3auk2sz7I72cehwXRNTjE2lNA2K4WqN+Co8ZOpJRCkl7b10D7BabS4ZwszrQg5fOzF52jHvi3j6YKp+9Mr3etodVSpcUYyr8GOCkVDXDawiX647BZaH5fGgs7gpPqI71sTDYz3TAsh0OyLU5M3Sj1sLOhXaD4DEqRdHFpBJ2R1XYqVcSuDAer4hNB88R3JZ8sG7atPwAwSPRoKlTtaH9r6FY58xDhaMkRBBGFwLpt9oPRHWWihtwWiGOIeFWSSHhK2RedQfrhZNgyCbgZEKX0pMK1CrkZpYJAUKslsKWwJ22aV3gnYJ8kRH3u/i+41SyOPBQfO8PEMNdX/+sZrYvnc3L3prU9dLOcmh5XB9O9asozuen0ZdUaj1BQK0hlz96ARwTB971+P6afQH4uW3GwaDf8h+i0glyFjriaDRmwQBCIcaxyyNm8M8wcbqQBcnu8CN254J99+YxO99vwq2v/wndOLtLuFnD+k6uWDiYqcSugtkq5hsIyhH4pqbAv0iCE8iMpLMBgCfayUtTB/tai0hznkYYUM79XtC98QXmAoYVgY+aJBlkrGzfudtecc6o3HqT5ZT1NS42ljrJeSniQ5Q1mq9/npk5P2pr3rJtH337iXuiA7KkyC4owJqPqXLb+T+V9GyAdzlFtu252upQfbZwtpgUvfr3EDRw7a2FhAsX4BtjRtb3XObRyJiGW8FPIUlcDlfafW7Kf9/XLvq+L+2FWwgyOrGhoTmEwhd43IT3BBZlbYXhS64GuPZvyidDkowA6kRm+CZWOIOhM1InF8j/ptLCMkU8UIvey0QvZcFsy0StrYByOrnK5ZEFAlt3KvChmGBrfzJIFXi39byZGqL29+kEbX1tJ1Hz2VpjY1CfkAWtrRQZc89DA9v2GjOP6+Y8bQOfPm0p8efZGWbe0U12j0dYW3sJ4yZH5yYq4DbJDiKBtQGsKvZX62MDSGRbw9GoAWz5Dr/vQkLdhv0k7Zi8Gxm8mHDw0GJky0iZNbae3qTkujwTOYFtCkuuYwHXXyPPrHY4skm4L3FSgK3EW0UMeE5e3EJDE1zlKU8LziKVJ+wksH577osyWL5GiGgrYfW9OeISel67Fz0QGZvrXfwfTpR/5FC7duFAYEmDW88dmUi06ePIPaggH63DP/ZmaUp2DQTT60gS9LpQl0YLxL+jZRnd9oLBQTe4EYmoMwdC97WWLMPFEJyfollqwuzUaLjkuFR8q6a3M8H6Rr1v6Njmw9kubU7cHbWRSHVgj5EjC+vKITts0V8jFbfeOo1tvCwgOJf6iYxFEPHotdVcSuVFiEs3UvmCQYAAIPqwSTETVIs+VX4MmBJjRRxuR+Yupn6PmuJfRav3WHUFW+4n6IY3IEqHKQlu9fmuM52FYYC0VRM+XzuqWL6O9LFjPszUHTGptpcCBB3bG4tt1QMkW/fXahhBoZHqyYl1D+ldtoORoYRHxa7AvcNgJGxu3USmAmo8HqwmFsA44kqiQpVpZC8Oo+/dCbO6/BADhVBcE3bMH4Ie10NHPWqIpGAyLVZ569Pz3ywjvUlUkKOAbq1CMJWvWkikizFnUwGxPQMUVEzwLWKuSHcoycGEfBVLJbeHP9xjiA5EjHzpxCmyODdNqdtzFvBG5fMVI4vhiKeRmTfhj9ZdkrdNXgYiGgvHX8oReGsiRENospznDVShwrJWCq0h31VNd0GozbWDm25KC+VKDEYIAT6fEOjkZm/kXHtB3JzpmoSDrOWSjgcGghhw3NS5FzZneduE0nj5ZNPCFP1YioOo7ibeFQ6ksGaEu8QYkMS4qw8QCZKDsyyMIcKwdH0J5NW8S5cyysBjJ706UzzqCr137HEMkoTwOJgIWkNpJDL4jCtyGzleFZmk6i77dtaIhOvPlWcWU1Xi9NZyTCom3bTKXcn1yzhh5btZrcDDNyqdemJOTD2x/oKePaEg4keVV5FYGr3HRRorgaUpQOK2MBP61f20WbN/bQuAmolrhzkWM3kw87aZx/x9PoMdLTYUXCO8tMP9IRobNOWqDBI8R6eJkzEmcqPK0WJR3wjiGygCiBMYcBAoCROSxUDCcqmKtjCDUUL11CiS6IA/ICwcKC4icvPEUvbpMJu6pnR/18cO0Kuv7NxUJQwIpJpNizXbapNbw/1n0UwATNxoL1yy4hTuwNE8y4PEMzGwiyBrdDcV2oY0Qkoj3lp1WRVfTntX+mG9ffzIaI2tDC6grYk8I3Wh1Hye/KulPHfF98+l0BGhuYyvvICk/aLVa+4DgdqRqO2tQU5Uxo4Bylz4NOGVbi5b1CVMJDv3z7Fnp46xpKcyhfPXZxVYuwq14kqoPQwbMS5dhIyMT5eSadlt1aTdsyhC3PTHtVew91JeLSGODnLBIysQHgR6zfGK8BOTViKTICSghzG4qOmPfKvspFVtP5VoSXRad1Zd+iXaCk9feqDfR2QlJ1t0rLh7RL0+w5Y7UArxUJNdjD7yTP+6MOn6lBMwQMkdfn/E7K+jgqYNOnJ1XLsMUWp6JUFW2jHMvubYJx4ILRYILByoj16kgfffk/D4oSycIzrIwVFEml6NJHH6f1A/1yPTOGLMNV7Enu6feUJh9X00ZUG1jVTpFSGkjrvF/Cmoi2cOSkKx2jR9ufoO8t/YkwILBYkQrzhMe/nLEwwj+NJoZkhaPpNQskzNdw84z8G46ezlQtbY6pxoJZPkCG6KouGyzsnBpIB8T+7Rw1WT64lT6x8E+0uGOUrWxmEDFHIvSCGAG3/t3mKsS/qbib0n1+xVgovWDTfGCEAIwFcZ8M2+TgtOTolouRDVr3Z/7AnHOj6mMVDx4SSjRnkxNNLHC0CllU9jLkr07GUpebLQP9uhNsp6JClcsuQh9GGBRCzXcj1tqOMuksHb7vNHrqpZWm9ULXdysHKOJEArpU9L6qXwtKAjVHWoWnVn35xAcO51aw3Wi3DkyTOAV/sjLmYljUSx321X0Ewd2OfcMyXyCe8FEoWNTlWfwhx4Sk3SoKX9qeDjkE8N5UQ4Wi/cBIx4X2p1XRxfydvd9ZnzAYhLdEYWGv9r9KBzZOp22JN228MYyx5eN0sZJfwzhSY3M6tYF3wD2JWvzjKZaN031bH6dXGQuZzMs+9kG2/Bq9MVHtKIsGdxw1gRCw6qGgk7T0cGwBFSApyCCUEJHAeh+HoNFrIZBLi8Q9VDsCjfS10KcnnMjwqAWMvR3kMSWp3lNDxzz2JxpMJy0TqDMsBHIcbhZXw8/Xqltz8fAcmJvGwIw62dFsr6gQknE/RL6clasv6i8OAgU5mb+AdY4K24sa3PDCKOuKvS0oTtA2SsfR7my0u4WcPyRrSqWyzMc5mpgyN5nSHi1YHhsG0WiSvvqlo+jOx2S9ftO7aaOhovZBuk4Nx1krdeInm7EJDgB9lh0D6OGj66bsJOjtFZFn6ymo1PVH8y0U1GACX3F68uT2yRLQ+nDk7zUBhjIVZ2WLX+W1lmtk+e6JIcI0k+o8foYJbRUQIOSVqblg8OGn8ila2P2SbYRB7diKUt55lout3ogBFiuvN8IP5BOtZ4m/lw0spwe3PcZGiXQoovRpLYd0UHkQkQrILESZ+5LmZO2ik4qxG68jmvGJfD4kfIM8HBHv54jLC1sn0IzGLmrwx2X/Hr6O/ZoOoZNGfpzlRoij9z2iqepjoa30g1cet71P6ieqJznjsk/DsM0z5TDCKFBErTEpW+i6CHCzDeepQl8X0QZAtmXZKOFszfpd5Ru3AYbEMNVKPLSlrbaqS9rR5NjN5MOHBoMhwlDJWPCwwEiywZCLVSpAr5NwOJSp/CWiFEgqxSENerZ4ITHZoOQplrhouS4OygvzwlzZFrqGI6mt20UI1EmRqI983ix5PGonaIdIQLaLLqCrYwilW/l7aVCwlNDbAUaDk0Mo9kEGQKfkDVfvO6oI+d3TaHNyVdnjr44NsaLdSEMZJPvp9wC9JNpTdSIRGQSAmZdvbqt3iMLulGDsWWbyB7Ucw57/GP1w2W+pPdElBI2xm2YigSpLekK2vSCwFgq4n12MVeUrlL/wT2h8lC94qT8RpB5DmdRRreNpZu00sV2zr04soNPHz6eb1rxcchZAzXIa/GgYIgDPtjigKJqlodEUG59WKC+HnHsYru1UA4Y6q1dyAQzLhUibODwrEEjQL4Y1yRi+CDFrI4KxkOH5UvQO5jn6cOxHSzt97zRUjYdoFxIIH5I1hUI+Ctf4KcqhOAGfU3stCKcOqs/J4hJtrLi8unQjeT0MTVQ6lleidNja0aSSoeJwCZkUdHy18NWUVs4rOj48x4rBgAvKMFQpz2N3+/Fiy/WorBfyp1mxtZc5/9/eVQC4UaX/Xza6Wd9ut+7urtRoS0upUCgUih6u/zvgOOBwtzvkDr3D4dDiWkqNAoV6qW/du+5u+X/fm5lkkkwm2VLZ3b4fTDfyZua9yczn4qnDja7Q17qIsZo5JgE7S4iGViaHnENxTTFGNhmOZTn+9FNJk9IupkLr9xCt55LYzB+YtxVXu4gXxqB3QncszlyK13e/LZLCNbCdO6/arSoZ+tAjX8W7SJBVHiOUDW0fpW9lLYXIOrAuq7V3HHubp6SORIIjSbxv7mop/s7smIj7Vy4Ule6Cr5MGn7wQ1qhkBPVS0XJBLDTU1yhrEkVCfxhZxPe4+JVR5aIAQsQp45AJ/XjmB5wLZ35Pcchqr75t0KKlcn3qHTzqFm5MA4EMSVIxYVJv2EyaREURQ+jUvQUuu+EN/PLbztDhFYHhSBFcYaE0GMV/874cxqTPf+BkUtVU7tGYVjjo5iByLsgdzEJxQYEbeXlu5OdHo5TDWwyeeW1OF3cYo4nDYU/HI9jlap6DZBGEWgtz4pwHFmmzK7KF+5U/58QxtsrnkPUmj+JD8yk0ieNEtxWUk/W+B41O9SobJdUO0ZxHIcI+8Hu2DuVWxRKPdyDaGochyePxwb4vA5QF37wUBm05oudZqZbBljZ/LZF7KpRV2nU9FZRzLcvYjSkL/o0t+Yf9xt/WeyJZspTEFl1OMKrLfUxGPURkCMip0UOtgBtiQYqXS4TP0f0XxaF37JHgggBlHjgLiJkUK91tRT6DVpZYixfgtyLJU3M/s/eBhJHyalIsash7UQUrKeDWUvpbrlia9GsbN6UPeg9sF+EiT5wFKdwm0bDBgsm0Kf2Ex8tDykBttE3ZXBTGyHxDVEDz4PuV23D3M18LZSHCnoXGYUhhwDkLlQkelJL8WEryZWkr9Th1hFeQ9LOJWISnoaLQheoiGxwklHKZBraCGzX0ZIF6VEpPtIpWEnEjAZeQVnIhPGEkLe17NndYyDMcQ8pCjneMUo9J69is/GVhfkvRFrRztxE9GsRI+prz1LgxnD/R5JwGu+AP+VUxwqg0s9VpxI9K8Obu/4kRSj8J33j/v+pMAmMpgxBwTtVzHqzMaGtXwInQt6z8BH+jTY8YuwN3DBwb5pzq0WxMdY+QCKlyiGqDC/6a7lsu91tJUU/FLSzI7xSF/I5RKGlGn7OhMwKBmZWGyni632KsqKLQPS4KYCmtFp4FNiz5bbpYMH4mudnitTdNOrK1HQdYGhl/kAqDivgEN679s3LjBdJuVhZiYlxYvztDrUjju2kF+EfnSkjcCl0ISX/sDvB6JXTzEM8dh5awfMuhSxyKwsmudTmu7uFl4uRhAiUC2a0oKXUhKycehUVOuik4IUw5tsvqwBP9LyKFYRIu7TDVd5wQENV+SHJkAb6UKUbAeI3h2FhZgFJulMN+WMDuEtuZCKFb0IXcCrew2nASM7uc2fvARFbxEkRhXf5erM23Yn9ZMoUnxeNAmWZhCCTcyvscCg/iPIFrOt1Hng0HWY9+NVAWfNfJn0VE9nv6Ylr9lRYW9PNFTXCD+dHb0uoqXLD0NbI6+WL1uWLFs8POod9IJBwoxxE1e4P3V9hBiDl6VCUzlLFTTaoxW6GodqH26BNnp3ucPPki2VKEEyl1CoWruSZaTQrnc2rdasX+JCCUVJNyoTACDu1gxYGVbC/RFB4NJYTLTRbdOVeOxd8enlUvq18YyjVmm0SDx5xzh6F5swSlvrwBEpvF4VCm2txNe1YQwf1Qx/ujloTtslTu2UBv9PnTIR4T9nyEgqAc7EUImIOFCEaLVjlo1SYPScmliIurUENkFHrI/IE9z4zhKd1wX58L8MzAq9DUGXn4YIyj0ttUNPgiaAvyzZ0F9xlttOZsSrUlZa5eMuZFQVU+8YZ9YMN1ORnImM8o/kxzWjKtxXic3Woylmb9bCJkB+fHKX0mjvxBZ4OScaUo5fXXBzbisfXf+e1zafdBGNasTVglzRPNvpM/QEP59jATNejiF7cn/hyv5Ohw7xG+EoZea5Nj2IgfOHMryJtBIbuh6Ka3A7oH3Xq2wtMv/wldunF52XoKT4RbA4FUGHQ4c9Zg3PXAWUQkm/hdpFpOeGZnpJrEKeR5NUZbCEOqoUSEsZK11S9GW725zSDuGdUgLUYGRJx4vQ0q/RQfexRLr61c7zANASJGere28CR4BU//v5zjUFOahIGJXXFbj5n4ZtydGJWqJH/NaTsJD/a+Rr88/3V4NMKnTLS4yoGMshiRTKzpUVojOg4NKiPTNicos4JiJVdKn/iRWJ9XTPuw0uBbMO/LioMg/HQsDnni6hKcTJZHnoysitgwzEDpLn1Wm5vRIrodjc8loT40NQuMvNeYZMgnW7V68F6sJClz118TUnpEBaTQIQcVtdX4++rP/T4f2awDXh99AdrHpoh+C0J5MIIaNhDE4NS31pLweQ4hv+W1s4KqG0Pee2/JVL/j8mfs9dI16xFj6CLYyqq99bM5pENzNfudl6slkaIU1yQWb837Ky69cWJQz5T6hsZmQZIIjYT4aLz49EWYNL6XnzeaH8vqaAsySkrVCkY6mP326neseNfFyFSZqGumGAGMauD7gfMedPPhB7hVmxwRshoITTBv5WpBwvUwvDb0z3iy/+XkuXWgZXQyPjrldrLs+3q7mIGLonGlIvXIpmP527HNumJzXg6yilP8lAVeXmGlEwdKErCnKBl7ixKFJ5rLVHOYaiHxCOYf4S5D59h2uKzDOSJvYH+pVoI8NPTHS3Qq1faOBHyccvI+h7tZ3t65nLzrvkqO3H35zQnn4sKu/SmMymr6+9a6lN/yiD0NoaelI/YWb3+FmPRg+i6G0geaDUw/Ey5f78iv8uZKhMPFV4zFv165DF0p6qM+w9LI+INUGAIwbmIvXHbVWEXQUYVs/j0rVcLkvXCkMPCDodzgavN51TPAoRqidr1aUkuxznrMQ0K0J8u/aqfykOmUBQ2a6mIpsMCpa2pmfAI6hmoAMVYW/I+aUVyFr7YdwnNr11I4kH/GazUJ60UVnAjsv6cQjIkSaKVBvU3aaHx2eSwR80Tspy3Lqwz40DK6Lc2rM55K+xqrc3epdEeZCysFfEz+61UgaGP3MieO5Vf6al6HQ25lvvjrjApXYYKVFOX82s/G/RbUlQatm3/9ClIK8olpcbUl31GUY7DiFA685l8ydpGy5B8sekqzjpg3+Vp8OuFyPDPyTGIMBo+suO8UCd7LEPgPl0ot5vK/Jo+5iBUN9R1tqnfBo89ZYO9BwDGs5bXivheNWO3clZw73CpqFucqeC2ufD5SGEI9DeyBKiosw6plxg2a6h14XXyNTLaGZEGSMEdiohs33Xga2vRpjqp4tqpSDDZtNXzPRwrNeKM+RPYifyNToHfAEuBdCNVzIRSaut1BwqL2WuQuBEw9KbkEVg4vDG1/QVp+Bv67cRMWHtjj95WNBFdHVPjUSC2yhAX5cIvhhmKjUrthyaHd+PfmH+GwFftqLNDfQyXxyCyLUwxJxFv4mOyh3lOcTCGtMV76G85RmVfpo70O4hFmRhbtSmrz4EIWCQ6NV+qus8mzrx2fw1SNm3T6j+btgz0r/T6Nttnx8PDJWHnuDXhj/DmY3p5DdYN39cTVoDaWGYLJKUwQop+qgAhTrfAt25lvoCxwWBP9DML7oHohxHu1VbS9IHJ3BP+OC75bbxgeV+/gaVz8QSoMASgpLseTD32pCOp+tcU8fuFGwugvqhpp1SHUfgziOyWJ1E4hSnaiIRzn7RXK1JtDc2uP79uZBujOE0A3hGwtJqN4MoS1lzdvYywLLu84CLEU02gETbHwxUcanMRgD17m/uJ8XPjDe0SIfWX01ufvJ0XAIYT0MrKmV1RzIzKrsORwdSKFOvF1Ims7EWp9bCcTxdzyGGzNbYpNOanYkZ+M/UXxKK5Mxe7SLOXsal6DNgdfxaVgN63GAAKboIVCnE1pJNfUmYw20S2CGAIrOKVVNloPe0SiUFTpUBUV5Vx2uugilEudH98ORaQk5JaT0iJKYVnRNa41KUApFM/bFFNbjEQnd3faJzIrOTPxtILMoM/ZK9MnuSVmtOuNGR2Vko3Bg2jT/Lhc1aKMFIUK8t3wfEOFLImFcFdmZbeAyQjYSllBoI0VXw4fEtVY/BUIrnwh7kf/SSt5C8QcWEHw+/XEfRsaVrLebly312REPYK+Rq7ZJtFo8PaXK7Btb6bI2RGlg7W68upmCgNbDYfyR2friJ7GY2hMtMOGSX26eA8s7BFGD49HCYl1EK9x5il/RYgsfV5YUYHZfXsqz6NGC2juwuqsJjvrDxkTWx72lnU5uUkb8PTGJfh49zrv51x+dHuxUprT9DLQCYtK/BOFvXla1ST0U7gt/+Ww2fHNemDxoR2ilxCbGuKdvupxzE/KuK6z3yoC+ZtiAAq3pgS71mgUGJQ0IChkVdB7MpYVEL2v5NLZunnzfFKji5HiKvKzGFeTsaa41O49t91iRa/41mjhSkK/xPa4qN14VFRGogEqd9f6XGPPR6IzGqe27oS/DzrVN1wPZstuWlET7tDMuWIR0iS+VUSVpACXgCaTsA5SrtxrdtK3eBNeBHuAshBChxRNCrmsdh0gytEeyKu/pVQbMX+QVZICsOD7jais1JtUFTjI6s5g+bWGE93IoqTvdqgIbCFCTmjjTohc8o4rDjiJCYzu3RGzR/VFem4RFm7cIcbwQ1bDNDQwukbVUrVjiY9UBYIfxrT0bHx39qW4dN7H2FWQ580/YAIb63DihQnT4XbY8XP6bjy7/iflgGGtGUrHzv0lBZi3Lw1nduglvuESffw95ymIQnYBh1HufQtKKhyItvM1UyZeSYSzhIRr7/FpHB+DFY+1+cZJ5JqwHmquajVYoVTwWBEMFWJZrign+iR09wrg57SZime2vSrecxhVNoVOsdKjnYub7TjJasSubRsJ4nxFWTEqquBW3UpinWIV4mpQtUiOKaE4Vgse6n0lkp2+Em9VFGr0n20L8VLar8YT062FL52DTXsmaONK9MZxRnEOi0dLSlMa+3EJPUHcVZ6pOXO0+0djFEJZ8igEnhVfrYmg5uHiql2sLHDJX7+7Qq2fzQKH6D3CTalC0XvVRcdJbVEVdWMK9TpvQYdIXMoNyeUsYY5qEm4+/WFdcJiP9thq/D9U/5IQpNdGAlfMIQ+qYpgHWNC2ZSJmEX8Y2K4l/vnJj6KSHu9naHuoVarYaE5QpXcPPbtc5IiOWxFfgzm9+qFNk0Q8tfJnr+eCqRoL+FM7dMOtQ0ZhX2E+7vplAYUFZoa1xusp8/Obf8bZ7ft5vSEcJBvah6hcn8oqK0oo/NXlrvZ+VsPhrIKmKheJaQ0L3D8c3C6OrVV7UvIeFAG+gLNtwxi/GMxn7A62jITGqanDva8HJPVFSwq7Si/PENcovTgOBwsSVb4nZozk6FI0iy3EDjJ+RTu4fDeF4ZJCocYb+M2BP0twV2Fmm2G4pfsMv/OOSe2Fm1bMxaFS9oCbX3in1VxkS3a6Yafwpkp29XK5XI1BsweaGwLyZ/wxKYpKOW2D8+mmzs3aXNkKf9B6SWnL43srqCQ3K32kBJSlWOie9AgeIvYRxws4lxpPVuM+srKvDYFFWBoZf5AKQwB2bc8QCac1Oq1Xf2Oy4GUvrRb1g2uctgBPgGpqMAB/ys9wVDEnUddg48aDWL3tAPKKy7z2EHb7cc3jCq6saQ9waRkcTzxk9N3y3fux6UAmfjjncvx4YDd+3L9bNGvr17S56PbsVr0PA1Ja4t1taygsKHLNnIn/9/u3eRWG4Sld8PL2RUqHYV6TTlrU+hyUsWWeCGslCZPc5IfzDfyUBd0q7Fb/et+ieZvK+fQdMw2vqUWnoFTZES+ItvFPcGrqaJqr7/camTKIXND5eGXXZzhQHB/kEmYFpJRCnqzsVWBmRmsoFXGmylXRh2TxvnklMXh00Bl+ygLDTue8sftkcpuX4vP9vxvOTSkoZEGMzYmlu/bh1vk/CKtgu/hEXEiM/uyuvbyKxK48UgiLWbr3r3luq+Cmcz5vl0aBhVLLeoXwSCkeAi2J2V7oK7QqvFacm6Duy0qE1p3W7xfzNe8Q/UVY0AlH7GvpWaEYMt961Zs31D415JHoN6i9yRHrESIxKzcghiBhjrzCUhSQFzoktJuaH9FAr5v+ewMwKXUW0QsKUcrKzsVPzp149qOlWvVjxaBQQs93pgflTX3HshNPUTx8voN7X3PTLRL6/rVgGZ6ZNRWzuvTCJ9s2ie7PiS4XZnTqgZ5NlJyDDgnJuGvYODyyY7upMKYvCsF/D5TkY0dhNromNBXx/4OSO1No6Y4gpUGjzeVEq/KLYrweBVHuu0bvAfA3FJWzh1s3HzbasJehUjTajExqZIWBO0SzaGq0NjuF9Z6aOsL73kqegNu734wntj6D39LLcKgwMJmbvOUUXltIc2EloooMS4Hf61FB3vYYSxyu7hRc0adPUiu8PepPmPzDv0OUwPUZedqS5/ri7+bi96x04p1RmNSuMy7rNQhdk1LEmIySYjJ4skYWoFmStwacdykORHMT3jGfkhkIDjGyFSn3m+CMXCWP7iP97EJeefUCV8arURihxmlj+fePtiKKM9QjAO/Sqm0TJFB4YL2HR93CjWkgkCFJAXDolACBQKVY/cslIC38YB4BqokopFeUIJ+UBe2Y3tN4lBAmLRzKLAlI26eqqhY3zf0G327ahvFtO+GBUybi0dGTcF73vl5lQcyZFKG3J5wfvCiTO5yJfnm1L76wT2Jr9E5oLQhqFRHsMhLUOamXuxiXVNhRVEYEVFUm2G1bTYJ2hVotKRIbAgvOLJyH8tIJ6xSfi4R3FuB5LKOc3NKFpKhou+nDmixw4+L2ZwUda2rLCWjlGBgiftTiVWDY0sVrDL0Gtn6xksnWLmPcP2A6WrmVSk6BnkjBOLmaR6EVL61diQNFhbSWCmzMzsAdP87HxV/P9f4Gmw5lqBK3wkC0/7T3WnWioNVEqUoAXS9OluMn36b3iHl8ji1R4lcrjxpqQWrIkZngr43z8Hm0xYrOt+QFCTGcQ/VSUuMxYpziDarvCBef6o1TlWgUcNojsLFpN3e4LrYmqHZbsHqXEn7ifXTU79ib4MxV39SofXxCPFH8OVuBf9u6F5e+OhfxdhduGDAcj4+ZjDuGjvUqCxqmdOhKYZRtTOcmhH7RONKHihofj5jTbqyhslBY7EJGThwpXbGqJ4E81apgq70PsQg/HKIwVnPrssbD9Jsi4Gs5doH8ZXabMxBt9affyRS6el3HmwyUBd/EOIw1UpST98FNRiEjtIpJxGMDZxrMXzsThY6ShP/e71vx88E9oqlnNhn+PkzbgCmfvoUFe5Wcr0PFRd49/Df9Z+pZtGT34GXBQ9OMJlnIiCua/FJBEJG6EUA0vY0Q/Nude9HIBuGFtjQy/iAVhgCMHN3V510Icz9aydMgoFpuzaiY/vHXQi6NHlfNwqtUzgg/Df13j85bQkK6uZbeI6kZprfrEfaI2lI4BKl7ko+p8EP61KAL0Mad7CX0bGFhpUBRFPw9CIVl0UJxCLUKTvjyv2zkzqQLJEh8gK+O3dM5ZMnPLY1BEcWRFtKWXRKLAlJSWL5lpSG73I0CCofiJGQOISohy9LlHc4VCk4gyqorsTJnT9gfWiTSicTh0OP4mx8Ob/H7rKCiHCvS92N15kFhSftqwvUUt9rW6xURbniud55HMbFZFBJVpCpKvHGugBp6tPLwQTyzchkOFhZiX55atjEUuIa16JPAiXtR6J6SgmsGD8H0jt3QxO1GUnQ0TuvaGe9fOhsXnNLffwFQFQADz4KZ0mAqFPGzoTXfUbk0x33XqhXH9PvyvRUXH41H/n0hbPW8OpKpbGK0STQKxMe60KdLywieDXULRAT3AsvO1SZh7Sw8OvO1sMTQyoJ+PP+7LSMbn63ZFPb8jw64QFSuM5ybaugoKPZZ1LlCT7tYXyO1oU264s9d1bAb3aNfQnRa80xr4PdVQmkwc2n4jsPIJxp/oCBBlDIlX6/hQI2n6DtVc65bHu2bXRot+IP4nv5r7mqKM1qosf8B+HzvBtOytMq8I3vAD5cVYquuyhEborYVZGJ55h4K/c3D9LZ98dyw2QEVjygsq5xCd/OiUZir5Hx4V8z8g2hrDTGX6xd9iRxSID5LC//7eqdNW2K0EzN79sBVQwaja0oT8tw40Sk5GbePG4PP/3xxmLWHOwcZ0iKrR0I8IrzUbCWPCmPGuUNw+gwd76rP8ES4NRDIkKQA9KdQiI5dmmHXjozwF6+yFjUUalHrJKGXJVatOXCIh0w0rqKvlNxgE+HTo4QmMTMQtbbDyE7akfJKy/Dzjj0Y362T3/dMUD7ZtAlvr1mHtKws2Ci8JbVZLDJrig3vVv3UOFZ3Thf/h7OpKx7vj7qBQmxW47GN33irFSgBMf6oIIGYy/NZ1dKfgWALDV86f2O3RfRxsGsxMRz+QuNyStw6F7RvB1ZWakkxSYym8C5mtqTAsNu6iNzEUXDi6fVrsLewFue1H0RhSz4rUm5lscjzMAMrRJE8zzymlBQQBnsHHl25GJ/u2EQWLWUN8Q4nrug1mFzPl2Jt3gF8uW8DdufnYfmOLNHNOLhvgs9zwKFGb6xdg6Z2CnAOB/bwWpTurVN6dMUzM84IOTTVHYP//bTWx9TDhAoZgZxMMKi+6Acru5p5id74J+4sSyF9tG4uwxof50LzFokYc1ovnH7mQMQ3BFdzI41RlQiPP80chr/+47PwAzWlQf/7h3m4eGhlnPoQmx2aHtZoCk0SSaN1wNyVG3Dh8GBha1dOLl5ftQZfbd5KXuMqNE8lL3Kbg0SK/B9uptU57CFQH2Y2KM1o28uPrjJmtx1FikMX3LlmLnYUHVLzWnl1gfOlNShRKXXC/sIkMsi4kEA0v1zXBM0vfDjooMr5uZcPl6hOJ49HJWlmmVYn7lz7KS7qMAIDm/iHQh4qLYhgbpHPvkz1FC86tB3/2LBQhHJpGNq0Le7qPwlLp/wVn+1dh7U5+/D7wVzsKaFYID34Wqql3DUeUUlhnM+s+gXzd0deXY6vz2/XXEuhTYqAccfYMUFjBnRqidU7wpeYDQUREqvd/5bQBiVbueoWN6KV9HnL1sno3LU5ps0aJMJVG4J3oTHyB6kwBIBvxIefJOvr2c+ZXjjt3rYXV6MqiiziUUrcX61TpX5qwKaXRLKbj7fwvWO834vwELIU+zUHDkQADd6dnYf/Zq/AVxu3kgW+Ah2bJKOwpgLrMtK9BLSqugY5B2sQZaN5u2uUxj1MhMiSYWE3ZSxZbkiCZ2XhviGnoU1ssEvWabWTAD6ciNohfHNwA41VK+Ho5sKVLqooZCmKk4ZJ+Dd+xsmjQGNiHdVqYlut8CSUlDuEsmElK5LDWkvhTlzK1SKOZaX3/tVFLSI8iku+JjodKCiJJ0+DkhtC9hnsLs7BUxsX4YNdq/He2MvQLDpO7BVvjxYEN1zFiIoqDqHxpQsbgZsYdYlPFQxhzncfYGtepl88KisRz679BbsL8vDMmKkYktIOMz5+h+btryywoK8kTPrOw6+rSDl9a91atY9FeArDs12956AYqxHXXem5ePKLJVi/5zCFFFQjOc6NVgnxOJjHGZMKcdcnMBuxd/+T0Fk44Zq9GkZJnqKEKldRot+e34vqqqpGIg7OcVFATJNYPP8/pb9HQ4NFLZ0cboxE48HIAR1p64Bla3eHH6zlD2nvTZQHoSyI5leRzYOLG9T1zkovKMKve/fjf2vXYUN6hkii7dO8GealbRN5b9rxDmUS48lNgat5CVwJ5YKXcRiS0i/A4lUWWlMozW19Jxieq31MMzzcbw5O++oVNURJpaC6i2HlYg0Ryn4+J6gHTls1LMS3ismDrBSq8kSQ66agU0xL/J6bI+bPNLqytgxLMrZiYfpm3NJjMi7tNMo7NsnpjsCLYCYR+8D8rT15Yr7dvxk3/fZp0Persvfj/EVv4YPxl+KyLiPRxd0SX2yc6z9IbdyqnE0XXkTreHfD72GLZgTO+uvtW3FW915ew+Jbi1fh0+UbcTivSMgAPVs1UxQ6T52Wqk0KVk6y1qqTBDIU9VjOnMog2cEP9PkNt56OISM6R7y2+gJLI+MPUmEwQNNmCRg1tjt+WZpmKpzx/W2t4koOim2dS096qmqV+vO01YrKBGRBV4Vbb1UlcUhFoTCC+Fr9iuNPRZ8GY+OMMg8u/qAe+6nvfxKFEbTqOBn5xeKBZwGbj+N11fI/JJxaCtVuzOJkHAZDr4joDGnfCtf2Go5xrfy9FYG4s+8UbC/KRFpBuiDkfFwOv6mq4OZqLEmy4qB4GUKBE6T/0uVMbC7aha/3bUJWoc9axbkDFYJaKRPnY9eSi8ZqraGwFf1v40GiLRUdna2xIHeb/vKorz3CJXzbqs/w1uhLxGdxpDCc0rQLlmVtN63qUSVyMFhRCV2FiRWd2e0H4/2037E5N8PwaPzZ57s244Ju/ZDoiMb6rAAvFt8SgWWnVPD9dbDIv2SfIVS+zOPTi4ox/d9v4+GZp+HDn9bjm9X+IVOZBUpnaXFM4QFQlCLt/uPPQyoNwjKkKNg1Tro27FxRnwPv9/Rs2PNVZuBdh3YC3wcFBQ2gPF4oROJSbjj8QCJCXH/+GHOFQS9gBfTW8csa1hEUVhS4Pn2k8FafiXQ8bcWVlfjTGx+TYctnvNqdl2e8Q3UUyg/E0Rav7B1Nkmoy1wv3IM7mxJxOA3F195GipGcodIxvgidHTMVtv34jzsVGKC35mQV+zSMa7hlp4YrDld1PwVs7f0Oh5yAcNv9iGSb1RgS07+a0HYdXtykV6/QGHabfjKe3fI++SW0wILmdeD+jbW+8vm25ycz8uYx6tqBRrJxMbtUdsXYn7lvzneFy+dpwA89H1s3Hu+Muweub1gQP0lfC0q9PmLSU68CKSdhmfep07/jye+zcloPT+3XFFS99jLLKKr9zrd1zSCnAopZyjxjq+bk3j2Y/NWIk3H/BXqo7cIjfMDM9TChufYVH3cKNacw5DC+88ALat28Pl8uFYcOGYcWKFSHHvvLKKxg9ejSSkpLENnHiRNPx9QVzLjkl4rJdomutUupGPFS2Cq5MUYt4skxHkatQ8y5oLupw+Q7iAVN/Gbb4WoP7wfiUBX6QWS5X3wt5U33vpcP0D0f3iGZyAefRZiF4h6ieY0F8jRtvjT8vrLKgWenfHX0F7uk7Fd3im6OG4lGL89yoLLd718hdiisqFLOZno5pr8tK7Wjjaok5bU5DbpHbILApSOQUsa9cWUP/eaozBQsObw9RaUJhCr9l7cHOIp8buGN0GzHeaBfRB4JrgYsa3hbDssna67/0GI9OcU3xXpqvJrkRmHF8uG09duZpWYu6FXClEBPqwat1kjIXMq6Udw3wTuzOzMUl//owSFkwApfQ46pHSmdn/zgBbVbe2anx08rESGkgZTSqhLxWRPyttNmKaaNQJK01REjQd+4Y40TAhuRyDredbGjsPKJTmxScOrSL8Zf631sfIkN8gsPzbMQb7KW1cNBmr9SCe5RyqpHUZBePuVrlpq6oVhu/ReTp9uMQ9LeMNJSD5JUtj8L/9RqN2/pNMFUWNMzq2AdfTbkMZ3foIxQNDewtNoMnwKN9UafBGNOKvB6qocg8/MgYXNHJLJyFPcXv7/nN+549KDHkiQ83Q/9D+q+Lv2rqisXf+5+GJYd3IL/SvxmqHizor8jaJ3Iafs88HHQ6DkUzy1nhENiIlAUVzPveXrIaF/zrfX9lwUA59Qsdi0AQ5rKqmsfaayhS8/LE5lEMrpGgaap/9cGGAksj4w91Vhg+/PBD3HLLLbjvvvuwZs0a9OvXD5MnT0ZmZnDDKcaSJUswZ84cLF68GL/++ivatGmDSZMm4eDBI4+LOx7gluOzL/SVWTOE1rCH/7CSHOBdrSyvooeGFIeA4tlCU9fcUAZKQGDBCNEEjsuxCiuusgnrrr4GcmC4k86ToLwkDwjTA4Ob00/spu+Lyirx1M+/oKJa0TD475dbt+LeRQtx3+KFmLdjO6pFy2gFLg5P6jAE/xg4G9UlMV7KwkM85JKsrYhCJSkFxcVO0YxH8RIoDXqKyJtQUebABd9/gJc2LxOz8eO3IWmjx09hYELPHUY1S5EZ1uUcEH8zy4rx/PoVNC+Xt8GcXimoqLCirMzXFIjrhPs3wFPGPdJ/Jq7uqsR/HiwuNKWjTKD3FReIilUGSzJlBjzFGvqBXDZbsNKgEnCvEA/1fiTeFJZ/CFeZT7mkKDARSuR3f6unYHCHc/YoKEzA4/3MRveklfsy0CaIIIdPBdzLRuceMLCBlFA9CRrzHA2cLDzi3uumwOWw+QtQIX5qK9F7axmFberCk4Q1mEtP87OkhveFk3zF4WlIdQTpTEHg/TT5PnJHhv8BeA4ZLrz6+3JsTVeabTJ25+Th34uX4d6vFuCFH3/DgXx/i3DP5Gb4x4hpOKNdd1++GrOJSqJ4OTZYcuk6lgdazX3YU5KLW1d+ggXp60y9weGwrTDTlEfwd6tFIQwF3Fm6XFSA0v/AAQqBxVxp6JaQik8nXoHm0RT+WZofUSLxodLCYMUmkmXTmE7xvgT0cGC5IiJ4lNDSmANVgtb7Svwp32ljGFw90pXr38NHfG6w1XDJ7XCggb36mVfuqrfwNC7+UGeF4emnn8ZVV12Fyy67DD179sTLL78Mt9uN119/3XD8u+++i+uvvx79+/dH9+7d8eqrr5LQVYuFCxf+4ckfa5xz/nDRdTYIwp+qPMyuaDtGjezqZ4vRoN0HVTkVeOxqX/Kpt5yWVj1GB6/lKOBgPJ6tv/yAcwUlv/rGrCzwXxOrkTI/bWDoMQLE1F5buRqXfvQpVhHTHv36q7hp3rf4YOMGvL9hA67/+iuMe+M1bM/J8dv/tY2rfIoEeSo8xXbUcpfLcqv4W13gRGlhNEpKlK283ImaamWxVUSo5x3YGpHAr81W30Wa9zslNbIYR6X5HDB353ph0a+mORQURKOoyEkKggOlpQ567ybPhxO1XP2J5q9MiztmK11IKyvpL3lTBid1xsx2/YVStWD3ToohDRMnQNd/c0Ym9udy7Vyjr82JB+c8tHbG4ayeukpXLNuzB0nfiIcFf75PVE9TJGArklbiTZRgJcKvKLfK51bynNlKWCHQH9OinJuspUYz55KqXnpooBwzLrp8dIQzrH9obBako4GThUe4nHacfVp/c32YvjxzfB84OfyT3wd8X0uKRC15ocf374zxQ7uSISGMwkDksjL2yLwL3hKXoU4R0X2quMuzcssx69X38MOWHbjv6wWY8vyb+M9PK/Dpuk14kRSG0/71Op5a8JNfSO9hEoLn7vpdOQ3Tl10uWLfGIOqAS2zWbTHiM+YdQZIlYX76+iNWFrjq0/Am3cmoFL7OJxufGKwocBdrPqdxArWCWvK4eIgfBIgG6hgPHhg4RXgYdubmYmd2XkQegDd/WoMO5N2oM+jcB3bk4rJuA9DUbaJVqtZ+e1FkXi3hRXZxA05OtOe3vlgwwQ84V41Co515tYguMGnmGYBqbtpmLpZg9Kk9EBMbumR5fYalkfGHOikMlRT/uHr1auEy9h6ALKX8ni1DkaC0tJQEriokJ0euBZ8ocGOQaTMHUciPSgX8qYHA7DnDsf+Av+AcCGYCaZsPoX+Xlr5umPyQCUFPjQUXnoPwd44+XCkoUieMZChyDMLEIXoPQ1NZTcrCRZ98jNwyxYXKyoCmEGQUF+OCj+eioNzXxOjr3WlKOBAPoXAsHxXwCbEecmvXEnEVirVwS1qCKkgcCWa1G4gz2/QjhmDOSflsw5oqFu3tBVl+c6wm5YBDpyorSckRXhLVU1JiQ1WeCzVlRNw8/hnsN/QchXfWr8PQ117GVV99joIioppmPyN79kuq8ejSHxFn9Q/FEcnnZhAWSQimk2hx4Z2zz1G6bZayME/3lUheUcbxb8AEvK60SFTwUq8TE31buQfOIgqfKFEsRlah6DKDUDfREC60YZQ7oovL5TG6kYGrb5iIFi2V/hQNEoGGx1DbSYKTjUecM6k/nORlMLIac9JorNuJvh1bkHHBLIfLg19+3Y6pg7qL12YQtN/MJmGyu5EhyuiZNJ+A8o+HaCEnyf7l46/x0eoN4ium/cwfRIgnvX/ll1V4fdlq764LDmxXXrCgus8JCzegDAR9FrWT3CCBl+uIPCI+cHL39V3OEDlr3IzUTFkYldpVvE4nBadM119CLwL4iQLkKa/JdqE6ywkPKzvqWE7GHpbaDs0dCbjwk7k47e038f7KzebyOX9HnpYfN+7Blo3kkdOPFeQ9DEFhml0WhS8XbsK3sy6m87dSDD5sTNIcJaown8AFlTTZJgJosoHmxRbv6ViufA+i85hPkNIQEPYc/qAWlKcofDBoVXSCJk3jcONfp9TxoPUIngi3BoI6pU1lZ2dTWEYNmjVr5vc5v99KISuR4Pbbb0fLli39GEogKioqxKahsLCwLtM8qrjmxokoyC/FkoWbRR1greoMl4ScduYAXPin0Xjjc7OkKIUh7NmXg5v+NBZXPfGhIIbCysAPnujEq9wx3Vs3RffOzfHJ8o2GxxGjxBMbuZKghyXCm5OnJtyFHO+qlgUNWhMNyi0rxcsrV4g4Vrawl1RVKsdXY/GNcxHoG7LYg5PWRG8DHzjcJyqc0OybpbiO5XnEeCodeC9jBxZtTEf3lDbYULKX5Png4zBTn9yyB1q4uZU2EG1zhE0Q8yoIHJJEngcPKmFxkGuW9n1s6HRsOZyLB5cu9hJiC4VfebQE7yCXE18b2soUq3xpRSWiorkqinp+pt3aVIz29fiI/lsr1mJQi5Zw5CtKgsbrWeBnL5VXIY3waopjsMKhJj6HkysCL5IthsIKKAQveDCtz8m5PGR1ogNrJWS7dGsu8oTYetSQEYmFqCFZkP4ojgePqE/8oUXTBDx9+yz87Z+foaSUnmfVQ8CegwSyivJ3K1fuErzD298nBI9IJS/M+H6dsHj9TkOh0kbHmDOqL+bt2oGsopLgXK3jdZ+JinqK0Sectfzln1cgxR1NIUqF+L3soOCdlsIoJRTJgMqI5F3uOJ9ngyfFX/rUGoJGCp5aCXmJ2ZvtoX2nHX4XfZs0o+eRe//UGHtEaac57Yd5+UNkJ1L/kue5JscJa9NykVc4IrUjHhowFed99BHStYZqnAtXZIclvirkcaIyHGrYLgnimRQW25RduPSF6ngxo86OArqCdI6K6hr88+ulcB0ipTWdjTbqfUn81WOj42YRzSY+VN4k8otpJ8ORco4alDdVRUeR0M9EMDyniXE7UEY8gtelR43bhrJmFjpupVJelc/htGHytP646IqxSEo+kvi7+gFLI+MPx7VK0uOPP44PPvhAxKxyMlwoPPbYY3jggQeO48xCw2634q4HzsK55En4Yd4G5OeVIIW03kln9EWHjkpDM6fDjtKygIA9HZiJsPu6W5tUvPy32XjsnQXYcSBbEUOJFjSJdeOGs0dhxqjeYny7Zkl49qufxWvtOdQsT5oFWEAvXGrKQBj/uCdMopkIZWHLtCP8WP72P6tWkdWZBH06dnWsksRh3khIEXA93KxHry/QZ1HslQgwUYSiRbW0fy2FPPlm4sGB4kKxOV3EIOJKRSdjZqpsUWK3cp/Elriw7XA89dsvKCXlxmlxKB6TUNZxVfnRD4iqcOL+4WNxVvu+Yp1Dvn5JnZC6OvY8lFhFuVqhDOp/I+IRtlwSnimsyatQFVvIEuUR147PZ6X3nJQonkz9vmryuzg+Xze6TLf971uvsqANE6FE1b6eH/rvQ4KvEd2+jmI190A9GB/D24Uy1A+hepSefmA23n7tJ2zYsD+IIQilwW7B3XfPQK9ercUzlZjUcJmAH9grGO6ZisBzKBE5j6hP/IExoEdrfPnCNZj30xasT2OhGBjcuy0mjOgGF/GGjRsPBD8TgeBnn8JfH7vsDPz7y1/w8U+/o6JKMTzw8cb07oi750xESkIMLsofhKve+hS7s/KUECa2nUQQVsK8xtTLwI84044wZV1Fj5gIK+YUlVfg9s/mw05epip3NWpbc+W08IK/JdfurzDwGsmrkRCfgPzagrDyKetmOTlxqKwSTY/EAarJg/1bBuevuRCfUC7Kc2shTorn34J7e5+JNYey8P7GLaQw2NDelYJ95TkhQ6F4HjWcDK68EwahYbGdcceIceid1AIvrFiOw6Qs6BUrTxF52Xl0nL/3QuQmHmbPi47JV5HscMgq+EN1ggeOXKVTZmVSMGG3k7LAm4Zv16apRkYd/+JLSl4QruQo6FKEwj7DlaeUx+a8TCsZuyoTrKiKVcKUuOpWSP5A6Ns6FddceSpufPAjw2NbSGlo0TkVL947GxWkVCQmxgilocGjpnHxhzr9IikpKfSQWZGR4V8Okt83b97cdN9//vOfghksWLAAffv2NR3797//XSTN6S1InAh3opOgeTPCqaO7Y97CjSEtSMwsli7bhokznxKWJgs9rN3bJlHMbjuMHtIZg7q3EdYjDX86dTBOH9ANX6zYhH1Z+XDZbZi7bIPyPGrKgSpEakKpqDWtNccyev49ASX+QozxJuXVoYQaE0Peosi6XuuKMHhRtWaLc5bSpDhMic/stgjrC4cEabW19TRN0B+WUb3KQvBCKihMJ9mahGGdUpFeXoBUVxymtOyFz9dvx+yPPxQ5DGzpYmXBQkoDYqpJQfKft5e+q7GpGriEbltiIjF2B77athWlHEYlaLdvHsJSz+52/m00jwkRfmsJW3+0WevmTZ/Zi6xokRCLdE8xXQ9SJ3RVULQQICvnhai/HYci8TU39uEogr7oDWL2c6jHYhezk9zKetVIXHO+B3j5VQaWJB0D5DXFxjjxwP1n4c675mIzhd9p3jgN1147HuNO7WkymYYJcc3CWZCOy0zqB44Hj6iP/MHtcuDs0/qJLRCjhnfG8/8NkY+h0QO6Sa7+89tK+CuF8SXGO9CjbzuMHNQRo/p2RItkX5WYlonx+PL/LsFP2/Zg8dZdqCKPzqHsQqxKOyCE/VACv9WsRDd8tCBkd15trnUpr6lCGGbIGCJoia4ppRGEl0EN7RFgWppFEycj0c6DNUjsYYXV6VOmgqZJ8ywsdOuUhWAUFjhxZtcOyK0uFMrA4OT2aB6VirsWLiVPeRUZmxT6xYqYxWaHLY48ywEB3CKslngehyTp515MlnhWFhhzN2008MIoXgYPKQaWaPYeEP8k/hBVQOsiz43R9bAVRyGaeFFUsSJP2ClEtNpN+3HeGVdmJN4SFViQw/DiKmOq3XSbEZ9RyrabKA3q3GP2Vyuls9UrykZFd2YNKktZeWCvBRnJNF4XwCO4IlgK8bYBPdvg7uun4LGXvxcGUCWsS4nWaNsyGc/eNQsJCTQxJQCgUcDSyPhDnRQGh8OBQYMGiWS0mTNnis+05LQbb7wx5H5PPvkkHnnkEXz//fcYPHhw2PM4nU6xNRScd/YQ/LBks3iQwzXVqubutvSA79+Zjb27c7Dit51kEbcLAWvEwI44c1I/NG8aj+aJcbhm0nCxDzOET39VCA8/tNxdl4VRvtG8SoIIKVGtyuIL3V8N/JCyfKtnCPqxoqyq8qGwLIfzWOhDnFiRLuX+E+p8woGfIp4zCcp+DKSUXNHc7IWsUR4nT0it46yeQxi09RadEPPKLa7AGan9ML1zd/HRZV9+gp/27RWvhTVO/Z3EH7bokLUnyh5gqePQKa2Jhg75rJEQskpLlJAm/t0DQrDEa5GXovvMonoIgi+GmPPh3GLYRDMhlSmrjJmJOisI+p/KDNr3oqu4RVUaAndSl2kj5mbnruImxxAGErZOikE+5qLdI03JW9CxDQuKUXju3xdj7bq9+HHJVuF1a9M6GVOm9EVTuqcbJSKpcnGEVTC4NOk//vEPpKeni0pDzz33HIYOHRqyNOnbb79N1mwlnJHp9KOPPhpy/LHC8eARDY0/NE9NwJSJffDdgo3+/EH/Un3NfXA8FTUozSrDqmU7sWbFHnzbZj0Jv9Vo2SwR0yf0wSmDO4lnbVz3jmJjvDjvV6zddhA1XKaS//f1V/Oei0kuF8wQlZL0hER9bStWm4+yscJpMAaKQnGkAg7TRPthEvwpJMZD8wylNIigSM2Aw32CyOquoZa80HkbU+BKLUV001JYXcENQUsodLSkNFySrAW/7c/Gb+fcIITW1emHcO6X73t/H30VQE81WfiLHLDHKxKzuCxMstlARiGx/nMH8tScP0Z2qUmPGQ5PIn6n7ShKlxqG8irXrrqcwog0TzYRdjsrYEcKWmdljEUYisqbqJwlqCoTV/byIPYAKQsGJdkZ7JWu5p+0uEY0ra1xKjlrWh8eW0WtKOk+YqhSon3KmJ4Y3r89vlm8ETv2ZYv8nzF0Pw8f0MG4cmBDh+fY8YcTgTr7fNiyc+mllwqizszo2WefpRjBElERg3HJJZegVatWwm3MeOKJJ3DvvffivffeE3W5mfkxYmNjxdYY0K5NEzz5wDm455HPUVRcbhqv6n0kWbgnjfxQZoH3Qd1FD9CHX63CY7fPxDB6gBhFJeXYezgPQzq1xsqd5Nqmm8vGQj+7jnXPNzf9sVIYEVvAvUqE7lwaleMSrULAZeKkhcywsO8tC6scVAz3CokhYNG1qFcVDSu5m2sSuURgCIagSf4Mts4YWZs4NImsLWIkEWmPGuPvfa4Cch8M50X4z+oVmL9pO7bn5iCt2CQx3aMwJksMxwVw8CjPIXTJqbbkFmc0j42rU81rU2Ff/SLweKwscHWsgGHGh9AqJTGN4oFEyO1EwGvL2PWu21n9vbgKkqM0zDFpa9smGQcP5qmKkbYS334XnjVM3PPiM7rHBg5oL7aTAccqRlUrTcoVhriPAdNZLk2alpaG1FQlFNKoNOnIkSNFKA/TXS5NumnTJkGPjyckjwjGzTecRkJ/DRaQYcmb5xAiFMFrICHLLYlh2L5bKUe7/1Aefl29i3hDe8EjHOR5ZgGXe620bZro9TiKsCKmxyoJ0/iBzcUV3shAUK02iVMNR2xE0irvMdiAwFWVRfirSmqVHj3GdoeQ9MPrTfUhqpRCSUnqDedhqImtUTpkZ2gCuW+8h4w4ZemxtMUIIT6pu9LThstsFxZFR6AsKMgoK8atS79FRlEJ1mQeNs9lY6WhwE7PFl3D6hpUU3iUEY8Q3ZwTfdWNmpGME7Ixnv+igzzVRmMiMRiFBHsmuEAGKR7iLf2+rAi4c0lpiLP4eRqiSNCPzqiBkxQC02nT+JZJccjOKBShSVZSdvVL4ns9IcmN8bpctaR4Ny468/gaMk4ULMeIPzQYheG8885DVlaWUAJY+OdSePPmzfMmue3bt09UxdDw0ksvicoZ55xzjt9xuEb3/fff/wenX38woG9bfPLO9fjx5zS8/s5POEwPkKHWrsIrkHMpBRUskFURlfz7k1/g1ScvxLvfrsb8ZVtQWV2rEPgE1X0gLNW+G42JVJ8WzfHUFdNw9dufi/rYVrZI6BmS5nngPxzuw8whlGtZPXYU1/DnBG0Rn2gwTgv/9zZnUYV/IjI1cfqOLbpFE2zkVXAXuYjYk7UIOmk4aBoexePA7mfelxv2BHpNQu+MjRmZ2FqRTYSRFYEQa/DOkQhmHr0gqwu7no1OwbkQHROT0K+pEloxoX1HxDmcKKqoCOE58J+P8BqYDROdtv33Yc9CWKjjWBnU5s2n4fd9mzfD/qgC8riUirhej85KyJ6HcMyHrT5jhnfB7+v3Y2PaISUvhGvKq39nTxuEc84YEMEkGyn0XjazMX+gNCmDFYdvvvlGlCa94447DEuT6sGlST/55BNh2WcjzvGE5BHBYOH+nr9Nw8XnjcBHn63EN9+vN72GglzXqrlrukRqxgry4P3n3Z/QrX8rPP/dMuzJChZI/ekygWjPSxfNxP7cfDzy2WIK71GNEwGeaO28gn6Eq3hjRou1zw3sZlFqCI+RNd2j0UEKGergbIY9tfmmE6gqdCInM1YYv8pFc9C6idOfbtuso7km+7ICVWlDRRmHhYbOweBren5vXzjd+b374PGfloYnAfwzR3C9RZhpBEbrQLBxiBOdvTlpOvo+aXh3fPczRUhEKUbMqPJaOAsiCy1mhTUrsxB33TYNj//zW/Ge71PhgaE5cojRU4+fh2gK2Tsp4VG3cGMaCI4oq4Rdy6Hcy2zp0mPPHl8TlMYOdq917dQMGQfJayDCJ82sKMqNEniv8ENWTZao6+//EEWkaFWrDIOrzNiLyKgR69vDosZZDujYEs9cPgMJMS58fN0F+Gn7HmFZ35WVi3UH0v2UBb9chnANXcjtWUPCdk0MVzJQPRKEJLJg5peWq2VRNQbjW2sUx58WkZfFzTXedAflWMtSisOkkKNKkp6Ly8z92yKWlYVs7phdTteAS4fytFw0J9pCQv0qLAE2gK1cmXdg9SR+z7kPj42Z5K1B7bSREDB6HG5b8L2i3KhzNpoPu/pNrUfqqeKcDhRXkFcFxhY9I7BXQV/qTo+Nu9Ixtn9HFHPCX9o+5Xv6TWzc6M5Gayw1L2XL6+LqFi8+PAfL1+3Ggp+3khWvHK2aJ2DahL7o3L5pBDNsvOCGW7yFG2NUzSdUaI1WmpRj9RtqaVLJI4zRvm0T8shXeAWqsDAYwzT/k+/WInfdWq8yYQbOgbtv9kSM7NaO3rXDuJ6d8OmKjdh+OBs/p+1BaYVCA7QjecMhI+kGra5DsBj1td1KXmYKo+UCe+bey2BlgXmM8HzQV7sz870pd2YoL3EKA5cjzyp4RC1ZQipbqyc3mwAbUMSPEG6gbheNtxjMi49wKhmRJnX09QOa06cvPqIwwd15uUa6kwLtmJURnJ/kbgd5Nji0OWKQ4dCdqQgbgavkcMEflm3FpWTx/3zhehRQhARpEaiKI2HfYkd5UUXY+5S9yxNO7Yn+/dri23nrsTXtsChsMYzCkMaP7UFemTBZ9I0Yljrwh4aARpCGXr/w6/Kdwg0XrsGM2bcsqBYVllNsIAeQa24BJZwoioxJNU4tnKgW91x8Gs4a3cfPYjCuG8W20sbYl5uHe75YgNX7DqGaPBUshHI9/apYXSWegFhWES+vWqM50dZSqtTjv2XKaJw9qDdKyKJ+6qu+JkxGgjArDVw+T3QQZo+IVr9fHetn3Qp5jZQxojKEzotBbhilCVEoOi+0Cj6f+mUdGLNwg5dY0K9Dc6wlN7WGQc1a4u/Dx2Ig/dXj3J694SAG+fDPS5BdVOqvOHh0Ln9OVmNPucmamQmdPaCXqI7y4er1QdagUPPmBLRQl5Gv84/rduGbx68UpW+3HcwS1s5BnVvBSX/P+r9XkJUXut0nW4tG9Osg7mnOseFNQn+B1M0M6veBibmhvKzHq3y1xPEHC6i/LN/xh8OWmZZbK8m4oYu+CUg3EO/bNU3C+zfPQazLp5g2S4jFdacN987n7R9X49VFK1HARiB1P6YpbCSKCCqpi6NzfHPdJUiIduHBrxbhi983h+0roYeg6QHG+0j2tuWT8SPX5vVYiD4LFMVV2dwkOzuoAl4YZqQbwoaj3k2bYRcpAcWk3DPiHA5c1Lc//jJspF8sfix9/uHs83DPwgX4bofah8JggTYODQ3npSZYKSLhX3Om46FPFyK9ILI2zfYS5TxGR/eo90BhcQW+evFarN2yHyWce9Y8CZ3bNsW35Al78pnvQs+H+MLwIZ2EES2lSRwuufCUiOZ00qBW3cKNaSBohFkmJxaVldWKBZpvgjBcQR+OFPwlvMlDevBHNiLmHIvoImvK6vX7TM/RNjkJb112Lt695Fw4yUPhoDAjq7D0K4Ks1+PABIWVCaJB+moImqWeiWA1xb8mR0ejDcVo3jzqlLDdiUWAEhFl9iiIUnx6klWrWN3NOAKPt5ILWMut0Pbnrp12YhL6uXuvGa+DFB5bvm+8t6qHx4x5+JQZTih7aeIM/HTBVfjkzAvE37lnzglSFjSc2a0HfrvsGjx3xlTYaohd1apzVq+ngxxOUcQMvBYk/Tx082cvxsVD+uOBqRPw0y1Xk3IWvqqQt6qVCVhpWLZpD9pQnPOE/l0wulcHuMmTwb/pxTOGmjKDwb3aoku74Jh5CfX6s/s9go2xf/9+FBQUeDe9B+FYlCb97LPPTMtXS5wYsAc5EniOkEPrxeC9FK6UVVgSeizRnEvHDcZPD16HYV3aehvQCe+s4GGRn7eEPKOpcbHC8/qXCSPRJMYdtnO1HwLKbFtLw51fyZWzk7Ig1qLRb/rPRt4GGxua1GP5gSte03eWMpWHeKfoiUiw42vWPaUpVlx5LT4/70KxLafXfxs5WhiPAsE884Vp0/HrlVdjaMtWvlMxDySewJEDzCPDwaIalMb26Ij5f78SL10+E4luV9hp28rMB7BS9+PK7bDbrBjapz1OHdpVKAsM9hAkJ8V4826M9p096+TIRzjW/OFIimJwXjDTeM5zW7FiRcixXBRj9OjRSEpKEhsbkszGh4JUGI4yOnVMFQnPfvXrAyAsIfR5lLD4G32vxCoKmIQ18cP6e9rBiOb13Zo0P8uH8FawIkAKhJ0iJRy0iWo5NQbMhyZUQ27NNsm+emc3DB+GJ06fjLZJCarAbRBfpT+IBiaSZUqSnWb5MNyPP+PE3KoQHgxSQBw5USSQczk5ZbyFFBBHRhSc9LmVQph8p6f/tMiboBgwZWPB3laiXA83Mbxktxtt4hIwqHlL8Tcc+NpO69odVw8cDDud25nLFSiIcZXrFJ0aVUnSM2I+N50zOpusVJlRuOiR93D3m/OQk1ciXNsiT8VM0YnEOkHjPl/wO3LzSww71Z43ZaC6BnWe6t/O7Zriof+bGsEJTmJoVTDCbYT4+Hi/LVSln6NRmnT+/Plhy1dLHH+wsNm+XYqPrIcwKmmfRomqR8Y8QljkI8DGfUqhETPkl5Tht+37vGGYwjClFfuJUJ5pmeCrhJYaH4sPr56DM3p3U9LHuCpSiCRvQeI0LUdVFFxZRMtJkLaG0nXUnZhuG02Qaa4zww7XbjucJezmpg+J/tozrIje6SDeYQshpBsxCGUe0USfXZl05GKPSGx22ezo26y52Ph1OHAC9LNnnCG8EVY6t6OQ5s9NPAPKoQathedN1yKOlJyFC7binAffxkdLf0fvVs3QyhoT0Q8UTh3JLyjFDz9uDvqcw4n++dh5SrlTPo56IOYRvN128xT07d067PlPWngi5w9HUhSDvdRr1qwRVfS4KEZmplIgIVRRjMWLF4uwVvZ2c1GMgwcjkx81SIXhKGPEsE5okkwaOdf615QBcVNof5XmWFyFwFpWS0SxmogBl63wEWoRURNhsFhmbjGe+M98UcLSrDlQYVm5340pGIKBghAKbrsdE3v6YjMZzaPcaF3sRgwRUXe2BdFZCmELEmK109aopfs0Sw0RfEd+gAdAs7aXK2PN3LTCA1FOCsJBK0Y72sKVYyXvieqL0IRp7XjcXE7zqOjmxQK8i/ipncKQWFngetbIqMXc38yTEkPhlrGnYPaAPv7hRB41LKlEUcxcFFZmK1I8RM0qXXDye87rIMtjYWkF5q3aigsffw+3vPSlmJPfNdQdU1wDEz1Nd6GwbWcGrrz3PeQXlgYJMDddfCreevRinD6qJ9o3S0L71CTMojC3Z249G4nxkcYlnJzQig+E2460NKkGrTTpiBEjTEuTPvTQQ6IIRSTlqyVODM6eMdBHir1//YUHtjpGkUfXWl5LNLWGLNE+gsJCW3WsLlw1DF5+aymWr9ntTUg1QlGZr3O2BuYNwsofoZPg/MH+CmoMCdGtyqKRut+KhD0eJOzyIGZ/LfEd3xy0VyJvwaMYr5yFSmIvr5ONWEw3jbzJdvbchunpwPzBtt+GjoeT0WR/DB3b7vVW641K/ofQXSN66d5rQfxOKxmiaG60xdD7RfPSkJkfWUiQHlxZ7+2zz4HbEsDgVd7oIF7Am7ju9JOnOKIRyyFXXA6X7ofyqmrsPpyDf3y4GDPueh37tmYrnmsjoVP9jPMezB01ZMIkZe6hp7/B3K9WB33dsX1TvPfG1fjrnyejZ/eWaNUiEb17tsK9d8zAlEm+cGiJ48MfAoti9OzZUxTFcJORk4tiGIGLYlx//fWiSFH37t1FUQyNp9QFMofhKIMTgO67eyZuveNDesC5IQu7TRWPgXA9sYWdHk49fWLFgpWGqnibSGTu3bsV1u88hGqNgZg0VWFh+8uFG/DNkk0iEcod7cDpo3vgghlD0DLVZxlv3SRBseIwI2J3Mx9aJLVxR2cW2tXPLWrjHh0z4vv579PHiZh3DZ/+ugEPfLjA68IW62BrOZdtIwJW3cRCDgKfNCu+KwvOOxCegjylzKvGNEQSLxFzrs4UruuohtU7D/ol6YlY1kq1A6U2P1IaeG6iawLnVdC1c+SpMa86sJXt0a+WIJ7cvdMH+MrBRQL2NNwy+hR8+uMGr5eIE8iZ+Xp0hUWcNI8UuxvZuYoJjR9eLc/D2yPCqioaNNlqjizRe7vZW8HhSEzs1RwRs07MtXSPZeQU4e0vVuDPF49DcUkFFi7ejN37skUX8sKCMiz+geYsKiBF4dtNmfj+q/W48rLROO/cYXW6BicVIrEQHYEFSZYmbbyYOqkvlq/ajZ9/3S54AXtnPUxvVeJgYVqgG893j40UB6antQ4r2rdpgt89EZTqFDt7kH+wCLc++LGwCLPS0LVjM5wzbRAmj+vpLeDQJC5GJCtzzx/mRxovAPemYQs47edgAw5XzbOrOXA6etMkJhoXDPY1reNy4Fff9z72HVbKMWvgEtG2gx5UtLCggo5h0QRa7nNJ39n1BhL1krAnmvmKyN3jKkHseVb1m0jzLDIK6CC8DJ2J1FpKH3AFVI1v+CWBKHN272ejli/UScMuEtqvfvZjfHTXRSInrC7oR17CGS27Yu52xaLP62bDmR6cQwL2KiRZUSH6O3mn5BX+SyorEUV8wZ3tQXkC8QguC679JkLhVCocVpFyaTcrj0r7cLQD48U3luC0MT2QEB+NLWmH8dPP21BeXkUeURcWLdmMAwfzhYyTkV6ADRsOiIiKh+8/G82bNaJua/WcP1SewKIYUmE4BuhDLrqXn78Ez/57Pj1U+9UEXFUgNBgvaBV9Zy0jS1J1DdxELGwUT1hLFmeRPG2kNGiWqBrlpVY1gT0NXyxYj+9/3oIX7z8PXdor8eczhvTEq1/8BmeZv0ZbayUmpJVqU+cicqHpA1Gxgt706dYSswb39u6TU1SKR+YuUvYPuNnFWoigD0pojltmjMY3m9LwzurfRXsDb2M57UTefZQyr/qqRqLJWU0YhUFvcdLe65URVg6YGVjV1xaFOXE3VZeFrm8+XW8T69Rz85dhar/uIeM3Q2HDvsNKgzynmiuielC0o2h/WVlQOnQrxJ09L/olKL0tFAWHPSCKgqf+fjxW9NLgkCydJ0t/n6i/jb1cUVCZcX+xaAN6tknFP56dh4qKatFhnEPbRLUQ1RPmUe+laroXX35lCaJJCZ0x7SQunWoC8UyHCQuLKHk9ALI0aeMFC1wP3Hkmvvp2HV58cQFqODTVxDuskUzuqGulZzIrLQdjp3fC0h17zGUN+tJeRLRFvf80wX3brkw88q9vsW7Tftx+w2ShNLjJaDCxR0cs/mmbWtFNPQRt3NzLVuLx4xHMM6pdikGmMt6C/1w+E26Hj1i//ulvQcqCthYGV+3581ljMbBjS1w19wsUlJeLc3jpXwDJFQangBLT4sjCUBI8PsTlCDgmhS1lkUDetEb1PnPjUXZdKMdOKnOiJq/a0IPBNHNvZh4WrN2OM4bWzajE2L4nS1xn5kmashB0FppEhlaQwvB3JqMaK3SkcEbTb+Qhj0sN91LwqCW26TcqoQjGkLeIyi+UcDHlI/69vvx+Hdat3ou16/Z5++vo+0rpX+/Zm4Wbbn0Pr//ncrJwN5xmivWRPxRGWEXvRBbFkCFJxwgdyI33IGneNpsikoZSFjRoDIHHrVu5B7NG9EZqMplgBAVVLDyBbmsR3x8gJGvErIysAnc/87W3c+Xi5duFezfQ/cWEgomLvoqCNl8+Plt8tq8/jC+WbvDu8/XKzWQUM38K9h/MQ7+WLXD3pFPxn3PPRPuEJNPxRhBCdIVCUF3ZijtYhCnpwqjMSo+yR4H3iT7E+3PIFDFGeh2dQbGj5Bp3kIVJceca738wrxBphynOSue2X75lH217UUgWtNBQQqI4pyJcZ1RBs9lToIVpeY+ge616EpjxR3nHKoxBI/aKZ0I9oHpg8fsRE9YTrLLiCjzy5DdCWWCwounXfVbcav4X5I23fxbKg8Txi1HVSpPu3buXfiu675YvF4lt+pjUN9980698Nf9ugVtj6nXTmMCK+lnTB+Lcs4dEZJDQcsks5DWtqqzBvvl7cfbQ3sa0Rb3fOPQnOieYTmvP9zcLNmDxL2nidS7FsG9adSCo4ppSZIPdvr734i8dlvkJh1PG7/Xg2RcWIE8Nd+TGZl8uWm8aIsshMPFlVvRr1QLfXHkxrhs5VBTjiMg0o3mt+R/NyKQPWQo0JJnASmGh0QescGXY4Mq0Eq+wiRBXd7oNFZk1qCbLPXe+NgKz5e9Xb/O7rtsOZOGXTXuQtj8ziI767Uubs0DN49PWEmqtYdZS4yKjj01VqtjYqDbv1PhKdI7SF8F7QI0msZGSQ6NF120FfCt+9eU60XdHHJv4Q6gmtMr35LnOLMQPC4PzHyTqxh84ryAhIcG7ac2P61NRDOlhOIZgt96M6QPw2eerw9IvzYrE4Pvntx+34ZO3r8aKDXuxcfshvPftGpSp9bKFxUiEpOgSydh6bmfzs/LoM7HeTxaetZvJbdguBf/55BfT8wprvu5usAQoIA+/+QOaJcdheO/22JWRK0KRakwIYj4J1JNv/a8QrJPj3ejcJRX7QNwl1C6CeCmTYc8GH5obB9k59UKdj9g4ppW2yiTFyqVXHgKPJ3pJcJM6/Xr5vaokCNe2enBOIDQq67d4/Q48+/4SbN6XhVK1PwKDK0rMGNkTt5wzFtFknVOuUy3W029VlFcGG/ewoPdhWSAL9ib9Ivy85H6fKzky+ipJQjHgdVH4QihLAIc2sEXR8KcTbh1WwlgzUd8T8vNLsZ7czwMHcB13Cf/fz+DHCcSR6QsSJwFmzBiIz75YQ2EGVRHrlR617PYpTVri2ntHYNGG7ViybgdWbN6nPP8calnEOXL+oa9eaImr9Hx/8s0ajB/VHe9/t5oEfi0eKHA87cA0mSu66IV1HbbtzsTtT36O/zw0h5SPEpSSwcoM7OV9+/Pl+PdbS8ThB/Zsgxi7Q1RaUhYZcBKDayO81YGlwf0GhPg84JiBHgTRR6hKbYbJClTgM64O598rp7AEz3yyFPPXpNFrCvPQCdcdWyTj1lnjMKKnj25m5Bdj6/4MtGyagO2HyBhlUhI7YtBEahwUbqsroCKmTAd2Z/g8TBqz50R65jmG5yV5IjuLExEjB/9+PyzahDNJ1pEI/G3UzQzq91xFj4thaDiWRTEWLFhwREUxpMJwjHHNVeORl1eKxWE08MB7Kp1iBEtLKjGyf0exrSOBbf3WQ97QESEUqiEsGjhmv8ZJwqBdERfZcpW2OwN7SMA3a/TiVVZMCCwzlze+WSEUBnZfhwUdK7eoTBwuK78EWWt2i3hRcS6P/4lZsOfkXn20kggfEs3vFAu5SM7WhHv6nONKK2N8ETiB10+UhtV5TYwWzfuIK8XKCRFu3qpi/MOgXiGmJpqv6IkuXVe2on3200bsPJiD/9xyDhau2Ibn5v7k7Wkgeg+RAlJrD3FR+SIEhCqZXEolnMsaHI7mpwyxsM/MIMRxuIovMwrTHiFsmeYKGBxXLcqbKGfgZlMSwRDx5kIxDI1w30ucvODY78cfPRd33PmR1+sXCThUZAvxg4kTe2HO6AHonpSCzQt1TVI94ek8h5Om7VKEji+XbDD1CCh0IbSBho1KG7cdxu9bD6JDmyZh519L9EXQSvXRWEmGsXLOaYjRGTO8zMBgOrxp3x1JnEQEyhl7Fuy1BlNR3zBP3LI3A5v3ZAQfjr7fnZ6LG1/4DM9edyZ6tWuGRz9ciEW/7/QL4w2rLIRYv/8YumYUWqznNJpHSr+v4A+WKDJmMQcwPmgtGYts3EeqDqU+eTlFRWYe95MXljrwB616Xl2KYsycOVN8piUwh2qorBXFeOSRR/D9998fcVEMGZJ0jMEdD++560xceOFI03FGhEOLH2RMGdvL6+JkZUEfwqIPXxFhTaqlgcc7yBLOlZT0JVUjPb8eTOTWpB0QTV0m9uti3pCHvwp0L3Pok9aHQFe9iKsqacqC3zw8igIUpblYVfeqKDFXocbzcslBdXAUvXfl0WdlqkLF+5gtSFBXFtoVL43WbVHf5IaPKawxHFakhv2w10MrdcjXZN3OQ3jsnQW49+VvKbaQFsPXRfudhBUneBZ8PifN1WGWiBZy3jw5xbtgL6mFM7uaXOnVcOZWox0Rm1P6tPdLRPfrVB3mHghwNPgxm1at6h5SdlLAo2vOE2qTHgYJE/Tr2xYfvX8DxYA76mSp1D/PfXu0QgqHsGpjYcwf/I6nekrZmCQ6/IZDGCbB/OqnlTuQEBuN/t1bG9Ih/bH0Ua3MTxwUQsVeDKN5Gk1F8INwOpa4bgpNjt9VhZgD1YKvhAXPj6w+lkoSoEtqhGc20AXE9F+Qe3U+2ry08/L6WDB/5P0FuOzJD/Dzj2mwZ1fBWuoff2o6m0hph1/umvHG87ngjEGi8ZyW7O5/CAtat0wy/M4MXI67bZsT01H+ZOUPt9xyi+it8NZbb2HLli247rrryKhXIqomMS655BK/pOgnnngC99xzj6iixL0b0tPTxVZcXLdKX1JhOE64+OJT0LtPa8N41UBewGO6dWuOmBifS2oSuY07tkkRITTsWTB6pL1xiGoJPqZvwwd0QJMEtxoe8wcgYuI9mLdkI7lqPejfvoVIZLYR8bOR4OorIav8EXkRAeBSopogb2NRmpWB8tBr0ZccC2R8LLxzaJJ4TUwjOl9xIUfnKrkOpqXKaC2scIjqG5WKIqO4n2knZlxFtOXWIjqbXbeKMuHHdIVbVz0OCf/fLtioKBJehUJRCkS4mMZRdOd2FCgeCx7LTXXCGpB4N+3kfM2La+DOqiFli7xMfL5aZQ2ZabkiZ2H88K6+SAL1fktOdOOpO2YhLjaCmEWNCfJvzvdi1+bo2EFp5CMR8NuIMsnhNwkJM8TFRePuO2cIYS1IYNNb3FVwXPmQIR38hPUbLhvnf28anMfPuETP9uhhnUU+RWwkCathbmMu7LFrWwYWL9mC2ZP6E6mjsKjSatgLq4hHEKHSPwcG3l+mZdFcKpWr9kQitKpCfSQSd9yeGpEYHHO4FinrSWhnBcAE9uJaNNlQgcRdlYjbX4X4PZWkcFTCUciFScg4RYaamENViM70HcvPuq+dneh/0aZclCw6hLid5YjfW4HkrWVIpI33E16b8Cs1B9MY5lO+5RqCL+nc+etwxaWjkZgQ7b0HFM8DGSXH98LMM/oLa3VdwMre9Kn9j3z+jRiWY8QfuCgGhxfde++9olTqunXrRDltLRF63759OHz4sHf8Sy+9JKornXPOOWjRooV342PUBTIk6TjB4bCRlnc+3nhjKb7+aq0oVcbwu1V0+Qfnnzfcb38nhQE9d/+5uObW/+FwaX7oRF/e1FClscO7oFWzREwY1g1Pv7skZBKW99NQ4UgkSNu40g4NfOaVRWK8w2lFtF/HUo8o/VmRGEXEi5vRGM+NPQpXnT0cB4oLsYFc6gcLAurJISDsxmSdLCTbWLhXKuZ59+P3FezZM0ompO9F/4mAGE6LlvfA69QnVfM/XEqQq2eox/N6wrnxHY03mpuWhMwKUXW0JoGTlZ8ToXXXhr0lXD7XY9PM+gHHYqZIiodIXlbjT61sIQsRbrV81S5cOmckPvnXlfh5zU6UV1QJRXNE/w7CIjmDCPv7c5cbu5y9oU7qXzq5gzxkt/xlssGZJJRr5rtuISH1BYkIMJyE938+eT5eeXUJtqYdDqksWCm2sFWrZApL8CkMjImjewi+8uTz34e9HTXaMXu6EpowbUwvfDBvTeidWJEJ5VWmz+1khecY+t+X7xYbl+lMqKhBbZWP2HFFt/ImDlTFqWWIDBBF9LSzJQ6nn9EHv+8+jKWbdoVOe9OkFzOJm+hw0vYqb7lWHsozcmV5UNJa8dYGwsbKwkZiLgE8jGlvLCkJgZFS0bk1qIyLQkkLexDPiTlQAVdOTdAU2dCWmFaGvO4kuNvUjtNHCuYrbCQMR4boe+7189rnv+GTf1+BjVsOYe+BHES7HBhF916zpvEitOjV15eKcZFiwqk9MCTgXpTQLvqx4w8cfhQqBImLYujBRTGOBqSH4TiCuyZed90EfPzJn3H/A2cjMSlGed5FDW566DnInHD55WMwdmz3oP25idaIAR2FRSgIARn3PTu3wJ3XnS5ec9LxmP6dDOek2LfVePUQyoKdk+f0DgSaZmVlsC+Yhd/oTLZ6h34CeIXcofKRcydjVOf2xmvRjTUDf++nLHAPAQ5X4t4F5cYPqhZWZOahEYm/6nuv14aXq2OYimIWRqkRJdVIQSFmJaoxcflUEvYDZ8WKjzd53c8KR8qP1UprpGNUqfNWvS6hzsm7f/LlGjRNisXs0wfikjOHYdTATt7whQtnDxOdZg135DmrlireOnVOxfP/uhhdu5gnUp3UOIZVkiROPgzo3w4vPn8p3nnrGpzOTbE8Pi+h5nloSoLd44+da+itHj2si+Fx9dEpFvVYD/xtBjp3UMpuc6iKsOob3aseA0+pBuGRrfaj+RYSNqOKq1CjUxbE51z+M7NCeBwsYZqEXnHaUDx44SRTWUorMx16gGLo0pQFPla1w4Iad5TgaaEQv4cbGAQfOjDsSM8f2NvrTvd3q7PlmBuGhvT0EC9yZ1SJ4h1hmj2bQgmdjWwsGw3ZiDR/WRpGk0HxonOGY9a0gUJZYMTFuXDrzVMiOy/df1ddNgZ//9u0OocxnTTwNC7+ID0MJwBc13706G4YPLgDFi/egp9+ShNlUDt2bIrp0wagg0n4R/u2TfxchlzRxkqWHE3QE0283HY8ess0rFm+iywGZcIadfa4vli6fLuaSOx7uL29EfR2J76BVebBITNBEMMMQqtUYZZDe2pcFsEgeH/BTJQYF0FkVv66E64ai7j5THMh6gJVWdDA562mOSimeN9clcZtYfhMQHKfXyWpqDoqNWqhJG7UVltuHHMrvCVck5uuE9fV9qjaGTOB2fS7ffzVGm+isuY9MjtvEcUjL1++Aw5SEuLio9GtZyuvcMG1sp/7xwV46LEv8Rt5I/RZ42wVFF4MGptEyiwLLtwPRMIEERTCCup8LiERBq0olvy2v03FrLMH4+uvf8eu3ZmIoWd3zJhuOJUsuuxxNgKHHHJ1vgK14hHTiloWkrmCHtMAItJMg2aO7YWWLRLx9aIN4hkf2rcdOrVpgu37fGWklQOotDuEkYXLcvqVDKfx1jKFyIV6LFw5FSiOVUQP7j3E4UrC+CLcthY43RX4cu4KdO7eAk6bDRXVIRIVLBEkA+tiU7mSkEetJMheXlcOCc8p/gfhMCFnYd15kjBeFdbS8WrpevuYBBfoMNvHlVON0rZORWE4AlY4rl8nrFy2U2mSWges2rgXnVuliFDlzu2bUsiqYrxknDahl7iH7n7gU1SZeBpuunGSDEU6yfgDKcH1X73hhhZcl7agoCCiLPLGDO7Qe9aFLwgLf1RljSC40MdMqq/ZayESyFSBsFmLBOQQTSig/QMbgCm0SqmCwUnA1dH0wqYIrFzLW3+/e2PpLebVJbjEq7MgwMKkPw5vdJrSVG5nbBw6FLZlumoy473Zch9YNYjnURGnMglVCeKOl6LikulxjcdozFd7LbwHVaGPIZ4smkPr1smiQ6YA5zaY9eTQrbl5Sjz+fc85OP+G17yfCcVQi1c1ACuQtpIqpYOsitTmCbjyhokYd1ov3fQ8eOGFBfj001Ui/rlWraLFP0U8MYunnr7QVHFtyDga9EQ7xoTet5GXzDz+u7qmAgs3Pinp1zGC5A/+eO3dn/HOx78JY0w1WdMVeq+jGCotFD1cVDLBXoye3Vrg9x2HTEMr2Jqt7KAI3s588hZ4AugPeRfCoSzVCXtBFWykcASSeWGrUilcYXsnyppz9nEwxavmHHEzLwPN15VTi/j9NYJv8bXQH4fPW97EgrImPmXKQcpCk01adY66gY9XlkoKTrJPS4jdU058MATDUUWv7H5udGvbDDsPZNfZgPbgnyZjzZq9mP/Llsj2VXkbl/3WwlLZQDR+ZDfcdNUEoSho2LsvG3/+63v0fPnK7XIUBPdemDljIP58/cRG6VmQ/CE0pIehgSE2xonbbzodDz/xVZCyoH8dWG0iM70QNdFWWBJswfkFLJyzME3Eny1GjKoYq2gIo8Xe+yEMjXAQh/KoRDJwqCcg14LrhVfGq40X9J4AEmKFNZ0+D+wmrT+Q4hwJVhYYTBg50Y3zD2q0Eq3k2QhnoQ8HTirnCkValaYaZ5QoZ6t5ZbgKBseoarkKsa5ajOjSBr9u368wuAi8BHyoc88YgNYtknDmpH74cv7vXiUrVBAXM2t7YWXQcTPTC/DoPZ+gklzRk6YpyWn8e99442lkseyOLymEadfODAqZc2DcuB44fUpfoTRIRIDaCFp5yrKqEscRc84eil9X7cSWg9nByoJPIlf67qiNJVnY5Jwyd4wd5VXVBjlOCo11EF0XdiX6pyqO6XbgsMgEXmceKRpqyFIQHRSHUPhBzMFKIYDXOoLXIUpEm+nqND46WzlHLeeIBX4NpakZV9er5HKutBwu4PFHIJQnUQWvmhSFKhGqpJ9P4DXiT1I3laF/6zgcQC7KiZYY8jsDxJHH6bRBXdGnbXMsWbkdFWREDFcaVxTkoCnp1TTeZxGFKG3fk4n/PHGh8GQx2rVNwf9evxrfzV+PJT9uRUlpJTpRFMQMioLo16dNo1QWjjpqGxd/kApDA8TEcT2xac0+fP3JqvCDVUGcBW9beQ25nZORQ1wiX9+kh4bYi3zKAsNRUoNK5isOg5AUTxirjiUKFfSQGDmvvLuxBZysFUoyL50rlpQM3amG9WiLc8f0xW0vfqUQ0EALmTcgV43vNbkEIsGZi3RwrCgbq0wDY41jdRUeRowgvwaOYl0iH21W8vTUlpI3I8EqFCCvFU7F/r3Z2Lcnm9zrQGWyXawzqJ55wDmH9WuPScO74cDeHFxzwSg4HTZ88t1aumyKtcwo6dlWam7Ze/GZ7zF2Yi84Xb5whr5924hN4ggRSQxq/XfiSjQiuCnk9akHZmP6n/+LmlAd2rUQGNWAIUDvy8g70LtnS2zYrvM0qJ4FtpR7c7poH2ehQSOZCIXIqID8Bj28TwsbX4ikJW8sRWEHJyqTbN7jJ0S7cPXkoVietheL9uz1Nzipr2MOVvtyFUymxfKcs8jj3ZU900YGqHDQPPXJW0r9vMD69QSOFx/T2MXfroebXle39l+nEdgZwo27HrviDNFkzUmvn7/rXNz/wrfYnx6iiIg6EX3BDT1Yadh3MA+ff/87LjxrqPdzzmmYPWuo2CSOAI2MP0iFoYGisqzS6x6MFEwUDqdl4q2PbsDmnYfx0CNfKE3RyGJu5Ang+tNV3AQusMazWao8fV8eRnAVHgHuGsqCtssKu+jeTK/tai4ChReNOq0VFn69Aa79FUKZqGRrFrvBRcUgsu6Xk1Uo0Soa1mjTMrXYc4iQ6gHQSHmwZcuXJ2AEVqj0yoL+GMxgWJlgxSToWmpefPJIRB+qECFSHLJVw7Gu0WQ9EwxOWUQbiise27sD9q49gAumPO31toyhcKL/PnQ+dhzMQXpmIb78ai2FuJR6jx3FTN0k2ZxRSuFoy5am4dRJvU3HSZy8MaoSjQOllVWoDKUs6CBy3nTvuWlXx+bJuP/6Kbjnkc+xY0eG0osm4FCBaW/e4xGN5saPTMcNHwtVmI+icdy8zQh+gjYrDRQhlJRWLnIQOFyW7Uop1loMvKQ5Xnt8AeITLCK0tVoNw7eT8O/m3jSci6AZVyJ4BsX5aG7VbuJJRTVGyzPd1xNF5z1cGUSHA0NxAz9Tlyn+id9H6zxsEV7rKooGqEpyoJr1B3VfO/GCiQO6ILnChifu+9IbLsT5KBfPHoqW7Ztg1/5srNy4Dz+t3ilCzbRQJWuY24ENfF8EKAwSfxC1Bj+20ZgGAqkwNFAoSW9HlilVTEQma3+e0owmBETIEBNaIn4iByCEy9j/c7X3QIRkloXsKPJ61JLQLBJ/RR6CEuP/6hs/ooa+474Trooach0rBFwD5xJE5XLJUoWJCO+EmVWIS4QWVKOKmEENtyIwCJzVrP6iLrI+MZxe9ujQDPlbc1GA0qA1a8zRQtw3dHaBiiilBB43mHMQQ2fda9yEnjjj7MHoNaAtNqzei7v/8q6fa5lrrv/4w0as+nUH/vXGlWg1oQ/OP3MwvqPPfli8CYVF5Uhyu7BjpXnpNI5VzcooMJ+fRJ0QSR3tI6mzLSHxR+C0HxlrZ+EyN78UrVITcXh7NmwB3tIgBJJ7IpY1RM+tJb7yo76xKl1lo01dygKp+zF/YG8uIx8luPmm/ykebTKqu/J9ab/+51Q/4/BRDhsN9FYHjGPUkpGsKpabeHKVC0WQFuE3+udYdwymq5wzeMqYLvjl203G81dPYRrGo4W0itLZ5MkmpQVkMGveKhHTZw3GxKl9ERvrwp0UXvrN2r1+HvxDh/Px9L/m49xZQ3D9NeNx7ukDsZG8RJ/MX4eNOw7DQfdDRUEFMsjYZIbs3Lo18pI4ufiDVBgaKEaM6oqvPlsdfqABgUpMdGMTCZdRRRWCunrsViX0yGCs61AJ4jomEQF1II8s2kJF8flY/dzArFw48qtQQ3GwSjJaaOIoPAz8l3scqOFJynjl4NXs9QgIu9FbnkR5UvIusHfCTt4J/qwqRg3wN6qtXUgWp7xK8gJECYYgGBsnZ3OeBue8MZGmjRPpqmOswgPASIp3Y84ZgzC6TwdccdVrAW56Evi5QpXHZ62rpevIm+HaVYYQVU7xu7Rm7TL+OH8Tlny/ESPHdUfalsPCaxQYzsXXqKigDE/c/Qn+9eaVIs70nDMHiU0Le7rivBdDXm9xDLrmCWopX4mjhEbmcpZoHEhOcKM7GTnSKC49ZF0Tg94KbJFObRKHQ1kFKHZ4UOu0KsUddDlZQYehrV37FOwlGiQeB6KvNW6bUi0pRI5DJLVWzMxhPJWaQMNOmGMp1fuMSpIH7K+uoZI8F8wXgprOaetQzz1iZBdcdPEp+Ph/y4Ty4DX2GIQgCeVDvAkxW/48oIRt+sF8vPrcQrzzyo84Y85QrFoT2jA095OVGDakAwYN7IDeXVqKTcP9T32FrOwi0zyH+Egae0qctPxB9mFooBg0tCM6dkr19m6IBEzMevZogZvOfwmrSEiNKq9GFBF1W2EFbLnk2qwO5gjMLEq25aBfTBz+TXGxHZsnERElIblWjfNkj4CozFMjEtm4NKe12KTKhBb2oyYMiwAhfQ+CWr2nwhjeMCB97W/ah93I4jN9UhnNx5lVAVdmuYibjSqrgi2/nOZIayYPhr2YNpq7jXM48spJQSpD7PZixO4shvtQOW45ZzQumR7gohWJzXTtaH89YRclSUmBsNI5QtczpwVqjdG8Hyvvl/2YhhyKSTVjpmmbDuLRWz8I6sbZpl0KOnVtbhpCbCdF5hSD/h4SfwDMfCPZJCSOMy6fOSw0LVE9o4ESeTV9ll9RjrNueU2EglaTEYaTm8ua2UVYqNHRPESK9u3JwROPnofrrxon6L+VwlL9csW0edSx/rxPiA8YqytdGilEaJVaKMQ3r4BBXAqc+IAjswT23HJRllWUSSWeZyVh2747C45dmbDtzSIPdzFSktx48KFZ6Eq0t4Z4jfd6h1hbyPWYzUkM96CC+PXcj1eGTRO54665SNMa/+kwaWxPU2WB5YOp5L2WOIqobVz8QSoMDRT8cD/69By0bd/UG+cuXKMhEtD4O45P3ff7AeQS4RNfq5sA3bS2gnLfzctCOzfgUd+v/GkbYq02XHvxGOFFcB0uQfSBIrgOFAthnK38rFywEsLuaIvoPBnAFNTXUVy7W5siG2rUh8ZKLlN7TilsOWV0jEpSGsyD+7xxqWqisghfSi+Hey/N6WAJ3AdKEbOnVFSr4Bh/C4cAca8BnicJ9nZWlFh5KKwUpQCF8qNeE56jPb8SG37b7Y0RdbsdXkWFlQ+/66fNifcVpU8N5s6xu+yR+COWBjrGUlL2Pnt7WdBXV904UbEahjjBRVeMRWyctCAdVQQKQKE2CYnjjDGDOuOvl5wqaD83ZeO/WhM4plSB+Vb8umOHFCxYvk39QPX6qhsrDqxAGIEF0RdfWohzZg9HalKs4B2W0gqxoaIy+BkIQ9v18M6R6LelqBRR+cWIyqOtpKJuzxYbeog/OQ4WwXG4GBbiMXrYyWgWuzWbeAd9n0l8g8bEpOUSPyqF/UAuoiiUVwsf4bLV1rwSlGw6gPwcJYynW0+25tcx1Crwvcl6RMXAgMgoI1TT3G6/8yOUlfmvb9iADujfq7Vhwz++L7gx7KypAyKevsTJxx+kwtCA0SQlDi9RTPvD/zgfk87oi1Mn9sLl15yKa/98GpLpOz26dGuOiWRdrmAiYnB/ChKiCvyaAM5WIvGdKmw/+n/vYOE7v8KeUURWGBLqi0jQLlSEfGsehStVKQ12WHC3kbAdRVZ477n4mExkycITlBRG53TtL4SDLDrs8RCeDyLmTKgtFL4TEvr4KJq7paKahPwyUVrUQeFHnKMhbnAewwK8zvXsZZu8Zo6L1VzF+utB+P6TVThArnbOGeGmeoL50nnMHnH+ThzT70NFKWLvjCkiIR405NM3fxa5DXoMJK/TA0+eh6RkCsAN6DB+5Q0TcP4lp4Q/tkTdwOZV9vaYbTxGQuIE4NxJA/D5s1fiylkjMHF4N0wf2xsP3XAGRvftIKrtaIgmGnH+9EHYl2VSZYcQysvA2LMnG88+Ow8VpCAoigLRbtospfSewllRqaPlZRwOG5lwLcJ4ionf5BbCwvvRcVhZcBzKh2N/buTKB+exUXiP8B5kk/AfxWXDldWwscx1iAR/NmDxUN3GhiUi/IbGoVriVf998DPxfvK0/rDZmOMcoQColrs1RdjvFQGUk6EXLd7i9xUbFZ+462ycOrJb0KXv2qkZXnpsjl8DN4mjAE/j4g+ycVsjBbtHN5P1o7ioHC1aJqF9x6a4fMpTOLSPCKwJLfIQwat124UlRlj+mRgTkTYsRcpdgFXKI77mChnRZIXnZ4CIk4fiX7ntPb8Wlu8QxI0VA78yobokMZFrkBQt8iyC1sidO9XKSewdcGaX+DwbYoCiCDCxF3PVzTdw3QIG33E1j5lzhuOav56OclJebrvjA2z9dXdQ7G/QMelQ1bEO/9wFUjT4uppCs+gZHlQNIeAcCPrz6jc3ozXFDhv99mtW7kI6MdT4hGgMpRjbaNU7InF0G/NMbHcjee7CNG6rrcCCvc/Lxm3HCLJx25EhI7sQOyi0xk60tU/XVvjl91246/lvwu7nyqbwzUp9LKb2gom4zwTOdN1K/Ef9Rvkb41SE76IyeMiiLbSWcIoD8Z8oUhiMjCpc+a6WaFtV6+TQ+6v5BjYK97SRYQt2G2q5ShPxOTZQ8RyEN5vDbM2OwZ4SA1iJZ7676kEkkKHm5yVb8fCdHweFjEaMMLvVuIinumzhPSm0pnFje+DuO2eE/O1X/b5XGJ26d26Orh2bHdl8GyEkfwgNmfTcSMFErE+/tn6flZGlxwyCWHI+glYWlYkeW4pCgcv2qUK42JeTdZnwWkhA57+eKCVXgQX2wKpKKtEX4Usa/efzMVFm17M2joi7NasatbFO1HI4DfeUUOtvCMsTJyvTfLm7schfYE9DteIB8OYI0FyYIXh4vi5HEIMSJVfJamUpp3OL+dOHTgc8LjonSf7rft6GT0n4tzmsuOW6ibhv71wcPpAXJrSIPBGsHNB6kuOi4UiOQToxrD8EnnclKXLaaUIoLfzbDxnR+Y+dSyIyeCKwEDUgC5LEyYNmKfFi01Bq5s3VQfSB0eCLcPK9UelrdUqMoOkivJT346/I4+Ahb60Ywa/ZwGR6MqLnpeXKvt78AN3pWTgmb4PnYB5qUmLFsb0QQjvRYeJhHD7E82C6zuAEbguHofKbSEqTmwxhA83HLy9CQpNYtGjbBNf/dTKe/8d34Y/J3hem4bSGbr1bYzt5ssN1a7YTj6shA1w18zKDKoX6l2a5cPy7y3yF4wBP4+IPUmE4idC2UyoKcktME5/8aJAaVmNq/wmsVMGCOQmsCkOg/bkiEVnW+a/maRDg8BwitFGsHLASQEI+cSy/8wkmQ2FOrABY2cpUWIrqlslEZEmpITexg/dhFzUL+Wypstn8wo68c9Je8DgOm3LY/efPcbFVOiWDiS17VfjY9GZPVh5eW7XDS4TbD+4YVHo16DrSumwU/mUpKEZJThE82S7c+eQcvPfGTzhIrnuj34BdxgOHdyT9yorlpKQEgeOCVfd7fKIbLdqYWNUkjg8aWRUMiZMX7VtERk+C+r1YQt/31UluEV6qhfd4ODRUc8hxyBJ7jk1KwDKt14TqkEI7h8+SJ4O3qpaJwrBkyyxUvAl+B/NXaCLONmDFQx9OFbBGBisMUUS/a4k+xyXFwBbrErkEoY9J/C+fPOLq2+2/bsfk84ahCVn73/nvj6F3o+v3t5tOxz8o9KtaGOU0hudfLYr5VK9erSJdocSxgqdx8QeZw3ASYRoRJNPW8Qx9YCsJ5GGJqs71ygRTUSCU90pzNjU5mCsUiapMFH9KG9eZ5u+5uo+HjyGEc+MkYq8SwDkK+7Jgy6f400KKN80pUJQM9kqwgF9EBLis3PwBZIVB/z17FdTciyAlg8Zp3g++bprFZu+63aEJgfYZX2c+Nr8kxlFaXIFvXlmMR/99EZLJEhaYeMbvU5rF4+Z7zsT9T5+PZuSREMoBM1jOe6BrpiVSs4I148LhsBmEaUkcZzSyKhgSJy/6dGmBdqQ0cIK0IYi2cTGIwCZuIcHH0Up2ax/RFkUGJdHcjd8XlwfTZB1NTIgwpl6bsZ3CMJ3bM4KVBXX+glfUIeFa7BNKWRAn9oVUsbLAKCJFoCZMPwNLSXkQr/v+w+Xo26slLrlmnHiv5xEcGsu48v8mYtLkPrjtr1P8r5n6WvBamk90tGXWbNcAABdrSURBVB2TTpMNOk84ahsXf5AKw0mEU07riTGn9wkbMipyGbQX4aCnWST49xvaye9rkTCtKgf6RLJEsjxdcvlo5Ow4LHINxLgQp/AK7/yXqxzl5Avrf2BymhjGeQsVxmFUYpxYnOba9iiKSggFQzTZMcp5YAsbJwfqj6M/huYJ0MW8MjPZvGo3yolBvvDedTj/8jEiMZ3Dh1JS43HhVePw/P+uQZOm8cQoovDQi5cinuJ9rRxOxWvWMZAhY7rifBovUQ+g/fbhNgmJeg6md/ddM1nkNAQpDeI+JudAQZgcLCPoBF83Wf9jE9ywuB0+TzLRRBEOGiA4DTmlC04Z2cl77rDz17ZwAlgVKQCR5hgwP6kr2OOhJXob0AKxXoNQX/Ywf/O/ZbjoijF4+Nk5GDCkgyiF7XDaMGhYJzz+/EWYffFIMXbihF6YddYgpb8E52DQX41H8O/30AOzEBsjK+KdcHgaF3+QIUknEVgQvf3J2ejWpzU+fesX5KhdHx0uG9p3bY6Lb5iA1u2b4P1XlmL7lkM4TFsFEzaz+1nHWNjifdfTc7D6t5348M2fsDstQxnCaQxkZa8hL0NCshuX/99pGDuxJ64efi9K2RITGxPcFTToNBbUFBYRo4lWwp7Uz4LG8T8c38kMQeROmIDzFvhhNdOgtO8DHmp+cGrJklQbF+07j4hXZG8KMdVi8oIYHG7f9nSM6tIcl143Xmyh0K5zKv77xV/wzYcrsOjrdSghDwUnOE89b6hQ+pi5SNQD6BVQszESEg0AvTq1wOv3z8Ern/6Kpat3kgyvGGqaut2YNKgrzjtrMNZvOIAvv1yL7OxCpIfpHCwEZKL7UIXZaReMwNSLT8Hct3/Gdx8sRzWXKqXvLJUUEsqhq2RAGTa+J669cxpWL9qC5++aW6dKpRGDFQED/hDEh45EYeDj0LqjyIvgIaORh/Pm+FwcXsUFK0LQC05A3r31kHjNhSp4CwXmfTdcNxFDh3TCZ5+vxnbiKw6HDaNHdcWZZw4SZcAl6gE8vHnCj2kgkArDSQYWNGf9aRTOumQkcjKI2FuUUBi98H3LA2eJv9998Bv+fefH5gfkihfECDgB98b7zxKx9aeSQMtbJTGBHVsPY92KXagmq3tXiqlkqxHPYf57vyD7UJ6Sd8CCeySTJ8uQJ68CUQnxR8QQxHOp8xp48kkB4fObgPcxmht7DLr3b4H0gkrkZRdzCrZgDsK7YGK9ckWbV9TRI7FJLC68frzYJOopargSVxihovbIhA4JiROBzm2a4om/zEAxGYsKyRqeGB8NNwu9KiZOSBAWbhZwz7/gReTmFRvLRKwscCgljeOQmtYdUjH72lMRQ0aWG26biutunYKCvBKsWLQZGQfyEEeeh1FT+qIpCbt87A+f/0E9Th0XEM4IxGAPsC6VTYPfXqLkZR3PHYCRE3vh1x82iTogkeS2RnMVqQjBPHvokI5ik6inqGlc/OGIzJQvvPAC2rdvD5fLhWHDhmHFihWm4+fOnYvu3buL8X369MG33357RJOVOLreBibMTZsnGFrqGafNGoJ+IzsLhcD4IPQ5bV1IEXjgP3/CpFmD/b5mi0fPvm1wwZVjcQlZ04eP6ea1jC+ft149LlFkNeHYDCLPQeQahFctxLEMDijOxspNWRk8mdlASamooGRWTUJcG4PveR0de7bGOwtuw93PzMHMi0bCVmOuLLA7vs9w/5AtiQaORuZyPlqQPKLhI9btRMvUBD9lIZAG3va3qUpvGiMeQUYkW04JXBR+NJ28Ck99dINQFvQ8KKlJHCafOwyX3Hw6zqIwTeZJmic267B5T4ijjsBnloW9PwK6JDc+dA7eWHoX/nTrVPQY2M5Uj2FeM2Zq/z92Ton6BU/j4g919jB8+OGHuOWWW/Dyyy8LZeHZZ5/F5MmTkZaWhtTU1KDxy5Ytw5w5c/DYY49h2rRpeO+99zBz5kysWbMGvXvLpJz6DA4xevC1K/D+8wvwNcVWFhcotbCbtU7CzMtGY/C4HnCTRSQ5te617Cu5pB7HmpLZxWInKkqCNtfUDqW8eIpLlBc8jh6wUOP0ioGwcHEFJu1vKcWUcrK0Ns5qpYlQrGm0caynUCR4X4Pv2AJ2OrnX+RqNmtRbbNE2C95/bn5Iq9Ts6yfCGa6MoETDQiQEvwExhKMBySNOHgwZ3AHPPHUhXn9zKdat2yc+s5I3YfSobpg1YyCS4t1oQkYpp8vAnG+CKg5POlJE0hDOaEygcegPPLbsURk0pjuSmyWI97Ovm4CJ5wzB1RMfRxmFlwYWH+GCIbEJ0Zg0e9iRn1Si/sHTuPhDnRu3sZIwZMgQPP/88+I9Nyhp06YN/u///g933HFH0PjzzjsPJSUl+Prrr72fDR8+HP379xdKRySQjXlOPKoovCjjQK4gbM3bJAvr0B/Bm498ho+enadUlrATM9Gau5EQr78lWdCvJWXBqzDwZzFuWBx2Q6VBE/JF7wW3S+0JQR6MElJ2uAyrDkJhYDidsHDfBZ2CoR5MCZfSl2FVcQZZzP7v8fODlIj/3P8pvnrzJ3GdNP7Dz8isq8fjirtmmCo6Eg2wMU/yZRR2ba4EVtdWYkHuGydN47bjzSMkf6gfyKXwoqLCMiQnxyKOe+b8AZTQceYMvEfwnWMCLuWq0X+CoPuB3mH2aEeSHM1EPoCuu2NdeOaLm9C2S3O/z3dsPIB7L38FeVlFouCF1seBPSsPvnEV2ndrcWTrkThqkPzhKHkYKskau3r1avz973/3fsaC48SJE/Hrr78a7sOfs0dCD/ZIfP755yHPU1FRITb9DyhxYmGn8KLWHYM9SEeKKZeMwUfPfOerWsEBpexoYMWA8wrYQ0ACeC2XSQ1wDXtKy2CxkWLB+RM6Qq0J+vw97yv+qogiT0Ag6dfGW+heE30gSHERvSL4c2YWPC9SJvQMgT0Kl9w2DbOuHW/oor+eXNAzLx+LRZ+tQm5mobCuTaTQrmZtmvzBKyZRH+EhDxlv4cacLDgePELyh/qJ5KQYsR0NxMRHY/zZg/HD3BXecqVHBANhXuS2BRi8nNF2VJZV+lv+mReYKQwhbK3dB7TDTf+YE6QsMDr3bo23fr4Hy+ZvwKYVu8Tc+lKY6vCJvWWZ7EYITyPjD3VSGLKzs0l2q0GzZv5txPn91q1bDfdJT083HM+fhwKHLz3wwAN1mZpEAwML0P/31EX4183vKA1vWDhXTfKeomJjQq+BiHhNQRGiOJTI5fR5BTgXghOPA4i8CBs6exiWfhbAfLRKSrwvKyWBMauskKjHtdIxhk/ph7/++9KwiWktOzTFRbdMOZLLItHQIFxIjcfl/EdxPHiE5A8nB664c7ooRX1wV2b4/kGRPHeiBil7FnQNRAnMf8ZO7Yf5c1cGjFcLZBg8v+JjPqDOG92EvATXPXA2TiE+Ec74NnbaALFJNHJ4Ghd/qJdVktg6pbc4sYeBXdoSjQtTLh2DluS1mPvc91izaJNgCq26tEDGrsOoKjHupeCl1rU18JCSYSGhvpbLqAaEG+mHzrjuNJz31+nYumonMvfn+CkNCt9QmAcn7vEc2FV85jUTMZqUjH1bD8FB1qeB43oioUnsUVy9RKOAIPaNhyE0BEj+cHIgLjEGz3x+Ez5/7Ud8/c4vyM8ugsNlR4u2TbB3W7ryXIUL8dS+ppBTo7FM8zm/Ys71E5RS1o9+7eUDSuM5m69Mt9AflIqALdo3xU1Pno888iKXFpcL73uvoR1lyKlEo+YPdVIYUlJSKOzCiowMpb6+Bn7fvHmw+43Bn9dlPMNJYSC8STR+9BvdXWwc58yCvI0IdMa+bFw94DaUFaldmzVCr70mFx6H/1z9z4vI2h+NnsM6Y/X83/Ha3R+KPAL+jgk+H3PqVRNw5SPnkxJgxb8W34v3//EVvn/rR5SRQiLK0k3qi/NvnSYSug/uSIc7LhrDyEKUmKLEmvcY3OEEXh2Jeg/2SlnCVFMJV1avEeF48AjJH04ecGjShTefLjbOZ9C627/++Ff4+KVFxjupfOKUM/qh/6iuSEqJQ7seLfHYn9/Frq2H/XIHuHT1vS9dimatknDWZWPQnDzfH/1nMbaqCdxJTeMx/eKRGEPH+v3nNFRWVKNjz5boM7yzVA4kTjr+UCeFweFwYNCgQVi4cKGodMRgoYzf33jjjYb7jBgxQnx/0003eT/74YcfxOcSEvo4Zy2RulnbFHyS8V9c2vUv5BHI9a9SpMb73ffxXzFiuq+Ma7vuLTHhglFY/OEyUjhykJASi3HnDkfz9r68i0Qi/tc9eSGufPg8FOYWi8S0aNq8IOVBQqIu4ERJj6XxxKj+UUgeIXGswKE8Gq74+wxRfOP5oD5BirW2N1n7b/vXxcIjoeH5L/6CDSt2Yc3P24VhqXu/thg2vodf7sCIib3EVlRQSgpKDRKSY7ylwFu1T5E/rsRJzR/qHJLEoUKXXnopBg8ejKFDh4qyqlzh4rLLLhPfX3LJJWjVqpWIM2X85S9/wdixY/HUU09h6tSp+OCDD7Bq1Sr897//PborkWhUsNls+N/O5/HD2z/i/Sc+Q/ruLHIdO0Quwqybp6FD77ZB+ySQJWnmDZMjYjxNmstOmBJHAY3M5Xw0IHmExPHA1ItGYcipPfHG419j+YKNohQr54+dSZ6C02YP81MwGOxR7jusk9jCgZvISUj8YXgaF3+os8LAJfCysrJw7733iqQ0Ln03b948b9Lavn37/Epujhw5UvReuPvuu3HnnXeiS5cuovqF7MEgEQ5M4CddOk5sEhL1EiLWufEwhKMBySMkjhdSWyXj9ucukRdcon6itnHxhzr3YTgRkHW2JSQk6hM90Y4x3nEubBbzplTVniosqpx70vRhON6Q/EFCQqI+0ZPCRsof6mWVJAkJCYmGAK6Y4gljQWoANhkJCQkJiaMMTyPjD1JhkJCQkDhSiIS1MElrDSipTUJCQkLiKMHTuPhDg1AYNA2M3TwSEhISfwQaHTkalp2qmnJ4YF4WrxrcyVziWEHyBwkJiaMFyR8auMJQVFQk/srmbRISEkeTrnCc6ZGWD+U+AT+nfxvReB7L+0gcfUj+ICEhcSzoiuQPDTDpmXs9HDp0CHFxcWGbpbB2yIrF/v37630CSTjItdQ/yN+k4f8uTPKYGbRs2dKvoltdUV5ejsrKyojGsrLgcul6fkicEP7AkM9w/YP8TeonGsvvIvnDSeRhYKbeunXrOu3DN3dDvsH1kGupf5C/ScP+XY7UcqQHKwBSCWiY/IEhn+H6B/mb1E80lt9F8oc/hiM3r0lISEhISEhISEhINHpIhUFCQkJCQkJCQkJC4uRRGJxOJ+677z7xt6FDrqX+Qf4m9RON6XeROLZoTPdKY1lLY1kHQ66l/qEx/SYnEg0i6VlCQkJCQkJCQkJC4sSg0XkYJCQkJCQkJCQkJCSOHqTCICEhISEhISEhISEhFQYJCQkJCQkJCQkJibpDehgkJCQkJCQkJCQkJBqXwvDCCy+gffv2omnSsGHDsGLFCtPxc+fORffu3cX4Pn364Ntvvz1OMz26a3nllVcwevRoJCUliW3ixIlh116ffxcNH3zwgejQOnPmzGM8w2Ozjvz8fNxwww1o0aKFqMLQtWvXenOP1XUtzz77LLp164bo6GjR4fPmm28WHY1PJJYuXYrp06eLzsx8n3z++edh91myZAkGDhwofo/OnTvjzTffPA4zlagvaCw8QvKH+scfGhOPaAz8gSF5xHECV0lqSCDi4XE4HJ7XX3/ds2nTJs9VV13lSUxM9GRkZBiO/+WXXzxWq9Xz5JNPejZv3uy5++67PXa73bNhw4bjPPM/vpYLLrjAQw+4Z+3atZ4tW7Z4/vSnP3kSEhI8Bw4cOM4z/+Nr0bB7925Pq1atPKQIec4888zjNNujt46KigrP4MGDPWeccYbn559/FushYdWzbt264zzzP76Wd99910PMTPzldXz//fceYnAeYgrHeeb+IMbqueuuuzyffvopV3TzfPbZZ6bjd+3a5XG73Z5bbrlFPPPPPfecoAHz5s07TjOWOJFoLDxC8of6xx8aE49oLPyBIXnE8UGDUxiGDh3qIU3d+76mpsZDlkfPY489Zjh+9uzZnqlTp/p9Rpq055prrjmm8zwWawlEdXW1Jy4uzvPWW28dqyke07Xw/EeOHOl59dVXPZdeemm9YAh1XcdLL73k6dixo6eysvJ4TfGYrYXHjh8/3u8zFrpPOeWUYzrPuiASheG2227z9OrVy++z8847zzN58uRjOTWJeoLGwiMkf6h//KEx8YjGyB8YkkccOzSokCR64LB69WoRiqMhKipKvP/1118N9+HP9eMZJDiEHF+f1xKI0tJSVFVVITk5+VhN85iu5cEHH0RqaiquuOKK4zHNY7KOL7/8EiNGjBDu5mbNmqF379549NFHQcT3eE37qK2FmLPYR3NLk6VeuM3JMnZc5ny0UF+feYljj8bCIyR/qH/8oTHxiJOZP9TXZ74hwHaiJ1AXZGdni4eMHzo9+P3WrVsN90lPTzccz583tLUE4vbbbxdx3YE3fkNYC7lm8dprr4HcssdjisdsHUw0Fy1ahAsvvFAQzx07duD6668Xihx3lmxIa6GQN7HfqFGj2PMI8gDh2muvxZ133nk8pnzUEOqZLywsRFlZmYi/lWicaCw8QvKH+scfGhOPOJn5A0PyiCNDg/IwSPjw+OOPi2QwCs8QCUsNCUVFRbj44otFEndKSsqJns4fQm1trbCC/fe//8WgQYNAoS+466678PLLL5/oqdUZnCjMlq8XX3wRa9aswaeffopvvvkGDz300ImemoSERB0g+UP9QWPhEZI/SDQoDwMLl1arFRkZGX6f8/vmzZsb7sOf12V8fV6Lhn/+85+CISxYsAB9+/Y9ltM8JmvZuXMn9uzZIyrf6Ikqw2azIS0tDZ06dTq2kz5KvwlXvbDb7WI/DT169BAWDHb7OhyOYzrno7mWe+65RyhyV155pXjP1WJKSkpw9dVXCwbHLuuGgFDPfHx8vPQuNHI0Fh4h+UP94w+NiUeczPyBIXnEkaHh/MIEfrBYQ1+4cKEfIeH3HCNoBP5cP57xww8/hBxfn9fCePLJJ4XFd968eRg8ePDxmOpRXwuXL9ywYYNwN2vbjBkzcOqpp4rXXK6tofwmp5xyinAxawyNsW3bNsEkTpSycKRr4ZyYQKKvMTl2QTcU1NdnXuLYo7HwCMkf6h9/aEw84mTmD/X1mW8QOHb51MeuFBiX9nrzzTdFCTzSbkUpMNLWxfekAXvuuOMOv5J5ZJXwkFVelCKlmMF6UTLvSNZCXgVRBu3jjz/2HD582LtRiM+JWsIRryUQ9aUKRl3XsW/fPlGp6sYbb/SQ5cvz9ddfe8j97Hn44YdP1BKOeC38bPBa3n//fVGadP78+R6y5IkqMicSfH9zKWHemGQ9/fTT4vXevXvF97wGXktgWdW//e1v4pnnUsSyrOrJg8bCIyR/qH/8oTHxiMbCHxiSRxwfNDiFgcF11du2bSuEZy4N9ttvv3m/Gzt2rCAuenz00Ueerl27ivFcbpHiso/3lI/KWtq1aycEpsCNH+SG+LvUV4ZQ13UsW7ZMlGFk4svl8x555BFRMrahraWqqspz//33Cybgcrk8ZMnzXH/99Z68vLwTMXUvFi9ebHjfa3Pnv7yWwH369+8v1s2/yRtvvHEipi5xgtBYeITkD/WPPzQmHtEY+AND8ojjAwv/c4KcGxISEhISEhISEhIS9RwNKodBQkJCQkJCQkJCQuL4QioMEhISEhISEhISEhJSYZCQkJCQkJCQkJCQqDukh0FCQkJCQkJCQkJCQioMEhISEhISEhISEhJ1h/QwSEhISEhISEhISEiEhFQYJCQkJCQkJCQkJCSkwiAhISEhISEhISEhUXdID4OEhISEhISEhISEhFQYJCQkJCQkJCQkJCTqDulhkJCQkJCQkJCQkJCQCoOEhISEhISEhISERN3x/+jU+vbL1WAyAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# setting the seed\n",
|
|
"torch.manual_seed(seed)\n",
|
|
"\n",
|
|
"grid2 = circle_grid(1500) # triple number of points\n",
|
|
"input_data2 = torch.zeros(size=(1, 1, grid2.shape[0], 3))\n",
|
|
"input_data2[0, 0, :, :-1] = grid2\n",
|
|
"input_data2[0, 0, :, -1] = torch.sin(pi *\n",
|
|
" grid2[:, 0]) * torch.sin(pi * grid2[:, 1])\n",
|
|
"\n",
|
|
"# get the hidden representation from original input\n",
|
|
"latent = net.encoder(input_data)\n",
|
|
"\n",
|
|
"# upsample on the second input_data2\n",
|
|
"output = net.decoder(latent, input_data2).detach()\n",
|
|
"\n",
|
|
"# show the picture\n",
|
|
"fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(8, 3))\n",
|
|
"pic1 = axes[0].scatter(grid2[:, 0], grid2[:, 1], c=input_data2[0, 0, :, -1])\n",
|
|
"axes[0].set_title(\"Real\")\n",
|
|
"fig.colorbar(pic1)\n",
|
|
"plt.subplot(1, 2, 2)\n",
|
|
"pic2 = axes[1].scatter(grid2[:, 0], grid2[:, 1], c=output[0, 0, :, -1])\n",
|
|
"axes[1].set_title(\"Up-sampling\")\n",
|
|
"fig.colorbar(pic2)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "2cbf14b5",
|
|
"metadata": {},
|
|
"source": [
|
|
"As we can see we have a very good approximation of the original function, even thought some noise is present. Let's calculate the error now:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"id": "ab505b75",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"l2 error: 8.49%\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(f'l2 error: {l2_error(input_data2[0, 0, :, -1], output[0, 0, :, -1]):.2%}')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "465cbd16",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Autoencoding at different resolutions\n",
|
|
"In the previous example we already had the hidden representation (of the original input) and we used it to upsample. Sometimes however we could have a finer mesh solution and we would simply want to encode it. This can be done without retraining! This procedure can be useful in case we have many points in the mesh and just a smaller part of them are needed for training. Let's see the results of this:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "75ed28f5",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 800x300 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"l2 error: 8.59%\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# setting the seed\n",
|
|
"torch.manual_seed(seed)\n",
|
|
"\n",
|
|
"grid2 = circle_grid(3500) # very fine mesh\n",
|
|
"input_data2 = torch.zeros(size=(1, 1, grid2.shape[0], 3))\n",
|
|
"input_data2[0, 0, :, :-1] = grid2\n",
|
|
"input_data2[0, 0, :, -1] = torch.sin(pi *\n",
|
|
" grid2[:, 0]) * torch.sin(pi * grid2[:, 1])\n",
|
|
"\n",
|
|
"# get the hidden representation from finer mesh input\n",
|
|
"latent = net.encoder(input_data2)\n",
|
|
"\n",
|
|
"# upsample on the second input_data2\n",
|
|
"output = net.decoder(latent, input_data2).detach()\n",
|
|
"\n",
|
|
"# show the picture\n",
|
|
"fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(8, 3))\n",
|
|
"pic1 = axes[0].scatter(grid2[:, 0], grid2[:, 1], c=input_data2[0, 0, :, -1])\n",
|
|
"axes[0].set_title(\"Real\")\n",
|
|
"fig.colorbar(pic1)\n",
|
|
"plt.subplot(1, 2, 2)\n",
|
|
"pic2 = axes[1].scatter(grid2[:, 0], grid2[:, 1], c=output[0, 0, :, -1])\n",
|
|
"axes[1].set_title(\"Autoencoder not re-trained\")\n",
|
|
"fig.colorbar(pic2)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# calculate l2 error\n",
|
|
"print(\n",
|
|
" f'l2 error: {l2_error(input_data2[0, 0, :, -1], output[0, 0, :, -1]):.2%}')\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "8e720e55",
|
|
"metadata": {},
|
|
"source": [
|
|
"## What's next?\n",
|
|
"\n",
|
|
"We have shown the basic usage of a convolutional filter. There are additional extensions possible:\n",
|
|
"\n",
|
|
"1. Train using Physics Informed strategies\n",
|
|
"\n",
|
|
"2. Use the filter to build an unstructured convolutional autoencoder for reduced order modelling\n",
|
|
"\n",
|
|
"3. Many more..."
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"interpreter": {
|
|
"hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49"
|
|
},
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.9.7"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|