From f3fcb92e5f9cad7a3781b162245ae3b91ca10b59 Mon Sep 17 00:00:00 2001 From: Christos Athanasiadis Date: Mon, 4 Apr 2022 18:09:09 +0200 Subject: [PATCH 1/8] GDL --- docs/index.rst | 3 +- ...tutorial1_regular_group_convolutions.ipynb | 5099 +++++++++++++++++ 2 files changed, 5101 insertions(+), 1 deletion(-) create mode 100644 docs/tutorial_notebooks/DL2/Geometric_deep_learning/tutorial1_regular_group_convolutions.ipynb diff --git a/docs/index.rst b/docs/index.rst index 057eee9..515a943 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -121,5 +121,6 @@ This is the first time we present these tutorials during the Deep Learning cours .. toctree:: :caption: Deep Learning 2 :maxdepth: 2 - + + tutorial_notebooks/DL2/Geometric_deep_learning \ No newline at end of file diff --git a/docs/tutorial_notebooks/DL2/Geometric_deep_learning/tutorial1_regular_group_convolutions.ipynb b/docs/tutorial_notebooks/DL2/Geometric_deep_learning/tutorial1_regular_group_convolutions.ipynb new file mode 100644 index 0000000..f037bd1 --- /dev/null +++ b/docs/tutorial_notebooks/DL2/Geometric_deep_learning/tutorial1_regular_group_convolutions.ipynb @@ -0,0 +1,5099 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "tutorial1-regular-group-convolutions.ipynb", + "provenance": [], + "collapsed_sections": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "5e40eff46555437aa10290cd44b0d535": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_a49e5ba3fa884acc8242f8b489e4fd0a", + "IPY_MODEL_c7d8e2d6a38d48c687bc75514feda04d", + "IPY_MODEL_44c0f0e0e3224c81bc4e411ec82bd059" + ], + "layout": "IPY_MODEL_87d825f1c9bc4ae6ad3d352d92037ace" + } + }, + "a49e5ba3fa884acc8242f8b489e4fd0a": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_f6846fa30c83465f88d9f1144c73758c", + "placeholder": "​", + "style": "IPY_MODEL_e6a4069e17c64422842281c77e8e4c38", + "value": "" + } + }, + "c7d8e2d6a38d48c687bc75514feda04d": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_243aca878e0a413286f5da774116ef56", + "max": 9912422, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_55a3ca917beb4d3a89a9935173224905", + "value": 9912422 + } + }, + "44c0f0e0e3224c81bc4e411ec82bd059": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_3ee7adbc35b74f9d9aa6581faac54ad2", + "placeholder": "​", + "style": "IPY_MODEL_742978e6199e4dc39e468924fc20e627", + "value": " 9913344/? 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"metadata": { + "id": "zO-IyJczdfAm" + } + }, + { + "cell_type": "markdown", + "source": [ + "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/gist/david-knigge/ba9504c21c7bd90076ea678c7b8df646/tutorial1-regular-group-convolutions.ipynb#scrollTo=AYDxPVnyrnWe)\n", + "\n", + "# **0. Introduction**\n", + "In this notebook, we will be implementing regular group convolutional networks from scratch, only making use of `pytorch` primitives. The goal is to get familiar with the practical considerations to take into account when actually implementing these convolutional networks. Questions and feedback may be forwarded to David Knigge; d.m.knigge@uva.nl.\n", + "\n", + "If you'd like a refresher of the lecture, here we give a brief overview of the operations we are going to work with / implement. These will be treated more extensively below. For simplicity of notation, here we assume each CNN layer consists of only a single channel.\n", + "\n" + ], + "metadata": { + "id": "AYDxPVnyrnWe" + } + }, + { + "cell_type": "markdown", + "source": [ + "## **0.1 Brief recap on CNNs**\n", + "Conventional CNNs make use of the convolution operator, here defined over $\\mathbb{R}^2$ for a signal $f:\\mathbb{R}^2 \\rightarrow \\mathbb{R}$ and a kernel $k: \\mathbb{R}^2 \\rightarrow \\mathbb{R}$ at $\\mathbf{x}\\in \\mathbb{R}^2$:\n", + "\n", + "$$\n", + "(f * k) (\\mathbf{x}) = \n", + " \\int_{\\mathbb{R}^2} f(\\tilde{\\mathbf{x}})k(\\tilde{\\mathbf{x}} - \\mathbf{x}) \\text{d}\\tilde{\\mathbf{x}},\n", + "$$\n", + "\n", + "As we can see, the convolution operation comes down to an inner product of the function $f$ and a shifted kernel $k$. \n", + "\n", + "> Sidenote: In reality CNNs implement a discretised version of this operation;\n", + "$$\n", + "\\begin{aligned}\n", + "(f*k) (\\mathbf{x}) &= \\sum_{\\mathbf{\\tilde{x}} \\in \\mathbb{Z}^2} f(\\mathbf{\\tilde{x}})k(\\mathbf{x}-\\mathbf{\\tilde{x}})\\Delta\\mathbf{\\tilde{x}}\\\\\n", + "&= \\sum_{\\mathbf{\\tilde{x}} \\in \\mathbb{Z}^2} f(\\mathbf{\\tilde{x}})k(\\mathbf{x}-\\mathbf{\\tilde{x}})\n", + "\\end{aligned}\n", + "$$\n", + "Where above, since pixels in an image are generally evenly spaced, we set $\\Delta \\mathbf{\\tilde{x}}=1$. For this recap we stay in the continuous domain for simplicity.\n", + "\n", + "In convolution layers, like PyTorch's `Conv2D` implementation, the above operation is carried out for every $\\mathbf{x} \\in \\mathbb{Z}^2$ (limited of course to the domain over which the image is defined). Because the same set of weights is used throughout the input, the output of this operation is [equivariant](https://en.wikipedia.org/wiki/Convolution#Translational_equivariance) to transformations from the translation group $\\mathbb{R}^2$. Furthermore $f,k$ usually consist of a number of channels, which are all summed over.\n", + "\n", + "\n", + "In this tutorial, we will use PyTorch's `torch.nn.functional.conv2d()` function to perform this integration operation at every position in input feature map. This saves us having to implement the convolution operation ourselves.\n" + ], + "metadata": { + "id": "KtmyGOIwdjvO" + } + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "## **0.2 Brief recap on GCNNs**\n", + "In regular group convolutions, the goal is to have a CNN of which are not only equivariant to translations $\\mathbb{R}^2$, but which are also equivariant to another (usually broader) group of interest $G$. We focus specifically on groups which are combinations of translations $\\mathbb{R}^2$ and some group of interest $H$. In this tutorial we keep to the group of 90 degree rotations in 2D; the [Cyclic group](https://en.wikipedia.org/wiki/Cyclic_group) of order 4 $H=C_4$. \n", + "\n", + "We will operate on 2D images, generally defined on $\\mathbb{R}^2$, as such, the first step in constructing a network which can track under which _pose_ (read: transformation from a group $G=\\mathbb{R}^2\\rtimes H$) a feature in the input occurs, we need to transfer our signal to a domain in which the same feature under a different pose is disentangled. This happens through _the lifting convolution_, which maps features in our input signal $f_{in}:\\mathbb{R}^2\\rightarrow \\mathbb{R}$ to a feature map on the group $f_{out}:G\\rightarrow \\mathbb{R}$. For a signal and kernel $f,k$ both defined on $\\mathbb{R}^2$, and a group element $g=(\\boldsymbol{x}, h) \\in G=\\mathbb{R}^2 \\rtimes H$:" + ], + "metadata": { + "id": "iWczmQm_dlEh" + } + }, + { + "cell_type": "markdown", + "source": [ + "$$\n", + "(f *_{\\text{lifting}} k) (g) = \n", + "\\int_{\\mathbb{R}^2} f(\\tilde{\\mathbf{x}})k_h(\\tilde{\\mathbf{x}} - \\mathbf{x}) \\,{\\rm d}\\tilde{\\mathbf{x}}.\n", + "$$" + ], + "metadata": { + "id": "2lca3YF0aQEu" + } + }, + { + "cell_type": "markdown", + "source": [ + "Where $k_h$ is the kernel $k:\\mathbb{R}^2 \\rightarrow \\mathbb{R}$ transformed under the regular representation $\\mathcal{L}_h$ of a group element $h \\in H$; $k_h = \\frac{1}{| h|}\\mathcal{L}_{h}[k]$.\n", + "\n", + "> Sidenote:\n", + "The factor $\\frac{1}{| h|}$, with $|h|$ the determinant of the matrix representation of $h$ in $\\mathbb{R}^2$, accounts for a possible change in volume on $\\mathbb{R}^2$ that $h$ might have. Working with the cyclic group, we don't encounter this problem (the determinant of a rotation matrix is 1, volumes are invariant to rotations on $\\mathbb{R}^2$), but if you'd like to implement equivariance to for example the dilation group, this becomes important.\n", + "\n", + "Next, now that we have a feature map defined on the group; $f_{out}:G\\rightarrow \\mathbb{R}$, we apply group convolutions, extending the convolution operation to an integral over the entire group $G$;\n", + "\n", + "$$\n", + "\\begin{aligned}\n", + "(f *_{\\mathrm{group}} k) (g) &=\\int_G f(\\tilde{g})k(g^{-1} \\cdot \\tilde{g}) {\\rm d}\\tilde{g} \\\\\n", + "&=\\int_{\\mathbb{R}^2}\\int_H f(\\tilde{\\mathbf{x}}, \\tilde{h})\\mathcal{L}_{x}\\mathcal{L}_{h}k(\\tilde{\\mathbf{x}}, \\tilde{h})\\dfrac{1}{|h|} \\,{\\rm d}\\mathbf{\\tilde{x}}\\,{\\rm d}\\tilde{h}\\\\\n", + "&=\\int_{\\mathbb{R}^2}\\int_H f(\\tilde{\\mathbf{x}},\\tilde{h})k({h^{-1}}(\\tilde{\\mathbf{x}}-\\mathbf{x}), h^{-1}\\cdot \\tilde{h})\\dfrac{1}{|h|} \\,{\\rm d}\\mathbf{\\tilde{x}}\\,{\\rm d}\\tilde{h}.\n", + "\\end{aligned}\n", + "$$\n", + "\n", + "The main difference with the lifting convolution is that the signal and kernel $f,k$ are both functions on $G$;$G\\rightarrow \\mathbb{R}$, and the integral reflects this by extending over the entire group $G$. Other than that, there is little difference!\n", + "\n", + "After a number of such group convolutional layers, we will want to ultimately obtain a representation that is invariant to the group action. We can do this by performing a projection which collapses our function defined over $G$ to a single point, with an operation that is invariant to the group action (summing, averaging, max, min).\n", + "\n", + "After this short refresher, let's get to coding!" + ], + "metadata": { + "id": "HTLw8ePqgyxs" + } + }, + { + "cell_type": "markdown", + "source": [ + "## **0.3 Installing and importing some useful packages**\n", + "\n", + "Here we install and import some libraries that we will use throughout this tutorial. We use the `pytorch` as our deep learning framework of choice. Note that for ease of model training and tracking, we additionally make use of `pytorch-lightning`. Although the specifics of this package aren't the focus of this tutorial, if you'd like a refresher please have a look at this excellent [Deep Learning 1 tutorial by Phillip Lippe](https://uvadlc-notebooks.readthedocs.io/en/latest/tutorial_notebooks/tutorial5/Inception_ResNet_DenseNet.html#PyTorch-Lightning)." + ], + "metadata": { + "id": "72vYQ4jfrNuM" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true, + "id": "b2NkeEdPqwBc", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "6b0a1785-3d5c-4bae-822d-41ddea927570" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\u001b[K |████████████████████████████████| 527 kB 6.3 MB/s \n", + "\u001b[K |████████████████████████████████| 952 kB 50.4 MB/s \n", + "\u001b[K |████████████████████████████████| 596 kB 43.0 MB/s \n", + "\u001b[K |████████████████████████████████| 134 kB 33.6 MB/s \n", + "\u001b[K |████████████████████████████████| 829 kB 42.4 MB/s \n", + "\u001b[K |████████████████████████████████| 398 kB 40.0 MB/s \n", + "\u001b[K |████████████████████████████████| 1.1 MB 47.3 MB/s \n", + "\u001b[K |████████████████████████████████| 144 kB 48.2 MB/s \n", + "\u001b[K |████████████████████████████████| 94 kB 3.0 MB/s \n", + "\u001b[K |████████████████████████████████| 271 kB 46.8 MB/s \n", + "\u001b[?25h Building wheel for future (setup.py) ... \u001b[?25l\u001b[?25hdone\n", + "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", + "tensorflow 2.8.0 requires tf-estimator-nightly==2.8.0.dev2021122109, which is not installed.\n", + "datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.\u001b[0m\n", + "--2022-03-24 16:18:16-- https://raw.githubusercontent.com/david-knigge/uvadlc2-tutorial-1-regular-group-convolutions/main/4.2.07.tiff\n", + "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n", + "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 786572 (768K) [image/tiff]\n", + "Saving to: ‘paprika.tiff’\n", + "\n", + "paprika.tiff 100%[===================>] 768.14K --.-KB/s in 0.03s \n", + "\n", + "2022-03-24 16:18:17 (22.2 MB/s) - ‘paprika.tiff’ saved [786572/786572]\n", + "\n", + "--2022-03-24 16:18:17-- https://raw.githubusercontent.com/david-knigge/uvadlc2-tutorial-1-regular-group-convolutions/main/cnn-pretrained.ckpt\n", + "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n", + "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 418817 (409K) [application/octet-stream]\n", + "Saving to: ‘./saved_models/cnn-pretrained.ckpt’\n", + "\n", + "./saved_models/cnn- 100%[===================>] 409.00K --.-KB/s in 0.02s \n", + "\n", + "2022-03-24 16:18:17 (17.4 MB/s) - ‘./saved_models/cnn-pretrained.ckpt’ saved [418817/418817]\n", + "\n", + "--2022-03-24 16:18:17-- https://raw.githubusercontent.com/david-knigge/uvadlc2-tutorial-1-regular-group-convolutions/main/gcnn-pretrained.ckpt\n", + "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n", + "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 442080 (432K) [application/octet-stream]\n", + "Saving to: ‘./saved_models/gcnn-pretrained.ckpt’\n", + "\n", + "./saved_models/gcnn 100%[===================>] 431.72K --.-KB/s in 0.02s \n", + "\n", + "2022-03-24 16:18:18 (18.0 MB/s) - ‘./saved_models/gcnn-pretrained.ckpt’ saved [442080/442080]\n", + "\n" + ] + } + ], + "source": [ + "# Uncomment the following line if you are running this notebook locally to install the required packages. On Google Colab\n", + "# these packages are preinstalled!\n", + "\n", + "# !pip3 install matplotlib torch==1.11.0+cu113 torchvision==0.12.0+cu113 torchaudio==0.11.0+cu113 -f https://download.pytorch.org/whl/cu113/torch_stable.html pytorch-lightning==1.4\n", + "\n", + "# PyTorch Lightning isn't preinstalled on Google Colab. Let's install it.\n", + "try:\n", + " import pytorch_lightning as pl\n", + "except ModuleNotFoundError: # Google Colab does not have PyTorch Lightning installed by default. Hence, we do it here if necessary\n", + " !pip3 install pytorch-lightning==1.4 --quiet\n", + " import pytorch_lightning as pl\n", + "\n", + "\n", + "# Download an image that we will use throuhgout this notebook in examples\n", + "!wget -O paprika.tiff https://raw.githubusercontent.com/david-knigge/uvadlc2-tutorial-1-regular-group-convolutions/main/4.2.07.tiff\n", + "\n", + "# Download pretrained models\n", + "!mkdir saved_models\n", + "!wget -O ./saved_models/cnn-pretrained.ckpt https://raw.githubusercontent.com/david-knigge/uvadlc2-tutorial-1-regular-group-convolutions/main/cnn-pretrained.ckpt\n", + "!wget -O ./saved_models/gcnn-pretrained.ckpt https://raw.githubusercontent.com/david-knigge/uvadlc2-tutorial-1-regular-group-convolutions/main/gcnn-pretrained.ckpt" + ] + }, + { + "cell_type": "code", + "source": [ + "## Standard libraries\n", + "import os\n", + "import numpy as np\n", + "from PIL import Image\n", + "from types import SimpleNamespace\n", + "\n", + "## Imports for plotting\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "\n", + "## PyTorch\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.utils.data as data\n", + "import torch.optim as optim\n", + "## Torchvision\n", + "import torchvision\n", + "from torchvision.datasets import MNIST\n", + "from torchvision import transforms\n", + "## PyTorch Lightning\n", + "import pytorch_lightning as pl\n", + "from pytorch_lightning.callbacks import LearningRateMonitor, ModelCheckpoint" + ], + "metadata": { + "id": "3XblvSZl_ie9" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Path to the folder where the datasets are be downloaded (e.g. MNIST)\n", + "DATASET_PATH = \"./data\"\n", + "# Path to the folder where the pretrained models are saved\n", + "CHECKPOINT_PATH = \"./saved_models/\"\n", + "\n", + "# Ensure that all operations are deterministic on GPU (if used) for reproducibility\n", + "torch.backends.cudnn.determinstic = True\n", + "torch.backends.cudnn.benchmark = False\n", + "\n", + "device = torch.device(\"cuda:0\") if torch.cuda.is_available() else torch.device(\"cpu\")" + ], + "metadata": { + "id": "z425x_sC_-U_" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "# **1. Group theory**\n", + "\n", + "### **1.1 What is a group?**\n", + "To start off, we recap some of the group theoretical preliminaries that we saw in the first lecture of this module. Recall that a group is defined by a tuple $(G, \\cdot)$, where $G$ is a set of group elements and $\\cdot$ the binary group action which tells us how elements $g \\in G$ combine. The group action $\\cdot$ needs to satisfy:\n", + "\n", + "\n", + "1. Closure. $G$ is closed under $\\cdot$; for all $g_1, g_2 \\in G$ we have $g_1 \\cdot g_2 \\in G$.\n", + "2. Identity. There exists an identity element $e$ s.t. for each $g \\in G$, we have $e \\cdot g = g \\cdot e = g$.\n", + "3. Inverse. For every element $g \\in G$ we have an element $g^{-1} \\in G$, s.t. $g \\cdot g^{-1} = e$.\n", + "4. Associativity. For every set of elements $g_1, g_2, g_3 \\in G$, we have ($g_1 \\cdot g_2) \\cdot g_3 = g_1 \\cdot (g_2 \\cdot g_3) $.\n", + "\n", + "The group can have an action on functions defined on $\\mathbb{R}^2$, which we can instantiate through the *regular representation* $\\mathcal{L}_g^{\\mathbb{G}\\rightarrow \\mathbb{R}^2}$. For simplicity, we write $\\mathcal{L}_g$. It is given by:\n", + "\n", + "$$\n", + "\\mathcal{L}_g f (\\mathbf{x}) = f(g^{-1} \\cdot \\mathbf{x})\n", + "$$\n", + "\n", + "Where we write the action of $g^{-1}$ on $x$ as $g^{-1}\\cdot \\mathbf{x}$. This is where the regular group convolution gets its name; because of its use of the regular representation to transform the kernels $k$ used throughout the network.\n", + "\n" + ], + "metadata": { + "id": "2B-vdYs-r4qR" + } + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "\n", + "\n", + "### **1.2 Implementing a group in python**\n", + "\n", + "Let's start out with a baseclass in which we outline which functions we are going to need when working with groups in our setting. As we're going to use `torch` in our implementation of group convolutional neural networks, let us implement the group as a `torch` module as well.\n", + "\n", + "We first specify a base class `GroupBase` in which we specify all necessary properties and operations that we need in our treatment of group convolutional neural networks. The idea is that in our implementation of group convolutions, implementing these functions is necessary and sufficient for extending group convolutional neural networks to other groups. In other words; if you'd like to implement group convolutions equivariant to a new group you find interesting, just inherit this baseclass, implement its methods, and you're good to go. (In practice this only faithfully works for discrete, compact groups)." + ], + "metadata": { + "id": "TUcTj5AJ7Eeb" + } + }, + { + "cell_type": "code", + "source": [ + "class GroupBase(torch.nn.Module):\n", + "\n", + " def __init__(self, dimension, identity):\n", + " \"\"\" Implements a group.\n", + "\n", + " @param dimension: Dimensionality of the group (number of dimensions in the basis of the algebra).\n", + " @param identity: Identity element of the group.\n", + " \"\"\"\n", + " super().__init__()\n", + " self.dimension = dimension\n", + " self.register_buffer('identity', torch.Tensor(identity))\n", + "\n", + " def elements(self):\n", + " \"\"\" Obtain a tensor containing all group elements in this group.\n", + " \n", + " \"\"\"\n", + " raise NotImplementedError()\n", + "\n", + " def product(self, h, h_prime):\n", + " \"\"\" Defines group product on two group elements.\n", + "\n", + " @param g1: Group element 1\n", + " @param g2: Group element 2\n", + " \"\"\"\n", + " raise NotImplementedError()\n", + "\n", + " def inverse(self, h):\n", + " \"\"\" Defines inverse for group element.\n", + "\n", + " @param g: A group element.\n", + " \"\"\"\n", + " raise NotImplementedError()\n", + "\n", + " def left_action_on_R2(self, h_batch, x_batch):\n", + " \"\"\" Group action of an element from the subgroup H on a vector in R2. For efficiency we\n", + " implement this batchwise.\n", + "\n", + " @param h_batch: Group elements from H.\n", + " @param x_batch: Vectors in R2.\n", + " \"\"\"\n", + " raise NotImplementedError()\n", + "\n", + " def left_action_on_H(self, h_batch, h_prime_batch):\n", + " \"\"\" Group action of elements of H on other elements in H itself. Comes down to group product.\n", + " For efficiency we implement this batchwise. Each element in h_batch is applied to each element\n", + " in h_prime_batch.\n", + "\n", + " @param h_batch: Group elements from H.\n", + " @param h_prime_batch: Other group elements in H. \n", + " \"\"\"\n", + " raise NotImplementedError()\n", + "\n", + " def matrix_representation(self, h):\n", + " \"\"\" Obtain a matrix representation in R^2 for an element h.\n", + "\n", + " @param h: Group element\n", + " \"\"\"\n", + " raise NotImplementedError()\n", + "\n", + " def determinant(self, h):\n", + " \"\"\" Calculate the determinant of the representation of a group element\n", + " h.\n", + "\n", + " @param g:\n", + " \"\"\"\n", + " raise NotImplementedError()\n", + " \n", + " def normalize_group_elements(self, h):\n", + " \"\"\" Map the group elements to an interval [-1, 1]. We use this to create\n", + " a standardized input for obtaining weights over the group.\n", + "\n", + " @param g:\n", + " \"\"\"\n", + " raise NotImplementedError()" + ], + "metadata": { + "id": "WEYv1oILtIKM" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "### **1.3 Implementing the cyclic group $\\rm C_4$**\n", + "\n", + "As an example, let's discuss a relatively simple group; the group of all $90°$ rotations of the plane, otherwise known as the cyclic group $\\rm C_4$. Note:\n", + "\n", + "\n", + "\n", + "* The set of group elements of $C_4$ is given by $G := \\{ e, g, g^2, g^3\\}$. We can parameterise these group elements using rotation angles $\\theta$, i.e. $e=0,g=\\frac{1}{2}\\pi, g^2 = \\pi $, ...\n", + "* The group product is then given by $g \\cdot g':= \\theta + \\theta' \\mod 2 \\pi$.\n", + "* The inverse is given by: $g^{-1} = -\\theta \\mod 2\\pi$.\n", + "* The group $C_4$ has an action on the euclidean plane in 2 dimensions $\\mathbb{R}^2$ given by a rotation matrix;\n", + "$$\n", + "R_{\\theta}: \\begin{bmatrix} \\cos(\\theta) & -\\sin(\\theta) \\\\ \\sin(\\theta) & \\cos(\\theta) \\end{bmatrix}.\n", + "$$\n", + "This gives us the regular representation $\\mathcal{L}_\\theta$ on functions $f$ defined over $\\mathbb{R}^2$:\n", + "$$\n", + "\\mathcal{L}_{\\theta} f(\\mathbf{x}) = f(R_{-\\theta\\mod2\\pi}\\mathbf{x}).\n", + "$$\n", + "\n", + "Let's implement this group!" + ], + "metadata": { + "id": "hbsgjnLU7FMz" + } + }, + { + "cell_type": "code", + "source": [ + "class CyclicGroup(GroupBase):\n", + "\n", + " def __init__(self, order):\n", + " super().__init__(\n", + " dimension=1,\n", + " identity=[0.]\n", + " )\n", + "\n", + " assert order > 1\n", + " self.order = torch.tensor(order)\n", + "\n", + " def elements(self):\n", + " \"\"\" Obtain a tensor containing all group elements in this group.\n", + " \n", + " \"\"\"\n", + " return torch.linspace(\n", + " start=0,\n", + " end=2 * torch.pi * float(self.order - 1) / float(self.order),\n", + " steps=self.order,\n", + " device=self.identity.device\n", + " )\n", + " \n", + " def product(self, h1, h2):\n", + " \"\"\" Defines group product on two group elements of the cyclic group C4.\n", + "\n", + " @param h1: Group element 1\n", + " @param h2: Group element 2\n", + " \"\"\"\n", + "\n", + " # As we directly parameterize the group by its rotation angles\n", + " return torch.remainder(h1 + h2, 2 * torch.pi)\n", + "\n", + " def inverse(self, h):\n", + " \"\"\" Defines group inverse for an element of the cyclic group C4.\n", + "\n", + " @param h: Group element\n", + " \"\"\"\n", + " return torch.remainder(-h, 2 * torch.pi)\n", + " \n", + " def left_action_on_R2(self, batch_h, batch_x):\n", + " \"\"\" Group action of an element g on a set of vectors in R2.\n", + "\n", + " @param batch_h: Tensor of group elements.\n", + " @param batch_x: Tensor of vectors in R2.\n", + " \"\"\"\n", + " # Create a tensor containing representations of each of the group\n", + " # elements in the input. Creates a tensor of size [batch_size, 2, 2].\n", + " batched_rep = torch.stack([self.matrix_representation(h) for h in batch_h])\n", + "\n", + " # Transform the r2 input grid with each representation to end up with\n", + " # a transformed grid of dimensionality [num_group_elements, spatial_dim_y,\n", + " # spatial_dim_x, 2]. \n", + " out = torch.einsum('boi,ixy->bxyo', batched_rep, batch_x)\n", + "\n", + " # Afterwards (because grid_sample assummes our grid is y,x instead of x,y) \n", + " # we swap x and y coordinate values with a roll along final dimension.\n", + " return out.roll(shifts=1, dims=-1)\n", + "\n", + " def left_action_on_H(self, batch_h, batch_h_prime):\n", + " \"\"\" Group action of an element h on a set of group elements in H.\n", + " Nothing more than a batchwise group product.\n", + "\n", + " @param batch_h: Tensor of group elements.\n", + " @param batch_h_prime: Tensor of group elements to apply group product to.\n", + " \"\"\"\n", + " # The elements in batch_h work on the elements in batch_h_prime directly,\n", + " # through the group product. Each element in batch_h is applied to each element\n", + " # in batch_h_prime.\n", + " transformed_batch_h = self.product(batch_h.repeat(batch_h_prime.shape[0], 1),\n", + " batch_h_prime.unsqueeze(-1))\n", + " return transformed_batch_h\n", + "\n", + " def matrix_representation(self, h):\n", + " \"\"\" Obtain a matrix representation in R^2 for an element h.\n", + "\n", + " @param h: A group element.\n", + " \"\"\"\n", + " cos_t = torch.cos(h)\n", + " sin_t = torch.sin(h)\n", + "\n", + " return torch.tensor([\n", + " [cos_t, -sin_t],\n", + " [sin_t, cos_t]\n", + " ], device=self.identity.device)\n", + " \n", + " def normalize_group_elements(self, h):\n", + " \"\"\" Normalize values of group elements to range between -1 and 1.\n", + " The group elements range from 0 to 2pi * (self.order - 1) / self.order,\n", + " so we normalize by \n", + "\n", + " @param h: A group element.\n", + " :return:\n", + " \"\"\"\n", + " largest_elem = 2 * torch.pi * (self.order - 1) / self.order\n", + "\n", + " return (2*h / largest_elem) - 1." + ], + "metadata": { + "id": "b6zm-0-TGvQq" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "### **1.4 Visualizing the group action**\n", + "\n", + "Let's play around with the group implementation we have just created!" + ], + "metadata": { + "id": "KT5ps-bCv16r" + } + }, + { + "cell_type": "code", + "source": [ + "from PIL import Image\n", + "\n", + "from torchvision import transforms\n", + "\n", + "img = Image.open(\"paprika.tiff\")\n", + "\n", + "img_tensor = transforms.ToTensor()(img)\n", + "\n", + "img" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 529 + }, + "id": "3agQfFvbv0lD", + "outputId": "4958e054-c5a9-468e-f307-650c5aa11be5" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ], + "image/png": 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u7u5MlTJdJV96G268Hm7YKrXrJqOWl2V043r7wox991U1SVkuZR/HumSLnmNFyHYf27qKDbE1bHbp5d6KMCDv5NjkryyOcbymLdpYXHsZaVT6xuubu33b4ts3LqHtvQ9dWi0G+7kcfNiV3UBFGiHBZMyS6xDyLcNkKAsigCV/bXhweS/DcajXZGYbGmJt9uS3lMeTp9zMwUKqKfpdZaigBwtbDfd+X/rEZEQWfnuI+Xn9jUwDXwkfpHa4g7L78X57uj0YuD32++t2raeh5jOmRSAoXTmdXg1nHh/Nvoxjz02qV5uNTgulhxbOyGNst52sqRP0pw3ufb8Vnee6qj30lcYjtp3Ab2LuzP5B/GNaFrIGF9+HhD1af6vLwZq191chLSutrThnVPNg3Lr3wdldrMeFOVokYwBg9C3gmOY9FzNKKs2TihPjWboXQMrUN/XBw6X4VyYZmZLI7OrPOp3MfgFH23ma4m2RyfYLuFF2hHjt+wxj62tpk2+SJR/iaGEvdqaUxN6jKyx0F8Oie67j92l9T9NQ20LuE4XM7XmdR3Nu+QRx0TZUtyOoMYZxgzR6dwt5ztSzia41Ay2sUzIf9TbeU82JAmqpHTlgXLc+RE57ncZTOWfDYH4xYNvNCZ/eleMn4cngyQ2l1zhsKqFbb2Fq8OxnXylM9rfg9EP6L/+pfPE2fJFa33KqhyLsmbQqWKIui+2HZpg0i3OUuADe14JVdy1QtxIpg5kb5aI+9spKtbtIWqJzPdUORjdoAxCoPFQy3K4VJkdBcTfGgzSx3St1EoNBFZAUm+tcLCIY41uvbBGgA/RerQByCAqJupMguhtUkaYWPeTdDl7zJifTb9qrMmivBVYPdscXW2ypC1qpV/+8njXbd0valEzoPKrnWUYw3V2NnclshNaFBHvEyuCavkCeClYuDr6+1j/5sP1k/+bXPe11K+hK19lRhjE2snW7VnPv40eNB4NwITBB9FlgGt+b6NuQ450VhOBsOrH7jlMKzlQKG5aAzGmVYXb95635W3MD106Fe060u3RLPJpUarh1mO5yuQ0672Yb1phyIoK8UjcS32K9j8OnsR5pCkd0szcFzJFc7d2rLUZLQ2tUqDs7vEa9dfLR+IIugHRFsrYLIowEpqEYqFUDU2udgUkkdgwWWkNvjVYlw9y7sdZyR8HuIBQhp3vNFj0wGGSLUiurARFFawS6EDVWrawepWFnqm2/Xv/0H/7pVyuwe05mHgU/uDqIPUE697cjYSUcBuoh92Yd7ola+clOeRy+A/beyWh8X2u3BvK+GXtJcCrwMw10FZ08tU1H388vnh+XUO16kzjqx7XZx7p+9DzNiTcAdBiuPR3uAXYbpFwrBm1d4tJT2DC/v9oXayeTt3Ir3pbdAFTXxyv1RweyFSVbczVarKe19Ncu3Od3lke2C7P9/rA/Z7xTK7Ecx7sxSZ39seduPDYk7o4tgSIfuW89etp6CjxWJ6ci6+xdLm0ItqaOfs8VAdxg6t5MsPlWOHjMlSxny6FU9iavJUafUz0APXc5EjSrVMWOA16SxJhbF7iz+Fsm97tRn9Zfm/lwSdsYxytFX/A634W145DDTgpHzLdh/7ig55cI8W5ciMap34z3WeVedFmqmRuuRzJPDBF0q/yKqaCpJMfBVG0R2pXpocJ7E4+5HJGSTVMz74VOUHc73lPN++z9Quhzq8HqpcgQ9ZKsD91mw9oiaKp1inxZ+8GXizroFYyYDsA96wq3VYw7pGX1Lmo+Ia9SY7/e2oG7MeGw5XTwfb81DBvukSBt4c4vRUdHK9vplpPekb0YwzUx1H0DOxBv6sJBU85mnGIut0sfnWxPHG2+xpEXHGZMVQfQ7Xyc16dsjDdU6qvIV4paWz3N8TL1uNLqZLRQr66HHBe4rXjv4WUzwUKpjr+D4QO9mHwIx+WSDqp7Ah4jqrku22wx37qNsNttjH3bg7GCT41+uhx/dL9wHfV8pSG6XOEMTpy535uOgW9FQ4gJpsnXIf7lj3/4bggfnn4js+97cZF7+0jZGl5Sd93sst65MPhnimiPx2G/Xt39Y1iWFkJ62sxdS82ZVNuD9qQ6mbx3neqttpGNdg3QhRGK5oFiAW+JOhAoAXs0wTOmygNCAWsYGqAqWcTUcEQsEC2kCtaII2aparEVHJzspTXHpWMTQdYtdTNySY2CboUNo2Hdip6p4q2m2CFB7hV66rlsouHjVnovbRijuwMvjtmZQ8dtVHth97kTwYNHFisolrZUl2S+Si+/+6vtd7enjQCqqby7wUK1gzlB93cOZAcJ0x3gLm1Sr6VCMKbenPIGtxfkbcdvjMTeVEELNLhGO+JFgrJBk57LvZ087Dhz3WBG1iqRy0mGhNeU/Su9XaqJCMUmbUOG9XLlGbfLYqLHws238bXLj378c75G4wYP5q4zoz2IWNtDRRgYk3ivvqM0cJZqbYaN7YIBS6cRRZi0QjecU60Du6RgoKqCAERj91a81J0gIlZl5VCACATFVrYD9MLdky3dMFmVUqBFk7YuUWyHblAEgP6MLwE4aLUbZ1Vkb0+//Ok/+L0/Se8/SeG3vve6X3u5ZxtszVU/jw6sOHbNCpHTU5Y02ljhO+/Xj7J+mMZfv41vxPyImUu13eyQYZNvg7l7Gj5OMC1Lnu/N9nWGN9E1ereah2NLz332Jp9DG1abfdnMONaN2inwpsx2jw+Gf1HTpMXID5NZX7ZB7dm9+G+BQ1x5eRuGdN7jbJbXbjrLHdG3IiAu6e607fekg35dxk1k+46R0koKaSgtjsxk4WaHiaVHb1E354Zd1XRUtgbqS8dIFcG6oNS5+WazFixoRumdrLQ2s9mc5Na9s9uex2D2Vi1Dks5CarR38QNKzmjomSEmSlSoYgnscwbHmjOX0FmoH+/dDy5reuW3530Lw/2Oz2Fp2fnp2vdxtmvaHQlfnOE2Pgzrc3u451vZ+G5cKmCD7QFiIjMH2tPJTgvKgyt7nQfXlkJOtwn0uWtom7V27Hjp9Y4Vuy60D23ckAdXi/YB5bL6e3/pzRM6pLRV61j3bDzbKhjcpsUlVEL/lMvB81KJqdmOgGAqQKlOU5p8Li9pus+boHNf9x1MLvUQaNxi9ovyaOsixp9r9kcwK67xGqyXdS89zluVBjb1JD2XeD/sqcZDKBv6uZYFoAbksgi6qaX82snLBjZsO92B2J2usB+sv513q66tuRr3+PH65TGcFmPvz7d1fJa1G/NI15cw3ItjrGs9RLe858OxrLuGewsvuVYZueezHAa77BTlps71Cxww1toYZVOZz37tavwO3Wp1p4/yLVwef9t82PrQ3z3N4YFeAHzHc+Sw9z77x4IluuOmnT/rr8fh5TC/ef11uu0PX6SnRMPYF9uds36Fj6MLg7+c7PR63qinRDjbDTqbYWE+lfOHTo8CMw0b4AOkvZtDlFLY+tw7GQug0Ok6KJV28wFSNsYUMKTSiSQXDtbvrRprOyLphjyULsFpbtYZSnVg5to8UPC+7PsQrZRKzttcwVBmO2uvLO0mEHHb5c62902CKjumy74Npl83tLWXVlKBrctlA4c1HcKrwaxCr8ZhUyrVejRrmH94N7QuY+DK91iVXqD+9L38rn7zK8YrLdWOsukUdO+f8roBnRo207kn1qkMYBM2I6PaXRIzCzRXpZMdjphzYydFUCLZndSLXWsGlA61SPP05lf5g8dgn7adekTaReYYl/X6JhxiXy7DOGi/cNJkzu4pyxjochVTnALaYTP3MX03hgdeRzsOp8aRB+YWBMQ43es+heNWije+KQCQ97PoHFxbyjAFm7tzaoBrb8CmpKqeaReMTIuw445AexNHvFQfbU9qIsWim0FH2BvpwDblGhw3Iq1AxAI+UFkqTS5mUUeoYEAZoDdhNK2pGZiKNCyXDz/54y+/6fd0zDv+5jmPAfQ3m/nrEy6Axlz3/sljXXS7J1lwN5pyR+LpzcOrL5fntJc/XL/5c/NqjaHqJa+/eXl++fYJ3pjww7fftPZJP1yfk75awlq+weHwGe/0ENztsj8fcBFvS64ttwZuuNL7V+1VaefFGK/2nnNMnz6PT3fyifPnDo+3jkaAtyOE66XPh7gXweeyKlwHGnbe9t2e/JPF4RVsecD71o+ezxU+9bt0E6eboWNACa6V3Q6D9uo83XJ/HCgTnlxf1fuGirb0PSpm413jDXyAW8Nhl+4Usm4BesI4SMnNs2JDCzhFxKVBhNrZsG4Fjg5uoseEfaS02oPXkqUw+Srd2IHKViI425ft6H90K2aUX976NWxDjYNN+82GeRfwMqZBcN2vFWruxfsdVA7Hp1hfSzsT2WyqCgXy3n+Z1k/u4raixKWlQ5QlsL0WmDltuTdpiIwq1Vo24nDq0AlKlxChtXK0fkkSydII203tTHmpEGwBmC0UFN88jh2vnadgWrVWoRZZVdSoQQCk7LykM9jDlnAImNvTgR5fJA+FnuY8rmGbU9lbtHOmKfYPz95zt2CBEAUmn8F6mw3MDTcdB71ZR7X7ypU1M3Pvbm+7ZVu0z3R5Sq+db7nGh5iWBtweuxPKhdhBNgdnzrrMNmzYcsqXALoTeQc1eU8v9Rw7V1/dZmQY+9XwXHFdO3gbDZZegx3XvsagrQaad1anrQ2JL04OUFcx9hHxvWv3OBq43fKd4Y+/B8cf365ozavzOX02vmkHmpJZjNHSkvMm72E8UKuqkl/9jeH21sez7N//eHjZ9Zd6+vbrchh37J8+zufIx8/LzaENLRi+tnKIsNPga35mtKVRn2uVGaQKGQtLwSkutb0lRyBe1Bvi1JO3MUm3VBVm1WrJdUmOtEsLjmtFdgLkpFdLVAQ89SoarC+1khFS7R2cwdq885qTZ9M7BBIDqoLHYErOLnDbJRJeYaelpmDofMu+9eelNcg5h4URBrrG6VOLm8FP5uNaxLMyQ1P4/pGs2Dgtoq8iLfix3v7hT/Z/eL6c7ZxzK2KNNma/JufNurXxPvSNA6ggBakotOZyQnfrdQ5aJJmi2ZgIDRKT0Zl0cc4ukIm4Vxoj5Y5OSejIrTh38LRvRLJQYefHcuulsP0oH0045ku9H9AU33ibyuRokT6tus4atrYdJ37N8VXc7939PO1gYiw536OpAq43N1mfahytWXt3ZgBChcGyLwpDcFW6Q9+aIBYQkW4Hm0szA/VrNUMYtbCytcR76/Pg91Ys91zFMHcgAQqmboWC4701g0BETZCMVuXJmNKKNaa3hqZCt6UJ29abC67uVb2j/fnLn/3JH5Y7d8cHcOndcjlcxvP3BvfLyp/ZvNXjFPbq3k5hqX6wrcD3PN3n9pN1xVf25YPkQ8dfnp/GvC0v/fq8bqLPs7yd23Uc7uzde2PsaqQ9Xz82M+EXJt7D3vE1fIXPOBKUCSf+vV/it+bJpWPqL1c7hNSflJq9q37t5c0bX67+u5hv9y0vZahjzXn6VK8v8RXLrS+z8WXTrAa/P99yOXn+OGj8xC4GrMcCuLV0CO5i8utpeun64HyjLiiTDUvB46gva3kV9FnmyW1ALpt0Ilu6nbFfe2VYcxqCubDzdTdH1y/aJuJbHyeF3XSsdfT5VuXA7SLjyLnCPYIIU2spmJoEJ+6p1UhcYCfIFoerT5P4c9nm+7KY0RWx9lX92a9i8cvWh5PVPXsc0pTNrV/NJG3fcDWHqjp8G9Ix0zlAsxJaRqN+a13HTw9+2ZbhEMPqKl1Nc2tL0clTMyfuN6HQwI9D035QXnHz3agJhN2YoPbZ6lSoHRU3w0PJSZqa2CurVyf83JqrKgQGUsmRebM47K74TkJqGsDwtaQ3Mp7stszeXHRjvvsA19htHvHttn7wEDZh48Ro3wSss/nWmCxLA9cYDO7XPsZ6u1pXkniythtDC3SFkutgSNUGY1ocMJdiLdOFzUOD2nKppYiN9VrozvVUoGRtb2t8aTHCU7Ovg+Rd11JN5Fh3GUzvnEwbdpt5uYfhSpt3BLtbaTu2uLsSusvUbjYOvT4fxFUQePb9QFCyH+97OyPNHW3txQwz7Bd5E5fn30yncnnCI7YnFx7P88e74b5vQOFSs7fRYjuyKQq+gRnCoS/H+Odp/3qtf9nAu+n2i4+xmaQc32DWIxq2Luw9zacpLxvy+9zmqV1Tw1vtr05R0VhDxNFQyX0wNhN0hJXAITffahN1HhWjI1AwHcCQUYzG21qyYYsNOncjocDqLFNDRFc6o1GCWYw3mmrxQK3W4G3srVvbezVAg7HSOjqmkonwhsVU3LmnNRnu/cu1TEzLB5smEs/V6UOMxerDdKyZ78asPTSS16M1NEwjALw2bPCbl5e/+4v2L9Z06QfTci3Rck3mYdJ9aU4cRbCJSTmzcJPaq6od2Ne8Hw1thb2DRmpa7jbQXgfvror9trHY0BWtqT17axIYE1pPdvS0qXhbS59ElLkQoRNV0Tkve2U675XQgd53V0mi0tcs1CHbwX4X/A9POuHd/VBgnMapNOecVe3QrAmcyjL4uLY+eLt1DtwZTUUY2O3grdl6yYSiKALNEJVejR3W1IfBlFqdgig06EPEkjQGd9vrbG3TyuDItQomWMjK1piqYNGR2gKNWVKtzkhrFrhJEeLKFgDAWdlKHwJpeV6/+C/f/Srtod8NIz9OMPYvv6lvfr6ZvzLBwQzTobG/Gz7ZxB6Mv8FfO0yfuo6wXTN89SEfH4bLdY2vjv1lC/ty/bqum2/fu5s4Hj+7HyH+9lv/vdv1i01+095o4u9+Pj18e/52T3+gD9+7m+ZIkdOdpbff/Be/O4347Tft4cQvH8Zh2JjL8lSHT6frt42xriPdJde66rKE6NNTeNtuH6OewF42jiEx0ap1eqhfjXhn9X1DG3m7Zo7hYaIXdq+O9Fzx8WhS4sOkgdzWdo4uKb4+4S2FiLckMWAbxN8A3wRZth4drhKtFgFqrRpjL73fOTi3OvBa1DoeCTU3mHw5p/wqxI+Jj8O+5QjanLc5TyEse3ODed7z4KxRljXXU/Dnrd0f5utSfKzbG7L0RM9z+bDEzrcFHm7YYnOx5Yqt3LyrH43xZ1wfyydgf1bpO2EvNep08PRSkzm9Kl8vPUZulwXtXKHlpkrmjOWOqVWdG3VnspShw4utD8TPwK9hvbY5UnGVk68ngB147H1RIHamV+Xu1Szd3hNfUGxVZQTerNLOZejcTAOJlADWt2QHfNma8R87eHkskMYKG0Vc+esDh9bXMG/aS0txrDkPzhKkqVu69KraoLjYSwlKKUwTU9nB2x58ojf7gc26atC+X4q0F+gF73vsc9Xm00JgXLyPCdSh7lG6D2Fq8OwcQFYYQt+KbtBHC8aKLUSI0gsb7bx7S2upk1HbbYdWYFo4iWBSsmiCpG0Hu2J3NalnlwqwSC+KtoI1+fmNNlWkx2oQw3zZ6Nf6+AcX/gKv5y/297fn7etOK+hH5ZuUTfhKuoHBaEcYPrOnkacH+1ufzb/12v+N8Prf/4v833k7/3sP8vkb+vNgHoduu8N93zbQtZajXkvbXK/DWKePvTtF0ETtGVonuvZKoAsqkummGQFvcKVyNlxAtCgaBEQwkKSgJUJF5W6AOzCTEwjoBiveuSPgCXHwaACd9R7Ro7Glk5LR7pG7hYbiGEWhA3UjJrWbrL1sHUq6XUpt9t0L7aMBrBD48WiV4BACs0YXevVdwpv51cSvZueZgjOWv17W/9fv158+91weDgKXNmdeF55Ryo2cBcaiKA4aaooDe2chkuuoBM6bZCEEYcds9AjGDzp77rkPUqN3FK1BVmm+mEbdr9Ws6idTBViM42Binai1jK62HoWwWuL50KPxM9uZPCm50oLazxt+usB06uPrYCY/HO+BzTCSiKKtik0RDWtTss71PkXvFd3oAvZIHCI5ER0MEFhn0bJYSIa76EpgpPcYAbJx7AmtI+PY1eq9DSI4DQ4QDAOrirIDUrUOGdR5tka5oyXQ3oy1AwgZI06YjRgkVrCANa8DF2hV6vb+q/M5Xx/OXfdb/PP09rPXr//CJ1/Duq19uAYt26MZU82RecdP5uk7IwcmnPxb6m9OhFuO92PLOh/ncPrhZ9//ne99dnrcMxje3ic/0o7ydDe+87yMUb53j6PBHx0u7LoNm+Rzhp/R+DX+5f7mv/nZ9tmb+fP4RdEiy1nMag0bX1Zh0itV19Zl2wPXtlNGPWB5KXwoev2246TLR7odCzf8jRvGT+1HvRsfrIDxnwz+zl9qP921tfExNiz5br45qMDFm4y5HKlcijn6phQGzEpm73LH/cOuNuBNeLQbkKoE1mEVcaQv1QYGBOdJa+6MOcBWanwYxqXux3jdcjFYjR5LnWZnSrMDtlKCR5USVGy0Ump+DLTV0duS4zBEu4XD9hej3tlr16Oky7Fuba9P1bgFVT+s/b6km/V+1K8SvsGym6Nj9MuyLz76+ovrcKxwUZOr3bemSxqhdt5ep7aX5Cz2vZAvR4B14leCz818MpaEfgzdW02IkXDv5WhlaeHkZDCBTA3Ov2xhEP24mxNSIkW1rcetIaOs2mbtvTfzJYAl2nYeDuvtOU62VgxYd0Zec5m7WbXMV79CcR0KbqtEa0qdddRy6YfxlPP7Sq85JLudwiHcrnsYj7msRk/OpL4auTvBtfB459eGw4hsYttX7ySZO5tu6gqbpDIRJWqy3aqbfQ1yPMstZTdHjeTBOMYPyocoqcfYVu3Acw5pSLWExuuK8ydt3dGNLB8dSmp0aIYst3OCMUq5dkaTwg1zmEZcyTh/qThR2lbqKqz96J8+5nzE4zJ94dr9Ijyseq3ePcxbhmR6V+VooYAMMlTWbnxUztGMuV1HPzW39zqccJfRbEDFfHR17nhp4dBrdgUbu1r3kF+1+NzgcV96PLieLXoKnYg7ihGbObMiqEOHKNRp9yjK3oLuLRjMjCWDcyoN0TN34xFs64h+ZnQVdgu2oLGgTdjYbhF2BadxkxKg1+6Vk3YQ2VF75Twwnksi0ecP5dYFtNxGPzip/v5uNBXbwSNRRorB1pvybNYOEqwKjwgHfPfu9v/94+u/eHGXPmg5lzZ1OHMZnCs3hYmC2qYwHkxe0Ubml746O6WWZp1q2Zo6a1zXot0LViR/tRnrZCV3G3xTkMYYqi9YI5ti1TLX58IH8HBIuh+M+aj1YHHvnkLTBYvvkd3ami+amPUi3pkuNVTJSU9533KNs13jkQ9BYEbKIBXpQFqaZQMRKBF1I64zY4NukKEUpQCgUgkKiFawpE5UrPENC0KQ1sVZzzaBesCKaImroDGITZoQoW8MXjEpe3a5rEpCHbIqgwhYxl2bAgup7VixYwMZuTfthqJCE2hw+3B9f7szJqc+zL7fGn+XXt/fIaiFvt33N2+GvWyn2VR4bciWsnebvOgOTw+Ht9vtaijlZoJfCaY75PlUpvD69uGrdcER3l3WtOpPrYYmvcGW6x8exX0s0PbUynyDlD7cpvmXn45/Pv/Vz09/7l37+Orxj99dfv5cvtnc1aQH0m8lHHEQs5/b+CkvX0kf2K56OXTn8HYD/kQuX8k8l+enSb7TjpN73ofxjfm4ymGQ2zO6UwkPcck+xLyZw+iWLkzGY/PNmcnkTeeDXS853A19T6omRaZU8WRp29owrS0ZZ3rOmQwcyeWCU0y1eut2ya98TKZj08HZfd+Nc6Ymx66Y7opso9P9z1ZYap5Th4PwZnRTHCK6pc0hfthX75yKeH5s5j3DowmL3Jbotx3cTLRUmXrdxfSbCZ5ufY1Ht96+c3TLbfE8m3Cg7aOMr8rLryPMucGKZRaj8Wvl+6f2M9s+C3K79OmVkxZuRt+CPCu8OtZvzvzJDDsYwTaA1AqvBv242IehpsqMi5fYuT6MeEn93rWPWzv4/mE3s2vBpFsdJ8PvqitdqQDsK1urpQ7eo0SHrUo45gGiwNV2nPlmtEe73wICIupekW5yu6Cf2+0ZTWBsfenBCJ+/qAfb6r4bTWlPVcBXud1k9HndVgazVsr7k2Cvux9r27mHa9nTRJR6IZj7eD8UzbbibQocehFtvVfYl5wOYNrH6ibKDfuRdPFrrWbi1nB4cKuOAfp+Yzpulamv2zSnjHoXUlITJ8QZox38YU6eomjLGGyGYXIGQtahr1yc5m36k+f1jy74y/Xjz863L57q+vS0n0m3rW5o6ZbYok2qHciYe+FpiGP1j8fjnX98fHiYw93B3h/HO66je9O4iD8OddlULBWAOh3uaV5lOoaewRoEiqbpu1bynhIhZckEpOqAPZDpLaNg6ZGgNVFvBKg3JUeSFSzbjIjEHRwby2AAeTauqnPkOgVCK2qKoLWmoBycL+isJa0icIbmiiTX+nVNOZVvPpYtU7L4wtGFsRgenNmQ731I9gR0j+qXwveuuzAfvXZ2TgN8+fPb/+cPn//xV7ZU3vrL2uMOe/DjFLtYme0JbbIasjyfe6RetFVTI5ZqZC66kg2OGvZGzUIQjdhhM9U4WNiEoIVDA7ViutOD5a2LjaZADSP4xhttkeSiMiLVJMHsrihzH52/rnkGEdc8EBgCw773JJ2I1kTh1z39n7/yf/d3+esv9OWjaeptGO1GVkck5J3QgOaGHakmYCu5arNYKnUREpWulTUlTR6hq1gAUe5EVtzSZGDpGLn3CoYRFFB4cC6C4UihIjnCrgqGWfvebgS1CHhtHQyrAeIOnXTNWqykrdx6yVoXkRddt2//5T//4quXFPz9yVAkI7TkOt6Zv/Q/+O3X/60fWx/wzb/28Pjftf5vzfaR+jn3lNJ+7khIe9tCPAT3g8n/2Oss9PYu/HXLD5+Mx7uHTwzKWuq3z+9Fa493g0OgzPv1i2Xdbrdtl6d8hpr2GvaLeZb1OFt5/aZ+J/C/9deO/+73Pvk33l5/bPYk3dC5FEG+krm+oxJMtGBRAWQZbUbdFmOH7SUi+k7RfBzvdpPPlCeEs6PwGDhYOpKxigONfSNEcko5kWtc+xkctbZuzlmbd+TouNKtJ8a41Mbe9mSFSm4NnEWBDjW62kpko1qp25vpugMzXXJdre+pG7Bbb4erJmOgMDkOVdiYADwqVQKudGQpO6DDxehDCM12RwHA2i2a/HnobwxPlS15WrD3nrL4CMW7WyKvF5E2T/DhPCP6GtxSi7rDfrsNMKx6WeEjyfWaGm6url8FOLmKxoTTiGqiY4P0QVw0Nq3xcXSbdhLpIsrowJ/LeDfWBhANEdhiSilQ1IzEl4TB4oerBZYi7qWMXsyy4cmWRjstAAFLywyd0w651f51S+XJXLh4M1huK8Es/anQ65pKyzaTlm3XYPt+aT6kxNi6+LrvlxS8/faKEB72PhhjbW7b6Y5He5EDFqqMLjTc7mSUzrJWPKr92I27u7VvVWxpl7gve2x++ar5vrYSqXRxUU2FCXJqeK/5ZfMP0JuQbM5ovaEeQrm2cF0y2kkLfODerT1oEoqmpm4PM6KQpVY7iO7EtB6qP9hV2UIGnSWCGHTGz270Qg+/XvGnl4fry/qt3L59Tk/vX9ad4bamjy6e1/pEvBClblsIZgcXBtpxZBsLhfHu7V0cIL4+WTgfcRwuLx/6MG7San883VE9gw1jX1Y2rgBSb+9YHqWI50ErDbYKZua9129avyqBSvM21yagu0hHVMVaoTvDDayz3AGAuyB1Rja8gQkRFbvlLoTMSGiaektmzWi55yKWd2mptY9c03ldW67nAl3tbfCq0U7OYrkbD+iH0zzvZnjwR1CRXk5xFn519Afl7/qO9dffXP6zP7j9k69N7yZLIZ7Z7GB9R1mUWnYdF2m+wj7wvaGNzJTRWt87OMCbMU57CTZG251HzbUkBZlES4GR5LohYSm57xWGQjtDZOipuy4JTQFjBDZhK5pu2bM2Dh26RdzX/d5QtToQZSxTQAKFiJbtVdo9wi3RkGH5B03/178wf+d3229+ypf3pfhgaW3VOyGOYg6WKVcXDVQKlk02jJiA1iYLcS5KB4arRMtUcCCOhkNBOzq7ikMoldiQggEANASpVYt2Bw6WM3ogFoAmNIRjhRCsbK1ZVDWgbTdSm8JsoYIEqhUbce0V9/Jc3z9duhtKaW/tDIxew07Xb2u5bz/8i6/Cj97cD5f7+e0pDqBr0ckbX5VG4iyfRftJhcH5h8BHoRo1b/LV0bYd/OO9P80nXcBo29DOw4+N/2uvDj/G09/47JN/bbq708Ph9d2YHT/OsGxSt198qD+p8ILePY/APz7k//ar7/3bv81//a6+8b3y5dqjHS4dQNpLwR23ZxJ9vuCIwq2PQXVqE728HbjdzIjamhyDqI1WWzi4Bmb2NjM5XTrP6Pk0Q6vN6Uilm8pmt7o3R07aTnwgnyFNjnuHTtWCNvG25ayJwIkyUmEoIpuXsiAGapuAAdu6k5a4daJ+ZEqqpkCXhYAsJQVxyJ33YE3howcksCLdwKSeDB3E83Dy6eDz4wiDFdNt5XXoDvT8skvelna7LnyvGctyj6HX/h1Md0fEoTTzCLcGMniyfjLMrnXoPTzi1WC8agErYgz4Ro6PhIpGTM3stQGjr2oldyU0AgIGFVi1ECAYpQigt4TOVUlI1uasKSWrba9NVdIOQIEUIJUhuQpkTK5NRe+s827fa2+3TVtCaTdLpqXSTLH50tUhC7Rgw+gkBMaOiquVWKrcmym0jV7kVcLcyityt3d7gJAvBQ3Hmr8wEtL+taYFbVkvrUwW2jXYQ9W9N7iQg4Wf/bGWLi4sdQrVV67OZI475Bs4xsTMjtmYPs0UotAWjiZrZJE1Mz+s0bei1mvv2TvX+wJyKngaPRjfGclOamUXP+QmUePFZGzXjvNmNj240VkznC/9j3L8/Rf9Ju9Pa71cP56vJC9LfmK6tXYlczO6VGTneu7gnYLSMFjU3L09DW0J9uDtth+OA99q0eoHWV/CSFqkKRhqyYs07p9W3o0fOy7Et1RRpfaWwEy9IVJ1prYOxmTVDpREbgS7wyq6M2WRbHQH6UzNoyq2YKR0sAa6gDVA0hooUalavW17Tchfb+uz6Felby/bt3q7ftwEtd2UwbU6unAMh4dXGob7k7Vi7ly/petol2hHtvNhQOqn4fJ1/md/vP5H/yT/UXNFY+XW7Qx1UWcJSxeNIBQNUbQ2AxuA1C3VcnVaUBkhYY+QqzO2p1q7V8xJxWhHXI01gZcNOPZWyAh60KyNjdRKrvdkyEDpUgiIa03XHr1fjUXbW4gQ6MimWTcrZaRjsEsHDH1PWkd6GP0LuQfsG/KrYESg/n7l/92X6//tn+KX/6hcrrOD0tBycbCKwmSlqwwsvVHUDg26kCXfe/QmrP00j9PeRoMGmAHJGlPEOGfKn3UDUICBMDewrFsVz20v4owSdFZyxghINLg3dhZTYxEhaB2Jqd32mzV5l+S5lrI0+IDXX3z57imU8vEQ+5O25ruAINhAcVkW7j/6/Lu/evc+7/+s1p91pBgeeukH0zYJx6CFhsEetaGYtzH+LQz/zt3wX0v454/BiNKbu2isvYL3vbf6PMQxKR7d6kgeR/edg2PnPjtSIvvqtT7tIWcSYPDlIcKVqT2OH37gDv+Nz8f/4Lvud47XB/+n3y5lTx9eRGVfM8CSG8f9dhuq35yaU12qMWzz6wl5vJtQHbx6oBeOR8zVWduLcwGNToZfilpg1PlgRMTNJMYdC+po2qXbOeJa+wj7IkSg0msWnF1bAYOWooYAmNqWLMK41XmEfC0YaEzoUs/MLYEJpLeugXqCjroT+CyGFG+tOXR7XiP31EVQPKFodSoJV+/NzZAZsN/bdoo04LXD46rn3Z0856J+Po57vuROxXCGqSqN5iUXWoiXj7WbrlffZd/LzC1VHFwtwyty/IptZh2tSRUmaFWYHQbkpvnoWH2franeBpIKyiQW4YoaEHMPjqW27F0Zw4gxMsNIPXgorXrTiDQDmtIpAMDrzUrP9dbumG9ddmrXZiaIEOV6ZFLB0o6O911NjaP3xfAbyGsG21MFDkbvKLpYPxlg9Po2sLNjtfqp89z66cDTXl4Z/7A1ifJYtFXjgMb9AqpL3xP3lyZp0GKds6LZpWMXwk47jrV1uunCmLO5jM06VMVRerhqx+qeP/beXe95EzOVVjPOpbEvBifXalEOwqBuqLiBLFsfJNHqYGu1m3mTZ0f7lWCuJ+vHuZZGFZHlME738MZ9aIfnbfu9F/297flP3m1fffnhm3Muz/t6y5pbKg16b9ee1iEYbgZtRwigNqDujU/eiTjDSS0ONaQR94qzGXQ8FrBdAlEiGIp7scrKiOSAJ0Ns2DFHL0JAxNxpMyTQE9INtQAsBLXpSrhCvRqqANWYDWFTOju6EuXJrgauggvpLnAzWAh7YG0CTlNbgPmq115XlYt8+QG10ftvkWZv/TjNPHFowdwNjks3FrrIabAW/BDC6KItM3/7px//45+3v/dsv8hzux3YGGkD5wr0aJLvyAfwXU2oLKB7DQxa1EkGmalj7CZ1tZ67RESB6mCHDZIEhk5NOGDfRbxvAGxzq9aKKCj3Zrjphsgr6s6BLdiORr2F4jlCgdKjZqm6TwCCNx8ic7npyWK7GSa0m9TCg+2r8NS1izVFo9hB89s/1Pq/+sr95/8lvvv9sV2gUTAumg5sY4AOarlJ60pAWkU7MxS1zvsm0TjPPCD6prZBiNb0xkO0AOitYRUCCpYFbDDUmrEWWpWOqtCLKIruTUdHrYGxjbA2WaVdS90d72nPjC/rfkW6Yb6cv/zyw2VXM73ttWy2HeXjzUboIvDhgmYvl3b5wSfHp62k3qpYQAkh3CrOvqe0OT2XLmzunfHRvX49jtbEz44/pvJJ5OfqzGeffPcToecNtuUXl5efuvLly/Wrdf1qy7x2HjxmNd85YjbHx6Gn/KKwgsaMdIzHIhjmN09jsH/pkzd/+3t3/9bDqx/gB6nU6N1Hfb7y/iL7cgZrvsDbMbStYPyrLttGKCG0FY/sadXx06NL7jTZQFah7aIBu94H3HN1ft+qBEsNrJQVu79VfDSl7fza+02PpgqCk06G+7XgaIdFHgeXRHzTwdklaT/wtiUOWNYqHhforWpzVHOv925v2QWqggPBFtBUcCfncqGJDkXk4BU6F8iGuKgenWnExxieu8+jb2/dM5vBwq9uaGNZVjtg5A0K6GwZX7aTW6rqSDJ693oIh2G6t/wWzUb9kcwC+MbxLu7At4PBzfOjNbe63w+y02CceKtNZcZ+QTwZm0nvo1WroyeRsDSOajrwybbSATuSuGXBBlWQBkN7g4D93K30HqxlZVMB8KISu9GDnK/DMKewhgYbDhqTDSmpP3Jf0MQ3Zr+MY2wdDXkzOGpzeWXbfjkeH8/bJOzIsCg5/bRrtnehpn0OA8t+z660/cjXi/XH9ZvGAPtqXF9SBF6TfcjpvJto9wVHNYV3yqaNnVdWxw3NtN/6nsPYs6rzBFdd5n5a3WLE1ZptcPte0TAyeoJbDaYtx8MI2JA4CxiPpVsHG2vUmMFEzWt+xccz01h0O2F8Hsqhxv2c8Oi4tzzo98C8y+MnFzkve0y2ZFhv5y11P+zzKDne7skktdZozh5t94A7WkN66xCdv65r2woK5LIjdrPyMElJzxMH5wfCRp0a51keq60Ohy5XVSF1UjeSOcPVOV/S6piEdjKWCUE7Yte+O2O6ZqTQe2MWq0NpZDH0aoiXDpYUgmrR5Egr7ga5t8UhpX7p+K3Z4bI+qZjrDjj0pZbwvYHdILWP04A8HlkbqcNAkByjI9B4GMCZBPCLf379j38tG/baKKJfOW/ZpL4Cuki4e4Fy3/gZDBO0XkdH2mAP4M0M1+Kd5LodnO+o4lpo0Knb7nCrhRobdmR24EG7goHWPVmR4pwVJ03QeM/YO6mAZig2WzEoEUzemnfVQKvsoLmdUlCvJRc0BySwajMAqlGDSXbrj1SuXacdhDrk/crZ0kDt5f9xHv/BGf+9d/5v/mV799cLGWNaV/WGeq+IYsFWCAZzFTd4l5syEwIqgRMkJtDWe3dGS6lEFYsTVKOtinUgVY2yqCIbg70LGE+ae3Koqe6Ee02DYEJqXQvSkjt7Oqt0S5e6tlyfnn7+TUttdGblcP95pvH4vWMv6qtt2NJzehxlzQbfvH4gHJC7Q9PwOJi+7ps3tHbw4eTgzrLvPXWV4KS3NMzl5fbIju9mf75MQ8nX5z3bD2sL3G/eXYfBWzyxuuhy6vJJXL49W+v2UlM0eLDDVvPBsxR7uHP7Hra7x8N/1dTDMP2nv/z9P/rmWLVccvjO6XGtLgt9zy03sn+Li/OHkShY6hAiLAqHQZ603bm0ZB8cg69elCJfqxyiLsJ3zu2VLCUyvvbmgUq3zuSbYKTcILTWI5sOfPJhr+3et5KZWKGXrQ+HkJasbKXkGP01lwNwDdC3ZmYrS+Hob7nMzr6IvBGWAFSahgDXApPlkiagCmo71tENWevB2Y95v5vlVpvx/uF1uK5pQvj2ht6WL6QpsPaqNbwq8xrgcW/vX/r9Z+G8qw5NF316wB80fJ/6Jw90SewjCE0r9Xnkrdm3B3rZ+W7qgt5CshFB+W3ArdY56K3KyXrpvdU6Brts+110L3uxFpI4gpXj2HI7GKwo9wQfq/vclm7MOWdVb1YADYH2sphtOJrF1UM4rbeX4xFyBjc6y7RlfZzrOfP05rovzt0jt969zAfK2Y9/rqUU/RsBz+ZIVDXzNNt9k9NAvSxkZsUyaAHYw17tEfN2yQHabp3PjR1s3RyYn5ZhPqVFmr2QeMBJtdd663gEAabXWp/UTK1/pD30Ieq6Kj3w9qG4oW+Ddyzgwr7S2NJtmuI3qzhjrO5QDLuGuoHESlt1E+5LIvsW+MNwIzj5aXnKh9NhvZ6HEzZLLZexwnIX7gucn/qbsVx/2czHW387r1+v+PnwzSt5nM27YGO0RaLDhbXu0iaDi/LI+ZwZ6wsK7bW6bLfSRjLPT7fXr1xJjYclDp9V/27AQ6IUG1RZrC/aH5SrZ8hYrWLrPdiWqzHgtJ0LZofT3rdoOG2ZERRVla3UpVtbuelGcms0A/0SEcR4pJgUfLQFFKHmVHL6NbbtnJbW3PNLZ+3VeY6+2GYwzY9HIJ5N6WbwIg2ywWoNdpnm27m//FT+8R9++Q8vx8UaZrxzBwil1EEgq52c0lUF94OlLevR0N7VGmguaF9jJdEloMmGJhu3lq2QVs0kvnM7ySAeAbtpmnCqCFgr4Dy4NZdAnLLh3Kk3ME2xJ5JBGcC1KlKaZ2pAKmIr9QOEhDsgI/cNCMRIOOfNddO4NegYR2NK6cb4joW2kc0VwHVg2ApOSOUdyt/5ln7/3P6H74fP/0rW3yZOAFVp9oRFrRcowIMbkmAwY1XoaAPgBmC1N3QGqggQIQpnAaKmABY0a2ftpLZKc9JFusW6JHGmN+3UVaE3zR5qrZsFSLB5PAvca/u651O5Pt1+8+Wv/mShiTDmExgbvd53k/C6yohWYxwEq0Npe66/GVyIYBTQYQLzGOClgY7+zsENrQswNPKE2HqpCEU/6fa976ai+i5fnYXdCs6OrtXptXV/pew39f8Sai1iRgNZj8fjrd/mQujF5G5H9udmkHNoVmNrO72Mw/3fCObBtP8L/Gf/4qfQQX794bMp/OvfjUoofyEkO4+hLxAthKSs6OeBs5qJeypihpKLWGZjNKveB1g3HabWtHtG7dgAIlvRxnYSWC0BdTRWCEbRZlX2tjuDuZJ1shWDEgy3SzajoaYmxNzqwHYxGnY1kajgaGlN3QlD7VFD9k2qVlRfW47MpbBxG/Wh686Ae9+Utex1nszzy9hhXdwmR562sqINJD+tbXh/vdxzmKH9bF9/6B+/WLcfzq88r1/u4fs2LbS6fFfce8fTI52veHdflS14mVDeAF7jds3jKcAuOtnC3XeEwYa91clA6nLgvme1tpA9YMsHh9eVg/Pbng+ntq7Bglpv9wRTsJddDwbfVfVwQTeAZLMASNJ6at6OLfbgwnUp018yt99U94mpFcHSeIi71rvvUX4m9xnQGHjJA0J3xh6rKA9GK3IcDZPJ9zw0aGgG1/OC7jMH3eKwoA6t6VBqOx3H621/lvhVqpd5NVt8wtuOcXxJEoeNswF/BE0IxfhJklqDrT31PyOjkcdcn1+yHt2SnsHGuKoNsmch9kvIczs0v8F2sKPoehvsCam13shn16iNLl+vZpjK8pvV+ORPd5fnM0IsW9Igi4y15UAOgsRb3gwdIq7Zu2VdvkG4bcM8vtTt8Sl9fXf45DvwcsbpzcdFo8E62H7N82SX2w5YUlJItnPW8yWP3i7fXsIbuuZyN6PtIW23h8Nx7/no56232Y3K1VBWaDtu3vpaJdotAYfQVVKRarFsG9j+PiVjbj9ZVsNwtdd6eb7cPmr7zXeRnm+/+vZ0/+N2/XV9W+0jjb99mD0v3/ut+PD93AyXHTXd9pflRhutMbZv1XCNOI7O0Rwc++PB4lbb0S1rVQ9CHXr24aufvPz9P13+8fXrX+ZPH8bztg6Dn7f9YpcZ3Dreu/lWb0AnlBsngGBNkX0kXoc4beseRQBJuM4Qqt6oT0ZvwlZLbGbrfUa77H06ynVVw9qKSujRh8tN7qy5icahlA2cNX2kvumxSaLiyWU/mHxtFTUGQ1j6Np7tc6AAZW/FobcBakre0U0ppp6dlZTL0ehSgahUHs61jg72lsgai9CqQHZrXH7S4n/4J+e//fXwt76Q098kawyuDTTy8SYYDWW1hrkDIrDnvqU2eNoLO+YqiFKVqKExVko3A0gS8tgqWhJ11EuzrHnt2Tuz1wKSA9pULkb9leuE6zXzGFNJSGbDkp8+frH8/57+9Ffv/OT7RKfP7lr1Ml39i/+6nu+inM3xc5Td9lmhqyv5xu6LtensX+8tWWopP1c6D+aw1nVms0P35Lqo6Kb9a11/3m//8ssM0cy/KD0YE1/7U3V2cjzEzw4/MjC29Fs/P//U7r+uJA46of/ocGp6oe2R0gZtJGGcktlMH8AkQ+7KdPhtzf+zv/g3/q/pv/hHv7E7rGP6yZB/cDrQ2zj4kGZnhk5b73c6qF6hD1L3Hpg15n7xGjRkxaPltTB5adWqWxgsRpi6FCQPrcPmbYPuM7XQazdt5LBrDRhrzdYK9SNTidQ2IAeaavem9jY2At9NMxDa2IicXrIo8oDS0CG2h42uVnjXI7dfE71lY0Spa2J2pUNkrrSZ0beSG6Y+9n23mFW9285pyRIVv/VGyOuO43d7g+dzHGNru7f4WLYaNldpGFbFoTfRwYxmN3USrcTq+D3jIvGNz0lNRM3Fh0Mdul9ki0BZzOS0ZEMOS7KVnjvGijpG6KW5YbyknWjr9dgtuKFdt45Orrt6a267c4iUDf4FgP/wf/63EKHfHcOokK7gLD9f8R6rE9ibcwF8tWI6o7qk3ZAreAl9wsH1boIdtC7VHCw2VFu7BnE1uEGygi+9jWRWbqahYLVVvNHaXrrjuvyE5P2uH2FZXkx3y8pojRk3dyXBQfw2uSgbsCm7t6H0qqxNuVM24l/q9c4HlzUFhzeEezk0rqlcyLwuUmZEqSaFTGBAsXGJioVSy+gGL6kZYIOgZexjxvWGzsJyvx+fsQA2f+RtM4OE5q62jp33AsUV/iI/35Oj8v63hulV2P3gP498sGYeRheS1+imtrPBp+dnzumpPl2XF9HWdY2hX3Z/d3/naBzu7s3x9MAuH6f7quKcVXlkmwmV1CIXYWfhtlYXHGItmqA//SpfXvKHXH6z4q9ett90eq43diI0q+aCIX5Pawwh7QuMwwfsS9+aM7jUOt47+R1/+Bzzq5NSuI4+Heders/RO8DmdJoeLVP0J+/smsvo7Zqu1m7aHua09N/75fU/+nn+uu0LHmppbIIzLXbIePJojJ9Yyui4YivJderKDXNo9uZllA4QxOxSwURLm2wWToSbmGgkpWoNgzFNJEpf0Q+y54qExF5I2IjullyRxfqTqUUMlM5OUnNxgH2tQ4T9SvGe0qrC6EC2Xrzj1DhQ02y7E+diKXsM7npJc4QMTrqy5QbdaRIJyNQEDOduY29b3RFIyJtWwJha/4qf/nvf5+/+TZn+ond7adGYOVdkGnoHNhbBp5YMaBMkzFtBh5sCa1X2JbXJGmitD87llhkJtK/tNruY02a5lIakpbZCXIyue7bRvyz7Opiw17MllWy2/SeXn+Q/fNb5w+W86vHH5jDb/NzHSc7A9tYW6x5/4CvZ8XjvqNS+v/3knv0nJ3ME929Ymkqqrf086YulE9Kz0m+NPooMDm3X27v3/8nzN7/60w9XP5oyfPadOSysb0LKm5A9nKZo7V/75PDdvZSWf3m+/vPz9lEobmUd6XR17nWUvR0nHxsstUwnf7kIzwZza4b4JeUDrPld+b3/9F/+8d/7WTHtL739LPyN4/e/g9s4WO+Hxss8cK81+qOxN3DWXb2gaO5SBXgOmpwdDajOBFsih+TuGFfuJ8WbyoAWbXMQUfNOfURTu/VUK97bflGVG4+DXvcWosXSsiG7K1lb5xZv1GbSTevR8toGsqq9GpxR88rT2HUTOzmUmoFHNqD9mSVkeQl43LpYu3fxi+ay6VdrHd9fzh/r6fe/hl/AmTvl+uFdr7HAZ/HU++H42n53g3kGAj25FblN8JTsiHseLAvyjDajn7WSeZTK07isncYQq+lEaLeghp0akc4BiRH3Ijr1uNvmuq6Cd1akC5E04UoSCPYeQTIGxAwFOnWnXZotUOTnTfG7AP/H/+V/UM0zh6kN2SULvnG7mO7S0P3eZehWGoRAVEEJ1TCaasWDFynG1mpGBOYG/Xil5tVao0XQMJBoBeOkdGVluBMp2rqKAU52u9u2D/Ibn795iR/y9T01qvkJ2DqF4gNp4gRtHifZcxioF9vxBTDsm7UhaSXD1ForUS1Tu6qx1t1JfnbdFjYEHLAsLAOGWyC/FK+wOWfo/d5mamj9ZPJFBjaFinaQaE2VlslZ10sSR97WJZlpr3rHkoGurXjpBT5oGwYqUXgK188Ge9f76VAPHE+jKhroSSK/XG+ltbanK5eow2Zyq3O5YpgefhDG4XE4QQhk/DSYsfZuwmdEqxoyrTTuTkNrBXLtt/f9qy/TV2v/fz8tv0rvF4gEkc1gsIrOXNhaaxyKwoaO77Gn5m8GXNLiyVQWSn3rgEYROfXuHkJ7LfLXw/U735W3XIcYjl3pDpwdrW9inEmtsnPaUjju59s//fnt//lleS6UzYClZzvY0s04URYyNYK/tm4mb3Z+iP2pFABPgsStGtfL1vvsuaNvvnmVLg5MKZU8ScroWYlIu3rEm62zN7eVAmthHzgDGmhAWnvlGGRtHJxk9325/WK2XLoOhp+qRhZQq6Wwg4IwDLCsFI0omq6VOoFlIGobCvUqfbQmle5zgdnjyLXInsSYojAaasZJyWhGXS49gl7FuNh0GPlv9+nf/Pfh8S9xvG9CFiHVAxnt3SINrefWMVhJeUdglYVIqZuqybAvDZ2V1IKljUQFAfuaWnDuVhob1ppfLGGpi+YPztHeKcDzWo5kv2mblnN9+fXtj376ZPSa3/c33+HFTA+fB26Qnm/394cvv7n4zwLd4Sd3d5sdBngiMnS8/+ze7/XN4+F3VN4yhmX/upALUD6kP359+Ne1QXRYsmnlT14+/JPf/eNfo5U2DL/1/TdgXz3az0Tb2pu2lw7n+/CW3MPJw/NV1vy7t+aFKueWgB6iLHq8s6+Vq4iocoF0cGHNLZrr2pmxpb14g+Z8/Wd/7/n602/4bXj9o0MkMx3NzRkoPJ/mj+nyMB8/LnA47BpmTLuLtax+Pm4fi3uNqqNH1ARoW7of+Fn0gf0OONtS2wBYPZut8ezzlsbZrXt3EU+CvfXKNq19GC3vdYtCN6RougHOrR9cWDpExiLJ0KGbxe0TBkgtDzZu1QTcN3yM/R3QQZGc3bYyB/q4yRCg3LQhBerLN5fSmn771fXxCvs//ihfXbetrefCSmfAT2fdvH/7uauv4wFL+NGrJ4sR9ImBQd8BjE45htbbyfAi+jqYC/KRpBJZpwNywXjn5NLrHPzWyolb7S6DOqKtlmPElzXcW3yB7IEMOoHu03Zmf7SyiDlZfaqG9GbVKxZqcrb6bvX4OcD/4f/037ce1LHnLjZTIcbnvelAuRO5tmXrHRGq9N6tQkVxROI9oXQGJTIAXcEE0wQN2sLJCQK53oU5Ct2ouorMzVZhawRNl0o2lcsNwrdt/9VH/HB4frdIlX6pdG/sEjYvD7SvN29mtEIy1rjoufWhmSeR+Q3JRxDOAg515zJcGV9NZW/AROBGrCuDVE9Dt01FaqViM3bLIcHmuwdTW/HZt5Pk0sdCxf8ZKXLYDSVV7kCM2NEUANdBgUBkH1pIJUsOrkXNW+k/gPo86Vup31XRQQ4CzZ2LxX3BVcJrG4LNFU1aK7E72Ndh9G/v7qJBv/v4xjpgMkbdn2l8KzSLVVfiD1+t/+BXy99/Ob+veTjE2153GYI+oDdcsROF3orDo/O3G6BTSI1D4AYdq7WcSv4zpapzvgN0XGyi7lrLyoSdt7cE//Wj/LVjPbzixxMYw8YZN972ZcKh3b6h92f7jz7IH258zn3p8Zi2D6imMVsDKEN32SnWRIb3LnFg6JSx2jV0146TWdre9mEwCKbD3rtT1XHEnjsZkwsEq5K6BsurtAN77UW8cRkKIlBroCoGiLjZRlXVOESkShUadobQoRmyXnWhbNBmLKFTbdVxDEpV1fvy0jl03jVHb1ItAm4QcrHo6lZXvcaEV6uWTW0FnbjkF6huiC0nw6btAFPl6MpLgtH3H5bhf/RX4vf+XTN/1kEUQ+/MNIByU0GwrWWk1jI2urmuFZ22TSgQYmvVWpPrYg0b0dLX7iLnq8HcO1Z5om46JC1La2zdu5wdUym7Lenl/S/oX/6zf1Gf9wXt8WS8CY+fl/j2Pie1tVXFcS2/5P7p9099ivcPb+T2sXv3cDIxUIw/UvwkuCP0+96/FWKpUNvvgvudY7zP5Uxqltvf/6Of/fSrr1Y2dPos+off+vHhtcGBbLf0vdZe9u33Pxa49yX1cYrHdX9HZL3B99eX2Q43gU+mw57HGNtevKFeZdnEPDhdczPe5XqOhvJOzkt+ef6DPzj7tXcnd2O9uNmmfX6YNsXgKNVpGuRqZDQJhB0TmnwudI+4Tf7e1ZLvyG6oUqU9sG7meOfqttcYXeqKYCcySW+B7Z5cDCDa2ahWX0gCp217CGFdKk0Eqq2iG4xZ2nXkQ2rqbWvqgsNWSQCCqWd5c0RJ3ZPNpl463VvaSm+jM9dyG+2UqyJdUP3HbROhb89be87LL2/uD1v5+rI/XVjxXYXv3B/wQFOoL94/DM3+9hs/FDeGL5jHiX9T9a3Ks5Qx+JY7dDzO9qP0T4fQRCbf1ho4aqSwaX3j94uMJ1efEs8I3sGtWqdtA3mF8qHCHeOilkgUjUg5gHyN8VPYF0HyIIV3wpPhl7xHNL+EDWeA/+Tv/k9APvgw5u0b773K0gUc27T3EJc9TWO8NbRQCLn3ppFp795SURCKrIS9EdPYzNUglT4ONiWO2CuTtMpE9GfqlAbVITUBtg2676Xl1Zk925y2P+756y39hq+1GRTtdRzah/fTqzvoaQdvXTd1KWaUvY4MqRxwWMuSjHHcS2rWDqWpZY/wXmU0s0YFm8YzPnsZnch5iuO5NTLOGjBX3x6yvn+R8aAFO4oLHWrpME7tpYc3cNnEGB+uOfM2Rd9enD3ktfDMJaszUvQ0nFMywe03dtg/2GI8dg3vTJ0yvQvt1WsqHnnmgw0pNFoxDzD6IQzy6rM7z2Z+jOBPhktg7nBypqVqBkx9be4//5OXv/98+SL11jxB4J6lHRMmcsELpMzOme7z2B4zLV3cDPtNYBgDLnuRKbql8ingdqsWhBATY2AuAJAkR+UGBU0HQGjb74D+5U/TD/1w/6r70e3n/ost/f1fzl9RTTKo2v8/SX/Wq+u63ndCV3N3T/O+7xhjjjnnWmvvtTs7246NnQRSIREoVBUggRSkSMAH4AyJT8ERR0iIA+AMAUEcgQTUWYkSpYqoUCS2y3ZVtr23d7e62Y0x3uZp7u66Lg588P8S/+5HiOZJS4Nm3ll2EWnDQirEQQBJeePuG9Wmk2PzuvceHXUFyohe/1aJuqKZsWNUEYAEmlWUjXEwJmLDnYiboIJFpEuVu+hz7L2moYISRCTQYmgd2Hkv/W/JYrapOBpGWq0MLrQbMnVEEjE0MyLnsKgSNm3MB8bqmpdhs1rJjaDdQchO3U3MsxZxnqUbJyJruqIkxB11IHga+fg/TPEf/vfjm7/P4diwsk4VJg+6qXfYejFDBMlK5qC3npGSmqL1pmS4UGMhZV2UY5RLBc4tJ7mor1h5l/fcQrOz602yX3gtT/Nvfvn0/k9+9qLy6tWR1B/KC3x5mF9Pd7muzrmzZCcWRR/H+y9SdI8ac972eY5395HD96b4JdgPObzi8v7Sv3OI6/Y33u/kPncxkf30cvvLv/zz/+RXT59+eEjwvdc//fyPHuMftXoV/WvHU0i/m2vt/fru9ot58FFm4V8xHgEXgL5vMY7M+AUTqe7KDyPoXgu53hQ92dbWEG6aB6EFQV0nqeu7rzuc323ko8VtRGHlPkFsjKRjCv3WxkNyPXUTIkVtHO94N+/M1Iu3BAGoNYqDd7o7b1hj8xKA1kbJldrSGE21O/9I9pLFEoXF2gGGXccx1FzNpcXbkHtNXBQeFYr15tOAvTVwzL7bGv1j3WwcZO/3ic6gvrF46HujlLpmDw73fu19uMm2XHbu4ZuPn+I7t/7pUzrL9euvP3UNFIY4P8wVyPvf4ZFH/QkfZi8wfJqcId4UQjBrDR3X7UbTHUK/S64xjRwLdw96DKddt0S4dr0fx7P0qWVMg9qWRDdOJxe+qfULhlsHph7JLh1Hkk3siHixkFyuMAbIaiyoBz88bfoE6BjA7KOLqZY1OF9K8T5Ft3Wj8ZhrGae5VxkoVIfQhUIMO7SA1jS4QZoExgxOhG4kkLMfjlQUHNeOvhk6VgVLYeiiiFpr4nAVOCrkwaMeNIypnCn+1Amru+7DTV9uu+/Yt3h3uq2XU3AmtbXNHcE+ZH/y+63AuPQWAkO1D80ONLp+rvwm8dNTjXfI+1oDJbHs+gGtfBCvy85x036ocNZ8HNJ3ex5d3ESH3m3ApeqM+nJeT8ktWcLupBakTbK77XZ09SnrF0Lf0eFxLGKDnMv98dh79prfZ33l4VYC3S6T4noMr1Z3e+r0Vmh19a3vmR3JjKEHm8axLjg9ur6j0w1mzuoTbrn22PH87pz+o2+f/+N3IdkDyB6IBZ24o/brGEZBUU8JsEod7VHhxcMYoBQYIkrdiqNRqXR3VDmvNgzcdscMrrcbtlmH1bew9Q3RB3DOldYO/4r2//RdGvWK3+CRWydX26FAhfWVjztHw9JKGaAP83A+lzjDbc9ToNoYSMlpz3UaojKwSO4ayMWGGNhXECfgY23t6ODqIAqiSFOcQ1yxeQjZZFCxhlW6Rep5C2FsAUM1S8EBmlXA3CkqGxOVBqljZoEqW1BWNgWKPgLkDuEGcgeMpRD37A4JenKpry8tPbh8gQOj8FVK6FO3s/dH7rulOIj2Yed+r/R+KfeD25EnFFOVLvNAG+sgvmK7v8nyL3L78/8H/I9/Eb//P+DxVClHgqpuYC9q7MyaVdi9uiw6oDU1w0YmCMDSd1UPIlaiaKkLOhiwZbvGVRfeU+u3jNq2giAN6yWdn676/rI+8PBLRltNRA4J35Ww+3ev+fShVot8B0sYUnJWRhog7C2LLdtW4v6KHrzfHP5y0NbCeOQfZ/mY3Ot1/xtJvxjtc3NPmJfzTu3slu/PX47JQNDxqN9bZJP665Iu4/BDtM8i7Ov+bePb1si5/MrfCawuut6ZfOY+NG6h58Iuup5l9L6BxjEYail+SNSue1efPPXvf+m+hUcq17zbOcvreLwSHrg1PUhfgg9NS9pgc+oCeQrYi/EMViMMyi8kr2pf5uTW1iUEKSCITmw1HoAFdp9a7pR4NNwBkTvupgOkbIPjde+JuLgyFwbPYzEE2NEcOt8LiXfJpqxrgNi6sLO6WxpvrLZRGgxuUpPjkndHU9sumqRUKdpmsHd1PaK9/+qJNP/yv/j26yyHODTNv/8Wl+7nx2Z2rN9jT6cX6s4hKvDUqFkgeDGK0n2aWpVjsqvIgw/X3u+5bj19rB8fxvSh6OsIT8s2Du3F6FA3NLyCZ5Cn0u5d/Vi817113NETy8VSsvpiFIZ+qdOEtRDtnR5Se7ftD659FKIBIA6j2O6GO3IljA57axiYc+7k2VqH4A3L0E2ApVt32quRCypVPHczjxYID8YhTj1LJlZVz7A77Y0JY2rqnEezgUK0PqI3DjEjO5yaq8Orjkca3o7ud4Y4wMxx3z329lTuGdfnLQCkBuUcJfX9JQtjPm+skvGDSDDp8vGWTgF+cRU+9ZZpceIa3lbzatddxomFQXG/cwl6CdquNYeBX9Zsa7s02jv5QmvHIcg7q4NnNeNpFyR56IOr76WfhvQBYArry3O79hbJXb55qrfelV5jIgtf7EI4kpSI7qMr1HMn71u3b1r4eh8z3J7lbrFbrQF4KwDYu2KXLZS8VYVrv/3Zbfq//lX+8+dYqr8IOzeoakTP2nxKvYmIcYFKbo5R5FPD0WxDcoZVkQMNyHV0qHJjSdRLB3dQg95md+x0c5ZAV5I5kTR2TgcadXavR6oLHGqJz/241UPpHO3+FJcdgbd1ASqtquU1T66VvY4JbqXFpH0D7ujNF+geWB3fB9T+tzBRU0dksZDdjbhnnBQcgplipKXVgHRrNXUTzzopH8F698FfW2PQ5kyo99o1oI0DdOHuSscwowQApQqYxCkDBHFoKyqWXkYna23Ng6IH2dnCms8FR9vXmnzITiEPNKIppaSyMRHWRgomaO5CcHBpJRmwrWIWAQ8oApNQGWX2XD0dTfTP8/V/8ee3/9f/trz/k2hYTKJbmxXEiqwCNTqoECK7rE4V0PRvnzwK9IFKl92pbvmFaOt12yo4vS6qXvqyFsvnKlqrQdPnXarEd7p9sdl4gC0qeH8DDBHeteVw28ul5p6f96rXVsg2llr3j4Xsb29WM0rftDeS5Zz/S4R/W+wd2nPm4rzmff94+VV7+Vd/8+kX5VPvr9TLjhwj9C6XHsZD/PFu97h/0/Y/lfqnxb5d8J3IZa+LlH6VjhaNwYdqMGcMCQg4JeJiw+gf2BzwDgaFUmLZJd3Hueve5czeTZ/jEflW5TG5S7kmXKRHx4dkd7nakdIOMsGA3RE15ph5N4FNioNUWo4Dn8vfmtYlWx+sKISEItBN3S6NsJiWvfRS8FqqI6iAgQltQCwEVjDPBE2bN1VyCpWVG1GQ9tzF0SRkjn0kMD+RDkvGqK3CbXIXEc0fvxZ7Utdo61cobO5JySFeVtbX8bIjRJ5H2Or2ZobnhQ34/enQg9uQL66q4S05SIH9YXDJqzsO6DRcyB0jFkr3cejF5qRkjrhPbrg2eZyGXMdx5NYd90B9uHaHpq1SNbm2gCIl+wuRaNs2YFsutRuV9eK83G4Nrkv3HV9uNIKsaxRFAoCen6zv2n4l1GQ3i5k19+y8U+WGMXXpndSADROHqC75QdSLBVADw8JIah00C6TAXs0XUa2TAAWYe9uRWlNkWkQUQrdmYhvzXNlcGjoQHUf8QuJnh+Ho3b156s0wluWqFGPvn3Lpbsl82cMQ2k4ujS2v7jlI8bSM7A77csTHh7HWOUoljRuW416fBeZKX3ft3do6rFrWa78x+MWerQwkL+cG/tbe78+9Z10+3SwV/fgkztXWuQacM9+M5723l31wPV9RrPYzvlxqMm+gnqRtbU6buPJw11/Hh8N9+8ndqHc83RqujkUp44dvl8Oiy293eGovO4Lcurladl3hWny91e1Pnqd/dc1/LaePGjXW3vY1d8JRsOYuWih65wCUgQ26qFA0qQaj6g7qyGt1q4HPhhATsaj3vS/niqy0wA30YH3r/phSQeax9dwEine4gM4PvFOYHAp1GRlVNJfgpG7mcd+VGGHtupEbQfPa7wj2GtKkvaBOPO1cejnFeFUITnOpZAZgHZeT2lp5PHXlhChuDtZbdHKVNlkHJW/YJUJD4zSQu3O+CgZqXaOP4AjIZTx6g37EKtmzKUVKROAcNo3V3/JGzYB87KaHxKxeIDCmDgVDpKbsbSzS4u6aZ2sK1qQh+V2aGiotrispOXsiN/hUKE5RmzIo4p2/eBiquyFNA2wCIfF4teVffNr+j/+X/LP/09jOpWHgBSCrNEboEILD3YQdGEI3IeamLlldOkZYz9sthChVRDHCp71soS3LS/NYlqLYroi4ljAMnPPy9qS3B++nfAIfE46wyLea2nb75hpc1fMSz73dsdd0f/xcwx/cDbxeu7vV94W2srT6y0Vxil9+WrOY3Wrxes6rvVz2lwv9Z7+4XH+xfwQ4TK/UPTI0sFL13hE1DPfTH249LevP35VfiV0p/Xvq/tsH/5Bl9toaZE+vkIcO8zHCrg/JDZsdRwfZAEgdzs344F5lfZydu4KbfGr+eAV8TMHejm/vwrLi5GHbCwju3YFMc4CtbVPoF9wD7r11j5aUkfjAfJM4x7AUCZ6cwqZ6YquQBoOtZbRVhJON2MOlFY/7ZnL0MXdjvLWO2VaEuDWMDq85BuhNOooGol32QMvW3aMvva9OUXXb7UJ4vfRr8ro2QSl794Alvn6FlJj4Svjgaq4aUZcNlyLt/Vo+1a9by52Wbr/9YFIoA7aLnKf6wkgC+RFhxDWW5lofYPdIG+tMn8dy3rprbbnujZWWdi0tMNykkcN8WwTWskLpdXD1WfLs8qIgzUrnlrVUn0mPvV8B56DXOsRO5SIdSt0iNJy0F62Tr2Vz6DY2pkcA5yvBqvRIe9Eo7IIGTLMAEpqxbTAGR4penBUxIzZRZxx8ZAvGgEWETU3GDtVkAN+iixbV+yiyejbr4BAAI4cVaQCLpNHkEpBMKsTAQSkcp3vkHxxPkx69b8m0ttp5Y2pce2y8ZAqy0WAvIN6Vkld32Iep8AHu70sb+9H8if3pkUPYNT7NkL/bn6QOa32vvdO6XFs7HGCRd870vb50Dyd/vcSK6IWW1SVPpfO89JesYbP0qV20T4ILeN3g+aOSqNWQcA3V8kNPN7eWOLIt+Xg/8bSE8Cq/tVNP4Xvj7Nm5Avxd2a/t85f28btlnJwjGNIuLWhH7CnvpmuLf31+81cfh1/+5lQLiRafvXiGHkRdb4GRIUFrXtwgcACAYmMExy4kFPKOicjU1URdOIPVjhTIkDhOKVcPyI79vssAYhlIrRlXCAWbodDBlV0PsjchIoRLB4G+Q4k8ELLENPS8olcam+Wa4mHIwjNUrRSDBcHm+pjofC1H5uoGDoDSos/Rzy3XxJV27yJRo8g+wiAc77oX9o72dt4PmE3QtdI6VNQRpTUfpg6VdSmej+2iwWjZyeum6FtGJLKePcLue8DoQHvLZoy1aPRVWva2s3nfWpsRDZRcrokn7Y4870jRUfXkgu1dR/W+m7r5ddoLKkPLewhQ1agudqqAnaa9lo0jADZbE8/S+5/qh//lv/7uP/nf+fOfQgWAjfECvDvcaq9zaK1WJkVoIjVgXqtOvtXej8OW25Voj7TUXgZst+XF0aenpxvVl22lkkujw7XQwJItOPLwcCIEEN2/M5X96RPLVj98c+WtVGduW6zvK9XvHaF0Yq+XlULvu/TLfuvtly/bLyb46uXjf7Ze/83L+eM76T68yj58+dnn++cPP/79N49vHn/w2SHY5Jy7G44EcQiT2PHkxue16fX6vLVIl8/GVVdmkJdcq9ZukOgw+VZqOMShqZ/dkmsKLiDckQ134ZWanyN3wROXho6RImF19KPXkzvc37t69elBx5az193zstQy9X1p7hR7K8Ezk2kFC7R+7HiMt6Vt0VGrvkqZkD/tDmT9JHkMbtMY3b60srd9Jrt2C5afSifd1zYoLJF9s34YZGk4x7pB9C4AkWI7xKNpuB9lazJTVZsIkiPfJRwcZqEUJBs6diLkGBWWW+kR/Md1cFi+vYqXEqJdOt54qUt7+rCeyz7oWsJ2vVvhjXuaA7jw7iFpsx0gjP65kBoOu10Dc5dvP/F0wK01ZCMthfA0h/WqY80CEzrvnVMrDOG5p4PoR3UjUMaWWs61b1LD7s/i7qF/t+pES4XekUO24ursKDd/6JJ7MDLQAVicAYAih5nl2eJd4tZb5wCVArdN0TERd2ohBuANLYCImvceSBWNbdxpDc5LRx8E4Z4YtBwqa0Dr3dgdWy9ATlsxH9gGlReiqUOJZKAs5kH3xhaHnE9x+qzenufwcPGfxEFIWWTp4/10ueTgzaTJbY02lbWGEx4Z7d61I4lTe+syaDzK+WzTuXoh2RlHv3eSeIC+SkTloWOuNIahW/TTKnvVvak/Qr1uwHHrDnspuztC3wSosHsp50iyVuc9o+y3iLGWpnTH8YW3uU0A16XNN3mq2icZ/fQxtAekm/I4OtlzFp0dbRzfOrSnLb4++MX4ka1QBwm1pRc8/ckL/lWXvcOlb1NzW1hk/WwYr52ClO6dw84bSmxpRG2cCFWVBnGd1cxbKFOHqyfuFGMAFpE6uEGtLw0CGilqZ+eygwhoVVz8225K0JYzTSkY6Aldh83EEeVejsFvvYze2harx0mmAqtq9wt0x7E1mNAB3LTMNjDVxmO0vcGQWq0MzM3AkeDgQbtghQzkXD/vFGiolgED9baH4Z5LLoDCiYroiSkTBNB6A0jqvVfZY4BeZIrWIRHoGB0YgnjlPiwmTJ4B2Sshb56ohjEV0dGjVJfmzBsrgYbY6zJX3hgcZsBBBBA4kbRmSIn3tWliL109QGvVqgmNWlZQX6gQca7xAPvqoJP3kwl+cva/+fX7f/p/fvPPvvVv/n4OD87WbpCYpLbke29NaUGlbkskqQ09f6pL8sNH6611x3hd14bgrjc40vKc2SErHsH3eX/+9sP1AO38GMbu4Uolb6P3z+v+pvG71sLdG9hYot4fHzNA2vaf334W2svzc0sM+gn3fZMQV/fC/kPe6/O14nwYjnKaHo4j3iPH8A9/9MXzeTsw/KzmZTjdefdFNYpYRfsQ4ON6i+Bvjfoufv+TJ5oUMvGXD+Nha+/vphvqjDZzOAGY96G3YxxbLxRCE0FRN3BbJB4TL/uXYzpXzQgi4DaBH33f/kyO99v1Zj1OrPjVgumRwjPCq9HqFqcTlEaFbFK79OFxaJ+u8dXUVw3JrWy9rRz83poffHteaYr2tDnvA7t22afjZNfaj0n37lK4OXrosg5u1M6Db9dGky+5B8caaFpzmKe+Fhy9W4vF4UW6RzOPt6360bmltBQttzySV9HcnHPllmsgWjK+assz+eunfdr5260jNLOVMn1I8n06DPw9fBOPMV3v/GceNk53Ca7ZzQwBYp7xEfD9Cx4O+lTgQXqLDg2I+eOqd2wfOD3msg16rw3M731/he0l8MNebuRPEZ7PtLj1dY9LGl5xf78Md2lrxSH22fGt6wH8h6fz29N4rjb4hXQ0JClMG4AP4iwDD94/KfQwoLkBIRfPGH03yIiqW+59cFxwJofK3nAFxx1KSkMncCkJBTABUwHx1LtED70LMFbGZEAkvlEn9mIScGgWgAcD6M4lxMJDOLj2OA2f4cGngLj23PpGsH/MywlqXY0dEYwrVN4wN/aveX+I9EWqf/Al/+Hsvv+6/GCOb8N1nsLdth2kD2rDvugLHuN7P61zv84hzKYuuYG2xyTMr++OdvNgAVn2j0t12vv2VE3aGlgvnCKq57T5xjz3qbLh0jhd9k2sXSxvNkzcm+7Sxgk7tVezVgTk/W/j3fFeOdtobWlCr455TI2PNOImDp67+wY+/4sSfn7xTy+y5soQN2exfxb9k4tp6hoH59AKQnQzh7pRIqhMRki7yzC7MGXcqYh6DOA8QgW2SpYbsJfE0YMRAgTgztQTsYaQBlGKHsEwxVpFrPaF91KhM1oNwrVD8K5ugXwDc5ZucySHrnHQAf3YgvTclpkia0NH0nZ2SKUK8UCeEQCQSldhdKV4KyJZbGKutoNyF9AY3ngxDd4NyEh8YsrKjArGhN0abBE8MnpjDwWBclHFxguU3B0Mijm57vZVPQ+aQMVJIK5rnUfq15ZxJ4MabGDqmpMbFlMPBhgbrVMkNjBlMozQDJQmgwKmLZJvAKMZZ+eZOXI7deVg7RadOUei1oQjaCTP/7J+9z//D89/8r/3t9+osmfrupk1k664JyXR7pQ6Gkjp1UtcepFqmcvtdsuUN83PTveXC3UhgNaa0yd9fie2t2ey091AYvDDIcpcsK3P8m/+5tv6UZ7+zS9a+G68dmV3+Px0ePPf+f5n/6O9PXridcGvfvNp+Wb5+a8vv/6Ll3/9//n41c+f31XPVO+8O7DcuTq737mLd4f4k++dTvc+nKZhph8RcSQkIodFdBv822H+bzB+7qAu9ooobcXV/NT7y+RPtTjxh+CjJxl5cHB04ZDsTUoPpI+AM+jLop792GSkBGYUgiEcFCEGLOh//3NX9K55d34xpaRFP0kf2bZMk9+2y9apMER1MFO5ZH9y5VrAw7bucstjEd0kgPKLIDvcVjeGhr12tGFc9paTb2XDMRTotOQdkXIDQuutBdeLmnPdZNghp7DUKuxzkymFAOrZG9HY7ODYr7X4CCWrY6og194OwXpHIumFtOUrz9tZvbpae711iI59SGkMbuphfrjLYJDHNjmfsT8cnPb0dtCWLKsMAy3NxsAK4VDdeRy1tp5ZXPbSsr97C/rMflK3Lyl7h0Zf2zhlXSDGVD9dLB3kLh4vKB7P572eDrdVHKFgxG6QwM7Zphk/1DYCZh2jU1OwVNxbgFa6Bc94Fpmc5ybsg7UWfNoUPbNjtWLHEK+lso97b8G7bvBguiHH3HryvOeDdx87HRSMAvU+O38t5TV56PAKMSH5qj3o0LqGMDW8uTBqBuTojLeGIfgqLRx08YP7Uof3+dMdvd3wNoXDViVbuttDxyvVNIzFSnnD2fHwGSzfH/xd6/wWXjXK41NfBlfPV0ll2ww4Zh2GW2jDGG6je1hlF28iZ/bDasPsP6m8Dv1j4VOx9DinVtohhgpS+NvZRr8+v/i7WPcceLy6jNcQXhlegOc1LyEw17r6G/eB40XpHvC9jvOdbf719ssLdtVq1NwF3UOC4JZpdBqqVY9752X4/ossv3mX6rYRd22AJYNOJVzRvc63i7p52mtmFyRMMVcbg90AfOk6Euwd7JqRB++r6MG1UjCSOpOGfQjpVsvBIDfnoYsGIzeAe8p5dFRKiFMvIG4zYbZcI4eNcfSMjL0EwQ6+JYvXDqG1FtU5aUoxuiJNew4wSdLZ/NJ00NrRe9rxOGluwKweKKu6aCBl7y4h0GSwUNeMgjiIQ3NOPikczWe9jfbYcTHxZjVzAoTgmzdneCM99viM5eQ5oxGqrVTQpS7X5qYB1mtkv2nxVW1K/rbpceB8ASB03XeGqWn2OOu4M49z6erZlDBVaQ4RjMm5zNWptWothNTh05gfql9RoknWaHklcopyF/xm5hAUCEszMis8OrKr5P/1x/Xf/T+8+e/9w/31P0rhrtNL0xAAd1gG9mvbqZZGjeUD1qHjFZq9ND8u9datXruhSEGX9/UU5a9+83S+3oo2Q/u2biBy54ab1XFFmbprwyLf3M59iPm79YvTMJWnS3av/S9i+smbH312bvny629Wj4Gjj/yiXjI8z/T9134AX7CdHImdQmIyIlqtnzT83iRbNhykNzmPZLm+X4sQDXE6vLGfPPWHO3dX6BPHc7l9/Hh9eRjemHtt7ar4vcFxhuDcABobBEfcwBxTw3HEcwdEpgjDzuL6ffE9qN+EAjkc249/TL/861vWdVcEGU99LX4Moe/mybmmg1njWlocuZcrGpmtjSDUVEsfGhd6VpnQgQEMbd9wj/0gtvSJbduqG4Pt22RBkYZFL0eFazMH+LcINuxb4W3sdcMQkEQhuOfWFRihHTqeIx1uKoFjq6oudzsZrGj1q12jlMvqqiwIAfd9b/yb7659fVlebnGpVqP4DV/f+7G/fB79gU6Tz2E7hnCuMMbWMTsJbqJzs+iHgnvZSzyNdF55wKrVnaPGZvLugsNcr61ZD5BXj8jJ1ZsQQN5ugYhKdyL7MVHvHmDdqz8Z3TykXEUDDZrEMkyvrO8OJmi1H+Kh5s5uB0A2BqgwOCqdmeMmWd1wlJ4ogHXpLI4GKYMbnCi6JFRHGVYvryv0iKVpckmhnbxPCNBFHZ5aIx+siXPJmcyCFSEIgvOhF8Ijaf6IAVGlKvjgBKqPrm02/ji0X2V3J599Y5dOqd9aG+nhJmdevHPkliynxzsJafjx/Xk2d39EGiSs6FxXS7+D5duB3fqUnBYr/qG37B9O15Pd2/Bh2EY+wcctOE8m61XnUvNID1DzTsOHtdcY1ps6LgOMTrWNaWwNwgj2XHg0A2gXpAPU8zEe1TJFF+tcvYo4kAXSW8ZvTjxsm43uvDf3vrt7+Jz9BaMjv16jez21y3ZQ//kL2n/5Mr9c1nMjEQQE8ANC7X00ujrnUPYysJYGqKW5SjXwvYOLazPB1bs0dCzWASfG9abzBJtwDMoCmWEGv7XsQlWJbJthaoynKa65RGg5c3Rjlx2px8Fr08MQylJi4kgcIu6dessRXWY7mi6d7j3vGD2sYJ47MGIuJXS3Rh6g2mGwa3MD911DD1l0YsEeLOytGIWFBmwZgp+6ZC/SwHsDVm6oY4uXwMPetoEPtRbnWdRtBkdOe1nMTgH2nSKIOSuzmywstB9VXq56GKUtvqc+S7zubZziVtWrltGFXau0K/MB+dZKUF4EZl+zOQcNDHbR5PRG/UB8aTYncqVWo9ecnksdB7sYHm1RHkzqCLhknSe/cBs37caNdU6cOw21b2rxP7o8/+v/d/yf/Rx+559JOBBvW7bJ7bcKTteqe5DetDUpDnHdzkfAj21LuatgL8VJ2N04nsPPvy2Xta+LvopAnzue/atUd1Q+tPzS3W7fxGnYbt/7UUyvvpj/YIAf/ehHb36A4Z/28vXeb/MY8tsQfnB6M796/OK/Ne7tL777DwYSt7rtjX/toUC4c3VvSl7NJgqHGe9u2zm0n137h4O2K98pvgkgHf/aty374/djrfTqEH8ovez4r377vHzcP074NJx+9OWjrepGZwCdkeMQWoUxvdpUR2db82xr5Dl3mWBaYZtwrogKT11W8zAfpoc3jpbpfOvHacsO5mZpwLyZH7nVPHt4ssNDyy0ot4TQ1uJn083rYYcbckDXoTV23Fz3MkNbxI2wdwxTaIzDzdVRU4d6RH+xcaIVDPeOjH23cBTcKST0Aj1AUnVi66R8c9WL3yRN8KHinQL1iux2Inzq0WNfxHvW3tKem1aoy+UPfPizDY9hbIM7De5iMuYrfv45JPfqGK4a7gIZ8yma42nvMjGtvT+IVNp2oMOA12U7Bm5dqa07lim4XCdGJfRPVN8QXs1OKa+3Q8K9hWio7ES3HoI8Vzh05jkCuhK726nQCZxNe6kMZuXZuWRV0IWhyCI6e/oEAOQFKFEDHhhY4cBpUDNjVhjVDw4COKKZAGYkB+qqi0HHApnZKYzsRuoDOhTz1ULw0KmZd6KfcfyJ2Y+A/46jH2B4JP+omNz01ioD34MM5k/swRwEho7RJ+iV/EkTpY8RPcOS0fXb7cLm/LQiVzhFWPD5NJx3uA6vI2HDA4oMJXg3TTbchVfh+sPD9E8O8nun/MfOfu9V/enM3zu8u4vhTdxf6fb7hF/Kpx+68I/G/fcP7t+Pch/0Jyf8nYdxEPf6tZAf72LbArvGxmpaaqdae6hBbQgdzM0+g6eeb3snAEMItrOObUluvrCX5FjyFfyRQeBcFEPLju30IK27m3xxPcy/+ci/Pudrl1qzg1ZEsoAGRmyMTpoQxiSNXAzIQC2qQ740mb0vlY7JqDmN7Lntu8wBtmYykRRq5L3mKnWMzloM0dXG2Huu9VbbwC7nNphtNZsTZuJgA6NkGUbfGkyhAtHUO7B3RA+OlpdyknXJBa63qODF2GNnlxqg10GaYuSXygrtFTiRpuucuCrhWAyYQQYm6DQcXIUcZlemARRtdnltmhBFRqjiebDeyHlprZM6or1o9JG4dPOhKUB3EFdYRSJDdn50sWeHCcj8gi043BBSL7t3g2JDjUMMDRa1UXvXekzQIfgRtLOBG1E3swPDutmMYJth0DHA+rHehyoF783E+bTXcUo36cfIrcpQp6rORWHybesBavN4HwzAHTfK/6vvzv/yX8Tlt9J0dLbkZXZb7ZVkyaqt7Vzt+unsXflmzwlL/mTcF7th+eoStX/z809WP1XThy98fnMaW7gBXe10fPuY8ykI7b9vv/8PH//uP/+DN7/7o+M/GOTu/jPaxxHfho+5/XVZl80UfnL4vcMw3YfPhuthfPqdx9nRSBO/xnbtNOr5pZTJ3Tw3zyOagC5H12ohZ7dr3RleGMB76jDdqsz87kVsHN4wT7Pzgd6yMVzkr36WPz29u3Y6uSwWRL3j0IWnGLqFU5gEjiONjuau3tGcYZ1YMiUfLmxE3jMoePrx528qpSnOW62H6sS7S6ZDoHPpFOO564mvgsgWDHsWPXDJ1EXtLDPy3hGdCUjv1GbSaz/eR9zFe7biUrFy77uiDIFugHd8zugyIbNeK0eiTx1GpKqb+9veC6AnvDadzJqGCetLdaXmUrauis5fc7vDfa09aO3WTCvKXhRf0/zR/N3upXc32sctW4NSvJvam8f0EeLpIQAThl4rFL0dBy2NT45WGjq5QcSJG2n4dukRraVXh2lYczJsAHi1/prgU9Z7a7fVR2i1Oyg6E61nS4yXNjyi351va8OatwrUrXu5c7J59AQEKbky4FA0WHPgvLW/HYKhOtIGGKhWdayI6A3RBW2tewNxiQlAWNEcJbONSTOwh246kK2EB4kHwleiY/ReumNyyI7j50heYA6o1XanYnYNIXQJju+cPTVCBxfxR5YbNI6UgZ0PuY9aJ5ti3LQ5Zonj/LR1oie24VpKSL6P178zOkp7GKOBbgLj7sqQucyE73VJb+DlaeQfq9/b6mCYSZp7/FKpBQes5G7HeUZ9lnb4wfRcZPqvoS9yjXC6m+WpBh+3Vaahtuyr12FDuwvH2i47vL4LLbhhrT3HG9jA6dLhvsma3OCF+0Et9/l4vpUDhdf39dpHeLrR4TB5MIaMFnf73nYcf/vJfvkV4QadQkhSugXKucG+0WhDy/sweq/aw3jquk1IN1Yv2rwLy95okJwdOuBurbBPcBPwRO6p++gNaik2cMhOTWHh6meoai45XmwfxS8hL9kftZcRh+KueBUYB6qNeQjnV5q6s6VxMG8+73L/yu37CCyOeK8aQM1hKqCe2JsV71nqjn6w9A0UbxOEXHCMvVmofk9TkDOko+03i4F2NVcLe0IEjw5KR4StO65Zko/OrAQMNXbsPkYpVRLJitVDIM2csXtF3XjydivqnMNejBkAESBmuaIfpWnBcHBaBeYQsl6NDx036z4W2ANgDuaWMMxLu606z7yLJBRtsfYaRrupD8y5QvR7scDtdoAgatGo2W04ubL6GLqvsCjcGW7m7kyk8+QQ/2/l6fJ/P/07f78ef3cOsu3biMu1jyif4LLudk3Ur9+VV4WfV0t9lW8NPpxvYTz/yxc41O3t27dHcquUrdkX4yNxwrVc/HjXv876vccv0uCc6/2DwXcCj9vL6g/7V7+53RpcKlAK2ynGXd2dbB8+/OtpCJvx7KVxvO7t0enTim/v221dDocPZBvhhMZbDewfl/3DMOOeQ4q/Vff7Xv9oPC65+tezRx0OKa8yusZh2z9s8vpLp/QmYC8yhGAKHo1n8rXZHHxpNPu0mXdwFewANPN1q31yttQ0x1IaQ7fBjTWUP/4+/MXPYZ6GK4nXegK32Hbn3LbZ3TCcs9xha0vrA0uDRjii23p9GPjT7u6GduvmQQ/Rzhkfxu0pw5vIO7UI5pzrjU8BX/b+5iDXkjzuaAGp3XnODe6DuyrPka/bppY8IzTnwX+61SHZh216OEwVei7IVtcNmfFThkntQwcv05ZvOYe012+4jO9v28suoudP13ZgXCH/5Bh/cLfd7M1PrSEeJxc0dO7gYNt4HP2t3WaUVQy5Z+Ao7YcBPpV+Svv7W70fI3XHZge25+7u2D2fy5t7vWXnqEeh50sZ47Dk+uDKxYe7vhQeWvnbfSKMRV8I7nnItidXiOYa2sn5Iji5fIHBvQJw1pudIu2dOYp1rOqck5CrpIBVOaKVgsEXlkehi4/SS4p+K/XRuQlwEv5BoKnaHPDYtLMHU9CQGO8NKHnflZzdWu4pgUlnMsTe++hwacoBbirmeFebFc9xwr7hsdK7W6lrsRnq+8qkbcDQ5DaFQ0J3V5qd2rParePBvxC9WoYr+pOrL675x+NeLuWBAgMOw8P9aNiiN8HQG6ALrg8R+85uFoGgYe/rMEMdx7A8ER2/Kvn1Onzc5GU69F1fiokbO19JHu9sWXSKpZsQMitVy29jvAFP2Gkb3Kssmqo+H4RfnnPMREu5S/y0az3Mw+mO+un7G02fqvvqQ3laSgc0kNqj8hX77CmTenWNGVqmAn1ofHMeWidud/fu00vuaiCpBCQk1a3KlFiqBlRFLlHNmhgH6YvvsZo3TxehcKi48U5lAlrardE4Ri9kk3IOxdohpdrVB6RrAfMddz7GYcs7Vzq4WoTCThkxilMwQjLY9jIcnWQybKBeBoniLr0eJ7evhUJcFs9Rj423RXDyrkLC7iprl+jGlfbYSKMEC2LIoo557QKG4nMgb1koqBaPWvU077ZzNrScFBUMFUpuxMAWhIP2CsdkRboxlK2OEy+VGwgxZzHDODdYOaB1YcWqkqSWKCUPFJvlFWXQ2shcxoL+4KmW7AL1pUswb67FLfqkpYNxgV6ND0yZNlUWewE4DXi5yXSSKBFLC//Pnv/i/+f++Qf48o8T5brvnD+2oq1sVG3JbVRaluf4HmSD2vv+jJ/WHu9P18/t9PnbI0s93Gz/vPJldncFLvf3k+X82XR0IS6fit8bfFj2Hw93/AYpnxd+ePUT+ISt/7rsdNn62/l2vcXTYGt782r88IJpwpHp061YsPKy1ePglvW3Pr6e6c5oCeHSOkzzl1XcPGy5vQ5xPnqtcv9qQFLnmPoOff/r8/afX6L/wU+/P7vDYU4maOHW6ysIENArx8CqitFb7SFFax0QK0ldK4+MW74dfbqVgagzt5v10Sd2P/js9aenXUcmybEFIR6XW7074Kd1D8B7ATfVWMYKRkbn3h6meNvkfsAsfPCGHHLr95H2zK9j24UTdI9B+n7wblU+RrjlPjqfBQg969BgDd7vIlPAWloK5lpl3GBI3drJ+1rgs6NcisQQ2Dj3Elz52MLJ1Y87n7x9uhbzUtWeQPjT+bzX7LVfrqGrPiuNcHqoVbPeDR93fpWuW72LvIMFq24kWPp2Z3xRC9HnjbwvlPk75odmS2uPI5eXCq+NGn9t+BnL7WYPB7gsbohKQtXoLrjzuh9HejK+b5LNT9yL99LK/eTP3R4nd9vgFEOFDpaDGzeAu6jnldNAdAUw8N4vGY+KUmESYm1BoCYedwkBfevHEILKQ9NudlA9GFFtGELrEJHeev+T7n7E4U3nU4hTtgP5QwwnCoOLofrkUxCLMSUxTwymbMaemzQNtLVGjqBVMFPgUJo5dLnbMCIOiTJNp2EZfdjs5mjoYQ3QH+zaBf7O0Rg/VAiyrX0D2z5eNF+fbr5dHMfBpIr3/iZxVK3uEKH66BhTCn0f8MFonz0RVZr6gG7SlwccDvTy4+T/8f3tD97gP2L8fLAvpsDwojXi8XKliLVRJ58adO1yp3TdbPZFvNCr21ZVYnQf+vJ+n5096z6xu/bx8GPPp0P1/GqBseH0/LQ/fXUpGVHnYzhEXqKMqEKWvAeWKk0xCLjZghRBZRL0T8+UDXueicwZoTTqXqShiRcgBw5ZHEHg0nvg0Kl3l6ta4EwLV9lB8da6h8jaJDcV3q17i5OvYj523eEKqlvWG9iyrVW5kzVz3qAQREalQowbbFIPx9CacyCgrIhHpOzgbohL95hGKM375gs9cUuJhQBMu+iuaj4urH7zBRt2Lr1oy+xVsY+VttpC8VsDStatSxRC2Jd8rGxbc5y6J3XanGbv4uBWaagoTHRVBrBakwTaipLr3YFJRemAkMPmzdQxBQ4RSP2YuvcOWU5Hh81XQ0BQ7IP1bj35gN15JyMH8h0t5irKGoLrg92D2611ZbJOEJJtRWaE+gKGAtkyovul9n/xFf3lf6zP59pX2nYpmW7wXDlc+/qrLV2SftBOUn9x+6s/+/CLr7/58Gp9+ztv4hzocR/Hh3hcH498redwtK3VdJiac/Wbftxa+dTgmEy9xGz+OGDS/aPx8xxSA5i1PN/a6Donfj0tdyF8fpjuaOgW2tpLcddz36poP8PyPttXoNdVpjR9MaTfHbxXOUzz5yeXArvRMSMRq7Ra2l+09a8q6/cfT28f/8Hb1/+VFH44DAP2kRwm9M0QzQCAqBCYY2RlIvUIAjQSbKqOY867dzvB1h0dFKRbCkApBtXnm4gVtbxBH71/15y3XkqBo2cdGtnsoEB+TFYyhSF0GH0EQqpWZuqmepqg68QmKqEBejdlxTFMRC75pNKdLwoCujvoYhZZtatCx+aNnVpsTVFhaTg6007elyJt0Vswe1cE9Lp1EinP1wa2nhcWESr5pUzhq8v53Q2nuT/c7QDhOODxTTrO/TB87nX3b0DkVgOig1YybUP3TxyHaWx7GF4lp7Qk+iLRgsPoYPtAFEPdZa/8GsJ1pWHCSyb2KI6zeFZctvwQcenDWxlKqVPsrZFSvx+ni7QHCpe1HSYpEiDQkPwK/XX0u8rDnRAX2gDMWa4z4UXBUzKCYBwU5oYt+LDX5II2OJKrRBPAixqYPfjwWPU1hR+ae93cATkaDc7HDtFPHrw355DZHDtHiuxTb9oRFpENoVhbS22oNynRY64VWTvUXWrBS9uF7UDb7rBfDWzd14H67usQ3YV3X/FymYdx3M07gCFNTe4gOOs+uTXjRFtOXoviMKUr05ukH8bByQYeh0Ae+xrH15z2cTh5uLZIDyyO8tiOp+HlwIcf4BOx+0P/8tO37/5o0t+Znn/q7h7HS6qHWS9jqA1vooRxQPsO+VD7O8TW+fwc+7bBLz9cUKah3C42ev4aJPyO08PQX82vl+nwjt++e4FffC0vZ50GJI9XXWub1Z6NQjputSe0wMbJglreW3SceyNUMVd8TZSu1F1zF/N2mOs0kRMkJyihuw69Ou0pBHXOAZq4gII9bK4SrxkymkO/dwblYrC0ihvcdt5buawqSVywPSowXRo2rR8Z6p4vNnS1W9FsMluvgYnxunQKuEbfgiWx57VHbMuqY91ANgBngSuUCWgxTK3c1LHD7gB6iWsrTu4gtt3GiADelLjGEuAIYdF8aKWI96it6xZxcPFc6zhj7jVGhYqs5lN4r+AJ96CDQiVYuzrX2tDYqPrKrhdAH7mDkcPoUwvDqK3kitZzrV469dZfbpCgEHZjAocaQEAqFWnFMGVoTrHgDggKIrIdqwoWMq25dwgIYkzV6mGEkdqGa3DcpA3u8Cz1P9j9X/7peM1LRfvu+nEr8MuPL99cy2VZ/+zT+XZpf3a9bDB8Hn7y0x/+5Kffi+LHNDo9wjENKa25Phyh9n4g7G2NzeJdXfd6sNgCv77DssCEuateau3ENw2PAd+vzkpedkeqomVTSS6iw8TI2re6N9Xn61nb8iLf9fZU+fA4vhlC0P5M/r75z0l5bRewKkiMAP12uf3nefvFwvjm7tWY3g5m3QroKmqdmdBn40jQkRDJcFSIgNyRIgagIRB3JAdGpBxOiGJkqYeNdqKtQH4YI43BY8Kl5yG53c66Re15Bxqdv7XqzTHvALOfso1uRFUjziNZQZ78uIMDot4xcgsuQereF2SXPIo0IOgKFmdHSTkRxyswAbUOyi6Ba1i7uJWEGIyHhLkZV65NwlYtCooL9x4Rk/Yy8yDsxAbaswCsN3sot7PDKdJed71czEOdBhsDTZ4ar775cgmAMJTeeqUIghvRyN1ao5m1AXo/DuEZ4hQBNk5HzJ58ZZB27Q21bUDRBwioa3V96VTZx5fgHqB8ZSUEbDnBvXC3K5T7OGxR7u5D3Tgd9eTcrnwf6AZ5iF5LchioAXRQF9nk4Nhh890jEDqnDr22FNJNOpPLSoN5JbxTnil5ZaQ4EUcO0ZGaq+iqWAfOJEbBIXRlQFIzQ6hdwDk1WaW9mHwDWL2t0DPzZoLOLq16yYAryK5ei7zDZHrQO1MKh7lt0R2Obel3r071B3D6EQ1fTocJ+2EochlCW4UyL9cgbM89xGKcoGr0hyFerd/JCsiNkjShEWa7VeDB9aWfDocMFY4pRD/fmO5n3CweXufndEdR+fvz+o/v4ffeXr/vQ8Rfp9Ffeum4D/u1b7/wdQzwl+TSVV8u+Xpd8of61Vn2b/NXH2Gv9fqtfXEKHYf1zXGkyZb9tQv49VO75KdK6SpRQKJGclXxjdN82e6cXTJxYINY7kOaZAU4nrhXN82d450FmYR6KQ9O3Kc99K1uhCjepewgMJmqI2m91VoRrKt6xE8kJDpQH6GVIv6oAoiuuTFVxkTdzQMwNTJWGiU26A5qxzjWZnHkfa8UfDTt7Qawb1s1xFGWT9WVHg0X6PNgvRMmWXBI1Xdn2IyYNPFAWDTOseSbA4S+aDGMxd6pMufrBuRUBFrsserm+JTiwslhqz15zqlphXJ0oQIdsZUL+MEMVZb1VbfOODR3EXgILhI6H0YLm5N7o9zsEGS/AQWwrqXAHZXLzkP0XWgSAzMTmhNLpSN67BmKmjXRjtDAnCcroGKtJvKjFmi4GTXGK0WmNiQOvZBDUJwBak5K4DUg9jFMSxOAw3N1/2Hzf/Hb++cn+2rhv7ycf5Xzz/eXv+m/fdn2j/2X1/rbb6/06vUf/fM/Dg9v0zw4lDW/GFxuWO5neHE4hvTSDTJutucaX10hH/PwJOei7G7nj1BxmxPTMDyMdGvDm7jmS1/Wl1vuW/aRDxU/m4YfbELsXGDXMuQL/fq7T+X8fF7eBfuuyq9MPwGOCuMpMAAnz8Wcs77sP3te/qRQWfBwHA9Z4xC4sXD7Whp0YY+8iR8ZAC2gViU1IBRG8ahVNTIXq5EI3CQ0DOxNp8TWyEaICpICjrNMPvBtWafAW+/oElGvOhz8UKmNcQQspuT80sE5Q+nqiGm4iR6MbtpnB52YwVxwhjDTQSwyYJaIgE0Hhcl1zWIjh8XqgWgHMEKotJKPUAu2AaiCSsvEhiRRUpXuRCAUhnJrxNqypJvugf2t72Pituz3EesHypmkojvBSzcVoAqHh0GkpQlmHI5jQKdDnQoQcQXvplRdxx174NV0tUSV5DWVHrlgamkM+0whdD+55ug4cdt76FsBSVTHOfYAkY4AHwEO3GOIbS6xkA3jOPEFBQmdlDQhVKu9jaEVAQdUDYMvgI0+AwhuUARLzVoQ2oJCV280d3LmVrCIHtGiIZBYZyPywDsSOFSRFfu1yYVsQzDCnTCrba4vANWhiHWUrfWdbZGyAi0k7wV31Pfd1MhaMbWrdceu+oL9Wt2l9mvFtO+lUlwjQl9uM66Yr3wXL1PD46m8fbwdDp0eVlH2r255Zbyg1ibNzUPXMvhCkbwrXkuMSOSDhxGrkLnuzUbkDFoPYWU5oUpHh13vXTPGOIbNn4aQ+0Pqb33p0f4I2x/d9x8Oxzk8T1jUliWetbSt/my99fryX1zXbb99uFz+7br99nL55fvzdd+eLyvetW9/fOA/eohvj95PP2kPIXhrZa/tEOVFemnVF8bJBtClqZv7uXEKVnNHyfyS9+pJ6rLEOHRSGLSELGYW7rlJC7MiJ5c6EopuEUABUiR2MbA5TMVVrJpzuWMTkKSQZeLAWCgkSxDb2nTfRYT6zogtfq6M1VVybOSjF1N2Tbv3XVdeUGwYgBmjq2YNJy/mHaqNybXsPDCWNOl+g+5EDKhzqBdYDNnDujs/Fy7EryJGrqiHpsLBs/aMZs0KZqcz9pwptdKqKra1J8CGhTcgL7YSOcblCpGZlDc0ry1DPd3zCp3B6sqZcI7uXPzR437DIYgTE7Yh0dVguhNpOsapoidBJm6ACaxH9FMoZl6w8UyEjryKMpM1PVJr2aOL6tCypLHXDTyZCIfW0bB1FwjyVsjIwI3gapiIQIH9Su4/Pd/9xcv4sWz/dlt+XX/7Xbv+1fmr7y5/8usPT795+SR7+rKF0/Hx8NrSI6F7gPG2hNd6OA93n02v2r76Vpdd/fh6gvYy+JB1ucrsm+zC992HOWO6c3Wpdoj9+dn3nblZ31ewfYNyxy9m57fjUGlGEBbrXKnbLz/t5farX338i1v56rotzC3QpUkNgbsOHi7Xy/8373/T1BWpo19XCcnzVqPrJduDBu9Rm/IxWBXxZF27ow7QFLqBVcXAZWs9oXZtUShiKyqD970dk5PVzFOsSs3iw51rrx9Ove/d89C6HPw0gIbMmoLtAvejrQYP/iZOECJq39ttZL4Bv8a6UzgQiDTtdAyu9v1kVKgPjB0VoDlexfrMdhGcPXXgVzQkQgtw58hovnO+qETwT42qebVh0XIIvAoNEC+KM5ViyTs3K+W+PDJen5dRuZ+3ii9Tvl3eX9o3VQB8AovqTg7GKUAX7nmXka248vYArtCgtlfbe544lUqn2XeFx4g1OtxtnqcMTN6d9zi+uOyZzw39KSIMaFfChOVpEJJ2yXiYmDotVg/EK+NxKC1DQh6YNjuiwyG0YUyoaXbaODEWcewd0AzQzXtwbL6YMoaszsesspNF70ZgYp6bKWEwHLxSU5Q2qDQR8nSr7ZvUP7b2XvKvrJ2pP6O+lP097FuuV2yLSaPWrG7QPoX6tRhFvVQl6Bck8E5BHtCKF9jrPrxftrOWT/rxCgQogjjpAMN6HOE4Nm/D59E/+v0LCqd+CzX5vO9f+XF1W66wguXcNY2xM9yPd0QhBfaETDT41Aw8h4pxiB3Ad9OghtRDdAy34H0zQ2NP0Xs/DxEQYgR+A5sn+TK0fzLzWydH3kd4v+dv9vb1fn3/4eVnR//z/eXfZviLp+W337z8/Nefvvub/Vc/u33d8NMP7sbprX4+JBq++M0tvpnGXy/6dGEPecGjt0/XfSUdSsrKkLB2n6yrWIOQ9t7QHNQBcPS7CMruBXQTIMV8Y3bcrohaNUct3bIvqDwc9iXn63YrUrEnmKqTyXNvmgbfnY1Rk4ID8TourUZv5r0ybA07ypAuVho3JnTJeXPJazXiqFvqoR2Bg2wb0LECqTM0n2DX0lE2S6NvhgM3YHQU0JgCOFtRMFTpa9ekDYeQLO0qNVIiBSVnrQULIp07avTjBs2sFB5VveztYFwyed9d3m+9BtONeiBbl64zxlsx50YBu7IrvXbzU/UKdbUh9B0pzYziiZwT16/VCUjlxM7Kxq5BJxeBzRUmn2uvNo0IxJMu1sjte0xOS6Mul6wResrAJMicC6auLC6N4EcfRXyV6ix51xB0rzk3R1KVukFloobDS3nd6KHw9u768Zfnnz3dvvv19eUl/3VfL7Xg23vyUyEZgkpuzW6j9pdyGfaP54+LD3D92c1i6XV/cT7cwdMn0lfu4y8DXgT5MKJ/5fPzLoGXC+p9auXgVK199OePK5blZb0Y5KL89jiSO/V4OBplNzym+O69aL+UHqchGQ6iI+Gt1sb6208vf7pB2VpS9hNxg3nAeLOHgHorPjmGPpjx6NLSvGPaGzs2sB4IyVSsRK5NOvNWAaIHMTPUYK53i2HfahgZpTV23TFTim9HetI00J7PztGyWQbW00C5WAz6kt3b4F+MqJu3mggOnHKzibYbhNGkq/PeiDHDeUC9Sb/jqVv1dO+oECBT7zC8CWXPfvZtxQ5Ygra9dob1JRdGuPX+EIvU1mXxRLnLfegveT0Q3rIe8AZ5vzV5xLisPMzz7UOL3Zfv/HmviUmBPgt4DPDZTz+fuh5AlJ0ixVQXgXu099euhEshZ8TgW5UDu/Ne7p29SArdDcfHne3Qwwr62SjLKbCmNjjVbS1UpR0sfDJ371gw3U+SN4uMA43PAg/eX7bwanYC7GQKvjZk0uFSnSfOgea+HnwaAwYa6AcAPioAq8E4YhUeuWsbwdWmJqBg2mQL1nrfOZRmPZJ6fEYwsWvr33r+uPefJftZyf9W2l+W9a+t/AL7z3L9RayfyvYN7N9h++te/xzbr2q7elvLUoI2A0IoIA5VuPm+4XDr2zr49/v1xQkIVFgt6tquWiewQuPwO4HnU/nsc/SnvE/R+lWZT8ParDJKHIMLIRwA95HgWtcEvSp6xtnpattAhi3d885mjJB0yshzIiE5OGrYJ1YlFV4GZw1lmmjBBpPj+9Q/C/nx8PJfP8Wfvn6ZD0uQX9/WT0v+TW/XX7/LAD9fL58AfgHwVwp/rfnjvgyz12NwXw5uvL//GHzHoQFePpAhVfQjuc7HQ9jq3oPeT2FqTL12hBiIPF2BJmSj0BlqM1TTkCsoB8rRfBJRsQFqQY49YQTux0Xl5TIom+LgQupQd52RP1ULMRj4FFzZ8gUag2tDnaMTNAhOgHwAp9C/u5nH7NoErbcdRAozmLClzDJktym4YLi7LJ0T1tCQBUx3tbJXbRsoohuDAY+GhcCmOAoyoLfjjg5752EhT7CZemCVxjBoAO8ikOfaNbQAYSLc3cCQXMsVR1eyVT/GFm7GmIyz0UCxeHPOs2sctrZlZccO1TcWCCxoEbouDUMzUTcAjShEIVl3nUdTceBAOgGrR2vokoOag3cS4sCs5qFfc5gpahqMrItxY3B94gAkR42gWFwv2UTCANPNGckJ1KlzBL2rD+DngS0nHvszn279jx7D22LLtufb/o3CU4VvVrBX88PrH29yrBDqFm04rEvKX7/H7enpnXX/YjsdTgqro6U8gG7O3X+WGsT0srdft/7p+fz0dKvXO6yXjedzu/rpbbL1XV9pW1/qd08LctnqomG9ZYPUD8HXON3R1ppFau++yrk8dY3BDWOIJsHqu6fnP2nccz+GmHuuVUmAL+aj35vG4KH0aIZA8aYuMZoyEeYmFfq17ZsVVV1bZ1Zr6qmW3CgEAicuhHgqHccg1qsFFvEANjsejvxqwC7OzRrS3cGQMZyrjgOqTfdj3QkGCV7jbkjmK7FjajzcJ6cYyAGjQ8KIn2cMyc9r6+xirwI4EEwdYnSwFZqirdkFNupcQInjoodDiF3GOWhpTNyL+NVqIP0kNCdeNj56rtU14dDL83N2QZaP+fBA78vWtPiIjjsArELp+MAh46s5iDLzLNRgPrH7lONpMLQ9hFZNDLuDeq0bMyy9HXFFTwj9Pt4Lv76ffue5f390qeLQ97juLoANbrAi90z72qJta4PBSp2wojxE91z7fdKPRU+wZK5oNIEuUI6pi+Cp5WaDkeRGjYAAQCsi7+SsFvCBV0F2TQt4qiINcCckQXV+2OslcC/lWfqu8pFgZXrpWoPl9frJw6r5I+JV9Nzrd65/tVz/3PU/a9uf9PoV6EUsMbbWRoog1XsIJoNIYc1NhPZt+fmu376/fYU1X16u7ZnVrH6bI7r+vvvjW9k/n+SzJK+2MCu/6i8kM90WXVOkhYLPO5lk3GYZa5gOPpSGg1PpcmN5tHAFF+Z97d2c8+Br3E7e7Rlno6eeRu7ZHRFSawmljH7YVWfvi+F0is1Hfx/4e6fzf3Wcftf1kWXm33b4APAB4AWgAlwAOkAH+ABwGcBFn+bDMI+xtOHj85sYeq2at44qLAFBWGKMQrbV3LpyhGQ+kt8bSpeR9AogRcRcadKqrjWyeBkdAUkT7AQ78munhVazxP5llJC4BPZDZHQZNUW8qR0gbqWBldLI5pCGdPVGFfaOHJKufWAIDXA0n3x1dPLxcpOUQq0GaH6cSrZ5okVkGlqWUrLdK5XcJ1BFcxN5MDeyn+cmmrSV4GNlRXWuCw54YHZpQfXVtVoOUo3IobU2CJeIWgIKkHbGvlanTTdzuOoSsmZnrlkLsXaUCb32sUQ9ATfeW+kelyraG/dUsan23DU2FGgALMEZQNkhm0jDohoL7DsAoBZvQyeGbNVXqdE50mZEAVt317aBUXEMI+fm6tDNORsIAQSVe19NgMPugKIlN+LofW+7b2Fw62L8GnRXcsQd9+c9MMtVYg690+D0v/vHX/zB24OQvgJwAq8n+P1/fD/MoWsFXhfO1LOFhOPdp2sIzw3y8VZBT7Oh3h/jgohftV51sG18lS7f1uW79ellzd+tt/OC520BS1xFY/iBhz4mHvOFziv23rGwuIU0ABbXyxXm6g61+2HrH55ehMwTGYyRZClftzCAtBSa9DtNU3RBYTq4B2g+8BHlKHz0eL/AREpFEUgRDBBQBaihlltbmfLW105dugA3aMWgBQOR5P1YLDTna/XGs4dp13AXgvOFxpTSKLqOcS5grwYnQoPbahsaVGaXZR8pQdCBOzPeeVcbCFXrbCAOUrZPEaF2ZV9UkEIH5MyDN7xV45iuTT1FqyI+RBs3qYmtGnhX15rEAXY0qNr1ZadXTi8FjW2tu+5WeiuK6qyUfFfrbYX0MfSuGdNLT+FNOE0erM/TcdsBHybXZXXtaOu3e/as5XkHrxnI4cAUbz14Dth98K717pkbvGr0h6fDv1vx7709/Put/dPJvS04hUG9g+cdEvetgDtgxyE6g8NRdj9i2K/bPcuafXC94BywzogdJJLlRTRpU388FhU0k7F1eg0gTkUPAsbh0LoFR6ITpmjqGUe0O+sbgnVtMTxKB8YZzIFEkAo6gEJtzYWqXRlBOgKMgI/QHyK4nj8j/n3R3xX9e879nYr/wKdH699j1tJAtVomMGDksqRgUi5U+v6bTpvKuW2fes0HvdzF+4fw8fXo4ljmHcJp9adPbR90+WR0B5qzHabu1G9juwN4cbujfM04jXup3g/uaNPZaAqQFxeT72QWJNJx2dEHXAq9ibzREKGIec/UIFylJRevPUyDLrmPU3LzwQ7uzffv9j+4f/2TR25mAAFgAAgA7wE6wApQAT4H9+AP/vcOw9uHeHywJb1asVGcnnfbm+YC1XYBZldLPwI81wYMgcbA5M1YcRhImIcqxGlA42FoIR0UxaMVQUIItHesCPWpCpl5vLUegLfuEKxl6VSM3a4Sii/aHLl1USulAefeU61nohGkN5sj3HJdXXXZMtgr1dtuw2hFNDgJjbbbMqTWdjcTwgWdgR8gmxx6L0j3nopRIFlvhiVXlU9lDVjP0KcAskAsAlfesTyAVGh31F6qxgRYAGJOPm2I7LCy+tgLH9SzG30RC/5USNHkeavOA7VcRXqPL03Q0sroPdQe9NbVqENx4HdlJ1SG0RFZBbuJuYGcT6TV6b1Rod5QRBESk7jFh4BYxTjXXciLUjfH5JVrw9ixd++tNfBAVQrliMauI56Yltxjrr3p5oyLLdMwIW0bjzPqiyAbqe65D0Gf91pmWfJeNy0X8kf5Zz/+/Cd390cP3cHr4/z55z8Y7067FMg0Nn+R9TBw8+Mrzwvylj8drV235WGyvbtXtXLQCvmw+f22f/bmHnk+vfTnX5SP3z1vRcyWo0P14RHH+UR+7Lv0fXlqWnIX6qS9RaBFUyg9BqTh6Ia762+/XpbvSjeS3zxtf5rt0ntpdSBoRmnCaYXk8FWnBxd/iukndfzx4N/W9Pm9m4yPkb2ZFTUFLCoetNqWeMv91vsqWpQ0QM8oBLwLeSqKmmiMVsHdvOaLbZM38np38MGqQvXed95PIe9i0fsbzuzdBAeJ/W4+9AgBSTQF1196B7YkXgkI7m999TYsjYiYbGhIDnozwpovBsm72vfA1UyEJhBZwQ1oHYIAdWTnwISvygyyq0Wn5wYsvZlW4xwUnKsXaz4uN/ftEZfvntZypirluY7H7haYZn58O0Pi8RG2XIFdMNzVvw7C1nQ4gqSkKNA70CF1RTWu1cB47uCm+e8m/EP2j6dwf/Pj4/HLJv/O4fhW2rj29iq1597vhi4XZt8Cm7Q6h2XTguO8ZnGuoohS6ZVuCgreGyWnuyJGxqWZs4kMtNIGQDCAKxHJAEIE6w59pxYAmpXSYXM4o10BSNsFHROr4NIROjgQ0MrMg9aB3L3CHcKjox8a/hSGv9PcH8Pp99X/EOcv0+EPafoyzb8r/HcxHQGP3o2uJiMCmFoNHta6VLyB3Ehezn+z84e9fmfrFbaS4faTaWR1b7WNvO6fKJ6Dys2Tp7op6NSWG/U7Tv5hO45HP1Af/difl+OcBEQEu4fOzZ3mJkoDhN6s08qRO9g8uQ99mLgVmOJQpFZh73mq2B+msO0pHakVLLycPJyjvvrxHR7xzfxmRgAABdgBXgOsAAjAABv17/+9Y3o1DV8czPrrtrHEWc7lY+Z+i5UB+2TYSx8iK9MRsSJ5NZ9iF5gdheJZW41Mtl8VdC+qklHR2u7UVAQZvDjvfPAuurYaoPbGCRoCUegtWzdqxe8DYKTOOnjXcEBD2nvxfuh1QURrnX06jJFTRqKqz2wTtGrOKyh5ijaC3wonD2ocMCCzD14Ab8xpl3etz6q5iw/51igmnXnEjkfWsw12L8Ubxjw2e7GUZndZ6DhwX61DZYw7dLfpklsC2wvMsOsOtrfkXF9vUW03PjqnuaPDKM5BmY3WWu4C7ERAqoGblPHA3Wx0vCfAsjI4CAJTRNoxau/g13ZVDQODOrs1bRmUp/22Zw0ToVGKVAE9dChdnHNeFSSo7H0YspU9mRdXdefOKGflKeDGoyFx0xrwALzEGJ1tXZsTGFJZ1KStmaYO21nYQS61SS7fQkj0P/3j7/307Q9+PMTjD+HNH879tknvvm8XOR+KfPuh3U21ODfdHU4y1Nreopzf6aue8x7e/IDf8ti4ZXTbZf+83c5XC7nokpJ156Pu+ghS9nKgYdv1FetVZtluzvkubZgGwdMP7o5+4KEth0GOd+7hTfzw/DOof/nh8jPTJnYgDmFg1ddMcdHT7B+NvpjDg/en4B8f05Hw7iHNAvPEMQsoYHIOgIz0uVaH29qVUNR2sdXwZRGccd9kHYM188G8KClOgQ5XCSdHS0mDSxyPwQ1QdReMEhXjHN1N28kXJW2cycYdZUZYBcdgzvzBeQetOxg5GF2PdBTE6NQIqtWEvRiOuBbPk4O1AnN0mBox47qBjG55MTJdS8PWKoN1k8nZtUH0clWiumefaq0R5Cox1bahwdPFrPqLHj9B/XZfr93lG3ZyLqGpn+765xABA6uFns1HgpVm9ZVGEVPgvvcayi2jj2CADht0tAUf4fpZ8eQxGeGDu7M0yOFuWr5nQRVw3WB2eFkLhGoF9j14hl1CIi6Wg+OiHZpn4841mHURM6jkT9Ckly3+bmh2bkiKJADqlJU6iQNRLQ7NgaLrgYDD2UHtsJE67BtZtrYrKBt4kQC72uLpZvUFfWU+mvs+ux83u2e6U5nDNA3ukYdj8EeLyflZ+BjGt4BfgJsJTxIpMJJs3Nb+EunWCdrX9XpZ+7vv3n11XTgc7kKYfjTzQ51+cCwwD3iPM63rTj0PtOHkcDZn6F8Rj4wsD9CVyHwhc8OgzZIaIpIPvglnTN60AXbHtDIwsFpVPGhvBSJnu3gjo96LlgB03so8qG1OcSNM/QDzOGpd4w8e9Q0FAgP4BHAG2AF+AuABDgBvPR/vHx7uRnLpLnj8+eXOGM7ovGn3F8yGtjudHUnuiNIV9nXt2qzlMQQNIGH3wDMSiPeiI/gkMhCg8jw63JPvZui6VlberhWpCgarO/rQm2Y3mkNv3USoNiwImju6w8nR0sExizQXnRm5SCi+IRoEC6N3HrB0xyQGaq1nwNJKNK41olGNPnFoam5m2nVRueu4tBbAcY6Dk73QsldROZ9t0JU2noc06r0P7DzsW+VgUkGsio+McmxEMRxCKM96Z752GEaM1bU9c/A35ZN3qziHBs3vhOzDghaBt9UAKZkmp8iUdzhEzk2CUOm+5uwKad8sh0F5ZDbHGEH27pzRGCADI9Q+DkzL3h3VVsxDa2bVi69Ve0TFgjr0bWNyrpKmXo2vJp1nkbJ6L1vrXZywSzXjRGqRU2eCCLUaiQElzDVqBFgs+L0VTxVUlgZD/5/8/ft/8gc/+MP/5t8VO9lwGIhvavfoXnK+m+H5/TL7luDcNB9Q8Ba+4Lp9rffrXr5TWmpc9M654z9+e362+69u9d1luF7h3Mc989U+fPg45P16KW9nYeQ7VziNqOWz+9eDn758M4qPx3iUeK/kWkr3r7/8bKZ3l68otCZ+8t2bGd55j0UPd8NdhsfjdK8wJT6ONHqLd3GEHo5p8PD/p+m/dm5flzxNKMxr/maM8Zk557J7bZe501OZlMnuEi26VC01iCMQEgdA3wKXwDnHXANwBhLioIGWutXKLtPlsqorc++d2y6/5pyfG2P8zWvCcJDUTYQi4vlFPPkQpoRBDBw6qJ1Il7pF3rRvDF3dXFpiufr9HKGZzzEYjBzGiCzqryct7ToGW6QNWTFGonwMspFMbi8CN2SXPUTTI8WA/QZjIX/FLmYdUYAUhwTetI4cFoHMKWAMSAFysTBzWHV6FRjseAyCgoI6Mqv7IfJW411Q9+EQemmw1ZrZvy08ET+3IUlvfDDfDiF3D6+xPppNIK0a9jY863m9WpKxPhP6oHbHlTcep+3jNzc6zjIcbacZ63MIo6jQcSuNA74IzyE+pEOssgNxlAFII971cR9wQD0vf5GH/1OX/3ORy63tLzSERF39dBMXpzREogCgMdlj91PPlelUeNEYZEL3DnRo6cn6TP19oWiwdBKIuX9+xXAYRFno+wAJBgGPdGg+E3HHDOYBmzmwz2IpOIpY0AGIESHJ4lYIt17PpK0bIEaEg+CHOdz18CoPrzAcQkzgUcEIEEPIjAIYOTulME4Ed5owhEkwuoPaGKxAfLVpwgu9r/UKECFOyadPD4ePQj7NejrGQ3vhNmCvG/gJKyUCI84ecaJMLZ4orIg5yhhnI4vcq+pgafUDQY6TMxCEYd8sdrGJoVqjKaI2DBoGqFOJHplEcQRT1RGDWpVILWhvpBXjVGCa5Li9wQEgKMAR4I+BbgEiwCcA3wf48YefzN34Jt5FLMvLjUt3B0DfurqOnpzSQckR0uSpe3ZEDC2z8bxis2Kyg2E2A0qSMNSpZQreEWOAR0hjB3FUiISOMucE8Z5kZ+Le9wwQroXc3G0eNHAg6lmn4AK7e4JwS2jIVkWCSJEVVBRUXYtKxd3Y2iax74gNXCOksAVWKnjgCLY7BAdbI8wDAu1hykpA7oNYASOlEUE5nuK2OmRo0vd+6cZYNQibkiZIYcpFdTUJEbe+LXs4hd36fMvy0nWym2H03V8l78XvRrWd+9D4IlXwJnG3NmD3a9tAET0DU6TdbD6CW4zYkagH0A3t6EXCtYpnwB0hQKqE2gcIjjocQTkmA5qmlElycHGKg8WRozdLcfAWmAAE0KzjlJyZEMsOTnWT0JghuG7dy349izrzGH1XccIIpNg4ITLxMKi2fLTFrUmzsH9DW8B//OPhxz7eYavXpyKX2Ov6uE62tfeXe8SXhWUd8V2Tx+Oct9bgzYgb6aFAe9va0iP7bvWzYVoucn+1/m8gftXsr9b+s/fTL+z9o330gfc45uNdiodMMIZ07RCxvNuZgvWcXn1we7r95Obu09P8/RoOaZxNNBFca3WAALFJmlJsPkw5uQ3HNIx0QhoSR/WYUzB1pEBuBi7m6oKw7boPVK2aQW29B6tIaGoHeml9yFF74RAaugnoSGHdxpjA1I8pDxRenWLEzjG+Brk4fTLY3un2IBWGFzXu0tQOTLtiCoEIhyARyCGOw7g3OuVta51IXBHwMQcTwJsozxXm9LDUwfHsqqtBZHwqlANvVZvumxGTHzDKvr1O8iJyY1ejnnAZZKiCUuPji0BLy4V96/XRtu8eh0Tym7pcYetQpPhz/+A23ry5r11fjdxchgM9Id/VvkcD7eCjIB0NltZPdu0Y09hetqmwg5QnhnsS0H6Yf3BpnxnMxNbZbg4my/R6Tt9BfN2wQybA6Lw2+AGl76Y+nPXF0mESqksPkBtc4nYf5Nsr3x9aaX1IlgO8QJhYt300ZPocoCmkiK33hC9SLGIxkyoaQupeBvNeW4rWrbixad+KBaut1MRjd4jm6ITgSEFonMdZeYzpADQioaO6e+TWCWNsboXJgMAAYuvd9gTWumfbcHWo74aiNHAvcAN4ewynI95+6OMP8/GTG5yhoI834xkP423YLcXQoJAVGdifSr9J23Prg1GXaFAGP1wL3eW8cbkPl1JL5ha8G/bbWRfSDCZmk7e1YHIbEc7eT+O8t3YzUcU4GId8656RLMEhhboGvrxQG6iRW8Yf3p1+CNP3AGawHwH9AMbP0t1n0+337k/2u5/G+bBsYTKC9zU5Riv46vsorQ8E0OrRbMxNgnEUU2SekK/Yc6etQkxZ1gZjGiDbHIc2FKAQzFApqXRfzHOA4pEIvcPA2xRHUQxpqBHzBJWZKdAcgWUcD5ItjvbgWyDVpxrIQkseWs5Zs0RAh5SYbIi9qOaMrp4mSSM6IiYLHefAtx8DTqSZMLm61R5CMLgakOWgaCUoOkUlTt4FPYYuYEwpx9ZKYKwxUiBs1LhWjpDThATjMPDEFTGG/gx05PQEtcIpZktxzlwLhGh5D320BLrsjcdxU/BEzAxCjhLcB0tt9xRrq2jGqRtkzjFJ3+c5+eYWFTmdsyVKe/Ts1BsHcI5pW2qoChUSQjA1WRmMcnEbwxQmAkLDAFidB/Dd4IBiGJUDhla5J7si1277Ui6tUUCa3HdqAdV6K9Tr4q5OCoLOyCRtxP5o/ov6h88Pw8+/yAXzWlUW7Kste5D+ru7jwzt7esqTsV7enYdY4UXloyPF6vaatzqef3S4zffb++vNTajf0enDJiHiH96f/vzT6R+cPvvTU9EP4DBJSjueNsMXyIz5pWXMjfD29en1hLdT1kRs8JyYrK0O4+ZDzgeEJAw5DgZxDE4KKUBwYMaJOHBMzJkwM0UgDxEMDI2xK3QD2bo0bKaLh3PV0nvr1ooGRqlimq4qg1Mew131ec4XN4upu0WIMBrhSFLbi8eRZG2cs+5LIm8zyRVNxGqTIfJanLypDu6KTl3qOPAucUqgEgGV9Ka5cfBLX46hLKsNyQkHR5ywNbNXSbamKXbCZNzN/UENAu9rGjG+SESjpcainaGSrvfLLg+PsVxXa/TyNJ7T9s0mwdJSg8dk0I8ksV98P0TY9/P3AtYrDUZnDkfUvnsmkApPNYYgFwuZtrbneYQGwUWO/PDYSidaKdzg/zKO/9sB7FUwSZcxPj+BvJbrdQ65ni9bu2TA3r6zy8e1nonnabsupEdWo5LpBuNzodu5vltijJExqtgtSWl+msEd6L8BoEB77YmtSaSI0rKbBpj32rhRBQmD7HV3bmqP7h2g7YIhQ2sbUiuqHRfxgzoDQ7cYcjIaOGTCAA4UrfY92KrWBPZaz2YPgNYRolCtTH0p7xtU1ULL414vFcHuBnz1Or35/sgfz3RIHdeaeuJhK+ebsa+lUWzFglAMAKsOt6O/W+k0UgeMXLOYhctxTtdGcxyFDnmEpbBjcgmLhjkc185Tms+S0pg6TLv0U7KH5Txwetxjlv3MsO+XBquomZdv1VOpL2rrVqFFOLoyBrYfQb7B0+8Nr+44/f403N1O9ffCmx/Mq1s+5HqGI0sbWGiE569LHsOOuwaqQ+2SCPveLcXYoZCNpaxIKfVtqcrCIGuAtPV1pGh1FVaF3t0Cnxgq4QFkldiCl0bKzjMVEGYTDLcJijH1hhFepKSq151faawVMrHWANCT0dZ7TnxR71C3MfeqdEibGMfo4GEAHbSB1D/9+/q/+4cP339V0gKI3UYes5ZBITgwoNbWveLhJsZArtiFowkNYOiAdCmSPC5Ewas5+0gkg0Jn1SvugRpgh2A9oAUQo37HI3jlkSyJJwaMIcoEA8QtR1DZ900VLpuWVtfSzhy16dq3GG29kh8Uoy6ZWPvj6PmGFlcwpQZayo3CpntELgRMYmatSjCuICNZJ6fee4y21WGzDttQtSvfxGwdiIsVVxRoblFo7rU0bEJNJfhgCLsHxIqIzXR2IhYcCKxPoYfGGewOrXUJhO7KfWVazvT6n7780d/89FSexsuofqxvB1zJf3Plaz6L+a9KI4hPl3cQWlt/8av6zd2aehj/bPrw9743fJgKIq3j8fcUTzl9Fg8nLzdh/N5HLR5tjruSshFeWqSELLhRZmgpxMY21uCRP+jKwFOz7OlDszmGOWg14MHBCEciBwqsCR3Q0c2JAv5ty28OBiQZ1FFntm5KWFyIA0YmJ44WA2QmRx/Io4Kpe4KGUTN7923gTeyItquk7tdR0FBvMCKGgA4UG7gLQ0BnU7dTnFNicDROh9HBT649WAD0gYeqh4Fi9wSZgoPFjc235gMfFEbKoHXrPAwExecAYbEpRtCewCiJGhH7tPSQsy9NJuu1e4ilLP3cilX/kiaKqW5uO795N3zbHh6ero/n6z4xtaIZ3vjp8Hq6v4lX5RDCu+suwThDDPHaEqZsaup4GE01z9g3nY1b7ZvXZRzgou+n+BfS3gdPKz6X67eB4bH9KurPKA8H9H041q5CYxjUCsUxj3HYwjQElUXca/ecIAQvF6Oc4ubjXZaNTL1HgOpyk72ZgiOtAKY9M/fdEwn2RFgCuvnCMCqtKQTrnXB2yUhH9sQRhlxVMQyKxiEJG8awpuhEyrEydpyMKAAhIKHvI+4iG8LCuhHtbMWxEVFPzCjyjvhpbW9Ni7aVbQqvPOV5/oiPmxN/lHtgON1HunnyMc3xvOnhVnujPMmQSk90HM2UjwfvwpzJPWs+csjq7TZVMUe23vIQZzMF7AP7LjoFuWpNQ+iWkc3sdGnjkG/WplMUz+PBJbCpZTfchY5q5x1DX3zTlP2qfjdPH01jjPMf5Xgf0x+8uoEf3d9+cvfBpx/3eZ7efChANy+rT/fTzqG6fPeNa9E8nhQ3bdykqNgAVs0HjqVfMgXUrWPMwTEWkcR9gz5o3wOksaETMySQ3SFvchW6HcABRpY9pgiYKygEdlst3862do+YZvN9xEOGB6s3EzfJnJWG4IhJYXuB24zecW6VYvCoB+UFCqLtvcEPXr386OblD376jt6NdU+v/wEcNcLWLPEpi4cRY54nckhD2hYYzMmJtGEga51J9r3mZH1MI6EwNTQtYmyH0VeAvoUeMhCShqSgLaLH0KHkU0iregTgcTgYYxzQEqe16mFKGKuEeGRWtkMeN1/SBKDPF1RtLkNvGBpdMJ0efbkkFmowBYzs+OKAFqtpUjTQ2I1HspFBaUmczK9gWboawyENLV8SJfAn0wPiahi4gcnGGD0250TRiBBgENQBwsRrgJhtX2F06IC8N4ljVIoytN6PnWOcR+s4QuphSLm+U/JY//nlx//kVz+4fvPhF1/cnF/Wb59vRfvD9vGLLRjsi0Wa5udVt9Mcc9rnB96nP5nuvv/ZK9VgrfrV3ox4NwH454sOnRQKa+twzsyDWYF0g9JQAhiBAJQA1xUuI67izwNxkWUCZbhouJLXokOiUDxH6auzuBPjpg4oxSpA39TMQADUzcGL9cy6acss0jFyRzO3NkUE8AG8G4WAhIBII+JinBWLj8kBceJQE56MdIpTjXAzDjXwYYyGQVVmHht5Tg2dkabHBtIsprzWBhI6Uube2AYbi3rETYyFJBtKSFG42M3IBjC7Red7zUM2EcQRxLBnlC6m1hTgIiZXOHvNahf1gbh43NDkKUEKQeG5xiGt+7nsEPpvl69x7d9KWvXUNewaGfYNrnnxcZLhNA6yD4ebMWeufC0uioOMbfXsdxkXs4msl0S4hObR6JDCjn4bRPG9xX9t9WebX6dcL/DPb4e/dnliqKkht8sE+EKBKBUDEa3VpkGYgiTL+eBSKbaFbucErjSnDSAmw6Bhy2mgXFoEVwxGAEAIaIujuBajLVgW04DR4UIEAB3TwC7EITQzkaSM8RBzIANETzYyIbQn0V8HKq5dSBnUk8eIMUuA2uSF4Uq6AD1iu4h/FWk176k+a3E/b/tZ69tL+xWWVp/PcvrB9P2bV/ah3/wI9AIt+VrqxfdxtA63YUjPl+GQblxHi4chm1rGEK8yjbwjaD5Y7M3JjxSqx5Gor8L5in1fCQjj0qbbmEoZhuHo9S4CjnpLaRzC1Ot8HPO1kexUG5pTBJSSXO1FAEFDw7hvj8op5ZjpNt18eIic6JgUhkjRpp8EH4eIGVhCmIouca/1MMm377mFXhRrdQqDWMCRVLUQBQqqvXjuruA3iVZpAZRxXCUGCrtw8LSGWwTbgKohWRfiifG6t8GlOY5eth0UKe8KhoHkfCWm3HfpRgcjcb87cCs6gKlnMCZHILgZqSJOOWw7RzCUQSY7rbHM4P+r/+jrP53+3Z9Mv6HP3n3wB9f/7O/4/+EfH/73/0f44R+Pt0+kfUxALnVb0wxV6ilAAWy5Iw0cQ2S2nufeReMoXQqEwJQNXKfkRfmYUQCoFnGTSKtGY8hONcwJGsktlzj4pFVCpPbp64lIhzzUvVYZYecOjZW29iI1StlaouDNcquldKxSU7JmOMRahTNu51Zx4nEXZ2UtV4DBbGXPEFhNk5+67FM4EZfGMZhctUebG1T2G/eGekJoFPOQ82Rr65NZhTK4OEJWCUjFLRY/rzoZrJYGly2MzS517Vfu025Pq1AE7dPgIXfxLm8o97XNHcrn/aP/9u0f/ezhj+H5fzTGu0e9mUaV/tFQ4T1w08ct8WUT2JXa9Mc/evVn/8n3RtjfXeVc2wfTWagGXQw+wvESBxJlItiL6gv28kG8NMSbVFbHKWwhrVstA16qBYa66nVGNgZAZJAGacq8WZiIN+YpBgKtYpGluacAxTRSdReAhtAVJAbZTRL3rZ0RV3MlfDTL59IT6IodqV4tC+4g2NwztAI4417UU8huquzssJgcQ9oUPs37uXSOkgIV78chr9UH5qvpa9aCsLYW6XZzOFCtmBLB7noICBqEYERdDGfgzY6HtJTqDlfGC8F5JDPTOXixPpMpELEOAwvJbNQGuxF7sc7a9r12uQybblSw236WgH352rtoPC/1qT39/Pz8xfU3z+v73UQgKN4gWBpVAWwrOYK3C2ftuedZY4mrl3GEpg+1v8rpKjVMZfChk/OIZ/XJQtFBvAztCwr/3U34Z9L/P3f69dKfU5qbpBSG3gdTmbbrUuTkuq0yEa8LGNoUQoH9VfZLDbdai1iEC7R8xT4Q1FhfU2kU81AHPgpECgBeN2RK5ETOHIyvKYAoBc+o3hqBbh4o+25c0jAqo+tG2gApgjYH9tZbTvKltp+6r2SrysZ6Ub1a23vf0F6wPYt8i/07968SVGkb17OuTsuWrqBfSHsMF15L4BhjmWF5ZfGz23C612NobOoQGDoD6tUyDKEWLposYJJ0YO0a/Z7rCjdiKV0IpzRUfmk+xuqCPGFajhLhqC6yn6BfVgpD0BIDA/OrEg8T3nMc5+H0XA+Zs5tk19Cn4uBBqtmxW1n2Xu1yFvz2nT4/n62l6XID9DEn4HEZ6c0tLR+O8UOKId6FiR7P97CRN17eEtYWd359ByQQ3Z3WfXGKnjE5j47GAhSiQSdIKBpI1SJaIUjeOsOhnt3CKOg7CHQU2zqEwMUiMXUJkYFNPEIA9M1hVGUlM3SUprb1tjokaQRJPIlzcHYqiWZ0VZgSqQJAm2rSUeHPPnr7+vr5aPKB3f/ZDdvbz/eHv/wX/+Vf+z+P/4t/iJ/+b+j2jVuTCNMwgITDkMVwDJ4sCZ/DVV1amn0fQuS9Ec23wI2iaOZhL5qdNkp5UJTBmYJYxn6IJBBOqYsT2Opz2dIimXTDmy9qxXSQaDSPphTHHOSA7JROwaoAQz+3UPuVGAy0mcmK0mQDdtgXyTljrwHGIQKpjyNbtZQSl+ZTt4mHSjiY753HESzPGED3VqFH9KUBExYdJuTajJvdR3wyiJKezQTw4gSjB/HGOquvAcdsi8JkK+6xp5gFHjbPA+/XNYXuRi3IxNiaHke2nGdVKY3Oywe/oT98Lv/pq/EfWP97iUJJd0eHXT92uJ2OrXCUsdTHz+Cb/d//9fnXv31+fcLJc4y8l9uDLm0b7dFAKNYIDBbzkS67TVi2Deaw9SZWByfcVQPYWuMpheISHRAGdBsgrB2nlK6SD5Fqh0QSUEWZqJYuibqqMRVsTaCLltpKwLWUJVOpUohW8AmwD7Gee85RmtIhNhDwaGQoBolw0Tay1bqncIN4ErUJeREboz3u6c3sLhngemRpe7tJeO1yhLV5D0QBIoNmCOc+z3EsEoaB9xZimAZAFzpEu9r5fuhbgxgK4OgwRZyqjgPXx0ZzkMciCKbGz6WTwKPbjcLmdBp93zKCQR8fqiaC9+/2YbLH5/4ZLEPdzl8suVzjvktppwIzwAowA75XKPUaRtxO0wcOCjRGK9I773OVawoopVg4DnTd8RimKHyRTjzJll+NuEmN4AjRggDztb1kWh7x5QbItByoirfRyyBQQv4ghq1tpzF11Y5gni8yv4r0uNMb4hffBgT3UWJ/RbyhvjJ/kGEOijp17xWBKgD6LkKqwSWZY4C8FQ1cFTd3Sg5Ac8S9wiEyNm+EakUdMBgr55hK8RTzue9X6z/37Z9Z+8L1pUsHLSIX1gdt70x/QfpL0S8jXZpINNTWSAC+0nre0g66t77l58Y3J73Bmx+9yseP26PFmId2joZyRUx73WKAWvJ4nNCPfKoDpd10gAHbJhhSG1ifg8suG0FmuxSSaFlCj3tSWXsI6E8QhkyO94AfcvgM6Hde5z+k8f6EnykdbmPSHgRaLS50SXtdL31Sa8sGwP1BHIP9ctoe1bbar1FRv+5NuNwf+vtTuv3kqKcPw5y6Ok8xvXfMJ9ahO0UfhssTu6YdMtphZDHNpnIMbZKGZLpr5trlEEeL7rC1yoFHTFMkEcMUdibSCJ2yR2OurEru0Knt1Zw8pyumGqyCYjG99n5AHXHrtiIyB+eBpRZyserNU44T4MsuGn1t0pLKQt/W3j65f/yjv/ub5+05He9/9/elhPNLkFc361f5n/3Fv/iv/ur/9fRffH7zX/yj29//IQNV19CtugdFAxwONsPsGQclWG1QKBUAbNvAUAdOajoHas2S7KTRBs/AhHdjjJ04hdx4xDhgOEqIaZ/JKQ1DD1HMivfISuMkpEGwidPR3OZg5jyztZhTL56BpkwYu2vvRYRiImEYuje7bqugZpCCxkV2tbIuHUBiive7Zg61SWi8CWMIOSo2E45SiflQFm1pSFV4QxzRr6ZHhFYMJ2tX9EiMVBzJ29PuCbGV5AQRUDweRlv36pkuS1eSBofqdYjmuwUsyMaBYJhawvZNXb9ZP9zkM8//6ES/M+YfHlMIW10fP7kZ8g18JPkX/7d/88W/fBA93FK7vQJbxdOxlD4eTNpkbLzFGIpokwa3oz+uyPFS95CRm6t7J+emdQjntbYUdG8jOCebHcZxeCU6HsawdgtRu2KHzXFv4shtbc24VGktNNGdSMSXy76Yr+v2Arj1Xoxegq3VZBp26/OYN22MEUjB6ZhZBPCYuVgIA6nl4DVzblDmaLvgMKeCM7GB3VfIY6am44fTocF8TCdUn7ipkFs7Ml9LTeTXkjFKtySGjnIpmHE8d57z5DawN0QTqxPppsMplIc+DQmtgniXjmvzwdpTvQRYnxeOYT+rll0zhXXXMfAXb1s7X98FfviZD+f6zS/Xuoca428AHgEE4BHhdeSbMOvdcB/iN5ZzoLaF2wMmGdc8zr73Oh2G/iQht+ViZjiMoWcoY9IXS/cakH0Mda9JfT9xeoz8EWJDHAc1jRKGgPk88Mzh7bqfjrlvsHlHhZH210G3fX4181X6B3nYDKZhyP1Uup8oPMt4E2ozwiCEHGINDoBpzly7oCMGpC54POKy+xBHFzYCl6oeI12qcKRqMuIg2gdVodhEj5HX1nIaqvUB4FvdrkY8hD9o+hTtutXG/i4Ad1TutvM16dPWaNiq/Vbs8aoP0h/cmm5tvT9NG0zzndungSDf3uKZQ3qlzx5ufX1miN42SLGs8+H+3La7kB7Q7pkuJd4ksYo72yFwLZ7nvmz8wWSb2UOn2wRd9DDiQ53vgQu+nklj+jHG13djXOv0aXr1APXGn6/1OwowNr6MOSy2QiCS56cVSPW7VYn6r57guY/n/btrOfJ0Hec8m3wynz8Yw48O2+l4M6eWfKKxvj9HNNp6fVWPZ6nPEk0aog8YPF+dD973JnOEiogIEIJKO+T4VOvEoSslMkx1K36MYUfTZuY9AeYY3c1z7N1MSakmnJrCEPptp610ytxd+CYu1z5xnG7ztqhnCtYdonNAcY9EBL1AGrKqzQP2xE+zWJDn/+nr8/DbK/B0xzOuz2UKQyk333/9v/67LKdDij/9y//+7Q+mP/+979XPfw2NdGpDtxYSdnUNMFhoWDjNiZa9UE4MHWNMXc8MU6DmnHjTHoRtavw82omOEubcH+pMuReDHL2FMPST5kUr2ty7N+ADFVEkP0h8j3SbfD9bCIUsbnE9GC29TiMamrp7RT0OeTezvzWK77QTDxnbTjD10ECDBbSUfTe2y+DjaKXnuanEa+iZB5YNKCgaO6D7FlCg9i5zxHPviedBeo2Ee3+OHi0W2oNyjE198qJKOqO7aUEew95ziqI9DQNd9h4nj208G0wgtdDArA19kCQu05i1XczzspOEjwf//g9Pj27fvpe3y/IqTedv9vjGXp62m1NUcXHCbatxPN7iuoXh1GTLLVEQjwEoaFc+Ymv9kOMOloj7FPK18ymi+DyQqJCxBOhbkmzP7BIo9G4hOlhSxqyghOFv7R3BRaUiJ8cGjUQd1ojPVdEzRoHGz8lywSnxU6sUw6W1xGEEeehhH8ya7QhxdQ1x5X6opEjzalvyYemdg3IFJjpwwnwFS8phIHrcyiG1pWQZoVbe0RMMokph3OvLNIHJyUMPFhrY7eDSSw5BuxIXspvdJFNfhFL00sbbtJQeerLQoYgmgqXKMITSaKJ9ayfaLiOm51JGwZdqYXdFuv78Ucvy3W8f7IW+lGdb4BYgAySACexpAJrtzeH0ctcT+9LS61TP/TDCCpiUQs669nA0r/l4hAWNMaS2t+c0fmLLQ86vY1w2yKfEe7hg/STG96LzBI8v+TiZ1XYmP2Deyv7mkJ6vh9exmQVmAJWz4OujvBh/Msd3BndDlKqQLCOv6rdxb+2YcpHqOIzjPtIOEIKLR2ONhAobhVh2SwwgC8bKhsBuQGaHELK1mVmsKpIzumsgWEVjyqgagcTVrb/g8t368m+9/U1bvyV7702tS9wMag229UJx8/LkWJr80uyFQNrjDoHzFjJ/wsP3B3yThx8NLzmGKLWPNxk3PyGj+DwmCFNWFZrbs5dXo7jEU+7gFDCMgS/ieYJLjXOyJzl4D8fIrRvBcS3DRwQXfJN4jvQHw/TZh8dXhK8/e3XicP/J8UOOH02H7090f0YOtV3Aq7Vlo1xhPcvWBv2X35Tf7Oty+e27Tff+XdsvWvHGtqPGn4wvnx4PQ1pxG1mW9xfQ/VBLf3U/dVmey+y25ByUSL1HvYmtJ5uCmSZmxAiT02RxrXTDycwzRQuiql71XGFQF8QDWu0urUo3/Ghyn1z3oFytzVwKhCKKITlAhGEpOnoAol4MmNhE2OopxGSOHDFvMaiqQggMeKTl1XDACH/+J/Txm7/ZcUpxCv3xUfeH9+/SJ6/ufjx9781/+mcf//kfvf47/xC+98PX2x1HA2PiHhYa0UhakCN6j8U5MCxmkSNok+6+tRc02moDwCA+HuMhRwoW8smG2p/H/izhkDr11Q1Yqm6tHAJtMcwh7YUoW4nGIR5HWqLf43bteyRVoy4yFV+hjcejWA6KVQKnmKttUaJQ4Z5aNKQ8odtgrYYG0nV00pDHGFXD+bK0kCToqYeGPWOVblG0GVglWXB164iWjC+rRg229z7K2JEGT0MeWacwADRDwbYn8AiBiDl3sq47IF7nICjLrnBKdPErblzb1QIa1OrNnYsXyKn0NTMKlJVaF3nq5brfv6Hf/xP+07/3Kt1Yfl3kMdzN46XSeji8Aqgx3+TWHWFavXjHEvW6qgUstVkM1X1AKmZ4UWKH5+7ZZVMIVDpwtT3B1uw0AxkeCBgQ1T16VyzRerOdsKqd1S5d6y4r9FptD1iKN7GlIwB3hq0AD5AKlgzX5o5cHZPhRr51ahHibhhVuuwEyVErxYhUnBMMSsZk7BzJM1ih1YsWykcwdT1EUByA27yJjzAlL7QQbgGuOaG02vkdOCiXZHUzQOaqLjGAZ+M9OJhPA4HpnuIulpVL7LkZ5OBL71PIbc8pmGy09EZ0+G6vY0tPL7v7aufulwWfib+1gcfA2gs8A6wAK8AO8OIwOA6HubkPkMJwmqKuPI7y0jAEwqAxcBi9SezU9xBJQ7teFALdeH+iAGLbDpJ0UwPsh0SL+Riw755P/NTV0POQVMo4p6vyRC9fxwhK5r7lcYT0AtMx0JPz6NoayujktDlFDkXDmLaysUelrhiNRgCTYNaxp2ZbIAJ/ISRXFzh5c+WWCImJsbS2Em1eASm6bp1AO6oNaM0qGu4qatSSNWQbgkIpQEJNmAtKd94YO15K3gt8/cS/WeSv+jry/l1dl4CRa6L5I+SE/qPbeHu4gIzsW0lhWNZ6rfoOXNguUZircrKgpxNr6wOl1SHkaJSwaLvLvdZ4iuoWZtiRFMSTB3OOyd7L4S7PnH44Hz98Nd2Oeb4/jujpeBgij2/macCR3FJIT52Daah248v7EMLbgvXlirR9sV4e9mdoL6C97cVqOeU+TJ/fh9uGa+5dfXmqPLI+nHfDrFauz0ejdWux1+pQD8YK0jVCPDPPoZbq2OmqKGZDgj3LjLm4pq7SOcaUQRayOfJV8zSBeAqR/Letby8ZYyM6Zt0xxNIZ0LwFdfA+G617oaiLsuruIeueohN1SBH2KCdQOJ5GdqbUrnj47dbuyP/e679u1+O88qvU4bjj4TL9zkef/k/ezPbJzFT17W//nw+C6fFf/vqnv7ioDb0V8aD7bkqj9dWdezTVv839piwMHUMHQqWmqZu0zbC37VooMglhhKPmlTBarc2nkYhyOdxnhycNpwHfYRru2EKcliEDb65ztDPixKG5DgENrQe4GY+R2zHaHmFmMDMPdqNUTW/j3BRjgnPDMECQVIPeH8at9xtZmxWOPVLGvaalV6/HjK5MiXqKw+CY0WcdKCE7eK48RDTAJFbRWNinuZWrDFu5Jpi0RrqlZfSQq5qrtQO6ebjliNEyaBB83pUNdljdA9cqooQEsIsSy9JrXprtGs2kkBn712X5cg3ftcNsf/inn/3gz//g/qbKyxIGvX9fHkYYX9LygghtWrIijwUvPg4kDyXkQOuehDVYKiAjyNX7EcUJR4SikyInzwvSnJ42yarw3LSRR8SmFm0tegm0F1kDKoROsCRYGnb0h1VW1rXJrv0CvW7tKdK3V/HZ11XbRBfEwa0nxGYxMRYNMYXNmKA7PJucxnjf3SeKYJyRGKMKE0ei8WDJQj4aXDQwgAkElGMkGWIwWF0TyAYsat3MyQc4quIAVpyzh92rukfp6jUB9zjmUKsRYOh4L6bUpwtodC2qdxT2rSvK+tyFywBYX86J4Pzy3QdxO7/r+/miP13r41K29esvHl661gqfxhAAJoARgACOMHRAHLkC7VqMc4CHY2Q3HWuR6Bi6+xyK5BCfGkIftjCLFm3Shdmpox3pkG2VsGutvV69K5CBlFHs6rDstVtrarTDNY1ZS06Icw4LlClQb2pMoXSbNEtoUYJMgzSwKdmlEmfADntFsUQAYLqngAQ9SYTuREZUHT3ZxYxCF+mBrWm35GoGZrv3DYCjiRKTNgN06LEQ+T50FLMIrloTC4sjVdZAuAc5iBAU7N/1+DnAL4q/W/xv9muBy7pvCEPkaj3+GMOR6pDHcBDOeSiXZQKIlObmPsSos+Q0tEY3aSuSOTa0k4SOGHbTA+W6hzAoOMXBCQCDo/O1gbK1Ph7yiPjZ8fi9+/HjMU9jyAnzPA6BAg0YkKbxyNSuVbJq6VQaXwunl/MZHf5yKT+76nXR68IEO2BF6gM/3B7hT9L88atyN4XGVBPTVi/l8K3zEuxxTy9DKQIoJpTY8iU7iaot23KjVmGco0P1nNkFVSzu4Vr0CCD9kIi6mIEPTvXqmVvZ+4iiG4S25oxV6sStYBgDiQbTDj0AIHLmhKdh1oVPsR1kwm3n4FgwBlTysWp9hmwbordmY4o1DvAPvvcOlzhUPRynY/rglk73+c//4//Z3/vog7a9be7l6S+/+fIRt7/eWcaj35k5wKgGNechgUUyagpbBsq50JipcAkI4mB18OwtxhAZVXhMHNYIKYSSdKbkXAU473Xk9OY43W4smMat4HjCrguOZDCaLittuHaemgmnScPVaTxG8tBaCZ0W9INBazqg0uIi9Y7xqdfT4H2nMTUmw0mzxkttU4DaOHJ0PgR0NjKNmUjNDwOAh1Mw2oJJ4d3UMYo1twObJEK2ENCbxt73Fz3OdAWMVRSYy4Lc92UD4s11cGym8LjwpVrLACMIRQ/OzE1rjRxZVWWvybBce3DalDvo0l2ke9HNPf4WViV67sD22ff5D/6jz773g+Nrh83lxgJqC4fe66ESB2xM5UC1VHvNvQoOsICDUb2jWDHdgm6GY+jmmlmZ3MiOWIvkY7p029+MngENNLKsNhyT1u7R6iILeVPvm55nP2+9JXxf+3nA7wAcqEyordlEz+daZj6fyxDgEWx1oImvfeMJVWofk3Z/5VpyhNJbZriWMadREQKFGMEVj1k65QR99z7nDhKmAQPlKjIyVojHiJfOExozjuwZoLZtDv2504T4VDU4JUSAkKKtDQ9eFgk3IYHdcX/J6JHqSZe92xzi+wJpdGpkQtCS7h1TtauAH7/Zx2NBeUjruj98+Xz5ajlvdl73CPDQ5QiAAFeAHeBp3z/9iHcvw0ivIQeF2+H00vGW4Qk8tBi3RtQ4TQ3kEKiCvyFpJWNglDYQzFAfZZ/CoJ7mbBjH0OsBQFxT8t5hgkzDuC2LhergifKWaZZQYwhSzaaOTZdEoQ/OrjoFph5vgiyCQCkTO9I4SHEgAQgIZQtU1Wih2MECNIiyqWjGoh7Ja+0QuZMDGRMZoZPDXjyXlSIGtghoIMHG3ZUB1TzR6sJkJZKrKDZTvaRlhfM+fF3686ovVF58Wbb63F76Li9XCD2F2WPCajPW0isa1RgOue9Of3uSo6HnHjp14LJ2OqQp1wRcbzB1tSNg9z1EC00AizethlGwBJ1SwjLH+NGYfvf29KOPhjcpzQeOkUIOBO5IEAAwKFpfjQfdmkUsV78s9bxvj6o/v17fbvFFnq/lGcAMbsERA/7OR9MnsH9yo6o57R0McA/dQ5V5vORzyTHosZIAQLLECgTMg4ydhiFMPQ+Q1rYBTg5b0wlzyi3hRL51R1rb6gbAPJRGPeAmATltOGgy6WyOxKk1Pi7dimjcV3dK3cTNG4AUBEfRjZCd6eAKMU1gmYexMMFJ3ULrOjKVVsJP+PknH/96f7ulePvpjz7wD577gOluSBwDjOMnun737oJtuF8f9Zt//fPbnz2ohzAShwipsDVzmxl0k1iMej8mMyVzpeCCGq7mYYC96S7shhDD6IkNTBEdWuMYu83mzO+3+iV0pvouaNn82R21dPcG4sEyTsbKgbxX5Bs33lMeaQBcOx8MykrHQOKDj6yQWvRToAtqOHk3Jgc3wwDcrbpNAVwN94uRpdEymHiYiNfOw6i6wXAjMRzoMEZScR99r72HXYNTJKE4gNPMoSsOI2IcEufMA4x6Pzrv9aiWLjBzXFLWhCmU0NYxQqkyZQqMoXdQAzHlsLuyQgfIIiYpdGhrVIewYCOCb3f5qy39q2/8n3570Iff/wef/PiPXr25Gdql3QbyL2Oyfe/dGxvm3oZ5wAfNofa9pyBiLe7aMvdCYaL2XHDIajKDFQFbah64n7dyHPFaN/dCtrpeR7iet+cQH8Uu2b9ZtyfVb0CXVZ8HfDlvW6B3pe7Ij4jiMM9hb6ZzCq23Kay7DABOLqVPU2qL5BwO7od5eGafm+0zF7V2O1QTGCjWjkYrY3C3KetjG25yaCWMMzQP7D6lYJ6OCV37fUpdOXJipGrTFPDc4m3O1fSUsPYg0Ny1d8uEi9qRl818Su8xZgXpig87xyhfPers+nYjFWXoy7XzS6sb+bP3fY3vlvXXy8uv3tM3tD1d312LGKSGADABOEAEIIAE8Brg61+Xj175teHCcELfLv0wxdXiB2lUahZHRIZ9O4lDtxuGxdb7GazJIWDysgi8CVpbPRitJVtXyml1vY2pYjyGcQ/iHTlQqWHEmb1PHZ6tfTQ1sXQcry4TgEfomzkN9rgFzPRYMiFFgKsuI1GxgTjSpwCPSwLn5kBC+7U57q5NICFz6RasSOPke9sIGpiLI4PGVnwMXjT2Xa1D8woUmm6DmzYiD9oi4RUotk4RzXtKi+oXxL+4Xh6t/1qWZdl327f+G8FFcfvkcB3I3sCOEYb2kEP0fkmWMTaYaEq5JjjdhD1uZY3cRRFd97bBuEWNa4mJ4wIh4WSMTNHhsEpkw83jZMMumcKU4y2nz8bhyJGPMQOFHIIjJ0JERRTo60WuqT/3vvV9ac++VM/vtvTtGi/P/ZfL9dxHhSvAFWAB0N9F/7Djx3cEPg/9vA7Qu5SwGI3B+j7RFFQsvC8StcxIl6IGGKSQgjY/0OggBSmRwtQjuyQTmMhkYB5YA1PogCDaUdUJh4yc8kwdPPRkQdBYo9FKQ1cyGTxjNLYQUnOBMEbhwPORB3TMcphCVYlY6FJiimhYGAPT1a0levt3f/I0c3794TFMVB8e+WpV2ukP5nToYXg936y//a8fwrd/9ImNs/3g313Stzsm0IKGMvjQa5smau6HmczowggFvFhODDVjYyFctTgQRQKiiKpKvUK4yQoRciC0RBa7L75F7tL3IVSPgNi3yKFuUvo2dQHoZBqjw8hRJMZmuq1QSx+gXT3xJAtkcB0ThchGQTxGIFvBN68KGAdfFELMltfmCNiI+8QFhj3IALJpI/b1SRhQLIH2aK3vfEwD9UhTJEoWLFhWapzQssig6sBBkVwORmXYPGfirUuF3ns+Rj9S2ItFTJcV4k28ivTRe3YxgeOs5K5aBKx2d9de+pwcVDfQrePLiu8dV68/a/Dzi/6rCr99+ejT/Hf+/O6Pf3SUQYZ4lbMMFwM3o6aw7pXe4N4U06C8m0YaKDcdp26LxANt7QpxOAec3GCI0K3kDHUpGErVTcOzWlnlzPCyX1f3t/u+Mj4F6w5n9H2vj3N87k0wX8gb0Eb83OCW49IMQmaVIREnvEGac7TKN2NsAsBBTdh5jnisHiOlChxzM+kxQLRUyTDemNmJ+WkPmhHdAlcBUsUYtYmniCIhgEntDnHk1QBPQTcpzMEsHUbRnnaVEIZiMDFtcuLclpZUoUrc5DqgX87pnuBZ5EbkWu3FdbviNxnlm+Xb8RKe+uO/K0/Pj9cvl9+cn+qljw4AYOQNoAJcABxgADIA5fTJ76VHPM2Mg+PGQ860abyVdpU6UhfTjDVgfKc4me3ir+YoFxlzxN2ugB+w14qB4aW1lNI4OUW8m0BdbjJwkDkloDYO8zzE3vcxZcN2z/J+t1Pqz3vIVjFYKXqT5LrbbaitwSlKypORH+imYLoZiHijTwBKo2u/AoxlH6Ol/SHvC7eNrktTS+c9mNVaDwG7gaMJNhaTlLTZnJyxMrkGHdwsEjaFxKtV8L63bZSq7KtuLSxaflXx2+18Qb6WrWB9xutZnzTdosPhNgvQ8bR/YvnTdE5pZH2HR2Z+3/owLaVpyRZEPft0F8/9NA+gacwpkYal+pjaZnoL+mgbqjXfuy4T9NWUe33okBJt+lkafvfV/CrEm0NM6jFxaAZIXr2ZFpHLKm+hfv68PsuVtInFEsr58tjO3yyPP68P+2W7LM8AC8AGcMwDxVv+3dP2WsNhvFSeWLpqoKdDsE37QbpbQk0aTB3y2eUuH9OxNQ0WMc+2YTeu3U1BQROCQq3aHTM2YPHIDpTZzJVWJjXdLFzACgQHI4KaBuppB63SVuueetJQEd3bEwduUjTFQOppH6YhhopxYOyZKEa2rhDnEtqgB0uXn9z4m+Hr8jLf9ds7QNKDBbj/4A8/+J3RN4Id9bvnsu5f/NW3cvP9rzz85tzHjkIKkixcHVIalsUZwbYwuM9Vrr0U0YqekkEOQ2LC3GNXGp0UOTQCjn3pCrrEIk0pkDUz3v0yUPQI8WjuHHLAVTW/9DZUol3UYKCA1ByzYuvZhJQO80aJQLlGnKyALU2gNmUHE6sBCTihR4O66A3JJqv0xq0JqAOsBrCTDw/VoiY5Ur6JxmjUA2MHPgXpIDIBq8XYI5BgixUKeRRsD8qi/tKEKhXqE8wBG/EhHzLCNCkkfna4TyzBbwa0p5YSc2UFnKJZ38goTAldLNE1MlrU9RnZ9gwd+FJEurcXLGfZ3nv5hfV/da7/3RN/cX3z8fgnn7754MMZIJ/GsjrVK6tFBN97BvCyskw4NLuaZzuviNmaygHHK7bU4TLaKti7BpHJo5uYQeFWCjxketh8d76ooYdH8qXwInZdbaUUqg2eBtY7wcitm3N2Qz3mHKwJRSIru78n6NU7qauB4bkbCLdA0nEPHBSPzIfeT8qRYNyQIpYiEgM0lc4FWy5wUDtYVIi5izKA9BFHR44WvXWolohqE4mwqTBGaDpkSjHS3ipxrm2LUUs15p09P1uHnlejruv76vbYHlfsZNuXBZPz+6f1KvlXl8ffXnZ5lG94e7zsb6/nCu8VOsBuUAAQYADoABuEArBhe0a4CVW1w4CybT3zUPVtGtjzec9hwFrHPeirNJ5jupmm5eyWYrm2zbbU/UF1im4V7keuXupuywrXbrvj0jwHam7DNHWGePIhxgfbD0DnPt4c8rbTFM1Cq70xhZc15Hx8KSIum/K1X0Bgtx4Jz6tAu6PXAG/Pa5Xw+LhedHv/zh7buhd//7bt5/35XS29LDVevS3Nq3ZvJN4Dce9j8BcE8SAk2bxvRUUhhNKrgStIJKwAYHv2FteHAue+fmX20Nt727+ra20PXfdaqsDI++Xo/GMnuLuGbhEft8CpXHscBn1bx8BOnLdQVqalzkcqNaUhVkLCdLhhKS6T56873wb2Hgmj7bQCzx4XPZzSTbc3H7z+9Bhvj+N8k9kcU0B1G/7/L+qqytasWH38/Ltne3q5LI+04X6u5SXLt6t+ua3vrrvDM4AANIB7gMun6cc/uWtxuJ1uwfxuashOeQo4b0VmJRYLo0Iq0oQjNZG04GO/xpC6d2olCCC2iNGChcSCYcqhM+2AQq7eDULz4nNQ0DGFFJmtzt166Qm9hxG01mgczAdKOWgnRxGHZddDa2fF4LWshonylBtnXluJgZQ3ZiUCkYs33vP5DsLf/9NfrysdgqzTSh9wC8/j7Sev/+w2DEBYm66t5OONfPjxh+tfwn/7q9RN24Qg0aEGP7ivClPypekwqBK00XMMnXwoVI2OKPVqCZtKcloop9V9mHTJcKA8jFM9cuC+NY3eC/bxXIXUcQutbPLMxWrcPzwMjoCUCCIBxEBEIWL0BpkcUUbUA0TPGrtVMzStIXoH4bFyM8LzXpBR44Qd2iFhYtLECci0grtStz5Er0x8wa6saLZyx8q91XEYIyXPdBg3PJoodhfCAcLV/f5VBorhlHCHjdsJdC+WRVep9QC4A4h+wFar3TItbHEQMnRqt4EkpKMEQkoNPBlGOHaFJEPOwDSLq/LEY9+RQQ6iDTyZre+t/2xf/2KR/+83d4/X330z/I9/HHsJH/o5UWOJzQKBK0TQwC1IqKz9LAN7dxokVNZpcw9OO6UIleM6hCVCUb+y1dXOrMNuwrYanqu/zUiLWuzPCpapALygSaYXwcvgXkKjoCsHo71px8yMpDweAivAELBaZ/SIUfAy0G33FhGK7owLgkVK5GPzkLkXH9m1Y5qi0dILXLFXDNtBuZAGAPEjJcU9KveJ4s6ZoO2WLS7qMzBb3Tt1jk2hpaimF8O+tt3Q1OeH/fkV2AqhqYlwqYIA1731B8VIXK/hnTybXp9t+Xp5/3U5nx93qxfRtwAdIABcAT4AiAAMsDIs0BIAR5L3QUqi6eirhBHkYs/kIWQHDseG+8RjR6aLlZNR8c4RLpqG4B6m6vGA8WoYGB88BUehId+g2WjDeBjkBfE2s+w+jCEsg2e87entlUbq1xdNY9hkqpYmmjyTM15rTSGWHhJt3kZFzWSrqMQM8ZkKwPN++NUv5bfn4cvf9LcbPH4Ln3/X3y3x82t+kfJ4Ds8vL1pwqV0LbNTEeS/EoaBPRj1JVmzkARuyQ6tIYXScnWpkS8rgZn3FVuG9GW++9Otb1WCXHVbaaAzDDXtKdJMwDnbY4MT7lWCumMeRFoU8coVpVPA0jDlOTtqHFKW7Ro1FREseMg071VfJ9sZ78rpkyEPT4Uu9YQylHY/z99m/N83JIBGEwITAwCYiRkXatenj5fGXf/P+3wwvl29kP1z4/PW5vPP4l+36tr/75SMW54IAoAABIA7hh98/yR/PP3yditU0w1kPcVTSlvw8jdSd84S2XbB6MOhFGWnDehynhjhxEiU8GjkJiEmoW4spdrMjybgJdXTGBnCEKe3ADmgAAePNYdM+Zdw7JtvQiKE6jWjUGbCY1NbEZ+YtjJOCdDzOITiaUdi9poPty2YWEGjKFjBbrMn5B68/T+fz9GQ8Hm9o8PYs6e70w/vpR9GfuvSw/Rvn59Nsv//BD+Hfn/MXl9qASm2CTmwFdIRD70VpQlyU0Fr0wBOdnOqgB9SHbseDqqOptNVfysZc6zOcGBq59RIxGMGAugufusLIpGxdbGCPqZEH5UuR0+i9qYdmxaQp61pVJxSzZOAEnFDjOK1dXkGKxnNQg4CyJ0NTnVPCHZO3AjwmtEQDODoyh4msNksBPISYFVzRa8wRo5EcIWber1dmOBnvMmGlLWIMWUxbPzA9eQoBJxxhSDPgBWXALhHn6AipRQHza63ItKqeCHCap8VUfAHMqz04jM03hpsw0JbrwUaiRvFOfRE43luvEAMXTc+Vp13Pm03M+7nThu1LW/7VRv/Nd28e63/y+8cT3Z+CxrJNrTZk6NfjcH1QyTE48+0BxGNHTSF1kEPIu/gxWNOA3rsFcWP0anRgrL7PDAZdESPXqy5zfH7qW4K19RfTB6NnkTFBL8QTj6X55O6QAgBjUms5pF3ySLnJnvja/I3qnjC/bBwD7p4zB/VEqEAXVRkSNec5rgtYsq1qKsDWvESaCFfmGWNjHmInNMsWYbz0/YTSAJiq44i4kKmnwwC6+TzCsNkNY40hxRAS8Sb7q5zeS6Zea1nW1va9frdXX+H89gn6+sXnoIvxv3ja//pyfjw/f/GyPbXHAgagAEpgABnga4ALgAEkhTcAHeGlGA+tRrrbljQhKxlrGjH3i+CW+rTqtVnoLQ4OT+zdOs6cg7ZxSom87BfW0VES3kdhIhiMzo0zHfVl1XATIDCEVyHWEWeY2EqvwxEFEScno5EtxaiO1MwNbhj2ViIuuwdFhT7sRqwtS9ktUQH4bmvvr/Lu1+/+hy/kr359+Xdfya9+tvz731x//avnf/OWfvU5fPGkv7rAfsVvipYLPhUEhLpFwJ31WJMFjG4wj6BKIIG0EV04DE0CVLGHhb7x9DT0cvVf6/7Wpfd3T73t2/YOoApOJkfOr+h6O/J0wHZDH949F+yttg7jFEJi3J7y4NCa2J5TQpNIo3icegZqqQfpTZRat8IZ2oEGFjtSj7MJhPtx/ozypzc3hxnnMcdIRNg4XNy25ou3fW/ny/OX37z89OWb919cr8O77UU4LD394qW2l/WLR4++CHwLvgJ8DfBDgO/9+O700ZvjcdpHvo9clY/IJDgeI8VxOtIEOrxdaQN6eJIgI3FjHZBL0SO2VjFEwF1AKRNH9NkVLgtibxpX6TTogJQDlSAaQRwooG4ObY0xKPoYxMaAnwyZjyYNCWMzJqAwzgEbEvXFAsYxtoi7klRT7wG25JFioGHCwiizHk+U/N1//CeXuCsc5mNLfNStHwNC/OjN8aA+yvM/+ev339WnX26Yw8Nv7v7pF+I4sTuETOTuQA6basgszsBzNIyBE6RLq5FzzI9rT4Guq48BxZKiY2nnC4jV89MaZNNiVBfcXaCMGfphmAEUGpDbGdBa1CSVTiMtlceDmUYgSCF2iwHbrnzgHpQCdUUoy/WktIpE0rXJmK11VYEhJAPlyQvirTeoLW2LpADBmLhqOGVEx2S1F6/S2UPZykAYWDM65nG4NngLoXVkwhkn5JYoxrE5j3sj9GolEpjhXSXkeexumQJ2thgqZENKjNK3EDO2rRkhxF1e2G/B92hDVSUwMtqiEM7Uz4L3A60vOkDrXgOVibAAzEdqDU5xFiCIvp3j+rn3/8cz/Ncvv3fS12G4HTqVPfV9AL/a9EGwstAY6r7hifeJigoQ8mNpc4Jr7TMjWDCAKXTzfogv534+Yd/375BbcFCTOfVz3V+Ftu9bokKS2PfA7zZtGfat1zHUahapKEzumgKXzvNAu/rE3Psh6EMMTv1wPxcrJcPW24pAYsnpLmfe+jqw7y0dGC6UQkrTmBVCRlprmvi0ms+8NUESzwHAyhBoBTrkauITMjIlogEQbLiJpWqZ8FLhpsFqCqsIYXjX+kj76gwN12sLT+fQDM8Ptzp88+ty/9317ReXy772x5fzV+u4UWr0BoAAJoDNoAIMALf/Yf+z/C0JQGCBGfSI/igeeVi7HwKUYtJPR77bSacpqLRXM1x4GNeCHlh5TIPWemhah3hce0M05rbls9S7TvUIoNvV5inbJrSgs4Y+pDyly0ufJiEb0Zgd3WwMaxMds9aI2VsDHwJHj61Jrr75klQ63qgi20AZIOlyCfieWp39nRHk7fMPYkjydLy9XOS992/r+PZ9+2dnfHziX+5YWj/LsFPY7bCjh8CClhjBgQExNhNmNdnasFl/WcN3df1ukfcv+hhEYn8sXz+f2XVxmJIu6Bv54ftB/2g43pWHI0tetus3NwG4sx6wd6+oQxr7DhjjIANKzRmYyg2uV9tJdGkdQbV35zz2TcER2Gq/ncdTvBmHz47507vhcJfGkHMGcvTArE4GxWQ912V7+eq3zz/9+pdf7d894eV6uXC+XMILbr+pL3/zJb3bfIH3AHcAJ4APgO9Ph+Mf3uUfTvHY7iLS0AcXg+uubd6EBvK3yM8tlBWROw9ppV7LxGE1c9/BAg01GyABEUDgENJmZAMwJuZ44rmZObNudWqqXQ5jSJFxVO7gogxkzkzj9vhSQ/FaGxtn3YcUOO4hARhhZAkEGQVTIARfXGuLNISsockuKoDc5P03/+hHz0H3DjzkxGNT77WGj/7x74yv6/7IvK1w//r44yY6Rzv9i58tv71INRUMoCJmYklZU2SXJk7g+8WcHaovTDkEaDKEOcdhmOO+AlsnI3cEacu2uYa6mvheV8wjRE3SORapaBiMG+IkLLhLybewuRC77J5wp972tgbUVnlILs6CZuYVhGxYklOwTemGfG0WjpyRalMyl+LpFK+B6YARTiNThKGZTRMKDqpAFmII85iatUxcrbsVRWZiG2dM1n1CcEIR4GMYETmO7NMoROGQvMiQQlWMQ7Upxa3TDg6qQO1AjLUPAVqp1fgUcjrAwDOBOs7IOAwKADEFE6hWrjhQW4rMzLtLAuzEjR3Um3DotigGFik24ZauYSsB/vlm//dvflCvv5vffHIXblV3kde8X4qFKGXLKchmU28wYAdZ7nJbzXPCqivwo/QX0eVAvtbhyMveG+Wh7VuXhl4vJaeQn/Ya59YqNC7g0uxhxO3adAhdJAwZ0WZwEFnVOUcsYsylao75nTk1RWMropaoVqSwuKwBL8G/qd1y4Np4SCg6HlPLwYDrjPrUtmnsu6z32akfhti7wd5CDG5GR/J192kw8TWTIfbq7zHIuqUxZbH7ORTwA5BnJmlyQLiWPkPVUpHAlrBe91S8vL3cficPv3zpv/1u+fyyP6/jWc6lvt+3rwAKwALwGmAEaAABgAAagANkADcQgsp6vV5ffTK+7OVmomvNWSGFH17bH97SuC71lEIveCeLJBKtouuqu3j4FlJo4RIiBrKCKVwDDo9YBqCl8iHtLz0OBMkjOd6mulS4uZu2fDfo1QdWd0B41puj66PiyaDykBIFGFccJ8rfukTj3ZCpNCdgpABwMVzXtTLBhPGk1+nujfm7u5swrPl4jPdQ5vwuddTw86u/GP76u3wVX4Q2LcK87aqU1qrEJJDJE3qXwmm37f3GX123LyF8vS/fyPZQlqW+byGW4cmsaW3mN/cHCvj8Kt4rrTTcBnvaGA5vBIbzoSWIxSUOQ0l0O4Ih9lCncHBJvuMqw3087pqPmXfBMQCVtVE+Bl2a359uq76ejj+Yh8/yeP86nhT4ENjQya1J6X1r+2Vd313f/eIX3/3bm7e/PDx/KZeGX7w/vHtq/3bp/+7Lx+WlvugVQABmgAAQAN5Ev//xXYiDf5gOMO3Yi5Nuve/5o7Nvz+fDz7/F//Kn4//7p9tzq9dC+6Z9xwS70xCS27RkU49uinC8AvramtWZwIXcoHYrQ4+dL9oT+BIhJl5LbXXJShvBnNJO6o7ydBl7wou3OEzd1p2O2bpupDsgGGFmU4QxxN7F122IMUwsSN0x47AHxpu0/s//FN98+lAe+qi3p5yP34ttecz8Ozevh2FU15eXf50mfIU/fYLH9JuL/Iu33iN53MXMIpAlwJbdu1RBhlZ655FdqFYZM4NW9A7Bq2/uWaJENEoBI1jIduAr9IvWtlYZW1+KCIxki2gDDDr1sGvB3TjnwSpJp1LMQtSNfAxHjQXrxGQDEbiLi4fYAgaZNVTFAL5KAPPercw4D4iIGdEfbYiMV+axM3Dt1ymybiCyB+2aIFbQAqMwGEaKGCZj880Tbdk5xhaQsHmgTXvBoSQAsJKdfJe/Bdnoai150GFMgVCC6Oxs5B59tYCxAUJBx2ZdLRBR7a7mpa8ho/ZkipQCqMZIvKDBEAsidQuNdwZtVhgzrVQp3karZLMPSTtI/7Jt/9eX9D/8+vvp1eubV6cglxcZRto35bCK5Jx3xeGqnWDYtswg2ijwBrV7VqUo3uZsqxPmq2oVU0c0YEZVXTC2rXEN12BQbAuQN6UxWBOA0JtEo4r+t7HDrYEAdWlGYUX5EIIyRQGOlEDGELPr6Ni7bIrHkQL4MiRt3SLtLkMM/WhxZzo5rN3HGGpzicVliikxwG6HTPtmlgYoJRpIs9ggjsAmdRhabddA79dG5BsKbQLs9rDrTZDLOxDRd7++VOvwdfnua9CHy7u/+q6/vL2+2+94KJs9EDwDfAMwAjjADUAH2AEGgA1AAIb/wAXPAM3g4TdrPu+PX54PQ6uXkGKbYmoq2b677O3mFC8CNfaVw5g5c6A0oXO0LcYWk+foe1HieoFA0EfO59qmQS4lviLbQ5TSEvRzkWOiJ4w30N/GGaURNUl4hP5A+CaAMNxMe2/QYD3GzWn/eAQjZ7ZzwYSXVmtggIs83A/Hla6U4qzHmmXLw8dQgIaa9yI5xQvPk3nMbN9eemT76q19luSDI4xZD5h3ez7l+012IgFHBaPS9scaWr1eKC2Xp28sqb0895fiBuv7sxnLI/pPPr69go1/Or5+dXgeDvHW3606zLihW1C0sZiO87Bc6+0UHrt+OPVmSXANHsogN05PuhwGXJ5kOCYtqqFPHq9w+/r2Vrfb1/e/K3R8NRwTjYZ+k6i5pqC1CdJSi+z15e27X339/ufw9Ou/+Wqj2i61D1/mms1/8/a5bfKo73Z3APwPg96HALcfHvmPDvwHwwdDdG4II71bp6THf/3efyn351XOMbd++PCjw0m0NP+gB4xl8ey1CjCqFqM5lE4BlhnyPlE239GTQW8cWWnV/RXdbH4lS1V2SnFIbF3MD4Rn1KjyIHAf2RGMfUBrHG+C1goBoStnBut08foqxLKXHHk7jmnq3Geiq9wc1r2fwN7eaf/d73398PXCL7fDDRCTvF/Czfc/+vuG2eGB7XCt92n797952j4aD4d/8uv+9TKhNsZsoYU+KG8Gx2pLgilUpYCRaIxPL+2YU4sYem06WNsZYu3rEKfdPVqJcaC92WnSl4ratghjd2sUZlscaMLYTeKLSnQWjlA2NNw9HyYrpr1FMwnXmJO0LWAW3FBwIl19TTb2fM02OC5dZsi5cZ9a7LiOOfe6NYiD2A6ZkZzlQHM/ltAiB6shOrL1bcCp+zLZIXDbAWiHR5bZB48L6QFtu/ThlKQ4D55qqtAOHLa1pUFlCGiWYmihHVq6tEaBqUuq3easqCOEPWhWBu0KGDy4m/tIKOAjQWfgZikhSHAmawqABLtBFvUsZJMHoUBwqmUE+IoX7kxBtRodCHWnrTv9V4WefvrZf/Z6OH72uL97qzITdD14Wst68lgGOT7h9RCvpWlghZ4x+mSAaO5dbGWMvY+QForYACKiIqkFUYaEI9CidkBcfBsQdrkGrCB3hb49dthxS0gr5ANaV4UwBe8FHzOGKofAbZdI9ET4xh0IozInto6B7bXImTmAMqbNl1Oh8wG5mc7WXIKAk07A52Cjsk9YBU9RiDpZ7OSTYiNIC9Pkvpszx9YyhAo2N5ZJ7RGGAOvDGWrs7/7t9gFuj+/29sKwPj896b5ePeNz60t/XiusAK8AbgC+AlCAEQAAjgA7AAIYgAMEgAEAAXaA6u0yzR+kuFzj8X6rq2CsA6l5nSJen2k8+LXHIde9wDiEWpQA0pifKkfcpMJhNJeRbadh3Gybc5I9zoe6yCn7Mo5+8XnmTTTPsm/oH0QhDR3NiqfYThjO7geEvo0pVMHcd+Npqq0n5mZ4SLTrMA47TQA5HdfgYKdtD3pcgSkdo95OLYWQQkrKh1MKlsZNA/icmUxL+6rhX5/r1+/KN93X/ub91hbxJql0sYLamr609XPEdy/Ll1A3fPnKa5H+0s+F3pN+zeMJ4TdBxk8I7tPTYQDcew3K08UHEtulSBQLttg+sj8y3R+Gl36kKYY++lBnDxfgmcNytukDCl0gxNzmRul1PqJ+fPfhj0Z+9eE8DnniKeXjYMRA0hU8SNmvzS7vnn/+3dd/vb59ef+Lh/pdfTwX+qpXf26P78pi2+dtWZoACMAEwAAzgB/i9GefHn4wf3i6HU3yYqefP3/2l9ef/MX4k7+5/+GXW3r0k1YimKHSw9abyh6aAxpXGF3UafCdtBLDxJIqhliqtDigY+I0tGDotzw0XxkHYEvj4ODiO4SE+NR6EG2epkCrR3Wta99F0WEziQpLnJi1glVqxzxuAVOC52bzJ0MPWU/JZIbSDz1eA6X//E+/3eDZL/jm0E82+HZd1/sPXx/HHx6Z1/NZ5C8P+VdLi4cJD998M/+rL2BRaZBqjKAHGhrqKelVPXhfaxToKVO51A8m6o6ja7IpYzkNs5jPyE3qESWHHMhTDth6m2I3Ee5vVcQrlMVaBYwFTDyahRjYIATvZjG2tiXUGnRMkvzURTkPDdeqrph29ghxg91kBmuUxzCI9UJECzShqbfFICUo0Hhk8XgJAu/WhetYtDchssbe1VPREsMBea0hojQJcPSB0iZwNNs9HXOoV08ZZYcCGjn2RqdDMIonjhFjCDg2KmYDMCc8pORK2At1qnOZAhSknAlVQxYTxmjDMKvJNISr4ewu6GbYJcTmIzCmkEPmVCNaEwt97LBUvDLdmlm0BoUilCbeIhC4Ner/fX/6vzy8+upvfnh3+smQA5L3y6xZ+JoFlnCZM+8d/lbvtTsEaYu76NOiZuKAHVhRRguQ0FaV4B2YMO0RvKKPXF8oJJQNQuSOHBVeJp8qh4FKlX3UXe2A1ANu3X3iveurFEw1JYcA0U0C77t/k6nsskXtYkWIgqrCJbTScjnkLARTjqq5YUo8qkPm42L7xFJtMBBM2rkHrNWFvXXwWaGqg5lC1KARcbcGio9eB1yq5t28vtSU2zffLNsvhb96//CFPHz7Ump/+mJvZ9tXqAAN4BHgCpABRoACIAAB4B1ABwAA/g+l/28R8WmI09N3utYxS93a/TgMY7ZsMYik0zyGS+eBW9MxpoTNx+xTDE+L3ACeVMYcWtslXI8BtrLdUeyN0sCyDdUq27TicHA3H5C60pjAoGINcoBBtAhA65YjiVJD6R7ZbZq4Q747QIpxyHvEPie5gYl2AIZ2OMY22um1dcB8Gjg4JUnHaGF4dbhdOuQxd0iEdhgCndr9mxMjjGH6GuDL9+cvH757WPvW8Lo1KXCtcW/D8tjbXsrG5SJPD+38XM7n/i3RY61WpOkqw3QwbB/HOP//mPqzX9uy7LwTG83sVrP3Pufce+NGRPbMTEqkKEqUKLHUVBVULLewSpYNCEbZKNsF2Q/1Zv8R/i9sGIZhA34ov8hwCYbKLsllEZREihIbMTOZmcyIG3G70+y9VzO7MYYfIq/shY31st/nWPP7ft837oLveuvudy2J6g5Xre40QiY/+LbzJdrJQzGdDsLKkMzbSVQHHK6F3MzbAzTjXfbie9RR+Wvz6ZND+vj25jj64zgMJ+8IjFxzJsRLy/db/fKzn/3LH//0/7Xe/+zLxz+x3erba7ho+Wx9+9PL9rvr54+PDQQAdoAK8BYAAQrAtz7+2jiSo576/uwRv/t78Cu/537h3XT87FEvb6+5B+uV4yd3U9K7rJAO5PYSjGQ0gmuCAUTCpNglsjCYA8iUeCwWZ/J+a2OLk6uohVEUAZMKoKI2RlgIJvOrjn5v1jlRNwCeAlmq2+ZWWWUf86LiPUOobA5OsSr6wxH3R/O9OXU4NO7+8jzrf/DRq+mjWj6HO+/ceArTlUcGOPePPr2bHPfTs1/YlsMXl7dzANjci//yzfmhDEykM7hmqrvsY8Mn8bPnvvrAbaDp+lTHILnUMYF26iyd/Ar7GLj6Ohv3rt6ktt69TYVvUObDxCvcJXflmMmQyPTqQfymQ+pdRWqrDB4FIjpQmwi7pRZWLwEhMx0CEGDF7I0omIO6Fp1pEWVMxNCr0wT9cZehoQgPLaEhsovN+uBTpRxcQFB0jMrs5M6HukulW9BN6RAMAKv2OVDDMDtbxHunBSwmncya9hF7kXbnuTYYgyWLzvEQuKY2F9mKhcFDY+x1BF+NbhgWtOigZArQitR1v8yh5pJvouzUkzMM5llQeTfzmXPvo3ojptFhz17vTuC014GqdGIsjVlNGY2LERaplH6K+/9+8f/43zxT/XR0if39rkeMzU+3rpWakwfUbrkSPqzYArYiLng1V3JfUa9Zdm/b3ksiEdKBN1IzbB7kUuHO913DgNfcnemjIS39EqlctU2edkmOCxi3PjCUc3/OUJd+de7ciRk7EjbLs7sVsIGxdnS8ogj4Hli7G56HrNZOXrt2hoLaTeTgZZX11sHWveedQFni8NXChuB2DAcn1XlzauC7PnniijQHbVJvHTx272BHV+pD2V/v19e5tvXtsuHDAwPdv+9bsWawA7wCyAAEoAAHgBlAAQjgFcAdAAOcARjAAeiH33pfn/INiiJw6vFCUA1zkdUDtvzk6sxsNFZsmmEJqTV9V/BmCLAtm/N4BaTBVVizJWxtb0xgLUPsgwu77aNUIGWnDPNMQHbjBr4RXfD8fKDadXLgFZ2XCUm1R8PW8Q5LEfIkSWPneAQ+g9INAFnaoT4PvCPP85GQjhPcOiLfbob2ptnLk+3dKBQKkwt5SJNyO51gAffMDZKGa5weqn7W7B7tSzC86Su1/i0mo31pT73vBTfTNw2k1L3peaCPfBqf+a9//3g4nPjGFku4hzhDbu0wczagBW0kuRQ39aEjqMuCfeesmY2aobmw2opYyMxQjQkoer7r03PHwxCnY/SDo5RgRkBqAXuVktvTspwfr6+//Mk//+zVH25vz6/f7+Mr/3gv0DN/of1x23+6195dhg3AA3iADHAAmGA63s7j9+t3v/PpN0+ffPf1y1/4Z/snnxV4n6+fvfb3NzQphwABAABJREFU948PZ4lQdjo54I+e4byEQ6jieoI9mFJ0DTddYwcxcujVNJOgsWNrmXpf5CKxZ9yuhOSSOAmK0ASzOiWvxmSgA89ccRgc4YaIAizWqeytrQ1htVWwtZ120ARkUPVGRyl24t7sZgKtPXGNJX//o7ff/qX7xzc/Cg9jkHA7S3/Cukn89Nl0qFl6a08Pv6XxJ9D5UR6/e8n195+GSLqZp6ur0gRSp4Jykiqly2CxxZ0tJCxqIXouOkxRCDyUoTFiOcQjME6zz4Uiq2siuGqxJtfDbUR1N2FV8Rmb7brnXAnr0nRXchwpKQDVjBndunOtFbvv2lsPWnplYmV3ZEFV8A5jaqXf9LyaInBg7zKTQ8hRQbr4XmpvNQtGJ6aTOrTSXDBBjgwxVRPzJi2rBQgVOCAT+oLNd+lqQTYJ5v0gCyl2J7oyjj7sjsLUSw3iG6PAYMd0k5mPs1VWHwnZq/ND1qXodKQmnFxv5JL50F3dePZ+r+aElwbUsG5U5+IFetiHZE9GDs3tgPM+lHfFrXNYruongNIQG2JMtaifuQuNgfLW2rWWf9j7P/mjF0Vezi9fpvdLaaOWp5JCpD1jN+PgrA6TjqWwj7Zn6qa98+NOnnzXY0J+2qvn0nsKXBvqbm0M+bzj5GXdnxm2rceldrD+1PLBHfeGKV63cmWjgEVgH/22Swjc9zYqLl2cgTCUrSBC2xV8GKTdECUj33ofCN9tw+DhceeAiBxMCQGKjcnNi/FpCB2Dd+RdF/ADh73CzHYtKWFtSmgGcLP3Gsk9djtGd60wMV1aKK8VgofPttOrbX277T8t+0O5vN42hdcAHmAA+AgAANavWE+ACnACYAAPEAEWgDuAHYAA5g99cCuA//K8mO15K1qgwlG1THxYfXVw61OprXG+hZS5HmwvnV5OchHE2LVBBoNtLWcLXGudu0FthkLWbGl2aPoABuaMXQolglI4x8YrD0dN5+xO81QtFOJgthEcfMwmtwOp2xNjACtgR+4F2wiNDGCNepK+OrhNcWscR2hPmOkwULi08dMTnHNIk+viR6zBBUYbwsGYv/WR6thvn5N4bKNWKe/BXcj9cA+P6fCQnl2/fizHm4sbRORdrsG3h23Lud318SbQ6XnYv+XGT/u62jC1p45PhBO497UcZl6QZ4eaRhQNHiPDIQbyYUo3DyLSzhdQv+/q9ZLNoGy1JN/PSKk2QWdUFAkdJYdKQlp2a2BlrdvD5dWbV//6yy/+5OknP73+6JrW8vSYUxd8oFc/+PLp82Uv/VzaDz58+28AtwAJnEL+My/iRy8/epmPf/XN4Vt/8jT+6UU/u1/efhbK5WfvMyJCkSG64WaO6v2F89NK164XF88CWxEyB3SZi2ct3D0xd6ihclFOpBLXSG4aGlMmbBUjKZprHlwkYIy26aJtr45AWyGz0Ai6MzEUjjynk5fh1gg8BSVGcnU34M4tDofMK+mrnJFrYz1Oy5/59luTN+XhNB/c7NwAkxyFnscYgjSPXzJdn9bX6/r+2dQ+jc/G//cPqTXbTZKJhZ44RhQW71UV4QCHym3qcVXHPPhRLJAL29Meo1kPEjUIhw7HACX3MDbOPkKMNGHXwKnsjnrenlyxNnc0L24Mri3IDQV1a6rFTx5kBGBKQ/fMgYnmkIJKrKhIHperxUYcEB3UwfVzdE6heV9ROJhjAkMFpIxIQILIve2KvWkvlEarLojvwE3M+6DVGLibqDnrTbGJV6yBnTj0KTVva7PZWWVUCgw7xCa1Fu8nbTspUthUe50jcqaBDBQimGytIIzU1++7dBrrIkNrAQkYxOsKmgy1t8OgrcMwqF+i1cot5DOf0LSa58qKe6qp7U9mJ5EKFo8WEaHsx2GoRT0YODePAMIMvv3ftfxffvz1cv76zS8f+Hxf9ujauiH7vSsWdY4lG/jUz+vggmUZCSWQ3RcBKLvyTeK1eAqi9eDNDQhNU/JWq0tjMyFgcDxWatFN7/M1hJpzQgdN9wIbyc3eMPqr5TqlrH3s1LlThUPkou0w4jvpS/AEBqLB3GEVPARXqtyOCBhiQIa+2R7sutV2YFxySa5DmUTQYa3NEsNeIfj9smKi1q1Q3ya2pddbZ0vtU+DWqoeSmtmP390/LF8A6du1oJSurXU2mAAuAO8+eLwTgAGsH+zfK4B+cAIyQAS4B8gAFeBrAHOGfFtxWfSchJxDvud43OHBw0j93QNOA1N117LNYc493I362QWfW7V0QOSK+dJ94vZm2W/LWhJMsakzApvqdg7uRe0r4IG3ZUeJw42bleBokhuMQ90XGMM+oetms6MM8GzAveeIIxiRb6P3e8OAqNjpOYBv9RFu7qZhr/7mtj72QW8QLSvy6SDnCvNpb4C3M+zInv3AyZzezeOq8XDgvNs4hdlHPLoQdGVzAz6o9dv+7pbP3w3+0yDcjpF/vJYvoStAH+vp03G4S8PdsbnT4dOpoaPEVPYWtsNMFIe7o2aV2ZszPg0pgym4wfPS8vOEa/EnsZ0PkFskV5Udh8cS7zBvauwVBaoW68vWV7NLsYL6/u3l9cP1Tz7/8l/+8Rd/8Pr1q/s/XOFSrj8Q/Nnl9WfXpz95bA/lsskVoAEcAApABrgDEIgF+otP4rd/+S//xcNf+4vXFH77y/pHr5anxysUz/6pD6fJWXfQaTgEmCab3Erq0NnRBXdtpDE2IUdTnDDsglPHJaIPDItJEqpmlg8Gl62PjC5bMFXjXGv0vkolkYLJjWlmlw2c55okOOjBRoeBcEgSIh9STegqy15LN6WozMQB+3ZqLxOFtp+z5/r+3//2F1DK02fLeB+xlvn5R9bxxaenkzr7BoZjzen9+XeDXJ+2vjTv/3SlP3gqlCgRm6mU0LEbO/DFRfUijdug0mkfCYkLKZqurRNzu2hjsMZXk1bKRfph8MxeR+jaSpIQ0QBj7PvqdGbumgGk+kV7S0cR4Lm52TdkUN/n7kMvJsfgYBPyG3XWaAcmEU3R0w5d91570xx9VKKgQ71WD1aIkRzjUD0Nu9NaZ88Qo0KD7po1aYq+kboOLNCrS+MczBxGtG6VAKTuFoNBnkG5F+3iMyvp4E21qULdqAYALdceRmEljewjdiIAZST0gVIgb4MjdWH6l3m77DSFdaANOyMIYCRbTNzk8zWBVxVtB+OAEDCEXqxakqbODAZ2e7IJdUVFhySxGziHuZWRogwJpRUOLuF1b847+716+c9/76bxN+df+3SsXBzRoK1ldZPxKr5oX3M9xfcoktzmiCCQh3ppFWnfGiCCVZ+DNOHc2LNuiiv22nyjoho6SgRXpZ9CXAshXVBrsckD7rh72rOezQ05owCgpg2Lh55lY/e4F9cBa60QtogeqEfqG+4xIXSPPitwc+TE7TQNLu4CFHCrkFNlx53HFJOgRfYinqNiVfadETcBr+5xaUqwrV2JINvWzvktvv3s4fLF/abhssBV4T3AG/j5MwIowAbQAPjDJeCr8ufxwyXgK5X4EwACIIAngFqhvqq8ROMq3ee1QbEHYCO7bBQOrRB7IBrhUopB2XL6KNLPLKpgpQ44MugrogmmH2rQq769rwWpWNjGGIUeMUWnTzKNU2w5n3VTHzeqPej5ysdh6YKtr8zctd8Fe1soeidmjGSaitoYMRtFHWgDmFI4TNu+98TtccXRnZWPwrxD7XQ8eNz6ODO0ArcHyU3WkCfB91IntFrxcGLXe4s8+7GjO05xycDP/T0935/N23O3HyB8bXqn2ppEgIngxTMsz9b4vZGPXsbyuJYeUgMCciP63o9+pxX6aZpLkXGKWWB0EKBlPScqdZNjrLmp02IdCjlP3MSPnq99Bqz5+rb0e6uXtZ1JlvNeart/9fby8OZf/Zuf/OP7H/1reH+/PjG9urx5fSlfnt/IXn7yuF3Dk2g0cB8YLwIoABvABOVrN+nv/Mbf/lt/9he/9/jj8kd/fGnr095q9q7RVrtXeb3hyOZidPGQpue9ZcJSEqciuw46654dR7BMmSHNcQU8dd0K0qhBuFkdebgaDDFuhSn0Sq5iu7mJpcvIvKuO2Br0DQDUNmlT9bXrAeCqZJ4Awy5IDfbawVFIaVYwja09VVfF8lyhDs/mZ+7yjcOV8UH1XoXDTT8dbhLA8S/H6/v7Pt4cxpov3d0P7qM80nNnVMr8X//x5ZxhrVmdoDcaV/CVcGvAAh2GhtHUweRGldrACUiRAFwBJTo25FAPwItjr76AWQUkFO85a1X0Im0t89hi08PMg9I1Ne7tChsi7yVg5ImkOxmzXvc4M19XUEKrfuvrDO2qEhl35RAdS1Bok/LStaMKdQHXiiXu1lWsugo9yehoaYW0OSbj/YCukTgJrQqBqUOCjmrVxKuJ8ohRY4BmxTEvLWBoaNycoRB0MApGgN5iFWJhao1W31VV1XklC0Seku9UZVSnhNhNnU9kjhhb54w7SlS3YfKG0L07lKFTM43CwoG8sAGohx5IOhRqUpOBRg5CvZOiMKH4GB3tJEPutSEF65kZKTxJBYu/Z4//+T864f6R/3PMD0kuCjxRf58LGRTlrH6RodoAVRWnrogc5uBV2LGZ6AIUrQJriljNARoQqCsDeDMK4LtZgFbtiL46O2Qwz+sKL4LG1j3rUbU2MsS9c0/KRTiS67iiR7ShcedmBVdSUJwZCNQJlYRRVFyp6CWBKu5I6NB7lrH2IjlaECBPB4MYOHLm7l2R1unXPA7EfRrHVlgYoONWm3uSz374k1rafoG+5K/83grwDKB9wDq/8ngTAAAkgK+AQA/QARoAAgwAJ4ADwPFDR0Bv0Aq8v5wH3W9wSwevml9wjS2Ss9B7Xi/sGrcwW8nqs0FhvAUlUPHeX1F58KU9KEU0y+iD386VbRuMO6hz57o1D/vWugPufGqMwVkpMAW8qieLgpDFMcTd6CbaJSNgKVUaaOhtbzZG7L7QLwFcpqnQTe49e5iYAEf2KxO55LHS5jlS7TjAwP3R28g+++qWE7eOitMIpfOEU/DdZc9cGtLcZQM/b3AI9dPZ/eXnl185DSfEOVSA03hI42k6vrg+j0i8pJjitF2rxkW3fGEM+e19v57Y3W+VZ4OKFqxX3quM9qv71YT5qZq6vgFXYBSuzTNQy+jwAqWW+vbp4QdfXj/L27svL29affvZlz++nH/nJz/+was/eHV/r+tP77c/3Kvv+GXfv7yGHy7lgrU9QYUngB3APiQ+FIABXoynv/ef/g/++p8/3vzRHzz9yWtcVvf2HGSrsl73Lp0z8rMBIA63YwyffES3qu+w7DYUXnr0cYOnYICQVUMdi7ZzH7XuGwwRURxEFvSl1VuSjn0Y+1ZcSiyCW+dYm2o6hPjYMHWBRs7xyQ9nkBRoURk9ooiLblz1QjreeDI/oGUGhOb70bLyWLcIw6ntH3P5je++dof67scW/GnC48AG8slx2kg+uvmmZxmd7tvj4/YvfLMSDl97yPLPHrI0TIhbC9gaNHRdq1HU3KHXPVIFk6C9WAQnrUA30d7RzHeA2hXDbhCtd+pUilC3pqlaA/Qse/fRoYGfkm+rClq81g5pqrjXil73bb14GIqsoEfqa7OJVMCTp5GnXcPcKDcaSDbXxuD9OOzQU0clDL1qsyH1rKS+DdmJt9H4rOEQaV9RkVyMHexk2PctBmgKoSKj9dqi96tzs7YFi7ceNR9IwXQTmTBgoKC8dQ9R9iIdOhnnDKRla512XUrfyr5D685C1uI4DAYMfifWCruAd6rmU9DZBcNrUpcX9QMpSLYOzju/dQPRhtjMmihqI4YWzIBWidB7RWKn+Vybaeh9u+Gj2HkXYKU+8oCx63IDc9G8hvG39/4P/+FJ3n8zHYByIL1KOYRcoDgoqG3TXdqSiQk7gPeubDkiG+B0xeHgZJcYEe9bAACAgMrIaTEN9LCSd046Hhm+dJg68GjYQAZ6KgCOqNtjA2ZBUUm67ea826tF0juHrNgmjEXnRKGZku1GUa0xx61v3mtDcgoNlDQiau/gWTb0Ce9K6yNRa8S0K7fmm9cZkR398ywqOlToAqoge0O/y/t368PPrp/dw95hBbh8UPMfPzi9X53pM0AGGAHwQ+czAhwBDOCrYpgzwCNABhCADLADHCG/GLHAXMFvvc4uLFnIS9SUsR+H0AgTlys7YxjR5a7MIHGOwpeEtTfoRwObNXdbuaELBODO++58d30yp6Ww1B4H2GuD9lgIHeDuvdRNQQQ19bJKNu25u9lXai6EFrQa8xCwdpfUEwHEnvv1aX6WqFaXfOs5Ii7oE3QeKFibDRCW1JvO8SggkRzcFHBKIclKcXDKq/QRgjoavHp3pOQ8mxtoChG+l+Zvvki/8dHhJh5G3EO1mq+3WRd+iClv6TFXOQFfGD46+g7t4F7czBDodIRwlZB62MVDvgW+5Dc+YF7ypIJFR5+cenZ1nHxTN42j7kNLa9weV3mzn//Vj97+18vD/+dnP/lHD4//5POf/Ku35x8NT+Xysy/qRXy+6md1vJ7XfXm8b9etXCvsADvADUCDkAGOACeAb3D8+3//b//V+db97uflZ/f8lLVo7qUiivN7JVK0VshFArKbIWTCt5JuYToFF+Dkc+necHdS6+CxRsPAAUscIPbeWA1QMQTvrD8g9lZyOsyDQGEa2PeqcQokvdU04gKGTmAvC8hd8lUhGpUnrb32ZetODoA966CyqvgGHrjp2RSBAbtb1O+/+OJHbz+Htz/aX7X1R39KMkhXzvTq+phu/8aoQ0i3geat/aSu7svrFye6xN95sJZPfk6A4Ti0DMEbdosTegVHLabBAXvvttWYd2isY/cpuQDjNGprxEMvOIAxOOtEkHzAKE5NjqDAYehC3mmEiBonhLr0CLCv2TtiKApkHIrbJKDAjshRupIjBemiW2SVwWIoDclvUFANeSSvFY/g9xCmo+7MQbOrsU4aCXYHN6kvu598570pO25w3Sw6t+8SqNeto5DzaNpvJO/JDt2kOUPYl965IffqS7K2Kk5+b+xCxGnAju1kbQ94ALFOvmgAUnFe0taAulyq9xqcRx8oDmSOAqMuRtZXjO4qKtHFBgZOybmenU4RKgOpEDEySJAKxIaGNNVexLlWUDCmNDTOauPbUoK7PSXqCGULVS3SvEsd/HDD+w78/2T4L//ZLdx8M0xFtmcOHzRMTpuCQ/AaK9AIpZseIuTiZicGaPZ08Oer1ZuhF52e+6F056w50irbgXnTw2xLbkKwVz12EUdwhj55uzQf/NveN2IXrQj60fcd3BguuTFzF926WXB9s/MY8tJpZFCLQWuEZOgOHEung8dNdrBiUljVY7gUHwgu8hgHzGUeXWdOpjQGrFIm7/cOg6tIBUTAt2t1qffXDepPnt4hTAAF4BEgffD8RoDjB20nAQhABLjA/48KMYBHgK+mnwIkgAFAABiAAN4DXNdOtR1sfyzLAXEpxtxYtmo52bBXP/RQKRzYJ/VmfcSpUjjUNTr7eCoeeLzJ2EEEfHSrtcR43vj5GEvr7GRibq5OAR8L3FGu9Ax3YmSwHGG+GB9o2EIcEYNyclCqr048MXg/OWdSElfATgpwG3g4zFpF0li6TD6dK0+atxYjaQcE2GceOqDHnlsbqZ6lDUjo41lIUYuUAeFRIZl0zwH6afQKGJ3bZmBi+WXAX0nf+Oj59PHzEGP/5OBvh5X6hhtOXEdwuz0F7lix1Ruv5oTI+Ta3MHaynYbVQo7I+n7vEsBViOAi720nTzVvXW6mpFvFGaeLv7is9/cPr97bm7d/+qM3X7x+9fCjL+v9w/A6P715PJxL+ekeHpcL7V/e48OlVZAnAAXYAfzP7311ACDg6OF/9h/993+pqf+vfr/86POuYh3OZQkdeBd2vqNaAM/EzTiQoQqRWW5aoQVw2P1xcubcqJF8zybarDaRllfyroXG2iuI1b7iMDbG7nVbtsJq4gus0IOWrI2D5+ziTEBTIYBS7tcKitqNBgg81hCMKGuYFUVk9AdzXLHrzuKc1sGe7f4Z/vTpi/dXfP9g67v7ft9/+vkfh74usMX2B89S9hJ0/1mnLwkijfUFP9MfbvZbXw6NoHXQ3ggH5yFDYJDNpCO0lLFWMxU9zi4aRdCER/JgI5pUB8jaEknjlEHRaQ8Nla2DGXQMvoIM0fMwQqwElXBPozOOEJyzhi7WjsDihHUDc54Yqqeu1KSbb0hPG2CGPRxEhB07AFi0c2zcM2gkyRtSF6ssIJCbxTS0vi2Avm0aYHS0lMKCATfuCUlcCBG0AhDyasW5yK4Hl0ZUgpAkNKaOjGEp7jj03d0GqN207Jo0GcMthlY9e+1G0NU57D2Dd2CcCK7tat4Uoxbis6xFfYRm7HrxaQ7ONLfNCzHWBl41LzKWDoWaofOe9jgCdFQz6wG9dPUBIzjSHsE3vKr13HNr6k18EseucW0OK1hRV/tW7fpfZf1nv/Pc+JvBXzt+GuEpa0oeOxa9RtZ3u3Pw1Fs7TtTYeYdsfS+UkM4lDmHfVX2oW6e9CPThoVBi6Uo3A/Veo8tM16p2dHwtL0+DK3ty/tDQNQTP57Wpp77VMIUxVxSzbpZFhsBd4eB9hzG5yhDNlYR9NztEtypPEWsdwGnvWOw6Ru0WT+GwZYhT282JTcTccfCBlpwmN1f1BFhgZHYTtS+6HJb6+Ab8CuxhBvAA1w8wDwEgwA2AACQABRg+tAAcAZ4+bIDZAQQAAPyHQMARgAGeA5zX/voP1vX+8fk0vX0K6BSAG3vnpGtPrA/9PAlKx+RUqHvcZ+3ZwQBWwE8jX588uAorlrW/jAK5Pxv7XvoQvSptst+ALqWNXt9b9L1Wm6ok7nSVfGJ7Xy4jbHufFK+ODRS5aTaOtO1CkbGbBzhSBCh84EAhDiemgKG3fBuV0I5Bc3dTKuZu9pJ9CEWqO0jp6cWN7dAj7ceJ2rLM43Fp8QRypcmgj8PUOkWXlhZmF3fPYbihm7H8Kr68nftdxKNdNeItvcup5C3H+VFcTNgW56b0GgY41657DTodoEtKcC6ww9O2c4UeVpGqrZ/pjfFRQqufHuJdy94fng3AS5xCLrl34/395fy0vr+u+5tlKw+LPRZ3r29/sDz97O2rH9f9Z9eHSznp+G9TfA5g/eDmB4C7IH/7v/MX/+z3vP/Tz5/ev87WJe/rvk+KpWkYoNf9cJRqhBTcEB0NkztYRCaGDXRZO6q5nRvIUqbWewX1oTSH4G/dkPcWLZ4jSJWdxVnlSSJZ7I1HErYNIYpfmbbuNjF1YDU0WVCwyqwxaFclbpEraQLaCRj33QEj7VrJ1O/WqLvirWE5uDd/6Zf37/zSdJrCt57Pf+6749/8xne+8f2n7Xh7+GvL+cUf/fAfvr//P7354h9ctt8L9Y1VARye/dY7e2pryw45m4t7K6DBERXlA3LCONYb9dwweLfULonRk/o1Nc3XYcZkOHIISMGcRnRazPeZmIPXNAVCdAjB92lQRx1MfMaEyBLgeLDqXBc3hMg8knNKgzdgoj274xApMGry/ta6TMx1c37oKFV6d5hIxnGm1rUkF2KxoEFFeh9Cvayr+jABlibW1moZVBURIbbQ1ON5b4I2qhSoY1ShImhVc4cwUKteY4gjYudRsTTH+REsOu/QivQMhGUlG4qqc4eAHjwJA5DvoVF92tIhdSDwnbUayDRDvtrUAUIgXbvzYjyC62LECMLuYHAKMUicwIp5hNWIZ2/mLACi99Fa8btqV85BAwfxgxCgT04yR+2k6AkRzQp/1bX23tp/sSw/+vKZo0+CXLKdopS1d7YAqao/JC11Euj73gbXXBex24nH8y6eNG+Y+Np2XxACglIdInYFx3bdE3pSJYQ5OM29J3rYyk5Dblo8boRQ1SXurU1xgCydA3sDBArmak1AUtvOlFsbkDdT2jsmh2vFEHCrCd2+dhRPBLCUJfqu0sakpSH7d8BQFNGC0mka9oLZO87SHHcpstcA2S+vHq7nt3WHtxV2AAC4BSAABmCAE0B0FACeAMYP7wHgDDABAID7gAYpwBXgBmADKAABQAE+2uHo8LHjq8d2cG8fumNBzYQbg7f3DU88XZEHb09nBZrQ+Ip2q/xecBp9W5dh1uMGW5JnnN49BnS4X52jXCp2BwnssVGMvdf8PHEjY26nWA80zZEvGZ5Fd+1xinnJaS8cEim4ybnNhjH0DiESBjrTW4AxrKSyl6VCNq7Rybk5P7FoHKeicteQwxD2Em7GYLs/jFiKHB0DQCt2nOe9bsPYNg0TbgTDLjmMRaGOqdauboRCxh97+9Wvue/S+N2TvDxSsE3m2yjXIeh5gVMx1w9H2DvdmS7DiYl9e2i1ubo/2BiavSdP4vd2yDCWHpc4zIRvRf1tv+/Bz+D9MbcwhMuioTv/tKy8bra17f3WzrD/DNqP3dO71ta8Xl3YmjV0AJe+7QDjB8YrAvgPWt5fSN/8ay/+7M2PzuXdE2fJe6m5Jd+KNT/gU8WZCVY/QSU0Yuee+zLQ6KiRH5BkuCEkb4drlXSiM8xAjpwmyo7aWerkQ2a9IUSIh56c93UDQ1+J+5J3toRCkQnVe3Ri3K1pJ6/CAK6oNIbeyXStBi2TEkAh5zps6CGXiuHqGaut1i/l4fUvv3g/yfX3/+B9fo/t0X+bnt2l4S59/dt0c+v+7C/9uV/+zt+/yP9oC3/71eNfeNe+rSjtzRv+00dkG4gk6lB055ocbbV3YDw3A3TIC+gY2p7FG9Ym2Wy+4OLkGe5LX6bYVTP6FhXAtWMKkPeuvpJ34nwNitFTuj8bOwLv48zNBIbMPecgaYhXIRYR690z5QbQIKS15Ooho4tIEkcuwjDsVoGCDM5HtykINiVrWECVoPXMGYI1cDFCawWwkwMBaMAaO7vWbHMKPkvw2IE2Lq47kiZK6KSr1tqL1yRKuhYn1opX8w3V70PzmSSNtdLGlkJhnWAArGoGUkMLwKqtbjq5tpo5pbVt0dMdt+amG9hc57F1dkZ2IBbp3jMAkCgJQgErILs6xwtpJKG1QaooAASMiaENzKG1UERRHWRuTGbNQxGL4rgZquMUydyEiUawV53+r9fp4fHO+4k26UG8eENjTNYRxDsrZVTXe2cOLuC2o7sbRrTBB+19dMHdkmkMAZhhQ49ZqwtX6q6xAuYMxVMBg+AqbL3ArmodG5tkCMRY9mAOyHqhSsYNydC0HTiwyIS+fbUdjKk3iwHaZcXgVpJUoTCC8nwb5qrBJZB+NGqtjlV0BgeyeltRPDrWVpRXqXvWgtjscilvnuChqf4c9ekABcAAngAywGuArWsBQIB3AB99+C48ALz5wIZcP1jBX6WCnwF0AA9wAPhS3PWhu418be/c4fYpX0WVtqdciroboHfWo5eseDhtYS1XopPpvU7HId1fFA/RzPTgBoM3wEOUZSnJrqU4p0qSNktT0lXi6A+XwmMaxeIV8KvNDKeD7oop2t7TdOiqVKGEQGvrztG6e3bckZRmAoBcHQ828egGHCBk4ueDPl2jG1crJn6LXR+rFpcfHhpNdSvqObbuq80suGAP3pF6P7hanEcloVxdcJhrcKnj5tgVF27Toaa/8tK+Off9saWaoVmc0fhwStAJnS9EQDu6Ifqrk975BEaZwuRCC3fAB2lxCL3no9bpZhiQn9+ePvX6/a/PLwy/se3iJm/+dkhhaTupfiZYHvbtx/f19f35J9d3y3s+L+V9GS/lLYo2WxD2D6P7CBA+RP4U4CXC3/jv/ZWvv3/av/xS8nYurfW9IYMFF+d7kRNB7vEUPerxZoqDS+imcLSCfhjz5mN6GblbsTyCbLscRlXq3ivwrKAeUzeZFGo2trz01gCcdeFu3jGGyUJGxla6ETFqCKvBILhiYFJpgqVtzikjjqmTSAOsCFt7X6Xms+BUe2YvyMFIHn/90+vt9OpJ+u0dDh99dm1+jkOax2G52rewnO/zu/i8/nu/fvdr35/+3e/hL9y8f3ZZxi/b4d3GkshiVV2O5JXOWTxrOUEbAjatneZgjx3HQGs1JsfAW6ChuypI2K6tjMGjMSHExhuYBnZYbwZpucj4FNw75Tcc27rrTFKXEpmj+h7oheB1kxuUgkadOUBljhY0yNGcYh1cvwJIyMLBU51dB2sRXO8aDaCZmYvoK9VJWEQPQbxizbuMDlWdTza6yYMBxibqSbP2QuIAvZWETFiYEHrvTU4UopmvIiELJKhq5lGoW4xt2pOwuaWad3PvZx0EixSEQ8KWSpAEfvOEIfoOxI2LFMKJVFYdqIPSIXgS8EfyVXPN0bkqwK11ETRkaD0ZKxeSIxNgCJFxs67NjbLWPSIV5+CYlL2JJ6D92J02JRwc7dj1IDbKdm7YWh3Fg0Ma8Ivy7n93nt7dfz14ND2BoW+npN0xsatgGOuEUQDUJLNP2IWAXVchgRWprdCTyFXX3ILXECl65N3qoK5DizB0aEZsmnpwQVMGHxV2GyOtxhDju9C7ACfmHZB57wbEin0AloBhZRrQV2jOrLK7SzXogYLNGIrZgC5TRKBSovAqouYhdF6gKsnSRsEGte9MUo6bix6nZb0eCfkNvrv8nNuJAO7DAHAf2n6+igHtAM8AHMBHAAZwD/ACgAEGgAhAAB8DPAc4AQjALUD5Sknee877+9frauLPNY/WSOrT7MfRcmm0H4XXBSz2kv0SzIneF0a4aGkhVJFxQmjs/IDMZVXr7F/759ho62quENhqPHt8gP3oXZGNpmXQ1nS5i/C0EmCD3WLcc43O9wChq3mwvlcarJcipAUaIUBICuepHloEvwUZse9XSdNTPXsbzSM2RzPbAeM4sqsucFdTcODsEZI/UijigLO17GZ0tF+JAuxrD3MSrV7H5Gi2efXTYQkaXyJ+NNqLY0yupvI8wXldvJmJOiHVWGSb1alDNC2lB/Cl7dDXsO/NQOvwyQGPz5+N/P3jfDj50zSdvL+7icPN9EzF+v15v17yWR8RTzm396LnCn9YHdjlp0/tEh8u/YsuUOANwMGgfjD3v4pyfBX3eAHwm3/r1//8Yaj5bNfl4Skno+YCE7bm1laOnZboaIK+2u3suI37cw6IAORyz1/aMERoiOhYJAf26HNtHlAu4l3pFJ1TQuqsIUAhN0eBTBIpdARs7w9DyWWa/NXGiDYqWG8Hhq790LcMjlVwGF3tyOS6js2XDEAIBkfXHY4asjnOW9iw1lvHv/zyaS/Xz3+Q76TtD4ePD80NPriG0y88/wTCM5Nnj/f/+k/f/uGrV//oX3/2O59/8fT+wt/+0d6KDtKatHBphwKmLjkQ87YqdUXohi1XjMT7bofg9NqtibXWrYLTxn4MeNkEQKGIkCYRDTwjluanYximT+3bfz3++//J87tv3o5u2yF43yp0Qb/2hWlOmk0TohDOpRI7hToAdV8n85r11KzF5HAnIW3BO5Xc7mbtrDj4MHZAORFdFPzQFtHeNfkUBHx3GbpT2UwJ+0YYQL1jSIZVC3vUvYsG6+J80Bo2KBpk08YyaWvNxcgaqAH0zqqdcqm+DSCl06CrAbGrcN0zV4+2SXdqpUhlU6FKFMRdlkbFiikLrrn5Lm2BZp2tZdSRmwYeJqfNmiJ0EtKT8V56dFoXGcIwV5KCB6ZqdtDerAVPQStAOxbXgWfuvbYREUKACIcAjSUhFKsnV2lvhy9X+p37WeBrR1lt8GgPqx+Jtk6OhoOzvUskKh2i9b0HxaLqgN3A4VpgArdCu/GTZ923pVhr0hPZIueJrciSgARWBRmJC8htaBvFya3dKkoEvFO2OYSsemJfxAUWUVaoQ4xN+cSaKZ38oRFTR3atUx3ZZwgD6Q5n70TZnN8dVUDGBourCUEgDG5rSuTjgQ8UbOh9aVvw8end03rdgH6O/MkHp/cAUAEEoABMAJ8CRIAjwCPAlwAB4MUHrRgAEGAEaACXDw5B+5AV6AAPrzLfk7tuA7qC/Lw1mjO23REIesVhh/2oFL35gGvTYxKH0eruOUSGOlNV3lrP0EqDDYourzpplb0/qZJMnZrIwOq6oRvGPeIwNcVVmBwyEAxOuqumwMm694qdHHqmruoNpEnbqQBA9vlolOOmPOpQYaBJKQeJ1DuULoODZhZIDEjNN7UKimXZKXqRRWUIDi0ap6H1HYeD2lnbTFJbc96NVcVvHk6V++2zsfqkbrYlka9RedmadzdZKDHJtt8kDs467rM2MUUcn/bmcdgWvrYh4OiGF6ebv3AIf+GTZ989xF87hE8G6ojmoDXbT7iizyJZ+m5v17REf1ndQ8utPv7xE72F+vAEBjcAV4ATAPx8ktNXCBcBPMBxAvj+J7f/rZe/GD57DZ+viwQv3Fv3hLQbeWtbF/C34vUi6MnA2a2bw7P+LHi4kZl49HuCGiuSE9KYQoed9yIQgkfJ4oBsk6I1FrfpGFWsD2GuoWJ2NDV/u+1uVFtsgk7FmtqodtkKcTSN4wQUkmy5B9FSaUi9yzEWsRYGxhaiJ6fOA46j76L1N777Ph0f3r+zm1t5XM0BjvIsgUKex7H3Pg93Q6hD+J4zX3cLFManyzf/8E37pz912DcxBLHRb015bmasKFhNloZO2fwhQMVkTndtMCkIEAcCUvJpk4w+HEPPopEEgG6mEyc8Pnv+nY/5L/1K+J/+Bze/+bXj9s/a9uWyNqcS0BKIq4IsUMrmaHAgpjPJBpxGiMoW/AjDgpI4bKpD7k5ZPCG3LnzwfD2HmJil1WakrhjfJDVL3hHzgAYI2H0f0FzFMaYe0+A4+6CjWSUVjaGu6A5Vtg0DtQ4RHAyemuFA0iQ5EGiGhlEGUEVCpODDoXTCiBAiEQEFEx2g1SwQiAWIhXASNa5YVFJyGhJVKtGlaezGHgCV6+HEbBf0hFArKmLfLHNgoDVJfDaUC2gEtQpOGVzJNnheBsfFlrW6iFS4sSQxy+GAVIAnQipeCJ2Furcb5aLucIS2m/7jbf7p69vun/nl0jj5632pLFKlP1U4OFk7Hdgtfb5xmxUCsKhUmkyJLx1Hjssu0VXzB0NxxGI2sz9vPLhaBRINRFzFbrxcc5oclkoektqTqSC5pVgguOo6MkkncoZs0kLyfu0wk65SkhbPJBoFOOsW3XqtY6Kha0loYIlwULFaaTLbLSSouTNjFZVrXQLI2dJkrlzEFwhLvxaYAAKAAHQABlgAAoABhA850K9Kfm4Avg5wBNgAjgCHD8VwI8AEMANMH3ZDHgESAAPPEG9cnu6l1PaRwbX5STSUa/AsnbFdj256m40DaNHnQa8CtJfG8+PZ0OH14p9RVcfD1aTm1hzn8d1VYnYPnl3pm5Jh8dVdqKZc3kMl3bHCEAjVcmWTlgUG7M4wpdpYnTZTKFQ9dCXPZu4NwN3g7ky2Wo8TPuyYIDegwMwhaXGRa2s41X4Z4MiucU3u1tdlc8NU9uLcyY1PtRGVEdNOaerrFegu8GUT9XGUtpFNkC5sN3O6v18gWDtWB3rpGDNUJfQ7OQSS4+TUIyiFzm+STcbvy/7S3+x7P47H0GZJ89dv/5Ibv/GRqx3TS36oOuxNWO8z5NBlaU2y0LXju0u9tJ/+qd2Bxwb2fu26oNpFfk776AfhbwfIoPQB4XoOl6/dfO0/+Xd/89l27eeHNimdSxtczm1QbNCdwfEw1C61mvOTd4OmGELQ7P2a+8H7jDBF97hBvfRWiFwrhVpsYwWRJSZulIqWwzTkvjsbglp1EpRy3yROpmvApGTF2EuvzQUXIGy2R/LSt+ChX720egA+AwwQrk9rSpR3HsdS9maDG7uX5AerFxP8mx+tv3B6fNrq1h6hvPjmDQ58e3eIgQ9h25oq3l+uusAXsxWQwq7QZTn88Xn6L+6ZoSspSik4ZfBxpMcs2H2E0u00xa1JpHKRZPmB0hAcUSMxRW1K5gwyQcKCebCRwmI7gt2vOhKeH9rm62c/lX/1u7Rrq1V74KnuhUpyfmEaBDtGNs1UOEbMC4bRSavQmHy2fYSJx3XJKUHPvZ9SLLTtNie3MXm3lUcg51MirBhQirKHDhl86ns1c52rr8fsKcouAUXAsTQUBusx8NL0NOtegwvgCrUoWN2q5aiUOxJVM+4JsRC1lUGzFDoNfMkE0LoRdoYkoua4gkSQ2iKCIrOERsqghgeCbqDFAnbMkgMx9YvqDJRr84FlrTUaVI0UBgTogijnVgM4b2asqEZsWZltiX0wsBhdw8YcXHN73UIax3Z5pHGocHZ8Ynex1WmseBFJSa5rSEEl2/p/e5pOYb57eYv2tsSTQ9XCKdwaZIEU+n2Dk9/vMx3njuXQaAcvl+ZPsT9uMA0lZzd6CUib6on7U9EQdC8QEpbeGFuAvsvhmJZ9dz72bMrsQLRYDugE6oEPWdT7LH1CvzP0vZaJZd39cWi5QAhUOjnZoVIBGnjZa0rJd5XAu8Ih+GVIWOswhv26c0zIeth7G2K/VpxxfyoyQnl62N/97FobFIAXAB0gfCA+XwPcfXB3v9J5DGAHOAE8AkSACeAJYACYAN4DTAARgAEEYAR+BJkAMuAzy8uXbX+RP9rePvlnzw9pzeF4i+dLia7EcNj38+3ol8KHEc+bHoTFdaj7PB6sy7NIb65+IC1Rmwm3fvX91Mcz2Z2VtdfT7PKGEnrs4anvp6iPi54iP2z4DHMdkxmMXqvQiWWXMJEztzru0kNRibwbAXUAMF3rSNP8brWovNEh7Azsz5cL4LuiyFCvKQ7gu1DCUHu70jziusDRe7sv/ZAQEFbszvxSzdP09hrAAQPv0IIPu/YT5Ws/BeaneZZ8eGvg+qGVcfGQdGQYDFNTa9ZSc/fo5i2+eeCB/Nt7wHDj+124+avfOP2V4+k737y5mcfpZfIb0/u61v39+fyqX3/0eP0c9/vHLx/Wd4/7l969Vv9o9lnef/bU3hfXxzOBD/BVvfMRfk79/9sNDwpwB3C4hf/sv/GXvnN8MmkLuiphrxEF0zRnSCkFa+irRkp+jHMCd2dDoj4Yx5LXM5cshi2pcNgrQp4biYrtAQ1GrKB597Fk6k6WSxhT6pZLFzXpfRzF+kbe2l4BRSU3lebyhs2UiwkLmzurkRYfqQ12e0iNZHZlAfAn6sJy533D996itrVF+/ZwvaW31vXtua3lcJtbuQ7Tfrip0Mtabg3Dsu3vH/7Al+V91rUaCo6v/d1vZ6udC20VYnODuJAU+r4jUmAE9N6u0iJRVFebuHgSECtWtRG7QoBVXTVHLHXYKBPQJVEagAk242rDY4WauT9ZA+6agLqU0CC5Ao07glMiFuwOHew7oqNlv5h5iF0rNt5Frtk5yxt3z/Gqmbz3YWUBgI4pjIOx1sKRu3g8tGaE5l1T9LG5jYhgaE6q+CSdnD9gClDESGFtMnfIj8YT+Eo1qDNAawScCVxRGwmGQp2JW4iu3cSBo1x7nwQsBIYgUbB4baDmBu4I5ESqGVvq6qV7J7yDCFLwDcDlyCqyF6B+6BCdRzQCX13tE/UmBLRXyipunoMDmgilAg9iQq5biCFTBoTewCFQI0Y9TdOB2+5SsJppmbE/5T7S2FAzxhcexKGX1lmM2iur/+jdR1ZL0YF5q9gIYuULJiBqxRzy2twhStmp8f1qdK49edGmYzJqKGRdYFUXwO0dUrClsfddKxl2VSrsI7e1OXa91Ugo3Hsmc9SLdaa0iTmOuSG4DuqyboFoa+BCz3tSxG6jEngaCnNUemzKvuw9FoDavegamFrv3uleZUqiRXZ9L9hy9ZFr6eqofbmRf7Vca7kBuAFQgBNAAegA61f8z4fuBwOYAVYABHj88Ff/gPzjz+PBNAB9lRSbgU8Ayadv3Xr7xl385OYFD+9kGLt/t20t7I/vFaOTTiX3lMK5lxPvl00AWnWm2j2FJV9RsFaaDtaJESFqCAV8dpfzksg/Pm7BwTUbJCcOSs2jx0vGU+Sz4I2ve5icZGIpxkMIu2kKdUdRTdJIzCJChUklOAK49HCb1nXJFuWSYRZ106i2j0i5zxCurQbPqEocykORY3KO9suOFC7bGtKwX7aEHiY3lJpTwtzzMZYr3CS8OHalmA+8Gh2n5ZWlse9PrK21d6W7F27a3OsJ2Wtf9Hg3tI3fR5u6XYs7ncJWptPHH+N4c5p+4dn0rWmML4bB1AZvy76/HLOer2/WV1Su79ca68OX21UW2L7Y+s+6vXrat3bdlrKEmOufZDgBnAWuAOVDxHcCWAGOAB3gIwBP8Hd//Td/4eWL+LPPL/sSr1thHUJRxd76HPW6M45dKzjsKA4HHtu0J008bewm9h26wxXVCSw+7xm820vRkLQ7Kp3Qg5ZrkJrBH4MumyQH6KFWgtRqcQZtUWJwFYG6dUa02FLnczAvmofhKK1zUBNqWnIfAS50Glou+zYdor/oyu228VOC09zf//K3vrjzjw367WOZx76yn/18+sT53voC83GwAeJpzsf79uqbE56XHh/z83/+FNen4NLDWmeHTTFG2BpJ0EPGReox4grek/Ys6iGR71UGz7vKgema9IZwx9DQsIP1nkaXV5sn3cUzKBuEQD7T1XRymsWiNE4elJibVfKUqm9Oek08VNuCs7WpDjg0203G5BWkCIk1h4TNMVWoobrGoJTQHNStUvCDh4vmQ+C8nNMwBrfuLTgipWXisUPOGBBaT0SbaNyRj9oWxqRt05DY96rIwur2YIOqDDitVjlALW3zPNa4wjL0464XI0/W9oSjuerWug84lZ4pWm/g2HHWzD0AGwMm16wrI1MUyR7IJEN0zXxgyt6hGOzWYne7791S8ueGhwCqLJqBuPdGnnqvyFTEPFqPpCKlYEjqus9RcSmFo0GVwcFIsVKJXrM1xB1xems4AoOBI1RqUvn3UX/9/hf/zO0fFseDhmJ5qDcgF+RIrpEiojWsAZKA2D5Y3Dol3rS5xeER3VUxdlDHyca15WnIWH2FNfSxuj5B2E28z9RvyW+sQ2OfUKq56EUbEEq3jC6wUaM9GhUYA4sYYcwssWFl4YKVQTMgY7jf9O7YYuPGW8Bp76tn3fs6DFVKpFAZI7RMXEpjU+nE9K789E3IMq2wfnX0jwAHAP7A/jeAADB+oEIIYAd4DqAAE8ABMIC9B0gQX0DNoKcj+N3xM57O/pNfuf3k5gX8xU/ii9reD8un6/fS3eryTRj16t2x1qzdDSiX8zofo9sfOR3StdWoTTSUuM2Ylqbj2OqOAbFUqDm75jPoR8fD47XcHr0u0Z0sON5rG+Ltrufk/C4Y/fWpHybefPIq3lErLU1J9qxTzE2DhBhMFL2jUqlRAbgJj5eLaMBBhu4bB9u2PQOJtBB7NIoBuWT0nbIfQ4zMe2vEWjLQ2KzGEHDwLtsawt4kBRaBaQJBjApGxJuYITxxGqBoazpZPZ8KP+lyaQMkt4eyuSP3yoQXE9vBg4O8DS9vTn78tW9//O987e57L29e3I0jIMeI0rKP9bIsBb88v339+eWL5d0Xn+87P17f/fPX8DM7/uDp2ko5L9sO0urbD+M9A8wfGjzCh2D3BnADUAH+5q/+2r/3F34lXvd8Lkm8xDHgGPrRjMY4mvjDiFTjSD6aCw5Tmnd2wzjUssVl37vwGiAEv17jTtVDGqHbjU+OKFRwhkNZxQ9MfjI8CyjK3qDmg+heMvFwemYYUTFUhyTIsTGbn95ZS2ZdwlC2lgGgbQqNKG20gU4+XxFp4ixaJj8jFvJTC09/5Rn82e9f25rP1xJf4OHj6faYJxhxXxo9++hvJPlLl+1ztAd3tJfP7pZGwenpRzL87oVX2rXdxbB1TKKtu+QgCGTpJGEzl5ztYp4bKCOIY8lsQwyr4KkDtrugHXMIpCnAuuth4nVFVxYkJ82slG5yiL06CCJwCE57QzDiMHiilkwwpoMKekndLLnWS0AozGjFanMB9hBcAXBB1YLjnQGtsQHUbscgQ2tb1xm9tDVMrC2vBbFbhY1SaNJGcADdJ3ZVIJVWBpMa6Bixjd4NtELnbhB8oxqLteDTpV7Vh6QoozuoJy0j3HU7gx8Ru0XnKputro2DU24hgCp4BS1SHCXPGZHL88wSMAAnN7RYozDyFHqTZx5aImc7saDH1FlmOrAKlRuiAmiDj43a2H1kFYzOVAEdMhqIjEouGjRat+Y2JFYOauixEhnuRYOgGAb0AxmGPngGjqzSa/cKVY3+wWU6y6eh+tpX8LDju4bY1rU30yzWGxq3LMSDumvvoXPrrhE9Q864zkCNOwlmW5Or1AcMNPCYzSfKG4PnIt032BidumUky7A6yN3QSACT4j6wNLwe4NAQI0VCBorR5kIlaFCWCai3RAnILDpXZbuyeHYFu/dUKAY3ZeHNd4G09oA8LRaM1HtcluIR78r6POVfCPHE8wx0ATjgz/NcX42EjwCGD4tf/M8bIeEGkAEuYB3gO86fuH08hl/8+Pjyk2/94n/0ve//t3/12//r3/ja3/0l95vfHn4Z55ub4Zd9PIw1kneDNJQT7TVIQYXcNDAUAZsnXZXvAovnkDzW2L0fKCwVT83JKo6sW9KEnzCdWxmgwVNp4TqttW31SKBWZ4sgxNZJxoPXkUJVAKVdOVLD4kMCEXKxjwpNicxDs7kHFwEeVzePrVTU0E80bGsJUanWk8NrXm/mkDOkGazamvIo7r7tzya3bekwuAC4xXZ0xy3nw5C23qMvBt54d+Kr4kBxoTZb3nrwkFfvaxIhoeMqNvSInWSgpBRVsT0+THcfV8TBuKfnd8fvHqdvnU7fvPUujGk2VOweoZVVg9Sn63X98Rd/9FnLW3uoQo2/3F99toezXn/8Lu3h/F6IxuW6dYAbAAb4KtbRP5z7/zb19xX+/6vf/ug//B/+9dPbrde3GHBdr4Rdm7SJQ2FpeyRYH/Z0GHzVPGBwg+Y6seY+RfJFMIVuvuP7azM0vHrHfVNHV7qaBBrYFpIpomVw0fqFyAIT1dKoAAFQrbpfSWtKrmIZIEjZXDisp3S7+4ssM2qPk7ruAOamwnU38Eo7x5HNQIdu9aUoDO61bzdJPvnm7//J7+efPLw7PPrnxJ+X17/o737A/6bc/8ovfzf6/M1Pvv3+y48/L/RRWpfLn46E+1s//5v3CJFo8UYXgTFyac73tu3gHLInMKOMBfh2trJTcl3E46gx206aQC/VHYezaORZbLEGdptwzTAM1PvBjX3ayLR7x6X5CLIjeW09RiIbGu17HZBWgsTSjZlNC3jC4MO192deC4whiKiFvuDglloPRLXDDccVOrTuVavZWFKbjFSbUGRAcjgpr6kNdSoOU5SynWM49GYOOF8pRSFyna8GoVeZLNJeaQyhy8qF2ZXS2B+pbvcQDkU37BFDp8eg46Ry9tOtbDTZ3o47l04RdXc0JFybJoQqouxGpG24P3a4moa+yiXhXIcdV9AbDg+1HqJ0ceQAsO+oM8vaeCLTIGOpsvqsdXx0+6wMkqseIl47am9k7gr1NLjGeJP6TjSGWMVIBYBa8+Pgt60Etkbq2LmAtVhgW5GdtQY8dISfdPjBm9Ovf+e9lFN0l+YOfbu30/NBUJoZgPW9wzPfn4DvQt40kWyehoemY4Lc2kGoYJs8qUG1noyLtjn0tzV9Etrao+dqRirmme67DSDdpcDJ0FCLB1oFJuS1nwO5So8MmWjaYJ1VKpZk9qgyDXo1ia71JuJPJ3a1d2+wmcciG3dp3Tm6thaxv1MZ0WqLpW2ph7yeeXDLMC1187WcAF7wzVmuHuQWwABeADwBRIBbgJXoqDr9/MSwr1C7r8WZvnF39+2b69fcRzepvYx3g2ya6p0ri1RnvNpDWqufGqWZW5cBBpA4Iu0dB9XqPXbuUmp2wfdaBnMO3JXkhAdwF7+MIhliOym99jcT92u53zSR6ZLzi9N87ucDPfOce2XsWeqR1iehpJlc7M7dqV4i3VhTYJECkhQ51NxCPRqLVE8e/IL/KcDt//HP75oCN89RkHo3GNMttkX9caCGmmIKZd+jc4br1m+HsXRO4SLN66AzhF3s6Oum8UTS0Rk2R6l0x84WWadys8jTNLmtHnJdrw/51Q8eJwyvF/3618pGN8mW9Hw2CT7Csrrbw0234zT86kcff+/ZdPPcTxxhYt7NvK5VS0Op51c/effHTz/5F2/fvH//tIez2THbj3X/yePjmvcvtpRGmnT/sj3swgA7gAOoAPahw28CGICuoAJwBfgFgP/F//hv/41vflR/+uS2L2lpzYLmvZ4heN6y2NPFAgBy7ZWO04wHGxoUAwzuFJqbcLunLHAiorgu+7Hzta1EI2+7hRB3XGAbfdykRufAbGltCFaIXNHKHNlB2wUpVClOGQaRPBiXSMooNNDyBCYYg2hXVOgoi4aZzMIGNfmYpRsgmnjgHsb6G/Duu9/Xu/Ann717vT7Vp1b3+uw3vykFxuM0H9yz+dsE+2EmiF8wPRdssNrtb79+8Vuv49no/abWxYOBi0VXZwEMKrXWOLnu0V9W5YNPWa4BD4hqm9Ep9b5SDJ16aANaJsbqnFMWbyQGSkgAvSsyOOeEhS5Kh1gyzNxLcK3WiG4jdWS543iEfO9EVza3Sz9NsRVQVqwJpo5iGpizFhCP4FrQmy49sVU1qNpHF5qqQucc2Ss43/vuAhfgAa1E6mthP8N181Pbewqk3UFccw4uONd640C4uxaNqmEvLpKQdwadSUMbjFuDyFUoYVYM4Dy03eBg7gp98GPrVzMWASID8IY7i/Pa15fT/LCeKUVGrZv0QLghHknX6j015Yi9eddXdHOF1VlSXOx2bosA2kloa61qPLicXYq1dJdkZw0l0mh6aRKicPPGCubVegigFFHFGqgaC2DsjCymLnITQN9AI+aSnwP+r76+3B5/vBjisOMehum8hZtBl1LISbQulEZPD5WOThSbKSPwjjJzqraeQqjVYdg9zhk0mqzteEhPWxuGVFujRJFhNRtccLWU0cerjgfOzkIBSrQuNQ7Bau9jOux5EYiDW/eSfeJrxQO1p+zArX0LeykTlLIPQa5P96p1f/eAQuJ6XmpS4B3k5hS3ZneHSCzOe6xyfQj+fXn6/fd1qT/84efxnJUoX/OZ+Tl6arhBZZAB6OT9+2YE9WsJvoTp5Td8ePnxs4/NvTy2lzYfXjy0SkdZzjh/NLyV9BzO7vALDd/Xtqqd+CSP/fCRSJlraBGoVxueweM7SvPe6hzyvkmZea43W3gP/Xm7cHoeg6znvTGOVu/3Cpv0VePU6RoK13hHjtPzZ7Dq6TmXMzybcFtyjkwA1Se+dbB7nDheu5+5TiOztYipUU8IhphYFeJv447/EwD/f/ibbq3DURMP2OqbED9Gv477LVFbJZ4g9nh18WTwYHLiUjulyKRy8NDIVXEDhWoa3RV5DkS5gePOLV5ABqKlyJz603YQv+VVl6fFPbaffP7u2el0IZjuxhM4CxAQW3N+eFbTi2/cfjNOf/WT43ibBuYw+NrUUFttV4X8/v7Nl2//+dPrz3/6o9cx1u0VhWmNP7x8/qdVnpbtXXPJ9Sc1o0fY8f9P5f8K3f0CgAASgAO4gZ8Hwf6b3/nGf/Yf/x2/Z/hi2fAeV6T7C5yzQ7k65NL2EmI9t2HyudphcM3IuTr5QNQOU9x3XVJr9wROBpx2yTtgLHXxOEhSKykcJL9vPBFCQ4smGcAbSQJXmo993QZvXV2DElvvwzhKWRok7Fv0HkAu1SIGTJdejwGLoVNtVdWZ79a8J9VG6LRajN2F8vf+2j99+jJ87+MM17xKHzNm2e9uful7B3vcyhw+Pn735uav3rj8uNyfy+sIr/jV+dn/+bPx/cU/ealb37oD2t02+AGRunYQ4ArXqR2NepEwkIpr0j1SR0AIgQWx9w7OM3VXI0xr1ztPS223MSyivcsQnBBRxeYae4q7FfTItmGdZOj86PuxU6uAHzm+tqbqs3+QSnOEvPro2UgBHaF20QFoA2Bqu0YfLBqwNzKoHaNva3bseokQumvOxuqsbcYH1lyJGXoi2bpD6MYJWg+AQB2dQbEKFtXpUKVR6WEkMQeK3DukKNacoyY9GinJYLKaQ6zeB2gA2fwYtZQ2kBNGUHFoTTtr6tbQnGInbwGtCggFK8UFNzTLDMbSdxcZmwcWYOqteAy9BgdTbRrSRccimQJRbeoT7DsxCTNIy2Oad7UADooYZnLYOhBQ55B8l0rONamBfIMKNAGal4p+7pU4SNNMzav93Yj/zjeuAj/p2gKdsw9BvfcCMZKtWVICMECmtfJp3CwfimseZc14HK2ZBee46eb9jTdpJBCq5UPkljEMyjo2XT1yA0i+9zL4dEDtgj1C3bs7+LjWNYQIGhXPJlGgKoBacCzL2pn3d19s57dbe728+YHytn2+DzcftbKyU1w/bQfzGmgP6TnQNeCzI27akSanICG8vJsz0ovTBD2k/fH1Py1f/IvfWz57ur69mLB1N6sE8zu0NMkR4pNv5NN3nk/68R18TNX59pxhmvK+HL9z+5jb8WSX3Z9OBMPAvafRLiWgQkl1kMMadayFeeqUk9oV48EkIwyxlBqVIkl7lPYSDku7JBfPe7sjTMnXelFI16e1tSLtdlrul5GHoY0Dt/HmpR8zt0MuF4aD18erpdFuMLRUX3h+Un8Ty76N4y2OLvc93U5wFTqlVjIx6W8h4n8McPe//TXw+HyWbQ954PZobj7eHM77nk6DXFrisUU1qSPGh96mow+GzXFrO48DA6at5WcjF/FD3GsbPXPJpVM6QLmSHwgvW/EjX5cAuNM1v35V99r6Wumbc1j28VmIdqrUkA8+fPTy5V+7nb718vQyYvPeRyaVwiTXslu//8kXP318+7uXdz+7/5cP+oyXd2Xe2vJY8f2yXMB+1hjLZ1qm7eeLexhgBZgB6gdb/6vKpwlgBKgAF4A7B/+b//nf+dq3vj+8u1/PPTzd69PZLl2ibZlovzQ3JKtP5+0wOOmETgOExfz4qcl9GJ+7moO3Ko/rpZUZ6zKFAx7rvnSB2ExHgMOgJYz14SpxlNZ9Ut09jNXX1KEohOC3lt0pyWM2RqfW2E4d3/Y6Dyg2il5jpyeSgXhf6ukU1kpkwuilwxDqpYp3PqsPrl//u7+y//rHP3qVV3vdmNszm0mWdXj5/SNDbjp+chwL2MvkqzWnqXrWtz+d/x8l/ov3H3XIvYfzxWKwXA3Atoo3adtlMthdI8OATqOjCoC1CvuB+lKYvPO6gKWV0m3UVqEBOkoMe1DuooLoOHRqLnjN4sHIvPjuDSo5E0PuVB0Pua3cjTEIC4gXb5D7DmEKtZETNW7GRAHx4uy26OaT5173TpGdcW01HDj3IUCzDHooIYcz8YFr65Cm0KsyOVzLGsRhhF19qmYA5IG4S3FqldlrzoCR57oXf4xSuoEghE5tiK6t4H0x56RbcNZ6d9GTYlGkIKkyUDdCq1AT2E4hagVua03k2DttjQmyk2S0Vx1Mi8PYtQ5BdgMjmLpvKGB2POh1jU2YhhY5bfl80KnZ7iEWkIJEzaHfencjS5ZBAANVZCZrogzmDchDR2eitoGbARqq7xFCZ4qgWRs6h8Yo2czKC5z+3rdq2PePD59hvcCcwbMzAipWA1FXF1wrOqrBALsQiBi40VHvgoPvakmcOWEOOpO0fmS3ZBmS72RdyVg9EgKBaotu0p4sLK6PTfcA2pWilyrBxZr3EZxCX7RbKXq52mXf3l5JXj28ej/Ib/04o5sPftPG35pu1LZBDs+fWYZt0JvWHsbpk0iPXIc0yOMKp0O0usXwfMJe0yd3y+Rvp+mYr/L2Ty7rP/jR5//mi/XNdlb9uuKL08l9ndw4ZGo8DOf3qx3lIdp0M/hPD36KcDheqaYS9mObx8HQNKSZfEZA0qY9OmdM3tS0klOxgcwohZY1eVuzuFlNn1F5z8OYm7sd5eFpnHm5b/3U8DDpU3apXt9WnrfHs6VU88bx5Z3z4u0m3HXb/ZTCVp4cpeYtW8KBvAKE0XAdQ7oOwwlVDlFyd2NqrdQxqsLxn1BzCUA9FqK3j8Pg99wszh7DVjevXt50OoWckAuoub3W8YbCY5GjSY4DDWrlug06u+mxynHY8hr9wVztNdFU4ao+uX5ZOaZ8XeaUwDJ90ebhsCyfe30WXc3jy6+DlGZbdIMwP3/+qy+mb708RUcwOO+cdWlG5bxmsevPPvvDtw8/evzip8tT+frR/cnDYq+aQCw9h9fl2vO89x8piIMFgAFGgDcApw9O7xngBuD8wQfeAd4BJIC/9fWb2xMxt6LC5721t2bRBRC1wXQjx3tBcMdINc5Wl9DTRnpAlfMced9fL24eioGEHJsu5KM/lqeVomPCbNWKtCC32+PVnUauFX0E6ZYgVnB6YTzslPc2pbacISTVh24jTKbvMJwSX3bHrow+XUsLHE36OLvL3g8+lp015si00TBF6UBzaOfg5BcPVwC1UqqeHZxqurr2/Fuzp3UUkDnt/mu3cP7Ru/0w3A8c+xXHHz66376fe9sXpABNHG5daKzTOsJsqjNjrjoKrnPKVcbeahPvnPViNfaYGNtuzJbcoebaJ/R7ohhxNfR9BwweDRRKz8xihF4si4PQKUf2rQGh4GBuAwMfoSNQMx6sZkewT5iWumw6nEpr0WMnhcXTrbmVaaC+AA2HCMWK8RzcZbWTbxsiTNW3KATPA16bi6CtiKMiONg0jFZqtxjaZnageK0YQgdyeejHSmf1Qwy5SxigtmZJUgmqdTDcew3egNicBmQVGCiodFCNnqgrIKE06XP3NSpbRCjqUdPUwEWpqg6KSOhYvbDH1hOj7EwgxQWw7mlRCBgM2sO1OS0GjCujbckfOy0iHsAqYBAEzoYRes86EHT2jpUKKMvorHrAYhvDsPeGDrz1RXm2EWm3NuySzYU5oOZKMBhegk9Zy7988tmGby7f+PWP3nv+XGQiu5jM5IsJQoUekGpEzEgHmB5hG9wqcuPcUzMPtEfRqicHbu3r0deio7KU5l2QyabdFq+BEBFFWke6JsQrsiPazJz3u2HHji1J35drXtd6LdCFL9eldCcP53Nx+Pi0WdF21fcv6dPqrtP51g/f+nZ4omX+Wb+Gy22Yrd1bmlPQc4KbjhAM0xGwutOY4P7p9Bayu7TDjMfvPpv/l/5r77/1+ne+KL9///RmGV56srEm619sP4nw/6XpP55u2bbrTmya5dLsvT9z3DXP8D08AARRdAXRl4LFalAVIXXUr6iuWvrL1JNCNkJCFUOmqgSQBEDCPHf9ueecz2yXmcvNOatxebKRjcx+5lxjjPkbSzni/tX8QuvdSzloiHOaJXJ4pjwE35W7bj7hyn1iVsPgGmh05Bm8hQXEJW/RD6e27Efs2e72lnsULnGeNqWb0Umpt2PJpIdIVujbvE6SShg+jammP4jlP5arK3FrxUFSpyhISXNb0E1XzKOZcBrWVeY92cZhOqvMrfZ5bLmlGDVnNwRS6UiKArQCbKvysTQ8XilYtQBMMi0EHuOs0iGuhdEw8G5n1jjvWIvjM2+h25qGCVzBs4drr91Nm190407GjbP5ciokrrUtxYTYrRDejn01GeaL9s2LW+uDhJV8WnG4O/zoMH328mYKEKIHT61oRmj5+rDU99999Wfn8384/ea32/Hiztcvvr6kp56uuH51qr/s7651qHBiSgCscPfR9b0DOAOcAfRjvHf3cZ+7AOwADgD/4Bef7MMnbRFG7TtQPJBaK4hdVkMYiOekh+p9iLm4mc11xG1zirQtK7gG4pNuXTMWVsBiuUiUBiKRNy/B07iWa0pJtxPvCujzuXepvRmtQ7i0DDywtJpGz1ihTcGUiqXEcDYevAL0LBVVicUc95j2HBejIQoKKnMyUtoIl1wD/4ufdx6Pz0d9xeUTfnGDTuXVnaIk6r4qNtl/Mg8h/e2fvhmQ9t0NqBZ/XWYeQMgNXptLXtSzd+uUfZXNarl6i6k0DXMtbpO1VGQSsxTnKup6ruKDSPAXBBlBV+oBVztvYc3STFRrAcAQ40gUUahA9IS1s2JWYqjNU+2Arnci49SqOW5bGKj7NBZXBqSBz+KRJFfI0zjUvmiZXT8bpVJFzEJ3ptdSh9bPWbEtbUPFLgCbyIiWmalLzUPsippl08haPe3Fn6XuUoaWXKJ09SvxzG7Zyu4HjduZF2zcEtvD4CC8rCl5JGvOKXjCrWf12Ixsa9KIOgLvMLXRWFtNiMieiHqNfctsAAozOGTijt07oCZIsLUIzhQMqQICAihjpKFNOAEWM4suY13VpCyrKlQq3ZylZnUILrChi6mDsg0NAIsQbSIUx82bADkIiM6z23ChOlRbccARem8ZHRV3buhF8tHSrzMlpX+zuf/HN59sb3+MxVSnZllRFGqhjIYdrmIj4hX63rW6eYaz2a6rY0tXTJHsJFcjWJTFbWhdqQ0AK/cdxWIs5JGi+ejYXYz33LI051zrrclqa/76u3ffvHv+5Tfl8TE/HGF7uAji9bJtg65Pz2HtYX8ztEP+tJXiCgr25TO+yBvMGMLo1LVTCyVkamXFa1J2Lcepi1TUHPl2t/P7fTSs1KcT+rMO189+/Iv/7X/5+n/3Dz/5b/6o3d19GPK//+tf/1k95qX4Tz/Z/+Hgdns/NBiGZ5BLgdrKdBhzbTB2nsdNolrMUkePwOMQ+yqd+XFs7QKrWT5t+Sb4Sw88Tb3vN+wTpa794A4sAAzmEQLPHHgY30wxx0FpvSyO/B+EFG2nnww7TzIErCUoN+pD993pSG6Jk1+LHSYlQXKKGL0ryP3SIjOsRUM0o96omwpJJQSY9/seeKCbXPqAy3l1rX07h142CH5ctuZRinPOrjyRSGWflOy1UlGMQtUcdDCMXdl1WBwMCsUINQUF78WbVG5grlIiKM0Po5DMKS0BgoV4GLfmEr0cvIVp52PUTKEw5G5nbufL8vi0fHj71S+/f/dnb//66+enotVta3Ctt2/kdHz+8PxBn65T6e8/dADdAXqFJ4QN4AwgAJ8AFIAzwAywAhjA1wAK0ADm+eUnbvjFzWz9FLDDgtJdcALmvAdz04QcNrSuarG06nuQQqIJbfRN+oV9vzay5XKsPV+xRySssJSzNjIA3ixYFMNCGJZNDRJtB+UBeuydGIFFqphcpXt2de0mTI65++SZSktUy9aAe5JihmhXBBVc+mY5tK2UYE51bat1WKltiUdbD+40aG16XvKnaRQ/9mErVxpIwHAcxjtvrdg0DuV6E2kBpT3ffPLWJWoTD2o+zKFyQuqMDiaNw+hD2CFaiNO+ddM4UkrcsqTE2q8jdHYukDYLVqCZVuBhdCDReW8YEIyYfRLvs1r3uOkA3vUOHG+AaMitEVrnSIlALDbQYXJBzPneKSgYu6Q2rn6olYrSEN16lTgkF5YDD6gFXFtUOhJAGILcDEPwjcYYpLJX18FwG3mA3tmHaVs3RyIhYAM/o12Sm4Zwrr4Fw83A1dAkb2Xv6NIigLpmRpYYrqovavHlKaEdQbxaZVGQXSfb+hBA0A2grYOtF58xUxtGX3qLXkTBmTJwxzYCSBBs1pvzqgpMtU6RlEgTQc3DiKBkk4YBu7/yajZxqL1aV99dHHeJXByA2Sttvc/G3TwolArqpRds3BjEkvMDxCGkuwDaHLU07yUNafNFwaWuC1FFbsqjRse9YoB2eayGyR9m9290+j8cXz3m11YvKslWzEiRgnWm8JJ56fUO9bryQF5bEFmSYZPtwH2hfIsTYJzwEoAjOGfj0nlEejCIDChIYAGlqO7Ilo4zy/J8fvfu+M0Xl7/61fPTMf/27YIlf3PZZFlbE16giZZ3W0jj87Khu5Sfsx/8Piaf1Af/2y+e8Pg2XhNP3tsQwXa8f141ze50MQ7ruUJsVeu1Xx7b+rwovNq/foJVHx5afAxx2fix3g2v/9Hr/X/7z6d/8nvj3//b89+7mz7b+5/fdYE6DGIsK06RpbrqUgG5vfOBPWC9cxBmt49xAUqeLn0epqGVdEnTC06C8YZo2ThR81tHf3Hqlnq8sdLl5HAbMVUZg45N+c47S/Gwd2nY1VvZ+P+81HrgdGoQUmoX9wKuroBRvlfbJM9hPq5wIGiCKD0id7UBeGt9h9vaamDDLkguauwMiJ4cwHY+xxiubXm5c5vejINXeNOFpiSLXF/u8LnDjTYFAG2Te7PKNjCdVD2xKnqrhAMgehyPEkYclgpB5VR6r1Zrvax9RF42GV256A1vrcyxFbCblsUG0+HgU4aG0+hE+7q2XPN1WS9tux7Px8fv/8PbD//u/fVvyvZ9XZbeH/o3T/TN2wvWh8frerngBzwfy1dXdQArwAewBUANnj5inr77CPPbACaAFeAVQP0B/nf98F///GY3R/d4seUE/TjlU0fAcDKx2LLkCrb6reTrJbVWYN1D73IOtoGZlYt3Y7dyLxGrTciiBOhDpw5bJNTakgmYOe0mWDGDtM4SmK+mbevZ1N9E1LlwcepxrYZKKpFyrln7ybqlH9rzkFi7BaIOqF2rr+YaNl6jRc+5ngkMaf1sXn7x6vHhWn3zbnncTkDP3NyqK7qrUCfPTaZmS1u/c+kLh8EL7H911Men2HvlOiDwqhGbU6fAceHWuhZZ+xw82xqQgquac5siV9z8FJEGHzpaiz4H9N5JdFXXVttSVXQQUoDePXAFT54r+QAdiwYrdkJ1ZR8GT8EFhkYG1Iv600aCqEJdUdHMfA/dV5BQFdy5ArDvtfQOF1UQ6t17FDNzotlZKxUya0Pdc6ZoXCjaqV4qmphcXbzvJql7HFpf1e2k1tzjrSVpFtB0KCyzx2ZuH0ATMFqqBMQ7CisHZs2XukcUNVZyAhfSYfZa4DD53sy4dU/da/KuLJaCswwhOSCPpEldASI1Y3ZTc9JTMkpe0Lj00HHYDUWC89LPrl7qEEZE9tCq0d6x0xBqYTSS5j1msdHTajXIIoEtF1mRZgsYzEFo1gpscqX7/fyTf2jDwfxlcL0rUgQ7ieNqgcxCv6oaDp4sDFNReHcMO8Kn3v6t7P6P3716rn84Defmza+umShbyx+WOnn/3Hi32y5dKQqRW6QN7M4F7wOfeyPym8WqyE6Ey+AsS7iL1pUxiAJtCsHBwwXWy/Nf/+XpL78+f3jX3l4UM37zKDO6D08QVPM1H9vxUlffZSDfztW9ijmN46sBUnCfBPf6HuKw308fnnofLvbQ70nGu8nB+mrHQev9bVcYZ8Q238duzVkj8Mv2/XK+W8/XwROmxzN/yLQ0+FL2cf/043/14//qf/9PX/3R3+W/7Xi6ul3yXHh0O99XcaKlYicfmINBfOnS0zjcVFiC34fQKye/xW1ryVLRo4mFdhbiMXocr4TRpkbzzXD73IfSrSiuUCZaEcro9Z1IJCZrGDglRe/9UJ8Tjiks1+ZnAwhXToDT2cIupvfL8jJKM8S2EuHWS1J6zLIjPQntqXft1YyMLkWcivhMAvCC97Zc7vbD8elKaUG9xPgMWgXbwcPx3HaoS0nSMFde+3eJU8nXF+NYJaeJu3jvmgpsUvY+LH0ZAy+S97OCswg0TniumliPucwGQnPSo51X0THEdFYr1a2Ew4Q5Z9GzyXnLl1qfvnj8zduH/+nPv/zLt1/+6sO7x/dfkRDAd8EeeXmKy3+44rU+vYVTb0BAABkgN+gf+zzvAMJHws8PUO/zR+UHAALADcB/vnev37zyJ+1poIeVr9ZhDK3XOkPoF2AcG0mSoIMOx+EQCC5VB9N2Vo1CDKusI+L3y9lRL1smMHBaEULpy1JdkKrGBFZYPFPdoXTPLoMNIfQffAcw3RVf4KGVMMeyqWZaa1CmycdhcqruOhJkKAMR9S0SE/sUwBRrK6F6A5mcV6ijX/7F76xxR94pS6m0H+lHrz+5uceXn94I7Yj2lec3L/7A0+siv7xs2jGGTeqf/7J3yBQHcLk3M8ub1JiUy+pxSNgi74ZFzr0nGQL3YdinUA1qxZI7YK+Lc5FIWbyl6s5A5JzHwbFSlnWuI/mNDEttBgBmSp2JcWjQgrjiVmLxNZs0jwjc1BujQ2eGKLqhAEZxwXXXXWjFCQZXuxFCydoacvTViI2bOfAFMFiujM76AqNtKXndcPYxGlXmyHKlFpR6WAxiUNGUHPtn6hPU1nRQVrf6IVg9ojK43F0PYBWy51mkGg7Im2BnbVVXg3HUnJuDvqxVoh9jwjE44boqBis5d2sA1SYzAXUYnFavPnaFxDH1qyNsDnnrUArk55aoaQthaq65rh2dryUxtdKg7ypiLNrQUzV1bC1wFOgttq2HOMaBsTswpGJlc8EEOVzfvZfh6/Sj1/HF79WduFQcJhzBnG+XRi3LGFRbVkNpmaF9EB16uPG96/UboP/uIX3z9Lux9iOZ6blb7pGcXjMFWp/OcQpYhAjZoVsFxjicS9gNJGLikcF15YC2VRdDyy1S6l0HZddq/+ZtPj48/dmfnx9yvj7p46Xw5bqsfS/x4bt60A3OXSn49wlXbU/lu++P91hc7ftXzoDSoHA51w/fh67reb2dnFuawuW0iJzO87Db1CPdrhB5RoPmobpgpHkI0DyxtG+6RXayuHE0pTEq3g/10vbXUq4g//Cf73/xr//Jy5e/2z3p7nBVzTsfJMuLBNir4cYNxN4zfQLreRhmsrPu/eALDsswJfAr0W2KyzoMCU0YIt0lXwxe+/W56CFEx2PyDBaLuijxO42fuLiJm90YCuxCGsfhOu7HOGyB5TUfz/jszF8fT/28c1I7v9yFp4tjXJVuicmr21oZfLq0cbZ6EjBUFl3asktwbQx1Rx3gGARvxtOp3ozI13sKUYSKxFZD7n0XqVoL4VpbNg8R/drywPP3FxxiWM41DtFTjMyjw1Pl4O+elj6HcVmpmGhz3cQzbSbM0vXZ6ZOtPN1wNHT1khCtpziOZdPA21q+//b42+fl17/87k8f3//f/ua73/jjbx5zKd9907cPp28e628f5OHYPzy279bj++WgkAWeFBTgLYAADAANYAUYAK4A7wHix2bnASAD3H4MAv00RH94/ZMdblVxrZps2SGjLHl0u35SHQYoRdUyVOl9u83LFf3g4Vy4QsaLqPYIdjSe2G/iJp9ak0jK1Vbg1KmXNvqSxTm/UinoKjd+rnlOYXG2UyBLklOSOVO4YZKN9iF0ap4zd+5Wu2LuNmYoXkBcbeZqr+KpVQSsg0/ebcZYSsEx33D9fPiglPvjc4MhttWla+/u7mY/Dze3Pz5MY3C/e6rPB/6u6c77wUpHsNtvW23q15zXatUKGMdEqJ1iUl2bC2DXWowNm9atAusCQ3RI3vkui7bqRMRlIr/1zesLhNJYblTNN8ZbSS3RzFarAQIEV5v6AFcSZ7xJCyttSktTcNARA0+C5mrXRYI3xtF0oTZs2idwW8MhUr5m2bfehMgPDoqpc4v5xlodhrw1nqbKBhh6Lfy8KcV+VpBRpmxdkNWbVNdoT8UIfW8shcRVIgBXBNlIV/EuCuLayLpRrEbWykXNKhZVdeaETSw2bTB6EoEUkkeobedH4UrokVSpW6rcizS8Cs/7EYfVUSimgIGa5lqnlRovWcKoiIoTq6CGatVXp2wm0r3XBqRO6NmK9bA6yUYC2pVmBUNg9ciXy2Kr0rXGqoSep96qWTVe4fKnX5fHX8Ndnv7WH/nwtwSbTxOTxWSGFEQJA5laYjIXsm8CYefbwLq49ldl/O+/++SSf3LbahO2a7WlVVRR6T5Qz6JVWq9V2AHwUjKQSQuGxoU7C4FDj4OHTQsNi+tJ5XR8d/mb37779tvjL7+6wLBbciIXALgtluX84eG4z6dvNqlbXT+sBdTOpXd4gfwhRHebWh5uX7DEm/XmxRu56aHtD8kkzq/vp+EmTcUFKu26H8hsHQfpEHC+bd5KGisPp56VbJN2f9etEw1KClYzRctSYlyq8dKvj1uYb4e/91/85Me/+4qjbyk0pX7jyRq4A3rufQLPtwE3t/cg3dwcm6qODgJgUSdcj7W9GMqjDkO/kPkN9kz4pLcT+QumwYMZU+wjhwuVN3K9at8Nca3ME9StnbW/dLHxfZpdlRd6P50tfs87XfP1UgbRh+wOI5YWnZ5yperFQ760i9N86t5At5VWJk/DqcuYSHyhfwTg1DPgNIcjHqYg5bx4VW59Ddda4WScYsybuTlZl3WIewgrwn2QNVuYIixbxuoAO9qNL1JOh51br9W8oaUzClhaS1OAy4JEfF1yMyzvy/XxwVO6Xh6bO6kU5y9STtvyfsu/+frhl8vTLx8er/3x/SX3/HzUFeX7jh+o1un6ldxLl9BEtZeuHxGs8SPmcwdwAXj8yPT4AfRaAD4ATAB7gB8Df3K3//Rf3v7znxyGNnRs+d1j05Pl0DsPsW5HOzSsG4TAlXyPiUM49e7tenY2zELjvvsiyGeyQXp3En1/WDUhLhuaCKwum/jRFRx3rhRLzVswgSA7oGOtO4aTFWRxvPVynQZbumfXroQ0zF2FBxxopobzBIXa3YwhGzvD5kSPotwRdl4vWyfcqg0pbPIvXp65Sl4vYXh5Y+scDr7GoLfegcJNuN/f/HyI5Jie612FU+CVU78R2FY4kFUZNILt9h4RRe0i0PJaJcpayEVxYlQBW6WSIbStJJ7FRDmMgc0pds91jWTKayXnO28KQahbiYSar4WjNw/sLxXBraVPkhfTKD1H9KweGQKgly3IqFSAfAq1I6Iwxw7XfbVrb3eM60XTzjwnIpwcVNARrUHyzdSkch28aRFGvPo8ABQPZtnYA2WAXREIFbRYXItsCFVa11x1CNi6c4zizEzZ+1y7OspM4COUGgxXSqESBBbEpGMHBLJl7yS01qJKdSJCzp7XbcRdctW8baBQKew4x44OL+cTLLP0AskybYWb4SSYQx9YW3NuB+Shz+gqi1OXQmsuIBaVyCM5hOiiQt1bJFsUx5n7B+mePXRI7Tb6dWpDokooSUEZTVwpZ1Af0/ltef63f3n+i/8J9h8GSjaA91N30Q+oTRiK906vfcBewOBcbS9+NTgVOEr+9wz/9+9+dGovoe+ANqmJRbE10Ohj6xpVFyBuWnUL7EWt2RIAj7phkewEFTt5ZK4N3p+ev/zt9d//6vR8tq126OmyPeAll2Y901pcXZzl9g55fu7Lpltu26meOA8d3vPxdhF7Fn93ejquw+syei2fohuTErcDLkXizt5Mg01AUyxQ98E2daNBhXx70GhIg0wD1EbTYMvmJXUEfK8SIldx3Mfjwuqsks+wXs9Pp/zw45/c//Rn969CFMNAcSBPvO3iOKbNMV2bZ21ozA5MqllT8lfRRJxgN+CwWNph6X6shqOaOTw4Nw0uOAVgC5YkKdFE4cRvwhixo5+L6hgmt/P9yjDH9wr7eazFDePkYfbvaPrA8F2xofSjEmhoPYEjblDiTXBUnXpkLKl7rQUfmxHHa2+0Ep0AaFAu0igNEoq76xP0lfhQ3RX9lA4EJUtPXlcDyrTq2dBrXbumAWRDTYziK5jT4QxGaEtxcdRtNaC2MzSxyWMtl9nl5cMFLk2+fHy41hvC5bzeRQ2LSxLcQqsUKm9P5y/99u3x3S/Px7Ndyrac0ulYL8/um2v/7akt122Tv/qu6NFLhwtwAGgAF4DXAC8ABOAtwC3A5wAGkD9SP8tHoMcA8HI//+4/ffP5j3/82ZuJbXEhYQ9yZtRi7qHnEKEXqOC2Zb2qL71WcyHM44YurFjUB+tWo0BP6ooKK2nTu6BNxFvmaN5vHuH0fJmslhKia2OBzFHNt8yzk+tJJkemwo6AoWEZnEivkcHY3/CA1961dNRzkSHQuYeQLNQQUCfeZ8w3I15O4gMsNTjL1xTrm9vehOVp0FKebCKvHRdzJVc0Kvad6jL4G8+39+mD7yBqc3L++4ewrHWDhmvrSuUqDprjOOOIo3Zu4J12gYEdxzjRLhDVFmNA6B00aW+KoK1R7TChdXGb9rw1LbFnA1W+9rJgAsshmOa1E6IGTxvhLK4PaRKpFZWlHFULTco1hgGUCIOPpuAIGZN43AUrAH5neQ28NqfSZPVMS++D9qwU2bnuNMZh6Mh87+MK7sCiFPxY1Tuy6yGERXDC0IOfFQHRlPeK6xVQStsoNHbObcieE2ofHTEaOyhadtSNtC9LJK6tDtSE43gVyqCmwLaJoIWten+1nCW4QhFEOrUursQmhdAvujZJ3MAkojmHDcPUsDENgSsy1M4ZZPDAPq89wLZa33WoQ3OBgkgOPlXKDC+9LicYgtGmOPCguDp/07Bk9U6pW00EAoXwhXKb/DjOoQU8L9sXp8v1FHoOox60ScXEZOg4UAyhIExVtqPSZ5HMuR3ARbFk96eg/+bx92yjur0Aq51Uslg558ZYj1Vnqk1bQql91b4NEJYGNy4dDfcOq21I/XLRr35z+fYb+c2vP0jNjxdZT6q6cubrQFsWv2wnaNv3hYKHLEcwyDBeN7zD+KAi9kl8Webkf+aTG/wwX1XoHsIB1Xse58SSrBfu7zC8CIjepXhTboe7cUcTj+Nw3XaWYoShWjocuEnnyHekLsrr4LMcU2hXXAdfuAkDJJyu6pdNn0t9cZde/e6LT17snLRueIuh6DlAqAaHXUN0zp6tWW4YeTjn9cZzpjoyMqkBTbyrUGe1SnDHQ6R2VdrTzrs0WzL/w6livAvZRAvLKKSqomR1eOG1yF3gxbM7uAs5a0TjoMs4fsjyyMZgiaEnjlvBAGC1684g9NbPQanwYuCwrbkxeHVKDYBr8lPgBj02szo1f3IQnqZKsWQpyko6NKzsHM6MEvkKLjkIgC4Fz9jExQlwQ+RLe9as/Vyq46HwtgkjVnqq5OH28TttZvq2H695fPds/TxsdPq+N13z6d1p+z5tD9vlzM/H7dgislvgui79RHiE8Rt8/+vnNS/vvjhpOHqyVhsQPIMUgBNAASgAjwAIEAGeAQCAP27/GsDtR+bzj9/cfvq/fnH3j168mvAOEZXKqkQAZbTVy7eRaqZC3pAyMu5IB1hF+2WpEiso9UgNmhFLRN5aCxBartIjUELHaANOO6bQpHvvP6zV42YAdQKu2Wluu140RpbG0ZzYRj4mrtQqhnEvSx7LaVnFYuKGPrqZrXQ7mEgLGlpgKAaTx5Lb7gZp67NXpaH9489Ow35FvGy8lRxfUhPZAEZnw4ij3zn6RcsWSCf3ocibGD832Pfc/W+1XtUHHp2Pe0uWwPoQRGWsdfMxuKSABfTkoRU7QxXPOJpixgYyYJiElDR43kd3EQxhCRNNb14PB0BSh6re+WBXkFB7Fe9dJ0MHFNVtgThDazEhkpEbybGKNF9MEjKgKVDUDoOJ9jC3npiwG4RtKxuYAwXXm6UwbtVmNlQiyqni1jl52IBn1zbG1FdA52oZADbMU4LqYXC+qHhk6rhh91GZcEhQeuuWPavzMpjvTr3Dln1IVLMqOeZQdZ2w5hWC9q6oBYixlkbqVbfBX4vmrKUI80xxGjp0bZzZKWNlP/Fsnsx1JjEExp4de0e9tv2itguCwIZGOonm3ZBGLom5SruYBhqabtWcxCchp9DM2wC18IIWEJ+7M9KydjRxSydSjraIpNwpry5hVZYYmPj8WNeHy8lgQLsqBhDJhiKx8bbCVK2/hxFUClHyVPxJKf5Zpn/38A+8OZHo16iDqYuMVeZDtOfVQgi5zh5911i0B89PLd+F/rT1BPL2Xf7mL779+kP+8P0jjsPbB53ef4/t4p6v4ViHJQ8PD6cvH8KXjzYSdMMtRuiRE9zPkN3Vj+lFvYLoXGw/8u5+uIXDSh64QAilLHHwzunNCDx0s2/H/bwVmISxbSCCXa/nzZ9Z8ASb+rzUmKY4k3tucevhWYTdcKowuthgIO88+x78PrlrtEOKV+A3e3x9dzfeRhf6EZxvlDMeiJZnSJKhDa3b6NpzqW+iNqA9u6KrAe/QbWZ75g+S9u6QYSR6eUNOGZl3m0ujUgae2dbmndIM6aq8S9iAx2APLYxSEm4ZMcT9scNM03C7u3V+fnX/IHpe/XetxoIrUy9QMgQ++k6QvG/YuSWsx5WZ67UIAdEGgM5LcNJhsk4cqtpno380naeqXSIvPsRi7JysdcVgF5t70ZJ8rr6AXCWNcHlr5ntfBj/wXjFmzSHrOb7IZ3eWJWI/r+s49PG0nt+dt79Yvv6Tx+Ovnpavvs/5Yg/LZZG0wPEZL1tfrpZLlrWXc4W24Ter/7IsT0c/Dr6MM2p+m5YLPAGw/idiH32MdTaA9wAGsAd4+Oj3EkAHiABvAP7BH3z6O//65kd/9/NXrw6fz53eSluah624kuykruntUnLL2ICw1B50DQ1qwKI6YTDU1nut1LgZ+dIzY0MgZ+aonaSVq6hqOxZmCHMy9MEkS2gE0HwH10QQAwAVtq6bXXCJxbSv+4jMGUuIYZOgHlFsG5w03zI76EsjpBYzLR3JmpCr4E4bwswgSrPAP9pZyGV9CnN2Ho7ax+inkCBYb1S9JjrN8bP1cnn68O9L/h+Dvj+k437z8O++GjxWsSzCZ9fnHAOXDkELOdJeZdFeo+u72pLXvZmHH2ie1ljdalUTBucHwHyR5DC7oa8wlrplMaVGqE21cog+kwl2UZZmKo7MxtwbqIbSwXlATwwhOg7gRpZoklIMAWJI6gKTLd5X8N43qeh4MujUkHqxotVHaJk6Netu0borHVulfCmFUnPUGFsHSKUKKJUOqGVDhAgZiYKiC4DaEDdDPwTujopB5cV1LtjWPu4qZkbq6BQ8Bs9iyAcCE/SNmRX74AdwgBiyDAQIECJZe1dpq1CNRAA7V2DJHDV2GPrAHLwL3cBh3sh6NDNHV6CKee2Qix6cu2TNQmLWCJ2IOa09eqvaJ89tZtKO4JwHFpAmO1BJ3pOrlZBBjHRzvrvGFBJKd2majbnvOABuHD3DeWmeqSH3auRjgQaOpDvWqgFTaIKmrg9PvbxH/ncWf73+3RGpjGobilW1iZZTCXcDlqXEoS6KjpfIuPbL/YTXRpbrF1+cvv/126ez9YeH9aTy9uGuG/URH8v56LZ6Or27PpyqDsX8PCKUd+bnsktTK4VHT152t87h3d3+5nCzm1t1c8bCC/U67blhv9/fxTOEMLk+JMb9fLPB2U8DsvUwRax9ynG8MbjkOgZbapzjual2WYdUPPfJ2aVtSerKNlLb+tAk+qyC4yucLrKf3fD2AjSFz2/f+OnFrreryED9+nQlV7LggjUCrpvcBjhffJJzU9n50dlclQ7g/2j0vzfYpW0jn0coXbOTvpY26rLY7X3YnXKczRJirXYT6PuNXoDPEGdQDiHL/sYPrZZPgrWpo1nTClR2MR2ZK6V3vYGl4wqRw7ruLltmaU0bmm4VAufHdYTSnXYiAOcbFUtD3Ii947QLx1JigLzWgVvWOyyNXWvbNRJuzSZYTgHqds24/MBD/LqlA7TMfSBSk4yw9d0Hm1LJJdb9NG/LwKD9yg9/Hdq77fwXR/2NPfzxsv7Jxl/W4wNd3svlObu1Pj2dw3N+PnV8vOq18XeSV/763I9fwlfvrl9/eD6X/gD5h+LNCE4/tjDDf+pj4x86PH/oZvuhqDN8ZHz//k+Hl58Pr//op+OPf/Lq/ub+O1LaQP1WwW16ojG6Ky5g3PwJtkulMG3KRbp2EvDFtj5z8s64g8OzNnQMkjIXR6Oa7shtnsRxRxXtmjNhF4jntgUNBTEBbE51K9XpGJzvIF79Nl1LnddikVT6poGgoR+rda69EQwBiji2ZmrN/+A6OtrEEAeyVl0LKf/B9E5ftqU8VezP7tRjGJO0rc9bbNh3dxOM1/7o/Vc3tzCM02bhQ12Xtdjpg6sqYgQQ9lKnZjkU0zhw3iEEhoh+jGGwdjAceq5bcLlk1CEhsngde1hLZYW1g7JaZdsgkBwfHrgZeguo4Ah992QOXbRIQcX33ksZqBh7BMxmoTcT2cBpYXYMCKzqoImWyWF4RftbgH2NN2pIIbiJXDMIMHEPE7FAYSdBa7HigcewOKibEDhHYB2EAQiyVseDIKtwAeGabSVQMCMlQk5mnZk26T0gG4lpalRSQOSloDrxDgmNFQSAdhGy9e6h++IVASs1xdoUo5kSO2iwdpxZlEGMZsbkfWQfRjHBkFbXtly3a1YxXTxCI+INqlhTLxQ7QqymRghk6r33SOgUsI5RLDA2qYTn2gGUChE2BwDQGxiQeGRyZGiBPTYJgGp1QPWCoOyIqynDGGEDcC+9mZFT8lZKVfA6ALd+XUScnDcFQshWWWjV/B8L/b+ep6+vPxvO7WyLNWryWEJg/X6LbnRSIDjNNp1w9TB9/aT5MX/1H99//e2pbNWWkvos19JPUr95viJcntDWZ312/NgGZHtKZOeqLhzUK/BIux/tSbY4jNGv1UkNUjIC07JWbW4/TKFncZTgerY34GrfUoc+UK2Di2E9FzYfzsX5UBMNFUKcU612QK3koTXhQwUP4lZwKaQ8JS8slKbZbnzaQoxcVhLD5/cbjlM/Lrq59uMboP3NwcP3ZYQZUD055wA2Ihzw2Nsu6XNz1dq1Bxr7q4hnCCuEXDWGuKx3F3CRD1Vvbjydt/1N6lLDIYnGoFJT4FNpn8/2tJWk2UCzrER+rTYNvlB4TQEUxjAkN6n3882uE1UejuccrR23DKLV+efFotelhWjWSvJYFvLUlCJAWacY9hFO+/FQbL1emnO1nVdi19pYbXHqsyXHr8WCVrf0cOclICbnNbsNtzsuV3UKfL1Onbp1TT47Lps6j/LuUX3opbv1w0KX5/W3+u17gQJPH6Asp+1/uGy/fK/v33745cO375/n70/fqNiH8+kvER+uD398xK9P1//wcNTFPRZcAMQA4Ok/DfvdACrAPUAFyADPIB2gAWSAB4BnAAHYABDgBTD97P5H/9Xv+5fzZ6/jdNW0Nl1itz6sWGsdLtvl26Kha2VxQgZtuzrnRfkmWATPZmHxhWFH0SDs2Sp5CmvbMIdVE171dAjae53RMoTe1bxntjsX1tYc1Y3cZJEsWr8iwNaJnJWUx9zPFQGlZ0JtHamVC5FfGZLoSjaadkUO4FzqozRtm9fQeyVOIOT79oefNwzfmclvLtny4aXissBu3mGSNNzQ540Oh/GPtnq/rSz+1Tj+7BDuDGL8s1zWZqNartIiLhFYBtXVyN+8bJS8dyodHA4rVc1TgA0oJjeaFGg7CluwG4elVx+6E2yU90mqixq8uk5ilRh7zQirVBaofYmNCZgH6gW864gAxN6sArOz4na1F9HW5xSnAwz3E31CHLmFgBBbDeoqW5F65d7MqvnGhhQGp9ZJHFJD7QAcNITqcPNOUlWjRhidu7rml1aHbBhKcxrEL1JZE0DJOkSDxYIarLIkZpMGkGzzJCmgoq8ukYA5A0d52cIAMLELNK6tV3ICVWmi0hKE3glQZmRrnSmNmJmiSHQJXYfWr8fsOShgcOw8wQgUI5o4dAYSCVxAtEybYHTWyXJjVY1EHrXXGLv5IWsjZO3kGucMSTsiSVJXDVhpJGUIhWiefSRNDishqEIB9S37TiqFQ4ecoZCgi1hV2SAGNquZfRUkwjCoqkca1LU94yaXL5z8Xx/evLNf3LqplLMg91yLzr60NXdnBNRxIxmP+QmOy998ef5wkvNR63mVD+fl6YR+21YXxPCvHvz5iTOsj08Jm21ywI4jR192hHqzG5P4Mdx++unAAd2+X3tutTY+Xfqusehpod6z9ihkkfkbbcSJ47Sri0Vfgt9RQq+YuPkwOm8+hoHiSFyd3xY3Rq/G1Ip5Y+VCCSESBfYDbnCFqnm7toC2tRWSu6j6aU+bYXPDZzdjDLxz5w1EmNS68z5YJ+B75Cu7w4BkB3EUV/89uEMMf7rG7u8vFXu61p4ay4j13G2Xtmuew4RoB6Y74UPFMFJcFzyMUwY2w4FvdrHecm8tDVwvDZPvRYPydQykve/mCRz08fB0TigeoUtZnLiHgoMr1xy9644Cg0InqgDD/olaqelFEmf9MQXQYv7GeXVu7AO7THRLKFSRMzJPTurCjRF69njF3s8rIXvIEOazSEULTYN0T4OAxmnfGgMcr7y103+8lOuzB/gSAAXe/RU8fXV5+ovl3f/zuvvG7N/S279e46/X/OdL++3D+79c14N88/Rcaof3rQBXAABYAV4D7AA8gADsAK4An31Efv6QBRoBBGAPAAC3AHcefud/9cnf/a//zvjT8PmLiMoTPeBzAdzAJKN5tV5o3js6mR8px2DsYndF14htU2TLgr7i6oUvl8IC6wY7a2X17MmttRbZ6bBKD4Zb5ckLBdK1aOtnbIMTUHRaFMDx6vFQijinzbMvfuMwBKtLJGqYeNMe0c5tZS11qLJ2S0peG3FpC1XwTB6DWoKtFfT580/szU2WC9Cx/fwzfimn6n2aYjTV6E2+X7+aY0doQ0KTJ7K/Rvm2WLlzvnxdg5LjEVIk6+zAzu2S3GitPhy9bYaoqFbtijXpUMHNnFqWEn3EcF7yCJDJzSH2in5AMl7Wwr0KVzBYOA7QxTgFpGvIDDyOR4d+CLVq8MWYjVogXatMHlraRXfFKbm7T9wQZaL5Nhc+w5DbtIXDHY13wLhXxwDasXWUukolS623UAZMTKLKfZFaDbp5iEuXMOJEtPQiuO/aYnTVC1HzoKhlMg9azNLMbVMeWuuREwZwnRNq7ZIo4lZbhIpbqwFcw2oMpV0uFMtquVZHLtciMpicx9FeYxdQB3rEa3GpywI8VWul9L6AaTmwjyyoo9dtEHaqzcUmDrw68sTLRlywN8/MuraexAW+Nh3F2pJTwtIArCTHV6OYSIBC6k18D+aEquuUfekNr1ImIVg74tRAi0nxDtCg+VBB2GlFBxEkdYGtqrNsQNKseqYK6NcmCQ1abwrVI7cuu+hyld8i/PF3Py05qaWOYgoE62oIYrU1bYNyOy+nv37+za+/7V99yM9L/L7V7zZZVvrVOV3i4d11eVtjwcs7uD6V9BVcr5h8zMZKO20qL20fIfspjt1OR3CPdSPmpgvPvr2YUtk0QowLT6PH4nGMUae093jArdYXr/2O7hy0G7LMGqPU3EfVLqK1c2DR4cU8Z/YzA8bBMGK3YCt2Jg+s1JMLHINjdmKc4sTWkYR6DwqxVQch3O9vaHdnlYmcxAGKbhQ89SMPTiCI6GAH8DnBAeciHB0upQ0Jsd+R04h+oTCGKLDzjggmCXFgFudjj40HP3JWNEZHQ3fWaniElCIS3gzDDdChex/ksDHsh9DqdTeO7ExmKcK50IGHrS5DxvMl+lDq6tYqNTNJJw8w5lfdpVjxadsGSKjWp13Z2HwVCaAyeXsW8pilT8G5RV2YcNdjc2mgu6I6j7GWRiHAJVQdEtNgW4Rs175KsUr5vMyW43d1PJV+sQDw+uMUfz1D/nLjb7cv//jt+h9/+/7XT+f/7/Hhf/jm+yL83VreLfXbdW3wCEAgA0Aj9ABXgHcAR/hPVwK4AhSACcB9dH0DQAB4CZAQ/tV/8ePf/Wc/P/z8/tMXrzn8aOCRf6sg1hYy12ORYs3hufVGUexDDVvBrTaqQwlrq2MgIh7RsIQqeph3hut+SLrxMFpojg5hCqwB9sNgGKbYtTEpk6gDvKVYegANakY+V3E+1hBImZ1TsDX6rZuN/kLCVrabFEp08zigRWoYYxINg59w0+jH7p1y72SACzunDto/iVd/l3WrC++nFdPLm9Ayw55pCi3Dzb65by/nrfxFzgv6tOaXa81Omqx1kvUSgaVwdlocLmpp2B01awy9luK0inanaw8oDVoQXEqNQ8EFCDRQ7IK+NxUMzrZKKap1VI87iLnhzraaeQyGxSjgoCaS99xa1iGyiidHiV1mngxaw53vML5KCdzOeUG6lstjQOrdD0P8vKc0xl00r0oTeTQ/aDe3S1JRg0A5VMlVk3NXisadmqMLoAPqxdbm2XtshbyJEjgXNFlolVB86dGETjlqs1wd+2odWLvnzXuPpeVG0aiJJ6SwmTTcb6Y8jXvLEJU8ApUxpuRLdvyp9KMj7/u12awT6uYwVduE2IVLRYvkjtjYQm4Vwv1GtmGIgAIYMZh0Fw5R1mLRzAzNYNdDLbbrupobEGwzF8AX7AO8OJhg9WC6Nu8UDPpEo3CWNqFvDKlpWdzgwZZqERJbrxqKgNE8RErOgFn81hCdiov7JmQQ74T8IKsMlWttQACoYGLeJWx1JWiEfyb2J4//YBJdl5DPp+2iti6kTXk0e/s+P/zJ24d39fm7aa2xfWj06+P2yPS9bRcrv/r2+PU6xbJ9937juvtwbcGnB9FvT9MrGfpKabgR5C3sU+2PcC5UyxwUZAw385QvbX16TFx1xDRh7euN1wMyD32YidW9mXZ9G12QIG5puGfaLN3GcSGMhA09yTainPr7XesXRLSOOmqQpQdzLhlmkgFGYT6ECYAiCNm8EJt3TfINyOpsvVZL8Dru3tykD1n6WjYWL17a4CCz8pO6W2kL+BFTljiHweOBaPIUDHHGdKppdgSqQ0jEli3MRFcNO7QrOxPbWgQXJ6HiKGbcnB2orl0H3w9A6uttz0XWF54WtZv5AKKQvJteZhuGOOXWZxeBlbh3IeAOWD1fmScCgGe7kpSGOIZwrZZFLOc5+AjxGR0BL2yktRtGgto0eIXLUpJMkD/0baR5u0AnD7WfHEepT6UgulI8cBnU98J+q+fH3L87bVf75nlDgCuAATwBAMCpwPHaPiz9+T2OX+nX3y+XDOWLZflQy3sBgajwEnAD+AIgq/HHzA8AnAEcgAAAQARggApAH1t/G8Ctg3/0L17+4l///LPfe/2ju3v0k7CrJfS3z21R8eivoRSlR8mL1KXjSSr0XrRE8QIWhTmWsyi2y2LiZfa4lU1ixAqZGlRFyshBEABJep9mWtUcYaw9+uirr9ojUu/VzSYbx2iuwra00Ltk72lAS1i7p9BMgrpclkG6QfNWyEPFElov2+IGQMoeHLmBGCGM4SbF2eXDyxXfWYV44EAx+Cd/u0sji+G59ihvR39lCcerZftLqu9SOg7OVaWpr/LQQ9YiTrS2WOteLWwrI+1XDRrmqNQ4OUpovA8KJhAD1TUS5KwEHl3X3JxiL4bCshaON9GVsKKMIwAhprYu4Dgo9gbgzfXsEzFewQU00e4Gr07mFMmun/wivrop461+9mP67Of4e58Mf+cTvP9Z+N1ftCmEwbWIMMXBp7ILu9DPK1ldFp16WRHDcwfv6Lr2GQHSBM1g58GZ5oTozQGTd16QyEJx6npfQgIsZYgVQPe64RS9A3KpSaIeuiRT6vuBQTp76uLQ1ZS8l9WJs9w2iE4FwGpxW7nEQDcIXzCdckHzPjIbgCWy7oClaaDBYdtEoI1iFYygbigOqTOaA9yaFBihX5XH0XVEdkAIhcQ5zIEGV7q4kJA2wKRcfVGLylWL57BlmRHSGhH9LsWm/taF3GNIbq2uoPqVxGGIaVEM2qSDqXkHADZFvwFFB4A3fjYqbJD52lsATq6bZwdioKXU6PwdQJXtoYf/3+L/6vQv9u7ad9MSonNO1dbLb/7quP3ZN7/9UOh8gvOjvDuWL691K/K0Xt41Mr38iTLI479r2Gf6equPe94WvwU70PMJ+tbIb1eadykvj1e8HOHQyCqNubZWH87P0vMWPmDyYmVzGBKgnnC5ddZFp2G1VoMrqLVanyyb4cRu035D1IFnH0xH58a9DU9d71CaQQyPW+MEbZDtKOWG24blLrqGYU9eZOpst/PQsN6w7yj3VGwgaH2OfhjnH3lU0HserAuEvDVjj3vmJ/B7bEXhPoVFRicSvMs93A67zb14Mx1O/CrRYWsz4rgnW2X/Ks0nGfakSDOycy216HfmLmkYCLMeDmNce3zCtlO30TgN9LjZ/dA359Ul7yEEnWd+22lEO+vguzWAJmpdVjHfvPCVGsA4HM9b8HH7zQbWsXDUPm8mV9Nd7Rfsh+4KRYZhXRi8+haWNLC2Uw2H6E/XrbsWSllgue/bsdhA9f252LSJoVqvl5O/oP/Ctu+rCzEJZID0w2wOcAbYAXwAEIDjtXx1zeullgKPTZ8MzgBfAVwAnsBuANzHKOcJYAAQgOnj7O8B+sc7A3SAGeBve/h7P3v9O//ys/nN/vAGzhwIjtrbdnqIx9agOKvZKvTWk1oa3Sqrd645MTI/Fjc2IDUV52L3zite7eS9sJHAYtkwEiFF33uGVSp1RqvI881QKi6EAFu9BRS9StchrnVfHXG3suf5ZmwN5qAEG1hj02NrQ8emRDosJdNmzQhMvLqOGkRWFVx6EvVBpwbqlLd++l9+Cj/dndeOyTvPLpIc20WW2yg9yM79uMI/u/TZ4DweWpKfPcGGcpsJxgD8WKWubAN1BfI+g7MDlL2PiNd97x1FATypCECQcyXaMEsXJZHgiBWdaaQBBJVCayFEmR1XdF6DsSobO5bgBquojtQDOzUcbGsdRwwdW3C+rAYS0FqIB1/li7e8iXv71xYf6JM3+vIN/uf3fa74ZpD/7B/Tmx/58U0fwmi0FYURmjXwEsVJyaMnooojKaA3KA56Ee+9uOpd1NJBLF/ImWLlujZmr1cLU1gFQKE1rWsL0UHbPPbeGpD21mi5YlVSzQQbbFTqpkqRmBhRAAACWZjAOyqrlOa27J0vpVTSvBEiF0IUBPUEtTWDjrbCFdGhNzXp1AWDKAgiRBqDFBwcSkFyCt2xG2Dz4CSYbeIdVCmemKy7KHm4qngL6Ax4Mu7GRlv0KoSR1osA+/Om3YXB+3hh7efetU1D1O46FlDTXMhICIYh5NZpvuRCwM2q7+S8AlxspqaOfdQAPjXB4rTLMIXyLYX/yzY9nv9hqMxyzXb80L76s+d3/+PD47d1/+5p+3WKz6v7QtLD9f27Xn/V17ws7/rNjwktOG9EPOxu64tS9gO+tDzEnajMsSyxldOvNpCn/n6cdytflsvydM7frSW2/bLYDPvIeTW8W8sF6p6DTIs43/T5Okpoz0W6UQbINHhrpTRW/wHWKZTcniF21u3k+M7JQw0+8vnsx2SAvPpph3zpMbj9h2t1lDMi4jYSqkqAceuOmVbZRbWtUinbRDrOuzcop16GofscX4zIjtDwjfNH9XMM54asawuh4N0+vDjpzZuwX2R87XZCN4fRBxoWnQLSufsDjQ/tLsSpy8TRE8xbGF6Nuy52SOG0YUAaxFcx79xDdXdDeJQbvxZzrpon4WdwO+9/ybt9l5PF2XnKbrV2ADx6ojYTAiyX2VE9LS9u+/M2jkCdvGAITUx8Swt822QIbbPuDtAbnylHpbU4J/m4qRvg0kPGRBLfZj84e5/14Kld/SXbeYEmVr4vz+d1/eb60LcfAdwB3AAYgAIMAN8CJIAjQAb4wcIVgK4gAM8AJ4AVYAN4ApgB+OPUvwD8COAJYPxY97j7iHzYA7wBmAA+//1Pf+e/+fnudz59+cne/J0pFbsviHzpzQR1KpFddZmDtGbPT8ucsV6KW4eE1IC5QDEy8Hu9Uq8UMfFYMsHUBQEDYWNwNTFWWjzOihexXspZLB0MPbQ4+tw2oMFhAqDtvVty6b1d81o5RLhcy9WHxv6UeCRsAXrNnXNAxtB6FLm25iBULqPfK11xUG+46orkNnsOEP9gencpIkvDhXYYrbXgZ03nIp8Eq7vH3/t8+PT+D1P6Z9x4w/dJt6M9BQgKuV8ltUFSj46L1+KouovbnyyGTB3Hw6ZKaNkQMGSZevUJx2beY4BiuFlXpNZq8JV6UZetuattvW2oTcUM14t2MEavRXoMfZYcHCKTk9pa1pZyWwhVqELgnej7FQcm2JYto7+3p68xfYPXijc3+o//kKK6F3N/dfDjj0DMj6NjpYHpelqpctfSFQQVPTuopwweYmjnVh1RbsV7VzuRL4ZUpEXQK9bgRermyCJpcxoDbptC86bKTgjJBmJLNqCvgNpCHNSUvbOLW0R6cddWiUxqaWjUWAoi8KYah9mYIWIOZFpZ0LRp3wsaJgd7CoSEaAEBoVnXzVdl5uDQowNV5BgyYbMuLSNn13wjx73AFDTUlk2BEf1KSOCrc+AaDE6FesV1heCxY/CJWUcHSHW1CafgXTATsKyOiIw7KsXBIkQhVY0T9I2i61aDjcRejqXzzi7OOW5+xeaka1BCvtkXZ4Re3yH/n04/cf1TlPTFcvrT8/nPn+23Z3lY12eA9x/qb3p+Wq9HOryHNi9Y4u6Jpqfb/MHoTerngj1TDO6smyN/avJmNOt6KSG1XavFjYdyuiw1WpHTOHLdSVjnl0OErkb3nDvMs5Kfe7LSt7WGgXHBcMOWtYQ01GKX5FxfL1ReUDpuhzCMfaMlDAeQjcb9xGWpfudcM3IygpyAPJU1HyNerx0SI3HIwr0aDmnaAVnc77CKn+cR1C5bezE0i7cH15ZVt1Sc+AwyRv9Y4H5302vcuRsKqbTDbbg1l97E/VXi/RSqTrs0rP0l8P3o9wX3IfgF9y+nvfZxcox0G5knGM5b20WfC86snolI1Dm1cB/oWYZbLd2baSAiizYofI32mS/nNEyB8xJaCiPPzwa3vtZwpQCwtrdbbwKn4iReH7H3JVZUJrTcx2uyG3+VDaLLLaungl2zBpc8UDiEmqHfWK2aC4jh+bhuu3x9WzL2ixQXeeuP27m1+HU5N6Tz9giwAbwFuAOIAN8AvPg4xf+wz/UE8ARwBHgLEAA+A6gACiAABHABcAA7AAdwBHgJUAECwAHgEWD3cfzfAfzsZze//7/59PZv3X76+Y25OZISOLbcVmm5pg8irbL07NVz7qYqzq+hbexh3IpM3fBKTIEhbBcalboWTg1sdMMaQyTXgaBCHU+uIB0SV3ERmTCGBdZMoMCEJUzJtd69dcESjaibYLcgOXcdkgtF0WSuvh28D45v5gmogYNGtNEAIYjfEiXVJbg4bLk1Sp291MmNn4ZvzrHCE0O0Ka6bbdYOiUBpF8YPG47402O+a/LlNICf/v7d9PuC04H3S09BPP3Nqeo6GJ2Mb3hA1RDmqgPlOo5S1nWI2gkji6ZuYwmDNVIHJKxkarMLE+YwmKn3rAGiAhCTFyiYiKw2PxgNvDblaHDLnnfgXENHlioy6VS7jmJ+wAkFLjc6oxsd3L6cpjft7Xv69iR/enVfHfHrt/Srv+G3v8ov0vhyB2ZAft0EWqCLt+i16rY37n0VN6K1UmX2vpXtEXbI22azQEFLvRpMxWhid01wEyB7bi5ghQIQ3dCBgpOe+sDSe9OyhaXpRKnjOnYfgmVz4nx2OoqrtIUyBb92i1FRoUQcPfYgyVDXJYqErioScOrQ4hyNtiRcaiPDLtp8J0VOtvOsIDtvjTLIauAdgos8MPlOljzFoRk2hxbG0ipUaKC+dmE0hSJKzQBYBJIwOXADFR+UVSoZABltl0xr62CILOAMpQh0A8vUO7gMdQYj03Pn0UxCs82vvRWajMhgFLMaNg+xcIMcTOx43jf1rEKr/1VP//3jLx5K+f9///6Pf7N803op+udP7f3S1+vp/an2zufLF/Zc30t7//4DPf9y+fJ2305/fZleTBPNsKrfc+ilj+56FP2A3fRyGuWJz08f3AdX3z5tJzfOq31+uOyYUgOLwthTjOjs4Gs9Smf14VzbB+hl6UtIhd22iJ+sX/vRuVg5582n67aVDWurdoTAfs4F4kjWI4cb51xFd8Nc2d8StsoDo5mih0BMnGNfz9WYa6vCo4p62d2MPj6udrPLBDe3N24nc3F843ZHwV1wSzYfLYSXPr2+ibcxTm/iDuDuxTBI2c8xqd3eD7s7Hwfn7zH2Quy89EP0PmwIvXmDtYlnrVmRbJHh8apNgpgPARHDns4bxSboRQwAwHOwTwY8m2/AW2YchUgva92zezopbExngND3LIaloQ+NYvN232CzxfeJcU3Wm4zqhCSi9RjQefUovYkJrjRGDZ0ZnMFS2cdA8t6NTksv0fB0+ebS2LmHvL0/X8/1XaEGcAPw5qNu8xlAAXgFcABIH/d4t4/f9AeAFYAA6sefBH5kfCaADEAfI/8/vPrhyWcAP//Dz/7ev/r53e8f7l8ejG9CkE3G4GsX8yPuw2FzGIrXFQbrUoLXwqFVW31w9Vw9ytZVxgrSAC0MWDsdwOWyS9p0S3hdfY8kziwKLVFavWrXKwgB5ia9HIJ3Kbs2mXY8BKreO6EeMRoEL9ADRYaSzQirQNdNvj/nunDODfB+wOjiFEhRejMNTc0Fs3OZE1kTCpU52PO//KTvbn75y+fL6dgj3+xIKBzDGtOluLgP1grdxBNZsv7bgd7V+jcM8VrbIUS7FvxidXVeynob8KplTFqysqGI2QUn7supjp3WAol32sB642YQJM1uJe9VlxUHRyxE2UIcmuoYqqwuzpq7KJjDYE13iJLj+KFAyWMrAxawsjO17ZrYcifAsVVlf9Tz2XxiUoN3ozvKLgw7B3mxy4XORSjG7VoWccyMNBCRB4kd1OlP081+KiElsjULZMDS2m4eo7+ufYdwEYnNsiPX+uSsO5ikLzqmTWwT0G4Qi4g1KGID2NGFKU3oozLFVc7N9uS0i4fcXO1po836hLcLZKVUcxaMyeYum4IX6k48ca/CKARstjkMYMK1F+6ptKyCrNq9FfMrbgn3dygQw2bamaEzi7Q++UA7HqN2kEg55k2kucEKSByhT0YioaEzjRNDcQ5pgRyCgxb9pXD0zsg8mcJEk3gMm0WZRqrmwUdljeoJsbUJeBM7q5HXkyo1clyVqGSNgR0WsO66ilTGqXMD8gxHCFVA29iitf93Hv4/xz/4wk/d+/fXy988X77r7787rd8X/bB++O7D8aHdH+O+MgzhHg+H/V31+OIXIbfC8/VwE/2Q0/OM5/VNNSI+OJNvH+rj9vJLwu+XsAvcoLlkD83ZWSNJCEPCUAtNw3Yp3qSGbOZubyhSMc+XsuBVaJS8YUMe2Jj6mXTb3BliJ1qEArtsq/oAODN3gudqvMf1Ct2pXdin1AS8Ukg1NZki3Cy2G9WpuC4cSxDs94x+jqOjbcP93kFNnXvAWGC8jS+6u5tdQtqRc/cuujgePBL6u9BndlN0weLsbcbUYOeRsw0pDHsa5zQeaGiHH934GwM30BAlGgRvIeKy99Bc24OaOocmbXawzOab0xkjed3HkYxH75EohxYxtuqmyE+XgUkCe5oBLJzONccowdqU6JWLheZPA2nf7r0Hm6GBa3wRmfzhtAyJo/rRC6qT6/XSxU65hQpr5PW51D7uWoVtyuU0LR40uNORvujbUtPkXe0JoAAwwHcAF4B3ANtHhEMFMIAJ4OVH5ecTgBHAA9wBvAYwgHuA/FHrdx8XfTMAArwE+An4VwCv724+/QRu/uF0M+11BgpinZMTy6buyeW2tQ+z4iob+7ZuwkFw5dY1rCR19b602s0ptKm6hr3glgmkE9/MvTfptDVn6LbYaiCnY2o6kGeWfYWuMKQh3bcGHYeiRdcgZyHMdUmzFGmOTGcvXUAhcEc1wi4auvdiPmeo1q4wtF7VeAM0vlIlJCul7Oyic0AXrsN8enOXXxzyEG6+vX7z9fv69N4opptwmwnjzZvdFv2Lw45lC4Klbm+el9zJmZ/2g/VyjNL71kKQ4OasdR+iittJxgXcxAYeSjp4unbeRcRz3Zli0Zo4Fsmnvo+lNLtB7NnYgAl0PR9cNIrjbKA+OB6c162NyuZ0TF3NBa2NwJSQuTH7wCXiuEOvSGMAGG0OXjpeCvVUzuig2Co8jr52y9/xYZbdFN54eX0f5tfcdlQ7iRD09jO3ntroSmEi64BABLxtPS+u46k3ppJJQgicXPHVo5QwzGrXMYQJBIClUevIGBVyczuRRbuRUPCr6ZDgdJVYdS0ah0DiOLgEuAWOpWaYZmbpAF2cMTgYWcXMGV/BJSjWnHD1jbeqs1EWtxOQjbxv0WFnnCqenoH9RURZDFPsWRys2ZUEvhYYzXd1ID42gqvbeRShkboK4GCWzYqGIFZhoJSbY6e2T8TG+73rLoSxRHLMdjtIqOB3Y4zmFKVyNnSYOhbvCMxv7BxIwSoBezVMqXZcYV/MLeiMU6fqNECzye0oN1DfCzxqFkvfbj+/o589w/O3eDrK+9O2PeP7b7J1cBuE1p+2BWsL5OrkXdwC6U7H/W3q214y6RPFodWzXZ7KdK3LUV809O+2QQ2iwDdlh7aty/3gc7+56cmPBBm7Z5V6d/9SdEg9gNlzN5PosY4wZ28DoyVOqT+rP0sZPCvh/Vx60ZejdlSXqyk8F0VOVx1vTR9l8L0oimNC8ItWp6VGuPfN+X7P2lHU9dGl7Dg1ep+7N8syC8xmwh7HNK+As2dgvWfP0ZMOzjD3cuC2KBBIMwaFkf3k442PYv5liIDjXeKA3HvVenkyeMn+Yt4DgsraW0KnWmbeF5gO8OKxh2hR6m5kD5qK8zsblPw9x6tMu2EXnVOne6SHhvfTvm545y7UGTLRDuC0TLc0PxSnIlGboY5+fa40zHY6X6K7OpLkbe/iWtdXibTNg7muGGx20eW23HuflXTdIpDDpZYRyxPC9P7DAtdn/Kv+9PVx3gKEtgc0N7wEuAJ8CvAKYPexqAsBEsDdf3J6DwbgAQaAAQABLgAN4DWAB3gBsAC8BLgH+BTgJYADmAEWgAwtAh1+FOe//2b/YqJbP1oUDc5VbbuOPbT5yvtwhGPvPpGS5ynRIurRL6bVWKhC59CoNXRl1EDDAJxqQ/ZaM9EwcIue0NNQRgbboCzKq5pJuu4BjUqSlptpxKZO1REyhpBqYknB8bpq640EN1ZpZJy5o2eNro+BlnsqNhgpcGjNUIDcxE23jt4zR26FfwiC+n969zT95NIf+PNBHt37J9+02FZgSpHl6UQ8+zv3R5qCbgXwl7M7OyFqV6vejzfuPWIm6RmtO8HNwKq/psFuuXUq2miXM4RpktosDgwbhsENBpvU6KF2Sl5b7ewxpgDO74ZYK4TasTEqiDl1GBGKgqA2sLCDWjgqOmCEHh1UkIQkazB3oU1Esjuf1uMVNqtLcdNsR9W5KgjeH/zd3zJRcnN++WP8O5+Fw+tpNxn7Hp0RD//dSbd6apMX9R4pIaWh9Gg+8sCT485MHEhytQ0obsKu9K02t+ayEIHmkbsH8k5Vvea2dhXjZ+0dAmBFTF5XxDRCF0zdyDI4S1IWQ4bt2owAu8bojateFvWROtENQG8JpWGP2ZdpjGuH3cxVKCTBTLmqd5TRBrS2xuCD7Xfek+Opto4XWEBmjB2aZ0JPvbVYwK44ga3Fa3AEgcjIUDCNY4A4eCrdI8/RwaT7HCayhExQAkO1FprVxcQTMgZnTkn14iKtpSbtY6lkYMa1NlIlLZEwkoVdcEiKS5AJXbGIFWoLjqCztQB0El3dPdg/fXH7WdfzqhtBX6UVWB3QyuKdMY3J33iHVj9ZhvU8ozA98o3CGLJ3WJflHm2/d3a2l9e8VCqzutFW5/fpoN/hi/n++Smj6+pz6ts41GQASOeHIyetksmaZY2TA5+qye2gWSUlvmzpEz/4kLTCEMdlG6a0e96GkarEPWkdgisl35I8mtw7Fo6GSFLO1nYUFmQn7X225D9fdTclBnbFWuT1iG0X+lOR4Bq6mrPufe3dvQzhrC4pNUM2jiE6wAHgodDMWqQGdoaAYKPT3Ok2ohjcRkPjABiJK4+vQ7zYcJP6Bod5dxt3s8Y4psNjd7cuXUE/iW6tMrjmLXic77w9+3Hv+FT54EtupcE0UTpSfDHFq+iQymZ+Be6w0gBwmy4t+Mm1MXMmn3SqWxwo1A2GuAPhrF06iVwn3m0bhIglO/YerhKU9h63y5L0rJnQ4/OJIL/LmezxTKvUb8744dh7eV7zRNTAYt++BjCAAcABvAG4BUgABBA+ngNmOP0IAD5GOSeANx/VoQEAAD4BAAAD4I+6/wuACeAG8Mc/v737p5+n3x0wDrNRBXRE1vHUv3WE7/QdLQ/nWZ13XVjE1GqdMbFfCXutqycc3SXswHlssLIoYd/R7F1jxL0oCLkijZZaR+LNJ4MUGnXXhpqK4a3ZOclg1mrrPicLmWsqebkRRirWpphdM0XvxFHA2Kca0MApJmS7v5DoQttSaw5olY0lY+IQAJ27EpC1rSD9xD+9ft3pm3B0p9fz4Y9++upl2TZ8rtaavn3qY+R6lRPVyc99mA/DH10vdsnPRUnp0iuWy6baVw1IUkIiquA0eUYyTRo8bB0p1iMOgaw2vyEUwbUDEnUavHBHX13wSXpXYq1kDvsmDT2gdeCGwsIcBuo2QOXlLJRANlqlcIa6aYijbmIxSxva2EhdcxbQ0Cq3p/54kdOm797ruy/h/dfW3oayuPwl8cluxvyT1xjuoodQtfViYL7rJOeuLW8bqS2t9noF0wxgzDByqbg0CFfG1YitYhBTIJQBEV1YlHvf2np1eLVxi4Zg5Q4Quoqnjk1cdAg4uU1Wa6mBywYpOS8Gnp1Ka5Za75IRI+Pqvdy1Ug2oNAhdChawrScPtSKwQMEu2VHoJNRkY/DBShfg3KloxGn/iigm7EvNgdEMwTVkLq5bpNPWWY3Zo+/sA3R0CBIcWzeIpkmfz7Zd3Xqvu5mLQpzChaSyizeGo1iWwNJaCLR1F8tFXWzkUJ0UCmjsiBAlRrKgGyoXJujQ42abAaiUhlK0dxAhYu6Re5Hzb+TVrr86jLHB1qFnKAARIbMUB39r74E7io5Zn0e5aecNCeJqHurq3DbWT+73Oh3rFD/bndWzU/vO3qOEpS3nZ33Tl/MZDgTSZlwlwxliYFLB3cF3CXEaVprcoE7qJts+bscKztvldN3Py0aFYKMQ1nLdh6ti36e22E4UjCbveEzhqnwfQyXZhQHE2BU0X0X3DE9lnaMt9S070RYAQnA+Q9i58D7HyFJxRhwkTqdyM1BZzN2DbebYhVy16NJke6rZ0/qwtUZ2zJto610uFcdIpbtdxNz8EKKnkMLh03EUS/fRn0o4pLBsyWnzPZz7+KPpReMXO3IP8vKw24MdFp4CwWONtybH6iafm0jGTSMWoNuI767gg7vKS6YQWUlnMoDHZ47WW+n1Jo6YVy67qdSscZRrI4yTV2rGyU1ZB5deX/vr/f5FWWPzAIXeXkj89PYJQnTbc2YSXmMrtZ8vl6eFN5+fVrs0BeA2M8AKkAA+A/AAM4AAfADYARjACJABFgD8mPz54a/gABTgAOAANoAbgAhwAHgJsAO4AdgDZIA9AI1D/M84fOZ4noeBMxM4W3pcXS395YeavfBT3hZux9XhugqVNrhqWkECqcbkapUWp5Jzx4ZAl63XGrey1D4YLNmuw4yBy+QDwZHBJUSFkKLP8axtlv6+OX91zw0nzyy7jDlAOnlKDZ9IhjiqjB4MSZJTADhzuTW06JnFMjZoO0unzuxgZRslqJpVATLd+tDighCZn//x/ZUvT9dYpscpjPHVYTfd+AFv0qabHuK2NH9tbXIhS7kff4bp/vXr/3Ie/hez37PeIfrBx7N3ifrmInVRcrpzkLUAupUbuSGiMtzwRmGoafMBlGHnGINL2nLcqDeHpXZ1TmtXrK6xZz9sDQ2tm5NkhLSIBqedjBGcNNjJzKFOLA43EUAGTDU210NpGR9wO9dWto5e8toB2mK0cF3O+Ntvz1qFZ8VJtQZ8bDfTPn5m6oiC4agpSHeFMMWxLDwbpWmCHfHWSs28KGmFggs16RuvSL2k/5mmP2m2LUvuOzFvVreb09x7333vRbxos88EARAAQYJNFYmqQdFoVaVBmWmob6C5vohG0kSTmmggDWQlWRkpUaJYRaIAkAQBMIEEMhGZGRGvu905Z++9OnfXIJTzNV7Ll/vffz/vgSRkLQpGquyT90wY2GJHw+J6aOTRWkdBUGGtVLqJeXchzAyi3YHnBKv5ao6FmhA0zYT196bz3zuWGxJipU2915SMu6A6ydpjpwroC4JvvkbnFE6Pktnk1GCrzvh0eWqQL1uHYGs1QSZ1sPdhnAAledQsuBSTCZib9w1RUNvk8DhE5s4xXwXBR0Zp+1eRg1oyxO3No7KE3Z42StPUHXlSB8ytTh0FNCXs4CEXM3Yahx5QAArV5AN4iaSmwACjhClgLs47rX4khALiqn+Uf/ad48QwASDAgBBOsGO/s1po2Gpdn0BY+GFZbo50zt0cjiCvSz9W//YhD9XDhqsdGPs6pet6LrwQws3BH6Z41tL0ZaenFvpIqVLxsE+t0LoPXWp2Y6ZNnzoGiF/V3W50D2vYTVdt87V27pNkObBfWvVyLuVxsNesNfDD2DaT9eC0VB/djtrqWGuN0W1D0IvUw3hsHR2eat9av3jV3kNiAuNDhEoeaJ3YBfI7X53a5KZHSMaqzZzHoHqWPkR36XF0shVRL0XKxSrCtrQL0nYuK7oCYjHEAztQPEYT4aspSIcp+CZB+HrC+EZsjvtKt9dpyvIRji8nOiw4jg5K98x86hPQhLgXcQ3nU+freFl6Ow4BOBE7HjoRwJSgPkrvj0vZFnjmJdU1HVKzFodUT5fiPGJeOsUpvAT/nRe7H3H/zu31fqah0vkg5X69mye8/+oEwc4/3961Nr621vrwaO3H97hIOsM00CT5CuADgAncBnAAOADsAW5+NdddAEaAI8AAMAH8JsCzX7V3PvzVmRkAAQT8N7Dnb5g//lfzg+tXu923Prz65Gq3m4t7jv5weuJues5HtG6YzltxpKXn6UYtsl1MToSP2lSLBpKtmrGs2IVSDagwzs5BMzfs6bKgX1q8nFqxKXKjIawZLu1BqeTCWBPj2YdB5Yx4S7LlPGAnIYXGK+RmQ85Lr3FsJXMggwYIvAd4Uhug1eY5GBNZ6kdPrOPArnpxowH1Wo0SrZJ9gdd7azfH9zqMe37SZ5usO/+Esb94PsP+uwpyvrgEj7vh+XrZ+vZ+kSfSn6O93kdhjBjV0XWvMGjcFAMKxACYXWtbV7fWgpQYN2WK3MvYQ7cTdaMosKFGkcyeZVeZyF5B/YeVwkSDUo9DvImOg1lD1MpnqSiutO0ioTeRXmDq5koQ7oqIe1MO5q35Qq0276U7jaw9g7RWai7nzU4la44nvpz9+PDO/uQP6OEv6P3b7bufh3/0a3Iz3Rz3DW3ASrYx4TUODWU/q0inaprBD+EwJDLYd8+T37mkLsIsXkSsOwzq+wy9S3Mq7am5LB24ECWKnWkAUh9IO4BTw9igIHiFBh5Ii0VRgUsPuga0jE5LR6aAapcWv67luSfsFKPV6upmhkXFZvCuMU3qcNSeo8XaFCKnOdqhYWpt2LY+IfvAh/EK68yOHPTq0ZeMWq0H8gEODud9S6tHAke8m7oMNEcISWZ0HbVasHip3h1chit+cXTDFd8cnPm1F0qaL0sgle4uDZ1AT4I7l1t3piVRa6LnmkMXch0sqEDiGAAaJrNkWvLKUypVwgRVGHBg77P3N839Z8ebA8A3oY9zhzdrOze4PCxbm/seQhnY77wBGcfk+l2AnTff/TQ78js3qdrqOy6XLYyuOHi7tLRdvqzvXyGe/FcQGEUem6XNZXxAzy2svfhE04ZuSiS9yylhWZ/q5Na65RgkMK8ghFIQvRLI3vlQavDe+RKLT87iZXsa3UZSLJyhXBo+7tq2ddt5sp5jjGwH5JjC1ByMTITNBSChMUCQ+Yk0khREg0V0OSZIMm7ELGHjQwrD0iBirqLs11Y34RVse9Kl9Mu5PWUoThs5ncgc48CG5g4RvCk48eh8vBoxgk9HGnOn0Q/Ubycfr9zs54+upm87+gDZAEYmA0BoBq0AFWf1nj70rGfkxBElS2/0AsChCxjG6IYsOzhnbGMILfhWztJBcO1rlzRRnnn60avDb3y8/8Enr3547X8o0xE6rqZ7PLazULSHr/MYKbw/L5dz/Aqe/vhh/cr+7Au4ALhN3y91Bi8AM/QBYAE4A0y/KvM/AfgMwAPsfuXtUgAFGH/1NhwAbpG+5cdXAFfQZ1AGmABGAP1mHnB9vP69q/Fl9NNeBTvWUrElt6wEcNpAtstb5J4vT9zL+tbQEA7XXBcfR10w1IvhNPhAaQ8cgyRsECbSGqlV2zB4o+hKRe1FzifgVZFd8HvPbh56GJERm3SHM+kJgBG3DXpwWLwFigYy+gSuVhsS96zqPHq/iSajdqmR15YdsbHximZUKlvw2iqSi3MPDnWKxzrQ8IP4ejyOR73cfb073A8WL8GPpO9PT4fpbj8OH90m6R9X2CP9DceDbZd18a0ul3oSRiyL8ikcYgblBOVBLapo0NbnDsZx2qORjE2aRmfNY9A9zmgVcUBdeFAwcipVEd6b/rvQWtnENQA/nXt1ilVdgHBmcg4KO8daYvBTGCPszPjSZQxRtYxekE8VARSb9e6cwaLifT6v9FDwcetnqHxZc32cfYUzczu4L7zqo7tx1i9hmHvb39h+UZLMArq1i1txYU3stOQRbSk9l0a9L1QClLPUyamsBhxZib0bwS/KY5oQcBotxDm5PKEtpCO2FYQgk5sdiveuAl0Zb4gDI0GMoYs4C0gWe7WBCrH3ERnj/idnf5bh55uvjoACE/qBBT1RzYjGbJCIGlLcquxHZnImyD2BWQDveKnQudfLhdJKLqmneJYtk+VgTpnIGjjf9+5G0ziQU28DgeoGvKEd9Woa6bhFHme3nU/DRwTpI5sOaZd6GmKBrZMnt23Ruw0j6AQum5775EYFiezbZniVcDfAAachnBdMINwpXDGo1NXv4lAufQJom8beLKIu4rJUav/00+MNogK8MWCEa4CdgBds9bG9A+lt0OYeyuCX5EMa4ObziVqKc/BptEu7PQK96buJ44X2XtebFE4Kn+5eDrh/5hLnaTE8zvLUt96w5Vx8Jc8bSoys4IgDMgMBShPvkKzJ/QVmb27kRFKhEa6u9Rh8bFojH+uCPA3x6rwNYgD50ONVMjrBbh8ZdELbU18UtxFhwzpKu6Bj8wSsjpwQJX/N2MgNMG4tcctgbGy+8UaWwEprE2wEruBSN91UrJaHWsBo1Xau6yk/nGQjLdVaoC4ojJDQI4VJ9yu6vfmCe6bZ/OGYhgDjMPDOjw38DiJiSuHo+Zq9eYj3uY6E5gbKpi462NTYuxYIMe1ba/QG4FIJdqd8igThvULKVEFa7lOYSqdjsYrjHpzfffjy8MmL/dUh7Xc8jsPhaJG2AGu/X8/nXAy4PbV+2WyZ+5dL/rL017Kd6zOA9Kvq/mFwBMDow6+IPe8A9JsaAYB/5e9tAAlgBnjOHgC+jePHyHvAZnpu6wpwDYZg33R+4jdguMAvfjRPPwjz82OLzk/TZYvVkRZe8LJ2zNsSDK2YWGyrLjv0DcvDfRfNZSVnqlGoaNdyekJu2mrX1ssCYw8uIigrA/PgA/GIOCGkNDJUY1oRxJkiUJu8I0YGBxJCjKmHtWTXrFuvEEPKFQWpmCJ67QJrHYA21A6kzZNr1htT90ZLaal0e4TITNk1D3Xz9xHheXz/mz/UQZdF4+GDsig+85++2M8fHj49zk9fP6bZyKWXr66fTd9L9Gsl/8RcuLl64emjIX7PNTX+VNp62rW4n3tx6ZbdE4FuUWlLPfGyZFNPG5qjTaDmp5zEzkzBeJUhYOGuJnXPrFa9Xoo1TMVA5fJLIbNpnGZP5KI2KZDYnPeT0gB7MCkCGiLXtQyBmiDajGBdNBqqqBr1kBeWsqQU1VtynIVt7Zf7hennpA+IJ19Yv37PGTRk4nJhC52lE6KihDqay/qolJLfFKakVk1SGqaohQ+BL4/iWAywE+rWzqq7YF0MfOkcHGRXWAmPBanoZOg6BLcyRnawC6GmcHSQS9+pQNEwSgrkDWK087njri+roBR7j/ST6hZb2ULrlajK0jjwRRl9i4ih9c2iQ+A5FIlXe9sNSrFL7B2X7KkPbbmWSaE7zZ3N9Rj8aOprJ+pNicz6UEhpqwsRSdcpcbxJMuKeYzpID4PM9dLd8115+ZH+nVf0rU+aHnzk7q4PFC1MEda++aGJChWHnvpCK21Q70swYEghwRHHdQ1Xz0R9sB3ovYjixFig7w6+Ju991+sx+IrBX2pzBcLA/93HLwYABlCDCvC+wvteYRPX1/HAT43mUIeW8t88esR28R8cYtt0tJomXu+34PT9skVYi/Xp4jJDKJjfsFiLjt6M3qkyPkv76Gg3jrjnsSc+Wa1Vgo9P6kouFoJ0gqSbhdvBLqAud8HCpt3IeE51ebROdXsD5uHSBMe0oSzAlz20xvt5HLceUS5k2jQF4HMdrpzvcNwTNkhk8YBcABLJk1ACfYI6pULSUJadHzTcHiicBRNIpR6lRGiVtx2uj1ITy9LO1J7O5fJYz6e83bVmuJ1aB5Rs7UE6kpxAd5TuBeegyOmaCHE3czj4kWi+TXvF4VkcA+xIrp3gU/VHl+6tTMi8S47SiNEFGdt4p/0IxN7o5wC7LmV5fxiq5LZv2DEL9iTuXCgZXzCNWC76ybPdtxPPDoGAPNFAtFSP9HQq6O5PXN3jz2rz+vQfq/z0YX3N9z9fs9jbChngNcAJ4DUAblsBzNbe/irYIwAJYAP45k+QAHa/ag018Geha/KVqkNZgBKgIXqADdGBE4BPAO4BjP3tJ9frr+/Ci2ft+sU4TeIOaXwGfGgc9jYZaGxukWIg2M/rvgDQE/aZA/vgSVsrkNpgzrwogVZHyUEaGJwVLaHjMClWDnkDocnUgHun3BqCZtcKGqBk8Zy6QjXqPV20m8bsIotjVg2NQL2r3qw3aVI0MIy2ReashsF8680Jc83AMw9jOhPAgS5VLgcAGvsN4iv//r/91utpvTsvPb7J5WuKM3F8ugN90PeXMh7CCuCnj6CM7B/GmDj8iOV9b48hJd83dRdtbwSv4eYoR6SByrlpEE/hkchzzPtDoOaKuMGTJj1S8JGKDolMjccNBI3MNb+BkIXuIwyBWnQhOppHR0OXihcOaEg4OxBQJ8XL4/q4bC0bMbLFHao445V6ncEAuSGw73UF6BS2BCnI9vI4RHJeBASoU/lFau8f6f6Xev8L/4d/au9/wjOze3btDw44zsQEBXpo9hR5LpuAcbBWTCdFrWvGkNpFEuxIIDBAJOseZ6ENiXUTG8333FgDBsTVWJ0UUksRxFtUb654ClhLwzE5CcmFOOWkYC4EieM4T9gTR98NPPZBTAJRa2VCTwIboWQcBrTuC5XpZdwHAeYd9TYR5BABrg9wHXic2A9Vi8na2iRhdNO+knPqtUQDG8WPY0T2PRbMfT0E+bvH/Hu3+nKj2evxSi5amsBNXJLhB89Jd2in7t/Kq2f+kw97uB6OuQ4zD9KzI4ddgUCmE5fFEUzdvN85I4d/6/t88/lZOLq2PTnHiCukyaJ3tZvr2JaGBtUct1pyAMTUva4lXuSDMf7DaWgAp1/BuxRgETYdv3532te1nuLWtulm71N7TnBezo6cVV+3Nax+3aCdpwcEnn34YMRjNetu79CH8mW59no+LeF661vzWJYAvpTevN+2BfRU+74WHKeh65Cq9ji4enG7K5AH9KuN3QhcIbT3PM08quJVcJeyH1zW7hQcQHrINLXt/Vp2XhbbiM1zW2V8lmyptvfLRePkL2C6ge1cuuj4AuEx47V3F4kXTCC5CFyjbCrPGJGm0fuVIDe9Jr1vFjE/Fg2w3hWt7T7J0lAJt7fLI/D5IZ+bPKqcrefA8FT7TYIiw4GxW0TF6IJqeha59/jhNJmOt+M8DdeGz17EkLt75ezeyEnrmDCmtuKDbC9AL5i0PSMAuK83hB+sZ3ScZIXSsDz2C2TCtVQmOW/buLuK0X+6S54BHJtBvtRH37/+6rXTc8uatncd0egdUinxaX18e97el19cMgJsAHvAK55fAGSgCvYNoP8bsPMOdm9+Re2XX2V+ngEQ0C01P48O1VzMGhL4Cu7KAsfhNs0HcorulwCfAnxvnMoPr64/uepTGKK/1EDON2pre6TeznpiXC92HrgZOAiEfSi38UpcjZqYmroxJjXqIm7tqt0nWc7NQe4ZIXO86Lo9BhezBG+1myqaKW4dGExYwWEVCXuAXCKob7VajYZn1GBStakyVtfXFThcjCn4Qj5EasS4rpqIYcViiy+9UY6Cl16sU6TSnRry4tYDrD88Pv3T3/7Zrl1qqLjcvZ+zPVNPW2Wi9a63x4d2WoOiJIY9LfD4sBhep4BagD9DTWu96+2qhttdfMYzxX/yogF5VO61VRtJ+mpheYKSNSlC67mH1eqk6mjLxsySWXZ717yyjhArNnLVqutD71DENeiYa2NLF63eJa22eGCzVp1rpKghkJpo21zxjTBWtmygVUE8gY8jD2ISnCuRGNacQSqCMVlbq5xIeP3FVr642y4XO4X80bfwv/qd9Fv/YLy5xZJWBLBaBowgC7kStGUAQOs9c6RYK6HnCyoZ1N6yaI8NtkiumCtpZFRwbg+sWhlQWtUQOtq21aZuaRsKLNaEKKgZLla9WAvoBZuKK0VKNclRxM17aCkPFAEozta4bIiBUWPF7INWLPvzu1yNAdQkHUJ79V35zX/s/9Hfg1/7XfdsoN/+4fj8yLuXnEkBpTiuKtwRzJprkksHvB7c8AznA/3us/K//vvLP/t19d/RVtqAbmD/8aS7a39M+vlt+/RTOLyC8BJezOXjwJ+8quNz8g3Q8w0zIaHTqisqxsq1UjLIrB953sX+a5+n/dRCpxi0BAXKaxIB7bUgd7BaIZi2imnofFY5Ihx5GfnF8/g7h5trgAVgAYgABnALctkuQ798XZd7elys3ecV7/FSH9KcYMnS3/G6Pt5tyCnE8uFNwjO2wQXZN1/ljtcahpf7+6/WYdzdP7VERZu5U30QUC77/W5S2dtFxnnqK3q7aLQGZjy0nF0cPBzNTZG0zWLl4HVTG0bIzfYTZAGkDp5Nt9nGk8AB9WnTESOTcoC9l63JEOq7cr2PKnqLLgbaXRoccHuvltxyKTgmY7Iiy5TkHkJgeepK3JfVANUhnroMkS7VHT0uyik81Krv5Y77T9+cXhv2n5/rWdb36/q65sWAFK5GREs3IzmOzxPN3keinTfQcDNG7P4q+EhXz4arnbte/LcP+/G9zc8cr+ZGPm+tnE0mT19m2wUfwsUdAEo7S9uO+7SUJztcxdJzGLnX3GDv+mPm58+vJvv4auKISs5Mem7Lcv6r11/dkVzqHXiXobdaCq9QSjvncQS6DOvV0sn0IHACe5bg3QI3YD/7VQD0GyTcHZxvABYADxCAzqAdwAAnGl7rslu3bG4sC/pha1oJ0fpt9SfL3oUMvAf3IDn8IOx/e9YPXuxupkWG4wBdI2vZpCrKEOCh8wHtXsWZL1rSB7OLeIkPA5baw27U82YJAa0WTtdEW+97gm7BsWaDPHDM40ptQBWEWNl6cyQAUaGQYt3y4MZ1wdG1EhNq9jUskqcIm/fHmLaCflQEp7rtybaZdhpW6L5hdjOTEgXwfqdbc+TFGwTki8u+m9lgdTT8O1e//P64Pb86racroPdffeVeHoMXA/j0Ri9h3uXH80ToCls61bu9/3YL/Yi25Nz429T+E9Ln3gUBz/bXlxzmANuL45Qmaa00T2RlMd5taw8JnJzIc+XSG0EorjmLUCs6mp1AX6nsVM/IM1jpFLhgIyIHPZ+oJea1m5MGDF4wEq0CAUsPNqe4WksdGFgP5heoHuNKGcAbdOstfWMdaJNxZva5N+zJJaqygY++lVMJlIqoeyf9u+9hKhJ/aHQ1/fQ2hzPnS/dDaL0Rc6i+zEIFXaBViaVsdAhTsVWwizlETpgrU+q9OjbZxIJ31E+Qg4XOQMbMpRoGpUbrPMZVau8+SK4WQk2VM1oyyWgRewciMgUPSeBhkWherCIkqAWZ98QLlLHFCqvx6MfWWoKuGjuID6avCH/nQ9n/jnu/1vtfNx4xcHz3Nd+5NXcOjlNSPUE99xiVBTj4JBrBbub4F0n/px/DkvC8aQxGxzLPNjHdfti31Wjhw031W0hd5jGMN/3qwd+rQLMIdPKazHJTYu4qNpLrnsOlX2j/Coad++rL9uln7sP/lf/X/9f17Ws4sOHCYadEVLKi99bqxmFosgbYsVsFwcNRSuVPXuGLt/DUYQK4A7gBEIPq7f3iHUJA2hb5dBfQ5eE0/c3d9vyaHx7ikOFJT+1cbz56dVdyfK5r2Y4Co4TtZnlWypfN3b6aL6pTsp6p7uR58g9IgTQvMsW5WQh6muyq0/nQZE04Wrk0dwWXvg7NLcVNu5Bd2G31dAijVvPcci3EBe3YiySHGyXvlyIDAzUbEQPkJrwLPBQdjlG5AjhwEp+wOHAbhTnQeQ0hVmrBRKO3p3L3yfj8oXCMDpqkoM2mChc2D9rncHksfkhcN8YUdgav22mH21MtiKh1UDq56ja7hxanYR69rYVupmTiokvRtBuN3qNhjNYrQei+sw1H1x7f1Ol6vmzndhxKPhGncgxwafRiOq79oufg3gPQbUp5d7c+3e72dSU82vRYZb8eMz7m8vLaS+X9lXciGCpI690ov27r0xw4+Ov8vcWtaZMHp1fuRaO//0H/QoZ4Wd5vwyPULy4VaUIni+IyZcbp56dI/MXlcsSp2rKAfXP7HwEuoEcAAchgpMsVeFGJoG+Ar1oL7EhqBXtDYbD21NsR3AXo+W5nv7XD2zDeIrpwlQYxdCS1eweKLaxY99KeTPfATzmHlNLpqbyYd2N4vCvJbWtxKZBlcSENze7LeRyHWtG70mpKvmnh5ptX0IukFKp28rxlCGPzfW5Wdw5yaxN36UC1eR+qt5sYlqoHc33pjl3rc7AF2QvCuDiF6llw8yOvbLHFZlBFKEkpREQXgwPDJiG2a9f/u99aPvxoef2HG/crNp22/J90o3cPh6fPnl/fy3iNFxp82sr94vgKjunzKm+dZ9PAlFPURC8NR09UYV3L1Twcc36fdoB/N27/oo+sBmOYDNbB7VY5RYaH1kYZhmG5ZMHBWRbnHev9Bnvyu9RaO3Y6dRzNtAQKRY0MOHQ+uRodtQ2HyYupAMyx5e4no17aENxmOCajwrV1p7qhDWPIqwwY5PkH/e3dDnX1zlPNgAkJTZuVyY8L4oC0EaQTlJKH//Slym39R8Xt9vLxB9Pju1NYmDfVYKYUUu15VLu0PlBbIHhr4qFmnJzkRoPiktPEWqZvXO+BAuqldExs0FrHiL13IiN2puqLdRNyugn6jgvbgOYMBTXVfBl2CUoHitZkJTBIxWryQ5ViNEQ9LWqjDcI9UOimHiaGVUGnGmiuLw48fLw9bnH8Eu7/35xGask++6B/8Lm8eT2U+/LlmfWXfXE4R0NV8xCg1ZiOY9UjxM39y2r2ldf9BoP7/sFq4lvfp8gy0rITdsjSN/JTbiHEcrKPn9MXhS73Vfvgp80tjrdmHqmb09aqe5Y2Rv7wpsu1f/uF7/9elyc3pZJz9JOKemjLOPDSlbFfaQg+GWQ1FkZsviO6sqf037y4/T99+e6bbX8CeALYFavcNsa9bnu//zpv82L0t/jlPX31BIm2J63xagqnsZTHmxZOBmq83j/i94YCw/KsvRjC05O5q+2y4O7ge2734AYXtFsOXLskfJw05WGDVZeIc++5xKvRluXKpx4UkZeA06nkqzQWxYBrAF3ZRZtXaKS0cfSgpgicBKchVd9ipRDs3EVDYumhI7BwNndAeKKWMDDQNK5W04PUmXmz9gweQIJnVRhXp7PRCi6ZX6gHs6LmkLS0Zo++88m5USlbHamBHS7whOXU1I6KGS3Yihajj6oW2AcAI05IjtkDO8QSApmuQQ8yVdNbqxfJc2y5dJggSVigXzk8ldPNxLBTBwAfXseN5aXtIRzAN148vJpS/foSD4d1HWJ003hVnjRcoGDXCtvTZf2TEd64CfiZz/UQOMSMebgaui4m4aOZt3Pl5p7Kyc6HxxdP5/cH1nLxms79r65Xd/n4p4fHSzvIsy+/fH2/wLuW/yPA9wEUwAOcAQKAgS60A3104J+D20i7Th67hh5yAtKm/TlA+wdD+my//+B5ioeRoOHo4bFX3zolo+qEWl6UenfFHigYr/4yTenlcIqDS5eS3YSIeWDsga1SHBkv1JNXLeR1U07mNie8JD+YLWKJtS6Wrrw1LG3l4M9iLslT7QMEwi7agoTGNqF71BYjCSD5Ymt1PIq0pyK7IVRyY5IO45pzCkmMJtefBIdR6jk62zqGC2b8Jy/e3s7N3nyx8LDeHw5W/0Z0nv1T9sebIrsDbr3FXrPA+OKo6DOxRNw/XtrVhwBbrOsveP+D5Cbwn2z1r2bKADecfqLq7ZOXtHvaVjtK1QwBpG4I7UllQMgmtAIlb4uG5HPPgbjwOua+RIQiPRBkgghdkJ3X1lCdUZGSHbOs6xKji81XdFH7Zm5yYRNzc28X1r7FkXrDFGWFOMzal8bvvnZNmw87qWsVjwpCXGtzMcM2lVQGGxQz8xChb9ru7uKPf1m/N6RvX/WfHKb+tICNikGggXqkh1znwap3ScWcb0UGgoUDi20qPlJJPG6Xih5HdKy14jik5rZoIt0hdOtBuBIMvQuzSI0Rc5td6lpaN8eewjJMyfJKHGs1GdC35pwQU926zsG2VnlynoDJlLlJ79xkdSE4t4wmsiB8Dvkh/vTL9Y9/4WKSm09xL/LRDnvi53FZvp0+0vbn/2b09/lr49idH7d8vyO38YivIrwN9DLgO93CHCbbqk/75y1mD3NzFa/BFekre7nfVp4Y7fiR+8m/RwrlqUbnl7o67bm56LEX1UzpVttZ0vc+bGMIvsjXV/zjL8Adup4no7IBxtIagzOtgkzcXNMuqMYM0NGo7yRsDNR//dX+5d3lLm8BoAJIgNChKiRvy1O9zNvHD+78/Gr+hbzZIKRzzYO73fen3kmuw1yKepfiu3p3O09qMfCg+nSWMNN2WikdoWIcnDa8hBBhY7ODwUK4ebs13iYIvS+4TINk2fuxusUuHA9Mm8JNiNnCIM3p/gk0OFjkEuq8UDlWzBZDOu7w+akV3M4r8B7lfbs6xLlXUYrJsOLjhGkF3XF/EHV26Q06lStXLhJvnV4KeX8JtC8N9xjf1/kYwn17IAPDxG6rAg/wOAg/9nTDD/dVruNOrXc5eT1tYhHssbnrVJaSyOaXaSKQPcuifseshhGACBkoecjdHaGfAT+I4U2nIufavVI/qnuSbRdj3mTe3Yps3IsbAD59PgUfCKGDdqKeVsYCu2dHWfvu1pGyWzz8td9icVdRf7m0csV3w/Uz7FpUHIoXXg/+pXPnlm5taahydC5bOVw9K9PyAR71xVJTAC+nu+0H477K8runl6Wsf7OMv/gsvzud3+jrX15et8sLgHcAE8AGkACrngjoc5AvgF7ZfrXH2aBVeIIcFTbk65eHPu5vb0cNnmAnVJCrZC7WJgwrZbc9q+trN7noTBHDxZWQiWkRx58k+co8b5uNvp7CPq5qMZq4sC/YG5gH84P0xTdqnvZl7Zr8ZHT2OCstdkGJAWtvCaWan4eoGjfAtEhmDarF2Q5QUFisn5vMI7Umre4Gh2J713vtwjBxKFo8+bra9URl4+Ch5tp3Ir/28vX17r36AOcXP7jWSyvrMr3cH6kiT3C03Xiy5ty4WIVuJcuHU308n//TFl9cH1/UXByl02nD3TZrI/cs6M9qf0H0S58F4uA+OshE/SmvwATNspcPimvegUexBtG5h1b3MSxmQonEuK5L8lYi+66tWmykwVBNc7JgdMnsowummGBAW5p5pU07c3SaG7sJ5OJBlYmrkDPbVppTycYherVCbmDRyg46NJe8q22z0WnvvvrChQu31ET8zl2Rly71bbSP5fvfHv4q65/+kps3bg0ROoC5Y9BVAEFAPUlrCuopAkhAZepNEmJVz0NB9fAkgIfKNMbQ2bQ2bUFkm5kL5tFc885aB+cxN0ocmjqXGrtpvaw0erc19c6BdG+2dTCak+VzQR/RexJ1VdH1HmPy5eyTWzOl8ZFw7CYX+iu8vHru/uHf131yaFIFBodd8+XafWesBfjjv9/+/c/l3T8HZRfcKMPWeXCtTDf2AWrcwfULdlC5scdy49265CMwzX0bpG60D+W9BXXVTsk9WrqFhy+Dw7JeBucL0c61pQBoc+zz6rzV883h2TTUr9ahr3Z7RLft76x0SE7kAshVL0FDdxr61tzEa4Hd2FdJsxQ4BZMeEq8Of/+j+fVfbe8AMsChwh3Ac4ZktCLcip5aSG/fnmzcJuTVSlpeLLB2HV640+rjy9JFt6jHmWqdwZcnuLka1oVw9Fdrahu5Qaee7Dq/vXOHmcrTZvHGfHZvZjtmeuI4ci2rC3HzGxf2N1EXlZvh6lRxdG+z7WeHTocq6DquZEPYFfBX0TeArn5H8K7sX063T73dztaKZ8rOLAPvXFyq7AKf6m3q3cIBrU1U7rd5RHzdwjNYquaRk+fhneL1ALnSs7g7t+JwOVdyIDOMBbdDsDeZrp2/a5raAuiXIocE75fxg935IjuWLC6tAi8Hukg6+GDKkR0BOuRA2MSGAKdCntxT9Y4Z6CZMyZflqUjEy2m1q8Qi78UQolIAuLm+itHNI8yjP4724vjBYb65GWkfbp4PbjeFQ0oeLl3/MrU/Xs9/GvUr4zQFF8JxHN04z344XI/XGa928xWFFIfbGA+cXhzGAeb5+vih7cfDtQ1XbffCHw+WntGLzyJ8ejP/zgv8/d3z37t58aPjRz+Yfmt3w/PwAQQPABAqdAf6AeiXADNL02VmWYEHgAP4wLx7Puh3/NXffl6meU63BhTdyC0IXUaJD9q4l0Xe4+xPlw2wWpYzArG14uEVnMaAREJT18o7fyH2ycupoxF5ZIchtKqri9SDkaP7ikspcuEzN1n9xQlYLCgq0mlyoG0V0RLKSQiYzABRrClLFRHTSHgumTyHMYvviOfVFY9W5RLbgKkODifecmUnIFT2rn724u4f/93XF7xrj1t+f3r0adybucbtcDzamI77Z81i2EWmxCN5cZu9GUMuy0b+13Qp1QmTHw4fRDwIZsKz0S3AVkrU8Dl0L1f98NkOTSkUD6Ch0SVIoFq3jZ4EFhFGt4FO2Q3KDYhGHxVGX0Q3T9iDA0FfhRlahI4hCHQFRKzhwapHZYNo5LUiqytSGRJ3hqrWgKpzcUpFgTxIMUBGoc4AyIWSl9YbQcBVpE5IolXNAWQxcwttpT9U+usv5cd/hPsF/uGvx+G6Wm9kZrjVrM1WgoCEihBIOboA3rvugasn05Sgq69BVMZLq33wjTenaz7l2sDn0KjFMDYDT9QMe+2BUakENm2d9rCuS9/OxRtyI2HHCsnIaeLBaAwITiY0KgwLmm2QL+i7ZgG2tYj12rtJnhNlV77/wn220+sAV97GyY4Ts8h09B9eW5whpra77b/9t9z1j+jq02a160AO832GtGpM9smkP/q8fPCRXe/l8CFgKPsXIEGHHRw83dxa8Hx1Y+VMQyr+M9XMaTA+hgnFjHvfFnRAFoKxsPUCOFzdFHTEpcx7nRAO39Uwuiiimw9aWwtpA+9XbD65RXMY7JLZ+1YDMnTeu4w9Of3W890VgPsVxPcIUBWqKDa+9O2rh7sv7x2k5i7U0Ln18Pb9ws+cbmFwj8uFRfXwzHqTh+H0uBqf3r+JEXI9b5a8ak6X6KitD9Ozq5A3gXA99BweY0vZHi1NtlzO5ENsShooeVpxGsP8WGrgcq5zCrw1sP4UawNHBw6obvD57XmoVgW3i+r1NC66P8bpcYlpfMk0GvgB8sPaE9AvT+ZhPROXcud1XbLteN16uPVboQCwifkV90dHuY37yA+NAHtW7wAdjVtfB8ynXCYvBSHqlhi7QvLrKetxuH8SHLqhapbSuj1WiV5Kx+ADAnpGAC0i7KB3GwN0oV1yWaMDTtZExIOddXo+cO9zUgJEg0hnAFAawt5acjAMPBnhLrIhxsETx8ArIZqJB1xlTamVtmd+MFPvNVEgDRxNermegpYnjo4go4l4qNCd39eqA6VqY/IvxE/Cc4hUXLresxzCy+/sw2/fDr8/vvzWdfrt3fc+utkf0pEBoXqAHfgzhE/CyKJ7o/PwXH1972xDeGcSA6W/tXcfjC9uBmQXEm4Li2Mvh4uVY4oXndk/W74hYJT+BLoPtlTZxcfeEV/EIc4tr4F9b+ovRVtvrPWyNqBN4tZHclPrpBC20lJA77y4HOeYZ3ROBBt0LIM3zoJOkKCHTAFYQIkfQRC2zbq4gsCNFm+hrRs2c3DBGpOQepzDrsXV41hr5m6RL2hrQD2EL761+2V/h9XKw7tz9sm1Td64ZP3uceWnYTes+nC4iQNYU4i8Uz/PyPctkh92YRmDD1oFtx1969L/FK0vIgZnhk/AfZ343YJIfFM+n4Y5ADgdIcrgapvOCgEi7jAmm8Q0Zn0/9q0XYbGLdgyqHnXUQOOC4tCRt+4AMBXvEHfouBuVvRJxZmtkpaEGps6CFVtHAGATYmpd2qoBoamMCEKLbFCs9h5cVlVEoMbMzhVX2BFabd2RykNf103MljupP87yr/+lHu7Ci78VKKp2H/rgfLMLY6mBNaE1aNAIqBL4iqsrzC6zIee4QcMywJhXiakU6o0hYq3pMgzURiNj66iQfdW+M6a5EBBTpXHcTa/BdVAjYo8UBj0rMYhJQN2yrtwcsssSuhb2PFknga7NIBMk7m5Kca26e9TvfVZfvtI4AsQed4axTdc0jS2kDmZz5Bej7Cn/139X/tFv+I++RZ8d+OV3+eg03OiLPaoqFZxRDld4cy3H57bb4TwLLkaz7gh9EiPiuavhs6CffUeR+CVL9+BYCJ2rUJp3goIqxCJ5GtkbxiMeo7y8shedP/yEps/C+KpB0l2EnoxsjFSgJ3S6siPjqo27IfUsNLlmvHP4azdHAHgCqAANwAMU8JMzhAFDh3FblurKhqvt6nmYjmmTdjnXDX274ABuvrbp8Oz2mKYRnk/77ZLN+AXxinxTRU49Tab5DYawo1pHwoY6vO+NXbHqRt+W0kYwT1qAsZcsja1tvQyRWk8YI+O0uOi6f2yRHazVjztxunN4Pftd7/E4JpHpejqumwGhN5ctzNE9VrsZ7l9vFPCiOD20wZOeqz+k/FScIyyXYqSzo9rD7FPOeBOU6wA0ErS195nDw4pepZ9LKSpeai+tnFspAzw+Xjq2h4uWol9rPa99HRite+9JpSeHDOiJAjOoeYcmNMcAHfcOAOy0nRlB0a5iuS+a+FI5NQlAkQwg+URS/aCRg2FIQN3G4RusVFzQ9uh6gKQdkzs39UN80hbRFSvW7MSwlVJdwHXbeOhSSdgzOjJHDgUuIepW+24/NH0KSSaSBsmjPmyW3Cod3ZWrbqDf//jl90N/Od3e7ufpg8/2sdG4ghnol3WtoK8th3x6bBTNANrN7MbPRnt1FfeHSrdTxJaDGzNu5QneT264v7yd+KFdXvu4Uuko+aj8dIFh8Ou2c8erx+OH1bOqa1zYTIS0ow9TDEJk4w4cl6bb6A1VE6sIO65OfT1fpuZaxsnQzF0phZ60ZIrWbY1mmRxIbwOJYXJZd4KNVmZfodsIANzcULkKCLlQXSUixSejSH4LqEl/Ntr/8OnuJ3enL+uCl3dy+GSo5YufvP36seD77f74gk7ziiXtfCnNEnjGLHdXE1Xz8wQEoeVWxZ7yXa8PnSevsEoY3KTdWapB3bl8OMbUwg/C/qo5Al81u4XODujR9WEnXULqK27RXB9of6kWnVWkPSM0o80AqPc8Khe0ZHbJY+ubQ0PdgpISD2ZrKakwG0cHuoElHymu0oGBObqc1awiD51bQN6gm8w8QnAK3CjaaEDRCMgER78TstEo4AqkyQWwJs0D6LnIzy5tXfq3krfDI16vaziZEaVm3jcxcT1SorQkChXOjAnl0gpAwwo1Uay29BxJRBwhBZTF1NOuKMfWm69KIA27B75I9+vI1h3tuwGWz4OxY9TOJEuVMEkFCEOoqAAa1Aqb4149TySU1DJ4Yjz2kXwlhiV3rvDsFQ/GzyZyYrsYZ4L9zExERk6dc4iMYWfzM3j+XI5Jfud3+2//tn6Q7OV3NN/h9ZVdXbvh2HY72g99djhBeHYlu50bb+zmANOVzgeIe/j6PRnyVvSmQeKMyMF1ERqjytC8wGoSvXeUQ3LoLQwwCILhsGLc1Rcdbh1eO/fxzZT2uE8jDqaDZ5au/oowIUQ3SLQuaeCQMTrh7v/e9X4CmH4lgt0MrhyJM3Gwi8e00uO7bUgu13op6M/r+lWlKKVs+zhb2yg+tJm6dXIBHOPuSuZhWtXtnrVMqY6y5dbbIZnrPNC5D6PU9ZgESm9RzaHvCzgrSMeIcaaICMGLuNpIglpeG+eXg/fRH5L2rNGPgz4LvJ+cN5qneNNbuhmGidI+gocROIxMtYcxai74/aEcKDmne+crbNcun7YaoHP1EhaPzcDvoysCHHztewkxGGZ2ieQsl8jLZqDcyYmU8+lyJwStt/s6T96b7BlboA/YBady2i4Vm+o3uS1WZEA0BEfQFIgNzMxr4LFqShSK2sBgFV9MaI1SqN5Y3UoLgDfhIAFEpHq8iCXESuCCJ7bEzF4HDTqygh6Tb6wpBKM6G1SnftNhZG9iRIFK4uRYiH2PITgzx86Ad1OGfmbfOSN6C9wJaAib2Yi+yHnZf+Rx37cP56vvgvskfusabqbDK4ajdysFD1phPGAoXT6PqTdBBBsZfocP194l3Lu1PPVpPMkpZFxGGM7lYReGWiWlEBuI4zn4C/c01LyVtG9DW+TDinv0g4UNBBuPtWZxWAh2vYqcOhQkhbxV75yjFDGThm6aplG28470yTS1Kto1dO8jWbMYhGSCbwh2ggIuTmFhYtuHbl4xZeLorRVHAWxkLSQAuILL1O9quHf1X5b2H3/vYzNe//avX8279o//2cfHtkxtfyvpLy9//v6Olp8s4+MuRax+GptuCogMvph7eRWgzT5EnwbseYMC/GkYHNnoeBXVXbqKNHJIx+nbob0I+K+35x9MByxnqmxOdSsybri8aQqntTSjbdikljIOtly2gNoded1Eu+rKgbPp2NsXZ57DVjandWP1G7Sj4lbpeoBzk+AcqCCYw1a7Tc4MiKlhcGykFRartHZ1LQmsVhh68mFSdAuirs6sFdZyqQOiBGsxGDgSccMs2KqLsBBUz2Cff3u8Gm969k7GyqBqJqVVS51PKr3uATvCzjLUMMQkG9UK0XRD5yZqHtAaSBVhMhRoMW9t5li9iB/AS2NzlDZZNQzmMphr0B0BwlD80vozk9IgQFOrgX00Z9EFqhLDeJ2ao3D2EIUtU3YaxAEuS3XC5fECd38GucA0e6WmzkNjih4aWuSYOAi65mcHt4N7/kE/MHxwJZ98T/ezU2tc3TS0eUjzoR9uaTrgeNU6x+RkiI7QBnLzRDsCHuhxyVv1r9fC5N/c1b5FM1Ej11FZRxcKVIPYxCVGVzHN6r3PzuTJn6FNR/AvoFOPxFLtFt2Qm9rQXHuAtHVHpUpxgnVTLKrFxSbPZvfbCAJQ//8mD3y7lTuRU12qXKq1HaQvHh+npem24Laa4ZTj9WO8Oz0O3sMdTnHzfkpjHmvdzne+l1NXB6stbYjlIi4iUfXL0v2w160f00ENlCURlU4+7dbSXMv3l6qnrXXV3CY/EYa4QcHmYL5bHprUUjlESchNjQ1OFTwBYZi9b+oBeOYZMO0pbS04J6Bzg/BG5nudhg4bhoS7p+6RJoLUyPnaRHsEmJifpRDBIvZUVYF2GtdaqZdqYfKRzS+XInkrrLRp1+2Aj0/twdyF1VYoB9qr23VQAUMCsC7WHagCEIACBgYGExNQ6rjdBOvcdsiAfEi1b0sckwrSpCpAAtBshM6qu4ixd46m1ExVSRfBllCrke+tqgTXUF5oEJDQnIYYBSEF1612coRc+cIydsgmKF3JRsaBvQt0MH3hzGsMbB4aCHfV0BvWJZYcS7N8gfmjkT7fpys+fzvheLW/enblh2fEnYcE5Uycob8tywJQPfEnA9Btvo6ex1auYNitjx6TUGPkNXFEXFMcrGzVU1eoBCp28XP0/mkbF9NHieXDfVS/egUg0eAZejEb1+io7pESwKjBO+hQXePmSmiR2HIZ/LAJH9kLhCqdNQCAU+/ONZr0RVxkXYWhQ6uCwJ7aojszXj1r4QEHLd31dSvC0K3461Ofp/8Yz/9jlj/Nl/NPzxucxhc2P//Ox/t3y3bPz6761Y+255HOwO3FtmpvFEOtJbKxkCcmZn66bI6W2s6P5z9q7r3rP2X7/xIcd2GvfQiBerk32rvue/sDpf95kd+lMGW5pgmRxg578LFy8PvIOjkhW3VDiwbl4kbmtmhS6bj3PgYJZgoNv6r60QHX7tMg6GILGNRfpA/ELqSrnStqiC72tqFzYIYhtlJVuRViHdiCT+adZ1DGmGJTDABazTwxxoqYBjba+YZYO0EOJL2L13pmcpQLmj6c9as/td8Y+e/859UlUl4dbWq+BxgCPQENSiCCitBx2GnqpjJGjqPlUqMJNnbsBKOjIB2ZhHvbht24GgIE7CI1DspsBXm2XrK4mqsoO/KOV1cGCCvqHqgLepQmDV1HUZNIpeX3a0SyKYQkxYJnxOYuLc/cF7Tw5nV/2hvvUbFDddQVAw9OaAyuCKiJB+SOwRO2FJypkeFt4BcHuflWMKodGEGiw0BABGPk3a7wRI41jD5NymTDC/vsW9vbCqev+tPd4Bji7MBv7KAoDU4pJIMa0Dve/ADzEbvT5RJk7UVJrcbAH+5sdLg9WcYeTE/11GJQsl3YubaM4VKZjFswc/7SWJwuI7gZfu35hwNAATgBAJgCXFdYAJ/WTt2Zp/n6h3nEaT8+FBxN6mXZnvdbYPqCAgpmObpa1gjT9fUwNuTnx2m9tOM1nDO83PMcsHe5OcDpcrmKULQCY6ChiyQW0vXKpyzuEJ6J30eXjHddNqvv7mXdE9WGie2+Ixg52VWYdnxpzY7eEXICMZNI7HnM5p6F+NBCdCQ9FqWETm0cuJ/RDYSFILlEUhZsI25PJQ+0CpgjHDgc07gfBoz7vXcncfswZfOoj0QWEh65Z5LprCesTuNbmwcfXAkbxlferwy3gcxUWgezpuQYKyCCdABC6NazNcNWrSfmxfwscfM2Oi5tCGnAfkbY5iaKlRCAQAQXsq2CBnIZ1bF4mJCOCbipjrhVm5PPXQj8W6/Q8S457iaJOnQJHByAIicXBPrknFIaggN4UMwIrlBnyB1TcqrCYRKWBDhSkGwlzTrL7mryl6JaINxeT7v04XNz1/DsGOsOrj1F4s333fhJBosU4PkBnmP6LO2PM4ehOSGNFppT2rCJ9Qbns4i0pXsiADXhk4UBhy23qClsiEs/2PJq2pyO1Z1LPdHWm8rQ9EFzp6nqpcu4EJjYjuoFcuKh+GxZxFfOLL22Kr6wYrWNSS9b54ClO7cb5cw2x9DdJjYh196RdKnUeXUdT2YMrqrCVeoD/McPd3/62//Ff/rR9Oj8Yy1wPa9Pd/KBC5cF6h+9eX9a65Im+i/+s3/6X/6D/3K42uG+7Q+T+sp8laKoB9WLa6KMh92xFM59wm53LXj/vXP+uMnrBt2HBxYgPmn7X3J+V3Xd2ufJPwr+fPt8NUuSWzldrKFHVVXzW+OGh0AdW1QPVI1j0JzBxQsJNR+IgD3cGBWzMTUWItWRqauwknlZTnVdF3BFwXKQsbpKjcom4EIBI/ahEhj0NoXYgLwHbc1NXiI44gk9InowbUoGREgBHbje0As3h0lEwPHW8K7Yj7/SfAeffXLrU080UGdxWTou3SaGYI04i3TlfFpMDQWl9dwJzC8aBHPt6BQqKPCmklaNA8gDauutmqlD7KTmnUHmGLxZYAZoi2gTjEM27UKPgN7bGZILHVqwBL62rOgT5wx+26A8c6GTAmANs52+kVB3R/JWT29tW20tpTVM0JuY5Z4JmqmpGWJgCYd4fRAcoZNutQ8D3uzq/AJ3k7A3h+BGjQN43xn9mAwcee7ocdzhjPrJC/8bfwvd0ErbvvobsxWGkTQb4yItHbB6SJ6yOb9D8lewnfC89HMF6/K2c3kPv3htQfHq1q5fDdMNMu6BFDF0a+DC1lw2nBmADFpkcV4ZRSt++Ak9AxwBngE8AgjAE9Dc8IrnhIKtvrn7y2tztri4mwow0hDv8N5Gv3tquaZd2DYdU6U3b59ye+Fk2y4TbvpI+8lhsWz+KlrveOXScr8cTDErYwGNXQjc8JjL4GSRdXI5K3kXAGzZ8BjGNxc5jP6hTs8wMaXKbkJ7zLuJ8tutTGTVEsGI6FXd5DB3ejEEhgEQEVRxnpis9xtfa2sTnyuyYQ1UnhrdxPP9VpPTrmtwPTkC8IcUS8eXg780ujHO7dgN9256onHa2l2Mo1SAfu1aEoLYrmh7V200fczL7PpSukH1PjdBRrk0JNAsFREMtfbN2elxexjpfMKnHZW1PWafq/SOODp8wJ2po38CACaefTEXHAiaj9iB1IuRboJIoToXY819cg4VYtUa/bPekdB1S87NHcjMI7QO4DxUkEDbuWTyg3VUUC/1rBjjuiiFUVoWN0iTjdQfcbzfzoXerJdlUE87l/GSRn37iY2v8PJs+t7hgMNumBIWvM8/C4D31o6pXd1cHZ9NWp85RUPf5Ym8PNQ8cj2VSwKJbq0Awa9P1QU/PF0xFupeghUmJzTMUN9+MKdrdzZgZ141e+vCkshPYWEdfdiYQRO1HANYtkzBq1XSCJibuYnRgiX03S1q0+QL+zh1B6hDDTGcnTjFO8YRUMMQ58FbvCSjrMvO53n+4vDiX333w69+Z2yfvn183V/LQmrbz++m747Dh9/l8/LmZ+vd/Vcp0ePjY1t/wvvb2fKXP/8S/Hpw3PUSMIiUpGlxBCa5nDvlwbXiP8ZLWa1dH66QCehQy3huT2u5bPoh4inXjem8nJfXRG8/eH73gbSp9b11Z5VSE+mVipvrGiojAWRfccgLcAutnuDkCjwtuSOZtN5Qe2lUQQWtOFUPjUXX4j2q7PopdEVPuPXqV8sukROJSB56ix3FsT9Di0XKRUHUba2rWfI5kkNRYPQj57x6YAndid9F3bHnbq4jIKIIbO7NQ//yZ3oDTEdrpEbpSoeJS0BYW25KwUEl0GyBaq4CIEoYTbGTZMzM7QyeGhPyoLx5XaUXh12YvAiGaBG5KyggFlXqjTbyQtgMatCAYANPQYsStk22WGPVAovzXqhmYMsKFoaNaWgz+uRx5QBcemBT+tnFMJAHnqKbBtUOMShGjWCAiNo9qimF0uOItzcmVc4FXFI3+FFoGJz3BIjJEzt1LsRRuPPuaArkVbyD+QgB4NmV//CHNM0UX5RFm5a2mlHlytujemIhSk77ywNxMyEFMtebQzuOPd1ISNLIdiGMXqdjTC/NmNDqqI7NdcYDNkMtTot2DLZSlwFjm1r63vEwAjwABIAngA46eIr71Ht70Pq80nujsp4mJGN9Er28DC9yu+9zeDac3wC4Lb8RfZaOIPmpjTE1nIcDtjWbewhSL2XFju/Ws5/jg7phptpHTDiNw9JlH+Na0cGybhZiH5yQT8c5LrVd7/rjqR0G2QwMxyEcslxP0a/txY07rG2eCT2sYMVz3qpEH2pH54BtdJaYLltvsx/Pmw2E77bBq0Uee/UhyDmnHT9cyuMqy6lVoHpM7NDdjLuzzCPFe9EYOndFxlH7O2c7JxXJD+5ctIho9WfxA2/nWlIkNT9PrgMtrRP30iWGvnVDhq3nKqvp9tSKo+Wu2yHgSdw4mKOoYRdcvK9uH044rHQHQKBqEAL0trAT6hyHYnUybCl0QU9axTAM2s3UvHNHg85sRQ285m11wZjAMbPF3oYQqMEhpYOZT/srBs3mjgNW2U2u9eI4Gmw8++a8W6FOfn58GDRhWyxrI3R9SNfAzPHlLXTjlwe92t+66KN6BZtDoFuIf/tF5mlO5kIM1ocUWu6e/GPXA0ybNa0M5M8SAq2t4txVUI23ZXESau/9HVl/NV5uXhKbkivUyLjlYg3rqbtsuSFwb1OTxpuZi+S4Lex36JrRuHNl0y14uKC4ELxbDYfWt0dZ+9pyuCztCGAJdi48+KhohWmbGLr/pepfbE///P2bf6G/rN+urcAvf3L38Fm3Nv/k/hEnoh88ezYvX5e39K2D0OHnF8lv9P/xP/z3f/pX/0KNajiO7koNhw6r9gHDSdfbw3N0EyJADqe6n+Wn2R5h/eNzLgTB0xL85n0yPhLsant1afsGV5g+kR4fXvm73/j4pz94JftYQ279kTS2QSKh8TfhS0zBdZlSQlejRDeYAx/CSF3ZJ3KGagUQADSsAqbeUUkxg1rcLDWiXpEC2TryhFXRgQcoVlQYKLcaO0jwPamolKwBwKR708Y7HxGxaUqOrozYOV7JHMMqaDBYh+Y8LeP6LvP//G/WD3z80Xd9F59ayFvbtpkxex891lodM3vXuk3OeSsDde3IKBhIWWG46WaTiIpB84pg1WFB75B0tLVx5sZQA6kfhbsgODKEFUDTpjKCg54pkBKA716cEHgbncekzqQzFD+XZVGHkfZlEWfawMxrZ1/2QrKaAbYutZOYGdoYkUYMhG5GF9EHM6+odJj0+hOXUqOL288iqprNJXUOgDiSI2hAqAEko0/GEZBsjBqPjkkiupdXPAxpUDo3N1goJMGGycwPBE5A+w++y260gXiaKHo/DjKqXQ3gJ7iKmIrpg/YvNZ79BOy9qS/OazIEwgo9dI0crCEqtaU6TtJ+dHQngAjQAa4ACsDr0tfT3ZPnmcfFd5Cu+wkGTYWv09Ce6lnpSCc+0XG/Lk++Hba2qU7UR7DcBy3v1zmpE75ZnQPdZU4vtVeim9jzgvMEQymbtCvG1xmTD6X2jJflbjsVGLyADQPHyzpOo7ftEnzYO3SGkU2UrkYjjHNUwtDBg0JTNwQWEQ3BZ+gg7CbE4+jSuW7Oc65uxx10O3fYJ6vteoh1K0QI6/ld0cfSmmC7Gtk5/GRODWLwk65Dbl+/X+5z2fbOtqJTaC3DlDwlIwYPi4IRV2nArqF0gRy4FW3EVTSzL6WvxmKWK3Xk7aT3c1yLuinZud6YVFrXdip8uvvFL965vzjTHwIIMzOaJuRkbRJwkD24SiaCFjAAVeczVCF/cd8QQsV33aIT3NAPBE2NFSCBLyFsvVJ0F5ITJoJ1Mz+EUHMbBr+0eqRhkLqD2AVirTkAWpUxLq6TSwAb2qEOGHJB38v7zMMHTJxwbB/tZvaD+njYw/T51W5KcQaEwaGORGszQij5PLjz1ivaEFCEet42JzSmpTRwY7FlCnPVBaE9jJgX6OXbA0+zKbXF13UTlbMuTcAcuXbReKUrobkEip2L0aTaEEXbJkJex1IBO+RVL3VQW4xCMC3OkxH7h0QKdqkw1rKiI+jv/e6PffvxHv/k81dfUXj4xfkhl1y3119+JX/Qzu/uaRt/UTPNHmAMz26H9YLP7Xvf/v7++Kpv7s//z3/wumyzXKpritRTBF3vak+iT/ku+S7o7JB+9OpKehz81Zu79bz+20DU22Vb/3zd/hrtL3P+03S8GXix+ssuf13sPM2aP7yyv3f46X/z4ulvv4LPv3eeuC9zkew9dXLk47KormtZmmJlkQrI2NoJmAUGD+SZx9LQITTSENSABlIDNgPaIIOF1bIx5rq0gGvDbBRo9NqVh4DqUJtyZUjEvldwkUWJWbYePaTJ277bEuOgPI4c69nPFNSQB42iEmvy/vyzEpYv9Pd+c959yuljPH6282FpPbS2Ngra6tYkwKSWEVHxYemJtIkpkAdsksl622ykIuy+AS70qEpWY8GgZ2oA5IxNKhOIsQPv3OicIzLLyp6hlh2hR0kkmaFW0baKRxEhoeuBbIpwzuraDoJKdAjcQm8u6iIaoZZqjnpRrYDqrUMin5J6cc6BR3VMIeg4uWPsn3/LGzdE5wcFNagO1aAjgHUkJmUB9kyKgA7EaqFodRo4JSmLXgdl16mRukJtdNiVmDedWQXis2vi6k0kb7Ru9uaJM/L5Tj6AcBzUjjE+szK53hgPcYShdUSM5FGq554es+8VgzWWaYxOaHedvvVq/iHjB4wMcAJAgANDK3jJcq8lNzaOJnZetMVl67kvWV1u5fj0i/v8IAc574bj6Fctdb+n6Dnvhmv3pHMZoUzF3FCWy/v3440HK5XdRHp2p8CtlHuTMVxq3dLIZjs8+Ku4ndZLhZ61TwP1Wn06jri/SOyVKx/3aSB32I3JmXchTuSRYyRuagoYFGiMEw2Tf2KsxWjEZd0apSxdG9jMvVa3p1zMC58c6fn8xRc/+/98df5p7UsHmfwQeTymcYS4MCwFnh7uY2zb4g4sWaKLOnjp1bNvGyQH3cRWPpnWIitqKaYIpdmlwNZlqXhu9XG1x9bvVJfB91y02i8vr9+01//u5z/5yx//0U/+/f/y7//Nn3z1Z//hl/5Pnug1gBcVIEQhBOmrt9ZJXPUAozMWK84itmvECfvYFIMOSOLpmtUosDMBZBZsfCZ1uWXl3NSb30E5d6deT2Yx+UcxC/EEbSN/gezFqu92zt0q9T46lfJQeaz9jXtjFyf8y0yjz0192ke9LEXzK4eTL+PzkeKAu3GvU8cEGhfpRyJr3btUSg+hUHu6QMXcxohIklc/HxGXKxqWIZNAi35oXXyK7189T0NQGLwixUFa9+Cc36ifjeawnpDQoKIDSObJ1GmvF+aYMIgkE+eH2CDiPhXkAdalgnm3jtVuSYRzVCN9vE3nq/pHV8f/26unnxl9gf78eOFXH86/cXN89h2ePjrefn940RuVV7v0Lbpd//x+kw0f8P2j/+rffvHXP/6TF9NN/OnVBofl3z5eSpZCgRYrl01oDrxSALSvv/7KoMLT9jcPXwzTx25+9oMXP3r/U/vq4U9A0fAjldJ69OGHy/s3bX39/vHtL9/9MdhhC9OHHwVIgN8Zfv6ff//9/+Z7/He+8yZc6uC0PiV/qds2GHJgbkTEHQA8K8WAtfKguRlUq3kYmm6m1nqm6JUxREWWZCijOk3eSzUX3Ch8GFxEQq7kE/Sa1ZkzhxaEOndv1EqPuziMaHsvpNB02kb/HNMhFdMedh5XcL5Wyq6ZIbncbW6X9uNfuO8NfNjZp3j9/aM44morWRJdXZwD4Bb67GLV0uxq9EVgt4vOIQLG2qryMOCyuaTL1hyYpu63ppNqFbwC102ZidBjbjvrCiWY74uxIHm3PLPkuFgfBu5Np6pYGcm5KjQys3tcl/1wU8xwKdkrY/UhCmIYevPfj4EMG7b3qBmJIyBIZ7AuwuhVzDsXQiIzN7D62SXCcfYkbOYBHAq0HpRMhFkIjVQRzAjJspojraZlcKbWMEb/uKCWQLZBiSbVzO8MdI/TWNBZSthlbeK3h96evMu2LzKzf70u+RxsKXmNlsWU4aLoN7RJa4bu/R4qw+0RLRWQmcOTVgeSJ9mbvfTuLJZ+ZQR56rCLYYzw4WxBwJX1NlgswOQih+vroz/7IsvVy9l9UfM+tvd3+mgLIZ0Bb3mAbsNV6SN2qM7BpvvDbvLvewtnH8Il90G4jx4thol68tERG5k41fviApBoJmjdCqcbb/bU2jF4YzsyeRo8e8ZkNCRwHeKOPWOamAMlh9OAUWxGu1lsGsE3GhxZ6ACY9vG6URxdeehlhFq2LrQSh188fPX6i//Xf3r975f8KLaO3r3cz36cPnJRjNOQ3j4y0bLa7DB7jJdKB6dd3IENiU2763WRZeRy6o8qD5d+zvq0lfuzPCCcVlsdlU3hkpe3b9/f//wvvvrDP/t3/+qnf/KHT3/5B9ubX6z3Jcglpg8G92tX5AGaNscmigIavAPHEbvwN7ssLrodUDCq4FMHcUi5N1BTkE5o5pvtkWtTCZUUnaeJG3rjiFXJJ3UNvbMqNGkHhWRasWH35HLdfAtdL7zIZVqeck+rvQ3hGo5fwercS+unX4S81fP7+5J8z/LOYRoO7tbP398F72WII3h1JQk92epctd4mb7Xo6h2vWDEkLFJhGHB5z5Sqz/RYGDe8XyW5Zl7xFZbvHFzUNrqKFwrcuqhY5VESWENwoDZBJ6yBmsfBQRh729SLK6UPWkqNtNLTBbBmcd6PIXr6zg+3vzvpp+nL3/8Y/7d/+8uPL//8129+Eu3tv33Kv3vcSn94/7X8xuX6R9+nY+aPxpd/P7rf3D/7zU+mq/T64c1P/y9/+K//7//Px+31+Fn8ze/8k+X/8OP/8X//f3z6g3/z/s/+KmFKeONSkz6edBupnvMl6NrvdDF7enPZwO3G3yJZj+HbFL/10Q//wRw+FVuBi8F7Jsbu0rh7eITVxxfXvz8e//bL6dNT/Sje/Dr5fXihaZe+/rXwc61/9PnH9K2/U9VVeVSwSqpEZkqkfG5IrVas6+YMwTSGaG1wHqJGSqCdqhQ0Udc6e1D1JER+2DIXJyWrspj4TRsiOF8FMVd0Cap4SeidC10dDN9+1qfgpxuaZv30eZ2z7DliqcRJTJBa7JACGkbFemL68z+u774MQ8C/Wp7+w9+0DXN0XnTFxradsgDmYK1M3g9w6RgNttUAulooatHcJfthQK0+hkaGzuzY3YI0zrCgDg1Nule0MVbHjkPPFybYJOM5Tz8zETPj/KgRQ3GYBi3sAQGNu/XhauiU92BrFyyV3MgRh2PsLz92n71s68ZakA6ETGXr+YQA0hSjU4fA2qUbmaZB0Vzyaoqw1otZPoNt2sW+AfFAN20m3SOgKXbVpg7FmgbTVsFj8Q+LIXqIphgMOrtAoZ8jjNr6xbsWsdnp6zE/wJuH4fVJffJvT/xY5d397sc/KT9/G+++aFVwYMMm/eSQ1kJO6bSdvIqcSj9nX0mcTJa689zB7aff+uRjA/AEHiAgeIbzDqjBZRvneYrKl9UIOx6n/W1Z3gtTThSsleP1uBO+8k7RPdPNxikVcwRs5cpT7jYoPUoY0K1t51iei2kYVHJeT5MnYgtjVB5QD/v9rth+DmGNbhRE6gx7b31Veu6nd8VNYlsTDw1UmrRI/aHqwFqEo2Mxx2iDR0R6MQQ1/tCnVTODgR2far0arQFfx3TWcRfGHtLgo+86Dsdn3v/sYuvb//Dnv/jjpbzPkD3B7XhzxtvbNF62eDWCySEJewurYoKWrUxkwhnkRLRmXbTX1zmzLA/lAfT8UB4u/bHh8q48Eunr+8fy9s9++h/+5Y//5R/+2b/+yU//4NKNl7W/uC7bld8fYPo8BZphh64BeDf2gsyj1q2gOBoKPDJKU+JvjCeuoDnVJwKoqqMf1cDj3O1RHQaoTdEFv3TacVtFvOti3CQ4DKs675ZVpkRbR1drdjypXLjlJ9vz+bzwEC626pKduznxU5F0QVf5srxbzIf9FqJfcnxSCd6HfvLHhN/Z0dUQwrgTfyI3NjyzDUoXdj6G2iBz2VV6wDIWvIC4SFs9u4T9kVfoAe3Swj5Jk9mT09349LvH45+f+/0dN9+x+xBb5f1QxKjFNnBY5HGKabXOreud+OR9nJaWI/uK3chXCjA2r7jOPmVtu+Pi8l+9ffH2zc9xfv/LXF/zocZy/N7Qfup02n/wG+m+B3f4Pu0uttA5P+0/v32Jf0/DX8I/ubr98Q/+5vh+gNCv5lq1fvTV9/93/9Xf/If34Df68b96+0eP/lt2/MjRdawP9tVDbalfOaLnSe+wYMP6QPQ/fTriY7/79Pr3wqar/k1vP7vwd5OcazxMtD2e/nqF4vsAdDfn9xd8Oxw+ofVxJdmWt5fdeL3ffvyD6933oNQ4/pRHulodHzZde/dTgJqbtWQRBzBi1e5h7FJJVL0Dr3HtxuCJNo9ewG2ig+tn46E6nqRVN8VybmOy7MAhQhbx5+hCb0JBOwG7g3EDkH45wdED7IycdoXr32rLv1VxSNr7KpGgodauJhoHRFn/+gyv/2r6/d84/vc/e3s5NaqwteH5Hp5EKsURVojSJIiWxp4lo4IKttRYEo8KHVxZ0PFEvqcesa7W0bxAM0xI1XdMZJuhz+SdLD5aWJuNaWxbkQNGwArODVJyCcEVtUFyg8FzZnKXy/2cQkshcFdD1zo1LM99TGzQjMf+eHE7J7xDV3G86pRMV+vgyPUtw+XJBsX4nAILskMW9G4/9Yczunt1k1GlEEyIUJwvXTogqzokq617bH1tsDzC/R3YBefQC9UzVk2pZ2GGV2IDp0fN3lGH8O5Bf/4LZ5zfvgXodnUNp3NSv92vpmuXnbWzVgLasdiCp8FRE50tZa6T56rBtMv5A42/SOaXi0ypfHaFgWBB3kDMwCLAXYkeMLU4jHre3Mh1XZ6f+dTH+ba7goJtEDn39Xv/8L99+NN/i/i0hpuBc8tYZqhnU7/OYzwtTy+vY15x3oMZ35+Lv8a+umHq9xd/FdcnjXPf8HrKte61bmsIbavxJpFvyIuMA50ebXg2ylMOO+TWEFnm4ETgJnDpOMZeqo/sqlDu5nl4qJz4fHdRMQbC6Bp3eX+6XA/9ocIB6dKWA1Vp69ovMVkJw2epfFnSVf/yy7f+49tpGo/sp88Pn/7Fm5/uiU8r4FhaZzadRB56ehHhqcBNcrmfBv9ERe69v3b3f3F3/nCfHvPVnBYp14/rU5Tzz7/6N+df/OWf/mQJX9Lj9DQfPuCjVNbDQOuw/3if/Aj0/yPpz3q1a7PrPGw2d7fWerq999t+bXVkkcVWpqjOskUYamwYdmAEUGDkMDnOQf5MToMECYIcJIYBB45jOLBgR5ElKqREFsliserr3243T7fWurs5Zw74JwZwAeMaIzhS1zE4BKi9YixQGYkRshmhSdPE8Wp9j9RQB6FCNSkugWPR1XNfSqYUXYMKjZ32ZhO3UlxwG2hHcRuic+3FBRPxMT6VZRIrzkjo2NVfpUZeLxoQWr7qsCn2hTt9tfqhnR992tfNN5P55Ry2fS2wi/RtbfW6pImeMb8MvHfCcMa69X2uZWR6aMvALZezJd4W96iWsr+EvEc7ZSE/UZkxGMF4qW1wizyZBOFwELm2zz+pv/di+menpckYpPc8BmqYuvbUfXd6cOG6tiENpawUiLSdPtXnX8IlyAYwO0WdoVCL06SYt6Hryd0+u/03f/pmkvgHv5Hcbrq+HT/k0zD+jb/16kt3/ezvfozr3WcfD+V6ffPdl37Z/eIPv/z8V3X/k0/6+2/TP/gELXnjD6m9HEwcP/t44ZeHm//53/ud//K3/8f/9v90+bff3X9v101h3oyJjt/0x2cG7dHRNDFq2gHY1+25PdX3pz95sf/4mf/869VN/imMLxm+f7rEr7757unyBHehnd6nu7/n7OLcCdVhuzGajep69+wn/1nMH+b60yMimLUB7dJ5F2UpOQiA447KRqCCgFXXEf2VeiSwHvpgzDz3tlO5QpBBUCxEYLPs50nCulYOoYKiM2tmTgBCjhYyNuEYKl6fbDvwzdBn5JblVzd0+xE9PtH1ipuAW7SHIkBcg9Tsoyol6it7hmz4r/+4/ie/E2++L9drE/UDr/e5ONok34wZ1tBHBTFqCl7RzCFg86LKi1a24Lg1MuieLVslHckVpph7a6VPQ8oi0N3q1+AGhozdE5VaaOulQY6WmnYUF7kLM2FFMKhq0bDyGVYcoyxLgzgm69odJ3rWzlc9P8juE+yL5S2OzSCpVuqG1jGwKeE0UYbyzZ+F581SDLTRVhA7ELndSOs3xWZ2oYsh9o5CnYuAh8aGEARI+5x9ea/NKy3onCxf6sNZQBJXvfO6iufoPdSWZSfDV/dSi29FzouTWb8TpuoelxZv4876U1A7m1i/OcnsFIoPm14LQu4WyeDCyk6RYnPvUFPDklKqD+pTeYb8ViQiGMJnDR5HAhQ9F9icjmrrSX/80e37x/ri8/np/Wgv6yCcH2Ab6nf/5f9l/Jif5vHVpyJr1E3fyvAYW4z+3N30LLRrjTs27XWGzc1hbqdtSi1noH7uI7pum6HWZST8sM5j4BgHAEcqTOBw7ZAiXS45Dk67IEwcdWjmtw6zhjHgWs37Yl2DD1FxEdt7Pbb9MJ7P52Vy5SoLeJ5wuC/KameEgfXU3OR57U+ed7spfsj5brzer3fB/tKAXz//0RjCOtx+dPejP7//cEh5Fj+FsnY4x+FVuHyrN6/dJS9+8JIvSuP9XuRN3RyCvL0u27HdH2daP/SHb3/2bx/f/LNvruymTwaMAPsxbUv27maIs4VXt30RSBtHFnxUUSMEoOCwqYXmkBowckA+cDDTyXwTSxAq91TZmXMq7IMHYY47aFkIyO3APPFQBdk1a0/GxdmpVs8gueyZcl0ntNl6zW62VVAKClyKoHuUS3V7KXmENrtPjdRu7tYpC22th+DWNWy3voSpN7/jgcryjHbjQDpwjDdueihAnM4F91HrUi34ulyPOgZYKrXI7fHKAaE1aSE+oQNpe+BFt36ADiNKBjcuW2e/85ttOxwiLxXZem5V/RJWUsRU+qmAZ7os4HyEVY10fPIfRLHbWsFpFQ2SnFOsyMkV+fyV+5/9Q/pP/pdLc/n/+8X6sz8NlwIf7X7465++/I9+8pNnwzofn68fvvvq7cJx9J+dGLdu+vrPfll13jzbfWjf0JyfaElOvytyPj/cH2nJc1+/+eQ/xX/yv/nPn/3+v9d0fHj/rF2vb/7FN5ef5acP9/MvT1WO3YddXF0YRnmcNrDd3O7CrSb3k1efsvuRxmnPbYL/dzu9OW/DR5tnyxB2424z3u3H7+/jK/AffIHzcgwpt+CJef3iO3QUZNfiBrGv2ZJBRhhQQB1Yd0YZMTlbTSfDbgTYUbV0TR0vwgOrAwehZ8JmPKlbGUmgmEToXHpzEJFZCq2WtSUnM1CPYLnUd6s9te72uEqlN3B31yui866ZUPWb2ntB7KLeTHtzdQYnrX85w+U7++z1BswpAnSI7DbUoa5ciVLD1VCrVqOFczcUx7EwAyTZTdJNGBv30LRu9lFxFXFSmsO2ja4JiFKkxjSCrsTqWMpgEXoRSmRLO2s1oa6mtZqajSjmVzIUbwNFzJCS324U0MLgXGzLGUNXfkZ1Id4aB5Le2xV6bzUrRlUTMICg45Cefa/lqEVb71gy5g/kjJhlbnSdpRfXitbVxLT3gMIIYmZttWaOVGGk3vzjgo8rXoeyGmE0v3VPMFK0m5e4OAQXlr3+xdf08y/7mwu8eavXqjDrNS9s+nRpF29MDV8Yeno49CoByKm4aOaiUIcpucKusNrKHyoNHQFbW8F34/B3t4cA8GQgBvcKZZFmrhPM71vEcUr+mzIPEzzMHF/0SQZmIAtr8tdvwxdvwibJ2zdDZ4sXNi63lI4oN5tuGafnjps1mV0Y+3rekS5r7WEa+8goAw/NmGq6rufDsENOFNegvYXqtSz1ZHBdcxh9DeLC4GPHApCoN6PBkRgG50RY2ZFwQ04+NuMxsNoth0GWLHwA4AZpTKPQxGFQC+wsylXhws7S8PJuvyN++XzileGry7f361dzL89H2m5ffjqMc5+T2Jw5uClW0uMAAQAASURBVOBm/bY/22I98m3ntpYGU0XBRWWifmoz2uPjd9+8++XP/vi//qP/x//xj37+//rL89M8vDRxu/HVMLy8mW73455xH2+e65z8/sZzHKeb4gExdhcArKmLHqszvwxCDa9OWyvJjRfqvrG5ksRjFLaGFrz2SoFcy+LNWa96ddgFjF0DnarjoPcNbh09NkiRLiqEYYXZEWc+66KGJlaEyWyZ1BZeveXLsIP+y5wKrYFbtlHhlCUi3R/P8s4S2ZqtTENciIchHAg7X2OMQ5+vBX2/liFMsswUDQpcljYxz9fsD6kumtq8WNDRxyqUWTa9n6PfLavSa9hUW2X9ze32Nz5a/4fvfJSam1CFOQzcGPvsaedsUT3E+VLdOEhHpFMfiTrSpOWiNEV37WLkQ+oPv/db7j/+/adJt//48O/85H/7y//z/+6v/pvH9qx++g+f02ew3xzKh4x0/SbntuXnA6+f1x9dbt8f83j7GeWyROPsl3Ddw+7pMT+765k3WtfLI17Kl9/tS/C33/8nA5bhbnLZvoffv7lehvunryBE9H5kiTxsIyA8rzR9tt3N+d2y4s/k+vH+b+T3f/zTyx9/+fQrw83d1v7yWt5vdttU3tf4YTv+B3EIjO9/0U4v+/npiLTpT6/p9u+8zv/yIbw/xqOsPEXphdPWns7VuwShc2PywufeD6PVhbwn1aqAQUlCHdgV5YBr4+DUDLn1NiDnBPtszSg4taIt6aCxOfOE164bM1zUEXY/i1FwQ09T+qKVFw/hsz1dn9V5TSrtXAJSBghctLALKjz2OuPRLv/sv3/2W//h9C9C4XU5Eu9kusAssAc6Mm86g2EMTJgq9m2X1cnWe5EuZU3eF4Sp+YJLWI+dcepNIKK20CKoQPRmnawUDGPtqyiPKyo1amRC0WGDnswLGzA2gatq6g69BI3OX58WPsDgnJAGhTZaTLfXGB2W3rYqQPNZtocQuFP0Tg2ZyRGTAtIYhG9SrX291+Xk1DBXbLOC99f7ZRx4HKRWP44mpZtjawrOWetNvc1t6a7P3Kucv/FxseNpUreSkWYEWfcxwdqvpeZFDe30S5TBT0fzKgh4xvJ0js8NCnGuMsIIaDu4XPpYMePVjiFsyGXHyDlXT9gmCcXbwWQGYWbzZiXW/vkh0RE+BpgR0PlQ2rDGwfq98MfbViA8Dz6NHLKrZ7oe+nTleot4jfarOhT1j7j9fKVjPt1uNnlcY48SlieHt7DeNwiJeVKcex0NF2JjEwoQ3YgxHVqbfduI/7C0Vzut60bidsoPs3u+9V6rjjHnJbgJNkCVcIPUxG2cNNVAqsqOUwDLpBG0K41Es+Z9clj5baKt1isRUF6yd/Q46LjwHCUtiM+tNbOALcvIg5paXOcB5r+8/yVprtthiMPt4cdZmPli8Rnn9zVUtlMCFjprEZrUcs4eA5HWLP1h/aBvv3r48qcX/anMcjrQYfq9xE1sOufDsI25bvou+mYmk5ugzpQ2yXCNbTM5U/oGAFhATWggCQ1GZ0lcCtGTToY2kBcy1qGjIgEKO3bWKzA7xaoSwaRyAMcQG0mwsxg7uXRgrmftply5UqHGGnOcAkJvlkZ2114lTZo0XLeL5lzSlHJGO+Wxt4526Lxe15eGQ62IOnp1vu4+S+UgMXtCHACxW/SVKzKfoGfvP2BQ7C7hgwlTz4XZyep3fvHYnlbTbp1PLqKkGG55tw114DCubPqPfjvcYc5mpmsLJN13dRw8xqYJm55z8mgZk+kAYDoQkVwChmE6nVckj2N7+M9f8H/2Nx6noUP/cH/W+LP46lAO42k5a7gPmCrK87/5yeHlx5/+1vc/2W2flsflAZ9o/ys/+ehmN6g/NpfTx8hpu1IdJnlcXVaZV4gpl7sQD9vNp/F1Gg8DP117dGf27nR5p1MCtw7B7/abkaaWzzzd78LtlZ55/MG69ls9n+//MBw+e37z+7//uz/5+5+5MUiCzx8e4ItleHs/PuVT8Dbt/p1D+nxuOobK5pXyn3yvvPlH4/Ly5cMteqwXHojrijSG7kxy6uDM/NWbzcWh16ZmgbUjkAwWa3Xc11pZRJpyhSsgruaGIgUkkPTuo4fQUnHgERbmwVtrXZK1c8NVeB7k3aM7fQPvfjn92V/0D0fb+/Bqare3aX9D22HrjSWxo1VQ5RQ5Mur4i+Mc8vbHf1vn4INYSlfgHWMXuXUVAzQp2BV73Uw+s59E+1o4iwNW1WFV0Bo9ixlFbYMP2szHDq2ziGSpJJSc2koOEBAHbMYuNookSErWxJoQNbUOI0ZRBnW1taK7yXtlrRF1mKmxjj1nJ11aVJddXuEs3C/SWsIKWp0HZDM0RlMEx6qOovMOGPLJlSLr1XWFt2+8oQL6kLQJKgTrKBKom1ik3psLbeH5pG//Kj2d2unJI88qSaoy2jZMqMIYRGxOA/a+OGqXfllb0VR6hhyGVo/dZOkJiB2yrwsOFHNlPw/EqlCQpZO4IIgSFAStB3GFQlW0oXvqm82wsZcRZgCngNYcwVXmK7gdtUvBCUybXt6V68idYduHdQ8hK+wMnpCdli3b236O06D9YhiwBwQ/cNAmGHq/rmhNMITFp4lDFOIm3N1uW9bKY9J2dekw7NaeKOEWacF6F3NuT8bH1imkuPH7qjywdUi7QArMZgjs0CYCNfWg2VStdSCz5o0rjltwC9AEq6jfBkRLJy1DC4+2JM8PtQSambynsnEjeH+zT6tLh3Z9ez4t1wdQa5vpo5sf+fGHn8fnKX288weygzn2fRIHWOypqfXyNPfz/ZvHvzj/2//+/dt/84F/erqGFl68TL8+hE/24dOb4dU+bTfD9iDjjWnIMTk/GO/9ILFR27hJEUgpADDEbuZYmooHaKSIxwagfDYelnIhdBU6I1WLAKCgXQcyyYoRtEhznJuKQo3aS5sIl0aBpSmPxLOX1jBviC9tGfvp0itYy0+2mk39VLwND3Glum2+fFdqNFQUQLhv54w+TOfHPB7w60V/IaufiJ6nO+dmdjGFpTcm15sJMfVW2CKkPHOIZpA89l3Y5KyAblmu29VrcpoxZFVbBp6WpL62glWlXXtdPhrwJx/bRCWRP4Tm/QXNWm0As68K7GEVBuMOXRTJz1guat16Zb6ZcAtPf+/X+m/9o3l7KNqX9QJ8Fbu5+Q//1uf/8O7jP/j8+JfzN7/8qfV7KDpuVwdnpL3aS3z56uZw+7Yuaa+bZ3udBhlfp9ecdoPE8UVyu3lJbNB42LZnOy61oK6x3aewuV6fwXTzYpu2iW6nV8OgDG0MbfRDnX99s/nRVAPQfLi7kfXmeP7u61/8NLu3dGk//baJ+5sQsNcq5bsuD9L6ajn4/bPddhOHucaa4uBv0z59uOFv/+md+7u/OX8+2bQufSpiJYXqmDKBLLKgMRDMhdFh9aoMWr1l7dF15IEDoHghCrZtIh7r6og4NEDF3LqV0Mna1Sy21tBRcqLORsqmJa6Ie/2wGG+XV79G6tp5lXJhXteAOkARRVphdoHAXXEtK2Bup9V/+6f0YrOJSt7ZknfowAAjFSXNlZwHZKaxrADZztB8UBhjEpWyMhVA69JGBS7IGRZxxF2tC6MXpyTOamFLbvabUFsD1Cp97Na5KGftCAFbccDIAFmlW0XnAVqhADuHqZpP6bDpcIUQu4t0CB57b1cakyh6LG2tiAa9kxKBqQGrdDOA1nvnfsJ6tafvsBa9PNJffNFzcSygirVbXaQCoqkQA7S5Ul2EDa6Wvl7aiq6OVXJSWQVJoXcpcaSnel5a3MjSyXnL4sADnMp81N1sy7G4svYVtXbIC4QSoFuH4RCRIDhvS+jqXQPpxs0TsOuGH3w30C17Pm+2Jk/5xSZ9Grd/fRCGBLPBxQCgLwSMOlO6nhtIJOkvJrtqgSwzoMOrmCqusJTl4BLjuk4T4nn1m74uKK1uShwqPg9LmMPggEFaQLYald22zGfmQ79eTMiOujbG1XVTTjuVtRwOIec6uHhHjE0oQRMJI+upCgIwegJP6JZuRNzFR+JsnrF3s1zX52nIlTZol7LzpCqB1SK0DyLPTK7XvOdFy7oLgVVR/LN4C3j7aeTMZvXh/vHDsTzdWHZD/GS8M795uf+40Y/2++fmX0jPCeF+zYfR3l27vrn/7k9Pb/74gg/V3uMS4cXvvg4HR58mXGvcOQpgIGevL7Vfpu0OoHeHqYcylIDQ43uJTUfaATRbGXztnKIpbDwlkD0SoB5AXAg7NfFMvRfvnaiZNaJeLSSyahsXU/EePJK5bLsQW+97B00ADGaRlK3XbOe5DKbnNQV2y5UVNXYrS7G1PMyXsfL5zew3So/GD1Iv/RL8TemaqVM9Xsvz0Hcl5JV5g4vzd9M4l4KBVS5E4ESbqhNYu6YEuThvgK0KNe9g7e6luz11YAM+y6oLrluB44bGxdPoS9GceD62XH/3h3SzXQ1TtbnU1danVql23wENvQULHowya3Z24taidQ6NrCV9/IOP5B//PZum7rNYdkMorS6YG+Td6x+//OH08vd/RWDzzZ+8ffP+2+3uEz+8uhvHw8v28rBs777YbJb9pj0F2Ee/TfefTJhw3vli5+NVeJ6PC9s+Dk1gw3jGjzP9zvHplPPX7enpTanX4+Xt6R7EL5dwynHWjbv9/s2wpSGxf23rhbd2++pXP329Sct6qv/3Z8++/HznY3nrIK346c3tP6QwyLI+SR/ir7d4o5jlnLPWaIjPQ53an/39G/hf//34O38Lx4vGQQqxlhwEbUTEBiuZVxXN2NkBWUDuDJcOK/QOXKEaGIwGwS1RJFqBZmzCrgNYls4cDThOiB2VHRcF8+PW063bjhgGSBnTo7TzBS823IqBz+pm5c0zAY+77InzNDBwa9rJ7Gdfm8PEGwjgQI5cOyipADdARwNEZwstZF3AdtXXizNua6e02RBGZRidb6LAAM14kNBs4eCCCHdvZA1JfdFUcksAGQfvsS8SNMC4daPhIjiVPrBMzjlDYRGtXVupKIH7VozLi1vvnikI7SOY1xhhPMgILu5FPDFJLl1VatZeQbuSMCqIIWSaM3Vyb56gd+u14sABzBBKNsjIjrEZIvbV2uJghbziuoDNKuhsqY/nXrl3pjA2BQ5jkq44UIPcwV+vLZfmcG1QK2nqM0sSqwtwRcGxxyDVG6EqLNer+d5EIHRfm7i2x1AKWO65uWEixgGAIFATmDauQvudMTFAAiADj7DdwPgCOlFk8WMjCbUXuOjcAg/oK2LqqvJyYl82iD4ORBTSnVzXtkH4xm38rOJPaJ1tvoa6X5clTF3D2qJL6sS9d7Th9W2Hw2ZfZcRxLTIvWEq53ksCzI/9o+0Ei5SiCopXCd5j7nyTUoCJyaNBNxpcaOK959IhkK2VwHyH+PayjnF/3zmG47qUqtnQndtmQPdexzRsnlZr8pRhCyhY5rksU4Cr8vNQL6dV2h8/Pnx1an3raRimZ/tXlQ6fPduO6VdfpM1uDI9FfYRvvvsgP//y/V/e21+U0zk/5V52GL+/u7yfNz869LhzL2/oxRhidEPcED2i2415SS4GuczSnUTTWo8bN4s1WgFQoyJ6N7TmjbS1Bm5EY8HOrmmvDlIr6EPq1TwzU0JCb4/NzIeqrQ0EoFatsT3UksivvQ7eA+iuGknZgRsx+t4wpHI922Zc59JKdhZftzYmiU/HehOmpw/U2Y7qLoV5vt5v7cWcl8YA5c15PsO8uZGnylzXY44xrVYHA3C+YRqCI8SRmWqD4H1rTJNYa2q0Y32o82GHp1O1nQSBkGybXpRcb4jLMkby83rtUfNPnrvvTw6397Imz1AxOqvQJTc0W0OmVYuzyMpSR2+xD6VXG9Ll738S/+Bv181Wh3Y9e4Nm/VzDdhjUCuw/3g3PPvXttB9jp+n9v/zqy/v3B/T3lz9d35xWwnPxJP492ivzvbbLsV7g5d3212kmSMG15nkcta3HwlRmled79+NXL3zx8+n6oZ6Hy1LUeNWvvv22+ItDGnk/5W/ePf4U6mWdv6vZiO6wl9P1+sb9LrR/8FcPz/L1m4vA4cVHP/ps/71bfDHGYtny2ys93kz7GXbUbGgSY3oedi8+jc+fXS6fnuWf/jv00a+LbxSxV3AF10bG7GDMBBujFhu23tlxE+lgZkm1U4lMThpWIufTdnAF1XdRKzdCziA5KG1RbbaCoUDtLuKQvOv9DnC9dFrFDTrcyue/Nu2/n01Nw8I9S8Z6ZQuyxqV2ltYImkkpvX91kvImbsa4+JXjDvxCI0enxbdY67WtZmOJssHofQa0Deu5u6G6tZQRo1qeLQbnV5DktiVc2A4bkhMgoihBwJAJrW3Irw5GWwXIOUZz3oqBk22EGkAodKkFkjFzYg7ByLT7w5oOblql3WQKiaR1AgRAqChRLCsylqrg2QQdk4iU1bJJFVTlDup32EmH0dcriDiPJguUlWpBBOpZnGNogAiIsgI5ovN7PZ2pPGWtxKvtmznTVmAPNEEbEPqTenSqpepagUvDokjiDKziSt1Db1kYTnS2VmdAJo+RHFyMQoAZS1K/HXJzPlBu4KLrlSwu3KVFz82Jle02PX+1dQAegBHUQK+gK74U7Sm+Gie8LfuDY0fV4/rEcYStBr5slseQv1sSyDqjtVKv6g0K0c7Ye+k1JFMYwCo3i8EKqmi8LnnotE4gc/chsOXr4GTtE/NoFq4attMG+nQzYqmjA4289SnuA5vgJnrrwN4cEHNIzGqQ2FTFs/YOKWI0IKYxcZF6493cYBiw6KruPrJ07s/8fJprSOW6iPk5xc+r21C9PlW42+5Wfbab6P7sTuVdWT+s1saBCeh7hxjd89e7jaNdsWEfNvmhLN/om7f63Qe6ltW4jodNerUdb8bwKdCh3mwgjbleHN9sNgcHFG5v13ptxFg1THHwzl/Oxcd4nMkjUAcwM+koaJWhm3EQ7h1wROOixMEVPfvBi+gwJgAxBG9RwAPUWhCg5QWcJxJR2g/DCsghZuzex+KKMB+ZjHvN2HTVDZ8fzuPEYFpbvcgiVYWP+nbFqa78BBMYXMslq7zNv4gWW10vQIhd4TrybqpGYwy85kNjMamFo/STSrfyYW7N07JoS3vq645DjI0/GOzUHub58HKX29gH74Qe58fttMvluEmSl+MQvfZeEvl/8OMp1VdGtZBHtMUYJHhfScOV6uWyl5pbYNY24xx7jNP8yTj9o39w3TyPY7vOkKIohHkdkrXSa6T+WM9h/eC3fulXE7iCfPFf/A9//rM/Pdx87/kPDoeJ05acQ638mIU9TzxM+cH1p9Sqi/b6hd/u+3g7Jcx/tebxOL/54t98c/3//Pqv33386Y9f3v29ZftxuJfTu8K0W6/P3l7a9fTLbx++PV9+8VdPDx39h8evL/mnVt9dMf/g8PbjT6e//cPf2hx+49nut/dpj3P89ov/59cPf+Lg+O7y0Fuf+SdTeoXuFcTnCO7xeh6B93470AI/Wv3/6g+mZ/7UOyfNIikuykv3xQX3WMso0HtN3BdjJ5gAF9SgQXplB5lQauXHAkQRQ2PbXwdoEEXVRSfilNkwDUFYnZNlMWyYpw3JDmJQDJ4e9fuDv3tZX96kbXLTx7IXQAFGx+zSYKZAiYMrl3759it3+4Me3Cbiktyo13lF1hUrhRhiweJquJZFKjKAM0qOSryAjTlf0dhjLq0MllCeXN5gmFF9LGuTJN2Za5GxlcXTAFAcbMh67C31Xk3QxWaKtndUsw876qxS553hzBLJ1kXoKFIAa7CwkWHrL6feOrYqULhl0rVTd7b2paGsYgXAwAnAClq6rK6vVt94RV3O/vpLhGBvi9bSjL1Jdx4lt9Z1fiKs6Cvma+vAy0XnJ/+UzQpeGjH3gd2CjENYMh3XQKVV5QHjxmk16GganXkmjt5x8JQImtdhDfOarXJgLLMEB67AyENL7UnAN0s4Oud0AWqsIkmHANolmF/W/gL7a4iV4EMGMnhpcC3WgkvXPOe3N+Ik4XBAf11uRrw81PxwtvO10nn/0ZDF74o2S26AQB1hjbquvIkEliDWNgG4AcrKGByuOwfvvSPtFKkHZB8TKTiQg1MA2LsziBDXS+sINvKksDI0RQjOqRE6YPNAzGCIFIiIXCAfLIbgWAGC86JLLRF6LdkDrjU4Iq47pK4N3zcm0mu90bBC1TBtRwof2szlzcNyHadVYbhNc13b26dvlvm+9DXERVSnoY8IfrcfeWrHD8uX8/tvZ7wv6bu13HE67Oyjlm7Csg0ffXLwObUBGyZ3Fwfu97kPWzqud3HkQSgMfbdxrbRDDKXIbbKuEwGA90BIZI1tdEisvlNlOANKQGx1YY4qyjFozwqRFKohafB85/0YyLu45VqQkGw2GJwBqlW8QvUUkW1sa23aI8kqXWE3yKqK2kC+LrCe+zdUs8vXPLdxJnt/ajqxteGh8PVpfXssT1Qfqngzf6v+5m6aRhUZuKXmgBMUEjewcOPhwGVRtwFts0iyvpQa6qR4EtvrBB8eaSi2WGWbyEHTBLv51LYptiUjGPYn/eHeffzxWxUc/LlJdrnNYCAxsWzDfpcWSil1lSgcRkzLCwf/9Lfz7U48HC+AWEq5dH2IU7AhB5mzNd96a9LadUSF/ujCVtqwuhrC2+cTbPDms5ubYXw2GH7/GQ7nKl9/ff/FPZ7fxMMglwiN0Mz1pRH/wPk53KYYWNJx/XZrj4f0zW9sHvzr6DaGD6cU394OfJVbgPn9Ar3/TNcnh+/f3T+ecka/ye3ziGYUfnj70WevPjq410nvF7Pj+ds3j1aKvxQK839Xv/mfvjj/RcT7TRqfpcO372tyK3av9Sg/fIf/+a/cvg6LYRxgzWbAtlKv6zaEJZLTtIAfUBDRTWGrA1vdUVpqn0ohZEZ1Drq1Uf1cForSlAiXEMiPxF0rU0QjlOkmAppX5FJMFB8+tMoQud0F//kn7bPfhs9uRj9Vct5T3B9IuwizNUbCSLGeed8OjGXtvpW+3TF1Ied9pNKzojebxzEwSDNSdAow0Ih41hCaVQEDNYhrd46G3PuUe2E/uFiama1YSw/BrfOcJQGvC7usMAOmMCgsTjbYr8U2vrgaCMUDXti2k189uCGogU/VmbD1oNAUAqmgDxqsiEn0yqaesFoW30Vrx3ziWqmvrFLmNTSTLOnn9/j1g6fq7iankrj0Vrw0EHT1AuxlnYMBXC5De6JfztSOGtXJFhmwldHI9hGxtMZqqLgfmchv1DqjNmpi1zUpQqNIfc8gOacinRYEbn2FXrcR1fd1JMFVenJkMalCH6NMXpLaZhN9FKOU3BJ5BKLqt5FYYQSoABeAbYYiPXjXlnD0Yb9M9doiqCz11S7gNOnBDY96FUk+uOdwYJ2OIw4uNlfMDbVoE1fpom679W2pkcvkBOgD8zA3mEY2CI53VkVC3MdNtsNOBDBpWVubGdDjOKtMgoLEwE0pcADhZi2iGmBAEgM0QSBFZonV/ABckQdG0MHcEH00PCPi0QXQpIg79Qs4guLbtJQraoVhvAmpztrqVYqjENaucnx7fvfTb+7/8O3DV/O6drg4u6KtU/52fvPzv/jjD5f78+Y0iFr5PqQNhh3vY3JRXng5F57uwtbctA93AVePn+x212pp7B0DR0/FcqG43VfHXnzpItLdMwClLTvtndTuI7xsOCeO6zqkWLp6BwAq4CP1tdHoQIwg6th4drC0HjNqhFp5522uesO41r5p5CMMlY4jv77WS2KnK1v1G9a5XtFcz0CyYPSy2vhULxsI1XLurKRd+iVZ/TAylkUA85KhA3BAKVGK2MCRnVFX4kS9wJXXsIbVte1VzbG7Nu+DyFl03HCd154b+Lp0QOrvugveQujcqJ7MnzzDab5sttiVSxwFL+N/+IO7r355mssmyZIDDctwFd6OA+JaJbHQ0utIw8jHjcB/+ln+5DexHyWmOOJ6Ah1uWEyt0anO6+qpyOWkPGuP2o4ItxqOz3739vqH13/5Z28mnIe/+f6zF9H88Nm4bcfNzVNeL0/Xixy/glP48Pr5/rSkadyF4Iexa+SPb/qEk2h/uNJ5KRbfL+ZdLb/i3Jd3rsYXNy//3c83r65nV9uXM2wP06tzcXftFy5sd2E8eJXuGS7LclT+MJJW5sMwnpQpfjFpsfMf/fFD3Hzyv/iN3Q+DnU/rZTv9xYbf1dXSdKb6IQfZ/+bU//3X9H/92bXJhkJuMnABjdVq8jH7dbJQCxPV+UH9KNF4Ztsjl+4d59w9ASePrXaP3sDMi8sRbrWvqgN5QfHR5V6G4J+nfgmOwJ0X5YEfr338JJzf6he/YL7a8x/p/T6CVOGw5rbYAJqVHZl3eD5e4giyCfHcS+tDWSFEKLWAETjvrHUcVlX04ISarwTOWvd+YivIodPsbehzEydQg4ViITTVSUOTLANYduoL+YEl++h7A6OY4Hpe1912nFv1YL1fGvgozVytOrLpgjxICzje3TZ5g26LS84N4xT6ssZprPkMHm3J3Uc27rDzCH3NwQcpYCUzItSaZO01Rw7t6WuaXOWE2oi8oh/gWiqkUE3VoOt8UljiKu3n3wz6tt6vQB0agQf32bC+twhV5Q7rig2stg6tSwvVF9Zh4LXxaNQ79tX4JMXHMVMXU5VOQ3wSVRVWNmtZ/cZWgNAFKUhZpKDyGGEpPcXb2H2PTRWRNrol6sABxCOcDYhpafqCoL44vOjl0a0uxhPB7nVbLt5Xxa2bb/e3VOcNbVc4xTlujdZNnShZr27YD+Wc8dle5mPfTAeycr22kbZXWA6Dax1v+bzx23fgdmTH7l7xw4P4WBtzJJwS7iv0hGkh2llCJAKr0hghUMqKDmXu5FC7gScIjlZtEeSp8cD2CMBsXteCYhhX0Y3m7OIWhwwVrVDDB7zsTKvCs/BpLTcPcLnOFz/Cnb+9uk3GfnnS1t6V+kdrr6/2Lx2ONn/1h1/8q2/+9f26LuvcN+mE7DYaN7G3o8DHo2fqzU/e3BHslSe1S+9pwqXVNKAzMWRCa5HGYNB6VoUxHggys1sBiLRW4MAe9l2CQ7o0nmLMXb1DAI/4VmSr7L1qkxYYi2JgLn0i8k4umWLQSwcMbrXO3j9qOxSWJPtrOUZux9xHlgy5wBByWJzpw9UKbTrRO6A7H74R9W18JW9+iknkzfmhe6C1dJMZ3QxQoT1mO9w02DovmJIKp1XOT7VvlE/OeXMLbNlTX1t1S6iekkiDvASKBUuXaKnaSbb7sclSxtvxSM+mtgr16CagnuLgqJ2jH371tXw60V+eH3CX0tVquIy8q2UOnryDDDYmsLKOEf/mrv3W34msq3Ystq5veYMqJ3BPvVxmLR6W00XGAds5mgs9PItD+fQwLQYf/f6z5rSEVzsLb99XXJa3rj4bWA99/+ywv4IPuvmlzv/8vR6m+YboBy/8nMJrg3kqm/ngDJN7JF2X6eYZ18f+JZ5v78YX/mlsfwoSnh9e1vz8Nswb+MXmU3+6/+ht/iPXD0t+P6YK7TP134fKzS7Wv0GkF+P1eizmpNXhk88+/9HGs/sF4DauX3735s+G/fR8LFamDjHQ+RT8zR+8dD9/Wv7k1IrqWiu46CJQWyv5EFo2i6SFvbfAqXFnkkYcsVQbWVeUYFQBBJTROSPFKHBGTErZLFZuVncxgrSTyfxNHV/b4TU/Yd++c0+zHB0Mr/T+3N/9Fbu1H7bDuuQzcRi1LXFQyeEaqi9p7ecbf3ehwtsGTwFg9S4U7d67yuhBjQ3RS3UqQqgVUrK2KrXeXYy+V8Co0ig6ISZrfWIDE5ecy1im1RefpSsHrlVTcH1RQtdxXsAxE5oDBygorncYQ2OBVXAdw/7a8tkq6utRefLz1MaRXc8+c0jQup+iritwDAPUujIDCDhYVQr14h5+IToN12N/f8KukjbOWQfXiXyeG2UIvSyd7cIy8Nq0nWu1Qea6TgTfapFGSgVqtYGpjhR614pmJteGzPDXWkNzbdXIa148GqqpqiaFXGva+nZlejoJTw0w7tx6mcNgfYm07V3UTEkZyJwtCBSsIgQXbL4ae3NOP5pCWOcrQDTYAxjoSxe78/j4tLjh2Y1/hPbZr+4vX80Fe91yL3A3nt7rzYvL+oFuNtNB1ta3YWSb+zi4lsUfdnK+tHSbXF2vDh3xpfm9n3IOw6C5p7KUgfJRdjeO3s8YvHbobAwUm1wc7RoMdxGvhjsEMMfoI4Oojt6V5oYAtWFAM4AGzIiXRpMv76rfmbzvzJg8mIBsGBcencrJLvuI14INLx7Gs1yeqVzg41u3/NnTupfVxH8l54HgWt3oyvH0dHx3WT59+OX+5iPc/+y7b8//5ku4ltbceOP5ht0TwjOsb5t+fkdXvKSeXhGWoT1v0bokeDaER9ltfBbxGWZjXqHdwVAURnYh8BbwSdT11QmAtB4jChDSSuYUdeC5VUwD5l6RmJqHqNibCPoIuUnytVdgJ6ZA2gO50jGGc8kfU6ygA1r3ygWEeLiUS+Dt5TI79e1YcrumBjWH8dif3lw30PubZHLxhd5/50bMv7ietYoWM+EnkJMJATSAnQey7RYNwDoRyuz962TzWaYIl7Vspo1clgH5tMXx1PvGhTenfDuWh+88+1w51nPb797n/urlYTyivcSi/OBxQpizhhu0qjjQ4/w8HP7919cv8zYXNKwElvM1xnHREm1KttZl3UR9hpd/8PsQ+GjeUZp1ghSoX1pfdV5n14Nc51KDb3UFGzpcDG/qjnfHng/RqYAbhrv1UgK9oLCMfTsmaTWZ64S6FVRqL4ebw6fHv3rSL/J3f/ZzeOn8Ydj8ePf91x/T1IdpuUHZWH64L8MeDzzp8ex3z0p8bbRpsGcP9frhW/hkvPybbx/+nPy+TuFOf/D+4Q+HA7+K0YJu6y77T7b9q+Oq+50aTH2U3r76i/u3VuRar9i+79OvDXj04uugHoZZP0zAdSj+n97x2+v120pMEs3qytH7XrPpwKzVgBhbzbR6IA2RqV3JRSjFcWxtTMO1NG+S+woa2Kwz+y6EjB2E/RhdmXZtqfri9wAf8Xdu+xvQ21/R5UyvCD1K+yLJttw/plE7G8fF5bhQJ8POxSsJFtV7jLcpQH9yfaiuhMo9Ca5Zxn2EuetIXKxY8cGb4rZ1AfPNcPC9LgDjBZeURqU6qnUI3apfR6TS0ZnrTqqARy+t+uhnQTZBQ6cqSJpb9JCbOdwlPGs1GCD1Lbux2eNGX95wMOWZppu6Q17v++YFY0IDm7xyQ5co9N5m5xm0AiOWguuFrh/kQ/N97d9dFGfRieRkNWK5sG0BAdsJ2t7B1coVLkdbn9z1HH75UEHp8dt2HMxdbDGILRDVffCt9RVZxGSSeKKr4djZwQwyqFaLE2CriuzChuvaU+PzqTh23lG2wqq1Qxj262VxKj07Z9kYlQuOYy8WALJLiXAOBzcde++Df347zgWAABjgEeB7PiLT3C534waiXXJ2tX31Z+4ZKCSEGSLBfccNy6nwPl6KkdsD3F/ayyHY8V6ev3CX5RT9uD1dPU2a1LyxRjt3eLbBZSXZzkl2T60Febxv/i7hQ+VNaJenFu8+DHojNO1CAbnZDg4EQsBAoKqBuHSLHqqAdyBCgIaqCjgFPGVNEd8tq8fcTJBNrssapjHWi07RLzVH9FEF5sV2KX73MP/wIziWH06nr95Lie8qrd/dT7T1z88G25M+wunt1+vt4/FfV/N//OGMsgEab3ncLvn4Irtv4tPNdRx9Xim49GxYdIPb6zjeAMVxkJP451Q+QNjnrM5XlSTpNMlzs6ujQ9OVMBADbBwAEJsUghSlOzAgRYEUAtVrj5uht1k9U2sds3NRuw8ea0YKHXpXGskvopxCb+WOQwFgcQ4aC14JY5fuWJfzHP1aL2LJTevw+NC3ga6XeYDhfHXsL/0LPW1coPX+fr0B/ALkLOqgG1AG7QAfARDD+HJkGtJ4w7QH0rKU1eww2nk+bKan5cHCTsim6+m8G9zpKLcDnh97igaw0ct7hhci6W7Ckm1PimNH3EUlHIy1XVvfxvvcbIil/Dje/nC6/KJina0boQNXuttTXx6toDFs6PQHv0W3XNuUQj2qTgkC4v0imC+Fz7Hrpdjg1vnknvz6qlu/oZ3nfJ7jPvasIXruVcfNDnQBeLkbZ9LNYOL8VkOpXQNsR73W+PHH45cPy92xuWu+Zuj/avnFb/z8ex8/Jz9EZ6cGOCwvJ5d8VN6cCn/cf4rtCv09YG34y+ejLdQ+wa2GPMAbml68ji1M0+SR4JM1DBu59PbD29HX/gvsf6lybXHYieRx+yL+/kSbDmBzPpf/boDbhm7k1FSgbvsdbP6jF+1///aq8yQKyeMquA/YW60dYOboOzvGIuSioUEMqCC9mQuOjsclohUMpNaDV6dQ1CZyAB0sJpIi7S6Q+f7iCOOP5esz3rwCrziOeH/qrsfdoZ9OcdydS9ub1eGWMMNMrfYN+qdWJvDn++vh8++N19uz/zqttGDfC1y77Ueol1WjDDQd8bpLIStvACqKISNB7WX0k2AeYtBq6CRfCFOFjE3XTWtroXHnskbv2HVeXekWtWWH0InQQWvEYXbqFzWtRYORkjiyWvsacOxDnatDh6l4dCKCiYZJmvaBvRQYbplAqvceAASIbS22HPl4scdruv+i8yHIU3kStyHt+zoQDmyt87IarKHMjSac79PPHzI+QF3L18jDBclbunCFesOu5E6Ueu5xowNiJiczNF6GOqy2xr4hLCWMmM2F5jESldz9tOty3g5bLK05is2VcnXIdLgMY+qyUskcBjHt4mhWdgDJuQ2uDT2feHHdAf2TH37yX7x5+S08RtgqfMhgWI08qMsF8UbjA+jtQLnWOyU3RJG+ZW7bauqK5ezjTV2PSRLIan5ziPy0NHac516IXDcGoStmH/e3mlvfxXDBftMxJ/VrONxSmN2r57gp+St/oHIB3rZDijX37V5NfIjGisaApobeEXZBRAUFA2UwYyawa2uIuq7iKT/kPIwztFotjX5+asPW1/PV+U3cwaZRG4ZwarN3/c3TLz979Rvzb//B+5/+dyiPOv6KXkuzDyGmaxwtW7/Iu9q2R2nmprvd6Fzb93zc9fbo+Y6kxJeEyuzWS/UTS/G39Wp8W0rjQzi+qTfPdRE/Jp6lq59g0/nicS88OxfASTsnHt0KYODQB9BMrlIZjNhxVWGeFKoYDNwWcY4BS6XBN6hKDE6wO+Z+AVSnRaxTeGrrp27zDuvUbcXqxTXmqjmlKcicW+j0pZu5DBkvP/uwJXzz/goVT9+A23mkXr9xmOEXsgJAA1CAAhoAJoAHgB/+5oQL4u4C7dJTou7A/I7XeX0+jafLeSMpD+pb65vNzVO+bAa4nlCYvOG8fHAw+c15GjZBfJg2pJlxw3YRCkEmQA2etQ1DfCrzEH8U/e88hz//uVWV1iHoWjjak06UWuzbeP0HY/r1Hz50P0S5tpj0UWUu/uTXx4dOUbG0K6N+OAHFY8r7PPbtiE+P/dbZm/v27ICVHWrb4HLOOEZ6qH6vWvZpdIwXElrdShf2z5NdmX54E68P4wrGD/Uhp21bvv729MkndanTq2fPl0aXa/anllG3c/vij4+b3/ns6m52DpM85fqnyQeLr9Jm3xS97UL6RJWbHJEvo79pzqcB1KiW112GXmOCRwsx8mMILpCtyx819/juy8t5Pr5+/TLDGrE1o+RRfveOf+Wt+ykuRQ/cQB2vrTl2Sm5IledJqFMwaUJETYhM0UdQEWPibsDU1JMLFWvH6GKn7pScX4ulAOyG9slzHK292iFPcvs90ibXVesz9+GvGq3po7v650/bstZh48OKdVNo8Q3XBJH9ifCmZ3maU9ptj8NjKvsVZsU0QunqvZPGZ9at+kuxxLKSxd59chVk6K7GHjKK0CT1cgGX1BXKgceOl0C7QS8XGlMlsWwaQXOvY3Ln1dwYU26eEDRmkBBckUY1sAOS7v1e2tUFqrD17lSAB/3Q1x1+9FKenvDwPORHJXWtixvcARXvoHdoVXIZ7r/pX3xN767NdXf6buHZYYRLsbscd6+q53Q5lXxxSFQRtjR+9bau5veMl+S397mQcTWr4iVa6U5ixdojw+pqhG3St7kE3SodR3SCl5mnUGHx3UlMUDGOudWlu9abEQSO6BuyG6M2J2fp6yo74mWSTY8LE0tCnTs5VqHRpnnAfU7zENz5v/nD9Z09CtQKSwcGSLR1gZoDhRZOutndPtSyo3Q9IWDuL+OIgLtT2jLYvoTBZpSwBEwru9rmAHfm1uxUZh62CGWQsIzoLbc2uMTlUiLwyV22Ni6sMse0sWVe7ss4HuxAA5ZqfQgb1zy4IdCErM5Hs8YezcwMCUhR0LwhEJlaB3FkoByCx+UwjCtVnbEdNi533XkRpZtNc4bZHkiWSx02vpZOT+WdP46fvfob3f7Wmy//9bNnL234Qbv/4s23fx7SE6CbIl2+WEpbp1cjzXkmv3ufu882jass7rBdLrZzUsN+p4q++WOM+wYdbx1WuR3wIiGZvu/L3t9QvbrVnSeaKg17llWdIw+5OweAtgSVgpUVStcUzmYO4MLWhXxAqGa+987icDabBAQ6ZG+DWvFb6++Fbr19EIguZqf7bEeP+8rvoPmqClToab0K2DursdlfzK263vh8yXTi+97jIPKhlQDnWj7I5QDwBsABzAAdoAM4gBWgf6DNx9HbQNOEK5UwDbzOdeO5tZMepsc1P1vtfeRpKZctputyDcNI1+I2zPiiiGxwAte3+zuhFkYvrYZdGyUBM9KxLlvYnawAjpdS4/jv7nf/fH//i8chYGGOpdTNjkDdGOm54Q82R79Nu5LXlnheRJCkXKxI9ylrq0R5vfjtuBzLmFAMYFlwcP6di1ter5F33QTtaMPe9Ux9bLqMcONKPYUwFL/sJdUJSL0d0no+unQLQ93BRu4qLm0D+fyLP+/gnh4fz7fP9ttpN322Wqlv3o708w/l1+Bu+hBjtPQTA1I37G42YI1R0QiwgZojp7RrdSRXezcgjh5Nb/yu9fIJgqvLQLacFQP+GtZ3nfH9n3yBEZ7vS8Yh+ZbrSlvc/v0fnv7858mVtcMwQWa13sZxvJT5EIOpMKIMAzvrzWuHFNraKSBoZCpdKBiaz977KEFmgZ0PjSFGMXBtn/i1tP6aItv+4KPrZnj4GF90/WbG+9v81UN6/qFl8Xgx7DTF7WxLCqP0k+Fd4OVi8KoMLQGVzaoXFzfchZgGqkXYc1xzH8Io2JvG6DomWjKjg4Qx0wJySP3p5HZpmVccbyBmu6i7CfC0wj5JZm8D87UUDIklS994V8visSMMzQCVFNpoVD0kDwv4aWORNroDB1JXiJx7udMJ+5PDHVB+Ar/zkzUe2WF9uoYUIGhflnhc4MM8vG+r9xFF84VzMgAGcM035XB6148p5hX7PWZMO+hPp6G58vaJ53YuNMEs6JwGatp20Zcqg3gH6+qRcdh+ni95vF4uzCGLKadee0II6NivVRJfz26XRpTK3jnpIuBMViEbo+U5BKftrLzrfMXMNV7qeUibXZSMvMOdP8CybsEfQ9kWt5/iS4BzB2G4IW71zLDdsLhhit3lYNMyPkBONTQOw+qCSXzhYYnt84LuUO4f4/fC+eL36bLoCPoedOzF0Q4/PPGL6ZqdSzBxsKod9GB8GeZxSftBTOMzD613y27YtIdFcBo+vgJPRLm5DaEpFKwD4mo4mXXwTMAIQhAAMqFTqwYAKACeEFs2ukJpKzfWuEonnfqqfj9Jo7kTsItuu+fnK37ALpb7w7d/5Mpp5BQcf/PtT793+Ctd1YW1vHMlX7rEKvr6dnggjAnd5TIb+Rayl8AuXy2+YpuZVNhil7gPi0BwLZ6DG+TqLTa/btrusmnbGk/Yb33MYMHNVht5RzBRGt0RgGmcexrRspbEXMU8ejWn3XteV7VEvkiPQWod1V3prxeiDWblyA3IoxbjEVpFm7K9iW7MdU7IxRSV26rimlc4FrTLvD6ws7oq4reQfXYd167L2uRkVxAA9x10BWCACIAACtAAbgE2N75vrcaIxWWPA+bGW6Cn3A+NJ1rHyouvByVxsqm6jsPUivR9WFfcjDnkQM/S89g+POJ2m7BXF2EqXL0Nrqwr+vGCHcEvtGz65qy3kP7xzfB/OHGpmjj3AHLZk8sTlr/50fLic8O5nokDlvM1HjYkobo5QXl3kYHWvCyKt009HxttADLYduvGOlbyQ9x6qflsA4842zBMzosbYtR6YrfTWpH44j3X4omgzXG/kXXRtV5DCqryfE9P/qPPbi+nJT38/Om7L75+/YPdr376GmPgr09/unUx/XAIrwyfgv1bsbcoW51HcGaCJuDKX1a8BZLAYDipHrXkZghaANzV9Wl4Ln1M8VqL2zoE2vv94fNyjPMewzMwiOFeVv/XMUI/iR9/7H72i/x8o7g4iBD9VNa6G4a1ViYyAV7NhsCyEIamhgmVArbalYxXkyC0Bkgya9hIR46IJiM44PWS9RO62erLT1xygh56RisGqOkWP8LYxe4PbmyyLui2uHqN4JdeBoomcw8Ym5UHO3zuHjdXXumal+RHlSbgKi3WQ6JYLEdJwL1JMFF0FIzRCrTR+2Oxu8HWwpuNNouYcHT1bDa5uPY2guZiLhIuTYnhxlaFeLKThUMwqL1tLD7RTG23ob6EKRT50PGF0VPscA03c6kvAhe9ML98wLZrTv0o0s0HrWWJnrWfqRW2ETy6+iRpGutTzkcuQHmW7QQD9HEa3v+y3SOPe7wAtQ992ehRQ+T87sp07sM2nJYi0qgPSXoDPi9mXhJaI0zgbz7V61+1eXXNgvYqSIx6QOuA2gt736GuuNtIzciepKsQm4j625CXBpZu+7xgSCZZCkHwLk/uEHhBoBvQqjQN7tivfkknuwg0aw3haLAxsC4FXGvZIqbYHmm+PcVLcC9afNT58CqenbthvLzv4fPneD/n9HSzs/sP+OI5XHTcgJ5pF9o6JqdS0yE10VTwZPfPYqAuGeeRpmt8jJCvXW/SRarruL4I2++um8M2Ln14vhulp9tETttx6XeHsHa3D1zVeTI0EEAyq2CJoCkFqtcuqj332iwMRA847l18KGeCVUwt8KhYSD3IWtfgdTzcbLq8aWeO7uE6fPPVt/HhNFNsZ/dvv32vmXLuafXhfGrJjeP4ZdP9ZVmyr/Fm56QnY0FMfcOBjmqbwaq6OLEQik3Rcj5PabcATLFKg+LakPXJ6mGivNK4Sbhg9Uswf9J5K+Q8gBgl6sXUU1paGx32KkaNAYrGQL31ys7WRVNoohugawDoJgPqXPzorwA7sSciaPV9YndteeDpOp982OY5W2+k+/ePb31f7r+SrcnpieX00F4d5C+u4uN3H8q+1lz13ooDNoAOcAS4ANwCCAAA+Alsi7alrUIGvCG5rzHBapRALeG1MmLFs+krhAdfypXVu2i95Y0iW+d1SncWZ8tp2pO7VAvbVU9JR5Vz7Yehl8VbvAZlCQsa5IHD39ml/3pT3oDlgmko1Z0Gjj+U8tt31cGa5bB5vH5Qvv0+SZ/5CbDNpY1t7ZKlUoDHEobtrp8LHXYJnGGVgL32FTO2OLouFcF8pTnZrkw6rFOLha/NvCPLGGLtjYvkXt0sHZy/Nr8bwtplvz/XDje+0I8jv8fv/ry/u//2B9+jFNz3P/lo7F+brfrwxz998/WjmBUYNz7CWlwaOmnP6p6C+aW12t1mMlROI5F5s9YAL/E7chEEkOr5aDR+uVl47YM8z/vhiX2FslVcnVHhIRyy/nufbt5/1ee6CmwRRFoMkKGMAYwQHGlG6ReUhL5KE1cRQlYXGJpABDSHQU3cBkEnc9jjpH3W7QtZBtog3x4wLD3swE3WY7fGJvZia6dzfXbLv/HD+K9q1w+QrLooT6gM1noFh1ZMDd5fG9WBxmO7gA+KWFigQhnID6gL1ERoYV5qSJzBXBLXHDCxw2WRtIPTSn7C1aLHAj20TG6Qzh2yXlTZoRSre6O5whMMKOffvcGP3Pp/u0cmuvLKORGWpptBWovBK4gCaxy7lOTHB4kHcAwzCj2xPSt6H2Dpc2GGLs3zSDpj+c49LfX9t+7clyDxLC07cGBFitl0PuWlOWrwIciN2LF3OTmHUhqVtYGCnshQU/fNLbVEx02NvVhhPoDsHL98Xn7xc8mdHNROwcnFIIi44g0ZRR0RpmBpE/JcIQk4ryQ3t25ey/4l5mOjC2Hrwhp9gIYLDFuci5FvmqPbE51OmiweYe3gmsTsBoJBwBQICAZ0orM6VpwS46jjBY8f265P6xZf4P4RId2cN3b9OtuzTbysbZpseTjGabgOg5QZw9BMTDe6nsYQLlh223CdIW2R61qCJd3Okm/2cLrYfrrUGt83enHTrvXj17vx2t2rfcq5moXbfUTr0WMWSAxijGhioACIODcLXktDIlu6GvQA5QHHF8nelTc7f32Uw95fxI1dW3D9AXFAve/rdP7LK5wzaggQ7yx8Y1/Fbn9+LEB+aeeThY/Jllqe75NoI9sEZ7C3/dPmQz9uiTMugC8a1OhTCn1tPhLNT+4Zjja3+srC8rSST/uitjgb2pyVDxt/LW07IVqqXDfmZu1BUyNzDBAwZ9kgLw0geOzFgXeOxKwzQjMN3koZ0fUq0ZE3gYbqQatwCrXULVoGG5qdHIxLfUferx1ccGtG78pyxXx+3DR493XZWTofK52KFqX54VGodTlU+FDkEeoJYATJAA3AAJ4DEMAA0ABaA/wYUx0Lwl1w7+d+2Pp1Beor007NR4xX8Af/+FXfvMgBdqsp9Gzkrwecir/cul3vlvypgr8CT7qU8GygXLofp3wVGNLM3uVSI6BgGK2uk+3+9ua7/2pN4q1eMW0DxfnTF5h4of3WwXzyHCgGt8h57OeHcr+NdlQr1zpK1WncFT1rubmJi57YhgBuUfDNLU735npomzGqBNwW6tsVWqyWQ9kEOy8UJ602HbCh6lPjLbQMvHW+AE7aKO855oiMz/cvpvb+ZTsd1y++ffbRZ+UnU/tw+sOw0pPk8Xb/sZ5ouLFLL4yRHAMG0vtFIiP2zQZbkT5tcPCxo04KWTpHb+bAZ7K4ewmjyin6ZyOoDgYZ6+kqkIgbgkOsROH3nu3+q2+O0reeivntRUtwY5U5su/dGplz3rhxDcYSIrGDBo4aY1DNQQ0BaTc26SSVVywYQkrYz2EMc0xWstFHgJ7JZEIoQ5m6704xWf9A56m/+sTlX6zvHyP3Zj0Mrmc/SpMQr2qc/Km+v3XgS2gIoLq0Ok6RMtgdURHrglzVc3EY2dVztVEYhHoiXXsn41pzsLqg90AyeGhisEpD8gnytcXEeLQawsh0qTX+/472bcAEWtUCDs0rWSC/9sX52CohDc6SnBvtLIcbOBd0GxCiXuz4lJi1Nd4+4ZZgbogLnu/ZExxzfJzzkdwnwURNThBG9imU3D5cuRQlwrjiO7OcLU+iFwJC3lq5pziAv9CMMvXQQgfoZpAbCNQ5ye/9ij216+UyshMT56w3cAO3oyenCIoaTDBGUFUc0A8jzU6eO76GejhEPcvxudbaiEj7oNZpLKn6qoy+V+RbQ/OlnoILxTkL0oniHY9vx2VdbglmVVxVJv/JSK5bStNFdPOahsWtwQWreTwdthge9vN8vrlNi0VPlss4PLdZXUqcJFiQPdDSZ7dP1wXGsdcFxsPGtM+6uS3npxb2h9eny30Kpa1BIb/Y2OM5hKld5yVMm+vayNFAUQwjmwgOHrqoY1AjA0MDMPRspQI7WIsFliIsyBvWh8K3zn5xdS9TrjhAKdUMq/ne3pEObXyHLTryEsBf4zl8GerwdT/b9vzutDc73PlHoPRy1dqlT5HXfFH213a/dzG2uaVuH43hPaRP7FxtdCgVuT/7+OO7T85jv3340we5m/ZrqjVTHMt65f1uzCe9eTGcr1nC2APSKpsRTYKtGpwACIB31Dux61IrxYoCzZTNelucs94GFxbr2Wg1mMxpBG0AyCwanbuoTB0fXdXWmndjWZEd9uPSqPJcYS2uw9O7efM0XspTX2iD4bEu60OxtZ6W8nWBDcBbAAIQAAQggAlgBXgG8C3Ax4C3OztsX6jraZguxe9GWYtS7FmDrzOwVmuBeOmb11w+AMS8iG54Eve4uR+3z3wUceOES0njNIyuru0QwlzFb8Z+f2nPp6fcBgdq0sWnDbdzd4cRrn/nxfQv3i3fFO+SK+30rI6/OXyLNNI1r5vd9FDcby3lAcvDh9oB6Xxdfeg7dkvaW+2ZJYaQmxs3VFrHIIOOq8dbN2SxDfu2ls02DDZoaA7lvrpXQ3y62D5mUN3iRcgb0wExg9sGXaQmFyGMRPOEfgW5c60e4NPtRy9uHitW1w8Xd064XSzvU2rNXPC5rMSw8VIxJbs0da8GXwT3pEU5JQsdrgp7aguNnlSlWjLfozBuoH8r8Gly0s7RT3VZSuDkNrVLtFqbppTyLu0+9vf/xhvgwfs1Sqi4BB5McqcYMNa2ONog1W7JWs46OsZGC9U9u5XCNFrLJUgndp1h7H2JY2rxSjuOvo2OpoiI6geyWrU4dDZG8gXsIExUCz9+xMnnp2X3fFczBLl0RzPJmKVa3xpV84On69yqkw2mPPet40LAgkaakdCjg44KOLAFqq0wX3CK0IXatvMTpl1hCV1Wz6NQncxDgFyAERFkZG665EqA3RF9KNq4uB6ba+ICLJnB6WCGTB4vBocmY69rwNM7ds8LHn2rWVOKWzx9RSPK1ZvMbmGBS5w/tBahpzYrDWAd+6IRW/Xe21JW53sxJxIkXZbVg8OW5z6RNVYXL/6K/dJZ7ppVd12rigvIV6EE3GNN1d/u9X/8F8nZvDE/Iws0BFo7xooWiFDYvDKR8yo1vhiYlo9H9qGNB3+3hfmsNOP95GCF1s6tD7Fim4Sko0bXgQeZEoq0PrveZ4sp9vNJfW8vAL5S2CNVUy7y52t/ufP7I8ZR8RtZbt3djo7A8QevT1/P290ZOqI37x7XMU56XuuYptPxYX/zUctnXrc+iq2Vt6mdLi7uA2eTzXhj7tQ5Ol6yeFdqHiydUnXHVnbTXqwM6WVtgfZ+NDLvPWGDODCgoWM26UqIhs4BmHWlEKBWNadLacJKKlV44/W44N1ARbfJnrIFCl1XrhYPcFpZu4Nea2AHOVzqOjo6mceNbEpEXP2g/mlZN/sptyWW+Yq7LPlm0Lr2Vg+HYamzvNh9/4Zt/1t2XP2v/OQPvvfbP7q528Z7pfyn3372R9/+t7psz2mBrKeYbttFeng9LW+Pdb/1ucbBX8GwGMZG5rqLAI4HleD9pjVSXF0v3UeWuWN1flRazDpWb9FC31Zs1HzzRp3W5nx8VHGGC9Zdw0dmX/sHwQFOtbpqJylqXMv5fQ/van8/o9d2D5ftSHhcKLx7upwBHEAFGAAuAAzQAQaADYADuAA8B7iC3U4+jbjfYtX1dhSEyYewNkvkkQaglqsnWdUwVzqMoDnhgJd57w7L3oamVzdsZMVh5LXlMdKA2mp0vMwLHTzMNUSrAJQCsmXRcTcWaT5+Dvhbd/JB1yteBxx/Z5e3r0aGh8f4YncueetfTzqf3lyXjS+n2UbMp8qTjzu9ZsdUYMZ06/1crjykslzaBHvBVfjZJKcuN5vUF4KbHlqsaK9Cf7q0243YGiGWbJBMe0+VjSxmWW4G7iLBN7KN8eXWQc602+BV+3YccmMfFmCyBaPjVjVyLivtpqrN18JDsmZp4pJb3AReBBwX6qGzbak2G0a2onWKbm3B4Bja2AA+dZzXdYhN+sqwmeyyCg7MTaeNh6XrNtza7/7a9k/+OWRXmLjDRcrBwMDFAV3TNXJiKIoRtUEagvUOSBoaXFlGa2s2T7D6yet5HA8l2jRqhg1toQlx2popesdDkIxhjALqOHZwPFY9L3LYpOc7fvs+INS5OzGIg1SZrFUvY9wI6sZsDmlnLTdn1IZG2TSdpInzXoY+tLBy32SdB4O6hBQ5zw5S3TB20jHsltymVtvAUTXboP3C3TKoI2qC5NSAGdEx4So6uMItOa9NTBSR/QJuMmmMku12YrHsYFfOa79RfPTnoe2fj/1tx8dQcAZNy3fWHi36UHEBG11c6SvvCVYHPHfLqyFnKt2GsFYIqEL3Jp7p1HpIIy6t8whQ30Ab51Cj7edwhtZcGlVmJgILPoPEVy/ct00ujzNxLB66tKH4xXpgLE7FwiBAaCkpl87DYKdaDraTdvMJfXILaaqs8ZczXB+EsUEJvVqP1K46MoODQ4JYk9QaHF29cR87yAIc6cD+l63dEWxVrwC3Hj/3+zgMK1VEGvYDPbdl+3Jva3CeBqYU7Woyi2xvnC3XFzdWILexbqIu6g/Jg1W2VI/LBfwt2VmuhxSeuA62i2Huw8FOx4tH7q0Oftg75YbiZKhW2JvvxkG9wmq2d2I2IBIqCLIz62bagYgYrQsQg2voXYNSH2QOtD5VAMycqxsw5ybuPOSPsm8H2F7KOsYiiw8bhIZn8yEu+auT22p+KgQ+7mh+s2xexNzLdW2TQ/uuuKD1bBDSyOtxmT75/seffOaeffT64+efY48G25fxy7r+0bdv7d3bf/GtzvlqafdE9jxI9h2exD/v69dPepewtjRBryBqDE2OQZk8JYC5L2KXpieDTrgjltQFoEXwTc16RnDGzEpd1YNp8A5UaPGhMA6KxfeI7imQEzkDeMuz2BUvVqjod4/ntxI+5P5m7dCfvu6xn9effd2+Pn3z/uEKMANkgCsAAWwAIsAeYAT48q+7DQAOYA9AAIfYs7hJx7Zi79eWpYOg9NnEt5GkunBnmFuw3rQMVfrBt+M23rDU212ceE9bdNEm3o5q2njyH9CK+KXSar2vvS9QStkYDNhKlgCuNQP+e8948G7SdIvjf/ARMZ3Px81wZGkabua8rPVdUnk4SZjPcx1j67m0cxwwax29I/8Q5gSs75fFkSvwIG2M62J6GHtvGjazFd/AWpNruSbs12twI6DtJodLUdysO2dguhu5F3PUoErXVXu61sFHXgpsEgX1m7R39FLF++TN2Hsp5ZBSqTOJ+hRUWSPpXDY8QAfbBEztuXFIIUkdg5fc0FOrRT2Ld1PHlyHsOwwpve4aARHTXCSQUe8S8D5Ljx4zJnx1yDGsUUHr9HzaTfEiqCQyqxB41Vw7dSvFM2BTYFCuSMCD+EKMGRR4RKWcGqyedthkuKN4Ken8ThkdZPYDeO9GgkAhTOKMouvAsN3QblPRwQmeFgNogmBmQYkEPbi1roRyghVUc2VRG5CXJJPjpwdNo9Q6OKipj2DrwY9rZU+yNBhd5ZDWSqHVqjqZZfIuc7PA0D3fmo/jJuZAKag2Nt9RqPUO3nXVIK6aOYDKsBo75GriCWCIqYgrIT3WVoP1ozRbsMZB67m7d65Fi57lvMJa4WTtVN3Tkt/N4R56Ex3HXIs1SGwIS0q9FOdLNWYdXL82ieQ1izGf66IAALgOnZyeXa02qrYVEBoKQZagHl6/jF/8xXHWQRR7Hkag1Zfo/LV2KCP2gn5y0RmEgCH1umPe4PrJJ/Brz+rn39df+xX49Hvt179Pn/6q+FtuaA0BzR8YCH0cDSVoyCENzJwGHLq5tUO1XJ96/wB0VPgA4ACyypO2h9oculJDO5BWev28gGvz/3R/hfm6kvlOzHx5CpN365Wtio/TpV2HrV7L3NkrKDzTYePa4Kd9gFgTRFwLtz377ArR5WZAC7IhMpLJ6sVFS8kRLwgMUBF3DjowoQEUIIlEHdgBChAALh2zmhp3YqdxtQRmhYPnQVqEAK3EcYCNvrzGsiVo+ZrC4qunDaRC2Xjjl8uVIIS+yIsCdmjnS1Bw81dFP9TBrkp692I6Pi63z4fv/ZPf+/G/99t/6+9sf/L57Th8fHf3aUifTs9+8Oz5b6zuR1/df+/dd9/8y6+PXzyEFoLGDfVsbtsp7gYUToFT0WR9jtFVch4qeXQY0XVyAIMr0hIhBOcQVyMo1JwPqwIyVnYGI0AsxuxdEWKbiznGYh07XD2FWSsJXasguFKk9Z4lFDE7wtPs+OfH6324fuuevmM5LY/ftS8u158e61MFBDgBzBAAYAtQAP4aCADgc4C/NgAQgAk+febatLnbeksOowMZgRo0bIBB7GIXT3ZaLt4712p3Fte+1vcbx6f3j6ML8zHPWkitwuidzE0A6nlFk5mzNTxzl8rZV1VeEMXII+befedBPwnpx069nfeBB328+hoPUjZPzfEwAng45dpW1+ocB29XR00S5HeYtymGaRxtxF3uZq+n0JI5nPaxIgWQUom8tNmt0msupSXDLaTIiXpHsZkUUsJyHnHiNEJtAR2AOTfEkUioOWLAmNxU64DhY21XcJfkfBE/OPACwzC3knRwLNLJm3BDGwe1JZDrrXoc5P9P03/1atdm2XnYDHda4Xn23m/6YnVVJ3a3JIq2AiDDhuQDGxB06v9p68BZlkDSoAXLhK1AUiLVZHd1V331vWnv/YS11h1m8EFRP2JiAmOMa4xoRSRyYu+nnB7Z3oT0RmEhjlNAoJzKOZDn5GB5GERiwCUo9uOBgaQj51X/4PRhZQz4yZuURmagowI7CQLroJxdCAAOMTHoFlgQNMEBBBlkDmzUicIjSQ/aarv02qq9+YNeHpHzoHWomogMRTNVcWNwxnmFaZHT6iFaSdOZVQuoGaiTOAUrwG771RN26f6YR6JwhLDQVGWclrK90hwbRBKoC+RtO9Ylu6cQDAXmtpfAY0buXeaUC7QRCgmAm9xJm9X+GHC0XKLFEUMSCNMAT8x993S4xh5QM6gGzUD3oKzVjBkOaywZ0jHD0fPrqr/9GMnH3vzrV/1y8yioQaqh7ALGrnIIZKN9S915Dq1lxtQQwxvsHrkp924BA/tIMXDCQhm6g0tQOlx2Zca9M4N2Z3KBneTHOH3cLn/5E9s4VAPF7TAPg1gt4Eq8U5mpX2vH0rCC5wcsj/X8kL/9Ybz7MXz7fqwn/OZ7/4Pv9//FvzP94hf07g1N2T3g4NwcbM9e2hzzObb5jESjFrOZ8uzA305pAvsRwAEIwHjmiG8eYAs6v4NPL82e4a/+6e22H/gEASLt8nwjNcPlTT984wc+lVx1rJyO12p5CuMu0xhf52U2dArYbiPL2BvEzQ8fiCGXp9/0fIY3lz5mozunNzEAB+cpE3S1DLIJAlgVMGdwVIeE5kRM3tSZ3M2rGrhuYsR1E0WR6juzS6dBN+hzC/pjejJ6n5fHod92f1NGumhIli6HPU3ode/x4RWMhk/XHvIWJk3jCJ7gb29twJs/+YunX5z/+Odff3gKb07v9PT4J3/0eMK3OcUTBcfxcNI/+uUvrzC2uLD0lXirPsfJpM+ty6h8jAyRM6w4fx429+lA4HYPA+te6QbQtVC6EC4DG/MYojEst26RxQViGMbg+DWH1j2UUtUjgQ555Chk3LwWhiZh5rbvr94P8dRvh3b7+Jtt/l39TYf208sB9/3jp22nf7Fv197vDg7wrwAmgAT990n/AvAdwAYwA6xpPUGKACeAd4B7TBDtDpodDADmu3QCqMnLjjalx+uAeZpgQLWUB+72cIJpD3x+fIPZ5uVxdQqsk16bHAF2ZS5RxR+WXENbZY2PNOEk5wBgB2QZNSkcAW1/wOnfe7tROP9vwj7Svn0pojVVn8IBrtv9kqcugYHVNqx503S2WL4LM0249bScTtMI79YJAPKUOMtmS4nGSwhsmDtxDK68JtsrsTYiDwiQw+l2YO/Gp8FAiTmmnoghMxpqKmvEEDBwNEzIj4gjpV8E/u4Anog7iIYUIIaJF6yeToVIw/uY3hkkng39JOU7lgzFzWLDYgmNkYvl8COERXrutCC9NfiV4TvtEwTLHiFK1EtgOk2BlDGLw2wP03QqffiE6eNf78eQmVOK7sDiFhnMQmamsqhwjllMEhgPcOx4GKqrGA0zi9zMeQiSSKP6M5wijDvKZmrWG6eMueAUY2YoMU4TToVOs7/5LpwePL93rgBdiKxCN+EDBiZKIkfmGCJNxj5Bs6acyQ2wiAy+U8IRrq6ZWGUn7lppTH7wJAWAaKQwbPTueert7lIEKB+iITzsDSG10bBrRyAN1Rk2tXk1D4oe0KihuLOJ5Fg0JNMm0nXe4FL7ueMUpP6O6qu+3j1e6EbsB5rpfYCPRhGZRh3GAuTEwdj7sATdlUnFNmFsw7oGDV28G9FhVj3guJKVhgjDjbOhI6bmjRy1A/YJ5e3f0XuorhVDUm5Nsg4eMQ6EGC4tcZRrWwK47WnkYO0mZvIXH+qHD/jDe3t4Ex5WO03+7Xf8F39c/+x/zuujN4xnbAbqIXQ/ti2U0o8nR26OESu2of0+P/LVTQBuDBChELfRB3p1fBqxXvh9yCE6R5tx0uwnoTCHt2/5HqYtfpGBp6k1wZRaWsshYT7jl+Mx2Gud32HVvKQhfT2Hu4ZTeJBMuY9b73sMTzlUknNKHTo5bHVj/zTF7AolhUNzSTo0xuCADBiQZDgxuhpGBhGIASLCUC9RjoaZjue6sdvW4e6Yq361z7PcPu8/T/T53o88yZrC4VRS2N1KitdL64GnfUvnJFXrBCSzv3q+Kos9nfh76H/4R/rDeXp990svqS7f/vJX303LH+aHX0biQyyzbo65jD/+439/jQhP+TpG6eGLABluuM+01pI7u7b+hX1WvsrrDFPjUw80vFABQD4MV4MrQhwO7nSvUjhUnQMfMDLCvUsYRhyeW5dIBg45f7QWDXbQqF4nvr/cgjuPbdw/3upl+/zpsl7t85e6fOzPP/X73+pPO/36cksCCnAANIAF4Pc9P68JEAAA7gAzwEeAr/3+Ar0AHAA80w/vP1B+98TT7imFBO0J2BJMVWymtB2XJbm2hlRzf971hnZ7NTvP0IcQSeMgdHLNm7+bEx+HRW0DQi7bbTso90XqbpKp1F5SXryWlJUx1HEwp+MvHt7/yVJ+/DA2B7DWXs63/WY53L8+179dxleWLktNR2qT4tDXECeO4pVW2G6X1mJusXF6ejjAZA5wqxa9poBgdZ75Isx29Ai5btvoyJZqD/n2JoThCVvbqscJJ4e40IlGdySTm8iSrY3uKIl/7qOSUd0/LSQCY4JQoVD+MMXTDt/kQsJW9AvhyOwK3xk/Fv6jEb4P+t74TcGE/uMYSeWbm16KisMo5Cqf3X/HcFUqYDzIbKfB7qwW2EKwnh2cgm9/sixTwD7iAhz8CDJJsoCZMLhHcGvet8qx1y5Ifo+A4gEnCQIhUUIOUcbNYnFPNDvdwec5UsKYAARR2YcRQUjuYG5sKgQcyFLBeUbkmJf59IM+PCY+SQkg7SBP6KChxw4qQFCUD5kshwpEjGpJAqVDD9cJOyxxgtwAQ0bSaFhNFbBFFxjqGaSSTpZvoWmfAvXWmJA129nClDe0KFnI8yl24hQ8MDFjCsWCEmo/DnK0Ss0jHCjY4xe37ZqVxldFteRubvh11JcB1vy6x/sO4/CyYSQ78nBELjGyl4IBhc7eGigAkd31nt2CD0GIkY9BoHh3BccUzAMM4zj1OXGNgHEOdPrtb/zTP+tkAKDJmH4vEIjuNJjmRaUi9kOEDHozOHbUvPr5Lf7wDc4PnrPFBXPBheHpwf7u9/TdX5Rz1jty0uS0AyZmpSm+Dzg/UFpxzuMhJKXh8PB+zQCnaX7D6910GsrHmL/6iPK0SOsOc+c67lzl035IU5L7b/Cxqb6c47LQC/dDPL7Vy+3N1Hqrp3zj9ZSOHmYUZPNll8YBe3BEglTmfMqje5CMlwEMcScqOZO0FChFlE19yd46eOgq2qE6uHmKAZoYsQ11DmBKhsQE+4g5pWuDgGNrFlKdjS9co6TncQ4Bf3NLhaV12hzAzS29Y5NeT9T6VuM0+mUksHBpt09b2m/XGL+zx6evD/3Hb/K8wh/+8G/93XP+8N3f+4v/2cPj3zuf/+hEaA4pFbV4Ttk8fffuhx/PTxFs7oFTXfv9ovqYviGXJSHr/Ow0Aey4l+n8omGKB7cOAegMAC7On03Q4WBSDZW5d99SrN3dcEMtKYxgaO4lE3qJefgokIQpAR4AVg9DbH0/jjbzfTouWf+K+9aP+/j511v1+230rW6fVf8W4GeAOwACLAAV4AHgTYcG8AjwI4ABLAA/ArwD2ACeMkxTuX2QU6kdrMRz3V87d5dJzFKMvSmF9fYSiJj2UtM7Q3bzt5PVO5a1X3YJaSO78jyWcdmv7Wk6tgNyvPsuuKBf9Ln1E+t+9JS2+33PZUMid5inIEPgXdC/+36aT6+XptbmNl/dHuPjLjbxfG0hlNhvp/zgcwwQ8ensvh+RBjVe4zyXDggPCe9HWYIMzBP2GKYcp6RlDJ2MgadTIOH5NCUQqXO5b/GrWUkBaJqitdvYhHToXdMctHY4xXjfvUQC4yHfZX46IJa01hYyOgA9ZuN+V6jn0Ld+ROGhwti7pRgel5CJ6pJm5Wmd37h+S+HbqfybA6HAu9Z1jtHaFokZqjOlFEweCxdKNEMwiO4cKahzCrkTvXtP+xAkXRxVZSG887EgD2Nb0DxQkHVhRT4tCTg+SvSFYtTg2Y87gFndzdfGmiJxeYrffOshu/RgCo6ZWS34cXOpSIBEihS0C2FINH7xLUxJ1mNgT91tvJRhYZqSIXgOqAAs2gmcEjiOqqvdxzADUDnUdcxuuzEOuSJNIFbdzKDmJiKVu3MbXfMTJvVKG3mWUUMAPLwY5ZYkQNPSsOKxNBhHLS4iMGonVXdNAy8eJ/D9uAKL1b0OCQ0aeWhBhHJCTqHfkeGQHVYzoJDYAwDcIWkeJiUnKkhaB1YsqrdOdgGQRkdgpaSFHe57FMTWJYFPoCHmjX032IeVqFvLV9nBsKs/vrNr/XJvIFJIOYO3hDbUoRON19Y0OIqT+uziYlvjqco7hhJjETolnjKWwDFRSuHhBI/fjl/+0svZCoVWWtaSoufgZCOsypnE2n3MV9o5c/Uvv746wJf7ftQtAuwE4DQex3yl7esR8gGvtqjRFuMvlmjW7/bjr3S8sXfrq++vNcbvzk+t2dPpwdrDyinI7C4lh2ursQrF8QfnOQDEiYvGm3vs+1EhGMnlZHbx/shQFyqA5GMfdoDXrbcQR1TmyKgg7hEdzCODKxIhGQIDmhsyBQCMc5h8ROZDqikeiOoI6xT60NNML7IG28R0ytiGfhFkxc8a3jC+XmXYQbdNwb7pfP7Tb//tKS+5Lf92/pDxzZ8+vJk8lbd/8sNfLPj9Q2YdXeI3c34TaD5PhZ1yMqMv376R+67wKOMefqpxRf1ye3H3yxHX4t9AOHp8JN4Of5dD1zWnGanQVwAHhSaDGo56aI0mIhvC1WoF/8nHsftHMD+0gg8dR6Nn14uyBrPe9yjUDuvjsIvd77tdr/eXn/NPL/ypHl+a//ej9yi/TX9z2f4W4CMA/k85HwG4AWSACKsBZAAGuACcAN4DXAAGwMrQBfAHhJR7nsKMo8u0Fq/s1BTvVSrmhtKR63H0KhvsBw04WriOoO7H5WGZEtWU54Xu44IhUdvawzLd9ao0AV6Cp/aUgiicZ9mvExeHAYQ2MdShmUnIpv/4w1015C0Ei6c7pWXXa1p3tW1+x0xt/WaN0HcoD+/W+9dOeeGOXmKMNxl5DrzV+mFFlTAXNUBMt36rlXuEMHZ3HHs/MUkUi6FH0pLk4cRN65SRO06ZU1DZKfixHZQiDqGQ4tAC8BBDQVomsG55DmtXNLqN3RvcJtlF9RSrmaVU6jEj5qi3Ww/keujbkv9M4e+m9U8MvnX8fgl/pDgt+dwGQphMFXw2iQrTecq16RxcNSJs2DvCtJYnVU6Qd1hWDsZZJk95qZzPA6nLkgEPXJIzL1ToLFzrWMa4OrAIEHOQOCcbPs8pTHYKtN+r9mfHg2RjEDvugU3VQnJHchd0BAVmNFgCJyHgM8u/+e/y6ZS0m2BA7HPKxMLQxiHB7zosqUEQsyrM/bMREiA6+8xCXGMG0G5hIiVL4RQ8oIeRBJ3JKHqYxuWLRhYiFOuQWMYGBYYcW+yHsVub44x4ZFs8DGV2iBiZqAS8R1sjvFbBUJQ55BB6qARl1AHIrXsj3J08mM9TGo0H9jaEwgAK6MCphhooj03zspQsP0vIPdwBLC499V3jRKQI0UCbaOdqsnm0of0B4T2UqL2B+o6VDHHN5XYcn7d4IEKqHHVDKBuG4IHzWfI5pNGmEISABmjKcWHDKeYi68MQRBNDDwjiHhAMgc8T/J1f4mNa1pM/WIosIoBsZaVHjPOMb5/Cea4syxhYlMkC/14J8ARQzDv326Ve9L5N1iRO78/wVNYlrl/hmMu7gdsrhQD0+hQZyftz2NaVpDdiVdGQXqA6pvZAUwOfdfp8kzdpKiN4Co846bpOhWXAwxvcXxuEr1HyDWBG+Tq8C6oQI5E0YHOVCgImTZXw9+2fwA4dFM2NaEIwMyZYgZmddYYAhmeUkGMQA8RqlqZwUD6t/DTheZm+mTin+ZS7f96S0tE+ijxOS4Fv/953f/g11E+9xfk4f/Pw7/07Pz59eP/+T9+e/4x9DqmCrSW/fQjA1KZA7h3jZnb1mFS/z8t0PKdr4EeEWzs/lHTXdJ61jcebdhB6ae2BpR0a6NrqqLYRA9RDbuPi4/gy7qM9b3sz/drvvskh27SLs8kxXgm+7tW3Wn0/em8+9ot+NWmX2lXbqKTUx1XFlQ+6/q5vz5fbP7m9NIfP+z9rl68ADeA9wA1AAa//U8InASjcZ4DvAHaAJ4AI0AEeARaEF4UIKar5ghCBPWHwUZ2zEbL0XCRkX6H1oGj9SEwexFtbVsnCqRBlZtCRF6lVIixqN5o0DGgcT2R3wzBE6NAAhLdOnBt0Osy2qjs6aq4qwJG8HKNvvchTWjy0yUKQffcYEzSAxxL2JnH+EGF/uU+ZwI8aMNzbrtF028AeqWw1pQlSn+a8jKsP4tkfDMa0brpbmL+c0lQWy1CkacmgQkuKQSNGdqmgicOuTusUXXoopoMw3CIWh2eim1ufy02MmA/ZA8U2ixxDEa3twKHZ4JAZBUx5zW8H/DjNZ8N38/owh2/W6e0yvYXwXQh/IPiB8g+G3zvnLrPBFqFXLSnFNhgmHY067kiHwGNmdn8tyYcyZoNmYxzJZS9khLuaF1TmpfjiAbKWAHvzpYw2MvWmm5oYOu+VYyBXybGoR615zO+GEALJ1kHF6whxQiOv4gTKgXl4P8hRbYKT0C//XPLbvIBITKgmYY6YUsHdlpCkx0OPSj6XwTk5uamMLrSpjaO4cmKO4y50dIEmexNmcAN26L1m1shEI2QHn4hhWIA5iOwYHsljHiEVjxLfFMPNHGJzJFkQAXZPU4XWeUnYQ6/9UK0ALaq+7iOwao4CUu93Gne63HcPoUJvcZ7CgQqq4eimOL1edpWy73Lx+N5Mwpgwmx8JitK4Igrav7aOHcwTaKuBhKUekwp5aqyTpUA6Pa7HNtS2BuZjLO40yZTyAENUvUJkUQyH1hypAcUIA9dMsT2cw+kbDmkMQHRxjOTDwQEgE//4Lrz/k4rGIXZHnMEsTEG47Y4auUpgZtQyjzWMkkj/NfiJADuAiM8e7MRhzaeHYNq4JAp6ewqPgfbHR/2h2CXuv0i2vE1TfPAwmsU4R86ZSO7Zi6gsbdxXtBqEwnHdble9aN92+DJfXkUtpXh/vpc4Z/tQrc7aD4QV2+69yrWr7sbmNhAmDMMhIKpB5EjATlCIu2NCvYhOCL23HluAE6b9oaAft0LNcAfbXcLwPWg4ugeCkR6wa92eX18+8mg+fpc+y5TpQw6/ms4PHxKq6n/08OE//OWf/gff/b0//f78+Hcfpl+4AscwxbclLgleh9dCxUEMXpvcDrjL7SPZ3+plo5OfEXoKc6kqEvJud16nLaX5YbHAMHzlnAieKM3BHigBXOvn9vry8ePP7fWnl5fX/fXT/evlVl/6/vJye4b9/vr56Nt2uaa+vbxe222vt9f686Xrbf98odb7pY5qVm+jB6be72taflzC45unKa3Gf51NAS4ABWD/190+vgA4wAGAAGcABNgA3gAQB+CwAkTAGPL3BZZlxjw//PjE6HsdWdoBBsNblYcsh9l2fRWW6h5APzXBfWwEPFbmrjkvUTU/xA4UU+1yH0plVx1H2NzriB0TNk6Fh1PIFDyFECDnEjwnQQFlT31gbz6a2OO60ts21ehblRsnwLoBRbhNgzhT2y3E+eHgSHmSQb1MriQpT4jCxjg6BFg6q9YSM4YDN9qmY4vrw3Tmpxw3bEHLmOOyV82kU0SKB4tpsCU6AEfiMQYH9ksYKfDxNPxGkoegEB/bEdMLjKZFodPOEiKIIUeu8hbpiHrF5CGug0ow0BZCjtGDTac4PVBKMb2D+DaUJ8JvMU+ZfohxCpRaj5wb4kOcEjWkMpmkLpTZhihCr9KM6u3wOpANu6dsKIwZIyKa+u3e70dXyCIUSx4HAtthLBMjgKOyHdDd4oJeY/4AcKXtFh1FB+ouOryQEUIgSO7QCU3MjIvHyddi+Zs6NfjuvcApJRzdEKp5kDFwzjA6h3E0BUWhYEMH546qDBY0TsvAAKI+kHUvuWy1TZEGsrNqwBIQOLoQsnZWcNwRZNCu6uR1N48b2HHre469h5BQQVfP7g12c/S+gSj1W0rUOaRsI4jHDmN2OzbAsVnf2V2BddZk3RKGk1W3gByMxyCcWdT4sOoMOLQxEITb2MdBx3HAADvq0YAHSTICGb67IFWzj2W+7N1g9KLTxjB//0gIqq8VPLL7lI9psJebWWEbh8Jio0IsEIgcPOcwCga/y7un8OZp2AAEAgB1RnUgQkBAJLIp2L/x5yUV1ZgCA5T8hhpEo1lPpXJKpsbAWG1nT0eZ8ffwv/weBRVQq2rwFHxssEs8XraLhbWMFym8NqteN+zXZxl3Rvsq9pBBI1ngzxVGSfG29ODHtb2MPLtc7zOEUEZwfnfS9cq2ThNtXyDmPu5mlxxowzeF4sWWh0iASa11vW8iDnZXi8TdwREUoLsj4DCYAnWFc7BqXFI0fHN4jLDc+rye3h7g2bBCd7aoE4dbkf0+juX4bdUL+Naet5f6sowJbvYHmM5XOn9P9b992f8w/urPf/jFn55+8faPBH7x9PCY5z9I07uA7wwKYq0wEXrzoXjd+9fr/b+5fvzH/+pv/v4/+Sf3LU3r8GAloUckSU+0caV2bM+6317rC0Jurk2eN9kz9zXVMAP8/NcHek2T3C85ne3T51QWa9SxYX4KH19L4uv+Qm8WuanPoX39PRtC41+N9RGfNyuJQT/fj4d1Nfw4HvPUfvsuBZQeHuIv7C/+6fgto9/qZwUGIIAZIAEgwBOAAmwAJ4BHgA5QMb+ReoeYYIg6OdSpfv/j29bHU8GZ890sE74eWsJ6e2lTGjvCkFRy1u35kW23uOS9btfy/huofeRQ9EbTO/Kb13h6gustnlMfEHv3UxrXJu9n3jVFH+IxEjMF7yNEak4LYLURQOzw396wwH0rpRz20ecPadqrCtdVvWObc3m+Lw/TGOP6GFLtzIjBpWlc6XYL60lJYmQO7HslOkc6wFeDPvXkYl4jasBSk0yWRI6S1WmYTzHEAZL6dFebOdZgMz00FZtq9rXClux8j2kKi7evMdCoVPGx6MsF6Ww+MJNelVbCu4/zPUwP4duqPyR4Q8sDh8C0GPFEPpRi4Aal6JDjA8YbSxv8lexDtyUF0z4T/7VI0qxpkKTHEj6oJJMvojVbr3ld6I4N70FPMiwtgY7KKbQtMunqNLhrT4QjKHd2ULdAqD1QjixKfJJgBUMRu0v4Nt6OJnvEB3VkQBgDkyGgBECfHJHnybzqGLGQh56eX30KcY6DC3ccslWigNLIDMuwCoXC0UOIwpxoO+1xK4ahjN5zDiJZJy+0HO2Wp2SiJbiMiHiQF/EeGKSTeOaohpQkch7KQC7QAkU/9VCFWRRS6TIIQ47JQ3ejtEboES+brkw6CAVyQKcblnk0oRhD9lzsuDN6NZJF0g1ZXQC72VTG0QFyCqB03N3ICaGDx06A4IxjCBcMtY0Yo4wk7BA6iREmqeB89nGLrn2OaEDy8nq9Obx9C89XDW2+J/GeEu8daAVozDPoYRiYO6MbLcnoTNnHvFLMaoImDmyuyNEMYiBTdWTwr2MesfXjoDiL1ykjSohwaRRs9GjHPc+nsG/bJQRu6/8kBrwAPMwE+hiubYdQHrsChxAh78dtfZy2T5KfWvfkkU/63Op5Ti/H5/z+Ydy9pLdv6XZrn1Z8vCCdolu5b8PT7eX4dj1fZ4kbpik8Pdf85vwIUilOqNKYF9RLv78/dRkIsd16XkILOF09vis8zKZApsJEhWkYlIhbtxTwa/XC4dpal8tC5dnuT/H8crQF5lvf13Ie7ecRjQZXPT9O399kn8uX2+vN4/O8Ab7cvr8f+jy+/XffPf/3Lf/p+uO//fD03R9/8/ZPBM5PKaviHHlYCEECbuJ9idztAHy93cf29R/983/2V3/58nocq695TXZhfH9GGrPCLlRxPpWEX+rp27XdpJBdoKQxpsDPF13jCKEC/PTTC4apNyC86ieQUeP+IQRLzKXfqjTPqVD/6/ukwUPnspz7/RhrkOv9VUIsr2Nb6WHYppeCK8F9eFrjntfTn/PxU4Mf1g8/f3n319La8U//6kIVKkAHMIAA4AAKkAEugE/gKJtAYBgfAd5avzm+ja7o55WCYsqQAF+PL2de6/HrNOvRgeNp9K8QLQW8XPl0GtejPb77Qa4yvZ0ZWCRMca8NTsvx5/z4T2ljot6vZY7PW/9uXjelFe5HSBh6cuoqQckZ5+h1hFy8X3kcX94avablLe+H8MPp4323NS2WQt0pJdj2+jCPiz1OuDe0wT0kvVE8+7aF6SQvNVIIhGNuxWauQ/WUTo1A4oVumYkOazBkWXi/9PNTHuNEAUDbkBTAeuhLoVsLE1mLldUZUSSlWfbx/cKPo/3kMBEGJ5n9uHY9s3afl7Fv+JDQEj8eHB/ie/U35/nR4prCiSkGntChm80Rh41MUI+D0k7aO1o0200X6sM5clUrQ3ogMPZk+4DnCIOikQhsebQ6GQvRvDllRVenGKKnQYM8huJbReZuRodCDubaest9yjDAB+XIh9lC9EC2nPIkEhauoDowPql0tMxtKFgsk5AjuJqDAxF3S0Qn31OMrB6w9q4C5KW1kXR5R5/+7nT6v1+3DlSYj645pJ2uGbPiMWSJgHfPq1HnO8s55wpQiHpVXQVoeq7w4GFHOwE5VgrIlQa33EOLfqZYQQRguPghAJGHhcKWsNeuyBlUazbsU54Pl2wwWkRzBMrxwBg7cumjTiN272fCi9OlK08ozKSY6Qgp1qaGTj1Ob0G+2EEKA68u2aPRIAqtdqSooinijsC2P+Cp2X5QwBAuwkUS0rGsa233o2KWvH3FEJPlPY4FvQ2LOdVDow2wYKhh1yPhQyBpyCft63cWMhNZnJAi2ABK6AoEJh0YIw2ZPpQxdbyl7GFkVeG+8Dh4egsf/9IzUl5gbfJMQON3Hd4E6mKvACXAetfX+OUxvQF38ZCvRuRRPuDLi//JUq61zUni1l/i+Q/PuG/1/D62F/fFi43bRNN46zxwDFrCaAHbXuc5vJKy06h+BJg+LDBsC+6cotKEkg73M+Dr9fVxnXpVyvPQoQEXavcGj3lCG85RDRwVgYdCjrgPPOX06bYr29zrC6en+PCyfY3kty4hlF4v05pghxff3wY+2vN5tS9fduDPafdb5x+/8Nd/CX/8v313lSn+L5/ef/dmeeBvl7dzmJDfqk05VfA1hleHoRBjGEOqoX363T/5+M/+v//1P75+YdjePzxkh2WWvf34IbRtSrTbHEnm6XRnXN9N16vHBbssVppg1B7ms2+X+Bg2gK93G/dWbNMJrEl+Ksf+QpSQvWxV3nr8ct8fSjNYTG9T6T+9Tk/hdoHZn2Kp2GM+2eteglfasLI2mNA3fg+7dv7DvP4RH/dir1pe7d/5F6/3Xeaf9p/+8vOmWMSr8w56A0DwC/B70J0imswAnwDeo4+B/haxhTAXdrtvteB8tMHx3X4daUXZxrKe/ebX3t6etpePvD692lfmh4WP10p/8GEZtzYx3fo9/uV5UFqbfTnntLfxOM33RjTvgbgQlWY8SYLYhobAtcE8t14D8/658kBfuXOfNcn9ZX539lOOr5sti3Wfl2Kbt0VspIwCEQ3O8fF+HKE8+Hb4ibN5BeXXSbghE+G+1fncjwutCyVyolDWMGCsD5M1LdN968yxBBAVnwJ1T2sOHdfi7OHNPqQkHCPP9OXo2xTq2BOlHTh0GQ9BDsnzvI2N5/MgSthfJ3w3fCrxUWqNPBMyIwd0cZqYxIwJRvOUkvSsSJE+m71ZU+1NiO6qM9M1BGIQgtAhFTb1GLl7b7q/zMOFYDERQormahkUjqLseUSpzDmDO7iFnMYh9MuS/2YreChmVlMX9gLRnY6C3+uh4YO1u+PyRecTrScah6cZjdvewuTMBRkwF1FlbloSn85yOcLp7Nsze5dx6TkmjfuFnv7BcfGSJ+z74InnfTwXX0CvMawJdUOcjM1bstMGd4Rz4JYNlfCGPss7SltsD5paarnRtlmKRgM2Gg9gtbWS4n3nMrn30YI+pHQMyzfvkU7b4SUrHzPHbdQ3EDb1NDkMHCDxSPjoWce9wtq5cWS5uj1SaxS6oYegYw/pJJq5QDeDMT7RNXYYdLAWHSDQGfPQWLwJCAzACDbugzC1EUoccIwxJ9r8mOG8LNvvPt5fm6/LddSFUFZcr9wTFmwHWOABYxYC7timslDsb840iftMDweFIBRTJIFAqpAQkRjNiGCIjHtaCRKlA4TZziP2uZcvmE7urYw2sOEPDn+jRj1w1nGgWAdYALJAjfFEWKFj0nrk7+ZiGuS3v/HvT/vv5O0PT1/4Un478bseXl/25VH8JcVl52u55gY3i5lMwrkk6YpyB4tw5/Qturk76OLHrfGSfTidNrXJvqbyS/JROUbMbeyGa9j7jS4nWJqGUMrQTgGCBiBgIyQkAFErAeqAU5lux3ajZbZ4l9en9PZz22eC6+751OnKe8EnPR0jLTl9ef3Ecfdfj3Rsv/rvL/ft+PDvnfYP6f0fLzl8d/6BXZJQcHD0U47dNXFUM3JkhLqNxjp++vX/41/+/f/mH/8EAhieUj5sfhP6odOEewOORryAyjzF2tMcgjsu0YZ5OCrR6rFxd8OHMYQc4ONzE/k6ZnptuT9Od6F6EzGTr8clxf1OX7U8d7lt5XcH0b0fhykb94h802rX5ghY7kcMJ0yBecSFqyef+AInYNkgh9nXv3gsf2+Z/pMPD//Ru/P/+pff/Cd/8qtfvX/33btfPT7+4XR6jzkDvwXdIUxrXiDOEL5FTjS/fXcu8GA5j113Z+bYQAqojmNaK93ukEivci/TND9uNYdHe/n6qNP7MrKU70/Qu2rGahrDLNvVFK9Z0lVGRjlGT/mSJFVafPRWJmnx1g9eonWnxduRcEKR6XYfKd3qfj/0JnWPWWosXw7K8dQ0Yi0yGHVpOYMP1MU41VdUmgOD6KJht805aoSyVcsTISBl/LpjmaxQiMHBgqgvTkMxTNrrKYYz+Tyc2cLtsBSHGpWMLisgrWgmnhiOGhK2XsHzJqJDe+IwHHPBY1s44bhzlaH2VjlOvI2xcypmARARzZ1yQHcNgcHAsPfRNXa2ocMZd+klJQH9ETiaJ6KZLAhSTsV6JNj7cWM+/DOaQoLQ9/g4h9GnmIZTAq/lIY0AVDZ0jIZocWw9lWh/2+LADhHaphyD+4jNeA8bWDroQxybJevQO5r7fkgTckHAXKIDIQKCIwITYsl8nuyPfpFngTN7yXQqimlpKkue9lGv/DiDt/jdDz9qH/XEJ+RGedzbfnOhsQ8TCrGxzjIN2bIlJbG0noP22MlWiZd+FD7taCcI0NECTUA3n9KybgfFqfXBHmBFlgNzc0PPjEeeQrDgpSsvPt/7mJ2HEkgPvPKT84aqtpBWg5IPe+UAOwwe4kBQrZwyYXXrctzQqlDNFiV7GKsn8qTRyEGzR0VEixyJMITpIdHuhncxGkTgrarOp/l4vWz9qBSsHQXKcFkO6xOW0cfTFB3NziN1kzECFu1jhomI4nt8WoBmT4UTDAzM5gDgTU2hK4uNY6f71o8WHooE8SDWii1Y7obtVn760tqIXeFvD1FJm1Tq3wBUgOVfTz/hnGKDtipMeX33+NCrcgwlh+TtfR/dn9+bjbXSKV4uOc3AFx776+JLZ8NyGrVTBDvEteY0M+p5ehTpheqOawmf0YPKIMqC9ta0+luUe+sjkLr0Ni5B4e43VLx1dXdVVVBQaa7kZggIDuBMrIbIiACCMTpCphWowZQjOoT5NEHHzj1336GGSIXk8XRut3fpovYPn3/7Sfwx0X/wBw9/9m/6/MP5m7dv+PHNwy/m/EeO7yM5OsWAboo8AnxSeJbjX/zLf/yf/qP/4z/7f/7LYSWvc9A8Sg53SGuIxWPCmKrCUmPU3dpi/TAf3H1DcLE+e37I+zIgxMIxNQKAtw/fTPQuUH7/QR+f4lNe47tTKsmmTAm9U5kH9EX7Sz7nn56JHsfPv2lUmqLmUN9Npb/U8KdvbhPwQxZkujU6h3qENycT5nXCSssmgvPaz3z6w+/Cvz8v/6tf8P/um9N/9J39YrY/mMsp/UD5hTFw3FtTdmDRRLlAzuDJ36yWeJqaCAJDtrLE9NaN2/IhjEkzndGNGkwFHKdzG5d9Z6f+0tMsYB3mmKwdEwSPQj3CWSiQBvHLQYfUUqtBiYNfeUxprrtxUWkgUcddBupk436EmU/1qxwGsdton7JvA/IqR4Q2zVjMIkru2OFAVSbiMHJXz7bgk/gteGxC61M4KqRI4DxNU45JUAyI+CDwAZ2SjkY8dxBF30Mf9QjTVEabMSbY3UKQ2sQshsng/Vw+oKaUC44Hh5k8DpiRpzFinsBwAfAsS6DGLdS2I4LpHpi8HerN3YYIIogo0yB1YISjVRfmKiqOz9L3GH8dtANzQBFKCK11lNBGi0jXcTv8tifCYZa+CQeEqQBJEW24iFxGeJQxouDh7oQNUxI68qM5SwoovqDtYiQX06v6Ah6ThMKnVfehLFEGEsYUVRGDKRASi6qam6Mzm7GXBZZ52AdfFyhzzJkDbVTC7VCguN5fXkVw/+k3vzlylCrtMG791UNipbIukcl5gI273d4uEXlXYh73GxuAtb6brhQPrUvwZsZZMTEAzEDjPnIctYUMg4mPEccuOoWA2Q7JRDIShwagPfUU8kGSTmicKPg4QAGCxZtIzrYfiDMoT1g8TqhAOWkDIuvUiKWZ0TgqQeioqepw90KQEJLIYS04II7WKPYDNJeINmEa6D6uPr3Pvtlxu7WUphLzlFV9Re6m3EZnovsAjrOP7KyEqNIpLBEPZ+bDzx/8u1+GgACJmQ1j4AAW0Ez7Xfbn3C62b+XlWW2P4UfiE85AkFu7hv0YvU3mLRRXthZfMXyp+muAwqAADiDgg7eQc3tX9i+318uXFuv1eRdDeKF9DvSzXDd6DKc285tvluvH1w32ydLe24mU5P5hzXDz4h3U64DVRQMs5q9Hm/u18g+5xAJnpTyL3hyK91vflwVUS3en4Td/nRD3cTGX1ptpbdLuJkxcnQysG/x+IZIQ0WEYnThW5OhJKCQOE2Ke17HhqwlBGTid0oJYhHLhd0/b7/ivf7oenb81/g+/+fDdN++/jd+8OTF/ONIcbVFcM60OU6DMoEjD7de7L+PS/8k/+If/4B/9+p8PevrVUzm5f4uZMz7iFOXL66cDaOvHsUy3DpVWp3JlRlhvu3op2R0eOfe+l22lOGoFOdN7gKGf0y9TPqfDow3acj5HqPVIbwOHKb0R96VVW96s9fL8br1umzzM+7GPoUlZX/pdV8bf3R+W07nLnAq+PwfITL7VzlheiMdUO9oRd8P3e770BY/vefrzt/tf5Pgff7f+2feP3z/auyl5fCyTDUnAD/HxjQCydBBY9PPe2C4vVqxVNyCuqK+7+cTVc48QrjXFaNpaNe0ccJ1CmW96nvimmNywDmW92a4f719y3Z+l1Z56nNZlXXI8cGDbX8eYAA+v6no/uI8NVTqLHfJl97jQ8/VqVsHBAvQdLr+19PyxhznkBK3nh7XgGMVnTpUhLrpVrsF08A7398t5E3pY7Ki+5OCUgKAApMAJQkfJeBZi48k7hEm5xU7Oarsq5ApHs7CzRJvmGCIE5pybAnED7x4CmFiEwEn4zLg7gWCXwcaH43wYSqcGh1A3CBBmoKipoNnwimjijuxDatcryavgkRGanJCY8Kw0DSXBLfgx/B7hApA4XQKMGG/UO0Eawo2wRPbXHiJy8659ClEHh0B6T9kFNBkJCVIUlgluRCWphlQGwRyWlBEOoaFJrg22r3r/apT5qpoZwAUGmYApuHkfZkIIgubqmiJNBBjhO4D5NLJjWQwbI6lHmKMfZ8oOuigYDrU8tYQS8X0xoWjcqqbD7ijm83naem+eIweLaRICuFNCd0Uiwb0RJhXLh0sbvseGro3zMsVqwRUTNShmrTdx9Firaui18gC34ZU8Ldy6WBIVcyY06uR5SgMlM5iWQbtEd/UoCCAEph1DFAVzVwRsIAStkiO7V8fg2t3F/MCjjXIO2oDdBguik5OaTk/JJt7r5WAuNmIWOSxEHtEzJqTograj6ejkh3nKgYAy4nGhELf2Srqyn07dV3NUZAwsYEADpSIhDWtNiGRY1nLyhViqHwLe2cQvR4Im/cjP+xCtmfbRO+EDwe+ToC8A6SHrnucpw/24z/b08Bb6xKqqUqeRjr4RT0H2u71vLi+bzG8e9em6c2z9egXgN7fXhuv71s3RYbttxN7KMfYlWTNd6GPoJ0q77bceqMQygHNMl+uI4YgcW/ATTj8fR07pXvfdbpeDDjFw2GUElqYI6IaIAACo7pmxITyC7KYxJsST5Mc6bCOfyvQ66BReq+IUyuPpW3r+zfW/+X/fYopvV/v3/+RXf/DN8uZ7oikGDhlm/rCHOQQcAEzm2BXN8Otds95//mf/n//Df/lPf3ePZT5TtHCnVevCp4k17TyV929l8lSy6OEU4Whd95Prrnsp4Nu+c1uFa5wmCJuhMURXUoD0w4OptmzJKS004eefap/fPOyqSxLYik79dJLN05vH+Zby4+m9yfzwFubh6F54ZssP57Q8f7XYiDxPW3ChVacTNjcolYnSXGBMa3ye6OHonNmH0vIH2H9I+Edu/9bj/KszvSmf41EyfdL+uV/vgFF8phUWPE3TLSyRavNFyOw4UYor+FGFWYbua7GX2pO0Y4cmwaKL1vdTf9aZ2+7SuL+OPdz966PxT0MfHJxoziZNXgagYef4EPrvRZUMpxScrDRrMfExCCOglLKelMABRz32ccAP7fV9WibqFHXKttfNHyKuz4OmvqtO6wSs06BUcH7u9jbjpcUcZAyWcZjnyoUAOskMfHAjFBngiNJjHT2q78hL4SGTBgR56GDB3w3+fo4fqq+ZJpUCkKzh4WECVZgSDJFE1qySUI9w0lDmODYKMaDbWQlCzIoeybo5ozcbDrtbFWsEVs2Y6gBnPhSywUBkpQwadgEafRdH3G2QilqX4bd037YqSdF2pxKi8TaFGLESBJp2AtZaJToLAvYcY1fVTgEaU8TBQr5waHIYn0kGaqab0ZnFAw7ngr2rKpk5IQCgVoiIQEAcGKmkwGCcdE3Gb/rr3zCde4wpx8bDiyWHnOscF8BBEBtCkBFd92bZirdd9uC2KSLnHF31lAzl3pt4b4g6QyHrTuoA4KNEefPUg/LwyDFsIAm8bqI9FAUGW1JIhdankDom9iK2s5cAA/edSLUDIs7oMyyMSPcsWBzUPEyHg4eebAHDMSEg8g4q4NhHE5941NHdcsUBMSU2izEIXgkik3k6eYp53ADcYA8sEgsah1Q4eJKxVDFy1W0RtVgiSA9GzUdwJWSPzQ8DgQIuAJzZ5pCXZD3RN+xP30EQmglSjIxujIRU0dR830fXUF0VqYjVF3793TBXFT3QRyDbpV9tEyHAGGn4ZZfNPBi8AnSAbwI0gcT63EZcl/NzfH7ZTetVMTD4K9+d3jbYtnlZ6uWLy9N4GLSdrm+oNoc3Lm17hsXqy1eL5Ichp1nPzivHN/fX8zQ9vVyK0HVscjThcRytpQn7fgD3fnlRec627TLelUsb+rSg1Rbh4tiqVyKtIimKOTg4IgXCFKNhKpwOenqapxnznMtE6xTfvCnv5eilzC8jJr9szvb8t5f/6j/XD4+/+PFx+YsPf/6r90/zmwA35iWGhxR/dejLqTyCxRLBTcV3hC9DG/Wf//If/l//6//urzZ7gFlPazpWOq1dURzsFSATjpljDgeg5/xocpT8BPXmaUkMI2wlZzt9tjHh60WFYyMP9vsH0DCmt7JYkod1v6Vxevh+xZtd8iN/amm8F++kj2H2zcFOed7klb+x9iXgybpaWxMyX64u0W+XVCPCprq2s/B1w4dT60fiCMfLXfEgjJe+nR4mGyqMhyR+yOEx9+99LHR6P5vTX/mo4DvYpj1z0PkaU1LQgncf4bxcbJe0vBoyqJ9yMS1zXGHXPNJRnjDQxKo6AdxfZT7p1/uo2p6Pa7vaT2ODr+O+Mr0odLkcR4BYi4MGmCfadEmL+UiYdhvQooe8iucYx+aZfOvaRpux+ZjoTS7XsaxWX41iXtm4l3KKw6g+RO0xMVzrkTAfUZv6y6T8MmAKl9cNKr4IRgo2Q6+GE/o+eiJTG4HFNZi3WOxQW7MNjWU2poCcMX9j/DiHeBNfmLpbwNl5gpBXys2eEni1mGIYNvHk7KWqzpGq9jWz+GNOFvSnKgejtlFLGAoasRGISAWsRiUSiGGwJngkHK4V0ILvHbYCIpjWkM0yRQhETIMxtOfhzXbymG1AOMoYHaphgrH7UVxHjBMKY3SRsB89UXbauq2OtXmLnQ87qp8KyBC+XcfXLbRPNJ81aZhn2yQigAnqMO3mhH0wdXBVcAd3ipQLp9mWlWjVBcL6kvM8uVs3wMEx9XGsDBApqUljxjSjjtJKKMgwp0w0jaZOwn14niDS0GQIsStYSKA2vI7GIuPrPSkrMEDFqLgNsgmMvJJBzD0N4G63kUmghZgV1KUhW55UIwhZ7mJeR+/SBcVbEwjR26DooD64RucgMTi1TILVhJwdm2rOccDt9xfcSFlMipCHm1JOgVCHEAp4hJOhlU2Id+c0B+r+88+GzoOEjzjYHRciFZw0DHVePEIxxCmoDw4saA42ULJrh/K9LpOHgHGKubgiB2BmpEomZp21A214/VkDBV36ja3WmMnbDuM+xqDbga4D/OgCeHyuY5pKB+gA3wG4QtwUQrBGl3u9L+TW9ccTvAu//bmPxOkmLXLw+tIovt19L3Duuj3q8sghfQ0le+Sm66SybZ7JnWP5Qv1Ts5dl1f31dl6GNseUc06vfV1ikpZCDNq1xWmzsvdC7djGNNHFxTHB3mDvzYWqOJHV3oDFxA1NTUB9ZjGX9wuBEkSXpoEB+bErP+YBQufy1HCeqrz+4//0s/bJUr0dqYh7zaec+O2Sg9E74nKe/07y76c8q2BIyADNU9s//eV/8X/5+//jl9+O04z7wFO7V0eyUsLjpMv0APC62ENY1dPpcaaqv7HthO2VTwvql+1uLBNonO1dnLs/PIXQ2xoiOjJ9AZhCRF3uJzv1PX2wZA5TCqWEu337UKkuy4lD1U64CR8mEyWo0k/32DvFVCTS0lKWeyj5vfNQnelhzBvmbxa77PPTvMSR89MS7eHI9BQzN13WmCaYThy3elkZKH+NYye9gGzVvgBsBnWFf24HWrx81ZjY7nFewC+8PHQfGMZ+DgZjFGxgm08wxdb26zmtGqdsXvfFj+t+OR3bMWp0pNLLEvdlZVTI0xH0nKhpLV0g8XKrAizejBCDBhVd0dvupMe2pXPfLxYz4mR1LFqavdq2ps+VnO16HLhMSHJ+dWIu3Zdztm1/zKmNPQyYCB8G1IW3S0unzNbPKbRhUE0ziyCelqI6p5DlTk6NPTcNC4796imaD0oFU3nMlBMX6e1xwjZiKmcI5xJPM2ehh2WSMeqSuUlCltGK4Cg8j1bncBqScmAZS20R5MX6kVF1CIOLmejNfEO/oV5MnxNf1G/Bf93kOcTPOD7ZkJnuXUKJsUtHdhB3rxyAULOVj82CjBoK3DodnlbKlhrQOmgYc/PqOlyVSDmBwECaElZW1qEjNNJyQgjTQq7XRsPk09GD4+Oj9spjt/sNu9gAUEfvwYEoMXFiYiICRFMsxVfu8xRqqD+HZo1EkYEiD+knp4o+DcMQYhE0ysbzna4lxaaDcCmAAFLdB1q/L0C48JO5xhxJ0JKw5JwahZLtYJsC955BSUvxRMjZGDSNVxGvIjfBRjRQmvBKIlFUYJpAQthI3EmSdQ4RMFMgUheNAEMVMWw4GNLoHe54b74jJg55lhB4lz7RijrMCRUEhjRC7dMcFFsfZVXgkAKhUQwwC+BDyUn3PfWzqEaYPCn1SAu3bfJYQEKgGXBTgTqTX4kw6Dgs5BgHj7jT4wf59i0H6+GRYjZE4GCj+jjYmBwiGCiSahge6xfWq2svxniP4SniZYoX9+b16wgbWDXD/LFd2l4rQARQAC4PHmkkN6NTik5muE57KC+3dSmZ7DXyqw5uJSuXY8qrbFgC3b8+36rDuNUadmkuGpUXPKSB3X5mtZn24+hN097rkHQ72ueDdAn3JhXgLuPWxpfRw+yvyWqPsISpjTcWrDbF6QRDDJXR2hiArMONDQ2JEMHcuQSGSilR0FOeInNKjKccBj8uUyxQC3b6//1nHz9evlFw/zJ/f3734/t3332D8BQf/sLph5i/yxxMhcJV5ZYiklalQy8//+V/8X/6B//w001g4v30kLA2nqjHwU4pZ/InKOGt+gBIj6jdUvIFqVc90/baaJ1wl6HaFcqAnPKte3ib7h2mAZUEYIogE56YjxICKU0p5xx9lhnvWsT9htjT+ZxhXRVtyKSt5Wj0XEKA/hFbG+Hl6fRCJ72Ne0Y44Fb0MUpLC81W296SQkXLX5MendMN6nWP2vl4HhrLdNjL6z2v8zPQpoITOMAXgFahK3zMcmbrnxQj9C8NE+VqooSCr4oxYK/mY/GLgdkDTpDqgyDSfeYt3NtIf13s5GGbUnRGj6vpOeWd5WTRTWNvW07xUo9gEcbYJHSMG2os3nEKpK3Z5NZVsT+DJQU8PkIXACTZFk0j4+OyumjwyMuoxi3Em2g/hZeGHLhiuHSOCDR8efi9TU1dGnOuZ8e7ImloJjEpVG0sPB41Q4BuVDjl45Z4enB54+HEvDBA4snES1mSModqAwUH+zhqjqn0hik00sRzQlo6tjDPm6PHMroj3nJKCKv2r3W8KFx7u6o/u3Q36Pu92Yva37T6yvyMvsbwxpWMwP3oDVKq96NRrN6SQycYY1wMcewDQTVwve++hkEM4jZbcjpSRILqA9jJAdhCIKlg1LthqKic3Xu2MfZhR93SU7KgdQ0PK7e7j0raFRBBzAVMkRTdhzaRnbShE5CTO5IwK1Dgabbp8XQmpBQzEwAeMoWooWQHjL5k1YPjNCSyzHw62sgh53wdDJMzkUA4Ie+jPwJ9RU/HUY0waPBU3U9m2wbRYRfh3BwBTEDb1ivNWe98ipBEw4TS1VYmDKJaplYRQ29xDYrQaYzY52xDIZH7YFBIjV2gYBjZo1o7hEJWjqGwMstu6L0HL4qCJQX2KTACEqkgta5kaw8tlZRxwIA52NFw5onx68vetlu70YTaW6ATzYPuBywIewWkyg29ABHsIUyOFnFxcEN6YsznJjdKLuv380JaFsgJU8aYGMDAGUGEyIZW9XaHz1/btkXvN9SQfbyo04b16D7IqYJmhtu2f62xOzwAFAhbiOO49MD12hbvMccTF8DbsW+7Rl55v8n5h0WOvKdqb/H5tlOZx4tldXr8wFfgE1mzQVwv+7LfK2feDojL9f61jmBBI7wdvvQKTc7Jx2GTQ+gOLSyFkyRBWDp96rXv8hPTfts+bbBbfWkOwVwNAAgBFM197N4IhqAJ+DCA6GTgEcjy4IB+djxHZBjScdv/x998/d3z0+NZGQM+he/O3//i7WNcY8krtDlNj+HNRAvz7FZiYLKqYYPx6V/91//Z3//H1+3tSpUd178dpfChMc2tYxpEGOpLSYCCJbf1qJ4Mo9Ata/T7BktQsmXiNeRT3TCG++2YQfYh64LXWIHeASg9ix/12pYzHHd3bF/GnMBMuGrBZT+aRn350vW4IUyp35UhdUmPI4z4WLhdp0qKb0bbw7TwfE/IlT+jEwFaathcTB0jLC/9QVrbISaSQHdkUmvvJn487P7xHvbtNFPJs8FMAF8EXhpsn+TZCSbxqgOLb+PmW7SawqdzGq0eCY8h3qn1G9S8FslHeVvGvN1PsIZwf5TQSscdtzcPojdNvkFdBPqifm3Xh+VcpWeKELvBzNWuY3PzXRj0vjd1Sm308ChLKDt/FkUvEB99NMnLZ6hy1WdGOcCW0Gt+k/UR+KlVxvR0v0soS8CndLQRsONwaNVVjCVCPsJNhLV36AgNDEeywGzTL3DH24bNbx7c58CaBgccRbW4p4FFiERPDZNJsogIp6rucOnOgLNp6dTh4IZ39nH0i3mVUSWINBtwoEn3NMbY79c+7tKuTS59//Uuf+3jp9ZfnbbRCFn0aMOFMYC3kNk9pxj1NvXQIp47CBOjkW5t9Ag6aCbrB6kbVAa04dGkkoMzjuLgSKFVEeZhYZg2BmI15MMJQQ4Asuvw0OjLIMa707W5MWICYvCoqojqAmgATY+9idytNQioyuaBS4F378J6rpcL8NB4Zg7i5BwWCgMw5HgcMZ3jUQkyTMMuCCe063XH4TZo8DDZ70il5I/Hvgx0iedkXXT4IIar6RxYQOcFBCcM6EDmuHCGo1OBvZI+Ra0xsJrQLsI2XUZZEAeBtfZ7wGuKuQElg7GHaAPNG4+4TLQkCt4d04JdjGdrAxhHIxHh5HpxUtk7K9XRRM0dQkQaFHzMlK6HduKc8mZtRk7hth/D00vioLQZJbLgoCBToHpQZqtKMlOvPCxalW2XCN49mg19Zc8avvnFePeOFxzlMQQiBERjBJOBUsfYIu1mQvJKXzb6+bNBPPJp7Tw2ZSJ4cT+Ed1ceoVPFiZP9um8D4ApwBTnJwLAsBed50mn9/HJYGZlmHj49RbL4sHT8m+ssW7iC/Kzu5eOnrcB2iWnRhk/sMiVcKNtM51ea5nYMnS3c1J904tBK779jvGhfpjReKhhWY4Q6wtiU56XZJzjIvzGIlR4F+WLTAvFF89upVKBADGSG7j7MOwFXQwRFxIiInjBYhtaAFkIPEKNRfutU7NPl+je/e/ih0DeR3i34Z998eFfC9B3M7zJ9aPg+wSQoSJ7onJgzdoHrGJff/Pof/Vf/+b+876/j6IT3NI0Pr/f9aUWZLK1FY9tf5seIIo+xlHZ+EZw1XzafH3uwiEEzLk23HM0trmnf2xsCNVuMCW1FiHQB8HA69oWfJrvGdU02chhXXb8htCnUfp2xhhaWCbBEcwDaadiNS/xEjETteZlG6hesuIH5p+2ecKtNJt6+yoh8B87V04h4aZhB7iVE8RHiv7E8/NnS++F//fP2dQm5uSHcX8bldb/Bfvy+LMjgdWnhwesoUDTAfgjHY66KOMJ9KCE2d8xQbLOlPsiXg49HvW/eTstNb7bP2zlxi/pA+aY5ruQjNOhTs7v6hOlSb0w+XG1wE9kL5Rpdh/X02ufIse0ONOTyeHN8gvXOteSj3flpTSJz7S9LDK+up0m+CJ+wQfKIspTUI78904WRxUZainEac7fBjpJh1v4iTX3XnhKh3uNrH8CZT3/nfPomhFiijr6OowWeJLQ5TkYpptpsADZ0UtgYYPhA6Q1aJDTM4ofDGCFkmFu6L4ytmxkrLMBLQJD8TYyrBQsswJXSbn4f/dXkv9vkb1g+N99TRDQyeAF7Vr6wj2GXGKCbqwU11tnDgE77xAixke6mKEVdVQwT8NAeHMUVZ/SOuWmg2KyBA1Tl4hhcoSbF4U4wMmECbjjTvcMdwoozTr5szGCbmXa4X6DtCJ0YsbMDoQ0wCaggaKTeB6BDIAvob2b78EDz4jyfThQ8jDmBh0qVXG4iIUjd3Sjo7i9oU/JbpVLAZEh28wn4XCDphmwsAccj9U4xKhkNpNi1iseE16uGbC2RRw8cu+0QnK3lc/BDODbVLL0nhuvlNotSZwSiiiDCg269YvMjozOOSErm6qMefG3klFm6pgRid2fu2ggCx4BqfMqIGAxdKEfDGBy5USIHYGi+ZE+mCfoSQ8/HsR2baevZukbPbZQVOscQklOMap1zANP7UOKRB8yZc1AIxGZp8ky0fDO+feLzSea3vBYlBkQXMlF3cGMG0s7EI/YKzx/Hyx1fjzi2mgDDkK2SjLFF71d/xWuyKdqvP49PAA0AAB4AXhjWsF3vMiWBME4LvDno2vf0iLCZdTWdREI8Mh8Kd08LzxvVhqHxft3jdqetWtrHT7aPnx7X28vgef06bpr8J5Zg+5bofH+ORO15HydUh1zrphW+bLvZ8zOnDyC3Yjkj6k1DmKkD4bulNLEcoJoguagpoCOCW2DtRgJaQTqjOhwaFt7urc4I1aHQQVVuf/3Xb6EcxEEDffPuxzdTju9LfjqVD8APD7E4zAFR1BJ3ADm8Dh8f/+Zf/g//+//24x78IeWMJRa+NXhIT7Va/0Tk0vXhXPrlmrLebTvk8g72e7/OPI4+GYzC5eb4ht085yBXJabN0QTvwerdXpTv9EuA+10+THerWy/eXvGQI0W0cXvApz6mXMoZp8mZdL2FwL2VD9Ew+70uLK368q2QAuUrTmeHmE7rMZ6uhfeW070fcAroKWSnPeTDklILr4dvDb/ebqPBuFZpMTzL89f9dbtvDADAAB2gAQhAq3b9xLy2oxWL5xB8bxvV50/bVtrXXS7Bxng57iGdbssr/PAATy/6dopUb5OeyzucN7eV21XklGS8vngZk/rGoQREphx47xaCuY4COPXWCXTArdXo/b5rzBKup0zXR/TDZC3x5UteoWnHdtu9ya31k4/XTu9SkpDUW+dUQyyO7ult1x4t02UghpOcaRoC2Xl3fDPzvsc872QC3Atax2lKi42e0u0qQUxizM7CcNoHB8YuBayBDTWMCgqaOFTrM7XhUwyAGg+jgt7MniLUwzgCOhPsObqAn2NTmCK0YSjjNsx0XAz+euvL5NtAQT8OPSsI46bmiZupJkrNMtmOuBvWwKAMCUeTbnV0N/7u/C7lwSma7IArUm8xypCGMjWKqXGbE9QBGNWbGUmezjWmyaFiiNFxmiiOkGI97ri7JJ9fqPeQvvwO+2AEvO42Rhh9wJVpQAiAYAoAEiFgyUzoCDEF5NlvL+nD90ywb1e0Ee+CoUeMSCUOsxadFE324KPxLsGx78bRaa+hQXPr2xgA247mMngERW0CnmOu0M/nFFPd3EnsbtTH2mmklCkdhw5Pej8oBqzQgpA7uMRMhyomZ222Os2FqE+Zx9rBhPdGUVhAJw3EG3Z3PyqrDCLuCQMG44atDh0xopobWREOUTgEyMyFKDC6+0iuSoNwCEvYymgUjq648JoXNgakvnkOagEpuwYEa6DBM0+kXENuLTpEpynkFJhT1G86P556ecI81BISu5nZQOk+Olg3NYQbNxM1emnaRKDj8AQ67grmR0SEQy7YQ5ib7nu/oP9+BvwR4HfxDSn8psJbtK09vPMAu3xU/aNAL4edCTHsBXuto83VsPsk8umQj8d6iiB7XObaz1UTXRZOMa/h+etaMo59LmnVDbFvOPF9/7hOfqsX3Z7vinB8nbrahFN+23Gd0O6Yn/h8OQLhS5CXCOKkbbSSWxOKkbuIsYv78DG4XoYCeR/gqC5jG4LULocmli8yTmmoPNrHv+K/um1ze1hY1rSsMGDmuCV+cM+ZySHEmEApRzObCJGh3l/++rd////8//qNjHY3WDxYo97WyUa7xzjFc2vCS9ZKtK52JeSycn7u50kCDiUe0XfA4xGhAgY6bm0sWHUQcSv0dufE/pDiGxKAVPWyh0AT3Qe83TNMNsfS6x7h7Vp88D7H8ZlUv8IX3SzFUaej58X35xrTlW5BecwpSe88gTY59DYNHCGv6wTeYsyVDrfVt9LbAOhlxvlef9vlb55L2EyO1j9pMJiv4dzBASaYACAAGAB3zLpBWKYnXk9JU3qMSbGc6NilFlvsuKenx1xlfwiPfh/5fn5obTeenvl+/Gx3At0HlhW/vHp5WvkeW3Cj3tBi6NfGE8vt6qHM+6UdEiLyoeeHwrXqXCa5+zXcprjecD4l3p/1nA13SuV+ilGDLKpD7ieq7vndOsJ4KFwXCY7ABP0KjwV2KYm638M++nmi2sYyQxv2/jFafTIIzDqGTch9+13o//Q2Ht4svCQeKUY6OXOZpg4Dojo9qKFT2NwYvQvnpHVcpvhsEghH9NePz19Q69erum33RoA3HKH1SyC4tpbperRrkN9I+xfQ/hWO/6GpreFVIC2RwJ6W3CM0paVEUfEYVYanJK6saoxpKEyuRx8Rex0clekP8+O3NqNfjCeA+6A1NKFMrrjZMcbKdDQ/61BEpEQjyn5fkQ7wWLweFrY9AYBZjqvgSFcc+1auH+XpIcxBMTB5og5IUYL0ziDkEinA2HQc1O8INbpBDpmNHjJYnTLwvOBSDKVvzft4SM4QYhrFQGVEQpg5hlRDYgIucV0sl+JE4Do05joChDb2TYNigKNroPW473IER7QnnENQe/bEextquQQE9IguA9YwCUoABuOA5cSdufUEV613DcJt2ANm0mSPEa6kKS4cu0A00gSp8CTWV5iBD5XAEZjmEMfAMDQNFArJKM4wtUAdORJIBBwJ1JcwxfWm22jdnoVKDOjXe13AcE0JOR5MAbgndyBxzMYIWjWaUGDOTgAaEe7VJ+DyQd8+cTQIMZCxASFEU1OLWn3cqP3M2932L/n5J7x8DM8VNJigRqeYlJCQuSs4BOtmmQj+q998RfjXq+DzeG4A3wVqEe8kCG4P5ZHTPq0fDrwFOo/52sP0PW4vYZtm6WCRCk7td8f7oni5JbjOsB/6adqvL7dpOrV2JGDpNNH6EEcajfCYX+73YrFsJWMLiEc4rDrQMYcx2phDhdrWadeWXm4g4P1oc4bRkfEAbTkYqImPrn5rHlhcrCRlUQcqAfsgZm3q70sBmU8v/7z+d1/yG3oza435/MYQTo8p4PjOA2c6MTwmNlDLafKRUhzoW9u//vxf/t/+s3/yNd/3+zQt4xhjPb15fADWt77KQWt8m33rjefjl251Rdjumx2Pfv8yMiHCEXD6Fjx8IZ1jFnh4mmi0PCf2bd/pZYUoUGFESgBTZG5H74Pi0j6RJS6vUZdv35cPenp48827NwPgzcz2CzrHU/X7ftAS+wbLKczd1PfFppeW31HfP22Tt3NMnBMLvYxWulzr5ayBoW0k00EB9vmr9/v98sqf/vZG4Mu/kvrx5fLz9XrI1WAHuMPxHYADRAZBaKdcX7UIRdb3C/kCiZKjNmHDazijXV+rDD/GhVMbAgdOjyPGRzj3U4gxDQ9bO3rG4zCSPDxjmrI22HV6iiqHM/FxuenZSxvVJGNr3VKB19vFC6HONfuSpKs/JLjeoaxNvkKYexG4j1cY21UDx3HZYlx76o9H9BNhNDm9y7eLvz8JdcZcT4W2PZwLeT3lHHEXLK8QAtIUqQyd4vG7l9dnyC+1Ykg+I4pzCsUdMwMNTvGO0gPf15iHaAx7ayvTeT8C4p35DcC3D6fYO6zzAZROpQFkDbdkrfW/WRLs/TPS/7i1nwMN6V8HeIZPW705vbbhU75K29D27LehNYQ2pGFU6ZEAwDKgFEwdcc7l8FJojG49xlLefirpRLCTpzxa1Yg7kQKkxbzdW0LYYiAlIMsJmJYRWnbsN0/gN+kGjWbyD7as2X2PrQ3kQgdve2aBOEAjjcO8FTcXCDECdFJFq6aNOA0gILdpgW/ejpWbIt2rj3sJAQeOKBgorpmFx+jzNHVzlmOgt9EH6BjbUeXYutHBDsTOy7wrxZGQLTPxElH2fcIQYnevsQ7rgryGrfOEqL2RDenOw40GizspicaJXW4dBR1740RHPxBKgO3eIo24Kz5YMmw3K+BKFF1tDF0w39GCPjEBwxqiWMgFEM2XPDEIhlDhvksm9w5AwndvnEofz683QNI+KNtc1Js9hHAAnkQQuSeCw6W0CQEjubsPIAaOBUURV8nANOm7p/D4Z2N9TDFiTMihI72Kou8OPephYKzqPXjr+XLlf/4TvjYNGA2VWe4WlbgPvknNpAoQHOP/n6f/6NltTdIzsTCPW+Y1n9l7n33ynPRZWYZV1awi2UIDTahbDbmWIAP0XD9AE/0jTXsgEBIgqSECLVGkKJoiiyyfVZWZx27zudcs99gIDbJS0zVcg3jiviPivvR5274qJQEYgIHhzti3DNDYIo+SZlIfOUoqZTJ33citeSXgl5fkv0vHBazRMAv5lIQeH+rmw3LmNrzq4u4S7tO85o8RWIWGimddTzpE21YN6nm3RoAdydwW63O0qW8DdduWhoA18kpRtriiDCFom459WDIJghZTyNRKwOQFsjRvWixFDWipzQhrS3VGXVIWY9ac505ftr/6RXc4ffJd3+bR7weUT25vbiweww6CRIHJIIgIUtRajUOtscjL+//w3/2Tf/Ztd2J/HB0orSV0Bbe4mRWjXdBnWZ9lOHQhK/0C7cAVDzs0Ep194y4rV9KYUmxOu1rf1emgT5fq+52NMbZh56qfeOi4z6bRHUDieN1iWbXIiXl/oFTf9m8Od93bn/zg1X/66va/3N//lsv7bfRmzZXNDg4JCcDBQqc20GwmzXcUt2KG8ZBmaltL61Jl2StH1X1zmUxPZUxsu9Fu1u7M7eENBzh+Ojw/nbf2mClJpUgQAY4ADuAB4AWgNrCLn1/KYPAkrZaDmvs7v7NolGRPLaeLzLGVs/PnuVCwj/tuXHUiooyt8853mRGs0DZztUMrQtjlFmC1bLjFNBeKptOlzMaZJBsZzbxU1ZZlSaYzLdnsaO+8UNA+VIvDqMtKPbl6sd5nTe0lv9P0DlRsqNjC6uItuotY8qbVPIyhTYxDsHFoho9DqhWIry215BvFwAagkDLa8vE55o3neg1uJ1JbYnaYa0tEOyi9mmdMSc1SW6mweLugoHUXaJ7dHtQ3ys7mZsR2/bKwcmmFhFddXcVsFK/bB7BZ2n3XjSKqFixvOcbgFpGJzKllQ64JUUO1LKoQDIBG4C0JsFkda9Uc7FBKcbQ2cDwCcLK/y8ecV6lSpRQn3G8lCAXhEhGAqBB1BlsFlgJRCKnNshF7ltUO1lJTJ9LoqS5PmzLLWl1dysOFyqrgoCKma9sebb62vMH2UZYLaiZDQM4YQxhdMFSbWmwQbLGumoI6WM9KbiBurpYWstaAnTOquTPehKFJCS7Qqht6bcb2pNk6YAQ1HFmpunUAG1Wgtkauz9wIsbSuVmmI2mJTS9vcVMrGOwc0s6RaCmpVV9W21RgwoFXltjNatQffNWxkmFEpG6OFZwJEUwzzr7AAhrJoM6pZVsecNWVxlMWQ7QxhE0NI29LUe10zCNTctBy9X+WSComk5+pD15CErWOXHexQV3Rs0a2JR+BspQr52rh4hFUacwHyoMUkV6B0JAvMtNsV2IH3AGSk3FgVYNtaKWIoQi2Un3Fe5Kuv4fHbtK0GBRMqZgEslCC5lCBEUWUUaaV+tWwFwCAiwNzguZYTQbFlYXEVOFsxbTzs0ezWc1s6IxPywRKKPaX3OsspTbe+VS2dpsBGyLDG9Rxd3S8fjvsgHfFifYzwsc6C6RoIb3bGQIddkLjF6ut4vaqbxzRH3CzWHEXxcgCIbTmUGPNlwDEB7YwTZPEW81ZIUGQmQNC1cQWotVYWp1SNA6WMtu9EayFr8Gd/MX14fvPq1Ty7wyvXYT70rYdOQmC5TXRDAlXBUMiVicVpbTSdvvj5/+Of/OX2GE+3nDvoDV/2UDdJEAmPKBZJ0O8ItxRzmcTaskVbU2rJyipL9iCDemkm89qKC53Yc9sHKrWwhmJi2RipzFe5rrgnBFhmt8f9SrVtYOBx6/Yj2uJ/+Pr43e72Bz/97vd/8uM/+M5v/sPvuL6O9xb0YqkT1bVOFFvWxYmD9mHuNU0sawFYJLIBm+ypileZCpmark9aObdlWUiaLN8uc6g8x+V75ua6crmYSYqVvwNGIkADOAAQwBzizUVeXpZRJOHK3EcZ1HnGQ639zoap1eDk8kSDjc59krXcdGNEvdnRlApXqaZlaNbltSbf6cWp2dYVa6xNNERcddPJdba1l9iLkeetKK6lDUseNPHL5WrpMiOamgRIRzslSiVvoleZKTrBiqlfq73WK1eNYAarz60NrkjBhq3FaTVaS0xmqklXGckYycEA+yLNWosJAru0nIrY3hq7N75Y3ZG7sQ3E9Ya9tgZMLLti0DZQdKRSWiclY93IPWubVsqktao1hRLM6IxtFm3uitGhOhQg9TbKes7wFLdfin3kdt1qDK4UKQilpSG51UJQJhGO4lG1qBANKM52Aq1vlRmgxCuZBMUJNNo4e2s+uRWHYsB5Q5gKlSi1lQSA2gSHjkS3gkCtmdBGUtwKM+ecgaksGbGyFDBFEAbbYkXP9eLwOukVi2SqorWZVPN1gviCUaCeNM4gZ4NR86JasEyEFbbJxSfgDoIw6gqVmKiyYQGlhtmiLdY4R1yRq3bo0lRASTdByS2BsZQMwU6m3lZTPbgNS+dQCI0zqZHmWGxYcxw6itkp9Jl9ZwyMu1So1WNSC4bAWIqoxFyFxRdqElMKyiHEOmTXircZ1FFBD04FGYBbrlREsgXTsAI042ts0Qe2kNiTs1mgFpGaqxjvKSqA1xoNgGupTNW0tS3AboBSwDmRpVZTgoNMZse5ZsIbbhO0GMUrRAlRIoXBUYmWewcF2i7Y21fl+Dbcf5JvbnDP0AyxsA2AwBJznJ1e2vOVH742v/y5/+M/4vfnbHxgqRsgx7Iyq0Aym67W4ikBtprFvqzT+5ftI0BQRcAdIACEAqyoqSwcBOaU85LWQadira5b8bSWaC8e2Nx2bnuFo9HtuhttC3KzouF7Vx8tK36jo8y5tZDz9qXE6N3ATTBfTu+ey0blUpRhDC67E6AUfGk7SXnVQb1lNc9NBuNPLII4tUfN61TPta21ToXQQp5qDVDnqlVBoSVsAOWx5iIxSXS4rCULA3z4xbf/4Y/fvh0WLvvDyAX6/tb1nyYOg+nFDh1ToZ0hFU2GW1O+tpjzyy//7P/+1UMxswRzlZzqtnWNttJSCOeJ/T222uVlu9ntEjU6uHWh4LLtwxxjdjAZ3mkWGe3CZfRW1FCorqvZRLOaeJe8dYorhNDtTwS0AsAVZhCuPhbnK76VhXgY/dxqu/FbE+nG/u3d5/2nf/jJzd3Gn3Y0PIOtwaWsWNZq6lKGg6YZOatYl8B0Oeuzw67howprzRE49FRDGhpM8LD6cUvzh2c9x4effThuvMWoAOnXWLhngPBrYAB/sB9fis1lucyG5GV9aZw8dWBhP5jU2tGZl8XsX7MYV2AZB1gNDUxzjEMYtkZlFSDXQDF1Kcu9tM1lixUzmT4SuAhlT7EW6vs2P+FdDymPslzQ5mtth9t+yd859Kp+MKlSRneQXRjLqK+JLgwWcZJWoUG8rPWlx5Kj3Hk4rb0G1rLH7uA9KnTB2XnNnb1KxUZZWBNZI9sWuePa2B64GvLeKGtINRpKDZuTJeqjyBXhucrFsMtcDElVBha1u4IGypplC+26lqoSMzhu7JAqC2J31dyVlKAxr60mAIH8vhHYtUWttqWMCOpEwPjrruZKZ4daYKOSKhYR0oxZIxaNFhrVpMDGUOmExBjeTHak2+v2yvhacavUyCq2DiQBEhjTMaSoLlBQshaclhVKdaFmR7YRSmVU0Q2wKdUMs6CDiqg7oDTSy1fh8QniBcsKzZqUKYu0K8Sq64pLqpeJtkWWqa1LvXxkBJhsCSt19zgGa0g6yH01xNmAIQOCxsuGaIKroIrFCpygzVASWhGMRRQJkrNz6VGKFovYKrJTjaBdkQLCabBh2SqQIjWFJUGFbQYn0CYGEG4ZtRESgzSsnYLtzNZMLfGcHC6tYt1tzoRCDCvWCrWuCAiqiB20LBYVVLsKoF5X6RltrgpN2SiVSqZpKayd0caVa2t1ztQ0NktdAzC9CbhkVgMEtSIZpBW96VouwpxFpaqwmtUPtsxtHexogQzdjR12GEZ6e59+8EN2XsiCEQTUVqjGul4xTvrwzJe/0b/5BfzygS5zXV/o6XG+Zh63jToZRJoKSk+85dL3JnbOGW3o/nidGsAMsIJuoEeABWEuWovekGYOS9fJSqcFSzq73FNXdQldb69E5pmtMc8f53C4llXs+qTwfnkssltTgX6lLYSwaG3Fbei0TrWHqeb9zZjLZaGiBeJ0NWtnda256HVGRV7L9aHQpqlush3VLs11SJdSm8SqWFrz2JYsnnSrbe+L0dwkidSPMVW5btva+fqSts4kCyX/yd84dfPx0Fm/UeTP9m53MLYw4ySAGlIzwVAuRqEiSJPkqT39/C//4v/1vK5xOwJ89LwP/PZ1mXS37zHKLT3M18zthM6cz5eQ8laKrfUiJl+3fqAx6D7pxJVU82h64gLUuVm3hE40UzbPN3aMyjvvU6QVhY4ANkAqL/lxEbjMDb9O/bQ9xdPzlk4v1zVj0tSsDXe7m2Ec3tzvdMfjgibc7gOG2pno22W7uGI2kdYB70xqzrVuqdE2v1QLIk7mNnf7CvNBDmZHy1pF3U15ZNza4+PjseamEAEqwALwCuAFwPxKCritv9SvfnmJ1/L87slZLLNdsXKhuXSGw4cXUWu2hdCyxS5XOphthtWrYHy03SVvK8BWF1PMFkw8b1tvwnwZZM9ydnkS1/tlkiqaSxp28fxMkGa0/nxqTuhlYlOWrVDngQ7MXuzDMXbbWIZV/Fg1lXA3rJhza2LJzEI2mOeN72+bw76YIpCusRqUS7Jjz2vruSVDfiliFKJYou2yZS+oYJudWgVxEhivWS3kNboOao1bkQ/WveT6ZOk5pa+9+4bLNwQfmVIG31FNVYbQUNbeTWgky0qaS2kHy1GDg5aVTSsqz4B2x6XaMlpIaiwgsjIglFAgGbG5oIFYjAJthJqxWttnUS+YyFmLTQtyNKE2qMFyREMHTzsHjhhay8U0WJNKM2tXJDcS17bChXNVlgKGsEpFAlecAnWG0SlVJa3BgkuVG14W00DvM5WdPH2w85XeX+r5nWkZtsVy0bpAm2u98HZq1w98+cAPzzjPOG1YH21JYiIJ1mypJU9GWgkWTQd9a77Qrso25VayeZE6ypBbgXDO8WkRRIArbVAOxS6v7/vBqKqAlK1oKCEiWbOnxkyAYgBqbTbbEhMn0C2FUipHBHIiaLXOrVLzcWttyUywWDQq2moUc/Ilb8Raa2InhnxJlaqRtto65CykaDbL3rREIFmKAxthyVUbOrNZllxN0VJbzHXLGXcdGobWFAxrcQ1D76xibNz3OwRQV8sKWgS8qw6bmsTYQQFj7TGZoQPPrr/Rz2/l1U05DHTDdLyDbo9iWtskbm2NLia6LHD9QH+58umM20OMi58BFwkDliely+xmbZZ4KxVL37u2Jo5RWjut2zuBEQAAPIBjaB7AwgHgzeiN2WZcP+3o1jc6trpgicsQpaU67wLPm3ZZTxV0p3FHJ960l8uxpaproednGBJOmz2Mw21vWsmmjEi8GyA/J+C74+i7Xb1M61RfztnBKpk7GwsOQl1ta0JRWd7hNvD1XS2OQNua4Eo1vaQFOV1rRJ4vG2bKJS9TK4BbjSuHtMTiuVWtbXqs3/xCPukPNr9UpQObcNv1zrvvMN3tnCPi3nspZJxIEwDHaGJ6+fDX//Hnj9Obmx65i4dqF21p290gbtPAJnV3CYx3JrbqyCwBDrHUlG8c4gZJ4/kKEuYOMafF8TZPbexiXroAC2hLi3FiHpbLwXOucYfX2IQqgNBk56P1gNnWs56en/LD9HT+29PHP/348NePD3/7YfmQr5MkuRm/H4bvvR7e7L77SjXuJiq+4LqSEZhVR3t1y3JNyQ7patS6GB0WJ8bLVYI9XLeSCGnZytRky/r+gb6eT3GbJvrrFRKAB7AAB4AZ4B5gA1gBxswsHBZ4+GoBFZ2i20W/0kKlUUyp7kbKMY97gMJiJ8hcshml35JDE+Tcdzf7fLEF0yD2Zbl1zi7netyLuUD22nu/XXJvkOem05Jm51zKka+13Hq/YR1SyqW4XW4IVXkDYw5bO5fUUue4XbXjtW2MEH1XdJPOJoC637e4cIrRBqHcjYbn0jpZk6qrLL4zbG+MiySWIeGNc91GnpyxmycspW5bNh3HZbN9XyGJMZsVn7J6OqZ5Z+Czdeqadto6oOSZBbtdR6l4521KnQGWSNdota5LbqOvc8bOcqlOFNjwnGLQFqPZD5vRbFWZgjJ507WWjMFW1WFB7QG1N1ha3vV9ER601ApWWVrRrJYoqR+9Kca83kEHBix6Y9VZYxJxHDe3IqaardGG2YgtGfZNxYgx1KqtUnkpFcSJaam4UoSdI4PJ1sezyYMS2S3UVRjULqwf/pzjik/v/dMDffPev/9S5yezZvzqBNOjrVe6nvypYYmkFcC6WjJaiE3IlARGSPbEIE26vi+OzNOR+qXmvX9Tc8k97vXruZWwuIrPPXQfT08vGhCwInvnNoigneAKoyaMZJk1W7imuJcu74yp7YXIN6+rsENcG+9w7/3q/M4iNPJeTYWU1BmJkpzRVqrxFlcFaYAm2Q0Qc14HEMmga2qFxWCJkkqk2RYKglJSg5KlN9uWC7U5G/ZG1hcpzXq0GBuWWIBKUbKd7VJaLCOuXEGxQebkAlomT4zKoKg4qlXev257S8bL4LB3MNwLNkLG0RthSguvFzh/pId39iHqyy/txxdYcv/1Y2sv2kpbwThjwEotIUHpCckSIigD8lzrXz8uzwD8K30PkBsYAZ+hOT5XuU52mH2dK9/1dfOvd7Y7+tOy3e6Erxeba3Jk22HU+nB9GrqiOh/P625OcgVjRz9b2upUsjuR7/HAXZVLluVVvUEbttNTeX64uTNGS2sPay52m1MSjeeGOYkLLa/i/LzNefVYpL0kuZbtfJVaW5pz6VmwIJsNy5pp4/qyxJkppm1jf0VttW3rV1+sO2uDPmxGS1Ptxl3r7cG6brSjAgdroRG52TYw1hpQhdzW03/8o4dVMM9yJOYTr9JkkvUUFd2WUW2h89yAw9qudd6v/O5ZGcvDuxONLa9+7MbW7i653e5GXmzvZTonMTNSWFO52dWt1YO/KzlalaqcvDcDAMCQeUERmYvtOX+tsE/X6/oM33zv1fjefvad+7srba+GMZVwd/jeKcbqvdl20/0qZwJTR0OZZEux3/Zby256mcTvRwnSZgupNmeKzZKfDY7tGqv7iGzb9W9SLTO/S2HLvwIFe4AF4ASQARrACMAAt8F7KWYTY3F5P/MPXLu+Rm/6upt1UPoIuDv4rNoOPdQiaFdddHFkJK3XYFx255T34bjZpS83YssWfFeXa8Kd7SnOeLDLusnVGGuKLT7JxcNtwRknfzFbfy0QQonPfndn+RHBukMn716277z25zXy0ULxWZdbP2zLZTwca7EkV4miDkyDUsgiFkZPdptj6BQVBTNIt+LaCxHZPU9LDuSjtipBtdpaZOxgXtj4mtJqPGEbi2bvaM0P3c5taba9g1YBxTYprRmYY0qDtTEuIYBEtl69QLM0MExr7btWo/VWBVhbdGZf2taFUlOntBIGhImlpVqcbSkie5bqiBSKJo/GuK1dBzesyXQuaQK2qM3mli3JPKfRwfqdEb96coJFccwwYbg1mNbWdxLFci0dmIWjR3NpwJRLAUsI1lSoPUkuzBbWCn7RVjJ6wzeH5IrPWOr77uzqdaG7E9Bb/rO/wXFXPNlDL99+bXYCTnB+EfyOUOo+PrdptqcSRdCVEgiXhpY1I1uIKlAUDVtTqvRct/sZsjf+tL0czDGnl9lfynWa+UfeH7Rds+x2vBRhSiXZpoa1biph21bio8KJoK8lb7C+xe4p5x7uFFbhwUBdhYOxq1zzPDpzcdQPlJbMvuu9TUpj4sVgl1sE7SjX1nFXacHmZe/oKsYFTAmcS7gqsgtVV6phX2RCQ5pFs6zB+pdcXx/MskWLAUGaMtlgciaEtooJ1VqXU2I7kFSPZjXMCROSM1iVkArbHnjAcV/1Lhz2sQ/0+jZ/50i70QTXtBGiYrM5tW1zH1/oMsk3X/C3z5sz5sPTebiFp6dMOsZcgMBqQy6l8WLnAGGNVQw7WYv8PEcPUAEKwCuAJwBTYESYsR0MQ95ycq7h+bLtiBOYvKQ7E66d3ja7JY7PbXUn7iVMu7jGfh4XL03LwTS8L5V66s71g2yoO3RzvN58HuKEscdOthh6X+2H87IPhmDfUibvar04GxZdu3ytdcT8UtpQnXUtZbvrtzLz5S3dVUxg6JQoYeyLRui4pcWVwbU1CvsiMS4tjJfn9Yv3u1fg9/vTUuLt6EcEftNIrZZqe0daW2cIoPaV2Ak1BKN6/uav3r1LUPgplJv5UEbyE+jB6wipGneZzxNaDNeXam/SYfUnXg+mz9AOuzFXZ3iuK0KvB6FTpL0Ny1JZN6n30uMx56WkgW6bLGwqxth2haTSHmBZF7PiZXHQxndfSIvx8lXML6uf/btJ24nfzysWvWQ99l4E7/r90Xrey5E9CMGhLQURWhJb9XLT2Sy0uxnkajfqHIy4GOO6l1nHgynTGd5dm17Lz6YbVHmQuOUXhQtA/dXaD8AA8ArgHkAAAkHyksd+g5T++iWXaZvOMV9VXlZsxrYMZZmWNcB5M4vIEwRTZCP0bVyCr53Wc35UirXO3EkKMedSM1aTket5O58pL9dJC8J+jr4Zui67irZtoF1nt37R0nNKE4IuddXNzl27zhhf3cOy5BHIN2xYe+9XL50b17K1fK3JJa4mts2QK1BopbIV0/d3HRZbmDW1GZqlcC3canxajgK5rSUpBCLEtjM4JQyhiqJwJilV3xld13jBmrb1l2RyK1fhCSFuwColl6DmeY6Xhg3ikowqh6xmYGwNe99EmExhaszqSFWz9SK6A+dRe4ALKGxaCUsD8Z2aYpVWSUUcsDTQ4jnEpiYUylzRS7NJgGtJan2ARsH9YI8EFxRD5WXfOmwnsdDH2tjvhZBXEUO+NBhsAeMpEKkWag5Caw1NqRasQVVoRiXX+t17fzvKPmuhtKw6L/QXX9E3P4f3j+2P/sx8+5fyJ78wX134i4/88Ev+cCVutJ3r9mLWGTal3DSybcaxVUNGKzYhFtrtbNOWjS1LEy22SaC03wdv17476HY8HHY+vKvlI4EOdqnIKAV6KY1ZC1sHkjtFlRPISFjF8q2rV1mcIbUru87AUrDVlnPbVI2YBaBvkjcIJhBioYEjZJutQDQQdjpzD1wycBma6+iloWmxbMWGWi5WO4dSI2lncY3QKF9LqVAr2kgwIFwk9Q4agjNaW4utcKIVm3GYELhmTE6oMUKU1A9UZ9wrijRFzRQ0gOt8Htj+zpv8gzf83bt8e6BhwDA2a9BZULTCdRE7nWE9l3cfdWkgTa6XWsg9z7SxLdy8E9SCTYmaMZvHPknxYCxk6K5SflZKD2AAAsAEkAEKQqfACeIlJyevdu4Z7BIwK+Qd9ho++Lb7YCpwuVFAE/oA666/bep8tITMtrsH4fbABuZbeOVt7zsTMwSnlxe20tL8ME9uLJfUTjc2trwgwOgJ6uahXLV0gqlULrHJUG2xRbFGX7aTPBCt38x/VvLj+Xw5x2dTtiuKo3PCZZC1tIvAc4v5up7N3/7FV//2n3Wx0HFYtvMSws1rf9ztrXfe3GTqPZFQT1gRaoXKAAWA1KVaP/7yy5d0QNMP2137mjUySMhPlS/EU72kXVrsYGtZtvqLHMFZokRrZYgrUOF2lcxgZwR0zWvj1XOuSgkeYC0F8hZbls20tER/dX3dHKAhD+C+qE+SQ16fdOU7obPBA5QZeC8l50lOdz4mkt0YlsT7sQZ3z/1P7w4/zfaIXui5SFviibfTKqAfzy+7wOvzuVL0SbBMrsq6GOPsdF3MRm3y6zfr5W/Pp0etX5wuCRSgB1gABOAC8KufcgJwAL2CeDd6ZTHbLEvxpxdFatd8NFkuDTJ4Ow4b29HLMy1++3ASQENRltK2mks6mk6h5j64tSmqacDDU4vO6UtxavLasC9bJATT5to5SSVP10Tu/DBjdqJz5WmBtPLWjIfjZI+3brikYICq0S0XB1BblTXOhSxg0WztPIIt1nRpyp56dZnCgK3FRRBduTYoPpW5zN7nOluUec24FUTxouxZInPb0kPkLE0jRdlsg7k9U02bLo0kl2uEa1zOU11YY2pNeWnFE7OrLVq2aoqmwZckpFIhG6YKFbI2RKpgRUoRqBw158oV5T6hkPZVLRHkTTIvBD47KwVz6xB1y7WB1ywTboglNghsliJIFUiJswYhBk96NfvDSk1sJ60VI6Zi4kxiidbSgNsWbdVKC6xGkFwzqmSUGJesImAbrV6luD9/3/70l+nrc5urnQa9tBZFnz7EYaC+la+LPH2J12c+X9rXqT0v9ouv9fm5xj72u3oArQquEvvqjWlM7JIXTWiu19pAMOXOMzQeERKaXGQ21gK4PuQCMa+bPEs5VchFrobLCORC1JzX9OxBlVLLPrW18GZgvaaiNWnLDNXp0ohtrI4Ia0XZRkGptTBqXZlVCK5FJNfcVldY6uUpB9eq7UpVn12a1IMkYGFKq08ImnJu1BuQVPtsBBwS1GYHizeHo7jqK86b7Axeq/NUvZpmy44obbDDmpaGXmmGYkGIzo+bdTEmDWIZrWXUcV92QwhjfnOHr0wJe/u6h7s30neqrlaAbcrXZ14+1vOEf/sVvnuBmKFsNXocazZSaRNEiJEMlhkF/w6mGJFAMLMXbe+v7QXgEYAAOgAF+IyAFYJlIFgAKOpTLQePcoLZ6pzOaweHyg+ai9qJVaDOjqXXKdaUMbSFTuvhcuUQvV3dn8YPf/k0zvOc1m7Z5q0PCERkaBgJTgX4WR6vSWLb6rqVlaKU9HJYY7k87tt8ul4bnTRLgox5fZlOxxDm9dqxWZYpa2n5tMi0g+lc1sD1YwRZi85l/vhF+9O/+Nn/5Z/xZWlvBMjpcHN7b3qwjZJDTmJHeyhiDZgmXBQMRlXjGaoQxpevvz7t8dq7TLrV71/MMJt2knGzdc1rkDPRVr+5ajvj8uZGlvhhKkUEop7sUrdr64DXdbEGm9BU1lpn6KS7bdvuwkjo1fRR4EzZGNnlNfHzXpIxANubYZ+mbVK66hrj28/oKVPIlD9KOfj7wO+vl++9mZdVxzHUCeo4HZWettPtAdp52Po8XOM8Xsd2u17zTW+kgFHrH+U8Sr9B2ef8tUinLsr88ZG4+W+Fenr4q4/nChGAATYAA/AagAHOAHcAG8AdADt4dbcH7OxZxrfw8u76vd+6f5mb795fvceliBbbrfcX+2TJLRmsYa3pqv6QcOKNZfQuWh5cWqM4mBO6rp6I8XK9HMzulOyrNU1uT/OUuQtuhtWvnTtM+hJMSHnO5G5A17y+dgfWh7yGYK55vHdubYU8s8VrLqODWM3YrbnJLnTLmom3APys5q1L5zUPvJ0v1R3I13W2NyOul9xurJ7W0Fkd2XrbrHVZVl21qAveNsN3LoJigesOzUW4AyeGHMTSKIMEbJW5p3WWGozkRmw7KH7DpUO/gjm4dc54pNrINrK25WaabXbVNBBl47BdUG+bSSSSeB2IZsWeMVcHFqx2ldRJKgSOWmwYaGnqMviBWlbTUZub9pYqeVZW0Nr5ljUW7nV6cNw3akVvUZtKtsAisRKzVIEwVGmaPLHllhtDTcY4thBRmtpF4VB9dTGtniPwaKwCn4w/mjMk7LuHp9aIXWG8zZCJffElHG/yS2XUNNT+UoAYHbZstIt2cbllZhfmAl7YHcnMY3YTNtv3SypAWbmrDLuiz67dgP8iL2r6UM1qS9eMc0RrRQSoIe2ZJW8X06DlnkqpKE77XjRC8VEaTGB2yEuou8YLoguuJGHHWoHYmFzZIkh8sO4W7AxR2BxlScCcW4RkAFk26dQW2KrF0jt8ARwY5qbCWCEbBgJUI2sydH3p0F1bJUf1KvsbwexiyCHZUjV0sKAbOqlNGzbeUA0MXWgzcNeKNVDF7npJGG4P209+hMOu9A5vvO5fqRUkAsd2E4nZ160Vax5mWq4FyZW1FuzgRaNz0mrxdqel+pgKGlW1WBuQEpWVjWtpS+XL7cIAOwAEeA8wAJwFDMBXjfbSPgJ0DUZpzwlHs1xeZPDDQ6ivXKcpfqR11IKH/i1O7x5hufG7c3vozNEs7zK+nrv2XuYf+u7lct2sy/ze0X431W/Z/gj9ycz1tKftlMMB0sucvvvpm+VpazsIL/ZdsPcmf/2cg9V8URjtcPr2m9B96vPH6eppfjm/uN2xa89Luuk0flwGZ8an0xNevr68f3/6+ITf8OV9+fR7++5u9+pteDyp6aLDYXe4Cc42GvpAW4Yu7Kg0NkGhiDTDmooaLqeydr///Z/+wR/ejUajvEQPLX49TW+e8vLt35qU7YcXeB3Cl355y/7xesbgbjRto91vNtmVwBm+1nAo1wvYQ1IcrbFY08uL6veiLB0eCRYeHTCgSc7vEy57bxwA2Ta1Xe5XW5IZD2vub31KXV5N41qu6vpf5i/LL1+/ObbVmHBrJnMx3LvDMt36br58DfFgro/gP4n7KMvG9yZOM9pPRnNeZt7Ru5c0Qze5x7ztPurLL5/71K5ft6dL/pUPKAAAIADPAARwAHgCeAsAALdCZk3n3eF1yCekcRsjxaPnCtpLim0VPMvz7sVOI4VYSvFRm60e4+TZqf9VoL+t64KKLlfOp3l313PKTsxq17D5593Rx5a1c2beHpzcCk24QHXM15O4/VZO+/1Oq+BFzTi2yyb33RpT7YyJtSQ1g8Vrorsbfcn1ztnTJYaObasXzK9he3e2x2BjuZqjxUu5jDzKumI8kJsL7sLa8m2T0zKxC6tHTsy9idLasWfJSB5YcYlt321rbB71nNlaDdYvG41hXUs3OL3m3cFzoVZB+z7EPA+sazL7TlIbrVlMUzTGAkXJO6+Lmh6zVIsIHrrUFm8xNtMxpOqMvYBQrMVzKKBDF6aoncGadyCNuSVxvYGlwShtg8GZpDQ0bkcbs2XC2hodGwBQKS0y9+SrAFAgqsKsqvPaOCAaqlUC4mJCtyybkS5oaQa0mRUWB36uuQtCSexemqNrkq06MJU9np4ShPDmAV/f0fU6HI08PwVwrWxDQsnaBnXMpa4uc9Tc9bhKdYKtcfHzKO1EMG5lrdhbwsbZSEDzUvOd8gnLW89/dJ07a7GGZ10+uYyNQMjMXPc00KowQjXDNa09ds85HqEv1CFUaEaKdOkygQyTSyKMDYAso/oOsNTJGg9VGgRv1i33vdS1ZuagklEMV0okgTTHJZMHFIvW2cu8OBOkJDeYsjD1iSOVZAbcoijDaE1apfbVLlA7HGYTCb3VAtVnlsa1ky5jooKNsuQAtpmACgYQOZjjTX71qbndtXAgM0vXq0djQoViqSkxa63FGlvMEGo9uvZUF3K5NTe004y2U1CYSlnUQsmCrVRh9E3UGLdUC6ZBfbwWAHgA+B7AEYAA+FenP9II4UDQFJohv6XV9QeEHGV8VbYPQrvdMeW59Y7p26cgn6Z+cfXG3slSJoeunDbwEuPfJHPE8u3VHPvBrkse7+51fWxYc0vptO8I86Kut/xyOXWe8eH54ZC6af7Ao7Va5twzyuP1OYT7KFPFe2wzDEQI1wL71rJKObuFtncP6c++fPx3putzdZ3j9TMX0if9/pNwOVMXli3q+HnpwDsyXehV2DmkSmQb/YraiDsV9LarNQ2H7g9/7+8ZCtb1FW3gfiuTM/0SndTLuw/ty4d3f/Ef/jXkr/omeu39CLp2I71I50OUdu/b82SMnMOxj5dyf9fF2mgryG8xza4PcYnedBBr3fs+S+yjvakpmQBgaLtBVw6hfYtyy+15OT+Jf2O7nNe3EE7Tacfd8nL5+cN80+/wRAcyZn+Jck0f4rWYe61XHEZvrkUbG6rfiiCN8/Nmsa/bxTQ2qczp/e7FPP/ZNK7tm+nyfAUCKAADgAf/EVIA8AAC4ABuAXYAB4Al0L0tb9JlvTc7xtTXG+63CK9f367PZ7TGnN0L0tCG80lv72l6DnqDUjXqumOeF341wApk4jN29xT0QPW81APXi2OdaiZkzeSggS5X372ippWZ2wgaEbqNs6ftWqYeLQyvMRfTBY1ReyRxomCGBsnBrsJcrZW0MbtgW1ToiOd2MWRhXvNNP5py6psrNlMx1QEuYEKoKY3ezrk4M1RIhvpttId1wb5r0Cp51TgsTI75MrGQZ1h673Ta1l3rQlmStWbaShi7p7zdUrd43wPkQDnVvbN5zZZ90eoaemypUDeEacvofFkj92Gj1hqitaak4ntImxpzKZkJFRBqxWDcmmJnbG6KWAxYATQmx2yHoMvqCHJq6Gw10kfMFtrLBiPIBfyemiWqVCVoI8BsxCDVDGys4yaEubG0iMZpqd4Zzylp8IxFJUiXI9jBdlou6O0EMCgXIUGBICXd9P6S89SZZTJ2v6WpZy6psM21u7Pr1ZxjbOrUK+Ru9FtDO8dcmzr2k6uad4CTod7jbLrQorTWoIYYzjV+x8KL61+7YmYed47M8D5Nb/uwVHMzKGwSLbNyzelAwyr+xmuqM5KtJga23ThfLRnrrtd6NFQI2LbamHMCJHXIRiWKMXFCxgo22xC0VkNCCHMNlmWt2XIg43xVMGlpIVhoDey+LQtKrZPnzoZRslRWa00tFXYNfadZLJhimmjLYEyhaoS1YCExSkLV0VAoe2RyUkXvg33lcj/id326u2fT1cpqyBoHhhmHkiYfY90Sbw/0zbN88ZU9Unm6ge7bWsFsi6ipZfEqSSkAXdV0VJMClFLJJS29gdxaa/avqhzACNQJoAfYAIa/W/iWK8KdBMZCsU1BCRPFOnSHp1/Aq1dNcMnBnyi9Xr0etqHsU83SYHty2ZWh37XrtdqlXG/GlmHg7RdP+tPRPc/cHQvGer7U2xC+3ipWP1H9jGum6QXabUdPHPd7LFfdEK2ZWqvUhSQveunT5cNX0F+eyyff9Z8NcB3M9rh9df3y3347frigmmOXJBz3B7sd+8tn5vuf7jMiO13nkW+KS13dl50bq0RnRhZrDFjtIhYSEFSLIJqJGldD9oXzrTa17JreDn6VWo6DZ9m9Ou5//8ef/OM/+N1ffP3xj//dv7384ueMvERCfnt9nI73Ssu5A8RAndv2/U0tZWurqZXLTbTsMBbQgK21zodYq1+VXzmteDIRgOa+u9PL30TsT+16sB4r1ZtFZw9u3k4m9BRx2R57Dl+V63gZalmp3WuEpcQVmjr3fPVdedy5e+LSij7X/HYzE8znD8aP7rpcrfZf4nOM4pfnGdyKPej8665fId3/3VXI3y0CDQAEcAXYW3d6TvKDt0MgVbI3Lgf/nV6tXKmreG6XEkdJ5x5vQqgvW9c5Wcrqxh2aWuPeaEw2kJn53lJui7n2brjEdBd4ymXK/WdN4y5C8ivgSL3g5ZHs/WpnX3XxMczX9ZNPj0+Ply7ctdbEZOKRNLfA7UR9WBbwbovibxiiqXZt2cZOrOoiAtF1rPNIZjPRg0sMQykreC5SR6qlWOdWrCP45NChBU48Q+qDQ3DVIMRonA4Vk1bvubbYkKEi7DQUrE46bxGGaltdje9qq9LIGVkUmbjLzSCv3GY0iklrkB621jpvYypqjUgJpgPWktE563Je2Bos7L205nKrRiVLtNZti7U91S2R7ygmtdb53EqxpqXEapBqxww0YEEFLl3t2UFVy2VzvZuadkVrFcaSTeexWZAqTZSEwTsoGRur3cCYVErngVzjTKPjElc0zscNrc7taLggXMvmgjNzkr0jpXWugYKXbA9uThlA86NwJ6WZ3MQrV9NM7rIky2xIJ4AdmkhRhZdydb6Hy0ZmhxCz3/ryasIl4THID3q3DrWey3rAmxAuNtwJnCN2lrSaZpthmASttmsx4Xvf2/e38I9+hC8f2/Gzw/Uv058tNf1lrPZG0jWZ3q6qvkHy1q9kA+sk1qIwiJBRSzWyN1m2kbYYy2Ao684uMbpCSwi21Va9lXMyfQhD27JAakDqbIh89Wy1YAbEhqfWDs0iCgSiRcAaAPVMvZO1lJ67rTUksoJl5W7wlbca3I9/Iw6j70WMsySZvKgQYoUUXM6SXE0wF3p5gb2rl1OnaybDJpWXDrqFClUDHM21ld3I8xXCnUsXrCP6J10cDqS/OM/PAB6qABSACOAANoAeACHsJTLEqmDZFNbXFR8o87rywdSDH16GRNPr4r40p3uil2XtAsCVo1mws+vXS78PpykHt8XriAvQ52S/FvtJP32TXFpbsfi15Ld1zeGVXs+/JF7Jf1/153O8OUB+3oTtofUJK3js+bLxwKLTsP23/+JPvrzSJ3/y6vdfvf58V/7y3MPutnT2dVcSe+PP0pnv9u61ff1DP7z67rRO28fniOtbd6BhF2SfxPZ2ACUgrVWUwSMVUAtQFSyKKlTsiO4ij76dqpwDMsAgSEZLgRTEVmq3Qccff/JbP/if/tnPvv63//xf2Onbi7ad+rKUffB5X3Vze/Lnehlrnw31s5ndZR/G+ZT39xaSVJsxEaIcXJo39rt7kwDgMs/kx0BpvOle9tf85Ea8VrfppX14g5/MFHX++J4+28kku304f9NeDdtLM3YR5+j6y2m4g+mR/RXWu5XPyL3Rb/N90EtPcEozgv8yScr6MpVv+LSufYUXgAVgBLAABUABFAAAMsARYAdw/VWD8LL+8CevdXuZbt7s+pYJDx2WsSuNTalLsMe0fzFyh7qpZkcuVXDtjsrq1bZdrcvA23PcdmzKaqIJuzItjbupxkt2oz9/U939Ziq2vh7ATyiffA7bmamuijRROu7Num7HN+4pb6/yrR2lLBiAVii7Lkzog/C1+N2+WXFnu1Idz3bei9uUwhjaVlSUiJ7LOvLdFq+dh5zYoG7eA0SAYGgeHTQ1UqAY7LyhaitWrrpp0ZKK6XNVkbV3wuiuinuRgltHtCaytjmx6hlaX3FlOSe1looaQ5S5vREYoJ0zI2UXvRhCqVVNzwCEopmyjyydABD1WlXdpi0UrR0psgAcqojrPchK7DVj8eAARVHJaCJyaouFvjD6pjR4m1fNNXlrawHProL2MSP55rRciXZLMXuFDRGpZWNdFdXQbOWS4zPJ8Jr4sVXMoxusoWJi9YY2UKNWj2jX2lfetnUW2yVhTH2346HGmcIE3d4NWN6dGl9JVTeHQ5GqsEHt2UapF857KFPhvtXYcmduQ5tWQsGtsTi+28rMoe9j3PjW2rIF2EHf7KTzEbdv2/aTu/0Wq+yF6dXlrrz5sQd7H3LbfuMf7X77DzQQqpP08f1/+68eu2++P/wIr189rePgX85gXVCfzQX1ttYrNNtnrmg0UElxUhfclsV2hIAe5o072JIhVmVqOWe2ZiE7lqmEAzqDeXRxq2OJCf0IEG0nkk1r0DFJ22ywmlDtWovvsaHxSy6O1//Vof3Ll/5rAL/DIjj42lv/+rNtN9qbkMg5iwLBOI/IkldrQ82FLTXuTdeJ3tbli7CuUxOrqV7Q7NY1GYgV0GQfu8rbnILD6SFzJ7xKDCZIeQR8nC73AA8A66+rPwMUA1CBoK5MO8st4hzovuUH1yH5edpccbiZ53apMXQlHl/RtlC303SFrmS5Z342bDDO6yD1ZYU9P/Ftl0+VV79s0/5RH9Zlh7jdFL8Mu9ye0uyqbhvDcLe+S7sfPhV8PfpSgdNV7PEat+NA7y794faf//Xjs3gzjHMrfxk//L+b/+HNzau87PmeWv30sBxDAEo/8r/1yehu9rthyGk+YTHeRs5HADHNkKRWgrWgCESgZWocGNbWDEERYlRm29pNF/ZbORo5P01f7fzZ2R+s8hZFmsFgyqrGUefY/uFv//3vff6bf/yz//j+//uvcnw3p+PyBvo6QmrL8Zke9u0It+iuaA7GvlzqfvB5kuD2gw2XMn/HlEshayqVj6YB4Eukd630xX1t1kMeXo3rqR26YOMG3RnioA19v9Uv5vbpePllUcnvHxv5apPNklvRxz+PLZTwZsBvpBgGYbzos4tVTLlugbO9jmedlwdIaU317yIf7gAuAAgwAFQA+2s9mAAUoAEAwBEgrWmn3+nnFA/9/r7L4jqcGBEOdrxcv7W5d3RJarvonlV2ma0/5e6gKcYWLC2r9Qy1NSzUl+cPob/nddm483TJ29C5cdVL9Dd3XDL2QNOlvvEmbRU1jLIMvLrNP9h4N94U2dIUfdJyY0LuqsHB1Ln53a3Gl7y+gUH25zUdTDfN6dWRt3XytlTp6loPt91WlhujHy9dMIV75DjRQIqlRzM1MAKmc9SkbFJMMbWVwL7gJZkjVlYR6GLdgGnPZdWu82aNLbgXaX0kM+DQwA7sp+w9b7X1xIWbCGRvUyzdDodFP1qiZYNgLIkWxB6xYO1gX6Sw4aSFmQyMKxTHnFvrdF9oAfVUt6KTtxqbdQLZNCOEZCpbhlws9cAZkwdeam0ErRsbNmO0oPqqk3Mda8lg9wQ5qM1BcW3iwNQMHKQlrFA7O0iM/p0WVt9qKtfiDVWsebZAMgOs7yB00owNnvpEq5SCPfmcV+58zaxUedqqyRRBO+Xea66ARZqSgmSvQexV2SM0Y8A42dYIDKAbmkFqhNiw87jq4FG31MiXJluE5oK94tvhd79/Gq+73/rhVia4eW1M+KsIr3/4eo/vDt1F/Z+QbNs5f/t//X/+n/7Pf36O+r//b+5u//Wbdnm3Rk9jDtlFW22VCXrrFC6SAYyLa1Nr6bLlvrUsnfTC1aKK5ZCxkq284Di0lLsKCiPPcSVW3kJHLS3BhArKVGKwRpEdaxQTQNkN5XLZ912ECJtoQ8x5+KeTfSEhYGpgPXRq/SEDGBRFT4ZLqRAamU7qAta3FI2smhLCM+ha73t/NQ2I66SJarumhZQroVlSNdUlqgAwL8QDQKMmQpobu1bSv1z5ESD+2vsNAAqwq/AB4LehOs+nUhSAN5wON6+XaerM3dA9suUs2xztZ6NrtKnf4rluZPeDLFrXss2Lda+OBFOx1Au1wzXX+2zX7tq+cdMNobrrNzOP9sOfLG9ukK29FE213v5sIY+Xf2+Pb56X0Bu77bxdpnI4crt5e/zbb6vp73f93aem/YPPzZ8/rMf1/p6Hfv/mVXe1FPbUf4rhJ8P3Xv0kJdsN81ZN5Ei0T34xwRb2R7tPbfS2yy0ivXLkWtt6a2vTYEgVFBWAmrTeUqrbEHzLd6O9u5z/2PE1+PeW7zq6kzYEHmorgI3Ivz76/9l/+o+//OE/+LM//Rd/+9f/ssh2Pe33nzZ83sFwIrq91unG8lziIVhO29RMv+NTpE9HeU4muIpqfCvmAeDxzyPet7sJy/ea9X17nu6+45dp4aW2zNPLx/uuv+BurNf+/RwXCanN+9HBmrDjj1FD9XJ7+qvn8jjdF17v6u7FbZ9wzlX/+oXfjOWv0gzrdd0uUxsTVIAGsAFcf534VgAuAOOvq/8dQAew/P9nwgdkLfFHb+GmpNruQoqnrrtpUGpxh1v7+G5pd52UydGuKPmmsqdtkrbHOgN2wX89rwfnc1xb2N+9XCYz2LIkgR15/XBZX/sbtGWKBwN6ltut6iOOoba/+mAVOqVfPJzHv2cehvvhdSsZoLd1i0Xx3ufzBW4PaUnV7clkk6He9/28ldDJ+QzD0PLsCkDXmfm0cQ5Tv972JptM4NiocHHNrZAHCrG2DpdLhv2gvVCu1SNsQW78MK+179kotGSMg038wHJatbNrbiO1guBKEK/nwjxa3LKz5pzEiEldrdO29B4vG/Xextx2HaUyANbeuxyvvT9UUSYHaqyuyCFL7jnMJXYckjRnxlq3ys6I2Sp13JoaD2sBw5IRu6XGvVAq2bGuQCgg6omjmakg7QKdQF41ECXva8usXF2yZ9KRYWsYPNQzp0O6B/NU4xAgrVtwviFDqyAtXnXwlEcf1lYRqE4NBtBEgro/mjoVKjYzphlbtcVAKtaPmdY+a90pX10aDybOCFoMYDF5rKZANo2agFprKy5DG6ovtpGoxknSkSV5WA/E9rPjf/b3Orgr3328+d4NdH3GTrLfhRdOczvW4wl+uUii2+m66+oIUc/nB737L3/4X5nuWt7ffz7+5+ftnw6ZCiebOI9IKTXirFE0mMCyGoDYmtGRZBKHXmxhMblPNpvcIcXmdSjbivam6Blhj33v1tPCIddCbDMLbzJ3Y5dyGgGhBeuzbNSKWGOxNW5cqRIKk5GJFRqAJbG8Rwqf6DhyyOJR0sy1E2+BrCoQMOqGwrJlyNEkpacH9/FUt0c6TbVFWEpTxKqYWLkhKzkjCaxasVUas0OJCF235Pkhbn8t2xOAAWgABSAAIMANwC3AA4BZ203ARZS93rbLqYGk7R3AZzdIT0RujC/P2e8HWK9zGw6ON7/5Mzx5LwnLx/eHnQMNz+eP3+venCUfs1v801OGLbrmC83xvSGtT4WfP8Dr16N7mjeDfEMYSmffVM/f/b1Xrz7pb8chG78PMscb8zB9+O/b/Dhvl2X8nE4Pu10IesPbU8YfdvsfHQ/3/vXrz5r7/mEH83LuOgpn+2ym+70f+v52PLRSdrseMjejBkQhA1Oq1bPkSmDZCguuhkyRfeDWanNOpByOh9+Yz381QQz65Xb9cry51/Uulg/V3O/74LgHoR+9uXl7/K9+8hu/+c/+6F/U+LftetR+OwrnuO4Hs7bq/U5XjcYHSKe13bj6bqlHdjHmV7tMsDcVIF03Dtfyk1fyPnQ/olJRvpX+lKtHvKXvfByyh107rSeBNcG1fntD4VHXMeKpHpyOLZxe3jtv7IXK0PzXdL5u8xlum+PBzF8CTWZKOV0hKlwBRvi78a8HaAAVIADcAjDALwE+BfgI0AMwQAfgAEzMudNhd/Z8qzdxvUJn5wqjUUMmrtj7Pi0gjRJTsH3lFtSa7vI82QGuvPXxlgPMzfkg5+VsEyQISazd8ju6uavhetPdxfGbsv3FQoDXd+tdjGcdJJZ5mjcgjOlvPf3gP//xkr0Jm8+ae+Pj9jzvej8tiRICTrTda9dUq+yH/aU9H3uKtdOxDBkLbgfhycIApmRmLbkh9CasPrt2tO6y1LsbWK6Gfa7SR1o52NNmbvotZ933LSZka1xnVF1nrim7Q6CkY9Cl6MC2mgJrA69pziX4bsu3zh5LqVvbGXIpldG5uGG3A5FiKQKGVLedCznn4DFnbznm1pFpJLjVtfdcm/VEWjIjQkmReHSSauj4mlOwzrS4aVsdYxLeOU2Nb7V9FMSWa8Mt2JvrNaq56+Ba3cFT0z6b0mfc9rub7XnJfsAY14Bm64JbVrlRWiz2ASPoUESR2goW62L9IW1Rsa+UkHxPVQzK4h9Pl5pG5xt55AJXu3LtvZGydIOtU9KtVl9NncG2ei5ebUINlpKwj6mWDjjZ6KNLVjHaSXtfYzv+3j/klwx/8NmPfvv32u2Cds4c6lVm9gxXlMs5fShXPw8/OTxnvPn0QE8uyM3uNaGqH18t+/jjv3zz9W+mm9//9NX307ffdu6/u/7f/sMpXY+CbRZvHDoUri7HpXecIdlyrOaKprclRoudmpkWyjeVPhp77/KUJBhrs4lh65S0OmtoXsreGTaYtrLf3WxxITBTbTuq8QTkKORUe3TgWsx74uJ8YQibVNXAmrhZe1cHxuFO3QCToju105Vfe3n91sAbLReIBEhULmZL+vWDPU0pMZ+ecmqwJkFDIk59gS1l5JGg1s7iguiirVJN0sJtqY2hO122CvD613f+v8r9VYBvATqADlyE/DHqnYG4wjd9+wxhW0x3u3s8p6vP99c19bys18OezTFcY6L+SR7ZuCU3dsA3q31P106Ivvx4+s7Qv/izTGHXvaxzv8bs2GbYHhs96GDrNz/bbmVMn03HHx5+5yc/+uEffPfVeHSuBtoBLCo+bXgcf9k28/IDtxtv09dbrrAjzqEY668/6L/zG939p/b+1WeCvDOplZ3zpmynKvnVsbPB7ULf4D50AXMVNkZv0XSqqkKWCQTRMNSrmtJqE3IMWkWNiViRrIbWtd3nNX9cW7pe1unrn5GzvHt1f7P4JABToCACwZff/M53X9//L//7f/VPv3r4YzsPec/UTIGGiNflNOzILig7M9S5htt73c4SbrryMvU0BnMP8O9TOmDfP9j4NuarImFJ0UhLs7aP2/W208cJ4HjQaVuD75G+3GAHmMw8RWgyvEmh2atos2v7GK0d1aFeytaW54/Z7bUs53mFRUEAeoD11zGfAqAAFeAMwABvAD759ccC8CtYxApQN2Ma4Mku4+VecbE83PjLz/P9p1upDtt17/gaY+/tUq/2pDDG/MRkvSJ0vD5GCctWraWpaMQ72AXqnd0OHwb3/rS7WHl5jh9i+SAltpVozZdvlgI816YXSBbgBWFQZJ+Zocw+36kr8UJ2d8g1q1G4nDXcZMy+BDJNRbch0UJAXOySWvBudalDm+KczGHY4uy7Y6OoV6oj4xQbhy4uiQyF6qBDbwbUeNfL1nadg7I4E6oRAzq3iqt2vS05ihtjWw36CAUrWbbQqrXdp7FcQ9CaGhrTuSE16zmlRMM41XwDHri22nAIsCUJndsqWptSETUbNNewWmNzRWerbA59kayA7Gy7Rh78GpNxIdeKDFgaiNAwxLW4zuk8VwYz1SjY39ayHIeduGfIO4ZWm0p1yhVgmF4mxl7zlfqhS1UMX8lqywwUZa48Mq6s4+DblJrjUOpLlLtgZm+HrqU5witnYr+kbb9zeRXbVmasgwQd6rIYY2JuzoEkYQXtGabIRIWSz5Kq8R61egzgIhZc2bQG3Xj/ufnO5ze/U+Pne/B5OH52Xh9t+XC5aoXzwzWmrZ77RVZzd3NTPH5+Y4kOQ2ey/83Hj/+f+92PfDfurVsh4OXwcEjff8s3/RHc8al9df+X77e/rpmi1hjF4LJZoGypW83Ft+OmjwF2XueI+56zSB3NPm9PUV952ZL0DFokeQjOL+t2Z9Ol6KHzJRctbAMQbDbwvLZjkHkttiOVunXUNVqCDJVyZzVWbdgAPUMNsL/p04557MsA9N1B/SutbETLhT2vpTu5ltOyEUVTF/h2C3pOcwzv39fJEEZBk1C63CJm2xkUIIe2hCWeHeKacDjauIiqsSwq+ecrNIAHgPBry/dXFhABLAD3Br261vJWoe/dyDfvFQJ/hOmkA7tV13GAnNHX50vcChxjF5Mcnf3h/dt/9/I+l/zRfvg0mVOj8mb35lQvBc3Ldg5FACiCy+Ucc+sgXgAq37HSp/EP/xe//ff/kzdvPw+d6yL1rlHGwanN1ftjaZfbE8/w6jAd6o9+cHj3Z9dCcvOpKz/uf/jdT1ugQ6dZqqct60KGuzwtOg0BonT3gyX/qrPeYx8JO6QKmSQiGkvXKj2TWEkzvJhagV6h5qwlGCqalPc9QOQQ7P1G9ZZvvJ4lrOPwuyi5o0UtgEoScQZACAjvw83//D/7r//Nv7n99+/+fYrSdbFm3cjdeTsV45qT63nc7bb15AY8tFNpfei3CNkEgG4INo1bXuArLx3UVmtEb13xW1HXrrlbAss1aq/Xy8uuz/Eqi6fh4Le43d11TwREps2QAICv69oSZOlwtUItrnHeYAP4DOAXAFcAARCAX+FANwAP8O5X9yAACFAAAEABGCABMMBw4HnK1JWxH7clvfnUznM53tTnqbm0srfblJgt+rqLWPzYp3VZkPfKZ6Abe3PGNdMbZ+O2/dDTzXl208VdIb9Dt07fPmGLy4m6NRaTt7/K8Zb7F4hd4wQ6AwwQWKN8+nrFMBhOVviMj8YHktJICUiN3WNbTLI8mAaec0tgi4ovTcT1Oyyzl17MYnzHMW+sBtKC0cmwtIydCwJpao4d6GrUV7lg61UYodW6VmIXoLiKV1u5Ohk0x2jJJZr8FlJXQ+uEK9WGljzAhI5067Vn34YsxRoFPIZwxLqnnXDjrJtBswoF11JUNyxtG8gjlzFCJcAUxYwgEdQLJxZKBkiK9LZKsdwvmntAaGAFmkBJubMDVrEDLM+1kSObYcJyIy5JHE2uzRMl1a4q9V6jukHKGtSntFkXasutVmwInACdasw0+ratidj4uC1oR2O2wr4zZQXDpKdVe+uqratAjykZK0kWA3CFnhobk7dGjrDLfTGqVGw5Fiw2FfWWSjEYxEzQxtrnMP/OT80ffLqNWzPtVKUuD5f3adUHSnyql2xHsMxcV2vq5h3DBlM7LV9sf/H9H/4W8c0waL28Xst8MH1qEpy/sht1/8XTl+Pn3xu6t/jqt/b/g7+lX37AVL9B90YSDH3bEjejsMHCU0dOBRbrepOWxI5I5Uxd6OIVxKgk6rwtpLCt1Zv+XGsPsOXUG1NbBdL40KZjcNQezzTuuGVlNMaYlMoeZFLpZ0lCFpEFmwG+davzFikPOx5tNo6CortpM7r8oTZrr0s1lWvll40+/i1HzpRt/ZgiUVfkZDE0V9tqaAgyLTZ0cNUg28UO3SbFoM6pWW+jF5fgKeOfbacK0MHfNYIDQIdwUbgCeICf19QBfGboQxWs+bx+vA0M2F+avI7uka8HlOd+oJjHtzx+TYtZq7GzLnM/6HMthJ+U3UvZMml4uH4D+SVu3tpthV2NExuc89JgTmABOmjy/cP/6H/3G7/z00/GwRnrIh881UTBcIo1KaW2jBnQlzqV5TPXfzg7DhaWxr8xvP3RfQ63b/z27ZQ+s3UreTCO/WFJlz22D1iPY2jhruOoYAoOHoai0fDHpUhnzk3VIBdZYyuotCnunUaJClNpnYISXBdwnjQqBFKBjyG0z9zbhOzL1swPOuyq1o4IBRWFtBbVvQ9/+A//C/jj83/84me50v62lFoisdRkOOlgZavuQNOyDm6fyjyU7hS8EYBO6cbFl5dsby19mPQNNpGH12b3Jyvesm7++uEaboZhXj8s5TZP0DAcbp5P53Vf7k+XsnPX52UAuDKWHPOivbVXfOkZYoUMJQFsAF8CLAAGIAPsASaAx18v/u8AMgABZAAGsAAzgAOwAA3g9DD/1u++Ms9svPgdX3L1sG1mf3QePdq80qLFXtxjelHzKtTCcDSQ3ufdXbNXjxpvb/fyeP4EnP5Jok1dHa8fnuJC73Kua/mmQcinJ0opyRGMaPMwNJOPFSx5I4WR1pDvwa2yetdPMHbued46NjWhbw2d6V7s+bajD2S+p7WaI7VLMOFFthHqU3FHkmxoJKMySJ9tgzVTaLSaQuAgJ0tSqq8OnLQzrZ8CAXhqDABJ7F621UBoOKMJgJOSMdnhmGzplSPYkFtittar2lozMYrBILoiOBkqmQ5vwATgRrVUKIH32Y6uhCYTOacFM1GoZeVEKTST0HisAC5BgmrXAHZNm2ETUT2ApptixLaamAy4qOhMhOLUY0um5bo2YF5H8lNrgxNq3iAU6kDQ1lRMsJrnjkxqVciW1qR6hwbN4oJPudnCouvmyKgDyZ5NoiYAoaY1GVOz9UCVIwoVrogmGOdaJuhSu4C2jHuuFrlWbSsXpZUKR3OlgsIotQgNpGcU07A53GM9PjyU6/KvT4/H0fZ1bn3s0RpqXnMKzRPzdgVsgtQKHswsrJAP/PQ0n1+//h3Menj93ctlPW3X++FORX0YK/Jy/bq2pCzH4+eX3/7d4/gnX+h2WFb1o02LYUarWMcyxEPk1bieomZjgkMrdQJPqZjgJAlZZ7JmrjGGztcK1mDDYMuyKQKibbxRpcuijoLDksFZRRJghTlvZILzpbq+S02J0BfbQSPPpry+56GX4Z7sAL6XeMZd1+InrKkI8fSkFWm7cM7totye5KVaXFtj9SJzax26wPMMA9e5KreEARUaZ4DW/MGUGIcW5iVbIx8BFAABOoDg4HX44Xdv5Y+++GIF8AzQAAEeq3iAJRuAmkVCXeOx+/K6OPDX6q7mfMP7+JiRyzvNn+fdYtOf/uyXaQuv3/qIspltl8aPed657m3fX+YotDyr6twaQAboADzT299//T/5b773o5++McNg3aEY7M24Nmu9yZWNE1mz9tlDfbmmYdxd3XC8PD4G0X9wGL+zo07vO/Nc6Ojs+3O8u2uNrDYhXE6a34y2aAh2RBqI3yJsWZrhPOUlGLM19KZrOgD1HeFaptFf14zO3JW6K3oBMiKdt24uZ0s+td7AV4JeGYI+RTjc2yMB9KaKmALZohRha9pa5dDtf/c3/vF5O395Ob085Npta9e/7fURwydzXPfsi7iOF6RXYE7OrgQmA0CK36budePTKVUG+Kp0h+HmF12+qXWqzRU7+JKvX03N9m5tTZumd4/hfrRM65L6YBbwRSeYeElKDjYoWSEvgAAeoPu1198AHEAGuADor5VgAXAAx1+5PQD4Kz34q5xYgHuAXrvpY7z5fTe+1JRlJDejv2uX/GBGG+sH3CnCz9bU8z9Q2pb5cEPp0O9+YCjtN10O/W7+gu4TTxPHJep7jXwOPFaT9wt+UL4TTIE+qb3rYDOJi33vLjulAs7XHIHAFI+yaQ5gnku+PZ7PW7fzV/Q9JyqmXpq7sSaS/wzLrNDxZVWpGF2uD4buABJlRy5eVndAKOMGU+f5peHBSVwh+sH1qUGxVc7aj05PW3/fxadNOl96J9MGoyln7fc1JbZWDahUky3rWpkoFwQDrdbIBomD1OI0zi11PrQ6dkYzB68W7SuRoeOzlNrButGzQ69S1KSe+9JaV3FFMEoZK2uXiwjlveqGatnFlh3ZDGg5mkrZtE5w4uQqA3TC4HLNeBWjZeXB0lrwlWMjAUyx1eU2d303Da6biijpJtQ0iZQIRhFBkvU1zk2dE2SwYCo0EY+1gVokyoKARmyDqi0ANC3U2hpYTzNDtlZo4so1ENVrZVZRUAum2GaT22ykZn3TDZqqabHZxtDnNbOB9vOXb166b/egCOVFzeGqp45HQ9MaRWS8mz9WDRUU6h4P20o3bvR80eNgH1I6MzFRQSeSp83tRjew33fDG1i/vMpT3+7ZefzkcP9bv/f0R/+GMF0gHjGUUENMDVpnvaoYqiR+jRt2JBAwlLpCN0aJvYYNKzVsngkVwQgpKyQwtthkN6xODTC4DrraoiAXap2W2jSDtWJMWdn4ps2CqQYaGOWdld0n3I9l19W3hCyNoznutTD4rIqGVKuFKvI+Qk6wpjJn1inPndAZ2VdLWLABdC6mYklaWdUOqAXEIw9ec+PgZc2h4/fv469GvhLg9/7x7/70H/34P/kvPjfP16//D//H7Qxm+zv4hwKcAF5BdQZS0Y8Ar7dwkRgh2dQCsda0NSCET/p925aCEKw1fZw2h/4CLxb7tLchnqYzSujdcNYV4AqwAXQAEeDtT/v/9f/mzdvv7cZxgW7fIBkTIviu17yC7bSWGxyai9taHe13yuc33xnWn/74x/4hLf3xULz7fi6l1+XjmUYf15WdTw5TBbNTt8S8O6gIsQcLQnRnsaX61Nsll2NwnmS03BFIFvGWY9kFF6acN+Ed9gqzM9IaetvFXIIbUnyDFDoz5Wrvj5+QojOlVEVqqFi0MpVUwXJLpdzev/693/gfT//qn5xDdkZcjM/cB9A5kDT1BlNZe90/d+UAs3BvCkDxpNvynNCOlteumHJ9OTkDxqEuzaR2ScU/NaxUI6+wdeg3TbBc88UStHVezQSapAN5AnARQP+ueb/+ep0fACIAAQBABzABfA6QAJ4BXgFUgCuABdj9WgEcAWaADoAcdC5/OgT9t3r3Pdh/Qdtp/SGen6V1H+n6PgcXc5bHObuqfw7m1ejPnf/BH6B7elMPsndj/miGc74kVx/X9eyCT30OC22jmsee7kjmEjM2qga9OUYXW/oE/bnoqsVBZOQkxu5v7vd8knBDtaymDzludr/FaEbLWz/nifVQdd2ZHalKt7NRimZqt04zmh35aWE/pqa2lpPv7dzyzrQt3wz7QqZxEaV+o/loSwFrafu42pGzVlsAqMW1jh3XVWwPMjVnfOnULK0GwznJMMIcje82yJ21oZg5lje92ZYZd2Ff21NA03BB2QabSz5bfFkKdNwJRIDC4lMFSzpJ63kpYpwDNI2j9KZbatq7sqUumNbImBwNugYbi9tKs6CJikqWYjJ1hwfTar0dXMx6ZwgskVZj9JTyoQ/TVIcUsAm6jVuXkZzRiBoUk0XTMlVfPZnZygiMUityxQoYJCMHgRSqLq6Nzq2r9lWLM2ZZ297z3FAxZrVWNwYrqp0hbYCo4kzSimfbjC7OeU1oNSdS06CNo0nYbkiGhwrWnLfJvcaWd5lWF7UOt8ptfVrJ49DqCSI/yXU/vgm1Occ29u77p+mfe3ptht+6ccMvzn9DbteZIDjvuzfo7fny8/v7HwcKtn/Lf/Ad/6+kdHSXqGA5pp6weEt6LuLbjQlXLjeG4ooj59oHbBGtazmPza7cRhyyF13AqqZQCU3G5psHB6a12jnFFJBjk76z+TlbR4qZjOdajY3gD7UkD7YB4cE3d2e7qfgADGbV+ioEv0vlakpDLpiTtMD7nX544f1mvvjYUq+w5CShLK23JYrJtkg2HZfqAJs2C0PS1ipkF11SoVzUad/rs7qXg//dV7/x9+/N27/nv/M//Gl41aX2MrVvudhWijJMBK7+XUKcAGg1HdSV4SNW67WkIFAuW2se61ZRgOc2+fZqo7MVc9f5lONk5mXV7CLkIqyl1ZRsG0CX9Ovguf3vwH/9v/3eD350wyOC3TXonTEJirMLYKXugMDkCBdb4/vL6dunYg4/+s1Xd79nO87pEIcYt4+Go9vqN+uZEj5syxt3BK1r80a/u+p765pWw11tJWSbO41VrYBvqVg/QRvYRhComJhMKuBZcll714bmBHeS14QPvRu0iTNc82JsBkGENPhbgp23rVXjLEDDRkZFFE2wWiqxJWn1808//+H3fvLvf/EiBaddOlKGKHDIKChhbltY3XKAdD0PcgNmAuBsvr3UVyPED7jfL9NW++5m6BZ9go+t7j8J7op8Uz4/1xfe1h7mKcluZ56WBfJdh0DGlJgAvgZYAHYKVwDz65ouABtAA7AAAJAACsAeAAAMgPl19R9/TYPZA+wAeoYffW5/0x5//KPxk7A3Q/GXWv5NuTzP8Tn9tWpK8es1/+o5qYAbqGc+ahl33W//8M73Hu+pO/uyne3q05NgOq/zjeOn/CHoTbVXfUjnvdAXiTrf4RJ3npPlR9PfnHXF/JnHJ7bG0YdLnim/2k2rHJxrS0HjMK2sbtQSHSwaHdjka0FgzbHCqG4O0WXvXLfWRzze5lLwMOaah1au0GHM1iFE4hCKJZ/jVgJhjb1iisXvWizgrWzVOle4cvz/MfVnv7d2W34fNJrZPc+zml+zu7c/bVWdU64qO5TtuCtX3BAsm8RBiQIWFpaIiBUhRETgghsuuUHc8F8gchFEQBBIhCxLboJxXLbLdao557zdft+9f91a62lmN8bgYp8tIa2rta7XGHPOb/OxcU+6NPTcHtfdND2OMAG1HepS2XtaM4bgoSN4B/7ArQd3WCVOYa29DH5W+ZoRWS9ZwNHbWjFSLzon7iTQGMcgudqBW5WdjwISEB0G6b2OnrfMPlprU0TXvau2jhSzLsmH5TwkXrr4wIgSal4yKud8rcNC9VrJzEq3o/NFbCKn0J1D7GzUiSBrTFZXgeR83pSGio01AfjY7ltK2JECWa1GsYcas9QxQt42X2r3oc8b7xxtht7Q+6ih2uK8cnQGG3Q0Y/Jz3YOdGTsHJ006VXHscui+aa/Oo+V799Eovzc3/+q7rj1eQj42WtiH1fF1aL4uTw/t2cE9NTnWIMvru3507O00ffQM8LOT9e/6ufZPJ5638qTDS9OgsN5MH8/13PQp4LAPH56/m64/SXdf5HnqnwpdajtwaXXkaK6G1ck10Uni9diksucGxUGWo4VG9ahuoxbmrBrMa6pgrrmizfPA3GZAv4XkqtfJIOcaRqrZPAaNKNYDh9a7T1h570PpSHG32vTcra2nWm/XSMe6nX1AG6I2R6AmxS1P/e5MjyI1Iq0q6l3soWgWNIJ90TNWUeekVfZcWyNA9kiXAQ/VluaD6+vs6QDXL/wP/zu3/njIr3bbSOflRMHe/OOfn2vLHnYdDgUawA6gA1AMS6kzwI3BIS+ZCSHPCN6Aqo3eTajU/eZxdWPfzuNc6/X+6c2cAhSDNVbK4IC1yz0sCwACMMDOwb/1Jz75Y9+/dofEbugmhFS0A7UiCW1GGLStXB/X+XT+5u3vPrjv/eYfv3n+IftXtf7EqE5xLD3OT1/UU+6XxzocOYSU/Kz1iv/gtJ6X/rS32Nzm8sbDHelYKTu4CnTosK99C27FpsbNGWetjlyXDBRaOyGlpIfKzfe01NfBxd694VdJIUsK1gRH76w3QEYTBDBUAFQ1qE0QTbsJQbTwo1/69S9+/k+/2u6ObniwcHtFy8Mt7ho9OriNsbsl1/0EDs9uB1AUxg7UDLnw1Ri+kSs495MvTXYR4ascnIWt/1QgItQn2EeY7y8KMAGcNwjbYh4WhQrgAB4BbgBO7wG/707974z/AYDei8AdoAC8BLgA3AK8fKcMO3i1T7/1Jz/99I/ffO+Xwb8d+s/v8pfbm3+6vn3b37I9ni5vVyyweqDiMHZU4AW6At9S/OD5zS//xrP46hWryrepTbfj4s5fimv5pM8O5fxkU3ZPt2d7lA4IP+vN742emo/h4ZL3O342P52IleSneb1O+8ezRqQRGA8fOymzWBrgchEYnctNw0ZNVlcSO5TrdNXafMW3lk627Ypv1B8s3sS8dUAbciwxR2WpIdG6soVmBtYnDJ4YzNHQ4yl2ajOEA9EGKcKWo3h1ob4tbowIwsOYqe9zrIOGda0YpFWNA/XWvK8o1+KyD7suL0a+K/3Z4J3pM/RXXiPaA1DqfeBwkXVGny2TeGaAWhuBq91TbNq8cceigkhqYBS9lpbQXXpHZc/FsrPkfSvCftlqiAmkckyK6HijwxBOXZ4BFDEj2GcSlAFhgzJRVB4dmhWvzvaIJwgH1zbRuJNNhugqsde17w+8NhhRe3fgjBRrv4TgM3osWomDczwNJKsGLwwp7dSjXs5N0JaMnsAwWdJt9hWkM7JlBSUjCF0br1J8YrdulvySh326vdtm/mZ+Ae0buP8wufvSr+7PD25YBEPUnyz0yfWhxJO1mgLu4CaM/+Bf/N5v/PiDKc65fzqN6i43IHVrd4kQRbLeXwc6rz9N+310t/j8u4dPX7x5fTqqf8PtxU5PD3xzU/AU7KYHhHkLu9DWagey9qjRO6iYTRNjc7JvdPGHXTlvujPMYNxEbxzd9z5ELkKWm4e4moxprJukQRQxgjKOPZbRmZAjXKntnFKvE51mfrbXsYVLL7yFve+q6AK0CyLxY+v/6l/RZam9pbJtIWET1Q2zULXVVXu0dDRZuxABbs0ciynZvOdplYth9CLmw+DWaG9+43Z/SG+euZf7tJJEmvLjl3/4z8oq8ImPtZUKMAFcACJAKZUBngGsCivog8AtQjEQgMGkdm6kIzbK2vHsPVyq4uO2C/i4GLqMM96jvWK7CDiADIAAHuDHf/74G//aD6drq4LCGnjMioS0WYksRq7IOdr62JZ9hNMHx1/70QdDSNx/F+qbbsUjLnK8Ce71zHOd0YWXH9w8S88bR2/jZbOev6h9d9H1Ws+nJLf8vMV5wqFqGDg1/dDsYirFYIJtFhgoNotEAsab/OGgL0/2beQh95MnyQaObKRXq+TUc/M80g7MEAOpiBVC30G8WQOLxF3FECJYtXq9/+iT7/7St/+83kt/YVv+ZkjP3oKOEtbjHNsQGWyrAC45D/BmznsPleHigddsnk/alWgZmzVMOwtv4GuDkcEcXFX4wwpqcAXgAArZSYEaXBF0/UWUV9/HuwRgfd/5904GYIAdQH7vBW4ANwDIMBD86C989Bf/5p/8wYczXoJ+8Xb5vy/L770+XfSuWlvWO+L9uq3gJtcmSz+XHDvM4G9ANkcf05gOhw++F+L1oLP1j00uNN5/e3p47I+6EsYLnGNspY7i7qchX9524aCyXdwabBKrA2rVOvpr5kulMNBjzWNgVPy5lx9deQgxur7U0LjrOitPSVN389FkFhj3st413Cc3yynAUENjTfvQNmHnHPCdlsPmNTWHu+rLzrCgtwiUtXgdTWbnn/HQKg3j1iQZV58NE7vWDPjWc26G1tVSdnnsQ8WNB25mzRQqUmhmvsPdEb7TiahWsRw8Y3tunAecql99a4C7kLgsCaIGODUOwTpSAQfQVu9cl9BcdtWr1wilWwTYih3Iq/ah+yabD746w6YAMIg6imrCFhWa6bqGCJcNDpAvOEaDdPSl9bFgs5bQV8WDW7buDbLb3AVouoLlDMMB+tkFKp6wuMbKa8E0ubYgjuy6gmyIg4qwdKAGxMWE4wZnRr9oC+vdGzhGKEiGxip7iFtobXbsemWEKuZRi4+JdkO/iGyEedZpRANN4WYrP4rx7bLVL4d6ve/ftDZvae2wvylJ+gzx3Lf8FHdjLJyfTOqsnzgO6Z//0d8bh6s/9UufmP/46vCdL85/NOGI6Jg/hvzfXMjznre2Yph8fJV/9Cz+w5+/yU8fju50cenabxn8rXH32y6NNW8x7SpUxd2e81aJJImvaqPSkjThUsxB6HjRSjw9j49v2jRB7RYcgiavPYyp5DZMcath6JtABOuuuG7sBtgUPHZdKEyb2Uy1u8ep71yMl07mfZU5ssy2cn86x772e6T9qVd0UvnA21d5cLRpjxWKj/1UW3RG3Tj1rQXFntzuvtRhSro2DoH60lv9aGw/8FvsV0e3uiHiXXdj/1l5evPVI8D+qUzxF53wE0AD8A5ahzuEa4MOcIvQCBg8S1s9HFR4HKGvyXDZoANwDHUddnJSMCG4Zr+Qf70t/p2XBMEMwjX8mT/znesPBXXQSR3sPFgkAAEAAElEQVTlTVwcLhldoKEZu/7oMW2Cu+HwcM7HoZ6We81PwMsF6ujdm+V8nR7eltVXGHRKt33vUuf9jtu55Sv8+g8ezkqlTsOTPz53uxniDQ9Fd561SGa8KDwJ3A7Mm1DiXuXsmNXqVr5w/esL+in+cpfXwe8u/Rz1G8NXS/cDcsE2uY8FgwMjVAXnmEVjJMyCAdCwMzuFnrVFTmL6409/7Z/889896PqQd5xmOBNfX7uuj4RXKM0a2ZKsuy8Anjf4KcCzBinC06q3Qc8rjLFN5LVam+3khAu8VrhpcCH4iOAewNwL7m9Egd/ZexQEQN97N/v/37gvAAQQARzADODeP/PdAgSA6x+mv/bnfv2P/dbh2fHoX/80/33bfiKXPzp/eT+fs16g0gbVWXLx8xVV58T+52LXQB5ghXoHeGOxJ/8JeT/G+UkP02G7e4prf3za3Lxd3D5K3XJRjIy1pua+fSjeQ1mahNAysr3Vdkz8TcMXsl3g0HN9wP4qTHftfCa+SlOFFCLPxC76qdYnctOFz1D3BqtxZEcLlcFF5LOEHekT8rPxWX56K+gcakMYelyZou42mg/SN74OXLWYTjFoWwUnZ6cKKZS8OmYZnZtxmSQ8dH9w9lhcoqW7UHq9DmmzPgI38whKgOQbK1deBr3Z6rcRYuNnDjfrk/ASiDP3BFhBUL4t/S14520oMCSCasUbbEoeCGxnLkf1wjxQrejZFGkivEhLYi1aLG4L6jqAYlcL4rMVVxJGhdqcbL4aXEMxGZPvvcRtqcmHPDY362bOTbZuyLseTrANMorUiw3eywI8oFUt1XEHZoXEWqtH1godNFISLh59JqCORIUHiGefQw91aK3BQeTRdsegRXuCVK1uDFcVSkMvVHsncpRq2YagndUzttH7Wqg6YMYavsdyd4b/x/2JXp7TbtqN+2za788hRre6J5ThD/vyHYCCqLxFV5/yi++O3u0I3D/+4r/47V/+wIfhOMZeVxgPw24czy9WepuXb93zj1VaSM/g08/G8ScZ17vON1haVlbAzUtq+6KLw/0sM+qerViQwblKzZGV5QnS5HxtGkfGc8/sEuN6znwIGXsXdMZh36WjqoyAtVhSy90PwcQzijlAMR+69TQQzLrecHC6mNGDX2tbjYef9emW8oR75nl1kCSDv/WtThpnPsWGM8MwtxMDNRbfe3OcqFcgK5UcZ4DEbWP0t13Lbb18AzzqQJfvpTZ9cL2/5N0nt959u+Rdpz/4yeMXr8EVODj4WYHrd+d0hNVgi6n3PBgsAADABsFAoCGOwaR4W86rInx0sKcNUsRcygUKeZelf9bgc6seagcYARQADWaA3/4TH/7gO4EkNs6+7cUg7CTX7ge/Ne/jxVRBUnSlyOl6f1vErg5kGrXvrt2LAuXVftg2HGCZzdwVY/HrXA/ykwv/6Hh4uZUPD1df3D/8DmK/GpjSdw/hWuTDXbIlZ6Pfra0ifTi4Qxab/KX1AsBLXtV+1tpV6T/eTbveTsTntdwGdyNda533IW+d9+MvMY2Bufcu6ByAGAPW3FwIUhuTKYOKhcSgyp4p7l/++NOP/tHP/1UIhve4Plv8w1f9an+zlju+uhkk2m5sgTLA7wMMAE8A5wJ5gy9OUASggZ3bsvbSJRSoAAGgAxwUcgcBWPqbO4DXAA8Ax/e5LXov9r6DusB7UfctgAJcAK4BroEN4AohPnd/9e/+yf/kf/vv/sW//upFUfw/v/32P+vLP5g//ycP35xOl81M9AqOZzMzvc/LdewHSA75x8MxgE6MtzAe0F+76fmYcDza/WBnuKz38fVD00yXklNi7XFVN4UoqReGuW5GY1sX88nVhZ0BHjGVOcRUc4qwrU+Qjw2+yTmQ2xFdPpbn07JCTIxCsbkx9rCNfQK8YCLK27zauEK2C0pkWhgGyHd5ZW8qrW2P0jbhemDIDY/BPel+8E1kqZ5T25a8HbGcLzqw9jO44LvFpcl+9IuGvaud6BgNGLRdJhdXg2OSai5wmSFEj04HpT6iZmkBLcsM8rr3DXjzHqQvUZ5y/9zBH1bJTE0kV3098LahMXKFMNAi7IDKQM6oD4EEkwchAiQQnYB0YMxWo8eVgJnIBgQJVZt1Zz5DjjzR/amrFvWli2WnvlMHEwuLqvEYGzboYLjA7BxWNwuLs+KwU8fSW0NGLczQDIPvyAv27DQwLNzZYDOJ0kithkCrK6GPSMVgRw4vYQzkXAd20wpFwbvqOpGBiavgEH1vxambnySIGnN01hmExHVpraSVf2PEv7af3B+AfnPXtvlsmfnYUJqbj9/mJJW+bW/fPAXf7fK4ftU+/+pxq0s4tGuaXj/9bsbXO0rL/bddajPapV1bkOS01IcGEkKM3/vkgx8/A9p3rGfmp45FGRJjHS8LHQgXrFGV0ddqpLUma9ggoPNWO3jvbcZ1MFasjaKizuZWC15RBR5VFQPZ5nxIpA7TM1/JQa0c3DZ4sIKR/U5o/1J2zlJrC/ImupzcOcMbc1+84c+/sd/7nf76p3L+mq+Hnq6cHCC75hd8YpUShYXQOnclZNPmtAhUlC4uGSw4XQl8Jbo+HOIeig2jnMdpv3+6uH47xiHGaRp6Ccvni3UghVP/hUAYAR4NBgBbsr0XDhkAAc4Km8KTrWaw5IoAO4PtBAOAFnMAO4BT69cAPzdA4nfT/5GgAAjAZ3v4S790HdyIxwpK1RmmaKQ++F7M+S55bZqlfVvlPlqpZsNopp7dMYWdhav9cI342X7//TF9/Pz6k2c4DjsZ8/LNawlurs1SnI9uNi8esG02uI3w2RCsdyAn2p6jVpWHpXxN9DCvd8qLqXfh2OQD5z683X+H2lER1zVgfqPbNwQuqpXshvRLZrvgu4gaNgYVVEdo4scE0oiJ0awZILSqiqgifTeNH33wg0NQyaKTlhyNfRrTur86cn4yLstm7eT2AARQ3n8M4AOmS9FWAAEqgAfIAB3gnZbyDt5LAB5gBbgmOCvMAAjwBqADXAN8+34HvEM8vgT4GGAGGOEd/VFuB/gL/8F3/9J/6098/ML33z/ZN7r9gZSvql76F/cFQB+fwF1Je+Jq5QcxvUUZwbZO6VjrYhvlCmyiz0KIaRhD+mB3vffBdhxHHpa0ZauXVc+6D1I89l2GdUflbZDL0wksYK2RtBQKXSrE1Gl97n2htJKl4zg83q8MR4MeBnYbN7bxOdnaaufUTmvYpzW2YXV6wNbzbpou58VPqUWNK7TY8IHii/60gkTo4oNRQ4G3PR8dPFSc1J5W8nEP5/AY4DjBU4n7aVtzGpNJrRSq01S35eDbaU3Tvq9POY46i1OrR+tPdToe1mXB68l616J9T5SLTbGuTcZ02KruPJW2mD0Pzua6jK6u9Ta4omresoeau9shdsV9yE/FCIXRZelMvnf1rjd1TKKtE42O3bq14KYm29633obgauO0ao0MAGUkxssjvsEBE2jj7ltsu+5zsljKE/MUpfFOtDqUJvHg+qoxybaiDZBN/LktEdPZbNpK8yGeamdzyA70pDBZWEI9NNlk5+PmyFppUWANFlnbyGEtYpA3jYFLwMkgr+TUDC2wdZPuSyi4Ao7BzQXHJNIJoufSZCiT0da2qzP+yWH8+BP8z97QF18+Hl55vW7jq6RXrj1QG4xaef7DD+1+JRsKzfz79RvjcAgTcBbveioiw2EuYEcXOH2Wti/J2tzeHv0nW89D+HD+jV9L/+T3OwfrjTQ3Gta5DuSSh8fGyah6F9BCacKD1sVo58m0RtDNfFATqEQjm9VS0UmnaUdWVGoZ3VCb8n5wvY8vAj6WvERgBF43GN1irz4gNe5JjhR5v8Wc7koGH+ZAufRnBWbQ6N1wqLKjueKTpHbqUcPNyKd9hTdJ3Co1mknyhq3PoCOMm7/HusMhnwuPDMY06GRQrKQjPu18fJHeXJxMs3FR6tOwawtcFlEB7gAIO/sFI8wDFAAP8Dz4u9oSgLyPBzHBoFC1eIALwGGkedXL+9bId6Hid0kjPzqZaYaWDCpABviVl+mz7w4IjXK0sSYOjSp2eAekJlHxFhp132J34oYRqQk7fxUxVCrJcjWKfjOZ3P6lVQzPXuzq620YPyivod27+mZbHl8/KBTiIw2ubvNb239J9pHCA1VEvrfma+/RlSrDEJyUTe0e88KkXNetlxSfkz2jcapP0yafh+1exL188QHj6Fl7JyAHXY2JgWqvnl1rwGwmBo5QwAi8NbXAzqzhh89vmSZ8u8BHcX/ZwgSpr7XjmvhwnmHcEQL9CEAA8nssgwFk0Xe+nRngAnAGOL5/uinvrlQAA8BX72w8CgmgAdT3bW4bwA4gACjAW4AO8OY9++0I8PIF/PivfO9/83/4d/4Hf/23PqZn9e/Xp9+J+nbZvnqiJd8vWzSRJV8fiErsvtdVfkaNkFnRu14Ld9Cd1SnySz4oyNH4gyHtj+BHBiggUmwL4VI38ccKJ4BT82+KzBfe8OlNX6iKZcU8ovtG+j5gnjcz+mZbF612KffrZU9Mjl3UWnNQ537wLO3IyVij9r73EyLtgG6dHwoyxy6221G3IQn0CLWD7cvmPLqCBa+FhtqDBCSaKqUduo6chsF1R0OekIumXRLpU3Kr18jBBWOjBplyC2PI2xJDAqDwfD8dIndPh6HWikOANYMhDqZdffRJOiU/F8njyKpCTAHfKrghHETibhKyA3lF0M04Gi9N0fVtxcjeNHZTQtSO3mmvjq1Ci+gCwla1B2/d1ui4SyQW6040M3exNTkpBSOWc2lsOai3EaFi1Y2dNY77A3IP5rJ6gA4+bo/iVNZ5F70p2ggNk4vNa0QW59l6N6BeFDEDR3UiLbScjRGXQt2aKNkKIXluibH07AM5QMG2FVp17Rr2giPHAaoTSR5r6M9cipqf2l5qqSTS/KkYk193mUJAf+mOyvJpy3/3s/gff//m1Rbo5+enn72Gb/O0R7xNo4XL67eHTz4ZwB2ur8qCzdJ22XK+fPXm95TDMGHu3etDU5zSeOW/8+VTKfXx0nJkD/ws/OjV8WpoW44eEQKKaXbWessYq3hhgq13WHwg6AxhhFIKVhT1bivdDb576GsBdWM32EU9b1ILIu2FCgeNufaq+UG19ZCawzbwyFXdsfugbt+vYlAr15KmKd8MpKUPBxkcPBVxhjuWujh6A74a3hXuto8yDm2fg9Lmahx4Ne61YiMYfcxavD3zXAKkg2WvvqOXlo1816VL/aS/Pn7/EK8xPPO2azU0kFgV1nZWQIBq8M07kwj+4h5QAFpt74bJO70QAZigAG72C4mxZpX3t4QJwAPEd4ZDDz3LBVoDqAYrwEsPv/VbHxu7NE4dmjNX2gBwpXwU6X5oqjDSInaJXYnVQS/QAJNn3XrzBNnvkrOOR/UuUGSfpphgfHY13E67yalWKZtwDAe8nliHxT4i/iHZBx2aSa2AVBl9uBqf+ziN0VAWoBLYYYhDs6bJ1dLmO5Svff8q7L58db0bpo/244emHsBUVExAmmFDMzEhlCoMwGhOiUlR0IFKUTRovXdBYXc4+DiG2u+hBW8b6hm4brJ8JX5YUREd/SaAe49hUYBnABXgOQAA7AAGgBngG4AG0ADu3ht47gGuABSgAsT3bp/z++1dAVZ4F7mGm/e/7h187zvhf/Kf/Nb/+j/+a5/cJPsnuvxeyd94d3+5/70u5/Z6q1Tzqdi3VB4v+Ja5IcuAgxmaXSxn4A3akfyK4426yvxy3F2PRw8H2FLdT3t+AbrDc78jfnbFcUGbKGxyIe9NflIvopuTDXNN4O/detO3N72zQ8e0d57Foem0SYF6O1JVf0VexJ5/xoyo45wgicsTYxYO8Vx60c5qUGgBH2VrgZ24NAIHRwvYsA8Fmy+ZEamp6QVZVPrCyq0tpoQ+x73j3Dt711fxm+uErJASMyYccFNOqDMDIzVU6dTMQoGCFsomgToKiB+ABwE28L0SI/T1UtzKLWetCb/ucgI39/mhwBMU6+gGqgXWwW+WN/bCGlLYXGMAHUdRGzlk6d5867V0cAQASNFHMQUP1q3TRubFqespV+I49i/gJFpymF0eOK17pDGJyiGBLVxjhR7NrEVZbQyu8ZB8K4Jua7V3mMErD8U6WBHlrlk1agbuTq1W1zKEPlHvgC5yDOzZj5IX4a0aKXPtnRQMOfYxhpG6OaxrEWRPbAJeJWtXDleUJ8NBNYfikQjqaJGhaosofQmZPc34qtr/9MP9X3v+6urneP6nX+dvV/8P7vDIBxu+ufyRf7mbW3EvjvPdel4hevTS1vozstv97oPz+gTUQYIP10Fslrzp7yz1KfhxG8fjL33q4zSXqlFd4pRaS8w7ZE+lb5a5UPdB19LM2dyYsTKbWN8fQmedOogP7KEhaq4xIoeIPmYOE0eXUyTyGTtKyqQCCUjGvfGFt4zjHSEVH8OZdMu76qQKW8Gy0HnxNdvbytrgMvntnOPgL0Xe/EF5+hIel0VLcqEiJjJFL9EYXGHy5lbwu95KjVFxlSYYPVpmNwR8usSR7gqsu2netqVTu/aQp/040BGACG4JPgHIAGcDBjgD7AEWgAXAv/9MQHMHBCOABHACOCsYOwVICAbwA4RjShMANoDebwFekBsBjgAffhRvX0R/vTv3hmm3aIyjiG2IDpC6ruTbvPbBHZcSRLMQMkTvm+G4G7j0sLPHLH4IdYgBwVKcqu2iu8qK4G84PHf+xfXRHw791djZyT7RWb9S+UPWz63+UcQvu132QAprIBBx5sZAk0LcpRu3+/jZ9bPp+ke7q+8Nw6sYPz2mTwzGq2Gf3M7zYBAMmcE3IwdgQIzQlRwpWDGDgFDUAnQBciQIhChMFKfp4wOf0/D8WEMwR+OKGsa015fgZdIA1eglwN/47Vc/+qXhN3/lcLOH24/ji0SnEdb3bzgfA1zee3t2AHcAy/sy53eFne+K2x4BVoAJfrHMx/cbxQM8A/j+CP/Dv/un/+f/u7/95//Yr8of2fJf+PVpOP1keXr99euvv6jzVz/Z7vJ8/4XQTI35CBFxnhn56PtTIy7b4Nw1tFcQJPBYcHX+MzeM45B2w/jpoXz/eHSh3tTDaHKzewW9KOgB6kP/9qxhzndZB2418OrT7FPGvrNwTukAfDGop94MglTk8IDdeLhb9EbtwbYZS72rlYQ6XSTvsD60cBj7ssiu10AqmkaNszQP1XqOSAUdhFGzP7U2kVtjTJNUmsa91Sab6Y1hdTR5m7skPOcaq/qsUCkI+Q5Kes5mA5NYCtRSvFpIQWlDRnSGHTgVLUuIpAaBImCH5tkbCJDrnQvDAIfKzwlfzO0Tz4OJEz8GeSO2eNyaBS/SjTB4AyxUAXYY3ECuaQRcVaMSa3fKgSF0JAPfWwAwK0VoZQjCPkDIHNERaoe0qlDcyYfxMJd8EMy57odUN8vWwFK1iwflyGMV19tmW6sECOgBAjjolpuRmQzVAFNS6hQNqOIIAR2TmIAh9QZFOptZ1U5VumsApbIZcAwd1Sxbjbyr5hJ7jwlaJ2gVuvLWuhCsji7OOXAYRMCXLBWZolTGSZFMkgCTif3WmP/2xy9/Lb7Ip7zAaYYcvxvsG3v82b3HWyEdd/vyxl7LYTr437/7vU5fqVlA7I1dRJcOw/7HdXv65tJm+0aAx+N30i9/FpIfYtwmZ2Yl4EBW5r6xWPAnbpF6P4sPWpVDBEy7Kg05npYVHPZK5LeaVVHQ46ZZYzJjF6Vit2AFafOLda65BcSmypKxXJnOcB7t9AWGLEPH2uvTfQrBCiKKTb61jE8n+eIbePipnu7jVrSLfCP9571T9iuURe2SJQMx2Ca9zMGlTTpJWwOkQbAjmSPQZgFa72KL21q9csOl2jOORuhO7frZdN2m3QVhQ8gKrwE6wAng9D4tdAJ4AnBw8ACVYQG9Cb84bvadA4BvASbpOwjZoAL8wS1/nnMDWABWgDuATXv09AjwHecP+2Px2zjGmmtMmHt05nJbm2bG2K0PcTqXNowotice0BUTZj6t6o7RV51ihCoH8C4NV0ZhHBCBduMt0Kch3brxAxhfXR2+M03Pb/f7stlBnlq1XhbDaetujHHTGHkvYOxcYlXA6Dl39Y6zJMddICp45EExjGGXdUrTTjE4coChWvSOCyCTdNXAakBE3kCyQGBaumOqXRkRRFVUGbXt5Xg/5/NMua/r437Y0+r5ZrllBb90NXcC+JW/+dkvL/Xc4E87W7/Wy9Op/6v1Av3zx8vXP+8PBK86PMJ+hssO4ABgAE/vNBYABZjfk50V4AkgvNdzVoAA0Cb4je9+/Lf+V7/5yTHx3eXNv+yEe3t42+9Ef7au833J8O1j1pi/yNxh8+xoFdp3NzFv7XEYn6X8dUv73JtnpCY13AX+VOjbFL63c8Z7jcPxbJebY1zbvdRphPwtZi6YdYu2T/UudDvlb4q8dKgdeKS2UQnual5nrGOKsLARXgwa2Cv2T73t1B4cPAvpp1pufnkHGotQHI5vpb7YhZx3HPJZwr4jiqsD7LNbSr8abVUZ05yfxjCotFB63nl9OMfjXucTHZKBH9ac98R3Tad9XFachksXw172kRukQUDcTdA3s47ObcmNRZfJYqZt0npueBwxZx+HfNUgc7g2zRgjh1o3Di9R78xPCWmtMo15k8vknhs9ZzatX1W6TWHbmhu4Ax+NV2vWQSOGqnOCsHQe+NJkIJaAsaiNbEunwKGXzTsxE2FIMBYFD+2cYeJiwMjKp2kr62GjJ9Jr1BP0Y9rh3Lrr1zQ+edkvoXgMJ22+SrTdghc2l7UGhL40oBB9xFg8Dk1yg+MUc9HosGtUbCEkE+AE29Mar4NWwyYOg3F3gmJCUaw5BwBgAplL6EeHZ+iP4tAqjdA3HQmrEVnHrpG4NRaTHdHalbibJeBWFStfIsTTtnj6ZLB/c2jf32gdX/69KTmKx+/f2P3rt/V85VXP83wrN9kv07MRyl3zx4gmx4JLNGeObyf/h484DiAdSni7Sx+cfvjsJl59uZaPtqVwMI5LVh7aWHbVy8HxnC06MiYupRb1hxiyA1fGIYh1IIQNU+BiyXdBGO20MTh4arRj6QaD+hyrKzEF4Uh7rBmIHni9bs/60Mf25b27PoMfELqtD8AidQS5xGZnW9JDzgxxD+rILg9IFXa2fQ3xWmCuLTN4pCoWiCw2KRjMxjGo2NL6FdEqndWgVcaZ+z/8uv8oPPRtmG5nqns+3Aa8r6offurGfwyGv0CDCcAEYAho0Am8wgCw+POxxcm1k+hTBQ80gw5L9wCvAL4BuIGK72oetrDCdgGYEFwALMAAl6ZX++H7v/6xxEDGVTTuY1uJj1LEHDNSEAUPQ+sLUcw9BL+hILsDkohcRbfl6rwnqVuMg5k06A7CJfcxoAgNSaUfCXuQZw12Bz9urT3fXZvsHFlVVdTkn3c9J78Uuwo8QGs1BCJdGyQuTcIYUGQMLoJKMwnsqkBwrnVkJ00icwssrWNgq+Icg3ZCRgEpSsmBKI4eWg/eQ+sm9O4vwIdqs/Ex7fq2TS93y9MZx+nZib6O/WVIbVjo/whw+5KHHw4f/0q8/fT5Z38l/uDPfPqD//H3fv1vfOev/tu/9O/+lY///J+4/vCVu+H5OwjTe6HmM4DhF6Kue5fzigDze8/Pu/18C3BzA3/nP/zT/4v//V//7DjCzw/nf5Z08eXztc1Zvn14eHrd+/l8923pS61jKzZ77Gudae0X5wQx8Cg8Kdy0GvY2kEYMguF2K97jJzcY2e8/OljVhurKmrcqTR++qg203oGrNp3XbQySY2vuI7I3mwaxx9YUt32pJnVUbmi5t9PaHFZbyh2Gg+js6ErpfoY2FNevjAL52HG5CXEuy36sBMMxmVnr/nytMnfdRT1vbqDSnnbu0JN0MBoGd+nj81DbLCmBE94ubWRbpL9KZs3tYug2xZCYY8PDZHRSArvMGFNSbFFbG9G3vrHynZDDUlcJLkONW+8DpJPG6FkFQ0oKSogeUu0+8VOuOaKU8iXAHyE9UpAxrM36nouoOJ6hK5Bz0qvxFFzp4+CW2gMyEe4ahCFghTZ533sfnAkEI2FwRS35VjsPDhYVDsTAupxJ+d5wxFIwvEw7xbaZWfP3pQxrfyJJ3DeEyOAv0BIdDE/grtRKnA6jwxWattilkOx2bsktBamZsCxcTM+ZobXcpsT1qRMijiNHDgjdxCNXUQODgbCDN4LRXG4Smz+aJe9dJ1HdlMiLKSUk9S56cREbGFCjxoGq1JjYWFNrenBZdVntXCApj7uN/+vTYzXsd7qfrg5Xa/X8/Dhauu8MtT68vWz5X7I9+HjA/tWs84QM7vDMhW5HYsvlssLGH3+0/zO/kjB+TTsoKE/FuUAbXGr21U4mhrpB16WLRFWHcy8DcIAl97goQUM31JwxWReoqOz6Zs2SQANzxXXt0CYyubTYMl+ySU+Nrc9+q3W5OKbeVO/Oeu42L3ZZMK9+20rO46NozX6ZVZm/ftC14UmGe2FGX5lqYjPvkaG5AIoCpL5T3CqDVpPwZNLNcRSAEdOXX+aH5exygmD5EWaK3Y5ZrgEk7o+bAuAvZMV3MKhm0AFAf8EKjgrZl63oDmAE2IEywOLGChAS3QJ8DtAAGOC8VAD4DEAMuCAAAAUAOMr24sa5KwFyHh30SoeqgpyqiharTWbpooGRCnhQ9RvuqW1Fq7ku6jgGMOYYrTuR1ctZ+xKD9BqBpDRsFh0chdA7FsAY8BcWmu4p3Hqb1AwJTT9C9GpR3BXCVHVKziN4x1CbGFQTAwRvZgqBoXd2DlGYCUmpdmOC0p1BNWngFFRUeyQT7Yitd0S21sUI2RCQHcpFR3+av53XyHpaNsIalm+/QHzmhp9lxUtwDeDtBcZW3iJO8QnvkG7KcLH5FX748vrpx+nF2zZ/1U93p/yP9F+cHx8ey1uDW4CHX3j8+7s3uwCwe5/yDQA3AX71Tx3+zv/sr3+437XPY/6j3gDc4YA//wpPxe4vj1+fB4XfPeU92CJW5JHqMJ7blA6a2x7L48pjwATL12slkYM5x3Eua9jzs+nZPvDL4yfDLVmhekW6h/51od3i9TakU22rd6n1ba691RWUT2UtqiD1gaJ5ysUtVKaQgD1W2Q/2SP0+s3kYejlDPIj8rm0JSqt0vKq9loqCjR6iPovDtsI4QHlg74Abvbb1hoZTdftBy8LpOvs1Np8nqfOKz/22XjxPGZZQE0zJC/KE/sHKLioI7gJwBxgNStu0XkcoC98cQt4oDdlXORXlQLXZ7SB1G3AnWsi7Fn1qWo5BcyY3YBdEIudjMQ7gSj84H6QvPoyy3rP/Avuh2tk73LqLPNc8gt+IJrWUeMs1jzHWOiIjoSO4BBp6p4CpdR6iy5tjdCYjYqS+PlacHJW5H4akQuBcm/sp4AcAvMjBS9ZhRARbA5IW3dI0WllW2k10V+DKV2uqyT/j9qR+X7fix7hrRl7UBvbnbEPQmSeP2ZgZAdzQPAToK7RBaNtkP+VFXRQcnG6tpxabKXZT7zgY1KZGY6XF8WDaKgIATYhaE8LWJAAUxIgEDitY8BNYB9Xcu/PUBflpG0au0gT50mt6TXvSN5+f2o93lMKLsN9eyxbD+bQ+X3t9OUyxvnn8+so/m/zr3q933irsrxMsw7HrSeEmuBtCLP6z6c/9XP6r6No2J4pki2QoPgywsnhxOaRjnYuEFLIbYDY/LeUc6BDwIjAOWubePR2KrAAHsScJw/WAp1l85402tX3SpfJulDX35HC4tLz3YY3ZLyNTVYlnLBPBvNFTk+g5nIp4r1x7xZTggv0nX/A11U57kiw47DpwqKdtTNCKEo/91HeesykbkIFuEIOrVpKLTTr3fJbtv3z7pv5wv+BDyFDC+Rlt3n3bRcDdXN/i4GBBuAIoABXgnXezvHcMOoAqMMsvzKDrL3JFyG11QDU7hroDaAC3BE8qEeCReM/QHdWtodaY4MObYYqddEpQNbCRCwqbq75Kx5Sq67EadiiCHr2WBjCgdr9LfFZ4znRGDQXJVxLGpL7gxDihrhgIhYibU+zUueQCk0ND3osbsFtnF8EWxcFUVclJgKDUnVpVDSai5hBBmTipELEnkU7BA3fFyEgGQl7FBC2QN8PAbALmzJpW1ACkgJ5IgJjBjIBMBIwVxcTWnZbzMV4XQJ7YEUN6ZB/eyJtX+ahZ3S29ARi7iOfbCq2GuXb6lpYzXV9sDt0/kD7f3/z6zff+3Eff+R+9+Kt/8zf+0r/5K//eb17tr/AVwA5gB/hu7meABHAE2AE838G/97d+/T/6X/77Hw/X6xeD/5wqq/NOv7indtHHhztYku93bK9830wHT7ctUmwR7NK2xOsd2qGW5uAs+Nw8hjCGl2td2UHav5iC3d6MdlU52lJOuIndyc6J8wew1XueZ8VK90V9tHOG1/OjEneszocV8kTUyZHqKv1c5klMCDiHYP3WTffaOi5GSlJ2br8gWtx5ViS/hRrldCrr2s6l9iW1WuHi4IpTC14ZpQMEhxtVdrTBuXhX3VZc3ENbGLmSgTkNDBfMh1bnxxlt0bKBV1v53ClxPC/gYrmsldKGq9+ixKi1dN+kC7kAWhKOnjA0NS86F5+SakEMjuzcWnWwErvgN6mP5C59+8r7szaptjhiaRaiAzv4kEkj4JrG3Do6oLWqpe65IywEg0ggkN4M/dbEu0CoFbkyFaZ+O6Ksm7i+ikdGW6i+ySr1lCVX/cY7aE8ZTJlW0nzF2NeuxFw3daPvrcTefZ5lMRc8dM+jr12g9Q7sOvKA1IiH1vvgSLWVXmClJrO6YXOz2uixVky9mvQtc7AIUJNrvRtbt1PVYkywdGTsK4rFrs5hFQdcBINB15YqSBfqgoERFtR3HjjSuUXqnaMYuQgH4Im8rP4vH3eH/XFfg8vVQpteuf5YjwNc1J3u7/0xpngDBFkopnTOzfla1N+k29xmQmM0RLgaP94++K1f/te/9yjEpWVTXSvFzomguOxhWtdHcjZQnvgijcEuiWOzy4qRsC5T8S4JnTQ6wEXduO9l7sCexAHJQLQC+gqP4oLjvFlNgQU3d2aknDVdauk1PMx8V2WkkPXys4zraXu6aFvr/NAvZ2hufk3DCttqmCyfULfMBLNijLRQRedWj9GDJVIXuZBU3VNcOkRRHfCff3X5pxd489WFIOVeDpSe8jmhPWxnlC/di/g8JEdgB0gAAX7hJxQAe4+LYYBHAPf+ZT8BPoA5gBX0BPUMEN6FkBRuARAAVczhvLWBriPA4OGTMDJPrFsOZF3BsHby1ota1Ll6jWbWVmRlawrDzm/NSuC1GAM8VtDWt+i4MAVHBXBkUlfMEMzUm2cVDpG9uueTB6SIJMkZunkgWRoMbhWr5IOCKEg0FsQdm5hFYkBCdASCyA5RCDygADBWA1QkNUMOgwsCgZkUkFxg9J1oZDIiT9jAHCIDIRojIlMgR845dHNuqgTj+JYyL1vt9QARscO5S9lFRfIAuJ8caVXNW6HmHrtxb+fc68NychrbZtuGO//8s+PNr9kP/8L08rd/9a/+O7/0l//0J//64fqD6/SCYA+Q3+O9fjzCf/Qf/Obf+Es/3L/259/v9NXy6Ddaark7lWUrb0pZZHiwSwi4lgcfY+JLKXkfVL3xcOugxf2Ezq7T2HxAekgVNT8uX4c0KFGU0njUiQeHs+jN7c0pbFTqZWvb48ZzX0/rFeJsp6O0ks18HshT6DcWgeiG99Z1oFoUHYiB/0LmwQ3ZlWHwb9v2Pc/7/WHT4eOrwxLk5uPkQgUN2RVXGOKzmPgQD9XGPV71wG7jlXqjrWz5rBVtO4skgCf2Q9p418NguaMfaPSpqVErtcpQ7YmMPee1nE0vcz9ZHQNvZDHmZQsgxi3WwULxnWkcUne9btIzNLm4oqWVZNSRiK3kBv6M+SLqe8tVz2gPTVyISauhP2ur5qtjayQcSfoqvmjlzifquUhHlgrssEN1QgZ2bJQ9tkYIoUNN5laSFZKPSKrmCLbFFURrZEGsWwPUtxdSJ57qbgDRpYWg4B2HCHGD7oJiW8Ft5bxu0lhBdSFovZesClaqM986AbGqQ3XgN7mUSl3XBhLQjKHDYFuxPlLv2YRsydIc6VVaWTPB0rxx0OoVqKuVAgGaZggZaFU0UeKKQibmHAZfUDiC9uAjOfSdEkYA6c77VaLsC2grHQ43bNkAnxX55AVcQ8TtCRcpcwumY5Nhmtf7p75oq9v81M9oS1XdpXbeLkMKpe9Y7841L/K52JOaXD37iH/4y07cN4zb2jsnbbxuYSPBpucUKRfN2Gugw1AG6rVVRMJcO+VklLZuylpbCOx10+h7qd2V0isPW3AG3JK5cdw6BkBcSmlFC5SeQ4csjitnU41gTz3fb/6geVHOc90KdK9mmWpIbRmrD1Av5NDKHLoJRD5j3GHKLMn3lig6A7M6oPc0M944fRI9nfv/+/EUDOIGy7bsnX9z2hzhnE8T0HaGbIfvffdTE5jPvxAOn94d5wHG9x2RTwAfvZ8tA8AK9u5pCN8jBQOCMRhABlgBFoC8qQJc9HEGWDaIH4bdFedG1Lcso7EDhZwpUsh9P4LOnf1A1Fu16nCb1+5Mt2qeNPeJoLHbSbeErjQL3Ja6RWPRDNa5baV2ktO6FbTL2le1uZu2MgPERf0YereBHXeIot6hZWVPujQJ3jdFj6AmCOaoVaFAKIaEJhYQHACKOUfclAJp7cDAatpUPPLWwRFkQQdqwB0AEMQwEHVDT1q0IOQpxE2XEcaLS9MU17n5UauFXhbTRzoAANRahrLXPfsY6/OJhOP0kso2TXDZLpyzK0vb5g1cPAe6+bj139z/+N96+dHf+uTf+Msf/PYvXf9moBuAAeA3Jvz3/85f/hO/+q/Bt9eX14M8YJYjveHzsjTzdenLQ3t8yG8vpT2us8JNzdTTs2NasuAAk/XXGmIvi4kYb7WtyKFNc3RDp7w07w3P2/WNqnBmfzjkpzB8cPA9oXN9PG9vT+t6Nz+apip3XRFwX+TaKcz6bb94y/c1Q8tS4HAgxPTc+Q9dyn176fZPhV6m9HlvG0Hr68NlbaVv3w+HeCy07ozMW4zgDB71aYQlD3g1PreDS7vjJtcuhTEcLzogu89X24e+9OSkX7arYnQItKnsqFXdl21bu2MbzLD4aWcThngEyspeeW0jjsnF8dI3Lm3ugs2qtV1K1bpC3TkPrk3Rsol3HZ1Xt5M2ZfCOPbjbEQ5C0bN2SUaV4dDNJ3UdfCIgKohsvWxaU6eOkQS6GiMrO2Ny4I3noGED9aTWGZhYk7hbVFugKnJmR3EzdYQWrVnQVEs5tyt0R2FvLc1Gg1yy9NLK4nrEEHxXJxP4YRBCNCssPrrKrkbdxKsJ9dgFq2htasx1Z0haVoAYe3XiuVRZgJv2FQijowu4yGiyrJW0GUUI0NuWY26bSQWXYetMphW1Ri+VpKtdAL0DAZw7mQiKutKWstUeIGuzmCBvglzcilkaKK8bONoXecr8j+b1WfNXg2Ppftrt2F+S08etj1is+LjbleVRkNDuCI6BU280TDfdnq/1Z3U7P5bXShnM3I++8+JmZ70DaLPeETade2DVsVTp6JssPXep6JaVKBWnmw69ZfLdoc3RegeDPgPDkudmra599K00XEBKK516e+KAi+ksogCWIj/aeVsZ1nJfWrMOznIDrvliuNnSAvYoVRwTqrugp+YKGu91qQaudvVKxJpXkOH7e2z71Hi7ME6QrnxHPoguxdC3//Lbx9+pcAE4vwXaTuTqsJzKtnY7tV7W5Yur9PjqL0w/mCYG+ApA30eRXgO8fpfnAmCA9p4bWN8zRTrCAJ4BjgAIcCdAAA7gBTgFAFAPcAaIATeAK6aCkG5VKHmqVlUcsPml2zC1UkJkqEuAGBwMvZWEvukQnErd7yIQRMAVjWo9Ra61QPC8ZCUPKr3a5p2V6oIvqsSU0BxYR0/VgkdoFZmcCTP1wKGh99y0e+dCa8ROmoISKXA3H73vGokjQARkMafvpn9Hz5o7eeYsiBgdce3gWJq06LCZU+sIaiYIunWJjKXj4LSuo7y+P/38XN7ON+y/vSvHg1DZU+nsgvCRPEDIcXdse3vm9zocrxVt+DA4d7h53jlea1mHEWrvumg7n/df9nPp7nE1ksMPx/0PP/juX//s1/6NH/6F73zvv/2Dj/72f/hnf/DRs/y790sAiq3lp7p+oQ/3cXPnf/l1LjN6CAFG2HWeXkXIcUK4dI0vJ7c3fEj6wtaZATudLmv2ufScYfukxTdhvEhfFry6OQS8Hj68jmmX+81VfrqcZmg1n4qpxVVpMMjtda6hb8tycSFdGrkrI6H7xT5wfe1wHJysTmVbS6nSB8PHmj9OJXM5IPRlFWcB+rdUP/3lV3Uwr+mpQwhS50twbtTdnDVwWZ0MQ7uv6HBxUbZt26dVHV6NWtTGLlt0cTglttdiA9sCNrozBZ+imBZlnHq/QCEoM1qkshTvsCeiRtU7fRD0jorhIWjvsB/340DVxHm3tbh33JW8w9Fb4uk6skjah1zcq2hj64h4cRy7mXdajHYexCICA2Fpwy5SwxhYmrlAZt5MwUMWY09jUQxMYBDIiKpYZ5irwsCjmUU0Vd9zs+BXugria7fl0R7mvDTJfVjHDhutrjGSgDD2Mnd2OFqXTcemc+7d4CwKVVG6ltwAczVSzdpBBVeB1XMc49gx1R6dVXNsvtTEyYHbDG2CINwlDmaITrCCAAbGtdOEXnShGrCeKsMqljOyeMG6C2SI0UN0aEGz8GLWYexaS3euNSVKqjNcNkVxi+ruwAEK86vifji5887ejs8Gm3PXtp/C6VKeX9N84S/v55FN+yp2nreCzFIfjFanLvARytcSXgV8lvuiaPjh1Ys/8cv7uMvQHMu8ZRTXzlLLbKjqigcormnpD5XNMnDQYyHvypOYBsBBnLZmoptyaF11sC4NJ4BXt4QGRUxRBNUaM7badM65tTqXy6mDz1BFtg0RCu4Feu4FSIUL1FZygZ3fmYKQIXVg3NO2KZNiLoXI+SLr7F5WYXI7xAyb9GHCrUmn/MVZ/v7bTd71gGU4f/26P26ne1y+fvPw0/P6L//5/b/4+n7pNzfTB3/8VWJ49l4G+AKAAK4A3gCcABrAw/uGuAjgEm4AwWCBVgHMgyEcAIJnBHoD/d29IQI8A47V9gLDfk8eexkJyEyJGhcCEW+5tB7crMWxL9CQRJggO/a49DYin7fSzWYUNvIu7pvENDhr3gWymoFiwGuF6HzPtRN3k+qZyKYmGmFrsoYQVQdyHhWVukep6sAravfepBuSvLvKIJIIs4uknmn0cIhuQhwZj8HHrj642ISCYzQy4CEMqoHZRJG4iVoHAAMxP3jYWifuW97m+UIhTLrfPZvmU3Z1K6212PkaBSFBpghgcbFSjS8H9Lmd/DGlvHovkclavX11SFCPuaoZNIfPIbWKJ3d6av2LrZfHXW2HZ+FP/ebx3/6tz54tVr/05foFnq3l6kOgLdrpQU4/D/2OT6d1vbtAyfg2y+OsVtdNwUmpdxdQxqlCm5K1IgGcT9YHrv7zlr8FG/pyGMNHadSwo+cBz07z2e6f3rxt8qbqlyV0nZ9WBFsvfettv9hJnQ30JncXeJr94ZC+fx0vQEfj0ptpfwbOxeCDezS51fLNxYaMRM4JPoPANnxkcHMQoshWnh/JSqj+JatK8WnYLec+hYA93DgcxhFll6bQGwclAyIbLQXXu3WfEW66deAp0Nl88n3LEK9byQbUfS1rgx3FVtI+bda9FEHnssQ909opET9l6KU7a6XzjlytfYrWTDw6ab1rj26udjWFsm2W9CdFNQbvjMD6SKXqaXBaCgZa1ax3GWNtCtHnWmRKChpIWnBNDIl4qS1grt05YxSHyAwkakPovVGM1mtDYjehme7xspU+zBt3u4kaQSaX9wo58csQFsAh6bLSYCUZ5oxDgJngOPGGPilMTrCCd+OKzncrCAFQMWjPZGbSIHNf1MuG4Ig7DbEO6g29q0yuECeuXUI3oQCoxioUJzDIjlN33aJznVM0DeTNRj+spYrwKqhKThz4yuoJa4KA2CzZ1qwRsATnNkHftq3x9T7P5Sd4uv+s/KSa7ZOq2xKvQ6KXqb55s0m4+Kf2+28eU3RfbY+TX5eWI43zNiNfv0r+aS25PxkZERpC59vdb/7GRhSrP5We9uYVZABuqkVB4tnoYH7ObqCGBWxth4s/C4e9X0slyWxm7Eez0qt3bqWxg+sb6vktObOgXnyz6oRaURDVZobC3oFUW3nusAmc2sLb6jdgCCzNVkFxErwTEyXgZiqkjTKEpICM47hncDrABroq7MBY18HzUylZKtaHgn/vJ99+ASAAzwDmAl//f+4fKh3ewNf/p89/+p//N5//X78pudulwy3/5t/49E//xV8bkn9Hi/zwF4QPcAAJIAF8/L4KYgGYsu3e2348ADVwyhvARfUb0Hf3gO/8ooZSMgA4GKDYhdSjGYJzJn2rFbi35tlACypXj6Z1UxZRDNCrzEavQZvi4gyBIMIJdWPM2jZz1RkbIhsbF7KOOLFzZqOCtVY7MJMXOLpw1U07oyl2IzQv2h0RKiNBbWwoKGBg4d1QR7HOhh7V8N034Bx61uhoMmFPjEIGZIJVyDNaT0RG3QCJFc2QoDdF76MKERU9a23+8GHoxSIZReuXGJ+6GDpEkj1lAAKyFKLSmexFwJ6bGEjZJMTbya0xkh8zUTDAAdCDPRKu7XBP9gcr/159+6+W45o/S8/G8YD+g5z9CM1OEVaRrzf49n5L4e3bQMtQ/dVhmXxndZEwdasDD5eu7MIxoRc7g+bSrikUlCOiOoVd+eTq6Gsz2CVM6Xp67gS3U681LCBU4zaHQftuW2XVXX3a1u6zrnOmhnlrF7wBU5UGvZ7yfaMEoJ6xk/MsO+PWEujB8c8In6G/AFybuW5F8qPmbwAOVy/W81IDPj7kQn2aHy7apx0Z2avjrmw2uBElILf9TilNIYTNaoyFSlXXqHgKclTbxARbyTgGicTf+Vh/cOQXY05JW49j1KfSkJeOZA44BK8yop21eTZlMg1deQbzDrpiImgq4zh4zA7ACTdFwrzVHlOs2RN/3TqKp4Ch6Ti469aD99qrsXFyTXpHgHWL7Ou2AVMB24MFh1rbmgLmhg5QepeAKNKxMrm1G4feSmI/QTU0vxs4i06Ryuxq67NEcIqtbIwHkG+WOYVeNk472MRJx6N3l7ntB/+IlHQxDw3AkefYg8Ky70evkjC5lgt2y9KtigzEZQbPbZMkBgywRmROa+HB+UzjxOaiw4rhwGbBqarwwIKOrWY3927Fc7dGAE0OYUzUVQFECpvDkLwqIbiCLrq+ORIA8ARSYsNawWxe3RAO1O/n4eFpn8vDYqnSJUyuui++smA0NUc36dD7UnFfHkuX1p/Uj55Gx9bpk6j8+fkPiv7MrJtBcsk+e/bhtZ93KUCv5LvP+6fWA4Wued5uIy25XsUCzduew+BPzY6DrFocsnkzVtS2cRjcUGM7BEdQBgtdhw0Cy/hYdNetKDin3UbB1rdQrJtSJjisjXPZb76xtS4IrakMI3dWLr1qNSBUB02kO2p2CBOPaXSs4y7s09QIUUAVOw7LrHtX1nYn/v/79v4/BXmX4/0GwADWn3b3+6/f/s7jm3+4wj9atrsOf/j07Ten+Y/mJ3/51d9O//3/7h/7tdvjDQABfAPw+L5foAE8vu8oA4Az/KJyOAMIoQG0AZ65yGLPXBy9N4A7AGZGQAEgDzgHGDXZZk5I0oopDnGVMXhqVVYDzr40Dc71liKvzYSRUQ8NaQ9S+xnl7dKK6dxar9qgaoeSghesDNpqNexi0cAR7oSmiAwA0TXoZNASmIAEgCZIwKgCBqAYWQKy0Ls2bTUz0QaUCVVBGcDMEhsiEFlA51x0GI2YAQWEoTcVpAIGSt2hGQGSIkYGQzVitgLtYR3ePuIlD2XZfZA+dNNi2vbBnYsLjiBTA2gQueg6TscUlm0YmdC8xZdjyYvToZ9XyFd7LI6CVTqtOKWEWJd8EyL68JkbXu5v9sMupsM2Xl19fLXNlbY3+PNvYH1y8xO/efN8nb/EzT1+PVNpWjfprWywYdZyiOPW5j0pdvwgpu64UH/J/GXNLzEq31Ct0xRvHY8phNmbS/2JouRLpboa7NLlZHSeMA5w4uzRStR4ZURF3ROtb/JiYCt2IL+rshX1HAxpQi7rSEM6d3i7lO9g2Fi9x7vee8IKNKHdHun3f/b47f1aZkQ03lQSxL5mlYmGymN0YVvWsEu+We3NbWuzNilfngQiwhkEIGV7KjEytZkweJ35Ce3NV/Bf/9wrTE8PNjlrFQbJLKFCndiqzdqwm99ZLIsrKL3XjmvsqiDBxV4Gz1S2rTtGix0h6JOtm+fct5VCw9oQZ6+9WWd8MlnIZVAA56RztUDgu3Yk005I2ls1OENX0eYYRApzABNhgoqNnOMgXSMWrYS0tVJzJ4C8dPC8r42D2QNBQPXiMg5u1jn3Gxfvz3FO0u50884qLRWOO98bTlYHckOips5JTtpcLUlCXelI3IvGURxEB23y/enS9wM0x2EQxwgqU6e+yG5XmlTfcrNu4IJQbcoJmjSgrjkiALvIu+hoUkUGskys2jDSIYBHLB166d3EuogilNbJE5pjU2pAzTGGuK1GtkJtwwT9XreW2Tc/htBObXCDNzuv1fkB3dnf7EL7w6+fZtwCD8650cHc64vd7WMBP399v1Cxb5qsXQFu4MWv/fmhlTn2hFBXV/fojZZoidy99jTgU4/eNbcZ5TYObt4odi8Ace1bA2QOFqBsEw5Lazs/nAmHoJS1xXbN9euOE8qGPEx1AW/HPtqwhhBay2bkoIPFpbtJVAEpzlUC8Oo4NjPXCKsfEu81XlkuNXFpt+APzKn3mFpx9lAx1+YdaMsjfX13/k/fLu/6ed4B+xhg+GJ7/f883/+Tx8e7p6/rxie4POEnX4eyds2Wn/jhE/rVP/niu8fj+j5qenmPDOnv/eXfB3DvceI7AFG7A9BNFpQCMPcyt/YuqJRFVrAdAnW4DAhdcyEurkDZky4Fol62Wq0RYquhOcYLaPTzU3cssdvOXB0BV6XkhkzXA5vagQkSTcSOrSzb6qjVps6Z9B54YzQEGpmqOoYhy44dEbDAGAizrKProo3IAXbBxjx2kIFNDTxCByZCsy7aCKSoEmk3QFBC7AqEqCiRfTcIyADokAioG3jEZuxJAZhADQSsMGguT485PB74cZGzDXCxb88b91Zzb8Wd39S+LnQA8KTF4w62UwG/653S5BQg12Hg7up2mOJwkkPyU8dUw1U8r6V576Q/yQ3a/nqcDjvcHWXgo8uLPoS7JZ+31h7Wb8vaTDbpe/qOhgpDUKhzjVo71ceddPZdyuTiUky0zV2GKskNK8LL4+4PtvWFt6t4fX0YpiFeE0976qyB9E5jXL/FtSynuaw9u4do26w9LPKmX1qfV1VUOfoJXdAmHWIKfk6jZ8hdc4SlFXErtkKOI9Mm1FmrpI29tgYuEbrtV3e/+md/5fr22ebZGDJRBF6077Rs/SnJXOYHch4uVeLNGNJCUwRcNVAUyLUn7zwvhHs4t9qQFZd17XIUXxxc1TLXMgQWJKjbavtGNmz7Jx189xq3YRBGi1PDjh0tcWrcHbDAOaWnKs4ARmk9rYk124C+mhUYxYOTSMlZtuzpopSMEG3sxF59c35EEmYPgyevPjJq83tvx4qGGFSc0k5BzQfvkzpHKqKGvgmY+AJcBSuUnEtMhgqFfVd1RXyBsnqK6FYHDLAhXXHBjULUSdqcstOSm4pUbV6Td481RBG3azYmJukWHK5PDWNwFCBIYlc5TqPfWKgLr5q3zjOqZKctr0yMjriZ64tUD2aatw2SMyacWtcNDzCyp54HTobdEUjtyA2zdHDqEJ5/gCmwITXQ5re+VYVc8jyrABo17dqgeXYvk1+rf3qq/snbFjPTpSSV2aND59Z8alaPYTNyu5Tv5gt7NZVOQOCrxJvpl+6fvLFKrxusBtxo3P+5T9tuTzaeseshW7dNdUBdSxgLPS7q0zbHoXhuxg06Ga6KGOhsEBNig46rIW9dCMtdhSHlbdOWKm7lrLLzfTYciMtdGUrnpaqVw1xLBO4CzbVWF0IiB5HM2uCCNjwk6JsFNYCo0Ly5bEpX3DCFheQbyR1tEblI99SZtPSl4sPD+p+/fvsAMANsAJRGBbgH+P0V5p9e/sXj5a1Xn4NfJJz0c+bhOK6X8DpkwSHF+P3/3ke/cTUowNU7uCzAAHAL8C4F9hMAed848Pi+faAClNbfRQQ2gPV9OSgDjBCkwbGwROc8dawR8Nzc5Ky30TPDiELBA27GvvfS/ERSAEBPVtetb8FvWz8nfHupBHRRRoEnQzVLMdrWRse1AyCBdtw0MPWiGkNQawOWLrWDRV6rgnd0aeRYuxoiMFERYApZ0HnqaoFNDAgpsjVowVlTMpAiWEW7ae6IZlksOO5GglgVqrIn3bRHp1WNCQQVkQWGDh17fprqIYQ9HWDEN2+2tQI1t0gluGyeBXcUAdZeDmGsTnah1sUoPXQC4sYGzdkYHpZNPJw5bOGawqp155KVfpliwqlcH55/LPnjeny20TTbbjrvc86OrL0+TfSGcuZa4Wk5txLa472t41Q3xEj+KlNt867ZrEhTUk/TjnbODOyKfdT2a9eptjL2rVxWJxt7s2k8UnFMz/dlxZcxjswj9jVlyncaIp9wHjnUxtD7EHi+5BDZUzTrd6zYHmUaRGrEIHSQ6NBFMivDrnIBl7ys0fq3wnM/v0EdnzfCjteelRr4ceBHG4823JfrMXKBg/gU476nm721hsfrYOfqXIxunVbXd+XxbeWp9PvinAPkkF0cE5+yjl0V04CdNTg2wdHRHWztrq1XXEqDUMe1BYhrk7AWSg4qw95CzkLKWz2IbMG7RWMQWu0meDS6UQrUQjYO1rKWpLWKgwamXrETQMY2mM1K0ZqgCG+krppL0FZrTEPuHLirzgbmVJuuDtlwi8iiDjuauE0MmHNk6P0Cg1Vcquu5btvDvTZQfWpyZKgaa2mV4uBpMbdiDYUqD8rYwQlLnet8TYFixY60zZ4TZwGIYwgGxVkQWp0bpDcryTh4XhCdKux9b24DjFPrFXpUQlQHDCTkBu9RLERvkjBNmF2GwilJlDBEFHaj4wyNOpt0AEiP5Fv3UFWgC1oCFnYMlhOzrZZRGHcuxkk9gBtXY9tS6hPMO5u9c7wjvgo8Xz0+tvv7u/Oypvj87vKNSQMUsMrk2PkP02fDPj3e/W6GR9AZiQK/yN+dvvfB1Z1g3axdeOuhKc3O61FOhJ7FWgDQLi1jb65LMgdLfSzeB2ncB8DqLqN3JmCRIpw333y3MKGDtDtuwuJhBRLmYMFaaBQWaNA1R2xXuVuixG2V3hqDy5fNTe0dl7RaElepE6x9WjU/KmGtC/a+2ROoJxfZ5VAsZ+nnZf2/ff7N3wPI77DeAPd5RYAjwArwT2t2oFcF1kXdi+hmuuFN7ury7beHvOcvHrap6xv/o+89+4EbBAABAOAe4BuArwDu3pcFvYPL6nup4N0OeNdUZu9hUwGQAR6grh40KnY0ZqW0GHOra2FIvQOoMbdeewggtTjH1kQDN22hcSUOtbZAknuc4oINmFaxblYIFxUL/KaUTlxYV+N5xFxEEcq2zeja2pFZSVuWgWmrLYweehNCEmWFELiqrYGxdQI2FQyOmLSaOgZVYV7VsndVLRNkT1lBPUmXxtzJ0DM4hqbOAVShwNRUmRwaELMntywavi51d1O/enqY/Yfk8iJnX/hkb+MxtUL1Qh1gnNLWjGfXOmGMuIXNe3uCLfVQQPn5/tq6jWa8vqX8QehNaXW+1gn9LSHdC/xotOXCMMfytOUzz2X7cgV59vXraSveIs0l4Ly9yZaEaoOhCWZdquxDmpkGXGHeDhPL4it6t7WlraL8xreu6wqxjyH4m5TG2Kl2Q7Z+r0f3TV7qAG8J9bHVznUu9cD7XJ3VGlyYa3fMqfhcZ+xyAx0zl1x2w7ihrro+POSHuviAoW9MHLoWcE1rZNOA1w7gxXM12HppTmHQjfbPfDthPvJJVBBpjGlzPHG/OJ+oLsA7F3oRSciLO+F0DOu3RjeRLrXHYUncm8NEfe05YM91JP+knSe/DbhT0JeJnuYwhWEu4qHXdWe8HMdSBA/OFgtjUgGX/JY8LhV9GJdyGDg32KWQorsyvIoQHzs5OmTt3m3KhrE5SKYcnMuKg2uzGlBVRdUWObTWErVqkvzW1AIlg9SMgkkWS37cujjLHQBVHXBBTRZ7Ys+Pi5q6aNv4yAA43ZvHNt8LeMtudI+tt64+Um3uIUpiPTdCg6bVEDnbLDX0mpFHok1H0sY9K7d95s1ohJzJHdg1SzqXXWs4WmgdYz0EVzaNtkGOQH1nRa0Pvc9JKbFthnsciVqCY7WihQHgUi10Yc7kXYO6teCwv664ogQA7RB8JeUCC+M0JPEdji52UNd2Sy3dEsFWcbdADUbjVdkfxPTjaYcX2Q9b9dzn8iBrGGHfykP7yslXs508IlOedlcTHpvcn5cvztoRlCi56cX1n/1MvXZVG7mHskrOLXfvHp6WFugsura+MKFLpcWlSg07C97qtlFbes17hssFxEwaF3VGUprMnS/U5o0VrJPDAp1X11nUxhYIK4DXWM4OvEC2xhbHVKq4nV6UNXYAgKEEiFm1OL2wOoNy53COLl9nvmmPIbuuLtfq567/7GfrP652C/D8fWHw9J4QtQOY2P/wO59NV8P+IP18WcdLftu++r98Hf7L+8//X78nD3pZqX89nxb9eAcfA+wBZoAVwN7TR9r7+b4DEICvAYb3+wDf1xKPQAQAYO+iZKzQjb0DaBnGGpupBwDFEiWrrL06sJYvXbyzPE+IJoXDoANOSAigtWFwaOqUmxZQU7bW5AJ9KyWxXyQXdQH7UEACnltx6Ett4r2agMLFYJOqiYtIc4FAkRic9WaR0DdVYpAO6FilNiuMKApAtashaRcD6gCiCETNzIhNRYxJtYkCggECYc+tIlptTbmYNEOp6/09rctPf34JZcjrz2qgc3NfleDn69X6FFx4Re+0msDiRo7aCAMmP2GhqU5nT3sWzlqqc0jRUmxp6Sh0OWV6TAfb9RefuldX8akS1WHzvXX8+ZdVG0v1dpluctgu85ZRtycst0itOiM8Nb0ID0SL+YDiamyhPz12kIXWdQMfZCCgY963S5ik7ao3whj8is6il+xYelnJydoqqJ8c1Nq2nRM4b0dZAZxZe0n+aBrZJXZDjJEO7OMhxeLkavShbq8O6cYmp+MxM4l6FbFyM0wjcAh+HvDTjz4xtsQjxSIyHf5/NP1J77b9lp4HrbV+7dXczb97nuftdr9rV5VrV5WbStmRY2JjCzsiwooFnkSIQGQJCSIGDFAmSHwC5nwCJgyZBEEGJCDjxIldLru63b77af/N3VzX9WvXWgxe70+xtHSe53E0KDoGGTtgAyhFyQdHbWOaXM9NAIGtWJeYqU1qbFUwN1GfBfYj92VCtg4h+/1sTYK6M2XRnUhrtbBhB3Dq7ThvW3+cx1K50mRCd90MOxPWlXc+1x6tZ2hecY6213oZ24eUncVtS1a1GpzFjjduFjH7OLQ2khFsyoCOhLsfvGnVT0al3FhtBm1lO7jQBWdTpTtjPUt3Ng/Uu9JAWgoMjjogWclMtYPHkLMMsS9rnGMNLcP1GpsZao2My93eApYpYJHZiTEMAji4mTF12htqFighMLRNw7VtZLFK0hwxZYILgm50IZ2gb4t3ykwuagWhasBCKIFiHJMF57R1Z6YyALC1weDVx4MSLkoO8MwJejR6IROQahUzqixgztm13DVHaxNX1Hop4IVRHbfNd70qPJCvHRG9q0gevZoLwbz3WniMZvjYe5HJNXqpGeJ1H12YFmentMbpnjQWCZWgpHIuSwBngEpJaCbvdiFOHy7XEf9cwA5ur7Sbfuc3vx33L05958Y4KCh7d12GW9sBfLGK8cB2nStxUTa9dkBTolExGmxCaG5cAxcGThXbxg6U5frKgNPSi02tguqoWLUw4EvNSK5ybjUIokIddK52LTILZh5iVduwM5hNktYhGO7eAjYEGI7F/HCB37Dbt5Q+i0lOpi5Uv77I/y2dngESwM9/zQm+AnSArxAMwY++M9Fx+b2/8503/9FvvPkffe/+D3+wzuPDj/f1Nw4/+vtfPPyPP//qr72B79+b2x2Nb6Zp/PF+90McPwfAX5PnvwuwA1CA868Zw/3X94AAHFgHICD6ay69VUCBpNnfuwLBNmqOgR1jL21RC2DYsdnIB/IdhMxCFJxLppTKm8cKkBSkt974xXYtkj2UVNRoq9CtWbDnjoTSAK6RmyK6sHAja1C5ddGgBCDOWVVqnQ1XNETSGjQLnYVRGyhbA0YqQyPBJsVSEzGGVKQgVgcg2C12FrUkoF1JsVdBNCCi3SKIGjJkwJD1xAaoE7fLp0cPfsYb1BkUtV2mzyPNYUPfJU0l+etP6QaAHPRuQBUMNrraKtdKFnfZtIjUlEo1uwjLKuNuzVWmT+v+0bw6En05dK1yCFnRcthMdZ+ozG/qo8DZMLvwwW0Z4Axb0oPYa4Rzv9RSmRnN9mTKzNwYt8YqYEebm9nsaySnsaNy0vpq5xrwbO2svW1lJ5u1dbC556xFcoatsl1PUDL1dlraFQVGNzjq7BSkGW3DNploiBRz6a0rRzXPL+fPd7uE1nnZyrpSiy5UQw9gmAwaosKJcDfkVZUwqxyPKmh7NJsDyz4GojgE6FZwjNE1vsFoAgR0hnByps6DZ/VknCKEsDHectns0Esqc1mz915dVWd6JlamQVao1CfDhcGj37JXcLhxVzLtGwTgeG7BWs3Jqu9GUxfwgBiiCZfe1NoX0aTm62AEiYMvXQUM9HaviMzULABBr92a2oRsrNrHAuxdysqeYqqKaFpjNNh5TP1qwBRGMJdUk1iA5r0nCyE3sbP05sZJtxRVSz+DreDIzZJvEgt2WQoqZOVCpkoL5FAlly2LCBaKEb1ExCV6axjJSdHNeGOMQ9cMCqdsB5Fe2RJ3xegInCDWFkRh62FG7IObkBOQQesgWxqlFrAQpFnHKLBW3arVXrpR5GshddxbK0gErigPHfPqRurlShyUm9m43IyhKo6e8gWLdGpacgaVa9ZgcO3xtBekeVXVvp3bioSJTNns+j5VeDa9qd/ugn/7+N+rH67bC5hmTQSrB3y1bX00+e1yNuZrg2YMN/3uzTAEZ9273m3rqjqWtijZYmN1ZUpWzMWQW301O2KoXZ+XkmEupduchJU4N3BBCt2M3NmqaVbse209zMGynym5itBRDWk20RaTDboYKjGnrgpPSpDxPKFTLhV7E3GQxXnGraEty7oZ6LbnB62Grn++nZ/ZmffbTpP96Z8t/+df/PLp13qWOwAC+BzgtwH+9my+963hix8M4a/evPo7X7U/eDh8y/MP7fQjvfvDr/K//wr/0qtfaHj5N4/r08fjb6VXf3X+1h/oX/ni4fNXh9/98c3vjtOP44F/LSw5AbwCmH5NicBfE6SjAwu9AHSABWAGeB3pBEAG5n1MCwXAJmoNMSH5PsZdUQPkt9onTKUroRC52lfQtgg6bMuSUYgIWNk6ydIPjq4lG9lKLwG7SEodjGAqV6N1lUwETWbSDnoWdRaWhGNA04UN8BBcB7HYBNWCZG6ohVVZM0JNwgTclB1K18ZSRDoAgrammwHOXRCkiYiCQ4PGDKQNrSGqihbIgBFQVG4InqhA2c4XOGe418OW8S/eE8PytsQo8W0/Km7J1P0rYoC1iIudUwXTJoiV5PYARVsY27bhPBobbGX8auef1/nmJeuf6OevXw13X6hEe3zT2XmU9bSNb9d0fYLrh6NF6x9jOy+mjgZasGZwm5e6Zuv8UqFbWwwd1X5dq1W2I9UudVk5wATnOpd1k2zdAJAGx5F6q7yz6m3ZDdPVXM/9EtgYVtEP+fxcOlj30gLlobd1yYU79x0XVjUGV3wP3XmQYqcD3QpV4FHj25wPiC+XlXZ2DmaTbTBytgZ7tpwx1vlg8P6zkTGz8b2frDmO933L1T5xWbeWqOfq8k5zqzwO2WsIg92FA0Y3uLheMbQutZerm2W/1Oc4hZTUiGSrIoULsJRQtJPg9Zpd21vOmzUmt65FK1RZgC3W61rEV285UBEAdWIQExtHpqkwNgcLYEEQADHiKzP0K/CkkFGL4jOgAyMgRoAFm2A3iFpTwxoQuRen2jmHKApiDKOQMWhNbACGslUhcP+WEtGIQQJCa8FZRoho1DZHZtkjGeOad5dUqyHRsFnveyTsRCilirfk4gnS3EYxiNFrjaEmpNhyHYmG2tVT7WpassZnTmQdUGelZCuTARNItYmlve0LqSutdhqJERSsWxk6+tIJHOas0Jr2LpCDoZjEKNXWBQSAWt1KBWhnQR35Wjh7yIWKpfmL3553rwKZFIBuZLBB9qEfpqc4rLeyfbW7+X24/sKYfK5Xb+fda7B28PevPK853O/OP2sfXpZ8wWy7sP+Yn6fh7nktZC6tt2m6PXr//Kzejs9JGhRhD4fdZ3/4+3/W4BapkABgARfIoJEcOKSxtWvwWBpaWkUEbTX72awvd3t3OoXYuOMUeq7G9lPSyb7UBsx1TI5qCrbilklZezVYLBqVgkhMnUczjRD3lPc+hkyeWsw54K3P1jZW6XpGlCLPOepWV42ZtedrffUXOGznE3TJ/+px/b9cT+3f2l7hAeAzoNcAXwXASP53v7z98be+/3d/8/Pv3W5vjtOunTux8acew7fgO1/tjv/O8bf+cGd/fLz+YMrTmO7N5W7/s28N6VZ+2uHw+c3+W+5HXx1+eLMfAL8DkAEseO/iN0/GNxnDtQEDbAAAsHyzGc6IAG6IL9CjrdfajPK1NPRF67DiJWjPax1G2ThaqoWHxtnpeKrkKSwXtm5fq7TOSJryxVO71MvgewJDva1NWMVDqlKcTae+emrcNqTszEutVeFcpHhclt5Q1wZY24IY1u5UWmnsCBnEgIjaJuqNYQWLrQqiiqqKFIBCSLOlwuotNG2iDKisYkCurTvSKvpNt5RBCZEVHVHu1pTLr05ptWV9d1FnfRhNaveTFYdyT6eOgsVtixUAp1xa7MF6pMtSwyGcn4uPoVVrjLRMrql18f2579+t5U/1fk8lx/FLkIuqe6QcuPNI+Lxcdt7Xi+v00tqNyvnufkwf8z1tP1+TSlVn5NJ3o33cdGjbC8KNMTm4sHZj7HOXfdNlHm4yPB+kn65rHGK+9jgUiDeNaQdB5Fpqcmm5ahWm3K03tsI1OsPbc8QAo8+ad8FyS5N5MPrS6Vbac6oL8c2LpkCxpwu5CWXJLY5OL/nRmINxix1D2xa0lQA23T6XnenvlEaEEw53XldwfhrLuaCxI7ZTgc+iLizB1JoJnULNZ0h7E89Yb4JcdYqyuh02xVF2CXmWdvXeG6cn2t9lqHEzMpJLcbzD+u5sb+9azwM3dtAuRHdYXgrdD34TLqSeWa0GMrnTgHTtwwhX7r6SBuSmySEmTp5aAYuyOPUFNFJj7d4MmWsgbZ3IdUDbjXMUquBAmHs1GLp0smiLzUMMKlmD0cxgGjtLC+POQdsEneu5GvALoxfpU7C9IK3mLfNnNdM03d7Np/cXG/lY6AIwbPrSYfa0Jhpu+pctvuftAcP1pQ4D+zpWqTtvE/QBEZOlucNqRDR6Vu7gqAk6iJ1KBOpkhRjPKh5pmGCrVCqoZVfADmB7EdbeXAitGizAIlqgeIEqZgxouDWTOpsm0gxqzRXEsF3jRnm63bvbt6e35dK1f+56Df1LXXq8+PLYU3z1Gj4f0wbzr9aftLy3Oqotx/hmwiXfRnfhhs3TrsDC6SaY0tq1fPK7v+Rd7N2y4XG669sNy/ru+pPPPv9u7wjkyPr5t3741/4f/9ULXI8e8zOHsZAJasCdWnZpH6fLqY2OIHnVPPX5iS/TZF+KjjecSLqIGSNL9TGK5+g8kRgbShd3mMzJdZXOIoI6CjbX5usAo/D7VrwHjtHXjtRtM8HsqFyhL6ZL40Sxb43CqBmsMfgCbS/2tjz+Pu73PX34xXb6L99+eAsQfx3JOoAfjDPejuMYHn5sYRrsd7RNzRwOvxHSaubbI66L3U+tLLRM8prNp4Y33/Z2m+k154tx3+f9p/bxdPujl7xKuwep7yBq/v4fu0vT86l8utbnXr+p/XxjEPvy1zoBBhgAAsAFmMAfv5paeTy3b49Tz/kQDyltCC4HlLW7EChtOEw1FwN8BX9INVmNHZoPZuk1RpMZbI3BSmY/WMjFRtMKqEEFxmxksNBV9zbUxjFSLxel194uXSiAzZmd48bWmwJ4YLlGMhV99FrrgrYw7BmyQxUBbzU3G6yycHC2i1EVJe0gg9fUxRmoTAQKoF1h9NS6iQ5SpWBQuHVywWrhOjlzWs7u/Zqe09GT4lW/2lWK1507rLxaM7yO+dS8DLYBGNx1qrD1xbYwxpZlmmVNOoalreL8oE2LgcOn0+mftzd9F4wfv+M2+8berkbHTs9Wt/7JjTFtbDw2SrLk9c7p5W2dbP5UNDq6Zp9L6iSY3aylxmFQdmRSZzG2K9wdvCQR6QnZlG6dX0vb7SanOCqB3bkBbQobnCwPA6zWyjNHSuktlqnmvPO3rW2JesS56sc4HXl9a33I12fjokUGcxnanXICDOrKhG8YPhXKrh1RX5ij8pWCKetk8SM3/PbujPFg+GOZiTi1cbYiGpq1kfVU3P0s5woTuGt3h/DUOhTRGWAR3PvdqaeZciIPZc2rDffOV/OxmGPUNbVhWq5PO4l1lnzehv2xfeo0j1u/hhCAHRWlO+e3bmcPj2BnFmeiYo7Ut+qOsZ17nP3KOhjanLoK1RtaBXbWn9nt7NZEBOwAraqPlrdURs+pekOG0Cf2EXSTOhhOQJ56E49SQWz5YMN3a2owmLSJOpxIe4VoCLYeg8sr02jXJUd1QM4tLT+4mEknowJGc123Neyj3+AcYCotG/cw1dJkipUWWkA/G8zbxK8jLVeMYw5JxdrB2q3IMaRVnUfqqCIjlNqM23E7hXZnNTe1QenCZTCjuu1l2wVbevTEtI3NLbPuVm7G8VolshQyFMGu0jOguJKzMkCwoRo1NnG16ptpwmPpjcBeQS6Lljm0oXI0eaeV8e3nzqBtNzNb7Lv76bunId3Xy6cwiNwZu7lP0u9uvX87t6G4wu+L+dbSV4BXD7t8vvSHfIvmRM8Rj5tpr+f7tJ4uH9PzzTkMJSqJvXdf/CTufC2UkhlGrKrG9MBUWKbB58aD0dhsMnlg94JtPw5bKfvZpMYS0HjXvjW5Fy6zHHCqt+J3pjdn985ArvDaUUNusbnyYbOW5vw97CflORdrfb+cQI+P4b2UdBnbXFTIdlbfY83FojOVLHWmDWH4lVmvEu1SHl/yr/6Lt1//M4ARgAAmgMnjV9Nub2G4ifF7FMZd/ZavMw1v4t7qxc37UAkM3eG5WX1tfNaLlb1VVrd/8NuL0JtqN6nfsV+dpqfPw87A4891/EzT21VeHe+fy/irfPe4/cnPzkH4qecXgAiw/FpJ8o1AOH/zFkD9+l8/neKXbntO8dbsSj8hRGPR5NxtsCyqtpdrdEMraLlVH/ja621wtWLcgTYgKh7OTbsFXLL6iUsZ1D4ZnhpJBKmt2hC3VEMctlK8H6AXFnZGuLN1pIqEDECi3WsvzHHIvQPZAaSSAYWiCAZLYXCWSrfOMncAw6BauAl2YWdJahMwiKoCqorMCMS9k3UCDMYQgZ4zTNEulSXLv/rlwkO7nF7s974YfJO7LVx3H3dyy9X/ysYHPnO2VwD0OVzmbVd9803EC66Zg0v1CXTn+hnBtvBy6f9tmj9C343xd7DU15YuNsSS2SZsl124AT2NsBoZQpJyD1IT70K/XLMadQCjrfMSV+jD2J9WE41iw15RKgaPIYlcrYswN62GSrez03lyrvDNgWzCoJf6QsLXpvU5LweKywZitrP2N91n8DXlToTQsE9PWMfUEY3d8qrkpWQaXrme3Z6wDWt+8kxP+XmeJgKx99eyRccvefEWk0KUdAZ9/SO6t/QrU3Z+/cT+PijR3k3XXocF2qxa63Hcn1sdbybalkHsBnXaXDtS3zrcRsiL389QONA+xN4vVW5Dy9d5NoYrUKQBY8lwey+XPBxc6slLaAxCPESka1+GTiBhP1UhY6Q5cgJmDvSScTeWwjCYIC0U3zy5VMddbBvv94563SyRaO4qoxFpMgW3dRPpwjCJlEhYWz1Es+QwRslNjREDganHb0vpMqJZcogu1bYpCCFm1dFvOYX9wOsSyAir1dYsumupUS6/GvC3cniu6ejdeOXtMN4IpAZ761JRP+5fSjaaLXIH8zrqL4G+PegixgWlpdBgnOIG9tjlanRmm7cOI001ncjcA56bjlzqxYTBOtK8peHoLqc+R25CxqShh6u04HCrZmIu3gZkyahEQXEzEJguuQ3E2dpeVIt9slsobvEwvnHP3oR5SEPXBrA/nsZOw5jujV/0+ubhHls+8s5Za97ob+v0r99/CPSZIEauSysoD2/s9WJh33Y+dA2ltloFdGP+xPa7gSETT6TVxsnC0tqp/vKr+GOBvUVIn//4ez/87P/z6boPma/WeRcvkKwhwQ8FLcq+kTlK7piJvKVPDm41fMrdfjV0sHXHtHb/OdLmnoHOLg5Lxgd3lzIPbuTl09nspvxprfNrwEFFXm7vvU5+iMdGt7fzV3zK0kL8ydv2b346vX3e7DtXqqUAxhRGJtoBZpWA5ULvtevpKv/3X737/wEM30Dc9vfx8vjdcffqxuPgV9H4EJ/vxy+/pG2aRmzLYAM4M1oAomp8yEZDmxumLrTvdbWV4gFp03Wc4pbh2MLVMsD43Tatzh4nOUm5g2mo9bPD743+l++v62MeFCLDFYAB7K8RcvHX3VAQuNmzUgwmtxcnNwhP2G+JELrUUK2ygynX5GCIQbAA7s1YGofZttTMaMaqLWjo2LkME0idgq21uGrAwbVL82HifrFh5I7kz9RGBvXEnWeUJo1czCqiGr5JuozY3kUhWb6oE+JCbrACDdQSg5B3Ih3UsFUV1EC2c3HEImpNs2AF2YI2AoOM7Miidi+EHqmBzq4hwBTgfPoZXpKus9gFzou9/Y5LnaLdlQWGm2ZpuUoYLEUAUCP+xSazkQSBghA4FvAtGNcI72m6MP/LjO/IvXkIr8jJKxPRB59Edx/XojnsF/PpCdcl5BPLZTilbQdmwNyV0LqiwIgVzNhdmJ+vOoulYmLwBeg2KFm1g5kGvAqQt5HMHnBCAwU+O7hUKIMUINkq06xNDuhfNIUInvse22aJ1yXUcm4lxhkD+0DQKgUa7TiP4wg3o+JZ/bIsCtz8ICkfprDlhaWYvtjUn2udhp1tfpMmMh3s/XF4c4rON6wGJqvAzpkLJqDRR4FMG5rnrYrDy+UiZFcSEneJHU/qo6XWddgfi9o6TjOaBehAZsthCiU1pdGarJXWuNNtM6Np0GOY2DUjpJRW9naEWXC0U8PKg68IkWJ1LDXBfmjcnQMoOVfXjWLlOXrhbkb3lFIhL6LNkHqLXSyq5A28WTqhYEIxndURXBbjrGzJIgJ1KK2DaKndWk6CMTILGWucsdxa9LnVKUTJFazpmzotasGi4Owhv+idhg/cbmEoL/0MMNeypW4FXnKWmD+Vsx+9NwBELelV6E2XT87M3jCrGa2yT4cQqC/gZ6GLoI9iHZTJ7Of+FIxj7Z2MiL3mrTOSlnMeg1krSlZp0KR5MiJ9Ry0HYxsvCa3RDriZStQuWx0sPa20rfJybe9LqePucfLy2Xh5uB2+79YbX6Nv38WX29i/3D9+HuE4Ll/EqG0bi7NTVdti+fKzezME/WRyLtpA43RNYgoiV+PwKa3p4/O5NpYEXJ7Th8GmriFCEzac1kKzbUiVWYuzaatqx8X91S8I3KXE62A4cZqMJ3MJfGMzEq378XLt1zZeO/8CmkT91T3W2+nFm+tdVB1OR9qkXh+Mv5N409ybuF62RxprKO8WgVR+cQG886u11+phtKfeuC4frx+z/PlZXsrr1L83tL/3o+F/+/fkP/+Pj//pP6x/5Q/dfeBDB3cewW8DxyEsYuAmvL32//Lj+38F8I11PQB8eXm88zFWp5bA+df/g13/In72JT96v4sEHnfWIMmWi5W6ur7DcWG7N57CRH6z1ubWnYHNuBm0RBPQTjcRrexi3IIZvNH7Ef2Yf/TGBoW/drj7K8cvP7+7AdhPt9/sjQuA//Vc4BtuKAP8xdfX5dO25c5k7GLkCFSuDSEoyaDdsKY5h2q4LpJjM52SNapFBWzgrYCx7DYCF4zVHWgjMeAwwFLBeILWkTDa3iycbcMG2Ugv3B0nJFAqwlVxsboU3pwK6pXohVSEABkaqEqqgp4UVBARtSt1q71BN8AiTChdAAkMmAyEqh2MURUQIBWuTM0hdWASIbIWG3NOpw+fDB+wGPamx/zy0dQTbJveTJPVNW+TCd4LGYB2qVUxkw4im/EeW99nKj2OpZg+vFuWf7nWf3EOO53B+ZupU+NryV3nymk3hh7yJ1M7bewLmvC4lR0M51Kwj050GskgN+nBrIlr2w4mpE5kYL3KQJILI1uLsGiZAA05aeuklMm8GnETe2fNgCq9AyDVCxt6rtudgfenVXz4dMXc+2giRHzwsZQWjZiLkDGU+Wl7ti1lWY6BnfIcPIlQK6+ce+F+40xSKlvqQ7WuY86PWl+hPukC+GyOZp+3S49kPWBgwyJ21Rer0e5e3+zuCOaJgkAMwzYhkBBqw0F3jolEHW65GNePIOugDtxFbRxdWnGIxJ/M5p2usagzpmRwalpaoRk1zcFAo2TUzZtLXYAGH9Cq4Z5NI7UeauGOlZUodl9RjUSTpHWwWdl6B1BRiJAFUL+ZAQ2jEiNwsuwaJORcOUQn2sGF5EHE2dGPxuzQhVqtSNKMxiXU0rUI+lSio1U7Bw+lxWgNozZgIigphNJJu+fydUsyKRBdG6Qg1fI42A/LOFSp16sy5t56ZIftSmaW/n7Rpu2UEsM15PpUiLd6yt66vq4dGnqktvPhb8QMVVxvhNVaU0JHx8Vl7c4LO3FglEKJos1cr2y5twLD3C+n1myzKzw+QB/Nu8Rg2oeVzgTpuFtNM7+1v355178YPvZ5m1t7BYsPcoNLVG/sgnQzRXXCUjL0Yao7M59dejM6viY1CTAbWscw6Oz0uFNAj7COIxTLKZzqrjW6NAnBrEVj3BvzYJzudvrh8lZM7qyjP24Nxh985e53zmNesQ221fJEfTeZUxg64FtKb9Gd57YcSFR/4r1Sezwqd0obPHrn0T3HIxz3v3w1wuGzpna72bEtz+lI0j56cX67dLyEa3tI7xc8M/55GqW38xJl+xep/XEv/xzd29UVuO/r7/nxPxn6//oPp3/0l/Gv//XlmD3AUiiqffc1/tG76z9vGsF+U8n/EiCjm4nsjk8bw2t4mc3wyj/6eJzjatFMYcmZHRvlc9MRzLPkh3E7JXCUFPZicTqMpbfPx7EHvPPSQsS+7u8ch36zs5+cC63g67ifRH/4eXrgw3e+Pf/l17/x+WfBJAd4HOf510tgC/ANCwgAchZkoG5coK2x66XgiKhbIVLTSFZsOxlS6QPpU2NmrBVUKDpauotkiy57XFJ13DJQy1sJyh3tRJy7JYUqm4BhDV27x96NCaDNoMFzVAOKTn2RvSHJvFjsVqzRBlo7rIFQtDraihTCLlobM6k2cAGgKgB0BAYkROxoRoSq7IDRgCfjyCAGi4aBLCqjB4AizFqf3n1I13Ndku3Qc+rPxhRUB/yhJgUwncqpronuAOgowmXAugK6JonVyyDRFBrHzW9/7uiPq/OvhnDQ6YCv7q1ObRcg1GtZeXtszw3NpfXuS4JoVFzc7KkJPV+f1Entm8BqDJ7rVcVQ20huJu3KDTfobEYHrCvwALFxJ79Ow67sJFh71amV7RdVqJmmtZu2btfa653BlwIP09hFP9vTrhVGmeyA3owzni69YE+uQuM9+gs2P4THxoGlYbMSVoCTFGT51PgGhMZhVDe3Q/D2BsPgw43zhWia9V3xs1+XrM27AE5oPLpdQjv4LjRb68gdFlaD08duuIcCkdK2di5OXB96cJzomfcHM1Tb3cE2w3BzqILb1A3rxUKT0pSCFnCWXAymV8PTKFfwxsY1x2IAWXLlYEq3HEFbVxaPTKLiGjQP1kAWJbMoqEKw2htZi0MjwF4LkSJ3TpVV9JDs5yg37GbjsYMHawD31TiHrrlCIFWFYUWEjKeesUADCeLIY84CgnNbTCH22my0wQ5grHdpeacnbqpDAJebSdLEGQu8ulDY77DhFIWoe5edbWfZlNjwpv7VbLxM9nhbeVi3rlaSjezXjYlH14mW0pY3ehnQqQWIbnSp+k6pr6lalFUzI4O5dLhS5Quvk4jBS3JyoJRJ93g9ydcq8NLfPrcV258+6tX3Tez1lem3N9e7W3rVF1D4jqmHQ7+f4XgoN7Q/xux0CGsLam4ccjxfSinhqg0t7N+8MYd9rbuC6pwd4jLfDhOXeaijGLN2F9I488OUtuWdYmPxPphSl8PuIfKDWM+STvlTgcrqvPusfnb7nb/2vTTs6iDLyMthkr37uYarwV9Nvfb+LCk1fEz86I8R4HKIbmuXEU7Tqebyq9im49Zi2UW88seXfZkhl0spTx8+rkindir7JMtFx7pEHcsv+cHj88eFVly+vrjH8/D2w/kXP/9v08t/fT79rONw7bs++/y7Nv7PDnf/yd9rf/BD+Uz+tJY/kst/LX0HcIb+6df4tgm6g1p3GG5D29vPphmsvT+ELtM46LZ1u7NWXLd29PFc+n40L2WYdtcug9Ul+Nrq9TCaS992fjzLNFLV8HoTt3PxZOyedAvae8m829/z7u4h/nC7+50Ib8LN9/YPx52WxVDkX2upBtAIMFv4JIm90MDptA17PtMcBukpOKCtE4p34p6FQzDXbGarrXswUra05OwQlypB8LEMwZYiqdRCca28BKnbRtZy56sDIkgMbGzd2t7iS+FmoTW1QslRWevmkFtfDZraRCEJSK3JERdRb21Wh9iKdIPGWSyilvrS2RlARMRuoHXuDurSxJNWNqLQWbooYK+CBJK7WKpFukFAzu9/dtLm0NkTXovRbStJqCc5fJC6Xaa+28x4aSPNAK2GoQ0FrO0VqGPjsjaCMjxv65884h/9EjZ3eLXBdONuEK8qBzQ7y48+9m7l3pqc200oYPbz5bmJbaeWd9Fna8LyqbkFDt32/imYCWx13rX+MctIo/ez8zN20wTGRgtn7yFXuWwXu0LruS/Pz7XPICflscOWejVRtrx0MyJ8qDkYeVpUyAG2LELMtZv9HIPRsYWmzN4cV9tTnsFcqwwSuKRX3u+UJmu/PcUPpu1FOqLdyRMLEih2x+3w/TjErybMqQen6NEyzlbWZ60HOG/qvW5iSPB0DJB5O0bDY7mNdrVjsJ6rq247OMzO3A3tymaeQCFO+6OjCQ7z3TxugHfzwDK7TKuNSwEAOXGELC8ZD5KKgB0xyJxEh8Fe6zQyL+LQFGscozpDG4nrdMnkHVcmlSS4XLhataWePekmO48GxIqIMbpu0ZYi0I2ygiHTCQbldSTOGLGHAoMn42ggUGfCAhJpqLoEaYWsA4uE4urOjI8ZnXbwbAlaoSuue7IGOUymImNwWQonHkE2ThVsLsmZbKHedJ5nR0K2+tXA21wvsNaWuqoMHdJY+9lhZEcAuOTWKtQ/bv7/+lGsvbZWLqnZhJu0Q7RUa4TeVBm7MjWTDpaS6d7JwNtVVqC84aNp3Pq7D+29wtfZ1VkXss8PrtpxvaUm29W7/mpc1maPeD21jyszh9TNMMdOezINwZo7ezuOz+0cKCDNn39xN51zCnkIIFxbvmWyd/f3S7HT64fXR9utDwhkx8vlw6V+mixBl0d+j+qnWUd79BCe1l+sbQFiEskObn/nR+IofPvYpn21dTG8mfy0LvnEl2rwwV9LDQ8O7LKN+LSmy96kfZvvP/c/2B0xnmneCF+KIsSQbPokJ+xtHVuFpXf1kE9B1rIyt/HmGK8f6h3cGfBHne1gF9gNvX/5py81p784Pf5x4XLN9aXhepHl9fv4H+3i//LfG/6Db//p4PKufgCYwU7fYDsRzsG125B1tLcEu/nxiEPkJMHtzy9no5Fl4UwXo7wUmSd6WTX4vCw7R3kE5OY9xVzt4Cz3crMzxu+cr1Hrwu1myH5vx+M8jdHemWKpYmaH5Mzu94dxP8aHcJyOHcrNrwPhjwAVYFV4vmi1RHEXduFSAaUVmWBsqxDiAk1W2HZGUnFD5IV5jLkvRY0LitzF17LWvHNSU1eLzmpjccZuPPgp15KABlVUCFF6E3SWlxQcrVnUUJKiubfo3dountKaM5prq6lLDmHK1RjQVIszQuINcRNtwsFC6RACZCYwIhgECQxubEavVRgNs4hAUdHCzWGrIoOT0smbrtJyevz4i2vvS9t03sLLh4Tn6+RqzLjOq76Yj+ezbz3wSheAwdQNwUPz4hTOstkOzZ7a9qsV/1jw+fjFt26N+5Ybk47HOhD1qr84BX7q0Pv5BanZ7V13nDBPnVl4bHx9OoG0ppNUuC64tnrnuILLpSyV91YebZdSt5bI2yHAZsx+GgocoQPgtBjqydS4n2V4Vhta+VgUrYO2ZTui5I8p33VaUn11MxESh2BAF6eh9FRgbF6MxKgz6er7wdgrwxGBtfWIrfSMKGv5cC6fmeHaZEYoVx6bhrItjRVpfV6HXWY1U9xiNBEug19z5Z3xpzqNlArtjMmumkI9qNnK5rQvTfdhq1s1fInEp00Prp23MvuU655gQJSGMBuzef/mPhQXdnbIu2kksta0aG8HcPN+5+m5DRZAU2ObAtdLyrvIC5M3LDwApKgowJPTKv3gWk3g0aB4AHsIrXcevK/dH31mSIBqFFmH3VhfSnamdHCkKuAExRq/8TxY7Oqja8KAeu0grHrwmLkPLl46RSJyhJItwblshwE3NaZLRQ0FY3Wn7Vq1VcN3PphSXa6bOLOsgHKJWYu+aNwadBO7SFVonh5WqQBRjL20GnvOQ9KXVuQpdbO11MBBB6M+ofFQrikwdOMIjBysFrOJ7QC5SQEW5WyVLnyRnruk1BftSdovWa9X8y8Xev9cr9VL7trd6Z6Gva/HrpMsVgHKCt1+QcXBeuj7o2YHIJUxuDH78CDD7Nkue/v5+NmlLOMwxZvjF199qQtcuRhYk3sU7k1l2KlrL2L8tOFjs7vQsLVrqh0qUZ4hGutnOq6aPou65J9H+2IAjD2M9BX94O74O68uFtsMT2Y8P0ll+xwGnawJwKeMX1AzRD7OY32YvPl8vJH9mS+4p4QtRIHlOhrdftrPz205XXqjcc52Zyu5rku3Gg2xxev1VAcfHnDYzcVVb/qZe/qwyHx+NdJL2f98WX7+4dP77dQrXad6xfisAT833/lH3/sn/6e//e/+wd+4fwXd9OHuuMCg6gL2LNEcjZAzUztwvpppZz/Vc4ljtxXSNAqHRE6xb5kHrD1bsis0KbbdUwaEQAbUO0euJoy8h8xjOAwxS9jtcAxsdnow2/GGHl4ZPqMmbdHZW3v8Ypzn8NodLNADwA7+rWFGGUYD19PZ1cXMbiKP4lFTT2J8IpzEyKS+ZLRuaWxHKtwsImqvrZTW10qGrF1SVjdJ7o19QOndOLQ9B+8NiEXeWj2vYrFjBXKup+YtbzWrGDSq2i8RTGriEbgYxmzEtf5kKSss3vRaVjFZRYEEQatwcNC7OlOBmaCgigEZrHSVYBVVnBdCg1ajRUBnDdWO3oGwotm2d+9+/umRK9pceMn6cfOtv/yzlH/5eP92k3O+2SCXan+60SeArcMuZi3YHcp1dn4dzrX/SYn/dMvP5otvGx0Gf7uab32mu3mIQ227GEZgoK2GY7TNeZ7FdH8qvWZ6vl633H3tSd7Wi3LGmjH2sToL2SiFb5pRGYOfBvK1ll4QkAs3hQu4uAS1YCpQAM1WD2W5FuehQgFwQaRVF2cTVo9OzfvLBkfsqolM39rFisdtoT4Rn2A4Cw0cTx2obGdD1NtlNWLDbG2Z44B4Oq2ThT9dyiiptb45Z9Eqt+kHd7mNcyzCO4Su+CByc4yhZH8TIGeHtGCbk2VqtJY6WKyJvHXbimBtdHNrOg6lNn8/TqV6i6u3V07FOal6ibDWbiZXujdhDL0RGuOlp4beltxkngYECrOfrOs1uuAvvdrBpg2N6Qo2iyJSaX4cppZMdKarIUSrPReIbhM9R9+rOu8cYVcUhyew/Hpea9XoFHowUAyyQBgit96dydtWrOTagiOIxm3VBku54zGSMjgHSNAUhjCdEh58X5uzqlLg1LaR7AblQe0GfR8njmEXivjRoX61jaM3r40QgpdksnoEW/kS5Sb4KxjjnMlkTCfcAfubI15L1MKpuM0oGi5g6WCTZ8w1UWDWlrK00tl11L5AVmilP2V4Keml61PuJ4W3Z74+Lb9I/Xxdr8bblnOEa8Rji3wIN7t4ZT/5lsOBDBs8likewv3F3gwA52lPiJzCKpcZeg96I+akZ9/c+6e30fFv/d5vmYL9Kp94X87bx8t1Ums2LS5E5ZPr47r+orXX8864SrCJFjBkwVy1vY53T/CGq/uYqgAHi6Db7mG/+95AOK6h748CXwz4IA+DwpwdMkzj/b2lAcIXQYrZurhzekrlbkSOePeDvZPKcGwpb5fVlJNFH577kppbzW5q67PycjmfCT7K+Hoi78Nws4C4bC5wM0BYRlNS/bD1VJ7HcUQ/MPdfpEvuYTVjk/hJ+XHp/kv/9//z3/4H//H/5OH3jms9KaUEUmJo1k425IPWWl9iQE2JD8WQ1M7WxJab976RuClILHrjUBzHSxhGDlcbduK7ERuyZKiOYs6VzJ71jHiYmTOG/XDw7gp+0MgIN28G+nwIYbS3k7sPX96Or75nnQX4tzRQ841HbL1Cv/JFDWy9lGzjtpWghsc2rHUzimmrhpqKL/UqZUiJPTkWaw1aNCJWUrJGkM/SxGmtHYhq65vacxdWObUqQhTl1AEsXR0aR1V6UCpOrEgWFCEIVFAsGKYOquLFcFcEkFqsAWQmYgcGMI0EKuyNaDcCmQQUAbV36QTQuwFkaFwVrBIrsypIt7b3zmiRhC4//8nH05JS6UUuraLXDxW2r9dP7/knaYqbrE+n9ifc33XqAHuMrQ8h+LAWieyL6b8M4z9bTo/+i7sR4v0Qbm16U4WHy6m5PLQTl4WGo0mY8qmfN3j5Or5L5evSrvXdNeVW+pqF6r61D89lzCZf/VtlVrpBPB6npdO91lVXgmKxm6BjPGyb2WN40X4HGKIhbbC1jVvDoQybYUGqpS9YumZxQxAPiDCQywsZ5FjBhds1wZIcNVkuwXLJ6foSMkO9mMkpODfNM9Re1ePOQfO+ee+JXnvzQXyHJlyegDdBHkqE9nxxqVx4aYy/5PYpoQu0LhsNoQ462XGzW2R0N9G0LexttJyiG0cIG0hwoxUTrb0m9TYP3QMKGTSiVLUqoqWeJ4yB18aeg2BvEAdYLkrY5FquKqKwgd4cOzfYW3S9+9gdeTR9CL4LeoDeJexUSQ157TU16w2JqFPXeyJiLlJBGYDFEFkWFwfbqqLvqL4WB5BTNd4Y7mCiFdhZ48CErjRaasqjV+gOLUtGUbUac083Yz+lEL1gj7Ry7o2Zd+x+ek4mnT6kdb93KESDIrvLAVHNZWUykHrgAbDYU1Lf3PmKQzAnEbQsvW59K07evS0WC3Pv0KC650pStV3YgL9yx7Y9XehKXYi2lFttyyAS3afMpV6hhKeU1qZv13Iy8L7C2us47jBCutmN4zh9EenbXdz0YXb2xj77uC7PF5ZP23n7dF3CMh34cYC95+SDHmZqw0uLYnbP1R0Hm60bQni/qRtv/sbhbt3SXpZtNTY9rXhqreFlfeppX/MF/B1YmPYK69Il+NtokCk8+DcJcO/O0XgHL00qCxicnvXmR3/9x+cD1bt5dSw3VC+U1XSM1QzjPj4/gdFKUNNoDg/+xHLj5P3FTEUMqJnvDw/M57gjLo/G/2zl3Ibqi62p0AixGjPs3OVhNmCbWontEMd+CHNMH1l2E54bBRQ285pXP7THPgxj+OgmHHWxu0awBX0sPWP6wf/01f/8//hP/sY/+EP63OmEBkcZ3XWyrts+h6mWrbrUq+nEOjVNFxcmxLNVI2uJMsO1g70QvAY9OZit23yPCqajWIngLupsx2rDgzXQLBrwSxKVKdg0U9CQwTB0NwO9UvSm/uZhmL+6GefvDHsPpgKXb7BxFkB6bJKbkjftxTi7gHEvWmcdLmBsnFJSVQx2LtKdbdn2yWpiMg06J7VoxWbWwW+1V6+1doemmWYJrGVTjXHci3gPuTajshju3W0RXIMWDAIPTjMINlKr0pgJQ5WztSgQyKgBK2hRkEE8uKpIgACmoxikhmAQmjIhCBTFRKqM6oALqAFBbWREpBsSlCL99PN//ifrtjiBEJz3HtAFDwwq6RT+4uVyZf9Lezin0iwxQJtomhQD92E8iKtfM/03yxnG37obw83eHn2NOz64caOEYXiqabXjBPK4eYzjnz5tcDElvlvOYSelmHFUQ+Dd6DutxszRVeRXsU4eALWIXJrsAN47czMPIZrROycB1+vdHBX0VTOnDgGkAblgXzl0w3Dr719ExDk0k3rpVNe0HXt4BGcCr6a3YJfYTDof9166ahhW00aBQSd77sbgPjApXagfq7FxhsKXpZtWkMzLUkrfZi8ERsDue8tBp2/vyM4dus0h2TbwBP5g6yaO3Cio7spVks3+feR2yYsdy0Vzr73mLJhN4muz0KQbCZ5RBtlHU8bO1pZeyaL0vpEftlhLMTKzLTbOg1vOJg7G4EEMzUxbw0iwdPJkGntRpg1XyNRilxrRsESCqtUIkocOdo5gUgkGYxMHRrSLGqAOiDtjAkthm7gbCgHBMRnnTFXw1Lltajp2rnBBaF0IpTMTIbIOYJ3psWnuDUvb1GiufYjSG2CoXPQTRGYsgEelKoOteH1ZrmRr6Q2KW+AXdYtBhYPx/LLKI+Xj1JZWfTiXUnXs5+ybCc6wZI7BXKQsAZ/BXqwa8h+kP1Z57sU5/z4TlZXbeC2aiZ5y6Bl/ddpSkWsNT1s/N3jaMlX9+OEK0QYjZHl23k3Krwfz3cmPx/4l7Q9eLMY9atiLqwxhM8Bklz46i1cBB1eQ87X1ORZUudmFi8z7gbMEhEKC5ZL9B5NS30fuPK/suWILpM/t0hzkl1+dLtDOWzopAUnPRYDE2Nd33l5PFP314+Xd0p8tirefHYZiD7vf+cE+Vak0Pz8p7oK+DjqH22/Rtpc4omLs03hr+SXLw3T4NLvb6E+XviROP3l+frvyx+eT5wZyUVcJl7zZm2JA+TPZ3959Hcc333bF3dlxh2C60UDh+WUdbDtd8z6umQK6K0SzID58YfI43wzbYyOZYDXDI9wtfvdTCZeG+VD+h/+73/0P/zf/8PWPPktxaaYqStmZ43F+4ukOr5rSJqwuCxy92kuHz6JWDMH0RLhIj1I/NjygLlseTc8EijAiNtabASvSwdekqKhIu428H6Y24A7TKTiLG1rTJpim0X95OHi/e0VffusOfH1t5ZtZ8gmgFrBaTplIhNVLxJ5jO/cp65M0U5ZWrq5D71Uy77xWRpPhpDTbzAYDDTb3wls0UHr0ZroIYTtL44TCHRLIzD2Di5hrpQAM1TbxUfzS2XI518x8KWx7rQG4QB+cTV0s+lqT5ieFXnsykEtvAJp7cdqbNJHiESoLqiYGAhAFR94Y18ACcBVwULMoEVbpXblrq9r7sv3rD0/1Ci3DJaVWK+zt0v31FhtN+fWQfnIhG0/Q1o3JAXiVrb9ii+VZTn984v9ubXm68furt/TZ3BqYeZGdXqR4KWu+xOO6vqjvZTmfsPP0ElINI9LpBN7VJL6rLst1JTsyVGtI9dJEVq7SE4AVAJDXrS1PySUitJN2Y4nL5gytpr2yPWfdT5KAkpDW5VRf3uz92jNKWjE4dcz4kdcdiev2VRe7wZTlLFRPeTcAiHzu7KWLmSGHeMrceS6tGuVV2MklIwxOrsZz7d4jxteC5kQya38MUcHo94/ZwTCUi62+w/vUXOcNp2vvqIeq5Whxoxb5sAHOw11rOJghBOsGQuXm6ehWIAm9KZYmYtdlNc2iXCjERq2RuqqLyWpv7VCM3Ru+sA0TGBNZNje47Gl0UtHu1KyIpS+erI66R11VobpG6mk1hGwMSd+gOujFqo/XapRIqA0A7OBcUBDXJmoVERSpmw4NlTR27NF6AUBqhoWxE3AnHzR3VDANOyol0NTN6n1UYxsOW/F+IAMVPBMYqXkp63k/nbA9OgHSZehP5K41JZS1wUdcbwCWjd/8u6+2a2EUrfL1qZ4rX5u/Js0pGNxSTsswZo9nNFXkl1xRtnxaPqUFKlx6b6v8xbUStaezPKXrywl++riB6T/fto7m4vTC+dLOAjRJ/Lj1eW8cmeNxN8YQHpwXaK/BH4/pq2m+M1scdERutu83uxva3g2H8AJhozOg2zJWFwHvbvduaWpVidrNEIjsfkcA7kUW62lzV+jDWdjvzWCMGef2UmRErul63rGhZQvPL39CIl0BcVt6HWNYqvf7/dO1I/El/TLJRmZS/o7M8f4v/XB/mC+23LwJddkatlnwKevO783s4UvXy7IoQi9nW+4/p8XONw9Ussmk+HW6TMPN5iWNd19ZrzS8/kqf7q8FhtTe1tMXn8m6unF4hvP7c+k5pY+nl3mGD4ls3GeZ0Vlnd06HcTiylhnb20vBQa5Vre/HAZPm4wBLrWLXXyQ+/K3bv/mf/Xtf/fXfdXemXmA7Tk/LOpB+4EHQucGXqmpSk+04xSpetdeOBsGhdc7fm3Cp4zDFcwXFjmIyK0q/FhmMvr3yYGvHwbrqyBTtgc3HFm+0nsQP+72Ot2YfwoAv3/W46y8H3n/r/jF4+LUxpiH8UbbY+UN3uWc+KdtKQU8AI9DS5m5QwUIbMLiKYQS7oUyeL5snzLmtV+i225Q3By9LW6JdN7Tq1LVSeyXqV8ZI19SErIgyAxhLm4TRtGsrkaCBQ26AVGtyilvLVrcqZ1VkBVU2yKV1iz1XtbYWMYDCmKuyNb1yjtQZ2JA03kQqgjA0b9va1RvOXQEVUFnVYDt9/Ppnf/6MGRqCLnAu5M+EZR1TtVurTw2DnNKT+fNm+wshwCVt1n3dPnT+8FL+eJXVf+sr6x8cvt7xeacWM4y6skOTqg028mlwKLl19VuxsLUF2iftAg4/Sll5zRVSMPVaXqrhpTwhgNK5g2tOQQvJs/LHYse9v0hGyicnEHTstGXdqXzKfbScs6qWQQVYZ8PnCjN4gOHWgXLtrh7QrKZfSy5gCLIATRbiSIx0HPHc5BhdL3o/thtCSxWGaIRgoNOmOzTg3KGXGkxlg7yyuAexC8RdSW2kz6eRk2Qz3bBsgW9HPBXydrPJlvY4mHgFP0oo0CLKueXBhZK3VdHgvHY/C55rINRrwQbkuJ5bvHdw7XpjW7LZ2QprW7EbTOemAdal9R3ltmKV2sk143ZqMoed16eEg2IYhk3ZAlxaOEZtxN5opUFUDafW22Tt0ilor80jJybHJA7DWr3HunEjKJsMAHPH+2ICAXQqztrUC2Lp2hv2YLjD4NFU6wMxglGHxjADepQrt9Fq4h4UiPaGnBN77cCr+cQyPD+5zJjkWnWg+FUTQUcv2c3WJjkZU3r++f/rL8pEKvgppYBkrVSQbEzVvmU4mcCpMJtLuZaih0SXFLbdeMn2p+fLksp75m7z18/9I0rv8L7lgPknHx8dtpfl2ircgX77/vi5gb9oZ9VWq1VX14rtQWEM/COz24eTbnaPn1wIeyFj8hgNPWyl3xzGi3PGMvQRBry5p63B/S1chSfySWXrtjCTv5Uc1Ye9d/H1D+ATsRaYlFa5lGWirlP01vDFbuZ5Ni4cqLG8LY8g69q/7vlXiasrL30zF+22lU5TV6pqBj/t7BefffntUazd48uyyW4gCocQhwM6zLyH/lHYHNkg+n28HRqMu2M5va0u1uYIxtFc2yU1XU9fn7UYXN5+OOd3Rt27Hna3t2ab1cr24peRIOOpAZrwuLnDbETY3Rg73Etk65ySMr55SfuH/W6gg2DPa/lV9bO/r3oX93Et6odmezO/8ebf+c9+/3f+4d8Kv2XoJV02WThBUkThlckiZ4zkcyvGYjBBDHZyIVQHumgOYdmaKPpzcpemLFzFeeOfFfcGNtkpJJVgQ7QgGPkh5uKH/R6U9HDTKmC9Hw4A6fXh+0c7uHC7370JpgNkgKTw+HK5LmJqrk8uUYMO6PQw4Nsie6ylYLXATUQvpukFjFfdzt54c0mo3lqhc/UG2vnqHdKWIVKTc2RAR6ClTyG3ZqPbKCGCqlMRHW0XcUPA3qOnSiahUYPAitGVyuwMqVT02MWoDtb4Lhq8tq7GVZBOIAZFpHqHpTdjSmNUFOHOUghb7T262rp6V4Q3lgK4pra9/PLf/Gq7VAYoUJFcl0vpPnPLvq1AmI7LIIkePov25o4sABXQZR9+2e1/b2/WL7763q28/s6IMegNp1/4tMrpA1zWTMnLRSvLurZ3H6R/qO9QkPSlEO6vAu1ahjVdGUW4t+0SeeHLc+m4bZ/SNve+9TIBzt156wz1dREieXoxszN5gQu0mPIpwcCYFtiPtiVYnRm6bd10s117maFi6eD8XGIROFb0BjyB734aKXRwBmZHT2W7nftW6o3DzrsO1rNQ6zuCdsEB+trQtHrt9shtdBhUDKcEbbDpBaC7Dm6gHVrVTG7WVpj2MecEw75H2D9vL2NfE3Xv8VNxO0pZ2jDYaLhiPtp0BRm59q4Hx76CBn016LnJce7nAtHeFRncfjLiNgmzp1Ol6PcZZj9hTn3nvMnlSv2LoaTUjnvtvBGmycaqeIw9JR5NzWC9JTKmGxe8WVOfHK9sQ+idPWj33iXugx9V7/Z2aF3HUBGF8OpVmU/RmtrZQ80drTVBXelhtJK5B6OrkJIBskZMcKEpzmTPaybFgmA0dbDV0BH18rN3WhbWHSp6q8709Xp9C/lGdAtjulzOqvG64TBmqLjIh3OS1t/DKr1haa0UvpYk6+7l+VmRL31DsyG+vepGjV+WKxVt7ZF9znp69skSQP+wnLVdP9YwxcCb/WoYfmPnDs5+/PT4X3zspQqE4TgfC3v8Hhj06WDct6fz63keOUe+jVuwDHt2Ztl22QT/y1xuIu6dhkmwwlpNkPbTp/PoR3Z8Nw/W2Ca95Oui1yD50q63D6HfxCKVtnHtRg0+rX1ygxR2dpvF52Wx2GFlowvTuDP3vzy/JWrh8JeskVnmVcuMvfBbB8mCMK9uP0z3xi9T8OPY0uzj5hOfZH1RvEijZvO50pSGsjCW0/r8rqxA9hMb9bb1PKMtFXdHvjEzd7m3rk7lu/l+lW5KiolS6rHMxRa3Yu1LF0+mNjcODot6x6aR+mDBdHk3D5+uz+dzebG9nmQN24fnngdfsO/JGpvjYmaPZSV/99deff63fld307h1IyrXvmkbWTv3MejC3XuBatD2nQbqNYjZUttHpOqtbUHAI85AbIYxrtLMzrCgQz2PwalBA1fvwmBGMTuhzHIQQu5AkwGhfqdbkHXYj55GD1o4gt19YxZ73nZLljOw2cYYr93lJVyY7lku6JyafpWiWXk6WdCszbZKXHN2ANuJK5lQa+UpeK4L2arb2cKw+S7AYLhsPTpnUiIIos0i9JZtgUWlQqrWbMxeyWJ97iBOrmnDwW3cgaya2pBeCM5SV0PMnQMBNAXTSZooW4uq3jrXuYFREhZMBkW4WgutZ+c27qyYkLWr9f35/b9a2oUBYb8B0dABJruDPJYriqkx2fCt+W9+9/Z338Q6WaoAAwL/0Zn+7DJUe/PAZj8CdL8bGC4h3OQKY/OiOn2yoCa71DWvvg0vM0ktphehD4+f3Lqe+rVo1MznZSVjWoJB7TBY7w8zmqQwerp03aQOlaNxalIrZGJ/uiaAZmzYnByMSYxT6CnnKSJcuaCaSG3xEfszcyXS1BhlF5x6e3SgYNTy5bG32PGiS+934CjH4zj0RnfUjXDf6mTgBGT8hjgEaGa1d0FugmvanRqubB28tHYMr+bvfD7ujU3UhWnyWXfGX3tV6zcnI/fLYdqvDE64pvbZwAzSpTKwaglMXc3odYtRnF0bQYDOphh0YyllPx9VJLvge1MitDZvbZujXblFLKYHj5alkR93Et5vEL1joRgH6qZoHY3PzXknid1ETIJA3UkVDYNv50TepZrV2opqm2zRdYDizDkXDiH37FUbci/Sgx1SY9LUmayxLdWVOXit3KPhVMrglatBzVW19cUTlaLW+9Miu5jIkGD16ssm8p64D9xPJfVzKrDarZYZzc/SetblhYhKvYz2hdvFuI+ux2iWae8KrlovJWVuJYi44ePsdKvvodZGH7ih6enafiWga3kCx/npsfYlX58S/2qtjO66P3w1xoe7428ebPBcUvmXHy//77PEdP6DGxdFfwpLuyG5xuXo/RGxmd0Oz7cP1KnE3TXY8XhfbkeHWiZzg5ERQODykjOoFVxJjsZJs45lyZ64WaBV1Qs+rtkiP66nH93hbgjKa3Bb7/XhIbysotC3pJeUttL+7LlsEh5L2cXozOEuzmvLY+x3w7eLj4fDPpfnWi+X1gSo6y47/v7v/0h7G+O6TrFfT6sUNVQmXT/h4MLjOMq7xR6Ny7DOlgcaJ3lroznBGXD8kMvOCj0eq38nLEn5y930FH75+dH53bZCVbMW+NSr57lYvzNUuXpMDU3mqVxeTg58Kc/rUrIu5cBRtEjGcaBXZ7v3Sl+f5DmfPe2eqUzQzrwSXVY7PPzo4dt/+3fCl6+WD27ppFc8UxqyrMXeALYVMhXPuMlyHMwV9LjfpRbchCMGJr7x+QLuaDW3SFYBgvcwuYFB555Z4uBQLTqPuzCbvYxecfDz6EbHZvTehqc7qYMNM7nBW+gPAHcAf/Eka0u88ej251YOeEUKuJTmuxOJjlMAD9qBw2rVqpe488oGUhey6lrFHU8mKxDhVkWAxPdebbGu6eBtvRYVpULiOlasGe2Kuah1bElbAcjIqRqNsHZsHrkVRFgN16Idq3QBiyiiBKyqCEAdGDRQZ63MF9RqsdhWRVbqhUFIGwoaEq6qKJZV7Rb0XPL18Sc/bRUArAkehW/hWGvCWKbP7He/ePPjv/mb/+Bv7v7m393/1X90d5BOAWD7pwX+m1633f1hlPGrEA9O+6ZPdjEFH80+XFTH3a71jrXYx8VeloMczo9ZLJXnrfDa2J45ebYvbQvq+rxTRnAWZg/G/KqXhfxqzLVUJtcZni2xgPjDMsbQsSJqqV2FdK/aNyzswIxRTBFTTm2za0eulV1gDYwYxSJn1J2YS47SOFe52ZsDDmtAT7SwXjVd1lpNO3UTfZh9vKAzzFx9xAJCftIgmnu3ajPA595Sswi214+Hv4U7nM8I02TlWQY/+vwdVjQcr7IehnnLxfmDtZEs99o6TYGntTBJ6ApoQRpZU0ZSjAHQG1KuqBfjfS2bJN5C0zVX668W1HqsSlEzEFRdYuwd0DJnuO6DtG4AuqUg1ijblQldKxwN2tZIMIcehKLzUpRCLMpsvGJ3QN1C7BoRoMFIvnHbNZMVfYfRSG7cHOTKhaD3qmxa0F64Gbs1NQalF0TXoBtB+41X2XuoqR8PllvoQBaxaqJL+eVPngXbwQ7JUuh47lcx9k+fcBxoqBi0zQNusU2e2tIhpasWy89nrKetG4VqXCuaarcLd+5rTet5qedUantb21rgbUEjdYVwXR7Zw+T7YZq/2k+/TeYQ/NzaszG1+n9T9f9bFmB9PoR/Wod8PH42xvHVXfkMU07vBsp3/jT6IeST9xgbwLTpguCanwagT43QhHMfh/lopC29zcCfko6euhlmK8ImRntH/iUVj36tYQT9xSNc2Azour9xJTxm/twnM+4epkhiTdepMfO7IBuoxEghfr5zO9BJ7XEvqWziDZZWybzN/Uw4OLMb3hz237391TJEs0r3luzwAHPC+SvPob1aSv+uD2nkXdiJi25qbh7reWk4+vx8ey+wbfFmmZfjAPSutPXd0zh8druhJSTNU9QtseSnmm9s75VpnMvui6bO4vnF3t+buJmbPRBOg5uI683Go9bHl57vAq1gxgAE06pu1HnVm6M+bPjZQ0QzmN2Xr17/5e/Ct71wXRhC1ZfSiJctkwLsxFw77IRecnvwuKQ2WWfZqsLOylXMnd3OrINFVms4m6alWsfy0t1k7aUPIzrOYIwOnavHvTVPRezOsQyHY7q9c+ic/Wo4TtNNNJdvhJEZHj+UodYC13szSYsDZzEe1QHhYuVoSwcTWZorZLj1dhUZLWaWkeRanO24dQfSLQo4nXx/yRrAbps3raF4rd25kMo6upwEHVElY7U6BMHgwbXWnWAGRm0CTZBISqs9aitqLUKVa9fK0Gq/AiwVi8NWmLQ1QOnpBL12w0YrQPbQBZv01UFhfXZcRU/U0ib5/POf/j//9cdaoV77pUyRbo3LPPH8mw9/9z/47X/0n/723//H99//w1f7Vxofq4jSCrD7F9eOnz/c3NbxIT6087sL12zLHVozl9tW++Fuvi7GD1jPPV0qGr6evj7cppYzSga21q6oNmG/9XMzdIt8NSDSc+5Q7WQBfHszeht2g1YRc2j1qtmmGqU/YY86PJIVbslKtThBPHehnK9pACB0wxM3tKEHd2Jz9mhgbJPNYfugyQ6M0WYiNvix550zVwVBUjurBYuT84DonqjsW+qej86l0RjPDpwcPTKqkB/orJIBEHqZ7e3xsFi5n8KlsD+CQqdxsdxWvY6Kn7SNKKknBD+4oYSRtPVYb8gUSN6ItKoGqcxLyzvEwjR707MytS3JJjDh8CL1fghL24s6Nl6VW8Mr9OhiBQwGmqFgYq8zDcGgrbIGNQsXxsxF3YDWEFlHQGfpCj0VD2S1GdGZ2GQgA1oVEVlgh0JdZ7DNwZARnFFAA7B1FiONpbFlh1E8RpTWnUCv7DOA0djRedIiqOA3oWbJYjDOc6+l+4CmSn/G8iLwRLJKXw0Wa3Nt+91WWM/I7y75p5Lbmf7ol4+QszUyY3i6tAnUlH5F7Zfna6+lrl8v5WNebKVrb4vwkhBMmbA/UHopDErfPrz+chx/EOObGAbF5mwy5VOBrPi+2X9edEc7M42/cXM7Hoc8tjyG9oq1B/j9Bz3uth7X3C72MN9H7r74i4x75+3xuJfb3c0BkoqJqdsKwfGqLxQmZz68bJdeCuI8+5ymbMybHTkUMNtSyVM062one+yb7OCIYfGHyZsr+23rl0fzMVU/3r3f3hc9r1vb2ZS3n2/6cjPeo/kytSftmyG6rpyURfash+E43n/++hb69Qxv08slu8fHdrmum2SyoaCjAcgq0UnEbGaDRv3PK8atvHiD57LsMK2wSNvo/Hmodv+KEvg5cLM+LJ+eFcPWnb1cfv601bAmXa0+b1nO4G6iuVTnzOW9zAFwq2h3xjl/odvRwoc+7ZzWXqzrOw8gecqXpNejSZ8+5VaLdUN8+PyHP/qt4/e/HRu+fRq97S8yNWjpgh/U7z2dG+68zUyTZ6kdsJDR3OEV6CL+wXFubrKDMw7JOZsvHObQT8nuadtyMl4NRlZz9H7J7bND2Kr4Wey8bzXmrwoT8F6yhSECAdQN2vtaiW3pC784rzVAjOpTsR4HYxvNhwhn44yPyqEDOeSXlKOhU9N5yGu3QFvtc0owoduqmakveQywXXJtLL1L4RL8cFkH72DNPCmu7Iugw5JEgjWltwDCTVSBeisyegvXrh5lq92ZjJ1ElLDWHhy0lCtxLjVJL2qganVQMldPnFo2sqhsuSeVnEvWxktePJ8ef/bzXyyX3mAc7hQ2NzxP3//89//D3/0n//vf/dv/+Fvf/et34abzzUj7Ob/ffnlttAKUw/5oU20wzh/yS9nvWFNn/2g3e74+TeM+L3XWXKoduoZ1vrw4PdvLk9BK3EENgTmoIfEGqBysySKT6hj8CIJUtl5v0D9d1mZKrZzdlqObhWqtJCUa8668TCRdcaT1sWfFLBAvjN509SH2no2BXnDLM3Ko7R1UUwRfwkihC1yetmD5pbCAvod2By5p5+0CvdSw8aabTTHJOxVT+Ew6qq9g8zTf9aEbGyd9LmC9O1ixCAewfrwZOjyKWEtVnKER6YB+3tnxjLQzNoGbDG3l0rT7WoqWsfMJaGc5a2zWaIFOdXLxE9Ng+MLFRFOdkbJNEFaGHZrnvk0m9dDNVgyzm2U0esFmlF7UGSodMUzViTYrs3GL0Zvg62LFj04TEHtcKvHke9XBSGuNO1olrsbPNiZAhF6FlE+Vq4EriWtoItBWF6NV2AqCwamRG6xv0KzC1sBbBB29MdEOGWB0dismgFVWFPUGG5RoEGkYqW/Qx6s5PRYSXs9L6GbjPjpzY/rjtZVFpVEwYb+Yx3a9c6YZtNU+bmXt/fmq77WXi1zEYcZf5eg8cuHH1j42XHu/GLwml9ChP/72Z3e/83r38DDcH+YyhXBj5LVDK6zgIlzy+l+df3Z/6pvV18fYnPf3NNK+3g+7OMGPwnQIzke4BTeMWotTt1rYXjBzahw2MEedZ3eY9q9f+1sxxmy2DHGoqZScZt0rdqNaUowfEPXj1qoB1FnuAScngZa0bc3F5VpThf5yuV6HmXeDm45kT9fq6g4vv3j57yBe19x/cv1XnQ+Ff/qtux9pnh6N77oMw5cD7MgMXhHs/fd+8IU60Jkm/3lbL+ap2PsRU/hk/OH7UGCi0chp0JTG2s9//pRG097mZkpMtBv7w2Dzztk3jm5xeG1PZsqfUu5u7dXDPjGD2D6M886R+e6OxsvZW3eekbm3SuWS2+RPVa2Bkuu1uX477bqfb3V14KbBIVHVHodDdtFwflq6GdCgj06n2MMx3t7f9lf31rR0oT0kzqC7OksuJEMIuZpAIkA0FVVsKEc7p7C/H+l5NfsZqjQT0At1PNzFUOT+MPPWwxRDzCOiHve+VTzcDdcu1kWoTg3fvg4PX726G4fRhK/injsSQm7wvmc4ldNbgTSdlp1XXc6tRgulybaOkZeiR5Oul8365IhLmqzxrdJka2XrKZ/aHvhDNMOltmA0NWvg+cJzQGHtKILN5dp3rm4FAtN5q8Rde8tVA8o1r9HAlshY3yt0FYdr7j5qy7UY17bsrDYjmVu1/FTKybultuRs6YwICWrNjSPJeVWnWy0FpCOfQdWYT7k/OshPT++efvI8tYc5HIss8Kp97+/84B//H/79/8X/6g9ef3k7728k7OzNcZqRk4Yn+VTBAsBsx76/n+yn+n43fWV1cUYXOPvrQ51Pu1K22By7zZ5rbcj1MqRNcZ5gfYxwQDpfs3G9LsaASm2nwAf0p96CtrXRdDtOcnpu5ZUP15yn23jKHWo2BwdrizCUXL5/nJ/Om1D2dj/x7G11UNEZKeJM3VRnwd3N/tNy9kqs4bPRvF8zsqhybXm6mQy3gs5XgCIvjgwDzsF23q6gvjg5yLy+Tu0Z7dHQUhOhgfT8F1l2BkuJR1PZDi0lJeh/+X7ezY8ME13eJryNrEDKGEJ8yqeR/CXl+z1eShvNvpWXzT7Mml+Suff6VHaByPa56dmivzY5Ys3Ck4O14NRFp6mV5db7s5qjoa0vN2a/xmTJYzMd5BBoOfc398uSDjZk6hF8I7QbmEmW3Nv+eF95Y4zWcWI/BT6nYR5yE+fFN/AK4kiXpjO1rcnOU+vijbLuupy9K5vkwbZrtdEaASnSJ4dbbQf056LzKEW80Ua2N4XR7C6ljMEstTtVFlewRjQF4Gi3pzUcBvdyfX7fr0ZqoQPIpsWs1gWauL7gAEvqhvyfeXiT6Kzd1/4hGs9gccwkU/dXWBlCRmfp9FIKhfGG8c7h4dUbcvDaWTPPjpgmITRHJZnbVyGUDpOnrVpTL/Ucf3Vafy+Mf3befnx/c9367otEGstX14f93dOtjeA/QH8zDFkMOLV7eFfr3TAsd7xjwXmcrCG/TH2X6gkmd3ulvgN3aS9m8nXbXcoyjFMdnqAeS//QzgEQKB7DkHU4DO59RxoxaNV55DUh7DSc+pO5eL0vwPvJNnvZ1NnT6B5d+OF9eij4dmg7mOZ9vCfjVEeLDUwg7dk8YH/0b3a7N7uXf1P20/aLl+3hOHnseW2fv6b3f5rH36r6vp8ebuPpWi/xZi9PCadxovRpOWH4zK238f5TkbkPPhSo06uh6Exxna/4qB2xpRC+dRulFTclqaew/9JLuxS8C7zHfkYM9rXwqUpUZ27C2DnOmK9dmOvDcP//Z+k/enZds8S+b611xTs94c07nL3POVXVp6q7uqqD2KZskiAFGhZE04I0EDz1wAMP7am/hkf+BoYAGx54IsMEKVMMYrfY7Apd4eQd3/DEO1z5Wh7Qn+MP/H+nLFuZxjytTD9L2hSm2jh+i7MqNG2aXly/ukW/Bxn5eMrcrqjOuO9zF9SMky7yUJoGa55INyArOVFEoAMrq7kshP1tn+DUiFbccE5XzZDLTUOP1YVoZ6q9g7PVcq7pWsP7yGKt+SkG4RY3p63cDO3Xx/tS+ROGdwD3v3l6//rq09YsH8LFj3hKRq6yLXbWqsu47KTtacl1uwV/dnq1kjlCLEqBy9CYeT513ebRpwuQ+xY3c6lWYw2m65yfi9ICsGEaNbVLTA2lzNQYx6kRgiqHFEMjlXdVmuQCKEABS2QylJcsG5uTj1aFyppYiJqiIIUxJhZmn8OiRcBIBCdmCOWps8KHTopdTRYwA5SU+0aMSxT08ek//POntvgk4tU/vP4n/8U//vnPmuvVpmajLeWs2rrPTyH96nvx6/3Tl1DBSgFQuqZ1SySttlDHuSaUoGCVh71OV8oUEaexaSGUGtuuWxbftjJOu6m0optLzFWxM2QPZaED55ukPkK4bcXpkC474/yyz/UL6o5uKRinPa5su6LyJmUL8tHNWvPBQ6fFDEJCNBWM4OrA2IZtLF6sVcUEpeSVMi7Buqsp8qdtG5F2p/NgVPKw1nZOCxFa08w5dqapMUtlLGeVTbFhCUIZ6LkAsGbx1rnrpsFGLRO0IoTGFj9nBDT6+HIBu8iyOi9qwBzSRbcZkCVSuVTimGmlV8t0b/UmVs9SdNMht3rQx6e46eXZe4VqMUUHQlvYaTJVTWfVdcmPnZRRCXWK04WBvesuOtqPfugFLMEbXis5+m5o/TjrpmOoA9izqEMsaY0uMFvRzONst0IVwYyNdCmuN83sA5kWY9SCEsgO0rKSOZd2ZXLKGmmhpyqvoyAqMXcmL4teW8oZFTJrASjWJobAqw4TGytcJgu1EHLm1Ju6ZO5EThmUKrCUUOVa8ZjMWla3gDmFfTKp1isRpyxGSHWGjsaRDLhEUNRK3Bxpb2gVmgl4BctcVCXXcLuH88Zc/y7s/4hcqnJ9cbmBTJ1YX6zHvlwpGhcCW4URsldmrl/rbI40Il91maXe9FktVr/AP1ldxNb8vYfwdhcqs/vkjlSxl5tH//hJLz4o8QN5O6slzC6t2iaXrc2TEFuWpSbrQiCh5wImFMDkY9VDp+A74OfdXGeFSrUD5sUPKznX7RbrFESZ4/d+J7B2pDOOJevUtE3O5u4Tyks723dzuYjVd4izcyt7Q+TSNNbwytRJTiXejJUa/y2VmuNjY69cWPrOLFm00ka+0wO+/uHd09eH+XRqNn1XqEhqKX+4r1oH/IY/pu4C/XR51T758cNkzs6vo9qYtsjcaP02HGW2sT0Lc0FxXnC4cXyUT8VvjXpI8GxjVI4nymreF2Num/nDPm1amuY10iy1AFwyiCz0hRYulEHWWIbG5obykncrupgBesQIck0wc2Wet/b24Ls1jgd3uDTVDt0qzHLuJp7baiZd11gDgqlKWVMpW4G+SAWQkHso3syXDIvvyOi2hrG0HXLgmUqO2Zh2GeTdJNGev4w66igiVZVVbGtf+XjIsAFcdFZFCv7WcKMbIfKXNbUA30T4o+/c/VXflnB4H9UNpBnF1dnOa98B5RwKWlHSZMWgw6nWRppYF2i3Js+zNVuoZxR9MKGP5tDXfplAb2Q8FTZVheTB9UossUiVvUOhAnoTDUsBnIUmm2OQnKRX1DlMIFCKAp6w144jWCMAEBBk9rmCwVAwKhmjvxPigOk/cjEBchCYlpm1WWrskMfCsRBIAO8Kx/Dxn334/uO9Goaf/qOf/1f/9R+/fv7cCEfKJijgz9rV8u4pfnniX4bwnbQp3swzZYBmOU5CoEgAmyg0l2HSkNN6vrswrcopqdz4eYEUVoenOU/i4fCUGZOYfD3PpxTSWUUU/aLhgsw50VpJntSqa57cTKb9QhnfYdeYwTZaN8cQPni8rRY0uly/XvyWqYKxkmAWqGRDrWsIawCnQEYA4zshEo8OVC4PpJzncZznaWls6wquqB42PCCNQVROjRSOwwrpNC0DQiZZOFLOCzNGMWEWSmzRJMw2xEZXpkbnklG2AlxJt89ekWgTSjSSTVM0U1HIRVOXleiUrsob2aUQWWg/8qIlxdmx7HGZkzA6qszRRGNT1NDVUxBFGJdmlN2pLhQga1KHPAwNn2YaFOSUuZNNgdEvmpbIodEZo1RigtgllQWzY0OkAX2/JQqZcCaMFQiFT1FqU1MUXI8yo+KoCAtbrU4pk1KMWfNlUwEjUyFMGboWUkChQgUuhQ2OqaJWNUUtRMVKAkmBJUAjGs6x1ZhqJU0QEVCyoOCUFeRr21l3enBESUtzzj5nMmAU6XNtdaUZtKahHJu5FbKSV6U3vGSTRRasqoimXSvp/+72ylyuXj4fuqtLf3kxv1p/vDPOqN/aVb4Wp23/iHVXxJtecasfL1ru4vdVeU9vIr0d5CPb//BVfHqzW0R6/Yfm+evV3c3p2U+HT/7Op3/4d/6se3nx2fYy1DNIbIfhpiGd1cHrvtKYarfOY+BKO5KSgK4IANWLdddn+aMOahCgGys3s89V1tOSB8XSg5JV6FWPtiXN7TP8EEESYD6hoPDEqciuvx4aaZSWGuuKkvdcDfiSH46OoZSz32/7S6Lnurs7R06ZoT6GHAedl5QQu4J09+kGauPs8GLRR0V1Sq5vBl1LbpwBqcvJdv3TedyW7oJ112wDmbMbuypOfEq0XlNu4lWHWm6yzmFyUQUA+nqJq0FMp/R4xs7ns3zWcn44mL7mwzE1JoDpInQURdJ2ZXXCZtu1RTUk3YWCCdYtPT+maCBHigThXJMAKUEXKJeG93XoZb9bfGPUun+ZW7Fq7LkuW4kO1KBrAQoMAuU5sSSaYrIMUyFTLXPHSmNSB98Z0OfSYmkyXmqyml8luF6Jm2Jv2rJ2peFqQVlLyppODqLlJvVSWzOtTH9JZcOrFq4ACEBn+H0I4d2UXQlzdfeuLm563zz4BQ8pFYG5BCJXlVhoVkAxjCWZeDrORVDFA34oTgZ55iRdNzFWDOBqFVZntaCXKbucVPUlKCUixi4o1gGnUAWxz66EUGoNIqaACTEn8BB1XWqUiROnc8VF1yUIR+BjKgBzDCzgvYycyIkMKWeqYw4gcK6JC+5rTTU7lX1ZzhDnw++e/t3/+O/zz2/+6//z/+r/8L//e5+93nZGMBGXCaaP6Fx5uxv/6p3/y3397bkclvNJ3ipFDYBLq07tMsZE78sp53iULeAzs9I+Z0AVSw9iTKWaJ6fFuZ4C9pyDSUmECpINoJt8KZcsTgiNiFhgxHz2pbN9W9NJNugiEXo2S0wKeKPyHhIU+hZCANgxtjp1FcNVvuJyFnktwBWiVTK1ZcamqGPGQZSdoCbBUtOpQM0iZbcJcVdjd8qs9KrNuTApOTA8YDIs9zEMFHOSpKspAkztM56grBBQqdpwBHfiBUEC1UjlPMgffHZRSSiFTQgRk5FDoSix7BcnSwwpEwpUUjRbEZ5QlEblRMYAxFSZFArIGmWlnEUDMeCVLYmQqlpEHpINBUGorHgKGVsDJIigSicjJS2YpTDIKGQiqsmQERYZCBQkQq+MKo5BA6AtLBWTQqFUSdlIFRrsEzKmVCQIsaRiSC651Cwzco3gAWoErRCrq0wle2bIUoWFLRSVKwqxcJAVK6VasEhUhb2gwgG0wJqoCEEVgJmliLk0Ji5HXE6epAgZSqANpgHiKIoSWCBbqk91eYKTolxgzugY+Jkwr+zmJ9v1jV69au80GW+tuFCH9XYm3H1G/tMtrOn8bMCX4duXQ75T/lVXLjE19nG9MjfieHMlbvT+dRO/eBFfXDysn/O2eTeu3j7kX317PoZz/Z3b/U/ffPWLf7Pgm6vnn7WXL5691r6YTa9CkanyEpb7mXWGt++QLq6Su55UY+HyxO2g5Xl6rHbRqjNVbCsvYTYsQm5s1scpkMY2J58+GB0XCHfPL0pSIQcZSTAfxrrEJEvxUpFBCrU2qeSGkxwXOS1Q4aGoruf9nNXKouGrtf2UTJ9rd8jVRTSyIkui7fDqB3c/vfThfNZECUGA0dkp4gvoAhFe9u1qtC8tUwUjKSZV86Kkj8Ev63Yes1kN9VRV1qUD8xTMOZmjs9fbepaGdfFud0S1zu+WJci8uy+wEcvxMLVlxpKLDavkjqEMFPdL4RR0xo8eLwEnCFvbFRQtwVJ1gwZiylBEdrt4vtK5hNRrGcJiB311c3WkllDtEktRzhORKFhSraUjGVNpKD+m1FKNCKy5lT2b9tIKJfRW5QJtq2oWz6V+tTUvgfurxp7pSgoRIMaUUlVTTWuEoz63TVYXajso/frmSnZ20BIICRzB9OHjbuQHKPRUwq6wF6N3Q8kzlCr8HKnOPIjj01wuoi+R+linvOHkILmA7kbaKUVb3BMzOS+ESvFMNPtUwZunBJoheq0wsTS5ZrngmYJmmOaoEISFlAtUDDUoEJG9KDxjjXDiLFxMHMclRpXHBUbkR+cr1Qcs2eePKro5P6q4j3GEOuVSarinZR+WPU7LPB/ZBb/ff/zrr8uf//z/+H/6B//Zzz+1PRqgGEaVHvh0xNO5/u48/qsH/lfO/d5PU5qzAoo+JokASkz5dCMtGL0Op6/Es1VYVkaLmnU9vuG2oemxrmp5OG5IjJyt2sy0IMIZgZQ2IKZClOdRGuLwwNX4YKgGLTpJT0uiFHZat5C5ukZiA8NRZpvio4Afiv7rMmsZJ6dko7sln0ukJEfCTUfoIIukMz8pO3BO1Hwi3S5Mg2qlKuPCN0rsa3Nd+Mkvm4vV2dseBMqU+3bj0mJdy/oh5bZrwxKqKW3kpxzWYpiaeWObh+1V4zd3T189QtoCPBZ+/pxyu8iMuVJYO4ItiGJBnVBemXTwUdF14QmRDceT6lbSnaPolHOpJGG1SCNwC4WlFCACCsNj4TaDN9gvmETStXZcKlMRynEqrpF9HJ2glTEPTm4lCgAUrpcypKVJxjGsGkgBlTTAKaBZ1zRWWKm8MCnMzB0z10IOuMMcdWfyHGEQYkahSo4aapK6E3XxZDD7woRgCVwVVshUZ10NNIKz4Zqq8FqoyFbxOaAURCkpEEtlHSFT7aJyvVBMAUuagppC5V+AS77P1nbtHKIQuLaaRoKmX4UIQ91WOYCQ19guLaQz9epprGgkCPBiRNM7yfGmw1jpOQHY0OR6c+lzbrp+vQYVNHD2Y1ZbTGfppZU9lx1WJXM8TKIOi/s4Oh+igjbN8au/rf2AV73Qtb5fTvXlf/iDH//DdPzcbL52M8uGELUFT3XnQ4s94/Lu7qorKQUcjeT53K2H28hjM1y3Ah6nk1ItGtOkqlAQOql/YtZ966KvMIj72sW7Dr/fh9UNmsoO+Lq7WdyDBR984l6YMC+PeVgb7MSF7e/97k41D2m5kOdSrLJdn3e5LL28qfVtiFcZNZpiqhGb7c/+7hd/81dvvxIfP4XLJ5Fu72tsFru6c+nUt6eYwqY2o7man752rLoAfA3CEXvYy976dMi8nscRWz3o1W4uF8O6Oye9fd6lnW/aC1KOTwyaxD6srvvzIV8oK/cnkBfGhrxXV89kendMtvMBBOvUuzIqHCCGZNZ93Z27TVe46iKFRjolsenE6bC3UkNttZxqTcL0r67xOEuGlCIoDRgEWKlqHSuvNExFbRSeI1hZUu5Z5l5s5nI7KOGD79SgaGXl2irCYjfDZhrT6+7pm2M/yOi9TjReG3muy40fnvICkH0UqYz+eqvOxTeFnPcA00ntpzfmw2fn183aiuyqEXWHprMcdJHEcxWT0wbiCUwjohemL8cpGLBgIyw6b5Q/urUp86G2jZkqdzDXXpQlw5XKh4m7xk9eGF+zzImoq+kUykUTzo600jlRxSA1exeMVjFrrXIuBcXS2JWbXKfrEnWrJ58aq13GgcNZy2apUy9ycEzCZxEhMiD6Wmwppzk3Gvwc6lKHn3/xv/2iu2iQmRtwIRWVIcYEBwdfvk//btK/T4/naBPvlehyQKDSS9kAFLuuddGiie5B3Ggf+27QVUFIEXwD5OvYlhLgbKYcKIacD9kfm/VF64rkcJ4BFfqMgpyShhLYlkJgVdVcqhV0yPIi50oEVAN0JRxrsQ9atCmZ9eYfUP8YoxHZFe8TXzbtE/s+111kRSQCVGua6qe2bbx/h92AyyHFrlAj5MeS28rvKdysuvMpDZqnkFygoSz3gu6UOKVquTq3WK5NrgdOm86+9cfPEfb7w42fHT/uBV1L9bSUC7JfXelGrBfZigrS2WRhJVsgdynKGJpG25hHQZlKmJIcTB4jWTPvnRyUNqKEil3CifNKhRmolzImKbDorBeMFqAK6FQ5x7nRKnOTU1ZLfAKzNvJprtc9cK0giKoaibeWXEydZLeg5AqmJJYrlc6xrnoxZ9mRr9xKkQTUcxStSXNu+3xy2DUiEnelJK2kS7XB6iI2GD12GiqCTDm2gr1jayBVITMTMaDWwvqSjCgxLVRtQS1lAtQJ6iDVcfESxZK5V4WVggStozei/Jm91TFsmra31amGnD9ep0vQe5k+7+Rjlp9Ie4iFhVfKTGN+sZLfH4LaDvm6y1KohpcXsOmG0QgpslsZJSq07d6VbheP27DJlF8AznLsFcmDxWf+ZoRFf8juej+OC3qeV2M7i9G3Jm6rH8N7LvoXezu2l0/dr47/8vYnV5+ufvAhvvW7Mfamr+Y8NdXKtmTZbGB8POkVBvZlMmG/Wb5d2krrx2m4vcB+RrnC7lSi0iSoXdm5E8t50BeljfJTPp1lVsbmmuMiyZD+uP/mZaPfTnGeUcPJZ6GHmhYnco5D3oiG08HQZY5xEaCrmtyTqKM2NzEuRngWqwFfF1F0PQ6f3Xzx6vbdKSnD13Y7noJ51owx4Nkcby8uIR93R/htmBk2WzK5kFymPcCdFCW0jQ1Kp2zSPAl5tegtjKfhYuOgHqLyPvUUHlXXU7YVuTy9D3ZtF1UyXV+xi+Ng7bIfm5VtY8nPSOuaMMusajMLGow6LdT2Ngal7ImyztSt5ftxFrZTNa5b632SFc0lhcX2A+gPDw+mr1zAmShmLL3oRfZVDibOS2Nax/U6a2VAZdhcahlzWDWIPAi71rgmJbjMpYJdfebHy07tfDwKqTqxGmsxKpxK3m7Wp6cg20dlmxLfikFfjBQdGIDKqR4a7r045ckaeXb1Tq5CE8pilEC5AhMpYh2wScVpq/x5XzrdROGst1EB7oLdNOmwiB4XjBo1cq6+khHykLBr0rRAI+rCkiM2Gh2ZQebJGUWQyiiUqotwBXs7T4te92U/XTe0hyhHzr3EOYlGn+dlZUXwIQt5FtS78NHS4AJrG5zLxKIUolLQjw+nul7xdBKdQHG5/YPtVWuxpGyFc/PUcvYfvZw/5F/x/NcH/j7vcxxQ7KvY+oVVz21tl0oFgDVqMtGA1lZurRmEu4Q4+jw7wnflfir2RJzYjtbUJHTU3MnB76CZk3ewkrIRsUCuieYSb0WtMQ8AI/iwzAFZUzElzd6fqxqIK7a9oL5SW7QL89FlBUxC0MKtTEnwuugsN22MQZAlPsasJOnFT1Lo+ZxYrRpSLI41rIXxQG2V4ylpRpdFyUV7nivcCj57vDLyLWEKGYXdk9oI63z6ROrHOhA3+1MSS6Zp+uiyCvU7cj/86SokKWgnssdWrQwtMSlqT4vttKC0ILIqUItoGpkSbg1g7jc2CmLOWSMswnUUTgtbAJ/IIKUMrKBRtqSoTFzKMthUY7Vl6azhROumJAjr1sVcFLFSellEC9WlvpPWR9thKiBqIUWlVBoU+cKDnF1GgQlTzag6K2e2A4Yltw2lEnWmCUC6HBXy4skIXtAaLIQYkVEYX1XbUWKjNdfqsMZaIOdoVfJFSdmnqgUWrioxWaEWX7SMcxRata7omkopKRym9fHQQVlLuc9LEjCl6DU3LCe/rLBdjuU6hl32ioKq1XvQsvxmXLrng/gjhTqLP9Xijzd0uT3eNCwpXhm9Ws/Dmi2KRsQXzeXq0g8XTW/Ot6vLZ4sfrs4bShs5KWG1/Hi7wRct/MFn7mo4vuzmGGuFQwedZX9nw5fL/VPe/e7t13/z1aG8//Hnr5vXV/UwPYR4s5JaaiUsfTt/83HJ7x5GX1qf7NvN4d+Er/71+dfveavpxe3zaz1gKz69uu6H5xfbz9yy/ugupo/Tk9clfsf+S1FzPopFUycwWXvdPrtHjX273nYs1ikCaVWkPVQu+aD0J3GZEUXCZlA3RV0Owk6uEk599yzVavULQaITMUPfDvXFT9fyTLWkE8fOzU8fFrMLdJv//j/9n/+v/5v/3Y9/+veEdWhzc6SDBnkcwtr2zDqvXM7qyOwcyxKX++qeCsn5mDsd4lhbo55I3WgJkp6mxNbEZS5Fn7vNXaPQWpWWk5EMx6ZKwl1T50ZFUxeysFIIIJVADUUoalhiY9e6eCQOUUurpa9hAgUt8IKkqlc6b9Y2nYuTfgtW9LJHzCA7VcqCxiTphyx4haSFaiiw6Ixdsfhcdd1KdVIpwx7QSNG1YNru9mbz91frn/d4M2G5gAQZGksAyW754vIaOA7XV7ktkEUAOADEAqcd6vs5vnGbr10qTfsAcJpV8uktzrtTfnNOMA9oPSCBxypJx7zYUEojDGVouSxLaFKsQgdYsPhMIgSsWE3OOVaogJEFJwMcIWBZQsaaawqJWZaRo8gUg5tVLTBPoi8PyWNlTdPsHYs8uiXJ8mFxjuNjXWTyHzDUcRwrO/+UhaOUC+WALnpPCvN0AplBrm7aQeroax5l2ec56fngv9vBlx/dfzvHf/5QvvTnlJssTqFctzzhWkKWh6pKJgNQowXj+qKzchB1ldLExsSlxQLLujronVGsFcuDz7Vy4+UC3PTuMVVt4ZznTP0F2Wem+1nXgoSGCRSZSkrpdYI1w4RszCBrlahVw8qwrux0uJBVi2pJjC6SxKKaMDoRo8lnoYY+iwTc6bI0WyGqjE4wzhF50Ulww2qMwJElYq6smUkUL7TtbS8oZ2ugHJb0eVHaap8C+DBCGKT20JOcA8Z1o8n0ZPRlyVnjEBV1nexF8uvYtdrDnLNWPM9+25ScKigpEiaEynFy2YplfzLGzplllQiVfM09mzma621DYKxacAGpQKvqRtf2VM8ShaqeldQFxDJNTa+A9JraMraapCuKwLc61iokTEsoTeMTUdOwrCqBRRmZipU1JtW0MqcGNCLLmuVahMBNo0stJDRIkFSTJgTAXi2xFIU1lsKgFeqMqdE5ZKEIXMqSoGYWkhSdc6wGQkncCuRYAYqAGouzgs9eNFijSx0XnzWANE95V9qtsqT1Z6aXQr3YlttMvVG33UA9fnKhahEbLjeAC1UBca9E+9nV8JnJV9fLn6/N5yu8Jnqd5IrDTWM3MqdJm8dFyzgkGPTUcX8rzrweIO7tDW56u7K1qv6lwLZtB3W4fqbBN38m4Vrb665u5M0MalDro8SLti7RfS/T2+n0izdfffX7n1xvXrz+4jqEhw8n2O2m+4dv3r7f/+Lr+9/cf/zv/vvv/9vv8eu/ub+Kieondvnd+3cVPmw283P51IjpUh63onZ998kgN3d//GpzOefXu8f4IcRKOX0cfQlN9I/hwy1HEZbsFzg8kjKHD8tU653mt4sr9beuLlVzDbucT62YRhhsgVOYS31Q4iVWoQUco9FSxfqDV3/wA28gh2Y7hsNWtven6eQuf3Z7s3rVb8Sf/9O/+Ol/9U+GvnmavPbi8TTfDTA+6qkb+1Uz7WNzJZAb0dzGddeZMqxScu2wjsHP23R+P8YSRthyKmW13mRRh2w+LMYA7fL1pbyoeDMWN8jVlIIWE5tbU5eibpX+ZKPWKfgB5rnmrpznfDRc7ZqyXyCmXW5VmiJ6wT6KLZF6sWmbzXZdO5ex4zlIpynFqCqCKJCF35ZwKlSzqnBlMWl12aquExvG1BBH0AZNBQLiRpTBdlfmM2ovNoUekmWlMZKBqAosuPQ3q/hCXsm2ubsiCVsDRBDd6cMUGkOPlDWCCxUaFmddltjvePdlsef8uGNNWU+ymtQlEDyt13w+ZUROqZQMvuRcwqC62cUmk5ahxFCIKs8lgxOJqyyQ6hTzVJKbqVANtZ7LeQoi5ZAIYGInw1xikcQTHO/rwjIfiq/ShWWitJzZqWU6p1HkBcrkyhRTiNGd+HSiyc+Ty+dUGJqtbp5dKkuWAbUSOZYFxe7N/Lsn8f99E/9f+/PXx/FdHgvKWGPgK400qws7YkggsWglI4BZNXacxovNSoKbUp/wzO/XubqPZ16ndsf7OayaMXjYlMJJeJmuDLxH8enG3IdTp7pnG4vH9FTo67CICElmy2KlMpHYH+NqsHZEAelMhJxElQ4cV7WS1gGusHxMeG1tLCSKV7rby9S5dK7TSksvtUwUxwe7VKP1qNMG40xSjFAwtFJJS8cYLk1z8tBRVcSxJk+yUbUUdcqLAF5Y9KAtYWQfCrt4BI0EeHDndVfmrE6YIcdxpV/crlVZzkXKwHOHptqMZtX5kIPAnkrNJlLwlcCmZRKdNCWc0LQJFuPV0nqYRLnuhJ8MtzOnAVtsmCZf+m6IfmdaVRMrKThFoaxqQyFocvSJu9a5RToBijhJPWAAFqphf+5Ec8xOyj4JbzKiaRnAovVp0WQzMSYsXM1UhFWxRkFNwUIoQYFNuFOQY9yKZipJAM5YdeFsmTkjmZILGt355FBIXbXHxij0YRGqcpVCx1oFMKDQ3iXMMLK0OsYsjZAl4Pg4i7LsI9w19LhLl1akZeVbGvjIDa6X8oSmsymiTLbJh+X7VXf3hRx7MT7X3kB7vclCLFsm6EYhL9uUqupfNnPMg+GSu4XhwoZU6jCYfVVXsLRCHeQG+3rkfnWrRqzP+sZffS5j2A58WL3Pv6PTJ8owI0W9xrVehTDLPZb9yD18++vl1U9/1vKfv3v7u+OS978bk5zUXrr39x5Ndk9/RdvLSze2TU75pSq7R9eJ5ZjOthsFfUrltyz689ErEe+zeN67t+GeWissgZHHw8Kr7lq370JdssAVGOzTU+R1Ncv+fhaf9ur97t3KFjc/NX0PklJtP1l99lt3EBDmZem6BqnGApumX1zq7ZifdX/ysxv3YSxb2D6l6fVgu1q2W/a/eI/XnSx/+D8zp189/+39L+an7rIxH35xNHfroetL06hP0+I8FpnW7lppZWf0NuPHJa2atn+qvOUQcHOjxCNIttRw42i6bJqnEZ51M6naIk+1D0JvNJ+CbJqm8GqNc12e7v27tt0+hXLV6mPq1+L+zOsax1y7UOjOho+zafB8BrjsOUPjeNma/ODFWotDMJcUA1Srz4QCWVlRn7hspJCIvcxFbBQvUq4KR0kqFDDoXRWaQIKZSwF2Um2freS3FS7oq5MPAFVZCGE0VSxr1e/daUC6XxqSPlQHlQFEquf71JkS93t71/JTgku0vixzefFDvVTu8RH2vcdZCe0zKcPHIHoinwskW9GbhkyiExxWbI41XSOMTph1hdTVkrVTh+S7BpZRDRdAjCG6BuRjwFUDx33th7CcrBTJivk8cRvkw71fdU+xtaozhVIsQfB2ypNk7YVroNTACWdJhmPGCguLmqaq28sXV1SykitLOZXaJBXHBvffjb880G/OH96E5CvOEpuArlLXmpQPITXaQ1CxkRJyYSYBsMCSMnWn8ziVhsWRsp54VJUvtPmQwkpdDdmDVT4fiIItDGKOqj/VD8vSoopUT9Pp2xAizj1Zb8yGmoWqYlGTvL20kkXWUFPuhCiqOcZ8AVZSLKVcYF2UfangIVMHMlY189iGurDcaOEIVw1wiW2sqVELJUNgWK4pZp57yRWYKiq1OZR0pYUz9hYpK7yzViFrHw3Jg+O11jvyQXkimSg1jU6oDTbn/lUB6HTNzMHq/Aq0NSNiCjhxtRCjrA1xisABcp4mkCroAxdBZUYlebaQoEECdc7BkPG2a7Q9Rx9FMD5CmZGWjGwRXJkbFIlj5UQJvFa1zA57W9xcQCjhlgsz6GuLM1EjTJUVJWCVaKeSLBmWTgSZtc4x2VwKZBLWNyADgCINcrHMzIgiyyIrjJptkR6L8aVTOlIqpFhiV0QRqH2VRapSgCFhXITVGgtz1hhyAUHXpZgsNBfKkAlKKpVZeRZWR8PaiVRDmtN0+I1bChKlifTFtpBkkmcjDshWV4W660SaCEwV37rT/eu2eY37H181f/FyfnUNz7ukCmxSsyrmhi5ftdiRuIZTdtzAMYnciIsBkjRLsodwFKJ/WNpfJ1Jkri4/+8HdZxe3/Q+H6B/GQG9SRikf+9bmPyzDT1t31dLnHZ5ptzi5ModdqCx3vziGyX339vH2mf/ssxeb5G7nvf5+yt++r8WPh9142Cs34Tsl1oBn/f5Ih3cfdg9uzPnxvEizW1EPLiDtjuHFdvVnyH9/5rroCiIDUvDdslu8KBswvR42pnHYmS3DJBybMPG4IEGdAonG9OJZYDVYVMJcNe08zUKLGI+ErARyRivRB623Vxd//qoYNY45rdvhh7b5sx9+cXP95ruvj/tfvHn63Tu4/8n/5vXm5aeirfsOxM2qQwCv4XFXY0PtgJc9gVKMkhowOtHdRmIS5bqhVOS2W5xbpJCU4pzL0FydpnnT8uwpuuU8B6Xb6/YmIw0tQalb+v7j/u1YsO3uMtgri76k53YZ58ppkZUsnS4FHit2Kk2edM3ffDyP870LIJrrjRVzyRvjP1YlDXLeIAki9EArjS7LKlRkI+oeQAs0RupSrZEi1N4KwRUYuZWSoNMgFuheXX3B5o9b06JoaibbtHGwPWrXmL4xnqW6rR5qAagVPi7Te1cfHqtwUSY7o+FHFc5N19r7E0iST2d9SAwZqw8KSiLbzeFwOshQAY+qKDnCRKTi6jjmK8j7SM0qVQ8poxXiENzaxuDImOwPbplnKuLkaEVpnPJgyjQLDtH7dFqSyuKs4PlNj+oCCyxnF8cISQf3QaU0h1EkdzxByhzO6nDi6vM4FuC5yGG43XyYyCCo4HySxtH4YVd/97flXzyKX+7id+V0mEMRLBaOsmqVs6uSWikITBCgK2voPkiiCKAZcGVTx00A51Nz3oXoRZnh4BdVShJ+Sd0cjmBWQDmBn2Yovmq9AnBC51qfStZlcWOeYFmV+DGnpkgXCZU4zAmxXmCzCN1rcZzHS0NnmRH7BuWbgNFP+yW/JLfQYqD0suPkO8JDllvSecQVZp+UArZV+0JglCtt09gqBedYoGAeGxShxFWupwKXKYzgZSoTwQrwriuQwjUqg/2l1i6QFHzDrGR6Lk6uos/pIWZVZ7UZnEAhUV2UvhExNw1GV4G1ItPOWZiaRpIX2s6laYSLlZaM0eWR1SBhdM5W55dKACpwVaJrTMxSyeIKWIOnnDxJpWCk2tUclOq66FJpqBqs1O0l8Zz1haljOWHFGJnLTEICAWUaSSjIAZRRI1KpJYksIlQra65SMSZEZkDIriaraakjVhMFIbmMMQtNNUZOGgBVaXXK7IVUSqpKRoBkKZXMCVoSuWLQ4AXkJKNBiCAQMFBKqaQqo66m1CM5sc+zd6LMaqyn4yGn9SyQWTI24MLMdbekYzKeui/14f0P1us/uez+89f2GS1yglUtBHiNCOLYXNdEyxyylQgX3XojCZ9d6hZVNRabRvcsupYaMNfp2gAZutAhB4Epz+lFvSB/UE/1UKDxVq279WMJ+rMuCPB3ovvUhqZd3a0puObs3K/fLN9/+7vf/SoY/eLixx7q4bvD9JTio18OhydM56/z0+NeT3bxC8WzX8IhPTCkZni9e/Pur978i7P77RiSMm8x/6Wv/31IB9sW5rbp87DWnermk5+rc3CWyG03mSxWN1Zivtq0h3gubgJyN+Y50ih4H4pi2XfNT3I2PgcEzjUE5ioKoyCpCfj5D9YPqX47nst5GZ+tfvhFL+V6JPry6w8fz7v9zs+d+9N/+gVdsH5yoCldst/t3WWDMkibXjaea3ZtqIshohWcj3yhEHYfuKz709xC161FrWp1IZunwyRFjVEYWc8TkNxSdgfvjB5CIMbpYR4qWgZSvFxouz/f6zC9fXiA/L6Opzi/iXM87L83y86f/IAuuLQV7Xnkh8OJ2LWNXWkYs70QLmUCMWHJAYKm6lJjZNaVrF0zXKKugiCWrGVMtQ6WsAqpKleOXJUEEKJXDHX4ZP25glfUiYp1IdEWCl3eXBC9WP9oO7zuLzoDDNAa2bR3ootiOu2g+XDe0256aifR8Dnly0pPT2VjanmslWQNZgLRL/nhJG2vplNU3GOMT0Vc+LqPvNnIDye25NMJp5RgWo6BOi2eYitFCiEUn3HB+bAIfz4uEUc4jVnFJZ5nMUcxy+WcVyHvZ9/SXLijHPKJpydn5+bw6DuH4yPIJfj7DPPSLm78GIlS3Vzc3UntxY/kgqc5L7PYf3D3T+av/6flXz3kb87vflsfD26LZqNrL6SmKtFHkCWFhOAg2UKOOIsQkYgA2p31fTJHW3zsNJd4IbWhj20xomXT3O/ni+uJ8orCTqDSddU1oIhqroaz90mqrpYAbbvSJstJNS1SMVAZxxQkw+zCWPKlkkuhjYXYWUhAKU+MN1Z1shka800BQ6mATRSMsErmWxHvfQEzTUWbhgsrKeOqFB/nQRUibaROoLJWLeNjzBLgnIKB4DPpZUKtL61RIBNZinXJcKzjl5PXA8mqZygSOLhoBTxFeN0ioBo+b3qtk8uWOFYvTPRkNJxrDQCitWUE2VEJJal8DkHLWoASdqErcUbRteSC2g6AtVITcsFzgkaaxWEr1eS4bwyBTNQMxh6TXmvvZ2oawaI5JyiLTUWtTEoub7EplZs2xWJzZZI5YFnrPNe2V5Bzp5C0wYpCyMYFqzSmogiaAtJDsVKMgbQeYhIGVWZFSFpSYdWq4gtKplCNAa7sgLPWWGoUJYfUawoFpIRTJZFr1qhiUa1ICbQSWmrugXuoJ09tVjsvmpjGuum22ujm5E6rlA4gYZ7ei5p8VFJywb3fH/7suv2D6/Hn6skWuun1xWbKwq9NSc1p09yqua5AmYKq1doxBzeYXDg3rQLNpMkqABuQTOpPJEWMDwGNyFqibidDa/NyGLqrB7NJ1U/J6/UVS4NXrZDq7EV14XGZ3x1wHAXE7fzL/VLcu3//y/R8fPGDH8UzPYny/cPBWqNApQ2s7i78ufYMy/ssrFlffPawy/H4zZvZC3W9Sz+dkvH1p09jKKF7mHyPpjfJpjawt7puVr20+lZdjKI0zTW0WrhFira13LCcklA1LThZ0TzN55LfKAyNoZfti11dNJl92EN1tdaMSgJnlF2zefXpq0HY8X/5wnbrilvZ/6xTF+eZv/3V9O5xfP/hvrwKP/nHf4C3K25lfVK1WSfWcAT/Dp5YNnLpRu3EZKJbqIHTsZbQrWq7JG3TQGJGY6J9dH4FWtYeK5Jo1WpryxzRKmklJFE+Hk5O6cMKBZQDLA8fH36NsezffUjhAXeO4tGeSn58uIUQPjzVZS7znJcs/R7zrIr/7sPJh8S07WzDuMoi1dJ4wF6ZGJWlcUoiIOSCRE5kClyp8pKVIJVLRVU1Awo0qDKgIpN8VjR18mK1vVG4laotIadeyFxyI9qtmH5w+11MpwQB4DHk4+Hh6Rg/soLpDGOz3Fi8l7UwYj1qWqfgxkZdluJjqtHO6R3JtXHTQVjL0+LA1ivg+zquYTlOsFIxRZGR1CKTkS0v8xyG8XycyWjBuVFU0eVYtHnK01J0SOffpDjKtKujB/OIu++9rDS+J8w7eFD5MHdP6d2XZ7ssu68d3U/1UPH9mb7l08ewvVptX1wNCOkQm3gM40JQZSZ+SOJfvr3/pcbGyGI2Zr7uRVGyUSYXZaByltsWJTQay6AES76yFVPtACUCOOXNngqcwJQcK4kTLTH1uYnyOB8bFM0056xLhjZErHrEiNUwuZqZBOo6lUCC/ext33K3TNkoV2pRaa2adz5tG5NcSHNOMjSt2eY0WUWcKeWF2BZggT/sVlMsa+lrwdTI6uHL6J7bVJbeqBIycFkympR5MDWGqKvNOV3IQgChpc8WWiRsSwpSHWNQtbvCNAbnFa3KaqfqBbGb7WWPj8sw8eNzECeoa4nLEq9Z7iKEtr644cJJKj2jFaWGBH27LmxNjcBprHIFLubWmDxX05iZYyAGhSqkbFSOUbQmO08gSq0rqWpDYQrUKnIVGlFdRIIkZYjCrCWcgrREi8tDi0omNBkZE2k9iGlO26bkGbWqVGuVulUhJ3GhuHpsTMxscyKl2xhcb+t5WbX6KeQVyUVk6xK0xsbIpiGfZitECsA6Gim9A6PSlMTacFiMMIgQM3CjyTvV6HlO1GiVoBIWjZSya5ouZzGocvCiCmCNNcpVS7vHcLnbfbsPTUEI0J8ytfKQeZXCBKqDnAl1Zodl/Mn26tOb9FKvtKS+L5qnCNvLWjPElE2uR9H0BUalRGLoJdXmWs5Orpp5fzB2lTFJtHJq4OLclquZfStukQLNTfXHuQktrYtdtuaT4N/AFToN+WmJC/UIr/T0IY7zpI7nJa2YUnnr7i6V/o0br+3D1x/s1fWLu+7hNw8ro/xY5fXqehAB/HaW4YzdbX4bef3wPp7rv/04vbyMD53600+7cD8t/p/pzavT7++XpXiVtNliI54ruyxQuKoIxfpVzEvR66GtUEJytZEobWcoiuaGasSyMTBPS8a3hleuhktaYvUN+zmXtWKNcI4gxGki+Oy1/R9O5qcNDNsrNzcBfhPC8eL28uPb/P1v301bXsbw6k/a7Q/+8P1fifuv/laeRuX7kyGpcvctHC9Fe8vtR/4w8FpkXq8p4V6CFcMKDhF64ffHLl1p65TnlFk0teBNo/f82SW989M3S3IuS0nn/DhFAe3sH/O5iyJiqT7Qg/Jq30gzgW4jz2PaMtSYshQbns/IHQtH2PDj07xcDoPRq2pLh6tgcoc4Ftw0zmfVq7kTd0jIOTiug7yMBBYEAiIzsqjQNpA9Uocqs+3ai1wUSXkjb/dwX8rHagx7Ubcb8XgKYq4mw1hzBQZAgIeU/ggviwvTorR9gsdeX1knsyGdnmbft/14bpMJDUnIfi37kzsNyjbEhJYYfR1FKvtuVrlRMZMSKqeiVTeZpSs1K+REahPD8sR4w25Xo5HtbpoqDRTmbNtrhxPnsgypm2RpKISD0AHm3wP6Se3yjvYb1C6IZvI+skpLQciv093LS71SjfOEGmsuO+KBeMZc92qXws3qlg/Lr91Sso3tnOOgRB6L1iLMlnXw+1BENcZ6lxspQgBD2HKVBWCltfczt/3KO0/9Nvn5wdNGwOw2JcasYIyqFpdx29aTZ51rrSkm5WQNyYWsZ+IV6MewKDA5aUPcVDbYzjVfrYQKvFihYzRGn2uuGbmARIwCbczFtoxlwoSQYlZjw5eBZ5WvjaGE0GHwddHUzzjbujUYqy7IDThDMoFhqfU5TTwPSR06rUNupW6ITwH6drMO/nuq17VGQm5TCWKLT4XRsWpkfAylpYZMjW5phCodIqogQhvzohvTqLSAHRSzi1VeKj7PzWBpCZ2UkpcFLCnA8Vz6vri5tp1n31eVbdVUPWQTELSuORWWCEFIFbBYYKdqzMI0VmKoQmastsrKuRJwq12u1JlcvBQ2yUoJscEAVShdAAya4DOBWgStag1GyljJqgyw1rLEtELaa+oqZyMpZ69Qcl601VzI+aBlk3I1qvoUpQEAzEzACbywTZ28bowvVSEwsU8ZtbYpOpIyeBYCcAY0pGQ5LLkH2GfyY13VOUhx0ZgTRQvaC7wgyKlkamaZ3/2YL//0hVhRavQihiBmA03bB5FbH5g3qO1GihSjXit3Nax3e99pFXJno8u6tYuDS6tine1mpeh5wD32g3JTGai670LoDENMc3Qo8GPEiwaKhpqHMd36WDkcy0unA9TXa/1uejflH17V0+F8yLB9O983fPXsAdaD7erZS5rdIHb14uYLLgc1r8z2MdtVM7jvpxEc8LLXF8I/fBf+uzGY5O4ubn/fPN4nUzZCT1wl5sLeXN42jpf4eDmsz9xuGqxFOzRaq6cp2H7iZtgaefR83X0o5SWpvpSUQa7bT74ZP+r1MXm5NmPhLlevpbp3pTMY7n5g//1X5zN+cnO+3Xzy8cvjL3/7JPDp6vUm6Av+avdlenj3ZffFn+Uv/lH/6qef/+W/PpQvP+orXMu+rKr4uLxZxKu79saSi3UpJ9yuVK0KaQl6JU9PuLokcQR7LUHSqgJcN8Mhlm397b13GilqtvGYXbp/5y9FeA84HOKDNF1aZpCFD0NtnZCXbYTebFSX0tmCJK5FpJVo743UJ96nZIv9/p7icG5zpUt3sxKz0F0DH6NZW5lwM4G7riefIqq9S88GTYRAwIwkEIysSxSaVKnKUlLUVFmBYZLXvdZfu6YVy1Sh0/WkGVdGqXTSqSd4IjAZHMB37z7eXW7PD3x3u/JjFYtrng9Uon11ER/AXC4zhjYlz9Se6tHgaklW0pGpK/bsU9+UskGbUiERUx0kuSWxX5ysjSgsTXFTLtVlXJ9gLLmZ+bCAVSUClv2sBn2aq8Z6gmLnMptnNTyKKeCOE9eRYzfrY4f2/lSyrt6flVn9g/bZTV9EsOmYIvWpK/6E3dBMECG0My0n331YTr+MORfh+SS4UTJZbGKJRUgVVZGTxkHKlLwqEBGIZS0pty0dARY6NYblwfMOTHDLEfS6HJdJ+VSLMFA0yUrlspe1UWsNiXTmErkYYkooeX69Uki0aU3VplmXpE2R1kmU1bZFeKhNBWkbBWDR1polSLB0LdWxtynALLrZL7KI2UqdxSJJYfUsHwiWaQTkNRjRGJXLeyMcLraUU5U+y4A1hqW0tWv7qdErYXxOaylSFn2jKZa9NHe6TExca1ulkgK6lesaqwAJrq1cIBGVXq+PRrTUZnB2oUCqtUxnFh2ajD6pvnhP6XpYl9wIHUz1qaWepIfmqi8YzVoh5jYAapYnJCubogpQV4tEIU0k1CASFmk00hxIaYSISEXVNokksZQMKGj0giA3UoDOXMwSASGloiQVQAti4iKEQIGS5USYSgWAwihKHXOGQrPEtkCWIsdakaxAJtOWjIkN0opJKYWQmKgIVFBIU5UsCWtJZE2gQoJiRchYlMAMUqgmL1JSKU4mrmXMh5lFxsMY4ptsEoDqzFnMCnsSCUoncX9aQPTj4r78A7n942fjSpTbtmKGoUih79B1pmElaQWodYNHFhHLwZRhF91atyW+wzgtGqBUiVDcweVZpRRTO+uVaG0620TVFVwbie1FEtL0t6lIYzN0W9mv7KofzLzZAq1bMyp+dquSm5rmTui3D8vuTfFf4WMy8kRv7+vmGu3SFo4FqL/on18NvlEvfraNRjXR23OEx9F/PGNR09uH/e+Wb98emZe7O5fm49HhRjVnrW8vMRVAXnUgZatb0xXWz3vMbukpGB+Z443RkDtLakmmoXBYIionlJXqVkhBtawVFW6EwsNyFliYIYNp5a07by4+7f7k73xuWmRsW/v5q08/ffZ6Ox62X363L7//GN0sf7P4b+evfxV+89txatw//M+vP/nHP7SXw3hw/n94/+7/81378P16OS5HaJWuuO5UMrpH9KLND6PaSD8Vf6Ozltey7xsDp+BNnn97Qg2l7B2+f5jOJ/8xbpbD9HYcnB1Hh98eHz4uYn5af4NiP17XyixXSvhStWK/iAItQpPZfCLqdi2eXxQWYtjGLZm06fRCf/trf//9+PtvP8hwWqJCpJXezKRU054iSrkklgLBCIFslJAul0aJWoWRolZNQJIMg77rWtt8/knfcB42G4wz9FIpS+ra/ujFc922KoMScAGwQghp4jKfD65BJbdcD75YVc5nuaGdVA1iahvdiaMeNmQitPcnvy08hqW3/nBWwp2WzPMHp4RYjqW3wNzYistBp/cuR7WcqZO0d+kqQH4boXJG4r0zCf0hNJ6qz22K/hDUu9+275bDTHmEfSZ9UA8T5d0+neVJiLrpP/lxc9foGOUKz8W35pt5+Wp0X2X5fo47J997/31Wv17mt4w9SEEoyxZrkELOMILQTChsFtnK6qPTns6WVSNS5NChWTwFgMab8alWqVOhdJKo0qn2w4hzEtLGiBo1Mqix5DKGY8rX2gmUGwXV+VqjlOr+UErhZYoaeY5G5BkhlZI1xXeL04RosGLKrIAXpdrcBBnLHsuaGXUjkteyWWRSNTgfCfNSu17kFWERsqIYo2NMet3czLEIUyX0KNAEVZVrRM3zLFlnP6aECFMtXi2ZwDVsVD4j3ViNVXukSKp4v41lFpVE61gVgpLklE7XOQIoSd3IVYs4zxBa0oufwDYo3i6NTOpcoJqJRIeFulp2Va4getBSJafairlXADRdCPUEtcklc5BMNXEQ0oIK1A4QotJKtXmeKgUp9TkG73gqre1VrapR1bN0AYlrUiBa9iwbJRIYqLEmEXQhZp+FYJGEZsica4FTLTbLqBhccUp2KUsiWbOIRFBFZJA0KZGgulyAFQBKV4CgxsQCfOJckGq2iQtVAigKKJck4MSlgs4Zm0UERdKRqhKmGHQN4++mA4zkI9j27NTog9H1mOGq02OZv7ws4k9v0nq1veWslLpqEyRr5Hfm6uAwFi7CNP9xje4lq62w8pp1VmT0H6Kog2mUgKoNutYSDNID7BocY866n6syrqSIccoHZW3VaNcXa9PpVK6s0utt29663IBpy49+orab6cVtK+rprl81NnN9oHEaD6rk8u08P+6ps2kGvW0vFN/8QN7+p69qvIm/3e1+n3Z//T4vwYzEvznh/YSxHH81/faXh7/8N99++e1yHt1+IaHp7HWjTeFQSXUCs7kAY12s1DbvDigFp51zEC40xJIwPs3BCplTfF9q6qgiGNM0FV5Vmi+aF70xLp2IRKsMyqHfwBjyT/6wvbu6TYW4/k2/uhva9ac/FFu/2X85ffgaHt+U07d+fDN+mKbJ4Zcnd/WH+Ec/+8Ju24wWG2OXdvcLLDWd4tL2LtQmlnJ1cZOxbQYluqFXz3P97Lyc0T3mdK78tFDqlvvTuCtlf35/5K9r+s3Hw/cOfp+evvwoP0R+qneHane9WrOJMt87Fc73b6I57tyJRM8FSk0spuXDQrAsp51AP4agY1eaeVms2l4JBktgfvENfvvVh/tv//I4f2PBnNN0YdnHWcgoMFdyWrpUq5a2FDKagavWCCgKiEZhKnTdbjOv28FjxHZIhSDOUAY7FURbAgIAVAljhSnV/RyaqUzLXFnnEwrKcpRsp9sFT9A1FGtQLVNeQFW/sa0bYWN7NzUrKXNo5SJXl4Lngj65cdEhL6bfQpBGgHKikA/evF8e3kbK7O+zfYi6bJRJdcohOSXkfpa0BBe7aSE7ZS94iPlhTOu8uGUVyNtmfrEifSnApfX9uHzdyo8pDyupu2Zrwz6rd2F6EvDV8fE+x53Dc2VfkLoxg8Z6VtyyO1OMGAE1AzRSjL1cJYwe+qHibErVBABhfGq3Rb+bcbWU8RgFDG3yyijj57NWTVlSIl07ZR+HutXyIYrUieO85LZoQSnjs54T1k/WFAFWFKWXEp2RbcrwB11TQQpBCNyIDEWL5K+LjAV1qflcNM6dNFCTHVosSiq7VGnJj7kqoLY1iKxqLSy1TwctjA8JqciQC0XhIcKshj7SMbWQa8XGGK3ktgAqEhllCSUpIZUmUlKUnHAxdRDqiQuVckNdromQvttKRXg4u1bQAp3QQiaIggbazbk+79Ikk6C5eptzTFjmgibiLqHG+eiVEUXoNpNQPExVbkg9+dqrOpdYaTGQxsqNWB691uwiB7ZSkMqVh4ZZ8qCy89Do4BlVqdKoDKBLTlU3AKcYCFJmAAUWdSZeC++w2JKZu0qIRUWedOFC0ZoYctKi1JIYIhRMHHsVQ0UBBSARI7BMlS2nzMKQTGgNEFZbmUXtHJMk41lVkClbIYoSmDjqKo7suxJrsHnJh2/BO+dH+CDKYfyAXWrROjYmp3um8Y7sn27Kq2G45kNdVc0lJyGbVFgrf9GiM8Yoj5WFUGzE0PLLpifbXfYX1y9vX1//mHJUlo3S8tIMjT2HQZHwMKybNiaoMTbWhGhF0EspIpwp3aNC2gzByhac2ZrbfsXC92o2w7C9+7xrX+rz7EhTq0bJy/v48TC7d9Pe0Vb3GWDdli+uLsvHcPi3X77/y79hzO3DjE8xz1GMJfkI35fHf/7m4a8+mjPiVDc7nFtRORKbYiGl2GgzH89PVAaeyum4Px9PR0BZx6iibaZTfowiL6clq0pnGcX9fMLw9VgeNc0km+t1q5JaxLmDF642AjCCsKLL5U6blmC4ufzi86v/xJdntdTb4Q9+/8sDPOywM3KX7KpiR7jCVgyPh8Sm/e13ejHnP/r5s+2fPfvZz57ppaxUSiFxYZnaNJ3XOk9ub9GVFHyQ18Og5ddYl9NS6oiHpxnO85Lc+SmH94W+2rv/8b3/sGDB6D1Gh/ukp9mEBScHHwKePJ3d+aNQXz5MdcUEkEzlLhTwfdOmeRRic8nQbmSfVVLi2moLpm+0RY/mcgjBm3f38O/+7a9/893/vcmnCK9Vs055H3GuOYaaEH3OM4hSC4LAWgpRsZgyI6N3KWxbS7EB3cjSWC2ut4J6vnq5KsVqgAoQMwQAEcpAEG1VjsR9kJsN7rSzRX+t7t+79jSd35HinNOROcsJwtEL9NNcehU9+PxxX6eTP9EyhVC5SSmQ1H4ZYxuPgb+UcpzER6ootaT5sQ6Qz8fsD4f8kBMaNUl4SBSmWlt9nLrE4X4SKR4+sipxV3I3H1XXXA8bs8rmaWreBH8obdiV3azfn9Rpqh/O5ju3PLgFx9NHVM5nplQhLGUMpxpp8gKh7LDzhPUMSCUv5qDNKiQQeo0cnLSGybD0ACZZOLqyCrgXtSO1LFMolmMJqlv7w5St3JQYYhq3Qeyzavi4P+qAWHZVWLXVi4d6q/CJRJ8SZ1X7dJUuR/bV4PsINzr5IFFx9swCWqHvw9KTKY7bNWShQwxDFdMhNLLoKIypRy1XFWxmTomprTZFX/YytawyyivBxN0j1J4QBbSCF41kZiONWoIA1FUKiBSEgNgomV2YlVqgbCtJq8lVJ3jLYkby+XgopLFelJSs7E1eCtpyGsOmvUZdyjnHzuKcu47Pi+8JMM2ZrR6qc4Yu2PrF3a1wjlDgaHPvVWxJjhNfD/nkm0YWDhCxWIVzNFd9CbVVukBApTNAn73voCylDC3Pse2axFlUYMnkKg2m+iBWA8xRWAqcTSZhJCxBN6Kes+7sVHKbUFjdhVRbbXySrfKpSkVYuaQySqnngEbkmHsjY2EAcAqVr87KvIDuYEpoJEVECHFqdDvHYCT7IhtRU5GJs6rmTYRN7Y5SiPPZZcqPZ/junJVYIc6kxMOJezWccjKr2IXl6pn48xc10LhGGbAiSlGLm8yFLTnuJK8zeiGMwMVl0QgZ1Wy7C+QPeboaQa2urpL4cPqKum5d+NGo51f645KHuEuw6XqTs048WqGyHW5Ens6yYIRItcs2r8aqG8Ai8yfPXz35DTcfVqew/5Eg+Tx+dR8uludf5dGk03hB8/Tc0jdxeaE3P355PdzYWZjdv3w6XdQsbXY1PmvSf3gMN1y+ncsUJoGtuPZzeXlh6Iq3jGerTJdk6MjHpVRary/z8oalkdz0zxqXXYyzDT0OvDYDwmL6JtNyijv73S2+/MBwK96H/roTKriOaRalosKNsL56KyiVwejEwWCFNn/7OJ9u6td7fYXyWkf7za8/mI8RrXn+d7d3f/xJ2wf7ArXqfK2Xz+X56/AA55d/CvzT1+2vDh+meyMpimG/xM6Y0ZuVCHNRymwNVDd9dAtkDf1yeEqHNZpvf/tGjjN/dT4p5ABp4pWlcKbrvuZHjS6bZ2v3fhk+gcOMd6pGEtp79XobTVmtDWMRvCsrwCB2amCOSV6QHTu628dpiKI2G6gHO6yF8C2uScsuu0N2b799/P7NP/vRD/7mh8/+iVfWsA+YiGWuimpKoBiKqilTKysGkBpK4lrr6PNkmlKmWK1sEh3bjfnwOG1lr3EGcAU6gAVAAYTCcu90OzCW+PQuXWp70B9Fvq0ICGYop5iVJ0vVo1xLnhZol8M+QL81dFJBxmaJIgcTRbgxbVjc74p5kfhjE+TYiPYQfD/U5QC0rgyqq6XV6jjVvg9wFsaGQAYfTmzV6JauiPG72EasF9RlePlp1wyEfKJqReijddIvyVuAVCv4wyyP6eATzuQMnBdfk1Ted0pWnRVqkFXlkhityiIR64TBGJ02ESMpW+NYlZUiW0GOpQRIq8W8J5Wkp0WLNqp19/gwmwKQoTSZipiPrmYAJbIncCOQgNIhzybFUKExgsUJa5doTHVlRr20vnfKc2CxoeRYkS4UsWuwEIeUehIVkurFeIZWJQsobLZJBClaqTLYy+xrzDsZh9JlMW9Ms0AdkqgQpZHs+FHM19acazEAcdTG1BWuRxf6pptRy3mS0kgZLTcjRJB0BRxqJSHUPJdN93R2a0XgY0XdIo6C/WdGEXrqZDrPoWm7pafLpK5FnGqcpajAQtSReZCN10wVXJPsGWqDeXZNwYWyypIsNJGLNmKqtrMUZ8K26FmiEI2YDku/7mYKW9udoIoivCaZhGyFDj6gqXmeRYcyXmSZWkQfSmvYhdaohYIRbagwh7wxTfS16RudkxWaqNTKU6PaUJI14FNvTSqlcq0EiotpTZyDbEwKSSMSQ0aYG2FDGG1rQu2MWGqFjCiFjIGtopShU5CyUrIyG1eTYRpJDnWZpcI3u5M3hz7CfXhU4g7x3LZY3F7JGQ712Q38jKKJpeu6guc2bgxVvHjWutnnSTTr6E+K18pmRqNJVm1X1xeME6Q76MealP+dyZKMGsI5NavrHE8sr+15dCvTrake+r5Poc4mP8PVQ33sGzNGNk3xfn5A/NTWp7m76uTk6Ga9KaGZ3SwMt6+tjRS/LB/gvkN27z9cNu2Ht/Nr077+B+3dkf76l4dTDJjgdC4S6ofd48WvuwM5/TGVU3go0A3GvMoXur9pq9XiIJhK4LR2Zc69MMl9psyZ4IITgo3nHZh1zsGyRAMbUeZqLtTSrbayGJmi6MUn/d0SoJMyZWjtGiosZW5p9mW11jRHbiS7RJLE5cX23X64zG9/v694eDfxV2tXjw+Z/di/AvO6f/mK3eUPB1zGc6g5smNhCA7d307xBze763/Qr3avv98nAjekMF9Zczic+6YTifnE+DlEkXC2H49v3YP18Qhh+/hhntBO1cg6Rvmqg2+n8jme50eS5SSuh/D2uDKwP4sB0E0WLyRYiXKxZzqYsFbmY9GDXA7EIP1pEdWHRuE+Tdt1+TiZS+cKl9pBL8wY4o8u7r6aPz4TnbOXVA9ffn385u3/7e/99FM3/Jcrq1MqGjyhAFKAIiSpKLm6tMIshaCGAiXXjFUuWNq0j0abs09rzL1RpjV0jAWOALcAE+IzR9M+bHIOqYhVo6A9UdqOdb5UzceCTbBSKw1nxOYQd8+xBeEithj3T65fte19qKaUtR2d255pf85GifJ1FY1vWJz80oZSMg8OFItJRWHk7FNb6jjzVkEIjfrg0INPvotqcUV1WDq4lHTbamy8yZ0na5LwxZtTxCQ4Ozzh6cnLzO/PtZHKiTDe3txpg/MoV4OPXngVpZQ5yrY0kZk06RyiMlpEUTyiWDhZSyJCZjPWkwAqALivJGKgAlhcOeH5Q15n6UVwZj+d2gBTFdZDxpJiOY1gJIXESVbioVqDjmoixXVfYpZVRO0suSmOJNjHLGRFI9lCo7hUnIUKoFBhBoHd5cXARvqWS0bqVMeCatTFuYjYiudS6LasqJ1cXGnpSpGy2Wbrqnxu9ZFoQKlArzcwSJA6PLcy57TyXrRy6DOCACN1hCUEWXhKpYlBocBYV0UuGDYoUbBVHmToSuGExPdSy1wyIuzGWWMiYUGrWnFaFqBaa2rAJBKCVFbYyLlKjjxbxUUiZrmkSFwr1RLi4lKUuq2iNkaI4GszqGXxAuTiZplKhRyLLC1x5JI5mVyoQyjtCKGpCVEoMjmDhLlEWS1DtLU2hLFUSZggVSFG9EuuM1UTPArkmlgLx8kXlAqBlFIoaiajoGShZBKZlVQMOnBVui+lCOlrsiBQCkAgKbgWEkIskUhxZV2QStJe2oZyPHN0+XSQ5ctD2KVAYCqmRCZWXyidlvB69fiHl48XKwA0EqLKuohAJMvJg2zW24bq3CqrtGRUcUkptp36sW45Oz/7UOJa4u5JTFG3AIpXEKZA9VrXBbtVnxoM6wbBeZC5i+nd6b7PfuGqTJeTqqC3ubw/tavOZP3D25s/VmjtoD5//eru5fPtBvPnF+3Pt5d3L+dz1dB++z5fVexvuT/lr07l/eHEH93vP3w8frl7+OZ7Ifjt7qke5/1TyRm4gmCArt7c0nBhRgbObTCriEmpuhK1V8MecaMUa8GGQNjJ52b1nNq1c+HhlHSppxPN45k9TJUkhiXeb5pyDpMSVZDOVVklYiHCxyVKKfKUfGJAQbnky84+5RebVZc2W/tQ8gJ26PButf78+fpSjEqsB0ygHj4+HZbsO+za7dOKby/SL/bDV+/HmfPrl/Dp3V3pbb9Ir1YYii8XSwBTdyX8jT3+9s13f61+d3/8zcf66/v7f53598QnOt+DPvk3D/kiw7eeq8CgVzyymPDemDWII0BZz2hSs8aKYmlbq+hcuWvrrnbYcqGh3ZjBboO0t9sWaXPb6aJNIMNM8+K0wm8PXw5pPOfDqmexGZ49e7bu1v/qr7/+9pv/y+H0GyIDdUGKEplq6ZUotWnkakxkBMaqoWYgFZIfJO9oo0AkI1GQuVbKCl+lEXAHgAAmcyTuqk7L7r7lkfMhHdq53PeCDieX0w5Z+Dh7vBjhbHSZczwnzjkhNv8xWkpV2sRP1cD6uJDV0B4gZAnQn85l5RkMgcOcyjSzGuUyevkxTpmMs+MHX9zoTjyqsj3WkUEnPz/ys0a1F+xstnsZnDchLl+H5l3IDyXdZ/4+Hd+EOqXdMenIiavK0Hy7n9TSK8pxtky2qVp5BFEqoTIpzSZIqUBS4CwkKtlWSXFQyAqJKspEfwbAvvhBihjGUnQ2U6Qy8eNY0rJfaXs67VUKjxqBXWECW0oRUuvoMMqyLuAVWYUz27aIrdSTblDWgxGdxKPCXFHLJXOU1TtUFRJYXUl6aZEWNy9NgzJV32tVUjIVkfZYs6wp8pPVtPBCmaHOrq77TtZ6rLkV4f0Sew6MvNUqZp59loVmXSSbBYKGvB/5yDknv2jeCH3WfEU2Z4w6LyEETHZRT6Ig06G2qmA8UdsKvQzHJa4tLYGHtp7z3NisyZKobWMjqK6pSfg1UQXNhWve5iobWsUMCuzMfs2JY2kldaaAaFua9pEsJuZu0JGrVlojdWDq0ABI0ylwzJoXITCzQra5hhXmWWRELwSCkLUohigjJ1GlzP/RQibmUIWI1osW2PhaQYgEzEScUyFEjhmTKDGLnAhzloy1FlFkFTkCZIUx14BUIJmiFsxQgCVxAsm4xMBSQa2c0MvC1ZBhdA6SwvBhCefD9O6QJt9AGpc51ynXiQNPr7r0vNGfY6+tko2yuWcrNAIRg5nrchhdNkCAbTZoUgKrpFgVURVJdd3AhYuHx9mvN1qZvpIC6zWtYKEnt1JFhniRuD275FiUpKPpu8a6qtfNWpO8Wg0XuvFqc3XRx7o2OmE6FGE03KK8ME0fGs05zu8O7UZBtz2GJMpycaVe313fB+1UpIhPrVSxvYd6LnJ/LljhMXDT6x3DgJBasf3J82fPh30SptezzNsmd1LrfpCqzWv1fFhNRZEZlExdxzplER/6PGJz8cmdINlrEXKloFIHHBPulodTOlb2PkeW2MiucieFmtzMYoqJtQySE0BLzAXi53fm2XD1xYsbvhguL+Pq589v/+LT+rJfaP3+3v3t1x/99NAOz5ut0KDxxfNPOvwWzfUdRm+++/3+979a4nj4A0sAyaT9EksHh7YU08/VvCazuTJ/cXxztr/yj98vAsp5Osx6oghLxtuZveOrQcOO1uCglmXTXDg4e7q+pJJ7rTHJsAyrblX3ZWBN+8RNl2LpF8qo0Ymy3nSH2ktMCFVbHFYDYGNM55EvLz7JcmP5egLV1KwRVoN4fdu9/aD+8m/+H6fDvyhoCohcz0QZsXYasNqNbXM2RkqsQkPQbe+qvaZwkkXWoLQ1XDav+n5gjRAAPIAAGEvaQXgzjvIpiLnSop5YNm9GH7QdwCCkiI0qb7c4xInPAtzsXA2PIfk0HZJFPi6tgbSrc5vOGGDuWcY6nrLKeY+S5rSEvIhYT8tEtJnpSKoLqTq2K457qQO19/wNYhvDPtvPXhBZ1k+oH/PxmBSL8TtcVRxLpsLJwelYKdQnsKFpprUQiVm19t/Xm8d8ZrkhkTG3JCqbdkuqCGbXJj1RXHdQGjtwkNnlomRQo0u91ZHL/5UsGQCyGUKZk79Qbjk8rgn9nNoUBddpP0kFZ4qbmmJoJJS2ipy9kGit7bGEVmoQpdRGOidQJac5Q4Q7kvc+rxlKSSGKgrgk1RVIpLjEKLmVaWpUFuV8dLTqpE8nboW2Tz4aUCZXaaBzYVbQQ5lzldn7EA5SqlpOJFZa34NOJbxzk0i+0XrRtYS8iNwWzIFXFjsmBrUBXKS8ivmpFG7UOYkROVUeRe0BjpBv0C1CXN2oWADBrrVgiYNtxio7ELmUVBdmk+vSYZjSpFg9hCeG0XsQMkilJp4a2S5iHqz+AA2gdqG6qBsB+2I2ojzNSBRr7Igaqta7uQH8eDaUwhRhAACyjFHUHEIVJKaMqvASZOUFS81ULYpzCYLYRWasUEUqpHCc66Qh+cKCILFD9rVCRaW4lMqaoueGGBAr4iwpMUZdy1IEQfFsEUSuTcYARWTUgmUEUIIZLRqBNZfComrPRXhciksc/NmlCPAV8SHEzHuXLNWnIpacDrUst9b/uPNqQ6amxsEZJxlZeo55kdWyFl3oGJBFtKkuIsWw0VeViotzwaNqi7XPByHBp129f7nqSF3FvC/CG55ujRKyKp4yNtlNntEAMV1F1UmOIFeYmkWsB7UWtLpcvbgUF0lsiDHBoRZvrl8N7RdKNfrVZvfuKaelD+ef/OhFPwzTBCTFm1N8GnD0h9IHAiCdCOIg6EJTnBYJkASYf/SjH//Jy7BG7uX+7JiKjJKaoCvVTKsa/GmEeLDFoeqEhLS2ZGBfbd+m82jZ/v8xoJZvk7jQYmNK+/vd7+ZamGLNAam2WIBoMM9zBpQNFAwoFGfgxtYKHDuVDeU///ur7Z/+hK5js7WV+7N/Or2L4y/fn4LYvko3q1sWhuo6DzcmtVNCtnr+vUzv/df/cvnmr5/at4/2YTJvP+x//S6q9y9fXP39/+SP/u5f/Kf/i//iYqD6EUt2ASdxSbK8VY1UGOQjgqXk3xd9gwsBCR4wlSt9ueHz2Yo+nzZt7Rvtlp33oh7CXKTgg7NZZsEqkGqFOU5+i2dfle50LpI49wKSsgPr2fuLzWLN3grvC87UcvCn1D6/20re/vu/+Xffffh/VsyIUMBpAuZqNBBLY5QilGoIWaWQCMso+rUwzJZMDFloqo7LUYIDmABmgIBwmOPqauWUCB05RyL6uJZW4HwM3SMVY85j2YzpiFJRjKNeH4hBZFvtKY+ubMfxFM1tzPvSO7/kxxyTqB6fcitGv9tXkZOcGjCd8ecPWfexnhcU62l6FEy5Au9yvjiVozefv+TYiT4IUdAVlAncsViMe+YWu/wI1S0p5LOEdVlK9H2kBUtDoS2YWtFIeBzrusA8UqtyCizbDE0XrW5IHRyo6KYqIBeVi7N1UCYXWBvz/xZAPQAuJc9VQNk9IoKel1JKEapxVXhlgKhNkCoq8kvJ0YBRIlCh1f+PZv/q+b7fEvugtda3/tq/XO1uz/2U3afsqbbHM+MWbMZRIFFASJGFAHECOULiJXDEESccQJA4Q45CkJwYULBjO7HHY3ucmdnjvWdve/en3+26rn/7tW9diwPD2/gUDVW7yrtSLcm2bO+cbvpt37SO3DGrPdULADMDlnWePcExV8JyMgShvq2Fz1RJYwP1PL0uAHwOU903/hLiGfNlCsdYfK4n6LrWnNFgzTvEQlgtn0V6DjP0G3FncElmPvBczTbzwRMpHufqrEqGF+d8LpdsdlTHRIOWXdXU1jvXBIVfrfRO6b7UooOTWKDWDnVWFwg7FUuJgEupRsGsql3ZedXk5Hduj2yGvgCCo7wzzTGlHXRQ44tGiIoxjfMQRd1BOLG+6aRy9q6uOCPyFtRc7b6hqNFRnUWRrClSrNI7qkxe23NsjKw5I0NuFCxoOtdPIVlDuWiuWUOcKzaap6x6VWvWHrWgBcwEC4sY4LVAo5dUK2FCcbl6rXWo5FTmurFGEDoN6I0F4sZwEaVALblqNEZxRetNDZwdwmFBSa6s6nyWhy8vU13nRdYYPeHMmGpRvmvfR/Xyebm66kwhU40x3KIgyMk5VDvCkl2LJmZ2JrdskqpPrl8a1De+P0aqJaKgxqipPEz8lLZfzkxxJeN0tsENJ9WrpF4lZeviB31r56L1poVnRo5MLY2rgTu/M5ZtRajhImmj2Fu78dfo9j1Ld9ff3mxKVbvNpsQq722fPTXlab/iOjdwd2W23Le3/Ufu9snV3V65G2MvyJykAjgC94H5nY82bTOXIuHh1G5NDzHZle/LkqZnA0jeTKHkuhHn7RoSwxNv5tq8d901mNqhkBS7G97rvfThfV8Sj4iq45w4W/RJlCcVRVnKqGqsYDFlrp5k5YxkGa+rmJW2FSgV/2t/7cPf+fZfnn+y5tfH8c8IT+Pw1Z3x4tV7L578j57Ky/Py8eC8sXz/xbk+JEsE/91a3z0cf//zV394+HzRH3z7w5e/8U1f+4dpefv2e1+++9eXE3/t/b+C98EmJxRBwOzpyOtuK5sNyK6zmyBnMK1C7EuvJM2TTWASPWl1Z/MkS9912a5qGwAiEFqOKxzVyIuaZXLUnGslWubcuE5zqqvIxihqfdPcPjy2swzLlFcIjZxW1hovy4r7W3W7ufn8k88/f/V/LzIbJRUXqwShCFXgUrASn0EtXnEOeGULi9hN1sq4J0pp17GhABuEGaAAgIBBuH+8xPWCS1TxTNTkk2HQDpt1nWi+tLOkHPZZICOSZoOmRn9vT4PnWYpr1346rb6tucvNggA1VQhNjuFc9JTWQ8FSk3ANXSvLsQjE6f5IbNYTS45p0+lq7UcuwmT2Z17mdPawWxhbTWiKVz7G+WEJSx4nj6gQYBV9XRWDPGk0JFY91SgBeWNU0r7pS06mbaoXa3LuCwvWVkNhv/HMuskua5ZQkrMxEfcLUAXIM5n1EQp1Dum4Uo48zqGkQbMODEXVtnFd70FvBr9LIuB24NwU9pa7ZP2VSqsAXVzJl/WSwkmg7BpkshvQT21bEm377ZJi4aUIqCKo6UbjBnlnVQNWsdxIbrhTMedQWxVRULWOtcHGWVok+U4MNh2XhVBMVmZNkYdOLReOvZSYh1WndsFV1KaoVTzaMiUygr6UTNp2NIJuOcestIcmdfdhkQKf1PBBiGOpda/Xi66UXLGLtlsw55O1JoyjZGUAFDXUO15i9maJ62wN5klqmVjMGvPW1bUWtPa4RmO0gkXENcLZ2K0jYCHhOWQPuaQpudKqdZ5Tr3DJyjXCYFrLreO8gvOxYtjZsVCf1QrKLtWT6CUH713MyigoyiXWGtqpeq/TzIGUZDEGRVghOq0pifGmlNS1JkpsiVBhTFF7iyUpZc41kYKLQsWsvdYp6ZaKFNMhglQS8CqnCt6ZUJSVdS4BZDIPWTAtX6wPabkGODAziECNDA/bTf0atzUQVIM6L9R00AP7fdECa+2cC9MonRXDphJ+/enXbx1tdPd2vWheLkt9XOZS9Qr+ptPnlD/c+Nv9R8+un15dfXTX3W1rHuv0pJVcthbbd6G16ShxPcW8sxDj1Z5wEd7oq8Q7rN1GyyjD3l8p1VwbnEl1UddNP2j38CoqK1+9e5K//n4VP9KGCUoxu735ptmVr7Vopv373be/9cFvXt8hYgDQml7+e1+nF5tMJmTWzs8zz673zGWre3BvErR1Pt1fAh94XKKxG6bPL7njFJI406BYUdiyLDTszDXZD/f2QwI/57rVKtZzqzmya8iEWjViZ/1UoVFm5bbTfslREShFffPhpttr8g3lF39u9zf+1q9Nc3n9L3/MfSZaTe9CeqfzP7Oe7u8/rtjgZyr943L/ncfhJ2t64u6+/vX3/8e/3X/jvadf345w2D5z785hPt1/ujy8+/7Pv/9P/548/kljbTwU8vVwAr+uN87FhS2Z+mppjZdr56pZrmcMdX22rzdX9sotAgx43lQD+XEnoubg23nhteCKQI/uHScqMpFSbA5JoUw2xOwUcZxT1Jygvu43Zuuo3Ww6Mfd153Sr7A1RqhrV1r28vfvpF6efffy3Q3oAkCoLQrEoImBECV231Z6K3gx4OgtZ7dY2Q3Fgz5SlZgPwWiABzAAVQAt4pDJDGGOuqj3WwXO11c2SN0MTKBiDo+LHokrwSk64eGVTmTYxmCzLw+X6nTg56TM9HudeVUjVjkHZtCxavFdkDoLwcQABAABJREFU1qL0AlxXLtoLKbR2jNMMPiKmGkX3qs2OQJewAqWyyfnRVZbFp4KhpuLCZb0gFQ6HmjMpG2TR0kBKAcDaMFU0zgIGql7HNbcaisyauOSSK6VWGyzgS8gFNC1N1S1Sq/B8EcjVeqEvAOh0zqupa64J2NpSNQ3tVqCCbR1kgkYwnydNyMXMum7WNeaYJE0LmEba0tnWeNUF0ltBnbQBCbGKAWI4SO0qxDB3jKg765hXMLq22VwgwsrnlANUAc+qWODquRt2qdLO4LWykGaQsvBsVAlhBbZgba3QNr1v06Va60wUyhykqqIgxzyHmuHijGaMEFVFN1d6mJPJIgWUZS5SsfaKnVZO+1F313qrzzYPIudcSLp1Clp1Ay6zMXySuDKyjLlw9a6G2IHWyxKzBc97UtkpyRFbTXVGpwEWyGIw5rUWG0uelBiirNGQR+862xtXWPYbqMUMbcJYUAWkAdCYpsSIGnOJzjUXb3qRavUKOnfe1yhWV0CjdXHojc2dKVKs00OpmRSr6sl4Qleqal1Tk/Fm5qTJiOICLM6kIsY4wjIYWxlVhWiEcxQgXmNVtkYxirKqcwI0SlLUSus32dpSxsXkBvhdzBJLXb8E6DWeQUQ1n/qgf/0ZtTu/215ZmpX3zo6nSroaUKbtbwbORjmzySgADOukwwOXdJY3Lk1niEyrBtbeOSpB2ZseHqe1pC/qkq88DupQqdz4zTLL9V6A1XvdkGCndbPrnyu52Xka5+ba2ljCto2bwXq3fdlg7/Othyr55Ybshvbr/eGTacHT9pu3+7/4dPuhnH9Fm183+cltMsqAX7KuS9a79uHzy09++vZ+md7ftT1AvqEXX3v5zJRMUC9ZXTW+p5taL6q5NZ56fNrpGcldb6/NrrKR6XgsdEvxxCXFc+aVQrFJDllaXB/HkfELIdWrwYkutSNUYxKvhUErrFmyQuoMRYa9p8rtQFhZFERvOq2edoTT6lqtrn/pa7/313+1H1SdUnzsx0ugUf7k41cLvzp/l372gz/Wb+fT51+cH8d3T8f3/8rm6hv6vT/35Df+5ov+/at8bD/+8tXXPnr6eGb7QCHaP/6//vBv/4ufO6HbGzWvfN0VRU7WUBtIa2ru1NIV4DoL3WZfrppGxSxluUHH/HDOTXGfRS/T9DjzEuPc4VrCtpH1rnnmmkWkTbE6s0GdZ3i3Gkc6ovbartgUuDEiVRqnIbvhZWMWq6Rm0E5xdYbORr/Yda9P9Wef/mdTeGCoALnU4lRda93adFE0YFli0S6atQSSjaHq6/OuM/vupGALcI2wBRCAAPA28bgu53G8HnmUAFjaU5nnso/LYcUrLnwQhnK9WHkbn2v9eF875uVcqa7bxeZCXrnLw7pBvhyrPKQiHD+b7vgyHlaXuHJcDvPxkM+vSj2vaUm9tE1ECvEU7JOamz46km2yIDN7zIu+JWOmZn1Yyxmnt7UKzGOULL0VNyf2wRtC45NnjeC80w4lKudUZtOrxWcBKowIQwtNm1gVxav2oi2AzyJYJbLsEdaKtSYqAPdezTkHYar5HDNSUSuetWDOU6WttusMRauYSy1hB+bomyskBX3XeMN0kWWnaaW4Q5ysw06HJB1Jl2lWpc9SGpqzKoa6BvIsmwGwblapDeEE4c7XWFHq3MQoThuB07w8UTBmLbpk1IDUkRkVOa2roRxW10jgJS/V5CxhTRVcFVE6lSWSsOaemnPQDdmjzFxWZHmqqoMQHLD4zHBtZAGLlZV3a8lLvtAo16hU4yhBsFbnYggUCZEpKUmYorPMDaKQylplrVW/qos8yGyzIpQyrQmdePFl6Bzm6lNTYDJR28hTRTt5wUhJzTQW9g5z9SKVYVuUkmBZL0aXzOLEcXbKKRc6oqSFIxfkBWowTgl3qKOuImYyCDWDsQC5NF4babIWVQ2TRuJUJtS6JFe0oMyZEKHmCgpKilIVl2JQOQUqAaCCUpmsriloKiX4LBtVObNWJsWVIYfDjLjmac3xLS8/n0n0YCFW1SE+quy+8jS1kF2pLG97bZUsnKzxDzMFGlpZucy9AnBTpzwXZmMuS4xcrMBR6dZgqtw3Ada3Ape9kXm5cDq9fjzP6+l8Po6niMJi9d22W/JmMK5yuTaE8eJoITQTq87I4yV3jQHZJ9RQaUllDXFMoDQsufJS3/2b+c2fvsk7//yX7ra/2r66fuq+uq8v9/om3XxVfTY9vro7p/VcT9zfDdO6vCN4jMlv7dPfe7kP6yk2JQHvdj0sWtTa6C5JROysPU1UOe17z642nuboOKdRmr4m1v0cqphaUvTL+XEZvV7HUwrrTzJ9fnX7252CwGuja8pVK6rFCBQpS8zFaBsTNQ4qt0o3NfnT5cdL+DfnsChTH0bwOr73qx9848//4vFVfjfdP35yevf29VN7fPd2+eA9c/5O+vRVvvqtly/+0tOv/N4vzV95lrbu4vTb4kMM05LeHi5TPXy0hUu+P/y9Hzwsqb3IHaG25X2zVdYryD7qu5Y6UQng6kzLJVsfL2XVNk3rJp9nR93Jgb3jtMEnt5S3G9v53Bsjttu/F5vmPa9nI1eDO+rBALJR0JqnfV2quuu7RepWZdGrcqExJTFtaH3D+s5GIMO6ruynst14Cf7qbtd99sXy08/+H2saBQJREYDG5GOAKycLDa0VA1YsWa8mcHtxy4sWCrxgmBBaAVJgAEaALcLg28cCb48Tz9W+mw8PoR/wsuBewmVci0kulU9OXHfw6h10XLjxtxormKTERDm8HhWrBIZqXrHSOZZoH3T/NOIYuLmU4wVdQZ4vj+uSR/nyzb3ivCb9y9vSEvaR89t0KqXZOA5KSbmAYZNxQ6tk25RC7tZ56JQGBU4ZcA4hcmxjTiq5WspjNsi0guJMxuFgtaKozLYwSqaQMGncsKWajHYAZ1Ia4WJaA9VgSwLQCWuriWXR9fracZWxIR94bcUDL4TQRpAuGavJj4k6w8fqlY6z1ALVJ3XKasM+GDcIxjn3VAtKltRFObuAcdVOOgUP89h04q0LkLfGlKyc8m8W9cRZ3zRBo4YSVrhDGBF8lTSDk9qJEYpflYqoPYBubaOwUcZYGrSJWSvJ2dWhydEbb8V121yz1/W8zrcGFgTH4+uiH0VpBV/G2QF9WaDWnMC0kZ2GZKh9Zs51sbkslTyXxDytgkysoDPdsZaOc+IKBoRMyBaVnRzuleMmNcgB0TpkXgMVm86XHF3No9EeAZ0GI0ZcEdNCYYeW8lKR6lmT4jWYnMWJr5irKKbIwjorkAWC0zlru3Wt0q4AppoSBJIug+hi5xrR1sCcFXNNK1ww5KQC8oWFqTJwKTogQ0bWgBkFRAqi1iKswTCyqsAaci7akEhZxbIwZ18IoSoSMMxeEefSr5nWkeuXc7yMxzyHnFSFWYp2Rr+vyvtmedGBYCbV5pyZRHvArDuX6wVErRmmkLDGwrXr1ED5GGOSOksdtJnnzDYtBU+CcwqHqQJ4Lsp45FrIdq2OlUsLmpE2lkNea04lUAFOaZ3T+bppAW8UNTUbapLjWnH23hReW5M0rDXl449e/fAf/GBpx6u/9PLbv/PM7V9cP7P66oq1l5d3X2r/5KObiLuZzVJSutQJi+vWJKl+Nf3K05uLc6spKeGaHy/SRIet5GIqERzu4+Hw+OZdeD3dW1TR+LsN5uoamNgaZfPgfcTriprabTzT/VguLI/ncawnxz+dyystkGpBVUisdZ0CKkiINUlROqVMvnkPGGyrFKYQL62zUcy2ncaFzObpX/l3/1q7bA7/dCqHaKblzZ+d6uuP2aZf+Lr62i/VZ9/sXnx1H593Vy/2j257krXr6/1lztJRUG4K65KvwtWnP16OBB+8uDrvYU969Kltg2odfkBx0dyoa8Rjq/ZfSZdHMK2J1kp72H64XcrSPt8WvQMrqSFvpd/Y2313fadZLR7DpeRBt0vRez8XlKxwa5pVw9M+zIx7U84pWYlKbAZllQrgnrr4EAdrssLGN1jrF6eYjVwujNd3+tWr+OPP/oul5AoRsU6JyIynhVsoiyhSwCxEtQU1OmWd6bwfBfb/lv9UUAAWYBRVM276vusojoe3W7Un/+7TuFX4OvuuQk34uDY7iMu7rA+H+8x8Wh8uonztSMdM5gInCnYMcpFt59aTbkwZpvw5SOPUmt2Nj2MquUGYzLu57JQ+l/LRoFbtGkT0mjrbapnuC5XCk+C8XM44FQRwK6A3ckLy1owBOrd4bTPUvnZLb4dtU6rsNwReCWZdbK5ZQU5BDbXMFbGS87rtQCcVQTyHC0DLqSpLtFYys7cUAaoAB7CGbBa5VCJullqN7mdVWu90WYOvZq0AuVa9iQzgIDxm27Bk7UZYaVrOpjqTR9X0SjM5a7QolMb7ak5qaJBHUXdNMwY6pcXV9V2Fzscl5yufZoRGjBM6rdgSvgbaEa4Sng4KGFLFtsJbUB2XcY22wpJ0RFQSZy7eVOVMo8xlMb0Fg0rGg8OWquys+mLNO2O0sh3lvdeY6gttE8pN5S3YjvJFoBV+rt1q8ap2c1uutiWB8iRWlVVWklR9ftZ3Y8LOYJ4kMRuux3Taktzn4rKfEprK47INtbfsxtV5xHdr74Rm2VZCJHwXuHHTMahezSGbjS+odozZeUlALZUlaUI3V0uqQ6NZ1Ua782Qc5TEDSfm3nX6na66xdXrkzqDLVSwpr6tUu1VWDHtOib3DioaKLMKUOXtqC1SnABQrjFUBq0VzFTl5ygWUtQQIYDSAy5iw5pUDISmNiDZgE2XypS6HMfwkrj9dgNACnCu0QK+qMi/v2q9uLY/Gu12XGrCi18Hl6svQQkv6vK4L58TJ6Z1o7YJasNnqPqlM4BWp6peBAG1qJCZy1mnvwTjoXdM0ipY3p3yuKZ5ThkpxDKrxjWuk63qzFdns7dUsZtPXwVPiUYKMEDtV1zAzj+PyeFni6Uf/7If/zd9BetV+4+4v/foHythnV/iksxsIt7fm5lo9/8Vevtr5EAET6zpOl83u2o82JqTUnkqLWEVpNdDG7wyxRnuJZrvZWenjmjMcpODQ7A6VNzieRKiWyVpJxiafddna4HRsvPS3/fW+u7OO/DXI85mfa/NhqK6CZdFZQi1rqATlXJgBLEubICAV47bIu6R6stfH2lCRGndQTXx8fHP5rsFIH2WT7b1uutvUPL3avngfXnwdv/2Lvr+bTHue2evrp3eb3g9r5/ZZ7fjh+gen06e8XvDhp28fwvoygcrLM9JvHqB16nSxT1pSS7Uedd8cOLdDOpx8d0tvMfunBnp18tbeDCnFxkkEx2vNldbK6wXfRfKqmaJ0GrNE66tD6xzfGqutHuz1XAdnp8pU0ZZij0XVlFJhi5UV7O2SoBMAZjWxz3V6DItWoepNvzeff3H+6et/FGoJfNay5Fy04axFQSZaqoVQ40SEOeSSifTQAgBsAAAAQT8AHKGec3EP86dQuB3M67Qk0KQf43LFfGYFWO1lXBE8qdHR05zzYjqV4r2M4wSZx2t3lehVMBunTw+kGhCw97o+LfWcg+/Slws5zATU6HjX69Gaj/qNaNWEeIyFY3TiJGIjEiqhLWPWW5tMhmXOWqkx516vh4e0b2qNDmq0YC8yX1Xhh3VoJXPVtDTesCmeKVTXDhwFXJxzhEBBGltjMsIL8k2nlDW+qVq00tVNJxoBuJDSMJLkYEcQBTW20VFSHmg9hxWMEmagkLTHRrZQlbOwA2atSAXjDbamCE0ROp6xcdYlWXRL0rl8Eh7qumDbFJ5Y9VrDJEfFEpczmGtvzsE2uVzCBMJXOmcrPcWZ5aW3B9AVOY4LquEGIJdm8Bim0mCUxBJ7S7ySHkilVAabJPPEbI1dOTglC9Q7UmMNyODAaRbHLCK9VVXbLAlS3NpolQsFTJtnpN6bEJCwglSuODSbVNue1LjOfQdLZSJRGCvMG9Wea9o6uNTodJlE2nbxiqZaLHOW5q6ljGnnl7SaUKet1Y+13TTqWNxmkLgYr8FUv2ZniadM2y6lQj0mwElhsigZyr4lrro3UwWwQJgoFd1bmWMZTGZRVrVlCZWzs7zU0KgyF92YkmJSvAJ4QHFahVSMwhhRywBEBFkxZxTSw5o6jTVFXbhUtrWSUraybZQNmREIac7rqqNf1rW8zuvrx3E+UQeEpgIE4F2Tzdca7+172+HG5RibkcvuapcSWdWdMwBJUI1l9Wx4WteKc1qd2FIuKnoQbEKAYIo5QlSrrIp7WFcpWVJnfJDslVqcvfI33PQ7hcQn56BhqQR767K/abUuKm5kzmxEt1dtv+bHGz4+hlnwsta85vP8xR/98Id/TNfm9n/5N/69//lfe/nkg+vWnic/NEPX9Rk7CHXsd3fyLJ8y5GZ5NNziOl5mDFxlvF+aq2nNOejklJIuDk0zz2s3aGmK39lt47R58pVfuCbL7w/tBPsWRt1fbWp0Pp+RVYQxVGNszOtGRFeIaN673u+b3fN+43V0cA8YCwRFLKgHW5MaLEqqEwsr7dYYSR0jHAbrkMxGIxi2KnraXOJp076k4bb73M7dojDxbnDPdi9fXH3z27e/9PVf+IVf+Is0L4/n+e2r11XaePnYnFcO4VXMo8b3g+gayufHyzKiaVVvx1iHnZWuXjv9aoqxiI4yypzP+j5bmDnu1PbGjSXSrrfAsmGT+RQVmZKrcJcVVx7q3nUJ6lXT4iKOlK2qEG6qjZKVSCnnwWsDXW1kZ1vQdadn8qbzpPRQk2ftWQcFKmbcqCbmTlWZVo3CQ99dXdP9p997nL+HWIsqVSLUmjMarAX6BlCZXqHQvm1UyCouBSYBAXgD8AjlCcCdhtTEd4YpcPh8VC3eX0ZbMLxbL3Vu3k5yrtMtRTFroI7l0Q7E6Zy1cTwNQBw2M79rdb+Wx3Nu2vVh1TXktti3KHgqD8f5mUtT1ZhgTKo2+KwwYtnykgr3zuKJDYV6mRbhjuN4qW4oUzVTlo3hdZ43pENSTzZaJ/SWabCY641WLMoanrW1VkzSlSopLFI85JxKp1HYbXfV1J7DbCpUqftG5yDW5JI01KAAldV0BvC4cp4bC0lib3SibshXiUxVG69uDdbeKVvQaSoLXpZxCUuMALGia3jKvABo1TN7UIk2BfPC5FtVsY3F7cWQoEjQBqlW0egbvUcanPFYH+Z5M+BJmHUXkYK1RvTe9E+0eYxlL9mJ63vrJFVbN3tAas1GT9YNndg6zxGblGPKrXI5N8mYrqiEYFnGmq5ELwgdSkZVVQ0VolKdQFnKYImKpqZpFvsOYW91fYPWlDlk12Un3rdK6zDxum3SMsvgTFwAYAWtFGeLPXkelM/JtL6Ntd84wiKkzp3L2Shl5yVnSzHMFmRx2glir0Oq3Jt1vgTl6lRtleT0nMA6yiGbVqeCRMKqUBZrxa3SooEcG4dSEipKGtrA2pOvGVrDJSrtjKq6Vm9VykltXcu5GNPXaggWDcy1OB3XnJ0qtSYWMcUUaSzaWopRECM4K7VqJZFEuFLrZS3a25pDrezGuVyWy/TZtL+EkEqIrI9FJG8AFgXLnq7vBgJ1D3yvHPm4a009zqzykmuX66qU02C7LZbUKqqSDXdk/I0rWUTXXMHavt+AGoWuDEckW6ecwVq/1TYF2Dsaax04FqhQVZIkGG5Nx1Cf6oPBMoALtdR5MbguS/apfj5fIJ7GTDpPj5///Dtv/5l/D5/++x/97l/+9q/92l998eFv4O69m/66rqWxzXPS50rd+RHXB1Ps+fU8eLi7e6J5Oy9wQVB37evPQlxTu65RFZv5MI1XDiNIX6u30rbN3aZz5G6VyaA+2DKaFx5Gsi0TXDnHNVhe5jU6obkkkeNGyynQ1vi1HBRyVbdYi0UFYFsjscBOzQKpKedx/knKB8H1MpUO4pLWbf+UeSB4Ktgw8V67S3rz6//T9/7Sf/x7+LPybuVJxHM+Hu435uteP/363Vfzadfr6vuI1PIIPz2c4SLqZ/paYHm5WUfMr7hG2e8AdG+MiT1TwKBk1lQMfPpEjJj5l7y9Vv1XrDI2+jZve5ynxeP0WO9xUGmeo5Omd7EtrmvweizBrM0SUrWoU1zL2edlQb1TcZVF17iui8duw75a+7Tx4u722GVejcqtKQGgQzcCOUOrzI1ZEmpjL4Xkwtvb3Z627acf/8FpfedU8dTGOjWmnKtyxsycXYkohY8XYJPXmRgUAAO8B9AAaIBaQWcvzDCqMGBay77lxay72psJJwfKGjsJVE4wQ2vVOM4OwlTtUfVvTYndCLI5JLDCns6PahAOVUcdUkQQTUVOhUrG+bwqpfdTv9e9CjgmkAKnxzr1MAdOWpUEhyrdXqt7Kab0OV1QtWhXpa96U1mR1XrVeSm9QTCwITHU7jJi0ezYBq+QO2BOyWVKi4DO67Eok0ikoG1RZAQAkVljDloMxzoshc4AongoJDleb2hOsqNR9GLy4tJ5MbI1Ki7UNEo0urZsb/vtYFXnytYOvKCxvdYdQbE9ChsdfUXPoLEYlg4LaIOG7pQPWVw1EnFJeJlzSlAqiVJ5gkmxLBfGWlKVTr1JYVLAWodoWVeqOitfAGtF5UCKMksZDyzs+9YpZ88gqwSggAmiZI7prHRfu0fG2+pOF+6wYFWD071I7RT7+naMvpcmi27pWmOs8GTjU9AuxFwdW8GLSehaoakA6nbOBVvp2VoVDOpCow5+qcG7lMrU+AJrLKoqpjg3RmMMrlRTsikQWy2ZMzCWXDRMYWmt11iVxpOyhqwbLCEgWckkSmUFTrBawJQXTeeaIunKWStTlFZQo4LCnLXpcjTGkgKoiISpyGCtzmlGYxkEECmpwiCsMurGSkXQulBxrMEiVk5kUqmLUTEmaDSBKM5J0xyT9nZNoTXerIFSKXCa4heXt4/zejiThSR1AYgADaH/hQ8CcDPYm93NNXFTaYXiGugc3OpMjoc6DyV4OnBNa73fGEU4D13Ni/aqVMGSDrQcocreyHxprECuYGBUcQrzqF1YF2rouMTQ6NyY7EVxXOd60lJOCypKC4vmL2pd5vNrKg8xFlUvh+Mn6d0fff6Tf/Lz7/8BWad2Hm1Z+bMVf2Sasht0sW3WxWkXu9v3nmwG92Q+ngqtDxhUD9OUm06Mvr4Syo+LUQKzPJ5CPMDb++CBoZVnTaP1pqk3fl0YxwYZtLpy4fWpGHxAbEO51KrPyziYZqxua+35HMbpUkMe5+O23r+bfobldJk+dTpTRYakCFKVhuoSs6LIaCWm0/x9LmNvllDAOUoSvL9t3E5RdCS1uUatjqt57+bF7v3b8yfzF+/GV58tkD5fph+1crmc3wxvLzVfpzeE62X8eKx/8DM3hn4c528+gx67xr774rExuDHqQy2POZVDLKVBq3zv5LZ9th0Oz5qrzibox+fD2+vmgkwl3LsrmpcRsndT2DjBSPz4UJNK59f3M62/OerfQLmrVZasettG6RtlHnHbQDtXImFF7xjTwOWQ1q4eJ1C9QcMBjWyRolLvtU6Ubu2mgDcAKF2odaNPBzBPts2l6B99/HemlBMERTzHdWtlTg878AFtb0TY1Slz9MKwBagACsAALACtQC4BGWZeaV4eLwnI72ZzT3ExZkmY8npI1h/Wdrb5fmmdu0z0xMIBU4G0kq6xQJsWspDzqmvVqUpNpwQCx7owNq8XifMlOHxGaM3MGJKpqdgSNFGUQ1wqdNWAbQeiJejgqR5rIOlqyY3qygq5GhULIW+MYTxr5a2MChWU85KZNE5QPPiCU+Nc32YFYLMBwh3xss5ZmjYn7XKjKlCWrLTLprbWvNFadwBlUasZNus8Aj+xeJ5U03gkyBiu8zqT2rbpwuyVS7nAslbUpNdNro+kroysGYrSOmRxTLMBr/ZKXTI1FBbxgwpRqZyqU3oUaGsCj21R0Qvk0qE9Q3rPDIcuOvRcReZ4pW0xyWVzUOGJcmfEK86TcgpEciLCQnL2acegqwOpA0vIkLxKmG+1PrlyHfRFZ1D85SVvb3U9G93bsByDcc3CIem2gxyrtlJSs7F1a+GddRsdom470iaVZRNs6haatwZHORhQPNkwoJnwjHXHNbnQ4rac3nDT15CyalpwgWrTh7S2ja8gVvJiWJ/E+XKpxpqoKnWmY6xW1NHUvkpAxggiYKRQNHFbzYxrx26s0impQUwHOlGxVbEtANY2kVcCLGUVVRQ0AqBryuiNnkIm7QxCEVAkkFRH9cJIUgtDr2jJBautPrVRAokIOaMpMihd5gJkxNomFUCUCs42oVQCSHFKx1dJT/Lu+Ei5hCIVoAJMoPytvn3ef9S3a5MsnO+LX6y4OdMVdc02StxDPS9PUneBoLTK3u5HCXukPJfG5WWuaLLncinrlaVlpYpv1cIslRK+NqvOshYwfE6uabAcHlazQ4rKGF4e73OTn7bblIw1E8RtxlOaZcyTKuv0pk3p4fFhvXz/J2+/c3C//vEH//63nrK/vzzsjXKbm5Wxu3rBOjTt09uhfOnH7pkH4x4D39pWabXluBwmhcsC3E7t2z960/zmba+urocZtIvsBvRzUU1ZL6eP35VpJ08b15Bdp7W529Xz1HeehjAcBbcaROkP9+3j4WG/BWIaU9zq7pTCrk8cr8/LH8Tpbuh/08oHAkpRHddgLY3xrGoyTj08jN3NfaiDd4fAV62kULhxt4kaRdPOlvri19cv/+z7P/iHp1eTUy1dqt+Yz7/g14efxfLTFzcIH0CzfPn2wb27fEk/nl6b8pGt9Vc2Xecuj1T/1Rc/+PzR7vr3vvosvM69zXnrLE6+GVJJ8U6VALtrPHPha6je2DUefZnLXqXwI9PtrTuq3c5dHoKbomilj9607S+Ola/VHz9evuG7V87Ckkun5sc53G4k4tO9j8ssbw9Oq3M03a1p3p7qvj+P0HlspARwdlft/bhumjJCslrOC5HpOJ6/CPH9J5s5X3/lLv70zWdfPv7j/fDnoZSNxvsCXVWHOm0M319UdKkHh5aRYQZggDOAQWgFmGDLFFX1DsnqKxSP8g6iGYpcgquBh/3GLLV26zhjKzMs29S+HZQJ/DrlXp396q5peqthBhkUzxN1Ehfnu1piMgnS1uSQylfNFbZJm/4s07YIVl4IDcS63WFJj54t59MMBrl1JjjAyuyUDzGDslRw1dpXXmpCulI0Zr1BFaVoX00o3Bq5hHFrmsIzF91QWqvZOlpl1brRNAX2NXNjiGsCbWymSAumnXZ6BCDLNK1hUJTLBaD1kA1oj5z3x7w0Qiv4RqVTgZsbNU01CjfBViO7FUeNHayYwLi6eqsUI8IlgCM9VTEk6yzoWZO/5EtP5kLUVSymbhQo1S05DkhjnK666znMV4rvhTDhXg0LlBvClGCj1VjBSRXVpBK9VivCjTLHOfZTbXq35qI9CXGf6FFxn2kkDlA77b27yORGW/chFNXYohmraUJm76wxzhy59GnxN7fbhpfJq82KmRZHV2g/B7QZH8vS9VuNEpR2qVxIX7lyibYpdoJFbZStORTdq3VG34mMSTm8hGhtZedscmo7p5M2g5wX0zhMS3BbNzseVl9MomB0A6pkQMwDucjSowoqD5Rrdoq4ZGSGRjhqdKpkRq/7UhKqPeGBhbV0kwodQGaniEmkYtYAKxpvSszKQCiqYSjAbdWkc4mwWO1iAaOSsNeaAHpRSeOSaxUpRRCVompKVmEu41GWVyLn4h5oYqmpEkABSL5uX94pOZEextVOxErXNuayG2oWkGmzv5qmC/mLrz7ppfdumtOz1hYiVDWGVKSXeJmyN6jf5dlqoyoAO9GwmkypsmUOdJjzZhcXsBoizhCQQeoi3JT58Yjks5WrtRwHvItudDy//cPxQt+pSx9+HI8/Pp6Oj/rvxvXhT9u/9bvdB7v7t68cuK7bhvBxTCehZhaQ3dftottf/nu/88u/9WsrmfP5pz+8TD8M+K9+ApfzKvDw6XyjtsNvLa8+q8OHnS4rmhbz8vCKoko3N9ftbqeoFWj7juN0sbauc1mId6LOExofW4Ru8CU4ts7UmBVtvZpTUunVYXrvXKDvIPOhxXatFfEQlosyd4IBtX3SXb25LLfdHFPjmnOVggqMOhnTI16H/Lrf3eDn7tP/+vUXx4v9xn4vu8+Xdbu1VfsNquOSmo+a9ydXTccIJ3793nEYBfSHz5s+39q6/ojPpvzFb1i1kBpqZu9yq176wFpUE06z29U3djDRgN0tD0e762qZl3kxT2WIqRp52udZGnaTir0eimEBuaf1g7P/c85+UoqQSnkNyfW9xjkUY9+kGZKuDaiA6sqZqaz7Ha+zG7YXqFm0HlSdse4amqrrFK+paTcLQGn3zXrGz6bTbW9LGZ4/vfni51+k5wmEDyKtqMvUuE08T9p7hZf6kFMa5wRQARqAPZDyWtaEDBPwVqEFolSLzW8fTs92flk2vsTTpIjGrW7QRw8WCPSqLrjsRZ0vur/zauJs8uus0iU0reREfSOXmboxj12rpCZrYcWvXW96Tp4A8twXNbYVKzimkbpd5QzQraX0fadPAmXC6FUjoPrE6FxjOaMFV/JUsQWT1XGNG5SLEs0FM0UoXFAUt1qnUi0SFqFEPKdqXcMlS2yJEiqWxN4OHuKIVZNVEBRrAAgRFVSYsbq2kXQE3tScY7FdNdgEfe5SM2PsGnl8XbwpjXMEGcTOjjsD46gdQRCbcrJZG4V7b+eadtWeCrR7AxMuem6yvlDyxY2cNCoSTRxJXNHTzvvlfCTmI3RXfSk1P5b4wvix6s7Ukcpe8SxCObSoZUXX4ENRN9gebQaI0SrJBUURQc+QICPLHGvDk9imGGPHkJVtTDgU6CiS6XQBpHpJ+YlRRz0MMP384erJLi2lAsaNsl+UfO2GMaHVtITRt8oqu6bZQ328+N7BWJfOOi6m8qBpmqLTpky2bpw5TRtvj1E2UHJLdfT+Rs2Hqb1up5TaDlCDnXHspH9MYUCYsBpNiHSJ0Js4ZtmhWaoyuq5CPRXSOoixSq2VW02JCRGBYwEwiosKA6Yge8NHBYIkSlFK4q2OVbQJKaPBHDJRYWddgdQoDLm0FpJ0hopGCZh65CANSSngHem1ZqBqqJ+4rG9eNen86Xxc1su0QALQAGeAp63DRi4vn/4QszHW9T1wIq92Utg2w7ap66qFqfCswy3Swrp3dMiFympAV62kXoSoKXFRQa0l1OwaH9asumwWWFxzbf0lL3f7q5WTNUVNKYDfN+UwmcbyaQ4bBVJ5VEtv+LIce4sXs7v+jWv53uWTP/jxWPgyr5Y24k+n359/3/zXv/XXf6W+/8EKP/2V925ZvtKYZKjSNN3DsUqx7r1gzbPhxbF/vNt9/JW/vE2vtg///PT4o0s8PX7ywwe+DS++8Z66zNyrskx1VhOtFrvWw6DmglDSvcq7lYJHq7Zuf758UfIVKavcNC/WNca7hm3s1BNl5rQu84iov/HVJ8/b332YM5UvE1SsmNNZ7JWHMNazZZZO3cz9jz7713d3myvWs9VPvV4pN/KzSl8z7mpd1punv8UffXb77f697Z27WjakRl1vfH5z4W7TPLv61f6Db1qph/QFxj/6nD/mm2ZLZ7PE26vd9K0//2T3hZr7pJfj1WZ7yvSEc6OGKkVWK025Vc1xHdGVMu7v2tex3lhz9NnzNnLmWufHfIKpa/UljesXpdtuYv5e176OFyzDxQFY6KHtFDa6wxx5nd1C0VS9yDrgPFHXaVWqNi3FrAiNLPDgFw1NlTNUZvTbrqzLEO2oMinndKwnmKptOrC7J7f3X7ztXxAFZJNNG9JFC+ZLKJ2H5nUIBmYAAxAADHBd0x4gAG60rNwBmGIggx20vTjQ8+nY2nSfvTJ4C6eIgyOVeKmqU3h4vXadCQ9Oo+TWxTV21pY122358sw3BClV7fQS43SZf33bOw3XQR2W6huZQXxI2ruF5aYKL/nqimrAMh2ZnWEiXSmEHarsNHPI1ZBK3UrJW4iSlDTaplloU0UMKAYmFEEFa5BG+ICtk9kS6EUIcirCTk+N644XBt90Js6JhHQq0ZroFBUAaxgaVZpkyyUk3KCUoAoJLySmwJmOkG0lV3Hf98yKEOOsZ5P3kddjartOquq1bIKuIKqokJhSXTLsEACxeG1iV0TvcTMZfUdtnmojXGeMcXXg6iLbHg2qna0xgEF1l5pTVDuvSHCfeIm2IVOUy7mgU5nzU6VYl31vCFWjnK0kmLSWsVRVtQH1YaM1Na0zGyCDuqqSqiNJ4c46wNzgytwQnqq0WdaEvRMY+qZtlHJZqVtlLpAcxVTcvtEUaqqh0Sobtx9sFN42TQyESqXwUA1qJZPsGpBpxd0AULzzTrCdiu0BplnvGslp2/qCqAot3uh5SfseBbCxUFI1OnWe4moHu00IlgwE1WKJoFNlBxS4DEbFFLWtpKjCqvUSk/aaUmkcHCqAqCJcUxJjVc6LowsXZ6zJpfFovSmRg1Z2Kuh0iZItziAqcvEkKWePE0NDaimQvEYN6hyqztPjRd69fuxPWWawhT3AGWAHSt/o4VtPYU1gN8p1yBT6tqlNsU2r6ul8riVrpaqnvqhVEUm5cB1oAlBgSi+qFOcO9RDYrYbRGmukRrNXjZJ5w1e2hDp3tsbpoZGjrOvF+I3hdzN4mEWWayfMMnNVZr3USUv+Yh5bO7dP7j78q7/1C//R7+2e9/uGSk0tN1q8/fvwz/933/uT//b7y6v0z/7syzX+OIzRqAP4diNrTOPVzS/2/mJs+4Fa360hSAq71n3j1r1o3yVO5zh+J60/XKPVZJyp7WUOJtKwVYPfEv7OHl8o6pa0wDwuef1m+/XV6Bdty9ZVyc3QOWNetP7MqS/ymFRFD50upVkPbw7z73fmsyV5QR0gVgYoS5AvO60q7m3tq/U9vny3qGj6TsElREu41q+HcB9y0Pr6+bV87Rea9+zQ3sB721vYv3yhXYnm9urmBsLx+EdX5Z/X9Z9u8mWaPxtWRyt4o5584+vN86/ftg9my2WKi9VPaXZfc2iyGvFwhWzaeEfKDNOwZyv6Mq2c7gAuM3Rg4rx2fXHg3k2LIXpzLq5vm9vrxlbVKEXrsAsIplG2SOYSKMXxEkuOI+SNVomho+1BdlhhkjHlSACVWqda0dmvtQptzG1jByFD3F50aUs/F1YQg5ey8jyfZ4z73mw2OL+Zs7ZrLpCtWK6Km5TqY6ldphluEAgAARgAACYAC3IRcHX167xT+cXlMqVz+WKesvjgun5jtyo/xsbFmsthSphi0bq59tWBVimqSMtikB5iXYjuH+uQN/eisLc8p+1Gvnqz2TTqSsuRYK8krU4VbLipue4Mz2I6T7xa08CN7Qyhd9hFa3xzsb0I9aZvRJpIuVcGBDQ0xrAC21TKDBpso7QSzZiAAJccQJUZIhsQo2EhbZG5sPpdi0bpKnUOpI1xNmrbbsGjpxkAik7GYtRl0yqrCrlCbFGxi1wRDDaFc9WIFoitUn5Rndc31AfVG6CUImgsFUcSX2pwq1ABqbrDMSNkukbynm8NOUrvG3hc8t2mSUtSO2MVBsDMFJOFTl04gQGsNVC5UipVQIRY3N0gqpgB8Eo3mrhvXcnQGE1T4U7LEqGFq7Y953zbqqK5wlKSQF05pJgXrxikGo6Dpc1RSSk6KpWhRN1olSpkJve8UTpKRMoMYRmLWNkmVk7qnEk6bUsTqh4MLjm0ao5BK0LiYrqtFWFDQzlW9tbmedWkBNJcYdWMqVLTllS0xlgjiF0tdQk759uULYqr0TkTKJGGpe9IYLJEBNl45GoNIhXOwh5hmaPTDEFKKVhBgKxdc+HWr8IbbyqIQgKDpaTgiVMho0taifTIpBiVh4YlbFwprLXFAi0qtmhK0karEC1ZJFCka046ZkVKjovgZakXOjykwWMSaAEQYIGaBxsPqXu+MyUyclR5WM5oTafchXTrZCVHDq1oUI3ihChdTQ+p17GGRc1TzMv0M6Sdi7TTV6oQVVcYxnWZ09U0HjP2VscySPI1EJn9dS0J4a7PyfaOOUVs3WWDRBV3qCfdP2mbc7BeHVujXvzuL/87/+v/+MVf/JWvP7lZvNNgzgB3Ae7/Lx//k7/zR7Wmn338aPFzCG9u2qT6u+3u267+uATVN/Sw2hu70/pDMGR27D/Uv/3h+x98MNCyXu7HUMzG717dT7jts+i7QRlVX171r959/u7xkKnOyYaxfvfn/4zyeki5VUWRtqUy5fsp7w1kMvuOLWvHvNkOWWtOyyFc3fRPS906ckqRpaOjIcqH+/ZpgesW93fvtd949uskH/z804cx/vzV4484/tM3n3zy3X/xf5re/L/ffvnJZQr6Rftke8tN997uF8PmW/b215rNrbn7az4+/8ff++5PfvaDP/rZHwyKXn57+Novdx/92i/evPe7A2z/q7//AyPU7/yVqDLDY4i72o637HviK7Y9j4+5x9k1DK41Ss9Kdr1KAYXUM+PMtPaNGYNsel3C+VoOK3lnKbu8Stn1HBS23E+hrSAVSzTtvjHC9OGmR4HnbjEGMBMBHsPF8elhjUZ2q6qEIckJdbOzQxW+xv5tWZzWY9KNpnazS2B4jUvxT589I92bJYuOlxwUKMmaU0414gOHDEzgAQYABjgCGAAA6KpeoS6VPz6Vj40ewJ+5IsihBD1Uu9hTie3qDmNplE/tgPf8OOfjp8c0zejKpUgxdbDVjedW+JRGqJzOx1Oc9Ui9aqzBPPGulwnyxhRV06rLwL7M7QeDWMeVZ6z6UtljGaUYVxwvVzb0hpNLWml20iRZFSoECLlJUaECL9tSU2B0yKUMRmsYoIMbh5yBvAsgPpWCWqPq/mEsDMClsrSpVGGPEg5UcqQLQCWwpa4082VG5iWFRuMsmCeH7BwSYUsmBZFlCUZ0Qj4u61xmBXPxZLhwTpeY2gi1cTXtCG0AY8m3jfYVA6MFHQ3minOjNp0qoLgzcVzL9nlbmaxWVHTmrbOpsNhhMG1SQGFNVjVeviz4qGsbZd3IIFAL+gZglYUYHqNyvKk6FHOH7bnUvbZed+BULG2UapFWNlbYoZ5JkUZWKGkSrh3Oh2m1GK0qonOjjAzUkeRqvUoARTWODLGKvtoEwdp1WrPWTcqejOsaxWidSIUIkVkZCyfOCiRa0NXsDfULlApRqGlcIvCAyotd4mLyDJA1Fq2UmAClTUqEU5aKNbEE0rnUChRJACxpplwNOkhpAyoZXZQmVSGBVnSuCZU6SgWlMxZV0WjCiFopyEU5hyr3wNEiixJCsyQyWmEqxlRVFFPxVrhWUrpEqVgxS1GloozRqHU9fTzld4dtme8PFQGOAALQ9apttv6mf0QG15mhbgaAtrVGkCdjA2BjIZZQc1EFD+eJ17U8VOko1MaBVcl3qPAKw6vox8d4KE6kPbOurBzquXpZzOmiugbctgVGuRxTViA+5t2VA4V7p3VaeqrF1fKY5g2tK/OuWR7P68SvezpffxT/2v/q3336N/769d2+dGGrhy/FJIDz/+vyL/+rP5k/P/+LH9Q//tNX/+aHv++Xf/mEv78eHzYqTuvy9MVO29ypH2OpsN01z9v8l+HDv/o1Z5vH+IXLq2Bp/JWI/tazzWVuS65vxp/0+vnj4+l4mRufztmtunlcPC66ZIVMpTYEd0qpIC+23YuSv9X1e86OqG4o30fYbrxI39gDYd207wE9V3rXt31djYVzTO/WuFQJRoF7+ptK/vuX00/++R9/73v/5B/9w//bT/6T//M//MN/80fqmr9ytX1+86274auhjE/duMdTA5sbtaF6GPYflP7u+a2X60FvDXQ01rnA51/8+Ps/+uPP87ykhi9No5pmL3i+gdbj6d5GkTezkn4+ZqhF2SfKGdxvOG7NcAvDIJ8zyVWXDTzZUmQc3NUp+44jKhpse4ubOatb42Kz3O0D4EwWKIQ5sdHlzYyC9w9RE7BtWtBXDbbvVunMqtyy7fZzMpEZ6rRwbHuX3fb5Xie0u7ZbMyxpNkrN1RCVseSXd827GXDVvbIpZgl1CgazLOfpCQAqIIAVQAM8AZgBzgARClQQb7CIFJVS8izvMNE43qt1kckCfA4Fbf1iLXI5v25LCevGt/1uWI76jEgnOYeIg2ThTmla5o+BnijaNva5XOIChDVeEotvoJysbaq5SHV5OSSQYCiqWUknxKSeWJVM3TZNjIINuSrRhZZocfopqsvM1WMWGyjtRj9V2ltVybvGZNE5zt7QAc2VwZxTY0gxSw5N4ZLCoI1GutK2UCWsoaDhjDHpC4AHrYT7flMuGYvstT2XomDOUGrKttq+WddiqsjOd0e+WGizWJtZt96E5HwtiK2RC7Mrq9t5Hpe+45IioRGnfaoPKKbaLNEcMGo7dHk5Q2iMXd+NDJ5rcooTB52bTum4TJ3rSCVo+4wT8BVpjvWdgr2qo+2GtL6rUUzpmI6QCe0syaT4iNWTLVWlspDzXpNRbgH0hMg26NpGKQohsmhvdfqsyNbWk9k0alUI4zq7zpwAh6bmagkWk0uRnaq02tI3z+bwxihXC4IqJo8T6V4vMzsntDjuUELy4lTDZiIeIASsO8QEFvHC2RcqHZjKtTMwJdttiYMVQ7riSmWDOCe1bWosjeKVUYlii12uytOcaGOUAPpqFgJOFS1wBLAUStVZgi626NVXk1VylVPVSgjQCTJBSqQUtJEnYl1UUdoWLgwWWLJaTcGsE6JmQFCVigmkVIUEsdb67lwkGdE4JSgIIjADOIAGar+U0itXkbfwpNk8Au5sqJdKVx3VEsvaqC5KVmhztki1OtetVRLXZgW2qSzetUeVhyQ+Iw6UT6vgdJpu2FWVdMuB2iylB2A0PnnfscQSvK7TrH23mNRCu6hoE61Xfhhj16mjyGZ/tSmJ7vOyW31qw+/8L/6yfUo/+cd/XH/yUxM3j49rleXNf7b8N/Dd3/7a11/f9eNo38yz5886yAfkD69On6/LzU2fsHv54r0reyP5v3c5/3C8f2dg/wdf/JvNs76Qaa+DcDkU590cyibPl6fPvn332ZOH07uRrFcPwtZyvaT+XNQN8uqn62afqvRmjvNpaExY87B7tsQaO3xivwGwI3o8X+79Zmdgx6ZEeKtw77ZqPmxHeFbKF2v8rNt8batoj/aPfrStp/v5evil3/tGc+O2V6qz1rbRN/Vw/LKs6c15GnYdT+mT+A9S97x1oNP4Kpp9fy+gin66gyfvPv70R3/y/WnOeO3I9Nmk8SVx1/uxnhtFmsX4O6i5N5tBwiP1WsA2Uw23xp0SdZvhPF22HZdjc/bhRdudaXre8WEkpwQjje18bZqQpGl8KmJ872rNVjUypaT7LqV0M6g3c+wwzZ2LM25vWn8KrcB8qnbbNDliBuc1T2m5de0pqI1Xj1MmOlQ2SeHe5vtlvunKhMMHbXwApYg14Kq16eH0GdYLvALoKxQAA6Dw/3eEXQMcAK4BEzMatVKi7M4uXqcG3tvyMi/tE00HHDO2sgM6O++PMYpBC9MSrLf7Ec5GNVLfTT2nGcxsMjxxWrb9XuhiUFX+vNgrzGMFbOBa5ZL00HDUXVPWU4LeU06weNkKBms3czorcD0tgSDm1vmqZSj5TYTrXgIrdsVle2pEBzgS70IaKzVutc5OmXe5BqPaUsasW10ye+WQYpFareojVafrIaGnwgoTWqoAa5ilzXVJtvWCdqnQZMnSNCQym6p1zCQ5+pyWNLeGql6eDElDiHEBXM4ptVhR5Q1Lir6elyTDlClILwAaOBrcaWQC1iq0mCWdZ4yirrsWTGOySIdUNVlQ0pxjc1JNt8S4gik1V/GaZp3Xbmfbcpi1YHzD3FSm6iauLktCNJUu1e61x6KqWqkgNNLG9c0cmwwMUlmX4Mhat3DeKNvYyrSxNGWH6xKL1Gi2CmaWjW5HMBpNYT+NCYCzyU7oLKfOQqJKRICQbNdxWnjwtY/VdUoLN33T2IKR0gb4KKaznBhYgaSmoOosBJmMg0tRnddlLgJcYghSe0VJoGl0zFWLsOiKxmDJGBtbV3YWg8AEIlY4gjKaV0CrVCmN0smQZ0Ue+8jQKyhIhjILIASNbq2t4j6xWLSsUAuw1AwVRecsupoIDshkIUDSiphEVZ5qIvJTUGaG/PrdSCWidc4hNCtABWBt6IN9Q0QQGgtvl3lXc6Q8bJWkyHF15HLVOjOZaMXp1tjsRbdJY1tUImitXp3a1ELSTa7GAhcE11zxnl96LLqmRvcIuWRlWAbZ6Cy+MWyMs96kPNPFOF9UNgaxYTNsVDBW677dNxvXmg6aFR89zUd+/NbffP43/je/99Hf/B/ypnt/e1tZuwrpb6/f/y//7PSvv1zWZG61Gtz6wm+37m3G1fo14QK6xMmqX7r1fLt9+eTGf+M/HP7W//ZXXj5v/J3cPvno9sVfuH4Krt8BHMbL4fXpH4Xj+OYTfvwivH6bD6+Wn3z39RLvh5SC1VTrebmQDPnQ3T988ubx0ymUML721jj2GTTwmKte4muRDLrBiUqpICZXpfuX7998eG38Zz87PobP6uMXP/jZH97mR9Wppy/b5y9ULFMUiM5eLsMnr/84rPdiRBsl9e2S/kzs/OJa2vLjROPdNvnhhet/c3o1/fwP/97/5//wn//d/+OfnUa5vtqXZxXe36DRJenx5RaLNNe9N7JstTf+8Z2qu3QM+lLywLaCVjrDw/luk/lYlF27SU5TbI0dL3p3tde4BZcbaAKYTddhXglFUwCVkFOorulIqf1mQOT32LTOvIzlqVf2UnhrQ8i9IC0FgxggZLDA6svDoYDkSEPfQexS7hzvzuvG2+4cnLfcDxs4jFIMr7nPoU6ThyUKxAYYYAXIAAQ6A/QAEUABzCBQ8YKLnqVBaLpdxC4eQx9aGs9CaizxvE6Ls2HKoWtQ6llWAXN/OL+uoxlPE5sUT43UElk1bmPa9wsWMjZw6LpNzdKYHqsUVuh1QwvoblmSMlvFF44WwARcnL7FeiKjfL4cM5eyZolUayiXojYOY3KUC2dIqqpSpFWe4EGypmUKBmsF9herBuPmxu+xXILyHa2rVGUYoXRzb/hcVIc8i0qZQbJeAbxX4ULOVwKV4WywSapcd/rhXSiUPdocUasBVGrZjGtum36ZJmssRiXa7DXFtGLlmO3QhBCUs3NjbYqTURSTmiUTKMXigZZCbeMQs0v4di1AkFvfTrkoRC2NLU5hO/Kh33SVL4U3WyfRNpByWGL0epNqrH3Lc3VurVA1GrJBJid5qbofGjUdEnWq5FOJnbu6xEMKXqne+IQxKR+86mNZXFBac+LOw5tU/UftlXXLSl2vJ5aGcMm6aZqo9lW1HekT6KetP5+mjcMsAUhbCRfGDo5juNkOx1SfER1CNLFuGzePU9m1S80AhqlKgeDcfozTxtGUYNt1IYo1XEkhV0cUq/RKTkmuLSQBZ60IFPGtprWQdyGWxqLRiFmUoRzZOpVDRmtqSI3hURsfq1iEca29wyjWqAwAyLFDjhIapeesOispI2pLYoWS02ZZVduUVJPXPOeOa1HajRk0wNuxSuI3ryNQNCcIKYn8W3UGBsDs9yWP73DogKPQVdc8LuMT7zIpBq2I1gQD4Ni4LTNr6FU9leQtY6wzmGsDb4+t8fEAnVLV5G7WtGtxTnRt6WjUk03EagNIY/W4ysbKkUMXQh2s5360NUPeCE9ObbnOKvg6g79lXjbVFznfWnMytatuqrWxO+KO747f/p+4tDl/+g+//4yGh/Fokz5+t7z7/qcf/A/m8tsf+q8/+ybYeddvLzP2OmfspyUsZzn9l3/y8HC5XFKzazpi1P3WuRR5s/5y/9F33zb7/Taf+ziE8ZP85pNXbz4+tU/H57/0y1nb/fsvQKxsu2daP9LW53Hidb91Mj5foW2Ww1vsr3RFvTp4RTag3Vv/K5EfdnQOGl15I+6JoW8afDdJXsVVR4ef/vD400++/6/P9HX37GpznCG2w3Czmw/BmwuavnASd9W3V60VaN57xuE+njEtUX9zt/lg6J5M82fp1eff+U/+8F/98avTI9xGwCtYq6jSrSa5thFVaSLZb2ZfPDQQl3NkhkWdDLqKlzq3mO6PhRSYfv+QaaNjBXPXd0sCRdo08yUnz3f6lg3lkmYC0J6grbXh8oCN7xKGuAz6krmgrTfmyQyfdzAsxW64X6kXnBpxQaKDmghJilLKNrqmWkzpiviWfJZIy8Y/TPnOw7pmqzd09/Tq1eHUKnMO0Eb48lWC43FY4QzgATqARUoCWAEswAAgAK9reFrhBKvF2l/A2BBd+fQSPtyadaxmBd2DWedW7HT/8LQ3bzP6MioivJSLL+vxncP+SKmKvgv56W0/60XHGrSFeWZCewquccJZ5yCt3qJZnTJlWZQdAARrbaCvdC9oBfys3QbmsVCPqWJ2aKuc2RgXYyCPGaINpmwWWTvVEXEw1uAlEellW+hSZi8yZnKu5JOQcVjjotBPNDnteUnKDVzJmIWU1gBSrMFCFwlD2II+cGq41nmthKUBncoB7DVGLIYhKcspndu2ZUgKgaMoJQqcwuKsW5PtmsKBxYpXu2kar24bGDNoVFEuWt6zcMiVippC7DticCxFow117e12LrETmA15is1qlUVhxnpcDHoUr2QJUgoYqcx4KYpLrI03IroUtaUYx9gaSGUG1TpQkUfnyC450lQWZwzEanI+VDCZp6InThnMQKxRkTaSQjDDNqdLCW7np2m116QqMciO8zipoW/mAMa1MJ+z9r2h5bzbbJaQr6weOV/r5uxhCWvd9m4J5OxCqXdtXouX8rh1/Zp509U4ZtepkKyjgKKKolZBmErjzLwW70GkCikHLoXqe4wJW0MzCwMbLInJUl5DNY5yQYKk0NSEznFKpvVlKbrVnIsWiJyLMt5pFUpsNKWqja0158raKJ0qe5fXVazXa0ZFqYBiLq2Bt5Pymb84JHlzmM/kQAvjCmUF2AO8b3fdvvD1Xgt0m+aGOCA/6VxC1ascEiqnByUXTtfopxI7wstZ7/aSI6x2f1PDq9Xtu/ImKGuzYsPM2ybGhEMzj3FPEIvWqHzf6JzWtmkfYPGlG7E0S3xVjkMnA9lK572ux/Xuyi8zdx0vpagLl86qL8fTs+3VqPuGT1p/2asm6+ZA3a/+B79GTfezv/e96y+Wx/uYBWyFn/8/H5bvHL79P/sL4Re3WodVVDPPvm6+uL+Xk/kHXdi1y2k/PO/IbxprXU50kvrkcv+v8/ff67/28f2/GAz4uFdfcx/87Cs//NPfh4/26to9u941Gya7G7Q9V/tE6IKba9zch3F7UwdpH8u9XE73vPfhjbS3H71/q9ajEh3XL79cx425+9kDPm83Hb6b0mhNq2i3fMqf/OF3Pnv1+d1vf3iz3cGYjAsb8/QnP7xv2+myuqvuePuk6Vq1dbN4vuv0KQ5fae9S7O+UD3M+/vA7b//bf/Cf/xf/4vgpoEDL8MQ32WdjtHaPa/vhqS7b22dvz+PeZM3e2WgHnVbZmu6C6XrNi8f0yLh1cImG0wLu1ohuVHsJ63aDZVWqEU1XRR4gPEW1GBoksHOQFm3hiP1VMUdRG8xJdAOYoFvANnJ7FnNL46iczlPjOsH2CvkxrYNRgsi5NOgnVTzzCtGimd1mk84Ldi2pQNmL65DDpjGfLUcXfOB15W0ufzKGDNABKIADQANgAAiAADJAAdgDnkE+cJBnl9xpzs7P9KzGR603hpZGQwjWQSm12bXnhjfBfv44PW1Vav8tE67QpbtkDaondnuYzs+unIDFCo3WkooabCq8bz3EtU1AOiVSqjTiORayA9UIqxSrSXU6q8qrLX1pikq5DkCsGCAIOtVynpCkWjarVB7XpBxaNFr0XIyiUUShTUqkCYuYvlbAWqW3MaktmWUMbduVei7c7amvTheAgrlkaRzrKIvFlhvwucwojk2CGQkVhDlSbz3KXPjGmCqgrWCWMmjIFZpKhc95aXfMJ4pONTMf7LRpIabcooUKs+60yRG5F3WUgNZzIYs5gEouetDL8rjvujNC7YofzdqmLXZjWDfmai2zBTVhVTiSsY9TJq2BIhiCWLMin9uIWCwOAoBCBAsoVSypk16NMKKuS0lZRHOzUlohC1SvtU/xRHL9HEhzkY0pZaTBd4qT1S3a7AtWZl8RRdl5Sk1nc8xApcmxUHU+l7LTfMl561s20a22NWad2F3ZOOLW9akuZLqiSx/hrJR7vKjel7KS60ZKJivjmGMFN5iSshsUzlrsClUViNpjiUJWh5V1lyEnxl7JHGPvbMqr2K7mZIqqGqGK8XrhRMZirQImYyAwHmtJFawjKco5XWJFxbVARnGmlKy7pkYG1KzE5RIA7ZJUrXyOttwfwikhnlfCk2Kq4AA0wCdyek7v36pNIdTSj7p5KvEE/YY5Q99h5CpZxQ/t1QxhAAkFr6/aUKr2dFen89Jtuuldstdeppy4DqoZg/WdxoL66aYJovN4KIUfg+6gfQc8oE449xu/zLQbGkd+zlOL7TmUZ9cSF903DRRUeOisLYL7xo8pXQ3qzM8VDpVHMnBrmleof/G3v+bV4Sd/Z4Fw5ssFBBjM9EX47/73fwi/eWd+/SNzFv2VXdi9e7Jryia93MnBbZ65VEDlNDkqCp991Havx8fm/PYBjuvSTsT5MJF+a37F/taHv41bdzPAIcaatC+duvnlOyXn+XzVRZK7r+1e5PUH4J59pfnVL5qf8nJ47XU7lYfz9+VdeHdZ2q9cf7BpLuXdy9uu1HYsyfhv52WZX3/v3Z/+7E24t3/u6/1tr5ucAJdpf/7sp5bhoNVGx6XrtkPtPRT66k6Xx7UZbLPOby38aP3kj77/dz//+//p52+mnjMEgAKwAXgV1+doTJneXq7vhmNs6P5w/9G1z2Dysln70/IGtpv4OOUbqY/R9DG6luBEO6FZwhUVKPamprPutvW8SiO+NBlHW281HdH2sl7kqknj4K/ejXzrz8k+vZJ5DblvVSK2ym4QzoxPdQRz28ZptU9SHvsGo7RPNvDmAnsXohkM9jaFyOmu3Z3D6ycOPmO3K/ESp84qYnoX8Ykx56vmdB9PRbo0P7zJrYYYYQRAgBYAACrACeAlwArgARhkB3CKdAvwmMADdlBfYfesYMylzQRGl4XZ115om+zbEFsV7xfjMM2Im4Jh5kOsv/JEVcw32qrCRVVgKIKd5Yzq1khM0Tg4LSVV2RKOVB0b1UBvsJBLKUbBdVle+u2l5m2icwu7bBfOCgzZnKeETKRrCwQaqwaQDYZgtIrjqnUTPe6hrmuoUaJyvgTXNyFaUxK2WU2QqMMcxmydFgoyQdEdAKrOVQHFMwuui9qYIeXFmW7J96wCZQplAXMVz7ltNkCXyIMhqpBFZMyLxzbBXN1GYZrWVHhIFFoeqCkmqMgBWSE1MKKwyya0uh0htDRHrolNx01uiuEO3WMK19tGSlQD6MVMbn3m2gnjDcClVIdlLVSg3LTtY5y34F7F3HuqFbIPObkg2bdu0TgwDppLOmLtUsNt5qOzvhhCBtQ4rmzpyrhLTLqByk7t9Dqrtjkm17fUF8LKS8cYRSm4q3Iyeic8gzNLdLWwrm6k1oZHtp3KKYkQcJ2lGKR0WVENvI5AFS/l0mSztMlVJa7cVYq9ZxWVWIfJJklNxtwWrYkrGVMwWNZJAYgqutZSe6NKrVJt1lnQAlVVZKtxqlkbn6E0ZFZdXWFxOnDVQAisBKqKNltyLFmBFlWy0pRKdIlmW0krNBSZW8SQi1VWcvEM0aCfhKcoYYFalgIuvo086Vq5q7D+/zPqu5sbvJZ0foVffbrpsLH1gu5K5SSNLiGbVlGwfH2p0tmyJqWtW7MCC7rCu0xDV87obhyd1tX5rpWodZ/nOts0YH4zxYGmy9p0nVojhma81t08xe3Gx+zbwXBOEwWHdZ7WrZvffq6MPUAcLVkEmxvjKI4xGmpO88lptgzOXWVUVeDp8PRR6IPfWk9fLkD68uk8n1MDMAJYgO//4Nh/d44t0K80v/S73/4y+6snG7bDtgm1MgHoHKbHcnVzeNnsr91Xp7H+9LM/3Xzz+bPb3fYr37qE8TJ+et+MfcunNQ0k58DbO7PzkLJ9b/u0SGNhcfo4pc8aY/t2/83ht8Z1dMf/FPbfMsr9JLxd2JrH89sFK148Kbd/dPTsyr+bl+Of/eC7RenNb7x/3TZpDXX/0dc++Avh8L1PfkSXPj7rNs2dezEodO8b9c2u7ZAvfnn79rvfeXh3ntsPu9Nf+JefP301fCnlccpQAPYaCoBoyNaU1a0fn9pe7W6uaFQ/fXvZ4578W/tQeljPD7adaOnirbbzSZkE7qEGqLdbUzX0VxsiuGsl0g5htkWNWLatPVzKjZ5Z+Y7PYJ9kJbc7824ye0izNN7GOUhnL8b5QzaNOR3z9sauiZ0yuTEGq3GqeTde9s2LMT90cLwIimSQ/mENLtOs6P1m927Wmz6OKQOqnaTXMVz33ZefnHyOr3JPl8dHNkx1YMgAFoABCkADUIEIOAPsAN4BDMBnmBsBdvwazRNK01xbrQsKpHIIpTdG4/7+4VxtSaDKMk9t24X6moMp6tvXW+7ohmBcHXJtam4MMbsIcK1RZdk0Mi7UD4nPhtvaKyM+D1kvK9l2InDZ16tkX+fYezoTWa6z46ZRSuy4Bt+6VNApPRfTpYjWYU2FABA2vn8g3jKGSqUiG19DIbBxzcazYA0T6NY7y4Ud2+ToNkzHYSM6AIT53jkf19p0XQRLc30lZYv56AYXq4idiV4YOHGZptA07kq7WpfVEYWMLUFSk1JepqR6BO8VXwh8hZVkp9QKjTXrEslZpFrDVqnLPHqHcbULud5eTrnclD6mo+hrRfeHh31/J5OQlX3Fd1gbgct2t73cj03rEyYuiVKbm4e6vm/dWdBZuBTUVJwgmrLBMi7azFjJtVI56LOmTYXDMruumdLklGSBmFi37WE9WRWMf9r0UE5ujYq2JUox1d5Tc6UwAm/UsPLKzAYoZ/BYAlIvqeirEsYKG1LBUCklNSzHanb6tOAdUfFVrVicgixsRCV8BHBQBbA0aknSE/KipBesElGwFFZUkExh0hozosMlCCEkLW1U0lUVqmjMhXqRswZfqGKFDLMxVgwqIcbEIopM4uiqXFB1IAWRISdxWCfHekVuVFqq63BisEUipY5VoGwmDEuQCq3gVKIN8zFelhTLVMQDLAA7gKJg9x99s/vO8b5z1mir6f9L0580bdsm+X1QZh7jOV3Dfd/P9A41d/Wk0tSabRxCMtgIyQyKcDggAkeAFSzZeEMQrPgGbNk5AhMsAEEELGSxASGwpJbkbrd6quqhqt7heZ57uK7rnI4pM1lU1fL8Akecmfn//f5iuw4SSMC4dByq8761q2uuwZwGiRhay7Yd2b+AuSeXNXi77il03hmFjKalRYwzos8cPNZUID44SBCDBOqfdx6j3zOR2edbRWCytgAR4zMP3i2tKEgqOBj+QvPtmRTVtPpj9RZ3aJ5f330S47mzYykt+gdzfPUrf/sv2fLPtv06THtJyYvnBOysvh1NwvVH1x9+/a/MwF9Mdvr1z8/fCjCcT85dtbO/XX5v/p3H93z3Nw75DdfwSb38NNuP5XA+xdr357jBUp7vw7Svm9gCWX/8/Lvn+LCtw8Np7MwnTOUw/eVi37zMP+4OX5378MXXv3R+81dc2375293t6Xfe77pcb3cDUKxffvFRQ3pvG7n62V/8y3r63euypJbyx3X87MOd+aPf/pM/wO+l3/jWpzjFIQTC07mvr0x5mh/Thx//f/4vv/P0wz+eHtfp7/7JD/7+f/JX/s6/+5Pf/Y//4f/2P/tn/+Y/Xx5hizCtEMjNt71yevjOp2Wy+sIvDt+qm3U/AstjVwMfXjAf88hx/nGa3pnyZU0HenvUWuH87cDb1r+mvd07upx7/zy70yQb9sezv8keOGsbPH1F5jg3GoNJGqN7Qh78GA3c7+B693LlePKvl/39XbCXApX0aA+L7lP3sEt36B/mRb33Xu1s1oDrrUpXHhc4HAdznUPAqzX+qhDBJj+Mql/mdvji8mFLE2eRn1+AHUAFuAMYARMEB/vPoLB7gB1AQR9B7xsgpD2cDzFfNom9qxbHRjXLS346H8bnJzyG/JPenlkuTlHDn3OHvrNvCt6meL+VzKnvo6IzkI7FVmDT27pqPOn14pzDDuBllZHsY8nfGs1Pi58ak7oq+exwKTSSmYUHUV01x8VYaql1wa/MZ7u9lO6eOW2tKB+C/7jvU2fqGoMXDW7jOcCQcj0EuVV7goMf15I3rGOi4tSu9JVjv6q1CuD7V4ZWw4YKqzYNYVgIQzeV+dLUG0RuHwwFh7JmVbkE13U+bEWmTjgJ+Qip+jPUtOf90IeeoQbrS7sBxLCvCbyF26Z66LvH+YpudPUn7IZQ0s6+N/alrNPQmfLjrT6o3/blfghSdXEQGtjBTuttN+Tcdd9JTBnYX30+tJgtDwQXqhEDNVwd9y3ULEfXlkqvgnvKTXDtWPdqZwftspohdghFKxvc8+yQlgEPr+5ma8DeitBIWwdhQX0IXPTQGzu3pTOx6L7B5jVe1T7Ecp3Po3sPPhJXAN0anZy97vZhNHt5HYj2yhXV05jL8zSYlOpImDEatwPZufljWOfcH/26M0TnpSgaZ9zC0jnncjGHuOyZQnCNqFQYbW04Wa1bYbIB7Ji0OHCNo3e5yR7YFTBWFW3MvAWCjdvgXakaSJolKeSMJC2ji2uTaPZiA3IhNBWKE3MTOxBeFRvx2nArF3oifF4KqkHcVAXga4DvfHNQMvVvvOukTPdxN3TKdSPonRg8Fo8HMY9kxtxW9F0onHpxbqB6gWMHyxPYA2lnYwkgra26DeovJlDZvJ9EV3IPLT67Ne9+GnMqtnmV/aVSlw9m4AGmSjdN/Vaz60dd9hcPg051ymE32/GZ0tjj7VLFd3HeL9L15fjHP/0RKmTlrmu2Ti+wP4A9/8b9X/v1A8T7IVaIU7Q1ATnngjldylq/Kh9/srxclsufvnz4F18+fL788bruP/ogUd4O09cf3PLy8fX/8LuffMtoHn7vffy3z78hZjFy8S75SgVLJvxGxCwfjvr8cv1TU8O8prvTL39y/EHB6cGZCp//5Mt/2dPL0/77+tMPEiV9bFe/xZ7ZHlm/ueOzO3wnOPcwdJbwo/vx69sDy+Wyev8tnDd+n//0O//er/QGr/rL34i2teevLtenP3n64vJfjPWT3/5//fPf/s1//dd+7defxP2f/rMf4t1//t/9m19+48/82v/sf/kfPv6nv/WT9DvijRethnqOQ4J+2dd/Zfyv5RiP+4dt+nSsf7CWvt4/22VZuwa11nia8k/K2MUT8ONq799ieTR0GreE9ABtp1vDMFKCMpiyFB5CyJWMM6n4neW+Myu7wWltr8nPXm1qTwPBph5xJrx6K49r9nHowMyNHIZE+tDdNb3eHfy2b8ZfhzoRlIfp1XW9RNhq6YLLNdu9bUOgoiZamh7G7vFys16lrKg7wB3ADHAF6AEWAAKdYSeAEcADZEe+igV93Xf7VjwEMrIsqrDBqi4OG5nrdT4TXmspdhM0LsEXvH1O1I/HHqmrcovu/rHdgh99K5nG0XCxMkDHgZc89PJxpyFyq04Nvxp93rej9R+zTiEnCD0mQpMKHLRk0oF8A/WxwYwwub7yS5HB0nU1x15LIjm4acU16YnoVt3DpHtFJu2hA8ynUyje3UkDm3VhDwegGrxLaqfpkJcN+4M9ALzwdgKxRlbwngFzbWSq3bvwAJe5ULGOI5q0y+owWiPpBmYS2B23wtbAugFQvqgLE0HhaJoFntvQ+ZJUfXeglBL65iW1jrps18YPHb+soTcptyCdifOSPL3CuIcaWK/FdEQhKkv3kivWLRI+PXVd3KTQB85nT19Le0PcrJvolPbVxXgqetXceXim6Jl/OufjsZdECbQDPsvQTfVJyoZ+IPucFlFfZTucXGnlMHbLT1wXJ754Pumx6y673J1BEQ/OpW3zLodqCkuw62WOx/4qPDmVRooFgocFsHPlqfQ95o1iJBLRYp6PxtSWehrmWsfJtOYZW0Bcm5/otjQcBs8VrKss2iB4A6m26GXJwZmW98UEii4sGaPfKuNgZQW0mJFj0eZDK8UMCLkU50AkANdgfSpr74at2uhdK2KgojGV0aJbKvTGFA6OW8Mu1eoM3Cp44ssGSC29YFpM+cDpun7YM1ZAp1CBAU73BJ+diAHf2FPpq+RD9BbMgbi2YHkb3fS88JsjfVXxFLpaSUF7wCX72OHGwz00oLDXBTDnnY0fVo/dfMndAeou3u7lkSXssD/kF3V2ZPdCtvPMFEt9wWrfY3gH/sXSlK8Xrp483OjDtL9ayscmE/n37/cAqvvyFfPrg+KArzJ8nX245rWgQ5kGvxvzS50r03iHuiNaWpi5dBDg7kYfvxfM9SF+76/bPR8Avwu13HjwT/m//uOP6z9dv/r6fe6/inOGtrs//OlLnz//pU81/+jueF73D6Xx7EaW8bNj3ZTPEJ6WLjrdeS7S4OPv//TL3/r2gWb76tBzuzz9AW4A40f5cCwCh+7TOFyk3ftpOvJkPnFGmga7Lz9ZPtT59417GXz3Z3/jNy7zbZqW+4e/8br7ftPEuvUYb/t2n/7f6VqHfPzNf/x/++f/v6/bs/zL19f/3q//7Z/819u//D/+7g9e/+rxnXaf+L/zl37tf/fT33E8BN/2mt1Gt57mP5L+e378oy61hp+5V19o6Y9D2S8xjyU069yS8CmbUbnXnxzkk+OEb08OCvVHgSTNbMfPxvz4sTLucVWwoi870ySjrOrs2dFLq0dc94y+D07HTHQM90+FDmCthpUxsFE3+DZdLYwCyZteodYPitCTy26KwCugxeTQ9m5ikSatg3jliogvyQ4OGLh7c4T/6oPKrEYn7Rj2BcABjAAXAAfAAGeAn23/MsBQBbv7695ouwawG9QywxNsnzlTRNP+5KBzUD6AxpdsILxsGaAacJsM3z0dgjI5CnvNBziXomYYXCpNJoJtr7OFY19ne+zLnNiaoHmjLchAfrXYNSDoggPovDZ1ydzUjLwXlTiw3Twewc5hd+ke9OUGh5PIDekgyKYSdB5SM9MAXAi4BmsqsOV4TVuobcvQOSBDlnYQ3ZUGa/Ab78Y/foHPjT0AHKHPuEZvXHU6sBYklF5soeXdWD+maii87GUIMLFstnRMV9kGjlnUMjTbgckOXNFqw7S27GkT1lBTrcV7MBysZTSDroxEXQRT/Zr5FExBtXvOW5POS8NslJpk6AdTDNOewdhgycDQy9YwZoNODYzYlsqHAFt13eivdeuNbHtGYyeUpjIutXRwT1TWzXUe9pwsnKV8EB1beKz7gy0IxplaHF+nu1/+HJYXGx+IOLkjo/i0l7G3+27Gu0DLxbqDKGWGGBOKcd2eNtuN18qDw2wdMhTPbc94Om0pGasrJwoD2nwQfZqmu2VrXRegVKR9pApmUl9L6icPrSpplUqGGIhz3YPpG6cYTdtCDNpUpUFvXW6dN6UUG6jVtQPPDoPqEtDmBj424IAgBpyU3ZEmli6sZUdrg1RQAkLHkkLAkqUPuLbOQLOFJLro8HZD1G1ZTZO17kMWTf8mo+MAsFUgAAWIvR6/P8A3XQw+OX04dDg3PFWBEIJE0y83uZ/6DzeO4ZC5GsRz6BNfIphU3OuuXFbtzC64lHxCuhUiv2IOXSAwA41tZ3O36Nbbbqn2PurzXo5YOEjKVxTc5nbo4YIwtPmafYeuDM4taST+IpVj4QuAbcvlMJ5XuSO77LXbbi+Gx9t17+zrANq8Jz0PvhpzaPMGdw4uO5zRsJHhijjZ+DiX0YZtUWw2taUY6O0l38tf+Xyof+MNpof0/EtL4kzt+nV8c8hfvzdd/b0f6U/6+IPb/gcUCFU+xnAf5GOOr0a7bK4fPjvgctsU+Mf/4vH4Lsofvf/g+47ITUcNemha76c/48I3PnGN9LDn25ZvL88/HnzdGngfmr46wSfm7qfbD//5sUs/fMK8fHCf/frr/m4pPbkprvO4nxv9ideB3333l/6Db9h/fZVvAL/5N7/8Lf+PP9Dz+qOwjm59v9WfvLo3iRM+8cOpe35aItqD26Txmc8vqcWnuNk22uJsPG20vI3HobX7sR3gcO7A9A+wLJ1/sEmV9zxzKzOe7sLli9Dd53p95WwDIDQB73C8SDjJ5aZw8tMl4YCOqmRcjmgfKX0S4kspwRlkuAL14CX03+j9LQ9j3RrxutnjUDKOI12r+o7ow653/rYXtL52Lj6n9c0gXy7ryfvE4+CzPfZxoeVrGIt7kpuDn0sMiwOsIAAIkAEqgAEoAIDwst8eEGdFB4yAkWBU2JjPHr5SGGRx4A9sMOpiqlnrCiDAn0/mvrXh4OIGeLCwgDh7490YNZjnpoyxMKy7T3F5MFZAqw7Nb0cvWzOTV66gtmAGdiEkaQivCLbQexYomF3tVineevG7y3dD3HM2kRFDyzkY20SsgZKRgCEGuSWx0KyGGHOGKThpSU1WfdCRDoR5cO6LP4XxtRaHvwbwv3nz1gAkJ46V0QeMVnMispte7T4aWBV6ByraGDzYzbjOFqsQmoAGEwNG3LcSXcf5KimAC0i65gSjGwuyIVt13osdtW1MFhrpXiGILqQMqKhaK4l4cSaYYoggOBB19WhsVjOIvcoOpRUqzLoWU0gPphecwXlAuKztCKjiTCRdW0IMgLdOh8rXpcrR9rmurG40+0XN0JaEHQC3+rUr7/6t6ZO/95cOh7vb7/2Qf3Dypls7MGjJ2uHw4Pyxllkba4c4bwWj012VGSy1QsFiHRkW38yi26vj9HzhOO6mThtfBtMxEpGBvIdeU9lMOASElvdxGLNkb6PRarvM0hlsBrlqdWhqMS4WVQAyWAwbwUomKFpsbBRVskW3qXYAzru9FmMMqwYfCrFX9WAycyKKTTdFcmyQNoSOkbkpWSPqUTN40RSyeASskKHWp6SlwOMNcEtf/Lh9+C/+9PFf/fHj3H52++0B6Ffuj//hX/iVV+5x2fy5Bwpv3gw+OlPTYMeEJZhwK/xgpSClak/WLhgCplJF0O+t+mLUiPa1B/O4Lkh1rpYc60bHV5Qawd6I0lrcq+ND3nZrXG3FYdZqStrROVxz0LaDncxCFTA7rbJIg2IS5YMLouiVR9dXYWIAdrI+ZhtHkjp0n/36nxltW2bl/U+f0H3q5cMq5RSFHJUi2GULQ9sLjsOhL7nlDYOfv07wGvKNwRW4wXrvTIk91GTtKLx53dicQ3Ah+mWRl0tdhNz8tCc8+uWlbRHa28Oh2gM1uNm7z+8+Ptb+zd27p91K/HHwh+iPd4ep83/2zcg134Bvefnp00XRuCXXe+7ff/xhefziw7/60e3L8rKG5w7Hv3p//yuvvnOo+TJY0lO+PT2uhzE+PbfzN3ttbhi1gil7bhxyi9Gtj1/Tn/luK/HTD7/19Dt76dP69XM9yvb8e959Y7Ffev3uOOZrPsVwcu9iV/r+4UzN4bcO5xWqAwqhEYIXd9mfvPLHdU9SNzqCyq1iGfGX7/TD9vZkt93wQL5qydrejeOlyNiFDewBK2t3YTxYzRlfTXnjh8kfkCrCZyofK7hTeDuXeYqfFHEoWWRo5Ysu+I2p9+1WvOb/qtkjSkn1Y3Cjo/JcMVJdl2Ld5syx1fXjP/vyt//v/2X63fIHL/upwQ1gAFCAG0AGOAF4gApQAQLACWAFMAAGIIJ3UBGIEUbtLrT2AePuO5Qfa7m3sQpl2XrouhF/xb+eevzVO3oueqykFh4L3IEtHg6plCTgBEh1BRniUnJnRMhFAmvMqCzOVd4idNk7XFcdO6uJOShzb71oOXm7gphCCdA5MAK8V+tjsxmSjRElyz5CNzO5IK2Qp62h1cZWzwQG+0WTFLa9e3DjEwsceh9LyOEfvjnaI4BFvLn8hmkGY5gVrwlx8u4qeo/hfS2+ZjHDFeXk+mTnKeNcbF/1PeBd/FmFuASKe9kOBvcOBpfXBp3TvMtuYLC+YB0d1RLZbKa0NXIkm5uNsV636rviaUxbyUGhZmM7gFLUYjPVmJbNowPbwk25C/2cjRy2rvqt7I2UF7gPhqm9VJrOqreUHaqgettEL0QwDPaWku1Q8bolohplMDYTmCLpbB2ep4Op8/K4jj6sUN61EfuVRBmS2pa5B17s0W5PbLuhdjMX57OuAw+N2BZcepw5DkfBbYZusiC2CI/2sNo8tEOtHw9u2isagL7Z5NfoYyqiZAqIA9DV1VAHlYbqABqxIwds1RTN0QQNABkUtLU6qJWaQVy16kR260ziwWMGidavUodqbh7umiZSrILkvG1eiEh0Ex+1AEbRpKxC2OYBw2bBNADnaM2Dct1mJYGnudHTJu+feWsdgEVwCuV8Gr4xnGS5tofeawXnj2qcj1DF+E1dYNzVjXhcdPeuj5KSAZPL7qyVlMkOcV0KxKHlpf24cAz8YaW7o4WlaU8tkdSZ6MiuHQyV/SLcNhtF1KBbbQm9LZJHpi0Y22ydu6SbSW6pyV5zO/q7vtfZsdl96K/lFm/1NrM7IM6epmUfRhjw41c/+rIIHaxREzxsYUqy5jYQLrUKO/KlPqntYrldd+sIwWyEJ0i3gkN0M2OA9LT5zru251Kz8Sb5QwDf5pvLPaD0r/y7w6vHLX5iS8nfGdv61Q/hn//mn8z/4p98tc13D/H3fvU7/4P//n/jIXzv+m/+9x9NeFz/BGt+/c3jd1/9wSLOxVQzXD98yL/1449Df1z9D89ySoef/sH+J3r//b85fe/7rw+TXLfa+XF+yW55bj9ZP7De+26+bJ98OqSflvFts+ugYk/BVw+WwIXTNyZOTqf+cvprb38Q99a+vTWOvm0yBVuXnTuKRRdhiYTNgpdYZR8URLkHWF62ZZ6LNVJjw7T6EaNxgInBGN8fzEHtV0WOcUl0sFD2BOKEoH/c1ED+ONsplMcSXMjHOArhCN3HVCff5jzfDw+ghDoFJzuXY5hq871vWzLRG6G7uYIx+WneY+Qb3HWWpIyNLsiypnTX+afsOneba0RkHw90XNPtUOnjvXUF6qEBgyVo94AXUDHw7lu/+sWPfvdnt4FKKKJn8AJlAvgC9C2wVSqwO6E9wUD6IylvAbixhfwFwAH278k7muyv3runm96FWtXXtN15p8JTo4vS0KlIbJwhiLQcAxVxJ6KMFLAs1faG1R02XjvC2bljks0E3xiMRWxo3GXXXilbG1uxvl/qhs6Tq7xB9pZSqsb5W6vWYcsMxhru9rQOxzFtO3qgmbMzkbpP/1x+/KGtNVc1gAmsv7+zG0A24UDw5Qb9mPfVDdGZzNcdhuHwkh7v0LbpiLUBtqLPULrnWuLk217uI+0bQpdrNUVuR7SPwfWqtxKcbMUaoHykuNfklTfGcRRsuO92OMPzhzoErglHxoucEDYk0zhH9C+53JOrJg3QrsXHwfezJMnowrpsUXnHzgKvrFqp7zgLx2Z3bjabFaLjMoc4twQt2oc+fnh81CVVHd0gqBaPL2WpkGZzEBDYwdu6yyBQB4/c3Y0FPoQ8gGnGOOqcdWvhLqdFfdTnTd3gLnM7BcdedW85eHNL49FgQnKhOWgpgbF1Vw0FqlkmT3tLZDtPsNsQJTdTOwmPy/b6/sSAzWwdhKylN2YHilAVG6kzKkyWgKuBYCBno+g4Z4DaqcmuORmaqMO1qHe4YoPdyEFp5RRNyLATMLayC0TIGTAaKtBCW9cSiBQriBdSv0nrCPfqlny7XeUiYFdqvOeP6zy3F4YOYFewAA4uWc7y2f0d6Pt2ChNONACqqGxCJ5Cr1KPB1D5CHGHfNlOHwuLuPF+WRoNblqvq0K1LXSw69GtdHjpS46DfWspb39/F497KCWiRBtqXtkfFTEYwn6FLVAbo62k7VOS9vDfp7kJXXrujX108Rrgs7DxTLT+5ymdn9x4gvHkN+SoPONyPs9pXHt5betXVq4QOt6sdYdmJ7GKu3W6ro17NZhbTLEvMULrmq2WzL89NyFFYVjCivihUl/YSYegAe6FiwOeWSy7TcCZsuNbtYLWpwmQ6OHz/bx7+/F//pae/+xd+/x/99Lf+yf/j5Z/+5m/Fl/Bs/uk/fl7z08erjD2ggHrwK3z6A/ir/8EPTLF3P/hz7ur0l3q/LO8/fHX8e+Pf6t+qmVMtj5fWu/3ytXQhFzB2HHuLe9STv9vA9G9lL2U4WxSajXbVrkbdvrZqwedceoovXbIVsjMlp22adFu3A0hJyI2jPd/yZXIloU+Sbg2KkDfpqYwJveS6ObD9/WhSbma2ONDRumIV3lc92ZJa57vFgKehlNS3gKSegQPYuXFnmdphKbuXg3Oh061JT5SYk3HXqmZr60N41VSNSaViF4NIUasT2FtD9LRXEyxdt9J3FMTubeo8v1Q/4Pxc+6GPlJdG+uZ+cAd6fkofGUqDtwAV2hXgANoBBIIf/uh3O4ANIAGMoh3ACoUAXqB0AAXgCtIBKMCE+CylB/gxgIPaAbwB+5m/f/em+/VT10q7iwVqD5h66xzj0OOXt0KEVcR7gQYGO+BGRg0xZBVTTOeMq7l1nG4QunnPw+BkwT5q3UgGDujXwtZrFR9QLjFGSA2tYxi8+5C5o7IH70nVR5PzZlC9Dmxuphu5NXCOtFCP1FyH5nSlxQsOE9Sc2H3/E353sAlgpbRJGkf/Aji5tuzqnB+J1rwNNAiZQKVQcGTXnCM0K77U2vf+ltPh7Mszw50/ZL+VvbfNVOdU9h1sT5Rt7piLFme9deu8s2pEpZ0ebPxQt17Ki7qoa91DcLuCEYPviq4NJvBZzOlOOdMV8mBNyEnRfAA52lbZj5GVre5aR8Oid8F8bJtD3F2g/WZcb6zw5XkxcewI4wEvTxtog+vaaudI8/UGCsCncKZhD9w/fSiH7zy/ZzNAZD3YUBrX6CmCvoge+zQv3YC3W+4srdS6tdXo/bqUu8FmHAIvrWEBCMHtLJ60qR4Czgt3vbP6kgVDe8pqR4S50t1Yt7rGCAFgzWkaOWXnAyfGaEhkRzE2SM7ZY7eDiX6tulZmj34THJg3roPvspLDBm1gUweSW+PRYeJijc2VvY3BlVRtNKWpOKSVwfjGxlNqHcKl4YT4kg1xKtVia7TIrbJ8LS/PMz/n6Rfu3ARAEs6fUuTMFoaGikdwbLO92vhZhLl0x5oy5hgMc0kyjpgvaCZNC6IP6f3srU9+1w0kVJkLBcBKPebqxeVwuIO1ANscr35tbAgoTA7k2OrcNbhYPDl8eeZDZ1+WzXThsPXLHU6G5QKns12UDF5xs1sIw5E/rnB8Tc/Ejt3Y+4TudMCL6EDhhUzXdzlBuRWaOuN5qgfbLR7cZXkmA9JDf6BuKS+3jKhfwz74wQB9LcVioAR9OL3X2ysn5CcFpoPHkoFMPRTXRHy0JVdXsCLpbQ/mVRuTXT//1vTuH/zab/y73/rNf/Tj//L/+X8tN5r5Cs/qHFxmAASzggMYb/CTf/h4/iv998e8Mc9/8uMPm3HfIpzpy7lR45e62eeXj6PSwZS0Sgsnv3FH1oYtNNiWF9O7qZPqrgFiay/RT9K+Ehe7se7WjC7M9HX9shvuZ71M8bR/tVq3bmVUayau63x749MfvjB3uSqY+IYMALE5c29NS2UD0/nS4NR8vpPGlM4jPm10b3OpFvpuMmaG7CGSWQ7xMGdGMJ1zKDWarvJ2irim2VuXireub0lXB8eqNoJdh6zXiJbAKDVhwzRalWLiiO1x38ScPVTv1FRh7x3vc0m954UtmZkyLWRdSTrptw/jF9nfn8rlGWYGCzACPAF8AnCr6EAvAAPACKAADLABOIAjQAD4CmAEygAZ5Kei7wB2gFd+2soWgRXa+Wy+0blWxDlOX0h/2IQtIERvHjOPgF+jHrDHWiTjEGoFPZy6j5u/s1mldqDVeJQSsW9NbB/aTiEq7+p74oZ7Ln0MeVEye7Ix7EkNDI7VmstSrMW9moeuFbHgKlQw3sdWm6IFyEX7oKmAbaUZLBv53/wyfTN0D9/aHv/YuiAHC6jkAY4MQw5PzbXneuHgjC6sW9tcvmVqfkxbxTlulNpgVQigl4FgbUDG3CbG6J7m7aYFWa6bZaY119BTx2A7cRCwbwcC3PKpm3owJlK9KFF4h1FwGLuuLogm79lZML6ZjwTB55KT6zE/Q8rXhy4CkKVYGO5NxyuUKpgBc8rWcZJgabnUoflQfEAcsD9icypNmNqWzT7NHxZbWq0e4glsUvsMbMDtDk5Tqavbl4WPKDi8cizkjd+lEKpnViU6mpxKvYvSMD4M7CmyzaOYgv39pDeuFjbGXkm5ANoUrdmbEPQvMxmjtai6ybkp6WShzMkc4t7MMAZ2TbnyoXNcYvRWMnTUamXGRLa22qI1a4meXN0dwBBsKGI6osRhDK6s3ENBQCRGNcwyWLtna8jVypHIaCvJRmdyiZ5wzeA7UVaquUJIhe9M/VfPali2Sq5yo1B9sh/38pyGL3PH6QJwBECAAoAPKJ/ejWTWrbW+u3d0NABmfBPaFf3Re5z6kDvSwWw76cuz6iujCcIJclU6dSkGV9GFVnaGgHtFDXkutRYoJ70mgJjomUopCtINxDqbBusr0i2Mb0xb9s13+nzjNlpPlLpyf3J18OYN1M4O3vbo13HwE679azqPL/199Fb84Wq0OPwArTfuaqHv+fElYa/x3DUqHulGuxncpuJGX/zIAnLNT9nEybxUOvu+GgvlKXbUWhqOpeHlfrA1BJCSPXs1qnEz5wMfGvYRaBVGyBugcIu1Pl+/PujzWsTreved8Hf+wV/97/yn/+CX/uI3X999zoNGCRkgKPQAHcFP/hB+97e/Sv+6/h/+V//ff/5//t1/8j692JKe6uV5S3/ydHtK7vefbiS351W3mhY35PI+Hi7SfRwOL6W7nN6IOVyzvULyJX20rYA89hpt3XjdhuRJPoSW/eELJe8/2d2Ap1PxJxlDtN1txHAHT8fOPnySjt/Cbhz7zZz245FdfzcF5nh8G7zJSTs+k1bAs+1nPpw8WBmnzpy4XspydpgAp3C+pTTqPDkAxIPjJOVgD2uSyXmGgGYDWWP0I8a5lJZzDHdaAYgye4sGoB/RNXWdJkUf3d2gOEvXE26hTm1YKjtVkdSTP1ibQSdMBQogwi/FHcplAzUwAUwAAPAzosWCMkAEWAAqQAbof9EXD4AXgAVAQE4gdwDfBUCAN0BzmVfgHuDPx09+7RTMgwmTX27gDrhSrK1B21eU3vJM8pZxgJ0CHUNso/bBXrYyyZ6bGuZ5bkMvPcUKFJ2kzK4DqI2MWLE2CXlfCoQTmdApg7+z1IO13gborScXhiDz7qoUuYmKOKxN1Qpj5WEgwc62mgmplqEfmo10QVD296/a2wd6yjF8RgEAsaagkVrXh5xvi7XW4lLro55xr+UWi9CQqWBeb0kaYW6765QauCZfa5Z6MrZvUqIbImFBtri2doWSZlnz1iVT9soeVik5YEgCQXPaLiydN01yd/ROojX1tlUBPjuXlULfG+ZVlaq9lmQTX2pCK7mq7d0xVYkFfRgxe0oAOEwEyrZvWPXKJVetgl4g1WyEHlux5njs/NzWZ2OGxme0A7U+gD30TYu1AhmwSvLBB1A9jpMJwiibkSTqOwPrDtEujT2iOgwrspV9mWFyTpp39OLUq6GaeU97AEHZpxGsA4AApZaSAzH689Cx4CFYFuzEDcR+1Ui25RYwHKoYdGR0VOoIraAZfGl1M7FCayLsgSpT513Nk+1BwRlrPHmAZIxmti4kETLOs2glcEFzLtbImrQLdl+sGEAFBBW0jxt9t5dlZeObNGpwi1vYXjb5evn4fr8wmV8cxwLA3Ztj7EZsAuQ7y0GZoR36Vms8kTZtE4k5BA/7prWp70SueyVeXkSayPuVny7Lst0uWTsgssOIUrrz5Dm6w3W2Zlm/FnfWJREF2ncl64W47EZP2/plEs94q9Kb2ppW5Cbm2Vqj+1dFDclqYetc8LRN3RTqMsRhSNPrb07nzBTM6CPoczPC+uUc4hmum31iY6i77vXg6KuFesescj7Ww9StsNsg12KM255bDpAlTihgjPmQplWmq5i00ReJ9yVveclUj75ufhljXjcmM6+Jfb26lG5bGTQ9Xvd2/eLxUtb5cS6Pn/7Z7t/5X/zb/85/9G89vOmdzwAwGjAARuAtwMcG//RHX7ws+8dX7W5EcxzLzPjDrX6t+FWe/dDtrju9unwxX9r8J8Wo6lUlL48vPd/KkuxyMzUhfxX8IPLUbLCHevoejt84Dr/8HqOCL96drE3jGhwjgfGMWou7duK/wLvoJj2YT0c7HEO1x7DbG8djaCue7pyVqiV2D0ip88bAF9w6uj1vRgGIQ2UzxXCp7mTCKvNoK/ijYbGFdrWjsxehV6FscHh7/sEn3V8pecSalzIPbsu8WVg6x6b53lNpzpPuIgNhkcGpHMiB8w/htMnbPh1vkM9hVIxNuGHLQoOjWyWn/QpuGu6HCqHBJrDDz3XQbxAiQAKIAAHg/uc2CCgAJ4AI8AVotBABMsATwALwCFABFpANYAJ7OD786jnenV+dN7NfmvPMSUxOLnQX0+vCT+x74NqZ4iOwqYGnF5OjOYgsWUwHUk2zbvlQXqCYvO1iJ4uTII7GdKEKe2s8sbeqkoG2g4qCcyuq8lCgQo2tVqf2wF0JaDhYaKyGSBj9G4NANa8YDLYaH3zZNrgvcOiwm2iazOFMx3eLXokBDI2TsbbZzfK9D8YIc1pMdGa+GL72KYLmpr0YDh5avUZKkBl63kNpPZB11hSwscm2yXXgKpWtcuUSzUBaDJB1jp1QqRmeRB1oJsOtlYYM3m/cugxgNWJK/CE3X+q+zywijkwYvLh6Z+4nZ7zzkltSjgals4gdemsOU5UkZGwpFbIr5354MgRhLU0PsQPGPthDS5GNQ5xEnLXRdlV0cJZHMuSYoYuj6I6sMq/issokHkEdm6EzyDWEqK302eRAh9pS772g60bWqmpXVsckVksFbw2C7A1Lk8bZgNmyVeXKQt7MFWORCxWsXKXUZniAS6kedQ64k+GIkVxzooxFwVbuAHuQiY0acg0coe41m1AcjKoGOVYoDmzTwVrB6hA5F2gmBjYi4C01tNYaZXFd00yKSlqBWvSYVtKYl2c312R2dykztDDPpIk3FQb4WQV8s4B34+tgoJlrXb01N4OWutrkEG3VoNBtJXgru3gf+8FRlmBM4yUpbi1ThOK45xZGtxfINT8tQmdfFWKZF7XE4DvZL3o+WWTqhqCtqrNE7G4mhqZbCVDaghA7ZAPHngbZ2fmxx+taBXJzwQc9KuVAB1Pn5LL5yvkjTraCnZ1BU5732vly2ZzBmy8y6947uDQ6eb6W4kSviXWrKrpzs5JnZ4+x31q0jlY2tTN3PTeX+4Bb8PenPpDd1Awx7Jkf7PjhpcuOt1vg1oTGm7ho6zV13G5PRdP2MW+XvYA008bDN/9bv/Zr/5P/cX37zbsIG9grwCPA7wNMBgyZYHqsXCy2P3zCP72YbQ/35AzdTwJDXy6r7UdTDvFot6yFw5M9UbI69hqO3cmX6S4aM08Pdx2nWj99OLtQ3Phy14/e1fHQLX70TB93IAKxxoc4hmGL/XcOsCODbEv7KGXe0/Js211fLmsd3Za99kd3Hqa5hTPGXLoOlo+7iaEpSTJ0GCgXjW192beuIbdDwLqyNHEOZK3HOwdfpS62j8pfDcfx28fvzmwC2i93VmhPqYDAWmWvPIRhZRtc3sWe+gEQyXhoeinb4EqGfQCaa+6teu1SWaLFXf0UzKL7vYf+HQrAkwdGIIDWwQLwUaEAPQDcACrACmB/jobBApAAOoCfNNgBBMACGIAGYH/x2QH8pTAs43hn0jZEGWHZaEZoFjKmByvPBsYqM/YVyQIswZgCty64RZqG+5FK5tzJCFTBvhLFYRgBSouFETJZT4OnzVtgnkulipxc6aqpUifyDM+EHblMrl/Qb1zGPA3jCvYh9FwFkflRECASkvFT7EvquzBWd2wo3FntrbNav9HdhTt6AhBYWK119j70O1JsFCyZnDdl2RvOeMspDLigdp1sHfUIsNZZFjug4VbavgqAlI0bWDYIRT0IaCDZ+SNGBErYVq/XpbFwbHpDEG7sTOZEUJ5AYKFKxmVcx+6ImHyUSFWsUSOQNi+48A0xC+/WFF0z0wZSpS1aI+wfC6Cpy012xk7tBu010ZqG2nIua8772LoFXahbU5m8v0jZ61wB9zu481EenNvxgjm4QEwcu8B9sxQkJlQHskCFWJUpYQ3NPsmz9bRr9sqb2KLG1iEDjcZUZCOaBcFFbMBSjEX+WQ1F7J3jxp3rmmPKToMGxhKsz4DkN1BeuZL0u+4isHAlMiJMflUqOxdHceEdpFXuAV1rkriB6TIiCDUIRrFprMaTMJG4ti9tZ6bUuIkwaBaQ5sAggy3ArUJjLb7WZSh7k2YfPzTz0e9fF/N4WWQNCvYX/ufD59146r5+/Divy6txqBZObBpaq504tczeNTM4SIaBOy2rtHO4LjNXk2SFuj07KRul3sjcTlpR6ahb2jMtZa/iUprrLuo1tpKrQozbmppjSB4t3ntGNuwbIZ2mvsOxYly9KzIJShYPMYTQq6WZTPaoIKv1eLLXC2WfjRprwUC3aN9PLsFgx7qbUzXNiXnCEKj8NOWK+L6a3MzXqSUKqn6L9PkQtwxicL45CLYpvq/04Id5XbsAubAdkUp6v2xjZ27J9ocNKzUXXDBrLp1vFKZ+sknPasKsdlVnas7tFvWa6fZv/b3p7/7P/5vus4765gHLzyT1B+vQ5u93x9ObuFGsPs9RO2Peix6IoNLl4g6RAsCpmW2vk9aDHS2kAa23xvi2a9dgN3C2UvFOQJf8eNerqZuJ7ngYczNnI5uOnUMvOQbfhSkbuCfdUiHeAR8annN8CN27ow3XtXNGPzwxmk7gCBrurVtyvTv3WzsciF+KL7KbJFsDD3QDcwywuEFMvkAXohUrG6eenj/Ma4/bdZMvX/4gb++TuX46vvkwb0fvtjoZ0xJPNg6OaK63PvKSyNm2lNm72EANmYOxG0Pv7aXoIQ4JPFMY6VyaBMT3q+2tnUul0/E0HO4dnBoUALcDAyBAA/mZFhQATjZ8CXAE+ACQAJaf8S4AHYAFeALwAFeAjwAV4Az0q+++SQ/jr7w2lwL+/S3P4KMF2ys6yXCrNiBcMjoLnhwiHTZdA1LLl9yA2t4CCloTM3F0bSkaod58F2RrDjXQ9phybUPO1caDA27KvbTk9rr5tVygPnhaYqBWtybZGS9hqe3k7PNWzsHvofeiwNicQas35N61/eE+fOtz/eTXxDrxY5oe8DjIuyMpgNUeNbGWkktvXKpq1G2ADLATzHT1of3kllHzfgEoYLMz5Abq5rlZk0vz0rJaQjRsItYWCbBBZQktuzZ/URsYiKRqBCjOXYwUq2H2WRUNlqFzwUJvNfgwEt48gmQlsBSxlmyM3eA9tTEnscGheLQ5wDFjck4R5xYU92a7vvPXVh8Jl5R+SvLGlC3QZt3QhQvPrb58Zf0RzZW5CY/gGLSvvLVhKLBZfOtYsEEvkYGxBLAJ1gFpqTbuyS4dVhmdS1VPOFQlAq7IByvet2rBilyxHQxV4i4CmRIjBQPi9eCcGkuw12yM2XWHqsk2XIzxxq5SLRkUrugtQKMaMBTpBxdZrFGG2onOzpalSue8kPMOEQKb4ClWgM4UMB6RGiRPydNS0Dmru4HO+ITi0AMDqokOkiqLLoWcutpqYzEsqyoae7vRoOu8LvR82+stVr8AGAABuFl4CGOWZgktqB6sv9KF6uCaqDqGgqIOTYO1G0ant2KiaR8X6wZj0OEuYDxDPKHMJNYImDCqhruQZL4vWnE+dUdzNDaRCdUFwm0R0lfWVGwg+QY4dHuMGJyQqZlMdBpMRFO8nQJRRFlRj9HG0xvbbOm7ANUDph4w9WpEWAWzgxLVMK1ybUDJ4rQgGK4Jx8lFreoD+n01Q2QQEcFqnpbCIZt0zfZC6PrJHyMvbMAZ3usstO2WxoeAdmvOx62K7wfspNwqN9UbQJa8SSC/liaud9T4BoVEb7sqt9tuP/1r3/77/8nf/8ann/aTHhy8eQ0jq/l+eI2WbmvIKTfwv1zb67F+avNB1uEMnx+4UCBXhXgaO/AnSgoNeUtPazLldN9vhCdnn3OxvvUOny5PSvLCRvSlOegjFVxGsxOFbNq+bNVlS+2qO5nmKWh+ilaG6KnsDTtrNBfC6Nta0awouGHuva1gT2MUM931o+gpdyx7LaRHGWc+3ncs6ZD2KgmLVCrnKnbqo4ob4shp/WL5Y97Wqturfsj7HsMW4STwAuVZgLzQunMXSYWc6Q2YykSWbpWMNq6xc9KkEqltoQB4113ndu8W5mjg0Dn7rveXBp4gAbwAHAHsL/Y/O0AAWFu+DzADBAAFMAAVAAEGgBXAA3wJMAI4AAT45cPr71l4/VpT4Z70A6jKyqk5LryVPURnUXfj7KYbLLcZgFetR6uzMZ2nfYcCVUkjN3eIs4nkcEc0W1oNtq3eUhNv9pu5BhtN2bznQLVADdkBCtnofcZocgLBrjP2BuCyL21Jrbe6F51Khm5Cyc5aYj80y9R3Y1MI3u/lzSnfO/yld3vovJ3oGwDcgyRlzq6al5rBweWazwhDs5YlSPiwyj2FyqbZYrXV1g7glWxAzYkcNy5+qcaqmrLYBI3gEBGqaOehRe+4iD7nJXgHunpcb9vqA00YRFRwDDuvSFCxAaydC42LjWnmD+0pK8qSa2tD40e0bp0bWbU2NJ6txIpF3UAMYbJcnO3uKLh164juavlhK98hn6rs7BqEK1hP7WL0rK13hw9QG0D5i0PvaVl1oPJlswCuJrOLQQxb086GWVJnlmQjDheOtMncUVZYoiMD/eRrVceVLaRF60S0rS2Q3zMw2FJsFvCEW+09bqUGF5NoQOusHyqYyNuWuTciJM6QRQSu1sDOa4e3W0UiTEiCu5GhtnFEStl4awoj0OKIst68tlqtc5sIWivMtgk6sMzUW9gYI8su1iOqaGEYrOemo2+bOGz2adUstqs8V+5o+4BjbfrEuj7qpd1+NvyOgG8PsH+LXp06bQd698bNrd7BHeKWh8HaOWNveiN1htLxLQkeJvhqTQJcb4n31pRvlXl7WasPia0SW1O0QUX7ogvpAce0L6PrwGI0Xbc3rjVSd3mGHnhZaqu24AOXbjweIEvPlAxG3ZtpkJZuAnHhVPTm2sA3Eza/AVNIDQ572YZ2wC4BTnZq7oi69dw3g9z0RuvURKx23HxUtm4yuh17z46GzqBhHxpgF0YzjRGDBByBxL7qehrMwM51su2mESczsMNl2UoR2Wp9NCaoMXenU3jL5mCgqZyAXJCYO2fYzZIsy75fVS7R1tNvvP33/9d/+6/9x//Rr//1b3/39bvDNz95mIbjFGwkVjjfcTo9UAxrPx/9yNS6oJGQDrlLoa1lyDln7zsIMHBPvKeXArG3M8Oxj1V01mz7+LLwwXW3tVpeWGppWIUNJtIhqzM7QwkDgMUuk9o4rAWjVIkeZBfTwIm3vGEw2D/n1kkE1JHa6MhU1ZKPI77xr4udoCIMdHRWuKuRO2mr4OidiQzNFvZbjWjds/G3220zFDEZY42zXkGhGuINooUGRh06w4JgtZZVtgNKq/OAysBIH5hPit0BT7txTsbUdLJlzTJS6c1e+/X18dWbHVBgAiCAFwAPcAToAEYAC2ABIf98vfOzeXf4BR5MAAhwAtgAEGAC+PUR3r6yeCm18LJJVI2MTIWscICh1r1V11VHvfRwHDtVGHrYMt8HBupU2f5szeODWdvURG0URAaxhd1gY6WO2Jx4THqpthvaZKISkOmMCY5EkWx5QVE/kpJXz23tQeTsjIhiqbmB+gVcj169JfXeT7F1b+FtbJ99Km96+N73y9CHN++4s3QGOC5oo5mEGMvrDs3W3IiouuE1KhXl8TV8ddk8GQuDQgwKl8pnRA5kH2whtYNS3RfkYqg5Ctw+pOqwGXQuyKGYxjyFc9ukMGN2k9cxBVPy2Xja1zD4O6saxEiO+6WvhqCAc9w6gJYNmmhU43g/cJyiRSnU6OAl7y1vZV64dLw0sHvagRyr3VJq2E/GP1lz6m1W7YI+oAHtXuGw2Bg4C1CPML5vrdt9n55XvLeYmjhELdFFHkJhKSfKNY2+Y1u6IZrRjNUO3tm0JxdgW0eBBOob89F2l3nve8NJxy7y0qrxTjVvbGCXEvq+YbUGZhVG0GB4a+h9SoUM2lrRQTPeNUFv+tTsoSsAEK2x2guh9zVzG6OkmqJvRkxt1SHWVslyrWpcrXtSRm7EPHuSdbe9q4IuQlK2AlLFt1KiN2vxXpe9ygC57WWtzbbtY/Ht45xvftw2b7NWcAAGYAYtvT/K+OL8eHZwWXZDr5VWtpHkhespOnSdQhwaFBqtSE7u3oZExIZ4ThnyietHoj49M5Efb2ZZ2TTPtPXqIRaDnz8ct+ti0RHaHXyvdl3201jnJQRXTNOiL1MoNe8M8cKlq3Rr0Ypz3WDEHW1AD+fsdnEEB2MK+RpUE5PPL9u6DY7Xkm16Jo17SoOHtOnZxK+oC4less2XRp1b2A57zVRoWY3fbd7PnbOt3dFw6O/OGIuxR9C9OrQ8uADu8BDuqzsNqxHsA1RrqKUyOjHd4a62bOaDZiUNcp2UXoCP1O02e4UNg6OHAGFpKcgqp/Pf+R/9t//C//Rv/cq//+1Xf2s8H6cQbK0NMXw8TAOrfQOndN5Y7cO0pYFfh71Nvk8P964BbH2TDZNnyvCUDeSX5XbznHSf254HZFS8j/5J+b67F+g66qNHdMVJa7rfRbpx7SIr9TbG0b/a1EQjT5nugxp7R80CGFb74HjO+6fRXKuzUvbKWUyMWJX6VDZZXw0dBYe5U8xF+ETTzjUauNXNF8xYPdaHKAXwG4HQiKavkzoy3kBeinQG1sKvXL+2HFBB8+1S/s2P/tmmElWuAAHDTaoRKAWR9h5rBnnjh93kwLfkMNDwUuBlV93C86+fdg9XDxuAB3j783gPFIAMkAAcaAWwABeABpAAAOARoAH0YL4E2ACOACPAb3THd+N9d4r3r6yxVl8WAyU5czRmEzZCq5beSsvquT7U2vYSCAVCZ2FP2toaO5tTOQWtnJxIsyJlNSokxYlnbBjgykaLLRAIWeZuo2QDxSaGSDvnQCp3hsCwsZxZ0WLGg5YG1qkJ6EeDKwq5urRibH+eNt9kaG18q59/i+5O2HvvOu5NHwcqAE+m2hbERafwvDYepBVw3pdEFN0oiMU9dPSiaqRgrksUyPXjfHmwUG+sta6PlT3GTYfeBYVqiCoaiUzMpYjVDmyyN+5MVHXAG5vMxbO/eDOGsGlS7WxxZKCHQ3HaYVdBzoaywdDZTVq2i/m4QllH8Wvd+zZLATSCSKlCZbvOu1FIcutRgw3Ic3CwmJ0NSk1POWXlSKm0lWudxTaQpLC/63UOJQcPvDhPwWBDd2JTe5LOmsiind101YJLWW2qiZpbdx+93efK0FpxbBtVYZh9TzuLjbila5jQpTkBWmyiqFrK1otrLUWwjFaTdAFarY6cpE3ZK1Noyt6SAsd+SJtFuEkrzYpjkeYM4ZZNCLZmYqeWOIuioVJ3S9L2HQMgJLRkjaloe9NytT4mIYKwY7MgGxqoK3qoaz4IMe9BRDpft9W5tNIL4k8fwUB5AkdgAQLAKwcPZPOr3mVFU10fJuFVTLQtJ5isLAlV0nrbm1SszxcmR+XWYNS8Z8ROYe3EH9/S4WZfnXrHczz4SnmZcz5AE1NPPj3lNVrriWvLEa9L48HYr6uJ3VrgToO3ySfoLTHbrQdMmALk8sR7yy3x+7K2Qs9z0XKdr2nLVTa+qdwd48fHMJw81dgUX4yf26OzvKT0euTUtjdwpc68nmoYFWpCwBrCJJgR0LhuGCGSQ2GSYWxAccBt0Xw+ZAN9kfnNJI3zA9XceytKboiGTdfVTBH2F4yW27UOTmnVbuPlTPAxmbOPWX1PusNFoVLb15xxeV9o+TNv3ta3r+/d24CUr7nVlib2Upaw56z1XWMD+/tHxgwJgklV/eMCh/EwwqnkWLdaESdat/A6UJ8BlmoTcJFqef2a13Oen/K1lQ2wGYe+jJdEHekt2aPRrdneD25XY5bXxi4tnMM+c7D0QTQQ2s4cnrI5uOFGd4d+anpE6QFs1pNzp69llN1fq+nBWQNSiDlvrb2ZPstbPJnupj5CwCpz1kDlkcNddLfWDHqDLZjj5ExVM9p+ERjIZjaW2vmIv/b5X+qDWRgGgrnkk4NquiwV9PSUvbf+Wk9n0y30ulfrnImmDTbug37bDouDU4U7AAF4Bnj9s4fe/jz9eQFIv/jBt/DzzoAjQAFg4G8DIMCngH81nP/8t97MA49bu/1Q88vsmLdEcckvTT4JPhkYWcFE12sFe2MYvXu/ZlKtMLkuHr0vIOdgtq345mpH3qI2BIEuTgWxSz7ddLQSgKTLjunWFv0mtW8OXqFqNuxtRjY5GlusDH2PVsQYzgEsB+PYENUqk/Fe1XTu2KW3D+7hM3j4XL75QEcL3R2FjvsjqKQwEAEE9NlsYvJHps5SAuciJKnDODC2Fx/iwivTqMwMewC6SY4Q0fw0haMJ4oY8trTazQC/1K+50a5htBDbgGwtSW0ZG92g1Wyc7oLOQinrjOXQ0mxo0LDhRtjm3XDdEYAB7i1ZkjcGbJNgjKtxq210hy/325vBb5674zj5fvDoHIqH171dqZ3B74iVeOsDbHtfw2UnsZbBnqLzYWiIRXSF+Yy4Gvhkmmhi7NfO6mDLgA5xdUU3bWhAmNBokbBwgwq7NK+NaTNtFjVoa/C72hAaaqdtn4wIWrBYAY6OTevN2UkTipCUPEQ24kzYArNK62g2xhnrjEQ0EmFAKBagMZABSRmsQR6bWJclG7CUGFSlSsNMxSZbwfdGQRXUMTfxBMk2YlshIVHjhkC28mYAULOrLluYhAd0bs2RbYEbXhqbIh+eIIit4m2pVsb6taHeirobAAJc2G9vRveY7BEdoNe6U2wKmHrfma1ZtEvKuYRGVrgY5v26J2rtNito2fHoI827fKh7Pwz33b2X8nENrIfB9FkdZHjJ0ZrYfBQbDOslRWMhOXek8eXWd1TolluoprTnEmC1H7Id0S8vLfuYPui2yaBHqW4a7fpoatW1Gd7RMj+Wdu7lj572pZVqqAvO0xksN+y+qoIsqg6Cb8XuTNFENOwhzyJd4K3sPtYgyjhYV9aNfLcX7Y/OUanSnqOOi3TA+SUt2JpzMYSS2UKIU9RbwxF2qTxEU2iysXfuYal88mFNMNh9UePJ7Lyrs5X8Ncff/aN/8sMPvzdt8/zh9vF9Xr75cPruawnnMkydC1q7lj2Y0fjBYNdDoCLNyquONqrOtq7bBhdQ9NpcrzeNMhhv7PGhg73opfn7LlywP3ZRtS/YDban3t7fjy/F9kO/Qy+tLuuc8cKFHlM9B3lOZzB7zUcfOuVQkUZ/97TDHT0vzXnvK0RXYOrAuf6TMQo+9DY09A2OGSeWB2dPTHB3el1rPARftRNPjcP1mgfSmcfBQM7MOKg9MQ59UEDnYc2lOcqlQpG9G7C0Onmak0SiucQgbTCERIdwYJ5OISy1Pzp53kNVW0v/InWs4WNnP+v9PsITwA3gDuDxZ7nPBsHCN3+hCP1ZFmgDaAAFYAAAgA3gPUAEOMfp+/fdFfGQ5euPspm8c3yxpgd8f4BR5Scv2lutEOY9a7Kmg6B+qfBKaK+b07WVvQGdnEmjO1n/As0I1wrDSJagwd4PcN3S/SQ5ozsU721DOQRDX8BgtxfGTrHYXJ06tQvVid1NahwtsqqwgCTO03Dg4zc6DZuU4QAynOyAcPTt+++c1dJN5uhkOJmx127SWgjgZwKkrmU4xTY7q5abojopSdZodXt6iq4TXS1Kj3cE9YiSdTWO87yLHnsrZVxwt8TPnTsaaiTIaWnwrLhuuhqwKGDzuNeVjFBmMOKcQ7t1OEKbuQ0WLpVf9+oSloDdVgWEsX5omrniWpowacl5ubP+mtqxOd6bI+y4D5a6TT8Ye/Bxi/YY7VntQzNSXVnXbwEeMd6BXFNd0jxLKrAdwF5UzwjGEHg1tZuh5RpmWePobljPvaqwoOTUAGVwTdCY1nYFo8ruoFTIdbNKZ3Wz4JtUUxlr2+CSwZm5AowAj7MLnd24V147qhkzYLc3Q4ilgqHmTBNYRwIue7ScKlGTXKWRUwWwEJxewHprCkdCb0xfhRyPGzkLeWdSJoTIHIg9k7UQtkaGpZJTYoNnBgvAjbhn3HUR3RmrkZ2q2wyE4najpys/3551LrTut/nDbb88XmbR6gEWgH4yp9W2+wOF1Pspkekcldqwy1g8SQGO1cQjwVK15CYtS1YttVpxSqB7zc0FR4xYt6f2Va1h7IprZaVsiZTExx51ZV+cABs8dtFID8asqQ2nll9qddhye7yJS7eF45T3Lz/mSohlXjttZG5pndPy9Uzat43Aqihh58Kp5BvT0Fk1ZkpXc7tcS0lLRafvpu+Q+8Fmx33OW8xYea0FwF8zdb0jHc7DG1SfuSrCdZdqy4Cx8xUIN+EmwXg52d2FoUdXWxKLpRzF28iFyB1sn8yRgvKyqT4Z3LyHsx+aGIXSWu9tH9wnGF5VJgqWB3tV/35Nz9LNz2UOTf/48evna/YZ1+dsXMFMBoWuplQwwqQt3HljXlrMBQp3uz+nlQh4IvriRbhuWrPEl61VMULSXlI9uPzysqPPUNeUmxTTID7EeLvMwUhjr9E7jc36h/64LXw/QNqHQ2CqwZHKmgHSMZivlrE3RZszBsAdqvjR9E3vD/2x4kmcc7af+uPBRa6HCbiIdf7AOvoQnBuHwye2C1uWnmCp1OBieCd4OjoGCKPFlDu1l620gq2AzHlx0EqtUw/W+4F8qlKoC6AKSg4vYu5620qchgwym7BPNi0O3r6mhYvdYALwAB8A5BfJzq3BBQB/QbosABFgBHf9+WoICkAA+AzgV/o78nf30D+p27Cs1b3UtNUmrG9m+7KZQyiP2GMHQzDaK2JtRz1Y3kJ/qro4hyZiTUvi8bE8Ih6crMn4CCUZJgxCG2A/mms2Aeu6YEqNxKabUJL8hIeuLp2LjQAsBejQbqZ2TXalGBEsMEK4eygln1+tFWQiU/wBPv9ED+f6ve/gdJ9tb8e4247G0OIBQj8cOvopgO1LbIy+moooe72IVqZmJ8ewVOeOmEqO5s6ETMF0hw7C0HdR92WiF817woOv1lO1xm31xsSCL3tH1psMOlpbY/ODFHoCfzA+e2OA+4MXS9Q0xTBQnVeYiLeqtuNX1e3AQS1BGAFBqBiNJM6FKQxC8IC2gvrIW9HqtmtOs8E3UjdjCGRZ+Fm4sQ5Bx9h/1baGScHtjjbJG4AFQGj3AJtAvJugeCzVYQC6uKTrrmfrrxs2BlVx6J0xmdShJIRI7ZpVSSqjNL237taqAVxVpzAwB+tp9JrQRYdLdYNb8w7OJ0S/V+htqAIhlL1psCY1VsiOcRa1DpYmQ2wiFC2gCBEj2qLtaNteHThbGjUQ59uGe+cpldB5FfXOifXcwAQvu459rypMnJuYwhcwuBUwSIvqBJgag0k29syb05ZsNgJPNptqlt+7rCW2P1n3vQxkHAAAKEC967Hvk0sST1tKsROhcnRFcV95a65dSYJuK9dQ626u2iAFSq0eGAtguMmMSLzFo28Nty9tNomypmDvTL9VQeM7vJVizXV92Xef5bEiuZb3vbWdEuyds6xLAy1lLqPNywx9NM2UWsmPbHdfJ2XTuQgNbBdHMNrJwLDWZzJRjG6obVtarAZ00xrDieRovvr8/PUnATPC9Un3tgBqqc+DNzzPW1tLfrqmHahl3TvXBjsKyF5gKQrQ28lyKY+5quSkrVmDLRe4jGafeXBRGktHsadX2Y1WupS6HpCwH42J5AuDkyJwPagByyFaM1AIIKdTMkbOPWbxO6L1rbXsIyQ1Kb6w9P7sjsZwmb1H90S7k5orudLeO832CLrpRVpXVFWfBOuV1Dlt064q+wYQh8Ap2UQoXG+anO5ky3ngxo4i173s7gzVN3JxCC9l6MZ42+9mCGQ/5/AW6v1Sh3P/tm4jmBDt52jHfrEAcbKvgM+Df9W1z0Vf+TxV8+nYfcLm+719a7ET647uM0WC8khoginbip0nVje3WsqychaW1Cq6Rjq66JykSsy8V0DAVluwJIhODE3WI5rOUoThPnhstlJkGAG85bCx77n4zjsbZ4AB4B7gBNADMEAAcACLAQIYTXcA6H4OA9ceYAQwAAeACPA6dPdH9L405rFWEFnaHAx2XXiPMmfsOC+uP+dbqaGJlNsmBuzaLkIHnqt1Q0m6AnZhCP4WcVIBdhGbLohUvXUlmgFRQMcTL+KCU1NFTev6gNV1H02tXZC2CvZOZENF7CpfiY/AqaIiUA379Sqg+avWBWynN91JZDD4l3+VPnvXzoN7+7Zg56ahQTCRyLlL6OjPAshuxMdee+1xKNOBnGEu2i7N+K0NpFGBsKRWYq6cqnCcxAXT9ZtL2bxwYtE3ZEojUmrMEmzvqmllVm1YEEvkJM5EWz42CWj3pnuFrQBAkGIS9s7IjtEXyUJL2i2JRsBWr81ilYTGGMrqCqDh8nXOncclEWipuz2E6ZWWD418SjLXELPD9H69fZ0zt3YfHbFBKKE21PM9WQYwAE8ACjAcyAQWVWR+7Q400GRdTubglcQ5EzTbTP7sprTDISgXPfbWtkcL2RlYC48KKW9DbFteSHYVW7nrDK/cnbrWpIsWFHpo6Ihue+sQbxsMhEUxeocygR8HoiK+97AmTxakkrGbEVd5dtSXtEdbOCVrEjI3jcfYpRJDlL1650KrVcVbwFR5tFsq5LGhRG+qEcu1da4vNfSoW/v3xi7WfWgtN7A3sbjw841Osd+flD2Y/Yb3RNZ6EQQggA4Am7Sap0/Ohzk9dL4uW7cZECNpcLSmWiLXG1uPclEK0AuhApC6tW4D1NXBu6F3YRiwudx42r0NjejgaWm7AVQueUMfURp5gRcpp5JqdaaKPfUNccw6kxk1Oj+N6bKTenoBsgPidzBLkLdVcTh4MMZ6lxOtrnXaS38L44nVTeIdZVHbI2kIp8FvtBXz1ZP9wx9/eKwclgvF6o1fKoF2a84zIiksegDQC8CRrJqt8EuVXYIExSR7v+cUome77i12OFW5ZqUqc46vrMhGvetV0wy3ownGxW8e3115dK3tMHR+jBR3GEj8h1KpmF3DhD70w+FBXn9z8H8WDm+Oy3FhrljY9lWVU8yTg48ftkYDY3znjU1Tdaaf7ijh2b9dbX9A72Lwxfk4Xi7laAr0HvNGuEKRG1KtDN3EgCfftTAG6W7iUy1KHZEZEa1/5dqs3kTXxWgnKZaN8/bQbLHpZCZw49HGxr4bTkfzXWcf7uBU+7fBvvXmdIonB/0Q7w7mxPH4pn/ru/HUv+79G+/fvoG3N619bRXcIKHKpEPwiiGG3gCDSl2rvKisVpgNc65qXJCMpg+atDXCvVRBu3cqV/hD7zsSrwhGvIDpg6oBb7kIRbptbKEDV/Uc4PqLWOf8i1RPA1CGDmDjXQAUgCD+bA54hJ+DYN8F9xdev5tOo0Wel5sySNJOBkCTQTz4FpJ0zvBSN695bbmFLuJLKcFa0Is5KJG0MfbKgmnhjqUVIKjbTkkqdSMok6Rk0TQtNzpE4CwoWFMFbZOtcTLRA19d1zNn5YNxgtWGs/eSMZrs2NEAVgOPhxBQeLBngO4TzpumoseD7UZ2XXcYkcgP3sZohmF0hj4DgAoqW4HaN73qErTuCHfkubEdSAo0QJsHZe4Aljx3sdw2iQd6S85osw5uqe0J3g22QXGQK0pCOyu9cr6uJM4tmYpUMnH0NTZQrgAKui+WkXfkVb2PkLfeZJZbk2ZCTv4F4eDK2ooH01R6kpTyKl3Xw1oAqWUII2Gu9aOGoCY1akaNiVnPRx/AQ2EujTYtq3UC0NpNpTmw6I4KgEcIQ0kf1WPAfb+qDkpbaf0Byo7NV8hJwu7b0y1fTL/tG8bB1OSrG51aQB6jSUUDdemG3nakxlg46MYMiGlNdjymCs7DzTlQ4qPVdSmTN1Vt8AXS1vSKWrihw7btZG3hRmIKVysMjkIStn1MBYiMgLEmQMWSU0+NEzibpWY0qlobFgN1yy3ExtpZqrCbiuwQpNZAeSvOmn+0LpoL36553cHu5Qkg1vS87oSF1dRHGVMYKn4ExV9Myidr+m9Ny75TsI916SWmXtipNGUIfaWLrGeZt8IPQ61zLW0Z8wy2HkKX9ng4Qa6mM5yzr057h20t5GC5lWEXZyKEvgHV0shABh2YyzWd26xQ8mW3idmGo3BZAfN+7c5kOqP3fuZV41d8vounaj+hsqF123rTg/WmnSAuzBPri7p99qJYl5xuTq1xaytxGvpoeumPvexrixMCJ9+fnat+OCl5RJWF6y0Dv1azIQfq5+q3AmmGW0u9wJfNTUUWTocAdclXqQdbOje+C8/XCgRb5hbADPhK7au7OK16eDd8Jv71yd+lvYqlCaiSOWMnOA5YslpEVy7DGr57NifpLL06WzIsPn00zbSzkN4k3km6PXmVl3wBmkfXKL/EU13h9spwcjgdvO8Eu20838+Fqe3F+K7rizGD1g1FsL4Zhpci907R5l4L2KFWOHqse9/jXtTGprUsJMMYv23h7nX/zexenfi+4XkwnfUPUaOpVFB6tJfaH/1rwjhZP4TpPg533eBdfPBHwcObeHTuOPrD1N+rm4Zcsj+f/NsrhGDbYGsxG2e+cLtz7pool5dmyYUwGFfIO857bZFKloSQGm8bJEd9JXOEb2UmbzgrK4EJbpcy8J4qRMhNw3Hizo/30SL/POh5A+h/0QATf873IgL0AB3A15AMQAY4ABiAM8CfPx3enNBdN/BqoOxaFdomJdDeMlDLyL711NQkJ30Iu8JSq9iD7NUSOV19BaCNHYA2FczqFCT3cevFuECNVcgaTwXAuRAQihHfswHfWRP5SrCkdd3ZH5ukwAZM3hMrSL1sImA4O5YWsFJO0L0s0YhjUeA31n/yPY7GKknonANAsS4CgnpvbNjI048ABKvkmpa6QD0D5C6+tX4zubc8M2y+joAU6wjApk2O8svSdYnncsF8FwcLOHnYCRf2KLGAJ8CWZdCytvUYIjUFamN3RDWywDVXA3rbmOLY79UyWDQA7Md+6MlQ84PdAGhs09CTPw7jaFDWIkJgtGHYSokFMTIMk7kJcrXW5knROXDqrinZTynZMnY+YZFWez9EJIWwg6gNN+C5zRXg/JmXNfKhNWh0GHugW2uoebtVoRREVpMsArupi1FkcJ3mhuAWk1KLCs1tuncBlTcIru6zdmipvkBvOZlafch8nWy/E4VC6oWEaug7rs450EzFWY8RnQGbGdR1AtmIFWULvlpTC0OgXAt4qyqWYW+Sklw53bZVgDJnUJORUcl7Zq7eWc8VGmapjI5AsAEoQSrNU91uOBdZU5UmKm0WwaI7mLZiNtjntNelSl64TIAVkAFed4TTAK8f7meXOzwEtxHRardknFs5rze7HbT8ZG6Qbh9+ums39wIr+84OLKE/UKrGwP6yrYar7/zeTCSsxMGaD30jfnHLE+KuhTflSdymYXgTL+xdgKmbsnfU5Fq0Pyba4N5W31TrcwikjamHy56M3pwfea/35wfYJggnNeCgierJejOEXZLEiJACg/GtM7eXukmDNTew1Trotf9ZH/HEc/UghgpGKt6n/VbImjJXjU52wr7DQ6Dd9Efjr6VYaR8ujXAKCgLH3uHzPAXxCd3g7zMfLYyj9yKv3o4Pjo7n8VNrHmL3nZZeC7yd5K7CXcVTa+PoOw+uO9/9xW889Mfovj0Uodv7uW63uiwi7pIpRvPyRed/D5baBv4k+hPoUJrVhoHtsrbALe1hOsU7P0bdRmPWGQdfm7Q7U0jRKNkCV5EJ0pdXsMLFDGMX+v6NQBjOhvF86rtNnaF7R698eH2KDwr+8+N98G9e9a+cf3v278B/K8bXQ/yM6N23H15ZM70eDg0G72MfTtzu7sexc69eTQdp1DtrIBr2Uzy28M2IwyyHBw9NDpIwVj/n1lP5uNUBcVOQVnNeq8jR4ZKag3otzZttZxC0d86mJkfvborBrHurXqVBI1mCcc+5TbTu0gecc9LdrY3gAqAAK0AAMADeAOjPvG/wFSgA7OAMwCuABj+jhbEH+OsPb37w6dvb5qIL+3tmS8GRVDgEmXfqnFlVAUkWVBFLMO/bQzAaOvDz/5+mP+u5bUvO9LBoRjebtdbX7H3OzsNMMskqFctVpRIlWBIkyLJhwIABQ/Df9LV9aUA3tgu+MGQBguQqiSwmM3kyz9nN961mzjnaiPBFkv9gIG4GEO8bz+PUZ8YlxXoipzzu6kHM2+JGIhr37UUIUcl6M9NmVXvtugmqE1/zEmkdIC20rKMTjM4ZwarLeu8QXBHmyDhyZ5YV5FBChxJ/7XszIPiw2Pp9ddFxrBSDGwKKIUL0YhGhDZAzIf2/ATiyWJwD0QFj8SfpW3BRWJVeHKRu3RmPOohn4kxAiytSd8DgWGL+yDMbD6m9Pz6+LMh+jL4EHQw8p8KKfrTe3+vhYIhDn6wEvCzSewfArvg4mm9wq4Ub7ris4FaTvD20FNOM1LujM8DWbCO5jiRYc2+/Z/+4504KtmdJb1hdpJ0GqPK1jmK2+wTpnXWgSFfBvgBvKBHsR1MBkF/MjafZTSUHVRrJTxYknYKv3rkybEJfLVltWZGNpB9gO3cb0bmK1Rs2vpXK6ZWL8XQKYg39cxziovchyNzigyp1s6hTpUEcDBEQx+iVXALKhKpdNOFg6x58oOHAV9SleXTYmgYikOIgeCoOqE4YKfmQdhPTYKamuKOCkBE5VVHrPPyIqjKGBdQA2GIMvYcRDG2gV+3YbaSivWG9SQUr9zJ25KFXZkXoYABmCPfTwk/1PrIt0IEKGK1UTc3jVtBQbFAeuPBjr4rT1vN6ICHj6KP34+hANh7GqAEsgkwX03ZJHs+W6Ae/OlxKgPSgQ5N3+HgUwFJuUbFjO21Fk0EfMnvIj9ku88AL97FMzxrpcuJqR/RoAev9/uuwN2vJvwPXMazppCZZyg174JfTNK/T8+a8X2cYbgnMAaLLC6Suxfw4jqPvD6Fw37KWGiadJ6kcM6qT7zSQdCLqLcNDIEYcoyv1MRydMgHgtDqV7Rgzo0th8YuXtE4pulj6Kbnz3uZpWlZ4ej69PofXp6fvkn8efIrT2UFzPjzaqVOE+/Zvf/xbGlZLjOoCu8CXmVJyxq2+23Z+Kvav+NeXmPUP4ocvuyU6Ad6rThOLTMvqt89wz7JO8/vh1hO/X/sxSCEMG560S49aN+WXxSqdJ4378OxIoVfzlxmODpOTY+CoV5A2hMgm0MvHJQY4fzfPSNPLPL+k18mvH85J7XJZn5Ev63JmPJFPz+dnoMu6RAfxdFoRLutpXZYL08sPy6l25UQHfYfWD5xuhgvwt0cLVO4jYC9D4iD0JHX4p8VX4MnZUeM6IakMKKtrue9Pzm5bn4LLwzMQYSKYn7xuZb4kfPSJTJMLH8k9EShC+seGjylkAA/wK4BPAIjQoH/+41oY4ATwTPE/m0//4jl+zv2SxkOHO/Hq3DFGWpfawgnk2sYzOygZ+BEkaOJ1mh+KT77eN2R/hE5fy+FhNLKXJIeLELRjwAizn+xEF/J/HLUsywzkwRE0xNCqyAYHIbfiAjoA56gEgI4tjIVZ7YS9GahPRuQ359fTa3sJT6+1dtPzZL+X9v05/vlrCXMINCjxtAJHYOeD75Zc9I2AdoC9Dk8iKHVi3uXmKPaaOxlA6657PgMSnyZwh+CqfrT5KHjIIBlW7NoOHHCK53uH378/0uzI9D1RUMpoU9iGjBP7D00Gmo+uNzhxPIjUYUchGmeMBmMlu+M4w2NUyTSUXkil1eNW7DSwKLnRuqOLCmtwxs/kjVygpnFagkiTXo4kqOL2bRTUPN4b6USkYzCaIioE18eXf8x/nk8Tz9Ic+P2W5zx762Ew1YLzITXSeORDx74pJTt6a4ZB9WXwvLAVpZVi7XoJgaDAjAt0VZlpFC0JxqDaqDHEXYAwH1BmDGLAlA2bmUO2A2V12mU46hUBuzIPZCCbu44wuMHE4EnNojK0HkbsaZAlZJWZ2Dv0jMQaGoCD3rECWDenZNh5E3Zaq46olLsNfnizXcdkWD2knr7KjGLe9PjDG70Hucrh5+mGdS9/jH+TwSnYu+G6t+7qzIE0OdHuLIjksERgbyIyRiUZQ4rbfXfkPx+cb23gwup6A0rhbLmFSt9+vLY2axn5yjTnWkuAJc8P706jl2vjiCxBZ2I3F9UJ8RiVcR4yQjTCgXI0NxWrszsffLnQuQ8aNzRKPy3rBSYL88wLCkfugBNP/CpxjO61X9U+rgzkJUSvrDuQf7pSiCHJADEMIY5SVj8BIJXU8Gluj0vgot8mcUamjSAqVdlG7SSeVge6yFNFmZs9sHvnhPy1VNPU3GmhD+Z+8f38MqX54/I0+VNK8wQpzJdX911IL0/Td2a/WOIz469eXv71J/5hzB/m9T9u4FYc/tNqQ+3203jm4zcWfP9lf/7O8weE6zdbZw8t6utpIb4bLqHRu3A4rvvdlt1Re3vk02KtlhOzs+6cU3CPYox+gzRFlxXPiUl2NrFh2SDA/n6rKnstTzGwc78UnF7n5/PpVy+XS0zff/fyGtz6vD69TJewLDNFpTClSDCnEBIvLsSIkZnPkRz44EMi7wKw0eg5eXNuCf6UmrJNns7ew0w0or/EmIVeEk0hdX5PQt3uAbfcW8SWu3B87NveaUNt1cYEoTQMwd13CVyG3MA2rfdqkKJei5w8XTW0IO/Cw4AdBAcTQAU4GXiAO8D/BHADUPuH1dAbwI8AXwBWDf/q/GLmzzjeuxH1t5q3YpThVu/TCm+RP0WTYfKEhufHpWMbhfoMbX/4aZ2GBpX8Qm5/rzPBrv4J+8yLL42yw1Eij6/S44zt4Om2EzDQFjWNsk/r1Cd4itAMg2tl9M6a1AyRJ83OOdvMKDgWdpJsPnslmul0/32nCZkX/eFEOhr49PxU3MSBxAzAEMg8ElqvBrXSCrAIVjAkOqPTyxS8tN0tQebTHLBrpK8kqu8Z9aPj6ox499xnglu24qHa+Kxj2zckl7n/4VGqBS703pCvx5d3nIbtSt8YvNr1cYQ+9nsJymjsvJuRM9bs7C3L07COIS2M4qTdschg94sp3BQOP7yFtcrusHFLoWytYWuHSOgDiyO1hebsW3JC9HghGhyOkQ3xKrU4B5ocjB1ggX+ggqTvIy7BjSkPYHv5OTMQNkwYMYBlDMvsEOTCfOTuFmIclWr0/b3G5ODoefVydOcQWfktA5geR1ujF/HUEJsRHs7PfaSVQx6FqFhPhoWDG8ZxWBlt9SJqHrskUa2ETtSmRFuFxLmJHzRIoVWaI1SwicMh6hM5yqMWRajUotVNOAUoIzhpQFAxJKdZUuRyr4RQH49pG+Xi6ZHhrP5r209+gwK3b7j452LvtwnL9U1uj9m5Aa4ArAwyxck8fj/ZOh/39g17V3HgrlYuvbwPg6O8Nd239977exn64/H2VpZubWaQA2cWBtvxzZwv4foyvRDVzSpSK6UonY7bO+XJWveYfCrgUIc/sml3VbYRwq6jB31g6Q5w6t2bdf8OX8YDs1zLBksYOMYJU+FvZi+k+1vxUXvGNtmkyyg6EzyEXmOSYQa2BG0+2eRU+qQKedTDnRKZ7VF3iO15WQqOhfaH+9DJLe7SWRam3caM8So9mTrEUvK0+PvQF+r30c94bqRtuMtyMo1Bl4o0U56m6USzJ/SIAZlcOPmJQvgQ5ymdv1sva/g1u3mFfoTz1JBT+zh/18b5+dOrP10GLu7e7Ky74ud4fK72O5kc3I7PSqB+tDGlc5qZPxx+SmNJcU06KT+hdZGqPd4pDNV2+0Js8siPcZ3a56FodOieS/A171XLDKP2Dxh8AM9hzPw6HK4Yj+MarRlgChqZppRmXqaULn5KaZrZRR9SwIQkBBOiEUYiJAeIDCZgCRM4v6ZTh+Rjuix/mjV6nyy+ko6KHIyHW1IIYtFgDz1tTp1hheA8V3EOyZoIDW/h1lrSzK4GUNSvzF8YSNRgdHMQRToAldJhdx7cZh+WU3BgCH8YsAM0gAFwBjgBLADTP0pg/kj6/ATwzwD/q0v0TwzEWSTl8fhmnoPL1EBmobrrK/PnIz1cxd0FrvPDkGlClyWmJ442PJt5rkbh4qSLn8wUCQ45OYqDvA/ZvQjrtZPr+1BgCS003WfyfT9S0MdGkWD0MBOeLOWuybXc6AQo5jGSZ/AD2JESM9+gdy7Z8UJPk1y+w6eP5Gbtc4wnbTTEBpmqmiESEpcUE1UAiikQWsNbZSs1H9gWLBzvW+3EThQFe5xc1Ps0T5wST5iiovFkuR5jGHuRFA5urXXd85fbt0N1irZReApLVh9BTh2qh5OLkoJz/Gpo0OzWBgtHF930wfEfGl5SUgkvziK7uxss+OVRJ6Z1wHC1dVzNTtENCYvriaZnN/U+BucPM/2WH7N6DP4lnb50dT6c8XRG/yGsJO0FDwB3Jr6AnwFOCeansxfcoVCYBfLJZ9GFIcYR1HAysdHJrByFaBl7MJ0d9K2mVQ4VnAPfZZqijKbdtYVKF8chbTUwVJOTi6RlDmyXdS6dA0c91LB5YMZtQlbnoku5BOeHKjkIaNOQjQBbmVIa9XAem3UmbJ7rvs+Oahu2BNU80CwQDJNINoZLwR07zeEw8ENVpeeR51j2nWI/jupSags93d7LaR6PrV5YxkN67fNFc7X5Z5jQz+9xR1HvAkgAGNEvfb5MEx2GEkKgT9Tw1q18/TCWu9pJW8bwqd2lz7jpmeI6c8p9b3QGI3+C60Fmst9XEFjgFd2tiBc05FTkF/Fy8n8eN8t8XpE2HyIwhcRxbXmMy9PZ7vspBHjHk86YpTzi/Jh4Gt/PLxhpWIzB3RsnvxqWwSdIX0qcTq5k0GgvGo6+GaOu55eZTQ4YQxjF/CQDnT9BNKU2YsQDZMie7jgtGiHYhxi+3MeHWKX0jPcnDLXDh1O4buPk15ydZfMBNk3P0/KlpE+JfdLJDTSytq8BKExPIah+WPxELk28JBccpzUQA383XxxfnuK0+On1dP4Qvyt9PTve45/V++MbhTj4D3/z193K6ePJ1tPIostzvXP3fkEoyy/K87kr7kp8b9+wnLWDr7lfUaiUPt6umQUPGakusBPEY3lO1ePl5YzhpzKD5lG1uvXU8r0WL/lbxkhfVebekMoQbs8+NeKYJZdrHEdtqkAzg2OcmJHCybmJ/ITRQxzmnnxi9IuLBp4NPTIAJ0I1WhiMcPVsSCdPl/iE4/E9oYBfMTSVKZjHib13YzmknczaCIl4NA5QycY2OoDV3p+9u/cW2F8lSA82YFiIiHdzi7HMs6pT59qg2abdcxl6YbABn+Z/yAD+yIFwAA3gHQAAKsANoAI8A/yXLx/x9ezvSr7zlL4FgtPgAx7pEIGtl1TkWvB5kpk8LmqF+xRDaUcZLg3dpHa7NwcAnsSUCbE1I8fGCVVpoK4+ofTk4wID0yV40iGrnkZ8EPs1ScPgG4mZjYmnQeUludKcR2fRBkLoXPdh0nrThL5fXji9wvxRvyf4eBp/9gHWixBY7ACC0SYHBMSBkYmR2HxHoQ4AWp5mj+zmpJ7WlwARhaV6GkXQmTKA/+Ojay20/1wPHmDV7wVy82NoIG6itKNWJfB3TN92ve1CUXNttFA22tY0azxIWanruHaLSrJiLjQwjL2/DTuTbo/HYf1rtmvOZ16RZYr06BVFqBjPSqPpgNG0qzt4PHrznobY59Z/aGd1Ejr9/BCG4csmlrvVu+6H9Tfjr7C/q3yBngH6Ah8/PdcOU5QYxzQpwWSKqPXRh6c8BEGGKul8Zu44IUFTwEXa4OhIc4XnpUgehs5VbTiZbEOh94c0A/+FjdAPYvcojyndsA8LM6kpegJQA0bfR8TJtLnAAc0aKQk5hhgFRgyTmRj4Di0M0xT3IcG7PlpADzoWxSWojsGRixUXvdUKHGqQ4EASptpCSL74mdF65r3vaTm9PYrH9n4f8YEeVd56ave2Zvftdp10dU5ECtgKcGgfbY9pAhOPBwUTvAhKxNOXeyM59seI1HYIsxuYxlZaDTydp0u0ZpTcgNM01RbWqVCQPR67hTW1iT8RERthiyFndWWXr207dfMcoPFm3txED7njd4tYXz8xTLv7aBLlmAUk1TaEQrr3cErAO2BpY7RNR4uy3WyZp4vp83s1sUhpjqNmpRmfyNKkAY9ayU4OqvdPC3no4OteIEy6gru3pKYd7XxJTSAmPhE/9t2w1m7LWVTuIW42N07fr9R2ecxJH3SmTh2epzQFC3cJjkKT9OmcmkBiFzhE9tF7GTyF0MSfI5jF6OaJ13M6//nrhfnjP7l8iMsvvl8+XP70l9+fn4ToXdqAzE8T7d/mJz/tddj13n46j3IM6bu7Njkd/c4hOWzxXEqf2F87l6+5rBeu7jAk6092HNGdsWxkH9iaxZmCa/4BuHr+WuazyXX80uyG3gsgt8fR+kKtXVYz+3JUkc6gopB8BAjJEYCLDpmdI1pCaIO9MxNIDArIxMGBGiUvVXD23MyRiSl4pzOna3cTpbfeEsm+SdcjGmcbi3dbuQesW7t5vAL6PB6RXB66htZ1sMrR28e4JeeZkeHr15YX/PnA4mQHGsENRqiwnd0wJ3v3zoGv0AAiwod/xNyeAX4BQABngF8BnQH+av4AaTrVfp/87tyWR5NBjcuio8RDoWHY4/yRRtHQV39sIDZcKV8dopplfqBpB1zdANfJpeHKel48ZR1cdKp+JF4O6DHGMAx59U29q27WQddJFj8Y/DQRk5PFZna7Deds4xECO+ehSjKAUIIDmPzqrcyNTy+NIqwnlz6Vp3N8XbsXd/HmULUhWPezYx7DQJoR6XhQr1QBgnPXrccEvSLRdjcoo4MjDum7wEOjDZmEo/nowlA3Ax9DOao5e1m5zaF5DBEPhIr4k7Sq+x/W8WXc771VaUeF7uEs8C3A3JqyMWlFlSCGsa3ot9KjrWg3oRHDWnubbDaXFVqBL0OD07xMeWUxPdjfeqlatVSHAsl9Kfe7t0Bx53bv/rOV4moHfEPXAe+GH2gNGL5DoJCW4HeACvCLv8JH38MloOnI2gCFwHMVsElHHi5SUFqMl3k0mmUSPKifEG3u0ZehFP0xmozAZrmZm+MBfEYeE55oIU+fMrXgXcvD+V4GFxZTadw9QNHgKeO4OiokATyb9NJDAgGXTMdoTbGbgITkFbIJoaoSk28tYAiIH4wZQZoBAh8SO28gkyppxwoWiWQwUlcDoABCI4z2ODWsCf0h6Oq8Uetd69uRfxy8Tcf7vrj+ddz3AQDwAEi0LMHX84FI6ifnnNadY8jtnlaQI4bIVlrYLHF3SN+vM4I45REw9kY7AD4GUbf8TAPcFpc97wXVirie5cvP49/de3pKM8XTuLi06sjkulOIdLAMP77YMG67N5gg83yGSEzn+1gbGrgfllbetAdNjCm5kymOmE4GpX1d3W1C9C5jDwXdBP5L7Zy6aDV/HhsdkqDdhkB6fr3jk5/mItbpHrG83ffSRzAbulMN192Upr2fwuj3HEJ8btkt/vmDXku3ZGkb5ZxqKerst9bxQLvEC0KYIx0jOXYmaCagaMbRB1QXPJpYchaAvSOHIBielrPxh18//3Je/6mPp0dm6X2hYI7cWC7thfPBy+Laabbna4OnOJDyy6Q7QHl8ft/y2N7HamjR132kM+ehFvDAXOsVUpSt8HLx7t7JNSkm4jYvrvbp7K3AdLKH6Unq1Qn+dDsc5Pdd54BCp0sKY/SmyqRdgKgPAUDs6hQAwEyHMaoQeejCjhmBhqFz2Ltjh7VrcDa6AUvimBXYrnf1LwFvJc7Beo17OSY/2XCOtet9JrcrmzDzUqyu2LZ8D3S9tTLZt7zL4EKIdfCT//xzZS+29cRGBSalxOiLd79i3+fOADnBjLDbP9T87R+vgv+Ier6Cvjp+meMK9u7cwp2zJxDt6YFuaQgmM4KRm/n4/ZNrVOShR4oPg2Lxe+UD8ajFRWKHAeVQCVBu1Fmuj+YFXdV2LMOJZBR53w7tAFTrdPThpdZKJ9VqgVGgus27zulBEs0ezKHp6Aflpg0rD8qQ0SXARzi7dcH81X8s8ZO2XuJTOsx8xEKMLliIQ9hZa6jMMDAgNJEIYGQABTU8u5ppJsPMbvSFoyAtXXblNYnnJKS191yuZ+cOLzLF1iAaA8SZAAAzgj3hiPydw6b8odGj2vtDBjNp0arf6qDH4+om9gQpRfNjTMd5zFm36DmXHCZmnYC7HyelnqKjvrt+gvqzytd77qp/EFePOvhUuu2IBcNb0dfny7P56ygQMc0a2LcUHKRnGnfs3GqrzWn/yfIPokfrMwACHH6KHB7WtKVNqgfAIdWbVy1OVicFBfXbGGPn6iplhRd2D+gkPMQRKQyf+zyjU4QYTeG8xhrCGXn3MD+0Boq3pqBjqAs2JhjA24yxUnW1D/Tkl954UEcd3dTRyDqDtjqo81yUqiGrZsCEvcmr4Z+bmeBNBpReHcRqKTqp2oOrAafm9gDzMOcNjqHoYHSTvkkf1ya84cFtvMs9q+Bksu3a5RgzL3rP8dFOHmznaVo99wqgALNB/7RoSSG4AL6VoROXXJ/Xj8mMrQ/T2AzZ7YZTc59rn809ekmyDL9KciF/N/A0h6dstsTzAKb1WfTogPTkla7eH1YPwdK575+vXq2IG2bFFiMZOg/lCKmCQoOuX4PpwXf2u5Hf9L3AcE/gVa8yGKeCzho0iAMmyEvx9ujn6mgJvA1sUbg4AQArmlwdvY/0Dt16P5M4wynyhItydEDDUutVZHq4FmZP05Sg3EWZDXvHUPJj/5a7D88ip+C5bus8n4/ttVo44USYmETBoiNSVARVaDbUWteObA7IeQ/qjR0pIYeJo/fzL55mIHbT6TTPeMKU0iM/gvWRv8HzlXTB1uZnt+/7d6vPB/opFviQ2uSnD04XwGncj5N79wuu+X1vudF7DAAQYtsekDxxaWmeZFctCMF9uKss86LIKWrRYFCsLIVxcfpWHoC9dVijQYOBJKM3NcSuSkhiIEgGpsjOwJMZEoggsaqMgYKqoIZcR69ETbqC71Z7hj45f+h6cfle0jl+FTFOLELv9epdrb0CzHv/tqaDhYDc6qjpyt7v4zKH+PZ4WIQ+YBuGeD/GfIrHY2jwt61UofvJeu86of5dVRoQG1CHBpAACIAB8B9td39Ewr0S/4s4XS5zls5db4fJsY8DKgxwYVevHCoyAL9BmK/dBmCHi9RFQxf99vE0e4jpRYYWppJ7FP39iG5gKYliUx9HjAJrTgSGZZnZx6GAfAQypbg4FaDFymC2oydpWgtW2RXOB10LA9Fj6IDBHQ7Cxdqu/tkNfVd9/pA//dP6+hfOLwevkVzOTOPeHZgDF7k77xnVIKDJQE6Oyk4IQMPK7plyUTzCEXnRBeA+3rDPZGMTitIGdOoY4rd2nBh5FBfbTASunhnaIX9C4O8OGYfJ98FVxR3ob3t7E7g6BaqzE41p8srdWGEXI63x3X9TcagDgpO+Bq7Ys0AF4dCaqBO7LycvBBNBkdTrj4j1uD1gzL79Vh4m9lC4BSjQFXDkXoKswxWof6vwyYJL50L5JwgFpr+VNoAzwAzwL17OPYRzGnuv/iLdZHicW6uASWGIXzAJnuOMAfFowwe71eMZpIEjlq0bWJ9TezRKZHlg5Ns+CFtu4rPdTh6P9jiFMtBYe4ep4pRofe8SzAaho6lKdl5IuKt3PnWCyK1Z5GBkzqOEjl00IWX1gW+i/9ZG93quwgzHMWRCzt1HsdGnYTUOLdo9u4c4TyxDOZj1dajObnlnieXYxEmv7Z4zuigp97Jdv6Hj++i/y3D0XrfNGzwBnCKXiaqVeLhtHKVvhphzXwacn59OkWU0ZB5FdtzjwcdEr369bvUSAbWGZbsY8bp9mIYcnymkvR+ET0kPHWsgGUWNPgm+GJyTP5lL08svCvNrV3boKPdhM78D6AY1ZD1i+DB/9yZ8Eh9d7ElSOPdd5jo3Hk9RNGi0K03Uj+sz1y2M2baJD8pHRcLhvnfpOscLv7r0upbWgKmPUNNW2bMWhkSxz0hAbnaTiRBTknOxB7Tx+LGgkEquB8YllqUm88T18fsO9zEo21UN4/kSYX7gqsO2Cl0VVchJIDECzzQgICCBIZJDZHYJjFxcfERyZ+8Tpqf56ZfLyutrj7FTZPZ1w/XpnI80SOEke8kff3EaHacFBnLgdz5vpNnx22hbyOU3tz3Oz3U5iff+Ed61LZN+03TyUNqt4VUtBpRFptvjp9cIw25qrmMQTMnpCMgS0aEZ7+W45rfRbEQL6qoCI4iBYUcDBUdmigaSB2TCbiCGUmV0MJWh6BT6MAay3mygwNGv2GorD8gT130Mot8+ylmDwWgNtyDLXrJilzGUkgyvsadx1zES7ySe4DHqo4WIbVToJ98UV0eaj7hEjznS5Jbudwxnry3DryBbhzcAh9AMEOCPR44GcAJoAArwBDBA/8PLpwHl5fXiBj+xgOI10YRQZFtfdaIBU47a571NQLxVj3g0Ei3eu/O3LThMvKdqS5BkAgOeQteEfFFDiEcODqYmXkgBnHKvFMjMgiGy9QeLsmbyWvPdtyMLmpmj5OEe+nQOzVycMOiMxBEth+QcbHYylX4x+s9+xf/1f9HnAv04zPnEQBM6NgRw5NkNdSC1t4LW9NgzdFoBzHzQQjg7NjhoJ+UK/DQu5K+9polg4HmBEIJKXSC8P+xJnSvswEL2+3u7uPl3t76anQWmwIuPW9ueQBeQH/e3vJkN2jdZVGId91IExbPOzpeRX3yQAZXrheOtd/ujV6p1Ntd0+OTtttto1vm3dX9rHdEEdEf5fbNpG4jleBz7vXsf3lo2I85QavGgJ4MvINdy+73oBOUz5BkAQW4Ad4Brep7bcdzcRNi25FfGEHa0CCZjAG97331orhL07iauxpP5K58d2Ci6ePEE3VIc2sS9zPi4pollL4JUQ8ZHbaunsYdzEnULBVxkNOPXKYiQ85Tr3YdkAqN3x9YFJtdw0OwRdfbmGBfhZaKjDztNs+gyhUnD3FUD/NND/psp/B9z/6UnHQbEFQ27niKXo485tHvu7OxRvGJX1TyOpPwwXrm0QFFFvm3HOOZdbT73MfpCT/cRut0IyBEAKM8f5vARE7zg2mKq5BJNpRW24+d/d3vf1tXTXo8FVghHyZNZN/i0uqMs2kfs7rp3vo5vHdbp9ND+wmMabw35+dRvnVMlSOUCO/CspjNQJ1mafQuzb7rSx//g9UMdi59CPGDsx0v+6f729RJ8cRpgrFWpt+mJSx+effAzZNb02kucTrgLPsHF7BRgUhdd3v1sBfJTKVv9EsZt89PF9zdHYo0Ar/dw4Xgd+p0/43QKfVSwXmG18I3I3R8b8CKPQ7IKe9tqsteUBgcHK8cYWhnwYRBFHYP0lfgmNDsNwgUATcXIoRLATAOQhxEgDjPHNgAiGhhFBITgyWYG5dPJrROav43NjGMXrBRiTF4qpLE+DmX0rfkFiPYcOMKgxgo1XGvXQNvb12naPqrVMM6Cn99Kwrzv4hEtz2MUJutW5rjskhyeAL2KPMfY8fQUEoTVwaQ8xbg4gEMHlKNDj9hbLWCiJt0aQ82qZK2DY3NmCABgQ0w9UVdl6N0QtQ1pZoVHrlj+nFsAmdp+CC7eMXxAHh6wKi+M5utohloHfvakZiMpbVBgSBnW5c2GmuMwYDN9Zn5InjSbZoA9Xx+NKre0o0xqR18M+a+ZReCHAIJwgYkBFoAAQAAKfgUIAAjwv4tPG/ZXDPf3zU25oFewF2hf676Iu37DQRrqzDPykt7LWOcJsH/0w9B5Fay9SVcQJ4MJuoZp5t5TAPFvJtoNImUDatCF2DwLhW7gJjIHYllnC06DjYHgXffOXPAuMTvhJ6LyqG5U1dRYx8VUveuGs4PxPgLhbbjffwN5t7/4K3j9FJJTI5pnF04hngmDADsE8kTe0WiqMvVGBSBAQ5ujV+0Cp+Bq7t5Dnyu487oMZSS8P+ie1Ql0kw+s6JnnaBFHGhjdHOlPpsh+eIqDXBR7nZYnXl5g/mxw30t2ZGkaTTt3Tee82RLwwPr9aW5lTBE+8HSF/U9OCxCN4Am4tc7EojpPvpKIyQRwgvGlHv9OGgLs2icPLkwIobpq6PBYjt5k0LtVgClDvIK8AZzAA0AAOADoj3/+CuuL5pSUw7YNVVSMDiBCrDirN9DlNJGHGqKZNQUOdpj3SztKg3lS3wGm4K3KAt5te3bzi0ENp3UK5tzsz55Lj26x3hPW7Jrv2L1qHcC+ySAfozXwiaZoo2uwroMpuTY8usMYADKOI3fvfNmPjrHWgwDQ4yd0/3KxryNXx39Z++oSWIUy0Pjoiiene56S97kEklwNSmaqeGQgpL27ZP4roUbzNe4bt98PafAo8Ubj6O27wXLYDvChP65OxHUaj32FMBtVzZr87r5cF27uWxZPON3r7euBFPZK+GP5IjITxGe/1expe59hFrh7/Ij4TUOx5zD6Vvij6XEOrzVuJS1xA/IFLB3lhu8f7X4v+2Sf77fHZTJpKYe0rKfH8fH0MnURVx20Tt5NkfatrdacWHt863SP8L763CtMptXuZK7v4eRhiHPozrxsbT7N6dZfLhNkm19iPxM5k1997NDxZP33W21vPzukcKhF6wifgithDmPu/CeJvwt+er/1YO4Yyxqmzm5B29x8CTn501aix/Og9VdxYTdNDkIfXSA4UGMk6GJMA6yJGQF0ZcdYxZhUFBAkOGWUOSK5S7QVJg4b4Hry+3MiyBzChmPBJ2axI5QbXreGfv9Wc6KPxCbtxft+8yOFePWPkhPyfchymfvepNXe5ehfub9lMedGRXJ2NDGgHvh5GJ15LuHDh/CyG60+sozcanDQNCSTbuixi6kZI2AXIKhVKLpWtRsMsTa0eRp1ZIf96B31OMroozUd2xgM+G9vI9v711a534+xdXmMdrver5d4vDd5cp3WWVGwh1pLxHq38YT+QAaTLNLI1iAawgXkbYzZ+mbY5R2QDxlemiP83nWJFOFBSZ5IQwIe0CtUyAKAwJ7guwkQegEQgD8Ddz4tzxjKlk8zy0FZbZN2vekPEL21Z+pcYwgOGoCX58nfRuEQ7pTOkzO0Nie/W52QiVrWp4vKbi9zZZnrqmvTI3b2XcSS50R+DLjYBK1BgH1QWgB1iBwTerQ2eYU4nLXeaJj0XZxW70OwNkuTb0gqRIxW03Siy8n/6tf9c4Fvf29//kt+WcP5o7ZMhIIjBqeMHhWxOiAeiqpzzSXfCADuR+h67A1cSq72jA72fLNu5h65fgFlAQk8s1PvrXI++YAGhEOTHuhfAY5skXhEKTWBDAtRxGQvJH9J/D9Df9zykL1cfJWArZ2mdN/sXMN27XHyhNQCThi/CXpypdQpYey+i7Q6VPqMvLWalvnvzNbgngHfRVDmf99G3vabyqzuLe+MDcD9AfonfCX0CqAwdYgbtHeAB8DvAb4B3AD+9AnienaAiQuGI52k5QrS1Yz6wwDy0G0bm8Q+BMISVAad1GzoRK615gYItOHZeR6DI9jOJYirtY8BTTqxx0gyJLE3dDqokPosO7KKeZJmpQ8xzSQKU/CA7Ai1eLB3rEGhkfkRngLFoStGwBYholMnjiL4On5W9/e9Bo7Ydqhszky6D35qojGNURpyZY5ZBFUydbKt7d00+95j2b2b9723lMNyNNZzLZ5wEP8OJEMfALtCogghyRz9l26k9Q5OthqFMGsai463oUedObMbOXrSD+cnjIo+dAz+IniepR5hxHw9yD9bZ70NGxO0r9W4la/07INYvngzHkPTeaan+3gOEr898Hq/fm4F+B70y+7G5Vn3Wp+k+rMae2ptr/1k8DM77+cbfmz+RetSYQ0dNjjOqEXe44dr7buFEuHYcp7nsrV4Wd57t6k18ov6RA5uN8AwOvpkJZ2eBnicCLiYtsdo2Hqrt0A361/Ebim4Ta6R+mPA05yqLd8vifF7Jno+zXXUc4ybBR9cHWScHGMbRjSaDHTYBgEigTUFQlGx5FEGRE+ETH8sdhufQ++Lq+879nfcdpmPb7nSe81Pz/Dw25hUQ48f2mnqNg48nfr2tnFUv9uxnmQFLR7Wy6IIKcyt0BKw4+ERHS8H/zAjbuaiQNcYAMsux/iD5NwRL3679+3ioTYnEIj8+9EmlvtgZ/boTGigzRCQTAwYa67oeVRpVaWblWFEo1ZDrI8KYrd83LXfmbajvYu83R9lpbKNB5aNUFT47O3rW3iN+qh2chaBihwg26Fw4rwrMJWHNiJyZvfaTyTvjSbO9z4H9A6mJhim1DsqHN9kOhXZ/Km/hx8fowLcFZ4XOAMwg4+IBD2DAawAz8Dn+ZwW+LvRinNi1F3wWcH4ZcJvpmThPuCcaEcYjKiyC35gfwx5dfYu3a1ea88n92H44uAcSR8QY++Nhu0vSluIL0EHECfqoubb7OghOXp4ZDt5HeQ8KnAyNxb03dLsprFcPqYQwNHMFJaGNi+0K09DEIGohemlRplJx29/y8/rgQ6WRC9/qvl3IUUhCxwKEnZtvcBgqSajO6u91ksd9FcANCvEmFGupY45Lp4zRme4+4MVnPd7InJZz8kG7Sf/tNvOEUyn0aeI89Vvc5BcNqchaRVrqVGv7zGdsD84/jM6/7/G0aC6Ijg1xtyCUsA9EDtojneHY8i7NVfqt/qIaKXx7vUxrEXsG7XeHeBvdocAjza+AP4E8Fs4PoP8NaAA/Kj4fH5+2FIhOMA/2IOsPMA65AAlAwRgovMHgL8BeANoKxgCLEOndLHz1fC8RGAiqE2nEMfskk72zKjIJwcq3tnGOgZXx5O4nGLIzdeah7rFYQzuoOLcPEblmLqqCSgB+0MGmDgefkCPNo1hhFxxBkcJEYMDgAJGJgMRXAk8dQQPUYgClu4mZGFbjMFTGjQ7fWTcYvyPEf4Z8ReHuzJMQ6qBWTuOvleUMRqDHLgLeONK5kqVscCk0z6uNwR32t/r8wnOj9Oh5DqMR6+nVLUsAAg8Q7xdYOyhnEDpHH+IFcPLSiVeAvIcp7op+svJxuwPmFJ/cWWHyqoOGuY6amGbF0JxE4fuP2CXXUDDE/j5MS7mpNorUnaAGI3g4cEfrRYpyqqTA5bH9H3UlcopwtkVfwACrA+6gF4Yx47WMz5Mkx5w7C/Tjb9+5anb4y2zMD8fPZ7CYrckMEWYvtwdpWANPdc+2JlVcqNXT6a6F8aM6RJA3DS04MjIdkkXDFGUEQl5vn/rjwc5XIbWmcK2icdb6y1wdZDUFHtXXE/ra7MyO+dbdwHIhkJHsiZAhDrMeHRtHYBQah+CVoc4zyCghE1hwExkN8WZl/TpuRVfPye9XT1b4xG06QIU7tUG4b1K96Nzfv+yiWe528TAx0FHJu2lYkAJnXA+arcYhrvlQi7MVPLQpdQmA+nbEE9xOFm+aDmFcauXFH0BR6QMJQbn0W4jn1M5tHu3ldqHddUqNpD6Pgy454HdyKSPOkzr1ipgyxXA9kcfDUdW/VZ6Rb2XYw7cic/x0gSbPs3xJcvwkz1yjwDlAMXdc+rSCI9bKcmVUYejMVqpo0Xnrr2eZ3+vY4p5a3ngHt0glBCnRz2fHWWkCx0wBurhK3CC9w0qwyFwreN1eANYCJPHjvjK5dro00QlcTkO7/dsQgDXtL6y+3JG8vi3vEdqbuBm0yr9EcMSrHh4Pcf+6C3wxPjzkIjuUcmClDgNMop8g5DMmsb5HMQ4sKsDDze4wmOl14A3Je4jpzOfDHH6ymNxbavtdNzvRYaTEBBnXuN8z3jx2pdE0eG6QL2mmo4x4hnbTH55MXLuFASWcfohRNfd5DxDDCGe0LO1B47W+yApt+MLLQAMMkaFAexMuz6O/vHJ2JMvsQK0o8levc6+lab4JFhWYiuIhOacOVrdC0Qiv4CiJQY5bhJo+ieGQlPoI2P9c3D/7b382/dSGvRA7Wg79LG/v4d+SNOMBpZavCN+dNNm4l2zYoDSjvKN8hhm5hDuN3AKUwdl8BmgAiXAwj5A/9zl3X3ZYReKZX79Hyl1wN9E+B1AA/g7EKf3vwFggANg+XXwBMFxQl8gvybYCvpQ1EKCfbRUMXMfD6nM9qhdZciIA7YJyCCvfiXi5yhAq9Yjt07BTy7UsZ+9y6Mm5l0CYGdZNFYftUBx0Ct0cmStORaA3LyQ5t51Cm2AkBZ20LF77Pe6gWiuFvEmNg8LjJArRji63gP8m07/veh/Z/Jv6ti98kPC5KkOUwOG0I1opOqmpPgow0m9+6l7xq3vNcC014e+JNmuzizTYfEuoZPcy+rDBPAAaREusobv7JwptCs/yauln2u+cEbtclomh1u7QuGHTtMc5adpoD8P6Y3O/tzUrw3qvlUZpQ/VLG3vjK4dbtAqdIrB1fdIIUOpdSr4YjylOc7TMvrUeAPjaTpOHvsK4s2/4OJ8xF5crff24IjVgw8Xj75dmh/HLV2Xp9tbvY7z7Bn6VlFy3ssMq3s0bR9PaI1Ij3vxVjN3RZg4hyYO5LJ6AnC9kacHa5GZCP1jr4GAtfmlEpSxhvPHeXS3uClBTNMs4o1P0f3AEN1IGdbJzUu4OJiBpRJ4w+qAgPIwI0MYDQVGEwS0Vs2CQwQABLSBDiKSoBPrHehy/hjOF0pEqx9OZFnaWGOcM0GsQ3XCPoRiK/Xae/L7ovcyMoWv5iS67jh3epJS0Yzfbt8ogDWnLjkprYhWFn9v1Pu71tVSRgTDfJLwh/vVO2y1EzbWoQ6juUJMjFvxDNUqN62ttiy59VHaxiS5FrG7aRXqHeouQCS5m8LRekXrozcjJK2j3FLQPFT659y20UqEW687u4aALvXSwVj2EjdlF9IY7jxR65lDNzGHxdCK5MTDMD3PTsWv9DBxRZsZFILzNG6KdfQmc7RKYYkRLPDlBMCwRgCAK3UBmIkPtT9f5qfzn3qBaxaue7a59XlxHkYKmt+Uzl/uGvE1xJ3ZrR7goefJQdkPnAZd7zrPHKmrhUtgz3Ehd+9hqh33aBhjL49OXMq2UwhVSWbHYUwQ/LTBNvjkaIDzz932WKM9s9t5Oi/+W/F8UWUsWdzeas2zlWuAAM08QQeV0GJdApZ5dlMiK85jKw9cXt2CDaLDQ4c6RhkdWkUDlcajSq/jyzd3ATBwF8IR6uqmr9KWp1TvVqU+R3cvZSEmZEyYh3DQ3rw63Audg8WEIl47iNIl4h394/6A5RLkvbP/jfKw0QOnBu8AFxh/Px6nPBXxzyc+ScvuEnquBi7atcvrqq9VPw/htNxZqbQwwrtAsvEzYAV7ABKMOwwAeEBXDM5ao/QyLRRPH15i8J/0DPAQF2T61fS+J/e9W/9t+9tr/+HL9d89vr0C/PaP0ucjwIuTh2xWaE31vb28KnIiGLWnaMXbwtpAWtdp9u1QwppDOKFaxFDGEVEfBcM0dEyMX7EnkHZJWsSfU7/f3TllMxskM/hDZE70uMu8YNuPuDAJoHOz0y2TS5hLjNCaLKyKwoP64nqWdvKnowV0h0PXpcwe73U++7aVewh/r4LG6JB2o4l7zrhGag1Ee+B4lXsC9/nQxHyvMI1eCtI8IVH5Vnzb7m2cP7drkb5pQYClrV/Kj9TOQAjqBph39TmGq+Gfu/qYb/J1+tX39uXOf77IY99H/36e9/0Iz8toQstjxbnAoDhuHc6T32pe0onAuKKtnXqQku7cV5DH+nHWG6ZILM8YbngsgG+9fQR50ESxJ/i+9t8n1Oz1Y+d9YjaFaHLUZ3RX3T4KvxPAIx8ng/3hwtxi+yXN10A/NP33kH5NHgdfaV6UDphW3d4xXrTE9VVbdzT1NE5tfw/HfJMx0Xrcb4BjzWGfb64vmavX7zz//tsWUqBjusGxytAmpwmPYo66qsXRREcN9nH+/ls/fTcjjphSJA2d4tlZHXAC22WszGajmhHqAJpJ96GBelViMtUhOAWCQ2QizMM8oUM44RLmFH4/3Gn7Oup3MTeLScNtIterL1mmi8GqWnuLNS1H2xOGomV6Bss2Nc0Lc/5WF5ess+GV+5LJr3QcSOHhC+RwjumgHAlAaSksi/FR3pbT965yJUiA1duT4RAh34Z5wR7EKvtpiBITkLQ6jJ1KpSm2YkQLSu4K2OTYHlxGNaDNDt1AUXepG0fwnQ9H07RasACecZrc3DrYZFiMwjHBci/lw0KtnNQNq69Ib0uIN7Ok1uTCRDhQqeR+GvRwyE3yEluTeIJ7o2nALdqq8l4BpiE3hE8nPu5yIuTlw8fjPRv/Ivi4+EQHNNAYNExHy+HIbZ7Q9VFdgE7zbHerbMwEBsvp0vYcJD0tIsjBt6MCLSu17ipBqk1oMqnDLbH5jCTTq2+KwUEj8crYUWgyLSoUg9Mm5pLw30FfgztKRTdzKVlPwcIAGIrKffIOMB/5NEg8xYh2dFqUHul4Yho2vlSMJPIN/3SGhUXJMw4JBKNbd0SgTSWzuHF8S+UWf/uZ3gAWgYeVdFlb7QuTr2BocyQR/BDOmYPHgIetPtXcFbLXFCZaUyoAp4TJ05JEbFbCq+N6vYboVOqq8onm7xA7AEGrABng/77nBLXlvjfX7ciM3Fod/VMPLY8/mE2iDpM88p1Px6Bm8PdAC4QI/hlwAyCAJa7/6YfX/+13r/+Hf/In//V//qtf/uWHj/96wu8u/n8/T//li/6ffmn/+a++Pv1i/ZenrdL+L2D+X8m4jAHwE0ADcAB/8ekZ3tsxetxKfSvJ2a0RjD6KS171wEO4VW52miek4Vdnwc0mCua7jpRgHBSidpuXOJw8Ha2oubYF5nvOMvFDCqC2YL625kWPTdd1jJzTzJ7UE7Kj3Dk6baLkNKtDFRUWHIHCURbkUAYjV2rQIQek1vQStHWeY9I+IXcwq02XaL3RFOwo6s1kyFE14nqv/kR6bSM1vOvmMY/3e9N3R21bTy3H368sAqT1HNL+dZR5Oov/EfQCMLGdnT61XL/DrqGSPL2ejq/7/IH69mgHfLr4ty+3+Dz1hm6yZf0oa5/PbMh/QkZ0PItct7zAvfLVSl/c48DyquVo8RWLQIAB1ELWD9/5pef+cZ7vPc7jEWuD/TdhcTVXj/LbWkO+NYP+ZViYSx5B43u1cCjH6ZnOY52c0TL6ddeo7XN0v+5fr7lWy2vKRetHe9+ZP+jjzmvbtrvMQ9yT+h3hBf0WzlOnPV6kZd7HI/UFQIEv3XaogRyoNDx+yTE670B3nQMkpuepyOgyxXjq46v0j8k7nQKb5mp2Xxlyq8H2vWOCXtX6GGRqBo7s3kdkLUIIw0wQmcmOMRj60WuAllsZdqQUwaGKr8Odj9Pj3aBOY7PvUJIBX2h20sY+x9uXMbi+vc6D9p0ml98xhunR76k3Xj+ELdBERdzK4R3YIwJAGiWuPsk9jIcMT5AR35+siv/iTWH/+eh1tjbaVyf3hx3W91q2Uj9H3Lp27Nve6hitSRfthKNLcf2+d3Wyb7Wg3HrdMohHyyJY25eKUL8pqDKO4QfA0hvwcRbfpZDeG4iyTi1n56bh7yDPDLnuNoq2EkO+kHytYTGfISH+6PHKcMzIyHWFeFSKerFxin6MfvJOnnF9jL00VzvUA7jBl7tw984sPb78LOMygRT4M6JWGqn4UerX7aOzDSa4+BsY9r4GR72fz9LVXpBaKM31FJ3EEdG/jeo4luBmgUJzlsrNPYqqYiDKXoWcStUVaxtkcG1Di7Iy9UEYnVdpzjnrJcrZhT7GEodKVgVWMZ8BGKyQLWSj13h2kByjs+pojTjcWCNvXdJHqh3ADUckAykEh2rZYXfQuD+4HTpKbBXau8uH3h/ib2QA+QJnP+VdEsK2CZEFh2cMT5xKPL5TfrSMmPc9zwnOpmW8xz7eXH9lXwcGY8/e4piEz8jrxY+uKfoB8Nt67EPvkL8LkACeAb4D+G9L/e12u+o4u6nWAgqW/b3W4syD3Sv/7vo+GpT9vgRUqB3qz7B/hc1/eP0vnl/+q3/1l//xf/JPPv75L//kP/3Lp3/+RK8nmFv6y+f0fXp7z3c1fJngP5lf/pkbL+H0q/ildtlJH8s7wB+tb96BfHSq0as2r+3nsoUxm2nzaW62kc59wgOmusZeN1CP9Q2HfAGDqgijH7umszpxzuUoU3e3xflAW1yk1qfkNZp3sznwTTYH2gEnHlIcpAQKjQ2sl2EEpl0D2TgaYYFmiuaAmopPhxdDd29ZKg6QaqM5b7UfQHutG/kdhsJoDrhmNShb7Q51a8MMrO6ifUFT8E9ec+8nDSaIcQkbiZ9PUijo2YY5tAClj+eTpYBm/BGAwJ89AIA7XFBseZxq+91DZ9V3YeynZbGu+PJ0gik81/rz7d64jHesx75u9UccpM9XWM/PC7Yppqcg9cvgZ87vLZ1XyY+WQjktZFNNYbveJS0tHzDR/dEjYljDL8dbnE8fhdP3YT7EU5MeYx37MrO5bQYtUmIo9/ZlNUHttUxmm2X85NLGH2Y3CTjs8bJw1rhALgBLu6HoBTYN5Q/Xa2ztkLJaleicPPzTJ/Dw7PxjGDW5IvRKG3fGhS29D01kg/wHOMS7xSD4+LyuLFPl8w/pXMxNXI+Ghgjmas4r26O7JWk1AxymdW+5SimteZZH09lXMGYypl7GQJIyJDjYGxiBCFR/CS65X0/BG+/5Fy8Ej9sIVtvtOGC04/Z3N4a9f6V5BMVzuzt4nmMu3bvcj6BoHl2rOunIhbo2kF94ut/3KY0K/b1lDeuXEpnq/Rgzre/QnbSu2+14Yy7vZSDTz8cgybtmg9Y0/rTX1retXx1cb/t7r29Da+sNYLx39L7dd/EAWYaA1rG9HfLs77vVD/Fbgc5wA5gjNu/rXd0y4g71nPx+MOqYEO4Gz7Rt2E7YvramSsJd9GAY10YTvjeLF96BP6iGZjEbR5HNtgvdD/eN3VaaSXzHPK7ensYoXUoGZXju4Drs0M3gDwAZ4H/c6i/P8/qO3kcLnUijk6PVi2T7dqxzn5PfPUYxl/lTSm8yLjq390HAC6bh+ndhKabf4zC1Tz0v61oFvj97QMAoTqeRq57QHXT2PCZ6Vq8hOBitk8RaQDUIDu90kJmshntrwtJrtIDOuQqFAtRRth4wjA2Gh3AmSwq9N+kUm10i4wM+LuKCT5fROkoeatQQgE2INNQ6/KhtFJdV+sb//mv7u4POAGOXr3VPIx/OJoWBZBWObXyD6jm++/onfioQYkDJp83c1J15+cTp5y6xtQPQmPQ+Nssfn04K8wKxV+yEf+H0YvCDf9rx6XuALwABAAB+AsjH8WND5LMEOiWtwW3v9ej8TY263oU69v+ptW/g0vkvPnxY/6O/+os//den9J+dv/6ZTv8hvvzXPP3qbqfw/qHtr0/f/rBVLsce3Ix9qP/98QC/fy0xTth8fmfp/Y/3fgLwugKnU++torG4/iGymUZ/wHB3yJEgxzZCwqWIgxCwjRYh4rlqd737QIjYm2MYpnTVR+iXggMtbZ0jt1rXESa3mwTvcM7CYaB6xMlCZWX1VQb7qH5AooA6gp/MV+uuMbiKgwChq9jWsmq0IC0PECi9IZKiklsOp2w41ECpo9LoF+8H2owT0nBKyKRtUJdR7oyx9MPfFY6ShWRcc96hvh/uUMjtFN2R8q0NtF6h7AAb9Tcz2TU/Wb0Ol6Wf6Yk4r+K2rrAbQv5533jqV7kjPacIqPYxKoRjnp+mUOwxTyCPx+ACLR9G3i9v+dN8ccdjRmKpE+rqNSJSWrTw6miIyuI3KjDc381nqvTTWvJjPNSF/b5317y5vclr+i6re/r4He6EkjCdne8/fCDLNJ/5Xkvkx+rEuZEm6Q81pMNW6iuHRbwhzlqHn87fxCYhHNTbo9cFjt9Z0W+33XHrKgBi7J7DKbrZjJbponY50XqXlzCa9tbJGyVM332/nG4NFu/vPcwxKEIjRaLPTdNE92MAHLUegjZMwSi40TrHMPYqQrn2sQ0BMOndseVm3g8SdZ5FAZen5J375lqiz58B5wR51PtlSiT7vL7aGLrMREE8juFoaFXRcX9LOEtYtgc+rubc6qvbUaTYe32sqT2uOEgno9JvPhzXnoPf3u+fI+uWRSXOnlu9zWk/8rfJlb1V9HgMOLSz06+HCsi3x8ijftnue2tG+1bykvpesvPbrR4i+zZ60/tKP395XOfx+e/vdTbZNwX7GamPFj7MepAL7N/2w3n5luuXrXKRrzVM1G739MRSFIU+OArX4zbPdYgPuh0WJncHG4o7jnoXONn0gNOJpq0GpBhGOObpo9H1NhavywxCcPsH6sMpA0wAE/AFwJq9r4GV7j203HdoUye80MrRbn4ObTnsChrBKtkPZ384WmPwo3fcg2mxciY9Gj5TbwmoHE/etMopeKUIrbP54FRQjyCTUmWdsHfhEMAf3oc5Ioh3cXID0RUvGhyN4Ne766Y1I65gtpw4kiG46LxBLkJh6jOn6TTaCz3N6tOYZjfRQJ2jSmUCAUc47oEOLe9eSn1/TzSsvLuf3+j2FsobAQApueAMp0TOSNOQbsqRfLfR4RxCDxqwf7sTn4RRZfJ+mu/v/ekSb85HQ2ugPs66lF3Pve+MzwLfB7Jl7iwNsu/vPwP9AKxADuAngP8rjM/bz/I49iI/VZzdEmydRaOMBgOX0WL45ffhn/zi9ePpK/3Fd+XXsf2rl+0vn9c//6jrIh32y3NZucWpxWYf8E00Bbvtpf74h8/fHuX/8Te/+7/9D//m//L/+fnf/PTXv/nr/+H4EgAUIAJMfzV/+HCByU+U7pDIdURf2khgj4BPIahzifgYnYeI3m69OwhHZSu1WtQigKEPV9yqj7ECPlCh29U6ISiyg8ydcoDYg6okFYkCgty8RucAd5miSOEGqEPZqErH6lwiLLg7tD6KACueGk2h90I4ORRD06bmBbwdNCAHIsWk1QwNUmNJh9tdhTGRs/V2SNFhgzVohFTTIxxi3Y5HrxhI25zOjRWf155pzbimdCtBAAAAFXBywjS/JVOPQY7fZbQC9sSBWsPb562lgPVeZa/RM3DuybfmAxOErzdsA3XvleZjuBJfn1+fqdEUdy7KzwJpddA9i3qR+yhwTmYPPQV+2e5P4jZ5X6S4Vb/bao/xYkMgLdDrcPIUx9eyL+e+f/3cZ8Poxpfqebnt8P2nuUJy6EDWTi45f2+ISFUM8s87X1UzKVc30DHSeHZwRZFTBA1H8A2f8+APNtkI5E0PaLfHMd7u7c1xE9iQivp28gW9q0wTh47BA1SlCw1WCKkzOApudDBnM3fpkqIdpVfyOrrQyNK+th251SZCrRyarfWRdxmC41EbBegDGpMgT+kU4o7hGT/0Wg9Z6Q37vvdNPz8Or6PtPUyP9u6xXSHfv2je7NsxPqw/LMvWrzxvy3GPqW5/+Ja5vyxhz0hxue/JUnFFH/2+nvhRpjl9unfSIPm4g8/GXx79a8f2++MPg9/e8xvpTzjuzXbQ6/uej/q5SnWBBGmKrsm41yG2v90fzfLREfn+qOVa31rPX6uJbdcmAUou2zINlQnY2E+fcznF2jvOy7R1t4QRl33DcvLSxzxNsivNQVz/1hSjG9dy8o53PXmq12uoaDCmDrSifRFdvL2X/TQtVfvAiN3emgavtwZhgHYQAAHY4PFH/Oc7iAP4sx+Wc8C93CbNP3OcK3x15IfPMk5zGbvrYB/O6+dBJ8a/v9WL2lMFRjz5WGg+ed8B/2TGa3NktVg8TD3bZsjUiMZ6UcnBnKx3ssNOzpUDZoDt6EzD95x1hL7vYrFjkWOlzs6b72fFKjqTjeQilwHBRiWvvVmo1FqNP3w/Xj9Q8ioXkAm4i3NBpAzySXpD6q3nUd6/QSsjtxmP/Xbnv/4b+O//lq7v+Sd1M8AGBXcDhg7cvZTWyTks2NdJ2tYZnoQyuzjrvbfXmMC0SZlj2m/tebXcPPE+BbDg3H7/W8SVbQD5KoB1cbhnIZpPcPwdwPmPImaAfwbw/wX4/+n+r5T/dMCbDrfIXw8KDv7s+9fx8fxr1r+pBdTgn3+8aE+/nm9//YdxCP0I9Xsnt7DDe2K2FyJx+2/6cg6t5bk/P/6X+5e2j99vW2li4/cyGgD8MTwA+ILw8YeRJYfn+CCOdLeQFmY+hQqGFn4q8GGWPOKcrOsg8TPJNso62/sjPVkr7BcnWhuJWOAMfuXRcDrTkIIxjsZ0wDgxb1JPifND2TzR3js7B0eGczwqXVZqXbv3oMMdBidPbcBCPg8NblLso+scbK9wQrdV9I7FIliOTCLOEW8NTk4fNgWqWql4nC09jN1IDffo/VHIRmUUyfqk+ndhXBrd0ikex9AAcuc0wd9ddR/b93P5n7fku2UGkAaAiUTJPW0lTaBp+eWcS4v1G32YXqrrfkpQHnBasSb0+2l96cfDzrHfHxEcAoreUE+uVgUqP208MYG4U27XOUdO2Ov0jsv5vo2nkyv3MnB1xyhbXFu+v3B4cz4f+0HTrLW4EKbW9z5FlG+3eA4B8ng6PXVPpef1w+jj4fLU/RZhu48n5/soWGdcFQ8155rweQ4RBpVET2Jfan1K6csO56fW256hzuyO+5dpHQ/o0ymB0aC6xOm6jZMPW5cXcDxNKt3CFKS4vtywXUjuPS5RKk4R+yyUWbzZDsKjNVKFDpsqFVX6qoWBXDytjIdsyLPUqgixUSfyWEsHQJZRM/Q4dGeJvRf3J9OH35T5F/Hv3gW25J74IhrZ9vcaYKmjn0+jf0mcWrr45ty0r9/qw6UUpvuPt2WivdrLDEpuOyqG8J7Hky/X6p8nt1Dchp1Sq3qNLI8WHWC7+TBTKHBv16fJt8386h5FAuYE65cCJ9hqfapwbeUFHWsXsyvLeVjxLrV279Z9Xyq8uS7q2gvo5tgkV9GQko07I5555DG9zJd7/n1yk9QafEBYtyofg68qFGurB+r02Mfu5STfmj89h9ujHITh0RJMv5f6Mi13HeujbZOVUsMSYK/DI+w8Zu8TuJ9+s60IX8Y/QN/yH6kPHrHbB3R/yu73x/qkjy6hBj1J+9H7PzP7Cfqzo20DWOpsXnf5zuF9s4unWz6WObnmCjV141C/pLQHuLQxOITTwH1cg/sOcGu2RNhv4MJgdGPSyVnOY57jo8vyKr2bFTxRqEMWjw8oKYXWKIwxhm+Q58WV3oKhsxkhIwcji89PdSvJfO57mlXqD+Sanh2MgDLGFJGpZQt0iGJwjhWk99BH2+6nt2/9GKHt9e/3ZesOANYYxhBeZtmuavE+ay2irk1Am2gonKc0SdsojJa3yRK7sQPNeJJeNM7hGBkytfzeRvDf47gzT2M8RuMI+3AxMZT+GeDTNLd8MMAvABBih1oA/j3Iwf1PXVhfn/+jE6x+bv8Cxg9P1xP8iUzXa7m3B/13x+9+d3z9X8o5jfutfvqSqueUVneG6esoH/vH72NXoQ8h/e2XH2/3/e+v5OgxNINGYAVxAP0f1T/JvYbnSYmeEzzsA+w3mNG1YtOqfX9hHADr2nKZgzPQSWkLTb7u4WnppaVEN2tzc+y6UnQr59Zkmc4115gsa0AHi0rNfZlwO3pkK01TSAGzokvRSl6mS68jBa/tcDw9ZgylSnBubxLTIdVZMo4VelpDy7KkxT8ex5TImOtQT37Ldpo0X2U+y3FE51tEuW8x+WMzCeC2kmmoQbCRJ4Yfu/+AcSd4qnIlj0nGzyS3zY105fqySaL55/0a2L+JvALozeSf+PDlYv+cQorwBwm/nPLezgItqH9gTi6OI89hEF5w3BAZpo3pPCB7790t4bLnkWLrbvHZHnO8tMPms9QSle+8faq4xzHdWwns8IHth7vvr0Zv+Ljg9N6ZE6Ju3Xhtt+ziieS9y2vow6aOKk2VZR7hM8dP5dHPoWgnePWrgyONp3nZi/jbGqk+Jj9teC+bs1eNV7++rPj2GBHKXrwCpORrHlOaj0FJuWw1eI+mjz7mQOrzD0BX9M+kKLE2RPDFxw9xfrTwMcLoDb0kmbIrZKELXLBex5S4BZK7zZMdR8Mo929ILzp+Apoxkm8gNuF4BD6TZrkEKx197swqOwIDPBK/JP/NotS35ZR+fDueTtycczn2mcvbNv/pyclDj2jU52Y69ZJzOVls90PXE/NQWZ/YrqHNGvrG5w/j2LoLT9PqetkYLnrU6ELJB4MPmNpdTyp7KKR477/r9XkKp1uXlaFuDZZAbbe4ztIeku1v5/QnhmPC01U+O4V9yDnsdfPF/R2hqaPZ6rceU2DjntxrILtLujj3qPiU8Nv1HmJDK8roiGu9nmN7L/Qyu5r/2Jjn3unFxiHr7Ot7Scl5kADwdVYq/D76KDLOyX1+MDAuIW1FlkhtQ0VrsC9ulA6TAgC8A6wABqn0QgBm43me8rcfx3MibgaUd0Wm6/AuoCjhk1+QHwrdJIA0bqcUI0qr4E9t3D29GN5qBVqkVZkm6C2jpfkkNYNNgEfz0wykcJB+CFx788msu5Rq/uL8yzAfVDqoZoDZBxtEUqETn8SNqSu4U2B8It0QTxQyVVWq01TU1rlB7Sf9dMZX0tNLDNzIMwwb6D1LHhwKySTQaX/vR5l49H//E7/9pvy7b773863SGWDLlbwNGYPXr6Wk7iPHJtEQEk0YVxu5oox6TOSnjqVmx+M95w3a+75vd+7ekw89pB3aT60bsgCLuwguB7Tf1/wj9F/A2eVWIXqABCDQ/wLgO4B//vL63/yf/+UP/+sftu9LPtnv/oqugL9P7fjN9pvbF7t1+39efyt6/O37lfvffL5ZcCOlk/Pz93X6M5r/aTy9fjRbLudJLPQPLybpYbArdPAA7goiABVgAggArwR/8uKytOitjhGtsnB0BhqHjBmCiDFN+XAeNivS+e6EUex1cV1ndsRwIQ8RPLNHSvfGfUCthVw1RULj3rS75FlGWlJi75bQMQeBGGkAhmnN0kJwTXf0cbD6bjzPARFOMVlN7Kp26BIEptycw1bbIznrtUgzNqraT0s+Wp8WGQ1OU4VmQ1zyspc0Zaymz6tHVb8UIvc58AX41suLO+qXlgBirmHmc+e99lff93eprR0KV2nfAd0AzhN9epi+qiVnh8K8D9XTfMnKk5A+QQSSGHwXzHY3m6KPbfs070fU88WApi71vKY6AlnaXHodhfnCDQL/ouy44rSFFAPZ9BQLWjwdbZ9xv460sn2Fg0QekDtAYCpy4hG/wHwCerNzq1nMmjnbtzvlp+3YlxnKGAzAFb7Wsui5P7KnQOv7nvwcxwgP/zTT928WfM8/HSUIi1fQSqX32xYUj3HM7b7ZbWXA+4NhmXWUgOtId4ILx1yauNKtspfn8ejSfkjXfW/ee5Gxy3vP+fO2M94ftQYtSJSlJ9oevdaRPxskHG+to3y79fa5lCr7z7Vau/58H2TjaE2GKoz7qGXUe9MP01LDE+6bRzvKNf5iGvI5+T3DtqbHxz/9ODJDDOl+DLaHz6BUaHIljNMnED8C51vfN3mEjt++lbTK24697bc8tuOKuDY9YtBD9555wKj0oPlSfWdwDWXh13AazT14sKgpRPtW9RbgN73XR/lDl3KUP9DxntHOYG20xdc6BthnFH8dClXe+jjFQ9EWP6PqNuorHHuJM7aveSwUoU6Gzygt97q487dHO0XdR1atkh9dH9+FsZFOiz369BSgFNdVENx784HSrevKvGfHYSDFIuUUwre9rpGL9Siy3wYbGEEF+PQPGoDSAArACoDdfQiXhwoVX5WWmBaHG0gQeIACtKN2ssMAWf25I7QdxBINV9hNuCjQFDgNBG7UjnsO3PF6b87waHdRgm5gjeUD+W4Ijru7IJaxqZ+Y72OUIoayUGCSDtgGGusMC+IIY2VhJOjvrUjz3QOV4GIbI88GVjzxLxb69KzLws6NwNwKKGN/EHWOyJ1Udp8z5Brzrn/4A395o3+f6TFK4eqQNgCgqQq/19r7Izp/b4XYFhRS56FzeUBiGXry0/CgYMJeRp8o9pjOPN2hjvp4v/aFM3bs5N724zPWPu7f6vZocjb/HfA73DOMAIIAbwAGtAP8B8/T9/+b09+M8Tvdrx7efh0OgMcvuQ061su0hfvfXo8H4m/GobE9sEN41cv7kN2Zytq+6c85/mw7/uBLL/bb+9/++LnsrTNX8QI9wJjgH5KfCwADfFbQj/GiId/NrdAe1U422kSTnEdrYGntTkZMkpjcjDNhM/NL6EOjh0hUY0EMaCP5hmhL8DrUh+AwDQsTFkUjNsWBwdoITbEPkOkeOfeBIbSuE/FuPViqqCxKka3uAKA6gJxJmU0IG8vY3VBR8hDMjPgEg5tqGjH35AjLiA6p747ItNiu6GC7m7Fo3kxDHBmao5ehhcNLorc88/fmpCHEWGCXsM792+6O4/9P039067ouaXpQRDz2NZ+Zc8211jaZ52TmOZlVmeUpJFxJYkiYJmow6MCv4T/RYDAYGghoiJJQQamqUmmO3XsvM81nXvPYiKCRxZ+Ixn1fcd2lJQ5qGeQLyAGPTbhNkQ2HH5TV6M2Eu77ZNEnbxZCYrYgd/GAJ5hIblo1wsG/Jhz5wx0gmmLlLPk/BtNvcX4U0l3KaFO1Oc2WsBWQXrR2qiVod0tTaaeDhrsfjcLYRn4YIniDdgiwqeSwplU77HfBsUybXLMy22SWOc2HWgWvrbMwcZ25vpXtdruV2HPZCOkKxthl5GbSuEI+d7sGFbqM9CXPfaPM8gNkcHkxYlhW8tnxrqMfW71Z9b3vu6FrKZJ23wBs+zL2sxR2mvJcLtNy5JqyPvt5qJcy3+tr6W0nLJW8k19TvJ633HWar90zA20FLUXia/M72MNomBq1WAZESHKatDCZtXR5GHeYTl6aHIC/NxOPtIjNBu8f++jl41tdSxsO+p5iGpvzBGdNlbF/eP9r9nuwhDqljsivNdKlgm1HzcBqgyYFbtRyV1RJv9VZzWfOg193YgzB4nFCbFMvphBtzUdmec+CSX/JjLV8zeu4yKnzp91g/XWsOINf9pba7CWY1r+9N35Aeg72v0UkRAVU8oXmt4XGW1yonY7LJ6nqRGyudHW2aHyNnpjl4T0ehx8DhIjRC3yrMYb9nMe7K3EtNj4G27XbC9fOevRcvdkA7ortxeH+ad7GjO2jx2/PymqEAvCenQAqAABPACGABTqfwoil0fXM8Cd/INNGnA1Zp3ejLtXHvqx5k3xE0B6RmyTtUvRJwrbWi9jygXcHMHvUwiRlkHHnJOvvgSRuBgjIsNcuWe1fb7wkdKhmtbEfvBMTOaqpQMB3QaCBSuBkTlJZkqbW2CUqJrd8LjKVn6+ang56j86QPA3tHwVaHVkyDCKi9h7oJVWXUwJ6XNb59lpfN/pu/cbelcI3CatlvTB8AomUPcCQ7+VAR3x/ikptxaAovWbrBoSqASz3H2ve8TLyhsdea1709m3qw+kZm8v6lRzQ6GfMwwNnFNg7ae4SxAt/BWhyu1mRAC2gBGPsffDx998cf8ld7/7RUFv6Dw3AKy3Fc195uRfLb9Tf39FwS9oxthxPGOob223a77eunl+13v1t+/bvr9pLsp5Z+guuL7Z8k/+1+SfuIsEEGgA3gDnAGUIA7QAZQAwcIG0uImJ+dRDSiWy+cXYp2DKYmnznXku9cNWFBHfzIioNH1SJQh27FiHeSO7jel1ynkfq+J1OjKRuYQCoOgYhbV1cCisaDY0zdiHJOB4MgGrMBi1Mxu0VIazWGhW0zuyBUp4RSFT2MYFsTra3nDsAruk6sVbPFDkzGltpr9cRNW9eITXQS0NJqs9l0ACbTde/B9lT6ZAyDYr64uvXC9iRb8W4G8GPrxlWzBkAHkPSuntKtOHOgUY4fB4fhYss3Zvi0cBW8vAhFo71lgeD9fX0jut3vNzIFuZXbtYssIlnsNYuH9zJ8Z3R0dfjSPXZszL55bKPVZqTLfDvFYtzi7bK552lQKUXNWPdAPNr5j5p9qGEc7YHU+PmA1MEdanEZb8kNAdJbys2YgIS1s+jezcE9Gn4c1O96pCLdzbY5gYk7TPKWXB/LljTv159A1Q1VX/gu3bWh28M0nBZ2dnhy1mRwAi7h6Pwg+DA54tqzjoNXcMbhvTFbvvWeU7pKXV7KirpfigVD+16SFQPpUiRovi2fnPma6urNrfZ6qdVhu1acHK6lgaRaCvS055JbOk1u6xy8A35CJE8DpBpiA06PJosfJRDDsOXOksCkwUbWJQZYXtc21baP96/53YNz5W4mO1p2DtRbKN0Ht61LH8O15qhjLWRLzWojVx8gpRG1r0Wh1ZvMhvebk2srrNu9BcO3O9uR9mLmYVi0za9rtr38sKbBvlXdQzBZ9lzyQfvW68mndZNDrNeWS7smXm9SxkAvKx2d3DqIInIAfYjj+LbbCexNhkBm29VSG229GAhSP63JtNvXV7V+A5w3kIjysvI4TXsL70YsiBnJ4HqveXb7rdyd297a26I1Pd+ODjLBJ2kKQgAWYAU4gfsYpgDy3WQv1IbJ7tlEKGH8UPbh9DiNhr4zYRH+iGyOoe012p6ixN669yMhgzWmoY7NyKi6dQys4ihMTDGWklcktR2sZUIx5jYcqNi+4WAQLXBHC1snW3t5602CZO+bF+mQjAQPtZtx5p49RtQQMps4SyYHpHfZDIEbTtUPdnI1ztH73FswCbU7Xw11KcW3tK6rWV7r691fr+Wl5i9XV8rF6lRbdkw/A7gmANcD42vrx6hJ9P08KrtK6TifTjMFAtfVgVaFIZxrGzu1UUW1veuOapu0VVmfJlUMOKrVaUmJe/M27tB/RB1Cn034Q3xvId5AJ4A/+Ys//qP/2bfbQeV8W/9crHP80+Xf/vUPl//n55d/vTz/v5b7/3vf/u3t9Xpf7/tyLRnemMYCx3D2xz/4vg3mpWS7hd//7fPrXmW94H7/ofeVosVxI98BAEABAgABMEAFCAAfz5B2x55yiGZmR1NKaR579jpaByaEIXg/CB4f40yTm2hamCtgLo0kRBHuGltLuRkHV8jes3QvHmeIuQ+TwWyCRUREE8B0ZgTP1+LUDr1p8H5h8NjzhL2jRHA7YHAxGQRSaFi5edQibSTegRt3I7ZH4yxUsBZjN2zAt9KNFW3YgZxAF0SnWWOTSrYXAsULKC0AAQAASURBVBJVVAO0Vuz5fhO3bhfjKRnVGDgQJXMPDq6K82zjodbNwtRBPQADGA6jYX5dmy391wlPGgOlaznGody301xwT/m5kQ1802DGXWM8Tt7gaGF8OGxOYy06umDajhfbrizdHstR9zetJz9UxPOwyO4aUUzD13sah0fi+M56A6kbtZhk/6y6WLx7fYm6tJ7soL1b6EUhDTGacHoi0dZH7xz37sQEEtxHC1V3lhrFUFkwQnNVAcUWYybB6UBHS7Hl/uC/rS1fb2JCwlbIwp6fhffzZAq/ZAUH9aSbsdazetegeLGjbTV1bNAST033wrV4w31NAgSwNxj8iiV1R2ZfhJOHZa08xZOm0Knn0hlcsFCZg65Lu1csl7ztesutMuzc80tOBKX3u7EvJgY8W8KTgHDTsnbvFK738K6M9y3FMVjsaTURy6/vw4Ob8hAMune0dEdoy61WGqMvyrj1qTSd4uRsfjxNiCU6Sc5Nhxrp/VZuwtdLqufh3kCDzXdE37VtsHUGlATBUP8KsFdJi624N1caE0l6Ta4p7reKoF17KtGJIRbvr7lyoODcydlIAEn8GPme1GjtuYAl099yzaegX1sOwC13O7v70gvIWMqXBNHQro+nd7SspnCZVRj7PLrbtgOaVBYL20Qma4Ae7ytYmq9lGGi2aX+55YXhBHAG/Dvx5wtAAFig1VLftmUx+DONq4vgqDPG+yfnZbtkAvta+Qk0pTKiDI9k1M9s98oDaelksDZx3rcGtBkwIEUbwIbFpEJrw2PpgqHl9ogAHse+90lUTbG2IcqB2EYLLLOLA/WOooRgEMAVzfeuQ13UoO/u20P/4EyAVtUyinODDv3q0zBEBjkMzlHpITrMPCF0TARdjO9p4/l1kzU5O+iPr65dgKHu7UCw5j6SpQeAh0Frwc322CBlnbpwSfOgXgIfFtpNUeMtM8KJDJg8TjXs0KPOGO6msWvSwVq6PBfXu9/NXu/z1AdjnYEp6C+V9sK/7tfftWd09E+f3v+H/9Gfff+PH/nhMLNPwzdHHdYg6w+6/xtd/+UPX//L3/34m7+9XF/mc7Tde+vffT9Pf//hFx/fTZO1xr/+9jdvtxrBadjfufhkD8xna8IY8i8CTI/l/UP7s4P9+HR2AE8jBAAB+ECwAcjP6INHxDDrV8lc6BpGy2LHztdGhGu5dwWyrva6oNgrl+PYUzHBZTKQ7ODI7NU6H1PmM1oPvrtGzRZpLsBebSStEAWltkHBkJPS5gia2uh9qXo0uqP3ScF7qIjBmhW9J+kYCiLpoXDzGO8FjUE1g/XkO5XKzoXM5WA4aybSvXhRsRSuxXrX1dIIXdHAWscOiYxKfwY8SG3DeWaj9rhhnjIs5nqQ3uY9NjYP44B5X3Kn2i0HsH8HTSm2gq4+oEPLpyNusN0HE1pNZbKudmrjJLh8TdfS8OYTGeHeGudc4V7Ku7ZvwZxSzZthN0gaio8Ec8H4dDhf9s3ZzmWAuMWA4srTeE45gcvVkMEDGtQa3PzI7LVC5WCr69Qly6DNH8B06HKzslzWzbrWOzW7D+CleufsUjorgYFkUO2hdnWVAMEqM1zW/bVByut1DPjF3BT88TgS2xQnY8E3n+0gHII1rthGcctgeFlVINdnvD+02+KbwWtXMR6lwpVWc3t9psT1J5Brg+etyFWLq9tuShVzYyOwv/UrDwk7iI8EFR1HSrskSwkEKvayyQtK47Jyd2SUmyeltANl3TM/vdqE/a3Tu5B+B3WY7fPM0WLlZcOHjw9cjH8/3TIwWYtJ7u0s96KVolOX23Z2lufZmAybGc5k7ndsrtXSTxZxD7tb3h3cDuE4atUTetF64bTF2LrtpIjtuenqnMRSHLXaqwFbOpO4vW0sq+lY6ILqswzOlGZZcSL4Bqx1oLtyaI0pGtAti7edm4PBSZNsRu0ls52oW9Ml+rFFe0ArXMA/kDrrHuaetiPFHZXYdlW/lh4CsDrloXRqzhN1iglIc19Gl4DJEl5atQR7AQH9u1QgAimAAnigrQ72Uq8bjJcb33ep3EMUKGgleSbTdvButNdO913b7S2lEqyUTU+Y1fhghDnUCx9sN4pHwLYqQj5TPkWywaDTYfZ3dd1Z9KM2HQIOzAEZEyu1PenA2hrR3g2IQEVTOVhrxcDoMxBR/3EPV5amPmmfPXqSR3IfrDG9u0A9i3HBtYYUULgI2WbUcGMbsI7qZoT7gsuzRourtgqpd66tgqMVYOmmm97uVT3OSEmya7KIMEl/xt1o7MDgJht60xglJ6Xgpl1vmCdAMAq98a0fho7aCDc1fbkZDy2rHsheYFiBBogM/N3h8Bf/+78Yf+Fuv3n5/Je/52/E2nv9b6/rf3N//vGSP12/AhMe/3D+5iM+DaDHcXj3y/nwv/j4D//xwX3fDk8QcgF7cIGa53Y6xSkIpV7XziWL/6nQdVV//ubpH/yjee8I8CBuBvhwin/8Tz/++YBP3x62SIZvXZ5wpP3ZEDigoZKd7LYV6+fOFTpDByvQJ2l5qe8fMnAgKUfcwW7WQuswDVjFa957HcgCIvWtegM5SZBF2+SoCHIrYu2SOY628jY52CEMItWp5lKNkZxxNIXbYNzqaDCmORuawjyafWUjvKxUexmjb3n3RhPPBx9FXXBE9mCknT2kzfUG1ztr1h7HK3cruvd8onJVY9Nt5+bhOvahMD4IPL8Ww5qcd3ndyWLvuQ9GoEH/JcEAkKTRRLYyX1TzpUR74E1ptszt6GvS8Z7a+Pi9HusU5xfS26p9g8XYeTpscCnh3MuqOAybprYNt5H7575re8lrPWBL1VduI55UdSz+0rszwGYAMyJmMsHatoF5siCe5yPm2uxsiYZ683INxR1HZ3HRd8ezBfRRAj+0JdMAl+f1YNXLlTVp30AymrW1hK0XAFtGZw59d+iHXOqwEtoMec+WvxstGXSztX2TfnHsExTLlsQXsdHHO6cHM/zU/ZBg65P21FF2vp7YfNF2bjU1c12+iDZL24m3a3/zddv4MksRkoGL5p6lnOD11rNv91cR4XTdrvf8THW5yn1KP13zG68/5PQTpHVP5criX6Xp5J8Pf2rj4zu7M8qT2kvSw7LvxkY6in5Nz1JiNtUTpZbf2IUsLzhEshW3VprwIhZAqhyzq/ulujAmTQJ0r2zShEbwesfDILopBehgm05helfKPIehaN7FxuD6/hoMbv1t8Nja5WRXwVtA21u+03LyAFwe4r5rtYroJA5wdOctb07rjWjge9VsKIPYBOIBC/QJoxhnSa3xKc+Oe5JNe8wUIq4QDkS1CavboYZNuhMurkaaQYRgl7g34ansO0hNwThxIHXt5Hz9ZNbWo//39PkbgAMYQBzAGWCHynY3I5KsP/ZNkEarDSR31A7fQzDBHQ9wKwqAA5pux2HyheMUuRQ8RjESojUz65Y0BlSRODhThoIWOkjrniGlPk4yb9y4AkiZuHXOnnwcUsMh2JwqmHKwoFqCs1mmSdWLB94dd7PLYKSVajzAZB2yHZqWrAfP6HQ+FesJVAu7yaL3ZAyyhfTqWqZ99T/9BF93+d1buzP/7QrYTRTLQoc5DkgFAEoxGuQQuOGmquDXaK2zzsFpJgMmYXemV1Q/SFoBjOXUVmseurk0WFfZBHp0ryuLH/eG/fDRWVcyB+k/Ze6w7iBvNv8n/+K7f/Z//Pv2qJ//Va2vMJX5/nv88f/85a9+ut6v+7VwA/gDPAvJK4Ie+viffTz8jz7EbzAOVB+mw5/Mx6f3hz+dP3w/n4/Dt0/xYbLy7WQ/zPQfjvSLD9/+2env/acffvkHJ8Ev+be/XaQ9gb/ltgLUPfd7O9jBHAdvJ4K5kmA31hsQLZqtQeGJQHq32ndSyo3bVhkKK7fVAaql8esOUA2CHZzWNhphh4QeQCK50dHceg+RoNkQdiydhQ1B55lAUgowZmlRNItQJYNs2k7Rs6SIVGUfGVeW2Eo3aO67DJPhZIdwdzpsBSKY1sG6vO+7s0zQmi7aIfcyzRtVNx+qm7vFcjSAaz7EmJ5lMOwHiwL14va31Qy2NgpHC+E4IeMxmlrd6IaQue0BzFUsALgEhx6GYoZIoujuyZ8O6neeRvm0e16ctaPub8MCl2seyZKv3TZh3tfFR4f9Zh8d9b0/PJBaifcSJiU1fjKyD2VCgXBf4YYJ3obq9vZmeqiAtasJkO86zh9sfUUM7G/ZPL4zfjXg1+nM23CPetvvDA+y8uohiLhEKuRLgffnJzW+VWvQkjEYhlaACDM11/YSMLhs4VLtHobYMUWacpdxsGsi6S0SOPDT/LjthKwCtXGpe162l8nTdS1Hx4vZje65aL3fBeKnrXnBmwQPZOARcturXNoeuS/JReFF+mw6DkG1uf71y+Vt7Nvn/dXJ5bb91PMG7fWS7pPUTxV8v1/ZQYM37bq/EaSXoUTf+hF/Z+tO5JyYoL2W1zWak04rvqI7XqzGyuuw1jKcTNjTJ5si10zDKUG/ZD9Ut9bSN5/nvlLQlL7ErKPDU0E61W27NYxYSxXDzKtVNr3Ult2QNsmuQG3I5Y512siPcrh1nd3D3vwcAkK1Th9wbwVOJOvaz9C5Q87lsvzwxuVxMLc+H8jUprMdCT07mT01lsGYe756bdp35iUEujVjILdOk9EMQ8tvDdyyVeqOaxpbf2792E5gtPXVQN8Xc7ThkwwHUhtEGrfuDdJcN24uaS8d3iM0gJ8DEMDfBUGD9U/jtKP7fEnh3eGAEaW1EEK2xzn6Y7jXLKwvVzDeTJn9gOfoUa1yX5TDaQBQ5Wx6SUYeDHIS8h5LY8gxGyB0BiyaUyDauonmhA49ueprbwfvNpDzaLsgjThlWgqMYtrSZp+1+Ja3gd3uLAqm5mbrxRA7NHnSZTLTyBr9+SwIoyHUQYCgMvLi09qXm9sYLl8p5+4Rny/25VMtu9QdO9q1p24Nl74mIgBvOddM2K+5S2ubqu7sktmKgUbFqgWzqnOltR3Uom+dB+s8LJaOaaVmBzSpZzsEWO9swvHL249lXUAvbESZrf/2KfyL/8Ofnf83f7wBfkUc/7EN51hyWX+3/rT3rcqV9nfnoQO+6K1Tfhdl/sdz8ub9f3B4+I//7Pu/eHj68+HDn0wffnk8PE4f/mh4/4vx+Msh/HF4/y8ezV+cDj8/vf8Lj48Tds613H6Ev9rf7KQYKwP87CGuDXZpyyTfPZGzlq0ePDejFKv3PBAyASAnioQpupNVPkUfAA3P4zg3nUF032HoPimgSjEK2gQhOTOxZEl9X3NPBNzzgJY4UfdhAC3dWVDDRrxIVYasTYCsqdqV0dTSDbhNRDNZW2eBRs6psLOurplpw30sdhsAF24GSt4QXGl3ytKpY3bo7bCXGXzlGlsi13yj4L2pWxneISsrhhDiEOkwRmTwbrDe2MtNyJgrZ3R57MCzAeiWACAa9OKvWzHvXM4qFsn0Wle5g+bMvuYansdR6eCrSrSIvUjUfM/G3EsZ6CJdYv/UxQRMN8W+br3coBTM5qrzoONOk4PRmqfOLXZLc/jIeu2t8gZdnPr99vqq8dTy59ZD769vREZye3zB4WhGoIdJVNvk3zjpugOa9NWEOqHufqN6AyfSFqpo+B7UlY5nsFsaQA0wdvNIm75dX4K0sl2HA9isAy8KNSlPAXLt41yjI9vh4JrDcaCxd3uIseg+MEpDby6NjOBzcJz5dvBLzxv7tySp1zdnzFL2edY9mffHg9ijQyV3TGDc5JdyG3BZc+rQO29bXYO5Z5YTvl2Tf5h6qXcrG8fDPBw/DGfjQzBYh2FwPbvQlhbfR07L7ZoWqrSV/n5qGTTAwxT23dyH8SRjPn4Yo3mb380zchvvYs/x1LHhIFe0j8feKtxTqoXX6t5FtMEGPeXma58bYHZmzvml0ki+U32Mrua+D8le7gt8Puj9rdwPY80JGlqPcs2HYNrLitN8uLMnJKfe4DAwb82/c7cm3dt9LxmhmNqyOuswdf/+MDUdkJzqe5b9aNfX0k7h8nrn2dy6wQHLEMxal2FoG9R3IF/SJ9TFM6KPQzSXgh9CeF68caEKWup9OO1mmvRraYAdKIABeAEwABvAAPB9hzW697UfvE/XPOu0hbCv93wCt227CKNjL0OUx0770RmWt9qlcXGeMGIHlolHvJKfBnxjcAVqYwPRGFvPGgXYBOc1NWOGcd80hxqRF+6D2kvCMfdlRdHmxDdjPhxpGXUYXFe0o0AcstqDcA08mZq7hqAYg8zdjlpPo/94biHFU0itk9nIiEilbCtCiFRGZ9w72Jpb0D1fl8sWkun71ChnsQNLqxjCRBeARWwzvid/GACHoMLG4xsv3ehKbjSaRjl6tNOEwe7NlGD9YJgNcfvVwd99zqAuGG/7izG0bT/49i1REmoeV9Lxw/SP/rd/Nv6zP9LoPieL+fJSaaOer/2z3A9GV6h/8bNvrZtjHPTj9Ef/4o8e/+fv4dvHedCXge2BxBt5NoUwffAf3gH+o/Dtf/Zz+sd/PP/jDxBj+OXDqPN9ksP/4MwPph4w6jBWmxa+Z9y8Wfb67nT+298uP90ynd4bKtb7BNVbWjQCdLJ+9JEIrVcfXfboTLxry4rrXhpDwHLnbmylWWcbsmkWKxVem0bDmZwH6A11RIBBbO+GCmCEvrEL1LsWsNUhVICKRnB2SAVGwKcqA6ASEINYMImqgi2VASqSFYtCc3ar11agBTuC9cZa7AOP1TNtjFFtUba0ZxYGQFuKQ71Kcg5pzN2HjLwAuaw17m73rSxxt8WCDIZ7QSsmf9/sx3JToBM0Bqjs97KNc9h+x/5bZ+7dZDTGc+tAQ+tx/mCcyQFr7c5UcEmYNo/H3uvc6yuf2HgoJ9S9IVcZptErsQu7bpua561xxnvAvucbo1bp0M3l7wYvdQJEjTC5h4HTrudHbd2psbj2xuYa286t9Fz7rF73dRhKj5J9de9KGXc/+TwuBZOQpBGstizF5HGEVLuZK6ZVMLnyKut6iueUw+jietVGwgQ9T0bd1URks/LYVKufFzORqUXvBksmQm25UnV1zaiSB3tC8Of5KKlx/Lv+HZzrqa/g9Jquzby8LrdWlsxLg7ujfGvFxbmTVzQjAnpHKA3E43VNcPAv+23NlGq7ve5/vaXPC79lowM6CiO680PKJ7QmV3I+sN1Yxxn5ujEhlb3Um/Sbi5gm+wRfsitHub2MU/ME0hpHF5y4MOf67EK0xnDETEjmR4r9viaP45hNuQHZd90swZ61vFwFULZiXJzNOt4sjfGw5uH98fDWnBlMtGIKHYecGx7OuJZL8Mr9iiEhyNa7xe250hznhc8+HiVbxiFoe+syR3Ndk7M19Y545wav6/0QYOXTNJR9t8q5A1WB2R6a2pMJm+CT6HWv3eYtcQOehvY1bcdY7q0f/MwyjJCnAJ+f3SHAA8JeIANMEXaAESACuCFMni4HS9SeSTe9OgtLsLyvL+MBS98NBjPIFG5Gpm4XezxFzAYOpjXQZd2rbMo4ddmzzFW/RGZr3mx5wzI0kyYPWFa2YUBFCsehVZM7zdCukQapt9LCqKQD92Y7vzYdS0gqk6fGEKNwTXnCIJCdm2NMbBwVYdMdY+vp5UpZ0hVd8GxnYUD03NnXPWeOtWh+oZbw9Tf7p89xGNlsw7j1aZoHLB7EYd+vdANwqE2AzW5pHIOfvanUaYyW9Bi4JxjYLA22kmrQ4LtSue2ZDHhDp5WtBnSw7ZoyHBw9I3zbh185ZSg3Gx4exj/+zz9cfvYA/eX3f31b/7+/+nRd3K/evvzqhzKWn5vz52wndbcsY2vunf/mf/Xdx3/+gX5xfP8elp8NB4/3l9e333xaXr+83dO8pX/3suNfrevfrNPrFwhgTjjsCzueQW6fF73W/HZDqtaajiJOh5FLw3q7McP6Ab6dsBQFlFnf9Qbvh6BmRBGuGaD54lMts20N+YEigPMhB+YK/dG0Zg4GsaMG8laDAA0IueshiJD1EYSVcRWjXbYh9IJTDIBmsOSVnPVmMANR8n4tiJPtDIuNyYEKaLQqtIwIjfU4UuEgrRprxOyTPaYUx2CIgGrujRNUaT4xBjevtZcldY4RDEhhPU6ptlBikwzdQdqz2V2hBfVUQrP7Hs88dBV3JLhoRHWb+eklP1tFkORsB5lJnmaQUo+/WOGqAaBPwXU1VoHXc+WWYWq+WGvRgzV8oKfNNl4ekV/7OtTn7fVFzb3vgoVIJXV3CodaeuVBLlquacrjHdrBDR2StrVAeQj57HCnBFRSDalfd8NaLo0eOkUTZhrdSQ+rNbl3GHzrrUDcXXLUIHRtu4dO/Fq7GgPhtlWz3mrN7PM2lZvtpLANmlpe6k1mGIxCKmt/zYu3eM+lAx0Co+3u3rrrgZr2CWF3DQHfAT++Ze+0wepwckOHFnokKPkefK/7qoaa3AXUkCl6cNB3iETnwRtCZpZUUsp4LTeLVDWhZGn3DTaqnBksXF72hL5kDQ2aq7QWCd3e1812mxLeSWQtt+VrcsM91TdrWyowNB9DcAd4CN0ECsdUZrOZVrltNSUX66mPp9lgV5qG+bZ91fsKG+8UnBRlg5NBj9Dvw/LSTRx53csskYDXNzcMBVs+TjORuGlMYgLGcjQRuAdvX+7LQYVLbUVVjTaD6u47OjoLG/WPyyKV1Or9qvXBu/t+ncYr5kXHPWLZ2/qNr/fbIp57zsYP2HdLdBhOywqD661WF7pXx/wCvaTerPDaZQqWXTyF0eoxGH90h03daYqtkrdS+0JmZ6SSOZZ2qfBmABxYAM3wEQAArgDkm13L3NxGFFx7wHEc3cmJc3SwyxWiL3c6siYZjVZbxp7emkWgLkZzz+iskiu9ijTWG3gH5II441zRRdLAfa80eqoMDLVCddYZcauJVrFICINJdzVUqzWL0iDUtz14XauFsZZK9jSENtzV+F0qyOCg8dDOI1vf+kM4juKOZlir7lQW5ST8intq9+5y5rfNfv5Rvqzttz8QY10TZ3guEbf7SyrGhlgcQ6AZ4Jb2AZrswJhST28KZDETjrbdLmmkVip3ZgMmXbt0k+5orCCbu3WD8L1W6RpRK1Ev8p76FeXMSGE+mTL/B9+0b+d0ffvyNsJPHW4z/bfp67rPcTIN/qpdH1xz309fX65fMM3/9Pz9L57iB1ef6fdfC/5Xr7//v7/tf3P54f9afvc3Wi7t9U7TT/3+26S/fr7+91v7/EZpuf/rl/3f/fXXf/vl8Lp/Sjdaxp+W1AdpVQcmuUITBtANYAawIbijHbp5680jL6+3YfDimlAdwHYtls5pc8HILnqInTBWb0dDjc4z5d7BGa7NZCg0DojqwLdSz6E7M88DEAXqaGhoEi2mrgZjY0GELrUKLQdHpcXgZOvJW6PZsigBZPbRhF1kDC11F60lPybmicZVWwxcuxdNBawLQGrQkLfY6zYiW4sQ61J4ZbC5vbgQFW9JRlc5hTjjgNNXYFOkdw0D5NTN2RO3OmO9rrCXOaNa/w7g+6oB7Js0zWcj/HoLfRP1gMDtU0aj8ZnxHUzR7Not3gMl92TMs1z94qZhW82JzpUNzZZB6kIERZ4/x/unNynGCEe22mNsAOxYKrVznHV8HAWLmXb1jy5WHB7d3sEd1C+TZ3M72ZtIjVRvfZ20KJSUm4tOy/7Ah7szp6oaI0qXOjBvpfM9WNu1iMB2kfis1ijfCl5pHmXyIycxOX2x/r1xO/DejY9wCy85yWVnS7ExSjS20ubZ5ShXjK9zuJeddF4+qOmGT3K6ApLxqTWIx24GMKd5dGLgAFuzwwnvTt64Aea9m9VmYeHgJ0s4mtwKopscmxrh/WhfrnaKrctqQ/G2ZCrneF+aBItvV5kcOZQ4+unhjC+3hqPFZuaHpgZeq8Y0aH/kfsf7u7OXB3fkhpMuVYqut9dXiw3XPe1XornH6dG3kNpBPJi7bzsaVYFwDNrztXKX7GrVJmZfaPAILyM6qb3rB2lpYN/DoS7kwjhiKWLYeUfEkUCFqQWUXC7UF71dbPSjNLCnE2tqE2Es28AuWqE7h0H8rXbnPe3PQoR5rdBF9wrqdEuJBSk3yz4O9DPjzCHGBGZwPuUkrkApLXRn+9LTkXTJyY+JMiTjCKXxEMDef7VODK5AqtABEsAGwADv/64X9PakrC1D1iXmXNJesXeSC33A/J6OdGvHg6+lH8ho18EtB4d3rtNgyBlAZDQtkvM0epiNLR2oW+eitcdtc+PJNetNl14IqnHSeNSAgsodU20dvRYWBKYZkiM21JNN0PkSkf6OKq0T9DaicsXurIKvXawPRy9mqDXLZfBsNHVBJT5KiD4Vff5qfvwtrw5//1u8pR6z33pXOcG+Njg6qk12yOCAKsDDMLYKfja9SRd7BNibvkv1Jm44uqTAho8+dNIPjwixfTjEEUKcYaJ8YfomHsUaeyBFdqdhpynVdPAzqj18e5wPjG+1mRF/9wm+vPXXT/kCvI3jOeJA8968c+uvr/s30+H76bs/fz/GrofjaeR6NZuOxx/68utKL+vtry6X/8vr8//tr3984Zef+Pml2kTui9lfef6V3v475H+3vnzNw1/zJvreDfVrOzhAFIR/rwA8AqwVxgFATQr3yfdycYcnA32LZAy7DWEepybiLYE461qrJoaKtWb0xuUshyHo+tZM6KQDWXQKlTDGft0tOa55tqYNmnNl0pJ2da5LtuAKSYwRgrGt6+ix1RqD1axq0KoTcR60NPJEt42QGmvq2g7WFZWg1CQOg+n9ZNR3jkLOIayFrPNb9Uq6byYQBjGplalfU2NTWknettYJAesDm2ZO0fsX4FjpliXvyTfs343WmTZVStkSAHMgPJqYh7yfwscV5IQOia7GnQxXWj8ewsb5zY0icp+b8e31JhEntumWDlErrBPXg4q9LMFddqV5CLuL8UtrV5q8y8BWA/Rc+XbQel/uR0oYEGKZeb9vKeS3l9d40okNPFg78Lje3jtjytWOmbL4wF6Qyuulm8jl+WPF3cG7/lKJeS/qo2vZse8sM8cyzccrbGg9PyEdWMxjcNkOcRN+NKOP82QQhV+Wzb+ee4fjgZre5YzrjTbcVGcXxBzsjh0Ozq0u28/rHWVLsL+TdtMayCMlhNWW173WaduuSg+oWx+KWuKk1saqb0GPEXJeUeW6tGQulrc9c+z7c2ofzr1Xo631tLRSDe5fa5xiUAwfJvYWA0nhBm0z3o/ngt1G3UaOZGcUQojtbA/uqfb6cDwmcwxufpo85/bddw+8tsOEjtF7cdDWDP3kt1ql8M6U91zNidiwG02lQ4O1NivtCntLN+tCTtmZHfJtNm0xt7j/2MZW+qZ27Oi85hvbWLmZAGxFwKFF0c3DJLelaew1W+PNFj1VBM2ttDAp3BADxwS+42SYto6Y5+Q+ws7Jzlxr31ltn/f7Tb6Exvf2HExjsc6I3cfsIjW6ZjvSsGQa/aF0V0x12LpOZ7q2+pPPr2Tg0mH2MACcAUaAE0BAOMdHyZg83XE21k6Z0IZvrTsFkuAt6NcxvbPT5TU9DhZQncPQH4uD7x7ORduh5p3YOxjZWqSW+A3qwG5vyUJLfYuh2yq6JURgZGewSzcIjjFKdSYig2OogSgBsDrKMNpqdCjyhdjdEWzFjTsaBWZ1zZCOvpMdDipNJHAwhs5K1CnaQVBlpWWtDw7trODNT2/0mrsqXbA69SJ9DxNQqQaljBpkJNoBXt627qivPRnDPS81R9YbwMnKfWtqfWBqeR+5/1gNrLpLU6dl5z31jyQ7lrH1pZENWFs5ODDT+Ax5cDr/xXt7+PD2V839sN7+6+1O3H9v/vo3n3l5/fG3L59/+/Jl689xon/6+PNxevhPfibfHty7B3JF8jq+vF3/i9/+5a+/fvnvX+oS829eZXETnOk19cLXH5d+1/6ltH+df3q5p7/9vWN0rSpFWO5KaRhgrYBIo4Mx4gOQPcD7P5ua+tZqz9i0maOpDrnaZi0G8s1XjwenXWtvlVvXgD27PsVoqzBF3Gur7uR0ZT/snihHmQyvu41x60n9uCBzCWGyWFCHCaCqCRj6CF5ISbqxKrlWRMO72AN7sB2ZDAlWcqYWHLzDVpjItpTr7gDSLkT7sncfqiUL3EaTueIx7FwrWSqdXMhZCFHDjLcaSYGGA1DlWQmLRbEzGtplhI/UkuXxthQKxkH8EVj7y1vfMFShBcyblhfO12XTxL8YlqMT8nT6FpMAve0fiyzGk1/uPRxYu6A2sqau5jh3/Vp4zNx7h1TyGs1wlK9vV7gO1XRd/bQuv311cOFWNyMTj/vl7kZcX3rJZhJXfXw4oLT59H5XsxFvSqXF/XF+1bWGuEkYHjVbiqNlmJ8omGF42owe1FxTCNbZgwyWx+kcycVRoaYzphIK9ALjajnBwPtzASglnGlN90u+7K4+nnzwSMOLelhWF8xBnmugZsvJlys01zSzNSnfcb73ZsdvDJyounulEyv35va1aWA6OO1fDRxlvXWcbO+aVsnQYQF+sJIKPgxuq+BGto1f7k3c9aWtZ/P1eV8t7M6AtJJrSvfbVL58LlevrzceaWe8Mw3Ooy/HOKkfpm7IbPdd3lPrUpSlNf96dafH9bI8jcVIy2r8ebhf3TyaWpGmkzUykNij9y2pBeOaV4uSXb/lxkZu/mBV88nI9cLv4gQ2Ijs6PNZ+Qmfe1vQhfCv2NEDE4hmXwXPp8j6sV7RObmo68eZ96OZwMOHa7HmEC9dQc+4lt/toS0X29u0u4yPfVpdmm4PrzdoAfXfbQ3suQxt035UzE+r8qvMTDheNk32HzVhVVtiQoylC4cHDImny21aeAwQnTA1nWb7mQ9zsJ4a6wcmBVhCAG0AGGABmBUg1BD0Vczr3IesVIgm87Yiox7IOAU/F/Nvr/Rsva+eZ0KpSzHbBItujDjnQWGQvQG51zH7i98EvnP7Q2g3NhNQ6pdbHgoXthNykITdpuov0cLz3bhW7kUfndPShChfQVX00bPG7yaahO3Y8OjEOxNNgDHFO2XfZ790boscApwNZ39Si2JybKVkM049raZmZnOlw1qBUGKGWWpCG1rqwVbLxbpvdhRhgjB6QWySftao5dLuKi9X8tI4UpGBFby/qLtreI5toLJptYwOKHS+Wocrm7QHasnbb+5L2JnVSD38YUqv337+8w3r9t3fjtP708OPvfg8Mv7pXuPdlgx3Ah/bLP/p+/k+/iX/6/c8//vFeSX718vlf86e/rF+vfenhD/7w/fwH+Md/9id6lM8t3Vh+f7usdvyXf/O7//r/8evf/KsfcLc1zm9g5WL27aI+GnskGiYz6nH03xyeHh6+/+fvjx7iMfbEznq0D3VH7hmqhqPjZmegHc3UIWMMDi2UJt7Iwh7G1BhgwioarSLtvVkD1dfGRxwEQMkRntCDLaoCoWl3bYiGlQBNK1xN163vAITCiKQiSt1Z2UzCTBoKM6lX7s4XqVSVbHfFGKNSG/sIUqw30FLK2Jpq7p1VilgDAKWjZcgPRDUzV/ZHw4pWXVWMvQvpcG+m9iNUyqWVNos0pTiX3NC4SVoBsf6rlr8iWS2xugcfZyZzT/+NuMJDTvnSZOxOHsaVecAKZpjKfXFJVmGVtVp//3EJONa0gMsL3q/aRm2fXoM5TMl+vlGYHpcvQxuBKn1o64DpXq4cjuv9HhyW/PL2chtkfd0Nj8ttAUmY0ZTt4Ars1UWHLYTjNGQ3GOpmY5LPduWbfPYVX5c3N5m2CFTW0u6X1+NMrYB/OOfF1G7Pfrqlqu5Yvix10HW5qy3HwTbuh7H5vqIHq96Ra/2YQ//ag/M7xqEj6aILoLPbit3mT2EQ4udmbrUnY7gY7EqZB6PgMHhyZ9vv/Uia8ybGHsl5NjagLHvOcn1NZaQduffeDL7tSUOj5/RxYrzDuVXLJQSOoOG1x2PJn/cd9cc7Lvkofu8Y0qPaW1sHipLD9O4g9w13kOR86fTe7LyGDs8NbFOBknPD9XaRcohi3X4wRXLvXXVFBsLu7lX8OGjyIUy+ntveJidbpeE8yJasrV06p59mv0m7n07+hRdE7nkBs2udeu0xOuXx0fiUzOgj23PtzcO+M5493t/85OC1ATFId1uNQWTZ8OTXxR4eAMs69tSAc4XgdPjMMUrijFMUci2VLUT4wnqI255vjeiuhskFG5aiFvXehpHlon4y073totFA/Szu/X77slZzzc7AyQAZqAADgAH4CeAKcDFFBH5L6gt0lEff3NGdT7Rlcz8Nwr4Z/PlwfmGZWO6bVhXTtEaBa/ui/WzCzm2e5XJDtiCiS8knb782+hC1NpBRBnDrRKfICw4j+hs6BaWOuuwfgs0Tjio36r7vG5IAqtZam0PuWWYzJAWSZghUEau9VxiCZxTvXMOBXu5sQjXqOtfLbdjXcuv25W6u1Tamgtvzrb/KJhpZarKKZUOPDjz11KWj1K50B3gJspW2Mu2WBfg24BFgO0jot1sCEbfeyxD4nugrgea+9pIs/q70gjBZK8E/dLxWHz0VNkAjVGse/YdfPsGLnTf9fM3GRKOxvP5YISSFbwh+Uvk7Q+f892T4ozB/4789pC8//lf0715+8zfFLbW+7Dm0P/znFP/58f3/7h88/vn76vz1shbPBDi23Tis3t6e7//qr/4m/+ZV//b59TdLde4gdih8TZV51zudhB6/8eVl/ZIhnvkQ7G74fLgF3/KOG2hiiEEuPR1cuq1sHTY5qLOj940HL+11FwDN4glyd7RjOBhY12JUbmknBYuSMZPYTQbrMdFoVfJWUbBJR2ZPrTljm6sUDUZGx8Io3E0fYeyUAsVqSdVwJ7QtWK2CQ3ccBjScK6uW3lHN4EoHO3gcCzrqdmnS3WQzy1A8HsRqKJjahAH9Ik220Yd762coqot9oAGjxR0jNO/j44GhYdTSl2td3wM4gQLmjDqIiTFURarudrlqHHSxoL0ZleqrDYBA5pyLjJXZ2NLkdXxoBb3aLnfCmhxLWou3vb3s2+aG7X65uTEBE3f5pNQvxmY1JkU3ycAoo3p7z+PQliIeoV5tNVSs5G7Z9PxiOXrmW7L9um/GPnqUd8mFh8P3uJfh/AD36qgASLovg+erLDRLafsw2mniCvvRKiMNhwgiZ3sUrCv0aLRzjGZQNLYuNa19KPjSrcDU7Z46tNWkRKZ4nSekqIftLtIDdLDoVIlqdxYTra3s7NZab3vRuq9lq9WhkWSIK/e7GkTTWoVi9mqgraMdNH7jyBpwE+xLlxEvKMwhZ2hi+qG07OKBoL/MVtVxHAPnN7OikLjXImB3nSupdXP1saPkbsbHG+t7fBqmLoCNpyw5Dg902BJL6W8XC/OH/WtPEY5cv27b2d1V2vCuY6tVrmPg6w5gsK2CEbfisAPU+bX4XKa1yCygmobgtEk3r77WaxXr28p8nFzPhSAH9I39aNzS0R0My/QURkPe+OVka0aJU7sVC31ZmlNzRzANTPDapE9QW/YY9lvywQo4XFgD9Us6SA2ruOiUDDRbT84WbtGUQv6EJtU+Wemldjw9lP0Sv/to/JdraQP0Cg8K7+Hf1wDvgI7OkhnfKkhbL8lWwh+6d5+WrfkwyG1PfcIg/SvtBzEJnDW9M6XgRu43z/O+v/b9NMR6N+9HyEws+ATDtdBTkMtdj0ZCdeRkNrRLm3wpyI/amCVEG5RyKTHKS+UxcTHhSNrdgA5Dw1zpECm3GocsOqh0Y6uG8gB9L12OthuH70ILJ9AMb7kKOzukuwTodWOVr/Z3C7g1HAZ1zTXagMzJkB08qZZ+Zz9xU3J2QFIAKLoO76z2zbrZoIq9h/rIrkV/9K5lYDXXtKPHmPRFgHHgrQW0Xd2lI8PyQ2O0+u/2/YLlJTT4E3f8+fGy99NHuj4O/EXlueSetwXiIA8erxU2gAXAOPjgTvbD8uGbkWswf2mXv3k+/eb6w7/9dHHyp//k3ff/5Nu//x99fHg/nP6JPJzoTz8+fX8+fXs4PT0+/ul33//Fz54+/tG7P/ju4z2ET9f+9fby6fPzb+v6N20D4K8AS7+nz7e3H9Z935TBn+etY+iw3F3vziNFrRYitxatXXhwY265BGtag9IteS46P8QBu/WmVVUDHLy9brtDWLOOHivEMBrXscM62lvjEGFLVQdH3NRhUscZfKDaQIPZO4jXgEhbWiK0XIojzrwGbGCyOtZu1myCrlsvVmRvk/PVudgAkZcV45FSMeNkWLUOsWOTZIJPkGsxxW59tW6rm+6zcW5cq4xOruQ9mrCCUi9T+Msf3pDXF16ObG1pzHT2/g0ggjuhzQobppfc74m/5O5NSM+LQXc1FBcxtXLmsphbvU7VX0ODPaPCY+2A0BiheCZ+JFKCQfs1ex/P0v4e1n+q6RdsYt9e75dU88vaM12502diDf2WSWW/XzOV20r93RxtyKFiGxqJO05q89f1SqzJdKd5q0BtdImvr3ICKEVidhEghwdzbPJuyuPY+jlo0O51tmqyoen+uiyrgVra5hvitb35DvsCyz6NgepsA04JN6SZ5L7y7KE0Y2b2BVu0LlDKxRvT++oQe6hGvXFYN4qbt6rU3U2DFEPBi5NZ9L5UXRJrOfJXKSVatLZeJQvaPTez3cYZDezkeMAd2iRStA3ih5JrFi63101MDVVaz04SnYszVehmeQav0wg1BILUDvmGMp7hZcsHvGfNe9KxSWF+ULPuLe9h73zDHJqUyzBnV0rr4Xw+1jpQb6nagFH9uXet6Jn7NNA91RGfAbM7yXtVtcvUeynqXcRSJMYzvlvs9BCwrA21qtFODLJucrEhYVk93YGL8DOXvOYW+5jr4MiBHAbTB3Pw1Ii5D2qREPvRJ0KRCKYS9QVN545n54vaGMUOdHDstRKaoGFHsc420cZrEW0uEe/DQQCX3YRgX9++0Nbv8Q4o8CawAkSADpBBttZdopMXYx8mm8ThueZ7DAL53ukUY7/JFeiRoUXXUr90bKOkTW4ynnF+tc6Bfa2g2FfWUcQa7NSPRqt14WjzEIfeW9XGRXSoYs2eErshegVtM7pm8wUfpqAuWtNzAquJIlXXJq87kjdickBXxSGz1WKqMYMF3MA/Gm4FJgaIOgaqHfoWxlJfi7tvkEYZmn0u/XKDa+21hQFVXI8IRrU7r2VRE/sO90YK4Jno/tUZ51u7dwulu+LL3qkpNyKXM7pBZ59iZWetUKlkvEHFVmCTol5rStf93C31YfRHG8efvtcrpZ+0pb+82io1leff3ZujY8Dz+wcBGADeAZxP/vEXk67h179t9fl5e1v8S/jbv1q22z4f+8M/fJqfTl8vRHvSj9/+8R8e9XuZPsZv/vA8/XJ8/90Jfx6+/V/+0S//yflP/wF9+2F+mqfa/j3nO+D5n338+B7Grwzrc7k/w8cI7yc6PokQ68huhFFzkBOrhBiTmEM00Z7jNAk2L4KtsLA116SL6rYnG41lkSb5aEzDOA0iMDrc22KNZSsx9zHYvXQ/mce6g7dCNHEz0WAR8NSkuwjcRI3pU9O94+ChVTtSqCkGg5gdujZ7TuKjlFr0HBO1catltJxoGqgvBQNeWlO0RmVAqgP1wjL6ZMWOLhrjhsGY2ktuR9dF4IMuxqsCmIX12v7w9BGn+A6n4uoCh/eiXCUAFGi3tgewhLMAHyN+MDTddguEl9sx1Qwcn0rsduj7YOxa09iBZTgYYsjTlsMDeme8jFXXsbna+gfFZAa6j4fx1tN3D7eP+Y3OlWsyeMOsoutTf6vZundlb4YnrBFDw5/ata7L53PGpClIUeGCxSkX0KEbgA6lXGrADk6CZDmEKZOL/fYVr55bk7ctJ7flm61L6nuBw9t+lxDErT809dP+tcoEv2yAbjAkeili9yCm8TXaWkqNR8+tW/XKk0CytbYU/XRAgtAPmcW5scirdrX4lkI5u543PjtjYDd5OWhdy37yvTc/cr2lGXv0qIXzO5JWOYJlLLTXCiFvGxG2fQ2aSn8xeaNafE6TP5qtzdNDGKepResuB6LzZN/3o/ImffGmi4WhL/age8k33+EWQtUafV5swVF28A+HlHDVmJyGPeXLPeZcoElJJC3OgdXZJrxtzqrZhCm0xWeI3gVJE87H+tqeXRrhkDixE9rWNjonZaN+7LUsBca5XofrKg5U60MU1/psjPd6tAaQzAo6G13MNZoE1CNWFdnl3rn3Ec2G2pKxMfUTkh/Ub2RG+5AKnJxsOdVy71sueENNSxFP/Z6FlI2goI1WfLCPQF2br7mJc1rAnNr66yrSDTQHBzAG4O88Vx4QAVa4r2gw7ZtzU6XHh5Nz9tTdSV0g5wJYS8b5xDU6g139biAYSeVNZXA6gTP7uvUmme85J+G+aUnSoGNRL7sQu0C+apfk0s7ZOWv6XTqsVNoyt8MAWwHkjmpkYG9iZxnJVWfsnqpiRQ6FTKrGoBA4huqMtaiFyA9WPUL1CNi7EcZXdOBxmvrP3/nDO5i9G2e0p3F0du/KxaQi0vzUtaLzHd3JKdITQET3FI43Y6foViC19SXVO3czutrZZrONdm/Q7U22Pib/qriDttpTczrLfskYzE9qkOhVGj7A+vPxYOZ3f2Ln7/002HRLlhMCjKbED4+9VwVYATYP84fxxjlsh4dW29c9PMvvL89but8L+G+m0TT/lMYuVxa8v/Bf/OLjP/uT4zy4dxRvwnOau8KQ5//1+/Of/SJ+ezzNZxfgw4HeP53+x//5N6f/4cc//9Pj07cfF2i/B/h0hTOedMfRksvERGpjH+9RegETJ+6J2RPUROSrmRldwNDKHP1ppugHARQBdmgSo7ddakFde567rUYrWRMCthYMUi8LjtiFuGerpuQevGtyEDS1GAvFS7APxwFtN8aM3NUEbyFZtF03y12jdbuOwff1Eothg5SyDjahxjGSlDE4XRPpvueaue4G2p7Q4aVjbA3KtpEzvvFlsf5ur7uDK7dtbbMZLc/nclpol8ps028uXzZmIxXAAc0wXACwbgaG62VZdpOngy7sBjBTeOim3idbdjdByO3DaBqYEzcDTOFUj+OaoXVuQHb9Jl4Xu0FCsGsJd3v/+t9Ymy73zx55MXXo+UCiL+sQ762j27Q0cKzOPw2KtT5YLgMd3lqgXt8IA2ccpvbSkPKavmiuyeNj4y+0Q7qpycv1Wa77leMkdo1GU6wVemluSx3SWO73kSbIBXN8tH5P745mVPOl0YA5u3Nv0owPKzQ+E/UTxXvTsVM0q+UV0XRzsZrr8PZoNcltMpW24uzBa0tinrzb2vD+carLxTkTrN8qRzvlSrPf0wXm/oy68dZcaW3XOe3tJrOE1IOpnXZ739SiK2jmTrVh9Lmjl3IBt+f2CfEGbfUwA4AUtK72KgE/js2PaCoORmQw41zMcupuk7DdiFOMLER23but88QRrdZgabjjg7vTfYj1jpCRpQ0kd1foy/M+lKHc3dm7/GzB9FHDwjTVd+pv7K2dfaVqTvMmax1tyReA6Al6CsPNyvZWejdvVy22vawIpa7bMuaWJjO8chxhvul8RJvkbNw8yVCZp96bNwe02+0eaJtaXmULvb7mdh7ipbrBe4eOzOlErvLxGN1d8OioWiBgNFKcWr7dmb+f392zP0JhRV/vh0tgRTVwGt0r8gTuAPAPAU6gj2B3//htQPXeMlnvk8AhcyKF1qCJiIVdxLTH7gTk7M3m3aOfzdkeLKsOdyzRDqLeeN+G08E5PMdiBVPhJiPG7A022n1wTStOELlX3GK1MhT2I2rJMAAKF8kpJFdLjt3ubH1RnQ2goaLd2mCHgn1sVYinouqANnXLqo7t5iXfbfR5NTIEpxsH62MoT+9sHJmL84rCBWJIvatM4FsGM5i8Y1muGIg+A5jcX2o69ZzUf6SaxT3M/mOwpnSvtHI/pOWaO9G72zD8XrcMpee6YgNIOKUUO3ccgDtxPPr8NLw7HfQc/GlySSQV+BB788PZD27ia8ILJoA5zn/AMP3RA19DvV5TUfsprCVeX9utUkV4osiPU/o17LSFay9jGw6fTL3At8PxlVbT15TfjMmY1h/aVt7cvf36y09nod3Rzx4Olxv657SH779p9YTzCHB1oMcOWctuitQhWz70YY8VaCy93kbj1ezJhtFqRmooy9qV/JrWlrC24vcWfbdG7TAK82DMoKl3Sqaj4ETaKiM7NopmWqkZpuZJ2PRpwFSL9yui1pgsSMJiYGoiRADFoyu1aTMdGSAMZM2W1AfmbFvcW6/NBEEqxaVWcqWCpUoIpjLRNHnCqBSi9TU8OFNKJj+bei3s1OPe3DZ4u1YPU5BnboLU5usY493J2j/+MniyJ64DuAPIhr1B3lzcYB+b7XmjtgyD0zWb57YGiAo9OmQwHtfT8JTbfQdiNMmNaEayHmRut9IX/vZcczr5PvhF/A8n9x+7X/3VAZvH4ZCtGzlaHWbsP16x7yg3c3+LsNX6I5o0lVflxhs44rJMZim3O3HaugeX6/z4AXoJO+89H7IUkr7tai1ZNC7lQSm9Jq+u2x9l7Hszya1EIWsXa9juCuLKYi2TRmj44D62e/Yae8pHOz7W8hlv0MaUPjfdi2wlNICwz5cGQ5nvDTC1vJisve9L4f0hlLa30V7u69sUR91bquC9aV3GoMU8nkduNFqdQFLX/mBxG7yL9zZwdEvZN/Awqr2264ksw/h4PEALOnDEAH16GJ9kdw4P8vVOox2E19c8xOB++5xsv1/LtG5rK3C7BztMF4DHY36jyY3lkk66Ksmp2l4pO57OvVh7GNh4eWqb8ZjSqi3el2FSXw/v5nYqcsDL0twfY/Omw63jaMwm8gTrzjnn7t3bnXUw27X2B+VbB8ldBEXGAxD36YP0vY9HqZ0XomabKXr5Plzvkh7Mciubpy/Uts3cJ4k3iocYbxBjOKU2vzV3pKmCfBxw3fNj1AYUyGz5taDzTTZtU7tsYEeZUjWTi8dsS6OHhpfr/emoqVhncYD269e3KPgO7CSHRzICDRH+GmAHeLM6y/L16xalH2i02GQvnfIp4G4H22UAe/AUzLiaXWd4s/rg6g98nVHf9iqY4ugWS/Nsd80ffL8itLJaN4H4MVDCHgiTkYGljUGott545KhjAaWp79XLzK0ySTAUdESimIM9ambH3RhCYEtgavMSxJcQAHXNGd+JPfhyCHbVFJofj/1tGSAR3Prw5D5GdjjUjTs7P7CnBm04tT1gbPSFu3G0qQ0AnYMUoQpw9/WM+lqk5Ne+kWco9/ZTLq2lK2cbjBX47snsZZ1tOQvNAiFEZhPG6ccvNjbTMVTLj9+9n9+Fb34ZNreY7fZ61e1X7bdRU8mfcobExzn+uNVf10UBzv7B/kG0Pz9890++MT//fjjDG5jlxx886iR2ODl8IN9wk4IsZpJyQbFP+fCN/Y7af/Dtw7fz69bHn9lYp+t/8aX+l+v/52++7k1fj/LNcNi+8WHumsvy1//mX71cftT1BeB9hNHENCkGNLWvrusyJZLp0JNN4JpWzNYBY9LjbB2ap8k0QvDQDRBZiVyy6aKUm43Yq4qZo+0uuwxICSiCIjl1m7ZDs/ukoWL0xIV7xFizzdqCxowQ0DdsNlipJM71rmxaathcRC1VHLh+SZoALJ0MyQk6g0dmBRRTLDbGSuK7hdoMCKIxWdq65Lo6mpqUJ0SnDVP2vYfSuh8319Bzw5n4uvuSVlWz0+VrQkmvgB50QchanRlVsgNzJVZ06aY69hTOV03WYBuURpTwZE5hrLizHj/6rQMcStoV7j0E95LM9Bhari4+3oukH74++f/uuv6f4vTf1/wZn9+qBdh6Z2lrY3soQEHdbmO9WX7Dyqsde7MchgTrquET39eON79XrV864Hq562h4bdw6IJU7jPO3tk7K5PoMewE9tmURB3bvKSXkbtvr3tPCmUyO4AtFkdbFk3WPaw2n8VvYLz0sCff0qI+TMm1ip74gsjG5dc7ucopePJ/mydp31UcG64YTOo/t0IFu+RTNITMbF711KW1Q6g5i4PJapmBdcVzpMFR7IfIoV/yGGt12D+cDoM+6z879eG3mUGS76blEPPV8s+769rKdzjbb1s+HplTFTCfT2+jfuW3n4fH9LfrHh+gNgM/hwHZdTgdDaA/z6ZJnGCPFINKs8ttXlxFqTjgeijFW6/thnOsezru2PvmdcTXmGbBO+qOggISHKvkngV32uzmxAXRlidA7NDwN7VpLaJ01k6vAt0t67r18aap6/WmjZjyrRtcmGj6lOKNZkolxeGlmxxx4WBDPlFeRw3Dvto5xN4LbvgWgO0+Ts699mixW4RDfzdQytJHtp/o4hbyuyQ+p1/sq4Nr+Wmqzy+crW1qk9lSc/O3+TLJKv2p2gJYGUhgAdoBvFG6MqlXP9GjKrGZ2eYrzLdNTSMkK4VbVrFwUJhT+CD6zfeRQUhvAAOLO9d0hLFXsGF/FRI/Nj76UHqCEpoTlhpOF7CRUUYpCFhArt57rvpEDq7vTKH6QTQEUquGB+109IvDf890o7sZYp9yz7WCS3MC9J/hctXLMudRlLFy31T3MLZ7YPekT162Fl9e67RSpm0aQOtj90zpU2qI9Erw1OVTWTuMZ0TuaAZ7MVMB/Y+gowSB4AD/g0xS74oM9KENXVJEQ2573uzJF8KbPQYum0ZIdotPt8P3H9Wc0/E/fFyOTuHGoY1rzj19/nn1MLtdN3h2qkXd0+Lu3rOB/+Nnf/1YM3tcM/OP1E4e8lXioy5pcfRxn/4dxF3zIcNkAu6Y9vbjlwz96kMM8mHs72p8fj/1hGEaaH2d9iA9Ih2kMV8QB8N/c198fPz2P/23JDUAAZoA4QN2cqert7OLprNRg+3Ci+2IHGtTZaqZohypusPRWquGWiyWxFG3iDAq740EGITMG19CQdVK1Ec7tsNcccWzWWzWqjnya/bxjC9SLemNNh44EDmlrzZFbxDuSVbqg595UwaNpJjhAsTFQEzuffCcjBbuF4aUCcM9GI5HJJot13ezSg5AiqNGydgA3RKwOqKnyMyG2mo/RMkRQDRpXlW2e7s9kI0asNm8cPei4CEz4mAFUzQD4wOrJVejETZJc5t4u6C7dTCH8DrWw/IDl5aV3lZ+yjM4SwcGsL8sIXSLX+3bGvNWbajJumzaJB7tT+K608sDjYPosUcBWv28tfP3KdQuX5bK+jPAC9Ypztgu1C5ytvd1UPetnikMcIPZEp/jUUCft/XYPQOagNbHz/V5+K/b2Ul+RM7LjtUTDWXptrg4Hz1qaSW0yy1rbwqEZWX3vtvSUyguaH39aXmGMugcRwq/Yt8I979XhISfp7tG46GDYWzHLtm37otmkzRM7eWsdlfrsndOdHDrvAIcaowEC30YxuR/xAQWs+hPkLY9e2e57dnBfb5s1V21rFzbML3vm0NYrXvLKu4rF4eGd6YMHXIx60lxfQlk3v4XJzPqSv9VT4DV9mSZbrl2mkZqU3v3JrNQ53oVvNHSpeW/VzUbfruOpv2tr8wyUvaA18HW9VX+qV4hOzdKEpwne1UhbGcjeg9FOzb1r5Gb2dQVMuk8RKfTcm15mv405q+J0uXO1xyFGtNVTpfA4Dd1sVbA2ilu3M0vXBYawb8tAKDQ2qrH3yzL6Ul63ybPuSWFE4LCTGcdeRc8u79virIPeih28latu5yjXF/Jz5TwIPXlJm57NZC4LDNFIndtgiOV1efugQ82wLXsd2Ntc/v/XYFPzTcSdHGXJy3abdK3mivg0+jsfHobw3DFGODXrCR7R3rRgqMopRjjMbmg0NX/fiq3dqDlLC7eObYmDIFCsY8poxj0nwMQi2ngfSE0hy6LOmKBdpECL6kqBo3W7wyO3ko1Sr8mbf71r63QSvkljExL3mwOodfESJ0naM/k4dZX4cmvXRFTpWLBp8L4+fPSd6u9+6L+69p/AtKribxPGDEtux9qW3iCUdWdkpAKQPBwPvTFFCt2LcR5Zc22TonDyvkdvA1NMcbBuGmMtaDI+J6StPtnhPNtlmsf/yfz9n5+Wxxof/H7fbldI/3LrLrx9fXu7pMNw8mPvRf52/8oAMMG7b38e/jw+PfqhyuWqNqzrECep9nAMBs5TDK9gbxkinpiWvR2Nqa+Xq1vP72Mf3vfBlG/8h4OPjwMOJe9tmqLYfmFtv1nbgPCrX3/59Fcd4AqwAVSAl3cwTK6SV7kz9U2MUfm8qA9yL14zIvamG2lb0nZwtaCJc9M+mGA9OfWHSeitdTNgSt2N3qLpDqP3CWEKfduLN6Vg19C5miWLi7oWF4hrEWeKNmKAwbtb54Hymo3XANoMORMo9XCkljk6O63yd3tzTyiD67YzB2u3YgeEPUmv+4jjLhBVGokDkM3F+939eHe/27CXtDemAAEO7MXwNNyEQvb44E0I/GFwK5i+HnKOLhbtO5Fs+nrCYQcV8iukrfGM5wR4KRt8KgoEw95+qu0Ape31wQni8oUzYVXtJeOtDtOsvSZmWks9jqY564JBrZz2maZL/Xz04yXULMP7iH1fHvW42+XD07hufYeD1Za9iTH0IM6aOL7ed3s0yh5M3Tu39aV1utxfpx+WdX/DxaW+ueQGhJfdnfUxV/+NHVdqNt5dlzEQLiLld0fHxYH3Mm5JQo907M/R9DnpDBHDPDF4/82TZtCNkuqEznX1dcdgsmnBQs8X19fEchIvwRDgKZrcYBQq3c/crhiq8nFEbsWa/e7ridcSXSPXcM0thc6raqh9G71yVcLoIu93IUQ2HQWlb+SO4p30vt+rgb6v2/V2b1sT7Kc7vumeU5hcXYbpcNTdy+MHf4+99YcT8Y8Jp4qSyjQfrdQrxoNGjjp4X9iocxGWIsPjk1jfXRA/GGAxaEIYiQy8GNvSbcNRR7w1v71HAOUHOy6p2clm9mHM42GmRo8+rLc3Y8JxbH1o0+M9eDqadZxg6p+0SC86Gt5vL8LUQ0XRvbrRwGY7y88wdUClXoSzaq2SIzw3VO29S2USm5mOyXO6Xde1M1cn8SRLwgjIN1adwWBqGBNm103Zy48bjZau1MSC6fskNjk9wLL+9rqtObsJn4x/3B2rDQCPABEgar9m+tnJ35TdPMcVrQu0pc9vy5H37XX7OLi9IFsN2L50mYwOGY8DbZv2lBBIbR2aZJCBt2s1MBhfh6R6ENxde0BH6M1gFV3XfmCXnYLrknC2LmY0tE8kXTLOAYSPTjIhWrbsY2xQDRmiatQyknTw3iWYLKQM6+eOyd1eafviDAgY0wrsCX5YbQKmHJ5/jZ9e/FrIM/vX9JaE2rGieI7ey2C80Z4jDajAZAE+BnpXppMbvMd5nE/eHvwUOjUT1AVLkUSL8h6aL+SxHn1oo3vy5gtOt96urxD+PLr5WGc3fQ3Xv626G/1LcadgBcpkaLZQwXzqy0WUpwbwh2B+8f1QDB8O4/G9/5OP3x9Px/l1o/jQH+KjG8J3cc7gb1J+XOunPbw8h6yjnE9XoGEIv5wPf3oe/+LY+1SsjM6dZouP7onCGeDhu5NLWEoHkAHgG4C/F6cTwMcH42OPPYOlbh1W2ItBACrq6ua1eAemFHTuONoK6EPCDDZc2po6JuSVbXqYFDaNs2puourEWCPjIKUN84ytYHRgdo/QPTatPPou3L0rJQUzJEddRWYTcqMYBNqq2JG4Nia935sLft33PZqmrApvgD2T8TGouuOAQKfDw6zj+6WrMz5BPEDYlM2J+fGb9ofvy/czIj8dh9J1jMgzOhw4Bx/k0dlewYkrZfvm0U1P/XiE0uy+c9rUmNB1n0CfhAgGg0C6z0CRLB69aKmLQ4Luxcg0VdHBvuPSHUyfyv2SNDRZc33w8dqvp+i+7g2tS3V9cXp8DL/ST84davkhtfER2+fGehqerxe9H2HXGKJbq4RDaR17UxNgl3uNK6L6OYodH9k6m6368iBD++P4UaaumUxon3//QuUd1ivwHFPqMFqzfpXbk1mzBQR7/DZl0sZYqDtb6tT23T+tWjUGCSMQl6I3TjeLOT74R4bbmpktM+lWAgxJp7M/5rVGqfe+u0xehPL1OMeXmx79XsBPnNBRLVNQkbt/38c1wxMYxRE2Nc5L1wPlm9SpXXIVv19WbA1mH0LH0dDpbvwB+TWq23uYzljF7iZ7d1bqh0irA9/P41ST87+MtCYeu+W+DRLicL06eRomfzL0cIZtLdOsta7GdBhUvGFZNsR+VghzmvCMloKOXIADRux5jFaOspvx4yOyrQSBTTJ2GPC11zhRu640foXSWn0bD/csOT5EhuBhsjbvLRxjSzx6M9z+fzT9166ua7Zeh/Xe3/yFP4wxZlhVq6p2JimRlkDZOrBgw1egI8OAfUu+D8Mw4CMHQLZhGIRoECIhieQWU3HvqpVmGuEPX3hz7z6gfBPPUWvtgWkYimKIKY8aa/05lJ2XOtNP3+4X20SbJcGiEZaYnLbr3h16DgcmmLy+bBKQLxnpTkmCVyooSKw0v1Rt5p5SMqrbSL5TmawC7mpvMYUD71mfgEV7EHs1VJeW+r+5V+gCcgSpvXY03lgPjgE+AwjKg+uX7A5NvW5tEetbZY2e4Ca1D9MlllxbZ2E3TqRSVbdUXjYYvOwwxAFMQmXcbN21+nehUKl14Ano1qtpkhp7j3ptVnPwvWAfR9yrDgFS72jahAFJN+XLEsWafEmDQ6eRQ9FNwHAgXVXzxBa6lwLN173OZqjdWaxSDb4o+PINMRuPfDwoD7xH9+3GF6ktSrrvpfaE3RkS2RBrFupcjNLZZkxcqCUmAjDkZlKnGR9GMwF2LZb7Ys1B1xGkRWGlhdXJmK47L9QFZCvbsnxna4D2tW39Fyj/8ve3v7l//bf38i/u9/9mz8/7p3+z7Xt22Sjmtd4uS/oxftMQPwIolFe6zX1K1lac1+WCtWhp8/v9z/WA7933QnGjw2znXblvG+b5zuvTyW63Utc3rj/4+0t/ueTbZ7/e9r+07/9nv/3wD371/rvvP/7Zg7f0299M/cGN4A2ABviattXBh/88FIVo1F541pIxGbxPg99wqARstHST8FE1XiMEYuyejeI2Wg2ueyhkweSmI2HdkTuRYIbacu6YjYmlJYW7zgi6QiXUmoBStaQ8dmet080AIcBcRUZvSAxbBR1yY107o/UUczGjWmOi1hqXIfU8yS68DUqhaEdrjTz5PCqVWZTqlwJB1ZY0jEmJqVQnpVKr70+YbiROYgM2PZB6u1U7F2nVj7jtNfIiJxYZgp+VhQmMsVaB/QpphWikozcNuEs5viWh7ByHg7c/7P2a+1vvK+0P8+hUfZxm4+dqvTtQhnw8H4K7j76kehd3OErcVw5qymnF4Af15ad1SNjavd1O/o3KJ6NbznmCP9atbfip4qeva4/O6HYSXO7frjfdPpvPaR3K9NW++Jta2rOD2WHbMM/zqei10AFljUJ6r3EfnTzUl1yug9d1Xwx3NLpde2+JanOG6mbcTB2wPyuQwNpSHHkKDkMN/d1UzJ7noc7EUp8fdEnryzia7QK6+NSWDNqSb+vy+EHSpixpo5rmbdCppcy+7CLjoJeya9wWpY3WTIelkCPK9P4UTBm+Dw3MQbQowL0v28D752anrPKgICdtbdM97PaZ+8BnPBLs+gvNFidXQc8nDW3BNpW+cnRxGyfEPT3MLTn8YGgNT4E7m9yLljr2abCLvTsVfwZTo20R8j0THnL5putJd/FxfrR0jVzFJ4jcJ6R1hzloUghmtPkYYTzZQcTPSufOI7T7HoXZcP6GZOytSnywdVn8MGnTMKnp0T4tdBifbMxPk9fGJsknp8INb+ejynk5eSw2jyoEonUvYaKlh5N10frRY4WunB7cSyzDw8AXxqDWPXPgqwt1zagc3LR/mA9f+3zsd38OHbxuxzuHdxlfftruEfoGXzaYiC6wNajdZQ1AAGQoZ2NKyr0b3RXli9O6Vx7N0ILG6sgdXBcBWtZbFQ0kZB3pmNzhg3VbWjwYyAXayeldj7sx+lIWljOpVyLvsCYSDyTASXvCpfup8iLNF+jZpthgR5ESiFKtI7u9YK+sd4qDcolWJIeSVeAuvbcoNZBeTbWK19VIK/BgFVubbPOze9klV3evKQP2i/q29zvZrfechy4FxGLijqmTKbyarLTtCNo4KgCCLTplyehhoKN/H2yY/a89b8NEI9WBlBJraXOonDVH+4H6KZgP7rArZ+xw8vrbLcV/2dL/e6n/zS//+ocvl9vzL19e63a7/Hz/envdb+sIeo1xBhiBd4Cn33z884f3cVQtVHgM9ndPBnz9+IAf3g+/8r/9s6d7wxXzs03tO49hWr6+SVK3WxzdbpTpfS43tXxDNR5vPGka+nn7DWU0y7uD/4u/Oq25PxK8Qf5w8KPzBIAFBnx3sCbt6qTMUnD0k8CRdTo49MEgqQp+MnkTA3jvmYWZkfaeC1sGpa2KbCxFR8SaBXuOq85U7cEwNh600tBsFGeFmZQq0rPSKEK6IlOvGYKqiC0radyga3HdQeWgLNOgakYGw/WWQPoGImjB5KHRgN1ssSFWwpCklzvsEo2Egjwg54R6aPVbL5BGxXdiUj1v3R4QN+94IfRLVmHivZAf3RW9yxp0kF1PttmQhDQPPKA+KZgALdlOBBkNIJN6IyhvbNIA+xb0QUGjk5rL3tI191rKS0+xF75PO3d2EvM16dz9IBK3m50M7FRLvVdp1bM7+PPtQesUB7fZCfp+67sFdQ/vvL07Olp0GS+2eWh7ZHccsnq9viO9q2uOUzok16qiXi6sjKq2SeLuKV1fV5VliSe+12h0ir+2EVeapnnOAVVtethBeSX5G4HTei8blvK8v1XO/nPdQplbL/tdy/j8dWre1NdQ0Tt9SEs64LGW9fzBC65Gmumpt6KCKhGUGZDvwodaQ9WqBtd7G2StTYI9tksabOqZmv5l0Hjf9lNYM1envoqfhANjQzz4eYLa3ys4H5wWz/oAdZOABn7S9UXBpWTKT/0cr9XUZcmAxWgvu+yKzxnpaai5Tk+jhIcnfcpu/q3L00gt64Wj8nW0ZfXgROAB63ppzeG+aw4Lh2PB1zdEMa+7RK2RZU813/rzbT+5PfY6iwZae+0K9ufaxoR3gyPoxMPkjbQnhsMT2KWNhl3dYTxIji47GKG/5h9mt99ixTEjtpKctZ/RTB/sr7c2OXPsxjl7uJVrlqyl5yYTvETKJ7fubM4TqIpLMqehfd7gMZh7DvO5JjjHNM6eYsNTSLdcnnBda0tRSCQjaayltrR9Mw4IgDU8S9eCUKyHeQc0AJ+zTCZXpVRvioUUPRHneQil6FGDKqAp2aNj2qbR8b5rYGr32Hvo/duS/HTIuBkfgvmWeFDZ5lonUBHuWKdY75HJtusGpWcOctUu7PuuYZzMRqjGBgBlEAf6DjyK3I05BskVOrXgIbM8KIxknU5aDIOyGpP1dqHCYQqqtN5a56AqRvf5ueii17ar7JdXeF64la5jM9p1fa3sj3apCrQo3aOCgewdeTZtnZAmgJ0hcVyY77J3WXeWAm0n56U10INUFGDoY6OmYHI6+kFcL4M/mDo783E0f4d37boUWEV/1EMwpwD6XqUCZIII+ArtF4AA4Pw7UJA+vV2aMrLeP3e53y/X/a1nGbeNtHqwePHUqi8e157sug/68a+ecJw0qpcRUVvD+vABD09apj7+9fb6f/3D2393ufyLnfTJ/+5j/v7sFvj0skYNv4Xh7/5nf/VXzmkF04Db2meHl1SVarm8gpTIVPWm+V4ALMVLBs/3jqEB1Ba5vTmjYmPBuoMxXVp2Yqsm1U0e5ylZnLDHioAamopCDtveRBkq7YnMztIbCwFkR8bVVKFhr6kxC4pUk1CrJRWWmPUxc0oCTMJNZdQYiX0jwaiCt4bUcScczSkaO+sDs1gIUY1iLEfoxiuIyw1NEZSxdNMYmEGGk3N0gMZUZtsT9wHbZtomZIk2v9UdRMRUX1pmbUdQKEBkGAABltpZs71yLa9B6L68hcGVV1HDgfIAHU/uOzKDDNgXUiIbEXEzTK8vWRm7p1t/w1s3u4dp7QniaGv5ttPu0lV30ajPLe66jTfFXiPURs1YWyThiMf8+k2ZeKSXTQ36pEQfWbvKDV8H+sMWlclt2HIpbDjaSrWvS+Je1pTqKkGlz887MiSIyUeafWYYRkh934X6yAvNx7FUWQOaVG7LNk3s1H4+3jShn3GaodyrG1RKa4uugpzGJ+WO3U3DNJAdsO0gXZFqyD0knVsh74iXHkhtMd7t0clikMsop9et/+Zot2qVe8fZ+7YPGqXJQS2tJzKSa3nbBfUKuBgVCig//RY6pdI8occgIfiaHkfBlq0bJqPkGu+6x5i/+82TGQaictteE1x/lPSK2pj5xLijy2SNytSV1MrOkWF4CIruXfiyZ297av1YV6yhR638uY40WLUkQzmvNbI5vkQtOM3p+dLLVNrbPWm75dJxyNJevrSk+IV7x6kuK7G6COpr59G/f75oJfbLkiqOyeB1u7f8+bV9PuDnpN5E216rQqoxZQwfg7rDYRz9a3mYgulRJYFR273Vh8G93V7dCJKUg6bArgITQa7OuRxBWnOqB62V1QdDMCn5/GOVDtXDCf3BG2RD1FfZCaQCPIBkI2uJG2BGPaG5NuObJB5Kj2xOVaH28TZa2dM2nCBtgqQ9QoJqjOF0UZyl3jJOUO5JCnquoAx7wWSMN7126ycpDCvgsOV7sJ7znkRDRudQE934nmGouFYaEZ5v3mmwPqSb8oNeenekFuA2Vwat0JlcGog7p7IsDiPEJBC1siV2X2+brLDWnHfEzgX6NVOva4FjMNcbHDSWvfYdw713xifQX7QfEtIBgDQihltv4c5xN0vOvrGSXbw0jA2GymIYehajkHcBabmESbfz+DvDFIZhlvm7aueBv/9+/O53D7/9bhqfpu/fP3gdJu0eFF0AHgAyQEwvVmAcj8tPv2w/0Jzi17iMkRHB7WSul6Lq4bB+a/XHf/3jvUrJLvuwu3i43e/Gnjpdbg0qfbvYeAf6J1fQ8uE358kfzH9swiGrv4hjyDvuBPE94U2t16//RtvmT+BEHQ5DUvQ+OFZeqYNCCEiOVdTvZmWSmNGmyONoN8CmjLdsS4EQMLLyaotSilDLipk8unsvk22xJTSiuZRaJ91zo2B1a2kYFobBAGOJDdkC7rkGo3pHUf3nBFtKVEJXYRpUwVlz9HYEUI7GQm1WfdFijRhlQnDKPWhLDkVMc7ottWl/L1K4XpTqm0Klb1t0OtDqDcJmnLYURKWdu07L7la1yGuyVXcpHWb3cOP9g9cXsy2FA7Wcfq3LkEsCDNJ6i8nmirZ1UXaIxymv7raN4+T6sg8f54pvpqx+prtu00zmXfhwxMzVKm8zJdt+7R+2Wp8KubF/eJSDsfVd8Bhe9+U9D+tWpscVgRVF77Ht2xnh7ay9H41/MLu2vhT1dggfWgV3Dmp7hdtd8LXuL7wvm9zHj1ap7e/Xi/G09sEd0F4kiHCAqSKmCKmgJnz+YkovprR82Ti6kr13eHuulZuJvZOwKPGxj9afXuuInSseCLmo2tCZslVk7pO1We2qbi9sm8trdPNBlQrvdsB1N02j7FRV8LW8vWkyrd97saEkKR5Q4eX529HBl8tV+A7tBiCFzf0ugG7pLTiDVoMZj5NSCg35O18mP/X2OqN1JbVwP8SYt1c90ms2Tg9pJX48PZ2fTHOHUf/x3z+ve5FdhsMY1G+x+NPo/UTqpHWNj1qom1zRiQZTAJAFlTo4snoIQU2Yti0cL7joAbt+fgiqaeg1U+mdYUx0PFuQcjeztZOAU4PG164Cq1xk/GBablHtGEVoPiCA2sudRXaVLarctlnXvSXRWxfLoszdLeXR46ONSzUDgrADb+pLvPzarf1yncMVY6nqopq996TtvG5CTpUtJSylo+g60BC5By21IuliFBNdDGylXghk+XbZ3j77CC3Bl5paUwJwKfFcgWFWAJ9BtkwHF4DbOwP32iYFHdEN3bEObrFotl1Pazk4bWvxNDZoM3ni2qGDVlZwFGpQyBheulASjSyGlZNSb/bYQjViRGkvsHul1lbBtJ45HG5bTgT16IOvCxqy/cLJ4lYd11IE5UqdiGsDeXdOH04UeqbeB7S5xt2LsWwnNyNuumKlx1NS01gI4uaX0n9eG66EgLlNB7re+yS5FLQkvfXqcJe8MD/etrXuNAKMpTLVR4tV86wakesFJeOY1YGn//AjGTMUDZp6N7uLfA7txMasX4z0condsdY8dDq5E+uqjH48H9QQJgET+8JzB3AACcABDAIFCnhLoOXn5fTXKX++oWb6ktpOb//89XIz/EMyluDbtnzmue9q74mmc72sC/h8u/z7X6yvo59rlbX1l0nmv3D1/fv6Z5M5jL3aXvhbBMVUkqF6/h+W3iI8TqdSoy/5FctgGwnRybUldeNc2teiDy7lNCuHJYdiOsV6iclb02L0UNcFG7bWoKatUy5NBYGSgJRQBZaircqteF9Luzutthi9j2KsddahqVVm/VAB3RAaut96r8B3kmBaBD/6uPeDSGniIkRlRu52siLN2mHkaghZkUbRimupYk25703XLHCGHmeRbMZRbY3c0LZNBoe57VGC9VJuowk4lNE4zOpV1zkMrRfr3LeuWpusOVUZBs7FklEJcgR2AFUYJN/bvr4uR1Ot8g73uwZf3f71JyhPDgdEc66UTHGxxX0Ms+3rmh9wuvPiL09PPq0bzHq9pjrRtG56zYMbUitPhupnjdGQMv0P+0HbfV2He9lvrdmtmQafrn3vPS/nudyut+APtY72k0CcEOfTNKcsvg7/bK82L+/r85qu5oGtq/653XuBbIyYwMWdvqvcR+MnGbCpFbzakOazKi01lhYddRrqu7pGtwxL5kbt9WvcJAsdbhucnL7o5rnnIad9RTNssvr5yPm+m9llm2NW27DWjKX2/Zbk/FBdrhV1EYXoqNZbYjMaFprJd2Zp4ISLup8mAb8Hpm2LihjXt73fx9hqq1P38Zb9cFLW4NP7x364iZymgRd6sLksuxkilZ+q32TyvMPJtdvbSza9gHPurgYrDW1y0rTTw6d9D8aaEJZOIx63Dp51z8nJWvOeJI/zA+59yvq5ZN1mxkLGGjf2TmdNK26HchMskySlWq4XqGk3hZLsser9YkWhV6N2NfO6HPeENoa1YnsxZmCNvYkelD0l2x2p0uXItVHM1+pRv90XyL3SWkX1w6f14UbQ73DtYNSQdJ0o9PSVKexFidbcG+kOlaMUQ62DetLs4pwQGE9RnY6aKu2uqB+WfqugAD4CQE0Oiga4SO+weXCPoEKzidX3aljRD8GUWJW1o1bd0Po65Lh+Z2QDgZweDBVXnNC9XYfJm4yO4KgMYnlEi4TGWwR1BNOdijnOwYay4A1LqtSlphyUhmQI9NRGxjQ3sqqqLedMjiqgUhRiQ4mMtfZUfJHeEPNul1X/vHOxCnreOHnvYlQmkRv7M/WzaG7w01f/+tKui/9pL1+W3jJ8KoxeBrUKjNg29r1RLaC97lWzaGL9OgyKhSoAI6leamuQ6pa6actb75kr3kFRPjsro3o42IMSR3a2AwQySe8TOGXuUKdZDZVEhqn9Vn87zeUc52ie0qmIHZx/PJBZCGABmJU+2hCGaTw7UNVfy01j6ebtc01/vcYZpyczfvdxlbSG6FgNn+zw6bb+7TXIMUArbRgmrU7+N3//CQOG0Pgx8IPz7+aLF/wO5r/34XA82mWUGQaEx18Pf/ZXQ/h77h/MbhpAB0NsN8AgOt+z9ipfq5os9NZt93RNyVq/q+LI7Bjn4spkfGvkyHMNwRiTjBtoCLPq6CX2Is4JRmssSw9CMrg5dzX40BidgZaxg2AXUDQMvcWr0iDcBy21Z+NQU9ujDnjf8zyYDYs32CwF6YBG32MH15d11XhD7L0VI1gyQ69S3eRGMpPzDautrU/MRbGuS1fDgC1FlA64qZWH00hoRiH9096BqoVeKqO6F9nVvn9FKZ2vCN+krTVvABEgAfhCu1YT6LzzW6plu95hH2/yNkQORx2XeCL3Ui7UPet143HY+kbhoI/K4vvHswvffml+OOYIYbRnkS2BeRTp5VDaLz7ToMlH/2Gc//ScScymY+lPCui163mgKpTh0NotqqmM7Y9fxpnNw2D4OucbXr4cT6aUt/PxoG5m3dNBxvQlyfAUTurBuOmDcYOazOSfX7+fx55fDBVzpgfaIHRVVjR1FKX1ETbEzW1nPRZpp9BzMfoRW3FL/VkEd1nHXe8v6kjOHCeCV8ChpiUlkp2zKCpH8jeEI3Nu9ETXa3WVSfv80KqUZ7T4AddqSRa8NFQg9R6T4XfoF4Cwq70zKqVXlvP0kGmRZu95z29e5ZfnH9bYzfULRDRmiNXNB3/rwR1G7MrCe6IxPKjHh3f9MYxot8u94xpj1HSl17iW54AmiTp60J0N36dpWtekleElz9O5FHrnJgJZV348dQ37k05bLgY7x8VTY8A1kXd5E6XRb31ut7WK8xQejCksxzFfszZtAWtkFaN7keUc2hrkUTqNqVTftdZ1Amjf2NJOeTLEyCB7ZeD+ZvsAJsnVGUSVVV9H5Qv1UZcNzQEhu9oKOpeki+4Ym1dpy05mMaxHlJqBS7ifmyr4clLl3ouvusfOCuwAg4Ji4QXAI3VyD1p5gAx5gf5H2c89PQshNhoMOu1rSgFOioKqR9K3FeaBl6ZZ2/dlwuo+uinHej5qyJzLPmu7Teg4C9cjAXcRk8hryIhJNSxq0NqaOTiOTY+rhtp8GVbu0lTHotBqwUaFsldSNQC5XVs3GJqPZrQ4D/JWQzWA1XQ0mgzcW4P1vuD6iSXarfQv35Tkulfet7xdY9ctUuk1TC0viFG68qbvmXY0uve+U8JO7cRdtfXkqQEU6VkYUrqTG4kuxZ10H9Hvvu/XckEy2FItxjpdGlRpKd+pwBK/tfYBVdzSa+17ttd2pbI9X9ODsSjWPLjx4A7vWGsTAN4DEarzB/v+/agj2KjANh+neN0+aLO/7unLUti8mzvSQbcxnH2sl8cH9z48Fri3l9b33SReIV+JXffupA9/9zD68Xx0RQNPbr/V9npf8b5044z23w0Qwz/9r378Z0s+/9XBRMi5OgVgGwyuVHLj0FjFrnvTECahUit2XjWbrvKYqQ9iGMR3sk2hcCi4SddR6RBxQAZkKwOobMB5hzbWbgVrZk2ErIWU6ZQU9YIxBbQgGasUqI0NE0EDYtVSc8YkFn+n3DpXigZ7ytvRRNks6FSLLXqVvuwSvWq9daUjAAtcMa+kWWlImVwXbYKWqrsC0DInsDSFcn81Mb4ZRd+fDnQY4J4G7cruXdb3h8Eva+1q6iOAX4G/A/ceACAQ1HddglaTbf0OF60hwxbg0Dy1TRmqt5dUYDRtqdJVi6WFUvboSlaEdYv48T09azN0d9O6ihZEthM2u//64U/MtEXmKvHzfo9xyJiO9UHzW9/dVOLrjt7Mnb+AP4vPX+7Dd76/AH/dDs7XYsJvpvxcptGFvZ1lnRzlfRseSL1dB6SblSH3VEylWgb1w/3u2+luXaiD5CNyVp4a70ZT580/EWKkUqUIbncyldriRiukHn2oJAHCMJxhh+4KFjlJy71DrFgRFKw0plZnZ0SUJHjhh7mKFlOvunXy6r1cy11P47KtkGbdldjglF/jt17O+JqwDppaVAhxyHhvWRW1bnUkE9E9ych6f9vHxPd4iWq/XDg/CS6cs6yauNlMn+/P+5uOgNo+zZO8uU6Al8MzDQ+1f17vpxHSi4qtTWxNX01g19pwoP31MxqoKUOmWWFcnR1OQsMDurIp78/WwKidQssNjxr5uh30GjweYO+lPcekSPbNz6MUnNVWlZ9ilsmalPIBOZNuUkFV1Yseb3XbH0Naew4isdhRgw82RXwX1F70KOcNEyrm+SBWBWv2an17+dRaWGLBxpUH4sgy4PpGwxDxa0GRNRdd02aj/dJgqPhlwRBU0sfl94sBAIHE0DocAX4QniHfGhLQALAB/CfBL+4YdHcDKKNBG/J4urfPHQhlaeVgGyY9PhqX6pXiRNunvXWLL3vJmu6sb1m9X9qGEh7Ht2617jUpq8BS4xDPovPWPJR1IdJ9hLEGNzJ/KdlqWArOHXsDYj5Yf+/lwalieBTpXbX1Bqnc7hVJ73uWondmQx7vk0QZ7kO6Zko5r6ybS88LPV9FK9QwWaij0zPdXvPP3L9qfY+xNY+skfRGw4RWPJYbj0XBhYkBPvW2bvCNNNXbT3u3Xp4V7xps47tT41afKw4V85ZXxIUJw6hzK2AmKd86Q5gslKNbJ+XQyAe6vtzzXsN27+kI96iH83gG6IbUke56NiMuut1Ad6/Lty9WbV//+m5W5NdO9+XLmqYaR61//neX+hU+vcRmO+Mkf3I6Pn6o+fmoaBqmp4PLieuPy/rj5fmHz+8/HEbXj++4vtHyc1RL32n8IFNZZAFAgPnPKBlN1JJyaekVWoGETsWMjgop0+PWeKIevQt7qyOEzyK22WYdN2BUr01sgWaFco77XUFVDlpPqrTdoIEYGaxKFaEDg1S2SpreAR1w7VXLhoRdE6FuVodKWRAYuc0iHbN0XIdqi2YVce2gu0pVN9dVqpmyT1A5hQqlC1ruGbd91ayzHb3Bw+jngY3zDKSyShaMx56QOFZRA0eKtqVsUOW2qeNYJLupFoDyZVmVCEppKUNpQKsFATNS2wGyJmpdhmHnGHoZVqr39Z52em0Fi1rmSrCuZih6UBPcSwls8/3CiY8mzOaih3mo6YGwpQiv/cOw33p/57tdv36GaUw9a9UzbtxuFC6079OEmNfJIla19FU/5fvrp6uzw/JcD32rZ9okmF6Xn+vs9+sr4g2vOFI4n43iOPUkX2N+LCpT81z4S6KaPkBDc5kV8m0bTv3YlN7cOz7mFCfvy5WGkfpeeKmtko7dHEKp0Uz6tleImXLMkLxn2hpA7Sb4RqVpPWnQJiilWefSAMoQpkO4gdEZNxxadb6GKMYRcgvDIRjVJ62xurHTMBZYtqPud9W0y/e9N0klseScjaHYGn67XWxV0U3coDu5bZueg7ivVRlRCt+VQu2TXh/PnjAqGl2vazt8hLwAD2Ua7pdf9J9n9cebnkfVnVrRRJwbzKJMUURqiHlHRtCUfPcISZ5ne+eA87jx27IxoFR2QdyUWnAPpt31LmPDA0I7jKZJOJ5Rmortm+Fayz5CTdeSPddChrIxk3cH7I+ynMg97TdzdPMtibFbFeipA9XnZR+mlPeiZE6oqe3YrwnRm+km04PihU5J5iwhcRXp39g/WLUrd7Br2w11KWTv0g+uv+1t9Px899Ryh6EpODOIgOtwAxgAgOFMfUOuoCaA30vRcv9iTIx0v6aDZln11+Dew9bV8PE01OorJr2Xm26z7ndwh2AyWAXNJJ5G3W35pnBq9u2+P0q+ZdCG5NKqt4Me38QeqN0ZrI61tQ3ElHwT+tUpvFV6VNx9UYEx8D3rk1L3RiHpkrGFyFg34KDbpgAJBNm73nPsx8gEdezKzFmiva9xv+kqtef2hqaavbHjVvbOFXpWsCbt5qowDDYKgpRL9dCJwNalbyIkAJxVBdxv25XCQLCUPOp5qTnVblW8OjlK/FmDmbVqRuuWL/mmjKd46W5UsG7Nar2VtOEvcf/DS69Dq+mnaxnV/rkOtdmtdXRkYbuU7frl8nX5/c8va9qXKir19Dkc2C6/jz9/3mcfHo2RrNV7PZ4P+OfDxzAAr4chma9vpfxkyrsvP0Z8vm3/1R/7XepXxVkef/dECOHxXZSjC4PF8sP6rPD2/Ev955+/KIA3gOWFQt8YxhGRh7ksxWl9X9IEMaZRWmliSXVn3b24Qfc7xw+WMvdOKdZea/VKR2DFurIdnd3vwqyMD4UgAKZmnauFnDMMVuWOqpmG3RNvuYxaCtpWVoepA3qkVZGVNWdwehUxuTJkt2oTUO+xak6gO6piWmXLVPtlb7rSRqAooxgCmqzbRZnWbinlfd0y7zmrXsU3jGXv0TkVlfaSd+jroInVW00DjZV363tDq0224ZSJi1pvbQPADr0X3qEuLJM2LJigYcqlpoTMiEQz7o5GXVJRRkpe/OuFNdeUSYVUvCWlWdU75FunDEC2RHSbqjzLjjRgV+36OviHUvPYNCs61dl0lfqWxeesTVMLELR6xge6u1M4OPjg3DAsZnIyQiuXw0hR31d5kOXChVOTH9YUuqTGAH7imMlqhLSZ82SdX9bZ2JmimiZaL2Wr0FzNeTt52Ht/OHRoeuSBvTLV5KWtuc32vMXyqI0xtmpvL/UOKhi39yq1IYA6ZN5zLruhbSdw0NZGme9tNSlv0KFLnYGkdlLGS9NFWUaY1tAb7BeuaQeQylym2/2ayfBaNDjM1vgBxoETZT/fl81ZV1y8lDidwmm/bMu1tbd02zu85Zqq3jBddZlDLSU9ybB2JH84dlu39rh9Tr9cXv5k6m9ANQm5mw/ZulWC4TW/KR0QdSs0gi6wW+np8fmTEUv3zyqagGt+KWz7Xd92MLUlC6EMVKBDGHSJemK+34whd6CPXQi73XAYRqIGo7ZNCtmFy7r0b8pcl/rjcHqL9Tp7w7sjaoNWG+vDaHIic4AuqpctWAUyBewqNJBadoWwHFQC07wPVdLZmXsH1ZfYHhvVJF5yVnZuzR1cTFm/0581tW37wTCgghVgAxgJLAAgbYP93qsO/TMQpPKW7fdQQ0tHL2/30m33vb4U5+T6yi2YqpQnUB5MNfNI8JZkTtngiNb0O6NgoLY7+ZWSS4LDyGVvPLOJpUIOtL8lcLZXnIUstLqDVr09R/OA/KpMb1pF69CE3O/Y594ziTHSfgmgiRqydRNjI/GG901bUCKWfHPBFN6GjKm/Odl4XQSqeUidiqlSkCBAxv4nc320Rqs6Em2xCBZGNGF5obrxJpYVKuoAGFsf9mBdb/sVGBpd7ldqphJ1Pqiubmp6AN5y06rueykWpMQXMUHKdeuqxJc9l9ZKaWaa995en0srZRVnZty6iyJOMWcGNnGT23P3Bfi2P/wc218cBiWJVOqrESkfaj768b/88OenubkWjl3pIQz69W+qOvlp9btqv/vTD2rT+q9OtMUwXk//8FdNQ/drSfcDrmLz/aeO59PZ/c7E+BdG/wpgADj/mYNhNFNpnJ25H0dTsZxD25tyw9KbJ1O9N7umyWxR9MGY2FFhknywFaWXzl173AG9M63rx4Mo6sjaG0ic5lG1qg2U2pRC9qQLNB86A07Grt3YoJDGxtrpumOZSKRMfqp7JMG7CipCnmiLkaZjr6ViuQNQw6J7q/lyGratoiab0DhdvG77Xk86VWUm8Lc2BG+9VkzORJvIjl6XvT+eZEExI5xa6qFPAzM058u2CQ7oqowtUuY5Dr+zDyOYGcwGVQEAtKGxbuRBr7WsLe9lI66xRzeILr20QCQPNOSPD4W06SQ1+Q53oHEg18FpQa95L+Ng4mywUbStbXV5lcFf9mhXy4OmqK+O8vLg1GnWQeecnTW3LnNZm8Hw85ubCNeVehe/qy9vdQrzhuVJdWV5f5gf9aT99g5lrdlgfpG6MoS6vV6btqbvOePDY64JtKusu7dqQgWZOobmh0NUpVvLWFM3ggNTe+ePtSR+m4NZY+mzHkvOh/G4t7dvW3Ck2j1pFep5oelo55bog3PoVPBla6MyO4ZjRvZo7nyfezMuGxh8ADD+ER6XStr5CGYmGGctYZ3DCKgeZndL18mu2HelW3Cs4vrRnKpqR353tKeuwu48FXnnZxM0CYk1oxsQIeO16nDNn7amP79llZfU9GwJ//OT/u77ZEQpbbKPcuxFsXvkKyccjG333a6PU9tRTTIK8XqTAZfP9+GsrVPsz2OF7e6qBio2uOiGB9DGqZJ6D5guFYN+e1u2lTLRBOM15P0mYo3dspLhY10IVPg4wVL74+FPrfxH1s0Ci5x24BJbPKitrhx4610dVJ7NsLILQUW0ujdDoxk50GED1FJzr5N3vcsBc2c28uoBen/VCmOPivGmJ61DNg9LnZZP1BG2CAOAAbgyMEEC02PN0d4BBLgQPblUqvrCpm3lOAduVhIdvXh50rZvxBWooqyc1lyT2INJgKaOJTYlJ63WTFn7LGvR2gFvjoyBqFavU+xLQnsyW8bOW++lIQySnXUHKm/ArlUQ3YzsRYDaXKV1NlbWlPUpSYKuO0VehX2jlGkYsc0mk9jY0+seuMYv3dxVu0MHIxXhS5XWS28AQBvOViVjBi+qQ1Fdi3CpI++tqBEVcPiWS4mJCECE630oIHVRpnPlSgk01IWKoaKAaE+iCXhItWq0dqB5PkuCrEPXoknvpLrx0cqyLyoHnwvONqyv2uhg+sHD73yIRulJK6t34i7Gvhl2HL6kpjXFOE6HVcf8Uyt/juM9f40gr7ztkv6evaBXR1W8JCPyx+v+/OJzXb8fxr945//jP/Xv1/lhUuSnPejQ5qb1P8D/7X/5l78zcfhfHM/zsY1UAepLhpllNeJNwMe1a0NcdhUGxd2yvddd1/w2geGKXkupNTiBbpQrYTJAVlmSAodgGDqYsrPlnpASN22Zr3sE3IUtEUJBwM0TS7fGCKMKutLaOyKJThkCUcxEpsTNOacsG+J00lQqWp3i3g6qsiKNFHpvArN93DY3+cItaV0pmShuGNUKZqh57XIccrylLEJRbjqOktbbyY64fNNnBMkS7WgNURob8r09aWf5Kr3YyyUeAtNQt749QLpBPQCcACaAHcIObQRlu6EGsaf8IIdC6bX03OxeoCUOOqhy6L3nBjO5lh+96a31kpoHeklJtbTvQyDDEIqpI59mzhAGkqDyvuVp60X8+5eiIAviOAQAfcbhis69Ufv10UetXDCKfH1XfncY9y1vi9qqWMHwrbzl9fJyFCZjqDM+8aS1dUc9PI4BSzjM1G/en6SXqtKFW1z2Qc697ibj52Wz7sA7//tFFIeioumPq17BGR3oSsoOhwV3r125XJc4HZNJprGxkGr/dKTbPSfveTcGS9fNHQcAHjrKyR/ZubOa7g0GB02EPTqVuno7GlW3/m5IUDhzP8K079a68aUOB33eRaG4g0SKdhp14sLr/SYXTxthH6o6PhG3ZlH1W/RY7yROjm0cpalp+FhW9270X6v7XRd1nIZQxpPWJQ8dol9PnMRzy7nZMNTm66BO7rwOnV1d8z2H40zBjHufgFVJiy2fUnC13bwzUlIRtaoCHXcMAXJT4YDYyuM0u8OKi05Y35fJP6kDx30+4UPecfBct2t0B2Iur3/28eHYSykusIvmFChImwhxbzibrjkrJWfuG9/mlJZYFb5ClQVengwlwBnHe3YHN8UWptEewocdzKQOqaWjKwXi2eLkCCk/GMMLN4EVQAHMgyGAzNBCnkiJKSOABTDMROdLS9+Rvm08WgRlqqobtyibjiCdRuipGoloFRandDcrgmlaVAz3ss02Iu0AteN4kErFqta07l1rGcdRwbX6Rgpm9Kgi92Lzdo9SURQWYaqSkZxWvTaN/PFYI/rRuqwbmdCcQPVGCWkdJFfhFMOWo5DKUNeEtPfEzGJKU6kqrXpvrpeeuxrawlqnWtaW1cnEcY1yGGaowWhva1NqP/nJBCAFkFmMjlwo2RahrwXtoBLqAaeMsrTdoFqihLzVbgLCXVzlLkYLlS5yU/xgUWk5aM8WsefAtr+UZnW5rI378Kuxn8yRbetFrwKqxl6HA91U3VYi3ndd9l5isj+FRaHcl00Z/tXfnboeOOin9zO/P9jaw17qBOX37WVeWyk5F2UbPR+XuOcf0iumVdHrP39ZvtYv//Xr+p/++un743d/ebxVeQA4/m52C3DISmLjGAg5KiGoRZHASAcXqsg5CpMLtXRD1JKoSQ+8im6DdqZEpfp628QQs+5MCqnVblURNPOIUMeuChZVWAxOtXZUBSoCrtBKd1313Jo4g6Uqa3NvTC6TtI5duo/cqFNnP46tcmioy7YqHQbQxsgw2K2IaMKCPXSpUdhY0gk9QNvvExjWTaOvZzpUNORec9POtJ3QKq+gajQ93ZrFE/VFaEDmVLKWTVwyIbX2C6gjQAJgcBlwhzhBWyBrTW7403n6XfoS98vN5+v2ucOD4d7x3t1dXm/NnESKEjMmiipZVKTaPg75bOhdIgrFBFKhmtGKWAIctRMECOOa0dV8+TAkYge25dTnjnt8nFg/mtFyb0yo+GRVbHSJ7Vt3hlQIh0Z3O9JLnoczvzmTWgMYdS2A7faMFHMzQcHdNv15ez6GwybKq2mY/AvsdjzGUszgt/tt1f27yWt7l2U2fZUy6rrvBfWOnHcUKrH4j+cTvfGHVvdOtq641HEVqwouUELeCjQxPd/2bpPf4mv9eoR2L3E+neIyOhP85koPWOeFD4fHc2oKbPBCO+fJ53p7G13K0ELZufVl5Qh5eUZP2CKGWPI3KJcmDsumaZVV8sPZ8n05EwqAg7vDpeeX6TeY7/zrB/tHxRqakjFdGNWwevd0Pt/RG1Qm2MPQkreSt0cLb3LzE7HYyaTtELb7+jilbcuGaG3DO2707l2qMB5VF5zT+BrTQ19uTZeckts39dYSv404LqrK5dDoWi5kjpTly333tbWmve1Zn2MK/+yHf/R1KyLlutdj+nTlCrB0y0qbilMijwl+am3uw+LMNJjS37NSE5++FDxgjz0+2eue06DfeNev+8tEZVtfH8NcShjMMYsqnUc6qJYgFwDQChig7/UEcFTGRWDkVhsAEMCKsJTlkeCXvD+M/ucvd7XdWjVHMQ/DsFZ1Armi/Opo0ZvZaJ8jOwqj7ijjaVqO9gyNtbBhM8ht0Z10XckYsQxi1qa9GFeAs+m2Q7SaAooymNl06qhM7yId9pLsaLs3n3c1AHWEAQaSzZDT2EquvmdSFBplKY1VabChRIHGUio+CNuO3VXNqCBaZak1poBCAGzYbzWzG4nentfqudcumftmrmU1EQkAom6bmDr2U4db78rWK3R/MhqazywU2qSV42/SB82v3Fxdqi5K96P1J0NzNZ833rDupSGTVfiC2anWv13NqP3krl8SJw0KzspOQQurkRTdV/+3B51bZINrGwgPiuBzLs9SKMJv0H+0H/+LI5J76et1z1jc80P47l0Y/ifH8PHjOJ3cBzONXb7HeXiwi+LnZf/D/vVv37AU+d/92f/8f/P3tQ7ypP78SGoCrVVBqwSXOEMi1GLYkI225iZtp17yDH6dVM95s2iAbUfha06KdMOM2ZuRROtwwKWxNlpLV0YTxg5kgLMCk6ioRrfB2MSNEHrkjkqyZ9BQAysliiuDoirdkAHV58y7YVg6c6cijXkvZa6mqcowUodWhZturSOhVsXsWJwgNOzmVkpTVIMxjRZtdexRkBs0BQRmVtCzMRhbr2bnULespoFSec08xX77miNz6qJ9pixInqFfQTPgBbIAHaC/AjBQavu6/+H18rleysRUo/OTq5c8vmjwtmwptJ4RRwFwcMgj2N3PQW0PDKKkfTla34OogEdSWakZpgN9oz4Mk1zu/LHKbG292VJSurkH53Y9fG/7NHp78PeuFaIhaeP4gF6Z4QlNW/3XnHqe16g+2OiTmRihzyoa7UdoT+VArxsyqXwftRsexvdrFkDatmUrxCu1bpSdg+jc1GiMtq4W0ocYlYHa2+Gd4E2RLKn0Hdtg6nJlc8j3FM41x8LNcA17aUbbaL7ulrrPW7BPJ8OHYs9H/atrrt6PeUvIPZbt2qumrcPrZD/H3I9Wi9ElokUGGEbub1VbN2U7a1aqVKfJ2H01MupwJYunguneYTOcrm6d0a/sh99+bDeQdFH2Y+/WTu/wutG74553R7S+fu2y8oHL8+tE9b5uk+utGu917s4KDg8fIpmzO2zPyRjZVXcpT9bnKjQjJ+OHdiflWhIuW7MnP1e4PpjwC+ug0cqk1nYYP6iAH4JNylni163N1Bd4WUo/H3sprGC9pKzSp00njl0blt5nzi9wPnJNaAZCbq2yuCqvun7A9q21s1HLZUNcTO33+vbB0nU3HuW+PxhV910V67w77BGDO771ehgU02J7agSFF7ju91a0AScwAGSAAMC9Zo04eB+GoyYJtKHeIN20zNb+lJr1fLd6Ju6grpKPlV8UfO/gXtpkTEn9/XnIDXCrs8L7Gs+CqWoilGpYt+PUEfQ4tdRRS21AUnZPlMfjscteceAWpRhW5mCSNEtYvNPQ7sS87tu+dQeWEA5zFrNhtynHrgkQUHFrELGQ9NSuBNXFUnuFzsT8KfeiEkfauLJypW1stTcrmJWIjVnHpN3Lq0d7cBKbMpKd7pRPd7haQwagaLNLUlG+KXhgXao3Xe5fpJZ8hXp0wkvExg9ai2tPTq1JOQUC9SWlyOqq1GPoqVLhPHTJvPdULynxg2pRaSWDVg9Bxk5PGvDXD85SOPS/zhzVj/ISA3B5MDnXJcuP/92t/vWaPhXrif/q1P/t7f7LM6wrlNsXlcYVvjaV5Caa7Zis6l83O6pK98X9zdvb75P841+WstXfte9+Pb1WTcPjT5n/9H/6J//L//XfO4+/Spxvmxmw3hVCkpurLJ4DKSCfapI2VbO1URElSYxkIXZyDumeU+ASW0PqwPeKK7dYJRFgURKM1NpAxJIXlAAmUdHUmToppVUCkxXorgQBCyhFuoPhxlxDD8nraRMJRAId/kNkVlZouFmtsrrnJppqxi6r0/VeywHMS0OtpBUHoHtlJJhCaFiO2lY0yF1U73IvrBJ1FHnue+ClB0skQmcEboOHkxOLBqUutOa0cBpBHcEIyARA0J8BBgABaX62QNvlnsv+mRpDBS3TC15042XXEeUA7qcGaiulLLLAbPLXSzq8uNMxNT2Y9pxKeWj0LMojkmtZhkdocVV/Oqlg8JqqyL6b0HVr3eSSlh6YV36uY2+2N1Wn+Xbf4kiNs6LwkVtx/AGXKSvz0KH1Xo6arlzyvTf/jOnhabJvueKgCvUKuLYStH//EMiOGi100tSvUoMLUDJGDM0H26WJGipzMxkSuYcB1dwHJOXHTjWcBXYl1DTtjDvSlpcNqDtunKapU8mVVuI9sTQ4324ZreuDdyaMYSr1lLY5pdlr8yqEddOoInfpdPP6neYmyyBpXfY8NMk1yzTUnrbuiOON7fuRd9orOXdoWyZ93z/veK7ZDKa/2tmLZFLudl0O46NBRTSQG7uIPdul9QP153tssGy30szuSHL6eqI9Lm/DXPulQDJOjwXMOZipDdOTd+px0k5qVOSk7Gn5itqsBs7G9BJYv+bjXErR2rzsqNyhRLRkL/Iu8CPqspZDZtkKtr1UdzhAhhDEMnO/KXHyeu9stNwvOJycamqV5KtaxA8GX9/QGl2bL6oHMNu+E12vTYJ5zhnIVmwLsFhnd6Uf9PBtZ2t8bWog5ZvfqnmrKyYggAjAADsAAHxkkyMjKlbuXTReAVVzJsudPwQT9fC+O6hKYccluVH9dtC3go8kgfnJYFyBoJmJXjeeu/3MzRgD9z76NvCwN3qYAFU4HGjprIAkDFlgpn0zYhSsXekMsaFUmp29g3OJdn+YJw0IJqjOhHtSdcdchs5JkcEMThE2aXXZ2Qq3QXumzAcBVllxbN2oRk1HKYUNA6M2nNdCPa6us2fCnhbkh1Yr2dS4FohbNRWfR3uGSjuAISBWSRFV/ptl0bi8gkJfXioj6G/3xFi48w20M/al8tH2NTHXMlr3bb2+D7DWOJimis6Kzk591GZo3awMc+2yddXXsvqDjQDnmd796nx27z9o/fKqcCD3Su+cGt+dfzWTgP/Df/u398Tp91e5vunHd+UVmnHHO9DSW+9TTa+vlK4pJlhuebJff/7D6/rj5x9fd/rj27e/wdvzkv6/8Lf/9b9efvxnYv7w9/7O4U/+4fnDn1sqxWllfX9BeyjbtUDgmtfegBDppbeDMW+lBi1IEEiRi+JmY0vc1DTDRbyjzn60egz22IUOxuzcB1Z769ZUglraXWuKjUcqpXprhDUyV4suS9Gaq8hoS5emWgeNQjedaa1Ji0rAVkNj1h5IORR7ZJ2VTMqyVCUkDLHIaHit9YC54BA4grDqnQW66oNxFwTPegHIpKTrQjlU2sh/HAC8w5bjTtbttEB8XaaCZW259iXzEdUA6hnqFWID0GgVwHegFMAdMNS9AT+CfDXdQYmq8LflGje1mXKPi+fyEyfXrpXkWmIp9bluR6dY77njoapIj1pr5vpoq8v3bcOh5WBwAF+yXDB+PJjT+fA01vfBdtiPRGCSNN+VyV10DVta7+nJceyt+9XmrD44Yy/g6kmr58Wps9VxYn8W/XBIHJCXy2a+K+BjJT6dmHOzQ4vSzkcq43lklkXtwHOta9Tn8JDSZC7ZsEZsw21Lizr0ti5r2C7qba+wNS0pfYHNbKZQQTHZEGs1zcqdVGCNtQ5NGAT3jhQXBWX21HUDqlhTpy4YcRbAwBWsaEpPi7Wq2qh0QH2PmFHSAvj0AZuO3mm8LJ8qf1B4bRZo/9yxIFDr1WjBfRl3YBHwzW6l57qpRl3BWdO37QfSRecUocBbee6EYr58qeeHd/FFkTN26amjHj/GqzbDEbrYd+OIW71cA12XspK6L9s95TWm197QlCU1a8xciWd0HcTYBfX3WpJRJnF9OERNr36omiPv31pbltQ0fe1MlWn0hxztlqhiq9E25bFQdd+PwWIOMINsvSsiWLZedYeYW6l5UaipKXugYVA4aTauqXs/l6JbGXfxqezVMrb+mvaDpXWJaoRcOJJQXJHVliAS4f9//SvAL718oKHnUku5Y47YvmFcszxZ3Nr+HuPSJQylt+6Mynv76damKfxsJFJ9YaUwulgu9z7PvEj+MEiCMp+ldHWP1WPdIitNvNCkIFahsroHaTVRK7V3HVpGbQ2QYNzLSHGHpMxe3ro2EjOLlARqWbNoikyDSNWhdYaM0HkaIXcx3AH60F7EmoSxsok595gzCdlegStCU0cN3R7nO0DOq7CmBjewFVKbdOrmrv1XUrclvqGlDvDXW1taX3q6AfrRfCZ9UvWemwZNrXkNN9TNKK3req+Dxtctjr3F5nqp793hLbZQTE7GqWYVPhf+m1Z2hmFN67WYQpqT+c6fjbnpfhyuNPkhcN3huuzLW9ynZCoEi5S8hpSqxP/+WfchLbXg88e/sPQv19ff7/Q3z/vvv8a72J8v7fev6cery8v+QkPS+uYnnL79u+32h596g9+mwn+9yf/n/sffLz+8pK//9OuPf7zi2DN77PDoEtuHk++9+jBy7qYAB9SlpeBKzslIbKgVW4OlSxhc3TZzJHlrjACccsIyaVmrCdBWNk5r6nOloMi13hyamAbvIe9WExONoIpRupcyWixp1Ni6IXINxZdcZ3toomfEFNmakkvvLSusCcpR6zvnwQIoFEClVWUzurxHyPxpQ4+iSEvmphi3DeZgisvaArSSaxdSmbtXOfdRsyodFW0beBlkHD7iNSoOQPbdbAoZgT6CtgAA6k1KBWigdsATMPcOpCrA6a6+FU0blikYz1AbZ9Tf1uD9wCDRWoAmylY4yt0cj34EZWwovZkB7qx22DvN2IsafTEvp6GZsWpLquFl3eZitlVMtd1x6aIpcS7fGaNUAToZfTUnNc0+zVuD/JLSW+zhdHu+HjHmL1dTblrdId5W3aMiR8NmDPhpDrjWEOaBlTpgvy4rEINSypVHsBxKgBp/+cWPa6xIvvHSizFukOXeZzfc1Gzmc6xP7bWAOW/x8r4YJnnUbmko232z19TKgDlyJthSAZWgOMwZxtkNfp6aWtCbUkD3lpooSUiThuTTQ2wlkPCaqwTF4d7uPavblqp6EC0xhBpxbxXd6o1Rfd3zWzX723Wbcr+99dKyNKgZLNUr89BgMb3jwRzV6uHhV5S9/m46BDAM/qNtb7eH71jqpgxY2evbJajKLQvIXvYbjnIc1fAQcMjbYTZPjaOImrpnaz/IsiN5MaVmZG5Zy1BPCFvOZ+22K4g5CqhduUPwpdDHyfQ+WQWo91Qvg10UXGfpgJG4KCVPegKCvcGhmbUbZ9Qmx0GqOOECwxGweK8PpUdJZdfCvaOtltVxkuiS2cASY1RkmQh7t90FV0yzOkK63PpzvXkFgZg0HAEUQgZw3v9Ub9zrJMaIOzQTBVrZbtRz5F/uQCYWpfHkbhZTUE+6l7U/ECkJQUtMigd7dHx5rnOXclNGO2iGiV2AXIlqES6iGxc+GsQb9UsPTF4551WN3htioErsH2wFO9mpP6Njql0b7nbDXsskpGq3WseOrSbHLLUzhj0xNizYQSApJVtSgOKAxKamrWv9xsIVG1h1g9KlNmv1HUbi1rKoonqGsrdMyVN1iobBqsikAUjS15x3to5oGIPNZm06KzSOvwlytbUK5NYqioIvu4gKn1MRW3+Ke1RRt25G1FRvvf8S12OVEwAB/E3hz1v+5W83xMkmqgqHLn/7zdRr+uHL21LLm5GFF8OjLfGo1fk0nAE62Vu1krv6a6F/1r78v365/cRSVf7Br/+D8C/l4XPoHtW/yn/8sc9GyVtN6arqah9TtcAFvh6OYfD3WX34PfO//+Xt9e3+r95Y6cEtYjXyqHFtHRoWNtqIzNi1ExBTK6DBLXEvkfecuBoqW9PBVK3Vg1VQmj/EgRsoPdjEhgaluDvwaBob362mBtW6DpVMaFy1UMFEDQYTdG7k/CoJDFHfBtHVTb5Idoh7a8PEfDOEYkSB5QmBSzt5s3wVRckrsVSspBjtOGUn59PYSWNDdALrTtam+8ItGSpaG+8tDWBnbXdCqyOnOihAPBpOEyK3z8pO+Xa/2r7tbCcroO7QBGAE+Q8d0IN3FYQBNoCZ9Qg2IqjXuDmD9yij6Q8hj0qNs1Uxkh5u++r4MU/OqfLyAM8ppmr2fn84yXJzR2sFHm7D9WgcYnnCv/Danw7zwOazQbLnNx35CLVu2tjAVnXbDTOxmYaHump/6rG4RG1TPpaDUthXWh/dwO+O4zq7BD4cA9h1pHNS64HDovTLtnEL8X4NZdjuGd14HuxWoGmndDLKbph2sO+e+A7jCL5lPQYMe9nqdOK73JzcQPbZ3NTBcLuRG2+Dn53JKZ2sRXan4t45X0R59JcLnbixasRgZ7fcV0Da2U+g7gW1eLQnpfBozXWrIxyfDaqElg8Db120oHhLt1psvXy6vvG6PJ9HKkgPu1rXPWGZprlKnw74yvQ0Kd3kK6QDqdec5mCY1SjWyxK3YlZ+e6vI9bbfIgYvk7F20B1HhIMbDs1/78GtUEBEzSqgHdqCQ4XU77aIijnH8+DHdl5dNs28SZhU7/eojFPdwOB09S99C8G9XS9+QCit9N1bjr0YLesGFqELjx2Uctg88cO3nEa0XTkkc719lRy1zVe6Pajb2/U+6dyU0w1NkFvRwLzV5SCuiww1klfcVbC4J/0ouo0GNXRjBzuDggIwubrQ7CVjN5JiKqAdqA6d4AXgKtABvGOniUYajUbIX7geQL+5bjtMk5vP9jQeCit+aehQKq/GsZRbhl2pZr0EDOgia0OYtP9aU02wI48JWUQXlZTV0IUUn53NWLUA0wZAzG3D8A5wLdU0T7xGPtfUUrFPyNK14gGgH4z1voqR2Dl3U6t2ao0VFCJkp1SEPnRlStfMWnpNxdaEpR0Dbm1qo9HjCLppMVE1ssCNB5e10WZUOEkh8PMRtbUKBuITCplGB4DXBgwA+/6t4W3PlWSv1KTdyOnB7S6q3DM4EP6kYCR+y/dci+RsJnuN+UayAe+teq0OiF8BLLgNYQJ4X+AzdPu8vC3prV0/3Tg/v+XrHRKv3McEtyvEvGQ3EvUMPRpzQjKYapOpEx3q1A/Jybf19uPL697u7d+9bmWbv3KO5Vc7v/2jb+nfLbnN6d3hP/q7f/fv/fbkAfZ6O/4XHx7y8dPr9KmdFX48/icfgbhlj9R6vaYqYqwFl/Y6Kbjljr0bqWCBRA2TNrqzt7brmo3SMWbJTYNk0kR9bL2jcK6koCVIogpUBrUqUJ21swq4g2nSgLEpwaS1pbU1VDqn/MTWto5gsy7QOBJKl966WdcOB62L9KY1msQlokl7VV44mdKMCDej/MCtBau5Rx00jFp16wYyqVPg3JBwKHFrMHqLPkN/KAfJRgXou4EAVnSq9qymO94wFLWW02ziVhp0ABIABG4AGkCl8gBggRBgg3yHPgpHkFjX4XGyX4zfktwSXLb4umDctlLCtd/kklXW4RZbKlvtMtV4L6en/VorcYXlAB/Wptqn7Ycf9j2tq3f3ti4o1+b00Oth0tfb9nDwe5ahDIh0jev6q/m2fGF3epVn6/RtCtkW8e/Kn1yVczXGh5QRnn+6rCOf0C+hm71thO79YKtr7nx0mPB49jZWR/NQJtzZeCt7a/MoidvoaeetJs9rlnywyWwyvc/uVYxsnC5Gq+qLs2E75nTJ0ThVL7fhoTLp15o09y3y8aTfNpmmgw9Kl+KmUy51PIYd9sk2xjTS0rDvMR4edO/tnSpQGzLsGOIu6DXpx+8OvsHhUbn+YTqR7qTw1ppgB/DLwgf7ztROIrtRlcJUT0UD4mnf71HlGEvhwEH5EbhX2Drpc94XxdvrVg2r+52Bv7bstst10Cq7Lh/dqueGyQ/+YpIOJ5p79W4UfYdmr4cSl5qNKq/3DIOGnIq6U9lTiqoMtzUN46FX8cIKnmo9TbrV8Ki82SQPUAjsODij2gXSgxkuOTmIJXU91F6gCkzm8TXp+RDi2lCT4r2WeEbJbQnG7VC9bbEjdWIwOzgyw1sPT1a1QrOGvK8B/eRkrxgw780eVcVbRoGc4d6AC7xHOALOCKbWXguMzkPVoI8AN+hV4EupL7f7DG6tdTT4KtVVvNgAvYAiRzxKW2v3yGsXW0oM/gDbYQgoRhV1ERo3Sh6C1YmcgEBptwOPxylagKS2LNUhv/XsbJDwxmoU/qw1CXCC3oW5NK2Hrdaaba/FKF+5W9s6BhsiwUS6koSRCzA7MMreB+WMuVm0AHvkwJvluvfNkb/UOohugkbVQr65VhGT9BOhhjIT6w0VSxGzN4P/e4D/E8ABYAJQBrQ4sNlmePDBEDfRXEVjL9ydNWS6rgY6AXPW3WpYIRz7fos5A1w6HBXcOiT4H/2LnwA6wBHgrEDsWGNuHqTwG3LvQAAK8O88nJapfsxufTi4Y43PCZKRd3yYToPrlWl8oD/8IE9aC+ybrXjJlnH6q5FSJTTLbTfQt0W6NufN/vuXt2VJesTvwt/5k+PL9u4fSv/Xt/+0/tlf/aofzrOVZd3ME5gyR9rcK96QPnxw0FhNB2s20Q9nBW+pjEav6zqQyyiaYoBwKfQ41iUP2txrptHovVWjHGnPfR1MaJAcpspKW8W1clfOqUpW13s1ozPYO1YWCybRPcjTvUZLZl8Lm+4qLVaoSk0itlI11KkF4ZKtNoqt93VvGKRhmKTFmkegHaoUT3bti7W6xp4lMtvm0gg+c+SbYZ87KIPqDS5+GSFsm6Nlg19q+eP+5Zfl+fUCS33q9Llsr1IPgBuIBogAHgBBJ2iTAtsDe6LUNpsPVv/ut78ejdq8H0cHisvRW5ISV/PhfYfFWheF9a8crbqRAb5qBje4tueeTJQog9YxMOQzTqVeSg1V9kmb7u1ohdiRXgajX9f2YKUo3bjnuyGUjp5rTrdttK1aL2tQj9Py+ZN9Z/AgdDX50Vvo9ACdtcsLn9yxn+5UVBs63CIfP5TLndwQYVV7iK6kunkJgBkTmaPHtwUOtLUakjfhJv3dO58uvvtFkcsACq0tbf7+8f56daOpSkAZg8gtj3a+1OXQC4zvKy9KLA5NdVX25rpdDAZSqgFMQRfZ834WWJtqKuuVYHzBdFx4nQTva9e2ti+ljGHK7V72pEeVVxU0XBNqbsdBmSZwqO1LH6Cso7bRlqGbzR0G3CkfNKCSjiGAKvqNZObWWvdIHRS5B89LAutt0+m2Nk1GVTK2Z1BKFVN7nkDYzIK16QNmsEPKhQZfF+/mXd9VtJKDf9q354fgXqDOXAo/aPca0nQx5VH3b1k9DkPZ+jBx3cIt2HO5/rjD08HGXQ3HrOixps9heFdbmXx5jocT1tzEMvVRyS7e1wXdUePOMSDucNQSLeio70eia6F5hC2NjpBBsppmc1/idDD59WXr/+cf/w//z3/yyFAJ+gIfrN5yuwOcAA/ekRid6w7yCXIHeAL4SzDZ+V/58BgeUKqSKOyco6I4ZDYH1JvWQVpRyrUq1m4pDeFct0v3DfFB56LMhGKUppqND/Vgp6VnqlxJQ0MgUR4pi1Mlt2PGpGHMJaKznFmjUsqmvLqDo1w4nLHEno3ziUGgnqVXGgL1DCDCqSE5ODXcjLbB5LeiHnTp2tdM2iaDY5Y3KYPWzxxPha6R2MN0py9UJ8XPFc9efnlt4dRfN6YEcAH4GeAPANcK0nDojkhjV0L6ioDairHeqYQ9p/LStwTth7x93dOXvV73S2K5dogdZsS3DncAAcgAbwABQAAYIBrVezeTKqldmA8djIYzaQF5K7W99i3IeN8i8/f/q7/88J8dH54GXK9layXf/+YHfvdd9n9fh988DnbQOaD/8OkPcW+cOtUXVb7x9aXU319+uL60PU7zPF30f//pr/9v//rL/+Mf/d//j//4D3/4Nz/vSMOoWgF/HId+riQHe9ohTpa67sORTMvCkwMunY+05R69ka3GYByIFNbHUW5ZO0g5g7ZYFRkU0C7JxWtOFQ3w1qxCaCWTIU1q6Y1UrFo5qLURq6jIFXUbaYjYZq+KdDejIt+CN6oUti7IvjFKXCjrVgKx01rZvFQKrdxq2JZLybaKKIwLckgmIwwglAWVCmDZ1DH31ItzITXpWMsO6dAChcYKRGhvkorjArtSSizRN65NWwu4gTSAAjADzIAK2nsA6dCh2FILdCwDNf38WtfWO4Ckaon0dc+XAtZuPz9bbCUWQ0Kf7wN0MVmUDiEsl208hvWAwXdEG/h+QlxTNOZRGEZR3OuRGwmXupmIV8DfBF/sWCQoHhRmjbbCbUo3lQ3qGXMD9apvPw9nMGFIF6BHIS1ggKJRTHw44TZX2bhau664kytLPAZ2uAymTqY2zVOtCmXU1g3ma17zOG1RT9qg2aMn1PdfVh9y25SpqRXh9NyHerlljb2wcaWRAgNh1vYKMsJ8FSwJgY/WWllxjcHp4a1C0E2ByKHZ+/3W2Iftyl6GbBhltrKfatfWPrS7ne1QLsp4oljStzcl3daLNN6Wpc24BOZ7LuveOJ+G9zHas/ZGm3AMD26mzu48tq1bRb1k3lt5WX17OyimJoVhKpcZFiN9wDu20JUmsrNrM+gKjnIjrTxTE822VFKCd324VFqAthXMWFICMyuUamvbCeTLqmzT66KNV+vqd6WnNH5Z/WBNXbqZ2utiqr9N+eVe/HxocFUPB8R2JInY7bpGZabU7FG1N+rkmHQDrFYwsplVztKPQyhde2oO4AZ2pI/POw7hY16NGY4gGux0JmwVJnW77dfZ3PPzzSJgAbxDUPAtt28AACAoOaWveWEHGfJ7AAQoAHdoR8WuyFreLGWl5tF1YvC9K6tUQTPqSOpIhZMJqmljgu4GcKY2m46kBqsaN6IIRkNt9cJXRxoFdJcAePBEO4L19zp23LTinK4GnanVOhWVVCx2nKQ2wcG8rZ0xYCwAVjyZ1c6dSmLqngSMttU02DWr3uPeBt9rZJMyZyp6xwr31MdUr3eZk35TfrbV536n/axaEf2o2pp5cr1dNHUmB/8jKlsBfgT4F5D+ac6/1Pav0vrttj1sjBJZ9KdttB2f2zDBrKS+B/BC2qqT4DWXgNAQRMAo+ADgAa4ACiAAHAGeAIZOv1GeW35EHADeACaBpJoheAzu13/54TzPp18/fQjy9oe37WtdVLtUv2yAp+//8jivL3b/x29XuhZFoGcj11+rsL3R/nyLFtuk9TJ8Ke7fft330rd9v0DaAF4BjwAG4Nkdxwf19paq6jtIhsUKrpfk3XGRbsCtpQt5ASxVFWm3oqS5UsM0Tb0m0lZhzLlavcZMo88tawUZWxNOozUNrA1bBO1dq52VachKLB/c3Bo6pXIioxJ2IyVrONx7D0pveXWqM2hSGhh6Gw6OL6yPk0vGT4Bbg5VqzbF1o5jfOmpZNh66VCd9rfbB4t6SIkmbkMtce8KoLb5BPRwOsXobCEgbKxY1DUZb6F0KcxG7v1HnzfZh3ffIHOtWQQUADeAAN4AVyQF8BSgAFfquaYc2wb7nWusNe7ept0zbtVT03dZBxBPcv/RhUDm6YmjhGkQmba8bTCdYUR+9u2tzGon1OY3vHh7NRa6Pc6+HUQ8TxM6tOW659QPL57X7DmorNe3TFNjFWZs3OLq5tft1TCXzQQzaeUywBFFl0wOnqhyymLTFpXrd7rEPLebzfBwDuYGKmBaswOHW8WgswmmYy7KrXpdjNolfGqZ8i+hsuKpui8LbwluDtCUl1ovXfagvkZTLxExG2Na4rabNRVJ7cdPAfGOz45bJPlgs+z3bYNRVi1W80ubHQam0z9YXYdAT+J6av3tqw/bzMOwl1TPkiNbpoOdzT9bVEzvjC8lFnmYn2giqsdQl7WfCLa2WsH+LrSfbsVz5NAvkwzBOoqicJ1Pn2609zqOGrsNJukdVQKO2z0qDsigYthgHEBtULt0HF4MBOWC/mQJF/NAPhgaLsYsRimrPbo4o1gTVqSJHOTHebofRo+LmtSaC9iie6pW9VUwntu8BWarDedhyUep2i9IoBo1I33TmDbTrXKK+EbRri0MddN0YhVS8ZwhJel2xHlEqXMc5p+11PBSJd7ZlwMz2aO2YmztqfUnzKoUEMsMd4NJAAAaAAFAELgAnUNXj0zisAB6AAM6KtLIr99QxGVFpYeVnKYO4a1s19pr6r2t7WdBBhN2BYbfL5wyobEmiLHBmUYcm59rEOB4hP24ZV4GtUCVYd6wWSmLFzH1WJUyzZ2LNwVZQFU1PULNSveTcfo0Oe7VKC4JWijVUYNPGXkVX6EodoRXQ2AW9KrfWSSQjFCW8kYho1y7aWwXbDvN9X5RNSiyYW6bOfSmaS11Rk2noPR0AVgANgAAO4KyhAzwDPAP8twD/F47/ZM8/pC3y29/mMta997intgIkYNzKW5PSIQnMAgZkFrgCBA3v4P9H038165asV3rYeN+0031mmb13mVPnNBpodLMJGYoKKYK6oSL0d3WnW+qClEIko2m6iQZwgD62aru11memS5+pi0L9iTkzR47xPLCEH6C/Bf5S6n87jN8J+j9P78fRPHX6gfhoh38xvX84n+6y3EJo7+GyizchPq/hSyq3aOJ2fgiXn378KXyk5S3BxL9L+e+2pK/pvVTfPNhYfvzDVb26T7+9Xpfra5gnYCn46sKf0SQg0N4Ax/iLX0nU6f3AFbLjCD810VtlbrWdRedrtFKiRm13lsStjl0lQJoWN7JdqblssFSCC0N/wLJb3RkqshrWtVVqSrfkSKmErK0RyH1M1UgXXTRCxMQ8lpJJKGZRap4nIX3crRI5WgIEVhLZ6LDs9SThshkMWiOt5IGn1mInQUI89GSbGWSWQriySi57FEo2nxKb3KoBAZJjTmfQEv2It5CECqGqlFpI17y5Kv2WTWeyr/uWi28unw9nVcJRICJvQAEYTQJ9KwniDJLAM4wFBtAFUrSilyy6yazheog6Qe4eqcpY/MMwbfmL8xw9x16QnFf9osXj3t4aWs0pl8d3p+3m8aEcjrTY/DTSfZPdFFR28VEScVPH8eG0JTVNMngenmDOZ6ql3+Hn8s3gyKmDVtsgj8HJJmP0pz9zuXkdqIKnnNhR7buHTiYfTp0qyjLfF+VE2qpoZX1Jy/ZWFOLq5CBaoelYouigtm0bjQjqwcY9mY7n65NRNeZHxV7nKfg7u5Zy99RKLpOPnkO/8UzQmUMrJI3wJatBuPxW0fzHjKxPnBw228SGxNTlPcR4pg0eag1+7faiBxhnzuB3F5h8rW8RttX7OkPM32Mpdj3W29RYP+tuIfvgD3spUvQMuuRpUHUv5XgiGr3g6cRqkSf1uUtrR/nY3XSHaVB5D4+q3kU6H5ihBAaKptbHsRlX93fj0VXhq5l6ekuvY62hfJ3Gp63sZ65Ou8RBNM7ZPxntOOkshWq9VCNTSJicrn0vW6GMVl6VJFnerC4hALzuMoT5pSiKLkjTWoiGBVRRybTDVMLRke6SV2iNwyE1PkguNQl1FM0UmSTzYn1tNeYte24m+UNRpkY0MRmhLg2ctlQdV7y4dap1WUIsCAIABFCBBOzADvRAQhN3l9B/D2hAA78t9R7vh0M3tjplboKod1tsM22P8qkadZL5spXxLEBmUF6UVlV93/Ne0mhji1S5PuZc611xu60pGb0xqoLWOlRUoZfoWYMU7EghEsIu0arL1VmnWGilQT03pXr+qypT86k0JYvPKeacW5NRJIG7Y085e8e6LplDc04SUa6CKwO1yZJyWam3KLsQVpdQiVxanPJiHHvFEbkXTtu++CWC4soJEMATIAFFeP6v/h8KMEAEDsAT4IGllP8V+F1p/y3w/4v5vwN+BP4j8DtgBhYgAFeAgK8VBhAZZ+CHJqTkX58mezp/OCpr+UHVX5nTu276F/1T5tYNftJK2NjJtnzManE/vor1Hm/JhT8u3snLSzb7gJvqDic884d3rfuXRp7k+f3J4a1w23b8w+USWsoiP0mhBBrwBLwDvpfie8AC5wrRS79dN/JIse6qDGtbXbX10LwTOEDQKrJqZTPMIWUTgmYulBMPCVGHWlXjpLrOhOCENaamlAFVdGJbI5dQbaepcpPcUityUZL3oLRsuQDs0ywDkdu1L9yg9+gFcdwaS0fJlZpaM6W0wda2h/Mh1FDskG3hrUAOY45tEKkkKSyJWrlWJQ8lS+aWsz6MRtKhSS21qrkzTQnRRrFT1pq32qlamixdR0Q5E0Rzzkd4x5TFs6Lbfm8gW8URYoQ0EBn4WQtDKDsaAw6pilQgB+QM+Efw19tNi7OjapRyWZduJcP/5C+iM/+wlp9uOd3zUonejuv15UP9ril/C30f3XU9DkMnHtYSlSjbdVJdXpLyPCErJfXQX1xZzp1yxFPXyqVQm1vDavV5ZxfToMqcnS6cWrxA2KjiqT59D0l7qq7lnNRuQfkeWmfus9cyi9oPSWkheW2lDTR2350Ixcp9puLpujbLpcTxg5jXNImNSKrdqP6wLDQNnUQ5uWEd9HvVgQhzCgbRVZvKYtLIOaeVl82TbFujbQul/2Boi+8PFSF1EqnXogr0ZVmqOio3Wy0bs0nCzYhhFmUs88XufWzy3BRzmqPsif4sv6Czzpd6LDa1vdyMqEu/Gajqv2y7POlYF+FlV2aZsknNC5xkgxpEb3LTis42yleXBtvNSj9zu90+KbWMmwPtx/iyheskCO6q+typUCO+Mb0vrtOHlz196E7rRmPlhKnmJpnettnKuDopcU1pFzWrA265EVqIdLJtD0Pel2SmJVJ/srPvLVrUPYeFpnq5fzYd//6ehrLFvnQ+r3Ccc6HJ1zSUshXuRC31HFPcYBLVwQjHsJOGkb02RaCTUHLbPVjODuK5FS+CSjlQUkmnsMS9CIIsIEAAG2CBETgDCzCjbmCl9lfYip/dFxSKDtFrDi8hyV61ZNVkieSuHM+7U9DG1EvqdW1VRKH7gsWID5bLJsHSkHAmnBpFtsaMwQWllRIkdDY5cE7PxhBIFpkKBNeahddsm2abHmRftmCAbY9ZJvWPzlseLbvkpRaBFQQom/uaJfFONQVXRE6ksi6tuRwhEFkhUstNxsKGQg5Nuj11ijRKAMUtb2/rtdSSdAgIPqjesjgFy1+BD8AXYABqg3389O5f/V9+LgLuQAAAVOADwAABd6ABHwENJCADFWjACTqw/TXo11o+CzEJ8WDNv7RGWvssaN5rqbzH+sT8F9PAOinZJ6/IJL32Zam3z7f/uC3HfF9vi6zLVx9ivuooS/xqe3mfd1ndKqnvGo2TSjnf6Msfr72U069O7394/P6/+OE/+7ffncbHJy0eTub7wfadThYdQB2ejw9aCkQNzW/B1aXsBjEEkNG8VVlnzTr6e1Uca0yhVi2UogoKwoVkVMvNidTQDExpFHNNpaogo2q56UCCc6sAONbAxUQVuRkhq4hCrIY7PaDLECpqoRo3ydYXKrK1IKoQNXLlO6e25caqJZ8A6V1yvbQqOb/nmnO1UpYUhLS5NefyMrSE6qVyYSYnZ1Tno+9QXalNacoHNk0WVVd01dS2NsUyke9kp8inzaldlbLTopkT+GMroLEhN5QKHIEA7DArgJ+rQaV1+FmuIC5f8p/cWvc1OYg5lFxFuaSlBZO03uj5ZJ6PnriX0MJkr3SkuaTuUL4G3YK7TAj3z3qLkR67IQbbhnlr2tW0zjm/iofenG55l+QWUekkywtl06Ywb99GdeZLw/g4OK5QNMa7u3pL4u2jg1SydHJrndDtJdReyCK/mYYl6Rb3OWyyeSOaxGZrfFm5aN9gnbL9IFoNuh+Sl9r6OneJs+BNi6D1qm4fpRYxFQ1/TbUg0yjE7MXpOSalWFQMhk8wwl5itgGlVVrvPh2GdWOhy1oN8n4VJaYkT7WupRu33TNW14qW0krr263kqcE1lUraq2iljD6vzwqt3W9C54vzckyNXfG3dbKHdeumZNYihq3v37cS5c5u8VF8/PxHUXVzfUm9yG2dk4ynGD+/3k1wS+iVHurldDWd8HznqjXtQeFwbLlyamQu2yJ6iiVv70X9tC6dybFJXZuIcU/ZyjGFNoqubN2WOjS9v8Ujl9Uvg4qf1nI8uOnQF9wMUYrLwZb1JSlRWT8cvNTDB1nT8yRqM0e0xeVBRCYO+dVKKqbrJtrTeDjstk2ybEKk2xaVEm4ro8A9kkhbVrXEg5GUoj4SrrWXcXXVqTRr25OaRLchY8sYAAUMgASOgJU4AoMUyla/0m+kkMBH4FLrkn0u7k/oTiLdaxCplVSatWPK2fbk5Z2V/aBz0aFvXcCiacrlRubQaZ9LCSku6q3KqfhScYbYl5wThZVLNVLQDcS+3Lpo1lR8hcnnik03U/HWwtjTTqIaSRuy8AMJz3xWZm9toNKDc3VHbkm0SYBUG2Go1dJqa0LU2iWqtQ0CoRZr4rZhjTtJ9t7JkkFFWZGlKX3wRm2hGGlSSSvqqjwLYAG+Bc6AArb/5/9Wfvvfl3+GguFnm8qGcgUCQMDPxXAD3IEIEEDAA0ET/0aApB1ZErPQLKsIih+2vCMfJiVYTlpRTrqV/1Lq7y2Zs3/cSeo4X9brwofd3u68nbvbFT+ox/fm5G7JqD599tN75LXQ5/r2I+uv60//cHVXr9leB373aMUP5ji1wPJXvxnOP5xdb82DrSSMEUJADrBGZ93LTpKu75+tByupmITg4ovdQ5u4zbU/2HnJduxiDHtMJUuZqdlO33e02lbmQokao9ZWbU7OZuEroepcKpW15VRlHFsJMKPiXBNBtja54hjYOFspQhWKUmIWiqBMFlEhQ/XsOVASDbnYsFXkkNShc+sccydJ94p4bRmpi6op3/pO61VIJWwpnRdFZFErdZ0A7ydVuTWwy0U2Qj/IorxW0qFIktJqPR0PoScl/WDv1pTWduQE3No9AhWwgAAKIBEE0EASBpHv3AaIK0rfhGOB3Dc3h7FldJQmUR1zjS0ibix2+Sndko9LeJ1DXup+lUkdDjHpsRO+5FRm2cjNpRO6DU6OVQiuozwZ/WneX71KEZtsVoU08NOhBrmFh0K8vtnxseZY9VKTZkcWXXuRYfjmNJ8cBfaTSLnFEweyNblPSF2eUZQaOtHUXbb3749f56K6FpJvpyRSXUpUMS/XrYVZvgo6k87wc0mZ5aV/G54uLwG9shUy7Bo5bld09m15PQ0+Bm/FTCXi+K04mVb1sUuyVqbBzQnJF6EYqTOPXo1a1+Jg1GvTB61KV0hV7Pm+JiXqXnZW7EWSMq7i9OTyKNfghBiZYzzqN96mJuqsh1JvN455eCT7krYu5725vPZs7Vbeytky3VcVk2ybB/dhaWUwpyfhF56msDra8ZniWqQRRgbP1m+v8+2hpZQSpaO2KeB01v0L6mMnEsThpIayeJMfNe01dJ15W+fWOeFcqugHew35NHb3VSqbl91EViPpRK0braj6dIqixs5cm1JWzq0bYhJdb716MgzyWkjJ8vFetNEmp9Lre1nQRBDaosahR9irtSJlGnvUwYBEZ6KXsmq+O1JY9vbMrJZ8aPVeyeVtgMZR4g4w0AML8BUIQkYg5cJBthxT4wcMI3ADfgv8k/OP5F/14dTs65Kz1uaaF6XU6q8xD2LdNrDMKilSRVa7VWHC/qpCJxFB1SRK9QUIwS0a44AsCpVSc31R3dByUXja5L0pZYQgzLmY2r6GPI3qHtVkm2Td1QySLviRxWLasaS91VBaO/V3S5zgS5Lq5NPeUSkk5UBGizeZONEcqOOyLZnrMkpVShqZXovIsqYojIiiGhSHhBTDFDKXNDXDHiDgCnwCPHADXn+xtx+AXwERiAYQaMAOTEAFPgIAVsASGBAKofml07m6mXo9CFWmMomY8o9JiIavLwk53ne61FSX8kXrYw7HfepNh2p72FqXewypbPpeni0tYVmvxSnKkg9WvnwVh6eH2xwVVhVXleXr110/tA+Ae83lT+UP/+H+Mr/++99+2q5LXu6vrzFH5ee2Chx+EMM0SS4Nq5CTL7BKxjh3FrmS5YWkaFxOag+uPw4h5qMWp3vJIRdJPIe1V7oKPbEDGUlV86BVtkbsyL3iEkl3VNuRReQmdmglxbo3YU2stVTfWVEaJs0upU5kXyw1lELUMtrJN7JiJyMP5kQVbIOS5CUf0u7EcLZ22XVDYtUl68dAG4TVqsZ67OCNYh2NUaJBWEQvjDWr4MicqqJCEH0A+naISqjCvpDZ53DZHVJKQaz7dIeOmkUTQAM0aARGaQpkD0jgQOhEmxGiLLLWADEIfUHMoXwMc+LnvNp+bNuW3kcgQ9wO2NrtwqQRftzMCx3aMzY3PMn9j9fGNQru99q06nVSJoYUGqs8tu6u1uY4+nzW9eh3PgcLEwLLLHOLS9HfOil6+56SOhellBEdm/KS985wIjfXdu9LvyeLeA1ZQcU5FUkKy4oyRrtjtdns9cfPejwKcZdWnuUmU4AZHvdZnSfueKIP1YSgS/Gq7CGu5t63Yg4MXctG3FolYUvHaf+ut38O/NAJVBvs+ZDmkEuvMAdle6FEUhNLqlSWo9bM63cqyViDbgiH1d/rLqoWRvc9m6OSLWoK6wmdsrJ/Z7CvPe806O5zbDHlfWfN7dL4Jruq2umkR7pco+qoLZGuMBpbLd1hOsi3fk+kN7cXNirVtbe5cfTe7qj3feylTGZKsG+pOa8nyAt3nOMn18zBckxBtGHZvjrXVR+2mijdPr+Vafje9kuTxhi/i4fnR39jGiYp11qKEWm53tXgUqhd71UKuQ4aeokMywlH6GlLB6ETOXsP6wC635YOjhCtLaU4EvcHWd+Wm9B6249ZCUOMZNk8JG+P52POkTqWYI1iasuCLCskQcq1mq2aCcp2OaNXhY3xJ6AwnoAN2IEzcwQuIWvgRKKSFP2hmzqQD8AAWKCU+smhz/GeSqfbvPrY5RjaKoVkcc2i47yXvMRUc6qiHI3aRP/AYoMAESkuQh5KmrvjUGneqjAyakMmHDc3Uyaql5Btj22pITdDAp18Z5D2KERa9mJLrFbBRa1MiM3umDtlW4u5lkdnt+wNW0bYli7ztQprWnR8z8EmbJKUqvelHqVQpa8io9altmnMnGhUwVWSOq2QRlNneJPqcdR7BX8GnoF3gAYegB54Ak5AD8zAZ0ACyeNIEkK9AwLggQ4IQAT2hhMoR+gOygdZR0WxbUKZQp7TII8cb3sUMt9LkxQtyasmHfeR1bH62zxTbXfshVVzWQhz7jopzod3J2ZxPIvup1Ymerxvf/rHi39bbj/tW/Bf/uml1vy7H+fXmwt/2D7+5EZpwufcXN3fzOcFX9z+4q+hVRSk4dGgZ2GtONY9ypzmWDp0wSehKexKFV+I5gzd55KEtYvu9pMoWrVMpdMSTTGFhkmiUpSu3FnA173vRSjR6lSiMKKAhiJUzymkOBrfnLMUqImUwDDRYxQpxNaphEpSJVV6Y2kQsjRh4PYtCKsWX1NfyJevtSosfq8P51KL4OpNVitnS8GnMo1USI05ETWSyVKd10EqPzczKi2TLLwXtk54ncPXto+yZUh77isfUqvHz5prR7CLi4n3WvAeOAASDcCaA5AJKKCt4UvBBkwZ1vQNkUqpEHLxajut61z56eMSB5H/bMjIATWxVRRr/tympnYTYC7FlS2gPxxbG8pi3rTurABzqRR7CayTL+6ch47vTsi9ugYVnVGHtRBO1vXl8Z1ycsRe85Jpv1KgrydOc3AfpPa7SEid5FxK7OtS0/OhJgk6zCK2m5WP2mzyMxEVOCEme9liMNqJIbSehqkFWgfkT7lVMCcT7zktUgshdleGQ7uFxikJ7XJN/cSXVHWlKme3PJ0syvuu86bcAnUPti/h2GuSWSlDfZKn4fB0fL/UvVX5WmI2QioNmiXpJHetwmsKDTxnZyHYdp/IWUJ5KyN5X3jcXNO1dOX8ja5qPSg9O5BL5uXN53mCaRmnzrS+nUYzLiyS8m8ibg2rrSFL1jaMaLJzSkX3eJL15Zr45jPJsApTKVU/6M5l3VkjTP2cIqoIYp0wMHWkHVfxsopOlChfUxuVqNvLVva2Xnvj3XzL6UGQ0txJdfROa92Z3Nf+INtSVepJX8Iu6U5uJfOKhVfx1me5hdQNKt5D60aSxzAcBY57bpNC2+Zx2qxCY6Bt6+6gdr+vllFiYc1dVVXqE+m9yY6DqJakqlEVqj1KipH9epuxeIgIyRDAAUCtO1CAG3BvBJFCuL7ebtT4BBwgFfACfPb3fI8lly5iNK0I6OxIyNHInsVtV20rRKoJI+L+Mhfe9zkI23KvmaqxPntWv4rbdUmEer9FUlDB+tyQW46mG9rmstLNsCEh0i1sRUhCSULlsoMKSUqt5qJyibkdtpyCNLLQP1JW6AtiZqrtJmBlinsjGQ6mC6kNLZbUjqL4LMoQWuBcs94zrdQIPkgDSql7lEJlDoUfRfWBLCdWwAEQAP1zyv+zSxkaOAMaqEAPbDkfhHkDEpAABgrQAAGsaLNGdXCSVedSK9kk23ijFJLKLLXlmvKus6cQDbRPe6C4F66qD1Jt+d2H6VfnCe86OrUb79OTOJ+6X/+6z07IHx71Ukp3luuyzK0O7MJouy7t23en/q+7U+nzQ90+uavfs0dxmAfAAQDuQCgY8JXHt4lr5HoYxMdb+ebQ2lZVV8mTmKRiSnNVSsG3xNkvMhEZDIaUrqpEEiK01De+ld0ndbWia8lbprhJIVvNghErpyoSo4YCIRFrFRKtGEZWWVLZlWlbMH2fUmallQiHjMoUCyvd6d11lWN1W686uL7JbiSTqxr6klbSrVIzjdHDtjY8dc1FpRBLIxaV71xQH/XmandIfne5GVfXwSPaJoKho+iXTUkT3XLDFg7Rf6JtMkIKYUXZkBniI5DBkm0FrkD85yCoCWAAHhkZbSm1A7gzLK0DXkrVKu7h7awf56FZa90e5TfMVHWu3Xe9ZzIi4dNGqo7XS/z61ddFt9CLkFphykmZjmWZzkkfpSlOCqspdbnf+hRb8muLFL9sqtWPoY5fnK8uVmh7CKI+52H7/uGx6gpNveLYzIgsAGGOaQ28QQcLEYJDLvPmHrmV0rpUvhyP761exz6sMNHehexeypdz/80m6ZwlhCC5PcX+EzUW/Rb34kssYo48iNHts8yaeHG6l13+tP3l4+YDZyn7frvnMgw+8sD5mgIy3LpeL9v1ObWi+y5HEaVg0XwKTEO1S2vfiLrv6ahR0l7L+oQ1i+X40NSqDDfQyBan3mbzjVKPW9lOB6K9SuhBCOE3cepyCEMqLz+t0K6IRbS0S+m3PB14e7tq6S6h7lu6Sp5fnDp014s7k3UYj7eNVBN5q10X5mrZNzvyEnwreWsrmTmFR8EbRsUqboEyL2FocZTDeFnUgkyT5fblmlJaq+wqc+HktuL7e/K9FUl50R1jcje58mguRz+dVTSkYIwu6xp6XVe/Jd8nrjkfWKZksjAx1gAOZZ0xKkaFncQxlEYk6r57xsTDherZxFRJyiAK7a1YaTzoPJooBtOS0AjApaICGfgCnAEDGICQb6lkaxLaZsjARJABPgAK+Oguxw5bnx4Em6CKMqG02+ZaSiyc6Q2XIIgBeaxBWlhKfScjCdpis5Eyf4HQOSkoA+a17JYrExpDl1QkCqQQSyrZRxKaY3bEmFqTinNULpUOwtcqyaIEQtY5siQla5DM1JhKY1Nqddwo8aDm4EBt29NQa+apcW6OSsddsVWhRF9RdF9KFFqUtqB1aazpUkXfWiHFJ+AzMDD++ufCPtICOKADFGCB11+++IGKJr4DvwYSYIEA/Ah8Bc4RGnr1CPoUC3TiawuyNvi9UCylbo0GoltQ+60spe0h3TVeYmoQg8BUSFEdOBgcvrXH+oOkR10e1enfPHSHwlZYGaoYMqXXy/2ffvfl49uczVg2Sv+nD999+84MHx5ghr7GHglIhF9p/f1Z/uVJnnv0//Yky/O9FlPi5upvzoe0SPPcVLVkq4r7nvjYF67MgmQpYuCuUOZi0SAai0B1sipIP3Dfd61PIMFn34TUCYGgmBv5Ck4tlkzcyWxJWK46I8ssA0MKFVyTlmJsTcnisqOrrClkSFVqNLonpU9JWWqZWtJtqSGa1lISEG2Net2DiAKiNe9DEp1NddOcSe2mSVNCCSWdVEvgqkR1UndRyBqqEmwreyhqUYqVnUj1dpD0OK+HVHiTpSuKUXrAoabqKzAABiIBIzAADeQqVmAsbgU6EierMsTf5Ncf/5gHF8jvB+qkKb0FfkrrGlqfk3M6inhHz13Nol1O9GHQgM0RW2mt81FNMkRZCt+lraJOBy3cCplY2lBLG5Iq19D3uizmeSIcaHrQZjxV8v2hTyHrepUxyj6LSPnjvIs8lERUtjz2LDf5OKVWz8a7KI90z4nu+bWT7+f7iyC9rlHAcewv+71/egru5azahcNsQY42vg/JTiB9OPYnL40IrZU9RZNc9vP+yP7ib3JZ/91/+hPFVtft9c7ndHvb/JCWIA699uRalWZy+arrUHcnRPeQlJ+zZgW4sh+quF7j81TJW6VCH9W+TzIP9NXwWf6w7qOqk1O+ut+cvvThdVIatp4HiV5Zqw8drAi6yOLwUITb2aTaTfabIb2nmsM89uXL3b3X+zjRsbw8TER+PevhPl9HWdJ4MoX23Q6i6NMIJ4zIMz8ojWb7vrQ2yFtJ01Na715Y7Wh/Stf4oKQrJ2u1e5KR9vFX7xDx3KdI1gpkWIQ348cY5rw3vnv9JExVXBfjVd7QelH0ktkM7xRZX42xOpS9l7RIq7SU9lCiUhk+qodw3SvOUnqIntvYPmSlxsKO6LGS34dRW5eGwsPZCFeytfYasvTp7ukgsQJnoAEvwDugAQa4ATcgAn6LletQ6rMpQC7An4H/AJAxd+MeSf7UOgoxldLV/Gx7knJQOkF1VhdkUyVLqzvNOKYd5+SkhmomFHGkKAfhKEP119I0OVSUkkUkmWGlzK12snhIqZuYDJeo15qUpOG4GVZiKIOJWTQpSChxOhbkqhskrSE5w4FbEOQn4szbLmRVXpGyPBPn6hvpzNH6uI/csW5aa02uSPQ1b2XrXN1pG+yDQeFccuUJ+Je9PisRgY/AG/AD8B7IwA1Igh4BD4yA5jy0+vNuQAEb8ABUgIG/A74iHpur81tjuchGRW1spGwX31pppAVSEkipL1IEtuKAOpQqVLAdFqpaq6M9Pz+k8ptuaty+n27fTd07ejOt/itT3x/efTN8+M1TLOSAraYvt/WL39q//wgXxEPRp/H47v3f/PDdv/2bf/kX7785/kU/fPu+/+78q3/z3Xv7ENvaSXGfA9Lu2t4622JOBCnzHjtT80KNkku51CJkgSNlW/JCCVIRXW5LZeNV4G31arNErtw7oamNTSaNFpAtiyiUrKYSF0uUWuJNQicrlMxbo0bKL1SZTUIz3KmjY6Wk9KmEGlPMEWnUnCuYRBZWTVRaEaL0phMiGSkX0RmhreKkWk4yWKZUnMxK7lKzOgwutMKVEmUwk+JatdxbyYVkTwk66aNWibZVJu6Hrdk8qWTuSIDQmAaIBnIgIfWK0gERegYkWlHCQLhGA7qUKiJ7VX9r0B+XQDPs/uN9jW/JG9QM0+no6tHnNiW9yzlEWVOZNrollWnW2sDE66pIz2tTaFOCr6voT9taHp+4VeFq+2DZWX88clju6rGSkymImFNXNqPH+PnWnfveTjiPOllx0N234+E2iJJauk9DaklP9SUdomjhYKZ1s7JpdKNhWk3HXEGsTHZKJ1aj+MiwD6XUWFitt9S4oVeaU09d3ow4Z47Hg0xj7NvQuuCGN9Udi9xPE6Ba3EhjmK9Jf/dgDqk2W3y6DbpXPJcbjQehku8NUny1Yuz7opKrute+DcNJbKtrea1s1tuuwhquO8jvb8sld/eyp31XV/2H/zGxmNJajru4V+qOjZe8kWlLXURoihrlzmztS8nJpsxrTGjTfbbvH6cap5zrqb3z1/lguyTKtyOXcLXxvq5h7O+yFX2/TmO4zLPRX/zV2xIikgx8PD/GouTxgdOmIa5kdL3yOGST67Q1IY9ybd2p1a2llRpnslvsB9CLsxZ+39v3334XxKnleVDV547H5aWER1k346zI4znV0gyFr7mcqndCyOKVqY7EKLGId8+aXRLGNNew8Wwbf6qeQ3rLRU24FyOpKQouCRBc7h46XNFOqtwzmDADGvgV/3OlhYAH4ElQAhKK5/LYDWsWFnQFKjAC/3PZ206/dXdbbguVByFlEI72vkcy6ojSSlWUGQ2a7NaM2KcJszBs7Eqy09mjW6KwnYlY3x1kbJ0p8WRtzBBMOwmleJXqoEooOe9BJR0bc6ub2Ymw1Bb8VkoMKcsU47yJxCVkgSKMMg3CUCMeskyDPcYWmWxrG7FqqTL5mlDFbWCxYWnSirZFJVRuju5T67MNnVS13hrFJlAK70CBamRHbf6FtX+l4IFH4Hvo98BjaQR8q4iB4lL+pSz0c7L2BrwCfwRGwAIfG6JgpXNXavDz4mYZBDNVpaIPRejQ6JQ5kzww3Tf1lYXifrvF37zmA9VxoMByiMWNA6LvH6JAeuxEcUId2D2wOah3T9+ugNPNAXPCV+c/XeevPzl/d/cvb3/eN03zvNw/XuM+u58+v/7tH35Sp15KlXw9Hg9JnjTpJmuIWtSck+6zfxN9R6J1k+AAViEnjbKRVnTZalA6Kx5dzqpJZzslhq3SYEVhx7IwaEtFSc45HyglSYICckANoplMQRDWZBS1XBqbSq1sJavSYlomzT5vEq20lDCYmnwtUpZ7LIZEImWtFKRCjh0Jx8lQuKTIUohmwGRgUm+sEE6qWpVbOSNzjlGFQTXfAsq4JyNZ5KQWhxqnS4iqUt33vHU/sbmtn0t0M5pHecMClIDWo61Zj8AV2BANxAb4VDJKVa2xiqJk6QaILru6xMvlsn16e855tvWQKXXsWmfJODnmtWlX0Ch/DHFP1Hj5HBpyuq76O9XcTEaiBEeiHxDdTZ5k9C7pyna4FiWiaFJ0Z1tuvhTPo5bS2rHRsB9/cypy7V0WLZFR5e1t2+cS0g3vlJjKmrlrYdG+mQfqb/ty7FgfqPTU1STD3q8tKzakhgo8jsqe6NCV1Cut2mQPC7Hu8iCQru2z77bFpSCuX7VxIkNpYYb46EMx3gqpUluy9JfmzST6F9VIdv2UqrBuybSxNmJxoRaZShC53lPUOXmWOqQkCbFo8tKz0WKw4wObZ1vM6kXLwVGAFS2qMCW5pTvl4UGuDp3ky+/meiK7Vq3s47dHUzrqsd7PsSvGz7y24VjlNWC/zp9W4k0kTevnM+x1WR9T+7KV3nxfSqfZYtVO5cNQX1ZzPh2FkMdvkYqoqJ2st3VmkfxtKyrmckIhVUwJK4sgAgnjU2QgaTJS20alBvf0xFuhBxvYy6GVP//xH3ie9XCOdVAaIXScslN6IpLQLjaZu0JmaNscmy4heW5YFO8Ltb7LvhJpv7hdqK22srZwgMh5end+amE66ZmF8qRJJ6EGjfCSeUruzyl1BWdCASpw+bntDxQgA660M6ClfmCVu3QWg4d8BhLQgD3jf/j89mj13eEpl7etJFlrwNW3U8hzKojFBxZaoOQ8eJHai29dbS74o/AiNTm2pwy/pwNzCG2gSlWV5qxCquVBlFbEuLclUy/Ik64iayjB5exABYcWq+6Vbop1ynWoWFNSpvOJfXFraBJVSrrVYnKaq+McwqDZlS1bycy+vIq+rrLIYlLaMmvEsvNMSaa4CBap3V2Riw9U06j4BUDHLTpl0jsm2/rvtGKGR1RABH4NE5M2oC+ABJafUZHAApyBArwBn4EN6FhX0LDmNTU27VzExkEbVWvsgPnu+5pndFLq++aNjb/iJobn9/1431pzZXdufBqO33bmHeTTc6vWG6JLYIv185193X+/4OutB0wkM9p3gz4Mj33/QCFe5nhNNXze/vbfX5rby5f9Hz5ePl+aqyBVuNNG1XuNIydfqBYywsQiUOkm9AN7ktXonWnwtVaqe+07UfeoO92WO+USRyMgSNGUt9Kp5CIUd7GKxlKLLkXulQuRerqnlEiqytKHJlQJsU0Uct5s12plJtHJFisbSi7EQXYRggjGVN+aFS0FnEeuilV1IYhMJXEXYCybJcJWv0fFXElzybVnFbg9aYCoY1KaE4apmZ3DQaSEeJS1yCLbBs2pLSejU3Hi+sm8/U/v+HOSiGR/rkAo4A0ASAMJ6w5Ewh1YUSIwgDpgTZBqLbHwnrtUU+KcU4xtcXQjmEtav0ae+sPLTSna85Z3epvQPu3Lk4Id2JnJxvKnnEXdLvZuTCVudRx6WVZNnO5rcZUp+7ubtazbgcu6Bbfpx1y16D/oR8uz1DmPW636eLwnn3SlexBD93A4O39/OL/mdd9MLL/fMfkBXbxF2ysu0M4yZ5mE1l2QYiQRpBW9ky0oQMhmrecHbVWx3xplwpMyqE/+4ShV38lO2uf7lkuZKq9F982Y5DXnzeV1QiIVa5vn13DdPyHVL9ltYay5HJC3hVTOoqFirWrYKErSRYepFuYS1y+58V6Tv73chlxeVncsVIPcD2oU/U8i/Ur1K+qj1stte4n80MJczdOAuXlVKm5f/3G7463chRLXzKZiCCkvacpGadFJI98Kt7Jaw+IhY67XnEYy+/1jVszbazmKYTc/XesQ3f55leJ8+zNJqfdYi6ND35lVPY5C0IPCpW9tS04lziGOh5rbAbq1KosMveoypDnqSwjHXkhuxSriTpb98KjXdbMjKYpalqdxLDEZoebYDVmwblU0Yx8NIFtr3Dp+BCwo36MwvdDS6t4MfFaiGERfOKt7CMs0Gpc7wq6KBgjRNzWNRK8YvjfjVw9X4YEIdIAk2YCzEE9QhZQDSo5LrOVu1rS9E+SAM+CBDPwR+Kcvr7rFL6i9CNQ4Nnof21WrkahoJYEllsBK1WGT8oQWgxtMDnUyI/QS5z6fmGIRpEqIFJSvtcuITNpRKoNPmgct9qysDCRNFLsAYoHpsWToGEqq++4kt83lw6i8SFZGMpqkSFnMuXVKrK5a0l5p8oU6Zu1qEcThIW6iZsONao3EdxKVyZauBUk5Vm4h17uXXIRKzAQ8reN4HFkeNKdMoXXy6ZvH39hzL82vwMdpeOYMat8DGXgGAAy/LMWegAFYgd8CX2s85XqtqasYW+fYk49/XtfXObimaytrIrN/Xdb90OuaRGliXd8+B0ddlkF0L7v83ctPl9Xwut4/KTh8zXialt+tuor0x9sf7rdLCBbyCOK1Gqv678+PP8jp+3d/9a+//fa7D989TKeTPp7ed1Onmjo39Aec+94UmVq1GnsmSQk5FL5SCEw4SB9KSa26G5VyHZTp1bmnEFySxhRvho7AcGGrXGtdoVpa5WFgn4vhaKhJkXuDWIwRMTcje2afi4YebKldr71PurGMmxBEAFLtJLbE/WhbcLNClA0Ndw1sMU2d3KPinHy2smOqGjU3biHmx15XGDs6SUXVYnXb434U+XILyqZCXok89TUXb1lcr2JQyZeqc82zkpFPWuC29Ep4h/yh27swPZDjOAMzoIAJWNAW4Aw7AN+QfoZ8D/Ee+IS2/QwL0cO3lS/IAFcUCbmm5PLKq28u5fcmX13qhurJbsLEyOuIsTu7FBaUbX2bW3euu6jVrZPf2x5OYv9SAgW3tGKEslEEoQ+v9bOt9kv8LHrMh/217Ueqb9ttpEdRmsiCYvjpbnU1n2uAUpfmWtS6//KfpHZC3IUwhVPkeD0cs2rVst/L1rVYdXPZT8IvA025+Vlpm6OvhMIwKbROTOlOgxlebhzebce6lRTYb9bdHyeh0pU5abdi9dZmfO70Rs6PUzR5707A1J+Rw2T7mm4HNc8qHE0JaGGJXNvb24vxr19TPDjKfaaYVXdOaX8XQlX94z3Wo9Mlc/CZ9xL165PX1xp8lZXqZEAZN1rYKwfaMS60frZ9KEIdfaQqhpYqiewepNhuzUQIXSvrEtxH9eYl/hFqEm0VtDVHg/jD3voh3+Frk5O4lBp1bMvr+I5ZrWPaNYUcPfIamTuxtAiYZq+ljt2Q8eIOjyNxVP2odBZ3Mavqc1ofNfzXpTY3cUhWdr1YN3qa+rjuHbFpcS9sldwCRhOdEpI8UhHSG5aCyvOJd8mGUYOY4EUEah1rvK/FpHbNSofCVcS67H5taCzYq2ASouLs5lRqyXMSOEwQEiMgAAHYlkeglLIgDS39AEFg4pK1e+w+yILnX+ZNE2CA32f6/Vz2rrKE6ksqeebyXMpCjVqqtdQxax0S1e87FpFJj35Vprq2UTHUZRWoGRl9JZaQohPGyCrY5AGd2KWJoaamVDQbteZMtd4IRhKx2pGQKxmeWLvEdlRF8OiJykGG2jGpgEdGTkEMbVF5olQLyLP0IlFQLIOQUmPb24WjrpBcpMgbr0rWtlMoTYA3LC45lsQSeH1auk4Uo94GtUjV1ya2fRX5V333/jCKbe5U/yjp18C/Af0Md6Nf2EFPgAGuQA/cgd+hfQViy57igbpbk2OF+TDUXK5Nb4Z+yuxTXL1D8D5H1fwzcoqlxCC8qtR+oJ4/H5/9WH7yfCmvv/u8fK0//u3tHz/fAMoiPnSIQv5a0/MPByGdkEJ/17SJh2M6vDuP3x+ffs2/fvzmSeesYA56POjSXOm6FpVQ6Lk1Ysu97M6RKjVVCzevIbyiIcUl85a5Nl1qbaR9ZBkrEY+5VFko5yT67GIRrZSQU4uy5thQiSJpwYEiZ1tNbiUXgvdJCwvRDInSWi2SFIfUjBI+pigEtUTIjJ1LTbpZn3xfXS2isyneG1myVJTax1Gl0nSPtHRZglts1KxCWIU1RiQrVWaSvoXJ6Jzk46NohbSOje0wtaZTqtB2jBuTsVg3W4b56xJL0KAJIEDC/kxNcfAS+FijQ15QCvgRKMAAYKk/ohnwilxhLshSZNu6S8ibc1MrfawQ1E6CqJYBg7jqc3NL1ktkH0df95tWF9aVfTQ2touSp7XGQ99T6nTNiO3Cty6e/uw3yu+wB5kUIr7yPuf+El4cK6w1Ymp1HsamWKV5HyAKhZHeR/dlEDLX1uSejxTxIvox4jW2o1YxSrKsmtjU6byXmwz9SPpah3PtpPYSdmxR3kG4v/oH2nvXxDDGYYjQbGS6bDapTpx6M1YRytfaH5dd5VHOO6fD2eWA7bYgt92lQzfc93cP+l3OZGiYbB+38mzP8VaOgjpaxSXU1vy2jSd9XYXyYl6MbDK+ZFVt0Ry3/WQHivloOOzNbly/OZcejyctVlFiCBNN8rZqWW6bPVL5cdX7sB/1+GOLYqyv6p6Ji6d9SHLfffp8ELzWdvdxXmzyt+ap7T7lst1TwKjOXuXqZCjdnqws8kYHmmvstf+ybSUVbcn59AROfulTV96uX++hb8IjKGuadU2pfrhcoY6TbB/Y2EPJW9xPgwnhpTeg6rWkTjQqbZQ1IT/RkmM69E8mM3Wis9O81WPhbfVPh1SbYHFjrNdQ3k/tRvpDVxwDUoo6bN4b0dVCXeKl0FCKsKrTVWv5IIfFw1cI4PjLfNUqgGB+7rMwNOqRNVWhulclRAd6AvgX/IFD/VO9aSc22buookFJ9FpEthSKxFh4NyEOlz39p9VdfKyq6DMJySTVCFmt1iVzk48KMosiW7ouTcgS+AKOtTiti27ayf3ZmjAUwiGUUjRJSpXqyKU1V9KxFzXWLtQyN5KuEcUKPvOeczeItrS+2ZBlshkSUREX+xKb2QOFqk0Z2eyyKZ9vqdmsN640VCVlaWlrfWU5tsavwMGcvhYea+4n/e3QO9vtBv2Yg2iKzP/hXffro/owvodWz6on6J9Z/38DeOAOHEEn4A34SWL+ZUp2DWXVeRSFWeCePLJsIbIsurLht6TmIkIV9zj/WZAmnkFZsvsi73/c8scv7qcv+A/Ll7+fw+9ffvr68Yu7S9CxG/7y/C718l/978/P306P3/Tvv+tgaOw67MZrJrFNVbzwrdXb4189Pwl8+K/ObqkFpmtJCtmJPRA0DTu8d685QWkxEDNVLbqltcaipKSAnHVhksKWVHolU/WiQbISZLj0jR9s67kfVRWhRsGxxViJZBFRVN10qgTRSuwaGrWUOUqlqlCg7OvZaJmrSEVK0jmzkNQUp8iNSyZaxdnLGHaUoaa1JGFBbfOyUkckxJhFgYMyaJCZ+9bbCuEqTEGuW15qFQJ30lL2hVWte9sKE5VUFrmOb/Nlvtpq8uKXViN4okYAgInSBxIDxM902BOQAAIK1QIQRAUWbCuiRCGkN7gGyNzTRN8HdTqe69vdPg4lOwWDnlTN/dOhKfTjYHosBxKWaV+FEiGVzraYZZ4rCiMG4XiPOZnRTEYKmztNuy+Zp7dblL1c90RuudUxlZUthfaHTjzOBY/VnKTaWmZxeBU/CvEBudkspp5ft93Iow9Lp6xq1wU4yRzhQdNYL1VOLa575gMlIWNTfc85kZJj+Y6PoBUFPvvrNu43tWw+Ub+YbSzFF39FM6dOtNd6/GDGzdF54HSTwWitbGvl2NeE9fi0iDAb44n93Lw0xlMWZ8qsA56VGobEk9Zhicc+7c2Pai0khEF8rOU1Kd321/mg5duVW4lLR+U/XcwiwtxVweZm6qu6jZOkXJ9lkzGfZdM3tWMdsx5ifUzHnoMcUot8HmMQjfJ8MTVJd/4Qr0E/iLb1uukr5BCLo9Dldp+ouvkQYx1Et37xx7HcklcPRIJTvMmD2kyMxrLd9snrqrf7W71pCrqIiUMJQsrsMmXyOdCe6qj6pVTbJpcHwhE8tCYPjFsUR23nOilZk39tlGXxDmlU+Z5xPOXojGFGHDZ/mpT60207i+T8eOrtwF7pYJTI9TqoFgXGTu6RKK1XR1JPdRBnibFCAQnYgBEomaUZCg3WGN+K1nrru7EzbKw4GMjhCozACRDABfDQf7d8TTFEtR5Y3BV7Svn9gZCF6rJKB25VaAPgOPQ1x6rnSkVKr6WlsJJyoBkIHFSkoCin6EU2m8vE0oYYy2xhErkuLSldoimUb3ulTDXLhCqY7ii6tTkQJg7QWUkthXfCSvE6gyyFzUVF5kL7EmxsK7mDacmoOpiWedVJx/IVdmjCNXcodUstlyKk/L6jh0pXyTwANoS/pJJKbRcMSo+T6obB6HeHri59zb06cR6r/9U3Uz63hy69h/6ZFXMEHoARTQMErBkvwBkIwAq8+PQFEtX/ad22VrMdD26NUV6CrMXXvvaNU38wqfyp5NjyyqmOSJ/3+ar979Lrxf32y8vf+tKaPDLskMcuT4f0r/9vPxz/8+fn//u303/e1x+mh//ju37qh+9YvkntKOXwvB/nQVByx+/EceiGQw+qKJVluUbbmnUUNB+yOGsSl7sMJIxJTeIgh1oKoSY0TaHL2PLeCewsrRG5CV+0KjXJSiU4GQRa4Cq5r8kQo+zFoxkSDpDMtVRWqwBlDFb3kZomSllrvqeSRQXI+LbZIn1uOoKppeKjY7R730bfjK0yRgfknDTTnZByboo6F5Rg6UjlOAitXVZbjjFWAZPHYWwtimJNuXuuqcq9r49EgavqtRxf3rj70L/ozfTVShhRy/nhZ6TH0urnVnYUB3QQDE2QJ0BgIGYBfQIIeIY4QCXQCUwSB5v8Lb0g7JSrOqx3b6xNX7c0g4P55LZvuqFUyhWP3uZU+x4+hgcu6dPOQzC53ThNLFLMcucc32KdkWrJGTdxX9yqbL0l0YvEvRiMz0Leb+XRnqrPKIdv/wvx4b9undzTuhd37MPNqRTS9uerCVvweVuaEk5Wo7XbfbGiM7Klz7No+8Kq6/itEK0pdS7E6ucc1txtcZ7SaTpvu0zjGHLvniZ1i7eUTDHFu/rY1NvHpszIcfEVJs6fydKNl0vy3lqxr60ptW5TU6qWp3LPGpRz1Kyz1H2LoK8pXwvVLHx/oC3RROqqtYilzLat5tD3YeWBu6uo4ly5JlVzd+yC3Gt5Y+vCu1jy3fr1mFS4Q/HDYbDruyeZ46nrszOqOWppoHk8Gq3E4Xkqeeyft/a9kK/X/qxlk3vf9jKfJO96nHKh3IwWW7JvIjUO2RwnEYM5qG7bokdvZT/HHIuY7zsdh0Je5iC17PKmA6eLk3nZZzlqbkFz5CRY3FTtEy09KF192XJd4nW/1zbRcvdVWx/2nsaHRGnF+Twc10KDjevaNUMBaSvrZNF0PXVir0rJ5ebrEsXsam5Fo3tJ1Amzu2o5tKiPuRzNWjU+ZixAtQjAmfHViEz1i9+4bT6EtSHFyPP2h8vdZdjj6cGIEXwF1l9SoCvi1yZ+fHmlVX7J7ixyplb+7kUpG9dmXb1l9w65jrZr8UbKIhqKzmSzl7ibKZecYWSVzZSBR81RShb6Vitlnu/DDhMLv94crbHZrurooyCrYi6Fqo60dlY1+wXcs0uKNSWafVx8ty17lKMUe2xBijpj7aoieilxEPxKXC2ay6/Nm6QuJT+RWImssG++9VxzSkDoivJ9O+yN/3cA92213WGy56lVrhOqbpq7pTTVK659f5tO4jT2VX13OJzb4aDFt/3h+757AArwC0MYCvDATwAAIXBoRrWYiY9AKoqy/1OpTMUU7wBO4qbaIeYLoDKXxhOhrMnzrr9sf/vp09+9zV+BDnjMyWVuO76G8JKuX/7XF9zv+zectZo+JG/b+F30vx7ffRPz8WAe+3Iog8Pnt+VP16IHV00bTeeC2ks+yZJlGVmGNWuZQozDYTVc1vxgCfN91lYXcWwMwVNszcoxUbE5B5BRtokvQVZuwaXFUFtLNgrRR8l7IwhJgtmhjZx3YikQMRI1UVqps+W0V2eKXPOA5lMphZtGf5MCSAtnkrQWI2WWhC37XtS5+HGgPRlBJEUvVVZCrLlNAq6QaULKwLBGeSnkIOu10VTytYHBy71ou/RQ/iBUtSQym81fSqspfSJTjJN5l/VeMF8uBdgBgTZAS+gJvKB4xA65Slna9gRxBhXoAQPAhJTQDErNuMQc2OtqiWn3hQyJzet3ubeGlX6nxuUf3ix7FXzZEt7S/Fbr1NYm+3f9/lWWLRoeNhJSd41pbKekuSOOtaWxAtI3z9u2laJybZqSAfVnufGkRDpI96d/yF//lyKgXRd1pF0JHYU4stT83SRZV2zxjdawV6VbEyHHTKYai2Ja1DCdyiBBW6uwavxVb0dj2tFMJ+WrOqb0cW7W13nbS6sq6W0EOnpZ9/Tu2mLYRm0a3EEc4lscUxp9ja9raNQnz71xe2MlttaNkJXLsFU5VJu9kOI3dTmkKUnXEjBM3brdRxOba+20Wg6hb5ONHsk8aeuVfjdoa0tiMxwRnraHjn9USY6p6kvdTvdrevuphXvdXkSvFkRtKscxiX5xaolxktph4bGWolqu8kSfs6RSu7ofmMgH3d5Eb4sgt7fniWRvauoj5bcLiH3KE++5UU6vDINRPgm7h9qSarA5+ibwtjmyVKMIHBPrQae5C33t7Ogf74KG5mU7mEFEr8qT1mL2ZKze4112/cxl1a1UFV2TUrSXV0G8Jx7J6NI6V/pWRaFJk9tpHLoDFaEVqdjeIj1g2ffZ9IE2Elo0qe7x3E/mLGGA4iEAV3EOxVc8AhegAI8sA6xFPothXV23hVCCRn0EHX65MezAJ5TftfT7fVZSf/VR1txrHSk3QU4aTWJGo5b3mrUvzjfPLJK8raUYtyndmZoLR/LFwxXOOTUXbU93S6PyUsdUy3GgmeXBxbRQjN6lVHxJnp0yQrp7y52kOxu3uSvJ2Ouqsj8Omto9FSlEzDIcpAZ7qS2JK/i45c3zjUgmdWl6FGoGhuBdy6JPWT+AuatyFtsxtz83xw+Az214LDzDM8yZgzGDbD30+EEdYGJqzyK2FN8r3tZ8fBTqMOg+fd9138rDGTj/Ats7AQbwwAy4Ao9QG0KrAdDY9tIG05y2JPF8pI3pdl9+dEGXoFtM0W++itJqwE+zcxk/AhXYga9AQj33h0PU+d6/6/vtd2L+f31a/vbL/c8ULlthegzLy3Tq1La1GkvLn+/rhqRR2lnKsqy76TMl7ZlHV26rk4eWlqo61aoN0kxmi7n1Y+f22bDjKKvaTVM1Lh33McRJKG5NmiMpw7Ifu2ErejAcvOgG6Ysm0YSWtcoOvHl0Im7FSIVURRYp5WGLneUc2Pd6T16QgGpyS2W0LfCBpd68OdoqdAeoUeXEOHbGFXsSmYWj0rgYX1Mn8gKcFVLZGa6Eq2OlmlxTd0C8tjp03BqYhWido6Ipz7lmJncZjvvedm3Grhbyrzvv+QRzACLAwAxkRI3owRKIylTIuVED+5oWOAlOcAyRIPifOYvmSHws6lBD/rTpluk1Jsf5UxO3pW7L7aclcSc3Rn+InVFd/zB1erXdNW23+M5EdNxt2/B5CxJ8D0tMB9mHUmnqDWC1GdluUMNqPIdGcdyzcauxtTD1lcJ4LDbq+6oUuf6xiNYZk+ROvVhf2pjK+flpoHboD8ltfZUr6OD3olQ1kBzSHJjpEunRD6CMayqm7riZIvJjmvCgpFKbUHIY+mZWEfAl0l5Ko+4qdsXhpaSWRaVgdNm0Xn1jkymIqpb9ulNIyS8pyBg2St3WiZrzhgNTufAHaZZDO/edPcYixLfv613yu86kmpmrq172krv8upQHsWeUHR1ikb47bPxV2Ofcvcf0YB+H9/ndO2nexTY9cu9CMYRGOjy0kaI6ie+ovcXN9qdBUB18S9a9tee2J8/CGt50ZIXa7/t9EL1JLXOhtAvlVMXBrKMuor2pY+/v9WEKSltflwc+liaPpsZSOMPBjGWzvbWyP2vjtRZ58odaU6j6jUiKnJ1t866Vnp7RPRLXXLn2jdsezy13vgpZlSizYhxVcIVC3HQOVYZ1vW7wlnKsPbU9zHO0UYRj7sdn5V7LyKrLTuYnG6C93sRU3dGsFZOA/GeWLS6/KE+OwA5stT0OKqBLIvg9/sHdT9NjBE1oO2CAC6AAAhLw/43rjx9vMlnRwkstBrmopDVBYBgaRQlWRspmmjUtR28PCF5U6Rp3TmV4Fjp0orRATImCHXZwUSKqSfJCg2W8pVxEaEbozJpabdm2EGofU6qQuapIVtZYfIoNlNIKGOYawDouHBIYre6oefGvUkfAV5qbMChXozynz9yNxFs8RHepoWysLJ9+Cvy3zfB/C4yW5GtJx0DHEhudRMqoOFS4Jj+wGSkIM3byTVOnlNL2aRLfqpFy+vUo/ubh2//r8PTDL1bhnycCfwIK8AWoDQ6IwBtIiRAyKKxHle+LOAkxcLNNIrbYiYMiL2uoubRGgjrgr4DfgA8AQBWYl5lqkGHvh/zYt3Pr3Ees/+83/oP7/D9sy07D/Xb56m26pN/vn30cIzqNx8NACwadwpxLI4UaFEynWszQe6aSast3F1MkgZKkzvLu5Y6A3SQlpbB7mQ3LbQlGA5s3XHQtPpKobQmNdQ0bGVtqpQihFJUc+w551ZYqpSY0qaxbCZ0pMU6dpOiEGXJJYyorKeOcHHQp2faHzruDoNp3hpU+SLW4pE2ujaU8CmUaqVFqqudjx6V2LPqSbSaFtZWWB5u8x1HQurdWWiNdAQj2qR5pr00fOLxtLuF69V+vlzn4sAIF4Q50gIEcAQI0zIBsAJXCiswlRdQMdGhv8EDN5COKBnZgNvH3paTiP0UuhAZx4Kzj/VLddi75eOg91ScyNMAl4d+OzM6ICbTJPFzi8popdjq360N3Kiw6PE3U5qSOani5to5r8NfLPg65rmGKojRZem5R0E1XM4loe72FIPX5yZX8Xbw/KOyX14e9DHs7te1tv3q3NzK733tr0uaeFeai1d0PIk9CdPag1niw0qttRCwGXWd4mrDllhIfVd/LlHK4+S9K43ksTcevAlqFTIP390nnyyKx7m2V6G4sH2/btQWxrK5rzd/llpaBxje0HGl+bKVULprE3FLZ/cWsidI1CHUglUuxrVFLoq+V8yTMmytmh5/oJRCLTovb2Nn/6PBuMGq/DAMZ2u9uMata/X7y37yn0LToQrpRnoRZSzZPh+d3dye0HZRwRFbagxJhfF+DaxphvbnpLPqu6Oy6Ghda9BGflnpm4e8DY0xlbOCTmrDu3xykW6ySZZSm9uXdaTCN3xnrCQcJ9A8xJ+oPjodH21Ydrde5eFEPo4oZ54E07XPT20/7+lPRwhyWkqZRohWufi2jLFiKdrtBf1baPIjDBnNKZKdpzHZrXFrlolYteSle3lFua+WBoyRuwqudWRXRBqrl3WV7BL6Ufz7ZFMbhFzetASaBHtJFFEso+nA0T9XOOb/D49svW4Ee+BYYQQmYgf+prG/3t3+6+4dDrVZ1SeS8q5biKjXXLlU5yDOrGPWjlZnk9Gw46irTw41hSDS934p+pK6YBjcOZad4MOQy7LJx7WKne2kapLdtVYQWtkqy7Iq0o504SUq1UGmccr07aiVmwr0FRXQMoywlyqRTVtrA7ZlkK7nVsO972b2iNlD6VHCQnpryJK73knN4N0irDH8GTICzppNs1q7n5o1SpjVpzdBUIzqWg6X6JM+TOj6qh4dDP3bjM/VSJ05HrkKn/2x6+o0Y3gMHiAxk4O+B5WcpvBASOKONGblwhP4PDp2o/xhuX5vQgpMckmtvnWWiVWMuVZXlCLwDBKoBJJoCdsAVpIDf/rsv//i/fHr76Yv43Tq/zn/++5v90/722/W+QL7S7/9d+P1l34E1Y5vQn49ZjKk02Xesqi/ETEUgVZn5USejpBGjNiUXAte1yizSqkNbsYuQdnKWTVWeZHabr0bHJbqaR7kJjVEEpqhtDDsXbirXXHKDDimpoVBSpAg7J1m0kinBqJyz1D03p9gEbhrsKlVfDHe1bNEcdtFaLqlPma3/cOxUFFKjpShFRiqhNeJ7i3vFvdaIznEUZJhMiZn6gfbIWmSkqmkvVJljr0RgO1IptWmXsfV9VMeThR4MUIHDP2Og8gB8AF4Rft73SXAP7KATdAWaUhMko5OkruCfVRAc0INmbaVIZkPY158ueRkm03qmY31x4TvV1vDi7yIFXuRscvcW7nF+EPJOaD1SWDLEUbnXe/TF+321ipeUUu3sVoroTz/0WWvDlLTuPta8uv6gqPNuX3Xc3KS+Oyhq8dCj7scXao/76VZFZul9PelTfclfv9yNi/DbcOrTnkcbBisQJTVq+1dMPQoZQUGo0Q7bNUmD7ttz1loIltL1fTs960N0rLPqMb0Hp2x9uQqht5J7nQJpcXCR5F2/HYx1sfIoKluSUeb3PHlRtFgIr6zkutW459o9eh4tKX8fjm17TUok6MdRK2UlFTPYrV7f2X7G8TujJ0rX6B/qsIX7r0/+4yWc+0OS8iL9JI6hbePU7fWPm5bsW+mriXZd7lHU+ObePo2PnZ1y/NzYhLjlyMNSZJfhLR/D09t83+mo9xrrZN0x5PgbJS731D+snD/rfqkh+3y3Rn2ZZT6wZL1WWaK+vr45xsvNH9S+5SbanSpTvZ36eU9fj12dczj1TUanK3di3UOyZ02pf3+eWI0yrFqJl0JdR0uTR7ku4EkmO2wpeV3zW7naHL404sipeaOsbLqQ+KCOBb0p2GvXqbyVmilrwzH6UWBG1G53333PjEf5yw2gov/lKpCloqILQqHcp9qVvSY6UB5zc7hNEEcY/AwFAoAmAAlE4L8pC6Xw+ze5ve0bKhXeSq3nllgGSS7FVNRB1gsLrXO6h3oQ/dYWlrrKGIJ+hNrJCxpYXnyxUc17tLLcgVBmEeq1lQkZlU65CmFEKG3mJjCGyZUKhzk3o4ov1GyW2sbkBzvsXlm1+531hmz0fQ9CybtPKtRaK6dWM/u91aqUYsROynoYut6yNKpV1jVzBJxu3dCiEibWuVlKuztAy+bp4a6s8OeXIw2kvBnqr/LSYz/0TZL9i8Ph22lT+eGsk8gfRn4vxF8I/Q44AhL4CZiB11IisIH+E2BQK8dvgY8pHAu6lppMJ9lSK4dU+deP/V/9hShJqkFCfvlZ5/vPFjdoMAOGzVGbHOJ+iX/7cv/y9SL+OP/ux7ff/f1P//C/ffrp8hJRloYGeOD8F73M8XhqUfW65dakVfCNjGyiEwQXq7+mPMgDeKLSjLGUw8hjUfFRmyyVBrbgwNWoGsG6hay1FHWrLHKq1BNBgolgSRRkzgZCCjkSS4igGqLKqpWimuJaK9ACSko6CQ+nhIwQJEPcw54Kb80ZGO7FeFegaHe/N+mQfNUp+BI7SNRYqEA2AAbSaUyGJaoYBiUA2Rmti8RYtLIsi60mgw0F56qTbXCY3Z4lLcuyp2WG9ID6GfYHJCD8rIMnOwAO9Qx1QLsjMuBTuiJDhFDFs+4sQMCJSKAhJg1zFesuYft0vDNbxstWjQtbi5PRk1nYtucx575EeRiHbbNWKYrTOZvNclwnYzKRbWW6HHCYldczrVqkVCu0Hq9H1V3ujrPg4faaHOy7LFch353+zSzt8PSvOQ5pWB/vlPIythgXJ7y4X7d7Cv03vAUhdO8WL2BjP1bZA5KtNFKJnB84xIiBqguuDaRCftuvh5gWd5f6nNVTsCPGwxzR5xw2R5abOfW2KspKOYtUXr6Ox70TzdwF9YKFj6HGrWk1hu1u+36vRyNt9GEwrRr7l3/5X/71X/yG5fNow9zkEJdoKF32+2sNIgDb7UmaUnzrLvMSnBx6S2vmqCw7Sqe2xbte/etiFn/xve6C59PB7s4qK6k7npCG81HeuRPt8FIKL6c8yLwb8pUmcTjh5SAslTdzZa2G62saj31xgvFI5m0XvZ78F97iMS61RkHVXNd0Vi7NW/x0Nf5lv7xaxLhtDyql0o9Q2WWpq4465H4Sv755ex6Py2uJmlMqLqJTQTR0fYk+GBOU1qDwbKmVdO7IOXVUfg3kU29lR6a8t+/35ia1proqWTNIIRpZ9/Sqp8sOdezslqCaaKzmpTg5fL0s75hu4mH0nyZGIShAAQzcgArcAS7pkdCDnnsTiIoUaW8/SiyTZjtOGAOrJ0ADBgCQgO+ACGzAf+fc2/blpU+djpsowui6mjlFWRAKGwqXJA8xtlrpZCnkFyn6vsUHUtRim4oUsZbE3LPeOKDRXtVBc0e6E3iqYhbduZUvQUmOWeHU16E2J+7PJCrLb88iVCl7aqK/7Fkpc19Dae11rZHqV8tRiONoNl8eHX9pUkFeUUT0rKiKMCj1GkNXk9/2d6Zk4mppQGABhJxeXl0M7SvlRtfX0yCNShePp7nLfqbbaePPmkN/Ty9GSg4tL9HKkMo6GWX2Zh+MhNTPQ39W4gPEt0APNGAFMvAfgSsUAR6IFR8BiP6tydQo+/KaYbl3ynz5+7fbv/8docpSZ2T7i4nsI2CAisZAqsH7bKAHXX4NMLCifAC+V90JuAIDEH95lD5I7ri93dNE65yi0nmp0gqRAyW/mkYhbe/HfE33wFlU4WsgGta698bes5dE3hOJaS9dKrKXYt7JlBZ8k7UW6qvbS9a+FK2SzzDcKs9apdRSyNQqbZWMLA4QtaYqWQQwQhUjcZZ15LZECjmSLIKKkP0al5hpRbDqmKzWqmsYNn4weA9hu9q8lMIqSBszqNaoTFf3CC1a2DJXwaL6XXRq1XvRg+5ihkHZ0yRUFdcWZp646hLfQdXWLPLPUocjMAES5AABg+Yd0ANXpJ9P+llx+TkbLXVCorgLIAOp0QbkFF6Cqz6Xl43FuIVN1hr1pEt3eEsmR51IUlSmuC3UU6gxcbo75r2G7bEVcBx87OU6oDyaqXRRtlx6Oipx1G7b5e56NdyzqioXF82DIZW+NktHnWY6dcew/sPQBy3FnKb20F6ulGqKXIcm6GjwZnRsIWOg7kZ3uYaUVhbg3a1jJ6386ITq+/WWWPfCIbB4fxeXLXWhy3++DsNFbi96ez2O/v7qx6eT0l0nF2pVtNLHnqD1+LRsVg/CPtgjFFIvRDz08uKvmxKxLkPvSktmOEYzFCPT/Mc/Xf6kqCTXkRz0+NfCdGp6mJ56zye/s9VRdpq+T7ov6Yw7HLZplb7cmeVSVymZ6w/ndlPcljYD7HztuZb7VFFiUTsp2Jx9R0ZTwHUazBq9/uZZrmnZ1cP7zr/149hl/Zievm8yL9lm4f1XHHcXVm91ZABrThRW4gcKly0/28HRUJuW/rCp/lCPn6OU2vuqlWAKMg3x3H3zev3pyGFZ/PQcNFkl9WRlxZNU/XYrWSE5lTDYrO5LablelqYOxedBikVybrKopF1dxm7atgmyr3UYqt1J1pwOo0xzVW2+318qBCi1uJx0NHrvBqxop7ruQkqSJHAAPPAV6AELdYBk0qVV2Vle4+PQB2WEqeZ8jj48/er7JNJzK4AWAAD9y4tmD4xAAv77sH7+dP+nVw6p3be051t1wRFMrW8pHXW+J2tUp7kzWj8LuuzSvjWBQae91kJK3mXLvTx1HHt7lC0IFU6CJb1RmWj/os3zqOYsbaVL624kc7Kvoonmf7wU3XJPinPqSTSfck5bSirUyNT5gjXfltgxXfn+oGsi/iCVgj5Iy0mEcP9W0jXLk66ve2t5z1vQTTABlUsUKg/kH1lOz0+ZxEXyuyn5U1i3zRxWlVXbGUM2ybUNlzcMeX9W3aPPJ0EqesHnQRTV9fbYW3OC+WvgDHTAK1CAK2IAEtB15gmoZR8pexSBcqt+rdtP6/3afAe3Mf2pug0IwAW4/PI3/nmrfQM6KlbwEIdODN+BvoV4Otu/0fY3p/N/LZ8m1t8DEugEPtjJq/AwicvaD50IgZV1pYF07oVMOfS6273oJKdkggqtKl+CUmLL4Wjk6vbRFJn82BKhRpRxkFuuUuUCwVQbGGxElb6ITmsHrYVyW1JwLdUmoalzyRjRO3di4ppHCdYl+9gMuujRG4RYKMBVitlPzEuEaVRb7cGkbGeGo647rlZjL21i1JRDnjshfNNK0JpJizXeWVPQDFeMVeQ7Z7p13cNQfWjQfMtNkhXB1bvqopefud3RCLBAAz7hZ2pKC0BEYIHjPwemZIED9VT7JNBDTTAOWM3Pa3CTcNAwDFaWB3XgNr1cb1rVravjNAspbtpUIZvg7nBcPY2DzcLcUptPPXmtO7ndw8OS0iJMLmfTWZlTiI696LFtId9FvdktzGm5UyfU1t9i3ZpYXsnQQlRe//z/uc2/k0bXzqCjqbuyh9bBMEkd9FZ4q0bX9izEy3qbN0tjCSJaDfJLL7oSN1+6M+VPL3xsFF0am9FyLVL0uqVWn8TydSjq3d6PbpnGqZvdDbjXtahY79TfW857eb3eTnpeQwJSy6FYHLJ4W/I7odKcY5G7E663FF0uxq7xT3/4c1uqD7N+psNTG6a1gw+0B9FsL0/D0OlTk10Kx5qMVZWlGE9FHgQ6gdar4k0banNkUjibQkYZbKvrba9j4vT/p+lPfm5b0vQ+7Ik3+tXs7mtOc+/Nm5VZlSyyiqLKNGkZ8MCCLc38f2piQxRgGIYhGLANWB5ItkSqWGRlVWbe5jRfs5vVRR/hwblntsd7AbFive/z/H4NSrVmQLItkU01iJJjswNt82tTjKtyObfuG9HWKrBF5nOgfgiF3ScR5j3TBq9OleiqQuZk1vXCVNzKxxzpBBd0u8+05uU2dXyOH6H12rbqhDDBXM5/MFqleTU6XWbaMDH26txN1E/X7dOgUorRsLn6W6jRirjJYbdXOfcdCyIMmXgO0pVENPoUDsdW3Ep8zaDUspJyydYoGwKj7lFVb9hJV+FqT4GnyhU7VMYq4z/nbAqegRF4T+YCGGBDDi0B4HXgvZqoaV+hD4jTW6OHOEljaPiGIZN5d8K+h9jdPVhoDwDIgAb+J7f9cP7Jx7bm+rKxZkVtaZXNppaK7FSbpxrdFnKdA+1YusrGdFmIMS0JxabWpviUepvczASrma3VjVXXOqX+EMNTrUw0H2WtS8tNyGQDXKGRhUtoLuUSsYJtIVbVPZB4zj7HPIfmWtNoN1Xus11zeC/yXOuOE0MWvTlys8T0hiNm/p3mhyw1I1kYdcDYzJhupqT7oEuaO1Zln1lbaXkVD6YXW5gZH6W80+gUJ7THB3ARb7RaNrnYlCQtZsb2j9DGv3ncv38Yv9vd/6fKfgtZAfV1juaB7NkrMAGvDRPwBG7ACuTbKt+CnpkmqXqwL/7hDrD45TD6IqT9FrqBbCuy5u8FDbCkipzYM0vfRG+68E933V9B/ium/+WeHf/62LGjZ9jvU1jUYIkCz1RlNrWIgfEllV7HlEh3jgddJZNcLa4mJl7mSekyrymxmAqQG2c8lmaNzMxWuTJuSBNLLoraiZYrNA818n4UFQdOQQueQxp4CUu1ZmIQrNVcdSIDztYkpOGBmX3Hs2Sca0NDRj0p2uo2UEY2gnyJPtXcKeGy7GWeNwgRRNFNwOroaxSqsijMyKSUnBVtW8Omi9mWfmD8pnvDeEvWWosbbTGbbVrzki9L+drjs2Dsq/x5/LIEK7+s7gltBZvbpkvgjWskLkpG4bl5oCEUXICwoR7mvNRbLs/3uUvEhpn7s+ddM0y5lMBEzNdBqVuXeAi7LOw1sbHxGh4Z3XjsLfdMChXXSWUKgxjk5EeTGQ/WbqX06baImOKyjI+1lnDa1QybW+0eJMup+RYFTqtKd3sLZfp9YrCfxOXA+IfnmUe6OPAiQqovl9l6HduUkrmI5Sq5r9sLijyZZGTfi8LPoSoKy6tvGb2trY99em069z4ufTsUVZNIQM6k+3aXeXmvD4fxtloadLnVbWDKx2e5HQ5h+7yJ3lPJrZdG8Y162bbbFBqWyhXnlYHnLW1Tcer4eNxzlWhw654Q1lGLONb+Gx2DOWI4x3zyxBXPY4iZPvzhRztV13ORUtNxsU6fVE1hbHWuGYIpxpUG79PkuaHR5ybkPoNXT1PgOxMal0wp0csSG5N1sSpj1m87zFLI0dx3Vp9yG+Mzq6OkVcp+AO/lq5RDy0utoiXTl3RKp1yibHuSHHNNKaXgopYIoR1tP4hxYQfG7op6Y+dhg2VyWL3CqEWuTIs3fGWtjDSFIoNJtDSSF85LTr4jqhuXgybscpss6rYFKluuE+dEcU0NvJ1jLT2WxurRhBpnaeUutF4gJgQggcXqDeCRjiDW2pUQKH+egooBDC2GFuSm7V5razj8550dFYLHbUM9vD4D5QD4X0ryuKD9W9T/7ulH7pZrDCk2kaoPVLSaKUUiqAzBSHNWHY3mgVPOUknG1rqRcAuiEF2dXSKbItMMJe9uJJUG3xbGB1F4ko3B26HVUAMlQSW2a+GDKjkyQmRxkaLX0f24BGv2S8IDczpjk+1uFcHSOyHmIkdBkVPNHsvqKrs76Ckku6sLeJO1pJJtozPg2CzNQZHSnMHkm0vd2F2SZpvNT5y2WL9LLTJdS30n7YE3T3UQySQV5R1TpLDXonbEOE87vT1InrI44M/EcK/UvyRagBuwARH42LwFjdB7oIELFFM5k+omBaCopdTaGW0AAOyhLWCBCAiCBDqK1FQhWhD+Q1i1rUOTq3TRq1smSiwt6RX1jFAsGFPZFtZMRNvt8poqs6bzxXNfaniV6Jm8FD3uU1up8Jo3bCWOjA05HiUPczMaipQQmVCzrEpXXmE4M2yoNYjWmm0GLSyF4Esg2FpCz1pSTLoELUtyUve1OFFYTs2mWlSTxLgWxUfFuEi1I4iuloA5UfWed4ovjlXJeN4z2jfWVy+UZD6kXqcarOCxBmrJD1QQSOocOVVikbHaJPkYBe8Nn3jfp+xTLl1YXkLN6/IaI+SY5RX4kv03QEEzgh1BF+AL/k8A7wAFNAwaKMAZqdX6DJlzkVCpsBMEAwT4CN1xONDo6okNTqyLD+WyJSfLlRNf+9cU8gamaqg73XdJx4M1MnTV1wezKbXrNTP1jWXMBVOdkSaspHaHrTNmkEF2KvI2HAVj4k2XXpu4uYXVwUplj/BKCOVPvu9pORbtvTfUvNuKXTSTm6X70/jM2KtorUDwVEhsTN4uI+dZpYPJ09hrxdqJ1ehrcomXQ2Mvve49j0e+Rbkzdr4/qEjPoxh9XEeerjF5vQ2Zfr79vdvMfIu14BjKWrNtuvSVs2N3XPyBvtkX6k3tKWyFq4NdWlXvTszTnnlXuCZ5IMdm6SxN55JHYckN0Iz1eu79aVpva6QdlmXpuhwTlrLWRIXHw/s/+9E5PQjmGy+c1aNMbDNsrma/322FcmuRcy7E7r4FlKKyW7aha60vb3pZO+mBuzcml/LmQc79bse6rntssRuP48viutWHuLp4m6Xzi282+TZ32zrVWNYaa8zMFSmJRd4eFtdDjM8Twxpbn3rqMg35VnK4TKUe3DrzrW5bOhIJb1zkO22WvGqRc9nqXSvSbTbxvq0tHI619b5yAbZVFlmBm1y9Jb/4SsTYJSeuKNWuNNI1bHyQWr7mYinEwNAi3eKnda4NjcMCDO2L8GoEMq9XoFZ+dss4MM9E0XXgwmqh2vbx2d2Zjoa+k9RTe8PNA9qCriJz9HugB89ABQrwB+C/ns59vD67ttTKU1gpHRbmXbR9F9ZcnSOha6y3jCtzfZNVtC7X/U51IscyCN3KSIyjcYpKxJRERgtYnSgV2XonGhVZZXuKURtuEj5VkUVbZ+2kcGl7LZhqDdELUxwM01U6sYlKOb8E2VilSt2OkTGCGZtKRjhMx622AAEAAElEQVRqli/oWGaap53sU6UK9H5INoK7MTktugfFFnp52xr6WvpbDKOgXWfEJOlg+jmb/p9JKbp3vx7BgWOQvXQVishXCNHuJuq6kSpfdXz/ePxu2P8v0e1hrsATIIAn1AVhAxgrM/ARiZJTyT3DZ9RLjA4oQAJ7QYhfU1nj/kFJfantjWEyc9HrvdVbqpfKNo8tzde4PkV3LcGinBpWjar0GFJVjshsmfUZYm2bPRjPYbgMPojSo8TJ8E4MRRWV+0Yz1QKzRs5k45kqYgnZ8SZCyblyU1Bylo1yS6LIVGIjktRiZRxwrNAqW42iDVQDaTI8bxw281yrcD2zjrRvNkbZAKwtN/DcfMyqGdl0Z0ULXPec5VDkwokz1riurGoheUl90aUCTVHLMrVDgfFJSx5a1jmxUlo2UrdcSO3E2iQJ2ZWrlS2WS+pZbSluMiuUBhyBEVAQPOsFZIENqgEr8AxMgMcm0RJ4LxBBe6QFzbMi0SbdLIiDCnKptA1IRcymiS3Y0HhspqPEvVSkpDWDosD4Sdaak637z3PJe5FF+31qc104L5lurmZ7tPfCCy+G4PtwgCofI9+1CFrDRAllKgehpe52EtUXcguXe1ZqR1bOxo5W6rGsSXr+5uO13ytzfhbV82lt7JZXrkHdaScCy7r3Z+hqAuXd9rGIFl5C7BhkdwgNvO1sqb/lJGTU2LiXwTeu9pqx4dG6nHOvchCeYraHffeyHlS9bqkZLhNFH6bU4hTqER7FyUDo1swsu82vi9FheS7tUbtsy+7x7rv7O7L8mO11mYyv1yWUe6/OzbGw3/QCPcZcYc2v9FZqYRA9BQ/Z93lZRlf9Uq02aol7PzepwnM89mxqS19k3FYTKhxQs5Ixso6fTGvD/U4IPYxK3nW0+bQ/ipe1PvjLVFKVLyQu23I+vjGpMMgo9/tfPXxr6qgC60zvU76zGpUP2mSp7sS2O6jsX0zn8+q/623gLb2wIG/b00UK+KTZsv1cyrDUKpvh6ur4XBul+nPlAvwWJHAFVeqyFiUy3rUactlDLIEZ4lyqxg692C+wHXOLUEOrSyYWzrysrjAbb0sORyEWr1QpMiAOurvpwtAKBIkV6GCU1BnwBW8FNcQTeG68NXMyo+zMvkMR6vTNaA/+zx9Gp5TY7fvdkWg/UO5pzFgX4B1TPTgAAjhwBf6bLfzP559eXXiay/yc/sR8teVldlXXxrvA8rWWpvA2iURJ9vyZmlPeV2lNyZm7JSiXvEdoWRWpM/pcbe9QS9mon1anW3T5TsgVyEpkQLm2dcXP/kMbrKah4xu1U+yVMbnyytFIgGuBLKT0jMUQSoW2JSmRNxEhmGI+qZqr9elJMQpAGqQUpgS+PhyGUH5saIu61bZ/rNLz/lS1SKj10Ga3ZPu+lER8SE+ujYpTP4qihzt1ye10oE4Ql7HeNTYoffeQhmI7fnrc/6/u+feMy68nywbkr0OhxNrMjENrv+TQ8eUH0MJXV+WOsF+v7wma5HNSrC9DZkuJrzXurKqy6wRN0IKoankDfAf61e4E9okL3RSjCq6dFhfRRCznqomoYlDUNtJFiBwwAR01DzbkDBZ6SzKGGJLgMoKPoUYepU6lUpVVpph1ryNPWmpem+AkekayCCBrR8UQ31B52ipvwnAqh6iOlpmFuCWWm2RCN76rxvbtnul+pwcmjZAtVSltz7Ng8g0rbE5J15KyQAXLokqmqmya2xYij7zdWi2J/LbZc3asCMgqa5er5mJxwfjCWLFkkzNCXLnYmboqeVkCsAePwDMwgApiTzyCXxEJqGAMII6GunZdh9oyGhiRBjha9QCFuqJWlhNKI502v6pWK4F0Zm0WoqJhHP0rd6y8/OOMhqsP7Oe89ApdK2VZeg8tfL8K36aX7Cy163TLucndyg2X6nXZ2L6558R43Nth8mAHpKnJIZdcVZ8FsZqesePuQ8nwJQTJ/E4TNMd3xt1Kx3erR5G2UW+4mFwIt+c9qzekJtkWXCFWuz0vbrAtBlE8r7WB90p3Kqu8wnIm0Jlolaksq62e1yA1X7d71qLQncAFpl1mfrBT9o3byHk1Fcd6Wy+dyHMpukZGjAWn8PYh5X3HUa+Taogvf//D3/3wb9d5KbXtB8Uno3nIPxcjTLnyz5+uJLeXc9PscltCl4a5b2VGn4K/hf1Did92eqbX5DfWL885hfLwcPpxSczrRE0d+9LcuXgB7ld0tvLFpX1dF1HzLbfqGu9Gu7wURdJVq0zq+je8O9nTryJL5ptDVN1u4IUiPyXZqeSnu7diarNWzzk44a1gY4bcmT76xsDWHJTuU2rVb0yZBSWW3MjcjzIawzWit/veFLsPq7/veMmtF2FzJqdLEZKK622dl2Iof67NVpdYcHkgeb6U81HxZ3Q9xQvTmomixyi11uq19Udprq4dd7o2qkbSHLybqYksEWqWwDP8lsIC9MRSbjsI15GN3SCD2Bk78k0No5IeRU58rfGtEcNWMo+m82Vn7uA0+ADwxleULzGTBozAGfgfW/qvzp//v/OPL+6l+PLBZVfD55JrcVtial91iR9FE7lza/01R16FkDXWklsYmXmplXQOa2sGC6+rKIrvQkuyNRel3koS2vncmlwM+sh+anwAq1Yd8pSqiDz3zfyR+5S2q8is5Q1Vlhg0j9vW7cXc9KEVhypT3KyJKLOkVcUcWDJyACgCPT9nt4Vj+VTba4lvjIg30+/c85Pp3vTgTKtBPZg5dZwj+H3Hg2eQbK47Mh2SdEHiXZc+ZZ9VUozpBzPIemDuezL8nXk/MiEf/sXj/p+x8S3QAR4gwDfac5mArW0VTQGvwPqVTc+A/FU9f6ncl+JlazVVXl1Tm6TCqW9YwpLTNLM28nxlmkVnd5oE7u7stN8fVF5SiYpzjlZzr/RKqe8pzEKI9hL1Hqmy6kvSmrnSOiPXZiTa6iKzFopv0SuWvCSdak6Cc8VS9TV1bVuhkYuvojWfeAwsCGpZVmtoSoozk4gJqrWlAm+pLq5aqq4ZIwyJN1R0Z/vEYw9xRRNMaWWsNABLZAynzE+Hfreyg0CfuWRGKIbQmohpzaIjO5dShdN5JMF3TYS4mKJWbK0xFG6VM0Rre+VMU/JqdvFcW15eIkuAhLLE78Ea4oa61dCjHEAAOODAfEEG0rZx0RQzAjmzzFANeC+QoRyoa+LOWI0419p192wJTuY08i1daU9qCsIszJqxV3xdNXGhnRQ1mLGNPcU+9cbsToGF4Y7bafaPplWe13rYZfyYqkauLBfhhxpbsfdZS8NPMgamLmprYimcO5uW2p/It8kyiIfGe1Inaio/3KmL9ideE1vVPY8VhUFx+xRYtxqptDnoL286VocgpAQLcdlqjWFbPz0zX4R0nqpfWlpu81oThfxi4+QyCXNlw+s1ERiDWWQ9X6kTXp4LC0tZNn/uhr5NUpBJWbMkU9zhitdzTbUxdtDWkSNx2NvUCtOQJS+0GblWbUp2cOUo2pt9VifsR08DKVvDhiLjLQd1CFNdr+XYsB7k2BMnUt9WurnXeNa8tNc5yyk8e+q1aeRh1Z1arqwdTUq9Pnba3Is22r3e4rJ71DnJ7iSQLLFJl5B1HMWYk34YdpsXVKXOu6p3b093i3w4jfuc7ulODQNz5BVhiW03+pi96MugaLzrOe2T2jPoodvLjhCMsbXVQZkzUjDtxUqszjFqMW1M5Vxk2nipw60wzUVqzVbummWEnXapSN60i36P1aes2XOq0VjSFIOoVvhz2MYhPV9DrJmIVG8WUW8p7zgPAAMuwAwYaMVbBVbkHXjVUfTEfe0eRVexNPFWsGct2IHOFa1rPVc0vt2hpb4/3g8eeKKlAyKwB9I43AAFSOwS+L8H/o1b/49PLz/86eP5vKlkPz2FgG26qR+73ZHxT7RKXT6WKpgX3gHtqOQy+4EJl4URsW5VEQy32zpp0Z2Rx74mo9G8C3mZzm1JP+ek+VZiTrz5zsYaszo6v31H8JAPRbPcHkSOjB+Rd2bYcjDAIoyNZbPKrulWleSsY2Y1gtbt2kA9cF3NQsSvzMzbxtqyoooQhNG7dCkxmxzZS3yje8bpG7XntyBl38vybEJf2iSbHZqkZVMPtldOtjfIz9Ex3Fj9cd6OLpY1WbXwRN8/2n8+HB+ABfgHYEP1Je0bLUAENLAHul+eFgbg4evu5VcogYGDGaEMi6nk6uMuqNh0LCKCdKxTAeJUGslQkbFItu/jynslzXbTucTMh5LLXgyVWOX0stJd3ZZWeKuKmZhLL9uSU6/aVsGJOV8bq4YbMlxSztSTLNu0Ejdam1CrltFnrnXcgm0VnMi3pFhe52ptqaUIKXOyTBTBkZoej4dUv+/tI+PfSdNpe5L0fW/7jaeDjNO8lZYKB6i3mgduet37fNepmKhKLkQtjfNO8lhtr/hSqpGWo0vcGyoul8F2a94GwVMtKKUIExuktEsu4spefI4sS76b4Q2Q4amWhPYB6EFHqAp41A0U0Dya+gXphD6L0LwBBZQKZCMT1w1JUVuQrz7OBfeQ5+vHc4gkkDY+Vpuqqi8lSc3/cXGRLpfMXi/bHvIptZrgHUocU3z+o3vvU7yVa9Rlqi5GiHhdu+XPe/3YF2nEt0wUOyJFfkipTDlYSZvM2KldFaWL6pzyhUNWf8Z1ExRl82Vnu2lqVvWXzyX3Xf4HzxL1S6Jz2rHY85jjOX5YuW+lrIUVAVYr9UeSHTuNius7b+h3nOQWRjnnfXfX105yHNbTDjkmlbZnyQfUVsOK3JcQbhjXu5BVR+pgNWsbMc+MG3nwyPdq7XdCaIgsuFyE3FHfS1JxMFZqn2jNcjDo+MLvd+V07BOy8PLpGSrWmyDnnwxr1ZXvdWM+fQMM4LXpvnRXMvcsBVPfjFrbne/0Ttuo0LHiwYgTv9SVmS6nxvYtusl5VSLzHrVN6uIGu5MojB/uczSbtHZll+nMxeLWj6zbSr1u1is5vyyzwbT5Uu9d13hT2uphm8recu9bJ0wOOYq1NOJiHdiZD69a5hgTUx6pk2LipFaSnT4WOey1oNq47ERGIn/sOdPbifuIAlkbBRK5FDOXpgSjRsoIO/ynv3n3n+z496AWPcXYDAc1Tm2LCUoKSDnPNbZiAiFB+vIIGGD3i78kvDYQNcX5mkpnhcqy9Lg+Vz3U4zsxm64pwiaHLOfKYm3KJAjeNvY6xT2AKszX++tuXiRQgNYViwKwWfIPcP9nuP/q8vH/9OEfP8WbY8r7uS3LHxOIiZ9KlrVM3Fy52MI2b3Om6LPvZN34vsqyFHP13ged8mpIzC+ZwpZdKyU7rp6u6V6zaZO+VXtLNrguobvdHnt7CUKhXaIjTaFxlzddeSreZqs073JmatCJIFqvU/Zwy9xFn5k5ZaIIhLU8cDHPTEVPV5Vmz7lx/xBXUevG+E36032ZE7vbxac6O5Z8lqTkX/L2Smx3aTwSRf1Q4xr9nvkVTDA7WDv2+72dWtcJHQOdDoJz2WvxG979K9Xvftmq0w21p5MHfgJuwAWIwBPwCfgICKAA/wGwrIaKSeWgbI5O70rAtmdfQvR8bVRRJHhsNcXyDJhf995HU241pMPOSTryGBjLKXuWVjJldyhFjKwJapnImxZ9qCblmmRt2ict2zY75JSIsVx14TmtQnUUU9wycWKsJS2FW/udBYEzVFNsSdoYXpMCSSqtiSDr2JiUYkgRQ58JfBilZW+74a0ykqvvRnZY/JvjoV/WCiYkayFzW/PkopQv01QV5ZqWyDlLzlduxLb41kkfUksUGPiWYLU4pzZouzquda1NlrwMJIILe63KzAtcYcG9PCdgBjyaBBrEI3iDOCP24BXgqAX0thcWUKIScP2lLlBzgQZr3umQGhMeVGEqikLZGGl0b4QpCwnDvC/x98GPhQdiJ23IK2XyZtiziYW4FSR551G27X7L/3FW6Vp3R858FQVLwFHWoec1aVFWU2gQ+qqxm6bM2Sh0iVIejHkOt5b3TbKxtTFhOqax9Td6zX5zear8tBfby9zrjJ9cG3qWXTgzinG98nouLfB+bzATUttHSMyahW0pvUjTlJi8jFn+HS9Sale0BMPFhtTuMTimu653DId9Vy6J99QPOgMkXAhXo+I6pRzznJhqDFK21p0kxcbMUROGnrYgZRZq0I38smeXha3DdlND+HxeWpHrtIj18sTS/U1nNrKlicNYDuM+iDQOvRNKy0OTmcv10viVXkL2KdfIMc+VKyWWoHQIGap3VXWCMf0tzh48qpVn3PKu9i9rNcB5C6fY5xcsW+mNmiYvXY8Ux9wZ01760h0H3+3GUwtyTVaJcLl6ZSwtDM2NIiX4YWjZ0GApW8W5pAu0MS3YlR1OGF2Op1EgadZX6asSOLA4x1nJeVuuQiXF4GrVja9rHUtN2XBBqigp2V5KrtKJ6dIKp3yN8b77ZIrZykuXS22h53yLXELtpOUMkvtQ8t1oKdZrTQ/ilwD69jXBWYE7KTpmuk7vbeFFpNZxq/ek4qmjSoLK6c3QCaEOcr+jvuOKiUYSj+OBCHK3Q/HgDliAL9NpDchtZcCKJlNRgAQc8B/c9m+W6d98evp//fjH/+Hlw/Pl88dpLk/uMsdmt9UFx9TCR19NCLSBeOW32ZIIIqImH2HPS8xUP69+ouir9ry8s7Rd26jZFHITWBLlWg9K5BIeBS2uUE5po5Swh7nmNDBWYqTgHZO5ea6hBTNJ8Na00Q0YEIPKFIDdYTfnKJW6nTsKiz/x28vGDPzWrJUrIp4u69ndbn9S12oGQdRPhoQ9rbu7eP+YPd+KeM5t3hgn568CHa6NxW2addOK48R2b5VNIu0eZXX2IEzH/gbWAgF1Al7rGYD/6ia0Xz0+X5D0GvgWuCS0LRyq4UtUjV3W1tf2JNqxUG1i1EkDE0oBP7caK/pe7ZTRta9szalzbNr1Y0MnJGvRspr53IrdDroDMc2aTx3r0DjLMqJkwUpuoqdUZGsxEqoqpQrKzuTEDCuNEpBqdJx8ybxRkVU4ZGrZZTC2lJAqUkuyqawEFczK5hwVaE3u1eEDK65UNEqhxdMdSWEOh4PJ11y9RM5wRriWaD+qkAVXRDkVqSVzhbVO+py5NLHPHefoefBF9LzM3hsb+WrBolF6AnbSxEs2n11YeRc2w3wD3gIZaCAO2lAIiQMRRYErwEJsKweEyFKDAVKARuCgoMCqEIRaRSQUUCRAQgvOAPdzXlNFRrkfZLItHJiINQpZEjdzUANaWISM5bokRvHE44r1YPp15bLwnxL3cIX2cww1VleF8OrNKVx1O6xHgzh2iGlyIWyTbtnppKv7oDNpJLXvxiZUFzg/HDvqeBfcH1+2vutvIXNWcpxbn/ancEUdt3XbE3O0nkO9J/ZSpjtJrrvWprSoz6SNHJpYYzwmqoGZrvj1FvqtJ7pdvVKbcCuN/RoSjOr7oQnV2VNb7SB3XMi97HxjdzYb6VtKg76e22St2G6RBecrWFQ92MskSfbzdBjomIdRdP3v/uafj3ffWt7XkB6QZ7PSwQse/cc/Upf7vTWYSKSyF4Ux/Y8bvbMxhPHB+M9TKTnooZ2vk92xaSHV0vnCy3mKJK6f0xtDq5zb5mDNaj6dHvoiWf+ON3UTj603FJrvjozVZxqOXR8Mw7ApSudpZoIVCnc1r3K/E/pKkYW9z8OU9zLHRUnLdDaKi66r5bYz9npj43yw62uF7nb+iswTTWkNCBgDO45S+3mofAwJrRUttWfUSz7DWZklMonYNbu0JIK7tjw0Hl09SPXjj58/L39nUK5SD9pS9TuVMmeMJTCzVdbVeM7bPYvLLeSKL3YjAwAYAAXKLqPC1sb7t0teOv5KoZQujtmIvYFhdQGTrBATxx2zljy/N2rfyjCMgusIKJQBOAIEcf7KmEvACRAAQY/gBHTg/bD7uMX/von/7hb+L+eX/8dPH/+vr5/+208//+2/f/nH1/XH8+3p8+Xpuv3k6Dqvf/r8NNfb7Rz/2Mon5z+ldYb8PStJC0pW6jxGunKwR84Kxl4J0oeWCTiLXEOeUtKKK6WM8kNuiZMy8gNxxtP1y/QhxhZgUk2dPAmGWjTY6vWQJQ1AUmttqayXE5UckV9aTOHTLZqLeP1c2uQv/3Hmxacfya9PlznE6yQ6NrNNPbqlhOGf7+j7bx42yjzefqJCKU7UzZdlHI+gpPltZNTMorNOr0+dJNE0H45v737NLYAeqgIvwPAVv/cMtK98giNQgY9fyKBCLN7/0DZYRYF/AN5KOEgB/5QakeRAQBGA77Df6xpCKEw3y8XagaY8H7QC66wCNtNKYbHz9bYTtjCuRaxeMC5NI8GKJF55GZUW0BAyFQZZdi1X7seOfOlVI15PQoFlyuRFEluumomcyOpWoq6csUwFuYbNp0gUo5sCrpTnwCZWt+ft34X4j4v7jwxbCOTTlmII8jspZIOUjedKkZWaNiKG2nOtTE4lq1zBSGXOeVCe5ZyaS8yolVchddfaQF2jyqbF1VKcapTd4p716l89/1PKXz62OsYCqkN0DBrNAc8AQy2QFa2AJ+SG6ND2rG6okpAiAZpybZB/maSyVlcRIDICz+nKc9cN4InN7DplKSB/dqlkQzG1Gt/y5TX2VjvIVNUI6M6w+0G4qx2l1DUMnTivmoemZH0ubnPtOYUbdSPjTKWPgytNJ2Y66foHf83o5KKMdSEYLfV8Zak8TVH4HKGEuTBz/OhyK7aZ7TUJ0Yd5uOX9rgxB9jmV2kvqmV4cK01vNUs27uB+jErlbSvpebItTJlaLmk2nT0FudsWoKNcTT6Nq2WdK6t2frvVuTAZrfYv+TrOLQnfq5pe2krHrtanTXN/vL5q8JrdVjLXiK+XP1jxtJVo+5BTMiyn4Ofn2+qfl9jI8qC6u83G11RLTQ/KbgoQaZJ8avIW+pjx27HcbnpfbzmZXoK1QTMx9Jobpns3JS1Fr04dyw0G27W2qFI2oWXZTvTKWyt8Jnbq9kWqLqSNuE+z2ZP6fAtvWx/E2+bsw+/+M8K3h/HtRyHV7G913ftt43NMN/968VKOfgrLKnJKk79StSH/xDVPyrs7S2m+OjKUUp5LkQOSW0d8uC2em6vTvBQmYXzDkQnfWi+GW+F22IkmEhd7vVvEoafwXDZjYgxTMaXeXlymO2AuqgmWSu5ISXSt6j3UVs0o5I8T8bJuDe5LiR1gv8TQawZKS75S2F4s2YvZNdDmW3XnENxKufSG7cXuXslWd++Zedt5zVNrPqO0dQMj0hGIQEX+MrIOQNU6dt8HwCNMugyiG1nxPjW4NyiqxhNURf4R+CPwtzn8Ozf//bz+f9zT/+CW398+/f9e3WvOr1v4R6ZsaKvQPKrK+IMEjyUZIsmZgDXGecFHicIU8cRk7vXRya23zLCsBaN+q/08Eoq7iXjPW4jDrpZtDcmQrXW2tCvtY608Z5fQ2TbZSgE4jHeH/en9Xx1o5Kd9t7d5QHrMdTnfWJ7XP6TlNT39u6e6+E//9uL/+Cm8TB/+239Y/8eX5Yeb+CE9//2tvf4h/fbhtN+xx0azq83dOq1f07PfJjrjTH5ez2LPiX+rei+Po2rPabmX/QF4QMnAl1PpGZCAAiJwAyLw81cNPUG95BxRT4BweVXyAeqjw9x8gVAVvCYCvqQYH/4Fpjwyq4TQybCe9b51HforgpClVcUogQvFfM/3FxZUz9aapSicZweyhq+CW8Ff19p4CYFJBpT+xljX6jWwkbY1mkROlL521UC5kiUj10jpUpImWRRqYMJQcYWJWpzzjUJN7hpvLQaXXvt2eV2uNV192hhtQnrwqkq4VM4pb7UKXkRDVcGw7NiKFK9eVREYmcaLbTnQyrhojITt5iAisZpXX6Mn7jNGo7KSmGPOYj3vU+N9TGdAQhwhS2sDYMHGHq/ADnhr7jxah2bQJDYFFOA9hszKHshVdKgQnFAV0mek4lwCdXuuIAiEYpCzYkZxzZVNIXGmm1Yo1XSNLakfzQti19WcgpYlXy9VrPuHLtzbHvdx2eI7wz6o5jJvzKTI970PE4y/fWjicen2urGSUhb1TEdRHBuAmqR0DatQivO+8k7X1yWFxC/Bneg1XjUT/XtTZtfbTPm6cFYOiE0W0Vzkt1WFN6NzMau1XnfEcCmgiigEgdM+y5MSFisWE2uklb24VMOCetIsWTI9w8LlowiV+8YG3c6XJRmxXLfVVIblkngvY7hWvX+O11pMBdES/f24D/lt7XXkKJFdUEmaWCb/8WJUSNWdwjr1zhxFdU2dY7nNl3Y+WluEnAct+85V6gZzYV0nx+kpiRTqbUs1iniV0u2MWMs0yc1fXWDMyG8C75x+t225UfbXxltiK2PpUhySf06czbeNmXkJtww819aroPdZ0UfeBx/XQSb+cLezd6kedqJnZc86YhlzflsPwzqB7Qux2DjtlV9d9sov7GA0XkOsSZCQObGd5JdyGFUNTHVszqV4vpocPrGtk+yPbhvQtvMt8o2XGknuFV387ti/UeI9UyO14Rw0Z81XMYo6B8Vr2fIa2NbTHNrHUbYplDctfUhN0i81Ug5Y/MKEmAGg5LqswX/etkOst9mhpxQrb9F+I9mDlYbNkcuDDh9JdcVkezgdaK9M1yvUVmP7ZQTEl6/dJgqVuc8N0gA54Ja3RXQpewt8QkvAGfEZ+BYYgBFFoBHjR/PIrRVq/303Vm6j5qbUq2ajaR9LVXxxfBRSKd0WT4706nUX1dJ6TawRo171JfwkCsXlQqwtbhW1iWgcL0YfI30OUGr7HFmRik/tRcw6tYum952YlNRaJlLqlagDqsrD24LKh98Z9xDHe3v3fqBv5OM3Bla8/5355mE3GlWnxoyZfsh/+slhTp/+tL7+u08/P10vv//B//vp+h9/rkTfHg67Xz0QZBPwnOmcxLkUvaVj3udbas7zJpvzLcvCIWgnTTFmD3wLuK+F4S8d4C+zoB6owApsiF+4NFfgihKjf0Lcd7hVFKQnYAJWgAgjUOzjQW2+qtKCLrimIHhKqu2J3EbcMIFWeeWQt1r2DNvNK8FqkKWJTpS1YuDVx2485uqKsbEwisFplFvmVgZXpZZzKzVRpKYDI2N0YNCipNRx2mqTsWWObUtZS+8qU5K3Rq1MsuTYAiv+eckjL1fnNrdcruvZVaox4uWNjAlWiVgKY6i8KleKRdtqVt3CkiaKtbJEhfNTochZyqUMhhJS4gNYTSzvrT5DDLlE2drPoUyz9/4Pt6lCAvkZqQJ/Ap7R/MJHbS5AS1cLBJSI3L7enl6xUBOJUWRsApbsetAzMDGdGD8illuYQc22gbWMeqawpOe5fK4sL5xhzCoK6WUpilXcGeM/kDmIM7fd2PULbS+8thTMfHxEDZ2mkF2WXeQrbaUdRpFn1YmQblL4IA6dSsmK3hW/U7G4mbawsuY4bOLrTgofW7/nqzA90rD/th0uaialW4xLrqLKmmexsiqY5Zw461WBz6Jpampqjo5yjWjeT9RlzlXZZz97RSH1NcUyipBizoLmzb/EZdDiI8k+xh/OFZG1fvkxugctnhUTPeNmdVrw7C6SToxtAz91jdmW46Hom4+qPlN1yJuEI77yBPTa6L13SYrxcuUFPfvIra5G6JrqiYaaPXuL/U+32G87lucbG2rsb9PhO8uT5G3oIKZzn1KdAu/oLl6aNkrViPx0ak6mH+/f8iVx28UtVtUb7WheFqn3htTdsDNCSq5GUxUTXa0MJTxf/PVH6MShRF57TKJf0OtOQeg+rMT0UqYShS7lwD3PbZ+4ZrKzLevsVnEaFDG2CgEjzY1AeblUlThV98BVKTNfKY9BzAE7zWMs/T0RO3rOBeZag7ZTWOY1ffq8hVxvw5g510qui5sHvvqoGkLcysYtsYenXN9beb5F0eDpl7sgQQhAARxQQGBdbVxCP2j2qQbxWP2cs5BhFuLF2VQI1b6v4bYOf8nSnTx+0+7uxntr74qy8qCZEqAefEQZgd0v+OjkWgxIK8CAETwlX5FX4D3AgRPwHoIDe1CFGKB3vTECf6H026OQVI59fJDqaEqneVjqA8VV2nGL3hrKpHZIut3RFrqg3ZS48C1RimeS3xBcsQ+1SBKmRqS8ILEipiBkiD8tTfIQG0VOOY4XxrvGr6vpNTwrpsUmCxVgELocsx/5rea7facPIn6vH72a+vowim1mu0PRQu3+nL3r5eF+9+d7Sam+4/quin3h/KazE+op/MP//MMPL5/On3/ktdifg065cVGkUY5nz40Ushc+ZkEEIXaCco4PhsYQ3339m77wgmbgAlwBCTwBAchAAQB8ACrw+QvYD3RZGQGvgAKmLybPigU4ZZrMaG1oVcWqTQ2xMl6xFsLepqVVS9I3p8vQyhx5aG2ZVJW5xJQZU7Wk8DDs4eZRqy6WjktmSZAWh7Fm36wMMfVCMZGotMJ5yjnuTc2Z8T7WRo1Fq0mSMIp7nyVzOc2t3MDNVlwr6+qWwUQXqxFkKzhWHV0u3LTow6boUsLE6i22OaWtYzmWpFlrgUs1MVDIWYKzvJpcHEQvaUExRfOaC0zPaW5pCPHmpl3J8RrW5kWVveYBiQMSmIAD8C3QUGrwBuxcigO7h/KgHkiAAL+BuVaXVkEFgEb+cqWyyLvCHMQegqOk3LZWQ9xoDZ9XHJs5gnS4lgu7yDUft4JGKU5nGMPaTRi3sq1t/UEx5Z0SMy/cvhvL/u2ehp5fpBtt/7Rtr/NhRyUwddRyZusSxJ0JT94kGTzEMHYHM6a+31EF3/uuLUkNa9NrCpvANWysrxZnH5Webk4siRuRqtilvP44VeTz1XfzEnvNfBvJ+Ot6LKIVvC2pqliXGx8PYP6o81mGXbH2buRlZbEvzzO9hJvaXqJu41iq5y01uapYb9Up3MqME823VSGF0ORcF5GmwlKX/NXCVMpQuLD4qq6M2UudylUtr2lY3eLS7z+Twu7lGu8bu6XJB/B4ffUhNrmJ7e3gQ89v6+ODYMqGg3Wq1D0VOW95oX5aOrZT1bdrZ1fRGaaruuWrsLK8n5J4w4OfeN1JS5X2y1vRL9PPnTiHdlYM3CXmg5XxMgVetiIM448y98pYUeULCc13ijLbqRKWrl9EI9aXQcahrFA51LmrnClWk5adZHkTfNxsl+ZYqbR4jrBcSlvYRayyDNWwQ6+yVVWIriVpD9vCfYUk2nLHKuP1DUOck9Sio4KiBa+ltCYJhWkpiqpD6ZvYYtS+K9zlTgT30iDDF7wVGPInYANegQic26YrUWrrGg+O2TM/6SZemBUprkzCMU7FWVn18tEIr0XX02mTi1wT3feGGgxqj3IG4he4GQBAoxqg/0ItY8IiK+A3gAB/C8FgNPIBTKB2aI9caSYeuZpD2TUK2u6LiaUgZOX5vtfW7u6iIGJ6WlOo8yFKz9bcyxsT9RS3opkkZXdk50yjpZAayWYr56SbkJhdsSFx/qizRNeVlUOKnHhMq5fEF57MHqZX7wUaMSD9L4zl+zB29q/ucBjVX+hTT/k/M7/7dY+jGb/nm232L4RhFL/Ld3d5I3vfY9gXoeiR2PGB7/c9H9Ubpi8fQ3jGjx+Wj08vn6fX6+s2zCUw2fN+fa41brn4tav7TSrbxlHnDW+J3wk6fWX+rIAABsADL8Dpl+MGGngC8tflewQmVI8mAA54QAAZcMAMqL8OPZqsXIxkiM2p8rRmF0F1XFKSxS8it3SA8o1JqhxmMCiJg+1LCpURF88hSGkbhBSKZCrVCiotZqMU27wQCvkWnGqSSsyZkdxSI12YK01AALEUJBFS07rLXghRgX3Lm459zm00Kjso3XhNcoeTkrqrhnKKXLS63FwSt1aVIALFBDWq1prSamz1KEU2pGPORpua26i2HNrRVIjGWbWMmqOOq8C0MSZOIfzBqUnF6Xr18R1wAQBYQHyhMwEWUGiPoIq2IJ3AtNzvwAAoNImqgViqBB959wpoUGXkkQvCJjJH2RJnqBGC7r65M/Rj4+tWqrwX2R8gyt2b95T9qo9znQyGIEOoryWayzQ1P56X5biQm8/z5ou/i2F6n992y7pDb4/TWYoj5zPdNMlHu/k69tQKTHOiej7ydpdNZcORFZTD+5P6yAX1/R3pi8EhsixbjybJKuk6OHdjeU25DJK1S3kU8HoU2yUy7de11zSnZnfKC8PLmM0+zpHotPk0wpQcS17aMKDF/LBT19oT7xcnWYhXKVZXYeJN73sVopF1ec76UEN8lO/YvOvkFjmW8FqVvLqVZ+G3GDfU8HgtromDNy+32qLR26iMpltxXvNbzWzcSWIzjF7FoWaXdOMl5djRqxX15dr2sIHq1ijxdhMv9u4UeLFW+YN6EkVFdgmvIu+bb3aWItfQYXBppi0FKbtsBZOHl/VBsYct18Iba3lzebAi0TjmcFt+sPLmr65RuEOJTVGp4cUbo2vesXaUxUTeEZACvdPjQpqnoofEMg0tr+X1jWiiM42jlp6YV6zEFr61+9wWk9kSuKXSUWBsz2qJzRxM1XrsWVwqy+lZdXeipgeSVUpyxQtdoaU6tFZaLjN56SmaXqfcFG7kwjXt0y9Kr/jL2OcXFcwG7ICXnEpxpZU5wEVsSXhyy2vDo6DK5KO4Y0l2rLQgoxd/1jW6598/Hh53wUGjfiFoPQI94AAOUsAC8K/9Vt3CDdDAAjCQBvXQHHZkw3t9GKD3+9FmMMJxR+tWxpQ2Wd+OtjajRagtl7zsGYpsD50SGuZv7qUV0j+M9S9ZfnznoRjXubgYjfUqQ0gmJE86c5l1o9pLHXstqmS25lZLl0vkLJEZCJtSpiiXvi/vHovsNP0I3Cuddu3tN1rnWO2ab86NSnGxJqmOzhndmy5yWfhgh925t2/um/zLE+dK/EquJwzZ4uTeDjLdDfd3QzPym4Ps5H5DV6b696+v5x+mnz7OzTb2yrsiH5pO3MEvKfhE9amkwe7KL4N+dF+9kgLogS+DNv/V57D7utlnwATUr6Tvw9dy2c9As7Dd213PomJyYz45ISPnPWsJ23YtzVKmFDwv3pGCqMxXBlBjjZQojinuUZhq2DJaIepb8Mpio4xGvPrcOAJaUjvR1RJSERyUCwPFKBwq+S4woQqP5IjrlhvvOM9gtLKKLGZR2ZxDY7LG2KQoC7uJIjNumZOoCdWM2nrD1aZRS6NcplsBYzVlntUSos3C9dyU6tTY8dJV3UoahfSaSc5vVSfvC5qjrNrK5dg2N2+MbYADCDBAD1bAIqDAZyAAAdWCFGpBXcrK0SLVDBAAoDDDUbbCONoLal+LZqqRAKcV+A5MMs3Rgv+5LKWfZs+8CBO93S231vbpRzB9vblDonW6qbz3Wi4mPQjFUxx7OBkWyR755viNZ5XVS+Cxuo+z6+frpbGg4lhSW9qg2tSkSGWuHX9hfloLOHF6Rd4VfokrvdWmxqU028cbs0akhSljW7jU0Nt7jKLXuinXlNHitjWlI9/3gq87a7DF4a26BB5oEaqaodhd1fV1OOhSvAnCpd0YOUY+DnL32/7GOzEadl7utM+KBMLYLbmEXrIc6bF5pQzfnEe/rU3A8pQVz8Be5eSzUSaSbrML2vpta4aWcD0bds4i0a0p24QrvC0liP6mg7nH+VgHyr6U52m5f3O4svJ2ULdSqoBv0lMw6SG5q2LU4IG6M/pmGu0fzHuXDqNh4TWKuDQoylW0MKWs40vl6Ujr6i9D9lbxdtx3XFxaAmgSttNv43wQh31fZWR25MmDhoejcyH3zuhQuVOdW4vencaEtmONaO/zAKmuKRvx4IKwspVq+iFDDAVur0WMm2bbcpl23VKyjFl08iUwDF1bFz6aLEQ7kjea5uXDqYsTuTvDmZCD3ERrpS6Vcw/9oHKIZFnd2q5Ds5GtP6yt4EQQgAQE0AH1lyoAVoCBJ5gIOOfXdMPTa94k7i37fYpK17k5DXvivOdFKcEquw/3/7TI796Q1BO0AmfABgTgHtihKgCgxA0BI/AC7AEAbwFC5qi/gX9UttOSi/b93alt5X6HY007qR+1aKMxg7oU9L1UzLbUOl5WGR8iP8e4Jxr+bx/sWRVWy5v/aWiXV/NAgocSbVlj1qvYKOWzz8mrrRoyNRfaKnjmwX+RkUSmGOtH2lyT8ZYDg1n+mP/ty8vqK1ngaQr8JLEQ850/wdmutXh12fHN632HJT0YWUNrwTd8M6jnA3gt2JN5b+Xa4h2Jguc35u2BY6H+xJfa+Dv67R5Z1pPq1xKu2+vfvbz8bX69cDctrqL8kFWhYjocjPA5COAR/PA1Y3sBPgELIIAFAPAn4D3wA5CBD1+P+wKMYK/A+evr9w7gB+SDuqasNRbarAXiyDkJ0RoTY688aW1F8JzkrFWlxEXhS+ZatUitb7SSrkI3ZmIrBPrklSqiMtVa24LiLUveRSZzkBHaat28ZAKVkpHSCOGQNMXUhCRiKpDOHM2XzBhPxDWxLBQVyQWfi+I+eM60rzNJTfAVFbEWirpQMIkpS4nYgMQYL9yeu0RScsNGX2cGXYprvLCqEttY0LELlA+tZik4cdYo1U/z9XNQR/XsAwEOOAA3IKAptAYI0D0wiFECGhUQEYpXbICsjXFMAIPomvcQPZoUwgCb4b2xkLojdgR9RPBtCyiIqhhJ/S6ACaHTUxJ3R/H/XrqqyyjTzZnIILfbzpEp7brKKhs4OZMG1lYhalru1ORjiU2Nd6KP87u9vhWmnWg6v97WDVyUmWWS7RNPTe/wuV6mqF07u7BrQi8pgpUn8dF2vU2fch3uMnttj2M1MW48ts1dwlV/J+dKshOulrwksmpKsdzt1yhPWobSbaG0jSXHKrOrz/ckJraO47q9uhYbZ9uyrW+Di9c5HA7LVeet2/VjMp1OENfCJbut1a1PdsqUnWiyLVcMBYUplYJjjSVBI/I+2/F6gS7r8mMJn1XY9WKWZWBz9RFhyio2//FNwXmO5dZqCnPBr/TgZydLT8JtpoitUt+E6sexOs0KXxzLuN3Ir22NvZtuZzLXZeFmFH5n/bXkVhfH9SJftt0Y1QJOUU2brVbWOS8dO/Zhnr3RzxRvUT2LbXbCdDZP8aD7PG2goZf1fguqyUNZHzrLLpEMicrTfvSKLY3He1Ko1167KXjBRVxHRXLfxs+z08NhybY7HdZFMaEs4lpsx4Xbzlznl01KQaWZXBXJ8Zr3B6lc0onJVH+lJFVwllfO+OdFdN183YJWl1uR9XYJYo2EUrEBj8AX0u0NiOr0BTPDqWQEjjxQDFXy3bF0qZ1f5xyLW8unNAw8eLKF+MimaZB/8+32q3/93bdGfvNt1c2zMhK+dIwr6EfAAQq1Lx4AgR+Be+A30FeYI+gNzMr6ENtc+Fik3+pORJ947AYd/EdkubPJhdE577fKMtW48n7XultfTOle12RyRzbrY3dssmquvxk+PiLtJKBlCY9cbTnfSbRSHhDIla6rj0SVVU2UVTqkZkA6ptIXYTojrAMktVusihrtADYGXDHjPJsZGKUvBaonyoKzy/k5cdrmctFbB0ruZ1SV6q0k+S4Pt2T+hZZHQ0cz3mMTTD22ulenO0E7FZj89dGK0fzF3fD+4e7xf3MnVtZu6T9cX19j6WrbgjUpLxXkGgNLKAK4BzywB07AF2ilAa5AAp6Ab74mRI9fP+7+gHYAHGC+7pCHX+NOk7F683w33q2r6cZCjDgfJRXfUk/hfA77kSfZg1tOVdh2r6uH7Ll0ghnTSqmgwEnGzI6GraV1fRV15LwkUCYYQkibYHHdGOesACwlyqnUqGldIxQPIQtWaotqq0ZiWJ3UDJFpyygVVkTqWYkExegWGDUXFsnb0kpbUuOwjkqvFp+l5IvVjVjm7U2sQaBsMUj0UcoImSLFSjyyTTMdsMEBrNUo28Bf0/bRPcO9Pk0hUQIBWL+u1sMvotR0AXzeVnCLUaExhAX5C/x2Dwkwg9wAhj6xLHL+Yss4u1mG5FLrQQ3gkD1My8nnMMfryMRKt07U+PrKDNjQ8d2g+vuZSXk1eNHxeUq0WxUny1mNQoakiuhb/0n2SohOrk+LNUcqfpDC1z0hmPu+rgWycmvoJs0bxWti76FYzEGWUT2/urMpXnEmZVe27YM/nLT/45b3wRvDO7kjyqu2DDS5U0i+MlaVinG9ulGzGP2+TfO2GGv0nK/Zh5Y3ZuydTpWUGWnp+a/3VrMtiqM5rYGakerzCxfevL7ED1dTLjk0z3J78rqvot+LfpCoha9yp3myHeVGyvAiM9z1x9Nh1mq5r94zMpKNDxDPRR1ZkGT7X4mu7zTnfNz7qhaemhTPJCmLbKdJliPfvKxirWGQuq59niaKw7YXB1s3jDu+dgkqr1J2fak7ltLCetLquJdVlzVd4xgs0soXbjqOVZ/adMlZDi1Kd/l19/Do1nv1YJi9T3oXBH/1mvR1fqm9TowK8mssr6xlk7YlsZ2Il5IgupfzEJQVAbNqhveXq7Q9l6sXg7c8ej4/9iptrw9DaVBcZspIZiQuXKNjd7fFej/YHKm0TcNxqYbqUo5CLjKx3v5UCxM8gfOU86nn0Rk71jwNA497JuPfe1mhAAa8AF9u5Qlg8VyAOwAVBi1VFMZMLrfns8+zf6o5ts8/pSrC69T4y7zp8PJS8p+/2Hdv//I//2fjf/Gf/+bP7PCwB0cl4Cuy7C3QQSvIDbAkM0r7xa4hjgChy2iK1aQY+PIkUsPq2GiFzEt8ynp3Euk2HwvWykZDr25lih85f6WiI7zlbwXVxE2N/OXz06d7W7apfbofzG3h3PJYx1tRR2HniKNiFxAqP6/St83owlkykmaELHKtTCr5/K80i2EXcwPrqtTW0ARoZmOu0lv9kvvzVFtrL2trrSGpbpQd8qi6+1J9qUzvqe6Powabn/nnQttmCmIVZcusAPzuYHRdD6KXvCPcVOulWDp5bIr/bfv+dBy5+M3h6Jf8w22+uOc1y52QBFgo+nruPwANUMAJcF8e3hfHC1Dwi9/5y1DoC9B4Ab74AwyQgTf/8tDrIYZ+p1pYSzewuNQoRVMy0k4ysbi0s5DrRnoBWuO1JkwhGZWnIgbaKBaFlJshSMFl5Fxrv6VSelcrqku8JRdWYfnstRCxFOKNMfSeyZi1z1aT2KAMsRgZU4uulFjddXYrsCpnVrtByCxrUVrI2MR+0HGVx/3C+R4ZA99ycz2Lsycpaok9r1tJA+qVkQ05WmKhMYtV5KoV9SItSF1Vl6KGESXwIrOr67pS20p+Bk9mje5LFHpApwAFjKARYMArUFE4SkK+oRxYp4EHoQw4sbqD5BBRoZeBt1Rks9AqOs7YhlhIfkI+kmCoheeVl1FJ0x+C3h/40JgU9yZ0EnkF2zLfRoma65EjHYeTjcKQ+bSZsXcvrCuYaq5puoQsFti7MaQNgZ277cjrdS9KrXSQMiuay2fV7B/KVF3Z+LZIJiO7FiWYTENz0tbq6wimYvIs7xnEEuv6HF9ahrit4hhv7Fxk3BN7rovk9Dl9Ytzker0Vuu/k8zbflSNjbE/9UNuLZ3fUC4/vmb7WAiYfumuV8mQYSXl3qlnftK2Vb1MvTAuSsV+LFrksyTR/QxaxX1KmPS+yS+VJlIauGPv4/LEwJidxR8bwA2+Surfy5UwjtuH4sdOFYlnklA+0qXIYkIzSrIm57QTrI+8Am3cISZ/YMvlDcm1Wbn6V9uCvszqGRVfOWutczgWGag1+KbMl2h4HvSt+H5N8qYblFoe+rMTUavsVjW3j77NbeRe3bCOCFMlIZXPktedgW1IiHzhZu38vU91Ou74WV/ph95DXkK1rW1w6MUAsyOLA61lXzfhMsXHBd96rpM3LpLhsqTgySbEksKmS16h6zlb/MWHNTU5SqILXJHmq8w1c1umVOcFsbJHJgzY5sMPosASxD7T13qXXpZT8i9w0ABK4fN0pOuBn4Ar8BCRgpZh9jiLw51A6wqjf3UV7beqHlRkpgzy0Up7Z9fOfzlt8+KvfHf71//Yv9N3GWcxf5kssol6BjGCQGhBq+VIKA5ARgdywKiUGa068agx3qSukTJ0mF5mOgwGmqOfbp0q88luWByOF7ELBPhZn5U76aERWfs4+7y4H/fpZ3Q7nqf1hft/V5PIbGSzSbJWkemZtJ6vg9GADcw1BZPDLisZYrEp1oszt/v++JldnQj9g9Z7PjnZAXD72viVTdVfSWddbyVdzuXI1H26vYbeCPQdoJkgQLfWpTT89i8jp7I8mbi9ziusNcf+Uu06wq09G16eyobVRmCZ0hyPjWTFtuB75qIYll34v3tkTgM/RfdqWBRUoEfTFxPYN8A0A4FvgV8BvQH/Jxb8m/p9Y+09U/5vu4X+3P/yvD4f/w8P+vxge/svjw//e7v8S5p8K/cDo15ZbOnnWVPPTooWKbQGzRUQX4qWjyOLKeV1eCxkmnKhwxZmAqqxgM6xsOYxZztmxQo6XDPfS8cyCytwnX4knO0qXqqS+Ftn1W65FWYYKiNRTZjUo42MpnGeXk1IFsWss77pagj90PCRN9iBIMZaFLg1kuS9r2e9bDkIjSEEVUpQvzi+RS+N2bcUquZQkWVs4a47FTnsfekcpxugK7Y1amx95cDclTIqlo5zF9fzh543qcvXTgky/wPU2DtoBDaIAFewEihhuQITjYLHxzNglR4bS4cRYzMjvaD+3cEXT2XoUWfGFPipyGsBalSfRd5W6pgvoyDEw9zMlYYt14jDoEoVELybmM2keb+QOlV+2uLst0VBo072VMfMT3dk789BrvkScI4SqKb/ZupiDJrt5rokRa52k7/vO92pPluY6mLYEwxQ3RxN92CX3rMTxMum3XZsEe5v8udpL2TT2y+DaoaV13jH+kOla4zdcrRE7dgquatiBxHr1D3xsepP3KjB/Tdxod6NQevF523o22hrOcV/nfEjdVHxL0Gwf08zZzs++ya7sx1nlnkysnwQ7MaoaO27zy0ICOzqc+eZvdZt/prGUdbHqqrZJtawtL6E9Hiht9vpDap+jOjTdevfEaq0f3LYn6Yvu7ApNcXJtS5tZjGLuU36jzao6xZISbWb+zeGeLXjTTGCdaAfRVGtBlftN0r0SpK/Krjcs3cgPwok6jirnNnRynKZeMsh4FDhIxnnThvhcOhNj1JjDZg+sRceNixp1ChhIBIlx4JILf96kMlEmfbejYWXCtKlttZ5SbOUH91xcDNtSEGQJndUVnOReZuZK9SvNIEOvqaSLF2xrRTO7rkXcelk9M6avPCXWuy4kp3HP/QrGZfDbwFRfbyybEF/5S9g6QAEbMAAfgAQMAP+l1/JFMI4CvKQ257w6sN0+fl7bZbs8yz+kCBYuIqkl35wzH1j+8Zz87xud7/76t0GrPZcNICBBSMAwrECD7cAAZgEL/ghzL3RG+ad6fBA2c134LsU68ExVKXkgDpZtraT4zvfHsYIT7UqqbCxotcVzE9nHLbIY0uh5v+uElasOJjlqEiEUD0N8KrYlJpeb4GVXSgAVkWOs2havdeXYGeYCupgvGUxxV+QqsWftZUq9YlcFIYHDZ/M5394Z8fqJ5DDlRZstyefKh3nsgR+U7mR5CvfFnufW2aSFqvN8X/rtx/Kd5utF2rZwg94JRPq0+bekr6955CHvyaXaF9r2xUTWwOydehekQmE9/1V5kJ1wc3u4o8k1bVjMfOQpjX3ZFq0MVU+MyO5ycEybuK7Cqn5rQYtRl/pU7t7XpykTs++j5TkeBF8o7KzOPMgilbAs6GoryrsI6lpeiZnWZKnGliIVqaq5KWPUm/ACw96UnCGD9cM2OunZkutRGeejGJoJQx42EXa53UzgTXmwWm6k97WmWKQQDrMqWs113SnNUSR1G5Iu5Fhr89yUsd5HqbbmuKdMzaDk3GLLZhj9bbX9Ltdsm3BILbZqFM8la4PijVAzGiviUhujorRK3iuSdYzCU5YUZ1epIrSs+pyD6cPkqjr/wLhogsltW99ArMhfluc71CegQ+yAC+BRR6w94AENynCskUV7Rd3l517rOdDslwG7zEKksC96Qfknnbz6gKYab28Yv0rYXHKqrLclhXLcPYYax07wJGY6DZjCFil2eTeXSe6GdA1dVxMU7nRfKFCwKuX4Sruh/IMPQ7G5lM8eo/zM4xsBzH7YMcUyJlRZ87bsHrrknbK4ztWuPmniczTUXBDDSO7OtNuVW16WdrT1lvg+M5dcp6rfuDpSu2kZF3cRi1Va5C02NfAMOYbaDZVdmbLrGroh+7MxfVlvg97nA/z21Npe0idpjz979qA0G7Ct10f9sG7T+FbldMNL5sRv3dS88biKqIuM86BPfLnmQGXPhyCN6eR1JkPLdmPipoWq/nnSWmysHSiVvuHKy0tlu3o34tmL/XO5vJkORzo/k33nVE/OxIfcn4ekDSufvd0tLItq2MhY3bbheHy6XQfBsohWdEmOOb12Vd6uxfRvyvZ8r+iW1qG3ROct8P24Xuax35clkBFK2HRZ2rhL16kcJLsKaeqITgPCiL75ZW8Pt5b6lIrqiG0p1pdQdedX3j3u3NnXvfRLPkoRudyFyT2+e+Nu+4P602sdmofpai3cML8kdZRl63sZOVQv+YuM4qLbOOWL6Ho/MaFBk85q4kp7ilarsj0VdqRrrRxsyqnjknStt3x9Ls0DHcCABTgABrgABXgLXAEBMKD8Qr1Ng5Evt2UYxhrqtG22Z5csu+ZzwN3DEIuX5/Tytx/045+/Ge/7h5H/aD2LqYEjRYA33AEBLgAZZWQSaK1pz8W7Sp5013O25jfFXyktyrzjOOe0M2bh6b2LUev+6sTQr7r0E63F7x7GNKWOQaSKgfqNbzb3vgURd8RKM6lVZfYXNx165UJqnDHVv+R8hKy+NoA6ufiOe+9TKz4dBjW1Zgu5sOWhyagvpQzUaKlCV5oB+lh+7QW7dL8+tXFW3zRzZ8T7sd61w3f1eLrXx5P+NdluR9/9E/Mo07s78XD3Tr8Xvz5yYu14kqMZjVRWsuGe/fX7vT3xb++6/l1/6PhJKvk2/fpB3nP13cOodvU372R/p+7/jB7/enhz1H/115381f1vv+t398Pp29q/29k+HTu9sNQNI6ujZ1uzkviqGV9dvkjul5VN2TfuGCsZPrXe6sKVkzE+7NWvB95Om3xsJSTOPNlcEop4hrdFJsruujUBFmGSXUvmN8yCj1K23ApTNg6rYOSHJoeDQOQNzSXfksh67dY8sUZJV5YklSqMpiJC08LlZKQmm9sRBqxVsCC9LGLVinsyVuaSGScVV31tqfjqGZRQUksrY0vqtHcmIVMUMUVRJBfeaak1j7ZJJWufIBWNLTeYEL0spclcsmSCce+wN0w3Y5VAtaliqbGdvTuDpiynVClGqwIwgHo6OkB+saSSEmAjKEK28XSC6VEzikcD6ATOmc2Jj7IA9ISlNBaEGhXtLL0u7jnnoohxfCg5U3yG+ra3cesmz8Lr68zcjoWgORPCCcmY1P1+Cq172PdT6XghU1Qpe7TlBrNu/sesnDynKL6VKrRkhZWco347h8nnwkmG5qkn2zszat1/2pxgKm2+sVI5z3XTjW8Xl9gi8mYJfRipOab66ZlpzsqS21iShxoKW1l5vVKflYudXvVlEZSb98xtW1fLtXgGf010mwrfs9eN62EfbWCbXkWeyxOTim8x8Vjr7La5s9G5mSlro7vmgxCp7kut6A3cKOkuRGN77nwbXJFjy42HOF1K2su8iW6nqx8TpMgHmqoeKz5I9fQxPM019BLP/pN3O7DNtrHVy8e8+87crtxfnfJ0C45TXtZBPqiyGtQ9Z7u2wKfd+bzs5OBllsZOc5nbNPaqCTbufMkX6vMaw2iNZPnJS8nb62K7obGgpRBaJ9T25phzrPtxQUOvFiEZEzFTSrpJWfy2mpHfohKUS5Ujyf3uFAP1Zvt8cSNzL1lTLdVGN73WofklH/nrGaTjDBFC2pDTxWHkzbejotaQe5k6CCbTQUTPsLNzFCaxpRZxZU0yZAKvmDwfKhY2tiST6GXlLLMfHG1/mo4VAMTXg94BG3AAxNck6BeO2wUQ4Bookvlct3l62qa2PNNL2spyvnHOxebRT9X/Y9g+fuCXP9UT++2f/05YLhgaQwEeIF6BAp6hDcQAHMC6hp2I+xoD6hvV3+bKVfp8kL3t941dQPcygupbj5sgVVvqO69114ai2dgxcZ0PLcoUimDWt2tX1Hf2YtKedUuySQXqqPjlIPjrrd6jeil8ysxq1KogJUdXmmdbGrvCZdeRM5Y4z6I5Ja2jhKYYNtB8bEJYOgNvf91335u3f8VEd3r8ldDftMff4eFxOP6OmVO0B72/R7pX9KC11/jmIe+rEPFk5LIz/Z/xKtAdGHtj/Fioo0jJjtX3aZCMvBJ7YaX1kb17mz2L+3u7mNafmuykVIR7ebbSVP/CBPGWi4gy1FvdqB6Uui2JeLBVbi3ErGH4406b4OkkmpSGBbfBHOw6qq3kzKgQDf8MWxmVzo1cYbKJTjJoUaNSj1XMLIHpurfeDEKGC7GhdF7wnUjXc4jkeGuXNkmklLMlN2XFwaEeG2opeS3RquLzjOqzDKzkiHnLTTO/ca1KCLRxrlJmsWahWgQXWW9Jdi361uUKcAFR95Vy23oRfIkUkZCSjGEWoTSD7JTqOQ9gSqM0KmKVLTvuDauleUMqbcTgNcWZgVXyVXcdi4xXzTKGVKtBqZsWr96/Tq3UsIal1uZch6Gimno5Ah3wEWg1OlSPymSL83lCTmaQaCewgNxQcvO5hZAi5+0AZONtKFRlcNGjvmesuVgLKiFnHGW9FS5FbFSalU6rl1uM67bdbm65MCwsxYdjboGh02c2VDdOZfOfz71yIXdtsKnf7W48Oc6MoTUEcgryYxtqEvWyrZa1ur22aHG7uvSNQeCuHbreVL7HQajbLbBHUa88hsApld3cVa03d/wtq92ojUFmhVWA+xh5L+dZdCTXmZLhhalp9buTXkPlwtZKFkLZvmDejXIG8wvpIOigx4NVKo3rmI/SMHYYOeipMyapQmevv8tOjxlLNXXxlA+1FHSgkJtSOR6HecZWeS6ifUjXTJLFZWGF++C3zlqhts+O9sxTVOoheJ73f7bzU0k3YWSNV7N/3PEb3XMRmd7mKvq2ZPH4TZmL6N/cofdNLzEWZmZ7oFUVI2R1snt81JfuEofjrlvboNU+z9CHMW3hsua30qc07YY1Rk87p2mJ3kkV1+2uoV3XQdjm/L4xS4mDs55Nt9VJO1/nlevXtLpU1lCuy3JRPeJqh64tFT1xLnhwuVQRz69MsDM0cil5YEx0rQhN48CTHZV9XbckVHqd4hRYa35JYBpxVUakWO8YkWIlR2ZEvMac6/RUwH1xlErFWutVhO9Kij/EFPHwNUz4JSgovoIml6+4yRUwwITyDJyv6y3MxbnwOidXq7pOpfHN/9x4/Xn+4edp/mHa/p8//uHv/vuw/SD/5pt/ogfJ0AMceEK+BwOqQlBgCsgtWrDU9FNKb/f8uXmTartmE0SIKXhGlKcijhCB2skw77TibUy50HrkIs/JKP6aFLO8FxSSf1fE+g+hl2KiJOzUceFdZrxtOZ0ofwDb+SKUfs8SlyLSLFq9GPGmkXfuaNMkDjluWlEMvi9l7vggSi2VeS6yiRL0CPg3Qs3wuWPvciWFexZu8mwLgsg7I0bRklaPjN1SfpsT31pW6tTm2IbcVi+NZUVX8DTIsSheFlyyUFzNJfB3XhLcfRzGdt2Utdu6bGof87leW1WxpbnsZU219O8aW1wRUqKLyJ3mJZPVVKhtxLpWJc+9rSFltxMiC00IAxjRpksP8kPmKlhT/f5g+M1DGx6kraRvpZbcsJfxJrRuNudUSw6e1qp2Mvq8sLb6RfSGuUWtKWlrfWHgdbqkUYUp5ew2zhmrXqSUM1luYzEUk2+ac85zmooxPN0i07m5mIkzKLtuqVcx5MbZGhO0XLgojDagbTUepFjnNHBEZMmEqayK1plhLapXOlQYWgtIMK+MKrXayrbKBJpvTlDjxiTZdcQ85Z1eEgy1VGtoOXTUgict+Ocf18ZDy3iOiYAZbcLiQRPwBaphgBUoQA+U1GYgIyc/L0BEk4wysKDdWolEseSKhtIikqO1AQIsNMa4qCWsAo1A4GtaU4lNa7mWnWtCl05YMkJYublBFuHM6FhslVF2KFGynSj6DFYpypzW6y3c1sX6fC0QTMpxvTp+rHxl26mTPqcgu75NL9b0NL/ySiXXvKKm/z9Rf/JjW5Zm+WFfs9vT3Hute++5e3hEZlaVqggKAjjQRPon9ScI0EQDDjQkoBEHAgkNSKpAJKoyKyMyPNz9dWZ2m9Psfn8avGfk8No1OyM7u1nfWr/Vly9F0RHD510+6Fz0+da6tlkNw8kvS1I9bDq1KE4X0dUbV/P2YWy3Jbpj9xpS6XePT19e4HDwSTXdiWzDsXvR2faDJqaF51xMR9gPsa/b50PMy9YztP5seoyzs9nOE/m9rhP4Cnf3uoCVtZxhynsP27XdOENcwCy2exqn26WphPkovk99MPkquDta9+2V5WDLpvq11S0djo/sUnhprSzrsj7vaXEbk+g9y26HHc/rCVWvUaIa0u+H/T6x/CR1Ntaa0DZ+3X/73B6Dys/rJRnq7VLN/QRBqXEcQN+uI9Op3Jw+/HBbbGdPwKWyb+cd0w8+rMvN2xfYz2qQY2mrzA+H49IO936A8wjO2IIV7Dj4ntPB3sprVGWFute0zQqR+908sJjZT55nf+c9clcjNcVdkYTaxukAnMC7SJKXoE6+g2xqUKnQYFZtfMr1aEEyCUpFNfSEUjuVnurgWIP7ssXn/LoKIEAGmAHkTf0PAAJQAApAB5hgLAARgAG2DhEgUCfl/qGV6034S7mWOP3r75eY07L3v4Ww7+v/+69//ry8/zc/HH/6B7YwyfdesB0kg2LgCuWb9Ujz2JU8EN3OMrT20uP9pO+kHR9GqBgSzx2+Jm3JLa/9YEqtvCBaGT6vYdbma4bBrGxVrX12w6X0OxKVmzcywtSMnMiQIq8m0nSvJZfqerysuvnm+P5W8lOQTfQ7pp3Q8SKG91YUm9DrnF2TKVJutuoaOTF5AKulP1FStx7iNgMu3KY8GZ0GsvfYD42OrdeBH4zqRg+6ISUHQ8flVC26DMKDGSL0d6L+KvkJHiZJseOk4DLUKfvVr1dlVU+75WGAZyu6+rXtQ5/nvm1taDr/VsAzX4OG1Z6GPgQjnSrYAV1GRDLi972IKjoKYt04Hgxq7NjLpHDc4GkeVdXjSSg57RIr1/oM4R6KNLRrdIobkU665ls59PPBhlY120gwNrW1hK7v1ppayduxVe2moYk2WLrGLFWAEnswOqOa3EFgYIuQBR3dmVw73rkhRx5cwUIawWveqx5cq3lwFmsxUKHkprkb4FRgGnyo3auOwN2C07jVy6BzSWVULRevTYZuSu3KYm7RU2s5Wzd06NCTxtZJHZS+ReUVNCBSPFOvwEpx+OsN/xrktS4l/U3SDYAAfhgHgT4AOMD+ZqgdAAPAvXEKQIH7Vnm6QK/SPWAHeADQRp/0cUIaZZqIhDQTCcgX6NBrAXvMUHMMFS1yqVVn6Nq+rlcWKV+eIUEtrl1viyP3acHmY6ThBSJo9RyL5fHLVq61JNCfpB7ZflJmEA+l5MSM6fdU7oure1x6y3X52vyhpJGMJodOLc1e1b7bdy2HLGqEumUcfF1hE4BzvKmCfY63Xkbbv7YdTm5Vm1TwQ/2Uj77V/xyupC3Wcl2PU7t+DeMU+ZATptD6KoUJNwFriX9PdsF2GGT3g777VDY1kJTt8U/e/jBRLdPdci1tHtSZ44lbZAeLmSutX9pIPiR62LDwAAGtzm6+Pp1yr2Wo7J7g/r3SOovexQOtm6Ska0dtll4fnKKnMZox3nlpszOTRJZ/uvr397UE0UDr52OGxuXht6X9VPh2PMuSS+Fz/Oya2Y/0h8HTtMfTXgK+0ra+bsuWtiW2z2RQxqVwR7nm/VdrP5m9ynHCBJf553nVr7c7/3CsL64cD+saroatbJFuRkuLr3iKXuTmZfbQ4vXA43JTzWinjmxPmlQlnOyhW3Pnckifmyqyr83eJMYtXT2lGLDLXhaImqHq1uHdUW8ZNGmsjXXRWZey+z5c0sWbPjQykLhRKEUVrjjdKvfMzLb80kL/HhL6FUD/7/Qw2N5C7wBwg00A7t+IkwIQe1tr/CL6EnKcUivt0o+362tYyi3Xz78sv/3Tp0//w//r0+W3+/vjnO3r28MDQIeioAFAA0gAQfo5NWRVgf+64dEeXtFud2bddjo1X/vvjXy/7TncPQ0vG9aedW57Tse7IQ50x93jUQ9luDcl5qPVHdWoRSIarW20jPlQkHR7NAMUmE/UKrKv7oIprh/ux6959bb1FHuRAWe979bokpYnhUvbc15cHzRxILCq0QZA2uCRvH2SyczvHR2UeufTPdg/mHgcTZvynYAkc3Itl9Gr4Sc7rKT+wfuiiGEkbSJsH0a6Nvw3HUCXovtYOTLcKb66rqo7lErNirSawbdOrpFhRd0531UaqlKwezvc6fJcATN98u2gBuiwcJ+SIsNqMVlvK81cygWGbqSbNGcXbV93c8Dbl12/Y9fV4T6mrTaFHtcqF4MJOjEV6ihd/EXdQlF2Dttw0tjKAblB0Wur7FpP0bcY0mpUJkqNQJMxElw/EDZGkdB0qzU+a9tcq8jAwikro1XORR9UjB5UbrUXYYaeq9O+5myIESkCdpTOuqDBSsUoap2cMrhqgDb6QxEmAKlgXa8rF1yp1RZujLjn6kbVUmJDApx7IKLXBA1N3jIXDzFm2GCv+1Lgl9tvr1kLta/1W09FA1CkFLAAJJAGYGFqACsIA6S8PgA8cW0ABPD4DawEogE7YI21lqWiQK2xE0lKJEWpEwAINUi7CIgm4SvlhnCGZV+eB/VOFSB/2Au4ZXWHw7BGRV7dtowlvodRl/A4UVy5p1FyIduOdQqaYo2CUZzpfAWlUpWu1t8k7S2C3CvZR2//Zds/1Lykbe37CPfn+Bn03RqMdVvq+bbQD4N65U9Pyh719tDMA4+lHX6YqV+ulEfJ8rmUR7dJxTvGWtGM2rT9Co8jPzfX0eI0jNY4L4H0oWAYqjxMtS+43uy+xDH9vWiAZoZjIc06j2jOTd+DhXN+MqVfVye7ykuNm4HWruujL2tYJ1VV6M2oVoe0vkdwKR56bOs/33igWg+nC5l5TCnKzGmAsbWXUOR2e5g3DWo2cdu+nhLCdOg5V6B6CzXhV+Fhax8xm5ArtPdOyNRY5IlUXVcHWES9HzG1cY3N/ulRgu+acT9ApK6POmIbjgCHchm/+Covz9WdT/vHnc7ov8r5Et/1KWd0NFD5uLcE+bbl5uaU9FLzEaBKV1bf+j6Nu2JKyFxTYhmMCXKpW//tDMyGYt/5jrch+8NhsC+bUpzb3jLnY10Kbp7Tl2Vhwry3gkVlE0rVKFHDAYdL5NpUK6ZLHdUIUCadtfDp0P3X8Nd0E/qu/Jg3uX8AeA9gAfzbT76x4b4CGAAAmAEsQAH4LImg5b1cS4p0+9zwFvJrj63u+Hv59P/8l3/8b/8fcblsNWmAd8AO4AHAgirf2sEADuBVL+816EYyqKORceh+JPiaDLtSrJ3Gn46O50kP5su1nUawyvbRDCzJ+GEeOnuS7J5JZ9sHXKWhcCjaS223RbNoQxG96vC8r1pT34t1egYboDik5bXcKb9vgtNoBJOOZO/CNT1o99rVe8MnZD2gYhp4SGIIAOh91w8jnxK/G5pE85Mv02H88R6MslD4B0PTMD5NjfLwblpJMfV6GCrsw8j1Kfc/pXTH9ygas7CC0GGIh7sJNHbbKpZR8S42NAjzKE1LhZpC4bCuWM77i905yXbCRkXE1B+nqfX2k5653QCLSf2moGF4Vjednt7ps0JlhAtyDukz1DXUyfS1+yMvTtyol1VbyzanpIaRhqhwsh1aRGw1vKb+29Ra6XUe+Bwbuyv3LAZm7yOOTFgkEWrumHsbhUoL2N21XRUZqbGpAAhKn7jkJNmApNTI7SWuqFlyMTYqAc1kIVexjKFHhbbkygKDbpOQ08AxpdQ6EUdINQVSRYHtRRT1LoJKSZdmMgjXlo06CdBoxpoUEakurbHAtHdhjACEjSSGZG2tQ9AZy3q7wckxY/2Urw1gAvAA23KboQlAALgBGFg1QAdooCIbAreC6gAaTAVjAToAgSwgXg87UCa1QixQS2oJRKQ/6LGBnAAVZIfGYDx0OlRm1IDTLf52gza1DQ52V17pKhVWsyln9Lo3HlI1o1qgGsChvhuHv1yYua6pjt0uILEsStPXrf7g2tc4HfjY+2FpZ+vNS4JH1V97UtMwK9jjNhyczUtxe8+qaxLCl1h8GCEsL0rPQxjuaYsX7pvoVHJYWP9sF8vDgO7nB1VL62tk9qZcK7xLvcfuSr1+CsvO03k7K687XwcD40nywwvy3SX8oorVbTnnmtbwr/sylTnm8y87HPZ0NnSwnRRzo9OJ2d+987WfhmGKS2Yi7kFzvv/hpdypk7nuYfGjjU0Gl2GWT2s6ZZ8hn9be4gFDKcpum2jRG4qb7q6XhQ65/u3VH4of68PcDtZXlPsfpu2lTQ5ULMNa3Ye7Er3/8WF9rTov5xbf5at/h3JdZhd6Ba9rGscxp2K/8auoWnnI9isYh+NrnUZj49V3d1JbOe99MupS1A9Gc7VIhDbXbrWkT7dqYl5oGgQ3nr11mPKq3Ds8XFq27SQqTpOGUIozU1/PsumWlgSDTZh8hoQh3RKS9ls92Na5gvXGFAWODffA9ORaJJm5Yv6sMPhaonkhlFegadBLwvgSQugPGjLAI4AGsG+D32/GzW83gwTfY1zfMNEeYAX4BABv0IHfUm1Qe4IHUBvkT63aQl9r/fT55ev/97w+f3JgCsArdP7Or5Qd4O8BB0AN5QacKlajmTqO5jnU29qqI8eaNXWUa6Fdl6xsaqllbGR6w6QVPJ+ldazZo+6OdQujUjOxKBRDyUxlMnuEYA6d9rBU9LQ2idqoUpvSpPzGMAmlvbDHvBelmkt1h2CpbQgz4TlAGoypXckASMSNNEDrEx4VTY/2YO2PD4XqYY4JN3XUNA51LsOkt0cxd3Of2vgwRRD40FSe6pN1VmR3fEpLR3U3Q6S7n8pqsb4mfRywd/OAtZiDBfyDsbGQk8X1gcwifkp5G8e++VvVroHbD+spW4rP3dYtbDctTsAOpBLqPT9k22hJbVh19Vwkd+MVsx811HbQurCjg6q+K4tK2d2RjfB7zqNg2BmMrbdalIcLrrqOtl1rmWfluou1DYyhpQPFLDtwrVibRSP+mnlqupI6GL+Uhsy6OXRiOEVdXPc7WmtyhSej546yE/fGa/c9lr1bjZLiyAqgtNIRKgadldScBQ3r0jIG33zRoIzknrmnXEQRE0ClPjNiDUbZ3HegmnpNJNCxiTWtMTTbgu2DgkWXfEGYkg3MaqP+ItBu9RW+ft1uHTzApmADiAA3pTTACvAA9I2oemBVAFrLG9TaowbQQAz5PQwVVAK2yLeyOABf28m7e0BS+p2zT2ReTEMou4aJ3Kq2TJgrZhC9p6ZgGo5bCIyKPl9P72u+wJUKB1z3qqdj2p4Hjiu6ZHsWSc9t+dGnbKHOKR1r7XYDWs+jNbKn0drz1vJBuiVcExa1sOGkqex7BR/HPGVcTD72nN1EJSPnisjgp7tVB8zpgKv/v/5RYzEHIII6CggOhS7iLre9TiOqiZXNw4AjvEhrB387RzMbVVJ+QR1e16/FU8NbhXpVRxvg4Y715TOB4Zcr1aORqMIVrK2tHIc7uraAAW57Vj15qX+NeZzTGWF6cJV0Ovi84O0LHal8CqjNYzkXc7DQ7WtLjwN9UQ0GCq9Z7I3uuwlycO96X5zq5vPuHoey452x+FEx+kA6Lfuo9wIyTiK/97BtZchf/vaLVl/6/hXUngTuJl8Hn0LjZsrSWdcvxUz6Bs2DjdyYfJlU3sv5D8d5jeiGHrpyY42QwgVEm+fXdvB6R7K9I5nb627b52upQ+OvahzylwBie/76UioGV29n2FjUgtkYjEspVvm8X254ssNWjoPNe52y2TvqhMC633Kbh62yw95ChoYWcyvcP/R+joqFzpn69F4v+qJYx2Et+MA57MtdX/p/+f25QUzfW8AOb/Af9f2U890YOgLdAPAb4QogAkQAA7ABhO/CUXtN9Ze2niEI4gPwGYpqagB6/fVcvqzNmQk4gKzfN4AmAP8JZAC5gr835TifEEvaCQHfoR97uSOOIIO1O6KCsAtySD88TcnlQytk7bAGde9SbNao4kSVdtFcGqWJrOqhc8TNdCmjuNvWmuWZGhqNJBESKx1TUTDnegPJXpVUryHJpWfD4yZBeCjlWnft4m2JNwXY1lKTzYUcAH1ICFz1LXdo0Nw05eZ5OCjsipFxiNwH4/BI9ODLfZo/jKh1nlemKmjtvZh9nMbcpMBQYhlPoMYPqkrWwKqpYUiByESMI6gTn6quP+Foe2Km681ERCt81S3tasX17BrF5azofV6MUUuXwawy2UYd3JBTfWzM2M28j10sRWtogWeF1Qb6MJGbU7crj0/sV1Xux+EaFTmLtd0s6bp97u0Pdz6sfRypdlUwa+PCnq0a1n0a0RaeJ9d7pYjB4PnSq+R1WzZHeU8iLFg5t+gFi85O16pmLWewXWOwnQLWg2pZM0FP0pW7oKiGbDHHEj1QbNZYQ2LZGy0cuMxsegbPlJTWuhLr2JMmil15rzM0ZNc6kOoaWsZEknfVEDJUyHrDPmyDnzqd+zJCKUG3VfbfXLLncI3rt3lvhUeADGARGcgCdBADYDS7xgTVABSoB4EdYIB8BVhhf4/8qMBhI4AMNUGrga5AqaovCWvpY7Oex0k5c6J36oTaHEbjhkFrZzt8DfnUyyvr62i2V5D7bsGc99ZsTdRP+PACdGhsC+6pN1vbnt6P8+7mMSrVIWgYDodq2YLJ3I8j4E6tNp3hVm7jecmH7u5dNyI/qmqkmeLR7B/PwZem4jBDjRCuy7vjoXyufYDXWE5a9dxFCABK7V3D8Ed677xk0SYZKEsNfR2KzbzuOGrumXHuP6Ms06T78rf95mMGpUm1d0v2x2KxpKxKdeBbD8opeVRQ46VbrV1slQ/j8jl/MfBE/XpFd5RUqT1OdGth73Uut4uyY8c9tKd9/8clx3D8h5P68PDDH037JdunegsyRlWl3NqlqbncqpvWrcij47Pm4rB3uH2JDz5/Hibbpu3ljo/mTs+w2ieeUmHrT3fdemPtsmKNNu4kZ31Uaq13Q4zB9Tmb6tk1BzVWZZ3ZqxTa4l4rBCKt6pfjfWKJBc6v5y+Q45dU9rAPWsc64UZ5KtRKxaGQT4keTyhJMiph7I29U8utIQNiXbt1c1+yKPVbqKdB3QTqYKtTzH4wkT5FpSm+9oiY+7avIKeufskbYwrp7HyGbWkPPJJtCE+Tfz0np+nyl+3zP4enBk7gFeBbwAXf+kVmgAawASwAGXp8O+9f337n1zei5yOAARgBTiAdOgswNQO49O0CZRH4X86/TTF8giYAD6AZ4Bv7YQC4ATy5OorG7VrYa1uOiGAKusNrEcNQBH6Q7tn/GMU7dyE4sCtW67hltLbXu0aptLSloMXHQKrZmLeO3oaJXQRQqBfGrkphxaUya9Kt1J47zKVugxlOSXfsWQ6a1wPopUQL98p8IuWsW4IVJQegCzI1uSJSAFB5KLzr4ZEG0boWCPqAWuXiEZxSBx7JiSVmpKCc6yhNAZ6Ka1iM6nVjdRIiy2MbCxpflUNd+8E08Zx1XhLRCIlEc6Eg/c50a+ZmQEqd9cALklSI6gTtBXrdJ83vFO0ZTc5XxaXIpAGtLbne8oiLao1l2MwXGSbk3vaJaIm3ncwfGjRyE02cr3n3kGvcpmMOiTIkw7Dl3QBc02mcXcrKcQmVdqwF1VKS4ctzKBPX66rQ7qrTyv40ltRhPPqYx2FIvWehXpteYtEkZW/cUu4O2p6bFpSRYC/dgipKkVGlTQWaQVOErMW9JoXrLW2GE0ItsR+MvZWoBswNLBrEoUMmshXJe0mNrBo6bkoVbCRQDKpE4ImrDGAbiyrYNPfk6WjVZc8EW/7XC/fVxPFL380b+edbBKaVHoAngAIiAHspK6RvlZwIuAAgwK/flVP1KulVnYIaGYcdeGR7o6ShKSg/Uo3Qr/GaMEdkvbW191J26K6VQF4tSj2W/nU+rkvodWu3hTo6tuNS51zHUfa6zcB1zWHEI7Nl/nlW+6fb1Fov69ejIFDb6/BUugbrkiyFuwhY6/KjcWngO4I1m0ftb8W4KjzhWuuHv/+QFvOohnCSefTz4Be8Tf/u/vaX6/jPn164Gm+nClZpf29ww/wbrTFqlq65GfG7dXI9FQyxaxc7kJjXFmsb9pa1sXemSGrUpTf0/WPx6tAGdzza26m44uMg5aaqVbuKFGI9qUOo48+Dxvay0dqSewFiZZdtNTgcQH4FuisQJaIty0izsrqWz5l/f25bR/ah0HAnmVux7mHpUvdW4aUf7gZai/7xsSDrOqDy/PHCup1bvL7790HwIvK8yLVcykg9vmzsIW6VmAhtV0+dx1BlPLqQmx12v9xSfKZLWl5Xr0JGZSnMUQq0I1CvCMlvlbuQbXOSo/j2MPT3rNaeLeY+duxuULqxTHrrvGThVHrMQikXqG1HIe2MbQBI1NkbaqN+MPraukpFth0TG+59k+3AK0M92GqapZPBHRYpR/aeDsodcxRQkbSNg8mmnFM1s+tLtTX8L798OlfYAQzAyxtVzLyNauU7O/L7flAB/gBAACPABPAzwB8BAGABEIAEYAEEzA6ydWgAJ6An5ATw2tUL0APAALBjm74XWGmE4UnZa7Wj80D83sEHc3oZ+qAmE9KH2dgEKhdU1ErqrOoW3icsyNgQmf2hOuULNjmMu+V5MCkbBLyBmnWEAC2FIXXZAvBeWlY1ZwFuMTjVPALzGZWC9GkfU42BMGsFxazzoDWuk38UCWQPIzmcP5buu2CVAwDNAE3vhgfUm7dd2A7KgQZtwGiWEQ1uxUfLRTyp+5w31YdOjvZ3ehyH5vThH5jY9UftyG8frM+SUoV7W4jc1OZM7dhcwlHKoA48tck0FxHvszoZYxrdO1LVTo5uMN9xudMNKt01ru39ILbnY8OWkspy705m7q1WXUO/FpkhXYXP8TTANA7DzxbaHxA6dAmJW7chDZ2pljZh0dJ8X+kWK4YnWDaJo8BWtEcaVtKWB0mN7B3rsi/j0GkFtMOj1qGok51KLH6sPTpnhFomsrM9lkjK6VbI+tybIgeGpQN5Z2pPs+5USJsswoV2y45gcIqhDcpwLSoUNLrn2i2bsIAeIPeAtGCXDoUBwiqGc0nRKNXzBIiGAIAH07JU70WKJWQkjKnYHre1+5LrQhBXId6XNQtUgBXAA3yT/s1sDZQLwP4dkm7ucSCAPwJ6kIm+OeeQADrUexiGePEFHbQjsFHWdgN4MEAfpQ7GVYAZTE7lJcuYS9d8STeQllPALVxU179vWbWfaH7tkzTVSwxHLF1dviRLankWxDKc89YAS/31JTGvBT5qXOdLFAg09dtmptyrGDs5LaBUDOL2of+kOFfzrtyi3E58VoxGtbnrC9DdO4eqHdNYoG8oLqn88Wz/4Wcwbjz6bjD+m2N/6Nbvx6Eqz84Su350OvQJAWS2Kdk7XVvwd6Oy8uArGzOrA/GH0sm8k3JVSe8RPwRWF2SdxIyf5XzouirxdRA+xCkIqaBuYvqaW6FR7daNYfKk096eRnf8JKY/0vjj/5nxQR0EXkGu2yL8cA4XO/Qr2j/RYGf9dYxP6ljK/u+H6UU1UGj5+rr1qbzuTLOdLqUb+eHHSce7TvPrp4jDA9nxUR3NvUmOJ2Vqio9Dq5JWFe/q0lqde74GexiVu427eTp0F83pND/coj0aLvu82ONJue5FAVXYZvRMyg6vDw61CFR1oXY0ei/zALWVzEodwaTYh+73ZX2cCWLMbT1qX+VsZFm3fSBGFJuvgrjuuwJ/TulBcTN8YiudHLQ9HUuntmFnGmo1FnvZY9s3We+N1X1Gdq3x1KoSXSsb9FrK5R/3zzvotyX+HmAFWAAOb3adb2Mw+g7qgQHgBWACaAAa4CvAC8D57TVhgCvYFXIAyAA7yO/QzyIdoENFKN+2mS59+w4uKxb2UvV7bltcnWpLzKnsP24cqR1VLpfsB7Y8ajSHyYmiD+YIvR2QvFN32GShLQTSaHI7Kb6+tIMuLPAo1nRTgBxSTqiGcchOd2XYWWTXcd7I5ZLrCtg29KPJjJa5q9qo9p4jJGjbIpYnCL2J43gSVZjigL13agDOeHRt0AKox8MhHdFPA5qpWfBd58E7a7vxg2+VBraDUmOfaDqpqOp4arUw3WWokh7xMA/9zt39iZOix3cOphEe9Ww0nGS2doV1qm6RepxqvJLLMiiVSR5z3W7r9AH2vdw3tLvUyU7Zf9lwfJJq6qBUTT78EEav+KimkzUzq6FkS3CvSuqXHuSRhbMeYbviaLBrTXBVWjVRBSFU38OcIR6iDxW4Nxw0SqYQ2oGp1MJUBVMNWT1RHeBoSeqShToXENbaIBtvqI9VvMJYKLPl2tg4ll2BjmprsQq2XgSJeogoqlI2wE66K7ICcKu1m4zRihFPdgfyAAjJHwEzOCMKXKNqkhKoSre6oTJ9WxbgRDVVRq3XlEalpexStM6lETln7CZuGm2RQyzp8sXfLu183TrAt8KcDb5XpNZlr4AGgAAYUCC/yq4AAsgCtHc4AFygWQAFNkMC7ItsVfoOda3LAQRd88a9y663cgeArB2DQA+t37F/sncaPPXRkkAKH8MZU/5zeJ2nfNaxlnD0EJdqMK89eM50rzEPUy6C5WDU1bn5huURmxvF9tfU7/Pt+UinXW5HGE/abNR7Hhb8vKZ5+7p25MF3etcMiXLyAO+8iokiqwC59mRKAdfv3g/6y7MZbbd+sm6IYSpc8/FizdFIteyavRT8k130wwQCzsXXrmjIl6WZ/YK9tZ7uM+BrvkPc3dFnO86jw8OAB3ndxDF5Z4GLhu7ULaZedhygvRK70M40DNjmw6BMhz0sxA83GvSTktbc7W//aPgafothWqOYKcSPsxo+33LNeG22FGk3+zu8TtZ92bum6UkkFK2Mb9xfbDrv59T0y/bbecN0cxR5E9nSL9dJrmUzzn2lKzZTaXmBNh7eZ/g8nmzJn5VRboFP8CK3KX3OpmO+hni70+3yT+fYPk20bLLnLSctw3jKChn6Lu9zA531jXDyEmp7OuSlW2eqpHWpMlIqDD8c8RasNbbzIbx0w3MV45Bu1+jblQClraO2sa3vnD/H/GQEmXteqWuHwdFQWY+6X5sa55P0GbvmatZtdSaGXAdZQtOSmiZ5Pi/XG/32P30yHSpA+ZZrAfAA797s/+YtCfwf3r5N3+vwAL+7d6AAvANW323QsEH6VimzAUwAB4AVugFgwMs3SwVAJySAjNAACQC5fkli1cT9MDljzeGK1bZ6VU4JrGIE1rqta6k6lGcbNMKiGJUqDa13Dnxb+6h5CaQM3rpNrUuKSwsjtCUJDZ1ijli06NiiG/FLJYOBKyCCoJ9YRrECfUJToU5DrZ3ZylGbS69DGytIloYo96afxOtHRxkArNJ6Kt0Yr2NqA1vIlUdRZJrWpkORrmzdN/AzWhegRmd5a4PzOqaOh16mk5kaDZyPWT3wLvY00a1HazJOmgBcK6vmh0Hne3qYcDnL6b5ow01QL/Rq2ulB7UL+aIzmVoFS6dyeTpKenRZzgWI+7PBLrJcyj5iQnR5xNT+MjDjxgKNz0eCjbdLhp/ftGoKVwH2IezSS11pHvWRcJOc6irb6oFyn7BvvalStczOGs0LuSjfcAm61qJa7GrqoVDs12JZYFKZYV6dK7txrBVCVIklqvek+JzKaYibNgkxaqHHBxFX3pQERjRkyKMF+rBRMyVsuGnEHqWx60UVsS9REvEB36JClM7pe08RygMxZeysq1UmpmzQgK0PKxmmWEFqae0lBBCp/0l5ucwuve7gBPAJvbx3LDwAK8AQyArwH0wC/AXIHoAHgB+gMwKD+BG4HcKw0NBH52RoNcK99F2O0eqxwzvsZYqWu0T8N/VhpMjpzQuy3ukUqR6746K0brJsQzPvshYanMJqn+/Pnsr5s+8a4pKp3fO3iawLZfpPkGGKuDwpeC+2pVT07vpq7UygrWL2XP3+S7sCMetPaPlFKk/M95Da2XY9mTFFJ3co+P/ZAOLQJ70fmQ6vm5dKtd9vWx73kvmtnisjCcdT9EoozJJYV9o+fMOSbBt2LcW7gZK0lmrTRSrf46vdh0MnhbNuka9vWtlz3tLp7Hz+e0TDU0DBB0Idpursfy9LnH6gtFu7Ufhsfnv6k/B/qOQ1Kym9L+fiJklfX1/rxy+35Nl6qhX6cJsHTGFS2U1IZK+2mqMcBFN6/yyo8dLfUykPPpOr2sYa7gs+bf+GlTod/yctm5eOKDXOqQ0h7ltPyNdxPk1W/LaW5Gr+et6JOl7DD7Erdf5PbRLWpS7hvhXcYuKo9zXg6KouYGqAJ2I9dfYFwpNSgnoY6VAzU3nPZi3mc3GuA+5kkHq5ZHSkHnKyl26Vbvwy1HvDG/DlsZ6dalfo0wxoHMeDkrhRwdYyhHrjdalP9HDMPtPvWpT7fD7fXpdzzvl1fZrU/DmSVHBVcM51UuZRxECTWIZaBHg5J2pf4ba77TcbpAB2gfr/mcgAIABHgF4AI8AOAA/gvAPE71v+77n+Btnz/yACgwSqAO4BfAF4AHGAB+AHwJzAVwACELhPQILCCIOJrK0/czxxex+2z4uzKsfXYq7RYJkul1k7N0nvpYuTAHFkdu4hAd+xN2XzRpr1Qc6ZjLv6gRqtfWrZuuAF5rWrV5MgQd0wHaEniBw+fabCz28U5I7XmtYU7rUTBgx3XXc0Y3S57zI/WvuTtkZhQlKK9zwB7aZ0aANVeKjlvSqnGCLSKVjAgKdBzJ892PIRNs4dUK1lnjzqRGk4xGusPFNXBznkfDGs0ze6UjFE7MU82ZNePZAY8W0Yrm2Pj6vlq6b8SrCZw1gclJp4OKn41HpRYuwY0bmifOqG6bMaYLLYfkfZfg55INcxR+SxRLojtWnrNL1Apdjjcmcg4eb2ESVtbim/WDsbFbo6qVak2J0Pu6TRJ1Klm11UgmYzed7S6l4TSumOiBq37lDdjkLN4Y70v2KWhuVRwXlUYtC4CA2JyYgvzOJgiZFBqdZZza7VxcqRiz5PWe7Je15KbEk9kMtw0cSF38L3UYClr0woGpXoF0qpGNApbFyXCUHLT63CozWiPcZNilUIZFDALZwMeMTTS1Kq1nbaWevt4ud7yp2vdQSzAAk0BHAAY4Bmgg5TvvWClQf9WCRmhf4sHvwAEqM8QPdGm8rfE/JcEAYRbc5JSb2vpE+hhuptGawzFQrsxRCzapVTfG60NaMVyDUuMHfvaArt0OV8K7CFmO5m7D940OT49NjWW0vfMVrQ98Xpr1GpQdSCPBqv0mg3avW/j/tBS5eGxJq/lAt63/Ku+uhwuylkdB6vXsmndxxn9KYq/d7ZxVlKQqoUit5ZmHt7T2rp6d8zR1MbuJvutaqcv/7pXnXCJ6qHoLOt2AY06bXWo2862mzZZnA+Mc2critqEctEvVexpNMqUgf/uvz7JmI73rIODcW2w/fZyebyncxH74RAjJ93K669p+9dRCUsZhxN2n+3FHO5xgpM6BilcobR9+imCIvdw+Sl4EjCGVCujpvw8ECRUB1zA3d/T6zCeNiDFw4O8w0Nt+0RMW0zsMOLHLCEa3SEeLKzb73Z6OvSsI5yy11+uRfSXdcs0Xs2gjgzzDFiK26+BpJRz1iJru/RDb4pW+a3kw638vprJm3jFfPBH71eaTo5frzDMkHZl5uso/euya05x4eEO0nYvdtgCF/pRU9+yc7Z+XsvsUg81K4SUI8RBlVv1o1LLro4+ltoT4GQO23Z8f/Q1dN+1hLC8Fgcx9nYPbblE19caW6xZEsb1L/aj/K/LWhAawAKgAfitHeQeAKAdAUYAAxAB5E3l/+FNFPqWBvjW4/jDt6M9tAzwFdIIev3fbs8gBuAz9DMUAjCAfwAN0G8AM/6DiJzYvTbNK8JeXWkO61+dNb1XZikxSGqqDoK3OzoqBj3OIBuxsUlH6MXcdwb2w5py3rRlWvfL3tw0vix9WuvuE/HeetMkSPgsB7fpjyg/2PqcwmQapz0XHoN+2bPS8UvOiimB3WzxjnKrD75vug7A2upJQo+qR0fvAKplNbZmxDhrrUajTFN9QuV6E9SKhNE9WGaliQhbVrMzBbVMngofFcUWrfNUds5zcWTyDGSlhcYPWe0tzvB+mJUmbQyc02EM5uU+K1AHm5qR43De3fgEa49eIkvvJ/SWM+2jrtsgg+rYcf43Ayy43AGVfMntjnypWo0C0cda/ImL7fpA2y0qtyvshC+SEvTrybS9iGp4TQKqx5hpvg4OgmSF9SXsxwG3NVqdMW9Yg3FFWtaS9q105lvGVvTAfmC8s6oUT6rHbBVrkQFdVkCxRT1QYTW43pNnrWs2uZP3NqQ2O/P51hT3AHvuTZERMJZTFdCguyC2qkgVTNZhKHpAXZqQIsZGehrIrLE6TmvRg+Wtto4aWe8NobdlS7OH1lj32rviGPa/7eksly1+C/ECwAXgK4AAGYBv7v4/vF0LvtEgBOADQAD4EcABOzDUySbVvr8tiRwrop1moBK5Rooz7HlTS91uNf6xNwjtSfDOq1zqE+AlbGMUJWLbMDUTLuEPwOexDmHRSSYldAKp4bhB1uTuMNpSFTutb0NzTa+2F8W5MUIp2a9y46/IFagNmJLSZdtRueCd2enWa4tYXaRVcXtZYT+XtqnztkHp/5r2a6FPxX4wNcX8lcodyJe96NqhxljzQ9/3nnRYX1oT27qGRhNLbWwGCYj+iS6+1VyHcEVsbV8BNvFNTgFwlGtOA857+P1z8jzmm2rHw7jpiuP9/Yf1ht4Zu5+nB+1Ku92uveS9VB1Ku60zb/Js0YpbbVZlnqb+Uji7+K+be9Dj+H/II2Lt/Wt2f/DCke8qukV5GB/sy/OqTuG5Gvc5mLazhWka57mPwcN73T48+AnDKA1lHYr+mBW/yLrL0mr7G+NW74KRn4auyP4Uv65RzDXf2rlkczSLZXIAuVc8TmzKRe7HO/PYjfIuLS8h6Sbn9eW6c+XX55JUyq8k0vbgwNquWwlReutg3EOssldTwG7Wa7X23NWR9ZrvwY5uLWl0o4xrN4+WKMv7B5LFoEkeU+7rNMQUkjKYW6Dj3cFQ3J3BlMUe58lGS5PB4iz4P7k/qt9+uVWo8h0CKgAdYAUQgL8AIMAV4ArQACzAAhAAGsBngP37TBjpbTL8jSGh3kARDcq3npIjsH7LFhiQCrCA7FAqwA8ASf7sAFiTdoIzvTuderWxz/+u9iv5yRRhNSllta3K+Csk44a4v5K2pklnZQwp2IW6bc2PFmwXDq3olGvJtvbdW/qj/9yG0vO6c2O2+fXznT8l+ppRA6elNihjb6+2HUa5XeUBe2e2vgJwFcGaXkEd2MRSpl5vKDQI8UoZwHOTyoSaMFTujK0MbSANNJDUbtj4QVkFRpvRFgOev4JoFGzSC6x6QICQI8BdRtJ9UGhVn6UfHbZDffCi9VKannMxVaxuj7ZPO01zdTQQmPtuYr4cqq2QsnI/tPh5vx2VrqcwOI385Sztvaq/cxmbvrXGzR/lfEU/ttsK5kS1S1BFvxtb7vbgQuSes+Y7Gn1M6jVX3/JLCLzWPeVmRReKgA9KW+0fZrtdAh0Esq1mQMNho0FpKRocpbCRzQK68YWwlyzGbLlXM+RWC/KVxOUMRDXnONk9V2YTai6CGaGmzsarWOvDrDM0w8qxFSCjSy7CqnRdvQcojjoMgr33ydStitMaU2OniFJtdfA1NfSKQtCjLwIbYvFGdWhC+rVoi5B7IapyjTvuPoR9XW8AfwVQb/qmhh4ABAgBOjQLcvedi4J3gJ/ekvEO2gS5Qz1DYIAjIYN5BMy9AjVDxiJyp4TkuB/RCdJSc9TtWmGLBRV8WauuObTC0E9q6S3eBvvbp+W0ta9JioXtAmprGNUa06SLjtU+GG2Npe1+8pugVgkv/WhFBLhmB9Qb6ifC62JX/zqYI6aeRLZueEjnbUC4HsuHc2l3VVAx6PPELoN6OA1Y1cODOUc5tz3feOkCyCjYsetG1dpCYB9UEhxTUGCk3O7YQtgGnIlrpXIwailfK8qtt1H1Ntz+2rZhfjya9UE5gbzl6UD5Xy51qK5fF60sw3U7K1NobXl8TEVoPpKdEaYPfFjgQdPwfGV86IwQbCPfug/euS3d0qmMfz+//2+O9w/jlbx7Om2/sSflzl37Ay9Q23J8bH1XP1sws+F3dDiMeoweUB/B7Dl93U8/mGm1NvCD92KG4+zzSxkGAjmkf93foZL01YJkOJ8sLWkfr8RPynKCed1Ns3IsB9xecgY1tKoQewPXnHEwlFQ4s9+vMSpXBiTilOra8MIlFzmtRWVDeav7phqJiyjW326hHzPBup5Dc6+4XLJbph7rkCalUoUEbXkpMoMFg3rEMl02jwqlBGcQymZOMPJlR1JwO+fWjcnrplLg1y9/9+HnL//5/K58X7WPb+v4A8AJ4B3A9FYQ/00UWgAYIALcAZwAdoAXkB3AAR7fzBH5LTkcANT37qlWAb4AfPNVW4D3AN8EogoQAS6AKW6QS9hUXOtQIq+XUqqnCnSnchMxpaQLlYUG2MpKdIAWxzETCJWUxXVRgG3dqnGaUlNjJVX3WCbFDDn0R+q5WhozdaRi/fW2MrrGJaMalCmKtRm63Fae2TyL8hBS0AYxLGVJ9RjatuWJ1TnVsdcBUVVNAaD2Zp3nvqO+Z2BQwMpvAkAc4gG6EglAzTkqoCZnhN4rrUBsM+akT7V3PRo7KAdTItBHZmHcivK1aplcVOei8gY0jKDKYPcAaCvG3d30cgS1KfasTMszRdW2LwOcJqAS6colr9ClcvvIsScZVbhiqbwVzJnXiBPiVaIo1Qe0szU8xV4GTKqWRAvfCrqbD/sO7TEmiginaTxn8O5AekGNissKw4M3RXfVRoJ1zyNh6/tgGq6RHM2xKYymHREMWgxLt1qgKvRVoam9OpbSlIIed68cpmRAJYemMTFtfc+ssTZCA1hpKalL20N1o83JDRZKcuJ3wl77ZJVP2TtvWoFubK+1BiFMUJRl7LJru1O3DGhISs0Tk0gdYY1dei391cqt7R/xt1t8BngAMADnN19EAHgE2KErwAjwAPYMMAAQyA3kBHD53qHKjo8ngCPwA8CXjl5Tq013orLbxAd2D7P5ST9tVO3R+qaVJamdmELPecefyCVUygxeVKg69zpAefrjOxZ9OtKkTSH7qijF3T5wNjbYsuzdNWl+WLd0qCllNz6q/NI4Y2MUpVrewu/JTL6rbf59y3ToRw8aMBvLKl6Ww6pDDOOFDKFu9S4wlzQ+bmlva34GLSaG4dHpm9J1tc8gr0UdhkNs7Z5nndy9T5vmYl/vPhyXwzbOXInEQZbyMYfTwTWMyhL5dYv6KFxvS9pcidEYdxrCKzT0XbudHx2njHw/49UO2kh1z7kXyV+VA0PLb3aZaI0nfphP5itcIkw36X6m/i6M4/2Tte14u90u/+M/foXlkdfXyzY85eapaaEvUeku3eBrMyafIwOhuewYYoiwrauJycwKCtx+KZYWr3dzvtT+uuT4oOv+vE2f1orT+p9jXlP4Ev3F3J7PD6EXHVEJVoC+nwBVfX2HSbeK0pcqsP+eariuWVGCQAb2xsMIYg6m7JXG2tz9VIdzWx/w+XSPXrDZW2y7b3KxVn29gr+zIe/lCd8rczbReO4uNnbCa7dN2LIOXVTFyqBS3nuc6w1a0cIadVCT/LZtdRoFuuI5VY2h5S7Pazvc8T/+9t//p79dBGaAB4AC8AAgABlg+V5/DR7gw5vn549v63sFYIBvUCwNkEHKW6+4AbgDYIAj8Dea0LddwX3/Q6TvIEVcAAaAE0AHORkGMnd9fcmr0vVCrpCdm5d9cUbd8mUW/SB06DfLxIq81w13zdVlAoGKICxa2UpNmjKYve00+xqqSlV+L9I7mYB1LAoyV2+MN71VJoKKkAx9DSk05gHOrRiRr3owWG87EhmjpzLb0CRJOZTkcgMNGYECgNJDlwbai2yteQFfGmitarWDqcQKRfXGpYlTtWRtbakIbq4aoA7i/FDRWVcqlrtjz6uh0tx7D6gPLqzxoP7O4YNRk+BBN11nZypYc38olOxeAlM8VruM7VrUoMAEe9Cyg3UkWcYzTD+rXPfx73vYKv1YkwafyM+FpOLEJRqUUv/tQeUceGeR0t2tkL3VPISh6Ffwva5xj2Wqd0uKSomGJMpz4YbVQolSWQZFFarf886tJ9iraGV9pxUIa9+4NKidVFeuRwNKVMHWlANOnVShKigW+wrsGtShMtlkSLqw6tWzbpxUcElB00zTAC2ItakFrBptO3RVwElvkUwR2dGs0itSMcZW8UDQOijiLmOmopsK0A2W3GmwAvmgoPA+soPwnxrn/VxSenP+GIAO4AE8wDPACAAgAnSBigCvAAnAgcoAFWADuoFc2rWC0WA2gJFlrfjX2q8QDai/QAwA26b/8voFs9nO8WNfXxLfDcNd40d3KD7/1te/96ZZ2KiWuN3Fnm4QZZeS9jy8xtb682PtRxxF6rjVFvnBGPLgWH7cxuDk5FK4tn7fCyQBM4hYPc7KhpjleES615xJLGSZRpWynr1bUtRPLmUELOaJ1lzboH/5F23vSb/2CKz/7TFftZ1K049hRrp3PcSlUqtRBIPOhwMpZFWXG+3coO16pSpNxKI3xV80T2W/tRnHCO4P+2AOTtfZeHOTsTao/77Ra4J26+jtqj+G42OlFxAVj84MYqb6se40HotaJv1v/nRSj8rMekqlmK4+fxbzYvW6/Gt6/rLEv8RfP5X0l/jSH98/Tr89d1t01BQPFOutxDaMw5rx7lrTZd2vLf5tb5/ksHAWuAs47ZneabTvPk2nqnw286gVFG8U9KGCi+4o8/Tk3qGul1EdL0qMHdqaAbd2UWUPRIe0mmE6aA0/2Hln72vTtq812SezJboXtkqrBWCkGu5GLcm7R3PY4A4jFKWgOtunzz3eQdlAG0oHHhx8LpErbpPdclHHoWxZHSRmrLXGp9OE2nuaIvkT2WC0Bchazjudwvmj84OJHbUNVWl1g+Zv5Zz6/+Xf/zf/8X/983/K0Pr31fwb7ed/U/m/ndYB4BVgARgBvjk7v02/Xt6aYRTABvARgAH+CuABdgAAQMBvWlB+O0URwBUkA6wAO0gHennbZvbcU9t2oL+z1Br8bDPFtMuSAqTBfjg8obRCslU658itrtieutpJierQK1HvASqFYykL2r1x0M6BPja+NgEwuwZHauMgIkJ6bZKLFL1y5kvp0CtoMgZblIYqVfCtUDf2QQ9Wn8ga3e5YjXfK6KOebGs4aiADIK2BVgJQyyy8FWbW2KEps1eXgUITACajexIjNseSeILaxuqriKRULW+xoBvLfp14Ksr4fSVm3lG5uUo0+jCD1YXQGBuUNO9S29z7qTlibClqsdW8t/Ums8PKbX60obhWpD629WOavF2/6lNU29lI7pu01wZQYN134m3VFnNZtooivUFubdBlRzCphoh3pqYIqWGVtGmrHLVl4wHRuN6LUpR6a5XOgaRCOuop9wpguQnuMTePmNTARTpSr+FgVJWqK5ZetaRNzIAVlVK9UG8dg+2qSDVIwUCHUwFVqJVkK+OxauJZE5U+gopIs3F9LDFyM3jg3kAagYfmudgOTQklWFUXAFRUqBmEjTvvCkzhggdg3BIX3hXa6nP9ulyeP30Oa5P2jXqYAI6A3/6Vvw3EGKgDOOi7wg52+o7BqhHAgV6hI0gHLtACBAWg0bDICWgYnGV/T/C1ZGvKu6FZiazN0T3RWDeouwZpybKK6P5ZrCLJDWU4np3t2q5NMoG08LKdmXxDem2v7tqei6i5ry9bB+mtvk51QuzV8/thDsCxw7JCA/QphX22JedlUttzXFAudLRby/Pj4ZNS43iULWnpWGSaxod3j+ZuvPuxpSr0NAyxhC/xSfdnh33ep9Ng7ovVkx7bfZ9l0KUdvr7EipGiVanZtKNFXRUiim2XC5Z/x7wzgZRHgpf4xdC2pTRy/gpdrv7OtcvBzxMo3Totd3BnrmvtMxgoW5AVje6TMhCzOUiS/99/99vnX349R8O/9k6w/Xq3fK774tAcrG46pfGOKNUpv35O4d21v+w39xxra+rwRzfp10s5HuzLYH94mKWM1Yy2Xy+O9w3+uu3O0/5Pt67WeVvCto2lXS4pu5AXtq8ie8Rutt8/pt0x4SK349Jun86Hnt1mjckHHZf6xdvtcvla+7otwQprPScZtTuoXU/TfS851ibUW9VK7+lcPC45ltkE3gKXW+0kfRtbv11QmdKXLQ6q6dPc4f7xrmynyap1c6OuqGjwdhp5lT6xW3KaIGZqjuyeqLfp3tUvQY1SrpFDKdcbqqH1pf0e+g8/PR7sw8t//Ges372bK4AByG/94RHgANDeOBD3AOUNCvRv4Tsx4hv98NvR/lup+AHgI0D4rhfVFUC/NZC/A9gB7r6bgsABKOgA4L9jJ5p1w2Tsb6Qnb2szOA4nY4d7bS/tnJZiLdemVfkwqajwQH5p+XErBaTpHBtsCLqZOKrZ4+zcvWchSl4PdkDd70TFwK7pNZAjDJeUCIn4rPMkdq90pJa0FhzvrVWmT9IvYxsisZMYg62ULdKudx9UxWIVVqQC0IeOrTenUe+dR5aS2ozE0gb2J0QDDo303EbtscsRzdS3Yx2LlxONAzsVaNR6iJs194JCYKqZoXC3jtve4F3tsKFh4dIGcBONWtzPjB3HSad5GP9kM5u9kPlh+NT1cSkSQKUdHPQOjO73bVOpP5s4CfANTW0+dLiDehXfqFuQx/fm4HFVIXap0JKMHm9JjA6v1zrVFgaqgSe3gSDbw3lVfe+h957JsG8MxrRbUQd0l+4G21NWle6U7besVV9uRRmlcuTQA6KUvmvCazGDXWOfWEFj3wRQKcn7yGYJdSIuvXbuWuWESSOcs1KwX0JoEntXUJlIReSRKPWqsQm4VmvrdYfmWIVcHOqqhSlmcN1uAHMtNPS+M2mIOYkzunfKuPvEfc82q8/X5cogAN8czc8gp7eBGAJH6BFghWGsbCAdAQsAv12QASCBaGgM9ECO9IxWGRANXAqf21pEHVU/x9bgVIEyQd4uU2DbQXUqbFrBu4Ems+ZmpokcJdBmbnJa+5ahbm0+TnfK89Y4D+FmmsO2oBlVz7XURkDLzUYj5bVuB5MAEChVqFfmWb9GXYTz0Z7qfb5NNdYB9GLij67Usq/3frRKJvfye3jp58nXslY8DP3X8LUrIvptqwPqQmaH1BZVynOKdC43W24k56ej7KuyKrJSOx+YS2qRB533+egYKy7I3kL+tY0nwCGeBFlnmNOMUBiOcysD2kT62DV4kId6d6ROYv0BH4bjvR9HaqrK1YtVf5dNA2Vjeyqypv5z01KtdHJ9b7wXd8v0fE2NcvyyxJ2K2Pjsqofr13Pce3cSvqYR0m9/3uuHDQrnm2nPV1r1+DG9fl3dD+q6X8ti5XiHHYbNf7k1p/nVq2EFVdLAaOK2iH+iw+1cQeHn39OtQvnCL1+cI7d8JTta3oUHtCoBlJPd61YSb2U7F9p7Kly245AAix/LUng8UtmhjrNGTT0etNdkT/ciIZvJpEoUI+v0WsUcuGvtZpVBogCR35OnKNcQtIyX5ohFUjVjmEYuJLPvEYxykYWVry9XraD4kL2///If/8f/z59fJcP+ZnD4hndeAL4R/88AV4AKoL5PwqABOIA/vwW+COArwNe36pgjwCeA8W10fAK4+37YB3m7MSDAA8DXtyeYN7zoFeCg3TOAC/lLKwkalPTRFNd6GfnI0reC5FibSwJf2/NlP77Wa5Iu2OtM+6pbxZEHpa8Bx1Nbo4hDEhIqc9d/AXCiE6h3o+Qu9l7fdcAi75RWGB+4b6B9ToXWDtn6AZh+KFgkWyrJ2tBYNV5Mu+u0anygvmKlRwCpNvEALYMZDSM69gYBuSvBTI2AGxSNyudUjagugjCvsPEVd2Ju2Fl1gKQGQ7GKUzLa3opqNkBXB9c27NOcSdiKAypWmfEErOjExZrhSezvuZ/47k6wXD6M8TzySgCJWu8GIfd4B3xeIwDUtaY5FYClbWZ1HXE9UcQ+3EUt1Ak1qbI0rdWyBq9Jojx6jkT9JfhZbdlAjqXxPMet9c7Qwl7KzhGgqDuP5yJdtjVoMmx0kqysk9qnk2vbqvzQNTrLVoMvXR2c3XZlXClVQDokyFWUbZXqUeuc6mCazjZX7HW7lH0YXluzh5larqg0mT21YXQQgliHIRWtAzERN4d7qN3PvGZyBFGYOFMbaslseC+sWlwKWFty6K2DzrxiaK/y6VPAKqXADvCN9PntFjx/v882BfQjqhOECGUGLqAngBnhGcBCeUK4gxHpINCWjrUk2LJW9O44lSKPaEfDLQNq3NuLMWMjjXYKXaCUBNWIUgxodG4aNLv+eM2wtsuZ+gtk4t5HUWU/Y61c2esLx7KVTm1tCYq7M4q7OelrV2gduWuQez80db0TF1qd9cFmtdE6IqaycTUdI/BhK7czNzHH1/zxmnKN+ZbVcTyfKx9t+gLyd42N1CUfx5aIbExS9zyo7O6SNYfRnd043MbXNU4OkQW4zYTF1PfeVUoPj1uRuGB+OJrkzOHvXObpRId61KqblrV2B48Kt9c7is50RwI5K/86hiW2dmhtWW95+/26V6au8JQ0P6hT0m4iuoJisbIk+GHsUq81/9Ch4uY+vR5+VLf6QDTeXMXfKT0pE2eWTLnSqq7S01ZoIv2sS8vm56OZ5p5u5Btvtf6a/JWlhHXf89/6Xm7+jC+hQAzxal4n3fcWFPMeP9829ZMxf2v2yT1NSI9bc6Hfsr3XspIdaUuttAHJdPxBkSt5cm6KdRRvpPktFd576nzU9vrau6tqk4jNA97a6ry0RNOHB0tjNzJNw17VwFJLYNwJUFt7UCHX6wBxbQnUmiQ5r+tWwQxtpdstsohGN/tK8dCgDWz6tq/Zfv0YfuzD//x/++9+ueRvXE/ztjTXt50gAkxvgn4D2AFWgPKW//q2H+wADiAAFID8XRH9np+/A/gLwK9v+8fj22PL29LvARb4nj77Nkj4/fb6oMoG8Mi55t6tDGv7Uli5tCo9ca9cRSRJWQVbCn9l0KZfGoIOjSdAqrGW2kffv9xIDLTXGEA41Uspf6r1VqMbtt/JdgTc+vO+8axCiFbbBO5onJB6IPBkc2+NufU2sdl3/WFUOSv2ber4kmjUfV+Fm6cGIIwjRcDBgnSw1LJQAoqKQ+fme2qsDErtSrMoyIRRhTkTTJi3296LrbUBeVROGLBhaSJ9KnN12JtGGpStqapes15m0blfTOqDk17bsZmb5EdybV93JWRuV9sYOXb6WRiqpO4QbrGc2PvN6qkeowql39vjpy8vd6Nxqz79n0bbqRgaBp3pdv9ErdbZDHqNnVpoKLIcHe+tTEox0jAJBBhsc80UzdJQmYajCSUp7EPXyiTpVUrjobZmUV5rNd5cTRUou2BomBxwaHH0kgtriKqhHgaPEtqoNNx6IgMtEtowiiYZBx7ypkoPt0vXvlJFFHH6kgoORijp0TkpolkpqV1GS6UmnByUAgOTSqahGOrYunU5FM+qps2jKr65JG1o0r+8bNvXlL+b1RrAHUAAsG/DrgiQoEepX0A6dIFmIBcYnfATcDQeBTXEx14TdIJ8B9iBiae0hQkKSILBIRvplYGoXcceXWuGdQF9y+uSllEZEZiHwztSuUZfYciepZzaVDa53Nawu9KTfDiU6/Lvj328IlU+RChpfakdXstXdFNQglDVPJ7r7ZGGK97u0ezlnEfwJf267tTGqe+U27x8yTTJRi4sSu6ca9U6W5bP+BiFtjbEDZMbTofTcbi2g/q4ZhRfJ/pU9BDe9/iq+uPXuPc8DEdKtXJBg2ev9K5fBIybYDu4h/mOdFY4Mu9rOd6XL7FC2DTC8Jgz7flcROmXZDty2IiSbJsJovQoZ7Dv1L59jSMF9Gj8Nq4vqS/31OKyHAsxi11J/bn2xo+KzmBsG9YAVnCWOLp0cNz5dpR9/3g1E8RzhxIUmdSHBCHcdnWJW76MqxQm+ZgPs6uLQKhB23d/uVR7g8/XihtR6NGuf0iH5boSDl/XloGVlD/TrzPy2a6sFBw5KO2usMXSaylURTF+zVx1/hj4QmHdKmrr3me52cGvKmg3M4U1dU38eg1eXKPXKge0+9fEuqvL51JvHOPa8p3GnLNSpjXSRnNOhf0AY8R67Lp3c2dpj0tu1dGatLayXM6RVMekgb/qhFtVT2oon/vD37b/4f/+3/73//Tx0KABdID9zf9T3rBuDqAAzADPAPtbMuBb1EsDKIDrm/vzCHAE6AC/AzgAA/D0JiX9CPDhjSR6BHAABN+ZE+E7ZwJ3AAJ1BsrUt4aE6ryyUyVXzqQHjs+7mLVfnFaIIXREjwHpB2tT3YJWWyEh66G1mrmS8LrC1HO75KKUZlBOzdJC726o52V6yKEa55TR6Po13DmfU0HYW9lHVVUl4HpEiIGVkVzqNKha6r1rNshWy3HEsGd2qdqN/gSg0RbxmvZSi6NCemRWpo+9O6t6bNb2UASN2qk7rRtoW20fFTQc7weNunhFXSfBpYEUDF6yDNlUjM5GCQw9W32oGke2xpVhGHxD4DqAjnqfSJOOa8chZNehNULyRlQzog76qGgaD2K609qjAY8ncxd0X+TnwX7peVc7eZsHPWZJvY7qQyzMk4pFmtN5z6jQEl2Te2RfY9TzsMUEVKFxrMV37Lq7zrhthKwqVk9eBFth6CWQggviQIxY9NaTUkoADHEhUSS1KFJRmqpcuF2Em3aYi1gDkmHHBokTZmeBWzEkXFEz2K6Ykuq6i3MEubOo3hoCIrZL5cmQrfBItErtmhmarppabLWjcGjJGaOcDDyWVrjI3tqY98x/k8sKHVC/heC/jX9HwG/eNQ3wHiAD/ulNKm2gRti+QtugHXJD9h3obxA9OAV6h3ZvUDCeRCvExrpsdSB59L4rK01fMhDmnXqp5ckMHlzNdaqiUgi3ZaSQqOUDjsfDa7yuNTx29dTaHTn7e8Bx/PMN1MRm2SUq1d0Qez+WQU091LKuOy9m0Lb1ljqHUAYzQYzIrif7s6FP3eIGZ3UM64KjiaN+NwqAN/WLGd2n62fsKnf4e6MG4v18HUjXxT/OZPQwnew7bQKdp8cT9TixcXy7NO2djtSjGvItGfNgyn6NnbdUqyRouX8tzRt1eenzxGSG2qi9KnuTh8fh1uhQepRNueqISK4PfU21vrP1Vofjw6iCb0u3V6hNm+XutoTjj+96afUARiqPNzo66Pv9XYyl//APvr4ImlIyzl9udtbNqOMjpJs6HYiGobSkFdSA7mC214S/3H5zHWMTS2tMBs2OrJewHPxUTtwmFjqkk73k97f+8Tc/6L7uaq4FYRp0fvfzHHKDzx+vJatu0MytejcterWHkJ7TNG1rYnT1uCu9xOify7+YMqYlzTJ53cSgzX6TXR2s4BX0OE575zr1zqbgvXZaQB3FXJofkQspQu61J9UsmBVexrwW3VXP29JIycHAJbgDra/pOA2mFqgqO5mfY5zz+vz84vZr/1d+/Z+u1wAbwBHAAhwBZoCPADcAAfgrwAWAAb61tXyjQyuAdwCvAAJwA+hv9ahXgBVge/NMb28RgRHgBnADOABUgOe3afAJwLzFaO5BJoAG1aPmjkHo4JoedGNcCAzKzWpXe8SMsubaZdYFerdZFtl5yKYGwk/SUsy5kiv6t1sCFa63TgJM4KAXgRtgopzaeC8p4Ii9ilTrGnd6QTNoXoOm0eLSsyUJLREedLRJTY5EklhxJaMXb4d0bWPnWg8+KfojgLSsUHJ9p5TfA1FPfcPCyNBytlbX3B8VQloH4NxwBhJDNqG27rDKwM0UUpa6UkeyYJRfu7NI3Tttqmm+GQKRWwlGY32teuJtd60WNbvSGSyWxvNkSrXzBeE9DQGzhhzrfN2ukW3e2xFAWqbWVceX9qz6r+cvvzwvg+bCg3kcDqWtorm2GF4Go6A25I66Gu97D8vKR9OqBO841Zv3rQCvnQVpMdWrfkXsBmosRaUh9kXq5Ke9siKCNiuMliC7Nqlx65k7Be4WY+uq0a6bLsqY6kMDhNYjKE1cqSoamSJPRlFJ2qhJABU1Q6ogKtC5ZSmxdLAmMrZOlqQnsK6lDtnwZ2qHRqSFIghVAQHA2rMDzlglcaaKXRAU1lLlLP/567rEVkAsgADMAB+AGSCD/Az89P5HBmCAClSA7wE7AEIV0B5gAhW1tW1H1APhA3QGAFZfMihsL615bwIwtxqK5EwgiLoPGpesnKLGaEAPWq0tmV73vbKCnun+cHjyg+YyMj76p1RNrX018udab+F6ypL2JW1UYmiS+4dTE6f2slM7Hg8+DLGJvnSeR6zHdK4we1qQRr/+01Ieh/3m96+UB5v61o4kNwix3Lp+PID+cWzXbIqxX2tYgMFhaJrU1m/hSzrX5xhbuBKml2XHIj7UYfDtUjMLW49SjzaWP280eA6s/CIRiFV+KqlK8gp7QZTcAh5nnaF93fKp0qdz8KPL2yTvtcLpstBJwznUownb55jmVRwIgzpBHa4PM1x+uUwftE4jjzyaY78V91//h5fg2+3lY65V0CxdCcaDjsuuwtaKG/i279ylTtmvnA52jpHDSQtPj3ekO7cP07KrpaXxJG7P07SmGHEKaua4fuY7c/u9Pwxh+9zmUVph/S9fkyrt1/PhpJfDO5Orsbx9vWanVD6KbDcKh+vXlzxVCbXDoIoK+HxKj2s/r9nbvAtDfuY8twONs4WkZ7WnwpPEc4NtW+OwXWO3Cr+2cILlnLWTWkChGu66WVM7NfsK3jrYcm8eZ+AXcKOFS8Z7d2uXCFh8m/ZYZ+AvNzqKgv8i0/z1EsI33P8CoAD+9c22/wSAAI9vRn5+A8B9U2luAO8BvhGhv81+DwA3+N+vEf1NF6I3RejyliPTbwLRK8AFwAJ/2yp+B+gAG6bPIAPSlrQN9cLKS46qnRrkJsgabj4wu4YlUkq5SJ1hx0iZ9Ok4L6RHDR9z1bEZNBkJUIP0utQFzNRqdTOmuI2IkKw1u9GcdVPaxeW67XqUegtXJyTl5rvPvANVbEUbAoQgi1YYkXvtWpaBVLjciMgBiNQqhPpLLEGb3JOIbdwLK4N6j8La5QZeuVL6iBiZXUE0yqdSFFdk7NhSs6mjrqYmOcxYhZVBvFm2PRdqgHZSsbfxQZetmz1eCzxfMpjQQieW37sdBZ8d6sk3ApyrZvkyHpTKvzWT57auCo8NNV+aHKzw4Qc60G9LVv/Hnj19ydrY89bacOBzYYOTNQdKOjJzJY/wSnqGqSjw7PpG6PDQW5Y4S9+bHqioCJ5l6iaBHoXXXI5DzlyZt9rtXuuAHGs7KorSLfXclYbG2UYg08PCYHgITYNuTaT0phALyUHFUGgypYDSCtlCMaSlBTHOGNAWlWk5hp6wXwOLdxAJDJVUtaiNQCIqhVy4WWsKUKy8ptwlOlK3ylq1qsy9yue/pfXjcybQ3wknOAN8gTYAHEBXaLfPvwtABb4HBkOE9hGgICQoR1D7gMRlV75CHUREMXNnQ4iYOrtBAPGHQY3Q3g/atcQVVcEscG+RO80AoZelg+rqUysjhgRFn7ivMZxv57W/FCvxskl/lWZW+OFEoxxewDllCqIYU5KRX6+1x+LCPOsSdntqgZo6GNpu5kgD6v4p+hM/VzwcuWzJVjf+QILwoE7ZymSVf5h0XMwKSI3MEMZ0y5XXEOKuo6kPuW+P2qu+YwrFTaC79z3xvjof7clZ1s2lW4XSzn1gv5WtRlPkEoscTNt1PnDXTHbIB9MuAAdeN+z+nR5hS7FO8Pr7F7A3CSungEeIIRRqL3hnWfZquWFWQqJU1rdqT+/cTsk8tvbBZxvUSNtvvz4NAY/jWHt7Yvnp4Ln/Gvjg3TkjfKjhMrafCqwJOT9AK201czQNhiPGj40z5V8r3+rwE7ZfcAR7CwcUKZ9Ve83+T08Z2oPp66ZQ2bypV0p0P9YUDp7i6zJhH5D2tI3gO6371kW1Bz/g9HSYMt1sknapiRzpti6CdrT7a9bpeWdPOgNBLrW4HhK7/PKsprF24yefjEGM2s/GXMFNB6k4+XHvdbugaIxrTQrz55foBuLaFhFV8uUC2snLeq+fBqh2pWhZdZBHF84L2fFV/Yf/ytijAESAASB+R13Bt3jjN8jzCPAAkAEOb1YfDzACZIAjAAEgQAL49DbapW+QZ4DxDSKNbyJSfSuWKd9l1cMjwDO0EQAATwAIxOgE+t/SsuXLxumut9jkmPpFeqNSq2TbXW6XWDRtF210r6H2alY2cPscDPQz9BNLV2bBgZRaVSdR1wlcW1+Yx9QH41RXPvfXkCnCLl1zzeynaeaiaRqH0aEedbQX0w7sb9q6lLs5OFNd782YsVbrlCrQB+f6TjtA4wF6a8GSNiJdrEJxFVC1ohqjKrUo4m/S0BVJy1604aaitlaIgDNXhZi05MpsB84JmSvuwt4qZGpdWUxB2wQlcE1hJ4RUD2iicRZt6TLlcGZ3mAViM/dSduykBvsqWTkV028a7HprEHvBiRbNarj17B9Jtod7KbnldM2jNubXAGPNW9trzkBpZGqh7Mh3LVwMGAfbAtlp1fJFpQH5FsQ4DGvPSIVV6Nn2TVo1um1BD/WWRDHvmlrK6H0PGScNIH1wDJ0yVFVTrvbANbTmFWG1FjbWEvPuMewFHO6pdaWkCNbWB8hVrNVlydWxSKWMsxHXGowVt8jWrlGcIl+6K1lBS6lFRrjm7KiVnrkIarPVdFLtS8oTpOcg+PvtsqfeAQBGAA1yBpMAAMwGDYELgP8+6cpDHgTqV0AvSoEbAO5DK9VSLU6QBWsrRjfKewGcaiXGWyuXlDZVVoE/YxNbYkfX9RVZTd3BHLnN0PThcND80tVBtAqtGipYtz0zbx9Dmm1GzWvdyyU3vdq4x6RO9w6Ksh0uubqiacHbrRbDr7+HiaBd2WBT6Qaw+Ae337YfYC+ITnbTVy7iu3+Fyuuy7aWP4g8/kiPkDmMrHSYy6YFlUzg0F8fsX40uGKPh/uK1apKVSHHmOIWlH8hc8G7Oou1Q9uw9k6m2Cj3ScF1larr0Hm1TrX8t5Qn6ZtJllXwu+9QqPPIHZ556fFjDvBgEO2JRxjLWSzRptKVVyb5RM4sFP6S9GGxj++dbQjXZUaytl5yCHg9TCdqz3f7z829ZzNBeb9L6svz1Vh8R/pJP83vQdElHSia/WJfT52vFuk0DMOXuIX5Rk+MAjZfLLXT1M91he/28jEX2zsblY84796dFYk/31pcdWZt027vIfVdZV6tgOCXU/Lz0wS7/f57+5NnbLcvvg9Zau3+aX3POec/b3Hvz3szKqqxGll1gkCxLskIDGZAdJgIHBCYCwhpYTGjDgQOCCX8HwX8AIyaMmBBgFLYsIaFSqSqrMvN2b3PO+XVPt9u1GNy8RDzDZ7xj77W+38/HSA/BPeitQzX2skV6eFRuCK0DT51i8kpmEalrRZ+4vBi7VzP5rmhAaY3iOt2WEnXveDWN5rzpRtHAWgQcqdI8DWrJvCCCjs1Jt69804GuLUKywLkuRtbI729Nvjnd/b1/7ycP91u+mR9PfA9wBAg/lnsfoduBfwv6CP3PQX0OZgdKA4ygfngHGIC7H52RR4ARIAEYgPcAhx/P+h/Y0fbHsNAPEPUMYAA+wG398bcEogA64NbiCqAAE1to8nFRGvgvkG0RM1uBHHx5QRm0vxn9xpm2EngX0LaWybZbkQH8VIx2VuUzjmIYrxIPTSdDVOFcbcGMiVKQu5Gxk929XQnZ1JtXtCuIlUtryBz0oUAF2aHMpGNb8wb5YIHbkzeqZqrgWk291w3AIEYk5TLVILoYgaSyzsuqjhoW4F5hFXCsT7rdZ5hDxwlune2WVMkKFBcN9q2LCrX1tW4NQWfkLqtklpq64/06bU5XlAq+eb+XnAeibYFjS2BBP3qp4OikW8iNC1tCYd/m73wwDYaDKTPfDebj0sSrfVlfsht9Yjl9jkfUunur1ZOOlELpq2JHBsqWU0O3vWwAknhNXfhc53PUD49Ys2+OTeO5rIMftlsOA68tcKteYxWLICnrvpXi9hZba8r6arROBZ311yJdkLgSmhSIhK3FpWQ3BlxvSP0ELKioZ0gVDKzbZvVwBUZtE1Yogt5Lyr6zU4zUha1FBTYb6XNbgo0x76wWzpvRKMZWqE5TLqq3NTa1c65qlZt0uruV/M4eruvNLvHllyXqne/TuiwR1AJNIP8UuhOsP9Ti3/x2K9B2oM9wG8T1SFqAQRq5K7cOUgWXIXqwVWppNmhlUn4B/eUWhc3GKwIYSg/ax+YCnJuoAducVN+319kXpTuasqPHTb4FkTm9ttrsXkG7LRs9DmoS2xeCjdW+h3NdX4UvIrxcE6GZ58V7sW3+1OHxGrOD0fbXl+j7/AqHuC9uqob4vjtelnp3zNvF8lsDvG1z6u/6SPbVZ+77882YQrNAgfvELwXaF5X+EtSo15KxxK67n+rid7zWfr/x1IOaMLzR8/XSBTxvt0CyGr3TpbQxGfIxLDLZej+3s6thEdWPt1uxermoQwCODz8x30+0L58u7xw/zebhfFu3rgxR++On6Txq+mbdfbHfblintgT3+srTPu1O+rqh9dv44XZ7NMcwfFD4GLqX22yo1WcuvtqqkWivZV06d50X6ikBTOtMHa5P6dH7p4XfgrmmTTTkdUj8tNvuV8hv+oNd50+2viV3dfYzky72UqnfKfMxtz3XTc27dX9V82HnakovOL6DBbqdaVNTCYLoqqU3Ip+e8CefmestiVsd2gtsO8SPL+vr3kyfYqFFte6jpuOdfHOhXqnodztdSesda2CyKgXmKycvVcQojTVL3xdDyGi92AvHQfmtrVlr5agusTPwnO0bmlGP6NZKNpXNA160ub82S+Xjp1y67adq+y//L/+vP7+mDeAtwATQAL4C+Il6+HI0tt+/wjkoo4HMXurmO1UjEOe2Uvu0yInxu2X7i3mZoT7D6n5Mc9YfExPpxyXBEQB+nCP9MPwJAE8AAcADfAewB7gBvPlRQBYBPkEVqPOq/s2+lLX/vVc0L1oM6wwft/bTV205zY93lhfOqvSa5osMHSwRRpXXCVGxq3Um/ZDpBdee1Zxbo+ZEjyqnTZV+7jZfYhktAh66xrUUUttejTXdnJVzTI4p+s4wpyTWajQmtmYuNTt7qDlpE6jk5sbV4P8B4N/+f/w958dSs0ULYFPLnc5rBqshV2vxxrUD31SDUoPWlNpisat8rXAv6STYqZInWQfEbWuuR1hc1RNNLSplsc5bM87Tld1OlyVnCm0tmaJntXDxzNuNSG1wUvWa1U5Npdy7cPtNgcyCpVAOt3Bbqnul6jeiXZsixLgp0U9f6dd/p4/DeCBpw9g4Kh0aeJIzWNNi5kgpSZZgdNkZ620yXagluQFLQ9dKFcs1K6XqkqljF3obuQyNii2iFLWd0dW0oLqNslakkAA0NEKXTaXm2LAWEECurWqFLSvwSmpmZajEzFaTLUWhQ0obejRCjGCNzlW8TpAceNbSsoBBTrJzKrUo4is0wy0j2qKaxZazRg3cREQQxmuNA5nbM5PL8f/98b/4P/75n1zPeSmv0M2SDr/VnwL/dgaqANoO/Poj5OqNCtDwzyB+QW6RVgXJ0FaSAvDAix68XTCF3jreSm93OV/Y6U+luj4Il1gLch1R6aMOVzPVcqnqbcBNSa9g2dpObKaSK8LBr5jwhFuvHq2A2nmqidj+4svxE38s379CLN50h/2Uqu91t8vLhEPgdZKDx5cK1pH2rH0dBnNbXKixuDAssinEz4cB2kn4weHJ4ggUp4X5IB/nM0yHma/oDndtu0buBtfk+toNYC91HYf+9GHpfn60J7EPYNBFQqI+zbdwsHzJ4V4W1lxg6GG5kRshvmw7q16UdkvsOzut2y7c3c5n79Vz0+b2PO7vt3Ld39192mI3TfX+0Nab9UY5hqiitV3WCZs3Whg7W5dTsMsqbtLDYKd4jTxuW57b8nWrr4o8AYHMBe5dmjtz+FBvzprSFFF73amFTzW/Mvy1Ll+0Pq2x9OMwXbfRedrYhF7KpxeHbfKvu6jVOG7b0g01b7WRPtJuStn0vZ6IXu+Pl3yxuMowwE4fir4cyDzztm9hS7n5vDP3Ts7iHPRJZVV5mS5+CNbC1reH1p3V2tkQZyGbW+uVuek6Jk5jx/PWD6a0wmrUjbuKiawF4nulP2X1YMuSdWeiGH2e3Ktue0rulSoRSE217WWboi/DBdf7ihdy+vuP8Z9fv//zafd+/i8/pTlt/kdU59/++dvf68Z7Az622ZrOVqnabCy94IzSq1zzfWjZWswaDOAEF+RpyX9x419u5S8up4+wpR+FMPBjmSABDAAdwAbgAV4AHgHaj6vjA0AB8D+SRPHHGdEbgC813Kv9O3RUVOtzK647wMA8ixksxqUdFJA3UdNjkQmgF5k3Dl4vgJu2YdtoH8LKp5wPTt/IOprrZgqXndatUvdYTx9U39WkMM/lzRieqxkbF46I7FknaztE1GBAuBaL/pI20zvbijJWoJnW/nGnCAA6v2vFGyVN9fDDkrHtggml7p2BBq5QQW6lbcbU3M7OQKwLi1CboRmt6lJpVDFGCcNQWscBFXHxg3fDmpXrHLLCMW0c2QrWWCT1Lq+iAraivD8ktZocnD+21atXrOdzdp65FN6b46YW3PYjt2tyoc1LYb2OO5sftv07iLPswK/ZOSPMTrtijFCrpqoc79mCimVwm+2U4CTGlMbjbgA2Abts+tqi9qE1GI4H4J2LW3G6a0gY0PLYhecGXHysKwpRYxJjsICePUKm2QHEIhpUQw3oiBAMaTRKdTa2qvfO2CYd26oJmiHKFrUm5LgISWpVV6MdqILWqk64cy1Jk6qKzoZJnLKIpHOrTZMlw1q0IeqSyAg+5ux9Wk7bp+8vn6YnD3KvXBHuACIo/9t8G3agr9AUwA2VBl+graB/1eQMWQNeOGbJDGgqGCAAJehsTXt0oZWLnoKhk3peTFsrPlIY1sxJDQzvQqeyuT7hBIwO/BgViiBtOU95/baum1Y3LMu6yhpx191XnW5ti5fUYIlSvv71ldbBtwjWZtmaPBae63X9Gm3HcEFs8qJh2CrY2k07t9ra9kczLsfXO6tLQPWqt9d49aaLfKstcNwKmKGfXtbFqfs6bCubgb/+U5rtISv4UARusizb/Z2ta9l1vXyIficFtNhtCCnROYyxEo6vbaZOUz34yuje3gWcqfNW1bCr7Ky/qBJY6vur2xWxdaR46ANIpN7mLDvREf1dVZYNY7Hyk4yqcw5iDH1yczVwpTU7J/51xTmY21Rae5j7pHv+oPIBHz/7qm6iGcctzyXoF9kUdsGWWnmn+JbOVPe1rEx/eBiXa4MGQV2LmIC1bBqv5ZvV+rSGdx1ODGk5TQBrm746PPiBv9IKe9i3dV93a/4gz/1Wqt1X47rv4wsLPE8Tgptkba4ePDU+izXbVvQS1Lm28vjZCJZmbuGSTwI115cpjx6ShENXTbNRTx7Meapj/7TmRel4+bgIf+pgzhUPGl+y2lGZo1hjpRzySncO5q08qvJSbZAGoVHWTrmskxc1r+VYbvFDuf7lOv3q+suXzaYtIByg+zuHz/6Hb9/+Td+968roLGv1aiSVKBhpDmwhtdOCsiM9FUuTWUlwrsyqA3g7uL/xxvyDn/b/qz/64n//+7//73/1r/1189lbgHsAAzD8SAb9/yeF7gHaj23hA8AzwOXHEsAMgAAN4BXAEXwV1Vz4ntOtE5kzuI0WOG/aCqhCWtnNhdVbPckEzWR7Qd0N+haMxvZK2OzNUPWLpP0dravquKpos9OHwV1MVTv5+F53XmwxIeKus5dE95Avue4tobJt0IFIGDzapEFXfYN65xFi1Vo6UFLBArVI1AHkgqiFZSQwokwhq7RaM2mbuQZRTcGxloWMr6lo0+WWravUADSYXpD1rqcsnRsl8qT1LIaLcsaVTSR0Ark3BlKuhJ2IptF7radpsK3Oq2ib6hlbb12Ms9/vjXqvQY/1Novc1f3obsoONMyLVo3bRe17rD21xG3eZ+Xcvl/adDj4eC2d3tpGfQFj+5j1/jCpG4XOr6tzhQ6dZwX7Tp3nGjpaSrEpD64HEW95Rhj2WNydRxcLiZ5tk5dpGRU3HZW1UJXRpKAVFENuTtmDXzbXeYm1AIvSUBkd4tSiU7UpMRircIWrJ58SWsYVcqolC5DxhIqxWK63lA1S4ooaWalSyZHJZBy0whXAsjEEoFpeuVqhJJurqipWLAsHU3n9x7dPSdJWry1ZwAIg0AwAgvsEskF7p7oG/iipQD0S7qA+aq2BGNoAeqf3nZJNqgA8UidAB4CyiAaCBV4M7Zid6TsjG85Vi64Rjbuhyj39xII9up0avByY9GPNO2NeQadUsQiPx502nlkhMwaaLcpuKA67nvKihnSON9+8nkPfLuXTHrtlJ0OabvWyzjQqrKYGz5O8TE+bhWWel/ls0hKfIe4AUiudxuuFXQBLyKO913GufS+o17Up3tvlonc/y1UV/Szqnkbpu/tuWbUV9+wiZZw+3VTDOoWXZncIa3aI8XZhP/JB95cM1q7TMuuu6MKbTUwFF7t7gZRjvtewDrezqJq26w1rO2jqXaqxjAc+r9EOzS1Grd90geBp6fdBimqCtA3rmqTX28fqg1Q7IknktN6uNiBoc/rHv+7K9HSez87lklHcFlAWUt5elWnN7hXzjaBtpxcxJs47bBdcjstyqepNw1fqsyTujZtONVET7teJ6hd79U2ajSvfZn2a1pOJ3+Dqxazu1hh6SltZ3u6M1/MW5HI6vTe9b3QLLqsQt3Sz6drW277TckpZETjtonb2Aq3x0dn3uZJK1xxwsANRNnBnzF9+53Q4TFt399kbB48LPNi2LDkeO95qLaq2dJP8QTdY5uKMeYqDt2VjJ2gtG1Vm18wybb02z98+u48xfizXaf24lgjwx5/v/+Hf+vxvfdH99H7MUFnZxq0fVBEYXnn04INQpyRVJS1XHBRkaEeLPBhyWWfMjZ3Ts8Kd4tc9/wdj+ge/u//fffW7/93jz/41fP3D6X8AoB/hoAlgAogALwAJYAQYAM4/tgp+oMt9APg1xHNr19sH5dtcZt4FS3RyqaN1AT6naAPFzCHx6Tg2xrPjNbUJFCbVyH9fKmW35PWR7e1FdwdCSLmD17rEJb01KhX1eCQytOycUVSCH0f3Dba9qidybgdOSHc4jm4xywO0ottbu2GWYa99NZvlN14WbSsyLQBGOyo/4PBSw4bQShNll1b7qi4iiuxGap8loXVVGtJ9zl6cJ3aFAhjI0hnvgUev7VZdaZukmqBZYrY9qhYJwOmyxWSQbnE1yo8wGU+9bs9G7etu3WZCvZ2vH/lgsT33x89Ytf3yIepDvq1K7eC8hRYuF8NyNsYUDrl7O9zQ9VZvrXSHPtcejEmlJGKvl3jhztZ8XUe7KYoT6t7xKvz6XqOgIQINWbLmLNUEzjExw7zERCZK6pTWwyhZKw06R+46teXWmB3prabe2ZnJ9WWubBQCCKA2iFHMXtFlEUPYStA6OrbXvBqzVSU7UgpMUFUBMxenapQWjCwlEaYco4BWHkoDpyE2o0jHvBCXJtCkKBUmRi/qmVta5RLZmIK/XH7zcUMB7QEAzpA1QIHuPYCBCgAO5NpWi7GAU+QLhwoeqbQdvgE3Y6k6KqY7sgeATzpnik/ADHkFbZTRtUW1V+uSCyu4F6tGh2mtoTTb2hM3eJouKfqWEtDa9GXjkwfSYyP0olQCETdB+ZYxKLetkbiUudwN7abIe6ou8fdXtwdZsuzyJJ2HXobxdlnCIpNVB7UvXTdkKs/2Js58jPNQhwXKXE1Byl2T1b/QXCtfW+6gkoK8K7JyDeAo5Ds7cTtkvpQPT5/Wk8Z5zfdl90M0907qtNkx6ibn1ZlO9BL0I60nvlm1Pw6Qu+odRYYDEnaZYhvmhUrojecFd+e9q5d8VUzNeCHz/ETe57gBBdaLgR3r8Zhuafeo5lvd34W9ktyuQUz55n0/csmtLXa7VvbDUF095vtU3WhofFMXH3xrUW1qc6ua+JS9uF/NjVq6clHFzup6Paczxg9VeqXnjnqXnrtttWWPF2k7LeZBQ4bxHst62kO92mxNvuzUXvHYW993MDflMW+svOXcppnpTmr/6I/z92l3zR9fzPIUhfegfAbcPoFIw7kUMvyS9LVr+qyel9azXc+jsSautnhX1+sp1Z+9xWkth8da4qX6aWi1sYHaPr60nbM1KtJ+QRepWSWXlfZdWrNSZuN1vbRnzDDHfN+3l68n+Jf0r/5k+tPfvLzE1gH/jXD8Y33oIkDD0kmntSyikqyhOYDaGgiBKNUKiaqRuw5nFOM4FzQOQFR9BcHBPFMwOjIp5IbAyK8ezN/9TP2n//rwn/zOL/6d8KZDPAC4H9GKdwD4Y3m4AiwADmAFGAFOP64NzgDfAMwA15TPpc5r2sRb7i/V6QQ8um0poNUEm42Xl0ojlKIVplS21Cg9gDpJoS2eWjOdtGyysbbRk3hv8H2xPVBEXTWZGicENeePt/Vz9nW/20mJF71RqTd+gejZXNn01jzNQTT4XMoA45KfNrjHmJDpBsCaCiZDmKqVEopYJCCyimbEXgQxH5jFwL4xk1QBBBOwQQFrBBuOShvUXTU+VlNZQezEG1cMG4dlK9QoF1W9f3Uw1ZSgRkmcJy0bzAwHXK/H6MKwc0n1wUhZjPuspjJqzMyc82jLPLumcb7uxywKTH5WDpjTuO7WedGddbVeNtdVPbVq/C77W/XdINPCq4UsTZQ+EKeVbOH5tGVqlSIp6ZNTGo2vVK3XgsUZDyJH0JtU2GY7QCmpDp3EuKDCBphq64jmonsXWwajTYNqqWHLVaqi7Vbc0Lc59WRKzccsKWi5Rm1IlmaUoZxN4Qtru2VnkHPWg6ZSUBtdIRJUA1LTZs2ylWbJz3knSpTqCGXQahMcvJ9q8QPG5/jp/e19fg4F9mZ0oH8A4W6KjgALtApwRTeCa2IKNOElYa6Q1x1i5mcLFtUaWaRt3K7Q7pQJ7u0r313AKcN9000lyPkKFVyd8NLawoUrJOF0AwzmsAoMlTvAozMrVm3wc932O1/ydFo3O6RiUq/lTnHm4mrZzlEZvUzga8/FdIvZvxvUKjuyHEvAxWI0Knu9u63lGMvMT77lcy7abCNa7MLOhdWYcMCL3emdZn9fdd0pt33aQqN1sMEv6oA7zNZcJ3x2pLIP7lmpR6vX7cbH9km5G2er6KPKfYtz2dYMesNJVVvKorJqTm23j6mpTYNuFkuVFNpO96saQGRSuzgPt6talXvY7svDruN8gXy8a7nkMOIQ28sOhgy3ch1Hs32o/eDjX9xWt9vlfh10b3Yxewq9Lqf9Z97jB7TNFQWJGLdUp7cPoiv5oHt2xtE4DulqSrC5zaQJnH5BOmh7Y3iwsEkabKlUdZChlduK/c3evMuzNGrawm6xL/jwkO78mz8+vn0tyxDLBpG7BwfZwNNkS1ynGFrUUYZyhbthyJfjoauuD5swrfnSikMtBAnYwvac7l9XVXg7QjOY880d5m3dqsvLarc+oMZNDv1Orfm+2ZHRTVwlLpuG0aunxm7UmzTaO2gcjRl9WorvXM2b29wB8jgNo0L7/mzt9PT9n1zyL9/HlhDgv+673z2GN6HpU2FJcBHWEgJTwH1RVVOLtS1QiVhTRXZ9OJdiBGQFnWu9crbYFbsJeZvzrQRdTSPrsUNIiWFHqqN/a2j/8987/m+++OpvHr54DcYAvPkxTooABiD9KKF8ALgCvAU4wm8xXA5gAoOpecSV+by9XNeLunNTh3apSlHF3C62qu4o7RK6gLWFDixLgtkipRSPg0a9rW9kHEJmBhlUzv14l7MgdnHNETMY05vk7J7wN6pZzktGa6NuqgXoN0itHAjW1kyHSZnN2x7w7OxwpHPBnbK0ANQ6eL3bmvXONy1GoVK+SWN2AhxMXyiT6mox2vgKXoCDkdw8KSpNW8wsrQl6hSQ8WKnEEFu2IGXJgsahtkpcK9OaMYFX3Dz6B69CcHoUIVl4kJU7cUO+c7C0+ZTxdpMFaGfcjd1e8AMBgI2tnwvS4K5V/aLX6Sh3Rm1xOrXW6XaqJSiQ+ZqnAUtK1O0yaxN0Z4xeha1R7PWwk7JoZyzManPVg4+sPaWYyIbmGio7G9MXEqfrvIF1Jd4260mroGgxqERR0MJrDwpajkrXWpCBRFTOzZspZue7hM00XEACCg4dxQyu1ynGqhlpL6K1UoWd85iacc5Ty1U0VAcanTepOmeUSDmECM20xsK8ZQ5BSanDUDk7lXH5/9ziCt8CfHedMtQZQAPcN4kAAsoAeKlXyA9QBmgCmoQsWPUcc5Q3uXixxw5fACtUC3Lapm59KnG718wFK6ej7onggcwE8kf+LmVAYzsXVlQY5y1ePre+9WWhNr08kTCu06eC4yUHGcF4bQbDPa6tJcpl+bSu437cYik68rSucEZKcb5abMu0aEJaSGxVTbVpQVNetjVGp6+cpcRXY97mLLjdyDVav5Nuu0yow7xgB7d1tkdMt3ovALozhdfPepo7TwP2NJyLf9vGK9VRdv7cULZa5ZrzoCzUKTm0lFdt1g07UrI6y1MbbJ823WEsvENyqre8jObVttGjvovXfGDv0i7n+BkNXCZnjrVet515/MzO48W4Q/QluHu3n+aaAs7nhKPB7alRxJjSSLuxuAMabfnEN37Ei7qh8aijswenpij+6G3DUrZyLkm2NyY7VkFcWAGdfahcGV4Plc1YgS5rf7gLZU5Viu3oHG/Bb07j7nfINIVYbFcvm5P4a/r2Or6DEAKcU2p6RZEQ1u+We4SXmnNKbd+vbVJjP6c4rml717Bh2Fvn0Rpbg+nLXu1BTZI9d+CoUEajYkHI98EpEt+MjAEoIVTOF5B0SzlwlaHXCVKnqYjU1lxn58LBUc6TshO+UNQXlUOJxa34NLl1dr95P/1X24dvT79J5bB/9a+j+uLxYe8MkOhOi1OIShkUa4zh7Uw0b7Ja4KIibysNpFm1/S4oIHsk2gn3bQ9tzeugQKruOlbWFkFfddtB36Fda1CMVVHNXwX8j153/9lPv/yPhs/ewv0A8MPm+YdF8Q+ouCcA+yNuPQJYgBvAAuU3ILeaI0+GyWQOS1pjNbVlVVlVdtGcb0lRiQkbXZ/PmSsBla2K9XXLCsd9WGCByE1qWZaUU9lQbXmdldnp5gR0Ro96ce6+SorSd6hAKYTgUDnoWd9YLGtIJbRKUD8V6TifG+CIUSoFABIVmTrvWHSndCkHEHQwoO6svk9svXkjVRmHLWULRrewJmNN5UreS6p3ShTiPtJOhcdY+0NQqLViY0CUEVdJU9ba5gx7BSUrDLnJlrmZTk8M+3u7bLDXmzWRr7m/h2IVWj+PvUzqbMpldtKAByOrZtNzuZVQ+Gh1yTmRFUhktWxsSettvlVRLrGYhEX6kATVsurkUcBWB+UWPZRkFi9DO4gsmnvgosiiwMbNa8ljybedQTBDb52jsKGnqkqbsA5NCrUsDazPrhpjgaMWz0qQUVkVajZKJyoGzGShMTUEVRuggrJmFdgUFqqWs5AYAq4ZdIspLhq8mKhyYxXrZinXopVPNWETRYiVq3eQoq8MnGxrsX1Yvn5/bQksQAAwAI+AHYCG/BoAoCkAhkYg3wIsWnujK1RLdiNjnJrAV+FrkR7Y2F0G5aD7BDgBVxY2vBg8T7euyQztTtsP8+3AriQONelmBlQHt/szIG/3QvrFjZHKDcODUu+5DCbWebmXqJRmhKoZ7PHdF188LZtVuj6obdveaB0Xa3d+vrVBKDXQQnjhtpnYxGDeMfmqElrvXbedd3eKyHrD9bLuH8je+M22adtSB6MQn/IO3PqSK2bXCCnGrmzbi1phDkjY87JhKX7zhzDtQ2jV+mDyC3heQZSVzA+6PhejFKHu24R+b5+3TYmKJFmK6F2W9f6VijD5nYWSry52fY5t003B+jx7oz7Fy1q7yXW6FcZCn+LWkQLn9spUGaZFJcY67Aaoc8306+lab3XJrp1uD+A/vjzf49sbVvbHN376i8uWat9U+qo8tOFj4XEslCR/Pt1tsd1pxvTdIq9ev3RFh+Fy/eaK19h8zd+kx72P2Qdr6tfGVt853MPl7vACj0r93igfb+oBhe329P2u8s7E3b2+PMkjemt2p1nCMzWpd48Ht99/PhxscGaQyj7NTwFi7qc+UMx4CNuM3Ou128PlwqjL+QyYypWzmqOitJ2gH+2Cw75gCuK2iIZkmbWWG+xgaZ+Uga2tzkkD2B4uUu6KXtY6XHGZ6+X9vP5JevoXl/e36d3Pf3pn1Zf3rz7zlEddVl1zoUwquLRSvtRTsuRgtgHGbIauja57DWuou8DixQ+gLLFW407noIf7oe5MuGt0/7m2pSdq2LosomtQrt6Us00Uie86rV/v4e9/NfzDr+7/17/z1X+g3ryB/RuAzwDajxf/H9ByH380Eh9/CxnlGzRg9SIltfppOlnJp5YlljpHcqSQGMBk3rg87jpdNfjSg9lD6VnO7UNNl2v9IBDE0Qiq51Z9NcpXLLm5hlKTaGk7qIatNqJFVa91JVybVboRVY0N2XqnjCvFeaVTw/5aTYJBadoBgA5KYStWFBUR32WQI6tZwZhaJDSxoHa6NSP4KICFDg5CaY82dKnea9WxP6J+7eAetB27Yc7Bd4A6oB2QddbOGpca9ndhBjsaLNWoZrxvsxaH8HSDgWguBdvs7Hi5ZXduHNtQt1UVNxgCr0O0F11KQZ9gG+prUZFszzqEyrC/M/PVFE2nK40gjGAKrzhvlwmAbsU+TqWJ0U2W5CpkUDRra2q7orGsptm1ljRjUx0VaGUhrV8yQLtOQrFQZ11ksYiNkm3YlCNoqakCUYllQ6HappuTrQBLE2HMvEE2UTkrVEp2nAxpYxmTi8p4lqq15iYAuQrlphz2ootqrvaFFeFYm246Y3TitVOSWVllt61JuxJjoYKbuv6T938+nUv9rcZIgSGgG8AA5fZb+An9gDRRAK3lD2UzEFaOAoUTkiqgDUKwpANnDxggD0F6oAsXQtUzZlAruhNjvbVVtheAvtcnZusluT5hPGC6bqWu05ByYY8ET5GqMp/K0In8049zSVeUrveejMyfvrclZbjJCcQAFSNdxtTA4zNos2UblGBAffMB77bjCtJEctvu3/mdv5+mFnhtln1w6bvV7lqeqE7xeLPNYz+EdU37ezTR5AD0DftCnXl1uZRBmmypu6d7kjJf62KusR591XPd+V6GAaYUFKUX7veszKEz7GFnW8JOZ6U8K+UcpzwtucSXXGJ1iWQwoxGPPg26G9zFoF3XNhrvset9q/gKZ6pWaJOqT5cLnHBYzUB8VP48L9xQ3IXApv3tmWvGUJHe/uH9Ui4BnN+mE4beUV9rRfVef4y8g3ZbBUjByQnpdmkIr14Nu3/xPgzJr+vO8yBklZj+GJexvgXcWjz4Jk1mBLJ+Dmwu0/qXy9Z53Cv66d2RR3scKfilif6SptsS2u1Oa/MKveP55aJwWVgbUusVOIs9POakHrodq2HwFOt453jQwUR690iwtr6bwOKdkFFqmZoZYVnSUaWzVTVT1aN2Iai9dXSvFlYyqq2mzdhtzXo33KzYbVuqnF++O9Npnf/59uEff/zNafIVzn/6q8cl7ipk1m+Yu9EUBIV6Sw2qrEBWYmO12zWLHY5sQ2267Y7UOq8eufaQvIFOZxA7cPXcjZX3wQ+f3MGjq6FX2UHnabPFWp47Chp9k0jZe7chvu3h3ej/e394+F/89PP/wd3Pfg+PI0AHwADtx/rx7cfvh/rYB4AXaLWUC0YrfUhNez1h8sFeC/JeKWhJJ2/VU02HUJ+vFdyUlIoK3oy2mPpOmlXbKKiCUZoC++LAgx9N7BRXpwizM+hC0UK3nHux11ZIyVaRfesjg2GtMZqkODVhC9BIx7XNWyQBIOprU1ExVK2s5tRX3Ko8xpZJHTY+GGdrVY2OTCrD6yaSwRrTt+zB8MYDqrvKvMGOgCt1tqsxjcpKY6+VotrilroBlhipw3mBpAqqXHQdCZYt9p1aTxNYpWA0eup3R+gNmsoL7zaBZ6f4hJspnt2jma9I43yeNI7pVq26JX+n25acq6m2+9A/V2+3rSbkBjmqxeOI5VlGVjVvymhHTeWITr9s7I3O1y2rXbxu+2I447bFxBbnhp3ChruDwqw4q+xVmqtWlU6VIHETUNgUQcpsGG9MBnhrOw1VGYPivQ25kSHKagvaiLWVMwg2yMHgnMkyrOQEq9WSmajxtaDlHGm2lEorKOIUZMym1tKSo1a5OKMIjQibbMqS2q+kbDD2sAJsAAesK7Qe4BPc9YAEqgcCsAKgQTWRAVRVRQEbxg3i3HgT2Sl7wjpLq1hZwVGRgDponzP3qB760OrloOyiGcAFyCU36/eQVie11JhVWGpEwKyqx6pJKUgdrxPMOeyIECzl8pLWhCnflrhpx8XnqfZ34bxFSmbLpcUymq3mdrIxLZvtjRrM19y0DUbX7svdr//Rx8u16VR5gqYF0tIeu7JlU6KZZJmTC2rLxYZ0yqXWFWJVGrxTLcnDa8yVrLRy5XnBsHcLtwdKlzRr5O3ppeTluDfZ6YdAadlSPc8Xv+A6tFo9u9ZtoEzZiUDVRjLooPtqUp4pp+35Gu62snBG6KJAXWveElTnel20zp6zCZuh2tHwkC+Yq43nzOOrQLpNhBZdi8NdyAtx4Zv6cH1GNNSy5VsWbPsyxn3XoZcqsDtiw6qyzt2pSD0qExIr/J2cZrMRtacpWkPzRzUXf7ipS4z7++H2XLnTthyyt3srW1Jl3wyk6z+5TB+/Y11ajdNM5o0pcx9Anp3TPQENie3Y6WkC2s45SvcAQzCtYt/Jh+vZqnxLtPeoQVdIOnBVxg++bQZocbqjgY7hCBF7b0rke5cFrB6WGJllymue10aupDjW0dTZ+3Jdq5vn86LUerEE+vxfvMy/+svn6/Sb3wqrwXVOv/a+1anpbckdakKRNUKGfddKDLLjAr4dMgWyA/jOFVAqCC0OvXeDwKjM6Co40+u6s3aoOZIcBN6aEuy4M9FQf6fKYEYyzeqmcxd0zOAUbNUOUijLZ/fl77zt/8GXD//Lz376B/bd5+Df/Dj9TwAdwO1HUjQCfANwAdiEvm3TXOHb61Ow/e0W+yL4EueOd8VypTtnPjb1OPhafbXFidkqvqbu2SpS/VOsAG3hDFA6gAAFxZ1XCoKSrYgA+mbg2NPS6pedS9ZYYp1sLlkRXUWId5eiPNCqVIRCZiDRdANoTKg6qq8quNruxAVohyJO0z0X5dVbbp+J+0ODv0DzM4sDmZ87/4XIo3J3xH/g+tdS79i+cqrUBkDArSNfSjSlvwGOkbhYty3KWeFZ574ZQkHwUd3OdRxe4VT7L70RsYHKomp8trnmK5RBZmecOeug6d4cGsCHNgBKtcevrBXfQdYdXTfX6yJQegfXmu66mMmmsLaJxkGNxIXH/VHr6tquFVm1ER14PhNpXHLwXcrrMEJLTUnl4Eyu5DlfFwMlNkVWa4julu8N8izt0EFEa6zO1ReQLpSGqrNtq7brUk4DWSZjt1qcMXlRnXYREFtCVFmyMVi21nVmqS2ozKAraW2AkQerVugsUs4gYAqyiPHerYzBqbUFZ36emhHUllSpq3m//Oe/+j4LpAX2ABbgk8AItgA8gjC4A6gz1Ab5AHaB1gAQGolKIAQ43D8MYF535mOLd2Q1oxLKEqZFLhYUGQ+lGuE1L9BZiWutN1mNhVtn0LQnNLnwlKyLyz2Em7fauFu2HaFDO0g7slkovtIIzSjtwRcpZdcd+xonTtmGad0maelyaUurI9IE7vBqfzX53b5Vd5salM2uq4wdTdb2tle3KRIOuL2UOPqwbuB93Zl81LrELZbO2Yr+3pEFao97l/Eas1fX50mZnUzKrT3iZblN+ZXQUlwYR06knINJ+OPWlXwu4qSvCwcztYlnR6g10MywTsvLzovaCnPDpm45+97N2B2HcKkahUpPUWCn/LYWze2Wn9s6Gb+A5S0g3NsxV13bAZnHRy4b52qPeqhuqeg0ltTMtcL3Un2+u9XSqn9FbQM3tlD5UnAIyqRZBeP7HrDIXtH3cRVrFc80LDDcz3j3E3YedzsRpye779+47Zb61yhpbT7P2xQ36I6rzLaIA+39NkChXG4ppuvXUfy03Y+v9gliYreOGV/OajjYllz3SqnVrsaGJldQu3643WD3Osy3lpVog5nIOFfq2odCVUtIt2srJgZnb1Vs5+IyeFV5DWwV4riydsOu1hDC1ZaMdmqWni7nYXyY1zVft9s/Pefv4c//v/OtwE9h7wH+wMAjIV/WWMVu2Tszk4rcjHb4Rm3N+LF05FwHBD14a8aOuqrfqXJv8Z11X+h2t9OK6oBmBBlZPwLfd/RWW0TagfI5ddVZkkUpgrywBO463yrYUIpBazJr1AHAK3HtONLvHrv/6U+6//AXP/9v+ccvwL0CuAN4BeABhh/p0z+sBApg4freaYOHf3V5IeL3t+szkdzixzKRrk8FDwwvGUQTLMA7caJ/3dZR2s3Fo28y02EkKzYG5UndYnnnC0gLQXhVQtsRcWF9NPpXQnahxlCxqs4npl3AWLdHA5VhT6p3vdMLBk1HAABEQaSkVG6NJOqog6VXbF6T/mnVo4TPlfl59T+x/neq+YVR90W9FvtK1O9wv1d8AGsCgNAb6xy3HZDFrJmqy3ZVt+B0rqA0JQFtZ9OsaCaUBdpg6IUvao9lCeiL1oKv7WAebyTdQO57Gs1MJswj+Wc+kdo72p4bm2ZaB28FEZnLoduuFdQ41E31Fja0CriPO+4TUq5rs/1W8oyqmWRQdWhpXTDsDK/NSqK6syHpUDSvVuMkaBwzudHPKDxLaalaXxzNiM0bHZPyFvMiXmcPKm3GK67ReJrXxVi7aWnCMRjNUIduTZWtAeYAWHSzpXirAVrqSNaN0axQUBCIXCzG4lIZdE+YJhsAlCSpwZatqD6UlG7ebK1KLMVCePkX9aWtqLQHEIABIIIYqAbMFc4VYoRyT9oBLJB/B/QBwghWMwJIBMaXa4O4zeWdEmZOkgg65kWrEnJm2a7AVGlzwSGR6e+6Ye/2UPRxwyHRI7uqiaCJ9SuhZwuJlAYElVTO2jqHaoPYYNTkFKqn4j3pkpMxnTJUp+2cyWHyWg5KJVW9Cadpel7chwtM3M9NB5+qtERNl6PZfSzd2NRllIeUUmkJC1/bpefxEmMm/6u0ZXSK8wumkcbvt+Ut3QMmModHyH/ahOrjJ06j7Igun2owF7PNq171PAtV3+eSWldLac0J5tXYrha2SnRvMTbT9eM1ghyGY+cwt1di13W+uzOV9OCyt7VxvRuH1pnH+x2dNdVjUVQ3VthZBJG2XW9+Lbff3O52L2rN6xLnp3Jz1nawbmrf8+aGPq9B629eUoWqk+pdWCuaoo4A19uMOrdlgW+vFy7HW52cUTkaDWVsj7Xmg+/WbnH74uXYkftwSe9r+y4DungyeYlUHXyC+IR5XkJPqUNuV3gYPPeox6p6ncZwp5fzIK9HNduzSsNdoJllp9Ns8GiMlGhVYFiWSqrWM5o7U7Vv8hCijilZ0bfq0R90zuNQ03V9ws1t+WmKdqwVeu64Y3VryxBUrdkqblsQdQD9aoP9wYTIlzFKnpbtdv3217+5APwa4M/gugPAOqieZqcXZlZ0nlmZhl6pPdMiTorriAMqh/kI4krbkhgSAGhMPaSGRkkbQZRa7jUEyFmJzUpTGo0KhjptncYu8E6pxiY0tLAR2wCglG9UnEO0TCgnxlbQGt2icu6PQ/77v/PwD3/68793+L2/Cr0AHAACQAZQAO8BrgBnaGcQWC6XcsUUP6Y4GSl5YUtU6qeXJdTlZHgwS2wr6ixTfi7bPqpTpi7TeXOlq9cnFlvubvght26A54V8relcleEdhnlLAfPWytHF2LIXQXCY8xG1rHUHkgvvtG6xaklmo74AEQDAXpl7gi8A/tDQZ6DfDuoAMhpzVO6+s184d0R31w8P4F758Lno+2Bek35ksVYa6lceu4L3WnFjSxCRcpVqUdU0j1SXhpaIlfMRBHvmDRMV5TzDxdN9UUWp1mc7u+k6qad8M3Hf6LopeYXTvwLI1ZwHxqZxeykZuyYp40g678CJ8sgVe9Q5LYFyXFMHmyKBALuyPxV+7BRG9BR8haZLb+o8l9eDypcLq8axNThTy5fMRg/QTCfZZMnUWh3IdF3tjUNJQGKCd0oRq6gzo0nYeGMixBJJqVrbnlQy5ECaAcgiGm0WZ43DZhCMzo4bEqyoCI1m0FZrTFa4Yu1aJmc0Nd8pwWRUGDCjCFrURUZDOifQ5rTdGFXTQOU6xW//0tzKG7mLABlCAngDP/gAGgJlgBWksRQgD/gMFWFZoHpY3yrrATYoSL5gqVW5phAGUMWC46oI9VrqA+gPJT6AGiRjWwPzlKaH3lScENKFtw7p6DxVw1Jt5arR1VZrPkDY+yCM9x5956g2yb4BABGIuFSsNJVAl4ynOgrXWxFkTfbblbue2ombzjL0JubhZ11dInY0xxbO8/Iz6la1HMYu8VVCtTC+99/vdtpQezfsaJsWRTtrbuXqfSiSPQ6ub99XGTXOPOfSrS0txXXpDDuzdtK8lp1e5Jl8z2scd6S7zevxIaXktc6H7RIr790qXHau2Jfb7bKZrE+AfefqREzw8n2dEu1rWWA2wkvbwLOsHwMitMJ0cp24WA9vTAzj4ct9+ZWXqvpjv3NYnm9rw56mOJXRzd1godWfaIObeCtbreWUFdVKSZGviztYm1A/JpcK3gfproWb3KHfaq1yWW+r387mI+bLlEdpp2p/7mNKr1+j7b15WRZVzad0v9PP89anGt/d4fPUYnv4LPfO8v2KL5U94zqdtXp0iCVnazR7lQo1YcQHt8T+/iBNHGvY2nrB6nN8mh05wU2jgRTi+sTOnLgOxzdZZbtzJOu5uG5TG54RnDZFck5T4ZlUlHht6VPI85JSfsrnD7fyZ6dv/quP71dggLsfL9F/IvOvvz1rwSD0saRja9HU0TadxRpt0Vdh32pkHDHLs8gjVWWrNqaoWqILXFpR1PgA9kH4YPg1mw4yiRogI5ojSBDVb8Fz7VAdNIP41whZQhHf1Y5zn7kpdr1qTqMD4zV5cEGZXf39A/27v2v+4S+++o8Pv/u39JcjdO8AHMAAugKcAZ4BPgCdQAq455RbLpfavr2kTcjc+clRneTphqDtdtXFOa/86rEJrGvugm7V+96YzcxYd9rUKx08NsP+aIxtZb7sXQhsAoOvYeh1FbASUZmpiVYASg9O6lLAsKoCd3RqQh2AC2+VPKD+jMxOzBc2fNbg0Q+/U+W1sa8h3KNCpVHQOGdR+yHsqtv54SH4g+BO91ix680Kja35QUjujRtjQtv706IDx2wVSeIAgJtSAaBhTJsxO8aZIzDCE9+qCS9+m8VlOEUe31BcmuxcmjOmEwqvkewqWpSAVZ0WuAVSka3Jkpvqs12q2Wui5hNqJ1DV9FnHs5R+73Urs2kO7Ty3B9sut7lDY6MU7TUcYjMH4gZAqjICadtn3QxaspEGA74ZsoqkeSEJYpMuRvQi0GESAGVbrRn1qqTLUqjojNU1aVyUNsiWTNFqrmrWVLEp1IK1KR0NKNHojWLcrEaWRJqqeFZERCA9c0xJWUiIRLpx42ICbpxpK78+/6t/1qRBSZ/uAC1sDqBA8NAB8KvH37+H3gLM0DrgCvAItIIS4Bv0s3gcPrvTAzEgQxKliHdQsFWr+EJeiR5x9wL8xW7IcVLWcFNS2he6/7RutVJJ+Z3pcovGN843YCbHAdkTajJzW7ecqW05ryykcx0dDyPmtRRyXT+UQj1qUBicilADykHZSOn1gyUM8rqnZOi0ZKvP3+S7BvLhVgTImXCOtbUK8Qa2syWKSjZ7g4ZNjdfzEzKU5fysz4o9l/e8beMLrJRNeq3shvSKFuebwtn0wzfbN5RDgtNS3N7sUpr73V0+bSn2vJ6/3VmsvMFTPiioHI3DdZs0KS2qcae1L9vtxdzdrrW9DWQlzecGZ9xq2TvJdXXqSMscqtUvcb2tlvypwev9JjC5x4I2Ld88t3V2Y+1FXd+z3PWwmAzV1/57oab0bVmPhKw4aNIl97K5KC/Yui4LsN4JfGynBmbN168v9weC0h3vfI2otXWHO2Jr993yqfUAp7Wo5wb3HiFyGJ9rfbfbq9f9ft3g9R7fhJfnvd5fHewyChgVP9W7g5xR5aVWu27pgg/106U43jbVH7bTHAbTrB5UZs/bx2nwOhfplNcWuL+0tiv5NhqL6WyJzBYj6h3PG9xk7SFNhKW0jQYGdS2qAwwrnVY1xiteN/onp1/96dPpzPxbtjlYAAdwBvhHZfu/fvPd/+n79+fLMgV6ndQSxfcEidkVRxht7QBiRt8zL6SPxh5be2zh3sS9de9afDQ0knSB37J99bh+3vuf3qedMTsTmaTzbLotdH6vq8cw2LyCeaXRQ0ZDg4pdHkhaUCMq0MyeVEUmHApWi77Bqx7+9k/V/+QPxv/0j778+69/8Xvm4QC1B6Df6umVAb9ABpAnzquWW5aPaUtSWyrNZxr09FImKmmqp7oYiH48RB9UqVFV0f1LE65r8poCt6qU6WuRlbWMu0jNZGaDJYipKGAGBArmQDA315BTNbzjILRZsGvxQYgACh/Bf4Z6JPtgbF9wDLtXhY6h65kcEVU2wIxUcktkOQlZo1EaKDbqrlUObli2EfywLIa8JnKIqF0/xdx7w2RdqVCbQoBMqdWiIGK353o7VW+tu0lOFSBPLTm/vLxfxz3cUu0b256jodLVa7Jm4meAHNP8WWcDU6UzyDhfJraep4g0qilOy02ay+V6i7DVD99bDFQXywCjSIxpCOUygRNMoRUHBmJm6BKk5g2VFcF5KKUVyx3Uwnd7hVvOe9eKNA2TJp0le6GspTOc0WtqpbEigOoqbI5qVE1ViARWCefKNNmGBZVWpiqrdUubbgQomBCcoVWa1baCBGMNGSLwZkM6GywC1uqySSkoAjRXGiBt5Pu1pT8rX6f3iX+Ak+gVgMECbDeYGMz1079cQO/AjqALqAg6qbAD9wAUIAOnMj/PdTYYGVipHFW6Ko3kRdw7kcF3RfED4e3G1TLx1jnUDLOTrlOsfQn2KcY7sddrLg6DJL7bK4Cuyc21OxNIodBuQRgs4F2n8FabBqmHEPPt5H1L2vUhUGey7H490i9p9cILNtm3XYzsRbqqtextOO2DGrtOVWSsEzfdDhPek4JV6byRbTCV4sQkzyPujlbt9vonNETufqIO+81XZx4lXAt7ED30V1Lg4ZZXDXbaltvcfYnylNoKiuKW9mEs8QaV3r8/pfg8G8NY/Sp0XrF0anNeLnVDUPlBq7cv59ATrHqHTNQ5QYgv5cPEtlPbPJHf8Vy182NRZWVfYVoCHMaaqiXNlsKbz1F3c0rdZ8e2cqIyb3JRUwnl5ZI65f7yXLvW5lZK9Ldz/LROutbzE2aEHrXZmbGKMv7dQU2n4vOazm00vNZk1zpYzpLHVrfZ5C3rwu0l9leKoEY2t4/n7nYr0JpaykmO/mTzQZ5WPUhKxT7C9pFVs+k4mDMo5bdzcZZqRA1xVqTaNRsqKIGG0nXdRqKHWKVV9N3aqw693xmfYhhGn3hnQ1zBA3QqmBuEEeumhqObqtdBt/dknhL30+npiumf3n79m4+Xvyg/zE8QwP1g9VKQAHYAEeAnSszo7gyexQ8eluygJzKQFGqm5dws5ai1UQg1V6t1N6xmUJ+9Wh8efK9k1/FDE30XA6m7MPvR7sa1d/qLHfRAiswuJe+6vUke9cgNLFov/yYVIhNC84YozcSdRWUVHMAUXFF8j5sj29WEJgzyh3fmv/1T/Z/9G5//x1/9/G/evXvEQwDIECNsBvAMxoJectGN0Yd4zR/X/rmwqQ2NDFo1aqHRxvaWzl3GueG90qd6tbK+uAOfL5vz4ERimULuUaQXHTkaY1j8dd0MdLTdlPFcbhr2KZakwVW14KyRWF1RFyQiAO206rzqj84bMcaNIYoiA41AWQRQYBSBS1GIdE0gKK1KqbWCbUa0thvP1lrJ4u1FigbSGpylOFhTsmGzoShyql6ZQHeItvpR5+sKepT5Ja8vGxPQZUNvcukHq+YlwzftqmH+rgQxljp3m6c+6pSSbuFtmU5Rdma86Yt6dOs2513S+eWpewHbMVTtUWS5+VfvzHpDrS8RcQYMDc9P3Vjyhak3toCljlRTV0Whr7cyBmteFhGXTHbnrZD5s6V96sdcs7FBivQ1slY2U3S01aKcypEMYBHUVVdHes0UkGZUGv2WCTQrNFtmB5Qb9p5TDVon4ioFHOY1LkGb0tiTZDCZV4a6NoXtsIq2BAWN1aOUVmtxArMYBfm2xk9/+v6S1OD6DWCD4gAU5BEAAQBKBhyhItQMTUOLgAC1QT0BV1AbIGKdyDozFGgZjW1650Bz2mR+kqw4DsITjVe7bs08heFSsRorUG9taJJwK5nai65qsAapGSPnZknzPnQNvi0yTe3U0oMLc9Vw2y6b7m2lZrekluZeigAlBvkoN7m+7D8sA67xugZq8F18asQRmQRWN7dk1iw5FtfPZU2Bw8wXU0825734QbL2vRh9ZlnyDu3t43ZfMG0ZqbZPSBXXSvHlRisUldO8bsu2nK9db8TwAT13yp42dRVcEn6ds9/yixFhu3gNBb2s53WeL94juqprrHHrHklEOH+C42Y45VjysXTO+73K67U7gnG6PYnpWn2e00HVCS4rT3TJz+tFR31NmZv+2WtrDh9/9XH5OsVqnpumj+lai7RwvjBPmlX7vsb7fVO+S7GVNB12ZIRuT8tgTYzx+ZbXuUkYa5Lvs9NQ17XT+1KvuqtMPuWz+JKXU1Vqhg+AQ7Mq8J3RT5d6Exv86cnvwdBVC17xip/Oz/pYt5nGUZisPbJr0S8nMJi5rq1QSQ3yNCfjlLKDwo1yEMXO6q3kVFc66wLlGmUDjjjd5hXweprO2HKhDkWqX1CGkXBhbbflVPvtEhchxVtez6dtu/3n33z65Wn5ZZwBLEADmAAywAhw1+uvzP3RDkHBeBgfuu6GKqiaNu3cygJCBIrThqjaWq3a8RpVahWLKrCorqZpMmYpEaCrlIIqsz4teWr2dcyq2c+oMJWDqXe0VSeartaZV6oFSyHXTuifoyqt9cWoQsruBh1jU5hJsJnmRrqmEnReyZgdo9hYwQD4bfvrj/Z/9LPD//YPPv8P33z1h/rR4V1Vcge8gQ7CK8htvl3qhvzsMk7XJFAuWuU1plHddDYsjSfdwYey7SqvXf/O5TYEXi/ZwDK016rnhrzW6HWDrTS99t4QTWZw3OaqO5OXzotNKauVc4ewGHReL63QCoCocmMlXEQp1SFq5wJihzoQ+kpECFl3XT8iaPQ9KY3KGNWRIg0oCo0aAJhhqxWEZlJQdOU6gjHWZ6y2WkOJok6NN6HNhBpRyKCOugriEfHCyjuoReZNqYxX46xSm2Kq23ZNa6ta2k0jyVbK5VzolY3LStBqPiUoymWMYfB5X3GLV5jP2LQeymnjkbH0owaGqJv2Vl0+dWokmKMOTrUTZIoDwveL8xjni4RB15vPtvWO1hoMt7hoE8p2pSabIqptM81vxemw5c0EmlEZpmqBG9ouyFrcaGrlyYRCmQpXYyhXCNrmmUO34Q+yCaNSGZzuojhndWRjsQC4Atkrk2r0ChdmTTFHJIvQgrBCkLgK/ur8p1+/3BfMaQGAAvoHavkPQrsNoIJqwKiGAiQQnJITVwEMAAVqgbwS9MxPKAGC16qxZ1ER1IhgtVDGpX8tdbbZBFS7lkTaWmbJcJR81LBqlaEZsC7VkqKp+rzcTmppSw27sDdAro05Tjm9ogpOW+vhtpmuXGUlXw6tyJpnlfzqWhhK5fk7ENXrza73oHNpsAQbrFl9KSIRWmkftlfGy6pryQ8Gx051bLdkD/Gc1xReg3rn4hDfvA3zbXHkuFV61XDXHVUZ3o2FoGSLc1hfK+rUtF48w3ydRmhXsPUn7rxWgmJLhjSTopPUgw+pmtE2G+z1ZdJoU6pHhR/Jm0hF+/VDMgrZsv8mL+1SJ5G3RyGgNcuoVL0vQp2hdNCHTmHrzb6z1T9XXSb/m3/6FE+X2ymW663WBV7mchxkIomzGRUvddBuQN6e8eV5+fLev/r84cOpwoj33YgRuDPhInafmLZJrRTSMhXdz9eptcE0r9aZ46jXjIfRp9XfvfZq1bUkm9rqxfbpaUv3Q14iL/Oi/zlf8/ouhdvWus6tz6gdrwutKgjrNbVW/H03FNcVcTJC2lJzMfj9RmsYUBe525vBuhw2D1wK7TygOgRvTPeqE+MNl7wqsnM+lBpbuXGb2q4Hab6VS1lLAkHjrn770/X8Zy/fZzAAnwBmgHuAFeDB23fv3r378viznz28+/Lz42cdatKpvaTSrEQOq6aybnkWmHmrILrkVWmfLQVRYkVxqqG2GqtQk0JsI1gqPlBv16IA+nqp5X6o/dheP6rHvj06412Nhg+KtG8HkYPioyKBGFA6WSqoIxF4cs0GqUI7bWozBCCzLjYq1aph5SlLM1b2Hv/2O/uf/OH9/+yvvP57b37v4A8E8VfQHCSLikt+Sm3OaYV2pabLlmrBGAc7akPQhbrx3u5Pm1J5OiWUhk57XouZ4bzMVXMupHNDHmreDrmlzLbMhUWjRBmUEqY+VAzGrakNucwMY1K0ATSVOwsFUalWJIEItgJorJIsygBWAa8bAAAhiCitDdmqyaDNDbBBxQrUAwCRaCwVNtcsq03SCmvPWHTckuAgcoqQWreeqs2omrrEtfewza730mamTLjlc5p3a356mUA18koz+g0Wdrsiq1Gwv3MHG/YBF3NtC9Ehr8irxGmOXp+3hLRrpqfarKUBLN2R3Jgj1l5x3lbp7OarwgStzbkOnlZclRlszC3arm0vCR1Qw9agK7mp5nSrRTlblPRiolOaHTqNGK3ymdsgQqroRtHQtmV0OrZMSklbTTPgFDVkSxWx6pHzRuisYsfA1qSG3uhWCztXGyfUi6mSuTpXoOCoQ4naOC6bZQbQOkb2NH/4v3333YdEXH/w1b0G1f/oKnoA6MAOWjbYpMUG6KGkVi7SCiQN8IDDAcg1eoHm8vItlGV52eAWUxJwmZ2B/hnA3D4e8V0H+lK5bkY11ZvelYr6sIq5M+oIYU3lY60AcGnTEaLFHk3FbIxiAVR+wNY+XuatLRlKdEOXtSs7JTo1Mg0/3iAT2Jx97byVZ4gJrksxpmO72rUWv6k8On0teQUVpEnrDkZXfi/68GHj87IPuZ0H+0rKmWLvPNfrebH7Xmzt+s5+YIZG2uSlHkc/yiSvl+5SoapqRiS+u3Np1aEBfgePNEQcz9/McC3pvD7sQuJ0ID0zNFg6pXKslMsJ4R6vdIjBbLt7m9aNpr5Mccxdut/dDQZX3Z8X2qBJ3I1q/XW9a1N03RGiWEznTMfadNtN12a68Vbk6NWpdmutrTzCYXkVDifEA/M6b0/ceuAU/+L9bfrwvDDpiE95Ta28f5+eLORnUwSGrGvUXUPNOADueZUjF2lJyrjIS4ig8fxxO9FKHK8JDtGsm+pK1d9ybNGdzeWNcSUkoON1s/O668rywfY+L1wAVO+h3jbmJNdoQtnlEELvs1q0O+4PU3b7vZLcEs/3aLiBk3pet4O6MYjOs/F+xXbXhUeFR2WNKFAOxfF21Y0/ZXicEsabw9q+b3VKX085AUQA+ZG0/NPQd188gib6CfLn9hfHwGtPhSNZ34AVpWt0L5K7YCqnoajGGBx54GCaAi1YHJoElQoej+puD/tO+THvBnOvq2Xd7cEBNm/nBpmlG9KbV9AP/EWgXa+MrT9xSmkYqyqszaCylqJMj6YqGJJTTrTSznBr2mBXBQ/KscmCmjlmMQlAgfLNoLWP9vPe/PUv3P/456//vc9//7+z+0qBAsxM1EDFEp8z6hWWW6lW+80t18lubFrsO3xOp2NIjjpoJehqALzSrPhgXE3aqYaABWatcKG2O3qGUI0B4taSXaLOSzGYS0LLm5CZ440LzQBaOBXxWriCVSTSAMSp3Bo61RpTb7QIKUBN2qhgSDGQt7oq1ZFhRFWZkDUlr4ZSxInfChhQknoMRtWxAnWSZ/CvrdYxhaFCqw3SW9G31XT1cvtN0zmXpVpFw22fdvT6zqVPiJXnyMLNUFspEYrF606r7V/eho5r1l4nraQs+Rhwfl7udpRj0edb9bxEUVK2prTiDQmnhZzRNAOXrRnX6iKQyrYVtmappQeFmAqzUwrjVJWOc1Mp6sSSG5GypSRMUAB1LswgOkGzLNkpVLaEohpZq1EoNERqDmzWYgXRoCXUwIoSa1dtTWCqR06NM984I2HhwkBimFijU4XZgsm5MBLUrZFPwi3n3HPZfpm+/eW0qN/aUA3QC6TvAHYAI8CvARjyVlED3SAD1Az1B/N1AHUDyrCN4BzoN9QrObwG7qAL5L8K9mC0aNtqImBFr05yUXAnsBnJoGTKfIOylE8NaU1oiRnyQWRlsM0Wpdq25Ka+j0uKreQ6t1gQXO/61emc6jo1q39yxFe2krQU3Beiyhpb2azFDHRXyxzCq1i+/TpV1aDg5bjBKa2/e9zf+/UjbDmnKyxo7+b6oWp/75eT8q+gIA17b2+NWaPrrkV8EuEqdyTn7baloNMV4KiCXqj3R7NJiDoInlCNArmyorxgsbrsjdtkC022KYKUOC2jxy6ZytAh4MyHoNUyBNY8pXa5GW15ft5/Zq/Xddw+rrdqWwN0+JE77RKzf7vb+J2/zWdry9Nq3JLOkVptPfHlHHoTL7eBKG1n+tQ+1evhmS/O9fSqucf94dU9deHYO6aU5RVhYvQC7s7sXNvVuDDznN97ZW7Ldle393Ce+JMg/aVLs9rf+GLQXdXtlNXe1u92U6GQ462kYGGtu/l1znPND/VuaEsqjtdPM9ZvcoxtCItalLZUwH1s9r63cxUNOT7lD3o1Nd+0CWn5mPJ+rLIy9hRoXMDYKNvmekvrzSbBc4VT3khMFHNtLcOTxUVl49VKCdd5HVd8/vVUPqzf/59/+e3//V+c389XgDuAxx/yMwZ6gObk4RUPf9SXB4W3elGqO1bvwCND8BJrEF4Eu0wNlFJVGVuggIVKoPaYvdIht9BkMOhW2DfVc7Gbs4bhXtvH5u757if4xdu8G0B28bpYU6vrMQbuDNse+tB23vWDvNujq2JtOwZFNhKAD61nu6OaiD2L4gQMXBuWzhNo4x5bGxU3QqXaUXBrqy6uFNfjX/uy/o0v3b//+1/91d3vHd0QsC6KH6Ce8pI7zpWede5NvWLRtW1rGwwtsWmbFSpQymoqWnmgU04uNMV2JQguRNsM6/hyc4pryhmpW+rJ+X7sURoag52xFFnpUWn6AMAsRLU0QU2FERUyqixGKS6NrZZWEYkTN4FNIDdoCkqpYhUUUUqaQAXJhHmtm7M+8dz3ucFCfSHOTItzuBSzI1xO1XcqZQvQOuO34Gyclyd3+JLyLetUkkWPK8y8rm00bboWH/XLZbZcw6Yw1trVa+PwqOdL9YNqcy6cxgGmzK/HcEk8BC6NCXHn0Go5YLulbXBNV6oQDTtHNUiOC/RWOOKuL/liO7USm1XC0MmycjD5lpyHan3jSoh8SbGnsrHqVWvKE4qISSJB4ZKjqX5BR0DSGHnxCpMqAfpai9e1NAAwzVMB68Em3BNssXWDI6W90pvC0AC1UhmsZ2QGBFPFFiiafFUmVJ2oIkoqKv/Zyz87n+6HRwJ7BjBgAfA1QAOYAT4HSAAHGjLwHvpXYCwGAVAAI+hH4IN1DO0OSuVt5zYD9gTFsHy7Xqdy8qYMxowKZrkk8AbwLXXX0RmtBLLtlIGwtZx5fqlbQElQPJA5BiNKN55ydWW9IRZDXNoibVqpaeyUyoSjp5dt+tUEZOw1TmeXAPJaXcyxLNvtY8Nzmmr54itbG4pTvdVrkfSr0+XM7VDKbsDvcrM8P9XoWkQZHL7U5FY82TpUXcDlHh8Ocj1wEnVZs/Y0entb3JutTFoZo9f3V/SibLrkpp+301I0llgVR47JbDcJcdgu6W70+LGYWfN5qy8XkiKcOnDp6WJ9u329wEWVqnnjOw3PV35918VobV1Qy4pR9eu0nWWL5fTdYX+KnQbkYK1ov/PW6d4WbWM32fYwqdb48PkXiqaREGrrfjq/tivNn5zcajxJWZYpmWCagFqqEaRrcZmv06bAE9HuEldvpg94gpUC6E1faIXzbapAySzNdZjpDB6eVOdLDM6b9Vs31EtL493JWob6ou9W+LBB+H69YjFfZ55kw2q/vmaVHxd4wTQkWjcqPexe1JV3dqtLhEezbrc1eoSmEfJxBzdnu7v1utomFxMxBD4YJ9gfHEyVdr6bqY+ipq2bJIW4zdcr3fK3/89T+pPt6++WC4ACmAG+BqgAUuAx9D/7Nz5/9W995X/R/fShK4PrXI4vad5qZFUkUcwrwKjrPGXjaYuu+qoyZNH6APMQ6AFW/6q+PpDzXB30LqlgbJeY1MPPirrT+z9OD39tvftr9Dv/dvvF37af/TfX/hfm864Fz+8MKCqLVeQ3E5xribU9sENqDQyqYoSMrlHC/QKjyQBwbwtUO6giZD0XtVO6qQ5zEV1IlHaVssXRtcqm8+b3xvB3f9f//V98/ndf/+5f3b+7Kp1RhytLjSbX710XN/rUfMNaMAzOL6Cz3a7n/Km1oaXEtCewxRST9r7PpIZkT6Xq4MuyBkFX0+bqWymntmhNaNGjj7WHljcFFH4Q2WQASZQztA25KmogZatFEVQB1I0bAzauSCgKIUtVBmvTyhEjotXCNYmyvk8Mltw6LxJ0STZjIaB1q86U61qHN3zblFfcSOpyoy22Mw1+uf1GD2QbBVnMdjK3TO1WnmPaG5qihDt9O8XvcJM6nw28hiZPVFKN3yybk72CJcIIfJnVXX+XU2lat8uN08ZVc9Pj6G4VTF9hwlanteD1sqFNlxy9S6k6G2qaua2pt+tck1IY4bhzS8KwRdCOBHWHZsZu59NWPEmpBQV7y21JuiM/89qpnDdlrOLmt0JB6bXE4Oq0FKMU04S5Wus24cGktQ7etlTQY1R4yNAIISXwwhEIwAAKcDPERclo9S0b4rBeqb5cvv9HHxNDTJ9mzA7gDFGDbD++micABxr53Kl9VrgoYOBd37+B3Qka6cOHFIHWDdBhn3JljG+1AuV67MHuPfozF6XIQdnDnOHbZ15CaVsh1AZy2Gp8TNUAH40hv1OdI+i2ef4BgnWgDMpaTyW3CtKH4M26wvqxZXCH5xW7opFQRyioTdAddnuTOagKpbgq1yXWuFYQQDI031TTVfU7S/XYhbAu7UDqWjjQq6zsuVFvmX0WX4tcrjcMymyVZ90dO2epvx9vc81EqPMH8U3X+Cz5gNeo8zU13coR93vazk5CjEei62xUU1x7ovPXK0X088vby1o3k4ur385PnxLOefl4VUs1U3Ka711bDP1Ep9MU97qY71pr8tqErvoBOrfvu+OXn35V+43c0yx1w5iBUa2ZS+5CNnPFL3eOxP4kf7nbFdHBvlJ/av9yLWz9ukwagQquxp7WrIILo74aEl3oUOguzHJraGbXTvPWaTPupQ/HeZ7bgHYc1nEN0jTfZBc2XdHY/CmpA0HWend1R1sv6+1AceabyIvHkFx6COj1pgIHN32jY1Xp/fayRsXlfC73O4SmY1et+RhL08i/voWq48sqTbZMcl7rOOg1He8G3uxd89DYl2BCix9SCbSdpzjqVOLSaHm1qg9PtV5P59/E9qcvvzkvDaAB7AAQ4AiAAJ95evVfO4TPDb3j4dDfFhy77Tqz7rNYO7Z4LCpbv3ewMitlpgVNDwZ9u/P0gJPe+fscrbUPVWAFBaC3lAtKmcmSNhmUlVfF9Kp3LuzreMDxkB5/qt/81VX9zfjl32rhr2z3P1FH2LxxCpfZKuvj4SB7gQeXH7owdFlrPJhVOuPQBwHF3sGkUI+yeaoSt+qBwQFujTHAFpTq1FIc+B0pyD32D/B6oP/Ga/l3Prf//b/y0z+6ezx3kg08eTW8/3RFGTBdMqCKl7kQik6hOBzr9hvtZKAbhmdgvdCEi4L4faI9yG0TEV1ZyuCI8FulbMQlb6bBeVk0NlahJiYBKO0GEFvORTbVpAhLLLkuKEWkKaytpdJyq1k0M3OWqglLzcokhSRAqmBDVOJTcU7bVjbCXsUmZkVRtSQixWiGDqbVubQsYuNSy+aneaJTfBErfJuXRWhW1431OpzTEmAH7XYt3m7pe81W94o/RT6s5uWXsqVpema1Z3tNa8IidYkQ5Lv86b3aNqgNqE+LWSQBb3mREdVyrajYFKcsveptmt09aZ4YzFojbJxIlyZub3SL7Gzcts45tlwZGgoJNm/nuXlNUymkHAFQq+QcrwW1opxU8KUVZEbnayqVLMTYOmtyi9IUgopptdCua+5sniNoq6B1TZjaWqQoWpe6OoUxUZYM2FCT1fW2JaLbbat7XW6/mv/Zn3+ACLTBO3//Q+HwB1c1AQCgARCoABraddeab5SFXdXfw1yhblwGkBtDBGHZjO48dlfQ1NLNQS+oallafSbelPr/MfUnQfulWX4Y9DvPfId3+sb/kGNVdWdVd5VaLUutCSkwSLZlbAWDIsALiAAigIWDBRsWwAqxdWBWZsGCAAICcIRhYVk2WION1a3uVk+q6u6srMrKzP/0Te90p2c+LDIzQrsbd/NE3Bv3nHvObyLMD1Z2WCnACRmLr3lAVneIxok51/ejL3NcWb/RpqCS0A+iIGSRcmds1GQp6Wxa6tZqjfTo9BlWbQ1VLJeG1rPSQp8ZT3N0ssuVH0UpybljvFChTImWsSPjSk6tWtKwRHVU1QwMV4ahUCP2U3YHzH3Ug+QdmRR3Si03Db2Kk6p0LqbTvQmykHJjOqi4i42DPCYjFR6ofycnb3SDVpo2A5lPLQkp61avXupi61Nr7vaSTFI/3ftObd4z5Q2VAbwvodH8qr5+KDKpp89ybXSe1PTJVk71/rC//Jc/+aU/84GLPjzd2W487pcU0jAwZ4zHnI+lmUMy+fb9m4uuYU2nn7z9Ii/PaaLuy4tNbE5+sxXPfvm99c22tuT86KzcD/GrYboQ5pR4zRcm0q125eF8LcSFaHONYi/e3L1rdo04RK/CVVifVBbS+SMQxX0udYZJFah5Fl/9LFCUUVLhi16zvCsxHFeh8MkNSMObxVzKFNVq1Zs+p0GwNUvZFElEbpm62YdY1YUJvq411DB2U47QvKjaYpyV07YYxW2bcEijwUqYKajsl/PdSdIxf/70ajyevnhYPl1Ov/n2T77y5wgDjMDdt5T5CwH3nev48ubil6/ELPmOm8f85p1uO1G105TOlHz2K92OVXSEQKnrMqzyOhSwF9I9r75o23FaKpyDCiJD+cJTtSqWWgSfWbxT/Kgw13gm6bD9wG4uS7cx713Iq75++GfFD/7N+b1/RXXtYtbqmmKzKVFAOM65c0jMRiFa4W5XtNFx1bGS+XnfSVGCMXqNtlWNYe+SlM65KRabOU5S91oh6pVyROGgcsy+ZMv1OS9/6+Pmv/vDH/yl91+SfnmWq57SF6XeqHieqWnjMPBQvSS5r2Zb4hQg8pJB540qMxbW2w0fhem7eGhFgeQxCc3bUGsrVpLOuayEIKG9ZCcF/Q+A/9Fn/y8PKYvQCoWVEqpwJbKsSHEpxUBlWUSVWvCYWUtCLQwohq/FyepDHlQIp/ypLo+cQwxvBDEnin5gMgazT40YYnUlHmqWsaaiHxafpflFGEziCckbzRMfarV2vA+mL5FUPUd3TnPhHOoxFx/nhrHcrLcfdPQ+q0nFF6D+RtaT2azNKR9WojsLb2XVoQmh2LSOW7oUba8oCnnBdFZnkbTK51FtWidz4VbXJWOjZVykrZqdT9lIzWRN42Nyeo01cVG5tbpUrW3M51a2U00yi9rJNorSyhS9U33JSYQiwMjQhlIqou+Sz0qJWqMohjRrUUepXeHiNOWoWBdkSdULa2KIkvqSo+6Kj6yFYireq1zcUIqcx/tzSP+HL//v/58/JkYPGIgrcX1fnxoUASbAAyugABX6WlhTlwGF0XZEhecD7HPKd8wXqEfRtBUFIQMdMFqzCXygemX14POsuHPyNIVrprPspCkmiYWWq9LOK2PPfnCwmeccqatpFEKlprpjxaqzuUL3nPbTTHK96g+HoTc0KlpxG2OwDqKoUyxcs2zM2uV0jIVE2Qj2LBux0lL0DXkeITfPW5WqoWKlUnYlJE3zLC5VtxjbaXOp2PQhni9aO+dkjT32xUjKWOn5oJEPX00K9qA367uHk25VnGkt8utILtXL7WrvD9vajjpe25jCRrvjFv0jj9vSL6TfWxvk5k4/vg/xFLVww/ps7mS2M55caWDKmLXr2nqK6laFsdlsmRcfE5FV/kjbVVzM2qhglpCTiV3IqW/dYzr3rMcgJi0uivoCyzN2P5OTPZv1M7wNpdnPr49h1enBFyttoEw4RDTzFERcb/TshWuckipmwUVYYefHcXNtqJYn8ibjVOSFaw48N0rIoPS1LknGqVztSDyz+/uZippq3RYZObjGJplVC5XMZJIpWlw7c67TRtiXso6q9pU67adlfd2NIbbP17PSXZ6LUodz6C82lZe+dcd5uEgcNhszzrRWSxEqx+Bcm4PXplaoIqZzaKONdTp5EcKJP3viO9r/+Onhi+FnwDXAQAs8ARK40PiXfuNZfrF59hevMVn05/ZzpIcyvvX0MO9aefX5fLttVhIQxVRJTmoD/YHKmlzX55cF163aGkepxIiNNUIWDpZFHiVWKG6dEEjdUvtnSL0XxFvjLbdXQpuERtkG0Ir/7gAA4sxJREFUVdYMgZRMa6rIP/uMz5+a17/HQwAbdo15M6Q8kyUhheCZlUik7BhrqUyFhlK1zlshjiwnirVQQ1KtlMF0N5rDqK9XNaVchRiKECW8n+lnlVHyuShlYGLTNfNYvzjhsznkMIYkbldyiiknqtZsrZWcBUuKs+xbm5gUrRs9i1SHsiolK+dUPk6lt44Ee9u2cWQSK4mFqqtY5vqftI7+HeAv/PH/WQqqpYNKSq5yKtbGmHuluJYqVCtkTQWCUWrSUiYmxcilSAqpZq5a5tOSWNef+uUrUQA6Lt6Y+DiM7NYczlWmGsQIlm6hw5mbeV5ClacZQXirxJHH/QlO5V9Ue031jSYejyee5rAy+uwLJd5P6b4Gb/Hx+9Z9sIHtpJ4Cty9e1NN2pQ4p7aCDrOSzatpXcXwmtM5u268MhGpVoygIFj4rmpJ2NZCH7KkWSYJ114fTZFrQuuvyEmq10gRovVauEBo2rEnOjdVEulCUSUcVVG1YKkOTJ02VZaLkyDBFFAGTamykzlmLJojgZppbcIa2lJlaaWrySTdWlTnQylCOYFmbkhdhUi1Notlxu5CUqU7BkJoOJ/Heu8/+b/+LP/zxU94mRMACGlTB3wYTYfW17TOkRinABvaI4AArTSw1IzvINeQBiWEAKVWqWQotSgoT9C3yWVuk0FqdkzjUpaLuSCapGylOeW5Xq1OJeUg3utbSKVkeSRC4ZTVx6Did2BqSuSeZ2SH5GK+qfJDCGoc59ys9j1NrO8rxdaWmVK+N0s3gz86JXdZjazcttapoFrOWm0ttjzLspByRBduNFXCyqfq8uJddVMpylbZdwry7xDBqfV3Zbuub0+4j8fCVUBinI5H2fhL6gGWLUKpmpIlw9Hhh17kcq/XGf+CafeMMp9L0PM4ShS0LZ2rmJsVRW0tVdm0lmiPX45PtbH2Q+tJ7tusxhlvXndS8zfFUL67EgezVl8f0oW3uxHgDw2wWOl32dkjJODeHYSpt09PxJFaGX82zPpiom7PYfXIx7qfhLhxOuYTzTvLnQ1oZ2n1y43+Op+XxYrdbheWuyq2Y3hZx09B+KX0SLCioeoH1K/bXaqqm9bVQLKkTUjiCEiFaknklBFA68JHTklbbjV/yxYs0HamiBlidZvmiHSe5eV/OQbbXFEWST0U/14NSV1fi54GvL6nYrk84deL8cFq51ju5WaK3dWXMkYUWXJY6MV5ur0/LrC1NZ93ROc7lcag3K7G8Ssvsw2/P+7f7d2+eVMEjsAZGIAC3wG3vPv7olt934oO2e+HEy+fyFw85Bf3ZMb2Vc51ePGhTw/eIXKtXVTKk1EU2DtfVXurQNq7h9Cy7qx2lkVorCWAvuz6Oi4tyvtpp4bmi3Py6an/D+58puUryfS241FztrdJNhbTGxuKtdpW4TAvGxb/7Y/fwrk4/Uc/acL7RP/uUhOd5UYVIs1SId5GURoxZFHImdqbxyJ6EggfblkVq6ut36lTmrtVUSxQ6UjYEP8scUyl2QiZGLAVSNUVm5Wt5Oqs/nIcSmRGVcEqoSfsrrWQk6nsK0QFBSlNrq1kUT0I2Qi3FGhFCIQugRE+mF1UArEVNCLX8I6nFJ4AVS0qeRLQqci1KIiRIDosPXHxdhjg+iXDKYZSYlvms6Vw5CA4lHUqMCkOsuaWY/UBsS0LyhTEekzBNjvtoe8/GqkWpBUPSOpYl1FbWc7RcRfm0hHCufRN/jtVOn75KoMWDKjIu1ZujWLJ/GsK5BgJCwNESENV+Kl5eCv2VQz5MEaVWTGWZaukfhkcj3LjgTVGpjFNiBZ3snEqG4KPY4jyxSEhzQpk4l7wfcm9VZNhlXiTHqpbAXhcdYrJRgYpkIUwtOuRFsapgxzZylDUGaMmsgGrZkhyjllUHRiOYpWFVRc5J55VqkjadqSRJy6rIamNlxCJIpli46JpID0Cl2LCIDbcLpIhxKpFp8ksrMf3430+vD3mVkICveZ8Z7CAFcAlooAcyYIAAvAIigoUlyL5KjQK4rN09ag9zRmitzkwTQklJyc6D9pCrFDOwhEISa+AKDmikppjoGq08BTugFazJnWvxBtsqd1FrxU2mmfsdU6x+ex5D3CLCdc29vGC2gnlj6nTyFuYcl7G96JGFblozhGl/UWKbW+9KP07DfsGU/UxzkHE4Hq8lhihujNMUKEodpnmhvs9LEByN4YnHzSpNUXddT8ck5bh6UY5Bb7ciD6Y3JpkNV6El61ZeJuXPWa/BVvpwLlk1HV2066WymQPOnGtYDdCGa+po0Ou+hV21Iss3OTzehzCoL07KyPS0pLT3J9Xs56EzPKRq6+rCXK1batbrV35YrWlBahrS4XyfUjJ1nsMkynQI0+my9fF8rnGMh3Opvo72qy/q62n+w99+NXy50AYcGtLbz7O0vp7nOv70acTd6MfPv3j9Oc/1uN8Xt0beD9bafvQ8F9rJbrT6w1YcBixjKSlV6sxZjClLw08JhzpzkVqxOa8VV321Po2FS7p7vQSnpKUoZnPpRhp6TH4ctm6Y7oOqRXZ2UKYlPr5TF0mls0EWqZKa9UZcU9FuVB56A1eOwtXgF1dTWGl+9/oe/nB682Sm49NJjXfYUvf2j3MIbf6d+eGn93dvnuaCA8CAhXgJdQm0t92Lv/Hd7q9f6V/t3Xu7unHy81fhNNR3Y5A3biX76To4Us0moo0JSUmusrAT5OPaHZ/QiDz1VaUm06LAQi48zG6kdD81mqJurFmQci2ZmrXsdja7WIZ2c022Uf0L2/YsrGubCNJGe06UJ2ra6qR78Tz/0o/0x/+6dz9SL385/pV/Ob/8fn3xI0+pQkxJKKgEpiqkdNJeO9Eum5W5FPN3Ptbf+5XaXWduynazfHLbfee27HqzQTRGr6WQSjgyjS47a6wrq9Zd2ZQ6rGRH4oVJf/Oy/XjlbnXLnBrJW+gmKSHscB5WlZdY17UoQyEWkg6JSiijnB1X0eric5BWUY6s5lJFzFOdSakZM/0J8PCH/1upDapjmbRYFWZCLdUSBpGRpBFlqTBGqSVWLXOtkbWq2SiRwTrXovEUpkzyzTLvdZVMY1wYOdSwkMlxjpBMiwvLkRYV7llepPjVosdlnNsuToHldK4WNC3ol3h4XdCWU8n8GLiTY4QYljPjDERg+1xud7v6Im7TViqv/kw/HETXIA7gnlNayqOWKNmY3Y0MwV3djqndiVqNkz41gs8e3TqXc9+saRmrIIRLIx5kf5ljWBstk8qSrXCtOkbxzJaF5XZVa3baCUUlpeg0+UhdwzE1uqnMouRI5EKpVvM8K+OqUonrSlCaU+y1OmdstVyo7XCoskGNlGsUojVmLqJX4RiNrEHoViArYRdEXeRUK2IcksrTIv40/ta/+49+86vwdQiRAdQ32385oFSgB0bgBtgDBHwI8RZVADvhErhUvcf4EsojtxB7qB14QhFkmSubcBH1SDRwek80T3XusMnSLyUo1/TVzClPPBcH61dCVwY0aKLQMEVGLbTn2lHdsNRCRw5aYcl6cSYtZ2FcU8GZihPJ80bB9oan8qTTvISNckXkotQqUWaiPshqNDVeBeVoq6wzTdrAwXRJPG3zKmgSevNMzkYCcU2rZRM6lrXotueq9DykFnGg6rQpX+SDmqcn08Wot2ZPYaOa/Vdh99w9TdS33ryq+7Y+u3RPT6V9znMW2jnDQ0zcrtrTkFZrWgaS0pmYR1nXnXlI4Zl09wdf1LjZbJypNumlpWR0s0TqiphVylklmi+1G2tugJqXd7V93+Aoudd6ruV+5pXg+6Iva3gVijCuEePbwzTmU5w2jXm5ab+4O747D1sjpWpmK8RIcT693F0Py6yNwUrXAlIu1sEJV31sKIlmV2o4j+VyR++UkvtiNjl41fJyD3dpxJet/yCvnExxZftlniaz2aqZWFam6J92/XXW51XelLR40XzYxBmL4S3RfMtOpyWtV+/Xw5NsrpBTDbq/dOHxxJ2KwbdYFfaZwam5GpLnUDcJuZQl9C5UqVV6mneu3P8Xp/s/efW4FI8MUMZMAj0hreTtn//+n/uN7fr26sCnPNr2egoLlc8r2by8jgqe73F1LsrVzYG+sxQl9brm4GzbBN30aVXEhfGq3X4gY6e6unCWSaWWhUfRrctuNsJENkLNorPpB/9qc/HXx5/9XNBvl/XfdOtnlTSXKnRTYI1EDEVwTKUqq2uV7GfUmLxXw2dJCLP+bt2/4WjF2z+Oj5862Hj30GleDicpC6Srl1bY1bxcdBdPfvOXDO3rMeA8mny3lFXTIp6Ki34BmRz16ZwOXkIs59Rl7de0ErPfM+JkZB0W7iLumcYFP601L77Vrc9xAzWgXshatTZcs9KM6LhSTU65ktA1vMwspfTFGBVaJXyI9qKdTuk/r4r+FNj/8f8yRZC+lmUU9pKYcoyQq1L2ghxqLaIga5ZBYSpVCsE5XYvWIZxCPCo1ppgVyxJ+RqalFPxcuZw4S6VC9hnKhnMkn2UMYypyn5an0vF0mLRJPt/RyaCZ6ljzdmnHc0qTH33eq3Q91S9FOQ9JAxl4AALww4+2WyHlhZ7HKX+wtj25gGREeyEReGpcE5N/nGWicim3WyO21kinb2nx1QUxiE5P+7BdN6oaX8oKarFnXS9cDYWUliJx6aHRVe17B4JtnFqmeHEpcxFCsZKUPZlWDnPd9RSrVWKsqZmKb7U9TG7X4VxLbybKOkMpU5dF93YO1faOwwzXNCAfUmvVyRdSasUpSiGzriKnUm2m0lh52Aul47TUVsr9O3/8B6/+0f/p99953AAzsAK+VoERjEU8AhNw9a1ZSgIK8ILsPccNZKVGsGekBFiYGbkF3sEI+ATcACBxz/UKmG3f5/JUwg0sy8CFTlKnEnulRS5S0SFXY02tvgpuUvdYl2egCYolpLF1GW7s7hFzyYyiq80iiamGTmrUvBhJOa2KKLbZqHKfibOsxCShXNLRBgTBtjHSrnpp53kg060ucmpfdA8prJdqdnoedfMhulnUSz0Ge60VXsDc+/SyXRv2c9JbHc+OkfH21Nzax7vE53hGRoLTNR6VsfLovElG5UqE2Cgf0hXJdztso66DVxuTufpabdZ5o/sFNEe6ccQxB2tKmuKiVyqfy0mn29tf4uOXPYvpWq3Rn9Okpc1DbURUzgwlcVMryzbRgk4+HNyvXdcfn7qI19FvxjS/lOoXzUM+CkEdx+l0enqiWXgRTCfSea79qvVt/qTqQ0PHh3kj1WDZSrO08WK5EvIcsa5i3jUqTKLEGdI96GPD/ZIzBfTfo7s3p23awMC5Xsolsdq07Ri5v+paJeehTOVc5jhadE6WpV2vMnLCS6mDzLEKLeok+UVaut5wThdmu6F58Vi3vKRDaDZ03FPtyKZTxWa9rrir2ZDgQZscQBmZ7Gm8D0k/1Dc/e1ABX0xzz2wJXkC322cXu5u//fzi2Xs335PTUxAu1CTZk5Dnw53A69d01LoVkoUU0cQL+2avD/o7y7lLrFeOWt3pKBqZWcSXqpmluBKqr6QkG8pxZbajkTG1K+lqAlO3FW+fygdX8uO/Qqsf4WmZyyhJif79JEbKF7IhbW9KYaaafDJaVVGFUKi+RJLxONy9M/zEF8+E2JVpEkhyFP7wM93Z6je0/1IcT9xoXlExt8Z5X9a645qqOLxmlev9g37v10I1bSt97Q0d+GG0v/338AYR0q6XwG3rlzhVOY2iciFWMw8pNYpiQQ14Neu3y2w5eSqXtn3D6qb381Fu+pqDFBQ6dAvnncj3kBdUk5G6FrIrvwyNpiHTJcp/6EH/HvDrv/8/T0JI4VLdS7FLUsnCWlyGcpQpseolPS1lZ0hkGhBnlKmYdSvbpTyIqDLdq8C1OpajqmJm6fzjqSo3zQNlK1EPc7JduZ9D65uv8DAVM830VeJdCa9V7sgN8e0T2y7XdySva/hSFMFPaWlSeZwiqjiiRuAVYIEfXq23H/bUF6pTPWmza5qNzkOtG7kk2Qk/RYmRxni+aW273ry5DR89204kHRVB5lTZIAWRWxayNzpTKb70LufiLCBW0gWVnZKy2ZZSpLW1ZinNqEUHwf3KpJhbLX0hZSTnlKnjqpRdEJQvLGzKpW0Fp8jCQRZeOPRaxto0uvhEjY4QihQTVE7ZGDEtumt59MXYSllHLlqomEhRPE5Suzzdx/DAX/zv/uDv/+RVV7EAN0AAFHANScbNcfbgDwj3rBmylSWV8vVD+xHwBdADEuTBX7cNARVRbiC+/BoqsIpCTtBGSiNpELILI5gUtBJdJj+WMEPsIKKGzpHRjjQr7oNJV6wfYzUyGqtCZZv1zHxjm8/mYyv0RHkthQdrFhkIXFsoQG5F8UJbqm/C3Et9zh7rdjVLfcP+MWsJs+kbp0iBn8pqK5dcQ+PW0JKVp7yzdXW7LbvKwdmWJMM0TI6qVeTmcOx61KA5Pw1l0egVQvRZqzfz/Kyo1E7HmlxeCa5O1NHdNcv1MVXRhz6usESnV0kttbS6GWLQzvB8Flc7NfsCE0NmQcZhHMJ6K5dHI6/TjRSHSlcXnB+cu6GHdHTH3loxO9YiDTOuRH/qFjduFOV0OgBi8OL21y5xWB4/H9M8Pp3mF7dbli0d+fc//+kn16trs3m7Hz+/298qGq0WMa21m8CTi7tgoiVNoaR8efVimo7WNlFyPSvmcGrRLW1SC8/StlnJ+GQ5jbwm7c3GaJQQWJar6wvdU/wqkDq+HsUFKbVuDtOoN3VjN9kGP6LdNl4HK4Tbi/MzTiEqC3FtksfqlsVxXT7weST6qVcf0eneinndi+O55cNTWMsej/OJJvtr37P62erj3XV3pVRVcPDrMXw2HKI2yvT3733nlz+8vlm0Fgqz/9kQoJU5nR7i03j++ake7/dvfXNpV64tjb1cB1q0+eepvh4/OpcLEcGydY5NllbUSwlBBTArUaSiGMyNgXHKRo5VrE3aaNo0wueqd2xE/eAjIXaVvicbh/g8lj8WuhWr70iWkUiJppaRRMfspXIomUkRqOYKcDoMNf/UXfwq11rSOZNwVVWSigJKKSUjxJQmBFFllKLm2Qp7pvO5xFi9rh/+qms0V6bWka+4f82/809ITOLoi2CzMpi2dP6JuKvieF8XzkmZOk1ZiwAmKPCeyi9mMR0nobFVV/c8XZSB287JbMCHCVeOFqZNo+NSWGYB43NcW30udeXEvpo/8Qv928B/55/9T40uY7pszF3I10rGWojghECMg1OrIEbFa5QBEIw8xWlFTRAD1xwjnNYxD7J0Rp7mYBXCOdeu5IjE88Rshjk05zyYoL4qIyfFvHyaRAqI0lfppuWcoWLxQ6yj9WqRj5hglOPHKQ1xTsgRyMARqMD7rbp6ubq06jSRvDJiTsXyNtnwQq3O5lWeP7goTycrV6LOZPpIL5pWrtyGMgtji/+y+tsqupaFX3d0epzaSxvnrt2NlSwJWDZRpn4tp+J2NCa7qToaGGdyYxRTMmRLMTCTlB2XWFmx6EUZq2qlSTVZEhWFKzKKLaK6RpZUjY4lO6O9WJgbQOlavCRTWAit4ENVgqsERk2XUWQuaZw00RTmWn18+3/5xe/9/deHaX4CrgAPvMTXZE8scDO8BNQ3ai9oqCfUC3ALHCAkSvomq9pKRAmcwQQrEBV4I8wTx8JYwTrCI+eVNadQBZJFjUCEWRnVFJHLklEeoC6RM5ChGpnHAimsr6XVusLJ5CtiQAnAhb2WaniYyaBImU3WmXSxqU0itHoVajA0j0Cnz9PRCMO6XKr1KEtTaGXMLBYRsr6+UNX7oDYbjqW3BXmTBcv1Mxdsu9bEq7Y/DPFaG0Jf/Ztm8/wwnC779jyfG9kywh/Hw8f07D5+pYp9W7IWuhOnQTfXhd7W+SZdzentnbi4sePE+kXbL9HXQm2Iad2EnGTI3BgUNMmszflQblszk2qs8HfDbOyVK5Fky5g3Xc9qOR/QOXkSaTN03E5ZtTY9HZb1btsPeeqKfowl41y7d+nxuz/4wQt5eP2L8ItPH0/p8P3bzZtXYSmznGaWamwRZuRT1B0x0a3owprjovqyVOlSnJttNw8JXrcfduoxHV3VQ+q2Tmsz7Jels/0wnClfbI2vIkuqnrIRphWl9OgOzdzI48Ibczxka/KRjIqjW7mLqv1LJ48zFowv3U2VpyZtBhttOVG5lfbx+cou+9lUmWo7m8dzEedqvhvLK3+wK5NL2l595y/dZGpe/uD5Jx/f2tX11iQSt1YssRribSxjSq2qw1DHlmXVV1bRHN89LH/AJ78vkzofD4Orr+7uf39Uic0nwm0u+uyWcL4IKv1i2SS8fJuQps0i0vvyMuhgXEjl8QIvdqyiho7ySviqNtYkwUoytg1h4pt1IqdbmYvia5v4+/byQ2o/EGqbXv0HsfkLdnNTtZYwpDRlYi5FVsGGBDODoQRVMDFxOQ/FRq1XlTVyYF6EajREqqzAKRbJZ7AtnMv5wGXRxvqoZQ51e2vW2+JPEoacqbXgsy/zw+9JafPqA8UJF8/F/kn+zj+gxz+2g/Qnr88pSGAScahaRlM4aYhQv8z67WDvyv4Fd3M4NR0rKCWrY/bgxlBdqtEF2VXFJITSWtcadWlZ/B8DKQKMsSGZhnzwzpqUMkt6EnheEY3chJhaK6YUjJi5llRrJ/0SjdU1hFMjbzLfKVghD94bLf1c5EqN5wxV2SeBEhyHc5ZaypmCi+XpXW1CKUqFRSoZHx7MpuQnKZzHKNbdQ9qL2qGmcUKxFvlrO8AKtEAGpNms7o7LB/3qMpe7Oj0r22KqWVbRBscfbIX/PFUTlxSueuEHW+/G6+chz5oX8SCw1qzetWFz6Kw8++6q7O7uhmsn5sdeyGxb45t5LTfhlFa9XHIjtHeJk51Ru/NYN33rUxZgVRrWSqdyJqzovGhja0ohM9I8WWupIR5z1bbOY1o1kjKUKpJFNpOj3RKrJVkgSAQqTUBUtRShVbhYZELmknmpbMCJKr+bj3/49LjMDagH528R4AnYQCjUBnBAAkZAAgai2fwSn/74p8Bz8DvgOXSEWJAmsPoGLcg70AGsa9oQDkBCfoLcoSyhXkInkc4VW6lPJYpcTzUXoJCYJKaMS8KVobssL6W5K+hRTDIF0YAWYZoaFegYTtsgt7qr6RSgm1UTp3nM68fyeIt6lkJGAJiXARBgOLaJ9uvoghMPae6MmjO9l2NdtL12Q1v5q6F9sRrvuP+E1V3SV/P5un12N8ZrJM+tLpPrb5bT+dY1kHnX94fjklp5je4oXsX1Wky++m3ffXXO20vw0Eo70ujuF7p6gWFUTRjCPUcnY7u08sq8O53XTTO1bsNsmzRRzHxZ1dKL9m4eZ7N53tNDGnTcjvqtsu8th1NYQ0ozQfVkkh2s3j2n+8/5qrc4x+T0xaAeaZhbynfmo6i++s1PH8zkRsEiqoV/7w/vepkzdDStjIH3RTViAW+LGIvga63PUbTkpZOK18aOkddFiovOzXEvRW9a3spD2X9k7IPA+lok2tl8jJmWoIkSLzkrBommYB5zWdVu1fiJd730aJ+FpF+up6c8mRrevd24S2Vj86aGS9UulEvycrlW3Zv9A9/PaMPhTbgQ4g2lx7NeXZ0qf/L+f+sv//r35qzchzcbs36xa18qQcDKKjHHstI6pJ2RshRhde6lnEO91voQuOHfDvkFQ9l6/VjPOyEeuqttePjyS8mDbxWrdC0e5mLOFyslRzVwFIYXZ1ax01taDeVB+hXT4870xrH3pYuSKBi9EetgipGlhGJqLV6UBU6NYTF2VU/DxujHOq1F+54UdU7fa9q3WdxI9iw7YgmJWkgWn+pgJVe1Ii7EicgIIXLXiaUkFTQvRfWaKoMLkVYJ6JwtOTsJrnHm/lr4UHiwK1fUlek6EkI0ayFUQdWEsF45vIwXH1uzYpEEEdjX7/+qvr8Mr/6oidmzaX2Iyql+UbWJYdFR+Kb9sISd4Ou0/fwQnZGUcpAxFRTtVA5e2saKKAupVGBXKtWQ5xqM7e/388YpdQBSelKkSu2d9ItvjfGIBM2CfORqrVri7PQm+iSQtelKWJygOR+t5jgftEGppXAr3TItuaFxHEKj5TyJVvJ8rr7o1uTl0VH14zu3phCMqfeLS+nRl05M95OwcXy7Wvf7L+87xSLcj3xuqxPZJ/2rRv3JsqyV9NC5CdcX/CgufvmTfop8++dtgaLeNrkL/fTBs/68p8tPTqfBlLdnKAKTkctD2t6SnpvxObd3h0GvYnsQ0YTVC/GU44VK05tonilVTYyyUW6csOrkcgzCCpCoTjaBo05rlCX5nkyQqDDwNZTQsTqSXMvTlNusGYWZqqJ6qljZMERz2eaY2MnKTBNkJ9rEc2tFSEYSxaKFii3XhYXLaUbRxS01C01NKCExD/nu7z/86Zf7VFHADASgAx4BA7xBvUCMwAbwgAUsLhlP6vTpBGiAURtgQPo6T+MF4IAD0KAsEA40gQemBJ5QNRcGHOIdgqw0AbkkC32qyUBJYI18ATciL4yx2DUtdzk7kcfaEpaEpIDr2p5E26oSYzGo+zJlYMtyn8atUkvab2l3Gs7Srvu6NM4+Qd+lM5nOL/uQm8yIQd2s8bSvVzf9myX1nd8lLR/Tyujp7NfPevlupouVn7yOc22aOddLslhm6UTK6zxPZrb7bjFi54QfLeyjEv2oX6Vp7V6PpSERBMuHc5ZibYGiDudWpCBuW3cXQ8vkd/NwnrbcTiFedQhz8ZFyMLkfLdToz3LXdafDq9BerlPg4yGvPpjuT22zm5OVOsWJVZfc1caHr+ztpXh1n9/77ua7/9W/8/SP/9P4hyk/hS7lcMPXX+XTIqJSxoeniiUEtqu/8+c/XJ6GNzH95Mu7ceB1R5zVL93YL06BGOK4iI288mZxdTrPgl1YJldZXvB10vs8ro07nEJXinyYs6wNCoq8cin4Oq1XOg0oOuasatBKn6PUxs/YnU93rZXdA2ymPRcjr2Koru1oinPw4sul7Ibm/vJOPWai8fC2KfqYqudUL2WbcPGs/eV/5eaD67svcfnJy3S1+87KPJPQJHzlUy5LI9PiN0ad5gVcRMHbWq9Q746p623/5Judbe7Pf6JFba2axmmrj+94e/1ry/iLxavDspwumzUgXv9JermkY1FXUxiMbtWUEz05upRyFuJ7Og5NFF2jsojGNsIPfuiczBKizSyU7LUqHFpnUhzTrZW1sNBhlvPn2f1L/fOPTscvtyIlFoJAogpIEEIiK0QI3KiaWYMrqKTCTvFSqzo9LSU23a5oI6BJlMxkbIlZKskFpNuVsshtErxdMrvWJiaNSkKRJMMcudpODfq7dnfNysp4LiHwxUvwsHBqB5ofjBIlucYZlkMzh8k02idqVAhSNWV6kdXqcnl7llNREYlSIo5FUe+D19CwKVMC9BhFb0JkP/jOmKJJKUBA1eqUrDU1WgvUNstZUeEcFaU4S2Wm6BuIBWKDvAjlUzhY1eZKbNpU3kBq4ZFSbrSIs7OK/JGpTqGUmIJg/XTO5jDko5DLadEZs1BNPrtIMPmj9fumK+2zj1tv1y/klehcM1HdXffzHNdbW0P9N5uu1jkV33WrhMm1Ls1s17WQkVKQ4ITnWt0Hr6wwUb0PaJmeShVS2rBUzTlIp2nO8YXId3PuwzybmB/O3YX/4uGLYD42dPC1LXR+HGd7s273D6W7rsJ3PhSVQoBt23oy/crWxyhbJRBjItFa+5RgFd2Nbe8YnqXUXHhYkrLlFPttN85pLbEkNoJHR26KZaXsIluJMPpsDctMc2VDGJAN8TmStNUvyEvNeX7zk9P+d998FdED+tuU0T0gAAZWwAF4DlMQKxAAg6cKTPi6lOMR0MDXBlsrwANfAZeAAM6qrjNGata8RMCBGfgSWIMFhAALYAfsqVrGGmrfuMflKGoqEEFVm6cMvpL8pvKlTjKJMyBgJ0xrS0twF0b/Io7PbJcW8ViWjXZT5rU0A/sVkURUwp6Yax1f7tr9YYiNchwoCzb5IdNuSw9huLYbu/AJwdVcO7cb1X46rxTdP+77m0Yc8mMbnh9EWI2N1vV01g02Jzc08zM2p25s9Xa8F/HltLnHsmovbZSFi9Knp9T0xXAejlRvizqdedWsRT1qlaeEuiSgzipzsyjx/EGXZ/ppyY3ysjXNA9/bgzzNSeupy/WOS0OrJ1PXYVosvZH8kTCzmmqoZy1qftzXfp72xN/b/2cPf/iZ7mo4PPFlv3P9O7FPPB8Xc0rJVJAV/Y36x5+/2Y/+vMxUoTSxMA8p0FJyzFZaGOqjeJumXNJGNuoC4ZydMyTg20TH6su8u2jus7qcmaWOhjfA4wgjQ4lpt7WPQ75hfmR5fxiEr2pzcQmP0QTrd7S6X0X/wNYe5wbT666sJvxM3pnTd07t3Xx46oJ7gBbyVQ0GYCGWfQnX83/vr//F3/vxp/+RL3/m+zfj9X/5g+c3NSSSucTDWLjvUs7X1rklFW1K9FWr98Gdz82qRcq3t92S5yoVHZZxOZ9bI4/erVt/jGa1oTdJrL6M401WV/a9bo5zbXM+N5AzDaNr+uSiPKjatTR6Q2sRn+B76wyGkdbOlkHKq5CSkWuZUyjPGp3HWdu2r16ujOVMKczetZ8Favvdc58hlWZmQFWgVmhlUzamJ59ZSa7c1pwVlaVmo1tfq23S4rWtU0FHWpDgOWhncoykpSyciawwGtCtqaEKo1CSAnkuMjGMwKLNZnuVWGrJC4xctZJ9OVr99NP57bC6up5pZ+eHnNbcPrk/zdPT0hlaxlbDL9RnM28gqC2z0D/1aiPMI/wuhIFb4hCndFL1Stexa5qA2ZJLaaGaSdO/Bfzbv/vfhzTMljHJus36pKsJGUYuJTUQxDWzMLLMqbKCyfULiY8S7qSUNVASSQSuKUOGlNuazxxUzbGMJRW2CPO9L5n9KSAmcrv2Ghd9J55tWhfRNVKVQpWKIKoVUrBkXYRglEZg8SwscYpgk3Q1UEylQEBUVfLCrpcyFRjFSCwlItcOdhJFZKqy2kxGyTmH1hgfcgtSRFA6kGgWrm2RuSQhciwqlyAWPXkk/3C+60Qav1oWZ0pCshqd0aFrtjoNWfadCItWPTVcpqytoWGuTXeKaee6RdY+V64oueRGS1S3286TV6SYcgOZW8veq75HCIpkFSlUIaVO4wzX2mXOjeYlN/O8zMt5vCvT//vzv/f3XlUgA8+AFTDiG0ZsCxTgGfAAbL5xAQIAAiowAStAAB1wAK6AEZiAFhBfgwe6zWmuAIANUAAAPbAAX4uKDTABO2ACMqCBALTQGekK8g7cyLoUadblatB3wE7bEBcFsZdKlsWgn+D7flWmEZxequ6xJsc5GlWqShDEsW1lmlC1TsF7JlYkK65a8biwNUk35jLXN624Lrujm58Jabjhy4ygTScMGLrv2Jz6+myH41y655sAaPL9k7qj5fmz/ulYLgr2Uftx0LEsKQXhSxTdkOOHF+0hHk5FX2GcZW/JZDG2s2ChJznsFs06xdhzywVm256H8400ZynAZdtcDLWud/n0VDsdhoNqtQ9Xq3I37nYGF9LdiyyzrmLYJNpXF5uHGurrqnSNKu2+++yX//XvtV+NP/4nb37y458VEU/n82GuTqrJ55WBBZYszyhCumdI3pZWmslHbdZt4c4tgVWEJnhnLEfp+jYWepYw77z3dVmQSqU5qsZebu000WpH51hoLIPkKhLthbg0QqbhlI3BKovHkskKvSQtdMhxsxLvTumisWXz3O4fs73ZD5+99biVtpYwAAACQISVwMnhOz+4/OBvf/Lx9/724+/84w//jdWv/tKv5fKxkw4ycL1mKiI/RS5SVVnaIo0ocyGFyqkEIUwqC+f4i/vfroJo0vvlnRHGCf30ePf0e9Nw/6T3wn0olkO233NXX8XjiVZX9uYVXexPFxPUVpCCytZsc7ZWtllrVaJpLiK0UrXGJonO6NaUW5LtNpaR2m3R19qcA3dYfV+mIZpOuyuyHyqpIWWhTmlTmCRRLpCCapVKU83ENNXaCBaEEGKCSIye+FxnD60UC9YkhOIcIJB9FU4JtlWT1n3OQknKGUYjpgJioHCKQqCKziqRC4iqoJqHe/Hp/y/8zj90Anm3tS//annzKe++Y8Y7+oNP9ZuDHydJJu6jyKWCYkqENMliCl4L83A3n426EEshU+JCgbjTF7kGLeWcRCsi0j9tbtQVoNQp0U5UyRQik2PhWSvmyE5iASuiBOaAsaFmoVFzk8KBjeKUCzY2P3hjVfBLIGoSzzrEpPZ1kZOJZX8wrWtU725/Rbj+Bt1gJZckhalpERKVZRbUUDVZHQyZkKuujjgzpYiu8oACkmRhmQhIhbMSHZcCA0m1sFQYI6+dWnJeZcq6yFwbmw/JaKVKzVqIJZWoREVcsZlqpsKwmFJ9JnioScoGWqZi5NW6FNk/+9AWNu9ljyhy9sGbKY80lTkJq2I+K3lJfKbaN530vpRW8TT0xk7zCC3PIgpyaqPUyaMTh+XcF514otqODk2cVdtEP1fZ1DqjKAmukyenOcfcmOynJoozxRj2bH72+Nv/6VsHTEAPeGALHIER2AAJIOAeWAPDNxpgzMAWMO72yd+1QAQiUIB3wAZ4D/gc6IETYNIsgQqsgHfADb6RFGfAAgKYgAoUwAJfJzS1kBVogDuUFWivxKoUjDi43HsaUtTgM6GD90DAeAX4tCzM3vY6pEHWqVaEaFawg8Kq6EHu5eKyFBJbp6dxDKTmZCwrrcTDfmlefGDffVkuQp9ohpSr5O/r5pbLoT2lcL1e7tr5A5hjaNcr5d/O7jK6omeWt117uM/rlR3eTaZMUmARwRWk+1Ka9mxVvhvCuNBa5eRWQjd5PILXqr9/g83L5WpaL8pv8/vzcie30j9lY+hRoktC9frx3b291IefqdU2BaHl4NMtbWOmVfc0l5dQw5bNnXy31ZczRMmPptpjzZfzivtjXkr3NPwnxxN2yt/rGLmkGJyzxRE/JkwJlywqlVZinXwlpIR5FbUWScVJqnLWxbGIo73uHNtDWCKW3o/zbuMfqjE2Za+4njZqI+o5x01vFp8nzF3uLihl3uztWUx+pfU8JQRjWtuMyzTI4vKjjpvZFrgLyNmLBsPD5E/nz772aThwWBE8f+1DDjBOO/yN/8mf+eHHv/L5f/ifv/yr//CH/+N/4/d/63ffvVh9vDKez6bOEUsjXRZw2aR08Bws7bJYmCWTkMqX0hUakZdxGHa7JiSvRz+7iMQQ5I7LWDI59u9KcXo1IG9Wl7+sxLEpOsd3y7twfo8dxWqYZJTsoxkxm+TEHLWzwsTkxaVU1pRU6aRSPkmWtRGaTtAv2C9Cdjkqmz9HEeDrmBqExdiaZKNJpmysKrFACo0qCglRVBVCihqjIi4kpNSmzp20qLFya4SQdfla9Z8EkQgl0SJTLk0l1TFLUtLHIpQUMfnjn7AfefNRv+1yKSQFVUop093nYSDz4Q95f6cuNjF+zmaRL2/T/aH99Q8Kn6W94Uk4u399x00MjZZLrWuIiPJBTdsre7/gbmxYRleb6oqCPouqa5FNG6uXel3yqDSQk9FaVCik4rSfS2n1Y8grI3JSUqZIMsWinGqn1DgRlhKlaKmcahZUT77CZh4hneV577lEx/mclw2t44X56Jcpa9GTY5GFPFBVBUoKnUVq2hLyCnoxUSTtLaso2q5JMWYyGt4ripYoWajSZj5a06XcKGYCWJGulApZORWyFoIhIIPOLQthyUdhtEiR2eiS4hoyqcpBnF2JkXpn2pKClBM4g2Zd1yGzgs9IiqSAEgjauCRLU8mtd5dSZmZRuujHTK7OaexUxTT6zBRLVRIBs6BaS6ez3Cg/Dj1JnTIbKZlSo8yssk1mJs4hbQk5TcQCJpZROo3iy0hFx5jHNJHnkDS+fHz97x/+NBT1L9B+vgQq8AJ4DVwCT19/h6AMJmADvAReAdrfXQMHQH87JXy9ILoHzLfNYwVo4AgcgA1Qgfnba/r2lAgMwAKsgAUwKAllBArgIDchM1ytoSzcwZwQEqBYyqqlYFVr0dIFnSWu4hKN+NA075ZUSz5NVZuwWvgglkvpTsFbY49i1tiQFmM8M9c8yOcrQ2noVutwDFrlvIoPudme45tkV30q1QwmbQ71fueu9jEloUyWY3tc203np4Z3Fyodhbxsy/1EWV4u9c0qi/M663jZ1LnkzK0FwSKbejqLVZPTsHzvJj08NYOeDTCKw81F+xDjitQiCXtk7WHkbutY1tWm3le0T6H2RdWcR+FD2PXdYQlsNMJp02sam7EGNbOB6TobJ79u1P0/G9885u0Px+nT8HSKc55VVb7NVE0ncSrYozLjMuNRi5SqA5oJ2ZBMfsNYWrXMZWDxw7HGwpIEe1867afpJImO58vVrgg8FzSV6EBKiXnwRpolTW9JGj6CKyzdzzGZ0gf+6jSPtQTkm2yuT/Ioqng8Hwp3Us+LjzrXQh24AEOFBTrAAxV4BP7Cd/Abv/Fff/Mf/z/+3m+9Cjv3o//hP/uVH/wI9Tdn/hutuPBhpnIYVXK64bJm5Rp0gbgR3Vx6UfdzDlq90XU5ptcind/O6qXuZ//OtdJ0u/y097t254IuF/n1UcnZvcu+namqel7ofVdWTSfLMtUVCf+MnKzSNvOQ3T4GLdZnLz9EzZGWpsQRW6rc2NKmtZDjomk1mkPrfi2Xf66bT5bFqGxrPiorZZUpJKtSzL2VoWRLOTPNURYr10kqzXNhZXRiVXIuqhxj40RSWTdGMmcmRUKlqjYSKDmYFFKqtMzUaqFaBWRFgkqRkvI1dxdtf81MUhIxFUEyL3OcW/8ujE+mPso7ieXAv/aXOS0yvJ7fJbt5WTeymktrH16oN3Xv4vy4qnlioagyq22Lqxa3xKdkfkbLhjFPLHrW5GIctxCDCKoodQaUPFVcEh1YbCPqSrklwikkHgT6UoJCUrBxWXo7z1U7XYrPZGtlSsuFa17F0LY0TDPI1BxuxLq/fD5Lcb5t5LCEtVwCdYRC3GbDVqQM2+gY6oWVpQBVKksiZNNU4fNilak5SKpFmFJqI9VcolPrKMhIk5EgyKAkSCPJiwuXUoYwcl0LQxctY0hdp3jyzjZjLUIKL6j1qFramJ+Uk7nspSBGW+msSPucG6Vztg2NhU1BVRCpZEvFV2toWkJobOVUpGldV1KzuaCy1PYlb8YlxyUv4TwGRxyGSfa8zG1Qp+JUKSCj3ZOf+6iDlE1tQoXWmSRKyRp6QelQxiVBqlRziRC1zEfKfhh/i35x+iYW9QPgERCAA76WRNwCDLVGJiBBruEGjBI4fiMSFhMqgCPwAfBT4BYQgATSt35bGegBAFvg66E+Ag6wwOfAS+ArQAKXIA+OgAAyQMAzoAATigAA//WhjKBhKrJHqoy1wmOlPnEAWcqRESrfZVtL7FBb6GNFzuGZMU+FF6Ap8XmwUxuCT2ZL+ajPHPVY11lwndPKKAkxV6FxdmrlMvN1bh85XB8wrhc6jt7cmniwm5vQToWIu8aWoda8+AwRm3M+12rdHT/Oh43Ek+wvpHsbvRKKhVpCvqj8hLaPx89O6FsZl4Ktfi7qXVh2RUcETbassye6HkW4UH0t8wN2vWcromjTScjbpbHd/G5oP97kqZjrprx2tU7rVXvK1Oj5aUIqdT3XtRTxBq9+5x2kzggscK7ZzPoJsQJrgI1WMRVAp7p1KB6R4IwquRlVFgvnws+dHpxdy4qswkks0SfdqqEUiTOi7Nzjw2wFRpHvx3mW9dnIcOoyxsdmremsFjxwuSxqWJlu8X1n0lSnWpYaiek1txVTKtkZ5uwKPEMNyFdA/83rhgR6YP8znN79/T/4vXHbdT//o8fdp//8l//ab/zze/X8YoviGrOavLP6GCqLrIjjFJ+snk6RlTZLNYKaUnpfTkpldzO/6PSY7I5Wh+Clvws/n0IqL9/fHT4f7HXheU0nv36bn4TfynxQy+3WZF8tedE3cqzNjQkGOwufaNtxOpsywxpduqqLDEPpeqSHwZKK6SqfvnAfrOvlrV32SSdX5xwelcyQOmNjaYqejBpj6IQ+FdppoXUVUVQlQ8xKCYQIU5jK5HNuuj7X0MnkkzcKsdgyH2x7k6l11mTbucoxjEK6yijMSlKukFTt8+eKOYIUg4HC5CQPkWySoVyZd1/QH7/B7lFu1t4Z9+pd/Nljz5a/eF1/aUXf+f5stAsL9XPjN8vnoxVlLlUXJU852XIhZZXlL4j25zF3XUwDfBccq7e+to5U9gpATK2xcy1N4dGUtZeTlTp6L0xboiZT89JCR21o9tBOh3mWlkohBkv7MIXs6LBMq2ZtmZuLD9+KJRWhKDfLmbs2Jn5fuyJCFkZL1ByTacxUOqdy8iutSQgT42RMDiysWcU5m06WFCkXqSnV0mrhS5bChjpKCsR2LkqLHLmS8Hkqoq2cwMUotZSsnI0hBOvmWhTqRLSrZTJfG7SZbk7S4TbxXptR0zpSaqTzeWw15ZKhIGpfyoMiF0tpdY6J287kuZLujfaRd708j56MXec4906Upl0J9TxIX6zKw9N88TzLp5KrlDXOT1PSTAOTq3Gp0ikqU0g6W9X7OUDQQ5ZrE4ZJ+lo15DLI9LQ8/kHc/2df3s37HfAMOABbYAIcIIDbb3IzMgABIxDfYXz57d+6ASKqBBjYAE/ADvDfzArf1HoAFRgBAt4BKwDfdoUj8EPgj4AOsMAMXgOfA9tvW8gJyMAa/PURJ+ASOAIO8QryAdgqeUzlBvIBZSPKmEuA7CoqpivYOwrbGkzFCDiikuOldaLTJJrkJ6msXoaJXUHULO6Tf69pTDAyxnihbe5mOQufzDr2Hnenh36npscxufzs0SiXTwu2xzhsyTw05brEM1bt6UkJV23Jwdw2ckiD65pk3+3vuLEpedW5XsqHaV6rFGK3W+VxD7lRF3X95MpFzYeHeX2zHpfYWaOjjWZxPhTJ6ooeqrtGIFmVin3qxuK3a7N/KutNHs+iyfMsJQ7hAvJdVE0cypKFbKY5eIjrTf/VYeGCY0FDOHPy32Iwra3HiAaQhKaqEfnr+JFLIKHWzM1GTixELaVw8jE54aJiLrJr0nISti1PR6W4F63Vdl6qSNOksmnNoLZiGJ28WGzaRpn1uJXYa7NCEZwipZasp7KjNEC4WqmAa4gEz/kSYhQVlRK4AGcBV3E84vPH8c9+fP3ufPejv/VLOG/2p892eiwlK/70fPqjIvTp6cjlnDynlBTaIcCaeYxypTi1fWdd36p51s8k3k1NT3wS7Fa7+fVy+PK4ukh3Z1rZ4gu1OtoGD6v++x3fs3xmxVJTmznLjUFipzxDzT50utlqH6RehQpbrpTwYe7NmufMwhKWx6w/CfxGp1ekzNvoldl8Gk9a9X804FcbRO1uS710egxzq8yYAitdqGrmqkmF6Kxbh3zQWpAgwSxbO6doJbyvViImrbWteleU1JIqsxMUMjX9prIgsCTEKqzkBKGJC6gRojIDpIiWVG1dJt318akOcdkXWoSgak9fRr9piePjoxECb5dq/8CKcemteflL5e39xv98GHJrizjWuJJ2lqGhZ64Mi/oR0tss3l6JcfBPJTsjnnw6p6o2ANGU067oE2Xrc5D1FIWFcrUuAUl5hs5SmpgXI9c5naQSPHvhRAz5EOmiytK8v3k/cJkEljo1iaKrKUnIllNpRFspMptQs6malOGYq7GBcydbV8FJKFlihJM1VgqqAbOSquQiGCyY5mSs9SUXrQQKZzZW5Vy2Wta8DKJrSmJyXhLnTELWFKOSPudeNAXF1rAo0llFJ9rgx6Y1UTiVO64pq5MhmbJ3MsbSMTGHCnEWpQZE4xAmlkanMJjmotaaI2u9TEU2Js1ZGXKVs9RG5RzFZesOpXbPV6LmuBJ9jhWMQt15WlpL56XRdgoDmFUB5QSt4jw2rh1fn4uZi1oJf87xyzid8/oP3v7OvG+/zXj5usISQMAtcIbIqAw0wApRQgekB8ABDCxA8y1skIE19AB00IR5Aj4B3gAAXgPvfzsNpG+hgg4owGdAA8xABzDwCLzAN5aNZ+AaGAAP2aJ8DTkkYCt1RBprbRgPuW4F7mrWIGvhM7pa2TgE/wbLRopHhinoSKw37nBGrixL3fv5ue7iWs0lCa5tQEJmVoeaUgwdqvF8Sop5GrZuOwwZnGSKJ0TOzcbNtqhC0wh9QXA2HPw6mCjS451s+jK8rvU9M7/2VcVwriE+LiBznPamXc0kghCX6/lu4Y8yPdbU15b14XzecomzU2teaiHr0cndPM018tSyy/tJbS8oMAujhBFeu+6q2b9btjZl2EYsbNZimFw3jYPpuT5O8pDjk383ZDFz/kUtaYoT4boTSLbS0kDkXCPDDWVtcBfJgG3OBZDA+TRbIQYI0kqefNubMJTXlEF1XYrnnGNn1NE6qbCsZCv6mA9pSkEYV4pc5vlSGmriVonEo+Z4rLgNONfw3stPntLn85SsQk4hV6kVodYs4AueExdGD5xRZcUDWBMWhmMoYF3wR//XH6++9+sfXL2c38yrHxweDn9iba/zOMd9qR8iXeX2/v7+vl+/oHh3iCbO939659Q7dUhf7ZZzK8tcBC3TU15W2/nmaoeX643aKj3mP6eWw6Z7OE06u+v19Oksn8ubff3yga4uxcJpN8t4LPZ6iULpwWdejYk3KR0H6q9rLsZeauFj9mh1Hr1sRckNNAueLfJi85yHs3Wb8HiQ/TNxajftp9W8CMOdc78efJXKZmiJyqEmfitqLWpl1GOYr4zaxOhBglSbGdZJFsZpCpm0Ziq+YBE5ZxSjdC6kVCnFVo4EkSuEUiFVa2SupAW4UCVQ5cTQipbMzprFP8P8k+o2plab4/wP/mCz+SjsRzeJ0XOHmt+9nrhV3/+hb6k972fXuHoKy2bcxXYMQbCT5RBkL1MW/PxWXUTzSujPz8v9ab/UeWkv6e8C/5Xf/TuZt1oOPmvN26QOqhJBsRhKdAmjKetAs2RwaSADFT8vq0a8DfW9Crdej1wzZyZ4o21Ik5ZrlkbKIfOV5HuAmJwpPlCn1cRVU5FZFSkk5VpsFEWjVkqlECAFEiQmqKawkiJVkiI3Qo4ZWnIEQxAVA+Rc8lqYCg82StSaEaVYSCiBDuXMakWQrBYR+yhOhlzwSatURCuUqDGzcTqPqVghKcWgtBY5VCtlNaUcpFzHpLRZeDHc5Fp6ISEQwTvCUosjq0qZBJSoVFDwNVnK1FytwrnEFSmuZcpZoAEia6nDNAntUpUVcynI0SuFczAOQ67dNB95UfPJ15+Ez/7h/X7kvd9fk32Vwke6vE3tRVN7W94FmGmB6NT68ul+Dzkqw2GMc0bHKF+Ddd+6Q2vgHigAAeFfuGnNh6/jF+ZbbJkAAYzA+huviG8KvQIW4Gus+GuIWH07/lvgEXBAD6yAz4EbiVq+sSSK37KPWiNr5ALqbLkLUEABbkX7UGejVZerUFVJe7DUTxycEarpOHhB44m5mdvQEA1eSc1WhUm7JsVaXHbd5sqWU9BKFDbio1V7V4hMfR7Jf7hS956/a5uzTks7YmwO4Y2obc55ELLjqcd8t6wNDkZvmLzqduVQNiu6K6XT28uwRB1Zq2kord2y8r1bTsta2byR/IsRV0aPQT2zyJSXJF+amy9wfm5ESlFtOD6GJ8J74up1enQwjapTSqT1O3+wKZ7OubLPyzmVMNV9gXPwGV3CXKElYoF0yB4ayISNlrLyxNUwuMJ2iF5oU0VBv8JDlJ0kMdNo1DYWxxFKrtuuVPGulLUZ9rO6lua8YG7E+zo/Lrxd6/sxwFGZlSnYysx59cjTtuMa68i81Fw6mAMEyYbhJS+lgtAQKsvKJQL3AAEZaAECrvuLH/23G3yh/F/c/tm//udbN9yue9d9v9teMK0EXIw/X4SltBTlRGxOp5+P84MQPqbJ/7x7ePe2jA882/j7T1/9dEr9uPqOfPHBltmZD6xoe/fzOuc9ipYrhM8WqWVFaVO/Ssyv8iqEW+HMdZWjLLd85WyJqWQWDeytoXssrXRbXersMpWRy2Wy3MSXUkuHU6Arpl/6KJ831P4099rU94udWX+U8LqWVqgW0hFXNleiVJY9VZXhpGkYEWYN7lichVAMJ5UomaXWNVdOI4uSxUWjRCUGqQzNEKJKEBvZJCYpmFhIKUqplQiMWhnEJdUyjPV8R2/e0e/+WH35h7xwvuTWNQnPmsNP0xGkF7UxoVtrVfOv/si+e/Bpu/rDf+b3oXZZn00okRdU6ZGFT0KqUkGGEik6zurdQ/r/LmPyj/R3gb/623/b0FUQixM6zqR7j9LXkkTFUoXhcfZwjV6mwdAWdC6JKKekNqtNLNnYtA90BYykJNg6PS45OkkZDYSQVaQqjKJUjhqXSZ0tKNc1hNfCxiRIn5Gt4LmKNdUkTcnJapVSmJRSsSYtHVhUTlU2KNXRMdBW5lCETZW0KTVXS03iIBTlXBRyxYbpJGTL5BXpkoUoms0oEgmZIxpNc2HNRZElVKolSWWIDddBZuMVNI0l7aSMyCaLKhVVaUXMSVXDl1wilMhFVVEdVy+cDkuRRtETQ2VuNYUilKioZS/VrcdZVrBvxGpAsqUKJSllFmVipaqlGrwSVuYxiUZFWmImJMwgmnkwHixEFMHZdYnRGVlS5hyhlPHnIMElc5jpvD+3or77stVP756eij/mfFj24EM6DMnrhWstMzABClgDEpYQ9t+qrCdgBgxwCzwA4tue8bX44AJ4DXwCHIAIKCAA3wPugPeAd9/aUH/tUfoG+A5QAAUk0S88dYQsWKwk110+PZ6AHlhD75FW718u9/U99lMuqaGUgmu0brphFkrgtIyeywsu50ZuzjIh7iXWSrtGN2Q7IS46905D0qxlfyFNhBiFsJpFV7ZdM51DzAjZNDp8+fnYca5O4mI1Pwzj6C++06n7XJpiYlMl5nXupxJXTAfTtKReNu4rPT8PXais25JggwrPlP4ihU10G6kOJotRm9x3jV/EqBtqRzyt1m4+FpHr0p0wrNquLsNY6fXxQeUye5ZmWryuNBDd+VAkrgtIYKpgAvM3PK4Z6KDFJs0nKIlasAZWTu49Q0IV3a4RRLyg1hfmkldzlcawQbKyDeKYouSFtt1wDKJqtK6tc1Y1ZydEHYZ4w3TWRss4W/JIZgSVKgi56S62N2/ePe3oPGUsgAWWb3d94lvJ4dcMsYYwMr4LdCv4G/ev/W9+XXbq1z754ZLDxeVfy1LVxGU4jPPvW7N+THa3Nmw+1Om+1OvjdE6nx1dPDw6vh3969+P/50/P57S9wmVa/fjLY6/z8+89tz9wOymTF87mzBrOCG2m/ZG3zbPQhGW4+XHiY15t7fsvbOK81ja0rctjOBB2ZSswJRjncGHMRdInKp3Sw+I31mQKHwn7rqT7Kv5yxfZlUVYOT9kZ1ah4+ativOL6p8W9UHJK7HTRSQ5atJUS26amtsjk7CoLAbIlriS9RajQPbSqtZFsinFapsxCoFaxUY0VxUQm1MokrOwiKoMEMZMxKJGFYM4kKIc6Dml8lE+ZHp/kP/mPyhJgitBJ1Qt89VVcYDqtDABk401reFrTzVA/ZdRQk6ght5KXoIlGHyECE9lEi8m6UqAgSPNQxb/36kj/M+C/8dv/zZoa2w8+tlZ0pQJCUvIR3hozn8bG6GlOWoOrECVnItBVt95PIzUUk9Darolr4KhYRAouU65Ba1/4QshCSpYSraxhNm4l5mHWagU91eqsMHNanJYxVytipZ7kIosuXIyhZVGKTpwaGAj4RE7LOaZoeRMpasU5r6uYjLAhFyu5kFN0KLkXOoIoF6UkxWU2ukty0tzVGriSUipwtsyBtRW+Cimygaq1kJJYGJo51WRrm81YEwm+hnonaRuzFTIU6SgnwToTtHC5aEtz1CRjZioAmHXlkxLrhMkWUSBZaVSuoYfeF2x0KUlEAS3hWXQQp1yjKatEXmOJWDUovjjIqU5gs6I0ZbBVVHhkXlEW5BZZXKxBE8XSaH1C6NkunERWcDXnglpXZRwYHR2mEKewd8PjuP9FPb8+PD2Md/vhITwJhk3IjAmQ39hLiBn1GTAAClgBDBTgBFggAD1wAxwAD4xAD1Rg+y3S4L6VCyzfyhSEQldEFVUCqRhCPANCoc+yRelgT5pzLb6UHnJywm6+e7z7E2P1zun7WKySauEkeIr+EtDS1JXtxnpA2jVaGCssrYT2togptysY6hdFpq8YZWJBkA/D8PzWxsGemkFP6vDqcHW1m8fBXAp/pLA1usq14NwRv13SRWdkkGWdmrqKuWRQrbyxKkEpiro1KsmBlstCuZHno3je6UHkXV3dR9EF36/1HMvaic/ncGnOX+XGhYjGzPldPkxLTTWsgMenuRAOBQJUFceMADRAC0gJLjgCHdAZNcQSiJmx06gJWRpLsWqSC//wpj9VlZvleCIaMlwVi9hemqNo1LKcRW6LWBs9cEhBblzvlzh1/mVVr0u4dYKTe/TpRqsp+CmmzBYoUeY141ghbV9yjsWvAKnoMfPXNDD9bV8PQAQCEIACfAS8/7Feveje+y/tXvyVT27eWwvzSXj3X9z//LNf/Pw4Pc5vYD5+pt16d/ODD1YXV6td6+xVQRPP4aevj+pP7/7gP/jd8++/O0SW0UYERXC3uP3RR+sz1reUf4HUD+bm2bqm+xu59UyWxH65OPbp56drVu3ObjrYy7bRYVlASmykCoYd1yiK66koYwvIyiyLXrlYi/nAhs8mfUC8ZfFM2x+8vySvT8o3J9uvcv+RIFNyFkqhUlAXTqYlycbuwnKQpZKiJIRV2udojV1SVtNTVr1IT5xjdWtnaxB/TkvBFEgradqMXsom5WQrJaVRPYwTujGy85VaBV+EQq5LXIaTkgg+N0+v02//gfnZF7lPtklYNvlPP6NZRi22LiV7ofQekxQyxezDgWQDhrGFqgAPgW5seYpTlFSCrUwEYiiBEGoh/O9Z0P8K+Ju/9V+TYpPrPWHNaS1WJ5GaUhZRhYc0eQzJaZljhkyt0JPs1jINKRc4VWPbOspYV3lAAXMxBtOSeltj3kmqJM6VV0plLiPJq5K8kmOpK6ZFQRcSmqTPspVnn1lrV8sgZacQIwlJpqZZqLakQExVuVwXJ6cS1sKlnAzBVPZSg9nkUhqFEM5aOlYG7Cs3lSYFmaIxKmdZFcuSF1aNlsl7bUgVHTTLlBXpIGFjilaSz9pqn5LVOlXSOSkjpyWtjKqRVkb4Aqm5sOhqHR3sOdXWTj45rTKRSqkaUbNQSsSapUCT5CxqW2Kb7ayLjdW1+hiqMWVipixZ1XPIN4188NUaq8LiSTLXrtSjRRe111lEbqlOgp0QWVYaIFciL6wsbKxB1lKEIblYXI14cElmJUBFVqkURFGBRMNT4FYGkeO5Ljp9/vjqS/X4m69/uj8ex6fXY0RA5G+iWRugB95+W5j4W0lBB4zfqgfMt1uj+V+Qko2A/TrVDxiAHiTBXralzAVYAAU0gqhiD14DDuIEcQES1gKTj+wZa60WJSWUurjyr7+S1syxCE5rkokKGL3pDbAgtY3Z7YyPSE71Ez1QubVyGZb1ZS+pHs6xaexjyo3keaimbVIYH47+xrSP0t9sJZkGT1Hc9AKa5yVL2vbNYT+aC7qs9p2mK9FWU/sl74PrnzOOxl4gRcCVzEVP0H3mwWYOQqplHOTNLYIXbUzvFu1l4DoOMeVKYXpF6fbyIh7ym/ExAYeEDhAazJgy1sAe6BV8hgRcjzjSANYAARcAkWQUwegIotPwZDUKK+HTnU6qx4uTGJ3KOxHf+lU1s40XWszs2ipTa8U0SquWEsJSI9Vm23XIn5/9h1EvhlSOI6AFWgIyvWG+sjgGCuA1EAAGKnCHb9zIDSCBV8AKOAMGaIBr4DXw/V9D8xFu3uIf/B6G9M3Q0ACvAQe8d4lf/rf6D54/p6v1y7U6zKKAx5/E8Xf3Xz2m6ct3/lwegAbYOPnyOxfqYi3fxGAL70O/Rbaqu2ndx2sxizwO10+QnxH1+LCPjWlcm/X6yn3k1UGD2PQ83df+VvtEhoM0hKzNBh61kXb+QavfcH01FJfER22uSj6jMiiyMSRqehMIolvLMkeqbSu9WivRZ3DhNUlX5jtrVqEmo/2cNqbb8FTT/EUr++BPOk7BONv0qd/qLNn+ILG0vYvQjel9tlaVOWSCbNYqJGcaFYt1CoUVT49LiEZKKibe3dm3P82/9ZNmGeMGSnT8zz+dc95kWpp2vYxDZnsN8ZiX0evWHi/F5uyFM21BeCuCm5RpwBJTGnPse7MkpoqaY0313+0d/V3gr/3m3+TSChNKMEJ3NUWpQTXlXLRQwZ+0uYzxLKQAWmUjTSFTI/Vc5TOjbYmGdVIyxlI05cJFSEvRF6OodEqea1WQVoqllp20M+KEesX6TYk3kpB5UKpLcTSiMkyFEIJLYSVLrZKEz6lapSoPSVxpRK5JCssVSsTMTUWQSucIKXKuKyX2Ia6cDWD4qpQgEjCCQ5zI9ClEQyCiTFky5ShdV8OslCJSORZrRUillTom76VuKgNIUkiCF1LHsnYixuKYD6h9VUmT8JEalWIWmmRGFIogTPaDttvEMKRKWkkXSzoHfm7k3gfbW/I1KjQ5H4gUxMwJSiAxCcVT4F4Oka9qmrTknBsSx1obQ70Xo6pSgqsUilSqLGvNOmlGrRdJjKLWWmvbinEhi4awZG6EzORZ2SbVs5ZNCKyUK3HJ+dg0TcjSDPF81vEXjw9vps//6PDu4fD4+HAaqizAt5CAAL5mgp6AZ8D+W+LQ/lvc+Os4miPwDNDfitR2wPmbPZJkFAtIkrMrfURbsEikgmjEhuuQwK3czjVZaVImaGxdPoV46brZuroc50lDj4idM8dWyilTKjcXnefU+S5ofyF4JttpIXrdCpe9r0VNjT7dPb243j7NgzXidJgAEqxyX2QyZKtROi7JXmrHzi9lt9HK8xR8UP3t1s5R6cZXyBK5bZv9knabSMXJFPhC7YKQhe+r2OTAtpk4KakOvtwIfoqs55BJWsvnp2U+0JPfV4WqtJ3m30/lhQKAMSMAWwIzBACJo8S6AixbUcYE29qnOXRA+vZFKEAQrt2q+iEI0db6yDASWuim5TSLqqMq0sZyodWhVVHUPNRWy3EOxeIFdW+pPFP8IKpMeirLOvNSAGdTLkbkji01nBP5HABi8JBgAQ8cv0WD7L+gPfy65ePbcfBrjSED9C3gtHxLXvh6evh6f9gABHxyid2vmE8/jSHhBx/fNFUIMj/7w7uf5OAABTxr8fJXvmNOfnLD6ryefdY6Blndr9j6877e8Mezsl+FZ63uu2bVLCqb7nl1vam9NiyDKVZaggfJGlBTcUanC+mIS8nyuzLjef3xVzAWHxblOaOqm25pnERikkDGmYBIvcnV6Kamk1WrkLkKayFqli+kkpkX41SVIZdZpe8uZWl4FYejFucwStsWNjelgyCb1I1z/cLWNavMVrpVSRlaKKkywykeuXemlmEsS6auIVq76RDevha/+U+53tmq6hf78bC3LLPW3XbrXz8o6+MdJ1vVnKKktspAaetUUURCJK8KFhtkbthOZWBa6RSiyBBFyn8nVPpfA3/1N/+WKaqqWtlRNVk8GWwqzYgqItNSOOViipRJu5eaT4HWIkygNVaXVKIyZ5ldEgdZJWoSqlmyZOENWahGYYhFCgZhZlwQFcIs8obVo6SmFkdqX2sjEEtdFcGGfakrUgOqIy3KcpC2k5xqjlUaRrKCclJQU40tIZLWXLXA/5+qP/nxbt3y/KDvWutp9t6/LiLe9z3dbc6tbKqcZarK5bLLJXBLWbYsY5kSFv+AB3SSkRDCzEAgMUAICQuYMcMDmBokd0K2wRgQLpeclZVZmVl5b97unPM2EfFrdvM0ay0GccI2oRj9ImIQil88z9rf5rOsK4VEvc2RJqC5dK6HLisCqFUWqR4FlapZnCCzbuMYXMHg4O4dFERdnXkoTiHMVt6EcFFvwAPTp6q7KUgvlfdZdUMfyJoGiCXThbhpiUhd5OR2YUvqxCl6I6FT4w9OO9LioMRpaTXnY22cw1MrsbJnebb2kOJ1012S2Wq3kADW2pPFza95DH3JMpwNnzHN5GFZ6zRYrw+c2HWDjxQW7R7lVP0Dh0k3H8fabYB35rDVOObrVt5luVaYtzH68xqmkbzd5v0xz91ju1E9rddP+HX72d8u3/7Br//0l8v5068/Fh/r92PgDDy//jNnYAF+E/kZhYEJeP96W2RgAvD6I4fvw6koAXedA7BmptJTmqC0ae1ozNgMR2AmiKMP8bg1GqCOU4sXaArpT+v2o3FPsvTNWkc7BCHkFu6N2sT3HDTbU8QPL8Onz3W48KWs+wHup1LLaLZKvOintaX7ZB72lisXylNoW7MUPsu7Z6qprcdymk7orcEjvZUiw4++TN/9ce+u6a3JR9IpQCyQPl/0zW7nVtrQ7Qrb82dVfq5+gPXG3bA8Xi/a8qoF9ti3y1IBqKIS2JGAj8CJQI4NdAd/EVXOQAS+ALZj6JduwBWIQAR2QAHkJZIrGBQbQ1i66YB0mzCV+mY3LW1RxcBSnYgm7xH6fNhRm/TDt+55nGTFlt6HeqhQIAJh2Pk2vzCmprs35+dPL3/xk1BRX19aIIKs36cJHNhe4VQDsADj92tKgVelKAMz8PLeuAHhNVxQgfbKJXwA8stWyB1+dDd+VfLf/vi8Q/gFugB7SsedHHj41vwffDt9ON/m29YjX5ftx1+Fw/AXDvP5R7L95MtpPCMchI1t9P2PkowsQm3gcan27h22R57Jssea6zsLRVScRb1GDCudpvblLt82XB0PZZnuRlsaEp0m29SohtW1KN+PRpGmCRYtzcnRsDdedQ3x9M7ka7JCfW5+jd3LEiPPVm7cn2052GfMxx/0fsynt2U7xCM7IuTEAWuJSVa1EKaDa9N5jWA/jDmezt992q2/rP/x7w+Pv5LHj74xvnusheLnzu1O50+6uM3Vau/eJUqVMCyM0Ia36DUnuO1o++RJtN/aNMa5UuLeS9Bc/1cM+h8B/+L//Z+uThQb0Y6MuLdKu0jz0kKQwbcPfZnk2CQPA3KjTXhwepDQCHfdP4gn5S6oxTlDPZpVZTpZ4Mjc7NuMu87iWtH3kGfxWf3zKI+Fj8luzRIxC1en5I2MzpG/AL4xO4AgfPV26rJKbwph6WgMdhCJ7K2rSssqHXAJ0OpUpB1V5gAy9ijULJqbaLHIrKwaOMB9g7GDOHb0O7OFo1g/BLmqBuTmSiAWIwikx04qnFunINVglFhXBpcQrNUfxPCttazSuDWP2TGQXjpOMS6Eo+tqwqQMNvJeMWbv3Y1k9HYjThS1q8MDdGFB20biC9HB45ZMt3KQ8Ky6A26gKOEgpg0sYt5dKLaYA599Gy1dyAYtnhJfWtgH1X6TfEdWe8tDDNVKTLteFktmRdSXTJPbEkIv2z6O3daReCFiAxLKsna+ycc/KOef/+L3/+2nn73/xbfWpYD9ezl4fh3z3wMP+P5xQV5PB+D7ydGB5XWNwSiA4gycgBX4KoZq3RQsoqbdUYEhoHQkomfnA2MXwlw1smisVvw54E3HR+AN5CyKgIeCvscU0vm5fv0mdx6qhGP1NvLtsoZjzo/bPMmYcn2ct5H9VpCzyKzTA1kZ21B24a4j77YLokbeX7eAk9/n3bqWL3a7J13YmHwIlL6M0yf6ONCxhGfvh6l1G1nK8oGnuyHxWs8cfN1ufeOgJrGXWysflzmPeT2fjeKf1nptEMZgsNdqxQzcAQY8v4ppkVAd9CrERSC9djUawBlTBysaYeeowB2zhaFm9aWsjONO+mzpgNamna7XbkPE0OIHbYeAhuClz4QDUCVyb8oYDDfgyIB9fwntAM+8FtsDM743KgzoA7bte9t/fUUN7oD5ldz+UhB54Ue9FFPsFVf18srnr5fcGVDgBCSAgbdABlHw2sGCR4UBA3AD/uoX+2OflkU/2Py89Q6a0f5+0P7wxT/z1e6z475mPczmidN+aLVOZtsdZKIwSf4i+836WbkHJPIHpy17WAziGwev+mW0P7cLT8y22Mb+ecYh6XFkIbeNiricEJsUtbyAxx5Ocf1VLUMUbtEkJJ5OFMjXz1q8Sr/vfQ3xbXfmpz+SW1vHIRyHlT8fJXm8D5EVojKaNWYjGtUbeXE9IHYpm3GM0+R85PW5vf/Af/yr+PzH9Y++GWVfvv0OJdHbkNbZnmhez1RJuFZQ/dHAT5D3ZdybyY5TZ3dEy3W/6iqKdvW0dx1HKhvf6H+/a/SvAP+Nf+ef40ENTYmzhsVTzrxcLyPCxta3BS0OR8lJ2i2lU+zy4xhv5OjIEjZrTyFYVRvCfWldZOXw1tpVZKgaY2y9awxstqo/JLppF2Yx/hj0TeMirkwJdmOXjQ8Rzx2HiJVobF2TXarcRy7NNDppMt+24NJDjzw2NemqeUzaq+0U1xRSB0ddK1rkE+zmlMlNTUGJYhe1jl3gtWlmWokGJQt9qxQzkboTiZMAyoYeOZl3jRJu1XdCCBo6B8Gt6JQD174InF00mfjQ63NEqozg1SiDCb6DVeZrwUPupZFI2ntZHB0CtSXhWKWydO9vA36pfTQR2ALa5dBLa+LHFiDWmMxMiMYuc8B9hUR7hB1AC4w6MnE300jBaXPZS5vBCj81KdEr6PSyhzLS4gBhIv1g8jnTtXdP1Lok0U5918On4PtqRQLQO0PtJk27/Xr+5qc0/3u//vf/6OeftmWd686/p84x0gq7R39plrXXI+BlVn1Z5HACPQMDHAC/NtEEoaD/EOEZ3QJSxwwcQQF+3SHMmBlvEJrpBH/JtoZx96t1/gnwU+ALQCQt2k+RStMkcciIxTvtI5ok4b3VgrP2g3bJk5uXufxSaY8i8WH0paAP48iDbSGe1sHuZI/1uw/1y4dhc08/2t+vbrscrF23YYphhrrkt9en9i7vOF8uJQfqUbDMtKK7H5J+aLDneUPaeX/vGv1tro91lvvD+HufvvvOawc+A2Ygv3L3RsJHxw8I64Bt/R7L8cJ/vQAKjKAAfxm9X4b0rwjfAUfizawzmuGHY5zVe+0QzIrfouFy2NYLN9gIATQAkLB6Z3vBRoUJ/en1/F2AMzC9xn4YaMAxca+2AXvwJ9hb4PH1lM+vPjDj+2eIA0CvbcTh9QK4APevrcMXP6O+/uJ4DRnvAQKm1zumvj40LEAH7oGv4/hI8tuHnad8Ounv/eGHn1v7HH6H/Je/evejKf3kzS4ldtcB3sQCS+0ssbHHdPCY82x2aLYKJ+kzQial0G9LOogvW9h9rcsw5L1TCnraIw3bKU7T1MY/l0JrniSNlBSKWL7doMHWzh70YzPq9n6Ix1quw3BXmqV0V+PnicnIbGMYOefIQxWWYW/Kzio91JwkvWnbzDabp0C1NzEaY6Z+szDlLl3iAXP186/5d79N3/2RfbepULisSIn9hk8ol4tZ6611Dt6RuZXCIViwQLHmFtfYTyFVMANoaiM1ZgkeV2jU/9mW6V8F/sX/4K/XFpQ18r77Gnq7LTnzdVklxK1eXI7j7mA+DGO4r8CQT60S+EnwTv3nWVKzLPzY6iEOChmMYrK2KVK42+q3Od4pLWYS4L17zlY3ieFT6Q8xGjpAE/FjqyFnmkvZpUH7TLIPQVpbA021rCF11YPLE2kkryHyWm3kfbU1yq5DyZRDcdNI95vdosRWEWWrvAsahbdOh+CtwyOKSuLO4KocYHDVwKFyj0SmO+eVEbSPIV2qDgNxtVWCMobaa5LQuglx0V0MV6sD80yyU1qi1tWPAc1xjfTOcFGI9NzCLWPYkLJXA8BqunMhpl7KNA7X2rMQ1CuLQaPXx5C+qPwcWyQZLK5cgxIJL7U/BCqdQ4pS2sYeyJtZEk+FnoZ8r7UKw8TRXVwqxSAKN5KdGpFGklvVnIVqWzK5BQIWwZtqT6FnYxFa1O8YS6sbhTFYL90TVXWVnmxd+vvL5U/aL/7m0x/80ePPP3wstX3T9IeKDfgxdj/F3BEyUNAPQAVuwPC6rHh+pRIdgB0QAQa275dWIkKIFYZZ0BCC8hz6W3jt8YpacpxK60Gk6xMwMdyQU/bWbm4M7IjuPa+jvGnptm83BakfJwsdPeSq/bbc3uXp03XZwKeHw3q7BabB95debeynaRpY1+hf7g5l25rzZvwmyfEHd9dLTTKFNz098qrI2uuBtOobnZZRDvX2vPSyrT6ErfFbCitYl6c//XYLB/p6d/f777dJr9/0Mjs6MIA2+Ev6NgAAtpdxO8mx6stMnQB66X8JSDEQNscNLz/+n5M8GjC9TNmCQTJ7OTY8AifCe8g0qRiVNkStLli7jsAx8qXZCox5jKV+hFxRfwyAuLsNAWv/3uPZgIPwpvYB+Bq4AQuwAnvgCUivzUF7RcbKK5xKAX/91Qh4gVlNr4wpeh38XySgdwCA6TVIpsBnQAdeOLU78A+nU2c+rMvHu92XU3nX87dnPNmW8/iPD2M8pd9JU9/ZLlo3KsXGmCrbLvnlKpm7XUUnHwKfUe/Yz4bdkJZPkHeNSdbH9iYMV7MpNmWxsclxxISg0KjyG9x4kkmETQeTOFiYhodxkc/2mRb6KjJhXTrNQ46rL4Nz929CHNFmrxCxtV5TftuGKe32bTuQKMnR0kGIGziHXbktQbVL0ZaSSAGllJsOAY40yPKpf3qS3/1j2UozpPPHbnchnPtc5WfXdvOlzQFYV47s1Wkn6KLsngnm4u69+8hig/lEsYRWK2fuRinY/7o6/c+B//L/9Z8cUm3hYCqkazMWRr1sEnzdUorLMO6x87A7GD4XvnmRMMJbolDdmrqkEAwX5qn2TThEmda2jGnq6oyz9l0cam+J4TG2TXuSvDUMEXWrEiVwbn0lF7U1ivU+xKG2FllqRG3tM+FPteYcqFEClVDRuQcRNUTCBmRZe32jvAWh3uPI1wpmSW4zhZ225h4CUB2DcLfEYXWqVDunfWuSyArtUmq9dA+Z0Uw1hkPVaw6xbpvEpjYyUpSt2iDEa8lT3qoZNXN2Mws89PYxpYeCeSCHp8bJza1KHs5L2x/ivNYDpRzColsKsTfbso4rb0K5dsloFHfVLOu2+RC5G5lQdHZVCKHVW5RjdQ/cmffuZ+Jjo5V77t0lr6op0T38o8oD49IajcFuFkYXI4Mwedia7fJtq/ejPzc5smzQ3mlMQrXexIeOFjmBqvVF5K71NUBKv4yB+naQKdRNYXPGev12LL+8fvyD7z78nfln35yr+89v76+1x+VliAsr7ARToAADxg0rvl9OCQXugPfA2/9/XoW/ykdH4BFJUV8Gxo2ZQra6hin3pa7w4fUA+l5QJlwdeyaGHJPlODSnSqiYTxZv1E82XuuWQm6Ulu18j+HnvKWE3SoYaKT4ibbPD19VzKcYN43xMBwer/bDw6lP1/K4T7kHoj0PZXSpAbQKQmvBY+vMD8v6iw0h17jhdnTd+rWcfTX31el2XczIMym5U/cVCkiiVv0JeAOMAINmOAuaYuBcrRxAV3gFRkB203VZvnR89zp942X9A6FHcMV9DJZzXeed4gLwi1jPODBXWOu4T/SxeiZUjwQtYk+Kd4BDLtARmCJtzb8ALsACvES2CjABGyDADpCX45tAjpc/5fIq7r9sp3h+1bLotT1wfH0QDMAZGF6Z5Ntr0uwRGL9fUoT9928V7F9NJif81pQxHIvH39nh/Vl+dMyfHVgpfhUkMe2ntrV8aH4lJ9PodQlh6AU5ZdNrFwaNHlr0SXkxHsK2pSjBs+Ksvrv2x4lO1+p5DP6yprUzjTcvmfosh/3Y6rnn0agnG4BMW6PjEdvX4fDbh3B39KQp/WTlp2l4s/UW3dSOHMhVyzoOg5bpzSClbU/huNO+cUwyHre+5DhVpAxrG6h9srxzHELcqh5H6VvXFKKer3478997pPfvo44lxrHN5dm5PPPHfn08T0bPUvJCMzwwuSJJd80adWy9gZJr85Qz2FKfSuCxGfLktur/pnX6XwJ/5f/yT7iMwhQKzfVTnMa2uIdZ50xxC57lfh/G6HJEaKEnzjv1yr4yPTi+FYTelKfV9AgsgU8qCa11H1LaapsznViuRpM1JmwctqUdRynqOdIMCy4UaDY9gVpvnWPweuPhaN6oX5gOzbeI3ttO4rPpAFbx1nHITK2BA2kvkERUlESYtc9JTrWsIcN8cE/Bbg33w3DpWw5pUJ4ZoxXzQCKt11nCvUKIFt8OPtyEtG45D5faHwJ3bysNe7LVapbQm4lQMhVKomXhMIvvWish+tbHFJu3zumh6xk1hUy1lSENvWjMtWpy6gzpJjH0zPHihWwQV9JNwzGQ1dZ2CYul6Go+cFhIh24lSNwaj3HZtpMM6l607uNQVU00b+06TvtqFFEQxLQLfG3TmJfWs7h2imaIvbR4HOOmrTJP2hVxtbZnOcODdh7TutRTDtXRe+cML8ppKLV68mTcqBM4t3INzpVp6rqsmban5yeUX9TbH15+8fN1fZz/7q+/qWn+dEXSlz4BA3bFyFTM6QB9At7EITS/oeyBQlChQ/eXEOpGdPKwob0Muc9AgFygk/CT2vRaSnjhVLeXIyMgdznmsU57vX7q0Jh59/bPfvrlH9xLPBNya+/NHihHDxtmGzOsxpI4yS3Uo+Ybr2/vRmz61cPpSq32dIyyBT+G47XMR8j5oF+lEw2hbevWUu/tByX8Yrx8dqEPw2TlCnZt8uH9+3y4W0tZlu1TRbctSJr26dOtHUNlFoQB660p9cNULrcG/Cjg5mDDTMiGDiBABEvBCpwAAMuLmM44GwbABaJ4oPje22FEX78/NAOwCExRBCPj0L63bW/AHXABBsBensAEv1AwEMJofe0vKLrX0M5HIAMvF21/5QzeAR9ebZ4GbC8gkFdf+qUv0oDPgfpaMu9AAdqrvUGvjvHb1ydCfk0QyatPsAMmmt4e7r7YT7915MNx/HLohnhQLWAOLXZqGpp11iDWrUsZN+jQok/OVkl5eSQeehgLE4wjfA8U7Y3Dnvozh6ErWNvqNoL6EPvjGneh9YIURIw26HTny2UKXAyTZJVSFs4HtsfbetzLOYjXnmywtEjdX+t8nIg4HoeGGOgdhbvw8QFfIBfUiZM+hHh38umLtr93LKZ3+S72vk+G1m8qQ8hRY0hh0uoM77NzmPnn39B3c8S6bfvRvm3nKLTpuerHm5fSa80zzo3GA8+LDro5hWY2BNoWH4ZeOcdsoYS+lbiLhezAvPWQqf4vlOl/CvxT/+Y/o7KkFq+MaSnPNOziTZ98C82vRF/Ft4dB847svtIYwnvSvYUlQdwjwtwqsjBxaDxErT0GsdFpJgzE2noNPlBeqGVDEnpaNSeu4qwhUmNDEL72boFY1Xgg7xl2Aw9uNfvccW/StZhIEqbuPRpUZradoQcX5ei8UP+C6JOHzjByM2brA2w2uhM2A8QZsgWK5tF5g2VFZ1SXgVTNDxybFkjMhKeGY3Tp+swhWmWExhiBZ9cDh05sfd1TSt6ryGo9c4hON+1F0n3XElnbtqfc1I2MUriV+jYMq60jcgE19GOQVpvGlOu6xhHaBuZKdGrtKYZWyzHuutYMqlGidjBZbWPO1HXmkMi9+9V9ACywXItN0RwDk7upIies3XYxU7ML2dEVxsQI2kseQt3SkJ56e0A6o6u1ifPSm8WQu6pQVQj1EuJUexcEtXPO2uoPIn/XrZvF5FvzU5K6FQ2gpo2dQezaAuT26caf6s9/l5Y/+fb/+0fXbX3/y/My+iB9u2J/QqloDYNiK0B41RPkv5AgKoATVscENJGiejylem4OJ/BH2AE8w1604wtwAApgr4jTzwY5b8pJrOk+xtk1s107DrL7dZ0TcEL4iD4BAVxBh1GXxru7mDdrNa8jfhJHz7s8WHEJenszvbneye5a+oguniz3/Zy+CUtY9hQuxDuKv3h/w8jHQr9YZr2srjh7KSCHA5Ggetzny+yTUGK/kfVy3KdLbagqjNHwHsiEyDAHJawd1hGADgQC+/e17WcCMyroqOjZzwVv0kh1fXks2BM2R321ji+vestLX+8F8USvcNkC3AHfAvfAN8BXrzEkf/UbGvAWIOAR319Ft1fDPwFvgPWVD2qvyNjPgV8D98AnYAAIGIDtpRn+6g858CWwva44fcGgcspfCP/O/cNf3J+++LFPnnejbYvUZQ3i2xorUCbsZ6tiroyRozbdslMrBXKQeLGyJwZy4X5Qn0nukM6xEsjMA4VdmZchRR7VCsVcn891jNmsT2xLUU1wWvt6jLEHCJH1YmTYsCU9+WBms/qU7ap6zzz71mg6qK1c4dxk2EPNWoFxBcUR6bHbnaE76AARHWIId21bbX8n/avD7jOmm/sXMoxj2e/DQM5fyXoBH4gTw3QOUmova/j00c9R4ozrgOuvouXbr89kvN6a7HstMjXbKJhxElWYDHHdfMgWevDYEHO59R1RdR5kacP+f5d7aEAX8BZvoe1pfDLb77E8J7cLralgPgoW+tGOrytZwrPb3oQinTpkCFJQchzINpMqGLpYNO68kFW34IhRmuOY6LxJzGhVKYuQRqQt+NijCvZmJQXtRiF2d0GIYoP76Lw1zwIlVgwxV2y4sk8eWuS8eheYqiA2cka4hODNQkCvDuaRw9U6CYqBWZvKLoGakvsciasa9VljFgmm7lLYWNOi7d5kEW8dnbk77jS2pNa5MyUn4r6vXDlO0Z56TERfmn8jLh0Edq3Gga01E0+oxHdsF7MhkfbCHEHORpH12qFRuukYhqZ6En5mzRq6xDvtc0jSWhFswbOiSNgbasbcbAxcqXkL4tiTjhJa622K91o+hGmi1ix0anHjWw5r24CBWd1SC21QohS22t9xmnvdI1fYruMa40i+hjS0Nubcaz8KN1NvniOXpjuJYzeT2KAmfEzMtSrlvLaeJ/Slhp3YJqoexth6PHzh69vpt/689Dn9uY/7+aePP/u9p49/6/0fzJ/o0202GrDrKHvBqAzYCtyALzABSwy7rc8LcA+sI2H1okrEU00fUb8CNtgPgF/DBiCAFP4A6Gs4nYAb8G1RA35ouoC/qe2rKVw8jWG7lPmLKY1L/wP0zzNx9cU5hl46HQ/H2kuBI9XPPF3DugtOa0yYd9P91gpfuHfj/bAutnub+q1uo0w2nW9biv3b7641rvfpblnNDz7Xobdrbwg2MNpAefFbmC8+4F3ljcomUt1moTjsCi5evx/w1UGK+8zPwORQ2CPwlYAcN3/pYzPcRJHhZ2AquMshavjuVTr76N8DGx5eB2oH3nxf2riLeH5xcfeEEdj8eyH+hR37cu7HVzP/CoyvIMKXFoK9Gg8d2JF847oHAiCvkX8HLq/3xAG4B74Fnl+N35d74g0QgBl4eOmU8fTPf/3j3/iavt6P4VhpkVDacglCuHQvc81E55h3Utg4zK4DhcB0Zu9qedJad3HQwVKrNjqLiGXK9WDpiSl3akxjVrOwsdOaUBsHnk8hnOfnu314RgCvsUl3GcUeu6dxmM2PYG51VdkJzUM/0TRjHlvOEs3anuxTxZ1EC9uFhwG10NEqzikmZ2HjcajrVeUHYjV3MqeUtFC91keLwyrzx7r+4fl9l4yqHBEeD6P3GkL7QyZuqQuF8TOVIXjiZJlGYoLnnYUtTff9Y095WGodxno7p7yL1gP8MmYuFFPnsrRsiiBdaqyx35YB1DgEtJoEpW6UwwLQ9ba1Mt0PrSw72ubz5G2OTbYPzfO21ofP7kvXaeCdymK6RTkYloRQjCNbd2aG2sCELF7UBOTEHO5Jnq2GGOZqeSBaNGep3Q/EH9gOCmM46G6gefUqYIgkEcBq45C22jnzqnVkqYA15hFhZkzeqx5yUi2LcBVOa+uZvG4lJm6dIynhtvku+VzdU0B1ytKcsziT9+KcwlisJoaWJtzg952fWUPzW5ba2j5xN49uHkWblhDu2qJjQKUioQC7rSXB1HwJmgohRalNchzBF7WcOrox0aIwUEGYrKvoojRFshpSwNUowG5Be8PmOlYq0VjlEjh1KJuDSHkLnStx5tCQiQO7KVHiqdk5RpjURCevxoOQulLOpiXtQlu7BiGCqsvArWnkSEV7TsHc9haepH+m+Tz0qWkNlNwIRL49x+EkVnrI7FBQlM09m1SoWJikSIsqkWsPnNkWoWlP7eoyJqEGk9RbGYZBWwnxzsIpDT9+99k/fmpPv/XX/vjj3/z3nn/5Jz/79Ydzrn0rKIhH1Aac4GcsO+DW5wmcYLMjrV6BI3AWe1pvR2AhrI4GPAAyYNm8AntgYvlg+mOhX5kfHJvjHeGPOpTszyB8XOjLVM49hlEuy3YB7SG3qg+O9+hfIt6ktcvyG3fh06ZRds8k7zRGj+mObrd4K3pMWrqFHX/3UcZh+/i+543uHuJ375880/kDYrAxHcqvHz90D9005KGLmq9j/2I18/WAcM3Izb7tjZi59xbDeFlb0pixr/xz8AP3ZjgA54IOG4EVeANAURlJ0BQ92tRACWv9PrETej96jUDHS0AWLxuhn4EJ+A7YAwswBKhdzb7f5/XomIEEFOAXwB1wA67AT17DpuE1h1Ne94O+RHS+fN0SClcDttf9cfHVvJVXzQevUv6LhfD4yiJ8Acn9ZNr9jbt37/7Bhx/dSSDKy9bRnn9pY/Nnwx79uWHINKrbhEOxm/Bk7KUPjFbGyIqSqpZIfG7lOGIpebxnr925ZcJa7BBpWfoOVoxQXdLQVE8xPSHeb2U7HNOn83jcrc91JL1IOl5qF8cRqzG3PnSmkSeEZ+t3ZtsQDhvZPmKtgQ5LnieXG/reu4aUSq1jSoEww3fGT315OA1zXR29Rza3FTuVMsgbw800hcnLOt0Hu5EOeuc6awbpIn6qliUsSfBLWxK46IdgEzWkkHfPu+tqX0y7zc7swX2+hRQMS9245RbXRCmieI4MQrJioLYOljpviEPvOsGdXLUVpX8V+Cf+9X8sDt5uPR/9drPo0urWvqmodkH90T/6GU93+9Q3/YHEM3t21ph0uUkaxmp1CCO8EinLWOqzhENT5HCF3zk5s7cmQ/q02Q8GqrU/czwQqhkFGWotkbL7wrF2PST+pPVAiajNWx8lrt4acSJvgAhRtXlMWcvGHJ0TvMJDU0upNp1S0K3bIKithDR6790xSCjUsw8FI8fCGqyvEsPaPVjf9DRENS3Cg4Tc7CnRtNmaZVd0yDhX3pt9m+mwtGOKz9aPKW7dogOBqFuOUVZ9HOkzwwK+as0UQCbdegrLVqcY1K0YDVHM2sSxlc4j02YgKgFvvf+C4lBtN8AW5RBW8tEpmXSyQVA7WaJY25ziBKD5mvxYqUZoafcpbJ0Nuid8rPblLpTNa6BBsQkizKrWMR26F0FvGKLPnT7jUL0LiCJdi8ng1vgiNqnByYRjs5Z0W3mXfVF3JxUKTjnh063sx2gKY5oM1fUW9WEL1+i5dk6+bhiCFVg2Lu6qPAy8VZZUuPeV3Nc/aR//9nd/8/9x/uV3v3peLigNddjMEuoFKOB72AJU4B1gQAA+APdAFYyKx5faAccp+2Xtb2W82OqER0MDjoCB97AXLHYRQCnCn4DfEtzkeKmXyMPZ0kg3cilwQgeBHIdxd6ByzRwW0DC93fvd4W28wd+ZyyhLPyc6uZZVPVLj+XrhA8nTtoQS2ND7ct4qB//IvkdsjRGBVqYhzTdj8VXa1H0xz2OOpMReZiVC+2pYv7VjqsuCLHCFAg28h3XCJ8cPgMiYI2LBp9di9vQawQwpzrVxgPfvs5UvX7XX73l5cc/41r7XWw6vXIcJ44r1/JrU3AGn77dNoAMVcOAOwKuUFF7rHQ3YvT4ivMhBH1+zQ++A96+XQQbG16rXCTgD/9AQ/pHh7Zc/TL/x9cHE9rtUGoetzZ8slObKW5aooVC/Cz53lqjvF9nlsuvTbV2OI52Nj5kWPYzt2iVfJ3t4smf1cSKHUszo29Ljm+aPwYd9aDcbs1XJVtcx8JXlAFm7p9BbN09i88C7Noo8zuUNeNEgibHaxusBtBDnAR8L7dSLSbrO8i4s5+SyNMltbgntboyXPhQpQxKqOJncQpsgs8vqmuYqE5sIIqKiU9S9vsvD+n6RnI2K3KBZQuslsEwnx6WvujdqOY6ws8k+5nnteegDh2W2A/RR9RDt2sKOVtBo3Ye9zJuN6p2InYx3ga/r7HRoaUvd+y7wdbOcZR7aWPj/kEH/Y+Cf/tf/4eVKu9z7Gko0at7Pi36wsxXK/MU/+pPTZ1L7Iea35qvTc9SHFp4y72trMQrhSGGFn7p9iFJ638fEXh8R3nY8sb1lzOotRuolSd66vyW+BJ1MmOxm+iDyXTcWZO8Xksyy63WNTKvXTEtve8Sb6Ujeo1vzLfHYPYWobtVrjLk3p0hD6avE6M1INii7ZMFc6j6NVusY46qWyAKRd1tS5lqbhFPzEPHsfufs3mfgLvF1o0NiUyX1yHYDcQx5wyZ+r1olNLFsuHDY9b4ltrpBkqpq8Hcqz+o8wZdOMZmqC2/Ge29LkFwwZSql7cdwWz0KCfdrk2MQbY0TH7qvwpGIOrWEw9ZuQabaPaez6RuRBhQrhzDdrjfe50Oz74xPwXdmG+Vd62X080qHyIv2HaGDN7W3md5v9tmUe22dKEOCtUvkh2afpmBzSzlszU/kJcGLpIhl3eKYVLHBMvG1NRpCqvWT8EMDDbw02jM6E7c2RHmaa9ozqqhZiKJ1pZxs7n10rdFDV8WJfDbfdWuDWS/t8gfPv/fv/uKnf/j+F+cPT5ctFjiGCJ6xAT7CX6pPCdThL5nCGLB07EdZze96+ijbUOEjzhvuHBLC2vuLG3kAPgETkIC3kjahE9FZi3UXkdn44i1ABkILIVD/bNyVcisby3Ral8f7w7g/yWRvht7S3aCJu7bceS3Am/nyaJvKcWtXt74uzWMX9rLF2JbKSvYgB08ezJ63bUxjC7ht665qQbwb+jcVXyZ+XyUMZK0ZJ2CL6Q3WT1GxBWQNzfoArMOQ27YChVANgwEBY8cn4O0IW3E+JNawbesO7oZjxNbQQrj1noHnV2AfvzYz3gIXgIHldcyPr/DX/wxEOr/uhiuvHrsCn4AfA5fXhRMv+U76L7SC715hsQrcv7Ir7l7lozvgz+T7v/Ymv5v2p6+GKYHYkYpeT7E+ly0iaF9Ijr7b8OjYwa9pP7V6haSgcWPHSl2uIb6ZbC3RrFiXGnw6yPypPuzl3DGs1VJSB3G3FmVKTTtrjwoZUDkIqWRsy3CSdrEQtGLj9uBHpe1qeY+LTEOo7dbIKJCt27Abt5vtJFXnqZWbMKGKta1nIUXrIXtzIo5tKHmGZpaKMCR97HoIqVw1U1nDXmyVoc8hydwtpf1O+6K7lnXoq9HBevXEsdkGDi5DQCMiOIVArVJOofFGRW1PfnE7mpeQhtRMSQPx4i2xNPPAO8LZxlSXSh1VJOFqdp969yEWnaE5oCv/a8npvw/89f/tfylWQxIv0S7l09byHJ+e57HX7V34+m98eTy89SCmXyjOwal6GvNH1x1jUlcOkTkZQATGt+73L++lYPvCFwGr78Rm8In5jJ49CNOqNhLcYGLuWEHQNiFcWHeUFu6qvgO/R5tIIrr3QLF3S4V08D4HvnNZwEQ9kAS32hrlVFszlmy9eA6C7pU4hXPnHQM90NDcJ/RNEFRG0JO1QxiadXIMkataAIn7RjyoGVP3Eo2JJACZUqkLh7RaBYc3ETdtLuNpWz9M6VB8YTPC5NLJs61X2XW1CV6srRwOgeemdyK14i7zpW4zxUH6oHQm+QHwndiu2WcSnkw5ca7BoFm8VA8xDNbORIkC3DsZlHKArUYJm5pwHMSt2mnIcy01Rd6qZx6NvVvl71NNu1qGIX6c9esUbrBqfQyx9naXUun2SXAwv5l7zuO6XpPkDTTQtdaJQiferO2TbMVCDl3nzvmNx9WbCqfuJcVUisVQimW2mW3X3IOc5+s0HddWQxZRrd1U4mBNhxBXvQ6lzd9eP/2t66//5tPv/sE3387z7Tzf83CzTTEGoIMqlj3I4OvrFPmCl8mQPbuTg/25yR2oEJ68/2cpw+V1wf3Lp0ls2t6F8NR7ZFgaTzHc5tYiMevB8y2XdO7Dbqhq93d3dr/fnW8JoaOtLR0me16BfcMal63th+bt0OblWa4nPpiW56h8ySHNb3S4xHaX0uO1u7RCPHKg3q/EkraPN9sPeOhh8S68P0eXNocYchzPt9qtHd2AFMVXbfuER6epicGNVQxVoAojyICkefE6mLeA7wpGvJTlYB1vM54KjhFph6dn9BfGAwDC6t+HL8dXkN/6CvRWIL1WDa6vi+Ts1aJ/uUI24AB0oL9WxsJrr+3l9bvXYGgFDsAD8Fc/f/PjON7tzHv66ifJzi4paGpWhcieVtoHi6t7FA6hwGOrV8gowOJ9cFzFDxQqtDRNITSSE5YrU26Dyg1tZCPLIdTNSTWgO/W2G9PqlHNalzqNvTdmCSHyrdbDKHpjiFdTQ8juW6DRYxMX6p5GCpUfeZUyQiprnkJbzUWqc+w9NVzXjY97zMX3hhCla7iGzdaHIX8CRKlFHfdcP8lM7WEa61Zk0tLDxLY2TrWGKVYissjViLqr5aNvPYjVSLG0NoRYIUwW4sS1OASkQjHAkEotcX+v55ul3CUOfrMw+noXDnTXh1uMWZeE87KstnRP13WxdhryvEiKIFRy/9cC0f8Q+Kf+J39RqaYe1ude4LJq/6aA+Zko/VX9zf/KFzQdJO3AX0eay7qkmJQWD5IaN3SSO8eF6QQOTM/uAyBEV9MD8Wp0DL6ZG/POfCNXIS64hjZoTJEvrl+4fxAKHYS2eDgkbmqVOzeu7in2tWeIi6sQGdChzm6WyFHIT6zNo8PY+uqyYy+ESN6rSPAZ2IO6t3cUnflqdIJd3SZhrv0W5aBcmdRa8LSROmEgAZq7CPfawzvxx6aHGK31q3mKbMaV6I3jFn3oSKI3YOdpseZED0KXrgfBU/cjJbbtEweGJpcqLqVWyQybJFxUJ3gIhOoDc3HdAn9u/oF954g9XNjvTa9MWWmM/KS6J4nant2PKde1U6ad9meEE6s2hlB2A2FuLaeRqQ2QSixOMeBat1Matl6V5Ahp2lYJh45bjvtadJBL0QPTuXd2IfGL+2EQK60QDeKXLonQVXuSQXvIwbpF5I1c2pYkPtbtMCRsqswns3PwgUiLbpmksUbSVkdOl1pHt2VMufYUZd22xiETip2t/er803//uz/5m9/99Pnx/HjtDQeXgmJgQzIs4bVHOubYertTfJvorXs1HtWv8JDiXHuB75KUqjcCO27AW0BeLg/iN8SIJ/P5rLZjucr4ZXLp+inafki7uJs/PI6H3Tr4aG7DiLNvuXOznEO9lirhbsB17bVVK6vcf16uc0qaZDd5uy0d0ziMOKy2Rm2zfwSUr29XKYdJnpaeQoQ/dk171S7XpT1Mad524nPifmUVpNK2/fd0bizAFwljxSNAxJUwBl8qv8nDTUvp3V91/EfGDxw3xwko4AT7XnNPuFTEVxTPDlhf1ZsGHBndvsdRHF4F/Zd8Z/rPC9vfkxvqq6V8eNWIxtfS8sszxDeAAF8ACTgBf+mzd78Z/DTluy2GYBqgu/EwGGmuZEKatPdrogOwctvVY4sWtJfoo9JqFLh16xvbSYcLl8yxGifSWGtL3UrSseVt3EJhSxMa0li2tXoe4ghcqx0TXzlEK1FDh40TL4US+WY8BOnNSihjy2uI1EpKACfNnZ1IQ99bvnk3QlBqY6WV+1HGrXLM6xqyzGtPb1L5Dru8LTPLYBG5yJpm6c1MTA9jK3KQclE/JFTyBLk5QqspwFakNGlA7rm2wry5CgsguU6+u/UWGpFr3k1dOQSLFcbWINCuYZDqQ6ReGiMnocOob5m/mvT0eTqw/nyRdQFRX3P45tuisI/19tS5tZYptMg5/5/6FhTwX62cdWmsVfHTetnTm1p/eYW8DY92+vuCMIXOml2LzcMwbX0LEqFZxRjBRDJRr8J5NP1O+ED+sZtEqi8LW2ofglzMIxEHnru9GVmLnLKvpQ9BKltySKLU2IRQDUHcnCQAbs12mRfFXaStG5gSxZvqIBSK0gBvVEkDrDNPzu79KPRU+U2ii9LESggCqpGoOLGvShrJlSoFNhw6vgk4qHgw7mzShbD1EDP1xkR2VgoUWjcSdrbBsTEGwxKplX430KpgJxVViLB+6owoz6osoWrrzLP02JNHbZudYnKHcHJpSUMMNnRcxA9ElZi7rxyD98ECxTY0jpnyWlLYOXwkHoOv5AMHqd1EstXuaZU+Ng/Jt6K7IbW+TXEIUbyBxIa12RDRdOCBFO8oVvPRbY0IVj0EtdKCxK2D40g1SrQAdFXmfcXKcpSmGlenSEAUVp0kW9XNmcjYXFKIm8YwlK1J5ODUmMGUm9Mgc/f7gG+0vQnJW80SYgpHNY15dL2lPGqvkns4ie52f9+PfvMn/+zf1/70+Wf/n+/+3s9+9etffrPM8a77o2vGboT/Gss95Uupe8Qr4c9w+K77ZwnfdmXTVhsBX03xu8UOwOKcYTegYZixFWB1G916+eQYQqhEuzdorZkT30nUbX6s7W6abmv7Iu8/XJaTt6WnN4neK8fbtnC2bb06BvGd5u1w+Kr6z03e7EerxpK16lLm+zCcp11Y17uh9s5D+lx5k278Zne9bVb7211KJXVDRq9KbzHfQv7chKSFbbsAy13eX+OK9jtWnlos8Anand94/yj0FaPr7DZ09Devyf0fGwKgjGCYYZQwVLwFrvo94OFb4LOXfXDAr4CHF5neYEAE9uAb7AU21/8z7A+Q/gtpzvB6SXwEPgMMOAMBeAa+BG7AbwAR+ME0/KW8/51DrgP2nGtp7GXzwEy7tFyf/RA7okyz6V3AscU5X8N1vKT5oLI1BMRSZ41wS+wtaXqyZR9zLyWGJKrNInq00NGGTRbDNJfWJx2WUlmPot2+K3Rq/WyZuNUmJdm40XOpQ8DVh5HFom+wdOZ6CrmURXxIgqXByfNkdI2fpFMdlS6bhr3pJ8jdKlsQL4H7Krq/25frbXwgzCMOZdhkzXEyFPT0ELtTb76bShUMi7SQd+u83du0SaxD0ZLv47zpoYvzhkG0IowWIvVtPV6xwWXP9hyw6/0WeGjevBGfIrypHdRrzrHQcGSe8y62OIYhIkd6Y+1wpOOXWN6b7cI3v+yHt0mV3qxT2danw/r+U61b0/AXTxwA6NnPE++u16ZhJo1P9p+2/vUqf3ewv/C56xoxdOmhIsUhlI1yQLMWws6tOXMmKT2nNPRyJjooNUaCWPch4NKwCzybHYSqEjUNKcrGMpLV7onNeqDgMCq+jslr8xyk6JjZnLx1HgbrnVJcyhI5NGNFs8SpWZlCbkrBa3cS2ZFvwInCuavkoVe7C3YjUNcekIvVnOpScxY1QpAGtq3dUpDe1pGH6rdMRxV29STT1vvofUEeYy+rCA+I5r3ngIvNo3xe+xb82gIFV1IqWAak0nOiufDdGJbeE7uznBSaei/So7/w0wJpbHqOGCr3AdOGIZKDAtkUVVWG1LYuJr12qjFl82x2o+41WQ7b5oeYoBVOHttY4iGobu1+SkP3NeaB4NVmMa6eJ+7dd0HO7ncuQTz0HofQO5G01A2Sd6Rq8hAstlCiF/MYUrbOzoN4a/GQ6Ao7hWCuHWEAGQFCuwrORoacZa+eAncAoENAqD5GlFqnlGDt3mOHthgK5TttT+TuXhCPoTHl6IDROBB8KuOfGccf9L/4V45/7hefv//Z/O2/+/THv/opn58+9oV6/g2Oc493QlfzycsHY+tFO40pk+lLrOXR2gNwBj4jvjn9VtQPbdsDKRB1Xyg+M+61egff674OJdOmvj7q/rTft37Rmmi4rP3zt/unS2lBS21RwsAn5uthPFHQe9/XnUu7NHpI+LUWCynvotROR9Wj7MtaG6PaSPs1lZYT3vr403r5csxjmL6RmmOcSI6gWQfs2tutfCftpLmgP4iWW924fK50JTpEDTUviM3bBomVH02yqcO/AmsMA1mvPQxIG7rRDG/AjzvOwHPGyePPtOVXyNILwvMr4AL8GN9bygAqbP9aDsivm+Neitb7V9mnAiuwvfrAhqPgEl6R4Ab8DuJvHfafhfDlkSzY/YY5L/mYbBty3xi7bdZdl6v4g7X1LfHNBpItXo8YypHT0pZE2WxtWXodp/h04zywB+ylPdnAdQtDpoK4j9ulJ/dKOsy+jDnWFlLowcZZ5omPvT5N4S6iXEMd9I7ism+x0iXsdrZV5151MF12ctL1UXVI9qSHfayN4i7M/YlbdkZ4z/5AfL4iTiFa66Yjo0gcZsxSOFC8UKEtFns+7vdlu4nEk2t1HmwnQ2eaLN7u+yk1tzCtRheqhzrOfZ39jecPMr3j3uYtj6CbbLt+MLtETD42aymovM8ha6S4SL+j3lSGZCyhT107+M/wbh5mQ0pclXFRYqLDNYxDt7f58dv1x78d1p/blujLJ9qO+cNt/PGXl5/P3PWv/OxM/wrw1/76n/XbuqyBHvzyy+1iFmt5jCP/pf5X/8bf/+XXLAkaJI4/rlYGb1WnMCywAX4lGjuOmbdmdyGjtptYIFSXKGTd5hTvW9eAov0r8DMRupch6NqGIUTrBo7wD2anmFTrxhw6SnMkN/eL+45QEvfGYzBrNYRUrLtzD5zUCnPs1TmLVgvUTGL3YZCytmMazzYzOCJVtAMzl1ZT5FKvI4dNpoQr6DOl58Rcm4DJjBlB0BWQEPqmMd3XNqdw6N4hH8SGqnMIXLpMEbXsSBaCGEahc2lxDGpgiYNbIxNIruU5MVUOBPE+iTwb72AcQMWGmLwpRXrovLlm9k9GJcqu9LyT21I4CJj3zVuUtdScw+VmbYyfmT26HgJz7S3HQ7VroF23z2MooK+6fgiUGyhJXG3M3p0qIVFgsyxmjS/Ja1cJvLpTty1i1vyF0Me6So4w773vIltFjxiaPma5a2Cyq/vewjX4ULumVGqjkVmNlLKwObrwWEyTbY1CoKvpieg96aGo53hp/hDFaj2LvINcWssMdVmi7outwSuJalnF9pva4Le6Hfln3/z+/3v96R/+8d/901+en+oPNW2Sr710nX84peel7LMUSIaHYk9kb0P6rmlIfq62J68ORtjDF9gBfuHRbG0J1NLwcMft+pb54xaOsjWXhyie90Z6R3wdnHraCh3udyexJjydlRJ5rbOvbykuTWjwLagtISR4UdkNtPbn2KZO59V2b9Ny1s/fTNtlGQ8TIKnbMNmd8W431FJL7WniUg2VZ1m3mi7X5ePCSZ+XELTJ+7qxb61hFwSEj1bf0J5o+VWzk7iprOgDyOAEasAED/Gw6BXGBHsL+T3o21eNvgmgYKAAX7ygewJ6xw64MNZXQOnLx7vXRtgMbMACvAEaMAP+/frPENAJeAMMwF9/c7xHGI6QElPy0dP8wPvZeuPdjtrsRhZz7BMdLn7dfHwTaPOWLc2ySZ+O47JacjUfMJYQhLgPMx6XcRfKNSCkaFtLQJ7iXDQrniFH6tWFSiFiHTUYb4gTezUQU1Vz4C6gcpMQ28WF1SikWHu3ZlmEZnS7Jht0N1BtfWxRx1BAu1p05KnoB493pF32HpS1rdBdQYmBBtjMeVJspIml920I9yOdVz4EVQTnMK6tHjlvdtl8DyrQkBGrbK3vM13n4+n4W1cO4/bLentvR8ulrqxHwlnDYfDtFnCSnYdN+47qomE3eG0+AjV6i/l4b9sDp1Pc+mdpvBZxOoxirX3xZhLaPnLet35ROc+gYidIeVPtHOJdbZ7/6BP9t4B/4S9+RerXh3T+pt2S3z4uN/FCw9u/kf/CP/eTiWX3UGMKnb6WLLqqRHerFI6iq9IxMDWdiXeKliKhQZOjCcKO6IP7TmjRGjF9FVStr8KitgUszaPEQMZus/vkTiJP6HuEm6mQCvwRtHdqrl3yQduVUWFs3MWlm4YBWiahc9MdSyJ/Ar1h7lorp6F7ExdzUKjox2Zd+Kw4RXra6pfjtFgBZODYqobEQbUTc6stWHQJTovQnbYSslj5AvLsctU5pnzeNA9j6G3LHKtXBpFNHauEqu04hse1H7Ks6nuXHfm3vX4ekm5VxmStEfLoELOn6F803xL31r+S8WwV7pPIzXoU2WofQxjNPxBl9mevGgNWWKS2bp8P+Ruld1Yppctcv87jvK0yjfcuO+oMJ2WOoW11GPOxq8KfSN46S4D2EvJQ17JmQL0aBWa1unFYW58zTdWJsTgf4ZfAp2rjKB9K/ywEqBsbOb7rykMaN6uD2Fp65K6IIjkQVqMsdS3TPvtaOHgBn5Ukh+PS3mc5VL1lkyYH5zkhX+u2i2vVHN0V7h6jX1c9ZHoqqhm7pjXxXD7I43/49/7u/+3pP/72m/XyYfBx77UYR+cWlsNw9HW5oiUfYm9tv7PSjonWEIIZX9d1QGzD2mlOddTK416Xtb65e0tvL9f3A+tGOmU2yyluhxqfe/jRV+P1Zu9SPFAshNKaTJIg61ymPd22bcJUSqPfpsOvdp/UhpGYRvTriGjRd7Fojw8RmvhIJuzQIbpJ8FyivXFvcelm1yulHBKGTeeoRMNqm7CUcwtijrxYe270QcK4te+u+rGcA2xZtY2cypwyP2/6aWsS0RrGIK3rA7AEWIeBV/gBMgifySijzz2DCalgW0Bn+Au2YXklajwAH14Rfva61ecZAJBegT8vTbEX0/g3gL/89u3XJ3jJw+gRqdUlKi+Z7kcqq99NqZ4Tj0tKoxa3CbrwMNVyS/rG0hnd++403podu2yZklrdOiFF9q11gTUNOlGu3HMZVVpg3YjEckBVd/J+1RgoTflR+47itVtAEyfdkRkP6gOLrZ0mLXMC1HYq68Zyf61rDFI5oa9RBOy1xDCK90YiEdZuOu1sbcx7oit59mypCKLpkvJoDebZe5nSvPhUmx7vx36TLhCqg9FKw95jyr5UrR67boCGuNNeeZjyb23XLecPTX/sw8+9zeNIvaiDh7DNG01wR8QhykrN9TDa1fiU+rpGH1zuiTSHg95oHP6B31j/7D8Zbt/5t38H+BBHVr5LuN70x6n8VD+kjCe7P/ZhiNI2ieHwuf2t36V/GfgXfuMnfViox6vbba5/1Oyshbn/6F/+M//IP/xjjnJ6s/pI4B9wJKsKN4vK4YHsyh40xmCqdifRUa+dHwS/VH8nIvALOJl1kLG/Q1qpJsfCMsNPbpdAh0YqOjfsAxXYzLKzTiSfuN2rPKLv3DTkS+l3Qdxr4HDpDvE9y6MZsx+0fPT8OdDYZ/CopNwLcKB062UAq9DRUUjNzBDYvUjYmyXyjXFnfCYWNCBU9QN7Bm6Ko8jidic8bd1EvmJ7gn7ToeQ3FqOQxVopdykXM610GHBpFlLwVmeigVpHToyp4RLdVPeQxfRzCVuVY7ArW+124OFzq2uUr5v/SjibBpMleqxly3lSTmg3082FI+ZSWgrX7geXnWBpfIzeal+H9KO1XlKQ5nckDGRYY4nAMUQt7TRE1zZDdhzQ1AJYaQlm2giyGg/QW3Crmse01JIkmpHDciTpoMDQcgvjrjpDlXq2eA4UrFJI56XSKN0tGWYRqn2KSbatjOmg9syiroBeJYybtindVn1IfGtaGZ+BN++D4NxhMRy3sqjEaFdABWPtluJW6tuBvysWYzX4Wh55/rf+k3/jb77/9d/+2Ur1wXyfh7K1d5S+o+UL5E8lDnEd5bN6Ul8dR3l7qb8eaKzUQTFon6O+ocNNb0d7sNh2O3q6MgWIqcohhpHaknZhW2Qap0TLhsiMbnaMD07PRfejf7qULx92XrUxHxtq9OEQrx/q23QAEZPzOq+jPCS59PKO8pY2d0tVSqKh85r6Kac1MrvrFW1s3NlIj5Wu3fafi7eATVHLBh4gV08n0orCXXiH58I90u3SUf2Dqc7tufRbbWcZV3vm1S7b9TiO7OsZyApnQOlMPhpX9RWur2bv8L3fSwxE8A36Avl5qey+8JzD64q3FwT0CfgA/AQ4Ivw4HP7sXTpM1CHZnc0wjpm8NT0grFT3d3J7dJcytoQxZI46ah6oflTNYZC0CB0306SRGYoFFlbBUG0mkBOHurfQBTf05NI9jRYRl94lYmvqKeCiHHXwvKxqRzojvZHVS+rVjbmxPwQvnVLyrXtgHlyufaG9XM91P+QCWJAAeO8+JL9qCdGKsrdhGrnfhI4+rNz2Jr1jS23Su9Uu426q1bIsm/SoA7K2yygkCIvk3ExJE4TI3akxpU6F24L8myF+CO4qCVK+1HZYmu1Syw/v+3xzdHEOiTZNY29LzcO+8wAtIh1rwE7MTSWiTCGObbR8y5ZOMv9jf/H4D//X5vWBe7f33+nj38lvUzl/la7/Vj+fvM9yc3m3Ig11GNL+rsVp+Pgr+u8A//W/9AONul5b6sOvNgXaz6jf/qWHf/a/+ju14j6aH5bdAV1+SOJEXG0YpXVfEoVqp5BHt2/gXxM/V02JYuVzUHQek5+Bzzsu0anIMcvSasp062FgZ6hCAjurPUbsTQr65ti5FPLitTEVDW8C1l6M0hDsuWPPpB0lYKo2R2c3AVfXo6WNW2/hmLxajxSc0BVO6h4kkZgSeyluHDuVo6bG2pwPEaVbAjPhorLPTs0oCFeo+NHtQCk7vdVSRP8O8Q16NXxmyYI5/OB2UUTx0fgGJumZw9wtM63kQe1APEOPHqpZhIvgUjEEDBW3JJ972OCfsb5tdI09aOhCV7NkfnYdWCavBfEYZS16jsadG8PQBHFxG1Ry1NrlC+ZP6O88HkmLyb1YV2qSDtoah5Hh5p10Z2kTDWbMfHEbiVh7RciRu2oJNLR64zA5ZUjnTo5n4dx0jHJW3XHWXirxRH5mys4R/SphZ2XVIK7daDGAKAVqsB3z7O5GSfqnzpIp9Poew8m9u14Y2anDj72sYbipHUS6tcB8JHrUcpLhQ1k55bFuFuLNdadtjeGunlf84e//O//HP/ruD3//InSk/VbKrjG83Mb0ZrO4i3chParvD1TUe0jh6Xoddp8leiryQHUcjxVR/Pk5jPtt+zXF305sg2/aj90eD7u353I90JeVPnnfU7Y5zrn8YIhXDgO31XGSDg9dWipSmu/H9NzrmzRtm9JsZeIjIU115fEu2ryGY5hvNoggqq9cjolvLR4PpnOrTrB0DvXNxrdAD2w3lTx4L2qOIUm59XSk5hKWbc1D5BauxKJpx7eG4OZdAqOHYPuKp7D0ppv/vcVOu/z3Zhp8ucxtebw8D/IBl5PvC7V528S+R28qvi/QNeAqeKN4/7rY5wXKtLwS/yNwA+6Bvyzx7t2bt5siyDGqjztua/W8jPH0vFD0wyhzTKfSllXTm2FsunWcRJ88HhK3oUuW9Mhlorj2kkNiUpcUrC8cBa30HmTK7K1GTTfR1Qyzc+6nFG/F93dSGxGEzpvvoi2tkIxiC5Rld2OMc80ky0ihQ1GOmdcUcvdU6aKt3Hxrl+P9VzdbJuGlSMraYXO1z/Ldz0t5Q1vrvGfS07DcLm8or2opSquIo+skt832JFfxU7eyqbhTHoK1ziRjHta+HX0887xDWoXdkFvCsJWWs9S50D7HhlDYwhdWn2VYKHYWcpLRW4EkNt9CEZpSKKJ7pwKedrpefTCteaJ3JQ3JkvhDaG/f6J//q9jP8fM/55p0/WXc/xW//h7d/YX2e/+ptb/rNzJ6yolbywOXMqZuof76G/ofAF99+Tlb/fqUf7nZcdp9+NjSX9m+/u/9Zc9TXBdr+vBu44hhTI1PTm9hbrhG2TVtQ6aNsuhCeDAihjU7DPFTaUOKs3Vx2QndHFno0GwOxg5SBnwUukQ+FZuT3apNnC5km+kDkWrfUqDebyEM1YzdQdntxj6ZbJHy1jnx3Cn25hNvxU4xXIuFzFmJqTe4qpjQqOYZdcEUUdDZ2QJtiiwhVlC0Q7MnpkE4GK6BD60noUvHSXBp/gNBJEkdb5Ja1d8PPne/UBiY3sA/wfcmdfC4wSU0bzsS53bVeE++aEOMQ/Mc3dXdEVjuuv4q86GYBWKnH3Iu2rritwL35pL7rdE3zPeujWhPiA0tOZQb7L0pezyjDhUYaCn4OgiZcgwnirWVE4hZlGwyunHYazxJn8mkBwnWlfdiZ2UJFNyKmke3Jp4ogIiNjNnKVeLBYU5OtPN2M3gIubUlygDaunfWQakkEpME6w6YN+7wDOlr7ZFF3SuMGLPJXqw4XchisSD0IfLo0byTcNJ2AZ/InhWN6U6bQDJJJ7+ajsBM1FQPEhbTnfuV/FrbPqj382343V//G//Rf/LT//hP5EwDC0e6S6P0shLtU644SLmuCCPT+MMHuW0oN1BOnXkU8QpJK6XR9CnK/XybD/Erpqcn5aNzkyXT9LF+Gvkzc2sUD0Kc3NpurdsXu0Ppj5ZGXUOK2jRW3XIaDzS/p103ucsiYVy9yMIVGnCXqu2mQzje6q2ee8jWRtkFnxfP5FLrfBK5NuRhiJvWNDbMUfatNU/KLYjVMexYzosMZVYKdiDbaFM7Rl83TPfGH9kTUgsllinkc+tvQi9hv5vW7ZxNiw/0fPFtyH/6ca7V/mSpifxPdd0bbMsPyYYu33r40Wn71qZdqEMdz0k/b/Zpnb/e7X+9lj//9yd5evNl2loRHutuo28kTPN8k0CZqfVe16GlZdcPV7Qcbe3TPVPn7N4kI3OyLRa7hHSK3bLgloeM81jvOy1DnlTarXBmn9FH3VX5LuhYtYxp79arLNQG9XnhN5NuiBD4gsKUpHeifafL3h6CnL8t/WHg54ZToEZKes9cPYasBu6qvsl/+Me/9w3wV++//CxNV+DtA4rKDD8NPC/y0Pn94OPg9KEb95jCjfne9QKZiCpaDAzPc+mHfb71cqfFSsYYqnoL2AtkaTwNpSpPbhqD12ix9mWQwxXL5AHmYRRT1+ZT9Cqcp1ZuIUIjJYLbGDk0KsHJc4wttLE7PUBVdHMbh2HX6l5kN6xfDfxX/rnw9V+DJX987PGJ//b/2f/x/24u1OKml+iP3/TzLfY/1Mt3wxTt7dd29W7d/s7vhhtgy+1o4Y+rn1L59TwPmQ///G/I4V44tLZGP1zO9eFhrCXwdHPPhCGwNY8pLrUdJBIjdqdITw27LM+tlhh7bYP4wvzG6Uaw1jTHa9FJQmPPwoVUmtUgKH1JYaxK7CM7mQwcd81qiNbaLsm1m0kA8V2tNVH6Pim0eUieAjaTQbSYudvabZDaTPaSumjtY6bL1n1MsdQ1UmfJtSPSQfWWwq7BHMHJzYhIm4UU27ZJDFn5baC928mwC9Q7eQ7D5jSglT55dEF2SmOoa9XI+94rs7JyVxZZ1JYhjatOiZ6b3alzEFZq7HLzhx37pkuO0TQremI0bJHuCnhIX7ZOErPZTmkauM2FgqzaB+YGewsu0zT0tQ98aEDmttGJ1UJKzXOUtti4o1DdgjdG1Xgc2BrnJKHYFF3diRgBoTlFptpDltYQg3faPRBl6q24T0EK7YYQmpmAqzp5ZKfGMehWWCIRpeyaA5YGsGl3S2lsanAnLy4UbO6eE2LjmMjNcrU99yLu6KZ0H2zvIPZq3lLU3rOFlbGD3Ec6qCNyRF88BapcXYJ57d/FfKc/evgrfzve9DDLbQw157d57HgK4159pTBc7vfTp6Wd3oQ4K5sQyQw+BLqudZiyVtznzcbDu20Z0n6i5hN2zZ+V5tuWGtPIu3IzGn1HJQzjcuNBMEz3tT4SRd2aDkJrHklCJOu68bST2T5/E7+0S9nCr3bRn5WPo11uEtHi/c0jh1HW7qPr01XHY54vbT/kiD73esepUyLHI+SQ+w1BYgs31TgO3ZeOE1rRzPdVFmmJ7p3LXO8O6fGT72Mn9jXVIQ6f1naX5FZTTP3pg4+HmS67rW9fDLyG5bP7WJ3+2k7qLeBuoivToNNm1y2myfruAEY5j+B+H+/eP9XTuKOInaYFYx6v+T7WxMccV8gP93nWKR21vu9Wm98OT6WmLcBWL2fNd3XXdjfRBpZtI5aBnPL+SG0eM4nnPKdb2uQjx+OlgDMRaoummlUuu/huLWuQ+0JVYk99vMl1bEevVx32k19KGFMNIdtmg9rlDmnT9wXIabg5T7HP5IPfoT9JOEWb0WKLYaV1MEP6NaqV67Z7c9fL00011zuVpxa+kv6BcLfo2kIbeOfczHaMW8gP4rfSJBA2b6dlWuXJLu+wf171mGWuvnuo44KN+DDidqv3R3l+pofcSrDm24nDB10/2/OthECbVFfXSTC3uD9IqzYl0i7YWX8OTmCKLbZDDB0lj9SIxWBmbaL90FoRGrz1mGsvH/6TUv9efnio7cucT4vej9/8P1tY9e6vYeJw+C0qpJ9Ow/Fp/fQfZK/+5ofy9Leed0f6bwN/fkhnpGb1ZhT2Qv8A//Z/87ce/txvCHG/tH59zOn68NkQM1MYEXfAEawh7Xv5SHLn3ji46964BmAtb1P6FfQguXoXw0SyuiJKqn5NNPWqMrDrHXOBd/UitqkOSA3NIQcncW8RtTfl6FY3CoP7SPED1cmxxTTUmePw3OpJ2aI/m92FYSvVszwUXIKLtkDZIlNZ55RCUYpStR3iMPcaGBwibb0wn0p/ynLHou6FEFsfgnhf72VYuh0k/mbEUqrlfCvbOYTN2gU8utzcUqbUdIvRaz8Krp3uAma4GFKMn9byJsZTNxMnaLEQhb/s20eZdqvanlvTr2NmxrzoV8kfVx8GMTUlROdKdsxDXso60rToLTG6dlhj0hJk57LofpRt0YeQspORMzNVa2MeqmII3hoTCkmopjly8yHj0mwIIlWLGKWgxYfErlqEgqqzADK6Q5hq85zQFMwE695BVE09BVm3WUSd9iEYiM3BqqVZkmo2SpDuai0EfKhNh9i6dpaj+ozyhOjuOZJV20T2qx4HXsyqds3xstpuyrlslsK7YtfAY5DdtX4c4l5bCbRuKmH+Y9ePej6Xf/un/+a/+ydy3WwNb09TKT6ip5zPql8Eua39/mF8Yt+x9jBYt6HVusmbY/i4q5/XYWmlphjasEa8SfR4vV7P69O1nO4z777Iy3Piow9lYFqsDDEOhR1BcrexyMKbaojjUFKIW7UsfLV6QPwN2Z4QxgER0x/H2q5bHI9aWsvjQCJ6BeniAw9GLYlCqdo0hXqlGvsxklHkWHFNYajdqAXZmV4b8kT1ETnXwcY5SeR+3XT0WkPMwctGY0iITii8eCfP+/1yqSNK2ZMw4Rk6sXXp3nfJ5yK8b3QNK2uq1JPlTrWmMMwkefOSLqEGOhxFujUHD5QHGjThxGGndfBAiS3L2HsvzE4H71/ex3ldt0B/3D79uvJi11KTEnrfiNI+9MLDzhbETBfIKVzNA4xlslIshGR5jMVsvOByoLyitxB5BWdKHZ7nupRmaCEPhioa0Yj72lIQhyaieaQ8F1IZSS6KYXKFQ3gPuS5yymuzqFmlxA+3zbQd8iHGrKX1yamghW0yvvThTtc6piCtVEZ2m1s7jndNn9w/z/K09CFSbcQp7FkfW/gslEfPR2pNpKfxjupla2+6fuB4yH2eeTwErQwy7t6tT5k656zViBERatqiZpdNyy73bRhDg9xAD0hMBWGXvJrnzDY7meOrsWtPos/RjuNU7xLaqHbYfqxDPGxfvdkdf1K+/blc/1/4h/5Fmn4TVGX6bT5/U0qJv/d7NX/Dd+/88vPn6asQgU95Wu22erobiO7Tj/6ln8R9UPliYi7pV2HYffpwOTwY944Dcws9nJON2p7cgdoxKKopucTe9ZSHYj1LJO3Zzdx2ARd2rhaDjLWdKNx6YyJisPlegta1sUzs0YTZ1GhjSqVXkW4tu0S35uhBu2ETmsoGjlZLorCwSucoqVZDkl4aKLn3PceFgYIpRK09MrN1Zl6tx041YV96DTJYtSQjXNUz99L4Lqa5b0nGm3mW8Dk8Fp8gtK49hEvvMSTrFYgJnkszEVq2dzk+dY0SABPzLYm0KmPyVUOktbXEvG/r3rKFPG7blIe6tHcpxmbF+JQjlxr247t5fhySt7oyOQdau+aU1ioxpmaBAlxvJnkc9qX2fU6L7qfd2IhZFzNWpWl/qDrE2GrXMIRuZE4xcqst5F41xszdTEQJobknaa16StqVOIjDzeuQ0DTkTF2NmQ0mIt0BCimFsnnIobQYE6pTkiC2FaUhhwZhiIUI5ZSmXjRLq2o5PW+2E7Hes+ocZF66D4xiNk7ZayAuwrbWPMS0VJ2Sb8oh5A4061McNxzyftdbHcNgY+q358h/V796/+P9/tfNPt/L+2d7u1ssn9aOhzG2Jp/v/NN2uzsmbGOwNsG3REcJa6z3W2p3ab9gI6/H7ce39E17fvrU6k7epbRQjI8fdzshnLOnx7Ud73drQ0xVWOu2TS1tncdBipjoraWh41l4GjIwr+tuf2q90aziC3F68D5LDFFLXmXzWndpGKSt2ftllpi3nSTpy9COfdiAKFVb1Lxpoz56vbbbgGFMWo0PVtY0p85bW4+BslOfkNtac4ilMin61HljHR5CvS7pxOXqjcSKV/GpiRWdHrTNlO/c5nB1HYEaGgLTeR2PclNR930WvtMwJyUerRMPyXvsWXYi7OUu5+7/vxb+5Hf7/b7v+97DZ/oO13X9pvs+5z6Hhzwkj0SKpKjRkmUJqFAjSOIiRoDEmy7cTYIgCNpFURTZJ0jQLgsU6KqLoquiQAsbBuomtpO2iR2ZlC2JEkmJ85nu6Tdcw/f7/Uzv97sL5d94PfB6gqceBRDQonmRa4AraWOgkd17/PznbPd9+DjUx7qKjVXKpmk03thzxsG7y3FI+3PQVKrRGG0Do/ygPIZtP0RZdXLusoEO4EouKlC8cwpt9G2DaNzXFQOXAf3SZADdiGrvtXJS0D1CK5cWY+xO9GJ9YN5kanaBY8hzGxm2eW+1nHRMQ9B8EbQ1wynAHS2PTBPoZkOg0zmjjW5X+j2Fa1deFZiTt9aN1QleTK8mvT/SdZRz1TGYK+VpK9NufE02SllsHGMmAGP1rV+IJ8e10WRlCS6w2Aodi1fYapuTHSVdVYEexG8euarbNVjV4qHWjjQC0ii5h+dDVZ2HmvldenYr51XvRo63a7wa8uuc7od3v/b2L34OX74P/YWf7hBcdzu+/852/HPHS/nFK55X/OYvOwJwkq/c5Jr15q9+k3vG/t7tuwyLvLajbGDP37mpb1d6fki5yK46C8165APguQH6DgWSt4vpyLB0uwbbTFDxzBy7ejFiYA+tdQFaWdeOCSw3FepYbCHfUFiwg2iDwWGsugWXTGuPN9jeogZ2W2/BU1JSVVQVMEENQJ5tbWXn/KUrOW5IXkNhdSqrN5SeCTrCldGZuxfMnlg6ehKBiBQIaocJ5SIQGUQ0AromN+QjaQAubGOTFIPXZuTeSB0Rq4ogASOpleis9cCumfrF8qTDysljzT0FF3oFo2uxyQ0ZeddkF4Pv7ZPAGWQGzx5jaTXEmybNu7yt4qM3XbNIiGETin5QIXKq6pUwxKvaDLk0G1xoVYQCmA7gIST4a0lTFXZgvZATNjLoHFS1km+tIzGQuG4hcCwdY2QRBU+qRqgeqGlzBF2UXVVxTMBo6ARJuhhF6RWZO3SlgNIVTAJrac7FBm1S25CiYCe20kOaMF+Uggc4cFgDhA4pMZRy9oGlO0fQZDDHQ9RaYgq91UsIwZgdTIiuaR1TUmjBgwC5tAeYO+T4Sx+n5G6v98e37Z1oyAfdKHJGDWOS1xDHTVR9jzasNd/4KFScjFVkB7FfHqr5gfaNP386vj51C7RHgMnfbgjP+FLgVqlIu96npcuurW0aQofkpw3KgfBS+95icTDKpZpvthFK372eGy44D/6prS1qs+PUqSTgs5UduOVqsnruPmq3YT+svO5OdBz5GnqfuJVVmseeJ6WH0MdL4MMQhQ2xx1xXHGbkTRoGK418aCBcUYcGmz9LmUBPoIPH88kSuH7UOtBUtXWcTbdcaaylzKSqF1gvPSmWhBO6lmW72nnpurTo8QR0TbGHPkA7dzftlOOu+xzmLhN6ZKNsNUQn7eqgiDEfcfW5GB5YurVbcmEyb+N1dY8hvW7rfYFLLhmILXZaLtmbf/R9Qt6EmEsYUs7rnIbKqLha3vzkOXBtzYBRPU3cX138e8E2clUwDEW3FIcS6W6xpbXOahcMyVDmtSyhDe7O5MyUIvhSV2dSjjgcXIsZc4JWFhgp0iP0WdOg2yl5GryUNYTYetvM+bXNYVfHLNXTXFrhdG1FmVRtVvc09uEs5wvtgqwCbrBtMxttfh6s2Ey9tSFxaxtyFM+xOR7Pa/NDYFiKD3n1QzByDmEpMo20NTwkqYzAMq6pbjqFnhOHWUUY92Sferyb3F3unpOX7eZGP/hy378w+oDzyzrocPvN/PRT//b75z/9Z3/yV59/6Zc+unt+7+CIHWB7eXn1FKZDCdHmAHVGeSQBEDe77JRLfSbbF25elrhzcrJK1Z2o+wML6es1Sz0XwoChqXOQRM9mxRMYlcFflJ9xO3dJJKuzSc3QqMoY4w24aCamzXOJaAroUQ2bxwfljTkggAigXppiwGPHz1hR7QJSWR7QbURWBZmcaIfODj2AD66hiyibiAY+o3nGBsbSGyiIdiBtoo4B0YAXRi7QyYUmGpgEiUAAa2vRU1Vgp6bSQCsheLZgpfaLtaxuCN4JCrgD2E7wYs2hKbY1gzeMDRSpo05odEDu4n2vigOh72LoQuBbUgDbAc+RscNMNKlG44AWFCGFQcBMOsnsxwg2dfPB2MhHB+CTGxNihGGK6dpc8gFjHDg69t67ROYpxNEHQiTMZifkSpgpFjQgRkQyGIAmkFvkCWQvgANL629I3tb8ces/q9snpvfYX3VZPPTaCUFNRqZRegBwRLumg+MBMQwj++ANC/fNNDOJGYQoWnunxugA1YMiUhhZTN3EYIzBAw2iDjg1HWIAU0ZUBSX2jpzZEAZnfsThoBTJDcgEkeOYgMw5UaDgEKWzq9TWvhve+cJdbf1qzyUEN0Jvm7s+VNOHI7rVnrZoZ8nFToTHx/rxJg8P/c9etuWcPztWGXKty+vLwoZr4vcme9r63QatWa+077gZJ2/35zz33miYs7rVOG8HwhPgPGGL5mnsK5KTfZp7BRfOC1zG4a22ZWIQZfYyxXDZbNB03mTalAr6us373lrhpqvL+yxnc9wL0VRFUeeHUXcp6XXYwSpcAVc46966N1EHTEtGh0UrUoHeVzn3Ple8oB86NcGknaIjFl/hNbZW6zkQki3uUC9ry2tWgGoXkWjtcYF+UTwVUe8sdE83tZ/GvjNrLex8IUALlwiwruzvNb/N8Nf1y/EAt860YsOanANSx25G17iMwB9i+4CnbyX/rec3vz7fvDPurhNe6KTGnTexu01bBfTmslYuM6UM68QdeycK9anUjrP6gjag4VbD7YEzS2k8+uW43TQuraWtLbUzi2H0zqL6Gi7PQqJBxoxooK6FysnpLuAz3LwXYJuC366T/Nvfeuc/+k/3X3ofecOrXVQQN6uT0bumPGAe0ua3tqDFBuJN26o2libAfvW2q7G6AbGgn3ygaMQpkcqWfb10cWGYFBzYANJcjcalFI7WAAS8M6exBLRAK7vxihYmNwoYY+HhUssMPkIeyCWxwkQCDybPFt09ik1u5O12b88TUJPdEt7b89d/fXzvb+J1S7df0be+/8nxhz/0/90/+b+dHpdjdk8PPzrlfyUf0OmL75YP39nu9ttzc5/+3AHAyFD3dvjCNfzO1fD1GzsuqLfRLoX12bSVy7tip6R2ftnf/eqQiw5JRcmpdYrWQ2C31Tm5S4PoKatNyCdnQbQPxLU9BXduFomyKTTzEf1aIQyuNfYMvSECemzd0sC99yFQbtxQGakZbCwigCNjBnE2ABRA8ZaqpUC5U/fUte98KCrDX4PqJhap9D5GR10AYfNWq5bBv1v6QwLoUI0aKKgdIj+16iJZtjFy7NoN0WltuAbeSycnq0ggTiTWgT1/u/UfeFhq26WQFR0CovnW1xDjppz8X3/QVCwAD2hz49kP2HDvqIpcBRKm22IWTAosyabcnhgGQcqMSYZOkmCs4pJCQfKUez1r9ymGChJMG6MBAKJC8R4FhA2aKSEZIEIgQAUC6X/92wItIG9bPYL+XFqTvup6/wbmUB6LRBZoUh0dvFtaCjPQY6zJHdh7MmB6bkNoDYV2zrTBgd0gPakSQRJwbFnrZtYAAjC6VppswcfO6Lz0hswdFXQgNJXonPdiNYysuZPLauK8MxyE0KFJcy6YdQfekYKRi4TVKmrXVljWejo2+YWvUsvPPEk9tQRD13DlyymneZj6A2mftG9vul6rvWkydrgvzmbZlfLqBOzLx03c6vWe07z5Uh/QXwM8Ff/u6H9R+/MBrIsYeGxncy8meHWx525r7Hswbl6rjWAPZ3x33y8CcQdj9R23aXDlIrd38fFtSdFX492M5vRJ8zuTO6tcedchk6NLjfhKBuaOblRZFQaUDqP4MjbXdbkCd7rkce+e3iTm/jTx3ucN/Gm1Z6JHsal2nSicV5fiydcB8M1zfOdlEfUB+7qL8OapgUOwcYwNXHrKBUZyeYshiS/S1mQ7LxcL41gCjK41kV5mBZHL5G67K9r3pSwuDeRo69te5gBVwy61fjfY7RBOl/yZRnNrJ1963wIv3K9GixjDTR13yX5xeePHL2zmhnHs6XV7VRSO9RTd85IfhUe/bhvrtUsn1p3tkd54fHai3Kv52bltq3Zt/qw5Rm61jq5n0kblZm+XZjO71blx2FYL46j93hdnt+gupe92/rjqzF4uvV9RWPh1b1dDaAAD2Bng5evj9//ZP/53//MPf+2/+N/2/+y/PH//c51nVAhER4MpxDXBxFgaj1p6wchqQ7r0S0gsF7lid1KZuIqNTSU6nwuNHk94OMAmo4fcC5NDDGHcXI+Lteu4e3ArrTn0sfoa+rji5jCiy8Ajd73gknpA0ud+uGg2CiRYDKGt4tKN+dvn8uI96p/l/bdj+8uWQd6FMLzfgkv7AxHY5Qt685Leec/P19/8bfnhj5eXjz/95nvvmE6dnm/LwlcM8uV2qKEx2NF5gEsqN7/74uq3bo8fMuh+qXa4CacHmdLSftZ/8v3/ZvzyLRV6d7ycK+zjTc+ErlVyppVpLQKBt1ymEFaxdwkerIk58exafzMM+1yid0bddbywO1dtPoytO8euFCB2SknNozxluR6C9OYYnFhldCTcAAJBrhxDzU1CNMCgqMFyrS64WAoFd9k0OSXgvhaNrKXl5EqVHcuD4b5oI+AqLTLnbhGlLk7SzsPShFwIVXII1iWyY9CbCtm7ofZ9Cq1U9KP2zoo7h8vW/mr0qZScfO06A9+LTIgx8CQWI/a1uRiH3lZjjxCEdtOQLnmOVLtcMz2JkJGR1iLBJ9taDX6svfhwBSKtY/S8Vh08FW4DUTOjjhzMVKNvuXHkTQwcFwZVAEbKgo6iihAAwtrkDfftcf0s2cu3x+zpfH9vnF1rWehqdrkHmr0utCNT8hOBOA4XwX3Rt/B8Lk8n3lF/8tRbLSHQGWqyueFjQk8RHGkcxo4++WcZ9w6Q7KAuorYOPbLfxCLlapXYoXSxxuCrSSDfoDmSpoB+IGTDAM4UMZBWBRo7gXZEz61CdZiyLFBP0MH0DWw/LW3DdVvVeaX62Xo5bT2S1qZdU1RZCEZo99KCD70rRaTpcTkXZ+tj/UFprcjq+7v3/QxPi7f0qqHFrx9Gt9/F0FbhK7Qyze2p+Lq5Fz6d4bXb3abSFNGJPxkMZghZw82E5dLjXvEYdQeOTYWvDnRfaLyZ+2P1sdtZzhHR+NLaeGW5uiFQvbiIK0K6eDmkcLa+21nJbghMx6GnbXBjk5qAMXO6rbXEAdYQkmS5ncdlKYCmrvriiX0nuFrHU2h3r/li4Lj25q32mFJv1tRcbgylsu986TI5XYcZYcNk8FTCIalJ6rI151U0sFMz3mAb+pRI2M8BGQR2FkE3F/ZjKTcDTWanWrOZ+BL9MNQLjOmQpHTWUfZY4+z99WXpo7xqDxA/bPL5RLvTu3V49VO0p8tbC7tNXjsP3faPInsICZ+e4rjWkyE5lFI0aSI+XSqH+ZLL7a6fH8EnjyudI4dFXl/5D709ZHqW9PjkxrHABc+kVzexLP121lacU6FdXNf8fA4bhqnWM/STjz9V/ayvPP3Kcff9u//kf63/+/+Dvv68opBDd6qYaMxujW0CdxR/5WuR2Iz3oO2J0gRnEZ9ihcGH4giltzjRI/rreuob+0AyeisdPclWo4E6DAudklA1CrEEHnu4ZHNectBxs8wermpqQcxs0YtzO6q1BQqNZ4pLY0yXj57vfu/f3n7w/eHzH5SQtKJryajG4IpKFGtD53X28KbG+u7v/y38rWf3f/7fvnz28xfv/LKb3g9ZAj+06A7hi3nFhhfHAF/7j7+yzulpwnZqizu98x5odz5dytK2H1z+8iF85QP5IKZTwvc0qnhMHkq0uHjrAoGpidLgzrXvhUqwQXll5QKb412rm/cAORhnhlClOhSRNTjRVoIbBB8RlaApUHCnkoMLvYuCayZeKTK13rwLVIU5oohTBqbamkUXSrcQeu/PGKvYEbpLzFkWz1RLhHBuOLFWsmjkvZMqNQSqnTEWEOk2OLf0OnKouZKPV9pfI4zeP5QWkttaDSE10wH0CWhXJUbg0l0Ma9arAGJ9DxRJrdJdRL0oJG+1iXMJ4U5F3DyvzaVRakkpcCkOLaI9tm7B1y1bSr5LQzx1SOaQOWajNHJdYfCwFgsDQEDDgdzWq4yJu3oGE0sGwgBrfQqw5u2NrX9eaqg9w+lpWchj/bjAxPMFbQpjH70L07VLW7ua46n1FELlEiA5Ntn67jCOW6ebKebLVQqDTQNBmfX52p8Ozm25jjF03YHmnpfLKSU63ZeP94eaAyZ/A/YO2Ug0n3oZw01rSLoIJtUODCrNU8nSkndd0SEY1Y7oSEtt5CGD92Rgk4kQQtmMcVvaPbeHXB+SttY+l/UUqS0GLH0pdvnJp5+T3QTcvC9381zKq70+P+P5C+bOlYUubsnHN5fgj6d6ISshPRS7aXziUMXl9tgQHLfPmEbIngfEDDZabim1jSZ4bU8eoq3LBmFELM0mN2xeZvJCZamcwC7O5gbi60hh62urASuXwAkA8PHghidYY0XPD+qvYnw6bzTUgdLSq2c4NkwG5ZFonySbPq/z4p96G5zk1qeEdDbz5iuUXhKOT5e3IwyiFdPsm+hlqzQu/nzVwmI6jyYWDDc8u2OyMIVw7DbSssLhFi4yyrb5DstZBA2GcBAiFlgqBSZH3sfI0h1U0HFQWqMfcakW7jSWQHsYA5R68CPIonpnHJycCwtWmfyXfHloDhadRHDHHNQt47O/1WTl8I+zBgoVX0X7teXdIfzoe1rfnn6+wAvjXnm9ku2t298MvreG6LAu6iY2fTAdMbi4YNtF/3iC3dAu5tiJXdblavzCQR4+03ng0+Z4biHvyrXtBLeGu0SXUoco0oZLjcnLE1lq60t0snN/+vH6in72h3/n3+j3f/THf/KjX/nD//D67//PX/+f/nf05Cz4kvw+QdV2w+G49uvkyurHqWUxCXpI7qHXg6cN6wRYQmjaA8Xi8MZ4S2mItAGPtJCbCi7Ivvc6z5TPFkcv1YkBE9wPdh1wlRiXnMdYy2nwY1ls2NO2wS7U0omxCDlc0U0k0bx8ZtNx+tbvHV+e/Cf/knfPq2c3vdcpTQlLi7a9FV5s/Ki99534pfTL85f++AffWO9fPqbb3SGgy2s5McWCj8P4nmTF/xXAb/5ffv/+KDy6I9iNLk99/tUvvGhnTddZPy8fvz5Ntzo04O18/dV9uBvC9EJbQNoaWOIIXBp6r0O3t2BfQAJvrcGFOINNf+2kJp6gqXdgM+EqHQWLIw89Fn00Re9uUX9hODg3S1vR36k9qpozpySMg1kHbNYGoAsCCqqX0tEDFusg6JgSYiUF8g1tKnVFR2xOoPmeJG6kV10h+JJL9fEO6pPwHUlRqo5Sl4qM7L4k1NEGqS+Rx2YfjA5F3ndpqdsT4TXpz7O8DrSJXMgNPRMn1foMgme42moe41MpO/SNhMk/s7AX3XsfercYdr1nlQsKevqsSjcZyG8d9p6LWlJ6znZS3JMzUQhCTS4uJDBSyi6MtQF7BbsizNKOJp9C/TSfztv5/ryZF80maHMj7ttx569OvO6j23DauZ5t8NFDe1J8PodzhuvRca2ZOUjPHCxx2noch1bLzZCetnblfCcB0MmHy0nCTCn3Uwh7q6VjCWEulyfvYMsl8eNWEidi3AiGOInC3ThMayaXXjgkUXEh1t49OgXHWjs6gBUVBcTBQ5NncSgdyEHv7d6kQr3U/DmjLuuJCLc1DaTsxqXEgzs9lnlOljM7cI6t8xDo2NRHHRd54iNu56D5DAU/+8V9+dnjT16eTsdPz4z505cM3jY4kwelDHk3+xcrXV3Pd7MwHljW6zBcWENtZXLhIgSczZ6ncNnJTQV0Gl28VB1HGjsdW/CWEVOivAwz2jkUZ4yu85b8Li9Po59Pq0JwO+ltSNC54LYXNqhHTAfo2YjJ8Ex9HxkWbwFyX4FH17t5bra4lTho64F2UXpzysF39RxKezhVvnYgwQFaad0J0qMeR9x7KQa0aU42wI70UipCYKk6OVpRPTrsgIEGsEaSzGPq3AMqhNBgSiCNN5Jbo5Hswvyc/KTM0tFvQ0u7KBdRubF4xkOXD/6nLlnvURsN+78ou9/xeg/vf4T8O+Wn/5ge/r9pU9FHd95LVvqzyw//6Pzm+JB8It8DJnDoxTiRerU+sj2iizzE4YwZyJr0CKEZsCMWRVVzscEywohIuZs5nbrvbMZdaWyttc4HEd3pTbNMW7O54Il8Z/znL/NfnX9y/Qd/8I0vL/0va/uffPjRN8df/ujv9f/rf/Xpf/sP3MqHlkq0GIbllCOikI+wmQsdxCGLdFY2T1UycHCjYHHQIHJt8y7UU18Ht6/VojLHRbcBh0epHMcpX8ro5UE4Se3TwF1t2ltfTMW57ovPg3H34D2QQHc9Edts1ILeAgO1qfs/fKcN74XwB+s//649fU++dEd/+O+ndz4SCeSxba2vf8UPcPrzf9S+/es9fQj9zZ987xdf/+JlvnrG/l2yWtRN400x4vLGzQAPfRsxfS5lt/bXRZ69U2Oaphnh8fhJ13mPLt3gW33zeHnv2+RjEhXmJiAD1qZDYCULYubhqoEwcjaLFDsWhmaVNBSCQ9fMtqty8VjUZnQHM1VwibVTZGsVJjRWIyAG3VQKm690QHsQCQ6aAgj00FHIPLWq6hAEQQydqMUjme+9E4giEJApVSfcWid2elVoYZy7iHM76NXYs/buEnTX8IZxNbjVboS58wwamhGT71UoOGkFfMQSzN0kXUuvwXPvTH6zRhpWT1PrMMTUemQuKHcazmADQ0PoYiEMgwoCIUs0hlqToToGEcdh0MYudKk/rYTBuY48oAl5hM1UlGcAqhLJHuX8sdJTOf64Ll0atkwl90brfu/zSjFykzmwDDRWGG4OsUiaKJR674fkuop/MXkVuEkeRMAnMBE/JHK+dzcPsPXdkHqFfYyhAzVdB+crjlPQWpWcVhHnyNm4dT/sYivDuM9lGcLBsZWmARCeTttIx5cvP/Xj0R33PCppu+gcwlb7VYA1m3fBk2wNFwf+vJw99NdZOUA7HSCcobtmODBvzIy7XiTtrxpmUe+H/khhfz1spaQbZxocPXhLAtOE57Uc9vNQi5vDYJoM4wv+pVLlb6zj05uT3ve//Kc/+8kP/tVP3j7O+kYet6mwa/YZuqHatnHCM4zx3iR5XlY+ZFmZBheT9ouVXQmrtxtRSXwgAnNtanPe1KWd1Ix0oE1rUsdw2Ik+XR+3cyL/2GrwzC1vEeqCk6/BbJG6c4PrmnmteeaJAku180Eot6XT7obqxYexSk11EhBZihsbLACesZfiBsGuLYbbRRbmfelHCN0ksG3Jz708qtvNBosNQm1aV7Nhi0i6G1Lpli8nmGE3I1/QYh8FLqB3htWUrJfusbWBvXILQgVhvG29BWkdUtTVhjtX1eNdUGR037RIdn3H73/b9gnFlje/5utTqysuP093v+MPv0ZPb6t8z7V9Dat3O/yq/6gO5bu7t63s/LxI9QW7lLrWeZoNT+h2sSL09oDiCjbnY1EY5q2eBvF8DbGEDiXcb7i7qo5c5QBm1SrIZJp3icGWXNnZ9rExq3f4wHUr7U91+AQ++fDf/be+8k79q//3X7377/2tj756/fZM8PI7X/97/85ziPm//sfHnR0KlG1lgqI47ao9+b6r9S2jAzAFGCc6F/QpdijGWLnFx25XqS2XgbnDEuVG4xs+0mWofhXb7Vtu3tq9j26DZThMdu4xhdYMGwCqxIZMqhBF6g4nUjw5eh9UfQhqrJkoSdr+6Ay/icX/i/TbX6r/DfTHT/Xz/15uv85eWlX0q99avby1919I/IDgsln+1W/8xsuP/7uwi2m4AniaLArRGKjK3inA4IZL6PPZ3YsEdu3J2u1njcblaYXue/FpXtaHbf987XhlYs6sqg4+LDImsi5MbGrQYEt+KFoGV1t3nsCEBNB3LiARuXfzHNROjt8FWlpRB6p0SCi1oqeM8ExBnMEmGnzs4ge/1sbsjfpgsA1AnRYmrH0OfFQLBm1wWurkrOctx6BgBh3NEWCJMm5tmYCET44idENl5qX0Zx6gUkgElTyCggNpJSEIMgM08J4iugPYGfq9UAsUegCWXmkINFkXtR7cnNUNhgV2kaAYUWve3VVEb6FijO3SvQUCtYakgUORNYLm0LGJyKaOI546HbGC4i4oqlqUVgzJGkMTPwXduhxl+V7Z/rKcu9Sp8mZ1biSMEncutJ00jruJ62q7g2slO9rRTa0vwwhYO6WDp7EETHCqcO05Ww0cPBt3TmCGos6l3pchGsEV24aaGEuwQdgFV1pPKSRVVB6cSCcdXdQ2pGFEHd0uq8YOx8EdVHgI25Zh2GHN7tQHJxdsSG0t2E1fmTm1k6MktGKJdUgzbqd65fSUNaaRmXbqMQXSehlxVixDAkNW4BB8aX12MS81Dip1Y/JYoQYJ1DbbD8lqRSZrm1qqJHHRzxGd7uD2duv9nT/43fl3l689/ax/+i/+6qf/+mc/e/2zvmzT1mrWtRikCVceQ1xaiT7asrnZqG6b89dp3M7tdsSaJz+WJ5/2x+LZK8MBYRVKI2+CAYGC8nahrrXJoct6HWT5H9d1T/OKzcR3LjcXukQLpgPsETaPc9+hq3qBOPfldJp2U9toMNmoOfRt5tqEpwxPjENQXtwj9XTEHMZB82dCe14Q3ap+oH6Z8e7UjmU/ubZJd28hxbjM8iXzrxxcV9UpXKHTLO0KZvUXwitXL4vbJ6yrGw/dOqsvE8TNZNr40nfDWFSwbxojbkc/XsnFwN2pHNRTIvt5XV5B+NUt/PL47pc4f6i/WPvyPb16Avhxdm32c4kl9L32xb/rU+evvdX+Ei7HbZ+sUhxD8plyJyW71ON1GLPqPkFBx81IKdNJMq+j7Va+aPaqNs5rXoJon50+YfE4as6OUnGF0HdKBi0O0ffF09vPy1+MVy/PP/yVv/9vvvfiyz/+P/+D4Xe+MT1sHz883oQPrNib9g+/+Hd+95P/4Z+kV61EQ3BOmTH7U8rY3D17B8HJGgNeyoXDNKusoXKNHQr1mzRuvQ5T8Cs1s12Hs+tX4JqPNGu5CHCmOBdfr8pBa/W7WLtE0zoyUo+PXWaPHEBobGSR/HsovRvlHmeoGvZOV4hXWw0K8FVZfwJ/+xvx819Zv/sP+Z0/s9uP2I5wlvbwF/jy1N7/guei7TD5zOz2t8/ycgFe99GbmxNb7zkKOgVYHqlr3h5DXPKr0t77jdF8cjkP5s/mpwEuJ7l75svdnqEPrNVycGOt2zS2Ls9Ri5onqoyuamMOJZfgeuvGag6lq4YAtTbvhm6b60Hd2bp511tHT2vto3enKonJyEQ5JejFMHDZSgpxgzpUWa1DKzDPsPUpBOp5ZlIiV6UGDw3KPODWdsEJhAHwyemcdZuGfe09oGu1Borge/4puBdLBZeCtQ701xVdLJ5CAx9D2Uoe/FosEm4AaB382ErlRHkDcHy0dhEVdlc1349+WvowuGOXkZAxTs04mJZmIb2potGCglkFzzfVLo66AIfOKzq2j6lfi64ES7NhcJdCI5m07Qg8EO66KOW/uNSf6uW4bM6y5chkq1PXqe0RLkkDTuLFyDu322BLvZWoo7FCApjFBh7GSU/FzTNsrR2S98Sh94piwhKoVG0IoaFF361QT8eAVixExDUMAzIYIjMjKbNHArKgUIWBogihE4KkEskEIDjfu+IwBdNg/jwoFWN2vUdCfNQ+eqyk2HkaWl59nEMFnaeBQA+GC7WDwD37uyouOVdtct5MyGAaktW+i0PqSiEMEWvGCSFXH6Jxo+61d905DloM4hzEV94F4ypMIr2Z+dJ11anf/drN9bc/+ubx188/l7d//P0//4u36199Vy/tlSy/5NLbDHe7qa2rTMF62ExHsMs57yd83egwLj0PILn6UEodx3mBEpDXC0HMEcdOzRAtgk++XcI4NusehBZy1o577y9N0OWzzcHX0BINlYahPFR7hiRxhpb9YVZZK/le8xQDdS5BQkgoleQ65tViE0mIPXVv+th55+XY/cTYu+WuU3dvHF7jctmP8bgguxTJX+ztWGen9x1uDnwyHoCHcz+P6szOq38+w1ZsvLXODhBGhbMvyafMsPdLNU7OdcZ8HZ3wKWK6Cqv7EN88QHmN857/5OEN//fy4p37D3/tCy/+EJ7/Prz9Qfn8O3b+lyy+0pmhFi8+7Mslp34/fDu+c6r8uPXub2d8ADtgmDIuyfmKcGn7kbaLS6lXRLzSKb57TG896YPaYbOsaGmL5Erte3aF7AYlh8nW7ZHboBB3uJklaY8Aq8r3nuOrlz+6+r1vM9WP/4//6Pg77//Nr3740x+d3jn7cvdir/aLP/6x/Nkfl/MpEacs2272rT46V1t1iHFEznAKPFyossWlXVSHRHaBEl3o5QKd81j9KuynTZZV5j7ngGORs58YztoSx+iyFYPZwdrq4EIpAqnQFts+DB02lmEmSObfye0zZAd4N6I5hK1dJI69SrB8ofeshd/Aftu++trRv7f+0//77t/6e6ofQfvn9jqfLx+Pz3/LhjuX5mIjarua7p6Wjx0OzcoITVpFNE2TewJwcgrlNoxv3twjKrz+mfir1x+kd+wK39v8Y6u7XQNK+1133Qv4QLveLPhay+CDt8I4mmiC3jFQbyd2qp2IBbApBqbSi/OeWhMffe8rAyBCl0MgaG0LwUoenL9ozaoFGVT3wbVWPHGrPTKRJ24GbrAsIabaldkfBa9NhTE1Af/XnOK7iDruJKFbiXGXiwZMRRfvfd468UBfiLkNc2qlvg98VkPPhBwcpA6Wy37wJeeJA/a+EXFgl3sNhIulEdpWR2dk3AGTc/PaZEi6bpbilcpLgMFxFSk+DKX4EM5r1gBnYq7gg+O6VU+hmAx4rGbd7oPjrhApX9bGfOrYGd4qjKV8P/Snt4/dFz1Kj27OtFCX0sct1GsaTwSjc9nGpKuS61AH79dOc4i5jYlYjQAjMVzEXQFdMIyxbt1P8CjxiqwG5k33O35aLQ2Q0UbxKaKWXiPqSsWriTL7HrFWqd5L7T6gnjrtPLUKgI6hV62JpyIM0DfFYKI0KNcYdmv3CU3DRKV083EKWDVjHUlLfz6KdDQ/Li3fani7x0NlP/irZn6IQ23s+QYpYR8ZsYKFMHRD74CABTg6XwRGGrJdRc5FVvbJzGwck0ClFJwr+myKJjqLPpCyAqPakmkMrAPffdvffuubX1gx/+U37v/5T55+8uon94/ufL4sD5YA34Y021WSNx33wbYLxdi21Q77AoJPrs/dzpqfmcPBD76DRuMSMBSssY4VyjTKKnO8zvLQGDIO4xPVeeomk4rQ6qsUGVN9dU7z4BfguGK8DXrsmmI8ustkjepmsEPeOingbOUyOjyZu9qkAlvYcIh9bRPWZfM0UW2JT9LHwT31MJ7P6AfHrbRq88yox5NGzluEobYFmBKPMfSCu6meBjfsKGdLs2rm3MVjqGzTCJ0dv8vNJLvd4LfyDvmw24bBDaHji749uD97OH58///5F6d/It/5u/+Lx/Xrpy9+eycSXX5LciXLA95TLzXcqgzoKVsSOLcvfRBP58PY86WKF9uy4I5Bwgbt+Y4vtSUHUOLoVXR3vrwcfbycNCV4ErcfpCGtRYZDqgWj2tqchtaQEAr7lE9NQtiSW9T+6NJ/XD6ff2/69b/90dP/65Ond+dv/K1njd/7yu/Xy2O6Gn6x333p2eFXyvf/q1Z4R3SktFvLI8U9Aypx1BZbReJScnAJajZ3rOa3xWbtiy6RxnMHr85NsUq7tnCRbUaf5dIghqeGFBO002ZXfvfm8hjcDLSUjsJ+dUpIvZ2mccr9ojxar8eRsRhjcTUVrndM49WWGzvgx8d29xn5k33wW2n9Sh7vxx/+nfzDfzS8+GX47v+vfCLht79t084pga8JVSu2Odz4X8KUAo9PJST4KflB6K0zAG3C49G2oT29gXcPDfZvf3J59jd2qZU6P5v9qpes1y/Zhz4wa5cACNBlRKfSVwgALaIvGKgbeiRpWREAFD253hrM4DZpyh6kVfZkHSBEAimF/Fh79eTQuhcXWWMH4USqI0ffi3Es1M2IyJlaJYLWZiRU8QriiREQyUnz0W9WSamrjWrdaKz5MQSp6z4klysyJ/TSbXIsW40QViJ0GkUbIPZeAQMHO5erZMfcXEpQZWu8J3TnrU1Jeg/Mvtds3JxNSuZD2Prsh9Z6YfCqWbRF3TqOKWy5bJ5rlSdXI9lnOdw67MvqPTydQ4mwkD6Z3USQrVylaFsV9i97adrf2qU+nM+k+8dNJ66LtjE6oWTORTdeutv5tZibYsy5q1FwqWXYD6F0P415O5OL2r00SaOP6GIk93iSQ1xWnaIftfVFwpAk1xgiNtx7LGCSDWPknF100jGlOIrV0lNg3/rmHOamu4AdlCMDqFJIxtUgRVj7Ppl0ZARjH6q6KaWqLZnLSo69Q6pu28Vd6TLFN1u5Ya617YIfOF5tomParXYZcFf14p0gO4E0jPMmcSJfbUz93IiJglleJTrnVmmD024S/B4AKkbGtmA8hOFcmPzS1Ju14LhK8o6awuBca8xE2RCZ4jjgt/DLX7nLD6dff/rs7V/S049+9NmPNxnv3y7Lk7/dkywrjtdbO2EPeDq3u3me+/rWhXcaPC1ruHNxSaX1A8NJy5R41TXcuuUYEVvLaImuhrRd+sHzY+/JV2/DqcvuEFag4Tp2532p8iLaspA51zOVfU7rzGmrKNWwkO0rZC4v6uEhPYbzQaf8SKerPFwM5sdpHYEBuoeCns3VmMqiITQzZkcDuEdVkJtd1TphLRLTXFfnqBnvgsjkJ5QskVy3FSVAGLx0DHtUB31XqCUcvZ8veSA7jEDJzbumN3Q1IH7Q5PXu8t0vvQPfHH/vx9/PgX/+6u27H3wTk4zSrCfRvt4NiuErk7+HvO/7yW2v8IV98Jr/7BMlX5zSPIVWwPxxGsaXZ7sZ3JNH35fUU163dOXzyYYRtbRhb/nC3uk0solo23L0O+JPLnBrUObrJZ8M8OVwcTeHH356vDjsbf83/uDff/h/fPd45l/+d76leHjvq88+/vPP774yXF5f8PQL/lc/LyeJM9QL7uTch/1BexHkkEWsRN5ld8Y2x75Iclyf09iaEJrQltSdediNVbq/cItAOfqUWx76NPDZ0iBQdw6sp14ehzQUXq44LtlQF+d9ad35VLfLM7+PrizF+9zEkyvgxlVwDKHuOIQtjzvcJdZcbDcPLHGa5brMH/Dru/rZv5T+4vLm4354f+xZ3a1XraREu1DfZH+VyK1w3qX1tLxgvQ88ug3gTsLihuD73XvjK4TBluNTycf7eM1YFtIGcfUwEGxeSKizHjvsCDLQrRRyuFZGZ7smiwPf/YlMWZw6I3QZDyyvAEcl0tLQe9Nmjrk9NRiQvNRdFx8hVwdOVV0nmVUBzUFTdCfQ2diRdODotasE5UTQkVfswRhBb0UVfNPuMHZfZ/EFhVUVkVvxyF7aRi4CiDZ1VJpVTrOJU0TVFVC5abeJkbr4GJq04mtqTYVyMKsWh9GkInDTjugGUmxQPTtt+5AaqDA+gekq2whD1iM7q31Tzb29CpFQfMUb1/+0lHfYqfZPfB20bMizSlnzI7nPWj44gPzksX/W2tgkYx9OqkPyRSfPRpGEo5e5OTsE3gRicGvTkIZeGFXDRLVNw9T76kMCkQmVdn5dNo0+91yuR8wypHAy8YbFMeaS5qBb9zExdGbyjjQ3GVIovQfGsuYQQUhzW42xdxpdXIsfBq5AoMmjbpjH4DcZUqJalcFUoyiEqHkLw7DrlePUWoduFMNQm8Sgrd2EwFtPY1TSqcE2j2HZwpykSkyRtU9MEwKLxim4rY0pzEs351jUg/Hkp9JLCFbaFIJIJwFziLnvJ4ZL1ehRIIF5RKkdHJYGjl1rImPoTXbMglaLucGPS7Lpg0O+Hd/9en92Onzls+38g/KL7/zw8vqz07EfJnc8hsGJmWcPBfCsw2E9P13seuA3n5OflxvxH2/ufSdnT9NA21txvqcKhWxEyrUMjorgswk2HTvjTG7Fsq/+CWAfam4QPsu9cqcWMVR3ORg8qO18O3edZgKhTcvhM750i1MsJkNEcqFr2Z3SxRVfwUX2ZiXw0pdxjh3rdXFLKvFE28RRpeaoad23mGENKbS9G1ez0SFC0RQcQNA6EmXsnr1yD4CDRsd91H7V7TAgqgwHTCL+Qxi+gVJk3iht3b333vqLb/zK++3NcDzSR79d6tN0P37yYrxVf5e/Uv/sk1+8v9vIpXFovpd6iKFxvC7XR3d6TWHeRLul6HAuXa/2rlxs52VtIOBmafUJkmL2FgNczjwkIQqVL6kO4meP/U2B29H0iH3LSdw5mLx/9/HLxxPPn/7sZ1/8PfjgzQ//6HH54r/x4tkHX6Hp9OrtW4LPt0f/wZd/0/3p/3D6Z7/wjYvJyFCqY81qkaSZG4qV+RRql4NnyeSw9ByrnvTawYXnYluEK8qtzFQXn9x2Rgl29DBULSPTmoFmt1wU6OJS5NZB07E2Yz9A2IQOMTyi7fzs9PLWp2uuG7pYe3Jyv+6+GJqNPtiqgUa1wUs5+2mu7ezjUIHiVfThfZma3n0A81UaUXufBiqlDdFX2aqGac9dJJk9HZf9LR+fwn7YEwCcWWKvdcmrh0N3H5c8Rnh4ew9i7JL3pWddWk2xdxUvohgDZQ5eW/EDSPMkpHpx6MUeAKpxbK45sq4y4BuDoF0RLkB7okWQgpnhzkNCfgZUg4uCGsQ6eTI1aAiovAh0D6FZZeGOiyNQ5xUaYVZsBJg5EHCBlb3Djt0cCnci3z2wOiQlMkLHbCExBaVrQilwxXwN+j6G91EnoRntuTI4wN4LGkg1g9nidaeLMy5yQewiaq5a753AgJtUD17bjmDVrVV9FDGFHC117IFRtkrgfO+MXbb73F97/bmVjfFHWF+bPfTtHu0c8MHqGlio71C2Xh7L9tQyrWXrcrNR2YWhmHHownulKTQvtkaoZ5UYmZQ9DizokgshQndpwFw6BI+mnALTWGRk7ps4713pGJ1qB8QFAY3SGHs1c9a1K9ARlYptka33zt56Be/RTBxYckgAyYGgptSrigch6B3WIflCyA57tcAOzbELPgSDaZwDqPcpmiRyqOwrRe9DhcBhlL4PCStM4sBzzN0PMbbmvHeEqaMqmGlHR2UTz5qzeu9IyTnnWLv5cYymY5ijQEK3Y00dhondioCuqZjnkZAMWghB4Cr5aDamELo5FxnUKaYEVnWbkyiGcR+UDjjfxG+9v/+7v/Rb/5s//O2//z/7zb/xrfvkZaZTt0w1Lboxu0t/RdPOyePZmITO+tZk7/rT5MNWT6u5bNpHdCEYZ7JEuLHNB7yEyTlxgfxtOxxcH/szauvqDjuTDcGDV5+h7YSferizvFYYYyDvYSlTmqpzV4mY3MxWQx8XwyE9mM4h4egAA0ZLFZL54GTPoXkYCy8hzkMXI77q15yA7IaZDOYMmJT8RnPwO6WoljlVxsEmyXbI3ncesN8AvOP7bsAB67OgUXr8DfPMLpsL7F7I9Yd+dOGL7119kT76u9/+2h9+7dMfyCdmY08P+Udgn/r3whe+fvfyuL0O1/dnf0agBk3bMA9TS+qLNl6LllXLBEyyrc2NUs+I7IKu2x7A21mVPLaG16NiAewS8ngRCQ0W00Ta3mja9QNsl51+Nsoffe/n24XLm8WXA/3r3Xf+ny/vzNn84Tzm5f6l75vDKU4H+uF3yj/4104dYjjUvnZ2z4gaWV88MeT1Wnpv1bncjrLmhTbLtLkh0dkGyafBwWZNwmAXCmEpNTJabkMRV0Z42nhFg0VraEZ+K70TRd2miDvt534ZHeWmY4nvNXAw7rJmwiYQEhXWkdfHmPzas/mDxXEwLBx9X4/WnkpX51StdVql1vXxO/FrHx23DeWx1YtSLpsZOh4P69LSOBjPh7ub1iAkp0/fJQA4nP36iypO5upY6uGy1c+5b5fHN0J4tErzMBycW4QG9C2T16dSRxAlHmrNjlQyBAqqj44CSrK6BZFWLWruGV1X9AV1TnSBPgagqimQigwejXAnEp3fVYsJeuvkUM0E9MB8U1UnN2SFoEPtJs0TGukh+NB1n2BfdIwwoBriFD2JVI+l6+SJazOGK/ZkomxWYBeod90Hc0rvKzFKNYBIU6PCwgVH768NArgb4psmY7Kh6UgApqC9o2gzSZZMIdLclAiy6GDMriQRc23t9jZpa1aIqtVXFRaU3D3M0Pq6MnSTocsCdXAh85rXxQi0w6itaIZNCXHuxAPvweuIoXYedxHibhzvoo89Hib0tXMMCQQr+cglQ2PrOW9glreN7ZGkdFTsYtLJGphP1B15RHGojEQdHaLj3DE4DMEfzBz1QwNFk9rBpEsDDV1V1Zyi27p4oNqa9NVaZ+xgrat4YxHHANgMDIzY2KNo69Kt1Y6KZj0YEXUffPIG1YLjBDT5cSa4Iue9uwKfEgc0c8GZBCBLdAUUfJhydRyCqHORRUiYumgHC5hVlLjbVgyqSgY277gSJQTu3rxTrYbANio4JpKmjkR6YHZlKwKVeuvS3Ljv4rwD6cGGPQ1XzRIGy7Obf/f2vf/gt/7N//j3v/LlL6XbAUq6zNSWep/oxuobmyW0J6bunY9+NRKRe2NXZDWzy3GpshJQt2xuAjq3wFIkxBjEn32rMgzwJLx3et7YJ+aMa6LdbnpAdxvhsckwahWx2uJdAF4nt52Jp9x7p72xRUyj7KLfrBy8gtqBjA0GZ9qxiHjWteFuJ3WNVzs41KBEuys8q2fHRUFJbZ5dy4F3FvpwDdVsnN12N7shEDu4Fb5hdVOci/jgnNjwNR+quefK77rDF3W+S9fv1Ztf56+Pfn5BYxpffPnZr3556Hyi34zTl+vV7eAu42F88dG3xmuXn395vbn6dKaua77V268l4slGt3cDDGKPFTK5DptQ9gFy3KaAF8phnIHQLLI/ibMdxjY6T1FBd5oqHAta0lXg8y/MPxL+1w85hWHc7VqVLz6jZ7/y/jhu+W+Ov/Y3f1f9L03D8+X169sX8Uunk/zXfz48jVhajL1ISiDuUwMxP7kCfae4Vlc20IUdi9tP2dFcYG1CzS6qrplPFmbGc0LGHUaNshtHD4zzhSzRDoI4xOa79d4wcu8GpeHiIdldBTEJu9DfBlqrbWwqLrJrJdxfxtTDlnvwlIs1KqbpMdv6FC+9Pn3X2wICQmrrqb/6pwhRbz6arz/IEkErtCbesYLqOSVY6xHd8Xg8VV2sQ/zZhRDg1Z897e7GcZh3v/ni4Hb3nxo9o/tzkv7Yn0qkFdpFSQdzSycfqaqPHjt4hOboUJX8YK0XNN+VQC4osFRgw6wWYgbZnO0QStGodGwdGS65svNVqkn/3GDr7eJxqVW9X3sXsma4Ap4C0tIhuFaweh4YBbEabrV3ZmxSgvMCDE6UUu6Dd/vaZuZTbRxT6NbNEnJv4nbOekves8Ls8CXDZqLBa60UwYr6gScR1wEBcquUXDkpRC9V0IGgG6Rb4P2l+eCkIBGnTKC8gfbutsBPq15GahucGB6tqwkO5ExklssqLQU1vDR6NM4NLpB7mbchWu6d6nmRkBtA3pXWg/rVW7TYw8jpFum54TNQWtlH3BYN4wDSLZOqyBP65OHSA/l9tWCMaqHA5LEtigEyUJ0daa9i58SuCjJBsZ3BAD2AKolruo7eKqonMkrBoVgStIgREJGgCE7Jd/VIjG4UTY6cSErsWlFtBdARe++jKDJz88GxI/VoTY1KNw/ayZFUsxaZCLwYggBqixS6IwYwGpGTwd6IyZyic8SC45BGIXZuYnDI5CSKgnYTciBmEJWJNDRkAjSzkaORMyYybNYBAgQlZUUlx4aTAYl6F0YHg7lD8GPvxmFS8BZGlK4Og2dzN5ymiu/oDaZf/cJX/pd/+9f+9tev3hvOiV1Ht/W+Eqfmw/UVr6VVu8CJumRl022g7vkR3AYda+sq26UuTYOtDZl6zVmUbDBaH+Ru4OY5YK9rVbOh51yWaP1SIQ1Bi4utd0eGxiU0jeOI4nkKUgTcYHhy3rfdFa4Xnl17PPM8STJywGOMF4BnM2lxhzljRcEysFWhw4Fh4MMucR5468ax+0tCtyYfd1gWGrjpIHhdJQd8oHB+qkcODg3e9Z5km3i85at3ZHwWJyiYw97K1W/ePn8XPYdxeOedF+FLX3v3/QuEZ/PAHdrGD0DnN6cK0/Ftun49X/3x+cPTiGmmXRhytifM0KxRJBJF2hXZsaqUYTMN5rbzNg2pgSJgIDy6LXTpRd3owC8uIrU2lB9P9HOyH7461WMuRm8/ebv2Plyn2lr51W/+xu/8YcXj89t17Q/7wO3Vz8o//D59rx3LZSj9vKBnaZ7bqI6brmWq/e3gh+oidEWtqLbksNmRh7Hks9PrGqj4OGLcIN81KlvjnC5yfFyFMhydUHOrZTYefZ5l3E2YayOcHShjItcHDXexdSAukpKlGgWaI64k+2iXpIOTFaw4vKxJzuI95S7rI92fev6EWJ1kOX6MZ2g3X5xGCJM30txIcQmnjy/9E2dVTfp2Pj52g3W7nJtN9NXf+f8DCLPsEChF7GgAAAAASUVORK5CYII=\n" + }, + "metadata": {}, + "execution_count": 6 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# This creates a grid of the pixel locations in our image\n", + "img_grid_R2 = torch.stack(torch.meshgrid(\n", + " torch.linspace(-1, 1, img_tensor.shape[-1]),\n", + " torch.linspace(-1, 1, img_tensor.shape[-2]),\n", + "))\n", + "\n", + "# [2, 512, 512] since our image is 2 dimensional and has a width and height of \n", + "# 512 pixels\n", + "img_grid_R2.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "bXPft4lDw39r", + "outputId": "22879a34-3ce8-4e20-dcb9-7542333e02da" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/torch/functional.py:445: 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:2157.)\n", + " return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "torch.Size([2, 512, 512])" + ] + }, + "metadata": {}, + "execution_count": 7 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# let's create the group of 90 degree clockwise rotations\n", + "c4 = CyclicGroup(order=4)\n", + "e, g1, g2, g3 = c4.elements()" + ], + "metadata": { + "id": "6zot5CHiyjmW" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# What happens when we take the product of two rotations?\n", + "g = c4.product(g1, g2)\n", + "\n", + "# Transform the image grid we just created with the matrix representation of \n", + "# this group element. Note that we implemented this batchwise, so we add a dim.\n", + "transformed_grid = c4.left_action_on_R2(c4.inverse(g).unsqueeze(0), img_grid_R2)" + ], + "metadata": { + "id": "QSIRDdysynzn" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# This function samples an input tensor based on a grid using interpolation. \n", + "# It is implemented for batchwise operations so we add a dimension to our and input image.\n", + "transformed_img = torch.nn.functional.grid_sample(img_tensor.unsqueeze(0), transformed_grid, align_corners=True, mode=\"bilinear\")\n", + "\n", + "# if we turn this back into a PIL image we can see the result of our transformation!\n", + "transforms.ToPILImage()(transformed_img[0])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 529 + }, + "id": "WjbdnD6p_VHX", + "outputId": "d727849d-c828-489e-a1cd-549248f470dd" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ], + "image/png": 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\n" + }, + "metadata": {}, + "execution_count": 10 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# **2. Group Equivariant Convolutional Networks**\n", + "As discussed in the lecture, regular group convolutional neural networks consist of three main elements. The liting convolution, group convolution and projection operation. We treat these in order." + ], + "metadata": { + "id": "DD0PoQvZKzNU" + } + }, + { + "cell_type": "markdown", + "source": [ + "## **2.1 Lifting convolution**\n", + "First is the lifting convolution, which disentangles features at any spatial location in the input $f_{in}$ under transformations of $H$. You may think of this as registering at all locations, for a given feature $e$, the occurences of transformed versions of this feature $\\mathcal{L}_h(e)$, for $h \\in H$. (Instead of $\\mathcal{L}_h(e)$, we sometimes write $h \\cdot e$ to denote the action of $h$ on $e$.) The lifing convolution thus maps from $\\mathbb{R}^2$ to $G= \\mathbb{R}^2 \\rtimes H$. As a result, our lifted feature map $f_{out}$ has, besides the usual spatial dimensions, one or more additional group dimensions (dependent on the dimensionality of $H$).\n", + "\n", + "![intuitionsepgconvs.png](data:image/png;base64,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)\n", + "\n", + "For example, take the group of 90 deg rotations as $H$, and let's say $e$ is a squiggle of sorts, of which we have three occurences in our input feature map $f_{in}$. Two are under a 90 deg rotation; $\\theta_{90}\\cdot e$, and one is under its canonical orientation; $\\theta_0 \\cdot e$. A lifting convolution with a kernel $k$ which exactly matches the feature $e$ would land responses at different offsets along the group dimension of the feature map; namely one at the spatial feature map corresponding to the group elements $\\theta_0$ and two at the spatial feature map corresponding to $\\theta_{90}$. See the above figure for an intuition." + ], + "metadata": { + "id": "IUsG8tX4E3ds" + } + }, + { + "cell_type": "markdown", + "source": [ + "### **2.1.1 Overview**\n", + "\n", + "How do we get our convolution operation to pick up features under different transformations of $H$? Intuitively, it is not that different from the convolution operation as we are familiar with in CNNs. There, we enable the extraction of features at any location by sharing the same kernel over all spatial positions.\n", + "\n", + "\n", + "\n" + ], + "metadata": { + "id": "HtFnch7LBzGZ" + } + }, + { + "cell_type": "markdown", + "source": [ + "![gconvs-convolution.drawio (1).png](data:image/png;base64,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)" + ], + "metadata": { + "id": "guy257AwkA5T" + } + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "From our current group theoretic perspective, we interpret this as applying all possible translations $\\boldsymbol{x} \\in \\mathbb{R}^2$ to our kernel $k$ and recording the response we get when we take the inner product of the input $f_{in}$ with this transformed kernel $\\mathcal{L}_{\\mathbf{x}} (k)$. This operation starts with a feature map defined on $\\mathbb{R}^2$ and also yields a feature map defined over $\\mathbb{R}^2$. See above.\n", + "\n" + ], + "metadata": { + "id": "nowZUC89kAMN" + } + }, + { + "cell_type": "markdown", + "source": [ + "![liftingconv.png](data:image/png;base64,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)" + ], + "metadata": { + "id": "oaPY8RCiGj7V" + } + }, + { + "cell_type": "markdown", + "source": [ + "Now that we additionally want to register features under different group actions $\\mathcal{L}_h$ for $h \\in H$, we can do so by simply *also* transforming $k$ with all of their group actions and recording the results. For example, in case of the rotation group ${\\rm C_4}$, we not only translate, but additionally rotate the kernel $k$ by all possible 90 deg rotations, and record the responses for the resulting transformed kernels!" + ], + "metadata": { + "id": "xFyW_6SsFb4H" + } + }, + { + "cell_type": "markdown", + "source": [ + "### **2.1.2 Implementing the lifting convolution kernel**\n", + "\n", + "Let's get to programming. First, we need to define a kernel $k$ which we can transform under arbitrary group actions with $\\mathcal{L}_h$. When working with images, a convolution kernel is generally defined as a set of independently sampled weights $W$ defined over an equidistant discretisation of $\\mathbb{R}^2$ (pixels are evenly spaced).\n", + "\n", + "Recall that we can express the group action of a group $H$ on functions (such as kernels $k$) defined over $\\mathbb{R}^2$ through the regular representation $\\mathcal{L}_h$. The regular representation transforms the function $k$ through a transformation of the domain of the function $k$. In other words, the regular representation transforms the grid over which the kernel $k$ is defined, to obtain the values for the transformed function $\\mathcal{L}_h(k)$.\n", + "\n", + "As such, to define a kernel $k$ which we can transform with the regular representation of a group $H$, we need to construct a grid over which the kernel values are defined. We can then transform this grid by the action of each group element $h \\in H$ to obtain a set of grids corresponding to transformed kernels for each of the group elements of $H$. Let's get to work!\n", + "\n", + "Notes:\n", + "* In implementing the actual lifting and group convolution operations, we will make use of PyTorch's `Conv2D` class. This simplifies our life a lot, since `Conv2D` takes cares of translating the kernels $k$ over all input locations. Hence we do not need to implement the action of the translation group ourselves ($\\mathcal{L}_{\\mathbf{x}}$), but will still remain translation equivariant! Making our operations compatible with `Conv2D` requires a small amount of trickery, but we will get to that later." + ], + "metadata": { + "id": "TKMl7VIgGt-F" + } + }, + { + "cell_type": "code", + "source": [ + "import math\n", + "\n", + "class LiftingKernelBase(torch.nn.Module):\n", + " \n", + " def __init__(self, group, kernel_size, in_channels, out_channels):\n", + " \"\"\" \n", + " \n", + " \"\"\"\n", + " super().__init__()\n", + " self.group = group\n", + "\n", + " self.kernel_size = kernel_size\n", + " self.in_channels = in_channels\n", + " self.out_channels = out_channels\n", + "\n", + " # Create spatial kernel grid. These are the coordinates on which our\n", + " # kernel weights are defined.\n", + " self.register_buffer(\"grid_R2\", torch.stack(torch.meshgrid(\n", + " torch.linspace(-1, 1, self.kernel_size),\n", + " torch.linspace(-1, 1, self.kernel_size),\n", + " )).to(self.group.identity.device))\n", + "\n", + " # Transform the grid by the elements in this group.\n", + " self.register_buffer(\"transformed_grid_R2\", self.create_transformed_grid_R2())\n", + "\n", + " def create_transformed_grid_R2(self):\n", + " \"\"\"Transform the created grid by the group action of each group element.\n", + " This yields a grid (over H) of spatial grids (over R2). In other words,\n", + " a list of grids, each index of which is the original spatial grid transformed by\n", + " a corresponding group element in H.\n", + " \n", + " \"\"\"\n", + " # Obtain all group elements.\n", + " group_elements = self.group.elements()\n", + "\n", + " # Transform the grid defined over R2 with the sampled group elements.\n", + " transformed_grid = self.group.left_action_on_R2(\n", + " self.group.inverse(group_elements),\n", + " self.grid_R2\n", + " )\n", + " return transformed_grid\n", + "\n", + "\n", + " def sample(self, sampled_group_elements):\n", + " \"\"\" Sample convolution kernels for a given number of group elements\n", + "\n", + " arguments should include:\n", + " :param sampled_group_elements: the group elements over which to sample\n", + " the convolution kernels\n", + "\n", + " should return:\n", + " :return kernels: filter bank extending over all input channels, \n", + " containing kernels transformed for all output group elements.\n", + " \"\"\"\n", + " raise NotImplementedError()\n" + ], + "metadata": { + "id": "QrH-DEOsXqsy" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Let's visualize the transformed kernel grids!\n", + "lifting_kernel_base = LiftingKernelBase(\n", + " group=CyclicGroup(order=4),\n", + " kernel_size=7,\n", + " in_channels=1,\n", + " out_channels=1\n", + ")\n", + "\n", + "transformed_grid_R2 = lifting_kernel_base.transformed_grid_R2\n", + "\n", + "# The grid has a shape of [num_group_elements, kernel_size, kernel_size, dim_fmap_domain(R^2)]\n", + "transformed_grid_R2.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "6jgzNhCoNe__", + "outputId": "fbe077bd-0edc-49ec-f85c-da27c7d051f0" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "torch.Size([4, 7, 7, 2])" + ] + }, + "metadata": {}, + "execution_count": 12 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.rcParams['figure.figsize'] = [12, 3]\n", + "\n", + "# Create [group_elements] figures\n", + "fig, ax = plt.subplots(1, transformed_grid_R2.shape[0])\n", + "\n", + "# Fold both spatial dimensions into a single dimension\n", + "transformed_grid_R2 = transformed_grid_R2.reshape(transformed_grid_R2.shape[0],\n", + " transformed_grid_R2.shape[1]*transformed_grid_R2.shape[2],\n", + " 2).numpy()\n", + "\n", + "# Visualize the transformed kernel grids. We mark the same cornerpoint by a blue 'x' in all grids as reference point.\n", + "for group_elem in range(transformed_grid_R2.shape[0]):\n", + " ax[group_elem].scatter(transformed_grid_R2[group_elem, 0, 0], transformed_grid_R2[group_elem, 0, 1], marker='x', c='b')\n", + " ax[group_elem].scatter(transformed_grid_R2[group_elem, 1:, 0], transformed_grid_R2[group_elem, 1:, 1], c='r')\n", + "\n", + "fig.text(0.5, 0.04, 'Group elements', ha='center')\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 214 + }, + "id": "KgNGkT68OWxQ", + "outputId": "3831f738-853a-499c-8303-455879f08ea5" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The grid transforms under the group action! Pretty cool." + ], + "metadata": { + "id": "1_D6iGIGROue" + } + }, + { + "cell_type": "markdown", + "source": [ + "At this point we have a set of grids transformed under the operation of the group $H$. We now need to decide how we are going to sample kernel values at the grid points in each of these grids. This is where the first major hurdle in applying GCNNs occurs.\n", + "\n", + "Whereas conventional CNNs get away with sharing the same set of weights over all spatial positions (which is due to the fact that we translate the kernel only with steps that match whole pixel-distances), for arbitrary groups $H$ we may require kernel values for grid points that lie off the pixel grid of the kernel under its canonical transformation.\n", + "\n", + "Of course, we could (and in fact will) use interpolation to obtain kernel values for grid locations between pixel locations, but this may be limiting in expressivity and will introduce interpolation artefacts!\n", + "\n", + "\n", + "Notes:\n", + "\n", + "* When we are implementing equivariance for the group of 90 deg rotations, $H=C_4$, we of course could get away without using interpolation, since all transformed grids lie share the same locations. We could implement the group action of this particular group through a permutation of the weights. But we'd like to be more general than that in this tutorial, so we'll go with interpolation instead! Luckily PyTorch has a function that allows us to sample an input on a grid; we will use PyTorch's `grid_sample` function for interpolation!" + ], + "metadata": { + "id": "yG91vstWKU-1" + } + }, + { + "cell_type": "code", + "source": [ + "class InterpolativeLiftingKernel(LiftingKernelBase):\n", + "\n", + " def __init__(self, group, kernel_size, in_channels, out_channels):\n", + " super().__init__(group, kernel_size, in_channels, out_channels)\n", + "\n", + " # create and initialise a set of weights, we will interpolate these\n", + " # to create our transformed spatial kernels.\n", + " self.weight = torch.nn.Parameter(torch.zeros((\n", + " self.out_channels,\n", + " self.in_channels,\n", + " self.kernel_size,\n", + " self.kernel_size\n", + " ), device=self.group.identity.device))\n", + "\n", + " # Initialize weights using kaiming uniform intialisation\n", + " torch.nn.init.kaiming_uniform_(self.weight.data, a=math.sqrt(5))\n", + " \n", + " def sample(self):\n", + " \"\"\" Sample convolution kernels for a given number of group elements\n", + "\n", + " should return:\n", + " :return kernels: filter bank extending over all input channels, \n", + " containing kernels transformed for all output group elements.\n", + " \"\"\"\n", + " # We fold the output channel dim into the input channel dim; this allows\n", + " # us to use the torch grid_sample function.\n", + " weight = self.weight.view(\n", + " 1,\n", + " self.out_channels * self.in_channels,\n", + " self.kernel_size,\n", + " self.kernel_size\n", + " )\n", + "\n", + " # We want a transformed set of weights for each group element so \n", + " # we repeat the set of spatial weights along the output group axis\n", + " weight = weight.repeat(self.group.elements().numel(), 1, 1, 1)\n", + "\n", + " # Sample the transformed kernels\n", + " transformed_weight = torch.nn.functional.grid_sample(\n", + " weight,\n", + " self.transformed_grid_R2,\n", + " mode='bilinear',\n", + " padding_mode='zeros',\n", + " align_corners=True\n", + " )\n", + "\n", + " # Separate input and output channels\n", + " transformed_weight = transformed_weight.view(\n", + " self.group.elements().numel(),\n", + " self.out_channels,\n", + " self.in_channels,\n", + " self.kernel_size,\n", + " self.kernel_size\n", + " )\n", + "\n", + " # Put the output channel dimension before the output group dimension.\n", + " transformed_weight = transformed_weight.transpose(0, 1)\n", + "\n", + " return transformed_weight" + ], + "metadata": { + "id": "uA04UbuuznkV" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "ik = InterpolativeLiftingKernel(\n", + " group=CyclicGroup(order=4),\n", + " kernel_size=5,\n", + " in_channels=2,\n", + " out_channels=1\n", + ")\n", + "\n", + "weights = ik.sample()" + ], + "metadata": { + "id": "UQEptv3nsppj" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Let's visualize the weights we sampled from our lifting convolution kernel!" + ], + "metadata": { + "id": "W7_OZhoMSFZ2" + } + }, + { + "cell_type": "code", + "source": [ + "plt.rcParams['figure.figsize'] = [10, 5]\n", + "\n", + "# pick an output channel to visualize\n", + "out_channel_idx = 0\n", + "\n", + "# create [in_channels, group_elements] figures\n", + "fig, ax = plt.subplots(weights.shape[2], weights.shape[1])\n", + "\n", + "for in_channel in range(weights.shape[2]):\n", + " for group_elem in range(weights.shape[1]):\n", + " ax[in_channel, group_elem].imshow(\n", + " weights[out_channel_idx, group_elem, in_channel, :, :].detach().numpy()\n", + " )\n", + "\n", + "fig.text(0.5, 0.04, 'Group elements', ha='center')\n", + "fig.text(0.04, 0.5, 'Input channels', va='center', rotation='vertical')\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 334 + }, + "id": "IBto7HP9wFHU", + "outputId": "85c95d77-561e-4307-d7b5-8b0bda0615d1" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "As we can see, spatial kernel rotates under the action of the rotation group elements!" + ], + "metadata": { + "id": "4p_MAu1gGVDg" + } + }, + { + "cell_type": "markdown", + "source": [ + "### **2.1.3 Implementing the lifting convolution**\n", + "\n", + "Finally, we can implement the lifting convolution operation! This class should take as input a feature map defined over $\\mathbb{R}^2$, and spit out a feature map over $\\mathbb{R}^2\\rtimes H$, where features under different transformations $h \\in H$ are disentangled along the $H$ axis!\n", + "\n", + "Notes: \n", + "\n", + "* To prevent having to implement our own implementation of the convolution operation, and to leverage the highly optimized pytorch `Conv2D` class, we use some neat tricks in our lifting (and group) convolution classes. Normally, a convolution layer applies a set of $n$ spatial kernels throughout the input, where $n$ is the number of output channels of the convolution operation. Because we now also have `num_group_elem` transformed versions of these kernels, which we want to apply everywhere in the input, we can trick PyTorch by having it treat every transformation of the same spatial kernel as a separate output channel. To do this, we simply reshape our set of `[out_channels, num_group_elem, in_channels, kernel_size, kernel_size]` kernels into a set of `[out_channels x num_group_elem, in_channels, kernel_size, kernel_size]` kernels. See below!\n", + "* As mentioned, a great additional benefit of using the PyTorch `Conv2D` class is that we are not required to obtain translated kernels $\\mathcal{L}_{\\mathbf{x}}(k)$ ourselves, PyTorch takes care of that!" + ], + "metadata": { + "id": "ZcprC7jZKmJc" + } + }, + { + "cell_type": "code", + "source": [ + "class LiftingConvolution(torch.nn.Module):\n", + "\n", + " def __init__(self, group, in_channels, out_channels, kernel_size):\n", + " super().__init__()\n", + "\n", + " self.kernel = InterpolativeLiftingKernel(\n", + " group=group,\n", + " kernel_size=kernel_size,\n", + " in_channels=in_channels,\n", + " out_channels=out_channels\n", + " )\n", + "\n", + " def forward(self, x):\n", + " \"\"\" Perform lifting convolution\n", + "\n", + " @param x: Input sample [batch_dim, in_channels, spatial_dim_1, \n", + " spatial_dim_2]\n", + " @return: Function on a homogeneous space of the group\n", + " [batch_dim, out_channels, num_group_elements, spatial_dim_1, \n", + " spatial_dim_2]\n", + " \"\"\"\n", + "\n", + " # obtain convolution kernels transformed under the group\n", + " conv_kernels = self.kernel.sample()\n", + "\n", + " # apply lifting convolution, note that the reshape folds the group \n", + " # dimension of the kernel into the output channel dimension.\n", + " # Do you see why we (can) do this?\n", + " x = torch.nn.functional.conv2d(\n", + " input=x,\n", + " weight=conv_kernels.reshape(\n", + " self.kernel.out_channels * self.kernel.group.elements().numel(),\n", + " self.kernel.in_channels,\n", + " self.kernel.kernel_size,\n", + " self.kernel.kernel_size\n", + " ),\n", + " )\n", + "\n", + " # reshape [batch_dim, in_channels * num_group_elements, spatial_dim_1, \n", + " # spatial_dim_2] into [batch_dim, in_channels, num_group_elements, \n", + " # spatial_dim_1, spatial_dim_2], separating channel and group \n", + " # dimensions.\n", + " x = x.view(\n", + " -1,\n", + " self.kernel.out_channels,\n", + " self.kernel.group.elements().numel(),\n", + " x.shape[-1],\n", + " x.shape[-2]\n", + " )\n", + "\n", + " return x\n" + ], + "metadata": { + "id": "6u2IhBsmS5ST" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "lifting_conv = LiftingConvolution(\n", + " group=CyclicGroup(order=4),\n", + " kernel_size=5,\n", + " in_channels=3,\n", + " out_channels=8\n", + ")" + ], + "metadata": { + "id": "1zo13DzN0eao" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## **2.2 Group convolution**\n", + "\n", + "Now that we have a way to obtain feature maps defined over the group $G$ from input functions defined over $\\mathbb{R}^2$, let's move on to implementing a convolutional layer that fully operates on the group $G: \\mathbb{R}^2 \\rtimes H$. Note that the input feature map at this stage, $f_{in}$, has, besides the usual spatial dimensions defined over $\\mathbb{R}^2$, one or more additional group dimensions defined over $H$. As such, the group convolution operation, $*_{group}$, maps from a function on the group $f_{in}$ to another function on the group $f_{out}$.\n", + "\n" + ], + "metadata": { + "id": "MUnPWUZw57aa" + } + }, + { + "cell_type": "markdown", + "source": [ + "### **2.2.1 Overview**\n", + "\n", + "Since the input to the group convolution layer now contains additional group dimensions; $f_{in}: \\mathbb{R}^2 \\rtimes H \\rightarrow \\mathbb{R}$, we need to convolve it with a kernel $k_{group}$ that is also defined over the entire group; $k_{group}: \\mathbb{R}^2 \\rtimes H \\rightarrow \\mathbb{R}$. This is in contrast to the lifting convolution, where $k_{lifting}$ was only defined over the spatial domain $\\mathbb{R}^2$. You could think of this kernel $k_{group}$ as a stack of spatial kernels, a separate one for each group element $h \\in H$. Importantly, since $k$ is now *also* defined on a grid over $H$, the group $H$ now also has an action *on* this $H$-axis of $k$. For example, in our case of $H=C_4$, elements $\\theta \\in C_4$ now not only have a rotating action on the spatial domain of the kernel, but also a translating action along the group axis. Hence, applying a group element $\\theta \\in C_4$ leads to a twist-shift of the $k$ along the group axis. See below! (Remember $H=C_4$ is periodic)\n", + "\n" + ], + "metadata": { + "id": "czbreYq_4NCs" + } + }, + { + "cell_type": "markdown", + "source": [ + "![gconvs-Page-9.drawio 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+ ], + "metadata": { + "id": "QQdnytjCkt5U" + } + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "Apart from this difference, the group convolution operator works in much the same way as the liting operator. We again transform the kernel $k_{group}$ with the actions of the group $H$ and $\\mathbb{R}^2$ and obtain responses for the inner product of this kernel with the input (although again, we let PyTorch do all the work for the translation group). See below for an intuition.\n" + ], + "metadata": { + "id": "1NRXona53WPa" + } + }, + { + "cell_type": "markdown", + "source": [ + "![groupconv.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAACWgAAALHCAYAAAAZhDk2AAAABGdBTUEAALGPC/xhBQAAACBjSFJNAAB6JgAAgIQAAPoAAACA6AAAdTAAAOpgAAA6mAAAF3CculE8AAAAaGVYSWZNTQAqAAAACAAEAQYAAwAAAAEAAgAAARIAAwAAAAEAAQAAASgAAwAAAAEAAgAAh2kABAAAAAEAAAA+AAAAAAADoAEAAwAAAAEAAQAAoAIABAAAAAEAAAlooAMABAAAAAEAAALHAAAAALoQb4sAAALlaVRYdFhNTDpjb20uYWRvYmUueG1wAAAAAAA8eDp4bXBtZXRhIHhtbG5zOng9ImFkb2JlOm5zOm1ldGEvIiB4OnhtcHRrPSJYTVAgQ29yZSA2LjAuMCI+CiAgIDxyZGY6UkRGIHhtbG5zOnJkZj0iaHR0cDovL3d3dy53My5vcmcvMTk5OS8wMi8yMi1yZGYtc3ludGF4LW5zIyI+CiAgICAgIDxyZGY6RGVzY3JpcHRpb24gcmRmOmFib3V0PSIiCiAgICAgICAgICAgIHhtbG5zOnRpZmY9Imh0dHA6Ly9ucy5hZG9iZS5jb20vdGlmZi8xLjAvIgogICAgICAgICAgICB4bWxuczpleGlmPSJodHRwOi8vbnMuYWRvYmUuY29tL2V4aWYvMS4wLyI+CiAgICAgICAgIDx0aWZmOkNvbXByZXNzaW9uPjE8L3RpZmY6Q29tcHJlc3Npb24+CiAgICAgICAgIDx0aWZmOlJlc29sdXRpb25Vbml0PjI8L3RpZmY6UmVzb2x1dGlvblVuaXQ+CiAgICAgICAgIDx0aWZmOk9yaWVudGF0aW9uPjE8L3RpZmY6T3JpZW50YXRpb24+CiAgICAgICAgIDx0aWZmOlBob3RvbWV0cmljSW50ZXJwcmV0YXRpb24+MjwvdGlmZjpQaG90b21ldHJpY0ludGVycHJldGF0aW9uPgogICAgICAgICA8ZXhpZjpQaXhlbFhEaW1lbnNpb24+MjQwODwvZXhpZjpQaXhlbFhEaW1lbnNpb24+CiAgICAgICAgIDxleGlmOkNvbG9yU3BhY2U+MTwvZXhpZjpDb2xvclNwYWNlPgogICAgICAgICA8ZXhpZjpQaXhlbFlEaW1lbnNpb24+NzExPC9leGlmOlBpeGVsWURpbWVuc2lvbj4KICAgICAgPC9yZGY6RGVzY3JpcHRpb24+CiAgIDwvcmRmOlJERj4KPC94OnhtcG1ldGE+ChVLj+kAAEAASURBVHgB7N1JkBfHnh/wYt/3fQcBQggJoV16koD2zLN9m4mZiBmHT/bFPng5eImY8cX2xTMRXg5eDvbFPjk8L2ImZm6234wRSHraJYSEkASIfd/3Hdy/fEELmmz4d/d/qX/VJyMIujPrX1X5yaoEOr9UjbjXWwqFAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBJouMLLpe7RDAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEEgCAlouBAIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECLRIQECrRbB2S4AAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQEt1wABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgRaJCCg1SJYuyVAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgICAlmuAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECLRIQ0GoRrN0SIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEBAQMs1QIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgRYJCGi1CNZuCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgIKDlGiBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgECLBAS0WgRrtwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEBDQcg0QIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgRQICWi2CtVsCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgIaLkGCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0CIBAa0WwdotAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEBLRcAwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEGiRgIBWi2DtlgABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgJargECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAi0SEBAq0WwdkuAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEBLdcAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEWiQgoNUiWLslQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQICAgJZrgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAi0SENBqEazdEiBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAQEDLNUCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIEWCQhotQjWbgkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQICCg5RogQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAiwQEtFoEa7cECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAQ0HINECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoEUCAlotgrVbAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQICGi5BggQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQINAiAQGtFsHaLQECBO4LvPvuu0X8UggQIECAAAECBAgQIECAAAECBAgQIECAAAECBAjUVcCaWV1HXr8JEAiBEfd6CwoCBAgQaL7AV199lYJZ586dSzufMWNGsXnz5uKFF15o/sHskQABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEAJBayZlXBQnBIBAm0XENBqO7kDEiBQdYGDBw+mYNaPP/6Y7epTTz2VglpLly7NtqskQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0O0C1sy6fQSdPwECzRQQ0Gqmpn0RIFBrgUuXLhVbt24tPvvss4YcXnnllWLTpk3FlClTGtreRgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgTKLmDNrOwj5PwIEOiEgIBWJ9QdkwCBygl88MEH6alZt27dGlTfxowZk56m9dZbbw3qczYmQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUDYBa2ZlGxHnQ4BAWQQEtMoyEs6DAIGuFPj2229TMOvkyZPZ83/22WdTACsa33333SK2z5W5c+em7WJ7hQABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEA3CVgz66bRcq4ECHRCQECrE+qOSYBA1wscO3YsBa6+//77bF8WLFiQAldr1qx5qD22j6BWfD5XYvvNmzcX8XmFAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQJkFrJmVeXScGwECZRIQ0CrTaDgXAgRKL3D9+vUUsProo4+y5zp+/PgUsHrjjTey7fcr4/MR1Ir95Up8PoJasT+FAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQJkErJmVaTScCwEC3SAgoNUNo+QcCRAohcDHH3+cQlXXrl3Lns/rr7+eQlUTJkzItvevjP1ESCv2myuxnwhpxX4VAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAmUQsGZWhlFwDgQIdJuAgFa3jZjzJUCg7QI//PBDsXXr1uLIkSPZYz/99NMpSLVw4cJs+5Mqjx49moJacZxcWbRoUbFp06YijqMQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQ6ISANbNOqDsmAQJVERDQqspI6gcBAk0XOH36dApOffPNN9l9z549u+jp6SnWrVuXbR9s5c6dO4stW7YUcdxcee6551IQLI6rECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEGiHgDWzdig7BgECVRcQ0Kr6COsfAQKDFrhz504KZr333nvZz44aNSoFpd55551s+3Ar47jv9r76MM4jV+K4m3tffRjnoRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBBohYA1s1ao2icBAnUVENCq68jrNwECWYEvvvgihaMuXryYbX/ppZdSOGrq1KnZ9mZVxvEjpBXnkytx/AhpxfkoBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBJopYM2smZr2RYAAgaIQ0HIVECBAoFdg3759KRB14MCBrMeKFStSIGrZsmXZ9lZVxvlEUCvOL1fifCKoFeenECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEBiOgDWz4ej5LAECBAYWENAa2EYLAQI1EDh//nwKQG3fvj3b2+nTp6cA1IYNG7Lt7aqM84ugVpxvrsT5RVArzlchQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgMBgBa2aD0bItAQIEBi8goDV4M58gQKAiAlu3bk2hp3v37mV7tGnTphR6GjFiRLa93ZVxnhHSivPOlTjPCGnFeSsECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEGhGwZtaIkm0IECAwPAEBreH5+TQBAl0o8PXXX6eg05kzZ7Jnv379+hR0mjlzZra905Vnz55N579jx47sqcyaNSud//PPP59tV0mAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEDAmplrgAABAu0TENBqn7UjESDQYYHDhw+nYNOePXuyZ7J48eIUbFq1alW2vWyV0Y93e5+oFf3KlejH5t4nakW/FAIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIhYM3MdUCAAIH2Cwhotd/cEQkQaLPAlStXUpDp008/zR550qRJKcj06quvZtvLXhn9iqBW9DNXol8R1Ip+KgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAvUUsGZmzayeV75eEyiHgIBWOcbBWRAg0CKBX/3qVym8dPPmzewRfvazn6Xw0tixY7Pt3VIZ/Xu3N6QV/c2V6F+EtKK/CgECBAgQIECAAAECBAgQIECAAAECBAgQIECAQL0ErJn9erytmdXrutdbAmUSENAq02g4FwIEmiawa9euFFg6ceJEdp9r165NgaV58+Zl27u1MvobQa3of65EfyOoFf1XCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEqi1gzcyaWbWvcL0j0D0CAlrdM1bOlACBBgSOHz+eAkrfffddduv58+engNIzzzyTba9KZfQ/glrhkSvR/whqhYdCgAABAgQIECBAgAABAgQIECBAgAABAgQIECBQLQFrZr8eT2tm1bqu9YZANwsIaHXz6Dl3AgT6BG7cuFFs3br1sa/46+npKd58882+z9Thiw8//LDYsmVLUfVXPNZhLPWRAAECBAgQIECAAAECBAgQIECAAAECBAgQIPAkAWtmeSFrZnkXtQQItE9AQKt91o5EgECLBD799NP0tKgrV65kj/Dqq68WEc6aOHFitr3qlVevXk0hrXDKlUmTJqWnaYWTQoAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0J0C1sweP27WzB7vo5UAgdYKCGi11tfeCRBoocCePXtSMOvw4cPZo6xatSoFjxYvXpxtr1tlOMVrD8MtV8IpXnsYbgoBAgQIECBAgAABAgQIECBAgAABAgQIECBAgEB3CFgzG9w4WTMbnJetCRBojoCAVnMc7YUAgTYKnDlzJgWNvv766+xRZ82alYJGzz//fLa97pXhFkGtcMyVcIugVjgqBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEC5RSwZja8cbFmNjw/nyZAYHACAlqD87I1AQIdFLh7924KFm3bti17FiNHjkzBoo0bN2bbVT4sEI4R1ArXXAnHzb1BrXBVCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEyiFgzay542DNrLme9kaAQF5AQCvvopYAgZIJfPnllylMdOHCheyZvfjiiylMNG3atGy7yrxAeEZIK3xzJTwjpBW+CgECBAgQIECAAAECBAgQIECAAAECBAgQIECAQGcFrJm1xt+aWWtc7ZUAgZ8EBLR+svAVAQIlFNi/f38KEMXvubJ8+fIUIIrflaELPMl5xYoVxaZNmwrOQzf2SQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIDAUAWetJZjzWyosg9/7knO1swe9vIdAQKNCwhoNW5lSwIE2ihw8eLFFMz64osvskedOnVq0dPT48lOWZ2hV4Z3PFEr/HPlpZdeSoG48FcIECBAgAABAgQIECBAgAABAgQIECBAgAABAgRaK2DNrLW+A+3dmtlAMuoJEBiqgIDWUOV8jgCBlgm89957KSR0586d7DHeeeedFBIaNWpUtl3l8ATCPUJaMQ65Eu6be197GOOgECBAgAABAgQIECBAgAABAgQIECBAgAABAgQItEbAmllrXBvdqzWzRqVsR4BAIwICWo0o2YYAgbYIfPPNNykYdPr06ezxnnvuuRQMmj17drZdZXMFYhwiqBXjkisxDhHUinFRCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEmiNgzaw5js3aizWzZknaD4F6Cwho1Xv89Z5AKQSOHDmSgkC7d+/Ons+iRYtSEGj16tXZdpWtFYhxiaBWjFOuxLhEUCvGSSFAgAABAgQIECBAgAABAgQIECBAgAABAgQIEBiagDWzobm161PWzNol7TgEqikgoFXNcdUrAl0hcPXq1RT8+eSTT7LnO3HixBT8ee2117LtKtsrEOMUQa0Yt1yJcYqgVoybQoAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0JiANbPGnMqylTWzsoyE8yDQXQICWt01Xs6WQGUEPvzwwxT2uXHjRrZPb775Zgr7jBs3LtuusjMCMV4R0orxy5UYrwhpxfgpBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECjxewZvZ4n7K2WjMr68g4LwLlFRDQKu/YODMClRT47rvviq1btxbHjh3L9u+ZZ55JAZ/58+dn21WWQ+D48ePFli1biu+//z57QgsWLEjjuGbNmmy7SgIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAnQWsmVVj9K2ZVWMc9YJAOwQEtNqh7BgECBQnT55MT1769ttvsxpz585NgZ5nn302266ynAIxnvFErRjfXInx3Nz7RK0YX4UAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUHcBa2bVvAKsmVVzXPWKQDMFBLSaqWlfBAg8InDr1q0U4Pnggw8eaYuKMWPGpADPW2+9lW1X2R0CMb4R1IrxzpUY3whqxXgrBAgQIECAAAECBAgQIECAAAECBAgQIECAAIG6CVgzq8eIWzOrxzjrJYGhCAhoDUXNZwgQaEjgs88+S6Gdy5cvZ7d/5ZVXUmhn8uTJ2XaV3SUQ4xwhrRj3XIlxjpBWjLtCgAABAgQIECBAgAABAgQIECBAgAABAgQIEKiLgDWzuoz0r/tpzaxe4623BBoVENBqVMp2BAg0LLB3794U1Dl06FD2MytXrkxBnSVLlmTbVXa3QIx7BLXiOsiVGPcIasV1oBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEqipgzayqI9tYv6yZNeZkKwJ1ERDQqstI6yeBNgicPXs2BXN27NiRPdrMmTNTMGf9+vXZdpXVEojrIIJacV3kSlwHEdSK60IhQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECFRFwJpZVUayOf2wZtYcR3sh0O0CAlrdPoLOn0BJBCKIE79yZcSIESmIs2nTplyzuooLxHWxdevW4t69e9meRkgrfikECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgW4XsGbW7SPYuvO3ZtY6W3sm0A0CAlrdMErOkUCJBb766qsi/jJx7ty57Fm+8MILRU9PTzF9+vRsu8p6CMT1EddJXC+5MmPGjBTSiutFIUCAAAECBAgQIECAAAECBAgQIECAAAECBAh0m4A1s24bsc6crzWzzrg7KoEyCAholWEUnAOBLhQ4ePBgCtz8+OOP2bNfunRpCtw89dRT2XaV9RSI6yWCWnH95EpcL5t7n6YV149CgAABAgQIECBAgAABAgQIECBAgAABAgQIECi7gDWzso9QOc/Pmlk5x8VZEWilgIBWK3Xtm0AFBS5dupQCNp9//nm2d1OmTEkBm5dffjnbrpJACMT1E0GtuJ5yJa6fCGrF9aQQIECAAAECBAgQIECAAAECBAgQIECAAAECBMomYM2sbCPSnedjzaw7x81ZExiKgIDWUNR8hkBNBd5///0Uqrl9+3ZW4O23306hmtGjR2fbVRJ4UCCuowhpxXWVK3EdRUgrriuFAAECBAgQIECAAAECBAgQIECAAAECBAgQIFAWAWtmZRmJapyHNbNqjKNeEHiSgIDWk4S0EyBQ7Ny5MwVpTp06ldVYt25dCtLMmTMn266SwOME4rqKoFZcZ7kS11UEteI6UwgQIECAAAECBAgQIECAAAECBAgQIECAAAECnRKwZtYp+Xoc15pZPcZZL+srIKBV37HXcwJPFDh69GgKzvzwww/ZbRcuXJiCM08//XS2XSWBwQjEdRZBrbjucmXNmjXFpk2birjuFAIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAuwSsmbVL2nFCwJqZ64BANQUEtKo5rnpFYFgC169fT0GZjz76KLuf8ePHFz09PcXrr7+ebVdJYDgCcd1FUCuuw1x54403UjAwrkOFAAECBAgQIECAAAECBAgQIECAAAECBAgQINAqAWtmrZK130YErJk1omQbAt0jIKDVPWPlTAm0ReDjjz9O4Zhr165ljxehrHjd3IQJE7LtKgk0QyCuvwhpxfWYK3H9xXUoJJjTUUeAAAECBAgQIECAAAECBAgQIECAAAECBAgMV8Ca2XAFfb4ZAtbMmqFoHwTKISCgVY5xcBYEOi7wpEdlxmsMIxDj9XIdH6panYBHBtdquHWWAAECBAgQIECAAAECBAgQIECAAAECBAh0XMCaWceHwAlkBKyZZVBUEegyAQGtLhswp0ug2QKnTp1KTyrauXNndtdz5sxJwax169Zl21USaIdAXJ/xRK24XnMlrs8IEMb1qhAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEBitgzWywYrbvhIA1s06oOyaB5ggIaDXH0V4IdJ3A7du3U+Dl/fffz5776NGjU+Dl7bffzrarJNAJgbheI6gV12+uxPUaQa24fhUCBAgQIECAAAECBAgQIECAAAECBAgQIECAwJMErJk9SUh7GQWsmZVxVJwTgccLCGg93kcrgUoKfP755ynkcunSpWz/Xn755RRymTJlSrZdJYFOCsR1GyGtuI5zJa7bCGnFdawQIECAAAECBAgQIECAAAECBAgQIECAAAECBAYSsGY2kIz6bhCwZtYNo+QcCfwkIKD1k4WvCFReYN++fcWWLVuKgwcPZvv61FNPpWDL0qVLs+0qCZRJ4MCBAymoFdd1rixbtixdzytWrMg1qyNAgAABAgQIECBAgAABAgQIECBAgAABAgRqKmDNrKYDX9FuWzOr6MDqVuUEBLQqN6Q6ROBRgfPnz6cgy/bt2x9t7K2ZPn16CrJs2LAh266SQJkF4rqOJ2rFdZ4rcV1v7n2iVlznCgECBAgQIECAAAECBAgQIECAAAECBAgQIFBfAWtm9R37OvTcmlkdRlkfu1lAQKubR8+5E2hAYOvWrSm8cu/evezWmzZtSuGVESNGZNtVEugGgbi+I6QV13uuxPUdIa243hUCBAgQIECAAAECBAgQIECAAAECBAgQIECgfgLWzOo35nXssTWzOo66PneLgIBWt4yU8yQwSIEdO3akwMrZs2ezn1y/fn0KrMycOTPbrpJANwrE9R5Brbj+cyWu9whqxfWvECBAgAABAgQIECBAgAABAgQIECBAgAABAtUXsGZW/THWw0cFrJk9aqKGQKcFBLQ6PQKOT6DJAocOHUoBlb1792b3vGTJkhRQWblyZbZdJYEqCMT1H0GtuB9yJa7/CGrF/aAQIECAAAECBAgQIECAAAECBAgQIECAAAEC1ROwZla9MdWjwQtYMxu8mU8QaJWAgFarZO2XQJsFLl++nAIpn332WfbIkydPToGUV155JduukkAVBeJ+iKBW3B+5EvdDBLXi/lAIECBAgAABAgQIECBAgAABAgQIECBAgACB7hewZtb9Y6gHzRewZtZ8U3skMFgBAa3BitmeQAkFPvjggxRCuXXrVvbs3nrrrRRCGTNmTLZdJYEqC8R9ESGtuE9yJe6Lnp6e4mc/+1muWR0BAgQIECBAgAABAgQIECBAgAABAgQIECDQJQLWzLpkoJxmRwSsmXWE3UEJ9AkIaPVR+IJA9wns2rUrBU9OnDiRPfm1a9emYNa8efOy7SoJ1Ekg7pMIasV9kytxn8TTtOK+UQgQIECAAAECBAgQIECAAAECBAgQIECAAIHuEbBm1j1j5Uw7L2DNrPNj4AzqKSCgVc9x1+suFzh+/HgKmnz33XfZnsyfPz8FTZ555plsu0oCdRaI+yaCWnEf5UrcNxHUivtIIUCAAAECBAgQIECAAAECBAgQIECAAAECBMorYM2svGPjzMovYM2s/GPkDKslIKBVrfHUm4oL3LhxIwVLPvzww2xPx40bl4Ilb775ZrZdJQECPwnEfRRBrbivciXuowhqxX2lECBAgAABAgQIECBAgAABAgQIECBAgAABAuURsGZWnrFwJt0vYM2s+8dQD7pDQECrO8bJWRIoPvnkkxQmuXr1albjtddeS2GSiRMnZttVEiDwqEDcTxHSivsrV+J+ipBW3F8KAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0HkBa2adHwNnUD0Ba2bVG1M9Kp+AgFb5xsQZEXhIYPfu3SlAcuTIkYfq73+zevXqFCBZtGjR/Sq/EyAwSIG4vyKoFfdbrsT9FUGtuN8UAgQIECBAgAABAgQIECBAgAABAgQIECBAoP0C1szab+6I9ROwZla/Mdfj9gkIaLXP2pEIDErg9OnTKTDyzTffZD83e/bsFBh57rnnsu0qCRAYvEDcbxHUivsvV+J+i6BW3H8KAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0HoBa2atN3YEAv0FrJn1F/E9geELCGgN39AeCDRV4O7duykgsm3btux+R44cmQIiGzduzLarJEBg+AJx/0VQK+7HXIn7b3NvUCvuR4UAAQIECBAgQIAAAQIECBAgQIAAAQIECBBovoA1s+ab2iOBwQpYMxusmO0JDCwgoDWwjRYCbRf48ssvUyjkwoUL2WO/+OKLKRQybdq0bLtKAgSaJxD3YYS04r7MlbgPI6QV96VCgAABAgQIECBAgAABAgQIECBAgAABAgQINE/AmlnzLO2JwHAFrJkNV9DnCfxaQEDLlUCgBAL79+9PQZD4PVeWL1+egiDxu0KAQHsF3J/t9XY0AgQIECBAgAABAgQIECBAgAABAgQIEKivgJ/J13fs9bz8Au7P8o+RMyy3gIBWucfH2VVcQNq44gOse5US8L91KjWcOkOAAAECBAgQIECAAAECBAgQIECAAAECJRKwZlaiwXAqBJ4gYM3sCUCaCQwgIKA1AIxqAq0W8L7eVgvbP4HmC3jfffNN7ZEAAQIECBAgQIAAAQIECBAgQIAAAQIE6i1gzaze46/33Slgzaw7x81Zd1ZAQKuz/o5eQ4Gvv/46vc7wzJkz2d4///zz6XWGs2bNyrarJECg8wJx/7777rtF3M+5Evfv5s2bi7ifFQIECBAgQIAAAQIECBAgQIAAAQIECBAgQOBRAWtmj5qoIdBtAtbMum3EnG8nBQS0Oqnv2LUSOHz4cAp07NmzJ9vvxYsXp0DHqlWrsu0qCRAon0DczxHUivs7V1avXp3u60WLFuWa1REgQIAAAQIECBAgQIAAAQIECBAgQIAAgdoJWDOr3ZDrcA0ErJnVYJB1cdgCAlrDJrQDAo8XuHr1agpwfPLJJ9kNJ06cmAIcr732WrZdJQEC5ReI+zuCWnG/50rc35t7n6gV97tCgAABAgQIECBAgAABAgQIECBAgAABAgTqKGDNrI6jrs91E7BmVrcR19/BCAhoDUbLtgQGKfDhhx+m0MaNGzeyn3zzzTdTaGPcuHHZdpUECHSPQNznEdKK+z5X4j6PkFbc9woBAgQIECBAgAABAgQIECBAgAABAgQIEKiTgDWzOo22vtZdwJpZ3a8A/R9IoO0BrW+//bbYsmVL8dlnn6WF7P379w90bg/V37t376HvfUOgzALfffddur6PHz+ePc1nnnkmBTXmz5+fbVdJgED3CsR9H0GtmAdyJe77CGrFPKAQIECAAAECBAgQIECAAAECBAgQyAmMGDEiV/1I3fLly9PPml555ZWip6enePbZZx/ZRgUBAgQ6KWDNrJP6jk2gswLWzDrr7+jlE2hrQCvCWb/3e79X7Ny5c9ASAlqDJvOBDgicOHEiBTN27dqVPfq8efPSP5bXrl2bbVdJgEB1BGIeiKBWzAu5EvNABLViXlAIECBAgAABAgQIECBAgAABAgQIPCjQaEDrwc+sW7eu+MUvfiGk9SCKrwkQ6JiANbOO0TswgdIJWDMr3ZA4oQ4JtC2gNZxwVtgIaHXoCnHYhgRu3ryZghi/+tWvstuPHTs2BTF+9rOfZdtVEiBQXYGYF97tDWrFPJErMS9EUCvmCYUAAQIECBAgQIAAAQIECBAgQIBACAwloBWfE9IKBYUAgU4KWDPrpL5jEyi3gDWzco+Ps2u9QFsCWvHout/8zd8c0pOz7hMIaN2X8HvZBD799NMUvrhy5Ur21F599dUUvpg0aVK2XSUBAtUXiPkhQloxX+RKzA/xCPp4FL1CgAABAgQIECBAgAABAgQIECBAYKgBrZCLkNZf/uVfFvPnzwdJgACBtgpYM2srt4MR6EoBa2ZdOWxOukkCbQlo/dEf/VHxL/7Fv3jolP/gD/6g+Nt/+28Xzz///EP1viHQLQJ79+5NgYtDhw5lT3nlypUpmLVkyZJsu8r6COzfvz91dvny5fXptJ5mBWK+iKBWzB+5EvNFPE0r5g+FAAECBAgQIECAAAECBAgQIECAwJMEvv766+J//s//WfzxH//xQ5v+m3/zb4o//MM/fKjONwQIEGiVgDWzVslWb7/WzKo3pkPtkTWzocr5XDcLtDygdfny5eLFF18s9uzZ0+f03//7fy/+zt/5O33f+4JANwmcPXs2BSx27NiRPe2ZM2emgMX69euz7SrrIxDvV4+/aF67di11esKECUWEtObNm1cfBD3NCsT8EUGtmE9yJeaPCGrFfKIQIECAAAECBAgQIECAAAECBAgQeJLA//gf/6P4u3/37/ZttmrVquLLL78sJk+e3FfnCwIECDRbwJpZs0Wruz9rZtUd2+H2zJrZcAV9vpsEWh7Q+k//6T8V//gf/+M+k3/7b/9t8c/+2T/r+94XBLpFIF6zGYGKrVu3Zk85HjkdgYpNmzZl21XWR+DChQspmHXu3Llsp2fMmJGCWtOmTcu2q6yPQMwnMa8M9BrfmE9iXhnOI+3ro6mnBAgQIECAAAECBAgQIECAAIF6C/y7f/fvin/+z/95H8J//I//sfhH/+gf9X3vCwIECDRLwJpZsySrvx9rZtUf42b10JpZsyTtp8wCLQ9ovfTSS+l/aQTCO++8U2zbtq3MHs6NQFZg+/btKURx/vz5bPuGDRtSiGL69OnZdpX1ELh582YKZh09erShDi9cuDAFtcaOHdvQ9jaqpkDMKxHSinkmV2JeiZBWzDMKAQIECBAgQIAAAQIECBAgQIAAgccJbNy4sXjvvffSJvF2ky+++OJxm2sjQIDAoAWsmQ2arJYfsGZWy2EfdqetmQ2b0A5KLtDSgNZf/dVfFb/5m7/ZR/Dv//2/L/7JP/knfd/7gkDZBQ4cOJCCE/v27cue6rJly1JwYsWKFdl2lfURiPckx+sM79y5M6hOjxo1KoW0lixZMqjP2bh6AjHPRFAr5p1ciXkmglox7ygECBAgQIAAAQIECBAgQIAAAQIEcgL/4T/8h+Kf/tN/2tf0l3/5l8Vv/MZv9H3vCwIECAxVwJrZUOXq9zlrZvUb82b32JpZs0XtrywCLQ1o/eEf/mHxx3/8x6mv48aNK3bt2lUIspRl6J3H4wQuXryYghID/e+iqVOnpqBEPCFOqbfAqVOnUjDrypUrWYg5c+akAFY0RoArts+VSZMmpe1ie6XeAjHvRFAr5qFciXmnp6enmDJlSq5ZHQECBAgQIECAAAECBAgQIECAQI0FYkFz7dq1xY0bN5LCH/zBHxR/9Ed/VGMRXSdAYLgC1syGK1ifz1szq89Yt6un1szaJe047RJoaUDrtddeKz799NPUl9///d8v/tf/+l/t6pfjEBiyQDz+OcIRAz0JKV7VGU+xiScfKfUVuHz5cgpcnT59OosQ4Znly5cXs2bNeqj9zJkz6XOXLl16qP7+N7Nnz06fmzx58v0qv9dQIOafmIfuP46+P0HMPxHSevvtt/s3+Z4AAQIECBAgQIAAAQIECBAgQKDmAn/rb/2t4k/+5E+Swquvvlp88sknNRfRfQIEhipgzWyocvX6nDWzeo13u3trzazd4o7XSoGWBbTiMZcRTrhf/vN//s/FP/gH/+D+t34nUDqBnTt3pkDEQE84WrduXQpmecJR6YaurSd0+/btFLA6fPhw9rijR49Oc9/ixYuz7fcr4/P7e5+oFfvLlfh8zKGxP6W+AjEfRVAr5qdcifkoAqMxPykECBAgQIAAAQIECBAgQIAAAQIEQuC//Jf/UvzDf/gP+zDi55DLli3r+94XBAgQeJKANbMnCWkPAWtmroN2Clgza6e2Y7VKoGUBrf/23/5b8ff//t/vO++/+qu/Kv7aX/trfd/7gkBZBI4ePZoCED/88EP2lBYuXJgCEE8//XS2XWV9BI4cOZJCVbdu3cp2erChqif9xXXMmDEppLVo0aLs8VTWRyDmpwhqxXyVKzE/RVAr5iuFAAECBAgQIECAAAECBAgQIECg3gL/7//9v+I3fuM3+hD+63/9r8Xf+3t/r+97XxAgQGAgAWtmA8mo7y9gzay/iO/bJWDNrF3SjtMKgZYFtH73d3+3+LM/+7O+c47Xes2cObPve18Q6LTAtWvXUuDh448/zp7KhAkTUuDh9ddfz7arrI9AzF/xVMB4z3quxGsM42lX8VrDoZR43WH8L7Y4Tq5MnTo1/Q+3/q9LzG2rrtoCMV9FUCvmr1yJ+SqCWjF/KQQIECBAgAABAgQIECBAgAABAvUUOHv2bPHgzxJ/53d+p/jTP/3TemLoNQECDQlYM2uIyUa9AtbMXAZlEbBmVpaRcB6DEWhZQOupp54q9u3bl85l1apVxe7duwdzXrYl0FKBjz76KIUcrl+/nj3OG2+8kUIO48ePz7arrIfA1atXU3Dq5MmT2Q5PnDixWLFiRdGs117Gozlj3ozj5srcuXNTECyOq9RXIOatCGnFPJYrMW9FSCvmMYUAAQIECBAgQIAAAQIECBAgQKCeAqtXry727NmTOh8/w/zxxx/rCaHXBAg8UcCa2ROJbNArYM3MZVBGAWtmZRwV5/Q4gZYEtOJGePDpHb/1W79V/Pmf//njzkMbgbYIfP/99ynYcOzYsezx1qxZk4INCxYsyLarrIfAvXv3UjArnpqVKyNHjkxBqaVLl+aah1138ODBdPy7d+9m97Vs2bJ0/BEjRmTbVdZDIOaxCGrFvJYrMY9FUCvmNYUAAQIECBAgQIAAAQIECBAgQKBeAr/9279d/MVf/EVfp+PpOP5Dch+HLwgQ6BWwZuYyaETAmlkjSrbptIA1s06PgOM3KtCSgNaXX35ZvPTSS33n8K/+1b8q/uW//Jd93/uCQLsF4slEW7ZsKb799tvsoePJRBFkePbZZ7PtKusjEH+A7+993eCNGzeynY7Qy/Le1xmOGzcu296syjh+nEecT67E8eM8hAlzOvWqi3ktgloDPelt3bp1aX5r1pPe6qWrtwQIECBAgAABAgQIECBAgACB7hT41//6XxexNnO/fPHFF8WLL754/1u/EyBQYwFrZjUe/EF23ZrZIMFs3nEBa2YdHwIn8ASB0U9oH1Lzrl27HvrcokWLHvreNwTaJXD79u0UXHj//fezhxw9enQKLrz99tvZdpX1ETh//nwKRMXvuTJjxowUiJo2bVquuel1EcCKJx/Nnz8/nde5c+ceOkYEuOJ/t5w4cSKd1/Tp0x9q9019BCJYGr9inougVsx7D5adO3cW8SvmuQiixrynECBAgAABAgQIECBAgAABAgQIVFug/7pMrNsIaFV7zPWOwJMErJk9SUj7fQFrZvcl/N5tAtbMum3E6ne+LVml7f+Uov7/EKgfsx53QuDzzz9PYYVLly5lD//yyy+nsMKUKVOy7SrrIRCvZN3f+6Sq48ePZzscj/2OJ1VFUKoTJQJhL7zwQjq/OM843wdL/CV5+/bt6fziPD2m/EGden0dAay4ViKkFfNf/xIBrq+++irNezH/KQQIECBAgAABAgQIECBAgAABAtUV6L8u03/dpro91zMCBHIC1sxyKur6C1gz6y/i+24VsGbWrSNX/fNuySsOf/d3f7f4sz/7sz69WBBev3593/e+INBKgR9//DEFFA4ePJg9zFNPPZUCCkuXLs22q6yPwIEDB1I4K96fnSsReIpfZSoR0opfuTJixIh0vsuWLcs1q6uRQMx/EdSK+TBXYv7b3Ps0rZgPFQIECBAgQIAAAQIECBAgQIAAgeoJ7NixI/1nvvs9+53f+Z3iT//0T+9/63cCBGoiYM2sJgPdhG5aM2sCol2UUsCaWSmHpbYn1ZKAVjw67sHXHJ45c6aYOXNmbZF1vD0C8Qq4CCREIDBX4hV1EUiIJ8wo9RY4efJkCjldvXo1CzFv3rwUdJowYUK2vdOV165dS+cfrzfMlYkTJ6bznzt3bq5ZXY0EYj6MebH/KzLvE8R8GPNizI8KAQIECBAgQIAAAQIECBAgQIBAdQTOnj1bzJo1q69Da9euLTxFq4/DFwQqL2DNrPJD3LQOWjNrGqUdlVzAmlnJB6gmp9eSgFY8xeV+iYDDQCGI+9v4ncBwBSKAEL8GKhFAiF9KvQUuXryYgk3xw4lcmTp1ago2dUugNPqxv/dpWtGvXIl+LO99Alj0S6m3gDmy3uOv9wQIECBAgAABAgQIECBAgEA9BeI/csZ/9rxfBnqTwP12vxMgUA0BPw+uxji2uhfWzFotbP9lFTBHlnVk6nFeTQ9onTp1qnjwqS2rVq0qdu/eXQ9NvWy7gKRr28m78oC3bt1KQaYjR45kz3/s2LEpyLRw4cJse9krjx49mvp38+bN7KkuWrQo9W/MmDHZdpX1EPA/puoxznpJgAABAgQIECBAgAABAgQIELgvsHr16mLPnj33vy3iKSlz5szp+94XBAhUS8CaWbXGs1W9sWZmzaxV11Y37deaWTeNVrXOtekBrXi1Ybzi8H6JpxZt2bLl/rd+J9AUgUOHDqXrKt6dnStLlixJT8xauXJlrlldjQTiWomnTN25cyfb67hW4ilTo0aNyrZ3S2X0L/oZ/c2V6F/0M/qr1Ftg7969RfzvgIGulZg3489u10q9rxO9J0CAAAECBAgQIECAAAECBLpfoKenJ/0c6H5P4hWH8apDhQCBaglYM6vWeLayN9bMfq1rzayVV1l37duaWXeNVxXOtukBrW3bthWbNm3qs/mt3/qt4s///M/7vvcFgeEIXL58Of2D8rPPPsvuZvLkySlY8Morr2TbVdZH4PTp0ymwFNdMrsT/FIvA0qRJk3LNXVt35cqV1O94mmGuxD0S/Z49e3auWV2NBGIejaDWQPdIzKMR1IprRiFAgAABAgQIECBAgAABAgQIEOg+gd/+7d8u/uIv/qLvxLdu3Vps3Lix73tfECDQ3QLWzLp7/Np59tbMrJm183rrxmNZM+vGUevOcx7d7NPuHwqYNm1asw9hfzUV+OCDD1KYIB69mStvvfVWChN4jVtOpz518Q+SeJJU/GUzV6oeUIrA2bp161L/w6F/+Ca+/+abb1JAK4Jawje5q6QedRHAeuGFF9K8GvNr/xJ/GY1HYkdIK+ZXhQABAgQIECBAgAABAgQIECBAoLsE+q/P9F+/6a7eOFsCBB4UsGb2oIavBxKwZmbNbKBrQ/3DAtbMHvbwXesEmh7Q6h+K6P8PgNZ1xZ6rKhCPXY6nvJw8eTLbxXilZgQI5s6dm21XWQ+BRl7xt2LFimLx4sW1AIknZMWvw4cPF/v27XvkFY8xV8evqrzisRaD2oJORqD15z//eV9QK+bbB0sEYn/5y1/2BbUefIXxg9v5mgABAgQIECBAgAABAgQIECBAoHwC/ddn+q/flO+MnREBAk8SsGb2JCHtIWDN7OHrwJrZwx6+ywtYM8u7qG2uQNMDWv3/B0b/fwA09/TtrcoCx44dS8Gs77//PtvNBQsWpGDWmjVrsu0q6yNw9OjR9NSsmzdvZju9aNGi9Fq/Oj5dLQJp8+bNSz5Hjhx5xCfeN37ixInks3DhwkfaVdRDIAKuv/d7v1fEfBuB2Jh/HywRkP3FL35RxHwbgdiYfxUCBAgQIECAAAECBAgQIECAAIFyC/Rfn+m/flPus3d2BAg8KGDN7EENXz9OwJrZwDrWzAa20fKTgDWznyx81XwBAa3mm9rjMAVu3LhRbNmypfjoo4+yexo/fnwKCLzxxhvZdpX1ETh79mwKHl28eDHb6ZkzZ6bg0dSpU7PtdamMYNrq1av7glrh9mCJYNsPP/xQHD9+PHmFm1JPgQhgxa+YfyOodf369YcgIsAVv2L+7enpKcaNG/dQu28IECBAgAABAgQIECBAgAABAgTKIyCgVZ6xcCYEhipgzWyocvX7nDWzxsbcmlljTrYq0nqZNTNXQrMFmh7Q6v+I3P7/AGh2B+yvWgIff/xxCgVcu3Yt27HXX389hbMmTJiQbVdZD4G4Pvbv35+e/JTr8cSJE1PQyGsvH9aJoNr69evT60LD7+rVqw9tEEG3HTt2pCDX8uXLC/fZQzy1+iYCWC+88EKaj2Ne7l8iwPXVV1+lkNZrr73Wv9n3BAgQIECAAAECBAgQIECAAAECJRDovz7Tf/2mBKfoFAgQeIyANbPH4GjqE7Bm1kcxqC+smQ2Kq9YbWzOr9fA3vfMj7vWWZu71r//1v1788pe/7Nvln/zJn6TXJvVV+IJARmD37t0pCJB7BVtsHk//iddqxavqlPoKxHQVwaIDBw5kEUaMGJGCWcuWLcu2q3xYIBzDc6A/BsJxeW9QK1yV+grEvPxu79O0Yp7OlZiXY36OeVohQIAAAQIECBAgQIAAAQIECBAoj8AvfvGL4vd///f7TujnP/958X//7//t+94XBAiUU8CaWTnHpWxnZc2suSNizay5nlXdmzWzqo5s+/rV9IDWO++8U7z//vt9Pfjf//t/F3/jb/yNvu99QeBBgfgfO7Hw/8033zxY3ff17Nmz08L/c88911fni3oKxOv3IkzU/5Vr9zUWLFiQwkReuXZfpLHf4/HI4Rrvr8+VeKVohLTmz5+fa1ZXI4GYp2O+Huh/WsY8HUGtmLcVAgQIECBAgAABAgQIECBAgACBzgv8n//zf4q/+Tf/Zt+JvP3228V7773X970vCBAol4A1s3KNR5nPxppZa0bHmllrXKu4V2tmVRzV9vSp6QGteAXdJ5980nf227ZtKyK0pRB4UODOnTtpoX+gfwyOGjUqLfS7dh5Uq+fX58+fTwGi+D1Xpk+fngJE8bsydIEnOc+YMaOIJ2pxHrpxVT4Z83YEtWIez5WYtyOoFfO4QoAAAQIECBAgQIAAAQIECBAg0DmB+DnOxo0b+07gtddeK+KVaQoBAuUSsGZWrvEo89k8aS3HmllzRu9JztbMmuNchb1YM6vCKLa3D00PaL344ovF9u3b+3oRf9mPv/QrBO4LfPHFF2lx/+LFi/erHvr9pZdeSov78e5fpb4CT0qpx5OyVqxY4clOTb5E4kla+3ufqBX+ueJJZTmV+tXF/B0hrZjPcyXm7whpxXyuECBAgAABAgQIECBAgAABAgQIdEYg/jN9/Kf6+2XDhg3Fl19+ef9bvxMgUAIBa2YlGIQuOAVrZp0ZJGtmnXHvtqNaM+u2Eevs+TY9oBWvONq5c2dfr+Iv+/GXfoXAvn370oJ+vMM3VyJsEwv68ZQepd4CBw8eTCGhu3fvZiHiGonX7o0YMSLbrnJ4Ak96b/nIkSOT/9KlS4d3IJ/ueoGYzyOoFfN7rsS9GvN6zO8KAQIECBAgQIAAAQIECBAgQIBAewXiP9PHf6q/X9atW1fEK3kUAgQ6L2DNrPNj0C1nYM2ssyNlzayz/t10dGtm3TRanTvXpge0nn766WL37t19Pfr222+LtWvX9n3vi/oJXLhwodiyZctDT1Z7UCEetxkL+IJ8D6rU8+uTJ0+mYNbVq1ezAHPnzk3BoIkTJ2bbVTZXIMYhnqYV45IrMQ7Le4NyMS5KvQXih30R1BroVaQxv/f09BTTpk2rN5TeEyBAgAABAgQIECBAgAABAgTaKLBr167i2Wef7Tvi6tWrix9++KHve18QINB+AWtm7Tfv1iNaMyvXyFkzK9d4lPlsrJmVeXQ6f25ND2jFYv2DT0jas2dPsXLlys731Bl0RGDbtm0pnBXp4lzZuHFjCmfFE3mU+gpcunQpBYHOnDmTRYjXpcXcMnPmzGy7ytYKnD17No3PQK8lnTVrVhqfKVOmtPZE7L3UAvHEuwhpxbyfK/HEuwhpxbyvECBAgAABAgQIECBAgAABAgQItF5g7969xapVq/oOFE87j/+QqRAg0BkBa2adce+2o1ozK/eIWTMr9/iU5eysmZVlJMp3Hk0PaC1atKg4evRoX0/jsYtLlizp+94X9RD4+uuv00L9QIGb559/PgWzItih1Ffg1q1b6QcCR44cySKMGTMmBX9iXlE6LxDjFD/AiXHLlRin5b1Buhg3pb4CMe9HUCv+HMiVmPc39z41Mf4cUAgQIECAAAECBAgQIECAAAECBFoncOjQoWLp0qV9B1i4cGEx0M9i+zbyBQECTRewZtZ00kru0JpZdw2rNbPuGq9Ona01s07Jl/e4TQ9ozZkzpzh9+nRfj0+cOOH1V30a1f/i8OHDaWE+npyWK4sXL04L8w/+r53cduqqLxDXSoR9bt++ne1sBDsj7DNq1Khsu8rOCNy5cyeNW/xwJ1dGjx6dxi3udaXeAvHnQAS14l7PlfhzIIJarpWcjjoCBAgQIECAAAECBAgQIECAwPAF4vVY8+bN69vR7Nmzi1OnTvV97wsCBForYM2stb5V2rs1s+4cTWtm3TlunThra2adUC/nMZse0Jo2bVrx4Guwzp07V0yfPr2cvXdWTRO4cuVKWoj/9NNPs/ucNGlSWoh/9dVXs+0q6yMQAc54DWo8ojVX4ocEEcyaPHlyrlldSQQuX76cgloPBnIfPLV43WGMo6fkPahSz6/jz4UIasWfE7kSfy5EUCv+nFAIECBAgAABAgQIECBAgAABAgSaJ3D+/PlixowZfTucOnVqceHChb7vfUGAQGsErJm1xrWKe7VmVo1RtWZWjXFsRy+smbVDudzHaHpAa+LEicW1a9f6eh1/CYk6pboCv/rVr9Li+82bN7Od/NnPfpYW38eOHZttV1kPgZgL4olZA/0PrQhnRKAnnsKndI9AjGeM60DhmxjPGFfhm+4Z01acafz58G5vSCv+vMiV+PMhQlrx54VCgAABAgQIECBAgAABAgQIECDQHIGrV68+9HO5CRMmFFGnECDQOgFrZq2zrdKerZlVaTR/6os1s58sfDWwgDWzgW3q0NL0gFa83ioe53e/xOvLvKLsvka1ft+1a1dacI/XWObK2rVr04L7g49Qzm2nrtoCd+/eTQGegwcPZjsa80MEeOKVhkr3CsQrDyOo9eD8/2Bvli5dmsZ55MiRD1b7umYC8edFBLXiz49ciT8vIqgVf34oBAgQIECAAAECBAgQIECAAAECwxOIn9XFms39Ej+LjTUbhQCB5gtYM2u+aRX3aM2siqP6aJ+smT1qouZRAWtmj5rUoeanv5k3qbf9F+eFs5oEazcEulDg6NGjKbQz0NPVFi5cmEI7nq7WhYPb75QjYBfhmghpxbj3LxHQO378eBrvGHeFAAECBAgQIECAAAECBAgQIECAAIHWCvRfn+m/ftPao9s7AQIECDwoYM3sQY1qf23NrNrjq3cEhiPQ9CdojRgx4qHzuXfv3kPf+6Z6Ah7XWr0xHW6Pzp07l4I6Fy5cyO5q5syZKagzderUbLvK7ha4ePFiGv+zZ89mOzJt2rQ0/jNmzMiYipNjAABAAElEQVS2q6yegMe1Vm9M9YgAAQIECBAgQIAAAQIECBDoDgFrNt0xTs6yOgLWzKozls3qiTWzZkl2536smXXnuLXyrK2ZtVK3/PsW0Cr/GHXFGca7kuO1VZ9++mn2fCdNmpReW/Xqq69m21VWQ+DatWspmDPQay8nTJiQgjlee1mN8X5SL+I62N/7RK24LnIlroPlva+3jOtCqa5A/LkQfz7EnxO5En8uxGsN488JhQABAgQIECBAgAABAgQIECBAoLkCAlrN9bQ3Ao0IWDNrRKn621gzq/4YD6aH1swGo1Xdba2ZVXdsG+2ZgFajUrZrSODw4cNpIX7Pnj3Z7RcvXpwW4letWpVtV9m9AhHEiV+5Ej8EiCDOsmXLcs3qKi4Q18WBAweKgZ6oGNdG/FKqJRB/DkQwK/5cyJX4cyCCWfHngkKAAAECBAgQIECAAAECBAgQINAaAQGt1rjaK4FGBKyZNaJUzW2smVVzXJvRK2tmzVDsvn1YM+u+MWvVGQtotUq25vv9+uuv08L8mTNnshLPP/98WpifNWtWtl1l9wg8KfE9f/78FL4ZP35893TKmTZd4Pr160X8pfP48ePZfXu6WpalKytj3o9gVvw5kCsx70cwK/4cUAgQIECAAAECBAgQIECAAAECBForIKDVWl97J9CIgDWzRpSqsY01s2qMY6t7Yc2s1cLl2b81s/KMRVnORECrLCNR0fPYtm1bsWXLlgGfnLNx48a0UD9y5MiKClS3WxcuXEiBm3h3dq5MmzYtBbNmzJiRa1ZXU4EnvWs9rpd4mlZcP0p3Cdy9ezcFs2Lez5X4YWBPT08R875CgAABAgQIECBAgAABAgQIECDQHgEBrfY4OwqBRgSsmTWi1J3bWDPrznHr9FlbM+v0CLTu+NbMWmfb7XsW0Or2EeyC84+/lERIa/v27dmznT59egppbdiwIduuslwCN2/eTMGso0ePZk9s3LhxKWCzYMGCbLtKAiFw7NixdB3duHEjC7Jw4cJ0HY0dOzbbrrJcAjG/x1Ozzp8/nz2xmN8jnCV4l+VRSYAAAQIECBAgQIAAAQIECBBomYCAVsto7ZjAkASsmQ2JrbQfsmZW2qHpqhOzZtZVw/XEk7Vm9kSiWm8goFXr4W9v5/ft25cW8A8cOJA98IoVK1JQa9myZdl2lZ0XOHjwYArVROo3V5YuXZpCNZ6IltNR118grqP9va89jOsqV+I6Wt77NK24rpRyCsR8HsGsmN9zJebzzb2vM4z5XSFAgAABAgQIECBAgAABAgQIEGi/gIBW+80dkUAjAtbMGlEq9zbWzMo9Pt12dtbMum3EHj1fa2aPmqh5VEBA61ETNS0W+OKLL9KC/sWLF7NHeumll9KC/tSpU7PtKtsvcOrUqRSkuXLlSvbgc+fOTUGaiRMnZttVEnicwNWrV9P1dfLkyexmkyZNStfXnDlzsu0q2y8Q83cEs2I+z5WYvyOYFfO5QoAAAQIECBAgQIAAAQIECBAg0DkBAa3O2TsygUYErJk1olSubayZlWs8qnY21sy6b0StmXXfmHXyjAW0Oqlf42PfuXMnLe6/9957WYVRo0alxf133nkn266yPQKXLl1KwZkzZ85kDzhlypQUnJk1a1a2XSWBwQjEdba/94lacd3lyuzZs4t4IlNcd0rnBGLejnBWzOO5EvN2hLNiHlcIECBAgAABAgQIECBAgAABAgQ6KyCg1Vl/RyfQiIA1s0aUOr+NNbPOj0GdzsCaWXeMtjWz7hinMp2lgFaZRqOG53L69Om00P/NN99kex+BjFjof+6557LtKlsjcPv27RSUOXz4cPYAo0ePTq8sW7RoUbZdJYHhCMR1F0GtuA5zZfHixSkYGNeh0j6BmKcjmBXzdq7EPB3zdczbCgECBAgQIECAAAECBAgQIECAQDkEBLTKMQ7OgkAjAtbMGlFq/zbWzNpv7og/CVgz+8miTF9ZMyvTaHTXuQhoddd4VfZsd+/enRb+jxw5ku3j6tWr08K/QFCWp6mVMQYRjrl161Z2v8IxWRaVTRZ40j94xowZk0Ja5oQmw2d2F3NCBLNins6VGIMIZsU8rRAgQIAAAQIECBAgQIAAAQIECJRLQECrXOPhbAg0ImDNrBGl9mxjzaw9zo7yeAFrZo/3aWerNbN2alfzWAJa1RzXru3VJ598UmzZsqW4du1atg+vv/56CgJMmDAh265y6AJPelRmvMZw+fLlXi83dGKfHIKARwYPAa1JH4l5OIJZH3/8cXaPMQ9HMCvmZYUAAQIECBAgQIAAAQIECBAgQKCcAgJa5RwXZ0WgEQFrZo0otWYba2atcbXX4QlYMxue33A+bc1sOHo++6CAgNaDGr4uhcCNGzdSSOujjz7Kns/48eNTKOCNN97ItqscnMDVq1fTE7NOnjyZ/eCkSZNSMGvOnDnZdpUE2iFw6tSpdJ1euXIle7i5c+em63TixInZdpWDE4j5N8JZ169fz34w5t+enp5i3Lhx2XaVBAgQIECAAAECBAgQIECAAAEC5RAQ0CrHODgLAkMVsGY2VLmhfc6a2dDcfKq9AtbM2uttzay93lU/moBW1Ue4i/t37NixFBD4/vvvs71YsGBBCmqtWbMm267y8QJ3795NgZeDBw9mNxw5cmQKvCxdujTbrpJAJwTiet3f+wrOuH5zJa7X5b1PeovrVxm8QMy3EcyK+TdXYr7d3PvUrJh/FQIECBAgQIAAAQIECBAgQIAAgfILCGiVf4ycIYFGBKyZNaI09G2smQ3dzic7J2DNrLX21sxa61vXvQto1XXku6jf3377bQoMDPSEp2effTYFBuIJOkpjAvEX+Qi5xP+8yJWFCxemkMvYsWNzzeoIdFTg5s2b6fo9evRo9jziqU4R0hIiyvJkK2N+jWBWzLe5EvNrBLNivlUIECBAgAABAgQIECBAgAABAgS6R0BAq3vGypkSaETAmlkjSoPbxprZ4LxsXS4Ba2bNHw9rZs03tcefBAS0frLwVckFPvjggxQguHXrVvZM33rrrRQgGDNmTLZdZVGcP3++2LdvX3HhwoUsx4wZM1KwZdq0adl2lQTKJBDXcQQNz507lz2t6dOnp+s5flfyAjGfRjAr5tdcifk0glkxvyoECBAgQIAAAQIECBAgQIAAAQLdJyCg1X1j5owJNCJgzawRpcdvY83s8T5au0vAmtnwx8ua2fAN7eHJAgJaTzayRYkELl++nMIEn332WfasJk+enMIEr7zySra9rpXXr19PQZbjx49nCcaPH5+CLPPnz8+2qyRQZoG4riOoFdd5rsR1vbz3iVpxnSs/CcQ8GuGsmFdzJebRCGfFvKoQIECAAAECBAgQIECAAAECBAh0p4CAVneOm7Mm0IiANbNGlB7dxprZoyZqqiNgzWxoY2nNbGhuPjV4AQGtwZv5RAkEDh06lIIFe/fuzZ7NkiVLUrBg5cqV2fY6VR44cCCFV+7du5ftdgRX4pdCoNsFIqQVv3IlfhAV1/myZctyzbWqi3kzglkxj+bKU089VfT09BQxjyoECBAgQIAAAQIECBAgQIAAAQLdLSCg1d3j5+wJNCJgzawRpV9vY82scStbdreANbPGxs+aWWNOtmqegIBW8yztqQMCX331VQoaDPSKsxdeeCEFteLVfXUrJ06cSGGVa9euZbs+b968FFiZMGFCtl0lgW4UiOs9/tIZ13+uxPUeQa24/utWYp6MYFbMm7kS82Q8MSvmTYUAAQIECBAgQIAAAQIECBAgQKAaAgJa1RhHvSDQiIA1s4GVrJkNbKOlugLWzAYeW2tmA9toaa2AgFZrfe29TQIROohfA5UIHcSvOpSLFy+mgMrZs2ez3Z02bVoKqNQxtJYFUVlJgfiLVQS14p3buTJz5sx0H0ydOjXXXLk6c2TlhlSHCBAgQIAAAQIECBAgQIAAAQINCQhoNcRkIwKVEvDz4J+G05rZTxa+qq+ANbOHx94c+bCH79orIKDVXm9Ha6FA3ZOuN2/eTIGUo0ePZpXHjh2bAikLFy7MtqskUEWBuB8iqBX3R67E/bC894lacX9UsfgfU1UcVX0iQIAAAQIECBAgQIAAAQIECDQuIKDVuJUtCVRJwJqZNbMqXc/60hwBa2bezNWcK8lehiMgoDUcPZ8tpcCPP/5YRPL14MGD2fN76qmn0tO0li5dmm3vxsp4v3iEUO7cuZM9/ehrhFBGjhyZbVdJoMoCd+/eTffHQHPCqFGj0v2xZMmSyjBEX2MejPkwV2JO2Nz7VMGYDxUCBAgQIECAAAECBAgQIECAAIHqCghoVXds9YxAIwLWzB5Vsmb2qIma+ghYM3t0rK2ZPWqipnUCAlqts7XnDgt8/vnnKaBw6dKl7Jm8/PLLKaAwZcqUbHs3VJ4+fToFTy5fvpw93Tlz5qTgyaRJk7LtKgnUSeDKlSvpfjl16lS225MnT073y+zZs7Pt3VAZ810Es2L+y5WY7yKYFfOfQoAAAQIECBAgQIAAAQIECBAgUH0BAa3qj7EeEmhEwJpZUVgza+RKsU1dBKyZFYU1s7pc7eXqp4BWucbD2TRZ4Pbt2yms8P7772f3PHr06BRWePvtt7PtZa2MQNb+3idmRUArV6oQNMn1Sx2BZgg8KdgYAa3lvU+ci/uom0rMcxHOinkvV2Kei3BWzHsKAQIECBAgQIAAAQIECBAgQIBAPQQEtOoxznpJoBEBa2bd+5+zGxlf2xAYioA1M2tmQ7lufGboAgJaQ7fzyS4SiCfmRHBh586d2bOeO3duCi48++yz2fayVMYrDCOYFa80zJUIXkSwZPHixblmdQQIPCBw+PDhdD8NFGiKVx7G/RSvQCxz+fbbb9P8dvLkyexpxrzW09OT/ndQdgOVBAgQIECAAAECBAgQIECAAAEClRUQ0Krs0OoYgSELWDMbMp0PEqisgDWzyg6tjpVMQECrZAPidFor8P3336cgw7Fjx7IHWrNmTQpqLViwINveycojR46kMMmtW7eyp7Fo0aIUJhkzZky2XSUBAo8KxP0Uoce4v3Il7qcIacX9VbYS81gET2Ney5WYx+KJWTGvKQQIECBAgAABAgQIECBAgAABAvUUENCq57jrNYFGBKyZNaJkGwL1EbBmVp+x1tPOCQhodc7ekTso8NFHH6Vgw/Xr17Nn8cYbb6Rgw/jx47Pt7aw8e/ZsCpBcvHgxe9hZs2alAEm8J1chQGBoApcuXUr32ZkzZ7I7mDp1arrPZs6cmW1vZ2XMWxHMinksV2LeimBWzGMKAQIECBAgQIAAAQIECBAgQIBAvQUEtOo9/npPoBEBa2aNKNmGQH0ErJnVZ6z1tP0CAlrtN3fEkghcu3YthRw+/vjj7BlNmDAhhRxef/31bHurK69evZoCIwO9tmzixIkpMBKvZ1QIEGiOQNxv+3ufqBX3X67E/ba894lacf91osR8FeGsmL9yJearCGfF/KUQIECAAAECBAgQIECAAAECBAgQENByDRAg0IiANbNGlGxDoF4C1szqNd562x4BAa32ODtKiQWOHj2aAg8//PBD9iwXLlyYAg9PP/10tr3Zlffu3UsBkQMHDmR3Hf+gjoDIsmXLsu0qCRAYvkDcfxHUivsxV+L+i/uw/w+4cts2oy7mpwhmxXyVKzE/RTAr5iuFAAECBAgQIECAAAECBAgQIECAwH2B/j+/GujnXfe39zsBAvUWsGZW7/HXewI5AWtmORV1BIYmIKA1NDefqqDAzp07UwDi1KlT2d6tW7cuBSDmzJmTbW9G5fHjx1MoZKBXLy5YsCCFQsaNG9eMw9kHAQKPEbhx40a6H48dO5bdKl4lGCGt+fPnZ9ubURnzUQSzYn7KlZiPIpgV85NCgAABAgQIECBAgAABAgQIECBAoL+AgFZ/Ed8TINCIgDWzRpRsQ6A+AtbM6jPWetpaAQGt1vraexcKvP/++8WWLVuKO3fuZM/+nXfeSYGIUaNGZduHUnn+/PkUBInfc2X69OkpCBK/KwQItFegE/dnzD8RzHrvvfeynY35J4JZMR8pBAgQIECAAAECBAgQIECAAAECBAYSENAaSEY9AQKNCFgza0TJNgTqI2DNrD5jraetERDQao2rvXa5wKVLl1JI64svvsj2ZOrUqSkc8dJLL2XbG60sQ9q40XO1HYG6C7TrCXcx70Q46+LFi1nymHcinBXzkEKAAAECBAgQIECAAAECBAgQIEDgcQICWo/T0UaAQCMC1swaUbINgXoJWDOr13jrbfMEBLSaZ2lPFRSId+pGUGLfvn3Z3i1btiwFJVasWJFtf1xl2d7X+7hz1UaAwK8F7t27l552F/dvrsQPvJb3vvYw5obBlphnYr4ZaN8xz0Qwayj7Huy52J4AAQIECBAgQIAAAQIECBAgQKAaAgJa1RhHvSBQBgFrZmUYBedAoDwC1szKMxbOpHsEBLS6Z6ycaQcFtm/fnoITA72CcMOGDSk40cgrCE+ePJkCHlevXs32aN68eSngMWHChGy7SgIEOi9w7dq1dB+fOHEiezITJ05M9/HcuXOz7Q9WxrwSwayYZ3Il5pUIZsU8oxAgQIAAAQIECBAgQIAAAQIECBAYjICA1mC0bEuAQCMC1swaUbINgfoIWDOrz1jr6fAFBLSGb2gPNRGIFHCEKLZu3ZrtcfxDN0IUmzZtyrbH68r2799fnD17Ntserytb3vvknZkzZ2bbVRIgUD6BuJ/jvh7odYSzZs1K9/WUKVOyJx/zScwrMb/kSswnMa/0/0Fablt1BAgQIECAAAECBAgQIECAAAECBPoL9P+50kA/h+r/Od8TIEDgcQLWzB6no41APQWsmdVz3PV6cAICWoPzsjWBFLCKQMWOHTuyGhGwikDF+vXrU/utW7dSgOPIkSPZ7ceMGZMCHIsWLcq2qyRAoPwCcX9HUCvu91yJ+zsCmHG/R4n5I+aRgQKbMX/EPCKwmdNUR4AAAQIECBAgQIAAAQIECBAg0KiAgFajUrYjQGAoAvEzbmtmQ5HzGQLVFbBmVt2x1bPhCwhoDd/QHmoqsHfv3vSXzkOHDmUFVq5cWaxZs6a4efNmcfv27ew2S5YsSaGNUaNGZdtVEiDQPQJ37txJIa2B5oTRo0cX48aNK7777rsi5o9ciTkhglkxfygECBAgQIAAAQIECBAgQIAAAQIEhisgoDVcQZ8nQKARAWtmjSjZhkB9BKyZ1Wes9XRwAgJag/OyNYFHBD777LNiy5YtxZUrV/ra4usLFy6kcFaEtDZs2FBMmDChr3327NkpmDV58uS+Ol8QIFANgcuXL6eg1unTp/s6dP369WL79u0pnDV27Nhi2rRpxaRJk/ra4+sIZr366qt9db4gQIAAAQIECBAgQIAAAQIECBAgMFwBAa3hCvo8AQKDEbBmNhgt2xKovoA1s+qPsR4OTkBAa3BetiaQFYinZMUjXH/5y1+mYMaZM2eK6dOnF1OnTk3bx5NzIqT1xhtvpGBWBLQUAgSqLRABrf29rz386KOPUjjr/pP0Ll68WJw/f76YNWtWmg9+/vOfp3BWBLcUAgQIECBAgAABAgQIECBAgAABAs0UENBqpqZ9ESDQiIA1s0aUbEOgXgLWzOo13no7sMDogZu0ECAwVIG7d+8W8d7tSAVHUCuelPXjjz8W8SrDeFKOgNZQZX2OQPcInDp1qvj000/TvR9zwtWrV1MwK/5xqhAgQIAAAQIECBAgQIAAAQIECBAgQIAAgToIWDOrwyjrI4HHC1gze7yP1voIeIJWfcZaT1skEAGMeHrWg684vJ8CjoDWokWLihUrVhTxFK375ZlnnklPzJk/f/79Kr8TIFARgePHj6c54bvvvuvrUTw9a9++fcWRI0dSYHP58uUPBTUjuNnT01O88sorfZ/xBQECBAgQIECAAAECBAgQIECAAIHhCniC1nAFfZ4AgcEIWDMbjJZtCVRfwJpZ9cdYDwcnIKA1OC9bE+gT2Lt3bwphHDp0qK/uwS9WrlxZTJkypdi1a1dx48aNB5v6vn7zzTdTUGvcuHF9db6onkC8zi5KPE1Nqa5A3OcR1vzwww+znYz7fO3atcWlS5eKmD9yZcmSJWlOiPlDIUCAAAECBAgQIECAAAECBAgQIDBcAQGt4Qr6PAECjQhYM2tEyTYhYM2sHteBNbN6jLNeDl5AQGvwZj5Rc4F4dWGEMHbs2JGVmDlzZgpYrF+/PrXHa81i+08++SS7/cSJE9P2r732WrZdZfcKxFPV4i+at27dSp0YM2ZMCmnF05KUagnE/R33edzvuRL39+bNm4u436PE/BHbx3ySKzF/xPYxnygECBAgQIAAAQIECBAgQIAAAQIEhiogoDVUOZ8jQKARAWtmjSjZJgSsmdXnOrBmVp+x1tPBCwhoDd7MJ2oqcO/evRSo2Lp1a1Yg/qEbgYpNmzZl2+PVZhHI2L17d7Z98eLF6fOrVq3KtqvsHoFIhUcw69q1a9mTnjBhQgpqeXJalqerKvfs2ZPu68OHD2fPO+7nmBfi/s6VmE9iXoj5JVdiPonP9/9BWm5bdQQIECBAgAABAgQIECBAgAABAgT6C/T/udJAP4fq/znfEyBA4HEC1swep6PtQQFrZg9qVPtra2bVHl+9a46AgFZzHO2l4gLbt29PIYr7j93s390NGzakEEUjr7D7+uuv077OnDnTfzfp++effz7ta9asWdl2leUVuHPnTgpmxSvsGinxCsy4ZkaNGtXI5rYpkUDcvxGsivs5V+L+jWBV3M9PKjGvxL5insmVuEZiXzHPKAQIECBAgAABAgQIECBAgAABAgQGIyCgNRgt2xIg0IiANbNGlGxjzaw+14A1s/qMtZ4OX0BAa/iG9lBhgQMHDqTgxL59+7K9XLZsWQpOrFixItv+uMpt27alfd+9eze72caNG9O+R44cmW1XWS6BixcvpnDWQOM50NnG+EYAZ+rUqQNtor5EAjG+EaaK+zdXYjw394ap4v4dbIl5JvYd806uxDwT+455RyFAgAABAgQIECBAgAABAgQIECDQiICAViNKtiFAoBEBa2aNKNkmBKyZ1eM6sGZWj3HWy+YKCGg119PeKiIQf3GIoMQXX3yR7VGEaSIo8dJLL2XbG628cOFCOs6XX36Z/ci0adPScV588cVsu8rOC1y9ejUFs27evJk9mUmTJqUAVjTGk5LiHdu5Mnbs2LTdxIkTc83qSiAQ92nMC3Hf5krcpzEvxH07nBLzThwn5qFciXmnp6eniCewKQQIECBAgAABAgQIECBAgAABAgQeJyCg9TgdbQQINCJgzawRJduEgDWz+lwH1szqM9Z62lwBAa3metpbBQTee++9FI6IR2/myjvvvJNCGM18Ld3+/fvTMeP3XFm+fHk6ZvyulEMgAlkRuIq/bObKuHHjUuBqwoQJDzVfu3YtfS7euZ0rEdCKJ2pFYEsph0An7s+Yf97tDWnFfJQrMf9ESOvtt9/ONasjQIAAAQIECBAgQIAAAQIECBAgkAQEtFwIBAgMR8Ca2XD06vNZa2b1GWtrZvUZaz1tjYCAVmtc7bULBXbu3JkCEadOncqe/bp161JIas6cOdn2ZlS2K23cjHOt6z7icZ0RzBro6UaNvrIwPh/7GeiViPGUtghqecVl5660MjzhLuajCGrF/JQrMR9t7n1qV8xPCgECBAgQIECAAAECBAgQIECAAIH+AgJa/UV8T4BAIwLWzBpRso01s/pcA9bM6jPWetpaAQGt1vraexcIHD16NAUgfvjhh+zZLly4MAUgnn766Wx7sytb+b7eZp9r3fZ36dKlFKoa6Olqgw1VPekvrvGUpAhpeZVd+6+0bdu2pXlhoADdxo0b07zQrgBdzE/v9ga1Yr7KlZifIqgV85VCgAABAgQIECBAgAABAgQIECBA4L6AgNZ9Cb8TINCIgDWzRpRsEwLWzOpzHVgzq89Y62nrBQS0Wm/sCCUViFfNReDh448/zp5hvJouAg+vv/56tr3VladPn07n980332QPNXv27HR+zz33XLZdZfMEWv1awqE++rV5PbSn+wJxv8W8EPdfrsT9FvNC3H+dKDFfxfnFNZkrMV/F+fV/tWZuW3UECBAgQIAAAQIECBAgQIAAAQLVFxDQqv4Y6yGBZghYM2uGYj32Yc2sHuMcvbRmVp+x1tP2CQhotc/akUok8NFHH6WQw/Xr17Nn9cYbb6SQw/jx47Pt7azcvXt3OtcjR45kD7t69ep0rosWLcq2qxy6wK1bt9ITs65cuZLdyZgxY4oZM2YUEydOzLYPtvLq1avFuXPnijhurkyaNCk9USuOqzRXIO6vCD7F/ZYrcX9F8Cnut06XmLfiXGMey5WYt+JcYx5TCBAgQIAAAQIECBAgQIAAAQIE6i0goFXv8dd7Ao0IWDNrRMk21szqcw1YM6vPWOtp+wUEtNpv7ogdFPj+++9TsOHYsWPZs1izZk0KNixYsCDb3snKTz75JJ17hHhy5bXXXkvn3qywUO4Ydao7f/58Cmfl+hw/1IhXD06bNi3XPOy6eI9zHP/evXvZfcWx45cyfIG4nyLsFPdXrsT9FGGnuL/KVmIei3OPeS1XYh6Lc495TSFAgAABAgQIECBAgAABAgQIEKingIBWPcddrwk0ImDNrBEl24SANbN6XAfWzOoxznrZWQEBrc76O3qbBE6dOlVs2bKl+Pbbb7NHnDt3bgoyPPvss9n2slTeuHEjBTI+/PDD7CmNGzcu9ePNN9/Mtqt8ssDly5fTXzRv376d3XjKlCkpHDVq1Khse7Mq79y5k84j3uGdK6NHj07nMXny5FyzugYE4j6KgFPcV7kS91EEnOK+KnOJeS36cfLkyexprlu3LvVjzpw52XaVBAgQIECAAAECBAgQIECAAAEC1RUQ0Kru2OoZgaEKWDMbqlz9PmfNrD5jbs2sPmOtp50VENDqrL+jt1ggQjYRXHj//fezR4qQSwQw3n777Wx7WSuPHz+e+vXdd99lT3H+/PmpX88880y2XeWjAvHauPgfAAO99nLChAkpENXusE6Eh+K84p3euRKvs4unaZXhdZy58ytjXdw3MS/EfZQrcd/EvBD3UTeVmOeiXwOFC2Oei37FvKcQIECAAAECBAgQIECAAAECBAjUQ0BAqx7jrJcEGhGwZmbNrJHrJLaxZtaoVPdvZ83Mmln3X8Xd1QMBre4aL2c7CIHPP/88hRUGegLRyy+/nMIK8USkbi27du1KfTxx4kS2C2vXrk19nDdvXrZdZZHCLBGAiv8FkCtleVLVk/6XQjxJK4Jawje5Ufx1XdwnEWCK+yZX4j6JAFPcN91aYr6LPsb8lysx30UfY/5TCBAgQIAAAQIECBAgQIAAAQIEqi8goFX9MdZDAo0IWDMr0s/+4+fj1swGvmIixGfNbGCfKrVYMysKa2ZVuqK7py8CWt0zVs60QYEff/wxBRQOHjyY/cRTTz2VAgpLly7Ntndj5a9+9av0Csdbt25lT/+tt95KfR4zZky2va6VFy5cSH/RvHfvXpYgAk/xq0wl/mIcv3IlftgS5ztt2rRcc23r4r6I0NIHH3yQNYj7YnPvP8riPqlKifkv+hzzYa7E/Bd9jvlQIUCAAAECBAgQIECAAAECBAgQqK6AgFZ1x1bPCDQiYM3sUSVrZo+aRI01s7xL1WqtmT06otbMHjVR0zoBAa3W2dpzmwXOnTuXAglfffVV9sgzZsxIgYQXXngh297tlfGEpQhkfPbZZ9muxBOWIpDxyiuvZNvrVHnlypUUchoo0Fb2p1E96X8wROAoglqTJk2q07Bm+xr3Q9wXAz0hLe6HuC9izKtYYj6M/sf8mCsxH0b/Y35UCBAgQIAAAQIECBAgQIAAAQIEqicgoFW9MdUjAo0IWDOzZtbIdRLbWDNrVKr7t7NmZs2s+6/i7u+BgFb3j6Ee9ApEACF+DVQigBC/6lAOHTqULPbu3Zvt7pIlS5LFypUrs+1Vrrxx40YKZl27di3bzXHjxqVg04QJE7LtZauMfsTTtKJfuRL9iKBW9KtuJa7/mBPifsiVuP5jToj7oQ4lLOLXQCUs4pdCgAABAgQIECBAgAABAgQIECBQLQEBrWqNp94QaETAz4N/UrJm9pNF/6+smfUXqe731sweHltz5MMevmuvgIBWe70drckCng4zMOiOHTtSIOPs2bPZjdavX58CGTNnzsy2V6ny7t27Kch08eLFbLdGjRqVgkzxruFuLJcuXUr9u3PnTvb0p06dmvo3cuTIbHuVKuN6j79YxfWfK3G9RxAprv+6lbr/j6m6jbf+EiBAgAABAgQIECBAgAABAgRCQEDLdUCgPgLWzAYea2tmP9lYM7Nmdv9qsGb2blHXN3Pdvwb83n4BAa32mztiEwQi8b5ly5Yi3p2dK3V+SlR/j61bt6bAyr179/o3pe83bdqUAiv9/6Ge3bgLKyOUFU+Zir9w5sq0adNSeKnb+x/jG/2Md4TnSoSz4mlaEdaqYon+RzArrvdcifGNYFZc73Uv/qdE3a8A/SdAgAABAgQIECBAgAABAgTqJND/554D/Zy4Tib6SqBqAtbMGh9Ra2bWzOJqsWZmzez+rGHN7L6E39slIKDVLmnHaYrA5cveGT0UyAjuRHhl+/bt2Y9HcCfCKxs2bMi2d2Pl1atXU2Dp5s2b2dOfNGlSCiyNGTMm296tlbdu3Ur9jneG58rYsWNTvydOnJhr7sq6uK7j+o7rPFfiuo7rO65z5SeBur9r/CcJXxEgQIAAAQIECBAgQIAAAQIEqisgoFXdsdUzAtbMhnYNWDN71M2amTWzR6+KetVYM6vXeHeytwJandR37EEJfPDBBymEEQGUXHnrrbdSCKNqgZtcX4dat2/fvmR44MCB7C5WrFiRDJctW5Zt74bKCGTFX64joJUrVQwo5fr5pIBaBLQisBQe3VoOHjyYrueBnqS3dOnSoqfn/7N3JnB3TPf/P8i+LxJJhAiSkIUQBCGh1vorVbr8LK1WUZRWbaVqrdJWqaXVxVKUVtEVRVtB7BGiiSWyWLIhIpHIYv/P+8S55s5z7n3uMvfembmf7+t1n+feWc6c8z5nzsyc72e+Z1dDu5b5CdCf3h+I2+hffUZ/iriN/lUmAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiKQPgISaKWvzpRjESiFgHxmpVAqvo18Zsb6iPAVZemlfl+ty2dmjHxmvpaRv0w+s3we+lUbAhJo1YarUo2RwHPPPWcFBG+88YY31eHDh1sBQd++fb3rtbAlgSlTplimy5cvb7kyWDJmzBjLtGvXrt71SVzY7FP8FaqTLE7xSLtFVEQ79hntFlER7VhWGgH6V5jS3/qM/hWm9LcyERABERABERABERABERABERABERABERCB9BCQQCs9daWcikApBOQzK4VSedvIZ1YerzRvLZ9ZmmuvfnmXz6x+rJvxSBJoNWOtp6TMCxcutIKBGTNmeHPcv39/KxgYNmyYd70WFifwwQcfWL4PPfSQd8M2bdpYvjvttJN3fZIWItghataHH37ozVa3bt1stCjmlG5G++ijjywfbjx9ts4661g+aRDk0V4REtF+fUZ73SUQEtF+ZeUToL+FL/2vz+hv4Uv/KxMBERABERABERABERABERABERABERABEUg+AQm0kl9HyqEIlEJAPrNSKFW+jXxmlbNL257ymaWtxhqXX/nMGsc+y0eWQCvLtZvSsr377rtm4sSJ5rHHHvOWoEOHDlYgsP3223vXa2F5BBYtWmQFGc8++6x3xz59+ljeI0aM8K5v5MJVq1ZZ4RFtxmcdO3a0wqP27dv7VjfdMjghZIObz+BEKFu4Jc1onwiHaK8+o30iHKK9yqonQP8L79WrV3sTo/9l+kidW148WigCIiACIiACIiACIiACIiACIiACIiACiSEggVZiqkIZEYGKCMhnVhG2ineSz6xidKnbUT6z1FVZwzIsn1nD0GfywBJoZbJa01uoxx9/3IoCCglIxo4da0UYSRSQpJf6mpy/+OKLlv2CBQu8RRk6dKhlP2DAAO/6ei7kTQaERu+88473sG3btrVCo86dO3vXN/vCFStWWH7MpeyzLl26WH5JiEJFe7w/EArRPn1Ge0SYRfuUxUuAfhj29Ms+ox9GpLXddtv5VmuZCIiACIiACIiACIiACIiACIiACIiACIhAAghIoJWASlAWRKBCAvKZVQguht3kM4sBYkqSkM8sJRXV4GzKZ9bgCsjQ4SXQylBlprkoM2fOtEKA+fPne4sxZMgQK8JYf/31veu1MD4CSb/hR5jFx2cMNhABqnv37r7VWhYh8Pbbb1uWH3/8cWTNmp+w5NMIK+VGB2EWok1ZbQnQLyPUop/2Gf0ydUE/LRMBERABERABERABERABERABERABERABEUgWAQm0klUfyo0IlEJAPrNSKNVnG/nM6sM5CUeRzywJtZD8PMhnlvw6SnoOJdBKeg1lPH9vvvmmdfxPnz7dW9J1113XOv5HjhzpXa+FtSHAtGYIMpI0zSTRshBmET3LZ127drVionXWWce3WssKEPjwww8t1+XLl3u3IIoWIi2iatXLeOBhmtNi0+shCGK6U1n9CNBP0y/Qb/uMfpp6od+WiYAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIJIOABFrJqAflQgRKISCfWSmU6r+NfGb1Z96oI8pn1ijy6TuufGbpq7Ok5FgCraTURJPlgwscjv5JkyZ5S47IBkf/zjvv7F2vhfUhwPRyDzzwgJkxY4b3gPWYXo4bX4RZhcQ6iHQQEEms462ikhe2xpnp7IhMVkvOaQoZXDLYDG5Iv03/TT/uM/pt+m+JJX10tEwEREAEREAEREAEREAEREAEREAEREAE6ktAAq368tbRRKASAvKZVUKt/vvIZ1Z/5o06onxmjSKfvuPKZ5a+Omt0jiXQanQNNOHxn3rqKevcX7Zsmbf0W2+9tXXud+vWzbteC+tP4Nlnn7V1tmjRIu/BR4wYYeusT58+3vWVLEyiSr2ScqRtn0ZEKqNdIfihnfmMdoXgh3YmSwYB+m/qjP7cZ/Tf1Bn9uUwEREAEREAEREAEREAEREAEREAEREAERKBxBCTQahx7HVkESiEgn1kplJK1jXxmyaqPWuZGPrNa0s1O2vKZZacu61ESCbTqQVnHsAReeukl69B/5ZVXvEQGDx5sHfqDBg3yrtfCxhN46KGHbB0WmmZwp512snXItHjVWJLnea6mXGnal6hlfHzGoA5Ry4ioVY3RjhD50K58RjtC5EO7kiWTAP05dUj/7jP6c+qQ/l0mAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiJQfwISaNWfuY4oAqUQkM+sFErJ3kY+s2TXT5y5k88sTprZTUs+s+zWbZwlk0ArTppKy0sAsc3EiRPN1KlTvesReuDAHz16tHe9FiaLwPLly60gY8qUKd6Mde3a1dbnmDFjvOuLLVyxYoUVBb3//vvezTp37myFQW3btvWu18J4CVAP3HRSLz6jHjh/qZdyjfaDsIf25DPaD/0C7UmWfAL079RnIVEf/fuuu+5atagv+SSUQxEQAREQAREQAREQAREQAREQAREQARFIFgEJtJJVH8qNCMhnlq02IJ9ZtuqzWGnkMytGR+vCBOQzC9PQ9ygBCbSiRPQ7VgIPPvigFWd9/PHH3nTHjx9vRRhrr722d70WJpfAq6++agUZc+bM8WZyww03tHW78cYbe9eHF7733ntW2LFy5crw4tz39u3bWyFQx44dc8v0pX4EVq1aZevn3Xff9R60U6dOtn7atWvnXR9eSHtByEP78RntZZdAmEX7kaWLwEcffWTrln7fZwwGItKi35eJgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAjUh4AEWvXhrKOIQCkE5DMrhVI6t5HPLJ31Vkmu5TOrhFrz7SOfWfPVeakllkCrVFLariwC06ZNs476xYsXe/cbNWqUFWH07t3bu14L00PgmWeesXW9ZMkSb6a33HJLW9c9e/ZssZ6LExF3mJvXZ+uss44V/iiKko9O/ZfxJgj19eGHH3oP3q1bN1tfPsEl+xFJj/biM9oHwizaiyzdBOj37w9EeFwHfEa/T11zHZCJgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAjUloAEWrXlq9RFoBQC8pmVQikb28hnlo16LKUU8pmVQknbyGemNhAlIIFWlIh+V0Vg3rx51jE/a9YsbzoDBw60jvlNN93Uu14L00sAQQYfnzEIMGHCBFv3bj2iLEQ7iLR81r17dyv2iQ4g+LbVsvoRIBoe9UYYZp8hzmLaQ8Razh544AHbNgpF0kOsw0eWLQJcB+gTuC74jOsA9c51QSYCIiACIiACIiACIiACIiACIiACIiACIlAbAtHx1UJjdLU5ulIVgeYmIJ9Z89Y/Y+N8fCafmY9KOpfJZ5bOemtEruUzawT1ZB5TAq1k1kvqcrVixQp7ozF58mRv3jt37mwd8dtuu613vRZmg8Bbb71l28H//vc/b4F69epltt9+e7PBBhuYOKbL8x5EC+tCoJRpKefOnWsee+wxQ7vw2RZbbGH7BdqFLLsEuC7wIMp1wmdcFxBqcZ2QiYAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIxEtAAq14eSo1ESiFgHxmpVDK/jbymWW/jl0J5TNzJPS/NQLymbVGKPvrJdDKfh3XvISPPPKIdb5z8fHZjjvuaJ3v7dq1863WsgwSmD17tm0TCHScMS0eoizayaBBg8zYsWPNgAED3GpD+yDyUqdOnXLL9CX5BFauXGkjaoXP/4ULF1ph1iuvvGLrtX379obpKp0h0EOQs8kmm7hF+p9xArSP+wORFtcLn3H+0ya4XshEQAREQAREQAREQAREQAREQAREQAREQATiIyCBVnwslZIIlEJAPrNSKDXXNvKZNU99y2fWPHVdTUnlM6uGXvr3lUAr/XXYsBI8//zz1uH++uuve/Ow+eabW4f7euut512vhdkn8OSTT5qJEyfaKc6YEg+hTocOHYwbFCCCEoIMhFrhKfGyTyZ7JWTKygULFlgBjougRmjX1atXW2EeU1Yyld2uu+5qttlmm+wBUIlKIsD1AqEW1w+fcb1AqMX1QyYCIiACIiACIiACIiACIiACIiACIiACIlA9ATcW61LSFIeOhP6LQLwE5DOLl2cWU5PPLIu16i+TfGZ+LlqaT0A+s3wezfKrTZwFJUJO2MIRU8LL9V0ERKA5CCC8IlIWgwAItFwELURaiLVmzJhhRT2IdsaNG9ccUDJaymnTplkx3vLly20JqWvEWW7Ah6hZ2223XV7UtIyiULFEQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREII+AfGZ5ODL9Qz6zTFevCicCVRGINYIWYfs6d+6cy1DHjh0Ny2TZJqBwrdmu30pKt2TJEvPyyy9bUZbbn2VTp041THtH39CzZ087/Z1b37dvXxs5Z/jw4W6R/qeAwHPPPWcjIr3xxhu53BKak/petWqVnc5y9OjRtr7dBkTT2mijjfKWuXX6n00CCteazXpVqURABERABERABERABERABERABERABJJPQBG0kl9HymG2CMhnlq36jKM08pnFQTEdachnlo56anQu5TNrdA009vixCrSWLl2a53BnyjKi5siyT2DFihVWpDF58mRvYRHuMW3Vtttu612vhdkggCAHYVahaS8RZn3wwQdm+vTpZuHChd5CDxs2zE6D169fP+96LUwGgddee82e8y+88II3Q/379zcjR440bdq0sUIt30ZMZ4dQi3Yhyy4Brgv3B9Macp3wGdcFrg9hgbdvOy0TAREQAREQAREQAREQAREQAREQAREQAREon4AEWuUz0x4iUC0B+cyqJZiN/eUzy0Y9llIK+cxKoaRtICCfmdpBrAItIqjgcHe27rrrmkWLFrmf+t8EBObNm2cd8bNmzfKWduDAgdYRv+mmm3rXa2F6CSDM4uMzBgEQ4gwaNCi3+tFHH7VthanwfLbDDjvYtsJUiLLkEKC+ENtQfz6jvhDbUH/OaBdETnPTHbrl7j9tg48sWwS4DtBWuC74jOsAbYXrgkwEREAEREAEREAEREAEREAEREAEREAERKA2BCTQqg1XpSoCpRCQz6wUStncBr8IH5/JZ+ajks5l8pmls94akWv5zBpBPZnHjFWgNXfuXLPhhhvmSspcuvPnz8/91pfmIcDcujjmFy9e7C30qFGjrGO+d+/e3vVamB4CRMviJpM3AXxGJCzENx06dGixmilQaSdPPPFEi3Us6NSpk20n2223nXe9FtaXAPVEfRWaupZ6QnBDvUVt9erVtp3wFoHPiKJFOwmLfH3baVnyCdDv0064DviMfp92wnVAJgIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiUFsCEmjVlq9SF4FSCMhnVgqlbGwjn1k26rGUUshnVgolbSOfmdpAlECsAq3Zs2ebcGQkouUg3JA1L4EHH3zQTJw4sWDknPHjx1tH/dprr928kFJacqYv5fxm7myfde/e3Qpuevbs6VudtwwhJ4KOmTNn5i13P9Zff33bToYMGeIW6X8dCVAv1E8hwS31sksguKGeWjPfXOvhfWgvCLVoP7J0Efjoo49sO6Hf9xmDgbvuuquh35eJgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAjUh4AEWvXhrKOIQCkE5DMrhVI6t5HPLJ31Vkmu5TOrhFrz7SOfWfPVeakljlWg9fzzz5vhw4fnjo3T/sUXX8z91pfmJMBNCSKtqVOnegH06NHDijtGjx7tXa+FySLw3nvvWWHWggULvBljijsENv379/euL7Zw+vTpVuDx5ptvejcbOXKkbStMnyqrPQHqAWEW9eIz6gFhFvVSri1cuNC2o0JTXBKBkXbUrl27cpPW9g0gQP9OW1m6dKn36PTviLMkvPPi0UIREAEREAEREAEREAEREAEREAEREAERqBkBCbRqhlYJi0BFBOQzqwhbYneSzyyxVRN7xuQzix1pZhOUzyyzVRtLwWIVaNHYttpqq1zGRowYUdCxn9tIX5qGwEsvvWQd+K+88oq3zIMHD7ZiDyKvyZJJ4NVXX7WiGlS/PmOKU0Q11UZEmzRpkm0rH374oe8wZuedd7ZtZZ111vGu18LqCMAdsQ314DO4I8yiHqox2tHLQRQ22pXPaEe0p/DUub7ttKxxBOjPaSv07z6jP6et0L/LREAEREAEREAEREAEREAEREAEREAEREAE6k9AAq36M9cRRaAUAvKZlUIp2dvIZ5bs+okrd/KZxUUy++nIZ5b9Oo6jhLEKtJhrdezYsbl8ETHj6aefzv3WFxGAwFNPPWUd+suWLfMC2Xrrra1Dv1u3bt71Wlh/AosWLbJCmhUrVngP3rdvXyuk6dSpk3d9JQtpHwg/aC8+o30g/KC9yOIjQJ9NxLt6np8rV6607euNN97wFqRz5862ffXp08e7XgvrT0DnZ/2Z64giIAIiIAIiIAIiIAIiIAIiIAIiIAIiUAmBqEALR3O1L9hWkg/tIwIi4Ccgn5mfS5KXymeW5NqJN2/ymcXLM6upyWeW1ZqtTbliFWgRbWX8+PG5nG633Xbm8ccfz/3WFxFwBOqlNnbH0//KCCxfvtwKZxYvXuxNoGvXrlY407t3b+/6OBYSYemBBx4oGKGHCEsItfgvq5wAnBHE8d9n9eBMO+P4tDufMaUiEZlod7LGEVCEu8ax15FFQAREQAREQAREQAREQAREQAREQAREoFwCHTt2NKtXr87txku4cb5om0tYX0RABComIJ9ZxejquqN8ZnXF3dCD4auSz6yhVZCag8tnlpqqSkxGYxVo3XPPPWbvvffOFW6nnXYqOEVWbiN9aWoCtZyvt6nBVln4Dz74wApl5s2b502pTZs2dsqy9ddf37u+FgtRqXMzxPzsPmN6VYRa3bt3963WsgIE4AnXQtEO4QnX8PS1BZKKbTHtjptf2qHPBg4caAV5tENZ/QhMnz7dthX6bZ+NHDnSthWEdDIREAEREAEREAEREAEREAEREAEREAEREIFkEOjZs6dZunRpLjNvvfWWYZlMBEQgeQTkM0tenZAj+cySWS+1yJV8ZrWgms005TPLZr3Wo1SxCrT+/Oc/my9/+cu5fO+xxx7m3nvvzf3WFxEoRGDmzJnW8T9//nzvJkOGDLGO/3oKgrwZaYKF1AHimPfff99b2kaKYz766CPbTh588EFv3gjNvUsgJgpH8vNuqIWWABzvD8RZcPUZHOHZiJDnrT3wtG3b1oq01Cf4ai7eZfQJtBP6aZ9RB7QT+mmZCIiACIiACIiACIiACIiACIiACIiACIhAsgj079/fvPbaa7lMLViwwLBMJgIikFwC8pklp27kM0tOXdQ6J/KZ1ZpwNtKXzywb9djIUsQq0Prd735njjrqqFx5Dj74YHPTTTflfuuLCLRG4IknnjATJ040q1at8m46duxYKwQgLLMsXgKtTS/HNIZMc5eE6eXIK4KRadOmeSGQVwQjo0aN8q5v9oVwg1+hqSvhBr9aTl1Zah0kIWRwqXnN2nb0w7STQlMV0w/TTuiXZSIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAskkMHjwYPtCrsvdnDlz7OwI7rf+i4AIJJeAfGaNqxv5zBrHvt5Hls+s3sTTeTz5zNJZb0nMdawCrYsvvticcsopuXKecMIJ5rLLLsv91hcRKIXAu+++a0Vajz32mHfzDh06WFHA9ttv712vheURWLlypX1Af+ONN7w7du7c2Qqz+vTp413fyIWzZs2yApJCUzFuuummtq0Q9UtmDJwQ3MDNZ3BCcAO3pNmiRYtsO12xYoU3a3379rXttFOnTt71WlgeAfpf2srq1au9O9L/7rrrrqZ9+/be9VpYnAARColMt9Zaa5mPP/7Y/g/vQVQ7F7nOff/www9z+7h1bh/SYD3pYdH/bjv3n+0x95/to2m6bfVfBERABERABERABERABERABERABEQg3QQ233xz88ILL+QK8dxzzxmWyURABNJBQD6z+taTfGb15d3Io8ln1kj66Tq2fGaF60v+rsJsCq2JVaD1wx/+0PzoRz/KHev88883Z555Zu63vohAOQQWLlxoBQIzZszw7kYYZsQkw4YN867XwuIEcPq/HExl+Oqrr3o3xFm/URAxa8MNN/SuT9LCyZMn27ZSSLyz7bbbWjFJs4p3eKAgMh2cfIYIj3MJTkk32ivtttC0jLRX2q3EJpXVJP0twiz6X5/R39JWFAbfR6f1ZQii7rvvPnPuuecW3ZjtnMgqvCHLtthiC3PJJZcYpvl0dsstt5h//OMfZu7cuXYRkQ4HDBhgEC76bOnSpbbvf/vtt+3qLbfc0lxxxRW+TbVMBERABERABERABERABERABERABEQg5QS22morM3Xq1Fwpnn76aTN69Ojcb30RARFIBwH5zGpbT/KZ1ZZvklKXzyxJtZHsvMhnVrh+5O8qzKa1NbEKtIiYFXbw/frXvzZHH310a3nQehEoSoA3ehAMFIrwNHz4cCsYKOSILpp4k67kRh6RC29e+AzHPiKXdu3a+VYnctl7771n28kjjzzizR9lIeLPDjvs4F2f1YWPPvqoFWfBx2c77rijmTBhQqoiIVEW2u+CBQt8RbJlof1KROTF411I/3p/0M/S3/qM/hVhFv2trHICRLn6xje+YW644YaKE2FQlbc1XP/MTfAPfvADc+GFF1ac5vrrr28j7FWcgHYUAREQAREQAREQAREQAREQAREQARFILAHGQ8OzVTBeqNkpEltdypgItEpAPrNWEZW9gXxmZSNL7Q7ymaW26uqacfnMf78/wgAAQABJREFUWsctf1frjApt0abQikqWu0gMbt91113XfdV/EaiYAIIAPg8//LAVEBAqL2zcjPIZN26cFRCEo4qEt9N3Y4ia8tJLL5nouerY9OzZ0wqzunfv7hal5j9ihT333NNGl0FoEg7bTSEQ9dxzzz3mmWeese1ks802S03ZKsko5YfDa6+95t2d8iO46devn3d9khdS10OHDjXrrbeeFWotWbIkL7sID1G1v/7667Y99+jRI2+9fnxKgP6UdkL/6jP6U9oJ/ausegJEdpszZ44ZMmSImTlzZtkJIqY87LDDTJs2LW/fqkkToaZMBERABERABERABERABERABERABEQgmwQ6dOiQV7DVq1fn/dYPERCBdBGQzyy++pLPTD4z15rkM3Mkmvu/fGal17/8XaWzim4ZawStz3/+8+bvf/977hgPPPCAGT9+fO63vohAtQTeeecdKyZ48sknvUl16dLFigm22WYb7/pmXchDNxGHCol1eEgn4lAaxTqF6vT555+3bQWRjs8233xz21YQ+WTJKC+CG8rvM8q7SyC4ofxZMdo17bvQ4BLtmvYdHYzKSvkrLQf9KG2FftVn9KO0FfpVWXwEXDQ7bl4RWhEB66yzzsqbItod7Ze//KU5/PDD7XaE2GafddZZx37cNvxn3QcffGCnRURUx/fzzjvPMNV01Hxpso9vSsXovvotAiIgAiIgAiIgAiIgAiIgAiIgAiKQPgIHHnig+ctf/pLL+G233WZYJhMBEUg/AfnMKqtD+cxacpPPTD6zlq2iuZbIZ1Z+fcvfVT4z9ohVoMX0YTh7nRHVKEsiAFcu/W88gblz59q2Nnv2bG9mNthgAyss2GSTTbzrm2nhK6+8YsUriAB8hnCFT1aNKQ/pl9xFIlpOIsfsEohQ3HRh0fVp+U35KGexKR4pZ5Yj5SDS4uMzxCe080GDBvlWN9Uy+k3aCv2ozzbeeGM7HSj9qKz2BAgDi8D9jjvuyDvYHnvsYe6++24ryspbUcIP0uSebNKkSXlbV5NmXkL6IQIiIAIiIAIiIAIiIAIiIAIiIAIikBoCRx55pLn66qtz+f3tb39rWCYTARHIDgH5zEqvS/nMHrH+AfnM2lnfoHxm8pnJZ1Z6/9nalvJ3tUZozfqWc+SUtp93q3nz5uUt1xSHeTj0I0YCCAeY5onp6hAaRKc442b0xhtvNFtuuaW9wDJ1X7MZkZQQq6xatcpbdCIpIVjp2LGjd31WFnJzRTugnUyePLlFsRA0uWkPt9122xbr07CAclG+FStWeLNLuRBnde7c2bs+Kwtpz27aw2jkNASKTO9JtC23XVbKXWo56CdpJ7R3n9FP0k44X2T1I8ANK/PeR40pW4mYVYmR5hNPPNFiV6aqrDTNFolpgQiIgAiIgAiIgAiIgAiIgAiIgAiIQCoI9OrVKy+fixcvzvutHyIgAuknIJ9Z63Uon9kaRvKZGSOfmbEze8hnJp9Z6z1neVvI31Uar1gjaHXq1ClPDFIoYk9pWdNWIlA6AUQHfAoZogM+zWDLli2zwqy33nrLW9zu3btbgUozitYQkdJOZs2a5WUzcOBA20423XRT7/qkLaQclCcqjnX5pBy0e8rVbIYYCYHi22+/7S06A1MItbp16+Zdn7WFtBM+hYx2wkdWfwL/+9//vKK4adOmmZEjR1aUIYSniLGiRkSuvfbaK7pYv0VABERABERABERABERABERABERABDJM4Kc//ak57bTTciU8+eSTzc9+9rPcb30RARHIHgGNB39ap/KZfcoi+k0+syiR7P6Wzyy/btVH5vOI65f8XaWRjE2ghRikd+/euaMytSFTHMpEoF4Emj06DOFIEaQsWLDAi5wp/BCkDBgwwLu+mRYifODiW+htsS222MKKVaJvlyWFEf0t+edC5zP6YsQ2o0aN8q1uqmWcD5wXhcL1cj5wXqR9istClVooyqDbvpmjDDoGjf5/1VVXmWOPPTYvG/3797ftttJ2eeWVV5rjjz8+L01+vPPOO5mPpNei0FogAiIgAiIgAiIgAiIgAiIgAiIgAk1OgOkNw1Mafv3rXzfXXnttk1NR8UUg+wTkM5PPrNRWLp9ZqaTSv518Zv6ZuVzNymfmSFT2X/6u0rjFNsVhNIILAi2ZCNSTABGhDjjggNx0dq+++mre4bkZ/etf/5qbzm7DDTfMW5/mH0zpiAiF0IE+o6yIUDS11Ro6CJf4PPDAA1boFI32h/CJz4QJE6zQaa211vJhrfsy8okwi3z7jHwizCLfsjUEEGD169fPnh/RPoEtuBkltDHnB2Ggs2KUlbYyZ84cb5HoE2grG2+8sXe9FtaHwEcffWSIdhW1rbbayqyzzjrRxSX9Js3p06e32HabbbYxHTp0aLFcC0RABERABERABERABERABERABERABLJNIPoSaqGXVrNNQaUTgeYjIJ+ZfGaltnr5zEollf7t5DOTz6xWrRgftvxdpdGNTaA1f/78vCNKoJWHQz/qSADBAZ8pU6ZYgcLy5cvzjo5ggc+YMWOsQKFr165569P0480337TCE6Ki+KxPnz5WeNK5c2ff6qZfhpAJNTRClqlTp7bggRCKCEQIWUaPHt1ifT0XkD/yuXTpUu9hyR/57NGjh3d9My9EmEifsN5669nzZdGiRXk4EDbOnj07J9Rad91189an6Qf9He2E/s9n9He0E/o/WeMJFJqPm36pUoEWafLGU9TGjh1bcZrRtPRbBERABERABERABERABERABERABEQgPQSiAi3GlGUiIALNQ0A+s0/rWj6zT1n4vsln5qOSvWXymX1ap/KZfcqi2m8ffPCBefTRR1skI39XCyQmtikOo2Fyb7rpJnPwwQe3PKKWiEAdCdAZIFZ46KGHvEdt06aNFSvstNNO3vVJXYgg6+UgYlahh+kuXbpYYVaahSb1Zv/SSy/ZtvLKK694Dz148GDbVgYNGuRdX6uF5Ic2TP58Rn4Q3JA/WWkEWhM2ct4QUYvzKE1GP0dbod/zGf0cbYV+T5YMApzftLWo3Xrrreaggw6KLi7pNyI93oKJCndvvPFGc+ihh5aUhjYSAREQAREQAREQAREQAREQAREQARHIDoHnnnvOjBgxIlegTTbZxMyaNSv3W19EQASah4B8Zul9ObverVQ+s3oTb9zx5DOTzyyO1id/V+kUYxNonXvuueacc87JHfmpp54yTNEjE4EkECBiDsKFZ5991pudvn37WuHC8OHDveuTspDIKAizmNLQZwgvcPYPHDjQt1rLSiBA30VbWbZsmXfrrbfe2raVbt26edfHtZDjkw/y4zOOj9iG/MgqI8DUvJxPhQRNTHnI+VRpJKPKclX+Xgyy0VbeeOMN7870a7vuuqvh7SBZsgggmvrqV7/aIlNMyVtpNDyEejvvvHOLNBl4ZQBWJgIiIAIiIAIiIAIiIAIiIAIiIAIi0FwEmNIw/CIvLyVGZ51oLiIqrQiIgHxmagOlEpDPrFRS6d9OPrP012EjS/CHP/zBHHbYYS2yIH9XCyTxRdAi0sPtt9+eO8KqVatMhw4dcr/1RQSSQGDGjBlWyLBw4UJvdoYNG2ZFL/379/eub+RCphFFTPL+++97s7H++utbMUnbtm2967WwdAII4RC8TJo0ybsTgh3EUT4RhHeHMhdyXI5PPnzGcTl+0oVDvrwnbRnnE+dVdJpel0/OJ0RanF9JM/ox2gn9ms/ox2gn9Guy5BFgPu5jjjnG/OY3v8nLHOf3vffeW9E9FGmef/755uyzz85Lk/ZLO1f0tDws+iECIiACIiACIiACIiACIiACIiACTUOAMYHwWCMCrbRFj2+aylJBRaCOBOQzqyPsFB9KPrMUV16ZWZfPrExg2twSkL+rvIYQWwStzTbbLOckZqqtOXPmlJcTbS0CdSTw2GOPWWHD6tWrvUfdfvvtrbAhCSLDt956yzrWC0V06t27txWQME+uLF4ChPVEADN9+nRvwrx5RmSicIhw74YlLiTC28SJEwtOXTly5EjbLsNvvJWYtDZrhQCDUghYeKPQZ0QsQ6jVq1cv3+q6LqPfol3Sj/mMfgthFv2YLLkEiNy27bbbmqlTp+Zl8rzzzjNnnnmmWWuttfKWl/KDNPfcc0/bj4S3P+CAA6yIvpI0w+nouwiIgAiIgAiIgAiIgAiIgAiIgAiIQDoJDBgwwIRfWlak7XTWo3ItArUiIJ9ZrchmK135zLJVn8VKI59ZMTpaFyUgf1eUSPHfsQi0CE0WdlofeOCB5rbbbit+ZK0VgQYTIMobIofHH3/cm5OOHTtakcPYsWO962u9cOXKlVYwUmjask6dOlnBCNMzympL4MUXXzQPPPBAwShLQ4cOtW2FgY5KbMGCBbYtchyfEf1mwoQJhuPIakuA8w2hFuefzzjfEGpx/jXC6K/ot+i/fEZ/hTiL/kuWbALvvPOO8QlrEWlSh5UY4j1f3V900UXmtNNOqyRJ7SMCIiACIiACIiACIiACIiACIiACIpABAqNHjzbPPPNMriQPP/yw2XHHHXO/9UUEREAE5DNTGyiVgHxmpZJK/3bymaW/DutRAvm7yqMci0CL6bjGjx+fO/L1119vvvrVr+Z+64sIJJlAa+IYRDc4y+sljiEMIAKRV155xYuNCCgIRAYNGuRdr4W1IxC3OCbpDzy1I5n8lDn/OA85H33G+cd5WK+IRDzwIMyiv/JZtSJBX5paVlsC//3vf83uu+/e4iC8hURkxErsoYce8k69yhtwjRIbV1IO7SMCIiACIiACIiACIiACIiACIiACIhAvgf3228/885//zCV67bXXmq9//eu53/oiAiIgAo6AfGaOhP63RkA+s9YIZWe9fGbZqctalET+rvKotilvc//W0em/dtttN/+GWioCCSSAAOvggw82TC+HAGLRokV5ueRm9Oabb7bT2CHU6tOnT976OH+89tprVhRSaOrF/v37W1FI+/bt4zys0iqRAAKHLbfc0rYT3/Ry3IzyJhrtpLXp5dIUMrhEPJnaDAFWv3797PkYDv/uCsnN6Ouvv27PR7arldEf0S/RP/mM/oj2Ftc0m75jaFltCNBfRG348OGmS5cu0cUl/37qqadabNu9e3ez9dZbt1iuBSIgAiIgAiIgAiIgAiIgAiIgAiIgAs1DYMyYMXkCrWnTpjVP4VVSERCBsgjIZ1YWrqbeWD6z5ql++cyap64rKan8XeVRi0WgxdRfznbeeWfDdFwyEUgbAQQOfIhAwhRTH374YV4REEjwoY0jiFhnnXXy1lfzY+nSpVYIwn+f9ejRwwpB+C9rLIEOHTqYvffeOyfUmjFjRl6GENfdfffdOaHWsGHD8tazPYIbn+iHDdme9oUYT9ZYAgghqY/11lvPe35S1y+88IJBWLlREE0rzvOT/od2QoRKn9H/0E7oj2TpI0D9+sRUO+ywg732FBLpMo93mzb+W7f33nvP3HPPPS1g0EbivF61OIAWiIAIiIAIiIAIiIAIiIAIiIAIiIAIJJ4AL52GTQKtMA19FwER8BGQz8xHRcuiBOQzixLJ7m/5zLJbt9WUTP6u8ulVPcXhSy+9ZDbffHPz7rvv2qOfd9555oc//GH5OdEeIpAgAsuXL7ciLZ8DnWx269bNiiOqjUrCefNyMI1aIbEONzYIP2oZoSdB2FOZleeee84KaZiH2WdExEFIgyG4YXuf9e3b127H9rJkEqhXhDv6HdrKsmXLvCDod2hT9EOydBJATMW0lIWmso2zVBdddJE57bTT4kxSaYmACIiACIiACIiACIiACIiACIiACKSMwMyZM+1YhMs2LyQy1iUTAREQgVIIyGdWCiVtAwH5zJqnHchn1jx1Xayk8ncVo+NfV7VA65JLLjEnnXRSLnWcyhMmTMj91hcRSDMBnOe0aYSIPiOkI0KJwYMH+1YXXZa0+XqLZlYrWyXw8MMP27by/vvvt7pteIO2bdvaNjRu3LjwYn1PKIGPP/7YiioLCWvWWmstK6qkbyjX6GfobwqlTT9Df1NJ2uXmRdvXlgDC3EquG5Xk6tFHH211ytVK0tU+IiACIiACIiACIiACIiACIiACIiAC6SLAzCcLFizIZXrOnDl1G5/IHVRfREAEUk1APrNUV19dMy+fWV1xN+xg8pk1DH1iDix/V/lVUbVAa/z48bkpmLbaaivvlD3lZ0t7iECyCEydOtUKJwpNQTh69GgrnChlijMiLdFZrVy50ltI3l7aKIia1bFjR+96LUwuAd4iYcrXJ598sqRMbrPNNlbQ2rVr15K210bJIbBq1Sp7Hr/++uveTHXq1Mmex0RGa83oVxBm0c/4jH4FYRb9jCwbBG6++WZzyCGH5BWG+6mPPvrIIPKr1KJTYhJljQiNtEeZCIiACIiACIiACIhAugkQYff55583M2bMMC+++KIhsi7jcAMHDrRTWq+99trpLqByLwIiIAIiUHMC++yzj/nXv/6VO87vfvc7881vfjP3W19EQAREoFQC8pmVSqq5t5PPrHnqXz6z5qnraEnl74oSaf13m9Y3KbzFT37yk5w4i62+8Y1vFN5Ya0QgxQQQRmy55ZZWRIEAJ2rcjD7zzDNWRFEoghyDqQiz3nrrreju9jeOdIRZvXr18q7XwuQTQGi17777mi222MK2Fd5C89nGG29s28qGG27oW61lKSCAgJLpfRFUcl5HpyNEgEkoXwRcnNeFRHj0J4izeMvAZ/QnuwTirGpEO750taxxBBBhPfjggy0yMGrUKPOLX/zCFHKssV+xdZ/5zGdapIkIlHnhZSIgAiIgAiIgAiIgAuklwHQBd911lzn55JPN7NmzWxRkxIgR5qCDDjLf/va3DS93tGlT1VBfi/S1QAREQAREIDsE9ttvvzyB1n333SeBVnaqVyURgboSkM+srrhTezD5zFJbdWVnXD6zspFlYgf5uyqrxoojaF177bXmiCOOyB116NCh9i2+3AJ9EYGMEkBghaDif//7n7eECKwQVCDSwZjyDgHH/PnzvdszxR0CDkJMy7JFANEebWXJkiW2YD179rRtA7GfLFsEOL85zwtNccn5zXnO+Y7Rf9A2Cgk26T/oRyTYzFY7oTS0Eer3hRdeyCtcNW+t4rRDLBiN8njqqacaxPQyERABERABERABERCBdBLgPu+kk04yV155pS0AEbN4KWjKlCnm6aefttFSXcmGDRtmjj32WPuRSMtR0X8REAEREIEwAcavNttsM/POO+/kFhd6aTC3gb6IgAiIQCsE5DNrBZBW5wjIZ5ZDkfkv8pllvoptAeXvqqyeyxZoPf744+amm24yV1xxRd4RL7nkEnPiiSfmLdMPEcgyAd5cRWAxd+5cbzE32WQTwwApA6offPCBd5sNNtjAijbWWWcd73otzAYB2gmG4EaWXQIffvihFWkV6hNwkhDNCGGO7813yNAn0E7oP2TZJPDSSy8ZouhFDScb09RUYjNnzjQI5aN22223mQMPPDC6WL9FQAREQAREQAREQARSQIDni29961vm6quvNmPHjjUXX3yxGTdunI2uizOd9UcddZS57rrr8krD78MOO8xOe5i3Qj9EQAREQAREICBw8MEHmz/+8Y8VszjkkEPMH/7wh4r3144iIALZJSCfWXbrNu6SyWcWN9FkpiefWTLrJc5cyd9VGc0Wcc8PPfRQK8AqJ7mBAwdaEUo5+2hbEUg7AQQUfJ588kkzceJEs2LFilyR+D5p0iTz3//+14q0CPdKeEdn6667rhVmdenSxS3S/wwTkDArw5UbKhpCS/oEN+3hm2++mVu7evVqw1SoiLPatWtnunfvbjp37pxbz3faybbbbptbpi/ZJMD1ImqIq5iaplJ76qmnvLvusMMO3uVaKAIiIAIiIAIiIAIikHwCd955pxVn7bPPPtYRTkRmZ0yBzgsg11xzjRkwYIC54IIL3Cpz+umnG6a6HjlyZG6ZvoiACIiACIiAI8CsKNUItHh5f8iQIebss892Seq/CIiACFgC8pmpIZRKQD6zUkmlezv5zNJdf6XkXv6uUii13CZPoHXuueeWLc4iyXnz5pnvf//7hjf4+C8TgWYiwMAn01Wh+P73v/9tI+gsXrzY9OjRw3Tr1s1O/cmbA4i0tt9+eyvMQqAlEwERyCYBhJc4QxBovRxMe/jYY49ZcZaLpMfyWbNmmd69e9v+YI899rDiLIRbsmwT4D7Jd8M6ZsyYiiMckOYjjzzSAhwDIn379m2xXAtEQAREQAREQAREQASST+Cjjz4y99xzj80oU1ExRfrOO+9s1l577bzMI9Qiita1116bm+7wtddeM2eccYb529/+1mL7vJ31QwREQAREoCkJ7LbbbvY68eMf/7gpy69Ci4AI1J6AfGa1Z6wjiECaCMhnlqbaKj2v8neVziq6Zf7ITnRtmb95S4+oQTIRaHYCDKYy7/aCBQvMypUrDb/nzJljJk+ebBYtWtTseFR+EWgKApzrnPOc+/QB9AX0CfQN/JY1HwFC+vrEVExtWOlUtwj/EAFGjYGQStOMpqXfIiACIiACIiACIiAC9SXw7rvvmunTp9uDXnLJJfaFjh/+8Ife54gNN9zQEA0lbAi6uPeUiYAIiIAIiICPAJEXL7/8crPBBhv4Vhdd9rnPfU7Rs4oS0koREAEfAfnMfFS0TASai4B8Ztmqb/m7Kq/PvAhahKWdMmWK+ec//1lxildddZV9q6/iBLSjCKSMAAIMomcxrSHTlDFNlYuc884775i2bdvaKQeYfuD11183t9xyi+EN2F2C6cz69euXstIquyIgAq0R4I11+gSmM8SIpNepUyfDXMzvvfee4W2BjTbayLhIegh2nnnmGbPrrrvaqUhaS1/r00uAtoFgL2pMbUn0g0oM590TTzzRYtexY8dWnGaLxLRABERABCogwOArD+rcA1fax1Vw2KbZxQkvkijGRTxMlJ9opJ9qK4c38yg37anW5aYMtF2ZCDSKAO386aefzjv8Qw89ZM8B37k1fPjwvG1feeUVQ2RvjTnkYdEPEWgIAe6JuIbV+tpVbuG41tXjmlpuvrR9/QhQ/3Pnzs07ILOjHHzwwWbUqFF5y/VDBERABMohIJ9ZObS0rQhkn4B8ZtmsY/m7Kq/XFiOO//jHP8pOjZt5Z4i75s+fb9Zff323SP9FIJMEmLYQEUb0QZbCIrzAOd61a1fz/PPPGxzoYUO4wWeHHXawQq327duHV+t7xggwOI4NGjQouSULxIRmyVITKA2N4fuKlSZQExnz/vtrPh8Eb193CNppu3bG0F75z4dlgfgoUCEFn64m8GQlt4w1zhnn+f1Bn/Doo4+2OBIOPqY9/OIXv2iWL19u6D/ChsDzjjvusEItxJtMTyfLHgFf26CUW221VcWFfeCBB7z7MqWuTAREQAQaReDZZ581p512mo30cuqpp9r73UblJWvHxZl62223mV/96ld2mvWTTz7ZbLTRRokp5sKFC82XvvQl06tXL/PnP/85uG0M7hVjMJzbRAhimujPf/7z5rvf/W7NHN0c47jjjjN77723PU54vCOGoigJESiJAO2Oe8QHH3wwt/1nPvOZgoJXxh+iRluWQCtKRb9FoH4EEBXfdddd5qc//akhavKJJ56YmGs21+grrrjCbLnlloYofe0Y35E1HQHuJ8N23XXXmcMPPzy8SN9FQAREoCwC8pmVhaupN06Fz6ypayiewstnFg/HpKYif1flNROLJx2H86233mpzQcQgRFrf+ta3Ks+V9hSBBBNgejJEGEwZ4DOcEQgstthiC7t6zz33tNv7IpzQeRE5h+232247X3JalmICREx7+eWXzerVq20pUBPjQFtvvfWSUaqlbxszb54xC18zZtny1vO0OhAa8jFFtu3YYY1YKxAnWsFW90C4FZwTWTfOb/oFpjH0Gec35zmRtDD6D7anPwkbgs8bb7zR9h9sT38iyw4B31SEO+64o+nYsWPFhZw6dWqLfXGGM8WhTAREQAQaQYCXE7785S8bRFo777yzfSGhEfnI4jFx9P7rX/8y//d//2eLt9NOO1U0LU0t2fTo0cNGFibSz7hx4+z9DtFDqzXEKkQb/f3vf29Im4jF5513no1WXG3a0f1xpt97771WGPPtb3+7JseIHlO/RSBKgEjc9KHc6y1btsxMmDDBPiMUiuxGdJ6oDRw4MLpIv0VABOpIgAj6hxxyiD0iY4RJepl50003tdfSX/7yl3Z84u67786NV9QRkQ7VQAK//e1v7UvFLgs/+9nPJM5yMPRfBESgbALymZWNrGl3SLzPrGlrJv6Cy2cWP9OkpSh/V+U1slYwiNNyFKfM9C699FLzve99L7fXZz/7WfuGUG6BvohABghwqiCoKBStBKcBggoGTn1GZDn2nzlzpm+1YfCU/RkkkaWbAAPoCLOWLFniLUjPnj2tUIup7+pudPnzFxgzK4jgtDhfHFSzvKy9tjE9u68RavXubUzvQHTUIRByZcB4K53zeh5CN49xPnNeF3KO0J+wf6FLMf0J+ytygwduyhYR8YSoB5MmTcrLOfdPDIT6pqrJ29Dz4/0gwh0D/k4k7zbBmUe7qiRNl4b+i4AIxEMAQQ0f+gB3TtKn42BP2jQ3cZR40aJFNoos0/rSFyF0iUOcU0neuLY6/jDnrT0ED3Dnf9qMCFJE0kGkhJ1++unmrLPOCm6pkndPdeedd5r99tvPRlA79NBDDQ7AasTIrq6YKvrHP/6xOffcc+2ia665xorV4kjbHYP/l19+ufnOd75jF3HMNLaXcHn0Pb0EuHZwv8fLHUTToi0Wei646aabDOebs6FDh1pxV9znh0u/3v9h4fpx+nf68kJitXrnLYvH45oDb9ob7N29C/cysHf3NL6ysz3X37giKPqO4a7v9NHkjQ95ch/yyLJG2pQpU+yz2owZM+w1+wc/+IHp3LlzI7PU4thE8d5///1z1+vf/OY3Emm1oJTdBbzURTvFuG8PR2zMbqlVMhEQgbgJyGcWN9Hsppdon1l2sTekZPKZNQR73Q/Kc5/8XZVjj0Wg9eKLL5phw4blckF0GCLFyEQgKwR4axVn99KlwRRwHhs9erQVUfDGeGs2bdo0m9bixYu9m44aNcqm1RshiyxVBBgcRJjF1C6lWP/+/c1GQUStuoWSp/1ODgZfSomWVUoBqtmGiEEItfgQJapHIOAKBlTTYpy/9Amczz7j/N0lEFZxPrdm9Cuk5YuExL70K6RFPyNLLwEcHEx7i5MtbExTdeCBB4YXlfydNAcPHtyizznllFPsNBolJ6QNRUAEYiWAU/Ptt982OMuZPoZrBm+T8n+DDTawU96OGDHC/PCHP4xFtBJr5qtIjOl6uf7RN/Xt29f89a9/NUQJrLfRzz7yyCPmj3/8o3U6Of44c5luGPZEe+a6mhbnPm2KiE68CIUdffTRdjoiF5mzFMYMnDN4wn/3Ifo1ojruXYl4tmDBAit+iuPelOmcmOYSQ4hMJKo4xGSU4YADDrBTQ5P2f/7zH/uCTJx1edlll9mpDUlfAi0oZMucoKOUUtFvFGpbhcQfCEMaYWeeeaa54IILcoc++OCDDSLGOM67XKIN+MI1hShEf/vb3+x1hSzQf/MiC5/Pfe5zBeuoAdlN/SG5hnL9xqlCREyed4n63r17d3tNZypNrqUIBrmniQpYn3zySfO1r33NRoLmGTfO84G8ca267777bHvghTjur/jPeTpgwAD7YVrPdddd10bw/MIXvmDHWwqdr7WqMByQjI0TTZ17oXvuuadhgvViZeR+gOv197//fbsZ1+vjjz++puK6YvnRuvoR+O9//2t233333AF//vOf5718n1uhLyIgAiJQhIB8ZkXgaFWOQOJ9Zrmc6ku1BOQzq5ZguvaXv6u6+opFoEUWeAAmNKGz5557zmy++ebup/6LQCoJMA8yg0pEAfDZoEGDrHACB3m5xptJpI3DxWfjx4+3aRd7M9G3n5Y1hgBT0yHOKlSfhXJF/SLSYnCzZkYbe+4FY14MorcFA3CJtDaBI6NPH2P69+OCYgxTJSbQqF/O20JvFlKfuwRiKs7fco1+hrTd/OvR/elnSJt+R5Y+ArQZX4RFBO2VTntaKE2cKp///OfTB0k5FoGUE8DJhROTqWJuv/32gpE0XTHPOOMMGwGplhEm3LFq/X/VqlXWYTtnzhx7KCImHXnkkbU+bF76OG5/97vfmZtvvtk8/PDDeeuiP4YPH263bYSALJqX1n4jSMJBvvXWW9tNN9lkEytK4v6xHJs8ebI56aSTrNO92MsEL7zwQt7LV+UcI7wt90xf//rXzQ033GAXM4UzjvJyRGXh9MLf4bH33ntbQRnLn376aTv1W1zPTRJohWln6ztiiRNPPNGKPEopGf16KcIO7s833HBD+yzIyxW8pMGbpIhTogKWUo5b7jY4PRDMMA7n7Ne//rUVc7rfaftP30e04R/96Ef2GalQ/jlfjznmmLpwLpSHLCynzyYqNAJmptItxbiP4YMIkLbOvcBee+1lIwYTjWfixImxCLQY+L/uuuvMtddea7iWlWPbb7+9+dKXvmQOO+wwKyIv5XwuJ33ftgjWiXbp8hrHsxl9EYJR/mOUg2teHNc90uV6zXUa4/9BBx2UenGnLYz+FCRAJNaLLrrIrudZBEFmJWPbBQ+gFSIgApkmIJ9Zpqs31sIl2mcWa0mbOzH5zJqz/gv5puTvKq09tClts9a3YgAqLNAiBLsEWq1z0xbJJMDbbgglnnrqKW8GmZoOoYRzlHg3amUhAo4tt9zSHgenQtTo3HDycRwGW2XJJEDUAR5KGITzWZ9AdOQcaAi42D5s3LzgzKT/ZGCf7WO1YLDNTAqclPWazrDSzH8Q5HNhEHmRD9Y9mP7RibWIspUA4zylXyAqis84Tzlfebu4EmMwjA/9DsehHwobAi4+9DsM+BKNSZYeAkRzidrGG29smPK0Urv77ru9u44bN867XAtFQARqR4A+++KLLzZXXHFFwYir0aMzVRv3gjgO02wIAyiDE2cdccQR1hFarzJxL0VkCpz0/C/FEDEQJQIxV9Kn/3rjjTfyIi0y9Z67tyylrGyDeO3qq69uMc1udP/1118/NiE4TmOiMcCaiCo4x3mG2meffaqOdsPYA9McOhEg7Y9rItfVOMw5wONIS2kkiwAikoceeshMnz491oxFp7B2ie+77752ijOE87WMZEW0xrA464tf/KL55je/6bKRuv9cV+g/zj//fCv6oQBM3/h///d/VkCKCJioPxh9Im9qn3322bGIVWyiTfYHgc6f/vQnw/UbMZQzolBtttlm9sO5g4B35syZOXEs9zEIohHRMVUa19VC54JLs5z/5Iu2zbR7iPWixjHHjBljtttuOxudav78+YYZHhCGMa0g9thjj9nPlVdeab785S/ba0ctRZOIQE899dScOOuoo44y9AOVGNci6oNzm3LxQaAMF8bbEWxz3RsyZIh94adQtL/Wjk3dcr5Rv4jKuF4z1kC+WSfLJgEiaDnjGiVxlqOh/yIgAsUIyGdWjI7WhQkk3mcWzqy+V0VAPrOq8KV6Z/m7qqu+2CJofe973zOXXnppLje8RRUOr55boS8ikHACDCghjmDQw2e8CYgII86BCoQ7HJP/PsMJwzHLdcb40tKyeAgwJQz1xWCwz7p06WLrKzpVJduzH/v7jO2pZ/av2mjDDwWikDf9eaw6/Xol0K6tCUYcA8EWnwHGEG2rjkZ91fv8pP/hmIUGuOl/EGnttNNOdSShQ1VKgPrEUcbb02FjShama6nkzWec7bzpzBRqYdtiiy2syC/Oa1Q4fX0XARFoSQBh7Te+8Q0rrG+5tvgSpqz7+9//nurIHzz3XXjhhbagCHC4dtEX1cPoC3HKu+OXe0yihBCJKamGSIFpcO+44w6bRV7wwKFWrhMWERviBpzXvFhQKFonUwfiDC83/WL8mIpqv/32sy8zcJ/7l7/8paJIo9FjUCYivRA1Ddtjjz3MrbfeWrFQPpz+L37xCxtliWXUQS2d+eHj6nvtCdBuEDzw0sOrr75qRR8INflOBCwiIEbbP86Fr371qzZzbPP//t//s22Y57Xly5cbXk5E9MWnkLHfr371K9tO45hCNHwcIuLtv//+OUFIr2D6eJbFfZzwMWv5nfo577zzDOIfZ1xnEGu5e+bo+Y+YBOGKIg07YqX/5zkFwduxxx6bt9Nxxx1np9Kl/wtHnSKyGdeQJ554worj3AtoiLQYE3bjI9VG0KIdkCeiZkXt8MMPNwifmG7RtQm3DaIm7g0QdNFmos/TiPyY+rMW4mxYMn21uychSjrP9JWIhyk/ormrrrrKPP744654Bf9TXwjkqK9oH1Zwp8gK7i/oS9yU1Ty7Uo+y7BHgHGbc0RkCRtqQTAREQASKEZDPrBgdrXMEUuEzc5nV/6oIyGdWFb7U7yx/V/VVGJtAi3DTOCacMWjlBpLdMv0XgSQTePbZZ+3giRtgiuZ1xIgRViQVe4Sj0IFqrTYOHUpfKyTgBiQJ/+8zBsMYGB44cKBvdW4Z+zMoQno+Y3/SqXRwLVAYpiNylq/wxZatvbYxfYMoYwP6r/m0b19s66rWESmLAVVfhDsSJlIWwslaRrijPyIP9E8+oz8iD/RPsuQSYICdN5xxjIetGjE7DmOm7Ii2TxwZOBdlIiACtSeAExBxFtNYhaMe4jhk6jwiT9B/46wrZEyFhSO9lpFVCh07juU4YnfYYQcbUYP0TjnllFxUkzjSL5YG/eA555yTc4SyLddkptHjuvjmm2+au+66ywphC6Vz55132ohOhdY3ejlRr1yUKPKCKPfggw+uKFvcczKAgqN9wYIFVoCESDhsONi5NoWd8eH1lXxHSEG7uOSSS+zu1BFv2cXR5hHZcC0kyhiGcBnBVrUiZUQGvICGSaBlMWT6D89lbrp5pmiLtk0EEtxfIbJClOKbmpqoOUTt+cpXvmKvB7xEwfmE8AUBmDPSIdpiXOIQhCiIxxByYAhBiLaT1qlzff06fRIso/0Skfm23XZbh9ZGsIRvVLCT20BfvAQQJ0aFbYgOiVTYmhGd6tvf/raZMmVKi02rEWhxHvIyUlSYRB9PZLhSpydGaITo5Prrr8/LH/v/+9//jmXK3XDCRJ/afffdc/eERHnj+leuUf5DDjmkxcs9raXTr18/e0+ECK2SPoB7BKJ/ha/Xjz76aEVptZZXrW8sAa5NRx99dC4TiPN4npGJgAiIgI+AfGY+KloWJZAan1k04/pdNgH5zMpGlskd5O+qvlpjE2gxyBqeUofpOqZOnVp9DpWCCNSYAA4KBBCEC/fZgAEDrABi6NChvtWxL8OJQX6Y4tBnDDjuEggyeINeVl8CiCtQhhcSVTEtDG+hlSqqIh3Si4o2XKlIh/RIt2ybEkyb+fIrZe+Wqh3WCnIbRGKwYq31g8hanTrFln3OP85Dzkefcf5xHtbLAUD/RH7or3xG/0R+6K9kjSXgHOC0DRxJOJr+8Ic/5A2Auhwibmfwne0YEMehzPeoYzmaJr9xQJ9wwgkuqdz/f/zjH2avvfaybbNYmrkd9EUERKAiAoizcGYQtSdsTHF4zDHH5M5jtvvjH/9oz/XwduHvOBA7xXgNC6ddy+9cI4k0dNJJJ9nDMDUKUx317x+IqGtsDATwQhB14IypjnirNyyuoL8kQlZ4O7c9/3mhiHSSaLQLRB7umZrpZ26//fZY7j1ol1/72tfMjTfemFd0BG1EdYvbEBMzBRX1gSEkJvpVHPdRJ598sp2aiXS5dyaKEVFVqjGc065dS6BVDcl07EsULKL/Yb7++PTTTzcXXXSRjSTD/XixdksfxLRgiHYRgO65555m9uzZdgpWhF4YfQ7iS8QU1Rh98FlnnZWLXM/zCVEB03g9gQP3reHoQyyjD0T45nu+RpyGWG7JkiVsasdH7r33XolJLI3S/iAsJBJV+FpQ7nUR/kyJR3sPW6UCrZUrV9p6jUYc5zwkspqvLYSPG/3OecL5+4Mf/CBvFfcqTNfYuXPnvOWV/uD6hnjMicEQmCECiz7XtZY+4qzwOYyoGWHahAkT7FSTTN3IVITPP/+8jVi2dOnSFklyHSdaZfh+qMVGBRb4rtfc10YFkgV21+KUECA6K23EGS9cEH1RJgIiIAJhAvKZhWnoezECqfKZFSuI1rVKQD6zVhFlcgOedXhel78r3uqNTaDFoNOmm26ayx0Pu4UcybmN9EUEGkiAgQ8GWKNv5bks8VYrgodqB/hdeuX+561/8jd9+nTvrkRlIH8jR470rtfC+Ai89dZbVkjF4L3PGMjYKBBSMbVCJUa6CLU4js9Il/RLHjBhkO6/9/uSyvayHt0/jawVRLeqxDjfOO84/3zG+cZ5x/nXCKO/In/0Xz6jvyJ/cb2V7zuGlhUmgBOXyDlz58615zMOCwbNC9UXKeFMw1GO8Z+3WTfffHP7mz/RNOknGEDFKVXMeBOeSA+kSfQVNzVPsX20TgREoHQCvogTODmZwirqjMPhz7OR7z4CxxsRKNI4FRXPejgg3UsOlUaKKJ36mi3p/4444og8hzJOSERYvqgaOGXDU2WFj5fkCFoXXHCBOfPMM3PZ/c9//mN222233O9qvsBw+PDhZtasWXnJEImqFtGCuRYxxaKLJETUNeorjvsVHNWIv9z5hSP58ssvL9uJHwYhgVaYRva/I6YiMi6GOCTaLp1Ai6g0N9xwQ6tty22PUAtRJf07g5mIsohOw/EQKF522WVV9f333HNPbopW7icRg6TxWuJaGOKyffbZx/20/5lylWnCfQbTIUOG2Okq3XrEJaNHj3Y/9b8IAfplogU6MSqb8rzA9H/liqCYTpDIUU6ES1qVCLR4ZkKIRCSqsHFOMV1h9P4qvE2x75SVaQejIi2ud4zDhAVRxdIptg6Bc1jwzUszTGdfjiE+R6TIVIUY101eyikktEIQevzxx3un2OY6SISkcvsEBG20AyJ2Ylyvmaq4UB7sRvqTOgJEWyQKKYYvB7GirCUBnuEQCWfZiJwWRx+YZUbNWDb5zJqx1isrc+p8ZpUVU3sFBOQza95mEPVNyd8VX1uITaDF201hcQIPzuGH8/iyrJREoHoCOMIQOfDGoM+YKgORQxIGIXhQJq+FoiwxKEleK4qy5Cu8luUIMEDPgF2haS95iEU4FZcji+NwPI7rM47D8Yo+PAeDj+a/wQDC28t8STTPss5BNC2iSa0fRPEgylYrxvnFeVZoYIrzi/OM863RRr9FXunHfEa/RV7px2T1JeBzLJWbg2j0kjjSRPQVniKr3DxpexEQgXwC9MMIQqZNm5ZbgQPr7rvvzkVhya0IvuAYJNKWL4oTDkyWt23bNrxL4r/znIejE1EWNmzYMDvFUVyRKAoBKBQJA0ckTkqfcc1ESOazaJ/r26YRyxAAIjZz9/9Ma0iEk2KRe8rJJ9Nsc08ZNhx0TI1Wq7YYvZ4hAiCKV6UO93DemWLLTe9LGySSGxG9K7Wf//znhshcODARgNWKSaX5037xEmCKBqabxRBPhce1WOYEV9///vet2LO1SDKvvfZaLpIgQtZwVEGuEy5KHQIIRF+tpUceokb0HPZ95plnrNifdKPCsug+Sf6NI5Boh+Eo4gcddJC59dZbC2ab6wFTHDLVsDNEcAh4Za0TYKAdfkxn6IxIU6eddpr7WfJ/7nPYzwmL2LFcgRb5QSx25ZVX5h2XvhwBmBNR5q0s4weCPkTOpBU2psWkz69m7A9hFRGJXBQxrtnXXnttWdHcaM8IEjmvMabZhWdr130co0Rkpg+IGsJu7n9aSyO6X1Rsxnn1jW98o6K+Kpq2fjeeAM8x4evF/vvvX3Q68MbnuDE5wM+FSPLvf/97YzJQp6MyNTzPGEXHmeuUFx0mGQTkM0tGPSQ9F6n0mSUdakLzJ59ZQiumjtmKjuVVcujo2GscaWbB39WmEpi+fbp06WL4uDDUPPwS4aF3CY5xX3paJgK1IEA4cJw0Cxcu9CaPcwlhQ3gQ1bthHRciCOHzxBNP2LxHxTsISvjgKCTveqiqvnIYYEQohXPMZwyi49QiOk2chgCLD8fl+OQjbAi4+HBcju8dzJ81W+IsoK0IRG4zg6gQfNq3/2QaxECsFfANRihzWDmf6BM4v3zG+cR5xfmVFGPwGAcGg9XknX4tbAy4MUCLw4a806/J6kOAqFU4I5xxjrrz2H2PnrfcNxGxhA+OCd5gDBvnerVpKnpWmKi+i0B1BBAmEaEnLM4ixVNOOcUrzmId5/0WW2zhFWjh0Eyj+IPnvLDjnCgRtRZnwZIoDkxxFDai1FAnhayQUAenZSHhVqG06rGc68Ztt92WE2dxTKY3LNfBWiyvTAMYNaJwlhs1JZpGsd9M9YZz3AkVmf4XR3TYSVhs/2LrcBwTZYTrKNEOfv/735uLL744FvFXseNqXTYIhO/NGIDebLPNqioYkXZHjRplrxPcj4fHFjgPaPdMffuTn/zERocq9xrAWAaRpnheJHIWIoxoGozHOYtDBOnSqsV/rqs/+tGP8sRZ9Hff/e53ix6OvhJRS9iICMOyOPvLcPpxfif/4bYXZ9qlpEVfGX2OrPTFM8qBgJEpJmnz5Rp1ds4557QQZ5HOiSeeWLU4i3Q4D8hjVKBF5FOirhEFOXoesV8pxnXNibPYHsFLe8YgyjCEVuEIX0TZc8+RxZIhyjp59wm0iNhHJK9yX+aknyIiGn0LhpgUEVg1IrZiZdC6+hJA4Bs2ovnK/ASyLs6i1Ex16SLm+SloabMQkM+sWWq6unJyb8IzSCp9ZtUVven2ls+s6aq8YIHl7yqIpuoVsQm0yMl6662XE2jx+/XXX5dACxCyhhNA1EJYYt4K91nfvn2tkIGpPpJqCEScIOPRRx9tkU0EJk6QQRQHWWUEGPAmqgBvQfqMAXYEE+WGivelVWgZAqx+/frZG16fmJCbYPpXLo7hAX+b3owXCyXbvMupy5deXvNpG1z2ArZmQH/zaPBAcf+kBwvWNecRAqdyB1frBZq6x8FDv4ZQC4FP2Gg7OH9GjBhhy1HpgHs4TX0vTgAxHI4JZzi6nYPMRRaNOr9ZjxOJ/2wTdQyQJlPWuAH6UtLEyYGjpFCaLn/6LwIiUD6BW265xYo/wnsecMABZr/99gsvyvuO8/nZZ5/NW8Z1nv4iPKVp3gYJ/kHfgrjGTY1CVokcUWtDfEPErug9Gk7MaN8azks4OohbfsYZZ1hHbRKdjZQz7BDiOk4bi8u4RvieJRAD11IswDWO+xYn0OLZjOnfiE5QrfGMhBiZKB8Y09Ah2hs6dGhFSbtrbkU7aydLgH6PD1OgEtFs3rx5djls+bi2Fv4eRkckWKYLo93U2lxeOA7PgdUKtMgzz3MIeWnvRFB05eCejyk0uUenb2Ja9RbPc0UKzEA5L28hriFqIFPUubTDu11//fXmuuuus4IPXuxIsnGfG52G9rjjjjPjxo1rNdvRZ2XqLwkCLa6TtH/yR/tHEEG+wu2d71i4/bkCc2/wla98pcVzgVsfx3/yFL2eMqZbqfXs2dMg9K1EoEWkQt6AjhrTHSIMiss4FzhvrrjiirwkmaKac3avvfbKW17KD6YM5nx2xjUbUXW5RiS4OXPm5Hbjesn1kQiRxe5x2IHjEZmPN9HDRppE4aLPKUe0yPG+/OUv5wRa7nodZ12E86nv9SUQFWiVK+Crb24bdzTOA/rhP/3pT43LRB2OzLSq5fQPdciSDlFnAvKZ1Rl4ig/HfW2qfWYpZl/vrDNehK8p+qzg8iGfmSPRHP/l76pdPccu0Jo9O4je8onhLE6y4MXlU/+zS4BBMS4mvrfEKTUPXLsEAoyddtopFRAQijBo5IRaDGSFjYvmPffckxNqVTu4HE4769+XLl1qBVFMceEzpr1AmFVtaH1f2r5lCMBwKjFI+nIgJCJ/YaOucXgg1CJfdloOpjV8973wZvoeJfD+B+aFxx439z873bz2dsA0mAYneBXUmO7dTKC6s1tz3tAv4DxPg3Gd5UM/R39Hvxc2RAF86OcoV2sDvOF99b08AjjIok6yMO/wd5eyWxYVZrn1DJZFRYJuH7YJf3f7uP+F0nTr9V8ERKA8Alx7r7rqqhY7IQSJnvvhjXDCugioRBdGCEPEBq7xaRwQR0CEUM0ZURaYJqmWBkPEBjjyw4YDsTXxAUIGZ1wvv/Od71ihUHQaM7dNo/8TJSw8zRfiv2J9fbn5RTjgmya5HtFCcTbjCHKiCoR+X/ziF1tc58otE+cfTjQn0CISCdNLMV2XrH4EEKDQP/z1r3+10VwY2C00fXhrueJcJTpePSwskOH8qNZIjwhaRNRh6r6oEWELMQgv3Tz99NMlC7SIkgsX+jSmI0LAUejag/iLZ4N6PbtGy1jqb9rLhRdemLc5fApNWRvekGcenoXDhnDYCZ/Cy+vxneNSnkceecSKT+lnp0yZUtGhBw4caIV4tZyyPho9i4yGx3PLzTjtfuutty53N/vsyr0VkTmjxjSXcV7/SJ+Ii1GBFsuJXsWzcvS5i3XFbOrUqXkCLa7Z5T6D0XdGxeS0HT6zZs2yQsxiaZJnyhUVaJFv6pRzpdwXDLlen3XWWbnrNX0O9VEun2LstK4xBKIvLkug5a8HXuJA7Ez/FHc/5D/imqVcS8L3JYW2LWWbUvalbOX2D4XS1fJ0EZDPbLN0VVgDc5sJn1kD+aXp0Pia8S299tpr3mzLZ+bFkvmFjDlExx3C90bh7w6GW1boGUb+rjWkYhVoMZASNgZGZSLQKAIMZnBBWb58uTcLY8aMsQMwSXXOeDP9yUKEIzghePOJMkYHJrmI8pYPb14yyFTNm5DF8pGFdQx0o/4vdOPBABQCqEaJdRhUR5BH/hBqRZXrCMp4S5X8bfLBhybWTj0LFRwqw+uBIOv+QKj0/Ly5a5YSWWtu8Db/sqCPWCuIAjloQ7PLvp8zm+++hzHr9g7tmY6vCLCceNPnDMBJ46Ls0f/JREAEREAESifAYDmiKiJhhO2www5rMTVpeD3feSDF8cezEpEVfA+i0X2S/PvPf/6zmTx5ci6LiLOiD+u5lTF9YTrYX//61y1SI3pWa8fm5QZeYIA9dZBk5yID5Yhbwha3gx5xR/Q+gaisI0eODB+2Jt85F5hKxwm03IslcYjDSJfpEp0ghmmdzj///LId5RS8UQKPmkCvQ6Lw4pkKB/7NN9/cYgqxaBZ4sYRoO/zv0qWLdURGmRM9qxJRQfRYpfwOC2XD30vZt5JtOIYTaJXqYIXFkUceaZ9bcRh/6UtfKtj3IQh207gxvW6SjWmVJk2alJdFpszdZJNN8pb5fsyd+8kzXWglEYiibSm0umZfeUZnijkiKYUFzL4DMv5E2+fDsz7tIZpnIh8z7V4tLRytyR0n+gKgW17qf8aeyjWuR0xRGzXOEUSIcRvnhJuCNJw2+fjnP/9pRUjh5cW+I6yiDYeFnaRd6nnt0iadaKRVt+6Xv/ylneaxtXOCexyf8VJfOH++bXzLfNdrhD2aDs9HK13LFEGr9PpCuCTxUum8tGV6CHDNw58kn5l8ZsVabZZ8Zvj2kjwOVKwe6rEO3zJ9QvQewR0b3zL3+WmcAYAyyGfmalL/k0YgVl8+b4SHTQKtMA19rxcBBpq4oBSaC3njjTe2FxQGfNJuXBT58JYmYccJrx42Lqp8mB6Ai2ghxWp4n2b6jjAL0VMhw1nFDVwSDAEWH/JLvqOGgGu9t5ebHtEV+m3eDxwaRMx6eMYnEeeCAVCz6E1jFq8REbdde22zS3CjOa5rT2MeeGjNJxBrmW0CEdO2wWfDDVJDkQF/nBpOqBUdeOfhm4FnJ9SiP5SJgAiIgAi0ToABC59AiIgFrQmESL21KNZmawMAAEAASURBVE+t5yAZWyASCE/lQ65qHYkWx/Vll11miFIRNqJnlXJs6mfPPfcM75rY70uWLMkTaHFdjzvvvsjCiOzcG261hIMQAefuXXfdlTsMQhKOX65DO5fAJ1+6detmRXhPPvmkXcIzEGIDnOWy2hHg+ZPpWom0wnRazniOYtotoskg/kOMEjZX3wgHon2oW1ePNkmeyhFl0R+5/IXLU+h7p06dWohv2L+cyFYwQiBMxDmmAnSilUKiC+7z6S95wzmJ07g6Voia/vKXv7ifuf+0m1LqxPdMXO8xSOqACEennXZa3tS0nYMoza79I7Lt27dvXplcG+L8iY7RuHW1bv9MVRE1ROiIXBG7VmI8W3Lu++rGlx7CJNp19CU0tt1xxx2tkNO3XzXLaFtMxcgUpFFjemH6rFIFGcuWLWsx/VmlgmNmoChkRMFqTaDFegSvCNrDhkALB2u5dUq/jEgwfL0mKpwEWmG66fwedb4SsU8mAiLQHATkM/u0nuUz+5SF71vWfGb4zfDxcZ8q+5QAzyL40aMvoroteE7ZJfAplzL1vNsnqf/lM0tqzTR3viTQau76z1TpcWhwQWFA0me8pcsFBeFC1ozBK94EpPzOKREuIxdZJ8jYZpttwqua8juDXwid3Bv2UQgMoHLTVu4gVjSdWvwmX27aw+ggXrfAaSrLJ/Dk7FlWnPVOMChpbcnSQJy1yJgg2hi2TSAs3qVvP9MlCOudZ6+8agyf24MoFuv1/VSsNWTTINrWWnmbJvEHAtSvfvWr9rynX6B/DBsC1htuuMH2h/SL9I8yERABERCBwgQuv/xyO7VweAtEJdyDNZMh9A0P3iCKYYrDWtr8+fO94jiOW2sHdi3L5Uv7iSeeMG++GYjIPzEcvaU6it0+xf4jsOPFjqgxLZUTBUTXxf0bx3jYyA/5iooUwtuU8p22wIsr4Wch0q5EoBWNZlPK8ZtxG5z+CFdPPPHEXPERFB544IEGAWUpIqRq6z134Cq+lCIGcsmXe54gcogK0BClEAW5FGNbIs0xNeuECRNslCYiNfls3rx5hv7SiV0QxiW5LSP2uOOOO/KKwljFZz/72bxlhX4gjIoaU3WVW0fRNEr9jUODaSwRartnLfrSL3zhCzbC2ZAhQ1pNqpHtf9NNg+faiDHN3gUXXGDOOeeciq6vnEtcm6+55pqS2h4M//Of/0RyseYn7becc9ObSIGFu+22W25K3PAmRLDkfq/U6y7O3XA0+8GDB1fk+OMaOHTo0DwxVDhfrGvNaPeMAUSnr2M/prOsJBpndB+ur+Q1a/derbHN2vqwQIsxz169emWtiCqPCIhAhIB8ZvKZRZpEwZ9Z9ZlRYHyB3LfhW8P31+zGfR0+o6i433HhuQyfES8AZMnkM8tSbaa/LG3iLEI0gtbixYvjTF5piUBBAlxM+BQyLiZ8smxcLPfdd99c5BzesgsbF1sGQJ1Qq7U38ML7ZuU7bzhyM+YGUKPlwsnITVrSxSoMouCAchG1KFen4O3dtT+Olqh5f88O3owgatbcxZ84OYPpfGzUrJWrLJRNgogUu/Rdz2zQqXPrkF4P3ma9819rPsE0FGbMVkFkrUDoOHK4CTwure/fwC0QpLpoWr4+kv7A9QlZ7yMbWA06tAiIQMoJvPfee4bp0qKGE7KRztVofurxGwFReABnhx12aCE+iDsft912mxUdhNPlXm2fffYJL0r9d4QY8A0bgow4HdSINcICO3csnNWlGNFiXAShqOiklP3ZhjLh3MXJiyGiIt04ziWifTDNnjOm7yDtSvPq0qnmP7woK+fNSy+9FLwnsMhQ1yzHKUo0EvLnc3izDf0Pzy6IUdiOMRcGlHluibNtlFtGXnTh3tG1WQSrP//5z+3btY3MV7nlYHvySzQ+X3S5StJjn3Ba7pxxadEm3XqePQsZ+xGZDMEM5qYtLLR9dDkCl0a2/Wh+wr8R5tx+++3hRfY7oudS+wKfEAWBVj2M8/K4447LiXy4Jl1xxRVWmOg7l+uRp3KPgUCLqRTpk8JGe+N8ZprRcstCe+Ncoo9ivKI1sRzTJReaVpH7i1pZIREgUwAzTeuxxx7bat7JWzTvPHeXy4x0iHTHy1VEEwuLtFl3wAEHmFIiHNFfFOp7Od8qsZ133jnveu2uqZWUsZLja5/4CUTP93r1mfGXRCmKgAiUSkA+M2MFJvKZFW8xWfaZhUvOMyxCZRdRi2fqZjN8xvQLvuniYYHPmOf8DTZIz4wyldShfGaVUNM+cROoqUCr3uHF44aj9JJPAGEBF5RCghs6Wi4oSRfcxEmai+dhhx1mePsRNtHzkIsvjgsibsGmGd6WYkAKYdaCBQu8qBkEZnB8wIAB3vVJXUi75kO5Vjz/yfR9Sc1snfL1VuD8Qpj1v1deXnPE94LBSAad315mf/dq385GzNqiR4URo3jb/b7713yY+mGrICIf0yCODv63b7/mmAn8y7nuhFr0m1Gjr3BCLbaTiYAIiIAIfEqAKZieffbZTxd88m2vvfYqyYHXYseULsD5FxUI4EyvpQCAezifOG6PPfawEUVTitKbbUQb9913X946nKNxGkIhJwxx6fJMUGzKIuqdN02JKkKEHu47cb5/5jOfMYcffnjZzmim/uJ4OOYx3tLlPiSOaUCjkYJ5K5QoTxyzHKPM1RppMPD7pz/9yfzrX/8y//73v71JEnGFvgQxwle+8pVc5BYEIBdddJGdAs5373bSSSeZ888/vyERfxnYJqIL7QFDyEHEHKL8ptHi7sMQ4Dnj/IqKJq677jq7mrd3i003Thu46aabXFJl/yd6XGsCmbITjWkHznvEt1Ertc+DTfSFNNJCbBDlHT1Gtb859qGHHmpuvfVWmxRTSV511VV2bKXatOu5PxHuDjroIJv36HGZnvF73/uenaaRqIcIckrlynWhFKOPLBQ9i/1LmcK4lOP4tuGaMH78ePPggw+2WH3LLbeYo446qlWhINdspg8MGxHUKjWewRFonRNEL5s+fbp1ih1zzDHmW9/6VknXWa7vvnOC/NDXVGK8BEqZnBCXaxH9fjO+7FkJvyTuExUAliL+S2I5lCcREIHWCdBn84wln9mnrOQz+5SF+9YMPjN8glGxOucFH3yB+ARLfUHEcUvjf3zE9An4jH2Gjxj/Ec+vzWTymTVTbSevrLEKtKJCj6gwJHnFV47SSgCR0cSJEw1zZ/uMGy4612YeOOBiygdHGhffqKOBizEf3mKHVVIHb331W84y2grzZjOA5jPaCvNPxz0w7ztWrZZxM/nxoiBS1NI1IqRaHSfJ6dK+EWY98FzIgQ4TPoGttZaxwqwJQdSs2CxwTplHHlvzaRtcToO31K1YiwhbQYSupBliPt7ApV+gT4i+KcGDCdM60C/QJ3BuyERABESg2Qng8Pr73//eAkMzTm+I6GDmzJl5LGp9r42YiHv+qDGNWprv3aLl4Tf3qtEpu0qZ1siXVqFlOKPD4hG2w0ldKBoGU6X96le/stPYRR3Rf/zjHw1TXp5wwgll1QX1xtSNTqBFHojqFYdAi3QREbgyPv3002blypVlC7TIUzXGADCOdiJK+cSd4bSJqsU0gXwQlP3kJz+xz21ENWMKuEJG2k899ZSdEovoK/UyxClEenHirG9+85s272k+H+N+Dua6MW3aNFslPXr0yKsaxI4XXnihXfalL32p4LnndsKhUKmVK0ys9Djl7sdzGyKYhQsX5u3KG+zlRE3ysan1FIf00z/+8Y9z4iz6TwR3xYR2eYVM0A8cUUxHirjMZ5dcconhgyGK5kPkKa5L5Qi2fGmzDJZRUbLblvGZUgVhbp9y/tNfFXrWpU8mb6056rjOOOGSO7Zv2ki3rrX/lBexLuJn0qZfKocz1wvEs1Fbd911KxbPuut1uJxE0ar1vV+0DPodH4FoBK1SpiKO7+hKSQREoB4E5DNrnbJ8ZmsYNYvPjJeI8A1G/SBQ4OUzN+1hVkXL1mcW+IGiL1u6M4V7TvxA+Iib1eQza9aab3y5YxVoRac4lECr8RWctRwwNQTCAgavfcYbXlxQom9P+7ZtlmVcXF3knKlTp7YoNhdnFzmHaUGyYrwZxqAtYep9xkDVRoFCPqkD1748F1u21icRooptk9V1U19+yYqzlrq6XhpEuQrq3xA9K7DRgTBpl779TI927WqH4P1gmp6ng/OLD7bZUBN0RMZsF3zW7b1mWUL+MqDKp9Bc47x5yyerc40npBqUDREQgZQQQJDkE2gxvWEhUUtKilZ2NnFYRgVaQ4YMKTudUnfAQfm3v/2txeY4k7I2vSGFXLp0qY245ArMIBH3q3EZPKPRs0h7v/32876ogaP3xBNPNL/5zW9sFmDOSwE88xP5hnsFREhE92D67XKMyCi//OUvc7tMmjTJOsSrFfngUOe5B2GWM6ZQ3H///d3Pkv5HX2wpaadPNkLUhmgJNmFr37696d+/vxUFIKzyPaMwRdrixYutYI1BZGc4EWj3CAecMIp1iBepCyJv1aM/og1ddtlluchHTAN26aWXliXQc2XK8n+iLr5N1N3AwgPdDP4jLqVuEYcQoahYm28XPLsgiKvUiqVdaZpx7IeA0dcXIXzu169fSYfAmeJ7WY9zrJbCHiI+uSknifZ155132mlzSsp0AjcaN26cYcqfO+64o2juiADI59RTT7VRyhDDEjkMQRHfy70GcDDuKaIiPZcJIj7FLZx0afOftAtFlaKPJfJia8JX8h8V0cZxT9SaMCxcjvD3QtHIuP7Rd1dicKKNXHnllbndEWsRea2W51nuYPoSOwEJtGJHqgRFIDEE5DMrvyrkM2sOnxnPRLxMgVALX2E0miT3dIxtuGkP4xyDKb9VxrsHvmB86Yw1+QxfML706EtFvm2bYZl8Zs1Qy8kqY6wCregDLA+1MhGIiwBvVnNBiYakdOkzcMAFpdIBDZdOFv9zkSVMvRNqhQf8KS8XaRxgTqjFG4tpNZwdvpstVx4EWQizsnSzZcuGKKnJ7NVg6kKiZs154/U1JV8ZvDHKdIYrVtrfGwZ1vWsgzBocCDfrbi8E0x3w+cPNxmwUnE9Mg7hN8NlgYN2zUuiACLBcn0D/GjUEXK5PoH+ViYAI1JcAAoFaOqfqW5r0Hu3uu+/2RiRgMK/Z6gcHXz0FWtzzwz9qRCxhir2s2YwZM/KKRCSOOB2gDDxGr/ddg4ifvinFEGcdcsghNrImwqzjjz/eENGJyEBnnnlmbgp1hEYIoFhXjhHlJmy8MEL+qhWUwIu0wwKtxx9/vGyBVjhv5XwnohiitrA4a2QQYRUBFVPQI3Ajj/TvlNnH7eabg3vHkDFdGFMdIozD8QLvU045xTz33HN2q7PPPttGtqnH9IIIjBCRYUyfx1RciIhknxIIR8jiHIIPfRlRloi8xHM4YjumvkRMVMy4xmRxbINxQkSZUUOgRZk5P9w9UPh/eHumDfVFCyoUFSm8b6XfEcsRbYp+EPvBD36QanEWZWAM9+KLLzb33ntvyWLA+fPn22sD+xMNjmdKhLoHH3xwWUIt6hahXSFr5D0WTroxY4Jn9yLmIjSGN4lDoBVOr9Tv9DH//Oc/vZtzje/UqZN3XSkLuW6FDYEW94Nx3p+E09f32hKIOqUVQau2vJW6CNSLgHxmlZOWz+xTdpn1mX1SRMo3YsQIK9DCdxh9YYrfRL/OQlCHV1991frRfS+0gIMXFXbddVczePDgTxuAvuUIyGeWQ6EvNSYggVaNASv56gkw+Hz//febN954w5vY8OHDrTAri44ab4GrWMhFlw9hyWGKEyFsvJXNh8GoXQKxG06btBhOHW6uwm+Vh/OOwwdhVibDlSJICgblmsWWB05DhFlT5sxeU2QGyZnKcMmatwG6BtETdgmmMhzTq3cykLwcREDgc+tfTPC6xhqxFoKtTTfh9d2G5hGnD9NVOKGWc/a5TDHYy9vSTqhFfysTARGoLQHOO6Jv4ADBsYtjhWtyNc6V2uY4u6njhPU5kXn7jsGMZjPeume6OGc47WoZiRT20Wn1ODYCrWqFPK4MSfofDbnPPXucDlDac1SgxRuTUZbUMdNYMR0iL3ggJCH6E6IKxEbRQT6eKXxCo2JsfW9oEn271Og5hdLGoR99CYNnyHKdyQgHyjX4nHfeeeaaa67J7Rrml1v4yRemsULAc9NNN0VX5X5TD7/97W+tSAcxCsKsq6++OreeL9QHz3a1jioHQ/Lq2inilD59+uTlpZl/cH4Rwea0006z04XDgigzTBHHNKHuBSkGw5kedPvtt29aXETPiooEgMHLIUy5RzQm7nn48B229EvRjw8gIq9aGfl2ETVPP/10Gz2qVseqZ7qIgf/xj39UPM0s9UbUQARCiHm5Pyrl2kWfH76nqGeZWzuWGxMrtl103KnW90TF8sLLltOnT2+xCdOoIpyrxqLXa66pjL3VI2pjNfnWvn4CiqDl56KlIpBWAvKZxVdz8pll1GfmaSKMF/DhXg5fIvc1YeM5hQ8+RHyJ0fGS8LZJ+46vl/EZxgd8hq+X8eXWXkTw7dtsy+Qza7Yab0x5YxVoMXAbNkXQCtPQ93IJEO6cC0r0bXKXDm+cckEZNmyYW6T/JRLgIuwEGb7pBbiIO0EGU5Ak3XjzkhsqnNo+Y7CMG6osvoFsy1sgTKmPRdqXPfT881ac9cFHn9w8v7l4zXSGH61xpO3Up6/ZZb1+ps1ajRU+FeQcRB4wd9y15tOjuzFjtl4j2BoRCJ8CEWGjDIErA7j0t/S70ekmGIj985//bPtb+t3W3vhvVDl0XBFIO4Fly5aZQw89NO8teCKn4PhiWimJtOpbw0uWLLEilehREc1l9p4iWtjQb0K+h43w37WKcIEYhAhDPkuSOI58Ih5wgh5ElZUwIR0i74QNvqU4ucP7FPtO5KXodGk8D4SdrFzvXSSmr33ta1YcRJnY7wtf+EILcRbHY/q9cq1bt24tduF8q1agRaLRl3YqEWi1yFwJCxDdEInG2QEHHGDFbfDzGf19mL1vmyOOOML2NTzjkHZUnOX2IZILYq5K2p5Lo7X/tIFbb73VbsY9I+VrNkNkddddd9l6c+c8Qka4I15zIizHJcyIKCXHHHOM+c53vhNLO3fHSNt/+ksE6D4rNEWbb1vfMt50jkbn821XyTLyzbMQRt+MQCsrhtOJF3aINnh4ELHv+eB5uxJDvMbn9ttvt+Le1q5fROIqZPDmuthaGoX2L2V5sfHqqBDZlx7XrLDV8p4ofJzod64Prm2G1zFO+qMf/ajq+9Xo9Zp7FepGlk4CEmils96UaxGIEpDPLEokvt/ymcXHMukpIcBy0x76oroi4OK+B59iNKJoEsuGj/f+wKfDfbTP8PHi02ltDMK3bzMvk8+smWu/9mWPVaClKQ5rX2HNcIR3333XTJw40Tz22GPe4tLOuJg081unXjBlLuRivPvuu+eEWoTwDBsXcwZJnVCLEKBJM966RJgVjQTm8tmrVy97E5WmSGAu72X9f7uG0xu2DS4TwRSZZnwg1HsvEMB9wCe40Xs/+KwM5ipfFkRhe3tZ8D/4fDK1YFl5L3HjZ+fODYRZ08wijoNxXKYzfPc9+3NE9x6BMGs906d9B/s7FX+YlvK/E9d8gn7NjNkqmAYxEGyN3tIEoSoaUgQGcvnQ/3JTHx24RsDFh/4XB3lUmN2QTOugIpARAkxddfLJJ+eJs1zRcMrzhheOljS9veXyn9b/9913n1m8OBACR4wITrUUQkQOl5ifUfEugsFaceAtRoQPUXMDptHl9f5N/ojudf3119sP4jXaBeK9s846q+xp3xB7RAVaRI6Jy7iv972UsfXWW+fqcOrUqWarrYJ7kcCIAnTBBRfk+hucsQi8fEZUrXItGpGD/ZlyPQ6LRnWqxJnsxDel5oeoUueff35uc6YjbG36P6LPFRMBUBdEE8JwqNKuClk97sdcZEfysPfee5fdxgvlPWnLi9U9Ijw+pRqirH333dcwVThiLdpms1/D6TurFWIV4o9IsVZ8iah0yy232EMzhpK18QWEUNttt529B+We8/e//72JirILcY8uP/LII+00nkQJLHaPwH1vISNiYC3FWRyXsaRCVsix5bann3g7MgbDNbvWeXbHD/+/5557zG233RZeZL+fe+65VkzYYkWZC6LXa67V1E+c9yhlZkmbV0EgGr1QUxxWAVO7ikADCMhnVh/o8pnVh3MSjsKLl0xRzYti+Bij94cI4WfOnGnHagYNGmTwNSbN8Oniw4mKsF0+8eniS4+Ok7j1+l8aAfnMSuOkrcojIIFWeby0dY0J8NYeFxQe+H02duxYe0HRYICPTmXLuDh/8YtfzAm1oopxLu68Le2EWklQjNM+uGnijXif0T5Qt0ffoPdtm4lln0ztV5OyIMRykZ3atTWGj7PekZtSQsIi1sKZzZSDQThYK+Ry21fwf8GSt8z9Qbj+FxcuWLN3MH2MTXv5mgHdAUFdEzFraNeWkRgqOFzjdqFcDz+65kMutv5ErLVNMBVil851zxcCLBdlj345agi46BMQaTGYLxMBEaiewKuvvmp+97vfFUyISFpnnnlmTaeUK3jwJlyB880naEEIkaQITvWsmqiztpYCrdmzZ3sFWrz11+g3/hikQyzz85//3Drp99xzTxthCgGLE5Ux1V05jlraW/S+Ns7pI0k/Or0hbcdNB0bUE6bjw4h+sv/+++cJHXCyMx0fU7WFjQhPTPlZrtF2GAyFpbNoNBK3vNz/0ft/BFqUvxwrd/s77rjDThPvjnHCCSe0GlkMIYlvClWXBoI/Z4hDihmRTYsJIYrtW8o6eLiXp3r27FnxVGilHKvR25TLcccdd8yxp3/6yU9+YovAlJMIeni5rNF9VqOZho+PuMPXF8Hqc5/7XHjTgt9/8YtfmDPOOKPFehwPtRJoEWHciUj32muvFsfOygKiQCE2RWRFnfz1r381kydPLqt4OLaOPvpou3+x6VOIWlDIVqxYUXa/XSitQsujQpXwdq2NedEnEgUxbLW8JwofJ/yd6xtCrKideuqpVuBbzn1INA3323e95n4wiQ5Kl2f9L0wg6ryVQKswK9ZwnvMCebn3BsVTTdZapimP85kjWaXLVm7kM6t/fcpnVn/mjToiL1+MGjXKjsngc4z6prkeTJs2zfoa8TkmwTeNDxc/Oi8O+oz7WZ6Phg4d6lutZRUSkM+sQnDazUtAAi0vFi2sNwGUyFxQCoU5R8nMBaVWIevrXd4kHo+LNZ9CN/xc7Pk0UiTHQBhTR0Snj3A8eWhGzc6nqeyt/PD6sZedqfhKMYRcvXqu+QzZdM0eRENArFWmYGtVMI3K/c9ON4/P/OQmE/EXaXxS1o7BsRBmje29bik5S982Tz1tDJ/fXmPM5psZc+zRxkQFcTUuFQ8bvInO1EX0z/TTYeNhhWlenHiTflomAiJQOQGfGDKaGg5yBlFltSdA9AQntgkfDdFEM07zyj1YNMJTLZ2RXHd81uj2j6Dou9/9rhUqDR8+3Nx88805Ic6ll15qTjrpJBt5Cgc+0bRKNfj6BHCl7t/adr4IWtwvDx482E5jiDMdu/POOw15j4ocECYiPpkeiObdeQGHH//4x/+fvTeB92u4///nfxFCSIgggiZEiFgjljTUtavWVpTWUm1pqdrq29oluijaelhaWr/S1FJqaZWiRYldJXYhIRsiYklskYit/3nOzXxy7rlzPvd8Pp9zPuvr/Xice86dmTPLa+bMmc+8X+f9LsuaJmt23CZFLdR58kN3bekuPguCVndlROOxLvavf/2rEASuYNOd3HnnnUWTYH3GS5wI4MM5s0GYltgSva+Ua6we+fGJ9aBW/fr2xz/+sSOv4O4Ry3EQq3kuIGxCxOI5xtoM7u/8GhnrWZLFCCRZ4kMhkkbRAcb89ogLc9nIkSPjwZn97z9iW2uttZqaoAhgEAoh3jKOTzjhBPvN1dtOIQWJGOtaIfJ6HGhI1pdddpn53e9+l0hQXHPNNeO3Ff6fP39+rgQtxlH0/VMoeNFFd/uO3B9/Z7EmqqZgReWMM84wEyZM6FQsxGks7mZFDA29r3kfsAaSNB4CcYWzCFrJfQhRlN8d8Wcs+Y7GjMGF+dVXX53qHdyYLWz8WktnVvs+lM6s9n1QrRqwl8Dh9Y+s+aLCepjD6x9rQeDlXc5+WdIeMr+p0KOjw5Xkg4B0Zvng2oq5ZkrQipvWj7tGakWA1ebiCLDZwwuFzf6Q4M6HF0o5rjNC+SmsewR4eXvLOf5L6ehdvPw9IQOFQLWETSAY7GxEhQRTpDDY4/NQKG1TheFu0G6iWtMNuTULhzN9ys0d94gcnrD1trWuZRn+ZtbriS4RIWXda+eEjz5Z1CZIWbgz/OxzV4utmRdWWc0s4y17lVu3Rrlv+oyqk7Oi0LBBjdUM5mnm6/jXxhBrr7nmGjdPM18zb0uEgBAoHYG4Ke1QDnF3KqE0CssGgSeeeMI888wzXTLDWkrcrXuXRE0YwMZUnKDFpkQeG1KUFVIAr2pdGUetClUbZkhOhx56qLnuuuscgemKK65wa2ZfD6wmQdRAoQP5BmJGWusVtNkTYHx+WX7Nzvo9rpTDsgmWUbojZ/n6HHjggc5N25NPPmnoC6yf9OjRw0eXfI4TtLKa3+LrEPYkUKTzWyGtxDdii91HH3/72992RD2ITLgQSKOoZ02VJHzBG7XSQ5uwVhJ6T/zpT39yZLekvLIIBw//IRWEJKQ7F2CVlguuaZ+fSstKez/ERcY8vzd///vfG6xknXfeec76nCcH/ehHP3JER+YwCC533HGHLFNEAOb3fFyYC7ojxPh7IMmG3g8QGrHKl4dAwvTvP9YAPA95j3/akRXBphJMWO8w13trV9/4xjfMBx984PaD2BO65ZZbTNJcBoH5hz/8obNGEKoDzzf97ueWaJq8LWjRh3FLQtHyuxuP3B9/Z6WZ96NlVHLNuwYXy3HLu8w5Y8aMyfxZgMQTJbT556GSNuje2iAAwTgq1Ry30XIb4Zp5Punj4Eaof9o6Mofn8XsubflKl4yAdGbJ2NQqRjqzWiFf/XIhYHm3h/F9GmrD+4FwdJGl7DNU2hL2dbDsmMS7QFfbbnUzrbhnWSm25dwvnVk5qOmeKAKZErTiD37SRBGtgK5bEwE2FPgRkOTWgc1PXialfHnemkjm02qe5d12280pGu677z4zefLkTgXxbPOlOIpL+ilPU5lsfLGRG/9C0VeIzSIWQ3yt3JICOevLu3S4EsRalTves64G7fH+B8buIFcMy+Q3ZptlPv3E4VzxF3Yr9zWGY+ONsBfeQdSCrGXr/eJrs5zVLNwaOvnAujHETeKCj9y/Q+zmPcQs3Bq2lGy2SV00F6IsB/M28zfzeFQgcHEwbzMvxK1vRNPqWggIga4IpHET1qpWS7qilX8I81xImN9aVfJ0wRfFFIVISAHP+6VXr17RpFW7RkGP0hNyFgKpKe7iF2UzzyiK5csvv9yRtUohmMQVnlkRtFAkh/DEJSMHZBPcWEFwKPbuRnnDbwRPRKkEfPKClBGVuLI7GlfKdWieZPM0z43TPffcs+AiMm1dH3vsscSkWGyIfnQCmY4xxWasd5uH9RLIQeutt15iPllFMIZeffVVlx0uMG+88cassk7MB4sOkDvqgaQSqiSuTY866ihz6aWXmiOPPNKRHSFvcVx//fVm/fXXd2vmiy++2OBurJS5IFReM4Qxj86cObNLU3C1mna+w5JJiNADITavscL49/V+/fXXq2JBi7XGaaed1mke6AJcDQIY33379nXvC94ZRx99tPnVr37lXHDHqzNv3jxz1VVXGVx0h8Y/YRC/Qv2JBS3GS15C3vGPjqJldUfQIm18fyrtGI6WU+41e3GQQaOC60/6I4/nANJwVOLrlWicrusbgThBK7rWqO+aV792YAMBn7VWMwvzhgha9dXD0pnVV3/EayOdWRyR5v2f9wC/tfk4bYbVTcb3KzAigc6UddFAq5usWGdWBEq8Go2ze5Teqm88KbrZ9u22M6vzURq6QPtRSxedoN2DsRN+1yOemf4vGQHpzEqGTDcsQiBTglboR7eQFgJxBLBIwAslyVXD8OHDDRtS8U37eD76P38E8FXMV5ITJ050fRb/ypBFAV9G8qU4fRZSiJRbSxY5LH5CLHXyZJHE4idPZUu5da/JfUvZ6byftVzE4YVNTYha7/rDErj4f5ElKp+s2Pkzu3D7yBImP7IEqqeeesrhDe6ZbOSgmLPHW9Z137i77jITp1gi4MfWQhpW0nBnCMHMSj+rDGxfZVUzrHeLkvBGDC/WRVWPQ0Hurewxn8cFApe3ssd8LhECQiAdAjvvvHO3CXE5KskfgSRCC5szWZBT8m9BPiXE12R5fXV/l10ThL5YRwFfjECUT6s7cr377rud60L+Y+MtpMxA4Ys5fNavKPFR6ON2K40w5uL4pnH3lSZvCG9JbsW4n03mK6+80imrcTMGsYSwvCX+Wy/pt2Gp9Yi7OOT+UpXJ9EcpUs4+SHcErWj55L/33ns7i02QHVDAE1at5wE8PEHLu7iM1i+Pa9aTELSqIaX2N3UC+9GjRztrWXy0xPUvfvEL1y+4wcXC1je/+U1z7rnnmr322ssMHTq0Gk2p6zKYI3ELGRcIWmnHMh+PxYW10QEHHBAPzvR/P/5D5Wda0KLMGP+MGfZi6lkgbGG1CQt/P/jBD7pUlXcn7yDSxYU+xypmyD0LJJLp06e791H8viz+f+edd7oo2Xy+/Nbtbn3DnBEnaHV3j8+/0vMjjzzi5kbI4F6uvfZas//++6d+jvx9ac/x93WcsJ82H6WrPQJYIYxK6NmMxrfyNWvhn/3sZ+793sw4sKbUOKifHpbOrH76oruaSGfWHULNE49RiE033dTt17DXE/fuw5owc53ZIvjQxY6zenR0s52E/Qr726ofXmashethdg+H/+3Xgh3ELOI5omJ1fI6gRZjdS3DXnP1h1+aF8Oh9uk6NgHRmqaFSwkUIZErQEqpCoBgCbLDwQgkpXLgPBUa7JflgQlJSXwhAwOLg63v6kE22qLBI4MDlBX1Y6Vd7bNyy4EnaLF9rrbUMJCF95RPthcB1m11krbhixxGNtm4JCpa2HHnLErc+7rxR45N/sKRdnEUE5aH/MoB+qEQYR4ynglUHX1er1DCzXzdLzn7DtP+vzWzTx7ahVcVulphN68OCVrQL2KTFWoQnajG/RwUlKy4vPFGL+V0iBIRAcQT48v7nP/950AoBd+LGpFbWg4rXvPlisaqAcjQu/NiudI0Tz7OR/ufLwahElYPR8EqvH3rooWAW22+/fTA870CUWRAvvGA9C+tFcWFdGrVMMG3atNQELe7lo4MoSQsLIlkIX2EX1lqBDPkSFMtg3joYCvOTTjrJQBrNy2UY1YgTsrKyhhtSHEOYqSfBTSRuwpKE31MhqZUCjfG55pprOpLWySefXJXfYFgNq9ZvPZ6RZ599NgR50TDmRO/qkDMuUD0Ra5999ilY2GLOuP3221v+Hc5v+xBBC1ccaYTfjrhljcvBBx+cO6nUu/g79dRTnWWnvMfmOuusY/bdd994UzP9H8tVU6dONbxrsAhXDtGUCnHf4Ycf7ixhRd+VxLGnE7e6TDgChpSLBa6QQIaDMJyHhNZ4vhx+43a31qPu8XdWXmsiXy/O9NUZZ5zhcPXh7KewPi23/3w+xc7x97U+kiyGVn3HRdep1DSTDy/ru8kV1Y51V63WXhVVXDc3HALSmTVclxUqLJ1ZAYqmv2D9461phX7T5KozA10IWIuOJS2Zqt26Xt9myy07wqzlWhfniVlRchbXdu3qhLM/0Bty8L8nZ/kz+igO4iUlISCdWUlwtXxiEbRafgjkDwCb/rhjgEkcEjY22u0mNExkSX0jAAHLEzIef/zxLpVF+eMJGWyqlyooVCDwJSmk+CJ+4MCBJiuLAqXWr2nSY6KewypaCjJ/gbWuZYlanrDF2YZ9vkJnc/akZ3OdH48QtSBUhiwVFPJNuGD8sJkYVE5Za2CbWysBzAvL487waaswmWDH2+NPGsOCs5VkmP3avo5dOtL/3/rWt9z8Tn/GvyTmef7zn//s5ncU63ma+22lYaG2NicCKHtOPPFE9w48++yzOzXyl7/8pUEBmdbCRKeb9U/JCNxzzz1BywrbWZPhrdwHcYIW6zXWBFkqqlHkhhSnWM/yxIeSO7SCG2jfWWedZbzVIFw74c4sJKSdM2dOIQrFdCkCvlGCVlbKXlyCxddb++23n3t/Y1nr5ptvNi+88EKhqrSVY+zYsc4qTR7WtMAq7iIgruwuVKjEi0YgaBWzaLay/Qo2L1JCiVAWkvOMe4IWVmJOP/30QlyeF1nOLcXqybwTH48+PVafGK9JApHxK1/5irOkBRELi0Eoc3luzjzzTBfOnAZxxVvYSsqrFcJDH+tttdVWqZo+ZcoUc+edd3ZKizsPXFDlSU4hb0/Q4jfsbbfdlmt5voF5j//f/e53hvXlbrvtZnCrWgmGkHl33333TmRm2oGlKixKJrnxZn8Jd4IhN4e8h3im8pDQOsOXwx5EGuzj76ys3tm+HvHzRx99ZCAI/uc//ylE8UxA5stb4gSteiM9593+Zso/TtAS+aiZeldtaUQEpDNrxF4L11k6szAuzRbKGnGQ/Qgdshb7PfG9B343Zq4zs79VPTGL8+YbbmjaR47s0JnxUR/x/F6FvOXPAB/6DWvr7whZ9vdN4cy1J2Zxjh6eqMWZeyWpEZDOLDVULZ1QBK2W7v78G8+mCuSspE1NvtBmA6SSzaD8W6ESoggsb4k9e+yxR4GohXWAqKAAuvXWWwtEraTNuPg9LGrmzp0bDS5cU+ZAS8zCdL4kJwSWtUQojqiFAWtVa6XPPzMb2cUe/RNX7qGYRaHnLWrRT90J4wUiT+hLA+5lvDAndLLOtflmxnAgE5+3ZC3rVm/8BGPmvtMR1sx/txjREK2DYIt7EfqWeT8uEHQhb0LSYt6XCAEhEEYAhe6YMWOcQgorEayPvmi/isKFsNZKYcyyDmXNGnJhxBoECwWtKmxExQlaeSgjUTaGFKd5W4dI6leIx7gO8vLlL3/ZrUn9/9EzYydK0Ipbl4ymjV+DL5t8vCu9ZIEvdQrhOWLECPPVr37VKdRPO+00Z70P13lROeyww9za/Nhjj82FmBhX+MaV3dG6lHIdd8nO+jTNGrWUMoqlheyDpR/6lHk7ZInl0UcfTcxiS/sVbOiexBuqEEE7IFEguCNjXDXTOwkSVpLQTvoySeirP/7xjwYXuDxr559/vrNA559pb2GL5wvLPK3sJpdxEyfCYT10Rawop5AbbrjBeu1Y7NaNWw455JAuloxSZFVSEvrSE1JwPcR4aSayNm1izqrUYiLvlR122MFAco8KpLykPSGeH8hhuNmNC9Y0qVfW8yH9h5vAkDD/pnEnzpiIf3iU9JFhqJxSw7DkyUccl1xyibsVoizrjWIEap43SF3UlXmsXCJO6LmVBa1Se7B+0svFYf30hWoiBKQza74xwG9O6cyar19DLcJ4BB8QeotamevM7DrOEa4gXy0iaK29xhqm3X7YspbdN3Jh/C7id+yi+AJBi3v9Ea+8XRM64Rw94gQtu0Z3RC3O0aNHDxG14ph28790Zt0A1OLRImi1+ADIq/m4CEBRH1VSRMvaaKONTHt7u+ErdEljIgCBBjcOKJLoa76OjAoEHDbasLhFX4c2XtkcYMMu9MUkebFJCNvYKwSi+eu6Cgj0WIpeMCtZwgCKafoJohYbpVGBWMdBPw20RLrQJioKTsiaUcVjNA/GB+OE8VJUhlmXQhzfOtiY6TMsUcta1oKs9dqsorc1ZKTdTDVbNgZBC3zZ+GVT3lvZi7uKYXOXDXvGAH3Ne0AiBIRAVwR49/GO7URU7ZpMITkhwDsu5GIPKymrr756TqWmz5a5FOUi9fQKYuZfjriQjgNBQefTx9Ol+Z/74wQtb0Erzf1p07BWCMmuu+4aXF+E0mYVBtZXXXWViX6MgKUcsAgJa9+ogtYr9ENp42HkGVd4xokI8XvS/I9yNmStyZNEGDcQJLwVFd7PUcH11IEHHlggJ0TjKrkG27wIWnw4EBVwTeqzaLpKr3nWnn/+efOTn/zEWRaFWLvXXns5K2S4vvBCuiRyAGm22GILn7Ruzswd/vmHzME4byaXu4zHtELa+HhijEHE+uY3v2nOPfdcs7e1BOytoPHuOOqoo8yll17qyNf/+te/6uJdkra9WafDEttLL71UyBZFVpp3E/sG//jHPwr3ccE6CUu+od+enRJm8I+fzyGAMqdiUbNZhC//n3nmGZPWkllSuyEAMe7jBK34uy16P32H5a0QQYt9ItZjWWNNvhBNQ8J4SkNUYw6IE7R4Z4fmh1A5pYTxHj/llFMK5CzG/eTJk4uSs8ifNN7y6C233OIUxqWUG00bf1/75yGaRteNgUDcgpZcHDZGv6mWzYWAdGbN1Z+h1vCuls4shEzzhaEvy1Rnxu9SDkhX6N/s3sGKvXqZdvsRwSbWcrAL91azPDHLn9n74/B5cI4K+1j+YP+Q6ygxi7AoMYs4T86y+9TumrK45pCkRoB9N+nMUsPVUglF0Gqp7s6/sTNnznRkHb5+Dwmm4dvtxv/gwYND0QprQAQgY3hCBkStuEDGYMOPjTX63gtjBbIPX5mHhLEycODAVBu2ofsVlj0CELDYYKXf6L+4QODCNQ/95t1AkAZLJIyNJOUH4yI6NuL5Jv4/aKAxHF/f15jZVhkHUQvC1tRpHYtR0+Cyrp0n7SK80QTi7b777luYF+JjBeLuTTfdVCBqRcdKo7VV9RUCQqD5EECxyLolLnwJmUZpF7+vu/8ha7AWQtlXTMlMun/+858GcgQKS9xorbvuuo44g2VC1lkc1JH8ePdCLsIV0yBrgh1Czte//nWz9dZbB8lc3dWT+LiSNWuCFvWOu6+iXKxrYNUiD4HohrIK7OPWJajPddddVyiWjwawgJMkcWJfKYQ++j/uMjoLghb5xi3CYR0Ey3xxYRxBJrnrrrsKUbimYsxBTIsKZAk/bsGNckqRedZldZzwn9WHO3GCForkUutXSltIyxp36tSpncjnYMdcgrUsrAt7JeikSZNc2qQyeEa7E8YsaykUPPQDCoAoCay7+8uJZ8z89re/de7Krrnmmtxcj5VTt0rvYX5NK0ljCbehV199tbn99tvN9773PeeGjPmYuWX06NHmwQcfdP0FgW/s2LFF5/u0dWm0dIxb5sU4QStNOyBn4V4wKljPqhZRBOIkhBwsgDH+mS+TxkK0jo1yzVxSKUGLtm622SKr14saDmbdfXCwzz77ODxDVpjBOmuCFmupkNCn3/nOd1L1K30fJ2j5NVGW44L5HfLaBRdc4KoMvhB8/fsk1A4fxrvGC+vAciX0vi5lfVNuubovHwTiBK342jefUpWrEBACICCdWeuNA+nMWqfPM9GZ8ZvUrv08MQuyVbv9DdJurdS6sAULOs4Qt0gXPbg3egC9J2px7fdrOHO0WTIWR5Sg5QlZ/uzJWZwp05+55rD7QO5+8pekQkA6s1QwtVQi+3RJhEDlCKBAgICBO56Q8GU2BIx6/CI4VF+FlY4A/etdnMUVmygtGB+EY9aR8cBGT0h4UQ0cOLCpvsoOtbNRw/jCeZ111imYcI1byWMTEQUVyjHmBVzbJbmuZLwwbvjSoGJZbVVj9rDKQ4533rVuELGsZQ/rgtF8ll7pUnE9ssxgxPAsc6t6XhBxOXgv8PzHFc0QeTl4LzAOmBckQkAICIFaI3DjjTd2qQKEif33379LeCUBEAIgPOMaC7IVcyVKkxAJDDIMFlguv/zyTkWi5OZAqfnzn//ckWjOO+88RwaBELBw4UKXHosfjz32mLnwwgvNRRdd5PIqRgbrVEjkn7giHOuYSeTryG2pL1kn/v3vf++S/oADDjC488lSwBqFPyQXSGFjxowxuPKLCnFRS0e4N0xyJwQO0bTkU4oFWL6o8xaKfB2wTku+lSh7sRISN7cP0SZksYZyjj/++E4ELeoCsSRO0IL499Of/tQR81Gg48K4FGHsxCUvF4fgCr55CtZFIEmFBMLbc889ZzbffHMXDZ7FZJdddikW7eJYP2GtyQtraVzslfNc+zy6O0O+hyjJXAL5EyJDaL7qLp96jM9iHgOL3/zmN45Ai6tD3iVYn+O5Ygz+4Q9/cMRInheewSOPPDL3cVlvWOMKJE7WwYJWd88nvy+vuOKKTs3hvXzcccflOuajBbI/wbvosssucwStY445phMhM5q2Ea+Zl7773e9W9L6h3fF3JMTR0PsmihEEkYMPPtitZaLhXPO80M9ZEVAhBv/pT3+KF+P+p/1piE8k5rmOE7SyXhNR13//+98FMiyWRFmXpK1jlAgJob9cib+vWQt298yWW5buyx8BflNERQStKBq6FgL5ICCdWT64NlKu7HlLZ9ZIPVZeXSvSmUG2gvTE2e4VbmytZUHMWgldibWmanh/E++PaPpF97h7IWVB1OLMgXC2a1cn7ItwzZkjStCCgBUnZ9nfuI6YRRlcR0lgXNt1vAvvyF1/UyIgnVlKoFogmQhaLdDJeTcRE+/jrPI9/iWOL5cNyHa7ENEPP49I855RDnzta18rWM559dVXC41lfGBm/cknn3RfzkLUiloKgJwx0G58rrzyyoV7dFG/CODWZMMNNzRvv/22UzBHyTe4SUDZOWvWLKdQZfMy+vzj2oI5AaJXLrJiH2N23rHjmG+/Lnj8CUvYsgcWURZ+nEuRuWS6dT7WQnKpa5FMIWB5K3u8L+ICKcG7PeR9IRECQkAI1AoBLEHefPPNXYpHcRh9j3VJUGIAyhEIVGOtFRWs7CBYZ0IJHSc84NoGYgRWWRCU2ZBhIIxhyePPf/5z4QMJSDNYsvRWRrDiwroM4hPkLtZhp556qiNZlGMpI07QgiRSiuUZ14Aif2644YYusSjhk4gvXRKnDIA8gUu/O+64o3BHnNhCu6KWpEjI+yxJKYkiNf6OK8VCpCdxFCpkL6ZPn14RQQvSSdzVFPlDsqG8kEQtbvj4kPUy3LSxpmfdHreY4u8rdo4rfEmb1W8A1qFRwfJbUr9F01Vy/Ze//MVZykrKg+fYS5JrLeK33XbbbuvK2MSSVVS++tWv5k5UYQ5k3oGghbW466+/3hx00EHRajTsdZSgxTxcrkCSO/nkk507Mki1zNXe8iDPEfMOrspOO+00M3z4cGfRsNyy8r6POY3DS5x448NLOaO0iBNXeedF8Q/lx3s5Ol/zOxSCaFZzRqjMeBh1/8Y3vuEIWlhK4v2NC9i855Z4PfL6n7XE97//fWdts5IyXnzxxU63D7HKpe4IWtyAa0HchGKxMSpgDaHq17/+dTS47GtcjfLuigvWMT2hMh6X9H/8IzM+UutuLCflFQ9nnudDN+Z25PDDDze/+93vUq9F+RiS39cIbg4rGafx93U13qmu4vqTCwLxffu0hL9cKqNMhUALICCdWQt0csomSmeWEqgmSJZWZ4aRil58iAjRid9d9nfomnbvAmLWOpYQ70hZWM2CnBUlaPlrfrcuus8TuwoEqjQELchYHG2WqBUnZ9nfaC6M/ImjrOhBnTkoh/PSSzdBz1W/CdKZVR/zeitRBK1665EGqs8L1jINxKy4GwnfBDYCIGHEvwb38To3LwIQbzgmTJjg3DtMnDjRQNZCqcjX8RB3ONjEZnOasQJpR9J4CLAxzkH/MiewqYoCGEHBQfjzzz/v+pcvX3FTNALTrNWSZXtabdeojoMF7DPPdljWesJuzM77sFq1KL2cNQagqSz9vjq9A6UeFiE8UYuxEhU2CiH1eaIWc4JECAgBIVBtBCAcQDyOCu8tCFoQLCC1oOTijMIxieQSvT9+jcIbyzdxS118URknZzE3/uIXvyiQs04//XRnSSKqlGZthWLTiydnYd3mkksusXsln5sjjjjCvY9Jg9LulltuKUo28nnFz/369Su4eCIOC09Y0szC1Q1tDZHjUBgjWAMDb499ucpGrE98+9vf7mJVaqD9SCAq4OaVmz6c3zQhF4zE069RC7IrrriiAa9SJE5cnzZtmuu/ctvKOizkMgorHCGBOBhXrpMuTuYjX09e22uvvdz6PpRfsbC4wpcxlIWVNPoNi3FR4TdGuRhG80m6psxo34fSeatBzCO4PEySbbbZxiywm7BYGkoS7odk4AX3q4MqcF/l80lzxqUcVvhY32PZBvJoFsSdNGXnmSZKqoiTNSnXx0OK5Tpp7if8Rz/6kXMti0Ui5l6sApIn7wziCIdMCxkEsmg9/gaGFHPWWWe59xSERz7KgRDF+7DSZ2mnnXYy55xzTqE7mQuS8CQR803ceuTPrcVI9pmK3VcoIMMLnk+IPLxDGf+8S8CmWQTrYMz35fYx70G/D+AxwXJg6Jny8f7Mb0XGHPNZXHAdyjpno402ikeV9D/riJD1rLXXXtutl0ol4vt53VeCNRFrSE/K9OHlnNlTQWGDQOocM2ZMIjkLC448C9GDecpba1x//fXL7lPKZ96LSt7v1GhZus4eAebUqKQhUEbT61oICIF0CEhnlg6nVkwlnVnr9HoxnRmGKnous0yB9NTLXrfbD3pGoA+xe2N2A2wxMYv/IUqh1+LgOn7YPQlHoPLnEEHLrhftgrGz9SxP0oKExbUnZrFeIIwzYZ6IFc/Xdyf52vW8pHQEpDMrHbNmukMErWbqTbVFCNQhAtGNU1ysoBiEpIVVJUhaKORYlNTj5nQdwlm3VXrllVecwskrttnIY8PdKzSouN80rFkjWFBubt0GcrBgfWFSB1kL61pz59asWsGCt+hwgxOMU6AQEAJCQAhkjgCkDlxQxeU///mPW7dAmGD94g+IpBCOUaBBrkLBkUbJ8be//a0LOQvlIJZV4vejlEYRjWBxBQV5dF0Vr2v0f4gBpD3ppJMK5CwfDykg+n724d2dUdqOGjWqQBgjPS50siBoYR0jTt4lfxTgHOAO6Ykzyk+UvmDPwcZXnNzGvXGBdACmcZd/KD/jpCXGAx8aRMVbsoiGJV1jOadUJTfWZSHc+fphjQPyT7mCsnyc/ZgmKlhqA8eQUF+sdkUFbPmyMyr//Oc/DeQxBIJWfNxG0yZdY30tKjxLpeIVvd9fg5evmw+LE998eJZnPkZIkh/+8IcFhT0uTYulZS6g35IEK3+4+/LC84DFpizIbT7PYmdIiljhwzoUFo2YkyBVpHn+iuVb67jovMocFxcf/+yz9kOPboQNVoguI0eONDwrWAbE8hJCHGMAEszLL7/srONAdoxale4m+9yjIWrut99+nSxWQQrkQwsIn1h5q0SYs7EgMHfRby9PekvKE3eaUetZWBLCOmQtxhxEo5/85CcGK3h8pPiDH/zAkXabgaQI/mOtVbDvWjd/ENHKEdz8Mua97LDDDiW5TcSV7sUXX2xwHxkVsGYeZRyUO9cxrzJXhaxn8YyWs47hwyPmxOgHq5CcKyVoQc7i3YqwPoFQM2bMGPd/mj/st/GOZY5BIGj5OSzN/fE0UVeJxPGeyuJ9HS9H/wsBISAEhIAQaDUEou9n6cyat/fjOjP24pa3utAlIDvZdd4oa7wCctZS7P1AzIKQxQEZy5/9NXsFXHNw7Q+IVBzkwdkTqqKwRslZdu/HbuR0kLD8GUIW+fkzejTyix4+X84ccbG/dyVCQAikR0AErfRYKWUMARRTHEnmWlGycMjFYQy4FvgXxcg4qxDi62oExQgbVTNmzCh81c7GLEooFClsTHvLORtssEELINQ8TUTJRF97dzL0KxvmfrMd6xEDBw50JDwsArBp6/uazb2aCQvRYXascRx2iDHTrEJyvFVESWELAABAAElEQVTEjn/cmFmv16xahYJHNBdBCyIm44T3RUhQWLXbL+Hl4jCEjsKEgBCoBgK4KopbfoiWyzuMw7skRBF5xRVXuCQoDCEMYV1k5513dsQtFLlxBRYKQhT3cYGEFV//YOnBuzEj7sQTT+yiYKM+IYtHKMBxDUh5IbeBu+22W5e6xesU+h8iDqQD726RNCgBt9tuu1Dy1GHgjlK2mED6jlpdiirsWWfy/gB72gYBKWSxA3Jc9D7K22effcwYq/iMk4ziStwvfelLwepBYKIfsIx07733FtKkcVVXSLzogjpADsF9IEK+rKXLJRh56xmLsncniFDF3NlA4IoKbhrjZD5wRHDZBmmjHIm7+eP5iT8v5eTLGIkrk9ddd91yskp9DxvrEG5C1soOO+ww55qLtTGb7p5wmZQ5zyy/j0LCxi7ElChxEAJmVS3T2opBkIEoRlsgliI8Q6zlGlWiypH4XECbopZ74s9DqM1RV4cQLKKuDiF0XHfddebLX/6ys7wGIQbrjcWspoXKyCuM3+vxedKXBYGHsV5JX/O+5J2BZTGEZxYCSgh35tWotTjea1iVrCVWvGuwwrT77rs7C2jMgVhWbBaSFmRCXA3Svuhz4cdA0pnfescee6yBCO3lyCOPLPq+8en8mfIgvbGv8LOf/cwHuzPzK88KrhhLHX/Mq2eeeWZhvopmzFiHaFVKW/39jFkswmFNzQtroqT1gk9T7Iybaqy28iEj4ufYYvd0FwcBtNz3K3t1uLWNighaUTR0LQSEgBAIIyCdWRgXhVr1g3RmLTMMQjoz9mI+t799lrb7AxsMHuyIWatYIxadiFiegAU5yx8+jDNhdn1bIGkRBimLMM6eUBUlUdl1tl3wdrWetaSlh9g1rVXmdRCzuJ9r8vD3h4hY8fzQs3GQF4ckNQLSmaWGqikTiqDVlN1a3UaxSeXdVo0fP75L4SjkPSEDhZGkeRHArDskjJCbD6xk8TXmQEvWQbnpFZweDTbi2JxmQzu6ie3jda4vBNg8pK8nTbJWqGKCYglLFP2tv2w2+RkXUUHZyNfQWByBlJNkySF6T+7Xaw+yn4Pa44D9jZn9hjH/tXPZBEvWgrgVWojmWSFrDcEMGphnCVXNm/cCY+XDDz8Mlst7gXHAHCERAkJACNQCAZRP3RGEitULhSRWqTggKkDaQWm32WabmcF20wWCCJZCsdCFRa6ooGz8+te/3kU5SF7e0s7RRx8dfFdCQooTicg7StjAvfDMmTMLRbIOg2BRjjISBR/K+ahg5akSQTGP9SzWFeUKdeBgbYFQRyx3oET0+LM2GT16dKciIGf95S9/6aLshYABAS8quFr0VnCi4Vyj/I1bHIG8VA7G/K7yBC3yhoBXDkGLNoRI0VjlSFLUEh5314UlsShxgrpdeeWVVM25oipVUc599Hlc4QtBqxy8yC8qoeehHPyieXZ3Tb0hLkYFAsoJJ5zgSJtgxByBoj1qaSWa3l/j+g2SHv1AH4IVCvILLrjAkSZYV3th/OIyr5w+8HmUc2beOeOMM1zdaBMHvwd4lhqVpBJ34RXHxf9WwZVYEpkoeg/PEn0DJljdwtIYriHBjvHC/ADxCHe3fLzC7ybc3taDJa0Q6de3DVIyxJlyrA35PMCg3a77PUELEhYEFywlRgWC6kEHHVSYKyAq854u1XVsNM8sruk/SFn0G1YVeVcPt1+9//Wvf3XPbRbzWBb1LDcP1gtf+9rXnGW+448/Prj2iOfNOxDLYk899VQhivcl7gqT3jeFhLEL0o+x6yhIznECMMRGrEGxhhkwYEDszvC/KDzIL050Yt6ExEzfRd9x4VzCodS13Y7lOEErnLr7UH4rMxeErIl2f3dyCkih5UoSQavc/HSfEBACQqDVEJDOrNV6PLm90pklY9NsMcV0Zug++tv9wu3s/sH6dm+uYDHLE688ISvp7NNx9gfELH9AsOKIkrQA2P6GcYddvxZIVEsu2UHK4sz9ELOi96MPix/kE88vmjf5c/h0Han1NwEB6cwSgGmh4P/PbvzZJy07iW9IZJx9dhVVTrkgwIYOivi42wpfGF9ht9tNDJQlkuZCgH6/7777EhtFv0ctLKD44h4sRIQERQf3FPvKP3SfwvJFgP6i3+KKS18q/UW/RRVVjAvuSRLGBffUpbzzbodlLchauET8zH5BkLfsurMx3zo471Jyz5/3AP0eJQZEC+U9QL/zXpAIASEgBGqFAMq7Wqw1Bg0a5JSGKKBDykF+Q+FqCkGhnaTkRFEeJ72jREfZTR6QvHgnY73nkEMOcRajIHaUK7iloky/foNYg/sr6liqUD+IC2PGjCn11orTgzuuxkKEEggY311kqYOCIGdgzSKUlngIGJDOvUDG48vYcjBB6Y9S28vpp5/exZKIjyt2RmFOP5Ofl169epnnnnvOxK1k+XjODz30kCMV+f4lDMtgvK9xf7jvvvs6UiDK81tvvdW5LCdNKcK6IOraHPIcxKUsrOJgCQ+igBesFN1yyy0l9wUkFCyuQPKDfNSdOzXmEdxnnX322b5odwYnCAW4rHr8cbuWXCQHHnigs6Lk/4+fUeZAHIDwQPnehbhPB2nzN7/5TU3mLl8HiDVYBPQuF8EaUgZHOWPf55v3mXmH/oJ4wEdFkN7oN64hxmGpJ/6sM8dB+kRwKYmFHAi4ve3XzszfSSQ5fi/Rl8g//vEPZ+XP/WP/8IxBdvT4MYece+657kOlWryTfL0gYdKXSZKFm0Pwx53d3Xff7YoZMmSII6YOtEoK+gXyFuMb3BHIWZCZeSaS3oUuYRX/MMdiCdCTc6njYYcd5t69kLQbQXBXGiUuYe0t+j9tOvTQQx1RCityYB/Fn77CYiGEzai1Tu6DtITb3nLF5w1JLEpaJj/mZawJ4gqR90Z8D5o0rJ+wBIa1szhxF6smPHtZjKf4+x9SGfUN1Yl6JQnjiXk9ZGU16Z604fwej+7Dpb2PdHxYt9ZaaxVu4X3Nh5XxObKQQBd1j0B8bPJOlAgBIVAdBKQzqw7O9VgK72LpzOqxZ7KtUyqdmdWBjbS/IwvELPSi9rdR4f/otY8jLH6wV0iYJ2lxhmTFESVZ0UTe9RCm7FreHVi4Yv+OA1JW9OjRo+N/q99z4ZwJ80f0//i1/58zeUsSEZDOLBGalosQQavlurw6DWajYpxdfMyZMydYIBs8bPT37ds3GK/AxkEA62j0ddTtTLT2WFejr/tgFSgmfE3OvfGv6H0yXCBwL18ZS2qPAP1Ef0VdF0RrRT/RX/RbXBgf3Mt4CQnjg3sZL3UrWIB6wn4ZPN4q2J55tmMhnEdlTz/ZaiKG5pFzVfJk3qeveQ+EhHmfvo66iwmlU5gQEAJCIG8E2EBBaRV1t4aS/OfWdZd3lYbyEVILR1byne98x+CaDKJqVNlZav64PAuRbSBloYBEUHKi+CMtyu9KiROsAVCsM897efnllzsp8Hx4sTN1giB11FFHFZKtsMIKjvzA+wGLWGDPAWkoyQpj4eaUF1hq/b//+z+ndE4iVVA3rFjcc889LleIGIyRJJIOVl1w7eSF/qVtcSWYjy92RhmK8pk6ILhshGQVIvEVywfrM1iOipL3sCxGvxVTrFIuxAhIKFHBYsnVV1/tXDlC0KNO4FKO3HTTTWa//fYr3AqRDOszSfgWEnZzgZIREuI1EXdTEG8gHZQqpRK0yB8SJM8YJMZiApnhtNNOcx87oIy/9tpriyXvFMdzjWWmb33rWxXj1SnjMv9hPoCMSH0goSH8HsAq4N57720golYyx5VZraK3QcCkblHyYtEbuomEVMWcEmonZUGyxDJaWoHgxrMWyi9tHpWkgzx1wAEHmJtvvjmYDUQpSDuVCoRF8vGWIpmXIM5ClItaZYfwwnMMmaacObXSeha7H6w4IBFdfvnlLilzAH2ItUKsWZY6dxcrL+u4KEELa25Y+cSSG/OTd7Hny2Tu4d0EYZnfcsxzEydOdK6ho+9nyFmQorCQnEV/McdccskljrjEeiAqEMB8vXi3M4YYP6xJWLPFiVmQlCFf876mLVkI8z7rSF8W2PDeLfV9xnoUN81YZMtacElbrtU7xsP++1sL44uE9zVW7ytdS/r8dK4+AvHnUgSt6veBShQC0pm1zhiQzqx1+jq1zgwyFMQrf0Cy4jrNmTTRdFzHiVrsIxEGScvuBRYsYLW1LSZnQdCKkrK47tEjfERJV6RJ8z9pOCRdEJDOrAskLR8gKmPLD4F8AECxwsEXlnx1Hf/Rx2KUg69PUdTXagMyn9a3Rq4o+lDy8DV9SPjSjr5lYz5JIPLsvvvuBReZ8U03NuRuv/32gotMXARJqo8A/UJfs7kXEvqFvi7magACFsoQ7w6V8RMVFOEoArw71OiXmtF0Nb3GBd+2ozoOFsFPWwISlrUgbSW47yu5vvYrYLP+eiXfVg83QAJgnDDvh4TNQNyXMu9LhIAQEAK1RgCl6oknntiJnIVLMsgcURdKzG0o2fni9d///rdzUYibwrj73jTtwToLinyU38VIMmnyIk3ImiXKUU/OIg1rbIhIWVmvpd4oypnvvWAtAmsWaQU8J0yY4IgL/h4UkyiFsTYTVWySFtIQSss777zT4e+JIP7etGfcFGJdCVJbMaU5v1sgSnlhLZukjGR8xBWqRxxxRNmKaVwRYfHM54mymfYXq6+vZ/RMevo8StDCUk934452QjZgDEGWmDdvnssWwhmCpRsIKZVYRokSIsmT9ibhS3xaYayAV1SiFl2j4XlcY1mEeeKwww5zCuxoGfQr6x+If5BSGOOsnakf8wFELdbASWtt1s+k414U7XEFa7Ssal7zW46xwtqPuQ2LNWxOc/A/674drOUp5iXcOVBvDn4XQPTgSHJxzZjIYlzE8WCczJgxIx5c9v8QVZgHQvsZPIdjxoxxZLC0JF+woY6h/MquZAk38r6ANAgpCktW1BsrUdSJd07893oJWXdKivVFyF4QQnFdh0U2T3IiIQQf5lLGfC0tinWqdOwfsGKMQtLFUt6Pf/xjN7awQsXBc8teB88I7iv9c8tc4cc/VthCQlryLnXuD+XVXRjzEP0Agenggw92zyskK4izfq2D273uXO/h8hFLgrwffFu7K7u7eOYY1mqQ3nALCgHXP79YGIy6VUzKC4tme+65p2ENwLjLElMseIGfJ2ihdOG61A8MqRPzSNbC2GOslSvM5VFhLshjXo6WoWshIASEQLMjIJ1Zs/ewcR/HsV8inVnz93XJOjPIWKz5sGrFwXX0sL+53P+c4wfkq/gRJWh5whZhpPN50Q32t4VdBHdYtrK/MQplUgcfTxq7f+gO0sbL9/9H6xu9jraJa/KTOARY5zMnSGemARFHQBa04ojo/8wReO+99xxJK2nzxFvOqWSjP/NKK8NEBPhKkBdKknKMDUcUDijvShU2gMk77sbD54Nik7wbxW2Ar3ejnukH+iNJoUA/0B/0S6nC+CFvxlNI2Dzla1TGU90Li9HnX+iwrPW4tR4w953yq/ylbYw58ojy76/Rnczv9GeSJT3md5R0SUqIGlVbxQoBIdDCCEA88e8YCASQUiBPJFlV8lBB3oEwg9UPiCYQjVDGcY4LeWFliDkQRS1EZYgapSje+SEfVdZHFYsorz1xxpcNUQorGHkKClKUuF6wnjN27Fj/b7dnyHFYETrvvPOc1U0sAkGMS3JVFM0QLFCAYmGFg/UEllji1j64ByIW+IM961KsUXXXv9wHUQCFJmcE4hhW1UKCaXL611sQwToH+Ef7KXRfUhjji7F40UUXFZLg5gvrV6UKZKE77rjDjR/IQVgYSVsvxjjjGgspuDOiXltvvbWrR3ckr2L1pP+wiOOtk0GGpB9DluCK5ROKi1uUw+oHYzVK+AvdFworx4KWzwfsGKO4beSA9OB/FzH+QsQF3HFxH22YPHmyI5qRlvmCA1eJEBVC9/pya33muaZfcSmJO7/QM1lKHZnLIL6keWZLyZexjIW5UubhYvkzvrp7rigvbd+lya9YfbKKAyfGJThxZgzjbhNrRlHLh5WWBzaQniHdMNfg+hxLlsyr9H1W/VRpPbu7n+cXgiikNty/JlmN7i4fH4/yFlJ4//79fVDmZ967WHfD1eSOO+7YKX/ag1IRS3O45OGI/85jrGKJivcThF5+65Uz33YquMg/rIeYZ7DgxIddYB0S9iggVvPOok68c1hf5DWWcJfIOsgL72/cL5YqWNHKQ8olODIGotZEscrJuldeEPLoperlGX8XMddLhIAQqB0C0pnVDvs8SpbOLA9U6zPPsnRm6I/ilrMq/R9SFnn4M+Qs/uds13KOZAWE9jedZdl3WM6yv7HsD62OY2lr6Yrr0JmwaHip/1OexH1QMk46M42EBARE0EoARsHZI8AGD5MRJsdDwiYKZI8sNuhD+SuscgQefPBBtznHZk1I+KIOUk2lX9VhNYCxghInJCgpGCvdbYaH7lVY9wiAO/h76w3xO8Ad/OmHSoRxRDm4LgoJ44hyRo2yVqsaSaZMtZa1LFFrvLWuZV0clCQ/Os6YEaWTG0sqI8PEzOf0YdJXQczn9CHzu0QICAEhUE8IoOjDmisWa3baaaeySQAoNnhvkh+kDKxNeBdnKLRRCPI+K2dtRJ533XWX+ctf/uIUqF/72tfM+eefX1CAoizDvVhUsHiBe7GQ8N4lT5QzlShRIS6hkPXWilDQQioppY0o5bGyi5UJyFDlruk89lhd9fjTB7x3sDREvtSrFMUsZARIMd5yyAUXXGCwPhUSrMxA4PLy8MMPO2sa/v9yzqy/otYmf/rTnzpCWzl5MT45Sml/vJws8vB5QkCCePD++++7IEg4v/3tbysajz7vG264odPYxzXTvvvu66NLOldC0CqpoCZMzPPDAYECd5YvvviiI95AvilFcKVFH1YydkspT2mTEUDZhAtaBMIObm4lYQR4J0Ei4l3AnAQBlbHPQXha4R0LASlPghb14T0MOavY+5s2cbC2eeutt9wBCYp3PyS6Ut+xaTEols7XCeUY734OiEj89lxppZXcu5/3fzXmDwja7Fd4Uh5rMKzQVaPsYhhVGsfvfMiS/n2Nu9bRo0cXHSuVlqn780dABK38MVYJQqAcBKQzKwe1+rpHOrP66o+8asMaFD1IWTozuxdXIGilJWalTecJWvH0ELUgY9sPK7oQsUohXFlL+oX7k+6Lh7c4QUs6s7yewubKVwSt5urPhmiNt5zjf+jHK40yC4W+3wSMx+v/6iOAlQgWH2zIhQS3FfRZ1CVQKF0pYYwPykyy1MX4oEz/RXopeSttMgJYS2CjtprPJ+OKvmachYRxRV8zzhpOXpvV4QYRsta06cWr36OHMX+8tOOLhuIpax6r57PmXaAKCAEh0OQIQKQ688wzzS9+8YtOLcWdIBYNsGKAdYi48BVuaA1NfrgP5D5cpaE8jCtp4nkl/Q9h59e//rVzF+jToEjGQlgzCFYssN6CtRjkqquu6mQxzLcRTEeMGFFwbfSd73zHuaorl2zm84Xc8u1vf9tZfyIMq6K4FquEVOfzrvU5Tmi77bbbnAuwSusF+RBCD+QRBKt45F2utS8RtCrtkY77PYmCM/PG7NmzHVGFdSRhCOGhuWjNNdc0w4YNC8Z15K6/1UIAspH/YAbLyvSLpHsE/PjnXcEBwQmreliX8+Qdxn5o/GOliH2OYsSp7mugFNVAgH6GyI1bVwTSOdYn8yTXVaNdrD8hZSF4PeCjuobcj6kGWA1URny+4R0sEQJCoH4QkM6sfvoibU2kM0uLVOOnq1hnZn8PBAlaWG5PIlh5wpU/d5fOx/tzMYIWeihPqvLnNGFp0pBfixK0pDNr/Ge9mi2Qnblqoq2yHAJsNOFqZJwlZITYxixG+foMQkalFnoEeWUIvG6t/9BPfPkcEjad6KchQ4aEoisKQ7m45557uq/2MKkft9DDyw4XGlhvoA4DBw7sXB5u5pZbzi407GJD0i0CM2bMcH3NOSTgG8Q5lLjEMAhYuKFhnDHeGHdRgcDFF8iMM+rQUJudA1Y3hmOvPazrw7kdVrUga02a3OHvO9rQjTdqiMUr8zb95BVr0SZwLQt3cUT0vxAQAkKgdASw7BUnZ5ELSr+oy5lozlhdWo61T0Cw8gQ5C9lrr70CKdIHodzBld/ll1/uLGdxJ8SxZiFo0b5VVlmlQNBabbXVguBg2YxNOmTAgAHOTWOl5Czygoh1yCGHFAhauHCEeAQBqZEFEhUW3rwwXuNutXxcqWdcgXlyFvdiwSRr13il1knpTcGKjccCizscksZCAGuTXmQV1yPR/Zn3QfSdgJtSXDhCupU0DwL0MS4O/9//+39uTYT1zdtvv92tkxq1lRDFcSXp5cADDzSDBw/2/+osBISAEBACOSEgnVlOwOaQbUPrzHLAo5mzzExnZveZ7JcZXY+2tsVhXIf+9+H+bNef9odGR1p/DSEKEhgHQlk9rF4UMjZpiMeSFmd/+Huj+fprX9fu/icdaXx6f+6oRUv9lc6spbo7k8bap1EiBKqPAJsYbMh7ohZfYkYFxf9//vOfAlFrww03jEbrOmcEcF0DAcMr8uLF8TV6e3u7c28Tj8v6/4EDBxoOFGDUCcsQUWGRNHbsWLPZZpu5OvVGMTnzNWOs6xz72bwxgwZGk+s6hgB4gqtXMMaiTe/evR2u4Ju3QMDiYNxRJ8ZhVCBwceDygfFXrlWEaJ5VvbbuFsyuO3cc8z405nHrBnGCJWs9O7HjS4kt6nuznnmafsGVREiYp+kXXF5IhIAQEAJCoDIE4q4LfW7rrbeeI8hCXo8Lrn1wWdSzZ89OUVjGPOecc1zYkUce6Yg+8S/oO92Q4h/WB5CIvHWFu+++25XdDKQYCFJf/vKXzf333++QmDlzZhdEsIYCQcsLbghxOZmV8D6FvA5BHcFVHMQ6b3Ulq3Kqmc/VV19dcItJuSh8cUlVqWD9gd8CXnCb+Y1vfKOhsfJt0VkI1BoB9mUeffRRV40jjjgik2e21m1S+UIgawRYEx166KEFl8e4p4a01agW0KLva9Z1tK0Z1ndZ97vyEwJCQAjkgYB0Znmgml2eDa0zs+sVSXoEctGZefJSd+e2ts6kJ/9/9OxJV56U5a1ikjdxdl/LkbMI9/d5khZx/trnw9mni559XX2Y/7+7c3qoGz6ldGYN34U1a4BcHNYMehUcReCll15yin+sBYRk3XXXNe1WUcHX6ZJ8EUgix/hSa0mOQRkGQcQrzHyd/LnNKiXbNxhmvhT9KtVaZzIr9/VJdI4gAI7gCa4hwbIBz10tlIH19IMnhE2mYZidffoZY4YONaZX2PJJpuWVmBnzMuOEeTokzMuME+ZpiRAQAkJACGSDAO71hvJeWCS4O4JcNWbMGPOnP/3JfO973/NRhfMZZ5xhIAp5gbjy8ssvm3333bfgMjrJBaK/p5Qzbppwm0gZyB/+8IdgvUrJs17S8t7bfvvtXXVwy3fKKacUqgauURePWbk2LBSw6AJLsd7aGaQx1ujVIMzH65HF/6w1d9ttN4PSGmHdgNWrLBS+99xzTydLXFh2w0VkJSRE7+KQukJ6bAb3krRFIgRKReDmm28uWO/DKhDkVYkQEAJdEYDMvc022xTWRBDXs7IS2bW0/EKwdrn77rsX3tfHHXec+dWvfqX3YH6QVzXn+NpILg6rCr8KEwJlISCdWVmw5XJTQ+vM2trcb3B0PZLuEchNZ4bLQdwVogsKuS304aEzYT6cfPz/nPmfw67j3GE/srFfdnYQtGguZCo7BgqWtDw5C6IWR48enQ8+pIuG+f9D52hY9Lp7mBs+hXRmDd+FNW+ACFo17wJVIIrAY489ZvjKfwHWjwLiyUFxywCBpAoqEQEsE2GNAWVbSOrJvdycOXMMirOCuwUWHNaUvJe+vfuYdvv1/EbWGpNbgKw9qGNR4RO0+BncwA8cQ7LRRhu5RTvK4FpLdyaDV199dbPddtvl4maz1m2vdfnMw4wTfoCGhHm43SpYmZclQkAICAEhkC0CWC3ZY489zB133GH69OljTjrpJGcV6LrrrjOXXnqpUwCuZC0zzsV9bkTOPfdc907EPTDEqSuuuKLgOvjOO+80O+20U0XElUhRzpIXhLGf//znLpj3MWVkQbqJllOLa96Bu+yyi3nwwQedpSesZXml1jXXXGMOPvhgV63vWlePv//973OxkrHQbthhRevWW291ZaEkPf/882tCnK+0D3CBGSV24OoQN4SVCopFLHtg7QNBqfy3v/2tYis/ImhV2jO6vxkQwM0Z7wwUFLjle/jhh5tifm+GvlEb6g8BnhfeHRwI5HjWbI1mRYt1J+9SBHfPuGphL1DSHAj4taxvjQhaHgmdhUD9IyCdWe36qKF1ZjHY0PWwl4/uR9IVgdx1ZhhJwGOMJ1oVO3sCFkQuyFf+f38mzIdDzOIaHSnXlMOB9SzEW7vCSpa3mOVJWpx79FhM1MqCsEWeTSzSmTVx51a5aSJoVRlwFdc9AigjIGl5U/rxO7x7va233joepf/LQAAFHsSsiROtm7WA9LMWqFi4bbDBBoHY2gZNmTLFjLNKmJlPPm0XHXYBwmJi2WXtgqJjETB4rS84otYa1uWPGTSwtpWtg9L5qhPCDbiFZI011nB9PXjw4FB0TcMYn4xTxmtIhg0b5ohajFdJ5Qgw/zJW4m4mfc7Mv1gWycI1kc9TZyEgBISAEOiMAF/LJinFcOPGPH3qqaeaCy64oPONsf9QrENgIa+srWLOsK6md95558LaAiIT7uUaXVBYYeHJk4ogYXEN+eeEE05wzbv22mvNfvvtl6vy9cYbb3QkLQpcddVVXZ+vv/76DQUvZEMsWl111VWu3rg2xApcFq6qIYyMGjWqgMdtt91WUCwXAsu4EEGrDNB0S1MhwBz4y1/+suCyjWf2sMMOa6o2qjFCIGsEcE+96667FtZErBN45zWKYD0Lq6D+fX300Uc7i6FZvK8bBYNmr6cIWs3ew2pfsyMgnVl1e7jhdWZ2vwhdUEjQ/aDvQxckMQ4n9teqojPzBCuIV1z7czQcspUnZvkz8Z6QxTl6xC1neXKWJ2jRyW1tiw8IVJ6o5a1opSFq9ejRoX/1lrLi//twCGFNKtKZNWnH1qhZImjVCHgV2z0C3nLO5MmTg4n79+/vFhLrrbdeMF6BxRFAWcLCA8sAIeFLPywhYKa9LmWhXZRMeNyY2W+Y8VOsi0xL4PlwoWWgI8v0NGY5S9Rq61gMbLHhRmZ7+xXgsmut2RHfYn/nz5/vSI/jx48Ptny55ZZzz9IWW2wRjK+nQMYrRC02D0PCeG23PzCWYJEpKRkB5lvmBebfkDDfgi/zr0QICAEhIATyR+CFF14w//d//2eYn6dOnWogZo0cOdKcd955zpIJ67knn3zSoAQkni/+3n77bTNixAgzfPhwR7CHRLT88svnVtl//OMfjqjEu3njjTd2xKbVVlstt/KqlTHtGTNmjPn73/9unn/++UKxuB2kT+iHvNcb9O8555xjTj/9dFf+QQcd5MhNjeRy77LLLjPf//73Xf2xxgGeuMasVMAGKx9YbUOOPfZYRyhZlo81KhQRtCoEULc3PAK4I8WKI4pA3iEQtHr16tXw7VIDhECeCODOF/fEWL/0ayKeJd59jSC4qsadNpLl+7oR2t4qdRRBq1V6Wu1sdgSkM8u3hxteZxaBB10Q+/wffvhhJHTxJbogPsDO4jf04lwb56omOjPIU1FSVvTak7T82ROyPDkrSsri2hOzONv9kcIBMYtyEK69Ba22RSQt9GaeoAUxiyMtUYt0nojVYxFhizNhHE2qk5POrGM46W+2CIiglS2eyi0HBFCIsJB48803g7lj2QnCQKNsegQbUeXAJ554wmH6wQcfBEtGoQemeSrzggWnDZz5mjFYzWJxskg+/vQTM+65iebhFyd1hLDwQEGzrCVrWcHdzvZ7721Gtpiv7UceecSRsz6OYNUBUMdfFGQQ8RrJEhLjljmBcRwSxi3jl3EsSYcA8yuYRhXQ0TuZX8G0Hi3pReupayEgBIRAMyKAwo/DK1WwguWvfXt9Gqye+DjOobT+nqzObGBefPHFBctSRx11lLnwwgvt/o7duGlwoW0cWPfFzRcEqXXXXbeqbYMgAfkIohPy29/+1vzgBz8o9HM9Q8w6FJKHd6t9+eWXm8OsFZ4sLLmddtpp5uyzz3bN33HHHc3NN9+cGYFEBK16HlWqW94IoKjYbbfdnGuzoUOHmrFjxzpycN7lKn8h0AwI4OrwkksuMccff7xrDoQn3tt5E7orxQ6LlHvuuWfhff3HP/7RWdPya8pK89f99YFAvD/l4rA++kW1EALlIiCdWbnIJd/X8DqzQNPQCbHnz7s+JE5nZklafIDWSlJTnRlkqjTELE/QChGzCCMfT9LiGlKWPyBmcSCeoMXZ7ic6EhVEKn+wd8c159DRo0dHOGd/kA5Clj/7NB0lNs1f6cyapivrsiEiaNVlt6hSIQQeeughM84uJtjwCAnuLSAQNIMyKNS+LMKmT5/uMHzllVeC2Q0aNMhhuNZaawXjax74se37x63VrFmzE6sy+913rTWt58yk12Z2pIEBDlFrabuAsNerWbcwjJNGcw+T2OCEiEmTJrm+nj07jBXtB4dGtnDBOGZOYFyHhHFMGxnXkjACzKdgyPwaEuZTMIy6DwqlU5gQEAJCQAi0NgLz5s0zZ511lnOFAxLnn3++Oe644zIh4rQ2sh2tX7Bggdlnn32cdbLevXsbXB/utNNOdQ0NX+lC8vDWerEE9qMf/SiT32qQscADgUSOFbetttoqM9KaCFp1PbRUuZwRwMV5z549DeSsK6+80llkzLlIZS8EmgoBnqEzzzzT/OpXv3LtgmB9xBFH1G0bWcNhkfKBBx5wdeR9feKJJ+bqwrluwWjyiomg1eQdrOa1LALSmVXe9Q2vM0sBAToidADojEKCjggdgHRmVdKZoePGoEL08GHRM9f+gIzFdZSUFbWeFSdnRQladHpbW+cDvaknaXkrWpz9dZys1cPqVwnj7I8oQSs0sBo0TDqzBu24Bqu2CFoN1mGtXl02DsbZhcSECROCUGB2n4UEbl0kixF4F9KSxe3pp63VqYD06dPH4bbJJpsEYusk6I03jBlvyVm4NkwhL1gf2xC13njv3Y7UPSyjG7eHK6zgrGqx4cxYWXXVVVPk1jhJ3rA40de4RAoJ7aXdtL9ZhHFNmxnnIWFc02bGuWQxAsyj4Ma8GhLmUXCTO5MQOgoTAkJACAiBOAIoJA8//HBzzTXXuKjrr7/eufmJp9P/5SHA+5p3M6bVhw0b5kha9bp5ikU3LKl5q18//elPnVtISB+VyqxZsxzxC3eeyNixY82hhx6aGTmLPEXQAgVJKyMAKZTneLnllmtlGNR2IVA2Aliiw73v1VdfXdfuArESilVO/77m/ffjH/+4oSysl91JLXijCFot2OlqcssgIJ1ZeV3dFDqzEpuOzgh9ADqkkEhnVkWdGeSqOEHLk7EI9/Gco8Qs/ufAalb0gJAVJWlFO9hb0WprW0zSipKzuPbkrChBK3rdo0cHQcuTtPyZ8CYS6cyaqDPrvCkiaNV5B6l6YQReffVVt5CYOnVqMMGaa67piAXrrLNOML6VAu+77z7DkWS6Gvd2kDDqVlh8PPWMMa+8WlYVH55sLUlZotbHLFoQrGmtMaCDHW7/xcUf7cecayNLGnO1tJP2NquMsz8uGOshYSOKsc7R6sK8CVbMoyFZe+21nf955lGJEBACQkAICIFSEECpv7d1KX3nnXca3iN//etfW85Ufil4lZIWJSr49uvXz0CG23XXXc1NN91UdwQKfnPg8hILasjJJ5/srKtlsdZG4Y0i+c9//rPLG+s+uJ3MwmWiy3DRHxG0omjoWggIASEgBMpBgHcW1h5ZE+GK929/+5v9XtB+MFgnAgmT97V3x3jKKae497W8EtRJB+VQDRG0cgBVWQqBOkNAOrP0HdLwOrP0TQ2mfNi6PEQ/gE4pJNKZhVDJIQydJX0QJ2b5/zmThjNkLH8mDDKWP3tiFmeIWt56lq+yJ2h5N4dtlqjlCVr+DBmLa4hXnqzFtf/fX/ewelSu/dmX0eBn6cwavAMbsPoiaDVgp6nKixHwlnPeeeedxYGRK285Z8UVV4yEtsblM88848gqc+fODTZ44403dmSVlVZaKRhfF4FvvmWtZllraR8trKg6H1olFiSt8VOndOTD1/sDv1DIky+DIS9tscUWhbBGuhg/frxbUONKJiS0i/a1whfQjHd+YDH+Q8J4B4uNNtooFN3UYcyT4+wPryRLesyTYFPXlvSauofUOCEgBIRAcyDw/vvvO9c+F154obPY+bh1T52F5aTmQKfyVrz99tvOnd+0adMcOWmstSC1JJtndSJs9H7lK19xlk0h61133XWZWOKAoHbMMceYSy+91LWUdkPOyqPtnqCFu+wpU6bYvUe7+SgRAkJACAgBIVAiAqyJjjzySHPttdeaY4891rk9zIKwXGI1gsmp0ze/+U0XB5l69OjRZplllgmmVWBzICCCVnP0o1ohBNIgIJ1ZMkpNoTNLbl5JMeiS0BWgWwqJdGYhVHIIg0wVJWl5cpYnZnGOHlGrWVyHyFmeoMUZUhbS1tZxzTl6xAlaUXJW9Jp9Ef7vsYigxX1NINKZNUEnNmgTRNBq0I5TtTsjwEKCI0kgHXC0gvClBASVYtbFsCJU19bFWHA8bd2WzHg50y6bOWeOI2pNmf26seYHjFm5b6f811hjDTdOBg8e3Cm8Xv9BYcS4n2ndOYaEdjDuaVerCeOf5yDJShTjv5WwYZxwJAlYcEiEgBAQAkJACGSBAF9hjhkzxrnJxVWOCC5ZoLo4D9wSYEVqwIAB5uijj87cgtTikkq/euqppwzuLbGkddZZZ2VmpZb8sJg1adIkZ6Vtyy23zNStYbSlWD256KKLzNZbb2223XZb+xFpc2w8RtuoayEgBISAEKgOAgsXLnRrIj4WO+GEE3IhFpfTEt7XN9xwgxkyZEhuhOdy6qV78kNABK38sFXOQqBeEdB+8OKeaQqd2eLmZHqFbomxgq4pJNKZhVDJIQydKEQtzt5yVpyYxf9xghYkLMI4Q9ZCuPZnT9DyVrTa2sIELfY9IGD5M9f+8OQszhw+z45SGvav5siG7bqmqLgIWk3RjWoECLQ609Uz3vGRGxLPeB8xYkQoun7CsJr1+BPGzF+QW52effllR9Sas+oqlvHd9Yt4rItBVqlX62JYiWLxkGQlqm/fvq7+rWglKj5ovM/oJOtiPA/0dbNaF9MXU/ERof+FgBAQAkJACAgBISAEhIAQEAJCQAgIASHQWgiIoNVa/a3WCgGPgHRmHVaiGl5n5js0x/Ozzz7rdE5zrJGDkEhnFkIlh7AoOSvq0hASFgQtSFiepBW3nsX/npxF1bj2ZKooQYtriFj+zHX08MQswqLkLJ9XDs2uZpbSmVUTbZWVhIAIWknIKLxhEcDdB+SVV155JdiGtdde2xEycFnRLIIrEdr8CS/sgHif0XVvveAZazXrpamBFuQTdN8bs824t96w65RFjPJYMVgag7wT38SIJavav9STfsYyVEioJ/Wl3pLFCPBcgBvPSUh4LsCN56RZhPmPNjMfhoT5jzYzH0qEgBAQAkJACAgBISAEhIAQEAJCQAgIASEgBJoXgfjeZtJeaPMioJYJgdZGQDqzrv3fMDqzrlXPNQTdE3qFpPeEdGa5wt+ROfpKSFhxgpYnZnGOkrM8MYv7/BGtJsSq6NHWttjlISQs/vcErYgVrU9sXkv17LmY5BXNswGvpTNrwE5r4iqLoNXEndvqTXv88cfdQuKDDz4IQrH55ps7gsLyyy8fjG+EQNybsFh68803g9UdOnSoa+Mqq1hLUY0gkyYbM/GFqtb03U03MuPs1wGYdw9Jnz59HIabbrppKLpqYdSPvn733XeDZVK/dku4ob6SMAI8J2DIcxMSnhMw5LlpVGG+o43MfyFhvqONzH8SISAEhIAQEAJCQAgIASEgBISAEBACQkAICIHmR0AErebvY7VQCKRBQDoz4/b+2R9vGJ1Zmo7NOA06KHQM0pllDGw52UG4irs29OQsiFrEe4IWZ4SwuHiCVltbB+GKc/TwBC17nm4//p9mvRBB7PzUlt1unxfpzOKA6n8hUBkCImhVhp/urnMEeHmwkHjwwQeDNV3SsoF5uWyzzTbB+HoNnD3bWn6y7Zo82RKaArLaaqu5dq233nqB2DoOYuFwzzhj3n2vepVcpZ8x244y06dPd5i+bBceIRk0aJDD9Atf+EIoOrcw6kNfU7+QUB/GMPWTpEOA5wZMeY5CwnMDpjxHjSTMc7SLeS8kzHO0i3lPIgSEgBAQAkJACAgBISAEhIAQEAJCQAgIASHQGgiIoNUa/axWCoE0CEhn1mA6szSdmlMa6cxyArbcbD0ZK25Bi3AfR95cx8UTtDi3tS22oMW1JWW9/+GH5tnnnnPGDV577bX43UY6sy6QKEAIVISACFoVwaebGwWBt956yxEXJk6cGKyyt5yzwQYbBOPrJXDhwoWuHY8++miwSksvvbQjYGy99dbB+IYIxOLZ3fdY1ndgEZFHA+x6xOy2izHLLutyf+KJJxzG77//frC04cOHO4xXWGGFYHxWgZQ/zpJtqE9IKL/dkm2oj6Q8BHiOwJjnKiQjR4507iJ5rupZnn/+edeOJEt6zGvbb7+96dfPkhElQkAICAEhIASEgBAQAkJACAgBISAEhIAQEAIthYAIWi3V3WqsEEiFgHRmqWBSIouAdGZ1Pgw8QSt6jle5zRKxEM6QtBJEOrMEYBQsBDJGQAStjAFVdvWNgLec8/rrrwcr6lnA/fv3D8bXMvCxxx4z+H+eP39+sBpbbrmlI5Msu4hoFEzUKIHVdnW43rrGbDisgM5nloEOceeBBx4ohEUvlrCMcshR2267bTQ4s2vKpXzqERLKpXzqIakMAZ4nsB4/fnwwI54nsN5iiy2C8bUMZB6j7kmW9JjHqHvDWdKrJagqWwgIASEgBISAEBACQkAICAEhIASEgBAQAk2GgAhaTdahao4QyBAB6cwyBLOJs5LOrIk7N9Y06cxigOhfIZADAiJo5QCqsqx/BDwL+KOPPgpWFgtUEBuWWWaZYHw1A6dMmeJIGCGzktRj8ODBrq4DBgyoZrXyLQumdzVdHfZazphdd+7Sprffftth/5w17RmSlVde2VkmGjZsMbkrlC5tGBbe7r33XkO5Idlwww1dX1OuJFsEeL4gO/G8hYTnizmB563WwrxFXZMs6TFvUdeGtqRXa5BVvhAQAkJACAgBISAEhIAQEAJCQAgIASEgBJoEARG0mqQj1QwhkCMC0pnlCG4TZS2dWRN1ZjdNkc6sG4AULQQqQEAErQrA062NjcCCBQscyeG///1vsCE9e/Z0JIetttoqGJ934Jw5c1z9kshBffv2dfWDtNOUUm1Xh1/ZzVhGXhDKF1980VkvSyLJDRkyxPXF6quvHry/u8BZs2a5vqackEAO2m677QzlSPJFgOdtnCU/8fyFxJPkeP5qIcxX1I/5KyTMV+2WnMX8JRECQkAICAEhIASEgBAQAkJACAgBISAEhIAQEAIiaGkMCAEhkAYB6czSoKQ0ICCdWeuMA+nMWqev1dLqISCCVvWwVkl1ikB35BhINxAeqkWO+fzzzx0BI8m9Xltbm6tPXu716qqbqunqcCvrwm6N4lbIsibH1PsPnroaC1WujHczyfMYEu9mkuexGsIPHohZzFchqZQkGMpTYUJACAgBISAEhIAQEAJCQAgIASEgBISAEBACjY+ACFqN34dqgRCoJgLSmVUT7cYuSzqzxu6/UmovnVkpaCmtECiOgAhaxfFRbAshgHs5CBBvvfVWsNW4sWu3RK1+/foF47MIfPLJJ10d3n///WB2m222mavDCiusEIxvusBqujpce5Axm23SLYRZuZdrJJPB3YLSpAl4DpkTeC5DwnPInMBzmZcwH1EH5qeQMB9Rh6zcbIbKUJgQEAJCQAgIASEgBISAEBACQkAICAEhIASEQOMiIIJW4/adai4EaomAdGa1RL9xypbOrHH6qtKaSmdWKYK6Xwh0ICCClkaCEIgh8OCDD5p7773XfPbZZ7GYjn+95ZwlllgiGF9O4IwZMxwJ4+WXXw7ePnDgQEfC+MIXvhCMb+rAark6XMUS77YdlRrK119/3fXZ5MmTg/f079/f9dl6663XKZ70EG64PySkh3DD/ZL6QIDn87777jOcQ8LziQtKzlkJ8w/jJMmSHvMP46QlLOllBaryEQJCQAgIASEgBISAEBACQkAICAEhIASEQAsiIIJWC3a6miwEMkRAOrMMwWzirKQza+LOjTVNOrMYIPpXCJSIgAhaJQKm5K2BwAeWFARJ64knngg22FvOGT58eDA+beB7773nSBhPPfVU8JbevXs7Esamm24ajG+ZwGq4OlxpRWO2365kSJ9//nnXh2+++Wbw3g022MD1IZEQbkgfklVWWcWlI72kPhHAkhZELZ7bkGBJC6IWz20lwrzDWEmypMe8027JWS1jSa8SMHWvEBACQkAICAEhIASEgBAQAkJACAgBISAEWhwBEbRafACo+UIgAwSkM8sAxBbJQjqzFulo20zpzFqnr9XSbBEQQStbPJVbkyGARSuIEtOnTw+2DItWECUGDRoUjC8WWG/+eovVteZx1XB1uMLyxuy8Y9lNfeihh9xY+eSTT0rKY6mllnJjaNSo9Na7SipAiTNF4PPPP3f9nGTZqq2tzfVnOZatmGeYb5Is6THPtNv5piUt6WXai8pMCAgBISAEhIAQEAJCQAgIASEgBISAEBACrYOACFqt09dqqRDIGwHpzPJGuHnyl86sefqyWEukMyuGjuKEQBgBEbTCuChUCHRCAAtXECfefffdTuH+HyxcQZzo06ePD0o8P/fccy6vOXPmBNNsuOGGLq++ffsG41s28A1roerBh/Nrfu8VjNlph4ry5ysSLCxNmDAhVT4jRoxwFpeWX96SwyQNhQDPL3MCz3NIeH6ZE3ieuxPmFfJKsqTHvEJeLW9JrzsgFS8EhIAQEAJCQAgIASEgBISAEBACQkAICAEh0AUBEbS6QKIAISAEKkRAOrMKAWyR26Uza5GOts2Uzqx1+lotrRwBEbQqx1A5tAgC/7NWnCBRQMAJCT90IVHg4iwkr732mrt/ypQpoWgzYMAAd//gwYOD8S0fOHWaMU89kx8MK1tC3HbbZpL/K6+84vp62jRb54Csvfbarq/XWmutQKyCGgkBnmfmBZ7vkPA8t9t5gec7JMwn3M/8EhLmE+6Pb6SF0ipMCAgBISAEhIAQEAJCQAgIASEgBISAEBACQkAIxBGI7ysl7UPF79P/QkAICIFiCEhnVgwdxUURkM4sikZzX0tn1tz9q9Zlg4AIWtngqFxaCIG5c+c6QsUzz4TJQiuttJIjVGy88cYOlfnz57v048ePD6K07LLLuvRbbLFFMF6BixAY/7gxr7yaHxyr9zdm5FaZ5v/000+7vn/nnXdcviuuuKLr60022STTcpRZ7RHg+R5niVY87yHh+W63RCued4T5g/TMJyFh/iA984lECAgBISAEhIAQEAJCQAgIASEgBISAEBACQkAIlIuACFrlIqf7hIAQSIOAdGZpUFIaEJDOrHXGgXRmrdPXamnpCIigVTpmukMIOASmTp3qCBavvhomDa2zzjpmhRVWMM8//7z5+OOPg6iNHDnSkTB69OgRjFfgIgQ+/9yY2+4w5uNP8oNkoLVmtfnwXPKHiINAuJE0LwI85/T1I488Emwkz/kGG2xg3n//fcP8EZI111zTjRPmD4kQEAJCQAgIASEgBISAEBACQkAICAEhIASEgBCoFAERtCpFUPcLASGQBgHpzNKgpDQggB4Fkc7MwdC0f6Qza9quVcMqREAErQoB1O1CYMKECebee+81H374YQGMt956y2Cyc968eWb11Vc3AwcONFES1vrrr+9cIa622mqFe3RRBIHpM4x54qkiCTKIGjbUmPXXyyAjZdHqCMyePdu5Qp00aVIBChaiM2bMMLNmzTK9evUyuLfs169fIX655ZZzP0ZkSa8AiS6EgBAQAkJACAgBISAEhIAQEAJCQAgIASEgBDJAQAStDEBUFkJACKRGQDqz1FApoRBoCQSkM2uJblYjS0BABK0SwFJSIZCEgGcB//3vf3fEjBdffNGRsrCGgyyxxBLu/xEjRjhi1tChlgwkSY/Av+8yZt5iAlz6G0tIue0XjVlllRJuUFIhUByBF154wc0H/CCFnPXZZ5+5G7C6x/9DhgxxpKy9997bnaMkzuI5K1YICAEhIASEgBAQAkJACAgBISAEhIAQEAJCQAikQ0AErXQ4KZUQEALZISCdWXZYKich0CwISGfWLD2pdlSKwJKVZqD7hYAQMOaTTz4xd911l/n9739fgANzrrCCsZ616qqrmv/973/uKCTQRToEpk3Pn5xFTVZaKV19lEoIlICAf+45Y1kPYpa3tsdilAPrWaNGjepkZa+EIpRUCAgBISAEhIAQEAJCQAgIASEgBISAEBACQkAICAEhIASEQN0gIJ1Z3XSFKiIE6goB6czqqjtUmRohIAtaNQJexTYPApdeeqk566yzzBtvvBFsFFazdthhB9OzZ89CPC4O29vbjVwcFiAJX3z6qTF3/NuYjz8Jx2cV2qe3MTtun1VuyqfFEYCYiQ/1qIvDBQsWmHvuucdgTSskkDhHjx5tjjrqqFC0woSAEBACQkAICAEhIASEgBAQAkJACAgBISAEhEBZCMiCVlmw6SYhIATKREA6szKB021CoEkRkM6sSTtWzSobARG0yoZON7Y6AnfeeacZM2aMeeSRR4JQ7Lrrrmbfffc1b7/9tlm4cGEwzciRIx1Ra+mllw7Gt3zgsxONefGl/GEYup4xG8jtZP5AN3cJPOcQs5LmBJ7zlVde2dx4442G+SMkzAnMK7vssksoWmFCQAgIASEgBISAEBACQkAICAEhIASEgBAQAkKgJARE0CoJLiUWAkKgTASkMysTON0mBJoUAenMmrRj1ayKERBBq2IIlUGrITBlyhRHoLjmmmuCTR88eLCLP+igg1z8/PnzHWnjscceC6ZfdtllHUlryy23DMa3bKDFzfz7LmM+/1/+EOzQbsyKffIvRyU0LQI835CzeN5DwvON1Tyed4T5Y4wlYjGfhIT5g3jmE4kQEAJCQAgIASEgBISAEBACQkAICAEhIASEgBAoFwERtMpFTvcJASGQBgHpzNKgpDRCoLUQkM6stfpbrS0NARG0SsNLqVsYgc8//9wRJn72s58FUWhra3PxZ5xxRjD+tddecwSOl14KW4RaY401HIFDhIxF8N33gDFvzwlimWlgjx7G7LF7plkqs9ZBgB+fELNmzpwZbDTPM8Qsnu+QMJ9AxGJ+CcmZZ57pXB8yv0iEgBAQAkJACAgBISAEhIAQEAJCQAgIASEgBIRAqQiIoFUqYkovBIRAGgSkM0uDktIIgdZCQDqz1upvtbY8BETQKg833dViCIwdO9acddZZZsaMGcGWH3bYYY5EMXDgwGB8NPDZZ591hI45c8Lko4022sgROvr27Ru9rbWup0w15ulnq9PmddcxZuONqlOWSmkaBHh+IWbxPIeE5xdiFs9zd8K8wvzCPBMS5hVIXN/61rdC0QoTAkJACAgBISAEhIAQEAJCQAgIASEgBISAEBACiQiIoJUIjSKEgBAoEwHpzMoETrcJgSZFQDqzJu1YNSsXBETQygVWZdosCDzwwAOOGHHPPfcEm7Ttttu6+B12EDyNWgAAQABJREFU2CEYXyzw/vvvdwSPJMs5X/rSlxzBo+Us58ybZ8xdFu8Ei0LFMC0rbredjVluubJu1U2thwDPK8Qsnt+Q8Ly2W2IWz2+pwjwDEYt5JyTMM8Qz70iEgBAQAkJACAgBISAEhIAQEAJCQAgIASEgBIRAGgRE0EqDktIIASGQBgHpzNKgpDRCoHUQkM6sdfpaLc0OARG0ssNSOTURArgjhAjxxz/+MdiqAQMGuPjDDz88GJ828L333nNkjyeffDJ4S+/evR3ZY7PNNgvGN10gpKx7xhnz3vvVadrK1krZdiK7VAfsxi+F5xRyFs9tSHhOIWfx3FYizDvMP8xDIWHeIZ55SCIEhIAQEAJCQAgIASEgBISAEBACQkAICAEhIASKISCCVjF0FCcEhEAaBKQzS4OS0giB1kJAOrPW6m+1NjsERNDKDkvl1CQI/PKXv3TuxhYuXBhs0SmnnOLcGS699NLB+HICcXEG8YNzSHBxBvEjjQvF0P0NE/bsc8a8OKV61d1yc2PWXLN65amkhkSgFs8n8w8krHPOOSeIGfMP8SeffHIwXoFCQAgIASEgBISAEBACQkAICAEhIASEgBAQAkIABETQ0jgQAkKgEgSkM6sEPd0rBJoPAenMmq9P1aLqIiCCVnXxVml1jMD111/vCA8vvPBCsJZf//rXXfzQoUOD8VkEVottnEVdM8/j9dnGPPxo5tkmZrh0D2O+untitCKEQD1YuGM+gojF/BQS5iPimZ8kQkAICAEhIASEgBAQAkJACAgBISAEhIAQEAJCII6ACFpxRPS/EBACaRCQziwNSkojBFoHAenMWqev1dJ8ERBBK198lXsDIDBhwgRHcLjtttuCtR0xYoSL/8pXvhKMzzowT3+9Wdc1s/zmzTPmP+OM+fTTzLLsNqNNNzZmnbW7TaYErYnA/fff76za8TyG5Etf+pKzatfW1haKzjyM+QkiFvNVSJifiGe+kggBISAEhIAQEAJCQAgIASEgBISAEBACQkAICAGPgAhaHgmdhYAQSIOAdGZpUFIaIdBaCEhn1lr9rdbmi4AIWvniq9zrGIG5c+c6QsPFF18crOVKK63k4o855phgfN6Bb7/9tiOIPPecdfsXkJVXXtkRRDbccMNAbAMFffKJJWfda8yH86tX6WWXNWa3nbHvXb0yVVJDIMDzhrtRnr+Q8Ly1W3ejPH+1kIsuusi5YGX+Csmxxx7rXLAyf0mEgBAQAkJACAgBISAEhIAQEAJCQAgIASEgBISACFoaA0JACKRBQDqzNCgpjRBoLQSkM2ut/lZrq4OACFrVwVml1BkCF154oSNfvfvuu8GaHXfccS6+T58+wfhqBr700kuOMPLaa68Fi1133XUdYWTAgAHB+LoO/N//jLnvAWPmhMkmudV95FbGrN4/t+yVceMhwPMFMYvnLSQ8XxCzeN5qLcxbY6y1LOaxkDBvEc88JhECQkAICAEhIASEgBAQAkJACAgBISAEhIAQaG0ERNBq7f5X64VAGgSkM0uDktIIgdZBQDqz1ulrtbT6CIigVX3MVWINEbj11lsdceGJJ54I1mKPPfZw8cOHDw/G1zLwsccecwSS+fPDlqa23HJLRyBZFutQjSJPP2PMlGnVrW3fFY1p3666Zaq0ukWA5wliFs9XSHieIGbxfNWbMI9BxGJeCwnzGPHMaxIhIASEgBAQAkJACAgBISAEhIAQEAJCQAgIgdZEQASt1ux3tVoIpEFAOrM0KCmNEGgdBKQza52+Vktrh4AIWrXDXiVXEYGJEyc6t2A33HBDsNRhw4Y5t2D7779/ML5eAhcuXOjIJI888kiwSksvvbQjk4wcOTIYX1eBr7xqzPjHq1+lHbc3pk/v6perEusOAZ4jyFk8VyHhOYKcxXNVz8K8dtZZZxnmuZAwr40ePdowz0mEgBAQAkJACAgBISAEhIAQEAJCQAgIASEgBFoLARG0Wqu/1VohkAYB6czSoKQ0QqC1EJDOrLX6W62tHQIiaNUOe5VcBQQ++ugjZ0Hm3HPPDZbWs2dPR1w46aSTgvH1Gjh79mxHLJk0aVKwiquttpojlqy//vrB+JoHvvmWMQ89bMzn1sVhNWUN6wZyqy2qWaLKqkMEeG4gZvEchYTnBmIWz1EjCfMcRK0FCxYEq808h0WtZZZZJhivQCEgBISAEBACQkAICAEhIASEgBAQAkJACAiB5kNABK3m61O1SAiUi4B0ZnWqMyu3Q3WfEMgAAenMpDPLYBgpixIQEEGrBLCUtLEQuOyyyxwZ4fXXXw9W/Hvf+56L79+/fzC+EQJfeOEFRzR54403gtUdOnSoI5qsuuqqwfiaBM59x5j7HzDms8+rW/xSSxqzy07GslOqW65KqxsEeE4gZvHchITnBGIWz02jyqxZsxxJi/kvJMx3YyxJi/lPIgSEgBAQAkJACAgBISAEhIAQEAJCQAgIASHQ/AiIoNX8fawWCoE0CEhnZtzePzqAutKZpek8pRECOSAgnZkx0pnlMLCUZbcIiKDVLURK0GgI3H333Y6g8OCDDwarvtNOOzmrWdtss00wvhEDH374YXPvvfeaTz75JFj9UaNGOeLJUkstFYyvWuB77xsz7n5jPv20akUWCtpyc2PWXLPwry5aBwGeC4hZDz30ULDRPBf8KOM5aRZh/sOaFvNhSJj/cHvIfCgRAkJACAgBISAEhIAQEAJCQAgIASEgBISAEGheBETQat6+VcuEQBoEpDPrilLd6My6Vk0hQiB3BKQz6wqxdGZdMVFIfgiIoJUftsq5yghMnz7dWYa58sorgyWvvfbajpBw6KGHBuMbPXDevHmOhDJhwoRgU3r16uVIKCNGjAjG5x74wQcd5KyPwySyXMvvb13VfXHrXItQ5vWJAM8D5Cyej5DwPEDO4vloRmE+hKg1bdq0YPOYD7GoNWjQoGC8AoWAEBACQkAICAEhIASEgBAQAkJACAgBISAEGhsBEbQau/9UeyFQLgLSmdW5zqzcjtV9QqACBKQzk86sguGjWzNCQAStjIBUNrVFAAICJIMkwVJMsfik+xox/NVXX3WElKlTpwarv6a1IgUhZZ111gnG5xI4f74x94wzZuHHuWRfNNOlexiz687G1Np6WNFKKjJrBBj/ELN4HkLC+Oc54HloBWH+Y55MEuKZJyVCQAgIASEgBISAEBACQkAICAEhIASEgBAQAs2FgAhazdWfao0QSIOAdGaLUapLndni6ulKCFQFAenMOsMsnVlnPPRfdREQQau6eKu0jBG46qqrDJNoknWYQw45xJEOqkpGyriN5Wb3zDPPOILK3Llzg1lsvPHGjqCy0korBeMzC/xoobWcdZ8xH1qSVi1km5HGOhSvRckqswYIMN4hZjH+Q8J4h5jF+G81YQHOD3PmzZAwT0LSYt6UCAEhIASEgBAQAkJACAgBISAEhIAQEAJCQAg0BwIiaDVHP6oVQiANAtKZJaNUNzqz5CoqRghkjoB0ZsmQSmeWjI1i8kVABK188VXuOSHw0EMPOaLBXXfdFSwB/9EQDXbe2VpOanG57777HGHlf//7XxCJ7bbbzhFW4j/Ug4lLDcSd4b3jjJn3Yal3ZpN+0EBjhm+aTV7Kpa4RYHxDzGK8h4TxDTGL8d7qwrwJUYt5NCTMmxBfv/jFL4aiFSYEhIAQEAJCQAgIASEgBISAEBACQkAICAEh0EAIxPd9k/aJG6hJqqoQEAIxBKQziwFS5N+a6syK1EtRQiBLBKQzS4+mdGbpsVLKbBAQQSsbHJVLlRCYPXu2Iw784Q9/CJbYv39/R8z6/ve/H4xv1cB3333XkVeeeuqpIAR9+vRx5JVNN82QzPTpZx2Ws957P1hm7oG9VzBme0vGWWKJ3ItSAbVFgHENOYtxHhLGNeQsxrlkMQLMoxCxmFdDwjxK/GqrrRaKVpgQEAJCQAgIASEgBISAEBACQkAICAEhIASEQAMgIIJWA3SSqigEykRAOrPygKuqzswbT4iffdXtx+VO4mcfr7MQKBEB6cxKBGxRcunMysNNd5WOgAhapWOmO2qEwHnnneesvsyfH3aV95Of/MSRs5Zddtka1bD+i50+fbojsrz88svByg4aNMgRWb7whS8E41MHfv65Mfc/YMycd1LfkmnCpZY0ZqcdjVm2Z6bZKrP6QuCVV15x4znJxelaa61ltt9+e8O4loQRYD7Fmhbza0iYT7FGyPwqEQJCQAgIASEgBISAEBACQkAICAEhIASEgBBoPARE0Gq8PlONhUAaBKQzS4NS8TSZ68wgYaEf4+wPqpBEzvLVi5Oz+N8fbW0d1z6tzkIgAQHpzBKAKSFYOrMSwFLSshEQQats6HRjtRC46aabnBWX5557Lljkfvvt5wgEG264YTBegV0RePzxxx2x5YMPPugaaUM233xzR9Rafvnlg/FFA1loPviwMW++VTRZbpF8bLDNKGNW6ZdbEcq4tggwbsdZi1mM45AwbtutxSzGsSQdAsyvELVuvPHG4A3Mr1jT2nfffYPxChQCQkAICAEhIASEgBAQAkJACAgBISAEhIAQqE8ERNCqz35RrYRAuQhIZ1Yucsn3la0zQx/mCVn+7IlZ8TPFExaSKEHLE7PiZ0/U8udQPgprSQSkM8u+26Uzyx5T5bgYARG0FmOhqzpD4Mknn3SEgFtuuSVYs80228zF77nnnsF4BRZH4NNPP3UklwcffDCYcMkll3Qkl2222SYYnxj4yH+NmfV6YnTuEcOGGrP+erkXowJqgwDjFXIW4zckjNd2S85i/EpKR4D5dowlYjH/hoT5lnjmX4kQEAJCQAgIASEgBISAEBACQkAICAEhIASEQP0jIIJW/feRaigE0iAgnVkalMpPU5LODDJW9IgStTwxi3jE/59EziJNlKDl/yfMk7H8tf+fsz9IL2lZBKQzy7frpTPLF99WzV0ErVbt+Tpu93vvvecIABdccEGwlr1793bxxx9/fDBegaUh8NZbbznCy8SJE4M39uvXz7RbwsuwYcOC8Z0CJ1iLRi+/2imoqv/0X9WYL46sapEqrDoIMD4hZjFeQ8L4ZJwyXiWVI8D8CxGL+TgkzL/EMx9LhIAQEAJCQAgIASEgBISAEBACQkAICAEhIATqFwERtOq3b1QzIZAGAenM0qCUXZqiOjNLsurXt69p33ZbM2z99ReTtCBfeQta/hwlZvnrpGpGCVpcx4+2RYSsKFHLh3FeYomknBXepAhIZ1bdjpXOrLp4N3tpImg1ew83WPsuvvhi52Zrzpw5wZofc8wxzp1hX7sAkmSLwIsvvugIMLNmzQpmPGTIENNuCTCrr756MN488ZQx02eE46oR2ms5Y3bcwZgltRCtBtzVKoPxCDGL8RkSxiPjkvEpyRYB5mHcHjIvh4R5GJLWD3/4w1C0woSAEBACQkAICAEhIASEgBAQAkJACAgBISAE6gABEbTqoBNUBSFQJgLSmZUJXAa3ddKZeWtZPl9LuBqyzjqmfdQos/oqq4SJWp6UFT1zP/9HJU7OIq7Nkq48Sctfcy52QNIiXtLUCEhnVrvulc6sdtg3W8kiaDVbjzZoe26//Xan6B8/fnywBbvvvruL32KLLYLxCswOgf/+97+OELNgwYJgpltttZVpt4SYnj17Lo5//gVjXpi8+P9qXy25pDE7tBuzfK9ql6zyckKA8Qcxi/EYEsYf45DxKMkXAeblMZaIxTwdEuZl4pmnJUJACAgBISAEhIAQEAJCQAgIASEgBISAEBAC9YWACFr11R+qjRBIg4B0ZmlQqkIaS8z670MPmXH33msWfPhhBxGLYiFDLSJebbXZZqZ95EjTs0ePjjBvQcufixG0PDmLPD0hK3pus4Qr/uecdHhiVvQczZe8JQ2PgHRm9dOF0pnVT180ak1E0GrUnmuSek+aNMkp9v/6178GW7S+NRGK4v+AAw4IxiswHwQ++ugjR4559NFHgwUss8wypt2SY7beemtjpk4z5qlngumqFjjKujVcbdWqFaeC8kUAUta99gcP4zAkjDvGH+NQUj0EmKeZj5m3Q8I8TTzztkQICAEhIASEgBAQAkJACAgBISAEhIAQEAJCoD4QEEGrPvpBtRACaRCQziwNSlVK8+mnxnz8sTGffGI++uADM+6++8yjEyYstpYFIWrJJR0pa5mllzbt9mPyrTfZpLirQ6oet6BFWJSUFb1uixCzCPckLB/u/086k7ek4RGQzqw+u1A6s/rsl0aolQhajdBLTVjHj+2iBtdZZ599drB1PSzTfPTo0ebUU08NxiuwOghgKvM+u+icPDlsHWt1iFrLrWCGJLk9rEY1N9nImMHrVKMklZEzAp1MBgfK6tbNZuAeBWWPAPM28zfzeEiYt5m/mcclQkAICAEhIASEgBAQAkJACAgBISAEhIAQEAK1RUAErdrir9KFQBoEpDNLg1IV07D3vYicFT3Peu01c98jj5jJ06zhgs8+6yBWsQ++iKi1+sorm/YttzRD1lqrszUtb0WLJsQJWt7aVZyYxf+eiBU6R0lZ8evo/1WETUVli4B0ZtnimVdu0pnlhWzz5iuCVvP2bd227PLLL3dWVmbOnBms43e/+10Xv8YaawTjFfj/s3cfcFIUaR/HHzKooCiSRCSIIkFQMaCEVRFzOIxnjueph955phOVRcWsp57xNWEAFQXjGTCwIKgYQQlK0kNBghhQoqBv/2vpYUJtntlJv/p81umu6umu+lZP70g9W1X9AtOmTXMzai1ZsmTDxX9eZhYEcCl1brW1FXTpYls22nRDeXVsbd/BrEvn6rgS10ihgO6roqIi033mS1tuuaUVBDNmde5MX/t80pGn53dhMFuWnue+pOe3yvU8JyGAAAIIIIAAAggggAACCCCAAAIIpE+AAK302XNlBMojwJhZeZSq8ZjowKwSArWmzZxpRR9+aEuWLi2eMat2MJOWVvxQIFUQgNW5fXsr2GUX23LTYMwsDM4KX8OmaN8XnBUGZoWvYXBWGHSl/XBbr/Hb0Xmql44nZZUAY2ZZ1V2usoyZZV+fpbPGBGilUz/Prq0lyzRgP378eG/L9957b1fep08fbzmZ6ReYMGGCC6RZ++18s/eC5Q8339xsyyaRL5G9Ou5gBZ27WG19AUx1ahP8BcIuO6f6Kpw/hQJrgymCFZil+8qXagf/81BQUGC9evXyFZOXAQJ6nuu5rue7L+l5rnI930kIIIAAAggggAACCCCAAAIIIIAAAtUvQIBW9ZtzRQTKI8CYWXmUqvmYYDlDN2NWGJgV/xqWr3+dMGWKFU2ebGt13O+/mzVoYLbRRsWVDgKweu24oxXsvLPVVrCVArKUwtfiveL/qjwMyIp+DYOvFGSln3A/+lXbZf3ovaSMF2DMLOO7qMwKMmZWJhEHBAIEaHEbpFzgf//7nxugHzZsmPda22yzjSs/9dRTveVkZpbALx9/YkUXX2ofh7Np1altFkzbao03cxVtWL+Bm01rl3btU1fxFs3N9twjdefnzCkX+Pjjj11w1i/B2u2+tEvw1yUFQXBWw4YNfcXkZZjAI4884pY91PPel/R8V6CWnvckBBBAAAEEEEAAAQQQQAABBBBAAIHqEyBAq/qsuRIC5RFgzKw8Smk4RgFWq1dvCNCK3i4pUCvI/2XZMiv67DP7eM6c4iAtVX2TTYoDtYJgrIZB0FZBt262y3bbbQjOCoO0FIyl5AvQUlCVfhR8Ff8anaftkn5qB+N3YVl4reIr8t8ME2DMLMM6pIrVYcysioA5/nYCtHK8g9PdvGuvvdYNyq/TWsyedMUVV7jyWvqCQMp8ga++Nrt6aPAldY3NW7HcihYttLm//lpc742CvwwIlqKzjYv/OqB1k2BZumA2rXbNmiW3XZqxq9eeTMuaXNVqO9vcYG12zZo1b9487zXbtWtnBUFgVmut0U7KKgE95wuDICw9931Jz3mV67lPQgABBBBAAAEEEEAAAQQQQAABBBCoHgECtKrHmasgUB4BxszKo5SmYxSQFR2UFb2tAK34/TBoa/1sWvMWLbKiGTNs7uLFxYFadeqYNWpkVq+ea1DrYPysoGtXa9eixYZArTBoSgFY2o5+1bip9vUTBlmFedH70du1owKyfPlpouWyJQswZlayTbaXMGaW7T2YuvoToJU627w+84gRI9xA/KxZs7wOxx9/vCvv0KGDt5zMDBSYv8Bs8NVmK1bGVG7KTz+6QK0f9WVUabNgTW0FUenLZ5C6tWnrArUab7yx26/Sf3Tugj7FX0ardCLeXN0CP/30k1sGb0ow5a8vNW7c2AoKCqxb8JckpOwW0HO/MAjE0u8BX9JzX+X6PUBCAAEEEEAAAQQQQAABBBBAAAEEEEitAAFaqfXl7AiUR4Axs/IopfEYTTIRBmCV9RoGZoXHaV9BWtoPXqcEq0wUzZ5tPy5fXhyopbGxYPzDBVkFTezWpo0L1GqsWbaU4gOzwoCs+NfogKuStmvHBWhF72s7DAgrvjL/TaMAY2ZpxK/mSzNmVs3gWXA5ArSyoJOyqYrvv/++FQYD76+//rq32nvssYcNHjzYDjjgAG85mRkqoOUMrxxitsy/HJ1qrdm0ihYv2tAABWnpJ0iapLVvMJuWZtSqdGoYfFlVcFbdupU+BW9Mj8C4cePcrFl/hNP2xlVDgVn6IeWWwGuvveaWPdTvBV/af//93e8L/V4gIYAAAggggAACCCCAAAIIIIAAAgikRoAArdS4clYEyiPAmFl5lDLgGAVZKcAqDLqK3w7Lfa/KC/PXz6al/aJgycOiIFjLFPyl5RM339xsiy1cY4PBeevbJRgzC35iljcMg7IUgBW9HR+QpWCr0vLiy6P3M4A736vAmFl+3gGMmeVnv/taTYCWT4W8CgssDqbsHDJkiN1zzz3e9zZt2tQFZp177rnecjIzWCCY+ciuCmbO+n5pmZX8Yc1qF6T12Y8/Fh9bN5hFS8sebhpM4xqkzYO/CFCQ1o7btHH75f5P/WAK2H0KzIK1uknZI/BZsO66ljP84YcfvJXecccdXWDW5vofE1LOCuj3gn4/6PeEL+n3ggJ39XuChAACCCCAAAIIIIAAAggggAACCCCQXAECtJLrydkQKI8AY2blUcqQY/SH5b6ArFWrNgRehQFY5QngCgO2gtcffvnFiubNs880CYKCtBQo1SSY2GCzzVzji8fMOtuObduWHpAVBmNFB1opr6T96Pz47Qxhz8dqMGaWj72e2GbGzBJN8i2HAK186/EUtPfWW2+1wmDWrF9//dV79n/+85+ufJNwuk7vUWRmpIBmzCq8xmxh1MxY5ajonF+DL53BbFrfaApXpU2CKVz1pXOj4gCr9s2au0CtrZVXVqoXzJhV0Lf4HGUdS3lGCHzzzTcuMGtO8BcivrT11lu7wKz27dv7isnLQQH9ftDvCf2+8CX9flC5fl+QEEAAAQQQQAABBBBAAAEEEEAAAQSSI7AumLmldu0gIGB9qhUM6K9duzbc5RUBBFIgwJhZClBTecpwecP44Kuq7IcBXeuDteYEf8Re9N139o3GURWopfHSZs3MtPxhsOxg+xYt3GxaWysvDMaqbABW/Pv0OyA8p7ZZ5jCVd5P33IyZeVnyOpMxs7zufiNAK7/7v0qtf+6559ysKFOmTPGe509/+pObFaVbt27ecjIzXGDFSrPBwcxZ8xdUuqIf/bA0CNRaaL/+tv5/+hsHfxWgZQ/X/6NAj/bbukCtTerX91+jTvBlce8gOKthQ385uRkloC8UmjHro48+8tZLQTgFwVKGPXr08JaTmfsC+n2h2bT0+8OX9PtCs2np9wcJAQQQQAABBBBAAAEEEEAAAQQQQKBqAitWrAjG/4MAgPWpQbBCgfJICCCQfAHGzJJvWi1nLC1AK35mrZL2S8oPA7XWB3t9FMykVRT8/KqlEJW0qkTLlmZ1g4kKgsCpHh06WEHwb+Sb6LkdHWgVH2QVHXBV0eMI0Cq2r4b/MmZWDchZfgnGzLK8AytZ/Q1/OlHJE8S/TX+Bob/KCJO2lUdCAIEsEtCXxqE3VCk4S63tsfkW1m2zxm42rYlLguXNfgyWS/z55+JlD7fY3D6aM9umfP21C9Laq2PHWKDawXOjTy+Cs2JVMnZv4sSJLjjrt/B/LOJqutdee7ngrDp1gmUvSQgggAACCCCAAAIIIIAAAggggAACCCCQcoE1+nfeqMS/zUVhsIkAAgjEC2i5Q/34UnR+acdFvzfuPT0aNbJuQTBW0dKlNnHZMrPvvy8eM1OQVhCs9VGwKsmUYElEBWnt1aXLhjPFnWdDQdxWeY+Lexu7yRdgzCz5ppwRgVwRSPoMWhtttJGtXBnMvLM+LQ+WOFMeKXcFmK41x/pWU1xfd5PZF18mtWGLg/W6NZvWdAVoKdWvV7zsYaPi2bGabrqpC9Tq1Grr4rW2e+8VlG9RfCz/zViB6dOnu8CsxYuDADxP6tSpkwvMaqq/BCHlrQDTteZt19NwBBBAAAEEEEAAAQQQQAABBBBIo4D+za6Zlsxan5o0aWJLgtlbSAggkDoBxsxSZ5uSM2vJwXAGrPA1euar9bNfxRwTXe7bDvOiX7WtP3DXGFxwzcXBeYuC8bLpmtVQE51oLL15c7MgiMtq1rSmjRtbwc47W6e2bWNn06rojFk6Pvo9zKCVktsoPCljZqEEr6UJMGZWmk7ulyU9QGvTIMhimaJ+16cff/zRNtssWNaMlNMC+h89LVt1zz33eNup4AwtW3Xuued6y8nMEAF9Eb3ldrPJ/mUrk1HLL4PngwK1vgsDORsGa21r2cP1yxxuv1Ur2/vUU6z5jl2TcTnOkSKBhQsXusCsL774wnuFFsGa6X379rWO8TOjeY8mM5cF9HtBvx9KCuLT7wX9fiCIL5fvAtqGAAIIIIAAAggggAACCCCAAALpEPjmm2+sdevWkUu3DGZpmT9/fmSfDQQQSI0AY2apcU3JWTXrVBiYFb6GgVXx+2F++KrycFuv8dthnoKywuAsrUKlsTilIBDryyBASzNqfadjFUilAK0ttyweMwvKt99mG9t7l12suf4IPj7YKjrwqjzbWiqRlBIBxsxSwpqTJ2XMLCe7tUKNSnqA1pbBL43vNSXj+rRo0SIGXUOMPHh9//33rbCw0F5//XVva/fYYw83EH/AAQd4y8lMo4C+hN51r9l7k6qlEu99H6y1vXiRrQ6XRA2WPHSBWlsHM2gFs2r17NnTCgoKrF69YKYtUsYIrA7+h6OoqMjee+89b53UX+o39R8pvwVee+01F5il3wu+tP/++7vfF/q9QEIAAQQQQAABBBBAAAEEEEAAAQQQSL7AnGC5rG233TZy4m2Cgf6vv/46ss8GAgikVoAxs9T6Ju3s0YFV0UFX0du+Y6LztB39o4Cs6B8FaYXBWeFShJrNqmZNsyBw6r0gSKsoGFNfrTIFWwUzaNkWwSoz2g6O67njjlaw665Wr0EDd3wkWCs+MCt+Pzh3zLFJQ+NEEmDMjPugvAKMmZVXKvePS3qA1lZbbWULFiyIyM0L1srdWgEXpLwSGDFihBt4nzVrlrfdxx9/vCvv0KGDt5zMNAg8+IjZ20XVeuEV69a6L5wfLF0f1LnLTmZttonUQcujKthnt912i+SxkT6BDz74wAVnrdCUu56kflJ/saytByePsvTcLwwCdfV7wJf03Fe5fg+QEEAAAQQQQAABBBBAAAEEEEAAAQRSJzBjxgzr1KlT5AL6d5mZM2dG9tlAAIHqEWDMrHqcK30VBU4pGCv8iQ+8CgO14vOjA7K0rYCs8DUMzlJgVnRwlmbPig7QUpCWgqqCH428FAVj7B8EgVour06d4kAtzaoVHLdREJxVsPvutlu3bpH3hO91r7XjgrGi97Wta5GSJsCYWdIoc/pEjJnldPdWqnFJD9Bq06aN/e9//4tUZvbs2da+ffvIPhv5JXDttddaYTAQvy6cJSmu+VdccYUrr6UvH6T0CQx73GzMm2m7/vyVwRSu229rs+r7Z8tS4KcCfwjoS08X6cuDZs0qafpz9Yv6R/1Eyl8BPef1vNdz35f0nFe5nvskBBBAAAEEEEAAAQQQQAABBBBAAIHUC0yePNl22in4o9j1qXPnzjZ16tRwl1cEEKhmAcbMqhm8IpcLg7DC1zD4Kn4/zI9+LS0wKwzOCmfPCpc3VN0UMKWfmjU3BFzVrm3ztexhMAHKrB9+KM6vX99s000jyx5u1by5FQQrU3TQ+Pv64C7va3CumPyKeHBsiQKMmZVIQ0GUAGNmURhsxggkPUBru+22Mz2YwjR9+nTbYYcdwl1e81BAAXsalB82bJi39ZpWefDgwXbaaad5y8lMscALL5k9/WyKL1LG6Q8/1OzYo9w/DigQKHqZ1Oh3dunSxQUCNWnSJDqb7RQJqB/UHyX9o436QYFZ6hdSfgvo+a7nfHSAdrTIqaee6sr1vCchgAACCCCAAAIIIIAAAggggAACCFSPgGb32D2YbSVM3bt3t08//TTc5RUBBNIgwJhZGtDLc8lwFq0w8EqBWQq8ig7QCgOxwmPCfb2GPwrI0nYYmKVXBWWFAVrh7Fl6jQ7QigvS0rKHU5cssaJgqdrvV64sDuIKVp2xhg2LlzgMju/SsaMV7LmnNdlyy9hArPigreBczJ5Vnpug9GMYMyvdh9INAoyZbbBgK1Eg6QFaGqifNm1a5Er6sq8v/SQExo4d6wbox48f78XYe++9XXmfPn285WSmQEBLGmppw3SmfQrMzowNznvnnXdcYFBJM6/17t3bBQYx81pqOk7uCsxSP/iS3AuCwCz1Aym/BfQ8LwwCs/R89yU9z1Wu5zsJAQQQQAABBBBAAAEEEEAAAQQQQKB6BfTve9H/3r7bbrvZpEmTqrcSXA0BBLwCjJl5WdKbqWCq6ICs+ECs+P3ooCyV6f3RPwrKCgOz9KqgrPBHLY0O0NJ2dGBV7SCoav3PO0GQVtEXX9i6cLatjTc2U7BWEKSlc/Tu2dMKgn+Lr1UnWBIx+hzhto4jVVqAMbNK0+XdGxkzy7sur1SDkx6gpelyNW1umPRlX1/6SQiEAg899JAbsP/222/DrJjXM844w5W3atUqJp+dJAu8F/yP+F33bljrOsmnL9fpegZ/vfW3c7yR+8uWLXNBQp988on3VI2CNbcVJLTzzjt7y8msnICCavU/hvL3JXnLXf6k/BXQ87swCLzS89yX9PxWuZ7nJAQQQAABBBBAAAEEEEAAAQQQQACB9Ai8/vrrdsABB0Qu3qtXrxL/KDNyEBsIIFCtAoyZVSt32RcLg7D0qgCscD/cDoOywoCscD86MEvbYXBWGKClWbTC4Cy9KoUBWmHgVc0gkCoMqtJr7Q1BWsuC6xXNmGGfzJ274RgFadWt687TKFgCUUFaO2tZW70v+lzFV+O/lRBgzKwSaHn4FsbM8rDTq9DkpAdoabpcTZsbJkUKMstKqMFrKLAm+CIxZMgQu+6668KsmNe6wRcKLXt4+eWXx+SzkySByVPMbrm9eFrVJJ2ywqfp3s3sor8Xf0ks5c1ff/21jRs3zr766ivvUW3atHEBQ3olVV5AzkXBrFl69SWcfSr5mafntp7feo77kp7ben7rOU5CAAEEEEAAAQQQQAABBBBAAAEEEEifwMiRI+3YY4+NVGC//fazMWPGRPbZQACBzBBgzCwz+iFSizAYS/8GHgZgRW+HeXoNA7O0rWCsMDhLr9FLG0YHaEUuFGyEwVnhaxigpQArBVppP5wZK3j9+vvvbdyUKfbVokUbyvRv8ToueE9kLKd9+zLH36KrwXasAGNmsR7slSzAmFnJNpT4BZIeoKVgrAkTJkSu9tprr9n+++8f2WcDgWiBL4IpOQsLC+3pp5+Ozo5sdwzWT1Z59P9ERgrZqJzA1GAJ0ptuK/6SWLkzVP1dHbc3u/yS4i+X5TybotQVQPTzzz9736HZ+wqCmZ02Df5KgFR+AXnKVb6+JE+5ypeU3wJ6Tut5rOe2L+k5rXI9t0kIIIAAAggggAACCCCAAAIIIIAAAukXeOCBB+wvf/lLpCLHH3+8DR8+PLLPBgIIZJYAY2YZ1B9hEFZpgVnRAVrRgVnh7FlhgJZmzCotQEvBWfpZH2QVM/uV8mrXjv0JArU+nTXLij7+2H5esaI4EEtBXDquZhDYFZxrp/WroTBmVrF7ijGzinnl89GMmeVz71et7UkP0Orfv7+98cYbkVrp5jzmmGMi+2wg4BN45ZVX3MD+hx9+6Cu2gw46yJXvuuuu3nIyyykwe47ZNdcXR/yX8y1JP6xDELU/6LLiaVcrePLfgy+wCibSzHy+VDP44lkQBBP1CaZxJZUtIEd5ytWX5ChPuZLyV0DP5cIg8ErPaV/Sc1nlek6TEEAAAQQQQAABBBBAAAEEEEAAAQQyR+CWW26xiy++OFKh888/3+64447IPhsIIJCZAoyZZUi/aOwkPkBLgVjxgVnKCwO0wuAsver94U/88obaDwOzwleNxYQ/CsyK/qkdF6QV7P8elBcFq1qN18pWOlbv1XHrE2NmoUT5XhkzK59Tvh/FmFm+3wFVb3+tYFC1sOqn2XAGzZj1+eefRzIUsLXLLrtE9tlAwCfQoUMHO+uss6xJkyZuicyVK1fGHDYriATXX/v88MMPtttuu9lGWleZVDGBed8UB2fpy2S6Uuutza683KxevUrVoEbwJbVt27bWtWtX0z2yePHimPP8EXyh1VKIegbpHmnWrFlMOTvFAvLR9ObTp08Pljxfv9Z5FI58NRtS586dg/8/CP5qg5SXAkuXLrXLLrvMPZv1DI5PW2yxhd1444324IMPmp7hJAQQQAABBBBAAAEEEEAAAQQQQACBzBJ49dVXY/7Y9ZBDDuGPWzOri6gNAl4Bxsy8LNWfqfERBTyFQVPhaxgMpf0wiErH6Uf74Xb4Gs5uVbdu8XKF8a8aM1Ne+BPul/Fao359a7vttta1e3dbGQSNLQ7+TT86MWYWrVHyNmNmJdtQskGAMbMNFmxVTSDpAVqKLp00aVKkVpqBZc8994zss4FAaQIKvjr77LNt1apV9v777ycc+kEQBX7//fdb/eBLxx577JFQTkYJAguDtaiHXGu2IjbwrYSjU5PdPAiWGnyF2UYNqnx+BV916tTJWrVq5YL2li1bFnNOBW/NmDHDvv32W9t8882tUaNGMeX5uiOPF1980SZOnOgC3OId5HnYYYdZr169CIKMx8mz/dtvv90GDBgQ8w940QR///vf7bnnnuMf9KJR2EYAAQQQQAABBBBAAAEEEEAAAQQyTOD55593fxAdVkt/lNmjR49wl1cEEMhwAcbMMqSDwqCrMDArDMqKzg+DsfRaUkCW8sMgLL2GAVhhnvYr8bPRZptZpy5dGDOr4O3CmFkFwfL4cMbM8rjzU9D0pAdofRysdzt27NhIVXfffXfbZ599IvtsIFCWgIKvDjjgADv88MPtu+++sy+//DLmLatXr7bXX3/dBZq0aNHCtt9++5hyduIElv5gVhgEZy37Ja6gGne32DwIELvSgkippF5UwVc7B+tob7zxxrZgwYJgVtnfYs6vGdc++eQTW758uftiWkdffvMwrQjWIB8zZoy9/PLLLqAtnkB+mu3w0EMPdQFt8eXs54+AAvj+/Oc/27Bhw0zP2vikAL4nn3zSTj31VBcoG1/OPgIIIIAAAggggAACCCCAAAIIIIBA5gg89dRTNmXKlEiF9G86+sNXEgIIZI8AY2YZ0leaTSsMyFIQVvzsWdFl0UFa4bbGp6J/FJSl/TA4q6TX6ICt8JjoPJ1//UoojJmV715hzKx8ThxlLhaBMTPuhGQL1AimN0xc36oKV9HsRn/9618jZxg4cKDdeeedkX02EKiowKhRo6ywsNCmTp3qfetRRx1lgwcPti5BdDgpTkBBWVcNMVu8JK6gGncbNQyWVhxstuWWKb3ommDpxqKiInv33Xe916kbfHHde++9rWfPnt7yXM187733XNCsfHxJMxz27ds3+KOMyi076TsnedknoOfrkCFD7Nlnn/VWXs9XPYePPPJIbzmZCCCAAAIIIIAAAggggAACCCCAAAKZJ3DEEUfYCy+8EKnYuHHjmBE9osEGAtkpwJhZBvXb77+brV1rtm5d8Y/2ta3X8EfD8PrRvlL8sLyCq9YHWLmgL22HSylGB4Fpu3YQjKVAMG2XkRgz8wMxZuZ3ITdWgDGzWA/2kiuQ9AAtfTFQwEyYTj75ZHv00UfDXV4RqLTATTfd5AIIFNnsS5dccokL1NLyd6RA4Nflxcsazl+QPg4tZzjkKrOtWlZbHRYuXOgCtb744gvvNZs3b24FBQXWsWNHb3muZKr9CliThy+p/XKQByl/BfQ8VWCWnq++pOepAmD1fCUhgAACCCCAAAIIIIAAAggggAACCGSXgP5gVf9GGKbp06fbDjvsEO7yigACWSzAmFmGdV4YhBUGaOk1zNNrGJgVvkZXPwzSqhkEXoUBWnpVMFYYkKX9SiTGzIrRGDOrxM2Th29hzCwPOz0NTU56gNb48ePdbCxhW7RMndY5JyGQDAF9kdAsLpqpzZcUbKLys88+21ecP3mrgqXJCq8xm/dN+tocLFVpV/7LrG2btNRhxowZ7h8fFi1a5L2+/iFCAUrNmjXzlmdrptqrf3RR+31J7VW7+YcYn05+5ek5quAsLSXrS3qO6nlKEJ9PhzwEEEAAAQQQQAABBBBAAAEEEEAg8wU6dOhgs2fPjlR08eLFwUIHqV3pIHIxNhBAIOUCjJmlnLjqFwiDs6Jfo88aBmdFv0aXJ2mbMTPGzJJ0K+XsaRgzy9muzbiGJT1ASw/46DXMFQgwduzYjGs4FcpuAS1jp8CBN954w9uQvfbay836st9++3nLczrzt9/Mrr3ebNac9DVT62YrOGvb9umrw/or615RwFJpS/zpOaUlELM5lWe6WrVTSxqS8ltAz00FZk2cONELoeemZs3Sc5SEAAIIIIAAAggggAACCCCAAAIIIJC9ApodfeXKlZEG/OGbuSVSygYCCGSrAGNm2dpz1V9vxsyKzTUmyJhZ9d9/mXhFxswysVdyu05JD9BasmSJNW3aNKK27bbb2qxZsyL7bCCQTIHHH3/cBRrMmeMPRjrppJNcoEH79ukPFEpmu0s817pgDesbbzGbOq3EQ1JeUKum2aUXmXXpnPJLlfcCy5cvd0FaH374ofctG2+8sfsituuuu3rLMz1T7SoKgtDUTl9Su/RFU+0k5a+AnpMKzNJz05fatWvnAl/13CQhgAACCCCAAAIIIIAAAggggAACCGS3wA8//GBbbLFFpBGaUV9LHJIQQCB3BRgzy92+TWbLGDNjzCyZ91O2nosxs2ztueyvd9IDtERSI2od3AYNGpjW6yQhkEoBBR1oRq2SkmaDKa28pPdlVb7++unf/zH76OP0VVuf/X+cb9Zj5/TVoZQrf/vtty6QKXpa7+jDW7Vq5QKZFFiaDUntUGCW2uVLaocCs9QuUn4L6Pmn52RJSeV6TpIQQAABBBBAAAEEEEAAAQQQQAABBHJD4LPPPrNu3bpFGjNgwAAbNWpUZJ8NBBDIXQHGzHK3b5PZMsbMkqnJubJJgDGzbOqt3KtrSgK0tMShljoM09KlS23zzTcPd3lFICUCX331lemB+thjj3nPr9lhFIBw8skne8uzPvPe/zN7x79kWbW17Zy/mPXO/GXRPv/8cxfYpGeTL+24444usClTn1v66zcFZukfWXxJfxmnwKyuXbv6isnLIwE9D/U/43PnzvW2Ws9DPTfbtm3rLScTAQQQQAABBBBAAAEEEEAAAQQQQCA7BV599VU76KCDIpUfNGiQXXvttZF9NhBAILcF8n7MLLe7N6mtY8wsqZycLIMFGDPL4M7Jo6qlJEDryCOPtNGjR0cYp0yZYgp4ICFQHQJvvvmmC0iYMGGC93L9+vVzgVq9evXylmdl5rBgybIxb6a36qcGy6L175feOlTw6uPGjXOBTn9o9jFP6tu3rwt0ip4V0HNYtWWpngrMUr19SfVUYJbqTcpvAT3/FJil56Ev6fmngFU9D0kIIIAAAggggAACCCCAAAIIIIAAArkn8OCDD9pZZ50Vadjw4cPt+OOPj+yzgQAC+SGQl2Nm+dG1SW8lY2ZJJ+WEGSLAmFmGdATVcAIpCdC64oorbOjQoRHiV155xQ488MDIPhsIVIfA//3f/7mZYb777jvv5f7yl7+4AIWWLVt6y7Mm87UxZo8NT291j/qT2YAj0luHSl79p59+ckFPkydP9p5hs802c0FP3bt395ZXV6bqp+As1deXVD8FZ6m+pPwV0PNOM2Lp+edLLVq0cOV6/pEQQAABBBBAAAEEEEAAAQQQQAABBHJXIH6Js08++cR22mmn3G0wLUMAgVIF8mbMrFQFCssSYMysLCHKs0mAMbNs6q38qWtKArRGjBhhJ5xwQkTxgQcesDPPPDOyzwYC1SWwatUqF4xw4403ei/ZoEEDF6R16aWXesuzInPZMrNrrjebvyA91e0fzMCj2bOyPGm6XwVA/e9///O2REvAKQBqm2228ZanKlP1Ub1UP19SfVQvlqjz6eRXnp5z+oe3lStXehuu51xhELxVv359bzmZCCCAAAIIIIAAAggggAACCCCAAAK5I3DUUUfZqFGjIg3Svxnx70IRDjYQyEuBvBgzy8ueTX6jGTNLvilnrF4Bxsyq15urlV8gJQFan376qe28886RWmhAWEspkRBIl8C0adNc4MIzzzzjrULnzp3dPXr00Ud7yzM+c8UKs6uvM5v3TfVWtfdeZuf8pXqvmeKr6S/JFBC1TIFvnqRnmwKiGjVq5ClNXpaur3qoPr6k66se0c9a33Hk5b6AnmsKzNJzzpf0XNPvYD3nSAgggAACCCCAAAIIIIAAAggggAAC+SHQsWNH+/LLL11j9cedc+fOzY+G00oEEChTIOfHzMoU4IDyCjBmVl4pjssUAcbMMqUnqEdJAikJ0FIEtmYmCtORRx5pzz77bLjLKwJpE3jppZfcDDIlBb0ceuihrjwrg140a84NN5vNmlM9vj12MfvHQLMaNarnetV4lXXr1rngqHfeecd71Vq1arngqN69e3vLq5qp6yo4S/XwJV1XwVmqByl/BfQcUwC0nmu+pOeYyvVcIyGAAAIIIIAAAggggAACCCCAAAII5I/Ajz/+aJtvvnmkwYzRRCjYQACBKIGcHjOLaiebVRNgzKxqfry7egQYM6seZ65SdYGUBGipWu3atYssybX99tvbF198UfXacgYEkiRwxx13uMAFraXsSxdccIEr32yzzXzFmZu3Zo3ZLf82mzo9tXXsEszEc+lFZrVqpvY6aT77999/7wKlpk6d6q1JkyZNbO+9907azET6q5WxY8earutLXbp0cYFZui4pfwX03FLglZ5jvqTnlsr1HCMhgAACCCCAAAIIIIAAAggggAACCOSfgP4AtE+fPpGGP/roo3byySdH9tlAAAEEogVydswsupFsV1mAMbMqE3KCFAgwZpYCVE6ZUoGUBWjFr2/+ww8/WOPGjVPaGE6OQEUEdE9qWbA777zT+zb9hZGWBTv//PO95RmbqVmXbr/L7GP/0nhVrneH9mZX/MusTp0qnypbTjBz5kwbN26czZ8/31vl7bbbzgVOtWzZ0lteVuaCBQtcIJiu40tbbbWV9e3b13QdUn4L/Oc//3HBV3p++dLAgQNdefRfSPqOIw8BBBBAAAEEEEAAAQQQQAABBBBAIHcF7r33Xjv33HMjDfz2229N/8ZIQgABBEoSyNkxs5IaTH6lBRgzqzQdb0yyAGNmSQbldNUikLIArccee8xOOeWUSCPGjx9vqVoOLHIRNhCohMBHH33kAhr++9//et/do0cPV37wwQd7yzMy848/zO6532zie8mtXts2Zldebla/XnLPmyVnmzRpkgukWqnlJD1p9913d4Fa0Uu8eg6LZOk8RcFShjqvL+k8BcFShjovKb8F9HwqDGbF0vPKl/R8UrmeVyQEEEAAAQQQQAABBBBAAAEEEEAAgfwWOO644+zpp592CBqX0fgMCQEEECiPQE6OmZWn4RxTYQHGzCpMxhuSJMCYWZIgOU1aBFIWoKWZZlq1ahVp1D333GPnnHNOZJ8NBDJNYOTIkS7AYcaMGd6qHXPMMa58hx128JZnXKaCtB542KwoSf/zvVUwO9SQq8w2apBxTa3OCq1atcoFVb3//vvey9avX98FVe2xxx7e8jBT71dwls7nS3q/grN0PlL+Cuh5pMArPZ98Sc8jlev5REIAAQQQQAABBBBAAAEEEEAAAQQQQOCrr74y/ZvR6tWrHcbVV19tV155JTAIIIBAhQRybsysQq3n4PIKMGZWXimOS4YAY2bJUOQc6RZIWYCWGqY1zrXWudKxxx5rTz31lNvmPwhkssANN9zgAh7C/4GNr+tll13myuvVy5JZpB4fYfbq6/HNqNh+0y3Nrh5s1qhhxd6Xw0d/9913LsDqyy+/9LayRYsWLsBq++23jynX8QrM0vt9SccrMEvvJ+WvgJ4/WoL1+uuv9yLo+aMlWP/1r395y8lEAAEEEEAAAQQQQAABBBBAAAEEEMhPgdtuu83++c9/Rhqvf4vs27dvZJ8NBBBAoCICOTdmVpHGc2y5BRgzKzcVB1ZCgDGzSqDxlowVSGmA1jXXXGNXXRXMuBMkDSYrqrFt27YZi0HFEAgFNAOcZqV58MEHw6yY16222sqVn3nmmTH5Gbvz/ItmI0dVrnqbbWZ2TRCctcXmlXt/jr9r+vTpLuBq8eLF3pZ26tTJBVypUP8YouN9qWnTpu44HU/KbwE9d/T80XPIl/TcUbmeQyQEEEAAAQQQQAABBBBAAAEEEEAAAQSiBaL/cH6nnXayTz75JLqYbQQQQKDCAjk3ZlZhAd5QXgHGzMorxXHlFWDMrLxSHJctAikN0Bo3blwkMEEgt956q1144YXZYkM9EXAzwCkQ4u233/Zq9O7d2wVK7LPPPt7yjMp8M2jDI4+ZaenD8qZNNi6eOat5s/K+I2+PmzhxogvA+u233ypkUKdOHfec3GuvvSr0Pg7OPQE9Z/S8CWeejG+hnjMq13OHhAACCCCAAAIIIIAAAggggAACCCCAQLzAjTfeaFoBIkx33nmnDRw4MNzlFQEEEKiSgP7tWv9GnRNjZlWS4M1lCTBmVpYQ5WUJMGZWlhDl2SqQ0gAtoey888726aefOh8NKo8fPz5brah3Hgs8+uij7kvn119/7VU49dRT3XJjbdq08ZZnTObEd83u+b/yBWnVr29WeIVZ660zpvqZXpFffvnFFJj60UcflauqPXr0cNOLN2zI0pHlAsvRg/Rc0XKGw4YN87ZQzxUtZ6jnDAkBBBBAAAEEEEAAAQQQQAABBBBAAAGfwMMPP2xnnHFGpGjbbbd1YzObbLJJJI8NBBBAIBkCOTNmlgwMzlGiAGNmJdJQUIoAY2al4FCUEwK1gkjnwlS2ZM2aNfbqq6+6S8ybN88aNGhgvXr1SuUlOTcCSRfo3r27nX/++e68CsCJT5MnT7b//Oc/VrNmTRdwE1+eMfsKtmrT2uyDIICotJm06tU1G3SpWds2GVP1bKiIlnLdbrvtrF27dvbzzz/bjz/+6K22yv/0pz/Zrrvu6pZ/9R5EZl4IaCngAQMGRAKZ4xt95ZVX2nPPPWeajp6EAAIIIIAAAggggAACCCCAAAIIIIBAvMCkSZPspptuskGDBsUUXXTRRbbvvvvG5LGDAAIIJEMgZ8bMkoHBOUoUYMysRBoKShBgzKwEGLJzSiDlM2j9+uuvbmB59uzZEbiHHnrITj/99Mg+Gwhkk4DuZcU1Dh8+3Ftt/WWSyk844bi48DEAAEAASURBVARveUZkTp1udvOtZr+tTaxO7dpml19i1nH7xDJyKiQwZcoUt+xhGKjVuHFjt5xht27dKnQeDs49AT0/9JyI/t0Y3Uo9P1Su5wkJAQQQQAABBBBAAAEEEEAAAQQQQCD/BGrUqFHpRnfu3NnefPNNa968eaXPwRsRQACB8gjkxJhZeRrKMVUWYMysyoQ5ewLGzHK2a2mYRyDlAVq65vXXX2+XX355zOW17rkGoHffffeYfHYQyBaBMWPGuACK9957z1vl/v37u/KePXt6y9Oe+cVMsxtvMVu9ekNVghnA7KK/m3UngGgDStW3ioqK3EkKCgqqfjLOkNUCel5oOcPXX3/d2w49LxSYpecHCQEEEEAAAQQQQAABBBBAAAEEEEAgfwUqG6Cl4KyRI0dap06d8hePliOAQLULZP2YWbWL5e8FGTPL376PbzljZvEi7OeDQLUEaC1cuND69etn06ZNq7TpH6Utx1bps/JGBKoucO+997qAi0WLFnlPds4559jgwYOtWbNm3vK0Zn71tdnQG81WrDDTX2T97RyzngRNprVPuHhOCuj5oMAsPS98Sc8HPSf0vCAhgAACCCCAAAIIIIAAAggggAACCCBQmQAtgrO4bxBAIN0CWT1mlm48ro9AnggwZpYnHU0zvQLVEqClK0+fPt2OOeaYSgdpEaDl7T8yM0Rg+fLlbtabW24JZqTypI033tiVX3TRRZ7SNGfNn292zQ1mxxxptk9BmivD5RHIPQE9FzQrlp4TvqTngsr1nCAhgAACCCCAAAIIIIAAAggggAACCCAggfIGaLVq1co0K7t+9t9/f2bO4vZBAIG0C2T1mFna9agAArktwJhZbvcvrStboNoCtFSVqgRpEaBVdmdyRPoFPv/8cxdoMXr0aG9ldtxxRzdLzoABA7zlacvUDFobbZS2y3NhBHJRQM8BzZr12WefeZun54BmzdJzgYQAAggggAACCCCAAAIIIIAAAggggAACCCCAQC4JZO2YWS51Am1BIEMEGDPLkI6gGmkXqNYALbVWQVqvv/66aU1R/Xz77bflQiBAq1xMHJQhAi+88IIL1Jo8ebK3RkcccYQLzOjevbu3nEwEEMheAX3uFZj1/PPPexuhz70Cs/QcICGAAAIIIIAAAggggAACCCCAAAIIIIAAAgggkMsCjJnlcu/SNgRKF2DMrHQfSvNPoNoDtPKPmBbns8Btt93mArV++eUXL8OFF17oyhs2bOgtJxMBBLJHQJ/zwmCpQn3ufUmfc5Xrc09CAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCCfBBgzy6fepq35LsCYWb7fAbS/JAECtEqSIR+BJAl8//33Lijj7rvv9p5xyy23dLPpnHfeed5yMhFAIPMF9PnWrFlLlizxVlafb82apc87CQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBfBRgzCwfe50255sAY2b51uO0tyICBGhVRItjEaiCwKRJk1wAx6uvvuo9y+677+4COA488EBvOZkIIJB5Aq+99poLwNTn25f0eVZglj7fJAQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEDBjzIy7AIHcE2DMLPf6lBYlX4AAreSbckYEShV48sknXUDHzJkzvcf9+c9/duXbbbedt5xMBBBIv4A+v4XBcoX6PPuSPr8q1+eZhAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAokCjJklmpCDQLYJMGaWbT1GfdMpQIBWOvW5dl4LDB061AVwrF271uswaNAgV167dm1vOZkIIFD9Avq8FgaBV/r8+pI+ryrX55eEAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACZQswZla2EUcgkGkCjJllWo9Qn2wQIEArG3qJOuaswLx589yyhw8//LC3ja1bt3bLo51++unecjIRQKD6BB555BEXfKXPrS+ddtpprlyfWxICCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgiUX4Axs/JbcSQC6RZgzCzdPcD1s1WAAK1s7TnqnVMCRUVFLlBLr75UUFDgArX0SkIAgeoVGDdunAu8Kunz2bdvX1fO57N6+4WrIYAAAggggAACCCCAAAIIIIAAAggggAACCOSeAGNmudentCh3BBgzy52+pCXpESBAKz3uXBUBr4Bm0ioMlkf75ptvvOWaSUvlW2+9tbecTAQQSJ6APof6vJU0w50+hypnhrvkmXMmBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQkwJgZ9wECmSPAmFnm9AU1yW4BArSyu/+ofQ4K/Pbbb242La237Ut16tRxs2kNGjTIV0weAggkQeC6665zwVf6PPqSPn+DBw82fR5JCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggkHwBxsySb8oZEaioAGNmFRXjeARKFiBAq2QbShBIq8CXX37pArWefPJJbz223357F0By3HHHecvJRACBigs89dRT7nOlz58v6fNWGMyapc8fCQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBFIvwJhZ6o25AgLxAoyZxYuwj0DVBQjQqrohZ0AgpQKvvvqqCwj54IMPvNc58MADXfluu+3mLScTAQTKFtDnS4FX+rz5kj5fKtfnjYQAAggggAACCCCAAAIIIIAAAggggAACCCCAAALVL8CYWfWbc8X8E2DMLP/6nBZXnwABWtVnzZUQqJLA3Xff7QJEvv/+e+95zjvvPFfepEkTbzmZCCCQKKDP05AhQ+yuu+5KLAxy9HnSUoZ/+9vfvOVkIoAAAggggAACCCCAAAIIIIAAAggggAACCCCAQPUKMGZWvd5cLT8EGDPLj36mlekVIEArvf5cHYEKCSxbtswFk9x2223e9zVq1MgFaf3jH//wlpOJAAIbBP7973+7z4s+V76kz1FhMGuWPlckBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQyBwBxswypy+oSfYLMGaW/X1IC7JDgACt7OgnaolAjMDkyZNd4MgLL7wQkx/udO/e3ZUffvjhYRavCCCwXkCfGwVe6XPkS/rcqFyfIxICCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAghkrgBjZpnbN9Qs8wUYM8v8PqKGuSVAgFZu9SetyTOB0aNHu0CSzz//3NvyAQMGuPKuXbt6y8lEIJ8E9DnRcoajRo3yNlufEy1neOSRR3rLyUQAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIHMFGDMLDP7hVplpgBjZpnZL9Qq9wUI0Mr9PqaFeSBwyy23uECs5cuXe1t78cUXu8CTjTfe2FtOJgK5LKDPhQKzbr75Zm8z9blQYJY+JyQEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDIXgHGzLK376h56gUYM0u9MVdAoDQBArRK06EMgSwSWLRokQvSuu+++7y1btasmSv/61//6i0nE4FcFNDnoTBYrlCfD1/S50Hl+nyQEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIPsFGDPL/j6kBckXYMws+aacEYGKChCgVVExjkcgwwXee+89F3AyZswYb0333HNPN1tQ//79veVkIpALArr/NWvWu+++622O7n/NmqXPAwkBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQRyT4Axs9zrU1pUcQHGzCpuxjsQSJUAAVqpkuW8CKRZYPjw4S5Qa/bs2d6anHjiiS5AZdttt/WWk4lANgrofldg1hNPPOGtvu53BWbp/ichgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIBA7gswZpb7fUwLEwUYM0s0IQeBdAsQoJXuHuD6CKRY4Oqrr3YBK7///rv3SldddZUL5KpRo4a3nEwEskHgjz/+cPex7ndfqlmzpgvM0v1OQgABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgfwTYMws//o8H1vMmFk+9jptzhYBArSypaeoJwJVEPj6669d8Mqjjz7qPUubNm1c+SmnnOItJxOBTBbQfa1Zs7766itvNXVfFxYWmu5zEgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCOSvAGNm+dv3+dByxszyoZdpYzYLEKCVzb1H3RGooMDbb7/tAlXeeecd7zv33XdfN8tQ7969veVkIpBJArqPFZj11ltveaul+1jLGeq+JiGAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACoQBjZqEEr7kgwJhZLvQibcgHAQK08qGXaSMCcQIPPPCAC2yZP39+XEnx7llnneUCuVq2bOktJxOBdAosWLDA3Z+6j31pq622coFZuo9JCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggEBJAoyZlSRDfjYIMGaWDb1EHRHYIECA1gYLthDIK4HVq1e7IJcbbrjB2+769eu7IJfLLrvMW04mAukQ0P2qWbNWrVrlvbzu18JgOcN69ep5y8lEAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBKIFGDOL1mA7WwQYM8uWnqKeCGwQIEBrgwVbCOSlwPTp013Ay8iRI73t79SpkwvUOuaYY7zlZCJQHQLPPPOMC7zS/epLuj+1nKHuVxICCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggUFEBxswqKsbx6RBgzCwd6lwTgeQIEKCVHEfOgkDWC7z88ssuUOujjz7ytuWQQw5xATK77LKLt5xMBFIh8PHHH7v7TvenL/Xo0cMFZun+TFX6448/7Pfff3en12udOnVKvdTatWtN76lVq5bVrFmz1GMpRAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgcwSYMwss/qD2hQLpHvMjPEy7kQEqi5AgFbVDTkDAjklcOedd7qAmB9//NHbrvPPP9+VN27c2FtOJgLJEND9VxgsVaj70Zd0/6lc92Oq0m+//Wa//PKLFRUV2WuvvWaLFi2y1q1bW58+fezwww+3unXrxlx6zZo1NmfOHHf88OHDbYcddrDu3bvbWWedlXBszBvZQQABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgYwTYMws47okLyuU7jEzxsvy8raj0SkSIEArRbCcFoFsFtAv+iFDhtgdd9zhbYaCY7Sc3AUXXOAtJxOBqgiU9T88uu90/6UqSFB/AbBy5Uq75JJLTEt/LlmyJKE5RxxxhD355JNWv359V6bjTzzxRBs9enTCsf369bNHHnnEWrVqlVBGBgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCGSuAGNmmds3+VCzdI6ZMV6WD3cYbaxugVrBDCSF1X1RrocAApkt0KBBAzvggAPs0EMPte+++85mzpwZU+FVq1a5GYU0xWvLli1tu+22iylnB4HKCOh+Ov744+3hhx823WPxScsYjhgxwk4//XTTPZqKpCUMv/76a+vfv7+99NJLtmLFCttpp51MAVlKCxYscK9ffPGF295///1NSxqed955LmCradOmblavrl27WqNGjeyrr76yuXPnmv4HTseWtTyiOzn/QQABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgYwQYMwsI7oh7yqR7jEzxsvy7pajwdUkwAxa1QTNZRDIZoFnnnnGLSc3ffp0bzOOPvpoV96pUydvOZkIlCag+0qxwrrPfEn3lcp1n6U6vf/++9azZ093GQVpaaau3Xff3WrVqmX6MjphwgQ7+OCD7ddff3XHDBw40GrXrm3//ve/raCgwL1qWUNN9zp+/HgXTDZv3jx37EcffWS77LJLqpvA+RFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCBFAoyZpQiW0zqBTBkzS9Z4mSY5GDduHONl3N8IrBcgQItbAQEEyi1w4403ukAZ3+xGOsmll17qysNl38p9Yg7MSwHdR1pK84YbbvC2X/eRAqQuu+wyb3myM1UfLUO4dOlSO/bYY+2xxx6zunXrxlxG07ked9xxbunD6IIWLVq44K127drZmjVr7NZbb7XLL788+hC766673ExbMZnsIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQNYJMGaWdV2W0RXOpDEzxssy+lahclkuUDPL60/1EUCgGgUUgDVnzhz7y1/+4r2qvoy2b9/eHnjgAW85mQiEArpHdK+UFJx11llnuXutuoKzFMF/zTXXuOCs1q1b2xNPPJEQnKW616hRw9q0aRM2I/J66qmnWtu2bd2+Zs+6++67I2XhhmbhIiGAAAIIIIAAAggggAACCCCAAAIIIIAAAggggED2CzBmlv19mCktyKQxM8bLMuWuoB65KkCAVq72LO1CIEUCLVu2tPvvv9/eeecd23fffROusmDBAhfA1bt3b3vrrbcSysnIbwHdE7o3FOSneyU+6Z7SvfV///d/pnututKLL75o1113nbucAg21bKEvaQathQsXxhQ1bNjQFFCm4C2lmTNn2vz582OO0U6fPn0S8srK0PX0Q0IAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIHMEmDMLLP6I9tqk4ljZtHjZZpkgfGybLurqG+mCxCglek9RP0QyFCBXr162ZtvvmmPPvpoZOag6KpOmDDB+vXrZ6eccop99dVX0UVs56GA7gHNMqV7QvdGfNLsU8OGDXP3lO6t6kzr1q2zESNGuEseeOCBdvTRR5d4ef3lQHzw1U477RQzq9ZGG22U8P7ddtvNtt1224T80jJ0rYceeshOOukkUx1JCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggkHkCjJllXp9kco0ydcwsfrzsmGOOKZGR8bISaShAoFQBArRK5aEQAQTKEjj55JPdUnSDBw/2HvrYY4+5peyGDBniLScz9wWuvvpqdw8omM+XrrrqKncPKZgvHUlfIkeNGuUuffrpp1tpSxHq2GnTpsVUUwFa4exZKtASiAqqClP//v1t+PDh3iUTw2OiX3WNMWPG2Jlnnulm5vrmm2+ii9lGAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBDBRgzCwDOyXDqpTJY2aMl2XYzUJ1clKgRrB0Emsn5WTX0igEql9gzpw5pkCsxx9/3Hvx9u3bW2FhoZ144onecjJzS+CJJ55w/a37wpd0H+h+0H2RzjRlyhQbOHCgq8Lbb79d4nStOmDu3LkJ9VXgmf6nKzr99ttvtnz5cvv666+tQ4cOplm1ooO4oo/VF96ffvrJ3n//fZs0aZJ71ex0YdLSiKpXaYFj4bG8IoAAAggggAACCCCAAAIIIIAAAggggAACCCCAQPoFGDNLfx9kUg2yYcyM8bJMumOoS64KEKCVqz1LuxBIo8Abb7zhAm/effddby32228/V77nnnt6y8nMbgH1uwKvdB/4kvpd5boPMiVp2lbFK5e0lnZYz2eeecbip3SdMWOGdezYMTykQq+65qBBg+z666+PeZ8CulasWOHyCNCKoWEHAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIGsEWDMLGu6KiUVzbYxM8bLUnIbcFIEIgIscRihYAOBkgUURKFfSPrRzDhlJc2Io+N+//33sg7NyXIF3kycONHuu+8+a968eUIb9WV0r732snPOOccWLlyYUE5GdgqoL9Wn6ltfcJbuhXvvvdfdG5kUnCVtzU5VVnCWPteffvppTOc0a9as0sFZ4Yk0s5aWQdSShpradtiwYfb3v/89LOYVAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIGMEGC8rOLdwJhZxc1y4R3ZOmbGeFku3H20IZMFmEErk3uHuqVdQEFWv/zyixUVFdlrr71mixYtstatW5tmtDn88MOtbt26MXVcs2aNacpSHT98+HDbYYcdrHv37nbWWWclHBvzxhze0SxAmi3p5ptv9rZSMwWp/OKLL/aWk5kdAupf9WM461N8rdW/Kld/Z2vS86Bv37723nvvRZpw8MEH28svvxzZr8yGAjnDYE4Fiel/cK+88kobOnSoOx0zaFVGlfcggAACCCCAAAIIIIAAAggggAACCCCAAAIIJEuA8bLkSDJmlhzHTD9Lro+ZMV6W6Xcg9ctkAQK0Mrl3qFvaBBQgsXLlSrvkkkts5MiRtmTJkoS6HHHEEfbkk09a/fr1XZmOP/HEE2306NEJx/br188eeeQRa9WqVUJZvmRMnTrVBeiMGjXK2+QuXbq48iOPPNJbTmZmCqg/hwwZYp9//rm3gurPwYMHW9euXb3l2ZT5ww8/2BZbbBFT5WuvvdYtURiTWcUdArSqCMjbEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBJIiwHhZUhgTTsKYWQJJTmTky5gZ42U5cbvSiDQJsMRhmuC5bOYKaCabr776yvbcc0+7++67XXDWTjvtZH/961+tR48ekYo///zzdu6559qqVavcz3nnneeCs5o2bWr/+te/3FJv++yzjzv+zTffdDPiKIgrX5MCsJ599ll74YUXTJ7xSV9GjzrqKFPgW/wycvHHsp9+AfWR+kp95gvOUh/rM6I+z4XgLImPGTMmAb53794JeWQggAACCCCAAAIIIIAAAggggAACCCCAAAIIIJDtAoyXpa4HGTNLnW06zpxvY2aMl6XjLuOauSJQO1caQjsQSJbABx98YD179nSn69+/v5v9Z/fddzetuasvoxMmTDAta/brr7+6WbE22WQT07JkmiGroKDA/v3vf7tlDTW94/jx42327Nk2b948GzZsmP3tb3+zXXbZJVlVzcrzHHbYYaYfOWnmpZ9//jmmHQrg0s8//vEPN6NWo0aNYsrZSa/AsmXLXL+o/3xp0003dZ8Z9V8uJf2V0NixY2OapM+9lh8kIYAAAggggAACCCCAAAIIIIAAAggggAACCCCQawLJGi9bu3atjRs3jvEyzw3CmJkHJYuy8nHMjPGyLLpBqWpGCjCDVkZ2C5VKl4BmwzrkkEPc5Y899lh76aWX3ExaCs5SqlmzpmnGnIMOOsjt6z//+c9/XLBRixYt7KGHHnLBWWvWrLFbbrnFtLShgrPC9P7774ebef+qAJ45c+a4oDUfhgKA2rVrZ3fddZevmLw0CKgv2rdv7+533+UVgKiAxFwLzlJb161blxCgFQZy+izCPAVqauY8vZIQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEMgGgWSOl918882Ml5XR6YyZlQGUgcX5OmbGeFkG3oxUKasECNDKqu6isqkUUAT/NddcY0uXLrXWrVvbE088YXXr1k24ZI0aNaxNmzYJ+aeeeqq1bdvW5SsYQ8sjxqcw0Cs+P1/3t9hiCxfgNmnSpJigt9BDfTFw4EDTDGavvPJKmM1rNQu8+uqrrg/UF99//33C1RWwqD5UsGKTJk0SyrMhQ59ZBZcpKFOzuukLZnRSMOGsWbOis2yPPfaI2Y/f0TkuuOAC22ijjdwSp/Hl7COAAAIIIIAAAggggAACCCCAAAIIIIAAAgggkGkCjJelp0cYM0uPe0WvmutjZoyXVfSO4HgEKiZAgFbFvDg6hwVefPFFu+6661wLb7zxRrdsoa+5mrpx4cKFMUUNGza0s846yxS8pTRz5kybP39+zDHaqchyaLqOllTUa66n3Xbbzf773//ak08+aR07dkxorqbR1bKSf/7zn+3LL79MKCcjNQKylrkCsNQH8Ul9pT5T36kPszVphqszzjjDOnTo4Jbf3HXXXe2+++6L+ez5Zr/bc889S22yngEjRoxwxyjok4QAAggggAACCCCAAAIIIIAAAggggAACCCCAQKYLMF6W3h5izCy9/iVdPR/GzHzjZffeey/jZSXdFOQjUAkBArQqgcZbck9AM92EgRQHHnigHX300SU2Un85EB98tdNOO8XMqqUZc+KTvlBtu+228dkx+6qHZoq6/vrr7ZRTTnHBIkOGDHEBMJq5KH5Wn5g358DOcccdZzNmzLChQ4d6Zy976qmnXADXoEGDWDIuhf2t6HgZKwBL5vFJM8upj9RX6rNsTgqCVDDW448/HmmGZsqaMGFC5POmIMnPP/88Uh5uFBQUhJve1+eee87NxqVlIRUAVpWUD4GaVfHhvQgggAACCCCAAAIIIIAAAggggAACCCCAAAJVF2C8rOqGyToDY2bJkqzaefJlzKyk8bKJEycyXla1W4h3IxAjQIBWDAc7+SqgoKtRo0a55p9++ulW2lKEOnbatGkxVArQCmfPUoGWQDzppJMix/Tv39+GDx/uDToKD1q9erUpClkzRV1++eUuYEQzEylA65BDDrHu3bvbTTfdZD/++GP4lpx9Vfu13FxJQS2a6UxBLw899FDOGqSrYTKVbTibXHw91CfqG/VRLiR9nkeOHJnQlAYNGljNmsW/IletWmWTJ0+OOaZly5Zu6cKYzKid5cuXR5blPPvss0uckS/qLSVuqo7Rz5cSD6QAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEqCDBeVgW8FL2VMbMUwZbjtPk0ZsZ4WTluCA5BIAkCBGglAZFTZL/AF198Yb1793Y/RxxxRKkN+u677xKWONx5551j3lOvXj0XPKRgqk8//dRGjx7tgl5iDoraUfT1kUceaQMHDnTLrJ1//vkuuOPqq682BXcpadYufQnr27evPf/881Hvzs3Nrbfe2h588EErKiqyvffeO6GR33zzjZ155pmmWYx0DKlqAjKUpUxlG5/UBzpGfaK+yZWkL5xTp05NaM4BBxwQCdB69NFH7a233oo5RrPhhQFcMQXBjs554okn2pgxY0zn0ee6tKDP+PfH7+t8JAQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEUi3AeFmqhSt3fsbMKudW2Xfl45gZ42WVvVt4HwIVEyBAq2JeHJ2jAt26dbOxY8fa22+/XeZMNx9//HGCgpYvjE916tSxzTbbzM18tfHGG5c4A46mi1XglWbL0uxdmp3rjjvuMC21eOWVV9rLL79sf/rTnyKn11Jrl156qWlWn3xICkhTvzz88MO2zTbbJDR53LhxLoBLdvPmzUsoJ6N0AZnJTgFYsoxPMpe9+kB9kWtJSwc2btw4plknnHCCHXrooS7vk08+sSuuuMJtd+7cOXLc9OnTTdO9xid9nnV8GER5yy23WP369eMPq9C+AjhZ4rBCZByMAAIIIIAAAggggAACCCCAAAIIIIAAAgggUAkBxssqgVaNb2HMLLXY+TxmxnhZau8tzo5AKECAVijBa94LaIab2rVrl+qg6GHNiBWdmjVrZh07dozOqtD2hx9+aHfeeacNGDDA7rnnHlNgV3TSvpZg0zKKYZo5c6YLAvEFiITH5Nrraaed5pbWC4Nl4tv3yCOPuFnKrr322vgi9ksQkJWWM5SdL8layxnKPleTZrvr2rVrpHmyeOCBB1xQ1axZs9zsV0uXLrUWLVrY/fffHznu+++/t/POO88UPKWkz6KstLTpjTfe6PI0c15Vng3uJMF/wmuE+7wigAACCCCAAAIIIIAAAggggAACCCCAAAIIIJAqAcbLUiWbvPMyZpY8y/BM+T5mxnhZeCfwikBqBQjQSq0vZ88xAUUPa1rL6NSjR4/o3Qpt63xTpkyxNWvWmIJBbrrpJu+sPAoc0yxH0enWW281BYnkU5LDNddcY19++aUdf/zxCU1XAJ1mHdt+++3tySefTCgno1hANjKSlW/5PNnKWNZlBS1mu6naFx2Apu1jjz3WBVopcOvdd981zYA3bNgw00x5TzzxRKTJWu6xTZs2LlhSy0NqqdPwvtMseIccckiVljYML0SAVijBKwIIIIAAAggggAACCCCAAAIIIIAAAggggEAmCDBelv5eYMwsOX3AmFmxI+NlybmfOAsCZQkQoFWWEOUIRAn88ssv9t5770XlmPXs2TNmvyI7Co7RUmlKWrrwqquucj++mbHOOecca9q0aczp58yZE7OfLzvbbbedDR8+3F599VXbY489EpqtGcYUZKRlIidNmpRQnq8ZspCJbGQUn3bffXdnKlsZ50vSEqK33367W5JUbX7ppZfc/bV69Wrr1KmTPfTQQ9avXz83u90xxxxjN998s+kvCZQWLFhgQ4cOtXfeecf0fOjVq5fbPvfccxNmw3NvqMR/CNCqBBpvQQABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEiZAONlKaOt8IkZM6swmXsDY2aJboyXJZqQg0CyBUpfzy3ZV+N8CGS5wJgxYxJa0Lt374S88mboLwwmT54cc/j48eNt3bp1VrNmbPyk9nfccUd78803I8fPnTu3SgFikRNl6cYBBxxg+tHSkIWFhbZkyZKYlrz22mumHwXLqHzLLbeMKc+XHbmo/XLyJbmoXE75mDRd88CBA12wn2YOmz9/vtWtW9f02e7WrVskGEs2WnL0wgsvtL322ssUILl48WJbtWqVC2jTrGT60XuTmQjQSqYm50IAAQQQQAABBBBAAAEEEEAAAQQQQAABBBCoqgDjZVUVTP77GTMrnyljZiU7MV5Wsg0lCCRLoHayTsR5EMh1AQVTjR07NqaZmu6xT58+MXkV2VHQ1UEHHWQKygrTwQcfnBCcFZbtuuuuMQFa06ZNC4vy+lWBRSeddJINGTLEtPRjfFJg0uOPP+6CkBRck0/ptttuc+3WX7P40j//+U8bPHiwNWzY0FecN3n6LGoGMf3os65Uo0YNb/t1rGbO0094rGa90xfXVCQCtFKhyjkRQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEKiPAeFll1KrvPYyZlWzNmFnJNmEJ42WhBK8IpEYgdoqe1FyDsyKQEwKa1So+QKs8yxsquGLlypXmC7JQgNfRRx9tf/vb35zR+eefb1pCzRfooS+8mt0nOu25557Ru3m9rQCjW265xc1Ipik445MClBSM1L17d3v++efji3NuX21UW9VmX3DWEUcc4axklu/BWfGdr8CskoKzSjrW95mNP7ay+1oKlYQAAggggAACCCCAAAIIIIAAAggggAACCCCAQCYIMF6WCb1Qeh0YM4v1Ycws1qO8e4yXlVeK4xAovwABWuW34sgcF1AA1ezZs+2ll16yn3/+2S0zGN1kLWc2a9as6Cy3JFpMRtyOvqRecMEFttFGG9mVV14ZV1q8265dOzfr0/Lly91r27Ztvcdphp7PP/88pkxLHpJiBbQk3ejRo92Pz2fKlCmmAK4BAwbYZ599FvvmHNhTm9Q2tVFtjU8ykc9zzz3nlu+LL2c/8wR8wZ2ZV0tqhAACCCCAAAIIIIAAAggggAACCCCAAAIIIJALAoyX5UIvFreBMTPGzHLnbjbvZCi51D7akh8CBGjlRz/TyjIENMPVGWecYR06dLDDDjvMtJTgfffdF1m+TG9///33E85S1gxW8+fPtxEjRrj3tW7dOuH9YUbdunVdEJdm1CopKTgrOkCsa9eu1rx585IOz/v8MEBJM0RtsskmCR5hgNLFF19sv/76a0J5tmWoDWqLvmyrbfFJBjfffLML2vLNMBZ/PPuZI0CAVub0BTVBAAEEEEAAAQQQQAABBBBAAAEEEEAAAQRyWYDxstzsXcbMYvuVMbNYj2zZY7wsW3qKepYmQIBWaTqU5YWAZqZSMNbjjz8eaa8CoSZMmBCZRUvLC8bPXqWDCwoKIu/xbShQRrNxtW/f3gWA+Y4pb55mPYpOxx9/vJUW0BV9bD5va4k/zX52zjnneBkUwKX+uffee73l2ZCpuqsNaosvqe0yuOiii3zF5GW4AF84M7yDqB4CCCCAAAIIIIAAAggggAACCCCAAAIIIJADAoyX5UAnltEExszMjRcyZlbGjZKhxYyXZWjHUK0KCZQ8XU+FTsPBCGSvwNq1a23kyJEJDWjQoIHVrFkcw7hq1SqbPHlyzDEtW7Z0s17FZEbtaMnCV155xeWcffbZVQqmWrNmjY0aNSpy9n333dcuvPDCSP0iBWx4BZo2bWr33HOPnXzyyVZYWGivv/56zHGLFy+2c8891x577DFXvv/++8eUZ+qO2qH2+GZ3U53VjsGDB1vPnj0ztQnUKxB44403XDConjdaz3v69Ok2ceLEiI2+cN5+++2m5SlVrv9J1mu/fv14BkSU2EAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBCoigDjZVXRy573MmbGmFmm3q2Ml2Vqz1CvZArUCGYG+iOZJ+RcCGSbwIoVK6xZs2YJy9w9/fTTdswxx7jmaIat+BmY+vTpY2+99ZY38EpfYo8++mh7/vnn7YADDnBLztWvX79SNDrXDTfcYFdeeWXk/W+++aYpSItUOQEtO6nApuglI6PPdMIJJ7jAJi15mYlJ9R4yZIgNHz7cWz3VW4FZagcp8wWuuOIKGzp0aIUq2rt3bysqKiJAq0JqHIwAAggggAACCCCAAAIIIIAAAggggAACCCBQkgDjZSXJ5HY+Y2a53b/Z1DrGy7Kpt6hrZQUI0KqsHO/LGQHNdLXDDjvYN998E2mTAlseeOAB0yxan3zyifXv39+WLl1qnTt3tmnTprnjmjRpYvPnz7e6detG3qeNdevW2aBBg+zGG290+VOnTnXvizmoAjuaJUlrQ2vdbyXtqz6kqgtcc801LtBJfeZLCopTIFc4k5rvmOrM08xJqo/q7Uu1atVygVnRwXy+48jLLAF94Zw3b561bt26XBXTsqma0W/cuHEZc2+Wq+IchAACCCCAAAIIIIAAAggggAACCCCAAAIIIJCxAoyXZWzXVEvFGDOrFmYuUooA42Wl4FCUMwIEaOVMV9KQygpohqrDDz88shzhI488Yscee6xpxqvZs2fbqaeeau+++661aNHCnnnmGevVq1fkUmeeeaZbOq9OnTpu2bG5c+faVVddZU8++aQ7ZvTo0XbYYYeZAmcqkxYuXOiWqfvss8/c2xWkpYCwTAkYqkybMu09//vf/1zQ07Bhw7xV22abbVy57oN0JtVPwVmqry+pfpo1q02bNr5i8jJYQBNZ6qe8n+uKHp/BTadqCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAhkiwHhZhnREGqvBmFka8bm0GytjvIwbIdcFCNDK9R6mfeUSePbZZ92ShOHBhx56qDVq1MiUv3r1att4441NwVZ77723jRw50k488cTwUGvZsqWddtppNn78eDerzS+//OLK7rjjDrcsooK3KpPWrFljF154od19993u7atWrXLBWTVq1KjM6XhPGQJjx451AVDqR1/aZ599XACUlraszqT6aDnDt99+23tZ1UeBWaofCQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBCorADjZZWVy633MWaWW/1JaxBAIHMECNDKnL6gJmkU0BJ3d911lwvQ+emnn2Jq0qlTJzcr1tFHH+1muPntt99MwVeaZlHBW/FJM2xdf/31tscee1jt2rXji8u1r6XsVJ8LLrjAHa/grHr16pXrvRxUNYEHH3zQBUR9++233hNp1rTCYCarrbbayluerEwtn6nrqD6+1KpVKxeYpfqQEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIGqCjBeVlXB3Ho/Y2a51Z+0BgEE0i9AgFb6+4AaZIiAgqI+/PBD+/LLL03BMVpKsHfv3tatW7eE4CgdO2nSJJszZ44tXrzYFEC13Xbb2fbbb+9+9N7KJk3dqACvQYMGuVNoWUMttxiddH0Fimk2rapcK/qcbG8Q0OxlCo5SP/iSzFX+r3/9y1dc5TxdV+dXPXxJ11U5fe/TIQ8BBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQqK8B4WWXlcvN9jJnlZr/SKgQQSI8AAVrpceeqGS6gICml8iwnGB6rL6y1atWqcssUjX7WWWe582iGLl8QzowZM0wzez3wwAPGDEpVJi/xBHLW8oJPP/2095gddtjBzWJ17LHHessrmqnr6Hq6ri/pOlrOUNclIYAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKpFAjHwBgvS6VydpybMbPs6CdqiQACmS1QM7OrR+0QSI+AvmiW58umahcem4zgrKKiIvvHP/7hGq1ZuXzBWSqcOXOmO4ZAHceQsv/I96mnnrKXX37Zdt1114Tr6MvocccdZ4cccoh99NFHCeXlzdB7dQ6dyxecpWurDqoLfV5eVY5DAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBqgiEY2DlOUd4LONl5dHKvmMYM8u+PqPGCCCQeQIEaGVen1CjPBWYPXu2C8769ddf3ZKJ9erVK1Fi+vTprqx58+YlHkNB8gQOPvhg++CDD+zOO++0LbbYIuHE//3vf10A1/nnn28//PBDQnlJGTpW71EAls4Rn3QtXVPXVh1ICCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggEAuCzBeltm9y5hZZvcPtUMAgcwWYInDzO4fapcnAsuWLbMBAwbYW2+9ZW+++aa1bdvWFHyl/B9//NGWLl1qK1eudBrr1q2zSy65xD7//HNX3rBhwzxRyoxm/vTTT24Zwttvv91boc0228wtQ/j3v//dWx5m6v1azlDn8yW9X8sZ6nwkBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCDXBRgvy64eZswsu/qL2iKAQPoFCNBKfx9QgzwXUMDVySefbCNGjKiQROPGjW3x4sVWu3btCr2Pg5Mj8Mknn7gAqxdffNF7wp133tkKCwvt0EMPjSl/6aWXXL7e70uHHXaYC8zS+0kIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQD4IMF6Wvb3MmFn29h01RwCB6hUgQKt6vbkaAgkCV1xxhQ0dOjQhv6yMjh072tSpUy0Za3mXdS3KSxZ49tlnXaCW+sKXjjrqKBeQpTIFbOl4X+rSpYsLzNLxJAQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgnwQYL8v+3mbMLPv7kBYggEBqBQjQSq0vZ0egVIG1a9dav379bNy4caUe5yvs06ePjR071mrWrOkrJq+aBW666SYXgBUuRVneyzdo0MC9T8tWkhBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBfBNgvCy3epwxs9zqT1qDAALJE2BttORZciYEKixQo0YN+/33361nz57222+/mb6A6kfb4X70dnTZrrvuSnBWhcVT9wYFWJ100kluNq3777+/XBc6++yz3axZLVq0KNfxHIQAAggggAACCCCAAAIIIIAAAggggAACCCCAAAII5JoA42W51aOMmeVWf9IaBBBIngAzaCXPkjMhUCkBBWhVNjF7VmXlUvu+iRMnukCtN954w3uh/fbbzwVm7bXXXt5yMhFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBfBJgvCw3e5sxs9zsV1qFAAKVEyBAq3JuvAsBBBAoU+Dxxx93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+ ], + "metadata": { + "id": "hzi4obyl3Vx-" + } + }, + { + "cell_type": "markdown", + "source": [ + "### **2.2.2 Implementing the group convolution kernel**\n", + "\n", + "Again, let's define a kernel $k$ which we can transform with the group action. Now, our kernel grid is not only defined over $\\mathbb{R}^2$, but additionally over $H$.\n", + "\n", + "Notes:\n", + "* Since the grid over $H$ is made up of elements $h'\\in H$, transforming the grid over $H$ with (another) group element $h \\in H$ comes out to applying the group product of $h$ with each grid element $h'$.\n", + "* Because we are working with semidirect product groups $\\mathbb{R}^2 \\rtimes H$, we can transform the $\\mathbb{R}^2$ and $H$ dimensions of our grids separately before combining them into a shared grid over $\\mathbb{R}^2 \\rtimes H$!\n", + "\n", + "\n" + ], + "metadata": { + "id": "1f-uYXfW4Duc" + } + }, + { + "cell_type": "code", + "source": [ + "class GroupKernelBase(torch.nn.Module):\n", + "\n", + " def __init__(self, group, kernel_size, in_channels, out_channels):\n", + " \"\"\" \n", + " \n", + " \"\"\"\n", + " super().__init__()\n", + " self.group = group\n", + "\n", + " self.kernel_size = kernel_size\n", + " self.in_channels = in_channels\n", + " self.out_channels = out_channels\n", + "\n", + " # Create a spatial kernel grid\n", + " self.register_buffer(\"grid_R2\", torch.stack(torch.meshgrid(\n", + " torch.linspace(-1, 1, self.kernel_size),\n", + " torch.linspace(-1, 1, self.kernel_size),\n", + " )).to(self.group.identity.device))\n", + "\n", + " # The kernel grid now also extends over the group H, as our input \n", + " # feature maps contain an additional group dimension\n", + " self.register_buffer(\"grid_H\", self.group.elements())\n", + "\n", + " self.register_buffer(\"transformed_grid_R2xH\", self.create_transformed_grid_R2xH())\n", + "\n", + " def create_transformed_grid_R2xH(self):\n", + " \"\"\"\n", + " \n", + " \"\"\"\n", + " # Sample the group\n", + " group_elements = self.group.elements()\n", + "\n", + " # Transform the grid defined over R2 with the sampled group elements\n", + " transformed_grid_R2 = self.group.left_action_on_R2(\n", + " self.group.inverse(group_elements),\n", + " self.grid_R2\n", + " )\n", + "\n", + " # Transform the grid defined over H with the sampled group elements\n", + " transformed_grid_H = self.group.left_action_on_H(\n", + " self.group.inverse(group_elements), self.grid_H\n", + " )\n", + "\n", + " # Rescale values to between -1 and 1, we do this to please the torch grid_sample\n", + " # function.\n", + " transformed_grid_H = self.group.normalize_group_elements(transformed_grid_H)\n", + "\n", + " # Create a combined grid as the product of the grids over R2 and H\n", + " # repeat R2 along the group dimension, and repeat H along the spatial dimension\n", + " # to create a [output_group_elem, num_group_elements, kernel_size, kernel_size, 3] grid\n", + " transformed_grid = torch.cat(\n", + " (\n", + " transformed_grid_R2.view(\n", + " group_elements.numel(),\n", + " 1,\n", + " self.kernel_size,\n", + " self.kernel_size,\n", + " 2,\n", + " ).repeat(1, group_elements.numel(), 1, 1, 1),\n", + " transformed_grid_H.view(\n", + " group_elements.numel(),\n", + " group_elements.numel(),\n", + " 1,\n", + " 1,\n", + " 1,\n", + " ).repeat(1, 1, self.kernel_size, self.kernel_size, 1, )\n", + " ),\n", + " dim=-1\n", + " )\n", + " return transformed_grid\n", + "\n", + "\n", + " def sample(self, sampled_group_elements):\n", + " \"\"\" Sample convolution kernels for a given number of group elements\n", + "\n", + " arguments should include:\n", + " :param sampled_group_elements: the group elements over which to sample\n", + " the convolution kernels\n", + "\n", + " should return:\n", + " :return kernels: filter bank extending over all input channels, \n", + " containing kernels transformed for all output group elements.\n", + " \"\"\"\n", + " raise NotImplementedError()" + ], + "metadata": { + "id": "QH2KrJgN-yxu" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Let's get some intuition for what is happening with our grid when we apply the group action of $H$ to it. First we will inspect the action on $\\mathbb{R}^2$." + ], + "metadata": { + "id": "Di3hKr2J7H0E" + } + }, + { + "cell_type": "code", + "source": [ + "group_kernel_base = GroupKernelBase(\n", + " group=CyclicGroup(order=4),\n", + " kernel_size=7,\n", + " in_channels=1,\n", + " out_channels=1\n", + ")\n", + "\n", + "# Sample the group\n", + "group_elements = group_kernel_base.group.elements()\n", + "\n", + "# Transform the grid defined over R2 with the sampled group elements\n", + "transformed_grid_R2 = group_kernel_base.group.left_action_on_R2(\n", + " group_kernel_base.group.inverse(group_elements),\n", + " group_kernel_base.grid_R2\n", + ")" + ], + "metadata": { + "id": "kGTgeGAG7IEy" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "plt.rcParams['figure.figsize'] = [12, 3]\n", + "\n", + "# Create [group_elements] figures\n", + "fig, ax = plt.subplots(1, transformed_grid_R2.shape[0])\n", + "\n", + "# Fold both spatial dimensions into a single dimension\n", + "transformed_grid_R2 = transformed_grid_R2.reshape(transformed_grid_R2.shape[0],\n", + " transformed_grid_R2.shape[1]*transformed_grid_R2.shape[2],\n", + " 2).numpy()\n", + "\n", + "# Visualize the transformed kernel grids. We mark the same cornerpoint by a blue 'x' in all grids as reference point.\n", + "for group_elem in range(transformed_grid_R2.shape[0]):\n", + " ax[group_elem].scatter(transformed_grid_R2[group_elem, 0, 0], transformed_grid_R2[group_elem, 0, 1], marker='x', c='b')\n", + " ax[group_elem].scatter(transformed_grid_R2[group_elem, 1:, 0], transformed_grid_R2[group_elem, 1:, 1], c='r')\n", + "\n", + "fig.text(0.5, 0.04, 'Group elements', ha='center')\n", + "\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 214 + }, + "id": "6nElAYfN7yKJ", + "outputId": "b66ee1af-6e48-4ee0-fca7-ac3e0d7d8b9c" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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0o9N3IiJsl/7CyTAinrL9QkkfsP3xiPjE7JMi4k5Jd0rVLxk/dvTAHKdOnZKka22fn3mI7qLT6C4yorfoq2MXyxFxqvSY7U/bfm5E/Int50r6TCHjqcnt47Y/KOnrJF1SfqBJDzzwgGw/fNRf5KG76DK6i4zoLfqq7mUY90p64+TjN0r69dkn2H6W7WdMPr5K0jdL+oOarwvURXeRFd1FRvQWadVdLL9d0nfY/kNJpyb3ZXtk+52T53y1pLHthyT9pqS3RwTlR9voLrKiu8iI3iKtYy/DmCciPifp24/YP5b0psnHvyvpa+q8DtA0uous6C4yorfIjL/gBwAAABSwWAYAAAAKWCwDAAAABbkWy3t70s6OtLVV3e7tkUtu87nrkG0OyM2Z27SMx59tzOSuR7bjJ7fbuRHRyW13dzcOOXs2YjCIkC5ug0G1vw5ye50raRx0l9yEua13N9u8ZhxzD3Nb723Lx09u3tx53d1ooZfZLin/cHj4QA+24bDWHJLb79xOnLh7Orfkrje39e5mm9eMY+5hbuu9bfn4yc2bO6+7rh7vntFoFOPx+OKOra3q8GbZ0v7+6i9Ebq9zbZ+LI/6a1DrRXXKbyG29u9nmdZ3Z5C6c23pvpV7OK7ntnnPzXLO8vb3cfnLJ7Ypsc0BuztymZTz+bGMmdz2yHT+53c8tveXc9sY1SOQ2kasufEuwp3NL7npzW+9utnnNOOYe5rbe25aPn9y8ufO6u9FCL7NdUv6DAx4OI+zqtomTK7m9zu3EiXvBsa6E3N7mdqK72eZ1ndnkLpTbid62ePzk5s2d19081ywDK+jE9XPACuguMqK3yKof1ywDAAAAG8ZiGQAAAChgsQwAAAAUsFgGAAAAClgsAwAAAAUslgEAAIACFssAAABAAYtlAAAAoIDFMgAAAFDAYhkAAAAoYLEMAAAAFLBYBgAAAApYLAMAAAAFLJYBAACAAhbLAAAAQAGLZQAAAKAg1WI5Yv59AMiAcxkA5FFrsWz7dbYftr1vezTneTfYftT2Y7ZvX+W1zpyRbrvt4heViOr+mTOrpM3Y25N2dqStrep2b6+BUHK7nLvJ7tYdK7n9yq17LttodxPN69qzya2VyzmX3NS5EbHyJumrJb1E0gcljQrPuULSJyS9UNKVkh6SdM1x2bu7u3Fgfz/i1lsjpOr2qPsrO3s2YjCowg62waDaXwe5nciVNI4Wu9uFOSC3O7nLnMta726ieU075h7mtt7blo+f3Ly5pe5G9RmrL5a/FDK//NdLun/q/lslvfW4zNnyT39ROdhqL5QjIobDw6EH23BIbg9y55U/NtTdtueA3G7lLnoua727yeY15Zh7mNt6b1s+fnLz5s7rrqvH67H9QUlviYjxEY99r6QbIuJNk/v/WNI3RMQtRzz3Zkk3S9L29vbuE088cejxiOod9AP7+5Jdc/BbW1XwpYOpXoDc1Lm2z0XEvG/5fVDr7m5P55bc1S1yLmu9uwnnNd2Ye5jbem8XHOdKyO117rzuHnvNsu0HbJ8/Ynv16iM/WkTcGRGjiBidPHly5rHqur5p09f9rWx7e7n95KbJPXXqlCRd23Z3+zi35K5ukXNZJ7qbbF7Xmk3uQrmd6O0C41wZuZdvbukt52U2rfnbKlyzTO6querCtwR7OrfkLq+Ja5YPtrV3N9G8ph1zD3Nb723Lx09u3tx53Z1bwEW3Y8p/QtLjkq7WxQv2rz0uc7b8p08f/mJy8EXm9Ol6cxgR1YQNhxF2ddvESZvcTuTWPHE30t2254DcbuUuei7rRHcTzevas8ldKLcTvW3x+MnNmzuvu7WuWbb9Wkk/J+mkpD+T9GBEfJftvyPpnRFx4+R5N0r6GVU/6XpXRLztuOzRaBTj8eFLmiIOX9c3ex+YVboGadPdBaYtci6ju8iI3iKredcsn6gTHBHvkfSeI/b/T0k3Tt2/T9J9dV5LOuqLSd1EXK423V1gWp1zGd1FRvQWmaX6C34AAADAJjXyq+PWwfYFSU8UHr5K0mc3OJyuYh4q8+ZhGBEnC4+tBd1dCPNQydJd/r0uYi4qpXnoUm8l/r0OMA+Vlc65nV0sz2N7XLqu5HLCPFQyzUOmsa4T81DJMg9ZxrkJzEUlyzxkGee6MQ+VVeeByzAAAACAAhbLAAAAQEHWxfKdbQ+gI5iHSqZ5yDTWdWIeKlnmIcs4N4G5qGSZhyzjXDfmobLSPKS8ZhkAAADYhKzvLAMAAABrx2IZAAAAKEi7WLb9OtsP2963fdn9OhTbN9h+1PZjtm9vezxtsH2X7c/YPt/2WBZFb+mtRHczorsVupsP3a3f27SLZUnnJf0jSb/V9kA2zfYVkt4h6R9KukbSG2xf0+6oWnG3pBvaHsSS6C29lehuKnT3kLtFd9Ogu19yt2r0Nu1iOSIeiYhH2x5HS75e0mMR8XhEfEHSL0t6dctj2riI+C1Jn297HMugt/RWorsJ0d0JupsO3VX93qZdLF/mnifpU1P3n5zsA7qM3iIruous6G4DTrQ9gHlsPyDpK4946Ecj4tc3PR5gEfQ2L9vPkfTTkr5R0p9K+oKkn4qI97Q6MEm2z0j6i4j4N2t8jVJ33yXpNyPid9f12kAdnHexTp1eLEfEqbbH0FFPSXrB1P3nT/ahA+htUad7a9uSfk3SPRHxfZN9Q0mvOuK5JyLi6Q0Pce1K3Z0s1L9J0uW6WO50d8F5dw662wAuw8jpo5JebPtq21dKer2ke1seE3Ccrvf22yR9ISLuONgREU9ExM9Jku2bbN9r+wOS3m/72bZ/zfbHbH/Y9ssmzztj+y0HGbbP296ZbP/d9p7tRyT9giTPDsL2i2z/F9vnbP+27Zcu+hzbd9v+xcl4Hrf9yslPgT9i++6pz/9O2x+y/fu2f9X2l032f9L2j0/2f9z2S23vSPpBSbfZflDSl0v69slxPWT7cvihqa53Fyihuw1Iu1i2/VrbT0q6XtJ/sn1/22PalMk7WrdIul/SI5J+JSIebndUm2f7XZI+JOkltp+0/QNtj+k49LbTvb1W0u8f85zrJH1vRHyrpB+X9N8i4mWSfkTSv13gNV6iapH8oKRXSnrpEd29U9K/iIhdSW+ZPH/WvOc8S1W/blP1RfGnJ8f2NbZfbvsqSf9K0qmIuE7SWNK/nPr8z072/6Kkt0TEJyXdIel9kq5S9RP1Pzl53tfqiHfe+yZBdzeG824udLdSt7edvgxjnsk1hK1fR9iWiLhP0n1tj6NNEfGGtsewLHqbp7e23yHpFarebf77k93vi4iDn6h+haTvkaSI+IDtr7D9t4+J/VRE/I6k37H9bZJ+KCJeM/WaX6bqcodfra4KkSQ9Y2Zcxz3nvRERtj8u6dMR8fHJ5z0saUfVt2GvmYxBkq5U9UXkwH+c3J5T9eu2DpyPiJsmWXdIepHtfzr1/F7L1N114rybD92t39u0i2UAaNjDmix+JSki3jx5F3Y89Zy/XCDnaR3+rt0zpz6OmefO3t+S9GcR8fI5+cc9568mt/tTHx/cPyHpi6oW/aUvHgef80UVvkZExA/a/gZJ3y3pnO3diPjcnDEDQFppL8MAgIZ9QNIzbf+zqX2DOc//bUnfL0m2X6nqsoT/I+mTqi7XkO3rJF099Tnbtq+ffPx9kv7rdODk8//I9usmn2/bX7vsc47xYUnfbPurJp//N23/3WM+588l/a2DO7ZfFBEfiYgfk3RBh3+ACAB6hcUyAEiKiJD0GknfavuPbP+epHsk/XDhU85I2rX9MUlvl/TGyf7/IOnZk8sebpH0P6Y+51FJb578gN+zVF0XPOv7Jf2A7YdUvdt91B8QWOQ5peO8IOkmSe+ajP1Dki75IcIZ75X0WtsP2v4Hkv715AcAz6v6DRkPLfr6AJCNq68PAIB1mvxWid+IiL/X8lAAAEvgnWUAAACggHeWAQAAgALeWQYAAAAKWCwDAAAABSyWAQAAgAIWywAAAEABi2UAAACg4K8BAIxprrAc5C0AAAAASUVORK5CYII=\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "As we can see, this part of the grid, and what happens to it, is identical to the grid we saw in the lifting convolution. Note however, that this is only the spatial dimensions of the grid over which a group convolution kernel is defined. Let's move on to the grid over $H$." + ], + "metadata": { + "id": "9whY6wyf7zQe" + } + }, + { + "cell_type": "code", + "source": [ + "plt.rcParams['figure.figsize'] = [5.5, 3]\n", + "# Transform the grid defined over H with the sampled group elements\n", + "transformed_grid_H = group_kernel_base.group.left_action_on_H(\n", + " group_kernel_base.group.inverse(group_elements), group_kernel_base.grid_H\n", + ")\n", + "\n", + "# Create [group_elements] figures\n", + "fig, ax = plt.subplots(1, transformed_grid_H.shape[0])\n", + "\n", + "# Visualize the transformed kernel grids. We mark the same cornerpoint by a blue 'x' in all grids as reference point.\n", + "for group_elem in range(transformed_grid_H.shape[0]):\n", + " ax[group_elem].scatter(torch.zeros_like(transformed_grid_H[group_elem, 0]), transformed_grid_H[group_elem, 0], marker='x', c='b')\n", + " ax[group_elem].scatter(torch.zeros_like(transformed_grid_H[group_elem, 1:]), transformed_grid_H[group_elem, 1:], c='r')\n", + " ax[group_elem].set_xticks([])\n", + "\n", + "fig.text(0.5, 0.04, 'Group elements', ha='center')\n", + "\n", + "# Remove the xticks, our group is 1D!\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 214 + }, + "id": "v3AjaNg28Dyh", + "outputId": "70c7651f-5ab9-4f0c-f107-fd4643108ce5" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "In our current setting, $H$ is one-dimensional, and as we can see, transforming the grid over $H$ with all group elements of $H$ leads to a translation over the group. Next, let's see what happens when we combine these grids." + ], + "metadata": { + "id": "pyDznw5p80d4" + } + }, + { + "cell_type": "code", + "source": [ + "plt.rcParams['figure.figsize'] = [12, 3]\n", + "transformed_grid_R2xH = group_kernel_base.transformed_grid_R2xH\n", + "\n", + "# Create [group_elements] figures\n", + "fig, ax = plt.subplots(1, transformed_grid_H.shape[0], subplot_kw=dict(projection='3d'))\n", + "\n", + "# Flatten spatial and group grid dimensions\n", + "transformed_grid_R2xH = transformed_grid_R2xH.reshape(transformed_grid_R2xH.shape[0], \n", + " transformed_grid_R2xH.shape[1] * transformed_grid_R2xH.shape[2] * transformed_grid_R2xH.shape[3], \n", + " transformed_grid_R2xH.shape[4])\n", + "\n", + "# Visualize the transformed kernel grids. We mark the same row by a blue 'x' in all grids as reference point.\n", + "for group_elem in range(transformed_grid_R2xH.shape[0]):\n", + " ax[group_elem].scatter(transformed_grid_R2xH[group_elem, 0:7, 0],\n", + " transformed_grid_R2xH[group_elem, 0:7, 1],\n", + " transformed_grid_R2xH[group_elem, 0:7, 2],\n", + " marker='x',\n", + " c='b')\n", + " ax[group_elem].scatter(transformed_grid_R2xH[group_elem, 7:, 0],\n", + " transformed_grid_R2xH[group_elem, 7:, 1],\n", + " transformed_grid_R2xH[group_elem, 7:, 2],\n", + " c='r')\n", + "\n", + "fig.text(0.5, 0.04, 'Group elements', ha='center')\n", + "\n", + "plt.show()" + ], + "metadata": { + "id": "0arqMrie95zP", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 214 + }, + "outputId": "a9e198af-0bc3-48d5-af15-fa51b1574028" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "As we can see, under the application of group elements $h' \\in H$ the grid defined over $\\mathbb{R}^2 \\rtimes H$ rotates over the spatial dimensions, and shifts along the group dimension!\n", + "\n", + "Let's now implement the group kernel using interpolation as well.\n", + "\n", + "Notes:\n", + "* Luckily, `grid_sample` also supports 3D inputs, so we can continue using it. \n", + "* For multidimensional groups $H$ the following implementation won't work, as this would require kernels defined on grids with dimensionality > 3, which `grid_sample` does not support. To resolve this, one could implement the sampling of the weights along the $H$ dimension using a translation of the weight matrix along the $H$ dimensions, and only interpolate over the spatial dimensions. This is possible because we don't end up between grid points along the group dimension $H$ (remember the closure constraint of the group product?).\n", + "* The $C_4$ group exhibits periodicity along the group axis, so our kernels should too. Although we correctly implemented the group product to reflect this, `grid_sample` doesn't know about the periodicity of the weights in its interpolation. This shouldn't be a problem since, again because of the closure constraint, we should always end up exactly on grid points along the group axis, meaning no interpolation is necessary in that direction. In practice, because of the way `grid_sample` is implemented, we may encouter some small interpolation artefacts because of this." + ], + "metadata": { + "id": "KJglOPQwAAYe" + } + }, + { + "cell_type": "code", + "source": [ + "class InterpolativeGroupKernel(GroupKernelBase):\n", + "\n", + " def __init__(self, group, kernel_size, in_channels, out_channels):\n", + " super().__init__(group, kernel_size, in_channels, out_channels)\n", + "\n", + " # create and initialise a set of weights, we will interpolate these\n", + " # to create our transformed spatial kernels. Note that our weight\n", + " # now also extends over the group H\n", + " self.weight = torch.nn.Parameter(torch.zeros((\n", + " self.out_channels,\n", + " self.in_channels,\n", + " self.group.elements().numel(), # this is different from the lifting convolution\n", + " self.kernel_size,\n", + " self.kernel_size\n", + " ), device=self.group.identity.device))\n", + "\n", + " # initialize weights using kaiming uniform intialisation\n", + " torch.nn.init.kaiming_uniform_(self.weight.data, a=math.sqrt(5))\n", + " \n", + " def sample(self):\n", + " \"\"\" Sample convolution kernels for a given number of group elements\n", + "\n", + " should return:\n", + " :return kernels: filter bank extending over all input channels, \n", + " containing kernels transformed for all output group elements.\n", + " \"\"\"\n", + "\n", + " # fold the output channel dim into the input channel dim; this allows\n", + " # us to use the torch grid_sample function\n", + " weight = self.weight.view(\n", + " 1,\n", + " self.out_channels * self.in_channels,\n", + " self.group.elements().numel(),\n", + " self.kernel_size,\n", + " self.kernel_size\n", + " )\n", + "\n", + " # we want a transformed set of weights for each group element so \n", + " weight = weight.repeat(self.group.elements().numel(), 1, 1, 1, 1)\n", + "\n", + " # sample the transformed kernels, \n", + " transformed_weight = torch.nn.functional.grid_sample(\n", + " weight,\n", + " self.transformed_grid_R2xH,\n", + " mode='bilinear',\n", + " padding_mode='zeros',\n", + " align_corners=True\n", + " )\n", + "\n", + " # Separate input and output channels. Note we now have a notion of\n", + " # input and output group dimensions in our weight matrix!\n", + " transformed_weight = transformed_weight.view(\n", + " self.group.elements().numel(), # Output group elements (like in the lifting convolutoin)\n", + " self.out_channels,\n", + " self.in_channels,\n", + " self.group.elements().numel(), # Input group elements (due to the additional dimension of our feature map)\n", + " self.kernel_size,\n", + " self.kernel_size\n", + " )\n", + "\n", + " # Put the output channel dimension before the output group dimension.\n", + " transformed_weight = transformed_weight.transpose(0, 1)\n", + "\n", + " return transformed_weight" + ], + "metadata": { + "id": "5mjhcKcfJyNB" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "ik = InterpolativeGroupKernel(\n", + " group=CyclicGroup(order=4),\n", + " kernel_size=5,\n", + " in_channels=2,\n", + " out_channels=8\n", + ")" + ], + "metadata": { + "id": "oZgu4yJIHbAN" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "weights = ik.sample()\n", + "weights.shape" + ], + "metadata": { + "id": "9Wq-_s5pdlbs", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "c8ed0077-8e35-43e2-d7b6-927e4d81a78a" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "torch.Size([8, 4, 2, 4, 5, 5])" + ] + }, + "metadata": {}, + "execution_count": 26 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Let's visualize the sampled group convolution kernels! We visualize our 3D kernels in 2D by folding the input group dimension into the first spatial dimension. In doing so, we create a 2D flattened version of the 3D group convolution kernel, where spatial kernels corresponding to the different group elements lie along the spatial dimension. Each channel goes from `[num_group_elem, kernel_size, kernel_size]` to `[num_group_elem x kernel_size, kernel_size]`.\n", + "\n", + "To clearly see what happens to the group convolution kernel under transformation of the group $H$, we outline the spatial kernel corresponding to the first input group element in red. For subsequent transformations we can see this spatial kernel. See below!" + ], + "metadata": { + "id": "Rd9Ht3FDHPez" + } + }, + { + "cell_type": "code", + "source": [ + "plt.rcParams['figure.figsize'] = [10, 10]\n", + "\n", + "# For ease of viewing, we fold the input group dimension into the spatial x dimension\n", + "weights_t = weights.view(\n", + " weights.shape[0],\n", + " weights.shape[1],\n", + " weights.shape[2],\n", + " weights.shape[3] * weights.shape[4],\n", + " weights.shape[5]\n", + ")\n", + "\n", + "# pick an output channel to visualize\n", + "out_channel_idx = 0\n", + "\n", + "# create [in_channels, group_elements] figures\n", + "fig, ax = plt.subplots(weights.shape[2], weights.shape[1])\n", + "\n", + "for in_channel in range(weights.shape[2]):\n", + " for group_elem in range(weights.shape[1]):\n", + " ax[in_channel, group_elem].imshow(\n", + " weights_t[out_channel_idx, group_elem, in_channel, :, :].detach()\n", + " )\n", + "\n", + " # Outline the spatial kernel corresponding to the first group element under canonical transformation\n", + " rect = matplotlib.patches.Rectangle(\n", + " (-0.5, group_elem * weights_t.shape[-1] - 0.5), weights_t.shape[-1], weights_t.shape[-1], linewidth=5, edgecolor='r', facecolor='none')\n", + " ax[in_channel, group_elem].add_patch(rect)\n", + "\n", + "fig.text(0.5, 0.04, 'Group elements', ha='center')\n", + "fig.text(0.04, 0.5, 'Input channels / input group elements', va='center', rotation='vertical')\n", + "\n", + "plt.show()" + ], + "metadata": { + "id": "VpBkwrt5eLv0", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 638 + }, + "outputId": "44f3158e-dca4-4166-f805-2d22e3fc60dc" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "We see the same twist shift motion as we saw with the kernel grids!" + ], + "metadata": { + "id": "W1OgOOGZM2dn" + } + }, + { + "cell_type": "markdown", + "source": [ + "### **2.2.3 Implementing the group convolution**\n", + "\n", + "The next step is implementing the group convolution operation. \n", + "\n", + "Notes:\n", + "* We would still like to use PyTorch's `Conv2D` implementation, but we're now faced with an additional problem; the group dimension in the input feature map. Luckily we can resolve this problem in much the same way; normally a 2D convolution layer integrates over a local neighbourhood of all input channels. We would now additionally like to integrate over the entire group. Thus, we can simply treat the group dimensions in the input feature map as additional channel dimensions! We achieve this by folding our input group dimension into the input channel dimension; $f_{in}$ is reshaped from `[batch, in_channels, num_group_elem, spatial_1, spatial_2]` into `[batch, in_channels x num_group_elem, spatial_1, spatial_2]`.\n", + "* To match this, and to apply the same trick as we did in the lifting convolution to get results for each separate group element in the *output*, we also reshape our kernel from `[out_channels, num_group_elem, in_channels, num_group_elem, kernel_size, kernel_size]` to `[out_channels x num_group_elem, in_channels x num_group_elem, kernel_size, kernel_size]`. See below!" + ], + "metadata": { + "id": "cKVQA_-sNB3C" + } + }, + { + "cell_type": "code", + "source": [ + "class GroupConvolution(torch.nn.Module):\n", + "\n", + " def __init__(self, group, in_channels, out_channels, kernel_size):\n", + " super().__init__()\n", + "\n", + " self.kernel = InterpolativeGroupKernel(\n", + " group=group,\n", + " kernel_size=kernel_size,\n", + " in_channels=in_channels,\n", + " out_channels=out_channels\n", + " )\n", + "\n", + " def forward(self, x):\n", + " \"\"\" Perform lifting convolution\n", + "\n", + " @param x: Input sample [batch_dim, in_channels, group_dim, spatial_dim_1, \n", + " spatial_dim_2]\n", + " @return: Function on a homogeneous space of the group\n", + " [batch_dim, out_channels, num_group_elements, spatial_dim_1, \n", + " spatial_dim_2]\n", + " \"\"\"\n", + "\n", + " # We now fold the group dimensions of our input into the input channel\n", + " # dimension\n", + " x = x.reshape(\n", + " -1,\n", + " x.shape[1] * x.shape[2],\n", + " x.shape[3],\n", + " x.shape[4]\n", + " )\n", + "\n", + " # We obtain convolution kernels transformed under the group\n", + " conv_kernels = self.kernel.sample()\n", + "\n", + " # Apply group convolution, note that the reshape folds the group \n", + " # dimension of the kernel into the output channel dimension.\n", + " # Do you see why we (can) do this?\n", + " x = torch.nn.functional.conv2d(\n", + " input=x,\n", + " weight=conv_kernels.reshape(\n", + " self.kernel.out_channels * self.kernel.group.elements().numel(),\n", + " self.kernel.in_channels * self.kernel.group.elements().numel(),\n", + " self.kernel.kernel_size,\n", + " self.kernel.kernel_size\n", + " ),\n", + " )\n", + "\n", + " # Reshape [batch_dim, in_channels * num_group_elements, spatial_dim_1, \n", + " # spatial_dim_2] into [batch_dim, in_channels, num_group_elements, \n", + " # spatial_dim_1, spatial_dim_2], separating channel and group \n", + " # dimensions.\n", + " x = x.view(\n", + " -1,\n", + " self.kernel.out_channels,\n", + " self.kernel.group.elements().numel(),\n", + " x.shape[-1],\n", + " x.shape[-2],\n", + " )\n", + "\n", + " return x\n" + ], + "metadata": { + "id": "E_g-SBUkG_rK" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## **2.3 Projection to obtain invariance and tying everything together**\n", + "\n", + "Up until now, our feature maps equivary with the group action of $\\mathbb{R}^2 \\rtimes H$; our feature maps are defined over $\\mathbb{R}^2 \\rtimes H$. Usually in a CNN, a series of convolutional layers build a representation, which is followed by a (number of) linear layer(s). To create a GCNN using our lifting and group convolution operations that is fully invariant to the action of the group, we must apply a projection operation invariant to the action of the group to our feature map, to reduce its dimensionality from `[batch, channels, num_group_elem, spatial_1, spatial_2]` to `[batch, channels]` or even . The representation that we obtain then is fully invariant to the group. This representation is pushed through a final linear layer to yield a classification.\n", + "\n", + "Below, we build a small GCNN from our implemented PyTorch modules.\n", + "\n", + "Notes:\n", + "* We use a mean-pooling operation to pool over group and spatial dimensions, but we could also use max or min pooling, or any other operation invariant to the group." + ], + "metadata": { + "id": "8IRSRZjOZBq8" + } + }, + { + "cell_type": "code", + "source": [ + "from functools import partial\n", + "\n", + "\n", + "class GroupEquivariantCNN(torch.nn.Module):\n", + "\n", + " def __init__(self, group, in_channels, out_channels, kernel_size, num_hidden, hidden_channels):\n", + " super().__init__()\n", + "\n", + " # Create the lifing convolution.\n", + " self.lifting_conv = LiftingConvolution(\n", + " group=group,\n", + " in_channels=in_channels,\n", + " out_channels=hidden_channels,\n", + " kernel_size=kernel_size\n", + " )\n", + "\n", + " # Create a set of group convolutions.\n", + " self.gconvs = torch.nn.ModuleList()\n", + " for i in range(num_hidden):\n", + " self.gconvs.append(\n", + " GroupConvolution(\n", + " group=group,\n", + " in_channels=hidden_channels,\n", + " out_channels=hidden_channels,\n", + " kernel_size=kernel_size\n", + " )\n", + " )\n", + "\n", + " # Create the projection layer.\n", + " self.projection_layer = partial(torch.mean, dim=(-3, -2, -1))\n", + "\n", + " # And a final linear layer for classification.\n", + " self.final_linear = torch.nn.Linear(hidden_channels, out_channels)\n", + " \n", + " def forward(self, x):\n", + " \n", + " # Lift and disentangle features in the input.\n", + " x = self.lifting_conv(x)\n", + " x = torch.nn.functional.layer_norm(x, x.shape[-4:])\n", + " x = torch.nn.functional.relu(x)\n", + "\n", + " # Apply group convolutions.\n", + " for gconv in self.gconvs:\n", + " x = gconv(x)\n", + " x = torch.nn.functional.layer_norm(x, x.shape[-4:])\n", + " x = torch.nn.functional.relu(x)\n", + " \n", + " # to ensure equivariance, apply max pooling over group and spatial dims\n", + " x = self.projection_layer(x).squeeze()\n", + "\n", + " x = self.final_linear(x)\n", + " return x" + ], + "metadata": { + "id": "mqM8mW7kKjv5" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "To compare, let's create a more or less identical CNN. The only difference here is that this network consists of regular convolution operations." + ], + "metadata": { + "id": "pH37MqePXevZ" + } + }, + { + "cell_type": "code", + "source": [ + "class CNN(torch.nn.Module):\n", + "\n", + " def __init__(self, in_channels, out_channels, kernel_size, num_hidden, hidden_channels):\n", + " super().__init__()\n", + "\n", + " self.first_conv = torch.nn.Conv2d(\n", + " in_channels=in_channels,\n", + " out_channels=hidden_channels,\n", + " kernel_size=kernel_size\n", + " )\n", + "\n", + " self.convs = torch.nn.ModuleList()\n", + " for i in range(num_hidden):\n", + " self.convs.append(\n", + " torch.nn.Conv2d(\n", + " in_channels=hidden_channels,\n", + " out_channels=hidden_channels,\n", + " kernel_size=kernel_size\n", + " )\n", + " )\n", + "\n", + " self.final_linear = torch.nn.Linear(hidden_channels, out_channels)\n", + " \n", + " def forward(self, x):\n", + "\n", + " x = self.first_conv(x)\n", + " x = torch.nn.functional.layer_norm(x, x.shape[-3:])\n", + " x = torch.nn.functional.relu(x)\n", + "\n", + " for conv in self.convs:\n", + " x = conv(x)\n", + " x = torch.nn.functional.layer_norm(x, x.shape[-3:])\n", + " x = torch.nn.functional.relu(x)\n", + " \n", + " # apply average pooling over remaining spatial dimensions\n", + " x = torch.nn.functional.adaptive_avg_pool2d(x, 1).squeeze()\n", + "\n", + " x = self.final_linear(x)\n", + " return x" + ], + "metadata": { + "id": "NQrW1_m9Izhl" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "# **3. Experimenting with our implementation**\n", + "\n", + "Note that for ease of model training and tracking, we additionally make use of `pytorch-lightning`. Although the specifics of this package aren't the focus of this tutorial, if you'd like a refresher please have a look at this excellent [Deep Learning 1 tutorial by Phillip Lippe](https://uvadlc-notebooks.readthedocs.io/en/latest/tutorial_notebooks/tutorial5/Inception_ResNet_DenseNet.html#PyTorch-Lightning).\n", + "\n" + ], + "metadata": { + "id": "JqF52R6DyWFx" + } + }, + { + "cell_type": "markdown", + "source": [ + "## **3.1 Generalization to the group action**\n", + "\n", + "To show the generalization capabilities of regular group convolutional networks, we will train this model on the MNIST training dataset, but evaluate it on an augmented version of the MNIST test set in which each image is randomly rotated by a continuous rotation between $[0, 2\\pi]$." + ], + "metadata": { + "id": "cw9pCZwDoviz" + } + }, + { + "cell_type": "code", + "source": [ + "# We normalize the training data.\n", + "train_transform = torchvision.transforms.Compose([torchvision.transforms.ToTensor(),\n", + " torchvision.transforms.Normalize((0.1307,), (0.3081,))\n", + " ])\n", + "\n", + "# To demonstrate the generalization capabilities our rotation equivariant layers bring, we apply a random\n", + "# rotation between 0 and 360 deg to the test set.\n", + "test_transform = torchvision.transforms.Compose([torchvision.transforms.ToTensor(),\n", + " torchvision.transforms.RandomRotation(\n", + " [0, 360],\n", + " torchvision.transforms.InterpolationMode.BILINEAR,\n", + " fill=0),\n", + " torchvision.transforms.Normalize((0.1307,), (0.3081,))\n", + " ])\n", + "\n", + "# We demonstrate our models on the MNIST dataset.\n", + "train_ds = torchvision.datasets.MNIST(root='', train=True, transform=train_transform, download=True)\n", + "test_ds = torchvision.datasets.MNIST(root='', train=False, transform=test_transform)\n", + "train_loader = torch.utils.data.DataLoader(train_ds, batch_size=64, shuffle=True)\n", + "test_loader = torch.utils.data.DataLoader(test_ds, batch_size=64, shuffle=False)\n", + "\n", + "# Set the random seed for reproducibility.\n", + "pl.seed_everything(12)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 466, + "referenced_widgets": [ + "5e40eff46555437aa10290cd44b0d535", + "a49e5ba3fa884acc8242f8b489e4fd0a", + "c7d8e2d6a38d48c687bc75514feda04d", + "44c0f0e0e3224c81bc4e411ec82bd059", + "87d825f1c9bc4ae6ad3d352d92037ace", + "f6846fa30c83465f88d9f1144c73758c", + "e6a4069e17c64422842281c77e8e4c38", + "243aca878e0a413286f5da774116ef56", + "55a3ca917beb4d3a89a9935173224905", + "3ee7adbc35b74f9d9aa6581faac54ad2", + "742978e6199e4dc39e468924fc20e627", + "0e3e38e95192433a8a4167bc55a4fb43", + "9b02f4823aae48c0ae92ba269df3d926", + "fcc5f56ef3864f98968cc0b246cab498", + "c8621079507043adb57765f7553869b0", + "f9ac863d5a504b299d065777a71245a3", + "675fbd54815f4b7796056072cc2a2f65", + "cffc015531cc44f4af8512f6a99ad79c", + "86967997718845c1aeccb6e8a4244fe5", + "e75ce4f0858349f6a1c95c3c5ace13ca", + "8a2c2746ad884f0db288339115a261f0", + "7a07bcaca4514d118bd6a75bbd1097a9", + "a7341dcd9efc4340b3f3043f2c02646d", + "bf2382e80fd34fa8a1aba5d43576a93a", + "346db69d14574e349efa9fc6100403c6", + "b48e35e2e01a424ca4514236770ae303", + "c3a991a48b6140a4b54c0e5cf750ef52", + "7e70f7238a8b4035b89db65709c200d5", + "50a4705c71d647beb8e26c4bb5c3e3ee", + "4de8cf7766b84e18aec88c3d07fa224c", + "4ae0c00be1d046cdb7fb1af92cdbfba2", + "8424a344249a4fe7bc59571d64b4d3bb", + "6cc1ade90451495db4d3f5f9e562e6ed", + "b6f19ef8c1b04ce1ad5678ec6815dd27", + "27a3d79a42a64b48aff9fc137b51f443", + "56f4e23be8fc43d9b2d833af8b3b400c", + "00b3f55e7202468d827f82d11228da02", + "628e69d3590f498fab07d2c6a5aafce9", + "968cd74c163c429bb783ddf125720938", + "309551bf0af14d8896e5faf7b6d0d780", + "785d961d6d03410e9ca3407a3766eb6e", + "1ec3c23871ba488a8462ba4cc28486fd", + "3404601b74544fbdb33419750900cf11", + "43eba34a7a284b09be9ec6b954fdce3b" + ] + }, + "id": "1zEhs1Jy8zij", + "outputId": "1f1824a7-674f-44e1-d491-5c686c034555" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\n", + "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to MNIST/raw/train-images-idx3-ubyte.gz\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + " 0%| | 0/9912422 [00:00" + ], + "image/png": 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0ei8KuT8gckQkUT+JpZRaCuA86NaCtdC/tO9ECvuh6c+ZmWK5clsDEtlsyrAE+gQzFMANal//ZToKXAdK91n+BXr/3wC9371XiGXlpwOAL0Vkq/nMW0x/0hbok9ql0PvkKuirlSrmfS9B93NtFJFx5m9NoO+4zM8T0DfcrIM+Fv9fkH8/9E0tGwAMhm69ApDSsZ6u/tAn8R/M8t5Cwd0MuZ6Evpdjg4g8lcJ6GgjdZLgK+mai4QV8fjb0j5HcCvYz6Cv7qQnfoW+muc9siztS/B4ub1uairwvdFP1L9Db7EXom3gAfTfw92afeRLApUr39W6DuevWfFbnfJZVHPt7PwCLRHdFXA/dZJ/fcnLM97wdusvhfwD0VUqtS2NZyRwN4D/Q++s0AM8ppT4BABH5SPIZFx/KvbOuxJmrq43QTba/lHR50iEiPaHvrEvlSoyo1DFXlnOgh4ztKuj1+7msjD3WidJRogPgReQc0/RSHbq9/lvoW9aJqBgpfbfpMbEqVx7rVB6V9Awz50E3y6yAvhy/NN3boIkoI/BYp3Kn1DQRExERlSUlfQVLRERUJrGCJSIiiqBQT1vJyspiuzIREZUrWVlZaY3f5hUsERFRBKxgiYiIImAFS0REFAErWCIioghYwRIREUXACpaIiCiCQg3TSWbw4MFF/ZFURAYNCp8wtg+3W+nF7ZaZuN0yU7Ltli5ewRIREUXACpaIiCgCVrBEREQRsIIlIiKKgBUsERFRBKxgiYiIImAFS0REFAErWCIioghYwRIREUXACpaIiCgCVrBEREQRsIIlIiKKgBUsERFRBKxgiYiIIijyx9URlTYnnniiFw8cONCL+/fvb9MjR4708p566ikvnjVrVhGXjojKKl7BEhERRcAKloiIKAJWsERERBGU+z7YihUrenHt2rVTfu9NN93kxdWrV7fpli1bJn3to48+atOXXXaZl7djxw4vfvjhh236gQceSLl85Vnbtm1teuLEiV5erVq1vFgpZdP9+vXz8s4991wvrlevXlEVkYpJr169vPi1117z4h49etj0/Pnzi6VMpN17771e7J7fKlTwr//c7QQAU6dOjVewIsIrWCIioghYwRIREUVQZpqImzZtatOVK1f28rp27erF3bp1s+k6dep4eRdddFGRlGfZsmVeHA73uOCCC2x6y5YtXt6cOXO8OBOaQkpax44dvXjs2LE2HTb7u03CgL/+d+7c6eWFTcKdO3e26W+++cbLC99b2nXv3t2m69ev7+W98847xV2caDp06ODFM2fOLKGS0BVXXOHFf/3rX7147969Cd8bHreZgFewREREEbCCJSIiioAVLBERUQQZ2wfbrl07L540aZJNpzPUpii5/Qfh7efbtm3zYneowPLly728jRs3ejGHDmjVqlWz6XD6w1GjRnnxIYcckvLnLliwwKaHDh3q5Y0ZM8aLP//8c5u+7777vDx3OFUm6Nmzp023aNHCy8v0PlgRsenmzZt7eU2aNCnu4pDh3isDAFWqVCmhkhQPXsESERFFwAqWiIgoAlawREREEWRsH+zixYu9OCcnx6aLsg92+vTpNr1p0yYv75RTTvFidxzk6NGji6wMpP3rX/+y6XB6yf3Rvn17m65Ro4aXl52d7cVuv+Xxxx9fZGUoCQMGDLDpadOmlWBJil7jxo1t+tprr/XywmOT9zjEddppp9n0zTffnPS1c+fOtem+fft6eatXry7aghUDXsESERFFwAqWiIgogoxtIl6/fr0X33HHHTZ9zjnneHnhlHZPP/10ws+dPXu2F59++uk2HQ61ad26tRffeuutSUpM6QqH4px99tk27Q7DyI/btDt+/Hgvz32SEQCsXLnSpmfNmuXlbdiwwYvdJ7MUVIbSLnxaSVny4osvJsz78ccfi7Ek5Y87FS0AjBgxwqbDqWlD7rG5ZMmSIi1XSSi7RxgREVEJYgVLREQUAStYIiKiCDK2Dzb07rvv2vTkyZO9vK1bt3px27Ztbfrqq6/28h577DEvDvtdXT/88IMX//nPf06tsJQvd7sAwMSJE724Vq1aNh0+uuqjjz7yYncYT48ePby8cBrLl156yabXrl3r5YWPDnSnw3T7hIG803eG/bklLRxW1KhRoxIqSXzuvhIK9ysqWu7wLyD5tKVTpkzx4pEjR8YoUonhFSwREVEErGCJiIgiYAVLREQUQZnpg3Vt2bIlaX445aHrmmuu8eLXX3/dpsN+P9p/7mPS7rzzTi8vnPJy3bp1Nu2OXQWAV155xYvdfvcPPvjAywvjwnIfnwf4Y7EB4PLLLy+S5RSVs846y4vD8meysD85fESda8WKFbGLU67Ur1/fi6+66iovdu9bCMeVDxkyJF7BSgFewRIREUXACpaIiCiCMtlEXJBBgwbZdDgdXzikw50qccKECXELVg5UrlzZi92p0fr06ePlhU39/fv3t+mZM2d6eVWrVi2qIhZa06ZNS7oISbVq1Sph3nfffVeMJSl64fSXbpNxODViQV1IVLBmzZrZ9NixY1N+XzhNbTiksqzhFSwREVEErGCJiIgiYAVLREQUQbnsg3WnP7z22mu9vPDRdi+88IJNf/LJJ17ejBkzvPi5556zaQ7pyV/79u29OOx3dZ177rlePHXq1Chlorz7cmlQs2ZNLz7zzDNtul+/fl6ee69E6MEHH/TijRs3FkHpyjd3W4RTcIYmTZpk008++WS0MpVGvIIlIiKKgBUsERFRBKxgiYiIIiiXfbCuhQsXevEVV1zhxcOHD7fpsN8njKtXr27T4WOXVq1atT/FLDPCxwGKiE1nZ2d7eaWxz7VChX2/Sd0p4AD/u2SaevXqFfq9J5xwghe766hXr15eXpMmTbzYHRcdTi3pfg4AbN++3aa//PJLL2/nzp1eXKlSJZsOx0xT+s477zwvfuSRRxK+9rPPPvNi9/F1mzdvLtqClXK8giUiIoqAFSwREVEE5b6JOPTOO+948U8//WTTYfPmqaee6sUPP/ywTbtTiQF5nxqxfPny/Slmxujbt68Xt2vXzovd4UzvvvtusZRpf7jNwuFQrNmzZxd3cdLiNrECfvmff/55L++ee+5J+XPDYRpuU/nu3bu9PHeIHAB8//33Nv3yyy97eWHT7pQpU2x69erVXl54PLlPCpo/f36iolMC4fnr7bffTvm9P//8sxeH26o84RUsERFRBKxgiYiIImAFS0REFAH7YAvw7bff2vTFF1/s5YX9iyNGjLDp6667zss7+uijvTjZ1G5lidsXBuR9XN2aNWts+o033iiWMiUTlm/w4MEJXxs+auvuu++OUqaicuONN3rxokWLbPrkk08u9OcuWbLEi92+dLePFcg7vKawwilOGzRo4MVhPyCl56677vLicEhaMsmG8JQ3vIIlIiKKgBUsERFRBKxgiYiIImAfbBrCx1yNHj3ai1988UWbdqdqA4Du3bt7cc+ePW3aHd9X3uzYscOmS2o6Sbff9f777/fy7rzzTi9etmyZTYfjordu3RqhdPEMHTq0pItQaKeddlrS/LFjxxZTScqOtm3b2nTv3r1Tfl84fp3jjvfhFSwREVEErGCJiIgiYBNxAdxp4H7/+997eR06dPDisFnYNXfuXC8OnxxTXo0fP77Yl+k2hQF+M/All1zi5YXNXxdddFG8glGRCac8pYJNmDDBpuvWrZv0te5wq/AJZLQPr2CJiIgiYAVLREQUAStYIiKiCMp9H2zLli29+Oabb/biCy64wKYPPvjglD93z549Xrxy5UovDh91Vl64jzIDgPPPP9+mb7nllijLvO2227w4HIpTu3Ztm3711Ve9vP79+0cpE1FpU69ePZsuaGrEZ5991qYzbXhaceIVLBERUQSsYImIiCJgBUtERBRBueiDDftOL7vsMpseOHCgl9esWbNCL2fmzJk2PWTIEC/vvffeK/TnliVh33OjRo1s+qmnnvLyXn75ZS/Oycmx6c6dO3t5/fr18+ITTjjBpg877DAvb/HixV788ccf27Tbt0SZI+zbb9GihU1Pnz69uIuTEYYPH+7FFSqkfr31+eefF3VxyiRewRIREUXACpaIiCiCMtNE7DY1tmnTxst7+umnvbhVq1aFWkbY1PToo4968bhx42y6vA7DSdcBB+zbBW+88UYvL5yWcPPmzTZ99NFHp7yMadOmefHkyZO9+G9/+1vKn0WlU3i8pdPcWV6EU4SefvrpXuwOzdm5c6eXF3adrF69uohLVzZxLyQiIoqAFSwREVEErGCJiIgiyJg+2IMOOsiLhw0b5sVu/0Lz5s0LvZwvvvjCi91+VvdxTgCwffv2Qi+nvAjX54wZM7w4fOSfKxxe5fazh9whPAAwZswYm441BSOVXl26dLHpESNGlFxBSpE6dep4cbLjafny5V58xx13RClTWccrWCIioghYwRIREUXACpaIiCiCUtUH26lTJy++8847bbpjx45e3qGHHlro5bh9p08++aSXF05xuG3btkIvh/L25biP/wOA66+/3qbvu+++lD833G7PP/+8Fy9YsCDlz6LMF06VSFQa8AqWiIgoAlawREREEZSqJuKw+TCMk5k7d65Njx8/3svbs2ePF7tDbzZu3JhOEWk/rVq1youzsrLyTRMl89FHH3nxH/7whxIqSeaYN2+eF4dD6Lp161acxSkXeAVLREQUAStYIiKiCFjBEhERRVCq+mDvvvvupDEREZB3+kNOh1iw8P6HHj16lFBJyg9ewRIREUXACpaIiCgCVrBEREQRsIIlIiKKgBUsERFRBKxgiYiIImAFS0REFAErWCIioghYwRIREUXACpaIiCgCUUql/aasrKz030RERJTBsrKyJJ3X8wqWiIgoAlawREREEbCCJSIiioAVLBERUQSsYImIiCJgBUtERBTBAUX9gYMHDy7qj6QiMmjQoIR53G6lF7dbZuJ2y0zJtlu6eAVLREQUAStYIiKiCFjBEhERRVDkfbBERLnq1avnxTk5OSVUEtofFStW9OIKFfZdm+3atau4i5MxeAVLREQUAStYIiKiCNhETETR9O/f34uvvPJKL3788cdt+q233vLytmzZEq9glNQll1zixZ06dfLi559/3qZ/+eUXL49NxvvwCpaIiCgCVrBEREQRsIIlIiKKgH2wkbi3sQN5b3NnPwWVVTVq1LDpNm3aeHnHHnusF7dr186m33zzzbgFI0+lSpW8+Omnn7bpAQMGeHk7d+704qpVq9r0E0884eX9+OOPRVXEjMcrWCIioghYwRIREUXACpaIiCgC9sHuh8qVK3tx+/btbbpmzZoJ8wBgx44dNl2tWjUvb/Xq1V78zTff2PScOXMKV9gyoE6dOjYdTsG3efNmL167dm2xlInyOvLII2364IMP9vJWrlzpxevXr7fpX3/9NW7ByBPeBzJz5kybPvfcc728hg0berE7vvmjjz7y8pYtW+bF27Zt269yZjJewRIREUXACpaIiCiCct9EHDbPNmrUyIvdW9nbtm3r5XXp0sWL3Wbgjh07enlVqlTxYrcZOGxqdptCAWD37t027TYtA8C9997rxS+++KJN//bbbyhtatWq5cWnnnqqTbu3/gN5mwyPOeYYm+7Vq5eXV7t2bS92hxWsWrXKy5s6daoXv/DCCzZdGtdZpnH333B7h03EbvcHlSz33HHWWWd5eWeeeaYXu+ekzp07e3njx4+PULrMxCtYIiKiCFjBEhERRcAKloiIKIIy2QfrTtUG5L3FvHv37jZ9xBFHeHnuEAMA6Nq1a8LPDftO3f6mPXv2JC2j20+Vk5Pj5S1fvtyL3SEn4S3w8+fP9+LS1odYvXp1L+7du7cX33///TYdTicpIl7cvHlzmw6neQsppWw6nOYtnK7P3Y7vvPOOlxc+iosK5h4Hxx9/vJf32WefefGsWbOKpUxUsLp169p0eA464AC/qnDvXQmH+4TnxfD4K094BUtERBQBK1giIqIIWMESERFFUCb7YO+66y4vPv/8873Y7UutX7++l3fggQd6sduXF/YJhuM0f/rpJ5veuHGjlzd9+nQvnjFjhk2H/YnhWMHs7GybDvsp3fKVlHAdXnbZZTZ99dVXe3nh+m3QoIFNh4+5Wrx4sds/dfwAAA0YSURBVBe7+YceeqiXF8buFH3hWGe3LxcArrnmGpsO1+fjjz8OSi4ct92kSRObdsdLAnnvGVi6dGm8glFa3DH24VSk4Xln7969Nh0+krA897mGeAVLREQUAStYIiKiCMpME7HbpHHKKad4eUcddZQXu02yK1as8PI2bNjgxe7t6bNnz/byvv76ay+eN2+eTYdTwIVNYe4wnrBJpaAhPqVNp06dvNhtIg6HPX311Vde/O6779p0OCRm4sSJXrxgwYKUy+Ru48MOO8zLc6dnBIBrr73Wps844wwvb/LkyV5cnp9mlEjYROiuX06NmDkqVNh3vRVOJ3rxxRcnfF84VWI4DO67774rgtJlJl7BEhERRcAKloiIKAJWsERERBFkbB9sOB2X++g497FxQN5hMOvWrbPpIUOGeHnhsAK3z3DLli1e3qZNm7zYHZpTGobPFJfw0XEnnXSSTYf9y+HUiUcffbRNu1O1AcB///tfL164cKFNu8ME8uNO3xb27YbTIbplcvuPAaB///5e/M9//tOmlyxZ4uWV1+EJ4VCsnj172nR4nwKnRiy93GGHW7du9fLCff2QQw6x6fC+BHdq1/KOV7BEREQRsIIlIiKKgBUsERFRBBnbBxv2d7nt/j/88IOX17ZtWy+eO3euTX/wwQdeXjgutqC+Pso7PtV91FU4heExxxzjxccdd5xNh/3WixYt8mJ3u65fv75QZc3vvePGjbNpt08YyDumevv27Tb90ksveXnl5dF2bh87AJxzzjle7K6jN99808sLj00qPdxxsOFUr7Vr1/Zid36AqlWrenmNGjXy4tWrVxdVETMOr2CJiIgiYAVLREQUQcY2EYe+//57m3766ae9vLvvvtuL3WbLcFjGq6++6sVhkzHlFU4nOGDAAJsOm4jDYTqumTNnerHbZAXkfSpOYYVN0e4QhLDL4OSTT/biM88806a/+OKLhJ8DZN6Ul8k0bNjQpv/4xz96eeF2GTNmjE27U2ECQOPGjb3YfUKV27WQH/eJLuG+4Q7LosJJ9oSc8Jhxt5v75CqAw3RcvIIlIiKKgBUsERFRBKxgiYiIIigzfbDu1F7vv/++l9e0aVMvvummm2z6hhtu8PJ+++03Lx4+fLhNh1Mlkvbjjz968a233mrT7voD8j460O1Lc6dCBIDs7GwvzsnJ2a9yJuL2L3355ZdeXtgv3Lt3b5sOH+EVTu24bNmyoipisXP7OwGgQ4cONn322Wd7eW5/HAC0a9fOpl944QUvb82aNV68Y8cOm65Ro4aXF/blzZ8/36bDoVa1atXy4s2bN9t0uA0zebvE5A69CddZnTp1vNjd5u7UswBw4IEHRihdZuIVLBERUQSsYImIiCJgBUtERBRBmemDdYV9dWE/YOvWrW3a7VsCgKysLC92+xfGjh3r5YX9taS5/TeDBg3y8p588kkvbtCggU137tzZy/v3v//txW4/ULiNi2ocZNi3N3LkSC/u06ePTYePRQz7LTNJ+EjHE0880YuHDh1q04cffriX9/PPP3uxO57122+/9fLCKfe6d+9u0+HUmMcee6wXu+s+nHIzHIPsjl8Pp/0Ly+vur+HY5p9++gnlhfuozrDP1Z1nAABatWpl06tWrfLywrg84xUsERFRBKxgiYiIIiiTTcSh8GkOTzzxhE337NnTy+vfv78X33bbbTY9ceJEL49TguXPnSJw0qRJXt4zzzzjxQ888IBNH3bYYV5eOMXla6+9ZtPhU1piNUtNmzbNi90m5LCZMixvOASsNAubBC+88EIvbtKkiU1PmDDBywufKuROj1ivXj0vLxzq5j4V65BDDvHy3GZIAKhfv75Nh9Mqdu3a1Yvd5YZdDx07dvTiLl262HSPHj28vIceesiLy8sTk77++msvDrebO7Qt3BbhkKlff/21iEuXOXgFS0REFAErWCIioghYwRIREUVQLvpgwyEc7nR44TR/VapU8eKrr77aps855xwv75VXXvHisvR4sqLiTlkHAFOmTPHi7777zqZbtGjh5R133HFe7D4qzn0kWkxhf9Ls2bNtumXLll7e7373Oy92h7MsXrw4QumKTtu2bb3YXdcAsHLlSpseNmyYlxfem+BKZ3pLdxn5xS53Wj8g73CgZNOaukODAP8+i379+nl54eMq3XsGyvIj8sLpZcO+dPfRds2aNfPyynOfa4hXsERERBGwgiUiIoqAFSwREVEE5aIPNpkNGzZ4cdjv4/arhn03n3zyiReXlzFy6XCnXwOAuXPnevHf//53m/7Tn/7k5fXq1cuL3XGQ7iPRgLxjM91xevsj7Ff/6quvbPqiiy7y8sKxpH379rXpZ599tkjKU5QaNmxo0xdccIGXF/aHu/t6uK5Loi8y3K/SeZRkOCWje9yGfa7h+aEs97u6j44Mhfu2e6+Ke0wA/iMIyztewRIREUXACpaIiCiCMtlEfPvtt3vxhx9+6MXu0JywKTEcTuE+MSe8Vb1GjRpeLCIJP5e0sMntvffes+lt27Z5eeH6dYft3HLLLV5e2LQXDtsorLCJeOvWrTYdfpdGjRp5cbdu3Wy6NDQR161b14vdJuzwyTXudgGABx980KYzvZk0nOLSnTpx2bJlXl5R7UeZwB16c/DBB3t5YbOvO8Wl+3QygOc+F69giYiIImAFS0REFAErWCIiogiKvQ+2UqVKNh1OQ+cOwwCAihUr2nTYru8+Ngzwp0679dZbvbzwcVWjRo2y6fBRS+5UaADQvHlzm3b7KACgatWqXpxsajz2S+TP7dvJzs5O+tqBAwfadPiYQfcRaQDw9ttv2/TYsWO9PHe6QwDYvn17wmU2btzYi93hQWEfcSh8TGJJq1mzphd36NDBpsMhZs8995wX//DDD/EKFpl7zgGAPn36ePFJJ51k0+PGjfPy5syZE69gpYy7nsLpDqtVq5bwtW5/LJC3/3bp0qVFVcSMwytYIiKiCFjBEhERRcAKloiIKIJi74N1H2106aWXennhI7LcMajz5s3z8sLHzB1xxBE2HY5HPOuss7zYHbcV9s+4fa6AP7Y1fITTTTfdlPC1I0eO9PImTZoESi6c7u7TTz/14oMOOsimw/57tx8NAK677jqbDvtr3UfkAf7jC8PH64VTMp5xxhk2Xb16dS8vnL4vHFNZ3Nx7GACgQYMGXuyO/xw+fLiXF/ZTZ/KjGMNH8bVp08aL3akTw2kg16xZE61cpY07vjk8vsLt7742HCNbntZZQXgFS0REFAErWCIiogiKvYnYHYrTtWtXL+/EE0/0YneoS9gkHD5p5eSTT7bp8KkQ4S3mrVq1Srm87vCaAw880Mvr16+fF7tT/blT6gHA559/7sV84kTBNm3a5MWvvvqqTU+bNs3Lu+OOO7z4/PPPt+mwSbBly5Ze3KVLF5t2nxIC5G1WrVy5sk2HwxPCoUL/+c9/UJLCZr2wyfqxxx6z6ZkzZ3p5bvdMpjvhhBO8OHwyzFtvvWXTH3/8cbGUqTRyz5s5OTkJ8wC/O2TJkiVeHock7sMrWCIioghYwRIREUXACpaIiCiCYu+DdfvOwuEzRx55pBe7w2LCqdzcR20B/q32YZ9rOK2iO6Vh+/btvbxwqIjbFxH2LYRT5bmfG06/Fw7pYB9s+tw+xQULFnh57rAcAPjggw9sOuxzDafkdIf/hI8kDB/x5r42nApx2LBhXjx37lyUJmF5X3vttRIqSfEKh+mE91KMHj3apleuXFksZSqN3PNbuN+H/fnu/Qfu8ETAv08hfG15wytYIiKiCFjBEhERRcAKloiIKIJi74NNZuHChUlj1zPPPOPF7jitQw891MvbsGGDF7t9De5j7oC8/QfuZ4VjJMOxYu7YwbDfIZyCj+JyxzOGUy6GfXBun32YFz6S0H1teF9A+OjDTJ5eMNO5/e7hvRLhYxHnz59fLGUq7dx9PZwroGHDhl7snkPD6UTDccbhnADlCa9giYiIImAFS0REFEGpaiLeH3v37rXppUuXFtnnrl27tsg+i4qP21wfTvsXdhlQ2eM+JWvy5MleHpuE8+cOUQubecMnM7nH1IoVK7y8jRs3RihdZuIVLBERUQSsYImIiCJgBUtERBRBmemDJSLKNW/ePJsO76MIp0Mlze1LfeONN7y8U045xYvdYYivv/66l1eeh+WEeAVLREQUAStYIiKiCFjBEhERRcA+WCIqc3bv3m3T4WP6KH/uXALu4z8B4KqrrvLiWbNmFUeRMh6vYImIiCJgBUtERBQBm4iJiMgTNquzmb1weAVLREQUAStYIiKiCFjBEhERRcAKloiIKAJWsERERBGwgiUiIoqAFSwREVEEopRK+01ZWVnpv4mIiCiDZWVlSTqv5xUsERFRBKxgiYiIImAFS0REFAErWCIioghYwRIREUXACpaIiCiCQg3TISIiouR4BUtERBQBK1giIqIIWMESERFFwAqWiIgoAlawREREEbCCJSIiiuD/A0fOuAz5Ju1aAAAAAElFTkSuQmCC\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "class DataModule(pl.LightningModule):\n", + "\n", + " def __init__(self, model_name, model_hparams, optimizer_name, optimizer_hparams):\n", + " \"\"\"\n", + " Inputs:\n", + " model_name - Name of the model/CNN to run. Used for creating the model (see function below)\n", + " model_hparams - Hyperparameters for the model, as dictionary.\n", + " optimizer_name - Name of the optimizer to use. Currently supported: Adam, SGD\n", + " optimizer_hparams - Hyperparameters for the optimizer, as dictionary. This includes learning rate, weight decay, etc.\n", + " \"\"\"\n", + " super().__init__()\n", + " # Exports the hyperparameters to a YAML file, and create \"self.hparams\" namespace\n", + " self.save_hyperparameters()\n", + " # Create model\n", + " self.model = create_model(model_name, model_hparams)\n", + " # Create loss module\n", + " self.loss_module = nn.CrossEntropyLoss()\n", + "\n", + " def forward(self, imgs):\n", + " return self.model(imgs)\n", + "\n", + " def configure_optimizers(self):\n", + " # AdamW is Adam with a correct implementation of weight decay (see here for details: https://arxiv.org/pdf/1711.05101.pdf)\n", + " optimizer = optim.AdamW(\n", + " self.parameters(), **self.hparams.optimizer_hparams)\n", + " return [optimizer], []\n", + "\n", + " def training_step(self, batch, batch_idx):\n", + " # \"batch\" is the output of the training data loader.\n", + " imgs, labels = batch\n", + " preds = self.model(imgs)\n", + " loss = self.loss_module(preds, labels)\n", + " acc = (preds.argmax(dim=-1) == labels).float().mean()\n", + "\n", + " # Logs the accuracy per epoch to tensorboard (weighted average over batches)\n", + " self.log('train_acc', acc, on_step=False, on_epoch=True)\n", + " self.log('train_loss', loss)\n", + " return loss # Return tensor to call \".backward\" on\n", + "\n", + " def validation_step(self, batch, batch_idx):\n", + " imgs, labels = batch\n", + " preds = self.model(imgs).argmax(dim=-1)\n", + " acc = (labels == preds).float().mean()\n", + " # By default logs it per epoch (weighted average over batches)\n", + " self.log('val_acc', acc, prog_bar=True)\n", + "\n", + " def test_step(self, batch, batch_idx):\n", + " imgs, labels = batch\n", + " preds = self.model(imgs).argmax(dim=-1)\n", + " acc = (labels == preds).float().mean()\n", + " # By default logs it per epoch (weighted average over batches), and returns it afterwards\n", + " self.log('test_acc', acc, prog_bar=True)" + ], + "metadata": { + "id": "8ObxVDML_K3D" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "We create a dictionary to keep track of our models" + ], + "metadata": { + "id": "QogdSnlUY87T" + } + }, + { + "cell_type": "code", + "source": [ + "model_dict = {\n", + " 'CNN': CNN,\n", + " 'GCNN': GroupEquivariantCNN\n", + "}\n", + "\n", + "def create_model(model_name, model_hparams):\n", + " if model_name in model_dict:\n", + " return model_dict[model_name](**model_hparams)\n", + " else:\n", + " assert False, f\"Unknown model name \\\"{model_name}\\\". Available models are: {str(model_dict.keys())}\"" + ], + "metadata": { + "id": "SH1NiqrHAgPp" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def train_model(model_name, save_name=None, **kwargs):\n", + " \"\"\"\n", + " Inputs:\n", + " model_name - Name of the model you want to run. Is used to look up the class in \"model_dict\"\n", + " save_name (optional) - If specified, this name will be used for creating the checkpoint and logging directory.\n", + " \"\"\"\n", + " if save_name is None:\n", + " save_name = model_name\n", + "\n", + " # Create a PyTorch Lightning trainer with the generation callback\n", + " trainer = pl.Trainer(default_root_dir=os.path.join(CHECKPOINT_PATH, save_name), # Where to save models\n", + " gpus=1 if str(device)==\"cuda:0\" else 0, # We run on a single GPU (if possible)\n", + " max_epochs=10, # How many epochs to train for if no patience is set\n", + " callbacks=[ModelCheckpoint(save_weights_only=True, mode=\"max\", monitor=\"val_acc\"), # Save the best checkpoint based on the maximum val_acc recorded. Saves only weights and not optimizer\n", + " LearningRateMonitor(\"epoch\")])\n", + " trainer.logger._default_hp_metric = None # Optional logging argument that we don't need\n", + "\n", + " # Check whether pretrained model exists. If yes, load it and skip training\n", + " pretrained_filename = os.path.join(CHECKPOINT_PATH, save_name + \".ckpt\")\n", + " \n", + " if os.path.isfile(pretrained_filename):\n", + " print(f\"Found pretrained model at {pretrained_filename}, loading...\")\n", + " model = DataModule.load_from_checkpoint(pretrained_filename) # Automatically loads the model with the saved hyperparameters\n", + " else:\n", + " pl.seed_everything(12) # To be reproducable\n", + " model = DataModule(model_name=model_name, **kwargs)\n", + " trainer.fit(model, train_loader, test_loader)\n", + " model = DataModule.load_from_checkpoint(trainer.checkpoint_callback.best_model_path) # Load best checkpoint after training\n", + "\n", + " # Test best model on test set\n", + " val_result = trainer.test(model.to(device), test_dataloaders=test_loader, verbose=False)\n", + " result = {\"val\": val_result[0][\"test_acc\"]}\n", + "\n", + " return model, result" + ], + "metadata": { + "id": "9z-E3CELADja" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Let's train the conventional CNN first!" + ], + "metadata": { + "id": "SbcYchZ_ZFb3" + } + }, + { + "cell_type": "code", + "source": [ + "cnn_model, cnn_results = train_model(model_name=\"CNN\",\n", + " model_hparams={\"in_channels\": 1,\n", + " \"out_channels\": 10,\n", + " \"kernel_size\": 5,\n", + " \"num_hidden\":4,\n", + " \"hidden_channels\":32},\n", + " optimizer_name=\"Adam\",\n", + " optimizer_hparams={\"lr\": 1e-2,\n", + " \"weight_decay\": 1e-4},\n", + " save_name='cnn-pretrained')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 194, + "referenced_widgets": [ + "f0f0317bb8d24b83a4630adbf69d6c92", + "ef9b501369bd438c8f232f7001b2d645", + "2fab70267cd84d0cbd702524f8837b1b", + "b20a9c61f54c4cf7b0d33213a4315e10", + "bc9597f452e64ead9cfcb55e06b1a03d", + "7179e6eb081a4248a3defdcd4d61c2af", + "d30f5689798f417994812fb7bf7b6776", + "607f1e227fb642768babf85f201a0814", + "8a8a23d2fbf84e6ebf580b84c1f30081", + "d0ba237d4e1e4f58a9ae17445e00e512", + "bc978d3b901847e78a96d2011d6d4aa4" + ] + }, + "id": "yfY28uVsAtCW", + "outputId": "3116b7e9-1803-48f2-803a-86084811ab1d" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "GPU available: False, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "IPU available: False, using: 0 IPUs\n", + "/usr/local/lib/python3.7/dist-packages/pytorch_lightning/trainer/trainer.py:907: LightningDeprecationWarning: `trainer.test(test_dataloaders)` is deprecated in v1.4 and will be removed in v1.6. Use `trainer.test(dataloaders)` instead.\n", + " \"`trainer.test(test_dataloaders)` is deprecated in v1.4 and will be removed in v1.6.\"\n", + "Missing logger folder: saved_models/cnn-pretrained/lightning_logs\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Found pretrained model at ./saved_models/cnn-pretrained.ckpt, loading...\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Testing: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "f0f0317bb8d24b83a4630adbf69d6c92" + } + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Next, we train the GCNN. Note that we reduce the number of channels by half to account for the increased kernel dimensionality. We do this to keep the number of trainable parameters more or less equal." + ], + "metadata": { + "id": "QAR_u3gMZJTj" + } + }, + { + "cell_type": "code", + "source": [ + "gcnn_model, gcnn_results = train_model(model_name=\"GCNN\",\n", + " model_hparams={\"in_channels\": 1,\n", + " \"out_channels\": 10,\n", + " \"kernel_size\": 5,\n", + " \"num_hidden\": 4,\n", + " \"hidden_channels\":16, # to account for the increase in trainable parameters due to the extra dimension in our feature maps, remove some hidden channels.\n", + " \"group\":CyclicGroup(order=4).to(device)},\n", + " optimizer_name=\"Adam\",\n", + " optimizer_hparams={\"lr\": 1e-2,\n", + " \"weight_decay\": 1e-4},\n", + " save_name='gcnn-pretrained')" + ], + "metadata": { + "id": "-bG1HQ_-BRL0", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 194, + "referenced_widgets": [ + "24669b5afaf34157a877b9427b751333", + "3cfd808b656c4009ac6c85617f387548", + "066d05d6da0844ea8ec2bcd853e99220", + "ca1339a05d8c4b62888199a6e8533fe1", + "0e5897c2863847f5819c5ab296b0acb6", + "daaab83d37a042c2b00c37f5c5eef57f", + "53d5067653f74400b92fcabfeef2439a", + "74672204f9bd486b94e745609410bc1a", + "8ca4c4e296174f6991e533d7fbed7043", + "dbd34a6eab184d8f962451d682d80c43", + "b43f4d9da60a4b869cc96a9515ee0db4" + ] + }, + "outputId": "c2767f12-29e9-4eb8-faad-e2f8176c29f1" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "GPU available: False, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "IPU available: False, using: 0 IPUs\n", + "/usr/local/lib/python3.7/dist-packages/pytorch_lightning/trainer/trainer.py:907: LightningDeprecationWarning: `trainer.test(test_dataloaders)` is deprecated in v1.4 and will be removed in v1.6. Use `trainer.test(dataloaders)` instead.\n", + " \"`trainer.test(test_dataloaders)` is deprecated in v1.4 and will be removed in v1.6.\"\n", + "Missing logger folder: saved_models/gcnn-pretrained/lightning_logs\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Found pretrained model at ./saved_models/gcnn-pretrained.ckpt, loading...\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Testing: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "24669b5afaf34157a877b9427b751333" + } + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "%%html\n", + "\n", + "" + ], + "metadata": { + "id": "SJcEUD2aZsOV", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 17 + }, + "outputId": "0a7564c3-1ac6-4d84-dba5-04c9a2a3aec5" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "\n", + "" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Let us inspect the final results from both models. As we can see the GCNN performs considerably better than the CNN. This because the GCNN implementation is invariant to rotations of 90 deg, which makes it able to recognize the handwritten digits in the test set under such rotations. Of course, since the test images are rotated by continuous rotations between 0 and 360 deg, the GCNN model still doesn't obtain perfect accuracy. How could we further improve the GCNNs generalization?" + ], + "metadata": { + "id": "HabCot3dZvDw" + } + }, + { + "cell_type": "code", + "source": [ + "import tabulate\n", + "from IPython.display import display, HTML\n", + "all_models = [\n", + " (\"CNN\", cnn_results, cnn_model),\n", + " (\"GCNN\", gcnn_results, gcnn_model),\n", + "]\n", + "table = [[model_name,\n", + " f\"{100.0*model_results['val']:4.2f}%\",\n", + " \"{:,}\".format(sum([np.prod(p.shape) for p in model.parameters()]))]\n", + " for model_name, model_results, model in all_models]\n", + "display(HTML(tabulate.tabulate(table, tablefmt='html', headers=[\"Model\", \"Val Accuracy\", \"Num Parameters\"])))" + ], + "metadata": { + "id": "hUwC3ZZ15gxC", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 83 + }, + "outputId": "90101c24-ffab-4af6-d64e-5bf0f0ddcbda" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
Model Val Accuracy Num Parameters
CNN 46.97% 103,690
GCNN 91.35% 102,970
" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### **3.2 Inspecting the created feature maps**\n", + "\n", + "To better understand what happens inside our CNN and GCNN as we rotate an input image, let's visualize a single channel of a feature map in the second layer of the network for different rotations of an input image." + ], + "metadata": { + "id": "9zVYhqtr48YA" + } + }, + { + "cell_type": "code", + "source": [ + "train_ds = torchvision.datasets.MNIST(root='', train=False, transform=None)\n", + "\n", + "# Get an image from the test dataset.\n", + "digit, label = train_ds[123]\n", + "\n", + "# Turn it into a tensor\n", + "digit = transforms.ToTensor()(digit)\n", + "\n", + "plt.imshow(digit.squeeze())\n", + "plt.title(f'Label: {label}')\n", + "plt.show()" + ], + "metadata": { + "id": "4YLg6NzdGJXx", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 607 + }, + "outputId": "0cb702a6-36b3-4322-f39d-c325d00a7bb3" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.rcParams['figure.figsize'] = [20, 3]\n", + "\n", + "# Get a set of angles by which to rotate this image.\n", + "rots = torch.linspace(0, 360 - 360/8, 8)\n", + "\n", + "# Rotate the input image and push it through the normalization transform\n", + "rot_digit = torch.stack(tuple(torchvision.transforms.functional.rotate(digit, a.item(), torchvision.transforms.functional.InterpolationMode.BILINEAR) for a in rots))\n", + "rot_digit = torchvision.transforms.Normalize((0.1307,), (0.3081,))(rot_digit)\n", + "\n", + "# Create a subfigure for every rotated input\n", + "fig, ax = plt.subplots(1, rots.numel())\n", + "\n", + "for idx, rotation in enumerate(rots):\n", + " ax[idx].imshow(\n", + " rot_digit[idx, :, :].squeeze()\n", + " )\n", + " ax[idx].set_title(f\"{int(rotation)} deg\")\n", + "\n", + "fig.text(0.5, 0.04, 'Rotations of input image', ha='center')\n", + "\n", + "plt.show()" + ], + "metadata": { + "id": "6QjjANltGaEU", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 208 + }, + "outputId": "06a78c6f-9321-4370-f030-8dba1126fcf1" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Forward it through the first few layers of the CNN\n", + "cnn_out = cnn_model.model.first_conv(rot_digit)\n", + "cnn_out = torch.nn.functional.relu(torch.nn.functional.layer_norm(cnn_out, cnn_out.shape[-3:]))\n", + "for i in range(2):\n", + " cnn_out = cnn_model.model.convs[i](cnn_out)\n", + " cnn_out = torch.nn.functional.relu(torch.nn.functional.layer_norm(cnn_out, cnn_out.shape[-3:]))\n", + "\n", + "# Let's also see what happens after we apply projection over remaining spatial dimensions.\n", + "projected_cnn_out = torch.nn.functional.adaptive_avg_pool2d(cnn_out, 1).squeeze()\n", + "\n", + "# Forward it through the first few layers of the GCNN\n", + "gcnn_out = gcnn_model.model.lifting_conv(rot_digit)\n", + "gcnn_out = torch.nn.functional.relu(torch.nn.functional.layer_norm(gcnn_out, gcnn_out.shape[-4:]))\n", + "for i in range(2):\n", + " gcnn_out = gcnn_model.model.gconvs[i](gcnn_out)\n", + " gcnn_out = torch.nn.functional.relu(torch.nn.functional.layer_norm(gcnn_out, gcnn_out.shape[-4:]))\n", + "\n", + "# And let's see what happens if we apply the projection on this equivariant representation\n", + "projected_gcnn_out = torch.mean(gcnn_out, dim=(-3, -2, -1))" + ], + "metadata": { + "id": "CKb8lCNjbJ9L" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Let's first visualize the activations after the third convolution for a single channel of the regular CNN." + ], + "metadata": { + "id": "rBMMOTc5eN2w" + } + }, + { + "cell_type": "code", + "source": [ + "plt.rcParams['figure.figsize'] = [20, 4]\n", + "\n", + "# Pick a channel to visualize\n", + "channel_idx = 2\n", + "\n", + "# Create a subfigure for every rotated input\n", + "fig, ax = plt.subplots(1, rots.numel())\n", + "\n", + "for idx, rotation in enumerate(rots):\n", + " ax[idx].imshow(\n", + " cnn_out[idx, out_channel_idx, :, :].detach().numpy()\n", + " )\n", + " ax[idx].set_title(f\"{int(rotation)} deg\")\n", + "\n", + "fig.text(0.5, 0.04, 'Rotations of input image', ha='center')\n", + "\n", + "plt.show()" + ], + "metadata": { + "id": "JhBC_PqWczbu", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 241 + }, + "outputId": "d0b77f42-d482-40ba-9333-1d06bcc96cf8" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Representations change dramatically as the input rotates. To the CNN, each of these images are completely different. These representations are not equivariant to rotation.\n", + "\n", + "Let's move on to visualizing a single channel of the GCNN after the second gconv." + ], + "metadata": { + "id": "XFp0uC9hhyOh" + } + }, + { + "cell_type": "code", + "source": [ + "plt.rcParams['figure.figsize'] = [20, 9]\n", + "\n", + "# Pick a channel to visualize\n", + "channel_idx = 2\n", + "\n", + "# Create a subfigure for every rotated input and every group element\n", + "fig, ax = plt.subplots(gcnn_out.shape[2], rots.numel())\n", + "\n", + "for idx, rotation in enumerate(rots):\n", + " for group_element_idx in range(gcnn_out.shape[2]):\n", + " ax[group_element_idx ,idx].imshow(\n", + " gcnn_out[idx, out_channel_idx, group_element_idx, :, :].detach().numpy()\n", + " )\n", + " ax[0, idx].set_title(f\"{int(rotation)} deg\")\n", + " \n", + "\n", + "fig.text(0.5, 0.04, 'Rotations of input image', ha='center')\n", + "fig.text(0.04, 0.5, '$H$ dimension in feature map', va='center', rotation='vertical')\n", + "\n", + "plt.show()" + ], + "metadata": { + "id": "o8i-AneueNRX", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 593 + }, + "outputId": "f7fda281-50eb-4e0f-bdfc-06368012d650" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "We can see that indeed, save for some interpolation artefacts, the feature maps equivary with rotations that are multiples of 90 deg! These representations are equivariant to rotations of 90 degrees.\n", + "\n", + "Lastly, we inspect the representations we obtain after the projection step for the CNN and GCNN. We visualize all channels. These are the representations on which the final linear layer(s) perform classification." + ], + "metadata": { + "id": "57Iir1wMhi48" + } + }, + { + "cell_type": "code", + "source": [ + "plt.rcParams['figure.figsize'] = [20, 10]\n", + "\n", + "# Create a subfigure for every rotated input\n", + "fig, ax = plt.subplots(rots.numel(), 1)\n", + "\n", + "for idx, rotation in enumerate(rots):\n", + " ax[idx].imshow(\n", + " projected_cnn_out[idx, None, :].detach().numpy()\n", + " )\n", + " ax[idx].set_title(f\"{int(rotation)} deg\")\n", + " ax[idx].set_yticks([])\n", + "\n", + "fig.text(0.5, 0.04, 'Channels', ha='center')\n", + "fig.text(0.04, 0.5, 'Rotations of input image', va='center', rotation='vertical')\n", + "\n", + "plt.show()" + ], + "metadata": { + "id": "N0PKnbsjAmmo", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 642 + }, + "outputId": "d82886f2-4f36-4b8c-bfa6-4fa89f3b0242" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "As we can see, as the input image rotates, the representations change. The representations built by the network are not invariant to rotation, and as such, the linear layers may classify them differently." + ], + "metadata": { + "id": "A4enc61PEq0Y" + } + }, + { + "cell_type": "code", + "source": [ + "plt.rcParams['figure.figsize'] = [10, 10]\n", + "\n", + "# Create a subfigure for every rotated input\n", + "fig, ax = plt.subplots(rots.numel(), 1)\n", + "\n", + "for idx, rotation in enumerate(rots):\n", + " ax[idx].imshow(\n", + " projected_gcnn_out[idx, None, :].detach().numpy()\n", + " )\n", + " ax[idx].set_title(f\"{int(rotation)} deg\")\n", + " ax[idx].set_yticks([])\n", + "\n", + "fig.text(0.5, 0.04, 'Channels', ha='center')\n", + "fig.text(0.04, 0.5, 'Rotations of input image', va='center', rotation='vertical')\n", + "\n", + "plt.show()" + ], + "metadata": { + "id": "2sAZblRTBWSM", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 642 + }, + "outputId": "ef4d4ee3-3272-4386-b32f-a52e7fb1a34a" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The representations built for each of the rotated inputs is (more or less) equal! These representations *are* invariant to 90 degree rotations, and the final linear layers see them as identical!" + ], + "metadata": { + "id": "JnNHbCx9FQeq" + } + }, + { + "cell_type": "markdown", + "source": [ + "# **4. Concluding remarks**\n", + "\n", + "We've seen how to implement a basic regular group convolutional network equivariant to rotations of 90 degrees. A couple suggestions of things to ponder on... Feel free to use these as starting point for a possible project you'd like to do:\n", + "* What other groups could be interesting in computer vision problems? (these often come with their own interesting challenges). \n", + "* We used interpolation to obtain our values for transformed kernels. As mentioned, this makes our networks prone to interpolation artefacts. Would our interpolation implementation work well for other groups? Could you maybe think of other ways of defining the kernel over a continuous domain?\n", + "* Here we worked with a one-dimensional group. What would it take to implement group convolutions for multidimensional groups $H$?" + ], + "metadata": { + "id": "-uDt6_IbFq47" + } + } + ] +} \ No newline at end of file From 7dad3b28cf0f437cad0afe55fe7c2ed07f23b370 Mon Sep 17 00:00:00 2001 From: Christos Athanasiadis Date: Tue, 5 Apr 2022 12:26:34 +0200 Subject: [PATCH 2/8] update GDL --- ...tutorial1_regular_group_convolutions.ipynb | 10207 ++++++++-------- .../DL2/template/TemplateNotebook.ipynb | 4 +- 2 files changed, 5113 insertions(+), 5098 deletions(-) diff --git a/docs/tutorial_notebooks/DL2/Geometric_deep_learning/tutorial1_regular_group_convolutions.ipynb b/docs/tutorial_notebooks/DL2/Geometric_deep_learning/tutorial1_regular_group_convolutions.ipynb index f037bd1..76d0e0f 100644 --- a/docs/tutorial_notebooks/DL2/Geometric_deep_learning/tutorial1_regular_group_convolutions.ipynb +++ b/docs/tutorial_notebooks/DL2/Geometric_deep_learning/tutorial1_regular_group_convolutions.ipynb @@ -1,5099 +1,5114 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "name": "tutorial1-regular-group-convolutions.ipynb", - "provenance": [], - "collapsed_sections": [] - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" - }, - "widgets": { - "application/vnd.jupyter.widget-state+json": { - "5e40eff46555437aa10290cd44b0d535": { - "model_module": "@jupyter-widgets/controls", - "model_name": "HBoxModel", - "model_module_version": "1.5.0", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "HBoxModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/controls", - "_view_module_version": "1.5.0", - "_view_name": "HBoxView", - "box_style": "", - "children": [ - "IPY_MODEL_a49e5ba3fa884acc8242f8b489e4fd0a", - "IPY_MODEL_c7d8e2d6a38d48c687bc75514feda04d", - "IPY_MODEL_44c0f0e0e3224c81bc4e411ec82bd059" - ], - "layout": "IPY_MODEL_87d825f1c9bc4ae6ad3d352d92037ace" - } - }, - "a49e5ba3fa884acc8242f8b489e4fd0a": { - "model_module": "@jupyter-widgets/controls", - "model_name": "HTMLModel", - "model_module_version": "1.5.0", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "HTMLModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/controls", - "_view_module_version": "1.5.0", - "_view_name": "HTMLView", - "description": "", - "description_tooltip": null, - "layout": "IPY_MODEL_f6846fa30c83465f88d9f1144c73758c", - "placeholder": "​", - "style": "IPY_MODEL_e6a4069e17c64422842281c77e8e4c38", - "value": "" - } - }, - "c7d8e2d6a38d48c687bc75514feda04d": { - "model_module": "@jupyter-widgets/controls", - "model_name": "FloatProgressModel", - "model_module_version": "1.5.0", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "FloatProgressModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/controls", - "_view_module_version": "1.5.0", - "_view_name": "ProgressView", - "bar_style": "success", - "description": "", - "description_tooltip": null, - "layout": "IPY_MODEL_243aca878e0a413286f5da774116ef56", - "max": 9912422, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_55a3ca917beb4d3a89a9935173224905", - "value": 9912422 - } - }, - "44c0f0e0e3224c81bc4e411ec82bd059": { - "model_module": "@jupyter-widgets/controls", - "model_name": "HTMLModel", - "model_module_version": "1.5.0", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "HTMLModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/controls", - "_view_module_version": "1.5.0", - "_view_name": "HTMLView", - "description": "", - "description_tooltip": null, - "layout": "IPY_MODEL_3ee7adbc35b74f9d9aa6581faac54ad2", - "placeholder": "​", - "style": "IPY_MODEL_742978e6199e4dc39e468924fc20e627", - "value": " 9913344/? 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"\n", - "# **0. Introduction**\n", - "In this notebook, we will be implementing regular group convolutional networks from scratch, only making use of `pytorch` primitives. The goal is to get familiar with the practical considerations to take into account when actually implementing these convolutional networks. Questions and feedback may be forwarded to David Knigge; d.m.knigge@uva.nl.\n", - "\n", - "If you'd like a refresher of the lecture, here we give a brief overview of the operations we are going to work with / implement. These will be treated more extensively below. For simplicity of notation, here we assume each CNN layer consists of only a single channel.\n", - "\n" - ], - "metadata": { - "id": "AYDxPVnyrnWe" - } - }, - { - "cell_type": "markdown", - "source": [ - "## **0.1 Brief recap on CNNs**\n", - "Conventional CNNs make use of the convolution operator, here defined over $\\mathbb{R}^2$ for a signal $f:\\mathbb{R}^2 \\rightarrow \\mathbb{R}$ and a kernel $k: \\mathbb{R}^2 \\rightarrow \\mathbb{R}$ at $\\mathbf{x}\\in \\mathbb{R}^2$:\n", - "\n", - "$$\n", - "(f * k) (\\mathbf{x}) = \n", - " \\int_{\\mathbb{R}^2} f(\\tilde{\\mathbf{x}})k(\\tilde{\\mathbf{x}} - \\mathbf{x}) \\text{d}\\tilde{\\mathbf{x}},\n", - "$$\n", - "\n", - "As we can see, the convolution operation comes down to an inner product of the function $f$ and a shifted kernel $k$. \n", - "\n", - "> Sidenote: In reality CNNs implement a discretised version of this operation;\n", - "$$\n", - "\\begin{aligned}\n", - "(f*k) (\\mathbf{x}) &= \\sum_{\\mathbf{\\tilde{x}} \\in \\mathbb{Z}^2} f(\\mathbf{\\tilde{x}})k(\\mathbf{x}-\\mathbf{\\tilde{x}})\\Delta\\mathbf{\\tilde{x}}\\\\\n", - "&= \\sum_{\\mathbf{\\tilde{x}} \\in \\mathbb{Z}^2} f(\\mathbf{\\tilde{x}})k(\\mathbf{x}-\\mathbf{\\tilde{x}})\n", - "\\end{aligned}\n", - "$$\n", - "Where above, since pixels in an image are generally evenly spaced, we set $\\Delta \\mathbf{\\tilde{x}}=1$. For this recap we stay in the continuous domain for simplicity.\n", - "\n", - "In convolution layers, like PyTorch's `Conv2D` implementation, the above operation is carried out for every $\\mathbf{x} \\in \\mathbb{Z}^2$ (limited of course to the domain over which the image is defined). Because the same set of weights is used throughout the input, the output of this operation is [equivariant](https://en.wikipedia.org/wiki/Convolution#Translational_equivariance) to transformations from the translation group $\\mathbb{R}^2$. Furthermore $f,k$ usually consist of a number of channels, which are all summed over.\n", - "\n", - "\n", - "In this tutorial, we will use PyTorch's `torch.nn.functional.conv2d()` function to perform this integration operation at every position in input feature map. This saves us having to implement the convolution operation ourselves.\n" - ], - "metadata": { - "id": "KtmyGOIwdjvO" - } - }, - { - "cell_type": "markdown", - "source": [ - "\n", - "## **0.2 Brief recap on GCNNs**\n", - "In regular group convolutions, the goal is to have a CNN of which are not only equivariant to translations $\\mathbb{R}^2$, but which are also equivariant to another (usually broader) group of interest $G$. We focus specifically on groups which are combinations of translations $\\mathbb{R}^2$ and some group of interest $H$. In this tutorial we keep to the group of 90 degree rotations in 2D; the [Cyclic group](https://en.wikipedia.org/wiki/Cyclic_group) of order 4 $H=C_4$. \n", - "\n", - "We will operate on 2D images, generally defined on $\\mathbb{R}^2$, as such, the first step in constructing a network which can track under which _pose_ (read: transformation from a group $G=\\mathbb{R}^2\\rtimes H$) a feature in the input occurs, we need to transfer our signal to a domain in which the same feature under a different pose is disentangled. This happens through _the lifting convolution_, which maps features in our input signal $f_{in}:\\mathbb{R}^2\\rightarrow \\mathbb{R}$ to a feature map on the group $f_{out}:G\\rightarrow \\mathbb{R}$. For a signal and kernel $f,k$ both defined on $\\mathbb{R}^2$, and a group element $g=(\\boldsymbol{x}, h) \\in G=\\mathbb{R}^2 \\rtimes H$:" - ], - "metadata": { - "id": "iWczmQm_dlEh" - } - }, - { - "cell_type": "markdown", - "source": [ - "$$\n", - "(f *_{\\text{lifting}} k) (g) = \n", - "\\int_{\\mathbb{R}^2} f(\\tilde{\\mathbf{x}})k_h(\\tilde{\\mathbf{x}} - \\mathbf{x}) \\,{\\rm d}\\tilde{\\mathbf{x}}.\n", - "$$" - ], - "metadata": { - "id": "2lca3YF0aQEu" - } - }, - { - "cell_type": "markdown", - "source": [ - "Where $k_h$ is the kernel $k:\\mathbb{R}^2 \\rightarrow \\mathbb{R}$ transformed under the regular representation $\\mathcal{L}_h$ of a group element $h \\in H$; $k_h = \\frac{1}{| h|}\\mathcal{L}_{h}[k]$.\n", - "\n", - "> Sidenote:\n", - "The factor $\\frac{1}{| h|}$, with $|h|$ the determinant of the matrix representation of $h$ in $\\mathbb{R}^2$, accounts for a possible change in volume on $\\mathbb{R}^2$ that $h$ might have. Working with the cyclic group, we don't encounter this problem (the determinant of a rotation matrix is 1, volumes are invariant to rotations on $\\mathbb{R}^2$), but if you'd like to implement equivariance to for example the dilation group, this becomes important.\n", - "\n", - "Next, now that we have a feature map defined on the group; $f_{out}:G\\rightarrow \\mathbb{R}$, we apply group convolutions, extending the convolution operation to an integral over the entire group $G$;\n", - "\n", - "$$\n", - "\\begin{aligned}\n", - "(f *_{\\mathrm{group}} k) (g) &=\\int_G f(\\tilde{g})k(g^{-1} \\cdot \\tilde{g}) {\\rm d}\\tilde{g} \\\\\n", - "&=\\int_{\\mathbb{R}^2}\\int_H f(\\tilde{\\mathbf{x}}, \\tilde{h})\\mathcal{L}_{x}\\mathcal{L}_{h}k(\\tilde{\\mathbf{x}}, \\tilde{h})\\dfrac{1}{|h|} \\,{\\rm d}\\mathbf{\\tilde{x}}\\,{\\rm d}\\tilde{h}\\\\\n", - "&=\\int_{\\mathbb{R}^2}\\int_H f(\\tilde{\\mathbf{x}},\\tilde{h})k({h^{-1}}(\\tilde{\\mathbf{x}}-\\mathbf{x}), h^{-1}\\cdot \\tilde{h})\\dfrac{1}{|h|} \\,{\\rm d}\\mathbf{\\tilde{x}}\\,{\\rm d}\\tilde{h}.\n", - "\\end{aligned}\n", - "$$\n", - "\n", - "The main difference with the lifting convolution is that the signal and kernel $f,k$ are both functions on $G$;$G\\rightarrow \\mathbb{R}$, and the integral reflects this by extending over the entire group $G$. Other than that, there is little difference!\n", - "\n", - "After a number of such group convolutional layers, we will want to ultimately obtain a representation that is invariant to the group action. We can do this by performing a projection which collapses our function defined over $G$ to a single point, with an operation that is invariant to the group action (summing, averaging, max, min).\n", - "\n", - "After this short refresher, let's get to coding!" - ], - "metadata": { - "id": "HTLw8ePqgyxs" - } - }, - { - "cell_type": "markdown", - "source": [ - "## **0.3 Installing and importing some useful packages**\n", - "\n", - "Here we install and import some libraries that we will use throughout this tutorial. We use the `pytorch` as our deep learning framework of choice. Note that for ease of model training and tracking, we additionally make use of `pytorch-lightning`. Although the specifics of this package aren't the focus of this tutorial, if you'd like a refresher please have a look at this excellent [Deep Learning 1 tutorial by Phillip Lippe](https://uvadlc-notebooks.readthedocs.io/en/latest/tutorial_notebooks/tutorial5/Inception_ResNet_DenseNet.html#PyTorch-Lightning)." - ], - "metadata": { - "id": "72vYQ4jfrNuM" - } - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true, - "id": "b2NkeEdPqwBc", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "6b0a1785-3d5c-4bae-822d-41ddea927570" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\u001b[K |████████████████████████████████| 527 kB 6.3 MB/s \n", - "\u001b[K |████████████████████████████████| 952 kB 50.4 MB/s \n", - "\u001b[K |████████████████████████████████| 596 kB 43.0 MB/s \n", - "\u001b[K |████████████████████████████████| 134 kB 33.6 MB/s \n", - "\u001b[K |████████████████████████████████| 829 kB 42.4 MB/s \n", - "\u001b[K |████████████████████████████████| 398 kB 40.0 MB/s \n", - "\u001b[K |████████████████████████████████| 1.1 MB 47.3 MB/s \n", - "\u001b[K |████████████████████████████████| 144 kB 48.2 MB/s \n", - "\u001b[K |████████████████████████████████| 94 kB 3.0 MB/s \n", - "\u001b[K |████████████████████████████████| 271 kB 46.8 MB/s \n", - "\u001b[?25h Building wheel for future (setup.py) ... \u001b[?25l\u001b[?25hdone\n", - "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", - "tensorflow 2.8.0 requires tf-estimator-nightly==2.8.0.dev2021122109, which is not installed.\n", - "datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.\u001b[0m\n", - "--2022-03-24 16:18:16-- https://raw.githubusercontent.com/david-knigge/uvadlc2-tutorial-1-regular-group-convolutions/main/4.2.07.tiff\n", - "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n", - "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 786572 (768K) [image/tiff]\n", - "Saving to: ‘paprika.tiff’\n", - "\n", - "paprika.tiff 100%[===================>] 768.14K --.-KB/s in 0.03s \n", - "\n", - "2022-03-24 16:18:17 (22.2 MB/s) - ‘paprika.tiff’ saved [786572/786572]\n", - "\n", - "--2022-03-24 16:18:17-- https://raw.githubusercontent.com/david-knigge/uvadlc2-tutorial-1-regular-group-convolutions/main/cnn-pretrained.ckpt\n", - "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n", - "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 418817 (409K) [application/octet-stream]\n", - "Saving to: ‘./saved_models/cnn-pretrained.ckpt’\n", - "\n", - "./saved_models/cnn- 100%[===================>] 409.00K --.-KB/s in 0.02s \n", - "\n", - "2022-03-24 16:18:17 (17.4 MB/s) - ‘./saved_models/cnn-pretrained.ckpt’ saved [418817/418817]\n", - "\n", - "--2022-03-24 16:18:17-- https://raw.githubusercontent.com/david-knigge/uvadlc2-tutorial-1-regular-group-convolutions/main/gcnn-pretrained.ckpt\n", - "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n", - "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 442080 (432K) [application/octet-stream]\n", - "Saving to: ‘./saved_models/gcnn-pretrained.ckpt’\n", - "\n", - "./saved_models/gcnn 100%[===================>] 431.72K --.-KB/s in 0.02s \n", - "\n", - "2022-03-24 16:18:18 (18.0 MB/s) - ‘./saved_models/gcnn-pretrained.ckpt’ saved [442080/442080]\n", - "\n" - ] - } - ], - "source": [ - "# Uncomment the following line if you are running this notebook locally to install the required packages. On Google Colab\n", - "# these packages are preinstalled!\n", - "\n", - "# !pip3 install matplotlib torch==1.11.0+cu113 torchvision==0.12.0+cu113 torchaudio==0.11.0+cu113 -f https://download.pytorch.org/whl/cu113/torch_stable.html pytorch-lightning==1.4\n", - "\n", - "# PyTorch Lightning isn't preinstalled on Google Colab. Let's install it.\n", - "try:\n", - " import pytorch_lightning as pl\n", - "except ModuleNotFoundError: # Google Colab does not have PyTorch Lightning installed by default. Hence, we do it here if necessary\n", - " !pip3 install pytorch-lightning==1.4 --quiet\n", - " import pytorch_lightning as pl\n", - "\n", - "\n", - "# Download an image that we will use throuhgout this notebook in examples\n", - "!wget -O paprika.tiff https://raw.githubusercontent.com/david-knigge/uvadlc2-tutorial-1-regular-group-convolutions/main/4.2.07.tiff\n", - "\n", - "# Download pretrained models\n", - "!mkdir saved_models\n", - "!wget -O ./saved_models/cnn-pretrained.ckpt https://raw.githubusercontent.com/david-knigge/uvadlc2-tutorial-1-regular-group-convolutions/main/cnn-pretrained.ckpt\n", - "!wget -O ./saved_models/gcnn-pretrained.ckpt https://raw.githubusercontent.com/david-knigge/uvadlc2-tutorial-1-regular-group-convolutions/main/gcnn-pretrained.ckpt" - ] - }, - { - "cell_type": "code", - "source": [ - "## Standard libraries\n", - "import os\n", - "import numpy as np\n", - "from PIL import Image\n", - "from types import SimpleNamespace\n", - "\n", - "## Imports for plotting\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib\n", - "\n", - "## PyTorch\n", - "import torch\n", - "import torch.nn as nn\n", - "import torch.utils.data as data\n", - "import torch.optim as optim\n", - "## Torchvision\n", - "import torchvision\n", - "from torchvision.datasets import MNIST\n", - "from torchvision import transforms\n", - "## PyTorch Lightning\n", - "import pytorch_lightning as pl\n", - "from pytorch_lightning.callbacks import LearningRateMonitor, ModelCheckpoint" - ], - "metadata": { - "id": "3XblvSZl_ie9" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "# Path to the folder where the datasets are be downloaded (e.g. MNIST)\n", - "DATASET_PATH = \"./data\"\n", - "# Path to the folder where the pretrained models are saved\n", - "CHECKPOINT_PATH = \"./saved_models/\"\n", - "\n", - "# Ensure that all operations are deterministic on GPU (if used) for reproducibility\n", - "torch.backends.cudnn.determinstic = True\n", - "torch.backends.cudnn.benchmark = False\n", - "\n", - "device = torch.device(\"cuda:0\") if torch.cuda.is_available() else torch.device(\"cpu\")" - ], - "metadata": { - "id": "z425x_sC_-U_" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "# **1. Group theory**\n", - "\n", - "### **1.1 What is a group?**\n", - "To start off, we recap some of the group theoretical preliminaries that we saw in the first lecture of this module. Recall that a group is defined by a tuple $(G, \\cdot)$, where $G$ is a set of group elements and $\\cdot$ the binary group action which tells us how elements $g \\in G$ combine. The group action $\\cdot$ needs to satisfy:\n", - "\n", - "\n", - "1. Closure. $G$ is closed under $\\cdot$; for all $g_1, g_2 \\in G$ we have $g_1 \\cdot g_2 \\in G$.\n", - "2. Identity. There exists an identity element $e$ s.t. for each $g \\in G$, we have $e \\cdot g = g \\cdot e = g$.\n", - "3. Inverse. For every element $g \\in G$ we have an element $g^{-1} \\in G$, s.t. $g \\cdot g^{-1} = e$.\n", - "4. Associativity. For every set of elements $g_1, g_2, g_3 \\in G$, we have ($g_1 \\cdot g_2) \\cdot g_3 = g_1 \\cdot (g_2 \\cdot g_3) $.\n", - "\n", - "The group can have an action on functions defined on $\\mathbb{R}^2$, which we can instantiate through the *regular representation* $\\mathcal{L}_g^{\\mathbb{G}\\rightarrow \\mathbb{R}^2}$. For simplicity, we write $\\mathcal{L}_g$. It is given by:\n", - "\n", - "$$\n", - "\\mathcal{L}_g f (\\mathbf{x}) = f(g^{-1} \\cdot \\mathbf{x})\n", - "$$\n", - "\n", - "Where we write the action of $g^{-1}$ on $x$ as $g^{-1}\\cdot \\mathbf{x}$. This is where the regular group convolution gets its name; because of its use of the regular representation to transform the kernels $k$ used throughout the network.\n", - "\n" - ], - "metadata": { - "id": "2B-vdYs-r4qR" - } - }, - { - "cell_type": "markdown", - "source": [ - "\n", - "\n", - "\n", - "### **1.2 Implementing a group in python**\n", - "\n", - "Let's start out with a baseclass in which we outline which functions we are going to need when working with groups in our setting. As we're going to use `torch` in our implementation of group convolutional neural networks, let us implement the group as a `torch` module as well.\n", - "\n", - "We first specify a base class `GroupBase` in which we specify all necessary properties and operations that we need in our treatment of group convolutional neural networks. The idea is that in our implementation of group convolutions, implementing these functions is necessary and sufficient for extending group convolutional neural networks to other groups. In other words; if you'd like to implement group convolutions equivariant to a new group you find interesting, just inherit this baseclass, implement its methods, and you're good to go. (In practice this only faithfully works for discrete, compact groups)." - ], - "metadata": { - "id": "TUcTj5AJ7Eeb" - } - }, - { - "cell_type": "code", - "source": [ - "class GroupBase(torch.nn.Module):\n", - "\n", - " def __init__(self, dimension, identity):\n", - " \"\"\" Implements a group.\n", - "\n", - " @param dimension: Dimensionality of the group (number of dimensions in the basis of the algebra).\n", - " @param identity: Identity element of the group.\n", - " \"\"\"\n", - " super().__init__()\n", - " self.dimension = dimension\n", - " self.register_buffer('identity', torch.Tensor(identity))\n", - "\n", - " def elements(self):\n", - " \"\"\" Obtain a tensor containing all group elements in this group.\n", - " \n", - " \"\"\"\n", - " raise NotImplementedError()\n", - "\n", - " def product(self, h, h_prime):\n", - " \"\"\" Defines group product on two group elements.\n", - "\n", - " @param g1: Group element 1\n", - " @param g2: Group element 2\n", - " \"\"\"\n", - " raise NotImplementedError()\n", - "\n", - " def inverse(self, h):\n", - " \"\"\" Defines inverse for group element.\n", - "\n", - " @param g: A group element.\n", - " \"\"\"\n", - " raise NotImplementedError()\n", - "\n", - " def left_action_on_R2(self, h_batch, x_batch):\n", - " \"\"\" Group action of an element from the subgroup H on a vector in R2. For efficiency we\n", - " implement this batchwise.\n", - "\n", - " @param h_batch: Group elements from H.\n", - " @param x_batch: Vectors in R2.\n", - " \"\"\"\n", - " raise NotImplementedError()\n", - "\n", - " def left_action_on_H(self, h_batch, h_prime_batch):\n", - " \"\"\" Group action of elements of H on other elements in H itself. Comes down to group product.\n", - " For efficiency we implement this batchwise. Each element in h_batch is applied to each element\n", - " in h_prime_batch.\n", - "\n", - " @param h_batch: Group elements from H.\n", - " @param h_prime_batch: Other group elements in H. \n", - " \"\"\"\n", - " raise NotImplementedError()\n", - "\n", - " def matrix_representation(self, h):\n", - " \"\"\" Obtain a matrix representation in R^2 for an element h.\n", - "\n", - " @param h: Group element\n", - " \"\"\"\n", - " raise NotImplementedError()\n", - "\n", - " def determinant(self, h):\n", - " \"\"\" Calculate the determinant of the representation of a group element\n", - " h.\n", - "\n", - " @param g:\n", - " \"\"\"\n", - " raise NotImplementedError()\n", - " \n", - " def normalize_group_elements(self, h):\n", - " \"\"\" Map the group elements to an interval [-1, 1]. We use this to create\n", - " a standardized input for obtaining weights over the group.\n", - "\n", - " @param g:\n", - " \"\"\"\n", - " raise NotImplementedError()" - ], - "metadata": { - "id": "WEYv1oILtIKM" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "\n", - "### **1.3 Implementing the cyclic group $\\rm C_4$**\n", - "\n", - "As an example, let's discuss a relatively simple group; the group of all $90°$ rotations of the plane, otherwise known as the cyclic group $\\rm C_4$. Note:\n", - "\n", - "\n", - "\n", - "* The set of group elements of $C_4$ is given by $G := \\{ e, g, g^2, g^3\\}$. We can parameterise these group elements using rotation angles $\\theta$, i.e. $e=0,g=\\frac{1}{2}\\pi, g^2 = \\pi $, ...\n", - "* The group product is then given by $g \\cdot g':= \\theta + \\theta' \\mod 2 \\pi$.\n", - "* The inverse is given by: $g^{-1} = -\\theta \\mod 2\\pi$.\n", - "* The group $C_4$ has an action on the euclidean plane in 2 dimensions $\\mathbb{R}^2$ given by a rotation matrix;\n", - "$$\n", - "R_{\\theta}: \\begin{bmatrix} \\cos(\\theta) & -\\sin(\\theta) \\\\ \\sin(\\theta) & \\cos(\\theta) \\end{bmatrix}.\n", - "$$\n", - "This gives us the regular representation $\\mathcal{L}_\\theta$ on functions $f$ defined over $\\mathbb{R}^2$:\n", - "$$\n", - "\\mathcal{L}_{\\theta} f(\\mathbf{x}) = f(R_{-\\theta\\mod2\\pi}\\mathbf{x}).\n", - "$$\n", - "\n", - "Let's implement this group!" - ], - "metadata": { - "id": "hbsgjnLU7FMz" - } - }, - { - "cell_type": "code", - "source": [ - "class CyclicGroup(GroupBase):\n", - "\n", - " def __init__(self, order):\n", - " super().__init__(\n", - " dimension=1,\n", - " identity=[0.]\n", - " )\n", - "\n", - " assert order > 1\n", - " self.order = torch.tensor(order)\n", - "\n", - " def elements(self):\n", - " \"\"\" Obtain a tensor containing all group elements in this group.\n", - " \n", - " \"\"\"\n", - " return torch.linspace(\n", - " start=0,\n", - " end=2 * torch.pi * float(self.order - 1) / float(self.order),\n", - " steps=self.order,\n", - " device=self.identity.device\n", - " )\n", - " \n", - " def product(self, h1, h2):\n", - " \"\"\" Defines group product on two group elements of the cyclic group C4.\n", - "\n", - " @param h1: Group element 1\n", - " @param h2: Group element 2\n", - " \"\"\"\n", - "\n", - " # As we directly parameterize the group by its rotation angles\n", - " return torch.remainder(h1 + h2, 2 * torch.pi)\n", - "\n", - " def inverse(self, h):\n", - " \"\"\" Defines group inverse for an element of the cyclic group C4.\n", - "\n", - " @param h: Group element\n", - " \"\"\"\n", - " return torch.remainder(-h, 2 * torch.pi)\n", - " \n", - " def left_action_on_R2(self, batch_h, batch_x):\n", - " \"\"\" Group action of an element g on a set of vectors in R2.\n", - "\n", - " @param batch_h: Tensor of group elements.\n", - " @param batch_x: Tensor of vectors in R2.\n", - " \"\"\"\n", - " # Create a tensor containing representations of each of the group\n", - " # elements in the input. Creates a tensor of size [batch_size, 2, 2].\n", - " batched_rep = torch.stack([self.matrix_representation(h) for h in batch_h])\n", - "\n", - " # Transform the r2 input grid with each representation to end up with\n", - " # a transformed grid of dimensionality [num_group_elements, spatial_dim_y,\n", - " # spatial_dim_x, 2]. \n", - " out = torch.einsum('boi,ixy->bxyo', batched_rep, batch_x)\n", - "\n", - " # Afterwards (because grid_sample assummes our grid is y,x instead of x,y) \n", - " # we swap x and y coordinate values with a roll along final dimension.\n", - " return out.roll(shifts=1, dims=-1)\n", - "\n", - " def left_action_on_H(self, batch_h, batch_h_prime):\n", - " \"\"\" Group action of an element h on a set of group elements in H.\n", - " Nothing more than a batchwise group product.\n", - "\n", - " @param batch_h: Tensor of group elements.\n", - " @param batch_h_prime: Tensor of group elements to apply group product to.\n", - " \"\"\"\n", - " # The elements in batch_h work on the elements in batch_h_prime directly,\n", - " # through the group product. Each element in batch_h is applied to each element\n", - " # in batch_h_prime.\n", - " transformed_batch_h = self.product(batch_h.repeat(batch_h_prime.shape[0], 1),\n", - " batch_h_prime.unsqueeze(-1))\n", - " return transformed_batch_h\n", - "\n", - " def matrix_representation(self, h):\n", - " \"\"\" Obtain a matrix representation in R^2 for an element h.\n", - "\n", - " @param h: A group element.\n", - " \"\"\"\n", - " cos_t = torch.cos(h)\n", - " sin_t = torch.sin(h)\n", - "\n", - " return torch.tensor([\n", - " [cos_t, -sin_t],\n", - " [sin_t, cos_t]\n", - " ], device=self.identity.device)\n", - " \n", - " def normalize_group_elements(self, h):\n", - " \"\"\" Normalize values of group elements to range between -1 and 1.\n", - " The group elements range from 0 to 2pi * (self.order - 1) / self.order,\n", - " so we normalize by \n", - "\n", - " @param h: A group element.\n", - " :return:\n", - " \"\"\"\n", - " largest_elem = 2 * torch.pi * (self.order - 1) / self.order\n", - "\n", - " return (2*h / largest_elem) - 1." - ], - "metadata": { - "id": "b6zm-0-TGvQq" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "### **1.4 Visualizing the group action**\n", - "\n", - "Let's play around with the group implementation we have just created!" - ], - "metadata": { - "id": "KT5ps-bCv16r" - } - }, - { - "cell_type": "code", - "source": [ - "from PIL import Image\n", - "\n", - "from torchvision import transforms\n", - "\n", - "img = Image.open(\"paprika.tiff\")\n", - "\n", - "img_tensor = transforms.ToTensor()(img)\n", - "\n", - "img" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 529 - }, - "id": "3agQfFvbv0lD", - "outputId": "4958e054-c5a9-468e-f307-650c5aa11be5" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ], - "image/png": 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\n" - }, - "metadata": {}, - "execution_count": 6 - } - ] - }, - { - "cell_type": "code", - "source": [ - "# This creates a grid of the pixel locations in our image\n", - "img_grid_R2 = torch.stack(torch.meshgrid(\n", - " torch.linspace(-1, 1, img_tensor.shape[-1]),\n", - " torch.linspace(-1, 1, img_tensor.shape[-2]),\n", - "))\n", - "\n", - "# [2, 512, 512] since our image is 2 dimensional and has a width and height of \n", - "# 512 pixels\n", - "img_grid_R2.shape" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "bXPft4lDw39r", - "outputId": "22879a34-3ce8-4e20-dcb9-7542333e02da" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "/usr/local/lib/python3.7/dist-packages/torch/functional.py:445: 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:2157.)\n", - " return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n" - ] - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "torch.Size([2, 512, 512])" - ] - }, - "metadata": {}, - "execution_count": 7 - } - ] - }, - { - "cell_type": "code", - "source": [ - "# let's create the group of 90 degree clockwise rotations\n", - "c4 = CyclicGroup(order=4)\n", - "e, g1, g2, g3 = c4.elements()" - ], - "metadata": { - "id": "6zot5CHiyjmW" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "# What happens when we take the product of two rotations?\n", - "g = c4.product(g1, g2)\n", - "\n", - "# Transform the image grid we just created with the matrix representation of \n", - "# this group element. Note that we implemented this batchwise, so we add a dim.\n", - "transformed_grid = c4.left_action_on_R2(c4.inverse(g).unsqueeze(0), img_grid_R2)" - ], - "metadata": { - "id": "QSIRDdysynzn" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "# This function samples an input tensor based on a grid using interpolation. \n", - "# It is implemented for batchwise operations so we add a dimension to our and input image.\n", - "transformed_img = torch.nn.functional.grid_sample(img_tensor.unsqueeze(0), transformed_grid, align_corners=True, mode=\"bilinear\")\n", - "\n", - "# if we turn this back into a PIL image we can see the result of our transformation!\n", - "transforms.ToPILImage()(transformed_img[0])" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 529 - }, - "id": "WjbdnD6p_VHX", - "outputId": "d727849d-c828-489e-a1cd-549248f470dd" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ], - "image/png": 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\n" - }, - "metadata": {}, - "execution_count": 10 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "# **2. Group Equivariant Convolutional Networks**\n", - "As discussed in the lecture, regular group convolutional neural networks consist of three main elements. The liting convolution, group convolution and projection operation. We treat these in order." - ], - "metadata": { - "id": "DD0PoQvZKzNU" - } - }, - { - "cell_type": "markdown", - "source": [ - "## **2.1 Lifting convolution**\n", - "First is the lifting convolution, which disentangles features at any spatial location in the input $f_{in}$ under transformations of $H$. You may think of this as registering at all locations, for a given feature $e$, the occurences of transformed versions of this feature $\\mathcal{L}_h(e)$, for $h \\in H$. (Instead of $\\mathcal{L}_h(e)$, we sometimes write $h \\cdot e$ to denote the action of $h$ on $e$.) The lifing convolution thus maps from $\\mathbb{R}^2$ to $G= \\mathbb{R}^2 \\rtimes H$. As a result, our lifted feature map $f_{out}$ has, besides the usual spatial dimensions, one or more additional group dimensions (dependent on the dimensionality of $H$).\n", - "\n", - "![intuitionsepgconvs.png](data:image/png;base64,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)\n", - "\n", - "For example, take the group of 90 deg rotations as $H$, and let's say $e$ is a squiggle of sorts, of which we have three occurences in our input feature map $f_{in}$. Two are under a 90 deg rotation; $\\theta_{90}\\cdot e$, and one is under its canonical orientation; $\\theta_0 \\cdot e$. A lifting convolution with a kernel $k$ which exactly matches the feature $e$ would land responses at different offsets along the group dimension of the feature map; namely one at the spatial feature map corresponding to the group elements $\\theta_0$ and two at the spatial feature map corresponding to $\\theta_{90}$. See the above figure for an intuition." - ], - "metadata": { - "id": "IUsG8tX4E3ds" - } - }, - { - "cell_type": "markdown", - "source": [ - "### **2.1.1 Overview**\n", - "\n", - "How do we get our convolution operation to pick up features under different transformations of $H$? Intuitively, it is not that different from the convolution operation as we are familiar with in CNNs. There, we enable the extraction of features at any location by sharing the same kernel over all spatial positions.\n", - "\n", - "\n", - "\n" - ], - "metadata": { - "id": "HtFnch7LBzGZ" - } - }, - { - "cell_type": "markdown", - "source": [ - "![gconvs-convolution.drawio 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)" - ], - "metadata": { - "id": "guy257AwkA5T" - } - }, - { - "cell_type": "markdown", - "source": [ - "\n", - "From our current group theoretic perspective, we interpret this as applying all possible translations $\\boldsymbol{x} \\in \\mathbb{R}^2$ to our kernel $k$ and recording the response we get when we take the inner product of the input $f_{in}$ with this transformed kernel $\\mathcal{L}_{\\mathbf{x}} (k)$. This operation starts with a feature map defined on $\\mathbb{R}^2$ and also yields a feature map defined over $\\mathbb{R}^2$. See above.\n", - "\n" - ], - "metadata": { - "id": "nowZUC89kAMN" - } - }, - { - "cell_type": "markdown", - "source": [ - "![liftingconv.png](data:image/png;base64,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)" - ], - "metadata": { - "id": "oaPY8RCiGj7V" - } - }, - { - "cell_type": "markdown", - "source": [ - "Now that we additionally want to register features under different group actions $\\mathcal{L}_h$ for $h \\in H$, we can do so by simply *also* transforming $k$ with all of their group actions and recording the results. For example, in case of the rotation group ${\\rm C_4}$, we not only translate, but additionally rotate the kernel $k$ by all possible 90 deg rotations, and record the responses for the resulting transformed kernels!" - ], - "metadata": { - "id": "xFyW_6SsFb4H" - } - }, - { - "cell_type": "markdown", - "source": [ - "### **2.1.2 Implementing the lifting convolution kernel**\n", - "\n", - "Let's get to programming. First, we need to define a kernel $k$ which we can transform under arbitrary group actions with $\\mathcal{L}_h$. When working with images, a convolution kernel is generally defined as a set of independently sampled weights $W$ defined over an equidistant discretisation of $\\mathbb{R}^2$ (pixels are evenly spaced).\n", - "\n", - "Recall that we can express the group action of a group $H$ on functions (such as kernels $k$) defined over $\\mathbb{R}^2$ through the regular representation $\\mathcal{L}_h$. The regular representation transforms the function $k$ through a transformation of the domain of the function $k$. In other words, the regular representation transforms the grid over which the kernel $k$ is defined, to obtain the values for the transformed function $\\mathcal{L}_h(k)$.\n", - "\n", - "As such, to define a kernel $k$ which we can transform with the regular representation of a group $H$, we need to construct a grid over which the kernel values are defined. We can then transform this grid by the action of each group element $h \\in H$ to obtain a set of grids corresponding to transformed kernels for each of the group elements of $H$. Let's get to work!\n", - "\n", - "Notes:\n", - "* In implementing the actual lifting and group convolution operations, we will make use of PyTorch's `Conv2D` class. This simplifies our life a lot, since `Conv2D` takes cares of translating the kernels $k$ over all input locations. Hence we do not need to implement the action of the translation group ourselves ($\\mathcal{L}_{\\mathbf{x}}$), but will still remain translation equivariant! Making our operations compatible with `Conv2D` requires a small amount of trickery, but we will get to that later." - ], - "metadata": { - "id": "TKMl7VIgGt-F" - } - }, - { - "cell_type": "code", - "source": [ - "import math\n", - "\n", - "class LiftingKernelBase(torch.nn.Module):\n", - " \n", - " def __init__(self, group, kernel_size, in_channels, out_channels):\n", - " \"\"\" \n", - " \n", - " \"\"\"\n", - " super().__init__()\n", - " self.group = group\n", - "\n", - " self.kernel_size = kernel_size\n", - " self.in_channels = in_channels\n", - " self.out_channels = out_channels\n", - "\n", - " # Create spatial kernel grid. These are the coordinates on which our\n", - " # kernel weights are defined.\n", - " self.register_buffer(\"grid_R2\", torch.stack(torch.meshgrid(\n", - " torch.linspace(-1, 1, self.kernel_size),\n", - " torch.linspace(-1, 1, self.kernel_size),\n", - " )).to(self.group.identity.device))\n", - "\n", - " # Transform the grid by the elements in this group.\n", - " self.register_buffer(\"transformed_grid_R2\", self.create_transformed_grid_R2())\n", - "\n", - " def create_transformed_grid_R2(self):\n", - " \"\"\"Transform the created grid by the group action of each group element.\n", - " This yields a grid (over H) of spatial grids (over R2). In other words,\n", - " a list of grids, each index of which is the original spatial grid transformed by\n", - " a corresponding group element in H.\n", - " \n", - " \"\"\"\n", - " # Obtain all group elements.\n", - " group_elements = self.group.elements()\n", - "\n", - " # Transform the grid defined over R2 with the sampled group elements.\n", - " transformed_grid = self.group.left_action_on_R2(\n", - " self.group.inverse(group_elements),\n", - " self.grid_R2\n", - " )\n", - " return transformed_grid\n", - "\n", - "\n", - " def sample(self, sampled_group_elements):\n", - " \"\"\" Sample convolution kernels for a given number of group elements\n", - "\n", - " arguments should include:\n", - " :param sampled_group_elements: the group elements over which to sample\n", - " the convolution kernels\n", - "\n", - " should return:\n", - " :return kernels: filter bank extending over all input channels, \n", - " containing kernels transformed for all output group elements.\n", - " \"\"\"\n", - " raise NotImplementedError()\n" - ], - "metadata": { - "id": "QrH-DEOsXqsy" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "# Let's visualize the transformed kernel grids!\n", - "lifting_kernel_base = LiftingKernelBase(\n", - " group=CyclicGroup(order=4),\n", - " kernel_size=7,\n", - " in_channels=1,\n", - " out_channels=1\n", - ")\n", - "\n", - "transformed_grid_R2 = lifting_kernel_base.transformed_grid_R2\n", - "\n", - "# The grid has a shape of [num_group_elements, kernel_size, kernel_size, dim_fmap_domain(R^2)]\n", - "transformed_grid_R2.shape" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "6jgzNhCoNe__", - "outputId": "fbe077bd-0edc-49ec-f85c-da27c7d051f0" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "torch.Size([4, 7, 7, 2])" - ] - }, - "metadata": {}, - "execution_count": 12 - } - ] - }, - { - "cell_type": "code", - "source": [ - "plt.rcParams['figure.figsize'] = [12, 3]\n", - "\n", - "# Create [group_elements] figures\n", - "fig, ax = plt.subplots(1, transformed_grid_R2.shape[0])\n", - "\n", - "# Fold both spatial dimensions into a single dimension\n", - "transformed_grid_R2 = transformed_grid_R2.reshape(transformed_grid_R2.shape[0],\n", - " transformed_grid_R2.shape[1]*transformed_grid_R2.shape[2],\n", - " 2).numpy()\n", - "\n", - "# Visualize the transformed kernel grids. We mark the same cornerpoint by a blue 'x' in all grids as reference point.\n", - "for group_elem in range(transformed_grid_R2.shape[0]):\n", - " ax[group_elem].scatter(transformed_grid_R2[group_elem, 0, 0], transformed_grid_R2[group_elem, 0, 1], marker='x', c='b')\n", - " ax[group_elem].scatter(transformed_grid_R2[group_elem, 1:, 0], transformed_grid_R2[group_elem, 1:, 1], c='r')\n", - "\n", - "fig.text(0.5, 0.04, 'Group elements', ha='center')\n", - "\n", - "plt.show()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 214 - }, - "id": "KgNGkT68OWxQ", - "outputId": "3831f738-853a-499c-8303-455879f08ea5" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "The grid transforms under the group action! Pretty cool." - ], - "metadata": { - "id": "1_D6iGIGROue" - } - }, - { - "cell_type": "markdown", - "source": [ - "At this point we have a set of grids transformed under the operation of the group $H$. We now need to decide how we are going to sample kernel values at the grid points in each of these grids. This is where the first major hurdle in applying GCNNs occurs.\n", - "\n", - "Whereas conventional CNNs get away with sharing the same set of weights over all spatial positions (which is due to the fact that we translate the kernel only with steps that match whole pixel-distances), for arbitrary groups $H$ we may require kernel values for grid points that lie off the pixel grid of the kernel under its canonical transformation.\n", - "\n", - "Of course, we could (and in fact will) use interpolation to obtain kernel values for grid locations between pixel locations, but this may be limiting in expressivity and will introduce interpolation artefacts!\n", - "\n", - "\n", - "Notes:\n", - "\n", - "* When we are implementing equivariance for the group of 90 deg rotations, $H=C_4$, we of course could get away without using interpolation, since all transformed grids lie share the same locations. We could implement the group action of this particular group through a permutation of the weights. But we'd like to be more general than that in this tutorial, so we'll go with interpolation instead! Luckily PyTorch has a function that allows us to sample an input on a grid; we will use PyTorch's `grid_sample` function for interpolation!" - ], - "metadata": { - "id": "yG91vstWKU-1" - } - }, - { - "cell_type": "code", - "source": [ - "class InterpolativeLiftingKernel(LiftingKernelBase):\n", - "\n", - " def __init__(self, group, kernel_size, in_channels, out_channels):\n", - " super().__init__(group, kernel_size, in_channels, out_channels)\n", - "\n", - " # create and initialise a set of weights, we will interpolate these\n", - " # to create our transformed spatial kernels.\n", - " self.weight = torch.nn.Parameter(torch.zeros((\n", - " self.out_channels,\n", - " self.in_channels,\n", - " self.kernel_size,\n", - " self.kernel_size\n", - " ), device=self.group.identity.device))\n", - "\n", - " # Initialize weights using kaiming uniform intialisation\n", - " torch.nn.init.kaiming_uniform_(self.weight.data, a=math.sqrt(5))\n", - " \n", - " def sample(self):\n", - " \"\"\" Sample convolution kernels for a given number of group elements\n", - "\n", - " should return:\n", - " :return kernels: filter bank extending over all input channels, \n", - " containing kernels transformed for all output group elements.\n", - " \"\"\"\n", - " # We fold the output channel dim into the input channel dim; this allows\n", - " # us to use the torch grid_sample function.\n", - " weight = self.weight.view(\n", - " 1,\n", - " self.out_channels * self.in_channels,\n", - " self.kernel_size,\n", - " self.kernel_size\n", - " )\n", - "\n", - " # We want a transformed set of weights for each group element so \n", - " # we repeat the set of spatial weights along the output group axis\n", - " weight = weight.repeat(self.group.elements().numel(), 1, 1, 1)\n", - "\n", - " # Sample the transformed kernels\n", - " transformed_weight = torch.nn.functional.grid_sample(\n", - " weight,\n", - " self.transformed_grid_R2,\n", - " mode='bilinear',\n", - " padding_mode='zeros',\n", - " align_corners=True\n", - " )\n", - "\n", - " # Separate input and output channels\n", - " transformed_weight = transformed_weight.view(\n", - " self.group.elements().numel(),\n", - " self.out_channels,\n", - " self.in_channels,\n", - " self.kernel_size,\n", - " self.kernel_size\n", - " )\n", - "\n", - " # Put the output channel dimension before the output group dimension.\n", - " transformed_weight = transformed_weight.transpose(0, 1)\n", - "\n", - " return transformed_weight" - ], - "metadata": { - "id": "uA04UbuuznkV" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "ik = InterpolativeLiftingKernel(\n", - " group=CyclicGroup(order=4),\n", - " kernel_size=5,\n", - " in_channels=2,\n", - " out_channels=1\n", - ")\n", - "\n", - "weights = ik.sample()" - ], - "metadata": { - "id": "UQEptv3nsppj" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Let's visualize the weights we sampled from our lifting convolution kernel!" - ], - "metadata": { - "id": "W7_OZhoMSFZ2" - } - }, - { - "cell_type": "code", - "source": [ - "plt.rcParams['figure.figsize'] = [10, 5]\n", - "\n", - "# pick an output channel to visualize\n", - "out_channel_idx = 0\n", - "\n", - "# create [in_channels, group_elements] figures\n", - "fig, ax = plt.subplots(weights.shape[2], weights.shape[1])\n", - "\n", - "for in_channel in range(weights.shape[2]):\n", - " for group_elem in range(weights.shape[1]):\n", - " ax[in_channel, group_elem].imshow(\n", - " weights[out_channel_idx, group_elem, in_channel, :, :].detach().numpy()\n", - " )\n", - "\n", - "fig.text(0.5, 0.04, 'Group elements', ha='center')\n", - "fig.text(0.04, 0.5, 'Input channels', va='center', rotation='vertical')\n", - "\n", - "plt.show()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 334 - }, - "id": "IBto7HP9wFHU", - "outputId": "85c95d77-561e-4307-d7b5-8b0bda0615d1" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "As we can see, spatial kernel rotates under the action of the rotation group elements!" - ], - "metadata": { - "id": "4p_MAu1gGVDg" - } - }, - { - "cell_type": "markdown", - "source": [ - "### **2.1.3 Implementing the lifting convolution**\n", - "\n", - "Finally, we can implement the lifting convolution operation! This class should take as input a feature map defined over $\\mathbb{R}^2$, and spit out a feature map over $\\mathbb{R}^2\\rtimes H$, where features under different transformations $h \\in H$ are disentangled along the $H$ axis!\n", - "\n", - "Notes: \n", - "\n", - "* To prevent having to implement our own implementation of the convolution operation, and to leverage the highly optimized pytorch `Conv2D` class, we use some neat tricks in our lifting (and group) convolution classes. Normally, a convolution layer applies a set of $n$ spatial kernels throughout the input, where $n$ is the number of output channels of the convolution operation. Because we now also have `num_group_elem` transformed versions of these kernels, which we want to apply everywhere in the input, we can trick PyTorch by having it treat every transformation of the same spatial kernel as a separate output channel. To do this, we simply reshape our set of `[out_channels, num_group_elem, in_channels, kernel_size, kernel_size]` kernels into a set of `[out_channels x num_group_elem, in_channels, kernel_size, kernel_size]` kernels. See below!\n", - "* As mentioned, a great additional benefit of using the PyTorch `Conv2D` class is that we are not required to obtain translated kernels $\\mathcal{L}_{\\mathbf{x}}(k)$ ourselves, PyTorch takes care of that!" - ], - "metadata": { - "id": "ZcprC7jZKmJc" - } - }, - { - "cell_type": "code", - "source": [ - "class LiftingConvolution(torch.nn.Module):\n", - "\n", - " def __init__(self, group, in_channels, out_channels, kernel_size):\n", - " super().__init__()\n", - "\n", - " self.kernel = InterpolativeLiftingKernel(\n", - " group=group,\n", - " kernel_size=kernel_size,\n", - " in_channels=in_channels,\n", - " out_channels=out_channels\n", - " )\n", - "\n", - " def forward(self, x):\n", - " \"\"\" Perform lifting convolution\n", - "\n", - " @param x: Input sample [batch_dim, in_channels, spatial_dim_1, \n", - " spatial_dim_2]\n", - " @return: Function on a homogeneous space of the group\n", - " [batch_dim, out_channels, num_group_elements, spatial_dim_1, \n", - " spatial_dim_2]\n", - " \"\"\"\n", - "\n", - " # obtain convolution kernels transformed under the group\n", - " conv_kernels = self.kernel.sample()\n", - "\n", - " # apply lifting convolution, note that the reshape folds the group \n", - " # dimension of the kernel into the output channel dimension.\n", - " # Do you see why we (can) do this?\n", - " x = torch.nn.functional.conv2d(\n", - " input=x,\n", - " weight=conv_kernels.reshape(\n", - " self.kernel.out_channels * self.kernel.group.elements().numel(),\n", - " self.kernel.in_channels,\n", - " self.kernel.kernel_size,\n", - " self.kernel.kernel_size\n", - " ),\n", - " )\n", - "\n", - " # reshape [batch_dim, in_channels * num_group_elements, spatial_dim_1, \n", - " # spatial_dim_2] into [batch_dim, in_channels, num_group_elements, \n", - " # spatial_dim_1, spatial_dim_2], separating channel and group \n", - " # dimensions.\n", - " x = x.view(\n", - " -1,\n", - " self.kernel.out_channels,\n", - " self.kernel.group.elements().numel(),\n", - " x.shape[-1],\n", - " x.shape[-2]\n", - " )\n", - "\n", - " return x\n" - ], - "metadata": { - "id": "6u2IhBsmS5ST" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "lifting_conv = LiftingConvolution(\n", - " group=CyclicGroup(order=4),\n", - " kernel_size=5,\n", - " in_channels=3,\n", - " out_channels=8\n", - ")" - ], - "metadata": { - "id": "1zo13DzN0eao" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "## **2.2 Group convolution**\n", - "\n", - "Now that we have a way to obtain feature maps defined over the group $G$ from input functions defined over $\\mathbb{R}^2$, let's move on to implementing a convolutional layer that fully operates on the group $G: \\mathbb{R}^2 \\rtimes H$. Note that the input feature map at this stage, $f_{in}$, has, besides the usual spatial dimensions defined over $\\mathbb{R}^2$, one or more additional group dimensions defined over $H$. As such, the group convolution operation, $*_{group}$, maps from a function on the group $f_{in}$ to another function on the group $f_{out}$.\n", - "\n" - ], - "metadata": { - "id": "MUnPWUZw57aa" - } - }, - { - "cell_type": "markdown", - "source": [ - "### **2.2.1 Overview**\n", - "\n", - "Since the input to the group convolution layer now contains additional group dimensions; $f_{in}: \\mathbb{R}^2 \\rtimes H \\rightarrow \\mathbb{R}$, we need to convolve it with a kernel $k_{group}$ that is also defined over the entire group; $k_{group}: \\mathbb{R}^2 \\rtimes H \\rightarrow \\mathbb{R}$. This is in contrast to the lifting convolution, where $k_{lifting}$ was only defined over the spatial domain $\\mathbb{R}^2$. You could think of this kernel $k_{group}$ as a stack of spatial kernels, a separate one for each group element $h \\in H$. Importantly, since $k$ is now *also* defined on a grid over $H$, the group $H$ now also has an action *on* this $H$-axis of $k$. For example, in our case of $H=C_4$, elements $\\theta \\in C_4$ now not only have a rotating action on the spatial domain of the kernel, but also a translating action along the group axis. Hence, applying a group element $\\theta \\in C_4$ leads to a twist-shift of the $k$ along the group axis. See below! (Remember $H=C_4$ is periodic)\n", - "\n" - ], - "metadata": { - "id": "czbreYq_4NCs" - } - }, - { - "cell_type": "markdown", - "source": [ - "![gconvs-Page-9.drawio 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- ], - "metadata": { - "id": "QQdnytjCkt5U" - } - }, - { - "cell_type": "markdown", - "source": [ - "\n", - "Apart from this difference, the group convolution operator works in much the same way as the liting operator. We again transform the kernel $k_{group}$ with the actions of the group $H$ and $\\mathbb{R}^2$ and obtain responses for the inner product of this kernel with the input (although again, we let PyTorch do all the work for the translation group). See below for an intuition.\n" - ], - "metadata": { - "id": "1NRXona53WPa" - } - }, - { - "cell_type": "markdown", - "source": [ - "![groupconv.png](data:image/png;base64,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- ], - "metadata": { - "id": "hzi4obyl3Vx-" - } - }, - { - "cell_type": "markdown", - "source": [ - "### **2.2.2 Implementing the group convolution kernel**\n", - "\n", - "Again, let's define a kernel $k$ which we can transform with the group action. Now, our kernel grid is not only defined over $\\mathbb{R}^2$, but additionally over $H$.\n", - "\n", - "Notes:\n", - "* Since the grid over $H$ is made up of elements $h'\\in H$, transforming the grid over $H$ with (another) group element $h \\in H$ comes out to applying the group product of $h$ with each grid element $h'$.\n", - "* Because we are working with semidirect product groups $\\mathbb{R}^2 \\rtimes H$, we can transform the $\\mathbb{R}^2$ and $H$ dimensions of our grids separately before combining them into a shared grid over $\\mathbb{R}^2 \\rtimes H$!\n", - "\n", - "\n" - ], - "metadata": { - "id": "1f-uYXfW4Duc" - } - }, - { - "cell_type": "code", - "source": [ - "class GroupKernelBase(torch.nn.Module):\n", - "\n", - " def __init__(self, group, kernel_size, in_channels, out_channels):\n", - " \"\"\" \n", - " \n", - " \"\"\"\n", - " super().__init__()\n", - " self.group = group\n", - "\n", - " self.kernel_size = kernel_size\n", - " self.in_channels = in_channels\n", - " self.out_channels = out_channels\n", - "\n", - " # Create a spatial kernel grid\n", - " self.register_buffer(\"grid_R2\", torch.stack(torch.meshgrid(\n", - " torch.linspace(-1, 1, self.kernel_size),\n", - " torch.linspace(-1, 1, self.kernel_size),\n", - " )).to(self.group.identity.device))\n", - "\n", - " # The kernel grid now also extends over the group H, as our input \n", - " # feature maps contain an additional group dimension\n", - " self.register_buffer(\"grid_H\", self.group.elements())\n", - "\n", - " self.register_buffer(\"transformed_grid_R2xH\", self.create_transformed_grid_R2xH())\n", - "\n", - " def create_transformed_grid_R2xH(self):\n", - " \"\"\"\n", - " \n", - " \"\"\"\n", - " # Sample the group\n", - " group_elements = self.group.elements()\n", - "\n", - " # Transform the grid defined over R2 with the sampled group elements\n", - " transformed_grid_R2 = self.group.left_action_on_R2(\n", - " self.group.inverse(group_elements),\n", - " self.grid_R2\n", - " )\n", - "\n", - " # Transform the grid defined over H with the sampled group elements\n", - " transformed_grid_H = self.group.left_action_on_H(\n", - " self.group.inverse(group_elements), self.grid_H\n", - " )\n", - "\n", - " # Rescale values to between -1 and 1, we do this to please the torch grid_sample\n", - " # function.\n", - " transformed_grid_H = self.group.normalize_group_elements(transformed_grid_H)\n", - "\n", - " # Create a combined grid as the product of the grids over R2 and H\n", - " # repeat R2 along the group dimension, and repeat H along the spatial dimension\n", - " # to create a [output_group_elem, num_group_elements, kernel_size, kernel_size, 3] grid\n", - " transformed_grid = torch.cat(\n", - " (\n", - " transformed_grid_R2.view(\n", - " group_elements.numel(),\n", - " 1,\n", - " self.kernel_size,\n", - " self.kernel_size,\n", - " 2,\n", - " ).repeat(1, group_elements.numel(), 1, 1, 1),\n", - " transformed_grid_H.view(\n", - " group_elements.numel(),\n", - " group_elements.numel(),\n", - " 1,\n", - " 1,\n", - " 1,\n", - " ).repeat(1, 1, self.kernel_size, self.kernel_size, 1, )\n", - " ),\n", - " dim=-1\n", - " )\n", - " return transformed_grid\n", - "\n", - "\n", - " def sample(self, sampled_group_elements):\n", - " \"\"\" Sample convolution kernels for a given number of group elements\n", - "\n", - " arguments should include:\n", - " :param sampled_group_elements: the group elements over which to sample\n", - " the convolution kernels\n", - "\n", - " should return:\n", - " :return kernels: filter bank extending over all input channels, \n", - " containing kernels transformed for all output group elements.\n", - " \"\"\"\n", - " raise NotImplementedError()" - ], - "metadata": { - "id": "QH2KrJgN-yxu" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Let's get some intuition for what is happening with our grid when we apply the group action of $H$ to it. First we will inspect the action on $\\mathbb{R}^2$." - ], - "metadata": { - "id": "Di3hKr2J7H0E" - } - }, - { - "cell_type": "code", - "source": [ - "group_kernel_base = GroupKernelBase(\n", - " group=CyclicGroup(order=4),\n", - " kernel_size=7,\n", - " in_channels=1,\n", - " out_channels=1\n", - ")\n", - "\n", - "# Sample the group\n", - "group_elements = group_kernel_base.group.elements()\n", - "\n", - "# Transform the grid defined over R2 with the sampled group elements\n", - "transformed_grid_R2 = group_kernel_base.group.left_action_on_R2(\n", - " group_kernel_base.group.inverse(group_elements),\n", - " group_kernel_base.grid_R2\n", - ")" - ], - "metadata": { - "id": "kGTgeGAG7IEy" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "plt.rcParams['figure.figsize'] = [12, 3]\n", - "\n", - "# Create [group_elements] figures\n", - "fig, ax = plt.subplots(1, transformed_grid_R2.shape[0])\n", - "\n", - "# Fold both spatial dimensions into a single dimension\n", - "transformed_grid_R2 = transformed_grid_R2.reshape(transformed_grid_R2.shape[0],\n", - " transformed_grid_R2.shape[1]*transformed_grid_R2.shape[2],\n", - " 2).numpy()\n", - "\n", - "# Visualize the transformed kernel grids. We mark the same cornerpoint by a blue 'x' in all grids as reference point.\n", - "for group_elem in range(transformed_grid_R2.shape[0]):\n", - " ax[group_elem].scatter(transformed_grid_R2[group_elem, 0, 0], transformed_grid_R2[group_elem, 0, 1], marker='x', c='b')\n", - " ax[group_elem].scatter(transformed_grid_R2[group_elem, 1:, 0], transformed_grid_R2[group_elem, 1:, 1], c='r')\n", - "\n", - "fig.text(0.5, 0.04, 'Group elements', ha='center')\n", - "\n", - "plt.show()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 214 - }, - "id": "6nElAYfN7yKJ", - "outputId": "b66ee1af-6e48-4ee0-fca7-ac3e0d7d8b9c" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
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0o9N3IiJsl/7CyTAinrL9QkkfsP3xiPjE7JMi4k5Jd0rVLxk/dvTAHKdOnZKka22fn3mI7qLT6C4yorfoq2MXyxFxqvSY7U/bfm5E/Int50r6TCHjqcnt47Y/KOnrJF1SfqBJDzzwgGw/fNRf5KG76DK6i4zoLfqq7mUY90p64+TjN0r69dkn2H6W7WdMPr5K0jdL+oOarwvURXeRFd1FRvQWadVdLL9d0nfY/kNJpyb3ZXtk+52T53y1pLHthyT9pqS3RwTlR9voLrKiu8iI3iKtYy/DmCciPifp24/YP5b0psnHvyvpa+q8DtA0uous6C4yorfIjL/gBwAAABSwWAYAAAAKWCwDAAAABbkWy3t70s6OtLVV3e7tkUtu87nrkG0OyM2Z27SMx59tzOSuR7bjJ7fbuRHRyW13dzcOOXs2YjCIkC5ug0G1vw5ye50raRx0l9yEua13N9u8ZhxzD3Nb723Lx09u3tx53d1ooZfZLin/cHj4QA+24bDWHJLb79xOnLh7Orfkrje39e5mm9eMY+5hbuu9bfn4yc2bO6+7rh7vntFoFOPx+OKOra3q8GbZ0v7+6i9Ebq9zbZ+LI/6a1DrRXXKbyG29u9nmdZ3Z5C6c23pvpV7OK7ntnnPzXLO8vb3cfnLJ7Ypsc0BuztymZTz+bGMmdz2yHT+53c8tveXc9sY1SOQ2kasufEuwp3NL7npzW+9utnnNOOYe5rbe25aPn9y8ufO6u9FCL7NdUv6DAx4OI+zqtomTK7m9zu3EiXvBsa6E3N7mdqK72eZ1ndnkLpTbid62ePzk5s2d19081ywDK+jE9XPACuguMqK3yKof1ywDAAAAG8ZiGQAAAChgsQwAAAAUsFgGAAAAClgsAwAAAAUslgEAAIACFssAAABAAYtlAAAAoIDFMgAAAFDAYhkAAAAoYLEMAAAAFLBYBgAAAApYLAMAAAAFLJYBAACAAhbLAAAAQAGLZQAAAKAg1WI5Yv59AMiAcxkA5FFrsWz7dbYftr1vezTneTfYftT2Y7ZvX+W1zpyRbrvt4heViOr+mTOrpM3Y25N2dqStrep2b6+BUHK7nLvJ7tYdK7n9yq17LttodxPN69qzya2VyzmX3NS5EbHyJumrJb1E0gcljQrPuULSJyS9UNKVkh6SdM1x2bu7u3Fgfz/i1lsjpOr2qPsrO3s2YjCowg62waDaXwe5nciVNI4Wu9uFOSC3O7nLnMta726ieU075h7mtt7blo+f3Ly5pe5G9RmrL5a/FDK//NdLun/q/lslvfW4zNnyT39ROdhqL5QjIobDw6EH23BIbg9y55U/NtTdtueA3G7lLnoua727yeY15Zh7mNt6b1s+fnLz5s7rrqvH67H9QUlviYjxEY99r6QbIuJNk/v/WNI3RMQtRzz3Zkk3S9L29vbuE088cejxiOod9AP7+5Jdc/BbW1XwpYOpXoDc1Lm2z0XEvG/5fVDr7m5P55bc1S1yLmu9uwnnNd2Ye5jbem8XHOdKyO117rzuHnvNsu0HbJ8/Ynv16iM/WkTcGRGjiBidPHly5rHqur5p09f9rWx7e7n95KbJPXXqlCRd23Z3+zi35K5ukXNZJ7qbbF7Xmk3uQrmd6O0C41wZuZdvbukt52U2rfnbKlyzTO6querCtwR7OrfkLq+Ja5YPtrV3N9G8ph1zD3Nb723Lx09u3tx53Z1bwEW3Y8p/QtLjkq7WxQv2rz0uc7b8p08f/mJy8EXm9Ol6cxgR1YQNhxF2ddvESZvcTuTWPHE30t2254DcbuUuei7rRHcTzevas8ldKLcTvW3x+MnNmzuvu7WuWbb9Wkk/J+mkpD+T9GBEfJftvyPpnRFx4+R5N0r6GVU/6XpXRLztuOzRaBTj8eFLmiIOX9c3ex+YVboGadPdBaYtci6ju8iI3iKredcsn6gTHBHvkfSeI/b/T0k3Tt2/T9J9dV5LOuqLSd1EXK423V1gWp1zGd1FRvQWmaX6C34AAADAJjXyq+PWwfYFSU8UHr5K0mc3OJyuYh4q8+ZhGBEnC4+tBd1dCPNQydJd/r0uYi4qpXnoUm8l/r0OMA+Vlc65nV0sz2N7XLqu5HLCPFQyzUOmsa4T81DJMg9ZxrkJzEUlyzxkGee6MQ+VVeeByzAAAACAAhbLAAAAQEHWxfKdbQ+gI5iHSqZ5yDTWdWIeKlnmIcs4N4G5qGSZhyzjXDfmobLSPKS8ZhkAAADYhKzvLAMAAABrx2IZAAAAKEi7WLb9OtsP2963fdn9OhTbN9h+1PZjtm9vezxtsH2X7c/YPt/2WBZFb+mtRHczorsVupsP3a3f27SLZUnnJf0jSb/V9kA2zfYVkt4h6R9KukbSG2xf0+6oWnG3pBvaHsSS6C29lehuKnT3kLtFd9Ogu19yt2r0Nu1iOSIeiYhH2x5HS75e0mMR8XhEfEHSL0t6dctj2riI+C1Jn297HMugt/RWorsJ0d0JupsO3VX93qZdLF/mnifpU1P3n5zsA7qM3iIruous6G4DTrQ9gHlsPyDpK4946Ecj4tc3PR5gEfQ2L9vPkfTTkr5R0p9K+oKkn4qI97Q6MEm2z0j6i4j4N2t8jVJ33yXpNyPid9f12kAdnHexTp1eLEfEqbbH0FFPSXrB1P3nT/ahA+htUad7a9uSfk3SPRHxfZN9Q0mvOuK5JyLi6Q0Pce1K3Z0s1L9J0uW6WO50d8F5dw662wAuw8jpo5JebPtq21dKer2ke1seE3Ccrvf22yR9ISLuONgREU9ExM9Jku2bbN9r+wOS3m/72bZ/zfbHbH/Y9ssmzztj+y0HGbbP296ZbP/d9p7tRyT9giTPDsL2i2z/F9vnbP+27Zcu+hzbd9v+xcl4Hrf9yslPgT9i++6pz/9O2x+y/fu2f9X2l032f9L2j0/2f9z2S23vSPpBSbfZflDSl0v69slxPWT7cvihqa53Fyihuw1Iu1i2/VrbT0q6XtJ/sn1/22PalMk7WrdIul/SI5J+JSIebndUm2f7XZI+JOkltp+0/QNtj+k49LbTvb1W0u8f85zrJH1vRHyrpB+X9N8i4mWSfkTSv13gNV6iapH8oKRXSnrpEd29U9K/iIhdSW+ZPH/WvOc8S1W/blP1RfGnJ8f2NbZfbvsqSf9K0qmIuE7SWNK/nPr8z072/6Kkt0TEJyXdIel9kq5S9RP1Pzl53tfqiHfe+yZBdzeG824udLdSt7edvgxjnsk1hK1fR9iWiLhP0n1tj6NNEfGGtsewLHqbp7e23yHpFarebf77k93vi4iDn6h+haTvkaSI+IDtr7D9t4+J/VRE/I6k37H9bZJ+KCJeM/WaX6bqcodfra4KkSQ9Y2Zcxz3nvRERtj8u6dMR8fHJ5z0saUfVt2GvmYxBkq5U9UXkwH+c3J5T9eu2DpyPiJsmWXdIepHtfzr1/F7L1N114rybD92t39u0i2UAaNjDmix+JSki3jx5F3Y89Zy/XCDnaR3+rt0zpz6OmefO3t+S9GcR8fI5+cc9568mt/tTHx/cPyHpi6oW/aUvHgef80UVvkZExA/a/gZJ3y3pnO3diPjcnDEDQFppL8MAgIZ9QNIzbf+zqX2DOc//bUnfL0m2X6nqsoT/I+mTqi7XkO3rJF099Tnbtq+ffPx9kv7rdODk8//I9usmn2/bX7vsc47xYUnfbPurJp//N23/3WM+588l/a2DO7ZfFBEfiYgfk3RBh3+ACAB6hcUyAEiKiJD0GknfavuPbP+epHsk/XDhU85I2rX9MUlvl/TGyf7/IOnZk8sebpH0P6Y+51FJb578gN+zVF0XPOv7Jf2A7YdUvdt91B8QWOQ5peO8IOkmSe+ajP1Dki75IcIZ75X0WtsP2v4Hkv715AcAz6v6DRkPLfr6AJCNq68PAIB1mvxWid+IiL/X8lAAAEvgnWUAAACggHeWAQAAgALeWQYAAAAKWCwDAAAABSyWAQAAgAIWywAAAEABi2UAAACg4K8BAIxprrAc5C0AAAAASUVORK5CYII=\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "As we can see, this part of the grid, and what happens to it, is identical to the grid we saw in the lifting convolution. Note however, that this is only the spatial dimensions of the grid over which a group convolution kernel is defined. Let's move on to the grid over $H$." - ], - "metadata": { - "id": "9whY6wyf7zQe" - } - }, - { - "cell_type": "code", - "source": [ - "plt.rcParams['figure.figsize'] = [5.5, 3]\n", - "# Transform the grid defined over H with the sampled group elements\n", - "transformed_grid_H = group_kernel_base.group.left_action_on_H(\n", - " group_kernel_base.group.inverse(group_elements), group_kernel_base.grid_H\n", - ")\n", - "\n", - "# Create [group_elements] figures\n", - "fig, ax = plt.subplots(1, transformed_grid_H.shape[0])\n", - "\n", - "# Visualize the transformed kernel grids. We mark the same cornerpoint by a blue 'x' in all grids as reference point.\n", - "for group_elem in range(transformed_grid_H.shape[0]):\n", - " ax[group_elem].scatter(torch.zeros_like(transformed_grid_H[group_elem, 0]), transformed_grid_H[group_elem, 0], marker='x', c='b')\n", - " ax[group_elem].scatter(torch.zeros_like(transformed_grid_H[group_elem, 1:]), transformed_grid_H[group_elem, 1:], c='r')\n", - " ax[group_elem].set_xticks([])\n", - "\n", - "fig.text(0.5, 0.04, 'Group elements', ha='center')\n", - "\n", - "# Remove the xticks, our group is 1D!\n", - "plt.show()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 214 - }, - "id": "v3AjaNg28Dyh", - "outputId": "70c7651f-5ab9-4f0c-f107-fd4643108ce5" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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- }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "In our current setting, $H$ is one-dimensional, and as we can see, transforming the grid over $H$ with all group elements of $H$ leads to a translation over the group. Next, let's see what happens when we combine these grids." - ], - "metadata": { - "id": "pyDznw5p80d4" - } - }, - { - "cell_type": "code", - "source": [ - "plt.rcParams['figure.figsize'] = [12, 3]\n", - "transformed_grid_R2xH = group_kernel_base.transformed_grid_R2xH\n", - "\n", - "# Create [group_elements] figures\n", - "fig, ax = plt.subplots(1, transformed_grid_H.shape[0], subplot_kw=dict(projection='3d'))\n", - "\n", - "# Flatten spatial and group grid dimensions\n", - "transformed_grid_R2xH = transformed_grid_R2xH.reshape(transformed_grid_R2xH.shape[0], \n", - " transformed_grid_R2xH.shape[1] * transformed_grid_R2xH.shape[2] * transformed_grid_R2xH.shape[3], \n", - " transformed_grid_R2xH.shape[4])\n", - "\n", - "# Visualize the transformed kernel grids. We mark the same row by a blue 'x' in all grids as reference point.\n", - "for group_elem in range(transformed_grid_R2xH.shape[0]):\n", - " ax[group_elem].scatter(transformed_grid_R2xH[group_elem, 0:7, 0],\n", - " transformed_grid_R2xH[group_elem, 0:7, 1],\n", - " transformed_grid_R2xH[group_elem, 0:7, 2],\n", - " marker='x',\n", - " c='b')\n", - " ax[group_elem].scatter(transformed_grid_R2xH[group_elem, 7:, 0],\n", - " transformed_grid_R2xH[group_elem, 7:, 1],\n", - " transformed_grid_R2xH[group_elem, 7:, 2],\n", - " c='r')\n", - "\n", - "fig.text(0.5, 0.04, 'Group elements', ha='center')\n", - "\n", - "plt.show()" - ], - "metadata": { - "id": "0arqMrie95zP", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 214 - }, - "outputId": "a9e198af-0bc3-48d5-af15-fa51b1574028" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "As we can see, under the application of group elements $h' \\in H$ the grid defined over $\\mathbb{R}^2 \\rtimes H$ rotates over the spatial dimensions, and shifts along the group dimension!\n", - "\n", - "Let's now implement the group kernel using interpolation as well.\n", - "\n", - "Notes:\n", - "* Luckily, `grid_sample` also supports 3D inputs, so we can continue using it. \n", - "* For multidimensional groups $H$ the following implementation won't work, as this would require kernels defined on grids with dimensionality > 3, which `grid_sample` does not support. To resolve this, one could implement the sampling of the weights along the $H$ dimension using a translation of the weight matrix along the $H$ dimensions, and only interpolate over the spatial dimensions. This is possible because we don't end up between grid points along the group dimension $H$ (remember the closure constraint of the group product?).\n", - "* The $C_4$ group exhibits periodicity along the group axis, so our kernels should too. Although we correctly implemented the group product to reflect this, `grid_sample` doesn't know about the periodicity of the weights in its interpolation. This shouldn't be a problem since, again because of the closure constraint, we should always end up exactly on grid points along the group axis, meaning no interpolation is necessary in that direction. In practice, because of the way `grid_sample` is implemented, we may encouter some small interpolation artefacts because of this." - ], - "metadata": { - "id": "KJglOPQwAAYe" - } - }, - { - "cell_type": "code", - "source": [ - "class InterpolativeGroupKernel(GroupKernelBase):\n", - "\n", - " def __init__(self, group, kernel_size, in_channels, out_channels):\n", - " super().__init__(group, kernel_size, in_channels, out_channels)\n", - "\n", - " # create and initialise a set of weights, we will interpolate these\n", - " # to create our transformed spatial kernels. Note that our weight\n", - " # now also extends over the group H\n", - " self.weight = torch.nn.Parameter(torch.zeros((\n", - " self.out_channels,\n", - " self.in_channels,\n", - " self.group.elements().numel(), # this is different from the lifting convolution\n", - " self.kernel_size,\n", - " self.kernel_size\n", - " ), device=self.group.identity.device))\n", - "\n", - " # initialize weights using kaiming uniform intialisation\n", - " torch.nn.init.kaiming_uniform_(self.weight.data, a=math.sqrt(5))\n", - " \n", - " def sample(self):\n", - " \"\"\" Sample convolution kernels for a given number of group elements\n", - "\n", - " should return:\n", - " :return kernels: filter bank extending over all input channels, \n", - " containing kernels transformed for all output group elements.\n", - " \"\"\"\n", - "\n", - " # fold the output channel dim into the input channel dim; this allows\n", - " # us to use the torch grid_sample function\n", - " weight = self.weight.view(\n", - " 1,\n", - " self.out_channels * self.in_channels,\n", - " self.group.elements().numel(),\n", - " self.kernel_size,\n", - " self.kernel_size\n", - " )\n", - "\n", - " # we want a transformed set of weights for each group element so \n", - " weight = weight.repeat(self.group.elements().numel(), 1, 1, 1, 1)\n", - "\n", - " # sample the transformed kernels, \n", - " transformed_weight = torch.nn.functional.grid_sample(\n", - " weight,\n", - " self.transformed_grid_R2xH,\n", - " mode='bilinear',\n", - " padding_mode='zeros',\n", - " align_corners=True\n", - " )\n", - "\n", - " # Separate input and output channels. Note we now have a notion of\n", - " # input and output group dimensions in our weight matrix!\n", - " transformed_weight = transformed_weight.view(\n", - " self.group.elements().numel(), # Output group elements (like in the lifting convolutoin)\n", - " self.out_channels,\n", - " self.in_channels,\n", - " self.group.elements().numel(), # Input group elements (due to the additional dimension of our feature map)\n", - " self.kernel_size,\n", - " self.kernel_size\n", - " )\n", - "\n", - " # Put the output channel dimension before the output group dimension.\n", - " transformed_weight = transformed_weight.transpose(0, 1)\n", - "\n", - " return transformed_weight" - ], - "metadata": { - "id": "5mjhcKcfJyNB" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "ik = InterpolativeGroupKernel(\n", - " group=CyclicGroup(order=4),\n", - " kernel_size=5,\n", - " in_channels=2,\n", - " out_channels=8\n", - ")" - ], - "metadata": { - "id": "oZgu4yJIHbAN" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "weights = ik.sample()\n", - "weights.shape" - ], - "metadata": { - "id": "9Wq-_s5pdlbs", - "colab": { - "base_uri": "https://localhost:8080/" - }, - "outputId": "c8ed0077-8e35-43e2-d7b6-927e4d81a78a" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "torch.Size([8, 4, 2, 4, 5, 5])" - ] - }, - "metadata": {}, - "execution_count": 26 - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Let's visualize the sampled group convolution kernels! We visualize our 3D kernels in 2D by folding the input group dimension into the first spatial dimension. In doing so, we create a 2D flattened version of the 3D group convolution kernel, where spatial kernels corresponding to the different group elements lie along the spatial dimension. Each channel goes from `[num_group_elem, kernel_size, kernel_size]` to `[num_group_elem x kernel_size, kernel_size]`.\n", - "\n", - "To clearly see what happens to the group convolution kernel under transformation of the group $H$, we outline the spatial kernel corresponding to the first input group element in red. For subsequent transformations we can see this spatial kernel. See below!" - ], - "metadata": { - "id": "Rd9Ht3FDHPez" - } - }, - { - "cell_type": "code", - "source": [ - "plt.rcParams['figure.figsize'] = [10, 10]\n", - "\n", - "# For ease of viewing, we fold the input group dimension into the spatial x dimension\n", - "weights_t = weights.view(\n", - " weights.shape[0],\n", - " weights.shape[1],\n", - " weights.shape[2],\n", - " weights.shape[3] * weights.shape[4],\n", - " weights.shape[5]\n", - ")\n", - "\n", - "# pick an output channel to visualize\n", - "out_channel_idx = 0\n", - "\n", - "# create [in_channels, group_elements] figures\n", - "fig, ax = plt.subplots(weights.shape[2], weights.shape[1])\n", - "\n", - "for in_channel in range(weights.shape[2]):\n", - " for group_elem in range(weights.shape[1]):\n", - " ax[in_channel, group_elem].imshow(\n", - " weights_t[out_channel_idx, group_elem, in_channel, :, :].detach()\n", - " )\n", - "\n", - " # Outline the spatial kernel corresponding to the first group element under canonical transformation\n", - " rect = matplotlib.patches.Rectangle(\n", - " (-0.5, group_elem * weights_t.shape[-1] - 0.5), weights_t.shape[-1], weights_t.shape[-1], linewidth=5, edgecolor='r', facecolor='none')\n", - " ax[in_channel, group_elem].add_patch(rect)\n", - "\n", - "fig.text(0.5, 0.04, 'Group elements', ha='center')\n", - "fig.text(0.04, 0.5, 'Input channels / input group elements', va='center', rotation='vertical')\n", - "\n", - "plt.show()" - ], - "metadata": { - "id": "VpBkwrt5eLv0", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 638 - }, - "outputId": "44f3158e-dca4-4166-f805-2d22e3fc60dc" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "We see the same twist shift motion as we saw with the kernel grids!" - ], - "metadata": { - "id": "W1OgOOGZM2dn" - } - }, - { - "cell_type": "markdown", - "source": [ - "### **2.2.3 Implementing the group convolution**\n", - "\n", - "The next step is implementing the group convolution operation. \n", - "\n", - "Notes:\n", - "* We would still like to use PyTorch's `Conv2D` implementation, but we're now faced with an additional problem; the group dimension in the input feature map. Luckily we can resolve this problem in much the same way; normally a 2D convolution layer integrates over a local neighbourhood of all input channels. We would now additionally like to integrate over the entire group. Thus, we can simply treat the group dimensions in the input feature map as additional channel dimensions! We achieve this by folding our input group dimension into the input channel dimension; $f_{in}$ is reshaped from `[batch, in_channels, num_group_elem, spatial_1, spatial_2]` into `[batch, in_channels x num_group_elem, spatial_1, spatial_2]`.\n", - "* To match this, and to apply the same trick as we did in the lifting convolution to get results for each separate group element in the *output*, we also reshape our kernel from `[out_channels, num_group_elem, in_channels, num_group_elem, kernel_size, kernel_size]` to `[out_channels x num_group_elem, in_channels x num_group_elem, kernel_size, kernel_size]`. See below!" - ], - "metadata": { - "id": "cKVQA_-sNB3C" - } - }, - { - "cell_type": "code", - "source": [ - "class GroupConvolution(torch.nn.Module):\n", - "\n", - " def __init__(self, group, in_channels, out_channels, kernel_size):\n", - " super().__init__()\n", - "\n", - " self.kernel = InterpolativeGroupKernel(\n", - " group=group,\n", - " kernel_size=kernel_size,\n", - " in_channels=in_channels,\n", - " out_channels=out_channels\n", - " )\n", - "\n", - " def forward(self, x):\n", - " \"\"\" Perform lifting convolution\n", - "\n", - " @param x: Input sample [batch_dim, in_channels, group_dim, spatial_dim_1, \n", - " spatial_dim_2]\n", - " @return: Function on a homogeneous space of the group\n", - " [batch_dim, out_channels, num_group_elements, spatial_dim_1, \n", - " spatial_dim_2]\n", - " \"\"\"\n", - "\n", - " # We now fold the group dimensions of our input into the input channel\n", - " # dimension\n", - " x = x.reshape(\n", - " -1,\n", - " x.shape[1] * x.shape[2],\n", - " x.shape[3],\n", - " x.shape[4]\n", - " )\n", - "\n", - " # We obtain convolution kernels transformed under the group\n", - " conv_kernels = self.kernel.sample()\n", - "\n", - " # Apply group convolution, note that the reshape folds the group \n", - " # dimension of the kernel into the output channel dimension.\n", - " # Do you see why we (can) do this?\n", - " x = torch.nn.functional.conv2d(\n", - " input=x,\n", - " weight=conv_kernels.reshape(\n", - " self.kernel.out_channels * self.kernel.group.elements().numel(),\n", - " self.kernel.in_channels * self.kernel.group.elements().numel(),\n", - " self.kernel.kernel_size,\n", - " self.kernel.kernel_size\n", - " ),\n", - " )\n", - "\n", - " # Reshape [batch_dim, in_channels * num_group_elements, spatial_dim_1, \n", - " # spatial_dim_2] into [batch_dim, in_channels, num_group_elements, \n", - " # spatial_dim_1, spatial_dim_2], separating channel and group \n", - " # dimensions.\n", - " x = x.view(\n", - " -1,\n", - " self.kernel.out_channels,\n", - " self.kernel.group.elements().numel(),\n", - " x.shape[-1],\n", - " x.shape[-2],\n", - " )\n", - "\n", - " return x\n" - ], - "metadata": { - "id": "E_g-SBUkG_rK" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "## **2.3 Projection to obtain invariance and tying everything together**\n", - "\n", - "Up until now, our feature maps equivary with the group action of $\\mathbb{R}^2 \\rtimes H$; our feature maps are defined over $\\mathbb{R}^2 \\rtimes H$. Usually in a CNN, a series of convolutional layers build a representation, which is followed by a (number of) linear layer(s). To create a GCNN using our lifting and group convolution operations that is fully invariant to the action of the group, we must apply a projection operation invariant to the action of the group to our feature map, to reduce its dimensionality from `[batch, channels, num_group_elem, spatial_1, spatial_2]` to `[batch, channels]` or even . The representation that we obtain then is fully invariant to the group. This representation is pushed through a final linear layer to yield a classification.\n", - "\n", - "Below, we build a small GCNN from our implemented PyTorch modules.\n", - "\n", - "Notes:\n", - "* We use a mean-pooling operation to pool over group and spatial dimensions, but we could also use max or min pooling, or any other operation invariant to the group." - ], - "metadata": { - "id": "8IRSRZjOZBq8" - } - }, - { - "cell_type": "code", - "source": [ - "from functools import partial\n", - "\n", - "\n", - "class GroupEquivariantCNN(torch.nn.Module):\n", - "\n", - " def __init__(self, group, in_channels, out_channels, kernel_size, num_hidden, hidden_channels):\n", - " super().__init__()\n", - "\n", - " # Create the lifing convolution.\n", - " self.lifting_conv = LiftingConvolution(\n", - " group=group,\n", - " in_channels=in_channels,\n", - " out_channels=hidden_channels,\n", - " kernel_size=kernel_size\n", - " )\n", - "\n", - " # Create a set of group convolutions.\n", - " self.gconvs = torch.nn.ModuleList()\n", - " for i in range(num_hidden):\n", - " self.gconvs.append(\n", - " GroupConvolution(\n", - " group=group,\n", - " in_channels=hidden_channels,\n", - " out_channels=hidden_channels,\n", - " kernel_size=kernel_size\n", - " )\n", - " )\n", - "\n", - " # Create the projection layer.\n", - " self.projection_layer = partial(torch.mean, dim=(-3, -2, -1))\n", - "\n", - " # And a final linear layer for classification.\n", - " self.final_linear = torch.nn.Linear(hidden_channels, out_channels)\n", - " \n", - " def forward(self, x):\n", - " \n", - " # Lift and disentangle features in the input.\n", - " x = self.lifting_conv(x)\n", - " x = torch.nn.functional.layer_norm(x, x.shape[-4:])\n", - " x = torch.nn.functional.relu(x)\n", - "\n", - " # Apply group convolutions.\n", - " for gconv in self.gconvs:\n", - " x = gconv(x)\n", - " x = torch.nn.functional.layer_norm(x, x.shape[-4:])\n", - " x = torch.nn.functional.relu(x)\n", - " \n", - " # to ensure equivariance, apply max pooling over group and spatial dims\n", - " x = self.projection_layer(x).squeeze()\n", - "\n", - " x = self.final_linear(x)\n", - " return x" - ], - "metadata": { - "id": "mqM8mW7kKjv5" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "To compare, let's create a more or less identical CNN. The only difference here is that this network consists of regular convolution operations." - ], - "metadata": { - "id": "pH37MqePXevZ" - } - }, - { - "cell_type": "code", - "source": [ - "class CNN(torch.nn.Module):\n", - "\n", - " def __init__(self, in_channels, out_channels, kernel_size, num_hidden, hidden_channels):\n", - " super().__init__()\n", - "\n", - " self.first_conv = torch.nn.Conv2d(\n", - " in_channels=in_channels,\n", - " out_channels=hidden_channels,\n", - " kernel_size=kernel_size\n", - " )\n", - "\n", - " self.convs = torch.nn.ModuleList()\n", - " for i in range(num_hidden):\n", - " self.convs.append(\n", - " torch.nn.Conv2d(\n", - " in_channels=hidden_channels,\n", - " out_channels=hidden_channels,\n", - " kernel_size=kernel_size\n", - " )\n", - " )\n", - "\n", - " self.final_linear = torch.nn.Linear(hidden_channels, out_channels)\n", - " \n", - " def forward(self, x):\n", - "\n", - " x = self.first_conv(x)\n", - " x = torch.nn.functional.layer_norm(x, x.shape[-3:])\n", - " x = torch.nn.functional.relu(x)\n", - "\n", - " for conv in self.convs:\n", - " x = conv(x)\n", - " x = torch.nn.functional.layer_norm(x, x.shape[-3:])\n", - " x = torch.nn.functional.relu(x)\n", - " \n", - " # apply average pooling over remaining spatial dimensions\n", - " x = torch.nn.functional.adaptive_avg_pool2d(x, 1).squeeze()\n", - "\n", - " x = self.final_linear(x)\n", - " return x" - ], - "metadata": { - "id": "NQrW1_m9Izhl" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "# **3. Experimenting with our implementation**\n", - "\n", - "Note that for ease of model training and tracking, we additionally make use of `pytorch-lightning`. Although the specifics of this package aren't the focus of this tutorial, if you'd like a refresher please have a look at this excellent [Deep Learning 1 tutorial by Phillip Lippe](https://uvadlc-notebooks.readthedocs.io/en/latest/tutorial_notebooks/tutorial5/Inception_ResNet_DenseNet.html#PyTorch-Lightning).\n", - "\n" - ], - "metadata": { - "id": "JqF52R6DyWFx" - } - }, - { - "cell_type": "markdown", - "source": [ - "## **3.1 Generalization to the group action**\n", - "\n", - "To show the generalization capabilities of regular group convolutional networks, we will train this model on the MNIST training dataset, but evaluate it on an augmented version of the MNIST test set in which each image is randomly rotated by a continuous rotation between $[0, 2\\pi]$." - ], - "metadata": { - "id": "cw9pCZwDoviz" - } - }, - { - "cell_type": "code", - "source": [ - "# We normalize the training data.\n", - "train_transform = torchvision.transforms.Compose([torchvision.transforms.ToTensor(),\n", - " torchvision.transforms.Normalize((0.1307,), (0.3081,))\n", - " ])\n", - "\n", - "# To demonstrate the generalization capabilities our rotation equivariant layers bring, we apply a random\n", - "# rotation between 0 and 360 deg to the test set.\n", - "test_transform = torchvision.transforms.Compose([torchvision.transforms.ToTensor(),\n", - " torchvision.transforms.RandomRotation(\n", - " [0, 360],\n", - " torchvision.transforms.InterpolationMode.BILINEAR,\n", - " fill=0),\n", - " torchvision.transforms.Normalize((0.1307,), (0.3081,))\n", - " ])\n", - "\n", - "# We demonstrate our models on the MNIST dataset.\n", - "train_ds = torchvision.datasets.MNIST(root='', train=True, transform=train_transform, download=True)\n", - "test_ds = torchvision.datasets.MNIST(root='', train=False, transform=test_transform)\n", - "train_loader = torch.utils.data.DataLoader(train_ds, batch_size=64, shuffle=True)\n", - "test_loader = torch.utils.data.DataLoader(test_ds, batch_size=64, shuffle=False)\n", - "\n", - "# Set the random seed for reproducibility.\n", - "pl.seed_everything(12)" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 466, - "referenced_widgets": [ - "5e40eff46555437aa10290cd44b0d535", - "a49e5ba3fa884acc8242f8b489e4fd0a", - "c7d8e2d6a38d48c687bc75514feda04d", - "44c0f0e0e3224c81bc4e411ec82bd059", - "87d825f1c9bc4ae6ad3d352d92037ace", - "f6846fa30c83465f88d9f1144c73758c", - "e6a4069e17c64422842281c77e8e4c38", - "243aca878e0a413286f5da774116ef56", - "55a3ca917beb4d3a89a9935173224905", - "3ee7adbc35b74f9d9aa6581faac54ad2", - "742978e6199e4dc39e468924fc20e627", - "0e3e38e95192433a8a4167bc55a4fb43", - "9b02f4823aae48c0ae92ba269df3d926", - "fcc5f56ef3864f98968cc0b246cab498", - "c8621079507043adb57765f7553869b0", - "f9ac863d5a504b299d065777a71245a3", - "675fbd54815f4b7796056072cc2a2f65", - "cffc015531cc44f4af8512f6a99ad79c", - "86967997718845c1aeccb6e8a4244fe5", - "e75ce4f0858349f6a1c95c3c5ace13ca", - "8a2c2746ad884f0db288339115a261f0", - 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"outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\n", - "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to MNIST/raw/train-images-idx3-ubyte.gz\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - " 0%| | 0/9912422 [00:00" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "code", - "source": [ - "class DataModule(pl.LightningModule):\n", - "\n", - " def __init__(self, model_name, model_hparams, optimizer_name, optimizer_hparams):\n", - " \"\"\"\n", - " Inputs:\n", - " model_name - Name of the model/CNN to run. Used for creating the model (see function below)\n", - " model_hparams - Hyperparameters for the model, as dictionary.\n", - " optimizer_name - Name of the optimizer to use. Currently supported: Adam, SGD\n", - " optimizer_hparams - Hyperparameters for the optimizer, as dictionary. This includes learning rate, weight decay, etc.\n", - " \"\"\"\n", - " super().__init__()\n", - " # Exports the hyperparameters to a YAML file, and create \"self.hparams\" namespace\n", - " self.save_hyperparameters()\n", - " # Create model\n", - " self.model = create_model(model_name, model_hparams)\n", - " # Create loss module\n", - " self.loss_module = nn.CrossEntropyLoss()\n", - "\n", - " def forward(self, imgs):\n", - " return self.model(imgs)\n", - "\n", - " def configure_optimizers(self):\n", - " # AdamW is Adam with a correct implementation of weight decay (see here for details: https://arxiv.org/pdf/1711.05101.pdf)\n", - " optimizer = optim.AdamW(\n", - " self.parameters(), **self.hparams.optimizer_hparams)\n", - " return [optimizer], []\n", - "\n", - " def training_step(self, batch, batch_idx):\n", - " # \"batch\" is the output of the training data loader.\n", - " imgs, labels = batch\n", - " preds = self.model(imgs)\n", - " loss = self.loss_module(preds, labels)\n", - " acc = (preds.argmax(dim=-1) == labels).float().mean()\n", - "\n", - " # Logs the accuracy per epoch to tensorboard (weighted average over batches)\n", - " self.log('train_acc', acc, on_step=False, on_epoch=True)\n", - " self.log('train_loss', loss)\n", - " return loss # Return tensor to call \".backward\" on\n", - "\n", - " def validation_step(self, batch, batch_idx):\n", - " imgs, labels = batch\n", - " preds = self.model(imgs).argmax(dim=-1)\n", - " acc = (labels == preds).float().mean()\n", - " # By default logs it per epoch (weighted average over batches)\n", - " self.log('val_acc', acc, prog_bar=True)\n", - "\n", - " def test_step(self, batch, batch_idx):\n", - " imgs, labels = batch\n", - " preds = self.model(imgs).argmax(dim=-1)\n", - " acc = (labels == preds).float().mean()\n", - " # By default logs it per epoch (weighted average over batches), and returns it afterwards\n", - " self.log('test_acc', acc, prog_bar=True)" - ], - "metadata": { - "id": "8ObxVDML_K3D" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "We create a dictionary to keep track of our models" - ], - "metadata": { - "id": "QogdSnlUY87T" - } - }, - { - "cell_type": "code", - "source": [ - "model_dict = {\n", - " 'CNN': CNN,\n", - " 'GCNN': GroupEquivariantCNN\n", - "}\n", - "\n", - "def create_model(model_name, model_hparams):\n", - " if model_name in model_dict:\n", - " return model_dict[model_name](**model_hparams)\n", - " else:\n", - " assert False, f\"Unknown model name \\\"{model_name}\\\". Available models are: {str(model_dict.keys())}\"" - ], - "metadata": { - "id": "SH1NiqrHAgPp" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "code", - "source": [ - "def train_model(model_name, save_name=None, **kwargs):\n", - " \"\"\"\n", - " Inputs:\n", - " model_name - Name of the model you want to run. Is used to look up the class in \"model_dict\"\n", - " save_name (optional) - If specified, this name will be used for creating the checkpoint and logging directory.\n", - " \"\"\"\n", - " if save_name is None:\n", - " save_name = model_name\n", - "\n", - " # Create a PyTorch Lightning trainer with the generation callback\n", - " trainer = pl.Trainer(default_root_dir=os.path.join(CHECKPOINT_PATH, save_name), # Where to save models\n", - " gpus=1 if str(device)==\"cuda:0\" else 0, # We run on a single GPU (if possible)\n", - " max_epochs=10, # How many epochs to train for if no patience is set\n", - " callbacks=[ModelCheckpoint(save_weights_only=True, mode=\"max\", monitor=\"val_acc\"), # Save the best checkpoint based on the maximum val_acc recorded. Saves only weights and not optimizer\n", - " LearningRateMonitor(\"epoch\")])\n", - " trainer.logger._default_hp_metric = None # Optional logging argument that we don't need\n", - "\n", - " # Check whether pretrained model exists. If yes, load it and skip training\n", - " pretrained_filename = os.path.join(CHECKPOINT_PATH, save_name + \".ckpt\")\n", - " \n", - " if os.path.isfile(pretrained_filename):\n", - " print(f\"Found pretrained model at {pretrained_filename}, loading...\")\n", - " model = DataModule.load_from_checkpoint(pretrained_filename) # Automatically loads the model with the saved hyperparameters\n", - " else:\n", - " pl.seed_everything(12) # To be reproducable\n", - " model = DataModule(model_name=model_name, **kwargs)\n", - " trainer.fit(model, train_loader, test_loader)\n", - " model = DataModule.load_from_checkpoint(trainer.checkpoint_callback.best_model_path) # Load best checkpoint after training\n", - "\n", - " # Test best model on test set\n", - " val_result = trainer.test(model.to(device), test_dataloaders=test_loader, verbose=False)\n", - " result = {\"val\": val_result[0][\"test_acc\"]}\n", - "\n", - " return model, result" - ], - "metadata": { - "id": "9z-E3CELADja" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Let's train the conventional CNN first!" - ], - "metadata": { - "id": "SbcYchZ_ZFb3" - } - }, - { - "cell_type": "code", - "source": [ - "cnn_model, cnn_results = train_model(model_name=\"CNN\",\n", - " model_hparams={\"in_channels\": 1,\n", - " \"out_channels\": 10,\n", - " \"kernel_size\": 5,\n", - " \"num_hidden\":4,\n", - " \"hidden_channels\":32},\n", - " optimizer_name=\"Adam\",\n", - " optimizer_hparams={\"lr\": 1e-2,\n", - " \"weight_decay\": 1e-4},\n", - " save_name='cnn-pretrained')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 194, - "referenced_widgets": [ - "f0f0317bb8d24b83a4630adbf69d6c92", - "ef9b501369bd438c8f232f7001b2d645", - "2fab70267cd84d0cbd702524f8837b1b", - "b20a9c61f54c4cf7b0d33213a4315e10", - "bc9597f452e64ead9cfcb55e06b1a03d", - "7179e6eb081a4248a3defdcd4d61c2af", - "d30f5689798f417994812fb7bf7b6776", - "607f1e227fb642768babf85f201a0814", - "8a8a23d2fbf84e6ebf580b84c1f30081", - "d0ba237d4e1e4f58a9ae17445e00e512", - "bc978d3b901847e78a96d2011d6d4aa4" - ] - }, - "id": "yfY28uVsAtCW", - "outputId": "3116b7e9-1803-48f2-803a-86084811ab1d" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "GPU available: False, used: False\n", - "TPU available: False, using: 0 TPU cores\n", - "IPU available: False, using: 0 IPUs\n", - "/usr/local/lib/python3.7/dist-packages/pytorch_lightning/trainer/trainer.py:907: LightningDeprecationWarning: `trainer.test(test_dataloaders)` is deprecated in v1.4 and will be removed in v1.6. Use `trainer.test(dataloaders)` instead.\n", - " \"`trainer.test(test_dataloaders)` is deprecated in v1.4 and will be removed in v1.6.\"\n", - "Missing logger folder: saved_models/cnn-pretrained/lightning_logs\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Found pretrained model at ./saved_models/cnn-pretrained.ckpt, loading...\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "Testing: 0it [00:00, ?it/s]" - ], - "application/vnd.jupyter.widget-view+json": { - "version_major": 2, - "version_minor": 0, - "model_id": "f0f0317bb8d24b83a4630adbf69d6c92" - } - }, - "metadata": {} - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Next, we train the GCNN. Note that we reduce the number of channels by half to account for the increased kernel dimensionality. We do this to keep the number of trainable parameters more or less equal." - ], - "metadata": { - "id": "QAR_u3gMZJTj" - } - }, - { - "cell_type": "code", - "source": [ - "gcnn_model, gcnn_results = train_model(model_name=\"GCNN\",\n", - " model_hparams={\"in_channels\": 1,\n", - " \"out_channels\": 10,\n", - " \"kernel_size\": 5,\n", - " \"num_hidden\": 4,\n", - " \"hidden_channels\":16, # to account for the increase in trainable parameters due to the extra dimension in our feature maps, remove some hidden channels.\n", - " \"group\":CyclicGroup(order=4).to(device)},\n", - " optimizer_name=\"Adam\",\n", - " optimizer_hparams={\"lr\": 1e-2,\n", - " \"weight_decay\": 1e-4},\n", - " save_name='gcnn-pretrained')" - ], - "metadata": { - "id": "-bG1HQ_-BRL0", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 194, - "referenced_widgets": [ - "24669b5afaf34157a877b9427b751333", - "3cfd808b656c4009ac6c85617f387548", - "066d05d6da0844ea8ec2bcd853e99220", - "ca1339a05d8c4b62888199a6e8533fe1", - "0e5897c2863847f5819c5ab296b0acb6", - "daaab83d37a042c2b00c37f5c5eef57f", - "53d5067653f74400b92fcabfeef2439a", - "74672204f9bd486b94e745609410bc1a", - "8ca4c4e296174f6991e533d7fbed7043", - "dbd34a6eab184d8f962451d682d80c43", - "b43f4d9da60a4b869cc96a9515ee0db4" - ] - }, - "outputId": "c2767f12-29e9-4eb8-faad-e2f8176c29f1" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "GPU available: False, used: False\n", - "TPU available: False, using: 0 TPU cores\n", - "IPU available: False, using: 0 IPUs\n", - "/usr/local/lib/python3.7/dist-packages/pytorch_lightning/trainer/trainer.py:907: LightningDeprecationWarning: `trainer.test(test_dataloaders)` is deprecated in v1.4 and will be removed in v1.6. Use `trainer.test(dataloaders)` instead.\n", - " \"`trainer.test(test_dataloaders)` is deprecated in v1.4 and will be removed in v1.6.\"\n", - "Missing logger folder: saved_models/gcnn-pretrained/lightning_logs\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Found pretrained model at ./saved_models/gcnn-pretrained.ckpt, loading...\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "Testing: 0it [00:00, ?it/s]" - ], - "application/vnd.jupyter.widget-view+json": { - "version_major": 2, - "version_minor": 0, - "model_id": "24669b5afaf34157a877b9427b751333" - } - }, - "metadata": {} - } - ] - }, - { - "cell_type": "code", - "source": [ - "%%html\n", - "\n", - "" - ], - "metadata": { - "id": "SJcEUD2aZsOV", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 17 - }, - "outputId": "0a7564c3-1ac6-4d84-dba5-04c9a2a3aec5" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "" - ], - "text/html": [ - "\n", - "" - ] - }, - "metadata": {} - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Let us inspect the final results from both models. As we can see the GCNN performs considerably better than the CNN. This because the GCNN implementation is invariant to rotations of 90 deg, which makes it able to recognize the handwritten digits in the test set under such rotations. Of course, since the test images are rotated by continuous rotations between 0 and 360 deg, the GCNN model still doesn't obtain perfect accuracy. How could we further improve the GCNNs generalization?" - ], - "metadata": { - "id": "HabCot3dZvDw" - } - }, - { - "cell_type": "code", - "source": [ - "import tabulate\n", - "from IPython.display import display, HTML\n", - "all_models = [\n", - " (\"CNN\", cnn_results, cnn_model),\n", - " (\"GCNN\", gcnn_results, gcnn_model),\n", - "]\n", - "table = [[model_name,\n", - " f\"{100.0*model_results['val']:4.2f}%\",\n", - " \"{:,}\".format(sum([np.prod(p.shape) for p in model.parameters()]))]\n", - " for model_name, model_results, model in all_models]\n", - "display(HTML(tabulate.tabulate(table, tablefmt='html', headers=[\"Model\", \"Val Accuracy\", \"Num Parameters\"])))" - ], - "metadata": { - "id": "hUwC3ZZ15gxC", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 83 - }, - "outputId": "90101c24-ffab-4af6-d64e-5bf0f0ddcbda" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "" - ], - "text/html": [ - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "
Model Val Accuracy Num Parameters
CNN 46.97% 103,690
GCNN 91.35% 102,970
" - ] - }, - "metadata": {} - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "### **3.2 Inspecting the created feature maps**\n", - "\n", - "To better understand what happens inside our CNN and GCNN as we rotate an input image, let's visualize a single channel of a feature map in the second layer of the network for different rotations of an input image." - ], - "metadata": { - "id": "9zVYhqtr48YA" - } - }, - { - "cell_type": "code", - "source": [ - "train_ds = torchvision.datasets.MNIST(root='', train=False, transform=None)\n", - "\n", - "# Get an image from the test dataset.\n", - "digit, label = train_ds[123]\n", - "\n", - "# Turn it into a tensor\n", - "digit = transforms.ToTensor()(digit)\n", - "\n", - "plt.imshow(digit.squeeze())\n", - "plt.title(f'Label: {label}')\n", - "plt.show()" - ], - "metadata": { - "id": "4YLg6NzdGJXx", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 607 - }, - "outputId": "0cb702a6-36b3-4322-f39d-c325d00a7bb3" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "code", - "source": [ - "plt.rcParams['figure.figsize'] = [20, 3]\n", - "\n", - "# Get a set of angles by which to rotate this image.\n", - "rots = torch.linspace(0, 360 - 360/8, 8)\n", - "\n", - "# Rotate the input image and push it through the normalization transform\n", - "rot_digit = torch.stack(tuple(torchvision.transforms.functional.rotate(digit, a.item(), torchvision.transforms.functional.InterpolationMode.BILINEAR) for a in rots))\n", - "rot_digit = torchvision.transforms.Normalize((0.1307,), (0.3081,))(rot_digit)\n", - "\n", - "# Create a subfigure for every rotated input\n", - "fig, ax = plt.subplots(1, rots.numel())\n", - "\n", - "for idx, rotation in enumerate(rots):\n", - " ax[idx].imshow(\n", - " rot_digit[idx, :, :].squeeze()\n", - " )\n", - " ax[idx].set_title(f\"{int(rotation)} deg\")\n", - "\n", - "fig.text(0.5, 0.04, 'Rotations of input image', ha='center')\n", - "\n", - "plt.show()" - ], - "metadata": { - "id": "6QjjANltGaEU", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 208 - }, - "outputId": "06a78c6f-9321-4370-f030-8dba1126fcf1" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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- }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "code", - "source": [ - "# Forward it through the first few layers of the CNN\n", - "cnn_out = cnn_model.model.first_conv(rot_digit)\n", - "cnn_out = torch.nn.functional.relu(torch.nn.functional.layer_norm(cnn_out, cnn_out.shape[-3:]))\n", - "for i in range(2):\n", - " cnn_out = cnn_model.model.convs[i](cnn_out)\n", - " cnn_out = torch.nn.functional.relu(torch.nn.functional.layer_norm(cnn_out, cnn_out.shape[-3:]))\n", - "\n", - "# Let's also see what happens after we apply projection over remaining spatial dimensions.\n", - "projected_cnn_out = torch.nn.functional.adaptive_avg_pool2d(cnn_out, 1).squeeze()\n", - "\n", - "# Forward it through the first few layers of the GCNN\n", - "gcnn_out = gcnn_model.model.lifting_conv(rot_digit)\n", - "gcnn_out = torch.nn.functional.relu(torch.nn.functional.layer_norm(gcnn_out, gcnn_out.shape[-4:]))\n", - "for i in range(2):\n", - " gcnn_out = gcnn_model.model.gconvs[i](gcnn_out)\n", - " gcnn_out = torch.nn.functional.relu(torch.nn.functional.layer_norm(gcnn_out, gcnn_out.shape[-4:]))\n", - "\n", - "# And let's see what happens if we apply the projection on this equivariant representation\n", - "projected_gcnn_out = torch.mean(gcnn_out, dim=(-3, -2, -1))" - ], - "metadata": { - "id": "CKb8lCNjbJ9L" - }, - "execution_count": null, - "outputs": [] - }, - { - "cell_type": "markdown", - "source": [ - "Let's first visualize the activations after the third convolution for a single channel of the regular CNN." - ], - "metadata": { - "id": "rBMMOTc5eN2w" - } - }, - { - "cell_type": "code", - "source": [ - "plt.rcParams['figure.figsize'] = [20, 4]\n", - "\n", - "# Pick a channel to visualize\n", - "channel_idx = 2\n", - "\n", - "# Create a subfigure for every rotated input\n", - "fig, ax = plt.subplots(1, rots.numel())\n", - "\n", - "for idx, rotation in enumerate(rots):\n", - " ax[idx].imshow(\n", - " cnn_out[idx, out_channel_idx, :, :].detach().numpy()\n", - " )\n", - " ax[idx].set_title(f\"{int(rotation)} deg\")\n", - "\n", - "fig.text(0.5, 0.04, 'Rotations of input image', ha='center')\n", - "\n", - "plt.show()" - ], - "metadata": { - "id": "JhBC_PqWczbu", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 241 - }, - "outputId": "d0b77f42-d482-40ba-9333-1d06bcc96cf8" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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- }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "Representations change dramatically as the input rotates. To the CNN, each of these images are completely different. These representations are not equivariant to rotation.\n", - "\n", - "Let's move on to visualizing a single channel of the GCNN after the second gconv." - ], - "metadata": { - "id": "XFp0uC9hhyOh" - } - }, - { - "cell_type": "code", - "source": [ - "plt.rcParams['figure.figsize'] = [20, 9]\n", - "\n", - "# Pick a channel to visualize\n", - "channel_idx = 2\n", - "\n", - "# Create a subfigure for every rotated input and every group element\n", - "fig, ax = plt.subplots(gcnn_out.shape[2], rots.numel())\n", - "\n", - "for idx, rotation in enumerate(rots):\n", - " for group_element_idx in range(gcnn_out.shape[2]):\n", - " ax[group_element_idx ,idx].imshow(\n", - " gcnn_out[idx, out_channel_idx, group_element_idx, :, :].detach().numpy()\n", - " )\n", - " ax[0, idx].set_title(f\"{int(rotation)} deg\")\n", - " \n", - "\n", - "fig.text(0.5, 0.04, 'Rotations of input image', ha='center')\n", - "fig.text(0.04, 0.5, '$H$ dimension in feature map', va='center', rotation='vertical')\n", - "\n", - "plt.show()" - ], - "metadata": { - "id": "o8i-AneueNRX", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 593 - }, - "outputId": "f7fda281-50eb-4e0f-bdfc-06368012d650" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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- }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "We can see that indeed, save for some interpolation artefacts, the feature maps equivary with rotations that are multiples of 90 deg! These representations are equivariant to rotations of 90 degrees.\n", - "\n", - "Lastly, we inspect the representations we obtain after the projection step for the CNN and GCNN. We visualize all channels. These are the representations on which the final linear layer(s) perform classification." - ], - "metadata": { - "id": "57Iir1wMhi48" - } - }, - { - "cell_type": "code", - "source": [ - "plt.rcParams['figure.figsize'] = [20, 10]\n", - "\n", - "# Create a subfigure for every rotated input\n", - "fig, ax = plt.subplots(rots.numel(), 1)\n", - "\n", - "for idx, rotation in enumerate(rots):\n", - " ax[idx].imshow(\n", - " projected_cnn_out[idx, None, :].detach().numpy()\n", - " )\n", - " ax[idx].set_title(f\"{int(rotation)} deg\")\n", - " ax[idx].set_yticks([])\n", - "\n", - "fig.text(0.5, 0.04, 'Channels', ha='center')\n", - "fig.text(0.04, 0.5, 'Rotations of input image', va='center', rotation='vertical')\n", - "\n", - "plt.show()" - ], - "metadata": { - "id": "N0PKnbsjAmmo", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 642 - }, - "outputId": "d82886f2-4f36-4b8c-bfa6-4fa89f3b0242" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "As we can see, as the input image rotates, the representations change. The representations built by the network are not invariant to rotation, and as such, the linear layers may classify them differently." - ], - "metadata": { - "id": "A4enc61PEq0Y" - } - }, - { - "cell_type": "code", - "source": [ - "plt.rcParams['figure.figsize'] = [10, 10]\n", - "\n", - "# Create a subfigure for every rotated input\n", - "fig, ax = plt.subplots(rots.numel(), 1)\n", - "\n", - "for idx, rotation in enumerate(rots):\n", - " ax[idx].imshow(\n", - " projected_gcnn_out[idx, None, :].detach().numpy()\n", - " )\n", - " ax[idx].set_title(f\"{int(rotation)} deg\")\n", - " ax[idx].set_yticks([])\n", - "\n", - "fig.text(0.5, 0.04, 'Channels', ha='center')\n", - "fig.text(0.04, 0.5, 'Rotations of input image', va='center', rotation='vertical')\n", - "\n", - "plt.show()" - ], - "metadata": { - "id": "2sAZblRTBWSM", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 642 - }, - "outputId": "ef4d4ee3-3272-4386-b32f-a52e7fb1a34a" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ] - }, - { - "cell_type": "markdown", - "source": [ - "The representations built for each of the rotated inputs is (more or less) equal! These representations *are* invariant to 90 degree rotations, and the final linear layers see them as identical!" - ], - "metadata": { - "id": "JnNHbCx9FQeq" - } - }, - { - "cell_type": "markdown", - "source": [ - "# **4. Concluding remarks**\n", - "\n", - "We've seen how to implement a basic regular group convolutional network equivariant to rotations of 90 degrees. A couple suggestions of things to ponder on... Feel free to use these as starting point for a possible project you'd like to do:\n", - "* What other groups could be interesting in computer vision problems? (these often come with their own interesting challenges). \n", - "* We used interpolation to obtain our values for transformed kernels. As mentioned, this makes our networks prone to interpolation artefacts. Would our interpolation implementation work well for other groups? Could you maybe think of other ways of defining the kernel over a continuous domain?\n", - "* Here we worked with a one-dimensional group. What would it take to implement group convolutions for multidimensional groups $H$?" - ], - "metadata": { - "id": "-uDt6_IbFq47" - } + { + "cell_type": "markdown", + "metadata": { + "id": "AYDxPVnyrnWe" + }, + "source": [ + "**Filled notebook:** \n", + "\n", + "**Pre-trained models:** \n", + " \n", + "**Authors:**\n", + "David Knigge, Gabriele Cesa\n", + "\n", + "# **0. Introduction**\n", + "In this notebook, we will be implementing regular group convolutional networks from scratch, only making use of `pytorch` primitives. The goal is to get familiar with the practical considerations to take into account when actually implementing these convolutional networks. Questions and feedback may be forwarded to David Knigge; d.m.knigge@uva.nl.\n", + "\n", + "If you'd like a refresher of the lecture, here we give a brief overview of the operations we are going to work with / implement. These will be treated more extensively below. For simplicity of notation, here we assume each CNN layer consists of only a single channel.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "KtmyGOIwdjvO" + }, + "source": [ + "## **0.1 Brief recap on CNNs**\n", + "Conventional CNNs make use of the convolution operator, here defined over $\\mathbb{R}^2$ for a signal $f:\\mathbb{R}^2 \\rightarrow \\mathbb{R}$ and a kernel $k: \\mathbb{R}^2 \\rightarrow \\mathbb{R}$ at $\\mathbf{x}\\in \\mathbb{R}^2$:\n", + "\n", + "$$\n", + "(f * k) (\\mathbf{x}) = \n", + " \\int_{\\mathbb{R}^2} f(\\tilde{\\mathbf{x}})k(\\tilde{\\mathbf{x}} - \\mathbf{x}) \\text{d}\\tilde{\\mathbf{x}},\n", + "$$\n", + "\n", + "As we can see, the convolution operation comes down to an inner product of the function $f$ and a shifted kernel $k$. \n", + "\n", + "> Sidenote: In reality CNNs implement a discretised version of this operation;\n", + "$$\n", + "\\begin{aligned}\n", + "(f*k) (\\mathbf{x}) &= \\sum_{\\mathbf{\\tilde{x}} \\in \\mathbb{Z}^2} f(\\mathbf{\\tilde{x}})k(\\mathbf{x}-\\mathbf{\\tilde{x}})\\Delta\\mathbf{\\tilde{x}}\\\\\n", + "&= \\sum_{\\mathbf{\\tilde{x}} \\in \\mathbb{Z}^2} f(\\mathbf{\\tilde{x}})k(\\mathbf{x}-\\mathbf{\\tilde{x}})\n", + "\\end{aligned}\n", + "$$\n", + "Where above, since pixels in an image are generally evenly spaced, we set $\\Delta \\mathbf{\\tilde{x}}=1$. For this recap we stay in the continuous domain for simplicity.\n", + "\n", + "In convolution layers, like PyTorch's `Conv2D` implementation, the above operation is carried out for every $\\mathbf{x} \\in \\mathbb{Z}^2$ (limited of course to the domain over which the image is defined). Because the same set of weights is used throughout the input, the output of this operation is [equivariant](https://en.wikipedia.org/wiki/Convolution#Translational_equivariance) to transformations from the translation group $\\mathbb{R}^2$. Furthermore $f,k$ usually consist of a number of channels, which are all summed over.\n", + "\n", + "\n", + "In this tutorial, we will use PyTorch's `torch.nn.functional.conv2d()` function to perform this integration operation at every position in input feature map. This saves us having to implement the convolution operation ourselves.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "iWczmQm_dlEh" + }, + "source": [ + "\n", + "## **0.2 Brief recap on GCNNs**\n", + "In regular group convolutions, the goal is to have a CNN of which are not only equivariant to translations $\\mathbb{R}^2$, but which are also equivariant to another (usually broader) group of interest $G$. We focus specifically on groups which are combinations of translations $\\mathbb{R}^2$ and some group of interest $H$. In this tutorial we keep to the group of 90 degree rotations in 2D; the [Cyclic group](https://en.wikipedia.org/wiki/Cyclic_group) of order 4 $H=C_4$. \n", + "\n", + "We will operate on 2D images, generally defined on $\\mathbb{R}^2$, as such, the first step in constructing a network which can track under which _pose_ (read: transformation from a group $G=\\mathbb{R}^2\\rtimes H$) a feature in the input occurs, we need to transfer our signal to a domain in which the same feature under a different pose is disentangled. This happens through _the lifting convolution_, which maps features in our input signal $f_{in}:\\mathbb{R}^2\\rightarrow \\mathbb{R}$ to a feature map on the group $f_{out}:G\\rightarrow \\mathbb{R}$. For a signal and kernel $f,k$ both defined on $\\mathbb{R}^2$, and a group element $g=(\\boldsymbol{x}, h) \\in G=\\mathbb{R}^2 \\rtimes H$:" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "2lca3YF0aQEu" + }, + "source": [ + "$$\n", + "(f *_{\\text{lifting}} k) (g) = \n", + "\\int_{\\mathbb{R}^2} f(\\tilde{\\mathbf{x}})k_h(\\tilde{\\mathbf{x}} - \\mathbf{x}) \\,{\\rm d}\\tilde{\\mathbf{x}}.\n", + "$$" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "HTLw8ePqgyxs" + }, + "source": [ + "Where $k_h$ is the kernel $k:\\mathbb{R}^2 \\rightarrow \\mathbb{R}$ transformed under the regular representation $\\mathcal{L}_h$ of a group element $h \\in H$; $k_h = \\frac{1}{| h|}\\mathcal{L}_{h}[k]$.\n", + "\n", + "> Sidenote:\n", + "The factor $\\frac{1}{| h|}$, with $|h|$ the determinant of the matrix representation of $h$ in $\\mathbb{R}^2$, accounts for a possible change in volume on $\\mathbb{R}^2$ that $h$ might have. Working with the cyclic group, we don't encounter this problem (the determinant of a rotation matrix is 1, volumes are invariant to rotations on $\\mathbb{R}^2$), but if you'd like to implement equivariance to for example the dilation group, this becomes important.\n", + "\n", + "Next, now that we have a feature map defined on the group; $f_{out}:G\\rightarrow \\mathbb{R}$, we apply group convolutions, extending the convolution operation to an integral over the entire group $G$;\n", + "\n", + "$$\n", + "\\begin{aligned}\n", + "(f *_{\\mathrm{group}} k) (g) &=\\int_G f(\\tilde{g})k(g^{-1} \\cdot \\tilde{g}) {\\rm d}\\tilde{g} \\\\\n", + "&=\\int_{\\mathbb{R}^2}\\int_H f(\\tilde{\\mathbf{x}}, \\tilde{h})\\mathcal{L}_{x}\\mathcal{L}_{h}k(\\tilde{\\mathbf{x}}, \\tilde{h})\\dfrac{1}{|h|} \\,{\\rm d}\\mathbf{\\tilde{x}}\\,{\\rm d}\\tilde{h}\\\\\n", + "&=\\int_{\\mathbb{R}^2}\\int_H f(\\tilde{\\mathbf{x}},\\tilde{h})k({h^{-1}}(\\tilde{\\mathbf{x}}-\\mathbf{x}), h^{-1}\\cdot \\tilde{h})\\dfrac{1}{|h|} \\,{\\rm d}\\mathbf{\\tilde{x}}\\,{\\rm d}\\tilde{h}.\n", + "\\end{aligned}\n", + "$$\n", + "\n", + "The main difference with the lifting convolution is that the signal and kernel $f,k$ are both functions on $G$;$G\\rightarrow \\mathbb{R}$, and the integral reflects this by extending over the entire group $G$. Other than that, there is little difference!\n", + "\n", + "After a number of such group convolutional layers, we will want to ultimately obtain a representation that is invariant to the group action. We can do this by performing a projection which collapses our function defined over $G$ to a single point, with an operation that is invariant to the group action (summing, averaging, max, min).\n", + "\n", + "After this short refresher, let's get to coding!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "72vYQ4jfrNuM" + }, + "source": [ + "## **0.3 Installing and importing some useful packages**\n", + "\n", + "Here we install and import some libraries that we will use throughout this tutorial. We use the `pytorch` as our deep learning framework of choice. Note that for ease of model training and tracking, we additionally make use of `pytorch-lightning`. Although the specifics of this package aren't the focus of this tutorial, if you'd like a refresher please have a look at this excellent [Deep Learning 1 tutorial by Phillip Lippe](https://uvadlc-notebooks.readthedocs.io/en/latest/tutorial_notebooks/tutorial5/Inception_ResNet_DenseNet.html#PyTorch-Lightning)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "collapsed": true, + "id": "b2NkeEdPqwBc", + "outputId": "6b0a1785-3d5c-4bae-822d-41ddea927570" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[K |████████████████████████████████| 527 kB 6.3 MB/s \n", + "\u001b[K |████████████████████████████████| 952 kB 50.4 MB/s \n", + "\u001b[K |████████████████████████████████| 596 kB 43.0 MB/s \n", + "\u001b[K |████████████████████████████████| 134 kB 33.6 MB/s \n", + "\u001b[K |████████████████████████████████| 829 kB 42.4 MB/s \n", + "\u001b[K |████████████████████████████████| 398 kB 40.0 MB/s \n", + "\u001b[K |████████████████████████████████| 1.1 MB 47.3 MB/s \n", + "\u001b[K |████████████████████████████████| 144 kB 48.2 MB/s \n", + "\u001b[K |████████████████████████████████| 94 kB 3.0 MB/s \n", + "\u001b[K |████████████████████████████████| 271 kB 46.8 MB/s \n", + "\u001b[?25h Building wheel for future (setup.py) ... \u001b[?25l\u001b[?25hdone\n", + "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", + "tensorflow 2.8.0 requires tf-estimator-nightly==2.8.0.dev2021122109, which is not installed.\n", + "datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.\u001b[0m\n", + "--2022-03-24 16:18:16-- https://raw.githubusercontent.com/david-knigge/uvadlc2-tutorial-1-regular-group-convolutions/main/4.2.07.tiff\n", + "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n", + "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 786572 (768K) [image/tiff]\n", + "Saving to: ‘paprika.tiff’\n", + "\n", + "paprika.tiff 100%[===================>] 768.14K --.-KB/s in 0.03s \n", + "\n", + "2022-03-24 16:18:17 (22.2 MB/s) - ‘paprika.tiff’ saved [786572/786572]\n", + "\n", + "--2022-03-24 16:18:17-- https://raw.githubusercontent.com/david-knigge/uvadlc2-tutorial-1-regular-group-convolutions/main/cnn-pretrained.ckpt\n", + "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n", + "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 418817 (409K) [application/octet-stream]\n", + "Saving to: ‘./saved_models/cnn-pretrained.ckpt’\n", + "\n", + "./saved_models/cnn- 100%[===================>] 409.00K --.-KB/s in 0.02s \n", + "\n", + "2022-03-24 16:18:17 (17.4 MB/s) - ‘./saved_models/cnn-pretrained.ckpt’ saved [418817/418817]\n", + "\n", + "--2022-03-24 16:18:17-- https://raw.githubusercontent.com/david-knigge/uvadlc2-tutorial-1-regular-group-convolutions/main/gcnn-pretrained.ckpt\n", + "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n", + "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 442080 (432K) [application/octet-stream]\n", + "Saving to: ‘./saved_models/gcnn-pretrained.ckpt’\n", + "\n", + "./saved_models/gcnn 100%[===================>] 431.72K --.-KB/s in 0.02s \n", + "\n", + "2022-03-24 16:18:18 (18.0 MB/s) - ‘./saved_models/gcnn-pretrained.ckpt’ saved [442080/442080]\n", + "\n" + ] } - ] -} \ No newline at end of file + ], + "source": [ + "# Uncomment the following line if you are running this notebook locally to install the required packages. On Google Colab\n", + "# these packages are preinstalled!\n", + "\n", + "# !pip3 install matplotlib torch==1.11.0+cu113 torchvision==0.12.0+cu113 torchaudio==0.11.0+cu113 -f https://download.pytorch.org/whl/cu113/torch_stable.html pytorch-lightning==1.4\n", + "\n", + "# PyTorch Lightning isn't preinstalled on Google Colab. Let's install it.\n", + "try:\n", + " import pytorch_lightning as pl\n", + "except ModuleNotFoundError: # Google Colab does not have PyTorch Lightning installed by default. Hence, we do it here if necessary\n", + " !pip3 install pytorch-lightning==1.4 --quiet\n", + " import pytorch_lightning as pl\n", + "\n", + "\n", + "# Download an image that we will use throuhgout this notebook in examples\n", + "!wget -O paprika.tiff https://raw.githubusercontent.com/david-knigge/uvadlc2-tutorial-1-regular-group-convolutions/main/4.2.07.tiff\n", + "\n", + "# Download pretrained models\n", + "!mkdir saved_models\n", + "!wget -O ./saved_models/cnn-pretrained.ckpt https://raw.githubusercontent.com/david-knigge/uvadlc2-tutorial-1-regular-group-convolutions/main/cnn-pretrained.ckpt\n", + "!wget -O ./saved_models/gcnn-pretrained.ckpt https://raw.githubusercontent.com/david-knigge/uvadlc2-tutorial-1-regular-group-convolutions/main/gcnn-pretrained.ckpt" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "3XblvSZl_ie9" + }, + "outputs": [], + "source": [ + "## Standard libraries\n", + "import os\n", + "import numpy as np\n", + "from PIL import Image\n", + "from types import SimpleNamespace\n", + "\n", + "## Imports for plotting\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "\n", + "## PyTorch\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.utils.data as data\n", + "import torch.optim as optim\n", + "## Torchvision\n", + "import torchvision\n", + "from torchvision.datasets import MNIST\n", + "from torchvision import transforms\n", + "## PyTorch Lightning\n", + "import pytorch_lightning as pl\n", + "from pytorch_lightning.callbacks import LearningRateMonitor, ModelCheckpoint" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "z425x_sC_-U_" + }, + "outputs": [], + "source": [ + "# Path to the folder where the datasets are be downloaded (e.g. MNIST)\n", + "DATASET_PATH = \"./data\"\n", + "# Path to the folder where the pretrained models are saved\n", + "CHECKPOINT_PATH = \"./saved_models/\"\n", + "\n", + "# Ensure that all operations are deterministic on GPU (if used) for reproducibility\n", + "torch.backends.cudnn.determinstic = True\n", + "torch.backends.cudnn.benchmark = False\n", + "\n", + "device = torch.device(\"cuda:0\") if torch.cuda.is_available() else torch.device(\"cpu\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "2B-vdYs-r4qR" + }, + "source": [ + "# **1. Group theory**\n", + "\n", + "### **1.1 What is a group?**\n", + "To start off, we recap some of the group theoretical preliminaries that we saw in the first lecture of this module. Recall that a group is defined by a tuple $(G, \\cdot)$, where $G$ is a set of group elements and $\\cdot$ the binary group action which tells us how elements $g \\in G$ combine. The group action $\\cdot$ needs to satisfy:\n", + "\n", + "\n", + "1. Closure. $G$ is closed under $\\cdot$; for all $g_1, g_2 \\in G$ we have $g_1 \\cdot g_2 \\in G$.\n", + "2. Identity. There exists an identity element $e$ s.t. for each $g \\in G$, we have $e \\cdot g = g \\cdot e = g$.\n", + "3. Inverse. For every element $g \\in G$ we have an element $g^{-1} \\in G$, s.t. $g \\cdot g^{-1} = e$.\n", + "4. Associativity. For every set of elements $g_1, g_2, g_3 \\in G$, we have ($g_1 \\cdot g_2) \\cdot g_3 = g_1 \\cdot (g_2 \\cdot g_3) $.\n", + "\n", + "The group can have an action on functions defined on $\\mathbb{R}^2$, which we can instantiate through the *regular representation* $\\mathcal{L}_g^{\\mathbb{G}\\rightarrow \\mathbb{R}^2}$. For simplicity, we write $\\mathcal{L}_g$. It is given by:\n", + "\n", + "$$\n", + "\\mathcal{L}_g f (\\mathbf{x}) = f(g^{-1} \\cdot \\mathbf{x})\n", + "$$\n", + "\n", + "Where we write the action of $g^{-1}$ on $x$ as $g^{-1}\\cdot \\mathbf{x}$. This is where the regular group convolution gets its name; because of its use of the regular representation to transform the kernels $k$ used throughout the network.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "TUcTj5AJ7Eeb" + }, + "source": [ + "\n", + "\n", + "\n", + "### **1.2 Implementing a group in python**\n", + "\n", + "Let's start out with a baseclass in which we outline which functions we are going to need when working with groups in our setting. As we're going to use `torch` in our implementation of group convolutional neural networks, let us implement the group as a `torch` module as well.\n", + "\n", + "We first specify a base class `GroupBase` in which we specify all necessary properties and operations that we need in our treatment of group convolutional neural networks. The idea is that in our implementation of group convolutions, implementing these functions is necessary and sufficient for extending group convolutional neural networks to other groups. In other words; if you'd like to implement group convolutions equivariant to a new group you find interesting, just inherit this baseclass, implement its methods, and you're good to go. (In practice this only faithfully works for discrete, compact groups)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "WEYv1oILtIKM" + }, + "outputs": [], + "source": [ + "class GroupBase(torch.nn.Module):\n", + "\n", + " def __init__(self, dimension, identity):\n", + " \"\"\" Implements a group.\n", + "\n", + " @param dimension: Dimensionality of the group (number of dimensions in the basis of the algebra).\n", + " @param identity: Identity element of the group.\n", + " \"\"\"\n", + " super().__init__()\n", + " self.dimension = dimension\n", + " self.register_buffer('identity', torch.Tensor(identity))\n", + "\n", + " def elements(self):\n", + " \"\"\" Obtain a tensor containing all group elements in this group.\n", + " \n", + " \"\"\"\n", + " raise NotImplementedError()\n", + "\n", + " def product(self, h, h_prime):\n", + " \"\"\" Defines group product on two group elements.\n", + "\n", + " @param g1: Group element 1\n", + " @param g2: Group element 2\n", + " \"\"\"\n", + " raise NotImplementedError()\n", + "\n", + " def inverse(self, h):\n", + " \"\"\" Defines inverse for group element.\n", + "\n", + " @param g: A group element.\n", + " \"\"\"\n", + " raise NotImplementedError()\n", + "\n", + " def left_action_on_R2(self, h_batch, x_batch):\n", + " \"\"\" Group action of an element from the subgroup H on a vector in R2. For efficiency we\n", + " implement this batchwise.\n", + "\n", + " @param h_batch: Group elements from H.\n", + " @param x_batch: Vectors in R2.\n", + " \"\"\"\n", + " raise NotImplementedError()\n", + "\n", + " def left_action_on_H(self, h_batch, h_prime_batch):\n", + " \"\"\" Group action of elements of H on other elements in H itself. Comes down to group product.\n", + " For efficiency we implement this batchwise. Each element in h_batch is applied to each element\n", + " in h_prime_batch.\n", + "\n", + " @param h_batch: Group elements from H.\n", + " @param h_prime_batch: Other group elements in H. \n", + " \"\"\"\n", + " raise NotImplementedError()\n", + "\n", + " def matrix_representation(self, h):\n", + " \"\"\" Obtain a matrix representation in R^2 for an element h.\n", + "\n", + " @param h: Group element\n", + " \"\"\"\n", + " raise NotImplementedError()\n", + "\n", + " def determinant(self, h):\n", + " \"\"\" Calculate the determinant of the representation of a group element\n", + " h.\n", + "\n", + " @param g:\n", + " \"\"\"\n", + " raise NotImplementedError()\n", + " \n", + " def normalize_group_elements(self, h):\n", + " \"\"\" Map the group elements to an interval [-1, 1]. We use this to create\n", + " a standardized input for obtaining weights over the group.\n", + "\n", + " @param g:\n", + " \"\"\"\n", + " raise NotImplementedError()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "hbsgjnLU7FMz" + }, + "source": [ + "\n", + "### **1.3 Implementing the cyclic group $\\rm C_4$**\n", + "\n", + "As an example, let's discuss a relatively simple group; the group of all $90°$ rotations of the plane, otherwise known as the cyclic group $\\rm C_4$. Note:\n", + "\n", + "\n", + "\n", + "* The set of group elements of $C_4$ is given by $G := \\{ e, g, g^2, g^3\\}$. We can parameterise these group elements using rotation angles $\\theta$, i.e. $e=0,g=\\frac{1}{2}\\pi, g^2 = \\pi $, ...\n", + "* The group product is then given by $g \\cdot g':= \\theta + \\theta' \\mod 2 \\pi$.\n", + "* The inverse is given by: $g^{-1} = -\\theta \\mod 2\\pi$.\n", + "* The group $C_4$ has an action on the euclidean plane in 2 dimensions $\\mathbb{R}^2$ given by a rotation matrix;\n", + "$$\n", + "R_{\\theta}: \\begin{bmatrix} \\cos(\\theta) & -\\sin(\\theta) \\\\ \\sin(\\theta) & \\cos(\\theta) \\end{bmatrix}.\n", + "$$\n", + "This gives us the regular representation $\\mathcal{L}_\\theta$ on functions $f$ defined over $\\mathbb{R}^2$:\n", + "$$\n", + "\\mathcal{L}_{\\theta} f(\\mathbf{x}) = f(R_{-\\theta\\mod2\\pi}\\mathbf{x}).\n", + "$$\n", + "\n", + "Let's implement this group!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "b6zm-0-TGvQq" + }, + "outputs": [], + "source": [ + "class CyclicGroup(GroupBase):\n", + "\n", + " def __init__(self, order):\n", + " super().__init__(\n", + " dimension=1,\n", + " identity=[0.]\n", + " )\n", + "\n", + " assert order > 1\n", + " self.order = torch.tensor(order)\n", + "\n", + " def elements(self):\n", + " \"\"\" Obtain a tensor containing all group elements in this group.\n", + " \n", + " \"\"\"\n", + " return torch.linspace(\n", + " start=0,\n", + " end=2 * torch.pi * float(self.order - 1) / float(self.order),\n", + " steps=self.order,\n", + " device=self.identity.device\n", + " )\n", + " \n", + " def product(self, h1, h2):\n", + " \"\"\" Defines group product on two group elements of the cyclic group C4.\n", + "\n", + " @param h1: Group element 1\n", + " @param h2: Group element 2\n", + " \"\"\"\n", + "\n", + " # As we directly parameterize the group by its rotation angles\n", + " return torch.remainder(h1 + h2, 2 * torch.pi)\n", + "\n", + " def inverse(self, h):\n", + " \"\"\" Defines group inverse for an element of the cyclic group C4.\n", + "\n", + " @param h: Group element\n", + " \"\"\"\n", + " return torch.remainder(-h, 2 * torch.pi)\n", + " \n", + " def left_action_on_R2(self, batch_h, batch_x):\n", + " \"\"\" Group action of an element g on a set of vectors in R2.\n", + "\n", + " @param batch_h: Tensor of group elements.\n", + " @param batch_x: Tensor of vectors in R2.\n", + " \"\"\"\n", + " # Create a tensor containing representations of each of the group\n", + " # elements in the input. Creates a tensor of size [batch_size, 2, 2].\n", + " batched_rep = torch.stack([self.matrix_representation(h) for h in batch_h])\n", + "\n", + " # Transform the r2 input grid with each representation to end up with\n", + " # a transformed grid of dimensionality [num_group_elements, spatial_dim_y,\n", + " # spatial_dim_x, 2]. \n", + " out = torch.einsum('boi,ixy->bxyo', batched_rep, batch_x)\n", + "\n", + " # Afterwards (because grid_sample assummes our grid is y,x instead of x,y) \n", + " # we swap x and y coordinate values with a roll along final dimension.\n", + " return out.roll(shifts=1, dims=-1)\n", + "\n", + " def left_action_on_H(self, batch_h, batch_h_prime):\n", + " \"\"\" Group action of an element h on a set of group elements in H.\n", + " Nothing more than a batchwise group product.\n", + "\n", + " @param batch_h: Tensor of group elements.\n", + " @param batch_h_prime: Tensor of group elements to apply group product to.\n", + " \"\"\"\n", + " # The elements in batch_h work on the elements in batch_h_prime directly,\n", + " # through the group product. Each element in batch_h is applied to each element\n", + " # in batch_h_prime.\n", + " transformed_batch_h = self.product(batch_h.repeat(batch_h_prime.shape[0], 1),\n", + " batch_h_prime.unsqueeze(-1))\n", + " return transformed_batch_h\n", + "\n", + " def matrix_representation(self, h):\n", + " \"\"\" Obtain a matrix representation in R^2 for an element h.\n", + "\n", + " @param h: A group element.\n", + " \"\"\"\n", + " cos_t = torch.cos(h)\n", + " sin_t = torch.sin(h)\n", + "\n", + " return torch.tensor([\n", + " [cos_t, -sin_t],\n", + " [sin_t, cos_t]\n", + " ], device=self.identity.device)\n", + " \n", + " def normalize_group_elements(self, h):\n", + " \"\"\" Normalize values of group elements to range between -1 and 1.\n", + " The group elements range from 0 to 2pi * (self.order - 1) / self.order,\n", + " so we normalize by \n", + "\n", + " @param h: A group element.\n", + " :return:\n", + " \"\"\"\n", + " largest_elem = 2 * torch.pi * (self.order - 1) / self.order\n", + "\n", + " return (2*h / largest_elem) - 1." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "KT5ps-bCv16r" + }, + "source": [ + "### **1.4 Visualizing the group action**\n", + "\n", + "Let's play around with the group implementation we have just created!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 529 + }, + "id": "3agQfFvbv0lD", + "outputId": "4958e054-c5a9-468e-f307-650c5aa11be5" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from PIL import Image\n", + "\n", + "from torchvision import transforms\n", + "\n", + "img = Image.open(\"paprika.tiff\")\n", + "\n", + "img_tensor = transforms.ToTensor()(img)\n", + "\n", + "img" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "bXPft4lDw39r", + "outputId": "22879a34-3ce8-4e20-dcb9-7542333e02da" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/dist-packages/torch/functional.py:445: 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:2157.)\n", + " return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n" + ] + }, + { + "data": { + "text/plain": [ + "torch.Size([2, 512, 512])" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# This creates a grid of the pixel locations in our image\n", + "img_grid_R2 = torch.stack(torch.meshgrid(\n", + " torch.linspace(-1, 1, img_tensor.shape[-1]),\n", + " torch.linspace(-1, 1, img_tensor.shape[-2]),\n", + "))\n", + "\n", + "# [2, 512, 512] since our image is 2 dimensional and has a width and height of \n", + "# 512 pixels\n", + "img_grid_R2.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "6zot5CHiyjmW" + }, + "outputs": [], + "source": [ + "# let's create the group of 90 degree clockwise rotations\n", + "c4 = CyclicGroup(order=4)\n", + "e, g1, g2, g3 = c4.elements()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "QSIRDdysynzn" + }, + "outputs": [], + "source": [ + "# What happens when we take the product of two rotations?\n", + "g = c4.product(g1, g2)\n", + "\n", + "# Transform the image grid we just created with the matrix representation of \n", + "# this group element. Note that we implemented this batchwise, so we add a dim.\n", + "transformed_grid = c4.left_action_on_R2(c4.inverse(g).unsqueeze(0), img_grid_R2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 529 + }, + "id": "WjbdnD6p_VHX", + "outputId": "d727849d-c828-489e-a1cd-549248f470dd" + }, + "outputs": [ + { + "data": { + "image/png": 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vXXJEUw3Rqd8dN3WzMDpVZYHrJnBha7iLvAuTZ2nsmBpoZG3wH5yr3t9bKzGNFp3LB70/cZgWT6aHrj1SQNBOEsbrbekpU7u0HEu96HgRvV51MfFlQGH/dOJnnte+/TR//Msvn/8oWJZXKYe1X2FN9PJnDv/JXXs/wIdzpkXpFPcfioWeZtXLx4Z7K+Kktu2tW/F98/FoUjBSnolcJRP2NCkxaDTLWiPsVOqYKBQJ6ElsV51MvihuhlU7HNaqNYdP3V5ZZ3ALocN370AMp46Yu8A7VSZPQmGAY+MziEHk9aQudzlEf976iTAwjUb3gaKTzE50k2BvUiRIgTrbbr1AdTGXoM+kpbSbz62ZONoFLwamuErgbtdQQbGWz2ka95efKUrvrZeUC/zeZPg21w6McfkTT3TeFxonKSHMfOefTlNlECvS1fe1t7hIVW6nvp53xd4N5WgVy9CW2OPK9If/vypCBT4BC8AEAvovscBjiXEkaYJethv6uLaN97735mo6DkfdVpe5NdP2DmJjt8ERm/meHXfTwLX44Y5k721z3kNcQUlOqsaBEkbGfnnttInPzlZ5lhLQh16lQpZLI2anldzYWnstyeXKtjcou9e1b9pXjYBeNmseMzyRW5j22jGIN1mo6M5C8mm2vu+rmpeoqvBy4U2b6HV+RR8O9QYOCmqxUvSeh3EsZmyxH4KnQ4iD3HrWxKcUG2kcpMsMmxyVS42rGaqNbYzKicjLVmU61rdQldbCK3ayD7N/u6ZlnfZXdaXpi1vaFvvRv4m/TUIkLY4nl8jHd2EgefXD3dpoekpDfz3M/7xtf7gtf7CykiyrRqLOJGUDDdxr6LGDpn4IHKfu0LhXi4jmVolnp3vkyXlxc9jyFe4W05i41CN7+/6Hqwc6wL/kcCPmAGNYjeEQ3rz390dQKt+qvo3ttw7F14NSepUfS6ilmF0HOniy3hDhHjrMRoMfxPNBdlE/8Ir46Jeiw61fg7dVZ2k8tWvxksFU5kt0nm/igyRy2eheAKY7k0PvDNeNzJEWzA6N3dX0lejKtKt9MVO1C8nbGG7a92A7++olEbG1HWgEhXVrLfnYaWC4JgPbgYIXch2KeHp3HNba/JD35vJIUMaU45lz2Qf/tmPbU9nlpZfv//trYOjSy8EYw/2OJce9+U6Flu5OqV7e5vtTumqleBj8vu0h8RBc8oGS+R5lb8vxDE50gKdDj8l5QvOxby2cUkx+beE85iW5u4mVOObJH4OlcFFK9c0fmvUWfUMqDDYuAcnIg4Kxc+w4pNJHR77Iie3ccWa+U/E+UhViSS6r+UjuJp4Dk1B0VqHk+COIQ/necXPyB09r3T5GJ30saTIMMjDscgOcfFnK0lGxvObR67Yc/eDa28GF014au7GHoWMkDNz+2a00oz1/omDfnJu1T7UHtluVe11X76HH4T98OP4X39z9Lz3fR39wzyLHYfyx6G1pc7DrD/tyafLvaoXptdSgy2xWy9tch7Ws9QWyiW1RPCvBIvkR/Rh5bBt5O6sGj6Mwk3/o+oH1bDzt/T6GXOWJ6Y7jo+ejyNnxQRHIfEPvosTWRMmoSSOrZo5sVnHM3YUL5OJsLjKzNUExW7ivsGDoLBQo1z1Gd2h2YAtKJ3NN+r2JKR0YkSnvW/Dh0Kp30olVAZ0XN8YNwT4L0Xx5ITe1+hL8IJTjcn6WbYmf2tnTyzyTx41rGvbdDm3AoW+5t+uH43bqOtpTfhxPtJxOefSxHw/jaD3fpRwubrnaa7G9Uezll4pNhP/l9f898Pf+y3/46//sf370cMAjkrd4DBan6Byei9whfvIuhTCMATRMyjeZ7tgKO2a+Os+mxaxUgg+VWhC+b8NJ1tcGT/4b6o6tBQvWEQIcxQQ4Pzk1aOhWyQaPT7uU7l7nq4pvfb0tpS36qVqPeNbWmGyiuS1LxnUvm1t3MURpls33S/DYsI+hb/SHVfZbeuH2Cj85fRXxEc/aSN1tqcdK131Hno6V9sVDSBAsldhlU9m7oG0UcBLqbbEaossxjq5y5yH7hpBPIb8saUy5OqPmk0tfZm27tOfNO1ze+uRzjUbD2L3rH80o4OQKT8EsT9StHwz70h0lOlTmUv/0N7gEpTdnNf86lvVuuIekb+8Pabwe5Z9t9O8u4247e7tAafGUc0tVh6m5LhQszUsjGze25idi7ls/xK0u9cHvb7T5NFDYE5HK7gV8uKw/6v053QH1a3VUGE8jnb4bjielMnRHfBMdslLMf54sH7az868nwVm/8ZRy3/dEcn1Zx5FTp0OI79OeUye7K/WGx8Yr/MG2WYaD6oP3u4wPbkzOTSHfmdYuhnjiZi6grGwGE61k2qQbhm67tMA2lB6jPtR2pHqCDiYHlVPEe0aCHZVOrb9zNDQKUN5tMyxGPbKo7ERwgypvwe2Nrz4u6pr3DVw6K0KvLfDpzoGGKdWBT2Oa3MMkax/dgdnD2S6+9n2Y7vr1sr8F3r60n+YmObzr4Z2jA6XjHdMmD+6ergWnOBvanGjLjnpTIuJwQeklDDa+7ilKmpVdyUBoyg6WpjEa3WDjsdx2d3Cx1D4eqt9z733dzDtxOciVvK+7dorOnDjPjXYiNm/GrGQmcLxJq4GfjWbHu/bifWjFD56IK0v2LrEcvVIzxwwKwXkvNjC3Fo+yj0qh9R5jNF/jHmi/pZg1+nE8uIXkPrjJuZSm4OGmMFx7GML9Jrq6UQFOcmPwZ1z4b/76Jy3z7LbfBn4aj98+pX/yH4x3Ibz7MFzk8OFJl9ubXRd7uD/+x7/+zf/2d/RPOCf+8tzM2l93mZ+3m2iouk7Em7zsHc288dqHcXIXTn4YurHrfUOg3oVerFc6XMXgp9L9K/NLd0smbLonvom/AhrC1lUc1+48GSkMgHRx5CyMIUzeJVgMNBFHdlPv2SOaZO4jIet2zzxu5eTNKRGJV/Vkrmr1EPIC3eNw664RvijvpJtSIN6BnXrrvZNKilh1i52lcbDUlxKnk10sF9IHdHKDz31P7AUUDpea9zwQxm/Ee3fvhu6ajkm/yQnt1NN9Sh9Vz3vl1d0FH1Dmu2Pkawk8kC7KlHQe9Er25GFjbNx/7ngCfgAq+i/NISvw8i+mP/w//69vHR6YolGsqrzcZHf45kg30MBSqjXrXnXlNg34VMxbW7uHVF/92OpOPag4Cp2tsL41HHV1vS/qmfnUTESiyaKQurfWNPjgSKjdOacIj0Ooqsc03oJJ08is2Q2RpBgT6tJC0U2Zt4ohDTZV2reuQefSjGSvicdiLaR7gUgpK6mrs4dLutx69th7y2wlIU/5SHtpNiZ2LJGy1UQuhjQG8/44seVXM4csqMHZosVIY6hX61nrda2PcatwI/dOut/kkLzCW4rW/RgOt3lzS2+Ivu04JUaRLzjMu+y8vx18rTOlSY/NnVo9F3ly35zYxC1ZK2GmKZbt03J4r+Hbw8PvEOdM/2Kf/801z4V5aZexldKwJVsLEAxdEE9+1566B1frDVMv9QjHz3sO/livu7O8Ns419InKj+n2dmlf2g7cA98yGfAY0Ta+/Ly/lF79ilLtPXVtxNbnTcsenqZbffYMfemRxm9+NfLHxAN9uablPrp33z59e8cffnU6VXc66nzcQyvVxdGZZdqJTtbXtdiB54GE0l3uveyfMcjKvWV7a/rF+pv0V8cvgX+ImJ0vqGVwl0afU3gFVcYObMyv3d2YxfuuJvBo3juKnXJ07xiPjg6KwdEoGrQeDHHv3veh1RO1XsVYct/e3FLpvPnadBAK8oCwBz/5JjGdY6SMFEWGXZKxXVtUQ+lSnbq2XkHPsn8K/VLpx61u6WhZpiEc9/7hGMZEsb/hU4hN0Lb64OngbfeWsBbbkmwL7R5NtEQX1t4lppzx2s6nExv5NJ5Fh5rEeLyLe1fWrdRQ95VCImse6NaE5KgVQZW0eMlAsR5cQNdAytKFw15sTXErLOzR0mbWLMzdN3akHuS3buw8ifTou0sz9uo9my3cCKkj+jrLMQ3FrWjeb8Q/Vm2lJ7Zhs5WD1s0oOiu3ittWB3KlbPD8q39yTjT96kgLyuG0/OofH7759W9//3fv/+K7f/Dv/erb706//vf/vW/f//43f/GPDvTn78PJ/8V/9fv7//2fx/+o/IH7RerM5lv9YysPZZOfSlx8v6yt7lbn9a2OfumbMmHZYozceAw4OQ9umchBJq9MlIKFvZfB78Wy1yj2jLY4vJqSE+utwlSsxtgU6noHmZkRBGhGWntN2Zps7PsegzYTV0wOKW7svHdq5ByzUBhcq2CTyVyWbYA5UOY+dJ08mqoAwUhC6YSOvQ7mmuueuS01cV8LLDWzjX7SnHvTyouWN25vpTKh1eqzfmo3Vp17eS19q/oR4XhQ0/nNnQOWu/b0dBIQrfzgrB2Cq30vGLtWCzBzvHtH0zRsvZ2BBWjABuxAB96At3/7T9PXxk1ViRWDxqN3f8Z+p8OR1FN8F3zYWLsew2mTfkf9soe49klob3IrsEX3itJqd2jNUnBvu2Pn1Neh84vzgd3Vena6QiKz6yiOnLjNxLH7aakph52sFCHnVzEuClg3pd0en+Ktu2Cm4xSgJXUg1trnbkbcnzk1uXk/ijyTNtTk4AoHsbq5Gmm/SvKspFrFqVsseh9cVQV5KwVtF+nLdtX9UAuFNog06a7ZVXByozTX63jk1MOQh2HVEDrP3Hq1zYOqmit1ufa+Lss6UXdZ05dPhXsaaOXg87p+3lmqDddiktbrzb26YegPYTzmaic8php2350sS7khZm5rFz3h8OvffnPG5Z7+617/1vMCGxqRyzG2IK7Y1vboy34pKeulC3rZ2WENsc2ldOoV6yqHeJtp6G3rxjfrXPu/Xj+yHoAbcFNLEdeG4OVxpHG4q4Z8nmSxvsN6d85Nv4rbm/BEW5e6aE7lWTi/l6Hg3Ql3MYeBlum3Uxr348OwMx0se9daXeoxmTL3tK+fdjdhnl2ztTazMLzLkxkCOSt9gj50uwvhnVhmPXR/hEbyUSR6N4A9uV0hZNsunNgEb9yL883kmfGD8s3pjfSZ7HvgY7Cr8R6x+bhaswQTA7EpHzKFLt7RgMPEF19CJlMemLKdyKnU5Mq1FWVZLNwR6oAAOIFy2zN6v4V02/b5OOIFLW6Io3ZbkWqDhvRF3ECB3XT8QIGGFCKk8zAOkxZJHFOD+PvRbz5PB95Z7iaKqTh/OPqLXfZx2EHVDSSwaV8/u5iXooQRHtxRzaSDAfaGOR3qZtUFJ2F3AeybkQsOFBOlDNwln5sdQ6CqE0sCImki5x3DoaGoDxBOHGEkrIRIwW2qxvTq+oVfbtO3ZZ3fQlfFjtDrqWsb8bbTc0La5WUKUNSH6KaWU/g81hoyiqeB3/3DGobDw9NDPj2mdW77LmFwnvqsFrZ+Gw93U6UPTxRvD3/O8tGTe/jd+7/+v/01/59+qDy9BP73d/vB0cMTX96Wp5i01+HbJHqTHu2wtluMuW43P47RyJM6hbJ6Y4AczLXSY0ylHBysknn3wOxARHCeHxWjanIuNEnkUmEL6omDI6oaIN2ztkYphbLsGa3xm0cBfU86NV2YGNRKGYdgW0Owi9DoCBo9VVPazSywmhmzq11GylvuNMOy6WpBpYkhxX21KfC6a+xx4T5+dr4uslJ75GmItMpqdM7WAp3/Tf+cujfXHD0cTa9r/vOQ+rLe8uEtfKRyF3q4i/7TNt2ndqCYCt3M+8r7gbCszU0vWhQJoaI9AfvXPvRf6gH42k5+7zKcdtpXuF5witZqOj7Qeukpm8G/rm+HEJsC2BbyRFAdyNbPRIdanUMKbm/9Xq05CmIH5NehjzNtjk+GFw6JsNf93h+61yvsQLQsdWRrW12Mg2uhB0QrtQ3JFdfWonGNIJsJp9I17P3Z0dFn79E1sE9TWytnq7OTJx9ftQWwoUujwYVeWvD4YS0DTGOc+nr0fnRjYztlzI0H0Jx7kHy2ZSWf1ua5pym/rOqxzhhHjwYRQYhCO1hb8/7Uc3XhsEhJfCp0DXdJgpb9S8VT55o7r/q2tdSXnw92Pk9Nu/vZ8Ycizp1uXNYfKI56zCk580e6lR4veoOeGpfHal8GemjzdeVwGvFa6fRPv2wypb/v5c52JVqTJBcprHsOidZrPcJLm+OienZFvfMZ5ZOLmaq607p+0jPrmzJ+tht6W7ECI+CA+wAEGPmu7nCqa7+LOr79en/3mf3caKvraTgNwyL8hLq9D9W3PLsm5h9sS+F0ODzGv5tPj0s9PJW//XR69vPHEg58OA7Lp4tQg3XI0/F0fb2mlOmYmcj7UpgtZXTn8hWw5KelrYdA3XZWb8SOWKCqkRhkh0DaWhrDYd+r905whGwGMhk90Gr0SVXfe1eqMov10LAPHFbqDFodsaFvYs4ZAufrRznWIIMFTSUUbi3rYP16yynx3uwx1J+aO+loQQ11wLgs3efULuKP8XmjbxHb+1WuAeQ9VT9s3k1LW0dFPF4v6u+FGrHGqCSUxiANIpjaZZkeD7WvOAGrHCZrYuIs2jlnm0tQMTegf5zOH96u65CVx2Xt49GrY0+t6wAYMZbdkkdrwbGJNcIktnp00UDdm1+kFIpAD8F7siKdiCpp6DAyR/HYdyUuoBzRSmOXumgOrNeuToLe9+1f4nDK1y9gv/XPMuQow9URuix+HejxTTcQ/4hiqTLOKcAanvj3vw3v3v3md797dzr7dKmt1PayLz9/xusf891mSx3TUrv6fV3ky4HIgx17S+P/4j//B7/53/ydp/8yu38s/+bR8ZO/MGVpVy1Wdf+sJqG43tfIDtvOGX5r3qoXUVJuKKQwms12Cuh4876La4F34A3uZtSIUOVN9AW4FTXnDI4cBzF4glgMjsABljzHvR05fmv8Luij9kTy54KJ5EDiII8hWukhODR3l6iTA2wrVI1EoKps1Jswe9upE28Sa6+90iIEYY2yxRB62cLBF7ZRqRyraPCHefRxoTpDWHu/8aHSnx40Iszmno7n9ZzkdxHN3S7n+0csgulCbbGKZL/xrYy57bwAI2yG669Sw9G5H/vWgFe029f+vx04AwPgvk6ffQBcMu90iMOTxwjaa5vC6uaevF+9BNaDUO5SnB10iDnWwXVqX9jf0b45kPS3bYssV1g8xpXtuTe+1ivFh4zV03vZY+vOxVWrb9U3rbuCNq8u5HSaeEipT9nMZKBowXd3F5wW17wOyALiGvesuWpXLiJrqT0mQV+7SNXPparywKKVXXCXMtewhRAOmUKme6fsHgbTxjSOh2sxt1rzyO5O+vLGB9r6G/R5py+flxFdLfqWLXC0KYxj67nx7hyxT+bUSVkOxfeyuh7deutXoT3ovDRn3dDCSKuZe7cxLy1V10Oxj8ZL3z4uMKel91VcC7FbPR/pNm33IbyeIYXnvOitjxkHhGn/84m/7Oz/9aX+dIvXAtfDuFjd5dqGeDMRH7ddNq65Phh3ItW4Posb+95r2Z5/TpJsfYgPyOVavn+9/TKXVH6ZlSsw9ov1som9mA9aw3z4/841bptoj3DXrda3LVzmaLk19RhP4fy7nNPU0R4O78+Pf3Y3/Oa3j09h+uaBYvN5qtTnP27ahLa4WxrzXPd4zHUWXBs5jo6pwBOLY26Dd74qZW57EwdWVIaYVUYDbkxX409tfwl5qfIxxTfl3ejFaGZq7L6Aih9ugHFchMixWWAihW+w0WhkBNixtbPDJCWRrDNOcaHSGmmdpSfSMr8VQzqsvW9D6JdFJxkMi9ruosak46EHhHAXjPbDub8GKpdQRgsUvYuJQlmn0cXuse/pjnlRfwJhq73YbV85ZQTvtnh/vll1IaARndyt+9ZsB5Gj7QYhc7p3MB3ddZ7G7HeLLafSrTvypjEogAObJT+osjMvatB7Uc3uaBKcwtDRA/skcgQNigoQuDkei3UOqoBKp7R2Avetq/LQmpn3W9lloFIGbUnDE9Va0rHEMdJ77Q/Ri1+Tp+OxB6f1hB46jzq4kuFIbGPF7u/Hb905Gc69FuMRa/m8Bw/88EXvfdn++TP//YP/3f5lzUf1t9MPXNX81Yu2Hv6T//i3Ne39hfr2+U8/0wPfyicfs7tRG1OVnsKc3bns5RDyvrP3LjeUTK7ADSFslV1LzShS4uDMwFIUmTxajw5j06snpnjHghjEVB0LcwDQpHvmIhyg5rqIpWS9Gqmo3Ti4qi+Rk7giRqAv6Ofg99qDw9LIiYnpFEKtMrE6JJVdXC1b9TmtRtEFWKHUaOfGQqpdRYFSg0+PUsnctaUxCGFeXk4ptW2Wu/umb5+/5HPFl73xoFvvD+z2t74PcnfE5fu9JWE7+Sni8xeexj0g95GP1n/WHnRtdFBqVn1vl18GGhmLonwdVf38deSvAu84vyjOcIPDZcM7VvO+kGSRHu2M1Cl2f3vVfFyUz056FF0c8mSiPTOgqiPntz5HJa09enZkN0enfJtXOo9hv9HdXbhVN3GHw7qre1I3313m64FIKOxamKtPPgdcdc46PJcbiKfqlOqQ420pjz5vRkfTz+aTM9tWxz54eRU6eMjaXp3D2YUix3Gy0heUbpSNSrY7LDWP0eitPJ8pvfj9nfDH5QZY1OWL6WjSMtyOfY809hg9oBjEuqttu7PhxQ9DQ5Gi42ncSgFNqltll5i7nO7HW3sbcALP63Maj2tdAm16uS2ncdi4Dj9s9Ztgn69huNr8XUs7398dQqlPYXpps76e6GGZbhGPtbyG/Bv3F3P/OP+arz8+r+mfyv4/2sa/P21jyMT9QG1tRNpqGgcr1vybrLF7oRp07OVl7eTDML2uOKQXudz35V9df/xD98AGFCAAs2KqZqAe6dLlPO8wj3vWPRA3/a2XYgjIy/v44ct2yE7dPiRB94/+t8fghm+GfP9wGt/qMPHbp9jGwi91D56rpIQy5v3n1/QuytpAY1NPeZ3zOaX7Yy08RafpajIlEpETORQ1TyS9uTAoIVIVO5M0P7ki3bsgZozeYJFIhYmPZjspm5vRPdOraSIWhTCoVJ/ZCpRtd670OnpQl7OtX96aO8a49DEGeRWNYRKHfZsmr/s6n0+Hl17EDsltrvtn7+/Mu6HxFkOQvWJMknJsa4lxyd5dez1OU+tbJX6fdVv1OIVZeprGVv2du6J7n9RPnrbsR9rWu7vUqx39pi6o09t15qO3SzP2vWr37aBl1sd8zJtaitGJ7MlzhWe7IgC9QathJya11elYpHpKQqvpGTGJwTnH4C5N5Ex+33vLIbauxJ54MxsCq8GgjUARvlVOeSl7jHuvW2+N/MBtbW0f6bgn2lcvx+Zm2sf47Wo/h3zyt+LOx2CldZDTf4zf+TDUunvELyJJPJZWR9f2TTztf3rVf/b8+hf/+uc/f/8/PR2u7VryQlLWPN2LzHdRG3h0bvwtrD795h+0LtMGtmX0YVuKy3Gt4v0SXNjqDc5vTjswVL+EMGzXGKKv1J0ESs0KMSdwNCItFAZfa0vhIHww0+6i08BuVA3OB4UPhCbkSRvIWWYvZs73c3VXZ9+W/lMm12VL5HZZiCD8osIBtcODFush4a1ubuC6c+RGRETJD0FAkZv0piq9OIStNhp7Z7HN9UP4qe5MXFypw9YLf4mn3/ibaJPx6bpuds5U51v4cPA//bSPv+vF++l40FNrxftfxfLC7vHWU1i+eRzL7WRODxVX1sHufXrcVm/1//Npk8P5MK9/QFHFC/AIeOATMAEG7MAjoEnPmkxa5G2UDN9qlXfHfK1M+5bcwNSVw0Oz9RBIbC5XdQNhuZD33UKGuF7rNga31zo5J9xbSYeUyHryoW/t6Gm9ScxyBcXC3mF4hg2Ld9SKaYq+tToaO1xKu2vpZ+qZ3WpmQ5Dep9bukit7ixNfihuCCtHqAlejiujJ1RAGqFF7ua7Dw12ri6eIAK7ZTkjwW4qhtMWN6j9ZOzO+lGbeglExK9RH8mczOTqH4DpTu1WoNaOTZqSVcJLlKtIsJasl+EHx1qsnsNQK/fzpdjrdfynirJ/TUK9jsFbhB8d92eT9/Tpo+lPbwk4tug87cqZ9lhaiD/WEU3y/brfgJ7ldx8DNv+KKeErOzr/P7cc/sP3l26Z3w+9l/zbbs4WT78o+0esmHnBxSPJlq/ch317jOKK+fLxSPJ2PWkOkL/Pfvi4b417xw9cRfwNatXQwXnD8LtHeeoT2RKPglB++tx/P6+H+Pc7L5u/uAHk8Hul4UUl0fwnyfvx2Gj9YTw+O/81+ouaeLwrv5tWH462uw4UO6biuXxzGoqtHsP5Ae49jzdMDtVC9OribYEJ66RICunJy3gmqJ97NEqEhUN+JRjOGtA7yYexNyIXWbkN8v1tngaNidnbeqsxssaI515rWSKGARbK5t0aDZxum9N7Vj8uakwgdzlYuTE6H812yuk45bZIy90I1F19Gem8wsPEgWZjeH/m1ag6iWxhGkrfNzkf/Za5jTifUW0vjaeum5xzWVhF2s5xormIANw+uQ4qf1xIdoNEPXefmnyb8dJ3eB3qpRTSmUakMpxpAcAepjQfvmyVHXbyjHpXAlBsQvDJCE4nmCtQRW9gdmGiBZiPHRnBvbT/kIM2chykpujHYeneOzJxgUCkh2LpMsV/rwGFNPVTz2I1cblKHapxGrVXvtnyTL4dxLMNWyXs0VgH3YkOF921V9pjn6lOzOsbQbkufHkzoNIXXP//H4+iO3v7oihsDf/r0+vBA5PT+3pq1UyT1nTXaGAgDWT+6jLGVdn539lv7cLQve0zcRLxQty6D8+KHh9ptSG4uyOGoXmx3PmxwbCAYu1BbsyGOG1mg3um9083cTm6C9S5wDiouOFt7d0A3QxdH3fzBybeoMrjU633ytrefvT4hXLRlwRvp4JhVRu+llhD4eecDqyjDenIwIiUam25QFdkiuJj6vRVXUqeNi57X+EpWyU1adu9GLcmG+3gIrQ/n4UtZtRyecHtzc25W7f4ht/djen2O6Vzr4pNr4uhPfD7sh54v4/50jbfdJtQvxZ3X/kV9D3lbr29wT55+6vYL8s8G+IRQMRkzcHTOeGQSVqk37LEE8MnJbanuMPglrdJ0SCfdP/n8ZDrD+RarNWIfiSSQVDGKIuLUzNHHYRw3ydZUZDxG9F7YmnKK2EhzI4EO5opDbBgCbyNQFsr5rCVU+6bFH9t+DrnDDQADkzhlK+osc9uYpJhjI2LTR3K3yMeOxcGpCYwO9w+llYMLsc+f9d0YWm3HPa8sbXVjbNVCvF3XGJij19Y7LeyDkiR/Bd1XCyGk7LeenW1bprsWVpKM/bKFOLha5bYgp7Xs8Ty6nYy3snkcY6i9nFR1Ou+9D5nRPLRjyuthGl+/5ME/L/7+nBar9Afjw4sdntxCzc3x4Eu38fBwfVmO5DdqlO8zbTpP0c27b99+t/34/Ub/9Y/rNUz/qK4nZ7fgfRUlXyUG4dznt3Ec+lrp0Jq1/XCetg2olhy9/tBf/3i77/j4dQDwCiRFgw6fgaO1T22J7cS+r7eju2t5ru/PjzxooBBNc1unfHet8jv5/en8UuI3h9ECuM6a9mVZby9/Wb98rgnDJh29Vc5TmwzrTP3cec/+tJbNh63b4zG6uu2nu2No5Ad9Dy4m5yAgbJCuGkLcpVMiarqSkXqiPpNrRneOrLc50lFsjp67vkYlxB0tGO9ikdEEN7KgFAPCqjlA1e2Qx0DmPPvxXmR9906W17cc1g2HqW1+6H3pjTQ5z9rNx5PbLpi+I3cNMiqvjQ7qhOYWhq5FhQ+Jtyo5+Ocd9wndLEenvqceJedShNi4WWJWitnb3uC7VqdepoQLkAvaiwtDLJ+u+f7YfrjSNB6C3aodU65j3AI5x+fke9PROVWaPEljhQA+OVvNBmvFe9+KizGKxYhRdCH3ZFBHo/JiLeak0lJ0tbNjKULilbpz3rQ7YJt9cK3TmOcV0e+7JETWteynTnt13oI7NFzo0Gk+rjGNW5axTNsorhMdCNdDiIvBPEKHXtX1gFj1Y7r6uLa3P7ThfvBn+40fb6X2621x9G7Mf/b7GAIHN5hbQyBj9uS7eKIoHmzJQL3mKVyr5THNYpNntriOogan1EWktqt3w7ppmoZqW+SJgiiOoo6JQVH6MaS4dnifdhsdgrno2HeBAxcxmLCDKCemIhz6ZihGLGZkXd0s5cfgpJXOTgRv1GH2JfgRQUw9WendM98qgrfeiHxFI+6i7Eilm9H+JnkMUl1UrZ5jyWvfx9mtn7kh8nlrn2la2hdf4pkxb9sX5rsv6xBDtPlTr7rkQ334i5NyGFTcr9/5T9Wu5lm2Euk763P7nMKHzW5eaO9vm3qvt41XiqJvN7MEqR0PXzHLDs5duxSDh/4M/Puinzf6bqxFJeRDokqerXs49FYq+DA4kvoJ8VddV0MK7lUkO1QDgVozkCUwJzbmT896bjUEWng7D8PzhjuywY83qdLpSP7GOsF2NZa+CjdH0M6OEurOTCabp0fnAR+GgIKma6HMxU4Hva0WnQ0UdlYw+do2mpzO3cVQQo+rQ4jX/kYYRV52++Y8fJH66ztX15YYazJfBmhNw0jcn2/tLvsl4neETzWMRfOUfknhbRSVb9rDpLK65hg30Zhl31ScuQCtR3JrWSWepsp1Mntleip1SQh1dsFtRQidlPtt9ttrMHcLfMy33o2Xpnh1nvjzRzn4PI4ttEDptoXj02mbb4RI1MqU2AQ94GD19eH+98vl0538y8+FNf6jKPeHwNBeRs/z7vsMh/W2Hk/cL3NLqktCGL2bEpZ2+XL56bO84jBhXoDvgekX5L6KV8K3rdtgeBYdt3R3dNoaziJ9dndT3+unPv32yeKA+4fffvg7Wz+8Yxamg72rPPat/PT65eXzzzX49Lq6J83kouzd7lq78Yn5YvNiMU00rRRTZll7+FUuqn5wE9G1dh/cK9EDmYcSAmp9cH6rAo+pO0/aEYMKwztY9f5Q9+5j6moBSd3OJaorMDYUWGBfegdb23oI9Km7QJU7boAb4+Tjn8V35+tbi8c/zm/lnv54g5d9RRoHEudVOwlb69Mh06fGsfQbhTtvb6qJzKqNcHs02csho7X0TSwX9lF6VYug2Y3nulNCWeBjWowOZV3gPdGV6c5L23uKD4vu3qZs+6JpnGxZ8ThZ3WuPuS7XM3w8TdMI4aISgrtUydH3rsHECMq2dWSru8Jpm3POrTdHrDyDj0aNjYoVTxGpdhl8uNXmfVTjgSRVEbJrpwFlFwR0prhL84G5peRv1Gy/P+BZHCdz11lmzw9h3Vo8ocw2lTobhi5yG50w4uLb2TD5g1s2378btBQfR5YwX4cS6PryeXuXTKb8jSs+TI8fgo+Tt6uLjtjHGHf6logEzgff6zFabeykVx9R2sGx320NyubUJdfbFsUaR9QrU2qdvKd9nUNK2vfguDcJOReZo07Kb63kEAJ0DHxQLsGdOpwzmAukMPZqLpJTWPbYKsWUYcH7vpbo5ND5bPLqovXKzqeOS3AH7cWb6+4Vkk1udQ9xWqsMjqT1EHhtQmxcSkFtPvUyYxj71h0VVWjc3VZnd0jtUuonsZPfBz5c8vNn3014onTNkaKThR5d++/T3THrJwq/2Qd6j+9vi+nhrl/4cGq+kmtSnS2bnobS3wLeKX/qfTvzjx9f0OwK/OkXWMfsTX0y96bVRAhYfkE/ZXxIyw5L0SdSoujYxKUJ8lr6O9iuGW57n9w2S8yxtaoZrZPzWL2OppfaUX3JpRT/eDiYvvR2shxf537MNbDfrCYihRjloa8l+kC0CtipApmHue0tRrL2soWHo+6Nx9FtvWRmjmdXygYtnYg6uvfeR3TP1nlM1nb2UdriGoEn715HGbtdwE+T31o5slyuPIFuoqHGJUmjCnJnsymhdImZLh33kTieSIxcI0UxM/IpAlBju+x0hCtamIyragrqtthbik62VSC7puz3JWcHJ80ShrWXA6eXRYKD8/bR+Lwta3Ixb0KCEppWzme31FJ3OO7nPMVL/WTJufWdJOv9VieK27cW+Du3/tTk1++Ob3sZyl92+3QN/2G9vrv7cKA/3do0UlAiSqHyrYUs2oCpgr0N5L68LPs/VVO7YP4F3NQDK/CLA3zj8HnD74r8qVN5lt8cIWk42by9henhKlfHvzuU0b2zfv5w58P0zfn9vJRTwNrKfuvP8+v64z+/xppnsvTS1wfntpn8Y1hv6sKC1Z8OD219ndkeii/F8rcTGg2jLxUtI/sgjrXKNZKqV3SC6723PHBrzHBKcAJwJOzmndTmI/XWnIsd6jQV0tC88Q6+Jy1WThy47ZzdWvopmNuMyU0d5vnvYfjdN3x4+pV7W//BPn3/PB+m249ynr2WIkUx7VQP5jTUWtMBpGSOyqwp6tDl5nMoEmMVHn1dSvAi5k4KoVPVWXs+Bdqjz80wkOvkyeaMI7SZA5V1T0O0vV0jrDiVIoeItwXOt9Kid+ZbPnVXfP/WxNSy+ORE2iEN1rtnMCETLVXvIpbKWVXgcm3BUxYU4xNgjln6HpgMDQaPq0kI/gqNILWiIWx9h3e1cWVhg/rOUpnM2PXu4vCB3/6tm7zVn3vPY5q8fQzhUNpizvm9nUYnpYye+v5anbowbTuKpxCfnN/RDtF1R26LxzuS3xy82bbot6Nf2R3CoZJFrZoyuUSxdZyJjJnB3HrxqdTWA8aGDQjsZ6UctDU6M1+V3md/Ldc5HVNL32mrridwi3Q2gadc6zIkW/owAtXg6ARspgxmoZuH39tjmrpa87Z4P5B0ck2RxcTUQmTVHtiqaCRptEOFdDRZQgzSJdAJtfp47N2TZMEs9t7n1dqBqVRBTK3uKVIrnQNrU1OjNLl1hpNVrkGzWN2C+e3LzMHjHcLPqJO9/lDdrxrbRFbbMSeSdWnhj25ntef9w7cht/e17+H3Kf/YqpzuJ3/ZV/pYqNRUQni60J88L/ZT6+Pknm/7Bwtf0Avsm1/ghfdeITPsAfgMDF8Bb98pfm7uyTbOeHX2rQh1uj9q7f2+uFtn3+ccfF2dBIutUfDZte5pU/iCvcjQXYtaGoYhLIJTGXm0gbiccWf+s/J3QT/Pls+ul2adcpC20+T91TTAFhbPca+7D+58dG2OPs9vb0vMfmscWkWwibQpKGZpVWNWaezjY9++dBmYNqZB3C50cZRBqDixdfZCBSUMZ73uxHvLR16rjNyjP0q/QfrCNK5gH9MhB6sQeI0bykT+sq42JFhcL8vjN355Vs9Wm0uDk2KeScyqOva9zm1gle4IxUUmn38Kr0+F+pDurF82uvrwoHaFu6t66f0u+9LLZO6yymPW23HyW8nXunsKZ4+YxlUrH4coG8W81f14xmN2w1vnnHmQobUfP1/alv+D9sdvp/tp2W7jXsLwRG3Zopbmgu0wL0zjfi31j+lfXl83+x9q/jPwCAxA+qULICAKXhzgkh/153W7D213pzzK9K3bvj3wbByT+xBG+MMhY5MPI1+2Eujj2+u/q/PyZX8e5y8yBLtFeVwPoq4RDeoKZ68D1tfLmh/v622fVMXrTeiBpOnjmMnIHJHIUybR3oNSw0yao+O2eFBtyDGYCTG0k/l2jT7tW3EBvc8BBQbnTakDpLY5ZvjN+pSiiYQUpQkF91rkMPJY/P3oj0iTaQwHnss5p7/zc/i+L3+19o+Z8trnhzCt/WrmU7J+7cNI1eDdGyh7x1XWIQziF5PEU7BuzgnY8zo3Qoyvr3Y6GlanaU+WurV4ZBI1hsWV7+/tslnkscP7W/V39jbzgXXDwWwtxuxqae3vHahleefY+a7kHbopiKSYC8F3oeguXc0JI7BZJX8wFjKCGvlzac85nLQl2G4M7QfV1dt3yhsMlJe+5+hlE42dhSKoiBBYtSqMLJb6JxudLF+Ozm7hJi2WdPQNBh18WKt3y8xj3U1cvINqtrWfccfpxMVzmIIeA+fMD+d8OrvD0d+d49NAh7vj4aHHNEyjHgO5EX4yezA8As6a6i5Jey8x0lD3zSkBF0ZULYbg3WcnwdHSgHAOnYvH1cfKYSXthhtc6bj4lDcLictO3SFAd4SxmRo62qrqPPda4dkJPCyQ84Zo8KKmgNbKpL1W9K3WN5YvRkzulZyrWsBFqCG5Kqtz3NxC7Ly/GDP4olJNUfdkaK2GyLr1BrCn2LcuzW9bsIfeHODulu6Gu1GI+8p9TO5jHYdIL6MPNPt8Br/MkmZ6U9qXPX7nt9OEu67LFn6aiyUa6uWH/fDWXBGAfR765RTc4Dwlpy8/7Nt1+761GXb+ivh2A15hv7ALPHxFnD8BY3AfvNsJvoXTJp+LkbcvcwudrtKPTgi81J3CTgaGRSikxIpjYGPrVftYm0MRlW0r7TUF6r5c1Q6rFqOxypvBD0EFV6U+uF043qEHGtzUuxwkTBymPD64hL0b19Scd8H6EKO/Jtd2auyYwmZ1GIbZNnG76/2FNBPN0ADatI8+vYv5aFQSqzKYPHuNvAhHsZByUyQYNDc/B7ge3UNIgw95SF7tKtKDztY425vdBuK+7+t2S74tc+XUwymLq8lFnkrtMrDbsWEXHWIlP5NeKzWgSPpuDauAl37dKSifdd9bydatwvU+rzvqZb7M+fZyK8v45UXma5lLa89aX1q+sdMhzk3eRt7qOxd912w8HOPfO4Vfj+Pk8/HDh37sf4nz35aXHw66eRuc/PcmK9utOZjz4M982Yus+vnH28trmQEF3oATIL9kAoFGGBqKYh3B2Aez+4G24xij4tb3RbnQ+XfJHcKRzj4/0HwIcXxZ7tTe//TWXt/6Hz9Wt946JV5tHx3XPnPoyc83U6Ou6XXvB7LrT+0+YB+Sbzr6Wpo6nb22yKZNonutvTD3Rp1odJTUBgrFuTF7AzxH6qKsselja5HdufUD0Z3Qhx6etN8Z3VcdoVO1rP0sJs1W8EV7YnpuHRFv6/Y56p9UK0ljlgS5i/RuOL4ff2XxfU6jqtzlfO06ji54683xEdV88En1KOKEw5Qjq7EekNMgStidPpVSJNiZk/TxxHXd+tCdJluapNi625nVcxse6ra1mLvUmrXWI7bZnbxjTwGrQyrF7df2/h1hwj2TZYvmQKrO1JwZRVMU8VSamaeosnErpGZ6Nd1hnVjQvmRnrS9EV/E7oRj/BE/qr8xkqGpEwTYdA0jd4JwnDY6iinkDmTdxOtI+hyH3ntOVpA2uITbLAXXT7CzEvbWjy0/OMZiLRvFw3J0PE0l8YBooPDo6N2RHR6VTGL/ldDQ7pjTuOpIdxCXQkZBNrVkyU/bWdAhuL7KHEBqC13uQen8wZujEcUJ1KZ7E/YY5VxyxVjcehUgbIMXM6nb1tO199n0V/d7oovXNo6xtMVmJTa3mgTqIASMwMREx1LGHwjhKi564dWGKzX2nxt2+NZuIkuIOmES34EPVNavQKoQA3UQ9aXPaHVXuPUWRFrNt3Y2Mrrt6Jz523ChWty7XlKQmVzdicxYWepjMc9U9uDEu8mPpTws/f5lyx8I54hBmV7cR5Hakoy46D/k+Xn/ItQ3687KVDiGtJUK2QqTV78HQNuCXHtBfjvzfAS/AM/ACyFfait7E2TZZhvCnfQ1Gb/M+ET7tnAO/5SmM3nPGzY0xiAiMjn0MAzP597BwSIFGFT0dPDw7zy/exuYPIXWPaBwjn3toWyVqQ9BYBUTbbMGJ9DYm2pxtqIkZMHXOdXmz7nk019S1d0vtk3KRz0sP4J9KkU0vC0wMorvl6JxUO58PnWPtdfYYd6MDDqZRw5Hj6Gib2EMcE1VXWxuL2zjknbmIi8cHpNLp0XtSyvlQoQFDN0T1YQicUzEWc33Ze5e9VvQYB7yBz5vtLiTTjprZTwdsIr5/+bzVO+7Phay3FZV31NumFTv1UKmb9u6onpalhee9WKdt3WQZXedboS9FrrtuSKOtc4+fb3WuiVY6Cc+CIQzfPh3+CWUfH03Lf7MPf7jsb0V/nmuo4bJWd6qftVlbvqVzoMtr0i8fPxv4Kw/PLxv/L+wrR8bfAIcIzBgQUdvWSv38+fbz+nZHqYhpvVxkPDc+s4fv002teP/9W/mXvf3hpf0c+LY4ToYd89l1CkP7bPsskj2bu7aa/cOzhvGpvc1ULprHUys++xAQOyfrd4HH1pN3vXMiYVAzewPNRKRYYIXcVvseQiW3eL6S29mt3l3YLc5tpKuLXa0NPJjYAA9ShzvrkeVBnFp/H2ja629CmNZebL9oNxJ4x559YHfMYRqmhYI7hFX9Yaib9CIq3JJ4DrqJRlIhDka3Nhm0W5o2v1jw/n62S/J3Tv1F9OhjE77L42xtDOGYckNM/g6kzEx1nMZkZcwZu6NUwIMEMJk5CoY51+5d8Lf4PqOG6C0oKakjUtiG3tAdu2Y9OyVR8eyVVJqT6r2xuSOQDFPtCP7Y3OT4YC4RT56bdxWykQqRaOdAs6oSRFXIWkPLjjspk+fYeMrhgZU5dMsH4qJVO7s2c/Bz1S8L4iltXMyoGBeQ0xMCe34s8sHBxA6QXwDWh26e4KwHqwkuqh4CZ6UQKBMreDWaMzcLYtZc2ro150hpy/G5+zcfu9Hq2ZnfxKrL6I28X0D3XFehzO0GeoT0bTvY5tkdZB5dnVqNbH+mdXT2UNv5gEHDsfd35oNIcgpTY7MqjUTFwEZExqwu6k4SXVfeI81szetS0aIzhUrbmGgvFjBUcjqcas1ox96jlZNy62vU4JdVtO6tjK5d18ocfZeKhXXVttSYoBf2P2xhbNkpv7pakpY5xrBeXoXrPaTd20FfXtf1nPu1Vv8PTu0Ow5DI7LWotb19FtwVko3OGbcStxfB2nZZsM7ef0R9+zruq185p96+Uo/1r0wA3/5C81Tk075DNRCq7fdDXJhPZ5Lok4hJ3Os+B7TbWshxcZrptrvat6tw2foGDN2xOOHIFQpdyNZtWYiurSFYgfhJSrMQqHqmrXniflONe6cQ2x6BtvfqexoDTTRw6tzqTq5aifmhcgjxvXPbrtBQmhwMc9/qXrbtJqXHGPcXd1SDsiyoA/FCO7tjit1Jbz0EsuOQnerQ0zHM4OwbDm6ajsPAau3gR0UOftjWJVJ4KXRZaweVN1CV3B05aciRsyOTgrnkk+E5Rjh/YS9x2I0vq4rgVYMc6VnIaFHXybviexwZZEOS2dcgsuplCWvM9MyB3zbsk/+y7z/vvt3Xy0Y/3/xm8tNwipCrSze0j67TsbgR6wnujtvvhz9/FPfbDx++1X/L9b9b0p/EfSrLxvSytL3VC6GV16Du+flf/fXlN8AEvAEdaMD4lQTiRaAd8wY5HDqqLzye3g+S4iGmGufTQSw8TePGj96fVu9849fab+vPa3tbykV/vF1lOaCtUXMc+1W3pWEoiRM2cFjHs+p6PYW+Xvn0az/c+brsKmbazXeHan5r6sy4YXDWzZOjJJTIhm7ZZBLkXmKiWOtIfWgCEhPb1ax3EbmR69Sq52bYotvBizNz7i0mbvyJrVGcFT2PP8H7qH96Xf/Zvvy7ubzWvqqJqCiTLLgLcV8Gx7HakWViOozmN25h26ZkvfM06BuH3DooR6wL+gSq5TUxrbpX2NGaUU+Rq7iH0d/axqyKENqiLhkPMaQiNh34Uscso/P9UA87edCxCwU6b1W6w29+4/I4nrMpwBGNi5oai7quUbrtlnaVDX63kZ0vRki+NlNoFS0AOxpgxLiHG4nfm/xG9SD1PWgSnFybfPDkjt4PZp7ZRIegfpcYmLtXuiQ3V9eFk9Kwu+dOs0ytsG/jsqH3eGIc1prNF91UvXTZrcN8Rwm+GTHrDCT2W+shh7FRAXd1BvhIuxAinwyzC1Ntk+feMZO7Z1JY9S6IijklmSL5bWkpuQYX4Ay79Qn0RjY534VOHD51SePx5a2fMj5SejBtHM2UwK7TJ8d5sz9lf67Eg3vsMVs3iAgLcRIz72Lv5llKF9dVpLJzgdzeFN2kkqNcRTyv6+ID73DQ3Zh712vwaetvbKnIHq2tsLCCDhdefQxrmR3QQBapbnMeuS9Fhs9t83uYJw2LPg7ub/eZ9JBoxhZkul6a3qfDOy0f2S6ieQiVv0j9cM5bq0c3bnxr/1b8077b4d29fvxD89WHE49bEzes39+2Xs8u/4D9F5q9f/GVLe/wteT7Cx3d4Svv3SfgETAwkRYvB+8o+ufmspW1BKawdd1a4yE9UCuag/Vy5GHhHPrch7CXW13HePgEfSJbBRwpK1x0yr40eR+dVPKjS0s0J2U3ZtTopyrrwK5gI5zDtFu9G4JK0JUe784/S3kUv2gx58na6h1MtUqM2msPmVtlos4piJGwA2x637eb9baZz0PvheUpH17MYLSaHLah07aoHx1wbc5F5xElel645DpwsN0YvSMEKnubvON753yoU/UtKMw2uaG4vVXlN+IHf71INFtVWzpkvUnZ95CNOhUTfKrjOFy6D2AOuwgbRSr1p0Qnr9uc88O9lL5ZzcUvXh/GsiAcPV//+Hz/mPf7ua1jDn5/Tfw02v4pJNTn4J4aUvCutdA2/e7u9z/3t+F9XfCsKnufQzouXXgY822yk4t0wV/9q/XHN/v4lVH1F7LP74HvfpkHdO/O8tkb+HnFA/XpsLxdDoeTBuBQBriWppv4R9vrrueoz9tHh7u364tcea4zne/G8tp28wMbWXhkWxWHg5aeXOuM8JKHD3J9mR6eQr0mCX06S+S2Qc7WRAP6zfu91vfePXdE1rE784CBk/HuKRnBmzQX3N5NWHynxkQdD5Gb0RFdOmeptyGmTp7A3V6dZlUK7n0R9S27sJgMDm1VW1//9ZfX1zCep8PfndL9rrpuF4S/en25xqHU1gJbZ0qBpbiDN42nWFxNVRtGAx1GX7qQnTy9NPfhdH7etjPRp2Cec3Q7jH24bZt3VOrej37baExtRZwgmp3dSr1PbrcWQReujxxf6xpg17n5lH4VMQSfvbGFNDSVIYS9NQ7BM8HQ2Q3oxN5IzdB789FLqwhJTEyYgY24GDLjlc0DnYL1unhvVS1za3lF90Sv4BHBTMUH65U9NYsxtrAcdp7RTKnwfuP4FOPe984Hs3WKaXFqnVZvadfDEG+ytToM3tA9UxY7WN8pHMnmJkMY9rX5gZYdLlrrZJ0cUERnMun2HFxo3QfnRWdWNlrVDkzGnRWxyRZS7iSJXO+BcEduIXsSUmcJB7XC5ud1ocOp3S6/4n12EaQMJfZCgcUoQmt5Qzzt8tmVe+dHlTfHdwb2zNrUsdRuXqVTMzKVFUoqO3GmULVoSNT2I3vp6r008/gF6rnVK9vQeo0+19Ii1oXjaRt2urjNdTau6oi3XRNf1q1ldstxj+olSPjC27JuD/1wcVfgVPory90Heis4PNPyyHut/fvuq47cw3Afd54/03hF/obiOvFVL7UPPdTU3cUu14Gn+WbFk//jtf/YtxfgAhyBAgzAG/AEvH6lqw3A9JWYdwQwutAoeuw8taX9OnsXhrXVxxSvKHAh7vtnine8Xzm8m2XTTvlD79+/BD9w/HHT97aVECYf61Y3BNOCEBPLW+lw6M2tPh9Fu6rBH2AvyU6aFl+JvGaaKlKTGWF8iM/X+p2PL9oHF+quSrY757izc9ydwNYuUJkMfef7DGNaRc8XXFXWgaZ5a/Hw21yfZRmKVsO3By9r4dxItVc9Jvci+r6rkAUO3SV+3VvynsgRaSHn45CybK0WehJ6izpWukT3ATbfn6zuH7rs4keitYQ8YL8UsPTsqLuGWarXB7puu8t5N82i5JSr3EDf1PyHy/rk93ULq7qj+Y54cPzsCxXeF/MnueyzfQzh25dlHw4n137+rNl0DNHeyos/JL8Q55iwr3ZVS8i/fvgNbVfY0lr5MeYzv952HIY1putfb8tfzb/wu+6AAA+AAo/A+gsLkHxWgIEVih44ttW1absttzxxLt8MsYSw6D5uhX/0TSy9fr4itLcbyvm6zwdd1OJER3MY/Tr34T6t6t5FugR6Kr3fmV18SuSouWSmh357+8zTe3OLpBPuOjPWB469twc4qy0FJyoSWFbwCOlMJgKnVVx0q/pD04sieHzZlRKZsFm/UkpdLwZjNUdD6S4SSZcE36RCzhSpd6Z+qRtelk9z/enDt597+HaK7Y0KL2/BbW6Bm7jRyuLQmqO6STq5fc0pSUNIXbrr5rN5o23HQ9bbWiceisk7tRas7+5+wq36EPy8a0y26mnCbR3GbEX4jkhOjqoOsVdWeyKs2h9G/f4zH6Pssr4/xsnJwGngDT0T5i7n6Na9ICd0Ck5EjRxHYYGo8+jFhzg22X38hSxZwJNgYJwIKsQqa/CxNu/puRBFPXf7Yi4D3UF6NxJx2bArEVTbEGWLbjjxbC0Vj0ZrRT7R7RpO7tb11BCbd8fV2g/KH2J+dP0VBPZmk9o1xNx3kB98GEVbYum4S05FD0yNZADXbvAwYi/KKdbSj45WpYlgxgyVjm5w3ruqLfFWsZHrpLtpMvyR/aP0G+nkfSq7Zrr1flDka5sfSVt9dPEVfOK6Co3aqk93e6sJvrq3wZ27RtXOlh07otqKeuhmLTDgzLrv9urCrRFTu9P4k3aXci0FnqWTeVUpMH6FN2lCavumE/Hrnqfj0ERoDWBKKy6tekxJl33VFHlZiSXWTtCyDnBzDhtuoYy53X7GOfo/venwmOtY9C83Gukc/Gc2djzO1uZlOvRY3uynOzv21QE64xJv1pCD17W+tHuersZv/afyNc/zCxP0x6/0zXfAr74SW5ev0EAL8FDaTphxzLfLY47o+nH58m46S917V4ZUpYfRVo3fMH1CP5Kn/e3ojpBWez17S+H03Pcvff3ufbe1y8wUdXS8Sr+r/GmnO97emC8H93fm8panuxBW2J1OL67H7m7GfkwTy9utnqRdOYye52LqtEP20miAN9dyh8Rk9lpEWxvGYe+goK4Pf9xXgcvkTmEYCJ82+CP32XLSspCwD9L5W5zmsL/ifjBodMpVABQMpLXXQ+C5m4Ohl+Ia4Pb5Ch2nsCrdG26drF1p8uqHsVdvPE657rDQinPjJldWKi6moIss0qkXCwB563ApTto+1etx5LlQ6oUl7q1VzM6fpqLXurKgLRofxqTEP1jqm/5cyt97zHRXPxac7jw/Vw2nz9v8bvR+0A9C/bG//ew+PD1+/iOp0untxdSZCTd9PuDL/G/cXkAF5uBOkF+IywPQCa+GBHgCGR4ymkn/jMdxkIfzVOZzNPt5b3fUIq8vLe2Njn+sO++yWCEwb4nykuB2syyR7m0N99RauE/Umc791jhoWUPiA5FTrj1wKlr8Ha23dnwnrdBr8IOGBgwI6jBRvMLuOexrG3K0ioA+Kx3JKpHvkuC86TFE7S1mLBUUzBt718lYIaZoVsVns84OezHPDOGrt6NwKypu0Ppj+7m9/LQs3374m2c761DhLNihDVbResE0DYNt13o4B74UfnLDbnsTFxMGkwRfGsZJ21pPx1hWSWzV6VAWylNn0myD0XT4//H0Jz2XbVuaJjSKWaxiF19hZsdOdf1e9+tVOESRBBmpkAIUEJASShIQSCEkMpVC0KBBkz9Anx4NlH3+AC0Q2UBERgoUBO4R4cX14hbnHDtWfcUuVjWrMQYNc2P/gb2lLa255hjv+zxom++HtTXeKTUaKW+V0QVMKR1Is9+Vdeu9TTPfAT+LfGV9H7vgGFShHZVmtI5EErpILeNAquoMuTXrSKUBmyIGrVYdsVn1GIERaEZzzL7Znmgkn2sl5gRiDKlqA4kghaBXXMgceWjqXGcixr4WF/FwLe94dOWxUnQSYknXuLsteWLyGyUXjJaG7ojy3HjwNhaARtLOXpukjf0VKVl5Bj0DFe9W4EK8AjbvJ/CLcw1jA6joMGPg0KnzjCi49zgYD8BHcgFx33EvOrLGVoHMKXCgYO1E5p2ftPo+YiMf2umwn+90q3WN3Y9ixeljwwL6zvki9DE6J/jAPIuKZwX1pCnnXEsGKwXMARsyKYsp+xuQbzlFYF/TF6R9TreBQKxjUaieAgH2uoqUpdWqdbu0CuhSWqQUEUOizaV+6BAl0V3cRUthP5JeOYDZxUfQsKnm0mdMHzy7bl0oBKXc6qnXfded/eR0mxprKnt/e3+sb2rSXempzDUkdn6And1EdrkY4bHDWZLmMgPMn61PPwJcAArAAPAS4BZgBPgSAAECQPikhQLYDF55f5TVhYGaX9G+ub25KqaMFTWaIdTnCtzxs277DhYpOlrF7dy2t0WcubCDwbsb0Odn2y4F9hBcLuC9uDXwyy4+a2O047pWoZBngmWniep2J3BtbWdjR5bquKOQ4hDJNUVA4Ii+ob9VW7WsW68gViaF3tSLg9LM4KD9Rpvrgb3sILgIT622vJZzIpIkBLz1vnrA/oOvzxo7CxA4xuaioFXtpTmJGJq4gN5TIgxRnGnr2B928yxDS6lhx6TeKUPViRFTJ32M/l46MROYInZg8ejGsG0G4Klhyo0a5ORcLnkWYwnLViLytEIwJjZsnFK+TKkopKwpz/njnJ9PCdba0+WL4i4zpGfeXVR+1ARg18tx4XoV/4wc7CDhZzf+3unN7eHnL8dhuMlwLa2vWPPy9k9P7y7bR7CPAAvI8skBB7ABTAbhEwnKIAD4OAzR39+N4z7cNhpfEfbd1kmZbfrNqWlJdXn468taTjDPsN9Aalt181wHb2RxhUUjlKMbdXqCDNsz7SMdqb/h1kmSwYLUrSuLi8uiMXBLhZ1SbUnUN0ts2PRiamgPrebevUebQR4QM9uZ6owyNWisC2GRCuSsKAcL1RziTkEdjIZ3hAPEo2wH5lcC9+xuCx48DAbekXcoqVjql/QeZFvfPeu8nLY1w9Ke8uZslbx17LHVi2pwbZ7rje8mnJGD72yPoyAjJR/BJxh2h7KxYzAOA/qt64G6on4Ev2HzJcSupRIObqhoA6h6GRHLeR09GQeXZ9/DvFocaEUdRPZ3ux16lBY7qEFZRyE0A3IIY3QmSA5AVXeIUnVw2gGaVOeVBJhMRVStmbGj3GT2ROQ8UmA+AoHZqqYIuVqj4JKt2JphVUTiDATG1NzgekAY4m1M19vBB8zYYOyZywOC68FFCUEbDB5BoH8JNQauzsARhV1uR3X7yrcGB+07oxGob7Bv4A08EycdHWIzj82QAa2ybqDvWaXpGjAXWQJcACZEj5wACuGGliKTNPHsmgVmVWok0XxtuPfhUPBeVbD/JiLWsg/gMwcshtSJOdRQ28zZWmkOnkop1C6lTVTOYBepJ8unplcray2PwVpbT2TvhM5aW+hQXSVbihAYtBYBbFmMasmAKk6ogbeAAFgRuCkHklLYQWiLocYYS7GdYcuP7HvTM+mQ6tWbieugQfWodW1qy9YBcDVLqDnfV7YxOLfT6DhdLn22BqVKrarOtKWP4hbMi62z6ZZ+ONVU3b9bnx4BMsAFYANYAfYAvwvwhwAA8IcAzoMHeO3hNUL8BIkDIIWPW71sxbmMoVje3i7PgdYfpfZMHwFXwL0zWdMmPSRHvbNJa6uPfX/705f2j3bvhVkqhf0Bh34XdK25dDdm1nNntnI9dIEDBozgsSClFXPjzdsJbUeNe2zJiBZAjcHMKaCIIBS+ePRPMHQd9sOHpVXQQBo6Eta1mCs2pcXX1jbZEwCVj4tlTiah20XgEIJy6DtHTPSkxW5jFSeg2KG50hAiJiPqqxWTnC2ntGu8bFiLooDMOQBU5UZOEJSprQATXA07xceynh5r8xpRjoTITMYF/V30aw7H3WExkESuLStWz3q4GUs4nDEtCI9rSnnZejAj8a0Kl7Ztq5uXzcUdrXlbcPiIdnksk6TLurYB3LVdSo8qE3HerIqXIgWoi/b3v8H19vb25sXLwzc7n59p/bP08VeXVf92AwQACJABKgAC7AFefc6GmYMypW2yD5NeT6siyeLPp9nrrT7n452Fd5NcRQ9tmJJGgxTGkXFks+r9sN+L3MvQB+0XrG14UVqnN2QYl1gMiF0I65qOh0Cda+sYGEp1JLwmhxJR0cl+y8HXWwCveosWpH2pbRB5AdWLdMZdJRdQGrK06vxW4epwrm1jmBEeiecGV8cPgEKW49hEZwaxuvQgSQjIoHovHDi4tfMOzDzPZbLIdvMktuMhTbTn/VxNFbvqri1ixJSlD11qGLA+Wj64tdBgANKLs+JdUWOQtVoebdxq7tAnhT3vOXBr8djzpVnn4qLUESdr++ON1kTSMJCu6iMvi0bWO9fu2DOfY0SQEk2UkwemUBjVRNQUJKt40q2WLlgzQJSO2BnuyQYVT9xbY9au6hD528pfAL02/1P2f2D8E3SvEHuxLjquop58Vc/YA5IhiBAbInBbKjvJSYcXFx0bkBJXGxRfkrBBXgF92LnV7TzFDC+jtwYeoBHY1u0EXWJ04ItpIDJTAkWnnTepdYiMVb920AQPpqPYHuAO4CdqN0BDs6PnW6m3BEcDADsgiqBTJ0CO+mQ4EZ6qGllpeGYqRmcAAVhAtNvltOxJz0vNPK1WG6YAGtEa66AW2TivLaikapxzamvbVhVRAy1Q88WaXpdnx48bGFmqvlbJBjvx0bgBJeIp1XnwTzOsg1bChcQirAI1AHPJXiQ3DTSJaBUwl9al+e3aNtbRoCF1VZdh53l5GdwmGqmOznnrO//6HJsPvKc89jdXKuvscmrBMd2E/+/fLMtsW64/Lm66vj2t6NpMjVXuGGrTUeW8bZ8m/gp/S/38KUAE+C2Ae4AvABz4YwXXQanAEI8QDKADmAEMIAOsmyzVNnY++IvA0DcxHcG81G1LEZzVfm0EqZSanw1ut+JerOH3vuz/uy+mly8eyvS41e8mqxnI4btmQeqZybNg0W1VZFs/aaYzEoM22zd/zaRYNshQbE1lfZq3llvGAddUtpCS9t5KPW3bl70rRii0VUaLUUBDnFpJQgekAe2itcjstuh3KHM1oo58rCIFg+LehS5z1eaoS2sNQlSl4hBlWYWxKcamUWsU9lbAAlnfmTI5p5ZpxZ7FMlHbh73apZSuUWShPCSpTwm1lZzFF3y3FoZyvqaDVpGUN+zX9bJUPE+cl+ecU9vQ1uZ7Z7jhebpQyVMrZnrprT2vU00o6fnhOvm1N918DvuPF3ggd0n8XY4M+mvPV0zvW9ycFMUPil+/8OHbY/zqy/GnffHf/WX9N0UngAhwAOg+s//w82HwKSZwg7A2yKqQi7d5NNtkvqIZ8/mH5xbr9KDQ1RrpOrV5bFa6EGslqUhyxL7JOR12zM/oOh+EmuRuoH3be58btnyza16VfrZLT/M5CR5meZypLHWZJH9sy9nJJZc5wKXSB60m8MGwKD8YV0eP6iq7XLR6rJX2bOKHY5E92qHBHbtDg51aLy0AuFJARQRNq6lqsyoIAik60bwRtZVyTPMmJ6m1XmvjIHlN23lgfD6fyOeptR1ahrqY9Qa+afWwpRZjKM29svzY/F4qGgT1TaEoGRuyJ7AEctdzBd27suXMztDL2jJiFmvOZ0OHgS/Jog+ZILC3SJ22wKVT2Q+9o3SIt5YsWlB1iJ0SIAxGyBYIHELPnqsEdmvSXkmxvwH/jXkPPpoHbSvyksvWecpMzjkjI2Sl3tOosIfqEH3OdwF7aOSZhQg4AiHRqADUgPe+Ibob3XJw19AEYiIpfZ+BrcDQBVhalZDLdfR+Oadria714B1CE9kYb8RWRgIRYhRYHPTNzmIvvL806x18UL9DSqbsYBG4QbwQx1ZbCKGlmfqDtQ1BRR89daQVwDcEUPbkWnWxi2uToFxV0KBARcfYsonGQ1wn6PqWKngvDSfnXMs+xmsF1nJ1XdrWBxf3V+UAtxVTQDELotEACHoXsabmaBbtvLwvOhBci1lUyGLciFnS3I0RsgFKJ+AbeGtXMwLltm5xyNvsWA041Ucfeq2M6lt4tKxb26hDzefZm88vHT/gUucIBOZyYHnXVrNds++yual8tPzb96/o4fpsOUxeexi+4IeUv+rxdLFIAL29fwCq9XFZP4h8in5eACrAyMACXwPs0CerXwJcicfIvVjbh12q3wncKgBA9ykkqrBHPiU5sM1XJ76ZBAo8Qe6MA7LUl4sWV+8X/8PqdN468ACv9/GQRsbLT/Qe7k9vHzrVk9qv59MfDP37zXajXjYAoqCGBkA8r8vdSNPVbl7Ep7Xch3xZOleKv+msyBLrWDhxQcUMspAbV1Oue+d+3LDupVxsMKsRHPtFt0PH3g87ru/Xtmfy3kRrv2HuYYQqDQ20x7Yx+dwSyQE4Q+n8kPMGLljLlUYHeq1wsC7V4h1OpHvhSXTXIEdRz4YrJVQgROkDzIRdhYvlqFZ4vWbsJJ1Jbtk/eb0J8uai/egvqbzw/djhNrlup49KA4erVHRaqNs3eWqlr8jR1CNW6C2eoB2z1H3EBvdHW+Y1rFJvooudm5ZiHWuFc4O4Tc/n2/Gw+dxrSP0mILbLzL6P/JO1/2P3sQF4AAU4AcwAIwAArAAHgAXgJYAAzAYFoAF8A5A3mvbY50o36LWXO+2+2NWN5z3vtMUvfK37xabO+kit30dcWurk1qamu1denqTneESbeBtOPnKgHaeSQF99dZnn3eHeyaxlvx24TpV3ZjW0gy6zv9nNq4SRuOLJVRC6OiSzi6EB5lZuQ3hW2TvJ1ci2VYk9eaNm4AmKiPOEq7gBuXpzugPMgKLQs4mBSKt9353Wumf33N84XZZ8IqDpvRx/6ktJ6R3efrm/TkLdVfqunxUGH7AIlZ068MFytQgZ6KB4Ze7QGiYGBLAIvuHGCH3IpfaB5836XeeT5cHtNkkDcQNEMXQGCW/degW6YdxwHTgurrpVQ3S3HiM1bTIEqaoAsGxgwfqoiCSaCbjFBtb5KFL7MHbV/S7zb1tDBQFtbB8UrtrO5HBOFCID7hHRwAG2ajtEMZ6xmeOLGjNLqwi0AHWgJjw571uY8BS6wacFLYhE6J9x867reKMYL5azUr+vboUydvO5DcDs10tZoTjDkVHFEuOdWCVvAhbR5YYAo6IgfsG4NhvZsuqBbW04kFm1EGT2ztW2IDaT7xAD2OYIS83BY1F0SoKpivcRSmsBFK06YAFjc2bBOTBQsx6gbhek266KjwHX1AbGrcTowHxM24lpL9vF8VjtGlxOeem5M11UERnSehyG1ioR1lqzJ2iA2EpKFwF0rmXROOzSsriuE9mC5IZFGjJsKMCHuJ66/rCcry1ohKHh7JSK3+JVt+EDZqeyicWOtOG/E/kJ7jBar7ZoW6o/Rnm+nD9CGPXJ55evw22HP54nN9Hh66rW4ZPedNwSOIBc0V0lSFyLCYQrlApCACNABHgpcAD4bYALyQ4piXa7wdXLVrpWp0rdXst3AC8RVoSqcEsA1gpBiD2qBYENdG3ZVxv6sS2z9BA1bsz64jaV84fzMuaW3++7I5xe6fF379LDI94c1mu5Q/fKJRO39yrKoY/tmizQx2z3UsP+sNaNPD8tAJAfM5hLo/d1mbLFoRseLvNV5Sji3NBhTg2JY+OSyWwBFhEzyiiBevT3+/3jaX3C3KE3wTTE29T4hWtbE1H1I2nOjXpHq/hD31bx99RyufawkzxPCl3XKeT+YOli3qU59SEk2cU+lZXJN2YA2YIOViVEna512Gm6EIy1XMH2YfiiXmvXZbG56R5w5f6LA1TAIWDsVRLCgGzxqsvPQnxTbNDQpDwBH4BOVl6USuQA+6e63Li+tPma20uKT48hBNWzuFVPPu9ve5eVGhbw2fFOaXvautzXl1uoXCIHpCv1HcjOX//D/+FvPfznb//NYgxwBegABOAGYAWoAA1gBTAA+gwF+hEglDYU2QeEq4Yv4ti4Pil8U+9xUIWQLEG5OzJBdXbY/LYfRs+J0Svx43XpX5KmBARC2xfyzDuXHnF3qLt8so6lFFSEaLu1TWT5mvyeR+jDgPNV+36oKkSHps051zQzvQRaW44ct5q/Cr5W6QwmpRHtmnUfcSoozgLz2sTtQq7i2ERpgRYUCwNkLV5GDHlZWgyHeem6VlyqfAYb1F7o8oP6o7t5Hcu1djfRmpVJ2k3QWqrF19E/O3fICjtpyz6O64I6pCXv/B740uKhk6nVI1lzKGvohqQwHrRdpUWyUqXHfYPWaUquqwv4ABc77mydjbBSEfXGNfgjiDfoyBPVqp6hKNgwqCAwtqbmqRdKoB2wmUaIYO6rEH5PrCNmVGDcilSUDcFrM457gBsTU+gInKgy7qsOAHtyRRqAZIPY3JlhR5hLCnFsYogSwDdu0R2aY7Ed6VcYTzk9z8dv/GRdTIvYZqB0c7XKtjTrdBdzACayZ8WKvph7craprki+WGMiRPAgDCezgcwEbhAolXsH2Gzn0QndQkNWRkTCe7Ae4FZkR7wrGh1EcY7pyOSBO+ZkTpB7BfXeKpbo5tJWadjfva/5VqXK1LROZdUO8qbEljcjqMUpWc4oZi17CDlHh3dLZrCD4V1rP3F+TPOoBWreIwW1wK2mbUWCLDYXcAhFLAwoLRFrFgXzSmLIGhly80POl+4wEKv5zTIssaGlvJ9rvSXzMdzl7aJrddtPzB4VmkUXPljJO7R1ruios/ygu8W5i24zuXfqOpcfR2rAr6BPHhvEEtKOJYSndH5M21vZriAMEABeAvwBAAN4gATwWmnXB4o7TJuZ73routtbBzFwBHgwCAoLwEXhUeFG4X1ZkNKDpaKwFZyxe2Pz5eCk+/B+2OTFvLgpxDg4fAd1eJ/yKd03B1IO//DIv3Nz9+0exj4hl4rTWrjA9ZJNtvdL7lKZfbemRbE14BakCl8E1024td80g5oel4JOXKp12G+yrE3RW9JiKn6tfZJLM7QgGYu6fh/fz1ulhqgFTIlvq14RwmSDcNdc1Ow8Q49+oSMyVz8YJPWa4rXW4g77PlK2kkzPSL7lzF3QcDy2FmrfBqBAhqiuE18rw4zkx7RMW/aopZFDa4CZQzJ8IXoMGwr3Vja1wEkqyFpX5zuBszYq8q6sL9DmVldteyibwkvnLxEV/FmbR3+S7QODtDRJRT5f56ufVrC6axXfVzrnxXsB5z/o+uhbxrl4+6tTm+Iw+wXdPhzW5aD426/vv/mf/Kf/9A8HaJ+bgALwDqADUIAbgA3APgvCdgAeAD2U1TYz70dacLuT5pjPWKUQqgLd9JCS7MI+SaWZoQPjNjcsJe1uXBWwkQvIoYu1i7xSPDC1aIo0bR2UjmlX/TL7ft0IDBZLqyvTVVpa87VZqvqOeCv6MRA0fM9sbvyIRBSqAbmQ2A/epSYHpmWrgTUXYGtAvNsqoXatobOd6dHT3nTX4SsMZNm7YFieBltWE7rb5x8n+P6Cf5YGX3uC85utBrkshWJ2wWFdVGQX86PY3lL2pk1Cv5pwb93moK9UC+/cmKvc0C7BENLgd1xb74kEXWBV6aLLrZ0HXErAgdZhUGTXuUk9dNDMrA+YxTpUNulNQBIpoKmYanWtsSOU1gcbirHXA4C31pl5hJ+Y//sKd+iOxPc+HBLsCUYDL4DoECQzTYAL4KKaHOam4pxXQAQkBCYkBo9HZqrgun1XdWDw4LxYLB1jMyOvpnaVa3XHYzed4pg0S9AGcCn+Ynhtjip1KVNswGQNoC1gnlqRtjGo5NljrVYcVMPNmiCc0CrIO5PZ+7ciW3TPFa8EP6pXgIqQ0J4ACACcx6ZACIJC1il5R72hQ763qkkIKaypxQpJquO9YqXk/GFH2kqulhk1L0uOME2iMT3lVQxmsSfASy3vWv2N51PBDyHW5mZyG/KDyQPQe4UPpu+knEzertu09+tWxIsxZ6VIqLCGlqEV7HpOG3aNmwIoQjVcHJZUJmsEOYBvYUuNh3SVBmps9bFgPLTYcAe49ERo89ZeamhvWyY3FEgr7ns3kYvxZpo2u4nsor9Hq259pPSq25jqKv5XU17LkuQM8gQwAywALwC+AkCAL+DT/Icnsq40T/UGLbC6Zn3YNhUUGwEODOtnLMQRwgRwaWCZU8OF2t5xcAnZDy/i06vu1e/a5e7qbUDhxt1INF2tlvr03SRGT04OPz8uf7iDryl+GWaV2dOD6ZKXGeJrCo9Bu23Lx+PV6iqTS0yUm5S+7yamHuy9qW1l3hr1tM3ny4bNU2shiglQJfuu5YrbA9QKac/UtoUwh46h77vORdMmelBcnQHqFkmMtwSWyuprlkqACnHwCD4EVBbXBBaDQV32rNmid4KDTXPk6iQ0xMA+ZegMsrTURHXLSIFgWbV5ahi33JoZubYGD3losckG0VLRLkSQ6LmWZ8U7g+ZUKi4Ku0jRWFzne/6AcNCwSdmhbI4g1UNlVwKKtEbs+NoA5rpslUxLZ+H92pYzp0uHH/pcyvs3KTT9+HZ+/rV/P63laf8zkq938ix/8A9+53/0v/6Hxx0EAARwAANA+wyGugcYADzALUACCACOYHBOMlTDbWq7Z48h6MDl0lbf7veVAt4du3NePG009pJTxqAuOa/AXCVhhuNQFyiDEIzsFHTHKexxi83dZOlTzZHLafX1TVk/Lvqs82TFYqu5brlplyua8wu0wDG3i9RBUMyKwakms3ZqurF7lFI9f1BrXp+QCrSzgwIyE0sT8XESzR5b1kWbNx9NPfBNQxfc2L6T4RxuLtuQsj17eb5A1O7cYrmkpce2nprra37OdXQyC4xAVrtaJGkTzRGsgPcdLuvz6Ci1dUTN0XwFR5wbKlRER1SzOI77GckJnXUEIGI9hD0rFPTC2zLVvUMweNWrFPC5WUvUMgl719g5Keo4FSMmy1jZVEjU72D4fQx7i3vikXxftAs8NBuIvwQ6qgWArklozZsEJVgzkYGJi5REFbk1y6oV4smwem5iW+9y5cxQNTQWKOwsJplr9noYx7yVgXVdQoCei+9uezP2AypGy/sCnUGhYupQzRIqAxoIecYmHKg1mAkCOA/mlZSoJw6oO3JcWmQFtRfWHJAzUjEGmME2q6fIM0BBLQCrtZba5rVamxEPRhlrHoOK5UgIHCKCIvtunZ42fm7aSr5acDwlG1q7Kqtcy2bVJCWPYFatLI8dtrRuIau0C9UZ5Gq6tTRZOQNOLUEXL2vOTjKGDEm1ZmwX4cnVRJBzkt63RAgJdV2ULUvzB4I5kajbWMXtwM/LOBxGtxEhdw8OaJxaPj9BZzgVoEqXInJAl+HMaL2dT4J5kqWkvdaeA8xJfei8obqHZBUbVbd3VAAgfwDIAA7g9z9t/Ohvm58xUO98YElZosTKdANDiB62HhgUIABkgScABugB3kP5RI57sloDdcGfHOWXe2C+zsTjrrAOnQi15/UK9QqgQ9/4faMAXbf1Cm3Hx12//UG8f3kXXveMcbY29LvV8p/jeiz2N5L56dpWF6Je04QWmCGm1qWKzY7VFlCOLouZ78Y+ttxm1z4E98tWrn682R/S7bH3/eF4x0xlCCOxJiPBoFLBdVHcyJosqd07YLWezXmHgH3waQOn29oMyYpYhqlGiCy112OxOEAXSHFyTracrRRoeZUSwE+NOh/2rm+pxwjVUx8gGbCjuelAODVxKfvR7tqgXRJkExWVTQWjHQhOmCMSOIgApUggLSKhwKseLrop1iesg+Vu7xJsmaSshSCYtMpynWuH3dNS+WTLEMLJHmbbpi7nR58MprbNDZ1tNfG8lktgq/KTG7vY3/v3fvIf/8/+7iFABbgD2H2iPwEQwBPApxbY9VMUGGACOGMr2s9zmzvbXjNcmxStryPg7vGCW6Fp0+7muFn0pYUdO+S+34n34PcD74sHzbvRgu59rzGPVlZWbfWea8nRrcHbZSu7x7T9zRQey7LMltZ2nrUS1kJLYSaroZMxb5XaQWqzRFjY6lHRk45ORsivHAWF16yDwmuEqHxEjOw8onM+FXGMKaM6KuSupEksCcxCmbe5j/P2mL57s22PRb9/B+d2+1Hmmmv2lJ+ldJ3kM3UvyF9WPDgSTRUIkFKJWapBz5ynSYchPteK5K4WwfyGUHJhao6iQQUNEcqy5YPTxbajVQUXHeVEgQetjOvox5gublddflCXDFOjlawFZjBmsx1AL21ghwDqyAQNW1NiwBtQYkBFtKJORWsmgyZkUqCdEbKJBGYKHg29AzFQdVlHhKPIDp1VMtBDUWfQk+PMnTc04Oh7wLbzG2bfC1PHda1kXDP521RcbbQtOTdKKRoMUGhqORME6qMJa3DNYgKuQEuzhfkqOCHlRifGojAbbIqzKlCoTaJ3q2BHxOgGQgM4svWmO7YR+B7gSPgabECMYrHzQ1Yk6syRx6jeVblxPgt2RHNDgKZM08EfVl5kFpVlm5DVCtS4btAIWk5r8eXJKqAmDD5Nm28t5wxT1LLV5MvUvEUx1K3zHlrZkTlw7BMaAwvUMuCs0CtWx4EE2GU1v2EKsrUAUqeGEWwBu26MOeXlhZe6ZGPZirq7KFMalPxNU12PhNK1PdcxET0KP9tY4MmTDZ1ShEcXnunaH8LlKtkkKWewFsqS/BN8TOufAzwCbAAvP5e/DhoYYNe5KOEqyZeY2IlzHdCCEozGnd1rd+fjHhg+q+E9gAN4BrgNZMeev+gXM3k1mGJ6+dpudvIx69WV3/A5iQI9a3ME51Wo1/bv1nWztQvjIfnjbOe29Hz/D17iT7sdx5NicV2s8sFoIBZJXbQtxwx4ao23OlWa8uZqlaCrtXURbLhUObR8VXPzdTflm5yX+ZSup9fX60uqt9Ss1NutNWi9q00VDGKHizgQichR5WltBdUQIAMCemXuXWaWpktOIRKOPVdsPjIPp8DUdrU0kF0rPIbOnC+FfLJV5ghbqZaaUFhzrdoUhMFhLjJA+ljkC/ISImSYLQHeiSKARQwirS1QG+wMDeUi9kDGHIpnVQBv13MNikiBKmxKW4JGFLfmes+yshPMFcO2rI9dOaVYwrbVut5x9enKM5hWnDJcIP3iB7ue5WNWqFodLcM2H3h9/d/5H//7//V///AlwKeAQPc5CXoDcAL4dHG8AggArNADxK0Okm8lVGjm032nbgXm0n8xdgn9EGyz/QuvQ5dSmGNECRawGUjvetJwrGvEnboLhL72pYeq2pr3t8H6Pk2Rn9r1B8mndX1v5c26rAVFdU2ySsG5nR9Bt2X94GGt9hFEFC9KNdPqcE5wUWvcnasl0LmQAJ6y9kibwZGpQzxK6ciGNQ8RepWd6bFKaBqskEu1cF0et7mtOrXtvNlKvNnVTTYtllvmMckZahehnQRwL8+rzU03kVU1g3i1xOV54RZpSTYEP2UIgiDNV98wcgtFnBOHQDMeY5Bpwx3GyTxRWnMVzNc6I2/WSZrDzm12LXCdy589te9Te8i81ZoMzIGcQAA0mwATNBsIjg1uovsDtDuGaDZi6RGdmAOORjsKN2R3yC8qvSb3QlwERPQdhV5CJ+wUW9OZ+aoSPIpB88IIScyBNkBPyFaMvW66H7pW7tDNiIe2dgRH4tIogfWuczvJLjzBVimUvQkaNGpAHnyVEeGA3AF4tmAtknmEgWHXRBlfChwJIphZY7ZNhQNcESaAR7GFYGqmgKnQJHBWNKALsAMU75Ooej5WdQ4JXYc6EKraHSAL3IOZZDt0XA7BF2liJhKo5Dnbus5Y2WUrW4d5XrSkOcGlLhvwWssZ7D307xUvWd9049zqs8Mm/dSSQ20oGao237N0qQaHnJkpDwBOn8Vgy4whS3U1IDWxKFrTgDXCjsrVOXKXSuwsNfbZJK0Qgbzzzy50uj0blNp6kqksVnZS3z1tuzVFdtbXgHPu8r1o6nstLW0anN94pXH367Y9lGYAEeAWwAO8AACAioXJ+6LP0gZF6uAb1+0oKxj6TkagImHgG+fB+S/BOwAFeAPQACYPHwanR3ab9zfBLhME9Nvj8uGSxryc1/O0pTeny/PqAGqDsNPtuSSF6b86u7/I8kEUet91x8GdH9T97LD/Z1+Pv+XN16nfq8eioKaXolILNinzdQFh1zhAJW3ML1ROoh11DeSNYi/1icKkdgFYgXauuxmHfuRceWet9D7GjgxfUViFXBHHNCBBh86P0bm4NdlAgoMKOVRtIlSLMoy+teprkmjHKOrz3mxZZofUQybz2jQv1DNdDB3GDTrAVkGNUc1p1pNlTkoCV8Mj2kOtrtTMJA6tpgGBlVdqB9dVr75zzRwSGwCWWkkH5yjwh23u+zAVkC2LGjsg0XWpk3nN7aNoTvogArV3tWz9zZChruJQ58nxTf/cAOYtxe2yXIehtjMBbvB44rbU00doc1rbLfn/7H/7P6h3f0sAPQM8ACjABYAAFP62DjIBAMDWYMb0nAqPSf96EnUX1nJZPQ75Uq5jiD7qHp1JA6PR7kWz0z05wXQkg6JnGwbvF+8Gt34s4hAUZOxxWgKI7PZc3xb8m/P8Q1ulYM3uR/zxl2uaZALNV1rRpTQ4vyuCIM5Y0IKoRsGqF68BeWsFwWYD5XpRA49nlZXtnOUM9S0GRTn3LrfygU1ArkSJrHqyjHt3yf0Z0mN7d7H60a5/nJ7/PzP9wOsT6NXqx+VWeqBN6mjSugy9S9xoCOZruFPZ3KHfch8rihmutbQOq0LKYKvqDspkQmzJSEgiTki9ulgAB09LHZD9KqFzEcljI1+m9rHsP8zdnyVacntorqzlvHS1ac2eGlJSJaarNXKwSps4bFWeCTeDwpANE2BBFmTHfRTpELXq2MdvW9yTuzU6IA5Io8Mb5i9Z7h2blUOEBuYdenAK5s2QUVXNrEKoZQFPmrcQc8YjxkW8Oc7aBsLKfGFN2B8476DfYKnZheiAqUNoxXvT0g4sAOgBVQBMEAgRLXT7Cq5zr6QdTe8Ue3SvgQeDV4YBYPDuptFr9oPRnoDI7gnBqiGkJrW2Fe2a6wfnarMPbBPzhDQRN1JkewDB0K9zSscXOJ9DgJyWsp4aiJj5QNCygG8yS9wbkLfSq6mmqK5r66Gmuq7Ogz9dqw+66uaXHvVc61KxNRXIFyPzNi/L7KGtZVap4k2usZVWafAay9WI+JrGIayNm53QBk0by6XoB8u5mhIA1SdoE5ZbkW3Xdr5sYSuuD2GU4Sp+hyFBee17NTY1GrSSv6msFb8c7CnWeKnlumxt+wXU5fPt/pZo+3SvNxy1ruAN8A068P0FbEoQCYfaulmWFnrB6+hvdn6FmgEmAAF4C3Bf+dVtDBHiCw99J12oWdbMvrNpkbTLS8BZanG6ekgMuvrnqaR3W4DDb57n6V+e8n851z9fPwp2VDUr3eyGv7sb//G3h85OtS6mb4UC0wT62LRCP4s81WkWFtB1WXOjHUDWVBVzaxeMPcjfwEYIfzAevhr6fXUh840PK9GOU1PyfnyqxfciHcFqRQ1rQ1ITZz3D0N+jcUAPg+vpSBEZx4rRB4IYhdLWh+yc87cvhtKY2cAZqHBv26Bh0LRms3QVbrn9uIpK2Xo5iiuMO2ZW3cw6dBI9aLtUODp6uxWPDRjfzs1XWFMJEU4XOQj52Hu1KbXR2f5wk0CG274xOgiiJhGbIuE2R2C059puO80+rT1jKRelmtI0TwOv6SENaosWd9Kh55x6wkrnxa5LO5mKGox8leWd+3K//0//s390M8JXAPcAI0D53APPn4+BTydBBQBlf9jP105fjfWa4cQujOu2Zdj1qUrNnHmpMGyZlzxzuaFWTA4GGyju9jfYSqUici3dq4PW5HoXReptWJl9eldo0dN7nCa3/XE+/7Bef1zvPpbpXcLvZxGjpVI7L5dUK7amWKtsZsWlVHt53Rrnsy+NQPakzexIwql9gRhz670MgqMlhG7MFSpFRWsATSpATG3zebraVL6byfQGYJ4zbJt/zPhnD4fHCm8ew7xcn1p7U6Nl27xlb6VfxXRFtDSpwLlVHjHTUoVKsAYJpCCW6qKXmV1HtOjaIYM1AjZZem1gbtuEecmbRqyXUuAiZU7w7opvS/3Tbf1+sadKz9ftR3QPJV/FJQ91r9ABktoeVFQCEGMBp1OVTVQUs5gIiBEAe0cjdizaB7+mtjlQsUYoSIYICIzkMRyaOnRY6UA8igjzvrFnMGlE1AEHkYG6WGeCwZW6o1NLxxehYK3YXTtxQgP6XSsFB8kWUndn4FMDo5YAEIs4to+NAuKmoA4b+oJqyJALej43eCTemN8TbYhPhIvYpFYJtiZCslYh1qw6IKytkWMP+MJZF/GgMgR3FNEAN1WdqjPbAXMzMkPq+wYvei7icehwfciorglQK/Oa9bwBh7pVf5QyqbdN8wVbrjprTuIv2ozDAoI7winveo2prlYc2hBrdORKc7qYbDsXcEkS4t261pTVXOuErNayZTuonMHztv2y6ZIbS3gqcKkqcB0BNhdRaY3jjnVouIX1kElVYxkW1kIzwaD2kGrA3bzrgqGN3k9jChmxxqVeLsZXfVb347X8a9URwAPMAK8BRlUPgAAIdgIYez58NdwTDFxvR/+yJ+/QR20EX+6hDfzKOLjhWxfuAQ4AR4B/2McvfnJbpdXk2iLrXHavIrRa0pZWrc3e/JCfpuuEoy8CFUlgkZyTXTY7X9c4bRfU85szlbr95fMHTLtoTx8v+PW4+8eHb//514fXx+w4Q/0hMRT9gC1DCuCeqjaEh6ST4cLxo+anYrGaEA7q/lLl5+C/7Xfj2HqvruvCzrXW7gm3lUhrFYnRu8yQuHZWxMyxNVtjPYM7QqtAA2DCpW66VRhCp8zsA/aUMjhOxQSqXOZpsSpmsSggH9C15mxGiFYATauK7AUv1sUCOWAs9lhbCOy976MCRWH/0uuT4n2Ms6greNt5U9t53wofdp0YtgLnTFj1ubJf1++2dJ0uj6WuVh43DS0OIIk5bgLFbihekp2qZpRlW9p0LbWspI9NHG0XRBPdnEaXYWs2l5RaJsI3H90HxEtK7Pofqf3Y/ff/w7/3D3/2jQNYABzAFwAAIADHz0nQT4zonGFOuX680Kngr7bIpWAbp9UVo+tJ9+rUmVSOFG9iH8OobtEQkSdu0QcHeTNfdaZmu7F7zhH3tQU4OA8aBhB5n+qfnf58OeHjfM1t+cXsP6S3T9vw1+c0EV+WOqXtXLROdV2s5ZZE9SmXh0DLUh/AEsQLmihfmRrEDah1/tmUnV8Lg0dQP1oq7EbGI5JDjR46LRbcYUU8nF8VpKMAAvQArcBvnipccv3zB/erZL+ocj1l4+v3c13n+bxsxRiwUT7PPAZOfJUMBSAQFLdVlLSpFjGTeaVPtsYhHxdRaV0t3nG/GXA1dU5XglBTSWNqQLl/k/Bfne3fzo9/PV9/rPmXNX8H/v01vVV+N7XTSdpKtTleTBuzIWSqiqillKgbqXBTR8huJDgQ7hR7koPzr6F1EQeEjhQBIlAQDt55hR0AcXSKgDA3LehKhQs7Z2CIZDRrFeQV1fPOdCMJSxoGv86l2I7sumrv0EzrAiHamjuWHi/kuCcwsngnXk3RsAdTkTvyQ8EO9QDqIXtP1lrAWhgYgUw/gSmjA0QwqZ6tmCHjZKBsq1qN/lloCfwGw4o8u1iVNscoSGSGHJibavWMgBGqUpSCr0bsKXba7HptzmQ+Uze1FoZ8LUZWlx1VzbUz45KLAxWZKakCYWJraWN0si1pJSygl55nowVaI6nNNfYZGvvQbfNGHSGYFmtAXMVisGuDSPVaRUVm7trwAAYszUNsQW/5hA66dm7IoDXZobiKNozxctQNYWx4DlhcgSH0wSdnwEalDLOvaE+t1mCXLXidvgMNAD3ACPD6b1N8f4v6yjCMFHIS+NB611vSZUuJaKugSbzDOcE4uMXk1aBxN4L3Q+Qbhsut63pztz2nMhq56teHSgtcl/TDNT28ff5xTb8p8hu7/JnKBkbAz9elzqjB/+bp+flDs49CzrZs1pyV/sf3NdzSpevXuZSvX/3Rf/xNf4PPABOszyBfe8rgASwB5Nwq+iLljHjv8QLpI2hW+Tc6/X3uX9/t773fNaoajKEkcAQrxs5CLqIkqDB27HZ+ZFLHZC4hdOZeeK4GpK417CWKdx60SuVqxVLKyRNuBenTY5AdAbPZEyiaLJJtaRuvYFEr9uQXD8l3B9o2dtMqhdrYhbIVQtTG0YxRc+MQlL0Fsw1UU2GjUGApa5vTJvlWyi20xfvYthzd79Gghl/GCE56hNqWBWAwyKDR25OSsOla2zMmoCwmjAQoWL9fN1VJ0mBry0VNCnbGU728PQudjWUr7/x5mvUqv17DNv/P/3f/jW6A/BkI8R4AAQpAARCAAvAMsH3aBm/wkNdkrXve+bd5cqqXWiYrH132odtBbLXNpXki48FD9XGP/VSTapAKTsG4aVoGnyir6jJt6nVNi9T3jz8+L89T/rdlK08tQ/34pvm37Zp39jE9vat1gzQ10oO2imdRCOvkyHaXDbXxkmq1vkErq21NIJtAKhmRzrkYy6lpAvuxyOTs2fDqITOd1pSZ6yrXqHidnkZ082cp3g7gC4D8PVx/kMdf5fO/PtO/KO5Pz+1jCb/c4rnJ9XmZ11pp8HZ+Bk98NWFrOVWUkAve9K6CumYhztNWxtgWuXSaClTnoUiL5FaXsYJQq0twLW6ptj/Ry59f8Jfr/McP9e16fsKPZ5kWO71RPC/LqdEJbUmYDTbyKq0AKRFnaI30QfVHgvdqz5FWwC32woGIAT0oILJHOGMTVSFraBgQxcijAt6C7gA7wDsAL3WPsNPaE+2qOWzeyFgYbaFKHCpU7K5LBur3Zaq237XGJpShopRtDK1gQwadwcDI7ERKyGezglLYTa0uAYrajFCRMgo4akyM6IX2jrzKSLArvEd4gf2XIl8SEMA94gB0cA6zfeXNZx2gRYVeWlAh1WRSATbCBLoE0qYXrxndRCUhFKN68xWlS/aP2/bkXWizz+1hxdRwizZfCy44FzLvwa2zDwoFOs5mHtXQCQgPzKE1trF7TpQ1VmnWUMuyrRe0ma7iaquTOmot5a7C6sG0cuwQm++Zb/oQ13VLXeWthn4ybamsQqpLZ7gUWG0kLWd+4XX5QFAwqTy1ln+OqvSy4/ZuuxEOV776fV2X7hkOPW0zVLn+26f0AVIEYIAdgIN6BesBDgwbBs+Cvs8iz2qtbGvVsQu91b7DpaMmtCfIV2DBvGrX4LUbvHnzg6rq4ruPXrT/+JDOy/L8uP2ybQyy66X37mugI8C3AC8BrgAZ5Nh1L2/p7nf8l7/z+sVIdWzPWztNs3XFb9WVOv3rZ//mCd3xEBf9g9c//Y9+Sxx4CBeAKDuHPIG8hv1baKttT4axnN9VmwEalDfQ/nv77nb0vUYs0JNDwBtgi4xNKlRurTHH0FfbltJ0mkQqVMi9dHGfpTr0jbwJN+a8WgC/CbLJvJVmfSmyJAleGdsKHRUl1bmCE5ytWtVJa0041QkRtlbviY5aBf0t09ihM5zSOvRDVURqxalUbE6lqQqgC6EqWOj77iOhM+Y+WNw9oUmggcUxcZFL3V5ymHN9FQZgVOI7DpMBEC4dw6B36vtRH7lwmnNXs6YMacqiUgRaz3RthrmtOvAUf4N8TFCe5PLD1fGxZXTUNWD9bvz22P8v/pf/6HccvP4sh0gA18+FgOVzEOAbgNUgTeW6prM9w5T7v8klnTsO1puAns/iINiwW3Iz8Nu1RlwzKlsnuJBzYD210DrOs7luIPTUWTjs9Sz6m/brKX0AmAF+la/pCdulbXNOfz3n71b6cTu/vVIqHx8+aLZJpC2nQFual16bpQ00QV5BilWI6jdptiLIWrchOif8BWFXy7fRHS/1FuuQ20Etjofd1sCJrCUeWGXRF+MYeXQABWAPoB2WCerbGh/rwy/erf/iPf7L5+e/OW9/Om8/Lv1pXd8s19Wa5etK3rpzLeZjBvbUXWrneA8xzGl0PV223TC4DTwxVLDe6tSMcxA5weTg8rz99fvyp0/rv/2x/N/evPnzq0z6dNp0rvYs8mC+Qb647gz05PRtbW+Tn9hW5FpQM1ZHQA4IMaEGxJjNO/IVOiYyYoe9WlO71PZG2wPKpdbJ2nNeZ7Op2oY6qRVUMZlRMzsERMdN1AJRQya8ETSwnRXftgNPLS29e07rlQaM+YRdY04uDMB+b42IXGYXoRoACdwzBrVvTRy4obXe8V6sJ9qZ84BecDE05NSgMKUKc3CPTZdAG/rEIkgXRUAQg4x4leIjlE27YGTgrRGBMpjCrckIdmd6A3RftuDgruAAskcXnDFT7XYvodR2ppov27uV30jpM9dctoupgrFGwTwvl63X7Zpa2J6X7SxPiVFAipvnJtmRrBP0PuYrYPX+sMPNe3+j5sLeYcuhSckYQ1zU4ASYSp5LWcGKwwypekAGtBHacyuexqiliXQfjXcdq2UQv5+fG+1vnQfdkxy0Tf/i0XUScuMXuQZQgDspov5heLFlDo4eH9rZZAC4AdgBHABGgBcAj4DFIPgySbmpE4xD1yGT2zlas+RG20Y3qkeHgn4IhqTRo/b+jV3Ia0vl/cd2ms/f1avVfNNbx5Co9Ry0hZYg7j07/4qdAAwAvwOAAO9TmifPD7yveDseXQqOoEF4+OX2/OMpbbfwEuG7BH95+fidBiq3f/Tyv/UffPUMOQOv2P3IJQFcYA1d/z3AAPjXAP5TKAXgD93uJu7ioe+17AZO6EjLydGhYel4B7Qy75Ty1ti61tq1MW2wkdbitmWJPpzLtqWt9YWCG3dDq2kcQqvRjQareO9s34lqRi2uTk4a6GaytdKqVJI+uMXXgdwsAOqmZjNjR/oub87zRgGklWR3iiZxqHX0wBkjEFggE+x8dSWBvIgGniZtpS3CBLpZy4uQWhMsU0vY81Qgttx73ABG4wzWNovNzq2tWzxUPJO1uToGWlySZI7Kuqy+3oqd2+bT85TSF9uSY7BsTEW+e9SPi353YvLrrzI/6t//b//Rt9+E7nP/61NV0AO0T1gIgAng1wAN4GJ6eZbrX+XL43zZ6u6Zt7Ltkvq5vIhdevbNlrtdNAGLtFzDlAFSAwRpFiJYWC13NPhWCCN635etyFlz3h4E9gAJ4BHg43X9MJX1+3XbrG3Qfl3dL93Hvzi75+XyfdEPKbVU5saSc9q0NNSylmJrctBOKQVhxdxERHORKu3UIIfwsKmM3ZRB1J6rWVq3zu0bIIIvs8fF5mXpZKHPpoQDucN+39/RKeSS6MP36emvLvAv3pc/+Rj/3yf9k5Xfz/D9M19rL2l6vPaOczVylkgPI1eIJuyjn5cgbtvqTsCSOF/a8/XQpTydLu2R0tPj9Ba3P3m0/8vy5v/14den9O46/WJZQpCn0rLU3PLlQ6sPJb+V/OYj/aXw+1zebK4UQ0I9AFUSa6gISWFDNQI1Bae1FfRCZBZwh+0VFbNy1VxJakvioLXUSEWxgQTRhhjBeYNGtrQGBlmwUvOmFauTVmErdr22cPRfqd556uMKmV5UGYL6mhSd1LxnwoUtlg4Q2AE9NTuQezIbQM0FL1KJ+qrF0a7i7GivtkerACht8IylAQMVJYdsmAABpTE1MQWNFObaSiCqWglMITqnqbDnpXEG6Mg12WrcYW6TMxRiUxNnrjgYJ+xu7fFUfjiMr9vi7eYHt9yLM04x7KCtTYvn/VjmD2285Y/V3UYg59sqEFRc59ta68ijpLXsQ7sq2CVL57g1BKypthjNqPO6Ple+5Qotzq6BUpG1FFLuVsGc/E0oFG+TXzhhia7HVMRWWR2z8+uiw+ivT1snbjuXXLbRM/Z+U9smcVRjcE7a+7q8PJ0qdnNpb2xaAV4AbABHiK6zlIoioDmnNcM4Yn5S8mWRinu2El7eYrqwug0kxFowQ+qy8xw+VPshn0PGJys+8k2n+uLwh6/adTueJnU/noYN29ggSDfQeLg/jPP5QzGRDGbxBeZHBvwuLfhh/Z3h5bPOX43+eH/oHk5X06cT+dMvvs7frN+qKwFOy4f0+nUvX/3zP/zDP6e30/RUlwCkgGegkLY9wAVsB3AFeAL4Z0N326P6jEsAX1Gdd7S57jjPZ+97o3Orx13filCrPMJS+y86mhT3KrrmBECJHe4AclrJR9nKKmCp5SJgRdArmHTLrPchXhFY94F/LGZssWC7tZjkoerY4gQ2Wk3kMTgn9lzs2Id5KW7AihHBHs1cqQ0cDLoyoADQBtgnyEMf2OrHDY7D7q4lAydQJw2d5SwNfIzOxtuwntX7mvp9tnYzwAqGwB4xIp4BBTLEMDYVdZsMDZZWVQtCdPN5I97vApxF7zRVgvHD8zSsPQY5Zbz1yFG/z/LaX9+211+G/+h/8x/85/+H/+flI9wCnD9joAT+lg6tABVgD7AB3Bco1+RL7+ly/ljveFhk6v2Ls2a3P0rmNRmM17ASDx2mJXXFq2eDU3Y3Hmvc+uLUtmW9bfboF0l/df6zX1/4s6ToEcABvGz5xnY0nR/e9zffGuRzvxwe/0ruv03bF6P/3udXgKu6uy6CLqt1bNLJluK+y5P2MTXdY5TYSg4uoOWc994/r8UNOGchzA1j3XKhusm1ajclxjvACeAGLHfdXWrzWk9QBcABTNCa517bKXZ0puXj2v9qW4/x8Hf28zu8/73Kx359ovFF0KxMNx822NFTghAaAGha0fxaS+W6vIWwWz48i4zkz0/LWIj/1bv2S/vuPC/P87RaALhWCZd627sP6PGiCTSwMZietP5soakfvtbqiL6tdUeMplaoBtWJ8dHMYVUhQewddk0z4bXC20B/peA9LBW/gbJjGg12MdSWr4RgDIS9UHHWGSRpRyKyat6nokxam0Ys81adi87yRR99+KbWzINDWx1oJd4Rb+vCu5FTZp5mHhqBONCOOFcAghnJS0kMXvnJQSRc0cQMg63FGoMpqlShYKYhwKLoCHdVc/B3rQnhszoTuEdXRT3CnLRFzlkpBGwlkK2GBsWYyjZjF0nVsS1SMTgQ5mBteAnPH1qH+fm9Hr6hx0Vu0Uoj2m/nwLiTkPlsu/1L2Tbp46i8mdJmGKpTSUi75oo/8W7Aa4suKKTazWr7KLM2jqBaylWgiy9jW2RYtQTyRbNqDzRLcUegJ53ew81hfXa2A14iuee6cN0BIiGszd1butZb536d2ztM4xA+Xtbfs91+32Us3QZtKxfs71trhNt5/V7WDBABAOBLoAR5TDADvDR4B/VnHVxbUsNCfnBkqpP3uyCLQFQVdrTB1rmb6mCkgvw4r1PTR7MV4KaoxWiFf5hHXfLD21MuCk5wc71yf+DjWNsaN9+kWkGY2yMA9GAnWJ3CX8wPDLCvbDi7Yczr+QytQ/jLd29+Hr7A8qO97ruHH8/drTf7/f/kt+X//Bd/8vhw+DyC+ASocWCf3v3/WQxZfWDipGqUad/qtFfuogq7voGS7FTSurkAxfBQvDk5QQlNioaeAJE0tAptt7XMsCtYOvLZUjJfRb11AVLmBeFw3XIccJMTNB9o3Qo4T9f2fpUvevdAdYc+MdTSeoGcWhxhCANjuU6AHRRnx1bReci1Vbslv7Uq2NW2dsiHQGc37iU/zuvRs3KpCdi2Phwbrkutx9hfUoEIVENEdYwegnMtGAqC8+Qvqyr4atW73uC6nW93MCdHnc7bNnorYa4GAez9on4MG2GriNelFmSMUAvdegnMu932S/xv/tF/7b/4u2/Sf/GrFciBfjIC4Wc+qAcIAAlgBLgAcIEi2/1TuGE5/fph99X9/HaiXSlc952vY4ePJDsYttU6Yeg1hxZkzM34Zmj1XPPB77x76vNxfng/r43S3/7XAvACQAG8yHfXy++2Yb9L048Hd481rfsbXn5F3flZfmcYznHldDiNa1cdjyrTtO3HfTll2bU5AfYLSZ/ZbiQlxQ68q9vYhZZXQlJltgRFmcxt0bW/cZfvr78BuwNoADGlKwABJIAeoHAXJUGVqcLdvP4FrInh69L51sof+/6nD610+1dBvsQJ8jjEzC7okrqda+ndyi98motU9qm2kBp6fZ/9cc7XIrHm9YNhwpTmuy3vuvBT9JdtXhQE2qKpa2WO4Sjl6RoxbeEudiewXVtWPDwsetwxInaAB6fUORybNFQwX7VlFzq1QlZrujp8qnVwbk2yUforo1fkb5kXU3B4rXImaCInh8W0AgdyM1RHfhVzjlUrs7W6jf6H6/VdwwpwZ3IaoD+Lu9Mu2QmwFju8HPw5P/veIN0FboGAHdNebIyYKwE0JWcGQPhaZDERQEc4bE299w0IgT9JeRURqCO4qrrIkvAhoiRdPTrEhICoF1AO2La234VWMxCTyCsSBHRqs3cgxqhV8OA7qqmQqKrd7cbn01PuuaslrRbuJeU+/LS2q3YNUwwl+hGnbcXga7tmvuVWCnK2CogMIfuCFWFZXOBmsyfKV4r9JedWHVImqRr6VVfzw1A3HI4l1noRhCQ5OpHFmdy6r07XX8DNDV0XzFFxkN1b3LRw6NgSvHHh1s7FAohr9vSUXo07rrKdthvtr30zsQ7z3Mbc5o3hb+Rvxz4DAIITKAlgT/2i2++7MBU+7uTxaqOWluO9b7vop2k9DHECr00KuUHr3PevUv3Ttklxp9QuALcAJ7TdNa05/xbebYl8LC3TItazFZd/WCGWfo/uq5/ulpP34Nfl2n11+/jDh9HwBxBdAAF+Wef+IyAsBPDKwweDn+39VjEv26s/wcffHu7Dw3f/rn3x9/w3f3j79l88LAAN4BYgA7wDAIDXAK8B2HW3vdes1sdYaV5WP7pkpg0sZ1XyxEVpiGHWEkGvJUPzvSMlj6SzQI91W2HfwxphbzCbwdXcEbiX6dyCEVXdoA7OLuTjvGxmAQhdY8B939aVb3v8OG1upGbiMmym4N0W+abgtXGEw2GcqpAmK5G8IDFDq8+6vQrhkZOrUUxmMr+t4OG3iE+Weud8wFm6q2s3QpfKB9PUDHz0kK/sbwXO1EpuAYiRPhYZY/CgU8OXBOfVBnbPS/NQntbICEuSVPLR01W5czkVBW6UiljMMMtUnj3df2zY9jb1+dbGr9t/8s//7v/+X/7qadMOIAHEz474DuDTeayfrwUMMAjIY/2xL1/d3OC/WerXqe97/lHqK3FQJxpeWgEa4BnKXUtbPSrODnqdAsT92E/XrfMEderfYX27JgAHsAL8//NICwALvE01PMT+9253dcuXcrWwv21aPL/DU9cO97AFg9k1XDce7/bL8tz1oyZBdlibwcrMjwQEznSr5Oea0HVcVwYHBTnSVhvEoic3R+L+MxvDg1NoMzCDXAG+kfQIsAe4AJwBCkAv8PyUyhNUWL/6wIc/OpYuH61jd7elisMl0TE8TWfWHvnDx9I5/fF5CZ1nVVpaLzl1k7sGbbOdVn55s9fO7rv9+xl95FX1WXkNJ9wOc8sNykRfHZZ3kL/KB3jvd68gRFkh7r9b81fCr0PbyHe5lp13ucKV69eAvZYNFNq2gr3VlImvskEcU8EjWcXmVRBIVQLzjawffTiIroRkVhAVRoC2J5sBBTTLCeG6bZdMAKDaUvFfVrc6TGtETndT00Ncz4mwf5Gv6rsqKYiAOYUQfapGZBN0N9CygSEvQF5lCzxU633XmjYwj9iB9oRVIZCtn/aXqcWOKAuxqDrHSAKZqTeeqLmOSm4Y+CQYHJOSGao1B84QgqARr6mGIa6peRKl1weW1h42uweqBd/o8Fu2/RCGW7dlcg+pHFoemY2kOe/dViyitDqwbRCdK8XMAgAoboAcnOUcvF8z7HZlLRaQtqrXwDdQLPsOpegVvPAHCTTWk2rXt23233nY1Y8PFA8aHv1M7rnHHSqJQ7V0Rx3RMLT1A6XNPcj0LezeNP3W5TIgbTgJXKi88GN6kl/App9fnRwAQ/nk9lq03AH8YOXn3fGS5SaAOaFNUWCt5ns6JzgMMo3oqyBRrdc/d+GpcaXlOPSQlhlABC4Au4oP7xY/4Cz+j27JDuM6WbmtdNPHbuhBaifh9R5S+fKbv3Pr9Vc/wzs93P6Ynt59l8vX53J+TPMIkADWCl8BrgJfH3G78G+eTq9ouKora/nhL/Pxpy+++KOf/erPfx2MNzAC9xLKXwP8E3BD33fAo9RM7ApsRW/2fq2QBQfC4mIwvHH43MEVW09wFd73jIjosEwZaw1+QO6pL6eyOqETuWgau66l8jynHbpk0EAwyptEt5SyZ9lgLdsYea2wXqQGaFt9cfAJyaNMDF0ibOpLXUL/Csq1LV2j6vMz2SvhRXxsBRhGCs8Vo7B05jLSJlZJxZ1hEfVLw0o4e3jZ6tXRneM3mEfv9NrOqLsKjUhyBWUX5KPDL5o+ibeO74kn2UIkUQwBknKX5uwDoEkLRZUQJmusmIM3AKHmVGaG3WN+rrL3YIO3fef+Mn3xDw7/5H/1s//r//HXZ4PhEwUI4AjwCDADOID2eT7TA2wAt822CcYf5HCs+Rcl1sC/3+qZJLuDK885fDV28/YxnkfddehskFa1b31br5kczeK6J13fnj/8zUMF2AFEgOXz/H369C2tos6yvD0Bem9g2zQcu+cs07r7O6+uT97PC+1G7rm3+nTmIUCdXXeDaVEMzrjuHTTneDWMs64MnabFhBaqjGDJMFhepmy/0u/m2X3WJb2EVgEKyB5gAvgNwAiwATwDvAYAgAvACPAI8BOA9SLp3embr/CND/fvpu5lWB4UD4sPQJf0OO+4q+/fP98PL9K8levgD1fo/Utku+lwBzSaT2rjbk+lnfrdKS7X5eVuf3m3xRweIAeOiukC7a76h4f68tamX0q/hL5bS3O+YNNKX4dC2FNrtTkPzT6CBbUPCEBwsjYDXrURx5rUe7wAvgJdwY0IQuianGEvUmcHUGFBU6NM1qtkgmCN3HqD/Hh5VlkwLewCYutgMRRyXSnNB7sTWUtwPbTSwh4g1Qjh7IEcu5BrINoa9K6h6cB0bQWJjdBbW9mJtOZZGtwyVQQBVaZsioBzsy6yr231AMV7AjNChqiyoe2VRcVHV3O+DRQzSbDa6sA4NyNPTqCBjJGtyG2wU0rYd3q1sqsun33Xsd218+JGTo953IctH0Y3e5RM436rmYC16NL02NcruW5JG8IAlDt1VltiRMnSNXE7yPM69ihLwTHwZIW6IPPCKwCyXZwbaft4dhRqXBlgu5au+TFqUmiweHWvSJfQuR1o49sNK1OLrkh63E4eIJVujOmSgweel8LsfYNfteffwLb9reEdOzAAuAIhaAM4ghFSpy6nRQ34sL9pYRuUSDvnmPSZYBA0Qj94oVZoKMN8bNGNPq3xoSx74TMIADx4bS3fWP/zl0z6bf7p9EIdZTp93Q8eNQsXzsegKOkn2w807l+8PvH8xR/0t3/x0+9/8a5/k94E6AqsAADwBLZvdWvFGPrjmH9c8ejiPs68jAN9+fuxPB7ffLh0AL+G4gD+KcAw3n0dbJKUpO/lSkMcnU1Weg4KbaPALFLpnRiiN6FNcOhcSwtg5zxGpkbcmVaYnIbNVdPAJRtzV7YPkHfMpXDAZoHPqw2Qy0a1N0akIXwUvL1xz+uGW437Ybs0GpQ5gqzWs7BRCAfI5xzY4cV0r90BKO/skCr4vdhaZ+UOEtFtw0cTL2bOj6gJfPQ0We5KUKqPzt0YX0liZalNFQ8+SO+lXj10N3taJnl1cKcl7YDLsi7B15qd9eMOczEFWxBuDC+kd9AmtaHR0uHNouoWRh9t+lBhfJovfbhX+fj+fJs6hmfvx/Fj/Kf/3t//f7z44eahPQMUAAQQgE8XgluAFSAAFIAI8PyZEfLjdUq/yDdfvfJP5fxfPQ8/j/Tly7mexi/uPqQnUfK0/Lzl+373F2kGHVfQUog3iCzbxyf9d9dFUME+GWlGgAoQPnMpisGfLfXrZx2sji+83d3yXyf+CnYv/PKrj/1uqDeodmpbTx6ZPLQtOYRHlJElyy7QtfQjPuUYKHuGtFydox4BDLdUu5sOTsn3+fr9XHscZ5vj550HAbwCuH5eqr0F+BLgpwAngABwBaifoqIEtzfw4u/1x5/2Ny5czKjtbGcImzy4ZUC6EXsud4fDh4v6yHy8oB5vOze5eedA2yGPQzf6npft3A3xrv1c7h+H8st13FF7LPTMLm3PCC7nRw4j6sOFD53YY9MbgN9EPSegKD7HO6pyoRCaeaTVdGaD5j1VBNMqFBw0M5ZkcGBaGlgAbeLZLorN8onYiW4BihgC3GhbOrNS1WdZ1qn+AvnHdC0QUmrsDqCtDp2z1QafpxKjwZ1P56Uf9ic7Wd2NUDcWKE7zznls0KE8iGJwUMUzkAqjBeChFQshNgOUYOg/GUkdjpU2hp0xWjGCrQA5TGI9aKrChKqI0MjhWjM4x82yt2y6JwRFCuBrQwJFfy9bdrSUdkc824hlCk+pHQfI6vStG77MSx52O4VC/ru8fbk52GXQMdl7XI6xt85Oz7C/tYn5mHWpsg88m+1Y2lYwNz+2LcvY46o0IJw5DEXTAzj0aWh0Bc+yzZUcrz3urn4TCD2VqZFHkybe8dzSYX9YV9/3VPK8otthOJsfHAC88t2I52y8JPBrdT085nSt6QyAALeAPVhHfNVmAHtQAboBVQAOvBc3iSaUm1reBOe26ej3a3Pj7v64Pq5aJIcPW91COx46f/HXQbbiZywqcFVhwOjt9R72PO5ve9jM7jdOne1s+Unsf3mtkeDV63xcDpLx690c+/2XziX3ZdnP0zr9bvjyt/ftu+nwm9P8cXWXIhU2AFhh+O68DP53/c33cvniaR9+Er54PfBfnRcqP/n66Ev569P2KZT9JQ7M+lCnECJrWkK8KXVuuBvix3mL3JVD6ScvWMJidKDWxAFBq9s4jMJipXbQJ/fkwrG6eSmEjCjex+DgXKW30nTAvi3VGEtvxQTi6FquwWGFANSmDF5Rj1/r9V1FC9JtVgL4pbWW5X4YnjP0norWI0ToEKrg3LJQP9D5BP0BygS8hzeox1ybp97x+9y+CXQCPJg7eevCsVynP5brb0HomV72Y45JyYrImJ0Ppa1457pWZWekoELcQ0Co5ux5swDsvQHw+2Jf+25hHly71OTTmLF1JSy61b7b63rieDvPv6juZ11c5ud+AXn/VcHpm3/s/9n/9B/83/9P/8oBOID3nylS4fMI6NORcPn8pP60IL08l3B9U7cbesXtr8zWs3sp0/k6duP6boVvdnyX1zWnxZvMfOu0aeAyf2/9d5AX7ZrtATzA6bOfoAdYAS4APwPIFT78+PzFTUhP/nB+zPeBPnZrluPL8TqXGxgXr5aVvok+7NrlfdeH1R19y9hPc7qNNM877FbITrwfWEVg0ULsvMf5ee1prutvloN0xT5+6jz3n7l4nz7lsyDh00/61JGmz5CVL34X4njoD73r7lOvLw5D0wnCrhZyr2xXXaWs347TU/r6q3KtjnNPu06Fg1fr9oUkxJ3l5W3Zv/giORvuSpLXAYYOn6fX39UfbZrR/by59f1Mqs+Fhn5rW49NHVNpiRTxOx/GZJPn39qsbG641njrqlRW13qRlbKyT2aeMRsEaLMpkitN9+Rykw7UIwFkc7xD3RCkqHkZkq11wW2r+H3Qj5NcyOc5e4gJ0sgHzleoXWZA4jI7DHoAPmsb4U5sNeg2AmCn9BeIr9FmwMD9qZXgnJr1rB+yokdGvmnS0JvAzDyqNCIsWgm4obB6ILZ6dNxMj2RXg1sHxfAlwFlhBnPsDASZtGpwfJLaBXRbS843JSPYXJdUCnQArZJweB35L6+XN/7Fy1SP3D7icFjXNx39LrdS3d/gfFvoNk/deBxonTPPtrv3adluKD47vYvH6fFx6GIC2zlsPsJF6R5qDVEyVBxnKabUp5a1/6B1j9MZw9rEaH8ubRQ8YXvcoMSy085cmNImu7bKNOjdrCvS7gVdK90eaPveCIAdP4iNCmttL8l9WOQaAgMZ8AKVwAbAB20eoRlE8Bn1LdCR4guAC4CzNDj4oHSbWgndoOXR9DbZx7wMRy/JFsHSdUtr5kRXX8aVwf/O/f3zlm+945vQxX2jNS4x32ky6kpL556f2taGuN/W50t3HMW1y2ivekbc27Y1y3WWMLr9rnv3uA7/eP/avTj9cv1YL+4vqWRX04qX8q/q8xdRfqnPX64X/1tfyKtDt11aPXz7T76I/+X0i+ennwEDY6eFawCx4r0H1M4H0eWSb6I/tXT3RFsPPnG3U1dtA1BFh9CXJuwxhi7nyfFOyrVl6AaARczPpiTVcViS32NbVmDnIKnY4HyZ5haOkCuDSDXAdWkOdtuHreMIUHABoRlsMO8P7uMsh1hPGb7o8SG3Q/OEzSp0x7Cl1nsn7MJYqwxjSRD72IqZ9lyubty3nMB1QEfSfytLAHiC8tshXmu2iFnTnXCJkDPf3WgxU5MMtZn6EGvN5lG2Mob/H1N/tmvbmmXnYb33vxzVLFa19z77FHEiIoORyWSSEk1KFqnCMCzDF7Zfxe/iZzAM+NaALwhIhmxItCg6oWQmRWZExolT7GpVsxrVX/bui32WoRdYYw6sOf+it9a+RseEiGCt/iJKqaWDkoGu2c6cSbnntPYKa5wX6E2Nzwl6qMf7MFxv+Pm4cd2Iw/b363/xv/7Nv/6v/nr+fTj8HCX52RjqAFYABbCBn7sECsAVwAKwAjwzbD+c/Mmc38TdsvJP+vo3r36sH66ut+PD/FcTmo03DSry+SlK66YzmjEtf3NSiwRRArUCXL3YjT43Vg4A7wA2n7eZJW0byk7xiosu+6jns2z6sr4P8Q6pKThabhdtdCXt0rqUgNGrvi7s7DGcVe69XvPSgJkkObSkExTfGrk/L/ITfHh/fwABgCvoJ5gywA3ABeDyQkhdAHqAB4C3AOElMt0P4HXf/KOOv7TJ1v2tPqbSbW9ZZNc2ASnFy8berQ/v1b5Zk3KOdatMgKmJXUFMadOYZyrSqB1m5Ya48HHALlbFfuPTCm13hbtPafrA3ddXl+PcNQCop5grUD7FNumutnQt7b9a9a+iCgBvdcmNai5VtLM1Y9KSswgEFpeVsqByYVIWmSvphyytVseqNlAuQKpyRADAbJWpNZhqZI14X8ePF3yiWa22KJVAWm9tfS5wTRi3CpIt4YjGk+Gm12wknwL4ddzpGygE8JZLj7KvrCF3xlipjQGu4oQJUAAnhJPwiWDJ4UQ1lvRoeGY5Ei/Ci8gTqRElgDwBrEQPALOR9yIHwgkUKLKADYFBQhGvVBurclphtVgNoyaxUK3JiNAwytZ2x5E2XMcibswXI1GobmY6icww743HmO91O4/T0VoCugicFehm1thXDM8n0v4wigc+PMfwjNiO9T4rnsKIM+j1knAC/iR44SkX/n0kX88rZIlx5vSDpKiaK5O6tA28Cq5DLxvSQNvksuWmmGUSn+Sku5trasHyWpoEBfG67y+UVylPcflb4DNkAdC4fwTRAI00e6BVGxbywkbwIYZaEzdaFdIJDlX2WU5VPPF5CrfOPPVKrjW/0YcwlblMY9EtDf3gd23zRY9Spz63jW/K2YuK2/K05Ph+Ph1Kvo/LZNyC4/dmM/hTjnmL+9qcK4OkPJ4Q+mcJtgkJ2t3OXe2+4lft7r8cfvlPf/sn/+kv3K/xXCJ+O2x6ebJVOZw1wL+LTZen27bWqmD45//F16+1+xp9Nb7ROpHLXilHqlDGAsjG45prSzQDNecCTiWAqSSTKZVImgkrAfu0LkIDqtVwN/QuV1HtUrCtRRm9LNE0cG4a0yQgSbmQKTpldY1NsQxJJWlTVlvj0BSyOhFmaLXLDNemP1CeprIHzuzvjL6fQXPllHQGd9XHJVXKGqCmqsgzhNI6IlYKlRAlvSnlvmhEAsVPOf2jTfP32u0/brdIdtfb45I3vJlBQaW7nYvF+YAQvUFni9a11gKUlLWelRosmUJ2qYFgjbUkYVgfFALgmEavXWLMqmGzPk8LoJxqXbicT6cmLcvT3MOzfKrXMv7v/tlfoAIPMAKUl/jFR4AM4AHopT9AABxYBaAAAsPDCuMhH77LDz+e5Rl//1ef7Hdz/cs0HUp+pvRxuZ1FHpdxZfPjbL6f5G/zmlKIaYFaASrA5rO8DN1nv2kFADAFIAK8S0CH/O4ppsQ21fV9VXkqjw4J3O9S/kHqdIbn0/w4mqe4qjMVDarG+yjjOsGqM6SQpdan+NwT8cI8MmoqZxl+DOHxcpgBATqAjzA1AALwDDADnAAIoHl55a8Ajv//pgQL9NrTbxzd7G4av7m1WvrtzjRIe1O6Zm3TyTUEHJsru0XtZW6sRVumVl2jRceR2k/z0ljgUKfNMGNMmJX4Mxi+Nc/QwK9t++0t/kXr/6mVJre3urk13ihiJaX+caX5zJc5lr895xDThyV9OMDvpvr7x/LDiOtzWrNOmSoYao0mLUrYcO2QgrAmyqV4g5WpZz7nKgKlYhZeAQHCYqWkU9YxhO+f/GOcppM71KirH6I6B47cd8sUrRoXnANrn4nrA8SZYYakQEbXnQhBa4KL0lzLZAEBKEexas15INBGGSqZwRA2JWtSgIprrUYNWVCjJBAlCvjz+UMINUutQkrnUERLzZUdLaVaxAKMSimQmvPUqLJWoyECa4xjrkUjJqqQHUquLbo0HVq7SfXTBDfAS4J64/LxArS1KSw0bL6p5x9x+HpeHlC2mJbVFo23mJM1VyH8eBn2/WGCdmNozv5ZjY2Dh0xNKB91Deli/BtK0yW5jtarBh94axCXJu2X0tF2lPkH193g41pabdIalbi6LRcl7RnmksydmT/htazfrVKBz0ABMgcpEBTAAUADBAAPsAPIchx+tmyvBTADbIDukXxn+wKjxiHEUdBoZVGOojYACLZs+dQoSnRKOQue1nrho6IeLsuu3d5+oekB9rdNu6IjZtvNpa6r5KcLWr0epaqyPNw76oY/aR7uD811C9c+LivNoI5FgNdl7BjWj+32zVj7QSmJdf+LnXmMa76jL/+m++ELqD/Or673W0//7qdPGJp7LP0XqU86mXI+jo/Ufe27UPjGuCkvtqRNsvcSr5EwYVHKVogQbbIawto4HSq0rlgppbbiEgCAgRjGSn0rY82NtAxhRGhDbQqsHatFayMSbNusRro1J+W1DyH2XZeWqslmCBKArI4kthrOrJU1fBml31wd4zgsFZthrssGfcDisAC2CeIz6NfzUlvt56yc9EWNshDpms7gGq+aP8zjLzS8S+ZWydMSem+IGau+8rJm7aEeLuuO1CHP11zRmstYXYcLSi0JXZ/4ApUa4FVxi1Qr8spFgyKVSjUeM4nJvu+8LPHG+klkTPraysOEbdOpKUedGrOrdvnpUv+kHMZ/Z/2Zm6/13/9Ph9v/C3QVIsDncN8ZoAVQL/rnFn4uk/k9JAM/10evAIuALHEn8P365L2rm7pIcetO34V0pZ9+ms8N7bZdkWQ+IP3uFD4uISQLcAWQXlxAK8wIUAx0GdTnKCmAB3iMy42o9ZG7xqgbFf4u1zcnfN+nG6BU6UNN27rf2SUH/9FMTcba225dg7bpJneLwnVd2u2OKPfsJzb6/N1iyhp+n8d7fsxBvxzzE0ADcH5RQb5/MYN6gEeADuAe4AagM5rRmFdWfJNbNaDym2tSiZRLq0AwNDQ2svCqYZNNcl2Xs0NZVMdzxgrIaXIWL7zClvkStJKygcMlN3075qiv1XnR3TZye71vwrM3u+c8/1QUsKGyVmfm84UFJ++ksY+Bj4YuPDWz+kr7UDi37iYl1SgK1ShthKFqFVhnJodqrbKxhmsFgonBaYSaSqPbiKIScqJ8WfFS199VeBzGh0mxiSMOjcyVrdZS1vCDVndx5Q4h0yhmgzzoZs6RsbcYOygXZFAaJaRMBktWaBiUzrkS4kMWp2QRbAGkUoN4EepIFJiSJZNmEatZBDptaszFgs+SuTRac2VNnCtUBcS1B8mlglMgaJgbQ0usYjFXGLDMVSmjQspGYU56paI2bfj3w/B6KYGz3ePMuAU1/b7Qt0qnWRXs2zy/y83WxFWZnnhKvPWZ7fCccz+li5Zds6TUa3MZm4bWU8IuhOCcOdSIU1T7qxSPCNpDmGzXxFMk0pgvK4Hxk4yKuxsXAPfXer6vMuh4rnTuuBlXrZuc+A+L6/xF0Hl8ADZQGMAAPQFngAvAAaAB2ANcPjf9ws84lwRyU2qBXIQv49r89rr78RCU6oE6hxNgw0qKJFzXbdt4L4ssZZ7ZDkWBt1trRx+vcy0H65umPazzvj08rE74eF7YxY9z7UsdKzf+0mOzQuhGMlYpEf3fjfzapVaeFjSfTgXUfN1163h47K6A65u4v2vWfLt9bdd+5yTf/jfz2IDM8UM0XdM8nNc4Rvg9wJeov9zX99NjiLubzfT8PE4pYcSdnStfeQczBZN2QotKr2l7UamQ8znMAPtYz5W9p0l4Y1ye1yDWY3yeaatVgVyM+IKsMSPqwEXWWrW3oUYTOROwCAZDFtJY9a7Csoa+uVpkYgYJUEiqqXkCFl7C3JKTvqAkh6rWKCgb0sECcrfHJarNJq+lsWkpgcXtfJzWLbsay4z0peFF9BesF669MrwyN+iNh5pFyVoV6YJg9wignELimuyiVyXUNsd5bhpwisYldeAWiR3aROTberikBiv6tq6138G4zCg8Jw26di3GAspKWGvSlZKfJUamrxQeFLyZIL2P/v8jN/+H2z/9T9/+6//6fQsQAQLADkAAtgDpZYn8LNJ+lkw/67c3L1bOn1agkJYx9c9a6bjJMn/C/VXz6Km7644fnq6yhlnmw2Km+ijlM3ro8x//DKKIALsMnxspPueQV4BXkNuMHiRswFEtvbkqUnzmkYKBatzrVU6XeXjdjiY4suHptJo23hSbnp11tXZWS3yy1OVlUbUTDW39fx+efzx+ejd/APhzgDMAAzQAAeAG4Cf4+TN0AAKwABSAFWAHUAFI5NtfbyfGq0EGr6MHQ4StraVvbzZhkZaXJ0qNoVSLEUzVikFynRm57RCFwFCsYBVJFWzrKeL2UutQl2QMGE60dVIaRady2fa3rhy/MuRieK58wmGStN3gx3n1HitcnuCqyXll1Rhc1no32CXJU1XdWsmp/XOG1naRm0a1JFhrNNqMVbQ2wLkxuGYAoynmYuuaV8dplA9qvV/KhzB9AkV5mXXTroe4a7vKmUQs3irIVhthHHAX6kwW1Hq1tbvL5b0256pEZ1g1c+MMRuw0Z0ZFGZTyDD3KCtgAUqmDUznUXjMIIVQhAuQoLACFKHNWnkrKM3AAxVLZGKm6kVoqM6nMHKw1UXooiVEIrNZKxGAtjECcMjpLJpAxdS1Q3abvDz9dmq+6ecRUtjfNwnVzRdMPRXngL/DCoKSGFTVBWQS0lse5p7Jch176QiiBqyxT7WrN8xxtnUOz6+I5XlTXeq/m84rXgactGS5pzN5v06dVbX1dKoPqqAZETHw856bT66HSFab+3J8tQlrXUjde1axVSYVa4AowAmTg84vy9uWLXOYBIsAKcAG4+pnfkgX1N5ICoJhdkGOXUaNaC9rO1Bnt66LA0Zf76XlxTaF1Z3EUZ2uJq9gbp/+wuLdtSZvT+FZ7zH/7h4PP+QRQkkNI3W+3/Rv3Zejdl8Y+6CkEHnqN5ZiSfk6l7FouucTxoeE/vPtAxsb38MXb/mNcb2N7Vfi39Rdv/+mPde0b8+HfPR7+x1N+XkIIBiAlfl7LaunP9i4o9N8nM+BP9/QrW4pqoPIE8DrWg5Kh0qT1lVLvp3mjdUpxrbQhecj02uBZYABVpayomjVlQzuDj6v0PkqASlYVlBQXK5hgaKAgFUxktEt6VeJZPa7xK9IHLldte4JotQpRVRta0JeYB21Sdnsp5yxCiixRzseith6KUjrVLFm51rWSMurIwYCvLDNbraI1baxWxUvtFcaJoqGCylBJa9EdlbWv7bNqW6wwpBoWbn2iCGNT8OSpMVhK2jgcK8fqrA5ziprUE9beQQm8USprVebqdY2z811ZZvAKPqU0FJwN7iMuqIE5qTz3uivwKPqr9fShuCtOhw/m7uP8n/8f/xd/+f9678rPUYAEYADOAJ8A7gBWAP1i2kkAVwAXgPSyUEYAJ2AAZi4uQnyY1k0hSApwOaU9SGJ1eFz4EBLka5AD0AY4AliAB4AOwAOcAQDg8tnN/PJ0LekGFJ1kv1h7mx5Hf3PL+Z68o269PFi/u9Hxu9y9cfFTxDtXflyvrI9Dmp+V2xFMQK06x6lvaP5p8R+mx1Oq35dPefrNz/kDTCCfN7nPakQLsALklzTcZ1YoAmw6297Jgi3dceN0BNpaiLY27FTjMzf7nV+Leu3n4+UdQilh1QPUp6Pe7fS+YggGaQyJGl+VWKIpgN6WIAYeV2ooSeGN14xpNleD066O52ZTw/Rtd7UPklf+I+I4dl8YKDwXtpU/LrEtg5FpmFpRU16U8gzuFvJDGrTp04yq+zUtSXvXsAUxGlUjQCA1Va8klVhMxThadU7xaOKnqfxhLSfFWMoM6HW1vvcxR/RDybmq1KlNwImEIsSkrMm5NqfDlE2nKU6zNlsPXis7pdIYlYSIKgknUEpQKeUJbUnVu1qq8Spk2KBUoQGlCnsAIapYDWDOxSABU0+1oMqctbaQRZGTmqpWvKTkzTljNtwwGOEJlUciLoRQDPpYzl77JbESUjc0kr49PMeb2t/QNOaB69OFN18aztY9MG8BOt0kSYcA3kKvnUlzJD+2q9f8kEzLXG5rntQm2xVC7jZdvWjfbGq+AJLqezVDgJ84K9hs6v1xftWUaRJM3tyu6yeqELtGsMODKsYUWZqNK8mL+piGa53BFF1MaQc1xpff1dOL+8K/VLlOLyNaeXFqZ4CdUQZhLthyCH/975k0KFWQlQUTrXnbbr7pfoL1i72VzLOh3RI+Bthu/GmFdSN4iv12KdkmGt7++dX7/+bvWlYnQsNpMOkX/8EvzZ/39hZZqH4nzCEAvJL8dFbx6dx+cdXXyMc8P+j3+aKmVMYn23ePf3i3vTZfpds5nvvu5qn/cD2YkvGrf/Lm/ZX99C8+6ADXuH0v5+bTqL788sG1g8fw9+ztX4nND8ciibSOuHH8rOhW01ONV2IuufZaM8HOuSAMKb0ZmkuMtqYnaNqyICtuTUtSA21aINOtOAbftKFEq9pp9Z4IlBC7qkopylqqcSW8zvQE4ebq+pJzK5CVWgQ3Vp0XNlqHAkNXnxgdJewsLryQ6lDGFZwvxQJF8FBPT8u1MwDcokkJkqUSxDuevOwyKhO12FQWI31cV933VwY5rzcLPbcoBSKqmfO1ChYAwV6ItzZPgq2YR8079FgmUGrbouSu58KpHC1U0l0Ii9lAeWBbVCgg8ITotCar90t8JP+a8qGaQTdqnlVjVMmXpLc2P0T+srfhD/2v/tn0ZvB4/NlmpgAKgAJ4A7ACtAAVwLzYY2aABWADsAAQgAIQgAAgAgSQU1kvgMe53+npca1Kb0ET8l3TnUOIkG+gTABBtVbSHZcTwAZgBOheQmENAAC0ABoopvyUVh0AEl5fw6d/5/stlcp5ccrC+oC8R/5YvCN5LODxMpm2WLwN4VLBAyVtxloc6Pfz0+/B3pcfZLl7mal+Jo6Yl1vI8PKyzUsIzr1E4VrAk1cG5zdr+xxl3zmJemst69eNuWvda0Ub0u2Yo3bvn5//WuplXC6b/atSn8o66MYw6k7JOTJKiuyHnstSQEO+HYYqq4DO5gGq3+rnyGpJNy19LP115aCEpj3/g5P/sClPkPJiyY730mR6N9ZdglBG/9fWdtxd++ifG5XknuOQ7JZXfdf0c7iramMqIgFxTSCdqnMJoKDEkfTTPH+C+uMlXXJcYc2g16y9xW5tJhWa2okSBOdaztXJsKS16VWMwra15TmptqtlXtF2LGNMEDTn3ihVhUAMw0oEglpxrAhcqzJcS1FUMqESzRABLRMir0BZqgY1VwatJHE1CNUEgg1QAaiCTgqhhlpcazCD12hZGDEqbIFVZgV5BQN5LdbYnKtByyZ2vhGKRzLDM8RAYMLxjP1rko96lqT6Sp+o2ZcIzTTMO1J1SsdEV68hKhjuac5jpeswPm0Hs/xQS6d8Xx7P+XWGJ1V99Zpy/lhNpXWLLHJM5lXKl16rRuWSz38I7q7R5zI9rqTBNahaPeU5n9w1LfNWpaLj6WRAyYbz0CqA9wCPAO5FfDu/5GUSwM1nShfAABABEGDN+bORboO+KCplWaEXlreuya87t89l8K9ep1UU124/LdOvzVc/7aanulH58Vn0TmYAvSq3lPx4hGCKzk78xkjzD2+wSTqN+qdmM3TLt278vy/Gyk8TMJ/6ftM/h3FUsisf69k/xUNeI4I/pQVrDrweyq/U8Olx+WZ7j7+8Udu7jRrd65vu7/P3x+8vXHa8CXLZtGLKpG+1ey/pz+Cb+/3798+G+UTUN1cK4mOYO9CXNTrndJVSKlPsipptkxK1WscFt7bOqFMoSjH55rApJgmU1WXNaZw1DRkullqjTqXcZPgEsPE+AWDtLMeqYNfcSgnVSFxUt8qqVJOUdQ3kCQxm5ka0Nuq4pFfGnUo4aPta5LHKtm2XdD6tdnDdEcpesKK37pKIB0MCMCRMpGmta51Iu6PLu0wc5UGlHduDhQ3roIpIgoqx4AFiI7YhOCW58eoR5FbwANwVg3nROCzhhLpNCrRwX+DUgZlDotbHnL22BqUGy+q0LKjtlvNZWVenKeqiSrea2uojX8xiVes//MBfXTXNX9j/7J98/X/9F79bAGaA7sX5gwBvAEYA+z8rkjwBbF++hDuAC0D70ix/AkgMGCABcDKxrstUV5d/QfohTqRV03brnIjztsYj/bzIPgF4gAngDqC+XDgigAaOwG8AfqjTt+L/eM7fdLJMmYLqNzqcqaHCjoQgWKeojgc/6EJW8r8HdbfgvUkSnHT58RiOld7Fh8cLTvXp5fDkAVqAz6/8mQPxWfxwAB5geaEVEcAJ+cvcbPbmOJi3IeVlKoTnFjZ6j6iv2gHV0Bq/p+tHvVWqe/fwP+4cTTWCdKhgl1XUBQx7RKc2UsIR8dUWzrn6qSzuVpnxkvK1sdPM6GEweL/gvim562Sf4ZL7sk0l+Ztisyt/FHUr60erm/XDSDnDXlW6r25NHIJs+K01epBy3/TreLnzTUx1C9RQ3aI1kOY5J1SW5z8mm9fpk9TjdJ6pHHGqsTOe9gpCtiMmAH3B3KKOPrlLh/slL6a3qSRNr1A/1HVjtSqJ7YZD2juLCrxGpSoaQAIBUhriAFwDG6MIdFNrUkSFKhadaTVoBDKI5RoJM9JF6qYAM4uixIzItfKqIGVRRFI5AIP2ilMxChgOqBtOWqmcBbRizgtiTy1IrmSspEIoM3KaZAu4gGmJp1iHgSKDh9n2Ss542bFExD7uHs3YgGyXbmue7+e9w3s1D0wxj2qRZ1u04b436YPeXC9jVFc7P01p5axbqaPqzxgSVEeZqc04PQdsBLeDfywhsnnViNPdnPhItah2l0PXmA9FXs1m8GtkN0Nd5wVgAehebsTDC7Z3BRhefMpbgPgyAlIv1d4/StgUVQHOPK0Aj8v894POjdGtPiTXbW/U8JSu9v79JANiLesDvO6Hn8Lh1s3ljmQLZmG55V/efKk1oldVre6bIUcJ7+qcxzs/vm+X+lDmcilqXkPz9LW7MyyL+dO31++/ZP8hnOZwWKZw5hqhwvi7P5YvG//Dwq/kA/nhspJ5JcNv3dtPV88BrwTfTRdZDIiJ5ORb6aMpt2LOR5lpEJnngxr8Rksp1BoO6xqhKqMzqKNlE+LGp2NEMdWzqqB6bxWnKYZdpNAYAggUBExXopC9ySlVvSNZqr1SAIAC1rnI3O4Mpyiq08Mk0sLi/JtlXFq7yTCRcqwmE660u9B0hdYVwGJfIZwE9wIP52DIaMW2ZFAUKjUmHozuS4nZNbgsgBgNaFbYzAxtKFVjUr6rMWPtBZ6l+gDac3UDQvxKO1VgifrGw1rVtcME1EROVDv2E2XLfsn1AoKqrE7LpaiGMaqVSgvmzKUBdS9swdACi6ptTYvQNaZJGuorclbZcw+HS9htYfyjcj89fv0P9+1/Bdf1ZzDD59GHAWheTscCUABOANcACeAzRXkF2AM8AZjPPWIACD5AqAB4/llGdpFPkG/J5Fp4rAWyAETQDZf5ZemfX2ZNCqABqAAZIL+kEzzADzH1iT7lcDtc632+PAbobHRsZ9QIayjGg3dR/2jwE69v4O6pC5L1mtflMo+5/y68O8A0X04A6mUzGwCuAeDlQZ/vNwIww0bDZXq5eRMA53x6PKlPnb8tD7ftTlFl31RZYr7qWQS8FuWUz/Rq4yp8A+lwf0idHAJaz/mg8EowE/fGzxQjDLv1kjZdo9VTmq+oFOdaCI9zcBYMmFU12ONxfmr7hh+i7+sly+ZLJcGz29Rbhu/PRcJ8bKf24mb48cfpGZMcyXi4De7cRSXbr804frcZjgvckNrkSNardZECraiFypmIavgpjTmkg7nkkll5j0LFzL1qA2dvd5UvgAbAFU9unUt3ZYoRFzCnk4JefRFyuFbmqX7CbiPrrAGSrmRQWsGz4hYkow1J0BDUGhEDKGHRyAC0Guxqna0yFcAoqDkj7kDQYiaUWhVWqdQalFC8c5mrBwR0ppSklAewLApEK0oZyRgM64LKI0QuRJW5REZC9rvb/mJ5Ny+q7w45iAauyl84iFKDmwdu55RIN0l9WPKNV+kRV0e7vR7vZevrOrPZZKiqmzSkkMja7XT6EYdOxh8zYFVF4bHWytVr9Ine4eqkpsY3mKI49kt7Nk0jodBEk4V6DXuL/NA2ukw7TU9tRlSKHjl1xj0CWID4cg3/zOT6fMLaAqwABWALMAOsAPDS6vd5JzhAvQNAgPcAbyssy9x+aOL1cXftSxnNHpYjbzOrLMcn7qDrWrxKmvRGH2ucqZp10239WGbm+i03Q4+7jfn9OXK+//30fE066nlc3v7JLpxU7Go+RvPbu+hiFfdty/Mv+7srSO+CHPmJQ/o0Txf98LvRXreDt+sNmF26I/e02938R9L8mwlHtdttLIiUUuaNnS+nb8xG8U/FGEhT1Q43m8s0Fo0O1KJZF2M9Y12ysktasYzVM1dSQ4bjtutl1rZFjJCg2JoPRbQoKEn1CoVZVE9dWtfO6kllJdoiN0yMxKVaA7jq2hS/GG0kqbYlqEo20Bxr/cL4Yy22mkwwYf6yU+9iHsBFhV+aei5Ul6g7xAS6YV55ILgI9Dpd2DuoTyn8ysGDqBtdz5kb3el4WIy5cmpdZEcMzkeVpcSeJBsbSvQbvKzVOT6MpEEEtQMEDx5caurAVQlPmeA8q643tYAhwk6geu0+Xea3xl0ACoZN2yjk3amejDUNZKA1JOk6W1hv42miUub+b9pv/7ebu6/Mx+8zAdiXhsjPkLgKMAPsXwojLy8jms/j+3uA/WeYD8AtwCcI8POgci0A1wAKQQNo0yzlDKAiwAJwB0UAeoATwBuA9wDGdCnPPwB8DTADzABngNuXXUdXbgmzZk5P5XJVTe45Ber0qci19oxzAH6ST+7UDTftYz2r2Vl5Qr695+ODeY5zhvPHCgIGIG8+z5qwnSUYYAcQPmNLABqAI1wQYAOQP4eEETpB/apr7mfT+K05iuoq58Nat3fbs5lue4XiLTbVeint3QaW9E+6tZ3Wv6HwPhezc3Vsyx3yTLmv4t3MBhQp0fVuMJe6tKLHYAYk7mW6LB6cqkrp5mE+765gXpqrthxcc23rKtZ2qbxtyNL2Qz4+97TSZV94zsfA51k+zstr++qXc/hIaifjFNTNDBBEvYphYqdxtGxnDBzKSa3CSSQr1AIdVqmma9NcuIuK/Srs4UZAkLISoXaHMTX9IV60A4sYcj5vhpuxJAtNLQdpNolAacVKxEkxAgyka9LG5MKWhJlBoUEUwAKVRGWFpRZSZqxlQcxMR6goUkQREBYBwEOQDWnOtaCsIsgCpLJCm2IFJaBJIik0ISildGHNCUmA0QjUCtbAsi7JEz1XC3Peu9olzFNdv/J4SN1FbSuNqK4nfTmpzW2TVqiNbD/wRMV3VD4iv6F6AWpxqrZbC+KyitfdZT1o0vpy4G4b1rS/ncdJLNZcB0VIENfMSJaiSX6lpZRtm5/O+RbhYZKjMYNO0xEG4RXRkKxBXnXNOk9fAbz7+UcCHcDycuMOAPxyFVhf5pgWYAP2Aml5CSs+AlRAArkH4MP4G+1ePUuVDHfsInQEk7eny6ze4HRCWfhqu8+27m716YjKeetq6dmMWu+NkZv6wxP9+fZ8uWz+onYNrhfVpk5K3l5drV9kuG3JQtO1V8mPU8YN6o0f/lyygavjvFRz/Jun3//Vs/swyxz3/6sr85g+/bLvj2G+3u7/k379r+9vZT99XOfvzO4X63mAXW2+i6Hb0vt7+lOjlmUKijNlSCQKDagQk0HlVa3eXyGMPA9FgZqZmsxmknW3AijNKCRqIDpWIZd2sqsStS9AUW9MWrnFktGIZkFordQIHcvJygbb2YZQZADImUwJxfkrr88RPcoz1H1x3tIB9Fuv78fqjdSkU82IRIVD5zYxf9R8Vc0AmFki84bxC68eqr5z6iQyIDLB1LaWGQs0G+HRgMkcQYM+F91TUOjOF9BelWqvvJRYoFEREUIQ01+Z/LgCWLWsuXW+Yw6kPJiLn26L/uNx/ZXvHiBhQbJSlmqMWbe+qSKAFISs5RwXqWpVADxGmf923v2Hr35rdn8NjxFAvxAaGOAAsP15Iv9zSHj/0hrWAUSA2xd7wgVgAhg+8zUBEOBGgfPgZ2hJY1lYaWIZBW4BKhqlEGuy8pn/CpTT54nTZ4+DB3gC2LzYNDWAsKKU196uMV0JzFfmeiwHq4ZRzqY4T9pkzLq5P3xC/dZxNtbX9HAUGeFynB4qbQAKZAPKgiDQSZZXCE+iOygA0AD8m5eCzM+tOCuAAVACKos7xucv1G27HuaOqLhCpQO9PjZhfZ5ef3PtAcihImVEyuuhJfoVHJbDOrt+vb+kO48nMsQESKpeRO9VpqLnS8arpr0s81Wn5iI4MTa6Fqxq8bPZatbkxIbD6m5lmkA7q1YKQ+tiAtiUm49Dsedf0eZ+IHiOOJYMheZ5EWONrTOw5XfP0rgUjqptyrqIGvQc402U+424c221Eyhk9Or6K3d6euzfXodLxa31PClJBZXKGn2Nce6UPU5B6cbBIagh05ZpFlix6br5esnTJoMilFjlXlNmNdYkQpyKs1oVulaghTwACQJrW9WVsEMttbRKedZXUjvATqAtxQlrEQOltbBCyRYWkGploTJqSaWsRkZFE4cTYJCyKrhkyUQZVAQdmReCVHiKgsPOLZmSjFNenub0I1ZuaXqneqP9JR/G4oE/zou4NS5pvUzlYwlaeJX1jyu+CSVrJTCx+DXJjnJkKHGz3cKNEcqNqTk5bcenwVgXsZAmqCDcMFxgKoJrngGaXOdHvx3wdERJ9vosRAZ1iULUCjM3BHEiQsoAEeAa4PPBZAC4f6lsvQXIL6LZBmD/mV4LCV5Yvp9+lq1k+xldAlDPh+eHmVJDf5XyPTz+kMwxD+3WvoNuo+1OrWXmPHw8QfPldVYxM8mTW/Oy7bvx4ZI3xqr+639+8+V/9MUbc/2LrW3+1H71m43aBtr2myvtrsuWtJxmMGt/hbsSV0xWoP9H/f4X27v/+PYX//G29M0FuPlhumTcIC5vmps3bXjEaaHjc1wlyYcYfn/ZnNzpFDSLJlchfcjnC4RjTYUjeS5SK1UyGGs6llBSSBAt2NWqVAshUVYD8LGoWspU0EGdoHRQmupTXKrQInqKiCsPe0nKDE5vldaqr9wo1hdlX5lm4oCNHbYNoeoAa+NULRxzB5WL3JEWtYbIFKdxDa0pUpgk3Dh3pWxCs5kkaT1IK1jASi6pyyt4hex3bcgVNq2J2gCnfSo6SUHB1VYTayLtQVndUOIENYIb1AbRQNFYRi2lShclk/Z1AdV+s/Euqdd926gSvPWCj5e1LvWp0NdXuw/WV1VrpljtamwAKQmNoIBfvGsw1SJ5wkqoVDtCPo9cfnj69a/6wcL1yxymAdgC7AF2AACw2Tel1zeGtIUdwoA/j0fUi2GmBxD6eURZADQCGgCAbwY/eKgd9MZoZW8IFgSkXFX6KEAEI8AOIEIGgAKQ4OfPsAdIAJ+jYQJ4glRiiYcKIUVlXr2XYzZQ8Xha7IL5wGPuTCzHB3tt6jFZW3h8VO6SwjTOwMDZgK4AE/CEQwXs0T21uwxKkY4vz/UvN5v3ABbgHmABGAWOUEPl5/9uhXMunOa16MXFUe4vTVo+TGuQUiIUrcVovffNdbfbdd/cXHVrMl1TntcM2XLKGgoq35qSOaup9IOEmPvGJ20tsL+zxhmy1LphvdJV6YqymCu9s8+bLfthNZqsf9ZWfemn4er6t/76n1r95+bX/8H2l78Zfv2b3Te/uMWhKk1O8eoIKBuTc4AlHh4nGee4LLkNeCl4tyImyQkD+gy0LVOeNjc7XCbbt52sKJ3EgtU0hUy0V6SAqTW9J6r6tilstdlUZtdigMlxAZkJig7oW41LXQ32aENlMGrOpUE4CgHgXIS1ZCHGzIIsuWidMoumlRlFAULSSseoNC+idS0WsdZsSXGBlhBKaRXVrBSWoqyUsGrbSGTjuAqgFECwjkIVXwVQYuRvrP4byB5qIzhOpUOt1HQJrmvIunoZTe8ohtx5qkZ80y1rdjW7O1cWZfMy5x326bKm3b2ugyM7XX6QoeRTU2u7K9M5ru4LSqm2EmpcxaBjiOZLZd7VrPPtDtcOrc4l1MaqrFLokNbIxfG24GyjlUYkYXAyeLjXwPCiBHyue6wv6cTP038HoAHcCxCUAVaA+xfbBgN0AHcAB6Xf1fr2os4fnodf9hLh6lro99Hnmv/ENpOMqfavbuJamgH3Uf4ubX75Gn84Vbd0y78e+3/Qq5LKMt+o/vmQ9W0Nq7q9eg1J1fZwfeXG2uIh6DmXmOqmLcpeBtl1AAr1qc1Wffv39+mYhsfLu58uJ1oHb8MxXN1cl8JSftRvlfwdlAjLWuQHgMMn+uc7+9tN+e9/aDdvT5c/GuC3IEmon7TpBEnPocCm3yzTpLEBCkVuevspgMEivM5r6pUwUkOSSA+WYqi2MnbWcSVxDEtVpcaN95IWxRYVQq5l12oVcUIZzHaNR6Ed2jwXbjOFQFal0aLT+sLcFSNU8iy291ZJxlIEAGJ27VaW2VJTdFGLglZydEoTUY3JKUqL7yiMF6XIsqFjpq3TtqRCpLFDHc9VmlKjdlLC1mmXMSgxCsQO2xA0r5eu26OfgL7SfKiyu6bHmYpuJKWU+NqppW6amlYBSMdqzE/1/BU6rOail300H7G8bqRU/DHiVpepgW+E/hDOA8JTkq/fxddu+O3er8ksEHZ33XKpytfijbmIaxyv0/6qq9n0rXs6jLuYXMRjSJOplD2/Kl10pU1KpFpwHneL6271q6QFi1+Htc4GVIrw/CyN5qWgq/6mrBnS1sIp/QyhswAK4APA9Qt9SAAMwAHEATRADAEX2Zj6e2ObtOpoNnv/UOF6t6Fpsl4vbY2Ld1Se3lWL9X9aZ5PgmakBqIB3AJ8ARM4MlABtGAnxgQsAjC/Cxmf4zw7AATx/3vwA4oHFl+urYTk2LjG81UEHH6w7Hr6Tbat+0K4fNFZmqwyIvrawbr4+zv/Lof0fL5/K3ZUc6rL1bYTiag2FTBd1oyFq6WVdkkDlDuMk2mNvfQrJgTV7DGu1Mo5R3Ri92GJLWbJvXL74dnNTQgSS/fafAd/H20bZB5jfz2dyGexpojdukU6XRUVJii3mzB0olpC4czK1jZpWLoV2aFkuUe+bmSOqvuWQtOVFd7jJVVBJrY4RLOUgqCBWUVULLNOytfY8hUabpAHIM1RtQdakPfWMFasFcJBaZYgLEiQuxqhcBTALCAJGUL5yIJSaRNup5tZQyZWtlSyASUTPWBWaxGAEpEAxGHKy2pqE2QhZrbgksEoEqbpUqTF5zaDEVFglAzbtv1/Xz//aE4gHoDGsoNteCnGJjfsij8dy5TtMKjdQKAuvNel5dtnOXRRZH3ndowD2M/yEi+mGhg8S2otfw1xmar5Yl1HR4zJhGpw+wfymbef75H2j3nB4KIB8obIVu6rSWDsX6FwgIixYbNTCZ6SGbF1Do0hV/gx8RgD/Yvr87M24BXgP8GuAn4Aa4pHhBGBeLsuHF4cDATwDeiwXhuk07d7uzu+n7vUmHglriWDp6XTYtDdfyvQQNkMTzvPHfrx7nb//0Z7i8bbfnBa+esbLBiEJtokwnia++qUdV5V5vsObFS+9iw02h58u/d3eyhRjf9MaicgLnbdqC2qcu+ZLM/3Lf9vnq/xjeJ6VfzXSda8t8xcD71m/n8+HrAlBzHqjv/rLk3ndnt/etN89LABb0A+Q7xiCWrmYtWQrhFN8UvqOYK7QO/8c+ZrMJKIrW98uwE6qTVBbjLk2WnFlFSS22ORSHW3s8BzCJurVmS2raBjjytTMm2EI52dZyGELKUBtSR+5frGVx8lsIZ9y3ZMEZTRz0w5cpgsDiF1YGvRk1/u1tAoXrFvv11Q41ozY2+YCCTKDgeegnS6rCqa724dTKelZuz1AoOIWsBrPKK7EazK1gTWyJp4rbYuZ5QKhf8UlGfsFqoJsAHSgVgCQbQ26MXOtZHJZS+9ryWY+x7emuwF8Z5YulaNSlOs5wNHYN5wYvAZ8QnaaM2Cel4fvoP9H+lf/wVcf5vj1K/d0H9/80hQFdsX61ggesPmmeZwe7GZr69dXeo5g5rVBXamuW313ZU5b6q6MG2NU3eauljNeIY+VNteqpNzOHmZlE2qw+MxKcHmfNiFnZeSDNGusC2eRKnAG+AJgfuF06pdpTANwEagCravzUpq+FrZdh6f3sVrDEMXBcsg6xPZ6H8eiMXw6Y7/yUbjntQC+Me1Puf4C4EdQF5A7SUW1FtKOm+9kNQDpJfwsAAxwAdi/HLwSAz+s70+59/XLaMpQKsEzqdnvrsLHx9Dqea8g+/6GmL0WAdwV8/bVqx/ud8PtKeTT4F2SYJWfBPd1iXVDHKhByHTTNZcQU+biuUkw19T0JsYoRYnUqbZ3bVhWa6CeUjMM6xo768JhBrsh03nMaF5Z1bnBRtIWv5+dky2ntahhMQGC7vs8zY3zyznYO6eWsebeLXny+sa7dVp0Nf7aMhSy2gjZhheth1qLEME0e+pWYT2L0gI2NUUtGZ1pJV962k5+hOSLjTx97ma5NGgzroo7wapESq0GWw2rCJCikoszvIoYxSwk4JVmZkEjqRpjbREyAFka4nNRiOwRhIUZTE3VmppLo00trEgyA4EElBYxMihSxSqOlZxSuZwNNZFS5bTRaoZaXhbTC0CEgjN5pTqd6/d1s3fTLIWlHRNXqEPfuSTh4j+oeK3rCOAPNbjns4LX3MUwj9C16rJUvFZUQvnQua7IoIaI57zuOzdT6b6py/eLemfxC5i/C8NbH++ttZylNCUFBeaSm+uqap8p+Ko0RLbtlYh+SSF+/SLzEkALRiBHgF9rWIDeCHjSarNTl6fCP49NG8AMsgPY9MNxHclDu6jTOt+80+ab3XJO/siPjxXLU+37r1/txudjv6WsFNWdOQf39/c3T+XwxFbIfZND53WrX7GGuqZX1uxwfY5y5+WHWK5zxd4t82mj8Dfd4tcBN8rmhxS98u4LaVeTuhu8/8T/Bonb5+k7f321edNQwvqMcgu6afbr/OFVm49xSTuAS/uH5fjt7qtftA2iS3fvnqYZMAEtAFhr5dQZm1GRyhC4Dr6Li3DIGpes2iIjQmuwQWKWAKhSYRNz7VCnk6a7pKGD5ghBckcYS1LJnnVqV60RU8ib+eli9A5VLlJEwO05nquCOSvvyiJiXZ1RKV5BSZPkGd0rqd8B9KBKKXORDUgV23p6TkUFUUZZrCCpXxOjADWdLwX1sBSR58SUmqZfwwhqq5F73SsNpxGUPecoF9Z9Zm5uHN6PDztEduuE9laVVVeNxmntUDZu2NQpd46mClp1AtkcSjYNyOK0hemTat/kHLTadbdresgI/VSzpZDWHh0TLJWvXPtM6vVTuT5XsWb3zyx8MJu/581qZF/SuG2+e1i6uy7weqNv5xBnlbdErpjNQA2FDv7s222x5turbi7idwrKUmfr7wKs+upO5VQVqGldb1p3nKiLe3FlnfjWmsu7UzMzpPjlg/7w+Pgqp3fPZSMCS4kXuNKQFzi+JBJOABEKAMSY0fBxlNcD/O7IXzbKQVnvw6w1t3WjtdwfqWsh97o8rSk7rgEaA+slrx3hB1a/BHqEgtpLKg5LBfl85F8BHMAJoH8RAOBlxTgJ+AhhA+6HcPw6du/VCmC41vg8vnnrzifNH/RXXV3CttVFuFV6bdyGN1fdL8/H56zzabw0HQXWtownTRYrEGA2yvBYxbsGNTgqFwVXlUepDmjNi7R7XMOnrH1T5xW8S2vltpVTssOuMPhKgIOr41H7DeSL7uZ+3w1/nE9rumvKBaQdeb4U3eAz544YDuvFUr+d+Ohb4k85+o2tyciaDXirQIZSg3OSaq14RfxIhh3aAoiSwFpi9qKU1rIEaBaZN9UiLWttgyKwWtNd4mDIVwapi1ThAlUHhqIQmJU1IQIZRK5V6RVURB6EzxozUsdl1IApWO1iqUpzYhCFiitZpqRULdoqLNxoTAkUkmbpFIpIFtTCBUTIqCJioatZjNhQzwGMQD2/ZLs/Bz0eJN0lIJsWS2bC4EMj9lGj2tR+WR4UNb5WUfvnctagR8vbgnOG93CWbufDEsne6Hy/lI0adoHPyjCXiKrVY67Xiz6uyvcqLxn+jpq+ye8Yvir60zBezsY4gzF12Y22mKlt9VJAJpVl8c7u1nUFuAV4ByAAtz9nbfK1Um2taGxPUEF8wct8cQwEcAVwAmAQAkCCMcbFw61x7PS6Lv/u4+GbubbfDs9jfnx6VqKHcvr0Xd1tLPQ01HhvAH7r4GwExm0DOWVndOesrurU882xlMbogvMrMba93EzUeGvWJ/1qKLl2w2bjn895ySd7tevzQE/PYbqh/+fffv/T5XiuJue92+OUhuuygPH54t4BP85P3037Z31kLPxhDsb0svu7afOm+F++MZd4d3Obnp5HEAIBGL5palyWGeAraaE1IiJsxOBQbIE8KdtbJIGVyWJRElmw44bvmukg11IuVg0Z7qVui64So3VS1k2Ss2KJ7uoqTGVjUpgFlEisot1hQvU242phBq2kgnZWCqFXSsYFOhUeSXVQoxTXqE1IQLp16jIunmhSvCedvYuXkJ1yhTTFUk3A3FiTainWdDEWNF7Cc6QecQyLJg3eqISOcozGK/WQcte2tRRgow0cS2m0wipQc2qM3WMJygQEJ9eNSbmE0NQMyZtNkCA2LMtKynt3GT81pkHOVaMFWJSLwKWqVtGnJX8l+cm2r57yl//UPB9xeuPQ0qJD6/ZJp/y27VOCFX2Dk4WdlHEqnUf3m6Fk+eXXnd+YbtvPRK9JBc3hZPxdhNjjlZIC7VWJ0n01mEqbfRdMO5QllC8kBrGveshg4zoF/zr2kOlmnk5Rh0W68VHeM44yHbO+5fXfLjcFcoG9g5phAVYEpyirXQr7tSjvUC7RBBNyKY5sqe/HS4lFLPliXzFfRN+AG4W3qgs4alahCAKeRbXAG4Dzi8dpeFE13IsU8XlLiED2sTxdhWbs5ofH27Srb1d4revjzH465eg0+K+b6TORh1QHWvwudF+HbcLT/yBSKK4ZqYC7Thm25JJdpSokrS1DjZIcwa3H41yuCM4AduNSDMoC1WRSSW2q0EiOAdzWjTO2vUiq4MCWtrFJmZu9t3oJ4+XvNXePMD54W9eUSTlTptBnya0pybSK4VywDfFMQ1vkXLlDZXmTUpxxMCqpE3MPCHRgfY2BU7uojNr2+glqj1VpU8jQdVrW2iZadTaNm9LaQdRSzyCqqkycC1QQIwm1oyCaRKOGGJ3WCiBpcsyA7DInwqaihayRllIa1LkyITKbpLPKEj3oQLOCHvS54K3AqWpPtQiIFihSLOVcO5KMCnPNlvvCAhQAsO360sQ6/uxjSy8WZuegATiu9dbLbASMuQA2ucAzzhauL5IzXBu+JKFXFMaiT5paSJ42lxMct2Zb0zsR3bRzMaSBK1YEE/VRqU7fE7QNxw/oN7C+wv6EukGVYW4nYO3tshq3c/T0WFqDS0Cn6VFK602t9Lmb6XuArwBGgAjw5rMhobJxzRkiRRVLXlGTlNeIq5h3kLYABm2SZAwUp15v4dY008WMaVbVhFDDMzw+P5lGdldeLdL2tIi/IpkS0CnBSS91XG3et0b/SUtvLZp4Mf5O+EPJ+mOmb7ZN3Ybyx/b2pniaJrftw1nx9SLnmTdXDeyabe4f/3By48hG3b97gg/4cP+83XWvbTOniaZ2Q3wuyj/my9/ly9NlfAaMxUhYS8FT3txuylIrVGX4Ta3/ErgDOIPawPj9Al8DRNQLSKzqNdTSIq8EuixO6VolUkbdOWfBTgyN7eYywjG7FE9tjyUtSNbIUqIhqGltO5/T2mLLbg0jWQpBoihOoFSbUsR9ny+V/IhSAmi15tkoIGNiQLLLOUjvVQTVIkEO5LoziEuls67U4MA8Ie6meOntm8RjAAKZVHEEkxSdAOp6bIcvYHmX8Ao4ZGqBBGBe8pY4IV0pmgGNcK4iEq3WmBLopqzRNV7shni2q1Maw4B2CpM0ja6ydbCsMHJ7peKJkym25VQSEsxptdoiZQa9QhLQtsnxAgzzkbt0Gc/PMhy7D78Q23CZynWL6ya6A7kv+vE5mJbLCbtFn/y8/9OrzkRrmu5ND0jXX9xUpl5abS6WSbmEuVZqdI722q6Lc7querOjSJ1ukOuuyQlIpcbrirks7RboVLcdqMPYvVHlMspNuQ52wZH1iNP7KP9ElvuFcYSjUS7mA/VLnY/qTaOnRUoiSSE42+Qxo79Z649lqnmNmPf0i6n+VEFZZT75vg+Pl1oM2iJLRG0EWuAI0gIuIPiSQXt4CQEIwI8ABeAbgABcACBEXhp2dXwKurdio2n98Uew3UfT6PqOvv3qT7Ow1ZzJWNRd46+7/l3ph3XKokzNSsNkwa/lgjdb/2rFv26pCQVbZO3qMqm7Jlyqtl6kFOcpx9Cxq60yY4o2GaUTTpFhKGX1TiPcB96jGnF1La7S2j/l9p7GLfluCd+Rbno+R901U6x94QRyteLSas/AO10rozESkZAftd37ci7otZMq0rJSklg5xpnYGqjPZbjWedXMYumUQjd0Nay1lqAEtK8aNP73f/m/F7EsiGCAkmRwlDIBcAsKBFv1uRManCgmRoFVkSqQCRA4AQMRViZELXUVQK6zs34pWjEIAEJCZYErcBVAY3XJomhJRRxSZSccBRDEYSkFC6KKS/i//Z/++vEj1HzZtq3qKKSRr8w2CmfXbfDc5l0Gs+gkGzkfG2NcUdbbglUW1VyrGaXbgERLeVk6bZB3BS+zdK1JvdQFYZItAVwrPueLK26ydQC0ZAsYXVUl0db4Oi1Sz4WUgqGqZ7V2eVdkYp0d+bFE63aF//0f5u+Wx89u6881TJ97WXcAB4CvoKm9dTlEMVTpRueHKAwJkIOQc/qS05/8h3froh+W9e4vbv72v/1JL+W4SoD6WVVuAH797V3j5s75Yrt018s8lVMxaQdlKnZtN01nu+PrkL7cXV2Lp836by7m16q9vfnx+4dXX/lLlQ5sPYXotrutlpILJ91d8RrOTyuOc/1Q5WMYp3W+D+9PZ5toqxRf+bc3avlC//amfTzAeFguv5+is5VzPKWv9eagLpjKN99s2//NL+fvn65/oP/2b/6WAQZoCMJg1JzrjW1A8AsA19iWiygzIbYVLkhbHSE1LQZWBgWOJb/xw0w5VFFciqAvnNFagwcOW5FoNj2PCB1wJsMkFqEqpXIRp1FpheCGtE4ohUkis5colRlBcRmL61RWUNasnYecRUAxFKQt6ZOOIYGSkpwlTo00BvMi4kwLqSQop2xaAwZzgWxsFwzcSrnMSFCS1ZsMicQIg1WHAq0kTAhWIxlfV2qc1VaxoEZjrQE7OLsMXKqBWKyCizhVCUt8KoRxPh8vPPikXJge00wkWRtRmS+cFWAVKFIt4VLoH+8N/CevH/9xO92YjdUPa2kb0250js5gvqxsQso1OXax4u4Km2HXqz0OPhfZN1fMK5Snp5kppVrAK8ZOQxbY1HHZWFyUdQqAa/Gdm1k6pKSdVNRGxzI2EBMCxLLgasjHdbEiE4GJKeMqY1/rOgnKWJRT+XgYZ7OztU7Cj3H8KcSmNs+in1I5QVjPc7aYEwFkAAd4Z9vvU9xqVsU0wCuqWYJC5UWdICNIr5s/lnV6KUT7LKfJi//CAHgEI4AAoGBwZha8+2Zr+97YxX17DW+yNte7K7/79hevXv3Fr778U606rfssVrh+vMzn8x/fHf4yr49k1pCV1xPq5LUqWXwPUXyn3RLPDl0lljUnEV1sVFGRT3ltK2PC6jMVHUupOChcCvZNqUC9hnNecuM24RK2xQQ56aW62atPoY6X8CluJn0+XDbVB5X7JZnBVotFFgWdyErDpuUQst45laXpqaxKe4UG+1oXuiFOCCCZxe7aPLMuQUgRod4pOFKFDCUmv8Uy3v4//s9a8BVBA3RhcFijcVPIncKFSQhQCAA1QBJRtbAAWOdTLEa7DBMAEFauCmBFRZJBJBr0nGKDpSoFRTNVlYEpE+iCUooiJE7KIiRSGlPBQUEGUkCkxbIk1/iZ1FdymL4Y2k2jTynsd+auIlqdiYV+9St8QNURxVrjqfc7c/pk+vcLQoY9zhlQ5+mxAz+SGSTMKZvHXdGFx2ByytrZwcpjhJuPfPbiizZeRKjLFKwoo8IFtsAhqUGVWXHWliLmhv1CU0K9FV2xbIiOa+zarckHAARYAN68fB3vADpQ3qsSQp5XNl4raHScFrKKSVQAQ8JTTNYaQ35U+OU/VLix33yz/d1fHTsoFdAbMRkcmTrW50dQv+oL1y+2VG6ujs3Z3I8JtjaG/pWbXrGPdth7t/FUib4pu4OL0/xF54Q2Os6e5d130+5Xm/UUMxVSU56v0h+qWc+hDPrffhqvWBJepjitkUF8tzMsQfHOq09fGD6k8QKPBSQ8X3/9TVo+nJt0ozsdo3qle4vbt916EO/6OU5nWA1gk+sK0pSsgGK7rWUy2pECTjlWYzCGYq1ZnlZ4ZeUZ6s7rH5ZLqz1ZYZAKOelWe0xr2bQ6VCVqnUe11WWu9VbbVWUt+nle9q1Go8ZVXiGfjJCWdV201wmhSgWG4nTXQxDVUA2NjmshomIrZdxyuWRqC3UNjOwGFio2koiAt3Yq4nWaxWwyos5jkJ1qpmltUGePrlEfQ32dKcEqCyZvcE4DmYJIZFCRLaug84UPad2b5lLzFXZRrWWUATVXIqe4gq85MdIWbpu+PtluwNMRdVoXGD6l52dvbyPPFhrhGY1n/4dw+RPACOsH0b/B9EfcW0hzcbc7z4wY+s2OWa6/oPCMsHWQU33bKWHladMMOU/iusLh5Gk5xKWNcM6psW1sYg8mDWo+t9gokS1XyJgsNOcYGn89oXgg02KYY9u8yjUpAVBl72WM6mqX11zuRGRXeJlhN8TltAXIXwiuden9jtdqfVvyoZThpOq6jstK98n8YTKPO/2wni/2nPIedJJ8SPOVpoS4Iw4CbCtmfyPyZFEnKQClrOqlCB4ATgANQAaYAYbPoAj5ubgYK7QL7V7H+phkutiviC4ZLau3ZQln+fidAd42V1evvoGyGKtTxeu2X/JXr9LxUi4fR6PcyAU68TlX1zmMddPQc8h76hkZg66GO2lXnJVuU85Anvyy5tRAm5pqlgZVWrNq5FK9w3ReQ9p0dAlx4+dRjMykr+/ScFHmxt4Xyzr4S7/aZLhPlIqzpi4ROtPEUFpocyzLTnkqU1KNjgemoY0JbK5HdKrPCja4EPkq6Xl2WgJ4k2tts1WSW5CIJTGWEXNRAFqwkFlqYcVFECqTMSrnzqhQUJMkYURxFQpAQVJ5IW1NrNVQA0Ios1A1ssmcUYKibRXWyBlbjaGohaRWMlpTkQqigBYoPbqSs1CtbEXnmgo2KmchKYKg8pp/86f9I8Ur0amvRJq3q55c3bf4Kjghhv72RsJjufntLlwCP6a7v3D5N21dqowc1XL8vu5uRn2PNK15Y64x5bNWVk8xmGsTx2Veh3r+tNnf9socw6VXbVDSQOGDiZavNnLiycl2Ljkxo0+ydjpNmgwNsEBqBSFo0pBcXfBn4XcBOLyIwAngbHQbili57iCNGQ26gnPLdUkeLKESF0smP6g1YFTB/fmb5iPDoe4V/lA1dxjniAC7wR7nZ9O0nz4cr2/bww+T3smOrjMenurTmz9p13NtEvGfOjeYxnDOBtrutDX9+1X+1an7L9u8wpnW7utmmcbbXR4/stlw3JzndFZJzOX50KVuUXKn92NbOSy64bo2+6HtNA+7rus/zT+OlzVKysXYp0cjatdQW2Eyyp+tLqvqqZT6enD/Q5x60BFKB/CK6IzcCphlJI2JQQP2BiIQg7FGa1CvdhAybEVfsFxZt6oeeIza2mQtibqU1WlTqZFai14pRa47g5eScNGjXlDplZEqtCU8EvZaxxG91veVO10POW+CGXyZkgIjJVOpudXNGmYm0ys8ML/p5WOsN6UlWKDYUXgjuaAPEUjieU0KNftqAnUA2tSSEKka3f6wrLcKs6t6UWyICs5WVBGFyrWuhHSqcuvlDHjt8cBpBz7lZS0gPZoZtAPOTl3TcXLXmBI7la18ZeFjefWm0KwPxzV0rs1y0tzmfESYU7Aw7wB/ZNkDxhifuV7tQths+wqXZ7f5pdXAxCCiXKNvu+E8H62HBLeDPyPZfKLUiEp24bCmXEQnTE6XapWHLqBXhYet5KVFPwk7EyQAe92dF9l4xQaXicC5mpnsBGsHOiF0nV0uK9y25szKJcG+1bzTqtHMoVKi4jYqpbr18bCsX5Uc3+R02nS01nPhP1nn300+LPb70/WDOQejHy+QuVRG0KvABfImOoAQQL8h/4ToRY4AGjRBwRcG6mcT6vSSufEANwAPP6cTop4gyOXLvTsctdZNSyk3g+ryBMGbHz+1/9/ea9q/kpCV9qXgoPMT2LWxtDwDrqJTJm0gTblsDT6PprWlqo1GKt1FRVuRrdcpsdXWxDyuu003FiaXXZIIpDUn5TZpnUKxu408n6V1cjw720D3uquxbXXJjGvf+6a6h3JZ6mYz6yNKtfPmvJH9ejlbY1NbbWdUqWFx24ZzT32DcEE7lfkL2DleNHSz0oMkZrpGuYimFWy1qyplNmKCgs5ClJqVUvCZiRJEY2KIwproUuPW6DlXMsRVgkLM6AzFXIwIGZdjQGMxc7GUayFDtkgi0GwRZFWgRYyiGjIYaSuCJgi5eNMw2pqTopyK1SpktlQWro3Gc2EkTkUJJ7ADzkmsq5cD+v2yTrhtd3FbyCx6MaPT0iZTzeZbN58KtdD8dgtj0RvWsKtmNJ92+nWQ0dbfiBxT/dv5QRvMRtmLFR8vgGc09lEDNhTePaVXt1epj82pRoNii/HwdCKtbITIHaM1+ATpdm3EcAoVvAc8l2hniGJ9ZG9kApg+J2sABoANoIDcZn6C+ibBksGCG2teufZoF6BfWPtj5RLhHvjP0M4+D1/oAUnd1O2fbcvelB8vMeQHgMFAz6A37fvz8u3b4fxpeXp/vPtmF/hDtGp/QxSKe91/7NQ3G0lrEevEssqNRXOa5vrru+kpOE/qqNOq1zA9VBiPpdei2yRroU/pj5fLVaeosf3cBJcvUupy+Qe/+spsqVgeurIk2281b0xK1RCFXDZNu7kZlJ79fbcA1HbvL6fNq9344wOjZUkNwA4agbVF/cbhWsgIgAaEPCbdGTWLXOU1EpyL6pzkSJ3RIczarJnsJsnFigIqbfJRgPASxRAM1JAO90k2rC81XGs7SsrRbwpH0AIpzYgel1I3RT3HtEVrtc1TJNWCmiPaIgqaknGwOD2Tu1P0BOrG0lNgBUqr3CRLCipna1Wq0ls9lyzFXqhs0U4re6RCnJCwchQtQyRoGsYplV70RdUdtWcOiLJl/SnmO+t+Oq6vtu0SU9ehrXiVCrNwXZyTy+HVtdyn5q7XJTcF1QZuB1dy6PjOXdcz/3Tgb3P+kdddrQkuDZEwMMhFSVzTr+5pftDttTrHdP2mQtJABZRS4zxp5nBuuprJNuUQBZt6vtDYrnrVAgWqnIHJCE3c3AIJVaiDgGRq0bJEEtomOJD2MZydfzWts2UlwLjYqgLEa2UEuRNUpbhtj8+x9KYm42xdgJggsW6RolMYquqHaY3+ejOkmL2wva2cEjWSr1b/deJp9dMa/+qhPh/lYeAfAyz1MBWH5Bgy8irQKjulEkXNUASAgAEgAGwBnl4qmOoLprS8jE8/2/PMBMao789BZW3wDK+64eEcjfrmS/vx/cHan/7Y7L7Fxg5DCWihKejf9DuMX6rteg5gVkWbylVZhSnrjcEL2YFzLUmRWbDYKOjBKlckpE73OUxBK4ICZDqHmWzXiQRpuk31YxDd81rQ7wFHWaaa6KytZ9BugPBa6c4pszzNftgp+mUeYr6svuwmeASvOT0Ha13fZ1GuWbIsSjsad2ZXVl78tsOosl2wFmHysE28Wh9zUdBUM67Ub6SULKlRtFaoOhWlyS5QfY2MRXCnCFg2ClMFMEqnmo2mintUCbDkvFEmFATNLEzKIeekya11JYyEVmpGgJpYAQmARVUEPXalFoGKkIt0CFiqKVKVDEbVIs4gZWEkEI+M5eate/9XXt1ZuZTyVaM4bprNgQu+KUNHfCHcucPMypYttzzqaYAdUuBA0cq1VNgPdznPVG438ufaTs36cVZ1eOqBiPciz9x88Qv7Uym37fA8LTSy2mDftjTXwwJDV8tCG60+PYsJ7LYkD7zGUqrYu9WNxosClH1bGpHw0Q4vNK7PScsKsm/hac2vPXwqcFvgIsXEvCB0XF958xhqhfAzVRHVZjT+i+umg2lqnK/a8t0vdsu7k8HnW+/oL77Qf3n/SZZ5zPcGdwl+97unroG3v9hr2hByfJh//Z/dTpmb7XSe2rs240A1AcYpH5TcVfx6mB4jPR8HjfInu32neL6Y2F7/Bh6/SG+Oev2xqFznNjgjCm0DpXtt9Wtf7qq83jepzNa6RrZXWp/P29hUm5St7rrjlYum8HSGWUie2p70fRLACjJB/KVyocgPpL9qegO5MunqHIfMtROWTVcmthBDMq3DwlIsSkWPanLQlGIQKluuEaoT5qKZccRi73QtUl+h/SmW1iKW9QwKoXZAFyjNgtTpYypd0rpzoHBaVatDjrpFmmpJghu1LNxd15nIbkRGqZ0xKzNUV0whQAv5GFlDIWUahVnoytoLp1eEj4VR+cNlFEKl9XrhPaiJGCs8GWjZ/JTrdRIBmYj3zswsfdusS8yk4qUdKF5AkKrXPK6N7+aYSOCyalTBQluHYR1H11vDCvvYfHuX40yvF75fpmvaHHI+wIJguloB+PIxdSaUurURV2+NSpKdmS9zHcyca0dlrqDcyZhNhbkowjWy6yWMS1EKR0Gr6kbnC6oO7SJxyxCXAoQTYsPPaOo652aoeXrud+WStDJRYaeFMq6lOtBJFbKaQzAOoJRO87RUDcjWvi55RnmluKKuNW20DSnXxrgAsoF0MjIoc2mtDWncaDv3w6vWPN2GH4LUJ/jL4r5fY6rLQ/BSO1D3AF6KhuJ+7iVmeGmHNwAFoAfYAbz7n2UtBWAHKkLNCDkXdQRFvL3U5W9ic63NW/hunO1V+8Mf7jXkj4aG/O3QDe9X31Q+RKjmkmLraDlbe5cq+y7k2ECdim3jFL1vabtC2EAJlhqKFwSD2qoc0bYQBKgz8ZKbYkZe7Ma4xCNzbn1Iq/KYSjHW5Ci6j+Wc1c7KIr73VmzK3vTYwt+NtLcXVh420/dgXUlP9aKlTZObqN7mFJVrE1XlvMQM7qrMmX3Oed/TPNWyNlELXNLedGeMC+xv8wmhr5LbBUNWQNo4ynVtMAmxqaVwrUiCFYQRIVVllKmchCtQI8yCrFBqAQWE0HNiRbkwOjBVLHKFzKBEi1TWRFgKagVJgmLKpigywolZhFiTRoEaJvEmsnHqmKAhrERYQS+v2CzZXjfSo/6me+T0ZYRTf0sU6zcWErbXTSzuKGdtNrv8OPVbR5lJiEy7cOqGooKxxRzdODTDoNJ5vvsN1qMd/7zsng/j34DGNBdd99yceQ18mLN2eYsuvxdw6+iuWkwYSvaOrHaQwgw4+dEnIWySOh/CqKQY+dyU/QuA6SWH8rDAFiFH9xbKSTPVqgjeuG4MuS2cTTSZLEgHlBtpvsJS1uncOZDjYWlJKo4B2CI0jYV344c674s3ffcnN/rxEMtPp1duH4qFH9Z8zVTd5XeRrsxzlLff5pENPAvcnOCrt/EvP6aP0GsHtooDpxD+1WX5826zqbEfVaE919Wo+qexgPeL//i7H9Qa+pshWGPfmubaS+Nqhubv3cyPh+04B2qfdfjyy5t41ex8AhUvewpKscv7yV/f9W//2BrOEeQNCFhrMOhIZ1rIE+aE2gSITc1Z7HSIG4RZUPuQQhMohAIiFRXZUgDIiQqQF93ZVFpPS9TQYeNNjUhFLoi901xZvNElQ64nXQ2r9criUhsr3toqCSo1UBbRXuolidXVaB0SbpFHVFfWn3JRWANAYp189YHRNlSrs0olUBUFIcU0VmhQjgg+xbNlr2FMqShqiE6hDC6eBdQKxqrB5DXRyvXV0DyclqsOPl7kppcRZAvr2eJzPt+5jWZldJjXvtba+k4e4uz9ra9n//WWwvH50NrN8MVX8OHim8lVhbWeodqydoLXUBcgBPY2pE+o3y5oXZ5OaR2sjI8Z9nk88KUtvnaJmDHZGaIFA0zalkuq1qqpWG83BJsRlqb2a5XWNWsVZc2UYudUYG+nR9NjzOBNvizokSOS0RxzcgozjjoLkB5zdiWJ8lgegb0188heMkWGnYkRNdYgZKEC6n6WKgoewnBlh7FoA2V1uZXQ7NY53m6unvFudIf+cpP79yfzby8Dufrx8gjYAI9S3gL89IJedy9xSwBQABngfwLYAywvUF4F8AkqAawCO6ChsLb46RD2NpxH3tzv0pxzjcOX9PjwFOvfvPnteR7fXPSgTGdptcqaRh8vfKdwVOLzrDEDVE1rbTWVEiT0lmfmPTXHkgeEVTOV1oEkMN40l7w6NSVWu8aMhC721WQsEclWLthwAo1LOIG5xsuJ+oH4hLVVjYWQhfDPbBm0Tcv5KbXf+su9+Jp8yW61RVg9srq2Aph8VdFpx/kJmisf/UBMlay94jhXtJ0f6+R4UOl0Vn1bAzFAy1AZRHMlAyaKtdIAPJIQQ7AIgZFEjI4pK2vXIookMWnNSxHdYC0gNV2UVTU7gktBQ2JRGeVyTGCtqQK1aoIaUYxqK4GtXIFIIVJGtqlWzEDY4DGpNrNyCkKFjrBg73ZsRgt+qzHxdKTWynnfqnrRxm04XQgwCHF2LTlY1u56S7kYjY2cV7/ZpHhMTlNmqq+7m7ouiYdXtyNGv73ZrJ/gy6+7vyfpaQlrPP2beb0iFaHLkUGfctA9euVYT3Vlc6vntTRTDgPIVsO8NrqZqzxKbUE8goRMALcAHwCuXtAOVwAgepU0gUOuDBUZRiCqXBxclb7soJzCJ5Bvqx1HeNWQmtf5gynWTXVN92o8Pov1sdV8hJb50PitUWpLtxfFCh4v45vXRnMxgHBzTePo81ZvozyL37hxd+z1pvj51T/dH3546ve6XHyYs57g4afj1Z9tY7HNv7qsKUuw9TDf/Bd3/Zdm/hdP9xGr1K921/Vh3P8Vzr/E4R904csh/iHvr22pqecBy9Q6LH3NuAm3T1R0OkVIbjqfIZnX7WZa503NM4heqgC0Aw2Eh9P5xg3Tmr22SWnMoUJ7MdUafUlhY1OtpEScxp7qIrpXaQFVeAGh0pEp9cqqinzJuaVmorPXLiUAQpMBCmXnHAiR8GOBxkVOkqrVMhJvtL42ZhKlOCexJkmLeEHeIJ9LsgbD2TQ9JKR2HUm1NObUsF7LCiK6z/lsjaoAT1DesHvS6grUWKhrTDjl4arRqkbwXrNSoqAcBFtFu41O59wrVZbsnc2ir6rcU3oTnCIktcxuR+vC8kFUA2sZ9qRDuaAdPH/IedN3uYFy5ub1QFFTUtpwCQGS6LI8Qy61tgApsRKc7mXtkh30VFNcZN/Ssdam4AX8frV0VTi2cUqqtwzT8cCv9nRIpSdFNtbx0foucbCISyDjVGRlLZeKOpbsGlgKmn4tsQrwsBWY10WMteeSG/ELYUvKMFa1qzWBeKd4LTcbH84rDLhcckXowIrlS8mGeVUaU7CttUuODbhipKsWUFUZ0KSCr3S3KX7ZXkm6G/Tr5XTzKLPa/8vw2oEFJQABAABJREFUOI03AL//n0GHti+lmJ/zXxXgFcAKcPUCpTgDWAD7M4WFnwAoVff/Y+pPeq5b0zw/6GrubnV776d5u3OiyYjIyNbpqrJNARZVzDy3kJhZTJjBwAPEB2CCxASJAUhIWCBZBiGEZAlLLgtTKsrVuSo7Z2ZlRkbGiROnefvnefbeq7vb62Jw4kX+Amu0lu51X9f///sxtNfm+mx26vvhyFvdX9Ny2rm/fPXzcny2TcNnEe4Bq7X3XbF8Opczj/xGvdfWN2pOa97a5EGobtc2HPApxUCtcORqDauW1fgKEbwrrfqjSQ8xH5RKIC5bEnZUGgIaA5IV4GjqA+Bg23KNIdzt9dEPhz1tz3pVB807Gvv1iYzGWKs+MHk0AugJS2IDhp1tS4Kh72ox3pWtCCN08joZA8lALnZc8mbJG5bEYiteNTRHQIZNg0YOB6mV1IlWQ0MuwLA35tpO1nzUdmLKRUZjkrbeQ8vKqIJuqhLZaSsegNQAtFIRrc2xNkIDuEsF51oVtg0KIIK0QkC2teowVAuyF+pMQ4dgCnirWuFlV68IcqyhzlpONHSQhM25mM+nxrITnzwuK/jJUk8l25HnRKOFtlW5D+vWrH0+XJ+ql3zsasndbbCXSzo6zfyxNcNsD1Odbw52r+G3j9uTx4/vkzuYv7nSRlzNfBbfYJNyzBbjvp38XYM5lnLAMse1V78a5/0S8+s9fUcm6T8Zuj3AB4DnUCPCMxuXbEeg7LjTtBM2HeNQnon5Nti17OvR3L1w9kN59KM/r/RtmzoonXnX8MZgiVjy/Gj4ZdfNj/mHnx2uk5P0VBrOfwNtKsdgu77Ct2U1+wrr8GXNP7nFScoP1d5nisOz46v372bL8OoYlo/JTMzX2Z2HD3/2/rJU3xk8p8svpH5ze3n35sOD3IN9yIub12/G7oCaW2+foN7a7QdW3nq2/V0oNJ7GE6Q31QZ/eV+mUetD4t+b0l+fyROs24zmM9QrJdecAahJpev32oxBFWugrRgC7am4qW4zeFmhdkiIoO2jWsjLruHetmwHJshZWqULZ97guYUkG5Oba/FGbfIF9+pwqFhJA9q5b7AnJSHPKWlwyujnlKzlatSllhWVQm8Xwj7H4jyzx13xWGl1Y99w1bXb7deq95YjrCcXHmthhGeH7uGy3ftuO5pnF7xKahMusXjRQIKNiWtGPzgwuZWN2CLnBhhOlfaUYj8MJifnJqmpFNiuFd3JuGQrx2m1G68WDuZyljFSc4AT8KpW4Hpr/Zl96OAa3rJuO3we8y/bHqF9WPLLny3lx1L5mFICptsgS8aD0UfGA+qF97vr+NRpGGyL5Zo6692HS73pa0zEcsLpVM4Xcwoxg2GUuhrSPa+GusqRkvDE23oG7MGWtD2Bs2o11ssQDrFcRh0rzQ0aSCYtSQdbNn+geessXK4QXK4SDKXY+BZqFEIogrZuGSeHi5YhYaK1Z66gYi1p9fZgR5mH7nQj70fz+Wf48cOYfnh9/sfh7md52TZo5Tv66RPA9RN3K3yyY/InHlH6jq/1SSHQAYzfzY4EUqrT7FabSz37s++eb3SlrV/LWE6p3wybwEJ3TNh5elxPt4e85EMHXFK1VrKoRc3RoVJ3a9cPMkxmyTyALbZRitfmBxdqX1l68rOW/qartTUXm9DQh7wA9pSSNKioAfbNTB5Tjv0Byn4ewxgL+14euDuxYN/RoniKuPfu/Td8Q3CWLXb3fdqrCcW2uTl342UpFLp3sXbWd5SuO028PUo3tGpgM+QHm87IppRIxkJEqiCmVmTdRTYwqrUYW6sqWydYGA4EuVIIlKtYplUArW+5ZsNUkVCYyEpJhL1KBMFaNVifxTighgj1oPRUS4e4ZxiBs1RlbEXQkVZNqJaGSOLQmCazV8ktWPMhjas/+MVa02l3C2UBeUmVsLvWNtk+4FxxHOkcxbtO+5jbGEQ3U4Pv47ISSH4od4fasNO1hWPYL9v03ORq+VLMJAc3r/k0Sd1GF4qY5y13/TiY9tvHtKT9/WoSPT1ln+31Y9u/NpMtiwTHNb5rx2ddWbaSedXErXijrv565vgIEAAywOG7IhiYS64ZSgKaKr4XnqB4Tceiv3LmIe4JQFDy2+vXx9P9/ObDW1tvmy8yrypUWxaDw1p22vBSZv/SpCc+SEXE91Ba3l/OWV72d777y+Wr/LA9++nwq1N/cwv07DiVsHbRTlN8/DjcT7SkdVbXPR2+0OkufiP6MUdZytO7+KTyb/6FfTo8xHdEsk33hl7aG5wKnFMbDvK4Ek8rxo/cNJoqNVWBRI8tjP46m+Hg6hPcWIQPBvJ0fyvnbXhl6Gk+37geTVvXuYI5cSiQT2we8iYNyHGvYSF4jfaZkfdknkn7kGs/Boux9R23eG7GV90WGY7mqQoKHVj3Qr7zNVWjlAuLRwRKF2iOD1x25wauT7yB2kJQA3cgUdBaXQpOHS7C0FqFxUabb9rIppF6sed2XXN3lLQbP5JdDPygcROYyD8kORhTEOZZjzdTWoDf5zcqYDxBu/XIgudrm+6w7YSQckGbbbVotFXLHnFrOzTdSpTOunk/kzlZUSnemlKl95QxaSzOmvKk/iC1mdHU9Y1yH7Lv75fr9dnBLmaytXV8p9dvbH5+lVWSq5q+243eVmlmT7mIsWOKOZzQX5MeT/5B6KBlrQhDO46wzslO8uZDO9zJnnd/bbljs10T9lI9+QNGMN3tmmjyZQ4wLBFsAPFxK4qt1apNxhNc1nkyuOkuYC2hQ1OwjlVdv17mm9Cd1w2df8i2hrgJNYG1oBggsbbJYQj7Y6Yb7jYLBxwvKp3FmgrTnfqco0wH3vLnt8/qOn18fpvnwwd5dXx8ubz6q/PHrx6H3B4BLMALgAeA8kkP+d0m4Ds/2gng9Sf1DX7S1xiAVUEAjrWu12X4mYMX1ZNsvxsQHT/pyulueqpwG2RuYNemz1ysKxx9f9mSYWhKlqWJOCMoDeZmR55rDFYrsgG7mzZaiMX1hq60cfNIeU5mMiU5SxVaxt60SzQ33u6Y5bF1Y102HqRQVu5wAe5DhCK3KLmPsAey0cBk7HsxLGt1nT3VetnpCG327mCMHKpGciy1Y+o1ruRMTjaML0t5MNZB6gFK4c99eys+wm4lIBlQ06QYzk3ItIomJwkdpDVGH4xiVi0svSgibADWaMvFiBoh4lYQE0IlNAhV0EjbncXcmjWYc7HWtfagWATRUJIGKMDWtjIGXit4hNpqRnGlOUAFNSqOdM/J3r4cH+BhnO3Z1CGJjtpi8RzOJzrJ4yV+dhzk/WUf7nqX1vVi3f0yw9g3jqtw57cMbsJSDeWMN7zv1XZ1jYYotYOGZrbc9VSiMYF4l4pC7r5LhKF1Okq4ua2zvPqBPiSGZgN/u37D8naRq47P+MP7vXQ1opBIV+xTK/zJr5R/7cb7BMXV2gAmoAqSeXrGuYntmbOBceUP35F7X9fHe73h+aFN1s1QtWhf4jmjXu785OFXWq1C2Bq9Lq/G+qtfbVlbB/Auz8dT93x157/66vJ1Mjmu7w/Pp3P9nc/7I7S2252vCYPxekZ30y/v3sNm492wfHXRYvBanjBhMLrtf/3l2x+9+CxuRaAWPd5V026oWXtTw8dvy+Fl+PiXF31c333YPJ737D/nsidKP0Aem867M+GxUNefb/92qP/Q1nLd9/t76CVa7cr9OBKAZj22/lc4fz+Mm+zGuS2XVmBguVh/avKY84Qsa7YhYIvbnoeppOa44wfJ92PXPOgF0BCUshoJCbLWQN4UPNyOrW1Ptd3W9qHEg3GtoSm4GTXgwINWDkHP2bhcHHem4t5pn0v2OBR+U3MffLZlZztaPnOb9nxGmqx/MtRTLUZFaGSZo3pNc+bRoVbIVp6qPOdgjrUsqoxL48Mu0nWQn0pnxopK0Iv7wPFAakp9cnwTaWY4OphbHhysDzJgwqPEtYzHHpeSp5AmwnKue+9hT8c2PtllSDC4bjXw0+7HG3W/vHn79l0D8311f6galraZxm4iSfqoecy2yM0d7EkN4yW4Wzf0RNcd7NRaleGY59gPpoqH6dqWccVt0xEk0l58gnzyLmZy4ubt4qwrLRrijIzcd6MrpXnnLzEeuhHKI1BYlRiwmb2luwr7/uT9LW6pD7BEzKZF4nuivbA6KcTLOq+hsyvkUOtcHRkTKxhvtBaMtj/CtvedL0WM6z6TbnbBbKNO4f3T9/g3/ty9/9fL9ngBgEeADWAE+AgQAW4/6cPyp5uB/1QN8wDvABLAS4AO4N0qz7r2vsRxdmvMR+/whzWe+ru8XtNwcu1ikiVKeenCHfVzWuaut9tejaOl8inQXhU0BwyYqne4V2RjjEinww65t1KqTGQVW250MK0UHLk8oRtDWVb43qTX4jgwnEAuzWHa+5DzbgUAUy0DMcxofYbmkIuBUuHiFa7uJHwN36T9JxPnBPdjgYmxJBkyaoCY2tbYaiEOadmB+gDrKN3GtYqtlLxg6e01bZ4ByARKtS6WHHDTjI5rrN7ZpVVhYxQMkBE1ChNhK9U6A3tbPFLi4CCCWsGdoFfdFPtaN7ImtWotVUUwTZQZELRZ42pbWi2MMedkHaUWiJJUZo6CrLWrUFh7h3h9xHDUr5ftGenWjVBm8SyU+jm0bhzu+g/b0+ngnh6zCS71kjacRrg28h1vhY/GP8YtHLT5jubvZPUhjNJyV3L6CPL5gfe5eR4v7Z01U9EW0BNBMc3jlOc03fk11gNC3UDhB/73VX8y805pLZXqdkZ/Oa//GuTDpQa87L+WvTwCfAbQAQSEot/xSaiBeERuc7aBqubSrLdfynwPsAJ8/fT4ox/5pxoG3KMUk9xOW4w7Z/mtky0a3Pbdw4e+zx/XLe7npQEA3DPs1/w39TE/rhGALKT3X0cZp18V++Nb+lv3m0k+t7Tvw60YmuznXA4G/8bVX8mH7f3bh/kMcGKUE/gZ//Ld65LBGmgBz9+c+8cTyvpViS8fNX0oYWnahfI43zv7Ics3ModT96OF7MNGL+/Tq3Y3+Lb3hCiH3VZWSAkEYe2K3VoxwaRKYtKhhLcYQ3WztF65YU0VCNpGNKI7U/Y01VIfRQ4hVFHnsO1oCddMXU7svVVdVG/R45j7yoSwGGvaGht6486a7th83GVkuhDcC+41u2I2hkGhgxaJsBVw5tDkStxt5hFz7826b7Ux1v0SwbPJbLzUubaDyHvAktG30piGwBuYfgTAkPeWDb0A81hrnxgmYAFXpB39ZV76YPpI0RlrZE94008prSUa53SpZ4beJsDJvVuXgw4fe/RnOgW/rpo6uW8gsRDdVtxzy7fZzCTOe2BSATDm9gfH07SzlCBtX9OzMD75IZQF+qq7yphtCxDsclF7G614v6clnDwkngjrVDkafxPyu63eH7by3pyOKV3dsS3rVXfXue66Xk1l5yDOvU+PM3ajXIGeWVNkp9Rrl7QGH2AtM6onqR2vl0pToWg+BD7lSZadDG+5pgHTRXxfkwgEwYyppImsKXv1bko5I9sSk/PjvteT9S1ovgY3bW33Yw+5RhJqdJo+y5s/PHvmy/fczW+M+i/807eL3XYCDWAeoAaAD5+2wQ3g/a/RpLSA2E+IxhuABlAN9ADrRQ+twaW0u7h/WRPjZ5N8vGkvxa3ZDGCvOrDDfSneZO28rBACNZ2eu/UJjgeSAk+mYLZFC7MfUDIDvav6maEL0AC8qAZ0CCrauIe9uFu8RgmHsX2McrI6C6Cx22HpdoOtFtUG1RD1Mqfc3x/KDhqKbWumrK0trjSetVzbXZceH83tQLEqPTlqLfRj8hQOrAnKQr2XFUMY27ZiiKa0wtQWzafEGza8Qx9LhWZyIWtsBcuFG+0kZI2ICDKSqdhsqrlztSggW6Q9K3pqgt5KEawGsapnvWobCGYgB1U8a21ouTYVRduqDXRKilQn4paK9QalWYaMaJRRkZhysda0CpwKHex2iV/m7z+nx8xdLtvF3jZZn4VmeaKY14eTt2ukcQxV51t72Mmaxh3VLUGv5cNCd0bmJxymKt1oUvKm2wQa4BT4mGRt7nRse87HcHj6KGY0hcAiW0wraLg3W3LTqbx+z/2NEmNc1HtXg56+J/PT0H0eY/vNV//uUr4c254meXz3h+flSzidYf/uMNBfJ4JmkBtEsJw87XM8AHzb5PaSz1C/AbAAE0j6EuyPIjD1zB+7p3s5Kk2V3n/1xXoYjSKowkeYX2SQzQ+9ybl9BEDruO+XZTl8b7q1h+fX69fBhb8L8BW8Xef1F6n8uRy+x1nd9L0ufCk0IVu3PbeujGWp4fv3T28u9oeDRnwLc1fkmgUq4Lv9idvT+y9hnIZ/ib+Y3ofbg5s1OD+3KxHA7q8a6Qv81bu3yPEwU/dyqM+emSNtj5HmVqlfJF1AX4ItquLAJ2mabfHFqi26tUrQVqKD9yIpLTQM8KgSlLe6ETbbd71ChKrZgMeqrqslE/JWa6+BYM27sToLdBWytqQ6WLESBpJzzR1igTqguVhxVarVEbCUAuMNtWtTDSQPRm6S7JQ7dLNxxpXBUsp+QLo22UoeyQymfLDOVOrZpKy7gcGrM72UttXGxr8QeYQ6MuwdDMq1qXO4PGbL4LUu2AXS85yPEyepwD1ydUmTtyFg2ct1N96Z9zI/20fx+bpJPxo6087Uc1/rtUY7fWbmzdHjClNw1JVDGvtbqHP/8vi7v6e/+OLheEOvGUbd9oG0BTFXMg6qCFR7ckasIRG2L+GpGXJ1UDv3RtYt9b5v+qF6PmW9qnRtTi6HEub5vFQJ3R4kI+j5PY3P25LthC1aBbE7G79esu18K2ytKRpsftuG7/O+gzjta7ugZZStlo6wnaV2GHPtrMHrDr5vpr1LArYbcvtgA2wVXc9LM0dDj62FatWKjwfsfKmiJlSxvWznvJ9ufRxKZx3bs3kWui/epD8P6RfnBJUAEgABzAAM4AAGgAywgpRfG2zg8MkmDxUmgAXkEeAnkJYPmnp98WF8XeT+3x7ffT2fXprWGS073R6sO29lGlLZDoVTz44K3D1DTJ0NG2azOe12BtvWaDpo+ZnPH1u7ha5gnCCskry1pUFQTgiVOmZqGQ+sO+gB8cnQce8vRr32gOpZ23p5whuvH65ye2qmSuI677/U24eWz9xVLvWa1Zmjfqh6R9yo2NuqJP0iIGI7Y6Yoj324b/rQUVeKB1v7VKA/hofl6qnjmtswEhhj/SJysLhWV0w5EEoDI7UCKWqfJDvyUYgRVZFqD7TWBixF1SDMouAd1iKMZ1UvLaLRUsUQFjUEKm0L2JKiUS6shBScKFqkouVAUBUjW5uys7BnCQw7kL3Mbna0XZ2SpI87Wf6g3d23ZfvNVNRi0rLtA1PrDVVqxvQ17YYckGslI97YNXXBAbScDzbPIYNUjSuxQbKl5yNj1sQjpVXGe661kcWtwkTOGNuMbYY/Jr3/LGwFvKs1uNC2VtOWWve5qelwgFzSrf1tmNpd0M+3314ekphz3re3+c/9o5Gb/f2HP4WwwZX0HqpD4B7cBitKBXNV6AG+g59887i/XGt5edy6Nn3sNuw+lLe7AA8wnfbbJ/d1zgGAa3fLmAt+J+GTmE0kc8J/93/yB9d/+n7f8Me/3//of/C7b1+v8J988fL3bv9v17/Rf3L+wXD/7gue+EucgR312l8n+Kwfvn5cb54fzRPA702fvxu+fprjfNkARJXYNhdhL1/W+KqF/FQSxsNny81nz/P53VWll/J6LebaJoTUue+bw1T3+rzXL4Vci2EMW3oF0zt4PDUXSngyzTb9WOVF4KdahMcwdHLy19fqIDYCjoAIDRha9t5rbMX7CcO5bIdmC8QlTKGkiGh3WEdzY9N15xEQREG0h6YbZt7VONMKYaeKRfmY6JHbIdeIEKjL21NHZrVxk2nMJSs6pohA17U4lwkLLlC6wFDEEW2rG+7QvZPkZK8sY4Mqgbd1B+jR7XV5LxCQM+hI8Cj51nWXnZ1HyDEmHLTurTSF5UIyacZyq3Yd0W0gGaKyaVurdrRUDdIeteNcEUfiEt9/2IeBAnf1few6fXfgO5UYwfO83lK4R/+E/pX/jeMYh+DQns9Ge7X3BtMwSzj5+CjG16yEGtlPZm4aimLnnGnXFjqW87529Ay8npM/Ub7YIaTHq00BS2RSaq3FeHWn28ucj13wWzN9FHSgbSlketVMzFnZ4McVnkF99JuprvFqXLdez74bF9xt9SPbFV1HNpbqQ80RlEuDcczzwlWz6x2X5I68Xts2uYHRqnSzXg7prtCV0sC8VXDHgDGF00g73t4Oh+nF1d/4/LLy8O3lm4iPl9f/LRjXBqAA4dMO4PHT8OcCYAEE4AJQEBrBN5JvfNjf7DE9Tr/zYv/6gV/1iSEeLHMI1xZTGejN7v1h9bkbnH0epuetUNBax8/69vohXye9LC24imCLJnM00KiycC0yBThnnZi2JqfaygRpVeJSxXmue+VOdLZ628JKq7HdtmfuT6ak0vW+tvcfz7c0lAcKl33/tk7LnqttpgPMPpLxAzgmyFJGwhKPdkxrYqvg0gTcxPgZnZGsO6W+M/M19Yba0wYnZ9emUEyrYM1TlQaJFFYEBl7RWBDNshvGoleHXtSTGOFdCg9GkxQwim1Eg7F6H2xObPSqjqEKW4eYCYJItHQoWg1SkcLAQE2FVRMCK15BGlNrWXu2W2uunTNbKo/tzTX3eTDhermcasiDPbq43oYuJ7QHrBsdp6xq5tq407ZVhIO1GQ0WKH7G2pmUq2Vmfi91KnVvvbejmFqa6awjY7CQZuo7Wso+nsIW4dZqnkzQobYz6m3oW0JjtAK0Vx4+NurAQ+eoAbq4tR5D15Us1m3o7cnfxHT83Mzri/X34Dficsm/8wf//ny9pHXN8cu1L/r4sMevrkOCthe9QG6/xp2KgZ9zGdaPL8O4HbrHv/nyIXMh+C0XLHfdsPYZAEDVP10qIfSGTW1fAzxC/Nvd78d/vK1eJmJ67rZ486MX0z/73sP8n371rBye+PzNnvt1e1/qpvAsgED4jMfXC1DMXhh+/KPxbs7B//4fjP/iP0XQ85sWj+oUIJZ4emZKlNa2zdbPLzfhh/cPr98ued8BBvCGlEjr68X89WX7e/fT+/S0yd336fKn6+cACcoBOoH9mopPvkJNUH658L3hJ9jqgqYsgdw56/PeNsZskPdk7aSwb8beqLxp6ZaRTBXoWkudZUyYfHNzW4kMIvewEHWANRm+Y4ootblq2da3sfV9U+S7yiuVkW2WhMRro4P3uW4589jTnOBmbIsxCtGodTwZhHXPdxZSOFAuu4mdRc3u4NN7gc/2ciF4pmbW5nuja6Kux7YyhHsvj2s9GHpTW49u7POmDZsRn6EqbsUb+yH4sW4pAM9gqSHaspeS2dAuat0mT315WeDJyUBHAVkqujut1d0SfLygDdlNJ7d7mU3zgj8Y+odg7vZ0VfOSG6FcH6P3B5N2q31sixQv3XDIrViP42bXXsu57gPIBjp5Uln3BzN1ba32oJh8P+iQDU68U0VY9uOrnqI53r6ID0/HfpSwrmsL2pRw49bpNQdD0XpMW+jijM5EJnNOyxD4muukpHYrpfU9pWs2psUMCDHW285cnlp3oybaDlIzZioQb2BKhRGm1PLknq81DnjcKTswbAngMA1Jmxm7WrXaMDYH7eXaTZ8f/+SdeTOkv3g9A0QA/mQ53j/pAb7TWH4LMAJ4AAXYAG4Unhr0O7Qo/lkXVkv/+nEux5hlze81T2xrqNtgu70VX2q69T270/G5N3faAYrf07pe6ca9ebgsgwUFkcXSkBXEihOpEmhP3eRq3iEYbBPjLuwM5ag2A3ihDZsLQVcRW9ouq3cQK5LTlLKre3eE84dl+jjnazvi09a6Ajn41KsrvSIr1g38gCDJUvcUt5fTENtajOVar9j6ifakEf2Q1khTq7sQHEJtuYT4DJxh9jEWa6yAALqmmWUQXJUcokq13qXaOuRdtSA79FpBGgpBBbs28TakIoOhS0EyUIC9tpKwI1y0DaVG47uamzWHhiuVMaIaJBBFZgWUWpllS8HYpbqOlEUrGLxztK/4rPfplk+3XK5ib5o4pZRcr9RyzGA9SpF6Nf2U4h65TYu50qNrY1TVPo/V6cmnfcVwTNfLZP0j2wCy162hU1WsSzXD9LTK5Ch6tmtXJivpgI4kGaKrwIFNeRAd65gH6NoWaWDf/I6kM4ZDa3oc0lzMNGHM0Bt12PZ4d0tF9+H+5saV5P/AXjf3W5frEyjlpJr/jT9/ehvna5WnLzYzQ86gGVLdr79aPjZgqRvCm+3p8wMnhQvAAeCaL8FjLmLqr3MOFuA3jh+//eb+1a28/yn/0JF8/fR+f/zhT/ljf7z/x5fDzQ+efW7f4xrfbg/fbmuT95LefZ1uwW2QdMMXr9djSX1wq+u+f+//+B08A5GEW4PBwvKxGgtG6baz78/rePn51g8WLgqwQ0pidmmT7q//6s33f3qf7sPhVM/fhiDpK9AJEgF0ABvoc4pn5YO26sNaS9dKxye0dW2ZAExN20a9KdCHXMtjk5+AvBcz+a1KDwKM2Jp5omKC3qA+avu8cx9zq3tkPVkW7tFd8u7CnsGZVCnchUouSEtL01uwT9I6oCXJIditNtR+7DWWlkliZKbSGlmnRYUSDt4t+8XY/rHUIUHzFiUvQi887DX6yB8xHoautVwNgCQVAz1dd5wCn1N9bnB3Mmt/hJiq3DQPhmVkzWrT1oCGtXlqCPy+lcFyLDILOGqxMwcsD43vCj7ycsvU29ASYcjtAl2v5QoKexrlNAQ5vDAXjYdErgvTvCTbjoBqppqjemJbzTIaUtF5Ie32zNCnFMkMrmXajsGfF7VKHB7yftONcd6o93EX6rsNYDC9r056kXTo24L+/jmUrO2OhxZsfYx0FHrSLuRnxV1qNCQqlhFkXdbQwXWFcYJUs8zAE9RFuZ/bxmBshp5oa4W96NmXvsHewQDXApRMTq2zNHvsntL7m+HZOeWT2E3QAlrKRb2BcS8yTMaoOzna+16P+/VHw/hHa9y3L7443wCsAPLJFnkEmAF++imjcQKIAI8AN5+aYhGgV7KD/uL9djzw+PqCN7gObF1tz1o/t43acehLDCP0YfzRjX+J7uDIk8qVRkQ9v9/vhvlpPpNzHHLaKwVFIuRCQs6WudDU11oN7ZAcoUpjNnVKuFr1Yprs/Y3XhdxzP5z3S2g5gQ1OF6HyqKfjdt7223f1MWq3JBPacYU5tNFSsYmbtrLWAQ9q0XIfpWy5t5iR+htdl2LqFroQKwVYovEYUCXjNRGZHZJJouxC0QuKqFb2NykvFrrM1QqLTUVGy5TFGaKKvYOt1JEwiibInol1A7arALJuUJl4K2qsbBVQdWPHoJthUBXDWHk3EBQ2Q12FhNpjUMlsw5LVENjWmJH3M8bF2an07tCd2pbD+Ju+WfIzpyNaGti0CbCBSabcvMKPb+yLMb9OlxsgtbA8qPWNTs3W7fpkx572d4amJ0lY0j7dha2JL1r3GTtnS7IeSw0d695fdJu8EyC3s/ruudZa2uD88D5tr4rbVAyM4IvVA9TdNnFdLGk89Dwvj4N0tQNYpLeZsGsdO9KDl8j+hdsuffhJa4vrOfLps/53iotCle12vj5cV8anvAZY4/ZPntI1uytEBB/ch1w9gDIkVrOqNpgBHMAtwBVgffZvna8/72QO7bPw0f/VX//sew7xobWfz9s8/83Dk2svpslOR7+8b9aXH8jwte6v51gAdtDXb38Gj3766e/3P3/97t1sAaqZZFI7U2piEKMoVuFVNNlfwKr7r/NOA0ABbQC90hXMcRjyJT58m4bn5rVPP0yQIBDEDuhHwO+kTIAFjMm4au44VM1pSV6tY47IO+zW9TumgcNP1PyypS7tqThn0krASHx3C/NlqFJEDofuMeZOAKAXulwghDm/R33BDVwGsBi4ZS/bHBN9ZsM7zp3Ct1I/78zHmk7Qg5cFwbIZtIJ1lFuCvYln0CvTTU5PhvoqA+PMmtp+Anvf8UNuBzW7Kc+sW77zxI7W5a7hlvY2GnPOYj1tK+y4+UBI3CxoljnFW7rZ2147/6q1i8W9NVOVgOa9DaO/1i1IZ1lK1J55rzBwXWc8ON2p4xXpxvhN/J2sDH59So/dIfi9Oxs3zLpadOGobSupdeuEPZSUkmWcM3cBCmOoxKit+b4HaGLM7dO2jcHEXLDc0KFrM42jwurDYIC+dzL7x2hHG8WdQnrTbkMpu45g8wpRWsbnk847HGtb1693e+zs2q7sECs2Yrdedxv07UM5Do46wHWlzrVowRlWm/Mq7A8h7U3GxtmBzWXzSmok1QBJTZ/yY2/5aYMB1914L0FFopID5+zRjeCa9U6V7D3TMhnPwf59+3ee/6T7f7355q9e/1UBAkCACwABVIAPnyDtO8AAYAAQoAfIv24PxPEtI7v6sMUD0luoWV8Fjnj9GPz3GCLg3WQzyvfDwJYHY9B0WqV3Pu/Ppxt+eDof+3TZ9mrYWg4Cu9SeiVyrCUfK646dSbPSUXDRSmSXOo9eKpi0m5tp3vYwWNqxGm+A/ZBrXKO1RPd6+RIp6b6D3ZokladyfhluWGrT/mLqLXLuTM4pd/2wN0YzGknkbN6bCX2VhrUy3mywOFehnSM6mxz5Vj1Yw6SIC1QEJeMkZ/Fst3g1xghZFcvw1ODGYmwVWFuuyZuU1YAAkAgwkiHJJKQ4oG05hWAlVoeIik60ssECaASqKHBDBRIucTehA47SFGUX7S23Wpkp5804v29G6Xn3xqRXp+6O1x3D6Ljd0ckRskWiDThQc088J735ocmRfhjMh02443ZEHyGfy8V70gJPzR1M+ViqtxwkPkXbmWKUxlOtalkfFrk5tIdsbpLELvfGXso+cC5FLFYOvF73F74tuPmmRVeInqhWtowRNzaDrJc29jbG4mvXvFrUbNREE3EnvemMzRXvR9qxmBLAphu9fVra3cFcLzjd9M+/39f2EhNu1+3v/js/Xuf8tG1auJy349892b84r/DMro/nr1pdQXd4ItgECoC2v7y3tGu8fXrS33wRbPmX//LLX1zkYMAUfQD4f7/9ZnwL/51/7/vHJ1R77l58T//o598V6L8D2P0ip7/99otfWjfD9n2G7jleCfIiqwCA2gn2nWISgvJ9b85UP+6QACxAhHYEukq738y3f/UWXL0PZvhLGBIEgALKgATS/HST5mZNh2qRmvYAukg7NUtsndHHFF+a/lcFjmxAyhexeoOexBuaU/TGiQnDh4dk/GVL97ehpiqYI/bkhZMRv28VX9oQAQ9siooTzpa4ortv7x/TsccN6HPqL7UeCICRpVVmI/kC2i1bsSjEMVVydDDta7H34DNlp7WudBdMAPuzVD9XXYCeubCoM9KsTWZ12FUovnftUY33y8NufE1w4C7rlVJf+NK3E9jCLebWL8uT6YMqjGhiN7UWXYk52loH354iPvOmxMvsGK9+8rj2Xbfs52ifa80dAVkpuPA4PZRZqvncV2cOLzpsc774J5apS0FdSrXvSoJw38OSdehAWzKPqzm6tls87jXSgVWQUO0StheKD8PebX0bF1Puerxe4Pb5sEd5afO+4Pc9GnHelLpV1tbM4botNhhz3Z4Oz+6WfI5PWuksZTB+xWteXeUoNze8b9h3pViAXbNhklZq88F4Kdtsb4a2qwwiCdx2Vh94Ysm1M6uSO21bMcNxr7Wvd8WuJhkxBSqsbbdNq9Oy1ungSsURdH+Zni+doWA61/3Hbfvi3VOFBcABpE+ZbADwADuAg+88Jb/G9x4BAOBpbwZ2O4Ld13GpeBO2Lz+WQz/cwX4bMNct0g8tV6TJGmXsGBKgqdx3Zt6moX++z3uDukr4HuqGpUdq4lxRg7Dh8Kxbr4lvvMbqRqBL8XedO+fsiI59muPgXF0bWqitQSWdoU2eaq017mVEb93BP7VYhEI40lT0AjI5eiJ51Xz1C7A1xxhj9rMBD4AaN++5nqMZrVFbcB7bFaiD6jw79KWkMipUQ01AgmFq0MrurOXSYg9TBeVmBIvSRBBFGQCbWGtbqs1TyYZJAtIMiK1mNAZauzY8Bs1aLfuiQCiqtpVotAPIAkq1WONjsdb4Vomx07YCngBqLZPqJrUzGveb0+f2acPx5kWHiDWE6eixgXOa0Nke56UenGni8If0fFtaPZr7vF7T+JzyFu5oWayZrHQt7LVxR5dsuklKDiXOgF23lyg6jpcsLeLUqzw+ggttM1O382N2ncVL6wY2DLBmGzqJKQ9dW4GUxEgiBahUyWL3oBuHkdaFwS7XkkfDCd2Rwtat3G7Z7JeZugO30rgZgdUqnq/mdihLcd7u1vOW7HHoV4yT9wS5726O3CTmWstP8aftv/tR1tsE+zrPMeUPl8e21S++rs/S5fLbxUp3/VPS79MQSnvhvtwbZPgygwXYAG4BIsD2T9/92ZJ/f6QP3/7sIeUG8ML379P2XWP+24dyhfMBjL3xh+dde1d2RilKAHylOwvTyX99TpjqDmAACOAjwAFgAyGAp3y5+/JZdyPLED+c+fbXxcs0gp2hjmUJ2DlyD7JOSNdajuQG49Twkrcu22DMDGQ0bXMl4wfjOq5bEdXqOlOpOskPeTlkbQcuMRW0HjWyjlV2QUzGMzRGrxiTDVhiyqBtdzhezdHKFtmoREwsecZRqfaMtuTZ8NDahXLHzlXtRmerfIjlHuSR8JC1WXt/8pdSBPQ2SXHcdf1jqmwioKV2SG7pcmCtH2NuSIIk0tzgpEBCuKFwtXXgIcXsKzuqCd2NlieGF8lsskSpvg1IDfuwogakcyyjgRpll7m3p3XJMeS73Gbw41br4Po15E53Bp9jfi0u5TXR7W9MXzyt3hYh/43sz5x5rHDydodGVmtmX+IW4L6kejTbx2LDVno2jRyXScwK+y3i7Fbe+x1/qTlMtmbuDH1gT8+YL9V6rrnrO740z1vUw9hU8HQ47VsmOs59vEv6BFwjhoFDEVF8fGP7Fzlmsc2fCe4F52IDN0h1pxBMvSYIFrdNyMaA1Er6kLuDnZMFW67qYFtTP0Bcz9yPhUKHuJU6SndB7ffJdLIX6jlFFUannu9eYRb40f/4VftH8i//qw/3CudPnQABUAAH0AMsAALwCuDtr9/hX7cEKgAkyGKv7+bOcXalZqXitOu6wTUscdXnz8Ne/cGSgvXI1YNRuA38UD6nTjyBq49z44Fitdxhq6Ta0LW0I1hPrZJl3ZW6UOe6j+QTlorgBqyRnKEqqowtywvjPzQafXp60rBoK0vsAj+0wU22PL43+jnTfpb+mVQVT65g5YboLDcDsLdo/KDzgj3udSETEKka5XmNU+eKxJg9+gUB8b/6V/+BoSqIUCIbU6E6JIGGMAlesHbKxREVdCqDahHYPQ9RSqDWWgV1iEhKQlmzVX5UCYFKLBVRlTxrbOAsaW0KUIi5NWWkypXKqZnFNCtQkXyBHZoa8ltyf/p/+SKZJ+yPWy/H51AucjzdVpsxNZzCAjKxrpmDKnltiF6BABqZqNHY4Xpudzh/GE3XfC0NWhXxyUjepRo9bfFM4UbLNfPBpWtqeBu6XTxB6P1D8Ldd11gZzVamYPaKbMGrYSwZyDe1g0/Xam3OSM3S3Fywtam0Jtra2kxvGVqzHrYdJchU9cxkRRBa6ljnmd1QttgmYwuaukc3cd5NcBUYI1qK0QLmSsZTbHJAWpSkpSrEeS+1+f4EtGxPrVOZRUEQW4OVxLqn7U2t7fKr2d75p1+m8U6WX8rTX1+XDUwH8Qy1gToYElwBLMAKcAewA3wP4HAPfd/7+/H1H318BOHv9AaH4+P1MljwnX9/TQjAn/JL7tOn9QfdPVtL02au/Gfz4w+ACsgJAAAi+BdQGpoMpQOj7HxrokiGEkhfC4BFqI+ABO3O+ZiJIZ1oXE3ccr1ju0zP9/M39+YmcCSHoXEGCN7NrCFlBRi5q6KEVWrOgIBMYiwKBF/3KNRYKENexbzk9k7orndl08mUB8dTwUb4EbAXaqUIZiI0gJeMHcNHqLfiFYo3TiUVJCGUQsLGG6G1pEC36tacuLOFqYpjXudMU9vUdSPDinJn6JJ5A/Uoqeox2Fqgie4pKROiYcy9sgWzDbVeAAZqxbDIwXfWNuLhLlBF5nEClLrlEHy9GwZ+wLvj4VS+uG1fHcM7zR5MG6jDagwm8aY9NH/bDbAtju3eGZYZ7aEABpRigSsJ1L43sIpzhZMFaL31xfhbMJ5ILewZvHVNoC9xKVZN3sTnVnrX2r6e+6N/mrNBm/MZ8xH5XYz+un4I7r7Kyh0rGQv1wDgT3tr+fXvquqHO1XadsUyyBTvGqL6re+qN1VIjIRkEaqKOS2nTEJrYnmQ2dsQm2gNSz4o4jf7SN4esrVlgKYWgLB/fXOe315//F1/8w3/81WMBBWAABkCADkAA6BM4yAEcAPInt/AzgAzwDABDsPcB79A7h7/r3Mtbe8LnY3/7k5d3t3/vey9/7O2do6DoRc0117rnc7rE/XFJ3+7bN95e53K5M7BT8o0UGzAuVe4MZdParqZnEOK2PrWph1VBWHmGbRReK1URkXKh/tked6R9FlzE/nz1X1/G9wauGVp9TsYapAYaxn7cxY+BWquNDTp16qp2SBcrKHFVnjhLuUm0F2FT98rcFc4tMv/gH/5H+K/+7H+2NHQwi2QR9ValFrCuabWtBwCABbAhBlEBNcipVSZiBpaWKxrHrklxBFWNlJltFR0MptwMqTZ1BnalXiUqR1FL5EA3Vi9YCFzVDM0WRQ+lAVYdoC7/5X/yc7s3ujnimHXCANTYd4b5puSr9Aeum6lGdezNJuDrALoQDoUSowg1ziRMWJNiB3hRGrVdtog6diZemz1mWGBlCA8SOzJxaSY0g86sRrzKaA4ek/NOJ+qWSENuMGU1E4MaIa2NDy19wHqPfufduROW0trSKihaDk4ITMEdtonHeVuadSwrIne5bQZ6g2sU57QWBmhakVDBlI5ZG9fWwJZU4ID2ep0Pk8vsrFCSK8DQ9qY2D+Dfr3pz4/dNaMnGxT2PDlNuzZNzWvIIsKBuW+Tel1YD1FgelnPCtmy66Yd3//X+7qndP0Dc4UOEU4FXJ3gXARmeB5gzlPnXgCNm+MkPxp6sOdgv//T9ewH73VL6U73+u4WbATgBGIAOoOHUdJ4ACsAzCAHiSwwfFG5AnqADTAjKahAyAWTDoerRm0uqDulB5QDVmtMAdWZf5TpUq4weAuD2ynVndU+4jhXGrhdZO7ZFFJphn0PErK2gs5yjGm4xmG7JzZM2wqfUbrFl9cXiCO2idEf8oGkw9J7o2JxK9So7VtzN3qUjj1lXV/wuBby70bowYuZM0iFQru9BXiLOppugbg3EMMTkjFXUgnoQvSiMFjNTQT5g+VB1r3KrgVxD9VnmR+A74ZQLSLEHP89JSJ6b8Qkzg/0s8GvFF4GjmJ/aSToQf584sTOHmmfXd+PmXnb0PfnHmOeANIWS08F3YBX7hmILIlLpDKXSDS1eWjHqTN8YoWYXBvGdTStMzFfJHfQxV1QJkxd39NbUgkhVtHMOW+ukFPY+75vgxLqs0Hrym1xhjwT5qXVhfbNUbfMusJbxZF2jTGNnrrTdDv1lhgPr0tWuqvG9LRkM1OT6O1kv6gyshg7nJhNahTUXJT94g+BS9caUEd1VccApm+a7vkMGNJ4/HsxnZJfUKNCeBaE8Xd/ptz97/7N/8otf/IM3H6EZgAzwBOABHMAKcA/wAWD6BIf4/zeHG4AB+PHYN7sbGk6/dWqIh9+Yuh+gvx383e3nP/o3j8d/67PnB6D7QLaoaYp5SSj5oVyf0tzi62X7yuCHUlrgvJc8WihUrUGtaEoow9LyaGzOUb0LCrmUUoCPKA9QeuxiTbmoqjTqbFvO74BakW/n51/E8it4njfO1Uhv+0gaupBN68uggZHZZV8mCEUajh1cttJYFkBXvYUtgdlBVNxokxbgg8Tz5//4/4j/5A//F2xSESZ5AmVoyVuuAIqoos5AbWzJxnp2wMJNJDBsqpap1KbKUeTQ+SU3ywgCGZpDA6QELQsoM8TEHl3jpE0ApDTrWVQVFXNDa0KqwmibrCRTM9z27k//7//qTbrev5iaI2slUwiHZlAsWvUggjCCAS+5kg1cUzTqvc+QqdrqCs9sQ2uMUDgXcZ1smbABlXJVOPlaEpiqMYrxfmmtt3lNfV/yeXRwWTtnsXGWiNZaCHIIg+uLGWzdTXeLjCIlYxzVRKrBlF2tlbkKg1TsO1UeSK4iR3CXXFA3BSbmreRTxdaDxiSulRRGbKmqJ61AXuVS+WRTlK4V6FhXtaZe0HR9R/Mm2Flpi2TErGAsYrONjIV5TyoGcxWCkujQVyHF3eFQ62oRNhV2zioVa8M87/1Ac6m2aYm8r9X2ZZeIV3PWy4dV8nmJZ47X+OGv19HBAjC+h1fHMK201P0vd+0//TTJJ+rRDN91nmEGeAHwCPBjgAeAVwA9wA7wG2TfMElJd9ADtAaMUDZoAdDwAfDckRvDVPIWxQPErPyylmy6yHKJmY3pGQnw2CE0OyGdl9gfe4OYy3rALnm2UjXnjahXWbII2B5NMeVU2wrgRDKiOq6CPgEy7GRGpxiLYY3ORQEL0ISt1FobOXqXy08G/1iKSAWAEd2lpQlMYoRMamVRHDWLIy4sxEfURaChNKRJTS2bsCG0kbIBs6YyDMNDmqcd3MlsV3VspGb1Te1pSPtq6dbqF+d020PFoCqtFDD2Wce1qc3NUHd8Zop7xl4ErEW0biviulPpRv/6D/hPMqLHfOpvcd7DbSeJexMTWl4LDgTAPtrdbFhNC+BiZ5ypW9Zwd6Sl8Ej56WqgabJx4le2a2JGF2Lb2Q512QJS9daYCjIY2R1QqsKK2BblUPZdmEPBa3sf1/qurFOEeZqkAAYVuL+5vJ8PByuImKo9hV3MSRtk4CNpstKf2+5ICZzmqEQ4CF9QDkjkGYp642eUgTiK7ckVgjA8I0j31jcFowweS3UCFVGmlr95fDj/4uHP/vN/3b54+NmX+1sAA/AEcA8QAb4TeKwACeAGwAEsABNABhgAmOEgABTkOU4/PD6b7u2PGt36/UV4fvrJb/zot+9e/MGzw0tEb9lLs9TaXIS0PeX9el0qfPPh4duOvtG2iV+NIEJTXAxxYcNV1XSpboNvWVzZwJA0W7cCE9QoaAB2tUYSVM1qZSsP38iLcy7vHse/rsPCvO/DZAbyl5YOVgidu7F2yzA6NlCN46a8UYZqCGLZfHVCZDTPzXSItaL17dqMgfaTf/Qf4T//4/95rY3xqsBoCGqzdm+VFYWZmhSLNoMwk7YC4MhUrK5KEygIJGgtUhExKEid6IYVmBUEm1ZD0CoRaQMiSKUSSULyChugZxJRKEmc63LZLGLhIHhol/kf/J/+Ygiqddh/xK7rAlw893DUCjqKqyaTGSvlqkOHe2nH0/2+RjMMvFWjbTfQ1ZZ7lzIajK1Y6gCvuxhCtCl+0H6EKNHxVJe9qYDzAFqT+lq3k+WM3ruPl9WseA270S6DPkeGk3r6PJ6qK8YYC5qsGMWqbqhaPdply0fCZbRwjaGTVkllb1UMh2tb+2aa4y5edk+sxIBJmgdVVVdgDcyNCJID2AWrGk9QIAfofnWeXx2pGesZ3n9Mty5QX6PaDihdVlQ15qi0PWR/p2VXM4ZFKECshtym6lvODXrQZJ0XXZL6rkFtkb3VIhbDBuARe5gfsDewpMqBHJVth5rSm1Xl8uH1R2nX/eObmb6Sd2fABs8JHgQIgfXXJcz4nY8bQAB+DHD36wERGZDemq3UE9Ks0gM0wwMw1ozIj9o6gAm9AXDcf4Tt2OCqwoAVYOS+YOrgoHplMUffryYzGin1aAcp5Yj16u2Ucu6QkbXB9dT8h4zqSYE75E02AEB43cpnridMUtAZWRpMRlzhqnJ1fU2FjXLwuM1Peue7a1kkOLFqPOPSSvDmsuWDcauBARgBW9ODwKVUsllKZybAKD3SxcmywtQ3k5RdaJSFEJBlq1HpzuATKSPNKTvveIu1QXCYEEeVt41vbXiSpVN/a6kYzABdSY1Cr248GBytTW7n2tXR3SXMMH5G6+/gH52GB7scyT/e9C+4JYtTzR8uxj6zXhUbBevOkW76p9S8s5QjscFAms6LOZ7qKjQy1nUrne1xoFvqGBv2E/0m2b9odT7rYHhjOkDbzKHHh8iThb1l3OPa2djo0OP6/iHlkq5LJXq4zs86Xu1zlui92WmmNjEGIGZWRTJS9o5M9SKxx35DCVw4hjDUNe32MMBccFQotkpB4x1TBagEDA5BzBh8Ne05PS9mpXbDRILe0aPqUcr65uP79cv0zf/nZ++/3v7kL998N7rc/ls9gA7AAtCnEdB3S4IAcLRQC0zWuduTPWY5jsdntt3R8fkp3oTPf+/z3/7R37udfjK4IdhjQwPCFnmtreS8yrptac7nEn+RylOp76zZa8HexzVqb9rC0CsSEkJpYCpo0HhdjR9aWYOYVCWTIBuKRUpqvBXZcvmQnv3FWl7DtBRTvV2WYTJgnBuBpDNpbYM/nHArrrOQ8u6lzySIIc+LdcoOtyfqCNZj5tKt6eJ1aof6o//s/4D/5A//1whrweL03NhT3fTbs/sBNOhrXbyjUsCSJgRDVFVYDUgyCM2oViUspVpvoQKTskom9QgRFSsIU09ka20G9wKdagJAUhVqBrgAARCjiZmcaa02JSHjLu/MP/t//iFutr1AHtRpq914d9guMPUhAvWtSGcgKwPZHNKzvS3GHid4KGYYjBZtBYSEwR5CWmccbsL7x3YaeJlXNINwsqlQLzFS7/2+oiGRfOWxx4q6x2pElgP6WnIJBj7CeHCXb8/7UMzKPAXjDo6Y6Rq7Y1eYpNHQ2U28lxyFTWU7YIuKVGJRsBFsj6LbJjeYU2hefOWkhdlBbkAN8l6PQ1i1BXVFN1QBdshADXFPZqxvZ5wspdo8CI3E24h+cTDufNaz9wYbjJifZttPAuDFUIjwmMqE2xJGgmIitlu1H/Z88uYitbOITQGn0lZN6rq2N0GhzNAJ11qstQBS5uocirpSW65rH+VD1tCVBRN9SN8+1lgfPrw2+59sDwuUChUgAPQANwBHgAXgANB9gjU+A3OF+t0dPANOQBUa/RrX1TlEtnZs6Qx8YF5KmRFvRC5QJ/Y3LlTaYzIHG3oosdTaUD0FpWOg3YOZBR2TABrOqlK3sjs/NEpkOrMWsQoZ1KCSwZbgTG0E6J0HR/usNaQu49ly2OIT6AvXVSpNYN9L6I4B1m9a/kyPs0kHJCmSsQ3W71jC3pI61bgDHzusdKhptWypZev4Qyk9gBpnSoxAAQD7YIETimu07juRDYaqFCztiq1jQOvB0CaKKCdr8q5DieotY7AIAaU9/+w2zvvUdQI7plf3x/WH65/88OW3dDGuH3kvzfQsm/fjYGrZhU8gm2Fru1RKOYbwQHwoKBJNNm2omAyaVrBHnre13ZrhQvJ8vKtGGSbJ60W87aqmbpRYxHWT30tz3NXGa1uC8SXuAENcr32Q5ekxQXnM4jnr3tAodGhiKQSBuhIIjYxCV5ARWoFwdC0Gzavt+1bQmcy5FB9cjLW3pIKcQ+tKTskRYBY1I2P2w6Ep3YRO+/tBrs3bsoPt2IEQW2615W++/Zjyh/ndv/rV3/wXT1+/Pe8A10+zoO4TN+IIUD7tgftPWvnvkg6AcHMw/t67ITz76bCcwvT9V3f3fP+TP/j81d+6PXw+jkeV0RDWxiiYQfZcUPO8r4/bQ03fxPI3S9rueX2nesKtATIHhQpqkCuChZoqIqHkVHvms3RWUjNFdihqmiSYY91reKDhj993X5ayQJAdBxoFC5m7KexavdHemVTdNEkywcFSoBOp2sQnKUm1mHqk+gDe79vu0MTqDsD7b/6X/2f8Z//N/7LBC5TX0p6Q+pbA47VhzxzRWGmbRWlEDK40IVSEitoJLtosWknJ93QV06GCKKEuTbKzJgk6aIoIRCqCakFrlaSkINZyy8IWmvBY9ZVJqdE75pvUduvCu1/Mf/b/+MvtRszdqdLsxum4t+UAPeqm9Nzzx60cjiGiC1yN6CJwJMmgx8PwfpWu1xbRekARMM4MzQkpQtxFsSgDiTSymsBCA2ENuCz+NDTZxWGbpXjQPYIzdq6pIfUUtjmFAbfMBk3Ly5VO3otPK1WIOw23PEe4ufEpVjXej5WiVEUQq31SYklMTf1YVZomYXTEbZdq/CBRDFZ03GZ0gyk6d+CT7CSn3LKzmRynjwg9RYzWTrXVLgEOAdtWCIxAFoCSDcEl0dECBtSGu8BA9boVO1oLBvfsJr8Xxpak8Wh1aci1snCN12bZkatBYadpqpfloPVsgoY0RRYArLlQBYW10UEhU5aB8MolkC3nGCg8PFxbnPlD/eLtE/R5/TK7Bb46g1t+HbT47vfqu5PAA2SAzwAnM2m9CoAAz9B6GCdsmd1WZ4N0JFdbW5k8NgTxHKTpCxbkYZOIAgoIRg9gcLQBQtkL1Ih2aF5M1KzNoO5Rno9uKUo1PxB+ZvCxAilHu8lOBtGDnbkFsp2BRWrfMBUIUBfWHukDoNHCVrX197g8gRl2nBWfNL3oAjNZbJJJUTOY3uoC4hXAERZYa/WqC8iR3IdaKfhQOUOdFHdMN6fDZa9BMGvxGVAFWJwx19jYwa6WpQVXGQJrC8oJK6nvbN5t5x31yD2bOmKAYNvqf8f/6b9x+lBj9YSW+45hMi6VGbmxCPEdezUtx9ofeW8pZNtCbzlRVlchEjp04LeSOyFYRV8ZyqG3FTNnR66KpqZE1jTTu+s5diFQw643ZicgwWuSQZtUrZpKpeu2Og+Py46dw5ydYCPJCTUshN2h5RV9R0tu3cAMnRJa6pWLE2kxh0PY02y6sCz5aFzVJsO2xr7Xt6uavbt625MY70wYmj0sVE4Q7P2cryY4mUw43jlXoqyC7fW7tH711Tf/zTff/mcfP1yXr6GNAADwAeB7n2TC9VMz4LtEw7NPq6wLwCtD+8EPUzt9/5n7jc4dzfjDW3h2/1uvfu/l539wml7acEfNGPSKBICliUC9plbKZY/zZf6lyDfnvEz68Ur1BuqMdrB7EhyoXjYOHVqACJkFqLUKGLMB3FYY+7ynzDXOba3dX0n/q7N7S1hSifqiYh1wciGNrV+tBHHEXd9yNoPHRI2NWbH0s4mItlUorS1cXa7Zk9OGhV/ho/N/5z/+3xvVCVABnpMpmnDwKRZjMSoWLRtSLclin5tWQ1qBHWNtK5EpVFBD6PbUOs+piSHhRsGaGqs6HEvbmYjIKFyw+QJOpUixhjVV8iwNrZTGcKm6MaDUM0ON6myuxeXe+0yxA3JG5jH4fEUwx6N/WNWPNUUNfc7IaOy9r1utYeenp2t/PMZrHU4tt9tBcjVpX0sWX0V6Y6NUA60AHTPPZDw14LZnetY1CgRc9mbvFB5rGaxN1EbtYasr1uGZrms7BVj2MhyS5EuPpbHXTscQddfQd28/Lt63kGLZTPVIQtoyZpJRr1e963U7A2qs3t+WsqoYdrlmhU50xrUzI21ZudUWjpijuL2zImRYwN2nEvHobUzRiMDgMOWU23AT5nzh3BVVbXbyaSNz2EzF2netCE79kEsjdS6YOjeDRdraudt5W514cKaz7eKGsXL0zUiroNsm2hbbG4tmsXDDfqXHg7NLYScHgw8rPfOc9qhT53JFvvHrpYXe2eNLfJX/zt//HJ5a+e8DKvz+cl0e6Rif/vLx2pf9zZ8ortDir7mMF9C1XhHgDuAJ2hHgDMuiSHV/DmbVmjAkzOeWboDQHY+gCuVSSet68D0LeItPNe9gxkil7YRSGoDsImgJPUDOpQ/wcInCzaAVLa/V9FhWwXsYPnB0DWMXD+Baw3dN7tA23NnAtcGI1BCnapO21tRpewKcbqeLiVrKvQZiwe5otrWakleAPs5kodangpPFBdDFWnrXGjxAu/X2usZ26/s9xYafufDm/WO2gahn3bxzG2AtkJryQedZHFYhCuIWb1xp73C/bd2ueW3c61ahL6Zea3oGx41Kq4Sv8XhP55d71d6izNfqQaIjl2ulepwOe1Fb4DD1lzMNB62OOxHwWGpOxg6tRissnv21xvCK8Kpwk2E2OrGZ84zcA1XXLLj8GO/6AJU9icRqyUgs2LeloLNULIOUNHVyNfjZTbfXxOi21u6GuyV9IP0sypat3tZW9+BPPja+sZxrhHxCYxxFS32PI90N9XIerMC3fuDq3sKzd2tNi/+QAJZh1v45rg906mst9WTMQvqianzGFjmdrHl1M/yINrl7NfCHU59++zldKP5zvXm8NoAC8OKTM0AB0qe50Hdege/QESvACPBE8mzJRYy/ncsb2Z+m0m19+eWHlq3O9jf+7V5yCAfFwZnQRABsE7oLsPLYcVcY58UN8KtUecCHObep10t1gemhloGlqNEm1lhsXKGIgjVV5fAM5CNjwFZ5OKaLGrMx91xaRrPV83O6QTfH9NJS4upGB4nXK3XfH7Z3wO5jfmLXue1a2eueDu7mfbUM0fBAoFR+vNfD4G6PAg3/6R//74BI2Wl5DViw9c6+TgUMFEFGTUhEuAAZBQNQm0TLh6IF20ZgQQApkuNSWKug2aAqCjdFkoyuJ3GoT0h9A2mtOTCpkDFYSVFRXaCChCI6qO5NemPaz/4wvvvyz2fpprtSgbwAOkoEnQVG6zt81Ha0fivYI/JgY25Gi81QPJAwdkabBEzVEKyMg4gAVMzO2rrtDQbT7SAWPYl6YxIXEgiEhLaxQpNU9qocBCM1JdebmsQYavNcT54vVZjrtbqTaLI7ZKqhSh5s2aSMPugFc0gsULJ6tTvFjuvySN2dzUXBVd60Dob2Ep3pHYdiMgPVvTjrCggbdUAiAKTGltZYIqlXKcoEIqSaZ/RHxJSvHYS5Zt8Zqi2u5AYiTFoCCLqunSNPY4Asad3c0eglNwVAi3AtOnVOhNDAgOPGC2NNO/qs6jtl42Vu7lSLMlstVUxDNaK7kGdZyd/XtoJjc04yNokSnWIl6ozhyZTWYOUKEGLcXWdyyS2Ppv/47rydr/Fdepp3frM9fZP1AgDQI5wB+gbhU7KIASyARdjUNKgTwhGJhY0xVay30vmx7bswxNZu2ZKDucj3QTfo2bWoOllT864Zd4MSI1i3qrVQgTA1AYYgugLcNbpoA9MFyEoUsH5M9d7RtYEL9o0cp+XrmzBdY7k5mA+vnk/v3tAOyTmN+cfD8dFEvOSM8JBp5HY1bpQixplSourzg/tqS/eGzlU6P9waOUcZvLkCBK3vrvHmxnNuXDvf7bzCAzTkoJIaUkcGSgJ2F4NTSk8cXrDxtqRmrYFC8EM2i8Nhl9noD5/b1z+c/uIzwM/6hfJgQ1kzjhYnDNpdK92YYk7BJWwHxLmBFW9ImpBTr5SaDoQbf9flna05oGhwuSplNd6ZlNHagujrojRxroOBlgpPQbd6j7ZC6n2+loA1AxknukrjTf2xPYg7gKVlm523q+xdwpyfWhcYdubJ8pqaMcy7hnulVS1f8cSZX9vT+Y2+S4ctt6/iIe3zlsekZ64HNcWqomJq0HfMUqN0HIqvZC3QZsDbgYBRb3zs7cMr+Xbl94t+/dXXb/7R05c5nQE8gP10K50BRsAEGgHypxUxAVwBngOwQXTafX+ctKPveVeNfj7d/u5486Mffu/z3/v+D/6240PvJ2t7Rm1tUm2lKUFZak55fdrerMu73P6qaAV5aql6H/fGvWkZCHfRvrH2WWabuoQbEwK62EzY4hM0l9r6Ybv7VZV/fQ4z9B/TVulkaxQ+9T630nU9deocI8SOx2T3diW6KWl3PUiqDmUlC2q6rQDaqndmf9mZe3O5ffXf+5/+h/gv/uJ/UyqBKtBKmlWV9GoIsii1hOCYYoUecUOwIhkMqVoD1HBjCYoJ0RaorCPpUtvGjDFRZ5emQCSII0EWIBVUmLF1bLRoNSqNO2xVURim3GZQA80ohb/857/81S8/3vLpwZwPxxEPGBOFAtyjmQJsEUdK2aEHb4NZE9+A7lIgmBrJcyHX21ibPWi9IIbEm8sW7Zo3Ju+sW1OaAi6IYzER1VTh0JGTVpWz2gEel3wburXUrq4SQgQNLFZtotTSgcws2XseV957w7kmxICA0GLKmKF51BX5QLy1i8fDJe+KdUC+gukkb0Anylu2nZf3qzkZri0bQqK4XoebQ6ulKZZr9cdWdvadi9V1bWmuK0lHz6lIHxqcWxyR1qwnR6tgQXRcDAjtUowzTuLeOm4rhuDAcJMl8+gjaECh5tctKcCLET9cJQjGLvE+ZbpGtD0QWnBV548y3h4+xjxi1Ghrlu6+eT1W2TCqG11Gr/khyzRpalxcpTyEwykkrRhjqh6l9Ic6Jx7BlWtxBiqrrKlt7NpOQ0yrW68SH5fW2pt5CW+39TnbP952Q+EJttK2BKHAAWgIdG71hESZgnMV9MZiiTBb98rylmAweSt0M3SxyZHgfYWhMlNuu+xdvhQ3Ae4eW8qpxh+S/4L1iAygKoBQJj5+0I0FOjWkETqbBAMqgyIMklfpuN7+lN/9mdMQC3W2CFmWBqTe8DnXMxmbhS2Disn5dOzfSnzezBkogDK5TSVITVs5TX0t9Ajbjeu1ZTBOYmrG1Fw65z62glAnN0DeN2ye3KzyzPBSwDD3rRXr/dTqwq+cPia12PphGP9++Osf1/Ni8otpi3D4XPdlcKTJ0ckXavZ41L16m5GOpe2eMJF3PcfarDSNmic3EdciLnRtz2hLbAzBukvcbzq7FjDF0kAaETqTU89wJe4FgyJbKVH0gLT51pItIKpXlNtgNsTPE8zeH8/SuirV2jrPxIuyp1YBKlSqMffA5tv9+Ztl+Hb1r696VVdaTIuKYMAWdeg1q7WZ1lbc6QavTzgAqWdCkirVYgfC7HJr6LioGRQ00JBJgrziR4Vv3y7/9FeXfH7/R3OF4X5dP36XWwsAF4ATwALQAAAgAPhfR+B/rRi7OfhXt7ofDvrSPn854TFMP5n6F8cf/fB/+Pzmtw/dyXUHxoDYgxABFana6trKlrbH7Rz3r9f4S9B35HNKy0huLxsTgiMQkCRDkGtpXlshmMsw8PVaIKxljXKzS/mv9/7ri3xVuDWxjNd6OhoabMc1sb8xLh6l832em7fS1k3DxBQrON1X8ICq2wLj6C73IL81nkPPE4Xb8W//j/5D/P/+q/+ttZJlY50N9g0y4aZSVQrSZoBaU0OSxRqTBSHLztgTNIsg33VupCBhacJgiWKtHUuFVtEZgMaoNSMiCCo0Q6gti3VFSRp4qeQoF7DUatOibURH/+j/+nPGxyfoxudMRbw/bLR5w9YYIGsPDWvnOM+bCZa1UyteuFmCBhfCk/CcdncIrlDrGyVIrWpFq4gtRQVrJ1OSdlRjIyqIBMZ2RaIjsh73x9gfw3WHrtPGSLPsg3TKtSTP3MiqsOqm1PsqcgBdiENCIRFqppH6qjTadgU4qZ9rBFFBbkAExLXZKS5XY4zGJidz2NrclmwOwbWchZzKpkIsjvlJ/G3bM3FntKoW9lqlc0iNZmiebIVMlVJqB0eLsgUC0AZikAUBqeR9DH7LagM3JKaaM1bThjlpr7s6zJmmsW4LW9BEzEgVUiDIc2FXwfT7XrBtACZnBkKBkrYaQhAmnKGxAEnLUaqxH7N97v1t0DV5DVecJXfjaKJobz25BIh74h5CM9E22OtOVw73KJnVFiigM8OYTQx71s6sTznSIu26nWeH6Ymr1ad5/aY7zMvcyK01o+eSj5Y3oRMShP5Y96LOEuwW7b4428+tPFR9plpa3gBTg8B2attX3j2T9kHDCfdU/ab1ZNCQZdtESHb5iHJnNRi7Feq5Ss46DDcC73I5YIcSMzvrW9oAUBtWg7xXsNRKkdPgs8jWcDQ4E8keXRfEjDk/HAvC5GVpnesr7bWoALQmB4YEWEqzxG9a+h4NG6O6ZhT2hCOoNPBDgJZQNTo+liadtzXuyT9g+5HHw79z/OZv3X172DsO5x49dsWSoLtdLtej6xjcMHU57inZERWKh240eq40OcmtHfx43Wbreg4Jq2dn1m09BCn5MDj5mLNFhgJajR6abjr2YcuheaTaDx2uu3FcgcgAblVJcsZSlA+Sawv9wa7JuG7bq3Pqio2aDNSddaD5ot/q/bfv/S/28eFteqyhUqZSdiSqxnesW23BcQMNliWJtpKZSWxPB7GxEVpZUxcokvGFmm0ebR0LNgYwTIxYzWCUtUG/2/1Xs757++E//+L8pu7fwYJGgB2gA1gAMvya0x4+pdo6gAN3V95vJjP0Y/dy8q+O029xGv2Lu268/8GLz37vey9+MgzP2QyWRsM2VWsRcmtF6l7Tltb380OKP2/169oU3LmkeuC8o7W6CwID1qLB65pExVS6LoufTFZpOhN/tYW/mte3y90H+nieg6XDIWEdD0ZrwAlN8857k2s59NOiq82d4IL7AXApVXvhB9vsAc8njz89Xo5yeHlbD4cA/e/9e/8B/tM/+l9lRCMe8D2rJwJtm7IVJYMPUnu2W6uFLVd1CBsiqSoCggpyq8ABU2qIGAh21YKapBhGETBIChoN9FUUIVchIkcKTcUQFBQAhxqJjzEnz1zI1Ar/4h98kX/5of/s2WzFHGsj84zyA4w3o2lOMKrxWCLbYym171pdVQ9Nd6eeq7LN0dtuldmPQ94APbWaGLimQkRqLZaVwoC72oNqIqmZmgcSMKwsUEyVGfoh5EqVilouWazW0LldFDKgKdx6P7S5mbFK5uYAyWKN2KiRQoXoCfuDLxuQtAwgErImT8Z4lL1CL3kPxmSvDLJkYmvdkoeBn3I2ogS+WEKtHKWNgNeNzEQGFIQXwSkrDC22Oljar0pGgLlm3LXekUnBdkqbzJgn5oTGqlTiyoWz70L72HCKsRqBavvJl6h7qGF3xoHkFMmYlIlMs7UmbVSMEkvNu6hDjxKJ6rpxz964mBvABmurqqUhDplTJRP0McERNc1EBHaI9UoDexMoZyN5Dwx1OIS+MHDRjADgbLNR9966XHY/9Lg5xIciUhisHapuoaPt2sxpXK7fgGU7f3wqcW/nCq8ha+t+mTxDECrNGNTOacVBl/3dtjuCc6me4U1Ltkhvpsd2HZlWw51IJYXmbJOCKKCDOazlatGdnHy16zPLBvEl4iOZF535mKsVA9AyE7R8aXzjsETxABVaQlQeNL133L0v8tPBrYCsukPhaFswI+ZF4A5xzdKLuXrJJri45ib3vZubnIAigjchtkgCyy7e/P+Y+rNe69bssO8b3dPMOVez937f01RfEqvIskSJpExFVgQJCALEF0F8Y6RBvkCugyBXufJVgsBAYieIYwSGY+XKcBrEYQJBtmiRlkiKrBJZbESyWH2dqlPn7fbea60559ONMXJxWEg+xRwYczz/nxhaPLGqIxo3vnh9KZMz9tY9Dtc8Ssmnuw8+C+v/+P2flvzojMdugilk6wygM153yQeKQyyfQ99bAqGMSYtkLMZTIHNKHFofgb0i3gXYWs+cunTXiam/2SFqFzbsEU/sLY64ChyjTc8d7w9SRj4GUU1d1WjrBUyXMbbTfLjVlqZz8x4xEwfrGyDPtxF+8Hz+vW+mbz/Xvel6M8UDwh7GNLBnFItdB2OYADr4FPm2o9AYhinOo+1+poAYV7CZrDPFPjQl68gSE7XEybHMkKMPmOJM2iu7TIH6ma63+hdPt9//9k//6UdPz+Mve9H0s0LcBeAM2MAdYPqZNhyB7h5i/+ryvszwheP5Ie+fHR/e/9XDB/df+9x/4/j+V8/pQHEiz4AZHMGsqTZr72672ptPnr7r9h3VtwNcsPbS5uQDKCCs21iirWRk1Ks6kQf0xxFs6ze+X1f99Zo+fldeBzh03iC6h/enSczMk0+Y1FQkUARfHvjmLs9NI2DxGpEIzeurw7L8iry9OyzvB5wepjjTEr70d/9H+Bvf+F9E7MaKChiigKs+OSZQcH8iRjMLjo0QwZATYQVNiG4wUDuGZKMGCsWBtAM5OpIZ4Kx4Q49MOoyD1+qdEMwl4DDsDGIYa2kplmpTAqk6iLE0+cb/9Tue9h7O4cVaBt8f4pOmD9jWquHkpVHGlA6028yyrT19Zm5l48j12egccJRwAz7lC3MM5tWicd85LAbr07Mf7gRbdBsJqIPPM2zdZfROd9l3NRwMobYRJEK3IOo7xoOkplvmdNvLQswJturn+3gbI5j3Mo5R3jZa2MBhLbAce1efkZvGJHulEJhb8yPASp0MLbY4oqE5AzmCQWCogDCg6w6a8hlan2C/gWQj76MfGZ7HdMS9x8QDkRJYGRyx6UABHIHTdYyEHOOtFZFJfQTGxnmGsla7W8K4WQ8AYIp9dIyQgMaALuG0140zatVxx3kFt2ZGHT1wyHuvZKBqwXQXSg05DSsE1DSk9dZTYG5jQzhFf1pxSXDdasiRoI2bCvIACOBlJ4Js8Jj3zOR2uXnOztyhHYDLwAZ8P8PmYRowshODKubl0Gon1MPyojyufBrXdaSh+w3yrK5oY7RWKXYDgCHtJ+VW4TMv7FLw2NqrS6EPfOySG+wfdzvAOHd6GjLS21cjnGxjSt8vjyRffNI3HM7NiupZAb13nGPtMwfpMCJmxicHMGRXSTNr09ZPgB93pUDGE9Eg0LXh+9h3yvHIeqObXMbg+xDraHdIxcaEUx3NCNUtaJzIfwDtS+bvKN6F/EpvaURL3QudpoCmgeA2+gd5erNDXPqqGHe/X+TWTCH81J5eyPnzSwj//Zd/9mGQY372Rru0U6BGEfZwOGR38GuOh11hPuDV86EVmkXdDkdQJQFuPk4pd9toAKBnl5pz8k2b3iAl69Ukkz71cR/DJpnXYUwoYY6t4sNCuBUJ0YceHbbdJFEHa626TKm0Meel2rJwnAynP77hN/84fuOV7rdRCWFHNPJhAw8xADiDGCIL2W1IOFoutdvsuLciEl0JZw+MEbjqwO4waefIwBKEK/kDRwyDMMSoE0VNbuDc0gcvYI5c9/FwRDlf2sePz/af/5Pf//3v/WgDqABPAPKzK6BPX7R8mpArAGeA4xTTGfKX7z74wrEGuXvBNOHLr7w8fv4Xv/LhL813n5/iWeLRPEcI3cEBtlIN2kfvLth+9Lb9aerXQs9uKL53wuB6I36Py+umD1xuauoHdr3Wxt2k2PxuDd8o/Ngev79PT4bY5jANtvsgI/nC0FjkHGNFD+E45yvdwh7aepMj0YCNZ+TL9TzBF/Fyf1i+tODp7uFw1Cio+Ut/59/G3/nm/67YFm1TdKGRKHTdugWihPi9PqYUrHcMsCkjQUUGcAVk947ADtndEDeAxXEXR7UgEAat7OKI7sykfVRR73Yg2VQl0AB3p0mtuWtE6SM6bMqpX+gbv/4nCNBCxHtHUuGYB7YEgUAWw8E2hKbkNMA8UKqQj3IbLuQwdB04RbYwSNEaYIpeFVKk9eJAV6CTkAfTosApOFiW+FTgKAPFBWRz4LZDmIFJ3RidrXY7L9N69ZR8s8KFprz06BkZ9VLtALVzgtEaOhqJ0mBOow/CpLB7irQNygS7IzWRCWg44sgUW6uGCwXd1/14Ol51OwAOWInuHDa1KMxuAAnaLjHv13o80eC59jojOOBtyAwdRaC0cB/CGgbUBeAppPtahykxrughp35tKcHongUqUu/D3SXohsGtI2e6VTvQfht5cuuhzQYFhqOYATohbZvOZ/Fdey7jyoFZho2oozrMKBgGiIC13hKoA8lA8Na5OzCRo8N+7fn9rHtHLn0HOyG+HlfQcwxtG2EZ/d3wz/D4ZNDZUykrROCLHw5h6zDfWjiH+tbt0FmzHNqwO+xXDHGe7GJwyEvRoSP6bW0c8qHySDGP3mV2e+TtxNM7V7nhdBwNU2DYN4Xg3TyUMcwd+m47rba9xut39/50kx/64dpvoX/R86NVAIzOuwI7BMLLwAToMsaADOENjbOhgwmIiOyBHhhbV0tpK7e7tDjyontRDOoDqQmBVlHMSm99fHDAH9d4jlbKaMgPCRTCwbVzGDwOFN9arTV8QE6BPKB284rf3t99MeZzXuKvHh7/O3fPMnH0DWDbYT7WrsvEjkpLaq6iCwsjiw+mRft0OmjdgYSCwQhK45B4LxZ0QJwQK0koaqhGwGiK7kx+M55InrUESxOLSUwhaJ1h8rEfcIp96CIyHEvZ1dURkUUa3UmePy70X/xh+5OfyHXf6hBB2ccgl7knk0F09Imx2x6IfBziYqpNuhcgsE/huBoIW49L5N4NJ/MxowhpD0SK9/dU9rSQ+omTleN08r3CCdJOJw10okr+YoLl3F1kYdUAe/nd7//gv/qt3/2D778KAE8/OwllgAf4yyCKAxDAMUCM5/nY7/7qHbxwkBzfO6TP5L/98/eXD77ypYevne6+kOQlycyUHdgNuo7bWkZ/95P6Z7q/2+2d9R3xMokUR9ISImwmk5bdWFx6H85Yx5o20ZWOb1+PbxN99yI/vKiaG4G1ZR6ZlkVgAEkkOub93PIWQqH5qNe+SxC/TX00ja0+3OmX8PnDc/5clhcfnu6OHI5oxfX+M7/6d/G//sb/hmmM8cQciY3RVbs4KkYUM0+gzwx1+IYsBiz47LAIaoOGJohqaoGxuZLvCMFHQXRAcRrQJwodBhGZqQGAAzJ405GDDDMbbmQEKM7FlWl6+zr88W/8rh9fhMQ6NaApBvNARxwtT1GHByFsW58mKJ6k77ycsfQxObiy0+jqyBhgYt0xYyvs0ggXqY8tZTCwYRnjSl00KvsAuhO8Qo3PvUxhmSN0M87VDMdInJ9svMiyQQ0wmzvG3FqfRQyRoANxGXgk3awHgz4Y/MJBCNWMXQeoV+FFwl5HAt/AJg7DeqIIsDlHVOmseTn10pCI3CQcttESIvpAUmUSFxa7bPHA1SOaJxsexBoiuziYD48xFcWZt9UoA60wJrXWqlGWAL3OMV23nu4iriMmf2cxCi5VSxrdpkzd63jqWzotvAmE5uu+McSe+uiQrTrgHNVhcW171eC4Y1OYGcqh+ThC3QMndWWE7hgRqGGdHfcQ4sChCQgYV3SXxgXaUWRD101HwgMtmw9rIzEBDHJuvSFmD0S+abm37R0uQMMr573eAoYpGbbYWXJvG4+ZoDnhzSF62ffADMSx7y3FOYe1jnnj/qlKdRL2KMAAtU1Xw/eTbWvju+M0bBPI7p0x3Fqb1Fup7ZNnW9fv/Mn18Ob28U/8eB0TCbSOBsPBgR30TqTotEBdgRGUOM5jtDi546PXFxhUutN88NacT8PegDLEiDpoClzH8IN7yZ40var1peR3us0dcI4zImh3RDwkNcu1KeW8j7en88t1fZb2+laeUH/x/PL+by1v/5vH6/vHTWxx3Mj7G8vvgdmycGE1xQ7HOYa073yfdk3IV5pOsaJHFoIdgqDJTNtFw1nCCBpruUTyESJYs3GIdt15yrFZtcIj0AQJgqdA2gfQ4gLQTiSl2XuC0Exi253vUrX8r97EP/iO/6sf97eefX+uGsBRevTFWolTdtLUUYSGQUhM4hRk1DEhNQXt1TAIcUFliwCbU8ZWQwgYsc8ecBpzn9esE4VFgsT1Og6fTU0XHAGnDpww9fnmdkCXMyxgTpF4MEO0H835v/y//9Y//8M/aAaPAApgP8sEBfj/vXCECGem+JA++9UP7bPUTvxwTp+5S+v9Fz73c5//zP3XTg9fSTyJHN3DALDiXfefXD+x9hdX+5GOvYztGPZrpxMKxL1Zir41iEmvm5IAPmk4qF6fy907t+88Hz8C/867slJ5s+aXyyyjDntxoNJpOS9cKs45h6pyWqjW5wEpefAx4bVtmCa/5zd/8xxfVnjxwcNh5jTlFNyjIH/4y/8W/sY3/lcMjtAAgUO3DileR09O6pKxrchkWgGLU2Sqo1MO2EcQ2tSmrlfGgARgiqQO4EMitV2F8MC8QQOPA5UAdlMgDqYoeGvEcXAPas04EmpwaEr86vu3P/nGj5cXxxprgqyThUZ0AA4wGawDj3O4DF04rjsStfwQyzoeZmwV0X3HeAAvbeQUPSDV3gh69TmlCk3qGMxsvdEcoe+JuPiOnWg+Y10jTUabQZ6t12AEDHMYb8J0WE1k3MAkQCycWayVcofHElYYieNt9SkP2MAyNJYoAPug7FbReQSSsXWYsa7MB6ebw5JxDFtwWn1VWU5Zm2WyCwCRiPiy9ydyiizKqJulw6j1EPiylhAkBWmGGFEi06Zhu4050cDJHMwsxsVbQbF1LMdQaytEi4WqzTNulY4zDhOy0R1DwI7so20ect02SVEHJCu3gYKk/pRD6rWbZRbtK8ejtNJCbnUNxPCo6YMEz73nqrh4HRigVZgDFZdDhL0BRvCBRIiAUbEFL2aRy80hTlFuOuYMdR3uszN0cEmKOxq5M6Te3nR6n85ruoWVcR7tlum8gU/SZDc8WFslLIRX3c/gm4EJqbXFk4uZD6HaNkkJHi88kXsEdmjcafNL0/MUtOtgnjjs5gfAOnu0qKNLZlM4uA+axmpRRrFn3qbvfu/xk49/ePpokt9/e4ERb0PCe8/t9R3ALeYXrV5ZHpDVdRFCkNLaK4cJw4ToARdQ4ERuj/sqGBpKtvGS+QnRXC8OX2D53rAHFJf0Avon2u+dt8wP87FebpCnA9vTOhYDxdYp/HQUBLpPevzi+fDfffH9l8fD+/jJR4jv+TCeC0HwzvE438KIaenbLS0vgBQn0xoli5YYp+qWcBbFRH1DZCwAZxOJozo3YHLDNqzG6Vh6n1OoV3XUOcW1dg/MGaWL+ZgwYmkxMSncH+vgjvSd5/Ebfz6+t9rjFVdLCUerU/DRiYN4NxJm4pCTsHERiaieet9EkY9iHaW2FSBa1UlgEDGX0QKihjB9OkSmaTSVSSEcpqF+Ym+sJ+QuPgM+zfzZhvpCxMyJYd/yiUX5CnbOsYyOPb68f47zb37zj/9v3/j16yO8geM9XPFnzav5Z9+AO4CGcJz5/vMHuZ/j52f/fDjNSc5p+vDh7jPvffW9X+H8Ypb3UQ6uPNxer5v2nz7Xn5DdtnKRuNb2/GI5XcuWOuBptBIJB3hBQ0AD9afV766jXP3h9z+RP7jtO9HeVtGgHISjWE34AcZW5XBUmI8GNz2mg5B1AyNXvPStkt3+tXt/OOgXIJ0f7t7PMdyH+Q7GHCPsO3/2V/8O/rM/+HcRE4xHCtBaOMTnMiJRNgZCpT4Dbgavwd0c0DvJsDGE1VDA1Tszq0MBQiQ2a2LeXEWgWwjQjASNwR0cjdrQOWLrzYJYRxGnYcZ0cm8EaKDf+r29XH78DPNyB6ttgSfIIxkpQuQBkJoiJTKzeSIz8Ap8LNhiEDFtI2BvGNi5O8mM8WZ9AXjykZL4zg41kCsQb2QH4II4elry2BsyAEcgmnftQJG5TD477+uOp0XXSmJsMHJcStsS+YAwq5W08jhY4FpptmrJ0b0TzYSl6nACEsI2kQ9EtyRYbxwEdOG4t0o99EgzRgsK7sFxILDR7mnCvSNlH4VcwNo+d30OcSLqKbW10CnoxedgdQyiMAloMU2QO3QJVBUz6K40cRg0bEwxlq3P7AX8uGS47uOQl6KW4aqYzDq6NFXBWxsuGNuwPPdVJTWo/Rlk4oCI1tueOCkF9Z2dizKOgVPFLfDknZKE2pogAHVglsKYBhWSg0iT7s2Tb72n6Sj7FWPSJ21HlxGwPzOEOpFWBqo7HebeEK3tAPcgN20Hgo0okhX0BAEd6m3Nh1QcDtDLTkId8yRmRXGqYwhjxwbVgAJYRU69b3mZtKsoqF+KMfGStPJpwq1riDb2sMywVYP+jiVCYAn5Yv4g44qc0M11gzLdrmvbHt89PT//pt++/xPuHDZH0FxhRkAWBB8kj6M/wEK0CeXNcbKulNx8A60K75NREKmgDIOdl3kyuN2u7PMJ2pWIRchKhHAz2wHOkEKSoisZs9snXEtJFbYXwL/05UP9B5/ffvnwDrRF7fvUFfEAU20hHARGPEHv8fzg73Z/yIGiJpIBGgxaGscwRx8GhtK7QYZU+n4IefMRiPXT+nswq7gsU2+bY3ZnxFI9TW5OCH32qft+SLO7x+X1A37rp+0ffXf8+MdricOvGT0VI6SA3YiZMwwTpoF6wBkDcDW6I9wnh1ttFJYZyL20ra738fDYdyImw3g8Wb0aTRQa7CMAj57CMQ7c45g0aADGl3HsTlFBJaXoKXHqpcU5b12EAfpg9OcQ3it5pH2FeeL4fj3k737y+j/4L3//O08/Xj+t4QJ0gARwBngGmAAGwAFgTjJ9aXrvy8dE9/nzDb740s/HLxyP9e78xQ/uMX/pKEegsO3X4vt2+6Fzf+7tLt5upc6BqvUcwlBHBwpxmIsU1mV4rVufoN5+5HffK/znr+Qj0ddvGka+NpEpZV8P/PIFl25LjtwNMIxlytTFOgsbymVbWx9vvzjPv3hev6DHu8+HMy+yhJhZPovEvQP7+OBX/i7+5u/9+xLM7R36jTQZeohrGTNCR2oicdgUfBjGbiT0ysoSkisW4b2PCawSNubUYedhzqgmCUYzQFAnEVptMEFw74oK5L5rCNYdmdRUXQMSM86O3h2+99uPP3779vRyqWzxpF4nD8yhQfUpYoPECVrPCZ5KD+kgzhA6jdCk0xZGcCJtlcNC4DokHMfYYGSIO+piXgZwjKMPWkJcy81JkMWaxTCa8cSwdwHpg2IMiwSFS/UFrE3MTs2MvI1I3NFIWDyvdsuSoaMQEWljbzZeSnyzKs5qw3Q4JWnmPuewFZ+DPg19cThemp44vettgQmnhn0yvzWPzB07pRyK0ey9grBz8+3J6EQSA9sYZmQOKC1xbs2xdJqiUbeW0QyoD7cgch3jiHmDwhY938JgcBZAjlQcg8NthPuYVu1uEnTtSBIAx1CIEqLjaIbiPLQOIENndh0R/RpjapXzpOsaMrfqGqXtNk1sAzFC3kfNTEAr2sI0VuXMY3hGhO4wcepjkOeY/drxNPnTjhOIhb1XcmsEodGOIyJcrGeC6wBHdQaOU7yUkhyAkHDC0EeFiVShE7Vq4cD4xsbnWB59z9sMx1F2daDqGJA0SFK7eD9CutUyRXCHvc5pBus6z7BXJEXHEiitxRZASylsu3FSVU48hourkr1gLwLLoJuv62VA3z9ed/ju0/b9K+9x/c67+X6+fLdGNfT7Z317AlxAwmRQg0VufWDzAx9Ra3BLnN5i54FBpowFna5ki/pK+GLBd7vb0EnhIvAiyJv99uV0/HFTieO1Ag1dCL/0hQ+Wf/P47oO8TV7CVBakCyzA1wWPyXkC3CQkw7TEuBJMM2ODlOnKAZCFiGYgJfU+VbgxUprItuHkRIgxtFYzIgRodYFUoTHaAIlEfaiQdEAQzSk0/E5Nf16ff/Nj/tH6dh8fEH8C9oJzjdifW5aeIeQQRw8SlBh1TEIQTzK2nkTbcA7khoLu3S/cF0MwFNZemYKCBdfqzFtKh36zFiTIAM6RSgVCC5HanFJtPHicPt1SWQXJZ9Qbh7hCOzmqEzBiP855e3KavUE6p/pe+t7l7v/yz37tLz5+fA1AAAQQARA+fYEHGSAAnKPEEOZfntOL9w93fX3//ni2+t78mTDxw93dct/D/UKqFg1ps3c2KsloVg9B9yEPuV92Z3IXJhsBmlMsSr33qT/fXqcHtfEvHqc/vvWPK1mHwd3tIdJ1xrtMqgER+0QTe0gR1aeFQx3bTLLzo7/a7k7282f4K4s/HKb3j3f5pQeb+M7pTKOpb/t1+fLf//v427//v6+ahDesT0MoyjB0dOxWhc2corjqLnjXMaO9Qu/ICe2NEpGTaRWOXSFxUWMFFZChIeA2ABhSHyXFaTQkvA5yH2fCm2sPKB2EuLc+IgcFJ+K91d/+zbeH+aa+5HO6od7PsA1bstyGp84x9dpDzvu1zcfYTBMxblXvctxRuDvx7VaX0zx2s4eA12GiiAKq2hm94exeWOY8LnucWA0RhPtIbE/kUx/NlwTVp1l6BwrkyNZ2RU0+d9wDsXsst/14F4pl6OsIQJ4FKnhErwRTjGO9eAp7USUlBh005URQSg/RB8YD9sZLnhWcx7AoMkbDEQCKILkTorY6hTb8PumogBV66xiZRBUIjIM2DLLXgQli509HuQj11j0ToCQsDTP5q+4fImzRQo0+BR1FeEIi4NpajqYmwfQt0IF8gMQouvcWsFEQHTIhPVk5olxqT8KCQ+LxsdyOFKp5hyXyGA4Thwqb7zFGNY4aBAseFrkVm2XZvCTn5p3JCnL23pwTUyPkHhwHMyARGBruawsTYwNlNcTrelMMpt1AlRhC5LXCOePbRi+xbDiN3ZYl114Yi9PkIB0vRwjvaj+i9+ABqo6EBN14ydQNtpufzu3Z4gH1ttPDYVl92OpDIO7mR6xlBBnWQuBSMcyVe0Lbu+Yy11xi8qbHqW5+fIH0dmsnd82uN+eMeYCNtYIk2cst7eWj9Yb6pE/7Ty9/bv6Dfa50e9Zsftj9acB7TuZjc7jDbFga8P1x/vHz1Sh+jfIz+b3DI0HAMRpeHD9I6U3fDpKU6d1WJ5ah/Qn0CPBXPribfyFe/sGXbsu+knGYUcBU72n083tQCkx4lOCj0XwKvBGHGPlS9RATxT6LjorERAG7wpLNKmFAVSN0VR7Q5kwOZOa9kqQOnhL3685H1i6UitE7hH9+Gd98/e47K7VmijklKCNEq0PnGMIYRjwvTGMOVgvEoLvzAdQ14Wy4BQpX56PsN8jUTF2lypCIcDWfD8GrooTO1WpIDKDNJaBSZtoELQD2PTb2HMmGAeRjQIeOHiFcApyIsDEwjQ4SHTrohBSp1jqHpcqYpnvk+HbK//iTb/2Tf/qNTxzSzyoRCSAD1J9B85rgcw93+cCHL5/jLx3a6XQOth71eHgIRw9xLjwfonRtJ9cNlTEgikyGrTTO0UcBjJSGbUeSfRRxWve2t3RfnvVP+uFfvSrf7bnr/lzjDhxVwjxN0GcUMdsyPKRsdT6RIc5u5SDLc/1hHe0l0y+md6f7F1+5oxfpYf4s0CHxoVvM4ej6tt4QR3nxD/4e/uN/+b89IlTc2ZcgNAyZM/ikelHsE3mzzH7tNoIsAF31E5Gj6o1pBRew4mON5B0buRu7Ww6+GahjNxMJbegkiAMQ1QHADAWLkYJOXUVi0eaBuDn3or//jU8iomam5FmKxyPH8TziS7YRQ98gzdAaRS8VZGHdJUxSfHxV6LFbs745EkgiuCKdfKxtcF76esOHw3zbC0UJftn5GDSoq2S3nSGoNkyBC5lVj3lmMw0wdjoEfDv6oqX73Snohk7uDOPW41H684CF0TgYdPUekAVw7JAPt9uTPMx46201OWRER+wWoph4aX6Yw9o4Je+Ak2e1iuFQdZ15UqveEqVWOsyYzLsbdhzspOBsAMlskzD7uq6z5KokcQwPBGX0wNboHHVVp26QIkqXxjveernLqVNHuSc3GgoJyyopjU3DwtigEZJ3FipGB2wuQW9V3Ecmb2AyRwIBVls7Zh+7Y2JwFRBjTqxrkwA3DeHA6cl8oTYg9h7Jrk4PZBswo4Rt10OeCoxZE8bcrQEgARG5WiEMRVuCuWHF7g3JsTPL8JJglMY5W23AsKs5g/Sw+27j+rgcQg1HLS2gNo8wHMSnOO/oC+VbuWbIQK6O09z7SMxpQzvy3CFAedOBgnmfkm4gE2z9OVktHsKghn0WvjZHAMceXLCWm9s5oKofI22bMpIiJtvKHhnk4TjWGglsg/Rh7Nc8net4O+zk5absb3563dMPf/wRvHq9vZb8J+u7Z/sA4CcA73uIMcyd1nHLcHxY4G2v95CffYSQvJduQyTsHe6O9Py0dkgV/Z3XA8DPLcvn/tbd27//3scTiMeWK5R8PMJIYYE08naQ02Nr5zuCEeew0RJ7xZRoYDzHHXkJXlbHONCxhDBLQt8gRS0KEbyJz4BFAQDMB2EWHqhCMqyOvCL8zqX+48fLD58hZtjLjeKDXUvho9AA8OAT5aNjZwoWevZAXJGoAtk6ZEkB9tEWZq8A0YfFzHvvAjBSJBsJsCsmKIVJXKA7CQAIuCaQjffgi6vFOPZBLh4bq0yL9y0G9uygU8hQChzAmiTQDZiYCG4NjqSm6Inq1g7zAkPOD+3zH/zRdf/n/++v/2H54btGCnYFWP7/dMkJIALPX4wfnJb4N74w7mEc5PTZs8/AiUM+BB6N+V5UUwilpYSNOAZfkU+GFZWYO1hwrtoy4rY5uPO76hXvvvUKfnfQD562nWTq+8DPKHalQ7b6QkIHNnOZ6Agawr1wjR4FH3cYcbs8TPsv388f0PELL5bDiX3haUGbM6fajcau7dZ+WL78P/gf4j//w3+vDRbclJQhM06IDO6gnYNrExFrXZENJbtHhA7e0F4BKiGM+kkIS7WNsQCevD05ZaSB4ICIsJnHxFoHR2iKrjbAkAhNK9kJwqZ7jxH3EYXabfV/+c3XwhyPgSZDynM0B4moI6G0UINLGY04J+yVUlIyGsQzvX8xT7buvC4krPasfkDfWl0yrChh2E3pBXshb44R1GwGug04E7dW8Rh6AV/AbomthWOA0iuOZKRZxvMmZwordeE8vDeXowSDEQxHq5BfDBuBzdHIDMZobcPMZDS88UAWqVankNQGQujWxYNKdrvNMVdrEx+L7QJcFEgoum67H04+OgcvbpEClD6Ocaml5ygQWy1MkstoiM00z6x7kzxbc0tmOy7aIsQre5LWBgKL1j5CgDZ0okiyabsDLk7DHKwvEle1c4S1k1BHSb22YF5bTcuUjFeCuHE4U9p8iwa7udgJfVfqQifoLS6wF5foZohugak3HNHr7sIMthGaEzoQ8pKpDgesGaMOaDExGBLis6cD5g08OSAMp4kYzbm1niN5yKM26L7ZCIYGT4Bk6jQ2BFTYbVgFCtJ6s4c8bQyLwKWEQLtjQEO33vF8OCLCzMSlimlVHEcJN3+xQG3srp1863DMiMWBvfUOUwhX3UGpjhs1SPJYOwUc/RnwHn3ryfoT4VGjppbTkfi21SlzW/t85NqDL8YXtRfAO8OMgIYE6MB/8lt//pUv3V2fX799ph9965PpO+3dR2U2j9FCSQHs4JEZO6lWuJm/QNyGV7fgtjkK2AYSoL4/H/7G37p//G9NH8v8dNXlvWyxa8/LQTrRTKInyi6d/ChESUfR8+G017JMn/4jYnWKE2pbI0Zg4cEp91pjAt3QGBiopUB70SRZgVhLAGg/1OV3Xl3/xa28uu2bRnMMBGqNPBae0siacMKmeCcRQ1Tt6JHAuwxpCQX6fMT2hMpZbZ8NdjQEocl1CzjhWI0zgqkqJzcYnOa+uW83P+TJeMceVJCCeoeIAoaNSuyRJtWRUTtP6rd5Wnq3GAl2oRQ30AmhIB7Htpswd5LUfQdKkXtaCT6/xHz66MXdb7/+s1/7R98sHS4/s48yQPyUEQZYDiE8pIfj3fzl1L96zu9TPicaKd4R5EMKrkxHIF5c/KSyE+owyvmk7Xn3cZ7i49aP3NbRF5PWkD/p+tHtwz9a/eP99oPmqZsKyq59PmnVezmxrMn4kXnWKc/JoT7w3PG6uz7Qx2ebfuUeP5OOHzyE5cVxZsCXiOfI+db26NCuz/TJtf72X3zx3/2f4q9//T8M7A4Q+WCIQasqAgPKC7dB/NSbcADjCbWYlYjbgCPCT0CslxLprXaLaXRV8jGU0IfjE8t5OFNXDuC9BT4MGwTecSK46kCC2bBiVxRwHUjSeXl+9fTt7/44RgrHCblVkcnDNIet6WFiBQiuKohIWp3YImMblGbdbiGHOKD25hS5qwalLNZsb00kiqLSSCx1GBOZ2STUhif33fGecVU6RN2BcUBGGCS9FGHy4PDc1ohA6cA24NPNygDOE/TXiDkn3o2D2lPxD1LbMI7ugbZaYowO2jEEB7CizSWAcWRVEYIVw8QFHKnnZhpSqCyT695HQENHpjB8FTwY3syiw9hHO03QBkYiZjLtANgb5YhlhHke682PMasAKJfbaGI5MAlg4eaF81SKZ6ZIvavLMllTK72B5CXUfslweKrlYcJ9CrxVCCF0bUTCuO83QsqHeNnlSFz6HgCUDY1305OIR6HhxmMf4RDDTcHbhhhAQgefNe0ccb/mKV3MFjRKgcat80P0PlTBMWArOklaiy2L6EAiXQ0TuFfAGbgjBzfndKnjwHHrN4JIrASw+UW6NCpocRF/KmNKhwE90T3oPs2wulIJW98kBEhTsCHUA03dq7dOIe01zcwFNElHIEVESthHCLBuMM9p+O7G1YEsGI+xXs3VbAfg0vcE1xVlatwZswovAUBKtQ62ZHTtQf3Wlju57CiJzCEV3TNHeBqPb9+8/zDNp8Wsxh0v9Xm0iPX2/BSHPO1/fgsv45sf6Pj2Ww16+DE9l+39yq9cF+eGCoo3dwX4Gsfl5+7e+7c++P45TvN0u91GPsr9kBYWtt3icaItpfujXR63+9ORU6fqvOBoHCck7zGSc2aso1tQDotAcUne2mAUw56YmzkLm/Xp2emjZr/1Zv2jt+sbCl1x7DoYGlAMCBgNMFi2KcxgwAHEowjA8DYPr5EZSRVBwcxpsrAJYnWi3jXlsA8SNm1GGBG1DmEFTAqJcBcMTYdzjGyupQBHAFJohkCIqm0KoXkgskTcAxrtNGKwQZicKtDcskMxsgGZs6fmXVbqctlbnmIzzAt3Oh7yZz58+rnzn327/yf/r//nj7QqwATwCDADdIAJQAA+O2G+4/NXP5/S3filmO6bptOSiY5LSqaREoVD1J5TQhjohDXiglCZ4lpoynUrGMFxU33lkdvyLx75Oyv+ZL3tHoYrWt38/k6a4znwxnBALSMc7pGa0EsS4K04xPpqifjVCX9lnl4s+cX7L6a74TPYMcRDbw5deyn05vHxX/6Efvd7X/v//K/xt77576kTEAIwYXXQyHFoIBQOyTQDdW1InPoY6M9oVw4HdaVg3g3rG5FrH1cI6iqAjawJ9uZVIBoamtKnkCQ1teTQCBTNjdTxzr1aLxLzvvU4xR99dLn8dKvIhxOV3NmmyKv1+XiHCpkUjTeBE6CDDwAM5PLpWjuMS2PuBhF6DZBqsLC3lr3kY153Cgmt98RTC9UGd+NJpCmYOXN/rnyUYQFnk04XsvOuxREYF+1DkmyXMh/may8nOlW6BmQzRyBJZCtA7LWlmbCzpr4PIR3O7t1dCByRsQ3n1P0WMRs5IDA6kLC2gT5kPqSbjghWmwkm8DXHeW2WmdlaGRFlN4ioHREEp4E2QzXIAXU3iqxD9WJwB7VwjB730dwaUgghEJg3QdkrSv50tHJrXBhyt5EpGXiGsFpFmF0UAAigakzed9Xg0iAJrOHQ3zylKWpAYPCxNSPsFDJnxR6qp3tYFbwDEROPToRgWnQKrMltJ9Vgtk1ZKs6ZoZRyjOencYuGW+eFBBfqhdKoNacFQ1FH7BeNd4glZdEL4WmMG8k0oBFksyrYn1GOcG1o2bhSx21YouCzugHwLHJr45Dnn67bHTHmAwEBmMGM2EwR0RVo9v7xKp+bysopojoJgFndMEKU+FT4NNV3Go4+1MmBbSiQuV18X1r6gfZDJHvc/YMcCm/kn0d4U/3YXKV39LoOmJwAVdw7M9KztSiDDD33kQ4eOxjGjjXaBNSGEseE1oBqNFb3cjPcXr9ZlwDl6amPy4/1eni+PFVHLpF+8jpg/KWvvlh/YenT6elVz3kJB7/eOs7LcYF4AK0hhKBhmcNPhp9ic+ftOA56vIGHGEJBmpc+uuTgnFmAhYtZxNAUQxBHG2wEb8b0p8/l62/Lnw/de60lQlLvmAQLp2FAwVxjSseqvkyI3PugJENwHiFgvW5wivCsPfKZYEMIQEqiHhLezBmGqiMSdm6g0VGTRs9F20Kxcx/NJAhqm6LcHLR4Tq1APti4Ig1NR9q7Z/TnjiQWmuNMHKK0ioGp48gJAtmtao7Rd7UsXroqoo0Ozk77GKz35yzTHN+761/83J8G+o/+o197vT2vEAna08+Q4U817COAvz8vX3hx+DCEz8zHF6m9N8XzdMx2oWWZ3B3mYyAVTh3JhBkcuTtOo15tSbxdmj6WqRv+keOff3L/rdHVtY4RHBGDdrOpa+UlLzDWzO+zDIvhPHASBd7rrT3E9lem/cv5/q99GM6n+2VymhnuKMyjBKJars/8fFv//Nv7P3u1fnT9O7/zf8Tf/OZ/6FqQhZnKXg4pDE+RuaPCqIAZ6ICg4JWMWn+Vcxn6AVvv2Mhv4G8RDcyNNiZSowBtbxTzMK0ETALWO5EOT+Jc1CbZ9xJzxMHJugWyUVYKrVP++FuPrwwnaDBxkIA8GGieufcg4uYtRBkVwXn3cY7JrLcm+eS9gKB0VcXRbDmGd9ViQjSxXi2led8NWJ0sYqgNY4DdNVQCGXs/zcvoOtCdgcG7AW4K7O2QQnfdN05hqxYPgdS6OhOYU2IWUdl4ZUuz8L4ResPJsGixEVJG2nxwJyITsa0JBosamQeZW3Da1QLYNKfWUQHaqAKqCMxETqA+YOSRRlrRzwC3m+XF3ARkFOAYY7hsOHMBjI/d7hmbc2apY+shazdCrjYeGNWxjL4coNo8+dCuEMx5gX5DAFOS2HqhKY9ukrBvHpHNRhJ7flQ5kiARADi1NlKKoXQXpnfbeDF722WK2uDK9LLr7pBJmuLCfuswRdTRMSMUBi/Oc9PNJAQjR1xtn1LGAYhuKBBg0VB8O4+lQBWSVgxSkL3kxB0mgcoApY/kAExouKD1wyKv98sJzmt5GyB1LoFTN2YdtADsECdcNzgE30hS63AQL67UmKa91GWaEG3FsGhQGcnlXceJxl5pZhNZDBoLbt0OAtcm99PUfXOjWqu32yAhBIlwrfkcfQhBv5C8JHoqfSZfG3RSQhqlQZb9XYfzsGdA4g0LCgxUAIe7+/zm4mf2FT1pBBsxLjZqFHMx2g+DNsN5gtqqQquD00zPby+aMb6FNnnRGtvaedZ3DQ9hwtLw4EA+b5JmA5zzi95vIYtfdlgcrq2mCqWv1Y5yeh7PEpkvcVqweYcXMxYKh4PcZQvTC5owJnQs+z96zX/0+vW319kGdxwrRjHS6mHx6tmaxZgTwIgHRArJBGq1YAhIhs6gLsQDh3rMMsYANlcoQBmhNQwLRBW1WpRyFNdPb65QBjffp+kMZTNAzFCuNkdZ+wjijhzYdrZFpUknEFUzTBUGQU+EJEfUbq2x5IIlHQ6EjS7Bk+0Ved1kJg7T3nYXLts6dxfhSn5KwTKfX37Y/8Ff/93b43/2H/8/fvxUInABvQG89zPtLgDgAjjwva88yOeX02eX/plleiH97vRStSW4u1924YhEgpmNKTdYwyD2WaLvW5Ve5aeNf9TCHz2ePurPb7Y7DDfp9txi4F0xJ52HDGaaINxPl1IfEiEhddpe4PO7xl+l/W+8xC+G+XOff3l3MjxOMiOfyE6mdbtcpT6uP9zXX/vd8uf7qa6/8K3/E/7m1/8DYgQm1MjsDXgGGJShA1BTFHRkvzoM12enN24WGZoWxuoenCvhDpDAdzXEmGw0tqYNOSp6I46gE5Grgw4J7N0JrZhnQnMCNHUn6DeV47f/4iMWqzSdZLtBPC4w1EMIEgIDEI3uTNRqXxbfNxMJyWAjzIG2AQekWmo1o+G0iHZ34YNacfUcaKgbkSlFsVIoCa9jmzF2oX3HmAwlkw1oLgGfmp7ZFVLbG6a673FOZDqQswFGLRpkptiWvVWQRLzlgTdCZEBn0KoN6ARwBSZ1mYcPZhmjCTP1RoFw3fQ4ecdIrfuStF5Q30/U1dsgRzoMuOWy+7zYvtOUFAm8kQtAKy3luHZdTlF3QxvqQQAQ6+rGBsOMIYBWz0A9AJXYUhfgCeJgzDQ6dhp5Q58GVUpTqABYVQOCe0YsFeaEt9WT6M1GmCZQ3w2jKRg1xFgHCm63TRJUSjFSRARkrP3GsBgKIcIYBfspTo+mk4lDBNwNGLxLmPsOeYJrg+RozJkkLrpVpWIgCOytwpzxseKMxeIdjb0ZJxo31AkmYLfWl0O83vYkvHXkpL3nRFpUp7h44FRhxQaYJ6JtQEBiLoy0NsrYNogBBhoqHqdpN5+PhG9uz0n2K+YDaENZUAchDDWZ9l6PIShHHvau612Qm+4zHIzr6FPK2HWafNMwZRjPpaZASgv6TjiGHc2uw3GG8by98cEXwezXfddkZhmjC8beO2HHES33ABOIz9UuB0oVamjEIVWD2GvrI7L0rgK1Ak40j6GqsMS6VRacPHZm3jY/waiKmYfMqHsjh1IB6qoc0evW+GD7s+OBfBvFw/2JhuHsUsdmSx69H4LbW7LPHj0mmUJciMp2Kx+9uvyTfnzu9Z3fVbUoXjmKJj7Evnu6k7rBhDPKDYGurS+WexrQO+Zjqs/rfJigoMbOELpXcDZtBglyNZNRIRFZ7X4f/JqmrGMgTRa6NvKgaG3AMntBEHUbxGYXGEIxWhsdDzPugORDERPkDfocuK/bifkpL+dyqSHEEEbvl2oHVAVOkZszUF+bJK+VrBsEbUFyymmiEL/yufHLn/+tP7r857/7a68/rghpg83/EjSFT6HTAwNMuLx/fPj5NM53/PPHE5C+n+azJJCwTLfAZ4Gb4IdMfUQJ5l6jLXq79ceW3lzDb9/kB3uvfiqh+ZXNrqtaCHOyYEfTVUHuX1JReQ/gMeAxWifU5/H4VwN+dS4/f5q/ePfeZ+6c7uf8EoYhksOspYztLfz46e0//ePLH/bjm7cb0K/++X+M/+z3/w/droKELGxBqFUM0cFRQN91eBGoqt/AB+DVdTD3ASjjhly6naBCnJoqAsqAasaBM4wSsXSAT4vRQXpVDDAZdOseIq02CW6KJKDaBwXsTbTV7/3kVdVwfw4DtyxHxz3lrAaCpN4jZ5NWmixUrzVmMogAI5k5J1RTcDD10scCZOLkEXhVnwmAEQ3ZYCCy9ZqDX9RmCjoUZOpQM+ZrVxolH6j3WaTUMhIvTlvpSBjQsFMlzZgZ+2DW0nnmU7WrDUECM55id8PA9fmGJ7EdETVLrn236TibdUKz+in022fGxsi9x0NoLt5rHDSIFCqz4ECeediW+lJgk3EHQQegg0OjmHW/Qo7eMCUczmu5Zkyp6wZ4HOW6nOZrGROYoXIHmKnuyoyRTGLtniPr04b3woVKMu6sCMREBszDFS1ILA2ZwQDsBjv392a/wpzHXpEQYzPXoUmhQYjUVCQSAHZ3KGCsUbBscTrb9cnpgOFmgOCKEi0RPiItkb1uSgGrcwbsyCnk1dYJD+sYyUXCXnVhrwOOE8qGe4TRazKiQS7ic2qlQaJxNQrGw+uS5TZAeq00HW1g9mbJh7mhLAgDwLFUmmKoVhZZtkKIAVgEnVLlthCXrSszbc4H0xEbtKDiDoh+NF+j8DZ6BCvYTm47+IHmQft+lZHHQZiGN5tj6jdr9xie+23GO8hYt+JY27rxlKrNEfa3Q+5gbzCowrY8hPEqLodWwdvbRqf7RI+9vaS+QqCRA98UzmRNt5rCXgslHE9gdxKa7XQjXOqoYg7zYRo6aARXXddx4qnBc+6LpSGodtERGcFor4Hg1jWjPOE66Uug3twip3K73R+Pu93StKwaRTe5W+h5XWIZdT6fUlhwDk132n79J/SH19MtdNWTaqeI0LEFJ4tE2FUCX64lHA4+EfZBAwZAHKSjQhTx7DK6QwRXk2S9xB67GHa10MeYY/Sg0A0XLk6Jm7UEZlrHmGXOBFcKyZ9XTvGmNUBRW1AGeewBpj4PXhWdWoDsY+CywOjqEechvaYodR3I0NTWXe7zbfdFrNZGQJbRzMUt5iA5C0v84ounr/21/+rPvvX9P/2X33pVL0+3CLABLAAD4AngQwBLMBG8mI7h547HD2f8pcXz3RSrvH8CtLRkQD5l6DnOahxdbn7piNehP36++xfP9sm43NqXyna70elob59d8pAeSFwz8xamA7hQOsLW5hd4g3GooTwmhS+et68Q//KH733+nOLDIb3o5e6QtAyAAXq72OXd69/5rv/B2/EXPx3gIcIv/dF/gv/F7/77i/SKVdwJ3axL2MzOonuFW3BsOCJ9bugfESwcdu8kbG3sTFX9JGADLVNqgABqaD7mRNswF0/OKwIaBAZTyO4bhuSVHbuSiB0BusI6JAte1mf66Hsf81EahhehNpQU0MgksHbNMSqqblnSRf2QpW5GAtB0MGfVHjAU6GQpRXve/V68kxGF4RqZm6s4DAsV/CS6DkhIhg7g6FOz6k6MTKm3AQHFldj3qsJQnAM6OZtXBPMuIdgotic+ADp4L9dOOQQ0RU5MvTsnLCOeI9x2ZYEYglkFQRyEJMWcvWjnmFCNMkon1rE5JlF22nRnWbQMmdGrg4BVK5lO3TYnRI+1tcNUthpjRKiNmXfk5LH0i/gBDozD0Lm2Idg8RR7TVq6SFkmGXZpZNocZrTiqEpmCDleh1LpOXm2ScenLfRjG7LCOlhEgKOg8TImpyIgtmV+KH6MOSjS6gQRBadDBs1qxEVIARQyuzgP2sFFcUm1DWHcT8HEIqV/2cYpoCOSz8xBdi8Uk2ESjRaH+dqNjLNs4RzYDqmbV5xNqB06CmIKPXT2ZGbGrlknS060/HMdTxRPyAFUUhRSQ0Iep5LjVMUmoA7tYKt5GSXEWkei2aYsctzY4Unjs9Q7I0ywAgwA8MKC54UjXdj3mdLPxEsKlrMTHitcoLwAvfcdl8qfm57Bd8JRdFYrurYxdxvC5BH0YrpW2k6cLlpmkyXQgUaKuOgBqHac4X0dZ4vx67ffSNvO+2jRR0G0rFLTlSbC7THp9Ps+wwtniDZuj7wNytujW2176JFhHOPTnQkcYlwzDKloAXDt3vzSY7mmtY9EkBIxeMEna2YAo5Rcy8VHjuOo007TaO3lqYyBTAqBpfvlw6K6Wrp+MP9nmH32C36HQom970XovopUgaAlxsnrhEJUQDI2T174zZLQB/EBQFAduSLONgZgwNTcGVBqkiRcbzWfC2tQcBoYMXHqPwdrhtJSVnLwUFq4kjvue0mmMtXsgHGzRoPYhzOTSJz8qlQ6HgFcIlExXJUJW3XWEEKqBhRp2RHFHsoEiCtjqkDlPFFDP+fxzH37n/q/8wfV3Pvnk1fbt8MOf/gRuvQAMgAvADIAAdwDzcTnexXEn6RcOR3D+1z8jHsILDpk1+IjLmfl0trGn27afK73+6On8L7f2rdd80fvVx4lPe28eloWue28IEMPRzMCJA4bOFO7uQ9uBGH6qfZrHq7/3/vJzc/z8y/fv76flaH6c5cWAgQNL3/j59ub3ftB+97vbX7TyfDt69wa/+vE/xN/+/X+nKwECgZrugoB0QVr6WIVVxxx5r6OgB5QBEJHADZBW8IhUeg8xtuI94exYtTFLRHPkm2kWLqpBMKpWJrdApg69GR3BjXxBrM3bzLbasr29fNyf9MrTgSV0skCMcx6lUYrDPSCgcXONIu4oZFWDYPNBNXiq4FFFA5UOyRtGJGtOAcx3s8xxeIOx0HwjRQdqhtm4m5LHAUVwGuKuCKx9Dym0MSSQqmfVGrgHyV3T6M+cXqz1GrggJmlUeeSARoENh24KcUpaRsw4bj4l2irQxN5aSRhGCDyo+g37zGCKOJOvOqfga1mzHIET+OMU6Lp5Dr5Vy3wyewJJbtC6IFYm4RBaqRxVu6eAgOim60ACY5lQO+HAEZh0ay1PR9Oi5OwR0dQNB4XJ64o5895GklF2zARX0/M83QzCUFxYmwSx5i2pAJCBqsIUeg0BlcC7DsAAXRm8u/s0Y62YmNax0sgx6F6QE7kxk7aRWNtK011qm4FU1ZRkrMovwIn71fgwT72PAbA8+/aA982v7tCsKs4p7KDMYJci50O91RDcWSq6qIi5ggMoR6m7zRGo4Thoq0zsx+4rwTyQU+hqAcaIeX5uT+/FFxd3Md2Ao43gBOSV0tBVtA4+zlzMCQEJArE5ZQKErnWs0xKfC2Tou+OU0mW73k93xWqACDj2FlIau+cJeuk8rq8KwmRWERyV4sy9CvhFTw/xaaWYiLfVOfaNb3d0vtbrJMdpHrc9Jr5dd05kbremU+VOt5GmiSrESfcWIpXS6WVsHZLtyjmGghXMqiXyWuYj1se2Lp4u+2U85/7ec7vQIdq2wnGBa6O7F622jAXz+x428QgIjoiZQdIE3bIoTJRKWkH7bdnjHtNdFYnt6Xg87zpeuEHR+Efvpq+/9teqz1tGCzzhvo7zUqok6c0wKQEzUUEHdDIMxgZt47AE8JtpcGQamGPd9nBY2toOKpaHOYFxi8ZIvqHpRhwlEXS1EVWaeMZctUwKmyjkOF3W2+EQb95AOQZvJpFHudExWiFiOjJXHOxcMcZqlq97E9q8zwoj0OVWwiRziNrWCLIxnOJCmeGwxK/9/DeP5af58t3vfbxuun3zJ4+fXF93eAX22Z9ppncAheHumOV4mL8wp786x7/6gKDHs4xpgkmWOabqsG0Y53ffe87/6nH79ri7XacNEkIKEMWCiS5J61Y6n1CefCyiKVCFmc9+kgBbqc77wV5/VR5+4Xz92mc/fLjPp1OiJHxyOyTEfey+/Xj/i8v2O9/75OtPaSty1eHK3n/pR/8Q/+nX/53o1uwmHA03hED6REgoRVUDcuuNYzWYnRiI0RrBPTgaXxgAgWuvUU6GG8DkyuLNvCJHUPa+U4DWQ+K1QwJvhOJqzKAuyBMMJ3pXOueQfvSTclnf4cIZVXJgBOedIEqQXvoUQ8UGgzgFa8ZiDkgIVT1La57DwAHqI4YZR1dCcCAgLAqL6NbaEkN1xE45+V410GiexLCCCY7hLsQq4IWJg9pA2JA5WLy1yyFJQUhDTGJvDL57FB7JZYCnYVuOczUI0AGCdgiytXGYQ+2o6EENIuKOM7fNGZASWDVDgt1YtKMSztyaYx6xwq5EiWX4TpaL9gRa3RNOtRlLZhqC7jQMkph1xSi297zIuI4eMI2BhDZTf3fF6QgGIfteKQe2CpV6JGckxyxj7+KjuhCVrixeh8OyRIy9ldlgTxAV2/AQDUtHYRi95iR9kINUGEHVeQo8JGq9Ik8uJGZWW2PgIbAOWgTdidHVCcmrQiYbybnAX9JxBOiBwGofecqlm4BpN+E0oNGIzqJDIFWvmia47uejrAXDAfcSkoB1TKFvQw42WkzjUvYjz8YtaNJUreJF97twButj6DTFPsCxAx4IullHyLvzTLARye44jbLNMfZiefZRZVomKUUXoYZR9yeJoUJJJJt55jz6ZSbYZT5gfx5+oFBwc1+i3TpM6OvT9W2yaXU8x74DTJKbuwAw0t4s83nzAgZ1X5eEOy4B9hR5L2BQtI15pt5OYO9uCHmXnXQB0hBwXAL1WzvOUgHsZGNXSgzV9+iB3+rulkjetnaK5c1bSAfnu5BLvpU1Slhmr2u0yVZI8aDjGQNDTRSKhTSRQg/Umyx318v+/vvzNnBJhaxtR8DrcU49c1zXcj7d190Ok13S8OnVD+C7t/SbF7zptCuCOkWkZkZKISmRGwDASbb7cfpJanVjyWaNUAJ6Aw+WSi+UD1vQtJpMw1eTTD5sCKEjAbqvfDxuzeLaWWy4y0BYptobkzsDtwo2mSBAg+FBBYQ6sW7XCCkcqePkuLvnicAJkZetvcWBDZSdq1drzjCuYg9Eo0AM2AWTRH3vfIyH9rc//L0Pbj98/rgb336w6p/e3n336d3l9oO/pGPgAHAAuAeQ43J8OS2HE9+f6Od2/8x7D2K9IsQeDeU61R++tYu/+e4b2fTQ6P2cD4c2lXxksl4FpQg4aMV8glJPOT5rD3R3Ds2VzvG6ez2V/ivH28+995mv3MXT6S68Jzm6Hs0yg499G0+38qc/fPy9P9N/ta3P+6FJo21i+Fvf+U/xN7/xv3QrgjawC0YABd/NnhGZ2FSnCK/rCCwIYQIDgCaADhVREMYwCAzNRmAcEHiQQyWP3T1BG3gAM+FeekzBul3RgqEznbp1gIOI1eaRRzf95KevhwN6HYw5RckEPph83eF+6ptywNC8JlkQHGBF6KjRU9eSWWwfOCMCYdEYuBpQJOs14LRtLS3oFUuwxan7EETvSISqDpnytbaTtEGRSBWa6wlg/8u1ZFNJNhykx4olYqgs2jxhAxJjBGWkoUWjTJJGvw4+Re2OxOLZ8NFRHEIbcYbWgoqSAlpzAKM8EeyrxkPErdlCYoC2rxS5eQxoruSwji5h1n3XCbiyRQ2DOjYD5g4UpRkydi/AE7Kjkw5zQ0rmjGjWwMkpYEE4ctxua8yLIyCCupn2AGhWMMSt0JLQkELgbmbqthUE80iAIYR9K54T24DEUEdQHSzufE66KrCStobnTE+NcxgQGUof5g4BZdQx5Qh7t0nyajUORB4ONBSQ0UfxIfkQRkOFzYAypL332WlFmycpSNQspGbj5HRzOMN45BSA0jrsiL5RWJC2Ymoek3WjBaZ93CZKN6snChfHpfqaVTqGBW6rpITEwMOLMDdvwR9orD5gmEFSokCuOC+0VZtE4NY59c3iC7QeIO1Wp3gE7GOUjpRddmyTC2XVfXJZ1RKq6ejqK9h9CM+PHc8RXHIpLUYAsOjXykvQ/ZPLbT5y15QK3PxpLgGPeql47G2VGDnp2KdBm/uRGajSyAh7n5LtKKCBtF3Cw3LbWuBhZXdO3TsWVWZRsHmJT9caOa2yyQoT4u5dHqDVhQI8rS1EBvczz4+1ziGHCUN6L/d6Q1imzyjuSY46ZOLTc386UMUy7mUoh9s4pcy3Bjkx+XLq1/qn3zn9xh+n15a3WnZk7TLbPuikMman4pvZS8YnxBCcBlfrmXm/jSRoLJn15iTJdfCiZDPW55FFBwRAMGGHCjaJlW4wh9CtgOYuzQaD9xmTB7iWOmW4GhwxkA0zgtCkRz8yNQagESgr3YAOwX0S3aq23ocB4dhbCPDEY2njYnAO3gtopgjQeD5PIX7tsz/4yt13P3i1S351eR5/uo9Wrn/6+NH3nnoZjwATwBGAEdThDuKX35/LeZpeMN/f91YPjHBFrv7aC72yV7dXGpBv+qXD/Lkp3nE88ezeBNgdem63kc6XXuc4Cba7kR654jh99uGpXy0Fv4fnX7x7+W8sePfeh8ej872gKCw0go53vle9vX33X7/C//qjd297vq4UqDWso/8bP/6H+Otf/58lQ8eEcgMfqKC6hjSprdZT4GDoiKN6StDNLQoaRrOGGEb3HLY2AlJXPESq2holts5ASLhbB4zRdUcf5sDShycxNECAYwcm3LC7eUXkb33/4ynxZuF88OF1kTRQiSDGMBoRuVEQMG1GbJ0oEgJ1qyHk0SwEqzvEjF5RxdEcBFLjAQYUvG1hzq0BsGtpFkAsVPJJRLeC8zT2tszQKygTO1avoWATS0ymtcvEdfBkrSO6ggcwswAHLY1Otm/TITWFELztRLmjiosHpW10wJDb0MSKQtLGEIKCIBN4I24AYBasc0yjDYyGA00oNEcwdXAc4hFMIVLchyeyASJeOiFgRm1APUHazRbsO2lQVHcWAs+GOurOlJx6axgSrJ1TA40WUQYaD6eAthbIDHhA3PfmpzxdYU+FBoI77g6LIAEYcqD+DP3seYiYI3i1MbwBHpjIh2aB3TW4rSnmYdohCta9hiy7RHra8pHKOjgGgqAT5rXaHOidjgNg6xOBzPN66yLOHRh9KOXgezcXiUA6HEhpkEHvnALZ3sohT8+d7ia6VZ3QuyO7mWEPV+VzqC1KGJcGL4WfrB3xRcUnkgUcTSPyU9H5yPI46oP4FUOCMroaZvAwsVcMo/L9qT01WNyue3PldEBSxSgBpYzdBoccevcIUumS+gc61aw0gqGfbVw2q1OgfcgpwMUw9Ays3utWC/cSl/umPWbYepsGP29vuGkMMEwBhVC7I4ol12sPB69dQBRNuMHMXlRt8hoMpGFrPS6wNU7adgyoCsJkyAoreA6pdJuwvjY70iLnrnu89hEPk8jetpc8r2t77xhW+Ek6f5YaLi8mu7a+wzKlbh2mCfs6T4x6eJEBrWzUnmK6XreH+TSqvghHrlc78BO+08NvfB2+8S6/pd3q3LhxCQ3jgdyJPhVjO5uOESNx9YExk24WJDzbOAFu5OQBoeXIbsOrDGiZwXKou6Jrn9JZYXeLmzYJxuoOboLQkgllvWEINkA1cmpuhMxmxOyKGA98VLDJz5vtwsW8D0qxltWarsVH3/BIvkHitppJyKqDRw88pzyWu/vtS6fv/Wp+ew8b8evS4ZNWv79dfvr6Bz+8HH/SrrUeAJ7/siDNMoXTi5mXeKI0qj2uG6t///ECMJrBzQEBviDwckmfn05xjj83YnEkZkWfIsDwvQILxDNOq9SDAmA8hiJ+3Xv922f5pXP+7Id3n7kPfJ9YRE7iWqui3sp27d/+8e3rby5ff5VLr5eqVdOiU6e//r3/lNhBPaEXH0dw6WpJljqCG1Fyh+70ztEC3RwvRH1YCbI6d/driLVDQ95BIOGuECifVKsIOxjCHVGxtkE374kdRv8saaodkke1kMDZP92701rUsRXQGPAyIJtcERRk4NwsSnYVD7R1UplhIC/BFId5pGlbPRCMBkEcmkEK1gxJeIRdtblQHT5PfW8sxmAxOCuFaAugtpamKG07zLbtauLQmoKJRZsRg8DogJE7xID7poQkkMgbuEfmEU42GuRQaw9RvLpn9BEQMQxuUIKAQONTHuiShitIHOABRCvBSC7iDI3z5K14YBnSoqALIHMnixFhNgSV2HYvlOvIK/Lus4VoHZ6RExMrYBbdwDJyB44sptlR2wDGySRAnUNiM7mPkx8OEVACB0oNeFToScwmkouyLNkGrjNaTUZiHvbzVJQr247jMhAiwrM2hFHHHqkrpBi5NU/tEHxsNdfeB5+LS/HZb7Lux5lj9UO5piXQpsc5pK17sOm6QSB6MjyHqdOE3Dg/D5eD9E514ivUeuLLXnoMNFxxLAJNCcgY4cgd0c7L0tfbi1jj1lJQMsvtusM4RJM+LXVAjKE2eEmx8Vg0QXoMzOI3833oW+s198e6P97zpbme7Hq7qBAj79DKcJWtnJbbvkn0em0h5wnTxGvY+UPosnkUjXNMb7cQkSr65MceG6juUtHsuTyZ2YymfZpd115mLZVK88tOOgUGtnL7acStbG/R3j62R9+8iNtwxQEjmIYAI5ppkeS35pQdNkYbQbg4jjggWWTnQXg48brPMmTzSIY7szJUM4vEE/V1D6k9z/hy4nC+9qZbLCE7UBN5Ob8vc3r5hRlCevHymEA+N/P8vLkFGVBhU6R0W7Ejvhq77dBoGfOdfPjXWvhFIl7fGQZsBXJM3T7rLx+2/95/u//bX7x+hkIIq+woAsmG69SbOgbAErQnompYqXLsGxiMUfTYRjEgNaQSCcamPGbjTpwKZiscYkIKQfgKJEM9ZkdAHxkwYmNwTXrZQGy3LgawqjJJYxOGAR5jQr3UG7AXexcCEWJIJN3yzGc+5kmmzCk+8xJ4GwKZnjbdCw0MkrwJ9XVPl3H37Q51MPcPExy/oKdfPtz9vQ/+1t/8rHzl7vTVFCi8QHoASCF8jqYPbvKZtcVX0F7frm/WN2/KGx2PCpsDAnSA6wBbtSJ8jtIj4hnMvEb3dS+VQkzOQQLIJTETOOLY+n5j/TLIvfIpLB+o4yTi7mTkqwURbi5UvBfx7/n0qPoGk3HGWa7+TlHB8Td/73+OKGDKObQWMq9l4CStomObmEyhEpGDi1NTnNLrbiEBFTMiI28GwuRuDGB1tCl4cY+dlTpZBLmZJnIlDM5DBwjirtMkUugUbVU01f78bvv46U0MtGs6nsHBzxmaHRE9xwtiMjcFmEm3Gifx3escUlMANLAOLkJknSV5NSS3gY7DKA1TJpChkFgUjWwrLQVunSbRhjQGJmE0BRuqYsLDXRKlbe9EhJO2EgLVAXcMb7xOMehTD0eqzVOkRhx6ASIzc0x9GARmsxDNKnT2xGzX4lMshAnVrFtcaFdKpH2IO8TJW6VEXX1CaeYhAOwNJPhQi8CfmsEUrBdjIjCniKMje69KsyAEggpO1zYkhGAdwHsnSpgKwtRdYx8dTdAHZvFBRp72QtlhDbfUk7GzxnDQtutwQmvLpLWyxHhrlGxsRN6dQ5EhxH3bjZgkgHBaDQ5OXS6iJ6VnhZRD2NRZ2xhLIK0O6EAwAagEVACDrOUt0NS8pDgZwjSgsZMyYieh3iWAYYDbGEeSx4anuFY7CLQ6HBgQwRQCgPKU+N0+7iI1RSOMHZAGqFEi4xxKlUhrU14CFMCgXhVyDM+jLLAUvwaYl8k/ufo5dR3ioY1KUXDjeMDh2KsLgz7XcB+1aRZrHmbGvvmIEB0D+8aAN5tOktfy7piWp2pzDA0t8WSw1X06Hulp04V7syCBax0T2WbM5REPoa3Vqb1Tewhe18tk/Kz1w0hPxKHCjjX6zLBuG+VlbqBCrF2h45bjvXkfpV96OmKGoSHcHi1L7VMSg63DkaUjkAvIXmyKUoc7AUPkQ7jbmA8pbkOPdN/8Wel4Jt92DbqvnCOPbaMk5ozg3SPsb/UYxxYeTq3gKef0QR8wxYfWhm8lHpZqyyKtejhbb0rpoz/B/+wP549W3GswkKC9bFFMKZgi2EgxjNLcBReH6oYemJnkiTyWzkRBAgxQ7IZERpSG+XTpekfuCAQF0ox7ZZv3k4Y6vA631ER1qGTIFt29Y4tEheSMtoMzxOCkAfIH5xJyLKMDBKGyFTYoxbDsCONpVcPLhiGAYwdH56BT4GFjee/z8F7+k7+pl1+4AyjZ5al73vUHb1roRb99wU+Cf/eTsI9M6cTpaI2dLuCf3Hrr6/ehfgRwBXgBQAAF4D2A05c++Np1hHj3101vgY8zvmogDJM4Ng6zlU2PIewKMoU3UE9zfHyI/G+ep3/txfTe+RDOmV+khHvVSFB3k/pme/yk/l65/dq3ngqFlSfYoPW2BBzwr3/3/4z/9Ov/Ex6TxhLpXolHKVOW7ieGm7lw3xUHQXXo7izcDbIQD9hRYydKtityAFB0dCYcvd5CfFHHNaIDEXjrowtnl+aNHTfXGKJ1OmMJwM29dLRXP3n3uDeFOB3WPo7vL3v7/9L0b7/a7Vl+HzROv8Oc83metd7D3ruqq6rb7m473T7FwsF25AiEHEKiICUIZJw7hJQguEAIRUiR4B5xAxf8BQguuAUJkOJYxjY2OZDIxnIcY7vpQ1XXrr3f911rPc+c83cYBy5K/BVD4zu+4/PJT6zKC7ES4kAiC2QTkGnuGy4q3aaYGAZjmDswJ3fhouekK3njCZ1EYgYBYCByWGhIirvzRWFKY09GEYjszTAxhiGmVPUMAVe6hxYiQ15i0JwPKdtUY/TuabFhlUUREByDEEDBmSOUOfU+KrElg6AAB4zkOfSAhIGVEdschaGDkSNThCIEQACkRBCZxqmVWXpYQaBIwxjhDXhjpN6GVJhtLRJIb2DbZJJoARKIlP1xxNNSH4cXHooVekc+EZJRBjDGQ7VmaceQJVcMx9gdkhlPhgLF/a337WnR18HoNiEKLYjdLTwZjpBl0TlzLoc5zhMFK/CuuqQCCW3OMRRwXat9Ob0yjAEJzAqKZUePM6wADK3XODqvQFMQGoYQMxtWUTA50FbkabCwniaGPVlSh9QNFnY1AaCUHuYXpsfhyh0wI2qY4Zb74VWsQc33ERugMhYAQJEcb4OeU252JoauSJiJYTjVeb7NyCWNkDX8oXDlrKujuTmatYwyACrqY9bn3E9h7mnQwZQqpaZDJOzMsoxmseTltftXbEeA21pKU7ikEmcrQi+HykXnA4TGFxUMl/M4NdZKLylqGvPNxyb4ANtIQMfufF0Nz8VXtUfVeOmYLoQvU7eZeB14T3yxccfyLs/BMMcD41p8IjLzOUYS4sU/H8sFGcr5Lv8Q0pbk8sD0hOwh+461ho49+bA+JpQoHfSYBhwFLw1em1q2riY5s+ZcG8mHtML6scTiTKPtCblL2YjEG6FkWernt+Ov/c3L3/6D1NC/HLdrPU0Jp+OavI1YJAbUhW0qa8LqNGny4A5WJI4O+QLwsCm1oIaUCGDdWyl59jHEyRfBNjhlcEjOUsKmvw1dUp2r+amIUpKTs/Fh+s16/cxjvT7xbJCuLEPlib0PnCkv3Q4+wUbDl2lyvh7NHCOmmoPkCqbET9xmvV1+/M3vfH38/j9/8a9zwfAuX6YXzK/H6/I9xR++nD+LDy/3+jbijWgfvyLp5z51+H/ex2vcH4D/EOIJYAGYAM8AFeCPLc9/8rr1G38TsWveprdMgPgIfWcogu26bfW+98Vgft4Qf3OB/8rHH/7RH9Dzuy1/yPzEyso6JlY/3t6+yM+/fPd/+c/nP2nwqdvLpG34aWtAy/Lnf+9/RxnQqbK/w8DQW8k/sbkmL2ofKZ6UPgqI2SRYmNUcCR4Gg3gG7QXuBifB26DviY5Ix4CTkjkeSYbS6fBQ7YzF8aQoTupDBLhroanOKcKnfaDBj17JKOU59XkrsNuSA0IW6HJYByxOSIqyOQTWAg9RCrN6EKEyOGbMoCAkb7/cYBoZaQImAyROSAge5ioFH7/kNcCZHIBXaxQGDhUw+yiVrJ0Opqc6thyZpqXQc5JTXn1YZdmnrXxqFe4aaToGwGE8PQXwXCt01yw80HMQkRFBAAACcoYpDHMYrIhmlK0CLQQVg10JsxB6hjFmWsQ6WAo1MkVl/gJACOowZYlpXOUwbLkW2YbgMFDmFKB25EVsTF8WUygVggoirqacHDNRRK25nOdty+8m/BIE9RRRg61ADXKIbb3RwCoyzC2R0RoghkUXFlsMvROdox0V5yCukQE04eYONlOzVPA5FXz9LLccgNeSocMFG9+7ZMi2XmwA1udHW0p69xpptOp1kqRXH+FH446AzG8ehX0fqOK2x8k+De1JzG0miLpi6BPBK9hthZVopZ52+JpTPuR5SVXLEpYuuZ72XBinQRbqE5+YXvwNI7XpqOrwGhjsD0VY12buVdpD26VClwfsA8bksKllNiiKj/n0IeGL1tp4N01YE+R9d4brOXKRcpyZKR0WZdZ9Jnd2PqeGx9kefer3+72XeTwcRb90a6TzvPeIM8bL/WU8en8zv4gewzZwjfBtXRPMexkc8Tovz3OheuM8Un5XaSQOyP4BWNi/xkToS5+39P4ddZZI6Jf07nKNxFMv27bwulzL1ettyzBwfpX2obvY48P6BccXwjPmQRUjBqv3DjUVDYjXpMuHx0G6dJ5jNn09+sb9bczsrwef5BnlgrSt9emIq+E2Szk57s/X+t/4C8e//GO6ID+vO3oUhCCQaaZ0cQNz7gdNgTAfodF0j2CiPkmYrWtUXkwdCUNJDZhiDB/VGYXZ3GnJvofHHjYmGLTESKBwAAGChHYOG24X9re201B/e3iA+IhHwePzUGYrjUuFK9PH8vTN/OGa6elSnq55XWPZ8rZEfDlwNf/0Qk9zxtv5vr9fs8MRGuko6fqUUOLp6cbfCP3Zjx/+bMGvrvYra/3Rul5lT/kiLKn8qFQB+gKxABDATwEA4AT4sN6+WeJIcMtJN15XOG7Zs7h4rdTrtOI/2E7ruKo/JHNB/UnU562VWJM5aqZm+QExk7RJnfR469+zmn4+ZJ+eLHbkxUxkQejg1Oe9+GfEFu4Uj/BvA2kACUWbLZM5l5TfIZaIJ+bV8AkBQFdA1GDiOVQK5gAOBXJ3N8DH1DO8uQ2WMP0kNmy+ok7IZjiEFdAYPxugpJduI6K7u0GUtZmHSkxQStrdFynDnTFpRZ2Ucmn9KXOZsiVfIpZsZDFDl4Czz23J2kYR7QoeYQHK3iE0sTLhebfK3rwnckOI+TA2hAhV7EgrtrFU9hnEPLsUtgSUZ1wGIELQmnrzW5YhOWGdWQoUx5LwmuCiLkh4Nq6EClSRu3tSCZ8LAoCShyxAkxYaioMhA1th9wjMQDVyGKF2LCR6j1U0KzB5AmCMhQhJEYFYqXBrHhn67BAjwmciMT3IHPODgQV3c6t0nz4WIohjKdZBwSzRtLDLs1myitCRg1whMvkITK682ugVZI5ItBTQzLtAJ+FlqFxCLBJDyRm840rY0URQrJV8DrtXJqU3OG29tcMo09uwxPAlmK61GfaFW35K5C2jTRtL9ro40aX3+GZ5jrw+yxqwuj97TA1Jkk0vH2/X1impvTWuFCCRxkz1DU2KNJ2tphda+Ll8b3luoB11wRCZFEWShUfOdTbJKbnrFS7ntKQb81LsAgoJSjeJfimAfc+bSHNJDTppEI6IlHSm2KNv/P1nG+/y54PfLskQdocWxRn2pH3CnkoaykvAgUf3x9BhxzomxFAkhpEn0l1RrL30zCoTl5TMG625pBoXskv1c8rTEsAoWUzVOY8r5cRxKY9dzqWNK2ys3zKvS3BN1WVCWnx9xZOnhOuXyNtlpfT1BteOcLt9veSPV35eth9ft39+S9+o/1qNdz/bLwnK3ZaXY23o0DusZRzngH7Eaynnl32v9Aunh+x/sK0PeKGDjiG0jP3t8IDj8/4LPT/f++/38w3lLaMCaGuv4LXtmXN+W3/N/qV/7eUv/AlcGWkjL5pXCtIqNlwST4sFcT+UQgMbFY7pPiILjDkzaXdbikWb4UY+A6mHbaMAKcwUOK2ndyS6MISE0+qpj4m0PDAlEQZ+2WkhPNUgQQOzMazv9nLM+Rm75npXaau9zfkqlxbPcJULfPVUvr6kvKVtSZSTrN8UPienKj/fVe/n5ad6/c/ujmtALFBOzWud02F7Trys9sd+9PYXni9/5qN/s9Yflrd34tu6LrLPsUK+AHwN8AlgAxgACPB6vO2gmMMTLx9A8rI9I1+Zv0n0sd5+eLFLOe/ZqnxrCI/do3isEbjki8V1E2woDMh8zHEnfZw2GX0G3z6WT5sSdL2adbE8ulmCQpXkADfNuzUHA1wAgvq3pl+W/LrHwXHMOBn2Mx7gTeIgR6Rgy4nD9VrZx8hogfgOYOX46LNk+QrjmdJzt5rSuwZXgQxSiG4ohCgAGCEphQez3u+DYE3CyL4RJTSIANeMWV+OkgUenZLjcFSNUofPEeZNUah39UoYqBlXId/fVsbeYiFnNQPgETWFqItNplUDas4ScIG8KKVLGqIqUq1Y2wNpjpGk6KQqaAbONDuNEgAco1G62OmSopj3DK9HH6FmMDGUwNKktBDosoqbYUYxlpzy4ASQogD4ypdo01LJkRwCXZtwTILE3BjAmUV1whIHs9Vg0nPx3cOqT6XG2pnNRlQyDU4YNiF51hkFMdhYr8jJcclMExdhOsFzLd3LKqxcGAoXO83JxyRHbD50kUO9LvxQm9Fm4lcdkGAmk5Rd+ZSSdeJSvKEspE51xlqyENWE+TFvsFn3p5WWc0yDlZZ6tFQxuTxxUkoXEXK1LDiBiiozYiT27od5dJjnLff95fOm95f5Jew+orkpsiZWXPHLq21PfNL6bpMXTxja0iKQuz31gZFr9yvg7DNfKN8NKtlslZGmtRsZEZdwyPvZjpLo07T3NAadzNDTkAiDvQqouAbeLnEMEbSdYQk6vSWNCbFJbJx6v2bMh75borgFaVb3CqRxmvZwm+d3q3x+G+fVXnOiZKHyKtB2aIRm/MZ+pHm+nPuVXi0NsR1jXG7Wwq9ZIBVTvtzwlFXy1UkShCFeII/gjby+jwW3C0Ej/lWRXLI4Y+TC5fUcHttZSeryPielWJY5RLfbE1tarySLXVNYujfb6/bdDueG5/cW1r99oztDvPE25tFL0lRYL2/+dKvk493V827P7AIlLkde5jFoWexu51nQj/0l5pdu37f986fji8SdVmxvryhvb63x9oDn5P/an3v7K99INUNOQSeKHZ7afk5YujejmnieMbDaCIKMid1LhWyAC5uNjLfrFIEOAPIxQsNXlUmdcAGwu9vqwGHCdODYML3Nkc8ZMML9Y45hVlNGh2ugwozD7rNjMNwI0q3wzWrOzze7VlGx68Sn4TnVp0o3Se9rFWrApmpqxvDy/X389Hfj/zO/6V0DCMcl29C1Un7r13VF4vxhu/3s19/3P3n7+R99vv5a+fyD/P2vXN5fV8tLAHz3//cKIEADKACtpk0gXcaQNf0Y5PkCP0Qs9TnTKciX/Ompv76lz+P1s8HPZdrNBUxP3tK+T6YZY9DUROnd/STreP8+wdf4euXyg9p/WHIluYHvCLIM2KkDrbgB2hIVgggTwCbyEQHGuJSANkvx2ievgQE9gkwP1AfyofOo/CUQkxzGQXAHVuNX4AC6o6h5TzIHHgxzYgQUiDtgUnV3MVjMMwF+Pt5fggBvNEk91NGjnK0guvnyvMJ5SmWfYBGgjmMgkAZJEj9nWko09AQevFP2dO1O2c0nKBc4fck8X9GYExYmCOaHg0CiOUAS9bgF3/YJMTLL1JkpccxSIgFVwTQH3YK7EZmJHNY5iU9rSBbzxmsEBaI1p4KrVwgzLrthkUt0AmLvDauEkYqJu46+pQRdhVAANEkeHS7APVLxakRwCOfVg4AQDR15VxKUM0p1VzlMIZXpoJzIcUhxRVuX1pIWzDPuMA+mU32QneBt5TnHUcS7ao0+Ae0ozGRO5MDzKWA79R0TNXzPslre2DFQIi+eInBLFafPUu1ErKgNAqOj2KAZfozAUl66AZfjDqNW4ThjtJxsGEB/ZN3cNbBcr2t3WIDucyvmhhmZOksCIV6OXnBZ35zYk4EI9mXRhNIOAD/LdvZOC4w24YnfJpJoa6fWddfkJcSDVS/bkl53yd5nWzDT2Zc0eO+QAUbZZJStlHP6DeEETgknWkLZAQTrHXqJAfB6HvfED5v39wnvw6rrHmNxnR4+HWWgkUebakQYAdXg0RGsSNkQLsG347jUVFu+MKaWyhPRifVK5W0O66w2DyXJ62NWVt5difPAUsQnUiUrz27nstSmwdXRMGXEmWwTPxjqm0HyiKUm6vw83ECY67ZPvVzqTLThTfJ2aLrUm0VJcAv4yJdtwPPC785IMEHk8fbF0b8DPi9xj/pY6dH9U4bX5nduL+TfaTqqfz71TXl+bq+Xq+6j+ZhnUWJlPN6CKOlrm36evzimS/vcEfbPbZ7qyepVpxHyy2vq2eb1if70X/78X/6ttM6eufQgTrtFwaPNVnNTDylGNhlp4AQdHZAC3NMolSCsD3GwxODwPZdLxiMRywLsgFmATaqwtB2S0jm9MrBAqHv0PTwXV3KzmHMC2CDacPiCRAVbw6fEIBAX6WzOfH/G8fUlv7PLu7L8eK0/lF/7teu7d9fnNWHWOwb652n59WigP6A1LzW6IBcEuyVFKFtC/HH9lecb/MbHy5//+O2fuNTfKCj4tmKRKAAMoAAdYAd4AJwIXvi+1ZoS/+SdP1f/Cuj98+VD/cW7FT/I9ytyfb7/aM53z8ctb51Ac/dF8POjRYb7w14MXo84Z/vuEe3009YvAxP9c+P8WMp1sUuyrxf61UW+ogQb/u3/8N9weBas06Pwk/OF4jqBMMLpC5glIbA7gCqnBdoMJjyD1vADTAMi5TwAsqv6E8Bp/hBIEDOik5BPE7LpkzFZMEYyP5MsM5TpBth0zLdvxz/T+wJZCjgzgl+qGKREyAQ7wMY2ETPA8LQuc3SuEt2DwjnFQ2ULc4YErIFAJXQ6NKIwyyWN/aCnFYeJ+YmM4eGKQuzsfcIV85vqpfKMYPceAyJJmuzZXd2RqYywpEZF1J2YNABmS8iAPMAS0QhbEwxPOcwQwBOhhhKlAbChzNboKrOHJcUZ0zyDUBGIUN2Jt9k8LRHmLhhDkGaQG2CGROEtIe6jbgvuGslB1VMiQHd1EQYVkOg9knRzLsQKe8Ta3TIFomg4Iwwz5uIa6AbiAczZfVaUhx8b5+vhX2oCI+KZDo2S2KMxruIO6iE26JKxaQTOCEMUO4AWExeX2TrM0y8bWncTQpawc44lKtwUTj+cEjpkYu0oNLtxIcbmVFzVLwBvS7ntrdccrWPGMI9aajfnMI+UkJWa4roEDvAF5o51o/1tH5fKd6DNYYa6Y3AzryVDG5TL8LkKtA5xlTwiCarDMrXVjKcFOs7ulyqvoR8Au7YOBalFyzNj8lK28f3LeVvAoICZoaeRBk0moQzgQOLnhEvwTiHTvfIC2HU3ulLWouhOXUMI7/OxRGqzT0tEwT1s2X3Q5YnHKAD+etBPFuwAybUV1TvzJjjPoX7P9R2NFuUJ1dOUM3uJu3p2Mut5piM7IPdO25aBEhhxiTBYk6heOE+UNUK0Wyp0KC6jzPTavCSbGgz2ovOScH+b/C75aTNBDTpQegl8Nag62/DtfXq549PUO03uUHJC7W+mmTIvNeVKWiJF9ptsC9g7i7vQe4RJkBhLQXm3n/i///f5d38ueEuP19kHTsVsqywGoY+TVzoASygakSOKM+UJE1ympIQRHrvTJUA3vXbqlFrrwjxXuDLtr+eCeAyuyXYgCZSnAsfDOiKTZUyBk30tV6xlzPv7KPdF6rKmyrpeglw62d7tmOUH2M4qPt0MsMTX7F+o79/Hvp8vjzeF5OPOmf+dn+z/3A+tu8828KZ+WLzjogiL55EY11iPfdDbt/qtw9m+++nP8z+ef/D57Xd+8YffTlucfw72FcAfx/LD31h+/Zvn9VfqDcS+EqJ3fdfHzeqr7q8zeXwJ4j5+5+X8qPnze7/8iz/81R8V/sG79x9WyO+Y8jlGFXs9GM7v9i+m56HfH6GWR+y/uD/7OYd/NfDQ/Fv/x/8N/s2//W8jk0emJRP8EDl0WBJUHDgdaYY1oeEYCCdG52SqgLRgtOgoeQQthKqWIdz6LCkaEJtMAjSUwmxvEYtjG75SdBFxdPTkmGCCwv67v/uyw0y3fAV4My3VAcsNSQnBSNZTkDCgOXIkYM/CzS2bOA13ZLwY9OIwCBNCU6ssfbZENUTbmbd8aAQZzkLS4qAoaTUAVscEMSFl3sPriJEnuQNwwuiuELyUeCiJagQt1AckQW9q65JsYkQOmu68xJyeBXSyJ6Y2IqFMQLTgnDAUiTz6grQ7VsFhBgpEAZZDtAGuNMwDidGBmOfRSwbHIb4GTTOAWr0PRhluS57DFhho7kKBAto4L3MqoHMEiHAPSiDOitOAZp+w1uU8r4k/eYYwGyGXQvvYxZYQjzPSAk29rKl1z45BWbC3wRmAq4+xgBwMFBHgjsF9eq61u9cBtoKeSAVOXVaayOEKb9MuOT0ULpg1voX5EegROSTKnMNEAupKrWsIgJL1R/BFCDQsweyAtSNVphmxYHnoW7LKlYcFC6HjFeF1Rkr+Cssz6ImF5gumtfdR3LFia8Y01yTfnfFVfQwW7iWyAI7RoaZxDKKcL9S/f/CHQk2YlJ3BbDIFqY2SQFPAaAAVioMx2+jCBAbBniLv6nlp/aR0y+NV14vY0EMEenCaq3IDjcTwpeMVzpeO6wX2NmQHX20xxpJhgOfkeGbCx5Qnm1GBFTvxAKaiK4AqPPjpQ13b+QtyVMxsswNsUe+jo+ta4/WEpyd+bVwxcKVkrigXvuyg2ZlWvt/5fbXPA94Tf4lRFQ/WYvNoIxcTzvdBaY6WluL4S/SLgoklShajBdQYByy1mbafa/k6buO8zyLt7eTEKdbrEqPmchmyrCSSf0CI45hrPVGu1uZSrwn4eVf7P/0H+tnXWeKf/qPlSOooZVJLfHEbFgpADBQeUIImoStMikRJuBvQFfD7oGeJhlgSfU6S3+ZavL9hTm4RKH4olZhM7I7mY84Kiy1oMzPDwilocNnW2Ge5ppk1xW0sQbCwzfacaoPWxjJ7C4cFhHJ/AfwYkgru2mnad59//nk3h/EvPvu/+tv4DZwPO85YCu/GG7kKWiyXd6WZUAPbx5xzRpd9//53d/wnP9sTvn35/NO/f/807k8NvqrbH/2t621Zf/IVHi1vXy8PkYV4Sm+xtJ9+H1aR/GfHA18suFx+m/uvXN/95Fq/lnJ9VxEivWOJ1z62Nl8nyD7GOGmQjnM2DudlvlbLze3Z02//L/8X+Lf+zl8FCszfOGiWX+9zyVlnfOQYACcYBnzCmIAjYBZubeKajj6RaQYyBhBiBDuBWyb+hTbOuU9PTGGRwAdiIj+BciAE/NIY2oYBx1NA9PP+e59fw0bUZMpLAeV8S3aOnJm4GMMkWlACbZ6TUvaYuEhpeMTIvExtqSYfjoxiMDF4qCZ2SBP0EqShQtI0CuubU8oCLRZxPNyXIC5xThIUgtdAtNgyWmujUHIJNDHxmJqBFYBxOODCesyUwLSon1RZekAWVffkFZJNU8clhwE7ogSR6hQPlyX7GEqc04RzxVDE0HABU0iwx9woNcBC2FyZI1tMRkYaHXJCAjS0NBVTzffxuBArKQaTmAWiQphRJfAENHsjDiY2CJMcvVeMM3Sh7IEOibTjEumAQSGCMQ1JEAgIrR1QFzRYsh8dmOeIzBolSfMBJAwTifvhvEEZadKcBjMwBRCEoONwKjJ2tSVdZ4zqySF0WCTMUQYfo+e12GvjTXRH4MO0XJLPlLR3DwaGBLg4nuzRMywTSWxajIAVsKMTXRO8QRQSPCZiiPpOUCnOIjxsqGUWnZEl8oC4qDaBStyQMnpzADuWKkePrdiuyFAwjixwmFwFj9aBVpBH16VITNMc1iClgZ3gkvDQvkk5A3GaMAQgOIGQkh8tPy34psB9riW3+yvKOKKkfgxhwumWbnHs+Zm74hXQBNs8hVburddr1iMSoKvMW5L2mJpjoeyTUpr9Megdzju70+CEGomCWIibhcBytb0TFKt8wzw4iaoVRoWy+qcv9Lycx5Qb6iMCIjpEUoPxctfndXl1uBI3Pdjcy1PEfepgixDxYuEpZghjPa2VR4OCfRAn9z41vyPwlNAhbZmmbBd6F7cMrXZIeT6yJPTLxw+3x7//C/8//x8+//qf+ONf/2L5j3f6ztx0W2WOiY+OCyGxtPAnAAgiFsPP+1xzGQgb8ZzDImoph7ok4REhoNqAICasHiOxs9kIYaRa596FeAZU4s6+bnl4AEIKBjPhmExZWNXSBK1LzTGfbrknkOi/6HS+0mWFNI/XkReMKKvTvFk8toafdyiPrZ3/ym/5+3wAC9rBvnBqSlokX6s33z5eR2+J4UXPMD6//8UKOPeHvc7PL0f7tM//4q59tsf8UYb3T+ua8+WGu9HT+/rwqUbnYQTqhY5Th+lxEXbNP8y+LJffqLW6fvhBnRzksmakce/z6TV+wfZ8njOWStAUa3U9KsT+cc1vzf/M//h/hn/n7/7V5ppwmyzMP0l5scgJt5BkkOB8BQ6MAXAywfQhqB4j4WkWhACEhGbaHQDSBeyN/JwqxEC0qu80ECQwBtE1iEMnM0ecaKGgHmmML7/78wM5cRXx4fK83Y77sZUUAFxQnaEwKiIqpTraSaVQGyKSFAdNiBRgSCmZzQR9P5e0mnoU7zOYYpX8olYEeOgQAMVlEbxbKbZjNh9V00CnFIqutOTZtGbedWYTT0NnTvzQ9pTL4VAT97NTZjLpZCuyjknplz2dUdxHFujTFkk9iEBIFCyLNAtEw2gude5OVcYwTpNxCZ2R0ADQIACwyjhnyQkdQJobqyMHOmFBfLhvTDDcmSO8JuiOAZHCD0QxqwQOEqqAET1oAVByRoQ5FBCRLbDIPCdvWUdwij6diEvEMaMKCoJDwqnM4H3EStoQCJmACcyYQUvmefS2LaV1RGSDM9E2UdnJ6TBdmLodwOt8zHJLNNViMpYzYLEYaVz49tjfCmM7dP1w0RfFEjARC8HwIMxC8tjx+eJ7d4GLxU4uJ96TvzPfc7BcYe7k0kAxIb5CLMCGsMlolKTNBsqY6zpf+7LCWw/YtMzMovM7KO9onLElnZhmM1opGwWSzokbp2YjsUYscIQvMCBSHAaXHJ8OvNWAV0wf2R8A0foq/qZ0yTBE2KmrJRlvKmU6V3flDHYflnR4CCYJVwh7m8vH5KZGAJGnCtdhRqy7WDZZuDXNUo6wHFLiRWElSgKTKo0vI27wZfJXAA0466lrwR3TNodfqII1uIF/B8sTasuXamEOuZQRJ3VDiRg6ic0RcHx+823jEj5mLnXuLdbipsJxvka92DSQ1JttGfv07L6Dr2mMI59zIFyc7kIEM+F8nMvHK3ZbllIc1vWyTF6zlNZwicr4wv2P/af/q//1KsrH83/tG+PfbUT2rvsrwEVpsDpIMDIGQQBjVjnCCPSgfAEiHL1zrdBAjB6iVVBboaJiHmmcGLXrcCZcMql6CPhUnbfni57GWWwy5uQVebjNyZPxqXAfnLGfUKBi3Tkt4BqhyhjhHIQWc0DLlrtZaH3exn0UAv+wPLyv77PWrX2z9SNM6CEpLcd+3vYfIn18Ql5i2+xQe38zOzh8PPq26ssM03b+7H5++7k97vQ2Pv7eK7zK9Yd0qr2jOp7iuy9Qr1AoSGz2MGfNEJvNxPiDLO82w8Qy8uWdF6wpAYFaWZb7cdwSdbeo6/q478IpHvO6ScpuJ11X/yP/vf8J/o2/+W8BM1A1SLn+GY28VB54ZUcDSYzWH+R3gO/dBvNpwRm/V7hQfDFQwWYqLNn9zX0FMnRHpAgjIAUWRO0o6CDoiBTvwpH44daBn3p/G9Z+79PxfpVBzg7LVc95Wfi8d1m20vpjqWkOW5KHiBoXgHPOy5q6CoQPCyH2UIqL45zaM+NpI1mdGOQE2BLkwZPhxnD2HrVih6VKTLPs+cCZJNSyOBM31yjMjz6X0hUv4A3RJThQ3QCLamNOp8O6iI5p5BXSEXOjNH0IMIxxliJDa6XgssAUxUcYISTrxouNg/LGw/cKoMBiPHkmF2PkOADFOhSZD8ibDDXJHsomCVq3SnV4gyhJYriJmmIualEcPM0YMDPmDrBh+D7HmtMAKh7AMPqMVJmQwtwaEo/gjHM6k7GhkxgpBXEqosOpWHQJa8M5s3qEZA5FChyBCcPUzIgZO0plM8Cc8wmKIzODK4r0eycORJJUJdyGgc5zZYjselYB7Qq5wmjK6AacF5kROMAVKJspmOEl82M6ySb2Qlwew3MCdchRuXgb7IToEDAIcqbYMZbW3yQ/YT8NAta8KEdEU5tFNnsb/oT66vQuxUkWp7oAxkJC4SrITWOpoUYc2DB0gjBAEEPrLNl5khbMzTlTQAwYMRMIBEIegy8VP53HbcmfW3pH91fAdB4xe0qpPVK+KAa8dPga4ii8BvQCPhlYR7td6utsWLN+75cLnzvKMobmQtFgDqnPFOFmpcZrpNThAfBB5ggk52NQzjA9IaHHPmH74RPcZ049pgAk106ignJnYOb0+DTSFT5nuhlY39WKLAajGrViOBKrQ9bevTIpsS88VS+Pea6X2zwexwHqumIbxyiUH29mTyJ81vGUN5xab5fsfCmYhgtkTFhe/m//cf/5S6tW/uIf8f/77/yxH3340d/4g9qRA6GDIVQGSNnG0bTUion8MeMK8kZalSZS0TGXLNOMvUbpOAk183Ig5XFokfQCmlQhMIsbEIwJ9HHNB+Yc56k5IXXkQb1OrgpeiR2BTOPC8ApLkaBA5EAjzlgVH2BV5v1tlk1GzwR3jask0v4IyYwlyq1GuK9A61VPQRp+aH+qdtGF4lHqDBpf4RdYC1/entd8w5O9bE8vYyJKf/t8Pg79g/N8fPvD33n84dv4EdBh5l/n5XHqm9HXgkXPL1SY7QfZmPBHKWf2j/ULQmmn+vL0VLzMnBec8XbY80d+O9MNG+KWV+/OK1B76RkrP0/v1z/xb/+P8O/+nf/mzhsrSv2g6SdJvia5Il7MkSDcZBE72im6T/uE8b2weWiiaW6En82eEr0oIvlwLjbvIr+cl0ZRkdoYuUgfjolA8RahiZ80XsDLDA/0z9+9Pg6dFJdlcWlCLIQImERGcMJ+aL5lG0yi7DJ1UqKq7kKhMShY1WvGQeGagnRqFICmUyQFekA0g1tae3QagvXF9SkT7VMkzz7A4GBZM5SUhysx+eeHfn2lpsLhSF18mTEoHBLBSCnNPjwJnpiKd8AKIQN9oeaAdhpX01gqhjEXydMcYpoBQQl6jSZctfVrra9ORIpzKlDJshNd+zzZk8PAUOZVAVcIcw1aHAdBBMA4IF3Nd8olBgpHn74xnGqaMTkYgiKn09JGehgIJSkRGgMmB0WAAAX1qTllcvXMfDTIhbtHiTlDksngEzQThflkyIbItJtdcnpMeob+SAzHlJwo0HnQ4BAAZUxsOghJwyhyJT2MhMlM5VKub/sp3AKWhOjeB1wBTh1lobNjQQDHZZHjrpMA0BaAIQlsxIJ1n8f1aXm0h3CZ6gJoOeZAsCZYMDeABby1gy+bfd+x2gQmoTRsFNogACbShWE6Inx/4IcVOgieY6KmRANTNhvJwTADnjYrQQdYC0xFmDhpMEKAW6/btR8GV8r7dHNgchyglIUIqA0rOc191gv5m5/rCXu4vx3lRuJpx3sfyzvEL8PfZ33g9SmPN4IC0JUKWWEYj8gX+H6md9fRD7KAxANdOC0pYFgnAkpy6MieOszaeS6TYp3TaCnhYVaXBDP0RtsJU2LRCEuNIEN7o3I59n65wWuHNMmZNF7CbgJNKUtMFsOBQscbltVax8xzMK8s4+wpZ300Ofz+fq7H7EXmywsVmY7ZglvqH7HmSqMFXz7OJO/y7e1n97c//C9+9699Ki/Hr//X3y1//E/2v/c7f/FP/wb8b/8eOm4JHjrfux/hHDBWwwcJmWTSYBnAK73ee6LkpMUEsiLIhF48efjkK8dbV6kQQJSIX3xcQb7ovEqtPBVqzvNhuZB5QCAy+pyRMxUnlYLHaZc6+8wZmVBKHn2WYSfwJZMJHgpZVMdSqc15wZtKB61FFsU9RV3Fm394HwVh1ODBQl2V3i+DST5/8VWi3x3zXAoen+8m8FV5Q/E/9vR9WmFrvYgeL/SHh/+Dz+zn/Gd65fOL2ZoYGPzImNQK7oH1KUWB8eMqzx714kp+aH5iBS0ZJfKR2kXyeSzbQioi6Q3wK/LpelCEZJBGlOO3/wf/Lv71v/1vLpR2TEW+BvlVXj4CrJhuiHm2M2fqJ6X4hZ2nUxD8lOBhKEI9sKE6CRkcycdkBi2AHdDDA7CwxQwuMs5pC3nHhSAchaMBlHBzcHM/jvtP3/xCIJc5BuaVC2bBGcjOMDVn3g9Lt5we1pInQAcyigvGdNDhkhgGuISZXQInYgvONGfHzAz76bdiqjXnMAfGCKymKKDTdiM5/HySVQHYwrPGhBRsTpI4fBe8DG8CPiILRRZzD5ExdCtwNpXLJd1PEkfFvTAboxmyXKdarTUiU1zVdoHeAtN4MSYGhjAHEzQNFME2aE2th6QgmzOM0uq9IRMSzFxRB6SCj+mrc2MsEMShXoRjeDCHNqOUzIgMURoNio1HsxTTcK2lnSeLwETI3YNkzJFrV88cqUOrKY+pGWFEkum0MQxy7IEMrqDJyR2xUO8IeaJSULtBnRgtogIHjmguy0ZnnwWKs3IUS2ozEpwTuIi3fitiu88VaqczOehE4AgYQCvGREhcxogFzBQgK2BKoI/p79xA5KGWU9DpPScBBAIw24Hfmw0OI7Y2UmJ7bbjlw+FGOBEDIN6GflVQacS4uKgjEqWIDHC45zBvQBfEjhoDAO103Cr2AZXW/XjUS23aF0gGO84lrXB2YQLvxgU4Q/H47oSbdNs2vPfGQ2Et6b4fkJQVdAPvjDDg8PuW3jF8uR90SWKGkmR4VIIvgj9gvM+Yp8tq7kU27oOSHy7IM4CYPDcaH0K0jte9lsU8MKlNhDzsjWh7rm+P9p6q1uGnFkknrCl6SAWHh9q1yBi+KPHFvn/wwn3ETcYxa06u4a+Ezz3OBbfDX9iWjPvOz5ew5rECnWYRMLLqp0dh6Ogl09l69dvo91/6iapNY6ImWrrgJSWZ9eP56Q++/af7T//G796W66//V9/Pa93/009/0l5/9Pvb83f9TPlZxwmRmF3DDUIiQzDjxCQWhqAeRO6OyIjTbcGbWs81xqCA6YlZm/rGMiAyj6a8JJk0kwMADJOM3eaC2ZU4B5xL3gpj87rz4EaQ3OfMXCdE6gxVXZeF+5vzlqedFDWeJu8kRuOJ68BJnhCsTUrLXJ1NjICzsJJ9rPQo87mVy/OZJO/FqNnlm7IfZ7XUbFAkxBd04/5pi/Ordy8fR/Ozf/u2/uKN7ufj/zupUm7nU8afG95inCiLj58/p69+ZTsrogCutEPdzrdhl+3r24GqK5UjKA3kxOo4Mt5SFh7E2/gyWilrboz06H/+3/338O/+nb/SB/O6Kv1q4kLbbyW4GmN4Jog5p3iboTi/AN71bGn5hIAY06MjvKhdRc7AtxSikBh202ApQ4FAMDuekdNx2DWHm7A7KHzN2tHcY1IZP/3+MWZDSetih8xqW613xBWQVTmxNfeNqLGJzsGFDQAtEnN3IHeXZiNRmE32zdIIEAhnTBoWBiWBBrLBRGB1rKEzC4ZqQMAMSKud57vnZG8yai8gPswqLIZnigxoHucYUVJBBoAjoiCjGTMCi9t0yuV+trXOCAtfAd+QnhAdI+d6m00k4ePlZavYoKPWBA0IUXa3TAhDJaVHd1moTgg0RUAHQPQYWC5hHdbcd5cqqZvbTHUZNgN4oteI3SxnjmOGAAIGmjllAgDfOW0QEAO4Pj3sy5JFR8rQjKe1ChIRkYvNuQk+ZogAmugC4Oi9B6Zs02cEDlrqOC1VOa1xZR9eCcYMFkqe1Rty0X3nSzYDYUyBKiAHS47WgosziAwflcsZMztPCghSjyrRIkHjtJznyUlGYLV2IknKRfWRUfoEgyPLpbVxkdAUCd4rf5fh9jb0kvGYmIEDukKW9PY21kU5cuPEu9X3dLaxMc4OERprkT4Y0/GYqWBrva5pNF+yny6hxjXB3vqNpYGnQuceJGkiLYHODz1uyMeRKamxC119nvkm9ElhteT5DMCpV4cG0fRNr6hvbluiSV4B+j4oL3I5RlvDZhjKFhwi4M2xIp2zhydfoXXYbn4+AOnqfnzM5W6wuM5qrGVC8x3LbdmHsg6FAgr4DpOuah1Gxsupr7jdLgew6Dl8bkIGBNCSlDi6JZuRJKCjiQWAC5RG/i7j98ed8UIr+WjFMlCw06u3tZS3CdlGi8CfH/jVEqMHccZkChC6rvE4Db8glOIxiE3Spg+dcvv2P/knT7+50vgY1wZ/eP++n7nnv/wPPl+/pNWNA3A2cJKV7oMXdxen4XGpcBbhfZwUWXGIZBwQJWOXWF+l51bSOtWQqQNQG8wJeQSCRcoRKJqOODOKgufCasgw17r1Ptbnm76+nnjJ0IxS6KgLwskneC0lp8dJt9iPJDRMKSNGLTaGwFrIBx0A5JQGTJBSmrtU9umMwJNDoFR5kG/vamsi6B5FfvBRC4mfkwoAwHM8+Cl5/8WYU+Jnv3qZcz99l08Pfb3n+2mzx0g55pc2t8S/UP/4w8vjQpf3vIcycert5Ge5Wh/47n0+kJcEJ6386TUB4DRexy63dxavqhfWlsstbQbnb/8P/z38W//Rfwfj4siQV0p/utQfTuMklzlHeGROYxjRi3uEPUK/CFPgZ4pk9j24JDlUEfFVYU04LUDwDFsCGvDiE3J6G6MKTYWMZBZCJBOA9cQM41W/6ONsUgt5Pck3QF+Td0wruGO0KetizS4bvR0TkarpKHmdcwh0z2QPShsfHcWGuiCByUiQEGFOlCWPw1aa97AVsqcB7hrATN5BnYxBuDINw8XtoUAXKd1HQgqfYECcuunCpYFXzUo7AEri8BVMPUYp5fW0hWBEiFsQoizoHfjKsmR8ljT3gwV/rwVu7kecgiQ0FBwDADOzNYvsdZCKDAQmBYTw8ACiiJTgPFNO2Fwy+vRZ2MIEUvYYrpeSP42+pXIcMyVwNBTGIGPUAYU0MIcbSERTKwKeAiKmMwUoRAEBQAwnnsOX5D0CUWyYoV+atQRACfEstB5zZoFBRIlhBIdjAGPXWRxa41rNIoMMbJVWJUpoPfawDZFxnrRQRCEAt0khb0rXyqeNHNlRUTnEtBfJrkqEMYIKPIa8r72fYtkIUprDUDqDBDY3KqJteoHNUAOMM5ydDUKsMH4y3BLRvflzsRMkR+rRG0iNLbwBjocuzwt82vljmQ/IZMNiOouDldAEaZyOV9WRwtBwSM+0hGP048C8rAvNmXO+v+5yYTQgJg0PqjmCjvurGPVDl9K/DPkq+4lSF7QmwdaMi45YF5iaSxzT18A9RBAdISMoeQtIwmGSvbUoRYDpgUBjWshKaBjF7Gidtmwn6KUsLzsVqe4HzYiryAwq2/n5rBs1Wm9F+5xZL1qOGAU2tYcMOVNIwuOw9TnB5xEru6GaEmRgY9HpIWsZ3+2w1fbyVqO3KW0xL4ViZgeLxHbGqfPpgvfp8VhxfJL0dAYvvL2dg+Lx4z/62yOaP+Cf/aM/uL0exz/W3+zw5768RnD2GI9zTf4ghEmaYFWAS6F2YmSQiFBZFwcao9M5Wynvgs3DuPWdyRnKsPrVmu+6IyEYleraARjUUy3WJ7JbjvRIUYiwY73g25vJFVITZ2WK5oGRApwJp0KgC7pyBuWSmkIhH0Cu7GgpHC4Z2sBc0U+zZOQRSXjcsByAMCBkXdOBDCKKLc3Fs/IPfojPP/LPv49rson5q3q8q5zzmaB/d/xO+gyX+v22p2n2+tktqlryPvTin+74YTkP235SXy9IA30JfPNy3R7s15I1INX3Dzue2/FiIvt9hnA6XRYV+chqUpQtYLnl+af++/9z/Ov/4V8VfyZuBr+Rt48B74izhaCLx8AgghkBFK/DQ+AXPk6SL4FG0YHWUCd6BcQAnmOmjBopo6ol4unooI60kD4ivR8+S8AxU2Y0d6Ku0/7wF9+nmoKxlEf4c1p0TF2zmJ80ChScSjVpELqFAxDARK5AHYYOSdXbWTM3Mw42h0WkqwZBgjysYS7V1Q00s4TZABCIE5JMn27T4vpE90c81arhU52IIcJ8JLgGvdFMQKfBpVA3ZIgeQNMJA8Mor131OUtvk1OMYcF2GXlfeFWWp3QLuUJsFn60X1RoLXzxPkAl2mTOaMBpnp6qn3PZ+JhxK/iikQVbM1xJRgJUFfamUqgrCDgSTOSr4T3ZbcDEObCABROKuwrh0Cg5hiWKiDDBhMTjbEQhQMEF8QGIbeoqMrCnXnP2jsyAHp0iDEkYH+ruNYUzFJKusCS8z3kp9TFnCp99wFLRwNEJCdrhaV3CghnAKTN8buNZ+ISRTAIRIKN0jwUj+nGuW2oAgoBwWl+4dMcrQnevTG36JcaLQipMHVUiu42ACjgBgIj3jh9u9nbSllAHEFLHCbNC+A5xK6GHl+XYtT7z2H2lDrZ53wenDYAc+5xjKaa+MpwTa9I5wwFw4CredAKChGC4LrQcg50fBFCAT1Om7cCxIJQV91e8ZXwxufqwzEY4lSRQfYcvr3WNY+R00WGAwx0xL0UBReNstjDRxc9JV9DTrgkfkTIYHU3rRfbRKhIR72DvUnqbVn2z2D01aJjkGdMZp6cKvVdK9uVMt6XNAUCkOW5hxgsChMxwzkj7aduSpBCbPZovku7eEglCeWv9lkez2y3r24GZXaETPBHPmEcKnQ2I9TAOlGkDzC1DUWgTMsIEOcK/1sepVLbt7XH2TxLwAvIOGdn3H//Jb1A+5uC3n79++3/9h//Zf/TzdOjXf/72r//s6eN8LLspdPFFF41eBH755q8EYuaBClDR59RUcvTQVXIbZ0aZapnSiAHhttZkztV8FgI8sFejRKRUGTUmmXgwI6fmy80fp1nFGBYF7eiRV1Igqst2zjmDrjwnhRLpACZIg2aC4nEMBV9o7dCQCUW6jRWphy2R5wX4pce10HRin6lsoytJu76zTy+pMnIt/QTJhEwyXa6wJKprPH11/NplzPmdjvs39vkCKq81EF8/b7f+6eBytIE4HfBDuuS8H+elbL7N87ximq6cqzTKcLwGpCfQL36v7elIj0t6dm5ODoGM+cOHy6njj/+V/yn+9b/7V8kqywbpa4NfWZcPQUwe03P4QK+BDyYfzhyPMV9LOYbBBp9P30GeGAf6HcMCImIY3oq/DOfMZDgDFCxE2McMX5GgGaxpO7Rk25VtDPvF999nMd4yJ8kyz5GvOZynwDKhATJhAVACUENgb33elrRryfE2ucQYQaBaStUwDPOhIJWbRrGpQmyYkzaXBBBARNI7MA5FlvCBNhtTEqaa8NhPWCpPTQBTXdmXKMOmXvM2xsgJFdxUBtiC+Y3iicTrYu1VHM8IsWEUzEi8JSyUS4Zrqh/2h4b9ftPGMCueHoYeJeEeLlOw6jhYiiMWYRnTBLvBmtCVCYZxFZ0aGIAg4eZtSeXhdiU+4kAvQqDhNN2ZGNRCkngLXyL1CB4KIqchRydjKewkArj7uDFpaIkwIIUiiBMHwQykktI5IUubc8PYUZCw4mgGC+H0CMHW9lrqcfdl5aaZk6M64TRMKcIJp2siiomQoygAhioYRKEoEEEyH9OuC4yRKvtgAmMkCZ1QQRtL9OOkS/FOIJb6aJdsj1goAl0p2IvDpHxZ3o7jynYoLHmZcYivCgN8DWyj63ot9wcW0RnpKvSYPXV+Ay91hThAlyltTkxQVM81u1JK7o/eLo4hOM2wwKOnDBdML648XG9p+6K4EhxwVlqIarfPVUuXSKGRIOFtd4fXR8Jo3avAjmOpYqZFYc9bmffufCv0xvoEMNzbZB+aa82ZpyN6Px0Xxi8Iq5OEnSRP+GgsSeGIpSQdGhVJJ6AC1GEp6ZmQiLKDeyJ2Wrc4p1zFLSIm+8JH0+tC++ue18XuzYXDCQoyQDyGPa0wTGrB/UXXgkNSjm6geKSR2tFJfJwGvOLxNt6zvDlIC8uapM42Hg+4fkhjGD/8D/5gp1F0PDbgr/+Fn/zw6x9Boe//Xz+d/dM//P6sc6P9rf4nr38U/b80BVm3DsZglN0GQFRIPk5O2YEo5t15A1NEBk8Jx5mQjmPUZUELwhiMVJIY4xiY2MwWw861REx5SKr2CH/OZbqJ8RtZAUo6ASQEMSQqaLN8UR2Z20mF1TLY3rxm0YQJYZ6ZisPh47rnwQhMEN0jA52EtRR+tPN9ujzGgwgYfBplBGPnCEUGF8iZRrMaqfuJ4xZ1ZKNaJMgx8MMTphI/+vDtD56PHD9dv1BFTpxiHz0ne5sXPNvybokJli7hciFzDTOnyZN5a/3MMEiw77zS4xT6yHTvNSV6+FkSZzSS7XpLt3/l38H/4G/+m4IXSA3pPfFvgjwn5EkWU7J0BwksAjj0s/tOUob3S+CMzxCGNJ0WtjsiAk+byNxmr5VHR2Q9nK8YO3ryQAR1IuSbec9ofToz7+3xi9e7yKzLSoiIVpZiUCs9zpEoOWJQALiLbBZjugnBOdPCe0ANFacOBs7CDsEcakH5PHVL3gkgBPxN8MmRfLay4tkLSxuaKgxDNc/OEDaRFLVQxX70JDQ8i/WZMkxIyYZlhx7TS84wIUu8qjEuXCjhZj6OXROH07xIefSx1gtIrfIBaK34Ky2+ne1w/Ta0pzSH0So28GQlL+GjsOzukIicgMnVi/g5QpJc23yr8Oz5ripE4RqFwsFLWptbDe5+xMi8njE4FEgQSefMNccesFk0cVISyr/f+48KEAEJHn0W8RblgnPAqJEnDnOOCEIiDACTlIZSDtDwcCV0ogRzOhfCHr5SmtMkuw8i9omYpocTqHOOMyiRhKmzh2UpNAPAYLNhACqSVEPAjojKGBCADEYBqGMXLEqR6Inifu/1krw7lEQIPox6xIX78CW8S8WhOWEcXasMTWuCo09d4zLxAZCC3AflRe+dF4I+ghFPryvNhgEd62rnkUMIu8m66Qw2f9N4knnQL/tGadrEhDoF4z5he5bHl1jY/BH2jGkkmmNkPNWSSABxIuiwLmN+fhzLzvzR49RIDzuuvk2iXObc1RYup1A2+PpX4Hd/SrVAH7ywtYwXKIfPleRIlsxdUmvtacGmqcRj90BPk2yD1AYKeNminZiKOEwfEYwJMDgWqiOMIFFmjESjOWdkCJvMeO9esgx0HiHoLRKme4XnJHYMqyVGiwzWDItPJz7GjhEt0qXS0TW5nWOpZF96WyLKTb5M2HoMQy70+mn2V/30975QOv/Iv/GXfu3j14/7T4/78vLtT6PNuj59+X9+/4d//w+XzL8a+lv3+DFhFLoiWgNFMTE0KDQejW65nNuknWIoCxWk1i0XV4CZMEmiXZUiBNOl5rtrAh1pxhvylowAvODYjZ9S2vssgNPsBH6+igITGTiGiA7weaTCxaVzKDr7oED1BKiJ2GbIjfs+KocqEfo8CKtj5ctAQHtATuGqMyUKEzTr15F3CgZuMSqAIrq+cSysABl9YCCEQEY29hw2YclJnir85o/39+/3j+Nn610vXJ8Ys/vh5sZpAl/WAjq1rpcpE+Npf5x1vZ79zZ2ZGqhfNntr/E5gYGBIA1ogFBk4XS4xdH33l/+7whCQT51Vam2pX+L19A9sBkjDNFyY56AMsQrx0Lrxz7ppImrxVhwDOoeofZKowWP2Udl6CMPuHExz6i8JOikikOpUSlhHDAJTdTMAyFmyWwBzWmgMTtyHp4xjmpEsQ3P2u+Gcc5aF9wMuRftcCp2dCIPQjViBwrVgWNN5qTwJstkkQM5gb4xC2afllB7n5EvyPj1RRZ6OFH4FMpdHO3LKoEoZ9a55RWkwJCCRawsVCQBheTvadkmHUeqg+DlCZJmoCS0OvacKLy0+buebxcf8p5xNdxtzN0pIpzrVPM+uqfCDsTYLfIBtjjoNUQeRLWnummtOj9Grk9LBPSMd7gw+5sC84t6/rHm7j1lgeB06BPAEuYE01+CsQ1NK+85bRgqEc8x3MkGKI4JiYW89bcVnSPJlwqEv555wrRcjQVVa8nHqyumwlOGIJBSuCLWkI7BYpdSnpcJtJyqWB0fhyRYEKljDhDLrGDVfLVryoboiwAhlcnCk0Uv2MdMFcAxLAi3Wgm04ZSnGsSgEv3ajNX3+9EjbZe0+SgELufHstjE51Nb7JXMzxfUm0YsY9k7rsjXU2jcjVX93ybOP2PzV8LaV/nKPbcWXJt9cxyMcnOqq09lIzU4qcHR9v+jbLHk2kNW9J7IeC0tzXTa2L22tGV+nfeDt0znWwkta9Q68CozMS7jayvrt21iAxgbLm0chPy7X9/3tNWOOnaNSGSDi/UvOv75p/cHoXwQK7zifHO8C7xi/7XoReDiu01Pmcd4TrcMFYwyJAvbF6pWhMywd84I8wRWsXCuMbry5vRndJI2SFmDgaYThD/JEuYdfb0/ncfZLxFlTKG75nLZCHIF1zTGHE4bH3BLdVUs7n64Q87pom5Y2mhPlw2qfD7rJdqLh47jytWdMbuZWQT7/49env3RZ9P2vLtvL/jr7wxK+vNx/hPg9+mf9dM7P5faDT89P9/4zr7ftoRP0xJzNBtmGCb1cKkZo9fwwywgcoqHlQtM5gpPOCIuFy4wJpUzf21lJ0Mclp4B5mmbD3Wi7wYvrmvCYc2MMAXNybNGlgeZzYnGRm8RjSJLHkRYyqzP6jeBF1Uou0M4HbsBHREaxULwQF4QGA4f3vGQ7fQjJDC0YvZzUeeQQpc6jT0LwlnDhbMXzw3fC6nSAV4MTbL542eLLY74fD1HdPlg5nupv/tE/9Pto01GWqlicJAQNgpenZNZqErXx4Qdy9m+fgJzdvUg1m+XDprxsCetUX8kn1AuioRvisi4GDf/6/+Nfzfviaw28Yq6AGyIBfmC6mYdIMcuZaSKDDWAHVeEzfBh8F9qYqvmeaFdGsBnRIhJBB1QCVbskmW4TYDHfMSqJ6IwEEABq82U/d2sEqS7FKQQAM8+pWxEP/yUJRGhO44rZE7gCCunULPAYVpjnzFkeA0qO0PBhulRqnhYfhgyO5lZTHy4YSVjPzqVEd4TZUQpi7/qU6QzX0YlqnANwsoKKVI1YIOYkKajoKaq7TfPKtDsUytNGkNhgpHEEX2RQymPgkujh/H57LvnXmXD2Me33jrZjO2FFcM3ezgGXHJYgosIcq/CEo+BqMM0i1+thrfCqppkhIPcWgK9sCbO7VUl9OCVg44Opjr2nLFaCzuL88JHrOvouOf9SBugWQo6RTtEyaOA0lG3Q2JBtmBC2sIWjo7AJraYPxoLTjOCK8YmBQLzkNCdwkMWBLeMK5uYgACTRHaGKH4Zpco9gRkowZ8tUQ4/gJwNF1SG4BjfwNBXL0qYWJg8x0w6ySjRaNvcBXVgI2t5pTZczLAH69ATHw6/CZwBmNAcwFrAAQIypwUnmyx5POQM4UvGpBEm5I4i5IzLx3D2yRkgGG8AJoJpORjCb4eRO06Osfhypxn4cumzb0UeWQKJz4G31L90r0eHLJnebF3cwnCswbj7bwuU4NOc5Pj/OqwKuLcd6RL9JuisQ5oz68FzS2YC3VAiP746SC5IDovv07Xnrk0D03MfGFKB+FthGUrfs3h1yGj1VfumTFhVd5IoylwGGGsKRUtKhsAk2xy1tGn0JfNGxCpKjgVGWMWYW/HL6M+exmI0iCGGEONAhwGLEspaHt9phuEpYvtShbWioWk7+ekpBPmy6IrChEQASYpN8ftd+9ve++xf+9R+M8YPXl9/9cPkTn88z/PUPXu/PD/3hT37wD/7x2V/+Ef+/N//pH/6Kj7/84eu67xlJTGZg4hidL4vdQ5IPzWkBmN1pOjKxaQh0IyWtTkjQDYrQ7CASU4TM1KhKKAfTkmwc5jfMDwR2y4uYhSSCmQwmoPqRPQ8GGpKu82zomXO4M9Khs1QJNehcF3wT3EaoOwIOZ4OzmBNRR1QFYfdUYhxASaIzkwi9aV793JutdVNoniRnpnNgxK7Bmd2NjJT9rvBM0m9MR7uVmj9c8Nd/8vjVjz9/73pp+I4lM0hPuQoFLisFBo9C1/volcqIN7bicBAJhFtAZnd5Z9bAorJ1z0LTUgXP17/436IaT0NKEkAWiFeHAHwOEYOJ0rp1KY9Bd8ABaQaOVNARMXfgjuVrhS4pJiWOAiFkhYE4PmCkgI+SckbJXsdYElyR8hwCyAEYtIYIC5xHBaQZI7kDB+ooGbpb0HDAlKg7Lil1aewniIFjSvMEAvKgmtMcbkv6pZMSSg3TXNzcC7u4c0LoWrMXoAwjLxX6XAgyUpFAtbqk1hXRyGpxLZcKnHTJ4OAbxkCUBe7WocebftFozP1ujV0nHTMaROe0Kxxb3I1C+x7QP5/7QrPr9Aid7Papn1D0WSWHikS8NAnJA69TV1fOS341TmM7p1kAFjijZXKNvRR1cPSH82ui8GRuBmIjEmGc+yDPrrGUa1PNXSzekpWc0vmopfD0qwZNKyWDCYGyakdHzAKkGYpF0ApWvKY4FRJSlz06eOqup+TD45VQI4IFhmoCHbhzVPplTM9AERkHKHDg3lJFplqr5LwwGOa0qDOWLZhzxih2LXQKViLLHsElT5BwCsdY8zE0NmgTTg5GFDSqBSw8hXFoTXEC3tLumKqnSRWDw8OdUVbEG0XVma8lWxZB5DQ59YGeKWJOyTmlx9F8dXOElSYg0nBrd/b22JuYIHbzsVXTw24yot62dx/GYEllbleSupb0pZXn7bkXyeTmxWRO4kI0qeCZI/E8S939OObKjRavQHNvm7XTR57qcO7Ml/wqtiyO++Mkweeiq4cxk8/LhdG4EutJT5UsXZMny/OKhmtJynnNi5Rt0d4umDfclm3BmS1ZAg5mTnLOQYXOlzMKncf5VvTY/X7BGT7YH0BdjrYk+PI2F2lK88koyazJoWIW8AyHj+U6BsDqdrIl2VqG3my4g+RU2L08b8libmumhEXccr4Ug5SW9uiZVtzfXSsvr3bCnX+6H/fWv/vNd0v9uPb9+3fX46vrb+O7drp//vHzp+1rqVscKMgA4pOQhx26mNEpMmA4MAcGYkrGYoBMkCYBxjAqhZv6cpMhBWtoYUkxHfBggKFAWUpDQTAt2UAQ6hSfMtHLICIidHDM1zy65AUWY0DmB2OS2txNExZ4bV6n9jkGKIQzKEtguURyIStPQCAYzrcsCN0NJXeELXQg1jUDnsS4IcJwzmCO65LDMKfiFI+3+ZF5y2lTqpyGBu0H/v2fLf/g9379u317HWmcgL1kkK3LhZlnyrDKphC35RoSF/4YVTN/Tdylvk94I/pGaCH85rp80+HHVb6h9BOxZ4ZvBjT8a3/r3yopBSCklbkAbhgXyh81buYt87OqVkmTFB0Ueo3Xbk7wFiChp+AXBSgwBhwcSe0TO2EMZFIW6ynKZHPBNCGI5ByS8UBIiDpFvv15szhHXD5e7UBesBGRSDYJ9gw8e8OUKcKSmUuCX6aZSA6vppUSTOMCvdlckPs0IEYBdp2GSZA4jQ4paVO8ljxCvWMjTHGXXPsoCf2cUCseEcVo0B3bEtKDWaeIDY88fF6lPHzKBMm124ywCSqRmqYkvXlJYDO8eMgW4w6NYF0uRVbAJUN+xOticoD6OJzBwEQdMrhyyWvlcUzK9oaQiqBZALsRugOjFMqUx2yDwLovMU9KzpwstnAza5mBkQYAgxraiqgEBDRRIa6ECkSVR4Nrjb6feim5+cyMEGyuxEKqmIedJMk0mL0GDg4yVEJQRAjM7H1SKTDMFggLIHSnCV4UDb2QjPHLM8Z0EUREQmgDJSUn45CgGQ1qmbtyYiFKMS0gwdwnBeLq2F2pZj8MV0zDJhsFTUo0DMVE1qmjoESfWggHgph0cgof5gXIEEAL59EmXKTqtMzwmJFgTMcEoSmJWWTuDVfwB0IFOAN59gMJDGvF5AlQewBYa44rYZMEMV9P+sBjQHYgFhnm0cCWQj5txCLLPuMm8MVaNuQ1jXOU+67FBd09L4t/ecHbJc5wdgxCpETi5kARh4Lw0JwvWHY4rohUln0iwz60lDTMS8Z+b3MtdYZloKlBhdvBRY6cC0y/FNptLshnOPkWeLpuDn1RkE1ZioWqRUE1qqQzSo/+hOVlnAul6Zw2huFcEBxgmvU52om8hXSCM8faEEXDJNF5enJLq859pUXboAlNIGGLh+qW811j3uUNPv2p3/yze7y87Fo9fvG6xrffru+j/R4e8/cut1/FrfhLefn+n76rufzT/C/9kz9MR7Bjdp5JYx+YiLmgnieuojssSx3ewCvRHeFqefCBXn7JnxmZNp0OVb0FLppn7lXrsY6MNdxcrVLpBKivnTOPi1wHGtDUOZtIDcGMcELJbdJC5xyQCr563AY4MhE4WZwIG6aZAUwBMugBcAF3B+Bw8ICUyBuEjP7GdDM7lUryQYzDqQR3kCrkOgUDGNXvCOSwpmVz0uI0MK6032cmBKnllvZ3z9uvffPzP1XOnwRv6VrmLLWQBhazoFRahwV1MqM2BROvTp8Yvok8Iq6Zzjk3SW7pknQOkHDJf+4v4d/6m//tyBeGczoty9cDrxwU/BTxDcoJ8Z5J1M6UnvpsWdKYXmhMB/IHAal+J9wUToTmPhEgYk+wW0hQJTrVSMLNE6bdPYMfMEWoTxQFun++/94Ov3JLCpSWFNDXAjppITwRE4DUPLuvWWcgAZuOAApaE7LH6ZFYaEwVpqkTowKfAGETEoUnQuNMc7dYJSuE+JgYbmlir1Q8CI0s6+iRkSfcUVMEOYKGii+c5vkG9QJ2Biawia4Sm+KAjiGaUGZ/FFr5bR+3EqPgzfjLmArb+6fNYy05vny2rfziVdMT4L3vJfFJbD4WCnPKa4pGxD10XIJnAtCAxRFuY5DAkZLM05faBlbvGiUwbog9VIBAWt8RmXUVfgCUwOZxYUTuTsWbZ8EopLMs5XH0muLxS1imCaUkPhwQhBE0M/gZvfA2vGemMEfUwEDAgIC5Yu2n50vMPlvd0nAU8FOxEHCKeSIvKYxqOdtMBbANlURqKDiBGNQxqSkzkXpiaqCZGI7wC8IeGIZ1JQtFR3PPEAc8rdDvbW6lnqAZBeZ0IJJwH4HZBmfx0yxD7O7FCfgcWjiJmAcAwvSIEbLJ/4+mP2m6bd3yw65RPcWcc6317uJUt8qbmcrK6VTakiwLsMF0DKYKAkMfOvSgSdDgGziIIBC4BxFEOBQYWoRkjGTAkiw7sGXLcspyVsrMe/PmPdU9Z+/9FmvO+RSjoHHhS4zGf/zH+MXpjIOwjPCCoYE1ok9YEvLpLwul+5SNTwMmtReVq8AIMrWSy3OcEtlMsyWrBodaET2nMSNSgti7PiQfuGaznZQmi/jptlofkAvo6bLk1pWiHXG5ULSUyqGV44RUJcM5aBEIKD77dRNQ6gh99vCUaQr73ulB7s+QFzJAcQBRN6bwgcGQLz76ZeXD7cJ2TokeSQZTDVOg7e329OSX7I8RtRafkc0AphGqI8+ABCnIGKIFJucJxs7dbRwe3EeTus62r7JgY7+xqUElwaLQ+Rma3xOtfvQphh1rcvjmaX76cf/oe7/8Z4+P7cWved7f//DD4/tX/vzHP3l/M9dXy3X9zH566v7TJdeU8bv/6f5bX9wFMkKk8LuMbchh85LlQCZX7OEFa1DHuBE8IqTpzuAgiSCIkilACmxDl2rjLLKVhCQ6OlhwvnTe6Z4dd+KtoE0AL2WOhofjFcqdFTozBeggzq6OxWFI4gQcFDBsklFnz6SOxZuWnM6gNYF6DxPgGVoEuQaMtcB5aEEeZwK+6wR3M8pEU4WoIwjBc8TrJGuuMqnlHgd21zWne7daZM7GOedXifLaf/Xh6S++Hr/6kK95yeS4JnSVt2EolPrcRS4aB1jY2DGR5OLGJB5amA/XLHnOSAiskfwv/Drd5wXaDFuJtc2HDORQ2ZGTBtSAx2mDoCp4SnXMpxQfFHZGU7grfEH1yagJNoKdsCP8jMlnrODI8eRaOGz+HEW3t+AS+poRh32c7CKY1dd8+stJQe6xZ4L9hMTUkJjCGfduRPQ0EoZPAMxJUyD3SSdwcNXhXpIpqDA5dmAIGpzUsutUEjjUE/sIF+AJAbq6evJkdgETIpi7LcSBhPQG4kEIjSDR6sCgVB5oDuLMw5Ek4TLRsAfiIFnHcyv51vZjr9vZE246OzeGgKwRL65PPnSt54dn3qh0AhE5oxUjdotI4EOfA4T3O0Lgi+l5+gTzzm0cCe6TeJoonvdTBLhjg2buTwF9xFR4vmcPO0rS+zGL21Rlg26OWu8neNSOqGPlmI/3N2w24XXYnLSGcx8X5mqYVCsJ96BScchIDIYNCAYlYhgABhx5uOWFW6MoKdvJC5OOuDC5Ad6d2G1A9jkaJQtzTMwzEifRIDBEKdNyMLZgRg9mzD6Z1hQTouZMy7QxJCxiIHm3peJuHpfNpo81TFAhgFljOjqSQ6k6z74lM45rQiiRsK4rEBFwBLGnElgvGV5aTgG2mPvVvb90777PQNems19SnMO2PHpznxNIZXqH08+8SGu7VtJj+KVwl4YjehZ0li2RcQLsuNy2Nw3LInBILsGRYoSHOWTJNCF4kfZsfuWha5LhkjI5CX4w2LKeo/ubhA5zjd15xJhQTrDG0Vh6kjCXtbYPY1lz6rxILGhguDgE4pISVxhvXkGfzg4WnBlo0T6JkptELi+HlVU0kG8rOGYanlBFDkBFi2WZvOi2sIZdBSPrkqgWXzNuV6l1efX6an0pVxROFw+1lSyAUDQHQ/glruBW80wd05sM5zzx6JGW949Bh+awc9pJX/3wU/7msT3Ustf47m9+dLuc40N///l77fH2s9f+W3/RP7KDxJGa0FXLQC2pKHtWIrWgghNNbcn8IpVNAMmU0Qc4HahhZj6MUi5+JLkwHBn9PIFUhM+jpycPbgWWCqNbpCR6nJmYUOGuswZmgsyMy0reXTKQCoKBEbbpE1RCcCPwqEUD1uxgJQDAwALAeDBGRIxnD7y/N4/SlGwDvTGvLHVZiyZMi6JgYC7bd8u6QBaHx9bjbs1dED64Zac2dWYKs/YC8M2d/+B49Ttf43/+Qc6hYUkUBIgOkgHyJLk7vhAHyizLa6AknEUS4VtMD+6fEj+ofyz4yvVtgmsAE40ZFhEd4yGncfZZWCdebDbHjyN9IvnBkGGGO9byWYNC8aBBYkxYYkJYBh/gI7yTb6pUIhwHeiGa4L2AOgyOz8GPJHcFqPStUiPb9+OJL9jDpwNYNaCy5CMsBxrWCE45TJxjhCBFnWPmAPBUJCFSKFZOCreFFgtiWmYv7Os5U1YODhots8SghBzqAuG+F8YpwPCCODy0rqJQAJzB0sIqOcuiTkyOhaaxlEvnXIiBk5TLBLuUCwniSNvVoPOba9h+S4DPkFOwlPQgQ90jmsL9eX93vXXmHfzFfYab2nNxP/ohtPFl9t2XdTxNNDROBFGaa6HoADn86KePCJGXlx6jHsaotD9LgWjnigM45fMdUO7HUPdwV1JoppekXYAHNX8igy2/4xTh74IIwFqsmfqTsyogDVDLi81gsKKQgh4UcmHuwQg3jRUtcTkilhIQQJzMNZLItMjiPQNqEoxJwqKRkcVBouQ2wYjTxIxkORFyVPcgQPapXqUPt5oibCRbE5BqUas4UbC7b0lIR1oEA4PQiMzDgTGgE+06JhZ5UmexQ4fgCVmdSjOQnHoaEJAJj7EtJQXhhixoiVLClK1w5MoUBc65XDPayCkXxoRYyjUvZSmvWhuSLx4hbzb/prmADmi3hAYTY1odSfyCbdpYcD5rXLBPnRIKTBXIh2gHzmo9FYKvzu11LpYFZu2WyN/kKpRel5SarUXqwbctX++RYCSXJWeeRN01892svLmBQbzNYfmZSQftgk4JMhEAHi9wzTNJjoZoQENSgQSJLFADk/tIm9XzJDy6SXLPwytIGZkzXgonVVkrKccVCsHpBoSG3K7Zsqg87G458z5o4nwZUYaNicpoCLZFxRK6wi3iIL8s1UXeyPV5f3kOaQs/5HrN/P7Z8Ho5xvMv/Or367vPHn/0JX/94/XL9aDzm3/3q/3ld591m3TvOJeY54JCYkAOBJIIg+rJAlj9mMTRkQNIAx1GxIM8qDRMi9Ts0NuaiwzK6Sl0Ek06eqzS72wbMeWuQLX0U3uVQG2UHDcuNKEKaoM6+ihc2CWS4gih3iSiyjrRzBizI2+SxoDIAeeYHO4IVBdPyblQBTsgA0Q4WPQeHQa7X8jya3mz5eWSX+d8CSQUxXk/e8/z2SyhfWNQpr2AGYYfoQHq/Yzp5zP9wfPtH8/5T3pW6CoACIJEwVDJ3whgYsnkiFFLCXAOp3ji6Cz3iIPjnfvJpXmcAyb+3//t/zXkRjsAAQAASURBVAnU+0Iu5bXxhVGofgr+epIlehNpARW1Xsyd7mo1yzSdGXzSHTwgdoSfgZfAg2FRI8Fz2EuW4hQYbLCnYIs91INBfWU8QiFh67j86R9+uIfWW2HxJcN6lTa5SjiUBBnkA9IVYABWsgGAgNnjWHnpSAmHorttCD3Rqj5d3ahPWBc4JyZx7qiCk6FiGLkOLkKPza5r8dYgYw96UDc3J5bA00fK6dynVJmqQggGPeIScc4pSdDi57lHWml2YI5McY4o5s+GWyV0JcnWMSd4O6lk/WnnBwAjiza74DzbLMU/TL9myBwx3BHVyeepyqmGRNRU7s0kgxkxAqAc2i4FoxemHoqwlCeLV2ijQSGwDA6YE1sHRyNaCPu0Uqu3sGQozDNYYABYRVCSnHXMrVBXCNEWBGAcRUGZ2XWWlGOGL4gnYPVkaSfY1FsORwHxhRjuo6+JDpwlVgfFQCKXDG4QWqhodHX24ani2YFSEGBDLG4SOjCbWlrLPDoXCUNgZB8zSAxxJRmwRH/BDNP5522eII9gjuFaCASqtxdbqzeFLNSdBXg/oizDvOQwjWkmHLFHWmk6eyKcJ0vFfXjOCNj9CF7Xc0CBaIqX4gOquL90WXl+26OmurBqgAXNn9fXfMn5/jz0GtJnT7g5j3G4rDAO2G7WG1SJDw0eqA1jcVRxCJYLjV3KYofRg6Sf9XgrS1vuCZJE3HtdsypZdezeK+UDnQDZdTGeOLQ7X4FndmpjQC7ypOmBZxAshgcPG3hJEqESYdlcC5AnykAjEyCVmAYxn51fCWv6RPhsYSkaepdBUHhaJ5SIxKERyIzPe7+UrNHbXO+jmTPbOcpawjFeLnn7esqiMArSwfm2H5pz9P0Z9Q6vP/6OvXr58bt4Xehr1FcT9m+fcDx4LZm259/7/Pnvf/nt7/wkebl8/JrS/ilvr3X+Vr+8TXP4LM6we1rwsGDEO4xVs4iFiRTzCVAgDM4ZBLOWVYfJgCaRkJzcQ7gEMdco83whTm6Jqs99xJIWwVNNbhWe1ENRkV5d2/N7VGTkhX2moOGGkpawg0+x1wGPwReIO+I6jK8SOn2YIgA7d4jrplM5dAakabCkPvzCcYKDKVEFt57wOrzVeglhO1DK7GOYN5zOKYnazuW2zvZCjrt6QeJCwEqRkyE9yFMu5df4+Fd/7eEXPh6JE1eIC4KbZwwBYnUrEqemTAVwurGDIHU3IKIQV82J/fzz36WuEe3h2FM/hSSM3gJcQ14n+SToilHCsAS49Nm9pOHhJYfiVwT3oJNoD+yJ7yQ94FviDwZNuDndI0j1A4NP9zAJIu010XEMT5knXnjg8dT6T8b5wuGxT2xHrQL7LBJFSQXfTHCLjGAECZO6jZpTw5nhHKihZvwCFI49IFLqgVDo6OgpZMq5IGQO4GFmQZGpD78uufWeaqQJb0M7eEQImlCI5OXslwsu09YMoAHoKyII3qrkcBJAB95WPpmydeDTEcBP4lTyRIFSAjjd6vIis/Kzy1IJhRKxrgXRdbv4APsoV6Sa/cEpMy9uEJgg0fTXpPTUOGd63oENQt2n12rQ3OYJHPmBjy438A8vw9PsAGFm3rvppIMp5fRhjF7ycX+cqbMnCqwOSrCq8z65ArT2UPJNcSMTwzfeV88ccwvKqhcqcp9QMuzBhDxlQqwIjUEmjQA3OsY8cjmae0FUbAkA0MBJJ5CLx65tYVmmrtk94pL151dmbwAqgkDN4GsR0bEUkqCcpBgQ1wxMGdKMFvYkSadDBTUCQXKdCchjAZZAxV1q5TkTWxqdRRvE2NbSZlSEAzRiAYrJmKWOYPZ8mtNlNIskYKZgC68IFiVsYqx5GgDj2c9jzfsH0yvpxndEAJs8T9HTYhRs+7NuAYqzFlQfbWi6YJGybtB2WFcwrjXmEEkisYUkLDnF5Ho9g/ChwFOTT1a4i22GOqyfnvCpzZ7s+extS/BitrlnsEykYu6Ba56NKDedmC+oxFsaB2nGBDVn3q4rE2O9FC2yppuzCMRa/JIxKKJPzadzrRT3/Vzbl2T1YfkVSr/kgw9zffGEDM7CwTQWcgVdV+phMXJKfUEqGRum6iAZGcpjj09X1mSLkVxj3tOS2SVJYFSDn7aXz+eS8Bj2ytOzYaRMJW7g9s0XsLbxJ4+s+c+ezv/i8z86n88fPb37k9nP5fHEmSyg9brCs3uGn//vLFAgELCAukykGOX9klCl8GJSfIbnvEqCBLSuLAyxZMfe7rDVljhlP/rACzKFq6YU/thnjDQtbMwPL6xOUhfEg4UmTxEAsRN7BLrdhYvIi8clY5DuPQKnAqMgMdlipmci62bgbBnjPotrmEcopkQ2Hbyon0BL66e9OND9OCzUOQJCbLSB66L39kKJO3lxSKkS4DAnj3OdfsJ21+PPZvnbX/qugtNIkeakI/MMPEMMeA4EETIaDIzZiM2xE2YHiZGFsM9lgNCKPfyRrIF+qWNSvHN7Eg4TQg4DykKGFlZSZp0DQNQA8ZV7kpCwJLQ5vgZ7wNjCmSkhLGQZ7BDWqZqtw/wAcSK9+NSN7qO1Gt6m+u/241nnl+fxDUCDjvuplXK00IgYpIJi6ELZZLpXWf3ozMiKkBCdc4FFHQiaB8xZmNEaFMfpmpQJFTrEiMQxXa1HorBRV9gde47uYRQfHHeGO+IJs63FG/REPjnLTMYRiAqHMOTEjJAF2rSKfKTimgKzZBlwFbwKp9YsCw9bPwIj54IcAAsrBie3ujB0/jgnlKiMh7+76ol+FuzmsGJF/GAolYYDPRSeaGFtOsxnPAmJQTW13ZZ6HuaX5DxTzgHsrBQn+qCue3tJxcfzy8CsOwSN6HNA8D4fYRrCfFHJuR3zOcWLYjDvlIeEdzchcxpofSkydbskniPAkw3zKOqW4DZstbYiY4xboqzTEyRFSCROihAdgGih+jIBpTTFQOpUGDkrDCCPfEcL4BEOlGIgIqIpcuQ+LEVRtAQ3oDQ1VZIIFq86JeHaFYUE3Akt8okYktFZiRsKMonD+SqlxnMNJtqFTNLEdCeeZpExdIhAnpNqSHPk+RpQOOdkmInD7X5gkuVJ/SarSnKP41RJwavmKpeMDvbJ2/MUWjgcoNb5emX3OccjOuS899ZT3CPDLXuA4nO4Lj3AhttZxahPfb3k1vkaNhCWtGZJtVwkl9GWNes4cGN1WtCauQSEJVBLRDxxSVdWxRLKvnwnk2dbBAqdKwgysaWF+DyOhZpGwphdI0yAgvvKEAgJxVqnC6jM2zX9kPNvV/gICtpcICgmONXTc4o8nqMyw6binMvM6K8vJWehoIj8evPHe5SIfU4ctlZP91StmuQi9ct3nz99/Y032oe6GPDHkMr+3r/aX8rle/j75Y+/+WlcqH96fPpReWmHvi3vdP/HZpBtppCVB2DdfDAGqKYe00ggIIwUDB99lztingGR+xkFHKDDSFKOY0QA6xiDC4vCRpiPMbMlMgKgFuQfNAiy6mBPhT2mIUS8HDlq+JmnEkzsHiPEcLul0HHoRrGf0xyIs/cEGGNwWI6Zk9k+nRwLREGJFCC4G1ak2bqTF4izK0e/D2cFFc9CZ2CPqJkCsVA8dbxxuJsA0wIBzUzXSC1HnOmZ2pxKX93vf/er9P/6PdgxRQ1OmV6PKBIXMiILCUITclCbOE61lgNndIwgfgfWa90dDrqzkK+nwZyLw+68IC0aWB3cIRGeMyTU4iniJAHASRjg6vE8RydqwzJZC4YASZQBITAbAFCe47om6FA4fwq4Il6C84y3QNC8YOgf/Z2fpX/7J9/+zqO2lz7D7uM4ztECRU0tTKdCzdxwSmSFs8/A1CMiIpthgrP3loEtGmEAu997SFbAxAB0MqGDp5QmpAwJisUEwHJEJvaJV2ZUfLXJMondNxCB6TkJACVQK4MBA40RW3SzGRjtxOLHUFiNMDSBIfpDMoS7tCZbs2EJh0YtmInrSlelj9b0EPIxKOflanYpSAZWI40aYHQ4J4jnMWg45d4MQO+TLJH5YAnt5DfzIdVtT6J6jzJtB0En1V6cTCgnGknYwFJMkZU9ca6OwyJJEscq5ZQ8IU3TvYO5P+nSx7jfMSIdHZdorSd2mYiuHV2fT0vUwycyTTMGPu3gGCZzBHsxpwm0uDswHqMK8em5yhVyRngtUCFumNYAJOaIlLNPm+QLphMtkE9TZGCYzsJzHgtpi2BQozu7I+/hgzABayrDcZREQ5kTgjBACeIAjMQgROwRgwCP0JXmaZEjIVAxS9ZKOPP0M5Lf76Mtsg85XtNpvJM3t0PSmKFs/GpzS/MhC+fjkgxkXTdunBNepieIsqywt9sFcMQmvjpc+wBKG6eLTo+2cro8nXSD8Tg5J7OHhNQ0GkmbMhRjW+K050s1XO8ZkPnA1RzbAl7YzPhy5UEu8E1IKTIDQaIwtFWAbHKjgqlbels7Ql5DMRqTzDnYzEEZ01IhgEtOA6UgqKuJ8gKMmGVk3vBtf/YT9d+dz/+BjN+ly3MmZN6FPNdJ02seqHZ9la15GttQY84icmm9ohaE24Wg5QL95UThAJv93HZ8HlM9DHa4A1mu1xWuH33vliDom/0Ferqnbo/xzY9ffZs3evXf+eG/8L/8l3/wP/0vf++/+WtLXl//6m+8/Eu/+adUPYrNBIB25wwzR7qYyC2pUndPBkfoK4RLhZzXS/JdjW1Of8oEZ8wLqNtwKQGjd7/oi80PmGz8fG0cyKawAEdYXQjrRM0klJl4LYEt4kku0gHVYilktI2X1nCpIww4Uy6S/fAlsBsnl469q0+hlHJNkOYOBoFDbOF4GnblolOfpi+SdfC6ZguwMIAsCwXg8OyR0OK2kBvGgBS8aARICjmRLur3edBJp58cmIo//r339M0XpkPgrto4+oQXdgBeTRtyQUhIaPgm821aXfgBaOX4DPiNjytCpeprJwJ4M63HfVj/lvFK4eaSjPSEyjj9IvFG4SPktxg3jw3xAl5zXqYtK+1GB+lp/DLYDdVJI7rFKaudnoR04lNmjdQC0PUIX4EOOOP9Pf72737x/v/2J89/42i/9+WHb/Q4n/Ue/Q5PU+67MMzHDyhKZ1CBNaEQsAUYICKCXnPOHZx8DXCgg19B0B1hqp+IsZtimd00U5sCYUKMHmfmHlYEfxpAtVrrrQAwKrhBKTHQNZnlFBlm2lKGWDYsisnGUi7J+W2Rql5LTcZcEAaY+OJrkL8KUnVjOU48Hdrdz4VHh5PjSylaArncgamYOYxC28vUS5GB/iozleL3ZVsEfd0IQKEsEhLXhHfZFmu2vLK2eKIT4kJhNRyLh20SB56rDa8Go5MUK9WxG80i47m3SPHiaVORlAkEsaEX0ueXAZT9pQHrvFuR4BMdBkzYJlQMUrxNz8fwxHiMWDB3l3AKAoRhE4E4sJMxldE8MsrwARquu4K5H9PUIekUlnkceZUlMuW4EF0QXmEiYDIpOny7yg63LYECJkiUOaWMyMDdeThETqwK17KHG5sBqABbaI4TIFQFkWNYkrCZVu7TegJRlERF0SuKvNKBry7Shy+FsskiRC2IEScLhGDu1qzkaeoUgRECewC94mPoS4Yp+YBIXHoQCs1BdwEfGRf3DiDCbWFyvy6ppdtFsgPnSCPZta47lxwZmU7lWqgTFyjuGMNGm2Rt6H3JuSzQG90E1ZcLuvnkpozHdtE9DjGnjGq40XzXEIGZM0vaVfJFoDIhmCBSlMzn5PMFX2zd6sp2yY6GnuWSN9Vnobh//hRnf3/vB45DQYUj5qQhXF27SD1UkXMb+HK5/dxjcXqNIjVgmmXIA8ivayREXsjqYCNPkJxSiu3gzx5EbNlG+fbdHgcEzrVcXzYSoAVy/KX82W999GnavvM61z//q/WvbPTqbh/2f/Rr1/kG74uO3oHi5NuQvSFEg961OoLXi4A68QQaXT1nQsqUaZ0ijPLskLiCtgRCNY+mJVcyIZ46fUEn5sKuFIsPt14hAQ+2IO/hxkVf7YdU0VXQohCE5fVCIxBwgqqxTo0wb2+Qhp/pWFb0AJ4a3T147aGGFysDfcl8sBGlDdDNCc3uQzjxjAn3UF/QTPUCilWGLLYkkGQ4W10gRud4CH0v26dlce3RgUDkvT/9WTv+/R9Hn8dMVZojpZQnWUDHTJwaJyUcXGKS5wITB+GLJSAKZAIYNKDx2Ge8i56Ol3vSRzNH2D0e1e+1mCYrJcOyprwYcC45cAEQpMUos9RzkOuieMV4hV5SXDAqojCQzyzhgZE0janJ3KcJhceTH4Bwvm/vAeB3zw//6D/+6ot/42v4/Z/dvzbVD32eKXbE/ekglrm7o84G5Ggg5OjDbWiORHefCeMM1GgOS+iSaSUWQ57jIiGtlQShBtkxfIYDDAsHxxONBPtxH0uaA544HOYLxCOlQfgtyg46ynoMm7Wc3U/hoLVRpJInJq4XMieh1KE+FDSupCsgTc/o4rOYSehSGI7zUiDtY8F50wDvIAEWLqTaxm0DNXhTYswjO9aPiIJSdSIqlVDwUiIsrWk+oxc/GvtCQKkzus9BqpTT0/BLlBm0Rr0u16wD3DgSSNKxbdVj+EZnp3M+z2YvNknnPgMqB0yr9ezEKUdLneYxYkrMfT472ZyH9bMUeb5DrumIvGAONPQVtJLIOXmO4mSk64rXYYDgA4tPc3dRZ5yEE+Wc3ZblPCBIewPApEp3oiQMEkFy9FmLUHMSzg1+PuQr5WK2xlgBxc4sZG1QxjDaWMCGLUJGOeECZOqAZbZAQHcM3mImqQnvU9fVRh5hq+NzQKpiGEsozWmXjJ0yget0cQFJ7SyJFCFhQjNZydqEFbOUBFZZXqqVNSkqruKH37+Tx0tYxn6QreIgNloL0P1QBDWHqnSav6GuBNkwpeodCz7FGeyxh24ATeWKFMlzS6V2b8Q8p3MGj1JyknsvK+dRuHVKaQZxzdpDh1kzeLW8NBjUR5stegOOmLjlfiSocu7HJO7PypmTRYqGuZBOppBumxSLWMX83hNQ2gG1Z0hyTMYMIClzPnsBkqGBd3k59kzAfDTAzKi8cY45kgR1TmXq+aT9x/tz+rBzfvzi82+/+EM1OIYCzsfeeaVvi8IPtx/+M7+1P/K3Nr742YfX1j/7c7/x8K/8Fftnf1OQ/vQvfE9/4SO9UkAus/EUSNBsXgRnwmAdgAlodg1A9dHVTwgNwzasz0x2wsSIIcF9BoNMcRwpsKm9TDGKx0g3w31CDTrHOSkpWmBwch5cb3Raq3N21Qjt3M+9QUxEquHWwajPsMupp1hlkUAXRZsQ7gHNYRV4NmfIqkQRxJWWjSqst8qvKrpDcA/Bw06nK8ABgKeDWLo7eXAAJjcmCn92vnB7MZKUqIqbNgRTvf97H+zlZyVjR0oc01jyJrxivI7BGFdMb8AXMehjZSwGG1mEA0EvUAngO8MfKr65B6NfHz8Y2leeHhAzp9oUKtJAIHIFSgTnaAlVQ2EOmPeIb4UB8ch+hN/Je9edoiM6QwacAYVQgAvBrY9LMjGrGVZIF7/nj7EEgAP83oev/50ff/0f/O/+cP/rP/r8d57my2jD+uFS9GgOY55mNL03wSCHmqO4zXb2ij6DBTy0MoSFEvocmidyPmwGRz2GB2wzEDAZKAsFXitU4kWdt4U7J/ZtBFIOdyEkTdXnlZbQwYmkq2dJ5EcKAzpZnPyJhkqaUxuBPh/B8Xj6ADgFgmii3HMMZry/WJJvduVbImVw4pCKIIqvBVYuS7LLRdIer5frJS1FhjmAwxIRlSuGe8fL1e93f51gTt0K2tw3L5LWLEkQxgf9+EKRdKsZAhB8EGeEkEiqsHjoul7fCj4kWmiVheXE4gEThSif2NtzWss8BpIeAFiY1PuNXOMlwhF3u581n+Yn2PsZj6A2dQcc+/ACXXM5z+ysp6dafOCFTScK4954IbwMepijotRzvpaQGVVIe5DgRf1E9+kRXghimopPcCSoSCEYvTdOysVxsmQ17ZJTJxLScE4XaZYqFXVmypRAWS5szsgr22SiMUy2SqdupAjulbckjkABE7EtOfqI6lMdUpnKQGxcFIsEnd7Sep09fC3REjAPX5zjgpkQNtqK+eVW8mOnNwsElauQBYkzpIR9CfY5Ui6dPGeA50EbdIOJ7dR0b2OdpL37StQjbhI9PKvqeqRpqXitC+XZOROdzyenaB8mZVURT87MUBLPSBhUGea8ZF+fJwq6JIa+YmYEXphnLJzTtO1aQEmQILZXkjZflutakljKN0CeJrcNJkMNQ7IAIanTp0YNYPX4sCtz+pligA+Hlx2KM2J6QJXgS4Wa4CPCfcjaff/9n3328e3+6LYBwqT35+uAEentm4gkP3wlr79/e/uXfjDWuC5j/bXvPvm5vtlfXX5wvfX7P/vpV7/y8Rf/7b/y/E9/9pJ8yGqRYqTCrI0YvIdnlTuGgw/3sLgg5wGyIW6ZM9KaVpAhGZx1pQ4wdAIJcJAj+L0HXgm+0VlARyZMF7MgRZ8w5gz3lxdcXJFTdjhxJnUuZa1pH3MGAXoKSgp396v5HGpJTIRSwuThLmRTyxrTWRNxeOVkirZkUMBFHVndoIZjqQXCM1ZxTLTp6ehbIatIVmpNwHVbHUaqNgQwobTE5JgRHn827fPPcY6MPlQSEcLIlCky0OpI6FfBCviauQZuiTaDzCmPuDlMooSyxaGzotxPl259/Ci5B28AlGrVWIQr8puM65i5wnIMSBCQru4dISNuANc2MkKZkJgWo+AglyGUiM9ACGnKQfLU4Q74NKWB7h3ip7PfATLAAcAAXw//f/zNz9//H/7w67/2p/GjZ29j/9lYiO6T3WgfeVrZ91Sgni7umco6xgNR7gA5wYwqAcfATNlK8l4l4+6UxAxPt65sRN5hRsx7WLgL+2mavAMFgYEnIL23WUGs2/GiLGnMgXbTyTk+8gEYdewJ/TqpeF9qJtKtCqg/EIDgrRJN9+TJmLu162VM14ptoiU+OZpkP+G8iVgGMONMgeeFJhgQtGDAyKQilvduamsWsZlfXUl4K1Gp41IfgmuAsifmUt5SnwU9uwdWBOEEZe+HKY3C7KmW1ub0CpM9xUk8r6IYvXoEvERwrDHaUqWNURDLeQhHOYMv+BpxJn/Ni5/zlngBfDVg8ZRFqPt2YerkabZIGmrOZ/MK8aQ4Rc6ukmAOP2XuTmoKCC0swNOYm2Aa5+S4POolQXW5hi+MbHSNxBYLQLrbNeXFOTjc2RWCCykZwjCIyNhHS9LO6QWPQIAZHERUyVhGSZJQMeXWoWxJGgcLGpQkSQnDASkmLJcLTorXORGVzO4iTO4KoUL1KbpdYp8drsnnMGo6rQWY01HsKNIJ4VJof4a34UT+UbHZoqJCHbcllVuFSbjCzultXe6TOYkvuQg3DQOimzPzwtgdGLFRwKDnDgByzKm6zda6ruvFnPOVIYAQ9VTy0VuDawyhogcmmvtpD4VQFjbo5BzTcVyo5sIlrbfbq2mfVbli+TjHNvGjQm8irVw+UsvzwFyxnVRC733GUPPG4WBJSB2aBG6FLAbTPSrsh/A6Rye1PsdL1xYaubadaUN6+uMP7WF9znXdoIi87PGIy2iNltR5q2S2XD6+1U/e/eLTV1+eDys8At8A4NWnt2/Lx3/uez/9Cn/29NNv/+Srv/wa/geftI/cyjAdfShfwdRzmo6jQmDKAdq0DioqxQ/up8Eg+2AD5mrD2/A5WwRmaI1scE4ckarDS+et4lnEGI83FbMEWzgyMbgvMk8SBVOBC7BBofN86V63MshDgf3nopMfzDlwaNQpp85pKcynJViscQIGWoJFpnqe2ncrpzdBmGxhHajCJCQwE8VQ3VvKxP3UbMyLtYZkY3YCtPlzVfccq4YEVra+XNvnezQAL0wb0ILwMKFyZsNMGAMwAIIVBAAbYCMCc88ZEJBmuEGk1C105ePZze/Pak8AGtTBT5iH2R2xu3emdvrO6XScQicwYjwpTOciKzpV4TItEsjEC8HmFmDFHXAKx3Rbc5WIRZQNgmj8YrIV4BHgBwAd4ABwgH//i/0//pv/5J/8b37vy7/24/5NvP+qzf0cY0E+7mYB7fH0FdWrt4ZYxpgDaTFMGNY9LyUaGHgM5mZYl8OQMSJEEvhUEiD1yTNGgDcWiOmFvIM7guvATazPEDprRmsqcId4T3Q4PDJZjA+FTqN9gSbpDlM4PQelGdM4ZW5HhGDcwzlSIrVhHGlGoImNGhTtpCWoz+dowBLgBiZIBnCfswix6858HnRmBIaThSpPZkFvOZeUrHmEWzcuRQOZVEzNzQgi+gZR5sQ32yU0vYpMS1C8zpB5XqpSG5ni1ic58W62YQLO4POMgyAzdjPjtQ8Agfncm4i39XTfOB1qPrODBwFOdxHZBwnIDsIAxkSxhq/gNwcc/VLycs7IqqcBK3MaCKgSrkCiXY1XOQGvpXfpPJviCQ4G79wQ0cx1LTCBJGI44EQCYc6mxLE4SJzLIg/TbpVl0uvkQsILsUYsaZooWiQZ06lSmzEzuqMIQg9ZMYCmg4icx6SNUSMqTwyqMVwhByRxHFlETk8cod0rGQveZALxRciSSlkowWl9ucCHhIlpdyqvAzK83ZDRN/a8QgBvMU/0srJPTj2OBqv0MacfqjOmz9fVnYFDzhaUsM+RPXdoq9RKcz7Birl7zZx340sFTNuW9ZQIhyjaBy4LzPBhNsgT0zC4ZKbcK3ASgtaXcjYEgRXoWtMNaBF8Q8yVXsvtYYwSxPdzIZTRFpngGhyu5jyzMGSjrZKky62U21ssmgdDYPmANYnk7C9PXLL95N3h33Z6TetaO/bmysJkB3IpJyxmG19ep64f0j/8q3+tfHd7ffnet3EvV3l3/9mPv/gi60+/+M2/8PUrePrum3cf/crXv/Fb81/9C7peWLa41hiZOfkMIIQsqAM5+aUr69oAwaqjc+QLivqzB2TtQGvifURG3hPFlBQ8YxK7xyKATsv1a2utrVG4ZoBFick5gLvy0fFwoDDllSPuowdQC5zhqN4xJeIDEQM8nEsOVQ12gtldgmyP2SNRlPCJnIscq6QeVrWCsEUXcVMKlMJMl1cbdvcswgFx8sIzwAksTmN0IKKkEL76MULrvdnfemfv/nT4RLqjJIAgFvUtpwz8JtPquAreIBbAW8RiyuA0zkBgSlATf0/hI2Q+8Jb59X6KtS+DbpxWwBUzhyWdHhQWkjB8zPBvhj1LHDBNqKG/xxiCj6HPOT1PPTJqxEAIi0EQjoAQALudOeE2Y8mC1OuXc30CeABQgD8HsAAYwAXg/YT/5E8+/MO/9fmf/tXfefzbP6U/GGO8e3xCOvZ3L6TW341D7x4x9ASPBjEsTvOZU9x7SYjTPeMgVAlCaAgKRHMKox0TMuTpbtM0I0UlGREbEE0Ionq3ktl0qRAEQuZXkDxjQaqnA7HsADngxBkBwcewxWPPqYnpMZziPO2l+oH86Lq7TPL3jPeww+N59qPw3JWTiNer9hVgYd6Yhem1cJ2Tt1pfBmTIjerGbDHMYPgdVAj7VK48m9lm41QAvGt0h5jmBNG1vbQ95/G0l43tjJN7BAAJIRvIJReazgy0t5wpv8DKgIjpspQOQmlLlT3KZcWAvC0+JqVBp52J4mwvPNq0oXqi6f3+LDwB5iYzASVEhVO4BTnGQiudU3Lihp8IwyR3S6qFIUFZbFRyHg2YSAfncMPEBBqJQEyNw4SGn3vFYwwXNM7BjF19y3NyCAZuc49IKSJNSaFSOMnJlFPtvFJUFFKtCatTCodMubBotMJ0N62QUkYeqeIADAFFKiIeTpeMjTAZyGbkWIrl1XJF5CnkA2KF+4lxpUTYM+hlpVKwek+UHzJD4Ot6bX25ZIrIyS5XhC3lQnHFSGSqx5slQnBjROphRgZNuSZqdgjBBAihzm0hgzxJMC824ix0dI8l02FAbE+2FDeCF46FJQPIjOruhHmOtNb8Mq/FiwaAf+RURr+l+AjgKvlTIEl5dUxLvpqEAJbNCCLlLgB8i7tPYphgPNNMI2JQZpu0XZIpj44vPYGn7nFxPUa0E2mR/T3x43x/jssvf5JzcuRJm4N32Xpz8P7hAwwZj5p+/DvvXj49f/sHf2n/5mUzP6tff3jTG354+dHH7cfLxg/8Tcofhoz9u9+Hv/yJv85LW4IhNZrOmBEBFDEDlI4lRqvGY06zjKzTu0VyNeMV4gjYit7j5OfRSQ0aUqwJLe7+MnB/eoH7lfyZpo1+RiPwPTyIKJwzcOYRk5Lt7hkJCCihIZiQVJljLpl1mIZCM0AShlqYWTE0RC5Cjm2IMEELK611jGJpsllmBWBCElCEspzHDrmCi1sKwDsQUsa8ZRbk0xGGpAQ2XyTfGurp+49bf3ovNAI7kwJ2MGeYECgQiEZgHp0wEBHckFCdcxWFTlp2oedaIi+4lOhwRI95/iHah6lBqSOved08Vw+BCDMlnO4ogWNMYRgzgz1EbO4XxBz+JsmqIeg+dWFKOnfCM4IBE5XnTneIw3zPN3uzOAIcAASgAALwGYAAIEAN+HCc/87vfv53/43f+Y/+t3/3/b/+k+999UffPLc3GucHQM3TOCCbko/lfrJPQeR+frSkH4xgRulOHtmgGL5untgIOLrDkvTFO4gBA5g1c/OLymGcSFzdL4u2sDVGpOBo4T1meISpbYVns+TRDchz97DxSggJvoeIYQ+Cq09OCMdZpBtwFtWgTEGeBKyUBEeHS7aTNOvpqTOcLQ4whJhCB5G2c24wmuEDwkT2UfYJ+aiHxDgTYehOGezZ1xo2cTUt5lU4P/WSqKRaFFJd8xCsxjMm26nz0e1x8ktmzHwHomvZB3QaR6iz6PMQnocbz1MzpZfnHD5NF8HLabEFj4F1ea1eMjHgzZyWWi1qmJhvITTVEkKbSAjOzU/PZR9xEr9yJKQ4taR6HrP5fiifTows2gUgD68ROHuqJM1vJa2TTG2BsszgwKvBBkIjlpLI8LISUVKcI4ELAkJGmESH9XkT6jYLa2AQOlOzaRhuEMF59FkKn3pclmwZxUiWgZhRICCCToAlp/ykeaHRU1DPU5gkLBhcMzN7SyF9atX5ru0+zMGKp9DjQYDhOaxXibMfN3rqYBQjL3tmROyZLDgs08M1d99eYYoca15wpbom4PJ4TLDEa9oW3IFWYORSKS9J9hkxO3GS0GyeSFXxqqNHkmDEnTmsK2Fbkpu7k5zdK84dm+DiOEg2WpRlRXoAW4EvA265fG/gLwj/IqzfB/ml4DfED7EQeLpeWCEvTMNixeyQLHqQ8WhBHQCvNwU5l+QdCSDOscPwE57k3uATCaznagey64lbffvdbX6Mz6lG108un726/ib85+f1i/T7f/0PvvyTfzLO5//Sb/63fvtX/sf3l+/MHf7sG1/X6xGfjOy/96Mvvvj6H/z419f262ncDnP3daSM0SMIRLzZDMEmaXE4KkmheXZkqRkoIIXPwZtpf0YR9ouxTQ+wBvdTs2JkhLANvCux60SL7i99LBg6NQFkglD0ii9zPgg4cYoOxJHECFMoJ4iUpKZgAZEDIobPYYlQOa7kzQMNV/C5bFVoQlkowiklEaTVcaQSCdAzMeVrdEsWMG5vIpJCyESbsBJFxuSZNMJpceyUlhI/u0P/po9zTbhhXBAfkBekK2JtVjEQoBKSBQmjJyeilGf4XOBCVbH7jSwrXY0qQvRM/cW8/xmJuzrKnOASHtDAd4gJYCDPRjPJSwPL/OzpYDiRBBiYJ0AEsULNGbqi0HXaa8DKfA38WFw4CsR1jnop9gBwAUgAjwCfAlwAJoAD3AHeA6wBX3f4j346/ub/+x//m/+rfzT+jz/56d//KXz4Zr4Y9f6ytwHeA9fw+0zHXSl9u88vEFNTSznPIETs4YVTJ3CLFPX5EB8FIpMooIhITMMoAIO95tzvB5UopwZ7U2MInN7FLGD2ZlTz0CYaczyjB8l7B3P7IjnD+hjoqU6wNa3tBMEYkxYC724C4Xm61qXqUKyYPVIBhHhYOI2QJVWigFOWiyFurwXcTp8zBGvyo+AWgMs+VEeKE6rgCy7bkjwAL2V3iLeVunRx4iwOWIMm1MWXNoSiIL6q9nafyezVkov39RVuwJUwi7/aCCffMkyohYOSDCBiOKTYWlEzl5rNbc0bphIeyEswkQyShdltYpH1PtaVUG1lXUByn0VmJvszcnGlKs+z4xYc64lAhGhhIc1oarQBWtZxj1byefdHxgiegb2bmfcQV2fBMRVdo9uKdmO6JAR1JhfzBPOTXJajyyq36bckm3sFfh2Zk0AwB6S0mEWsK49QSdOSGSpkYamzEngBGmD+dnGXUjkMncBcV4nyMi+tJyjL3pDK28edUxaTVLicoJlpCMRkE5wdyspnLpsgVsdAr14WxYLIaZXomlY5T7OVM2dcGaejYK/EQomAZ5PV+4sCg08wt8hUcno1zB0LJGpjW1LMKiVRz0mtRGSpBJIYEyEsdGQOEMyQBoxcQqnnFO4D4wj+FrQKJQiuYkxripXgguljpJzjY07V5iog9yELYTND6DFLLYK1JE+C7p1uNZ/OlapBTiUhur4b9wbpVc3fCSr0yQWf1vjux/HA8cvX8umG661/b6n6N7796e//va8x3h3f6n/x/pd/8dfLfA0//X3/4o/pT6N+r3AZb69b7FS/+9nxnT9/fvqbL//cb58fX5+v1f3SmhJK95nQs/u9S/Z2TL51F4xcEs3JWJgwW0AaMDmqk3sJhFTIiVbERE/oCQvlZLlk1ClrdiawNa86fXPoiAAc1eYRt4AzREDmIYQWCFcMCMzIw88YRiWEPJNHJsDwjhehEx1NhWNGyeNQz5ChZ/TKBijkKrAGuhKCYafZF7IznVHfPSaPFTInLmine1kRwGdApHCgkuMt5YVg/GQX++a0w/EwOB00CB2BEQyvWFJQybJ1lQxrcA5nU5hw4P/l3/pfrDSPmISL6rO2lrOvvFx/6ftp/ZdLtnNIxqRIoM3bNzg/hD+Hf0s0wwbzhxPwAsmsKjSSxGAGh/gMIIv8/9Nn0VSUhgQ270EAPpM9Hf/6//zv0pePPwMwAAVAgFcAdwAHKAAM8AHgI4DPAd4C3AXM4AdX+O1f/fS7f+XT/Gtvl18p3S9lRYdco0elMGZBDPWYyLdS+9lsgehoGZeIIzSN47CEW87giXMfPS3iJ+FioGwGgbBiaMBhds35OCdnj4BMOIzQpiOQOcgS2DPx8KAsyUCmak5tKgOERwrvjMCB3ZaEzbLAcAowT0ojyxWsMSim7bnZBeBuULM6BxtYsDsZ9KSYxd81KMJ9zgIn4uKEZk4ouUxzZD6PPS8VXyK/FRgY1DjK7JoDZ0xiYWBJQsO4zpmvsPeMx7ecFy+GXmqKs9slw4tXsDMhBiXhriNY2M3KGqZl4f3FmI2CMBE5RSaYzgwzyMHXJN49Cd6MrmSh8VUimvhMcMtpqklibD7F8Yxe8IYJGJtOFgySGENrqkMNfSIyo07wTDZ1AiRJATMlPg7LiwhQAXgyXBldAzJ4AIJlqKSDM3nTO2E4ckHbJySujntogZjTQFgRkBEDcmYbNtkhAM2hcDRLzMfQS5IeCuB8n3FNOMhggmduI5AyzZMzgKYi+tT5KuMFYIWqPs0YqYFnYbSJqcI+fEk+A2BirWaTCCzQCK9TB2PsoQloNxW6UOlwRlrIHSEYYYr6IXVBPKOVKMH3rtdKpqgX9APLwq3ZWnG8hKyQieMY81LrjFpxAy6LfDLiKfFb8ynqkcvUC/gzUs6YEIcBTGtoj4bvsB2wQB9B/qhOjKBuhGFYN5l3kxgOoBYynLtBDh3tJMp/+KMz/dEpf2n5+LMfwHZ88Q2v48P5sK7Eu0dOZf9p/yF/52/91X/z8UcfPv6Lv9ahr//8w3fqSuh3rOeHF7/AP/XRG/ho0U4ImtcNnvHR8Ob3X3qRt3/jR/iznk7TjCtEQJJitM/uUCTRxC40wXjOSMgnGfkqPh1HoItZ5joiGIAIzJGiD8wcgUytSYEXhxvBhATY77KsMUNJeAM7wCgkVoRdVZZEzQ+cr5PsCEuECUJe9Xk3zAtZH7GwDk8XGjtg5WQejWNBdwMRjMnxBvZDqxFlotN8+MIwCuOkbj2kFCH1eRN6hLgY9AAccYcIQ0gBvUcuXzS7/tfqm//Zv1I/+RTwY6AlIDmuECIQFkXDhaxPq+AKZziZKaCM377QuuoJmBO7QGb23ARs0FN/+mPCZg6ZmtJE76rBZRvMvJQJAUpBa+ufVPm4w0fINeCKjjEuyW8eFTwRp95vQmYkDK8VGEKCiQKxNNXI+/kMKACPAA8AO8AzgAO8BigAHeBjgBPgM4AAeFDAgK+f4f/5j7/+P/+f/tE//Nf+s5/8a7+L//jz/s2+7OcBaEednWOU3uucD33Afi+Bt29GTfPajSAuE0GuaxGxSCZ474nkPBhq+MgzczASgkKoBYMc58AUdEag6rAUjixIKTG4H5mSjnAJOrqSB+BprcxpGJRQC2Z2PEdZJIanMi0ouTNlK8h9vAROg/BJt6TPaDmrhubZKAzIMAYbUJr3gQ/FtHWh2I008hgtQTKQOVZU7sdV6ezz4aKx76AnDsniSYLIUl4YqSLbOXEh2mW0k7oOWW6NFH1atNkh53GPtXgnaMJTw/oABUcD5qk7VUovY6l+I8w1LoqSaHVPDIiruL2S9PqYlyofhfzXV/yXSP7FhP/UCE5wywIwotDexr6GOfTUJ8RISPdOaKW7Wecl5z5JUDwqwrSIjNAcC7OL+2BEO6CgbB2K233oxjhnYEKdHgE+YYY6RFcd5I7myeKc85Ld7UU0kLoDZpgSzAjIktLsAyrYCRKMIGZYRMDw50JjxURD4LrRPTABJ9HkXDFWfJJC2oliP855zfNpYlUyeAFQpp0wBUyPe16P+5gPRQHpknBZgjSl5IpLSqGGUmIkWLdCmS5pTSvQYK7UtWAi5LMwHbE+1NnAFqyY58Kr5AYwGKyrLKRzpoX8hHzFgXzEvYm4eggeEe9qym3/VvD9tPesbdKwbgiNRUjYKAGK+8x50fQR083zm+i3QhJpXegBg5a0qKaFdVfOELkAh6WkwrDa6aGXjY5JVzrkN+GXvvO9dDk2pK3sPcF3P/lzmr//UeYrC3xKf+c//fFLmfI/+tX6L3xU/ivLsuHnmb+G4+H79dMffveTz+Tbh0/s2zMlWeja/7S5j1cnei9fb/7+v/cb8M+Vl4/5RuSBJc2YoBQlW0zVxRwM9QQHPcwhEP0IQWSDHb2sEyAcHCMzsbd9XhMEOkNABUO5RFik2GKHVLXrjFCf+oymWCEwdoySGTSeMWekZ4AtuI3QAeeHFwkyDkRO5Kq6ZL1PTIHN1adlcMFAobDgbPEtVnfkCNUpJhKDAsx26UvigKmqW6ZnVxlxMjPS9MgCZSOeRimh48J0/pnJy6OOG/PVYSF4iFgZluEXiMxQVBNLmSgA4jFBbHjr8CTNl7Rgn+2C9Gz8im8tOs869mHzifitA1AAEiIMnbYGz2YFzxAnoFK+DS+SypyQMprnvOzTVHAbfkoEFUPfksxmROTnMZaU7+CbFR0H0KbQCeBTgC8AHgAGQAF4AXgL8ADwDcAFAAEY4AC4ABiAIXD6+O99/c32xYfv/uFXv/ELbz/5je+UX0v6i6/Tw/V5PIqsmlVUvMz9iS+cxupi9Iz9Jum0c82lu2bPyPPQcgFosMh4uQML5zZtIUIMb1gWbC0SjMnZAcLvCavClOjDfTZa6jwHZYSu3xS8HHDPIhNaMmoYDJHr/qxlE7rHTAokE7g2y4XHz0uIgaZTX9E63FeIEQyO1ogYJ3TcqaxtQlou9nzCFfzwkwWOaBsPj4pIy2rjuKT49sSF18Z6w+gfdl0WOLWv6QLo+zGuq7d+S/iqYatEzeaKSYEFkvAYXbLsR3CJ7EpLMmUMI5eTzpSu1uxIPDW6ZJ7gq/T7Ubc6LIxapfQyp6fUuv+i+HLv/yDzJyf92sJ/6LGmKCDvfPBSZXYXOie+qkKn4q1Sm211t7qbIidz3ygND62S29SVRufgySinzpVLC8igu0dJabZuNUu3tQKYI3hMA4ZLcHH/kLiaHlnyY5crHSqD56bQUEhRhMIRNGoq/QV4CXdwsqv6weIxggiCNHqsMu+2XsVmMGEGQBHXqOhMHD1SzborVuRIyrQ1mwVzRycm52yeL4s+z3KlOMwruf9cDMS9+5pqU/eF6Dijyjxcs2bnGSC53q1TpkVx3q7n0fMCBjhLFCC9QtGkHHnSOWeWQo+dbwvqQNTSLrEwd+MKRPnWRsN0Oee7nLkDIEzOhzuGGUULfDJ3YXw62oXx1AnqXCpEZtuHKxHNOXNO54iSIEh49kmJYxE6nW+57I/PD9C+jFR++N2HddNKvlvc1mW90if40WP7xv39SG9xgH+yf/Lf/fWPPt5ub6/aPuHiWdOhBTW/wFHltj2Ofk3U5JvHx8evlP7oXj+i9TtvLDb+ZHv/L/7lT//i49fvHl/9/ffHnw5j2dwHmwkuw03cgYEgxEgjCrH3u0aBC8cMTKpBadQTX8xvtzQUwRA09kQLOTDPoX5PNHonYmGHkmLXmjek5xgLypyOktd5aJUE8yRYshhEzXIOWAAFbXBZCE5jzhNzmnOCdDZpkSrii9OmyAWCC4HBjCRJgctm89EuedWkRdHLHC5boTMRTY+IsvA5ACF8Kamh1qF74Pt57rwhOAwksQhGHuYZ3ZHQiVJEICF6ICOpc006IQnQzk5bijbGpZ7HxKvDC5pMDPvc43vCh3kCD4aaKHbfMln3H0p8aVQoED3MMBiaaQW/77QVV3iGKAp3CAY4xqQEzYyW4mpxQRvuLElub4/H9wBQgd+AKcACkADg/78ZFgAFqAAvABkAgEp99UV/L+3xClAA3n1tf+PDzx5+78tfKJ/9+m//tH7/l9/+03J+B9JW5jLY61L7sVtCagRbzi9trojvml8FunQ/clnb3lPKbbhkjHs/CehETl3OnPScKMNGAcbBZaGqEeh658uFQpn3sdR8NFiT8oCReeu9u1ynf8gunu1oKQu8jP1C7LhwjL33gqEeqTerw1tl7hPcZm7pBOOusKT1DM3HBGGdQui7lJV0whSk8HzN/mHmSwRVOhuJQ4cCAD6YUx+ut3U+KawSph8QX2XXo1PCY0JLjl25Qt+RFmfH/dnTVsNtLpBDQqi/jHXLPoGyl7k6hgilPmUp0xWJ9Ox0qX6fsDEMP8gE5R4miANI81LQLg812pSFzfARDSgfEYBpcUNZ2vSSi/VONaniIjGNSDgpBZuLZBtpyff95yFk7AEVsqMWp1m4AI/ZJC00phfpwy0BQAZEV3XBXdnMZ6p4KhbRA2LDy0yA49LiXDHUrxkdE94bXXl0ZvEZ5MIPbmdiczbrRZZ5nLFyH5AWcMVAbM14oTmhkKoIH543sGkgIT0sZ4zwAqQeCIyg02FLdrftwqdGMIxudSsx1cJhqet5tlXgblKYe4SwTO0VecdEvZVKxwElz+lZENo5l0vsYYVgmCbNfplD1yp778tSqLkWpKPRmn6utTtL1nMsl23MjdECKvjW5liRJwDhhnQ/277KvLsXRjcj7XtQRnfp2IBuYN1q9bvOC8iOQSTBd7bSczcDSfcvvky/9OtMsiid7ZB3zXiZr8p3//5/9g9nmQ+vvt+P/c3GBG9efRSv3nx04cQP5/CVkq/49lnto+Uiye9tLHF7vjfg8Nn6x7Z88vo+IL/92fP4ZL3xH0T56Ae3l+9+783XX8//8AN9tfvgNO2ogEY8BsaaUbsQKiSIh0WeTpOAGB0QyXEnukg+ZpSIeXdYlQNdw4Qk6ByTlwXaqUhUfA5+Q/ShzxukgzQFhZoig9vzgLeCjkFop3JNMN0aIMJQpbyAKUVERUCvwCTm50IrQzcMCFS1SZURwPICNixf5IPBLcARqXPO8LJTmkaJopo1QbDu9Jb83QrR04XuX9H6KbwEXgALRkKp7rnIVFcCNTLwCT7MCbyHN06oGgkuhF6MKrrkJAOWJckuxu6zIYzPASwgHPZADdbToVLXCCZ0yhIzJjAiBOKkDGsL3PJl6CuJglYBis8N6ErBEBfCZPMNebQQAezP493P3i8ACDDA3gMggAMkgA5wAxKAj4CvAAZQABLAW/wo2vs1oMFcATpAhH0axV7gi3df/Z1/7/O//m/9f/76//ofPP7v/+j9//V3/R89+5d7/3LWzPvIOOzlnadZfrLPDH5v1O5krMdRSdLRETCeBpgXU6jMo2LMFhzqPJKF5dD9pc+EeoIWgElAc/Y4ehOf6mBIW987AVkMjNcjRNolyM2IgM5ZxtQxWQiGzgV11i3umyG4E/EiRcPATl/zfIk7eT/FQ8Fo9FAavQ+CIB9EofsRD15n4VC0GeRGA0GJoo625J6f/XUKabThTAGg8QrGUJN1kk66UQyCBHDEnBNk9qGsGC/DYNDZchHsw5GWFw2aMEzDWaBbD0ALTQtAe/ILpTZXMIHAcEFC8j/D+Cb0VynJnL+7CQ5UhkkMBOiGSYAzSEDOHTRupYXF6qeZ5VDXo7pgiHiitI8d1lQtguWCmAizAgqKAWAseUPXlIRnZBbsXAHS6K8Sk4cwVuRoJwqax17IZu8c3aBdaAzT6gp8qtJadMaVFCIqY1IbnDeQXHClCj7qUiRkSUIgCSi539bsA1h8JDKysgK7SfUZlmoABGSxCVrBmd2VKq0OZYG7+UwRFrGUZRquZJDQxkmUO2JNZEQFKICX/LpTuQFyqYevZV0ffQUIBYiEx0yFpBtn9FZGnFz8QCwlvZxjFcx90FaaIcBUFANXSeCTSDAwC+v0uWZxEaECaBQsdW1GJdLwhfLDxFQSG/5A0mfzdvW5SS7m6aNtdapCNYiqQANnIgt6OgqId99Y4jz1/ZjHMXjQly/j7l9wOtTSw806lFu8g30bL63xnTGta7kIU+a3lzcPN03CD69T5PHq7Rt8KOkX3tBDXtdrWa7WEkh5/PZbufKXsXx7PX70y7+x//e/9/g//AF9N903KoZS2SMNPTsThw1zTvj4QbfskwGHQQBYvcQcLdBdh6cNNfLqKarkS36uLsVTH5zz1aIOqyynxlWoRRQXQ2oSKYNDei1s7n7b5pYkxykVMDycOzGFR8U/99prCo8JIkgNeJ3RjTM4maXIGBgTITD2SAm0Rb2JohEGMppBqWYMUzY2xgrAdGF8BHw7EG+Zc3Kn9DwgOEBYrhDCJNNzisW0kJUwRNjCKDwH1xjCVCYMmamsPgds09uSyzF6xlA++znb88vtFQYsQmCTPSyX5exvavxkOAnM6b2k+7RFYGo6bS4JYcJjkjV4ULBBSBkaiqGAp6YVQS1mnpdpzNCB71eACclhJgAG+BjgZwCvAQy4Q7omxjkrOEN08G/iHQMQwHegTBgLxAtAG8cCQAFCH7/fP7zY8xdPz/L78Kv//pe/8J2H7Z+5ffKdW/zK9kFoe4NP5/nxKnskjmEKoEvj3k5jiuNYIb0cUF+X+Ha3SgG4tNEhUKJOvJtfAOL5GNeiL5oLjg7GBpjQp1sCn9OX+TzXqjpBwa0lC+cZU3wbcpcoScw6R7IPtiUfLhENbMt1Pg2tlekk+vCorx/onWM1a57g0ePm4dJ91pnrzZ7vWlM6veUdz4ocYwDkzIUiHIbuB/AWc8f+gLURRDslDaBq3g6zUuK9ywpVEdkhJTuOUTpAPEgi7TsUGYetSc9xvyTpaGUA8A6ch3eennkOh3zz+yDxHQuiJ4uRCZ0689+GtM0OJd2bUpU5jBLgpMTEpMghyAgjZymjD4ahiJkgPKrkAZpYwk4OkFVPoIRzwlZkV/SE2YYwnSbgoyCMaaXk3S1VaB63rXJTFKsTTkQioXkGL2+7e800BiQeL7ZtyU+Uos6FbK5ADQORI5BW8X1qzdYMM2AUh5lQUL0AHGCU0vHU1ktqh/MNZcjAYI4AKuzmsBShsx0FeSSXCVbB1UhGUCGeGJJGP7GuZR6M3NegHgA5ZbVAVDO4ZH02eIW4F4IZwmYWN6Gh6BEJKDHNESjQY6kxLZmOFbEFLCIZgYX36W8WqSeuHBtABaSgM+IKene5kMSwmtiGm4CYUNhVKDROETLPxPt0kNTn2RdYrPawS07t3jxLBp6JRu9ly/m9pqcPH9790ePlE3p48/HX7z6sKZ1njXwgv/X+fZKfXvSSBPw943y+//G3n/3z5ekxvv/ddLpWfx9leUUy4qkb37Z2nHJ5WJ/f3x9WoLgW9omes8PczvZVfoXfPs4bvRtfv7m/+lyXT+pHr97/N15979a//d399ve+1Mo4qYR2oFJs3I03fmlxqdAr5km+nN0IsjEU40GQgfWFfFG836N6RRi4Zna3QA4kdQLs6BvTHZAdfg7bZbRARoKjPy1vHuDeOQZQLdathiOMvsufCaInEhLs5rc1PXVYWSMwRXJwB/O3yb61lGPMHNTtbrR7Y1sKmSAO9IJFYE4M40R6EiwRu0G+353TBUDfP28+nT1gIIQBi4C7gfcZg8CmT6GhEUQISfr0ClUueBwBBQEYWj9KDAMLjUnn+fIuzQ9ree3ggYyJ1ZFz7vpxpicNLexHP7ZyNhCxe3By25EeFAfbTf0UJrNAz+EE5ILPZiwA07vIYRqSg3YJmAFyAb0CfAvwHUjPMBHmCcATFoB3AAQAABXsBYABHqEHwFvIO1gCyyAC+mF88wqgA+QV7s/wB/vjH314XH4Mn+W3P/x0Wf/Sjb/7Kr5X32/1o2V80MxJgh+XIM2ebNF4sS4bjfsEIj+UKofOKDkNo+3IKOEceVufDIT78wmlskIm8xYpqQNOOtdLxkOFCW1OieieF8EzzHqW5bxbSeD9PaTbfUJGOAAZD7mTq72AJ4Qlb/y0I0cYgdkLF5bOHYKYz2LRb8zem5QV74Bbk9NhW8LJwejojf2yXvfnM98YhNi1u5mA3FFXU1pCTyllzmfDVdFxzhBsgdFCax+9cEzL7KeiqTehAmlAK5BfGr4qeSL48Lza/Sg5d/CEDZ28Vjo6ruCD7uj3uoE2yAinQqbk6JltBIpnpEGxhRzuR8pJlTwmwMx5MYUivXnKmIGaGgvotJyxqzETDeAkI0KTbcomBhZ3n8uMziApP599yXK+0FntVEwEQIsijTDRSZil67Fx2Y0L+SRj8wkkkYMmwQ3cX+Z1XUznmlE1BgYBGft0iw45pd4HbrU3TUXaQCPviklQnaqgYzrGHbbqzwrXHCZQDD1pRlGOxKS4GHz6UPW0z1b70Ak5FiBjYA2U0LxI7/lauCuX0CGR5tmQFpKcmivnimF43eJQlDBLAR2xqmudEoXSJMUoVWIH3YQnQMVDhSKy+SHojjjHq5z3MangCpJhRJLoqOSAygD57Ect89TvLPylkUv8kmLTCBJ1YCbv6suGLw75Rd//bLyc91/46PvnfGrj6XxieoXHu3778KM/vT8vL/fPr/7Z/fzmpT1cP9F9ffrpid+Xl56vNe/T3iQ4/CTKBdGVtytit+01zzs/fDRavP6Ex0/eU10pynK+04Hf7LH8TL59+JP7/ad/+Pi9y6/8yqsD3nzyX/1O+8Gn9emb9B92+fwrHEy9Q+Y+aE1zqCyIWgAb0sLkPgzEYqcJuSzRDy1Xf961XB42b90YfQxYE47Qe9QHvGtc6P9L05/03JIuWXrYMrO38Wbv/TWniRMRN26XtzIrM6tjEUVSJAhIKlAQIA0ECPoJGgnQj9D/0UwQIFEACYpVUBWZICvJyu7m7SNuxOm+Zu/tzduYmQbnxsRHPnDA4a9bs9azdIOTkzp0bTRFNkpBwmOvYVOk1HuLSsa99zGm2p4gQ1c2Qya9VhLAKyjw2sp4jOKMZ4uzWxWSXbsMYfc5TE6tUoB2hMC+1Ev2oVPr5oOhEdIBtUR2rxXXD5b0/sCxUlSdQGImTNVY2bX1HslL1yzu5IDnuC2IYWnHWYpx1L05s1F0I0g/HuN195dYi95ngop4VbINYCaHNO4Pe5U0lGaL2LGbBDIKmTW5Re+N5HStH2fkbj0gdjgVgYshsZ3R57JeyrU+AA34DPmKvgInQNBeAgWoQAEKYMA98AAwMAM7MAPvgFvUEQCwoE9AwhCxR+C84gg8KOqKH6z4dfj4q/d49XN6fXx58+buxc/i5YvT3VfZ74indBaat/Gaq+xJx1VDSBy7J6n1UfqEdumctvYd46Y3kmGpm8AqhTHjvPs8tI+lzeiNEWzEeP248wy+rv2Q6NrmzP266CC2kk3lFGNhojh6qWkWW3uMwa+FZ/LiYSewPGsThhT3YSTvlS18bOk4r1wg5sZXVpW46pJCokU1iy3XPE1Y2xYoqp0vH2g64bKLeS2b5GQXR2pr6Se+lvhKbc1yfbvzKc8MM1LWpjOjTcxbxPBUyjDOGhG5Pu4+jmlZLtNx7tsWhFwj+kqSainMASgxxOey5CH6bnSA7oF945BhmoewNcVIvbacgxaRhNHFYJU5ADs5C9cQQtc1JmptDLoZWfCoprAQaQFm4d1UJ2nNEDj27oFZjRFFHWIJUlu9jXLZ/X7G0miIZI4YyGtFko1T2vYtcChqKTR1ZJD7Q+K51DXqDPnAfJjSue6nwL3BoaOjc/BLkRyNpfU+xNFq9+hqNA2p9TYF1KoI6BYCOcURpdlxQOsyMO80RF4UNSGqEXuL+aH7PPK71nzE1vhmYKo6wlbK1lqWAa0zC4q5IFDAkVsFs58QzSyEGJfSOfTKnNSMTcw5p+CsEN66jHbZj1PYqm5JWqfAFKruEe8pTNZE+PetnYdw2nxIlkEXaOxWoIWTky5ptIJxirdFMVt1qRFfdn0R5btmn5k+jeNhKQYP79ZvH3+tn//JMU7TZbkMTO9q3X5equ5/k6Df/urhhaRyfR4OJdGHx9/1n138ZboLlBMt8FH0ifzIY+HCcWYjmFf2TBRO6DWNsSw+38+L2Xjz2fhbudxUuraTXfDrn7+V+/7lLHWVnd5f63x6LdOrPz/86GH57nb8n7/BX7tfOcleMEbsW06yqo7DSKEEG3nfKGQJteNJ6eDlOaRZUJeriBRun2D9LLGNGyxSlK1TJXeYaEJ2JirM8bnUzCRz9F3JBw2dPI28KUcLSpU4SvSmnMl2Fwy+20iy71cJE3lHVi5UiISSu7K7WhOK2HcMg62GKKRZ88aRRL0n+H51Ch1bGm5+1H/3WWzSOiME5mAeCK76KQ6dCNI1TpBGjtaN4UgDTmGMol1zjJTMaFTdhSZkLtctmO31/Rh/pNQSfGNYDwQwpV5vyF9Fed53mdK89znLpXFO7u4FeERwKzpmlO0aB9RWmWaPV1DqpsSRwnp+uKwdBHwBPGP5JPX5ZAJgQIAAfAn8LXALXAAABHSAAQK+BM5AAkZgQGQ0wp6ABQiAALfABsyng7ZrL1hM/ur5cbz24W/Ot1M+fP7yT14drl8Rv37R7zeekr8K+mHg+1KNmAvbdAi0LDwd9Mx6y4drqqleSXJTIopa3VHORSdMK7dxM01P+3WISmcpkUNvAloeVe4ylv06xHn1LbgnuAWB6aoO0vPVc+7vLd0yVAsQQLp77V23pzCm8bHTKJdyzTHrtnuO6M3hiYN4NdT2TOl4tI9Lv3Wc+zLwYKm3sqhq08xYlo5osug0DavGgZfBqPlKfot92weORWkc+rWGAbn6xZc5sy1nOSRaNWWxfb3x1BtFZrMGduKBInWNkuF6uLYW5mR7o2HApUsybIzB3WVzT8571Zmyrs0Ocu2I0qgyC0LXIKzG1ouFMfcamRzCgtZRWLKHJgoPS29jzOemkmKCeOBafZDQSkfiUMIaXSQ8ly4Rj40kSFGfBZfa4yj5bDTaKYbNlCL1oggYulnKYW+eOTfp0JFhtR/BKNSCe+E2i50tTantGmbj5k+13jB68xqk16oJtrcwD8OqOjo3BPWWg7eumbvZIUcv7TDErXtijCCu/W4ada8Z/FDaLdJYMER+7u5Bo4/BmkrwVvYhpm6dhfZmOe0bOGCO3AiUh620FDir7mDUjtGt+0mQZZC2yynFrbNw6DrHUKqNhP1qOfWRZNDWxmFa+ynQXmzNLI0kc19CH9ARxKoPuWj7dkgvrSNwcE+Be+1zDM3p1usauF+2y/PTJi/5j7/6/Fn39V1rwudrf7ouP3T++3PvBacuPXLiA+Mt4pD6jJz59T0Vn+4dHj8bXnw4v5+K9biYmqJlvq961RWKkiLn8nwV3OedM7+K+8Y80+K3F/+nn9/dN71/fS1Kq0eP7x46pW8HHobXP4z/qzef/cv3+LeX+G9/P29la1PetsI41mLjlny4NI2g3ZSYB9a26jiN9Wx5sHOVRIKI7FzEo4kMGVVBqp2LbkPsaRwbIWvfxhSN0LozUbUmMnm9pjBwvXZJSFvfUkgh+UJ56I06vD2YDMxNdx6DrNqhiaQzj10Le1DSanKIWHabD3TVSBdX7mQxRrLmGKduJcqdtxH0KM6Bho6NPVU3Mid01Gun4qhRqLmRbpWELBD1hiU0rZGp9epB+9qCrHt/zs1DRCnm67/H9M+JWNECoxkTWUci2iDH3mkcqiqPyfd+L+jNQ0i91ZywhBFm6zAOTWtOU22FbLBu5MZSvdHENvsfBD/3gH2vAf10XYAReIfwEv0Z+AJYgGdgBvB9KyBABRJQ0AxjwvYWyKDP4M8IjB6B5/NWAQBh52aVpvK86ft9jR9/+5vMtwfM86s3b8aS+u3LN+M/FDoJ3Qw2jJy3soVI16dLvJnyBWUoGqSmHq7GLsxpsdoTwpPZLazOiNvB0DsTMLsvTaZe9TbHa92ndFOkoQuclHrdaeBinLeKMeNsuEW/iMjSZfJMuTUOqCaydzq4XsLhGGotTXy8NrAo1HMPu5uHSdxLb7OlK/UsATBaYh2I3bbqhOh138IYeN2e7XAqq12CBmnq1vbd+UjZ1rrcOrVFdlIapGknZetdhZMbOF3LNY4SVso57Stk6jjveZ51oTLVY6J1K33MvGyeBEYpSrc+Rb4U2aPOxHvZMM2+Voou1TrTrlRzkNqYm2PQtl/jOPROgqFjElrMemBZMA7KMRXoFAO6STQz1cBraTlyr1YzBZJuGgI3ssAwUx7C1pqPcdutJWXNz0nJ4t6cgldQF3BzGmMoVkVjR/U+IVzMR4aAPJPXNpxov/o4Yd/hAbNy7xadYL1zwLkMp8GvjWbhDoKeg0R3CHfwQOikMuV+dUxM5h3gmK7qyWghIkrcGw1R1/ZikF21ce+gU3fjeNL+SIgAjWlcWxo4Fi5En4ELWkoCIBC72h5isyjJ6qpXMaKBO4gDmT4jvWt6n4WvuyXxwhi9hoDWb4O0rkyo3U5Drut+N9HTDuYKBO3bhChWH4gGrURcC+JAd+7W2tccDns5V9Ln84uf/Ogtifpa9+BEhLTd/ezmtx+39KHHH5+KXb764gtIHeP9XtswToFn+9De3/v8kd68+fxaJclRg7C5kU7oT0vj1hp30LTuy66hLVZu8aKnD0leHk/v3i/JTv/gTzzyiWx7Nhtvya7X7lrOWubHZ9s+J/owHeifv7z50xf63aP8qw/hUfLWOix4MXCQ0A0OTN13oXxIVto46gYessPh8AU2AGDCtdWJBgmRTc8xG9TrSOHcfQpqXVrkYFRhwa2wJJdNaSZdFVEyqZfK09A7oVULHFQrxSFEvUJvN7nMnHyoQKbUgnrn4LzB5gml4iBeo8K9wCagCTItKmRahmG//uaB7WJ2CsmahejBTBlkYbamkVF6C9g7QtDuzESdkQNLMJOcx7L7MKyXPQ2udYj9eoZfS00z3JwAc4xp0m25jNw7m1slZpc50LOa5ti6IqelVEyi1Zh6IfbmlHCr7TGQtKqBT6W/T3ixy8fvfjsqUAAGEnALPANH4ABk3Cc8jMAKOaIn4AoIcAQq0IAD8AvgR8ACXAAHDpACeQPvkHdoI4xAD/ADlIBbxGb2EuntugbAHStQiz0W5PPbv3uPz26On32j+tfT9LlPPk1fTfL5rb65DjHHo14XiuO+zzaUoU+c2DbbiEIcelvTzaldrxj70OUZdtNg7FtHyOYp6mVt00AXXSYdO2/YmuUY4rS0MPZN2JYWTiNdd7t1W/I4O11Ly5KvFGKLFq13OrEu3WaSZ+8TUzHEGHvT2BNNu29RO1+1HwCnHCBP8XIqQxvAxS2ZhynYssk0h742HJ0XteXl7D1nB2vf6YWgtLZPdqjZlFrdbQh5HyLbBZqCkJs/bp1QnSLTcsU8DeulTCPFkqrvMkdplZhIzacptN4DLYtO2UKhjd3ziOs+5tAMyjF29THKotMgi0qVLuDcu4v05iwoVSmxLn0/kuxsyQ6G5k6CzUDgSGbTsK8Fx0EWo6yTBHMHRWEjQ9De03A8122SXqaUdNDUrAUhJZqIiNxC8FI1h1rUJx6VHl2T4hyIgeA9hFjWJrNcaziltiAGpeS9EItbdF/yaNc+TKIbxaRUcRhYlYQghAOhUKxbvz/wZVMaKBk32F3XRRwegE3zYKVc52G5tgx7Is4pLr0VdzdqsM7R9j7PKTanU/pRhzLdgS4du+keQgA+L/u3Mw/XngKp8w2j1poIRNS10pDjUi2nshYZ8awU2KPpW6vRpQmNgoftsscwVFDwTVHRV4niNAG9NZNpXMsxUrm2ax5feVBVC7yGfvr8q+fhYzi/O38b8xD265S/un3RyHj6Kr5+v5fPxkNKPU4jjmM4n/vaD6FvDs8tzp/NSzmzdwApHs7X59M8vH1qUdqZfaDPB3l69xymyWRKCO3rd+vtm5vH9SbQ+0WG2dkTb8+SRXOXOkRmk1gf1zH+4ve//MnhrmCY7uog4fVnpz//qn69zf/tL8ZvrmULObbiMfvaEdoXrM9Rl96OkEfLQ2x7BwEhDK7mQ+Z2ZT9W8ki1DQF7jTR5qI7TUa41DtpCU2TOM3mlFrqUMLD3IR3RtTPVTixeTRPyFLSVIYzeW6lhDH51lTC3/crAqhZUlC011PuwrTZEgxg5rPbBpEbKFZtZFOnpsi2f3fz4HygfgyzmI0F3xUj9qhXmoN56Z+HugzhIIrG0RgE9EBaRWjrlSfY1zGPbmkqxzr0T177DV+LpUw5O0zCkthWJ3p0ddqFu4M8DPrSyQNZWfcBWkBLVwk5mEd2xMZOixihVP4wjL/uHSTV+fPuJBR2BBnzzB/EPDAAeIlKETqy74Qm4BTdAYQRkyBX6CiiIjDYAhOC4RlCHONotsMKOwBugfd8ihD9Mh3iELcAMFGAHLg3RQe8uH7Hcxfzlw/DduOenx5vfvN/odPt6w3BIP+71QPyCSkyT066Usu6gwNmlXh8CJyvY4bN0jANWzQFCbr4cZNrPOweOhVyMtjTFrpWfchv3WbEwB9obJPCZPCpfOyRJ8XKytMJDcxqslsQByjoNTL1E5aeqdx7WCe0sw0TaFSHurqTY0QaTp8C5EsaQa4D0jQ4H2zxOgdbFPaf48bKPwfaR12tIucQIRlg6D21/3vmU+iXML2pZhzkBrdeWJO6bzbGrs09HwuI5Uy7iYVGXvqiKCEiUmuo+BL4qjYm6lQDj6L2mhL1ZjKRunlLcShhj3bY0StTobibuMIJHUkhopc5z6mtHlgwnBpTM+QAtxOIBe/c56d6R3Iwbe1cPSazDBAGJrJ2PSfaeBisuORmMyV0NiayThNbHMWy73eUcm66MqZtPYSqqAwWN6h1j0t2nwdaeiNVIt8jUnSKqM2v1IZe9Sgzb3g9D6rUjJz3XeGRXnuqOYeBzHyYxw10UqQTuVDFlyz31VjjlsNE/GOXtxo35VDGxqGL3tkjSDox5qL5lmTVwcGh9VDyZJmIyotYuOQ17kyR7c0n+BMSU0raVwVsTLmXNaW6FAmX1QajXLoA2HAaPQGy+xTGttWe0RkHQHQSIa4chZ2tbzLRt/ZpTX/vbAVbsI7HFcPmzmX79/OLn3317e7nYH9386Y9u1/BnuXz7Iv7507t//bDqZ8cvutvNULYWcY+s7VIOKBeZbvWqdhK6dOTqbTlkai3c3ZRl5a9CX9uzx3q6zcGhqSr45jiUd62uv2LE4+AcCct5n+2mjQ+7x7rwTUR7cQgf9Af3gw4998cz9cHVTw95evVTK18e5p+/G597+Ve/HLQDKTQi0Fj2hX26SB/EdqfQLiov1FQwWFngcaDH5zJ6MBTPMsEvIc59KytGHlXMsQtF6qEGpcoTdXwSWISwAIfAoXsdWKDVLLmU1kNggVZQYtqvT8OcSzWOMXRmeEwBC0mCa+gukbQ6Oyfqtac4B1pdpGEaP+hlAf/e8RNG2zQm8XX3BG9oIDLZTTlQca4MNKWYaMccnO8ZK3HQreWhrZtE75sr97XvK86l6/sgP3ZitybMrfmEvdLCruoNJGofAgw59D1PY931EEGVJ2+LM7FUpxP5IzBfah/CtOx7btJNP37UR2AADBBQhEt+3cq7BZjBevrpw/nvspkDBOywDBTEEwzQA90++zWJsUaDRujNqz/98P5vHf0et+9Bb/C4IASkM5ObJWwOvoEtsAgcAAcmYPnUgnQ8Ajvsfdk+vt+mud7uQ1r7RZyqkD3q39fpywI5nk4Plx+exh+dLhelackc13yKeZMuRLlVTYNvrd1SPO+bCnyEWxpiJ4aLqd5GbWvTce57SGNDpdJ6ot7M+uEUivqJ2sN7vb3Vi3mmZGj1KdF8ljY6d9LRQ99pepmGy+WSC9FdtLWUhuRaRUOYvF9Le3E6Pa/Fx47aHBU3Y6uYWtHIPM78/llTjKhV9GUcP7ZFmaZ9pzRtW6XobdlojMsDITyS3XDottueY9jUk7cU0iaUjAuW2NPOO6mTTDFycwvEHWFdwzRs1x0Hps5BChk3YY7WyWGyUUkZS2sSYihCGa5Q+KGYRl+UGRYktmI9c1RchDNsF8lVt0TBvZL6FKh0Fm/dQvSu7jFJ3TSFT5WEinCv1znFisB0deIgpiqC2knINafmFmaxZn1IoiYBYe/lkLm0TnYgcW0YYlU7JFvMp4H2S5eZaXHLShRbbxylgocpqaElob2Mo0ghDVbS4NrWQ0C1IeFb9SNBnvx6K1YpcHXK1uwHA2qlnHEC7r1rg0aRwkPoyONx2zSEm+6fhzKqJMa70o8Z52YZ1VPe9hKH8Nh9DrwBDt2K7UOU6iV3RZ72fUtpq+0YrZZgDD5f2us7KuDQO/O+b3mQ2loPUg1jQG91jxQ3H/J6plCqjgN7bTxAdkNi75tHsrNd//iP//wHf/Yvy/6LnJEG3MWfUX4DuX//+/RmeDhMP970LNxErvfT8VowhB3T6ctX/8l1+x9/dPPDv14ej3TeLZquOeRecOBWq01TOB7/sak87b8+pftd0ddveN4fNj7M/VyHmynUnO/rc+1hmmw59IMkrG+fNJw+a+cPelqKtXPhYe/tcN6ew4vH1l/8yeubjcOf3fe/u4z/n587QnxrCr7x9hT5RaeatPeYsFXKo/UOHYn3zmHmrn10btSMh9G27gy2Kj7AV4/sJGQnQ4uujZQqUdzqnnNkiIqLwSgE6N6oHzLrZlVClt0qPnUcXNXhvViSRk2RqJqZscOSWSTx2k0PhksX6W13sF7LZ0EI5B1OidEVQaS5BPTqiXQAEchUiTmS0NYtguj/8d/+3zqiODu4FcRgTZXafl0eY12d24//6b+k8c9Bu1tWpei17ReQWf8INAKCl46PkXvXrn0LUhzifeu0ZxdjIxf0TujqUqsL2LBhD//l//Uv/tXf/e0CTAABM/ABGIABuAFmgIHfAwfgNegv4V8CB5o3X5xPm50jSOEjRgZdESb0B6wRiMiEusKPwDsgA0/ftwIFeAYGxDu0K3AB6HsSdQcATMBH4AQwMAH343h3M0/HQx2WXO7CPZ6LfXEX/UfjZ1/N/cVA94NxtRBGnhstrg4akpclpzvotdTjPJRWWWbRstdhSOXSp6Oti/V5ymvdTZmdGTDstRxO2VQ3sK89BCTI4szaKSOJFYgH6VbIQ73ixRD2WrcRLxrKigrTbDmxKjiJttXTJKWoDE6XgQQyDs13IbSL55NtxVFg7u4t3iTvpilMV61HppZsu2gKp5FL5KH3VtXn3IVHUyMEHcaZnpY+DqG0djOJGjOFimXg2UOJhjikvbXTGJvpKFTdO5glZa8eNRSmwOrRqZik4N2DRO/VmNm6woxTJOs1RunaI8Th4NYdGdKckkfNFS0S9a6BQBBL6MU4xmnX/ocRLpy5GQ/e3YRTOKxli2idiIlAiaEC6k7E0V0jUVWKkVq7jHRoVBzo6GKzYYVplFLbiXjbKHwqX9yCQ4mEvbtRoN6pEZ321lI8qW/sRojK5j5kPkDW2hKRql8ypaLkfgiC2loQ78aBe+tjknOxmzHIjkvSkSlUMpERPrIMW90iP23aZp4LE+1KIopHInGKpN10S9JWCwmloyelDu1Q76yiCXPfthiBMCTmijVZMq5uIdDmkmGAboH83MMcpEiXIjJ28YPDd/ToYVcQtJjm1j//wX9B9JOt/vyxvLqJj8j/LOL5w7P/4v3/HT598eLLZfiBPv4qTn9j64vSP2x894P4MY8/NBn39WuWsshPUvvaA26P/2HbtzjES52t/fuX+aboJfGr7NvZZuT17e8fWL7ecTPHtlW9O/nby5B6vdb1mPmpyr5oVvSy2jS1tdyw1A+e7ujDM+4CsUrqMUW+vb05AodfNP/FX0x/Ffl5W0O9caoUvbdOSi2Lr5TTwGnr14l5d6p7GWJiUx+pmSfnagYHQNF9VZ0HYYp/mALCVJjgVj1DaKRuMnF9bkhdjZm7h0zBk1rftR2yNKUgoXGXZk2QEnfOWbHXQkOIuzYDcy8mN1N4WHow+qCK//2rH/yf/y9yut2Z2Q/8B0rubt7cq/WdGVobsSGgdwo8+J/nsLhPXD2Ilkp5KcoGg13HU3h83G5hT+vvb4c/ITZXFc69EIfcKTIVbxrkoXdik+6ELonRVYStoyWKaqP4pXUkiFPVvg9D1OLmasveH7cjAODTkrYBd0AAGNiAM/AzUIV/jvQN6s+AhCS+A8MFOmN6xnpCBAe164DwjKZABgXYM9igD0AAK+wNuCEAdQLuMP4W2xPwClxhBDwBBDiQgCdAgSPwAJyBZdu+2bb03YfXPI43/RXm2cOHpdJaHv/nbXhxGu/PNz/0fnuf5id/EcmSh/1cygnxMURxuq50RF5qAdx81eZze7pGOem2Lp4DimxqycwGDxovq5BQby0O4mdtI6H1nKivVAZk6luv3ENv7Zjitl09S159T8TeOVFYo5mF1PuyhsMrfXj2Qb1vg5tj6LiurJkIPhdbia9+lRpipoR+7S1wCnRJLdSJsFAcxqGdG+cWdmtxGq5rmcKgnOEogvq4E/O6M0vY95CCXV2PKRSW1NhGL52nkUpXFtoasVjHMsKuygfAI1szDGuzICgKjk2vGuexr50GQ5eMXhKnvVmUoUMCeXcZmLa+jiQtdt67SyWIsDoy0HZDCq2oD2y1SdTNo3YfoUvgSYitnKfYSpdJqHkUp+7RiPCJ0y+mvqeY6u4xnDoX0bGhEE3GnZlhpfVjjHqpFoMqhQhoWAKNrVUyQtjUKMhYmo/Rmz+nT5QAr2wDEcwfSfPI/VL2THnjlGnoEtBdWMwPKZRadok3naYp570PScli7uYSJrIRgWrPER/XPYyzbNqyoYbFe/dQgyblbkqRlq1q4n5uPVLqWlohzhZ5dOW9XqZJl224H/tTp1Rvy6C6UUilbZGzCmIMaS8+sZ2d5xaQXetEoz9XznDrCzFalxj9qZTPnv4dv7jNeTgaMTXYc2trbe+Lnl6NzjT9bH7zyPOyDGd+IN58adur6Tj+6XP7pXq6bkum9zYf72ON69soQ9JG+syHz56fr4dZulNop+nmTvvdfPvziCPt76cw3t6KLu1V+Hhx+uld+K7SrYnc8lnNy0muyzAMS+3htTxaP+R6KTHHdgGfprh9c35LeXt+99M/+tnLHyX59rc3//3DfpUp1J0BEGRnGROaec3OhWhw6JiM2Mx5cYtuzmAQ3L2XMB+wLxTvTFsCU3SrgDQUYS6DY+fTQZ/XkElNiAgtRyfrXjKxZFEEo+KBSGnPNFvoahm+WD+MA6w3B7k1xCFhu/YBuoskIP7JSXlUR/TkJE1BBnUhtF6d0PbqmdeO4GWXPGnfGTdhYm/I8GBRjY5k4lx4RK045vB4qS/8OzVjBIh1rYJKtogn1R6ClToM0orm6LtLMxihw/wTVSNkbPs4SykWBCdJTU27Q3xTxAd4ABQIwBm4+V4AasALgEBPoH8Ef4fGgCI9o0YAEIcGwIFnuNga4REG4A4sRA/ebiEruMMU1oAVBtRXoDP8AdsbREK7wDKwAa+A74AXwBlw4BVwASJwD/4I+xRT8962w+P2zdPjm3SSV+HYMsK2X87rQ3j3N/TFl9c6yfT5yG+ONOvxlM+txbXjmGKl972kIe19n3DfaetYR6drGBJRcRYfatMcw+qSL6TjBh4TlSo2IahSkNasDLs3QSLedqVZpC4FGdSLhdHiY7yMwXdN015A1EaZkj6sOAiVMASyxeLcawnjmIS257ocUkCf97lPl70PXouPt1O/VMwxbW0RYd7r3oOM+44hJ5zfleElPzi9sq4wMpMD+pq8r0AstJmFgPZ+o/uxrsKTwmwp+3gcWquQQGZxjNhKHmXfPQetEA9NhHqUG6OnpvGQtnWPE/vudXaqwciRQiDsHpL2miK2OqU4XsxOhiID2iohOWVFhcUUtPUUwqU0Yvu0lAhAhwelEirFVPc6pbiuOmZsKt17V2/EB5JF3Awo/RrjVNBjN+MFSN3aILHVTjTFKK3JIVo1iXCAs4fSbZLcuMBGCLvLIfTnNox0RUzk6N2F9h0xeQVMjeZxbX2Yee1+GBBaaAHS7dE0xRGuC0vcrQm/VN4yxcavU7DewX0S2jf76pBTK5fo105L5hebrgOeGk1sSfGu9D7Gdtn9QLrWHsmr+DE0J8rGfWxNQ5TrUqbDICs/J8ySmiDRUMRjCFZ3HqZ1K9PRN2Uam2yiXA+neLD6XtnrPqX0XHsec/rld1//6c1fVf7Hvv/1RZ5iSTLPCw7jWHf5B1/ku7Uvodd4+OyHJr+7ZO+PP7r/89bzrQ9/ez2/vj9g+icTxdL/bslfjMjD8CJNKancfp7bBqK6JZrct16OEW7/5O6zce31ZOlx+IvaX8xHe/DfzPv9Fb8bQxg9zFO9jiaLdW8DMGc/h3zTy2Wz+4N/Wx5y1Rw5/9HnZuV/+ub9n/9H/+Lj6ef5r95efuOJWLeWx9a7Ds37YFEiYJ1C5moVaQiWEDuudT9aqCoqHsp+Zpy07lEE6t60YeE6Z9GlcyRhPy91DmQxYrV1YxKi5COHrXkMsmJNiK26EydGS56Vtr0chGutsqsOoaxtnlmvHGB7iry0K/SHWdSR0ZsuBCKKBifS3juou+chV7Vj9r6HCI8EAOegDDIz90H82qcQmtiIrQSSleZJ4vm8v3khYDdzB8BidETrHIbawpDK3teMj5tZDqK2EZX2qRkV73YZEpaWBtYGZVW4M7sA9Lg8tsf3wAHxgvbV95X49GkxC2zwV/DfAq8hRtK9D4BibOiDs4OOaAm+IxK0A0dghUe3COxgRgtAAjPiCaWCDCzQBlTohAD0T/37DrwAnoERmIArcAZugbewCQjA/D2Z7qPjsZzb1/gB0qsU85zbFru3v30weYVXv6y3n+3tQvknY7rN9mUOT+sexukunC/bHGT3d74Fvi1lAYVttZsxXqun2ep5H4/B+6HRg9DU12uQY28UQwS5Jp/PYXtFacNlyHm3aiPHTq1FGUn3/cap6Xji9W2hlzyF0jbbh4R1o8lt4+H+xf684LQumg+FD+b7urHkvpZJyFUl93CuIMaH1Y9xUtvbEINjfYhjbuvgfOCnRW65fuA0RzbiuLjb5gFNwRvTqTw1uonycSmHLGeyMYTsrV0iwpV4ZvLl6vO8FB2ysxOLozo45Np3RghT3/ZBqJ2JsgyFnYn2RmmopaWxp4Zed8/ZaysT0IiDwuNA8OJl4M05bjvSuLfaElwpAWQwYamqEbGnhi4xLVtPid1oEBOnIEzmTTQ5k7c18LDbGqh1G7L3RhSBvbeE2nynPUJqVwQQ6Jbp6kCK4VovU6ydTlCXpKXrFK35kLs1jJl1A2U08wi7C+Gj9lEUTjH4s/lNpn3zFMEmj16OYZh626f0pmo/hGvB5wmPXhFl7vIEtSF+6D7nFHcNAqtawetVl3lA7UOgqyXvmm7yspuckq6KYzeiQ4rivnMfJdm1TEN0LX6MoqSJTsW2kaeOq9uQ46orT3GrMSavtdsstgdmeJXWNx3G96WkPOza2juF+nfu/9Tyh2P8sw/rD77Ady+mn0j5GQ83120f6M78Evdp9e31+OUgI3brgb7+1duvfvLiOP3HxyE/np/ux1Hpj6C/DdwyglLF/uheug6nPDyWqv2vhvwzrU8wuY95bcvBf3rzoj6Xmy+GH/3ddRvl3UpvhvTUabotW7nxVPPWKVM/CR/CcanfPRXMDR8D3QoD119+/SS/fvj3w18d76fP/2w8fp72f/U+DJx9dLQ+heCBRpv4toVLjK9VDRoSP59LvI/z2ps4CKVrn9mr52xtbzE7rvs2DXnVPt9yXMwZaUjVm5cGiAS1xGHnNfVDpEVb7NEjC7M2BA6tee2QqEVDFK0Rvfo0su/OAjZKho+K6WUsP/rZPOZOBgzNRdwJGglKBiDE0uoeyQpzcIGbEzNuw+C8WAOtawtDKGsrM/VVYPvDQfwjbbcEsyuQARMOrdtAXoTFPAdX68m78pS5g4iYrL8YYu3eqIuBu+0DGOgRrfZBglJpHEKp66XtClyBCPwO+BnwBDwBBtwAbxAL2gwYho52R3EhgZPEsQY9rwuAJ2hmKpYGeIKN8ALcIT6jfbIXdNgN/AqcePjWthvwPawBG/oA+Ro6A/S9vYCA7Xse0SvgDGzfL4oFWAWzYgE68BH1Q61z3/gxTiPfDrGtpbz23/0PT9N4bJenibKcjvP9+TC+vHw2hqOut25xGPa9bOnwMu27Ca7LwuOoF89MpXR3FZ/hrpJDd/G6ZfLVI3p7OeHa99i49S3S3GwnJopdHsVmtytT9h3phHp2HtUN83BZi+Swdx4ver2b27JIG9faEA4p7qxbyeIXB4Tiiv2mt/d0vLH6VOQYRd3V0z6s1JMQwYvU+jjexPWp5OMU6mOg1922gjBSCWt9HKYgV7NjsNJC8lBb4FGZXfxAHtza6HUv0yn3whWe1CAh7G0bI0DciwQvO4bJe0cRcGueh7Q3GlAMQzAhYW2eKClI3BUamapaRGpe2YSHpfVDiNo9whqYA6y2MMRcfAvKSpPtUdKmiG5MpkFsqzpFXzpFgoTYCnKCOUdGa7cxrksfx2zVp6AVzPTR8IKKUfSmFAO2blMIbfGUrLlAjIQE3hJ3kETfAT5E7gpGgD8Q4Mm9BkInhCDYtQyUu3KiibP0tg7jC+DNSB+qfRb4uLfzHOcqt6OFnRbvJcrnhfvgu3lhflqtjYlKR/QnsLuCZDUPYt0gk1BRmsTOtR0p7kFh4xCq2cFZm9sQZ922Ic1bN+7OvilCONpaQ9Sz0lGiN3ByuqiNWNacfQ+HqV9ajMOtlyeSo8kYOW37+/HytOe7333317b8f7u/fnn/Ffl7Go5Pz78fRzlOeInTZr8J/h+8/MlXX9z9k2pWrY7DC5Y/B55b+8yW9dn+cnv+9nQaafjB3q+t/AKcSV708lsa5sT7h/WvwnblIVvJGb/R/sMp/Pogh7XjEg6fTT98tq+P18dwtGH1PAxPTZfHR9Ko4UxtON2lnpp91KfliQ/0Kh36zZFe3xiF+c0X/G9+2R472ThR0NygXenKiUUrmlu46sYH31vDzZC33j2kWeJ17dPEXaPADHJ8MXmT0QzuTu7uXnthugnD3hemQKSNLXl40PoiYqWeQ+puHEWb9RPmEFsFQ4sTGEHFKmxGWHoRiBKJ+z/Lw4sfN3gk7ggEUk9Cde/deowstXiKaLVFCh3KDlc4NDQPY8q7ySF2YIgoKyz50gcq+z4lf/i43n55IZqB3VpPgbtCvLiraiV6AkFwVm1B9t72RBf1Abp6gLfEMCcinuE5R1sqDUmq7/tDjpsTMCPsaK//oP7Ei+/DgSso/GFJu3fPF6zdWdA+VHxeD8+AAgsQzV8xgJhN38NfIPwSbQIrzIEfAB/hE7Ca3QEGM+ADLALH16/l3bfte3sBARFwYAA66ArH95FkDNwAF/1DVmUCNuAAqimnvf1yK/NW5zg+XD++GjLWD6ndXngZVtW3+mF+TF9/EIwvh1CPutyq3LXLB+DG6w67czwhsl5sHO5X10zLJoEj27pZwGGpV69OSR8fk7gWwYCI2jsC3wIbnobreJ5l1LX2yEBM477ElNTbGiRv1gRC83nd2TyuYTuUaP78yHenXEiD5krlfE1zbNuYxuJXSMDQ/dwXe+LyitgORa+5FHfmsZWLxFO5Puswbu0b19fSnguncohje8Z27POTxOO+bTkNnZbqY8gXXW/UIF5oGLmdWxpjrLXmKLXREIKaiTGlbjpk0WoAp+oUSMvuOdZqknRl3hSZIylgXYEQspfWIqfdNGJ0Kuw3DN275CCExLRvjYaAqj1i6PBo1VmsRUdxTCa6VyTui3Lioj6zVo+NJaqS2U5DLUpj2qvSELGiJQz0KleLka+GILb0NuRkF00jR9BsenU4uxspMQce9o3yiHXXMQ/qDovEFsxVNoIAm6nPwXY9D2KFu/fE4Ux+gr9XfUfcvbdRSkXJmBu16LkTKa0JMxikt6WeJ8nLTqc4Ll5ijcTEXTtiUAO3befDGJbKM9oanNZk4852QGiO0bFWLVOiTT9OkjYPkcYaVuaYxMxmhvWiacSl5ylSLa9ivZoE650Vfu3TIbpNw3g4v7ur5buvP16+oH9U27cflV6/6D2PzR707cbD43d6/Cq8/OuPv/9q+FUefjRNn2l/m8LcfWY+B//2Ws9G655wCP9pnJ9nGtWqpbcp/h+hvw7x9uHp3Ui14NXIfOa/QPkiDW8p/Ox5h4b9jHvN7cfH+6WWO6R1PsZOPV8Vdsi4HLJdnica82f6/tEPrJdxr0/t8GXqmfv5N+fHu+ur091Xr16+yvpXb+/+4tuUDhQz5s0VuiWnQQ7ncj2leL5ecBt5d405NDXJNg/szZLoWo3Hfilx5p4m2p5rDBwTL4xx9yVX8aSyAVkk7K7HlJfaJMiHghcmbdQc51Cv27XEqEYjfTLLsjTrh5UvwQ8cnrlQ5+MPqfYQ9NEscvCmFCh269G5YjPtLKV2S1wcTjR0bRwoQAKkOwZB2apKjpX6YHUBohpS2FqURVp9jvEH5CQpdg2RqVEgUxIDBepnxwuSp1ZSyig1DnhqcaTmzt4tRoYZEZVuPqSt7zZ4u35YzLQAR2wRYKAAN98bvh6AW7QD0oaa0R/Rb5EJ5YI8olyx/QDpgj7BAqSbB/i7P1TraYABSOAgqasKOGKaUJ8wHaFPKC+ADSjvvp2+dwk4GLCPwAvgIzDAG/Dptk/hlGdgAgbgxeHYrX+3bo5p3ZcGBGCHUlta88u6TsDNuizFfnJzfEjxxeV8yRO77R7S/dYvZXE63KcphTxyPtl1RB3Di3l8fpiG+9r6fujzWpZwc3iul7sU67na7MNx3p+2LLR50+AeJO5uXSYadQ66B/Zzs2kYzVj2j1fOJx7WK3AnuTf77unyg0m2kO69XXu/OVg56zHisduBRKZd1xqXOZL7TO3p0pIrTbf9XLLju8xx7cXibbtaorrpdJt9fax2CsNvm94s4TrVU6VJpICcsPUkulzoMDEe9enWZItddomDPV3i8bCW/RAD7Z3HuG2GGbSJhTJ4UAYFYYN9UitP2ZunSLxrmBhOyRVmBljg4j0kxtZ9Em2omah5YSj3wByIVlMMRLVazihq0UlJQOaUA5u6u4cxWy2nQaoRm0mxNuTUOgmphdE6EdluNHrZSgwMpxpgrhsTEz9Bg6THtQ5ZSN0DreQNpI1uGLt2Ylll8E3nMWoxDZyQTPQTX5INEBcW1J6G5EuHeFNQ1Bl8sbaBKtc1zFjWMMbfNxsCAjwKLsaReIA9cL+M8cO65HHYV7+Qu+YqnYklaEN29TQOdm1xTmiYDpA2sWBuMad0UztBF+Kh9D2FfK06mUq0qC/IHyJuqj+pzzk9WE0zabdzEi4JwUuplJMt8IwNweFtONzs/muO89v934X80xueByfVBw/5Yf/5Tfz8i7v/4Jvz76f4uMjP5jCZZdJvUnplfYjZe7s9zLddp0mqU7j1HzDHostkoxN5/LyVchp7jAen9O7hb28Oh6Wvp+nVboeJ/10+3W/n+HKkJP8ojvG8/cUL+aqEG05/n+nz5/aR8dvPXwfvh93kxWf7w2+vKHvdqnyD/TPamuXz76LmbYr7i5c3/+Kz8LPD9Fcf8kXp4eTSjxFLUryTOFUNh7s/ovXbIpfNpkAUTFjYaqtpL4nJthBk7TT0xZpQdHemkXgRHIL1ToyDmO7ap5mcJAQre5/BW/BYfY+bGGIAJLt3eCcV7X0a5EzhoNSgbHHXhle3Y91qmcacWqNIqM2nxJdWI4FE3V24mHd2MutJsPaYEAJbLra5SxJ6ulxvR2vdMy6dB2/fSUrtucB+Q/5PIN06J9+KRfHNYmEEB0MYHsjmmD/UmsdUm2XB1imRu5mDAlmoPuaIbZszX2qPD7/+sAL4fswigAPH7+1gXwAf4DeoB6ADX0BakNDlBn2jaeBY9PkJfAIa6g7cQRV2BU1oDHPIE/QzwhkAaqNpd2TohuIAgW9AAlXgHQCwwjLoJXwBXoAA/8ShS8B0GOu1DoGKe1R9uC4dlkCE5QBeYJ/AFR2uwAAA+NvSMsLH56c7IAfZvYwvX236ROvMc+MY96fteTqeHrfr13wcJ8yX9wBNz53jqxe2vECcbX/7eJBxZe3Rh0uoVsXXNR37bvncgXoZJhYikoHRqTe+m7hs14nsyYdBWg013nhY6ppk+rxnfYp03y9bGli2xwqhvXWrrMvaOdCrYMumB6GLGJdBQirX0lSU6nhOfSRt0Y49LFOYdNkvGl8N22Pxk/FCTqvtw2jrGm7Zz+s+B6xjnPh5tQPoYcjjc0qHa/YZ8dl6XqiHhaeTbvq/GeX/fYYNNne5AiNzE0HvCPCY+FL6lKh5y3AlhYt7j9Bu5PQy5FJKnyI3J9KpS2ejHVtOuRJxj1FcTWJIza/srIQovbQY06ba4c5stcUk1+6AhyAJNLa95WxblwgCVrc0SiiYArx6TmhqHpNUz8Gthy3o53mqW00j7UrO8WDeqftlPU5j6f4MHzIuez/mCPNGymokUpr27KFTR+8pUrNx4FoMkUntEpELpqjPVV6h3ES57PZZZFV5Ce/q92Oc1z6Tf2uj2fV2OOx715y8m2VQ4czYuyg7QjDXcJp97xqhaiO5N6wpvlC1BFIepIUYj1V1Cs9dmW1E6m4vdifqRw5r03sK2loJGld+yfTBhBLxDmLWEgZSErJmNOBhuPtRxE0Pk9fXW7/O9Xob/Yq7Fy9/2p7/Mr+6G+trrg+9/ZrpBfHJaQDt2W9CRmtpEF+1TqyK2Mq72n7bzFqvY3rRZSj6IfTTpV6Uf296F8NS954jVn8e6iuffkX4h6D3pfjNEHu/bf33Ic9gpe2Bmc2JQxnJLbTXPzv9+ut8/7/G04ePn/W2blG+nJ+ehjvJ22/enb/8B1++nMN/+Pnr/+Gve/eZ7NlCXB96jPQ6y/O6rTFOzZDWXmYI1aADDQmFotdguuTpRL0qh6FyVyXyh6W/4PR+9xdIaaTrGcFbazGF/umLK4ytYc4yOGPAppYDJ6UdqqBsdG0yhraCY/GOGu8H52H33/r+julHkLLTMMRhUclQg1sfiANxtH4lJOZgvScOihY6fAjcnYrKKe+7TkPqpd3muK391YHLR77R1pwdmoNIVwnelIV76OSJzDyzLeZNm+bw1PoUaO3mguemQ9BanHNYgrVePYnXzVOj8zePC3AAvgT+DjgACfg1cAN8AH72PdCtAAPihma93IG/ht14fdT2WTqeao0YnrFEhBVKGI9YdgQhcbJ7y1vfBWLg4DaSPnpP4FvQBRoQH4EAu4cPoG8BgzNwBBT+SRL6KZfGrpsjSNcMXwGBBWCFC1DoVP3pFogYF2wj8IxPpmUoOiE8oK9dgSW+XY7IL+Ol2GFq+hTa9Cxl6C5pXa7rud0NVn7X4uf1w99ud0fzWobBt7vPeZpOR6Wb8+VcA/H0AvWybc1pHMP1HIh8CrsPOfSCdl3hx+6I942eXY7ysZSUedKHZ5yGCoQPTSN/gN94K881pelp7+lV8qvJY78qU5a8FPaJ4vWtxRdI9UrjaC16mnM975NgGfZBIcDjb5Bf2VPIYbuMIfKy9dl9Z7vSVLd9Fm08x/6sw7ztelfV8vuH55u74d1uM1OhQBvNh//meacsYsQhBO+NUzqXmoEetC8YD75vNAt1GtCvThciKeiZYuUHlBBDb5WJoAyBGbdMQ9ctIPUo1gRSnXZxUcrBvfeQqJWVM4fG5C1SYLVADoMHXpp6CLb1MIhWKGsEu2JheAFlpg6EhNUkU9zZsw9ANYuRSWFO8MbC/G4db9Og4T6qq3fDwIRelcQIQWLYG2eKK1NQliAdyrwBGpCsqgRUf59jaM0DPnj66I0Dk3pMUlpRka23l0lox7NYsbTD2xj5utsY2Z1Gua6FMw8dLZqYy36hEKzLwJKaD8fhzdpwTPnSs5R3nFRxSHmt7Y7k4sZjvN11nmk704fZty6pVx0nVY/Z9267GFX3TLtjHDq7gpwjHXH4F2/W406/moYfj+mnQ/zNr57fHPZ/d/f5QZf6cPndn97/9EyvW1L32vTrEMp17aRPkg+mJ0n35/2RpV/sSPY3tavBDWO3qvr3XA4e0lZ28kL8sqsZ3dS+bO0X0ctKH+/w2kLU/Rz5LqWX27rfHn9Yjff+jPgPhsPfJVVruu3bYFhQ/uHPjn/zF+e7a7h8vucYpOrLr2J7/8hfTPXhu69/8fD853/2+xftR3/0uf78w7Dr+XIY7oZhVaRXzB1b6rSjeY99R0zPyzbFxLR4oSC6qQwazS0yc8MqrwY5b+0gWL3QEzCHTinA6lLzmDflkVYXxE564LTAgQB/LvU+552MyMdsl1InkzqyV9LXdp2z7O8P4W7ffyX+WZjR9y9S5K4WpHQK5CuMmJoRoVcj77UH5JB4NwNgOaK0aeIn8CFKcZU5nZdtnEPRvpIKiau7MJtBIOYkgDYR2qtGwsByWu2U6KI0Mq+tH1PeSztO8rT3G0Hz6L2ZSO7ru4/vrwGIwLfAEUjfS3EYeAE8ATNwATJkg47gCHlCuwOu8BNhr2FAvGCtcIAEkjkmDA9W4EhOHT7S3LwqtMLMvSMk9CfQDU5b3G6aB/hvgVcwwZixFRDBR4DB38BGoAAX4Ab9CSjADIxA/h5WWv3pCCSQYvs0troBdvxhUfwS2IAb4O0nISnKY0N+91DBt8B2q28WesTz8Xi8vt/D/QOLr9/Vl3Va2oMfpvKbvVxu47xdbVU/v/Hp/KY6zue8DnHOaS9hYKo0+HQjT7pweLNsb4d4COv++1EO5M9Vpsm2fY00bI8lRrnG4Nc6N39ONs3xm8f14P36K/DN6HG5ntPvfvebP/nyHntdOdyoLVHzKO9cDxe0tsWg3wkdr7f7Xobb5rfxqavUfUfypxpuA5/Lag980rZPN4Ye+pO2VEsJKV95xXZ3yJdn3Iy8mXrz4gFXiaO6BTfrS4izr1sVgTNZjTxYryKJlh5y3AnCQrXxHMLS+6AMMW0BEgyNwaptSjiXfgi0ac9tBG/U0aUpRbFSO6XcW7EYdbcwUrMhqlYlEAZAtYEDNo1zIGXnxuqNXDo4OhjuijTKsmKItejzFA/diNHd3enEfiEVDuu+9xfz2i1LD43PwQfQNUhyaYAQtFbPqW09zPBNjNFqDyJCHtxV8tiqDtSvKol6h0pRAjcbWKSum6RiLcT40Psx4bz3sygcvTqy7G6NJOwd02BXrSPI0Q3qQZUAHN04zYfa23F8Wf00xr3jljHW1oQh6Qs2sPRmyHFq/ekUpWuniiCszSPXqntC2gpNaVlNItW111D+Hsf/LEWx/a/ebfHV/cRsr+Za/LPjvizhm5P9H/wYf/PLn/3w7r8v9L88HX6sfXTpy/43Od84sei3HH5iegE132LH3wEj8Ha1IYXHKm9QzhwGtN9qmr1yDg9sR+EPF6M5hrPhBkOVp33DmN87/fF6ed/LEo7/pOIVU8pRX8//+duPf5XSshCpnNuyy9M2nabn8PFPvrhZfdTnb/dFekz03DEdN4rx6emBD8Uuf/S/+Gn7t7886tqNNKiUlbfIspDEYRYvbljr8ZB7X5XzMPW2YbZOiS8KVJMhMtbO41CrK9+LPju13YbAQYpyhku20sKYWL3Lom3maee11FHo7OCmFMlAhxSX4qmDTOyfD/vN0S9GfL0ZRgzv2nIcp6daRwqsPoJa7zP7WVmylMqRzDiCsYW93WS6krDrlMJUPcq+ERLFXvRuSO+XxLY+OM6sgJSmEryYOdHFiIdMpV8ySrUGaomqQ5irKzMtreQhnUu5TcFNR6ub96RtxRrePlxOQIg/XNpvP9lxPwINGIEAGLCAZ4SGdgA9QjrqEemZRLxVpxHtEdjhzmCv1SWO0/PyxEAGG8xJN/LBO7/I4wWu80X7G47vzTqW3IKiPQIZuAITdJEwqt0iPqAW2GeAIa5onzbDNwCDHuAD8Gnu/0ke2oAD/PL9ojiBOnwDjkBHPwHvvo84njE0tI9QwFZAns5XgMG2BbRl7W14Oc1beFprOA7lfB2RPnx4+8W7cp7pdGi/Kh9t2UNM3rq2rqPxNPO9F47b8XryG62/S7fDsiz1qbz4LG/Ochv29y5el6vHaTc9HVp9PFHjzvuOGo4PWebakcoebh6HdrCfjsf2nGOtbuvHm8MpcPlQZ0jPmzZdz/31i3zhhZv1RUAbxtx3Ya6FEy/6zKd5uZZ9Tkd+eLiWgV8aFU7xOJyXfWJ62Px44A+l5QaOupYehkx61LIpxXnQS4/zoNcqMztLJwOIVBKbugZnUG2j0Ko2MnVNvbgwABj1AM6SS7VZ+t5CiqH2khCqQNCIFT7FobNyGlbtpywXJYYhUnNMzfdAoKhmfEp568ioq4ZMVtgiklvJEpuTbzJnPxc5CJsxu3Y6JQRlZr21iF7LMNHeINwNkB6VgwjtGhM5Ad17oHotNFPdKLJZh0bBVjiFnWOmZpmv1fJAXU0y1t3jSF3h0W972HRbJR7WnrKshQ/SNjUliaAdHoxCtSaJVo8TqQLi3ZkCZ1OFPXh8E+rA/LHV+zFZp2MIN05hiFeEu0MYeyvQjXm0Vob8+WUbM6B8IdIubzZ9YvpOd45TK3uKZG/3RsEq3Q3mRhKn/2z0BV09XkufYO3r69/99D5+893//KdfxHHo/9O///fx5uHHP/ji9vBH5XqZX/y0PH8T4ze1HvPwqy7NdS+xQ9+kVNz+kxkf1/14yi+vlsQfOX7BejJ6IH8tyftWTunm3OpRUqGn3AH/ABvAeq3PQ6it6IH/3UN9+TI+nhsNs0R6c8r03XLzhn//Lizzrj/48U/V8uuofbi5PKUHmK3y+PbpB4epxKSr94y/a8Obf/zV9mf+4r/5jZ2L1OSp6zDjsRJRGwmNsu0edDLrliWYV+dAe4iklJWKEFNthSW5PhjINUoqbXMcPTZXA2Pg5YIh0KZ8WGjzlnNoiDm3snFnDmTblkPUBqyf2fkHX2m97AFxnXr9zUnv+bjsXVh2shuQqrOIly4HltUT9+bErqxIIYkCcCPHiqZRlITAQU1Hoa3Oc+QCfsW8WxB3cbiJWWMfxfe9l4Sq1oO2jo1I3arz6PaR+xDjk3YdUPYexC/qHN1qX+3Xl/flY0T6ffttB74ABiB8kv+HcfdtVrqFG9pL0K8RX0MlnbbaR3cHOYYnrIFk8e3ewsp89Drvz4/AEcHvb5aHj4NnjugV8WotE1/qDcwt7fAF9hLlk7znCBD4iqqaFvQF9VOKwDtA8Ml5AAAdqPCXQMO8YwFQgDd/yKuJGdpgESjw/L126IfAAhzABOvATnVzG4DH74Pvz0ABHdu5AnNZ7aFMynvHceHT6+PbSwv9F/v8pm2Xc7WuCrT9EIa1PrGZatiaPE6Y9knqdb/m00nffUyHQNXbh5qGJKmViNpyQq3ZItXltdz8rjQ1n3x/vi5n5FxswInafuo3JT54eyFtf1iWnKfzs0wDS2wXcyp+d4p0eTi3eI19AK+lDqjvljAY5Ljuz/1ustr3oZ348vhWptvsz5ePheTFwR/PxPOSt9sTvl79ZZq3uEcEmKw7Ai3Co8e2bsOcz2s5zNR6b0TsiE4ctRDBIxg+JtqaJqqbjhOvQI5MDV08OLph5zHU6kPytTX2boTEqSFEpx66N+bQWp04ttqHjNKBTMOm+0BSKI4hKre6WZS6O0UhUozie9PMvmkXWBhIWxqCNW9MC2hM7FV3odvKFAwcQt9DkGIUiKxjiiitI1NoRKKN4lBLSvmpWRTzjiIkbn6IZak+qlFcehtT7moj27kwZ047UZZ9t28T9hbRUDIfdn0fLDZepmCrY5RUqkXAiFuhMfaKSL0ZD4LU2nJI+WoT9y0Osu/zlKzaIbArhYgm6UtOo7kkPsGamoXYjUNSVt9CGJf6cODV3EkzjRdXiYGX5ieh6gGsgcMQNPCXPPlSC9q74/jil+dvX2Zq+GePqf2b7/6iunw8HU+Xx3Tmp/Pj7Q10fd5oPlDMGc5LDP9irb84xG8LNZTf9viNFprj6v13eTN8fDpdYn0uIWFrJR/H/tqrLLdzbtQy5a0iEu0qyZ6q+ymeqj1dtvdN3j+2U+D/8RR+Fqcv1m27xdsz+WenP8rl+uWrY2nDw/t/zT3fHGRI88OO02uv19p+83D9+pe1vBj5L5dXP7nP0v+3f3r4218Pf//++CEv6FMI1csQJtOtm4/NvRkfYcUyoe0UvTtakGQBYGFTWPTYlFPQuqZ0426jhz07bW2hRO6uY8y61WHOu1HKvl8zWfXAgKaDaw+qiv/8xt7IQ5KbbX246Mt72arGzWN4R+EFwpPzKJCmNnAtfRrZOmd36bgo3gRiRQB0IN0VGFg7lF0cpTXEWGuzqZz3/hjDa4NGoV0pwAyfkgGgLtxhvnM8WKuBZ6dC/srTRdsd8dKFk22dXydft2DT6D//7coOQk3AG6ADN99zoXvf7gGHPwO3wO/ghLKApW9B0NWGMDZdj1EuVW6BPaXXTsXqRTtTLl7k4dohztZrOKC9tfDigrdoDP6AcoPAkGf0EXAIQxv4CDujXoG77/1oARjgDDDSjjqFWLt2WMfySQZ6AjaKk7cVTYAO6PdIiRl4+iQ0AghiYKAnt/I97HoHRqACDP1khO5IT1tV0WpU4Zd3PnqCl8ettlhmlaJyGNKuW/Zy7McPu7TBm3zQDdagc7y57NCWIzfQwJSV7m7HJYx1+y69OZ4e1j4V/yZc7vq0T8v7DNqm2NqSw8d1m5yqFNnvWzzLWRAPtWjHuqxxAd2Si4R3j6vx2Nse2/G5nWmapG1JAw66Px2Ve9+vkM9/b4+v0nyrT9+s8xxLLtO5PvM+cT1c06VYPNnXa3op5TK0A9GzpSNrJxuN7FTOaxhj3aSHECwQOYn3lNLm4MLpsKx9jLyrpFk3pzmFUjVEodp7CCQ89CYJW/WQZTULItU7JQlu1+A3LuaqkavpMWBVQiAq7ZJTUg+ZVMEQoom6stBg2imReRizbSvnIah27UJ/eN3BNQhTtTDEm6IqlowKm0I2o0To3iVSLy0eZzu3NhB10tBaiM+KSFLJBjJRxTiU2vMsvYQqdkLYuwpk8xAzfO+YQlhMBkezIWqjrIYSCe7XzForDom2chk5GACzMe/eQqTN4xC592pzaAU2aO+j9P4xRt7tO8HR5EgkFIYUDxWS4tCNuRUZB7iba4+CpVT2MVAHCw/FfyW7xdiW5sn93OPaliQw3kgu/EnPUdnl/Wa57b+/1t+Q/uYmvYG/DONvv8ivvk0fQx5aoGWvQy6H9Cqi9nqI8ddon8fw/LTz5B8hmbc9tNY+lOHtk/3Xb/nJn87XDF64HFtnDnGwcYz+48n++CYcRF+kJUwy6qNeMoqJLiUQWnAqfb+2dhz/tr8taX765mH7o5eBjv/R5f3/87P8L37++JHnV7xgTk9O6Ys8tDps8frgO/1urrOGV19qe95Zvrn5wet//mev7v/6/F+9P3Q7gweFo9NEtLXupmNsW82KLfFgobtTJ2OlRkYOoFFDiSl0Jb5vuoEH4Nq3OURN1XuIJJG4H20xHyVXbCTemYw29+BVim0A2T+9adMYtb9zuXU7P8upbo34djw2LrFnpQSTlKzYNJBufoxUqnkKKWIKoAwfM9XNjkO2XYcBl+bJbWdmKolRq2Zybk5JpCIG3jsBpUF2tS60darEFyUJwbsumVCTojHFZ6skoTqD9OJWBkq18fv/3+9zwwdgBh6AT6MS/77cXjHM2F8DI8Vnb/rpFLYyIXWYmytsr5FwfUD4QcUFa0QIcBACpnGObeuBCNaU0qG3K+lrj1e0Wxoe3B3C6IJA6CumgPUT+2H+Q+wwXeEHIAAPwB2kArFTYb6YfQqiUWAFBu9PoAA4fAAYocMKTIE7iMyKFfB2AL8HboEfIS7whD4AO8DAAajAGTihArDTXX56vDqerB5RV+DU+qmFt7xPkMvCtdYHou/s8Xa6efzw/jCO6n4zhecPm4304doPieLR1zVNqF//5qyJs/Hh2+X3x8NnH5dra/Mh9Wmt27Dt12liCgZa7+bx3V+uw4/uGJeQo+91W3j/EuHbjW7m8kTJu90yX7Ylz/px+3iDVM8ftjCl2B8f24tjfbr6mlKvT4Lwtm/vxnq8+vthPtjzfBniUCax6P2ZwyY8bB+EU/ePCfelLgfOKs+x31wY4/6x5vuJAIdhb/3FaI+dBzZKu5fE8ulI3rtHRrEegti2h1FMrXEfQjDXKZLCBxa3loTH3mlMfTcTsEoiJHJzjEKbu6fptJuP8GqWglcjQWMCqDc0sxBIa0dOtXoVjtoDM6whkRjWYiFKKz1ESd1VPPeuMTEg5Nl5d6WUaSlhCLV5jEGq94QBrkDsUsmLJCs1xqTNYvTiocIneEWvDPLWcoZqiOQNGpEQiJsqL/AIidp6HtCqjem06xZcZGCvSUXg8NDMckjXvQw56CKaG4w3dIrxHgLB6uppiASdAhXticizCLE7m3MIUWWMqe3b/UAPa/8w9Yum6Hvm8KEaiLT2YDT3OiW52/rIVaqfg9rSQAMn/Pjt+2/7+m2I6f7F4bpfXjO+uH8Ne/Hu8b+m8KNAd16u84FL/+cT/+to/+lof2v6Ud6H/vUz/fa7+G9L25cM881y6lbwkr2YZN6l5vbB+9t36b+7lrhxmk4vwyrTm69S+ccD3YzD+CCDLKX7voQkvZaO/2m5zofhXP3+s7A/Hfjjd//msn93HL+s07b5/XjiZduirA3H4xg//nH60Q/+2GQ/L3Jpz4e3oef78qP/6Iv/07t3/+Vf3j0ynmvv5lq4exdhtJjcL3w80CX52NhibrUrGRyVaYyxlgrOpHVFkEh7KxG47j1MSbVwiC27rmMIXfedxDU6eUkxk0vpKhtf/2Nvp1f5pl+uzs9jHdV1/fAkXwbfhG7C3FiCZqW++zH61viV6GoyhJC3PiV4iAan2q3OsbXGB75urvBIIlZ3GUT2ifrZUVPgXj2SF5UkoQa4ZyOwUUiT9Z5CaKuM4bqbBNfiV+nuobkxuKiGIH2/9LjY3z88df8DhkGABfgM+FTyX4Ej9g5E4MHbKUmo2mATAgeeOs6EE+XvVO+R7rD5dKIeyZtpSmQh6m9Lfx2GizYPdopUNx6zkA7obXG7pyBeVoQz+ga8xP7pGRqQIAV6hG9/aEcowZ+xObChmskJIaAr8AJY/yAT8hH8CL8H7tA/AHfABnAK10Vf/yG+Ru6BB9gIDYgsuqtH4A3wDBgwARcgAf3x8RMMQwEBEgDwGU2NV3Tis1VMCAn+9Py+cd5Le83xu6c2zGm9tBuz56Uf+uBZa29pC2e/sh6ewOH543vh50D8zvEJClt9nMhMjuyP347V+me/vP6cScRyOMYM+XXYm21W+6ykw/Bd1ZSnsm80+rfLg9P9XB9Wu1G1comjXZ6u3KCU4kF9auOj1cW2FOjpEm+H7ePZ70e5j9ePfnphRuKRx2JPMd+h71EHpSUw7RJGXvdugtjCMPl/9zH8szushpHHaiy1aNQhiMIIOca2bBiH3owTSOPOHhqXzKEz9W6JWzdKiSpSYu2QAaHBA5v2Sj5QqF3DhKVhTmTWB6A7hyDUKoIZ4lDaOsZQ6xjJutCcrsUPE+tiPZpFMkcXPBdLQ0hF95gBZEFVr5AJvPc6jINuxgPIYGNIrY+Re7UWzYxG6zwMWAsHUuOcSMpOoE1ZhIRCsGLDWK+aoytxBVJnEnLjKzzTtLY6D4kafIhjwyV46CFGp4pdeqQoaOM8l8s6DtQ75YGlyyje0IF4kHiAHyQdDZSDmFOkgYiJTT2Jmo+11xrDvtZntq2FDYWaLKRCoZaq8wS3J4TaPZJedztb/brJHdnzwF/lV68v+2ezfS358x+EbX/x+rKdczkv6fUgf/Lx6dtMVwll2mzyH3q9O7z7r9r5cfzVcv71xRazy3VAmHrrzukQygfOt1RdRq2w2JWbXycfd9N4Ho22feFTWdrf2u2/jj39dv5nX7WfyPzmxbPAKtowqAwilikFG56Wj8i//9p+fHt843QzFD9Mt+wvXt2EX3389i7/dn3mf/Knb2pQCRmjhuehju0Xyy/o/eM1ffnmf/ef6N9/Pf+//jKGl3JtO9cjhTUjm9OoSx/ocunCIZIFGhqdNx9vUGvhKhI6cQjWlyt4impK3qAySNSRpLsdGzVRUicBrORpFNhVj+APTv6P3vDLW3ifZ7TarS3bRechvSv2YmnPfTnOw6olhwPJ2ewgtJt2UEffBlbHnweVEOhIft4RUm5bE0EBu3OUtEGrK9SqUzPzKF2bJzaAAvWmCxPU96CDc+hVY+xri6P0YhRxp31zTiqIPkd6KPs8H/vHb9vT9eOnxMdPB336wyYW74HPgA0A8AQ4IFUB8ljFjr2vW4qnqs7pNWpnkBFWnXgv3EdHN15cb5i/6+c7l2Z423EP4sqddmBQ+Ee3E/nzwOMWFL2DnoAXwFtAoDPwCHz2B+mOC3AAfge8ABqUOUbDIc6PrXBA63xAWzEesSh4kUn1+unnUWq5+4OnDIZ2h9hgicLq+qkxSMAzcPlDPyEG9T+c+J/SzVABBTLGimuDfQ68M3RgR7+D7OzFdubp27YWt/a8E6yCG6xV9VJEZE753b6mYDGkRUp0DWeWNPRQaOPCfV33CfePeLzHcub4uLJEfm71Jir3+vI+xDUt+fz5y+H38dJWaVt/EpmOQ9+vfQuXJd/e6cNJ5O36fvR5H2MMayvpwdtJHiOiXnXzGMLjtx/oNLCUZctDxrvfnafP7/DBdcY988fvyn1P707yKmErMis9xmEiwmHVJf10oqfKp8EVDpDnFKh1IFCk1EsPaUCHpRjJKVIsjXPqu1HwJOHae06JakPKWirFsDdFSCiqAoKs1MYc16YpeK+gSCrOIWJvJjkpoPs+RO5ukgYKJNUKUeB2rjLFuGvwziFQNwzcYDQAzcMQ215kZNtsi+pOpRRE7sU9M3fTgbe9lxhCQQp6DSHWlkVadQSivSHkveghklb05BGxPdeWuPz/mfqTn1vWJrsPWxFPl5m7e7vT3Xu//queLLEpdrJMSJbJgSzBQwOGZx54YHhkeOyZRv4LDHhkwTRpyKJBgIQFimSRAhuRVWI1rKqvqr7uduee5m12k5lPFxEenHst/QMbidzIeJ6IWOu3FpsGGEkPgdbmYhxXsZAn77W1SN66NuZdQye02jsx1HXXYbSQ0JRaB0ZbS+0h9YJnkT81/Q4HhvdqkyPX4SMHwLyjKgwA7AImimGZu+NpLpnFM7XgqIgFoc3g1rNpydTNe+Rm6J9mEetfPa0/GYk+vv6b+WZ6fPgD1lDTwoC3+wtW7tMFx6HMp8t69UVbX78df/rp4B4uR/NdHy/ViCn4UZnER4ILgS8uPleqHGsTN0QpwnXvp6eCPWntBY73VdRF0trfKTvKf++Pw5ZtM3084fHjEP/sD08/uDrrUZja5C7lDdPds4EM+37SuT9u469ud6/m/PitabL0l4H+dP6XO4wy6PNxOE6bw+V+w/G+Zjz+UV73H726uvwvfvDqN3/WmWJ1y7iG4pppcOyt5WEAZCnlMLgluJ23Y7Ydux4NcBrtdOnbKWQ1ZrD3zmwlvzWppYcK3sKM29po4FRbrhQHevPYwwb5+8l7D6LQxEduUN5N7z8tz57b+5muWtWOGFP32eVo3sCr8kg9UdDSxwT4Ifi1dQoxOValgc+VR6/UxRIPp7od+Cy2V4mIJOIZ3MHeVLU6U+vV09zBKk/JoWmNrndaHAezmaKSFs/71p/AwQ+ydC0/v//iUj2wAAkfVK4A4IFngH4jwI9wEW6GPaB9t/mfoQ3wN9UuQ9hVXah8PBx+thInIoqtxNH6CjZtUeOB3UgOYdy2s8BF8FllAJqn0TBjO2k17296PQd+3qTAD0BGF+AZcA9sP/B/QA62ByoQ4CZlA960uQPbjri9pstjwzwCCoJcEpBAJ9g1M4WrXB62QAQf0Rh4tB6gH8ZB+GYFHYALpH4tHMIOfEHoKGfgBshYZmAAPcIyQECiw4NdjooIv/a1wQwEyA5uQXuGMFsm8HPpj5IDwtqrdji0kfwhrF/2HiytTqj2hO0jTgPcG2DVFoDacAN80Y7PKT3dn3VImNvTEZd4uLh5rWnwebmPIUxec+2Va1pfL0OK/ZgR81dnTLd+XWLL3e/DfYo7K/2p7Zyvvh1fn+Oc37/AQNdnObf9EB9tNhtu6MuQb9rNu7d92pRHc1vVoqKadrd9qTRRzxhSkFZqJL922gWIK9YHdlk6D15rVw9qyN67VmUM4WIVgo2j3Iy5m/rguEnw7usA3mzktCFANTpOYpGpAOq9lqyBurK53tWxinhPRl2FQNXDaqU93NqXEaHxghqGIYiII4WG5MfaJUY/y5gsd/bcxZx1CwwSZI+UrTjP2dxIrnsSGkEXdd41FpWA2lWnOCytB9rAzbUNRFLNeVkBBU2ldU/UlRI5RJKqkbtSYlZTdoitW0hjVYs6Gd8Dd4asRFDqqCm50uIm6dz3U/gUtmcxwwVuy+iK4ACR7sBZLZBl5ygvzOd6aYHnQhRNW4EPeqG0YdhYm5FjZ0gV+rRaiO7demhuP+0+du7ldiqT/09d8NfD4bz+XvHnxnfrye6Ce32f0pdP6Xc/86+d0MN5trhV9JCiavOT9I4RJiLkWTtlmgfHGZxYxbCZgHOu1xSPmmNzrN14tEE4M6VgwHaknmWgfLrQ7rH5P/rd3e3NV696/kHSX1jjdS7U5vLpZve9R368mfyM16MdlDe0KbfDzfvP/+DF1b6GX/tod/3VaR7tt9+lVzIBj5eelrfvnxbD3Sffo//VD5/9q3+3/Oz9/snN3LbwuVoIcNxEQAMt3ZjtXDt7a4hAVzIoOCq6Ok+tYQwwH3jOWuIU0qWUXaEu8ByqKNPk5HTMwxDlTHG8eaY+TqyNYh9OZ4lGQ/yIni51S/KU28sgopnFVR42rjZTkIO3KsEjA82Xviaw0RFyYBKCjziL+uh5znEb+qnkjV9CGGBGzNrgSBTkkLKk6E7qX7hu8KHK4qx202BoJqAgLTP5VmdnCSi9DEHfvv9yRkH9Gtb29VL0Q93ffnMFDsAZ/BHQnLuVdgHtoNfQ98QHcWcPVHuoZOZyXhIk8ZBRPYvpIFjFdFGXJQdIhkRzBqzovWvC4LB0+EkulcfQsgBP6AD2oA3sQ4F+DdwCN7CRwIYdcIKA/Q6+qOsoHn5zWR6BKyBiCPAZlwY6wRhUVHN52IMK6AIlYAA16IRwQGvAB7reACTg+IG0h7ig7oAZhYE7gIAIG4FAUazED1tlOxJcACb0DOyAFUZAgSiQ4WboAf2PgT1aRndwhnUDKs6tNXEMKi2LCXTGMn3Ny4MDN+gBYUYLjDttidBzuQe+AKE8KuC9qxZUeJH7IJu6yuRW3dDxTIdBLsKiVn9+edwl3g/DV2dVg/p3e58GXB4xXk3rXcj3La0P/uywWZ5iYtLlC2x/6fDeXQLXc988i6d7HXc763kN7wb29SG4WM/btA80n9ewmdy581YZvjobhdvSE7M0KJm32odUs8Xkls7crQWvQlFdQ+s+jFrLEHlV71iVjAli5AlqIBsQylLGTWi5HRLmhhTIU2giSgxoJWjrU4j1tNgY0blx5UrwXTsLDOoUIt5TkeTRJJXY0iIlslPKzNER1dLG6C8SA7hqDjaRBxClemLyQs3SGHhdw+DXZqx1oiCeBjEDT4S5Sw6undVvzK2+j30Qt66y9fzU4R0NpmscXW195L7oGpWILoLJpCiMiKoSe1d7HHBc2jTZKv45G7qYcwwiUTjnRDQQVmHHoZNvfeB0Z9IjPufm3ZhbT3vOlTzDQ6uzcy2o/bX35XjkccsJ338x0Lo83SK5q6uRhtppXhtVT73AHd6/n73BPpXdV2YLMOworLSCk3xwcZhQSNZXCxNWwwG+WiN2kggXItHGbRz7XIQ9OWgfCIV9UI1bF2o7s1NXAV2ma5ebT0Ot9d3l5o2//Nal/+Wx/k+O5SqNA/XL8q3Jvyl2awWNUX90uPkz6328LP/2k4/+5kMZPvv0H43q6vb25v3r2Z32t4dj5eD2S768zevZ4+kv3X773/v+23/zu7s/rb3KNqbcetqyXWxeNAa3ZtsNWGKKuTZRIIi2yVhGwwpmiLKUCkKIvVU3DpzBPLlL1lFNXVe32TtbEGjvJG1C3JSWUwzreJgYl/uVPMsop+a2i9y/r9fPglCckp1OyzgMFk7eNsAiffQYvHf7puptC1axTsTUko+6VozD4zzzzluN0VsFmSrYQcnb/CB9HcJS25yCNERuDnxSCIHFIJpg5p32VjxFY6M2Ec/I+5/+3o+qoYAibAeMgAARyN+sYd8A3waAdg+3ZT66jdblGdzZx1uHqJpcKMNmaZoggeWsmMyBQ1NqyEybgTOJdcSC9XrcPUp91uM7XR2soUS4pnKh0bQ7cEMSLBGUgQC3hxS4CQJ4Q39jAPAhtmzVkgGH7oCQBpQ5gRU2I+/BgE/oDN7A36MO8Avg0CsgIIMlYEFbgQAkICA21AfgFrGiNtgE9G+cEB+mQAswAGaFv4YOoQIEA5CBDsxfd1G0gAA9I/M3T/uIPsH7wJvmXqNe+jogDrUukAZ7joFI2doKmhG28DPyzkcz3kELJBocc480dDmZd2K1r6H7C7oDjjgzKCDVU1sxlxUJAyD3ru1mPh+XzINXuQRS0Xfe00YfXi9XPynrdbGrm+lpEc+D34Q71nGvf/gk23GNQa+P5dnumT2+O023z/17Wnzb+7ksXvXQwLZzy7Kmw6QL9a0NuWdykSDMLEpQ9sOQqzFWoRSIpWXy4esOMwhqDWmolZ3rShLsg+7Hap89sfLixI2xLJWGkKsl787NYkLuvHcuFDSSrRukS9xMLTc3MXKiiUNtlJwVYVYP50qWcdTSh9QgYO9M0VkdM0lTx1RbH/yc25CcGlVG6EaBa6fByLnYa3ExXlbZTK7nJA4spsm5zKVL4NRa3YxcVk1cqbB4iuSEODkFxMj5ms2zzc2xcqV1MKfcGcw+S91xXEwk+Melq9clgyhzHHfCIq16Lt6l3iMIYgiOuqjzMfgI9bkfvY8Mqy0P3lYbJ21PBsCVAsET9T8xjM0vlMus509P/fmWZHhxZX2pX8yn376fP0W7a+Gp6VeIKz5bv/Pv3tCp4tT83nkUYR7WbXU5VB+TyDrydra82YyUpQ7FzYZBGdtYmgylX2w77LjV2fHOcAqlmyd0VZYBpJtCZ4JftWISzUBYqcl8cHr5rfvtZ+fwF3YPv3AzPDueCnv2XfqlvOmI0fl/9dn9LubzsgE3vfn1nx4/u5HjiTdOVmNcOSrX407j8VSWUp/C+yP0e3/jl8qfy89/+0+PfyrR9PFm3KBosNosBGR45Naj42KO0TvlEJOQao8vtzkffPkqqOurowHNOHjKcx2Ty0XC2mykohbgcue4Pp3XXUx9qdgFV7vf3o7L3LIMvrRlEO0Wntr2QOfWD1u/1r61sWAlPoCmjuKFMlERdhFDN0SnzXWy/RCOJV9PU348PrulN0J7DzI44+hMNGwV1GqJNLW8eKriknRm6hHopEHfU7pqVYaQS6eA2l2GDfn88NW7xwg8wb4PnAH5ZhjywZPlv0lkLEjbSBdymy57Gt5a872eOz+ibrReUVAp5OKCKqAEeW3ugDI57Zo3Az0J1tyewa3YQM5HQwTR191FS7AFusA+QbontzU0EEMDb7KeKrhCdnBfoh/AM+xjYEVUWEOtH7Se5bKCPChiipAjVoOPoAD66uucevNgRgR6gDpA/0f2Mc8QrUAyFENtcAm9AQo1wCF9iRKw2bjapM3AFbB1sUktAKAjoN/84AVwMA+7QehoF+AKkVE70NBDCyta+1qT2o7kDVyt3cPUyoQhO5plraArxKXnLdGTUYYqp6Kq+cNxaABeEH5s/UMj0oDnwFeSx28C3Rj5HfCRUEXuwFHnb8F9ZvmQoZtNfj/fut2DyOZLp/P67oCrpVVaHtdqD+/dd6bDPnY+WrtL+eG1w24T36T1Ku/O02Oog+5gTzZu8UBus5NcfCDDqIkiIOxcl0IKc127U5YuE1uuiD6KWCK22luwAY5z85Haohh9KEqeRIVSClndgK05VQ1D6J2aR1VJ0VHvg489NwTHSgt3JtKsIfq2dvOutTZG9kuLDqtAQt8Hl1tj52Q1iWQkLnpXPmX/glpsohxCku6miKaR2BVF8KOZRpLuOiu6o2ZpTEvHdqC+rnAe1TKrq9xDTxSlN++oGCsRKcDGXSVQEH+m5thJ0/3oWxNz5AU+uqFK9nbIQ4ztxoU+1z3oqfIQYQ2VqsKB9djAwe3MMVtkR9VANUt9H+31Ij8ZmB2ftXHw52rBIxSRBrd62afWz1Hl0rHp2Yfwbrv/S7ukCH6S8bT80fvT+SkfYxtbXKhVnp614/5bf/rHqbRIo5+ISKi7rXPiVopeb2q7eDesWkKactvs03nNITmt2buo5onbmsJEUjQRZGVOTv1Ax8w7h2WH1MLjRiib20o9r5DkQzbycHKx52zl/Wn4l/Pdjx4uv3x3/KGjq6HBZPmDMJLYd6ZdjzUNmzKN3x7z4z68PF6W7e1npVy7+jrztN1s1D9zw+dV1uV8M2/W352Xjz8+yNWvX33rdfs3X4RP66P1OFPfCDSYKyAujzkk7rGJs2u1B3DwsK/OKWUWKOsC22XmXay5xcTmKDivSpiN986t6luXnyybl1Pu8xTDZW07zxdsRq+6y1lRZkuWn9TPl/rxFM6r3441u/to28IPMUjEyMEAicFckR6dVmnBTCx38JCOZS4bHFusybGhJw8A1ptBQZGDNlD0MHgHmKMYh+oCU6C0b+KZ2tr2gYPi4GxjgL1u79+/uwAvgPcAAQ34BPgUGL7ZgjLoEdjCn6pNZX6Qem9rAI3Rrx5DilfsxVTAWeQgw20IPabJNIMugkdPx5k4m4c02KhnFd5aF9jiN4AEwobjc3N7hDdY2eYAn0AjguppATx0Yn5Aef51tbV3MIfiYTtAgAkUwOVr3+9lwarABGHiyW+ewRhQCMET6G7i9g129AN6ugKqOAEVRb4Wv8oC24MV2AGMkoAN5lmaAyegA0cRAxxw+SbfePymbfrAzT6jXQADP6CdgRVo8EJ2wpCA8GFYxI7IRnBFLwirN7Ka/LRD7yHAm3dxEzgDleiMNjF3OHW6Ql7b1/+XA66xe4TdflP9jQGEW+At7BHw4APQwHcxOu9zKc2Gk3WKnLm9e3zb3p3v75fLwzy/a5daymeX8tMHnlf3B589/e5Zf+f89Edz/RO8+9G9/EwvzfyFs+D+hFzX4yMVQ5HpdKG1MgyXAu3cyDn1YIKlQE4AIlObUhQRJVj3iobkL+ZkcNStASc1Zd+XVj1QrNUOldalUK+tb1WvSm1kca2bSK7JRH1QSh2JhZtsAae69URZbGB8+BoMSxYhPMIqdBZRl6gawnc5D8l4oOC6GrkhE6kfjBBCLF08O4GQ7GDGHJh9awOkS9+kYFCKPKg517wxYJEiN2bDIM0x+24aOK3W1RJF7cLOnzppTI09gpeuq3dBQtuS53CWVoe0KLaJ1t7fo3+q/cH6sfTCWro2KQVaynKiXouoqjWtiW46I9APySfSNAVn1ji6IfXNeCc1GB6bG3tTd/XtTx/Sof6mqHfrH76+//uX+9/ql995jhOPerfb3W2/8+12/YlPt58P/ixOQoCgmm90FgmVDOYeGUu1c0zdrFQ3X1bEYaMKTktXLSjN7TqXHGsFBhdnFKSe6y1Fq8qFxQovROTzYkxeyKo5b1JAAUUkPPl0NP+Hdvivvnj2D5/Gn6ldmgZ3buLlfbZlfHaLsHI7O8qK9eZ2/3z3rRcvfplvfuPmxXfmhejhxw7+EPe3V90Hnj7qX7jTv6k/+ckv7c7/6994/Kvfr74vzKMOcOrXWJTdbiAAhTeCJ3P7yC0oglPXibk6jWx96+utbUdRc7laR3NdXITrishDsfLPfibnr0LQpZz346p+TA59ilOcvFO/HR9TLAs2RI+z+NqLqF+96jJyy+VYsfrato6ymR+8z6Um7hWJLTgquXGIpegHafAQvXb1TCiAJ4DFzAiLWiev0grbnLOL3nWtgRoTqXH01QxktVmN1n/0+/l41vGby/4ZuAJ+H/gYWP4HI5Up0GhhA0DPEB2i+N47phE586paLGzpoPb+tHu2Wd6uWiL8Bevo3YQorh+lH9gz8bvSD1BBuJroZEunMXLOXQXsYSOcImwYD5o9QoYWyBVC9fKsD0U7UAluhQDjA9YCXAMGzNAtHGAZGF2YpS2Q0XDu5w+uAg8oVoZbFwlABoxhikeAAP1gJQMOoAzrPsZeDS5An4BXFC5ozfACyNA9UACDfGBlH4ABWMEDrMPuECXFc6kO8hXkDnoGe0w3yKunY28TusBfgnri2BybQ7JQumC89GOEr7p6jNpmhnODhdwmh7hzH683PBzzRVLaMrc24jkHsiBcqPUDb0+rbvZkWS33K6JTi5NQ90CxFbWhbRYAOAIR/dyRCiqch/TzJYDew+6ATvzmSfuh6mc93qL2JHc0vr2c3l/tdppfIs5aX7Kf5WYnj8sujDJQ3XgwNmJ2aW4bcYFuNGTnfPMh9ty7856MHNclD4OTrDJqUA/SBg5GJuqtTiFCxKKzpjmhd1IHNsBAQZ8qEjuVnmOorV88RmXn1AsKeza1Khw4F/CQYhUN0iolx+ZgVYPTDnixajYMZKti8CaI2s3x2rsjOEIhhF7r5K11RPbNXZyNZKvSVnmGMegoLYUgHZxcy8RQoujZIaojdEssnWO0uZXk0FRJA1OHEgh9RRioZvKeemvBW8MTRL0pWo1IMOc9oI3DYxN1ZFUG1wsNSVokLpInx29FHhPeLvU0BDfjBGIOYxa2VNGIvZM+OfZGyYk7dv7Fw0dPz569+enfiR9fvSlvJpy6pV2StfHL0Vpeh/vPH0/jy39X6/vPthzMntQ7z9zOZb/x64XwZD4MoszuCbajXXTFKKoWGRwXhV+tNWH2RIaN5VUSIl+f83nc1LqQH8nqKskhN6WunrnXNQ3O5jBKLpm9O6kL/r2keFF17vfm8JP14S8P51/qerU7P/105++G4mZ7p/h89N+9mq69bOLONXv1rWv3+nHe3P7ssy//8c1yppTcOA5XcaPv4E1ud+/b+XWuv/JX9vbtH1790/fz60c+89PUN0it98rD6Hs1P0LmB7rehsUFaC8qUaOZKvXUh+5CiLbWzsp158LafAAPca1l+8XU3j617a3390tP3rSxHcBPjGkzPi3nMZp0PL63zXXNncI6cKjeb3IJY9w7BG9hViPytfbmg6zWR6SG0tG870rC8uTC4KiJMhPVjtH51ieSappAO5FC1kARxoElF4x8FniVC1k1x5AqnV2w9SJf/dFrJ9gAHSDgDpiBDXABPgG+/CZ/UQE2GwCPKFw7VHo/wWSmDapgnDF0O13jWTl/WfxmJ5d72A3CfZc9coHfhalDrdHBo/cxQtoi5MbBcW2q0aspqezhnqDZxUHRkT8EUl6QXYWgGXjE+Ij1huIbqyOwAQYgwz7MlR+gW+AoIh/oDoRoNIAECmAAGNydeiEPdQoGMaYRswEFuIV/RF+BTVcCjtAPI6rZtHxNmQ4T2gwo4L4Oq4ketYNHaAYA94D6WKoHJmAHPAE30Bm5wpvpzvsk9p4xNgUFthVAK+bBC04ToI6ea1pDvbnanwswuh2N036gwY+novz844/iMtcXU7yEqrMma4tMw10MSymvyL1rTtU55zZ8B5w6U+vH6fLyhIlxH3YsSyhCwBaYgYoPukIU2Ie0NTMF8HDMTL1/Bfisl9378Hbz6eU0uGcvTvcfpeubXXrWvriN0/59OlE3p/EqDLks03Wq75Se71K24jWJqVdzLEzMrtU8xLSujYcQujUnWngM0N69s4bgWqMp0tw8gxtccEMTY2/N1PsBcCRMDkszT4OwD4RqWWEKELGiQjlGW0qdWKuxtwI4RyzWAVEtyQ4U+lx4SqVo8NRgOdC2kw/khRm9kRtWWHCyqAw2NAvM6EYesUlndezWbpGwNuJAtSJ4qlZETYJvKMzJRHjg3jRHuCzkzLQjubG7xcrEobc6s6OsyWNkFkdUaRNsUZvYbkJUlSEgCqVAVMlS60JEugqL9ap07u1hTLb2hTT4UEyV9OxlVC5oLrhLWZ80PmTZWrk43z/Z/eAPfPrOkifJ5qPuUytEsT2+D75e/vv/6ufbP3ogji/qpk3VZwYpaqRYy3Hy3Ko/kzKhmY4hNBNR72UpwWj1bvSSq02D2YUttuXk4ph0PbklsGjBlO6u6vF9EmqWgltrBm3pQzy2cs5wBLUY+rnzKKTcrA+L76d3z/6Bn6x+9ivccJp291kdyVe6xjb9zib8haX/eBz+HLA6DS83aTP88OPrb/3k+L6++cfnbFf+sgTvrtw+fXL88meunf/FmX7hbpD/5D+4+YPfpt95s5kDDIxAbYUzB6uMYY9zKc5Tk07aFsR9MAojv1mJafWOA3MPvPY+JK5SFroZ4mM2/8/fja9u78cbz5dq9QO0ar8Nj7LZKK3cfXnMGx8q5wB2HaMTbRyt2QUQP/BUrVrxPqCpeT2v7KKsRiupZ6uehI2ASLyKxBhQq6BfgKMn7jh7cp0EVhLLYhiiZJ2iCnhy5HqvgQ/qGuREF/755wuAr4BnwOM30s9vYDswYAE+AZ6AA/uL9i1NTc8FdUBSlDvw6+jvanmFu4ZUcA+4Sudu4yc7/vw8v/Sjedt2mkUKawC8xurlUQUTDj0+5bXT5Atg9CyEx2YjBEHNEmk9Kr0kO5l9oP0AVlCRbqw/OaH4zRMSkACPMECCu1vxOJg/oZuiQyvoANxg8xrzgG5iDiYAjeO0rg1zBSaAgAW9grYwY0zktiLHr0VQ5gCAH9F2wPr13AkLIKgOGKEPwHPgHYRAI4yBe9D+m/PpALdAsvQBfvYOXd8BO8fixq3nZOooOJWrtHEjk7XrYdqOyqrPB2+x/QVuP16Hty/93aGcf5Kuf2HSh07R9WsXHm17s+l64f3mu/dcf3DsT9v1Oo9H6mP3cUhP1b+99t+pi5ZX3b1f8IJ1JWSddxxcabMgE8i+XmN8sH839J3BgNbxVT9vMi7I44no3tYfpeNN2u08v7jZtTj8ahoOm4fbedzeeJzun21vr8OnK28H7/20S21dw2Fwra3kJSbqJQ6JQWZCQhpQmyBxL52ZJEZqnQffqgq70ujgXG8tOxeqZd+DsUkLMTqxDROrWaBDkTXAr9ommgS5rT4EEQVBTZnRZ9Ex9FOzDZjSWfuQvK1GnorBogsd6+C0kQs8fjiZInuBBIei5lHUOLqWGxhEAdRH5mrGrCQayUw7ohvmXqyOFIHMwWs1GmgwyknJiH0wgXmLSjPpGFNu5qMU84hcuvLIvXTn+QIOKsHw40LfdjoVGaK7dB3YU7PIZuoYcuXcqn0d4lSUWOfczZk1B1JPXGvxLnaK30Xql/pPQLuE83dvt1ULtK/EaenHdmRNu68uRWT3K3fi7m5/9jlj9pqqN/Q5iBlbTGvxI9VNRwJEnetLFmGXiKLOOniupQoryhoS1vOs057ysg4UzXitNcZzede95maiZQ5hsJjNkrNqFANY0DuPXFYH1oDS3Y7wuLZdDALb/P37P/u4/fkPR/eqhefXkPxe377Eq6f2h2nR1/lfXG1ejtd/Zb389GZ/INz+2o5/4v/jbfvq6fSzq3ycud/NhQ5+4Wnb609K251+/3t/5vD85Sf17/53g3dSiEFdQd6R9SVTCBGOkmnVkKyYhHEtOaEKoZUhhqZrH8fYe4aFvWQZR23l95bLt3+y/cu/UAYEqh2mIaFjs6Wj1auIM02W5VKVRV2z2GMYG/h6GyfAexXz5tlzq5bGsRcMiOLDoJNYczqW9uj4GbNX9SDqiuhcAZiSWHd0aDh6FdWh6iW5qsbRqlp1Zk1dMjTJTs2g9z9qx/svPyA/7eupNEaAgf3X4OUPJDVO4JP2jtApn8hvQpTKV+hnnl5UmnHZ8P29roTxyvtFOYYsZ/ftdHUPHcpqo78sLapM291TX5xGC/GmaG49O3cLu3iXSO/NUUyic1ukAh1p6+19N0EF4vOIz2vb0RA0d9UErsAWmIAHQMHK5H2a63tDOH0tJP36qu7IPWHegk/GQD/ALU5kXd+CPyyEDWPFqsAd/BEtqqwwxuSwONCH6MoM3QAF5GAFGBjQD3tsVCB+aJ4Yq9qHJMuXTDlufD4nNzYxY7mNow2JloUQr6dhc7PVtlKnG/Wn6xTPTV/x4eKHvbewTcvl7nqbpRyub3/s1lPj8WitjOOvUfmqp4NzheOW2qZTb34ZyydEz6TMo9v6SVL6xFeyT95Ze+lP37PhMmxrdj1EywFperMsNfm4mcOyWYtW2p/nt6t+8GAD2AEG9G9e4AeJcDN77Ljq5fy6lLfgL4/votgf8LMh4XaX9lN6kYar+ObF9ctX6c2Gnl+d3o/j9UQPYbvlniYiCkPyagW6MVRmrW0MsZ9rS+SFGll0vjVz0UN149ik1RinnDU5LSTOHPkKdY6adu99F529D3OVXaS1izOjIYOSqqKzBW1mg+Mifh980ezEg1wT9TwCRiZNh+gsKyUmUeXOFICm7KQpsW/WnPPWNA8cVlNrjQKbKHwkgLEQxuB07euOrPjCdaTYoBxC7DazTcSnyGOx5lGrUaiOo8EGhxU0eDHRRIRavHPUJLkaeEgiy8BLs+bdWzVxzqtNzh46sZfbSl8ABcE1fXLuTrUHX1qTCMyE05M9O9DFNjuOEw/Uvnt+96dHfHuIByknjexqXmTNx/prPyP6l6/H7776wfWztBadVw773i0Iwhhwai5y70z+zN05fhLxQ5+b4wQ0J3SkASY0+bgeMRxCvixx52StFrR1I/TmyIOCt9470IjcOK+NPE2khUM0q6PR4uq0uAXZrQlDgh6LbJxdpI0dSVR+86ff/5d8fjbJd+4f/uqzj394dWohzpcvOh3G49zD+vkfjptzzR8JH5ndr9z94N35heP96/vfwcPbNV6uAs0S0r5oT08qP8snc5ePfnBTP31guB49uZ7QrQJemlCstXNg1iWOkyCzeQSFCbmzYFBv62oInltbhmlTiag/lfP/+/NDDPRXf2lItfVWtcbEtbkXIz1W2e/4XoWUjotFz30+3mA77VDKeUTw4A9E/R6SEysuNLPq2JpYoHVeWohkY+zSnYcqmNBEnYutDp4u1YaI3C35Phun1rx3qlaA0DUxSlX1RFW6W/np08/fF+NvaAcf6unpmyBG+6ao7aANuidn3l9aacBGt3Nq0oPzYt5FbN4Fvr7EBrbQukspVwmhlBkUjuamZT64w4S6lp40UoxbPR0dX+P22/q+julKkRd+wXykJW6md6cZkAvkxtyY+B5Ji5wqDXBmDc0tgEIPfpv76pOfWiNVz/1SnQM89ApW4CoEQINFWDCcoCOsAyskSaooB6eLYA9fmQcm1y2jjYCDjRTeI5uBYQ/AS2AB4F3oMhK6oSquEDqqgUeE9yge7DQ25AnxQgIVly8F8OlFXX6mDIVGsWm8uX6BmyEcmx9mbQeON/zMIl8dCOa/Z7y4dS35elDqu5dXllcMw4a1P1NU1Bn60VAETEbD9Xg8uV8Yzm9zUOEr3wf4Z2R1WkcXBkcfN6x9CAe+PbuF1O+ePVgZO/0gPDuPNee+0krxFZk83XzrPD91GR35x3U9y5Wr7xoOoAvM/482JY/ADsiC9SI3QIN+sazxIcfk+Wfd7DDtf/7aon/5/EepX31va/vpdk/jy+32Cmlbove7jY+TDtZEQxppXSg5l82SxurgzHcUVtdVkdmNXqQNURYJgcQAgxNijwBXRSZKWKqNUS9VpyRVQYaEKl6EGDoGymuz5LC0S6Rt5+LQDWLSjUPgBpe7HjYJuc2wQX0MKhrYEAgRTRFz70NwwyItQNUD1sCTqjLNcLuBWmm8S33ufgAVrtSYHVQyEI3M+Vh7mWJYcnEKREMr8ETwZqq0enDp8M56d8wivpF677T1CmbQaDiLbF0oc7uL7Dq6yCG4hWhlTKADu6fWW2T6vMlLxmVSuEM0zevvCP5cGPrrd79/9TLnkud2ut7sLqR4Xz950ulf3w/vsr3+8WjQJgOjZIkq6thnp47HlfJAbt4QVbQpuVI6IrsWLBypNXV7M5u5uUM9NqUp0rna6FCVE0w5qIi2ysaBXbfOUVk5QBd1o5NZzRdf6zrKgGUetkOslo22qoVoIBSR1nlkWzvR2yd+fXz2R1/QX321//M3X94M2zGOobx7rPCfvUrPH5Zhmx6uDn9e6nyX8mH41ev99/9o8+Nw/tFcH3ov3uyTGzdfbx5//Mc/ecSm21VhDzYIVuMQV+rjtGnrYj44U/F+zGsfEnkqlxyTu0BjUwFFeIq95zBwl+pDjDL3utbz3/3xzbeu63d/KfIFwNPSDmn/ILxzMnd3PY0PtO7y0/2F7yY/x0Y1D0E6Vl9sjGxAb0akzjNVRBNhymeNydnJ2hUoeABkYFOx3qSvnk9alsG/r/0cqEqoLE19AFYjgXnnz9LWmFxZW4Ar0v/ov34cKxagAadvtqk74GfAHZCAB2AA9hjO6Nn6QfgI3jheekenIaB2NnPddGu9MEj7WiRyhfO1NvIycIg9Vxoe5HLNthW+175fWxt3aEvtx3vy3Nrex2HUh7x21fuTec9TAK2NJBSzG/LC6OzOPTtwRp3wwXmbR5iXVLQou0s3QpvS/is7hQqGZCSHkpi6MoP2JN0sAxvQjNLhSCzCVlLB7DsMGLyn3jPIzDs4QVPIzTdeAe5WgWC4AV2cnUUosHM0CwgpibXAsbgRZiYf6HWbq8P1dbrM4+jSFLeD8erCVRfvDnuU+B2EdNOHtRQK2468aZOL7rh/OfRMer1Xa7idhkCnr5wdxIjTXHXoKr7txlBmu3Pt2Nwo2AvWIfxwnD9fph+M00nPMaht/Ks1HbV8GcqzaXPB5ZOycZvWhjYo0bCfrndv1ssm7v2It+/pZ2fnI6aBNt2/uQTtutTTCbv+P/SI4UNQBIEMj4D3gGA123p1mUZdj2tvh3n7sxN35Hc3bq/86vbLP2njK1x/FOlqu5v2Mjwl2gZ/QRhe+NZouJ5QBqNFfWie4oXNUwgx18Yx8bGnQLWCPANWBzdmUbLATmqxkWhpfuNiFUlkHQVu21thGFE04SG1p6w7N1bH3JJYdd4LU6SlYqPWx9QuTQcXKhpTK9qcBYU5pxIy+hjCmmuP3netzlTAkaVKV0nkUdrgueV5cKyr1uAGI4Io+ejUzMWy2DDQpSBSbOTYco8cYWtHMGeBqy1wqffuvDSrnvZiKzfAT0ARE9bVhbVVP5HPEgPNnitsIk5BVe1Mpp63OV8+GYaH0jdL137VTm8tPljPN8MT4sa5N0tffvhqs6APn3Og7bN/+BDfPvmLb242Crk9qjuE0az1gc0CUuUMBHUZjwm3CEuRNLlWnfgLUW8+8tKET5BdD7bdhlazbHaxyIU7ujUWUDU4Z9EgXYjRK7tYOUVruZPvwgxHgFMcEhkv1GOWRiGy1IqmNJIVsQA4oaw6PiH/N1+mf/rww790c/n3f7F95/roH67c9eOxb8Lv0/SD9+/+aIMHf/XXvD/dsf3FV78w377KVb5881/Tcv8U7oaxvPyljx7zcfkr9/Hw6/q7v8Xdj8Sr1DFKfppjgtJS3Oh612nnKUultOWnh767io3YVxYUnXk7mRqCiWkd9pUfXPmyL//sT65evVh20S3nfSpLt5EJwUaXzrncCr+e0nCqry/xBUcX1MF7TH4bZCnNO6eig09NESkqa65tQ+FSzgkb4V1ANCtdnBMTtehSb5MbqBaO7LoWoSM5AnJv5NkLNzKLUVtxg6PWVL9cfvb2s/I1Hw0R+BJ4CdwDh6+3gl+PUB6GFHPrQNf1Cq6JLljveHgvK8gXQXDDpQoQdoFbb5Fjq40YcKEwPVSMrt/A+Y37StrWQqk+aocNGrXX82DRE76qNjB50Suy+15G3UTIGVXduKgbbS2atoyNH1Ivi6r7wPE2U1kYrGon4Bk2D/10S2lBMiw3KApXVYA+AqtxCOoaGtsI9ubU6gn+zno1P6PPgOs4AzeIGTKhfshEu3zABHlotxE4u2HrGHVdCftGuRGjrjDAxYIROBEGC8edfNRdMni9v/reXXpk5cCmttWcKKCrbePEmWZMUzuX2nz4BLIsPO70JthSL0M7iKGFd9qGO7Ij/MvQr6NoC3Gjx8vjuNls1xz0qk91R/7W1Xm9fTlYT0+DfLKl48N5T7cP1+VwDVKuEw2Jvd8YdWprt4lcpcDPu6O53n933PzK9eX1U2qHl/fn9osvfvhuOfLlxc/0vlxOn62+Q7+xTH/YGTDQOgBMgGY5N5BIIQk1COoUcfz8fHMXf17vn220XtyXryl+0tZvt800Pfl5DHazWT7tbvJ2WutUh0o8LL2AbiM3bpNOPPTlAu/7Ij2qV/Qh8lzbmPgi3cAcrFcJ6F3hPSuqI1f6MbBVIydefTFx2+SyUdJaeRhiLy0komoRJgiW6xJgpSdmse6DT6LdERSDL7OylIwBNa+NfQApmy6lDcGyGXfHvPSe4JYiHNkbVQSqnZLO3Tqr+hFNJDnKYtGLgYGwSvUutL6GnkCRNLnQW+NE1OUMikYj6yw0stXgrNdb4i86NgGltxbDh3e/1t5ZX7uwitAQi2g7jOP9u6G8+53P76+8vN+++McfBWquNAnffT4UGWu7VHr2/X/7JPev08n0EIfqs7qJrlkpr3WaKDdNLWRo3MiS8yaE1bckkriUTkFalTAM1Irtc5tBbtZaZ2fgwZZFyTu0lFia21E8N+HNEvOoUUiogocguXDfxHiR/chziX7TMVdN3oK3VW0cWhaMg1IhJGBteUBgnqqXLp7caX0Y/sn57r9/o792tfsPfviT/Yqxf3WxX3I/n/HLX57rr4Qflc2fi8FFpI23Bnz8C3/9zRdu216v7/z+yg4//NXwljd/Zet+nGzuSuMYS+k+HOSyaJIoPhNNIZfOhGg5p/3+ciIavDaj7Yw54mI2OXKblGte32Pkdn9h989Pu79xnHa/uI6bWjJ0YQ6gg1fZ+/TQ31+Pw/vufdb352JtLoe2x+xL9ZFRoXDULXsv3VZrAj6XzjGVVZ68adPiWUEdaGTVqFGUJuw8urJzatZMu8kmuSIE1yNIersKeJIysubXP8VX2sM32n8BfhE4fzP8BRAAgquQkI8bwgO4m3bv2Eg8cu3jbjud+QEnAmjsdS1owYVQQ+3BbQp9XpZt3DI0SmpUw8X/6vbuD8rDlndZH0Zs3vVGgJDmtXvj6ga/22ItvlK2/Ah8F5tC0ngF0p5dafG+tkJth4EGrbkEJHFeaIajfYkdpQsUJUI9wow4sRVdC5xzI0Rqqx5W1DrM0AFsIc05Exbgjhnq9+gdLWBYUAOww3S95VyX3jeMfsK6kXwREGK0/kF3tMBdQ2bEJazBxgkst+MPYy+IL9TPquMynvc2urHredpvpxXLga56XS6y216vl/Pw3clVCmeq3w6L2KboeUdbs/mKgyI8trqf3BV3Ve3sQsJGYrh5ZrOU6XAd32i+6eN5PqaB13QNerq+uHcLxk+e35+Pz8PwOA9pj3TFLiusTcmJDFqtVjd9dLtIDdDvrM5KD794S+Vo37qho9W76aO2f3ezPqfnm2O2h8vDm6O9N3CpuJoen94C+CYsegJIsKLD0ECXimPB3XV+88VKT1jGWm717vrmtuHpobVXl/FmRzt+1LAdS27kTMF9GHFB2hp90ZYDpVlraGSRuFivIQQ3EJ0V+6TH1TlsCle3CgK37hx3U4wUakOMdLG+5dDk7DXxoL0jNe3QkZfepiEsa5tGzh3MheBbFXbIBmNuWdPokJsPvKqbUDpTqDR6V0UH9rVKcW5adE6IlTt3ePaVUyB0kkS2lrBLujYanNXetBZ2JuITXXqfhuCrnjd+vKyXwGQut0yR1y4gzpXHEEiqhHhZdRMQiM10A38hHR1DZIwjtG5GLuc1kJvNa+8DcTVE78ZqaD6/+XR8++Znr35tGA9XDY/cxiGeS0lwl+jHX+4b+v1/u3+gbNHfX6q5ve9nZ1GZmpQ2Oq7dfIAtJ5s2KQt5R8BeivrYBDYY66yRMRMCa3WgCHPWcg+RSX2z3piCnhpjBK18DjbAu8H7hqaCpKSzbHdLazq1UmqcGKKGRs5ZN5OA2ghxbGUdY8jAcNQckahDMFK01S6s6Z+/9v/6/Z/5M1fv/qMXm49efVreXUO/MzpJgerriMHci/v1sq5f/uD2+X74jx8efzIcP7WH43fHafevQk75dveJyFc2izQO0HmhLcc8yXAOsmm5wgemouJ1VX8V6FLFt76QDezUkzM5HmvYOfNFc9j18sVP9aN/8fv+1V9OA7quDudjvmyCLzKWmg/b26/W4xBU8tNxATB/ZOQxeDjrasHH0omdNHGeXWdV0RC4NBvoQXEI7EQ5sBNtBBETbQ2makp6NiiZivbAaO0hBTSOJMuHSA8eU3+/zP/kS1cwA+s3Rf//n8i4++ZU8KARngjg8IBaxN319gA3yXZBLVKx3dlpC5JkWxqz98+8PD1a3Ln5aPL93Xi/lKvB9VpXhMH0D9c3Q4C5mWoQtDgNblGmmCKOax9cW8/dpIVgJ+GXIRKh9l6BJAhkp8GFzMHWijpkZaChD9ZYELtfo7G0axmqz9xbdqbST8o3IIEuclGQOibRMQ2+9PK169kVaQ52B75ojNS7ISAUVAf3AGlon1zoiZxLzYm7Cbus4nMxtpPqFRwge0glt09m3qdn4xi3m9J08geNQDgMpQzh7jaWhW3c7MbhfFeul6GMdXx1c1mrYOt8anHmq8knHlcqA672S75PsQSOdfPs+m3kzdtLvWNLG+hKlly7iHNh797k+eXWLWO/PgwLI13OWjlf+xsn6/vzcOU+Vz+E06lshl5yCsMYe1Ye9jGdHi0N5mPQBDpTu93vl9zGwydru9i1sYS3j432tqi9/PXvvqu6Xy/8xcPlC92wXD51d/NDXujpXj/ww+0b5Oq2MAAF3jxKJNTGY53jCfefv5lvDkP000d37RdUP95sRysr+m3eH4gPwZ5st9eFx2fmF3YjlLcOMKpcRxLqDy1sVb5YwxREcIrZKQO9I0hUbg2lIw4uz20/DUsjEsCDG0xBbnJqhovzreQYfVlbimzwVhoSf8A/Cnocgkpzg+9Zl8li9Qo18AJ1xLOBkvdVcmKqvUkeXCSQUCvihmgOhimiymbgUjSyso+B6yog5StQalIHnpbK0Y+VLXWkuKqMoMqODY5IfKq1pcGdC9aRIZShwlTV9sTZ2jVwf84tRVe0OeGK6gko2wazNO6f3c7b61cfv395A6XkcWdYnYZh84zj1fbHo/t7/339am192koWw5h0qYg+sBoCYtRS0uS1Nho3sQKBVNXEKjuxbnY95DO5CbIOI+dsNIIv0ABrow9FFBgcivRgKTKawwi/rJJCyNwjjaKVYUhGZ01jW0pM3FZnqYbOnT202Ma5i9HQi7+yMrvQZBl1UFeGyavhnDH6aE0LiPv5v3v7/E+Pm7+YN3/tVfuenjpNj79/mrmcj9fDZvrOf3h4/r1ItDqh893TP/kX8ZNy+xu/QY8/pff/WuuWrEukUK1ZS3s7ZRoF4jzXPDjvjSxSbNyV85AiWe/WvVpPoysLfNwEK2CW0bcnc68O0xf/7fF7f+5f+R/8+Smu585XoT42Ji0p1aeF7nbDO54dD81Tye1z0C/DPDFIK+BHptx7IoaJU/Wk1hrLysmcH9WqmfTqo+OlJ69MBOuNsJhtjJvJNvBS1QLfzLUOpua2XU9efOsib0+/+SefsuEIfAt4B3wH+BKIwB0gwAH4CojoGYDRRTqAG8BojMHYtEvtFyTKR8zPe3jHGFzK/WlE595WSc7ysZTBbZ8idtIOgZelH3i0XDm0S8XiE2nr3t/35Xvmpphi0DmvFJw0+jhRaXBT16LESvBvermmaUVu8ECovg+9hWhGaaN9tGlr/SL8gJp6zKiQnoFb4BG2As+ACgfpCqqm8L10JNgM84zm1VWEwO+aXAFAS1CD3wMd8qewG/NCZIiN9NJVAdZ2h7iQ3LxIwz3qzoewv7sJm6ur5WHGs124ZPd8Z4L1kqYDOY94B5v9Ohm7qzOdxuefrG8u4S65o7rEPRz0qbkbLVCXeytTvRI/quvyZHzTcv0kxgc6xhacuGOVl7twrstax912ZWxIMnEq/Gg9bpAQFir+u1t7WA5cawqbqj3hIDJnSUOUejTj2z15hrixznrF/sLL5mYsGRsdG/m21PTLe/1KOigE/9Godns9f3zYusSf37u/uglffnb64/nm86fTz+eNgIEOnIA3yAOwBa6BxVCbPh2VAw9ez4/vU6T9mzqep/Snu/qC6Vmk++g/2vf3l/Rqaotz/TJvdi6Upnyl1sVxQgSHGig0aDqMsbZl4/xMAAjqktgCC0jZla/e96stny9tdC5YIYyViyeING4RG67N0mDnSoPvXZgbA92IOvpgIDKto4+lVjjadBNHTimaNaHOohQjOkbXLt2NRs0vXEUjBRfIKUmi9KTrNMRz0xisdQ9XYA4GFbhgZ/K8Fh99XchH62DnXFQYMDRtbBBDbbQZqHQEWxoFz0ksdG29V++Dd6ee6ybI2gUVOnbXfWsa/anSGOU4BoumGL9STonzKnmKqXmXzLk/mNr/7Tf1yz/kdTuFRTklKatampL1TkxksDO50KT5TUIxHsTOYhvhtck4TDqtAk+jx+Xs+DJbnCQXdk577Tq5UAeH5grMU7CA0mziMKuMXltXotSDoJAFi85lr1Y1pD7HxGu5TH1jTkSV3PwBhdYUF8/QUrFPoZhNa8+9pRENsG7iyV1oHP35qeNf/Xz/+b3/Sy9Ov/FL/e5XHtaf+/x4fPYt/255Xn4yXP97uyv3T39eP3v6+V/5td+YfrydH/6tm1O3pk4HQuFmqv2CLUMKb0Zk+A1oJopG8iGuS5amHMfROIeN5YsOk1tz27rUiFc/JbSyrofLNP+9n+/+N7f04ofX4/FUpq1dLnWCwnNZhbfeVwG2l3OgX1QwxKMmZoO5tfoU+7nSzqmwQUioUlt8MNjguLQsjnouzWlRJrKThmbtrbkC8hxUq48+N8XgVUy8sqk3irD59JN2n5cPC71HQIHHD3JJ4PgND06BGXgOfuuUBbcfpC9YRWHYXLm05XzxGI0fStPaO/sQ8WXDJCZDd2qEIACZnn2s6+na8Yq4mPrq4+hjL5duwU0vo5bi1Vk27LwT6DjeOByPKi/D89P2/cb0QqNcnnrrT1Fewr1WHJJ7C4mCZFXVGk5piLXZHbSTuTiB2l2WmTgZCTmz+gnwIw8Sz7V3xAnNIt1WelRJFR2QtnzAPCxQBTx6+Jqj4AHt3Z4wDzNPkBEsu4mTe6byLbe1XztIvphzG+/62fCtSHNZB3fomG/N/2DbHvs8hOhz2MUBQVqT/bMqXw5317Kcl93koiBXHSzg1rl727EtxWh0UHExaM7YptiXa7lKennHIS71iXXk/UinWadbLgw+co/Ea5u2G0af55FM/M2NuywoTb17PuTpxQ/OT8fHy7sh7CouwL6ohEqjC7brh3WbWTejy40nzeeDG2Tu39vTWd5dLgfbWKnXo3eGx5vbF14+v/rW3abpb+BW+tPf+eO3799/l65+Wp/iN7uTGTDgADCgTXtDBJd9eHM84l8/XYfN9P2NR5w+GY9/WOiHlr66Plx3+2Q3tPdh47cxPS02JToe5TC0wrTVkIKbBRvvlXhwA3WJY1uBLaiIUXO31/1SUjI8CaYYl2aD35/Kso/jEWs6++jLUt0Yam5TglST5LlojUZdlE1CbLKsMYQK8tpFYarqkJxvtFLx5Fj6MEAF6sDmaGSqVr0O4s210aXeSuCwVheCOXhjaiphonU12ZZBQy2dR996N6YuHYG4WA0MkRUzDdvcKwYXZuVRtRucrmBxpEoqmSxyycFzX4NydZ0PoCXDe96s9bSBufS+tiFSFQsTuBHvc5Pf/3f4W3+3vW+uedb3RjRivoCSkLYC/jrrRLxyIb+TUjdOzp2GIbE0Tt6aLMmG/pgHjeIdFN6h+3HUXuLkNJduKVnpJQh3a9ZcGsu6ppg4V8SUQdSlawwY0JRjaz34uhpBI7lk2gJRB43YETVVjehd2HggWTLG4JooD1w6eXhoCxxdbL1vAs2+Sv/JrJ/96MVvv376az/5c792ePO9v/jKn/7w9eePbx8++tYXz7/zn21j+Ogu/JL7pPyD/9JdrCM6lwmWDT6E3mArNBk2bTkHsZ7HcWhqIwLUDDBTV9Sz601n3jg6Zt1Gv1q1UTarLsFGip5dn3H8x5/e/mdhPbzah/uTDmPYvL2srJEagvPFPfk8vKJOG1ME+qe//7fFmpgP7Lo0p9yhxLLmMrh2efPm5sXF7/9T9tZbF/GBsghHEtHZLPfyZXAKOxlyMK7r4lMTGPqiTR1aqz6i/pv/y4//zv/39xS4B54DH9g4HXgJrOBn0A8kTg+9AAeY95sNl6dqoKGEeW/bS+s7ZjDO2kbHT73duKEqP1GOcFHdXUqv+3qg4R3XOzTEsRVq3CYoUczB7Uxe53XbxTAmth7MGpHryvvWFgetSJbaRlxWDpPMc3FK7MLS8gjnAr/XSiAv8uHimUC3m/GPl2UAq+F62M5lrdYG+BNbMOFxaDmruQRtRgN0A1phBhDiguq/AbpNQAMq+Al2g8GhMjh4W8Pwi4V+z93eOe7b40dpD7/wtL2qUrapJmaiaeKyHd3DiuBl0667n287OaYwqpI0kt05HO7GJy22tLDRtPrxano437u0e+G8JzkWqVaGsEo/xCuVpznt974sRCP5JbSmw7Nlab0v+zEss42DFt0kLtBR+0Us5jq+2HiyN6e2dz4L0pY5e4n9cL09F8lAnunZPr738xUN1TlqNiZxHUR67CGG4Akblrek/gFtr17Quqzd+WWd/TiVp6XC7/elNnvTwz9//XY82z1d6+WrR9cen6i3DDdfZIJ7gtx8EzIxAUxBrVVgCFGpOx7u4rSZiG+G7cfX7ofX+1T8s93N96hyutrGmWi/48W3gw4cQ4UOvpJn9G4WondZdOvLLKNpZhc8VMWEBtVzy5qCe1rDYdBTxu2gDSGLjNRNyHxD3XhfZeY0UKGailBMQzAEmClxszIMkzysdjVZ6cFRUzRvI1xvyorVmw+MYo1oVKagTkEAmFy3QiBnyrBWkYLPCmcdFpxVIu6kDK8iPu1KX4JpJscC8YiSECuUiCpsNDQgOmizSEoNpiX7qMBEaCSuqwmb85w1Bl2JmM3Yd23maRf8Ja5j+ydv8E9fP76ue++0wEVJpa3VbULPxhD1FHQb0DXAMvpOorL1Xpi9DUTdeuRYlSJ8oUZMyuIbXDBxwudUx84SvJ5rHLUbyBK5KkZJJ6TaVzDnEqNbiX2tLQwT8jnXlEIpMsYgPtiSWVt3U5ykCLhLa0QEBKYNxRM8VCM1JXWA+Mla83BFJDgT32Jn9UbdJ3Zk5dt7/PUffPYJrTNPNw6bX7nz+N1/gV/+5d+9+S++a1/8nfx0HahpLuRAU5dZGDaAn9iSdxDukSLBREcXQSCYdOseCOIbh9pnCkNotbB5IfVF7X2Tm63jj/c2Dm704W/cxN/4teqUpeU+Xvq710+NKoQ6LbXzPGp8ObTv/Cf/e/pH//ZvM2dQ6HBOixSBB6wAa70UWt4Oz1Pa/s+NClkyF6iDqUFV5aLl4t1jaefIKlhYFeaVLgypxdh11MI1L1/h//N//md/+pMv3gLyTRzKO+BXgU+BW+AArIAHTpF23ZIiOncG9iYnH1P33fUUeGg4d/mY6PM4SDlnI0LcRN+o3TT3yC1wWs2caPRU2aeyXExs2O5Mm3NhMY1NNBC5wi0Aa7dDwMKJtUeDtLq5SuVUT5a3fmrVmq0f7MqHtJ9duWnuoS1PwDNwgr2G3Tl/EXT0EaGngFZIxSEO6E+IHlpJYIFRNnArhOEE1iGMq4BTgB0BiXaocUZlD+sg4Bpe0L0PvIvLcffxt33rcbvdB31Hwz5MeBzs+hxcNBr8Yo0OQ5w7J8TdwLsJpdmOOcujLGHYRUWKqLdRrZWLGmtycSnddQwKfpXWaJtTfrfIJg5LaCnxro8XB97N3XZRpFqAXlZMYX1g26U7Tz5Ibq7U4qcRZ0v7rawPT+fru/3bVjfhgH6a2d+O7nJp7IJS4Kman/ZMxzCMdd4O1tpEjnhYCAPWwYYld79x/cHsoP7Iulcr5O6bijU9G9By5zTT8f64/ullR5d4+KjKKd8/Or+1T58uk1/WYzjX/r7XpYTMW2gCzh8YSg7icK746IPgOMYUOGyHdBtuLoG+vR+mafeL2/CJu/b2cHd7O4hcuylsdVCgM3si2g66lphoOQntg67mo6sCY4seXbQJwpr5aqzH6kZoZ99zZwNFIjImsGrv7ENfs3dZyLmUKtFgaH0xPwTiHs3cODSx6KXBs3Sj5njokg0cQUSZHZcexuBXIydwaAqDV3BgbaydfVg6j4SslpjYNW1GzpsO5rNK8t6vtQzBVwtRp25nUIAj6yCv2g4xWG3ZwTWbpB7J1YjRQiQS7nLJPQynhlu2xUi8kZByW1IYTDDcX/B37i+//U6NR5gWdgHqYujS4TxgLN7ICGqetap5a432U+itcmUeQcoL09B9oxT8UXRrtqIO4LOoCxxUzAWHXhpFz50Js2AgVUpkSlytRgRTYfaa0Mxi0do1AEtVnxhqLiTnai8hbfWptoGpV9tyOC+VN94Ch7XZ3svFeKS6gANFU0dai3pHRNyJi8rgyAWsghipBW7fO3z6Z/ev/sIvjhrazV/8/Gf3f+nhePq//6Y+vRP2eq6cMidPS5GBdqIX7+LgpZgACIaVdxt/ObdxiCXBiTQ2Lt0nj6wUrCzkRoDYertEh6xh4w/P786TUbb+rTT9L/9K+M6rRpmkn1vpsvz8pFO5LL3uNB92HHv+9t/4P9Jv/u5/WbQ7dgbvbNFK4M5sJc8sx9P7Nx99/1sY/iLjon5U9RGmptaKtXdEpyproFM3YazMasIk1ax2K1plgOail399/r/+5/8wn8s9cP6G+knA+E0w1ouvw4ETUDL4Bdu9uuccjrpehc3P2/rCe2fxyBpjqTN4jLqWCH8keu58Tb7P7bAPvfjHkhW8jS34lGw41vOQDrkf79h9VnG4Mz3TbGFv+lh0G8QQMjurc5gOp/L+JW8yNzLb+TQEfbewSTtTSxZWWQDPH4B17KCCIbhmoqX74LUPAYsaxCZxR4jfx+UkEWIAga9SfCjZgx38BRWIFXUDCGiBfc+5o+l18OcSulu6+m0IMdLNzU2y/TzEMd06e+83Jc7QXaLaa8DmEJqZ9obrjczn/my7LdxHi1Oqe141pK8e8+3VZtuW5q/UPXnbiTuWr2K49Q+X5dUQiWhpE9P94D109XaocYnsNuzYgraqQ9cWfGuRrvPuS5yejweVmthysxbdWGW1nHiKV85yq49riCMNemZ/47mp6SaZiAO1qpudP3O89lQgZI7j5Kh2nSaekFpdJQ3IymOcl+6ciejq4I8CNHfWuR0x7fF0Xpnd0332rdvsoHUBngFZzV8kv7+km3j+o69spfLZA7+rWW0SDOAFuiGfnFy6XRMVw80YVoSkwCb6ruMO19gVj7Sj8XZYY5jScP3L4/b5ttz5eLVZRzsMPF3ZnIdhpFnbBF9MAobGLYo26mjsA+XKk2/q6UPmkgcLhLy33gMcqCwzbTe5ydUWucA2AZdVAOLW1QhenTiOPgsNCY2q6yziI/cW2PXk+CJt42LvRF6ioDGMHMhPZt3LSr63Pk4ss+MNU1GJbKaNI/fiSQm+NRsHlI4QfcpiAU4RiAZRZecEwUui0Jqwx03p74IX6GiUmzbuXViUNLGf+xw8qVnUHKiFS3T/9n75B2/lveTLvHGuZiTnJFpqzpKm4tWJsWOYZIRgDcHvqC2SPFRBRNLU+9RkVbhE3AgjrBoF84ZGFIzuDF92xNBrCP4Im0a0RR2ZCVGzqnU3pYs1bqQsHs57zEzaeowWbChFGQAbERM3EfZoXbwLrpp530zY4D589JLNeWsEqzR6CHXuXLwNbpi1uOYd9w4GxFLkuIYc6qvx+Mt365m+9yu/MD0K//Hnxx/9DBRyI4fu0ETETDbOlcFF04U41ECtLI03t9Gaed9RgKYlIKU4o21mQ7La4CLUm6ovXTiLjmmfvBwGn1yFnP02/Zmw/5u/jk++bziJ5ssFjdq7p6d9L6R9w0hpvf7r/zv6b/7N/8Mn7iTORrOVtCoxC1p/XM9Pid8Nd38+hW8pG1FyPpmICls/sS1LeTP5S2lzgjSunkWqOFLp91YCx9pWHZr+4d/6yd/6f/72XPRDCsoRdQDOwC8ARyAA9UPsCcAM3SBfsAMVSyNpM7dBbc5Nkp5Cp9Z2yV9KUqwZOjIICGloKr6Cw05955ZLmoLmo8VfgH5Ry0igu219Klvjp4Rt1HYhYS1dR+MmfWDMg+rib6L0qjsXPmM3tnZ0UoRi8gP00vLYcYQ5RI/KHNkRFCr1AnsBN0OfYBOgcALewSq6Q+yoFbxlVESy6kgXxQg2qA8JMexqjm44uhY1jYegFyuUR7/djTa9vKEy6TA91YdX27DO5LGyd210fRqCFTmM3M7j7a7JsOYcP3E4I3u+2fuzc8GEOy+x7TwX11ML89m0LW4Yzq3srgafhq56ftt2o518YMqYkhPxTOTN3+77vaCrRKMsdHUIS04Bbo/aGi7JRtqIPVlLpe1Mn2L0Ea34La1rG8e05n0aF/PJ1UgYYtU4oGFMnR153fVp9ZZC8N0bx9HJRfiK/SJCgFAOgU+Lh1x66jCSVmkp2LpTaaNo7XqardNlPq0ObBiKw63x/OUTxrj/7CvB4d3rOf/hz6dHfVrDR056abPZHmDQhlCMd9OmsN1twgq8EqdDRJtPtFu93/GT8DQ6qJ9u3XI8XN2q4z9L02HYPxvqIV3vN8tOAjnbp7RxT0ZbByOxEs3nDgSQKEG6Koyso219mgtMaBrLJceJQBFMscslMV2wm/RYKKDyxP3c84bdbDFJFZ8dTUXUw3FgqzK4WtiTxUrm0Zg8e2tqE5OSaIVnAoLDsjadPKkP0aWm6uB7FwYzWlGfvLohWI+q6v1eBaKBgu9952MzmggNOLCvVdjhOJdHB+FYrDgXrXaMrkjPQZWeKP7Bevlvfyx/gtJLggtFVG1IKHUaggKruZGEmFTIwNyLhnGIklXZkRqzNMAjEa2sk3EVqEcyVCB4sx5cr502xH/e4j+Pnntm6XAJWTTVbN5TNXHknK1EQ8Xq2kghW+NCzNo8p+T7UsltSp3JR4b44uK2N3FGOoIKCVxUdJiP3rpJXQN86eaTI3WIUnrjaLwGBGOBwsg7rqohwODMqTVy1B+Z9447IzWIqetQ+GyNIITtKOvR2YvgnrqREcRhoA8Ojql2AXNQadDObeQpaBWKSo2NF2nUXRjamsVN27H1w4tJ55URxnhWqZF2f/Wj7f/sz9jL6yaty7t19q49LbWMWp3jaHn/1/8P9I9+529zSOx6zm2wXix7ipCynJ+8fYnYt7s/z/6W46DmHHtVB6nSV6on0H3tl5GbwpGVJs2xSEfQtVG19ZHM9bP/1//5b/0Xv/WHew1HtAlf23k2gALPvhn+PABXgB/oqvjs6Nz9FnUBkkMXZtBm8E2o6mWK21Nvw2bTntbG7eC2LYhrLVMEMZGfzB4sTz4dxlDayc3h4uiQhpNeLNMweVpcxuUCODHvfKBO3hemCe5pXeF46IzBqcpcOxHfROqTK0eZtXSEEXSKmARO8Yr9W1FQe7IO4BXS59DRa/SETApV57tiNL1H2xLHKU0zBthx61uRuzQ21C7hZdQzp8r5DumL2G4Gr9vhYHjv/SeH7cnW3UyL+GnjLVzU3VS3IjBXn66iboqN02CyMMbiyichmvUjOPruzA9x1dmJ30xcR1ffZ1rMRz77SjXoPtBFJwfzJnBnUSOkwNvYu0TKpnfEF+sjm/lh0cudHupYZNltrkvEnuhkPp7PAnnM5fl+J5kcu7xWrFlGOdxNF9TJJojUDTbUvor7m8jO+dHbCeHAm+LC3phcsb7dDvaU2zZad6COc5YQ8pviD/7ExBmO9AJJvUhNgfv6WN2uL++VIiw38AKUufmEevplC9L6n1yWBLp/e25/uvbP3vVP+40E0szgwP7OqXeb4O0Mm7Rdb1+irHUn0SISzU+lb52av47+qeUZ7rfzmzEM2kU13ITy0u+u7tKNpU++f+Ne6u67r9xGOA4ukW4cJ9RkPmltQxrq3LCNYe1wat034lj84HqdYtfug+9LtSH66ipVR54gCqdaVeHQNUXN3QFJqEcjctVU4UA8Ahk9pShFUiRprL5pCc13is5aj6IV5iL1riFSKU2GHm0QmeEDdy+RWN1krGym5sS6p52GCNuHYSdq2kf2d965qsIstRciIlu0XpJlrY/ptOhv3fM/++zLL7rXtZvFTl6UyaUAJqE+sYqZ8gjqm+57ghqI4YTByVvuPYv34QH6KvLqQzQS62ydFRCP2BURQSjXiNBCCFalk3NcSxOCsBJRaD0bpyDd+6Ry7DamwAULiwvc1jaRJ3jVvMIHJorMReDZqxmbgYtZ8Lx3emmWAuaGDfhIPVmoJbs4eGRuzGQnFw+unxuPZA3GnkEg005gOJcgWQAqPpBqhEXitZQ4TmVZYcywyroJfmaOpLIYwDGYESojVICUwUp9ZT+xwgcPqVV998sgEW6BcffBCl0NMUW7sFKXwXd2a9Du3M2///H2P/oL8mpbWqf+2JdKeuK6hmCt683/9H9L/+RHf9+sKxDVam0BqNpJcpWHenx7uIpx/HXyIL8joqYxmDXp3LPgwnI0e8sGoqXqxXNTTV7XisalGovMgof8//o//fZPP//yHdwE6UAEAvAO2AIF+Nj5o/QNcIXYqM9wV8ZH6DXG5psLNlc7iT4DZ6db4xKJQejoUK/yhHQ97ena0cNJKzdHmduuVDPz05a0b80vsMwx0zFfhk8GvLU8iBs5VGvv2rILm0ReSMdOT9xVde/oPRn1HCUNjuYQtszv+nEjU7EGNBcTG5wjr8EaHmUxUEcfMDZUgEZysxFcPogjjAXr9eHlut5PlaLr54E2fFj6mQd/Jdu6gTP4lxszG80dj0/TOPIQyk3YFY43vhdXSvmk6JsIoTHsaIvaA69EaE0mmlJc9yON7RAUulkAimIXpTCorLQLQ/TLuhnG5e1J3dZ281jKmTdpXebN7Y4uUYau5cg0PAZ3sz613UcbPS+uH+r2fhJnU+QiWumwVeER2WyfJltr25k9Ig4hk3LQtFze67zlFzk+9u5H0zoNYxllIivqlx5cWDbba590lt0nW/fEu52TSmPQMqREPFhbF1mCkbALXJ+UDlbflGViiFRhAtq5YAhYhfda7ikGo3nOz8fpbT63s2NjKfOmYjvkdzms56aQnOvy46P/tJWffPXtnBKRlnnywfO2ROZl3j7bY4n7sU3NLqtcDr7UdX+42lpbVpNa/380/cmy7t2WnweNahb/6n3Xu9bae3/FOSczlak0DiMsExA2RUADeu74Jgg63Aa3QJNboOUGAUEYwvRkWSBkp2RJ6TyZ53zV3muvt/gXsxhj0PiU1zAbY87fHL/nufX+z/vxEEjitdcTdaNoxBcC8sCyY5o/MM1p+gBHlvAUxiO2xafpW6xJ0gWNTmyIk5pOckZYFhw2yYFIG2Kc+zHnIHjEFMBxNABV727BUaxuMcJumiApITbgoM0dQyLtEII1H8QP9Sihg2oPwjuCgLmigmEtME1pLT15b4ahNugp9mZ/Xe2HG7LzlMIYKh3xObR5MqiyDKYDxGQgwhkgAj41KMHMOtJ159/f/cd3/Gd/df9Dux32eKzPhLW3IaAypYKRDCBiNm5JYRfIaNCBlsGKQsDBYHdExAjaOxqQRMQ/3OB3sxZCaxhIkZDcHNjE5WCTCiXGzJsfgcmNvDV1sAS9W1Q2cgIm9rXWyMEYa29oCEAKGpXCqL1yV1VOUgsJCRNlhx27MghrvWG+BC/V9Il9b9LFI2IHrR6DFxaDB1CUtetMeCQMFRsbGFLyqNhQEdh635mSoErPO6uQS28bGECMQlXBoIEm4WbUHDMhj7gXnYALIbozeVVCqA6BXZ0liO6HxxA7WFMHwPjMUBCcKMDaS0bfNTG3nqjHcP4PL+N/9o/9w6VYk8fXbo/sWLREhvk/+d/j//O/+b9obxBQ1TPspTq4mT28r63e5vP3YfgLxMqcW+UoUkonbEi1H1fyn80rAYJvjl+1xDzguu6Zeysd+oaqb/9m/c//j//03/7hB/p3VS+4Apx+DXwAEgECmIFA6NAShDnEe9sqwAsMTaLzrhhb2RnygOvd0igM3l1BmTiP1beLTU1bBzicWB2iay9BeY3xuT6W59f32pIbuqoDEFPXh9NMsHfd4Zjj3FDFKlL8Uu4DxTHJ+6ExMjh/1Y26hTBYrdG9ena0zOZoXxu9Qt2RdzQy3qAkYAWM0FMcBQiYt339jseftVxigDkR2Vzoqz+YXp0e/DoOHfM4IVglGRJxv+Pz6Y4sP9f5Q7iLpwJ7gTzE2jcP7kaxRP/zlL5uxWD8/tV1Pc48VawAdI4xJq+ObSscC0OKJR50xEijHo8WUQwRmT15eG8oYXfJI+5g8batYwKHkHyusArmU+7bITRXuFNaoiiGkSUct21ZTnD0I87ue6baQsDPhZ+AV7m7s7c8Qm02JjsQh8OO0JsbFLEJYwgcZIyE+TREbk4jh5tDLDIuA8JhFKBDa4xwCMq11ujbQTRAq1hLxUBVjYDaWwtn3H5ay3McrxwE77c7JA1OVh6P3y3wFU+f3798APq7673SMv5hjRv0//qHl+tt/71fiDFhZnOiZ0w7lCWnhylbeKiehzPL9es7fZjjX5fHhYd/8ri+rxsnWzipxWS36Tw/G976wfLEeN8vz6f7JuzMvFk/D/Pd9YmDAX+h+v3uq+J3zDe3HuEIelEYhufE7dkgBlHB6YLxFPjDEj7mMAtNi543OAb5LRRPPlyqrUE6BDSlRjWQamBUFmxNgVG7sHhSdUJQ3LkjArpGsgIVpHe7luFn7j++tX+u5fjy/iN9rkUODrE58MdElGjMEkRxGfGD83iBqSjFLKlUHGD98ouN/3o97sfPD82l3i1IbvEQGYvvnMWMghfLMqBXIJeYtWpyN+gO45j06JCBCjpTqK1iSGo7QkzB9yID97XlKe2iYCCYijdAEKPKHrVVcNIA6AxBg+HjKDQstR5YPZE2kYjQFDlYbzIwHOC1q4iTM7NqNQepRoE7NASSRrZQr0RJ8UAlIHOkjjnj3iwnbl2JsHV1YKQeDnwE5YN4bIqCTihMrcNAfMAKOBMUKNCSx6qcJz8aSERcS40cW2kYnR2xiKbaWhpn7LulHMreJfX1wMsodzc+gCLYJcC9dMvZdC92XuKtVuq6GycniubB05zhCkdWOEzAHyDBTEf2TyH85fPTf/oP9DVQv1NZwQMFqNYv//H/Af9f/81/3nsFBA5QDmO/I7D7/dh/Jr1Oyz/i/BHZ3YiDmGVqu2phKIe+R3g4AHqxfu+2JeJmHvU4zLj3Vh/k/uN/8fZ//j/9P769pn8FGwI8AHaA3wKkX1WCAAPABPQO7uADEAE2kA71FXIBJ+ZNtxEiAL4jLEP8Uh6vzlcLcwyJ1ZvQyHQ7dsbDrDCrwhJacRYq2cSJB+eR9RcOCH5Kuutc7zclnThKkE1bVyDxqj0cIQwOCkHk59YXHj/X93NcgMp9q4H9TnbyUN1GGc9sf9h2C2nDMiqRRAg15e/07Y8+xWfL1Q/QEAhoMlfIjdFqH1Pu4xfZPzydTddjD99d+O7BX4JXmE6pvG1bJHnK+tjjbiiO34X+owOJPt0jxlrGix2PSZZP1EAO8TM+fYmrkA4xzjjf45Y8vx19AaumLS7jUPd742muWkazSjle38uZMzMX8YV30ylDeffAVlH3OHxI/DhwnPQrsEjMqoEYZg2cq7lpvOT20z5N+k5h7FXJSxyn/W4J+M6cjPDzDb7PAvDW1w9Rfl73OcWbladBOHU4pg/fD1+2cAarIUyBTFEobgwzBmPQrQ+h3A39sd8CLhQ6l8y86Y48Hnb1MhG2RjW4bd6jyq0pbNt9OOV169UjcBB8c/yg9XMJ7SiAHorY9k7/Gu1vfxh/Oubfr+E8XprbKQ1USyUBKgYXsVsIo7p3MJKuTRT+r9fPk9q7B2abURPkIjoiD+p5EEdvic4QMsCd2wAxQjAQxL1S/MjBtZJaT0mtN2t7jODrM0rC1JwnKl8rPs/Du3fDjhzODZw0x4HYn4ROKfhHt5dzHhqNo3uPeTo+9uAnTr1CmGZ+RxzAHZTRbPXs294y7wUPan99G/7w+OUOdq+/9ELV32P8cNTdUbQiM7BwNxUZDBtDMq/mxLAFDCnn8iDLgfWhfQyy7j0GtO5DQUiEQe2KWcCj4wZA6IkzAGiLHB6tXUJa0YgoGkBDYd/IgxFyAjmOQ6I4AEZAJS8HxaxBMnopwGgN3RnVBEmD6krz99C2ehTRps4hwE2rIFWChNJaZaUcvB/e2UkpzXSvGhi6hWTuqKUngdaYMhghc9RDKQMdtSEBRmzNMsqj6Riwk0+B76sOIzQS2JTZZOMitZmMsR8ao4ABk9ZVZGRs7ZAYjGIpNRMDWlBQBka7Kw6Tr7eeOlHCQ2kWh5TaupIMgt5Rmb2CpA5G9utxYhK/b2AxC9zNFoT3ZolDgQ0wjYzOSKbgybF+0TRhe2h/GnkdIqc4/K+n+X/1P8TxIN0Mmnpm0fF/+r+TDkaB0bS1Lr9y57GbEgIQDESzO1AXk+Q9EKH7wIStqQM0HRNvBh0BhKSYRm7VLehRATmAH/3xr26Pqn8N268LP7/u/PxqAXOAG0AG+AzmABnCgb44IpQnmA5U81aAP8Sn1uvPfgRK6jBq2CKLtRvJt2nxpe23Y59wKTSQzUROthuTm/ZAvsM4r82CELVjiLE5YrtXtk8cG8mDCDhS6183y66fMP9xPz5M8hk7INTeBqKmB2FmUFZi0ANAJCrhz32YzuANTpAe1jIiP4jglzfij6RDGlnZZ2cgLRAm5YeKJwsYFv2txbaVJZ3hG2vrnWMMpemY1seDxjyohx+vt9czDns92rQ7nchKDZAhTOn9/etfzh+HvO8acqC5k7VT4UoM5/C4P3Ad9lTnUR4bdPELaDQo2cMvN4hWidNFb0t8+nrYTHyKpTQAqi6NtMUqdPkIbSPO4/Su1xceVkzjlHic+2NNCNqBSD7bsQDc0niySLGOGzys4WSl2BQrdXj/pn+A/cdHP0/xahrHAavyJuvTOLUQ5seXHz3M/o7HsKdqwlFrmEd7rJjHbQvZt57hXmqCs8QDJDNsu03LvJmfetq9GueZj65yMXrc9WkOdXgaatuzcdUtSnKc2Vedn077O0/BlEc8MG3/UeI/7fWv1vvzkP7mNqenUPd7yE8J1u6D+i8yXLwDdeAlDvfP7zRJZMBmbgB7bxMIRniGNKlX9pFjVRSgU6cr2l9M82fsQblsVoG+l/DVjgsJjpnNg8IDFzB/AQSksVnjBoVn4HBAZOBG5wRfDnhGvNtRVr7nqpj3Hw6hW0SoBXSw7MQi1JGjvAgrdCJ3gklkLS04NuDYlCOaghu40Q4dqgUBMviTag+QD2RNRiG33fM0Zy2tIUU83GahCnoy39ujVpxz84onVS+wBDm0fcQIY0xkV2gxmAYAhpxQh+BbAwo5Y0W4uOxksQolV4ySsYBFNDAgL7pDzqYOANAdDYlCdc6be2yEtcBErNTIFg8QYMdM+9eFwxtSd8tEjWVC3lvgrmUCKpSSHRVNXDxh1nuBmXAzHEvvmakLQ4EE0McV1hN23ShhL0ATwQMsdAmCtvk0BzPNgaFYDNBKjlh35rDjMVHWwW0zF9C+awgCneNMvleYpmHfDdEjgR7OUU2YwHfFCaDsiMglOCkO0faCUTXyAAiHBY9WC08jXVudKJTvQd6g751SDuyPJtGPh2IIAuypBA9uLoAWGO+tkVPktptPbHeyc/C3a4P/8kjf/H/iX37UYSccSI9WIkMkwm5aTQ/0Q6EG39Ua+1HrHkctSFGCkosED+osxNTVkBQxSKDDkXBwWgAT4alacucCiVBNhZ3+9ve77KAg/e+XPn8FHReAHwBeAA6AV6YIEBEi9q/EQ8YbIXiroB9i/gJ78XoB1QllcolEgQzCpTav93atW6XvlLuXkeMBBRTIlDx8k+VI40K6Mxx3ux51202u5Vb6Bdp7d2NLMdRenI+Qw5+N6QfYEtS3o10gXlg6kTHymEAboR4jUoRzmlPODJqxnIFexwHTFAgGyQHh4PHfmwcgdCBWfLGgd09Ee+ttPskwDnnEp+X6JxN8P90/IgB9ngMnx0/kh42vT/JEzA4f8thLrS1M1Dc4qpcc0olDRIg8tnQ7Ig58gEODbU38VOoU/ccapycPjo2whZDT6XU01r0H+em45+6Kqnq7bct1Kx8S9P2XL4/QN0AGMwg7d9ByHLFH0k32YZCv87JMx0YEt7d9KDqC6l0GOw9xxyAH3ArnnN+G+VWH2uZBxr1q07hofjvC02y3eiSl4Lruexl9QK1y96qrXNe+a4UNrzd73Bpw+Vy0Dv3zA7bt0GArzSFFPlpJPt6bnqfpdpOT5RZOKqO08thj6bIrymUk0JSyjnHE2J+WWMseehKsuEHnlPbj5DNUGtOYqb9+av/xy/t/+L39xcdtqjvRB2vXr+uCvgKc9oeSKPqBxG8Uyeg45jzUkF5JPkK4jOE1IlhtfX/qwl7F9dKbeX2Bx3trS6VtLwx2CbhvxzmIWo8h7GsDjm3C07q2GsYeK0jsHkQQBgfNFqbdZbNXhoL5g46ENW1J9rbU9FSRSvqQ03RIhOF2o1WhNf3hemyrPTbZV/v6td7X9nZ3b/1oCM26+mQQwc4NZgjPIKMRuX8DQE5P6rHpOES+104xDERFx1lghclNHXOhBWjoMA4wS6LIvsNvP57m05kOP6rNdwfCIBFUuzBoh2QSvViPh1T0iIwzMyEFdSsEDibIjsYm5gZRCaOIiDqyRisVGlQ/TLDVsnJLyA+zDtRzbq4/216sSaKODn5sm6NsSH1unibaN3Pv0yCVoUbOoe2WBFgHHBQgNhQU50wtbaQdYtCCYY70yCyYrANVxojoiIhsAIAAgrF2ojEgzsDQtlbGOWMgJJwiCDmD3rum6LV5FlT0hgivgMSUoSp3tNYIKgZAYrRuaNKpDgksiVIT3JqGRO3utIxcqcnvu+6OhITatg66Hk1FEJru2vU0I3PHmlyOSqdAbQCoMDg1jNMV1h81sl3fxf4r00elOpE7mqfYOlRqMKBF4MV9QmCkC0M4ig8YHF+H8HwAh5AcECG5WXcDc/Am0EupkWr1zn6Ab+Y3slXIxKpXD36sXx7729oAIjgBOEACaAAMcAD8GUADOCNc1RaBAn4YsB1HzQNrAywA/2a/9u6B4Qt/xx3a182d9rUA6uG6q3Wv2awKDDGmgTNxxAPZu/AvDT5aegwnBHmTAzAuEP5O0gdJG6fIVHePyibLYach6N+QSBgrSAL5YvX+FACKathcOASal8Hj4h7HuCCk5yFNhB9eeQjDtHw6nz339JK/E05LzvPZssrrcJU0xDn/2fmbP3s5nYieoxFDW5/dtY/h0dM5LycJ3f0+NoB2PPxrNfXVjYb8EgUk0qcRKsho6wPu545/nmlJtGwIVb6NnSCdKp2eZ9j9qfrnLnSnwUgP2opsvZUWcT0ucO7LWykyAjao88S7t8yv52HfYn4I+NtkvJtT60mNCYis3fvizQpnX3eBV68P7Xmcolrd6iBXQc1hr22/yLClbUl21xKZUgY/CbnXfsry+mBuTVY6ZU+/3CAY1c4nVQPr5Lwr1/0MW20WcH+/H7mvavvb427rVzWGPHfaX9i+rNvrqX32LfaN6TAGSmygxWrxvme7Q51RTYZJfbmkKUrvePr0dOXefBq7fAnDkDklfUothgX+LML/bLr/xYf9G/3ielpO2kvw9uacryXXvNh1GxgNrtLpTqPBYX3EI2kItVgHD/kGpVeex3lnwRYPPz370PY2cmRzaYkljA+kkK8/3VMmsP7yUInDR7aibShucUhOMdS0xYDs5/kUEvZ86f26t0/hQoGGEkLD0PMJSlF8tcwNfiM0g59qGmFIjhNqsjHt/tqHCSAoDm5k88duoeG5Q1Y7MWTTmeJZAJxfmJxgCDkwDjPFwSYKaYyy42UGLTCsBmCzOXWPNWpro8HE4D+38thWLWJQJ44CeLQFB96B9p47UfERQ0+QAxkgHdWLwW6RRd6AAAEAAElEQVTgwN6QquytRwVjZDvA9NCytdCgU48gDA2NwcGOGBF3RSDafJfq5WA6MJKDoZM4pLwQlATM6Iir8ChMsqsM0Hgz5+BWxWBGvAoEQIYQDNUtP0UOTBqWTETPZ8IejCOEJEzOBGdFzeB5sqRQSRg7AZM42Dj4uhrmyFFqUYmmiBcBP5BQb3sz0ijIu0BCOshpyz4gGYrEyMnCkBkJp2G4Y4Dau0lxOGtX8QBetza6GFiwQIRkCERkIFE6AowcmXhVbZy6NDsi49fmvHeI2ltnsSu0UKHe21zq5/+e6Q+lQQdnlJNCBogksHcqyBWokBwON7cN9W1f70MejTAKOmWBACCMg3dGL+AAPuYwH3UMWpoPCGfxjDa1A9wiix4K+KX9yx9++BXy7H9f/iKAy99LwUaArw5n4C8dxR0AAkyZ6d7sALrE15ECmOwaTvg5Qd2R36EDoDdXYYLk1dZIpYeu9VY7sDxweCcKwJ9SfxAc9y9TgKe8zEOq2KGWGpznUMw16s/7IcrGj8/bsdVVvZYIX1gfqr62AhVGeur9KjBP0UKZTr87bIun0aYhnvLU/H2AD1lh9o/T85xmOF8O6JiWMWQx5e9FPnD8g8uW4PnJI4/LnF/OVlKCvY1dv1bkpxoBEKIgWuvZHMxbaF63c5SeWunjRVoD+s3wIc8cTjwTxzwuJ1qDhdAnZHfgZUmvEO/cQ3+jPQ8awkNxDvbLj/qU81WvH4aItzYwP2lJEaOCHm26xLz9wvW0micDGPNxG3xtmWU+j9yCi+7yPKD97FO8+9pZlV07wXiYxQrk4bZXethajpGgpFgc6nqbF5DlcNKxdhB+naEHWnb3loTnm+V+h3ZvxfDo4ccDq7a/udU04J1ypITh3IL0Pg8NYhwbUUjpx62NpV+J0abGRcxrgyDJ9Ig6THTcVZfzwOIynBrSzrh9bXMaTEI1H1kOjzBkGzHkNI9x/81L/d989/YX419N/ev6aJhB6ExeF5ZgEHFQsHI8QyiDdK0CfoX0Vt5/NFxOdPT0/dMYRnjVBixp0m8+Dncv7Eqg0zAI4VPm/TQMG4yZQs2gDGOcHB6aEmKLOBGvIQ5N/GShwLmVItN5oqv0OeAdj7h7SL4gp6CO4ytAJXvxcHRZIKEdz9oDpmGlDJqHIJEzpCcnCvwCxz7LhIRRBmEiAwyRhCuckxWIQ2IMFkgwJ31IAcw7ZISjyTRgijhrVB6EpLkn5mYWHe7bvu71LNCiD82UIKX0qE1yAkDT7BL14EHt0JDBKUnPKOLs3JGYCQhYKSW0zgzgvaNZtzo7rWjdOqI5MnHvDwet1TX5CM2TgJI24I5gDmiqh43Rxd3BNbYRWMVQzZu/PJ3T6SMiQqK75ZnFnONMB+OI7L2Rcs/YnRS+HIahqZODKyKw4TVC2si8cU+mqodRx+4UObSOU6Kv1+buNENXl15LR0KvhaIQMHIFM5eG6pBKxmQeELxuCha8bBq4FbXFOmZl8wC4sUMLeBQMsVTKEkuvXrQBuKAkcGQAhoJqcPQ9aHtEj0gHAgXojFbFofeCOYSbc2bSanBb3/+rX6iGrubyUOwAjbShA5oyobfq1Httj1r2MNy2g9C+GDSGalqhbVpu7L8AHQgb4mp+naJ3EvbSAQC0g8VgTrVXZqLf/3OoYTvA5r/X2ALAE8ADQAEE4B0gAH4GmwCD8Blgg/L7tj4DnIFZHit2i31PAUYurS3z9Gmgcck9gCCo7pDjNzk8fFNgIbkV3pI88WXs5Zcj1JSY5nMcQk5brU3xU5weyP3hdB6/dvN+3Np7cpmHOSlgCC85xHDmGIpDcbtA0N8u/3A2CPrp08vHs/72m8twCs8efvNy4dfz76YFwniOzz0E+d1ThA2Gp/EZfBDiOH0mAt5foejWfqgUpFJdr+m9EB3W0gTfkPy87UByxutTHy9LVC0y29Cmh+LVe9riuZSzndIIbkfSPuxbjymHW8RGknkKrZdeDB+3txUAFGlLFa47oUupP97zi4T9bx4XDw90X14W1/t7oFrFyAvvP30pWUzKIsgp5LLl75NFrNegSjCsIKeJ7ofkF4R6GZBM8chx2g5dku0S+3HkRX7RMIbRtV4wQKVsfKzx1M4hkPAwDNxlSNBxzqqHqWXE7o9EeCfdS424f3FLQO+bzrxdGzC1jXnk+8YN6nE0AW/nuKwYQwcgf5Xnm/kMySxnmrS3XaeRWPcyXZ4r1IEAgqSZOteJyhhC8+P8AZgo98jPyqdBx7E7t//kH4T/9B/+9T+aN8fQM8CwrWDGtOsdNUH+WrZLqRGxA8zen3KcMDvIy5P+YWtnz38A5N6Nsr2XEXrHYegg2DxC6/RkYBGeHTnCiJD2CpnQD2SaEb5u2yv4Rh02OkVyyQHa1tuJJm39AhioTS5dQEuMDubwFBAjvgYn0KcYaKCn+90BowE1EMcFFToPhXrHZbUHGrZNFUcgJJKA08IQxlNUkTjLkATzTol9BO0CAmGcDHGUPIVhmkRB8NR6JTzj6ANiSoMAIGewEmlArK2dY2i8URRAh9oRWzcgtc29u4p6IvJQonrRToQORhACuxIm0zBi5rACzGwUMBwBMiL6NGYiCRq3vZS2r+5RWRKKB2InB3ev3ZDYCQPDvVp0ElKWcNsffFwDRLCOU7XDa622ecR+EHmDFsEKYcTeRgBKntgToggiNj83uGmC0AW6EJFIMw8IaMhjvCvOEVvvYOgJLYYSVF2LQEBMJqrG4EUBW6vSTLW7eRI0tM3mhVdYLsyHuR+MCZE4+K/1QLANhlir+hicmAQbA5qO2g9oZK5YYBh4Vx1NN0nSuq8aqkRCpKgI+oBJYC1S2ddH2f7JBn98gIs2JEAAIkQliExQjxAp7SpsWHpmPEn+1jGTs3YxoaZE3lpX8s1pcgAkPSoy3Ft/CPxS7WC6bb2bK8ajr+v2b398u8MJvP597PPrx+8EQAyNpiHwc6YTkYFQj0dM0zR/yuMbosn4eceFiDr1475t04vx+/sdH0DHGnvMQr33lyR3h8sUewg7NvJ1ruvb8fmPdvzuhdIAnPvnR30vnQP5U5JlBi8oPgwcTzlQEOmI42D+DcRfC+3PgksMn4b5N5dnPqfl5jJ9/Mswf6MInvDWcph5oC2EwXu0iCdQ7dPzTL8cT5cYlvq8h3m06SXAKeVI45cuz6fw3JNDgKav6/KdwW8pnSjsDX6bZorwx9ufP53v0PqSCA7+qd8XKREnHvVOtOR6er43gA5DRH12AgTtaNd7XVdY4h87Xtmjvrmkr11q5wTHY1Nvl2N9+B2foJV7+vHA649fduVzOr52uFPFOj2dDhl5H368C5Rq4XL76ban57QAUm4WoOlWstjjfYW47WCYJN73I6VaDNB3CRrW43mqBbygl7JTWtdpnNiOrNLHPhWFGPaS5qfo7DQKwXEPM8bDcKqIrvc75VL5qDH4l3cY+OHmnwK9I02mIHAWEYDe65CqO03xscLxIvkxdLS1QkPwKTdgLL08HrfF9UAczTb3MQ0thL3Vp9Fpd0PUkccyMNkZKXzA16DxNC3/+OVf/g/0R6h31cK+2eML0oLHo63jCLfJDtdnZAathyZC7D4ePgZoRq/bcYm8oIUswdKLHynHhiF3jWblqGNtd8ChW2Nl8uOAOcTF+trlm5mr6ncEi7QgGrxC20h9hP70PCgqnmJJMBCEQeeTBEQBGEBTkCkYu88eMcolY0SfiLgdQFjdjF0ClpAvmVAChdSJRoIYyJ3IuoIEBiw9mFmqU1QTGiJ3rAgpkSEBwaEKsYAbjh5WbF4hegdFz1gaiZojEyKYjSYIzL0RWVWUORCBAXSFwLA7CksFWMwOQTLX3osDYufEWjXOPqZ6rZ2c2mhh6ymymZGhgfIoCDwF74yyA6jxoa26xOQB62HIju5jsJ0yOlpwb3asBbAjE69MokxJHLBQTEhC46YMjdYSwk5qXaxb5VZrQIt1J3hNTE0wjp2ogLPDcVQek1XIYj1gDHwUo68NCPDAtelcEZjW4mra0cdASsRT1I7M5mpMHie0hkyP7eqEbo5eD3V2dd86t0AROgYKqi2omSqhu5djDLlkhxhQHEHmSAhp2ndLwxiItAdxILsAwkTdYZmsq3LZvmxo/+0vZBqF3EHByb2zr9D3nI9m14Tv1TeJKw8qSORK2okqWE8JulmSphDJy69OSvHiegphUHiJyNtjyKBGyT3r5+mf/Hf3aKAAK8AA4AAbwK/DYDI8fLNmt64PU+G+UntUtfXRjq6u1m8RegHfrFJICPtnpimSS+yOsyDt6CNdDUMpjUI41DvJMF15CENIMfzrLX+598/VNtDWdsC+Q/2q991SzyOzvQyzDDCG5QxIKT3GNJ1DX0Ki4/slzCzHgN+Oc53tXeCL+tvLUxGQywJcktlEHAL5qxdUHsHe3/R/Ptx/s8jQD2/V6+1RdHs029az+P1Yr8Vf2JZ48jEVlsKhWKu2bCK56yv9+GWnHct1j6e6/3mivcQzrAPAOcBdid7O0whj2PPw7R/bffOFRQxiPqXrWztNUeA47APD/qEPkY/bMb4Xv21bhBOwf7Eh54ox3HjYHf9wbS/soeDbvVMgPK+njy/TybowdJhlObC8acOl66V7uKDufcE5q9Hsy3EcnObOIyDY/NJAjiHc1KmiR/EsB+FU/Zostrr53bfOjy81tXLcO2zCtbiOz7q1MK5gREzLBAWvFUGgI0Vvm2DI735eKKk8e7EV4shjU9QyWsJ9Z+/90csJjEZhHAyid2ii5Obkt/0kvdRIJ+9+KEGZTidH7sHg4SDHGqoZ3mLVCm88Td/19Xl6/o/+7I9/EX/q14pya5Bb/3y1McLnLheTDqYuck5MoXG/1a3lZoEcH/5x6hXUVAuatH2Qqrq4jEkq6ZKkBMnkNPYQY2BYBEnggYKz9iMOwXcnhQhsDhBRoqNT5wd8CDn0OKuFIDkE6bo4QPCQjLknk8xtwzpkeEeL6JhgGAKRTowXdHAbaW87jTjg3BMKIGqvWoN19aiwMwRuFLPKjhwoN4YwIqojTpCCypRCtMRhDoo0MZJgDJETSvcYAABBCACBQBEJK0SLOYTBcPfCfUAHQgUhOJrxILhCQMNC0IzcOriXGg2qqd92PnNw0SQuguJBCUmgcw+lx+jdPHjXYHlAFFoiMfQYaYgu1dE6VLzA7gTBFdHEnMC9gpIDII1swEjUHRODX0QCKyA6egNwTtGOJNGsNIjA163rWsr9zgggYKZ8wkdphoAtSK8OHnNeU4TNd3ckUnQjmEf1cRaF9SgAUIunVnuXGFKIQsBpyH4wEzRjgKNuoqX64BTsLtvY++GHVXA6sFhCJlAZoABeWHvviGJwGCWT48jmtrk5RDi6RrCV2wROoRxrjaYwJYC+/dVuFcxrxArQyDWTT8hijZKz+0i9Y1OybqbOYNDBHbzVdYt0VdOAK8Cd9A3t4XRD/MX6gf5jpz4sRxNPVKj39a/fjv3n+e9RPwqwA8wAAeigwdBHdAOMjhXIFSfvJSaA/oB2ZqlCTCqOI0k2GAOkkFbBDnQ4BOgHVvCsDXf1sN84596jqYoZHi3SCXUP1saYW+IQFw7P8BW3Axhsv2P5XO+fHyc8k4BEwhOPH6dp+oBf+rKcfnbRj/PLefpjg2eH54ynv8h46Iit5qgRerTKwGTrLxA74XCBmNp/vX746/f6PhZA6BCfOBcwyN5ryv7027Op8CnrWPA0FYHmcc6yRu1Pi3dkRhFMcS7x9DSO/FEk0nSkMTT4bkzfJGudffvY+o+v6zw9btdHHKLcbulp8G3rGacl9lXka6A3ixVspIzlWSkj4TLUOzJU20zcjlP6+CMSDy+neLz9Ft/+A3j/09X/VOfhrQ5nHw8p87ALHYvcrK53BshH3jEztgEIW3WPHcI4PMej9cb7e4AAU3PUqhj7ug++kL+v9xClEJYw6d1ABxjy0Tlq1yM9TeEtdjhK0MexQxn2rptuD7Pa5nvxdbZfVjuwvzfBiKXo+yAMAWNvndPRaQTwDrSh1rvAQ3oeD27CM6Q03kdII0j1RKbfD+PHVGQ8C8R8YaQIE/EZn0aiBeMCRzgvnwY+0cv/+NPtf/F8xV8WjQ1kzHjE9CeSF+SPc9Kxhyv9HGDqIJPMLmm1h8V6LS1YxKHPPNV0F0UjbetPOwxTbVovuW0KwSCaBgo5kXV7gr7cPCy+FxxHk8HxQIhkRQH8wqOxQsfzyZT5pC1JHws44KCybjBoEEDzOCOsEF4Ja4DUa2WYBxqDGCkGQw2S+4ptKE7RwAwAImkXCh6AahETbJ19Qm9YEgIVihcy3OJepG0QLAS05nEwMUiIrkAITTB1dxYrRMCaIlgnjIKkoNHRfIvOB3Y2MG1aSfpR1NUbbKoG5jt1AAYnpUUKwHkRC05uDm7qLXgMrbjPCBABkYN5M45Mu5KHrmzRsB4QhJ1Ni6QRizG7GQcigiRBnBecxLZ84NbMD0WTfhzBcG1OFhNcu9PgjQu2LEzHhqcQSq/CHR0JotdKXZVA7y66m5vB3jWhG3pPmVvyEzAPhOJlb3U1tUfD6lEO14i9xpwEyt6igzdDjRy1B8HZHZkj+iBBuWF44ribpyjQWu9OCY7DwUxUhlS3hy8CTqgWelTr4EqseCQz9SiugtPuihBJchhjZD+MG/34N9qvq3U7AA2IMh3mh9ZO3EtTq0UNsfVqE8eEPFJYnEdrA8Vc/IK0dBCwoMTEgyGDLcbu/VnAehNWa0hk7b//F1//cN0BMEFeAE6ALwARwMHUdgJQgjEahDQRVcEW6ENt3/F4SmmV9pRz1KAA4OqKs3bYdbbhsFsIz1/V3CCCpLYui9x9rtSaFj0cToGn53BOPQ3KI0CoFAfGXPSY6DLzAfA8K5yej8FvocQ53keaBRMAcr/82fLjB34Zh6HKg+kyCcxLd7j+G4hklYby47VcQyDXo95aG2bhZMjq0Oab/YzLeKL4kvB5LhXtzzPMPHxP5Ten9Uz8MZGLhOmhe7pInLFXU7xXd4cYg1xH5dQTNYGIT2PPcvxD3zpHSPfPJf12xsyfD1zCovHy8mHRvVIAW91FOpB8bvp8tGg9ShmBIHp+LrdtfS9P+wELXwz1wiXLEzx+mWD58vh5gzn+TvP/+/LUY3nlOn18OR8VZD3dz99NMqwVAUfQ0zOebRHykFsRGZ7heKREKzy+NkrDA2GhnXaDVhG0Dy+z+8/ktDyZ3c9MDT1PWGEf94cDXQF4wJVjjrGOl3fNtMyi8Q1kJymH9v3kTjenCHWtJK20pqq8KkTulRycl0HWvYVYem5uVgpwuMIIHxga7dCBFk1DynjUaKtXYx2jN55TIBfJlYauhiehSl5psFLL8RTbb9L0+un9Tz/9kY95zDNhRHtX5QX2Ur3BNdKnCj9xHXV4H1HG8Fq7Bbk0/Ny2ZXUXvWwsrHEcnkEfLcfhqbQ4heAWKc4b0XqYc3cKdcp2pxN6K0lCapFDM1vGieE9GofQpcAdR1E1l7X10CVAZT8N1GBFxkA1ApyiOFFmRIzZvRMqA4QcLXLCckhozh6gK40Jzaq2MeLuzTHi4a02Mu/ESXsHwSdod4gmLp4JGSEGTAN4R49uAXhsDSwy7IwDmFDJQ8wCQWIi8RCBtDJFjGpVUJqruljCHoJSByXMPAIkDhohODA7F5buViuBeyMEcEJxLcoBrPYAQNHRAw+kvZl0QyQiLCYpWu/mLMMY1UAGaIzkSopk1hWlm0l8bjMwQQzABECk2p+iAG2NnwauO2Qhi9W2I45e0TEBkIFYJ8WRhSsbgBjVYKYCg9WjQ9LG621bEHrCgcAMeTAQRWNyiNhDFMeYUZVCclvL5oKKN2x+xIIHOhi4Z/amOGDbA8EocMWUAwVCmkQcQtAlNx/DAHeBROoO0Y2zkJOzR5kQvZkEwM8B5EyFXLFte03UHyEde4vvmx1EvDkQFUAwNaqtA7Cqbw7vjj3Eo/XOWNuvBZJo4Ep4N1/BvTpH4GIt8lLVSRuy95YjsfkpVG5f+fM/+3nw5OAFjgPgCl4AKkACUIBmAWf+uYKXw4Igny8hPUi/WPMGZ+O67R2luO+BNNG9+DRLa3Uaial/vIwyj9TrNcOXm27tcS2dTgCz92vp/Vjrrgqlv2mtL6bv9ehaPkZYY/x4CTfk3vaPKeyx4ECCbFHKuOBkm8K3h8OU6IWedxXQgNmVyrmjeYwqf3JZRgYZLUm1WrZWKRiGLqZ/Os6AK4184nvQp+eh7YY568sQ72V84wroL8PXZJnS7R0AhL5Nl3iO2poeRfYTgifYkspwa9XTUxIG/37GzNOnxPtxhfH0AU0RzH84tB8C1aClNStip9OA1+gxaujjg0IgvvLw8TxepO6Rd9onGjxDb18e9GGDxwd/VbUf/2Va/pfr4yWmn/O4r1+vw6V6qJM9jvo2RYsUieynzpMOxKE/cjkGx/O5HlVORrivpxPjTzp3zz0mszb246vTJ9JDu6TlhkCWdIoD8C1hBE9uj+MgfNes+/ZW4ca9/AT11O4MGNh7u78/Gmt/u8cp2EazYjp4kjw+4Hz2+OtT93QJ1zpQX3AeQ4ouGZG3MJxyEnZqeTK9nJ7NtbopyddWEq+lxsmxhiJpfJK9HqoyH+p0OWFYhkn0H/HrX7x8/nT+/fv+ewPqhKbTPiECgS+VDu9PSj/f7mdIncnPY6h7d/hm4Ic2yriNMQYtTbvQMC7vtSBp7cTJua3ZumUfLbTgTw2zMMfAwdte2RuhRK8rwrwZ+CY4wGjMY4zePQhS8TYolcPymMHRMTuBsUDovblFhE7cmBDYa/dOu0fqQaiqG2c4qjMR037oCF6tBPx38NioViEw1rYTjVVjkDH27HZ4Bmk9kalVFmTtEoHNcSLs4GgJddcO5P8uX0Gg5P7VWggBDYmjMSEIOxhKZPSGlMhEcuPOzMEaGjSvnqpFHKOhiEBzHowMnJv15pLnmLAxELqSpUnUOcXeX7ONAqp7166hXwUROAhkOhQSUj049LqBJkK2DgVYwRXDauaQAqybTaMXxbQiJ6YKCIDOTdw4DNSsmxg1ahHccheWq1WM0qVRZknhc4XR/VDR5toIjUVJjJEzOOeEpZGYH0IZA1QrRtXDa9fWa3bqM7QGKbUN8qCeAGSBiogJoa9oQIZw38g2RI8GDj6OYB5od4vIhfXelCaiUgO9JmobToCCnC5pN5Tet4r+c+EwmCYEIkb3mJsFB2RASdF0dDPrZ0EpJgLS3LRU0K0fBvWr+Z3xs7ZfhvDY+y9RbohbbxuGu1oB37Tv93/95a/WL6TlARkAVoAMkAkqAyEdAAjN7UkAbg7PJVh5/Lg3MU2gjvBjbw9cNPYRhXrvxRPRvm4pOWoc2vZ5u88RPit/7Q0DzAMaRF1bPwxYbtu7l+vyMqxqgnaI5qfJBwRepsLNUgSYAUbIA56od534833TqqEPQwi1iG3l7fdfZJE79PrlvqstMeoTxjTOtZVvcjjBvVgcluPsFO0uq5y4hPr2JzRNsN/86VkeA8VnpmR55fZNLt9j2I78eVu20lKbnlQ2pQO/PAWeZc9BMh0V67icnsNjjfytHEhDsazUumpEiJbX93X1eOL37TaV++E7vHz79rKf9l7uDsw8GO+QEVcHTUYn7J+PsqqPeJTbM0U0bo/67bdpBeRtfJjA01a+/ovF/7aEP7ZKkPbjjzCeU28Ca8RbiVyifL3ALw1X9lJP/cPi3opxgvqeAJfTcdvnF+8HtUU5xFNXGy27apap+20Ina2Nxnv2+a1LepLhhCZ+G8IxXubz8+m7m8Vvupf4gqhfIWjP4EcXlPh47H0I10PrU667WYbHV+CkQEKteA7u6GHX3ZGKHcrZ6LEa27DXVSs/7u1p+MgMmyHVZa+Ul9YHhT7GNKxHHy+ZWcchKVmZN57n5pH+8hRP9MNpCtWPzkIE7TbjMBBu4AEghfgnKT9unYXAjiHlP/vf/rnhlEbau89mgUIMnBF4v7MdbDRczBW6auDwbRDIPHrvucfBHtAk1T55N2Zv2vCSoAYMHDq1DmTeOgQe0YjHEJ1hDOkxofSuzg50eNdGImh3I+gODqreOQEZwiAM7DEQUDfgzNSJJ/WtUmRCVnIBZEVm7NqZtNGRCBVuRRoROplTbERUmpoz1u5donkzCEgo3SFYR0fvbsVJ1GoPJ5BGSTjkBNHAfXWjYMholM07Y+8thGSkKgNOZZE0qCSQowN0dRmZDfqUokknd7MtQiCeIpoIlq/AqMohbAnJ0AIAEljPEJrUBrW3BL5HDNAeq4lZDxwDhhwRAZmsd0NQpYDHoRLRbwiqYITQsLtjo2qmEAno4XHSIDgyz8VKMqjdyAbz2oueon/dHdmruCkcIyjDESD2TmBtB5q8YYvQDmIEd6vT5A+n0aUFYJVI5fjKI9beu5seB4ZMVoAEcCKvKnMGCb0adnMnqwbcdoHQvWbg0AyLEk8H7IBCbB3ImHc+d4rsoerx17seK2AyKGR997Khq3hrekDTAMWMI+wOkoS7N1aAXgncYHUBh0Uoezoddok0d7hA/AgSa81qZj6C2T/9L76uX7YHTAg1ABgAAIDBWXFPJgB3gH77ogAnxp/hPkIzUwCoQTaAs5+Kfhk6AtBsdBbcSMc4okrp9nPH+y5e9yx9gdAL+GovYwxEnkL2Ps8v2cL25f7nL5+w41OShDjEKVEPqgPbx3m0jzEsccw94fBdlU8hUXm73Y03y7MRWtna4wZDkvgNygV3IMG4+b6dxl5XxfT8DTW7PwFwSU84wHNM8fJpjx4w/gaOuwVEZEyfok8iJTw99rDp7TUBxt06CeN3eBtaVngww2/koSLzwNZXgLhA/mKTysHiA7aI4wO7B3+5nGA4/nB/HcaDZh9CeX+/rNIxL9Dg84Mfvd1rudnJH+UPJHULOZ9/UXzrz/v4y/tap/KJ4v5Ww0fY28ZHM3mI/PC2/X/D8UOKOCbhT3wryJYtDuX1pabfDvDq/huJp196GjrfWnZ8slpGmdsY2z0uC77rPIEpSNNS3cEedxywrd1O+x3DYNtt/VT7NnGyt9KOlHsdGmwex/7dMF4mesRn7P7uabJ8KIGFcqRoSafhcYNQ+brCov2quHT9Wuug284J6uZ2E29PYlcPT3Rfrb+MskMZQ179irSr1CBxZPL0Nk59LRpMdNT37fHOqZt55geO32NNnDX603moWPUff/r078mXSIRl3RrN4RniobakvWZaEGRUgL31zjXUiL//v/0bhsMPHr1HFKh6t7p7MwBBJ6DnJncoEgYB/FKQwBzDJHC9tZm4r2FQRq8QpmnktVFUw+yENZYu1JE9OpySu0xMSNaHh+GQhwToMDRncGpES+9hIG3O6AyrI0nYyKCn6soGBK1WE4CSMUvH7kDgoKButaIhgFGPYNDdO1EzB45Hb/iA3VAy9OIoQSJ2lEBaGVW7U02hGRJYjW7NM1OpSFirIeqh2o5oCXsf3Cqa9ATlKMxuZWcM3QqV1LD3EJAsAGKmEQ4ECrwDxDwARe3OqiBmgXGnEL0Ssmvr3TszGBM00RC4W2MXBFQMCRTjQFMwEQLoDQistRKULAdE5MEQF6oOBdghzSMZFIRs3EtlsK4OAINjZSfobe+xps0hSD7aWh8+Drx1lOSloYEFTsPDtCOp3SJFJoXWwLWzWxJ3dUDD/avNAQ4GkGFA8x5h8YLoQOIkwY+9B4rWNGyOAW1zLQ2TICAzInPteCbYSUaM2nUCESAT5Kq8GiyhUo/QNeqZDeYgh7oStcowEvPQgQL0rppiKtjQi0PvEMh/HfRq0Fy6+sG0AkSi4uLuPeDabBUya18DO/hOktTa/m/b3/3b/353PEH5lfpZAQjgBiCAc4UBkRhuAB9xuDqcAZzCTh7nqC4L9gr3j3OqQziTWcpxCjS9Qm/XqlbqyWlK/PPuahYAygg+p/teIBAh3AgGcBp8EXnsR54HO5zBN7NKPp2WHASf4Ovm4nj67jKiKdh4ypfzU7t4OnMZI3lYvj2NFzTm9HEZ47RM2ba95xCrnyBGgnhr4WXuIz5N4oKc+QL0WI60uKf502taxtDzaLt6N0PclduwTPvdkHieoIAdw4dl3qTNCGNcXl5ym4U/DByH9vxCfzkcvfI0BcaX2IsArWW8Fp/P4cNQ32ReN9kzHaXPIbXQaCKm9Rf6sMXljv06PcFa/g1P7fjbJx8J31t94jzuZXsKPL/gDuPp2X9zluA282WKFSYO+C1ZwGmJQHFX30l9Dm+P8J5hfdwf3wyng0CRtMKYPnE+sZ1ihH7Eyzlv4yfuUVsYGJToFNvRCPqXMERFyBJWwGWRxxBz1eNhQqLzVt/x8/X3pbfp+aCcAvIKNKX3bgDt/gCzo+VTB7YcFSWdyAvSIv36mF71MMwzig7oMC6lrXWk3jrJU04Y4zS88ihLgSCwH41dAGJIuBuBQRM/6eHiL4ipH3UaU6yPCgDQRZdvx8fM/s3yt6pPi3y+GzA1r1uR0PDnCmhjBY4H/LQWOKALroem1LChYJPAw9bjgOyQMs0ZfmzH9zoA7RX67OYdwLR1WGZZS8+99aOxU8Byb36JhmLDQwjGlIw0JiCecO8SYGerGA52FO/gPKD25RQwwIAgSwR1YgcAhMTmahEY4MiiQIAUBRQcoIoVcPa+GpuAInTtRNjNoTZ39+bgAQC9A0IVOw0CgMMAiOpgAaAoCws7a+RD0dx3545AdhhIFs0M+IQ9WgiimAPLQTxaMGiYh5ScMJ68t8ixNkBnKI9S2AkFbQdM/aiYKpDbEMgJWq0cNLr01IlEkJCBzCOgR8COA0FVmzAAFVZkaPUgapUSIbmBC5sTUpTOkY20G+5YwCxgjZIGTBpaToyk1Ydh5gRJSFBhgDGHq6oM0MAGwQNADDv6tYo6KLKEMiETNJwSBSdJQ8fSgCDBoeT+7wRYGRE4TvjLASNYVUNDX8hXJQDP8UArAimzWgHOlS04qHhEgAZTSG5WG0b03WWCvmtNIT56le6tGxNvQdCA0DxiipDGgBW7u1NyPjeo5EgheEcLwarqgKY0MyUJosjo2I0IyBuQu6oLGLuDIti9W43Grd0AwNxySN4tmX3+//30wy/XBEOFPoMZwALgACeAPeJgAO6z0gzw2fdoeAe4ogf2+ODuyJQ4LlunuVpBObH5prp+/qMBuPY5/ZTs5pXGaUQC5KcshsMkrm4uPc0ziMk0wG/7MGskeH5h7ThfIP7l70BVxoD79JSgTyP9eITlAikD65LOL8TpdJrGvPzJU0jahjhNw7b6wOkhD/vuQ1o473YgrJzDzKlzPs+/vKCHLYRhnRnOPE7pMuvGCp+GtFAygFE8oH3CMKiP2S45rLJNGUP5urXT4XWBecJj68uZXXBKarHCW09Pi0FnBkOMCXuaBMbSjhnOME7C2bDCXr/t9Zr2+Xbj236Z8R4emiokgJKWp+Pzm3/sc610+QitRvbB30drb/fT5JXEzCeILb3jEIStnX4cly2MqpHww5BfC9Bap7SPd4tDaPfjkbSbP3C8v+kvtdTgN0wczrqaD3prqRXdv6zD2OWndRgSEp0Z4gzwlvDB/tg6qeyT8YTeNSl6qm8lDVSPr6klQeZIrfIw53RHYbCH1PLoNrQVHps9XPoR1isaTo8/epoHfA/sFrt7IQ5BAwi6UqchZ3DgQx4UQ0WizIUIp8HPKcRzXyKmR4hDyz9ZEoCjMfc0xeO+a1iGzn76Ln76FF8/Pv/tVT+c4jkFsWBoxcLnuv7d446kN8mCdj0KO2GgUDPm4MgINM5yBoyBT44/HPDKsQpEzbRWxYJkCAGw35xOQVbFAThSxEPO1PqhlhSwRG97yzNrRYw3c21QBZBIMxh4xtF7JXg63g7ssxvjEdCQULvm6NA4SS+GI0rx0ApAcgCmgErQMnREY+ylkyhONGiB7I4C7QhMqNrF3fF4aDbbuxFB610oirmpD8zYAQIxxQgITiNx7Iw4kIgJKxK8VUJQgsGPIobdDwCeAmKLGFJvHSRhdwzUascQmcxAawdzXGlIAOCKTSM6Hm1KuNsBlguoVVC04qE6aLOKOYpaOCVq7O4mDoIcIygSbjWiR+pdBFUZUbwQNiQArEO0NIgQISlOeUHDAHVMHho6aewV0Q4v5ki23eDXW7jYASToTlaweWAVWwgRGlB3MuAAChyDV+jDGEDYK7WgaKF6rw3HJTyAoLWHDtYQgnDHThglc9GiJKroyB2Kg1S/I8XIG6pDSuKlQmZ/WBBEE8jJ1Vo0825TqeYq5oMxw4R+TNkpIlIV3hmA1AuCClTtW6LPVYv0N8MdbQffXXds3cu7wC+1PhL15gUBCANCJPjQeWZ+BRgAxqYhsfTS/ul/ecXaK5QG6R3g/PfszwMAq+4EXwFGsAUkCgtSARi1zuYwV4Q2Az/ZQQolYET7ueMXaUBjNuchTBCfThwjpaJ/IISZRqCFrFuP3UKVc7CPH07xoPg3NNqSTudNwusCPL7MP9vxKrjpQfUV4fD7tx/1a70DwJz48bzyB97qjg3vcMgFB5C1Q34Kt7m8nAZBjRHXb0IImMTKyWC0G5RLxvb03OqhTx6v/MXG/ee2Ez2+9vKHo0KPJC0IrGkr2j5JxI2fGoABh3jyGvwp6fXa+Xuy4pM0FRoD2MRd70uuFcR7I+/ZtY5Z/LqWLye/bQc9wTQ/TUedX27ESrbk/e9uqCPu8CxuUbXncTYaFKesLcfFyTW2RzN8+dmr1DiEkThnFOqWjeXW+3ahrsMV027j/oElcj+kMyTX5xTD3V92f+owPff5LpPwKJC9h7b1UrGuhfkpp3qL+HSUUipzscdaa38qHknieHJYpUDdexxgi2hHj6Hf6wqph/IYrCmytq0TsZV7paD4XnUELuWsUGuDfqQJ6EuNF+4/v4dBe60HGMVeBxMVtePIsdmm53HXTBcMh9HHJP/g49PvPnyz+yPWTvNjQjinUFgneDTio7ft7tYHHVPZuTHd0vTl46v9eQyX5VAszecAZxoC+YXyN1NohkvddKbnOOzql0hvCg4BQnKPJrR7yu5/B/gxwaM3Hgy5UiBGBjOegACk71+cOaOiiQOQG6APIW+8CRIG0bpbZKcjIytbAGcw8KjKVXexwWDTOLHvam5wOBgSJawGmrSgENUHAhVEYOoGYXALhDXF0b0SIycnl1i5OaFFDDUMqR9GMVJjd01nfFCYFFUgAwA4ImByFODYQQL25gnZ3VtblsCxSLBqioSNFA8SC81pKNSYiEJ9dKAA1n/lqBkQdqhEAZw8uBk0JwDvRhjgJNKSazMZ4t4M0dWVQYQcXMALNHdPCb2qRDhKw4RgRDFiIBCoqBK5dbQD0bETM4IJYGcWBiF1gKIFlIMsz0MHXgKgGVfFnbAKIFmGDo6NeaobuUfgFI0bsBG5T5yHOXBnjhIjuKTAiBF13wtG5KNDlt6sQYtYO4QE0HHDwEhCHFcvNYAXgbDbxgcLglobBKJADChaSMeu99YFCK140UhQSpPezMAI0HIKdMQ4EJeZBBkm0UxtALBEAapEZO6GBEhsETxpiYh81BOp7TBBTYobOCgiYnUs5lEiVxyJ5ubB+h1AHYvT5nQHBtfPQvuh99tfvf/dT384KiRShfIi6ReAAEDA3wqnMDSDE8AI8Sv0Se3j6/gS48cQO3hewzDwBp4l1ub7ij/U3ZX2o3q4lhCX1B0lb8zmd9HXJZHn97HxlOZplDTEl6jd9dE+ncbXT3GdqhoECNcWBd5+7j/8phCO8zn7JjDl6Yf3gZZ4fM+3kOceIYTlQnuAcfPZp/zK53DATS8qN+eI69Zi/rybU+nvskWHeCK7RvasLMn245E8l1qIl5GtfG0fBu/0U+/DB7eXTc4SCs6Jm7Tx+zAl0BDgw+WeQoqGLfaB6kt8GYg1kHfO8aqBlDcP5UHsnL7e6h/GfPSf1n1MY+vvFay/fzn2fhyIWPA7oNu+ABbUEU9M6pDC8xOwWlHdudwOTOF04uvi49f3WqER10rpaXqihZaB6aluj4WmjhS6fD4OdTQtWWqFP263mvjHAFvCbcO2rGtFAACFMNApS47DtwKk9rvnLe5jsH5ut818OM/T+fTkbt7WieQW+gJ0NHuSfAwcmSvk5ARiNRfbr0ZJ9NbcE+xHe6Son7eHts/HfdN2ENn7vj+x/XiYpLq5JAvt8fVR6tfdrLVDp203ye3ofBFoqT7lKVCyKrxtr+nbfS/1zlA3dxwJxWAMxbL4k9Wmo2N4cQKLH+bHudd36h/Gwob5UiRd9T4qHaS2QeycMn6ijJGEw174ZRANdjp0zSieJrZ7lN85rhsPg/A1RQ8uLKPAs4Td4JxhGBPDEQPmuLE7mCSJjR7MXkW9tjmLHuqWDTpQBugWBb3+itevvlIasNRGSRGrQkOshkCmFHYH6N6B0Rwr2753bH231GKYju7Bg5EaMQZ7oEskdKVMpSn8LnUwQzeSeuSRtUUYCzsyBAQi7HC4cwlUu1XHqugQwdfSumpvmlwa9uCYBJB6EugEJzYiG5IjOjpTIDwcCU2A1buTtdZDtiguGAdsh8qGEDGZiIGOaQBUYMr5KMrqrXrCjIyEqCdoBhKtKuMUGPTXNtOIsLtETMDYTZi8ADt5p2Bs1ZiD3s3EoLmvH16F8XHzjOSRO6iainI3hGYU2B0gIqjb0dQjAADFU0Y1H4IkcQrMrKUpkZszRttDiAj3QhmQGBU8sHtMJbRWiLxS9QD8iHyh0EOLXRBJkGRF3RwW6hsHr+BpcNzATM2TEKEwJWdFEwUNWjlF05V4atY6wcHro1ExY9vvXfbe9kzWDZwcVrXiaTsUnaqihwBtmNjFQBlJMTqMIE9OH0L+eNjCMAGe3BfQFDz1HqmjWyylp9L+xf/9b6/brUA0wwrA3V8BEKCCVlNXbAET0FV8/s0ziX+9HbW2LwYzp5/5aBs0X7+4b3j4KBMHRzhJeqzMktu13XUT6NDHETxXUJT07leTmnU4kzslc5zHr6Pfen4aYsjaFo3niHV4RXzLsLyEvRN7ZC/4SYaZEmB8hXcm9Q6Q4hSqRwP0Hxgcyhm0FG7dNxn63b8ZksNAkT6c2su8yTi8WZhzGQfL0+D9/QT2LWwhjSnH2+M6x3//rP0oA1/8U8qRboQfYKgeb0+yhDx5TZ386bwKjEbpDn8kmTKCDbk4GpiPw2YMix24YZWwbZ/DJ+J13UrN/Q83u0p4MX9N8XPLkuJZ14Uj1z1cvXWgPdw3+OldJoW4yvMpvLRucdy2x6dXS0M7jvTb5DQey2p9KHXD0+X+oNnHo9ZkI2429I8qKcVPkCbqJ+4z+Jy625PgfaOwR+oWIOG94s8DHzG8vSHOBDayT0PJPIKEli66qcR+wKVDTbOrXEudIRjoWXA1lytCp9P546dlaeF1NoSwDCK/7ITYa4gWZYOdEVJOaz8k9HuDUNd37mb2BeK4FiACuGOwaiEQdBFuUzMDs7tWqHNS/vb8G2GsHsWoVopxFJQTt5iffKR65lg5nhGFT7+d7H80dxGnsJUvC9g5vhbYziY+0omh1+7gnTxEl7jfqkekn7jTUS7ktw0/AGzup6GFyo7XDWFo3QzmGnqC8q6xtslbKla7CZgHpN4/N8jVgrgbxGPbxCn25p7PeANI0Aq6GzJjj2HkWlpKgdSJJDg6mro5BaoJpKKgOJJkQIps2oJggc3KYK0yMlEwVIY58I5o6PbWpar97VaqmjEg5tAxZSKymCqZKwuSip8YGxYVdymGTKSdgriRBXQu1mca6gUN0F3VQxDv6s5eALi4gguqArBijp2RuQICpNYYkQ20I1NvrK7twQXBsZszZHOsJWVpCUJE64cYbyxQUZCxx6Tmd/QOO3FsckdMpgV3II5nVfQYTEwwHXg3ASuOIxh0UCH8n/w5pBmH4oWsIweJ5Ac6d7VMCAhq+QiFwM6Ds3qDEQW2ach8eHQYIgduYxqzVuuE4My2Pw5gQ896EuQhhO4NWyAx3rQLMHaEsRzXh4mKgcGOujeeCZYKh6aF2waU0BNmU3KizcEARHa1aGRuoXmEYpkz6t49WcdynCGoGRTgSzRGiddKDBCIOBuY9TyQazeJKzhO8L5vd/avvfcgIIEBlL1704Qb+B38XetOfnu0HUEVu2klieuP97/+Vz9D6Qs0BxeAFerpV/cvsBsUqyf3G1A3PX425uROMeWr2q1qhslEwin93O/qdN+u934gu5LO4I9yV6QDQQdZok55YkPsN87wuBwLsxIuJ05JGI8FcLq4V01R6G8NSDJ5zwFRtptLJmRzTKG3BiYC/YuPc9xcygn29YiuW2mdjhvFsOJXBXeySE6qvbx9CvQ6XwuNCeGJ4Nsn3DqCQPb6u3DRGCGP+1Odol7mgOHveJZxvFVk4TbHeFreBuFs0SJe9H3O4XBh+yChitcUT1/7cTdJ/e6e2oCbUveN99J63Po2hvRNf4cYoXbYYRogGv+iwWSLpHvdh/PyFW6whKtxm7Knazf5zXk90PNU5Fi30eux6yjNW0Qfl3ZP2Y8pPIexnePQ73W5+I0rwsNlp1y34Trsu+l79qMPV9cO6+OIzEevwydv4bgOZ4GbD6TfoGTRcZyPu85Ud2gtxPbf/vT2w/VvvhBPmx7hLmA4QAw2JHFQAdQYF0662NzsbrdVNfH7IwpK92F6PudHl1DQIk0QDXl0NH1hC+yofRmqPzT8aVi/uMVVa4uirbdHh8Ta59gnwbuXsa0r/PTNjGOsvxkvL5eLYOTMB1N3qSEwN+XhlfxteTHBLToUC3EMg28BfJ5Oafzv6leldDDaUdc4GoXD0JyhO0JYlr7V9gwaqdbmQz42rRIczTUrTVPmXhMPpZXauIfZdnHqaiE2ZhWgKLiZfMPeAjmTOwWZcgCWGETKvS/QusIMwA5ompqqA/ihN/dkBhAjGHACtO4Yw5HcApg26FTJkXDU2pul6M19NBXF3glvehw+KgIkHgbLkhiiZMzNg7Zm5k0VlQ9BpgGb4OB8QBR3d3ALjuCMYFpMMQgyRLa2H/kdoDs6MvfaoQbCDgzgDKlp6yExOKj3gIgNACIxWxbpCiFoM4g7AkISkQa1AiNSCpgQS5wYu9HI3smXWjjEBB29IoCwVYTUXBNOXZtZxNDZ7Cpo3WtUAahAczzUuXhBgIh4OJdHef2OoDZxMAOHPQiTNgeqvtemEHuyDVmv1RRyzk59uPjqkEDdEIkhCR+BPAzOyBhKHKWHicVxNfetVEI5rKAOgSC6VmLsijyfunsLwEAKI/aishmZt1KHJyqIQAodMIMuFAHUfT6JDyh7gObgnBEaeBCuaInxYR5dFHz4AuHEQDmH7lDIOCYaAzn6GGHo5RkJ9zqJ926vGKJhdpwAYjNwL2bVoRp0TquijXIA7e4bxwpevvyz+99ef/GaHuA7QACYAN4AZoB3UCTq0O8dngGL2fd+vEegLDSFZ8YYI0Brpby99xSeI8ZAAZZRUjcWT5ecSE/4lPPeSxHYRoAnwDjl3wwT59P5JS9L8AFfB7LQPdoVT9OMQPM/WLhBfz4N51PDyiexKeM3A1xim2gZF5g8/yb6YOfEDcgmKqdWXe0bHS7dXyG8gEeCb5iFlWnW3hst/N6gTN1vtzd8PmAqcfe5ADx7oPZ1++Iwjh3G30BRxcc9vCAcOnXfuw7ctYK29fpTeO50fxp49e1a4+HSjjVFRPd1XNJ3rC7h2gM+fSGJZikMK/ObZjMgnUSS5kxYP5AU05XBDH09XmAC7NjbuX19qt59zX36NB8LDfGEa2nzkF6PI5YTAmFHxD1xvR7rLd57wfHULOViLieBwZD45l/EEuabXs9EEFs5Gfmte0/05eCWprfr4zoCYDDUFQRrvwSEFGaHBcpkcdbzywJyZ5zW1HLw3oh4GBSnpxpkCr2QB4+foVINfd2Rpsg1WoN2hcdB0lvo4f5+hcjtIRI53K2YNGj0GBqenHC6nClu7AFlszDyGNLQG3/1bS285OUWnxJObyU958u3T9/++/m7afkwWc4iFXN/tFbiDLCyn+oDUiKgbakr4/ZboN+dwomrxP+AZsfTgtHSmNRikqDIjBhTT7BtdnaGihyHNiUtkFF49SDDYmxbFUgRoeeQWZkwJMaIiNkOx84S1KwlLZ+jkBZqxJW9KlgA7WqQFzgMUuQqEIMxQ+tGyvgc9lPV5s6qDUOEKjxCjx2GGqGrFDBELIraK+UBu686ijlg9a6wdyGIDbqTl7ohtcMwJeyOGBwwEgBaLUQjIIICFe0E4+AEMQIzuHSBSBqzYzB2YAdLIRCwAIAnBg+YbHQENOwEwoowZDfEFBMwUhaJbUGECN73KdnBQx64QKOutKEBDoEUo0YgnGTq5Kc4nyAHVu5A2LQ4ZkBEIOghKyOO0HQMI4KmljEVLxwCSYeGAlwLiBgklqNr8V4r/st/Tn/55z05ZdQIlRhXqz1EdCWkAY0KAMt9Z/eAMYU8L0uDZfFlD1FOQauju08GDO/ZCaBG7YjYVDuCwkFOgUugJKFjzEokCk1SoHIwGpgjI6ZKzOEYnNUBoDaKVhnc1Zgwgj1Cz6bHaoPD/5+lP925dc3S9KDRPN3bzO5r1lq7iS4zK4uqSssGVPzy4XIASCAhGSQDBgFlu4zKhuwzIyNix957rfU1c863eboxBj/CRzGGdN/3dYnb+9Q9uwbgUQOCZ9iRx9izlgFhODB+j8ykOQWYyNlquBNap0wBlV/MjO2+FgtDBXKOTAmQCJhMVUUMOsJZbXZ8aBqdTNAGqKRX/eN/fHu/lWJqACuAAhSEM/zPp15MCQEGohgm4FV02qB2jJgGx0vMPvoMmL1Zfoueweu8k2thbggxn8VDgVZa0BB3fyIoITzNh+GNvje6YUsYHMB4VzfpBpgi3FqjiFk6POMlt6VKSHD3JQ3ifnFm33X0U+xdQbuZYmbkkkHjJj5+M3FO2x0uRrKjREd/V9bTg5s9e9IJc6cw9zzw+ZnNuchA31qvcFRd7smfwH99bQnbJvGI/Xma7rubfKnLcewcfO0Nmnm41XX1P+/aFM1VBg8uNlxyZZfryw8B994wSd/8NmT20mIUmN2wl0MKmkL63rZjOpnBM1+eAhzifDzZJeHJ8OMALl0UShJPfPfytFVbd/yQp64VhnGiqyF0s0AjwHU6gSe0OA3UGBqnyWzN4ASuUwoQb4UPw/dvC9ctlTeE/g0hvuWZsuV6jIfxrbdoHcSr3gG2yL1jdiQRqwu3E9bGIYm9xQSNmMQlypm8XqcQth4+DWkrbaKH3HLFYX1vM/mNjy2DJW87B+fKcKS6Kfi2CsV4GLs6ChTx4DzzuKwVhffecb0ERADK79WVM3gIbV97FKsNJ64KnEu6lfU7TpfLr34dny8pHfxz9PnuvVbYkS1Od3MgUY98mias2n06p95QkN5/UnBaFJQMBTfeapS93+PopZiWCXkDvOXJo4rHxOwsQx8D9l7NwwAhW+Te98yt++wopjiisoXkqPnhyK0Adeo5AbiW2xo6sEe5U3RaNnUKEqInJOxeG2z6CM7AWFjYkCBtW3XMqMhl8CSTZ2ROAN4FqMVopAD+SOiZaPTMgSMMOgcw5/yOYSTtaBKQSZCFqVqMLkJ3ikmBB3IEvRgfBkYYKHqH1LrnGkC9CmcEKhUd1k6RnZqwpR66dAMnTpQCpaESs+ONzYfYRUhg80YdwVMBStTKrg4RCRnAgkFXA0lAMBTs3qKgZM+MY+TEGsBVuSuSA40OWkTUtZJTKEChorUeVLW0DsimsONEwhRC7RwdQdPut//+x/Qf/7tWx32vh4iJkZJGyKU0RGjVBR+362rJlC01RVItjrsAMwuWNlgazQ9umUv3B/sl9XPoiBioIwCAiksuv5UxYDYxAHFmRhBVkTEiD6xg1TmXsAd+FGoO0aE1beL6phaQAZuGOfKGYTpaBqjEoKFuEroyT80DOR88NkOi1NEjFhsOgCp2bbCR2GRKBZwLIatFnApsPUbyIICeoBk4AAT2ZL3V4O4OSTsTSam7M6u6g1juvf1w/R//5kdfwUNrAJ9gYAAlyAAeyAt0g2xw2s1s3RK1BDWFT354y9tK5u6HdV2BMZkhDsFvD+7gn6FaFYC4wzpGHghGOkWevx/1w/HbEQ9jHJ7n4v1I4eXWJkH48FgbTL7eD+xOfqfqRxfu/OOU08RjcIcwbYHK1168c2/h3gfgVIHSjbJleIjbsE5OtOqe/EOk5Ra/ff4GwbdfR9LVrraD+XkYjl6aJBtutaZitkr/4sLgupFfb/qC+y/dMoI5ExDM0M8+ceslbfeBvR7SxMjBg59oS8RgGW+qvl73kGuwblseDvzyZmR4V55ObE8oHBMZN5PJNOLkAUZL8QqD8036g0+Pc22ZwZWiFGOaZMHwIR4bTAcY14H7JcKW1ok9kywQivAEauUubbwvzuAyt73leF973xW68fJW1+dWhFfHX/v+hXEBXsJ4vfMVynrmrrY72u47Pbkgzi8aiR9jxowpwEFunYY42fhFgWrf6jr6rYNw7XorrmcJAQCT4Ovt/vR0wFgO4EYss1+rcw+8wjhGpuMTOW+h9RAOgnUNdVKsFU/Uti339+wdLwiOTASC86VRINganDuIawngPFYzqFAVsWq5rV9f6tsCr0dcblAnaHUoj4djUKM4hkExLw9Dy+Jp7Wug+I3n7jQ9HU+n3sqZynWF0HqBNlfbkxezFNS6IANVz6mg9eCTHsgLbkUTAqJB4mSSRUfYMgMOrGE/lgYCRGg+1w6BermDDw6U2FFFCxCrqLYC2HcJmLp17rqvPoLjxhgVX8QiplarA4JAxTnP3giMsHVOBgaVgF0i9m6cEBKpFsUwIiD4KXrtlBr4OTKPgQC94zDwn5hqbpimhMrkBgxeYnAuVB5JpItAxNpVgxqxVRBiEMSLMTnotRE5w4oUCLoDJIcJBvRcdlXFgoQ8ZS0mkYG888VbCFicZ28bJA5IxCGIIxMTB8A9l4Ytdg+ATAM0OLpDF3Shizo3Jy6GpBpYjI29oSCAEpKNHkPyDlEJgOqoNbASZPBoBIg0lvu9teVH6ThOutUuKDtbRyJn93dB3KqiO/GmkBjcDFjB0Y5oVdaUG8kC+wpaSyonNmRlvwliVQcOu3fgkCucUqwFBgNoqACABkJAygVBhEGpNRFOua+mwaAqEruJDBl7qxmJfV02GjTfNxEWIoaiwlqymoIzFWuCygJM1XH/0yMvpMEPDhwBGBh4jFv2A81Nku+X5Kjfj2wdbCRC7QxMrYbofLapywwcrDshJ2AOqkF1O/7z//Xnn9bVIN4ARgCAnQBmAQNA1A2gARwAeqBcIRz/rPdKnKpzpdG19OaxomODJJQAgqSVpLx0gohT3R2fRjh4nmhoCVDl+F7fMN79al/aEMwqPE79LReuu3wMwzQNf9q0edvEw7TN6zAc2pcB2OoYdBT1biznNusr7HhkvZ3yo7i2uQ844dFNkU+vbSXs/vDjlcLKcJcAoXwyuDe97V9GxDD1cnc/W/0a7wekmsOrvrxLFXTBwhaPi+zqPDjNbJbue+ZAbPf+bqlBPdsAU7vZceIVN9c57tpvXKiFVlRI3trZNSflVEU78g8rHobglz9xvltV1ACf8x4uoKl5GdaGWfEBAPqYQGVt6uehrz2HcwVB7hXbDdmIT+QHOI8G2Mmn+JwMMlKw+3sfJm6r4NHjAjZTSmxK3mFCTIFlUwg9lXJ40Npcvd4Wpn3tMNLXhZT1jfQztC8L/jxtt6bv0yFI2cnPo/idUoxzf/dHPGaK5kPhYZboPFIkNwxbyVQBzygEV3eaq3WSB8La7rmj9n0PVGTNwgdsgn2kvFc6+9B1yWUPVRB6HBKrCvRSDs8z7yFRS41GtGE+f5qHkyBWSzt+GeIxwfyTSXTHHeOpTa9vZZhhoO7waAnE6DALPAA7yUjbL0Sgn6FjGJpUTNo9s/D75XggwcPgdK8CpI5sdeVAAxSxS9s5wimIYGyj82DFIGpWCxEAqs4IS1Qj3QCaOUE0YhggkjPXoWcGLgyewZSDh4CNjHogMY+1FcCOsCUcGbZWbkEdF62QPOAqULp6Rx4FwPnkXWCLjoh5gEquEbXaQuLgMaR0hAXAWhE2vaCfkpuMn5Cm4E62O+guiN44cGDRTZzeiZl6Aw08SVMY0LuRHSFHRy2GwxiGIQyO4ugRF8fI2A1DYfGEhwhYEbRjFYOBDQEjoPrOZjiqcYUR6i8eW2ompLmgBQdeNXmNNoOLrJcJwpE/HQJ+N/7Zn+c//8+Hw1j4FIGge3UkBD0DDOgcNUGoxg4MOIB2akmotZa6mbNGvaHTSl51W/s5YlOQrmByVo4UpHsYqC3steQcnztzC7H7dApNYlNFgRwSIUFMKjogNJdCf1GAkdiraEHfhbsOZ9igjmh7C2i7mQsxCStXy96gug0MokOSPZEzKsZHJiMAhdJx9AN1xQaRoDYYiLlwIAeADODQoBdTHDJo75UJTDJbUlCnqKlWQCBSMKOisoxx32ENPhu9Eir4pbcXVGVQDKaAzvUCMoRgfkHqRAdvC5gDEsCUv7h/+o8/r7fNAVXAAuB4jAArAACYwREgMmwIoUsBuH7+2zT4EeombwmXcERot4MPjwOWgA1ciTgoeYYhMFv4MNHISlN6YIiHQzr4335pZxO40X1M4W4lUV8wnfz6OAxfQQUc9/gAI/kDYgXw39q2wDlLTT6lITtxuZ7dcD0e8WQiYQS7owu07SrjwmXLy7fgi/VyH2vfBicz913DFvp3HpgelOSfsjm/zIGOna7CU3p/sNNdjkfywrgCHcMnF6WkKZTy1vAK+8/gst+2pbys0x/tBRtO0N7zaWOuLJotbodXqxyGNFGAIfDYpn6w6CTE4Rm5WJhGAIMZjd1i3z4fa9UVfB5qiH5y/CNZj28d2SULbamBPg6YFcuOoxM66ScacFXEkNldWqAAde0QAfoekud9v/qEfTU3ERNjhBEQqWbsqYgOMC9Shr68rdrvl9FlXB4nSFITCG37id2D6PTspltIpyYbETqVXtj1pLuh2VhvUlLPWevBbO9F972qOcfROQsCmXcczvD2owGuae+V6IRZtF+49dE/BcRrO5z88V4us+N3hbw+RaJGTNPYd2D1bEppvTYdra6Ezu7mOrS7oJBVkl3oMER3B3nEiacnbKet/hj9pHnoFRi13GCahrZYGM7tGHlw43SyCQj4oVIVP/d4K7V0O90NgaFU6cSRURsjWrp7N82MPaRjgm12NotmYGAgiozeexGbTi6zS0SdwCNG9IxBG3jhahRbjKZoOIpV54mwRiR2hOhW8ipqzTdonWK1umngMH6YEVMM1JWNjJxzgiIQGYCQpJMAGunFmY9Vm5/HcPByevTYGvN4jOt45PNMpyNeLjB9ZHs2N0JVbywOEY6YWxegi43jSRg9IAd0HA/eCUNAYiDoaiRwKwTCZmYrMk3WatcDgYk6FNw6mYcE1AEddkH0sQKMEHtroXsHgZvSl9cICXxF9mbQoCYQQ4mdFNyI6M6j09Xs1v/lh9nnlubA9x4mF1TBkSCR0wbaGRRb7bJ1NdgdM6d3JwE4V0nE2HF0hpP3TASwLN0BaMUKWkFrbmlArqIJextmaonJjVExSDP1hVSrUoio5Ao6iPonb1AdRrKxaEjI5qkDaoD9s7rk9s7MHdD5Kq2vI1ImHyss1gJAJADFubWmSK4VAo+2AU6ROyMqAFDjgEjWXABXPQ8jWgzBYw3AEMqRwcWgKuJoh13BK9aijk1ACQDBZhenpmOCudtA/GSA1h1INTBRA2mgVds6MNRiZBFsAXgDEKeLlgz1rf3L+z+/v54xbpDPYCOgyDbAnwYjsDIwQBUgAwR/8C5E79KUEb5s8F6G/o4Gpp1eshHi86E3kdn7cJrjYXKYBKIDggKHk3cSWvHffTdy83y0IfI+uyDK3zr2caw1fqSGa7FRMheQao2X6t9hStoDODJ5rwcXt5JzM38lecXq3PKFZ7D+k7MO2Ro2gjurte24x/71tL1Pd6PBJi7z74xr0c+rTI1f92fHlix6EyrPXq7PLAXsUOpZMfg+I4Quf9tm6gY2oOrnq2tcFtnrbf6R+Q+7hWnfzVWKxZ2WeP2UnnXAqzx2Wm5QeovZNzlQ2pZ2n9281D6cwnbwg+fH2wvMCA8ISYfBV/P+BGstT1WqBKU9AuuPmxXrH6YWnvHhGNrTeotiXNQAIK/5VUjoPvCDlbVswPOyLMNB3/eGhqu1tZfXRlhh6QAo+TjJgv3BOfZvWrrOPxBQkVeFWPlr79b3+tPGo+AtzgSD6bHTEDUGdeyHWOZTtH6VqdNX9E5xKc3LrebKJbNj9Hry+R3ToLX79URibkPKi2xdQ8cX6mXGZddKXKqn7xU0SEAT0yCNR1BmhUlaSpIafjjTxcnTxKeiFKV8vXWGep746/t6TPdwfML1be//JDZWazGtS3K9bhz9Wns8ViE+MPsPp7FlmuPp4eQ9vQPdoJMSx3CdNcvOGMbgYbeHDw7dcPKTg0U1Tr0vZnPGsGmSBsajREkeEWmKeZVRCTBGJEACJkKLbB3b0BqgeYsJlHwYujABNbJqkAJOGCCQEqifiItR9IFYT181AGEHZxiBOToEH5zXOTon6CMdnRGO6GGS4TjjmbQg5/dFOxypfZznT9PwMUZzMDc8ETokqOCnbHg4Djh7uASOIw/PNULgUIeJhikwdkZ0TgCYAAM69DaH6Im6uuacme06AayEwauhd56Bq2tCwoGJkpfaI2NHC8ZCgmJKPpS2ly6ZkJuJJYdVAycHmBzPXRCC7+lopDoOZV08LkaJ+8ac2AzRYqSKwIhNs4kgQwsgqKVvB8GdLCFaN8IkZn7lIrgrQ4xrNfBOlC23EKOXOAzxMQRMGP1gPgLTEEmAPYfaYYDapTnoPjYOOPMu2xL6joNNozTvI4pz6G+AJ8IdyCsF7IQ9ROhcxE8BFmozJ3UA1ZNZ5RCByNiBdcPBVQPwHSCAdIxcOZjGgtgC6ArgGHbAyNiwxxUwdzRKAaHiNAKcD0MYuyEAkMfGrqKZ495s8WFQY+exA1pdpJtjABcAPIVD0ZPnJ4WzadJ6JBuyzqSTFfztf/j5+rosVgBsAwCwHaAAFMADQDe3jOARJTo7xez4HN2y03KzUvcrrC/QBNiNGkM/O3y92ejdTnuKTGEvrq7J7Z5X4Bfn4cJ2oM6QRw0udlv7ttelNk15L69rycpdeC1LvTfrUfqaPsw76L5A1HF7XXGGba19EhTldqNzT9ebnaVce/pAHVAi4tH5WNzgH4qXxAnJIgX2noxntmI2HVJPIoNR6j/IwDNc6/LVP/9caJqOdHx6t7nW8GKP0nEU/il/yoG4niMNN/sQ/GUdUtjliOn2TlbxWq0v9QiPN11P4IPckl1S8iP7+cCUQZInu4mODpYFvxF6XeXuUG4gubDiAi3BQf04q9suKYSO7yNYXQZYJtjaDUH3fN2HimZZ8uFhKhqBw2yZ5cwHqTiNOmkdD9P0pSTTCv20AvDhk+tGbXTsxE+tdy/jO7DzHvmE7cNy3SiOev9xbhjs7lz9xRFCHAEWRSG8gfa1ZE2RgS30sseH0yD+eHHYW4jerXVOBhsQNPbzxSBdEAgnUVxFg/FW/cAOIPvd4DBeF9+Xt9HxgPX3m3DDLnKAckPwOwD0UM3xWgE9rUi7YXtZ3wcnr41P0/QHbXs+IMZ6d/e32x+vv+fxsoeAre1wPFebxrgV8tFu/ICuliHm3hfnsbVlkuPz2UNtYNV01eo7+E7W82Z9iv7txc9suwMD74dyV5qEO5gYmGOVtZHFHSs2L42w5WuPfYvAITGCEcIKMM2hEPgApgWUgwIdEjJBgcGpvGbCjqxoYZq1ehuZeOQYAAMFFzA6xwmOgWSgETiAD95ioJGxII9DW83DUc4D4tBG1PjJH8/k5zQNOj7K86/l229p/LM6DS2KPH4sc6OLyBxhKN0AsHDawynsD6NPbLIBHyiiUAjzaCGRd5Yietqiw3nCBMaJDgkpxDGiSzQ+QfKESYdjOMYaPQBG9koxqzQyAxDUqH1nHg0Veq3xbvmtexg6RDS4Cxk6B7I5GyuHcAj++3+D0/cufkMQwQJAInDd4dStUkXvmKBPiVVoB+rWKzLZ5gBQmu8A2Ln9zxx8U6GWK4r0q8e17l9CR6XOGhugM0oHRFp2iIIAca62d0fFNeBJ5nD+troTjKNBMMHSaEBRNw8V+kAJeMdCjmvuzGC2Gw1sdRU8Au4OPbnGrXYk7Z1Vcm27YcJcE4iCGd6amQIyGaUYGwKYDdbaJkPACphQ9w5h8I21VqGgbgjG1qAnUoVGYmzCRe4m4nFvvURYtK2JuZUfCW5NGhqQA2NlLtUWBw1gpfi1iQR4L6Ll97d//O0P0kBhSADtT/J3/BP/h1/BsyJvcDU8lN5vlcF9acpokPYJ4FvgR6SPB/d1yT75K8Dj81R2wCroYF/QJXw43E8P/vRp4FxsszkpDnpeI1SjdoEw9jnwWjQmt+j+1X2o02EUiyBbv/CxK8sRTxFvvcyPw1sB83aE0Wq9Hob6UtZm0ABnVw1SAHIRE9wFaSSAxglutmzIuLZ1A+ygfQtvudyLHEDKNp+ncn9va5whZZcnaPfb2sOBMMLba3sxJxg83L9m79xKwcJQRssTbG6wTTBEAOtzGwZ/YHl1NH+5ewep2W3Z1KDrevBojwkxXMwk02ly78yXYMlNMns/Rbo2v6L+9GYN8hD5H9rWDy7aK18eIEaZYv2wLK8uXmir+hRdoteXdbZKDZi76o++lXHa9sMuvNZhnQJ0bx1uGudYru/Gxq1c37WZS7Skxh4lW5x89vfhcuh3i37oMd3lGfYmeX4K3FbHtUseUZwez33re6uEwdLyxWpr96VWSQYcJsKl1SFEg4r31ymoYDo4IRhARxR6Oj5i90+mJRw4wzSxaEI6oA6Jh1FJ7OEenj9YLHGgSs25B394mg8D+tL2P2Xaa9fvHsMrtl8fpqv8nOn9d3378fZP6JrmLXQTB3F9rW6s2YYRpEOE3RWzrJeJ/Zj3MD0G4oDBn5KMicPQ6LYSsfvqgYJDlYi1IUcxR6irTCylorJ3URpDSIeZ+sowKCgLouehIztBU9yp1O4kOSm7HkevrQMEhVLIemmoEkfeO8QIUhVUkaEYTlNERG7CCpOfBDC1Yt6CALgNFTA63NED4iWF50gJ6THoty5+OLe/Org//w39+SiHCX9xqZfv8UJ6PMBpUlAeXHv4KAejp9/wd7+Cp4/mT/bt0X71ET59U/A5YrQZ9PEZIqJz8YCUcPgY7BiDivc4eCbnDIhJaQc3sR+JPg0+dT94jockVSqSOLxbzR1UlAFItoa99r2Lo1Y8MxJwpTDkXPpWYO+moz94yYuH2mQZfvMbewy8LLC8Gd9sYtMdewWUsLRSMRUk8MoIeW+VmTqDh2cugjFQY4+9iYEJqDMQy8wkAVKgDJC1hxha3X0zoi6NBbTtvgt669hCqdmB2/sa1O1tvW1av1Ygt2XflYRIFWAgXjPPAfm+CnrfcvV+qNaYA0oXgIS9ujhTx01ZQMl60+rNkDEiFYypA6BF0lNgQBRwCvcV0xBEVTBQgnWnGbGqY7YMeCRjM2wsY0Uegta2E0IgIlBEBxPRCHxBvjQYDU+ZmUBzy4xRyBk4gKkbORoUAKDXTN6VqhJt/fzb9Y9/+HEGYgAEeAIAgGuEDJChC7TN9Y3gQIgR2kPiy2Nkuu7LWFNmXpwdYgxx/MU3v3gQe47Hu/XvnqbwdIFXDeN8dlEvz+HKrivFoWq+flW/8/YJmBUPZQ6BnMx/6YPulxGmo32Oq7cgaKcT3WYOYtO7vAqkCfk9Xsy5VQpKPvDps3pjNQQahYyaqbCjHXb/bSk5czhIe9e4R/vD7drBVdBbmf0RovmDi60mJnIlnc7fkOxEx++PW7f0bJTy9WvRi6uXfO92l95/BXupDjZtufclPvN00ZotojkPUxyHrVU3PUOwC+OBCtrh+xMx+4dDswibc6j7VsKprWuvHSu59lJYkLZcpqYoEgS3ctRMf0a+v78t5SnUl9jSfN/q1xBI3rebYjTSfaQY12Vo8bD004GebyK2DJqHzgDaXzT7e9YWTuXlVeQDblkKzB5czX2fTEgXTLRtPx+qa26NR5Jgg0DA9TbDzvnvv36NvBbxDXLBYbi/73yM4DchtksTh3OE3OTektIV29PQyzWfHVaW5Z7Z8pY7xW0rd+m9bPvDZObdXLKArhXVu3noCOXjvIenFpN9mLGgPo7eBXXd7kVVbDVM/oje1xIvIRB8cxB4L3EkTX06iNB40ha7ArdiOS8xHaH7Ac4szSCFiQKMS4UTrDx94P2+0UfvuvQ25Hc1EpgP2NV/Umji0CEhjdh61+TcMEcLDAPA1qD50IOsZW9+iq14l4wRBSmZJ4reNiiGg7D4aYpQqrFjAAQfGUF7d510w8GpefIMLkBCIGBZKohxRIrOO/O+oxuDQI0Ujw/0v/nX/HTWqPR8gTGKJXz09ThT4H08epgpojx7+bff2+UZ8SbBNEIxsV+STCd3DvCb7/SvvrNvT/KrM/6vfuO+/2i//l/UxO0vp/XPP+IvHuX0ofzlp/Kf/5X++i/yt9/W6RJCaucZQyo7BKeYhg6NBhWvRpEvA6AY4p+2WohVoBC2jqXvG+JuRb2WSs5Myw6uCCCEeVhr0W6iTpxXFa0FH30OB5asdrMPvxFeJRtgCDB3cGaEQBKQHGTpis3AQMlBFxeVlZc+HEDEvJTmCLsKQDFokcdmdwKpzWbCNKTeG+CggZeNMGBWQBHavHLHtkpDRUwwF2lQKQl+7lFudSBLsXIzRtvB+uCoSdTJW8kQDXTfhuKriUDT6DpG53tFhMGJD0wGh8jgenC+MeSO5pA8ZHQlEglazw7PzrbaBkOqYkDuaJtzlEQIpOxr8IYYE6SL0yTSC1AFqE7RGHO31cApbIiZ3CqtENi2L4fptWuKnIp3IAIQmJxJVp19wFoOwaBl+un//NfvqxL0DtEBGAAADBkAoAM0gE8GxRgcV5NpC+v6B3ZhQZlwmQOfKZS2Qw359ffX5/SdwTyprcxjGU7sWudxsPdWzyHUiikYDbLd4dfH4R/e5eQS+jK4T9W9/Qj+4YzR0rI1CIAUuQttn2R8t9WeKTQ845j9rW6sh4Pethj1+tGO7y46A2sbAKp23X0/8Lh9OR0eb7qKpxnybDyM4aeyRxe/ifd3+ITth0P8gO5z2i/7uLbty8d0wbx+lhBsfw3Hb9AfGrzPshd8yGkN+tVHtOoxnrcxHXtIra6nD3zfdASwyOvzKcrevIyHUF/MPxzrK/oZ+5JTZXNWPws/gcio8O7EdZJOD5P+uN+cB8sTde8N1VT6W4N5GhSu//wWPx5eezmefH3Pi8aH6WupJ8hfQQJ8VKzTPN+qDxccspPYe7NEZZzcjunJ6ftnO3w0t7s6dUaOYse+vFs6FRNviPPTe73NzX1u/IsQvgb0DdjzIkOYcsne0e5IHP18JRiXr3mk0YW94wgkucfoNLavVzsf9es6zXN57zxYhLE2UR2Z5RT51mIczL/l9YJ+SRjBFdomPfS6pcDQ48V5dO62uejqbd+iJ0oQBql7PiXIspHIkFxTEvqywaLLS3APlW8Qj8du90S0og3q0zlskp1DNYP+MJSe4+z8yyWfSriEuo7z8bhwnp8u+2C8Gm8RLtbwIcrdhgNSDxqaCToxkTpEX83GKss4ONegdSAfuLceZm2ZXUJbmzpj4NwlxBEKg8+5WIxJe0egIK4nkAreOmNgqYJOs5AzdV5CqRKZqraVhzPuPkOndMS+c+ACGCP7eppDukhY+SVYXCU+hA+nooN/v7XDt3QhPUb0qV+vxGczb63w+VAo4BNKAudGQUP3qODQhaYV7s0/u3b86Fi30qjktlik1wYH/uF3bW/gD3zC/Dnjecre3CuAa1aTWsbuZUXAyOdj/qcXQxMeXV8yEpATX1FGc1XNnGvQ0JFuoB5dLP3RQ0YJygCCA+JlwDXwyBk6fUxWEmIskmZXV40AyIFKdUjQpfroWkE0M4fsSHJBdl2lvnoeWhPjBhnRdZBoQ8/vmc4j5Zq7srPeBY7szTYIRCo4Oy3cyQwX15J4AzXyHm10/V4y4bPUfbxwX7v6G7fBBkLpqmCMtlU4RLh1SNYbctzNR7+YRr51iY6RK/pQW3CYa0k8E3WnxHOXu1lUzWAwABZFD7IECAgZWnHO1V67+WiA2IFJDVfQgaSYIaKCegHyAJ7IfK6B3UwQEx9RRlNiNqmKiKW+Qrs3K4TWrXmsS3sx2Yn3VjTi564Ff/vjP/zwz6cOCtRg9wAM8Kf+TyMaAAJAFddNtqbH5qLuFHxD+wa0MLeqIL6PoW4yPlye9FwTnN3JnmOpbhcbvhn7CfyHiVaL7GTQQbP36bjVPZGRgm8e+jt3/pjMgWbfLsOeS60QV2k9/CxZNzluJ5e0nBtF9KcZts4ha7Snn8AQ+qQNvLYKLg4xtW8bavzFKm2GMWb0dkBPt4K/jOFb4DdzQ3s98scE4vSTHXbnx6mfd/DvMc7JNp5Tbn+LeOvXep1y4dUDhKVvBR1cM8ih4XG7t+kL4Vs8+qFekh+A3kvWSZ6c3Imh863Fw3pd27H25e0u+4YXww15uw8p1G2tdzdvP6xlHKKtJMn12n1n0a1KhX7Nm67poys/vUU4Xz+vizsd3L1cz8UDTIfhYYSbQ7+XkGYgQYh5BagnW0vT2d+6v1XfzpBvliO32ncr772ujpx1mjFjCL0V9mPR/Mn3LbnUMCBhxW4J7wn8cfQPwEfxn+YdOn/weixFfQdxgaouCHZt50vfcXLj27V27wQTgHhmOqpufanEWqy1elR9E7as96KPbtpAE4x1h5CcAakE2nsveJwerit6db0fh4O7Kblq0+HbwOM4THsJUqSR5r5oBGfb19AnaDTUbkxNhSFI473b4lncHNza4NSpWS9SZV84oEM5KHLZa+4ptzfA8ipCPHQq2kc1VKyDtf+M2xE89yvSLE0VCNBTV2IP/WpdxV42iBEKNfFAEfveYqlIRrB1IPQCuvsGu8CkoKDcFcxgt0mVwFPhCi4a9jGMgYQAwswQ2tU0aktTDaDbe6ioXlEDPC/2m+/hN6d2Hu0XU/7z5/6B+jEYiUCz50t9CHou5VdUH9E+onx8oodv6uGMpw8yfYCnX/aH7+D0Hfzmr+pf/nt6/kUfHyA+0vOf4+mpyzc2Qvt20MOft+2rLIHQzElYb3gyCr6Pb/Ax1Uvoei+TbO+fMeyayNnWG4B0VfVK1BsLEBlkYwEkjhytgRYFcyfv4JyCG8B78yc4z12AL0fVB7lIWxGnvGYKLslEZgKuS1cmVkuAii4SccVADsSBy050ayuI8O7QgyrFGaEBHRLdlMMQvVjjQClUZfYg2atYbeK5m4o06D7rLhYbtLXiXQI4X6GEI67vW3bLalyxo/Q1AGopOWsKuOw8K+8FEzkdXa59hI49CTEVVJXWIjVshgdxhoJqbS0copPOQ4ipdoMUbXUheinVB3SxojePGn13XTEU9QAVyWUEUxdcw0CC2AFBnViLDFosJN5aIETAs4FPR8mbzlODDuA7sAsp7u0UHSk0rSO7H2tzHm//6f+9v13f3oAA/AS9A7wDjAykVFWvAJ3ItF0AjOgOHfZtB27Q6cC+hgQbteZGcE7A2dXvn4xurfcTHtXeIX5t5cEFvDUhCPFA+xb8vLb89o80foyyEH5Mrm7NR3yth+Te4aX+VH/9X358/XHPGQLSk8flacC6uiRxkZqQzOCk4Xzye2uPLty7LhoHa+jiN9C/At5MY3sdw/FqZZV0wGu185jWn3X8lsvHOL7uPM/WDea46v60i9rUqS5DP26Cj9jjnB9rkvBQ9vvxkOS6f3XPidVvcnTdW7t+Pbq+fnN0rd1DThpXRjfuwfqwO/44rz/VslZvel7s64eQnkv9kUO8LeEw5bqPSjgZtK/x/LGXKx0e8fryKodx295M0tD8VyzjeZR7Jv6Lcb2vLuxuuO1XlRNML71HKfNjGYT7cOp644TAWzw+dr4vyU+wtQePQZvlbg8HfXvV6H3zVtC0BiTcOabaihncrtNxqn7w1jVJ28wSnft13e+Rxi3tEVn7e0lm9/eezLFbGhzZbj4dRPsQ5G7uGKw8sMem/WT9pfJR5HWcDn1RBwQTYhWQoZRcdb5QXvIhxnfojwGaR8xq7dVH46S71uOZahwGf7+Wy4n5lbaz3BvEjh38pc/fpHIvbn5yty+VvgH88T0fY++SNtWxXHOfAarA5uh8u+txuu8m9gNMIpyiIyHt54H/+grn2K7NP1y3zbcP/rC2+oHYjAMKLdB+fbGPtvy/8mOSF7DRfOfsJFIvBeOEULA+JFoWCxP0GrmJC2ANQkABp9ZJsTlh0RH8Tm00UtvRBQxE3QUqDD4RraVfPJd5DNglozmOB4JwQBBRlLeurlH61IdMT78qz0+OAkLt4sh3MbD5pFYJTPyIz48Qgi/SnTdC8oO2BVGFI0+hCwEaxMnc6NQEIp7PsBbVq6bvgf9F51/wTyejv5PxU0AwiOhDeQCnCcnw+UlO31NedfiWf7sA3Du+okbrHTFC372DUsDFZsTaZWDazWEvDiN4MBEm0ZGji/UofjrYaeqvtzYFPAx2frDrlb99lvWd6y4dnF2EvkiJjFnMRDagUdAQ0LW+B/BbfxMIzIWwAeDWW6AExQQHpAJwNhNk88CoHSQdYq/UoVNwrSoHIISuyEXN1149dhnAS69mjGP7AvE51c0hG2oRO1ppjSJKlz1jSq0ZDnNcG/hcQ8La2YJ44AXrcIh4u3UKyeOb1FM3aDAgtEURvKKAIXvYhE6u5/1P4hfjDoB6QreTcsOCDZkJChBDhXJmJ6WrD2gARA5BoVBoudeIS4N7jKtBASgDWWs/mnwGKYjFrIWg2ovVBexuMrqm5Qv989/9w0vvAdhgVwAEOAMkgQ9xOBw9AwGHGtw7QHfVs3fgCPojwPFOrm5+TO3BU0Y7MIH/hMxDmpXgD7n26WjhmG3sWCaIp4gERt5oSx/S8E1JyY4Plrd3Q47B0NrXSA/nePz0rV4Ds+DjIyu9LgGA8OE4TT6kMYYZ1jLOzr2Xpfhh3UvH+YwV5DQl/LG6MfrB1pv71gBNeHIGcHwyFoEZe+fRdflFcs70COtWnFk+ubss7ZjiB7cm4+D5fTuKgmm9zCPImE7zR6fgKAVabKouzdZdnK8dTu40cpzowBArHYbeDhrf7gCbhlVZbpDdl12q09N9T3j4qd6qkuBqS4f4Yd/fgzqR225Ho32RgrWOGn/07OfrfOSC2Ka4g46T9QtHf/zq89S6Odnfk20wvNx9qfVH279cxrYPjcLalhJ8Uc5iNkef74nPqYBZTnP1KnQnGszWRoYdjofSE7wDMGELbeSBwvvq4yi3YcLqquIugyvag0ehvNjo1/uth1pf+6J6lzHzuqnbIoahb+83oFZfiD9C3dyYYFixWqetNPGJBnDmTsfUWkklrSKTuZ4SK7rx0cQNvhOEAXupPHG9knoMmdSntpct1J+OkT7MLrj7i8rM7z/vfRh1w8T+8eA98kONAcNM6cOr1gH3V5jd6v0FW43iIG7KxEeGyfmmkPpS3DQRbL24KqTdBe1ZwhgO/7uX+l99Trf9Jv2RlKyOgl6ziXnNPHjHvo1hOhJiYuk4AAKaNwSPXTyRaQdFhr1xG5uoVeveyh6a664aAyY1oIfIRTEWAQQ3dJcMw8SjuEON8wCH5p98++Tpm1O/eHagQWQkSqQxwoeLXWY4n+T8BB8/tulR0rmfnmw4wuWDhKCnT3L8Bo9PFh7c/KDpLPEEIcD0hMEjkUUv6cDJ2ekArLrd7X/5Czs/iZX2YYTHAMMRokA4wOvOa+u/cPjwraEDVnSOShL02IvGoblEo+I4IzoYnAiCa8ENGQyw2xB19PHhsEYOAfD7I0yjTJmORzgl+/CMb0X/8CXq0GWHugMWbQK9KJBCd3Qk37Frt33hzqvt4HEKWcQDcG3R+Rha9yERNiRnKKyEYGxsbI7cXmoz8kBGCgJ7aQV8oh0EwSs0YtjjfRsZgsCmZyrLvQez4piiv35/aLGvJNqhpq6FwdTuFQTBB6gdPE6ApW1njxUygiNnufHRY0dz3nbV6KQ6IIcQEJGit2bsmEB7M4AINFrxMoo16aS+o7FLkLUn578PihbN9loUiMAYeex9in5qNjicmsyeAqkjHnW/Wf6tyda7AVTpjSE3XcAW7Rk0v/4//ulv/+UPUUIC4z8pXwAaAQL8Pq/11u6g1vJQOwBohd+1skI7IDkODZqLqbYhwEhHL1OaZ/CQ0sp7gMs3c1QgY3/2ryeZOBDEbd9vjkqP7nfdxlkewjuZPzNw90fTfzVeFn27udDX+7rNaRrecphOdoKgENTf1yAxvdcNv0n5rtvk09iLTHTkLfj4eDDJ0U9EO/v4eLHlpmWGFqN5QPAayM5kATqQs9YHn6AevGqH8qXQEJJled3HCeV1qYSanFQdBVvv1Cy+4jxxq4X+zF2xeQl+iG2soVu4YRPQBmn0V/PHTV8MZ9bUQ6sTACkUpG7vHMjytJ+jXt/oeC/Wyu+Rwudqi7Soi3rwahu62tc/e+pQGcf0yHW/1nG0YsTGLr5+KnOdO0iYLmuDtp37TwH5efcXfUuJjrvNBvUtNydYUnkjV4erZUBqNpUdrsr1zNs7iz8pjEioNazt7PNemqlh3FCOn3DT45MfMleBA217EedcUmD0sX4OgNA0QuatJG/BZj86yrKvTLvLreks+0tZTq5mq0G05ewFfH8/8IjUe4tTjNraWKDhPKkRj7FuG028VAdWspuGQ9Fp7DHTg6PzDqkU+v39Kvf9SwezOFG578Msr8CHg2fnZKjlxvVYBOze7vsT1GUYHvHlbq7dHI58cbKGfjaiFL4Zx1rXHs4HhzikAzs3EqVYq3r2e+lEPiJit1F6aZSA0FBVlLoX3beemgXU3t2A+6DqNo3gA0dJ6CcGRfDRjx4hHbtURI8eSUPwXVoSDxhMvTsMW0yDsgAgIU9PemZjISGMJwFDnIQONB+EZjsdbE4wJzh9xI9H+fgIx6PF0caEUwJvnBgiUQzGRKgwHXAY+HhClzANHZJzkcJAwxHGE40P4A8UBnBnRU/xYg+/gssn+wnpTu38ICm2T9/qL7/t35z7p++cg/ohOPsO3t6V2J4+MRyzv0IY6gQBSpCMTG7Zi1Xea2eJPW5kwZlhZJjnT8HcN8OH8/rtv6X+LBrx4d9Yd/R1p39Z7PQbbEuWndtQ8tt2XzPkGrxooWo3WEWhasXVg0IWHX3Dsh3HkEUmRoSubzRoyV1nyeZNBGyv3LoZH4RyZO8ZB2x9J9UCoJBNJY5UcoduGTosGPO1sUBqW1eLfS1WWikIh9/dtbLrWLy6lWTAQA4GjFF91UI4gDXEg3frapQ9eI+NAmgVcNWEfEq9UEyTSFcC69Rr+JVV1YmQmSVotpIJ0N7AfGRJGpCxKgCOCEAJFfbakksAQrXvvRaiuu0LyyKWiXrt2UC2GgL20va+Xx2TAjuORYiKtTY5PpVX/Lv/+u321k6oP8LeAI4AjiEpIMA3f4qCCXkIwsRpvDr4Pk1jCh3U5vDG0Jqq3XfcXHenl1Z2gwd5m9p4nG6fez9Kob6v/lD91oST0oP7/iaROv6aPFi6lpODCwz0OAAPhy3UX/PzOUYdDuxLmVwaPPRTrjqn14hJynXrx6gvtadZh22v2eD7cArpnBleURu8fbRA5HbTo98nMI5TLGSuI5Wn8QOBqoXJSuOhgt2NhLwyPzAgLqubO+w/d7iMlvrmknfVPByPVHyFX2r2gKRVffww0IOvuUxztHsTrojQ7fo+UODyUj3UkBGVBmhLcqN2LXnwQ339gXnz168cbXu/p3zdjq+wkWxbjfcIgP36CkPd3rb4nrcAYX3bdxkYMBmYiG7A8IC+f2iXpW+4DWmc+O5OWVsfam1uWWoboG1xChhflWKdFcPQT3YLgYbeZ4rRuqwWH6HnlR+cGOoxOCk7BX73YmQT9Kt0usQ/1rfRI/h3Tt2fStcCLBjJPeuSkPLP4n3yyzuAg7UojpPru0mlbPJqEWF8f0M236yBd/tiCK4FtbUn1ry1garMHkou1PAc20xPSXNKzoM/oUE1q42WIfrqNDC81TLP8TNKAHE+EpzidOlwdhpf1rFXfNvice2vULniFnUgF4CWPB/5fWQ4Yr03F++oU5sEZtJTHP22awaP5d71JFiWNe1mDgcTjmDKhNCMeOgdO0EFhy7FNoFX3QHQkJ0qeZUmAQBqNvKtty7EAlVh6+B0pyl6yxEwgkQ3TJB9T2LMYtrHQWsAjB1Swr7TBr1VW7NdV+mrbWt/jEKnepjAfQCK4pPFkw6/4PFZxw8STzB8tPEDDA84PlI4azq5yyOMDxwOOJ0xHHA6CiCwwnR0KYJU1KKlgzV1aiImRaCjdRhNL496eMEw2eM3LqD6b+ydSSw//5mn2f7hCy4dwge9/oEYR4xQVlewWC+9i+KWOok1ZVSqyRKagYbRwbAoTuq1691/+9ifSJ6f2ynCOe3ffQtv7/b737W9uaK51WalOjMVKUWxv4FGwEVaNyxhLwTpaJ3YBdcrPETc2CEAP7AgxgF3cLC3VAp5MCOwbdc25CZcYSNHgsn9iZ1YVbvoNEMTmCi+tdyFyUxMXdaSGg2dcgl7X7vAVmqgERETD2AmFaqDVnOwkbGAxt7XRn5IKNKMJQKwIYB5j2AG0WmF3WKHagACuvwze+27AimCNrKoKh1TcK0DVSiBbTRNYAnAddEcXN9rRiBi8+AQAdlzJyYCMfLsKsmR75sCbHuX31m7M2btX3n9h9Y+s1i77ut/9f/573/68TsNm4RPECLADWAXeAP40woMAN/V+l5J9I95e+iAvF0HAoBx1aPzmqSe0mA2D3Qf4vEDQfUzI+d9/ktm4Eu04ZeA5C9p8vc85SDfBPIpvOIp8fI0nx5iTnDOpNHM0cPX+g5Qf+Ha7L1TIE8nvz/48A6PfeshXc5NKX5H2t57/NV5ID/9oduGn9Oenop7PH3ccwb2R5MdZkGMDcVttkd1aa+3U5oHyD/i0eXFgXpzqlI7oFNrM/buKT26RmVK02HfDucDRM53HO7RhPwEehhn5fqqzQDnqRYjmyAm3E2ng/uyl7taWXrfsND6w2dAt20LVqL9arucTnKX++iL7SWd3Ri7JC3A2LOOBq93biecJz+4ltrhc2kI8zdoex2B+sb+xZnupen5x7qOeSq9N3DTUe7LIFhR5U5jeTPph/oV2texfY14e6D3d3gLsVIqvi5UNbhTKrduwyGEr7fhjOfbfZfir7ee1hRjrFP0lbq2R6AVwPUZEXA/mO6tIt1fW8EEkqOfZWt6nEuu2rCTrddphPPBEfZjzdutHQfpss1vREs9DLxiPDRBEAdyfji2EJ/iQzqE5DzBNDh+KekyhIIjlgHFE/eEnvM6klXhby+gG3yiawEh/WkKu9e3cey9frmk1ed+OHeaL79wh3n69Mv5+d1fRnLk0kDfyMGuzce63pHnFK+Ec/RuSFua+oDb4ueEP1f00eU0AGhHq1cIYElbSIh3UQJwIXhCtLFxTH6oBtKYVNAcBMxFKkylZ2gBIF+LAWFwAuos64q4KNYGqzWBKaSMLD4QUl3JD6PgqOKkddwAnIfE1SNyhtMB6BHw78MxGa7dm5uTDgjeZFTnvT8yjoyBwTl0HkOg4AESGBsaAgKCmaFzGEegAEhgIN0AoOWilcwaGkA4wLJjU9jv/DTL99/DmToj/vDjsrzq64urlf76B3r9Z/3D38sf/gNeV3j7UrQBFoFKFcEMCmNHMAiOlSiYq8geY8vsL0c7fQfzJ/tXv5HhsU2PAi683/WHMv343n74jL//0a5f28sfZX21blBXAQYspcOM9l4raW+iIBQVagliwEBKVnlM3nBIvGMzwh0R1btQE3dkJgTA1OFaKfRq2MwAsPTYh76qCgLsaqdZV2lTwCW1tle5bxiMOhcR5y2juL63MdC6V4Ux0ibAEAQtUeQkO6DvlBtPIyh0r6AmnKEEgNJ6yIC8N2hErUEhNQEhnB0V8aH1DVTU/lTFYeu9NU+EgIxixVpTckBJiOe9uBjMoFGxDkbAwdQReoLEnFrHw3B8rxN1EnWuirbeF5Xl3eSr7ye5LvZ3f/1/+I+f99uXTIGp36Gl4BBgSvQA0AEI4AVsAMgA7wC/AngB6Nl47XOY36GnwafpeIY5HD4af5qnqLchTJiFpsv5fHWHj2n+eBp3On5iDiV+N8XJc6HTger3uAH8Mpft6HUkS04a+brdzjwfbXxfYhXNa5p6xX4mqN9IKTJtkK9gJjeI/O1ZflfpGV9nrGSnOTSXNPUqOLje7m78oCXap5DWmY8p7Y+BZz/8sdWHQ3oOSz5MxoIBjtPXxLyjO7h9oBA38zZH2gHbJ7dApyzw3bQ9omfW1c8YtwpT3POdDzm/916PJrl42+Rt/UI8Lihv6IdxKy08P+eXHmD4GhVvUt/tuqkL483DgNjb3n3qrQ1rATQ0s9OHfKih1R4ANtVY5wGWH5k+Pm+5zkPIt2W3mBR+MkM9b9b4wGVZ3HBq0dj58DiWHIsLC166PTv/JHWSlsZOOVK/deAOpthfxftmArpMU37Z7smccXsaSIfG5RU3jNhGY3GB1W0NI3JPYVg8O/DDWVrjPrPRAg++9K9yoHJYhQjOuR9QXBpoQaQky+s2NchRAnRA+Ab0ZpmcM9KB0mGyBXfLuVc3+PZeptnq6+ITifeqiomPjGccL/uCB0vbehribO7c79Tl476eQvzU+5H8ScNzOHCQw0ckjvx96vPgJH/ZbzekNdOdX8qoZdf4NErpEFmLkBfGfB/qBtrr13rq+9rc4IsbIDbDlAXiMjpikIFDsTASVArkMkhfFYN5SQ04FhIG9OxZVuhDoVIgnT1y9wikoM7qgIRFkQw65brvJWIHKoYNnoJwp1i9J9h79zEgCUcn1B5/iavQ9RWf/536CaYTjbO6i3Nzd5HDWVwyG5ADBGduMCLzg7mE0XVAjkkITQE6IQ1IzkQMCMyTRQFFc70LbQINsAn8UenrlTrqm+PXn3X19JllX4/hI1vB0tvbzrkhABXjUotnIskMzrH05kDASm3gQHuToFoII1g9mR6xXya7zO2bDnIGAKAzb7n/c+Xffq3/6Y/009KWP9Kaa9up1xV26F22XNQMYdng6FgrxQYWou0atFMzA4QWydQqomFBc50kOAdUoWNxeM9o6DxU4EvA2tghUVWQ4O5kCg4ZdnUo13ck5T9lsZDMECtskwk2026w3bcCXKUz8hC2UpLBjjoH36nHF3Sdtg5uxroBkBqRc64GP1oyCG5zYDgwcSM1ZCViHxWaQhqgoAxGBsYIAbSzTwB96/7oKEP0vQd0RaVFtUogvR4QHKHdARaTO1gxKwA1QPNJcq1ThFrMSS3rb9uXv5HlH3D/W7le8ee3+D/+8f/0v/37P/5Pv02a7r0sahO43jsCZAUgNwH8CDADVoAIMCD8FuABqAlgVw92GfyA8TFoAhnavYUX7dx6DQDz81CgwJOvcZCz6YPfA8HsG7N/dNNHZwSH2c8P/CpgKxLaVmpy7WZuKG24Sx1meSnjKZUXTQ736kJLcBwzY/jkksEEZHlx36xG8jghnwWGCdqGpjYEm0ObC3+ms6+vHA6T259i3HpWqX9B45eu1345tJ9094fh/p4/vff6bMtV5zuoG9Gl/SrBqOzMDVfnxiuqOUOHE8g88Kw0x+Fgd4XHHdwdDNxCzlf+VPTHIyPt999/DptVKnXa3iIdfmriuAzgcm9rDXd8cQfRZmsaxr94P816fK6r6nJjk/ego2ypDTHYz330H+Ce72FOeTL79XEQW3JwKYAvSZK9FmCoSaBvSLlsWdIXBQvl52lqJjdOjba91DR4qSEYP+/iJR6sDtCcQ5+/lnlO6559lfeunOsGnbHgyAat+OwIB38D0Lnt+6WefTS4TYh+f0WiiC83a5/msvucHL6HjFjvIig4Ec3iOIZ+E9d9Bjf25V37ZWsRKIqs+xJ7qLW3pmna+q6TvKhvMdS1S93vYYincCzUvFaDUmEbI762feRdxoBUWthauTW7E9h+u2lVslYozPj4tn9yfNrsGAcuXzxsQb2DY3j2bFOYArkIB9TvR3eMfmv1EH2bXAtHcKUu1mto54i7oJMoJpuMFiRgzQAPVLqMEAWVOvQmE5GGpkgTeWh8cJBV08TYLJmpdFXTLEEQjk6cDymSD2M3NWD0MDhXBHQFw8L3Utbg3yp2/PqiovH6s103nA/odjx7dYA4AXZ1g48R0CMIACsw4wDIFgYzBHaCzMkLeYBgqBb5T2hfAAVEQerYmQI6dr2b7vb1in/4B/flH2Xs6BEK2G//yZn128/+9RXef8SS+9vq15eyLPZaUVUaplbaTQY0QSPAZsAMHsgquonMzcmkFqUSbBwgU/3mAv/uX/fnp/CP/2h//8X/t/8IP/5Lvv1jXv6pXP9GdHuPVaHfe5EmBtibD5uJxuERS4M0jziy00anmYEYkRFxFDXzjqBIAsQBgoBgT0KVxZ0nrB0LBtBb0yHiRq0zdNN2gGqKuyBbaYESgrEBc0NXMAO6rtddUrWmDVyI2stuThD2PCEA2GmkzQQayQFV9DBCbwJoagCGCOJTWylH1h6dqQAUdJQIu1evIowDU956YI/AgD0kp0JsTEZ0AKgwBbLuPxRoFwfEoIbdQb0pNPL+5GESuDCNWRPiodiopiG5Unj5b/+x/7C4Ku361/DP//f83/xP5b/655//j/+3//3/83/4+e//Zsc6WRXdBqiAcFKIQCfxQzCKkAA2sAlAAcDgE8CNtc38fBkzdApxIrpVV6hfKzy4p/NzfzoGcDPeEL1bn4ZDIKhxrRGgjYEimPlpI4pPcapWFhk/YrM+s0CQTmlOSDToQwy2x1+GvgN/4mu4pJOzZFwqfj+ZVjsf4ZF0TyInPpK6OFLQpsM0WHfidS/LYJGedQ3TrOtN08GTYUWI/nPDo8Bj3kw/kO8lzxfbv5NZ6PI0t0vzow+9QwGpddBtm/mZrfCWijVr5k6QVxct3+t8+i8uf/Xvr7862wwZHtM9zL/8L7qXwx8afPEUfVaw1dILjtft9YDXn7MCAct2mvHIh7RHYnqY7/LHDwuUt888pfUIXWP4x7pto5z72zqcN4IrkT+83F7/9dZNWLzJ1GB9C6eH8kQ9egF3aMPdH9hBReZ2QtdgmPpyRwRna5s0HG/yfvW4Cd6ZXnwDhncboHviw6zveT5NGibYUNygJWUKjr1ijDA1bN6fgbYtey+Hd2QmuguW4MfWQcx7uL7lBFgRztCQGUOPaFuTVXfa7bNmv5aZlqX6Q12KH0msFB2DE1dHN+7jCerYSHYbnYvvXYcQ+3B2dFyBZn/OOJBEAnsp5cjbHc8ToxDA3lboWCGXLYbV0fZS7kmvgK8IP6u9H8C9f7Em+ce+g/ZweWgDnBNulfXem6cE0KfoTd9zd5UR9gkRsKu2UKr6CLuaaji5re08e6TdbuAw71Cmk3bn4ix5Awc+YLdNdABFnEcw8lBFDIDBLAQA4x7uRKGauZZr88QimBu/Sb/vsQ14eHAbuZTKcoBrLRDB914If+V6JDQSQ/QeR4EwUmIDMzQgBEaIDoZIAcHICAHQucCcABERkaKhAwCths20A3aDppIr9Gq5wfUGCvi1Wr2HHzv8zb/g1zvRAq9bevtDLy+87NJKzG+9vWNYq6zaNxBdEIagpYjXDpETOIQYVcxB0EATSYGUGP/iQ0y/wuHgvwT8u7u/Uv7bjP/h7+rv/3n54cu+rdd1bSbb/ZbqtoEZGQdLoOkMGNwchGJ0Z8PcIyK5NKxrcRQQTRTUtOybeOqmhsThHbvDuAf1PmAFc6iedwrMUDOE4CH4ZIygRMwTYgVnyg3ZGweuaNkKt/299WTlK5FD0yQlJT3gXUCY146SeFGYQMUgQqKjbxmsAw6DGZHK6BF2f9gwdx5VlboZtF6rMzISMBfhtcOQoNJoYh6dJGXvgXXzGPCggDuai3QLOEUom9FOAMo6eAjuTwS8wG3fC6NUaQiZ8WCGDuxv/y/bp//6H+dDCkf/8x++5tx/vyxy16+8COODWjX6bvBvHZ6JfqttFnuh4jJUgD9hIVaAEwD5QGLAjRGL9eMQKOLFpXvdEoZwdq2t52ZvF/gAvnyHZwt0te3DEGodK3uc75DHMOR2j3t8i0ADPhxj+QKn83pNF+8yNwo1Lt/n04ZOXKshPdk1pYNtNZvZnj+cjrndc03zQSDHT+a2ertOz6HcZzfX+fb1HkKVJuPlRMz3YmniZd8uXV5yJcEB874AWbODJ3b9vvox1pXjPMso9mOHj3M1gerqkSaVHum0r0sBvGN96C4g3H8GQt1bSB7r59ff385d/niTEF+rBd1nK1Kkd38Ib60dndVezya7zqD1lyPn0utwGnEP4OPU7tv204+XB958Gr7Cy0t9OpQ3hvSQ9vXNh0fAekt6KmutUzra/xBDKwuAj+rez8fHLbfNfGKU/NnVj3VShcNpfF/ej+1jLi8WPr7ZMrbLtO/t4TCdp9f7+3lyL/4JWxbnD4V2tytCdt16PsSn91AHbFe0UOjnWqc57O+LG51BXsdvvbvXUs4wX5HSadYNHqnfIPpWNRzL1xwedRFk6UFGpLs/TA+9v+zt4R3yvB0bDIhF2pmWhsdTXO9tOCV56/lSNDvp2ziMZSvHIyPK/PFwqIXPo/7Uz0MrC3YodIzn3mPg4VYA9et79t/Fjz+mGy73jOj8ZeqvPy/DeZKa57H/sGBQqpvZp9c7nEPUHEb0d6G6KQB5C5R+Xeof/PwcyivAyY1FbEwJuQugb4ITRgz7VQ6B22sDAPKid5dcr0v0HiTT7Ck3DQotad/ER97URxIDEq1uD/NopcGAuHvhO6HfaSLoex3TIADBhtHf9ppk6QHZIwk0DfGQkc6Cbyof6DT2GgEHwMl4xDibMuJg1pFBgBNHowDAiIwqBvCnH9RECUH3zEQqnmATDty1t922hUF0y/byTtccvr72P75HLfLHPwaRUu/0Z38Ob1/6W7T1RTkpUs6gBWs2dtCoa1dnugfP4LpmUFwdzVpXD459B+Uk7Tumx0f4twdZv3U//LP+41+7mtq++Jf1Xn4oDdCaggOBveYOnN/gMMjO3qOZQ6pAyaCbLYJKGKAZBLLi8Iju3UnyYEoAjLltATxCX8tIPkvjyFmISAyDg+48aCcMXWtAXTP3sfDduanJ4iUFbF2IUUQJPLCIGwetN5GTs7VBQGjQfGYICuw64FC1IK7KgVurmbZe5jiYe9X2IUAVWKox4Lvq+chLw1g0T5gal9ChkhHCislpviP7uxiSc1bFuop3I1i2HJBMJLcQI2Q8DDPs+e6m44bbDEKCYJpbqY530D4gGnQn7x7fmOGi8KX03/1w///+9Q/X3H98v9O9bHnhGx5gmkJyRte9SqufBR4NAC01eKRUABRgAPAAFcBa21UuFVLjsYznc5jJ/ewNAoFBJDp+Gupvjr84httsn5CWR21PML0vzgy+sXys56i57pch1O9whHC0uDHQR6334biYVYLJ3Wb9+GPpoGKgobSAx9yrG2EQ9qfwnt/A+GG6eh15zNDLND/yfhc+UPsJynTGghCeTjs5UT91l/MoZn/sEDz7uy3bKrP13WrebdtWxetdyPVybXarbbKRKIDTRwCMAgGRdnoWisZjQqo/AE2+xuZqCsLLT/8wyOX6ehu76A+va1uW3/83+Qpt9kmyHrQtL3Zw1AKNZMisNc8wnV2Hmj7DYhnmY3j2u0H42eqAx9+k3aXZTQD+8P15mXTofrjM+xCF6qihtePkQ4CeFR6UXgzT0K2pS/YJAAfWqPL5y2xT4WUa0324n6kjF7nUybDp+zDa2kqCWsM0VP8SwhQcXAd/ePR0/Krd7thkDtGuQ3zyLJWPxwEnXVo57xsLhMu0ax19EGvHC/2QXETdA/K+ukeNjkLpzE74WgBiud5UR5arKOcJS7BxCHTMSwgO7uvHjw/z2/7hKLxTciV47tLnQp1IKbVaKYT9XiXI247mIoRDBMdLv3F/zfgmmi9D/axfDtxrkEhh2166tDLykt0dfv7ymT7MQ8PTh9JkxcMbSjkcvA8P2K4JzMpuHks6uJPrb1v7MMVtI7TepUoxULKRPEPuOieo4jg2PIZmQA/UaIZBUcFUNwSPNQMDGienCqEbiwCjs4EdVCaPvInz5nHo5h0i6SGYKT4kG6ntOPlgCJFiU6D9yqT64aFjC4jcdvv6Bw6ruUZeKVREs7arLegIKXAgwAhgYoCqIoAdoRlUha3YlqGarStqkaa87bqssGy47vbTK77fwu+/8M8/03/6m/jlb9rf/APfv9av/xJ5d//0+/Tj3xv8zncTI/35hZa33CtK05ytQ49m5JC7NOsaGqKDvoJzTB2VHlT/4jH867+q/+W/t/hvEKf6/6vln37e/uUne/vj59vvc6vF947SraOAOQQTP2ANBwZFTEiUXRD0wuhdUhqzEHiuR5yc25TOVXEHKrY2MY/Ye68Ug1XpI1IzOpEBQ4eq2kGoaEVJ6EQNPfLG6GW/UfHgalE2ke5AiHS3SiH3KpqAczM8UlUXBGBg1yEoDA6A1NSgVmFyhwDHEKwXhGPVZVdHnhFA2zzIdm8AuxLBCveyh+YQGHYrjAAuXQiEA6GI2Q5lMzbdDGaEYq3lYLK2jNR2/YOQh22rx2QCQGDBdKJ0lH5JPBY4BaAWTgAPwmkHp9VEfDS6f22PzJbd6DQRl1Jrad3tU+QnwGdnTdEQNMHN8gNAALgDdIAOsIIdHcgEZ8Pqc25QgjDuv5rH4ZR6ErjXx43u4/jxbO3AjzB34/bk/AD+SxmNM4znB9ilD3fsY6lHukCAG04fTfbdeUv3Otf9jYhKqUeXDsN6EBtqXN9S8TZWmewxYiWeYM+znYbTVLkgc4H82Z43Wt7LbDG3/fTabduWCareWnOhLdfSlhmwnuY/thsgdhAdOEe30RVjPIHYEIK9Y2NncLMZrMe+7X2Qte+und/3vqYj85oSD/tgTQ26vv34T8X6122tw6FtdofcjoGJ9xM5C7uALa38tEInHZNXfw7xdrtNk96hu8Wv6wYHC2L+WIbRaWa5qGLGuTTkKGLfk9vqXkMaHt8Rz67b4lrjyzGWNH6bYoY+zM910d1cXk1b6KfDuu+zpA3c8x4qDCZDtbGCIYBVjtg1L8921yN8LF+7LfNHc/AGhDOzPw8WddTzxV12msyHmyosE/jDzw66J3kvUNGYIvPahtHsNprHYAND5w4gU1hzXbLLrX/eyfeq75COfqm7NfHv2RrCZNCKD69la5dx23wD52tCDqOGcRynzpdAD+B5aU9opwIu4mmtU60XazTH9LXxB4I5XRZJY6Xllg+SATny2Op+kOudvtx/einT53yvx88/7Bby8rZ+WabXH7ev+Xz0P7yveynj4IT5u9aSxQ+X8b21Y0SLMWQXPHtwpCQNXIeuFEjQHHdMnrmQ+K7NZ2BgGk2zDex1Z8/zYEbJtWbqCCEKOfBFILpRobRuENChI3YrE3ikQWtwwkqTy6SKM50sHoI/8J1xesThI4wPMH/b44maEwjABwFnCACe0SkKdlTr1hS7QlfcC7Ri+ybbCmWV7QZSoGXdXt2+6P2O1xd8+eJ//kw/ffZ/9zv39z/F/+6v8euX/vtXf1+W0uIQmiT58XX5munNUEzzK3MXIx+qsocgAmKeq2ugJskAGqL1FPyAzZ3g/Cx/+R38u/91+8t/5f0zXSf3uyz7++u2tu3th9ubgFbprgMiohD4jvdGYVacgm7G0ZwoEhUBA/KuQhm4EQKY0E3fjRLL7iISVpDZIXJ3CSGoFGEHt4kdtF7RL7UXCuzU9MTYQGwzDyBCQ0dgP6KvquT3RsjUgCuzH1hXjyOzAjpqdPXOyi4QM+qcEJWUuwFZD9F7QWnkG3bgCL4HTOSUAKUCW1+ZXDeZHQMjOIq7gQcQRlcRaisbWGIRwVIk+SFQvRUv8NK776AE4EgS6gF6KAZxDPV2ZQAksKK0alu8vwvkwLm77rEriMebJT8XmaXWHc8GX670eBxifCSPU8Mn9Id4qECrDz93SWrXzrcCBuCQFGAGmAAiAAHUroPzfaQLQY+ONvE8f1Y4PsSPh5P/s6AHPAx43TU5h7ofvQYETNi/G0xdctOyuhCCHHe6lUN3Vy/7b2IJBCysVsfM53Ho2D6M4ZuwOUlvuDXjw3Q/YYDoorwFfLpEq3Hare61PPa691iXfTRdXoeBytty/II/D9ANptfNGzMYGsar+StDKi/z9NRtWye/t0pbjzhsrf9sXaR/lsfPuLx0FLu54u57fO2NHY7VX6dDTOpan1q51eOL5ZbXZg1WuI4XJ68hdNrCwvGKWwDLeL3dxnhhF/U/G/gCAFZmd51r+vCwFQ6PBx3d9Ojo6u9Z4elgDNAtfKmWbAlODCUk2qgHPj41La+PJ+Dtxo9LGGDR9RDXG7TBBakbTw5kn0+ssMMtp9PxmusBtmtM1hBD8LUWOoN9sIGN/v8s/UezpmuW3vettW77mNdskzszjy3XDugGBIAU2QGKDAUlBhQMzjSgQvpkmmmgCDEkYUKJgkip2WgYAqg2aF9d7lTVMXkyt3nN42631tKg9S2uwT+u38H2b5LufMY2HHDqSuKdC2kDaVPSLJtiP53TZtrTzslo8qbbAGUvZTBKIxEInDdnnOEndvu7DUQ0hHHS5tiUDY1UA8qrvO5NI2uOsOZmr9sszfdUdnYHB7AEvsPuuOrQG7J9H7w/ybnDrfI8um2rJ8jFyReblBFdcd3D+JCYPWhON0erC+xzLURuKomxiJLysMwFaFzBwzUUAjc/mJLDgPbH6+6pS6nUq94fSu3Dt6n+y9PTZQUoslB9NeCaeXDuUlMgEtMwNy4NEvSNLCgJa7NiGwAqCoPGVlkFmoJzzQpBJsWeWZbmyW0VHRhWEUYgbUh2zVXF7piq9N2enCMHzqpWti6bHUKX0DaKlnGhvaZQ6JWtYamG4biAV9KgrRhArUKIigaRhBxUBDSytVaaNOayNWVeN6kbLBdesy0rnE/6/mw+fCs//9r9T39i/sUf+d/7PfM//avhL/7I/ckP6Rd/UKefyvbe2pXjsFdlBb9tpZITaBVrFgCWuRMQLQSAqh6YMSGobQx2NkqKZM0uwOe35vO9+0d3+F/8l3r8fngv+D/+0v3eD7e/+tfz/Ih5u+i0AwU0hKBS1/905E+sNIDgh6qGkvjBeMTsW0b1SOS3xE5wE/BIumot0NW6IFrDNakFYMRoAEV6IdgHAxLKBuoVSzm40QATuCZXoA6gWgF00fKC4g1xpGCwJuebbElYSTMA+CHAVlibklqA2sAfgmvBH3KzSEBgBHYdaS2QseYVwPYjLbUMRSo24QJEAAiBjbGhaxWQRSxZ16QSxJ5qEHIgBIZQLaJ3gVrp7Dg4bbqzpgDGjp0dMKmqab6DiqmNfWwFki1KTj1QYC4WQqlXAq7gI1xXCUPOm7M509CnBubOzjn13dBI4hnmD7D1iYNqqgUJZoADYFZ4ATAgI8AKYAysDLeA3tjrpb657RY0NyvYHQzGfzDZGNsi8dl0u5Jn6d8edJnhuBfgoS6bH3dOcYT1/GJfuQtJTzbv3TlVpzluLVsbbroJKk5uF9bpdRebbs9b9G7Nyd/4+TR1r6IeoL30I+m709S7sF1aeVm6FxvAPqb0Bs2SsdXmO/NyTOFk9G631iy1wgttWAdrNr/4J7y388sYB8fLVW/3oWDBnc+nWs75cNs9YT36/vLuxTefu5GhuKuEZteD+MD0iHVSKe25N/YlzdvNzk4vh/leaV8XwqjH+n6rH7/IBx8ffmM4nQ8H+LBrfjXO9OD9auYdd9KsOpIIsmGQO4QDr0tKABABHTg7BM5rs/qt4j1iZouD+fhQ16fqbFqwjsNoLyn1o6nvy3bvewNGwKxQe0dVSlsh7s2lUt8uYG2BzYwA+dykxC5u7mobbSjGO8s17qEz8d3XK3XS6u2Dp69J3bepv3dYI1yN7/rXiMKJ29ZgPFpOt/xm2X6xEEULdSsOacto3N7ZqlvHcA5uAMpYV7FDg1npEGE++FDMSyofB8xjRL3zVKHhAMx0bza88sPeDs+tG9u8odv3N0kWx2+tCRr6W6rX2Y1Ql4w3Qzprt5OmHT5dU+hkWz16S/Vc3TYn+wbzhwoPYIk/5PzqdMowFHfKA+wMLm4I5bH85LIe8+0/L9s/QPxNomEMqLSS7Cu+LOVVIAnWNWTHLA6VndhkFyM9tlZ6CqAFqUNgJ75KNWJ6kCKknrQQQFCfbXGGqBhg442KGmfdthp7RBWE4kuTQAgx62a4A12h7ZpGYzwI7Lta+aWE2ztZzzABDC/oDrTz4hQDIjbCoFKhbKrKWYxhZItkNBfLRTfRtPB1w1RUJmqe8nuYbPjLP4KtqDJPF0ilHIAZeb26VzeQENtsNdVCsF5y7l0Q6KJeLg25A9P6UgSi1VaFXEMXbdFCGKzNWrubgV/fwG9+RB/9tjBQP+CXt/Cv/mL76Y9sulxkklK0K7yIJRHLBi1lbETdH9f+YC8HcBMkU8mHpsmwN7Gkhp6l5NQ53JAs5sq9c1YaaO+iwTpXb502sDFeNEeFHFwotXlPTcBIw8ia+NDFOm/GdwY2UedIpZWGBqEKd5kEzehlYW9MLQ0B1HbcEqAD13TzjLVHWXOzHS2NyFNsVHrn5sImmAbVqSeoXMxDF061OQHdOVkrqAzqFxRXoCFatKi1GPBzXg9gGlZLDrXkRGCrBWC1jgtaAzmtkbgUNSKiY5TOQMOWneuZIUQINoAqgNYipApqbKcNA05bfuWlflA9rDQALM/Fuqjx0KW0nJkML9G9zuGd1q7ACooC1tmtqjGmMX+H4EsBBQhsiOQoQXy77wIHGdQ9oXyKYwF6U/GiMAQ9HNnUnvYpgfYRyqbeLu/i/hiXvDnvA76NyqPTxTe7plo7I0uAwvtjeL+k3UM3lfw4h7FvayKjvJxs1+2mqfgbt0hzX9c42jStDq3Wbl7e1cPosKVCbk+TMQTNGGjNwgdVbe1CkLS37hHaQe37n7zv3xw5pkLOTnNeIT5001fX/tjnawkhkFvc4zaOrnxxMm+4TITvT/52sD6flu32FMrSeJYpb2aw8bJtpO7uVE54nMYP/aW7u0ulcOlf3bYvwTysMj9BN6yLANqOgAQKdoMhjJNW2yO62VorxbIG118OeVjdmPM1jISpWTM6Wd4WHSgt9OD9Op+2s+Z7wQR+ndkE24UL8x3eicRKi2g8XNNmDhoTIjQCKaF2nnwiM9qKxZHxviZwTqSp88EoAwTV50n8zUPbJoZ4uqiLTcObyKmYiJsaypeChwDe+Tuy/gXSXcZfWROdfz49df0OWKrrfd+mmW+9P+3qbTXXxCje1ERbNVrW2d+O7prWu+Kfiry6CvffIHxc2ws3iziR6wfdFjZ7Wt+3/MngL3XSDNLnYbjNGkrmlZkl3h3cc/Ej0gc592srAi2rDEHYyjZ5d/Bw+vICZn66UozJzOs37tuaHtfUB8+T9Li77375V/mz+/7Pl1N/aT+UyYTxdx7MG+HnhGCi1bzK7k6h3pju0uoefYqbyM7vNiyqxrJOJuw4bQRGhT1FZ8uVlRCMQLXG1swa0KKi7YhzRUG16jumZuuplvDU0FirQkhXQ1YNDInWrpmKaPLebLk5Z4NrJ3D7u/bxp8pGDeBsoQfMAt61VC0IY0IFaALYlA2kJGU1cwGtsKz251/qdHV9qbdHuwX55Y9anWyKLWfM03rlY0NWGGgnfPApqyFZwMkiyTNBXrLTgt5h4lUwrNUMKmYvpVhLAm0DdCOf3TB+d59+9z82H3/XxDv489V+8XP786f6/v+Zt5dkZWmbLZkt9Q2MBQAD2YEoGCq427d1fm+6gmJMMLSlerRwdUwLBCumUBdkEeygNWusKqMYi0gCxaInIFDP67paqA0cZd5q8R0qO8JaBSLGNm9g3ICSKvUkeS0yjKpTgFA9r5uiAQYCzwjk1GpeJbsG6nx/kbkvbpGN0e89V7bHnbZaYoR11s7ajSUiEmERcCwrVAB1nrgIMijg1Hjc2TU3aiBdU+/NnOHgooXNydjhZS47seuBYAGynMBaTgoGIrckZoVGEhfmo3UFVBZJncTKwBaMICBDM1orCEFBylW2OOj0vL2aMUfQFfZvDny+NvbOe/YpZbzL8pKtd3TGRAoVoNR2BRgYdgDfCHQAALAL3bluKZq+tDaExekr7x6qJgtMiJ+Mx4D9RU2w684fKjNk3cK2X+sQ37yfr20YH2B7rN2h1XdXfn24jtA/biTtOePeD/M368OufymKnLqboU4QbuUlu5s7e3lp3W18adDNVYWfn9p4e8BtBn8JtsPI31zhVZ3y5HTX7j7dzfNcH2s1RkBcSgH1+cPWe3l8zPHowrks4iZqfXC2d/ln1Rxlu4AP9coGOvPc2F9S7n09ZSrc+uAEtyVDg+QY0NSGrkLJjUPM61bO4f5GF2pvMJ409dixvYJ1bxJyj7inULQfD/Nieztfu5G+ncxNgKNpUm2l3rBaK2NbHstxs+cggrwJ3Of94ife3VO+6Or3Ub5xvC+49rzLtHhoI7mWr6c6vqKUdkpXCD4qvyC8UjjPJe52hK72hmsGGb2tW2x9HZ6eno/3Q2uItreA7Zrxzk7Lwdowqdkd4nvOr3J7BxSmK47BADIXHJxNszjAkjYd34R8UjJlW2vsbjuYEofganr5YIY7XSkcmFa3l/XDDiSLO6HpFzFGZbK7Lizqj+RnSrdu5w8fOa6XXEZjJmu1roO7nrf+zajXwlifM/c7M5RU+x5e8tKFnXHxstXeDFM7WemfW41cTnZ8aDuxKQzDU6qNvWzABb3DD2WzPzaS2YgtRfLJ3X+P8uxF07S2773avT+nYQl/3tphOT+8uq9P5woesSu0JOz2C/EO4qxqW3B2adUY9oTF2Rsolx6GJKly7HxbwbjGRFrYhq4w+oDUI2zSBJwNyjmGUDMBs3qsAZwBrSYaaNSgc7ysfU+Qm20Jd/vSmrFNGpMP1SBuzxCPZEwrC5wRxegixhoQNLm10qhpSwmk4cx2mYlf4B04+lBWa5XxpYav3+G7R5+fi/FGc5m+Bo69TbU639vL04u7XqtTyjABBlEgwWZV62UhYzIi2dKyxYhdqasxtrBrAbvf2Onf+YeH3/y0Dp937yr9COAXv+Q//IPttFa8FMke7WIrUWrGU00JvQejVIOLJ01eYMCc1UZo2djOMBIH6ybWaDSTmqp/249HkiKMlQTJoiAbZahIHg0Yy2wFCtjICCR5IFuAjc+NMRCCbsGQMKcOumZqURiNKQwUMymuRIhWmRCUrQBnxc7ZRVxvmamGMC7zbK3XsjUdHZV19v0oJQXrajLaMTCSM0BO22pdL15rLg69swA1mM7DvPGIWLAJerM0EYu5tuRjD8uK3tHF4E2WpAqVOscg1BSwgHGgHVnCem93CUtc4OJLzGH1Brz1OG6SPdAq5M1VoYOSyVItSBd8dpv9QNZSm9bg/Ij4kgVLGAKkoUZZKtOdcV+bckP23dY6AARQwL9l4weA0g17XI/NLWjVmI8nMvdhmc+7BydNzWOGXz80UzoEyyltfkiwHuRmG0pP11s3VC1T7OC86HD8vL2cTjBp+9htp+1WKStSdJe8dOTbSyxybXsrH9Qpb9ZhbHWhXdu21DefkTr9MBcQdaBMupjh3fry+nZ8o/m6pq/N9UMbnEldOS7Sju190uibcNvtzXODDcmZhigt9nXZwk0zIWwGnxrcp2UruNSWX7XBpPIi5IucdLuxR9VtHCLxtK4AFp7y+e2hl81iEAfL5twYizYQarlIo3C/Y9gIq55N/Y4tCcztdhYNLPSZ1wZwlv6+ywi4JrY9i3GYlzs8TlQgPRz96flMwyC1Qcr9bSyN7jVuI9GHsFBTith20H1d9vf8xM2KGSOkae3uxmQuhr1Ly1L3/g7SU7UBTVkZd005xNv7fmow+rCxOMv5lY8LWtcQwZl0YXfH5y/i3Vtsax27RSbXuQDrxdvuEKRcHBxweX9yw21cHRABbFzQqsspY++kbLjztcqVtuoDQKE0SC85GepzZgOk6Hm6bPr6dbeQ7ikXsMNNEKQjHU+dPb3A/aFLfMPXD89/PN3+I9zWGEJ60dq5VxhRtkPvT5fVB4ro9Wj9c+o/H7bnIiOvs40om7QMbUIK59PTvfFTXXZfr48DHCcYRk8LLB/VjV/fns7T193n1v/EtJtr+eE2/K9T0zhMUEnrLUQUbcTmUjPr6GhmExyrqBpL3FrGbrCMYqJrKVtyTA7KCr01RSioIFFh8ACgjNZsXAF847UDSGDUeB+5tWYQdlbQGdNKZfJD3TY7sfYk3b1pSxmsXSzxo++4+LdmD9pYnt9Bt6OqtC2FCXiFl5WenmRb7bqJzO74GeQJ5yVcGaarwcZrNTCVBdCum9+oNoACaFC0ZnDBSFJYNTljc61WnSNGyStaZAGrnBWNcyRMoD0c0H8+uH/498ObH/hXH7efbPHf/NvyVz+pcn6sybf0bOJRJ3RWpY4CRR0RtyGGTasDt7nNlRFsrhsZxawFTR/Mpp6gatKhM7myI5QI1EBNVg3gxLFrWqB6DFxTGbxfa7PBEteOpaq13ihCNdCDmQtTcBWaSWjJqDV9pa00pmZaFC2kYDO2DkLFRmCAPGhRW7Al60YsC8HAmGrrIrYK/eiEC4agNq+TcSE1tQFY+z6mtYDa5iAgNWRA2zDr1tTv1pRt2HlZE7ve8ZaMseKgEHlhahqNTmwClQTOA9QOwqJXkdjHWopT04BXO9x1ecoYwWlgnwiYCZotulltG0JPkMT3KsUPWoqPdJmymWp1jlrBZLuDbhu9NvR11Cq7g5mbebXFdL5OY4MPIL2jc5UGcA86AUSAV4GW+bmPcQ7NL9oXenmQmzXv7waZDd0JvA56VtePsJdErQf8sG2f+eG9T5123bSV0aO2GXUo+vSIvm9n7/t3isVXYiN2LRuRLbPObwxlt3/M89toPlybWfwJsknNIk9XR91A7cXOd8U+I+FqpEzmjfsMpqcr3R7NvG3QQ96SS+ElYp/lKP1Ks9ruOqy7s982RYN429dvFztC11kR02o+vuSn4y7QtA39m2dZFpePeane1kv3o+3dm/j5PZzOsNv1T1uN3xuG6zZkTa8b1UCiVWaKWHQcPrHyTVkuRe72vbuC822yYVdmfDO0F2AHOVW/o7uMSw17f7IhduinuXW7PUt6I0Px5Vv0t3cK6l1ZfQ+X1Yc+E3XaaOCKDL5gelzR7RmGe11LzVXdeDskgFhHs1vizT3upkUq3lSocW1tPxRk2Ir1LfijgIy2m9vp3uj12NvLbGNyAqrrRfBzmldtvh8Ln0boN6Xbg574WiAd/P26QbyzWxYw3gYAe1wg2c37sCUkY7liYz6WPfhtq8HcZJnc7RA/LJP99NAVWef9eBS9nrW/N1OeOxtOa/pof/NUH1upQ7fZdqQ6Pf3Zn0306Od/HF/Pi9l/OoxPFHYQ8mC8+taKGnAmPl/l/sDPC3UWC3TtnPM6TXVo5am3+zDcXL9YOlX/aXyY6hLx1c5NB7n75C2dJwOdvZXyhPe2/5+/wR+elz8+0ffcfqWCNtTa2FgmUgjdUDeyfeHNUu9tY1XfW6pYgDorpYKlpogoFIMsCrGpKu0Qi2soBiL6Uht0qEuvniDfICUETNBFAGYUU1P2Jnib0kYJwbOlnq6TWOyurTpyT4X72ZdrvlnAvjK7WqMaSPr+mS7Z7G7ow6XNq93OHBstUB7/0mXUtGLKyKkFTznlosZUZrXtWIO3ogiICJAmrgagSTRd5RRMr7CwIjsTi4oVVWYkR6ho96Z+7zj+p/8Z7D7y31z4//Iny/Zv+TLN0y+rNWjFsQjx0Nh12CpUVMfKoEJEBMtg9kX4iDumaaGuj0JomoJKU+mC42ZppxeFAUVsTxYylx5i80qF59pidGqKOO9XnFjjSFqbItRBAQGnDbw1mtbW7fd8Wthaako1CwxUtApsJNYYVpLG2sjFZisWzWalHIexpS1mwyGnxfS9zkYjMCMFQ4UVgUiqU1AHCGogGxNYts0ogW1NXA9T4a45sWr63q91MTE2zpX6G1o2heD/ttBt4INv4B1kDVgLQLQuG6aGOWpf4ZTXXe+Fa55oD/Pi9vZe1zn7aNmr9QggFoSV1Zla1e2dbiVZTTWsql7TTILYeFa9t3hReqX5Q5Jj372k+QRQ9iKXapxeK4wgc4UIAAAJ4B7gBeCaBSxUwMTaeaodhSsIWYJWgO77qFfTvXUtNGUce3s+6ZvXw5WqnwfczlPn7cvs2YYHf/kqm7Gcv0phMG1n8mWJnYNTs2+MPKJ9xf7L6t7gdMD+52v2hlddPiGVof9muapvOM+ncujpBQWqmtBG7mqpT06Y6MNXqx3M+Ww+/R4tT949XuRzLahwKoVw38JUNr8HZbVPyq9cj9hSpslAmLeHA75fi+r4tn3Afj+k8NTt+/w1Zvf2cETz7utTd7d7mtcjhO3lCrf3l247XkwZzIp8OI7ner7vYVZsr7sQqS8zADGM6z4ptOP0PFnIsO2gi5yNi3XfWio3wedk9RB21ebHDaFfRfDgXFvZ75ZiXZ2aGev7GV+LrK60sqHTC8c396PMa17PSXVnohNK12ybVzBWDNhpPlmvrlEU5EhdMhQLhY6VrCoKKUq0fNE+LtvaOae0CLFQRxFrZOTAtLPjBMbD7qldhoIQ5bIlNNsyoYtamgVJFc2tseu4+sUgq/EkDlQ1bjmDH1o5gxtbagt9cgNbve7dzk9JOhLvW10cfb9CfXu4vShpCpW2V+FmlsP7H/7FL/7Zj4//yaelPKYZbm/2Z6HXvi2snQxgqIv52txezdaPudwcwk+flmYavV9rZ7s0iXWI86RP62hAlsLC01Hilvznh/ZdGj/5fnz3i/zqV/TTHY/XIx1/dYbDHiFv33B5CO6KOgbLAJAh7oEvxgUt3kbmBkiWsVZQwhujkzpXpXgKJTEFVumQPVgiRMWdcZtRn2RxgTRfyPVSm/fCogJZwYogUANA66DKDJ2lEgFFtc2Ihvtg6+wK4wVszo2upsTm3tlf9ZZ/VF11MwPF8pd/qOvSHw7zVcKbxvkmVqNpbbnKVBibS74KW0cFgltLdotJAhFAIJOoguG2GeNBropO9MzVOV9cHQhrA8w6jMF+dsBf/7R9/HfvSmz/5gV/9S/T6YuzFv3+gLNySJwdsSxi+gbZVV8wtdL5UA06Y6VmWd1eePHx0GRldh3OgL3xaJKIClo4ZbePDSHmVdkaZChl12D2NSqnZmIwsqwYnc2U0O0tTey8l5K3roYtVIPOgdYE/sjTpkG1NB0sZjIml01qBL+SABB4Kcn2EVbQsZrV81DttG29Ne1AuHX7WOaqA9IK4BGMk1LEoVr1TXEQrURe/lYGIOMNKBsD62yOHs9OfHVmqSjQe00ObOZ60W5n5wpoEAKODMzQzkIdQ7HOGchiOy3WjiXPDnZAc9EOA/rSjh30ME8a97ZasNzlCgJkEUkdmgZoYS7kbVebRWlgUDNspo4w9rptWY5UXoCPt8PPTymBHce2nXTn8d1VdmAeQQQUATaAjwC+Avg1Axci66mgIgMOukwpe+Djrk5bPAzLtTh3q5eM6toOheMwysu53j8c1jon6brIeXPxE5d+1Wy0ywUMhBVr+bDtBrusDd90BEbD1ladXOyW2Wd9j7KnUIDTtxw3Pg9rbQ6y7R/wuqD/iM1XtEiNvsqtoV/UtITwqtdpe3Uj15+r77cydoGdEcsxV0eoQIB+P6blfO749SPDTTStrMOLYpTTbO/YuXA5lde25WZ1yBeTXpVdXsuMeR/s8rweH+jJyRB7R0KP6/zRvfSE1wwJ7149hK7bnp4d9H2g687f83q9lP0hnlR59HQuQ+jlmHKFNyDfztt+Fy+p7CI7OWxrbgfotcxirZHi7NouO7azsd5XvBFWsduG9/f28q0+vHbCp6nZbsfrt6ifFle5sx/haslXGziT77p6vqD3EyUPNMQETGIWYFaLUSSRJC4HU6tbBvEr8q6HnEBsu2S2srrYn2sJdGRYR8xrtF0bSNuRdqehQgKvG0mIAGfBXQHscWs1gdmt2rAYSwhtneUmzguFY8/vP8iDlnrLSubM7U3ddG/R6rG/P2W2nNawHvUudDB/AT/+H//l1CT8OMur7fVbzni7U5lX08Uh5dp7+6EedjhdGnesMQzvL3To8ctvvg4cZS3jvCJm/23hVt23rHdSL9J9lcIP+vx2+OjXDynxY3q83d9984aHpxhbfjfa78J4FvW+fXNND69388L7g6mEbeNuL8tsR8tZjG3MwA5BBt8VWJ1KajY4UR9UkpdBXLNgArCAZWw7a65gIanvbWSJADbhisENghkDiaqpBqgTAIzEnTULwirQ1ezJnxtz1qLVoIgx14pYfIu6fQGJwDY0mjKwAOq6PVeUgl8Gye+nXEkDNzFa0MXWVsLWSiDbNqctTWCCF4NSBXVBGpwBblXDGPml8B5sUrDNp5h3b8bs9/3Hn5nwFmeVf/E0/82/XVqZAQ2nw+gP3esTXqRUijafyZpGiKOS1NzDQIog3JS9DrWvWNweNa0NQ2CDsOYiwVuCrvPz0gZfsvoGYHsJDQFQQQYTncvVgecG6nwnwonE2rxh76C1tXbeNau0qu20lYrGagN0QbgZA6K+lgXYBOeT0521uWXWw9BfFhmcliurB10Vd+peWg2iAbWQ62zOitGhVBGv3jg7aCq641qdhcLaqbEdlIKeTNVCZu/52rCzyIjGAjrMqTolsSbbGqvpkBuYvtbaB5grBUZGdhoCSJKWIPo2A3iFDcVXEg+VAKwqGxOlZAkX22gNjgSUGFaCapwRLeS2ooZ0bng11H3zq+d03Yrtk5OboDTEcefPpMdb1xFmAdhRsnYAWEA9KAIEgB6gEAjAyqhN+rtfq7ruOy1Z7c4PAa4fXmL0T/NcGiw6l2seu+vStAinb5cbhg8f1kUy5ZR/VGEwT+/ryWxnC2Dz2e49CfqYM12K8oXLy/ohmTUb6edA3WpgD5w3SyZi3WhnWWlP3h3Tyxd4uOH8Bcy34gjW6Cwgvnbdq8n8cg1dkKvAK3THmx6ahpa7BjfWGphGHu5vX1JGuXl79O3BRoSyYZMbSUKD4jtfv7ncPOAJDJpsFtmbXbM1P209U1nJvvZpq7ts3FPxSfjz/WAgTBru4LxtlKGdLkjW3ZfNw82yXAXqTp7naSfRbGs8II0sj9o3/QB+fzMWCKNxq/RXrBi6vkHC7nDAhoRocYbLTRgGnifrHVyh9W/GbTth6CQvC83Bg+ja3481Xmv5EMrpgvKtw7aBVVrOC+1w8mgzKw5JgXts4cimbxgmaMUNozOnVR3RxhCE8oZuhMR28MR9bEm6EeoKCFIVWwWwF4t1a9OtWtNlQA3GrMp3vK3ehNLAdm9CnxOEIlc1sNjDve+6HwSVE42hv1lmIYbc0cN+uGiHCYLVa1Ks3y68DFQLTttL/Xf/zf/t/KNvTu/P73/8y+tf/M3p/JXXl0Ubm2nlhYLBzt/2w4yhiE6038raHT5+SkcIu9kdt2+vV7PN7wo7t7sJtaO924ED+u7x9qaXj6EfvvM8fTkM9Hzjbt9a+DXit+OwwzPPfhCEEMcwvWx1214qYGvqeDvLblAB8D1YR8F4bykY2gBcRddHqACpAJhRoCnEKm2mriADmAnQoJB1UACYmtgMhozyghZBOgNWvbaukioQ08RQV+iboppF0jSVUkUSLxXWpb1P/O2pvHxTHq/b9YLPa1lVp3kAlLWDeZNTWS7rNYNyXxiDtuIt1LYRMpBimnORzI2sFW2msWipLa4yK6AoSNtmOBpYhth/fNt/9p37j/7D7va3dvId/tNfTr/3ex9+77/9xR/9/oteLjVlXivkbcrPf/w3cP5mrYAMSq1DYtuExDhg2yzXZSmdqEChrOClAvcdAjaytSfyXHApcW4low8NHMiRBEQCMgkayq1lpWhgw+bYIIgxgzO5olNbIYEh01RRFQLxJFUAIi+cFdYsUmvJZYVgTW8WBwKwVQA2bbmWMgSRUttogIB2AZR0MGAMxt6oAS4GPSISjxEKECKx31maXndh9LAjTRbaqsbqXDizdbpU7gfeCNBWJpQmrjOVKgQMBsTmLRmAeQIJvAKiSYrWOB81g3PReJQJBjJbAy9RiRyAQwCmosV/MOHCJQE0LegMeDI4qhoWBnCoLhqoTAi2FMm/OM1q8zp1YFdvGUhz7Emc9N3HN2zc3VQtcwXYWXkBWAAIwAOAwHfAPoMO1r58/Td7tYbhys2fsur+7f3hubU3D6Gwi+ccB3l5IfxQ+MMTSH0pFnSx3/itmfN3QEvVqazPjp+XvNDuw9N2KrpNZa13oUgrtsNuvgTU/n1YX4rdh1Mbu77OL3mkWyQNtVvKlDR0n7vtms0umKuRPcWeWJvc7NYarq+8aYXfxOiI26V+1m9nUNZddFJrP+yn9+fdDvGNnkrWBa7tHF6DPq2jg3JF/EjpdafvXdzR6rtlDHUpCn749Qe9ie710Z/FfXJoPZYdiFDHWg9EqLz4m3u3eOb9WL1CiSjl2cBA0IE/7IZL5W5AXepQoXtDiiHowmDVp9rt+jXb1nmXFufHRfOX2hXw6Oqnr243XGAc3roc/d7cfpvmMN6l0GEbh2IwRkfE6m/U+OG2ud1ijGRTPbK/VJdS2w7r0o7I6tiDVl/zhKEBgev2vmLBm0OMeeqs1SwWKfBs7kETdCNKCkNJfbxxKw7CO9ftFN6arhcISyok4dqb5MGp8iCx6ovq2NZ3T/P+sMBdfKP+cNNCdTX9rLJxnG2+uD0Cu24lNENf+ubZ09H5ne1uvf+NRd7u6bs//L//dPqTX74/V2nmw+np/R+/fPOLrx7f/ZJ0I8RdF5SsAS6Qo0Myc0ce3Mo5q75zyXTnRzSm+/mFTnNfRGs83vpSVqqxP4j/7sOv/9b/cp6JS/jWh4BhPiCcXevrPuz6H3gD49g75FYAntXLoietZQJ3MMLGKtlVQEEsYlOe+GZOCiUUq0a5aaF2Ze+MNECKshoyRrhW7AQ9ZQFrjKpDQGYDBlpAkwtAoQ2NKnQGGApESBWuSitiLb4AcqbVQi51znC91rVBSUzSEVTNnFg3WF4StzWJFotV1BGCiIOa9r0TrIYptS1pbp4LAEaHJiFp5gIS/FAtxGADmnA3hu9+trv9zU8//+2x3nbXdH7/15e//NOvfvHDx6dvH/F50swwrecGNluSVurF6Dy3k6gLcWlqEbhDYPBoxA4OcAMYIi5q0DoEaFmN1UtDa4xO0oIznoB80joebGIYAlKrZNTM2IwBQgbrZLs22SEUW3hwrFxt8B6tWBkzlyDatGBQhNHtECi5wB4KOgIBAHTO1o3ayMUiGKBm2UaLVDSXXj0rDFQnYXTCYG3hXJUbq6mOcSV2SSsRRHRYU6Pj1tIlUw2xJ7FWUCsgRNSE1sE8m+iAQUkAvNWVlajL0oRoIxcaUIgg5xqMpRK9EtWa1MBStgje7fDC2HuXQZWVA4berQMY4/LR4DCgm6EiTkVgIzSMagSqAgAMLIMBQbrBtfv5t9fLVJLRc0HSHLcEtjUTiMXMyZzndwFwTgTmqcEewj0AAdwZZwHOAG87uwIfjVuAm/E74bWjUvLLNkfSMvto8zuU+QuholObgIlB8zzBB30e1uviXn+oudpJeai1X8Se4Wq74k3hww3is+4M+efHJiYspV4+k2xg+2ke37RFdPdGp54h1e2WaOThAsY37QYeJN5HD/sMUEM3LimsbRcgWepuHJ/KVkErdx91ezXru4q3r5e/edx9NgwSZB2HbGtRY8e57N2tuTbjFTchY6MfyvRU0bZkMryJ3YNhAn8jBjY8djxD7AzEnu6zRfCnYt7Ew6tAHcRg17yEYRSQlsb7OEziDEUN0BGWbIehewLsZgtRa2u+NVDYtZZJG1zzRnte1kPTtyZ3Rqfy6v00IXcuwdbIuRSWUcUuZ1teyCfkGU7ZERhbNyPGZwzhID2Zg9KAeH8zfszmft3d7+Q4YhksVEkRG6UaIAktZGvMz1udME6swO1pQ1Kbnk0YZN7QRt80cG6ls6s5htHX6orRpsMOCK9JuzzM26yGcooJLEb/bbMfvx3qMg7ZTSYtyT5qOSWnYRt7Lw5x8rI8V5Njftna1w+3H4Vw62EaTUdSHV3/8P/9r/7mn//+z0/Xnajy2W45/INiPz/+4vmP9N03KCMJRGNSNgcMAMcd3va2O8B+eVmGS5ZN56cP7ldfKhj3eF3OU7xs06+u0cD4fY7f3b3+rfvT+bzyz99dpoO9fz+2cOzbb/Z1bvzKhxTdWwJ13ve9H5ctf1PVF1gI3AyVKikVUPFsHVcTncdLIG9jq8UYb0bqyQ1cGcEAMkAE4GoQJJ8VmigQS2VmqgxQpYJOievZXLXVhR4znFesYvIioGCrdhW9yVXM4qo2rKILFw8WN1ByxdYEyCbPcxNIQYE5gMbehAAeSTtgBZq2zZN5wBKVPElKFACgsBhErS2ELghhiMMWO/vm17rx826Nlfn81VcfXn7x5emby3V9x6vE+hJEWisgfOxpB4gWi4yvdgZ4i2SQZrReAfceC+DRVWOAmEGBlI2N3GBTNawBeaNgyFlTDVi0orgajOQv2TgMSwNunUaSQ/BQga1DmwAHaLMYKtSss64BNFGjii47cEzZC+EMxuSlObCGASEAFmwOHBK2FTuULTutqFy6EAx1JAZsZ8GIx9m5cfQFrTOKIxFJdDyQSaWNBRQrONJWtmataVvR2JlaVhWRLESVLak4cARIpsOSEMWiAmStwYzOZUtBTUEUo+JFIN6YXFRMbrxhDG4G69jMXLYEXWRR9A69A5XcSJ2nudRuSbnO1gx+q2YpAj2RGLTqjAUtjjbRE8Lq3Xx+vF6v38wEa00wMIPqjetAtQnwAmWZ4xArpQADqAeokP/2/jMTngHeOJ7UeNQr6F5i4Ua+iz5EVe9wm/Ua5y+/mLvG/DGZpeyKj2tOpdjCOdvD120My1eWzbsVmtqjSw9mO6itm7yQd/MV9GHetuupqWmeqZrdV4Kk+rHLk+9ZoZoBg3SKv2xLw+VjXFf1AgjK0WwfbQrY1vYtde6Vn8Uc+jidSb67K56xeRN5BrV30U4v/Z6mmx6/fwiP71g0PbhFmFKtRW2wl6MxRSmYzXv3preiD8XZDZalCjifzHa1Cm3xdDXoD7tmdhVC6vqOYhYwh5uSJfS7YjR3GF7X1NLgc7GzFHUK3ZKr5oPJKZR+kx1ibQILXBSYIMl+1/nVHNxWt4LWwJbmhQDOFSp4EfkAQ+1XF5YEUEJYdZVdsZwzyItWcSzS8ZJ82m/fZrgYmS7lwz6UfVXls1ioi9uZLoEHGBsEKB0rLX+LdzcJMWg/duoE3YH46ofR2mmTnSHfW3VG5rrkPGBtVHq4bKbuQnYui8K2XQtmH1pAfxtjS9bt6CLNqwmWPLjd6Lzxgq6/jbTLxQZ7Ld8mhwox3lQ0QL5Wl+p5e5d+8vt/+OHLL/AlTWvJS+3/8fD5f/Wbu05HlT/7wz84/eifX5Yl1Yuz8zfri0mPCfn0/q/ff/Wz6d0vX7555D96Z37y/Dx5+Xpetz0/kZnWw+0ewIQ3Nze/9T2Qtz+7/Pwn730b3OLWN2GXxWtw8Bu74wPJQ+hj7+4oeiuuhhDdtp1Z/QE+fE6ktAKiOCggTESlMXTWKrEzUVoySrWpegDnUMQCtIKAUF0gy+wcgGs7gyFU79U4IMRmUWwmtkrtUIGJp0pRaQTtkTZJgsFKLck0bk7IAmUWNKmVVrlhKyuDqukxNGOcQzJ5baCGa6kTNpuX7Kzo4++MvFnOhb2bi1ZABXbF9aG1AkP1wO5mQX18vHzxk6fHP3/+9uffTl/Ocyt9ytwsYQa7V0xgBg08t9iAI2aDeBU0sEcr1o1O1aIDcJbsiwNjTLHknFVLAGt02qO43ipib620Wqu3JB0zcm+4iN4CasMOIyJrUVTRYoVEWSzrYqI1CF00KW8YrVgkDI6uaEwzxiqRBCjVx5i5EHrDl4qjGKZWUW2ARrQf1QA671pFoMxQLefWV0R0xqSLugYGBpeNEefAXpHuYifIXaPYQGvoNHO1duWSxA6mCBiGZm0kZxxqBQawBTwhKrCva9GYeE5qxM8qaj0lVAkw1Ct2iLUKCMp0zTElJgZVsFI2ICdOWC0Z0yPggtIb3C7a6QiNlyB1IoSNGAxwbK03iFUCiAF7ZH6Q5zYRZAofch65Fms9YyYIta7gAcIr97exatxAnAEPsAcQsnvE7xu4sLWSZwZf61zzsi0qWk7rRvZ6Xl0X7WJ6YJ5x+6biTcxb/mZgXHVrdQjlvPP52+y/5e21BKsnLP5FCyvssMRUvgVVeVGpgwkLUlEbiXYpnLe7D1lgq0Vc4PI0SwrlM5IVbuuh2/vr60D97cwJn+401v1uGNYpD8PuPnyIeuOae7Td2Mmt8AvcBGLnTWcLmocfn5Y/epd97LOJP5ldFfbJ3ipVeds87lpXChAfC282bw8hGRV36BVOTONBrLFjtDY0HmNtrKRu373oHKDnuQ5jnFhDMzsZeEaNJldnF8RatgDnXW82k5PFK50tgDqpgJ3xWP3ePtTzJbXO1rzmV4Q81RZC5xFcETZTk/610yKxFe58DJg6hTKxYFKp3ebTtWgUDTHTmcZ+askco9/VXDa3VWRkkW65pm2EK4Qt0GTMakH6lgb0iwVg01OPwQDbF7w9SC2tO+xjzn5Ah6D7zmekafNHOUqlYzhcpHPivKh1Ox+oNfDtlD1cIacGO28ypaxSaEFZueNxjwtYGsbBaOqsvZas3NmRFRCGl0xw3X78//gV/+Snfo0TT56T/c/hH/7v/vGb26M57txHb5f3+Yf/9Pe//Ld/ffnw9P70BKenD+nx8Rc///rxL6fHn5Rtnr54uT7+9UZyeDk/zdPoy42vhjJ3efcfjsNH958fP3n39BUtejtCFbosW4oAd+KD23/cy42nX7fLA6cC+eigHzuC3O1eBJ+/Zf9etrl6aOwKdV63VgF8qJIKWEi0okWxQH0Fg5K5OmgMDJmXDJwYkUFgJ3YGLcmAUckNwBlQcDZoBYRqGJtVWzbQyWOS0ojmvAkSOK4iay0VmyKvzRXDJKUhRyElrVh5o0prI6x6TimjW808LRgP9Zp4/B+eGyYwIA1GC9TUg0fvaglGzYpc6vy0nN7V92fYSpUXl0NFiM2dXRRFF+M0r2zGpih1D7IymCSDcVzUgCTAWHNJ6shzAmyMRkLFpg0qIDcQsrmVAoa4SnSWCpKrrirW1aLz7Iy3MAd1pKUsaBXR8FJqhxKgBeAQjKnSHKcCHqks0qEHnZuMpkJXwVroBBg7bydHALKIsa5OVaEZZxqyMaqriX40xXgLBAA9kFhrhcgZvyEhAEiDRdWAacnorTNzkYi+deLJRVu3AgMIAYJRXFEtCNKhYFGWBlrE29DAojGMza00AmQCRyYFE0xgTdB1TQttlkS0kuukKo8RirOATAgkgNHIBrmxb8JY35HGSaekNEKiTScSRrwzBgIZYoDNudrQGKgqGXW1Wn78e7/I37w/zbVmfpnUr8oKnbiaza2CZzoXsoZTgxFgY0gAV6Qm7cplpl31tBUYqX9UdTbc+y4vJUe88gso1jyfvz5rNDQA5+X9z6bnKck3/fSSMubzBmvD8XZgR6Z29WL3Jj5u2SrwN6VXapHr1zXiiGdNrzac2UycnbN3cH7QYRE8dKF38EnHD3as3fjRgzwwGh3UrWEZegOHrTSf9iCfhmBa3dlutJvf424j62wy8Ol4dYwMsxC67lvV0tssMFOBT1+FaKQF2HrTh6txMeM6Dx687vo9Ha0MQxjdXhnlpsBqIu1gq3hjIy8b7Uy5sya1vZo2sMU8n+urvLJqrnMpLAtXqeBRGxuEBy7Pt8OgZav7N8HPa9oy1ueVWywFJgpBVV6Y4jAVjDr7ltKsfOxQVIzylvMwbS4EgNL5xCXtw3GAAUtnD9BzRMmNJ2Zb+dw0lNROV+p3XkNHN5gyrc72QzY3dguZG3DfJDPZDdc7G0ooVgvoi4dy5Oc4Oi8fTFl9rOel9FKvvryFejzMCWagpmZ9tdcz1OgCBagrMta1GAB7baipnUvA7EqxXTWVx1cYF9FXHcBNrEO3j7r52nWtlKa6fbN8WdK3f/Tf/+Ef/f4fnLO5SvrEwDbAf/Sf/73h8yNH++b+9nuf/Lb+9neefv7Lf/F//G9+/M/++5e//oMvn390+Zs/ffeTPzn94vn9c5affJt+9l5a2D2vl1p+cN8Lxv7NyDey/51bM47f+43P/ur0fr5M0tEFNOyh3vYU0djAO9Fj7972NYy7Qy+/EeIhHI1oB51kVSLHy8TR0ZSqCqARBbIs5UriERYwaACQPBJ5Kwj0t+56g4DKQARmVaiAS9sAEbBKwugEm2hzHiABieqitkoBhcqslS9NNNW8mVRr2mZXGBEMNiZ1bhWURgTQUbBE86ZpraecpNZFMYrdNoY6kMFtdt7AWkBJ1sJgqsfoPaIRhCK4PK75WqbHpVYFaUbmshq/T7ABmmLQZnSeambbHQexnjQaAdx7p4YMGt8BJDwoVyZniFsV33BAP8Dqa0AAKE0AAOMQ9m4wCj2VNquzZvUGkkFmz+JoyIp+1VwNkQMgAWUKrlEpiOIpVwDrTLM2QOWm6Le2AnqRxmCgMidcnZCuqakaqCDEWTF2kAGksCJAswgbF7HYBKuyLoBjBIlhJ1QBYvACYNUAiGQwhqYNrZeqgAkbVkNhf7CAFRGs9eSUivrOzCJ9NayIAaq0o5Mq1jEJaSIOATdpXpe85qGQMgeiasBnptGQj701BZ1RsLE3RtS5QHjGRt4UUnaKe1hHNVnLNZmGW7e6DcvJIACJWiCpLIStKSiqWK5L/fmP/oTU3YKsrhlXXtYSWk2h3u7NzEyRbrHy6hZXrxgtujcAd0j3xjDrVKea8ti5d3W9hVDBPc/b1wKylFQdgnm65Lu7o96My6DFWL0bdjtYu1q7nRRksgHgq4ltT+tFXKDTVyUcbVsAYpvfQwGLb2hLC0fvWVsHvLcWgK3buVCOLow6z3XAYGyb+t7StTTYvXEX3kJUSUCGugd/4257idU2oxKor5p069hrdSpPJUQjMMPe2OsGKloKuaKd2bsqR++O1txCViND2fZ3eFgW04wiDuSHuhxMBeIbLR8NR9Jg7UDuyWn0cMzpIJFHBIWwGSPeCU+xo9ZwK+ONz64LIFMRbaZoebL2YVk/NMU4//jLzflIHQk74KrVdJsWVYQQsoRUkhu4O3Dvd1eeFcBBrp4AMRV1qKfJ293BD7OLcO+W5GE3srHJbZbaOp3DULLOsGM9XbthXe2c7QYhka5Gt5V0ySJG0cqMx4h0dTeHFlLoAW+a9ydzs+U60S1FyzDcHriAvpJhc9rYUnAtBiVqTLcREZpLqj6UxaxkYymDvgQfO32xLqCXx2TE0ovxgYYnF4YQP/k7f1fb0WFv6y7Z++crtcf65//DT375//mL3Qs+P28g9ZHh4f/w3cNnnx91/bW7h+/dfPa9/W/8zsev0mdvT+X9n/5ff/jn/+2Pln/3J9/8xV/o4xfyZz+K778sP/0qm5M+LvOXq38GnvObO1eoud/83H/yvc9+++/98ht3+ulLGfe8urrVvEJn2O0BUcPh0Du+xmFntunoD5+/dr8e9BPLvTO9Q89PE/kgLw27HiDYVgVRQJgi8Bh1D4xgOgPG08o5RlMJDTrjSZFshErsjQEpJ4keC2gcLYWBcgeFCloGQADvqZAhp1UbTFoi6ATqSBjAi8sAXhWlcwiolrVpU6ZJ8bRxadtKYB00ZSx6VWDmJrM2uHt9W7eGliBpIzcDTrUujPOmT7VN1bFyqlAMC4gYhGAHw1lwD6jIhp3mCgoWSsrEnoSs6+3FhAheMW/ofaAC3uwIgZErFqsZasEhY3PGWIcWLcKWscBGzIm76CVX6YXBlLFKw2ZQnED1lmhpVYypSLjDXKANYLCtARVbUYpqF1ydI6pgPDcxEHq3KRlHzVUjzhkkJBsstWgbiaB1Kp1RLezYr7ZiE4UKFYD7qtdU/bJutQDWpBkQlpLBggKqot9LQTsOxpKjjZGwTTJZ45xdUCxb9ZQqsNXmtI9qDEYrlwX2ksC7ZsgGqOIGqyzWG9gILDYs0msrTrHaCmuuIgy4N5arZoskc6IHNEnQBEgfeaddv4lxaKLPl+xfoKzWm0kBSURFgzHahAhNVePMzfkX7Yunkybw5N5UMLf2szdOdtGpf+5r1wUDNXZ7vsVOimi6oDYAtfszsyFjMSpg3JoHsGC2fM1AIxTw/uiVB3nlu22Z18dp+5CgZN/8tRtvI7Ex/czXVuBOD7dwnW0NfAn5+CaWDxUuWW8P3Wvyrspged/n0bHh/vV+a610kSIsM9704QxAhw73a+FusEVfR19oO8M49Bv3DJDXyrPO6bSdiuBACzeYECDVqlmgioK0Bt4Gi1VvRtMFil3UvvN06ZE0FhUwzn1EeDSjpngM+8+PiZvnts1p36MdgIKDJMtBZpNoZwLbkpQP3SprJ8VaL9waoN+DctOKbGl9kbuWczfcEIGjcdH92hYTHsDaxe9u7NzoYNuGZNLc7DabrSVWW7KUpSBYtpCwnD9EtYih1M5DkaLBIgsebr2HpssQCa7O9w1KqiQRGRvRwyGvitVOy5o6Oi0YkrAbqdZGVmUhlGFvra2byZ08XuAyuvNTmVBykStb3UM1AJ3OLODM9jTvPbpVVStw9XWZDCtBS7WVNYuH3PV2ze5IUQqaHHBcSwUYEm0G3P0IReAm5Ezt3uZaZLTND+oGPcFWlpf5+Uc//3f/7mf/7M/mb84/ffmadQWA7r/a/6P/+Hv9Tfvk9Xff7P/+vfsNz/bj3c0/+d/+w4f/zW+V1/rur7744r/7Ev788vQH37jan//9/O7d+/Fn+Vs7bX3ugpUdHD6h+LtDONL33+yev4SnX/3JNbKX7arXs+bF0hjxIn5/N4Y9vEgImtdXY/96XCO66ukW+8Pu5WPPpjM7+2EKiJDQUoKNBYk4RECUDU1S2xtAG6Q2q7000yNmzpUtK3MGUa3QiDsPS6FodUvK84LYrHEoxXaAY2jNGm9LNaaCeOAZcIxWQz0g+QOqNj+2JgtyvfLCkIDOkNu0CZXGRMBTYvVtdcwtbaYBQQv49M2vvEOTAILloIDt1HSSspJ6k5uH3qpiG9BkSdZIhyCGfIcLAwoswNUTGdMA2K6QEHJqAIMUhOKxM1Z8jzCIS5AUIDgANkNnqMwWHWOzYK1JjnpTmrYmTinPs+yi2RAcgQSHPjJl70gFnMaAwJuBDIXdMHMjQUMNdKcO8uIbuI6tsHOJxRoqXHUkLWhCMcUhaUEqqapDCc5XZm8cJKDdwQClgNRcA7DNGyZ2NhjaGllEJbQBUaEbbUUWVNNUKpDI5aKZU+0sYZUOgkKCelBqpgEQlkbOQIQMikSpgt3DC4g6EFRQB1EzGFRVcoSSxRiwYEJvtFlxi/O5kCVYuJLRDssku5wfC0bS7SMD/8GefsdsrwbXV6wOkGo1judcLAATQTK4aNs6zNxK5xbW+et/8xOSxxldkTZBNqvLKJ4aHsJDCdJUja9qdwtTHJqDozBAEF0swSJ0VVcB/wZ0DybBeoSwvxmNvTF2VTuY5p5Ndre0LHnnYVO8zB9uCFZODEv97KbjQl9kWHx3L6NRX93LCmXY4K0fT6lMqj3yxntTDsyd9mtqKtg98TQeutftyuGoOLHnfNBSjHBd8Z3ZlO3p/dqTTvdDf7BcgbHK51wVKyySB7YNPu8bsBQwoHmwGvpjBH/rnfN9F90rn5/IApQ0O+Pa1LQMrgsrDbiF6Wzczq8+4sdjAQJ1LiJ1bnezI+7MAdFTdzs0soOOW2+IstkDeFCyipKDLZ2Lfnv00CdzDc4YzEEXNDDn2iM4rfPsoMwnsydhu4vfum4NBngqBMlcNZerqMMEYbgm3AtGfipXD1GLLLAKTzIXEpNEsYcsYCsgZwYXsNYPJ+Ngc3OMQRLYy4dFJi3T9cR5XieMLJhepGRrSn9xN2Pdn2ZzjBEQwIQ8r/vILbIjQmhZYNydT4CwfcieqmyyJ0dcrOtdox0kA8e+QYdHB23opuo2KaHTuW24Avi81Ljr5enZdqG7ak97O096M3o15h7s45fv//Sf/tuf/NMfL1/97Gk6eWgN4eZ/3//uf/33uYO/98mrYTik8rSmHz3O/97Zbw43+k/+F29+5z/7ZP+D/Soffv7zL6/T/OXPPjz/6ud9aJOvxwV3t958tz8aO90f+bHfvfmd0xN//dWPp2I+HYbrhmiLC8PtQKvzt9FdeKPcDgfRXQwoL2h9r9d73+geP/G30Zc9QUM2Zdlay6oIJktuYkWaVltrRoBkgLBuJoBX70EJvDcIGwB0hhEBjJJZre0CC1u7AWyNpCXXlLEl1nMDLLqwKXO1DIjUCebGWn3irS65KJyvrNrWupEWW1YWyDKVWptJBKl4Cma+GgQVdgGBvYdaayTcWvGmMcDGKsZKLnAEC7VYi3ClZhpW5a73WKERgEFm6TtNDb0xyGgyO+shEXYI5NpaSRHRKIoXSWDNXIvVAbXVggEqJ5HQUV2NmOrEIVXIDQGBqFiEsOPcxHXNopfAUtkBVCOROGkVAxAYjVXSbQdQDaj14OasIxJao4r2SHXqO6dCkdDkihEAPZpWFjSykXpWI0oCnZWc0RifFzYwEEJgXzQHwaCEmqjYAMrGHT1X9KTUnCvNOicsIEArIFZyHTqsFbFVBXUQErOrpKliBEIDCUC45koYt62RSi1NxIom2cQYBgJ2iWx0BjaE0uoFbNy0eYDRM4hFJG4ycWd1dubgtDiI/+QNfHYbfvOOvm/KbVw8V0bysCm5In9LxbhSgOzQZCQibaNehi/+/S/kVFVxgdPiVAXdwKcF/FbWVlyQBI7gMu+Ft4TNAyjZfBVV301QO1gA5LWHZ2CN/kvKaVkirNLdSKgY9OFo0gVvv9ufnXOsGv23U+bs3JK6U3EKYIjaAt+yBLKsY5du4bBrcj5oZ40G1CrPwXiH25Y7Y4tvH97Ym4KNHBzhGdoh6iUrOlMP1rPerL6R9t8/1t69SgaowyPm7tV+sQJGcQ8mo4axiNl3+hpEdM+YWqOTrS9qeqOIm9XwsR0u6XAMC4B5DVqXNrE8tKvTHlJZtoNr5ZIisAp4Ynzj0yx0MEUqjlBpjUqrQGwwxw7mxGkTHalR32OnuiTaKcw5B5yETdUQUXuywgy8uAE1qcipWIv1heNUcqlpGmDVY7qNhndOFgkWy/0bt7rZD+NxX1HJ9x0pkceuXV+u4SrB12iLFktiDeesag5aXjIk7XKry/Uah/YUrK125+byIUir+dGGMi0fqiz7dM1mopoer42YrzX3IT6yuGJmd7OCR8ZJ/BDbOfYEGMZ+Z2xGg6W0VYzioLZJtWLvBnPff9Rou4l0mpms4ABa7GhOOdHxTmraOliNAG+/qsZ8ZN1TMj/9f/27xx9+e/ry8vyYu2IJ4PBfd7/7H/y9Xeh/59deV/1eLcG575+uncnmzOPtXd/84Xt/f/c7f/ft3/3oYeglvntK78+x+vRSsLvd3ZqP+9hBufTgjH396x/RT+sX//5H57VZa17ES3TY+p2lM2ME90RSZs1RBW4lGhv7/WhnM8Z92D42w32XH6K/v60/2MlulxQ00ybVABrLVRqpSSWBcgHWsgJWhia5amqKwCAOjIqTAAhNLgCYRAVCzV5ESrXBNGFAhK4J6wwVkGuEIrlBzpxUAODMAAVWqDNjA07NipYkYqkWZBP9UjMIC2hei+8ZiiFSbq3mAhmowotT3VrBtJErlRWI0ougUEAt7QiRjRmNw2zUG1NQClswNUO392zQERRVUysFcNKAGK2wK2tNRWqp4BpXgSAACNb2JA6ENNDWoEMjWEQQG0cxyAYrWDAKkdDiys1KU2tAkrEEefHcI7CqIQd9Y4OGLZjNAjOYESmpqkIllKu1PhdUBYdrIcISUHiDnjpG9ETNKFUjYJWxw+g4JehUrg06FobshVgRI0YXlUF7SHPrmCcwKI2DhSkBoTKWLlsCpeoKuADVdB2SkHYA1Ss5i2K11mZLW1CROeWBRQQcEpRCYBiRFSo3B36rtdTmSmsEO+FaMGbAwThItRlU0EGU/Ih4qmr+Z7R+9Ik7jDBi/M5Bvzv2D44NsCVcNItTIFJQsNpYwLIacA6nX/IvPvyCismQDULkGocNC7iOEmp1TvwYVS4m3ogrd8d4c+iOMdLQk9lbY8EA0A0AFugBQKp3YBELMEoxBZ2x6GI5ePPY9oDN92NrB7LBIO7t+SrpAsHTlWh71WQJgOC+Ft7Zs/pucfUYjuqE7G2BpZnxwS+hecAHNdeoicCtcoxRELp7hajmJXGXwKb9vfcnMHMqbiNdAfxI1+ch3HsE0g4OMsI8dGZyOkc6xKXCPppL17We6C2tCAeppTTdh+eTu/FdSzENA97b8Ai4t3kP/iN/7fq915lIj7SdW3u3lF0pjgE8oJWaPvjBg+RiBgEmp91e5zN54q0mNLc75zaNt9R4qKFzs8Cmp44M+KwdlFH2ne26QKaFm0ndGqHfdwt4FJ+CP/RCdz0RvqUT9npvpSzcD6TbZpxl0CKwuxm5x7I1MCZDcdCgySJwD3Q+IjU8ZQHjj9G6e1g/QFv51rqaNgt+tnof9lqu0FnF3KLsj5cVttemVLMNkE8w+zxZWrHDKOfnVfdb8k1tuxbt9mKJyOwHlVrBWhNYWtc91Prq1vQJ+4ebG7Yxyq1VBr1h71B9SS33ow/0Qq7XqeycTfVn/+Yn11/+Sq7XKtC03f19/N0f/FqN4289AMy9lsd5fpmuP7suv5q2cz+Gl43Owl+tt7tbe/g7n/5HHz98+vl3YNqeT+029vQ01w/yNOtyE+7f9hFfXX94+rM/+P8uf/Hu5cdnNrUL0scmoy5beb3PWuodS7glZweAc49hzqmekpZpS9UbeBLo9sbdYec66Cq92p1ttuKr6lqDbbioOB9KRsgiMzI6CKCI0imrOONLIGeFqoix4sRmU60rRV0VGHqDm7D1BtNam9HcbTXXlUrOWNqWhMpcJlGT6uSkxqhaN+ky1qclkoxrConiiZsEt6JiaxSwZIOtMZelGUuExiT0A1IOdtychxyQovcuuqAkzaB1z2uOOykfE7wl6mFTMWhEQDzjWhwqKAQHzVJXuw3QY2/RGAzRggFrSVqFIeCSq0MlYILqCGotvtPmxDmEBhTsihR8Jk9olBEAga2xxmop3DA22mgYSC5GibBuGbMXBWzoiDgGZzH55qCxxQAGIlskyGqkrI45YlvLhRysnLVh4LbLgGYxgBClQEsNIq7ZHaOsAH3sRBDZoHgsxhNiRt9BRgrBbGjlCtpZrdJIj6HLoKoA9v8/AjOyqq5qwVBOCG1byZlmABCqQeTqwBrMCOhw8d5BqaIGgAFMRHJaLJJCgmA6nCy0qiqh47b1pIoF0+y42wP8F5/TfdQewsM+3fpw15X7Q3gzZuxr72iuFgoBkhEGbKAJUVXq0x//dVs24+1ucNYQarAFmM1AVDswLWrazpaGnFvf38EdtfmmDo5wNnFeW0AooD8D2MAYIFf8kEzQIXYxtuA7U1ODl+qUJEo2/W5w9hi1szogmGjvQB9YRSSVu7V+iFuJ5tQrWpt9LvceAa5nG/cwG/CONvA3Kv1HcT3xYYL+UhkkTdnGri01HkA+9q6O3Zv74q2/h+GuN0tUAWNta3w3pVMv474uuxoIPZRtIIGpXsv+TUwddB37QYYUYI/60S1GXLcaf02nvoQ3bDrsF4a3dgANdsTdznopDx91EFxm//qAnx0POWKJsAKkrZr9sG1JwEa5XOoOGzTRwW9JOpBd5oqEA/AjhCIhb2SmKx27b+dJi+ltzteQ1vXaVtV0fRmDiQCL7eNx16Y6jodLQyhW0V5/xii6sQ17zotACOqJ1II2eynZp0rVAI2Df20k3oQ96rmF2ysAhiFoqcDTVE+pjS1EszKR3SVTdDbvt7PSYbmumqOAL2Xw7piLxxqes+9mpmgGclTVVzNgq86mkIx1AZZzSdp4btWrIzOnvJhjf922BX+OpAbSV4333CYzGQM55tHAKoV2HSTt4/CRlxVubxEh3rVtWy4FFDxANfDmP/msPYw3Xsfx4fbVjXOf+Pi2698QdSvJh+nydLkuDayZv5wqfr3qMH4yuN/9/t3fGe226Ed3AQ+x53JzgW/+tfzk//yvf///9G9++WePHy6l2nn+IN3ZjLev9n7Yf/zd88s+2gGHO+JRuCX0z7CIaO6iIeNuoAY43nDugj16+cFt+P5NZgnNbaY2BRt5bRgMM3L4zJqHV+iYEGAjqQXJeDCtQEimJqSmyuzRsLXmWiGjFssKRQOhZGTXgxnQVFchO7YQWyUYIkw+WINbQyyYL9u5YNq2VLBRWktiEiE0wgWcJlOMxgRqSZVaZwYKhfmXBeZ5vZINImsQZipVWVSUM4tQbonvbk1drfsgdGJdwUfQUlI0MfTYkzXqLKU+BuW6l1BtE/Z9rJWpefEgDqMxK5hxjAt68NjEQBOTKWzWNWX20SN01BttgtgoqWBr4BAAi2wAIlyvoHFNG5udABeFYFIrBhkscPUgnDJ7tclHcFhq9RkKOROwMhj0vDHZYWRQFxxAKWCrx4QOtIJogwpWm+uwzgtFZ5shj4rOqK7ZV0NkLNPZaktFxCizUaPARjzIec29c4oojcDrrOCqgoAhaYLOtwSmh1JITTBuT2QNABGCJRVPw9IWhGAUwaiiASlCLlj06J0oG2vMlgSIWu/MhKBAFEQRfzu03Vu0Rxv3DY83u0O57frvh3aL0Jc68DZ4gkhGSDhSC4WPyHFZ4S//6qltbeXwdqM3h5vfPPQJnJ/p5f12P7vkIIA9rss7dHCep/nDHVL2gKhvnTYHzRgEfmOts1wB0BNEvHLBqKW3Nbdw6+hh3BG42h3lTNkQUUJszjuJy2bwWs/UHXfw7Qe6P7dc2uvbQFw/jV1tpTuifc0ifSQDHMKdl83BrMNvuGnH08OQOlM/HdYd2Z5SGTvE4cGgUBeqxbDm5j/bwzC07LX6q/r9s1nIZvEyqLWuz6v3Xf+p0QIhA1NDhMuWo6H2+AKDg8+HftMO2Tw3bxpTw8d18WIPCnUV34c2w76aPQtivEoZi/GOAxqKbQPY+UAePqzjbX8C44IA8r0bLp5ab3GLVILzIApa0axxl799iqb/KpWvTx1LhkajtfMWPSFLwbzXtW0X88bO0zLYZnlDi+mjuM0MBbatmoHoVncJm48++O3tGNPOmghDTEvTfd8tbel21m+mQxo0edE7M+XKpI7oZVvNoPN8otKslTVlhbmkzDCTq3Nb63rNZlIHo245Ysk6paU02cSp9g3MqJFNvFxWrgycO1MmSAajooHz49drCpz9bnR+eMu5eOhUizE3ALVso3XGMRI+bsuHRQycN+Qh1pJSB0bANYDP/8v727/38bjz97fSdd9btmO5zgsDrW2aIz6X80WhQv5m0pm7wsvWdF7tMHzygzeH78QH333x9apf8U//cvqT/+5v/vov/v2f/OiLa5xgS/Xpyb0UXb66+Kc7eXx9P2jO/j7VoffO190O+psFQi14GkbBOHV1Xjvmth1edXvi2+j6vIaDv+9n74W9GJaFe88p+6BA5wzTswIQlNZWnxlbhazOZrCZIGtUx5XRuGzVF8dGjJEmsOXJKB/L0w2ffucw/d1fV8/JMC4DCEyr9JBn2wnRkmvpbRFoGz06cpsVC9XYRbjFnTVOO7IePyBQlesudMU2WawJn3YQXBg9bmKMDRE1AIFDKugNBnZjL2n1zlVFgQbGUGgGOj/UesmLKQbQCYLf8iLGLVSbaKu5tB21GlRFoHIV7YOmlG1LujVkrbV1AzZvKCObog37Ldc+eMXibVewINjKDM00L86C2gFrUSRBBY2DxUUcGQB0G3DApmQcZKoGKrJ2vWQDPeaK4qViUgOA8wZGEWvDYC3KhhhNbRxaa4CN0HiuTTBqE805NaUgAmD7WWXnDXnTgfo+pgos4mtR7o2pin3QKTghBG7CNIRQe2oiSABcMsm4s1qhAxQLVUxzYDxuDNxFarKwjJ42QgSrDbhiBNqgUUFlBJcbV2MKK0AqaBky+JCsM/K/+sjuRoAi2sV+TNj3/W3rQvf9I3562IXI68rAVGyiERucI261XdKPP6w/+aPb7L7fh+PN8IPBHPdjAPh54w9Te6fnWwca27pzP/Bo0EaS52yY1SIRM6FYYgDY/vbSL8piakSrHWfjDgzqbdCAalsPYlT2I9/CdVpupNUpRZxHj7CL1PI8+5tXQcxwh+blhQXoFMPexYrQgkNgttg5WN8veAQzOoeqD91Dj3s0h36oWyv7HexwRj9r2PZqrcmEXYTtutiRnJ/mov5oZ3fZk+F5HqhbK5oHF1yvM2SLy+CHcQc7FwZECByCcTvT4IUju67tvFbw3q1v93v06Ul8jjKvqmFegZYd9uuFNmwItblWK+h4LMN0HfqKd7Y9XwanTTEqrybF5vkKCvm8NV1Rt1yvKlZOIT5c6rcD9ge5rIAa2rKyyjUzfCtk9481g7XTsyXOq+3PFhZ+6RCgaxslKoqNLZfzrY5BlcsNaN2xFN1Om+z7dVm+NoFKVTPSq5usgBhcqpWMPuxztONd73DoXu1yF1R02LmcR7jvnNm3DTvfF+OIHcmpeTm0icKcAKQuu3FZ0+btdavrt8vMJhHktXatorMdqWuW0zBwBjOgTRiNWXUYoSM3jthmjGMXLgy29YvnYvblEBMcDSrEcWN6AS6Q3nxCn/7ud958vu/Qvn29f5dCWj88Klftvzn9uD5/+aNffsBvntqp8KXxj16WXzqty1zNOpX3X6XPTfj8t/p64T/9+hffPD694JKS3Qes7ydHqMbyN1cfd4OhF7/nWs1eexi8zOTnA+lq1oBbDuC4JfPixsC7WQ4RfN76nvqQC4Wjyk3Xv0JpzWrPvUtM3diWoHkD3SoDsBgbfI6GkeBI2flSASrRhup8sFyGFpSyqWTVhHp6HR57+GEOf3rTffg00j/4iKEDxc21thpWs5FVThu3LKUsyBGLa4druuwkn2S+FAM2pa1IC9Ik+/tgUnBdqps3EgbsWbvO2MKLDE60VusDY8aq1igybr1XYzpTlbtMgIZVTQpCjDP9/1j6s17t1iyxEprN063mbXbzNeeLc+JERPatybSdLso2KgkMWFClEqhAUHAN4oo7xBW/ACQuEP8CqYRAJeMCF1BucFEup7PPiIz2NF+z9367tdbTzTm5SK7HbxhjwC76xYpUABAQN3ivZjvHMuhIuKXk3QBk6BMmLOYwjuoiGAmF4HxWSr33QQN6HkpFT7U0oFhqjbJ3svY+inbS1MW52ot4J07Ugtusxx0ZYEBrEwSx0EU3gM5kGLpZ9gn6BcNQcAP1qQqwG1tbti4OaeudGbU4iowdKQR0rpF2uw8umWIhYHBdomKDLSGe7VZuaoSoSsQM1AMhZAEk3JqNRSwrQphUmqoCE2DpLUxxQG0rGMDmPVTtTX22mjE65KdVa5wmv240MxdunhAxoYEHJ8gNhY3BK+DIVHOIwIiOglH5LfVv3kCKHVSImoSYQPzg9rEfKL2OV6fDPAAYBYuw9UB+reBWef7nP7Zb23u4H+Bx1nFMQ+xE/gdJIODHr/vz9cqjfYag0YA1o+yo5ItC5GdvM4RXaUSAoYdx2m+ddhqesRzGYZ9THMurMJastmX7Nm+7Dh+UPuTd5J/HMCU5A3jBt6NNDxK327Janer7IwxvwTp66OeD2bUPV4G7wR/ptqP7A4FneEN1Gu7bumiAg1sVJo+8VV3ReeiFDtZPDRDHNetuGHKDHN3xIViXMB/elxDvcQW0GbagMGfbVX3Z3sXbp47sm3PGo+CI3l/Jw/5V2uSCCcI9g4OHnG8iYfD9ch6cbdfL5Fy/bvlnbp6GzD4dsStG3jt30CFYilgc7eYlawK3NnO34nwt56XkNcacoVgAJ1e55OOyyZv22EkzeFpqyW609bQOzecjRHyJdSDY/F4bUrtmL3gc5pUplkQ19uDVrPM0PmOGdtjBuubUCQL1ben1+tPmR1tb0g6rfCq+34BYB6V9GxbYJWQsiJsI3e/dOWnTTYdlzOumpwBtOz2xIfDawhf1Vi5wFNqlOA2Dq0t6vaes6BT20HvB4NtuWGre6rISd2OfrDp+saXecC2WI9w0ddDyqcqe9aXSq5EcLkN2hIuSQ1ZVTa5rgQDAAL/zP/2D9CufhW1MFmf/TvVwqSWYhM0B1PNPLnB6/3XX67cfn/71z8KH0/aX3+SnUq+3P//wsvXt/Ynfnul3fv/V9z4fdvczrUhL7eQOr6b32/Xp2jPG7fljnu+xmCC80TvmyHGgvqtissnHmpKlc+Ljm+OKZBDA17gLfn/bbs/2KNeluIf12RMCrFisgHltF4BzkSIGAAzmTViiqihAEbSKLlbuigSidcmhSmk6c4AkPw7uX7T8fz/qX7zjr3aw/MXLNm/88DZDhebaCEWIAFaRymyQVKGKt61u+xDWnqPsgoVa5gFHZxBcGvqt6j55l3gGY8mwhNCqKrEDLhQCg8EQIhAyaNEW19ZEFEPzG3Qsmfq1RqGuGomLBecdGBAGHFEiaICt2UiQuwTEIpVFGxgUh7U7baodADCsjQiCXMVcD7mvoA48QAfWzubZpGBMY7oBMIMh1SkRsrikbF6VxEo3pC4Ikax66SzdrQFqht5JgPuqkEgv1GcKZhChZYkUg2GmEOKIABybNMUgCoheGAzSWV2GyZKhsDkC0AFms5LqGIYqzQEjAqigAyNwIByG5BHNpgApzRJCN8FNEHUE1g5VIwZuQKF1NQjW+8CBaBNQ1J5aVo0Ml2ps1kARWosjgonp3OEmEEpgFPWJQHJTJPmIGP7huz59j4kBHw1GoKH2NzQlcG8oHbYIu1893u4HBiJTdBRFpoGoPF9Of/V+VRjTlBAY9qC1SojO/XSxMWEb6Xre2rmfTlKki/AYqQPPexLd5hSWUEpZdsP4/QM3K9PBLZRf7z6LJHakC/oz1ru9E8Z+P06r6OTsS67XMJ3Pknm3m5dhOz2xfWh1iv6zYcZ8qG4Tqo9e0jQ9WTlyIHSX4rJKvrrHCT6b47J/kLLt3iTAJvQo0huMB77vNXUfp3YplKDX5eoJPrFLvj2AR1XYcXB8N3iodw2phfv9hWALsg39GD7KY7j0foonA3I8KfaWhkNYF/n8O3dobOaYrIgeo3Xy/J1DrnzwfsubO/TXD3241OOuN1F05mDhWq7erarbHKRqH9Jt0+m4t32k1YUYvY+999GNvfY1+g6Ul0nPvpFusdg5Vd1ennm4ny4gY2832KlIw9kunWOLjh2s2yZHgdu+0HbdWw+M/prdGA9oYiOmh80qb6FMM+KBKGrc7RcgF8pYNnEIDOJeQWxD3nGUvtNAiZsqvfZ+TMcBhpX7qLoCDXOHcmY1138xxM7z5us6Qr40yLB97DJyqM6WLpTSeRtvppSmgv5GaTK+WvRx6gSJeOuiO7fcmuZlJl3K+ujL+aYKvnlrValWHKY6QAbae7dP/g/+5uvv/+bh1+6C7fsE7Renq7O/nO9/95q3D6f/+Kt/efr4L/6Sf0q7v+QP31b/0v7NH7549DXA12d48uUX7y9/fvv4r9f8K9+d/p1f/vLX3w3f+ZXH3ePoXj0KOkhh3Oq4leH5fi+XLDczO/enJOva8tZOPXkFeXMAiu1V4m9zCwQZ1dQticzG4XEuNdhYb22Ku0nfDeP9Tg1kAQFBN2GnpmSmvRM1zACBqWhAYQRhpK6iquwxEwwRLvfy/zH9fyb56et5efu9FwSbp4+HSZyU73xRhrCB9erUc2msII5cZxRkiv225/kqZ05g2gzEc+wSkUODUgGdu4nEBAUBvRHdGN0UfUDjCVWIoFgAgtqZ9k6VYLKoUJ1MHgGC85EEMARGhEkADZEVSKOoE6VS+Q6AEiuoSgRA6hG5a0bT7tjFmSmTRXYAogNC6T35iFmdN5pAg4cBKwSDpefGwGIk0mFT6SgKBGntgBW8YIHkHecMHpCsM/LWcOdIKlgz3MO66c7ZrSGgEw8eDR0NhM2MejeU6mBgax5IxDECUFUdCDbWyBwCts05sQzkjHuDmLAIEGkndogwMRBzKdZ8l5JSwuiblcmsDxgIs0EzcdZ6sWTQjRghG4FarpXVA7LrGE1BcYrUATAhKIT2cl7JZf2wbo50ge6CimwozZmdmg7/rQle/5ofWjEA28wUoCB3lKTMGHbj3UMfJv82CgAp5N5vTM9lewqnb/7q6eWXOSGwGyPrFvoYVV+a/NIQYeAd2OlWTwa0g53YzrNqvPMcRAqF0Y3hIrXQjPV5rSwasj0eUoM1e5hsU4ehZc52mFKg2mY43Ff3pGGQU4b71D9+Y2SUXW+vKCWattqit1vxMR4+CCzrctBD8QAMzp2sBJe2DaWEfl8/wuyQ+xCH5K6u7t66vjn9YsaBQx7iBOL36eDRu4d2y+BwNmVwrAAFoHl4YSiPdVlea/RZoM2cQFe+w+BbkGNnXTnNO3e62fzgP1yVJj9XBQP/eLxe3b7h9QX3s69Nx0bQh5c2yDjcnv3OAnQQGqrIeJN1LVNVgDKsq0tteVn7pxNdhWFdLLdvcf14ZVH+dlmoh/ligthxCDP/yl2Ah/1rusYUhlLnRKtgSsBX9iFeVdlzOo6zXqPct2qvkjskzp3RtfWjeCZaylLup5xT++yO/UHG+S7OsKQRre5gF447p2nvrB7vRsMc0Y0knLzzTSEvstqG4zxiujAlZYRwz2kBinFaUwhLtHBZFCPkSv77u9jclrokWryQhT7WRq3Nwzj27QopAffeiXaboMosmSfnmh9vJQULl4aGcLrlEfbid0bjghjh3nu/v9vNPfjf+z46t/gYFnlGhYHfL+ut/n9r8Anu/uwf/+GP/ujbP/lPf/qH//ifPf3Lr36xbvS66W3blbb6U3s+3ZjGq51rWXyMb+n3/huf/86vvvnyl1//4Htpfvfwenp7/J03+it3v/y6+59PcduWyxRYPjRSUfI+3S6tbaerQm0izUxe0A9HT3fICzyX2+Ul80FxxA59G7rtbX5H42e/vFFXCItJY1ehoMVAViE6hpaRepWNQBUAYgo4sJYheavp8Edn94+e6ikM9Q34cAqvseXuJ7n2En5btrLVsvQuPpeT7+XqX3oLjHVPN/Wu0S8sGpYhRO+NgDo58LaRcwNFgMG6XMxXnGmK4tXEKfaABIwJGB0jOEyDI4gpqt1qSS5WWx1yZAYEb2Dig3RD3QGh9+y6eaaGNJjcgFuTQM1EY8BGBBDd3DgGQDRx6RAMVdCpmeOYpGZssm/P3bbGiTIL+4YQPTbJ6hw0ssAOGLB3sRoQOog4TPksa0mD1CbdIoBHptwH53ybkS+MLtQ6e69ADIjijIUFcSzt2hE8UVBFVgUbiNFptDjQIhpcsgEbcHTSgQhBqio0aG4mKRUSAjvl6gKDdTMTGoZWyq1mBLw5HjYpal4NVlPggCDojFwR5yNsWYjZBbOgENU4QFKr1jhAARisUnocqAY9plSV/ZBahbZB0doUxtcAf+e7bnpz3ZKzg9CMGqQnIW9kECK61gnDTO0NGRCBmvlZiouuf/oLdNfrk4YhBEQ6hmQDwf38KuG545BpA3+4i+u1YeeXeUzYg88Wp03hYHH99BLHSMP+FsjxBACtRSi6d/7tOH/41KZr2dX9UsvpZSHd4Sls1a+mywtOQ/x4TYd32a1k5s3GMm7ZZG7Me+/t2u6FQOaM8AgUtXOep7HvCPcBXG03m3a9DEKeMxvNM4WH4UhYm3lvjwqL3zuwc91Nocfouva6owDZ3yXaC4/JYeC4Jt1foNE4xqBlc7LqTShqn56t6p2z54iPr7QvcrCIi/adbpjw5yuMw8eyMl1qhYH1wmT14m/PqFlCfVqctAIjtcDP4I+LlSc3Le7FO5/ucAPe312PcGVNnyQH8+/C5qW8Hb2nK8J13qyC5mzXWxsWKTS0awv7rrUNmWuRRryXbeQUl4jtpNFP6ZbC6O4uWfq4z7139wq7tb6Pg60fQoBYtwYdEdb8tQzHlaZxcTBVC2/6MO9dNhpn3sgS3TvT3lFX2vujpwRbacvDlFosvEtP3CnYx1tNzc6uYfWs4NydW8upDz6PSsMAO8H4JrKO3iMstxcgvasXgZrCuLUlUEEvUbeTg5iXmHCLOO14k0AMK5+DteJgF92FauSjZCwj+LOZ8XxZqvrv3U+B/8b3Dr9/1L/5Br6zbvTTn91++PXLp2+eoVs7n/nbU/zYrmP7dHBvTiMorh+2H9UzNvjwp5/yax/+9g/Cl+nXfvMIX+w//83Phh/Ew6tXD7/mnt/s40+/+VLksDt0qa8PDx1325W+MjXa+TA+ra75mWH2EdS/jtPxzHEXxpuPAr44gsdmDYq69k052HrYjTfoUZqGYuQ6tGttVFcljqlra+ZNTFJwvXVDtVG46ze1/Sdfr/QGb3e7+gmuQcl27iA3GTvX/MV+97t/uwTx0S/m55ssvcxKz6Z0g3hZXySlYycJkRCdC4OZoAE5LtQcUOEKhuoHRQSLA9SCvsYVF9LYqfeamwusGZyvptzDkM5LTQZqqLfGERDYS3ExGZGiRemmhLkWa7FgGHirBQwDOFuKeadQutrOKVTz0DObOPMEgACOOnLyCCP5tG8QZSEXGEoMiOb3FLEhmGPqNRBgAO9AyE+HBADiAwZsq6PgjIAdKCC53Kz1IhYxQoddV4KuVcCFtWSDCLAApKbYBK8AZE4xqKm4VF3uEKKXKk4ckyB5b4KGSYDFeu8dKEbqhqBRNWsjIUIGjdZCIL3mjLHpBZUBNJANvpNqNySALsFVqRgAOpsoiBksINLIuBpGESExQweto46s2YEjlVp4BCDzlnQS/Iev6PWvF4rjFCoy4V44cfSGEZ03C+Ae3TRv8/Hu8GiwEVCjvoIscjmffvhDv7SHeQSoMdFCylbbqUAnjM4S+Q1ofBMibQEeLnXz41y9oQZMS5O0G5ta3l7cBsXxnkIe4LP7fVFfcnl7Fx3uxz1UN4c77EmHEZu5gTweMIs238Iab8fczKwvg3/AoWbTbto6FJkggv98F+9SDenxVx/bGKbH+bI2V0Fpa7f9qzkj4jwYtOT92QJCQsFqN5jf8aqU7qHVQVr2YyC7dQrTdtvSNbrc3AgZorY6+5E7bCY4XtcwWV9ufl6TS/PaaG7UNuQVcusdCM4weFs/a+F6SwmmebZI614PwZx3ksJpMV9To6tDLpdrlS394vxxXWRcnvX2qrZ1PdHQiNvumQ70eGWYmZ5e3OR2Gowp9I7jN2G7t0+EtWN0DtzYDzHSWvsU3XDZjRj5/ITs6KWNHwPsGGh1Po0XW9I8mpj3CDtTr54AN6O7VqVU7cUcgdJDGPosHacAS3CXG5itOe6iV92Rb7igj7uRSBMxJn9qJUVutxy8B4PoxXW3QzTmiaFPQnYVvA17s/Z1HbZsy4XqdCc2x9EdCqj3oaBbHQEx1XbcTbmnSbnEYepj2x+09oMygne04cjcXTad+nZd60PkU10WPNPvDu4Hx4EzzuRI1m3d+fz+p381XP/iZX3y5/Po+PP7yUd+/3W+3vpyLrerO9ftw0++/cr05SYfYA2Vzl7O93patVzT3e8fX3buLs7lftz/W18sf8Nd/bBu7RfDto5a3TUkq8ttiK2nPNbmY0H3Eu8dosS7Fr2TcPqkZfTbLcXxIWxT13G42QH2qUm93Gw7n3rnhzicHVulXrqqc8IKTrtsFwzsqDXnqDYlIPTgjdo+/Ecftv52o3nqpeFn8dCg4mplyCOeLwVi5ed6ZF2Rhpir4DsPJ4Fd9bW1SxzP22U72asRQS0g2gLei2YIGgC8dmjs0bMRtpFYarnb4RVWhL1ZKUtyM9eGAhHyGQWIe4PooWngSH4k3x0FAHQNFQBAoSEEggJ0YK2Td1UHJtegIpIHAlPm5NuyWgy9CnoBkNIqAHgGAUMzHcbeQyYn3Xe3iGODigar8uA6YfNkvQMOpA2MG/RcgByz1hLB9S49ENTSE4MhOEPyzgoBVLxpD8JqhrV49r2taFF7R4uOUAU7YEJUItl0cDFAFXQMpuAE0BAAwLq5rokY1KA1IDC7lTYYV3LsrAPEhVYVteCDLMUGtM2h9EIKQaxHBK2KJXLw0LsbnFkwi8hpdki6XWSc6OJr6M623jN5yItABBUgJl4ugoFL1OFXQvw7vy3uLjgUjYCCeAIspS2JsfTugIG69RDjTv1EEIm1iWTyIF9vX/9oMw+2bZG5XbpvPdfgayaDsUMt8DBx3M57wOGp3WZ0ZTt3d0AMid4cphzteDze7QZMw6vgdYQv/XCF7ufYjAoAHGPv/fUh3lucq7h3A683VHoc9+HoPUPm4sx1pTWafH1pbTe4VNSGefAAGH0wuX7IpHZ6v8AEGezusDtHuMouHPv5tuMdlBbdJNT2DkD4cJiJdzEsBLYt6qpDAl6f+0fiey/Vx2Of1gpg1AdjTa7xM2OfwPc8DH0zN0xFutrXp8QGiH0Dz5aas0yaYtWHQw3XiRIGcCTGvBD5sU5Q1R9AF1t/PUtTLWfCLdmrcNDALxbFP5cSO4J5/ShP+vXzt++jLBI2d3heP7bh/BwQd6PkoeDL5jvG4FgNesf3a5W9pHIBeYSyON29GhfQ3RjixSqmGly56JHibZUw+VuAV00oJhu0j9Y36CY1eKvFoCYo5yjz3lurb2I7jttmYcjnhntQt6Ej0MvJgjsA16y6nx7EPO3uzVqt2kvAIfTod8jio5cJ4wAAbXMFU+ie4jQOwcxI5EW2FEPYm0oluA2M1RN2SLFetIXWZUBsEkPcet9u+YjjYX/nwzQkqjjPbjyX1L6pd1P8rb/7O/mYnexbI0veHuf/4ud//LP84R+9/8nL8uMf/tnloIXJ378bh/mKL9tslAYrPz/dHRNu5xggglc2B2N3Kfvw4//yh784e/f2rrzGw2fYZ5jS3e5Xpi/+1mP73c/pcOD4bivHl9b/5MmeL/2Jw3bmSmlwSUJIgXMjcuFxjNd5GKnTQGkM1wnkkU5jlzvfv+Cb25zVWy4H1ZK3LgTUIXbh1hvAQTcmP0EXQ9McyFdHZp8K/nxZ8bN7N47tdnGnvrAPZDw772g1tOOvrr//eQGIxfLGQ7JnY9e2nyzPuTWQzp6/O0vIPkYGgonMdTTLSpJ8h+RGzpVK5aBrFqJZpR793nEGwBDO+eYit8SleIdUKqmvFTFF01Y4AEViBkzoOlRofeAmUgki2s35oVkPYD6yx8k8emDn2TtpGJIsNCEScEOeOYkxVqSBUF0QMdfFqnml7syhdCcoZlBIKnG2jpHtRm5SBRIA7g0IzQ/VzNgDqOCgFhEUjBArdK5orkfaNW5EVsE7pyMyUkc/Mi5kYQZl57tBBWWm0toKHqB7MBADRtf6RNhhQwqZgakrBaeEfCDIVhP1Dt0RXFp2i2kQwyGhSWG/CbloABWTgRRFRt60VCTnVnPQCNSDtprBhrG+nNtdcxsURAmxVwgpEhhEJMmYzKRBioD/g18Nd7/v3EFl7HZEHRFekb0dwn2xeYr7gig60Bg9JTcoQqdqyaC2Stc/K7I9zaewG2HKeR+sjuwbuLeeCQX53hABPO1yXZ8Tvq3A4/D5Z8MtwmHnP122ZGDHad7z4wxp8FNIEMcmYX65FaPw+TTmDOa3xu89arf4C6dDPOxkGeQtklAc+qteW4RhXHndDan2W6tB/OXWx0e2bumDN2sHuQ0Q/Goz8qZ1TnrEamRxrsIx7O3QWtGlQ3Lb8/U9RNSPeR0QrEPMqqG6Ad4wPZ0wsTv3MmKCtbmz1qVJ4525/uTIxC54SCArszQc3PNTZuuNQWIXV6HfttqD+zYfWsCqtqIs0Bc6JM0fYw++SKkwNvxxzeZxHJr1EooO+65o8KFO9tBOt/pi18Xaeea3r8zt/fQ455gPEWS2vSO8i5H1cWbY3BXENlHZPQwCN1/L42P8CWrqcOuwB2kKMKsjO0D1d9Sljr301u6Bt+T447VfeJ4SDrw/vIrOH9KOtD/DdBDODXE3vpeocERQo2C4aWePixlAyAs0lOhCcO7qRmZcldwYollm9mxaotwTbqIupky1DAQFBSD1NtqgPXx8sXtKgPtYoqtRYFSeJtYUQql1jsCu0bWgGJhWBCS+9sbXc5GKTcbdUNCGqX/42ZUn6dP+9SH9/MOTq1zivuJ0l2Ccvv9udzf7w+3P8vp84wLPP+tQXbx7+LRcLl9fRz9+Z34wsg7QA8Jd+ubpY980f5AndAW2jzPHN31rOj8S3ofPH8dP4/C7v/XZbX6D68fbcrrJ9m6/FPYHWGzvd6SLdlftuqXdYRiINjjswMt4D9E/b+BouERHw5g99xq72vmGnKizjHEg1rI1WbuI27pQMQtbXj0vVZKLa8PgaI7/p08lvvUvkbJpGjocKbh9n+6pVwmOKudVHn7zd0+JSpPI/rnyjy7tP7+0DOOlQe/9l+KQkGS3BpMQiqqwoqs09KobDOSXBhMka02FkvMt49ipBE1i2HVMYW0CTbwDrxiTDBvManl1zEaSDKWIkFIbeHAj1jrFIXQS4gGodhg8qGuYrOI6ijfPvoNQXTZ2ZUVtnEE6OiFHbsCxWvcZW20qDgOSGBZr6gagkmifGJIG52WMzfE9+6zGHsB48MzBq09tDrGhgYHjDY3JQAsgTL3XUoLKpXdnxYJ26aRbbRbZFYBptqsSU5HgHTONCMJhYGQjAUOHUttq7twkpqFTdQSBGqIqo3fltQefVuQhcFdKASQwNoSaVdHvmAEq9lqBrKGCJ6yEJsDNAJKAUxBUyjx5cJv4IdkGmhQaoBizCYBJUegGU7saM3f7dw/jd3+nkSFWAwqQAdkhoN9W6Yn71toQwBwhHhoGps86OKJ+tVzD5faz//zP81rSHER8n3ADCouKh3jjGnmMrZEF7yHVhMMrhWeQwcNtUejh5Vr3s7eYpssy2v1xfhwmSN2FaDtP9p3diWuY9gABAABJREFUQ+BjhvpmxEd2Q3mgAcy2t+UATta4y/1D11eBt/xhsjF/l+B+HDZoVF30svfzDtsmqbenz+145YddoDsZXg8r6TGQypAeH7qkXankuTr/FFkU8bzptJvvBaodDtjcNI1Q+21afTDarKfQadEQ+nm1kkpn6bXBZFDbZ8GiylzrtgbAYjJBqTR6kMYdfWVzGnaPk5RSksed+Dsj36tp2m81F3+QbIoBh14qeAS7ODNH1EPkU7GW2X+vbVWs1XK7RK7xrrnz4m27lt6rzFJhsCxE1tfW0lXC7u7y6FLpwy6dNnQ07O7nckqfmUvjtB9CB8LQPQTD2zW24VbEU4joPG+h0JXg3qepy7KMbijSo9YqSwh8gIpUnUQteqDmjcYwZDdwm3xCdo/OYgzDxHsLnAyahohuDTECnhexSQjxbGVb9Jvrsh+sSx0MJwf7wYxLMdvkBbQ87OFTIy5fXQGczxA8Uys4ANrd7ggw1xKy82rYWbnBVnjwdrpaQs+OahHonKu9nG60c/dvgpRmZ5+p3Y9hvnv98dTW7U/LupSvvvr4r/7ielkuN1vbJ88tLrfdPbYUvMrt5+eX3I5Cvtbrc75zU3mbqNtU6+QP8253cvHN22la4bGWyT/+zpfvBv/WbvDxdh6JAIMuEGT1BI9sBfjdgJbqr751AzkOJaWGsPrhJGDjWEriafTbI1fBPhqt3LjWzVZ111vvCNVCae4qQg5uWmEDCdpHXpfePTku/9kK37ZF74bR5tIW3d1fguM7MpasWi/y0i5ev5X7Bf3nN2/vN16xj5U/n/z96IZ7u5/o4GUb3bH7jO0aPAwmIXRtJ/aV+q3Uh3GqwXGlRAoi7NqqBKJVxAVsnoeBumk3V31TTBS1jBFSRY69bGXT4P0KLWRRKABjl7p4U7Ai6Ia4ZGJNqzpw6TrfW8Meid2QRgcxIUSIHAdYw4A1b9TJh8UXbYzQUZC8M+cCFzWdFTfzrKOR+nNHk611VDB04KxLx15xtfHWuiCKc518pVwEyQcpmWJK7tpaCr4AOhvYE+A4A5q3OLGe+VVtSohUS2rUiEZANu3mkTzj1hFIwYXoZUlCKrnWyE5BFMFt1pYeki3dAaN2jCigkKX2AbTAOiiCd2lt0LFbM3DWLTccSevGpiYIVWBbpENguhkHwE4BB6pANjopAAkXFBq8T9J/Jwz/9m9W/2vguOHIyJs4dKhEAJycW1UCh2LA0BQa4LroGUAIypTMlj863z587dL9IQmABoHEEY0i4RLmo4NPFf2YXlqPCDaidZwgbgVfBV8qNqRt83YxD5x6d4stNzFo1ag42Pdh9+5gYxhPWjmpkXmFfRyr5SkWzqcP21H8p9rowKDw9tvq68YHEEi2XefN8g3N1sUHem7bo/5EvWybZaFQi2OgjgLBby84+ia2GGyHBbknN1zEZKpmeqUD8Xol5+6XqPXc91dTYhykPukdNj25OSDF6H9802qXBL1ZRpB6bUIyLvgCYy9X9jzCEhsDXq+nl5QYtX68+bFeS+sYt9MzVXe5wdmyRjpfCgR/5YnrApUE+DlxUpHdcL1aTSh+2BoVH8pmZcK2KOVKZOqpBB5BX0b1d9EeyQjw1uHhNWodk18Vzjft8SY2s/Obje4YZ0vBE4e3U8ktzPO1YYwjhGGzOiW47nTFXTrkVu7GUJj58GgACt5AyEuMWTdtreWkr/cd0o0LgG4RsmXBplx7YgaXqkuvukdvOz+gzR7mAx3QQUhhuWnO3CFGjB+FU406+EiPGHkRmCbj3d7QgOMjSaYt0lrKGVoHl1PEnq+i9ejoA0prl/cnQ4SOapXrhkUWwKG8P+1+6wued3x0LxP/wB0/P/537sMjtBG+zf1H/emfnW/Xy5YFyumqsF7haav9ZKl37/DffPzkBArDDWDwcKKt//GnOoMxnH/0lH9xO8R5fvMOdjCkw8SGEF9OZcEgfv8CPPgdxbDzoe322tKXx0fAu/vh/ttzidzXbaBqsOMYXoehQpr3iS4merOvH6ZbT1sCNCgofZUlQVcStkzCJKsLyHMlBw6qoEcXE/9wcf/Jz79eX0t8E9UtPgSKLS1yu9X1Cnp/L4NvfjpvBu5G/9XfWnVrCP2E0+wRo7l2hLgnKlX3Ba6f3c1G8QqWE3Sbh3BADQF2QJ8k73uzZN05I5Ucpmg9Q59MClEvVo3MeihETMEUI+Q+EaAIThh3sKodBhB0FLnCGoAm6RQTRcDcOQCQeS+gOl6eFBqt3YMyWOdq0AR1036QJvuYWu9GSbyUzbpHgN7AART0xn4xSgYdwQnqzjEQSGMDYbHWCQ3QGeTGjghLNFKnJBiTGF+9j4yL+IPHIhZoqtIgsx9RowcFWEk8nCAEJiUfkDsRXLuYgqetV20tBmXmRLgKT46AIAJ1ad571IbFkqN+U+97RjCwDf56QMxeeY0wiQeCltk1WCEy9m6edq4u/a/TPMmwekSg4HIj2ElrGgkBV0iqtyJMuDFEhHYqMI7Tv/89O/4d4CLAiKHqFGkq7Q5kQNxvOnveiTlvo8BI5qXN3icDIPbf2iLnf/6j20X2Ip8Eo7PVebNeAFyGOykfFntIbjXbHafNKvjB71hX55FmdLu7cYQ6D62E3q37Y7JXxpDG8eh02fHuVl9u18baN5LP33ptMG3iOpgb8yVTnHavdhVw6kPfgj8M8sYpmAUfQPnhiFtjiva1RjRHUT5oexjlOGxmXDlv63QXs2buGmm5FGEogbZXoNGJHBrUm18ysJ1OJcxWLqfh3Og+3lT43PS6rc4E+7hT+/NmL5cTaiylNl5b3yg1mjWTfpP6Ua7xuL9KzuAbXkTnkcbzp7I1Nyt+vRxqOZ8uwPC+32bdoqaF1SVyFxl4uUSs4daz4cv5JVnrJ9oqbKVct7YPU8n+6nbfVpjm2aETVo1c2xbG3c1Yg4QBvaYdrc8rlH6j5wPe5tQchfCqVnQunyyMSrAmP/rbVcbR0e3zuzQNhZnfPDpVnq/du81fxnm3LbdDTIEZ3C6OCfngDHx/pMOReX9Y59pSFFIeSfNVh0a1D80PsvHA1kZd11CPQDfbgqu39txh7VTIAKZNNddWPkme5bLu8OiDWDswDQMdYDKF1+H1MOqG4Y3NWZLBrvTEpSvAOA8a9Plqr3wshPtJP8HK7daTxXCtDNBq/fj13fcijfk5puO4/vDTpz28WPu8vP/m9FdPT//FN09/ftkMwn5c3+nut8f+BuJvDPob0Dz85OV2MW1gverjPK6Fg7Ty2iTTWu2jrFfY6qV9ePr54T7ZbivtEqT1wR39ft7F4xQh1Pu73TDcvZEAo9sEPVRVGHW+dXe3nwruRtov4EV3in5dLfZ0ffuK0S6hbEjVlNhr4khDx2oqw8754Xg/+F7AGZ0/2Ncn+ea0fHi+/ZOP+QR5d3eviaAKbqE3Ek/L5RkD3J4XCsU8dzg1jgM+AIgHV/aB2AfI941nVTQYZzoXm5eXYhYBu8uktCCAn3tw0jgWO1Egsc6UG3WC64YwIFFC3ykk9g6dC8aOlAzUwaggOmAbwLpkvAc4X3jUbo0jDbX03hgbDIbNM62AAmQ49NYABmQCcwIFekIMAajDUJqphkW7b6ErhjrtSGPjCOCLijAFFXVm1YibmSRAyAJMvh1GbKysZXS9GfjIseXEvlvxzSFI79h7ZFxdd9iLsjdpuWLpPVhfTSATocQeBWLSogyl1Y6IoDNHswycgBVQqhPgk/bBSsuAAZVkDNx7B0FNYiO7SdsNPUoBZLXOGpgbwlShGLsuRpgDD1CKQ6QCKxjVjsVi78miInjQ4tNmRslglWTmwMBPxsuIXl0GgzHQv6f8xd9B7wAVjZqIZ62oAdfGYGLRKRICoIIxeOQw7bgaK7CDBttPvvqXf/mj++hgLbuh9obHOZayvUoByMz0lesZ0tS2m83JebqtGqc1VutQkPZsH9FdinlnGUIK5CjswtIB78eH93U5hKg83Ip4zO9/2IchvZwkjlUb7FwUd1tK8omKLaZ2vVkD2JM0zX5ovGZ8NfprX+5KnA634RqOQ/x0859PQHEzGCdXSoXq/UC1Hmf023JN45zdRapRxY7gB4SzoevluYZxt7mCl8xDz+Kd42On56XOKtsXooufey8DUl8krK83e46Zs3L4tKw8jU/XoMPKuSrJTma9TPGwMS+lUFzKdtSpxP7ajZdh4+vq1ylNcR17EB9YdfPs2rnx4ydZE8Ed5mXZ7dxd1XouNktu/rDoRtU9juvt5XCfaml9L8gjnsU7z5PlKd4gHZdwHVK2ygBu8TkUOh4kv2B6O28vL/Hu/vD+dm5vhrC1FnbEJZRwDnGOd+rRv7zfdneQiSa6tLClflfGm5e7HtyYe8XnW58S9D4gFQfsB95tyrvwmGveGzXGVsOO3MnKPbQNMPK4bOc7F38h66EagIFsEUJxOK9n2H3HOVm37ThNJ7tEdCs/UcWd70Uvs4xby4eBepuC0lO/8dolTUuzffQL+ClMp9ofLX8L8fO5XeT4+EWC6U5E96l+c7fjy+WSt8v553Y57/4V/NFPfvY6EI5y/HL6tb/9vSb42XfT9jwf3fqH335a/9HPD5+0dy0Ky219QJBzl58sy2HxJbjv77utn8r+79zNfve9fPtZmkaDxyNOP90+IWu2FGmTFaY4UFgfO0SQm6Z9qE91mYm6Yoxa+jVVrK7rU4eQKcXHFc53+Onn+b7gA5CVfq+wTIDFF+n5Moxy+uaaKsSuV0y4aJsdvVf5U9/mx8fIfvmrFks7v8nH9wx74F/dz21bk9vQH13/cMn36dS/+0TJ39blztMp396GCQ+o1ZJI63Q34LYBkM8GCcbVd1OOsvnOYdJr5dhrV6YmGWmCQiEEC0/F7iCqSvnr2yA0J9DRuHUZfCTY6olkcFHyajsvt+JoLGCMBNYbcVxVjt3dBpNMwyYNQ+Te2QW17OjO3GpENXpau2NFrObIEADIUVVFSNAzCSqZhwJDwz6YnMU5NlG2ZLYV2K29sFEGWzclitg1o1NRM+e4mxFQN9HNolNF7B5M0O089NwaaOQgUAMkgR7MlCOU5jw7VhPHsJDNpSzoGBUmxG4TwK2xZzFMCE2AQdnCDXvoIp1D8wth9GDkjcxah8nrhfGO8NI7IAWwCj5hAQvAIuj2ga7mMZsE9UyWKvrZ1gJEFarLDDFnCrPAgj0RrD9ohz/492X+TbC124TaCHw3F512DBGdcEDJnTpHX+vNQVXKZZOBqoGSXeNX/+efDk1atvGYsdJuRLn1OfplVoSCTpXdDNbHYYQWK2Fk0PYuedv52nsnnCEN1kLgeTDpjTZZHWrA24F2QOLQ3cvgOTkUkJfc5rfQ/BCq63tK45SCz9blwuL9Kw6DQ4bZGPzOCwawtrDZblAA/4FS9NeN6Wzl5QL9VsvCYDDRms3566bX/cFu8lRLgxCJqFHs21AdhOZ3gYtSrICjuRvcGrqGi8COoCjXa/Szkz3pJgg+2PxJtQ+kMCw32z2Gon66In+4xKEluNV62V/Z3556QP9UBmunpdr1bJfV/eiaXjpzLS/5zjC3BU5k/jby+Ba2/GA7bPVbeB0MHHUwe+Pn6bv+3f7lLTPM2607d8jdWlxdodQudrBGpzVfqvQjrs/pOtrNw8VhaMMiLZbTE+u+w7kM864+m+zjA37aFjPEGwlKdrN0df3hdDaKD9c+DXo4SzR6/d4A61yUCZdM2xXQcS1DAKgrLMmjcp0GuOYPAzaJJsDOt5L7HQ88HCNMrPGY4kZhxpTdTrPt9nv0+1llgV25LtceOtNp0yhuE8PsiN1T8QhDCEcXoVY3DL2Z2rZV7m6TQypoNm4fPRAx5YqvoRTT8FQuy3L0HgOIS+8mX4fjcvrj68cP7ef2Jz/9y9PPPv3k4/nxB++Gv/kq7ObpO3MJ4/QF17fHP/iNL/7+/+q//sX/7Nfd971zsEN4MvggILfiLmKp6pbH4/3nD/X9ZcXnv/r8zRum7zFwsbgLFJEmsI407F2Gmho5P16qB4RLn9AfKI3O72+bZ5xfhgHzcEGm+T6Oh3wUcpheH0so5+6U+atNtlM+lfrjW/lxuf2XL+2JPztBbe517ZQS5c9t3Y8yLFD79TtBXhk94gDWfsm7z498ai/gwQZhvzpXtr5yvPvyruNnx4A1ps/GhKyuihu5o2cqVQ1IiSwFzVhGNke9a0POa5GBDTs5qKYwUwfHCWB1dQ8m1JE4MvTeW81dEMAwxVBlKw14Z7UqBBdgzS5E4pubDImcB2/YhxCfhxYQeAclBsNuzEEEBkxRFjEn3XRD7512KHWQbqUDNBAewIEqYdJpjAbGBG1ArQARDRSMrW/Ndju8BuGKFkmZGPuqDQdUL2lnLSOTOhSeUkjKhhqMwMyrVlFw2Atb0+BSU6iAjfGvcURdKlYTwVDx4jCR6wBYjckKogsGG2kwDAMxgFdUakTkQR2ickczI2AyDtFDNdsJnKsCMSECRYxNmgNSM0vobjV4ko7mGjT2PvvbdR0MQIE2DySF/ODk2oE7PI80/I9/Gx5/K4QsCA5RzNSQHRTyjKFBIogdB0c7hGMKB+ffQR1dOEjbd3B0/sf/4hdf/8KWlpzSFUPoueP9gN3ZfTNiR1cTAqiQOhAaACeNY2434jsDHnm8aKPbBUK91XO2IHTxEEfyYuOtXnaKE/lnWkD9Wx8e7G7f4BwC9/qG4afLuGrroYGxl6m7KyHvPUQ7Gl1PWkuXEnajh5/LWk3C1v9infct+xY/O1Y/zhbWBSQjNFk/ijp/empdTWtNUjfUqW3ZPoD1QvWZePDXpQy9YWY4AF7XGhivTwZ7it0uT1ctbFG79tZxVN8/qsENZgffUtq4rlWm+6ojuOCfOdf1Ok72Aesbzk+wn63OQ5aL3qd6D4bKUz6tdVqs5Zucnawv6xjnDS6ujO/uztcKReuTCWCHG6zbWAPvI3lxcOaW8BwuTS4Wxwu4+T6O++CGYuOBH2DY+XkOTQ7m457eTD7HE5am9aWn1KiQlCEmSIFcuVm/x6YzVLlEWJGed0CVt6lVY9u7sISm3d3eG27JV13oPmTV25uDG4o+OBmv57Dnw4uIX9wIVfoQB0Jxas2CEcsVwKCSwyHyprbmLKYnYwfWyO58ATeF0X/Mht2TI5FhD2HCeQT3xt3H6NbbAZUt7hI+mNPLi+GmitN6We+2NiV/EdiN+Ec//rj96EO3YeAck6X9MEx0fXr/i//oF3/4H//w43lL73aHvz+//jv7+f4e9vzwMNLDDsc9p6jj/ZcDfP/Xv//3/of/1vAf/A15Mx72cdrFE+O3Hy4yz9KY/VYfdvNh98lOsz2SW8i/dWFUYqGte3uY56zD0Vc3SZfpcBd88Mw6pzjEXQX87NAz6Fs7XLi+vn/YjV4gJr/vu8/g3XjG6bT2H36s3xr/RaWvMnvPulp8PdfvFvfFJ//2fv7O8E+J/nH3/6+/O4Xfexd/72H60MkM5zF+bzhO40RdDpW79j2StG5yGhfGKwxj+vXvvfTtoYCKS+iiQboB1qzmKRA0YQfaMCkBsiuAPLbs1UA6VajWOSI65GRwaXmnoXglBulqDEDNvXoLw193z1pmGKGaU++9p9b9MN6xV6YIAoHAxMfkcR1oHoaTRctGHTyO4Bw29cK10c65jOi8Q6dMBCNupshADcR6d0jUTHrYtI7kASF0ZDToCOpU6wZj03VV13mzVjtwVjM3ANbGDNYX4tRqFTbWqiQIkQKCGcTqDQQUXUA0cmsuCbth1xaRFHAsDUERMQJK50mtQw+lo6IYg0EAryPgGVCxC8C2Go9xk/VKVlungJ0KN6gKruRGaP3FqsOCDdGR1ewULAI3QEISB4y9aEA0xmgVHO6DXxRmh91aizNIv101qi5Mu/9+Gr78b/Nw3yQF2jfwCE6hayteV0OIpmBlIBConkREEG5+ELKbC1nA3F/9Zz/RF/MRwHyn7AUOY9d1vPNrdZQuoQ2NOjqrIKm04iMn6qfDGGv/WNUDda87GZ9vl5aim3outh/k43V8/SBd2zt3aBWyCLgwPuc1o80h3IF+Ajy19uA3rc7hY3F5pxyolbZ7tvZofY6vF3rJ6KV96uoezc7P1ke9EzCchtCe6zAtX9v+NbX1q5KPDoV2WU6GlE29W/Vu9/XHT2kcRPk261zjWq4uhrGxONO69PVwT5cXTMe8fAX5PkaA7dJ23w24GWc7G095+Yg+qha8wranWNvc+bpWGK5aPPAr0psjuonuxgUInsHgkcIq0y4Z8kuzxNfV0hC4lWUb3bK2g5+9AyC/HzVLestQ1ajAq1mfiSYjCH2coa7SwmHQuHMNFGsvvPnxaEvHnd+ezD8c5+/E58v5aHzhmHrsHrwoC4bJV9hHEWtWnL9zvPg05WsNwclInDw0E1bmPeG5L48IL3aiBDe5TjPZ9pGc5/GTLDNOSyE3z+NL489cPLmBBFzirTWPnrwLdbv1dM/5iXcjrbfN7Y5Dt5W0gqQCfXDh0nHvt9szv53dahkyDUNfq+kAVMoQoDYf/Hmx8U508bZeu4tWNxMR59JGBTJGgdbn5Z9+0KTu39R+5+bvBHNR3ba5/P/+xZ/q29ND/Hz/ajf86iCI33kbKkx4gHtxBZps2kM/OdyT+O+Ff/Dmyz9L/PKnX9uN6sm1kHvpx19O33mcvvze3/3q6+X13M+5wDBf+1Rvt8f98ZK/0+tf9Yv5ZO+bfsYHopU23bRPiMFHay976pfND91u/vT53auiZYBR5sXlON1/tG/AP64ffsFTymvOQ4B1xHQM4wPl++mn8btL/+1p/PgRHi5X5757OHoQq+XH9TKX+e3r9z/85lU59mor98hR9tM+ZT+MbgNdHZpVGob58u71/vlFjqm8VJkbA+cUggj6rDY43RxG6K1z23AcuWuZ2Rt20Qiu1uYxAmDzeOQpy3VXo4CmACbe+c7nZ6vskpaLD663gUMTIILO6BAz5sAkYqkCsl9aZhuvuZa4O0CvjGIo6iq0aTBpobmrs4ChsflK4hix+4jYSfbkbthuhhaRS+vGJZQJQ6NNqgeoHkmDd+uywQDQxfPoWsnISUxyI0vou1TsltlHvioOVpSDr3pTnYiKdkBPvan3I+oV0rz2YjAoXrbu0frA5IOLfcuCCNahk4PkE9ZOPZpfmg3sdGzVBsq5zMMsLTOMDLfSGLEhgVHvYJWnSJuFQVvXSAm1AAKXhEmdcScjZWFh6s4GRGZslYCq2TS6TSQS1LZaQvawFOXf8fFv/UO3+04xYN7dMgawCgEgK3kCBZiAlchvAkxlKTVw6/LXop4I2Y9A3Mecd4NNiysTtKZvdq5CdK+bwhS6rBNBB0OggbPWAUNL9aXQrsgZYUr28txMFVmHaHO0sjl7u5Z1TGm9bGEYACKD5tBsuJ2e7pMnpl47+XyvWDQsncfRTS1PMdZ++rA8vHn1LT4fyjGtp20afNQ15zfD7uNlCw9jrQZnM6Lz+2333bFR2J/hFh2+IQ9GqyzrmQMD5547STkfjD5uFcHZdQlwYN+/Oss0wSP7FveTXZ/ldcKzwLiPr1f7ahC7G/v7G56THloHeL/jvXhC6iL9stybKwvhyEsSvR/21p8qhgdfPq3j1NTGqzf+9MSvdpO3l6JjSna9DWYNaDmG4ak2mOBWHRDNm8gO9FxMw0AtH8eXj/3hs1xODNNAEQmWxxg7P+c0D9WGTu6V5izHGCvuHllluT7nu5l6zYchPkvFFhxzJRdlnXiX44tcY7Ru7F9TuMzvpnpbmwuKzUzjdCmiJVlfT4Mb6FD9LQ0TUeHdq7K9f+MePh7VVoheN7geeXyJMLdVQoiwiufeBaQVtWi3G0xj6xXs6GHpPdGulP64Tx1nrQs5f7mt6Iaf3ZYDe4scDISESqoIHiA4O/c0gb+wp/6pe7539qL+VcrrBdUX6ucLyF0OH759/9m0O19/8euPv7XZfa/X+TDaVv7u/+i3L998r/ghuRZrl/1UqW+97jnVBLSMt3QC/9BPp7b3KcU44x/8wRfffH58/628tCVNXPZ2/7i7llje/+HoZnZ7ok+2PeyPcvZucrgMc1na4nwvFA1P6/ZqcN9sdjcMlSxI5PFuueo85Fzp3cO7dVuS3lqD13r4xdOn/Md+ez7/5OR2/zWBy7S+dh8mEBx+fmzJp1uKAb/NKFKvsXL6YnZL3uzh8lcnfIvvdr9++fnPXn12qI1LM5qQfPvssZchcHPjTkc8nJZvj/HL3W/8YPvXPxk8Qx72CW9W4gXbSB5aRkwZc6qwucS4Jjdu5TbM4XKpgffEV8ToXGb0uY2kS22jUcUiFqHXINYFSBGHDhvtdy0rJ5MSeGhWsvrU1+p3hBnAbWMbM048VNq6DQksmxfoLBi9680JSCI1ScSi1kG4Kwp0tAiaB+YShBeHEXouBil0A/NFi/mxwQkhdgBoMqZ0hLxV11VUHLkSyecqCUNryowI0EmLTNqrx1n7zfMo+NH7hywFuouBtW8bzPfQsmdoJdHgLKvDzszNFkreWqM0+aYYRRqSz9IcjNZuSpM6xGLgwgjtyuIFtx68ZkweCbhSxcihljZ4qk2BOm7OJ1RPHlRBkbE54tVYBCMpa7pyd9qDIs4Lrywo6Aw0I4+Lth3P/8Fvxtf/FUVzhlvHxFpEGURACKBLcUiGpIoOmhhM0dcWGUNWh4Ak2z+HsztetHurj3EQSWGC1pRl4Xjsdm4WBZv5BHJR2pldhNxqIPDC/s7nH53aONHHaz7C4UzX69YFDV/gbgYwenhIbaktZwbcZvMh7jZXuMHBWRfMKe0bzWxViGFSrd7Cvb+Z3uUt3dGyhDHSh095ProPpwzS7BP5eaH7u5BbC5yfVtrFgui3Tv51C5/E+Tt1n2rb+dRTtxJ2z9eXcT/LdVtv8zndWOhdkHahn4EdQJqPuF1wdCuesX46BrzyEfBpixCW+wp3Uwg3bYOxLf5p3sHl5ZDiatunPE2vbbx+kPFNr5cP/oDj6fI8jQrf5O0YdUD9uE6bbomnXfx02R63Sx2P5V4lrW7x5qyAgr+u6o5NV4pyvCLtwvqcBfBVzUX8rh2Kvni5T7wJ7tLd11u+P36Hzh95wFvgaHOg3i/ZHQ8vte68awjR1AYgcietc7fwYHIzgHIutBvWK3sbsWyFp3lb1p0HSRyaT7Ouuo7MXTcjCJI5wkk0KefI0MNI1njc2yp8mMi2Oo52OrkptgJwDQgJYY2OrROSJ9vsMs/H1XrYzj2uVlNI0Io9zqEgTS7mYjtcN9siDaWtI/FhCKcrj65t7fjOyVNbA/hewxAOuX/EHO7Huj2Vsn7dN/94lO/v736O+pN12aOsRz8Vv78b0fhaztqMuqAbZypr07swXV1O47TH0+31WJ+3teT0eESRN5+nYSjTdvd0K9HRw+Gz9++H1ZUh/YHDP7rWz4/xq7Pc6eXfXMYZtlp5nd1btStPOxAQgeNExerjmAqqNduN3WD6/H4uvcWyfv3Vy/mbb95vXbayRA6/Bg+//fYpHT7pzQUKDXN2kErp/n7Cayb99HzqfTgCpSgXwNM3pHQXHpaffV3ADDM+3A3ceZ73MFDwM0nfqoBvd0Mrpofna7v6UelZM/WwCKdWdjSXVoEGo5VMb4Kubj45oZXaLFpD2DlcuswjlErhbnTPL7XyTHTFHieELgiuBeNN1dPUuNz1lpnBmg2j1YpKAxaAu9mu1ebamicu3vVchWfvszkmzaRkAV1H77UobQ4dNjTlRpyUVrOQpC4Yx15XXYJik2YDuFsvYClIKxRdPjPMZo1BWhlXXxw6Vm5oDqW3oUjr5It1D9hREUClSnXTxBUy6QC9g5vwkN2nwYVWOxCGWVv2xqvtkTaVEkbOC7pEaAmlWI91q+qR2+zjDSRZJLt1P0ETAuve8SY3J4ODxeqAuuHgdBGI0ttutCohWAtWJQ5qEACvOg6wAB9IL6KjQmNNo5UNcITyquEL8Yj5kgfR4hyYBoeuliu76b/3ED//dznsBaj0RAjVOFLbZCVQVXBkptXMA2VtxhSqVo+1gB9cWWV1vv0xPFHtrYKF59y6OtvOgaP3+0sH5HEg6G1KeFXYRV1EfcKiChoGzQb82d24lPIAvqFR87XVKfYs1HCNBbfbItOam89kWnXEcLbOqHcFxZSvZz5563BemQzlg80CeuHdsRfv10+6v3flw2134H4VdQulnbsv4iOU3L+wMlWFYmRtPdvRpF3k8pxCe9J19GFdathGsPwSRn9SMKPxCFfepTt8Ar7e4f1s64DCMQzUoc0Wg+dLd7yd8XrQ9Tj7rbTctIVmX3eFAebnb4b2uG5P+Gk/xSVt/snulsv6UBNdby+ng8KnpumdcaqPL+IeMN/RRBGv+ng/397cOUK5on9p7ZU/hcQgCBoCnB79AHmUO/BwG6bjXvhDnIbm/FQHuNtW6dfxbXgPl+8ds5ZPYdfLIDvQaFsndW+ndUWnUNyhMrbxECUUnF6NrgY2CjR6phCTPuWk7QUcDa/99VYf90QTGGYJIo19cgUKNtC1mSxAllA298m10xjfE7Sdv7D3Y8yB9eBqGe72abwGnsNrCfcA0VUwfjR3sD4/Dq/QjXeRc2g+h8M4mIivm9aOubTL4qU9i91ZBZ970bXc6gbRnaRtnV5O7eU4ORokDOEE1wPQcBxaGpeiyeryiu7/7f3Wj9/enl8juf27HXwXQK4vw/tvb0d32M3z4d3D7i7BHpKDry4X8ayhr8pqa/GS3sT1dol7e5aejsSP9uidn3FdPt6/uRyO3/XtX91FenX37tb54JB23xllLAZ3wytSKhQfwjvGO/UeaXc/zE3jAXcA+zv68uje3M7+3/yzv/gn/7f/4l999f4vX26Lg/ID9+612z0EHIfxsLy+xxgd0E3G7gywrt8u161UfDvuvjccHo6P/qA4PKPfvbnP21O6B0fLjPzqkO8/d3fOnK3oUreH/ehcfPj88ddv4y9TubnjK8JHcEJG4MDOPAKUqM7k5jlwaQE6BLttrTUHsMnmZs3UfcBNMQD281UtUJCi6hnqDUvX0hqVbkhe240Na1JQ40HhWtmgAiBFCy9Vp6QXwO6BOGcgFzYjI9igZK8FoENeJRfuxdxJYKP1zNqgLNCItW0dE8GKxIgdlCJg1xzMezT16OhSIBFvwGA2IzYvQGyV6yhWiUcqaJEgBwQyoO6xA9bkBy0dVEPFnI0iAV69WluAGTV0qwB+kRVQGxix1dbdaNIE2fWGYEgNiIlgzd26bvmWYbK+ZYGAODQZnIHlDR0IVkCw7CVgaUxw6UjqDJabBIYSpInpYNn8EOxkMAwevMQCZWWfEAq6G8KO64reNekIpQECsVZP6W9B/IP/Jo6Hjk2UkUEVCbgYBj82mwhD7QFMuwFIA1Pp5o2Vxoja0Q90bPj6Bb5xewCH7WX0r/vtKY4PBkDi9l5dGxbaokCWNzu4gR8cXJ05HDhmUC/UrPIIw9ob0bVwsO1k7W7X19s1vH4dr72Fb7mEHrEfbLpc8zzJ6UXvDt5n07eTXG6a+XDnnhQf5+2jufmol2fPX+yGxS2fyhoCPLllXh52e3nZsg3j0E9A74w24Rb89rzFKZWTdm73D1N/CdPOv7y0SXNna9cW9tctRJ+ELqCv6/V0Ohzk6ecnwnne0eXWZNTtKXBguzp59JJxyrXMLtzMgH2xBiC7sJ2uvdDr1/7a+QHCtup9qNvOArP7Yd32aqktpT8Mvq8G8+TmDC9xmiQdwrq2umSPUQHCazqd8VfO/cnJRGENqzVKz5nvd8HfaoGHKN9WGN1WNxscOO/bYfc3f+m7P3yavpjfP28S9qmo7ItfJwWsoBCRhrt6CnWq/Yro9NKmvoOwrDUlbV03gVmXugQMFPCIwHJZP3vslzomrOQOPV9k3LX1Gum1+OpQm/Ae/BO6Az4UD6slD2Jxz0atquO10f7et6/zfHDStA3UUPOt3GJjcSENsvV55+CWwyTWWUfTNXwp+r4VSGkscGsdX4X0HMa05TiOUufVboF2K2TWxLM/FRhrlRFfBV0a0O3mBitkX/6H3wU3lKPcrjJw1fnNb8+/+cf1ZPqXLTU/DB+ezvspOV8Mx6O/+0a2Y8Tl2vdR1uCHzW6T7+VWU3yfbYLhhZdU7eWVPK6iX5VheN/y/vDFY7MlCT3M28+vpyl8Vd2XHn9y6ueBAlsredO20ZPtwvMK+Dgdnz6cy4cfXaqGXfxnlyeNgL9OU6HwhlFdSpPNOha14PNTLm7Uo4+UFBOPRe/vX9cly+jIr8uNfV2/Xbe8Hkbd4MYaXz5c4oT0/fD6O3fXRRX7H/zeby36uNZvoP3O43wkHff4SQ/QXcoPfX9r0gA9CuS8SmTfkVLpFn0yXfvVh1gcYU8Gp7y43Y621UbkDEpditMBPahSByCNEoSbBsPeq/NRJJeWHKs1Emc+Nqh+1e76nvF2o2HnWlfsHmDtGs17V6lFVepBRJwPBhuxZ9WOnv1NHKMAGjn1Kp14AndN6HWza2+giZkEi7cR/UH1hoCuqWJFEocgUh3wRbpvY2ZRXdG7dYXowzjorYyEK2DwQ6Etd0iM19YPwB3JudKUEpEGYwAdEHW0QSgTeawVGVWKxyBoLQDdevWGhFYGcrUtFePO91uFgGrOFvDjYszmldCpmAIjtO59ED0Z3BNuAAlQC3a2gddahp1slTF1qpGMZenottxDcgUx9Nq9+I5iKLAJ50d99e/9fnr7BxXNWwIcmxgxqqJHLrI6J7W2ka9XhQgdoAInsAYYQE0JPLu1aMTWwPB/9zd+Q7J7xOUmfLwL3eOOI0gG0WVLoVeepN6QKDRbfUflCaZb2TARvBC/fNzE61JnWV7+KmC8FR31YR4N291h3nR70++vo1hKqBt45zsUsiH1sgXnbv1xdlcJ2sywZigPMaqtDXxCjGXu/uQo7b/r+zfPFee1vRzcvIsS+tjspQNND7pbqVGIflHbOyYDp3K6benhgFnTtl69H6RcqtsdCat7yS1Bp3jE7WMELjv0OrZyuRkQ7He4lPPmx3CbklukvGS8G00ardnHgE3mY2jbBdwYgM833aWh1HNE155f2uuHeD7r3dQh4vXmv7jrH4Vmgl7XpYzg8twLHh+mc5kP9HXxE5uVjMFH6zA7QUhXqGEcbOm7lJab+dl3DCMEikG3nBBz1h3BelO3N3Bp7JjBjQ8+fSw5uXCSjQu+GdsWp7G196WMCp16cv6sOcg4D11NjPZVe4R6Y+9YobfIY0WPDqWZBhfFzox78KYtpv3Wz2SvCPLIRwrgcfTM1yVNU3gqsPelAVj+ILxtpXB0KNfgw2nNXnqHW9y9a/UlebxpmClvS+tAzvVObuZUuT9Gf+rDTNv7K1m7ZBp3pDHw02n9TmKg0NfrcnH39/Hjn7RD+3H7lc9tEy/rw/fvHh5/76vlR8FtT9/CvdM/++bisbeos06P74jd0PvlxoybO19OrvHiYa85E4U69NBfNhfyxSRuSyb0d4Oee/aFx5Ffzyn6uwmpxc8eXgVMv3y2b/uyfvvVE27fLlpPa7WlNSvffYQ/fzL3ssErG9uuvpFpHNyOdhy3AlERIKEHzSRDj2d4D/3gpwSZkVrvRJPLXYJsWa9LlTYjbe4uSC766UL7eb1d58fRY377bjeE6fl6+e0f/P2BvdhPj/Pfi/FYbmeVfFn7/eUvf/ij+dd+9p8+/eP3c7GLrQkgmNbojkBnhGQNlMaB16zI4DHY1mgiqcSWtQQfKkBs0pNHANhMR3TmrZoNjrbuRihoyYco/YLJb0tN4CyYZp0DZWYvLTOTFuHgGwgZtwouGvlAufQxad+8S6pdjAKJNITQsYti0qYAnkk8mIXtug7D2Hv2QAIQkTpjr8UC1cYBq0O2UgrHVOU0QmrBBzEjN+B2hXnWlhEiyMXiANk8gwqpUyTCjoheoCMKCGJQbU7DijKBqnNOAQ2rNuPYaSObQi/otKp64R5h9L1tAbBVYGrdBmeymVpv5onNC9Zm3LsxRu/zWmAm7twCxqY9Rt+sRxHnPJmwJ6uoQcoGxKKF2aEaDtQ3Az/wsgkGKtrtf/HlZ3//f775Y0CuNjmgogFBe1ezogZqyrjd1tuOtmpIWLswgQMiIhCr2hoE2Rr+r3/3Gf8Pv/P7tZ5c9ccZ0fSwHzrraHwxaLeKTtxCFmu/gRss8+RNjLRtXZmI+OcP+faL9vOnpW60UFfOg0LcTfuDD8r7kU+Mk00H3y7JO9d5s4RQNW2Peq8WPvH5LVntKmzbkm9edhFiT5se7ihHHiNem01peNKKs59kLS/u/pfczyU+7PHydXO7WD6P4cUN/fJttvvPeCnx4Hp+STneQuT4tT6l50PYq4tXTcf1srlXfrz1FR7H8Py0haPbQFyHfMqOIN3bcrXPXoef/sk5vT1Clkjtci7d8/1eXZy99aefbvRQTV/ttly5WTF2pcswH8tzieHQiRKBjyTWw7q9OICVI90dZj03Onjk8/n6cHdstyd6fNXkOuBkserV797AadVB/C0WayHdgTbkeeLeKx1CORn5qmf2c3M6dXfrdYxOiD3KZpHEGKO5HMxpYCtSwcXgrrXtDbbJs5hTIro2dQsPRy1gDP72UuJA0u0+TNq6OVRiV60N3pfqDGpp/NnkzyRHmyOHzocx3rXWnA+CHEnfL9col6t30bD0r6vEiMtiKKV42DNfM+aJdy/bsne08Emvw+ujuxSYBocUW1mAo+P4KT8N6sah95sV7cMcY2WF2/YcdoO4T/rx8uO7L7/EuPjj55dTHfbr61e/cn45l9tJbNpP64erXM9iVr+Y0v7V9zf+lCvmU614U4Wg+qkXd+70yukWl16DOfQ9L14ga9V9a6fWUkxXLWXjsZKu+W0MSq679u1i5Bt8FpwMzBtW02nas1y3EikwRnBbGtyVpld8FZiIQ61dbcK8+Dk9zny9Qd+qqc3n7at1kZtW7bnjF9/B9zkcdjF39JzPG+y8bVBm2MXXuB9h2A1TCPXi195/88vvr7I7YNvtftPb3KjczpA//dnlVu7Ht/f/9J+c/y9/poU95mo5eB6cLAYHBRHsAKAYQwUgBhUmDT4Uta5oCKzWWUYYWthAZ8w3CA4NxEiRB0PPmFnMhqBngVhEzEAsRscONbq01MpOeiPgThSsShqHpov1GF1bGhhAJBKJ3VWsHKeGvctqNrKqm1i7suhPKr2x5oed6xVVGLAju2ZrLHUjYnFEHXqvNBLU4CPpWvvkPQBWwWi1pgEWYdcBqLEjqagIjN6TknrlTtaaMaojqcDHZi+ME3Mtwn6svHkDcUTNBd+v2Y1kDQWAFQ2XTrPWTJxAi5AbbrL5qpXRGbQAbF5aQc9G4rLz3G8GR8KCHlUhOh8EOjhhcTQIlr5xiG1rzbmg0gBYQb14goYeRDY2+Xv+9f/kP+zH3wseqowMoRsVQVXxxFUaQRO13kripYsQUpcL4qhKyF3BIzCT1dLZ4f/yN/4K/4+/+/2zDEdRMX711iYcbe0dNLKeNm/UkIRWXUPXTojdwQFozeaODi+mtxt9syzPdaOA75claFh7OcYRHTw+Uo/xfoHtC9APSMlaTfG+zjDlXKOpTBHnYNeutfYe/e688uCaTc7l+3bL41vWc8B9h+0+QQEsuD4gDki53c3pw8u2P4w3v47usOZspA3jHDU3B6B+or4tqfOCzj9dhTQd9udl628Cf1PIwRTi2duOlXrT6e5yZT5c+C/YWfY/OGRd4BatiW5lfY27kyuY3bkOXw7SQvl2wRi3XMKQpo/XS3D7ksvDAw+ra9bHJOiB1oiWS8JxUxnCAWzt286NHuEU9+N2bvt5zLfzMEQT2CpP9/6W4c4f2vU08Lgx7mO5rfvjw163bQq6Xfwezl9DVd2NEfnm6QCwVh4TFciJonfbsnAYN+zcueQSZqdmAVEuTNECDsI5eZc7jdbVAy+tOVA3+KfWUollrMnmxLkNk+mA5eKH+bxcI+8b2WsMur8PVbwfwCdm5zFF287qDgG+zpdH9i/re4HSIb9f8tzXGqJzVpvMLq2ZXqX8rD4aK4Da1c8xb5bQrdbu0vxJvWsn46S3TxrSiDLGuaLo5bxW9x26PD9Nb99sv9D519/c4t2v/MmPvv3sLjv8QW0/AbhPrjvPTfiaz2uG66ent27Ow7iu23krcfD3r+KtFFvgBmUMcyUt12vvNIRpi52z7WL98AyIVDXfikPcQJxsKxm7o5as9/cxcgAxdk5rntIgq2zWkCcdVljxQHzJNE4aD+PQHn16Xrdpq3k3UEjT+iy5vHz6UAeVWhbYsZyq9Q77oaG9fj18fNHj4NZ53FGvI9871XT8jC+lWUo7AnrR5W9/8Q+Yd8m1S5snbar+/OFnL/nD/fjZ9oyvhhf5f/zpx//rn++lv5SyDx5iG8Qc9cI+NHCOTRlhjYSLjPfYbkGxIYICOcoZRs8NANnPvi63FOesVdHFAeWsw9S1ROECNfpYckVHAAa+Is3Yq5qSR18pU/fsNXcYk8sGSawAeufMsmyJw9YLkVMx5BF7bwDsEShw7wIKvYsDjJ3WyGNeik8OsJMhQi6GTXFyUgCsK6SIawlxYDRFaEqArA1S6EXRNeuOCbaJxqtUhwNhZ2PjZoAoQXt1kYe+LbSHvg7Bnas6MiLHUqsz6hKPqZ/WngbuBg5zQy8EvAJG5BKylaTae8sUXAGJhlrNULv3LAD6/9eoPRgAmoEF9g1p8NqLb6YBbWvIXIgMwQAJtRU8OjkjuGbZYdvR2//NP8Dv/nctQNPZQcwKHmmp4rHXBoO3bg3UpK8CzdvWAVRWA/Hkt67RoWk0WFSdmP1vfzfj//5Xfyn6wK3bTK/jGCbIJxwmK61p1m3GULpV5ZCuZfEwmJbuHCUuS0v7+JdfSZflpZm0cuqgdbkBveLoUtOOb7+4v/b/H0l/8vz9nt7nQffwnj7Dd/oNz3CG7larJdmSJRtbdgIxVaQChEAWLKhiwYo1FCxZ8LdQBaQKFlCVosBQmISEJLZR4hhHtlrdUqunc06f8zzPb/gOn+k93PfNwv/Da3ddV728K2cz6ELwd8e23niMXDCm+eIfd1zADbFsk19wYT/G18BJl7aGx32euuOuWy/ghFK3h+tLPrATh66vV/Ex1al7E56vbsR8FV3KcKSrD4QcFvUG+dAUuzG3lQLXTR0BJJkLDeOzfOdmfHtMN893Mb9q8qutt0lPkevGqwu7dn0VcCmbHm+Y/caYMMk4u8WKunDbsi88WnlS3QkQif/seJtvzSLhhnUYvvBzwXt3nOs1hOM0PKd6F1GyVu5J5zIEX+a2Ksq+HFRqHZyfbbwLpfgIZ7P9Q5LlwdXfnP1hz+41z4FZLjmfQgKxliPfL3DbdcP10o5HU+wdkvpYn89h319X6HmJvFvWmZIFNs+917UF55usEn1YbqtV7Pbxusqpd+uluYboQy9oDovB4GRFNUp+quMey8WHR+vYDV13dBR6dwI2NC8IS6sJ5dNWaf0obiMksQ+X0jl46vAYhumW46jXD5vsnFs92TZlhD36KZBr4l0y5+JSpl504Wzt7djPW47qETdRlSWeuNy1w5sf/TWMv93kvwz09j/5p//hF5+POXZy23b7u/2wf7f7na9eJrV/fJNheTkv+EK2+3idW/3g4e7u7v4wyIdF3gX49gbktJblJnScSTtwzm+1eIZmzlZZ3bLNDkxhzf7t2FcjFxJY8wrgfMlZfOfbxfWuvOba905soHIV5km6+zf7HbFjbdPzgnOTaB+/rWWbclMeUuzbUNq0dTKe+7j3UhcvXHbjThaL90d3uL8PZYUQBnLztVb2n7/53cTt/fGvkx7B6raSk+m1vFih7ELvR2/41c8+/s7bX15+dmj/5/+3/dXPA4/CGddLtwv6WqXDfUw1VITBt9w0ed20j76UJpXQgCMUMdow9lFLrn7odDMmNQgNa4+thI6Ka3QlH22rRF7AEFeFI4YJS/TRSgYyoRiskk+tbCCxwYJdstWMzIOaYYEY4tKWRFEZ1HDryBeEvHUtbLEpMpla8z6sGWIntRg7Yim1oimUwl0HTQUHR7O0yFAKcQhQFvLBQL3Y2rnQSJtSNEnoinOwriuNSpPTxHGzFYCdMhERttU0od9a9iGYGZGbU06rAyoVvGuChQEVEY21ETvipo0cVsO6iYc2q40IjQELL9LSwa2Lx7K5I8FKO7RCvDlzgqMpphSiTSDDslV2dYPq2TmxGSxAFzgX89jOFcxh/F88Hv/2/7QNd4C9QQILYmgCRlSrBMZVLIJVM7NsIqYropisyCxNCFtVjdQpVJWsRv+rv/k19a73vZfOncSXJqAAIW+CRLikIWwN1THxMpWAIViwukPh5SPc+W56qqlDKNo7QqLO6sWplbW1RYJf/Pb1p9nKzVyw6ATM06oDMfE2T3nYYTcX3oc9zrKRxFwKNNKPc9GYTnItu8GcPKWdDd1W4IXq1dZc1/dOPpQQtkLpEJftYPPHZ0Rzgy8D3cVoOYOrl13btm5H+bLDboB0cCXC1q56f97KzOt2/Hx3QfHNLXOyC90AW9dpPThxJe2XZwcBmGyvUPatA09r7qRdjjo8GIF/QNi9c/l0/CxUOKX4BVQPY+ccdHHX4zu07+bP1Vq8cMqLvKaluXKd7AIm+FSD5wqcs9WuHl/qK3QtNOBdUCqAlnYM6pc9Q36xcHS2rTQ4a1JhJ/2sDITDMMnrXuv0utynOhUQW4rdIK+4K1K2wb+oYPPnLXQd5HPtssFzOCzKSwF2tsEQd/d97GYdhnF4Xnv2XUjk1FMzyJsCFCjCnU6wB6tG91AwDsEDkDgVcHMCVV5rbXdcCdx9hzV1wXkXI4cvhhj68I59nC4+AdYwjvF0JUiVfDjtPV+NR6CYdh4Zt21h5W1DwlOA1+uNUJ5F5jxt263JNUZ/s68e9kekW6R6Wa/kZu5D/UUZhvpu/4flI/34p//pDp8Uhz12b+6Gt/3D2Hefv9nJ9ZQXtXK7netjkduadl2RyF5irFkCd51vloP3yFvy7VVXLamshrCcPov3Hi1RDJYTFKaOG+5ictvWd10xiN1w9NTFkz/tj6c3h7e/He45c1jx/M3lUvCy5NsVtC9d393fD9207IjX46l7CF++//zt3V33cH+nh/4hfvbZm9/5Yf/lw9BdL9vl2kFejX7vt/7o7/3o3/li+OI0vofabcvluw8/fj7/pz8//6US437//v5N7AZC6+7HuLt/+/t/e9/fofeVGG2jgFrMvQ8ncHO9mZiXbZUacEK21EqDEnyXkZ1zHM3FEAjnxi6VaWFCc2y0Gao407YqFd+sSWXwzSpZw+YdzWrEUWSrSOYDtbpFt7a8cU+8Ouc4r4ZC1HKzTBR8vWUv2qI2qNa1filWc2Ca45q8RVJSQL+twFFLUyBphcCwam7OnKsNavPOMkiMmBsqA0gFxYKIm2RiD2pcKYAJ8oIO1mY0HvzmzfXOSDg4gIre3EE3dQ6giYZdogy0VVMdbx4YmqBTqxUogkSAhI24V5AKnmgTFXCkNod06nhaRIOBg0NP9SJDbOyQV+pGEEID6SbV3LKZ820SG5a6GPCKOmiiZmKwC6HKdSpR9aZAJPLf6nd/8D/K4U4Va/NqJGJSDLDlsiKUrW7OFrHSNANUxGYgoMpOS64RrZnvKIgZqgPwnjuAg1uD7IsbkS+NvyBlFm9daVrNIU0ItffuchUeScroljeQ0mqvg3zIm9yH8dKM+/xyXuq6bAJUg4vrNcP9tR4/u1sKGUJ1WUq8T1Iv9NjBVyTD4xu33nLZW/f8+iEdm11epv5x91L1dArTmdtROZf1th7eDc9lib1p8qdAy6r+67Y97knBLThncD3hu/vlFdK9T+wW4i7CTTNA36Xbpb458OX8avcPGFofTsN319fk+3435psLPbRcXK/YIV/IIWD7uEkY63XZV573loo2pdnbrrkNl09892V6VdrfyaRYvtZ0rPPdQ4dV1l0KlmMaO7ouvJe+fd9NWdzqlmrjXmfR6KgnjZ0r+yXNhqz1vnWLvB7jiVxxth98zjV5b6X04VSxtm05Ec3VBzctGx5Cu2xRGI16ty69e2NRx133Ot2o8GLQOciYfF1zH8gC1Cu0/mDLK6VTvJ5f/el0LUqSHGTg3dYEm7aO/PX8adgdL1X2TUMAVGp4P4YwLyczsBGtjgivMb4FHCvCHodXDY82bkROGLldsvVeReIx+LVFbNM0LUPMmVy5XfrhudH3nFwN3B34qu0QcW1Dgjkr+cLkZ0RPdSkQhw5qPjz07VmmE4Sr7/wWQpAQPda/Ma+/NHpTEK63X7nkX/+fH3/18efvvv3sevcPPsWP9/fH2Fa1hcN7tFUbxFavJu9+eDet52E4nG/b5eV6eOTBdXfj7lu4/UDjd223ztfheEKtC/TL85Rs2Ao2rmH/GB1uPsacV2tO8GFHFt9s333FEvqil1AeIn/6NN/17lquskw12ORv2uN6w3FotDY8kNTqrlIdYbGHPzoGuIvzkzvEu/v7S06P7fV22P3Rm9MimKcJwijjy/e+/FGX/vqDb04/V3heN3Vsz/rzy5ITdxq+f4rHIew6H1qjncerImwL2aqJ4O/9tvzkT1wLABGokUH3VJdD6G9RKtQuue1WffRB59y6zltr/djJkkkQIpRNR7JcU+pEMjC6BWT0lB3FtW1SB08GmVen1BSgi7EptFOBC/berdtG3gVuKI3JMlBXuTUbercwuEAGrmbjA/NGyyP0z06zZna4ipAewD8J957MNskUqazsmczE2HQpMu54s9BbE2LI7KkAsiQKBdSL7oYxl+ygA20NvLqtbiF6aAjaRczSLCZeMxAoE3EITLCSI7fUFrjb6EYypFqqL1AGT3llDDGCCKoRqRrFkfOqNTm4TS0lzpodG9e6NogedEVDvU42guVGvio4aBdtDiOiiLIH30dRjbkujbrOqpQwUa4t9iHXXAT6I+hKPdutp8f/3h+3/nsIItqDYK3CQIYoBQBprTqEVFUIDNEhbM2a/1ePXzWErt02GV3Jph5AwANlMUIAOgBzQu39Z05nA0IvsZEHA/bFKfKL+f19koX6ilvPnM938R0fIywGgCATbA1UV1DoO+eXtSI6e2qWr7bLIJVs2t2j+1SNbf1K7BENyqa7uItrecF9aK/gux8cssFnvYMTn75PuwrBPPbpqV4cBVy4/dX1DCG4nMv1aLCtKxaN62xKLSW4d4cRM2tkd24SUur72GBMJ5inue+284tpk0/r1rlBkgtdH98nzgfTfq6j0J2cYrBOh10/uu0QA2O3h1ZK7JzcazOtbzr+rXVaFx/5Yxaw0+EBVshJ+s2QEEKhzvkqety1NqDdxHXdkty43/kwAgzqTkQJGqS1z/2pWt+xT/3xDswGHtmXbRmG0iB7L7k8HfLNByvBDfCJfegONJmzDsGPSTfsAzpsNgGvLiAM2oko9YHw5vLOQt1WglibIAx985b77tQv9a6DKHpwoX+RAJlYpKyTT1TX19haRTC6zlD3ba3YUgIOAmreL2k3ViwAMDhYTd/2agoeQByoQec8qE/dwPSAcLgtqQ/vi965cnDxEeWHATjnAdQDQ/J2y2Xfv1gadj22WLfmvW8QO3IkYjG8ni/y3gNzfQQbTgBo82y37V/eymVqP7+s56dtyjf9h//wP/2rX17+qi3P/afj/WG/77W0Ho+OtZTubgTohs/GnXn88nRvrh274N96dd0K2+va7j3fCN75NTykPQoBdqtZh92RqFvefpEeA266PFissrw/fh68A43UFoSduVosPBb99sntxt25Wb1NvI8OA3RDqjyO98srbaVecg0hrHu+u+fu++50HNKD7X/Qf/F29/bAv/ew7e92v/uQyjZ5k/vH918eP/+dxz/8rP9iz/62pUt9/c3Lh7W9fnxqAJ/dH//gsHv32eF377uHwR9BO4dpLWTzdj5/Ws8FzMPLh0gOmSloDBwYSwdBi+wBjhFQ410irADgAoEVddCmAp1iYDYIrOCAabNSjaD0Yb/vG8dgdQnqLS5sBZJic0wGMNfqAUWdN76uxgDNsDBRogYMhIDIAYptMRs2hiVjsAAA3nYfoG1NyXVQla1DuKKMvshSLTomNknBAMEzAwL1B69r4LmooFdMCRVjMdwrmBkBRGhlgxhx84gOzGMInSHEiJSgAMaO181IKnjMClChbcBbY3QuAM8JDHWVDmLzHhZh4uh9hhYiQqyEDmgRT/vgV1MfpYJSpGrG4IW1ZBWG1UipPXcApaysxlaDOYAcIIzEjEkBb1JUOm/rBYNzW3Dcx4qAlcKeSUOJePUY/mefb49/j5yIAYAIKtNa7GqaG06gs4e12cK4IWryIojB4woYOJnra4tdPMyWGGKDEZCLBiJFMAKAWqzb6jz4PlLBikhsZPsRCKOFztH5uYyRMwz71sB1dstMXHoitA78xbX3YXg/pJTsTqOgPROw2JPbvlrmp0+fTLbVUC/LNrUR9KUYdgV/uZ4F4XMUx7u9yGawd9Ng8RPKwqu5EImumM6jTNqalMHff3W5wOFH/90/boskU5mhDcmxxpdpn/L1Ovsm9bbuH4125mNOYXXPmXdhEXBjnZetm6aZTe1Jz1t5nhZ+qUFit3GlVPOnGHvWKUPyx9vs+pgi9VXHzTvtjrsAdN3Hg92yHKGrbVp4HDrqwxoPYLNsI+ZVErWmRz+gH52b2/2uZgfE9bQbJb9KGvw+3uK6L1XCVjRRIhnHbkGJHR5Omw5jepwWz/z9NfSUj7tgwg8uMNcY6JCMHlNd1A0bdFHYgi6NvNdFzZnWtZZv3zu/2rWDUuAmus3zRd11yQWv1+Avq/lA5bLOd9Vm56uETTsoTisquzLjso0PUC7eDzU3dQELqjaKARxI73m9ZfY2T9vq4Hyucykz+Oxc5bCRGuqcXPn89BhCPPguOzc62siwofMu9KdLTeofHBw+zW/u0V2Wfd8KeJcr6DwFaD1bXZzrtvnmRg8QUmzcBf96rhTpyZZp+XYqL2OveIj7v3Xo391CAKRwTLJct1Zer3Yt862P8t2Lv/f4uoT3bNn6UH2rcMJhGDlSZ4bXOeNcv1ptP20vK7bbeVk+HQUS4UOKDzU11c9DuMDtiy6s68dDYnQg83XT87aqh/IKIbTzcrmSaHOcP9SFKGWsOtA6zeKb73eCbui+d7cf3+4+v38zHrtj2L0LByz+03e/+fmvLyPJzIe3d7/9/vB7D+7R4d0Yjqjft9WwXMv2+rB7G8ffefv+e6d+vyOXiERuTV9rvZblm9vrT+rlzzf5if3y5Zt/8B9Z/qiHzyPNVgyaYUBj6gAmgbQJThXFSdvAJ0LyShyPln0fuW0hUYDoEKzUENBlRkKmMpdSfb1UwLFxpUZKoM2Tw6LoyZPd/uYhXFoF4SEIoZmarPMqMHqrYElqitDAGmiDipAKVGU1kCY9sBaZFbyXKxqxrcaYwAqIormmgJiUkRtYWcgNQJFNrRpZUwzggTKCR6ZKTZz8AU9934GW5ptBw2IYFjCpKyCV6zaAIBKaoFfYDEbza1uhuqqYSvWGUatCh1U6RPTWJCw8Z2cQ0BmaJ2pzw8GxOIYGdm5EbgOFDLz3QWMyz+SHCgt58q5m8xUWs8RQkBzSvNQcSdmKgHvHW2asCo6RQYLR1hAKBqP/cep/+9+N4ZgbgKVcE6LL0rl/xd/UEA2QQCsAILZcC1PNre64ZKnUmheFmj1UUEXLKi15zlUJyNHAwypbdLtklq0rXaMNWlM9szCwyLnE4HQryZ1rc8mG5r6Jm3ky2Bb10N3gUy059eO6fOfbScfJ2gsjPduw5fB4bLcstmTzG7lYybXSssDDKLI9/obyUVblYS/4YfLxIJ3UVgb16HPb5x5HtioNu760U9zN2/4qH72vUMfHfq3Z16TupX7D3Tjm7QzdG9vmfdzlvFTqJiqHK5TIecbHXXpx8fG6rY+76ma7tsPoX5ikuHUwd+Y3bvlktHdrnl8f7/13r5PfkazrMZsmu1Tb33V2pTeH8SLsrXDOaN31hG7x8AMuM+wP7hPEB1deZewTlDS6du7Mr1XVCO/SYS3nEncRP8x6F9wtV41YWqv7w7Fra0njmM9Pdhima6VJeezWfBHqFty65ltbS7f3H+dxFz7U+N62VxzNw71N5zeP43zL69bS/u45L/uQXrnt6XQD9WmjilPigBjmtevCvF52sX8yCfO5gnXdUIqMkW9QHFHktsLdPdoZ0Lcpg+/cWOvmoV8YuuJjpKW5QzhMmu6diQvY0FRj100CwaUgw9Lag+Ovsj16JbdPtl3y5chuynYfPMKSeR6t1trf9Vo3H1q5bexTfynoN20U3JLdflnbbiDf+ti77mcfn+5NNx0ZF4V0Xm8PO/ji7/5QX0qLmFg/3HYHnzV2PfqK6zIxwfT16wPVb55gd8TLx6sNMdtwcjmXrnN1ri6CaoRamvR7AN/36OdqcY0fZRXBpdTvskjgr+cyjPBpc7GVp0nSxjTK04d5x/Vl3rqEbe54L3zsdlw+Ojo2N412SFKzh31Kocbg+o5UN7q65/zsFSYfH45/7YfDboTu3vG89WMXjR4C0bJt7J4gft7DD5wXUNejFqlsukyz6DfATNBf15+t8wdnMsF1fwm//MVP/qP/8M/+J/q/OXSHS6A9XGpwVCiRrervUEooXr20KYgKFUZC72zZ/ODgLN7x5sxVEgXKDdjtE9cC6D22vAH1SEsU34Uytd5hFXWJEcTeRPjMzf+c9lhrbpnARAnZdl2UtnmnIGhLUyJX0XPaWEAYQAqEA2+bGhCoFpdGn6txh75ulRCrraqRm1ExPPY03wKDqUMuhSiaTmJjsJWIG28IiTysWb+N7ig5u1itKESSrWAKgMd9utVVWhPnGdQsVaSOdaql4Y5xLbmHZFQICaAs0B90yzX4Xs/W+tK0RRBNI7cldKGuFcnMEKnnXIXRlgSdBovKM7GoxAHsAhocSUN/FFsnS71YIF2ATcgnbdmeDBOhone4Arq1bp6S2O3foru/9z8oYcd2Bj0otuhxrpaQs1h0rYEnVakAyZuRiAXv1w08tWpDgM2YVQ0REJyCEkDwsol2XhSc89XQbF9UCNK9q7cMAm2rnbhzTEMrPqiYc1yWNmNfWLA3XSumXm7FD7BdN2tY3Wark4P6s2pbKWje3Gri15ybtacP9uV9UOWmAEhps9vXbT/A8wgD7JIseov0w/YyubdZKVLa5+ecxsZrss781EOavP+44Tv39c/+HA/JX2rFWx/wNmVXsb/vbDu73bDZ5IVXa20gfNLB81NPdzdru3qZm9Z2HuP+fFPf0n13rpRY2oy7upnjM9RHgao97umc6/2Bp++UTlY648ttIJaw4L5tyDvcXpsfB4VlOcwpB6oUkC6VHvuSv5VwGOZc3dFdFiaM4JropnKp08jMtP6GDm/8d9ruDqfS5qRJjGr1OzK8+f0uvJS4E7spbCq2Y5QSR7fMM0XOAqd4vVHHdarQD23NTsLpVExrlJ5d29auT6+X897Bja/oGa2b88eoDwAFU399nd1pfLGBbSFGqr62EALd2jxGnjqUXNMgL40Ht11438NWy3kX+4nWO+6aR9fWvo/sLOlcKLDqbP5NpKlu+xCvrY8ArhtraW+pWxr1HkT50ZWmZQdroTm0W0jbXJ4ju2VdHMNV6/1oG3T7dplY954rSm1uSEuD6I2flpu/Pbe38cT160miLsHaS27v74/fXi8DVucCBsMmf+3uX//p8pcyQde5afFmtw0+b9PLR3Y+5Ob8qd2urKGtIlCXApq7/f36+u1dpRTw2xmprq+hnbgTaAggV+JI1zO6Wl20mm0s+hJsN9m2ZepdGsLYpRlrrw+77gbp/g3U9W74nm/Z+mUi7gpT5z1+epqid4XX77/7m7GLd/5zZN8KVt3QHd8OyUTELnP2+85nux+IDee2GXC5rLPmX0/btGwfIGmi+5f5a8sVeBj2X37//ve/I+mu/+K82afffJ1W5yysTXetoctbiYPH1sjH3kCDsDX0zObE5tUSyIy6E1kbegc4Us10dLS2raHz2LbmIQSaJceBLU9tUFmv5HvI0Jwwfirh33/uRgZJHkENfTBTgmUtUYfK2QPflDqGaqimpEDYcg7ebUthR1XRN89+zZUdu9qKJ6wGHs0hMkoNiOccvDZj3Nfpd3Y4evyTuSs1Z3OoTavv+nWbQwj92vRaHUONzqsI0JCsjT7OdXUCxcg28CPqBOQti4w+zEWBUogbZ4LYzJSZYNs0iF/kFodgE1CH4DrYJnCpafNGBQVrayYcyM5Bd8Y3QL9ASRtsZFlooFBl5XjqcMs0UN0M+MUgqRTArYXBKZGJBs+tUV/aMni3yfZbtP+7f2uN7wm0tkigRm1ZwHusrSVsVdAUBIECiqGzjCggPjnLak7XRuSIwJCRqqbkKbfamnpXluYJgqtFRxDrBsdrvVJvbVkQUa/OxrxcHRxn8Ts3rcYoJbte5aIcBTZKJw+Xzff3rT5pgO284G1rIQE4mDexahco48K7xG6Hn0w/a3l5kePbPm+aujKN+zG1Ns3aUW8LTuleyrSvQ6VyDccv4Po1eyq3anF25XQpY4jZ33IJd3urZ6T99N2l/75fq/LTSkMsefXsOVFdTEIdege+vV9l3gFcyYYWzOVboy+6lrUpfb53n4p72OcbA5ay98MWL36798szDsfpw40fiuS0n/Q2dLfbspMgEiH028H1hehM0MNzCm+bZQyNutVvsu8Onyps3e5Yb617THkuPfA6Jeedp4wVC7/ReWmHPady2ff7jzqNS0mjr9KTu5Wp7hxcm/Q7yTIe8jylABwUzDixtCsNkbd6aeOOyiL9KS3nrcMNHRgANatTPRxszQAF21ak3ujgtV7Me53AH2TNMsoL9OhpWKN0oGvWLoSXFfY7L103latDZ63raCcqx+E4Tbjr6mS127ba78qG2LWOvYBj8MfE11V3vpUWTx4rGpa6C7pSCJ14IgJcsh+CnCnszc1clxWSGzOIj29X3fask3Un256He3q9bAWH2JNMSxl7sObL3sHThvdRF5NjKL9ejKp2yXW9+sG9/vrDw7tYat337V8+/eddbTd0bqOr3JLbY/m4DnEsebVxLOvPcvxy7z+s1V+24t0YE61tk9OkdjuvqevPW98BTOvTuoydbWWawD2EYbLx0BbRhNXrQzYZJYj1hywOQ6y7YZh1zgKfHeQF7Hs+37K3tkw1HXFTtlzG47vPd/HxTbrDsu55FDyBcHDErVFZb9uFw10Rv+93tYZot2u7omjbrrW8vpZf5Cp+MOr96OtZ8sP9bx8Pv72nB8cxwI4ez7c/+K3/+Tvf/+cxz3+uGfY+tDH7jYNVVQ4jStFCxAAGIg1ZYEscm4sut8wpOUOhfBGLvmFzFhvUDskANWN2AK0qBFeLoY9QAnpw2VosREytCjjn0BxVqX10TVG6ZpMRZdQRbHYuNG0MKuZ8GLCIhUYLUkKQ2DhHdtWaAmpFSp0VizBvNSZnrSWJG1UGOQaXtZyMQ9HJeVVBjd4V0OB8EKw1u8FZAzQV9AAVEAahScU3aIEZfXPV8kBUWsK+yY0tmJWWHUAjMzSgpuIlNNg8+FoqBqeNayjMrmHTamZNi1fvA4XachjXZTPaJVnYOpVX0TQEL6QCHctttYFgBnZqEsRXUzLg2ppP0UmyVsVTtYBD0+mR+X/4Zd3/iBHWbJ3DCkgtOOdVCQAaMCAqApOtEoKXIjEQgIPamkMTZAdSTX2QdWuJZBMBQ4S1ZIhkG6jrBgOMvW8mlp2skPA4L4u3s12OrnuqU8KR1XvfagwJplfa7WXb8OjsXOrJw/pRp7TZTK+ggdslCwBuidPmMmy5mIvw1/rDpxKnel1A6XmTTbt07HXVBbs+r21wx3g9LyNH3Gwa9X7fPv5Sjz2eV+DRBG37BvePsJaGp3Z9vT7+4P5y6cfPLq8Sw7XB3uey6aFHvcttQSVWf0N95P4ltJ3bt3Bm94OKX+2+OOTrzfjQ2/npNe359kH63dhf3doZlqsH3nAY1pc17RHPzh+LjB6+Xo9vUqNgl0sAmrKO7khvoBm8xfjKuke0eOw5JVu+u7uLVKdnHw78DMsp1NfGA4M5DGxp7TcCP3BAgbi/TctRwnwH0DyWK6TOUco2H7xWdvtuu4oeK3xYnndhvNRawNGWp837Hl7nevLhcj131p8hjiWbC8Vr5/ttY49ofpUQJXV9nT/asEfSCCa7lGxtTXJJ3iLODY4Dv85b3/tFqFPdTEsgU0yeL5vqNFGX2oy+t4GcuCYVw2A01W6HkIaUC97v3JJp9LBCSg00OJQtJrcHAOLc9Dhu311pz8uiXadEnhsEs08jEMKzNtz7NTt318ZLmvcAa8E9JUIE9hr3cm2H8KtP+e0jxFdNn4U3sMM8VQoTsBx+eJzKuPduArxD/3Wrbx2/ApA6kSshpAUl1FQ+njk8kDwtYc+rdsD+ON++dS4i4vUFPzv6WchbubzMtkJz16dXdIeDTbMPnPIt+4SrQ9pk38Gtxs92hy7Mnn/rFJtxudo4ZuBdN1+/fb6Y9/v92x/evfPe7rq3TI9ssbZtXp93/dsL1FELYOAmuVkzHfsH1L4P3ZZrpOl1e7V2fVnaevtxYfz8GPsuKR9S/6ZT/bz/LU9HB85xj0Z1mco33/zO9Rz+BPLt18EouSq6paURgwXHAWVt1rOrhqbWI1RoZElAuUHoglOaRAEIIoKINO5cFqOtBQ5FDEfj2RSauYCoFkqqoQEE9hYBKtVR/GKVNamvkJuyCDV2+4SXpsDe+arNEAUCA2lW9QhLI0PVyFhZesXM4DFkLGg4k+MFdRdK2QIE1K1DKmq/2dT3w5/c/DPGoBeAwVQNzQQaYGpIZBewA7jZXGfFHEC9zdGjVlMfKKNEcaurviIjTygp4ZYBA1RBMINVkB2PCaYNAtdJGLUBDkDo0RerHcOGVXGofgmGErDU4rwTWAp4taUS97FpC+wbKi8UU71B35VNkmdq4FyUmiFFr2u21HdUNwQi1OnOh3+30y//yIU2509DHFfTAJZxJhsNPCMLEoJHpCrgGKoyoxiwNkRIiMIAot6jlUydx2nNA+eCnkE5aMu6h4T/4N/4ffO+M6ioAOSTlVe6lapgXtoMxkbW6a76pVRHkUPTxXadrLzbm37n2l9c2zcfXzP432wfqXJgFtQ25xtQhiaAe6QxHN/3erbtAMGsZ9/uDvtttDTGsdUhxlfyUlvbubtCxV/nfnib8GnOj6e7164wiF+T9/XVmRU4nLq5s7S2vBtiXi9rO3Q8Bel2XVmpGKTFtq4k8qvKOPA0tbAL62bepPFIcIslFoH+Tbq+LP1DCsP79fJipWKdwT/YdNm8i5W7/bwuSs4a8GOBDZ3IWoCHR4Y5rKDBb8p7LCZhodYLta7H21pHGq2byvXhcFe2rXm059y7eAMNDjaNPcy1T21Zuw6vVXbgfewNGlWwHaYpL2EMisDiXVoX7KiuRE103PKz605LlX5DPbRV3MgyF78LWn1g5WWbD+xzv+EGeYPmhddl2Q2uaFvq8eFxwQu3z9iuyFgc29nu4nxZOB1xdZ4wRWYSQQaQBqlX47vx8HS7jeRmCnvSirtjIKXjzkem3rnURY/YB8QMvidnqAS+iXkGA1IhJWjSPNtSt3VdPiyvyd+mkqF9ukoOdeahX7Ls/XyDwHqLFDXftub3fdi873BYXi5f/8W//OO/9zvP2p3cNzP+3vfu/vp5g5b/2bfPN7zMtxA+H9F5WcRRyav6/Qi/OddDv3vJ+WBUwibFU5tCPKSAXz/Pd7TdeNT1klHiFkdfm2JJQa/5lmdJ3e1ThlGw0fFdZ7XRjfrHkdxmPnUIzTVffV1fmN/3lGFgz3R3+r2+O4IN2sKuC/vwiOb3ntbWkdWryrLmuyGC+GbSAESbQh04iKLJa6O2zs/RzS/bc13Oz1KGBKE7jpxiOI3+cQh3rfrO9wwjIYuKlHw+f6Uff9z+8Y+3f/Czriza/EM/XYm9AjsCyw6oQ8w9ys3cyCqAItiIuSkQoCsCvXNqjQNLLZhdSpxVu7zehi6hlFU7QjNTM2UWMSNtxkEA2Tmqm7ZOnPVAzpciTtExtKq7CFONIdXimOcmZraCPSCuEMw2TkEqaCPfL632rbbgkEvREATE1FDjZgWdj1YwaJ7UuU6xBVFzpIIanM8bRAVBoq6amQDAbDRGEfQ2iXvjdTbNAAmIFCrGAdelovOFNWVqWosDb9gI2KNs6s02cFGDuYwEVgwcFdAhdkStZkMfbtvFbz6DdInyVmvnsNhSsHdhLnPneHLcIRGRaKHGaKapRdpx2wzQRwNrvvDi4JR8VRWIXrX1Wv87vv2N/xrdnTYbUuxn6VPwmzgiRhqJg4k6R4auCXlPW3MdYwPxCIZOQdEMzADMzJB0K9Vhq9ICooEYiij8r/+Gw//Hv/H7jtkcRoXVkDZpGq5SCCtVR9CgytD5j4sOCRRj06VjHwfvay4IgviPvlpu6/JarC3z5njzsN2ag9YgXSEjcxJ562jgfT1Vynpb65tA5ZSOC4yHQzzh7NJdlC13GXKOtP+7fGcP9a8uZefzUEPl63OlzwP1XXy6LFpC9PlhBMNjrWeIRstoB99T1ZwjIzp7KeoWOR0h57hZeutunwQe+iWXaM6POmfXuxKmQdI2a9r3bltmnMS/47qB5Wm33/u7L18+/Yqm61y7+8GeDL8Xw/nTRvth0bXnLjBui/h9uOk2OG63jMOxwdpFbW6nr4s/ECp3+7Cd83JtcIRUAPYjSc1FunUj9KVtBve2e3Fbb7wwBynZ96RMZANHLehS0835ew6/qT7WSTmggvSAVdTIqKClBiuKQ03eX8SGwEuWzupaEa5bHSDSaIh6LXjX8yo2ep00DYRktbTmbJn5Yd/NN37coRSgETh7ZBmdIx92JLepMRkT9IOnQl1yu8RdH7rQjVFbDD2Ai4TNODGCoWesAgRajckA2TZp2rabLsu25HZBfHrNt1ZW4RXgPuitoYKSAneU16nt07ZgOh3eZaaf/sdfef3nP/jDP4KOrL4eD38nhc+y5U/Tj3fT5btcU239gY1UtBG4VVuKUZblVlfiJBF8c7dtGxJ76nJdVwvT4m19SSlqhanVsK3+vkMMZZmcS01WAddhzv3diMiSfd+hIHpJSKvqrsMJ9u/6d5n6+xgVx8/igxKhwuDIoHcQ5iaEpRRlzIXA2865VWXfZAuhU0vSiqf8aXp29vV3Wy1yZnxSekh+RNozXAXg3c539IejSw2iBybyXqPIdiu/qcu39t3F//hfXP7JL59/8SGVti/Qp1w5pdgws2MpztKMQrI/jNecnTKxCWPXZBVQgZp1f9gJrY5ZJmUg6pQlOF9ao0oGQAYK6DsoWQCRS9uiuQycsBmpIqNqERiiX0iNKfqAWyYjqNxCKVcNEVrDSJyZgJixkQVHKxg0T9zANqqkkc2i51yacIscFcWq87ACKQB6CbNVx4qmOaMmDxXYo28AqcKCFKLappAaZMdOlFCs83nZmB2C95hjSltpgV0GyFlDQGsNVRsgRTZpbFCAQ+JqEAtzqFW5NUNqPfpKyqrzpkl1CiQVQFXUNEEDZ1bjDJtZBF92kBHCbE6RIzUwV2vsQ2N1a/NxUNkKQHfgNDPtOMuq3tp//VD/8HvLvgt+gNCtNnoXhIeAnZAyHyskhw0pGQTHrmhIjopSRFVER5ibBAZRQF2VYV5rcq2ZRc0NjC1XVcf4v/yDoyuNOfkIktFC9JdchZgBpAU/tkXCqa9T5uj9BLmDEDsdepd0eCnoYCXCbteHpb3aVsYO5nWW6phNcIUZgLohaZZvc/njQ/rq+ryRY8ffYOtXraw1VH9zx/72bN1hgGVe7Tfd3/2bf2h3/82/+PrfGyZB2y/B+i/WfA1BWxs6WZF7HApsJa8PfapWL2D39erhRJA/bHG/m+4GnbfD1V1F3TFen/Jw8MvT3KU0DeF42w5OtLHixh53W263Qqx1SP46g+wM6jxbAHLVr7yXOs9bfLe38wTc5+dJU1QaZSmuu8MybbuHUS+CO4Xpgt5tMXI1GsAm4xTy1ltSj/7+RN998ne2Xcqu19l2+3W+hN1Ja0E9rIwDcZGSaPx0fr2/f4Q2o+7H+7y9eqR8XZcUqCh5Xhe/81lxNL6SZ5otQlk5gd0252tENoYddM+8wDQOYbo1OGabrHx2On51KftheG16oLAxY7lG7RpqUFszhThtJrs+vVS6m7Gl6rlLwJXcKHnleGRetutxN16gHfSmRiOMFDo2QGJiF9GBYnCg6jyJGAUAYkBksLKydugnsEOnH+Zy7+FXy5SciE1LWXtcC+2RnpdtSP614f6zQ7gi9KX77qe//Lt/Z8/D3bJ+3WnUOsSeP12uJ6OPRANsmjhgcrSWkNbbfDf0FPpfnvOOfcF4Ir5AOsUKhS1pCNhu9v3T9auMx2SvgffPZbyPydynnD/fO1RbtvR8WWHkL6N8qHj0jnsHC4wRMsQ7P5664x+f/lbEAyDdto11AU3RQNHd1ldCVU3AVIr2ATKMATlba8V7FjJf1+sy/fo3269e5r84Rcgkhy7G7rM+/Gv7kNSQgFXesIMR3w3hWLSOnErJZXma83f26Rf8i83+2TdPf/6n52nVKpsuX1iEoc3mDm4D6ZwHMww1a3QD8FVap61EBxuBlq2BG32+ydiHGWRPmlfHwcCxZeOYpQWBrC1RLG2uPegcYRAsThJEJBkFmqIEjhAr1l2irZEvrLG5mxqpsHOxsbndQBmFkhg6BmpmTh3hBuaMBGYBZnWQErWscfRrEQ+KAs5QlW65uR7kpqGzTclvIqLoE2lDjoaFihfbIgRhaAxRYAvQQ83ZlAFqiy6qd1YnFKeLhoilAUjzAayiATQAI3KbSuQqDE7KWjt2GVY/g0LzLjbQUgsWFSAX9XWGjiDXog4ZmDcGaqE664BWNlfqUiMxMnJICNphKwM6NbPinAdr1YURq97UxVCghkfcTnF67F+rjbdl6U3w4PlSdWRw1TMbbmXtQ84QgppSLc05liI+oDVwAbgqMlpuGNlVdQQ6ulgaJaYKwCBNg6e8KvaAzkcMYDNAUtzmBhR4vQIPUmfx/YEpF3Vks5Yxusm2HXEVbHViMl+4QQCrv6w39J5e1mvAvsjVqwayAtoPL3PZeVsB/uz5w9C721oPY3xzN5ynG69SLtcpdX5jZa3LNtpw9e3P/49//viHdVjhdSeMjZ9udughzM2f0qdreYyZwAIB4fqM4RjbI44ST279eO0StiwZaktv+m3CAatd19MPd5eXje5tXfTNpvNecCXfEA0KWaGhwYVhH9vt7OQzaR+09KDnp7/gY2A/3AnlO/hwxSPBuobHNLwM1kpI53nqeDhEmYRtLZuDYEXsbr6tLpnzGqzhnNq8aNecvEzS1etlHQBfrtw7nILfbkseByLlfeoXEtdke233xzHzMNCJfC5PqmmvIouVeMO+g7PRTuvKXXdeyr5b2xxwkxCxIsYFudwq7Kq91o8Hr+vu1pod4tYAB6Kp2RdHO6846vPVn4ZzgdgTTAFHHnyxuFXzPrR8fAx2E2BhUSs6ar0idp13dbPQx2txh14v5u6BGhuLItLAqGAR1diJWmBQZQBrZs4coAEAmkewXUjL0kYcv53Pb+KwWK8FQGbj+ywKbR8cZTncE2Z6uAv01bdPt3/6z+u/9vcdTsWWyO7hOGbtDkN+vmlqi/V3p36vJg02pxxil0GWl6d7T5cCQyfLsmqrxYhDqIgoiQe3LMOxnxbDO9TbcT96ea2Wxrr6UVvZRvns7n7X27Py7/cdu1MQ98LT2AO7NzuKu+6hrOr7aVtV2vmiz4N9sVkfQ20YQW2C1wd41w/HnG+RZBGLDdfl8jK/XOxjqbfZLuttuzvWuX//5f5HyR25fhciDPwohkVuqR+jPTJIKReTp9fym/zzr+DXv4I/f7r++uPrV1t2NOlyLIXYHQA9tRH9Fo00ICiFgHkDCI51YtoDTOBJksLmW0RGaLb3ZhWZy5QhQmFjywoOVRkAO3YXrVwdBq3qO5abwh6aEpBzxZtHb4JG6+i7vHHXSTUAxYrg0NtsLkAFRZ+cbgzBagPvQzPjfzUc9eiIm7FGVS1xSFzmOhAuzkdtloyaZ195AYho2Sg1Dj3VtQVHJhZrbLEFJYx5LmgOVAq5BHb1HEltVi1gvvJKGgkCN3AlN0ZTgIqEJFEBvCOTLOJW771ZU2FYSLoG6hGqk632HkskBRCzVTA5KnPzDDU4XJBBjVE8gKMAMjUeRODQt4tI0+TzvNJ9D2sy7/tmgMZpnXLnY/LaQ3R0pfBp1eUXG7TL8n7PWSk8NzpEaxUrtyockqep+sHZphiIOBCZAWJDZoMGyNCyaOeowYIgAFkAmKCCKKlZJqdNIQVHoC50ukLc+TpfNTm9NT1Ef7U29g5MblM+DLBVHTkuTHBZtJBFaZuEgYrHABpEe/TfThsEJr+U4rrWimlxEG5LiqagAvABKhcYDcK8FIyjs0K+qXGedt1bzQ2jXqo057Zef/6nvwxwjU+hxhr/6G1+Ku7aAubbYNVoHNgIboLhvdbXdu+t7e12ab3Z5aPsvj9sGfWl1GmKvdj4hr+6OvWErINbx7K/BeWqXNsErtYypL6lFafS0cOErwJ30Crj4HCdqxtfawxwk73T28sWR/8s2Z/XNe3cW3YTxOpueiH3mLTU6ju4XsfxsMHF8uBjwWEKJdaV6qB6KYEecP3u1fb7nFMAGUfZAnFFbddbn9oC0Y35JcujPlUr5uLKjZcLRu94p8fbWu8PbrvWFIhfXb/PqpVS111aTajoh6XFPsnrc/EDX9cC/eDrXDOEfUIGcHHO19HJeaXEN+19XF/WIA7q0nzk5CAYrX2nr2tN3ZjLzHDICh1LdfcRI4zgbLdL3dTwLngXd2ghugCohkwIWTkYOYfSzBEWcI4qICEKGnhQA/FiFMoyv5xwquS8LRPO4xBftR2BCkldth024ceT24oNP/2HX3+73KjBdbGduLu73+v4M9NP2d7cYX7m59HvarsGQpDucfTfLNi2tYvr6wWOh5Sx9H2HG+oybSHeeVgilfMFSZXDaW9T6095wv7wlly2A6rMLZ6cchyb0F+//5zwd1v9+qzr5/svCd4cO5wqLddrH8uHG+ftN8/b9OXhM3NvRhdAMFIW0tS8ysuH809Vnyj1tW0/n54cnM+ldB0XWSLfv/vdv4OK94NF+hwVSziO/j3jjtQcDZ2mOX+7XH6Z5rn++Xf0p//y+cdPy3LLUKiZQnWT7k1W8p+3DSEOA2YnsbJycxgQGxABaAXuPEwLAAG3m3QsydHrhtmjF+0ZgPZKLURbt5KtYwNGX3GxljCWba37PpZ6W+0QeYUYxm6p2yDcBLxTxNAaO18W5ESNmNhIuHaJCuMocLNVtCARsItORRqu2nYyjKftvB0Pu9dVWScP1jDRUvKokGHbXApGYhFp6ySszqiZRqqbMvi6IDCim9qWiMw7P4zkbgo+FNNWdhwLewgVzcXaijPXSCLi0tiqAHHIdfY7hxtbALeCRKbGoGomosIhYiviQifBIMLkOIpmcNaqQ6itQRLzEdFkZzypqI3OfWp0JGInTb0g1j2Mc1sMh2O4Zjmhm1BpM3OtHnyoxobMsjX86V9uL1F6j/J5ejjPdTcHWe2wNd+RTshvHNWapWeXZXDkFC0YCBiCgnlEVERVn3zL6hLQhpuTDhEVCwOJVaekos5JLmbw4DI4b3lqYXDL02KD8bSweW7UQgXqtMwevZosqQKGCLJu4lOEjcrQHAdInaVGXAUdP8/2ZWwfMpRmb8E99URmsmoEWADWBh3Af6X65fycBFzw5KxZ97xuQ8/Xl3r/t3e83M/f/MLwvt2jW9EA4c+ubhdC514W9Vp48dZQ+sAtt4+NGlz9Fm6VO5c/teHv8PM10vQJRh9WhWoun1/84nmv3Qrm0wu/oo2Tk2DcDiWd+wYvMrVfhT/6tz/7+a8u8dxW6yiN63Lxn/fledfxUxl7eZ4H53SRLhns2ArBLB3pc/1w0r7JS1YOaanOHYtlp29j/zxd7o4PCxpTQbzmejzuyre5S/trgfi9+y/D/vs/+9k/1fV5R8GGO5FfjrALkAMP1wBch7VUl0J2GJqJToM7hvY6h/7ObufSj920rsPhYLfX17vezQ2z1DvU6yyHAZ5WnwA4Gym40xgqlUpQM4e4yJvBvql0RLWtD0fTc7WA9NTsSNgjPi+uDw7UmLrXsh28zXN5ewoXu6Mt++iuK++TZrg/MVbckuPSHBM2RWeijk04eBVhjwLAjijXFjwWi9QKxtCu3HF/5n1n8yTh6Plc8vvYrjqntQXPHVr0xWh/+/nyp//Z//3uIV3d3SH/elH6G4c/rFQiEtDnP3v58V0f4dL5O53akPibX1zlQKF6pTqGpM7vDy5cEXWd4vH4vtut0B319nUPLLUj7budvDYXhg5WcPd7D6/Z7ne5oQeDfWzLp687eon98M6flvzC7evvNqY2PumnH9IfHPv3N+aHQzLzHYVlya1+91Q/7NBPep4m2OhJG4bLNDcrbWaCuztcxH3+8G4/fJmgZxcivkN0qnbkv06WCPi8fuXqr65ff4M/e4af/uq7n/7qctkyRpArrvUxdVffxpmegx1gxLIhDYlQi0Sk6qn3sTXGxXgUaaEXyUveUcgZYVBAdtcqHLxW7Zlm0wjQB5sbRIikwuQUV1tG515BYKBYavHSoS8tD2mn0naqyp7rv+qxwDHWlvqTwwml3SQyTISBU7Lz0vpGBR1TiFpu5zIcuxLSEBcE2+32l+2FSua+r1tn9lyB4YUpSfDclHwoIhSqqm/eOls3GbAqRGRiyqvt2M2mYYXMC1d2HjaFMTjHySRXQ/NSBIJVG3c634AAEAEE3BBRGgh7XbV1+V7Ds1PIHklH48WKVuZ2W/2xy+J21OoG7FEBigGgGgZFZUOnoilQlWVtp0ivRVKk6iNKiRkAffTZtm039rUBbRmTRzESJiL31vKN/oM//fZDxP7dvkz18HF6/a10Klq8pM1XVc+pdavNgxuul7U/dF6gkcUqgdDPlg9Bq7FDh2S1QudbbhIAGxmhaEUCJVOVAEg1S3DkoLhoYi6EklcNCRdp3tIslpqq7jRVNlxrS2Nfi0+u1dwoJWvEO7KF5FTC0dqfuOr68LSWMcJ3FVPna6ubF/AOxCnUDeAR4DuEAvAZQzXwAMnwWhtQO5utVuwZP6+8/3d++2f/p0/wDMuH4Tp4y/Wts8un9Tr4fj/I00Zx3uaARdUbL+U2pu9977fazz9suQFR+SZ0faH9O7w+5btR55tF6Ca/2a1r0fVynaZ9ss3iruWXvOx8erU1VStv8utz3m3upU33e7g1DcE7d+BdvW00nFc7eb4JYu9ryy+h4Lo4SWHHtZU92kLgoW4+cs7JOWjneur763ld7nd1FrImbryuEA66QdyjlKfLV18y4DYHaxK8fvhAY/NuKQJ2aqfVTSwphbrWHaeFNqenalLgmGZYwYWEZb47Yt4uXXLutVxjjiFer74ngpLLIW03gQ7mqbNHaE+8edlHrqt1rn67RhpkyS0nl66Ao9S59Q+eCLZqg3ewzHwYfYPUU7fM0xjffFuGg+vUnaq05EK24YjBwHZuzC14J1trO+c2I5bqCFUMkd2/ksjFnMO1KIIsVspyy+2Wt292nV9LNShNw9sxveYtyb2mdoAgPrIDL3f/5T/8k1JfPv/rf+fLu0+/2E5//HCba0I7X2//RQzf2w9yeSbUf/4IP3g8hMscHrBOrrmpNPBvhsjRIx5Hhty7++S22j3udufK73xawodYPYh5w34YSHe9z5vtvtjjq9DBhk/l29c1d/3DWgBWyfNP976f8W4f7ri73dsfzHy1+rXD+XXifP1xi6cxlOdSk9nP8suA3aKvWOo0YfOG4Pdvuve7H5a2/NZwWOFHAzmgsYPeU48IiECGBnB++jr95j+Z/9G3t3/yk9dyKVuteXYpsq7O/H1vi7XvCX1APVp0trZhwK1gl6g6hHCHbWXXoyCCsg8NxRG7rlWzAazFfowCm1tFupQSq27snCziAVokDujN6iIDxKXJyJDJUXBSLXjPzFDRJcU4OJK873EyGBNqYWaHWHDGzrsOhXfQVSE+BSiKkZxxqVfigyCEUNYq5LfrM2BAxN2uiam/tBwDVem4mdRgkaHlxuhrgA61lWy9U2spGc4i7Lpk02yRJQcKwdkmBjqMhAVFMwmTFmvRS6097xsu3pNYZmELWoG9I5G8vNn5T7fwKSrBVpGdSWFCYyF1/o7ztIx+rBnBILesCtR5ZluhhCluIDiw2wqxG7y7NB3Vt6WiR8iGjWOilmkcfG1MbrWQqKmCZxMb6PrR/m+/+ObHz7ex7x7v6vEGuvDxMq97N3Ruul129weBV257SrXow77vSl06PlYK6lPd3JhcFefJAFmkuYCrQACpYBGloibfcjM0BVeb1NRZKYrwxkmFRJLNixiV1JoBDyfUaWQSWKT2EBHUDq7coLJ1lZasx5Hm6g4RdYT+EgfyWy1+0HFh8DCjoNiGbBkMZvJgFRaAZEAAZnAWKAAKALNVJz+s+emr+fO/81bt2H01Dd1wfpiGj/irKH/jj3/wm3/+sT9Gt014ATpprdLNZdnA4qrH4+72sv6Z1nahov0XYTlvvQKqbMmdSpvDLlx0aav74l1dWn7BkFou3ZDK6yc9fnm4fvtpN46z85rT+s1TmRo9wMsz4f2rz4f63bdPAm+hLjdImWBnTSr3S7sxLtXe+8i1lhvKZ8U+pe4L0duy9b727dQBcV0eRvbbtUDqLLFcrqff+ez68ZllFiW39r/8+tlhXhhON5I3BafBNi3e0wVKMCdQpUZcrnAbDSsUO0tjs4RQvMTIsUxriH55auGh+deEYz1YEUqY0xCI3SbN4x1fn63bYbpkCjtnAuCJbljh5rv9VncH+9Dafoe2tZKSX+qLMw8DWzuNoRiXzpXN3Gd9qg61QhEXnZvQyCFQp0rBW65h9LwIBmRAD4aGQIBmoGYNWi3gCc7rJKWc5Xybn13M67Zm3QKD4+uU0wC1unWkKKzRBWD5yf/vFz/9j/8v/+1/64d/+G///V8tH993QdzjIe2eat8NPxK829XzGlwXvth1n29lf+o/vc7pM5YPjgc1Eelgd60SSyVqdZXjwUzudm37NTTf8ifMQ9U11ff0/RqlSXocQrP3b4E22T4Pf3vibyN11N952Fz4vdp277ie55dd3ZGfA/z2eXnGVp6WX4myC+fLp8t4sFfZv3Pzt9tSIHPovvzBZxr4GL48pUMt6e5AIp8fQQDIVBAE5LpJdvKs37y2P/8l/uwv/vSf/BVtOUPek9ScT8GX0hBp14oU/zjqbeMjp0tc3ca2Zo/spPjmXF+vprsMVRoRMbA2hl30tiy1RkZyXFaKbIU5ldquWTWIqUNh82F12XOBNe7derPAUFakWKmh84BoVZSSc1gdo8COsfARARwgMZGdzCWyAlQdvZ/BhlS5WRl6qucglM2n5Etp1FRdgFvAnsmGSM0XvLkMSFoVNax2cQ61YBc8iYsdQm6Lx9iihuKhSkWPVGrlMdnEFAkMGhYFB7BSOWC4NvLQhySZFts6hRdaO9UiFAFXUDCgBkK+71+njQakatV5coLAXoOxIvRkQl2frKkVrMm80kbGuW2RIrp1UNdIWmtd7Fp70TYIXbPuelprBmdw5+Zb3Y1ezJHTjASrNUS/SnyvsMn//k9/8/PzKyuhc1982vJd7DbdPrV+9LdL3r2DZbauP4BfsKXgLpqL91yrBay1VPa+5BicmEZERQJUdECGPiCKFoK6Vp+crqZOVZFKLQ5kD+ZCcCZI+wYv7iaaGEKf50rpZltzboSVbKi8XDR4t13nOvSp42WR/VE3cKm6kmdGamrSaIU6Vd87qY5BxMQqYhPrASLABhAAJoEBAAA+5BIY4kv5ql+Td/Of5evvfvvyKpdvXzqlb7374V/7a/B63s+tVWd7xtHzr7fhhw8fnz/Vwcbi119ebjsHbnv7W1+uH76hWzMJGCi/VrfTouvRhxu7faLl66fwxunC3eU2nfyk23gM159dyHVPWvfQ0pOWz2naxQOC3oHmUK7P7XB34K08kfscYPIh6vzdEYd8Xev+2B2qXRbs9vs2rW/fHV7OBk69ZqvgWwFXg4dtsXE3X837bWtjuPePSyRrZwKZPmWf1jmnuNeta/Bka9fY3DJr7Lv2evbjm8RluXQPR/+d0L2L2RZHWJemaRfd2mZsVLZtG12ZBhs2FVcScVXaU7zKxcHANC11vzPYOosp1JKdI7Id7qRmsgrDXqq/c8FNmNn6K+3BPpR6uk9BfF/bQtQViPsu3TDeWcvs+8DNeA8CCtKyOZCKuyBr40hawAWTCuwRFZQBFcBEHeO1OEL3akWbC7FHiBNrx1IpLBUGlFVDB9sKZRdwhcLny5/9+/9ZvmB4pof9766Rny4/3XWPpdSwfX3cnaY5/uL1VycdpT9t25JSnW/OUZty3nfdlPUY0oUf7wb9+vmV65QOO8YfoekF4tt+VwROzpqF4abPcnmbDi6919Z5vp4b3A97xf0RO2jKvJ/apx4TRbtu3IUG8ftWpr/8+Ceg31ypC3Wdad4v7u7otjKSLtfQvb3//v3wvWN8JE2EUcA7C64DD7FhW+vVLJf2wetaXwx//Xz+p//Vh3/2k4+vk7AcSQvRZ7Z8l1Inrq2AUI0SOXTR317zocvFIG0NfWRApBaaWQywNX+w25IGltpi/VTSsOAScqLksGRyCYOfXSGOmgWi5zWXHabVxBoWV6hGAJVFvRRwAbxZcLIBVmugEjTRVjvTJVKc6y74hrx63vd5cw7GFngXbsX3dDu7uGvX14B9Jd6ose2AVlVB1diHJltUE8fx2iZY48A1iJkDD674ZaikkHgViAO0tdnI/nq8D/N3Bk6AlWcWb0HnzOykCTBQ7XAwWwncGdcMw8FZzTWArzg3DrBtAb1SJQwVZ5EOWQIuV/R+y7QDq81Qe7NJQubKGmbR3mtjwCKoVr06DlhX5cHo0jiaNtQAGFkKhW5dSnbdnd+uLQWuaPzadIdSPcPsmxPPNQmL4x+Qa/a//dn5m9trVngG/Wyev3tgP/n7X/fhb9J8uQ7j6eNknyW4VvcA1iJ7xgrMAuytGjnMm8RApaj2bE3EoBmw4L/KhYWZqklkyUU6agXMIYmoYMwQHIJszpzwBmU8cL2UUCNYVaK4t0XcPvpiolRXUvZRTcrNBgaZBXtempYqZnlq69Ts4Ad2tSyaAGzX9aKv5M63+S0AABDAMwABRAdioAYxwpwhL7kwLKDbn2813o6dVupTXz7j17/62WSfcafaXpstS34LoQHvRvz17dtdTsedO+dGcH66gHH+WP39nr4r6pp8hINx+35PZvlaU+D8jcE43TzFrz7xj/b11ehY+AqHBYSKvVUudpp53mGXqYzFENLgdl/+vXn4L/Tsx0O7bCHABWZ4TCom5xK6NuuLoz49fypbMb/B2IVPB3K3WCGINw7u08qD6WrGefvm2x/DJpbM934dcKvtGPK19EOQrasObF22fhfm1yfnO7u+5NR2p+7D1PrO55Znyz3uGxBqo9mMopsKhDtQsO1WaZdaU1KG9XXBrouTXvbuQK4ukjuhLSwDuZvuRK8AfYzNSJaa9q5kijvvrKNlnirErlu2NXSpNMLOdFXYlrYfXMVu4L7gcO/teSlH9IZRi+MOmnhPIuASQhUNjhTIoTYxUQFqWTBwXlr1tix2jbZM1HoVYwiQAF5mkQ6OWacUhqwcpPvV/+cXX//kddou//g/oMO//n9ov/Xf8H367ttnf/xnX372A8N3X7/+yXy7rOP4QF9JePfh9Rfk82aES+t3u+MQau2+n/bXlseQIZ4jB7fpJLcAg1k1R7vwpvNvfrV++F73YP6HTF5wtYyfjT27LwOVKZvjdZU+yK4al20q8FSXD0Lf3fITpqXz98eeLpf1Hu/Ex6L89uF9g9ObLmztNPgxQnAea0sOigBIbcbLsr2A3mT5lH4+3f7Rrz/+i//s23PrVG95QuZ3BSS4Y64lhPuJEGM1AXYekFW4wOmEZeljsKU4bh3B1FmSTnrT1iA0BNSMtIO1ndgasJeUw8SYfGinDLfOrEjV/RCuUOIWMmjneVEjT94DLJETaQtNJgJnpuaUwDeyXqmBuiXYgTDTbsmF9m5vQuhPcxEIeyitEW5Ga0uz+7KvW+AI9tDxx5fttfaasprVzRkbO8vLYt5xzbNYJ2WWEVMj2wFm4+p8Ul2bEMCiblxf84ScpJqxerDKLfKgtQbk6hqwYbYWRWoM3oU5b11zwhuK8wgWfQBr5rBIcxYUsxOuGANXSTxUWWNFITEMNuVtl9yi3M1FKUCAVgGCoZTlb8f+L2W61b1hyerYQcTlRbpg6+BhsFzzuOe1NBRpScbaAc4ew8qGTK20XjIM8R/8YvvZ7cOvABwCMpQA11oCwM1V/mrFTK9Ydsf6NOuxwHUMY6y57r1rRe+dta3l3kV2VhsEx3PWPlgx9ojSAEkV2YwYJUtLHqoKG1VbnKtb2xKgWyfrTrTNtqvx5gy6SNpkiyvcekzJbJLSVRSCbvPTToZZh4S0leocTGB58h0uGmsoJ4YzGNWGCM17Z+5W5lzzPYABZAAC2AMwgBgUgUeAW4OHSJ8WPSBUXYugIsyt6zoOk33zy1zmOZ1PmefijeO5+/nhfPrIDdqA9+Dn11XuHHrIL9MQQvHi59fbCr2zTPElXvcfCFtVd5JQIkxtGAcZz2/neG3uZcZZCnDeGe4G+ivuvnhtb9/2y80M9q/duV26623505+oFUj10wd6m+pF9zGVxdVwwftxuVbq9m2rsG+3meruPcyru895PZGK6wFzw8MEU+9SIKijbvjK627t2HPAsZSXD2H3QHV5MU9xnrbBw+U7O4340VtPPjUts9t3+VLa3nVaHcClDbiXPGt2q8FwXsq+b6vQ4Px6sbpfZCH2h3HOM3pXlprj3nWSRcbUrbkmx9vN8y6Irs6CC5TPLfalgQvr1lMvhBn00NfsfNhcCUJSiYdNzocIm8HOuUuxfWw5DDskCAjq2aGaI2QzxwygyAxViAEqMQoBSm6gBpcK6GStNUl7tfWN81d8BZgOvgOYAFCBxlD/0f/1lz/+9/79pw8Lz7jcvTxxPKSvROCDrr9L54Hj6zLp8mL96e4whnRYS039XpX1cnNu5WII9yny1eYu3r1WGGjZ6EffvP7jgjJ4nsn/zu539+54WeHtDnz/2Ui7WRHhxin2/n0z0ibOtq+vvxjtNmkeu4cb0TV/sx+Q/UOS4UErur4U++Lw+7Oxs2XffTm6O0+BgIMHUFKol3zp/K0ZqDxpK3C5uefv5n/5k/M//tXPvz376bb6OEzbGuoAHpq2jiOCCVAIKBKrmjly0g8ONnQd4IunWGzFcAhb3fxCU697g+ahQwCLBiAQSgecaxucr35l2AHUWtO5ry0DAjFOqwFDjZqKbQTBq1QwVHAq2lwPcPaStGg36rYiHgJnH6Nie0B/c3VYmzuSy/nwxpdrgceQlhyiB6eWLb7BdWmtiiuNS/qYWlvTuG+0+gVbI26iHiwnKKUAOcO64KnhnKUfPAxDmDdnOB+NF8A5eNTazHVYBILZyi6Yq1ajEGgBByU2LAYEBYK3ulYiAEvIwgqUDRJCMU8+1+rYRJ1FoyaIVGFQvHn1mWOw2gBjQisKoYeWEcWKd4gKTbLS+Fcu32pHsglYRwQC5sVvVwPeEDRwMJkExTRQn7EE2LPPDZN3T1bCe+YD/uR0zO/XoO79r9zTdb4sMAYYb/R6syNa+9zcArFu+es+PrQF87iVDbQf6tp8inOu+4hSyWkRxmFrLXIo1jwlIAxMa54Sj0BQFRlICBhCIWEKRcIQcgV1uwjPz/VA8gTeN9jOOb4ZXdlG6I0NCo57nV5gNH/r4EjiOt98a4FC8ZIaWyhrAapjg+fas3sWjvIW+JLLVqlCA+gAbgAjwEeAIwAALAINABD6CmAhwbYJ7IA/rBbkWnocRC4Jn/7iCboSAp18//Td/OX3/BJvgDL+0Tv/63D++uuxP62bg77fcVu/Pp/e4ZJ3Yye52fo87R+cOfGPvP7mk/dOlPxtexnpbdumPPuYKk0479wbD9/Ode+06+kpGCmt4TxfE4aza93ns167lLPfpXN57nbEnfcf3RrmsqZ08xA37vW2dQfT7Tb0PZ5T3dtOIkx1cwE2UJ0WdNWNepnK/bDfmOX11WAl7O6n2jy04PJvnsfhcK11CHEm2S1LOj6WVrCd2zmOvl9qC6Gs1h+Lm3if8ms29tuhVaz9mLCtlfaJnojvvMzL8uDXl1uuYxhhsrWrg1+yWrGtbuDjLYe9HIwcN4LIdQXF5oa9VV7h9Og/nGV4DP4TtCSmFLyPQocGD0CwiTt0/ra0t70WQK+tOh9AAbxqQ2QwcI63qoEwG4BkIdWmzcq0zipfz/m1mfdAyewsKzT2fGylqUsDH3Pzf/H/+sWf/O/+I//dEkvcfP50sad5eRP2KTxdnsdfnH96zTHEv/xO+lP+rnPjyF0YclxuV/BvB+3uvv8Xf3W9G//lqfv7+/4LMXq7u28V7/h0+Oy/73i5NHlHviMWS+/3wyLvIrSswVtmuHPWtrKseVq2nzytc8KXTwxjR+T7OxpP/OAdrtIPvCKf1GxIIYT9id87tIS9ABFaEZB2EcTavus9bLch/uZf1G9k/snPvv2Tf74s26+3GzW6Z224HpdayT1y14Q9sJsz9a4besl1CLR6HESQHFWGVFgITuIuLKH2lYcMU7LdlnNCN/vsoIOKEH1tihXUpc0ENQmUgBS5qXiAqt5Lww7dBaV31cyFVhUNrIkMhY0AZ8CDsbiu1Ry6foBN2IGU1Ah2hSu4jnxjfpC16u7gMyrcRXfb6JGr6aacnXUJ0FGdxG3kvoSafbwv+OL7d1mf/KXWLRNH8gUqDU7nY+gNhRtL0bcRp+zVmMc6bgzkkXXiYHNJfizYfPPqWtMo0ABkBTMkZ73JS4JUoYopoiAhGqlathBNqmGyQsxNtmodlFUsbrg5IcEq1QFg2cxrMNpu4BIsc+sXqmJEQKrb169+5Jw5RGsFBYUcMJAl14FdmrCYKoB3KbQqYbRSq1Giy5a73tu1/vr3D/h7b+4s/Jt/683HP5u+/fbXP/n/vuLzfA0Yzttr5w9/fg0/2oUrwft13QaqObMj5su5jeO41W4gtb6gROegtoIMxsxAWbdEuDXz1BrMQdGBKJZaFAkctGouOFirNVA3gxsdnSXsOpmLjyOV1xr7WHUCENodS15irKvRUctttS77gkvnwrWjUdh7sCsOOT9RYJnRuyZ5++CPjS6gjPAFQRPoAZ4BDgAZYADYAWwAs4EBCG4bwB7c3DXPcl5tz/JtlW4D6fPvvXn/epGYsPe1u3l7fJjnS/9f1afbi+lxjczA/udP05vIj93taYnj8vyKPnG3c2a2bLvdd58ivoVPU8fxeZgfQ/cyV8xpW4x2J8Psfl0IHSDhdSmN0pS3fE13Xl2FTPCn5u4Ad4v7tfTHYXvJ3Y/CbC3dfIgBfCNMuApe6Fxw/LJe8/iYUunu3ZwDf7Y7Hv7yl//izWmcNui/rf0uT4InXj6tOSrLdG13fXmeeEO/p5eST6VM1e01Px+Se13LdBmOXQ2zIrptNRh9v34CuJvF9KMOX9zKNKaDLQ2MYO9KwxOMZZpHcB9XPaTHVnPjsESDT1cY76DW6MPHKu/d8824r7UyJ+wX3/YBNV8364+unmt86OTjKz4cW4OTB8qyP1EvRsHcPvWA3cNOKrieSTF26FQxOScaGMzIlSLeQVMg0MXUSvn/0/RfO7uu2XkmNsZ44pu+8Mc558qrVgWSIkVRrZZkyYDRMGDDgGHAW/bp+Ay8740GvGU0DLi7ZcmW3S3JVqLEWGSRFVbVCjP+8QtveuIY3ij4LO4LN3BdRWAJaeYzg7e2UJ61nmexDcZYc1qK4dQ6HlFOf/btf/9/+r/m9+uHAADRVdgNgDl6u3WSSJ0u6HZ/+4/no2rX30h/7dxe+VdbKHfTz68d0LC/aP/Jr/2/aN1N3320ZlT1nuG6NfuC66C9gN/abZKAbJ2ypVJHZi0JyphCEFKPy2uP9u36VuvUbzoDL25tJ9BbHNZcjGoAr/dtW0SH8HbXK66vBm0KeIOcypTKe4YFsF34tU/i3j9Pv36T/uTNb371PozpT1P8oYGc80VBTWANDrKJShop68i9txqErOYZ0S3KQwmm71VNqDXkWnuvQ+NNmHILG+UPLEUbh2Hy5uq3axcxFvGDwlwCK9Xl9SSbS4oTOtJlzVo7aYgiSyN4ZtwjZtaVSzJoKmuwTmVAwzpTUUxJGUO1UQzS2lLYGgs6rUn5F2k7GbFpA0ouROeqAQaEOkBjk1L6LOunbEyfCdRaWA18irrooLSJfUmkN1/Gy2o+vM6r1qbomhmp0SXdvrC7Hh/f+nEn+4KqZ5j83UkSxnNSbimu0eO6OmOSFA2OaOnER5mANSoFsgI3KGwFssQaf0ukTpVFiZ2s6rRE1MDAxktM2hrOC4pVwLGQctklrZ1NpYpoVZYjuB5jYuwgxixGt04FMJZqLhoNa1RUZSHaBkgtbSkvBckoUlgjWQ1JlHFc2TcSlwT2v9w/ffw7kcX2Fxi6T/9xe3X84qv/Mj0/fCN3h/DaPD0/vvkm/XhrpQZo9zgspnW5qrKuQw/TUrvdMpNuc88qckGk1kELVaqSRvslsVc11t4QFCGSXAU1CkMtFYyFmJTXQaBqyHEFvevKeULNGRTkKwwBcGmUJZXEOh+kdhKLboaFV1O31CeDFxFjwy7KTOs9lVvBO6qiGyZj6Pl1UTsALzALVABr6FXho8AWICs4VLgASAiaAAEXkArlko1TIqSO6yyRq3N/+PkNqLaVp+l9EoHdj/bL38YXTfo+GWNM4Hg9uwc55I1sCruTwV7GaDues9EMdK483D+GrXC+H1VKzaZf1+end3VhvbXdVx/Hv/k5YvtUaaO0BFoeoP8sHaJ09rLmqGvL81jwTGu7Pqjmd0w4J9fS9PWIxeoNzctJn1hdbmWNSMwTxKfZ7vS0BHMfYzrLi51+uN76kNJUpas+pWh3Wp/DaqTTjGFtu0BgGzJY79fBQ7Leq7jW2n0jcuW0NnN2jc5PLC9od8xrOPgO89Gue3D0MHcDrIlYppB4c3BmgBWS42m27WDwnKo49iVegXved61yp6K9xeEcP5C9DHgkvtTuXOLO7NKUTdu3dh5ls+HjNJehTc9nc9WuSXatis/ptCuCHaUs1uWUsLW2cutNEQbSJlZptcoMUoQ0hcyEEgUQVABSkJ7m3BgzmavT87velPMsDudnSXVmNRfrwkI9Hu///X/9r/Ldylm/UmWqEBGQ4eaz7cVmOB3fbTWzZVMWo9zlR+5q+3uOuNE3QMMnL25P53Bhnh/n/MObP0AEDo1SIuZjKw4htaRDVYPFpZDFhozjzMLptJyLnh7PC8r35yKXQ33H7VWz8drVVLu2Jbyelw/aIbqPN5qctpG1qYLNtRHlbYvAImVOC9C352L3EKbHB/n66c1f/fzbP/lNeZoYkseSRP5RpefMn2qdLeHK2tU4atuwLq1rIKmiqHNNrlih6qG43GVboChIRHsn54JtiJndoOsBa8+GKVR2tuUpwVDrJGrb2Bh+W3gvHGy3hWWhHlZerGpNSaADFaAuUvaiFkZdiMhgBQFPGkIRwpjyoPUcaOOhWs81EqC2Hp3EhH6rqpPu9ou0kqZZTMuKoZNaLvW+8DGTxHJ9qawJxWqCfPWRYqCXuR6TMrGIo/qoNpcIJm83Ov8y0ZbOir/oi7pR27Fe/m5d/wH98lv7yzv89Ar8j9Kr1/SW/duvGa7K8Vy50zEVVD7BIrhpcRzFgiFfsiJVJS9AuqokpHMF52pZNDRJs4+1aixFjCHiRKCbsi6wY3XKWVkFtWI2yqlFUqv1lEvr1AKgLUtVOgh7IGU1c0S2BJIVYhC2HcITwmWUSSM1jUwLAClFyMVqrKVCXWal3Mf6m89fJqWStlTtSjuVtR/2u6199emnnOd0Ov/V/+2nd8fvh1lf3erhabXtpgQQKbvt6XzsLy6WMLqucwHuTd2IjKa5CnnxbouiYqpWQczSKJ1QA8SKiEAiCFDQNsDQNnBeDQLqvBTT0HRk00h66dWHqGvDNdUNNxnjJtcHXbrE2Ula0NoBkAmcjrP4fYLFcEjWVXuv01RrnaLBca2wx3oWmAEGASQYMo8eTgE0wEjQAygBZuAKItIBZICF88MCLcOrT/bTQ+nV8u5NfAUyn86Yu+ttNz3PxY+r5WG+XfNDr/SH3dg+ZpQuqdU1RZ+Um59n24CCTb5Wr/92vbkYYk0mb44mvZ/TbfUqZ6VcWR7+Nl609XDItxg/8NqaGlE11furpI/n7qad3+KgefZdzzVZW9+QIjwHq/SIWReINTetS/KYnMX1LtsrZZ5jeIqxmZqBnTfTfRHzIXJqh84/n1at1SuenkT8Aqs/LcXjkR98KWzqUoyCp05t1hLAXOt0We1xypp8C4XxotIZUl1FzJiVgUecdsZ4GOfaN+nDqDfGhr5b7+67XkWyBjli1iqWaRHnDhKGqheftZbT0ouJ+7nGRimy46pfbf2ZgwOOOVBtNZVsfa6Sq7WuP62ub/JjvXipYHb7phAYm2pjFSQkg2rNMjjMpXoNSyUDKhFTFcRagRSksZacl+N8NvhwCLVNZ8HzmkKFMnPOyxIjbHX65LN/amr3z//Fv/zw9m0ZMUFxABagCIiFH1x/3Ng/kME8zX9ZHsrq3vzqm7uPfVAbRrunqgycma+vu+lxiq19S+2FoQvGSmCTVA2WkKTqwapYsVUxsEhKa5kU5okfICjXCsmPOwwGdzvtkiQQdO22pjXyW6eUKVd947yGKStDzKg8G8RxzY8aR6K24Ds8r+40/vl//Kvpm3D863tK1a8jMww2lmR3vsKML9kUUg5AY9PEhA2YSU871CuY1umU9Ky05YZU1qyTKSlb7bHWiUsvNnbkYzoVt8N4iNn5TjykGDqCKZsOcszc2CSFmJEUVDEeQoFGmwqVBCNha4tkYNvj4kCtqmp01SRVJQM6TyUMjY+ReoKwBc0el1xz1H0vLSpdagLVlvzuvd3oFa8MTKKcsnvssLKGz67rMivR1XWmbRKTNloAKMZyo6U6MVO1HzNgqov+B7dr+n2iuKoWJdHmRuoZvKt1tlf9PInBOb36xOz+qCzv5PuvU4q/tfHUWIetKhmaNsW19y5NWWwVBYIFjIZkNHMSdp4xFnQRQoXW6yLsgJa5cKN9FY40UDnkvDH4XMTUTN5xDF5xwqo8BiaMOWnblpStNEwsoioYjY3xoS4A2ihcRPYVFwVSiSUoTcRVWcUAjKiMQpRdo+5+52qqfaQTlX5B7gkztMWEwh0zW+gOtFz/zz4aX4F96o4P8/6f7ANpJ2tW/hDA2Po8Ye/KFLoGTEFyXkLUlnSoRrNTDlJRTtcITLCyGFKVmRSWKMUACJZYuFFkQTSgrhHAUUkiM7K94DTOFZpaFq/6GWYX7EIrRqu0USJsoBZmuyeZimjlzuNjXBcNTNpFTi1CJVgYLIBCWAAUwwoQAmwAIsDAMFXwACtA52BNgAANwDkDAQwWmgr/i7//6T//i1+Huvzlt1+3RRs3X18P411cn0/97e55fOQfl+Vbv/0unPaUz/NuhzS2i57FGMxR/8qYqzfj1cXlowQBtPDoBNpiXrPpUTp9ugt8fnjeXDgtR6q9tA1FO1h1S7ebT+dvxvnbBHlcGn75MD7vvLmF828+7JXtp/W0rRgK1+bGxwmkS+X+gS/3Ancl92LKGQ6RLjZrnLQqy1jR2XO0qiifXfhlWPcVDtCe1zxP1EgGoBgygUk50sIQ7ULp+zM7P5HtPOMDqOtyOhzoQq9TLKZraC0kfYBjsGZXT+eph3OEvVsWGCqvUYxunJxxU4uGxPPMXedOg9PJCEcRo2vgpi3LybSmv8yniUjCQbM1PapRR18xGuu08zmyN6fjerX1T0cedjIW5daK7W9t/oWcE2XcmsAbXDI3GmZhJUURINSSJbMCLI8LIKdfn3MXv3uyopdzGrpwnOxuXhPR6eg7rw53f/nh/f1P/3gNMIJYAA2ABIbBzuDY3Pb1DX/a+1+9DXP79LMl8H1aXhadJjWFf9e6l/1mXdNF13UozqmWySmolcEiVw4EvlIMhQnqKWeHdRWFaloLt35fiXZ1eF7f5qKNX0eUC3+hyVVG8Y3gNuZ3pVpHck7UGlrKqvkhoyg55zpConx+uHv7/cNf//JnX583JxZYN73Eb08SsOugmzRZrAflrQISwxIErAEm7QnLhvtYqyOLHps1G3BZzapugMZatsqwiyTeF47EXaIIsm/zvKDfk6rCIQ2tWwNjhzU11kJdCfVUayulgs/olIVSswYu1jmBooR0hThBq3XBamyT55UysFaSsgcVWNq+hNiYQ652Ius1cGYtc7W9SohyNLZ1xRRnL5gmHPa5AdSK/V5qlq4rINa6CKIoVLICtsqqbF89IvXAU9Ed7W4KOgUGrEMAKcBNA/hC5lmub9LmFq/S+u//ffPRl0W9ootjNHsYT6ANsSpNSAGtojxqUil49OhqReDErZYoUgtoDcylorJ6TVX7Oq3iNWSnrOEEKRtDRS0FGlsOpExmqVRHUL2KqLQHGNlAYttKnOee+qgCVgWiBDsncwqkDGBgNDbm1UPDkIyUNaNSTqnM1WvFDqRqKGsmf/cEp06poxTD7SU+lroRWoD7WqEpZ0ajam3az/7o8/tf33fv092v11c/vAyb2mIF0LlKQ08RNjY/Ftc6OwW+bexx4u0AGRAUOCQEtLoCI5JqSlmcMnPFTlOtXjgDpQLqBKzB51n7JnClAsGWeE5FdXFK2rYST0n16ENdHbUgs5BTJi+r2gPPmrobOB3i40JAfGZIJQ4AUYEU6AEmAIVADBrtWRIAAMAZ4AZIAZ9+ewlEuARYe5JIlMsFoBV5nsL6NCaj/bL++NPbX94dr5rh6WuNbi19+/ghrRv88r25Q3W2C75TrlUx5UM4v0R+XdaPL93hBsbMVw/5w8AuZqqNvZv3f//ze/3dcsrmnIzPy9Ze2/XDN6FrINw6A7TexUuU7h9+PiXF+Kt12tqn/OZm2B5XbgZf1Jtzue2tfozSt71Z74t7WfJ5kl0bjktrkfWd5g3gvkl3035XD0qsCo+lXp/z4iAeV73lNlhYkjStVXVNZvs0x5bUCcHrZpHxQ+VL1NmYaEszRnbtha+vVduV+ZFMd61Oj6yUG+wzkpeU79g18lz4pZdn4WYq2UJMCQ5W/BSTIleb1ow8Nnl/ltOAu8zPVXc1RPAtFjZz57rt4aydSCVLsSpRMVNDBpJAlYLtxQ6PS7+rKYOyAKRFQEKOGw2hsK9sFKxBtwbWAoAoaCovhUkAksBpmVtVvztPJh5w85ELduHTT/qP/uzZqfe/nr8bfYWFDv/u/q/Nh3t4Dn4HpwdYABqADwyf/BC2GzA+5HjeGHrDxetyt5yu92guLzN955rS9V8hmlwq4fNaogNXoVqqhckqXHKLUqoyKUZSnEH3xiU2DXOpTWNEsOPMs7wtqPfbDcCw0wqocYgZxBCkqq35LOqzcNFYUllyfZ+FpTyOp3X9cPr6z38+P9WV6vk0NQ6rmrukYYa+wV7ITJUaXUBsQ7VaB3mxWqmMBlyuq1CbMGtFhkrNjuxmSnPTtHGuADeOIqNjrxUoa41kEBxQpYSNqhM5TUUxZWHjBRi4zcgkptTGqBC1tpYlSS6L4ra43JRaAMkYLoRGOJN0aGujDbsgRYmggVQNmbhOQLtz0q2NFWDFVZEthGuZG43Iw7HuLs0Zq3tNF1fRF7e5KlmRLslfqlwJISNpv0mUFDhRUcFQlyCN4mZA7tGr7HYiZzCDwSpayZJQswJTtgNNEayTQtpZ+M2/of3/pt6dMI2Qi1IlYvEAaqdrdTRWRjC1CokokBUJagFSmSrUFgyoOvpqHJcRUaM4KapQFIVQgwAGTVgLNCpV4x3ApKEuAlQhaDCKQasSq2i9pOC6RmoS8prmVZylNRYGb9qqGt0xnH9bbUFjACKh63Wp2knKRgzYhxfxcFrW7+/cbUC93D+3O++PLm64Swrz80jeCBkaLiQsm5fuXK3cH7/+WXr5CtOPPjOmKDmDcsACGlTJCb23hzl0nctFVo1trVpRx6LRNMCCvBolWbgzbq2LhSIKARuQ2kDUStOV01NOLZhUahHXSZx9Owycj+xtqSJNRyec9wsmSTC5fpOXqKwTyJpQbD1GwjzY7hQBjK08Qw2AO4fnzBVAJFmAE8AAYAAa5NoBzbACOABj4H7iHTAACMpaKa/ru5RVimL0ldl8HZdXm+b9GCWedQG6bMshfn04c6coBtV2U13pSV1s5YHZDuo5gTmCsvVc/OYYThGt1jA/vfuP3+oGWuWwkcDo3pUR8+YaI8jy9UOzddrpoyb9p9+kp7ld3LE5gjI+xLxBxcenWK9FHeLoOo8W5w8F7VpfOF6qvzHlcBXS927wdcVW4ni5PYdl98TPrbyI5mkT9eLlGC7d9tymXrXjXFUlt4RTS7uHNV00qswnsPYKSmbpGrCJZ+2jGh4Or7s2RnQqrifyWmYvyxg23SaUzK2foKpDfUorNGGEnU1zSY27qvMIxXs3Tsu194Sh1K5tx3AwUPA8maoKV+z60UZ8mpRO6+Rqys7bpTKK1Mbk4l112XIYZWs8aK+xm2u91OZwDr51AaQrPGqxkVnJGqGxKlcxEFdGxrREoTo+z1NZR5m+Ps6Pl6f0sNxbKH9x+iacwod6jL8EOizjhd3c8Id8WFF3Ud3ssTuXY4VPNPxO//KT//VVjiDlhPDpzl7dR1d56pvhxeZGgbnxn0feQlkzHpfwplYRAm22pdTB+TUrr2FMyvOJDCNoj6aIIMsY33e+q3DlFRxL7NXmym8ZFKESQAKSqrTiY5i2Ji1iLeeMk/BBgaTzffow/ubrt0/v78/fPIPWqZvrCJtsLc9tUeOIbV2saq0sZvB+rnEArEqkrix9iqXvVKrpZDqbolTvG4CViqVSRu92eY6ovShepNmoHMGlnK2xzlpQyxRpr3L1mGIJSB4BSc2pOqHFkM4x997NIi1SrEyNUdmJFqoqELUiKwiRgQJGZYiIPAUu6KIurejiMi6q9FqtZRyQUrHKseRGNWkO2eg2yaURbMjQAtW2KDlbWCqx6iQzGh3ZalgLGFdh1kZVIwo3GU80WNY9EYjqGI02imErpIvuyCiuwaKpogyUBFonBkz18gtw3/PzW/3+p4WZbQQFJosxFUgpqLlzGFOtFkqkKuRpFaVKKsIIKqGSltyUxRhFAgtrb8o5iHEgAgLKqcoasbAQMhSjqRbZGDMtDNyCm7CAYd2bGgeV1wWxQ1oQmtacEvROVcGUbckZBXWjRYRyRdBOoI65M5SdV3PUL+1R+0NIrc4SsdTaXsHDMb68NtPyhCm0fdDrcICldfumO7vV84bu37DNj/aobycrFx7qjqexdakCsWiyeclXrdVz6gfnBFoEC7hRwBUMoRfKtZJSkkQ86EpiACMwULWgtWR9qnUPelIViyd7Dmx6J3nW1EgYgzMwltr3/mDCULVyOSXqclmRtNR0zovWEaQbdYDYkixcC2ABOQGiAajQFwgAPUAGuAWYC+SCe0OYMWK5z9AAIMAFABCMwhcMf/P9fVUwbej989RS/u7uuGj/uZaj07u+j+/fNm2fWE4z+iYA0a3R6xqatokLrbYcPxTamH6fnu5y7/Ddh1F3dNVDEcinwMz9jy4hjqnHks2CfvfpM4hd7b55fvolq02NqVMdarDM27x+X6WG/hO7LrFDi2MsOamu8qODyi1z0cjxPS2pAHKjzl7Z72Z+UR6nYJ1ZxtSPc7lu1IYPY+jG9LBRtpByRd/bHtflmlRUK+vOqDmk9qo7hvnqrZePZA5RUadH0jJNXQPzeepd/y7LJ0XmQNOpvbkQjceL5vpwXnPTvwqrtkPhkKV37kN6tJtuP6ZHXC6vruJ0GvR1mL5P8MmpTT5lLRs+S8QzTkrLXJChppMzlxiOub2x47FsekVg9Azhomgpz0qZQ6ydU2syBuIBgGNWUkuuSsGMbRE4nR+2JOdkaj6OZeL5eVyWHMfp+zdPulp9vhNtXSjfLmot5e4kjuw7DTX2DPkTKfuN+2XMlzRw/aMffOT/0KisT/f3ty/fBrMftttxvOi7nzGOGj8a1M35tFCZpedYVqMWwb2ohvPRt7slTK0zx9TZeqq41QKgXBGZU3QKNt0ea9eYOBXZW1NFF86IWaOPIsRZgENgr9epZAVToqmeDuP3v/7w7fG7rz+MH0bM8Az6VRfW2OYRdl1zfE4XF35aGB5CvdBEFMl1WUeFnmtWgCIKVHGyPoz7XbvteHX0gsxz4oEpQzWqI5Kc0CuhFlSteZXGGtZeUSpgJGRLKj0BuACRlYIkdpvDiNAmEw2u5A2mmrSSUskbndaIewVLZmuaoiZQBjNwEq0hF/auVtZWcRnIsBS1EAnkpRYEPYqhurEqGMqwOLKa5ko+ayDm17PbNHVzIZ1mu1fNRQaiutTupuYztk2pgt6jiowEEFSDRTwZSrVqbQEiiAbrkZmgCrNuLEcgiUk05FCBMVUcKhVfVVt2P+Rv/rZm53wuldH0NVWIheuinJIKVQA1zFU6TOdKrYfEIIU5CWliJ6oIDbAWsC2FNRsQ7giTBi5AAqIgC7dEaAwyt70TSrV6ZVYozYoambXVOqclk9ZrrRvQCwBRdJmKVtLmZsZJ61YqAiZSjea1wzblbFAbc/h+bi7V8e4Z2+EazOFxvLrpH5/Z5CDLMTY3B9J91wg4GodYDnrhfqMP74vfsHl6c2HURBcbyx/OeNGg7JcmXFD/IZShbTmKt1hZegVYRCuOgh2xqsRSlVGawShQFUhjqVWPwJqBtkoeK22hntXq5k5LDt76JuQgXW9EqHFYUDXZlq6qTMrUnAxLlZyUkpqVZ7yHzADExQMgSAFIWRYEp2AEcAAaoAKEQdmintakc7Ub2KwUC1cAFIgar4sE47RK5wyNx7LIt/HAlec6XaJ86+kWDcy50a6kZD2rwfMBLq7g3Um+2DXHFbyhOlW3A5B8epeGL7fhGIdPOYSuzmlujL/EserhdA4NlsqmiRhkzOKv7UtX75/M9VbHR6ZBlQxNNHE00E2N1uk78hf+1KFlAzmLM+5WxaXIDaVjYQsraK0DlM4+nmFj4hGxoRpKdSp3DaypnPnyYp2svnZ5eYrIubTsNtvwNoo/2cs+POUrduc3c2f16ZbNNwVtXlu1NIUD4H0IL2xTU7rC2zW/gaS25pwWMf0eKb3oqdXhrvqWzzXoRkKrrs0+rvGxGam0aX6UXA7hN6C4mNMNqKNjKHE9Pmu/DRCzv5jTOW43Poe3tLmt7v0RB1NOqVzqj8w8Tu1FU2surLV7WEOn069P8xBqNGYNo0Jx5RxCHGVO59NSZzOXAFMQMCnJKENTz+n48pOvDh+QPpxmylZJXo/X0icU/J2r/N1js7HUbY00939Y+l+usS5vxvC//1/+vYfRjj/96dNnf8/tzoPrvHnXaGYxRsevH3/++R4W/0KD0mZTSwv46OCjpK+nNA1uu7LzSEntNFIGa4likZ1rk1jOq9F1ycZrLEwG6lqLhjSWUVmIAlKzs3GO1eBvxonOv7n76X/8xd3PnoDCkoprEs5yvYVxbNvlULVfng9d18T30QwCHY25VNaftnJY4lBVXtkqKFvTRBUsNbdgEo+kdkaPAbbejphdMeAV2uwqozhKia1zpkplhkja2shMFRDBA3njfQjBWYnHAJcKZ1W1MlkiDEaWGkMxW8xFnNQRXa/yItGgpihFiTGgllwUVbFe5byIbzAbIzrrIGixVNFas7JmYtG5RDKQqwFXCzw71RtRs+QV/BaHPSjMsirbMzZEWPUgUKlrFNlCrWYtznJl29goljiK1kSXgKvRfQIRIQSRmJUmDiQc2IBeltpo2A/67Wy+/bfym5+leDTkYkmtgbnGwW+W+GCcLujIa4i1puQsjCu0VliDJC5MDhVrMVOppko2TsdayFhBAV0AiQ2WsYIXibbqogFyBDdIWasxBCXnRqFIKchksU7W9TwF7JACgGGoogFEGdCJAomJEEkUaVJZQFmW4mBDdFfrumvSFIZLV4+nxyu37erxMNtSnnO9HErK8cq5x7X2MocU4rpLy+uk2gt7zoLru+d3B7O54fuqvO8O87qTQW2ORjnvpcZoXSjcWwwhYu/7qaDDUki4EBlBQIWFgRglMzUGCESjk0NIe62e0G8IZ43JKDWHqslQhAWll3hvt9dhGtpynlRr/FxYZWd0LCKi7lPIAB9z+jnArYURXY0xAAiLACwVNEAiYIY9wDrWCaoBSAD1DF7JBUJUiqguUQTgFrLShiifT2IAbzo7to0FjoIbixnkw+lEFdhAkYDnAM431L5q10NlqsQD7fs2TnTWk2if7woTpZGNL7l1FzY8hd524d1KH/nixzK2AynelMGN/JbCqy/M+gj93+nD26C1WU8LZqOv8HzUw0vk4HdlXBrVd1a39vTtGK8dV0qbpU9eu8DgycVzUYMYoJQ6rR+Sf/GqnEbaFG95hg3ldXydjUsho50klGesIo2Dt0FcfjjTxU7OKbYjrR+JnUzczT01JwnI1J5h5rrZ8TvvdHRRQtaDiQfeGX5uzXmtW31k2SGs2vWxPdGDrc269BftHLtbeHpA23irK/QPdNBjWOhYTQgRQM9wXqkzdnl9Ynih2lTEQDpF2fQd58M5nTmtW0XsW64V1OPbBV06vg7Zl7cpdjwdco1QJC2BA4cPB7fvZK1lo1hSCGGejGJ8/tnbPJ5QE9bS3A6lvWJlVEkvLtTxjMWI6+1Fb3ab7nR7J2Z7/aCXk15H89C1HylzeP5++/Enkb6czt+9+mhf9T959dEiODreAWaUJuSNw2+n8mRpq4ByDCTnRW+t6hlWgyql3BEsKRtSqGUtrtN+zQhyHussZVzr/eBV4o2CKoTH+4f1/fz9L3/97mfnX3z/wcDJ26FZpqvNNoZhkfc+7lud1O2FpCC9Niw4i5v4EeRiDU2rQqUrnQ6gbqxaavZLtzaLnX12tTVkdJqj35p0Cth7ohbIZBmDJlNjFmLbYIq6M3WVjnNCUJp1BHEVz0tW3BgIBdS+oftKO8qBKgmlmFvjmAOEilYxozGYo7IaREAUGEBVMO3FT8AlBlC/VRuabBAViBQtZEAEdFSkRQx1A61BdC2lAg6qFqWVAUe4qmqz+Kw1pTKbXVuVpjZzcqhVQQLihIYgU2uLCJGUQtoa0Z5YWIoiXYhgTShZslOQmQxoW5VQOELxNXj98D5HhwhMpJvEVVPmfArEpnp0RZZ1WSs7ljKTF4gBdK2ETigVJBSsCikbNCUvRg2VFgLiDCAK16paI3NVNGNsii3We06MuqRqDBCWCkYjVatDKS6FVXkNRSFWQQJXIDM4zQtrgznyqtqdWnIlpTWWDM5C6tyEacnJef3BlG3RNkkxiaV5PodO6ujthZufmma3huMcWmdGfdYvzeV36/KS5JiWl7CX8vhcHKa3r+kFtafbfLlprz/J7kKpziK0VrjWofEuZt0AFXQKiImRjSgNqhJAqdRbilUpOGuYwTt1XKk3eS26ZvC+lqKyKrjopDVEJFVmsIpV9NAyV+8VxzRXZ9UTF5LgNR6zeqHLgbHl+BagA3gG6AEWgGuAlaECfAAYAFqAGUAANMEiwgwL1x7AAywAxnFd0rVxV77MSmarY1Pb3Oyc6b66ePurc3OK0XXtnH1fYKO/fNl997S6Rt8qsxauMyxGguX2DFrnpUanfG2rZw8lzlvdvpsTulcDnoOkmyGO2dZNeFkrpU/aLtbsfZ2fKpoh5CrDNr0U9+C3jhZbeU7C3QWZp1DG+0e/Ubdgns/VXxucl8XrzT0s22J7TMzKWkfD+kWalxPJJNEtGTbdEt+kru+OAbgU0/jDUsyllVqbC8CHTN6cs7EdFhT3PtcOvvii/fZ4M/j3x/dZWdrYKdPelPPJaEykZF4V6KfEvbGBeQn9BvPJdQNPvM6pGls6tSAMLp6ft0kHd4zJ2vd04NIVOQ8Zmv1le1xX7y/i+bBG66+mw3K1oeeHRV3saEoL1vq4Hq9W93RBEhzHn4vwOp2mroccnx+TpDdryvW7QCqnTvOU7ZAXtOkGOuDIdbO7mDltlB0fRtMzbm+knkrbKkpildbNmJz5pHdnAkjOYXTSf3Flizz2Mr67l89+vH1tp5h7X4psnInJDY5eakm90gw/zvXekCrnumv0YemNHKpSUPO6PqKzg/uEkAhTLeSsOUZpKM1cXa2MsJYAJDHPiu7mRbpNmKu0PI7r8f1vzk9/8t1f/vTBJakbWbqnH9SrIdd3G/10vLs17W7YaZ8L1ybPH2V/Tjwho+IkcSO+ZnOGOkQ1QaORC6jBmTUuvgzFFw0VFALbLS8l687MSzR7yZUaT00U6DRD7wiUkylG420onDmF7JxDLgAd06QDBq05B5RLK0t2pDJlrbBUhwaMRgZWqqk5si+M1lWfcVVYkhhSC83ItoDquKygqqQu28S1BQM6JeVUlJIqgIqySvWiKgASFBTLM+dWJ5WhKDREDSMatxU9gLZVWTV0uQBCFOlNayoqIgKtawaiipBY1gpEChkEYwZZMQG5OYMVSCKkVSlzcutR7u/U0yzTGRurzEiLUV2f89H6UsS1rAIWiaA0otLoai2oUCoju2pQ0zktilyjcslmRbRJGZOtSELZ9vV86oo6C3RYJkNoUUoW1sZAyKK4gkLQHIgccK7VMZHGENC0IkhEVQCtqSGYnZYjaTTEMWci40vVSntRRskg34zUd/Uu4M0x45c+ns/ZW08x7Qv5S+fHNG/3jbsTtTNyOPHObKPUp5e6h043uf1InY5rfYoL5/0hf9tO3Z+9f+y05i9V87y1r8Q4Uq+MSUX2XtUopjU2CyrEWpQhBWARxGnKor2RAKBBSizKNXqKSaFAj7Ig68QVK5LjUCysrdsJA4HXZgoweIhOGydTNMdSS8EGLEG2GRAoUP0IYAF4RXBg2AJQ27hlJYAIMAH0ABcApGEp0CCo33qhFWwEagsNmWbLLxv79QODZsrlR959Z0VRUb8Bvy7QOkjBtSYswRk4BsnHWWxfm3MxVjOcK251Xazwi+K+M6oVH1VqYhOku+O7ndXNdIZht7HVW6vojMq9F3eFz332kYWJd6oeqH0Vn+/N/k0+ay0pumxSD6bOwWyaY3Cy11AegyjD5UymmBbq+ceti0uO7fbCH2RuGMxM82k9W75eVnLNmufmI5rWcG3tdFTcTu5GuwOEDFlL2VBG6ENeFOMY89VuI+rNX07JuSUHxR0/83jZejXD7AnXaLnzPZ+kALYlRFbNC53uF/EOimIpO6Hx4Uybtu6lhGUP6twASIAnRW3BScHVuq9wfp5Um3N+kroUr8KCAx/PrUIsbx+5aSTW95Li62TMOGPj5ViSrMqaMp3J+fL+vTxauiilV0qLpV73yt0E6TseR07abWxCtoUiGNebsrlRh8xMzGAvVVmMWkPuOlv9+dJcneV4UG4FnIv88HJjpteL2k/Tac8/qe2hnK/X5arrOXxy4V+C/mxe/rqxkCosp3eGTmnZWniKauTx+X459Pth5/8O0CmXaME7HUKUnta5hIZMJg3ynAtX4SJhCaHv1OE3uL7/9Z9/F15/9/rGEIU0GNB9JGWacpGpPnVyW2geOnci7qsdbL03K0vcplDxyqnDg1cVClDRpsn86PGVNN15NkqWgJtdF1O9qHwm1Llo0goN9ICT0o4LexlDtqaPNbXOjhL8arWXgpxJEAvgljFqtlWdqPhC4jmVxtQ4ZTY24wLS5apsV1bsOp3imkQlbbeloFNY5FQFmJzyqR65NkoXVetsnYGSFZZcyFMFARoUj1GbFjmyU4iKMqFUoB6sBimkOGcwzXyXieWiEWjAimBFhaSpMFvnWSx6JapRpZL1TEyEwAWogVLBAKeilCo1StaMwqIJqSaQkgW0umjT63MbntdQsBcNqDKCr3HJxkheS2/VLKuxkDxSrKA1p8ICiECNxlSBJe1dN4YctTXElgzZMK8qd1EvalocmEXV1tTAYlnHkNkSC+SI2mlBESV1Qt/RwtBom1Q1E0AXYbaKSkY0AqlQ7+ApSqdhUeirqKYqBiShwjCou0V0LNMTbq8LfdLZit4P2kwTrDdGj7D2rLA9z6fzzrdrjcOlzuez12nTtRs8P2ji+9KQmWrQh2maHX2Qw6Zun/Nf//Lp74HLP0iXtzfkOZW+9XZlpYUqVELFCKQLCynKIIqr1hizUAKv2WlfGABaojSLqpUNmVznaloooLDV1uQIk5Y+msKqUalIa9UivMH6SKpVaq7AwAcADxIReoICYAQ0gABMywoADkAAECADAJAU3gAUgQXgctOS1JyyAlhiBoHvk9xcDTDnVtmDR3yWZ1mTf0JK62IvBjcviQg+ROle393u9XE8b5SPoBaYd0M/B0DtXk7N082MaFIKfdpjz+OahiTs7fDK4p3WMZ6fYPOS0mdJArbn4kbhaw0Po4Sep37nn9fPms0v1+eBBmpTfNAdPj1HX6O/KXOhboXzNbz0/jSJITGrhr03Jyg5blV3WE9mU8LF0Ex59h5V6herBC4MHrAUFbul4VKOndlCDdVpr8s5hB/s6f0R+mF7qZZD1Zsu57H12zEnvMBh0rMyeEXymG2r4BSU4tD3PM99S3nNdK0JANcSdVQp1ou9K2OOrdfqfl4t9DaoY7e95fFU5+bcHJmc+DIXMVw9miwIIc9RSGUmEDSjmiWlKvos4/VE7y4YTuAtPi2t2853hwTgXmkXSe382E6XyqtlpmavpzZ3QK2dT6P226LncJp1q/EZzGfalw1RhqytIR5aV6fQpy6qh6vWmaflF8YNQZ6mZlBwSffvP1yUzd3D1/2Xn7ye7/f9QCafxkPXLsrdTCJGmXe5HeC1s/4kmVZ5KuuLqwtF18A5h3PjnHAZp9eEy0mgNS7WBLgyotLqfDgyCcv4Zz9d/vJPvgm0XLyPE8dm2Ax7dTvBsd1u0b6Jh6tqoAD1ZpdZXav6tKqiwYtdsBVsBz/G87BV61mpZTU7lx5Lj9rC2Gy1WQkNhZmckWko/eSBo6moEFF0VgWtgZJ8UTbyamnAUjUY7bhGTQpKQuXbRlZV2mgmBT12q8yUlIPMRTmFvLLvZErK2rKCU6dpavWFS2gNLkK2YBTnIGKjYghGuSqZM1XnHFcx2oKsBdQqySgLiawdVEHdSKpBayPVGTScJOKZjHcVVaO7kgEMSYwibV0XUgYaAMmKtOTFND4jKilsFWpAUaigiiJBrbBKRqTCGVEDRRBCBqAIqEgDzAkiuJHTu9GQrrlRttQYyFg2gSs2DldOBvSai0JkrJwZPHqmSWcdKipmQsVlRmygpgJKYU4JBUq70AIWa+XGqZXFuKJOzBsyzFyDYAMKgEUTAUGeCxiBIqAjVxFKLjrwqBlq1NwJjrls9mo6oBJGKqB06qAhplfODM3jt+MxZhkUi6IPYb4YrjfH5blphnyfYGgcPy/TiYaf9CnTpW4nkd3eLsd0uVHjPfsJmRi+CyomFrfa0vXUXgyn+/lSzn/1fPV76WloWsJb23Ip1RnPbAR8EdCmzYVQIYpWCJUQGBRQC7P2pqCG9DRBa81QIRCXGqtqEKqhhm2NGdB4kvOKSkk+yLaX86JcXbNSPgigLFAQCJAZOAksGqTALIAAM8BnAF8DIAACGAABEORKZq/rqngXqC/4DJokFu0NGFcTi/Cc8wCySHxYa0qV7MWLXSlpPkePKggUp16QVK/OIzOBKabxrHqRGm3fwfn4fVY3Wt8VdBuXYuBDMloXCzJ0y9fVb8epDPbjEuZzjba52tXxdd1tysI89BlF6oNa+vZXPF+qRrdSj4PbF8j9rrqj6Oj7bZw29DEO55g9p3IhmSYaSXc6NYXvYlNqjeRKXBpQ35/tVi091EU6bPWIOoJsQmJ/8ctD/B1vC8Z57m2XTiOBgi2E+zw0cqZsBZ8O09Ag57L6ARq9TWX9hJ7GZDTBTd+MeRpsYwuydlUKVtpWeeKzVb2l4JodyXRm39s6n1btu3l9lmi8jMvJmctyPtP1kGBSca/5mBczNpqnbBWVOZ164phNCJ8U86vvJTePhBSPhS7t8cNhuCANA068+5g+HOK1s2tsbcs55os+FHY1x90lwLGecYWbC1yO3WWJBw1WD5aOSlwwTLGIt0awE3cngp3fTxCE34X4VeOrNl/ym382NZdv8sWVwu8y6OnE//pf/T9+//fedy//oPKxwVhKGPWxcLp7M8/y5seffkJqcIqnnDe95OpyfBLVlIoNYclAcg6kSMzdHLCus/ns/un4pI43f7Afht1xlZv/9zvlm/I4Hy3v7qax6W5B4UubknJzWBj7TutLB6ThdVTXEAdS49KEGjVcfqWenpr6loe+RQ3L3KqyeAVGGtOspbZuKkWRcwyVQHRc69bQ2QYKFjEkcIOBtUDr1VrXTdtMY26cVVJLzkbDpJwtY+rIJoq1Gu/BggPJJsfJGr3W0imVsm06lsRipIKyApl6quTtkgsryzjXDEzFKSjgGKm1BQozaYu5aNaVQJsQV4+6hbQycsi+GtICM1dtGh1oNuVTPAZSi1wtlCVqTw2gb0EMGFiLItIMrLRjIQSoAIiKIcs8o9cCRKSLLgCki6CwFCFGSSs/LWZ8kL/5j66+Eeq5nAui0cg16ipVTE2VQDInRzWx0+SKzVBpLeDRFGFUFkuWLEOVSWeLquRqbGLQNDJaVNIAdKP4Jj2upHoFSyZvgFuNnFlYxYwCCclBFUNaRMQQCHN20WdfMQk4WVNuUIdn8hZWztppGLwTLp+C/6R5fuC7HDU1Hwpc2Lw27jpMQcDZ/P7JXt/K4XxGIXwRl3voGlq8GN3N0yHfh+Nxdv6UR6MXndSCIETYRIVcUMxmq9N9vYTTrx5P/RXiT7QqSixVackEpMaCXgs3hrIoTSWDRgZRSAB7sFoWrC7hpl3DYsVCV3mGliF46W09zadNd3mclqYlj8Cz8jbH1Tm1hMa1Se7G+MTZAnqoHxAbBi+gE2QADZAABOAOoP7/ewAeIAIoAY35EIkUViCnkgLqCpxFtSxgkBLXxuZVist7MU27OfjUx/V9oduuv69pawBKOQFcQftcxuGqPWq+EHU6oOptOSyg7LXH86QVVXjP8+ftplM01oCuPwX5ypR3w6bh44P4PSnHQMeiG3AV26ypTyVx39A2jY+kFlZ61IMJNXUMU27rwL63p4e4e0HPx+BUioD5Xtke0JsZuP1mnT7aDFOtrVOnYk+Aw2DiaWHnnCSz6milSWXtyRzLP9jT/RJGAFeSVs7kJ0jDwdsBxwrbSMe1bAbk1kThNEen9HlI4eBt0XXrOuZH6808st+Sy8c0bqMppPrBPoZpCvXGwBOmTRsP0V00kpbQ9EJG51/XZuCkVtxgOh4RYK53pdRmX9Xqk2RRbc2nLl8LxxX1e1XzEbXVymDTez6PfrhGW0Oufe/Oz7EbtkJhaDFF1YEO1viaEiuOPXdn5/v1tOhBbVPz1h93YJZY3UCTTztFUguRwBuY/amFHkvHryg/sx5rvDAvW/2X8rj987efvvovjnCoT7++f3x8/G78//zmX9/84ffdZ0ol/vQH+8Z+Sujn7s9v2g1D48xDSheDXuforCDqY1mrsrGAK1I1igb1zd16qd8+y+1V++Jk3n71cYuyHNMG4TH8V9q/P49Lxe/HD7fbq5fN+n61oluQybYvPqb3RV9VzDU2N3rNyTwruCGctG/jFKxVWr+q4bH0igASiPWZo4o4a6JUlEGpBFYKJOTNBk6BhlUJJm0aozgybBQkJy36krmzuoaikGynaqpdHiNYWoCM9VZCSr5RMSVcNDrRynE5Mvaek2jdalwL+iIBSCVPJlWyVsVcTUNqlWJrzVVYh5isYhJLJVQFIuC8lWC9caJyVg2F7aarEmKibRTGHEUfVS3v9UKpTtbUYvcNLMkRwk60q7UxrojaQlEAhYpUVCTCS6I1cDmhu1ZKlVKoEBQtgJKqklSmgNPJzqz/4nu9PK8LKTkDJB1VwaxSTj2ZUhirFI2VK9TqmIrYKhlqJzJV6hxVlIIKlISdbVadeDFKuFiHkgcLkLJoOHFHU9ZGOZQgpCoBtVAZgaqqlskhF9AsXLJCrAgFtesghOS0ilARlDM6A1jEUrjzhgxKk+pL32kpxO8fq6zQts3FOrF0No7BdtukHk9y9RE+r7bX5ThG1lYb8zg+tlMTTdK53H04bw90VAxaZDlYMSFn/xLFdZ1TKh6D7YfL+HyUrXE//ZcPn79ZL39w3H38cdw0jd1LC4SqMViyNJoKgyVMSBoll3IPk2YQnXippWV1vmX3wVi7Htl1JCXrRijM8aryWhALsxFXmrSLddKGCrbqKZ0uqHvAdTboKyQAQHiuUDVAwQZEISQBD4AABSABEEILsGgEAWNEqpKJUcnaKDfXdihGmnkjlbnjaFM32VzD6gPf73rn/TrHGwMoxm6MPmQR2rWb+Vh2V/kY0ApArwSjZrOkin1hSrDpmgWqArhp+kPo2tvjr+9KTylrkbiMWjjHI+63ejmuslcPD8vlVR+en49ksVclQk/n9V7xrX+YDm3bxEy91P5Lf3gTdld5DR0MiHrN3y9sN0pp/NxcT1Ayx3Nm4NlW826BjWtbW+YFFku6ZDXQtlB3QYclQkdflu7gOQgdzFVPuYH5cdp/sQkn8AIFUuza5pi6q34MZ38Ha7OiYmX0vKaeg7ygZkqlSN/uTy72qFeplq33ckDZkovnvB9cKLXpXGULj0f1UTOeUzejISzk0QnPpVoFEx2x2FPm/Kiutrw+HhrvJR4ztTcsz8H1+rnCdm9DLhaLXpE7gatW5aqdDYSN7RJZf3yOPagNyARg9zDPsPWSs7SsUvfuZPcfhfUZb2/aJR2ItiUX2cslbc92JiI8F/JcG0d1FkU//LvD+G8+TPz2+Axz+vW06Py5evqzt/jH/NGnf3TxOz+59J+msOYCX1z/0OVJN12UrTFhjtzaZsxnWxcR25nfi2XJ5VvN45w11odvjssPL5ZMn/3oxSXg76/xm/xwuvrYoPhfQ8/vfpVavyGaivSvbmuc1kWsnh8/uI9/2J1/rR3AfWcvWarbwHjSNxu1rCgmnVKMFexW4mn2eCF0rrjTbtGzVGsUamMgzxnbhmCS2nkdJ7Rbm7NSUTftUgLBkZhZWZ4UaJJsSjMiDzpUjxSJawaEgkbpdV1br6IFyTWPVTVNA3k0rZO1ZnFWr5kbUOIWLk4pzlWwxhDBGCgxKaqpKlNibpSag3YGEDStLBqxqGylUjLUrTGZlliZxXMt3HSwLuI4Hknrwl7rcBdmg3bHO5FmEFWAvOAZoMGsipBCrAVpOsbHb+1HL5BEpHKNxBUoS3ZUT6kKjCvcH/Q/+0/p+W9qcWBXmKIgVGC0NQH5IsU6GTNUVsYkpaxo5LUo26gS0G2xrIiUBKVAVG7gKoEqYlGNhrGIKVC9bkKoLpaMwKkNFDU01NZ5xo1ugz1TtWzqVJXFUkSYSBFg6Ryco9kSr5KQLWFJGjVzEXCmMityIAJ6h2lvp5nuppPfte/PJ+urzmp5hI+/LHdT6kEdj6pvpmdrB6LDKu14mqEhm+jR6lfWXXa/md43v8DSoC7cXZR9a2j07UtIEfFFf+nyYe43PyzpMQHwr37z+M274/X2249f/K25ubz98R/JcI2mtWZfAI22RZBIJUZnCoEhbNTIvgGei2wOgjCuYhtTahFWJtVYOJ2ZpZTMBhMslmBV3KOa8JhICSOsXNVlwjUTM/gKCGAKBJATwlnAAdBvCcCCArh2PbVaBdFVE4MqETc41boszE4i6HOJN8UoLUwuO7DaaGthu9nSopXeD/3c5DOn52V9DxCvoei6vWh0bTbGjIOiOTXiyUV6tTSRGnCYkmnjrIFmDtduTAetFE00x6UYFzk0M2936jgGoxCf1K6p6V2UhrwGWuf9Vj3rLV4puT9em6FQ0Fus1Tw9Kf+yCe4CG7sG3ZCvP/nYytocTxzcg8KwbdS7kLwajPJXqrvWy4i1uXk4H2W7rUNZhc2zPuq24Zn+uiwIMtbFhgIESO4Hm/UsdaBli4dec5ZVNuNMvXdlv+11i+1eYEO6g52Ru3XVpLcBSF5oSeezIrY9YPUqLzVlalWYyOmWYqzLQ1VCT2nQmHl6eJ5AYhphpoVLPsq0V1ouXPCXPCaFjVkrNY12vp46+/k+7TaboYwpacnsgu0mR3rjz/tLWC1tsrBWdq182djqS65uqzjE2qytQFIGJWtV9++nPJXuakglyGhTLmusZb87Zo1yaQho5ybb0ft4yDqUfvujm8PszPr8g9//+8eZgMJl28gXH3//7vXh62/pmM853uXw/t2/63SIVjspLaSKpm22p/W55uMc7gBOKU1c3pe0LEUlUU8nxEMO9mqrX3n198v0/OHr403nL3f/aGM++oOfvNj/z3/86n/7RbkmfBSczv3M2LMj635i3heXP+Xxhob7pXStoZMh6MsUSFRau48y3vr2oh5uuu3WTJ66lp55YdqWtTZMJhQIyjciJK5QzqndKA0FdQwK0uzYeKAsQ0yoXGLrjI4qEtKUESMCJFc1AFGtXC+0QdU0xkCRbtNp7ZfKKi6FBapZKrtGctTwAJAAc3GEyGIVitKmtSv6FhV7NGtlJChSc0E0BbLRO4mBtXIsq1IQDkghy0lkyeUR2grbhj4y2VSVjkEx3E3w/EjTA5ZIiFgyJIZSOGQoqWbGlFJM5upC3HVFzTkDqioo7FRZ82lVj2e4/56OR5EASGKLAFeNUCtgwCIWNABQYZaoWTJkcDGXGY2iENYZqYRTKoKUiUAZ8gJLYQYoXHY1AZEWEPFI556ljbJho9W8q0gkkqrRivQYYsOw1KwZYGVQRQMIkBCmJI3IygiZREQVjYxUVSnFIBfNosl+ZutPbuvV1XenpblslhZcY6vFqiru0/oN+zNMhdsmPL9O9W+X01K707K8zfuvz+ub4GuYn5Jv9B777+aQ3z4+z6dr405O4W1cFVxtu+66a17sLz71m8FcfLSjRhS5ebbffX/+H/7i7X/4H/7kT//b/+YX//L//PwX/5fw4c8hvRE4KgqIyaoYq2hIGlboCyzeoCpHk7qwdWvUiritkIWHTkLC6matPBS2SpdSNHEQUrVovQR+V6qHUggudHvOyyggANaAzlAJXAUBqAAvEU4FBKDGySj7e9fdNzFbDZy6BWTn6X3KfU7ZdkDL6nInMObknJ0a8rYzZf1QdVcw5aUYIznsXaM7NTzXdUubHmapZeTriscO8Jz2ovE9HlrkmDHVOuthUw6au7e4btqtOz0b6arLCQZi7dV5hIsVjtbs+vomyuXunA5t98KgojTTta5Pa9WXehpFPZzhh5vJxQGS9T4twWy9t1KPeLGsx/3QNPX5IfebvI6Rvtzgh+D2WFu8z2ym+VSnj6/2KywIrX17lKva9HUxbg1inoP4jnowo0xW/J0KHbVrDAGc7891vXhl56f4IefbziwEW2+OywcUXxPXthfkOnfNC3d+fbS7IYjBmI2J3vaFKcOjbPvwNE65YmsG0aXX+HwQvBx26zov2oYb6SaVLl2z8pxmpZopieESW2/D60VbV658Ocy42yANF7swBWtmhWpPTRrnXRXQyNlajSvbTVfryXDfbB4/TF3XFVxb22/m96FsP7qA7343DUanlFkYBqcqAVk+x3bIIZXpIfOuc3457WHzfFg/spdb9dxg04TjeFZNjt/OdA0fv+on8/lf/81p+zun37v6HSyuXovU4dbZpdZcOqVpXh+sDuci+84u8ezrXwUBcsHo8NP/7xmex+lGlXj94fUv7sZfjsvpw/fHv+Ou7Phmyc+DyD/9wZfg/lf3v//9v/1n/6E7P895A+l5yurFw7q5rbwYMRj+INfjBKutZTxrd9nJea1tpVyXzc5fnmK0+tVZUo27VsryXPe7IpOLDI2PcxoQUqOpqKUYkNonVJijZp2zcT4mtg5Y6SpZjDaaI5NBAWSqmmticLqEhwJtXUoVMkrlnIooJVq3FZYE1ZQs2WoXSEgzF5SqCbzGJQkUKdRgEd00EGdHvWByYEExZBw1bp+EiaCUqi3lBdgwl0xWE421miATqZaUkqgeXbtLiu27X8b0uY5jvvwSrEU6K9VUDQJea51K1h7JObSKoZIxHKqKhU9LfXgyslQkXRr1y5+VfKe7DaTCJZGqBKylWTFrVSUo1FGTAWCrYZrRgmIlpBprS45oPcY1kzJqzWjVqrXLJWmyixZMYmzkNRXXCtSCWHPoySQstRhFqog8lm5QqWBDHABb5LUqIuGaBZQytbApHnhFo2TSpWHICjsFZ6csom5FWqe39s339fy0xEevXvqpT859PP7Nt5dj86Qzvanm1lahAslYr4/1+CFeXPF5R93opiV65NyZ9qLxy3gifOW7u7Jck1HB3lyYcVC3MZ+VVQxpZLKuAXVStIVw593lGFZr3v7i6a9/drdzmxeff//V7/7+9U9+T19+Yf0mV9tZZmjw3/zTnyyZlOKZyRqax9IoiQA7qwVcKUvOVCwhC1jEmiHCxtJR+KaRr0/4z769O4+nExsgRCqkqwFYAkwAAJAILQgyKABC8AJIYJAurO665n0+x0qb4lyvtFL9mqaeyho32Z5L7jattYAxOvuiUOSi9n1acmNrvi+xx6FCbInsZc5n13SUx4I36ilgH7O89PpYaUvqUJ80XgjnnkE1DdWlJXpGcUlTN6ZJeXHQyMyvvmg+PE9u1wlLHnO4aYCzP1q6jBdNff9kdrkcU1If78nacH/IrW0GzE70aKgxC0jjy8JF3U10tZO4TsrueElnMs7yVuJM7SmnQVyHaa5+rhINbnMavJtqu2nG59VSXn23m6epbLvbqHAbc8BexWrraQUNeZV4ZTpd6zHzXh0FvE9tpnUyeAsONQDA0egtHFg2jHNcTOn0q6KT4zqb2D0eHnHXtJUmq7qV0hDce8jPJX92HeWO9IDzAqUlHwvXiF2dDqZxnJNqhss+wNiXqzk9OwWrvnzx8P1Dv29cAtJGdau2bT0x+kGMdqiJEkHDkLWB+ynvLJy194dze0PTkj29WNT7vdu9T3VISTEuEMEJ3ccooCznc7C7bj0+bC66T3+0zdD9/E/ff/6T4cvPv/xPP/1+aBXzDfGHsur78+nvv3j5YC5/+PFps/vhq8sfpyqeTeFdloc1Hhk+QCbWaCFzob5JK5u/+NffHv78b5+erGrh3FCy4avf23336zrsj5/8nR8d7p83HX715cvdxe+/bD6bjvX//t/81yonpXfzct7G5Xzpd1FwG0R2NMbipSOJh7DJ9nE5bxWVbVPfzsPIpTFXR7CH5crBGnnv8OmcnVOI3IgmXVOERgMyVUBVSWlgMhtKySoIgBKJSQOsGixKImgGuzwmo2CxuskAJWckb+wYUtcaBquaUsdEykUqqjBXAIGNMUWhcUpSMZpJGSwSqmipQVcStFWlUjVhJdBQBJwVFbFYq0ETekWWyyPpF1qCwhASWGtjZPQoSQyqDflKDsQP/OlL2NzW24Z0H1Vju6bqBvOZO896W6CqZqO1zmhIag0Z81SPkZ6/B2VRMTDg+4P6sz/n746awlpW7xREgJSchmVNWmNl5pJjlo1XCyIRpxUNoHYkzNVDzWA1xKQU5FTQW4yGzYi5LRZ1FZpibRtVDLQR1qWAYQaFJKqwkCFkSmA6lVLlVvNclCCj6ITgBFEqgsyNaFfNCly0IaPrMsmmpUzkf0j0R27WVz//49fPJ6suagH11f/uD1/Dq6e/+LfrXy/rXy6tC7Y3sSdd9dSWFRsjkZ5rt6FwoXUqOMZys08Z7r/+9t238QXIxR/9oOfn61dDrs5urVwbQFnG2G0xOkfPOa9pfK1MW9QF6A/lcCpWwfNWN0XZQ/r4pfrR//TvbX74T23vpjP/H/7pF3pN6JSMIq7AOjOYXBld1JPPOi64sDKelph7b2vVVQusKdLQqimLJLBpYaYdlPfMmmFAyzkhgAAkgA1LAfjtDXAJuIL0DA65iio+7EszqpRrvRZSBLG6TjAYUD32D75ZZYz145cv1+WMerCWD2sdjB1Pc3e9UZKBqXQG2Ki2Scs0OrWfoN/quusaydk2dX1kZ/ckx5I3ZndxiX97jBcnjNqaHcxTabcmjhk3VD+qH+4ADSmd8rYFIJV8nZfl2vj97v0UYVOmgOoHuJ6zSclcD7ZJdcGL2jw2sQla6bGc2k0j+cs9nMGthJtmqnWz19NjvKyatnVkuNA+jBG9ntvGHSPzfh/Xc6d4tbEeW+gkxwfte1meR7r5qszv5n60pGa7dcc14gu7X3m2q70axjlf+f4wB9M384viz8zGBRWdnVn2PcKqT6gwe+vu5vrSrU8O5xkb2szl4KTPTSyTGvWTVd2XtisRTZsqylbjBONjajeNqMl1BCtkRb3n8cm1zao+CGyU97u45ptPBzxyabXXaX4yzWdt3iuNoHktstFhjB6NKecF9r0co26lmIsmFbIdQT6rXM4pOj9GutT5GQ2l6PxFcqOLnMGY5WHaffQCWzMf3Pa2v/zJ9UdX+vLqf/Ljl8db99lT+eLX3/13es0vLzYPfK7Ph3fsP78pKV006ldCX6Y8Kf7Go0MxiZwyx9PSX/YyV/P2T4+/+PYXXPzpm7dhWuqN/uL39s/vUt2frj67+PCmSJEXX3RMutMVMv7if/yz+mHsu90JYRPH6XLwpyfsBqyDojxuSjdX2LWdz/fv8hWZY6bLWR32EJTbrBL33HY2vA9Kwd0jbXdQncFUlbIqgLIizKIN1awbRFE2p7WCzqyUVKNrFnFGzSkrQx2sD2Xv9QHFMq4mGXAtSsplsLpWMCauq3hFykAOQciCoFYlMZLGLNQAFFGqJhDvqGQiylZzLF6pKpWJNMekvNTFg5mIdVbJoSFZUA+1HkANSnxrVa1CCprkBDIBH3GFKl3t7tp3U757NPOQ+11nfTao7EvRjGcme7Z+C+MizpNxVSoi1cDq3ZsakhoQvYGnRB8+IOzAPeZKfeOKA71NJehwCKBrFkQDuELjVCTsbVlZtYjZasEKlmnFaiGLJQgVtDe6UuoyJANOGSmCRA0mjMqK5AK2VzlKayhVVM5CDQRI3qwhSIOwACAIAQqIq1qZUKsPNviLTAcNG1BHXaCg7jYwMbfXCF8OvNu9/pP3h2PUW308x/ZiG7+9+/T3LumP/ovD1ev11Rv9jUoVT6V4So3z8rzEnb/6xzJns3X0eCS8RB0RPiJ/eLWL37142ZqsusZMK9BWK7HmVOOO9vvhgdft2eUroGfvr0d9VvqQJsu2l3VOTTDHZTq8O/+HN6ff/avjDz/6T3y5kWVh+D9q3UkK4CMuLWedhpMWB2xMc1ifjXLOWU1KKJUIqKMtCHrr1GmtjZUHZmMxrLXR5qLwCWCFHHtjppwBWoBiYZ/0QZcmQxRpASLBxPAq5NNJKRCMCJrXmA2pVfJ8Eu/MnBg8dU0Hh2VZThk2pU71BJ2j9TzvP7YPvNik5717EXlWpZVi9o3LsXS2UZBTiZWw5scZX7X1flYDGbHz3Tfu4037tIYGQ7h3iSre5fbCV2XducNN1VmZi1Z7N/KCYTGjCzW6sU5boxeCFiVmKcybhjOsYLqhHLj4iUJZQXnxY8qNei7BMQ12fX0abkw4xP7VBrRST9JXVmUxfVtVMdFSAzjk09q24xS7tMnpue3cRpvHKhedy2d5jT05rNBYPSN04EUD3Yq6a5OPfktBJk15Cdmuki8dpHmwKtMrzncRNnrWXnaljmfrrtduCQ844Dpr6Bw+Ls8N7nbmcOKuvVgPj2ZHpaIuNSbNmNyXF3xfbc5w6RPFQeku4nwlU0DY2iaeS2n0pYOYshvoPD4PVu3p4SxWuwKT9Y1TYFKnG78I24HDGp04ssWTZK3wqRbvnGmmDGZuuTlHh7pAC1OaXGiSIVZVw5XoKl5m72A92i83+bOP/+6++dH9y//8V//PP7v4bExya6+OBX3bwYfzon55vnvpXnx+z+YrkkbRE9RtESTuspxzbi83JRR7+Ntv//1/9xfdD5vVh4yTWkb9YVi/QPibu1df9TG0eXn36Y9fXHfDdqf6PP71H//xr/71P4fYTP9Qm3R3blT/FFby1uJKteUWUg2JGqLz8WLXTA+Ubof6tKYNXc/pvedd00h5CtwwRtjvKJiGAL1BNWUwVUuTsTR1WhAL+04KixqoLoQIBGVtyKW50tBhnCuib+G5cqt0yGIigqqFRbNSlqVAmW3vQzaeE5N3ZabGypI1Q2lUS1MuVhusMUKrYnEgK0BZVhKXpSgAxcjKWKkMnmvyqFaBTYIItdc6KBhqJqv1uSrtxIQAzmE2nrPUQWEGfXJRKlyN+I7tDaSatFeFXtO6yMs97l9VuBdvRa4laiVZoFXLVG6N5h2WoNaV44i+g/YDXOz8hc/F+LqUdaEEtX00cYd6LVmLOUPjpOYQgBRyS6aKQE3gap9VgFiiJ2OMLCXuhR8rtcilgkHknJWAGOZIppE16I2tUxFEkbIoJMUMJbNBVbVYoKRUgsWqluKK1VcMXtuaQ3VaGuseIrYdyhgWvzX0sVNftXfvpuOUwqUtUTaDPtf89Z98vX0u/mYwpC7316dWeXLmj+/tpnt/f9y+NN3nsG69btRYhuELUNHPdSLVXv4jcH9z2W/adSMh9qbguhPf1DjVdi5v17Vt8T2cbmNTSv3wDFd9VgSYNHbUv2jWX7A8BniCF42Dlr57d+b7vLRrAdTpQDLUkAgO0ZMkK6GqHcXF0w75DLFL/alZKWNpAIJxKh3m0l8An6nO4RiqB3TICcAAOJZUtTKiayGtj6kUKDZDALAISoCQrOJ7KvtJoKHZqGvOiTSfGaiSc65rfU4hFK9z/rS1AimvDl1xBZRsrszxWGbJtlP7x3EeOkWwML8s6f25brbtQaKOtOX5N9b97o/k4X57ieNTwtyqfsxxLcWG0bU3G1rPAruSPsLWNunNyW5yUJtc0ddiYIh5Ga+oN/lwYTFi5Dpc+k50UIqc8OXNy+748E517ZRP0L1U8SBl6pln9qgt8pLbW04GwNhccqVobkN9S3Stk3NCa7eqnDQG38opXJnmoKszF+0mp2dsbXgq3vq0mWQVEP2w8tW+OWJKE/jQ2q6u6oKeT+21X5ZV+XxqO39YzZZAWZieNDFDhVZDeczW9EVG/eBVOI36h19dv3/96G+8zDX8JnSvmmW+23CeEhkJQfXeT3m2EGZzQYIE0SCH8yjHli+OORD2usxKQVXuu0PYtKQf9GWzT3EZ2VxNS9wS1T7nJEYaZeLJt03mfd89Pq+5ExU6r9cwbwzGaBW0m2EZn4naGxseVt519qnmrnFqnOqVDad+j2Uurp7YwiHWzU17sUpoFU6bcP7PX/O1XH70g7FMGx4nqH/1p29uf/ffv/jqDwUppveE5bhmtT4dSty4nbu8mg7v3/zlz/9f/+NP+51edUM39aM/fHn6DSwPrv4m10uLMelfP138AC5tvmhM92j/w3/7F6/fvhtFQNLws2/8lW8kLQfcvrDH79P2qx58HaiujPl5vXlZjo/40XW3WNxG4FM1a589bVNOQ+0OtiwlkTNxFnJc1rXvhyUjRGv9LOLIUM2pcx7TaVK9yrVq2u5zWAUTArKjEpEEvECeqvZSGtKVSBWsnAJbq9mXxM6FGlSVIL1DN+zT6eRFpTE2jc0GyioOcA7YiSq+qkhckAsCsxGLKpaq0WMOnFUmpWyWCqGZm0RAcyF4RueMU+lZvM3h5HUTiyPXEGRgBhxcSZ6IyzSq/SfhqytqN8n2oLVYR00PuoOKyJxPs+mw+q0VqecJsJZzIHnOO6Tbv0fpOYWG5qf82oKtECdaURwb9is8G9NAWVRRLMKTZMOI0ghAnxvBpwgdYK4ZvHGBRqL9RtZZEDEwOoPFARYALCFoZ/NUAYilihKRTOxUVdU7KStjBpEcjPYURSuX6ky0lWWu1CjD8BbZGJtW1k5bBqBLHVd5/fV8XGFAc7hydZ6rkmfe5j/+Xm9dIetEPrvu34Tx9o+aD2bofkT+ZaevLqSOfNQXL2AWj3l0vN13+OHF550X4y5dLev5KbadPtXZGufStyz9KzdPstPxcc5e8HqzBlAEEDa1czq/qU/Lw920XF5vPr3YnItsvSRktzQWsq42pclMsexRT12UqW3N8ljgpZJo1Dao0RRbdKjiV0JMKWKvCz4Z7eQYy3MsGuCYawGIAKQghrUKXKFN1V6aolRoqz5zKRW2REdhp3TtCgTpV0FdmarLmF1sDKllzk3X9KAaOCzklpyuzM6r8Zwu2/ZYZ89VQbrVfpmyvID+ENcgXY8HUFef++dTGrR98EqgfF78/QHWZtKtXILFqagdhDq8OC2zW5e5cx/T06F9dS9zd8wwFbPdxmU8V8N9kjkCbo91/HJ41XUfztOLPT6PwP2QbNhgPaf7x5UGv+b7rBr39jF0g+8AsdismaFiuxGc9badArs0V9uX+yJXzWRIpVC0e55i13tHh2NoPtX5gwRjgfM8zqIPs/qoSxzyvOs2x5DMpqX8DNLrraOFJyfe0wK7pBjZLMVdvbCcrwdaNSMbv8/zo7XNPN917mWLT4soOqVFw9X1ThCvrrvpce63fmmkLmW4UM+H0inO6GCqsHGiNFIhQeG6mgAz99etflzGXbluro73R910awlqGJqCkJpaZdlidTSt6UqzMSkUw6YzMpkLm+qqRjWZsmtwauCiyihlRzC1WLWKxxW8U1yi0reNPo/jYGhBGjeNGXHozTPa2zjiucV51r/bT6kFt5zkx199fv+nHz70bL7++vGLn3QfHkNz1dcr+eLzT1lgXN+S8Hx6unv751Lqxr54u/zJi+e/+2/+xb/+5X/+m3li+w9/5PbHjb9qrsF91qbv5/XnY/0uZVbhJ/TV9uby6ir/Rv2r//6vTm++w9i/6JuwlynX/nEubGBZnxGNSP2Pb/RXdjSblzWWKzU+YduI1aKqPH83etZhVy9CHk3enZT61Po8qThG7Ywkz1ZiXrXyyiyy2mrWmI2mbilRN36nwok96joxgMJCXLIoo4kIOLGQYQaPc45QegZ3o7nzYzp66gnlDNQxFsgMcjjfYdbPAJ3jVLIBhY5LxK6TKAwClQXFSs5KQ0lVicZBIINUcNkaiwCIWFdCn2Wx4lhDrCVoiyWD1YbFue66T5ut3s7ZZARPOrLakopsouGQ4aWqhKhRb6sQJRbmcl6cr6AGpaCUQBd9WTb/P5b+pOf7dkvPg9ZaV//r/t1930/3tnvv2uVqXXa5t4kVO9gCRUIKGTFEEMQEMeQjMGaEBEyQMAqJiCGQKKRwMFZSuFypcnW7du1+v+/zPs3d/btfd3VrMdheX2ENz+M8ToOQbn5DVyPPRzkDxZXuhdIiyce/XuRfjeESizdNMYWSVOQSRRA6JCSrsEpxiRPy1pkUQWlUSxGtPJT5iOpGy4gu16Ww1zpqcEQMnIpytaI1rBAEsKa6onUwztAYUyWWqExMRVuTOBEMAGfCzp9XsYqUtFLPVTuBim5L+Go4frVcltrdNBesr9byrFxrKHcSQycPi0VfmvXtTx/aQT/uu0OIl53vd357CLPovJ20hAPRIs2rLlD41Mzy8zI778b3Z3+7QR3ybnWMEsKrYGZIh1v9cOm7ss5ScXNnCcrKty/MdCxP339+/lC+LE3dIqfc9UqtlFlSixOIVj3Uc9q1dorRL82U5yvxoMoFGot1FnSVnm7rzQecoHTkghagBAaK1mMupAELaAcS4YhwTbAjyAQfaio1HSqUDNxan2hjhFm7UkPg/kIzk3LG8bJC47RS2ugS/XZoijDpzRoeGjqneX9RUYvHMiu3q/SIV5sr9zmfUT4EeAmaYJl9E5bTarCNjP7leX1qKeoa7KqnzSbMU4aySe2pafFy7u0NhXGG/DU3WI8ezCI23DLlcmMGNEkRXVC3yxraPcdl9M3t+qR2d3WcZ3Unam5sqEY5mO+fqC+r9HdST9XwLU/X6FaDVlzDMxiF2NYVb/ZYU7rVe9M9Ph7djRki0E07r3OEdgP5aWy6Nj2xp3YY5oTdXcoTmq6ByTx68wKTVoS+gbycrrFV1nM02VW1quJcw3GqNcgFar9QEeaLftGOX8+us6Q/8tT1nX5Mdbt94ZJijYC7vpPnq9asxVh5WFpGCD7VudkbnK9W+YQ6aWXOblFaG+CxwNY2a7fINeyB47Rx/WoXm8Ns2a5nZ26LVh7W5FrMKWp965arHujKoo0Ej8so/d2rnC5kFJWHZHuHCet21x7TB3IvUC2XoqaNbhbV2Vw4GFUQ4gbIB6KKa5VtunamZ/Sfef2T3r/4Yv9hmvZuXI5quBkcwnf/xpfLsu/T+8dHePz4e0LxwmrX8O/8kz/g60OWH8/N5e5vb1RnaVzg0kG37t5sP3tV3w67Hz/9VDXMr73fN59+Hh7/8On7v/NDfsY6N83BPPuyXaCpoDx6ltNgNuLjMssrn5+breFpo+tzNjkBI3+54+mpeWnSSq9YppPerZM9GP2+gmQkM5ScyIoDVEZhSqIHM1xVCVxoFQTfSIXLqmyFCNRDjcqBHhXbpcJWYFQGIzqdakJtIafrpiGRHGfvfJpWNk7ntSBaoWuqVqlkZU/24VI6W5FQZ61cLaiUgVqYEFhWAV2UM3mpnYJYySCgEpsiGgMsSvlSF83WqVIZmLWi7Ag4ASqMMc3gTFzvvlBU0+ViVotWysrm8k355oHgj2sWLYv88hfq5avS3VBroG0k7AC5AqBxSF7BwnXwGuq0gEH5bMtfTdSe88dc/r6a/s5vu/i78++dmlpXIiiguWqrGQUd1Zkjgim8SjVkC4ixUg0LW4FaViRPdKqAEg201kzIZk0LaGvBlJXFMDIo0klyh23Ua6ktUoqpgtGuCBilpFTSyKlKzzwDkk5ZrDqzsbKIbXbF/bI/zuXH07np1DknUub9TbY5QtO3ZJPJ/SHQwzT+kA4v8OigI7WyfbF1/mXbWLvmYbDttNbW2hC+nefnN82vfNS3v+ox5e+Q/I5pQsv2eHnfVIX7ecz2pWmepvhpL0exZhml87cbWbqNfdY//89+8P5ff/UKmvO3mu605k+DHSHd1O6qnqbUQ9LlkXYtX3I1DGAEDQYiRl0kQQHvZVry3Qe8BNsKM2Ywiiv4ovI+ncmXAgLgIgjAa4Er/ELtBgUAAASAAfIyK4KJlbJ1MqIXnLzeei1ZsCjrCkIr43JpAVeGm1XOMlMRGsxYpE2ci+m2HU1fCXcFrgFe9S+VPtWVNdDKMNws9aI3lk9H0EOe7uLyNd10KjLtP8HzUSlD5mj0hlew++f10ixVjL3V7uNCzwwvLa+Xee92JhyD5LHkvTUfTe8WDN3KWs/eeXsM1kD98H58Odrn153Pi3atSLWqzKpxfZKx6Tp42IWb5Wm56GEfq3VipJ+fUm2Tqx/K8ZM3+jSztvGKMW3N5gqr0agu4+I2vuXxkocuN6U5o1SFIOM2qLqu56Vi8oc6+cMBjnV/2FS4ntj2FI+TGjxZKoAK1RF52B/k8bJ7pR4m2mx7teHLh+xvAKSKWqbjtGkPj7g0Tk4w2GmUzrjs4zxXV+ka4ebG1Fk95LhvjuFpIwNz5KaBCLSZXDH5PoYvhzXWFgMHNosD7ZOwrsUO6mmeyKpB87jivj0+ajaVatZF61YtTyKQVZOD2dK6cu/tQ+UWu4wF08hL2DjELadVtUrGXvUlSXejJwYve+ufHqf1eF3boZTn1rlw5/qPM6Dd31UVehdTf4t//Bd/MHzzvR/9+UI/ff/5P3r1m7/6D98+fbNc/nj6pPDPcP+bN/vuxh1G5nD9yVlvD4c3Ly9XaZ5/PPzGRi7Sf9p/+WuuXrsf/ud/jh8zH/yeYVrHO9eUwwilqY8Vm1W3ns6Pprfmotz2ccl+OEkxCuYlfRJavYy5U3A2fUfcbY2DU6HHCm02H52kwpsWTwsHW5Vw0gdTpzgROEakVvOygNKshcBAC1LAIc2IvrA0GqsoXTPZ4thlSroqQJQ0LsqSpJwMmTlmEs4GYFLopCTuPc1rbL2qSZigEtYsVlXICjSjQqWQCygpNShZMhMyom4EslMlsXVKYkZtGylr4STUKqmVq6JF6gFURoW5oME7kzefQK55qeJ6hFLIlKcJXzpUzZxAe5dRlOmKaUG3TBqVAlEIVurKqKltooBOWPtE7LCe4PGtyFXm1wwrddo2kJXW2fB1IjJVQEnMIygrIAVAG8BSIgaTonJIjMwFTCu4pgIaChmTFmWNSCVUjjguhv0MpROzCIsDhzh6aBcYiWwpiaPJxIJxim6wKIpNGq9otXC2ylWxCLNS/aIOOH/RvH2YY5EVPH6ey6g3W3WJg21JX0ccHBTFjfgv0/XeNt+BtSfdTc66jvG0xIMv52IMlBIjziaHy/P5TzvzXe2/FVM3cf2yffPuAoN7sDZwbswQ5mVsNu2KvMlq3h32XpVgX1X108uDkfr6y0PTKrfU5q+0fkSsxZA+vnIvFvgzcDpYmVajCMWKZG4or9VorQMVKViN1piFf5HAS18YdbHaJUlw1Cvfe0W68giQERYBAOg1PBVIAAeABNAANAyW4QKVam0I2EDe+nPyjc290SOXdb2QIpyT2QzrmqphT37i427rLxp20ZUa352mmx7uU7jbh8vHp65t61BbkkqBn7Ie6mUS29MUfLMm6iWVhXK9PiyutWUl/znkD+Ca9fiySZeZUl4eue+ovfHXMdYWd4YerutUDFhyG0PLdQYv57m2y+6Fe/hBbfbxMuHw0p+Dte9AvyqkXQU0zKokT/tLcxZdP0nXY1CtjKVSvkRMy7Xf2hTdEf2hOUMa2u5ykY40A2Bj8XKmOditJJHO+fO6DM96eqPCsTjTmJaNNrNv2lKsQ9nxhYfPr+uxgBrq8wX1oEO117h0obmWy5vtZ9f5ud3vvnlOLwzFpV8vZ7cBlRvvfUp3Er5a2e6Tv6+8sZdrS1ZRGmu8sfuzhhfRX+fnjQqfD+pyvHXN02kObnXanlJqk72IDC/9/H7uD919Lp4Xb7ksLENFtMtj8a2tkK7zMODyXFApzy4bn43UYkzDl9D5VQsm2zZrJLir5aKAz7G2PvsVgnGZRM+s3K5I6YZ+ruQosDrX69CFy/k4pp88rejt9k0/RWmauRrd6dn2Q/wOv/4Jny/fzLG9PB4v8vvN6d3/6/TVQ/v3wt10yK+T3rrhC9MPr/IYu77ZuJqm1GHmN/4gbuHxrnOf3vTf/2eKPeOtN4kvl+vLX998vGb3Fagdzh6qabsnnEY0d+bsmdfD7vnx4c75c6ld6H++jkvQm8X4dimoLF51/oQlixoQVxcJAY6TUUpEQ+KNr2N0PbcLZu0RZqbGQl2pkviC1WmloIJ1QLEjWjMTAuUphhlnBFFEiHGUm00eI3UGE2KgUpQWqyStzax0j2MVAii44Ha3jGunI1mN58RtAdagM4PVlSeTrTXVqDwiGsFZRCoSmhJzUS5gnUiURIL2LMUKzZFabaZcug5zkKaRc3AtxX4Le83oiVk4w24L1oELCqVURSCVkLRlJYAaBJWmKkJC4C0Uo2OJuGhWPGatoZjOM9CfjbuvKuUjUUtTXFmUIxR0qSwLogFmIFKQy4zVO1USWBVX0aaCKNAVVksQVUFGHUyuQKAQ18ida9cqA6nMQAtaB6IMpTw5MqgkFtKWqeoKudUgUJiVKHCSDOgaqzjDEAlDRfrL2yeCr2aC1qqNZOrMyymB6UJZQNyrMI/KOIC2T1/nJuTc2tBjpHY+1wnz0KzHtWttOUZ2lKb0s1K7On7l2ueg+/ufffDm+O7+B1bzOUoDY/RGxjnoqeJgoSwW2iyxboa1+eFXb9effzSfm82zn4dVXRAmWVoxeztH2FtKn3QRGP+vv/JL244vjJwwZwRbKYrTFCv5mGXDkp1TnA1oAijgWGal9lZ/jPGffO/jfRw73d2XsQEoACcFfYVHAA+wABwACKAAEAARsIJXTZiWmAtvmmYDGgxykAxe0tKDWUrJGu/2bn3G3cbNInHVV/PQLp017Ftdiyuy8taqkTfS8JeRTqRWnjUFbUtJ5Q70itcrtHe1YlFRazCT1iFkfqwwaGPi+erdbVneSadslqx7VG9s/FDDLw3ykPpPzelDXkeRl9Y4Ta2V5QllV88RX6kxggLi/tIcnbEKWxnFduLyel4wdAEEgdb5mlRvyzVW3xvJaJ1aTdZl0AyzKo1iKAIpqRxEz7Hr1FiRc06oQsqjMTxxu+n0OF+otfpelGsUdBFyu2lzJA9pPpcXYi+pStMgr7MpXW1XLjZLSSKfV/pKoVNFZU2zhe218KYuie36Gfivo2vXpwmN2Ui+cG47PF5yq6LBwSM8StLQbrvT5YKnwm0lPYRQ1wsH7UjK7Fcz2aqp+HST/fXg9OOIilLwvBQfBIuqUBsIx1I2zuTg9dDoEb03oniN46bp5yn7kK6XlNeIDTIoQdAAYkUt4g9tSQXHebDd9vSRcAh1fn/KX/zmq8KevDl8sX+etMQfnq8kkALaL179tXVR7x6///H8MD3I937wVQMhqnnzRXsXqIq9KUvpmtsXr6RHb+/W+vb4lZmv7+5e3mgnH+6n253uPHRr+Ff/9Mf4LtGh6CecBaBAd5snRPvsUIn1DQ+gliSFx0W5biQJdqzV2T7oU8ibpEZRzdCGLxVA7OlWzh/iUf9KnvMfLXHJW6srsCqgrDFFe09rRk0r9Tfy8Rka8amsIr7DqggTWa5JxCi7VvE1LwDa6RgX68ySC7LRRjjVThtBJchprbKw7BROCRp1nVWvcqooIGS0lKrRdbqmgLbmDAoVwZxy722KcVJkVM7JOw0sVBg0FK2sLsiGVIFM0gZVEKyqFVQSPpD2O7hzRB3f3qbXHW0/594DOHEtSo7VaapsHVovRCWtZG01jhSCMkowEyNoAJY1Q1kkVXV+lMtM5xM9n83XP84Pk3YrpkTayphrfEbyMkY9VwYlcVklNuCiqkSssE4AAKgzsAgAKENZJJRyirnrmpwWdM5aSKtSmUvQgTkBQAXQggWlwFRS25qcBWvOVrlMRYsjyFpTTrWKWC8pKkSjqIpo0PA3Avzb2//6B6N25bK4OFAwxkpd2gRzY5qyTqo14aMsn3VqvCB8/4i/2i7B5ZyI2hZo2upB1Bh1Z5anJAYEg6zJNUjjnNTlkrnu97ZmagZNSkChsq2R61IJEVfKTgXrws8+nD9/cfs8b+TjHz58TGDDMl5CY6QUPFa9VZz5xa35p//z/7Xe9jzNJIjRCHHNwH1Qky7hCpeGulVzL6vRTUwr6G4H9blujLqUUle5xnEHcK7jAlAAFCBXyUrlWjuAAWAFAAIPMAjcM9z2NOfFZXBiLlgkcyT95aKf6kntB56zAJeKD0XaUr46sWPATgdo91u8pLIyTMBDA2GRPM/jVtkrG432BenoUtDlPFrpTiyoM1xzPHrziZ0X7nU1H/GdNZ9IPj3YbYPTNyp8ytczB4Fq1ZTS8GYD1wA4Pn5lpw6CI1jUBPZTP7FURDl1ydfGdOY+0jZ+UZt3NXq/XFvff7w8uU0H42W5Dk5gCbnzzSzT0A5rzGa35TS7kewN5NO8ca1GSKaiZcn5fMFhvKRW2SMYNxUJOgoerImlzIq2bqVxZ/vxyrR4H0CECkitJGZepqis46MA9XW3g+N7cURcb/Z3Z9DteRwXbvXzBenmCGafcCunSa5y1fl8Nsq06zRiK3r5cHY7hqbtY3ISnpr5xsDTJfmarxtjnEtLck8LBO/VtYi30Zlhns0Ld/0wms1wXt+lqPudWWrYAa+wAjUNPF+L2eQlpy8CXJcgep3ixXvDbjldqL2V8zkmodTTlvSVeVB5lOZgWA3eV1t1wrD4grlrtoXXj7L7vHHPB8Qyrec79bfAmawfScm8sI3L8/Gt9W/A4au+/brev/lyg1h42Hxy13eIdLpOD92bN9uPufntw+ti/u43H/8TGT5CHXLh6uzNix2k5YX1/59/9sCXpQ4dXS/0autcGqcpzRvQ12VvdmW6LHk4S35jmue5SprN0CzH6A4wnk+yISkr1OaG2RmVdfKC15NRmmq0vRJiBZCKmKpAERhVZFpHKx61lPr0UTQq1NlRB7AUUkUXk3RuIUB1Oz/f52idhXXOFig/i+896ywZNNE4s9tySZoUy4BKdPFZZehojayVIoW1xIJEkOOi1cA6WqfmwihEIWTJyWisUqDpTbxWbW1UbIzowhSt6IyKwNmKlbwIK8OlWKcg4nqBJ0/bRQoqHASOUAOYjUFYwdggBbUIQ2GxpJum1qQQkAkVC2qNRgBqQhHCSghQtVdWCxUxl/Xw0r7K/JMzqpNahOJciIQVKEqcAOairNcmpswFyEqtDYaoZq5KVESlYay41XxuqJMWNUEJqIWTUooRyIi65txDPUfdNLrqAqR7hWUuTAaJdMGVU1dwubXhXFIFr911XoylKqAic2D5VOHf3fzwidy23uOmadkgoeUszlaNA9XcNptlIf8mw4wcoFyvszm3RpLzeK3zfbX9u+Pb1ez2+Wfn9q4tE7nBquc8zj+9jh/T5rZtWqiZh6bWgMDQNqFp9cz7FxajbG5d78xn0/j093/duvDXn68fntzTZ99pHsuk6+E8rkNQCfJx4n2Ll6wKMHHWaKGi1FoMeWv0KeNwlQupXvPsxUaRpwl944R4FNu2JcNe1x/PPHg/K0DBbxEYAxbkYGGqNQBEgBNABmAGy/AA9G10dRZm2Bm9uNwwall7Mx7bNBI8Pc5EcHGAS94voDvsPg1rY2GhpdSPWpN0mDkoarE5Nws0XSe8CkXR6wcRiem8CBK/W73zB89xq/obvt6ffYaz5DzI5rw+PNn6EmesTVD8yGDosu+TUTpvksTHLmkHZNgSYotZcl/mc7Y/Y3rgmge1ZrlwdSBFr+DsKiu22/l6aXrDz5I1GVVlnkDBc8q1HUQ1RfE0ca0kvVqOs4C/soypTKOMZ3pKtrUA9kUYYVVGisWsLrrwJCVOYzmvczYoy2Xqd875WuO8MsQIokBqCpqCh8WnYkGmc+3IG/QIcpzw/D7Pq/3de/sj/S25Vgcht8Smre01km6w19pUZ1op1vudWwqUMbMry7T2oGbQtqHFa1VAAW0ZJw+HjAUcDkoxdc0NXmNVnQ3hrOBu/7o1sBl6WQygU9QqbFXf0Nq0w2ffzOrpeP44KaqG3dZTUK027MAr41uT9CPjzc6U4cU+rBLa3qppvhZKl6jWVIy2Oaf2JUkx//X3fvQHv/P/7vLrp+XSNi3Sr21d0zUvshnGJV2SbNu/fFGbgXx7aH/5k5dfhu3nu77d7ygM2s6nq/t0A+MJLl//iykvnXWbO2VJtKXjY73Zwo+/v+CPP5qbTr8m963G13NowouuxbAM3jupU9ttXuSrzu4x3TvtlHI2eXW3NjXb5jZkfAvhm1xPrny8pPfFj/gIdDklvGlqNkorxGIn4g2EJat1wYy1ISpmEcxMxShAVolmQG9qVklXW000tejlWJIQw5rQQE0rakvAlUgRaGEkq2QlhZi014yc2UYVHSA0iGTIUBVES4CLRanluEZHKC6BE3BccjQIiIC08ppdywispUjkYgvrCoI1IxZU1cKsKFEugHmZnnRem1Khzi2uSAkxMsPARifRZFRWSJJRIcCMUIQTKA1YCSugoAIRAAKwSBbRGQRAFCYCI3LYu+EVJ8+xUyfJp1qbgfIdVtZRiw5gvVPExZFViGg1AVazStSMQrml6MBJilGGihVKIpFecoSiKieVkSBVY+tKprGqWnEVTCmQCR1YA0opUd6SFueGJ14FLZg5Rx9IVmbgWYu0ov6xf8t1spfZGKOYhqpbMLoYLblFUdbsq27c4BPsdOiGJKmAfa6j0+5SA2bVyvKhkqzpciyDnhLiXSsg/ovQpE+HSdfrcjaNMQd96UPr0Oxwu3PBq9d7r92r1/3dzn63p8Nd/0lrXwcKrX3x6vCXfPP6O4df33Svf/nTT7a7z162X/ylN1+03Xe+ffPFDoASUUXwAYKyJc1roa2uF9d3rSQBo82cpYDieeHEaHG5Jt1i0u2mdQgrV0CQM0POcAQ4JbAAv/jmKwADkBQkgibwpYumA4fqFNTOUG8NbJrjossJN9Q4gpnzLaEObrKYiPMjtuPVNQUjqGOlmkpDKulrjjfngKJGlN2xSFylyVcQZRTMwAdsbuZRyZ79qdXdZ3ocpE1ynAp9apFHd5Fq4+WgwydsnX7xdEm7oO8CZrgtTNqYl02ymsS7Nh13XWSxJ88i96eUbnf1yqZm9nVhFZx7uJxt8BcB5UsrYIHkU7TU9pjg4zXXSyHbmjHJOs3zCROraPRS1QJScDBbBNDVbHEiydNCUCPrQVdWBrwnPWz2/uGqu6YpE0auYjpOJTgNJmc2ci6UlS6EecJQ5CGuda1KlTkbbY0wvbnsDvxTEG/8KMecL7KeZ6mcvChOADgTglrm1TUNgcYrEHE1oND0wJj1pjV7n5fDTafDU2Ms5nnWtoN370ZtwFe6HM9uIysWKnmMJ6edeOfDEUw84OJfrFM9YRnz1mh8KpsV8gMLHHqVyqqoi/k07OlVT4ihTZy5sdo+T+Rsm6EJWrStSkKz7TW2TSfXkn7vd9//8T//l8vHn6NcNqGI58ZKLutcxsZ9uC8fer4fW9z0Zpziq7sqvH05fEHdZ8Xv08f5v/nP3/+rt7//Do998xvN5peGcZdHiD+dX3W1vN9+8/V9POBFij5HBpk2/QyX0/1qg423xC/r5pBmpXwI0pWdErtyO+dTPL2YY/A8rhVvJO0VZZbeLbjIY9yl2Nj2sEYYDBf26DgoO9VkEU2Ta/HzOqbk2KCrRJlVuyC0ldORbDW8CBW7KEx1ppZSrr6ujMqgKpiqACgDRjOxSwmFtHVacmSXuUYiF0kkuowsOXnCBjg4o2RakT09xYmwBSGVWVqTVBHPkBUrTgyaSl0yKVYRqLAh0CBssoozGBaZMefqVdMLDaPuib3wAKlvC7UIkYvRJlRoAUw1OxQrMCDoKh5BIRrSmskLOcNhmWIAAQAASURBVFG2staiuDIySik6eIHICtRyLkPEWyMvFLywooQYmCa4xARJ0ay3rQSNUtgF15hYNQosq7hoUYkqYBaQgspRLMqiwgKUSFSFjEKVSACiKjpYAbXAErMnqWsJolDNLkMClIUQNMPzVELmaEQz55XJsGLlNNq/2Sztp5ea5+TYbKhRggTkKJjk9YaqseSrVkFAA0uNmO1LM31q9q2eJA22xiadH/Ouke4VmVvb7A83B5e03XSqbrcvusP+1WYzBGiV34W7bWi2L/bdl8q+CeE7a7nb6E3BT4LegPKCtwW6lN4Hlcl8OfgNo3nZvar4Ymc+CZvXwe9fb+56/2IE1NpRTqJEVcxidJPWqevaS65zRRJZSyExABWk+Eoje8A80vam/HiiiwAD3gC+tfwywROAMvAuwx5AAVwBLAAidIiRYZnRdR4gAQkXD5zymW+MmZFbbaEmr3TStN/YSbLOZZbTjPVWpfbbik71AqpT1twYRbRyZPSN4nFT94s/j2vbwai5+TzkH0fOuP28vzxPB3JLtgZrPWjzVOTM7kWDB5PeYz+lsoTe6fHAw1OxYZKtGU21KeqU9zXnzzDjzeF5ijfcNzxLfqVVuZZ2R49c766RvF5MbqG9ZrcVrkISoMyGnibYClqv/AaFO4g5vFDxG+JtK0tFlqyvT6b3BaRcCW50N/7sceflXaeK8eUSAbzYOSu7bzCtsN/AuwR7lzTgsiTbaZqq2MbWVPbpiLIt08k1A6/ToG4451NWN4dcZtzZvvviTyf1+VCeZ3Cg0ppKCIOkuoJAElbZKl7X/VAuIs4kDEQnXEGc58s5OqcRuks9d3lcqmnKcuJqYVyhmtCvpzVsTGNIPdbYYNi1tsiqyVSm9tZJmpapm5oRRYwbCHi/deOFg1KEbx/GbSiV55utuhTaK0HmmVavYMmps3Iu1VeYrR9SvhgJhYAhi6g/utSj/Os/+KNim//+f/Amti/v2vY9FOcefPNJZTJ6s3K49fq0agrrYfed0P3yJf/w+hzp+fL9H9XNX7WvXv62kuXh/D19vX87yeGK2Myvzts/+6O/yMd5s29POaEy4RbyqnnG7V/qlqdK1XcmPbfdMJSnmXcV1yQ8GPN+3bzy0YN9qu2ru/X+bevDavMtynz2pV0U7YbhXJPVsuKmyzz7NU5rtdqtS/TaHIt6ZWQithAIhJe1UbhWChudtHMmJsmGRYNKK/hAla2GklrC4kCEzzMY45FqYFVqPp/Ra9IzijVSSxFNNOraVCVFaVMTFc7ogqTTpKyZ3NysOpniHgC9y1XERhbjql7XLL2NXsIFkq0KdRbShCwgi+hBUrCBYFVogLBm00L5eG7S9+fPXoK/UYakMBEV3Wu9stIomQEViaBOVRCrQsmcBQmZKlatQomrtTqtQORAh3x47SYpeqTbvpyeqZ3L86KVLEMmA/rEkAvbyFuAOBdBTTlh6IyeoVileeaCbAIwAjqRFVXObNEJMoDVsrBoDQKSGclayGQ1zMaFDFFBn7B4QlScY4zZNhBZbC3inCplyaBspr9i4G9962N6vkwsDRUrhhDAGJfmiMGViV2jGDRzDgUYgjewUbX/7m+bj/e43bgrL/ri9KvaijeHokPTe2SyZmUA/GL/ax/C8Pz2P5xX89rZzqiN74z9krSx1DA0h36TyqajlhkNiFBhoSk+WXwg2mQJLby/FtoZSNw6ZkbL0CrKDJEuOVqQUrhPigFIWXu+rFDAQfRCgQOyDuasS8NQGpU69B2vZ+tltgwrwPeAB9FXBdqCbaADIIB7gApwAegKJJGUXQFu6gLQ1JEDq5IUsbmsSMbPCzOr3jcbY+cZN0AA1mrab+2zg/v3lxT1pnEIumSaRwO208t8upKe20smv6Ncm43BfBL/utdVLj+Ivfh5VvSScqT4pNn6tclRq3S2/oDLM2dap1PiZ04t1zFMBQdr2A+21asx8X7fKJgH18Uu1dDt9qKN2en1lDccxiEabfuNpS71Lam+Oq3lJDa4s6r6mEAXbZqFLnMX5N0DSE9tmROAosJ6u7PZVZp5WzbJVG7Dx4y30NQVCFU5Xegrs42Zo6uycjVhKZglEisPcF4f8mqqQC4H0/VSx2HYKhtHj+yequXt8Jwhz2q61vtpfQPX4/vR6POpjtvGIYIALIjxQoBBFXLBLrGxM4Dq4ke4Gm9mrsltXjbjOpdQXaoXUF2dFsvKtQVIb1rLCQ9GbdUMKMHRgpRJTKOmM4mVFZYCyjcnkSaSalAoqAyxb7gMlWEY7DW64JtstwF06VSFXosKCjZeT5XvvKsu7Dg+W/C1ioLWUl6TfBtu/vpnf+tXf+35xz87/ugPO+NPEb3EeS4Sd1Xdar1Cs/t4VQFVqtB2v7LilunT1IR11fXSdD8I73/351+/e//w/vyzWN/QcuH0KpQf/cnD8q8f6OfPNXBbNX6pOguTUXPVD0zjro5mHbtmE0iT3/mUGvQbR61OXwrsN3Ck5DIv1X5uVqttHWa2hUuJujk/Lw8YKmcY1DnDEpldy4JUtS7AfEfpylWXUngqNXviDOxaFIPYIyA0WiERViFObAgFlDiQognQamVV62V1ZMAgkrJ+mQomrTIXyApgXaBBqKVqK8XqlMW5ygxWGVxIEIqLrm14sKXWRTEZksypZDSLztglqUxUKEajUcpKUll8rVetrpDPoCxA8vKw5LezzTqfpfnRE12ZqhfQAFYtE1ZUtRIZowlAEYAGBlSAoAgVAmEishxHojWjKCisFuh7IlMgU1WwzBTXsqCFUED1eWOWAObTaoHSDo8KFgNCMeq2lmXNZhJhJg1kqbJKTkNFtszFWAGwRFCyARIpFQG0lFoKCKQ8QWiEURlTF6IqrFIFbAFI6QEaSqIwp3liq3X5VId/eLhHc426tm0KnScitI2BZw6tU2exrQfWeiELzqigrG4LJhxqBn+3k+uSA5qtaT20fucO+7tNc9s17a7Zgfu88Vbi0qxlnI1fQCvVhZ7stzyhRofwuTMbkJeaurVeEGIFAJ6X5ZEUzmIAxNturAHrV8/TU5o/Xpcflvj+dP5eWd8yBLrVOCdQUOcuBQuKMolWGXKDXrplEQDmpNoZSgFKohDl2jCny5QBoQd1APh5LqnCNcHxDAwgAN0vAgCABFAqaM4BaKwCRQetSrCDayG4JWBac6zTQnx/ntda+x0+jmA0TNGuTHmUbR6CLE/HjGvKMyNwnCtCE/Z6Pa+ho9MDXe18Vtj39vnIi0L6vFmUsj3Wkc2rKrfpUmJ21PdLKqvPMb/guHfzrswbGxf8oEZnhI/olvLxOdbe0if14Wneo1Sb+p2nqa5i50tuP9vLzqinBsNmeRQPTSlSSpBGuTtYhG87f911gWXNF1uVHyPeFoC8Pokf9JqN4lnishHTBbXyA79bunbsNu6Kz14DjLPvpH+Z7kwayvNGNQXHuA2ApHnbelrFftFvqNJu250mLqXix1mECy7pw3XHZU1l5+jMq75qqjAZZYKyqdmq9nkqUuZrViFV2CGrXLKoVKnwRa9pHMMAuwbWbQlmPD8t/b5LzPema+PlGDVSh8Gpdk9ZZWoUkTnpvanjWOyNWyCXyxwbjetZghitC+StkdqXPTnDM7m8QYZAHakU4+0NAlmfF9c5tepWr0n8nIaUQ293S9z0JT/DvqOumuCLygpKdX/9y+F/8Jf+4dPHa/84Pd6f43zf6vAQz2jSGr+/cy+sftHUp7Z3taY3N1iufIN+Odb48HzpsGyu/+1/9cc/+6+/fv/+HsNyE+BnV/Pt20nyRr45//zj+cc/v5zu19MBhcvbHMAaeNGZZlAEfnOwnamFTzgnCE3j64Q3Icdma5dT+s6sxV2XB3kUqCvZc7pEXZYmlZGxWeQ6kqZcuQIrrIVbdIqVWE96AnJSOYlhwlSpsrXG/CJPjaAVsfYucwLrvdcMiqD6FFBrLrQopXBcUrPmOa4JOOpoe1RKQIkpVAz2Xc0KtUMEpWK2BJxIB6U9VUvrc0oz5HUNTmNvmsKMqA2Ty4TeUFkWUVDVQibveNnpLDmACBSdADOHC51TiU8FMtFT4iMNc8QnWI5wneV6gVKVa6EgFMRKNWsSYjZKDLMSIURFgCBOYkTrgDwBVedBWqgzrxXVjHMSmvhbW7XVEZ9t4ElV6xnDxVxXmY5sI0KEklGP1wqNBunIzCggmETXas8Zc4WMroFC1hiDyutfkDaALJUANSI5pbisJ3Aq58JBgxBjEIREKBWWMgJgWYqgr9DJ5t9tH/tP36WHR0XaEGFm26DRCduDphqGu42vOthWB+NCQJUV1MoIseiC4ZxAqfwhltkUc6cOr4Jqm67xBZCkWv1wP6f785/86fv/Rz3Pp3VRJmv9auPfJJBWf0rmgLwn8DkWLToXH9fjZb1anZZSEJA0OmV9+zrLa6I16lWbHGHuXbrwcwCmqyi/pSsYe6VqIFbARmenFqkk07BXwNqlKF6byjmDnGF1URzMx4swOIUzgANwABqgACDACtAAvATwAAKwNSAkAOw1AJ+nJeI8rWtqZP5El3UeEeqLBYTgJPMlFkPLujJizoQ9GrH4AC7o6EkddjhTaoFRxvLs1QtQgvvP7a54t5orkh4K2qCiKS46imoFN7mqcfPlwa9uGYPu1Uds2lcHvE8t7sGZ4tQd+/hEKyxjhM3WwggwxWFLc8bQqHPk0pO21DZrYnTC8LLEh+eyS9lotKOxgCnXOrS7POnGpM0JuZq9oFoMmrLBxvYHojF7T7BqG5oE6el5sWLtjeIp0LJydeOlmLaC0sNTzQ2CmPP1vadgriN1Ms6X+bkMm3qkxel0XmZQyiO5FwEFfFb7b9895NoFdV3yrdNlB00bVXEdmQXyLC5lraq3isdWXKSYOXgpcRVSezKUyVxznKZbMOsC3mA8llKwA2AT2hugzLIacsdJSaLiljFuidtGHyyuKyigG2ulufpNGFMCcn04Zd4HuwixKZ50ocbQmi3oxrFgZ6FCKWstOI3psgvXoZkAzx4WwouQebV14mvPJWrQpGLxP/6/f/Of/of/z9/50Y/7f3c3NV8Y+JBiF9J8d/hOsq+/+cnvLG9/NCG93P9lsfrdj9Lv/kf/9D/+T//J9/7iv6h93t24zUu0B2vCcpMtXevybt3bqxva5z87Pp/nu1/ZDX93eBj65q7zMNiNDJoaYy5qTVXPGevz9bHWxtTuViXpTAP85X7/qXy42Q4f/XRDmxeQXxoB85zA3BX1so8bH+x8sty3K9dc6oo6VVt0JRhBLUudl7bFTJ5sZWLTquJBKci9abASLqI34BbpN6Ev0VhNmqzx2hayEAZlmYsNbLM3gShC4YiMCoipFKqqESkrDgqNt4i4StWYUYtaoCxijKhWpczjgk/H0ZNQ47FIXgRWBQyQQTkNjkynC1bQngU1W1zRZoUWTbVVKWw8WBDfqSnjsWBaaLxIfkKYjSReT3w9QT3V9aRorrwizWgYUKRmkCygQAFqBFGaUAAoCQHTYvGyqoRMirqXXG5QGnm5X1by20PKN3BcKmrSBgogoZAwee+kVAxUsFM6JxAQK4ysawVCVkAQbdGqyGqANFayxkBRBgwCUs0QvFyrMVXHRULSNYESqU4oF7YSBfxgba/cf5fSdz57Wh9yUXdbnUPYNIzCQGK7UkgcTKlg4xmErKnXhV1LF7SIULFFp2jwS7e72+m7N/vPX9wY3NyZPdMnQW0j29OKMqf7U/ZY4QUObY1r8vD8vL5vfVOwUem+1vtpfV/Kj2O8BzkV4W27W/F2MAHIOxGp2TJa2iOGhrZSblpzQPXtu+7XEiB1Oper6X1djVUnDaatEy+Gw9HFhOdqMtUIQa+wFgxoaqBB8HSFk1MXgAuKBVAAHwE0/JtrEUTBEWADMAE8ZVgrawCXdddCdaCcmpuYlTytsO87M9jisKy5vTYw1RloMi0vzBGj3QTf7q3quqH0RC9sw2bRxJ9t6ObSiKyqsthkC9wAHRfdhmqTvcWtb5RR3Nwk2r9ajH1a4Ze6tqRwn7Yi49OIbbueThw14XzC6GssVFWBI+DaThkHzNq+2OZEB23DAm04jKUJ0RyPAaPJ++3O9rHkrF5NWpaN12E9nRbdMG/G7a6l+VFZj86wu9psrrVddx5WpFCfr+Mcwe9u5ut6PmOkupSoJ/AqlfutL+b5rnl455+NG3avYtLNsF0euNsedq9NgWEL+VnRRutNuVRQdlrEK7stl/fHtsMsumnq0pCHQsYXBVGtoEJaTi0tlUeA4p4zbWpDZn44J68mh7HYaiWB10ZlpZXpysxa8YBalpQETXV260zItXRGm1ZhvTvYPFbgfRdWJbYYXKXVdeuW2qgOpzIuTWefs21N1e2m1VC1CTG3dmjRUMGnVRVu2KClDbmdN424jXftWuvtfvf5q+8UGPy4PuZiOBmnvZl+5+FD/vLx3/9f/ubf/x/+T9rTfn37r5Tyz7GbTz90Di6qeX/8i9+8+1YXfpnH9eN8/tmn3al9+OnCY5a1bV/d7PaBX/2Ulz8en3/ncf34vLMuPvGH8X67CQHbb3/n5rMXJnwcVzu1q9HNavx5Q0WCB7jUXWeVBtByRhtm1w+2Epjdi4Ndvhv6l8NHpRros42NZqotJQmbpNr9zcHNV/LZcCSuFiNyouqVpVCNPUYiiohOKQveC1KmYkrIVpHdyi5Cf1tfbuXupZXE3iiPlcg4hpKsERdSYpFYi9FB2FZ0maGxTJS9FAZxel0wp8VquRl2mpxHYmafKV1qJ0aozKXQLMsZHSSrvetMSUyOORibi2qk1NR1T+g+oESETKYULggVBla1oXWkEfl+mSOZ4yP8CO1Pn+Ai5r7WjyecKiLxhFAxR62lSjXMLKUqQMmIZZGShZlqkumiU8b5QvMV6jOGUueZ1TmblTTJwcHhy7DdxY+k1jliyBOvWXQ0cS5ERtttBOU6FdlyrQUMFSwrBKKTRpRaVQlv7sSw1OpXrKicqULWKL3OgIXyRmFVzQCpI3K1lioVSmZdamygXcU5teYC/0CVv/3dI+NH42DTPq66I3moobXoAuqZrKGsWzJYsgfJp4K7AbIxt2EFB1ZfvBPXNAeXQr8zyqbaarOdctDsp4XS4hU0hTQK61W/ee3H3fb5ko4XDuYu1S2wXMr7iiqhWeWY6VQhWbXE+NjZ68TZ4NupfpXz4zh/L9W/qNBNpZb0YNTNzfZXlft2D0pLUkNTTiNaqAyCALWRz0A/N0WY6hKLasimxYW2XuqiBNXi8+rCI1w94+qlMHQMHuAJoAU4AYwCeyYL/ROcdwAKQAMIqUcu+wCvUjOV9BrNUzWbXq5gWJlezs9Gb0x5Jjx09nwZixawFLSQWn/uy69bnSseH5a7Fz5p5CfWDlbxg4Jkqh1xHlcxrjkL3llD+aKpLW0997uQHq0eku2+SU+VYSCJfJP4Odf+Fc1Dbb5pvM7jFtA7ABcuo/28qRLdosN4ujfQVhGIsuIhr/egm3ZuTNtu+HQFo82iYpub4FSNcMClTF1j5/s1dAdGUX2m2BBe+abHdMKmrU8XbQuRV+V8lZuOr1XGqZZeXGStNa1pzmgC7WCr6FmiVuo0P+3ugmG+nG0XOKb66ebl6cqqdwQ9c0sJAWT3opFUmsHEWGlJ2jmKTzZ7BKRlfdm2M1x89nSJervL0Vd9srtuOcv+bp1m7W1cd8FHs+nKBVPRLWaa03k73GlazvHi2Ioyaa2tzBC0Givsb3Lk5zO3QSmPFmissK22YElKWt8o7W4aNRa7hTWq/hDLumljXQgLkdrpNKEZhCk0O2+eFnxB7jnmw65HLu+eP5Zss9jGNGUdUdfHD/Q//V/9xr799me/+sL53/7f/bP/w9/84de//h/kdvj89Pw9m95moM7wJSXrazWt6MvnW7Qv9+voXrx+teTHY+Hv/p3XX/+Lq/3+yf6NYIxvG/n522xvw7pvGmcymb2XBwkvEaO3XDUm41zNyTRblfk8X3sbYIV4GM3UFVSmpgSI3a7x0Q93+O49vjn065i7LkWW7G2AM8aubSB+nMkVs5CpwoJWICtGnZ3DejEYslSll8w7UspFyKbpircmt9LPNPfIkclLqqsWg8Cqt/ZSpAqTQi4AoECzKrWwMWYuhggzVAECJT2QWJVKXmclVIWD1NHAYGguBbT2RUYn2V/SRePLvdaTd3Z5iF5JbYBHbajOqASy6h2tWQyi5ZzYXDBDogWlLbRiA2tMDYVrBu9//K+jatV3PlnTTmuQ4Q61qLhk06hmqivp4GsUMMRk0FicI0xXGBGWJ7gyxIWw8vGk6Zhlo32pe4LOqNzXrwbdfZPvJ8I192xTrbaGjOKA5olzlIVca2YDyFw9mqpHr9sppxi7X/kElk+X6Q/BaS6ALFwRDS9LdZqSCI41b1xdAWxB0YIKoYiCrHR7LZMnm1j/prN/58tHje+X4gDnTKEzsejbDadcVfVLT6owUiExRWWRtjXTsvYh4CW7IDpj1RIzZ7RDTQV0ymqpV7Z0vJ9/0iheqyhMUOjQ8WNrhwnNDTP7Is9LfOysi6gVoBRwmIA2wX5ZRM3pwZOaautxXovyqvt4fcvqI2RqGrp/frxzsTEdV9gYWgFJsGLWqhOuynR5Xdl7vtcQUHOWNonmJQOayxWwNbtaoUjUP3+cBmkTS50rMPzCBd0AAMABoAHIwgnOC8AVIIPuNa5QOw0PH+ED1HWt7zgh8sOUQsllnJ58b0UKtILl6Spgjd6QCVRTLKI/Kz2noTaAVS+p1oWlrVOFpsBTzeU5Ljed121X13KT1CFdMwUn6fPQvprKy9culzGXpzee9DYnZFuf2bS9PD6Y10vBz1Vj9LY2w1LdaRnuwnWp6X3yoo9++yYigFEcK2U52D4uu6psiHOctvaqOb9pFgkzzefp+TI1HM3jepVbmnAq3uRraHdPonpHiUjFmBtPdKFcISeUICOXRYHwc9KZ4AOUuz0iWNCa3cdcd1DHNR3a2/OqR76qfI8X5Ru+zhekE9Tq+Tqp1FhRRWCcii3zCJprri6fluw6MllIlUE/Y1TaqQDSBlbnSmcnEoRh5+bceqeU4N7a7mafFghUta4mQKuw2mUs2ao+2aWsybQVO59ZVrWM8yVh7bYksHasnpO0lThAUm7jD8Z7a9VaoLObpG8C17MO63OprJ0Johwre0DVOO95/nhe2zi95dUbuZ/GlI4hrEGrbFJeF7AxGvn1b5dXr/7y5tWd73716z+v3/vDf/pf/JOvT1//Sd++IEvvYu7deGRiPjynt4yANg0vXjv/q8P+VYrzw/u8ybUZNnfffZVe5rra1699LkOCNQ+92ihppRnUmnkIcNQkfLkKrvpUdNO9KqsBtNvD3XisvLXmSVCvdppGs2l7S76CdKig/+Vvu6nrWm1rG1zTbMn63gtoDKQ1YdZKYfJKuVxvEJw2qP2q2UUUqjkXqm2ykCUokrT6wshnkhfoSRUPva2uNeKVtMZGAGXBKnSaybJyUbPz8spP/94meShcExQAKb7gWmqMS+ZiCyM0WCLoASQqUms2c6kIjWC+6pVKvH9X768m6eFVVwPYTJIFq8spqYVgLGAdF5bFNKJK0QoWboiyziS1aEgZR8afflM+VP/8AX//nf3wM3h+Usdv1Pt3OL9T5QHmi17fwTwaGKGMWGY4nfD6HteZ3v2c/vDPzF/8gY4nnN6rzqzdXh92PLxW3UHlz9S7WZYrTCzIAtomhcbpFavRWGSR4kiXDmounqttpYNKhV1Rqdb2TWPrrtz/xAmoAiAgsyhVoIghKQCKQbekrgkhm8gxCe4BHVMwqnWz8j5A+RsY/ke/8r598TbyLKXo1oVcK7lmXQswY1TQAROlAGqBiIIaU4o9mXqMxgkLFAd+Bt+6fpqvpZRrWeazAS5vj5Msl+vptE5TEjl0Uq39rAW7o7td7wfN1Sn5eM2XvLyflx+n8vuP8XuIx7U8WhyttVwXzx9TeWvlsow/LPzuGLNSD99MRy5rE96g2inAKtaCaGvcWqHN+uSi5OBgvh5hr+uM1GisQk2rllWRrJilVmwM5AIpccS8ALRAGTgBwC96vwACIAAWYAJoARwAQL0U0QBZFDjzQvPHIq8dvXvKeosZsFFdrEdgOsaLinQ7yLmIQZ+5VWoeQlvKUutJTjgZNlxNK+UyNG9oStIHysoZFS+qHBo3n2opDbYxP+uwqfU08puvMtZNGsupq/2sa2pTc2l1qnz3aZmy7U8rB4q8Ni9erv4xMWzsi3T37lyaZjw9G0NUUFmTuyrJvO7Hr55a2LmNXjKZZnu6PGE8XMK9aT1WYh30K+aLbDqpQgc8X26B4lzBiUPCKUrZ1XJZ3XYHD/dyc+FVS9jJI/oXN4WPR9l2F+NCnbfDJ+f0TdfvLolalEItWD0Zvb22tfEMk0BexR+meWlaxYvopk0lynStHOo4e+XnhTpnq/A1Y2dXqogM65JcA7ZPbqZU+5yM8yOHnuKay3q8NLed0gjXvHH1WfcIhKqWVbQLZR/ausxxbof+eF5abwzOZXF9U09xuRvaLLRm5b2fU6w8N3xQfsGSB7uepe54vmyoU565eGWqBRGTlusU7XbrTivspX1en4fWJLytS36Ojy9Um1pEDr7lkd7c3n1Hty+mn+7/6f/m/yjH9UM8vPuv/ssXn94o3+3yN6dxaHP8vT/7L9vm09P9e/qT8f38J/2XPfXghi/9TTCw62/K5XSf/0Xpvmu83vzgWKh0o3avOlP08jB6otS4AS7jsrk7wPO5DkGv48WFHremvJf+1T4+jMVaSHoJZOv1ODehtaSjhG2al93h5VN94Zf7ud9s6nxan922Z55BrdtMX7mx8yDVKvecs2QN5tpCkwmpKuM6r6uowDUqrZHKsuKbG0hia04bklOPeM/GYEsVjWpVOadSSOlqECJXzGiewf03z36FaIiSFC2SRUQ8uaxEJ6UDxLXxjksmLzV32jSII6yC1lZZdTUyCtXpHKjvb26v02SncebcMK2YGvYR2VaAEBdQ2nOMpGdMMAXjytNcKSNYjEbXH2YI+mah72+x3YmbUUH8tNEvQ9Uo2kA6Vd5bU9eSzbTUyvJ4LN/7M39neTsIJoVW1mtT2/w8mvTM85P9OpWv3xk8r7LyMvm7TY1nPRmCTtIkUl0m6ZUpEAEICiSdhVQoEpMJ4L/8Fjw71Av6vYwXKKxa5GQYWYiNqCzVzDJrUZkSZg9KFmYAXtdStR9g+Rvd9t/7B2dTj+c/P5XD3tOsEvCtdnHN3gc5TzBgXHAwhiY2LaQVdI/sHCfhjYtLCQw6l7gxMYqzIazzSqALXuJVQzlnUEm4UWQkFwwvAi20v3OpFharnnI257NrL1Mm5w2av3trb2KcOxuEdjanpDjWIxkX47jiYwLc++VxiTYefVPQ7DUmRgAuHlrNClrD45l7ttEl1dEuwjTnaUq+cwpkWSRShiZoEujUfIamKz9d0rRGBgAwCaIFeAdwC/ANwA7+DQkqAL/YhowkyOABdKpNqI9kwqaRTLcSHxdVQsroXBIJaDLAwTzm1UhcqtNNvgkvpzFSbxXb8nTdoD2m+smdkzweL5tGXZ9R3zQqT+vLF9v3l8thF5apmlQK6vInz3jXTz+IrtUfvWn8Cmejx/qxw1DZNXi+h7ZJ55vWV85Ns5SHcgUdJJanhahtxier7nIcUZQzfLkYQ9fHiQ4gXVyPz6oDnh9cSBnVuhZr2ibUii6IW1sa51UaIO70+AF3QQOVS2OkSFZauYPPy4/rfl+WvXKRs+iDiVkpvMX5uG4Q+PM2l5MzKmro4/GyaWsqjVYqn2cvyIoM13rjzXIvzWacJ2jNbjvOH6274+P97NqolpHb3bmkmsL+5TidlPOlXjjsCy4unr0D1pbJxWXERKdeOQA6CMyFOykbP10yBPQlTt5sXE0U7kw+a0I65DG1vjU6nFbZWlmmftjIOgsAdgEJYTFDVyfWrGBgWJ8uqjd4X/GFz6t1rUAis0G6X2aFut+UkkqrYqVx23AlDfk6LRMW/SBylxT1pGD/8Y8+3P9H/7fGfPqf/f73fvLxz8YRenj6v/wnv/s/+3f+Hr16o/SH3dYVpOc/ubz1PzVn/sZMr34a1zff/o5sMlxuS5ynpNX6/OEeblwYyk9SVUpPL7AdZYLJ+L4P65wHmlFtNFI5y6CRruNkg5/nwt4Fmyr2t5/rD6ekWCYqjSYFGNhMbbEXMIMtS6ehtLdWLfmoXn66eSAF28bAD04BGlQ1EbsK0WoLkBT2S8na+SpoOZ2UPUC0aCvmgZQhsR2xWnfOHqm0Vw132KxsvDVzHYNSTzJW6hp+zj7CSiBQmq8JKgSRGashM69xc+PnuapYRUFhMg3KiTlYkwECxkhWFQLmi2QSnTy186RNOR95Wdt9U1/ueuH53bmKvxCEkZMDrMog19koD5zBgaoxEwhboSKso2QEt9SY8TJmfnSTrRiaCeLHn+rhk7JviBvZXQo4C5rXVUfJ7/5cN2uhvcu2eguPyeWPUsiev2Hbm2Oub9/p/FxidTHWVsFl1lDA2CqnLEahqEaIKZdoLNYKCJoRlzEaYtW2gDfz5b81Ua0lkrBqAQugLhQJRKWaVwYFbL1UzcHbKGBmjMDY2c4C/9s8/KN/6yj6q/OfjrzZd3CVVXPnmmtKvjPTNflgSwTTwLIQeoxnUB2qBZSAsUiiomEj4qBPMTW3vs5TbVSMUpS4UbIuUJWYQKhqGPS2sVHMncNceuVOWDAf8UN82JngfVD60yHs1wSNCwKDhxYUsgxJHJUPIrYI9LYcZ+84Xjl9EV4aaSWPQAMCV9BaW3U+Q2frsRawwadlFb0hrB1q1GIJ17ywmBEXQw0StTVP2oAoAQSIEF8AfAWwA7gCBIAZ4ArgAHqELNACfM3w2vo5ZcbaRKNRN6Y8RSJjbOVzhKDoI/PNDEPQV8pRlc1uKMWqGfUNdK7B8/1l1cNmmNO8bd14rHrTdu7U3ZvmgM8T7O7gua9qwXdSHAjUOvyWSWesjzkPqzdBTREbFYq+6H6Xl8cB99UOOx51Q1XWxnc41RVot7m02cLGxm/ik2/eyEl2GxOn85o7PRdNrkKkqjXu2vU8Noaeitlou+uMvdao82Ak52d16TAwwo7xvnbF3a9lyH3bLiO/2Ojn+yip2E/oOtIhbs/usd1AjSWSbWbtXswVCJ6PqTlkMa2pqe9cRDEELiWQTaaz7bAmgCcdy03U1ccbset43GzUmeftjX9KjCe4aZYFJbR9WsbWq4ROYKM1bUldrcEoWiRTccFeh3ZYVnIhYLx0RgnjWlznEqUrNTcpHq/a3033s+97nOZL2/irUk2Ju6BsKrWNOVNDuGqvpK+QN7os+tYTVuYEbvBUrLrDKHTXIC+JWknP1d+23SktVBSYxgpJVatUxXJd2QdT8mJzXvNDwBfOL99b87t/+fsPT/+SK0wjFIARoPwc/vn/9v/0V/8Xf6t99UKXFRQ8HsiHQOfps9vtNan48+ndcSbvj6beDm1WLvxac7EvQArFmHSzOV1h2HY+XrIiGpino1JtKtOV9y/xsfDBLSejDyonK8tx8mHfKPj0rr08r3rNKWz31p/UZMswDzK4op2htYlyHM/0yn5cYPfaL2JbqIn5LdkXSs05Joe6YHKxZqUcpEtjOo3Q1oKrq5QGR3PFQwNrEQMG3eomnQoaLaqi9TjcaH2R5btWPuRaml28Ps9aKaYMrCSOOaFLukQIiuf3rDqRpppqIeYyWxoIp1o9SkZXuJZqQC0N+izFz0ikEowrlnmqWJrg1XbTvb5ZTqNMiQ1CAQ3MqERVnqAqEhQFWPtGlZi0o1MtHnUmmFRRIxzrWtnsTcRFz5qPX9M1UCnws453LcRoXFs/HGkajTNaHotv9DeGfvYjIofrH9XbO/2TnwGQp+c1Ol2OKVDQXb5eEXukvIKiKiAaFF2X1BAm0AgasFRmMoSp+kHV773FNMfVaZLY5obNollHAVc1KUncZKVudXosvaFzKRZNcUUtlAPjv+XpH/y1s4T78r1n7vbWLuRC4aRjKoEwslHIpCRoiTOaVpWF7Z5kFNwanMsCaKBA52oBKmVgOj8t1Fr4+owdpaKp4/lqULE2jnfDtrFKYLdvu7n2NlCObxh/fObkua0sQb9Uzqd89uaQqnNkK1TmiKgEpjH9CbFBgjH2rbo+TuVbm73yv6RVW0RRoYRGQdRFY2gwFxUM5biMoloARu4cpgmQ6CzUmZyRWsExcZMV7OpXdU0ABSADJIA7gK8BBMADXABeAFwBWoEFQBPcMOiUA9QG4KPKQ8lPV/hLrrtACgJdwauZDlVlivenUrOxSspCPeE6rvltHD7pn2drKMXVuNbGjTKMzYd03EO9EVfUqy1cinLPMfbt5v0R1RBDxqeOf/asKHe7IA6DknCP14acjnOwO7T1PMdv3SBMteKdNY+8dqZP5XxD23Maw8s3aS7hwvByPU0lHOx1dncuL1lLPxNt6iU2zWZc463ulpFVas9gbmpe1Fan7t5Mve9VKOt5N5T7ebPZ+vH6sLQHOp2S3eoySYFmsCnC05the3ku0DCXxGFIgt5o/caoS/RtnpbQNLE2rZ/SNYHz9FSl4TyC5QzMoNxrhR9WQrR2Ol26rjul+SVujp+If0paO5GiW/uYJmNVnZehcSeDtwVXo2tMUjFhaKeqBs0E96d412pWmdlUqU3aoapj1c1WfOa2E53MK3+34nxTaLTUEUxUO+hWktYGM+bs46B5sraHWqu22olaUaAXNdesXRUOG6OOs3694acsoSRSxqk4laUWiVmszi12x2Q7qidNW3PIEEqxzfrztSoFbbET+bJlOFdAgX/9++9+6+37mzf/eLIf+9Debr+3Zh7fvD7//Ofpe5exl/rt8srNjg7r+6NubL+dX//W3Vd/+vMoNmCE1ve6omretPvH44PHfVasGfRLM1/GQcED7l5Z+5DMYa2y7beyXED7Ik1TJ8bPWj6VZLOIiYMCp5WudMFxaOyym+bn5rZdT2Rv/XaNz7maYFOZk2FaudpecHaEJSXQgKiIxFEsHBGkIHpRFWA02/1UV/ecstVmD9hu2PYiWF/eULR1S/r+MTXe6Y7zCa4EJQkr8oFtohIh+67FK4CttK5FJyAssDr0RUUDJougAlxr7Q3MypFInrLyqJVIaOayTI88xEWpbdf49WaHp8elaLUKBAFPlAokJkcYUaexoJhcxSpIhi3DzFItdBovAPPZK1fkmbYVx3vVfCrjWX91ytuWns+4LBQ/htefr+cP7qcMayXhuj5hY/CrtzI+EJictefjBaKvnOfInjGNtVYjVCpa4rqWXpVMmmotmbRndKAzstLqpFZ+T9KxjTVBs6rVgkUjTaaCtUIIdtWMZ3AOktCG5VJQuNAnuv3HLfz1v3KG81fxba27pi2Xyht7OpFpa1dwbnUTwbQGcsmq9h1NU222TtZiGpCx6IYMYw1KRegbGKpZnq5Fx3SKF5fr7FRfzmcIrq6i8+v+QLpTats2nym682gMkgmc4qtBfv/t04fPdwPo7xIcUEpOyijDAIRI1AekMVkFu5UccdbqehrXJs5Gv1CIpYyNVhMYr6yHQEGbgqCdKr3WSL2gjbW0Wk0KLZKugxMG0wXIHjzJiowjtvxv2P8LgFbwBNAA9AgLgAYI4A3ACSABvGUQoEegE0Am3WUYCnyWzJTW2aKUbuK6IQM+bJNT2loDerPXENdVZDCgzvO1DhtVad29KkVVkkFQ0qdkBqePbil5BkWDobbbPM7u5cFQ7Fnh26fRXvPLHTY2nhhMc3lBd8NWJb3xeoG5vgjukuSpcTv3dL8O1Y9eet8/VwhN0ywRa136FOawHRAkvNylxXWW2Eng5brSqtXcNnCl56c2Zj8PpjyDnpf5Uj7e9huVJxNDS4VL6xQen724cLzStnfzJNUaZ5RbswyHSabkCxbujRl5bOpiFIZZlQEM+87zWnw9jo+KW4wFbTfQpM+Nwb6JZFSvjtQTgEBNyofLqfbt/sroRi27DVKg4muBLXWHEgZlpyvdCV1EcB5ziTfBKVg3GxOCUTm+2vEVkbSTwM4k7GeRWdtz5xPYSSqCh6iza1TcqA1lceZ2u2GBgTayZLaDVVDp0NddkYPBfk1lpz9R6LnstN67qJ1RlwLBXB7XiWO+EgtglEQJRM/WVKPginUwxzLEG+uvcjIqzaV+eM74VF0tdpR+ggowACDD6Ql+/z/+3vjhm9vwprO/8fLVmxDjtsvtqz3+vZcv/cW/m8sPT6t+PLdjOZRXn31RjWeBF71SbtPocq1ScLpfH9AvgNehPcoma0nDi5pC6P24UOp0FacOVk3Nl70Y2xy0+mLozDzawHphT9VeR4Di5gJuppXFmY3d6Wq3vtOF9soWwwyrYCqgWSuWi640KwRnhO2kvKAs7KB8SggZhgqdgrvNiCsix5teDa70Tdl8kl7v6+6Oty/LzR52t/mTz2V/Uw899a9xr3BowDdSBRDQGKPUAmwQJREIiGE0jMuqZ45lrWuFVApQ2+JM2NQKqSht6wqWfKnRooL97rLwMh4vjzONq9od4Lf+Cv9Sh+hLJlU9VpRE7BAU2KQQtVEIyLpluMyYGB5mmC5yPV8vTzhdlvc/lbcf+ekHdP/j+vDn+OM/gcc/K48/0xzrN2/1Vz9I5Yh0ro8nOH9MX39N47MwyFolT2shu0q6VjKmXmutmldVwbGTYqV6Bu2d1bUy6gVzNddaRNqDTS2SdoWjzAANLeB8qpUIRTOIJkxCCJxRUjbW1HEGUSCfD/Xff6H/yneOfP75OnENiWzJ2LmyZhy0ijgOpBBWp0RB6ZV2YVLc3bSqsrNkmGyvSchYNSTsHf3C7EXOm3PKkGJ1rmQ1LeglPae8DSoiOdgYe2uo07TTRJpmLeDk+POno32YfvpwKscfXa5/Nl3/vyX9OcPIMglEb0REBo1AzU5/KqLGqi8fLtOxUnFcjVa0Fu0Q5hWuADrORTcFGMOiFq21xoVyx7Ta6kXlayGnA8VxMduWF6mmaGyrRFsBIsAdQK3/ZvlLBAaAGWCBNQJ4gA1ABLgCr8CvAbAWBlgYwEBJZfX8BPOnr7/7zdPbNqcnwU+DSyU2AlfYtiaeT+XSqptwqRrNvp/ORQ+g9XEqiBM0+3rsYfNNKb9xxXmQXYGAxOt6iNYMpFx34us6ggD1hde0r3QOp+41jBGGrb2uJX7aPb8d3/xQ6ic0Vd66NuOyX81sF1SDXmCjjxdjwrVgB3nsrVrn1lO+YO52A39M7taVTl55NYLu5rr0uZ7EHtqy5OvCuU7vrGlki2o+tw0vx9LR+o1sO1hhQrSLtH1/eswB0ZqqagK/5Wk2VqtlHPm1pevCcWjreVS91ut61vbgWrheNn77MF0a32UsmovMEqkEE8rj7LcSx0yQTOPKhNWAq3pcuW3pPD6Ba0Kjl5TtajNFgpvL9ZJNV+qqZk0aIvXB62VZhfwaHKwoLGBtRGXRWaqXLKHEQtaUUhvtgU+T6XzOeb3tqtcF60DuLLwPlCqGg/XP8TSQy3bZgFybrUu5M/2KwfE8a3sgyhhIllPMGwwZdRZvIF6Suw0QHfa0oTrbxmx4HttwPS2gdONJ1YwMr6y/j+uf/PPzt/7y/8/89vjJd3HYbs2bzcNYr5VevTGw+fTl15evPH77JaXOt7T7gz/62d3G+99sSg5VFbG9hmHNJ9JmnuCuL0h3rYyjrnVWt416yLYe86HTQqUWvrHvF6V0vrduM4pXwZVlaoxJUg4dP52fd9t2aje9nLIRTE0/ZGx+y+L2ePp+by1HJ5uUAeyKEqCs1mZYG+2TWck5GeWCzpjsCVRFVSFm44BF6eXIXUa9Kb1BQ+lNUKmpAYy0iI8FrII94ZOFu4JnU3BtKz2VCpQNiggIKgIAUawq1joQR5AilRC8MzXNqwoOMoKzVKgEwElKgxarmOMVCCKjq+vpuByyG/Sd6t4sf7u17z/mD0ei1rQrL6C0Lg6MhqidGdP6IKZpVmS9EgWb8hywrqgE9Lwk9fZiWYAkc9JsqDNYFS+nCtm8fyqpkMp5FuvadIxEyDryc1W+JAq+5czZWsq5AhMbpoLgxIAGBCAIpIsyytYlguekjecFS1kACW2ps6KmxEU5kJxReZoT6spMthbWho8L6I7mV+7mf7yZ9ru3JX0Vs6M2ASHPRus4B+8kJmg1RO5DiKdk985OJQZopM8pDqSmxNSopYozMMesG5sYXECX8YGLJsxkraxMy5V0XhfzrTvn+s+27UtjDo4+JcjCmnDHWTNO56VDVb8/pds/Su9u/mgbODTwrduj+L+4u/ltxtdYwaB/WH/g4cM5PZZ6Pl2Wn799fm1A4lTDT3AN1jSxkCPcwK9ova3oPUwTou6STAkVyoToBRZibZE5aQzMaxYCixUlrLI38jaBBUwgPUAE+MUW5AKAAGeACHD7i3aY8qaudwAIwAhGAJxVKa1i7VQ2rTzln3ZIYnmM6XjKa2/qu+XaXfRwa23s0dUlq1Yb4Qqgso0z0p22kY/Z9r1d9zCoIBs+rZv9d+TxnYHCrLFzqxlYZ1PXFfre3OIyi0nnGfZgY1rLsOuv7+dPg62vIj/Od6/cla+0sbkUeizL9kTBzka5dDpjdRVjN0JybknFWd2UKa9bbZdEwZ5TUvY0CzRXm3rfTWW12OXl6oYQ2fvTKfe7en7ELl9Xf1PrxULHcT7bTs+z7Q1chYt3Bz2vo3ae3XQ57Yg+LO6mi/U66YbXbBLql0aOccRW53n1Vk21WEyPKrh1Eb3RaU5hWyE3pKa0McuSlLQRIuCuz89nzWHbrpcLd/tgxnXFQFxH3pI6Y+9hZSnKeF3WZ9SBi9YSj4iCboO1uLJcbONnopCOi/OlqNZ6CWTCrd0s8eMhhCLOQObO4Ppaq5TBG5RFUm834zw5s7zPdeCCoUXMB1WnFbtyssbqHB/XeNPQKmjQC85OdPA+V0CAZaLwsr9y//x9+/w0brLPPVSb7vqgU86SMUJd4Z/97//09/7Pf/HLf+33/nv/6NfG+bB8//frSvI3X01Lrl+GXnnXysabn13iF7+8b7e3N13z9ptHN7YJ9w4eF9gaW6imb9bmAMfJDY2ks3XXXJiD2dI5JsSbO3ddYX+3TffLbbpehg1VCLYeM1Cj88ep3nk5T9OtmldIG6PXvuVhdRrqx1W2j/ketY1lkT3yZKopqHvKXHkW1qrIKKDdIOPz2n3hRfcADRktrJRtSHsOrnSetocUetuFxArXWG5QNsqUJF9NNVy4e0nwcr1/a/VayFBd83UtVRuOAqgIJjIh5cigUIFFSAQQV0RnuFSnoKzAVvRK2ZOaA/EsySYFFtcUNUkq9xewpz/yqIbvvI6ff1d+y5TnM/zwh8ClENhNqeA1r/lO7MwZjLmUuhG+RK0oEiAXRKdLjVUDpYTgwRaM5SFJMzM5XzHmpIlqJK1wLrExYeWZpsJaShTlL/PsSefI5G1lT1QqaE0InFZ0LhdAJVLTksEjFCA4LisZVWpZ0XRWZxEB1ZpYs20xZyApGVBpkFYYRQeg/47v/ur2+fbwnMt7oc7Z51I7rWc2HqtyMxAap5OQ82lBvQsw5eQ1FhQtO9QLUKcQAZyDmqXZBnvNpaE+Cmu1875G15h1LamUxKu2Lz7zpLdvbr6V8JXlEXBCaAQyoZ3qA+W/IElkcXhBT9OzfkfHbdkcw/P9/OXrc2e32IaC7+erJfP+qWgv6bzW84fzbPNc9VePD9+ulR1M140zaqwyQNKijF5TcQPnDD02Uz5Pugv5DDoAspFaUJUCCos24XnkphmLdkX1ABPADCAIScAAziAMoAEYYPMLCQTApa5BgxRcQbYCyTW5xAkBpGJljnUZcxDNyAlgBlIWUxsbMCblZzTb3p/02qd4Jm0hiMnVZ8Obd21+ETAp04D7mqZbddC7D8+nYVFJw/+fqT+J1XVd8vygiHj6t/ma1e69T3PvuTfrVlZmZTrTFDYGI8oCgV1lGcHAspghJkxhjBgwYMgQIQZIDBigmoCMhGUkUy6LospUX5WZlffm7c/ZZ++111pf83ZPG8Hg1JE8/sZfPG9E/OL3L+Gtun4sHZEsm/2sL0anWFynwQ6OeKrgbvdXocGf4OHNrpnnsS8JoMu8aNFYxh7iJVEfWtls3+fCajNRNYrsrVlnwL0b/bTomz5e507jjDcgp2002wI1GMpy1n2Jq9HD8zqSr8kdbJNblqdYdi2mRe5V95K5E4bJwsB2Wk+KRTPOavGoa7b7o/90zsfRp6a6tIyPdplSZ1gExIDC5mJjq8dc0lHcuuVl8web6nbxtk/X509M/a6GV4d30zkDqK1lr+46tcHWujdhezp1O5s21H17ERmbDtSnsuGNyxmcLmxtmtLm9Dtsz6vutOROQjk697wpu9dqUbnLeWnTqOWS7K7LFQJnJ8i8ed+p1jRAx9h6O1zL+BDWooJmDwpS4hKfjAkpb6eljfvhuq6jq6e0Oqx6sCUtJK0VZc2yJXSdN1/O/s/0Ymhn+ewRj6MJGVR/rO2dwpfXkxT5+U9f/3c//c/LBZ/O533Vv//3Pjx8ftvekf7iaH/n4aWc3pm70smDNo/7v/IXP/sTKr/u3T1Ydds/fpqmaLcbrybu9tLNhnSdlDYQ/XS92K57a6dTVg/t8uGkvS3gyjrvOy8U7nppWzSDpylN+8F8XGTYXHzoIUWrb9C+4bK5D8xVJyVeweypsypviYWgkHYiAJiL0cQFwy20pm2daquiGNYqu1RvnQhhqK3/oel2paHxY5JZa4fJtwj4+MzDAZJkIff52/IXP1Xj3E4nvHF2vmIMnDdAcXXLZvA1ZmFQwI4xN90b3ITtlitYwCaMwFlTmHihFooqffRVryiOIUWJ0EDS8qe/Pvz6t2q8Mb/3h/juj5v6VK+/lUTNKIqdIWGjrVrFHUg2Bmh5U5pwLkpSu9HuJYGCjluGbFm3QZg11JosEkHdomLJWivmWERqEUYEthoiWmEJAgpr0sPQUrKiV2gaABxnQYCmOGtyDvJzHTu9CBqqlVFrYSZUpRFqSaBMIQCda1MauAKzAvUO+795M//wzaLg67gtHPYOv81wVGUucOvUiqCo1lLRkQJRla2pMcvOmrmRbzmSQgIl2QoVTJq80xSbDMqusDndA5eObqqfT9N0XdLuix99dXv07tbppOh+T1+85KdOrVs03m5TrYaXtW0lbZ8fFafurl/L2zBc5jkhaP7Zp+vu5k+VbqpctX6O7cZpfj6l6eXbqtqX7/qn03b45tOlckcPCr5eUg98yuA1eMZygDazKAtpDfpe2nnRt14iMhWbuDZE8E63guNQohr25SOoAqABK0iU76h/GQA2gBUgATQAALgAOIBUwYFcAAyASas1YARWaA5gFmmKX2s2Qg/aNlNMhC/D7szJ3It+v5xX7O7dqwv3SsrrBtybnmZX+uf0/LZ76ONpHx79rp1ZD498N+1fu2o5vw76sCy/keOjeS0SHLij7769bm/9dFVWN4hZAV/6/S7XE1xp7fNDq5tVhyTYmWjLuOsEWVvvzKWogVzpdItGIctQTHhI04e+0+d59KFuVWTux3vFMWCqZUMOBrn0fX9le9fmFarZSqNZlSRt7XpMH5+pWnMvEySr+ukKyXR+gFzabgIVKtz0azqRbp+uNPIrD47OzZjAdIV47AzMm3WGILdVe3fawKmml2USI7pdtjr21C+4TTcHmHPWXi6N77Vra1FaqlFYqr8NvAENes3BzVt66EoDbNlIAMsrDqpuNB73bUvj4EypEfajvG7n3t7aLGyDoZYKjLZRUY+7m40XkN7wChJamJ16k+FMpLTklOlI67nQjYqbFN/QoLYhXIs0MeNQcq69budCO+PYExQHdYqpCaiaByN83Zp6b8dQX8s4fkl6uJNttV/efD62lh+bXt59e+Qy243mc1SP9quv6Bc/K3/y9dM/+OVH5XDXjXc+/OAnHf67wX8s8a/e1rXg/FJTXdRiaiP9vlNfjXr+lNUt4KXGO+1OIJ1QUsvN/kBUltLd4elUu8OeLhuOlha9kNQMO1TJHKGeS+fb6wJ7A3r0bem1Oevh96Bo/MX7vC1ejVpV1rJbZYlgrW2tgdIgWVNDclmwK6XEwXuVKtsiOTR9E5qxtAEMzP2DMrmikMFcJ2Usrxe0BuaT2BnskcZBc0wE+nd/zL9J3r1P00VrW3RGIZClzYMOy1QkoJIE1qsNtVqacoIRqFdlAYGKGl0qyZiORQQ8h+aSjYp6bSNQwaK1V/RasXt5SX/7bw/jaB+8Hn+nTr9W54goUglsFWu1aRJGqyWpg03rOpC/pBKTto5UK5wt4laFEhSbOqN5a1I1qlSq8abMDY3eGqIgo6UCpBVThsTQtMU0z8HayuWAZoFsgRi2XD0JKsBMeuemxj1BqkyeiiK1JdUTbFAsECjNqYr1jpNGq7D9Ptj/7t318f6k6zcTCTpj0lNUN47WpoKhBVqHpTUiVwVGh2CNNO4G268sTtWijlZMqhBsmtH10hfoKOtgtooQGmwMBjHxubc47z/7/a9+dxjeKkZNaY2RYGAQp/bruqKcL+uzcZwoGPMTP/4qXvKXb3yDr6Sl8xD2aZsXtihfJ/gBq81Qq6PJ8eNpO0/nKnS4odrCY90gKffP51R/a2Esp9koXkG0LZDkjEVpxMTeqxIzjg5TEoWkVcuGUquyQMKSe/A+tb7/fHf5xQsw83dFnwA6gPT9t/8C0ADCdyfBAA8Am4KuwQ4hCvRgFWQFsIU+l8UUCGCLZAv07GRs+sllP8PyWv3gzV44hjuN1/7Svxul9zMrGlMxeBQje9P13bxlf89tWZwoecv1ZNz6ElccHvv3Em+MjQ0HhPmmu6m0gPONT9SCHVRqW8nNG9XRLpRqUOnhAhC6BDU1feh0PqdlHCFGdmpdwMqGZl/jGsd9x5PvdnmNZreTbe3assCgbFpAaUQVm1m37d3OnldlZjV3vYomXV5CL/NTgxH1NZ9iuA3m15nf3NGe6XnmXhd+3Bm1LZ9O+8/l+i0Nhzln7QGqaZaZL303bB/idmNuU0yV2khy0fO4mYx8tOUcyxjo9SKdkuHdWAuHJCfR9w4bnZS/a9vUBZM0mAqb7imve5HlQOG62I50MFtOnR7zXJtVe5LNHu0qgKvp7WnVHTEJHXZbhBBKirKTCqYbTwUPcLyg062bVbnnnSIflDunJBI7U2Z8e6u/SXzb6ZeCvYK8nNn5dSZOSWu1NW3ubI2pQVkTJ4dQsZraJV1ykRA8/KiXbdfpu9bl4x91dg793kd/UNu1Kzswk4H9WDf1EEJurt1//vv89S8+XEs7nUGu138cr7/6e3D3z775a/+zv/zux//advlm/vnwkv7s8x8+5EezRRT65Ls3d/S8Fr5hfyn5/jDO8WWH+1mnftmK0tfUHw5DzPZ2LJUPB2XOqR3ri+mPuRDo51TsqNbItJP6CZef7DzDoYMW/+UvOxiwI5nZKVg65Si2hdzgYyu9MXFjtExsEzWrWolFVT058UvfDnvcG5kZN42xb9lh8NCailm0AudlYkrSWNHtfdWKi7d9yeud7Z7jQzA/+/PUi129TCuUEWWrix5dbY2YU8zCrqqsOVURUAuBJKqWDNS9c6eYQVtLBWRAF1WGS69tZgW9NVWq1Tba2k0Y563UYro/pzWCkao6lBUaQgVGEWrZHAhieds5hvJ4MOcnrrm912bgOoNHiRV9r7eLoDBgNEmjU2sWq7FkVIUZTWi4js02aAdUiZJqRoFdqwCSAw5okGLMo0NoSmsjNUvFDjg3QhAuCnMBNBylNB4rJExSEDiD0uYzK39zhB/efoN25vSy9p2KVxBV7K7XMRWL0FAsNSIdFKyEnSxNW2iVLDf2VldBQ9UqanvvEncHnddyNDiJUgWCSAQEkk7ybEyXW/3dxy/A/lWnsCCXtjltYzIgT6iOguuyfu3dZeVxVG+y0h2/M/tUawfoEuj7vfpmen28v/z8EwWtqoipbpnqz7/9WEvBHjqrm3t849Nv+Oi29vHDx8NKMV6yKmlFB6hXjyFijAyuUEFJEnrYXoWwCVAV4CosIB2aajMikBKUjxJuGD4BHL+v++m7TDeADWAPMAJcAACAAK4AtYEDEAEAAC8wwQXgcX//7bqks2rEJHgh2c8u27I9gx9xMHTDZNyIuk099ItZQB24Xd61EWwwrXxJysO2lu4Rpkm5g86VacL9XX42w23OG7lQc7UKfZteeQjb5TCCnuZa+6KX9tK/2dscS9zjnXlhGMwdl6nXx2yuACMUXr6t9z8ZL9k6qinyzoSXQxq3A4XaYk7K1Cye6rpYwFJ79EtbyXVBb8VqXe8Jv01nm3mW64GOs3k19/vnp+3uMNQyLQY6p1/j9oO9eW1NtEXbQuuvVSnQZuyn12w63qrFsqWehwssY+f8+bXYUR/PKAFxAMgrDFoDuF2XmbXe5TbDuzsGsuvTsnvbptbvOlUFDdy+1mq4A628UCZ2RS+tJja+utXtVE6U8mNXl42d9rOCBH5Q8yrOK0OZjgNOWxgCCI43LV+c1CkNu1JSG4JKyvblvpn8O7vDlJRimVpyMCemjXtN15U/J7Vu83jYuevqjTuvfCv5kwmEkXodtrwgbluFPdILYCd6M+ddklSJZB7y9e72eFLB/KjtbQ8/onVJirdD53jZ5AsaftOqbocOPvL49jTJB/WTx8OvKt7dzXWmH+jw6/enk5OHn+fn8zd/7zd/Z2Laf7F72r7+LD/U7rjvWLzR8+glmd7sMMe83Yz3c5QfBfygbvmZjwe1ESJdCFUSbQu8deVFa7PNpNmhLZRLO2hetnL8vJtEfaXJlUnrb09rYVeVPQCfwFtO1g4Dt1W8oZhYCUoqYIEUNd5I+5Ym9+rx9okCcTQUuhZfaXgnbW7JAgSkIq1gYiofi3Fq58TupBbjOilCOnNHQi4HZz++1D/9qKxwfEJ0plO8ZeSslMHGXENLWZwNrW7cSAi8CGiYStRkwKRcAsHMpMGA2gS0lZordV7HjXVlRtGkKBeUupJyGxdzVcnqQQMakmv5ULA8sYHxZLJSbqjSmVIM3jfYvB6n1kKvt8qtdxBR0SYyQK2CJTc2YJC1EdyWbG3lwgpJ19Z8Q0DEYppvuBQcdV7BaRsrKMi0FDHEjGiU9tgySalCpAliFe1gUtqUWjSUEcx/4Pknj8te/XRSzsGpulHnJGSqqUrqBqh0BhAkTQyOlqStUquYHnEzgElpgyRGQ0vAgnFKcRf8XMagzytwKFJgEaQmWjUG5VFW16nT9nxvP1T5EmFrDIRS0RMyl/eFte99qW5UAd3nvToklsH/lfN2tXTaq73U1uGfPSX72bj89NPpR5efJUWqzYvn0ZdGerff7/vHhcPB/MlSnx+lf23brkl5VYC1B6QgnAu6AaEjj+B20hS6G2alja0FWAlC0EOr0eFgW5Kcr9yr8gRQAD59r3/47izAASwABDADbAAXAARYAU4AG0ACCPubWvBbALL9tx9e7Bm8UgrwDGGQvL/1+5H2jqw6JrzEz3x1CWvZcalH3H2ulr3ySvkvHD4Gb/W8DOMjStU71/BTCkbsY9fO4WBDwvFSm+87s6Y2OZXPEXvzzH7c2RuXbpU9POJsDIdwQLpu964hX0OXozmprZmywhDbvV2uYyBV8TAMD9+mtJ9y2QXYMmfoFDuxsWKkC80PnZQXVp6G61kPyjjTf+CjSxrXfXcYIljn+3La9p6vrr1G8CGnLfZ36jR1XpErOATOHXRpq7FMlKEn9razBg57r91lb296nU3nuv2GMagBBsVm9DfEqld9f2lGgoHJKaemnBN0revjs3HB5S0JUK3bDWZl08FIo9K3POFJZ7D1wn1P86ZVREeXjFa3iNuBqrNZNm19r73Rw07V4d60ZTaU6ZMEWXa2CxYHpx657Wy9Y8I+PLxsxutpBenassVE60b8tVZI7cXACna9lhxC3oAcLXZ47Bi0ZamkulHUziq7CN4E+14dOtBLNk4fuHE6+NNWWxXv91etadZVh93jm1Vxgo77rvV8urd8M+zPZWOTbPlm4zegbqX78fFm19v/1t3DH5q7f/gPL//F/+M/ef8t9x9kXpOPeSqnvrJIUWVhAFGBQRGOnQ8vsziQD6uGSPoYZukaKLLq2gBb9aZsbbxlzb5DNg25WWx60qO/tldUzg07ru/dr3+2bd9irHWqdaoKGEV0k7Jq6mFmpIJNK6xkWeECdDUwo7DOyoHxUg6gsbRBwNCUYVWUAdOKJSFXgsz9YI9eHt6IAXDMIEyptSx2kc6qXnjcuYcdjmTGW+iMZAansNuhRSRFjQXAEaxWDRZQaQTURSo7lJIaY88xs9IiGkCDosaogUrcmH1SLEySWBq1mSBIWbHgLKgytEmtU5wFa27UDLbrc0nzuZyn8u2Ml5oU88E13WEVAW1EJyCbSYLFLBqqJo0MWrOmpthisFnAi22npEVKZGYBnTE19MRXcZplcTrGGSFraA2M08KtJU6pSEBEzggEORcwTtIdyv/Iwv/is8tf++qbnf3THLJVT4293uZqgsOmGJEjLYAkqgYtoy7LFpxvrYKHiOAddEGpgMKsmD2AaWnfdY/ntAPoChysWKZbBfcN9gYNaCkAJFCLIM2v6z/F9nWpZ60uiK6zkMECtN5t0MbRe1aHQEBgHRiQcefutPqxLl0tk8buzny2KHFZvjkn5LRY+4O9729u3uyDhrxT92/cD5rWb5pZltwzzAmcrxmag0bcqLujahtFbBYkEjBII+wAOueCSMA96etRH1Aji5k0UHPFKwABWAAAYAXQABFAAXiAGaB8r4bWAA1gAECAK8Dl8ppavrXAtR5wQqRJ8ixVYD01qZfy4VLqEbzhvbtRpzXOAO9UjGoc1JaVe6fk1r98W+MgLMrdLNcJQbe4Gvsj99IUn6ZyLE0zDstYtkkv+a43fMnxpsO67aplIbYwjQ41j2niXVp7udm9zEGH23nqzRb6x312Y2h16CHaBZYpy6c1L18cEPaVlkydcaNhJB3EqeBbR7eX00sZTa16GfvnBCfis11egGrut3a6uMrn560Bp6TD7DxK5B1rj1MJwUmxDRhLr9cljfvRm1uFvREgjn6jMmlES/XbUkZ0U+ZDONTyoTYtWOjM2tfX9MISUnGtb3M2BlriDlvddgOwIBzi6paZ5hb63n27+gbhpQzY9mbwZfwCtxPuO01+XakY8+HMRskqUrnkEBqspeJatgzLUkxQsWHrUkKKNm61JkexlmoV9eMjFT/a3Zbe3NCbSO+seoD+4OAd1KBxbOoG2juNMGU1aMdu0K0W57Ty4DdqVGQ1LCjzkrcfutyUPNp1ThdP6A7GHz1+LuppvQH+hPHLG/90mamO8uD91OQm/KB1NWZ6tKC7MjrXMHakVfj0gu9IlSOOg5Go94ddh7L26paNAb1Dd86zoDCb+35UzgRnHLWa4b7jUw0eNz24AzbfmQ68Nger3wKpj+uoy/zatCaPbtTdDUDf27GsTmevzbEuryp9PP9/v9UJ0BjqsnFNjYQag0LjWz2XAVsLoI3iwW2p5pahcJte8WHnRlQsqlxh62jJiD2sqj5d4dMqrQp4JGnNKAm1O5J5A8aj27ENhYIMjodbcK6WHTidOq90D7tgq5eho6oEk6pKkdIEwUMR0Vm2SIAcq1Rglg1T0FwwK/DYVhDNsegakXVjA9kIbZJFuILBlgtQ4ouATwJBKmNqkEFDK/kU1RxjVa4Tlq4qtw0t5dIucfp4LVOsUARxBa0NFYsGQZRCjeyVuxOqaJRBQrVWt0KF6LRqSM6zAGQNsAMUpbqWBekwi1GBCLRh4JwXYqlSggZJ0EB0Ldnr/p1pfzh0/+GX8N/4Yjnufr6WD8k0pWq1O+W2Oh6sW0twogFDpwcGcmwJuyrBu7xFUgYjG5CNJCtSMyfBHCEBMQTJRW5CyEIWtaJRTLcxeFS5WMVRqTA3Y3S/8V2s6nX6NdSM8Ojsgdn2ypnwRaoHZ1nwK8ZDKh8RZsCmqDTejExL+4vGPyXDLPXBp/7RKcNI9nG3Oxz+6LOb/44OXxpxSn45T1/rVfMpDYZpa3vhubSQdACr/b7FavocV6OVMMcaEDYLvhhuVW2hk1yWeq9gxqpWWzTf6/FqXr7z/DiAO4DvugH7fQ5wBVDfvwEvAABgAQBgBNgArMC5QIG0AnQAEcCIIEBHekM6eifP3fjO1LK2TOGd11noS3OO0t1jXVTbxHrGs8xfhJpbb41LG4y+pvSF408oh62brVht6r3qQbVpXcLN28O0JhW29HQZbu7Ad6sUpere7rLRJa+sdhhprZ4AIU+b0vtFGax5JHdRO12UCfq60FHBpb/dz19HdejC69NZHwIWYZ7i7U1J6TDWdTb3Km/h7qjHN59+9vePu2HZ2XmLxx1Ns8vXKzZ0tlKesNdq8LxVRy3nvjvi7N9217mMVlk/bXHfD9fz60GZl7UEVse+fdzy22H8cD11aqiqVdplelLL3uuEuFhyhd1j4E+099vrYuBOsrCpEC1J6IWtJOeOI8+x3e3Mqa6x7jRM7HYi66Wk3WAl1t3N+JLWA5hK403cXlSlyqIt4gbmuDa/l3nRqKaWdr43hwa67/eZfZdKMzE261R9LmtHXC1D04vQm75rdlTNLvScix+VsLzuaIhq09U+r+3W6RfOAfqcVnTvFD9ncirunqf5dx5y1fDWh2+1ua/WfuYm0EccCuTDWKUaOl3nWzxu7eO9DJ8c70Xb5p5yHkbNG9/U3tKnxEMMv63X3R1xFBuDcDv9WXw4fPN14R/+wUOTYDmfi7733VOSuqy7Qch0d8G91rDb2sndjvU0OTIlK7iAcXs7X0RgjXNJGt8o+Bi8e3rf7nRUWsMm1jGfTPf1PypoKxeIxKCLBkc1G4LozJAKoq4aoBmSxdAgnBMMDyTPr/zuppHkcvXzE8CdHIn/4oP1IB8688e/W3d3fHkirjzemZZqeQXcCTBip7xHH6Rmsj1gy09gH6HATEvGe7BxrlycOHabqdBKYtYO60qgd9LYOJGUm2JEAxqU2MYb69BKUpxK21tqoueKrZbeSoXsVcsciIRFcYuuam24Vp1UtCuRTlJRQJe6rai6rA6P/U/+IH15BxpETIoxPb/qf/kz/eFymZRvZdPkpTRRVsq2IO1UelksOOhbnsU4k1q1qYKz2ISNQczMRbMPtgAbfWh8UqgqO4JocxVvaLXKApYgeKe6xz1I1AmyixPbXywATq2VupzFoAgEtItwUMzQPMCc6M63DayVDTSV5pzZUMiBZUCF3Zyps2mp3hIzALKxyjWxwQoIoqC00hmzlRwUFCFq2RG0lhBz45rUzPM/vrn512v7QqucautoV4LFdktt5coztB4SkVpyIZg/rX8a8KTMztCXa/t53vhQ7AenrFkCPe7szRqXUF82lpftNbUs5SSvM3+bwk6vVd2rdqaqoOpqxFbOndIX1ZgB7UJ5yHbNlRrRgLCShTop600pjkaBT+f8UPgXABkgA1wALEAEIIAEIAD1+z3wAOAAJoAbQlQgCJDlu3nRdxQpkSQGQ+AU1CJ753k3Cn6aL1qMj+8ITbZZ1Q38gxQqELQPfp6r3A9mpR6KwBapRqPdOS297YJ5PcWbvs4bD7fj6dOlP4Ttcon0APstX/CLd/r9zLeDfd3WUcoKTrfWjUpt0jnzgedB40YaTu/bgF6Iu7SveAVOm/fYXlIM2+vTYALXKe6HkQqbhqk7xvzcoTFPbduFO8GNoNMxPX5+J1XUvCrStUlvwytccS32zirLVlxLTYcMohDLaXY2ndpeuy1CUbaXtW5hp19edA9zux+amHvbpsQP+/EsaDHVK1gl15D6fFgoJo7ahbP26tMn0PuHPmW1o7Q5Jb3jcxMFsGNz5aJRPs1x8DZTBMqswK0Ywrq2vh9KLXxANMGqbfrkZEh18d5oO6+zom0HW8IuKPcSpi+CmVnehpst9UevV7C2gpCOjIOrS0kkjJo/G8YKYUBzkmi5V/CNUnsRzPKUa70uqe/Vh1x7lSNj3/tYNw15oP03Gn3gitaxz1037HO0e/XtZfcTzNDK9qDDtZjW4XF7mafV7u9Ssnx8xci6CyOVLBH7hV5SuRnLWuGB6fWkbw4AmF9q3Q2HZRbtl0/n92EJT93DT/bLSX6yl1/F3U1t54CyCO9VwbC/p/Ih93uiSURzJkoRbDBSlfZ4XWI6eLUI3u1j3PKX3om+KBT7y7ouM2WluTnTilE7kELgsyq4cTMkmQEFGxdtFSctHeJ8RauFvrnS+BA01uFgGdI6KK7166Jul/rbq9wpUQSAEkuuQp1HXQWD1EImoIggNoyo3iJ/zB0ZPrc+a6fhW/RliYzqZeXBU1FUIlEYUGquCrnlpkGEFJVWjVAEZXXZhKCpwWmpa6SdlYVY5SbY+GJsV5sivEDSZujaEtllyiqrRVjEGixGQ25OVWkDtsgl22jh7mB2b0Ur90Pb/mjlZnQ5tfnMsU1S3LKeTi/h5ZKe3ptR8vWVvmFkWZ+SCYiasGYW0VtlbQxBDYIbok2YnNKRm/GO21Ep3WZL/oC4M50ytOn8IdfLyv922B6HX1UG7KfKHkC8GppNtnFGgxhbMYK1tZ1fN9wrwAKW6ioct6q0bl4hg4nt1CmeyrDTvLB0aJp20MYqvQH13d/beVriuLNp4+YxJQTdoEExci6ZkGKz9nz989tDV2HXawEsHfGUTGm/1bCgvNnWb7bycefGa117EyX82MK+lBO3M+rRDNwVWKt7UNdr/uCITzUDOEu+NMaX4pYMd357qgcbr854wwmMpg4gIXldFOiMWcBVF6FpR5kkXSVYXJLpYZtWN+iSkfahvcY1AUwAjwAr/Ks8gPp9KNh3wZDh+61ABYgshqEA7AiuFUYApcA2iCxvAE4MKI51Ol8v95yjUP0RdN6MIoyEhjYLu2Jhye3HuupZWb2L+KlvD8RLgs64bl3qA3CxJpfxjTlfZNjrUkiTejGkRzR1SZXLTl+mfDfKlr3f5tdduDULyx3JWox7SW3HCuxbJ3Lunt9pe6VGGzQQZ7i1dFm130mK9KC3DxH23XyZh/2oGrcoDrrJFLy7CbHmYkyeXp3pLtNKYqnvXKREuV34tnOuNzSX1O20MChxMpzrjHjUfipyT9cTPuwNy7yA24d6jXdvTGGHW9y/6a/n0oc6Aw/Vb6raLs7R7kRVH/tSCg5com/sb/uYNlkB9xlo00qu0e2gXzyv20W3Hura7fu2tF7M2XZ7lnSvZFYBsDWrtRIrpV7E3HX2+ur8rZEaYb93MdFF476UrPQxWM6y6yHl1Ic+c/FmDyC6SiNHrXS6z3ntXZfZHHta2B71MFM0YIWMZNq2X87UHW/kZZGbcD5nfxM4kSktU9pmOOmUikDkSLzdHelFe1W32Dn1wZm7KPtzaFVFB9uGRtMQcyR1VZNsrHyuKxqMqQnzjw/246p0zij2zueIoZy4/5x9bvCNrJdr/sGtv9se3fwc1YN/fyXnYGW7m9e1tk+D8huuH2f72d7MbI6+nbJCAWdsnJsy522zuyM8Tfh21Gd4+2AXUdmvAS1ef3qBJQHstFGCzZaWHQUlMWdHKLaQGI4JjELVSMRWqlAHwZpRvKTzk3qj1PjjOmU6n6q64ri2ujcfT5yuOAV86zkgvAmIBEkBMTlfUSuwrGagnWjGm7fYL831sjyXU7OgJgud9M39FCMoYWRP+8Znhg4RtQHMAJZr0sbGBIE4F0Ex5FopTVQIkEoYOW1AWpFWgtFUx9hLxyVHE0wBg9pT3JpmAgVKiXUAVekeQHU6pvqb31KnNtbBKEalNtaKIYxye2uqxby1EW8ff1CWrVtze/8C29S+SPIv/hwhyjnyaJsklVJjRFk25zXHVpTamIeiBkNSk1V9j0xh/wD8PuO3XKaSz7Pc6Ppvq/rX7r+mUpRNHAeFmwp3Cq7K7yC+KBiMzNXFbK3dAA9WmzkDQNWogTkzdgYZDLAyOpY87LWZpFryic6ONdGkFFTWQVFBk5n3HS7FdtCq6h1LhmiVqvXRh08MXSqG1DRf/2zc/5sVHDEXBk3LvICxu6rHnE7b/MvTXG56o9xfMuoHW3zK2z9laIdhd2WGPKjl01zdIaRr7mxe2eth+OFrFtV/s0B403K+rek0UnouPlRQmrWnLzK9kNkYWboethUc6TVUYrJG1AnCYISx91CTq1KMli+7/u+vJwVwBUgABWABOAAwAAMcAJ4AFMABoP0rGwTcfIcMMViABLA1UAAG4UVgBrCSVIUM5Wi/fJKfj79V+JW+jnJ7cuJpv8PlqIedrGvk3tu7diV+C+51Zr0LUUfrNZSkramecSrD0MQdeqpnacO3OQaDroL3N1guBAw92Xlx44O8LjhYWUrNKI3qfNHKlQ+kZC/tg2v3ErZ8UdAhRTAPO+8onfG+u7zWu2Fs8bg3sCQZ1FaqNrUvHW0n5fYsUZosl5jeNHwlcVw2dLhJk5UVprO0To7l9QTu4Mw1n7APcv2YrO73KGIQYJJRhROvRfzD5Zptv1djnT8ukcYreYNzEmhZM2PnOHM7cn7Sg1cZbdepvFybt651xZTqDFwbjG6djL6cy21A5WKxc9qCC7W+wu2Rttbkxbqbfb4SwUz2UebX4PeblPnsH/e0baUjWWbSDUMP+2Au4sba095w850fYqPHTleFrlCyNaaZpQbtrFeH0FsDa5bxcklB3Yf969Y08NKAzL5X7TLz4JfCj482v0agVIzdb3UNOuxCnuWh1VMvUA32K33yfHt117ezgbK8dO4RtnkFpbq5PlX12LU4gH2yhVf/A2+fmk1Zg5ob+wPJ1SbXMIxLSreHsJ1Vtm3UkIzaT+zGxrXaG5M28P0PaktH55/had/GqU4i977/dGrdMdB5pUPfnRPUglWxQQN7Iu3GfZqjPLoFGuhStV7Mrx6nP/knPe82yoqZpM2ojypuqle+UCMJqkBjdqQbk1LCcUYzSEqoQRIKrKIZKEYqWz2v4JrKqOyFU9KXXIdHenZgn+Dud9r6JGavg+VcnTG5GK24MkBpYFihrRyw/4HYl3j8PXN6m6ZJz76lT/TByPLEiaCbfA2iUlZ5v5clS7dKNM0XZCtKIJaiAUAQ2O/DurEZpOZGzAygbGRAZYoYlyJZgzkWT1KQDHCGVcSK7J0yjKdn9lrtBvmnv+4erzUclfO8LggC40ZdD/FVNsJ0qezsrYImbv3U3r5zL79st5KjBWZX1Ka1GDZZkh0w52uRvYOqtL7KFkvQZLi1D4KlTn+Kgq101WxN96h/D+u/s3s2w1XaNcM4htdiDnCdoDOyJOYDwZxVULTaqTatPZ7X4myt1WbmAubGqyTVAYBZhB05inkZ/bA28dhlCR3to4wdpUqdBq91zlX1BrZSO2gR2Wi7FbQ4swTk2JmXkn0zrzH/tPe/2wQc4rLq3uaZH9Xy8jL/okkbTNtMvyNCoVqn5wx34ZHNTz5z+3X9GZX/wtAIMHpN74v/3Fni2/tBfqvDnVOfLuqx0yzVPHr8EHfQtNLAO8O1qQaZmi4uuDqV0JlretUOQIaqZpFOVOmVzBWxa+3bmBmgAmzff/J/J4brASqAABgA/P4nBfAlgAAuIPwdCAowACwA/nuIyIFCaBvA6/Tzr4bAhxnbuJvt9a30fd0eKCDPWo+HcC3Il3Y4yOTWQ0ek6usalTLhYOAlgzPmFrZnMpKu0tym2o148csFHaRzCA6pEMpm+2OquNsxF3dP8uGSvdXNJbULJlHaWvgK8lXaYPtZtg45vpz0HvLO+I+n7iZu2fnuuub+tpWItsKmNXbb6+pL2xiwiO7t+fXj4LvysmZ329ePS9TDWNPqfICpLV3/2KlzCg9j/TBVf+gRFKwJtEnbpszGcER9YVi86wDSjeA3OrpUtbVI0HQS6DqoMeub0VzZH4VrKU67SywUlMZUNq98nk5C+36RSJlvuiCw5Bp8FbAtrUHcskXqkF79tL/4GekG6zI9G31NsdNWDX3NlSybaGvneyYISjXq9so1Ispq9JZlODgXwQ/cXVA8s9Z4CLY06EhrhXNExZMMYe8PEYySM3Metfu05lzq0Z+mSNq+P9d7gBMHr/i5OtZlTR5pg8zE0n6wO/zTm0/9hzTnxZ385OzuLufNMpq9o3iUfi7L1A83mofJfUIVbbeDb6X+4CMWDTyL/UzOq1Kx3HX6fKniWiCZspcE5RffZLwZ3+lmfCibN6eq9TW/BMWXWga/i2hJDg5sZjtoExsOZE512skMeGvztrRCMI4W6yIDT6TIAs1//xfdyllvQ6QKDIihlmRcB6lVMAxrAw+UMrIodsILdRZbBreHbVZygvBW9KRATWpyqSVz7bhvxRhbcysd1MTZqr2Crzf8LJSwSRGwutRkyTVHJFyBlJImDKFjaQCdYsMu6Mcpl3v1ep/3V/3Btqev7e6xXT6hMnYPufajrbHj3SuUJuBcztU6EQO4glJlaXZ0ZqlQEYEUEAsZ26DZqsF2jAlM31H23sfv4oO5Rd15TkIKIj29Ly8X9/AQBzCZOXhKFZtWIGVpWCsI4Fnc8ok/BqJTjUr/7b+fpmWglmSFKFmaEkEvrES71jR4wG1mGSBKM2zOCaCk0VMiTVbaDAiG79B8DtO/+/bJ+d8ysDLG5Otmb4eWyq5rukjTFpeqesNZpEOtDMeqB9WW7INLS6kHQwzKqC0DYoZck6ZqfLfVhcBE0QHXwvYY/FyMw1BRK9HOQhZtrQIADxwrjjpe4rmny4pESZSzhR3Ej53+DNVIrJ01z4s50PmbsrTyiwo2e3WEsqQPLv+zD9M3tz4re/s4fjGlZuNkgwPRXL69LFmSvFj4PP/0adodIQKNN8NTuko3QFkM9zwCkNhSsZe9rh0QenikopXvUhOjHpBGAJK6AwNaTDTGOYcb+t/7Pau/L/Hb95CPASCAV4Drd4oIgFeAC0APMAO8gmSABnABaAAbwBWAhSaAHvAKrQEIwIcEl635eLP1MbtWc4l973Qt1d7e0pJLGMfjozklUBmWTc9keuvAhfOVzJ2yB5AFzE3bYtVOjDYyI+nCA/DoLXSrW4OOa3DCR2F/0ZXrNVU1DIy6HnbAgLCFh2N/aT2Jz9QrPBQ52sNR2nBbgzwMuLpgDLbOMV9hg+Ui3LqQotYeYVFtANYFioN9Uxv3w3G4mvHu2PGUd+LZWzq4+647xao7vp7gxtf8Kkwl06HPzbnB1BFb5drdVhdxZ7R5X3Cn3KwJFBQWQtdRmb3rOhWnZBQvujYX1njqoC8WgTqCs5xq2LVcmpNUoYTyoSp/46iQEtw3btjGHsML3O7w9mzZYCioXe9I3drdGx8EeAjaLlKFM8pZoUmsFU4Im4HFBjBmtJZqK77WBu1gwGp86wM2MxCQs1TtzptGw6G/ATd4a7S+MXr4uIGpXTNdbffW9a0ciGelyQCzuM9GE53rUQE1qyJDW6Hu+tZ2xh8g74qd8XQuurScri/X7AapGftum7eG57zsBr+HTw3uJ3XtWBmvAeCEXYaxMyBCwG8iJlGfGSgn4ffNJV1xc+t5q7Wuv2p5DlYy82O/WJUNr0athhdur4UZ8bJJ6XWdaVCAsyyO8+BbZdEmstWj2ddPt+Uvvk5bCOwSCwmKoxbuLLpWrC52YW215gWGToOkdqnGSG3KeEZlghd7aHSGXKJ+mUv5pCJyvygjcI5lW7m88jxRe2bKtj7Db570OsP2gpfVXF/a/ELrFWI0UMkE6gfsAoKBbg/+Ad7c15vP5OZd/sFfpd/9K/Vf/wP11/7r9fd/D370V+VxbHVv91SHPYbWgqNbh4PqO4vG6QLOaEt932tuVuMQqtINDSNljsxoYGtQk6BgW0UnroCNCRUGB1cCaIo7xeLg/ljfPRomXgoQNmkgkafVxhOoE5ak5hPMmX72G1ClvfvXluu3kNbXiS1jVY01sAdpDrjOlVlkRdGh5CqguLRE1HSwERQq4LXBTnBf1R/Y9X/49vXWvJDqtZACY8zeM3LUulQlTGqtsFctcTFUtRIpTNQyitG1FuVJ5+qIORavxTB6bTyRRgHGArAoTjWztWlJxVFqPFtJQBlAKaROo0YEMdboyHZnKAIPAEoZK5wEivjz9RdQQSuNuLsb/6jQm70+CN7vqI3jH6z4b5zTh2V733uduNs7jKXU9AHsTxn3k1yXcnmOl1TmtH389eUXFP+5Q+s+zHJKvmtbykhNWAsUvQ7O7JY0O71vqinJ1facakMlWitslMH0pW0CoRNW5Fdb06q2GwNff8f2hO/dD9/1AV98nwzz3WVAB6AAZoAHgAqQCYjhCeANAAEwMAEsKKPAM0BAeED72uWg10d1+4zcOzDSYt3RKL/M8vhmd6nb1hQcWllVuFdlEyCyjKFXC1usUrsQShZXNwY9JNIEWbQyFq+RzAgwN2CZDbq16i5ZCeQt26JrP+TnLCGm3sEU/V7OK3b4vsWbVU0Gjnc36pqLLMnvurpl1ghk28badR0ty/puZ89T628xx3aFRW4UXTwe21imOLjraU77fniNebemcisvr6mXZH1XbVmLUSHyCby+TEPSzzEdVWd8UfkTHuxpjW2x/f01pb11sc633fiSSpNxrIXJyjCWnI0Os+S+mad6uSXPqhnbrdoaWGzdpNt71jPLDbeJCrk8z6t4cT49E3cKtzp3KiyhkguXy3rsw1I2Mg/Kpjnm3juy45araV2APMObe58S3HrAxJ0V32kAMNZYanboyjXq0XBCrxsl0zTzoXOszGDalnA08dMCe6rnjofatfpSIgAxC0KhVsHbNs/uoTfnGJR+fTkPvkRjusrGnOfmuLduoe1W3BXLQLodUno1hjARt7jOaH2uVymj158esP9TnvbnozOvFgzg+imrt2HM64X1zuCvFx49Ncvt44mOb5or2MNrPB52qrWd9zSXAfJTQ6JIr0o/ajlJ3VJxSCdzfPDLa2o7Nid7eEd5Eulo0RVVr379T365fbv+JeNmrH3XRBykd2SOAEjqk8Szv23CxvRpawrFWM21gKatrSrP0SqNJVdlrOCSr77akitmG2HWvUemWqJxGV5HZX6Tl0c7bEXNcPcAWGXbaDAgD9aUzMFoVamRqBaaUkFApHkJHbZKtbR0VN1LHT9T8/vy+KCWH+Lp2zY3uD7hacRx5UUpPlfotV5qptoZR6IySiiUBZ02XHMjLsl5KdhbW5tmNg1RmaA5SSvsq5oUBmtK1PYw0uBlf4Pnpd6PMDm+Zr0qPG/qQaSijjtJM06dXP4CXi7w/77o/lfMqnHuD+v5RQ2dFCKTWuNYGhEANNVRKWhc49YIhUyDKiwepRF3JNa53+Ht37rbHm9+um4D4UqgkRjUkvPoNBCBCAjvdD1X36uYQbmaGgTNZySNuAdaG2Mw8ZLa3tskrdMoIgQNQBnSlb2FvbLAddDoMjinexanQBCCo1abDoQZMTcYDExrUEyrJMKlSutg3nJvZYobO/MHo4NrQeuGKf1UGdike6duPuZeSV+IHA/G+9PEwf3yF+dvbC3KAEC+bBK4fqpi86BHEez4/W+m7XVn4XWtt6hnUOPQHkC0eRxKZdUXQc851uuAdgKFyiOV0jiM3TWebU+l9kQFmkGrzJuaFoACMABcv0c8Z4D0HdYJwN83BP33ccEngB7AMswA9wAMsPv+kbgTgO9AUgGW7J+hfAkfp/Pbm/v1TuqNPT7wUuzdjjetHTYw1a16etOOTefd1mYIvTRwI88vuXNlmxSSw3z5BP1dk5wc30Petk4RPxU+3ii16suVm8+m851KKSbuwnKeup6rdF0COga6bkE3TbdXIw7keFTXre5N3YL2abtakgYaZezidtkYZLhN11U7yawJcK8wXSp2F53dmUdYX3yn01ZG73XrgK/WdxnRLNX3pBPmzt/P+qVysELy6MOyFaiEo1mmOqi65H467bu2bc/B4WmJnRju6rXJgKtJ0FRlboPAWcoXhl9FdWVLzRoFIi27YPLizNE6d7J6zDwzDU6dSssQfKvWKwgjFzponAXeHW4/pQ8j77f6wtFB31Q0AE99uC0lrqJ3dFrQO8ondveWgRSStpSdNtpghvHYmYYwAGQwOwKljSVqQARsVDvl3uh2Kbav/twmlSN1VouKvBC2olRe8sOtuhYc8HnStHGMsQyDrTsgBbgf42/y/qvhOcGNkas3sqlhV+eO8gfGvNTdgGrP5Xm70M60/DketVwnudvaaSeHO72u1xz98E49T/krxA9tdLcsrXbTy6UdH388q6MvCe+7pzN/4fRrMo86CZt4D+GZpadL1bZTxkiZqz2oVvThjui0LR6cFPJOn36V/6//95//ZCuazNvPYD63kXdkbygj+EG4MypzTaaT0hv7ItVr2Db0VliXzD3KtuUW0fg5aW+Yt7hqwSyx165eE3jlMjTjaVjrb0bnv01vf2DzKbZb9fyR8JVvbvjzga9Nm6kl1D1V69B1aAwp00piska4Mqld5vlo+vPWvzP1LFXLu6NME36L8MXKl6DnbyUd7PMpc4dua9GKhTbeQLpw0xZqM94QWT1PTY1pTYZsp9JSiAR2ZDamJhXAO64N7Z00ZnvaGl1b1zNvJDOoG6kb6Ze63ppU6rCYJ83vf4N5nXjWwvXpgzWGulayGVxJjWStEYoGzSScuRD4FTm0CkgKEYmqMLLZKB5xp1T94yb//ben0f1sq6OBiDagLJI75ZtqIIhMSorWckl0Y9OljR7zAt5DXZvxVuYqo6AmLAx3PdSGHUATIJEienTbWsxAOss3XG6tf8noejJNVoUG0RklIr5TCKAdoNIwF+jcbsnVsJ7b6w7KCraz+bzhcPl56rWGv2Rhm1veynlal87V99/+Y+zbXK7Bcq9f1miEf5nTqLdYtFKUc2oB6vvIOzIVpGNPw5ihO8LHLL0+lunF3CSelzwC6+yPAB9yVSa2GshLrM66Uy6bsDXmK8irt5znSD647EFfSs66Zj4CbACvAOv3s6Dv+E7+Pgv+A4D5DvwH6AEygHMACRzA9j0GugLcAXz6/s14BfAAd0jLadnv3768GUy63uzg/Krcl5aV6dq2iPVdzub2XqZstWxKj25KtW/bk79x8Lo42EldNwpjiNIUN6Vh1nIc1Kf3l/ujf1pX75i74fFi405POXorVNK+35+gUdtSNjelXaH5rLKtziBs+/OFguhfTvKmU8849nVeZYSEqSXsQ2fSvJoxwPJ8trcO47qBGJOw90GzYNjuSnkNOrQlJ5uM2VN7cdnnYAQsD6s98XNroQ8lcRomWTVo5SST5cPlNd6MA/TH5+eXm/7NUrY+tKxqno01WQE012DLytZahr1pz1V26jWC9bbErWbwg1WRMbbYtnrcqZXaoDGdp3e745rEDq2UXR+v0oVco4UwAYfql3Cr83SltJtsPvQdmxRrcu4B2sr9Hb5mOY4w53p/6Co3PniXpDk26FKpelBcwQRrGMASNkZLsjaMuXhH19V6UkvrAwt0RxE3l9cbu3sp1GHWd/u1baHBS+4pXrjV7BQh7I7h2k/8nIfP1Xqt/YFX5zA3tVOgQ5c3OlBlNaJZPp2Hu169xe694bOc+3C8TU+/tF0xxSk7a/cA+b3c3qi1wN1+mb8h633ct9sxsYKQfZLlac6PxzTLu6F8nJT0kFfAW7EbLHf+5lSe11SNcucCn+1pK80ZPsf1qFqs5j/5P/38N0/fPM2WaWYY3426GN1S9Lf/FD/9mMcfK9AtzdKC7ajqFvIya2urMPpRp5QFO4QqwApjWwQCSQZQQjFX3RTrBoGYL1wD4bm+alX+eTve2YWzqtR7+tVvFNq6xPYwGIBKB6UNoFKKRGul9FRxrxQSMHs69KUe7bBIObay8cr20JW3D5gj18r1x7TO6fVkL9eaonpuLc1IJNr4xskesX6CKAW167FsvQ66rJPRJpH2L7mS46qMU4yiscJqqdl6GMxVp3lR4urjSB8KloRV08GX90V/e5FPVbZvS1KubSuy2knbomSWAJCQFGclOlP20BUtwKZKtKIzAVSwVmqNQekJOcgw1PgHHv/bN1/36tevoPYxliCuZQSDtKbmdF2qsjZl422FsW85q+BXEjsin2LaeZOA73Wbq+uB0dSWrVYxSoCakaqm/rrhzuq5hl4RKxvL2AVTAaAREGoj0shpLA0ckhABi6MWW9JYW/sYdFmqHyDF3AaNn5ZXu/yXhy5V0zJ/TPMn4yz6N7lNrZhAvVKKsGes12opPysbHGHkFkz75iqB2kuFgGfjRwtvKmRxGsvqXmx/qMtWMZQjiIbxd2r9EWx/3o5E4Zovq34P0Sh9W+NaSDTeUg3BP0dp0YpPHkbH5MsfKfMft+IA4Pshzy1AASgAEaACBIDyfTT8+bubrwQOYAQoAOl7acR3DUT5fprEAM/CnzVru2Tj6/AjvcUU7jrdwAhErVJcVXbOzHPQYy18JEqkqWx6d9xeLqTGTl/X8vhmfFknv7q1i1TQg7lu7IewNX533718anusHw/8o9ieDJRomgPHzbe6gt2NKqp4DMsTm7GJUfWZ6EHnhHToEoAdWb1O266DqpXrHSe3yQamXc6zH/x2TWQH5EW2HfV7p3Gu2uS0oI60KV2QlVxY9thXidepv735lBeNvjdyuao+yKnr7/w0T4lt4tjp/auI3s6yu+UWUz+kBkeoqH02+raV5nRoxyibIfUN5RuDS4Pe8xZZ2wGmtey1ylV1CfnOp9J1uK2o9BGWehbQMepRnZeB9HbW1sV8UW7YNJr1WQ98VGpL21B2K5VO36hq2NJeZoQfDMaua3CurhjuOso8WDJNOwtu1xkB9EiAyiKImGAglqRZlGpxS6PKZ06+vV4wDpgvebvzONV0FzxDleII6rIUr+EjaNAdF7BsQHW2c6rh8inqd6Z4Khcxt9SLmlrsdN0W6lh/ALndd7itC7jBKf87yp7q9I0+vOGSpMeS3rSytt0tXMSrNtW6aw9ts+r29v4K6e0S21A6fUBg3jYbvqy4DbqmbHvdzmna65tL1QAuWFur8mZl3hl7TZPcOQNa/8nfevoX/+Lv5RkOkP8O5+lp++vw5nCQ/bjD5XcrdUG3GIxnDftsChCqLOhUatUFbhdpHZlWNwLTtKpZFNRmjKTaFGvWm21WLCckY8tWMQuGJNGY10mO4IBb65QJ9V/8S63P9LqT3/nSrFODG624oFPdTsgfdBPsEACVBlKoAIDIDTVF1KXhASC3DIoLM9eS9BcmTR/VfOFYyvVF/uzJRa5KvMWtdXVZFUS+MLXGVZvKybRgXezBRaGuVegVbACKltzahuqaruhvutnfddkUjLAKaIO/vOi1QLnyVkvcCEOqYr3UuLbc6VDSGelI5cyoAY3aI6yquoarYQ2ObAFjVW4JNV1yDcr9ZVP/COWPbv4cw6ekzagQqHrkzOhExDiHLO7GySLKcUUNmG+ANmyI1Cqr3mJqsLP1EsFTWtH6jdBct2oZF2leUas53nj7WtVR12oOrnWVWMAQaKGOlOKmOqOLaK8UgCHhLE2DIewQVyW+pBzoEkUFV2PWyslvXk6X8/8rd6FhQ1fuxketZVrjnbOFhp3SkS9Oe84V0BvEDM7C9du193J9fsG+ozC4Xr3j5djjgPk5VM89VpmRDEsjqJrjqMNS5Y8B/jHkAayO4zRa3MS5QbWO8KrwxsozAWexpKuNULtUD3c3P/z48QOABTAAO4ArgAJA+Fdp3fp7HAgADIAF+G7NOwMEgPj9yRghJIC9QANoAAVgBHgqnN+n41dhvIz8oEth7swayvaSd7eDwdYARuDYj12NEa5igyvrFppLUha4H10qdaS2qrO5gL+1XLBw7q3aGk81gNle1nyw6msbxryirU25Kig7o6/leq3HW/OpDp3O10z7bJnbhQNIkexcZybOx7HU6Ltgr3yxsEHeUN+WXZXFeLutC9keoANTn2ewGlQE2QdXpbzC2LiYvPTeXbSYjrZ80aFdE6VKsEs1u/uDel32qps4O3AF1HCdUxh9uc7spWvizLZSbVurefXGR3m5bf3FbtXeuetMndbJTWAOGhZxQ4irwGCdjAgRg8lL4l2wGSDW3jstWk7c97xVP2DagglQrXFo911JW97qjaOZ0lGZWKagjQ9t20Yon5x6e3MPDrxTiUFpYFbGCWmNKIhkAJkAQYwirs1o4swVmhVwp9igSMF+Z81pnd/024mPe9zez9uN00KxIcwmmrgN1sfO1OX1vOUB4uuufiE0C7lnKVrJHvKyjfeHG9CfWuowX2K77WQqZdVtFynvrIv1tMrDO123eujo2aTuZbA4Z8CgBPZDW2r/BHJT5k9Pwximu+s9fxKPBcLL+vHB+q1dKsuul2vG3tMK0EvZmjFKzyAd4JrP0rh3mmsXX+1/9rf/1vQCAdQHaDtQ/2Vpyzff/g1UwfesD/tbkXJWywIHwAlKR6pubRQM1oZu+fns2NRWYaclM7VGXlEmwQosBJDEwJzpPsvsas2qCvZKMkJORQPOnHU/lDWionrOytIaxTzrd4pJCw4EIBCt11UpFGYkJA2KSUiAoVXtfW0OpElzRmorTsqmKIgADJ+j/qxGLd98RPt0/vBN+PrrKorfb61qhEJaV6za62mbx8G2LIaJQsHocSw6MxjH1KDldmLBnBc9PH8quCo8S3NwyXD6xGEPqtXrqwaoOUOXQYwxQ8upVWRoeK1aqQTQGhQiizWRcgAFpDZC1eIkpsvtxgw/bPzvhPLj7p9UYA0VcsJ+R2iRs1MaEFRFMEHTpSgHGKkp8QajEZ2BoQBS5WJCgKkMXi9ZAjA10wp6TaTAVIOMOvR1Wmn0dkNQ9VpIUPaVT0HtC2qFWmstjJa4iA4kFUhjy6iMstcyWBlJSaow2NLUXWcVuh8dyj/+7c9+fcwr7NWdvzfar/VpCKKoOdAMq0D9NJ2pyVrSUfnK+fUKnbm8ZHp8TKb76oZ6fZnlT75u/+RX9dSoobXVZTWNunuhAEx49zsVP0cFYv8Q+l0JwR3c4gEC8dJoY4hZX2e4cbrj5oDEut59IHUX2w60AdCgGUb+fg+sATqAW4A9kAUo30fEFADz/cHwNwDfZUZ2AEbAC6wAL9+1CwiG0EE9Eqki7YsksWYztA2n5+tws1OaX9jt+3YGuxOcl6zL0QBorcxmkAd7cM8vwmu8XlEhqc/UxytwKz2X2DGxrvW94dP929JcHedzNCsGtVaOkOrTZlDA5fVSHiznrY0kZ1iPSmS7DgEH49W0dexe5h68v05FrwOEm8IEjXa4V2YU6u3IUru+ztFbJyXOS3BUXVGePM8KGcf43LYDYL4UjbQV7rVYxA6AD+N8BU0VW+c8JXcw22r0rdSJqdMFc9TXWS4bJe6OwUawXj++ZGthsIz6eFNKagA7c1oZd6G0RF7nJYpkBd6m3BlTY1tLcn1x2sYt8442ILcDzaaAdOg2zV7iUljfHe6XenMDx5TQ0LFJyOd7LU202WTGfOOwawkHQw0pUEPLWiEpRcAIopCImjBpak3AAItqPWKno0LyxpetHbr+1D7ryVxK99Y5oRpYbdnehb7ubwTGXqXF9obrHMy7/fis8XHPCVqQVqdcSa18PediJU2Z3SgnqilqpY/9Acq9TTt995Pjtvd44y5eh6visSjSUXu8FrkW/2agyrxqvMCiXZfVJUswNw0whMOUn51VxtnXqVq4FJ5snee6aK5xfVLtem7PjkX7PGfe2+X/83/5zz/9xSUc9g0aA2hoAvD/A/h/fv31b9afMv50mn/j1J/LMGNsda2cqhgMYDpw+tfYe2yWnDEtaxTHLNBcJdUWEIWVla7Z7SBdsXIBwOa5tRJRBBUuBZMYuea6SnrflmZkRQM0zfL1r9ScYP5WTbPCnHLDWpuIQgECJCNEoDX0BzYHCjtwe+XH5m6gP+D+Xvb3fLjXbz+Dxx/i8R5/9EX+4kvz1Rf1/i+Bse1OG1CNqAmDIcxFK10WzY1hAzOhGDLS6a7XHDS7WgdoybTB1pgvaKLwuUoxqdpcoZaLXK5Jr1uMQFlWxrzVWDjmFtGjLlWjbqAFGzhg1MqWyhsr6yRWWtEOhrx2PxL+9+6Xv3T8x8lmcB8LCDvXHDKABMVYELIEIDwV8jida9YMqV0bbYk3g7VBFjHWlVidJzw15UiAK0EVAYXEgB4BQHgbnXOZjcauwAFhB+A7GDcZkW0G4kqI0NggqO8GHoLkFLUmo2rinCK376AiWX4CQ4Pxgx7DTn39oXVITt97MG+6vacvDD424FZV3OygQxLqcP+SsM1am1zI3t/c98d374avcju2P3368J/9A/xoyOouFDhxvjRYc+vdCKRx/EvUdqgCK1fXpvzr1o7O/ro9EzRfp1dojmPBd6q87tUUydc1QljXs1Zf6vHn9aSgRpi+K+jX/4oMjoDfAPwK4DvnzwYg/5UjgO8k0uN3rYOCuwP8lR/DL34BuxOsSrqjmrC8XU2bYTL+i7s0NRxsxxKzNjf2FIt/GOUyt3E021KwmmubjU8qmHwqN7d0TRjCdtmCecXeo9182vtbhq81PYiNfl3bbdC8hOJTy4qdaq12anfmBSw7fWxPExy9fp5MMDk28DYucacp4Q7qZe0Pa8pudyhFG1hWPx4EMdWICkURLEbvpFy6EVzU4B1frq03eElJ+VvEZ3Uab95AzP1ot+coXqwgmBFLa/eltR7WpSI2qHoff/uJ7NFMVYTcNq8p3Ng61dGAIL5IPfj9Ok3H/eHcktMmloJ8qA7O83AzmGlhFfhl6fauVdvj+qT0HQpVtL1Py2ZLVnfenFEdar0YNbAtPivjY2Gt1Ij5tZ1ud2XeaufytS2OFDAeTb8hBv8GtUpsFPGa/a4PSJbEIRoEBECNyKARGiGCsEWZAIhBrHbYNzwHIe7fS8uDXkrOg70WsiR4rtto9VmkT+UMVao4aZ+W7db6+GZ/07Z0sru9PAfRGKoxZhJ9OyznVA220kK3S48zXfPVDnfbCQ7Dcpmhaw2O/X6KN7vw7Svc9fvncnprH3KO3667Y0u2flR0X9aMTgk9XX5+HB9ekrp1NLfQKnddd4ljoNzQjVinODvpVj0eCVbRfWP0+qd/5/Wf/N1/5GZgSTcAPYAA7AAE4B8AqPdf/3VVfv+uO+l2SBYagSu4CnsLCPDaFJVE4qVEESUAItoMJUfHkgOpJGhaUhq2Bl4rwiZCrHKsoZViSUhUPutLZ3dVqlKtFiZtIqwBzqrpf6mWr/ivFJ68vVGNveZa2SMINNDasEJQCMAgpLWujVABqICkEVgIRZAA0UdCi4+qijKfc32dad7a0dG1KEWkahEJlbkV2e20bNFoDwRt4QoFmglA0yuDoJqLdebyTbo6dCsp69M5ykxXLGTMRmJpS6b1kEXpLYp1GlpW0JGaF3bOlVwY0UCZtdvrMtXFOopr8aPAHyr56+++ecBfxI79lqs/KE5More10p3l5wY9YBZcixo1b7L3pDZqVtOpqlHzNbXBUmNOG2l/XYrdqdpEgmmVscO0ZRpNjux6ZZrNwE6pGdFbdKVcvNVXzoEuQHcGCFCgCBhGABTQCA0pF+WNO8XetVAllmpQba3cEEZGGgdvwo8++/FT2L3xHVlzr+rUWUg8Y2tVjA3qvNWbwB+yHZRqI+55sMYj9AStcu6Xp+efLT3lNclNNtvIrlNFkmoepusRPAF12o/QHLVEFNoKuJ149xnqd+ImQg9WG1H8vAkAgLSWzNgWpXeWf3KwPwIggO9uAr5LhvmuxH+3+N2+9wLJ9zbQ77YFEwAD/Bjgfjju/wD+xv/m9/8n/9t/4z/6X/2v/3v/8z+8esj3oFf3fDUvE+NfpB1eXq4iQsmrPnhi2upggtFzuetSWhtbWVVStQC9rQ11YM7VQz6vvhOoJrnLtvQXlumstuMNLqIzDT6dhe3oTAwdgE3R0kCL3GTVKBAnt9urTxmHsCRtsGDCfqeSIdvBUe07FfedtxF2dXMpGDetsFWyW4HN5KVA5NdX2+eqZlfnVJddn9YM3vccZYDQPQLHPgCnRkeTKyXDE2/aGXciievadGKhJDH5424hqgClbgsfbUhXOyibLda1jFJIpt0I63I+uC2mvLNcbQ7z5oaGnBJ/AIYbN7GmVs9bN44dxuCPFnPuxbZeuZX0vcEGcPQwmy4Yy7EN2JQK0OyeurIMO2tyMYEdNkEdP7WtBw3YlDRHsbbNmyYoANxgaVILc4MWWREIgGJBQqmMIsDKeG25dA7HiA7hITGuyYioKt6haeh751/P2WypNN5zzRo1YJIKwBoKNDV8BazLEasCOuLmHtp1map2v3Ojuj3kXFySi9E3cK03owWg3Xi86ah9qkoFB2qAHZSk8VHL1Knhc4o2cO/GMa+gJSa+TnvrE/BtoBlKpybjriI82KXoJZhpUSvKS7S1g3KRLRAntU8/nf7h3/r7dAYjNEAjgADwFYD6Hof72wD/x99+/Bd/cZoTn3Nb6CoNhKXNUrfaRLZVLEMlVILSoGBbc1SokkITJXMtiEJNCBXUVli3lBfoPGZQtjoo2BiVyfWTUjmyIazrsrmUYzHKvmacPuHPLuryKkvDnLkVEsAq2Bo0UA2grFQBNDQicAp9AGWQGBUBakXEiKAMGKzGqeMefQ+3Y+k6WjZWfauxVqWqTqCJOrNwscFiqBVzVLUoFJjnzMjldmKD0nNpUbVJMvF52aYXLtxGgq1uVBMrkQ1PmdbWRHPLtbFSdFmLcrasqzgUjZsYByhkbDUiMP5Yw/+gg3//3W9u/Z+8qEpROIiKVZHWSimzH/Ei295IQfaw7cImWGw7aVp3uJjCO9VSgoPCzKKhRaKSrScRdCyUxFrSpQ03nZrB9dAyFo0KFAruuPUsYEydSvZ6zkCacpHEUqpm/FeDEm4ijVkbikV6ktWMxt5qNVq8FfMO1YPSI+GPf/9Hf/zjH//NL+7+2ODvanio8nmVfWw/ZPiC9KDw3Zt+t8DuPkihOqAOmggI4QQ5punX7eUUnj7NH+LOtvNdC42mTaSMzSV96ACAdPtUq4AElg0uhM+vOm2agnjCfQPwTpeU2K/JpasYJpL8VNEi+G7o8I/v7m4ADEAC6AHU95N9BEgAZ4DD904IBrgBcN/LQX8I0I/wB/9h92/9+I8e/tT+3f/z+/f/6d/6q1/93o/+yu3/8n/6b97/MYx3F7qy/iGekDudQZXdli/r1GbcQeaNVpL5pWjC9bXYZLZ+oO01lN4BC7Nl12Nb2DQVtn3Yh30R19nwfIa9b52ChruCr1vKg1OReDhsLLyrK1iuRKbb4tT1nlcIyvRwg7a414S95TNGk6KYBswWN2swXPNse2+hXO8G0Zp2uruFQ7fMI/Mh0mDRrZt4xwra7raRK3Blr5bCqXfU9KFj2XCvu+qac9iy5RFGFFa5KWb/xolyCHh/18/I+96L9cOi+9tj5hvLQy07FY5pURbGyxn2q1x3bWQrPB0wkMTcBYaoYhza66Xko6yxmJ2JzmmU1JXWBE0Y+JoejFCiTrVzsrqUysKcE/GaK4BLsCplGx2+6G54+CLgKMICwxhuleqJQRpoFXIFDRWEHGUGRmEiEVAKQREbqLWUY5ivWxzaVXB1aL1kMAjKMgC38vGyGTst4G/M0Eh72r80WGm/iaNuT4ehbbr/4S0GezcK7XQ8w2EvZPD9NWXleMe0D8fRXayFgvRgvDdzk/4HD7ADk2ut7tzc8TM+gQyA51Usi+04fAxNFiim9XDZ2tG4Sx06hAW7mkwtjVMxYpbWqMncgjfmghik5SohT//yP/6L9cPTg90dD/bgm3fmEXAF/RZAj7cE4AFWgP/9dP7mGZfKpahaIRsjqUbxUFCNqmwGqyUBLYTaq8q5iqvttRQowJkFFXOpG0lrpehAPK9ae6wcoaGQbJnEr3Wjel5AG9tPFJs6v1S9QnzC8xmfv5btSVLEegGuKIlbIq7SKlQWKFQbICIZIiJFoByiVgBVkJBAgaBSykpMVTGtk+WpuE6nrWET2fK2EHPBypwgJ3555VRzTWh0urLPWIhgvSMcaWKVjaQ9zzWdT5LUVInnrYhoktyaIgMexQiSNGUlmAzYWyiVVe8AGLm41gQhq0gazOc6/40x/Tdv/n6jX8Wad1YosCKtrSETlAqqpeJvVYhgB+wYAdIgQkp7QZSmUMkaeedaxG0AKaoNEEEiUBXJjI2lAsPg6lxkxDVR68gBRE1WyZ1RBcSWZAKlGLVqsDVBboBYuFYQAW7SahMWqbUoahugQynKOdc1MsZAQ5DWbKhWhVsnG/iglYgR2rdKOxObKC1BEcXcH/RDbLtbfa/pLuibJl7x7lw8rbvyJx+entvN3sZJ35W6eTUeAbHtV2zntgHrtHyy4lN+odN7/jDpr1/xD4/NI3/1E3k9Uv/Plo/BHdbirIlVOgYG/k2FUrHGCurLHYRnUABvABLA+n0kwHfYjwAogAqwAhiADmACWACOAJ9/ZZ5IyW/0r9r5tz9/37L50//b1//et9OX/8Ff/kcf/uIn/9F/7e/+p08GTpePY/8jnWO33+MV+Vhl6SYAq7hwM0nNVnrrURm9r6kOTuVz9GQUl1iwR3WNtlRjdq81v/FmnrlT4aW1HlFroEsXOyxTezza9So7Jy+YD7hnY2DlqtOeVL/vW61r1W2nP2trJtoDzUo0ZwQ/CWtTOZhOLedqjwe+vm7GsUmpuiYDhhoXMjWgt31bVafs19N2vzvkA4RaTag1k9Bm+tGvaV3IhyUXF5A2qsaQMb0Ap8gsyo92vcD9YJbC1kod/DRdhyFW+hzh2WIAI7BdzAhF3A6P0j/R8pZV9rZr6ww9rDobCY5UQtFWT81sOR9GJ9VQlTRZewiJ7eDUa8V3riWrXETkpkPLQq22znhF/jaUqY4Hnq6AB/UACrwFFgOkiyipLVjDrL2V3IyBCipIqw2wynftrzW2Xma86cMlT926rEMz3uQoFpY1gRg8+nTl7jGUmf0xxJc5K6Wg1FYru4gew57WFXYdPVNIja2Fegrgsh7HFOu74djdmNfF7FuMqVfnqRjyn+/W99d9oXyg/qj54xpndxhnde0eXV4ZJUEd28gDmle/eggvHy9u102zqA7wSr3ipSitGoE0kuBUmc7wcIfP8U3Xtm//wfX88bdhtze9oVUbX48Y9Um8mJmVn17c9+6sDPB/+M1v/8fh8Ic/7Ha96pGL1fo8p4PzpFIrJkpzJB6IWwkYSrsq17MUSIRUYyWjNJbaDFAtmryC2AAaaiOYFEhjD4yFdMcLl02ZSjGM+1983L64d/GFObXdIwyCzjZ5EhiVbSWx0sxASBa7DvKs7ABG2nfyHwQBdARNABGlWby+4POqf7WU54UuGtIzaA5Kp4zKAXRotGrXimcsqNR1MQPyhTVDos3JUGoSaFlmpXYoz20DboUFO5FYRWOqzJ1SNVXxupmmz+QDl4YGWwbtHZUVyHCrQAWoryab+mPI//5+vv3/M/Unv7eu2X0fttZ62rfde/+a092uGrKKjShSDSVZthJZCOAAtgMEysRAgAwy89+RAJkmATIIgkzsgSeJHBhWAttRlKghTZEsFslikVW3bn/vOefX7ebtnnatDG4dQ7N3+A42nufda32/n8/4rx4qtW1AGQSqEoOQKjVOUtmWqA7D8WFuuqaeqrEg0RQlapN80Pgk0NXaelmi7Xx3Kmsvbdao2GYMRnupgcChzsvqWv8UoG+ghlobhVsNDb3JYjSo6o4ljc7WyGApMvapisYesaaKjnRCAa4MFBla5SKQIwksvctTxkZlpgxVtC2xYqNSFnSQCm7a6EvKHk8RWYnxnrcCHTXM5wbrWqJV7hLOB2R+czn/4qk9poW6fb+eZ9UMMWefsE6iWYdHKKTvPw6f/Ln5xT/jr36m/vKPLl/ew90TH7x79VvKS52re9/zrsWDii8N3Pr6Yi+zqSkkcU4Ekv1HV8MKsAAggAPYATy+88N8O/npAejfgv/0ALcA46vuP/jf/E78u/vrX7V//x//xn5v/tH/9Fd+6z/9a9/5/n/8deQPbvsP/u7fq19H2oZ8Yehr3qC3No1jaxxUap0uScZi17TZzQhF0+qm1EDs0HNVmur5G240QN8swTUGjkxosvjkwrHmgJgX2uz8hpq4nrP2eSqwx/pU9RKfthyfOYjS6iwRqkHd8fpob6WouFZn+lhaNl2J3NXU+GEJ+loobzg0u1PWm+qlAMT4hhLNZ7KLLjnD+rB+s+NTSmsHOXcbRhQT2XQxhMiryTmwd45zjSQ1XHIKKKFYxbbVISMN6SnSVSu5IIt0zjehL0UpcOsmsmYCCVvaq1LtW71s2Z2detzqG+oWrmFwoJsF09YiLyU1svl+x0VEeVFCY+5bO1qcQxxNzXZ0bLRrdNekcrXTmtzQ4cEqE3LjAE8pa4YiQfEUYlIUal01JlAlMZKqa0YCyAjCgCikKAtrQK2BRffeJjDOXOfuWvNuTm2ueI7ICEj2Mbte8XEyDS9PK2oBMOqSccI9g8JrH+TK9HDRbUvFXNlS07y7jK5MnNtBTjCvInt/WXRvanzUBzT9HC3szAM4O7TcN+XFMN6Ibls86ExGK9Kkx+t9UcZrV7Ur28igptxiied4Z/n1UotXm3LsnQnwdeOk2aUIsZXt/uP7r/70z9q0u3l12L8/vHpvbF910O71e/24c89M993d0BnwAAQQAN4A/Bfb6Z/84vXdaT1nieckjhzX7RwRctC5UN3mBGsxhIsoiyGmxI5iAVOgRlgLJEpplYo8GS8eawdrljUKIEllnbmEUtbKYSk5weWx7Ae3timJLEb/4nN7nGTLelVQQp2BQuIVMDInxnXDmhBBhEmqVggAiMACCoDWQKcH/vQL+y/+AH70r+D+y5q/xnbSbYkrKBP1vhL4MK0CwkTYsnSOEwJI5SwXIwSg9MIXSTquC6yZFVMrDQJZ9IFLiYS84KZaJF0bS8bXotBY4NYrLjGJsiUKcIFth4Ao/77P/8tnn/X9fzNr0DmSKKQZG6cwQKs0zJVEN33jz9vQWLsW7V0G1WisAblxdcYwoCmEWNXQpiLVgEeKSplvoUCxRAOUaUuV0JcIV15RptaZwyq3rRmzOjhoKlUFHi0mbpFnlsjlMeaJaIp1NbiGukhdBCNhdIoJuTVKoe2MruJ2tqk4WrVH0wvsAVqkTqmxYkdkWfxoe8EbIyPTIWRbhSssGvjMRVQ+pbNSnKdF/dkxvV6xMU2zMYu6hjqoOedLYbF1cs3P4YnuNr0tf/b0aXz8N1/+6Efz//v3Lw/qIoffKqOvxSlYuVQ86HKtYFSSQS/hGLMrZvOaRHwDB9D/DpgR4A1AD3AE6N9NgX5pAQN4AsB3/oAO4GuA9/+9g+7N7/yDv/X8H432+vZv/ac/+K3/9f9o/95/+PhH/+Kv/9qzL/Hqh7+ynmzf0Ql2g8SS+3RmMssmGq1Rd+fswrpB6QikT6agZAzItnLaJkIVIu6fG9Re1eZwaxQM146Z28Er6W/JKVWoH3W9PrikqBMMc+tn2WmSU0Ol28OEtaGHqVycigkpo+7LaZPkrA/1pDqZ1ifb8LGqcnnoGl9U1EgT4DPrrAmWMEDz3irq6lbyUATLFKxofUMakAlv+1+HXdcPTtC4phHXhV0DMOcl70eTTbp6aStkZWMhaEB8yynqvotfnUVgQrEm4dEkR8ctKUvuVOxqrjurH5Jqy7OT2Xtx07KzZn+JbanXSqll1qqv81IP9pKq0vCwloujEABGE2MMJaVxsKUiprVIlFJqSFfmUos6qLjyo0TRzmwSxqat0Bm1DzzYdnfKLYIN1AubKpxqNSQATIJVagKVMncGgzCxEKaQ8kGzRXDks+SWLmuZDxTJy7QFR3NhZRTOSQnGuyxadOrx6hDntuMwoZ2iHtpetnGgNSVjbk13X8j3dEzStvpSlodABDEPrhmXoLJrFu30uMOLXmVNfsB8IHvdcKezl+3gzXuVO7xq6wJWZa76DMRFpqw4LWWuamjVqXrNwyl0WK603TPerpt9+Gr68g8+rgXob7f2uXR9zq/KuFOH99G0TbJqfE89u7Lf74bnANfvBqErwD9J8p99/Prjr6YnxBxDvpSOIBvdWl2kOnRlpyWSMRLRuMaYDV2DtbFEyqFyDK4jlcE8XszqVUFjjVaUdJSkkyFrijmgaFcNJ+R6f8r3X8Ld12V6rX/6Y/rjH5lvfl6fPtf3n8P0FS8nzEdMF1q3HBaVtrjNUCsQCjOIQK285XQ38ds3+Ee/aH/0o3j/VVWB61ZKxiWtK2vFZRPeXJhXI1IDK0iSkOcIqpbC2FTTkdQMS/IZa5AGeCNiZhU4SzU5BkV6tJzJGrVlJmQrKGSMw5Q01VS8JybO1Sq2e9UOnL9vnr4//DjhTyoq4Ser0BEodLacmLyZliqWcsaSSNqGK7A1LLxTVNeIHbmcvOVhFjSorVZrbmrcOoOiAGXr7TZzbfAShRC1qCiSLB0BlYLEgp2RUNEhbxBNqYAOoQWoIIqlpIoIZYsZocy1KoQgkhgqgCVdBQkIEYVVqwkBG8IC2qFHVFprBlWFC5RaiqZ5YW0IhHQDopCFKedO4YhgJN8MdIUL71/Tw8PpkJSzrKRi0RgkfVouGUTgS1aU5+8BarlO39Tr/Ovp2L730y++/gn/+N97+ZvB/qqvkQvJiwbbXcGNJOcAuqEQ1BLU1tbdeYOd1yJ+DL+Suo/nkwKoAAmAvl1zACCAfZf5mQAEoAJcAH7jt+HV3//hRz/4zhdvnlr74uYHP7za/crj0/rjP/jjj/6jAdU/7Nvjp195U/nSyMiQQdYy+CZip2ipF/BNu5xj4yFtoLXi3nNYm1bVpN1OhSVQe2XWrd9fw9OWSkq+SWEpSm91a1NdCTX4stRm5Bw9u6qy6xgGvZbGicoCG3V9TanpBLa0NdVYC0mZXZmWVe0HmJLtx7DGpqslWpFZrg9ynrGRc9ZKZeGSnjUcTYJZextKafs9k/M2j6ta0dq3xy+u969m/uJq556C36vEeU1w1XiZ3k79bf84c9vQCvo6+bU3eq2+tcioeCnQ5xQqyAtdn/RO58dLCtaLotMTXQa4WdKXXdOuOfEO6hb2zp3CElZldE3LTdeFZW6YQAk6tU/sWr2UMJI9MvmQrK6rqIYQItHYmunE1x1cKjXWCq5b3Dy1pYbRFhZl7RgjDa4JxXY8ozWKi5AREEICAAIgFtKcClnQG4qwdy7nTCDTmgxRc1mHAWPwrsN28fdua6slV7lS2ALsdNjQ/HCQr6t5ER8uzhyUzGEV8YgBdk1X+ZzTteun+LQ/jNOyOdsBRG+Zqc0bG4W16Qzy64k/VBgPRs1LGPft5WyuWcoAX5zmm2fPXphLqT7JkmeNzwDOpY5WUrdrUlkvp8vYDW/j6YDzhZAApKr8+Ob8l596nrcbPbbl6uXhfJqbJZn3LS9a3c79xcFbkZxup+ya4WfbLCBngB2AAfgTgC9e3//jsv6N26srG2v2vcWjUKttlEorVgRh7pXOjWBTthM5TvOVGrdaoGq2ZAAaCuu5dSoUBgSzqBnKwLSCGGEbEzjn11q9JV3iA3TxITDZ05d4f+d2r/ng7NVzuXkA1xeDOD7XK8iiXRuldkr3hTVJxa3wVw/08y/0Z5/x65+m+QSPT0ULxEIKAJTRNUeoA8IUNFMlq7qaV/FKBxftSsUqlVgqFF8QUhFLhldgBzXWzAmrrpvX7RZj1aClJOybmlFFAdDAR8YeSgbIG3aKM6tquhfqEcwnX9S/oDv3t1+Ej0znBYqSCr6BpejnPh0DXDW4sG5BNKIIMGWFLeG5Vjc0nGTtyM2KLStQYKlsVFC1ArpWdmQqY0O84Ict5wxZxFdeRY3AlXCPlGrRTq1rrs4gS0VJUB3CZRPVwBVTW9Pmmryl0JjdWpNGxWIEdBWtkEAAAbxRlbUhnYVaYUF0Nc6SrTJbSBpCUWXbqDGnrYrFELIuMGfEnV0jZVdUMsvllK62/PanX6mvI1yReaqh5OFKXXwU0uVSF1SOz08HP8Ojzn7Xv+jr+t7dH/4pXKX/2f/q78fv/PYztOn+dTv+NIdBWoILclRiqnqs/HGWeetXSEYsSEqbKvqZ4fdbv6xBA0wAzwDmdynP+3fnfgLwAAIgAM134Nn7Y6jp+difVgry2U/uH16M5Xt/5+89byfED9d4z+kX/3J/c3qawge199c2Hwu4YJTyTV/CcWrHIa9Z9s5coiwzrXXZKSVOn0JlFSG2UrenSbOQbjcMKRC70itFk6k2bxtfNYbPazwABsiMTvHCOjRptKMmydtRhp16s3LTP7O6Pp7l5sqs0lfL8yTmkJZNPdur46Uz6YkGWTcCMt40cdGkY3DXNTlPT2f0bYqZvU5RLivd2j1vKWy7vnuKTzunL8t5l01Vc+6GMbEGb64WZB4NHqO/aeLUotuWqnYOlgWrGZ/ZNGt7BerpLqoRZwY1DvJ2Kb3abBqNqdKN01laa9YtF1OOhbuCc90aMwq9qSsoI51zG6sEcFDlHtXexkC6xaZAUn5fUgy1eHu4xHO32z8uU9epU7SeWKPWWud1yvjM9dkV0jpusxk7SdhhLAaUplqZkRBAI4jSwhm0ksjVioiumClLClyUpSVya+tW247rw7K1lajRO4LLBlo5MJq3bVR8t764hqf7SjvtjzMbW5JRujpKUHJ6NfKbp/C8pUcwkiZ3W+usFzI3KsSrBKsmKSvBwU9z31+fYBnNtVcLXzfbFg/O7/qOpiT93uBDXa/b5m5JjX1+YfHKMKKUvVOXsKbB6nMte78PJZd5+uyLz2Ep3Q8HR9hRMwncjHU1u31MF3LXp+7NMu/nevf/m9sXdjqG9PVUAHqABwAFcARIAP/7++Uf34d/8IPn7w9hTWanKAEpp2tNqpKIyiXmbCRY/UrlJ9Vu22yoCzY5xgBsqkdckaxIwVIA+s5OW7VYt2ScUZIKA+lU8lLtNcazVp5TmuhpqlezeqP14Rt5cSu31+Ku6ZuzRGUohcOV8TbPbMI9wBX+xV+W+4/hnHk7xymCFSkRQDLDYHQkxJjVoGRVlVdxrXa1VGgchJJNr7MEqpIRFEqOVYlTiDOHwQ+hTKJMbapcAKSgEZNQKldDW3BWRRRVC9dR6FyiLp01FahFla/x06/x9x5Pnxxk/cvy7MX17pmoXjtjWgGodNOqtNlDZ3POHWnWxLUUgZZchKpRe10L4GjMVsiLFiUWeRPpEQtUQwgiJdvex3PgTi9VlEVKUgy0qepOjRtuLbxnbI5JGqSNsZWSmAw8rtU7A6lYB6komNNidd0iKCOZPYEptQUiFFKkAJUIIqosyqAIAAJnhkarNVWlVGWuEbU7hJo8wVaeSG1rVqM1pxIs90nFEtqDovzVqf4smoXkLDQq13VhylfH9rVOtcFK6yk3BGsHWmt6mXgLx09Xpl//a++9/NWP3n/xDymgTqfU/y6Y11llY+aUNjsp/jw8fZNKuhTb9o5jYc2kDL/U9NvQfboG+rdsMA7gNcArgAgAAO7d6U8At6+BzA/2V98Ll4cfHG6K7r+jzFpPL2CYy42pebAvTuP23b/3bP5jFqC5hNvezgX6mhjTqVALjxz3V0M9VwB1ERhc5ntSN/lUnMXQx7KeUMYCiTI9hNqMPkPE2Or2BukM1zd5nqvfa3+BNFA/lVCkTcxeI6ocn7zrnx6X4borD9NTNdQPmFOjrGmkBrNmdodGjqH2tkyaui1mi1BLTCi+hI2TRoP3T8Fc0XaUVLecQXV6WO6r3nXW4jqbfe9OxzAoE312k898ETbiAiaZK1NMjZufsh/EVkeYUwTxYpKstgNJZwx41TdzDq1yc4TBxsrXnZ0eL/IcW9y1YXtjtcvV7rk8adVjWyv15FerXJ2npTbjXsXjwvtrWiv1vQ41rQ2lXBoHi0UUWL3CLUyjSefMg5JSrbHxzLWjK1BHzR+hLaEOo3NbhU7hCtooYUZQFCooZEtYMmmqsYJBSliJ9WXLpCJITPFc1Z3k7DCdSibMxSvDfEpsW5pjuVJu9lDrsNPzWVt4yHkX/KDPUdpqNo2cpLvePT0dW6tOeOg4qt1oWInHEbfNOhVLNcoQli1t6K6hXoauqeEk7rC/xB6uvdrOKYnzNKWCHtTTZWtfdrOOtwhvM13zrD3EOJJal1Suml2sY3j44unhiR4XGo3JigbNTX2fwhP0nS0Zdrd1DZ4OpQl36frvtXIf2p+6ZxZigm8AAsDVuwh1BvivoP7Jz775d2+bf/T8oFqFAVh7BcSoNeYCukGeW6C40/UpEg4JgoDSBGsipi1iIxC5clFdy8tUvaqRUZi3DUwHBEoyMkjMrddBkkPHWQuEMwabMNPp3n7ZoRqqWpXbY5w7bOo5UOakg151TNEJrstMoZpByiREChi0S5WMgS0JNBvUvprFs0RkozUlr1QIMlGr9UUnUhiz0s7BGgvAWHXZIhpdsgJLei+01MhgFERbTYWupqIIsShQShfQbFpXLVjRDy3805+e7i7bNxr3HvhZP319h1d5Px5M2wMxGsSa7QApVGe2CMqiB8UDQeBolWcQEW8V56xbg1sRzy3iNCo1sybAtaBHg7aEpFtrRbzRUwbTkUp1HTUlTj2D4GOtVuk1ilOSE3qhOZTeKdrqvtchSlZ80FoLOwSJQaPOBOJJTUUdjC0AwNRolQUQUAAAkohVRpZcFdUUHxGOxjwWNgpPVYh0KRWuDFxS7Q1uOZYiUmJ7err7o9f17QK6dq3RInXi8Zm9e2Q9yWONopR/P+of7Pb/9EBcvn48/uTLj//i+/8I6PDig9/qYR75y38N8UstT+hJm0OV3q8Cn4k8FlyZcSehrtr0oDaHHoxo9Wu92wEIQAYo3zq/APYACWAD0PBL0sO3zsh//iMIb3+vKt3uDlv+Uskb4KbBQ4TZK0cECvShfa9iI48rzFoib2d4tbtJzjlBiwBwiAa2ZFyNEJRRkCzcrGvWPM0V2qgJDiLg0ScWMF1NCy99IxHjVBHCw+cQGS9h3kavEkeUvOF0jUZBrQt5r2nrQan7RUkzQNsrctH1pkpGj+xU1U8JB56mOHW5zLroUE/xDJQXgDjsGr1soPuDn0zum8HvmO0Wm81cnU0rT3my48Pj433b10fZQtJT13Dtlqpytkd1ELZF65lbY1VEr5IOnFrFNS4e6HJXYIt6rHnlAWqEAsCxeJFzLnLYy8VF2l7boYJVoM7VpDGzbfJoYM5v96g3qda94KzX9GJUbsPntihZGqR+qgMKXdhzcEAdpOqpTbDrVCukHUFmcwXuApEQNni7hJnwuPFJwxxqtjolKYpqZjGkGKAyg4LAgCAVkRBiRe/VnBrgvtJo5RZwD+CN9K7zrvoJioUcRF+3ZoakwBKkoJgqyEi+b7em63dmNqVhTo5DqqqVaIVom7nEvCJ8x+HfftxeeHNTux5rj76NxijtEvSQA7BtbEyiR2MByTad2Zm8Oq8Ua4hWLVuicnq7LgfzmCzGsiLe17qMHue4TI8/f/32bXn9Wg9qGEQ9k7aFBnBl7S01uju4JdrrZt9uxl3dmvVm78fx9rf0hPhtL+waYAO4co0HuAIggLcA/4/77f/ys2/+8JPLhmKVTqqyhKTAYE0KrLLb/LagsqWuQTBlzIyjKkTtTleooghbmINyVzYBVSI0ChsRxlxqzhEESwnrjEUCB9FTtbNQTPxU9Os5/eLIv3hjXx/xFOAB4+tfyOVtXu7V6ZTXi5Y55ycTitgtr9noopoiKZbcppphVcaqSNVuxChCRsSImBork2aGaUFXLDFqRIlSGmqNTqCgc3hJopgCoQA16EgJVaeNslg6Xa5ZLJQdl2qs0qIhr/Wf/OXd//Zf/vxffn3/Z2HOvKQptFTVk2xflNOd7B2RNUYZsRSq9lYqmkZ3DOKtXxk6SxHEAlclVBjNJsBG1xUiKDhndIoS1l63xRCB08Zm9ohTgRcWzZRKr6/OtSooK1iuXRFVZVBQBUlp4WIN5jXPA91vshogVPfCk8gnVZ6EHkp+UPIwl7tenQMvKBVRWBgAFIoAAWpBSIW8pk0YCItEZkAARFcxoViNsKbi1SXVKlgzhD6eH/7k8fxp1AX2xiqRCTOh5Ml1FlfhV1ft9UvXvTr4l88JKr3eajie1Ee9ju0Hv4n8uPDj/7U2P8Gbiq9+Rbe/nZZ7J1+WtVJM65cyx4w3pd3TGHPAvPewHsgXSB7/+u1NBqB3CCAL8PTu8x8ANIB+txKYMtx/8jFnERzCpi6XPwe5j/EbA5tQquUIGDThe7/+8oKrLWmXwTf5EtamJmwdm453KopR6Ko9gME5Omfssj/UGQ6DcalJXHyPDaBvd4cRPz3Vw5iX0HoQZaBtul1lrxs3QF6qVjEveAX8wFmtc5RzDA/KT6Kqt+uISZMA0Isiq0QIE1chgIZxKY3Fy0yqp24z0jW3E5SWOpfnc9Kda8tRWt+fo6pKa9oz29U8A3TGGo63ZrB1wkZ5hRMFWfzsTbzkx5anWpeM7rsf/kbJo9oeHiB536bUgOufEtoDsO8uk2t7rkWbEgNvtaJUIJSUG5uwaW50HJzuDLUEjR8znPE0bbuuOfO8o0T0VqdT3182eWpg0Q6hjYXSleeEctsQ7A85JtuNihwoZWznsdcanNGP2Q0Vq1Dd6lTqWpxUjEmESw5kGXIUghJrJCiiBIU1iUBlzgzsbC5VWZ2CmhqeUZdYt8pBmaDYLdocDM1sBqWfChlAgSQROrIgqJmWrCzZy4QHrc/a3LoBaDHsW9eAplY1bXOb148i4Nj91oKnxrRbW7UuBqh0WFPCTkunFkHt9WM1BAlMQ2hs70hh0cooZZWaZuWxMh5cGVlGgs7rfbrg/HD39HquT+cVm2c7NFd00J1YR4cme68VBspbtX6XCuyu9t2p7d77DuWPLHTNr/7ND77bUfPOm73FLQNcAEaADSAD/DzB/+nu/H/++Ksf3T/OrnAH2PLFAjiMoRrdGKqilPEVrGajSmRNOq6iUMgiMijP6ZKlVATAxFQRK6osxujqQIeqda0VuCboBAhLJTfFWUgzl7rGAHD3tsRZEtWEEiVMiCmlqWCUgtkuRmWQXFMFbhQiaxDVYylgt5QVF2JUCblU2MijriVTsF3GXsgBd1UhE0pmFMkgVa4VekRbwCI4xw3ZnRYF2CngagIiVczkDLyO9c+/mv53P/r0v3t8vKtwB5AYlonLRdXXW+6oCIevTp/dVwS1QMliHaUkGlEJkTWuMl63ehbVg8k8Klab1hq7DEqR9T5MBYypW057mzM+WVgJisBEEBCd4JtUypWDlNNIJlQxBAKL8IWgInoEKiErpXKB1jSXurfSRTlAHbL4Is8FGBEFsVTSmpfCJOtaVoKUYUFMABtLqFJyjUqFpcwGTkXOyK8RtMEaygxcBOatLMqalUkhJcFdrU9/Ps3/8vPT55Nr7SmmsoXBlNyik3RmcDud+9S88Opm+O7twMB07Tcafv2Fy3M7OdlrZbH5rnv1n7jr/wWo3y1v1ubyNtzrhikdazomW6GbFRbcAnc7SgG6hVcnPdnvaxkA9gAO4Bpg/874OAAgwAQQANZ3heHPPjnV+UjghW8q6jVm4C2DF7lZWFgqwPDD7z53v/0rgiVX3lbRlqK26Qy6BQMKdBZLEE9ZQbfHVHEX0uItRrOEqJ1bjwaQRZXH1b16PqyL6XS+hNiGqqtQZyFoTAmGYToxNXhZXL9I3F0TdhUO25LVpBt/vYCUVIvkt/AwahGVLJYtnEFtKuWyGs1xPp57DBTPV4rO5Sjb1BYJcQWb64KDYZ+x63IAvtq2pUgvhQSpKHIeSLZ6WDCPa79IM7jbOVjfWV63z77+BMvdlmVn1lgz6+NlTu2+Lt6BpaZd8tJQ6yNYKtAol1KZmZytuegGLuctl8WQACis2bC2XXMzp6uxGcJ2i7Jn21HpQa5SahlnZDKYl0s8+GVKoa132i01zpUfpd55EpDKfEor37ot4NLACioZnnK5W9IUudZtBsqRNWrOrJ3SABaqZGBAqUKISkDXqoxTUdqd7hYiCLNwzrAUroTxys+XYgfOUzwNVcdtyVGzWbMkcLqiaawNvF33NJnmuVdildVdbbkDT0bZnqogHfz1/pPa7bu6Twp2TT+JdYcbRJGdq61ZdNOMcgI1dFv1UOuZpKCOVSUtda1mq9zYHAGcqWDKlUmooZbj5fK5mmPio/fl5sW2KtNrt/ZEvRbBZnBkeqsVds0ym2a3VAPPBrd1XR1Jf0eaK1+v7fsA5R0v/VtEbgB4ZmHcwfh9GH4T5n+n/3+9H//vg/zk1+kX32uW39XnG62eQbEUBI3WnHXTAG5FKxecCErBKlGEBRFKh4jGMiIioGJlFLriyAVU2hI5bZXTjVSTq2gPtVX9rqne05UpqmYt3GRRDoaqUemehUhZ5gLWmGjEGcBGOz0QKEFQonPCwarNO4+IpKFtRKRGACpMVdk2FitRuJJJqrhMZEFV0xKraJRuEiBaSlI2NgDCAAOUkq1DEBAxSwl/+ovtv/7y7v/4xZtfiFwADMAOoDVgdhQPCQ9Kl9qF6X4W9fM7CaVT3rptsG1jYDANYdFkrJPHqHpsLhSsI21kZyCiOE1Kic560MjFtlbPadDwIktL0HJ5bqGT0tg6EOaQWm3rUjpHOpIhVZXuFHHlSKDF6FqETJoZevc20lmrryMGonPmyWlmDiSrYIWCljALNVpnRgIVKzFAAREBULzlQvWyldXCKZOzNGVInbEJNpSjMVMqZ4J6imngdfrk+Phff/rmy3AwPMfcgmpfGpjVPuGsg555stjZq/bQH56PZz1OcNQ5b4fdl2l588J9v673JCjls6qbCt8v5x/r/HtyjE2BeOf57rLVJJWhgkWgKzcfy26wyyJ2UOmSd627AtgAmneFF/2tBexdGfjbgBAB7ACWh3Vef2xantSsp1M/nlMpnfKx1q4tlTenD264ceYFhM9C7K4xrJNubSmd71YJateadYPcWG9Lt2zaGpixOaRpa+rQqDXy8NyucyLb3V49ne+x98hFnK0LJi2+FEV9SsHpzHZn85LsYFfu4Pg4DD7iccXGj2qKk8YDNRJi6dle5OzpaikTMNZYzThAfqSjctflsuLgIGTTrcEMfc4iFWwVGUVWB35LAa+4PjbSl1IkNn6JtRACcDfSfVV6RtdvuPKp624e56272uf1VNSuGDLzLF6X7Fxjwxlt3nAYMOHZm32cHGqxdcvS9Fanac2D4+PriXqtagngc12baKLCcJfTi96vs/LDeZb3W501L6HoatYteWAmvdPt8ri4vbJBLKZzxLHVOigl2SU+QR0bh6fZ7Pt6ifbK8BGox7SwcjpdBIdsrKkhd73bsoDBTGAAORdRyIGFBARlW9Jg7dtgDBzmvGp9KbVaVE9lNrGx/lJU69XlUtahH06hqOKibFd6eBzmVNBRZe06DmdwpiQxZg/wCOtO42lhNVy0fH68/OC6/SvWS0/mGLbOYlSyH64uAamA62Apg+mW4+peJqhNrUtg1yjAi+ROQ8Hhcd2+86KpvDN8WtHVsHx5f9pxukjQTvrOTOD3tGblBlu3xNoBsAdzVOApF9eUMKu2UZxTgyIvfHi9+A/b7WfACM8FFoAPAH6lhfBB035Xv/pb18Orl9Ls2qYViS0cqotTPmzm/CVfvzj/It2FcV2GT0L+upCxWxUvOV6ibVVSXJC8IQihVOMeU2yxRQ1chI2reXHUMlddVIGNa5Ob4kIVQ0ScULU6F9HXKCcyrlFeAC13kdamDGxUjzecngx2BaS6SLGy79qEUYuFU6xVk5GNVGfduhZSXBMrrEwNlA1ZGxZvMawkN4US0Rn4hm1+qbq3TaGFswY0ULEBk4WrQq4wk0HZKpqMP/nm/F+9vX9b4AnAAGiAZwAngACgA6Bwf+VIBC+y+Ztexbvi+bPj7oew84cJ1sb2W6mtVhmYWfVeM+dBAGVtFZWiLNZcwJGOko20xnEp0FCO8GjEJCFn9FTrCHpDcdAJ6ZJ17/parzucGbwRnbI4XVNNuiZGlysNaiv16tvogzd5i2rUl5yVAiyUaxXSodSVsClUG1VyJUM6VWeQkiRmQpkqbARLJSTql7Iq4jmRQ4zcQSFvttOSBooPn28P/9nHv/jz17/dj6KlN1FIb9+UrpFLTLVkVGRXMC8qLhcT2l2sAqCb5rwgtdshZk/xMzgr6nxef+7KZ8R/CYqsWvhLTedtfYyYOCBql0v1PsdMKV/GdsghoM/ZZvu7z67e3D3Zd0qAb23A30KBzLf5H4AK0AB8A9bacSN3f//JC3/JTE43VQDLI8OtgsuW696W4bsH+f0/l+YwFXOFkyqds3jW+bmN56RalKewGdtoPi+L865cTHvjfdqib91Tta0HxJqj2t2OT9+su2c6T01BsX27y1sKAgCRMhUzjNpv6VLPydv0KLU3nQ8xPWlMmahOeRxUzqKyh27thU9xVeNVmjayVu81ReUHv3EhE63zJLpwMI6WBbo1s6NcD9AsURmbsTQN5Xkqe1IPp+gaC7N0zQoWp2gOXpktnQ+HNi6hsbzmaZd8OqySmtYViT3UY/G9bDNIt8fzNwx7MMIBldMKJn/dVaSmvTLXj9OnvbuRBV1bHXQb5xvvMS+g69Pmboe8VbBaAW0NHNa8dYBKHR/jdmVgUd7VelG4g0vmdqB8v9TWdxn1saZ9qyL0zsDMGevTufQ3/eVpGRulkqsx5cHMW9g1njMZjUWyM6aErDXUAJGrNL5spe5VOtHpxn89i/Ko7+avvTKb0l53g96ijD2c5+isWKR40/Zvo+txYmqkGNIpyOGAMRnfKbgsy3OL9ynslGwMjJ/47lMGUArzWroG1iqDKl8raNZtuY62DoECsVJ2firOl/k4tC+a8mXVIfOCBXjdD1jBk1yCcI5pWiaU7Yx16EeFsc4yeCEYGs8nUF2romStKcBgStqsb9YNe97m3DVuNnXcYt6N3RhufufFUI9/9dliuPym9f0Hw4v/yVh/9cWVFbVvuMAcLl674i4QgPxnKQyNXL4i3f2Kezs9M89em4/z7R89nh7z1SXtr9UUyqiAyAReWvJGSjTYMuRaU6t8LYnEJdCNY1Trlr3RqWRbARquwr5UCYB7lNDCs4wGxXClat0h9kqFa7BLFLEf5lA0hRmZDG8pBLtipixuoJogaPTCR3AHLJVUKODRQsC2FV6YgFMDLuhFVyfwnsKAbL+S0l4wjtquObF2mkNFcFkSaFblKcsn9+f/z1fzm7A9vBOMOwACmAH2GtIASaApsD7FoNTuGRv1dDy3IAq7y+40nPfr+wd8WpeDducad+SrZV3EY1pg6FSNxRYpsdi925ZsHAIoQdbOmMjBwIBQFUqs/ZW9W3NyoAq3lmdDTeUnwVrZaFQipre0Rm5UWkA89AAXZg9ECgdUWWrf+HUpqmUTARnEUs2oFRREBkk5MWraStvomrgKb1VAZAZ58pQjz6qyo3WK1ZEstXpaIsYStFUQX8ef/ec/+jc//uJvcr9u+fk1lmj2VgJTfqimSXbo1qYeamM2dNTaZREyFSZdee6N3Q6v0jep+eLJqFap2XNIeXYKKxR+TbhN6ecpzTGxMh2FWq3CGKApltotr0RYktYO+UNo9gCXdxyICFAAFEALcAK4AVgAeoCvAf7HL8xjds9y6IdXefqU0pXoCkQZktE+ReidCeXZbXf/k5h3WskxJAOCsQzY2fqQTK/qqEzoNUtk8L0LdaLD3oQ5u3Z7imaf14uBwQIRQOT+Gqo0qgMoolnOrG6Uv1DqwC55W8htKkT1fkMPsncdlZgGDTqKdE0TU1wmdL1eYnml4KQau/OQxRzo/s3xg+aWB4AF2nZbFkW0iT1ck5lK7a46BxMWULjkePBuiyqp4xYG3HmopSMt8ZR0O/gxpXXvsBUu2rgtCiofctuYEJvWXTL0a85O1WlpAObVNg719uWkX4zqWKZb288IRXQTVvHxN179g0/ePl13b7Zzbcb+KbhbSsFBrIS5ty41pnsq0hb1wP5Fg99Ed6VkrtShHgxGBR5dwnav1lPON2Z+yONolwKpQ3J11qwtlCWtUg2A7u3lGH2HIsbmrLWWGLlpY2bRgFlQGwmZnOKlAFVSxPOsBWpIyAxzHQyW4+Wub0xk2VMmTFMonSrFeMwJoSoop+T2dJpJY07eZVAvmvzApoMcQgymaWYIO+g3s3TYZ0CDFhI4VXNns3Cj7alst2De7Ooz7mpXbcWc6uVMO5OCNkONj7WJlxo0GiwFYqN3Bs4e9dfTer6EtmXR+krrU2Gdka4AZ2NGqECHFnKmnW7OaxwVrmRNjqUprg7SlphJg5oMdu7886thSHX72fT9D179/PMvfpLSb96l41/WG7O+fiajWkO3u937iRcHe/cM1nhr+sfjAmCWWZt+mE4FzfebT25vfv5fPP7Z28/jW3gO8Neaw/dbOOzgmSel1Q1SZjRAwgjY6BorQ04CyH5stq3sW4iefJRqNWuv24JaizM8WGUMU6t3TW4bdIMkYXOrSwZejWvlJLrM5aG4/TFRdilEZ9USxGUIjLfEIsJrJe1KzGhMU5NGCsBtQhCZuBKqIqASkY5YXZVVamnAlFk2rUxdM9yf4h88XX7yeDoCPALAO6KwBUAA/a1i1ui4FleptFws3LQtRKC3RjeidhUf4csu/arzS+uuHB+z7EiLBcOasVRyCDFVT2rJBXq33Zf21i6RvRFFKEUsikJQgDVX3dl63sZB5yD7Fh4KAApyabTeqngpGxkOxbcGg6DTmmEljoIa4ZhFSFpjppBaQxzFaWIU1AqVBFQWxWKpoFQu1kCcIlm0mSsBs6CIjZwBxoxbDE6rry5sB5BTKFazsQx30x/800//2b/6YjhCVlG3LdTq1YKp1YJ4pbVgTEVZe1FLl0yH8/zzvrl9a8FplGRrXy6nu68fPrBZtgnRJkqqMOOk7weoF77jeePE4BoMERuHKoRG82KMMarkSLolnSrj3vJ33f4UT7/4t0C4F4AewLyzxFQAD+DHw2G0VTtIX5RShFJRGvJJmSaUxakllSuLQWvR91wOm/+uf5zX96xNKWzU7Hs1hZj5cOHUm6ijL8DdHtPmFa3L2njIxck+UMjiVLMQtKi2b8WULcU1XkM8idlBPsXUuFILzOiMP8Y76fb1kvOzHh/mMox+45WcoGjZQtfqp5C9PaRNDphOl92Vr8FrU0rRsESPsNTa2+1yr7u9Os+lZS5nsC0TNOFxDTvPde934pd5bXfEm1ZXhRLPczAuF1LAOdWUwaZarA9l6SEfZ5+6dAU+RnWN69vD4bZEhPNmd3WJ5ZnbrzUpccpnsE1N9Pk3P16USdH4Xh3D1itaG/aJFF52+zHlj2x79rmn5ssW+gvQy6ZsEG55F2mT2lsoBrvKnCI+b54tcR6R5tKOLKvWpfYCDlAAfeIFSL3N/j0fH1N3U6tuECUbqlyjQC0o2mDOYjXNuQLzEmelfZVQKOU6M08aVE7LfnBnlp1tlpRNNlaIOYvm1kiMOUC9adTCuAc5sTS2FRJNhzXOgG02wiKNxrssvUdQCrbVNNQOek7Ro2OFOda9pmNIz7VhDb7u1hK9ELsTOqvL8c0Tjm49ZvIKAu0+fLFj8HF7eBM5nGc7qFKha2FlGlWeHIxoloMbMM3IOlllKtd47fObgGOFrMmLjhhVrVmrxlla82XrrtptvR1ffu/2x//sMwtwtvzVeVr+TIW2vPobH/pXz0bfVIFXbrywbyS5TnG6urptC7yEap/W6Lsv789lQKtvzt8AAMATwM+3o9pAP8IPaPv7Ld8Ou+/tO0VJbbpxWtAZE4qgCHIhV3FLCjNnhVCr3i1MIxPagnZGGYy1TT47t5n4qlfGcphlbGAitVGpKzOQX1hUq5bNCqSF9WKtl+c7WLY1n3E2zUFQjBWAErw1AUDHApkLDlQ34aK1X2OyHbFTflHTQ5mUWXT85rP6k7vXfyywAMA7psC3DsHbd9+UOwNVgdFFo9EFVIBcFR23OGq9zumud00It8bP6eGr4wfjs02Zl72eiriqBIohKFVVkAJM7HublmRfGN6waRESRMU5czSEG1edCzU6rFvvQyq3HpaI5MEznQ00DNZSAUVSO0dp5WpUE6tYMJUbp9eNB4uZqZW0NYaX4npKtQpggGqJKOfcqTmLLslYZ1IBgyYyK+ZVoDF1qdFhu8KCdUHHa0EP4VyD1l6XEufjH/93jz/5bz/WGzCAf2/XqAKe1t56Fg3Yk5rA6KsYH+D52AQMSau2FnijGLSW1G/i3rz++L33G5x/aNpPKzS22MJHMw2SF/gpvf1FjE9MHVEm14msWqd4UqZTuibRzmTgtoM1e5jp717x//f1L5da397V7p0J4Nua2Ajw/jU8+/UPxXxISa3J7qVNObdmDJAct0qOW4K2UblaLf71L+5/57deffNVevFrKvGiYx525rzlXlKSU4tFSctu5i3XrUUfZdO+C3Vp1TZvXuOyLqpVECe6slo65LSg6/Tj1O9NmQR961bGg4f4eFJbm295i+3exKcJRrdt2QBQZelwCU2rY0BHOT2KzE+KDjRP2SmygTcnKtKKphFQa/Z7DvfRj12YBEfjtriFstOcMOji1bmAaSlv4J26O8GrFh9Iw6PgAQF8FmypbnFeWN/YXElsNps5jtQ5viuNidMjOtte2+NEu9FsYDQLI0EGpUBZvAAatdhmnGO66XxAcAuwUYh2qweuj2kJDoD9bQlp5+FU7Yh2reIQVogtxnOsFsC223GDns65tKPBoAfiqDU0WC5SO+XQ6ZxCZ9VDEgf3k1x1KYly3pjCZJCqVlKU0jgnMChLZatUSJkoxHC2vJzUSpKULZdUR4QEqxZV6Y31viB5KBOrRNxr2MCO2p/zdOXNWqEndT+XXdfW7K2KlX3ctp0DJZ2QFUctQShNq2pUSgtWk9/Gdq94M7bjOsl5N7rLefI6zyXVoADPj2vvNCcTnl0bgbRtl3OsjYRtl1Ul0lCSGjuZk20BxMKe+TFTr2lTLEknTgiup1RUq/JaoO0sbhJHgwWIULV7eXzUY8fn7w2HP/HGdC87LD6/sBaeuWZ4sb8ZNe46twuCXX2m4FzTI7haajVGoeidqU/29tlhO+rw8q85+X2gCAIwAdwC3AMgh+MMj/P99ev7X9N0O5qPmt3LUY1kWlN7rTWnpMBQEKRasKKxdwV3ZzrrDcVdG5gX7k7WNoHQLV8W48h38oim5lydejqxQsmzBSnMFDf2xShLWfCbiW0ZjdvokvPYpnNJoLLEWLUmNlVbyPGioyAoLtxeV6FGzusDlE8u81+cys/O54d32qgNYARgAP/u4X9YIioxvUDXtgfePosZRQ7K30n86NJePDzLm/ma2e9Dt50zjQ/Hj76zW0vx6MUwZAyilDiAlYScLiWi93nN1qotiHNAEXpP87koCyro4oo2RpUoWs1ZWFMOUjzRWmhUbzduvFyJ+mpNt1pvMWtLWqh26rgl65vHXEXLBqaBAq0qJC0oELRG1UV2vTrO4h0osC6mTIgBN+AlATZEWxZH21pXDanKMWesvCZhXS5a7WuMf/Znp/PP3iRVno3QKXeNxXmyatBLSIe2W/MlqL0tb0+7ocvpFJq9V7OudSkgGrSet3Az8PMXz2/TsXFPQp3GXspFc88h08/4zachXmJ0ahCMOmfw3ZCnYkYD1bEwVoXujCvLsJf+2tDn6m/7x/8+lPROFr8CjO/8wDcADPCD/6Qfrm50vj+f13i6m7W80EvCa6cPTDZvAkK1EsIe4qgj3P/epfkHN9vXW35ubvdqvmjjPaLRLutalaaJh6HdZrAHgbUtlL0bpUTSJdW99jWBVnsrpyIGkRtQvL9p54i+51Jy2mkXz3Uc9RJ1PxUYgKPtO4Vp8MzRDgTb5WL2I8zqpo1HaLxahOryZHoLkbfYeLhLT8+H5hy3Dt3mJRUcVC5Lt+trzrWphOVoO88a1ZQ6D4Gt6vIasPPYwSmA5MM4EJ7ZGg1LoW688Tk/VRxIR04DNHNiY93DzN/Zmcic2LW7c4rGuCRYgEs10jHPoPaNbCR4yk2TttR6m6QDdYE8lh3mO3gccVclQMCm7dcYbh1cxIuoObsGKCbrQaE3sFnv+i1K49xSN8OFQTWYT3G9tvGxNC1G5ds11LYXhhbrUgQ07daQGqvnHF2utTUQjDYYQWkFOYrw8naJOt0tzl7hy1P9MibbUl2FXdbKVkO7la86c55z8coAh5joxpVjXHZqXXlHkO+XcOPLQxl9fRSlSbj6RpIIYN+iWdSxwHXnt6o6yReqOetRp6SMTTlQ3mn9GNq957sge91FelthbyXPF/vhMyPVhuW0ZBhJhVyvtT2p4JPRltdIGmqi0pRuSXFvZAZpoJt1UhWt5lSdjZIUNg6OK4/WH6F2WVWr1ycZBqCabkCX3r942Ze7mH2f9tCcCI734eUzreEpnw7NWOSk6FhVN+rTKacitKbjsm4tzhv5oXPNP/zh3/lZ+dP/9s8DgHtn39sA7n+5bFO/Vyo8xQp3V1/DD435vvU/uO0ObaMkXbW90loAEdOlVcOK2bID2pZqgNUlb1doSwhWobgSH5TNMyldarmstjeyxiDe+ACbxjNHza6UpKHLZoZsA9X2vC6iHQahBiTXoqpdlkp7R8uSDKFK64yfn8KPvvjmTS4/rTICrAArgAMw74hJI8BmwGc4ACiAe6SOuHo2dqdwMd7+qmnXkMWaHtV8W+zcbi90apombV0BldqnN8l26sUzD6J1LaFAZ2rAbVS8QSQR8hgKWsrMoNUSi2/NMkW3c/GUyCEC5gBGk8k1KNxnnhy6EIZGpVg+svRYoUK61SAVPnD0wFAJYOaus2mr2lEpsGk2rIEKgVoQWAHlqjp9txRoyApk4CpUREhYk4Bi3GpUrp+rcxxWWVVuAWZVqTI2sK+xvv662KWo5+43Hl8taf611alUVUs5Tbrv62OMgn1fHi3egMxZfK+iYpNBF1DKJWC9a1W5dMPjp+2Q1UQGQ2Fta6x3GX6RP/6Ls5q22dq+1hWq85pkkrUbTSoenNXbE/bMRwc9GayWL2n3yv/dx5s/Cm+uAR7fXePnd9nQCWAA+PDly+HQVr6Z1z/66hJ/6/kWMuwaCTLr2pCWnF8LPkslzvHjz5cV//KrGxvr325rTMs3oL/ruSrbrLG0gkAsOyoT+0FgLnmgFmjG3GWoOHbtWubEzwd1XOna1kVQS7Ltw7Y0ThJDtVZYwDW8xMabzLbYLYa+UUWCPqLqlZwSqt01nNJ24Fq7QNFgCyLeVGV9W5QrkZ4f3ovzabTtV9v5sPXo7y8wNBjjJTSdu6BqB/+41Ve5xr0rE1jvTa5Q1+KGt2kihZ2ajzLsXF0q3bQYa5gNXEWf1vum75cljLs+bOGZrw/FQ1G7JjNe63atm9mPHzyWWaevT3h1w6dzedXkJJaleIe8BE0AppERl6e6jFadLpe+8azsQ77cOL7wrqE5KGP0vK26byHXg5OlWMYlWE+lohHDbFpHW2yfjfw00+jCVjSzMTbk/AxglSrJyeW0jr4NGX846s9q3m8WneGskOCS6nn5IpfZaYwNj+n1arTVQJIxK6W7DNqqfFnDs4Gf8rCnOpVJwUBureI7pMimtd2aYa9jNuaQy9b0JWYhBZHBOV22HBkU33bqxPlanU/VNWIXTFCFcr1AvdK8sh9xSqJ3Qz2eZwut7AovJg0J7Rilrkn3Kp6S3tuwQKtWBy0BVLTGgECEqkvfwSXz3upzWEEZAkkFPOdF9RaXS1b7HV62ckA36y0ladsyT7DTspCqB7Qb0vuWdjQeAL63Oz8VfbzX3QdXAwLvfDkiNPs6Pp6rW+ZooSbdOVeUsZIzrv52/OHf+ZWf/fM/5/xL+VJ959oDgAD1CHALEAAywB/k/C9yvl6mVwR/ox1eXuUPu+a6aThTo/Us5EI4V6ZKjVWSi45zUVXeb/ibUOLKjcEKuYqrZiM2FwLHtVQoZkNlOIYERsN55CZByBVKJq2kgBWZlTTeznM0Xt8/XrYZPj+dfm86PUhNDAgwEFSAt++ygg4gAAwABuAMcFXBIpwt2EI3vkNai2nNTcHJUguipGRIHHRIVG95XHHq2jZIRX4yWUEBePrirh3fG3rJtXbWpux7mzahjnXERUvrkAUKgFDttcwhqM7VpdAIWwIgIS2rEUhoES4GDJQn6+ZYdaeHXHurVaVileRyT8qzFICx05CqWGtyLp6kwp7qJCQaKCAColWYStcSbhm9goxCpSaMllTgXNPZuWbKJ6dC5h3JY4JMAgrKjvkxpuW1yOmBjXr2q+O508++aei0Eqt5Le+r3QaJnKK+LG9o95xmOAI14WC7+xqHYAljWJ/grJdHuQmfdfNZTwCro8vqQkKtys+3j/9kW8PkjL9NcVOmAwNrzt1oDVRRykJ6ZNfW+QkPHW9oALk3qrXw8n07nn5ZAWve/SK/JYPWbymhN6OzN6flQhT0W71ckdJ2LR1IqKCEW67Xhs2SaDqmnuUhlfKzuxu5Vb+Zt79+/d6pPrRHNTtxKzYjTPOpaX2dq6bGunNYWqqm2TCqusTF4K3F0xxape+SuTE6+iq177qW66oU5VxEOEa1G8tlaxzZufNuDtXZVl8vOfZtx/lxTq9Gg0FZOwdwpa3rRspZAxnLfNmP6f609XrbYvtc9dkea3KtqqoRq/ucyTlVWa46WkS6NRWnHKagAVQvhQe/Z9xi3j9r6JyCQ31ZzGC3UXIg4H40azrs/Sa6MfEi2Gxb0SmtjaiTVYNpYsKHXsmKw0HVI13tpW6kvbJbZXHEIXtDjdsvUtvSpJz3uz7VTOR63qh01kjKihAC7/ZdveRuoG2tMEIKFpCDGGMKCs1b1GODD4GuW1rFXPVlqiTVCi8JLLocq2ksXmIYh6dP1kMGPllogoQac6FzPHoq1TVL5IHiiYuJm5jrFI5apZ7wMaKFODb5KdeXfruPtu/oHGNnulOuVwaUcSUqa+5DHFtZj7XpuS6MHueg25bwxM2QtO9SlBcjxwu0rWorwKGaS92gyK6jgofObXEBkXq32mtbsmF6yEvbtGdmV0VyY7YH9s99ior6AktPDUkhhQhVWBrfEifRe88PGXoNETlkX6ASKQ+pQNe4OgW3d+F+M51CcTGe0e7k9IV6+uTLrnXmQ5hr+wHXrw75uQPsBO/evonRwaXc/d7xUeJ0fv1F0cu8BYHWDJ3qPuze/8FBf8fpw15q+Z1//4M/+D989y5/Wt7x2PU7/YYD+PBd3YwBNIAHiAB/zvDTeXo+TwbgQ2P+zvvXuxN+dGNCpr5tSFKODWtNgcGx+jLCQam5L3lmdipuF22aU0yKlXRlEw3VNRCT6CwLqn6Giav/D/4m/ze/2OpjKcQzVFs/m+D+bfjxGr6M09v4y3nOQNQiZ4F7BgLoAFaAF++qow1AAbglCABI0Ch9PZSg5cXts/VcVTVpvyGroMka2y/5yZ/3ZzVfOd3itrC/w/IrZIFiPD/Kdfvm1H9vMAZKoEZvx4TXKDMvCnXhVQFXdkRUZWPutE0xqcbIynuPK4OyqpY6GsmshARdZ9foW72VqhVlBqsRoJDSS5ZZ4WjwxFVZNYegGqoFtKHHxFohbKg7rAmsxKFxdS3F6ZKlIQxZgiJcckBcRKs5gVdxWbniIwG2BDFLi/D5OeDbdZXKqPddSps9vI/xeTO8AfrL0L/Eh8Bt0rLEy10zvE/TgmNDi0B7BrS6/SZuut31YuBWx2/elvnYzcwG7PkEc2UL279Z/urzeVpmKXS9g+TdtaLHhvbZ8yxCDiKbLW8O4wL+WnJT+0fe9pUtG0Xf/ah/9Un303V5AcAA8ztV5Ldl4B9ew3ujruDz+SHBcsyPv6GbLNbXJyEUllhX4Lst7hSTscoiXKA8XGZ6ra6vh3t9Th+a57d69dDYpsSaXXul1lMZIC7obNuatEym0oz9YCZU+DhX7SBXuHblLHUQKShdXU8q66KUtRzT0Lu1tPu+Rqz7za5dcWCjWnszVgyEH4z+vCXXK5zAdzBW26kolTWp2nR6Cl2j8/QUu4ONKmLQrq+OmwKhsipUa1mNbudsdw5kMBjrpcjo3UOEG4PzkpCVGddzcANtj9A3GC7C3ui8aE9C+7FusxbZ5OrQ6NArfZlChb7drTVohjpxo8W6vBToeMk8GL0ci3RYIeh9A4BC26NuBobFSjlfTn2rsLIWM6uliypSbmAgmOfaj3I8yrgTuAA0pk94cJAXkUbQ2bKxvXFwrvXaqzkaAJGyKTOZ4nSGiucMt17xcSnXNgfb6ZTvS24Ithq07beCnLcG7t9E2AEtBDW9rVLbtp3F9I1A9cs271p44g97fZ5DttILlVFLRXbSJDNLbpw6hwiDqgnK2Oht0aMppai9gammIYPtLsdQOsVFJaXGTT0dRL0ls4eSHMyLURpykCvi6Hspp9w1fcz5WmvdrjJp1rc25SQedFbQCW+se4KV66AxVqkIGnhK6srr8zQ3jSFfc8kL4iDAFGpuu+5ynoebtl5q5lmWFrpIb3Dyob79aXzvP7reX5v7yzY2jbpq5bH+4rP5zb94+8mnX9ynGCp4hK1A/21VmIAU4B/DBy9h/+y97/911//uRy2pD694mn5pGvTvlHwC38KI4Qzw4p2c1bzzc3QAC0AFmHL+80/fCMCzz+Aj21778tztbv22a3WrzW6puWWarfJrVUjtprnqCNErDbQ+rggcXeGZScvyVJMPE+jLmvx/+S+/epOe1vJ6zRPzFPk1xPIOCtkCfAOwB1iY+d1weAA4vZMnE8Ctt6fCDopVKCiF0SJGNC+VmWYcHW1EKgnv7fNNvW7D1vg06bY9iD+ef1KGv0X8/qto0nYsqh/aS11aeznW292+mLhF02G9MFowgKCBBKwxgYV17aqZGVSjpUDodU7cOsixqFaHrWgSXcXHAFptwnsjnFl7RQWqMXhZr3dNjXyu1aBKa3ym4SmI19AwGqcki/TACQFKZfNmy5Zgi5hRKMXVKknJGz1FRmBG0KkIYYWStWpzrp7Lp19jnvLdSQarHeLJ2hvLU2n7Tcdn2h/g+Ce1aSVmg33aq1Df2u6as+jaQJfSSRh2pqXlLsln8LnO/z0+6yegxpChKPhavvhyerumc0mjcbuWl17d6nJB2yLMhrFQVksLFDQ4setVxIsg67pDWyonJV0SZf7n+9u363ICyAAdwFuAFiACCMD+N+xxpf4Sv348DefusL0p7S2i2erFoyuM2sC8db3Lp1xsfx8IBHCp8PabJ6S87/Z0ezydrzqgJwq3FqI2W9e2nBSQIkyVVae2pNuaue1U2kZvpFTlujXHTjvO0WKawI+qSTr7csnQEEKHeaquQ15UGLBuNXba3cd5b23nz1sZhnZZk3t2sEFYUFKpe1ezGC6rbZpa3LPvHaat29t6lmSTDtp77GKOLVGxHWT1ookANy08vdVjL7NkudZ6C6SsbswprGPbrqGY0XKxvs1QMXTXnKJ4JeLLFph8fmDbb5662MqznOedOSz56UrZiQqc2nEvm4BKVMuw63Ba4ab3DysfsgpXo8kr6SZx2WubUjSEm5KhupnOVimhmUT3ZjoJjCVGFQ9Wv0nrgbAW6A1mEd6K9rJk6at/itG0w2W73Pr2ccOR6mIsFTakprR0Wi/cNGk7M7c0B9lfGXpbZyqPVaYV9WCmrWiHawTbj34VuKbly8hXnMehe3n4AaqXb45/uqOUq4USl1Se97sLWcsuulIW3zWQah2wFjW67jhv5nkrn0+LJVhVLYs4LQmVd2aO02Di2+TGLl+kmku0VlVQMc9WkuIgLCVtb5741174RLVNDVGA0mlzljq0pqzFDApihUbbWBm4UAOy+s6rteZhNFOEDtyMcGvkTmBMInpbQ6vMcsyeY6qAu8pvsZY3W6nbqNendOz4WftSk0N3oj/8f371+k/e/GJdgaAytAIiYAVIYBQQgKSBCX4a4PDp11/8Ifzhf/5F1eXtN5AB8B1s8du2jQKIAP5dCwcBbgDiOy3Ht+Fsenf4LgAB4HVabQZbLuExdghW4MYpx6bWBKK7sWLyOmQWuv5wuDwsA+DbkPdKnbhkpde0BQYNcAdw+BLuGCxABlLAjGDkl4gwA7DiL02xWn4Z6wSABHAA0IAjyNFCgToCLlVvyA7wajRADfQsMhz6tGRT9y6ja5/Ob8zQGkwqv2/aN9PFs/Lv5fgWvD3l551vF81B3PXbb950ze1uXEhG7YJkbYwQM397u2h9yf0V4YaoGarSLFXBe0DRCjCrxqxZpFchUquqCAUtWtNjJY2QK1+jCiXx2OVcxWJbUUNZjPoGlUfoBbJVMifuyKzQONmSoGQtCKUAkYq8WShLoMZcYibDGFVWHEtl0BE0oSw1pB+/Kf50ORUz7vVjqHtPetrmodUKqlYe4op79Tvx/s9Sf6h69g+sxleRz6YKNQHvsDpAo+oS6OZK/2tY9a/ffKNX7e/LNk/zEb56qHG6LKT6tqG81KQgSNAKPMeVGpKARAUuPrczbw2YsxQnLVJkhtkYX3ke+5f19m829pvPEgAA/A+DyApwDfDzn6XviXz89cnB1w9vuFW1c16gM2qt9Yowl/Kss+spSQPq/e/9wLb7ZTtVAFXh/vNJbYHii/ajx3iZX3zU3xu/B2UvS6jUaGYO3m9hHa2bZvC3W0mdjpfQSsSCjYmpcgOYau10OdWlw+sZwbqReVtL9FwB8WDMY1SD3qYor3zzlKtT2qqMede5sOTGNaCg6+w8F+wMlmbH0YCTLaA321yVhXry8YXIUYozdQU24rQrlQ4gdaauVeqyNVcNHjfuVRXSRfVq1+Y5aHc9rY+gmSpQSQmcU+MF2EVtlK+hdCCsxG6+urn3aVkerlw9cu5VgZe0nBNpnTC0Rrba9iMdF+gtX2waIhfAGuNoDituKpSt+n2zncXvWC+keRUhmbdD222zuKbQcU03o1li9SpthR1oaghqYhU3Dmi3Lcy3jZkj7KmsOqnSbttcqrMKsoFG8VRqp/VjaUa6/3rbCAqTrtm1sJFxSUxdYGhhK3Kg+WEpDZMZr97rv+vc8/k05fIA3AisAfXtEB8x3CCcy6PXnbFPVQ2eJEExOm5b4+ThtNyOZFa5+NKHpJ9fSeVnW52tKmu+fu7lfl4cAOvWCs5FmoYRWqwStjMUe9hFUKbFddOiAUSvwop54yhtA3MynS5BdOd0EaAsaIKA9abklazJS8JbIxfG50U2ha6oCiXjDmRCGWydHwpeE96j/uCvXf/s6/hB92rK8/6tc7v643/+8Mf/4pPAAAD9ADD98pj2AA7hCcAC6AKjgmkCu7OfpeTXQhoSgH43MX8FcASYFZgKzbu/3TuErwUiQAtgCZDBftvQJKgMu3dH8ABwEcA1eoCIcC+gtnoHVQG8sOkhQNgWJqgM8Fn4tt4fAG9L0gD3OTcAAWAHkDQ8GSgbZIAeWACiwM5B/bYeJCCgoZZrgi81lAiVYVRwYRis2gq/NtABsPFA0kDodDMRdqaZJHpHgJsib7pYNq2whtv9TlhUE2j9+us8/sCmt7FkvPptnDbuYswFZRzu7uOLa/X1/XqzM7tngbggfctViyLKaUkJPeYNlMMukneMQA6JQeZUb6xPKQyNSWs5eC4RueEdKy6gBIRQi3CJYC1FVh5TkagRCxVHYyqA6i2KWrbOY1kKOXVJCBqbwGcliqEKLwy2VrGGZrYt4qZSI92soNd6lVUVvlyWzz6rli733g85ThFu3BDVMlx120qtSGp5iZ2y8bJo+zf8pebDm5W3imtzOUiDZvt89o3XVKux2uptyj+El3r3NYRZXv/Vtphwmsu1VtWaQdVUsyVHu9QLqp3CE1QPyL7h7YL6uvJs9RB5htqsOjbBrH3u+RTghZxTHj7YK0Vty2sA8ADfAtC/1cHHDMtfpO74djq+LQqLNF2jQz13uBU5Eitv691yvvJvCv7uh7fz8+v9+elUBB4ALgDrff7hn9zFcP3+v+s2li5qgDxR85LLyoDe1biBCXyRwUH0FqdESgu7ApvROqPGXIxOC8Atb6s57UVvsjUuYK1KqVQZUO1HWqu70fo+oRZwxFsEgYvJzjVA0ihaM93u1enC1BAlY2yYAzhijWyFyguErcIecSl1bPG0Vraq5ItsqmnDxKNp16ej8j4/lq5XJydcSjTaSJmNt7W4WJ5W7G4VbTlp0ckAFyswO3WtYJ5N03G93/y+xTdTOOx8yJUmRqs0YaPSlBXBut6BbcslnTzuoskUwTS+8MwiZJoW1gXcXsGUwWyxtqICAMxcjMqBYcX2dl153zUPswxut0pweWN9DXB0bgdyJOVDFm8lMe5gvLjcIibwgGdJJamC8riUD6/89JTkoM0iycnGii1KxDxSGwdYMndaJm6vO43uecsSiGBJX61fWjcItrWsPZa13ryy+DrSSH0k5+2zLJRKqhDLWWn6ahJ/bR9ep+aAS0TQiiM7klPEoCI0eDlmPTgdq/SWLrka2FJam8bPECdA5xJDaZsmooxWlpKsWBZBXSpB2HTv+FzUjdGRRQFUFC0EXAxLNkmqGV0Ka7lq3EJ5KPwoSDrXtGKhWhejYNeVp8/T9bzZH16/eB7qN0/+/cNFtsOf8Y/+9V9WhgvAK4A0/dKoKgBHgBcCTwDPAWaAY4X3LaQtXX8LzAlgCIChAnQACHAP8KICvPNwaIBVfimf6QxUhCbB+dt6JuoNyp0+vCjHC4AC1UD99tY5COwIAsMtgCick3zrc9UMEeC6a+Zt6xm+BokIrwVeImSBnqACNAUaBfBuF/3ti60JEKAAtABFStZw9HS9Cdy4fpI5pRcNNMNeXULhpWs1kZ7iGbIexu59nctB/9APbzkNvl2fpu7llcopBtCwQm54QHXSH3ynXV6verDMNX516V7dpkuSH16bVG94utTn1wq/fJybsTPWeAIWBUJW6xJqo1UEUpIzFoulsLbaA0eUlnzmip1Ta07enkppGlULgMGJwRn0hTWCWCtSu8Z0iYujpnJp0K7snbWhWMtZbA6RrTWpJJH1UovFsHBRhJknqAOZjHlrtMkSjagMqiHMZTapfvb67umuRFVrLNfIRypN4yZBX9uNUr8blhL9krFVCORIi1BzX9ZXz6+X48NcP0jb8gT9CxuXgKgxp9LVZglfwnfpr/4g/uTHl2+W03TPpNOKsut0FmsqgEKM2o7KTrru0GiDHJKosabNOUPIltvRR1UtulnNEKhXkoJWIWuA//CjDwWgBzgBNO/sYADw6999Nv3R44//yz/6i//bx7Ja3JZtMxIfT+evZZulpLLy3r7M+MoqCMY8+49fdgTPgEaAG4Aq8OWbKD8+3f3z11IgTttyf5EppYLZQNW2KMLk4WCjNrhWUd4UjEWs0qfZksWqcd3crvEBDza4c2ZTJLM/NH3aUlNkHCCvfCAR6K6VQ6c5g3BUzGyqJCC9zQsqO69KYw6AM1GsHnftBNg0amFXv8y5czqqbe9VAu31wVZP6rb621iuBhAph27QC+53WoPeLXoovCdJQqLXAvGCoF+YNCtpKKR6tCAbztZCkIeKFcp2hLKDNJ0n18j9GnJ5DFJMMYlN5cbqYZXndbyZtfL0KtWOSh/lkBY8r6xRbwVnUJ26TIFHqNVWAJucYacLWasErFf5bPx6SVNrlwD3Wp7YsLMTlJTz28xYayZFy5I69FMqNjVQxpa6kr2wErQo74/uPMX+2rqMptMjmKGHdpbG45XpOqPMvlGNuXk5PGuafkdn1gly/MXlz1o9KzQ1LoRRxAx2PCYYQUcxjZRQ9iO2Yna9eR41lXpz3fRMhyvt0T4f3E00Vwr6WbU6d5eKU6kHI4mwNZyxuhJWysqZOdUWG43r/aJePGvOlXcqrpEs6UyiFTOQLo1tYqr6mbURqFOE5HsZYgUkWZiQOyazsvSDDah66GbTW6MFqOkaRmwarzo3rXaD6BrGGWKPWvH48Un9xeX3/tknUywV4DmAvGvPDAAaoAcIAO8DDAADwAGgJigJdIIgoBmEQQA+VNaBeQT4dQAFGsEhgAJSpD/S9PJbNXcGEagAzwB2GgYpHuB5OTLB+wBK4TOA9wEYYAEo/MvyZq7yLcdXAQiAB6yFAsEDgAcYBHaAUcADWgFLtAE8RMjvwvt7gOff5vc7SAAVoTdt0yqHrEnqQzjWeKkSK8rDY1PTQRxGwBCdd0533qz52b5fAbU8V73pqX12zauWqWkGb6gzmsKsfc9cFI8Utbqk9XxoL0vWJuNDJA5qaIYimrmscD5FR5yYDRRCkNpoN87SGXUAGi3ZwoOBoWTrVJNBqVoEZI3RKcXVOwy5Biucy8FSs8lZIREycadMK1AdFRZWsERZDE2hPGqQhEpqq42J5cgYKntPl5Db1to5Ows70k2txBpTFSU6Z6Qs4VK3y5s/+PjuOIVzupTIdlSr4r4Zlba9X9AWZ/AxXojLtuNSC3HxlhEkHySq6di2w0f4TWfaTh8NaeM24wqB+SZi6/81PNKlnKzPHsF3QVeCKkeQRgnVZBjGK28ahAGaoGPcRJG2YtA2lRjIIC1ZmsEnSz7b0mYTRBSvj2y38L2PcAToARqAJ4AGgABcB77Slw/58uO3l0tOP358LBsAvJk/+/KLn//0i9//7P4P3yx//Gb6y1LVmt6gkqsX75dBOcAZAAA6gJDh47t1+tm2/D7Ll3WbEl2mryJygGnbci6cj/OiEWJq2OE8C/i2hjzdNKEeF4mlb+T4tEmOgYrDUgv0xa2BvYKi+fRNcnp9nDCsxyy1U4i+tVoxmE44aJVnIIdLxJJNMh3nvrK14KYykCTCzsftPV3OdW5VXXgz8rSqe1RbDEdT7rBZUcDZxwL6ti3VYe/q6Mfb0UTlNKiKGQmVorM4n2tI2ILMgZ+7VknTV8oVsJgBIVUwraq5dvUcqlaSz3Rp84qaCYLi1wrnASpxcMBJzrd93TSBlcdLbHTtCObUaVBPsRo/orASFZOtW5wyQEE2uy2w4iIVtBiB1jCcptRY2ACEJGG6bE/WzJftofVH5RbdnBkedp4ATdcY3xHLfvS8ZuOcSUKU8zmnwdEmSmWN0LfqVpkRhKR2W25y4M8f3x5MI9R0aueaYWevr9prwGw1VYCCy4WV1w8XyU7SAvcNdACRtco1iFlbRaGGG03nEnfAa60aGqP8RRqUsQgB3Ebwe/9sC+m9/oPHTS9TNzoh/3x0OlbdmFplaLVaQe+1q95puXGqFoSWOELgjLOGDvjI7FRaRJbKZGQFsiirLYYICHqvUlrajqqS7cRE1cwIHb3+8aI+T+lipyv+q9+///LpUt/1XR8Bvn1O75AqLfxyUOPe1WJbgAJgKxBAA9AAZJEIWQPY/z9Tf/ZzW9vl50FjjLud3WqeZjdv97VV9VW5XG6T2CSxAj7AEgoEI2SQpQRFggNA4c/gAIkDzjjgJCIRYMtEEUEIYXAgOJGwbJddLper+fq32Xs/z7O62dzdGIOD99uSpXWwpDWXtA7mPdec9/j9rqsjS7KHbBCOIJO0k8gG0Dx4R/sKCEAWPEJTe29wATg6WE2P3GrcrQg7A1cAgV9t2ny76HYAE8AIEEBrXl4L7QFGgAUggg4AMZoOzAHl1/vpuxG/E7wh2BN2AJcAdxPcD/AIEMF0vJqF6QYm+s4OryN6olHCVQEEPdlY3JbLZM2bNyTaDQD0p3pve30oQ9fXvbefYTZp/TJlr/JQzWjMuEuR6b6jjg90/zoz7Q32HbmcuPNFyUnN7rqVVrbLCp2DjcB7UDejtpESSALJ2po3WfDZ4PVWrg5Kk2xbQ1QRIPTNNGe6JgdjpagJ+JDBNBZF09irUpOeFRMTib0sziivnFBX4HeVN9UN6yL8syKrdR/W7XZwsigGNQgWtBM1LFoT/uJ0e/f8/Ht/DMBwSezvu+HeKTJ1D9m8QnvfdCTE3Ma7cdei79Tr4KmzjGEfVgUwO9Mf7O0yHAZ4fgPdI6QIuFaxFl67JdEHeG+JpCvuBrUn69HmlfeWSiqFyxh7SLA2u+/KDWUwfU0cjthyhYV9B9pgErNW7oDraKZm1LJs6nxrar4zRvKBSh4AeoAC8Abgbt8RuuXnX96KfnoPv/yj5Yt/3byT3bFPL8Pdm94Wwct2OYbptnyV6YOV7tUPzeu/8Btf/t3fLwATwNPH3aTTVyv8P37fTqH/UW//8ucP4eWGuwHKS8XH/fFgy23ZQXx2cL8f0nULD2H5UOwulCKoDWy0LekQ5FzIQ3sq70fnq12NQOmL5DDZtEonec5IPQ41xmm0ra47BehUcnjYuaU6KDnr3WjLeXuJ3XHe0Enqj/v1WXZ3+3W+FjVbHjulRXgczQYYLuc8VtssSuW60tpLV6psSXA0OjfY7bqns5LCELnZAHBT5mnapbIaR1v2A+jNsa8gQtCYaWA3hIIFdGr5l0CfV3shM3rYqiTT43YT4z+J7ctlm+C6yP0upqWR0dpFXKt2oS1rjuY6186SWSF1rS9u8TmR6Yt2iE8Erkm9sn3l47XBRHEpV+/3hpZbtXd9YLIeTBKjANcV7o/1uq2BRKyviUPIWDsLW9Z6CJJLfNW5U6sGsOEoGphT4Str4NYOU3yu+W00a+Wd79USyA7xgPJBLBzMJ6L7a31/sOVd8zscV4UhmFoD6aoV2NVg2tOlvtqXGeJAl4sOEzWPG7fU0Mynr+7v1tOldKg/Xt/1td40Pe5gGN6CitXz0obBceHj3rcT847kRmLrjtyqlZzCi8pB2xObkepL6yZoAOIaKjVWAKOlBQU5bzKZ7utt67mmgPKN4U355LYvr7ym3dflD/6/T7972XoAAvga4DOAACAfsYn48fpePsK1DgAVYAUYP7JVCODB4MqVAe4DnJuMzkKWCcIL5YvAa4EBYIjONNh3ti6FLBpvB6aq8OtVX4SOEywpek6opgbzQwvlWr6l+WYDZ4bp468ChINiMrQPgXiLRC9VKRjflJWi7zCQLRaFdurfczEBJmPcxu8LWqud8LPae5LhtQPeZeXb3DwB23YH8YPTV/ffW05/8P39ccutpdAGtRu8OuHPanr90L0s1/00fXNl+kSxBnvxrTRsWZ3EMdQb89SZXar2bvhQc9e6/kgho+xUbPF5DPc//9l82G1bPUxGb9xHZYEWwBWtqINCZqaOxlnqiP1VagTDJAiCiIRzE2xti/62wUMETSrRaPsV93InvKlMTYq1KRUffVlzVuIrpF5d4WRNqAAErw2WVp0lXArufFvbHLEsjTnl07kttchaCpHt25K3qXdZesUiIQwqlQGosNnIDoPo80KvRnczMnkzrz70sOW70AFd04vC/dv44fn+vtf1XPvdKhbNszTV/V4ygDVIi6skQS1y5m40LuFs/RidWGlqrPKTjfdBFzGGTJEi4L1vbdNiFTy4JJuDkJsENMaY0HSjyweJn9U3hn7yEQc9AgSAt9n/yT95l1gMhLs6vhuXVw/fGUCX6j/hYXtZ0dnUTitMW7kOmObQLc/5z/2rh/n3BvdueQfAAA7gBnADuHyzfDGXYfLdP760P7sLUGiCT8JxuTy74WDtdS+dhPlSTN+tz9U92Pp1MQdXSwsj4+w4LdrFKae6N25pPoiwd6atBQKxqIGsY++uV2mvgeeL663MUqiAUk2pZmitiTNPT0m74OqWDiNfEuWsNFx4q8Y0z674ItVEg0sy3hgdVOsBfLVg1mJtDHmp1+Yf7uWS3c7DWXUaOOkL6AQl+4De9fPs+y5tdZx2y8bkb1z3Vj3lNFvDbQVyGJ29Nf3CykyXA+1SQocJNICLKy/Xq98f+nWlge25ukPQFkyaVWkLxGxLUeuIV6TXBs6xj20WdLUm6zNin3KNYenZvnDa0fZhM3ejv7VL75PNgwdMUjKTsZWzO072afUHb1YG1wZnpDevCzK1Orh8yjKZ8tUG+2jJDR2Fa81EkqUfAlV0W+738baBicGod5zBygo4X7XulZmkcr7vgXX3UJ8uLVjitR1ISgJ7iDtRTascx7LCw9j4hQ6xtmp7q1LQWEwYKW+KGjZLB3Jftwsqfvqd39r3b271Mui9NasHdVaQ64iqVD1XtoitW3mGCkb16QrHHp9ad3R4ac5Iys0EolWBMmFQbib47qWsPZiFjF3X5jD/fPPPt+WnIOvLH876J5wQ4D3Aa4AHgA3gDcDLx+T+twyVM8D08YHg+tG2xAABYAE4ALxj7QDuDKwNgKEAGgAD7Vs/x86ABAyboEbn25tufxbsSyoWV4qE9nW4bkVMTXbyrtjIXAt1Ezjut1JHbvNIuIqxQJb27ICEonOKUoeJ3C/L5Td6++EiQ4BoZBbDDAClD+P3mkEPpXE+9q9TzmxE6ZOgObnTaTvQ4tHqYHzokXMz9ocop/zTPfqvmWPntVcHjcLtazm+PlJ6cdqPp9SG3ZBnV/OSP+/8N9vY9/ni2mHBXTc20dVXW7fXfug1b5l7Zw66WRhmTLgOsXzzy/nXf2ROxQTTmkhELRoMcMGFIDqMWXKP3SLSkQpHC1KxGTSVLaoD3FrTYHwtKVptmojbJs3bL3NhY1bFTWo11mWtxkBRcUoFZmfiBjyg3Xh2OhKVuebB+CUlrvRlKduV363sPpx4GqrycdQN+DHE2fOurdWGe7IneRm6ZanQOwttvrl+mvIMuw5TJTvteVmpd+vTi9BO90VyVTvJqXI48vmle3u/ZvSTSLoGC0cr5F0r+Ii0ALtUZFc6lsqKoDwYSqL+4aqzU7Wi1MdbWZJoVetBEiFJ0+ClgMFWLEc+ZLh5s6uAK/3m8e6X25cR4ABwAQAD/+z58guAAWCE/Pu/4O/+1Qk+3V3Xn3YMz7+cJbo2rlNnt+WXvRtOvOzMKxPL7vXDr/+l73z1d3/8PKdv74A8wATwAvCTuaZ/+s11O3339lr+7N2x7T7EPPYdrdd9HE5UD5vbxyytu6ec1LyhZeVAuZ69u9N6awDbpe9NEeqFL6CdIAbYo13q1ZsHlZXAjNguKVpYz+oep/7DtY6ekwZoXbVtiO0Y3z4v2+N9nZP1MFfRwFMzZBsW3KQoiFmovSK+agvIis8krvli1BTg6nSIadu6cVjPF9MPMSEBHpp00XOzgVR8EMjdMLbb7WDorJO1i62oIw3nRruubVflim+OcG5tTDDHEl1J6oIsCeqIBndw3fjOz5eiO04cVW4RTRlC/yxtEC0oVGUXtjN0fr5pNyBgqfPod7fmdsE06kMtQ7BFu8dB5kwPgU55G6jNqhNCip1NNAQuwJ+MeGnOia/2w+APS3sf0YBdAfpOc3PxgBD80dGRDB5s2crh0UoSiOrAnys/3kXfdFjXF6Z1b/vKrsdu0Yxpve/9aWsO5w19YL7Ch12gpzU9dliwGVjHncxtnOyHS9VAcSVrFDZRZ2phA2nRsYOgd7q/zgrL+r3vP973fzlrfjC7irudVUOa88XZsqBBfVbyUc+LzEa8BvSlxINeFhxtXVlHn7fcE7aKNlrIttim4uJ5LjssL4w+cyagD/X9z0v3c/nm8mFZty8/ll3NR0z6BaB+zGh+e7ttFQLADOABFCD0ocu5MXjvpNQRYAHTO+6sS1v1HXBGiCYmRAQbnGniyNyTe6rFBnoiGB0eOROM3tc3ggr6jJGMm4ysyQsJdXgMbt2AZR2Nr6ifygG6i6GwUpvug7u4dY8R9XSB4N0rYss0TehILTlTtz50MWhm1jd39nzeHXiIh2/WBVY3SFoRh8iYqZ88b3jX2Q8V0Aa6rdJP+76teevAjqQ36XJ37XIXxnzOcX84G3xEzysQWjaj6U/5GuEb2fx90l1nNr7d2TgVvEB/HFPLEE1Zm5xWNR0H41W3BU+hXW+1P0Rm7lST2N6sN4aeKLG0dg5WS4vOSBGyWBgwuJwqd7hf4erEonWlbeQuSQYjpuKJ7LBy60Kfqzj0glyreIsNGkEToMHi2tre4MxbEEhmhgoi7cPGnG/nW201PG96R+l61/Vr9oMV9jZkJj+01jocCE8MI/GKOvTdTbJzYw8b097yLdcQjVxE73rz9TUcum2r/uWSxqOWb0qc/HVP5lrfOTqM5dLcnSsWnN1JUSFdmqgJrltTjoyLVBd2pOcVxgE0tUpqNSeMeBsxIjCJJqWgLSN2womiKxzJ1noCimIWavvcfmfc/X34UgDat6Fjhh5MBO4ALMLo2idfHHbmUEx3Xk9yZxJjT/6WaR/TUw1h+eVFPnClm17uPonhO6/e/eHPWwULcAZ4BLAADuCbCsM/z7l8/V2sp62GaWgHLfuqbO96m6yhazGdK8q0Kezvu5a3Zg8DzKU/TDlJD3lFjwtuo9SZ3N7hssnQ82nbLDcKmjMeidV5b2At2+MEl0SDrTPAIVVBTPmy97Itoq0x9L1b2e0D1ytcB9hXaCJmp+mscfDKqDbGqnOEx/fw/g7Hk63seitLWmAY1+dbRc8IdpQ2swZoSkNELA5kdWTPzjrLbQsaqb0sLdgxt4j7FFjO1zYehoVpsraZ6DebZO6irs13Te9GmVM3+rIqhpy4oyic6qVXyi4P3DgqlG4ImjrT8VJxuD/u5gIPXRGIo+nXjnipU2eWzMfOM+KjfTU3c2/rWYaYm3pUMWOEuSFum/V173atuc7g0lqH99Wmwb2xppB1tjWg1aldmhqtM2+9M6JmgocYbgrMvPQxeHhMkg7BX4h9XkqAcxW1fmu9tPebHScp5xSPka61u4++iAK3qJ2Wi6dYGhpdcqOg5SbRlZl9bYUGs2xkSG5i5Puv/tStvpvskPNmXQMM0qIzTfB+wCXrZwMvLzV0CC/QHew6O8/r+8nalTcPLNlHy1V0tO2cdMKWQsSkO103dlNNBTmc8RfnFK+3i2BnzB/Dr4CX3+6tZ4AC8AUAf9znAYCqsALsAQ4Aztmn2nDNv1pNpfZg0PDCXCo8hiN37z+x5iXsprq2wTvG0WAewn3Qa9bPOyjGvRr7rzfxW3NeA/vUM13z1Jm58P3r4y7XW2n7MbRl7XdTeE6LwR4GwMJTDwRxxn6J21H7as62TR0lrXs/xL1qWlPhHjrTSdk5t5Iv2HM5DWPXyst2sWdPJsXJ9o5uRX/97vjN05nMMBdDHsaBwB1XlXxpB2/V2dJ3sl5e7fq270q97SQWJg6bd11dBaZha8t1iHvP47VN+/DOY3wd4rttDnj4oVk/5B75msAe8/xed11p0FVkADDFnObqB7HGsbbRhlvRnrioeOzYBmGLVKShQ1YhsHOrFNAslT0lcZhrD6CtkJoKNZPhkpfgeKuLA07sOhXCom2QaowFAFmSjQbmhB35a8molFCeb6o1l8aFgkg+dm2TONkmhxC3TGgd2plgmDAxgNBdp6c1DLauVUcw4BkqYU7BQCKRKgent+rv7XY1o9Gb26NBR1HqVt1F4TPrX+AJ6ydiP6izAFbZoKoU7Dq63Ph1oHmWw9h7QLahb8pC6IKUxe9DQ+OXVoKd1na1iiujd8YKt7qCC6KzpaNqwnZQ2G7mzeet/6P+oisB9ABI8EthC7CPBg789tO3qlE+zOtXsb9PHF5juoZoteR3l/0OP5xKCHnWhLyE2s/6Rfzz+9f/7L969yLgAZ4BKgADPAJUgNuf1F8+f/N5Ur9n/2eozbz7pM5UbYLs6p5tIZVdg/WsCcOO5wR7B5c8+HYzg5bVjsEWa3uDZY1DDO9P03G0K3hZxVOeWSJxnovvzC01hH5dYdS2TEIFGGdKvaF01TDQwipEelIe8FZ8Z9HabhGGCWoW7kC3sgUbztu7PfYr6pFcAYIWHLmchsnLDGFysiWz1w8nOFpZEAdyG8PFUB+gXBF732YOx51PrfR2zJxWNC62W0Jnrku9q+kCZHduyeb+QLXy5tZwiOa8GIdm4243DttmJ1reJ72zbpGz8LgbyppMR2zcNHYmNfvgr9cyWNsqfuAXnUbbikPdioiNphY/uO0sflBNvkrphrBw6Q2q65xSLOyC8437V8M0Ax6ZshOrEOxQOVcwNZsQUoWHN16f2tpjBj+kBL3DLhRVFdDeuGu5PQyHn/OyU1ioeYSlJef6UuZVuynM0UUHIbULstXOak3sdlCQxZgwWIZ3Zf+a2i/BPdJ5w53nlVTf39Zf+8GDhh+M+vOXbd17YHwd7cBGoT4SVKF7rM+Fy2hcrWmkspayo9Ns5pJVpVUTFMtc6Qh4nsGBLobcmq4aG++hvG+mX06plPZwSn+44H2v240B4C2AAswA5SP6eAWoABNA+9jsXT++v9ZmAAzAAvAtaGsCTgJ7h55oZvhUYM7wysy3vn9kvXps6ke7LbV3dyCJ7vcdv2z3hWjshtAvl9ue/SXAKzLmQTnjCmqthZe2HXFcq/9sz3kJJQDG/lU7NWSbc6pjH8+r3e9oewbvxNq2AI49dhrsjoZynF8SDHY6hJfUPuF47XWf7JU4Uqe5dHuDzX641DevptPk9LySNNqG7ItjGg92Q4Mk3aHi2/H2zJ4ZDv3T+bY/j3uD1cx3r7qnSx3IayflK447ugC4zCxNHl03FyGnn8QiN7820QlpOWHZbxqkuQE3tHUrABtC7y2vdY0utrqNZjfjyWgHdgUmAERw4JJUdDbcWh1syiK+9QWywYJaMdtqDNfqLC9JoytL6wMui0YvvmoCUm61CjLCdS53sfxs60Lji1bdpKoTyRAoACWFurh+XyRZt7QaTQfaYLs3/bxBCNCZvKbubijXYo+mWyF1TELEsWppI7bcma35aaiLx6lsZTR0wfkl7SZ6mWV6G+BcFmOGCU523Z/cFYztUG/BdEbaoscOltxcZ28igZqJXp8bHdUKM/ZUhUpqbAfO7w0fra2FLSoSu84tDGgwEs7U31O5VDt66sE/TIfn6/rtmV0EDMCrHj757l37dAiv0X8RXub8/h/99PC5C99/yQaWp3dVQlwvv/jdl+ELvsIhvuHuoans+AtOL/j4I5h+/OHLJGhBGhiADcAArADprPBffvPZd327bYe/eP98Wofm5CGMs2b/gd1QcvHOWinLy+5uOH2Yp6N/KTT1NlbLWRffsDKT7dK83vV0anZHefUGLmAHEi7QqQCgDbJlN9TzNvZL3vrBNljVWHXQONsHhvd5pUOYV5r2bE+UI/qbRDQLSmEwsePLeev77drMK0lnq6aqoc3SaP0isneOy8ZT157q2FFdxQ/RQmlkOxDDOjjTmsrOQJWyJ3vTq3ORys01ai5p68hlytZ18g0Pb7FdBAPvqs2hQRykZVYCLnmwOLf2uI+XdIsdKK/XlaQZMtVabqtYF94v/d3EK2NoqL2pajY2JIDe11wcunkJuynfwEzqN08I0HTpqAefjO6MMYhL73YVyt4WdjrCrqkhLM1tNckGAAEAAElEQVQ1w6Lu3OohOL4KH/zIcCAQ8CNZylW8qaq+SZji7ppx4LxRtzOy8XWINbN22BLlzH6KuMk3UUzueLL9iQzk7YYSrWLN59p96p8/FP+IkosO9AF8yDc23v7g7X9L/NDSp6+mgbmPLjawHRBbZc2tsSo4c7mlRFgWMZPRqxrKhlGQCExrBTutHwTejuZanONyMkTb3Mh1nbs+b98azm9SHzN89dX5K9i+3e25+5iwtAD4kZplvo2BEhSCT9rU4JY+oh0awAFgAzgibAgscFeVrYf2PrGRnufggNqHWvbNx+CvVfZHHAp6gtNc7I79BQ5BV8Q4knPxO1v7CcukXbFbb3akC/Xuu8e78+Wl7/utNnewBkVqf9/DrTjX11TcrsOn1B4/9e5stuuiD6Z9EzYP+8280GaPAVs6OWucu+XNjz419XuBidRMsnHt4PFBbtwfxnTdJuZi+pjTtnMEKrshLrGk1Kwd6VUpK5ubqaXwDp+v177C83PSVzZWe0069e0phmmCayPaiKYQPiGpXcyJQlcoOGqbjv5dwjcqpmGbpqwzNkjQeqnqnDO1sUOzwOoACqwBOgZrQkn5BoWI1tQk6Hor4JA2KiBW2s1aW6ERT4gutc6Y7dTsAFRhCtZCvRLRXIxIzQAsEqj88Rl3ga+5gjYbHdYyNxtBW0udG0q8tDQYmjeRfeu2WofRvBPcdwGZN279Drer3/laSYxFaYgm17k3tG3RuybBtSpsBKvvec4NcHrTzic7xHYp2pnQPabbz7YxwvJgOmhUvWvsygpm4IsFSzaxmQJswHEm37mwEmwwCJQmqNZRSgqxCtQKZHJrYYHzgg61NcVNu1ZXxuihEPdR34w9IAxA3/JJRvSf/ub37HHaXeFgDHVjOvXjXbue5PK7y/J3Pzz/o2X+v/70p//pl8vP33/4x7Oc35/fUd6QJh0+6V7/qw/H3377nb/w9te6YddgD9B/ZI5+i5z7eoM//uc/z18/L79XzamGSnihG0eVXW0a2sCNjR/2e85nOwY9b8E5WnJ1CLe0Yz+y6ZYCgt21mmkcZtZ8a2VAwqyBbDUNcy3VBk7Z93qDoEOmDL5x3tZrH0YoX5mEhwHPJe+kzboE1bW0QCepAyq1OC23GMY7lsfJPi7xQVIXwt3Y3a3qARBJjIKxtYl5E0hRrdnKmtTgmmtwLetmSxkibZostpmrYQMIKuYKbKDfnBIctKOsh1egSzTRxtU1Z+OshgjYvJrCg4njydwNw3gqbhdi4r4aR4bGKdhBUMEbkVSO3WXOzfFtYwuNLwi9aRS9AQcaG7Rdly/FHIBuAr11VciaPZujsd9ppq8Klj7dtAvuWPXByqHK5MhdKxGT8RZ0iEEFzc4aVgYuWUvv+lTZm8LaVNE7Lmy1LtmJxbZoAhoqhIiSDFszTHH8sAbr70t8bfVuEWeauwqEqkvNawsDzLfVxlIUwei2cmfrNl/P/8Zvf7e56HXZ94+ODqOnKmK5sGZnhFCjCyEYhE/QToseg7GZvJhXN+qbSuaOxDJwxf3RmfPifNPnRjFhytAXXWZ2YHNrzz9TATlTuoi9AQzfBqMBGEA+Gq8sQA/wM4AFAAl2zTe4VYBvX/LxQUEAolJz02M4nPaxiHTk4vHOYveagp/bHQ993FXQIfRikk5e0R0V0wcSpzfcU9NpP9mUvuztq0dvkEMMh3vnPx8D1HRN0RPctjddsKy1N9IZa/TuoTMN/bEo6QE9G81vtN11Pgf+xD+yv1CeKIhqG6bPfnPHBvoOhZXedOOb/tXeEEKNFO/t+daZgZ++ifZgM9Wlq8N3uuiQ3nQukQKFKcSuihyOx56GdvfpJ7PIqQzvBc0Y8hOeaoSgF+P2zNdrNodx/BxtVOMeDhHMnTfFc9Prk0Xj8BDWW7tcLGP4qjRy8HTZAjrjK2rowljJWL0rPFmxqRZDWAp5cmBEeLTUCgyWrNCAChXU+iGBB2jVbRVB3fksEiUnBZF02+ZFzIfV1lKvwtB8qnQqkwnu1qySY+o7wUxxZzuwNrhDk7r4iNGVFq0ZTybsx7BB6PuuiDbf6WBKAzcoG3KRHXlBvVQcd5sAjRAsidFkiwRyrmY7cYhlrd1+T9dgTBeTq2k2/MO7d2/7G1ADpW1prqp43RK71kB8CFqqtQWzojTaqrhgn10DAnUFyHvFEp0VVwcl1dMWfcCVoWWsQWcg4wQzl1XTSj+Y8Add+LTbHb4VOwzGX7L5uk6vsSUKP2Z6uhYXP30by3Z6Srfb++ev6znG886qaXr6JutXX8lP2T+t9MkbXMN3/9Su+97h8V/7tNv3r2K/AtwB9B8F9O8AEsDP/3B+/1/9dPmHL6efvDvPy+DW59tNWC+4BY/ZWy4Gj0HRTvu+VVNye3ere7Oc0Qug60fJN69wft5aqya4g3arurrZlTtqd+q6c3vFCM3c1dq9VPacxLjdYM/b5UYBgliIO+9ujMZ4IY/eVWfHwWLnevLTDiJpFxRpCSJmZ4hKRYzGXLYdids4ptRbN651v9MjtD7043x11vrLoqYi93VZuEPcinpq1RkqYgw/jv2V0qP3C14CccW0UXXrauhyHA9g2n3vU9l1/iouSJZXwRSYDrHfuNvHveDQhakWmgphGJljtXDjnqSBffQqZ7YHkGzNwcS1KSvHoAvS6KRiehjIohm64Pyws0oiASF6cy3VS1u3BtK2olby6VI6UaWhZWq4y21HGLLsVO8r7oZ4v7TY2b3CA+HOWr9lQS1MEhQyKDOdlvc9rS/bFqQIr61ce3PzkCdAbqeW2nlODzReW4g8WjAKIxmw6E1rFh7vOv/+WX/4meun//beTp193cGhox3BXYCpYu/IVfYGLUIbaG/C3tGuoyrsqTZoNaLcmrOUCog3XnheSySutbWdadeiwcBTMqH4ZdZ+MTFq+RryVn+Wr3v4VVcWP9KPTwB7gBtAAngL4ACogfHtRsAfmwEIQAAN4AUgk1q9XfNFb/XRee0N1/LpITxZ5wa/7exzAfcZpeAHs+8WKFRkMn1Hgx/Bz/wAwnUb/Bu1dTGwsyVLu55bhozRIpIO8WHCGPq920UbXPPHnoL0vVG1ciA52M9+dDS7T+4ebXJ2aHCSNZBbPY53cg8y/2Kd3jYBE7pQF+GuXRiOncO99Grcq9QVOfTFrLq/7ybbPWYzv54Gb06fyt3bex5g7gb/upSio3Gzz/evLHTb0PB6pS0QbC/rH0tOsn6NJvf+Crz4jcKDKSxjNDEfgjc13Be+atsSG7mr6XLajo7eX1uumlPJqRO4pryQJpCzkbm0Eqmu7RZMWpSdKJi1cVBoGWPVvAF5DedkR8MrjLqMIK2lANmeF1O35eXaUtZv5mbhUqkFruhnA+Dsi0NEbMYb7+SEbm+QvViSGwi5brTOoIaRWm0dpBeBXexqTYMFBCU8NjQWvKdeJQhzNf4I9FzdGKAiWmtEQ7Ku0KpGMFGyUwh8aqafhoujdujmg15nXm9mRuvA4t/5wQ9ShLjWSh0hO8QNBNSwxU6IAgWxqkuksCkCleANZ0RqTQAR2wq91axGucqBwhVpb+aKr0aBokrwU/H/lz/5qmWBvP5eS7+9O7gv2PL04EL/Z1F3vpAZms3ZVBhPH77W7Jlm+MI/dLtkV06WngE+6yAVvx/lkP3mtBf5it7//Z8+fcD1F++fcv02EF0AKsCvwe6ncP0OwHfupsc/dRj/fFenx/svpqXVoXeX3vQs5OygIdFi2KlvczIB6gr2bU7wyVAvcC0yHu3TJkAtUHeV9Lkf3iFG1gZobVfLBipEDDJGyOzIGnepdZL4QWrh7VXnoc7OT5dW987VzNGFc+URkoujxZ0BXikZ1dJSD5rVGJjPG3++H97PuBtokbO0IQJsisFgEjDG5SyxpzzXSIjGJbFOzkKiWdBQw6a6P/TtqiaCNnDQTMCElkoOpGkc8GXNb3o4rei44RgbN08mC1etPkweuKh9RfAMaU+vN/m5MfdGNYG32kRcbTWLvh27FewgtKI9GsP2zsizEYc2uqC3pLsQZ+kmNBmVimMjaFi1VvCeuIDzIA1c52zG4NR4IIfxfIXp4MXQlmSMkmuIiItWA1nV5Sqn5TT01drH5/UlwnZO76ZYVmhOFEQdZaVB25bqDCb0pmS10GppEpwick4aKQsZ0/TlQ2M8/8Xf+e8edr/RuAaYyHiUmEUYQFVFm0UsLJ5gE2i1XsrltP7C8FdVs4vu+fqNx+elmINtiwkoClhadSoziFLQ203LlW8CD7VuheffX/zXpz/5ex/+6Hz7VpfUAO4Bto+4XPl4GiPAAHAEWH6V/sQF9FuswoRQEax828sNDnIg72LpNdTO/pDD9d52HrUz9sKyUjz0nalXI68zvUg+9HGNRjZji5hRKePNbdo69Eaoyszzmj957ZmBjLEEuTT7yafVPkHu9sTcaFmqDG3gsGmahk6ruy5no1JR461eFudsHY5BMoODYEwH8u5WxzufN6hOMZp4VRqAWauhqjZLDaa34XKR6WiXNu/4C0m1oYu6oTFohFpb8GD4g5FRZa4e3a1h820K8qjUVtoMPn1HdncPvm32zvZ34y25UNc1Ea9yS2tBswdcDvbTzl5NfDgCxO7XPgv7w96JNg0GUbiCZgXhamPkRSlwTlq9EqIg+wyZ0AJyyeqdSU0R3FJKFLpRg+bXVCKwDM5JOMZ2zS2imwmC5sLkIc9sA7pVkgfonXydaW90KS0SvaS2d3TdJAhuTnRjH7waM7p8lekOZ9MFYiiIDjATB44Iy9XYcWvJtdENt1o8Yk6iBAvzQCKqvKk4/3xtnUjalG9SgXcnscJ/53/5P6UUAAvlvfXQMhnu+zCKEwgi7GEkypKdNxuq9IbBgPpC3ColFliAO5wd+IHb4MONdESXcfAZq1mCt0bfxlbUjWk7kf1XXo/fCIzXSV9yHW+sDtkFP6VFqJT21RmA4xcUXh3uu8modPu7MXauo+2rgtfCJXc/gXCzEYL2Zfz88BjdF99982aydwRHgCPADwEucP2WS/VPrrff/2fnn/+/EvzR7eWrX45eLujvrqpgw4rrsoXiWGZex+gaS3x0dAtHvtTE/TTaUmPAwZo+4Diif670gJIamgTb+kJYmaBXa+11LtWY3JreO571OvBtb1qrtqLLc/3hw2t0v8nIXzcYoKzQ58JP+fKSN9xaTtTYLRIQaobD/bD7MoXe4sLQ+B5wIHgDBEma8apl623etlU4JaiGq9VN1BMb6w2JAwwHl3OVg9oqxUEWfhGuc6qVZtOVZVvf7Pcv3O+7jnePrU6Kj7cEjl5FGJ0JqQ07V5+a27MvcAWeWFABteToza5DQ92Dy0l0sjXXPPL7Apn4qyZzo8w2lypjiBvHCeSimxEosWMTMivR0dGuwaG3u4bHfTgI3NmGBCH6QynhZ0+/x2q0SeclFRsgLbIaWFmztLmVL/dDUYSml85tc3s6hKyIAcFbFz2g6QayDOBtCKQ39lZiaRphmLPRop37dPT3Efa0dNryX/jNvzINf6o1IbANEAQyg2pFLYQtWNyaGFg2aQ42ciY62vWHEEffrY1l8tdcwn2EjODhSqiSWdoSuVHv8iKtYs55v5RFnJxFWOH3z7843wDgAHACSADvAF5/7LXox1zQBrAC3AAWgN7BCdQZIAQCEAQC+y2x5wBtAuud33fOdf3DIrML6ZTSAsNpUGNpHGvKt4avSry9MdNxeKouF9d2Fd/YKpBcu3M0djK6G2QZju74dmpsYU/eGrwn83Z053OPw92DpN4FAf+ptbPwiNH39QP6X9v3v/2JHewB7299H+9ce+VFpARTRtMYXsg4J+BdOYBaGxvWo5FE0GQcW3eoh1c+t4u5O+6/R7l3+Dmron/lTD9BqKdzXZ7qFYab8+27Aw1R1Lx0xdZr14MneppsuRfq4dGMxi2nwwgLr2fwfcuuY4PzZXXqbWurrQPnjasN24ecg+RlKcCzQI1mLbA6UMWq1XYxz4U7xrk1ZJdbAI0JvGpXm0qOxtjnBRzqys0CXpR91SYtOjEDjdj52HKRMWpBuccKZCJKqWbwNkkOgoR6Xc09wspmsoOKvY++VnPoPXm/TzRMnc+6x4bojyar7yy0jWiwGYi8EtoKzhx9gz70Fks1Rwul6S6iKL4NFi0QYOg1Z3c3eo1oPcP90FuaXxGN4GAglVYHTwWqgbCXLFcbXrcd2zj4pmuGuxFbc8ZGeL9YA0tZadENKqzKDnxF4+y5Os+leLRFAVLfugWlTyUlJ+B+NMDzof+1adhx/+fuuy238QD+1WuInkatf7T2WWH1Nm4tunRme++NbcG3oQXpglG0mmE92j++1A8Nfu+cfvd2eOKs3D260HzYdkVAAB4B/hyO/6aDz7+1Yfzgu0/X2/VPvv7JPz+5P5AP//Riv3rXyi09L6ms2sr7dbHcoZutGO8LWhi6ZXPah5OwjJqdpnsXN125rAF1qXBAbXa9jzvlPhg/kwvsxiFK7htpZuhQ/eR6Q23d9q3t7qZInz/spCEcXbnZGKCI1GMEb5J4YGqEwiYnGgJtqXXHkD8okFZA6QiTuQZxfXfneEK3u+ZpwImo72F3ht6DFds7E2vrNkM9zrcSol0+1OYNzHkBdAXNYDEYkKJ+7F9u24TzwtqZWzfiwS3DMAaaixHeLK54m0Ok4UWA5C7VCUp/XtXQtBRzXbq+T9ctDq7MyXaxVjch1LVBDA/G7UreJ02Xda56PrUUW2FYPHwo8uxI1/Zi4RzczJV3di2tdSDG7i36uSp19vvf+VcMk6VB2OzDuDXntVWJ0MzcoAtezF2HVqXMy4fenItxyquhAnITWAevudx6xGA4JfSStnKzmueaIm1o+snPSzV9xfNy/f4PfnCY/g3HyUFE2Bv0DF2wZNADeAFTinFESQerLotRXlFiT14wRjgwf9gy7kK+iu8sCodalobqjUsN9JK3zHKrXHQztn2ztnXdveRr1Q7gCrABfNv+nQDeA3QArwAwgAUwAA8f58AW8FIhADQGp1AAQDqQxgAJ4BvguZNnOz+bHmpde5PD5j59aCaUODvrO6m5i/txp6PdzXZOao7DwIDv6HZbFmzhzl3niC0YGQ+/dl/E7hu6XdhDpEM3roGbjz/oY5RLGUcHlyO6tbqH0BlTdrB90dI3t/WXS5jwYuF1kBilj5Z3lohaIRyRoNlqeMVItetr6wIuXnYaPMzOOzcuZ6Zf39W3cNIRfnQ/P8b0WXcyx1W0Ao1v7HyH08vl0YKxpRwu+gYPg6Xfmtw0tiaD9nOD5XNzznOR+EBwe4i3rPLSrI9lW8xjz07NUnO2KYVqelmwl3Bt4ZZBmopqKinIetNFxQuVXCCCbqodRiQXXE1SA6Sqi7e2udTEDk5XxkBUVXsyi/eHcQzjbqTBOT8hxmDrGizAImTEFnbB6Zxy70DRSfXjqAubg5cVIJoi4qJvtXJvGo8QGps+t6JoDTtB5k27Q9BTGzoEAXToFbSWAyAAjEiyJpqi2cQehq557xJYEwyYaWAm9lamx2E/5BLhE4SztwAZ//e//dtx3RbQkShbExxsjSGhCdKZOJGkBH2vG1qJXOdaKqjloVKDFsS3TqBRFbXWhAYoLViTQYYuCGgGmiL8737vjLsLtkO5LpuvcbT2zn/63UP5dJB31+lhMN+0bVU5mPTGzaM+PJUvV/z133CnZKc7vPzBcvqZHMikuRWD21bfvm7zGu1SYDL4y/LjHz+d6nID+Ndc951PD7zIB4W85vd9eCl8vj4F8j/6zn187fbf79vbwT36Nzv7nOPjpLMfettWrpzMbgc5GmrCODnIJzQ7p6mGRrMLmJM/OJ7F7QNvldBJZm9FKWyydrs7XdOnFn+x1C5wFjKNiyhEqxlMR/dX/nnRhwOUBelonZh+MOtt4c7ev6uXsbKfpjXdDpHOS4oKNVAwcgN5Q2ExGgU2qkUJ1yJ2IFHF4uCwyDfIn2hbu8DXBbxn76GJ60O85pkIzqU+Yt5g6GwmY6N6CDyfXRdQTCXAyhTBFUfeXAW6udGI1aqolSKuA25EFjglZ3xUVzR30yitDLtI56KHwOe624d52/zB60XMt8wUVjuRBzTBYJbB0zyr7yyBolHbD/2SoDOgENFYAOusnasOBjLSQD0Dl5pUtQGClqVVgwoqFvXGyO0msIimyfW1XRLkspVP7+4+JGvz5UWXiU2m23aD6KWqOmAxeBf7BlNIL19d1h9+dvj87d8gMKSi4gUAyRnTV87RmLUiwlYAuBEgVAVUYVkV8DL/XGG+8nuZf4omr7l0IW5aoenGm2YqxHbTtbRR64U7fuFA823B8C++Wf5Yvv6Dr//ktAaAD7+yNgIBCMAegACWj8isCnAESAACMHwUaXQIngKgFih9A0WjHgcwEDwgT5ZA7Kvj5EKtV419/ODxWH0YtxLdxGjPUMxWvZUh7kRUuB58+YUMB/ZbqF3ZbG+7ciDrm7x47VX0jXVwvFzOeQo7IzL77nJ+duAHIjFtY+3NEEXXEm7T9e4iZ7WPZtmaXnfibvcWZtj178/pSF6n7ljer2IQ4QD4NYyf1rf/9t/4w7//f5uJw61czTjsGnAXI52ba201YJ4/XI5pAjf3JL7vT12zzSHYGhR+Pg+fuHZZ6Z3FtzIDsdO454JhHCZF5/2ifL+1XNImlSA0PUHc+YDYHvPBH6wz/cP4/dc2DjtvU20OJVSsTp3BtRSpomrUSatge6dzYW+4NUNEpJKLqFQBT1SYYu9wS7b3dRNV7gwuTbwD3rKigaXBXRfeb8toTRZWEGBScl5z+xYl15qz6by5Q+Dzhh6QWaxC8eodghrBPCFe2d+P5VbGkTJDVumbwyTQcxaYjN02NgNKLVFwBmOlWjUbsJ8lk5IUaZnIXtIp0lz/zn/wP8P/5Ec/yBYEQRtYMGnTOGpT0zOgJ1QbtIk2ESJvkdN1s0NOM7qHnSqiKIkCd5ZaJTHMKsbc2ZqygYBrbyal//znS+JL3fl//tNnEh0/6R5/7a5+J7qlDGJ3Ej4I7t/Ntx84Mx3M+dZmtUT7T0d2wEez/RHWf/F+28alf3JXsne4LbIfac1+z/yHp+2rn3+5MUSAf/uzTxvKWJj2XXufr0Z/+vL0T5QV4C7QYTdM39sd/8wQ1w4/Ox4muRLf39994M0M3d2utY1a5TnYgzPXeR738cI2egucoUXoR1zeq3tlbVtJCHDvrBC4Om/eRVYiLU0YETUbxNqGQO1Fdd/KZgwoWnQF2mBEqlrapbLZiep8JNh0NC47MDJ5XjgoN0WxbWfsrN52ADdZqJWMACqmUmK14bbO4bHX97k/mu0FuCvBuFWr7XtZ211nt6uGifRU+Kgbh0HZeKMZTIBzwn3UtIDssd8MD+iuqY6BCvjcYEJhBEO81TIYvErpwW/O9mQANZgAOnM9hFCZm6OuMRtqCY4PocxbZojGBVXtjLHmqKZxrWO3m4v3zjaoVkdFImBretFoTZk3GAOtCjuFG5AzYgG55avU3E5EHVS9n9xSqoWcdOaimz4ZsFUbSjNeLCCY9vWZX9luMwuwB7FGF4Gl1WmIzBIm1A+X9e3B/OB7f9PAAAAGd02BtTmyIEQkqbEB3rSBACKCQtWiCqvmdPtJhT953hLl95mKyyaFTSpS0FYUeX7K4dHmWWNcZIN0OYlvensi+KOvOYP+08sf/OTpfYMGdQXY/UtX/G+nu/aj2P1bgnq23cCb741ZOH+cGQzB+VorGGdgY+670EUMDyTv5H4/xMGsriNIl6LfoSP2aIzAtZEaADZ3FIpCcu2OT6m+wfHS67BtCJ47wxN0NXDIjKHvt8RmGvQJKWzGM8tkKYD5KvV7/fJnNHyqLy98NypUA1JBoX/TzzBoumqX8tw7oE3oEdNJeSC6fp3CJ13zC2rHTCngd95W9Z+frx/Oje393bxd3LULr8yWne9KWoO0ktft0KFWWyqHfeGX3twx3zi84neb3H8FZaJ+mp6Xl67rbcvb0pn91h93soVK4KNIu+Xazec21K3c004iTgEGHH0vPRiA77/evf1k3LgOQFkRhQSFVIEbYeHmTtlNvdaqPfLc1Kqyd46FwQIKkHVa0MbUOJp+42svvJBQI6MqCFUKqyHNizin64zDiKS6GaBV7Z5wlmYlrDo7cFHgfa09gHKLCgtDIzQOgiEFJYOTx01osN1SqndBKTFLbU3JBcMWxKJZa+ks3RqZimLJyK1w6Eyca0aya27lWrtO3p3a3/v3/+f4t3/0I1It3KxVrqDWZgdHY7ATXsGiUSboipHAW2sEKKwFRmqb4i64lSA62tamtpIlu7jxgNciI1H2SFntBL/3vv3/fvbyTbreVKfevvkru8fP3lCqy2D6U6Lr8PkD/IufXfa/Peqbw8s/uHRcV+MOliP6YP32PJdayhOELG0PrJVqbquPd2E9G+qW01fb7Xz7OeO//8mbhDoQBYvZGEf85ca/+PD8D9O6Ar7u/Q/vu7/6v/obP+Hu5f/+n5X1qD+g3O/saxp9aeDMZCYwVSPVWkJOZti7dcORiLVmeuE2tgaRbK3gDbCjaQpc0cSCmwNmRyiEQ62XJjDEcWYaqSwlEXoXJG9CZYZwdLQxiw/acOqgFYLAO/aX2mDXUSleaPU0eT9+OD/fWXohuFM6azFNU3Hkbq31ppU43K/bNwd/fC5s1tYG7TCDGX0t1Ld5KUQkNHaStwihIDjC5hhyDGvZHKnX6C4Z3/rT4o470sxGVJTVaCOAJtTFbsm1J3gBenC2oSG2C9IAZIy1RAIVYOxprjR4LAtWYkRAbz0DekWwpDAN9lLkYNGcG++8B/JGw6lxD9FZaoKtlKw6Ol+gWDdJExYGA9rKCmqkRSsCnfC2SXIwrzpDA8DFoWbSwNZ6viV2Wgpzb4ktbudEXiMZowiA1K4vH/iLz/offOd/EP1DZSTtRK0gNSkOIhKUCohcpapKgeYAN24OeWNal3eq/+Lny23Sp42u2pzAogqsmRnmvJAEX9MZ3L7UAoVUn96L0zA/P3UfSP/B5Xd//8NLS2RcaTn9S1quA8DykQHXg92gAUAHuII6gAYAADuAK0AEAICHqcvbtid8LjqMPiJ48cu+7ceRL9mMpotd7BXE4jV+8kn+RsehcN5yNxyaucLBtNa6J8BDaIzWASYLI9rXhC9aDB+8rmvsBry02S4hv0q2eKwuDoq7xg3siS6eRk6EqCLYG214Rhwiwj2b976VCoF2QdYxwiy5lWBaUgJo0Hk/Sz3Sks3hzp5nJWDc49Z6FxGfs7561PW0OQeN9cMqu/udvszE+5We/a73RWsltNfnBlMNjuCqh2N4SQ3vLfzyuomPn/TeWlqriLODcc00PeUnRxaTBWvR3YVqjTM0TvHTO/zs7d0u1tMGOzIriFdskho6A2zEFZwr953La9GOOiaQRkzcYVREJKqSLBjv8FSwR1i1BSFoxZBslb0xc1NgNwSd682BexZz5/TW1lFJrK1gFTbKhoWTKQeQUxsHA0tdPQRBcQSz+Bhqb7VhF7AV1sFTSeK8m1s+enqpsSM2WotYbyU3QayruD3Upah4L8l6t9YmWTpv2rtzGWv9T/+H/wH+R7/zp7TKRHzeMIySbmZvuHV2sCG1oqXS0I1lO92w38VSkhHqopQC3QRl0SYGPfhANdWGZghAzQVfa+14yJxk580/OOnf/cnP/zgtAxgH7Qe/8f03f2FnYu5l4EsberOg8i9X+HSkV8d0eokv8y7BOtJU/HaqsjlT19Zc2y79VY6vbFWLtY7RpgJiUVme1q3e8vEwvLLeiJboRsvvEP3cLrn+0Sn9/e0UAGro/uoXd9//63/550/P7Q/+YL490Pf45fPx8W23df5txLRzxhs3DrJkG+yGEm1byIStrpz3zMk6RCtGVgqPBhbSRwPPHJ1WEFbTG2YkQ1IW6UdfkEEwrMLOURHnWhHqCUX9INuH3e7hmlJHCWlvtqV5NEilSh9jH4Z5yeDnNmvo1nPxHbSsNdRWWLsI5GC9eT/Ube2NU21QlaLrlDCX6133cNveVbqP5uVWh1deZ6gR/SbbgDpnHbwuhTXH/b2uJfZQb1WmSAWKba5w6dVwt1ILVNMz4avuzc1efXVElcRmIO8iIAPsR5eb+g7qVfqoOSMGioV58m4pBCzWj1vNe98xmcn5TJ0Hu7CPlqqsUqNqXbWMLl8aTOhWwJ2TK7e9657LecTUxBaWHk7van+MYGBpWgsP9zF8SJeOQrV4m5fB2Mu2jJ5ZPefWuH12DNe2n/Bym5fl3D75JPzwi//+GB8AkKQvAqq4NA4mIY4goICZWXVdtRqFyqqwKtAtLe/P/5+1raAzC0ezVStR8XIrhLIZIzckvN5uusfK0AXl87vN7JQqpD/qLj/92fM/PC9PyzvO32Y6GeAZ4C3ABqAABoH0V9rebz/dg3OhlazfTol3BC5g3XRBeBsBiglqszR67N/l2ycYetPxpJP3lXl8nFLC49CtdjYX8A8jbQDd3OtuQQM4370alwbjqeQBqal5jHVlxHycuhRTe+l3D/jkwa8sc5ut7w+GZfbTsftlkf35edmbw62v97qeZDqQuzU+dpBfuIWHA7Ts6hoCXMv44NMtSnuCW8DYa9mkvzC8tvM5vn6TztpTfXnGOCiQd7jqBcwu2FPa4nin8/kWh1c5n5NMI70/1fsY0rub/8TnplnCWyjvrCo5YBPshWEaZ56phuLc/XRZFhokWu8KnW6XQemb/PTI+2eQt6/3SVt41XWJ4uv9X/xRZPWBZE3O2Cxqgwh4DNit3KSCUAaO3ifAYIGyYtS14uhhm5sxqIY204LYZeXOiTCANaY1QiiJ1eS2dtZVUAIWjQDGYa1iLTnCq7aodFnmYGKlogapGWYIsD1n3FvclIMa7thU20fTuLeu1qZ7j2s1Pa0vhvbQV5MwsaCicUbbLERs1dgO56v6AHhd6+hNqlLIYKsp2b/z3/kf49/63m/pruGs4oELBa81a+yIiKjRGk1/keZbl+HkpBXoOgMCgcR6RZHKxitmESJNyF5C9IJu6lrN2qrR3tsPq/6tn339/vr0AeBPf2LNDz5/faRIQiHsF89vsEP7TU7Htwd98eYnNwPgWKdSY2pcGFqhhgtbDxuDFSw7dTcTAkkWDFo5mEn4VGVMejbmMGAuLfZum6vrWAXfJfOP2vkf/eLybV/sh7vQ+amU66Hr7v/8/i/9e/+9r2nd0unrL5+OgeB+4NCLS9E6lQaeGJuvjlRb2EK5W3mNzipaCWbQedZ9r3ApyRojwAEKGtOYgq9CxpK9Vds5yQy+YSklGigUHEKhQCC9hdTMgPrU4r2HApvBQ5GEANGkS512lJeaHekmAWyjKtZVbRPKjN2urpfB0NyUWoEotmAtpe9gFt9DTQpWre0bwoBtbWo7MrNoNCAFlEhDq4sfx26lxTcQMJ3itfHoMbOPLUMIl7zuew8wKUPWZfBm2drDaF6yHHzZUCEd9vua2gTyrPqppUsWu7dhFsJaq1Ffy900bXjfWVe4MYcEJdrhWqsT3pCIJTgqaKwkISA1QrYjXZvv8N0mWhruOietCm82TKjtef5qAlIvIlihplXUL6p30WpqEjKloJ8P+7XxEeqH8/n0Ip9/tv+1z/+dzk8GDWFfmQBwrUCYBK1VRKJaFbFmoSpr06LMVVttp+f0k+v1nxDJzMWDI8xOIRe2Ti6luqpbRlIBxnS7ahOjhr9O2KGU9vJ7+faP33351XNqsAJEgA0AfqVUBAMgAPff1oAtYIMLAAHsABB+JQJbyJCwARgAuh1ogdxQgtHa9qGj2BefAlt/wJ3et5ipGj+iqZat2/qyqzAGu54oT+Vxd49hztcp7mZrgEvImszruPX66lWvacuLwS7bszOH/vR+2e1KOxzqhxscvXUjLS9VBLpDWxfrwEWoa2s9ucU2aH2UOWF4GELPNXmDvrYPEfsLk8WMzouUzDqVVfY7J1CiJg6wLTLC7ap2g7Bz79lY4WaDWbaAiMGJSF1x3OnLV8vxbXeq9GqrS0+itHN11p5quNhEWSXZbnm69cPR2jC6pVnv2Ae9nGcze7+kc28eSnmBYCdX89bfHR4C/+C3DodPfRMLaiSDByok3mnhPkBZpHr0vQFgRBMUC2pMnDvnMi899Zlnkh2aLTfrjObmDNwE0Rmcq3hojAoJgpdVHEPrnWu1AKp3dmEJiouAybppjqgVnUJRsryJD7Jshaw1SB0Qgx/jxtB56xtCleJtrKIdlhvQpHWpSATKjVxf61Va7Lt6a3bn+MNFDx1dGLFBVWOEWNvf+mt/E//2j/50rLa4TQxpa2xUVQNE3JZ6399N5ssLPZaycPPW5i1piGMtXI3fUyk5WndpZuRaEQEt+eqb7Z0CdDmkZsg1WIv5+den/+f79w7K/vt/5vVhHjpwLrqnrbj4avRbz5FoOVtz27yvMLtpyIZ9g3VCKqs2cgmat0BFETjYeLbNYYCUk4E775KYA6b3XmK1XGlQ3pSdgnG2bcxHt0b93/4XX55gfQcwAFSAb/FEhw7+yq+//XP/i//mq9/5S9f8/F/+i39kbmc+vkqwUoQYbFOylg/ePC1psKqACo4tk7iolmwF8tK88Xpa+dXAT8WOGiouiKEz/SbFiFYoApI43OGa3K6XhfEuyYuCbSg90aru3iwnmB6dLhWQVERVO+HGAJ1bWwtMSWvcRbiCRuXCjaoHbDWB74a1zFIJDHXcUrkO4/3MV2PuAmY14D0DWgOyNfQ2X7aw4yydteIppJq6zrOAaSjc2JNjBdSsTl22Da6GQzXg7KhIpcB+6NdlGYZ94QRyML4GQEBDVKseCBk03bZ68HoFMyCBt5ihG8yHPOxNrUDB6YVxAr3CT3fwa3MrTreVJZBzTlUfjc1bbR7iFq5dsWzJNqdwWnOL3m91Nni17r638j6DK6dTRe9W1Ni5frtdbEf7YTSt7+H5/WWTy/r4xe/84O1/o7cOMQI4ACtqSwXBlPgWaaeoqqQiAnyr27qdbLBLg06Xb24/5vV5kffMlWlz1kJLDZtFvL6kIdpbZU2VDFzPFpeTXaHNmvNmtzr/7qbfpD/66puTwibgAARAAXb/0gTYAZhILkEjQQH52GiZAT4HKOBmqARgAPYAG8ABIDgwburLcr0LztoeYZR+qXU8Uiw9eaMHB5NR4wwX2pvgFUqJfViTl0OzvVkquQ0DqX8bl1sNATL27kCDJr35qxW7naZX+7qC92Xr+oDASnWrgj60KgeetzDItcVhuN3WOlm/rojTg3Ihw53fq16RYoI5LvuNk7rB5BeKcU1kdrUrIwtbG2wKqE+cK2OwW8kxDh8uy2TN0qG8l7HDrZ791ItEj5S2eZx6JtLLQnvrNqGAyXZ1ZVMKYElZYYGuq93x7nnNu9GCyGwdXtf2kwYH4nNuzrQP5TB0tbd63P+ZH8lnP3oEU0rrBIChHiwVGEa3JSGPwIq2iTHKRKoEqpFgFh2AzwwDRUbTarGEapCVtJKxW20AZOemPZitYEdIRhhM00vvHXHJTSLpi2BPWlSgoGDNioqGWBGhpjpGumS3N0uJQMkFQ7Z3K0hHJOS91ODMpWoPlJWAJUkjMGCKE6jY1VZ3Xq/FDJpWa7FqIzBFiiHO+Lf/2t/E//OPfmiMb01q2FyN6yadJ1HtYq++thmPe/OcxLWaO0unkgD6YDnzpDVNxjIahdLYIOUgk9hMNFqnwK13pmyGg/r2x0/lmzn9bOZDH4/Knrz40iuG0dlF/cFUA0YoXdc3IdoenYq1vl426IyQsUvNwdnWVqnTcJjr6krW6CEaw2oq+MhLhj7gXEiTBCJRFGBxgpmJPBD8v3+x/OeXr1aAFeD8sYLfA9wMfHHw/7Xv3d3/zg9/57e/z7/16c+++cXP0i/i+N1VXx4OY9GtzPl4CC/ijypLc1YX9NaS2rYi7EO3XObOxbRtk/fSgpgVfWe8dhU2VXtrSbA7+v7c0mBCK9WRKcTgRtJqxDYVbanrpiTFsSaroflmSpDawBOvYlS5AtqG44G2JzRHhE2C1hkFNskoIKJ3oTvxdiT7kuZgI7Oi916rC70HemayVksJO+9P87WLqfefoD5bNy0tARNqc0hZ/GTTucI+tMY2c+kjacmMVqEzWEGls/kK486RtbakgCYR9B5Lg468njeevE0Sj8aeRbxab9FIyK2Sq4r3tfJucEWGYCTnVUGyAqgoXECjMZet0sHjAjKBn80CpRRtVhtaS2CBskI/mOEX2/mOyw2NkT7j2bWuCXtow7Cf0FjYfvz+vLPtO9/7N+6H34nGkgZVa40tiiAk0C55Ha1W6D1wBkvKTfKliOq7poPi7RdP/8Lmf3ohHZRmuTkkizVLdas+VRgNfnMtdx7nterKTpWveVk2eQ/tZWkvbb2upx/fMsfrejoBZIAR4PovTYA9QLC2V3rmEgFuAPcEKHAF+FbEWD5Whdu3XjAPrkDnoTWwAeLopbXf/vXvjmv3+09fBurhXm3viCXyFF/VF/KPkbPpQ5XtQRGHSFvt7jOdQpaHR/OUrZqOA+9qzRZZBtNf+tt0MacBe96JxUO9zfUQ7yxdsR3b8M3t7DvjjcotMXlLzXsjy9rd7Z9mmEKtSiYLHEdbisQkqRUxDXGIdlUdUTUqsJ9NDQWqQFIT5pTIW1lW6LrBNeja/Myd5kqYDEAdelozHne2nDrRZ9pZzDE7maBsyWvQlMSIGsRb5gfNWbzvcHbSd77NgefnVFM77WzYbh9a2DbgsVwvPYY//dfu3/zlT31ktLvCfNepNB9dnyVF2CVtKLMqehwbFGOgadUKQ/DXVDpTN3YixKDRcWmABTU2SGBMO9U6Wa5ggwwAGckXaB0qWF4S9AFra4Zoq0iYExsnPEuOdmRJKsHoek4QAgNHRyxkOlOrTvexXYUiGu9LyeqjXovtoRWxClABRidrs7aqj7pVAskJxmPIt0KglVmNcy9b/o//6r+L/6cf/Q62rRAMxgiKGsPX7A3B1Hmu1tACzTfdEvXOPucaLTlmMuo95bVRb0AsXnLubWegOJ52cUMcV0igRiiSrMYNiX+clmjom9s6+O5i8ViE9vaozoVSOFq+Zg3dAADkG2bPd0ynkaclrBb51qggEHOt6u2Aei3QASSksA8BUyld73JetTnkK9ZWsA/RG0lZlWGPdsOfPN3+D99887OPoYvt41IkgASADtTCjwL8ld/47NVvHNunX+S3eA2430lDh5PNTWM3LlutwJPlLXOP1IwY20FddQhpxn0XkpLLK3eu47TKCJRBswA4C/Pi9hHP3O6MWWGItF6qn0aqWVGCia1soYu0pDYaLRYUAKqNls+FOzTkam67Dp/YDUGC2gHL5azaUVoKOgBD5Vb1scPbJs5t1+yjiVLnCU2NxaWpxJmb7xCfdXhl5ht2vW6V4kB4iy1UTI2cGbzUzdCIcdM0mnhrs1WTMncjm9yhSdFPL5u+7sIi0hlTuFhQsD6irMoGPFJLpZvcuqEbqZubGwwpKLOiBebHqadUubOusGHMiRUUbuV65+umFiFZcte0jNafyzJY0yAGM3tDQLDVYslaZ64LBz0VggjrNT3u4nVJdjCNYujBNyhfv3ueev8b3/vr+/gKwATcAxhQKGIQQdGUUo3JRaCjwEgGNDUFrUlUWlnayy8vP4b8T09le3T5BLbX7anwgDblZV5VBbjlzmG7ta0RoLinLW9afnnRwvUpn79c04f84XKrAAnAAgwAC8BoIbVfPQqsAD2ABxCDI2Jpot8KtBEuCgJAH2XaK8DhW8e698bW0VEZHWhpL2G894jWlDYZKV0YxgPeNUyu94i7qjzIoVPmrjeXQ0e7C8KbThuTdCXLbmzr1k3daoJcPtwdR7NeThKnriWqtt9rk+wPD2a5FrQel0W9R6wvpYYSyNQyujWXux5K6XuP2wYjcAsdWjIbs6m1WFaIXmQBmGKraoLYE2ctNgRkDJDOp7a775Z0Fdzr5QQ4OBeYXzyFFAXBK9VqgmYNJrp8TdE5DuCrFpaMYJpU503K+iKhw2YAVy1YiHbGNfGSTlrTctx352cGle395n/MyV2tP37xvekv/3uv9HhniZ3ppLloMkMzGFozQdK5LoMft0KTr1VMY+ocZjZGapPoMS/iIy2NUSk0TSRWW2NES7wBdSoKnSEzC+/suoh3IAo3RS8iFrRBq800VhYJFjeRkXAVakU98Sbu212Eo7FIbC2h7R3kBL5HRS+FjQogCUHHvHhqz+x2phU0kqq1uKkPVBt6aIUVoFUGH4n/1//mv4v/2Z/7MwwVZ6oWqC3kBuc1M1uOgFUNTbE+LUStMBOwqMWhaPYQmdkoFzIWi2JXSpl8tFyruyN7CrCzPpUcxFpDLTQEEqErLykH4+am/cNrU4u4Ik6xgvIs2ok6qw0Ojl+YH0ysqGCkba1sHWGuAj3AqtgRzs32qOUOexYCgFXVY22Ne4R3oh7QQuiVq2LDrTUH5r/Y1v/jn3xDABkgfJu0AyCAG0D3cRa3J3hvYWfht6fBvO4+/XOvD7/VZ9sdvjecaRqDnq9EnhvkffNgVRrQTtvVm2kp5dDRrVjrclB48vDmCqUjrRxraw/7cL7lIdSkHpTESyldx6vzoXZin7P2mtV3HlYi1xRc4LoiQCSTWyYlhaZSo+matZZiLYtxOGfTWViyNSUNY6wto4xbvTjohNSYfCvmtYWzlaha2VibB2evNPl2Yd33cGmu807Y7HNugfCqfMC61mEMfFPqoa7JHbzcuDgy3kiDPqiWSkNst9xGDAvgZKCQUQnRlEXHwXVV60CQMKIuAJM3InhvoDJIlRBtq0gBDIAmXbQp0a1y9Yo3uIhg0LI1AMgNcXSh1HTo47tUj6ZLmksLweTbkkc/bCrOUirLQzeoms6k01wv75/efO+zT+//rcG5wtaIZewGp6m5zpiKbISqaOHmqQIFAEIIluTdsvr24X17dz2/r/rzrayWCraqRksVLfaiyrP4yfC1qmt1QcJN1mpe8Kp6+Em5luL+4PLLl3We82W9gB/O2yIf/wDqr3g+pgH7jwTQwfhnLq8BFfRb1dcLgAUz9S515QfP8scfE6ILwJ3f930aDtFdaglujLhmdQIOXedE+ld9UGHoPuvXtmmwb72/7KaWnvvRzWMwwfQPnp8LM/Z7rjgFd2vDIGeRSSMit+wRW3CdDyuunUwYqriBqrS2GefP89XsxjInu8g6Wr/k/V1fEg8GFkIlcLaneqm4N3jLAB45U7whf9qWxcYCkKnulUpq3vXnpsGsuIRMzXbhtrYx4FZ89puhaciNaS3MNlivBi019VVmcOGg7ZYtkaoqGSfrVrQFg3DqfGxp1dJzL/aW1l7MtdOBKL0PlC45oW6lbS18bc29Pg76Z/9Hv/nw+f0CbRSTkAKqAZMBkRFAHJbSrIFSVTttm7MxO/VrYxElAoNyK9ohSmaZbNykUUPjbeXKopaowaiaxuDXunmtRRwaS5RzMwZk5now9lKb5bRqNwLPKF5ZROfWBkRGYwCz0YPRZNw9xYSKWA2hACAoIjrTarXSWmVvosxJoohYMSaAMIBpSkX1QHotZu/S18n9h//1v47/0W/+6Z5LdtAjikqorpCiqN9jBSHGtlCZZLsRaHEM0SIHmWbcEHrEqqyIUhW8NZO4Qn2g64LDEVax7VrDyNriXd8a2lkF3qW2VzWWLOEAdDZeM05RUi0DhgtU49wOmMWIInhrCjjQzbS8iQauuRJ4dcJ1mNzmxG/J9RFEtQAWWzVntJHadaMe1O8NlJYSYY/I5avV/sf/9I9+AXACeAH4DsD1o3C1AIwADHADYAAD4AAUoBK87uHPfP769a/39IO38b7bHjvm/GqIvzTu804SkklB+2VmvzNtBcQKm+FHQ3ODDvNmvCeDrTk0hFKM8UHPKVpqacXH4zgzaDUeihQGX9SNkpuJE9ZbxRDNllMOICuYnOxob81OXp0a8CYvsu9cTupHnbOrsoK1XCkG5FPRXZtvpTt2ZvPg5N7omeUodgsR03kDRHEkK995f/YwEZ1AXOuis6usvX/Y6m0M3XXNj7H/UPIbSqvvbK2rclTJ2KTawXKi8EA0YxpwWKA4CkRstGdI1hyQOlbqzHppr+5dV0ANkTE7AbVgQZSxvJSyR76UvLPn92XppDWbSVLFZMkgxqbxYNOJzYTLuwV7UxW4AHbAlcSzK9jtQlZwo7HffP317QaPn71+/fCvN1mchqybwWCt1TYdAlyrR3lm3LV2AxIga8AQTdH6D+spbT+ea2F9qXqShUE2haZOUlLb6APN+zptkNxFARWY2ny7nGNtpc8Y3131Zm7vZZt/8f7H7X27GvWs+duUJwDkf+mWv37E/nQAg7VrawrwCOYDcA+/mgR8+5UvQjjn/O3BO2t6FTPZpeoBAt3z0e6C0gc3v6qvz319I7ZaCEPHknmIhzunY2o5AvF1CLRD7BzNnX1ood+b5WnDLpoqQwCTZBY3hruWT2SmCWcxTpAmj4DQAjWunFUM+usphWhbjfshzdQBbP0smwk9yQ3osZqXzId7s6VmkFNyPvJSm2k9dmpa4u5Qz4udTFuyBoNqdYNA/IJ8UI/vbjwaphhsXtV2UJisHqM9r8KT6wtsm4ZQxVYv3Xxt0/3+9PIUR4+XuizkR4CanenWrZlI1QS3XCuIvMBWsL886zi1b8ot5+CbZG/M+Nf/J/f9d986A42ZtPOmqfQKmVv0vnAGJHut80SHDCdPQZqQkcqWKWs1DaVDmhV7lZvaTrKzgNhYJAlapFI1elsVg2lV1Ak1YkSqKkZzA4eCzuo5tRHqk/qRzNo2B36ryZABY4IoGBWGY2+2yp2NGag3XMB4UgAHUKpyazIifiilt3STMpqYxESDGxbTetSmYIFSadSR+9/85X8H/8Mffl/F7TxkxQePW6HO8UlwJESHptgC83WzjVptgAN4a8dUqjdjkrxRd3AJsioxsvHdyCmDj4ZK8TbkQsYKQpOpVyCEVTdlBjSHhtMuiFyh+cW5qQXClBsVZA9q3BDrnxR/f+buLchNxWqZvL9lNOIWXRcz9tAyE0iz5AcEIc9aRA1QWSXN1oZUKRx9bRU5qQQipFsu/8nvvvw9ft4+2jbmj+ZV+ojnfQEIHx0D8LGbczDwZOHBQBfpizi5z82Dv/Nf+P47O2MP/p5j5y5aaX9MXvfSRbt+vdUpmLnVo+1f5m0cSUQot+YB0KGfqp4HoA8iE3jBNZQeW71Yc+x0K+QMLaoPVk4bHII9z9l5b2BD2pW0NlcfuuHa2q4/XJvtTM3obW3e0SZsFR3hUqS1LXheM70e9cIu8qXC0JgVkCBxhgZ8GMHzdNhPXy0vBp1Qt7KZbFcwe9PqFq3TW/YPY5kFOyAVGzALjJs2lexAg9e14ajzVXZdYAYJ6AtbRwIqiH3sylz6V55XfTVRQ+sVBoGsNHIuCKymnbY22PXMKYpv/3+m/vRX13VL74OuMe72ad5mdqvb3TmnTp0qV+sqkzLEcgQ2VqzIBCKDhIBPCESjSPwFyIIPWCJEiRJZShCN0mE+JIpR4qCQgFNJsJ1Y5b7sak6/zz57r2Y2b/M0dzcGH+Z+C0vrw5zSfJfmetecz7jv6/pd1+DJA2d5jG40ahbNg7YZvnP1/enR8sYSounmmjdoYgWEzpk10aCnz98t2qbh1eBhwAxrm3Awo7JplXcdPyZsRWeT0Tpva1EPrZZtMMPTshocfnJedliV0crCIDJSUs7wqvbpcOiMLItxUwWKb+7xXbJufbyvN/fUL8fvP7X9gX/y4/vHeSpNK/QJMJdDxvPR/g9+rgg0Q583Qc7Ac9ebveAJIN6r/BgYAX8xDHrgCYgAg0ZHrWC76XBdu9pdOf3ShA3HAIq+zMZuxmLcGGPP3yi5dnwnOXe1Tnpz7S0JaSh2Dado7nQ3U+4KJvYcap+phOEa8iBm1HQOYXRjenjQ24AswpYnyc7H5aSBMw++Hta48S2Tam7Wgi107SxntcHU46LkTFa1rnDdOjcVtpyAoPP91MXtyuJanT11rRb2gco5a1a11jGH/Xz/GO4Gyck1zbK3VLw/tcVL6aw/FWu4SGKmpbJxbifl7I8CpUNl9dUm5qZixSOXg/ov9a05+NuX5e1DXcmraRvsS/v1P/7i01//tFryYlSbMT20iK5NvJGezWlJ3AXNK7w1mbJpS4NjrauqbU6slIQ+0pS9Aymcp7JK73lOClYyLqSCMaSUWiSTaFEQSIBaFKYhcTXqSMpCHKVMDVHrpCbYOhVr1Fqbsdqub019Rxk8MMyKtnP2KK3nlrV5JdG2wnc4zug8gmANlp+ER2pLEcdGUQs51LKI/4v/+J+m//svfeKXQCvZW/OwYDeQbRZlbiY6axTA0/TorVdkqiVhdNLY3A18nLJaV0AjJKvaBu+0GQoJNDjuu3xesHLdcVyycWYTOVXOa3FvtLm9NVMym0HTh6/yfq+tC5ohx9x2jq5IJU3zZirzxz2lnl2h6VF2N1jmbLOl3MqEGJI06ydHI/mojTUUm4yhRZeW6URMolnjlR5t61YznxuV+te+mP+dw1dPwBNQgVeABx7+EbfNAsfn1QUAARY4Ax2QCMHjoYAUHWFkWIcnxp2hm9DdjMb/bAx1GD4dwt7V0F3v/Ftyn2zlg3rx7MnkaZVN8OckO1+WwqoHHnftMXedsmkn3vnHQxprPuVcjd3eYjq57gpUo/NtkjgWI6ydlpMLmxPzVTydyvZ6w4fmYEqHGIWSTZ7HSU4iIdSHD/XV7Sata92wPzbx7irXo1dp5khlZ7p5Te3lztyfaBNy9nE9sw2OKFUyXrwG5MYba1rJLZOLWVIkmzYuLiiBw5rTXLAP/VnXvl4nPloTCRA1ZV17Y+NuM+cyGq6GOsQJjRrYbwVzbiWyXxJZXa1Lx0KDvs+8CZZKXZ3h1NSTnGoV8Ru7rDU4W49t3Ic6N95SnojvfJuU9Sjn0/HHi94NqJ1zLUvkK6ZT0953a7XWqqu0wHZyPsPsTFuFnbdlmbwNyjWtRty6nAPMeW6Gc7bedNLWZRGKxdD6CKkTwZSHUtZkS+q64cPn78LnQUvxS52zLCUdf/wB2f9oPSnw4fJT9JzyfWZAV2AEhov4s16qQG+AHwFbAOAYCVXPVfjSGgQLrmjAp4QvLbxiyzEQtnur5BdIUMDIwLpe77XStjNFortB/PZ289OcfzlWHaTUPFSd/dLLRzSd+pfbdL90GynVvmZN5FRMIPEGM487/37KLnpjoKvAeJeyGXIt+2qWcx5v4mFttjdtFt2AjoCFWZpa30KpkNBt9XDiELU5RcJKDJiQFoMSb+z8odmO3k68N0Ujt9WDz4PvnzIZy+LqccULLU8lBJMsnHZahFi8tdWk2qLWpOxCnlfHIdniSrBGTELheav9QZsuSZATBvNwKsFzLnVOJttsGWkpucL221zzEX/0T/Sv/+jPda7WKtGE3LTUng1Bm2FDar3VPLvgz4sKq6S8Okur5MCpadBqQqhLYjIk4iNnlUDQpal3XcLZyR2ZE6qJrk4VwSBJssavaXXsl5ZJQUa0qaF2FjXSSAXET7nsrJmEQ62xw1Lsdddyi4aFuBKYWJ01c0MnrXFolURrszSwTEUGaw4Vt5HnRE5zM7Yk4tDW7Azy/+m/+ofpn/+N73xrkp6xni1bTaRelSOChNUYVpzLaWD3gOrSgDx7hyLkc+Hd8ER6AxRIVF37Zk7C3nXEpvcFWrSpYGAz13rnLUJhM5zm8/YT117x9N3WBUZTSUJbFyZ9TNqR5Dtu4t216lOjIMhkyM1d2MS8irFLq1OKNRRdzWJaLWI4GkBMf2UWaCBtCXlRq+l05KGsOkTbNAEW+v6kv/tO/4Wf/m4PEPAB2D4jgQBdMjgPl08LMALTsxAEXAHpogsF4PnX+zmiuQDGohC8AgZHhxtCI7x2JGYYd2HHNnkdG4duXHb51bA5BmKpnbQpvIo//eL9VR8PaTlnzqBzfayzbfpFnj627lB5F5HI7bdIKZh+lnXwvdlswkg+3O3kpcEuUOz2O6PdMLiKfd9sfChltOeqVo0P7ZBsc9oLKDc02A2tVRy3SG5quulCPSI4KtDR4NjgxKLCda04M57L2TPIGikMpe2Ic+l3Jp1yZja9N+d1GnyRNsKc5uKDaMmLdajsnXp0OZfd4NbGPS9LNsYDh8rXwU7ckSjrdJ79VZcW1FBwbn63sUklIs9VPUi8W5ZzdCnLlTVnkLK0jPbKhw+1yGl999UDrkeLhtiohc5ZIruQjBaHjC1LgRHYDrIU6oM9ntQGVXCkdK7oIMKdlkWdPh0AZrLNTm1hcec1k3TaPdx/aIsPrj2dynBMrdXwWB/mlUXr50s665z18Xi6SeVtowJ53vVoLgvft5fG/ww4YAK2lx8tAIFZRAyQLgu0x2ix1uaxZHQAWWOCSXOFyq13Syk8oC9+vI6nmm58l+427sNRPn3x4shCR+dvwnZdr521WG338udvHvFBDoN0VscYUzKDezqlMHT7zZqn2rnXi5zitjOmTKsN+2tMH3SEVjLePKDeTa6OMyWDwCDTpnPj3WDWyqAkYiib3phpZacnNTH3dqj53I/ufqKRW3ZWVxLqvX6wZnCmVEt5bq7jRevpeB6GmyArLIzRhyP6wVQj5dwiU2bTKERqoTen07nEbkuOc5qj1iV2bVZyyiA0U3MwsTf1qXJdTaa5tY829PYxbfq0tPnM0k7H1G2602n+xmdXX7RN+9H3w5f201/vf/VPfJtHeMlNnDX2fLLOCyyowrpZ6m1EW5qxVqqeWZAE0WEp1ZMVLIasQb9og66mDs7YUzNbV+bm2CiBjBpHubZFuVZ0ns9rkuhkbRWyETwRmSa1VmLjmsJaPc6IoT6u3cacJpitGjEelAcbEi3R2JrcJtapdJ1LWRraprTZGFYqCmJWyTV2tiYdnDkrOxLhpoXZ0Lnwv/Ub36Q/96d/5TOh119MR3QmBkxPirCPLnsO53QOLtr1+IjBmQ8l9d70K7KgDChqNrxOxe89JkddqyxUC7xlHzRbr82K5tAs5BzGrvMojc0r0GC58vEp0xm2k/yE/TfM8pMiWdO1jXdutmHg1KSY1fGoiI6v40nWfqIUq85sQOZhbR5WLZZMzXamFHXB4azePanqzE+u6IKzo76YaK0xp/dL8/KTL9b/8xcP77A89+4+l7AzMD6zQM8ABsBAAxhg4BG4viQ27wEGFPDAALTnzd1AADLAhEfFFVA9gqAqeoIhfGiAw9YZRTMAE6aKN8ZUbSeBKB6AgfDU8MbisWIMOJ1xF7EabA1ODS1jE/GkQIEaCOAMlJAVgQBC9Lh1W7Bcu3FrPYLnDW/eyDB8arBsfnbDHWcvmxdX50bOmQ8Bow0VJ7cKe1uqGtIC30l+Ct1LrhOPlmZRltYxrU2NtaWCgxmbTruwfX84X/d+SVoBTxaao6e1mKp6Ws0mnEi7qtrcqmsbY2gQqGFuVpEyDWE56xAsSmOggEeLWkrLOg+B78v4oi/n3DZWzxoGbWKsZQMqpTEzp0VCnu7P0/K41LH4bkumsNAkZeuC2lKXuB3X1bTe3eRajE4ivYgWLS2H/Y4ekhnb9EH8tR4We0WpVV6Xs3M95ubo6dCM8ZOZNNNhnd6fFK6m1XLIP3o33etnCU+neWmZj/Q0TXUt8Pw2y7O848ANcg/cXWJf9nLS34JN0HdJw0X2kQuD0MD3kC0w0n7VJw/oMxgKPAAjbEM1QI19zvOdgYHrnfj9CCofDfuHve6n7rzhjRdee9zlko17s9l0PG2GVGZ+uRudL8cp9TAm0Sr+RVzP/up6Opw3O13mfjBtNv1gqnjHiT1F006Z1Lat8Y3YzFp8Si1HF5d7564J98ntom/TMbm+f3+g210r0lTH7TCnx9rv3OlcZhC5NhRfuhSVBZO1QyUzrdTZ81xubpaHt2xvu/Gppc0wlOW06ujcXB7XbW8PHLaG5zxNxD0Z742QljlJ5LYSBbO3eDrIxrnel+rIGF7Osp4KW6XqNJdSa2rsjgpOT3O7vbLYv+K3mu3D04f773w0/sqf/MNdtKVOkYfamLXMREPzxTRvWBsszbWtoh2w5lajwyQUJQt5JueoZmERgQ6MuVLfmXDIaW81gVmCoFmWVdUqDLWkJZpyyv1gcNLTaPqKVUWlKVupuWWxhuYPGdeBnrIMphkmoyRNo+vUZIUPbGrhLqQkMRpdkiGUVRobIbZGnQllKcNIbYV6dmSbKTa3SQmn0v7cH/X0P/jo0++82HzbtPHM1bRerVTQ4NgRPc52M8xpNs6c1yoLw69UXOeoLpUsG8eZWzDGlXYy9MLReSmus5X8rqNcIRnis2Fz1Zss1AnazxjDVprqSU5UAhMXNGv9tB4m+J3qZqevWAtsmqio9sFfIV9tqeTmVvGdnGuQph/UoVKGJHWdyIlCaWlmuiFKFmtui+qJ6rSAnekVJLLSUvDwIf1zP/7yiHQG7oFPgXvAP4dxAI+v182Pl4PYMy16D+yB08W4+wg4A/7S09IB5+e+xsv+bnNpdX+u+roBSuBTE1tBDBJ4h4WBBlY8NLxgnAQZ2ABnRiBIQyQ86tdiVACaBzccG3qLxgiCwFCP1OA9akIS9BEa0CoA2Od2AYIRVAULPtuY4fr1609dHF7cfjKYn9/qZlRDXagLXPZbrYdcr/fpyw/99i6cD7p3ZmGVRYNZDgJ1g11q3Ie1lKHnekq1WsRmDFIxxeQr405nbLakpybXvL6rrgfPrhrZBl1KNdSaxrgLfEza8bLCO5bKWXK0bkli9w6TemPWudaBYqXFw3sfDPuSTmz86TAvbw+n+2ki4kFtjysfahPqbANcsKJChdxGpOp1GJ+w9mxXhSlgAorWzkquBBxb3jauKsh2UUlZWHSq1WSIFrO0w4PEJU2luS/q+cM93H7z/vG+zvyENa9bDT9ZT6HqY5IKk9CeY70CeGAGAuCAdOn8mYEBTlAA7IBKqMAV3KxluvQ/J4dcMAAZiORUSwEimffaHDAAMyDAa2YIFMID3V1df7U8fLb9ho8ar6pL/jRWt+/1J0v81q1uuexl8F1eW9zd5L3Mj4s1zvkofYXAx5yy7p0sPgbJiIayUmQCwRBMXMFepnyu3TZ4Oxx13fhQF2jgZZp5nbr9cE7UkaykVjnboYXFIuxLzhqndLCdb6taysfYDWVxDNK+lQUDt1WasHGlKpxInXJ/NTxlcDRmWRTWhCLJMcPwTvB44mHjbCmpqgibrdVqfJorm5yav4VdRffDMq9doyoHldRMTHM1dFgS2d7z9O6h9M6tYxpTlGzPg5wPn7zEz/2JX4xbG7ita4jOLMVHlKQYyE1onlSlEgk1VyQx11Lj6NO5sQUB8KiiNosoWUhlIyLV07Ms0QoFC2ZYGFnVWDGW8lLQOZdbYZXKa8BN1q8CdqdSIcgtCXFEe8gtmiocBzevy7CN06S8dZ4oqC7O+CQSSDMpN1epMpbaTDBalVid8W2unaVVMHZIlchRmGoVLX/uv9LTf/f2pd/FX70KbxYbcuuAsHElcbHS23VJMfr8MNne6By1nXSwKguj17BQUoUX582Mul9adba3nJvZEeZgo6cT50PWNypCsd8V7ax/YYujzuD8QaJUeeHzT9X4LF8YNrl8I7oNHx2NgyZhn4scNHzU8WjWOzYaCwuLpK94rKf2BNuU1tpW18VWG6hv/F45+nJa8lnLYvmcJZAVAcs6E2e9P7d/+cc//hJ1AlZgd0FCOyAAXwEjcLjcAwzwHthcNJ9nJOMPnvvPC1qHS5PXDfAeKJcLRH9Bvx3AwHsgAJ5M1bYCAbgFjkAB2kV9MhG8fu0WTkAEDLABnoBrRpWvNas/uLtsAd1iOWJj0RirUFQVIBNqwwj0ESp4YihQFuwc1g5g1IxtBwfz2X642Vzzz/TfvLk+XSU3fuPqhbyT8mJ0aWjOv0moPpg5aSfz2fVas7KsOl2767mcIjlylBNg0S0rOpsLi6ZgbISeA3PWlTCgnMhRWwXqrVrtz1VGu2ZsDFLSTcfl3OKe7NzSPtIiXcNxdO6h6KAFinjC2/tJj8f3v3tKo2goa8c3waYx7CyVGEYnZxt8axSZbDPCRHY3lmPbBM3JeKlT4CDCZZWolLo5Hy0oNfI2t2z6fn768CSu17IKjtm3MD82+eIwLak76X1dzMztlEs5rqdynFWkGgYbrAkb4D1wvhS67YAJcAAZ9MDUgOfjP+Ojn79++nwqSxKBMoTQV7CDGGiBNpwNOqCPWApyAoDRUqq6AI6QgL1+7QpsALYw+6DNCper6tqr7nXflT67dUu9TZ+wB8274VXQdeiCx2lAWlCNLR0+5ZhDYJkhxnbLMl1bs8jQBRDQIAXDJlhNeVF4sr7wurd5AntQDcZoy1MhoNq1zjGObVk5wqeggdQIq7GiNVQUzVm876TAd2WqKqV0zjcTN9PT6WoI7xmbmr2Th2z23I7EntwhHdl3oHWXXQ0UC61cCkdeppMPW6oFzfCmUI4cUVJRR1Vib3otpliy/u18js7l6WxglrVRW32z6Yx5PhCNdGPbVMpSbWfdYb4Z3G/8mZ9Fz3014DYnM5iW4FiLUaOmB7LRdSnqiquhSaZNj6TOtTIzhqYrNY/bBKUykY+oIMqnolfeZKod45BoEzBVGlgTgXJjU1VtkZIbD65lpaBpVeNMnOSsyTCXBFWh2mCpOMPRhknWjeGKGL0jjaQHln1hOJpTTdHEQz5vnJ6LtZy9saWRCis5HxaFd+rOuQwOJ8n/21/v6X/4c98IrGte/rFf/NT+9P7jZXReY7OzVQdi5Jq0VV6kKsG4xkpoDIUYRlLdisnUB6qTbgMmJetDrWUI9lyZpWTAQ64cuw3jlvTGObj0ITm0JUvng258PVdt2XfU7IB9keBSy2MYj8txiKS9NcbSbW0gBJsJgWt6cMNplaNy0yKrNxbGtcdiW0ERmU2aM1de3lHsGldtxsoi2bZTav/c33v7iPkB6C7cxXQ54FtgC7wHvgE8XCJjx8tjvQfSP/ISA0TgALwG6kUOqsAIAEbQnnHSBDxvKFOgPht6IAc9XbIIevkjFxf6cDlF0j+yCfY5tyyXmSHAlcXSYBTswAJpwKVq5vnr52cTkhAIs0AAG2FXKGAGEGiI4T3WO+WV1ZB65sFuX+yD7OMrgxJvtt8a12Bf3tWZ7owr7lWritb1G/IUcjLGuX7O7crTB+i+0qOeGVvHy1G6oZ4zxs7Op8rOcdPiMcxYW9UdFyUOkQ4n7kxb2A9VJ5u7GdRltwxLqe3xaf5Sz9O9/v76g+O5niRuT3Z4gVcgiptWTh/dvHaT+KHreA7gYahTHWMl71bvN8GnVDYdnQoprCgGlQVt0HSq6mBLLZJcySua4Ii0MXoGn9byPtVCnPrhe2+/+3QK1IS79e0HNe1xkrDmCr0Hfgb4/NLrEIH7y13QAd7DNPQjFsH1lu64i5G/9dHm6cT7j5ILt3s10yl1FCyEMh19G1fVsSzql9PpqUn6af48zz99XA8cD+d1Dxwv8Ki/uFACXFNf7Dx3xNrveru72ui5DrfOftz1cVxrLjdD/1pLHoe4pEL+1ebYVtdcgYm54IW1unOypDK50XAdUafxpZR0s/CxVznDCswAFtMNg1lgQzMzr1ot02yNk6p1PtJmwFpcp+dz2cYb5WmROpi+YEGRYaCpspYGZstF2dY0BxdOytZyrEplzUNos4Rel0kRCAICDsncWJcCvVA8kYQUJzrPptNlDsFXSEJ47c6n3DnwQtPo+6GkQ6O9N6V5E+f7d9X1tIrT42QJLzR/Na1p9tve3itXrFztZir3md54+tV/8g+No7OapDjyJicNRtbWDXap1JMcaxHHvvJkalXHSa0jpcae0VTJeDSntCYYp9ZxmlbjbWssER4iSiFjHWk7o5mW23MdFGtTgUC1OcOpnke2RxZGrsVb6Ko5g3xNc+Gxk1TtYHOh0JP1XqFKDK1b6NRUmFGaZWPmOvdANR6lGBuIEkOq3ZIS6mqcpOY7LP/Gr32b/scff+P2o5v5dOo38o3tsL/XXWtJY03r8DHRe0ZdUjV1IG6W6qJsNjUf1BoxSZV7mAJb2ZpG0QY2WSR0XNbmu9Bs1vesrm2y2XwHcmUNqvaWyU73C2mskTsvLVi+X6oUtZ27odr1vMm1eb+WFkzVyOPZfqzaYkvJbmOeKaSs9+rW1p6P4lZMruWRTaukaF9Wq3J6lG41kzQjJNzI23ZqD8X8H7/7u9+DuMvR+wxkYAsYIAMeOAMAFJwhz7vmLSDAM7G3ALtLZWMHPALuMj/CRfB9CdTLx7gouVfALcKMdAI8x5/Kevd8jSCwAkDHeBT0X8vBWIErwk8Udxc26ZkXnC/EKgEvgp1TfQ/cXJ4R/Mwa9u40lwL0QDawDFfwFnjl4pOs3PBywEFRZ/iIke09KjWYhrSBXVAFrocKJoO9wzkjOHRkR2evnL/dxe5uN9xt+q2dm73+bCyVdzt7sHa0faIpU4A1dl90ZYL4DotyyPVUTV+lDeQyp1q6OizprIvmJb99J7dL/WGdrn776f3xw5dzfpqOBMwOHZz1ZZOjU9puu8lVEiL2fR9pG/ev3NHZ3Ru/ottdAY68CXxta9I5SEiOONN+I08LbBhze0I2ySTk9LZ6Kwmc3xd7TvxY7784Dqzf/eLLXXHY8KfO/uj8WN7SIk0bPHAChKD69XNfgOjgeiDiZ24Y1/3t1eYXY2sUwNZuzGa39VW5MAzG2w6aan+1tVNqLg6SP9TSFEZNbjCMhTCKFnjV81NrbZ6SefdQv/d3f/LDWn76RX5XnwHQr08SEdgB6lANrsnotuOIfbT717tx8en1fvzYt76lM5k3Y4Jur9pTFkPbCTKaZRYeGej2Oh14QKHXhp624zXzou6O5Ew+cdXjeqgYQliojZth0dbdjubz09IZP52a39iieZCuBazHaejRdKyttmC1tpIxUlnorHqLeOI8RJuytpaziuuiO6cSQ2OOdmUa2zSrM0tTX2RlMeqtNL+jVYOuM2zHVVgrL4a4FKjptu681J2jp4VDBQYTWg0cLIuSr8Wc2mMu3q31EPFmPt1noQm1qNlupsc5A1tXJrFXxySu/hN/+udqtINJreZobnI7C7wlsbDCdV7jENa5VEULbFu1hgKICAXMkSgl33flWEOHuVWXJbMtFq5ADbFnZOWtlcdkOz5X06h2wkfguiE7OKFVauitObTZq2mq2mptszCl1jx81cIVvsMp0bW3p5q3wTXSQKGKtVjUolbyVh+zHeg+kfcclcAahRdjbKk2smGWJeXRh3NZ/oVfZ/ozuze9tdZxuBu2Mv2C2wym7eHTUsMVJwqDT8up2VWyE8x1sOGEsq98kDKSSw496VOjLqnrpVRjDRGbzkimzrZWcvOO2OL2ZwK+aWvrdD7VykaW4kZ2pI8rDdCgOhM6SNfMTScNppm2VDuqBnaV6q5h0xUHTmQjlXvbLR/a4m2WQmLRt2ni91ydgMneF1nBUzqtTJXzvNrAjQwU6dz+D7/7g5+gnvA8gnEDPF1ojWfh/rl05XDBt+0lMfBs4r0D9hfJ6ADsgfPlyr+7nNZ7IAOni2JjgBnYAJ31ueZn+G9/mSXzZTw8BfMitTNAwArT0AA8b496CYD5UWS8BJgtsAAvAAMcgd1Fknq+bTw9axGEWb+ukr8F4KK17biWW/CkatneSxk2/Z7ixKfDXGwBGMbh0HCsuLIoAVcVjwAsvMGa0RQbg2PBTUQjBIsJ2DrMlaMz0VfivZQZ3L8Z7UHoZ0R+gu6zwJ/XQs0EQ/fzac/tgzSr+LDWYlFbGth9MZexIBa867C3uM+4LsgWuw4PB9yyfWj1BWA4nrH2oLPx11SXhs82EVdXgWC26HYjbphnt76Ot86vSGa0SnWVaI0tqXRfzF/O805cLSkLPf34XNZW0jwVZU66cp6XSWEZW4s5I4DE61P+esZHRlQUi296vPz521c2ulf+9mXoXXce4zgyLO+iJkcbkuIGWc+yslrpgs0SYmhZMXqboQEZNqC1ViUETYhc1fglPVBw2jgKze2JOeXj6XD/Lv2n/+lPfudt+vH564sgPeNDQARuxjASacS429FVxFp2H+/Lt3s3cH9rUTtRLcxLB0e9nGeMluHCJmEOxRX1vZhq1hZc077ztJf6GF0/MxnjWj4tsruKBa1t+vGhrFVVmg6mZeN8Au8Nyqw6twa1wRNsao/qNqSnNjPbJmvDXRfWlohcYpUGb8uswa4zhX4jZt4UWbxHUnA2zEnUZYJvM/UjpSe1O9WjMwPlNTk24kydW7fvSqsUiJcGXUzsuaQ1Ao5s5lphcznn3G3qPEUvpcqUgxvOy7miO7dTyOGa9P6Q3mzp0z/6ye3gIXNDMOpBhclozXBWW/MS5jZFgyp/xOrfbqpqOtDB0o5RIcW7cS3Zc1xpZfW1SjSGYECtGmtrJWvmvHQOUxkCH4TYEeVmAtUE67QRq7Rs4FbRwDlVDSSn2owtT8V2zcZuXooP3NR0waAJInEhMtQm6bZkhU9SyXksOTiqgmLIHoV7otbUmmYZWtmatpCJUv/ZX3tF//Nf/tn1cf3x+1bC8c3Ht2Pzf3THO+rCUmqkWKSU2olTbmsl1+oqfrNpbWVjU1qt70hMsiWmVgdD6huStQNXUs9hXZWkkaWNJfOJ7V6aRqUtxppW2JhrysfmwEuwXcq1Cr8Ymi3NOstZZ2cgMM1eaVrtsKM0QrtOmJASaW/ePZmFayDyVhbb5dP6UI0NOkG+zNInecdY6Xha984uszqrJ6nz4v7Xv/v7J4gABjgBPWAuUswV8BbwwPZCbVfgfAkEPFt86QJxP/dz+eeTIKDuypXHGUjADdCACHSgAiUA8CvycAkWBNgVSKjPQ+V52VMgODAbWSumy2/48xc8XRSAO+BwiQWtAIA7wkm/thCfKVVme5QaCKzIwAx8SryqJDgGKZdKeoWetTx21S2mQh5ErsFnyBXhkaACOEwF0YEqOg9J+ABYoPM4AlHgARKsjI1FtpgXxIjg4IGUUT0CkBOYwQ7Nwi+2t/XQUBoMcFDsAWE8ZYxA6xAnHCy2BWBkwZOBAXoCGlbBnYFpXytgz1TumWAUBXDAqUNY8Bp4BwQH7REr/GbQTBySi4NtXqTOKanR+jSTcROXCDOdEaglxQIUhQeqQWggIAD0LPQRVOENmOy4q+PrVz8bgv2se7Pz2AWnZvXe9IZ2EB9e2KrM0ZF2pp1LPue462oSo0J7x8mHeBQyltGsYnYsycCJb9QYpKrCmtTEUHRVC62E5Eusj2e0+qMfLP+f33v8e3/ry/z0tRK4AlvgpUE3+jLaDcTpuLkN+cUWr2v/cudin0bbdA7DXWj6wT7BXfvT03b/WvBUTWe9YBXq++YTNxNdmCcedqe58C6GVYPSooxRx+TaxmxXW+siruLcjp1HRtcjPOXa85RNF00f7KFUb006TWrD+ZCot1qrGo2NK0u1LFLcYhZodzXUqWgFuRAi23lZDGsSDkZQsVQ7jJoaOQzFGJ9ATtlkXalBXQzn+WncDmltlFqIqDN5j6DrTKG3eBJo0o1vq4pOnPLBqzutEqm8P8u+Z7F+WfOuqFT82h//ZHVmQFEZg6trxuiGczt1omR9bc1RXZsPTBVrx5iFonFVxDR2bmp6a+hxwaajY6kmOt9aspZLZUNekVUCKNUWg6dVuHMkDUZ1luoJVa0WaxxXeTIgAMx2KZOndiwgsHKJKGq0yNjbVTA66Iq0se1YtxGnpmPTFo2wEFFWAqGtxbHTorRlc2wUuCNz1haFVJr8hV+39M/+sV911n74nZ/Kr55+/N29lePP3r76xfe4u+Ir+LNtO+H3U7mzOBU48tHMk0evbjXiF0VV2lJO2k2EHspwjquLnJN1MadKvfYLz7588irkrSHXSqMwApkRTKtlaRi2bV6JN0S7jh3rzvJJ0CCGiYpuHK0qvti7vshqyKB5NNK00Lkasau1fhzli/fhUPLKnjV/XnRNZkKatKpWxiA0iY62/Pit/d/84Lv1An3qRVu3wOMF/OfLXtbn2M56yQnj0stoLhhoAt5fop7PL9FLxWMBNs9jI5qH2q6B3DArIsMKP0I6mBPa9jIAFHgAXoS+pRkAMz+JPN/384UkufbGt7a2//88INBVj2Ldmiin9Ma4t1RCQ+pgFx+1AKqMs3rW3IC961QZvhi1qWZGyzU0XRnujPK8gfbDxX5YLwx7uLQWP2OyB+A1u/dS/KWghi2MgAW+RzKMLJKwYTSDLwuugeRRFa2BDAhoFaRfv8/Pl6QzcA08XpCq58pmuXw6AriIbAQMF0/lfAFjtgYMVIY0sOJeMTzL5QxiCKO3OM0YCT9l7BsKIBG7iizIAgIifz1ri3w9em+9mXMzjI2B77a7a+Wrdj1+fLOh8NH40tGj491r04L1GJdyMtK569rZYKhIaT6EWcrGYT2ZznEbhFfjd5qSjt61JraabKmnlgFPXnil2kBcxQWzsGVkU7U5Q8ucN9au86Rwuc7f/WH+a3/th//gPz8e2tca4wgMAdvbgTxtX43ixPGd/gp1gcx+P/T7STGMZeUoZQ0kk7PXrj/XQom0W4buRdGTc68qHkzpu924ro+ezeK2nZ6JiNix6SD31g0odeUCFZNb7ck3d8plS232vW9dopmkRc65BOukEVmj89LIyAxz1+TsB1OPueYG3ljk2LVGOU9XbJ4aesNoq1BX0rnavveuluRDW1cfuiQSQG1trqMCa3IxNpbT1I8xpdU4iB3MmFqFBelJJDQupFwzbBGx/nE5FQY61adMLk2t1wHbVY6n133/5hdfI2YW8lay+EhaYKTA+BPLENgqIOINryKmchuMy9KcSlVF873TuQWPo2gg3qikQMiqvdMCIYkNSciprkyj6pRk2tjxWE3Py4LeQaACLFUCYB2tULRWTlliNGtRQ451HUKsDYYGa7SIBCxrDa7TeV02huaGYBLYGVpErKozbp1a2Nv61BDENmNaq46gDEL6S7/yHeY/9G2zTtsXr/7kb/zx/+b/6s+OvzG8ffvhH3a7udCJbaiyktt1tLZygCkyFbGuOFHyVVNTdFJPaoskU2PHbGwho2VVFxIrLGlqi/COdTVM1ahH8I6aQzDSG5nQ7UPbjf2rTrcdNkZekNQM0pYyMNed4yAtLmFryrR6YRVtLokl2hq92Rdbfax1yUFqPhsrPqfIFg0Bhm0kkygSrZWjuOz9zM2Anx+pZ+Dp0r1+AuIlA0wX2ucjoAIEnC7szXp5uCfgS2AFPgYAXF0ahJ573i11e8DAMEXJ1jecKhWlztA7wQzxRIZ4S1BjGcgX0jSlSzpUnn0BPF2sv2ug5JYbzpdWyAhsgq9JTVLX2s/F68Xa26HfOPOiOM+VBjcQVTEvuBrgBZmZMhsqNeelplIPRZuuSqgozyVlT88w4sVsdEAMX7Owby+jaA+s0p7xpOepwBUbQXE4EpzKktAN+KA4M3Ye2UMdBkEXcCiIAqdfGzDPtvkElAs1+zxRNoCN6C4XrwQITH9JTr0H5os9/nz1mRtagxQ0wVlhL578KGgVNUMW9MCD4qZhAq6BsIIqNvK1M28FgdDJ19/YG+de7F6+HMwv3Ww/vtv/6qv+zSd3r+++MXxz2NxuemOX0A9vdq3nwW+Pdu02QwuFzqao5IUw8iJW2R41xi6XqHggCboW8YNkBQg1JKPrYtCHttpkOJkI9uw3SsGqJYrFbkxCDVchu9Xtgn3J3Xj1i7+6/7P/9B/5p//7H29+AXTRJ1vA9D43qfdfit/19KqGlXQTR17O7rDrD8lYyae42z6qjVYna6Ah2dz77XnKNnDj1RnEXTnO535sOe57fJUlJjRS39XaYLmOJ4Qgm5CDuF3fbubWWXVPxRu1Mx5jqnAzmZ7HU0C54hMBQxRrzatQ1+CvNFG3c36jxhzFe4FZU6B6n+2tNa2U0XWCNG66vaOG5jw33YwdT7kXjTNfd0QfVt/UCAvU30VzqBRdLtz8eV7UkDMLYbRFUGujEExrIYh/cuzGVs3iLfJJdz3LZpKnmbhn0+ay1KLzKodZWy3vsm0lL6ZJtkJ8blTbKjRBsa7nkeqhrAF1qTDqDc+rgvmB2KtmtGOwvBBFa08Ya3WrCigSHMOKOtDQmc1T7bbeHzFSRaXOgAkwlKDapAG1ar4ba5K64armGD2aLtZSoaNqY1pW7UOY17pESwuEuC0tQNOaN8ZYsq7WbTT+0PqBdoWiUwV3SqZK0+x/Hq/o3/o3/tzf/hu/Gf76fE/19mq4+u/8zN/5j797+Ot/77PNt35jYCn5perMldZaikGjsBU7cYvomi5KrcHZspp+0yb1wXkWkucmAWtYY8kHHq0mq68/9dp3bFFuqde2JHFFZl/8ZjRAVqG7MW+L3W4za3y7ZgPuSKPFOrsszQ2urIVJBrRovHd0TnpgeTySGBuQphreV2mGz9qq4NSwVCoiJ2reOqtPWTqhv/bD5V/86oe4iPLPlKe7eGsR+BzYABt8LQJMFxfXg2ZouDxZvhZtLhbxFaAEUaNoN9ZlFqZmeQisC2Gec5HWw55QCY5Z9vIs79ADIFzO8rV/G71POQswwRrUyLgX7ADAbAkHbdbyXGULsuAD2ssw2q1iym0WNs54p9rWdbbWUvUh5i9W6UECSSBGzzj/QV7hOeP2fNL/NvDbAC6Gh1wM7R54B3QXvL1cbkvPGvRzVu4ZVy1As7jd8uEk2hAEJ8AjHrE+xyyW58KqCyD7/PEGyMABuAMeLxLcFXAAnhdgPUtzE3D7zEpZuIoHYHcx7TNwDUyABRLwXKmPS/mauTD4uMh986X5Y7gELP6gkzkAI+EEfPrm5Yz5Zudl9m863rywa1b3SSfbzSZBb00YeP96fEz9bjjXArLpiHFjKwxMcyak2oYuZFD0NOeFPBYNGxPQUAIC3KrZGliAOi9zo95rXnP0TrxyA5E6K4VVTs52LSftKVVqWhxIbQvKaXosf/97j3/53/nRw+/Ok2gE9l2I37I3fjQvN+eh394W82qj6oK3csOe93M+uuu7tJwdW0uyrtwFTaaOYafqjZ99gC0je7a6qe6cUxZqHPsIXuvTRnjZ7niaiuuWfB6dh9bQwoG2XTDH9V3HoWr06WBHNRRMa9dduC+xtmPWVkp7aelgBifLQZulRtNKm57aUnNzLqZaOqdr42Bas8GrFGEukiPXxfX904qr0PKT8gCeKnUwYmfRWEraGN/EZtdGCWJqJPOUZxdsyUstzpvZqG1TXQgGWSYlXaT0xQZoduf6+pqo71ZbxjFYaVXcEMxMdXBd1TlyYG+kVVRnQNY3ozQ4c8rNGkcMJ02NkoKYaqu962rlzpzOMg6m5uqJFmVnyBddFFu0R80Yep7LjdJ5btgSKonRLGqYXDXEeSI2i5RI6SC7LS2NQ7BYxVgYICt8NHIqqQOSZoYp0K1vc2kBBjQx97AiLaqWRa5Gmgs7w21pdmN0KhN+/Z+gf/c3/2Un27/7X/wXOP3oq/9k2r+w7ReGJv53/83/6GN89Ouf0vbUAuu6iDbkgH21yYhNLJwGCrMU68gARewYZCIZRrM0OxZ7LBneBtdYqffkXtjwkdMgAVzR2PrcmllEt6aSuFubN71qlRGGVFJwJSU/WGR0UR/P9o3POdp6LIgYGLC+LTIxjjNZxWxwXPQkdFCuzZy1nrNTnI+NZmO3VBNoqjqYv/y767/27gfPwvE74PoiazynAcIFye8AAr66PEGeRYnNs0QAbNBPmPsLBfgcDUsgC++Q2ER1VJCHEH1306a3x9X0zpy0xUUe0a7iENU2Opc1zVCDsKD2hAdtIyGAg+JzSLwcsT2wtwzxrEV8K4l7iGyjXdVkjBYr7FTrRNU5R5KOVfUy4SzYQhYgwK/Iz8fb8hwmAlbgDPRADxyew0fge8gbYAaOF2P8mTsKwAJK0JvLc5kRCOkADBiBcw/bbK2MKaM3aO1rGlUvBTjrBW99bjeTC6i6XOJy7y+Fyc9//y3w9uKpdMDD5ft5frj7Cz4LoCPbtLZ/JL/tQE/QLdCAL4BXz4YKQwRH4NmM6YEGZIPxeewFMzoObrQxmM6/pCrj7u6OqzO3ag/f6gZGThJuTPeyQ/DR1QJyGQsHaApD1kKayW0NWiUxNjIWa2KGkgXUaAhN1PS6WdLZuwE+IxnjlsxjzwvEqmGhEoJWsmiOWAUmmJQX4+2SmnWNqi28krLW4/qD7z3+pX/37Rd/560S7zqah/jNT7ZtqDdXY4l9/vmh53L04XYTnmp8uWtPD83sNhRGTCnEgLOkIZnh6qpza3HBnqK/RUm2d5K7FUdjXWB6P+MqpGldjDHrWmOkbF1Xak5PIiONtbawHcvxiMFy48m3kLjsrVtN71qF45ITheEwHUcyiZyrVn1yrlOB0kEapUW8s436nvtj+XA1+ENWry0VsVJrNKaU2sW16B61BlNnURgOLKWw07XIVjmEeC/pFt1BtBeZmWuhJEvMCw2bZV4dAqYnqJ2gG4c0WZJTLf4Ttz79NJnBFVW5C696WRD8lkvJ47BRtdGXWezGNYYxgq43c5HR4anhmsIC6gyyaG9MkcYwwbNk1xEdW/akSXWwflHjeVnFmLyy71Khwadzs73TVNvoKFc1WCehwFRlbdULpUoxaKvAxgYFyMh5NZ1TUYKwo3pUiqhNJFiWVgbmk3SdPWUOpo5kTlnJYSy8WpNLs9G0U/VBxP3af5v+k7/6r7y777n8/nmO7z///u//h7+9/+r88f/yn/oHv/X7P/x//Iff3n30yzf9tq1BaE7ZJ5qr/vYXnxuUX3vzTd8BAw2qtfYO1KzEXtcSeqdP5DusCivHGq8gT7j7BeabLWJm27wLE5otlO7U7u/QpzoFbGsbO4XUZe7mUqo1150Wz/c/xdCwHWFtY6++5uoHyTXPNkdZz1SC+pU/MOa1fEB/3+pZjeZyZrfUI4wrAohkx9T+1d9//KvTVwU4XgTl5zKWbwLfuzQ6hMsypmcl5A+aQfVS4IVLwvPq0vPlAMdoaj3BkOkH/yHpi75bZR3s2Lgsa6PkVr8YtPOkL7ZBptwG92HOBiY6PMwlIFnvS84ZpFBjXG7FwcTe2TWHsG/LiawLA2rpLOb7efHwQKtogC+UN+o/xEqryNdVw/Qaev76tGse0F6DHkCvPUkVKCWyPbW3hKtKj6gKDM4eS90DZ0JSvH8WfC5vwvN7lS/KuweChdavhQgGCtNZFMDOm5pVIPOFmLy5hK4NcCaAUOTrdMXznEiXFqYjEAELctB0ua8sl1T2891rAB4v/Qr1kuUegHfAFQBgiO6YyrNLvALXMIrWLpreHwySDTunmDt9yXRWXA+BzLB94ceeMG6usUrn3dV1gTqzuqvedkRRuI/2Bu2EYevSCpKC0W9Yjit2wBxpT262q5TYs1RIFySTMrlWarTIZAKEGkxko1pFonOlirW1cuwNshbPVJyV5D3bRo0RCQeIQ0oUipbAxDWfp7N+/0enf/v/+jv8w9MD0UffuVXD27GWV7vxG4PGYSnr7m5romXXJ2qVbD+6TeuyKzZbHkxWPxicYfYBhWwUk3PpguVuZEmiuZID9Xr6UvqbUoqxaCyo9inXj1x6XBXWutBK8duOsm6kfhAyvtzXcLWz60mKKbkR1mYcz0q7oaWllaHbZrbBudPpJGQI54ihizzXwPXEm5gmhfGdzg+ZBpsaqnV3B9SeFoZPzXjVo9TOD2ueWTTGVtOwi8e5BKMtqxrmmovTfCB0dTPE89ORbUaFt9NDdp7ZnbB+5Mby4+PhP/i9utTHMHz2MtePxu66KwG7u91JQNsNYn1tTbKmc4BVFrHOzU32tiYdeiQhNt6ott5GxiwSB1eWcqv0RKjEnajtOCXxxCaTtW0VTYytGBXJzkTJa+f1ffFb1kUyt5XUCFJhCioAHKuxbq00WOSmXkP1E2VTjFkrBsrCEchSuQsyww/QypxXtt4UYdNYSKOrqfrg9JAx/Nofo3/1X/ufdPZqXt/316++elcgP/2Hf/X97u9/8fpPfetv/3Z+/3d+84V89k0+v36x7x5X5/t6OP7Frz5/A/yJu9vt651ZV2tt5X5wzEpaNUY6g2NHc6D+oLmVPnAJ7fo146ZDYP9tKv3GTDm1ZlaLImpVNsV8/Fn2qLr19bg80uA+ZLODdWwXsz4148jYbEDomY3W4klyzu44oUhzA5dH+pL4qdIKHKlO1aw8PUyd6xaXzQdUj1n1f/e3fvo5To+X5/jmkgaIlweQAZ6AF8BXwM8AXwDXwBcXH3IBboFHIAJbcIU04NbSoJ5VJ/FdF8eAQ6cvORwc7dNpadeWlmJKneVcPGEN2or3G6GHefaqizUmice6wuqm75flKEXFjJ4fpUQxJOyA291+OS2O5Eet3SB9AQzAHyQAXrI9mdqpXUUHbaOiMHsRRP9t+L+7rp9Rt9rSewmFpuq9r4+Zd0HeJt2xns2mz48jNjmKynLVgkZ3SI++i1JsXvJPLZaanwACNnAHlPnrx/TXzUgr8ApI422bPuzUPpiqiixfwyrtErvzwBGoQAeAoPr1FcoCbBAb3MV4vwLuL5s7NxaTgAX2Iux0wHsgPbPwQASmS1jveTw8B6qXy/x491zIAWyAeLlkXA3+Gn7mMl6H3VXnEq+j2exjq7lzN9isr7ZX1aa2Ugy83ME0m3uziXF8vVrZJFpdarnzQLXF3ht+HWiBXrOdaO1dJzoDQ2dFIbRS88RAzRp7BykQY3rDaFiUnFpvhNRbt8422HPmgVSJuREF20EryZEMIFyUI7vSFiJGOZ3P/d/8nS//yr/yd9uXIdzUcjtuAvuX2/BLgx3D1XZ/5BZtp4QJJ2PurnZ+LbQnTJtNX1NVULwGskGIvM512LlJXHRNF8tGuOnayGKdUfNwNR4fxWzPWXdBzAmPVNi51bWtjUXahp2tsH1ZH0u+ieFJZIN6zOcKE82sS+ToDuvpqrOH9XTTDScePU6VCcfaX3clm0CS22qtyaLBPJMwnG1Ore+5zVkMiRA7uMrSW38qQx/Xh7PfUooxlHUJdj/VbLWws4ukPK1j9I2VUspQvy61UDZEfgBHV99R2fjfevuf/+t/Y1ymD2uMZtr4cPfpJo922PTtpYaX++Gj6/PoXzmUzvTeIVKB37jSEIPJFfYm8gS6c/Yhl5tuL0jGQGoWu7P6WGoMbj21cO10rmSgSUCqxMaAq6QifmN5zoihTlUGOJEMjo2OSlaEo1GAS7MbI1P2m5AmgTdtrTAGSXOUyGZNKzu3JriNQ1Ib0Sq0aciNrHVGSwKNTo6Lc77GX/pn6P/yF/4XpyL93V113Yub2y+/994+/vQffO+Hy9/4h5/8sTfzuPvN/+dffWPXP/Pf+CfNf/D348Ik7qv3P+aweX17O5XDPm4UJTAKcSBmg2qdt6UMGzqfCH0tCyz6gfzO9Z840wt94yM+nNP7g+uMMOOVybanjzX1b5zZo3xV6kD1nKX6TaDNpy5cNTSqpPOxHX9K/UuljUOT+++T3teHate1XfVhkfL+Pb8j56S9U3Msy8mYY52aRtI1wzF9eU5//ve+esSSAL2sA9teJBEA10ADDkAPLEAEcBErthfivgBbQIC7r1O+bmONDW51JnAZ3K7zmK9ae8+7TSSoeG5LNjNaoHJcH9ezyQxFChRK5tZW04GLbf5J5s+uttOalMSUaLfZLPZ+nSfmIYtCgfCA+VnlSMDzv+IGtAWf0DrCC+3ElQFhdBuRp/scrkJp2Iz5+GRCoHbK6+iiFak+7H36/Fh6KUT+7m74Ksmgcix05ckQUgYHNaXVwc9ZhrXcL3MHXyA++Ldp+hqQJftB6x68QjrgBZsP0p7P1y7i/fr1G6uX5NrzqzaXR/B6YXA7g9y+1rumS+Buc/k/qsDPfOvnv/r+7zwrSE/ADtEhMfT5TTCXF+4uRnF49lgEC4EZ7xuuwCPkCLz0vKrcXm9O96dPNhvX37itNUFrp0PXr6hxw/62794nvR4GZLpxWEl3/SnI9VbOxt7FPvXGy6retqyqqEQbrSe4wU0Shg2aPDv5jkDFCRvh6is1E7u2Ltx5U1lcg1jDUgDXk5JHaYP3ZQG5ysk1T06kOI6AMBsxVEsJzpU68jMzinmd23Q+/7//yud/89//vas6xuuev9P7u0JhHF91CrY3Lrr+nCX71nlfqO+MN06pDD7U2OLqbQg9N2Wq3sS55uhDqmkkPLDx3EpWmZ+cHVJdul0wvLVop1K2zp5FzHpf2LIJzDVQZyzNMH19e0p61+tZNwGHp8ois+dBEKNJc+2krd7Y2I1TyVe+PqVuE7BUU2smOXOwWqqQ23l3WE/RIzedSiA7UfMGqujUnKoZSeycztazFengTRTKFjSLia3IIs05LJm3FLMushrXFqVoG9vxOrXHdDq+2u1//C/9l3/9r/z2pvIPch6eyQuHTQAEd1vg2m12L65ewn9zf3M3tL3p3W51FF6x1tAx3WxxbHYMbtV4a9IDmSu2wVZWk8GW2VA+lOHGLnMzgd0KGzAv6nrG2prVRjBVcx/qVK1ROatstDWyrHKoZuOF2TCqJ5rVdpoLWUu2yhK5O9c8wC4Eq2J4WWXTW046dUSiW6IlofMGWQL0zFZS1mjaUj3/2n/PBvz++PE37r/6cdXpJ29fx836g++tr8cw/9n/WvvPfv8P/c9e/so/9efb9Dsff/eX3vJvJ95vTN1ffRbqOukyBH8u6yaaBdzNkrfViLEVhVQfjmkfdk+HXGVc3Zr1+tq2ldWy/oOfQI1dUM/Kv6jt9Y0ZN23zOpRXS/o94sH5scjGGal6Gzjw+MvObWSuDY9Svk/r91nGRPfW1ZqzGbkxO1fqae4nqQTMzqalFOvTus7sTVuKH4aWUv3eUe6xPFuC8VIB/Rz4wkXrZ+D6OVx80ZevgOkfkYaeZYoto98Nm6KSJET4xi+3ezk9YR872/Lix1cGs3aRefZH0PZTmt81NXFHNNlK3nfp0Irj3g9WT8fGfft03AejTqksLx7y2+Gpf5BpMDhnPKA+AR7zBLy5iFHPYvreq6P2JhnrhsHjSTBWfSjHve1eD/IFuld1PXH3Eu2Lmtg60pqt9WhfKt9sOokDHfTtmTjLEjvC00mHTxsdYuuyHthNJe+n9sGZcQimdld+veqHNxiPxyy2PC6Va62QAvzsEI6r7gxmbbNgXRFgGfV8MUuOl70LL4DPLwAPMa4Eu4YfXwwPvrzbz87zAuyBn37/d56lng7PC9PXZ+jWXqIVM3ANWJjZtA2wNgxCR2gwodn0SQs7Z9mKS0vn4mZAiMPVi1hvwu3Swp0l2PbCMxXzROYm4KHOr/VmUbolrNo2uVoaYiiOr0C1r30tjRKzKa4O1ayFJqbOVxbvW1jTHHs3m9JLV5kDLPqJl+DHuqTY+TSp7UpRF7wpla0rJvnKzZFfzqKDleSJwDDRWm5Ihvq8WoLaaJPAkAqrJ1uq997TkH/tD7/8/o/f8g+QAumX2QxErzpaGC9uTEZmdj4aKZUG40Vps+HztLG8hBrgV2WaEJ0lCHgYuay5Y53J7eih8XXEgs1AvHWU0DZknlrtdxwWUatWupc3NryfcWflfU5xXcdu96F86K08rNSb5cl0MGoMeYRqtCQX4kFSlDwdY+ukPq266XgprPVsQMaOc5qMkWhwKrRx/YPkIQRL1dC1MJFMzbZWnTfxVN31Bh8Wdkaao1DWxq42tzQYyp2WY+LeJampwzoDvY9rXi3BSlgnvLo6I7/I5+zmWs2wRZ6exYCCLws64DSD3xXffVEG3P1/v7j+dPPJz34zvTjTt+7Wd8VfB92HdnCbF+2xoqf1g/M98uoS68aZKuITnU0LvT08Fb0OdpZq1WWSyCWLWibRwehsvZ8k9LAPWDqgsDAotbLzmlWjLGx8aqbjXCU7IxU1cJpa3bjtseaOREwtddO5U9IxgAqqd6m0vrPrlP1oaFHXauitnOsavPmLWOzNf/zB/5nb+eU2zTnu4/0P1hffLqdN+sbVm+/xZ09ffO/Xf+mPbk//zJf/4v+e6xgNt7X0LR2ALXMmtZZntFtG3sZYWyIgEQZ0fWxP9VgiII+9fISwrKbTjCDgrnFqW7LfEXr5LVaXk/jw47U7U//LaFNbFts5Db3pr0RGvZ+n+b3jYzaJ3cfSDY1uXfm0Pv1NBpV26AZTvgrDivV+dYJWix7hQl3ja/ZfLAv7LY5FB9B3l0KXoOzLS7FPuAg7coFbetAJWi70SAKWS+Dr6lIU0QRlZmP57nbA6dhe2mJg+lvbKtduf6O2VXdtqLs6v1g3D3U58Bq545ytNZkoZL16UR+f7iqO1WDEy263dP54eGpHKfJWWX9QzgH1sQEgD+tRZ+AKiESr4heZnkS3sMzupXelw1b4vmDH9ozyrdh/KWUP/cRyHJ2fUdR9U+lDUY/WCLXSJ97XaQo8PIbQZK6D9uVYpR+5fhFxfDJbrGTDPkMQ/Fxu9kNraMOuCL6a6g0P9+m4v/vGH+rOP/5yhsMXp8UH/arkjgF57sirx8ugqpdapGf7/Ql4DSLoIl/nAJ4rbsrXmk94qilc3GMHdMC7C/L4LMfxhfyxlzYOC6hpVzDZxK2dF0FoFmi2+TuitAuHaboZwm7Th01A5/2sYtlsDZram5f0/snufHgTmpXu2pLEovBrS2JNHvwLyEiOTZPgVilqu2teVuokP9bQFYkj+6qAlHqMA1Wl0dNZ8hXzmc5xdS7WlNm7mrXrLbLSaFuBjdSak8C2EFrqYp/TquQ6o5bIFKwGsVZDDPFcqrW2rHQMFDI52NAAq/71J/EXfvaTf/CT7+s8bH+ulv1NSO1wU+7a3K6KDdcZYu1VH8xaQg+q7tVWu9kttXarPNxQ31ovbTbWl5NxXcw1b22v9rM1PcJFzy03Henj4nPDGzFrIeykzGQsu8fz8WqTv3xyu3CefWfT54P3EOeNVecGTce2GTg7P4a2nr3YNWS27PtxOS+GDMWSyGA5LGnoVEzn2Tsna5bR3ye621M75VNw4VjyjUyr61Fq58pK5joeF/V7j9Kkr+UI3tZ1pnRl7+4ntb25ljqlF8Glw9E6K1Ml23TtY0+5IQ1u3w6P3/3uFx1wbEsGDHB78f+eybdZ8KKgvcf3gaKnx6/+4YtPrm++O+OTvpu6x+/6F7/Ql7fGRBy8hhjUuF7M/So3nZwNb8q22OyTCx6TMEMzdEB+yPYqyFRbhwxjTF7YtIYQVEnVMbLw4MxT0RtrJubYesNrIQ+2mZm1KW56bpNgZK1srJrMNdcAAzKbYHLNpo/lYUk7w+e2GiqW10Yh0Fpb+G0kW357zvT3bv/kL8rP/ZGf/PAH25fytPz8tX51X823f3H4+Jv/U/ejF5//hT9//MkXqpHzmTus2m4GPq5sBkgzfOLHWLamrM4HKfUKmLpFs7dUvbRcd6d6HuzdZ9JuAg+EXpg7laa7l+24rf7B314V+x3HtqzJ0LnGF10fpf8mKWmbl+MHQ7+12s8cjwlfebMh1FQRlswPTzar6BxlXdeTH1TOGtZSdpAn6PknjayxZTohsnyo9L3DQwVOwAJ8Dmwv7H93SXg9qwcHqFzQoBNwC5yBjy7RMAYimU7ZMPX9WA6Lf3kVZgkvGr3Z4X5112jN8RUX8t5TPJJs4zrXEfUMF0Mxcdun5avT3A1jPpdm6RMTH08PfvJTairLAnwQROAL4AowKKcLGHMHbIwPpnRu61o5NurX1HxcTlk63fju3Vo/6/qHaX0zsOm7NZGLgU2VuZxWvvXmrAVNyTjNue5DP9eOslNX1jI7dLLoCRGsobZGasv74u5YXrzo14ez8rjL9ceUrrw72eWGo5UzL7jpu/2UX70af9haP7kfTrODAlIutKi9iGZ6keCvgQRVoOM4yfpcqvo8jxHwIaXnir3rS/VevYwHe8mpbYAZ6J5niQkw8ESUamfYeBfhLHSdaUDUUVLkT1Vn1724Gh82DNPER+yE+urcFliiW/U7RsRwKoZtxQrwZmPmpfWDmTbq7ZYpi9joK6zxzOtURq/HGkaWEomaE0dwq7dOSYnKmofRlynXLkSJLreZW25m9LyqclReV3Uhz9aOTLk19pFjkywarEpDeN5tG9Y8D11dZKBibOia3Hn3vAx2LXUINi1qOrLf+nV3//fOS02F7+CUNruA04d49ZrL0YYNuUYivOn9rK1zesg6jV1Y6nLlhdj5dlxbDtxzsK3y1WacZ/Ko7K8i0aymNw+L8SMwyVpr34f+vtSxpcbZ9bdTcbvxQ12Hnd2ubilPddx5UNZyptDt3HSez4N+eWLTqy8Dd9kIuyzWiFVyIJsE17vNoSxXSikGLrwNayqbQHU1cbThWHhPdAR2zbIPtQbWVimGfGrBb0xXS7nW6VHNFduzOV8NZcklW9t16zqnvrfzyoZt7tzLfvv+9M4GPwzu9/79D/6wgneTHLYX/q1eAOIGDIBkLEAAzk/otuXxXLvzw6GtmzW+fjP+4Pvtxbe2elyGjTe6wjY1/Wabj8VGLDMZVzEDtlrDVZqxRk81bJ1ZUhs8LW3opWYuHr6wdQ1wwtI6h7nh1uui0iGLk4iQdWZ2WQrghHJtJjpapMS2SzRHqomMheRaGV1wdcntNlzdF+65JvQMqg2WWVpKqHYxZfsDv/7bv+X/W/XNt/e6/dSepJmXQ+Cfffmn8LeO7/71f2n+/CvxQc8nJWMyNa9J2AUhUGurRA6dLE1tzcnzvtE0FJ7aCmdaH9yjcuxdWeJov9NLo/DuWDrnf/51SkT2uxz+UD4I776/Sm9NzvajePUS4WecSBPWZWf4INs/1Q+vlsN7N/1Yp8V419Yj5xOeVjWr2dn1i9xNqGd1qtlAjqD7YpJLqpZNsNKUz4neYn32CfcX4Xi4mMDTBW4ZLnDks9C/B7bA5mIDPMPsnm1pifvYR5jdQFednrISjedVf8Hp+zpuS73p8hclpMUmNDGf+fS20T7Gx5/Wj+5wEN70Lz58/pNjmiJ2P8FbB2SkCboH7i/bX59B+NfAV8AbwBj+dhet6bwLp9O65X7s6Hq7O2kimFuL94obWw5T++zV7pzk+LReb/zpULUW5NZHfxTdWXPPtM91ZS+nVJyUGrkP2y7Wp+PBh70pj8XuZJ0jj2t4wiK0e3eYzqa8sfmrfntVeZnq1UISchFaTdnFbb0ypuafD91qu5f0+X0Lx+X4I7Rnke1ZNztfTOAt4GE71BlosmZgvRQoLQAn3F72KbpL3U0jOL1wn5Z81ffALXAAXgEHkzbaLUXg7IudlYZQjfcmUtXexLOJL8a8nIebm2UwLyhOexZdm4831JaubtUf9yUmbpvKLzbpJ4/upt8Vec/64o3/6ffSzd5oKCDTG1Akry0Rd508trh1NRnbg8lMhA2yU+LUpuBHb8u88BiwVh2IMjx7Z2ghiiq1yhDGuYntTF3qYENSaSLcbHNkGkNbawi5YhO3az0aasVVFrJIagbSlQ0867I4z7rq1d0YTr3L2YTQJnGWTtWML21JyQxxNxN67c3iWIPb3GjexUDzCuvdrFdXUmYfbTFkqy+L28a1eBtSkdLLfAK2bkgSNoJFjUE/jkVwdcWVUnLer2kZhu7dKfZxWetU1l24gdFb1SQ8Wx20uF0cK8KVPzyk0JeHYoyALY1iTgY0r3nolseTfTHwSc5hdghdTTxa1sYOJ9V+G3Rd0LPLLvrcyIu2ATI3d0tALSX44WmOtz4/qhmbTs0a47kdLbrkOOey3dSHR/uRpbcZV/5K7bSe2pe/9XeF6Czn58PE6RL2fH5E6MVyew7Q9BUuB/rx47sXw3CqbdUHu+w+jvSDicc66U46isEMIX31AR9d1ynXYMxUiaxpLu2dSzVBvPd5ra7z5qGZPZYJ1PHQJPeWDiq9tITKzQ7eptIC9wmuE5pL3wd7LqdoYqOmrXqrRXVrzdo4Kq1qOoOiiJwa1VY6H+b7NfQ2C8jICpjetUPmYMRhtNuClZM8hen/9vc3//VP269dnw6/8+mv/8yt+zP53/z3Hv+z3+SzgTHueMpGl9I4YNfMycBqc42cYec52XHvmxYlselc4rW7Z9e3oq08ZvvSirDpR6UnYlobhF/SWlZzXupLx6cH7JZmftmEW7XJmWupvS3n81c/tO57Mn7Hjh+HEOt6tqzS34JU6hKh8lSchhJ6+um5Z7RD7UjLEzATVmccSpFOzWpQVzWK/3J16SJETJdFYMtlzq9Aeu5Yv1Q6L8Ae/B7iL+YwASPwgvwLLT9wwZV6auaq667G+mWO+488dX1Iue1cQVxno3WZ50SDPr49vM9ym2vZiO/C798/LWsrywcr9gx5i/tr4AQ8QPfAW0AuyYMGHIFPgBvgRdy9inhA+ETXnNlGSwbX7kpxfmmHsDmttXtt8N77HbWnwtA6bklKG4YqCesYSs4ROBoazstqLbVsxi6oNp3sosfAHN2naS03Y3+qiaJpWTbWzt1c05hlpA6pjbyi6k3UKWhgJhXb6FjL1hYjThK8Wa53N990uk79L52m38yHK/C9tB3oCA3A1dcteLVdQH57GXXnS9Pq4XJdcJeUwKrPYI/bx42uD+vXsQz61Ou7jBetaz11Gsm0q6Ut235Qteo+GLrZeHdn2oL6yfX2KGXsMng9kdtZ/5jffzy+mOTDhl+eTflmxbrL76WN3Ub1fRdvbnjR9uYPU9paal6chljOdcdcfC/3T27c+DWrLT71bddGsepiOxfpuCeaZwlDoGOz146TKx4ZaN7HSoszvcjUQNbyWePO5yw9GUDh7dgQGWulgKrR5NMifQjJNMpO3ZWYVCVY2hRZdWXrNKfgm3hfP/2V6x/+na/qJrhds2rIycN6+vjGn/ShY2u9CXy23Fs9i2+k291Glsp3yO9h7xDVzQvtfUi1XlWpXrwxbtV8u9k/rW7L84Rw6wi2q5LXkqCtOl80ut5Mja43/Yc5Q9GPo1fLXC3vVmiFjL4+Le7KfHE4x9GO59p3bpcQg10KXkh6GHs3L/XllT0uxTktOtkkgnzWbeN1Q7JQqeLjgKcsL3Q59L2vrYRaKq8l7y3BTedZQu+fMhy1BMOyqvXMw5zCtU2Pjutst73ctzoc5nLTbdW/+9796ceP6ZzaJR35HHX8A4osXBLy4wU8C+ckI8KXM4c2ji0/3aWQ0kc0uFhTvWKDVB9u/N7Ydye6je6ptsHa0ow3dChkEVSA6kRLrqanpVIfUJZWBzqn2keZVnirTm0+L2XjukbNKSl06JdcWnCcxTkxJthayVCYWwqcG92MOhVwZ1wSEjHGnZbitp2spbN4BCJTStkPPJ9VGMk+hX7skZOhpk9/5Sv/W//RRz+//eSXfuPDX/p/vf/Nfy+crpptJKxDjHWawJ3QI3gf9MO5bbdecy2lbpmQWL1rrEPA/Zw3k65bktwGU5NxpivkLbWFVphXQzlb22yN3umb1h/P/heHfl/9HnZP1Buh4+HzfpdW/cecK5Unpg3MKHoi5wWjTp+XVXgq2WQ0ErvoU2XLdS5EJLZ5xlmaI108+ESq1ITeffHwnEh6PjM+A4In4DUQLrGA8yUf9FwKvUL6y3Lg+0vfwxfaphi2G+Ky14Eq0vDkP7pRcwaPmXfU3omVqc9UWLWJ3mskr/tyPHBf3E/nk04r4kvWL95R82oL8oeLDPUcSO4vVFJv8Y9zh5zfdNdm5xfjvpNPB+lvg41GQ6GiZXBmrrLromt1Xdwd+7NlK4sTC++Ssy8WOmzszaITXF54z8saRjPVpHhp4v2Sd/3mkHRfcXRc3K5f82HRm06/UlhZk6FNa/311qa8NGKoDThrv811zikO9p7iy5aNc+JIjaNWbp15u+qn3tlr+z/Sm79/fPvb63zf5FlVW59rLYAPwEsEQWrACeguqOjznWy9wP4CjMA13AllDypr3QINRKAthiXriyF3EteqG4bj7kufNs1zk7vb/Uagkp4e6G676Y76pOlKsOxxG4mU00g3y6leb1/UcuL6osR3Y7qONc+MzebFuB6y3GzqhLvbDc662oz3s7sZ1tZJPZXtpmuFyZgKmMVOERtpM0zwqM12druzbUlhCLmy+tafREfrzpL2nhRVpGcvSVxHulK2VoqaUFsqp6FbptpZLWRradbHs1A0jTI1lpwLopkrWRucRpQMa0ypXeR296r/8DvufHT9lq0zyHCDuz/4/TYKRUe08BjAJeDauKMuvsQh4Kmlq5QLfuj0hWM1PmUpvpE4CmY3hp4bvejqsbodGbawxGxG78Ys6IBioKkOg308rZ8M21nFaJ5TYkylFatDwTJVHfzyMO+iW6WJD1WwRhyyuo61RFfTIW7G96vufU5C1/3Lt0vpm8vGOraLjiq1d+E048qfFgy2TIWKE1tL2fkgkqT1HNN6LJtNzeVaaSZHVGvjRiZnU3wz6oqu3PWl+cTTIjRPf/m7p/enA/O2ycOlZLf/A+XnkvQMl674Z5gNM2BV7/Wd+ttpXpbh5dKKztjdvPfYdO5a9B3LC98OM3WdnfLae3uq/rrRzG1jubBh6a3qVMfglGB7wql0++APSgGOuVI1izpmhaJwMoSUQ+/laXGdXYpxttXg/IqJ1OamnuasOrjyWOzIOGreyBbIS3YgW/SlxTpL1/l6yJuBi0Fveyr5zN7MR2+N1/N9dX/jq5/8zj+Pc7XZqCtUixYUkVbdjSmn1r926X62d75fznOD25KUzrJT8Y0LTqa7rnlG5kcyTkvGQM1su7YdzDLpdUpxMC2lrvk4tLBIfNPZUbvXZLatOWddY7t7+Y1VrFci53VaYZVcJ/6F5pPVljX6ZSkGYfuS5zNPZzoZbUJAlUBFJm0x6KJqKmaCD/T+Q/md+tMV6ICPL+QPAdfAEViBl8DpsiGyAA+X9je+VCMMwAeYj4L1nXNTmKzbRh2q25u2Cte+325pOos/6FEdd8v6JY+unabConook61XpF+sy1XLi+Xj6fsKs0e5v2yjfA7uni4zwAGfAb9xe00ddvn6sMCIeWNwCP6OfJtLL2hhYDl9OLUbcnRj9SBdrwIzQA6kndXjijs/v7PDq6QHlajEfXW84bkufb0jdxC+6up97npZ1Fkl6k3KK91soUqDWKOyg5rdjo+6RustmZxS97rN706EyfCx4U1dngL6ZHKjcGOonD6YfjAytXkc4gPyZ/3r3dP0MKe/vdw/AkdgvGxMfEAaAIYV1PScp3v22C+373A5lwmKAc7IHbLt4uOy3gAPdL7x8LwvOyfTIZaQSn7J1r7CJsXHUu/gD7175WI27dDai0/jdMZ2wdpLRt7sQjqHLot56bbAY4w3Mq3EfQwl5vM75+/YtrC9SlMxEXb1fAN5hBtOCNtIZRWeLdQGLZRscxOogxGHgSinjIQwNIizFk3kyvaqCKabahoYHG1ZiV2pvDU4FxXHffa943UBextWpYizsVZbpwph49qa5cnQ9mk+bV2r4ZXWxvRYSg7aKqbrcZip2H2p2Bjk0XgR9VvJDawPk33T6wIeQrHv1xzNsMYwnbpt9FmVsTHBxwrhu42xZ7uOtG/QXGsM0tQPpkQbjVWQ3zNSaVvPTeEaLQYplY3nx9QGqnPDph/WchV0yUg74lnmCr4afcv31uuhXoVQio5XWN7XeWtt9VxyueJ23/TaaiqnQUqzxRSpFj0PiaaU88ZjbcFyyWUe4vbYeO/wJDSQih1bqTra+5U6m+j/x9SfbNuWbed5WE9GNpOV7eycExE3BQldgKBNkbRE0bLkZjWxuaCCX8AFP5tfwhU3W2rNBcMEAZMgkouLm0XESXeykpmMtHcVdiw0nMKundJca40xe///7ysWjGu2dVAToMHwTOUeWbawrt3NphXqzfeP3//NB610izZD2l9tgJ9++HD+UJvfXSV9fG2zjwJNiYyRyxme97vhVN02vNmcno9bewMbvUTaeCjKYjVl8EGXGA/ePZO6FeeNUi2E9SgYXEZ0qC02643OLfZEEZJTQqyWxwqKqBYF28HzPCXdOH6q3YG4wsyVbXXVTkhj0xQ4z3HsXFqUB8LSViIHcEQ0pJLBBqe5wtbUYw0NMmVrmGHGbhS2Ex2AQmT5XFav2xryCnAp2cDGI7qyIO0kPjY4NPw2p8zGBJLO9J2q60kRXPAmr2J045QMxuYMIwboQX2QN2HtdwQ1F3Tjptz8M7U/yYrs34huWQAkAjMbX4GIRa0lZe4QTdfEsO3YhVIqq2a5hJFqKvDlXJ8aUGor8gV0yXiBwLouGqKBXMwokspfnFq+Huavk5x0xQn4f+hSXVVc8EMwlPJ1DkMAAnDnsALayjjooRJSCNvysnU6Gv4wvzwBALzMrT7F5X0xG74kKBs/S36CZhtOF1bTXSqelXN4E6EsV8T0+fo68qqmOQD+G4P/7Vd3U2lv87CCHtQYwOcF9jSAs3zHPA6eIqi/2/l8gyk2jyS5gedNGPvmQ9tsbZ51N9ZyTi1lpn0FPzSYwIujvsR848tc8aCZvWVHPdNLqqZnP7dSw1BN11nsbg5rtjsrFRBV3YYuy95zTLSr9sfMs/eHZpVlO9BljjX3fl69Z+zN85I3ro/TtPfmzX74d4f7HwHsrq87/lWNC7BA3QMcrmSefDXofri6DxeADbgAbgvogeNabtircwF8QW+dmGJuXPey52Eb6ujM0pYw2pvyaNIu8QpHe5u/+sqtWXd7nUaLU9y1IROXDdtOaTRN3W2fW9d3SLkzRnl4a3vShILJgYNofQBdxfXaJHBbMdUtWyrWMZlaRmndOHBy3CslUDLI3kEu3iEzuEGLZrQp1UvXtxyIjNEhkTHsAcyBrBO6sU4rdt4Gob5TUb5pEBq8SXggvInwjvXmeImj1nU64UIATdasAqV6FZ+N7/bbxHvsbaVOGsIw1NZnrrUNmk8vrB7rEY49xonmlp/78NsMMwRyfu24zwYtHj+tZdQhSnGtI3dbZBvsdvBfBbtj3G3sNrVtsEPD0dKIru/NwNY6h3fbm814f7O9HXh/0yMa2rOplry7M8YhI7nbVLfbrmtyt3XdY7u7919FOWzwrcVvGtxu9bbWg2g/y97rNutg87AqEOwIWxEwZlmLDp1fBQdXnjXuMc5IDY+VqhRxkJcGalMmZK2XnDqEtc533OVqmg7BQ4/01nYf/8P7+dMC1VDFBPD0ytwFeAfQAeyutUG4/ia8doNe9wRfav344dJyPH18+vRXp/xUvns+jyNqzvHbuWGBUvOqsoh1UErobD+rG8XE4KiNArxD41kDW1DIjYNds1BAW1E7wKYA7KEkkqW1BZowzjHngesqurGcYCGyAoAeGUbQJupyGY3TrCFAEOudtRkcm9CaUdgyllo3AXWptMFMoGRzNQuEndYoTtIM1ktDB9sE2evGA3nqK13mSrX1bEqwo7QvQW8gSW7aalKoRwWZQBg517myxShKonFjSWDWxA3SzsLGBVmBKIyuDT/F+bbCex/+S9UbC622YP1ecADegL0FuiFwhci4e0HvvFU0IIwy5+ezw+/SCeh4rrVAhTyxycs8NTjnSpoW9E1zq3YEBlHW/3CcT1cmwSvI4fb6Nne5NlHna1rx+APzQCwAgbv7YTiD2xZGsq4MNzmn2+F+IEqwnSEZmG4AYjlfSiwFLO++Rnm/dJuMl5VL81pV22xnk1JLyyk+a5yPAGeA83Uj/RkAAN6A3QD8nHY/G27Sat65/gmHd+Rqr0XgsHVYmytKX2QsUdQ4z8/Nuwm8EjTc9d5f6qd1dVbyZlLXvwkiVUYghwXXnRFxsPFqjOTDrj/N9R6xN51VDk37ZH60HQ+F3eB6zcbi89R1cVm8M9rGpqYp53zYaZnkno1xeDby1hD24Fc9zrCPqydgC+uC6SLBSnwqhl22fE/Q7zf/p939P4PNgN5daXT99Tt2BPgAUK7VsBngHf8whA0A7yFbKAJYgQy4BC2h2YMGoNRXds08bHcLJPa936ydCzHR2fmuq078rhvr8CnyTtt5MXcx262tO9/PeFdRjF249g+UmiNbkyHDDS0yIAc1o21hMUsz6VIBXVtSS75EwAIurrUNBhdVy2IGTtHunSzsQjBkvA1BhpHCkKmv1ZtxH/kQxre5hM4Nwt7SXsk65MaNqAOzNBmNkwjCfEkGEBuDGLsQQMXJ+0tul86fPud0/vilLb/FuFZwbRnAlBRxG6Qd7ns6ltV78jH4Pq7abYw51HEUG3baPbat0zFiv6F9KsHTxtmx02q0SyV1dFpb2IdyKc8GaqIXD3EwyVD1DAPXwRlptA2k0O+Mb+hHCsGNO38T42Ewh8EdAt30YVQ8vOne+v7+1t/t/P5A9wPfHsLN0Pe2+cCyJnlr1gy1ZyRvh8Gyg94a53IpOnaQyXnnFypYqYmg7ZEMquk7D7TzflPE3tDmWfxepUnnqFfTdUSBnTRPUCrWvta1ZM+U6spmgfQSa3pJ6cvnX6e/fDq1NkhbIK8AXwG0ayJZrzFxC3D/uv69Nt53ACvAUUEazMemHoAuxw/nm4t8/MzGRNr6+KiXWNEWdTFNGSGeKhg3Pbd1qGltk4V8LguwORWNFSrKnIwj+JSYmgMakbgqGTCpQk8MjEDVBclwcAQAiwVosHguqSWEbEwzkKw5CZCDWakYcVlxZC3ZO1MLCEMAeUmVPQ5RLQEZi9oC4Qm454b9mHMcBxNbluZCt5QFhVMHA9IqgyIEiqs1wWtckLAiuaFk6a1JWG/UfiFk1CIEDTZsMicoA4LY1vWDBNF5VW0ZidGK/FJaX0mcW5IMzkM2nUEHaFAFiAAQlEXUkqaqzro4gaQFocL74lNTrzhTZRxqWzMYxFalXcD2NFkciqYXRpZ/P/Ev4XO+PtrDdfH4uuu/BzgCbAHMtUH6qtzbgyuQF8gIlqCMgNLkea1vOMXhcHNK5euxC/45lS3QXHpzx/2kDLk4k8SGm5qPBi8LerYD5GhoflmXBpoJyMDSX1XDZwAAMAC3QA9YfrG5L0E00ldNnyKNMJ+9a14GUJpq2huIEYJ68IC5EL3RBsENJT8Zc9Pxk8IbgaNYXGUrNFXeBXsp5mY0H2vtO6kxeDnXai6Fbjq3JnWYSxHtsFnpVs3ERkzs5X4JFS7Fbfqm2OrtdvNecyi0xFac1YYbQUYtDQOEucubGwsntKLLagK23JkOoQ/5JLx3urDbxVrejv9D6P7y/Pyna3pVZi7XXTcA7K9KyxlAAR7bDxiiNz88LByQk9puDL4NHcQj9u/a+vHsfjy4eV3obbhrXC+aH+Ops5tNy5XA6u4C8UHfUVsM3432hdjXskre7E2s1DttkaJvbMZF/c5MZetshLWjAWwp5NUuBqX4g+SZDgOcInedSbWis+Yl1cBkLVVNm1Gb+h6gGVQVMByYkrbB1cQdCHiPrZAN+wwKGJDJBZtrN6JMwARD6MycwZtZ4EDmizSD9iRtS24pbZPrEUI5Xxzub/7yr17+yPxqd/iaTM7ZcFbg52m6pQ/vT3+w39KlWTqY7edAX+uz2t6ZoOwvAO9sjCoj3y0wu2EsirnCKt2O4jjsqB0GxuOig++BzOiY3IZR2TjPBpFISIzUaj1XQdyyFOAOS1G82VmG6tCKk1LMxhlU6NQ3aE7hbNzAOYHd2XECMbF4p03bzvKpCbajCm5tXhQDMHDLdelcjcXvDGZbQ8tZFU0AKCAF3JnKxrluymsH5cLdAObUcAsykd+zi2ilgKjL275veGl5MJ3w6oObV7el86dfL6dP89dCWZlh8Vc1yHKl4f5Dzrgymqan63gWABDg7SuiKuuXL+ng7AaPj0/hYXD5t1Qfzu3usFtgdYaoO4OOxQVbpsvQdTmy2TCmbEOfvxR969vScANNnVYxu0EIa2s1kR+MTrHcej8huubUrFItMSk4Q12T4nhzqt3GTBflQTfqn7RsGavgnUIqEA23pRXvSxHt3bwIswxE51jZmIVBSKnxRgAKiWNpZ3VhKlRZKiyX1DNG33rChiJVbLukglWBHutAFLpgQFpABFEsbpLImVESRd8IqSFjt4OZR/o51e4PkRG2HVyQhm1rTcI7Mj3RNsfOspY2GmABBAUEev0ZVpkFpORmqJYWCQqjc8vvabhgXvhTxhSDz0sSC5ibyEC0VSk6rpgaAjQF86fvT+crOvjwj/CfABABPl2t7gxMQK97gi2YI+TTD+j/ggAV9AmWHgCdqyZPXdt2Wna4f7ctf2w2/x2IP2x+6tw/3QSp/imd37fT5QycXqZluUwlPh+NzbCeIBxA1tvDq3nmlWL2APA1wD9B/uP7d37TPyD3Fr+w2/f2EjSaSjEn4LzVMUd0pqfdFz0b5C6rRWObVO7vDt1TbG89fGLoCBqYFaHR3IS7vr4scshaq9/kBOS2HfcWuWINSn0IG+iBe4XPiFb8tzF9heEcFvsmBG6Rlyj1Mc88rXnN2wbSynavsOO2Nm/zJYv0cH6p0LAUYwgLNk2JirbKIwBgF0awe+zEbEbzb78+/Lvbh4drH/sflDsdUAGYADqADYAHuAcYAM8ACtgAzlCeYMG5bClraW9Hmjf9T7ZWQYN52M1gE/Ou+NHQDvVu76yQ9bNj0XKs2ppOT9W1rJu6CXQKfFcxIW4JjRguecfl5JDndhrsDUjtjHE5tQbZ21DmZA0eC/m9a0Whs1KaPbBX8Ut07LqYPGgflVQGA53JrTUayWQxvqSGuQgQV0SBptiSw6WWqaOY5NxTM3QSSY7PgsRwQVXkmGVnSXKxHj3xQcUH5s5tf/av/sWHxTx+vnz8m8f6+PJ4mtojm8+XzW/qT/8f33aXvlPIpnvnfGrjYG+cvR2pvzMPCxxG+4bC5iY8cGM2oSd3S5DBpDUp5BbTtsONNYfgvLG9NYaHwfSMwYBzJnjxnbGovceOaAxkEYbAHasL5BRdp26wzoI1SIbNYCwT3vRMFEYrCrhX2vZuQHNwzmDYElYJBu0l3Yxoi37t6SfG35+Xb3Z+TPrGyDa2B0q7JYlDTlTrnCuknM+WqmHsQSqWPSYBfDAStfqqjpqVPJYl1+xlncpsqcSkD+7xPA/lzz6+eRPud9sIpQPcXde85noLBIATwDPAY9Ona4WlXm+Kr2NhUrBFRupePqfl08vzXz5+aLV+Kt3vn2fKUi/laQ7NlOVyKo0hlghW8JSEDJwz3RFeMvQIBWxroyHjYCB1BsMOtWQIXpdGRmqFE7QOVQEuorOVgg3KCluQtZpeoOLFNatkEPqqwoAgXUqmg660m0CbRfamIGJT7QhmqoGADWezKDmwpVZlGiw8N9y1JEoO4Ly2nk0SwqY85mnBzmufWiWF7UDLVIvZ9nDxeN8wMgblmHl0+dKBxkaA66Ub97XSGLhIixIbQca2ABuEpXFoZJhaaYP1ksUZRhFVBGmKIIB9TcVRK4Lehtn1tPby9ERPFUVQorqmL2pLqyt1g0mfIAiuKWm1QAhl/f05/jJ+2l6DXHAlgBqAC8DmalicAADaP0ylG9TbaxLfAXQITfEZdMviKgyz8o2sQcI3Vm+68KOb/ZufLA8f659P+mg5VFx2xl+m5wJIjQM8F+pwPy9PECpMZ2B8OnmAEeA9QAXYAvxbN/6034BtrlKwvlQKrGaGg8dV0dve1TpMrQ5+H1fZ4NsUGkALCA2y8ta1l5a/Zn5u+OPAH045uGSBGmPrdHmWvcnqPM3L0vl+XnQcMC8ZDWVc4Ti07oVLZ+3bVCeaf9G7j0vZ32wup8IBh9msjW5GuAh3UL6AHJzFbHrHc8+muLttW3LAWptlCqVQv4vTS8S2bY9gd0kNr5qpBSslBeKLdv/Vm01X61+czn8Pla/kn9+CvANg+MHZ0q5ugNeVzAhhxfkbJmnztPY7Zxq0jaW4ih/VxGfIcIJp3/xwN2hV1Xgu3QFLHWH4VMt23GPMrtJk0LujyiGtn+2weSlp41zWOuYkfgOaR3Ob05cc7k1bhmG/lfNZnHjZtk6sGrckDP3ctB9NPkc/+lyDxVIqaWhiPGNbwYfcoLcUCRzuK1WvWGBLNokiE7Ph3NSbvOrWkwBsWFVVWHdSZzTWUJOcN1zPuXhbigAL1NaYZ7Kfb+5/keH86bd/iw1+993njR0+fDml3+T8qy8fLkv//nP3f/tX9w9+DebduDmltId9C9bRgNwbCqPZTy2/7WXJ4I1/WuIDJ/IHiJeuw4rbbVBix8wGYPCcKgTSCM0LkAEL7LkRCoBTNEpaGmwtJKEeORmLP2h5iiObJTsjcy6jaat0A8YZJAhkmhHJoaDSwbTjCjfmeam+M7GhWqk4HAtY65PWkxhdim4ZJg1WLslYKyHY3JoTdq3JppWj+M7vpnYewEdaODUMdpld4FWq8R5LNh6j4+HTn/9qXo532ptvLv4ifrHfttKpvtqBpmtYHK6mvz1ABFiu+bRXLNgXgK8BZIZP9Rh6kqdlvnXd41oP9LjfvnvGrAZHXJfpTXBxkdYB2DnXbcAyVbsz5VnHvS1T5Y4UuRi1tcSBfKaEYgejny72vqel9R3FJmwAahuYSpaO2uJDW4v3cF5k6DVVFUZOUCxkQWUoTHOR0NkYW+/UZCxGuYIq2FgFIJpT529jnaiA7xgiFts17cibbc2T7RiOSUfKK2KfJDluS1Um4+gyX7a8tf3yqPYt6kWbMVJEeq6rckCeO6kLBMz5hEPPVR0lo7jA6AoKK1bwqA1FKwK5JuQctyIMoKUmCyrEAMkaW0tx1ISMFaqfftMt7yUyDw0z2U8openqLeT6bSOLc1KyPLfim13A/L/Oy2uhFwG6a8CG4Aev1gYgAmSA+6ts9nXSdwL4CPCjH1b/WFQLyNdgM8mLQfdN33V9+cVX9t1Xd3/8lQ3/5NDZv/1Pf9XB58cv1H6nZTw9rqskRdN0Op243Xj3ZZIEk4W+wXKG5q/4ewfwL3n86mG3tPKA3YWLRrAGLQIPMMpQ07oxdhKcgPfCMIaQ9STeesKlOY+VjKQ6Qs5KhPA5JtJSSB25prqNGA4d1vxSVTvv19Nq+m3NM9KD0Rdogp3OcKg2RaHOPgAuTF97ejmn0fGaaEtdG+UYZdtDXfFd5z4LjzhNYga1EdGsJnYwIM+lppUPHJ8b3jj8EPOtN4tFX5lMWrPcNEgO3xk5p/YvfrR/t9n9+ecPn3P8DiBel28ngHfXVXABSKAOIIMutPzU9msBBwidJ6lc7GrRxzJzGY0vB/sN8BLyknUXANrwpsxp0xlFuK0bWB+r/8mIz31uiAFhVktdjHd8Q/lc0Imf1tN2F7DxlHCzT6e57jmcVt1sObbsixELTkj3Wo5Dv8Wi3e2mVrY0cXZha3IzzbGttjWpQxcuFW85XtR2otmAg0XaFPy2VSDdeG5LvhmtRr3ryWXdghZAMT7k2qw6Mm2t0ptlxndepmSCkeNRlq3c+vDjb27dl/Ly+TI/pPZ9KuNnnb5MOvLjF0m/m/7r09OMPw04nRc7dpuiNJjRhq2HjUE1THfGEsBhAzG72314XqNTxWHXOY/qO0PeeEa25ERpw1S19QiIhhEREBABFJQASEQ8oSj0CBkJpQKQZ8wNUcQRauNd4GOKO8uX0m+5JjED+yzVkCWMUzG9S8/t5j74U60bA1ADqTHaeSxnVJDY0/qidGt0XukAy8XglILivJFstEzJBttSMndDeEmNmyksQ3WRoiBUgqaFoBoaTMXf/P/fL3/z3e4Pf26024L7TV0F9HTlQvbXHeEZ4PnKAviH4eQr2na5MmgLgBZwL/Ik664j9xtsebzvWrqZbeohP+/2b44tBW/OOd+iSTYz4ECtAgwtLWg2qLnC3rSk6pmeyuyYheaS/WGkpzjtXZ1gGKhlMZ3RqfGWWayNdUSTV7kdKEe5DXASaD3LqciIXFQQNqw15s4SRi0eXWrZYLlUCJgiDLQ74iTYkWbJospODGKSqid0GvMqOyiaYQAuhkahuglsaEa6Qac+xko7lHNCHizW4Doza+88nKYqC4omwc53wiTkOuAtr9DEdT1nPphmwN2pIlvX8CC1FQFClKZOa5VK4Ii9srKzDYc2r+3vf2W//5/T0lhTOy/ysqauiDCJ6NrIQGHVILFR6G0y+TG3Pz99nK+4+Xgtf6VrEOXpirlPV6xxBiAgvnJm1itm0lF/MbQxof+Ktz/fHv6vf/CL//N/8/V//989vP3jm+2bx18+ur/6z7/9G3r57tO3z6fz++lyXp/Wy8epnRppjr95OkeQC0CG5fkqvH1l0/8fePPj3a2W9taGs/K2mSHwLVMMxgY7QXEMUaSwbINMYGkx8yz31FYQDhrJbqzxBKTdiMQVbr3zQ0ANxGaj7SI1LHDWEhr69dz8MBIW0Q3rk+ioIQp4iyu0FiBQbWDuPAvBtuOGMiBfXNssxbHGJkMPWctmOnMLrrZBdNdjbMthWrGmzsKmTS9bvmeLRu9tH7F54xFkqMhSzytakKnQliktONwN/9uv3v7Lw0/+0G9+BEAAXwAMwG8ApusZcAIYERtC5/DXOUVJGvpiKmgF23xNZlS0mTulWN9fKkW3IZYZ18vcyJUSMSIpXwTHWz1Owti3xDJpoNk36oDnBqFTyPBm252IPMexy/ks4xiSzX3XailEuDoA5u9h0kuzu3yCjbOpguuAoHeDXwuSM7ukzmDv7UNLZmv9XO97Mq0xa9+0c7RP2TN0BXJt5HzMaI1ZM1blpcoLkkYpBqraIhop4Ip9R0shcpwzpM6apKm1v7Mdr/rOfv/46eS/bubpu7gexvavfzSERm9B3v6IEKHorjtUwbf9z5x9u4XRGeds79zG4WBtENiPXVByb4dxO4w7NwZjts445p7AM3qUwISIPRlGE4gQCbEiMINpqiCNiQDIIDQ0DGTIWSRQCuwJ0WOwhrGZgbGpDCyINHJVbZ5b0wJaQhAw7uuhq8jBmFUMaSuVSMqlZsGBwBYc33RjrN0QxhPdO9wY9T1sTsINN85zBjtwntba1ZTyJablRbPTIoYtEkJicr2f/8OffZfsS3Ru/TBFKidbEMpwlXy8Kkjxuhr8BuByDYW/9tXt1QsSABRgAHgWeASgRF8+LE/ndTlfnv4q0rkkrTcOXs6XUKHkNjBdCvLRNJQpsQqm5nmNc8We8WNkqPDpglpoKVjUO2sLNIOmwM6qqTV1bGKBAWBJM2v1eDL1FNonqZHl90IZjc4ZesMJCqgVUNHRGlNASbssZJ1ba28aXS7YQTHRpqyMZAZj5w2YVH0DWbXeNLPa0OdlccbmVYEzTdbc1DqT3dccBUwdaVhaHSzm/Nx4GyUC2fKUYO/gRIhnx/uG1bUg1jW1RXIzO0nm4LlknqgNwi8Iby2SQGW0omwslBmcV0EBUUQWAZiPGJuef6kX7HPLDUKB3BpcuE2t/oniv2dLFWeTCUyTNWtQ+k9fphPUf5C/D9fG7+66eHztoD4BxKuQFgASyD/IyreAFhBAWXIWxdvd2//pDx7+m//Lzx42vv8RPet8mZ7+8j8d//T//evfrOX776SmLsCXOa71VIA6WDzgBbjDdq/DLbQPkAGkXUWS/23XqeVdnwR9RB4NWXa3JI9MX5V6ahygLiAtwn0HUdyhz+lToYN5f2y3o5zVDrymSjlK8HLUMG7hy3GNLjhpLaaL2o2mZ7WouLhitANtBRmlObath5TpgfjIfou5dKIrOStSwQKXKlu2q3cPNcnemFUiiDFkX6Qbe1BoLKz8ZZZ75zMghrZeEPdDmOtFYQO0Cu73PD/lnsrJgZ9Jejkv5eBgnlL3wLqs3rq7rf23If/yiZ/zsV1ZrZtrFfMdQFS4RdsiACQLoxAPtZ2l3ruRew8IEnpM+Zz166BTnA6jkwFRWl5b8J2uy0uEMetsh3f3+iGXvXRY+dy7rlG9YHC6joehp+c0b3xAzklx3IcKM+RdsclYTkI3Lq7S/Sj01bWWhx29V3hwZq7ADktOtN0sVd1oUiw92TP2XFvpjCHTq5li1MFDVrNx47mq14AeRDoUaHJr0Kh67ziL6wyWKtyUXc2FgrnE4lnPqQTGy6fpfB92CqecFu8/f/e52Xj+ELOppcOy/tUCN+7+j7abrwdFdeMexd32o1gIJoDxN65PylYBhq2RCuxrbVtnmjRHIECeUZU7tqLNKSshCBgkBHAICkAItRkDmgEZUYAZEAEQEQFUARCbYmdwrRrIZCVQoyikvmlpyBYpNukYnwvtLUVALTRynmXwmCJYA3mREiw+LvPOXTT4uIDBdMypx0506N08VRkcX5pukBqyQvNMs6jX+iwNyCj7ACVTR2U5Jh3Jus3m48s6//4/hee+cf3W2z/oAtnwtV8/JQCAW4ALwP5KgcTr6HgCqACbKzugXoV0dG2wbwEY2TXVU0owtK+e3a9ve7B/H3B7X0+zeg9fLuXuIRQn5axhbCK28kVM52s8qtk7Pad24/sImYo/q44UGmZoIgZYla2ZswbHa6He8CrWaRIcESKQNzAQzGuhjYFZluD6VIqRs5qkWJqSqBIua8KdoZeCQ/MC1gBBAEVutZjx5JpWSqAM5YmhlyymBma0sCb1fg/p2PDO6Evj3kKjShPq0Dxp3XmtQe2iFPo2J2C/yLoVyllGyzZgA0xN9109OfNmXKtx1AuNJK9tOxFuTMSIuWjouwqkr9tgiRAL5qf08UP4/s9peUqP0g85J8YPVUzDRfTPiUHKDJnQRinF9lw+zPpnc9wAfAJQgC3A83XC8wqCrtcdQAdwA/AFIAC8MgZeXwsGgAT6COoBLNY33xzu/6vxj//r//HNdv/pP384/fmf//2vfjl/ufiU/y49TV9OnHED6ZhIABogo4maL4AeWlT4O5h7oBXEAHQACeBf+NF3Dz+9aS8XukNaS+Ff3MGnyynpoeqscFPhzG5LmNZUiTcEGs140LXg2MtFAvl6Wc3AGG2d55I7PF7YezemWqk8V3/w+BL5Xcefsh54N2msiftAGcFaiIsC0SeCr114gQorUI8uazMAyah5Wep4wOmc4WAxSRvryt0h3JRUwGddmVex70acBFyDpylZBgfwTPWn1F+i9C7LI6KYlIUTgU/bqWud60HmUMtLEXCbcdgO9Nxv/s1uDL+VP4vn6R/xrgfAz6AW9DtNPwfXwBXIa7zYHYxbK6SU2BjOc6HBvmmphbFfWyq2Ey0d9mO3nLOM24cyfRrtncYPj+b2ntc2VedMEto4ozIlONA6T3Y3tDmWvcW+I4kV3Vg5kWIT2XV2jtudX5PaTfbZzE7fphKRba2k0PmNzKCD6ZKoC1TRkpaq2Ki2ioq97VMuzbt2LufRhwKESo5Wwl3SxRCikRTRu1rEeoKEjbl3hqF4hKxiifKy4D4Msd32Nc1pSXOv/2wj/8u5GEHh45e2yMJf7MO/29gwwIaCdcK7rK4PZJAHi1lksFDBGm3GaG65s0ZFDBCidoZV2RtuYgKSIIECvf66q5ZWEakKOCZRZNUGgIgCgAiMyAAVEBQcQ67AIBWQUBogqjARAilIA+gYY+G9pSjEIAkMEwToFJYeea5lO/jTGt/050utXTXNNNLaiZeGIk2xBPYv68vB941syCnZpBWo5aKhpyUhGU1VuwHSF00j4hjMltxv//pDDVT/8IYY5g8fz0/7n94Nf/GSGJbXItgI8Aywf73aX61z9I8scq+NxVd01QRwAtgCfAFw6/q4wm2K86fUP23Tj457suYux7Kl3TpV/NGDW48p7ExjoIapsTPdXLM6ZxudZxy69tjqllAYulajnByLINba0GpLwXtKEj1rIx/QZmxG16qGDYKwNDtYytB6PMTKTs4NbwVazCGQLQqt1MAyz87HeT1ngbNBaEa1nslv67lKp7D0flNqAyKExnnI7YJ1gJHqekTz4PQSawdUs4pN6BClNGWj3EJKBbXMTcjVMgcJAit560FMb9LH7FddLW9SAw1uX8u3oEbNiMZU4xx2RZAAmKgpXc9XlYwqWZbqv3yUS27TYOG8vlSHSTsvdZYD0Iy5JC+OuDUnTPEFzTOnb+F5ArAAE4AHePhHOxxztY2/lk5PALtr87sBFIAHoA/wejrxltofHb62wzB+env6v//Fb57/59P3v/7bNNW1tbaeW+kFoAEBPYIEgAhYQUmzBcgg9INuF6YfeghgAP9l1799u71fm3fdu7FmNRsN9fdnBWZqK7IpNaI60phUu6G2qmxqqLRSx7LU0XY5NmvbOpMNBGcb9h3VWdXymmEQ57FM6IZO5iI3Xb/MkyPrNgCRtl7PE/Q9pZTfWXORBWelzoe6rsbYRDJKX7aiMCv0BgpTN9i4gBVJDJ2odHVje4jp46Jfb92HS33rzItqQrhn+4LQG8rFFL9SZM+4qnA1xVbbaFUcnM9FBzTY4gXNG4KL53/z429+Mj3/1QR/e/78AlIBKuitHR/L9COAbyE/gL+wPBBqkt4fOqzRynSaw92tP8bTYN6+ZLgPXOoFwab+k9PtwWxyyq6/7yvv/G5N5yjWjG2fTbLS+KTlcBsuIp7wONn9Nq/EYzZPSLeSqYcUxag5QtvacrL9LWEJk2v7FdaNNYtWqGJpLQ06j0vLG+Ii5FmyGMvU1s73XrDl3DtqSzQBJaYQHAlaVd+0kFBjxVyNK7lKb2EVcbhUZAMc24kYMqZ6+VTbp9jwrvv2ea5Q02Gn+PPN5KX9cj5jvoneRorSyl8f8b+fW7gvdBgcodsgHDZ2WIU2HJaGozFAKKKGCQUtERKCKogEa0plz4BqDKiQsnISsIiEDKDWgMjriwE4AGRoDQABFQQQVRuACLCBWKgnyCoI0kAZBBUaEICkVjsnsdLA5dKaxQoEDpoqZa07W59jGUw85bIFWVtDqegdZmxoDCXhh5zTzvtLxnuPz2iNzgWbd3YVNbIhmHJm25WI+3dczpAN89/++lefp89sPPHc/8Jd6r1ClOHmIV7e/+qH6f98DWd31zDCBHC4IgPkOgtq10HuK0TIXh3alwhoKkp5c4T04bM5d/mPFnSjLvJ99Td7czmava/FJ2FWXwPWnJWw9bZ7ntsY6Km60ehR+I3joq7vVGtVCsQtNXXGFakB49RczzULOptFGsCGeW6pc36+JPRMETRAKpp7705pciVkKDwD1ajHc/+5EATTkNrg22WhagcvLXFYcB0IShGhkew5idtx1sUZGhoc18ZGiojrGGpnqEWoG+RVq5AzbRUCnha96/yaNMtm1Fjo9qZL0JA66KCuUXQL8QW7TsAb85TlnWOozZBUpQQ6oq6ABGC1KuVjirU7Xer8V6BW6dj2JhxbfkEoUaz6FaqoU56ccEMSrgmChT//bTxfZz6vUOLXXNft9Q1uvO6EXw+DJ4DdtZSEgAU4g+wAALAT/vPpSE+fE/yyN+5ic0tQFJpCeGXcm1eZrcA1sb6AjtdeqwPYApwB+iti8A8BH7qbnxmNgXkp0QhXVGlhQCkLzIykDdRrq830xjUVlAIFeOXZqZWGNsGKtqYp2LDGVeH+DqcJbjY4Sd33WLiZ2Q1tETA3g305V/TGKNpU6aG7fIYeVhCXcznndNO7SzBb1VNtuwKwpx77D8tpy5YRJzF+Kch2ayQnvXc2eiu5qLRc9V3XHwvcWDrj2pegqnVtyKkIgFVabCZcAFBbayWQX6htdTOfFrKwgBIhlZbB/XhL04EfjlvlZvqf/vXH36+gEzQqiwUQsLeGkDVUMDuzNXa6XN7cbZMtb5t9mi4ZiVp63nY3bOZTPrzrJtA/KPL5BG3ErUlLcoe1PDYaR7443X+RtKOhA24dfciy1PI2DEOJdgtHvdws39DmxZuhinRK5AYpUbq91uz8IOOMMhDFKoOFBbg27GyLlTuYC20tF1UbuFZprqOkSYuqq7lunJbG1pla1Br1Cj1gUtORukqtJdd7iiCkrgkRdgWEeZPSrBUVYY7KiB9fLkRt2H3DLYyHv+zD3e9FeVEodXix39zFXDfx9+fu1obQW+96poQRm+uMVjE98yoyKGQCo0wICIJgCZENghhHCAqMqIAqWgEsKvzwPUJtYAirgHs1ZujrH61XdgICAEKpyihZiQALoCMTW+nYFIEmyRjNxTsDuRFry2CNtiaMqCilgRqCl6Xsen2c/c4eEw1WpqjU8alAIxFrTg22t+PbtXxvwOR2lBayQ8N0jHEQNNbENN4HmStvyX35Ej9+SGQ7TGfwA63r8LU8P+luS259W391aj8QBmEHMF9H/98DPAC8AOwACkC+3kxfxUT2+l/OV44QA2xqM4/Hxzz3bTP8iPk3Dg5P4x/uHtaX79Zx+Ao/zv03l/U8wo01nzRsKWvhFWtn66mNDuMkhjA9ts3eLNOqG28VF4TQIedKRKa0wRPFiqPjS+k7jEWTwa5hbdkbaqDEUBcZBz4/rW0At6hSbFAFj4VOLH83RUjEkWQpAUzDkpv1UAopz8AwkNBLK74HnMGw0SJYqzdAGYyh1lPdxUwwJMgGAmW/rq4AFOZ7A2tmYuncy7Rut7DyA+vazBbFkvdEgZpq7cl1he582OZqEFpFL9JJq0gWwYGigk6fP/LlV1Gf+G0PoQsWrGTRoW09sGFyFZ1gK94HYE2gI9Konyb+M1nN9VERwAhQAQLAM0AHm3z1AC8AGeATwHid6J0BKuhnKB7gCJCg/mdoa1o/Q5kBPtRsV6gKq/5gLykApwpHBQOwAfgM4EAMkAIU4Fe44HEc+Hpf+BrgDx++3vc4FXaiFZuHoMpOWi6qdZA9KfM2ONOsa9g0A8Qausouh7JtFRC5UOsodeGdJuOHnTWXCQY0T1l88CllvThG8dVYxrSWbkBPwFCz9frp6Dox4CBW63XjsVXTQzyV9SZJDHabeE2nh86ItGp59GqGtgtN1Q+jS9bYkiyqCg9dMBlI9blWGjocbayx+q635IJ1ElxDdnTnoLebrXaV7NCFOWYKemlYlE5pbRUF1tOn2nMClTd/4P/pIfxP91/9bLv/CcAA0gEg1Cw0MzK4dV5ennNz9fOSbeRPrTqX7yzcJMbPJxDpO3t+z3Yqx1TeCHRU14h+W89ZQsvtBO6Yk6cRML/U7mXKt8V3aJoImL6sbGuP5r1iEEh23nmnuBg2nV8QDcxpncEDxkRO9Zzs6MkPVuaDt06xB9BSAuiY6uDQFVWjWdlbGZAks1guSSPK2uCi9DmVs6Wp1E9QH9ktsUxYBWAVamuaHZRWtCMhlXJ5rNjmUzw+fcqnaOZWaxm7b0p4882Pv1pGRycZ77vUbboSPv//vrczoQw76xLZrmlEWbI3pryUhpoXKARiMBtSQmFSIqLKhMgIjCAIAiCKhJoaNNVFRAUawFpUQJcGCtAUBLQ0sIhJAVWbqgiwqigAyGu5JzYwBFnEgSIKNmFqqWWEVEAsYapkWbKCQ5tFYrE3m4ea7daNDTpLXWp+68K53TCNCbnowOTWfPYAGVtPaDuCknN+3nI1WAnzYD89XZ73tD7P8cvvnuYWpUXf+2DEbdnePPS7UIy9fatf++EV+3wGOP2QBf9hDvzqsv4H+ejrre51Cfy6ECaAu9dcEEIAWAFahaeXkj4vl0+n+bfH88fp05/GD3MpNc3vi8npw1qr2s9z3cWYK52brBHWhUg0JsS8OOUtzHPKPZTnJJrTUlaFzLw2WZfPv64tet8uZfL4lOVIBAIRCJCrRytAhB3z4yluN2xOy9xV4Yzm5Ux/d9H/+BFWVujozM4mubC26IyWVNnVIp12blJDW8AksiXTVK1yUSiV6lZB3LyqXoJRSdaYBrFH9jytsZU0n6zAWEB1ks3I8Sdm8NhQzfpe3Awkbf2EBhsXgGJ5l+rEyAJsUFmRUZoSESpqeblYfa7Mxu7y+cG+v7RTagu3U3GzAGOZyRLlbFzWiApWZCFY3d+d1gucL9f8T39N3Rx+UKxcFoBXVeEC8OXKKJbraI8B5Zr0etXSPoIA4AaoALwHWPWHqsgE5lXPmwHOAC8AGeAZ4BnkDPAF2mu5vE3za8RoBPjfb28AkZV6awUlIKI0iy0a3GoQMlZAmFKr1WAToFQvxfesRWMAOQaw2p5z3sS4r8vkwiSLceb+gBdf3ziTSjlU9KNAFh65FmGovTKqNsKDlja6XWk8iAmWOhrHQJx31I3eLL29ZfOs2UW8NFOBOZbB2iEMKWvn69zIECzOesP92EwhsXXQduhcF7UtceOGbVpjYap6SckN7KE+7t2W8zE45+k5N691zrwNoIYd9lORXLuE5fzsWX2YzR8eHO52/8d++0/9OwBwwL8HzbLqkuaWjeHe51xhXc8fn+ebih1tK1HY9r3zcsEUPd7jS6peOSlPFo1qv3ZUjc0hYfY7F6Q+suVNVW9D8eh73+X2VJQo2JrVvOnTOi999S9LtBzEOtEeZQk+2B1BLS6s1Qw3m1ZNclKxn7CWapBB0a0C1fq85s4RJwwGcwVPGgz5pt7AWOQWgUt907lNrZ2lW6I9VbLsiAiRobjO1pxXwnVtF8wfsp1NJX+oWGG5vHy//E7bl1OdH/zaAn31X3TlZ+Fi6dY2e6/jx1N7/9mZ8dhkwJqgAyV2JrfemKFh59hlcUiOtAMYmrIFS8ykpIqiKAJNBFCWokSwNCXAiqCixFKaCEhTEITS0BmsggYACAkVQIHQIDXFKi1rJZJcQUCSilELbLOIaEmiorlKdlZinTuaX+o568zmMeXPjWLDRp4rFW+Xtaa7kCK0TomrUkNn4qVSEJ516ICh9hvdZ3ViD+w2a9zvxu08h/kUL6RDZ4bbECzr0OntaG7FfbUpd2zebOlHNwc2TwDuHw154B+dBNMVBvf6b75GycNVHtABeAUH0ACeGywVvjvF73/zHC/r5a8f/cvT419d6GlOseVPZ4wpPU5mWj6dY/4ygySt09wa5bVABunOsTxGCgJfChpop2a2xk4FBStzF+5vGXtNpjfDqp2HbZXXF6+KAEkiQKvyEhdD7fNlzqPk+TG5L+f8txl+95w/JPgyZ1AaZZodd8aJrETdM8jcqRn0BU2RFBHZuIuCU3fq1KEjy3ykJbeBqO/Kah16iEwdD0tsuBmqI+X1Upd2qW2PZ8Obf7pZ8R23x5KDVWz8lXObSuT9Rt22tMhIJRfSWrIApKyNscVS2/mi7Vdw89Zufl7rbP/+l7UtdsSColiSJBbhoS2x9D0uTsmwsJPSHuf4py8v5fq7/I8nPO8BCsALwD3QKxroBmBzrQfrNQ7kgM8AgLACANANGAVA0CeQcl0HvQFGgABVAXpAD9hf5Sd81UlGgHgNC38EcAD/Q+8/ka0K1jbUYPe+NetCa6g7pC+t5ro6cDuHJhRfAUasnn2rp8Rd04T9XcNT430Iq5hjC6aGgxslmHmFGzVLqtuWjiPzOeoGG8Bgu6HrIhRHFtlE63cFBL0uuIpsuTtPzWc4raeMtHfmWKaAEDe8c7IbwIwsxITZb80EllpKCVxpiThfjPhiPBdqpnFt6prFmloIdyJrLvfWpakocD/pyt2NxctiviI4E2+8SYXZlN5okIRtDmuWzycUCKRrkX/+gPuf3P0XP/F/8vDuG3u7BeggLAAAZVrku9bqJWaxbzp+Bvx8uTRjn6aKt7aiWFSeZexsNFthO06q5C+lMWkedLR89OtCw11JcvZ1y62mVKVm3z0MuSKSDaCPJ3e760/Ub3hTmoVcQZRd38TBJLanrPuOppi9N1aZGakBeUA0SqDGXGpcXUi51gFW1OTp1OhsZKqtMJytfWkFAx9bU2sqcmIgwYjalAiF0LDIyDykkh10K/Z2dbbf7XY/Ovz46xx2cMTPj83n+n5Kd53efTPuf3FHWxsPh5IY1aS//F1+edxwXuvE7SXKUdKLwGRwRkhVSmdbakBcAGogaVCr1AZSVLK0JLWBrLUh1bUWgy2rltYKSGlSQAilaCmlELdUq2JJCqqgQKLQEAmltiZSm+ZYM3FNKga1IKJgBbIcVD2ATWhSrgbxw9J6EBHBRgKKaAU9NOdRznm7tetaodcl8WIMVFqzLEwzw7qBVVKxdi6wbkCSplhSH7LJ9cv0JS7LMDrTIUWdfd9vuSlt/MYMAYahvNGbn+6rygZcd23nmCsw5nWEsLtyoV9r6gNAB/Drq7W0/SOnhQHwCN0r4MW6+XFJj/jdr47mNB3/bi6/Pq4il1ZwneKlupzbxtcMcaIt0ktN2NwxZ0kycvtSxUuLRVxLL6kK5stCIqU1qOmsjLmq17KKWuQozDCuhVRsatziqMhr7TnW+eLc6VL/OvXfPrffl12tIZ0VJjpb9rW1WmRvam23TYP3bWUfBNg6xApgqaythak2KgPJZWjj4CaCIi5IlQWJa15ne2NhSdiwkOs8wY5xUc3V7LcGsQoapoIjGcpSnLGNCLRnJGxgW1Vt0FIuxWaNp5PGs4TiD3+MuNfn9/ztb4AiOqxVe6NtBBdIqdDEzJIKQBFcq6yxKH8o9W/heLnudeN1u/vauX2le34Hslwtg7sf+t8IAN0PIvJ6A9j0tfMtz1Db9VUgXh2Hv4L2ehIIgAM9gQ4Ae0ADEK+vh+9eP0PdYGBjAX6OFrqvfjIOd6PFREmyXa23VJOzHcXObDU71AemNatdnBqFGAwoeLMz62Rkk8rpXHvOS67VUEU0WMlKEBgMxVmKs2cItloOwZBWoC23Lx0T+hM2BXZOJkIhmVFMlSnW295kIuvtDQgWutt7IHNDxKpOxVoCu0JGFD94sMGNfXXedkHpoGIwkR0dsc97Y13XlohM+clg1/kExQRPFUCgDTlLRjOlSDeIl1ysilYzVbk1rmc+OSMD5Jw/nJK7pLNxm7Zu33T/u9vNL74e/lX/thtQgBqYc8t7sdr3DvUpmfncVuIy0ZF5uTgWrp3Fpv7CtbwsvGqliyn6NM3L3HsUrP1Tv8f4iGTYt2P0mZlAY9aljQHJihDuhnQseodZYMEshnTgWnMzODW3piV5mKaG3koFr7VJM2RCUYclqHRNH8jeNWE220J743ZVQzBjpt4Yn9GpNO5SxUq05DwDJrWLNVAhGrwIzU0zm5hKMXSs9TeYPjxF2nTZ+K/uwj2yzjIPfp2ifL0ZwO3v7n+8u/P9V173oTfes375M6Onbx+T7wxHS6gmmQ2iBzAOjOMAlQ3iUkWgrE2q1KaSocQWi+aiOdYsmJ/TorA+lQSaV82xxbklgby0EmteIM85V6xzawCtQXv9UojIKrWorlhiFcU6tUZamjbCvMpqMMbyAvpc5CTT4wrn53xGfPmSLwBzhMQQC7BHVABW3vXuWd45Dgs+9LJpMBhkFetwkxEbEXeQmjVYXlB9az2pl/i7y2VNayO0WBG1HbypSQsPDsMWYLOJcR4395evTe8NQnkEeALwVycwXS+RcD0S5IqMpCvJ8RVZKFdu1QwwKySAluHzS/zdafpcz7bQ5bfT9LujLunuPyf5/eV81DXV0wqn9zGuuSF+/NLcoo/HSRaQXJ+eybRuqSpFX2ZOskwpI5SXfJEyFz/FdgE8T1CNWSudlHLGs3d50hm0VTpDim45rtNkP0z0m5P73cvyOxMCX1ZC7B3cmofIR5cHoTgb6LQOInPCXl0D7iRntjmLWNKlohsDvSx0R8NJ0paUa1KHrkOXQDYYP4MOWlauaU2GAnAVGK1T1zAu1X0he6O6qqI1kmomOABdADdaYmsR2ogWpLWUo5FzGx8MeE1Z5hmzp7nCEomJm+QKXlm1Uu2yyS05RYWVG6siQ0z/zy/p9ej+eN30rgA3ABbg5QcfIYwAPcDL1f5TAAD0NfvfAXwE2IDKlQ/6Kia0QAbwBhqBsdC+AmJozz+c/K6HvAAIaP3hg2Kbw5SzATDrHIEswP/mcHMb2ohUgagLASBLgQbZIJTWEcbQ43k5UgtOX4DuPOYpud63tR7VDiBH0rDxoHW7hZblwDVWu2+yeKCC/UaWhGQrCRmApLwvcOSym2pCtxMjtRyLu/f+lOtdpyt7hData29Cy1wtDqSPz7DfSqtDMtUmtZEWxh2WhlSb9ZRL9opLLp5iheA7lqmxB/+5LTfs7nqKrLcKzxU2qI9NeqcndP1zNgOGxZW+8AlGHxSEJfrs0evnrj1cIKnztTHDCw1+Tm3GDftM5Z/t3SK0ufiv8PLd1Dqazqq7KItnA9n5vEkSx/qwiO6wFqqXizF0R+mZSS/85WDuT/Ul8C7547d1c9fjLr+gfZB5Zd73btma0bRobRjceYKuN5aVimy2Ml1MGMV5QsVYSm+kQu5bKN4qQECjFUDWFsaO05Jx5DYTuyaGn4E7QKowWexEE7tNk2oZa8Pgt4AGSxHsqwIbI41Vl1a9c63Jxkgp4FtNDKecWyuFQ/jqJ1+XNowcJ/DfPOxSqoah71uBFIw2cQ8//mYOlX43n6RzHXS0yIcPu59dklqP/lTyQNNJujfBq4JWVWNSAWdBhQHAgADUNTNqyaKGVFWnJY7OHnP1KM8CiKRNO1OnZHqDGXPNtrd2LuyJEjUSaIqWzVK055KUrCgbTFmD1QqORVYVA3QsOCB+iY0gLhg5k8ACoGxybOQ4T7ntu7q0bLA2arXqwI9LHT3EjAXILk285kV6XylTSyfxXKP6Pmk/WMjy/gR4Pmfudr4etWDroZ7hYEjB1ibsJi53P92/nPPDPsStT2u+AYygDMAAe4BPVyBEvuZBX6dAN9cfE7hC4l5ZA/WKnHndCd8afp/aIcH3bfGlmJC1yfnd5e1yG3ePsN7mQy7buvlWvzgd7vz5/bw5DKfLLJ3fD+t0zn1AJBVKy2Vgr4+Z7/ryUdx2dt6xdxXRioqAtth8x5dSrEhMR0pNS5FH3cQLfL6R37wvS+s28ULDhnkhdrCaFY0lWAxsYl4BVZh7drUxa0sM2pgADI640bJMZ7j39dMEu1DnzA4da9Zks1W3+N7FiYzXolCpckHsNiImW/eTjLM324auTOAOZqm7rvO5jOxNA8usmrNnqrRtLbN7THMOKgJGyyNBwQ9/Ld//hVOjuiRTbRNZM3sqUFGbilChOiiJliZ/UcN35btXdN/rjv7pmu4igDfXSvArb0Cup7pexzUXgADwAD+7wG8OPzx4s0IFgAriflgmSwMtwAxtBwEhRhABOAIByACQgQwy8IOF378ADAAB5I8AbHE+UCIfjPRFM2FHEJz1c00Ns9cDLOtoYkGYlp3vLlU3mo+580Qt1QLaAZDBDEiF2OOa5U3BpacAmCOEzmm/UjOlobIctH1gPGzG+LwAakuFNvzOt7W5W6iPMexcPZG57cLnbKzOG+WTwqYHTVBpxSpRtCEOjOcVQkqJ0R2sB7VtWKQidM7ikqJTOGvagok5lkq7DT6nfCBziTBCZgkdrSMCLwy+lewhXEAcD2oWwroe1T2Qzob2tZ6bcHXky/KlDp1evvCwgVr5X9/av2ntXvv9gT8c6ZziSdLbNF64gTR3uBk0X1i3xV8K3TrKsX3a9jVrj2X7pT13/M7WsmWr9bTWm9A3e2ncWywvZ9hvabVdp63kHCiarm/LkPo2Zut3gIDQNBnaO3oCc0s2WcMcAKIQiEF0fQdaK/curTp2UKvh1tSyBc0WOlRp3LWYO6eXlncGRURhVI4kiAaKBIJJpHlvSvWdLQkq61B0FtXWUpNo0Tf382DgHL914FP/zd3oAA2xYy1AJcBwqu4n9/a7f/o3A6H5fX05hpdPj106obUFjMc1r8mE/kva3hm7gFIiYY6VvXIFMKipCQKnVpzqSysMtbG55GIsH0u11ktT1TItObiUsg+Yq8WpNEZpYjzbKqoqa6Vg6VjBYVu1aW4ZNddqEBGtIpxyIz2/CDnTFC5UtrXNFRUAPVjE+RJp53gp2pOPql6kQG41OBBBBUCozUG9tLrTNTkhYNuXeV6DE9iYFuPz5dRKOxsYWBeLI91e0oJltKhaCthwPK8++aPUw1ZK8253uFsuywUqwHp1NNF1dVcAFoDtNUuyAuwB2uu7ztV3/YoPePXOvgKGv6/tdS50mtafAjxh7R/xsjLdQGf66a8/bIdNvIMv725GbC+/msYH8/S82CFwzJfCjoSlKKMPvLQLaQi2fJmcd3LBOTcbl9r5PCH7ohzoaYo9mfNaxwrrsXWrtFT5r1Wff+fOwmOWl/6mj1FtiGeBYPqbllbABWNnkDAbGdZcjbWJ0aoFBmmOsUkuSnuHL+o2TiUzc5EAtbNc0NS2mgwzcpBKuAv2bNhXlcjW9ZGOnfsq54u5eWfYCT9bt4ulWPMR4E+MoZxq1w8Zva4r4JyTC8NBYICaGpKZqDz+cmCLKKJsbB9fps7W5bFnJ60BO8m5dhlno63wt7/7/ALpdWPzank+vK5hAbrr3mYBugVpAD2wQqtXDoQC7AH3oBF+0wECqAAoWAN1AfhDgN/+kHkTC0ahRQCAtAIg1A5AyRpJFSCDoFZcf/9aak2GNlX+pBt2lvxoekUTZbV4Z2wGx1ouQTDTaGmBwVHOi/jBLhmC87GqmWrrnQ0KRTAby3WT3TMbyJeRzNSDj9ps3fSaQAemc4TtoSxnOs74zuPzRQ6ezyrGIFZbalJXVPBmAI3aD3DM8ODbBT0QWdFX67ou5IMV1EHKXPEmwFFkF3CK6BtOpIOCchbnHxTfr7q17bOaIDQMeJml24ZlriaYQj7V5tgB5uyNiTmPZTyPhYtmFCvix21ZT6v7Zg8fcumQVaRkhlZoguBbeg/mgZ4v9hc39DkbmOuI4Wvr/mN7Sab5nmAa4nQUv7sfZj0XN25brbaHpcUAGI2hqm8dnSODawu7zZ6fE/QpSKD+BWEP8UOjf86rH7s8JQpj7tdN6nJrHREo2gVx6K3MGd6OUhAGIwkmVA+mGuK6rlldCJry0BtMMDotiXZeWqINAyFmlI3zWkocTL+K7Skktk7CCj5IYVAEIk61KlFOecT2KHw0okkfST+e59LxEnanmIaxvj/BT3ddK/BVx7mxN4RSzq11weXT2f7i7fjbi6xndpeE3/XrlMfhK/KuZutCJ8lzZ6fmuRVBQlFkAKkApVVQL19mCXr8rOyhVVBblhWDky3pS01u0ra2uHFwXrvB8IK4Ra1KAlIAU4uKvpQaAp0XdVjPDSxIIdQmBjK6UHQ5x4rwHNe67/BDiT0sohPgiWRAneZWLeTBwed48/UGZmkB2lmzU1+gBIWzGGwkpOdM9x6mYu4NPzfFaenIOgzTUj6li6xxaps3bo2qo4Wsz4aC6VNopnE7viTfm2jrjdX5C/y4a+ufdOXXnKB1V/tjvd4aT9eA+Osd/yPADUAEqNfmkLnS3TPBID+8GZRreThcq2QuQjqul5ltNPO3yfzUp8/Vpa4+zp/uy4Pv0neL3XXHL3O/QfXhAfjUoaeYHUBwGzl+a8d3m3wueEM6Qd0O7uMpb50/t2TUe1g+TnTgFGcNU3LfRnis9FJs42aif/Ha11b2Qac2HyyIoWxpAIRmqJzUb3KpIw9gX+K6Y5zZuUppEWcEnExRN1aPyn1gRHKtPi+0I1k3w25KyQtMLCGdk695XcA41pTnLtxEWLqwF0ahH2v9TktjfQZ+R0xK1lFtkrEklaI5eStgB4OpavZilpe/78AXBWsgIds2BaMpBaKMM1kyl1a3o0uz+qi/WeT/m04zwAgwAywAt9en1V0Rr0cAJts0OXUrlANAAbgFGIA7S6fSfBh9lqPEG7IqbLg+ttcPAXpQBGCADFV/2P4jAnjkWStISteVkYWaAAQcQNYqI3T7zY163K98GnVD3YbKU8GDiZeKwUoi0FQB1KMaq7kOG57OmQZU9RlnjZ5JVIMMIicbA20ZVNX0iJHqUFTBbQM9zxSgtbOOQrjNl4XuOLbKO8YzCOqqBsI5170zKxZXuYZdy8aP+0lNj4z8BLFz7gzloJRMPSo8rFQ9bAPGVS1qAtygThmdBlfqk5gH145qbxlXa2KaizF4qeSMXZM1dHm33X05f0a6XUv2zkXNA2OEWsFU8n187Le33fqholdTQbmK7wSJtGEh329Srd3BxZcMYYVkiQKAtX+y3v3ueTlY/kJlDxTzkowxlkrJ9oZl4tHqLNStur2Raab9LZyXHFTBud4BsqVLnR262PhnVF7o4I5HcN2+iLQAsPpxh5KKqmzYQBMYOkzR2VDWZrzlouCpyyUGNwjVlglDio2sXRMExufEakilOQCj5nMtu85jaxosN6lGStJtoCpiBES1EFgg2yR1rAvcsHCtjfN0XHBdu2O+vDPfnutwPr7f3kznuhv7kuQ7LLXo4DFH2uSldMOc6/bh5+lDNIdv/fcfyub3fzvteEt7DCFl6UOe0uopAIrjMTUdSAFBGwlDXsEZeF67jrhA1ixHsr7hUR47zBf40hqCLcdoD6FWMK7ll7JYbnOjTpdVBGVUcywx7LF7RO4AXpp21q+pvRnDx+nF6vKsreU1sHlKbUd+hd6BrNIHNotsLS4P1H65ujdhuZQu0PNZDAissA5GLy15hOokFdhSuSQ+uLZK4yWvrY3WXkpe4jyfElo3UlsmNxyGcxMLYEig2MQInNyhwGKGrl2merin5aXSZsO3zJ/a5arqU4AdwMerrdpfXTF3VxKcv+ID3D+UPQUsWIaaQF911nJNFiWADYAUcYz1w/M6+uHbS/SHobWLW817SrT4d8XpITzI0zTu/Zf3d/ub6L6T2Y3bbol1Z/qUn6ofev2kunX959PqnPm+1BFznVuB2mfGWdxzcY8LfarprBumKDL0Zmlt6FxtsVlT+miBzdIV/2R4UyIOG5doHbhgDGW37aox/SoviHsri1qJqXNYmPu+5LM1VC+d6eaadn6bc3TB1jLL1GV/4mzYbdZS1I47SbV6NbkIx3uSBPXnsfwex5+THaWpQUzFeE9JA5YMxgBYAqtAZILmaAZfPn0ZX2qB5qjkM9ip6IpGEQlabVtqcaVQNRr9+5cikO2Vs/Y1wHzVzL4ivBtAAOgkIdAbaI3QCb/bHC4lprSSdAcqAFiE/4j9Y6N7B58l/MzTY+I3EAuYC0T/QyLYHkEnqCsAaN0ACch0zYRNAMaBzfUCUAH+BGDt7FfBnCN16khlWt3epjPZA7Tnldj5bFqXWGpFKT4saSZr6rmwZ6+99LJenL0DPWFnJdU2I1usScd+a6FBALSxSmfjMhscca6s0dqBpyp2ECx+kxmxtkSyga3CHGQPPi6t+M28zJ6IAV9UDs6cc37DIXLdM9WEjcUZ0lwGwgtAjxSRbJnDForKIKWA36f2yYSurcpDzzkShanUgS3R5nk5Nd4DN8IROVLzxcyl7EK3ai6w3UtukXvIM2MPbulNlxM5QvQaYzbcIEFz25qXQP7SYrBvRGBn/rkZPy2tKU9ajWVt/Unazo2fzpevDM8z+g4Q+cPR3oZ6eq9hD7JjbFDYMno1Oo4GYNbfe3l7jt6ZnMAEhVpS2/R5Wtveh2JrEKuMudEQtEJgUwVodHaqdjPKWozRDrrKiEicka2RJqNVKZk7cymArgaxmnJEu62NDc41D8adBbwjWltjXYxxRRJhLcqMSRCNlfP6UiCfmDW1X7/8CguzSZcKrr7HuDh0E+Y9np6UHVYbtjEetmNF7N1X+Om/dA8fl9/9L3/7h/u3l3/yZkgsEJ+WcnBdVmu1Js3WSG4QuGbyWFXNpBWtTbFk1jqzBDYv8rQxmmDW0jVeWw29o0srQczSpDPzc6KO2ndp7XQBvqynZRPCFw29abGh0npMxpH7zfHknTxr7ZL4LiB6Q5oAnawrDKMPc13YmijdhDL49KLD2NrRbHqihLkXOLUwICfhthTguejG6XxcwPMcVW43+LTCPF++K3q39SLMTfRQl5a2ezhPZnDtmOW+yaMUBdt0ZbLbLX+J/t1NdF9vh7NVUIW2grxOBY5XcOTlCqd6Dfi1ax70H5CRDqEo3AIUKK/7gNe1Qf+DRAxvAGbQKtCmdra+xtoaiD5Ox42/cUFjSbr/5D4HCb+TXX08/2i3614+vtncYf3r8vEP3m0fn+r2rsupFM/bob3XdWDz0pa3hjPzkFOfrU+L+ZjNcYWltMnsKZ3JjxtI52r9WLByt83LC2IoYI1bq+yNNGfygsZzT9oWC9160X64LNDtc77ghvSsvYeGzTq7lmoAAZFRtvtDiOuKQysrx4N3z02CZRIktTwCkjXamj5av89mwlRjix0NuTyB/REZm1txXJKANdo6a3JBS0CIyAyqmHLcDVYTgwUjNUGr1RD1JM/FAWXGgqbjkpWfz/AfTt+/B3i5Cn0uVwLEEeANwCPADcADmAb6jdus0DrUnvQ55VugWW3X0pHGztYQJXX04xpSm38ewhzrjS0vxW9BdrgJRKUtEdQDeOAV2jOAgLwA3AJkcDuoE8i2dTOsCLAF+Pqw3xkUMYebEJc1FbPbUS4QsJ2FPWs61t3IuUOTcQampG1v64SDi2exDw2+czfbeI4+OIBc626wJRMEJyIRDTah1miUy8X4UUulUAuGRhfBvcmNW4nWB5JWrWzBHKts2U4IGprPyaPo1hLwXS1Pke8NfldSr2GBWrEewLWWJNgUix8Q0IYs1NuSiYOUtQuYW+jG+RzYVSfngu+Yn261WxUbNOldfXHeY5CScOCyItz05imnjsFwYsCFtAvDrqW16Q6gkB2hPbW6xwLIWGBtq/MMM5jO3lz4+ZZvS3pCfuM6jc+LtTLnZM/UDxeY7wpcch1REwQwcuCCzrCtl8TmvLofja3IbNttXS9ns91QNBnmMb9tYEOLhcPgaz2pve3qMbVtCMU0Ue4B1CHXtWZrQjlV6FyZogaa1QVQgwUYaucStEF1TpWHkKvujYiQgRaYtqDnIkPCGwpaqg9hWEu2XDMEgKa0AAZARQgAU8xCJhXCbYD2FbaqBSprcG4drWNeU8k7j5/mxat5iidDLlIJLaQqrcO3fzycb/j2Sb789m9+dP8Gbm4tuY7NUqkzskT2tuTC21BPpfcggiWtzI5aqwp11Rp0PabnLYVjPY92uVSFCuzpOIXBwbkh25RLCEY/Z9zxONUpFBu6tYohXJPEAgFLtg4fy3RrYBYawE7OcjkNrEsygKcq2IV6WZ/HgM/VjVovDCJo9ZO6GyMXhsFCPbd8S+WzwJbKi9WthFlLBQHQ2nTTwePkIB0vwHvL6J1NkZi1Ve8gZe9Ny9TfmMv3pj8s+KIQRivi0cDtepKJw9A2/2z48O/n01UN9jrDKdcEIAK8isNeA+VyHexsASyCURADO4+taK+WW3lCOIRwgfiCsI/4bZU7gggQBuCcMoBVH5lI1vNvCptYmvmuxd0bjE6fk+wFayH5bv2+K9Tr8kLWmY/fHndGlzdD/JJ2P7qZ8+V2350kP8y593h7aufPcWhVFqXKrcSlk5tzzazGj5rKyGG6TOOtOy0VIRohNVlWzb13rdWQMZO1WQpLW0Ow1ApvQ5zJD6GsX/IuwAvRoNCcwxWsnc/R9FTzhFbpmdARtdwwN3RQBQ5BRLbGxmLfUB2KPgYdc/6gOIp02JoxVJq1XGpVJFZbkVQVmUoV5tbw+ffx5RSSKjWlBhtLH3NKYrzJZPDUzNDW1Totv/zUfgvLa1x3BajwwzLntf91B95A2gFswXoqnvjg9JIotnYHmjr3Ewe/y/KVc77vv5SjsTYUbzin1IzytjtAPTnGz1UDq9N+wOyaBUgF2gMAXzURW8grmGA621YDdoH2VdffHu6KjT1pukQ/OGBBE5AUTqnf0vSo3dhaNoFTUudSi9y2j/hkwFjYxXgx9ichLaMfsxxB/GZTc1nJ2w3SlNAwXapanY84MjU1alA8DanVvTWpgBj1dIkJrfG1fgx4oxhZNtUkm5yaNRmTpDlYF7nf6JcEB4Baq6wJPSIIFrLVsKuSvbqcM9MqunO4RMfgwZzWOljXbOPiRilHKf2qIloYq59s52KSTUG7gXTiccyn4iwWb0yeJ970g4C0pa7oneYJIchjgRtRHPpeMdZWrHnKunmt/Du3O5dnIK/pqSxf3+0/LunsysdWfzad7HZf5madexmNjQl3rjZ/KeWuORjMrtUv31Lfp/2uleAP0C5Ft6FbzVqfB+HiWE3NJxd2kJfkh04RG6ltCsWoro6pY7u04gNSUu09FVFYvQ0NrdYmRmqjWdT2fi0yOM6Z0BEWjYS5SHP+rLBtAjZkaWrZCGRWbVoNOahqXJ8EsbXg3eOy7vf3U5Qev1+rsx2e1rbDhcLGYBe6miPuQjxN0tr66XmytTvKh6DWGUqV7v8gaJ/4sz7/6f+n/+m7/sc/bZt7pJgrsLep9Y7xJZnBtYuobbVBzhHWNnE+JtVzUcd6lGSZn58LdiPBRVKItJqixkpLUD1+mOWrUJ+zOmwLrl1TMEkUKySGkjXN6dIbOKXd6C+zdqQrKNWYE7at26CFEoO39RQ1GDuphprXWvbWlFZqhUTrsqLh6VMedl4T4BYlIykJ5+q9ILrLpao+nck+sH1u0UUBh7XmRuDBOpwq7xUluf2PYzxufJgqo+nAUou0+Vmu7wPZd/v7vzenvia6ZsTpCrc4A9wCBABjwVm4CzAgDDf2HKtHe/ezwTeegVt05r4eFD78Mv/zn4f3H9staJzmYSapi/XjfY6bPDz682ZS7GhurqWkh/LpiwBkAql4qk/Q2fDpr78zuy0/n8mYS17iYXEbs+sNtdHftV2ny+NzJxh52YXYpW5IufTuIcNaeMNQjDQ74nppnXFkMrVuNGvDjZFngUFsgNF01aQBhhRy0TAigPZHTR6ZDPd5jS44agq8FkTuR3OJaVRtsRpR9EDF+CCQmEbIL5UMFeSt6mXTWvzhYk8Gscy2w1SiqVrmo4E57b8y6rTMhHs2IWdEbJobOtOw7xxrI4bYWqXjiVnEG6mZL0Kxzsyj0zJXVKhdNcmTK5fJ/MdpXX6AN8D2ugHeAySAdwAD1x3ApfE3PSObvmE2YVPqftAncT8mMzf4KkCreoncD2M07KiVZG8G9zmqKdPeeS61M01KfVbZGluc8a3V1gw4hHqGfP/DZaFqhWS60VuaL/+abTle3tx7BodmFTSiynkppcBo2qlw36SGgHmqNGgsjrfiTh2MnUkxh84plDnLpsdZcDu6mksHuPYwTG1l2Zw0ezxX7SwWKAZyV4Zaiwb2QCs3LBYUzeZmm88J3ddIqdAG6AglkFWve2sWTULdxtfjir2BBTCwN5z3FKJp9sTJJ9dkEulASWa+9balqTe7DFm0H/DzpW2IrEgGPDi6gNpAKFAzhaytglh1STiY06lshwS4wXzpbjpsqr2VyMG0DEbcWku383AOeIPlKHzb4bLCAfhZ8pb7oc6xlo69Wngb3CLrT7z9th/3z9Nn0f2quOkj27HFLDYdRd36FvCTgW/O7ZM3m4NCKmnFmy6W3vgkR0yOLO5j7/wygybdfVNzEudoOfOwyTpCANcQnbbmm6tG/RpLt/V2AbWoMDaj49q4MylhMbVzJhfcesamxgtUDEypijVstG0JK5GtGTtuUdlTzWIMrFmCo1zbBduolLXFzp8vvN+N/ytNf/bz/Zrl911ruKbv8Bvu4Zn23lXVVV09uHHcTogxBwgFYc7585A4AwkhgQLhCCSiIEQSJU4wdux02+3qru6qXXs/033/hu9wTWstDir+N5bW5/X+iWl5Mz3vfXjmv9k7HvmNxUHFxUlzW57g6xeUB5Svt81nW9smdRqm7cslDccjzNVdtvW//xX+V3/pvvuF/wd/BO9+bk2ity8lP7G/lowdGt6qmMllby/RUd8Xtr4IJHbXvqWIRapxN6tHSTUyyNGlqjq9jbdXnQJcFHwif1l7wK88jgBdrRIeTr7mDNOwN/ORMoj32DbMbw7zZW8gmRx9Ffec9k0OCaDYfaJh7zjGmtF8Y++L1uNDsNcqR3AZWlCp3U8B7o2lmUW5XeM40JI5uEP1LWlDCrNqRfMYvSsqEKHfIxxqv1OJFLLBQ7Bt+8rS/Dvs//DD6b/51fXCEcyBRoCe+Jcsnwf4buLD5G6QfITwbfj2NbQPp3O6bo/vjttaT8N8OHjD2NSleuvxj//R7eNXfPcnyXYJiGW5PbzmvhvzCfft4Utwj/7ztaWpGtK6yEYwsn1swL+rDw5zGLjK/np9eH/su4S9QtjrS/8E/jKv3332ucjP/0c/bcvO1BDD5jIlPu77jwY/O9jXEaedPa3sAB+lCIY17LSN6bA8tUPhPsUdPrmXAschLH3H5EsDV9t2hDS44sxKGPzW2dve3clDb6vym66fCw+zz2MPGZFJkSj23khZu4cRYZUOF7MRFRq+SdqFKhgq+zfldff4Un2KUSVEIDHICAT9gkMwMJAa09CEPEqvgqXa4MElDEcon7WI3HCItW7kPO5FvZGgRKa/0vbP5LP9u9Q7AlwB3gJM4A7QZ4DT+Mx1/+NYbnp8m/QS6STCnsue3niKRmOE31Z/xhJjjNSKke8RVHwPTq+t+jhqJwc7RsA/PuPHmxy1/ahbAALQV8A/APgI8AzwNwAJeu699+HDOL9/8zRAKxUHV4J5u+6IKYEuSs+r7DOijIh5NfSsDAjQCvgD6700D5PK3tGOJ2xFRibuAgqt69xLRZwxLbD6DeeTqk+cd/Qj0143o9Y2cw9Il7Sz+Sne0NwcmzYYZi2lD9bkMriTLQCpuaiaXeLUYccjU8kyjyEzps3KoKzWmaVXE0vjgPcGo38D/ivZRLaUPnkwkxvCwYs1OhzoekOHjQlo9GIka3cmoH0cQOogVGgc/S4yOneDin1g2BzwPvAIS7e5bhfj2fSHApMPS4DHahHKRd080Lb3bN4aOajOhV9qez0OLtc+59u9xBjuqAT9gQdr8np2z85fqj4FKrUpaAp9yX40hQGmg2ZT/Cz3b8LD5PuR28WRy4bt8MDYkE2NcXR1RTj0UAM4HULiHXHiLuCxFiMdsO/iJ0eFr6gx+FUsOSiCJ5Bu5jy6qhKoic3O0HuoSp58F4+svbVAQ4dxhJaJnTrgRuHnT56IvzVkT98yfbn010c/oJ8UnihlaTD5W6H3T/z5HpCd9YxJxlvNeTVOpbaI2z4ez8Vu25To+1/V3/3FN//w37c/+bNNcODtU/UJoTVEW++le9LX0idFN/p9kThAte3suRKM5koHBFj88ojPEC57hhhaQ3+0ZW+KaMXuw0TaxgCwKiZKBm1tFt1AGiPVpbkhwlLsKaW9p8nJvTbuOBMvNXnLWy9Hbq+Cs2+veTjweunxzKqxXQseqKwlJp8BpuTrTU/se5GVW3Bzo+L8VKDF5FpTJtDabEi8i4sEzH6t/oS3O+opxK0Bot2Ll3YP0cY26JtLfzN8k3PGuGI9fxNTGg6PjsXe/9mkwdtmT8eTzAXmeUI0Ps9TzHV8/5PTy+/2D45ex6lv95n9RYanP7CyawAtUJ9f37/2drhtQKPLt35tBxzo88u+jW291I/L03nMt9exQiuwgOHLdQCQma9f5XmItxry6y6tIk5j8herS4bn336PwjoFOPBQaCL6pPQ0w/dXf6p1B+DEjnP94tlLmTVklXY/lv2Vx4NbAM5uOqB1Cz5kpqlDnVLabek9iGsn1OKlZ2QMpjn7gfIXducD3Yukjm0GRQ3oUbj0CnNKvr/e9dH49jAMy604z2dX8xBGbYXEkcO1Lhw+jJX+g8i90JMHA5fC+LbZAHI1htbQs0kHslttKxxQH6PtrbnAWChTbfvgrWX01oWI1TbFv/iiAPvvv3Gf/91gbwb6GZiGcIpBS/6AcWvuMPZFaAJbMB4YpiBYAZ2Ttb2P5JB83/+tcz8t9cZyouGHUT5sh1sEBbXabsAfRt3F/b05fmrrs+Bf1gXBnWF/BfTABfQN6A8A7wA/QX3ed5QHSMd4rPlGkdENSZbycXcPg1wLzNf+eiqDcRy1dkTAW3eJtHY+BP58385MafRlBd+kM1BUAK7WwQJ03LQlFzAoTaG+asCU965N48lt1/6Q8lVdHLzu4otr1O4rnkeDDXlymGl80q3DBGQj9iqj19gph5aCc0fbbzpgxxgmqR0AmbyDu+eokh0euq6oyVNTn7xapSZ6IsucYs/l1Q0j5Z0ZcasyErioAkiqQLOOOojr3RrRqcjd8dG5tfWZ4YZ58jNxM4tzlo8Eo+Gt9VPXStDATxPWLoPTIgAIRN5raxG/7YbhcZH9d+U+nOfUWrCklo3xiUJZ3Oxr9sQURuetELhMe+DOSwd3pib4vsFXatOLpQdtxuYNADUYcwjcb4WOY8wIkyNTUEUkAolmRuIsub262UfBmNB17NDABUSbBRUtgNPaa4zQDBN8rmgIB3PeoAApgfdxaq1Gb0vj0WMFr+0eiRxPSsr4DZPP7ZuH0arsTDPhyWNonlTO3vWd3r0dvrz4q59LBgjrvX7Y64sv1l7bY92KjfPbp357e3i4XL//l//i8OX79Ke/WB7+OPCXXZPqSzPxeLkW75O/5XxuLszge/DxebFbtIA0ThHW3J/pvhOFehD+VGQkbBIGE8FmHOJd+BzLrn7QvNJw0ir+jsLSNyFkzHt5JLWr4Nnja+vOwqJuBrC+NwtGh2tfTyncymHguuphQt26oHkzNKEYvPgT0ZT7OmL/0mBwQ7NyktiHftlxcL3qdNL9xeyU3KXhOXCVjAoDS86QPO8NgfYmnpUUjnWouWn7Mjz84m0ZwtsP/tKTPunD+0lG/Zmz6enhjsMvYNlpQAl0KkMaDCRX9/jWrRnffvPQJI97x+cZshHaLFAOlXj0+X57m74j/Iwhlp7z01uWtcGTP/34+Rp/eD9nWdab1Hf4b37AQhogrHu9Zd3ABb3Z3l0hHIp1jRp2MYdzHL70/s54vdQpUtX4V2v/Q+e+fPbT2H/1AudzoEtmnwzN0TS9rObGdqR2C+xrlcMdFkcV8bi7dRpsb4nibsVTsnal/bhNJdTgCLo1VB60SJpxv16QT7AxRgDImFwvAUKQbQt61znR2sStdZGUHH19hJ8kyfXOCej+V1KWMGKfz45JjJIjocAUOxoYWDftmhIZIIGpRSgk4Z2Lh9JyWqFfrPRuO1RMzt3rKydvUtRS+ucvP/7ebtN/9631DcARkDl0MWhwDIl3/Pat/dWOvzC8MT3K73uets3wvuo14IBhcXpR/knJFfmErjJ/m+Om66G6z1CfJs+I3+/3R8LvfT7OXjd6Bqy1M6QOpQMVgBfQAWAHi8TzacQY2+iHe2bm1nQw/OL4oUEZOGbbyOIraFSGyFC7+ZHVxGK0zfDx2KulMVsPWSQyY6+9Oh9CMGfYBIq1qCNC3ipP6apD2G7sudQ+n2CtdPJWGopZaR1FZwfYgzrQFRGgCI9CmXDIaoEIw0562HgHQ5eOA+9NJ5Iu3lArgAFNtUB3yWsxGp3uWVHBvJeYx0at+hArBz5M+rq7MNm18QeuzcgBdKVA8Kr7Ew6b1I7jSe43moe6fez2dopV9TQk7MpAYojYj5oQdodUs2qAmeu9AaKIBc/CAHfRbRzjum0Y3g713Ol4mn9765nqp24fRncy/duP7Zuh/rCGB5XwiM27gIhXlJNPCSxp+dTGN3T9VNJ3oQaApcHgRjeKtOCTdqmAD6nuDaYxiCCQAMbA2iGgNQtRNKZUVitHh1ULUhRHjn0359CQgkh0DorSxL7CiEaIKWGuOjDsxdBUiaT3njBvdXBkisoGWj9imIwD2Psp2trej27pYB4ng0jwQvzobLWAPac3x3lv9yRUxvHY3P5Nud9ecW6XTy7eyuc6PDDsh/nDeP74+cvX/+zv0r+34bufW2xowTveNPqoJW+PPpqVWEM49Lx9dN6rCuAilsaRNvHP6fR9vUz1Q4ubNItmKZ3aYFK32cEiY4BSOE4KjczaeVc9+F3AH2ncUbXBwfReX8+47xieUr4XYN+bwgiq0Ldmj2n90tM7165Cs8NqNvkR+Ew8Acq1wAngxfDJ97XJiNtV79HC2al0Q9I7hbP0ZaPHuX+sdowTaNvEAsta08zr3qfAUn3h5Nor3KWWb7aHT8OXN5DO6fDE/TAysgU/P/iv63aOIcCh2UiuOY1OXXE6P3C7zYdDv+w6+kAHlYxuHp4k3w0TB5IqdJyDfe3sQPUQjnmRDo/D8WWXZwflg+1f4O3wYF+Xw7//x/3a7y87btVun64vIf22xNi389ledwZ5Q5iVvjnh57V6jB8bPgF++VEwrW9L/9X745PZl3WPAUsm8J26PY+8Sr4bHKn2hWPbN4ST4w8wOXOKqwe8uyGFjrnb5G2LMTXMAXF3qoo+SNkx6+Blq/QQ4SouNINR0mzNk8+0c5u5fAENC9eoA+iJ4Xcd/z7EOj4lfFaKtDSzK4x/7DprKgTJ0Dx7MXMEuRZEo+gMhJBq3cy6cfUp7/vDuf+qZeQVaQHJzrlVmvOglcAP9C8+LT/2rwpcQd4DNICfADwBAUlC90g0p0i3TeawbOkdwSXgCenq7FD6jvFD08xqGWRYRj+PdlmqdyId3LlsVwmaRsN7okCBfNNfuvi69jS7fWPg+IC49FwVfwH9ryEWKG+hvwI8gH/V+g0eVd1P9vxq/L7qRycehlNQNaTrVgh9DBJFW+zRaOPdC3UQzbhGR61wAoKdIMKwnNNz27uGQEzazA+wFwQYwSkg9NoNH3u5hWSNWe49j8GWpaZpbrVXF2JBSgaWO0WxzowOG+wB/JY3j86iaH4gf/MUQWzL6ujgsf7+Ol9xdpxL82kE7oAEBn3h0xGWG6jklAKRyJnAUKtKH6e0N3OP3TbwR6DilbDvN3l8iM1syq5xEXBHWa4DPvqxIRDKttuIvA04V7HgYm3mvFYEXwTCJoWS59XtKCNIboYGeNu+svuOmhWaJi7Of9vtVy/3ETXjobOdJ7mAP50gOxh885Ywbu1wjKaLF8ceHuzSMT25utrZqjxNnltpdHQovROTI7fqcBhcN4gudticjxkoETbwAJ7cXs0H7M0ccibIxIet1TFwh2bqAZoBRaod2CN1EfJ7scGTNosRCdhMHLOoTMkFQQr4XNrnxK5K9AItlFLYudj02WEVcwSiMnjiYps3dvM3y7750EzpTFwpoyod+FGH2W5lCIh7v+rs5vu2vPsw/tju5Z9e5eef5j/4A35z8hApTvfy+i7FpZ8c7GtE2607cEDdZU8DYr3t+u3clt7PkBfOmA1ZiFsVB4YO75fVT9PSOh1hXiSTGbmWwN0bPzPutDoBor4KDW68NjhzvLc0htfWwhtnu4Vg5H0ryk+wFQtPCe5weoxPW+bAsPQMQo73XegBpRBE5y61nVzYaweyjfWBemV+6XQeZcPjQ9Rr14k9sYVGNtBtc4NzXS3J/NncW35RGceUfvjD9oatjm/Owe/W+yk89+Uln98++sWM3eCWnoahm0iABx1et+Kmkqt/HOragTr7B/Rlr6rng7vku7inJ8y5h2noudFByg34zXn+voM/ROerCZ2fgr2s9fQgwLCtpz8+69ry7fieUvm7S1/9/MO9zWdXF6/8WEcE/ZO30mB6O9HH12VM1c3TbTTn6eJFRn9ZbrNwHeLcinYAsgAAxkJJREFUyr8Q99zX0WLxuL6sw8FcjVwlAztvLAPAEvqu1cfhWBabrWy62sC6+caOC3cHjudOxilYyd2ZgRE08mPAIrek+Ip3tYcx9dsCq/Xoq2vnyhXqgUsPY6C0Dom+HOA9UPx74J3SidGpes8+i1G7NURvES2YWs8dl1ciLXIcH1/u9WfD9W+aCu/mkih5bQpHQoG9wr+8bQXAQI4A/n9YdUH3/IixUxuGp4C5HhzU6BmoIFPbzU+MewxPA7Sc4qb4IYat5LxKSCN1DINba0Gen+jjsj+MTrTrYuE52IXt7Evob3P+hKNqXhz5as2Pse0OSgG+gHho78EdxuEc9GLyDsYe93cWNix7tcm6+kOEpX2pw4mzSiq6isYC7jxrRYqZfu8vgAPWQvic84buZPZlK3OIsO/Kg2C2rDxa7+a039UmghoBMgGKgAsB6u5jSrn3qeg2hhOXUl1CWrh5GrgXcHHUtUfnEW+VZpc3YwYKTti8Syq5TLPbNzt5eJXGZojglTFg7ZweW+uOFkWOMefq48nVV8xhZXhArTiE0mkel5sBTmPcdwgm4pRsQL8uYzr23oGdLlngYeJbb+cd1IMrfKsZAUTNsVUAYD+LL6k+Gl06MdmwND3Fx9wQJB74utg706+ov5je/G274rLG09AcgtVyB5qORqyc1z69h3ydbHBRdt0In85QIjLYqjxcy/bsTty+FPeQACII5uBng4YFBMh5n0ud41ibeh+BEqhHHYCdA+l6NLMiOrrHJhToLhiYzEANo4OuRsxWuvPunsUijw26QzNvqo6dWF8BycwGD3sVxtfmxaqS+2L6P04Uq/RmLwSFaVAIiahZhIbBzWocvBdbhyFp3o7psZqcqcL8cbk/dHqR7+9hxK+fMT73beTxWj//8//u+NMP4x991ywc3VboOKdtqduk8WLLGUZiQZk7SJbpHNaveZy8lc0Ncbrq3Vt5yWEw6+CO7uQnc60MUUptA/Q79zcsX218g+Ur8oMNnXMXOIYmZA+ad5QJrzn7U9xe6uEYXffJtWmcIsAQKAWYJ66/2f0D1NfOWD93J6MSeVSpk9mLtQO6W+2PIXzs7S3ZhQfKmPhm6EYrd+0n86Vqor478et2Clnk0UHZgr1ZVTQxts2Vb4+n3Y1Px/QZIRqcNng9PT24tgsdA65SeIo94qPojUhYfbdIg2K7mosjtd3mFUvw89TWtb9z8d5vmU8Pab2uNjtHSQc/FaFvjppXpcc0Vwci/ZsjiYwi9eEhr6CPMt49XWz8xx8+fcnwx+nhh/JyeVT5eLi4BEZAj671MHxocH2XbEGbYLEVyYeC2+HBzaKlf/SnuZX9RPdbCK/NAt1NZsC1lw7d9eRihzaKw9GqdCavi1YLZ8xbmKZeNwwVYERXQpcuQqbm0PVY0aFuuDU6HmCJce5b3mt1M4dVm3WybjBQ6PkSznPtxMekRISxG4cwQordvCcp3aNo742dqUcF09YwF5Ose3TTVk7/OHz9mwLmBjKsvEEF8J6sq2Zas/3F6/b7aMMDwAOQB/Co58aBGZkIaSF76IOdLKwgEwQYnQPTPlfXPE5QbwnPNnzs90M8BWyrWlJnh3jAtq9yjr4qPJDPobXLjuPgXraxu4u00jbvfaAF/BRJntDdDQrIW4DvAX4CfdzbesjfsttqTonK2r2gm1hL81pIiN7a8iIYpaAbCdzoIa9AypJKh6MLGgCqZypmMnWpiQ6OrXXARFS4AD66/Yu5VGq2iXVrbli7JHLQwYcBYMW13yZKsp/4kPdtGmbK2yqHRlkLmjjXLQ/eug7DkWmHGNF1tc6K5uo9D2OUrDhTbjQ0IJPZxa/UB0P1DSsPgPKkuLSb8QztBnisbZ3INw/JrE4Hv2/eeY89wwn7a2V38NR62ZIbraiwb7lAivh1h1m1czisZTm3eaWMTjRbhtHLOLe+W5rIdjkDfhGMKWxrW4AdU1vzCfyrYUpQffuj+/RDsLz2uWqWUOb+5LoUVyqfXfusdCpdgo7RdenAB7pe4TFF0huNU6bF98MEa4VjjjT7vnf03TtGq635McEu9+Bcg+L7Zv4RoYIVI0+4Voujo2bd8dTsOdDQVBEZIKObWu3e8eD83m32tgs7NoDOyqoVCIknVAL8Xenj6OhuBUoFuoGF6P560xnsd6YLBb/3afaT6ISYOr+CYuIRQQkOYjaMUy3DAVvlC+nPXLjuW6xulO01nOd6i29DuXl5r3z7l79xX9fx3/9f5cQTyN5zQF+7PrrD3mLU1+pqcuD0Y4ExRFmzuPBlqStxfQF42yUDuWDF5ICPu4NaV7PSwB+E9k7vR19y+2aKpfeT9eom6ur8kNHPybEeHmZb9OGXDyHbSOi6eTQk7N38qnurdcRtUT4g33waDYVrbRb9ICiTtBX90wFflssbbHfwD9JurkV5nKgufT/isIEJblX8qK4MFErb3Aa9Dkp1dk4arj0Gusr+PAw37e98++p88/COm6CBk637Ofovwg9df0w+bqrBJ0pFfj44x/Jr1+6WDtde3tZ8dX7y+FUdOkqwVXVuziSeq8TZpMhN9CHIpiG43rwdhZaAZJyE6ZSn5n88HJ7fyueP+P6t+3qrCyf/E7BPz9V1O/Hb64J3N6f+JYaTij6p/Nb7PxzQ673JMdpXTKdAcarrSpNGfYAI9LLCOeOKNZFFCM5HbFs3dRhWPUxhda2DcS4tDmPZFgxM7WjutfQYXBclmA1vugcbe+mKNiHYiwy1bh54EL7vxgwEOARsoI/OH8ZeIk/zJhwP0N3bOCeB2WswINXAiLmu7BCHidyMamSisHAIrX+1u3p8weunOALcZk11L5aIxCttqFD+2Utd4Er/Dv8ZwDy57/hUcXs+HPYx6Gt9drADnlW/iL0dOGfjjHDsHeJ576vQODrL9+cwLLh5F9lApbleC06NNkUXHeyliqB3mD+16FxgK1P6rtqqXDi8AVhY2XivQEB30N9L4t7zucOd7L3Tv93hGXFNOLamSNolIM2r7UM18BC5ibIaDUTFK7YhkBiAgU95X/Eh4tejnDJ3EkDAUsrBYTH/ubnJlxZGLz3SEZ0ae647hgFk88HniAkMwK1lwzhc+8X70Uk3pqAApBvzrE0gtfsLuCN0YJ/INXFVsj8oF7+yxeastd2Np3bvzp6AStWw8HqwoeJ2g+j5AZrGeML6SmmsDqDWIZGVAjJ5NhEf4GJ+xNobA/IwqeUKPnKVm1gtw6T73uxEfXt0KctmAtoVEadQqTl3nIc1b+ii7RnO0S97Dt6ig2eA3YabcEzVDGc/9nn/rk+XaaHd9rW/BWeukUKEtrvp5GGLfip67ZpG5XDT6utF7Hk8T71FPEa3bHh6pO4gZOJRfRgAwWmAQKW6YbAKlIALTdxJAXwYirIzYJSt2hhF7ZJ47tA8mKBjjKa30ZGQl1YGx1XIk5kpoetIgZyAB6RGBvBN8lp1STBc+5cQR6KHZi8Ghqg+PLU+R4bS/egeFCPLJISMBQDMAKi1Bodka7tGfxRwEQeA33n/zieFndK03l/ShLUTTsU+fv7h3T//T775D//X+PATuv/IGjNxh3ZKD7fqZxp6s92cM6ZqIp00Qqi5YlJ89fuzGxAMZeuEg1aSxcGsvhmEyV9aic8T3pSf07igj3AYpofBzZ2JdOxKBvA+nIvQCFjBgrW166D3qqY8CWHt/cj0VW12sQAmLTWQp7G0Ql5m1l7gaQxrhRlhNz0WKoPmfQCUBg0BAXFOcMn9pPQJbVZGVrIZOvToVDe4qZtla+EQy8YxrjGcVrPBBXUCElztHF3Jim9XW8buG3R0CXPld6dEi9hgHcnWBGeHn6s+ONyDFyWwfqy6hao2oTJAe9PgEuK5SzU8ktzJRVhrDZwQd3dLh0f+3PHw5p3dXmx+A7exx83dvT2d6mkNzgd8s14u7t1PCXS+wNfw84epwRdc/MOwBfEh1vt68+M37+wHgDfZL7c9PQ3317uX+LktDl7dii0CdVZnBEvvGeCQtKKWdbVHP5Rc9fDKi7iw7Kv3odsXwwPPuVZrMEUtDiJaOaNfcRWkVIXcWHgrnb2480mlUEQVShR7O8Z5buAdD02RkNUE0fFwMPFAQQQdSBbzYSj3zLcbXl7sUuBVCBOGbdE2js52oGxwJv3E//2XDQFOEBnkCQzG05vaPauE6UexsfaZaHdpQlqB/uCZP3Z+9FhGGpQ9owx+VlYtGl00WMHPRidwOxtVc5MFZRP90XBwnhnyKnXCIWg1997sCwC58l4B0b+L8e/W1xF4A3wDOgD/1EX/zNseDq18gXgahWvUlyYz7g5OyE71bgIyWcjlVk5E++QfVDeXk/lXocGkZqmM4+Quuz3crM7mCEsDdFiLnJzLznyTaNY6JLNKO1pjPnCrmfnYy+aJC62uC8chwrb2g7p8QxxUOgX2+7hNOYQDbwVHJgGHDrsB7Z2oO7GVjZuZGnp33LpEj6ZNNLnQEk4ectAxoyIIjFPQ/Y4PpmKmKXAVVzVQ1IhAqjawbrU57ICkfqLN0RTk2jURl7wh8nkGMEq13h2dDul6yYa41vp+4LovX4ingy1XcEG15oGhuyRW/lrcqVVgXzqNACuvJ3ZI5jL86OjbQa69fBOfF9vbYXg+S7/N0WBzZZ5so8G/VprtdAjN5eVvw+FPbeluOmhXDqYSnQ9aUCMFTSo9poFEmvemgAlap9mjdWwJTYBQeQhqEoOjpmwwd5OAXCCOHLs5UCVnCuYY1BogNSsepZuLJAXUGSOUZpkJq96DE6Ax+WMzZEDEd2wje6hSB0eIMwMiR29erIIZM3UxjlrrfaBQVV3bshDiI7OdJu/H/eVCp6dljcYfv1Bvb4f0cS36//m/HP8n/8v08G2WdVtenk7HLW9v/Lalc6pXs5ZrWxCT1+wGXY2G7gS+85M7/HK7vt6qzD6suUxx2KA+wtzdpvV0mtjxw1MYmk0DoAqAlcu9bPvFtB0OPxsPbwjK7Iau2kTuVTzXL+omtFVLEud8aOJm2IpScH4XnMl5HDhYR9PeUT8v/XIM8aXUSHCN6zuVz9g90mKKLEfULzuMg5ZKR0ZEK5qAChhjqVo1HBrveHiq9Z6JD3hydQ+nxEbY1XtIxRcv7jDYphwlSEwO77t8fwifr7onDNXdZfHH1NeOM6TsmqsduLP2mxvm0tvYocA59MXo2GFzftT1U+MPyW4aThPuApMPFTLG0xQsr3o807VipOM2tPMFNDCczBuH70c/7v00DH5Pl/GUt8vPx3cZL40F+bUt8N3p8FJ/VfwHr1/n/sSjZHSPw6eP+eEwKjy6E6TdtgC+hzj1Vk4B9my+J+PWX2V1BLIBkAbxaUQpJm8m+pL3MXr4CeXvuw+IVwSE1XRAe2U/iVUHlDWOwcb35APwYKQQziG6bHHyc+4NOSIZAiEAGDkeBYwQq1AcYu8z9avUSq7DbbHtRS7XutPYoIKmJpVtWPCjwUftM0AE7CAAeGp6h/txfI5F3gP0BvXIvNQUvXe6veqb07BKOREXj3XpKSE6hS7S0Dsb8RBgz0/0cLFPo3OsOQu5MGoWSLPXV+IPaIvwmfvXHs7B1Z6Le0i23Lfw9PDobkuTuoABIPlYLzqlFsh6RGleqNLsrPdhcNL6Av0h8bLJhu7I1llD2SoRDSYbHql3sZm4dykvMs6YK9Ku1TB6WISPVZbQHhALgTPiaOAU7qYxQNcKw7NvP1zLuxD3uU92wHzvLZyNS7D5SGtvrjZK9mC+p43bPGEoezdnSaARVIeT6ip+Zu5TCyvmzRBb9Nb54PBWiqVES5GkeCE5eVbKew7kWYqxN+q+BwLfebNqDYho2Xz0LrSNOWBfRA8d15OblnZpGsYoAB1ccuVl5SnSly0ky1154JqFmmKkdrvScejr4k7RLR68KGX3jcfsaRLYKe/RHwWKM9/rNPlfGP+616cQtttWI8xUyjVNz0v5iuf3qX/lcIQ+M2u8rTaC909Oc09BtftxygBTitVkGobQTbCBs94yuAAggkYFLA0vpcfBxdyrYzYPZMnHBpAIq5n6gFVDABNIhKjOgxqj/j6eaGhECh0996rIAN0A5Uo8qvZAIjR5D10x0bGoRgB2USRGXsAKwdrtgKigmYmAfo/8Z+jmXRcTD1vz6+BkadMRbes4ZHx7rtcW52n7rX9jq1a4HPHpinX5f/7Hhz//x5fpfZgvX7/WYRo+7znWr83TlrfoCbBurR+150l7gRj8Avtj/5LxZXJ573KMVqEd+FDdaYzfwkytj2T32z2LLtVc3j/e1xLq/rX3nzx883R8ZDoEF2qnrPVSWyC7tz64/Wu2h7B21FJoHLC2lsxtHUbPa+0PoQlAovBCvYGSxnsfTn5bm3ug9KXWI9QbtBPiqstXnR7DnrdxYr0qHVPK9ebBFhsUzffamOjIt1WG0wmbqmZ3jJ0EGjLRbrdorjr38uqfH+wi5VRw2/Fw7rd7nqaw5z72B5u3VmJAJsktBEMHjfY6+LiXEOOSs4+XjdxAJbDTRcwfnL9UeopwMQjg87D5HGYupqmFapWfgr9DPXi+ufjuxYzB92C/uPr+dvz0tR/m5MvuhvO9fYUYva4OH326r0XO87f9liG+QdgOPD3CtkxvD7IVBCgu3zvESaq4vd+FznldhiHVcKWbp9GiMrDWmtQMoAsOEdfiB+1trcPnqTK4im0ufvcNWxbHrfcUktOX5KZz6/NDGg7iBu4OPZftEM9jkRBAGpKn1FQJAQARQAFBwDM2RZomae/0+7+FL19Sf23Jh5vCunflFETRhgzFwa9e1OMlGXUoB/Ae6kr5j08fcttmH3tyXpg2G+axZJWqzw/DZysH6/ct+IQuxKo5on9I8ePaPadZCozhuJcb6dCsOoqRSevLSCNWa+6tk5UOb0K7AI1El7Ir+UPSLGEe5etdbIyzkm2oJsERkrdaaxyhW0DaSwy8bv7wpi9XscnCvfXBY1BZMR7mTXLwrfUSQW2NNGFfBebkLVZgJAao6JwKDbgvJcS5wxXdlDC/tjT4ZdFIsasu2B9Nv+74bgxNLOywuHw8Tq7UtrGz1gtYZFH2TsvGgZ2G7jZjNIyD1Xu3gIh3DqeiWUpQj4lxpNB7Fkt9ARhDonVvacBsbm5mhlQ5qTW16LB0NV8RNFSowUIGZVPwhCIVwaQBhwBfIz7d5SpynMK1WFQR6yvBPLJmeOCyVzo5Ws13NxKsvTpvpjdXg5GzAf0NZUi6KB8gLL44F1sBNCBldu1EcEP/R9P860VSkARhFTiTlK8cHkWEYtrNIiXXdQ/oVCja6HwU8om9lQEHqS1Mg2/NAo7sQAA6jKak7Ag1Btjr6Jl3HZNHgwqASl3UIahhMMwiKVApDYOXDuRMhdisqhmDAwBTMGLpfXS8KjITcIiGxRzInvzYqkzDlGUenQEMzjyTdZsJNrFISF0hMO9dZ+7FlMCUkshC6Awfkk+5tdGLQh4A5VBleThPP0p7+Olz/wTP/Yew/3A/zum3mdt//l/KH3yznRjf+Pvy7NOW8R7Hh4Z0NPgqaSC8Yo1dAkGttlGu9dcsVqE72pfuPjxNSmdPj4a+rvdS/qUBC1KzoLS95PuZ4G8L/Hz2T+/+/pHP0XlTp6Z764zYaj9Ed6/jyevd2Fs3zmulQblSZJB7j5OvV/VPwW5CrtkqPobNtVcBIt42sX90KCPU/2Zrd5VIfupr5tlPsu3lNMC1bRjDUu0RLp8MdASAxDUzQ+6enQTrvtMV4MlBUZg933NNPs6z3O8yhPCqcpjgVvAwuHtp7L3QoosLIVdAI9bMgGtBP05tLT5aa4PnKuR9bQC4u5ikMOf78DB8yfT2wJ8WCyU47zqAgaD6MMCtpucJXu/9iYr91MUv1lM/q+u1hV8+ry85TsMA+qXBTx54VZrX/j0kcDlRb5y6t2tDT7hHOHD+3A8PN0VQVwdzVtyIVigBX07uhLUKDn6sN+HoUG2ozkx7xZElY3BaxBinCCCjSjFwpWVvnoxyyyHorOsrJOK8N4Wt9D2EqcUAxu4IYjGwNPSBxw6IzE2RSbuaCkRPvYEjM2J/PPef/pmLLn/9b+eg2zQMg9et5tUmZ4tQXvp/+/ULKb0AnqEXaIcY34awb/vhkEpuzjlBcC5sRVPkQ2nQ8N3oPwKc2xoxYCVIcUS4Ez8MTtlRl6noHo8TrHfSNyV8rDec0nktPQWTogAnbmsvk8LHqAcMFrNmm6fk97UmNwl8RtPAl/L51I8J/aRlRri0hogp9l78mfY7TBGKkj6GeKsmjKRmCydvjH4E2ECfqt27m0DI8e9F1YOjS4RYoecsjufa7uzeS7tYjBFXcUeWpjp0tYBXx8/SXjrNwYS6Uy/3ZmKI4tmvlE0H7yn3Pkz1bjivkIPGED6XcuBBpDhICesS/TnxUjvWZsCi5sU6Gk+llHCIthsMVHpkJWWEXWoMAM0DmzV1CIKWDLcT09KUqkncobjjFPZi5o7UX4TOGFvvjz7WpplYpOBN0eumtLEQuohS++aaxWTAqB6P5lYl7XCoug3j3PbiY4r92igY7Ga+gTEtAtG1PIU/ifqvbvFkzStj9AiwVU5D3h5iMzRJD5PsPkyRl9k8dsQS2StOgWmcNCt73zrvDEHYAlw7jIEuSlFhSnHtahGtW/N0bKSO35a6hTAgBFIQOrSWnZuqQmQvwA5qsymwiexNyDuVDt65rXdGbAoetRoSWqMGln2KXUqkIQtNrIo7WwAwhc2hB1MiFaXE1s0I0NCZNSTHCGYONESvey2BxsznYJMdI/SfV74Knt4+/PC7BdZrfd2ofOzry3b87d/h//yx9KkNv8EXjY9biIj7/QsD+3hr/Zjo3ocRG8YWGku1VgWTe5jfvT//fOtwQPxaiu3Lrs3L0eII1ErfZONE9Xf79LNxSc9//uHw3jOCwq1ks9Zq7sCe7592PDv9WpbZ+2LdGwmIBlKTBNOBaJfhbfKr0tnZ1dLR4qXGYC9172ZxDu5vlhr98KkNz1xWBnCOoVlR4fZS3cx433VG+0LRa6Vunu5McwiMWoFmhP3i2jPwTbcHd8wkU4rSdAW1UUUwUVu6j9ylumN0L5uK74CNdjLYLQ3aF4kudLp0egh9KfbEeFFlgxCMjTQLs8IBS64R0u0mLpiI517AB/CdCRzOY9iku9OhryU6s3qwQ+7ahjDpi0I4e8z79pUfvp1el7rWdp78dOs+Jcegx8OU75KCRQsN1mE8rro9pQ5IB2BVVzGyWjnxpLArOO/cIuPAhWHoqCCum8d9CxykMRIn8h3IY6M0Bcqew+gsoxv9POlziAcOUet8ZpNz8GMHIv+olAA8xXmvApobGCFoN4cgaoRATK0LYDEgFdF8jYOvGtIA+XL3oNqaikKMa0Pn6r+66A/lZQN3AqsAR/ICbtn04IZN3DzEsGtYyPH+kAgTYXIFcr+3t6Q0RHPe3oHsbRP3kEYZeQzoEL6wC3VrSieD7PJxHtZo8yHk61oyP57GspUp0cL4IStGx26ojkfJOo/g7db0yflM5nEGJGitKyxLPXlvLrsJpmA1hCPUFpCDvtbuufdmjjo4jFnV1yI6+76DjEEVsO07Jghod9VDVrPmgx4QM4Sj4IouMRXrM7QSgamJB1AOve0kk8C9QFtBEdvWWjRQzVZJrWs2qc5XWWkWXKDbZFeph9L7XkAAsa3Zpm637hIODRgTmSJ6MpfylXmuX7MgUC6MagReiydDl12r6o0IWAH8ViDAcWuOCI/ck3nwl60sK6r23PgUTJKFjto7TN71dhDXHGq3Q8Dj5AZunukYUYJzGC+Zid2O5hWd28vBJ8p28G+PsuZwVFgRHWbA1rIbQiwdHrqC0c9H6z4R4OU1470LKb4C/U0JWxiut/3SY5fs5JRNPKQYNrIwkmN5bc+csPDgYSp49Has+uSRa58BBiVXezQ4NDD2cwMlxCZ7SqqQEcWcgN2Ai0J12MWUQASMiZop4oDkVAfnR9VT5EfDY8C5yoOjs9iR4UEtQn804K4tYSjawbiZAmCWZlYaQhMhzEUyYVfoYGJ2c7CKCUJHt6DgFINiGlnZHyf35MIwjQ9hmMf08PwH75//8M23f/8b+0ffukdabnb4r6/Lp1V+uN23pX+pn//286dLgct6/bj6bj98EW231yW3O65YXtficHn79POfvPuz64qu/M0Pyw/37a9/W36NcG0phRQXq6ZmZl/z43mIdPgHP3/6h8xnhPSasQh82bWUsmteN2FYll7QZINM0BTXo8ubZOod3L1oG2MT3Y/UCPXkq/lyitjZhkn8iDeRGg5fu/9ZOij6o3qwOKgW7YO4KbAUjQ4K2JR7544MlSY/ttzvGOJi1270FF0h98RTpu5VqnB1VVofJa1QG8boa+uoUj9VP4CpuAnnK+DATkw8D1hQ0J1Kzj2ep/jZNATMQl5tQ4hRHYNw8JGBbBzMewicMUoCsGpTkCz3xHkM/d58HLCAMvud+cvofsucAFbkLY72M3fNMA0ePL1O3U44+lwIE10wGQdLDuzBHGN8Dhr6DEqlOy/ssHajsOaimNg3UU5e1M6CpdiA2M7gUwikithMTMAVcvXDEP5w2Y5Hi1smH4YK2FfJn/da867WvzmEs28QAo+tbGod+CRdEBhCMkACCp67GplJB6wN0BCZCZkcQQC1YeR2FZ93qSRKzEp5A+HbjV5v+QbwBJ2RnsKY0L8BPoxzavIYya3EDeUhqPGXMIRLK47HObYp5Iauw9J8/9LzFB5RrpTH5D+PsD8e5gSLiyO7NQ7ehQL4VGzP+Y0fHiJ+fdXTIW77cAyuzcEzm+Xx2X4wDEVtxw9HbxFm4QlEQmIT8uwH9yr1aGydemBX+y48ia47jlUbD0/eoMghhvoYhg2D65vEaOSC86AuhaHpKnhmZ4PzeHBIzZy32pzJqOsl08C782GrKo47E5tXNsZGOrAZWdTcvBsUJaqpcwoP6BmFr+yJ9kaHgbbXfhaFiNExMUvF6eR2s5nqva7khZuxq2qO++YeRBpNnqWhDtrEt9IEOxbYnExjKFHFgRuwnhyAbhipwr7iuRE6eADyvrHBNEkXI+uFBVRybglbM5mgPb53nQhMtPFkuncaVWvZp5ls1OCdRDP1c6klw9S09fKEzYqcgqPhxL2Ho9C1zhEtcAByg3toAXY4Nf3i5c1rK1xdxHB/NeQkN4kPibYNynHATDgUNrgVgUSfpfVgnSwmbrs4B7TpHN2hw9HZzPFEMDCMQM/OH4hmz+duz4EeBQJpJJoJDw4YgAkUAD0GM0mEAuahExXQFigrFIaKkCPlrjZ4Fi3YViEobWPiDgzW937vcNv7Hayv9tX0Do4NgJEFnEMH4DydGN9HnAkHLyd0TloaOBA9BXpCjJ6d2jC6M8/H4/D08198+PA8/vmfHY7/i28O38C67t/+6zv+cHdf7dOn3339tKfX628+Luu2vvz2iy3b/Te3XeDvlqbfy9717fPP357/4d/+uP+b//b/9V/82998vf4G1uub0Cymc5Le70dcNF8b5HepvZ/+4I+//WUKCQxvbRPbL/nV0ZqdItTiQUwZdo+DR0Ry4KbPLRwwNAomyYcAPQzuqOAcwNrTRLSAnALm1rSbCy9S2yFdMm6zrxvfTC+ryOygxd0auCRb6SnWNvlBWop6CGWzMg2uaP82BTdKLzCYrB1Q4NKA294yj3G4t3XMGECkwBggE0xl2SIdiRduz6wbIzHcsI+DRlzX4BP1y74cAapaTPmuMKK/Nq7oGcZixA5XwMDUYXR9WKnHMK5LTEBb8y8KSWFZafTeJ8ZJjHCc+YWhz7BZLyva0DcFNen2AL68zOPx0LT75IkOCYYgqyoFiRTOY4EzJSqAO1zEJTUwFKitBqfgbTzYLsSDZudc99bZCqDHiCDdlN/3OpclHw9/+IXnWUkZSd3YA8WAB66dp7ckfQ6mdd1JVyJFBvSUDo78QGhEKAaEoEDl04/l+hdgYmZoXUExBRhT0TnWXG/BVaRFXCdMnIC+Nvs399/9AXCFMFsQIQw8P4QhtPzGcTVIzg3htO290tN281HfVFuvlqhD0gYhhu5cevZwYzoWezU9dPU1M/E4SgthcL47B0ad/MFSHUIhpNQXIJ9aFsRrrmihCmT3+P7NNqbJ+9XCUPDbGJGHQ2w4JuZ47xgMbzvDrrh1BKDBSDCimBtd2a+ZZrTSJV4oj2CYAnYzl1spoyOCFeh4il/FQvcbZL2L38QYaW/urmNEWmGYyhLYeXQHh4hxREbySADsAmWLs9eNdCAG7HSalHRK5CIalRRAyR0T30Yaklu9gPTgpW8IULZNE+C+qWGr7ID2ggTNW0EKhpODbp4bG7G0frCxSr6vMVOSZpu45nrrZHvufUx07To4SiGk49HIdOPkoK4KYubjJKriz5H2IfZ77E1V0hhNvZujgceZvbZ66MxRtYsHuVCbguXStiJGfnygbt16ldH7ru4IIH7b875s0dXxsHwYZB/SO7aXIY7V1dw9jLAal6TlS3NjehzuGzxU9/lj4U2dH0gdEqGlztkM0lA79zFacRZ4t7gSQkjmEzLcURsxCdborWNzTOAGQRIcFI9EA9OJ8CA6BR66DB4T8AHxoDh2SwgT4oAYDWZPrjaAvBXUbf+k9mu1qnYXW5hqlRb9vVlz0JmbMwYgJnRoSOg5mFpgMySPZMwo5p0RxsAzoPMcCN8P/LbjTwb6KY1/X/uz+WE+/cnPv/3l8T/65fhuevmLJfxuv//t0j/qVj59/yX7LvVj/bLH66fXteTbv/6Mv/rhN+Ulfr02SH/9w1/9s7/4z17kepR9KVXcIPb4QOH1kt2+fbwxddf64WH60++e/2xKbxMOrXft9Xfb6nD9YbuiXhf9Av2TSll6Z76grsGWluXIbTd8ZB09DsoHF8goYmBKyeEm43v/cNeniSYlb/09BE/6iDAVI7LjYlOk/lnD1twd1iKeJyst5LwzxyMQbPTAuCofY99b10UIt9cbBEddHKDbKCbqIv3kqQ/ei6bIYEZsNIaBugZ49H5DjAi1waTYpKPSDIC6JyclS4C9Ko5Ub0YnaYhE1snM1Kx3a+SD3B0d1Na+jNE2APaeCwfy0Vkxy63eut0VftOMwL4Wv4/+E9VttRvoqwt7vyxzOLT2O3w4PTuFMRpo7i3N5gSbEySGO0l0EdN6iD1jYecIIWozgg36aqEW9ejRdUOHQIhc/aZ+cCbtsncN8ctC7hk7IIQeqKkkMai6SoSKi3m1no1FzALAkKtjdrUnT5OhFzVGVAAGsCiWF+vNYW/SnHZToaweXzNgOKgERJKeYUhWzH71Iwj+3uuubvIR+5lYllYVjpvbWBSgBN7P09sAO3nX0oKQBlqqUzkWYVuM9r5UF5Fas6drHy8Ys3ABu5rpjvsaJJtTMVnnCRgg+ojBPEf0mJKbR5/1xsdTkfZyZQfd00O37uAq/MBxWYh03mEasNfmaSJw3pMrB8VNC2KGcOGaqz4g7eOYcxffvQaz3UFQsqjkgvUOCNpWeeMl920avCWGSMxESTBAZwis+iJjAfPR79kbtMIVx3hyEjsTDyRd3dm4GCWf3NIduusOCAqiAGZWO7hp67nhsCMGakSMLbqITnrVaYiVgmUgHYJjL31CyqKuVTbWyszazZ92uirz6NisKaOp9ECIuyaIqCsO0bIRmLBWF6M57Q3ZMzKLVkNMHld16Va2Kq6R9KVy6H2HzZJY9fCziXOjU8AwkimNOmThPvgIkaHKRcfWzeGDsHQtt4qoKXo4TlNPzGwx/vS9vKyc7uu+a9rhdlmI4OLcuJRQAF/1HHSteJya8sEk95RSOgp6zzOG597PLj42PQ/8BPTW2TPDo+ncZUY6G8+te+/mItFDMB2cASM4MITGaGYiUpGaiDKBIjpwBo7RMTIiASZTF12oEjzjrok7MD60dsrlNwBk6LtCdKm06eAfAZ9VBGAnBAIDU9MuUpl67cBgCpWsIwFgEduLLIgFzDwrQD+6Sj4428bJ+fQYfDu9mc9vf+r+5OEX/+QdVfeTIUED+XXDsu0vDV11Xz8fbm255Frk/tXZXy4rxd/+5rc//t0/89tLzAij9wNET94vn24XZ5++z/fU89VPv3j/8/fPfziNZ1S3tP7Dbf3rl9XK+mmtM/Zb2aJy0cFhYoDSnEhcmj8GWsQPDHcVMgHsDrujytSKbq1t5+F6l9uzX1drJ1+HuCTUTReGdQWXnE6qlz68DUSgZ3cWCmCPilHK5CR8xjPM87UNc3B5d42Coud1HA6xafOmRwsM5CBModyredksWG5gzIzChEjY9nq9bmOCS2uDutee8urIE3HLEEY8+hGAz0+egI4PoHWaA/ddMCAhu5SmDYUUZ083gVH53njqsncdozYp861hFS8yEHhv70w/go2QzXCK/vJopNKxV5vLCr9N8FaWH1bhA//Y2zBM3QvwdOfukxkkohkr1ZMKHZ2vHQi5BKRmaKYOhzBka96S71tVQChBpwduDl3aptC6/CTl325bbki1F8CeBWgFjSLk7T33vkJ/6VQYq0LznMXAJ1cMPKgBmqJDbIDp9M5Of4AIeS3ueqs/fLF/+3f26Xv4vIRe9esOZavfdZCsd7s2/bF8cuACyMn7s+I3T6fhMEhzT2nqQKN5ERmy8rp/6axF9iCj2lYMybTJ4a3Pg8YDDNRq46olV93NrAGjBEczKpLbsyRXsdp4e2XWKF0cjeyzl2BuC+AE5wb3ZoeiUuE5+gVaAu98TQQp8r70qDtKHAbmTLm2nckudjXzRM3bAUCdvQoiduIhONsndBTEizqXOdIdqUvvNEa8NO+IW9FiiES+VA8+dEFtWZETGVo0aImBZI1ttPqy92SpKReV0dFqPFdp+91mvXsdPJljkti06WoJZAV2UnQ286hNnZmZxAY2WTZzJM1DcNrZWtHaJKk0YFaDUJoKO/miOjtdsioKkxKxUkMIRxDpkFhbGgMKeulYOmkwUDbHsdcmHUT4HsZEqnNMoXU2CMlki5goAbvgg34vLoy1S+wVYWAGdBEPggUggivcZJq8yp1YmjWHuOdyK4ehbfnmFprAOrtfPOF1jeBsuWicgxU4flb4arL38CZXmALvYUxxbOymCTCvSwxi3iNgdKbNDaF1MweT6gQcBUcfJsWRaPThgDowcsc58NhhJjggHAnHIpHAEQ8mAdBndaAkhmBgpgCiZqYVsaj2yEtXc/pZqCRPpXft/7+1/+dqL+Rkac2zL7oANMWgoFV3gZZ1FflS9fvL69/p9kPrjYAVPMEINjk6D24kOzFP2hHJKx0jfov82PU5sQsEDIGCnv/weI/DN//BEzn3+Jj8g8fPpW7t8mMpgj8iyGdXvtbXj7cC1G50Wy9PT9+p+5b26ybTo39YK19eoO6X77+gBwfD2z9+/PA0fTeGcC3ry/b5by5/eb3/5d7+6uv2F7H9+lP+ter3S/9dhMu9/c4g3+Erg6TIq/HRUbVh8o8dx4EmxWPgUWzqOoAL9zyPHD+pPznduouNiwSHTgmO4DapjeyB+n1fHqkVuwcSLF9JO0/NJztRW3oz0NsOkfmeGdnfx+BNGXzH4QadHSLAb+7+PLilRRaHBiVb1YDi2gZrd55VLvUx4tbzyX8dJtPWnHM+xh0KG6DbKwQ/7h0h9d4EE1kWS8i5SiJqlvIFHbmtGqo2pVDictcI8JUcLZDJLgWt91drY4A6OmdyDfy2428dOher7yvBzPBlDinRavv7c1rZjuQEddJjgekA1WHG8Rjb0twFy8isHZndpdfBU3XZrsCTt7YqjQNsuyVPvZUwaM8UDp/2jdpl91OrrRGCdJvJNLgTtE8O4zB0ThhQezBkcEVxGp0VjaPHXZAADIwAHII5P53ed4FhjLdlnW6/Kp+/5795jT/8S9pMMENT/ZX2vXOxv/uIn8uWzTHoG8IdpmPfKMDjTKvis5fX2p9d+Hzfjk/ntO+W4gFkzToPbWl49NZe1ncmIVLNSPJifvYRzIwNisFA+go2immwkZKfcqGQXnd4Pj+U/Xa5vp3SRdZTtUptZ3dkW4qlbi9bi9iNwVnYI3pt8bTmHiYuNcOkJAhVK8DwyNui4VnbYkiIIAX3GHwpjQdpii4y7MnGkqAUDXEGK80j1NptGvyu4FXXcHiSsk8h3BsmMHRhYq3dnmf9eDsALoRnD6+leLHBwWL4fKy3DKMP+6YnlTt7r2S+RU5tKCvEoLsiBIPeXELNDI9snzecAZbeMzmXbKnmAVqEZLRhHE1KUxHvYoVCJwBld8ReNoQBFZzDuoML1FNyosTLvgOE5s272G1zPBjsWxsgNGjiac6t0DBwXgRjwrLXlGJV5lIkQO1hFmsUzEowTeTyAY6lr2Be9NLZLOBy3cWfYl4cTIgL+ci2L0wpYGlV3FN1y4R/8BP4ce9Y4fULnd/L18SPZj6bfZ7s7SIujtMg6oh60cMYXJM0MDYkgBDYFxnAGaIiomhmxNo1uGYIZmiU1TigCXREEnOBpStGRgV0gOiHJhbIzIDQIxCR1N48aTdD84bYhAgKYIrhqdc2jXPpP53xCTCh+F01gAC+ih08+m5gcF+bMryqfJX28P/97//V/i9+/ZOfPLz7+c/O3/0pjw8xPFYrB06VUFpxXmonT2QKiWOJ36k8I/6aFN48fLpV7d/99vW/uD/8aeAf9LrvWybK1Y6Rrr0e/eG4l5seDfzWrL787Py2Db/Q9e/2iZ4IXm4r9zUxvZbx6QCO/+Tp9Gaang5++rKrbS+/vv1mts/f9zIJ4LB/rC76S6Oz77dX2c6DZd2TUYbf+Xz2/uVeHx5jNbAEHtmPLm5VI7cdi3QYOC+lnHUrKp7wJnDgfu3DwL7j3QE51q0FoL7zYaDjTa6chpetvKmh+610CCpAzgtcrZ8Z7js/RrkhzYYN66AqDX4E/Am2z5s/knxe2sPEJRehYcfMIRxlLx3jYdxq9wODkJK7kX8PDZu5ASWbiLALt3s8DXtvjCao3rGufT2ncFs7kvjR8oug75bhxkSWscqnRefJaiRcMZAS8ehDQ4RNcBgm3D5/1WOgr9rS4HGBsCKwkJfhMMnSj6O9VPeI+sKXqQSGg3MsJiF+p/UHjCA9DYetltkLaPclDYO2pleIk5ROU9JNy4i0r+gC9HUBcXowt7CbVDOGg5TdB+mrD4eh13n20QMmT1xwAD3w4bBamhiKIJoZ2O/32QaGAKoQmHqH+PCmmdLLF6TVfmfdMih0EQMx1CvAD7V0hJNZ8sPoQg2FyOPq64xPHS8C7zxfM/gpSKkizpu7BTxE2Ks7z2mFckbaepCuHLjD3NGxGSUUAQAoxY9Nejc/DaVasHEDC28TMu4ZDj5+3irP7tbR8zDa8mVvj2kkxSFqkak5YZEPFS6BTnfTUMklwGwGzZgIJthfXXxb84UJSEPhNhA5bMXGQU3InG07uApVt7FTd9BN3F46ORlxE+tt1xAC1AW7U6qus/qI1VJqrPpjpuRLxUlwI5uBkSoGGmu9vEL0qIioUIRmr9lBrK5AYYeUswoABiXg3FV1SMNLqCfBnS0Er0CkGrVVZe9wkZwgbAgcgUDgCvJTLq8xlXs2tMi7tll0EwyxmENatfliNjkQT2Z77w6jwbrqcYw5tmBD38QGN3T17LuDnm0c/bJJ6gVOg2PlvXeKPXQqGBxVw7cIX2KcsH5qMAPlap3RI1fDU+zLReZDg93hrFqcG+XuKGw9FKtPcO749UEJ9pfP4c0B8kMfvrr+Rlye/KkRIZsXiMlvBZ4Hb5VCUC8uGU5EiQgJvAE7x7VhCgiADNhBQSkgqCmCQwBGKh09iph3iErdGTOgARA6sEAsKhKpNzNWUzIwJTBE5DipPXT6Skpj+JNiH49waIgz3g12j8kRNhFEqMqBplxqFEVKX/nx3/zT//L//V+vj/FfffPNf/rn/+Hb93/8589/+PcqPpIdOKXWXfK5im9wR9gGz/f+V3M47/w5VYBv+Z09fv7lVv7tevz3zj/7FH78Fz9+CmWeQNPOy1SWPj6PDfH60sMD1V37l18n/uL98+eXfQ49We3nd9MpxPT24fHhHGeg+mW73u6ffnj5t4H9r8vGKBohwntM5PCsivdWEsLXzIcYrw0frGxMdmshvF7b44E6c4jopMPs9VItIjaXX3Ifwu229+Q1tzzxcivpmO47Tglzdxkajl5KswC96z6yv1Z8C/6L7d8tsQ/aFFiqopsbagox1hUPb2i9oEwiSxyprAekO3HIt1JdHKYfq42eWtf31hexDIaw+W10CdfezXkP8sHqDdIp1JcVjoQta404kNAeG6h58gS948Tu846OHZYsa1On3TiCeKtLtsgcY3u94Icn/dGFo2LdF7ZRPNCM7eZkw4dH/PEOz0D3FVlNDy6Ady65ze+p5D4nqFfgWTjPqNCJTt6PGZHDW2uPfiySvRH6oJiM+5Vc8zWBM58muHk/RlExD2pAgJIShFrLJOwRGUtndL06EpVeHSdU79iVCugCgu8gLXpVY4YugAYmgABggAiERKLgGMhFDgc5/BQvuSETkAmFFeSuAf0C06+u1w8aGwwRITR5z87YdesT1FegM9P3m6RZJ/AM4Ccj0FjqilhZL8Wi4I8NRscSEJB8CrFb0VYXWpfeLXQp9ykNp9SB8xBXaZOq3Yrceux6cXg+xNDh8DwbVqA0e877tta9ATrWfmuTgwsBl9rB0Hy1PE6HOqsoe4NX9U8FPy50qh2aOhVXzERdcitjjbjtlhwIusH7loRyUdV+iH6CQRP90ezCu8h705S6s0qJXQW1MYpP3JRDz0uOqKIyKjQ2RiBlGgIHU8PChuDUS+l0bLWSG8FpNwcOBs8H1opEjmeuvU0b7Vkdeu0Nu1rT3h2JmVIMXCwHRfDK1frk4bOFsDYksMpgA5qRTL4VM7/Qzg1t7JyVgdDE0CXLFU8Tvq5NG/ZNswdkM7Ti1Oc2OOOVjsA2pZANO5AyaB2r7j2zI6r9x71N27qjPCJiI41SPQzBERjcKL4NqwSMBj6enO1F3770ourMPPC7MURDIXhivVQe13Cn6iXtQOqHIlqMPNXaD4NfdlXXVFRQVtBXB19Rb55qoKy6prCKVAcmUAEckAMKagnJAw1dYuCoMAXyCoFtFvMePVhCGAAYBAG5KzGQIIH2bgIIqh1w67jX8gX5R7UfIw9Vf6ftI/AnoKvB2uFCvKmpdyE3iXChkHwYn2ZnZCzb9d7+4q+v/7f/81/9p//b/8d/93//37/8zb8RuIBVx0CUogvRncf4FOknx+lPK6YZnyw9WQ/zid/+g1N/z/pPX+ff7vzLaap7fam9OsndvQkvl/w6UPiGcu4/3LcffveXEtLdLJVyv2gjF4Z37x//vfPT3z+Eh6+Wrtf+w49//a+/fNJSPq/X0S3QLs7TeWyPLoO99PrF6au2u/f7S709hsvOnCBLKCOPQgzokEYxHoLbJQ6c7hpYkTG2noh81Wh2LvLNeQpLfxdb3wyxuUp976RoCKHrZnU/D7K2+1O/1WPRWilkD8FUJDju98Q0pvJZ5QiqZFy3xgK6UxVC7yY82u0Ie1JOYl8JYCuB3RRTH20kPQWfEMDowuGhlGurc8A1aBrR+t5Q78ELBuxRS4/ArzKcyHKDbrw0cncKzUpz993COFDR1eDpAS43ekfQlXE8oeCJyVfwUzs/2K3EZ893xBjlcCAGh7Y2rA2L6YGjdEfjKAVDqDSCJysqdbRM+2U4xNA8TY64gTMVD+mAChaQxKA7PHkrMdFIHn2yzka9SEadu0ox4EDarACPp6bgmgF943lsevQ+yqpUsqy7LottXzU36FW7Mmjtmhzo/+BXac6F6s2oOWtKFg57vjW3Q0dzLpCn/+77m5qs0D8EpsHF5FohuOLxmKq6g6Pe8c2IsA27onqfqr/1HilmDjP74PxeXMz6uenMyUfyDDroIJBZwHlcliw5bP3rvTprbVtZxDEdwQfpDMOI9evuAlK7NQQFpGmY+zTF0NVEyTPrx50OxDA5iMHRDhqv16uuHFCtYeR61fw418zstVdm9P7350U2wbtEgo291x0YQnc4Bx6jaQ8ulNDcX92IL72OZ6wZgGs1pOR838Ry8R5jpTi6sjh87MBu9ihGgCxdhwdnE4zFnGvYnHc9E0aRghiVs5gX7XvnrpuHJmGOWEn9SFtxbIpi+Ps0E5j1apVG8LmD7NZmZq02EOcUGAKN3QTQB4LKaSa8e5rMi+wBUwK1Bi7A7QaJ6tJhPlpVS0GSgdybmxmBjUC74QQ7g7MiQJqpGkXHd+Xv0pFYR8OUbOf0SF6t9QBUNFoq0i23djLa8cnX0ihaaY2mpPXkkoAoPFTAp/rth3TY5aopuds+uRnD56WdHEu7s53NpMkcSUoZgomAZwedIkNSe/ac1KJaYBdFpkDcADw4gU4guTfCLtpMmuOiVoiaoDoCAUO0YsqIAEYISB4BEFGBHDJS8pQQAuPQbGzXCVvO5RFNc/5osnf87NGrDghodkBBZpBGbBfFhhQ6esuqK/seWtQj+HGI//y31//kP/7df/y/+d/95r/6P+b9rw1/UHyNtHgWNPQeyM7H9C3FXw7+Dx8OP/3p8589fPiTp//g289/5l4/Lu++So6HsXTOit4VcTwdT5D9Z4y7237bW7nsN4lfLrd6m2Z6fPvhZ08/fzh8ePJDaexu6w8v//bH/bdHzvcGg4eXJYzTuC766br97VYl96UjxEn8iOAfmF+rRCtXvD8HsHgc2SdHCZtgvuSN6Xbtd2eXbtVBqwoTmcKQPI2p1t1N3F5FratCDDIbsEd/swE4IPjX6xhdcPEpQerJg8ZXaern+94shqr5dq8PiZau3Mt9tfAZrbsqOwj5wj1FBAhevdc3InT0RwdC+AZoUfYojDxCePK+ej/A2MXPimvzo3sv+qfH/POGHxic50nUpVLuTaZabk1nlh9JKNdPy3ZAbNdtG+ih9rLbHLmyO0QllOPsVoM4w2RgPNDgbhjPyYENarQyj+y1cBSfdJXGD0pLRhxgR8hAxEWEs0iP53vftnEQHJBnaid0zmrWECw+UOwNgKF711CvDAAViT0C0oHgzhAF2mAeHTkzuJ1+L9ruN22aqHdNPEYj74D63vdc8/2qy73f7vnTD3z98f5ysf1VeiVU9k5rJUR4/OAPodo4dp/BoImFeqPpr/fP3xhNxwRmB+faMIwBLajdNTowE51NefSxY3C91FePb8JQgqS8rwQGC8zjdPSjl8sCXenlTt7CDdKh9wF2dH70g5XmWbcNnmYvibT2PSiatcdiw+Rjv1UThb252NpV9RmcsD9DMunb5J/jviO2xpdtbUgXWSNQB7FYQNDtYUbIxiZqIQzRIBC33rCpog5kZkEbqO8VIDJ3VKEhpE01iq1iqMipZa1HIpwCJW9oMZhiR+ASnQNOb5vLRGA8nGMI4nAils80rSzeobo4Kfz5zEPwI4xFKaY3UyALQ/QvRoedYsy90AjO7f7ERYlRq7jGpuTBN/QqlYisSidem0N3qG3XPHY26AG9VzU/zoiMafRQe49x6OuOYi147XoYsDs/nxB7CMaZSFfyiahor8Y+QsK+me8qEieDbDCYrMKTp3vpmr1F2C8Qot2zpZDUwhkZBJwqB4irZsWMgSYwMN3raBM6jwc3vw9lgIjjcCD+yTTEJfaU9qWe6OHcLluOkHpfAxHhpVr3Xqp5DjfF6rA2NOelQgJgYwYJRL7D4HBUHCMfuo7JjYazwwgUSUdHQYRVSI0ZOxp58t2QEQzUTMWagiBkAUGUrt2RVNuHMOz4d8idWBe5O5JGZfAfzB6COyo8DXgyftZ+FICt/C76D8jfJh5fcpSDuq/uTE/hlK7E4cRu67/5Uv4P/9e//Ov/7P90efkbtb3B4rFHH0DrFMlhnHwilw7jm3H+5v3TL7/57vm7n/3C/eyBHf9RPNvBMbODtX5pMbe19XIGu/245HspVPL2Cjtkd3779tvnf/D+8Zs304kwetHXfiO6R8VNMwzbXlv0L9e1m799ap/S+uPFtoAraOZEJnyH6SE8dzvO8Lbo+4d4msLbs3sAOqHOxOFeHQJcW+yCCwATLJhG3zKpCEJcL03OkdQFhXK3NSF2Mse9ci9UJ1pvuYcg97ZzCbn7oxsJ9XiI0kPrE3O7flpM3Ovq0XodyVqT7h1WHVmkTSk09MMh9nk8oM8eT8ndkY8DvSJPITRX1r0jSQNSkGbTjN9t7Z880//0xv+zMf8TC//RtX1bZWp43i9wNZ9a/7rSQ+9fTb6bQMDmZBNVO8chEAAcE2fGU+Svpm8id+I+MEQKwR0PpaQp8u1m4WGRmwdDblAHch5aozCyd3VIDhmU2szB4/+fpT/r+XbP8vugNf2G67r+wz084967do09eiBOaOMEEWKHwSFGggjEATmBc054CUi8AySQEFKwkCAQElAmxU7ajuMpdld3V3e73TVX7ao9PNN93//hGn7DWouD4nC9gTV+P9+Fqt5QRsQc5EXHRCMZGeyiNRa5YjukYUWzjWbwA/sgAb1oSFzOKgPkAj7OvfZOifuinKTFDrRH96LK4MpdxhH2A41DZGbyfn3n5zd8+mr+4uf00++uP/mn8LPv6uUt+uYY4ek9PXzA+WbY1nLAlMCAhzF/drpGoB4wthQTw7WO1xWRjpKG2xiU047zzNab185W0xSP12tv69AzH4b7FHBKWNbrqr7iPtXV/cUz1Q5qtYBdNbY6Y9dwHEzxwO3yQYPqnCUB4DBJDzD36KhM0puEvkyyV52l3dR4FmP3+8KabsZUrtQnZJvhdkhXFxC45N22Dx5KxfEOCBoTwcwDSd1kyDPi1dPCrTlBIPEYFNw2QiS/Rp+Qrm55jADYS5aU1ySg2rpn4hUkddxEJiKPAJ1dJAsKbEQwgTf0w07WxNnJUb0Yfa/QDLqSEoZS1k1H5l7q1zrgaFZEkha17jOACLqLjFPqSSZB25GCcLAoUXBDxsCwYL5BvmAgpNptBeOlIxMP3cjlLhbyGBIPrL2qU21gQg1CS8oeciW/Ael+NUrqujV1sB0AsZuuCSbaavAJsVbNta2wLVeNWVrn4UDkkLG2yJM7RCagE8ug/XRVr3RdVQNtUIA2qXV+qyF7iYpp/ejFMDyjtguhx3iF5ZSPQ5zVxENRJLhjqUoh8ZOqEFdDT6H2umRanWbyBXh1nAkboAK0plWkba1FaB2cwZ20GxAakyCSegAEtRhJ3IUwIIp7RIgOCR1LZ0RcuyXytfYIDxiT2/tEZ+UpcnJToq32UyQo0FGvzd5eTn+wT0/Co/DD2i6gm+yCfpP6ROtmMvreJ/mOwLNjepB//+9++cP/8D98+9mPuzfjTg4hJNAh8Q5pn/mW+deRX3U4HHe/fvz0Fr7zkj4eaO5jUJ0LHqdxD2usqYxZrWdhTZMZNOUUX3zt5qPnv/3R7Td2aXKdUtip+yuJnp61rjsoSePEQeTmEOpWcE/0gXi4bhuubX1KugxSMpyQ6xA6R94PY+nrTTJHigCKtta16LZoBSrnXhNbh3RgeaohKjWPVWmw+rSRuF5tv9P+BjEDYu9jJzN/6P0WYTlvrLrQOgy9q5Pp49w0rFnnXr3H8HTqcWhYpbXLwn6Hai0wKqYAPgSGXtmCNKaotG6EhFulO45rXzpMmMZ5zsE196D+iepfGeKtQtpLtnEn5VuRvhEhr+2aJdup47JOcV5FD0lWGrDN3VE0BYAQUcZgDW7z0JleD+mMfO99irhDJbIRhsGVeH/L21fSbx3K0EKwC0Bib9yQ6srb1noDofGqrMo5sqk/Cq21f4k4oV5YWdVxh60ABrQWLeyZ7kDYibsXyb0vBXbJ+9jphjr3JAEbTo5rIEYBirp44IAhsewB91EOiHvQULfOHzp+8VX/Jz+Zvv97+su3w2c/6J9/gT/4B/bFj+HDn8Evfsq/93fw/Kdtth0t2wk523L1f3waPOddjCnTMxyGY8K7AdUXrLDh3CFeydn3AR9VB72jC26cR+V39ZoXfSirXI3IDsSZoCyWyC5PMCSTQGwGW4WGV6fQG3PTwHE0YI5Fm+tSzvp2G4natk0IOFFE3oEtNPAcH6jdE3XTbZemVr3gLfPZVEZeNSfAwnl6Uly2ilMhWCn0XegttG1tPUwIfcLdxAv0MYC1EgEaUAPIoEv0cW5PDgNHreqJcfBiYMF9x4DaSQbrBjy10nrjEkECVX9c0RSwqXsSlrP7BK2CJQgxCc8IqOxKASmwHNpCNsSgN0YgnEK9mlCYxsFDkzSEwfzqo+mCLp0AtmC+SRvDiGCl2yD1rJaiVVICJwUddSbD1aKqX+kuuEUL1Vm8mxKTdO6LSkeNdY10y95jmrRiQIxBit9gSOKDBFBrHsnD1UtAOw+clOsIZetQqqvXjGMIjh0jJ+t9iKPB1XXYhw4mLssiblGa1THdTVQeKA/MY56m9nrcx4Bl20q1LOtc2hSa8RbQgZ7IJ68r4S2Rt/4SJJR6y3yofhQcOuzcRvMRPJTupsRkXWkIWN0CmLmCK0InMgB1L4TuDkwOyELYHZopoiEaAhJCYHfFzFhWwI6qSL2rofArwdg1KHhpXTCVbta3ub6fT9+PnGL4Zncy5SjjLy+XfYV9ChNBeJluhh1/cyDLUyI4Cj62/+QPzv/s//XvffHT/1TrLxo+uD0BPwmtkRpRD9zAh9t44PCtb7/8jVe//eso0/rbt3sdZbgbT7L8uLTZBt6YMMShPq2Xn6+ewt008PH21fFljAAmOfR3y8rs78sTb29Tgk2VY6PURMom0z5T67IDPOV97rcQb+diswbA0C0gHBBx0Xg7JFXO5Oompg2s6LK1K4F27kstwU5vy/s9PS6woF+irynhGMCEjpN22X/K8YOHXYirRSh0aJhzaARti9OG581LKG+v/RbL+cIXJ1LjU7NQzhdqoXcabo0/QB337p12xt225jjARksIRCeKKeK8eQJetBPornXeTHIBjsZA7WsU7jsWgGW5/vEEE3AI8Ml5SVLoCZUnQcH6wLuID6WOUiuyUORjYw6ENFinya4GAyd1P7DzNDLjy0C7iRbxPWqTvovDRxkuTDcUHoATtUfkyLx2eBaUkkeYSZPjtTqZ74n21SO4gFmXjzAxEVrTEJN5hjGaugREtQ6FK+Pa4uBQZgkL2omBvAEBYU8ylD68UAIjnu10oeUB5oLr0/nNhzQ/tjdv8ofP8f0H/O4/gz/9XfuzH8SffrfOH8L6rn73v6Tv/m37xZfy9it8/2f0xniey4PnfefOPz+5PH1+d75ebqcbsYuoDMfaOwW+E1DQfeP3Xm4hXKodKFGA1V9w5g+Kxx0/tjYCFaoTo0f1TBrILhUGWKpnhC2SY/GJ08Cned0bJIwbQmDFPbADIo6TbNbuhzDntlt79I4Oz3VZab0Z5IkNA+288oiUY+5EUWttrpcmELdVYksOWVbubYN1VPFYdjElsFOvU4NNPU28dQiRV0HYR4Pem++3UtBurKlqwjZYjx0cWmrYr3VkBOyQAmOvDpxiZ8/dO4cDA8wF71N/lQuWiUxhHAzNAJcQ7gIHwTCGHgpRX/cC2oBwJmQXFTxy8HZ25I18044hDVYqT4QaIY1czPeAIBxRMtu8tGe56cRD0Dg5R6+mTK7SqUOgfll6Mu1BxgT7HBOK15air9BHyruDzS6h10tDMEallOLSzIjcG6OnUdV8NADH48ateQDZ7WVIoUqLDRUKhBCiGeDQSkuyk7CWLTqsDYCW9f21LjxROGEbyUsDKQOj8rfCy69JCSk0kDRE9HWJAyi6e8fW3wXm1j+wItIbqwvLtfYz+VWpBm4Im2DvrpEMqJPHyGIWCaL6iDg0D4QD+gBO7sksIoamBODdkQEI3L1WberFvIEV4lV9jYOOE7x4/hyg7+LmHjKBwy9clxSs2RP6l6t+1esblTmnuePrwEI8zVuc3tfrFIqaHwb3tI3R48EbgOFJ4HI3BSt/+Ab+zv/1D77/D/7Tdvqi41XoEbAQLUwO7jFsAPhsItDjN+/6s9959fLlOP3mc46373/69hBtv2HpApFPBK+OiG3dPemp+kd4FBzFqTs+zpxw/vxxg/5YvdaiPUombYJDCEk27TANjbCMvlR86+2EsIA/zaWCnReoaENgmKsIy+YEjh14lFR8Eg+MO+nTSPS+4N7ructQHdCYYm2eENxaqH1IeNb1jupi19ROl3rdj9raZYC2xnne1mDaNs1YTr2Fcsm92qozw3ShCfWInZDfeXyN40V3Kv29AqZMDldIM11NYQd9AdznsagfqGInCD5DTUZLm4nTSuL2dtf9qv/xbvefbPWsZTtvLdDu0nxYg1/CwiwT1Se/GeK107hnjp0LN8DdPmwMyf0m1so6xd4R58WuHi7BuobbgecJj1OiIL3aLpr35WhlLS311UBvon3YIJ4J4VZ8J/pS66a0Kj4brJfYky+LW4LJEEW8kyExtSDThtcEO4Gtw8CMqdsS4MB2Enuu0EfaKiBn12ugMaNdmbYv/W7U1XxsHcYxcn2Q+PCm/fRL+uJncHqqbxcr5+GO4+1HWC0htO//YHj1hZ08Xsie3oK5140WnN1+tLRdhqvfHk+qgzyXUK3tXWrAFF/069MS8bngW2j3jl8KHCgdnylc87Bv63s5DrZW30d5gnKYUXbcgRaQ/GQOFre2scmQcdYrl7t9mMu6U99Tu/Y0VtsUpVNBzW5vCk4fp/UX27jBBTfVfAwww3X7778uf/Bh9xTbBaZkJtbrUKnqKkPSkOMH7S9SlI4t+UHje1qySXcXtOdQF8/7CFvEzHya2xTE5qtICKRVQxYKDNHdLRiisdy0spBPIUKFFNAZPEZwCxsEt8KeDc1hGNNaOww9RbUrIl57RHUA92BGImJasCAH8goYzRwjcGsL2L5DZdhXcGLIwAa9hbxrVQK5tatNFFeFDF0TRJDdANs53rq/L0mCoQN0c6zReBVFpCS99qBbi0BH8IvCOJFF2n+D4OdbnlPXzRT2ATy0EGM9OWe3hsfMF9O4BsrNVpYBVu97wpktVuCMux5WVFLAZB3CKM1BDmyPmw7BzgWPbu+rTbsY59rd83NoqLEXHT1UUQH+etq/QP2B1ocZ8iEfrBQkKRaH3bDfoA50qOyiGWVoNoqAIUI34IhUW6+ByQAFwGh1j4jVQdzZnIJgRGPHWV1QuhdVYRQCNDAHQFLvIbJ0U7WGlMxciBREOLjDNA1b+WFOfTVNCIqPtQTht4bHgC+u+sUIXfgerKmrOFq/LJ//6OjWDmZDl/N1gHR9u8kxbNRvLmBjWI737vMvz+3pd7/6187/3+/8tX8TxheBLub3CCEIm+1JrktToRMPt+P1Q/nm3fjTdfl0jXj7+H6DW89w5eXZocwPx2l3N2xv5vD+/IPD59/66OclfupAKv5uaRY/e3c+GZzXnD/CD29aPohvEKYYVqRr6btEjyrPYT7DcaJ56/mQYFMPeDYBbS5Bi3HC0ACQ+rniIWxva7m11WldWptyuVR3u84EotvJyiGFU7OJbOXe5jgGmbUpxHOlUeFUJHo6L2e+gudSLwgRukGsuu2QHFTSa9AHKjFzr7qDiNnOO8lbFQ+7LE++DhI3Lc8wPZFDI7EC2dRw7tF1Y8svA37Z9c64rn6U3bqmujvSJpu+FN492tMOw9v1fCvlzUrHXKVZiRoPgVwiu8EUZRV+ObXT6YTjXlZFsySsS0+SulF6Yeu1js9HfXOxZ2GcoZN3eRb6Y+chXMWieBAx61ezY/YtaIIqkJguMQxp+FpdHzn3jMghTlxr7UFQcUS/ABjxZKviGFDVYoiztxwQKYyVNHU8MWerMrgtZxeu3SNRqfjQ8HHD+g6GVz6kts5yXvVxDtdz84KbR3AdJr415xf2Yqeh72YtP/owbHVbO6/g7IGtXPBDlV6eVqZvEMwQ7rFoMIbAvWUbV1iz+5DlHGlf0srLqFHbl+nCWyBoNQzpQsF9uRDl7pdh2llNoFzVkoDJk+vBsRtalP1anjbZQ/igLkac+6nmHIzAstjcaQg0/7Le1FgG1Ms6MG5txMsh/O0CW16SBSTduqsvoZny0KoP09b7M+ft1FrEbHaGlB08gwKQW5l2qVm9uhxgTjTx2OvGIl6hqMN3ev+Q9bQyZeCKPQhunYYj+BUNKJJuUAkFiRkH0413wUsjBGzWpUj4xeJbMugMSCCKgaHVEJLymlr0wcwpqCmyAERED8cVWuax9SVIlt47ykdj+/LSZwiTkdxwfiSQQ9HZIdVWASsjBb02ZwIyCUzFYTRYEEcOq66XikkQkptoSyNctTzDeOdrHxjmta3oABlgRabuBsLVLSdvC1ju1kbQM9rk0SemaqRBqTDs3a4chq7bANNs16F7Yc3Wm+yTvL3o7T0sVUcl6LpQYih6HcMA2JiK1TwOhc830+t9+nybZQnO2tZIhx5C5sCleJZ+7X2E3MVFKUQHH6ACD0eHoJ0Th+KSCdQBDAAQgN0FwAWhKyn73DAyqTcGcTQHMydGV+juS5LeDRPZ5p0BkA3cGDqCI5P7bjf82rL9LEEocisE5tFqQtdtezo/LtMRxvTnN7eEoJS/+OqpFy92G6QAx/jsoNDyJ7vrZR0C20dUNskyQ+e64y3rf/X3f0n0H3z7r/0bJb7c8Xugr7uJozcVACXKt/vvmOt++/DPvoJPl8/aX/kXP/yt78J7K/Fg9094SsNopUC9H58enw5/9LP/+pn/i7HM6aN2PqGdl7ZEmaEj8PYF3LxOtQHcQjxvKKHvKUWnG7FLT0fJ1yrHiR+X2/thrbbf9dsas9nQME4km7dzFSZ9qHyL+L43Ob/x7HNVodm9Zay96mGEz+f+Mtu1OBGGcC4LeHSoNdqVaIjlelkUNoUcHxcXLIFSxVbRuUULMEn/UOnZDb+tPMakwVrrzzkugUlwMRgDlbrexLBC3V/BDqGeQ0SQ4FZrDxkRHtQ+BnnDcEfjE/9sP/zl3lanf6sZMcBNTx+ubycppz7db3XNQbAFy6kbE/6KlzXM2Z/eMt77Nte8I15sPQzPFpwH4N6lEO8iPBW6P+Dj2vMIUNLWBJ9vVkJqHRI68cq4J7teJY6SwIieEf963L2qncfhOfV7A93A3Sf3O8DRdNE1IITq5vHQmgNn7NwmQytMKxTrkpmykjC22jBOEi+SoiUtq/iG797RuoU3P5SnH+WHz8He5u2quwZJ9R7ia6KPRzgebH0yTvHjf2XFW65WFpJz18a8+HV1Zfyj5VI7/Vqws+MutIYhxoDNZJcc+733PKal2LGVc5tTYMwFyJugONYooBppDi614AVpp9fZVK3PkaJwzQ3HcM1ePnL4dVxufVSaC0zuYEA9uW9uwr1dqlig2uBW80VaY6AUynrw/GmFm/DwOmh61lwh+RC3APcdLqv6kOZYXa2UvgUVrE/G+6OdwaB78NYx8dJLI4/W5xhPZXuq3NCurqsBOn/fy1Kj8Vw7U4DRxCWTzWwByaHGJK1SBA+hqWOcaGkUx25iERnZzGMIEUQKBLcQsViPmRxZ9o0NI2HEkJgyxgA9kaGPaYC0mmTxuRsG2mpDZTLtM9E2U8uttzMEW8vqhErSbUgIYtw0iFXwg/MacWDr3jPsAgaqSCvaknQFMxo/6PrHePuDLVdmCUiKK1My2dLWoEsS9CpCjRtPcE26k979ul0wtA7WiEe2pwL36hdybl4DtlkxgRtH67S1Z6NdHntUoAhLB+66PFF56DwbdCeIwzAXl5vhURnvPrm7jp2JKpJQsmowW0ilbj7BrHQWXBxO3mans4QN/MH8SULp0ALW7pVQkdARzYkJCcmdCHnTGCRWC0xiKACoDoDaXE0rApXugtocAnr3RqDdAdENFUCH1JjGMb/qskZ/ILpEuRgUtcub5XuX89vd7TMHSLypK/T687dflDfXzeMcpugdpinfHC3C+NGYDzDFePtiAAiRBmHSlk/Pb//OD9uPfvcf4rJu/gz9nWMHbEE0ckijiOCzu08Xzx+/0N03n78ul1suGXkIKb7nmnZ93uoQJpEdEFzLL7/7/iff/8PL2+8/Lj8u22e4viGImlzj4RVvG0xTmKrINEDwIUjCiNnSPidAGnNpFF7trhXlKGhhHSWpW/P6tm2ntlUsX81LxuVDpb1STUenZ5kjtp3jsNZMMr474csQPyiboLFtm8CYN6NLT3h9PmJ+V6nWrc/WrzWySQtUgSHAMFD2QMHd727YNN+PGROj8vFmhxp2gNF9kAhbGEO4bBydfD95kTRoZq8OMWYHsgZjpEXpzvDsT3v44lR+kKCrKqm+a+vD+hTin61mgWy77VkVoxySnBFHdgOfkILbe97dU+qHZylhJb0d8+ZrptQwG1FmKkw3k8x9fyDsJhXc2CcVY09jBrfa+12HBWSaelGZgARgVNM+7Tlhq0gX7fjAOy6VGElvA4+YvdsTwy3pxWJE7ZjVF0Tu3kFH7DM6mqE0Bw7clxVG1DgIffhQ4kdZvRrQ2629f8qZ4+1dPfaIvVpPOMxi+V/7b5Tj13ir/uWPrfwwLe+8Q9jqyp5suTbfVfjeotb8xY7ew3A4umt2X98Xvc+353Z+mfODae64S4ZLup1cAePmV7BRYFZ+5u1tCHHzSDhbvLF2jizbtXk4Inzm+A3wJ2y5A/7cPri/ZFXzHLwtmBKsVg+IDVcwG6dQeyOaT3U/iV/KNvZ4Inkef/j0stHbv7BpeZgorn4xyDu+vrPnd/Ch2kezPUUQhldk18o3SZ+ucAxWO7E5J922BntqzYHWHgPUBpSh9imJOa/Rh8WrwA6gzR2OmYZeiyfxreIAAh1uB2xOsqAnxJT3vbXOOedqW1dPA8Bqnoapbpu3MMTgDZZIB9UgybETBMOn7PvAFgObOfdrtzxyLRCZrEF6AgNJAxURbIJ+BY8DFBNJOSwGsPkVxLsa9GXjtEvnUo9qLdCE/FjKJFgijg0163YGOvSVwlH7ii4Yo5k6tFCZh+1IAVp91FNO+1KKcHBoUsbVZqOQuM4qQxCvW5Ep1M/Otp+oG4A6DoAV0iB0aX1EbXh/KEsZoGIYQzFzoND86ezHE8JN15blgJsdclphml7QzdOHy34qXgVTRMrb5jHlTjnQ4LhzzkC3iblDYmWQaIpCYO4EoN4ZoCkNpN0DgymoaghCzUAw6P/fCTcEKOaIToDWzQNzNQ0MasLI3SCwdxVBAwymPQoVHXb0vNiVaFnqBYE3vN9Nz7bT73m9hzgVK4P5w9b++ff+CTxP0K9qPBMed6RNDvXhsT4Pu8H8lCuXKYV5o/tUV0TfLm34/R/+3PLf+u3f+Z/qIRIgwEiIQGOEuNoDtPtPXvAffegJvnJ5Og33w2BPvYVbOi5qSvu2bc/JSpofMaznP/qT/htc5Pjsoc23kYpXaXCIXfB2GqK7HjWdDYdQOow7bk887KCooPlhwrQx3oZttZhaQm4zQu1tD7TgGZSnBI+lZDgv6EF6Q2jeLc1S20LWzIcEJ8AJYG2soV2F98bQMFrL47/R2p9O6z+c+7M8vt2e5G7Cr8AnRESdNlFofXp+3z6UFvNOH1Y+DArRzBmwmSAKQbU01aXGm12fW97BfM1HKlo6TIFPvTExcFxOererW+GRci0PA//pBS374bzQM9vm6fPr5W30RXIJW9cbgUtZOr4c4Yx0x/re7B5hlL5QH9RALe2mD8v2PPIC/Xmkp17U4hS0WRCsxWNGPTM+C/4GeJytsouMweAdhPu+XXk8Jg3g5PtV78QPfSstlNm2FscOK0RJfVL989P8l78D93e26/hFIABfnAnwFobRNoFd9lV5h95RwBDRqEDKCpEJAc6S7U0VCacPRphp8hXts0fGCdYD222Hl4fj1+3dIf1yhfScf+2v+u03qR3iAnVNPtPSJQu+dZi37tCW1u580Q+661WXdof+eLkeEN5C3ccpBu0bhOe+mIETCFMcjdKhLZdZb9ia9Vb8jrfoFC+VaI/Bzs2/1mjptmfX0KvjHVfkHBKBiu/zog4QFke4kqSoa1OqgwbhWQtz11PyF7mV6+vx/cdKluSYi/cx3gQMZ5SBHq94ZH1UerbBBLS2mBK5SKV+2sy9I7m0hiDRRTESBa2sGpFcM7XWrbVdb4Y9Oi6O5Ixbww3dXQuODCV0Q7866NKaG3Zf3drIOAIuEKKGPIWVLeWAXO7H3fG2kbTnB/gmVceQcz0GzrKkeNyHSiC7AIGMwziYhsjigTxqB+pxb5vTjpTiikbUN4BAISy1MSCST0aIPYcYvfa1jtJbU65y2WwS60pcQRlAY7zT3njXvCZKPKCoaGPj3KGh4qloU2TI1GQYRFyljgBPTjGG1hGMOlorCNgLhnGP2JyEG4F0qY6+tBIcY4ju0qfonWUbLw1UB2sPzKx1eb+JQZTuo4cvHhRokBY+ynJHa0E0cLMmTs5AlaBbbwSPaO+TL6XOoleHVawjmjsESoBEkA1kYFl7jhAqJMEMFJsxAQGCILgjgDYwQm2+gjeiVrQJdvWK0NRKoLnbGqG4N9dqXlWV0ZEwyZ7w1RhflXpI/RGt8v7Z1r5S6wF21eknv3jjn30mb1Ld4YsbF4zl6TJLW/b57pOq2hTCdVyldMwjP/g1huMuj16/qMf/8g9+9of/4P+xLj8rfmW+KmxCV0QmGmPeiA/f/OTY0+Em3X789f26zLvuXNCzi+QurKc07tfhBmBuYZ3f/ejh9P7zyOtpnSfUPFroc5all4uYEcuRkWUahGe/eR3ziiPDDcClu5DGgs93w4sxvxSe5jIOcHhyYT2YpfNCY8C1em10rgYGHVpsuqDFbtjXboX79dTbPiy1w631p/Uk6we8rNz/Iyv//GxpvD7QNaQdPgZ+vh91awcY1iyH3c0RyjYM4VAryrObcDHCuG8BrcGM2TGvDE33N0KnnqfQF007nV0JkU7No4KuNm9lN9hyRbd6qVXJml/68l+d1n9I+7/1NPzdXn48jm+d18CV9knqLFPaD7DNdAB5aP5coBPYbDfeiMGI6orPIixqL+J6tp6A017ZJGAZMoQMjrgnO6m/Nmuj3wqxGBIcpNP+YATWMQCJvMyFxkBksJU1ybrWXaRjLTqEv/ySfvt/nOZDu/6nPD+RT94ArKuBO5WrjmJXxTF5dzoIbA0JeNMyovjomCaUpZ/3OSzVjnx+rNsczGb04cPZesMs+SC18kAfVifhZ54+CtfK4we+OLS1zSYKNcJ1hQ9aGVNv5Yrj/o5WgH3IvYUc15l207LMuN2x0A7aRQK26rixygah1MeYX6X6Va9H4Wuq7FOPZoOMS3/03c3dfF0hOl4MRps8Lr5EGbSpNrRUreSGTXYG5XbwegE1KuFkLeXYzROkAO2rV3UPt/WL6/32/a8IUqKpnKoDBbsu7TZysnAI/gAwXijtivZUyEFyGFYrnARAJJ6XTTll9SejBCHZ5mgFqgOhN8c47ko7iSOkQTh1PWsLu5G8gkj4laXMusOjYw+867UNrFv00TAMUbTc7/JQ6lNOtK5iOQHsbmhbwq9FfaDUQNHjAfzSBxhaR+aggekkgQzXpHnRXQpz0+Y7b4txaqYTsgZrrlXDhPWy5aCrtuOOl9kh7wTLttFOyCIi++ye02YrhSKaGy+YIqyduCn1agl6CuC2NT1WbwOyc5e2FDRYszB3elzKuPPFfGQqrD5TCmAkRMZVhNuGFDlsvd2O6aR26Hq9gofUoMUQ3KWADx0emJjhsvl99vbow3Gkc+xtmNrUxijOw+vndHp0TxHI1BQDN+9E7KWXaRj5upXDiM2buzoa+QAsCuDWAYDJqmIW3hwjsgMGJEAAJwAwMEByg0hY1RjJEAksMjlUAjGrhG6eM3UzZjQHRBBzJDdzQWhJrLR4v/vWqT2N/DMMt112AJsDNW1/+Pv/1NjWV5CrndTDLoy3OwYtza9L5t3mlkeo84scW396Pt49zo998Lub7Fdbbr73p083t9/79n/zm4oSKC29JbgQH0u97lK24fm3Pr3+6Cf6ydfPb/Dl9Hb70vpg2ANllr48Qn8+3hd9pP5w+KVuLySM2D9+/exppVskGHNfQt6x+8F9RJbA6BZfhLQifSJwsjP2FxSngZOw7ENy7K3DTSoPBW7ZL1BbfwpcN5WubUBx9tr9Nu/eNd+VtSZKvt/slCjuWnuyaaDHiz6f7MMK8Qb9XM44Y2plHiTUKkVzGs6uNy+Oxfoz8YoFeBiEO4QYfa7bIYk2y0AlxNtar04jZvX1EaZB26XFge1D4yP4sjl0fugtiO/drKIFFrUj9tpaDXULeBseP8xVGJl9JGkRmkviWimFxkvTw+CPp3p7gPedIxJN2Jt0NMIUBptXuZuGs8susfaeNa5kgN43i0hFlDTc7fT9Re64X61EGAznIw5FtyFLABJoojTGVstthnygrVvqdvtNSDto1AfP5dPlz/6R6JcQn8H9bB+QXud2XsMCyVQdD8GvC+SkrRIhEOIEviy2a8XR6JpwV+op8ni1GOFcm9WYaO2aVq4O6J4Au1+n+2fbz9vw8qzf+ww/e1xLFcNA1RWswI/M9iGthlUcgnoTT1ttWckoTPfRv8TDfT01GacWH/eeVl4Bhho7FgrDPcCph6OQrTB4stziihp5kXiE5UPfv+bybsEpS6cuLXryrQOYs6cVuzYS8tWFrpfmQ/JtEx3MYTFKUytnkLi/kw/Xz1+NsEYaQGsvApLMW/eRTIs9HCCo4tbaLtVqHigUb6XdDkm5FI1T9y0OA5Qy25D54hidSZ3ZRL0yHhW27ZxknEOFplJPLMEjBKdGDcyS2cr7PV24Jgpeo6TDUEOXhdZxnQ772JJvOD7bz9s4Ta3BLfvAtxNE7vtqE3K09qgwUGlt2PN2ZeoVBalFJcAd0xZMmHrvFne91SFSSPXpJBE8MDfPCFfBY9PTCUeyjhZ6grAaAHnDzKHwVT1TP4W2J+g580XTAFa9s0qNmTcNN0fePlS7NZiDeedgCMR9a41hf8TrTDdju/Q4Ql8dsBEPEDpVaWghtt422idfrN8GLY7J/EPtexxnXiJGobJR3APP1LnTu7N9+tS0zMzULlW3E45AKnc34c3TxP06b7tRHAdjZNBGcseCpY455cXGHHIDIScDAk/gKEgOriaEpEaJrQOwq4GhIwASYDdDr0jclBmsuTEQEiCoujISsJMjEnRjRjJgQjI3RjIHQjVMph6l1xaO8W4Nr8cOKRL5zq38yfe/f/rJT5yGuK/6bB/fPsnHRX2/DCFNwq2HcQflinQYr221Lfe932huzbYSp3Sx9sWFfv+//mx4/p9//O1/070mzA67AUOTl9zfSvokbvq170wfPtiryy9+9pSfw0Kh+QabKaS4wefwdNe5ub0NJ3wMNRN9MR5e7KRzSgowNLGjx2OiqUsc7cACpdpHaXpfba9jFx5lDIIjw6xcWxmiPaxylPXSKPqqHqHNznPCsmpHrTnR49IS4SX5oMCxWRkWaylc0IdFb4ke16q58WNvBwlfxatq3IXKOwKcUmn5gLWstzfjBeNtV9kxakQqXH2HpBWcz10Pd1rfB7lFWElHd1sXyIG4i+PB/alZAFx0HZRXrTXHWtpoffO6IYbQFfaHen0rw8sEl3MbB3qY6TZD163XUB3HqNFxKfD8Rh8MD7mUmr2VFY0pN1ypxyH3k4UXqV/UBvfZdQrD0loUvToKj5HK+xO+OrSv5nAwVTLmsYiSpejAWm9gxH/87/x1zwLDjdXGaW+UOXwED+Dw87j/b83f+4MdfFnix+ndn+nSuWp/WlO3bRU/d+FiC4mpHnFTsCsxtfNsR+DwtZCe3dv6ZOMdq1oC3rwBM87bkqZLvTrGgyCtzeOU0c3869+mpy/oy768vQT0tnYyV/WfzPST5TEmOUG/oYyuBhoKHG+Cq23KSM7zRjfHuPWL9peBNrcNZPMiLpP1JQ/Z+rsne/FKz4/AO3m80m0OtVQnkboRYEAo7mg9KFuoNdze0+UCnChVK8pBtNvV846VUBttOg8sJ7UDB0r+5UrHScOlR46FydrmEmxp4u2EPAXfYk7rdpL9a5wHGZouY4qYpPcaJIlDdT8Izar3e9gWY4lbtyPRwj1fHbMXlRuy1RkQg3fcCXYflJ4y7ldVZBwTto5AMTAOKFPeOAQarV3TTfLptdcZ61x9iMIoAULvx3vOVlKO19L2k9eNJMJDEd+aGgrVSxF5ApFwWmxZMGZ80I22PY7zhwvndVtzbL0ly4naxdU7sjYPspRNiO+AT+BuJhCNCyCDM3bFCeHaNCeGjg7um+tksqmqgxNaTNNWNu/ismo7TmmpHZuYFSiME543OGDzEKt6o56IjeW4wWlXvKAJucKeeQPdKVwcEO2RYJjbGkMsFJK/XXUAtoABcXzhN58M9etDvJP+eoImdC9rPNak1zdPrC4HSdnhbp+IfbhjuMW4ODwPKRnuEIJjQIoOgSHArzw+hXsjJkIAN1BAcEcERlBHNwMOYOa/goQBDDiQbW0L7B1MzFAAlJCsGTGaAwdmdSdQVSVKSN56J8RVmbAgUJCdG719evp//9//L/X0NHutAscd8pgS1vNIe5ma6fF4eLpezfMdLg8VY2Q3xDavMcQW0C3P1rA//fzpv/Pt8Jt/47/36tWfB7+NIMVKt7jWRwRo1kttdfvFf/zHP+8//JMV96G3eatpwn66GgvdBHjyGbf4Mywf5Y+e+/Nfe8avn92OHB0G4oU/uQ33zHHkESmpCkGfVQAoIO3ztKrfRL42U2AivNatazmrm25mV+/b4mXPy1rOSLFDdccU/VxqwvPZwh2WJ5UhwKmvybypzmuI9IHf6jhJK6UahQigxVQO5vXg0nY0bU1xlKzxV3UdBywFcKC8qKJSGELtNKIjdHeaAQcrDUXRjXp/UM5Q1tUtkriVNVAkTrOXQ9FNkJhXgCS0W/RD9AlsVr9lKSYQ6Yptby7FaAzUrTakCBWEBygUPob1gcZbLpsGlXqDVBM/i32zUdANKXN5s/SDw7kpCgxAS4VkdYPRoDjkQWzmMJC687O/+r8hUyG/7RTw7nXdPYdp1+MR/aeSP13/0XfD29+rQWP/YT2EGFo3C2S9U9o1fFbrwJ69BleE0Dhxa1X27o+m42b+votGe3/F951+doUHD+tC7Tgej1sejrlLBDnGMWMZqf3a3g6sKZXrkolKQ1Jq4g+oX23LKMMe5JkIu5LZc+gyyagclLM71gKHm7hWX/2Y8XEDgThhTzZmhCdI4L2ZH7I/vqFdRK94UO+9Ttb3vaGrD3ZZK2fa76KPVu5vn9vWIhySQOveMdWOyGHnutV7F/KSlR42Og4BOqwXeyZAJ1fTR0ODcGEJ1nSMHcMIRCrQ1dN4L+XcqbVaZXfedJ4tybiVQs1HgtL7Xrw+OUXUTW8EWuShAAwOILsdzSLIJmzkESqh8xLkoNQQKYtrD5RpEBBxD+2cpiS6q+HuqOMRwPmj3J/d0ae38LUby0FfJr8bVyah1F4fIUc7DB0CTFa/fm83R4vHeLPv9kz2X6/xI7v9xOxQ6j7k4ywCeXS4TyH0ieMwaUcmiQODxIgOQsmBHgnAmkOs4KLBWRlL597XBpnRupM07YB7zwsDs3BELwbzegUioEVICd9dtK2moVKKuHevcDe6TlFFwW1vhIG49Etse0VITA6CvZOODC0wS1W3402sO84sPmBVPU5kQwBoK1ecaSNPxZUodrA9Kugubg9d7j6986RayvlkqWntQAroV9DMlE0DGiNlJFZVht60A5QCzftKeEHfGIvTyrghNqK69BKwGxpYQQRzBEADEPSmIMzdYsbcMIONQJPDTjCb7wRj7wwO5hlREBwMAMmdMxFhSpTRicD/8Pvfmy+fL0Q+RbqxBzYKfWV4LqkNdRS99nmMcn/AS5DjzRABpoR0TCMnGoCoPSCZtXgz/d4X8OZPf/86N8RqKIEOADHI3j3sZIp5hz21p7XlMeVI4PKSV3N8HZVCerPucp8Y7aXv3s32Y3/70zOePlhjgvFRd7eMRse7eOt4ELqN6bbo7SHe3k73x/Eu0+4u5275PmAmIutH6QZw5AYChHrl/izxu1qjcPWn1YFofap1N9jq4SA0ax6kL+s2QOq9Xdoo3vGd7A/RN85TDImDhT4e7+9Rd8OtZzqQ4nSYpoYpKTa0RPVaaXK4aKVOKZgp3vOs7qrQqqe2XismwFYyPkXIsGyKGuo2z09X5Iws67Ilg0dya9sFcXLN9bKMshdT7S9GWZxj8sX7c1d0IW26Ipkh9q6WcKVuz3V7EjrqdlacmHeMlPIOsVtEYiIeCdYenuf9FnLkA3naMEmUC+5AzDlR6E9kN7KtjoOAA4q++la7P8SbfwnDzST7snb4xc9091v9d3/s/Z/hzQtDbuPgCTbbU384VZsCGUsgICwQpDxx1kJZa5Np0MtD2EE7O6T5sj0WnNL1skYU2C5Sko8P/Un2ZvVw67C1ac/jCq8+hm//RfvlO57fE4ZttjCsG0RZ289Wit7OSoETNXWiXcYHzp+2OiMKALjlaYitgTEN/XT1+9G+LHQzkIN2EGYnsxbSuBUaO4zPs18uax0qtWBlgw793sZ6K+5eiCrm/al+leFVT282fy5uDEpJtXXgaeC3ffOAjyCvET4UHEhuRd9WilIbx8xL2fSO/Qujj5s/TXjb+dS0DHutT115bk6KnwR7z5KEt2pTls3VW4hsfbM45tXKjmGuda90HsI4qM+9bDFk1xk6qknIQYuFnOUMdiBukrCCUSdicEIWmvpKlvyu7aa4pzYGegKaFCHAajYi7F+pQhiOS+K8SZ+awwSxNHrFfcOolWuMOexbz2vIx3Zy2hO+4LBtsJ56Fmm2xpzlrn7xRhQhs8/Ko0AChEUtoJkKT60sFHLRri0HbsJNDZotBsdBn9QODRfpR5C5rk5RWLfNBrF1AmltUcrBN0vD1leqHAUmt0vHMbgn88s25WReEt4wPTWLAq0bGnbXUvgw4izDCO36VZtYCmEvLU2sszmX7V+S7eu34e15OIICT6U2oNQijGBb+eZBivpwzNtTOxz9fOm7SVQXx4ExGm5AxyTU3M1IOG89joIdYgbo4KDohO4AZuZg6KacxTZzATUghELghArubpG5mGGS0A0CmEEjFHJy6IzRAWKEtUgSrB7QyREAuqEIhl/FiOHHbx+/+Mf/9YbTgQanry7hdp+XThZt+GpurzOe9yEHtHPp0o57s1XCDZ4vW0w3Rq6l9IKDOCUfZ58B//D3zq++81/F+N8eAxLdTDFdNh+iVOWM4Qrvwqvftg+/7N55ynFZklg1Dnu053f986scxYqu6bIZHD/38izozbtV7o+B3q6XX7+zQngMg1NiSDcHQ4iA6A6E1Hs4iF8UIrJRLj0wNsfxiJdT372I41zPz1metEfntdc4MaqV5jcJ1oYs59VCYv+q1CPHHbVVfTryoAhD+2CHMFYgeOFxdnm2l2vXlGLtWtYuWRXiRDx3H2O9Vj7EsAB04IHltMCUYdPRaXYfptBPRae4llbl7DC1tkJvmCLY0rcBdkN/P7cXY34HMmFr2NYa9kHNiZmXK6ZDb1e/H+Wp012xGkTcm1MiX5h6YPK6QtqV+pDjM+pn5YODwZpCWMwDbaPIbDCKX0vfAV6pJlQmJzcJDhR7Lw34CPLg8oxs9fCboCTf+leHl3/D83ckvjAbaaGO7/zLWMcv9OvP2u/8Bfvmr5VvfNrHT9vXfrvJx/thtGlPu+xJsieyuL91+vYeeYJez7Ol0K+NcdW1VjDU2gaFtS2qdVnPthrHcu3O8qhxE/HqY8QrvH0afvqOvnxoDxWhVOeg9bMuy2kuaAfgixacJqzrCvGW8aohdK3g5NwRoBHmoOgHoqumnci1ByxIgCLQKkxL6aCFsDydzpc1c2+usGrAMh7zXBv31lptFw7qF9IXYF90uMdtU7wG8LZgtYjGreTsOtu944fAGU1s2xCi2CGIeeGSRfB9gYOVc8Tpqup2jEkeTrmPxeGQOI75s+06qjfXabBq0ymgZ/KNWpZa29j9DAAKZ7Ww9O2xRUhVC28ABupi1Jdqk/f62A6ztWbWaucZEmCr8Nxcm281br0sczxv+vZJVveR2UbvSpxhyH4qcl1r5DxMLVXgXaekNeuQfLzRZy8pf6T3Uz1+h198Y7u5tU+/Yfcv+W5//dpz+/rH/OxZxSmx2Uyph64Ne6fJCEGgyu09Tcr7IEAFhz25MbB1Xd3MgiquOiFa0WOgS0RmfVyW0tFrhZVkF1AwkGgN9xka8K6XnDASU+1x7purVqNSmFMsNlc9dlo5DhF4c3ESwNFC3oWOOkJrDtPAWwEaMAxRq/GEt27yGbz83a39wRb+CQyfXf0Uhit1U/CDy8QwhfQsTDeBedk4ByjcmFAJFNTATc9bP4F1kdZVk2ybVfa5wYrQKhQH7QYAnRjBkRmKIgF1/9U5Kwpx8ww4ALHbxDiUzgzkwOihdHR3hEjoAFarhaDFVKAaFPPq2IQawIZeHbelrH/yx3+/1i/GHJ7SxZ+n3X5LknFIPtjdJOuW8zb0NcfjTu3wWnc9Srn23fGmr73i3jOHPfMee+HlYHIT3jN8/09/um4/aL44Xky3HKx4H6i0ZXmZ7F/+xl/skSWCuunEbTeydCKhGeGjHYfQdkh0t81YHvVnf7y0d8awzKofHXInP4YgIU2MjD6EIBgHkoFTBJ5iBucdMQAmt0A2Cor3YkxCZ20E85lkHw4lxjEOZgyQlELwo/NY+rAnPjHvNVxKr7Vw2XbLZRNhxru8Hh1v1Qu3e6rF2hBwa10IQpCoyckupkeMvUGIcuo4JcRi87xxjHWzpvXSZW7bVwoB+vu3F2DbRuglVqK8P5aYtgFDK0/r7v7AT9t8QFo6OsRwwGCNoAmB7Ds0iqFtCiO0dbQOsOpVRJ+sTQM6ukMIQ7lSuAW6Go+kHSipXbsExGreqmfoc7d98MVa1CoEZLa6B1YPC9JhiOTC9z6XCAOXF4AUdn8B6F44t55RQ9k++E/T+sV/hH/la/Sv/c/4638ZPvoG3//F/vreDq/xo/t2E+kVbB9lu+U5Ge+t3FKaW6O5kceopjDCtjxVrst27XHxE1cG19axol5be+vpGcDCYYz6239BfuNfqG9T+qMft19+8cUbR7UNxNbtvMUvL4kC3sXhCv5RiFQrT8NOC1TcSdtQb6JA0GeSrrsK2kOIvcEQgcxGqpJJkWtDAVim4AHq3HrriFIts2sd9oc46KmkwFf10KJKqd4C6QftrwZoQCaVHcxZIg7qGtIym2RfhXCrgFD7NlMcan93rUNjJYWmdxmWOCY3o5g9PlV7PvIJ6keWTXTeyiCpBOIOy8mDzzedktU+qsxWRl8hipAeByHb2LnzsvQBw5V8JyEmRsoiaaZAt1IwpCG2TmJiIM4jPiJ17h76Gbnzti2UBztXmHatFY5Yvr7DY9DB6yGHAfvjOxnE25lhwSNE6JqUJ6fX1KfMz8LqFG+nfhzh1X3/xjfl5lXffaIvv2EvP7L62kKst8/l0xt7doNh77eJ8n3PmoYbROPD7e1dWHf7MZFPifcUAgUMKQJ2Q9RS+KBgMwUOiRE5y50mpB49nolCrc6BoJFYNSfjgCvSfopMLEwI7sVH71eFUIte1R2c3QJadFu2Tt0KGOsKFAP5xQnVhEll4fjq0fDpak1wWx7fGP34sr7d5Ktm72bsrUvOpEl247NPRk5tybHvtDLDYH2H5t7vAtwZRu2JGWqPEVmd3AM4RfTuhlgNzFWNytZKpOJYIlWCFWGpXiM29wbmTt5dIlFHEYyOIXHungmDenSLjqn1ICAVBoMBIJMn1YwgABE0/uzNL3/8w38049HHfryHsImybGMdnHcjF19vXpFO/TjMXtsULz/jFrcy3JD3LR2A4UmKXkhImO5jilNPPD9LP3p8KnMrAF3diJvGgdJWd5+/edfw8Tu39/TsdaY67nY5xBh8HfbxRay5BFYMfQqBDy2E2p9mvTx89dmHduLdsN/s9iBHgylBQpx2MqFNgzCCBJRBGNyFxEAYSYEEwZ2SgKBi5YzbWeEWTw/t3cE3paXC4va08/kRPoBeEy3X2gYDGTSWtl3toLUO+x0NyCn2PRFuMu5KPeMdwFBtzH60xQhCYZx0OFI+uaYhnLTt8fK+tp6c5bLzpeHZu2V/QqjPbJ0ddrksT1vcdKVyOwSBdcBI4E/pcC+tX9N+2K/d9gJDJFptJpYYAENiZ+mVZQx96yEhtEz7KKdVU8wfLkribjSf5BBh7hoamzMRrpSC69rbpNmC1B6PEg3wKJHznnDszEOSGiXBJHE2j7dj50Ge5Y6MOwjkejEqaC2wlaXQ939e3//H6X/0v0x//n+VXnzH80s5/pbtvp4Ov+P0Nbss3ob6nU/oX/zr/dmzcOQZh3CUxSBNIUWhkFQIMQvjPAea+rliXHBbuRMTVmu9JaMPnbjBfIhv3tmI8fixrYs96NCqObS+9lXeNXtrj0e5/9Lllu3SPTnEDqsMHZFoHFO8VIoS6tpue6jigJ0mrivIYCLsoItbKu1iMIE0DS93WXdYYw5Mc7VR22N1SdNcLdrwjs2IiKhdIHj88gorQO2QahII4lLzHjCUJHNLu9DnIT5op0C0rmf3Q0oX50gcEHWF/dyMBAkeSj0EL05fQ6MEx0Yf4VY7kvk1IYOvAFC515hXLA5DTWyEBHDREmQUMsK8C1saBshLFpAA4N2BzZtykHI12g2bm9Ncmq/eUWXzWHRS9Vm0dTWKvfciO93SwO9bTbcIQhL1wqFDfdeDuXSTIu1aBIOTQLdA4jmFEZtkztTHZNLKjvDY7NDxY/Kvsb/e47dY96NFL5+McZ/WA6Zpt95MOowIZaWcX8RyM0zjHiRxDBtAcOiIXbOjle4IToA8aOwbXlkN9zg2LFwIxAU4qG4TMIB23/V+udZJqa6bCIFwtZhjqc6SePUOvfvW/dIxZ1mSsYcusKxoxrHrpsPq87Xdss7kMo1h64CcS62z5y+Xuhj+/hd+1aFs3WrCJkO3Ya/Lss4ns95rCfxU+sq0KJzIm2FVAxFWFOHMEByzwhRpAJwCTo5BbEycAQaB3CECCmDKHKsLARkYaGcshB6gG1aE4t6E6mYbYwFuABthR9QIAK7Cro7CZs7s/FAuf++7f7+lgi9on5jY7H7PKDdt4LRrMuzvD+sjRiMdDhCoy05Kt0NuzlMczV2yne/4mEMNEoF8ine3cmBf193bd9+38+fFnkr5EbSHL778/j/97r9T3/39y8n36f1H95/IPTqRhowpjjytsEvPgm6Blc5OzASjXNat/aD8/E8vy+ldL/OU5sWvkTammhDAMDEg8kDMiAgYCQkwoQiHyMF9HEUWHcijESxtfxD9sPABx8UHRm4tNQunDcLcLl23FgN0LVdqtSU4hmUf4EWGjvNAZQmXbp7iemEYYW29idnmZ4k+921UWAIW33ZBls33ygscdnBlB/F9KTq0HGTjxpnwbefDNhvdyk6WZh8zKK4pEI5+I3TUtoi2sSHD3T4BIQl48heSHgwl4aYBZYxNrxtNE56q31U4wbgfsPd2k8lXJJIh4uN7TB0KcQcw5YPEFeyQcRPV0kWKmxH45irYQfqzobjWI2JniJRvY6nbjonMd/uQFVS2n/9DOn7NxwPb2N9+bsN/uf/r/3PYf4vETWOefCkpZVI/0fYDfTb5ucPxwF//K2W59q//dPhCy88/5HxpVXG/wucbLd4VGTCOoVUY9jSfNRK4YmUk77zASi2MhM8vpX57+JM/6PMtb6e2nLNT6xqontB/9uivaXzn8/N91SUcmS5ICSxl2597HV16xNCqEgfDgacZ8Tqn6XiRzTWDFd8kUX0n9KnR5+v1E+IPGm9COMO1NMExPi62G7ppmBAerN6Sg0NoDtldIeW0tgy+bWY3ridkWar3bUIpRyur3PZfvbvCEujO8KnBIKTSgvEq1iiPnZwaULtquIn5PcGNVo6w1SEKsMPE2JPJ2kqwwfFK9oxjsR7UVc0hj700kL340l2kLY57gKVDBEQjMshcCSW4+TnEA3njBOQZpCdbzF+G/pjw1vHDg65TUliij8i6k3BerQA8S3B2pxo9w4eGd61dPR9oa5py2MZAgGjksgdDhgki1y5pV0rdheZ62/34AJcONOF9Md9Reb8y5GUpF4hf+1r75c/tIOEE+PQBX36zXR7i6dH0uL+1+fphQi+OsohLZQJygCWF6E/dJoSnUkbGCoYLgFdjztfeMscMl8476R/cBs596Sq8j+4Yei2QxhAawDgkqL3vet0ysLM7DJy7NEMZBi893Es5mTNIqdsUhAEZsbd2/hOY0tPbt+HFn/18yfe78b5IS63jbfrBF+36T37w6l8It7+eVo4ceenrJDvjgjoC11+pPAGYSFQ5M2ydEpMiBqAKaubEwQHc4Vfr/mYeCbsRghsBACgQg4O7mzPD2n0Ubc7kasABwQHNOyJ0/dW5EAbic5l/9x//7bb+WO3F/liVr8OG63YNd7F20+1EkUqb4k2NkOantssDYefdfsQ8o6Ac8u5Sanrtfh6vcdHlYbk/Pr+q4A35vP7+Py1l/QdOnxB9+dUD//L8ODef+vI79Pmrb/zGdez79zPFKZNe216POLVHuex8X5e+++igX6xbL/nwF+/e/eFXuz/Vty/X16/QhjtgaOoixOAkuDScghsyu7sTgAthdwzmHSyIPaw6cnnft5F78bWvbZC2daewqgNge9/sPvTzRhmlyVJ11xGbpv5hi3mYEq5OOehjtQFSD2s9TbuxzGW7FZ0NA+nS+z75o+r91pdcykIC3UySP0H2aI/NMGG8MI1at0RR+U6spz0XZZRhD2fPB9keje8gLGOXuRISQWwI4HCcaN341ttn3F+u8QIlU5tX4Smm2evVme0XJp8gvQW6Y3t0OYStNW+YLnzxNmY0FMxcv2jwdbb3S9pHa1Qi3GovHONhKGpAYB+W3d3Uzo0OgJXJexzjDJodr+7yJ9DFfvz7tv99fvFXIUZ8+4f5o18D+zbaqffIAUoL0YszaIvr4CHdtU8f9nd3YBF3y+43/8b1nz8Nb/9mM8E92Vj4EUqnRFgWS0UGKMuiTNg6jNTXT9LweWuIwxDqo8Yf2k5+f6MwbD85f7mx16uxuJ5X+3LBjPNa9ZZ0PeVJrAeOzfeDrLOVHe18PNsyGCZwJQofuiaKw+68zVOOT1DJEFOnTh8FXCk8P2/vFI5Ru20chSaSWaf7bIux0FPDHfVzZ+htyFGaLWQRLxPH2WCwZcG4m9drkNFpc43LVPQx+K55qwn3YI9GN2zvkbn52l29BfGuYUBzGCXYVuok2IC6YR906LgAHBFPxQ7DoK1u+3jjdlKbIGss0TNGbUbktmEK/XqufNjR2TkJIXRUsp2zDkV0oKjWvbMgNXW5tm7ALPSVBe/tXXcFnqAMxjSViYct1hjodugOcGv+/p7Lh8ZjP7Vwb6tTlK1zFpqcL0gTQGOKHqjPPfpWNkgyaFapUvcv4aaBiqwLvF/0+G14Fq/rFharT7P81m/213fln/wiz4t+pcGyteSiC1xC96YAiXyq+XBbHz8ISdFWO8aA52Z3Q/pQVw7YXKzWbMYhMhg1uh99ucph8iVBLOToKw1AZbcLpVVZo+SuBTP6HGja6gIkyCX0QMFanW3Ism6Fb3a2WOcNLfZ2choZANR8+efr9G2cf9TGFz9tuyR3m41x5Pzxb0z/7u/t+P/0n//OX/5LL//aa3/V7+5fryiDc+UkoN0TI5oHM2LmtXtkbxYIWkcgYCBgUAcQBCVv1gRJf6UCBWQHQEBgdXAAJ+8KUVr1wKCODA7NhVAdEjogg3VPIo/r9t1/+o9+8fYPhZ4dXjc/macJ9xWLdx33WOxujAa8y/PmeW+KCK0AYvL6AHybrh9AbxDakcvJh0A9++7ZMwQNoZfqfKAvM54/e6RDqcs2jawTpqdW8/i5zfL5l7cPf7rtX40B5koHb9ljON7UcJEvIRxhftDdR8HGcP3RU9zL/O7Nz/9s+3O/87zd/npOGYGDE5Jo5ymgAzGA/+pVuHskdCVHI3KtuM/85eIR+IqE9bxAG80CzmttJPPV9y9iedza3YAf2jl3X+sFW53r6dlEt+ZPxPehvL+25+N4rTPqiKk9XX1KeFJiama8Zz8vdjNRJ5LFNywD+FkdCXXBGTxF8NbH4Bepez/MXMTVHSmCIvmK90c8z/TJgG8WjAV1l4ayActqmbC0QmD6pOOLxbaDTyrF6SbT6iQDdVv3GIZarm27kXiVcK/9Q4Pb4JeyPoO4CiISeZ9NXou/73Ab8Wx4lJygepKl2iRojo58N8CpDJOUQjSaNhmQqzvluO+qfwoLrZ/+evO8vfm7dvnQf/FL+P1/4PUfwdIdl7Y23d437D4jjI/5/rd7uklhX+trf3yQF7+xrLd8fVPF4YDwOuJH03YU6rZsFrs3uBTkpAXMR4ZaiB6hkQzGpzviAVxreSyynC+X7qiLYwKf2RaSxTBiHyaAcTxMrixQ+xBspR4zTW4K7SaQYxOMyQqL7Ishasx4AdyTNe0T0RStLX0sax3y60G7lRQMTZl7Yw+PWwxQtWb0JQ6jYGAqWi/shwbmFg0i1rOlXVoL8l1zBb+5lUt5TBidmwOQo/WQjFbAIZl5bIJOPBjj0KQLBEP0IdkCCG7gfX+FM/XY9fFxSwjrdW0Yx1N9330wP21bbN7LUhfoEIgGB1Xc3cW4rJSFa4/dM8TBdCpCuxp0ubqSmbpWaVt1pd5KV+22Ug0I1V3X98P5kZa3+fy4YQt1sdClsp2Ujt5gpK2Hh7W/aelabRN8dChOTwG3zp2dqruQ8BZinHoJANLbMeKzgPd7vgv9bg/fvoVPBr8/wCdfWz/e85977r/5W3T7GzhMftjrlDbE4r6xHD59Ub/2LXvNMOyiBnjcpnC7bYqb42LQ6Jbx6boGQ2ietXskBdLeOlItdWsaY3e1G7DueAAyqlPzk/KAPgd/xIHdi9lIVNwlcBXJwZGcGgTaqkk86MXIwEBEUHpsSBFK5c1c+/ALjQ8K/2yGh89sUeqr9X434P/gf/LRH9+Mf/Pf+/v/7v/u733///n3fvCf/e3Ln/6TcvlFqJ91W4UWx4pUSNStBunVURiQBNznLoGle3SICtktCGVzJogIAyAZBAD8FQgBoOAmAm4oUM01QAX0QL17E+qKCqYs/u7959/9g//gD774fbHJh+pzghfLfkoQY8/HQyht2KfuOnhVyqnVS9owOnPy/tYPO+4XjLdp3IKEzXc7NNWRHaXwwHGQj58LMnwUnY8ZZjveIK9opru7xDv/6up/+Pl/8cC5y1OplXOCA/ItIKXoiC9DcJRb3uPoQQ7finfP6UhHeFd+8McPSS9bnxPX6qtqCdLVWgBHMAYDcGHq5kJQzHvrDv209ZF18Q7aFruOXqtLc2XqZrf3Zhfbv8h83sLRci0ilLcN71vYkxexG6+Pj/1ZsnfrGiOSXwKUNDhCTbABA8j1bHiIVAtU3TDiPqUAMYbVomJKe+K+Ysy6NL7FeKkraZAwZKAIPKLkCddrPyT8UCmFzfaUi62AgalRj1IqXMi23b5eJYxFV1YJsbV5N/AidsxxCy4w7XdBnQ7aTx53PaiGIcGa9lOjDsWKiW1XhRuGJ6w3Yh0bepnXOaPObslNzEvXY1jm7rHVKwDSBbHl0LVfsfe/CgH/zp/9h/MC9PCj+v0fwT/+k91zjH/hL+GLge5+qw9RwoH0xuPVHqh8+Ek6/6Bm3H/tL3UTDA36C/i7fxPrO6YDvHL9gPz3vrr+/D0XaMmy61ZDCIbggIgA1jBK7KmNRzLLSIKh2ZK0ntaLRbCuaO7/+OrSe8KeKAwDtkbKehBxLZvRmMLpDK+TzbGlRqogMQv1ToTdN4JM8tR1JF6wclF1bS2lo9aLW2/VTcLAjt4XBwnVu9iDQbAJfOEEtsJ+0stCd0N46gqOBjVy6uRx0zjIk27P4u59hputr0y0tRDo/RZvx76uKGS4dNhnoM6lAmUxO0MZeAhgnYJbdea42QfebvzwMPgxiYBG8Ck5bS611yFG08cwPrMF0MQDZqAlNl6d9uMI1ePkq1bZJzqp3gTp0Jse2M6d4oituXBicA/gFTksRQZnSfTxDoD9+R74Fm+xPvtGeHpb7++oeduKfPYBhhXohd5E/2gKT70NSQ7SwhgAap7cjBI5CIAAgJOZM/faiNmxbydRp2d32hytw7zhT3+JP/meLEn7EiTp9hW+sa6zbxADdgnTprVCfCVP70Y6/8JE2mxR4BpiLisAIYMSMXklEyVfFHdSDchAa2MC80TQ9vvx2kpq+tiBAkCiCcHYcXUxr8ElyHrFkH5FmjGMum4sEZYnAzAKCIoUfcfw5HRw3MJ6qtNHv0H25+93f+WZ3X+Nx7D5YA6/+72f/fv/+/+sXdeF0xLef7o7/LXfevHsW9989ed2t1/7zZsXn8huRDkaOtgIGAwgIncI5mCmgUI3F3AnQ0sOv2r/2QAEYeuQmaoZmAM5Ogjhr+YBgODwK4tp7QYBQ/P6iy9+8Uc/+Fs/f/u2BzomDaALGmwJX9QjHx5OT7rPBxYgdK9n9UOgzWFncsUAuAzKv0q0q4XDiN6kNvREWKtQzsvWEqNiHNf1yTuWi/tBVSbVlkrUKQHWGeAVDte60M2wW4j33h+BosC6PFFhR1hOVbxsS+pvnzyH+svT5fcfD7fTf/d/+6//1l/46+404hjCDRpnzgDAIM1A0LsCM27Nq9bFrkvrRR/fr9fil9Kemn61qt+F+tggapuxB3Lu2IeYezvNZwnTdV5YNXl5LWEzQKpRqsEg4GeHIaJBz02KKDkY52vHI5dTD7eDb81GsscKR/a56o5TgVnCsKN+2aY8wXleAqMAAqUryA2d1z5thgOva8ebrNdth7S6hCOs13U35OWhW/Jcy4wUd5PPK0/UmtqY6MnkNvBja6N5jQ5PJOKrs9omo1ipAHLM8UntKHphPrqnMSAGCjYhxBDbBvtRVyUCLQ7RXaEjT2vfxFpK0iEM0kvHnUwnu/7Lf+l/jf/J9/5mndv89MvDMJTF96fP25uf73Zf81ffluk1PG68/KjBc3vzBT1r8Pw2hbv6sz+K/Gi/8Tvw+BH98/8brw1++7n7Xj5c2n/xA/xBWQrw5Nqcu3WE4JGoMTCl7irjxHYQnLkaROVH7+NTqY7A3dQ+Qzk99bUsOcAQZYxQuhFAQgYBKn2N+WjtDHgbuJOOxqdAw1LKYZQNNt6eSvoG2mdrPbCoeHdXsuyhgtLcF9OaBtx6T3W/EWV2480qengshUFvSK7W9gfUlqH77E2NBnOMGCLbBsMIW+UR21v0bMPk17qxD5hgeOc2ENSw8Bb3SZ+CHXpopR9FCtmTc6ymwPexfaU6cnps+AK1J0LmjH4DgJlxqR6pNzBimvpx8ZICb4bRUXnWvosjJyxON1qWFIaOK+hg4pEVaAqmpTG6ruwjwAZhIL165ACvo8COIqBEezGKDP76vomHadzCGN9/aJcH3EL/dK+BoyTQGZ6/6DmnRLU47w9OaiqevbfAUj3snRHMEvtaiWMwEnAIadcv1R4+s4crPLwBGQa91qctP5393cWeVtOZLiu6UyekeasggBsUvCqMgHXy7doI6R7rW/PA6j7atsnE1ikCGK26ie2kbxxT0FYOedzKiigSrNTuKO49ekSAFsIAi0JEuBInbQhgxBu0vnJnJXSt3IWmZM0xdu1d4yDvZ3t+O8SvM/714/jrz9p0m6fd6nm7+v/x//z3/+D/83uL5rmeJECMECKEA388Hr7xnbvfenn/9b/0G4evf2t8/ToNz4AzYyTKS4Up0NYpcW/m4AIkbsqwOSZH6L1m4WrO4M30V4AYAxASADOLKhJxVyWHx8vn//wHf/STz374QNVrjTtPnoA1pMG9MoEnKiJyKi1F3wWucJPs8TqHNDkC4QyVHJNndZMctuUUbFcW8I9pOiGj930An5P1pXLY+tocQtUT+Ovc57i7Z1/6ZpIc2l7zyoGwJQTgienxrMcDXj6cYcf8obo+lLDr9nYp515/8VgVtrf4r/5br7/5r/wvXt7eqKcRbxBzpBGBEgZ1dAMgX5sHsJP1WstV1w/r47w9KD/0/ugGkdsT8k1frrCJYmMmrKCde3HC67p682TbC5EanYsGLkoH9CeQUdjPCw0DdWgH5KszOy3egIbclirZEFz9ONr5SvsEZ8U9KiE7FiZYWw5QF8UgeHG/d78iBebWWqRGPVaOwGvwwGRX1SPSw9Lvsj9URI6Cha9maVJZI4pqGFN/KngY2mWNsK3GiMa9d0ngIanWHPr5uns+bU/AewQhOU7QMQQJCTd2RuKidR/TqXPkDVyDhsqbalASxD5JaGaHQBezZPKb/9K/jf/eP/0/oFHm4nxLIswZ5sv67o2UR/z8S/zxu/DFTCW0y5P8C8f9//DfLm++n79+tFf/Mi1W/+h38+l7LU7p+UtdBf/kx/iz949/XEItFiVq6aBBqAFNYMYGcUq7il2GxGshcVg287V1AbyqHeDp7D/8UC9R7xVCCCP0i9F9SAXOE2WOvDafJpjnsB9Qt5Lu9penLQbuprljY5sXTRzaaLF1V7SBtuK0QdhzW2xzV/dkfhI4NtqCRoMzeECu69obRYGGcI/64PQ8hIe6MIgyhd4vzY5DDEPweaGU3qmnnMNllRxTLRC1FEZAZauKotZTeBHxg8Frs9ldOF22OQyDto6AO+pfKotZRyUipLhH09DuMSF7qzQOWI1I2UYfZtuoMAsSEYmrax4G1WZw3GNRYHRriMLtfOU8TdA2xx3ptWk0pgjHu7TNjLY5IB0Ta+a9Y963XQ6ffuybkbBui1+rPk/edp6c2QCbffwp3U4lpri2PonnOyNzJnMJI5lJVwsZe2FKCpxNGy7d5weG/19Nb9K0W3YmVj3N7s45b/c19968mcpMSa5SuZBdZewKGwOOsMNmRBMEAwYwYMYPYcSAEcGAYAhMYETAgAERtgnsIMB2VbnkUrlUqpRSSim7e7/ve5vT7L2fhoGD37FirTVj+U67vOtVBpRmMgC093P4xTt++Zq+vOFbgvcLAuiz88vXN7cBU29A1l1WoOT/PwldFk8JZ+LUGmJgB4XaNTVzLjhgwyvvRngBHoNs4tmxK8CINEa+VHEHDUCt5XFkuDDCbQ0hSgiwLQDFpV0JQgJw3gvq6KH6DZi6vEA73k0f/M1sf+vj/OlDzfsYD9XtZ58//9f/zf/2+f/5LuG0bk9pz+AKAJEBCqQ9TOPu9Wn36avH15/sP/ju6eHtm+H0Zjh9lwqVfLR8SJCdIjiJK0NQRzdFcjdODN3QVYEAwAiQEM2cgSD4bV7q9esf/+JHv/zZT95Zdepe091rXJGGlIL71XXP8RlaAi88aUZ1HDmQDYKbjtK1xFlkNNaUUvbta8ERISgKC8bMN09DbVBStrkLGTXpQh66+1rzLl1n4AOTExBH0FvlknIJbglla7Fj22D6gNo7S9GvtXvpsCrr863VZs3Xry593rNe81389/+jv5Nf/3AgiPyQPCANiQeEyMgOMLfGZN2kqZ/7fFlfbvIE8E4ITMB9MdNjlKsoWp+hgbu7RRDp7puYQFgvp0MG2AbzVhKo5Wim/yrBwUagCnfRLoA7gWfiiN5VlDKr5KTmDhAK+lPTh7S/2cZODBB4XFySa0dv4gfAd+r3BFsjAl99TSGBEgDQ1F3zHeg3i+w4vHPdJzWJHYTRgwIgeBQn7hoeEz7NGrKvi+09vawLUmoFxghpxQvaSHrp9MFIc6dhBIg8xBzYExiH3NclFRDIkaAroq8pIlGorQFGDhvAVJL2juJort/7a/8h/q9/8L/k6EgpxKl2iy7i2tb3oonqF+162T5fv/rH/8+P/9n73/ot+d0f/u7x46/iX/lbYf935eVHcHmCn/8kJe3lA97ewR9/LT/r67/81nHHfBXRMAS5yRiRiCOg3DEhBwJ6Ioldw2hL69KTQ+MeAv34vX/R9a7fQorJAQLuQ9iMSrBrgJ0NCZYrhdNqhBrGoRkhbD1Muz6vXhA6I1YEQuyOhb2rSvOl4D3k260B+qbmROxwtXVwv0ouRVnNzW5IG4VHWTcoqKpq06C3NXhACH26Ah5JlDs6BRgMXtbA1neFUD2gqYXmnjJ3375t/NFEvQ8pzmCRUtzCNnBaz5LBDe2mvkP8WuUE7BGHcWxAd9hakKmF2dqdJydqMexANuso0MewQ5gdSi5hldp5HP2WZVdBLCJj77oHaISTuwFoDrnL57fA2b5DlHcOq3kOToFF+8RDjN45fO/EGqRvREnWmU+HdtvGx2O3YB/e0U70g48gP5g8+d1riYUCWw+Ys0WwBpS5hyEkcGBG6OqEprPz9de9NkoFwaRqKSoVYie/neHlW6OQvr7g7Wv+Wnz9cnvB2C7LFVC3MAVvIKIsWs1jHtG21oFBtkg5clvqIZens+RAFnoNcWjWgPfZTEGIauTB1WIIap66n72cwuVMIQOwGwRYV/Y0M8ba1thDGLtJQ76HZYWyQ2tKvCtrb+eGOdir1zn9u/fwGx+Ej15Z2MW0m6v+/X/05//tf/E/4LcRYdinWVu/jgAZokMoIATDkDl5CDuMfdgfXyn7Yfjhx7v+wfTRaRiPh8OrxzQ+TBN5KCWfMINZLnnYlBJldSEa1TmCqlFbZumXL9+9/+LLn/7JL35loOKXkPc4bF057wYJ4RQIAAbiFw2TS5s0hIlSad0n2JqlcZS14bTj1TTMTQfmjgACXqpWV5pGvNp4tNuLl8QD+jZgvrbeeYlWuL8w86X2h93p3L4ZYVxTZG9Xzve9rjHutfcAwQr3/hLypL2LDBx/db0+5HB76bI2BKrXW36B5asttfz9f+/D7//u396ViXByGw4xKx4SBkBDIWe/1Z65f9Va79ev+zr2z75p7ZB692oOe14WKYcoT9pUEF2ggZH1hjK/45nv9lujeBohJLeOFiAKCWnhVN1cEYppoynyjJHEkAypmzKiIgfYBArWhjtuKwxDbzWkTGJmjNgAVYjJ3YEVruRJwCNCNXPNmTtE1xBo3ZCOaN/WesTxzGmys2LOzVqEAGZo5Cn5fIGJXCvYweilbQcKL4tHBgug7FnAgULSxad93IymQ66GcWe9DxEJDxmuKyc0YA+cASChPC3hNGwNIzsChGb9kORdzQMsP/y9/zQQX9QmILXWAhFSCH3YpAKdtXya3T7fPv/JZ8v0e+3Tv/sfw1uHh7+hux84VTz9pfbLn07++/X9WMavJR8QEc5LB8l4QyCytlWesorFAL5FTU4RoW2MZeb7CV9uzp4dqjLP8F7lmxnuy0Y+TKZSUqa+OZ5Ql45vGTes51n3MRkBEl2bhBSD8CB1pbS3djPYILk3dMLcWyU2F9adhSvOYx43a9o9Bbs6HA0ZmMamHYnoq0THhaL1G+RUets4kb6XHLJRzNPN5C7EbppC6XmR2zvZ7eG8bmZDvKqfRqxduMe1EoZxz+vTEl+nerV0ZDUGrukKvk8aU1ovfqd2MRsA1hSIXNFPdXsyueMwRxygXMkT6GiyKmAXTDmyv5/5gU1UevdCcgnDXfMVQoS6rukANebJ0HpXEsoRlh6YBFJuqs1oyjhfbUp1ZeWWKgrLA8xr90KNahPQ2vmMEms9+xnNF/34U5yrt2efktUNiPvay8QdgDtAcqddSuYhgpomYChiHmPtw9tgYOa2LFi2jfe5aD8LHY8+PUbo2/Y+TY+b/pTz79Cs9stfD/lFzjE2aWrE5h4Yms5XDTESuscT6rlB4thT3I9NEYdSwtIRfX+kOgN7Zcx7ad0pgW4KZVUaiswppjlrrotSwRjzKpKcNoa9jpWVBSHaYnnvoaM5wXquzD2pYB2u75fDP0rl7ZfWhhiqGGfW3/2d4W/+G7/92d//874OtW9OcVjXuDjtYC+lth66a0lh6DAryvqZJ5TnX/4qDvfDJBmOpUF7sLF9mE9zuist3o90oN1un8bFoexKvFHe03JJGK/8xUUvvarNl0aHCDOley6Xoe163IacIx8izU3242nW26EMF+lRTi302BaKd3VbGNd1490xz1sOYD2PodaV+cH5DHDgVGm5bnRM64LxnrYb9p3rgjrsGtRM9aKjtxZPozssUzquPgem64Z3vsy0G+UCFKcWKj8bvjrUtYXkSZ43ebUftpvFrC2mfScUvlLeel0u528+D/ff+yzmx62HPd6/k+lY7GwavDRdLwIF67lqNX0nT8nnp1UmtqdV7koB8CZSiN7V3UTzpa/acSM4iddVRk7ppBLCXUnNGhFBiaWdhcoUUmVPiO5Nlv1uvL7I4cDtTFjQFFMOtkosDjRSa+UY69IOIy8rw0ho6DGEWWxwWEDJOAzbZSmDtkYRzZHhboRLxxGlhsaNT8GvVe+ZK7R7kkXDHvolyL4Pc9SgiaNvftxbEp5NYUU4wfisPSVcE4XOWS6eo1ftnUeQFeiQ+mr+GOyF0x1Zt7osA8FKPpr3ZbVd8YvZgXSWOLIZmgAmtnmhiKaeDAj/j3/63/f9d1g0Fdi6JKStYl9/vsiaIP+LH/0Mv/qThx9+9MHd9w6nidrDeBgRBl8IPvsXfP5HfXsz0ddt+ij+4qfyFS5/8KV8u7h6yQhZgcgMhyYC4bTnbeecU3vpiZM2rarU8OZwSvbVc79u8Ln0MVHqrSTOXKytu+P4fpNX0bY82CLBPQTHKYS5NU7RHZzUYQpaMejawcRitLXGmJaMQWBPcHY4oLwHSgI3JXedTGuKobe5egw8Ww8Y12z1SfaDdQBwHVusA0oDSCjdc4NlxAGKtRcZBuwW4lC29SxSMpD7DvI5IEtEXlcaExpLH8ZkEAvIyjxpPSMRgm2VYnHni2wukAcQp2Jhj/De9RVUyUGMDm4d4xild0dnAtcAQQmcOCOUsNN+62EoGipLV+N/5UuWaSl1DMlejLBr0HY7lEJWF+fjni+bHCOuhNyk3A0WY0ANHp1oXYVjkGgjYUNjIjgO4ZOP4OG7fe/cob99G1ec76dpt2vcMUyWUmeOQ3DeO5p6ZG7qQ5CtayNjaTdQDQIgDcWxRgxzfX7JbVGtXA1yhH/yJ3B51tnzV+/W5yv0trDuna51BQ7JQWMMvk5h17pvrQ7H8Nx9H0B6Zt/ACdxLAW2+MioYMbIpQNp0HSM6IuUR1r4sDlHZyBlWhVOB8wwqjijaA+0henStKjGlWp26I0ZNG+8/Culvv6Z/80O6O+DxBDTVbf1nf/j1//Rf/sP5z79Uyc9wZgAJeMweYuy9H2KiXZ6HdoS9BDdqpLDf360DTx8c/B3M8DJ995N4e7q2drra9uqUolhr/PZ+bo3IDufaj7sd6vlhd9jWpSV/GCgzON5leU/lLvfZ4n3WiyCN4xQa1z0M7VLj6cDrhhnWr5zvceByy/AKwwvrFMdtbZP4tpG85d3aWwZ/Nsw0Ks3zBg/jtHQdaAS4FcLKIqZ1nbMnmuy60qH0pXmuTUtgqxoKMbS5j4RbZppDGLQqGkjGIMh15WN5en4qd67fEPPyEm/D/HTerhnj9sN/6zfvP/mtnGhu433A1fYj9qeGiTYAFBCwp857p/PzXB/g9mvFO0irAwRwvxYYcki37aYgX63wHYeb9A/Ytjbn5I6MTMNw63ZkvHW1XdhtUu8zrWCiCX3RVrgAESJA85CCbb1F9A1CQsyxLTeeciXfNVKiUNCeO2aHmzRCDihdU4jQm0XAi+Eupdauu8JeCZg0StiQE611A9gE90DWej9lf5ZwR6Ej7ghuDo7WJQ54FUrnl34Yw/vFThHPQrFvzMQAs2JwSwcmT6eiT2F6w61TGdw5aAe0jafJ523pPR6yP/f4UOTZ7RRYsdWeuugQsrr95b/xH4Q54iSgyG0Tgp3ZFc2ZX4Umf/Qnf/Dpq+v4F3/vzatPt1sfo2p8ADwTvZann3r/UzgfIvxcJTL9QmcNX75bxXNyY3FBRGRlLiotDYQdONW83FpWhkJL8yBaFSfW6xoiyWe4jha1bSQ5jMFIU9C+6R36tjouW8psBJzVNuvgw6rrGDikAvOtx32HM4VdiC8gaUrdLFYiwzPrQHRuVgQlqJdJuzXeU7sqQxnzvOpuwGqQFzayZdVhHxjCbD5QXEPnMu1lfQ6tdNtMy2GCLiWF1tsN4ZTiGpmxNwVyM9sYUtYtmtqedFswpQ6Z6+0lUgGoKymAJurrGoIhJWzSHe99vqZ8B35BPjqgUXXgQWbhErSvkJPVljSa1O407lmqoWVcK0U3ac5ZHX0nrcI+bVWKR6XqPVHqtgoPI9bnxsdTWC49KjpyfTaiW/pgWs6UcKMh1LWPmy1MKbidlJ9ILp8NH8z46mSv7tL2lSwwYBF5CPudcGNFA4lh1z0gmlPEMEZG7XF0q03AFQMYO2LEnGykVik/hNoseRUwOF/807fxpyu1tg4y8K5ft5Otq/Bu6tv7riFhFfU48xYUhggQ+NiT9iv0XkMmnIGTNnFEDnn7u8n+cTtet9Vtn9O2BIZeW6Uc8d7gwslqpbwLdcMycBVM3Qj3BkbqGzu32LohsJhn3GwLGN9p/8Pn/WvQv4SQ0KfBJP/2x8fv/tUP//mv3vNCH8S3i972mfvB4CLs2GbEKbza7bMhl2KhwmEK7/uIO/iVnMccoeTPzvHD+87X8sh5ly9f4kL1mPv9MMG6nN9Or3fF6/VNsXdtxx8CmNDN4N5rm+7fkJ9DTOUd4h1VXRNzlwRZZT9O80XyKXZ//KSvc047u4MBqe+d6lL3WHLp8IauF0whbc3KDlvta5V1n6P2OQVZ6m0/sFtE10vdP4Zexrt5mx6Hl7ki0QJpFOurwXfG3VfbcJiez4ucIN5OsiyqSIwk5uotx3a5QbnTb5a8W26Y8bLcanTk2Z5l/ubnx08m6R/t6eV99b3rE1W2uGjbl33H0pfA3ubWj4xf6/hItriSbQiJOGLrpmcWadK/j/3Xkn7DbqvhGPmiG6cxSUUZkSsAjBC6+THp2byEkABDPOgoEaF3J04hCXR6DENVDuigVepQssWEomYKEeq7iq+SPW2+Q6qkCuS+QBvR26w6xdzadszhLOl+J6tIUPboXaLljWUXY136MEb59pY/2NniHIg2lAy0QMhsKmO7+WGC28IngkvfRhEpbpuvgINRz6w15YNePL6F7eoxWbMYGby1DinMPXjHmOVF/HGks1syV0JvkVEhMoAxWIQD/u8/+h8VE+LO1kug1knt1l7md9endw93Npx+cDrcm0JfXo53vwnhAwSxS5U//QN8+hE9v6eXmnGx13f4q6f2k+f5J/MCdjSy0YuSRw0aGAHYI4dGwOhOwDPdVALmbhWbg8KPWhXpXQmrSAqvM8XooRIOAMxUXZiTtXU4HNp2TviR2VcQ7lptYzGFca2XnCdqagADXzc4AKh4q81TkNUfp+2rPuydn6GW7rHA1gMWwEYc+OtZcmu5lBervc+7HCDkSPy+tSMyNnuP8MZ0DXF0f5Ia0k6tx5SDYAt+Yu+rInmLwZabetQQQrw96H4jhATaoAUbti4hhq5bpIL+YjWlw9Kli35AOIMV4Gq1YKmhjzZV3vYeqACsSMkaWEFoGoO2MN5nvXWUvQ3PqWckn9GSHqA/c7jffHGfCijRWOK2NkfNPnCwGP2qvgvWPY/g1+iHxbdoQ4M2BOCE2O2icVCMKQr1KcSp1G3d3U36+AF9fO+HvegWHw717o2Pxac7zxFTwXJy6hr3IY2q7q1BYDRz6y6mTZkVHK0BRbNmbLULY111vfHzDNf34SdfwrsvaGZev95uXN6939och2FZ5zh4X83NiA0gOThE6rOmCXwNkmUEIgAguqkwuosBRVbzwlHaCkjIgpQcuxFqDwzXihPZDROygkLrIYwNHKpg6j3fpZfVEyhzsW3TRIcYht8d4r/zHfzBAYbBeX979/T1F0//3X/1R7d/+Q5q8rK2wpDHiXvr8DpBiwGO+3FM4d7y6ZXoc2sBLt7aCn/hjSNsZbifOqy+x23LEye4vV/y47TC+mjZw9KMqLCV2BqELrddzLkNPoV9qtvjcPeV12lSqxPKIsM+e+MKUNIYd9g2C4CeacTo3gKms9OYgiNDJ45aPRy4vWy6S7FpAOzSrsxpcx5rw3GgusEIi+He6TK/52HX+rrj9I3LHRmnZNUT1WujxzE9bX1K4VoZnOMgfYEa6xGCOWrrK5mrD1Wv7rluraKf68tck1Ig+9f/1venN2+WinuSm+UieHNNiAZAxEtfyQOkdt7SgKoU5FY9I3iKfktui1VSdLPouq/bNdAe11lbSaOynkZUDliFAwvogWWmeCC/QdmF1nuMaTUNgBm49golU+2xUN9qRO4deoTUqwF5ijJL3GdvooXzy2aBfV0tFL/1YfS1owhMOWgkjhG8mQVZKw9gTSwHeDLbQQCXl8avJnme42N2JOhgzXGCZLitPULEesVE7da6OooDEdSOx4w3sKwxDk3C7hAXhrQfwsZQAPsKHPxqRO4qbtIf97JCzAbIMFJaVDLaisSQxLa/9tf/E3IqgaK0lve7ikeodF6+CNjefvLh7vRqd0jmIuvn3n6qL1/Z/ELnL+39Z0F+YvjMsyd4Aaxoz/h+tXdtdTlFUde4mbbmMUltaNEHhG6krrOk2WbtyV1gc0QY/cu1q/R1IeYIY3yIqUNUSB4APQazqpFcKsahz33wqcm3wR5T2AB7Z5e6QBpcUJg7LFcbLXWo0aEQoPsuyraEI8i5bQGCPBZRVoayqiN+u0DJMJxCn1osfMQyc04mz7f+CFNHe85lDPgOlJ3eO55C3PrGjrcuta0ZfN3MDlSj4aI43BEjRzz6tCQfRaipiYQZrnnALjjILsDl1vc9PV22SemU9FtkSNui7ZioFZmIBWuIdhsBFggDKeYcsXs0bqYp8npVS4RfUx+6XbdesTrpgsMkflvbcZfW3rrpdVF2ZkGps7b1eqsRvFZCbZ1lrD6PkM3WQQG7pQ7qkJsao+saxXu37Zo1zfNmX30DP/kp/ukXcbF+BV5utmzcwC0isIgwRkYUESRSEiJQDhCTphAGtjQRo0Q0DjQkZQoJvQxht9PofBj6X/m+/ua/5r9xlNefhO89Lq9Gfp2t8Q7y8Nvfn77/V8OQCjwUwOgjtD4NuTRIBypKVtB1qptSB5MonC2qD5GYyNM0hYqWwCqFAEYkXeOIYowpMiEOjG0PSd267kJQjtscoilRgi4iFBSepOmf9esfvvMvbriaShyGw+Ob49/8vU/xfljRPeUhOeRGV5828MP06t8+Tb9dhu8BvaZtJ+ubvI07fZPgB4+eFMfxL+auXR8+zPE3jxh1Mzt+elyL7yIud3QbY3k9CWMOu2Gg9DqNOUbLfHoNNODU3SfLcd2X2OK027FjG4a7+12Oe2yeM1Hi0eDc/Vplg3oXYb26a4U8R8djaNvcd7wt2geaTXjYHYeBdggytKCbBBQJo8abFg00UAK9m214CKXROLaIoEKHwy7MVXcF24aHLMrXrKij31NZSFWbDoAeM+MWUhnYJorRFk+j+rKJArX1+baVMcy31gagDYzBZ7UqfmkyIlau9VqP4awAbDPnW9J37O8mnmedD7a4X4u0KbRbtCMvFqGkvBU9TL4puEDLHIxysE78SF49HBhB8y6ZbjljRmBWGhN2SyOGZpa4I/nAwU1i7JyNPExZHDiHXGEdA8040BDcZIK+gXGIx7gycAabVyxBRcPIrEj7HCriI0VA7BweM/eNHwp1ZndX4bHECxLFxNiKK5TaQA2gWRS3DmEI9eWy3oXiARukEXvHARM8dYbm29rHrGJt1Ga9rqqQ+d1WCkQkAPCrJYRcnQeKZoqWGSJ1nTX6/m6n6jlEKnfH418uh79Qpu9yeCMva33SbZnBef3pH+LX/7DVmpdnu36TE/HjZnd7PwBuAWudX+SQs3oemToEAmyzhino0EJjKyg3GEq4AUxTRICoIaLUlr7M1GegycnsTs2S79qyCwJEVTvmXQqNIU7kgDht3Vz2GupamePYGgCnsaNhIGkOO8KXXsF4jWx7jiOnRHZMN6EwZU2RZreYsnsbCU12eyGn1YhnqqtoCq9yWmN8KOkJmngsaNdKKfNN8ZToa+Ah7ecBJ9M2+dLZGL/+6yOW0kdxbR4OU4yXHIrgcw69WSN5cUvrzO5h9vPzdgr8rPZB6AJtWzj2De11Qvi2IjdYL25u0tM02y2s7SIA9ZvNqq7qEaivsyLTAnEi7ymkMjZTAejL7KLhLm+LxoANY3W4QFREyKl2RggGLgAA0ATOUoPoe6LRk7rDZqreoJCpvGDY2nUFXmp9rvxy8eeLUrX3n7d/+bP45z/G61OhbrcvS3snl5dkq/QGrXJvaJIgIggDmHPkoCFHYgtjKCVwISqcd0ghpNSU+fG+7R44J3jzWtMBULpMRI7pADvon2T+4iW++/OHuPORwJ1QMkwpkdGY1hbyePSEUfcpOiOzlTEaRNzUN1cAvdFdiHPDoTZVI4/K1SEJRPZKK3SDu63eQihC4nUYAtOGyCSyqRxGW8x2QO8uG/7+ef79L+BX77I9G/CU8w9/cP+d3X0aHFtCnbKNfgB7cxweMugdDzs/njicYh5L3+cP4+GQrft4F+16/kzEC123OlaUg8FgF4S3byY+TuMwjLuhUz5+56M2ep7Gcprim5McdwE3jDpQSPs4hinRQId9p4Gnj09xN8s+j8VCIp8i8cJTZtrn3Yh3q9hxNEbL9V54bZuP06RwGEJseHfYrewcjBeupzDI4NQ627PmOdql8K7KEsLtIamA772cQzgNx+JU+z4OmXE3TEMNPA5jDfiI3gMcEoUYD5Ei9qVtZazBoEDXSG/uRaf4ONbrs3x7XtjeVWFD0Xrb4bP3NdMya092vkjLljzTImPmyBrU04avdrY8zeExp4vF+5C49L7BrtiVQNy744n73ChSR6ylW0vNhWKASjgE7KYpeVU+jSiomSpmFI8RwcMSiSyGiGjI+7FQyhMTBrMeGcjBAyZhfYizdwkU3qnuPSEE8ZFSjaXsolTz+yAB+jH0zfhVsJa0MA8BOXMYaQGI5JeQaQi68g68NYAAF4EBAcAo5pgWID6JrBZeH4bbUpOt0sXIIlTrRH7roB7ssjk7nM04QALNxLuom6OgiZUQZLZeAi2bEdEF6Et4ptqAcWvbhj43uiWmGNs+O8MZvYk9p/zEOck8xOu1/eiPw4//eHv6v/IYe8+ei+ZC9d6/ndfnHXZZVgpVb9WyqlMYERo6U5HWhTBOvnTcBdm6I7hjQ8Yvqs63ihPtMEeyFnnoQFPyxjGGfQp1uw2M5p0BdgQzhkMuzo7opJUjsPbYiEf3Fvdj6cwPA2kISL4I7dBbDmn1oVjSPkJfog26SaIG8UrCZpJlAghHHcmyw+W6pY4Xl4AeAaVnCrbWOOyCN0/uQHRQXzlwS11XW/qrf3CFCmo4RIx+bgveu3yt/dD7hmAWpslrYkOvSrsHXsHvo12FOeRmSuLWXrpDiQwcbAQmjKZr8FzJx2aLTepto9qaZJxHauJs7Z2gmc3SJLC2hCXpELriVugGhLyK8gTLAk3VuVgwaeSBtUZH60O3l+YH96X24GA3894CaQPynV8oTLmv45GHzrbDTvanXd87fvtM7zf4o1/o7/9Zfn5aahuyyXKJy9W2i9fZb09gRgiAG9nqgIFICTkzE0NiSIgpQIyKEvapY0gDO08+qD7u5e3HucTyyW+n17+RP/pe3v2Fuca1tSezRLhlsoQbdTGwWOswuK7vRVOoDeRAAWOyre8KiCOpBMNQtAmO6DcKBf/VpjG0DEncwSFT8C4YSm3PxbBC3TSEqAhIcQgItdyV8Fwpd19euv1Zqz89y/sb4bOu7998wt//4dtXU5leeRrL8aHc2Th8ML4atMfb7uINXT4KSufrTg9q22PYvc11I0oM9zFyqRQ/r5Rsv7tLr450fvaQxgtq9IbjFHo47CcP3HRCTHfukuIhZrzPtrHHcyxdZT2OOPllxvp2qhe5xcBxBOV9zIwFh5Qgx2l4O2M4Dq9aXrlFL6Gv55AMPTFYbXdDVIDTB2ESfH1od+XwNtNjbjvIe8Rc6HgK4SI4xdDt6c7hBjPG+RTnhGggwXCXYqbDAcPMaYAAkjiW5SolhkMusWUo0ml3TLxqOB3Kt6GMUfs7i00JsFiPYW11nUqfq7yO6yxeIixySbLU+mLLO47XAeVA50rT4xRbpw/yeK1qDpq8zx4QQsCh6LYOE2p3YsYaKELIIxWngJjIx4zSfchyM8zkFjUZQfQAa2BBhsCCqKVAx36IKxJHwJiYCRNLdEoQupRILEKvCCtJsRRJsiSRxsgAaRaYsgmMh2F5ofAqiCQdrJOuGS1TR9/uqOdWR7602COISJgYrkqJBwAZdMjQN4Yj4LnrLnrlNIS8Cpvzhhg8oaTr5oD4XmznVUWGiOpaeCPrGZBoc4E9yWWpQ+xd56zrt/BE4NvtRYnkdllHwLmlIUYMe4bcPPLwSsIB9ZHLqmljnnv+Kj1+zx8+ydx6KYF7twutZf3mvSSMARa0nMkHJ9DutCMSA8pEAWwoEaV2QoOACJVeFv7ZZV20ZzHvc4RIS78G27berQazq1kJUFsfCSziRj4xXExyyjCBR2giU4qVPS0m3Otci/vaNVeB2vamz42GWesYBho4RkW879pjgurxpg+l9MYfAEqyfJsmgC3yw2GEcYghEQQBnMP6OIa0o6i9jsTIizxJ9wLmaA+J2sDkuIBHTqtXh6Jp+WLWscqLOALq1kiyGooVzryuaWT6utFU8Gltl059SEzeoy5u51ZXgyexG3pIVI8ZBZYEGMGDc4jXJltTtXp1PGXbLoLWu8N70+vWNjXsza1pjC8eS9ItMFuuZJu7pVgark3SGUV8IToCXYgtwbaq5raGEKA7uXU7gCxrH+Zb21T7tfK6yazLjbSu71/o86/p6efyzVz+9DN5vvIGXRtoUO3mqNq0uRmZAQGKI6EYIDACOihIdyDjFN0wjVEpQxIvEU5H46tn87hqWLsv67uf5yBtOsBhbFPMXKoHdl689x6zWqeUTZ87asAaMYKjarv1OAlFblibMCdxotG26g2sofTJfMUtMyj0zcIEahROkT1ACdi7ZYHNOih4mV+WePT1OQI1iZ9X/xez//Ev0iag46D6Ox/3+++8flj3gcS+afD908OOv90fgXfrpz7dTydJqZzurM0BXMSfOhx1emulcz1Y2uXDMWZyDUVazvutbUvc8HLcP4QF759g08ZPkH3Pddkfj1OQkkcNHNPgbzrux7gPxme8P9JwbvFDZsTMmHaDRA/ZeVYnvLi+uyvxaZujWQsQe9eCSTPYE+ua/NveNeLTi20J36/xnOoCpSEjCCduMQ7uh4dhv/RhH+9X7EWC6U4tm6WJxMMl9jbxvOF6lLnzUvvCfT6Q92WZMtIEB8jTnmEYpgeOI7zake9T21ZuVMzRgytyftUWPgXaZHfKpJudjETya45uOG1jRHOLR8PlusT2q8v524G3vm2FpeU1oiOiayyTVIwcbbGwK2oRx8AaZMiREhL2Ek1aO2QBxMFpc49uCqQaFZ09YBp0iSPyJocErMCkvYIbpBWMUSDcnDAnDxFOiSj3MQIyFGTBeRchBl62EFMVn47MF92Pig0gIF81DsgWfjP2Hnd81UNsduWRGCvCq1RWhDGElTBFzkG2hKVsLdI+NfV+l5uhHQMDdDdLgav4x0xX2A0UTHj0cJORCTYN3AdpMAvnFJ5q3jTNHg4AJKKcoHfd3x+vSy7wc8ceo1uaxvEOyjGkt1WaXtQt9bnQ6ZWlj/TqbUhxOlZOHI+XX8z9WoMEwpaCz0WcwYtnXquENLoYxs2hVmlBHE1aa4bBvvq2P1+eC9C6+RFIoPJIRcRDjLupR9tluimlu+HizTtkhVUDCT5fqi1rc6LoTwEQYY4eAai4IIF2N0zqy8DHUW+Aj9Zn6eBaTJpQV7XBS5Bt2w6TX5z2jSBVdEyg75rG2h3LLqmAHRWeq0/NFAZXA1aGoB0FZYT+rHKaoKHn1nvV/LYMQNbpiFEgJgQEyzks6GMnzqqJk1sXKgkWKMcUXmXMEpfep7Vw029mv84XmD3XtqgNok/Ao+ulQVC9efcQY5uvyNL6r59Ug1uHJth7Z/Vl7RcJN7etBhLbPKyKeh8AsmJ2om8AANMVu/Wcg/cGedN1AxhYLO3NFi8cogXbsIzDOKsl8BWZm1CQiHCbe/l2bt9c+h+/D5/9mf/kF/Drn+v8OZ2/hdsXsa8kW9IF2ka1IpKqB3LAAZXMSIQ7Bs4EaY9YiJPKhBDMR5KgiPThx70MgNRz6okYqWmfYk+5Fq/8W9/f7QenuqfHgHrZLIheDbJpa0hqVTS4OTM2UrKACbVrjxBA434PYfVwOERM+bTbVaGslJlnpyFbvSFRMIJx8DVgQm4h2IKH2DxMU7fqaVu1fr7Bj5/aT5/SyzNdn948ht/Y8cuglMPdq8f0YjfY4pCuwTMd1z4/1xoCDbQf3x4oDaePhxITlcftVTlAJXXQWt8ELNBMuk9hCPlN+HQcXjIeLPnOx/hmXOdb9LuyiGxkzex8yLWV+ojWoloaTkU6pBynC53GOC79aPWImLMOFk9Yd06n1aexvFrhLuJO8gd7fKhkA40cMsMxeX9uQ2C6aUieL1y1ew/K9GzohCvl99XWu/RSXYpuxgxuTpjJFxoi3/VQNgsRcqO8hwAxadMb6XAIta8Bohcfq47DQp4oBTqUoLCga/t67cs+VIANbS6DoNPeX9jalKbe6iPn69rekJxh2RtNppu1RFv1OKR27fmwxxnrIfLKBiwenTEwSZfhPlcU3Ads2nYUlqUHcXch0CFZq5jJzHRAZvSM6iAjGbCySBlRnAq35j3EKJQGotZx4rBBYc2RwtxTjLHjLlhrTmMgAz1hFK1sLZTm3RMrOA1hMcddpg3wkGxhLv6LNkTpOI495xjh5kiZ6Crrkb0ZThFSYYPdnt1tMMet5pLsufMulJe2oZqG3raa4aJuWZdu5t63XgeSRRqZXPEm2gz14o40d+R9lAl2FOMn2JOIXM4b4xPG4ujqPUZsRtnztvx56r8ieY9dabfY5Rf+/M/FRJQljrx/3buTqMYBUwYHUSqVTMA99DwlbLZqDKbBaAbNXZlVXACuRn9/va22zAGGU7jGQKFU6IQ0Al+e18HoydK963yRwOOmtq62oDlQsE01B9E1xQOjgu1NfUe0OvoacGomMFAEu13slOxrjRNaMGtKCRqapvO6cAlB6832wZ4TbGowcnEo2uutp/6sLTg0qn0Q2dzNGxmJ9cGVBrSgNHs2+OZdN+eZvAzwF/U4xdMBzAnHBLXigN0Axn6xnZv1mayJSNAIULJmtLHApS8PIWxDLwb3GYaY0khrYFx1W/skcBYaI7xX3yrYoucakmirXI46K6rIqv22bu8Dx8WucQPI134dHGGrMcIsMhcrun0z4GPSTgAptKnPQjDZuhn2ClbY1xekLnXdWtqirhteTdQ3s4BaPfWXulzbXu0aSQBD7/LLOdcl/emv8z//NT895evZzk90edKXS1wu2ivWhbDbsmJ7R9AIN0LIGQCYAYAcXYiqs1LucDfl3Z0AhU/u9TsfJrpLNNJf+o3wmz9QGHMrEF+Fnz232xJ6qttLGnl6DBQouAJDAu2Owx20FCKbomXnZmqBBcQEUecXgiFCF0ou87pGByLSHYdIyxpxL6ydDZeVBqZAOYA6R6/goxEQqa1bxqU//Qj4H3zV/99vwouPb8PD6N+9H4Yzb/tlODHQsb+m+4eyFZ0Yhmm6UadH3c4dkl4pTCPZAe+6LPEESMNxLB24YR4g+5Zizr590e11yjekCIMk4mF3WkL2A0FknHZpXObpEPkljhMMIUKt8XHXCC3w2kUey9VwGfpXS3oafIWdJO57XMXksEPjvgPd0BNOPfAQp1Roix8eh5T8lDm7l8PwEPFx8FH54ymcmu16fQg4bm1ncdDw0Cm3hIlII7jhxRcEN7+KXBXhxfxI4IGHMF7WEvN+tjJY6ePka4zZyQJrKh+RrnDe6JjCub+afHQKsiRXc/TkmGy9H8l4/vjEK+sHeFv9Wfov0F8AbuJirrv4XLf+ZoCV06OHCI4WFMEp7VHEy5CjoY4pX4XHDJ0weEKMDnsmd8iIwb0CeachkSsmAqNE6JrAFSiRu9kuSZc2UTWrd9AArZscaO09sAnioDiujYaUbjAyhS5D8AK5qKOikA/AawPfZ6ibTXy7SS/a1JqqMteENvmCTcfUzksbeQUw3zTtuhgzcWQMabMW7rg/rV6Qz8GhWwzBeTh3SzkLeCSbBjkLPZAqCRluLkGNTJgDw/Xpgnt4wH/8f//P9tk/ad/d4fGvbv0F0pr9AWur5CAXXrfefhJf1G9X+ehTpxNcb/Ann+2Xa93Bw92x/ckv85e+/dP3/+we/+hi37IZ2JHhgjlmyrH3KwwMBr5gucftxQFWpoGGS19+deb1qe4fBoL9QIJZI1CYDNfgSGIXoE9BV3GnuKRthBEIUpdqHhIV9ZvpnsIt20QhuNcN7xjn4L6Jo04lz6YZ+Ko9OwVAzs7XcBt6WmrFYe+2JeU2Gm0TsDMsHSK4sLhNVGoglPcVia7uB4Aaoxsl6FXJksXuopvGdOygu1LX2h3HjH1t6ghC/d73G84sqfNz8CPC7P6qwxKIN+jsDW2G3JCr1B9i+w4O1wFO6jcAU5dgcRZgZkZyqR4H8hu0SfJLrh4nr9WImpSBxSRYwTvoLx6OvfcCskEs2cAmRDjhdK5GOMVhzT7dXKWFQgDk5NAFE3ozQfB90A1iQB2QFgdxhsbDsbWFp1I3j95X0yzcR0oKl+O47GL5gHq5T5+MJMf2yevw6uEwvrrkkIfjFlOB6GVyQA85ONVWIeVofjUfrM1dj3VdrhuGmOu8bjOt0uWKX56f2/MEh1p/BQ705aW/f0YgjJv/UmG9jKA3xynwvNXRNoAQvUNOHFL1LYvlhmfxN6rXgbVrm47j1gRWotQqzgP8PfX/3CpoPCAbqzcg6m3I3HVBWNyT21t1BqIuncM6IK+aY/ha5NtpJKivEny8j0h4QY6zyMuThrtppByV3wb53th4PMQ1jkPrqEEq3zfaZJji9du2+670rz3uGGYeJ4NsfKue2S5Ap0aOqLDrcZsCoUdwVweAeFhirzg4VYUDRSBNo/td0Ax3BpsZVI4WXzd/H+AupDS2dsXkoI6cWytEo9Od+ejXpOSh9/5MNjmIFIieEQyRBcn5Kj3HwFFcwnLrWemScQSroB6x5qGAMJigc9AeHZzM6uohVES3Gbn4ZszMuAgAY4i4gqG3FWpgh+BXv7r8+KX/zlF+sIdtQFSCRAQkA3hFb9BIeYUb0a61PlF4r4IxBuakGxvOAQfI1qxDsdQnCzPrpLYYBwhmgYTYwEnRBmdJEG8s2V2MkxMEtcAutEEbbtxTS0QdHRSR45A9kM3ND+BXAN5QgqSKG3lYIByBzrCutaSUQV1pG6iDnCC+mA5mvQAE6i64xk0kZ4fg3RUBAQEIlJWNACguIUSHpmsXBA/i3TRtYEcwDE6qhQxr4mRgpGDMTj5auGnNToqGlhUkIbqiSiTwGmxI7MwBvJEhIgAhaOhuJB7/zn/2/wGC5ex+Ioc3FAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# This function samples an input tensor based on a grid using interpolation. \n", + "# It is implemented for batchwise operations so we add a dimension to our and input image.\n", + "transformed_img = torch.nn.functional.grid_sample(img_tensor.unsqueeze(0), transformed_grid, align_corners=True, mode=\"bilinear\")\n", + "\n", + "# if we turn this back into a PIL image we can see the result of our transformation!\n", + "transforms.ToPILImage()(transformed_img[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DD0PoQvZKzNU" + }, + "source": [ + "# **2. Group Equivariant Convolutional Networks**\n", + "As discussed in the lecture, regular group convolutional neural networks consist of three main elements. The liting convolution, group convolution and projection operation. We treat these in order." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "IUsG8tX4E3ds" + }, + "source": [ + "## **2.1 Lifting convolution**\n", + "First is the lifting convolution, which disentangles features at any spatial location in the input $f_{in}$ under transformations of $H$. You may think of this as registering at all locations, for a given feature $e$, the occurences of transformed versions of this feature $\\mathcal{L}_h(e)$, for $h \\in H$. (Instead of $\\mathcal{L}_h(e)$, we sometimes write $h \\cdot e$ to denote the action of $h$ on $e$.) The lifing convolution thus maps from $\\mathbb{R}^2$ to $G= \\mathbb{R}^2 \\rtimes H$. As a result, our lifted feature map $f_{out}$ has, besides the usual spatial dimensions, one or more additional group dimensions (dependent on the dimensionality of $H$).\n", + "\n", + "![intuitionsepgconvs.png](data:image/png;base64,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)\n", + "\n", + "For example, take the group of 90 deg rotations as $H$, and let's say $e$ is a squiggle of sorts, of which we have three occurences in our input feature map $f_{in}$. Two are under a 90 deg rotation; $\\theta_{90}\\cdot e$, and one is under its canonical orientation; $\\theta_0 \\cdot e$. A lifting convolution with a kernel $k$ which exactly matches the feature $e$ would land responses at different offsets along the group dimension of the feature map; namely one at the spatial feature map corresponding to the group elements $\\theta_0$ and two at the spatial feature map corresponding to $\\theta_{90}$. See the above figure for an intuition." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "HtFnch7LBzGZ" + }, + "source": [ + "### **2.1.1 Overview**\n", + "\n", + "How do we get our convolution operation to pick up features under different transformations of $H$? Intuitively, it is not that different from the convolution operation as we are familiar with in CNNs. There, we enable the extraction of features at any location by sharing the same kernel over all spatial positions.\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "guy257AwkA5T" + }, + "source": [ + "![gconvs-convolution.drawio (1).png](data:image/png;base64,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YUXAuevsrqaufX6668bBeGdJTL+7//+z4wdOzYnndJ50ps3bzb169c36rDld9OHr9ZDu+GGG0zVqlXzbQbenj17zJVXXml0bmp6r7ffftucdtpp+X2K7N+DgL5EaCBfM0LT0a655hqjWaC33HJL1PXe03EsvAcCCCCAAAIIIOAXASXBtm/f3vz973/Pc0gbNmyws6ASbWvXrjWTJ082zz33nN1Fy5Ytze233277ZCRYJ6rK6xBAAAEEEEAAAQQQiE9AgdDHH3/cDBw4MPBC9fPVT//222/tmLn67WqtWrUyCxYsoPJxfMS+2FrVOc4//3xbCT8dzRlvv+mmm+x4e35UT9B5KM6jCZtfffVV4LS0jOjFF1+cjtPkPTwKpDPGqMQO3X+KMyoGmMxEXhI6PF5gNstNgddee80up+I0zfrSLP1Zs2blmQGmX8gZM2Yw4JfPt4qSbDR7Tok0Wk97+fLl5qWXXjL//ve/TefOnc2tt96a5wiU0esE45URqQ/Q2rVr20w57UdlsF5++eWoSSIK6A8dOtRUqFAhpWeoZIHBgwebv/71r4H9PvvsszZpKB2VQVJ6Mlm8M62Rd+DAAfOvf/3L3jNvvPGG+ec//2nPWAlfp5xyStDZ6x7Vcky6t5Qprs+HRo0a2f9WMpL2ow6r9hOpKaNzzJgxpmPHjnwxyeJ7i1NDAAEEEEAAAW8C6l+pf6SBXHdTv3716tUJJV/r+8Cbb75p7rjjDrNjxw67W/23+uYsp+LturAVAggggAACCCCAAAKpEtAyKwp6On3zMmXKmK+//tpOhNRYqyoduJu+G5x66qmpenv2kyYBJetrvF3XW+Pny5Yts/EZ/beqacycOTNPRQN9H9QESKcyizPerqrrig15HW/XxGxN4k71EuiK89xzzz222r/TJk6caL9fEudJ043l8W0UY1RS0fr16/PEGFW1U3HA0Gv2ySefmGHDhtl30ETwG2+80cZ7tB9V/FCsUrGeaElKqtCulSCaNm2aUGIHCR0eLzCb5Z6AHijNmze3DxOnqcOgAUNlDzqdCudn2la/sKkonZN72smdsT5gFfhWssb7778flFSj66gPSAXflZShZUxCr5E6ECrzpQfuk08+aQ9GmcB6qKsiizoSaupMqDJLw4YNU5bFqRmG7dq1CwDoXEaNGsV9lNwtke+vPnLkiM2s/eyzz2wQQGs3uttHH31k7xO1jRs32jXXQ5se9qtWrTJaXkf7UUdA5cKV0KMOrNOUOTxu3DhTvnz5fD8v3gABBBBAAAEEEPCrgKpw1KhRI8/haTBOSffxVtLQgJv6Xlr2UH079fUfeOAB2zeLd19+NeO4EEAAAQQQQAABBBDIFAH1z7VUhYLgTtOYv6p13HbbbXYybWhTkFWxGlrmCyhxp2LFivZEfv755zxLpGiStYLomjC5adMmU7Zs2TwnrfF2/UzbOePtmrStCi/OpGC9SIF1LbGeyvF2VYu59tprA8ek6v6q+shEgcy4NxWPUZJQuCVy9NmkhDLFDvXzd999N2xCkO7b+fPn2zEFJR7pPlT1/6lTp5p//OMfAQj9/NFHHzVFihSJC4eEjri42DiXBJ5//nlbJcFpf/rTn8zevXvtoJ8+iEObMu2ULJBf5ZpyyT7ec1USh0pZ6cP0nXfeCXpI6iGudao++OADs3jxYtOsWbOIu1dm3vDhw43W5tbsvy+//NIO5uqhr86jOgEa6FVZt+uvvz7pgV5l6+khv2XLFntMSgy46qqrkt5vvH5sH7+ABv2VxKFEISVyqRy3u+laquyf1knTF4toGb/K3lQ2pxKHpkyZYnr27GmrgSibV/eimvazZMmSsB3V+I+eVyCAAAIIIIAAApknoKSNcN/D1H9S4nY8TbO7NLtm/Pjx9mWXX365GT16dCAhN559sS0CCCCAAAIIIIAAAggkL6BAfOikOI37a1Kdlib//vvvg96kevXqdty1cOHCyb85eyhwgZ9++skma6gdPnzYnHTSSUHHdO+999qxciVjKKAebWK1xtm1nf5WRQ4l7v/www92vF1BeQXba9WqZeMxqUjq0L2rqvDuOI9iUqmuAlLgFymLD8CJ5+i+Wbp0aVAFDU0Ib9y4sY0FaUL2Qw89FFVCsUjFe9QWLVpkCwdoGR7dh85EXiWPaGJvPEuwkNCRxTcgp5a4gAL7ypJylunQnrSOsqop6JdWZb/crVixYmbhwoU2qYCWfgFVTtE1CZc9507oCBd4Dz1aDe6effbZ9mGvrE8t46K2b98+c9111wWW2dB9oPJLiTZ1GrQGuDofako2USUREoISFU3v69Sp1GeC7gM9lPXf7uZ0AHSPaG3HWF8slBGsbE11JFUyXA9ydRSUxKHkIZWNU9KIMjzpCKb3WvNuCCCAAAIIIFDwApoRo0ocqZiVt23bNluZT/0qNX3vU2KH1lKmIYAAAggggAACCCCAQPoFtBSiYjG9evUKvLmW0tCYvJoColp63d0U4FeAlIrp6b9e+fGOGv8++eST7a6PHj2ap3qBk9Ch8XbFVGJVvnDG252Juxqf132mitm6n/R+mkSp/4+3UoL7/FWVQRM/nfvzrbfespN2ifPkx12Sf/tUEocmgyuhQ5PG3TEYd0KHlkxxJuFGOhrdZyoAoOQhVelQ8QDtT+MazzzzTGCiiiasqJJLrHvZeR8SOvLv+rPnDBbQh3C1atXsukdO0wNDVRpCP6A7dOhg9EfBeQKtBXPR9QBXxmO44Lk7oSPc0hjhjliDus6HrQaNnU6h9qWKGiqP5A68x3vW2o8yQ7U2t9qHH35oGjRowEM+XsgC3N6d0BGtQke4JKNwh61EolNOOcV2JFVOXJ8/Tlu5cqXNRFfTDFR9saFDWIAXn7dGAAEEEEAAgbQLqK+kwTatne1u6ptroM7LAIgGYTS4pgEYVcrTgN7YsWPNnXfeySBw2q8ob4gAAggggAACCCCAwP8voPHy7t27mxdffDHwj05g9ZhjjrEJ2RqnP3jwoK3i0alTJ1tpm2SO7LmLNAFW1dHVFH9R9Wt3cxI6NN6uyi2xlsnUPVWlShU7cVfxF2d5dO3z22+/NVWrVrVj8ar2qKB6IrE9fU9V8oaTzKHJnxrHZ+w+8+5LZxUAJQApPuOe8OFO6FBcT+MIsZqq/yvGo3v6m2++CUoaciYDax9aCkgTffU5F6uR0BFLiJ/npIC7JI4DMGfOHNOxY0f7v7/88ostkVOqVCkbhNUAopdfuJzETMNJK2NO1S1iVejwmtChgV5VXNCHtwaN3QPE7tJvKo+kD9t4mqq/jBo1ypZ0VotU6UPZemqxOibxvDfbpk5AJeDUqdT1C9fBdB7KXhM63J2CcePGmcGDBwcOVhmd9913n838POOMM+w9mUgHM3Vnz54QQAABBBBAAIH0CmgQTn3z0NavXz/z+OOPxxww02CelsfUIKD+W8nZStZXf47vcem9lrwbAggggAACCCCAAAKhAppEq6UvlLDhtL59+9olMhQcVx9eS2asXbvWLpeosVGSObLrPnJX6FB8RlU03C3ehA6Nqbdu3dqO3WtsXctkuL/7uZf0VMC9XLlycYHqnlRlDqcCu2KKigWENuI8cbEW2MZOQocO4Ndffw2KCSaS0KH7o3Tp0jZpKDQuqf3ddNNNdoWAcBVBIiGQ0FFgtwdv7FcB/TLp4fDII48EHeLWrVtN5cqV/XrYOX1c7oQOPUDdwe5EKnQoQ9N5gKusm5J2nOYul6SSSJMmTfKcdOFO5jj11FPtWlyaaRjavv76a5soUqFCBfuhziCz/25vd0KHqrmEruceb0KHztDplCrj/MEHHwxapuW7774zZcuWtRArVqwIVOzwnwxHhAACCCCAAAIIpF5As1Y04BHaHn30UTNw4MCob6jKagMGDAgsp6nqinpduASR1B85e0QAAQQQQAABBBBAAIFYAlp2OjSAP3HiRFtNj5YbAhpvL1GihD3ZcBNz3Qkdy5Yti5nUr/04r9FE7eeee84UK1YsgOmu4BHvxF1V5tCETFX28BLnUbKS4jxU7vDvvZzqhA4l8ij5TBOClZjWv3//oJN3KnjoH70mFJHQ4d/7hyMrIAF9kLdt29Y+NJym4P727dvNiSeeWEBHxdtGE3j77bdtaStlsylJwn2dEknoUAaeSjCr7dmzx2YHu5uz/poyLkMTSCIdpz7AVZlDmaD16tWzH+SRSkM756PtR44cmbMXXwkwSrBSgo7fklqUWXn11Vfb6xiuzFYyCR3KPleQwX1/uDsA4ZZ4ydmbhBNHAAEEEEAAgawXUD9IlTi09FxoU2lbfQeI1JQIq9lYGvBTU79N62xT7SzrbxtOEAEEEEAAAQQQQCBDBDT+qyUMhg0bFnTEixcvNs2aNcuQs+AwkxVQIn7x4sXtbmItueI1oUPfBXVv1a9f3y7TUqRIkaDDvPHGG22ihZbl1HZeYhDuSbux4jyKHTVp0sTGhUaMGOFp/8k6+vX1fo71yMyd0HH06NGgeyWRCh2aGN6oUSMbP+rTp4+ZPHly0KWRx1lnnWWXBAp3v4e7jiR0+PXu5rgKTEDLqVSsWNHs378/cAwqnbRgwQISOgrsqkR/Y3dCh6p1JFuhQxmWTlJIuIQOdSZ1T8ST0KH7R2t8a42/Tz/9NOo638o+1qD11KlTTa9evXyqnv+HpcQFVcrR+nYqie2nDNb8TOhQB1Ml2twJHeoAaFaqsoW9PuDz/wrxDggggAACCCCAQP4LKNla/aN//etfQW92zTXXmNdeey1sv1pJIM7AnGa7KFlblfW6du3qubpe/p8Z74AAAggggAACCCCAAAIKbHbq1MnMnz8/CGPbtm3mzDPPBChHBI4cOWKqV69uA9ypqtDhTLqMlNDhVPBQ4r/iD7ESOhTYHz9+vJ0ocPHFF9skgEiTdnXZnDhPuArfOXJZA6epmIZiPXLzW6xHB+lO6FCM2D1pPJGEDu1TiRy69uESOtz7XLRokWnZsmXMW4KEjphEbJBrAhoorF27dtBp64N99OjRMT/Qc83KL+frTujQf7sfoolU6HAndKjUl7sUl87ZKYfkNaFjw4YNpkaNGqZMmTJm586dNuFEH9jhEhQUuL/uuuvMwoULbSe2Xbt2fmFO+3Goc6TSZdWqVTPr1q3zVULVoUOHjIIIXip0eK3iMm7cONsZjHRfOR0AEjrSfivyhggggAACCCBQgAJKyNBShKFtxowZNuE1tE+tvryWr1NlPLVzzjnHVvfQzCgaAggggAACCCCAAAII+EtAs+HVZ9fESqedfPLJRkuhRwuW++ssOJpkBX7++WdbkUXj7bESOhR8P+6442K+pbuKtiYCh95Pzni8xuQV/4s2oVRxG73vlVdeaZo2bWrjN4rz6N9jxXnmzZtnJ/vmclMyhyqh+DHWo+viNaEjnuQcJ54zaNAgm8zibooPtmnTxk7eJaEjl38zOPekBFQVoXfv3kH7mD17ts0SpflTwGtCx1tvvZVnLb5wZ+RO6Agtr6TttR9lzCnw/t5775njjz8+Iow6IkWLFrUP9wYNGgSSgvSgd2d8qiLM119/bVT5wWnr16/Pk1zkzyuQP0flJMJo77rGfhqEj6dCh9cOppMRrL8VgHB3BBPJ2Myfq8JeEUAAAQQQQACB9AqoQlmXLl3yvOnrr79uE2zdbe/evWbgwIG2Ooe77d6925x22mnpPXDeDQEEEEAAAQQQQAABBGIKbNy40VZmcLcLLrjAaPlEEjpi8mXNBqrMqEQJJXSEC3A7Y+eKycS75IpeE26MPp4KHaogoom/l19+uVFFSCe2Exrn+eGHH4wmJehvp2myap06dbLmWiVyIn6O9Tjn41zTVFXo0PKwkSYE6x7SvRTpfg9nTIWORO48XpO1Agqa3nLLLeall14KOkd92ChzjOZPgVQndHz33XembNmy9mRViaFEiRJBJ/7www8bPey1xtoLL7wQMRt0+/bt5oorrrBVOeJt6qyqkxAtWSTefWba9urEqbO1Zs0aW7lC69j5palyS6tWrTxV6Ig3oUPnqlml7muvSjMXXnihLTWuLzMqTUZDAAEEEEAAAQSyXUCDHP3798+z3qzO+6OPPrIJ02r6HqeqaFoj+eOPP87DEi5hNtvtOD8EEEAAAQQQQAABBDJBINwEW/XftSwDLXcENP6t6hepTOhwEjY0jq8qGe5lNNwB9VhVF/Qds0WLFkFJGl6vjOI8iiXkenKSkiSU4ODHWI9zLZ2EDk3S1rKtTktkyRUl+jRq1Mjez4prKebjbop9Oe/hNf5MQofX3zq2yzoBfYDoF1Frcm3dutUGT/Uhrl8u/ZK5m2Z/qcKCmrLwKlasaEqWLGkfAO6HQNYheTwhOcpTfnKUVToTEZYuXWrLcemBEG3JFa8VOhYvXmwf0CrtpuQO9zVWx+Lss8+2SRoq3RxazcVN5qyP5ZExaDNlIa9atcpT6bBE9p8Jr9H9NHz4cPs7WaVKFbN69WpTqlQpXxx6fiR0OCW4wiWvOFVhdE9+++23QR0KX4BwEAgggAACCCCAQD4IaJBD6x0rqdXd1FefM2eOKV68uNGa2ypf+sADDxhtH64pWVt960qVKuXDUbJLBBBAAAEEEEAAAQQQiCWgqtj6o/F2LWmu+IGzjIWWvnA3Bd9V9VpN/f2zzjrL9uW1zIYC4+7K17Hel597E1CMR9XK9beMFePxsqyJt73H3sodNI+15IrXCh3RKnBs2rTJnHvuufbAogXUdVy33nqrefHFF2OfRJgtFOdZuXJlWuNlCR1oPr9IsZ4RI0bYRC19P1cMVr/XfmqprNARqwLHU089ZW6//Xb7ubZ582ZPcWYSOvx0t3AsaRNQUF4z/xUgTqYpY1DB/3QmLyRzvPnxWlkuWbLEVhTQIKnWAmvcuLH9MEpXskuqEzqctdN0j2jfTqacOpgaLFbAXYH1zz77zCb3hGvadujQoQlXlVCiyKRJk6Ku25Yf19Nv+3QSGXRcTzzxhOnbt68vDvHw4cNm8ODBRkk74RIw3OvzeanQoQe8OjBKFFKFIFV/cZq+6Kjc3AcffGDXiX/uuecCCWa+wOAgEEAAAQQQQACBfBJQqdoKFSrk2fszzzxjunXrZr766itblUMDvmpt27a1ffRt27bleY2WtFP/nIYAAggggAACCCCAAALpFdDY55133mlUjSPZFm6J9GT3meuvV2K8lrp8+umnbfJBu3bt7HIQvXr1SuvEQmeJilQkdOieO//88+3kACURKLnDaUoSUhzrjTfesJOEFd9yV2Rw3w/aj6qwa2w+kaY4z8SJE9OaHJPIcabjNU7MRO81bNgwG1P0U0tlQod7FYAPP/zQNGzYMHCq+tlFF11kY0GDBg2yMUQvyVMkdPjpbuFY0iagNav0YZ5so3SvsUkx+vAJbePHjzd33323pw+iZK9DKhM6lHFZt25d+6BXUsrkyZNtUoX+fdq0afbf1JT0MWDAgKjJPEp2SaY5VWGS2Uemv1aG6jDpoae/lUDlBxcth6OggJbfSUVCh5KhnJLhn3/+ualRo4a9dPv27TMdOnSwHUYlESlbuHz58pl+WTl+BBBAAAEEEEDAk4AGFbt06ZJnWyV6qL+uwTEtc6h211132YEQVeoIt1RfzZo1bQK6M9PP0wGwEQIIIIAAAggggAACCCQtoCUMNJlt7969Se2rdOnSNghKnz4pxqAXK+6hGEi/fv3y7FSTWwcOHJi2SaepTOhwV+BQNYhLLrnEnp/iDV27drUJLGrupTwjqRLnSc395o71lCtXztqffvrpqdl5knvRBG3FAdW0GoF7snoiS644S0kppqPPvSJFith9K5lDqw1oPEOTxTVGIQsvjYQOL0psk3UCmvGu8j7OL6hzgvqlVYDW3dyZe+5/17b64K9atWrW+Xg9ITlqEFUVA0Jb9erVzSeffJKWDE53Qsc777wTFPDXQ6JJkyY2IB5ryRVdU2WhOkkbmt1XrVo1s2XLFjNhwgRbjUFN1ROmT5+e8+ueeb1Pkt1OSx61adPG7mb06NE2m7agy+opE1wZpKlI6FDSxlVXXWUf4qoKo3tY56eZpsoe1r/rwa/77/rrr09bBzrZ68brEUAAAQQQQACBZAQ0E6p///52cDG0LViwwM4aUytRooRNtu7Zs6dNJv/iiy+MkjfCtZkzZ9qKZzQEEEAAAQQQQAABBBBIn4DG6EeOHJnnDdXnV9KAuynYqQmX4WI3CoCqaoSX2ezpO7vMfidV59CyIPoeFdoU41m7dm3aKrGnKqHj+++/N927d7cVOJwq7Kqy//bbb9vxdqfaxpQpU8xtt93G/ZTGW9gd61F8VbHFgo716PSVtOF8riSb0KEkjebNm5tDhw7ZycCadKLYo2KKmnyipDTFexYtWhRUuSPWZSChI5YQP89aAf0Cqelv5wMj3BIZKuerD39n29CORNYCeTgxfbCpgxWp3FToB5+HXSa0SbIJHfqw1kNeSRvObL5WrVrZ2YB66M+aNStwXErm0EMmXcvJJASSZS9SCTQtb/L444/bM1Oig0qiFWRTVrkexMkkdOi81qxZY7+EOOvC6x7UvpW8oQe7mvNwVyUcvqwU5FXnvRFAAAEEEEAgnQIaWKxfv36gn+S8t75/qCSumiqcaUBOldycpuhkasIAACAASURBVD5Wx44djZI+Qpv6kHPnzqVPlc4LyXshgAACCCCAAAIIIPD/xWEcCCcmo7F3ZyKf8zMF2DU26sRs/BDszeYLqErUxYoVC3uKxYsXt3GTdMVCkk3oUILQxx9/HDTergojZ599tlHyhjMGr/F2xYE0KUCJHrT0CYTGenQdlPRQ0C0VCR1KXFPsSvEeJXPoPpsxY4Zd5eCll14KxHsqVapkY44az4gn3kxCR0HfJby/bwT0Ya9ZXupEuNt7771n1wuj5RVQwsaQIUPME088EZbHbwkdqu6gpXbUCdT13r17t/0Q3bFjh82G04dspKZMTq3P3bRpU18s+ZFr9+OBAwdsFQstl6QO5v79+9PWkQxnrQDDqFGjYiZ0nHfeebaqSKFChexu9GVFHceDBw+af/zjH3kCFO730gNfFXBU7q5s2bK+yFTNtfuO80UAAQQQQACBghP48ssvbbW8SE2DJEquLVmyZJ5NNDiiROxwTQN8F154YcGdGO+MAAIIIIAAAggggAACVkBLWg8fPjxIQ318xRxo6RFQQodiHitXrszzhg0bNjTvvvtu2sbhvSR0aLxdSQBOIkY84+06QX1PHDZsmK28H08wPT1XIzfexR3r0Rn/+9//NkoeKsimeKFzT0Wr0NG5c2db9VPbKglEscbly5ebn376yaj6iDNJN9y5OPEeVSJVvCfeRkJHvGJsn7UCyp465ZRTgoL6Kt+7a9cum0lFCy+gALtmySnA7m5aFkMdsnQ8FN0VOvTf7oxRLY2h8kZaJy3eps6BEjluvvlmW3bMCcrHux+2T43A7NmzbYdLD0ol5qxYsSJtncnQM9BD/f7777dBBH3BCF2qSYlhrVu3TujEr7nmGqMKMZppquxhqnIkxMiLEEAAAQQQQCDDBaZNm2bL34Y29Y2UUK6fRZpNpaUhlbShJRRDm76nKOGWmX4ZfoNw+AgggAACCCCAAAIZLaAx3rZt2+aZYDt//vzA8ooZfYIZdPCTJk0yffv2zXPEuhaqoJKOGI/e3Eno0OTbli1bBh2PvseFjsF7JdZ4+yWXXGLvN423U5XDq1z+beeO9dSpU8d89NFHpnDhwvn3hjH27E7oUEyxSJEigVeoqohiNYnEGBVb1v2nOKMKCpQpUybh3ycSOgrs9uCN/Sawfft2U7ly5aDD0geJlkRINKCqX3Sty6X1x1q0aGFq1Kjht9NO+njU8Vq8eLENbus8tY6dSiQpUy1dCRBel1wJPVl9mGp9bQ3m6rhVoUOdBbW///3vNlFF55CuDkvSFyPLd6B77bXXXrNLIB0+fNhoDb8333zTqERVupvXJVfCHZfuOd17uu+U5Tx16lSbhaoEIi1fdNJJJ9GpTPcF5f0QQAABBBBAwFcCGkxR+VutMetuSrhfuHChadSoUcyEDFVT03eU0KaqHyp5GqmssK8gOBgEEEAAAQQQQAABBLJUQBNsTz/9dLN3796gM9y2bZs588wzs/Ss/XlaGnd/66237PcnfVfS+PWgQYPMDTfckNZq5V4qdMQz3q64wfr16231B8X4SOr3z/2nyiqvvvpqINZTvnx5G5urXbt2gRxktCVXND6hVRwiJXQoWUj3lsYr9JmmJaPUFCPVUj+6/1KRRERCR4HcGrypHwWUeKElHdxNGVNa8yiRD3p1SO6++24zefJku8tbbrnFPPPMM2l9AKbTWQFu50Mv3Zl0XhM6VDVB11gJKM7afFr+QuW19IGq9eD0c83kU+dBnZiiRYumk5H3iiGgh6eu36233mqrwqiqzrPPPmsrWiSaeJUIurI0H3zwwZhLruhhrvtTvxvXX3+9XWbl6quvNq+88kogy3POnDmBkuD6uc6FhgACCCCAAAII5LKAlrerVauW2bx5cxCDZsUsWbLE02DIxo0bbZU9fU8JbU8//bRNGKEhgAACCCCAAAIIIIBAwQiEm2CrSZdbt27N2hhKqLTGjDXerXbCCScUzIVwvauWX1HTBFd3hYJ0HZiXhA6NtyuWp8nUquKhIHu08faXXnop4nKc6Tov3ie8gDNZXLFTZwUAJUDou3oqEiDicfea0DF48GAbF/ruu+9s4pMm6mqlgoEDB9rfYe1HS6ooqUPLw3744Yd2YnIqGgkdqVBkH1khoEE9rcPsblq/7YEHHkjo/PQLrfJNWjtJ7ZxzzjFKHnAvB5LQjnlRHoFoCR0qt+yYK0FDy6/oYd+vXz/7oapOgjoATjURlXZS1QS1l19+2Wah5krTwHk6kyISddVDUWv6aa2y3bt3293oOqlyhwb503EO6tzqQa0yb6pIo3X73E2VQ5SYoVJa77//vj0mrQPfoEEDWwnGfW/pflSCiv5NGZx6yFeoUCFRHl6HAAIIIIAAAghkvMCyZcvsDJjQpkGS8ePHe0q4Vx9LA0HPP/98nv00adLEJm+ne5Ao4y8MJ4AAAggggAACCCCAQIoEVIm5Q4cOQXvTd4B33nknJypmK5GjU6dOdkKxKjerEuEZZ5yRIt3M3I2XhA6Nt+v7opJOlMR/8cUXhx1vd+I/qpStyvK5NN6u6hdOopDf7wTFelatWmW6dOkSiPXo+3rXrl1thYt0fWeXmVOp/5dffgmK47ordDixIG2vSbs33nijTdxQXPHcc8+13Iqz1atXL+UTx0no8PvdzPGlRUCDfSNGjMgTlFWnon379gkdw549e0zdunVt1Qe1Rx55xNx1112+yLRM6IR8/KJ4Ezp0Kt9++62tzKEMOgXjhwwZYgeG9QDRtdKabHrYKwhftmxZH599ag5NFWVuvvlm880336Rmh2nYi67VDz/8YDtuTlPlFSV66MtAIpV1vB62lnxRh0IVNbwmdOghP27cuLD3lhLA6tevb3bt2mV69+5tJk6cmJbEFK/ny3YIIIAAAggggEA6BUaOHBk2sV4DJqp65rVptpYGBcO1119/3a5lS0MAAQQQQAABBBBAAIH0C2j8XZPl3E3xk8cffzz9B1MA76hq4q1btw688+eff25q1KhRAEfin7eMN6EjWizHHVTX97758+enLTmgoEWVIHHPPffka3wk1ecYLtajybFKmFC8JB2JHU48yUtCh85fMbUrr7zSVonRvatkNKfSjjvZSJ9zquyRbLyKhI5U33XsLyMF9Iun5VW0RpO7afb/aaedltA5KWtLs8e0PETbtm1Nx44dcyoLMCG0BF+USEKH3mrWrFlhM+hU1UNZgPogzpWHvTKBr7vuugSvgP9epiSt/KzUoco7qsChe8RrQoeU3PeWOiMzZswIdEbc1WH0WaSScTQEEEAAAQQQQCDXBNSP0zKIqnIW2nbs2GErmnlt2pcquWlt3tCm5FyV33Vm4XjdJ9shgAACCCCAAAIIIIBAcgIK3ioeoyRrd3vxxRftTP1caPfff78ZNWqUPVVVd1dChx+WXSkoe90TjRs3tuPtqn7dokWLoENxEoDcFTq0gcbbL7zwQlsNIdx4u8bYQytmF9Q5puN9teSoqpgrqSNbmpZd1RhBfrd4Ezp0PKFV2TXOoP1ocu9TTz1lk1E0cVwV550KHomeBwkdicrxuqwSUMZV5cqVzd69ewPnpeVS9BB1luJI5IT1S6s/+gVONvsqkffPlddoyRR9oIdmwTkP9NAlVxwXJfJce+21tsqCEjeU1OB0mtwfxLmwzpoe9OpA5mcSRCrvR6dsmJKmnKaKOHpgqrOnNdfzs6myi9bmizehQ8ek7Exn3TR34obuR1UKUsamAhXLly83lSpVys/TYN8IIIAAAggggIDvBDSTqnDhwnmOS9/XNm3aFPfMnNmzZ9s+Yri2bt06U6dOHd8ZcEAIIIAAAggggAACCGSzgMZBFdzctm1b0Gnq/88888xsPnV7bko814RSjf+qqXL2c889F/d3nWyCclc7iCehQwaRJkpqn4899ligYva//vWvrB9v172liepPP/10xsQkFevRcT/66KOBW1rf/1WdU3E/LcWUjvhqIgkd0aqya2xDk6gVf1TsUsu+Fi1aNOFfWxI6EqbjhdkksHXrVlOlSpWgU+IhmjlXOFpCx9GjR81JJ51kT0YfmM2bNw86MSXxVKtWLU+WZi4uvaJzTseDMdk7Sx0xdUj69u1rd6UMxwceeMD06NEjqQdiPMcVK6HDSRJSxrBml7oTZeQ8dOjQQOKGsmVPPfVU+/buUnAsvRLPFWFbBBBAAAEEEMgWAZUpbdq0aZ7TSbSihmZsaV3ltWvX5tnn8OHDwy7tki2WnAcCCCCAAAIIIIAAAn4UOHDggCldunTQoSmRQxPhnMmZfjzuVB2TJldqPFhVoNUmT55s+vTpk6rdZ+R+NC6u74GRKnSoSraWMw+t0KGTjTbeHlqN3T2pNyOhPB60Eg0yoSmRQ5UsnFhPyZIl7cRjJXOUKVMmbRU1Dx48aEqVKmXJQpdc0T2kpVU+/PDDsNXao91j7vjj2LFj7dIriVYJJaEjE+5ojjHfBebOnWs6deoU9D48RPOdPWVvEKtCh6qt7Nq1K2xCR7QMOvcHcbjqHyk7AXbkWUDJHMrUvO++++xrVIljwoQJplGjRgk/CD2/uWtDlWlTVZdEKnRoN9ESN1h6JZErwmsQQAABBBBAIFsElKg7cuTIPKejPl+/fv3iPk319zVwooTa0Fa7dm2zevXqpKoyxn1AvAABBBBAAAEEEEAAgRwXePfdd22FCndTAvcLL7yQE8uOKDCsxASnaTy4QYMGOX1XKMmlWbNmcS+54qBFG29XopCS/DWmr++GQ4YMyYiJrdl+Q4SL9fztb3+z1SyOP/74tJ6+JuVqqRq10ISO3377zVYJiRQL0mvc99jLL79sl35VU7KRqoZqOSC1ZH7XSehI6y3Bm/lRQAN8GtzTB7m7UX7Xj1cr/DFFS+jQQ0Gdww8++MCWNmrVqlWenbgTN0LXWXMvvTJmzBibgZcJVSwy5+p5P1Jla2ptwYceesi+SAkVU6ZMMRUrVvS+kxRtGatCh8rC6V675JJLjGaZhsssdydurFixwnYq1dRBGDZsmK3goeojWvrptNNOS9GRsxsEEEAAAQQQQMC/AurvaS1t9dtD25o1a8wFF1yQ0MGrdLPWVf7xxx/zvH7OnDmmY8eOCe2XFyGAAAIIIIAAAggggED8Agra3n333UEv1L/1798//p3l0ysUN8qvOMDo0aPt+K/aWWedZbQUSDJLMeQTQVp3e+TIEVOhQgWbdBFtyRWNtyv4Hi7gH2mipILqqvititiqAPH6668HJdSk9UR5MysQLtajSfYFtQR9sgkd0Sr+K0Z57bXX2nGO8847z6hie5EiReK+E0joiJuMF2SbgH6ZNGi4aNGiwKmp3JcqOsT7S6UPIZXm0aCg2kUXXWTq1q0btXKAXqNlQV555RUbmFb2mYK/J5xwQuB49GGg7bZs2WIzuPQe2lb71wdcfnUsMuVaO2WZw1XRkK0yO5X1Gq4j4Jzjhg0bTMOGDW2HQfdCy5Yt7Y/cGXR62OtnTuA9U3yy4Th1HbSOYM+ePe3pqASdOvnu35N0nmeshA73kivvvfde2A6mEjfuvPNOM3XqVFtpRLNDncQPd4k5Ja7kSim4dF5D3gsBBBBAAAEE/CegmTD6nrN///6gg1Nf6ZNPPkl4lo76XRq8mzZtWp6TVvK3lmZM9wwg/+lzRAgggAACCCCAAAII5L+Axnk1xquxXndTkLN+/fpJH4D6/vrzxRdf2MDp119/bfdZs2ZNG1SNtqSLjk3xIiWTa0xXyRaKEyguEK0pdqM/itOE7l/Hon06yyzo/2+77Tbz4osv2l326tXLjnPrvZ3vJBrzzrWYz+HDh03x4sWtSbSEjnBLrjjXxj1R8vTTT7fX31nqXJN627dvb4PqoWPxSd907CAuASVLPfvss0Gxnscff7xAK2dGS+jQ77YqdERacsU5ed1jmoSiCbqhE8e//fZbG89V3FljE0888UTcYxAkdMR1m7FxNgoocKr12bSWkdM0s37+/PlxfYDol1XB2VmzZhk9fNT0sHjsscdseZ1w6yLpNVruRRVCdu7caV9zyimn2FLCWkupUKFCRtvow2zmzJm2E+Ju5cqVsx96Kkmc6LpL2XBNoyV0uCt0REvoiPaw1z66du1qVCpJD/s33nijQKpCZMO1SvQc1PFu3ry5UeKN1k9T+T39fhRU0/qG+pzwsuRKpIQOHft3331nv6joQa7qL8rOdn6XQ0vB3XPPPXE/5AvKh/dFAAEEEEAAAQQSEQhXeln70YCHZuskM6ipBHqn7Gnosb322mt2cI+GAAIIIIAAAggggAAC+Sug4KiC8gq2O02BfI2TxjvB1n2kSojYvHmzTY5QwrYTb3Fvo8m3iuF06dIlT+KFYgCKCamSg+INTqtTp46N4VSpUiUsjF6ncduFCxfa2M5LL71ktAS8mo5J7/fkk0/GhaqYUEFNZIzrQFO4scbbS5QoYfcYK6FDwffjjjsu7LuHjrer2rezrTuofvvtt9u4W+HChVN4FuzKi4DfYj065mgJHfo9bty4cdQlV5zzjlQlRkks+pkqzKjpc0LLTMUT1yWhw8vdxTZZLbB169Y8D+N7773XaO1mr7O09NDWIKOyyiZNmmR69Ohhq0IsX77c2rkrPrgxlYV5880324SO4cOHmzZt2pglS5bYTZ5//nlbYmrcuHFGS4pouY969erZCh5K7tCDyOmUqINx5ZVXFuh1UiUMfbDp4ags1Hg+iJI9cGfgVx3BxYsXB5Un07WRjQLv0RI6dAzqKKkU82effWav58SJE8M+7NXh0/Xxen8ke365/npdl0GDBtmsxVKlStkOtTrfBdncCR1K8Ln66quDDkdfGpS9rXsyWkKH00F1lgJSwkq1atUCHX73+mruZVkK8tx5bwQQQAABBBBAIFkB9dGd7w4a0NV3iE8//dQOoOp7T2ibPn26TcbQdtre6YfH6o8raVtJIHpNhw4dbGndcE2DKip53LRpU7u9BlvUYu0/WQdejwACCCCAAAIIIIBArglogq0qpDuTYnX+jRo1snGRaNUzojnp+8Wjjz5qx/M1cVfJ2oq1aLa8Jt1qSZMRI0YYja+qjRo1yigG5EwYVP9fMQZV8GjdurWN2ag5VbwV/Ne+w30/WLZsmZ2977SVK1famfhq+s6j7yFKJHC+Y+zbt89oSUi1YsWKmfPPPz/o1FRZQt9/IiUs5Nf9omP9+eef7XHqPGWTzhiPKmJr+XG1cOPtmkitqgcab4+W0KHXO8uh67/dY+o6N43bO2PxSrRRhZRkJg7k1/XI1v36MdYja3dCh2I/+t10WjwJHdpW8d6HH37YhFaJ0biE4sD6mar+6D5t0KCB50tNQodnKjbMVgFlV3bq1Cno9OJZR1kPAf2Cjh071mZV6aGigUMFnJUYoKYkjzvuuCPoPdTJUNKH1nFWCS89JO+77z67HzVVI1Bygpo6HFpbyd3UqXDKcqlDoRlr6XzAOseiDyGVqdJxK6tW56nOkjLWEu2AxXuvKWCupA09zNXxcmevqmzzVVdd5SmhQ+/rzqBzJ4DoOqszpmVZ1DTQrCoq6e5YxWuTDdtr4F33lJoqWOj3pKCbvnCoQ69EId3/TifQOS73kiuh92Toset36NZbb7UVYJSwpQQu58uEuzqMOrT6LCiodeQK2pz3RwABBBBAAIHsEFDfR8kTKkO6Z88e88MPP9jvRBo0idZq1Khh/vSnP9kBRg24KdFX3+UiVW3T7Lzx48fb7yjffPONOXDgQEzAP//5z6Z8+fJ2IFFJ3AzuxSRjAwQQQAABBBBAAAEE4hJQFXItf+Juffv2tZXOE6lKoQCxkr+1ZLWakjI0SS50XxpnVbUNTahT++CDD2w8QW379u12rLdq1aqB7xiKEalStNppp51mNDE43HcPTchV5WU1BWm///77oMQPff9RcxLTlVjixIAUa9DkxdBEkXQnlsvmqaeesvEtxUBUVUTLgF9xxRVpq5J96NChwNI24SbmusfbYyV0KD6ne0oJG6HLq+g6KPlHCT1qGt93qibEdSOzcUICfoz16ETcCR1KOnP/rjtjGM7vuvP7GwlAr9fk/HATx/UzTSTRfad7Ux5e4z0kdCR0y/GibBFwJ2O4z+mrr76KWEIr9Nz1IFcQVsu2qBOgpAolEWiwURmNanoYal00d1P1DiU9qPLAI488Yn+kgU0FrN1tx44dNpMrtLm3VWKIqoAURHKB1rJu0aJFnnWulWCic05H58P5sNWDVx0gdyKJPmzV8dAHZKRKKW5b99IroQ97/UyDws7DngzO/P8kUIdcSVIqg61M56VLl6blnop1Zu6EjlgVOmIldOi9lKWtLwzKRFaHYMiQIYHMYJWJU1KSOgC6J5Wt7qz9F+s4+TkCCCCAAAIIIOA3ASVXaKac+j/JtMqVKxstURcpoUNrcv/lL39J+C1UfbF79+4Jv54XIoAAAggggAACCCCAQF4BTWpT8rS7qe+tCW/xxjeUiKBlC5xkDiUhqOpfpJiEO6aivr6WV1GMSEvaT5kyxcZ3lGyif1OcRrPp1bSUipaJCP3uodn4HTt2DLy/qnssWLAg4sRbxRdU6dmZyFuQE3Udf52r4iayC20yUZJ7OiYSuyt0hIvjOFU3vFTo0HlEW+pcMQdVcVGSiJL5VbUjnkoJ/F4nJqBkBv3uO7EexTkSSeJK7N2jv0pxJ8VZ1bQagXv5J/2OaJKxKmsoeStWQof2EWnpFf1MVYR0v+3atcvGe/TeZcqUiXlaJHTEJGKDbBbQA1QPWT0MnFauXDlb8srr2llOJ2DatGl2qRU1fSCplJbTQits6ANg4MCBdo0uPSxUjUMPfyUeOMu06LVK9FDCR7imwUkNUqq1bdvWvPrqq2kPdCtZ4q677rLVQUKbKoqsXr3as2My95mT0BFueQs9nJs0aeI5ocPLw75bt262moLzwczDPpmrF/2169ats9mM+l11KuDk37t53/ORI0dsIlOkRCF1OtU5D624Ee0dnLJxyuTWA//cc88NbK5gxcUXX2yUqayHvPavJZloCCCAAAIIIIBApgls2bIlZqKEU4XDfW6qyqGBFSXUq6KHksc1wBhp0NepfqhZeFqTO1zT+2if6tvpj5J29f/6DhE6iJNpzhwvAggggAACCCCAAAJ+E4g0wVZjwOq3x9M0XqzYhKqjqynZQhProlVbmDFjhunatavdvkqVKkbVQhRc1birlmJXMojz/UIxGwWc1bQkjPYd+t1DCSWa6KvKg2qawa+q3pGavme4J6NqwqiSOgqy6Zg0hq1YTmhTjOfjjz9OSyV2VWwsUaKEPQRNAlCczt3iqYjtvC7S0iv6uSYYKICvSZSaUK2lc8JNrC7Ia5Nt77127VpTv35938V65OzcK+HiOe5lVLwmdLgnjocuveKsBqCqQIr3KJlKFYHcSSThrj0JHdn2G8H5xCWgh9UZZ5xhH9pO0y+RsigjzfRyv4ESGvTgV9PApDI/9cvdp08fW5VDTbPuldDh3p+TvLF//367VrRep31pXSZlqakpYUMZouGyH/ULr0QUPcTUevbsactHxZvBGhdWmI1ViUQPPWWuhmv6eTqWXVHiiyoahEvo0AenKjso8K7EE10bLy3aw17npQePHvbK4Jw6darNBKalVkDX7sEHHzT333+/ncWpJAe/ZGxqwF8l8fS7HS5j+MsvvzTVqlWzIF6DAfoCoJKATudUmeXO+eozQ+XunC8k8WRupvaqsDcEEEAAAQQQQCA5AX3vUT/P/T0nNIHDKUfsvJPz/+ovOd+d1E+K1jfUe+j7nt4n0vck9/s4x+Qci1/6nclp82oEEEAAAQQQQAABBPwjoD63xj+1zIDTFBPZt29fzGBm6Fm88sordqkVpw0dOtQ89NBDUU/WndChDRXU1yRCTb5Vsnjv3r3t61XdoWzZsoF9aWa+4g+hTQkfSvxwmpZ7VNwgUnOWjnd+rpjSWWedVaAXSOPcugaRWrpiPO6EjnDj6ZoYrdidxsWVZOI1ftevX7/A0iuhr3NPolTQXfcUk3fz53bUd2/9fvox1qMzdioHKaFDqwCEjgeoar8+B/QZoc8KL8299IoSQXT+ztiEPgtVJMD5zNH7atJ+tEodJHR4UWebrBVQJY7QB6YqYqiclpcBPA32vf3223aQUFUg1LRGmh4qTglh95IqbkiV0dFD4uyzz7ZLK+hh735Y6OHhrNEWegH04ad129SxUFNnRYFv7SedTQ9zdWSeeOKJsG+bHw97fdBpIFf2SiTR+nY6BmWyyVoVU9zXTtsPGDDAfjjqumhblWdWdqk+PPUn3LWWsfOw14epOpnuToLslVSjtb/V9IGu7VV+Ld2JNem85ul8L90/yo5ev369vb91bQuqKRige0llsLQM0sSJEwMJVfoccXfwdYw6dmVn675UGTEtG1O3bl27DqA+LyIlOim5TIkget0LL7wQVOlHx6B/032mps8PJROpsk86EqcKyp73RQABBBBAAAEEEEAAAQQQQAABBBBAAIHMF9D4psY+NZ7qNE2aU/WLeMY3FR+46KKLjCp7OC1WMoW269+/f1AsQwkWirPoeK688spABfTQ5Rs1eU8Td0ObewkXjfsqMSVaXEkBXWcZlxo1atjj9xKHys8rr+QJxbY0mTC0KV6l6ujxXBsvx6rYju4FTWLUhEmNt48ZM8b+d6VKlWw8ILSC/qZNm+z4uppiMZrc62W8XXE63Ssa11fcT/eAM7lA768kj3bt2tnxeE3eVZUVLf+jWFA6lprx4pUN2yheot913fMFHeuJFmPUxG3FXEIThrQsVN++fW18R0uuKPaj3w9tp0knkX6PV6xYEZikq98ld8KXEj4UZxoxYoS9xIpf6v6LFO8hoSMbfhM4h4QF5s6dazp16hT0+pkzZ5qbbrop4X3ql93JqtJO9AuroHSspqQIPUzUihYtaksJhwaJwJB+9AAAGHJJREFUnX0oQ6xp06ZxdVZivX+iP9fD9aqrrjKqNuJueghq6ZlUP/R27txpGjdubPR3sk0BcWV2upe2cO/T/bD38l76MFdpMiXp0JIXcJYt0Z50n9WuXTv5nSawB3Xs9Ht9xx13JPDqvC/R54u+FIR7yKszq6VXQteRjPbGWtpl4cKFKf9dS8nJshMEEEAAAQQQQAABBBBAAAEEEEAAAQQQQMAY8/XXX5uKFSsGWWgpRS2bEk9iQ+iS90rG0ATaaLEIjbsqruCuNr558+Y8Y/ma6KmYkZZfUdOy26qoHLpvbaf3dfanyZ+q/B7pGJTA0L59+8AkQcWQdN6pjp8kcqOpsvmdd96Z56UKYmuJmlQfowLqih+98cYbiRxuntdEG2/Xxu44g5c3VNxozZo1pnTp0l42ZxsPAn6J9ehQUxlj1P4Uz4lUwV+fE0riUnUPr02Vh1588cU8v3ckdHgVZLusFBg1apQt8eNuygJU9YZEmh7Kbdq0MYsXL7Yv79Chg5k9e3bMB54CxnowKplETQkSSjSI9KDU2nATJkyw2+pYP/nkk7g6PImcW6TX6Nh1vnLUmnPqkKkz0qtXL09lr+I9Fi274awtFe9rw22/YcOGwNIY4X7uLH/h5b2UwakEnurVq3vZnG2iCKiDrexEJTnVq1fPLF++PE9WbroA1cFUh1ZJHalorVq1MlpOJVJmsz5HVHpQnRwvTcuwKIvdS5k5L/tjGwQQQAABBBBAAAEEEEAAAQQQQAABBBBAINUCoYkY2r/GgBVP8Fr1WvEIJVxoX07Tkuyq3h2tqUKAljPQ0h5q5cuXt5NqQytBKMnDXY1DS93ffvvteXatKiGKB/z888/2Z5pZP3jw4IiHoDFfVff+97//bbeZPn26jQn5oSnorOVjFOPRhNWaNWva+I6SbfJjzFkWWmLdqX6erIHG25WAE+lYda1U9drr+L5iXHKINOE62ePNtdcrvqKkIT/EemTvXmonFddClV+0MkCkzzB99ijG5fV+j3Q/k9CRiqvFPjJSQA9+ZTrNmTMncPzKuNu9e3fCgWN9yKt8k9PUqVDWZaymB6YSM1S6S02JJiNHjgz7MpXhUekddSzUtPaSPjBSnSUZ65hDf66Oi0yd5STy63gU6Nd7pWL/Ol4F1aN1FrWNOhhem8or6Q8teQEl0yiRQ54qR5fuJYXcZ6BOnzoeqWi6d2N1hHWPez1f7rlUXBX2gQACCCCAAAIIIIAAAggggAACCCCAAAL5KaCl0R9//PGgt9Bk1fPPP9/z2yqWoqU23MFRLeNQp06dqPvQ+1x44YWBbcJNulPsQUkN7knAWkZFiRihTRUcFKR1WqwlX/75z38aLe3utM8++8wmTvipHTlyxC51r/FrVZHPr5bKGI+O0ct4u+Jqel8vTePyGnP3mmTkZZ+5vo2fYj2pvv+8LM8TT7xH1YrC3XskdOT6b1EOn78CtHrwq6qE03r06GEzxWIFWyOxKQtL2aBqehirI+EE95UYoAdBuCDtN998YypUqBDYrZZUUbmucO3NN9806mw4TR0BzdBX0weR88DN4UvLqWeJgDrnup/jKbeXJafOaSCAAAIIIIAAAggggAACCCCAAAIIIIAAAlkjoMlySmhQBW6nqdK1Ei1Cq2REO2nFdcqVK2cOHDhgN9M+Pv3005iTLP/2t7+Zu+++O7BrVUF/7LHHgiaO6hgvvfRSs3LlSrudJuu++uqrYWM6U6ZMCSzRraXYlfjhjGOHiwU9+OCDZsSIEXa/xYsXt8cfaUlurxP9subm4ESyXoBYT/KXmISO5A3ZQ4YIKDDsfhCqzE2RIkWCjj6ZMlehVTZUOWPMmDH2Pb/77jtbOkzrralDENr0vt27d7f/rMSOLVu2hO3E6Bzuuece89e//tVu26hRI7Ns2TL73/rZ3Llz7Tp0Xbp0MaeeemqGXBkOEwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBLJFIDQeoyrYoUtQ9+nTx1bsiGeCbejSKYqRaIJstKrZStTo3LmzTc5QO/300+0S1pUrVw7iVrLIueeea7Zt22b//eGHH7ZLKYQ2JWwonjNjxgz7o9atW9slPzSr/u2337aV2JVo4kza1fs3b97cHqeajvm9994LSiaR1/Dhw80555xjbr75Zs/Vm7PlfuE8EEAgugAJHdwhWS2gJAuVUnrmmWds1qNKamm5ErXXX3/dtGnTJnD+Z555ps0GLVWqVEImb731lmnZsmXgtR988EEgeWPs2LHmvvvuM+HWW9PDXwkYr7zyin2tsj6VmBFuSRGdj5Z0Wbt2rd1WnR1lkqqpHFaxYsVMx44dzUsvvURVg4SuIi9CAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBeAWceMyCBQvMjz/+aC6++GK7nIomvaqaeejSKosXLzbNmjWL6230Hk2aNLFLdauFS44I3eHChQtN27ZtA/88c+ZMc+ONN+aJwSjp5M9//rM5fPiw3fbFF1+0sZvQpsQPLfGyYcMG+6Nx48aZwYMH2/92KnE8+uijZuDAgfbftF8tYeIs6a1Ju+PHjw/arSq/K3lEE4PvvPPOuEzYGAEEsl+AhI7sv8Y5e4ZK5Bg5cqR54YUXzN69e63DBRdcYJRoococgwYNMnqoOk0PVz14E1kXS0kZegg7678p83LJkiV2X3pIKwlDWZ2rV682VapUCbom6oComsYPP/yQ5+EfevG0DluDBg0C/6xqHM5SLU8//bTp1auXXTJGma00BBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCC/BZS0oCVFNFnVqXChpIelS5ea0qVLGyVR3HLLLYHDuOKKK4wmycZTnUMvVizmjjvuMFOnTrX7qlq1qk2sCDdBVj9X/OXyyy83H374od2+b9++dqmVcMud6BwqVapkK66rRUo4UdV07dNpWqJFMSDFgjp06GCU0PLZZ5+ZmjVr2k1CJwOrUsh1110XeP2OHTvs5OAyZcrY5V7iNcnva8v+EUCg4AVI6Cj4a8AR5JOAk+AQuns9SFU2SyWuVFbLaVq7zZ0sEc9hqRxWq1at7INZ7aGHHjJDhw61/60OTKdOnWySxYQJE/KU/lq/fr2pW7du4O3ef/9907hx47Bv72Rp6ofly5c3e/bssdupU+Kcz6ZNm2xZLhoCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggkN8C06ZNM7fddluet9FSJO3atbMVzFXJ3GnJVKJ48803bTxGrXDhwjZ5InQirRM3UWxGx6B29dVXm3nz5kVMmFCcRVXYtWyKmuI9iru4myqP3HrrrbYCvNOOHj1qJxF/++23pkaNGqZp06a2irqzDIwSQ1q0aBHYXgkvqhivpgSV/v37m0mTJtnJyVpuhYYAAgiECpDQwT2RlQJ68CpLU0kdoW3jxo22vJUyN7Xempo6FHPmzEl4mRI9dHv27Gmee+45u79FixbZB//PP/9s6tWrZ5TwoQzU0JJi2lbLsDgVNVRtY/v27RGPQ0knDRs2tO9x2WWXGSV/aN+qRDJ69GiblapOk0qY0RBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACB/BRQZQrFOMLFY/7+97/bWIniGapArqYqGFpWXsubJNJUnV0JIarCrqZlUTQZVpNg1RQzWbNmjV3+xEm8mDVrll3uPlr1C8V5BgwYYCfmqt10003m+eefD1R1V2UOTeR1qn04x/7ll1/aSbZ6P8VqQitwbN682cajnPbpp5+aWrVq2Yoeqhqvfap6ieJLiVSQT8SQ1yCAQGYJkNCRWdeLo/UooDXMrrnmGrvsibvVr1/fJkHoIexelkQZne4MSY9vE7TZyy+/HFhPTeu2qYOixA51LpSNqfJioU0P7K5du9q12NQ6d+5st41WHkzJJ//4xz/s9spqVcmyjz/+2IwZM8au08YDP5Grx2sQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgXoFI8ZgLLrjAKAlCyRuKmThNlTqGDBmS1MRUTdZdvny5ueGGG+xy9lpCRZNhVQ1dS5goDnTw4EFbDV1JEzoWp2JGtPPTvq699lq7bzUliSjZYuHChXZpF1XgUALGgQMH7PItam3btjXFixe3cR79bNiwYbZyiNMUB+rdu7dRFRO1Hj162OP96quvbDUQxXnuv/9+T8cX77VhewQQyA4BEjqy4zpyFiECqtDRrVu3QKKEfqwSXMqsrFixos38PHLkiH3VvffeazMnk02EUPamSndNnz7dJlyUKlXKJmj06tXLZltGqpqhh7uqa6hDoQe6e/mVcBdWD/l77rnHKItTnQvtW1U5lIWa7DlwIyGAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACXgVCJ67qddWqVbMTazXR9frrrzcLFiywu9NEXC17ooSGZJve9+uvvzbjx4+3CRxffPGF3aWWM1Fyx8UXX2yrbJQoUSKu5BFV1FASyCeffGLjME5ThQ/FcxTDUQxq1KhRdrkXJX8oeaR79+5m8uTJQckczmuV9KKkjf/X3r2jRBZGQQC+maGJsQguwkSX4BoMRHAXpmZmLsFNuAI3ImJqpNFwGnqYAccHbTBV/QkmQz/O+WqgG2753ymGzHPmZ27nMoWUubbzlbLJpl6eT4BAroBCR252Jv9EYIoa19fXq0fNcVZzgsW0NucYrsfHx9W/n56ero6/+uiYre9Az1Fe88E8pYvDw8NVweKzLyZTBJkP8PmC89U55ovK/M5JHvOe82HvNivfScpjCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAgZ8Q+PN6zLzelB2Ojo6W29vb37c92d3dXZ6ent4tPGwyw/p6yZzMMddb5trMXDvZ5A9g57rLlDaen59XpZGDg4Nlb2/vr9dcP2Z9rWbe76P3XF8/mutB83rjocixSfKeS2B7BBQ6tifrrdv07e1t9aVhju9672fusXZxcbHs7OxsnY2FCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQI/ITB/6Hp1dfXP6zGXl5fLzc3Nj5c5fmJ2r0GAAIH/XUCh439PyHwbCby+vi4PDw/L3d3dcn9/vzrV4vj4eDk/P19OTk60HzfS9WQCBAgQIECAAAECBAgQIECAAAECBAgQIECAwLKsr8fMrenntIyXl5dlf39/dfuTs7OzT08zZ0iAAAEC7wsodPifsRUCczTWHGc1P5setbUVYJYkQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECHxTYK7HzK1P1reL3+TWJ998aw8nQIBApYBCR2WsliJAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgSSBRQ6ktMzOwECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIFApoNBRGaulCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgWQBhY7k9MxOgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIVAoodFTGaikCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEAgWUChIzk9sxMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQKVAgodlbFaigABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEEgWUOhITs/sBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQKWAQkdlrJYiQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEkgUUOpLTMzsBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBQKaDQURmrpQgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIFkAYWO5PTMToAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQKKHRUxmopAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAIFlAoSM5PbMTIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEClQIKHZWxWooAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBBIFlDoSE7P7AQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEClgEJHZayWIkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBJIFFDqS0zM7AQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUCmg0FEZq6UIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBZAGFjuT0zE6AAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAhUCih0VMZqKQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCBZQKEjOT2zEyBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABApUCCh2VsVqKAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQSBZQ6EhOz+wECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBApYBCR2WsliJAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgSSBRQ6ktMzOwECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIFApoNBRGaulCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgWQBhY7k9MxOgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIVAoodFTGaikCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEAgWUChIzk9sxMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQKVAgodlbFaigABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEEgWUOhITs/sBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQKWAQkdlrJYiQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEkgUUOpLTMzsBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBQKaDQURmrpQgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIFkAYWO5PTMToAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECFQKKHRUxmopAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAIFlAoSM5PbMTIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEClQIKHZWxWooAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBBIFlDoSE7P7AQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEClgEJHZayWIkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBJIFFDqS0zM7AQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUCmg0FEZq6UIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBZAGFjuT0zE6AAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAhUCih0VMZqKQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCBZQKEjOT2zEyBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABApUCCh2VsVqKAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQSBZQ6EhOz+wECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBApYBCR2WsliJAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgSSBRQ6ktMzOwECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIFApoNBRGaulCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgWQBhY7k9MxOgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIVAoodFTGaikCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEAgWUChIzk9sxMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQKVAgodlbFaigABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEEgW+AUpFsbe1sDHCwAAAABJRU5ErkJggg==)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "nowZUC89kAMN" + }, + "source": [ + "\n", + "From our current group theoretic perspective, we interpret this as applying all possible translations $\\boldsymbol{x} \\in \\mathbb{R}^2$ to our kernel $k$ and recording the response we get when we take the inner product of the input $f_{in}$ with this transformed kernel $\\mathcal{L}_{\\mathbf{x}} (k)$. This operation starts with a feature map defined on $\\mathbb{R}^2$ and also yields a feature map defined over $\\mathbb{R}^2$. See above.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "oaPY8RCiGj7V" + }, + "source": [ + "![liftingconv.png](data:image/png;base64,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)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "xFyW_6SsFb4H" + }, + "source": [ + "Now that we additionally want to register features under different group actions $\\mathcal{L}_h$ for $h \\in H$, we can do so by simply *also* transforming $k$ with all of their group actions and recording the results. For example, in case of the rotation group ${\\rm C_4}$, we not only translate, but additionally rotate the kernel $k$ by all possible 90 deg rotations, and record the responses for the resulting transformed kernels!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "TKMl7VIgGt-F" + }, + "source": [ + "### **2.1.2 Implementing the lifting convolution kernel**\n", + "\n", + "Let's get to programming. First, we need to define a kernel $k$ which we can transform under arbitrary group actions with $\\mathcal{L}_h$. When working with images, a convolution kernel is generally defined as a set of independently sampled weights $W$ defined over an equidistant discretisation of $\\mathbb{R}^2$ (pixels are evenly spaced).\n", + "\n", + "Recall that we can express the group action of a group $H$ on functions (such as kernels $k$) defined over $\\mathbb{R}^2$ through the regular representation $\\mathcal{L}_h$. The regular representation transforms the function $k$ through a transformation of the domain of the function $k$. In other words, the regular representation transforms the grid over which the kernel $k$ is defined, to obtain the values for the transformed function $\\mathcal{L}_h(k)$.\n", + "\n", + "As such, to define a kernel $k$ which we can transform with the regular representation of a group $H$, we need to construct a grid over which the kernel values are defined. We can then transform this grid by the action of each group element $h \\in H$ to obtain a set of grids corresponding to transformed kernels for each of the group elements of $H$. Let's get to work!\n", + "\n", + "Notes:\n", + "* In implementing the actual lifting and group convolution operations, we will make use of PyTorch's `Conv2D` class. This simplifies our life a lot, since `Conv2D` takes cares of translating the kernels $k$ over all input locations. Hence we do not need to implement the action of the translation group ourselves ($\\mathcal{L}_{\\mathbf{x}}$), but will still remain translation equivariant! Making our operations compatible with `Conv2D` requires a small amount of trickery, but we will get to that later." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "QrH-DEOsXqsy" + }, + "outputs": [], + "source": [ + "import math\n", + "\n", + "class LiftingKernelBase(torch.nn.Module):\n", + " \n", + " def __init__(self, group, kernel_size, in_channels, out_channels):\n", + " \"\"\" \n", + " \n", + " \"\"\"\n", + " super().__init__()\n", + " self.group = group\n", + "\n", + " self.kernel_size = kernel_size\n", + " self.in_channels = in_channels\n", + " self.out_channels = out_channels\n", + "\n", + " # Create spatial kernel grid. These are the coordinates on which our\n", + " # kernel weights are defined.\n", + " self.register_buffer(\"grid_R2\", torch.stack(torch.meshgrid(\n", + " torch.linspace(-1, 1, self.kernel_size),\n", + " torch.linspace(-1, 1, self.kernel_size),\n", + " )).to(self.group.identity.device))\n", + "\n", + " # Transform the grid by the elements in this group.\n", + " self.register_buffer(\"transformed_grid_R2\", self.create_transformed_grid_R2())\n", + "\n", + " def create_transformed_grid_R2(self):\n", + " \"\"\"Transform the created grid by the group action of each group element.\n", + " This yields a grid (over H) of spatial grids (over R2). In other words,\n", + " a list of grids, each index of which is the original spatial grid transformed by\n", + " a corresponding group element in H.\n", + " \n", + " \"\"\"\n", + " # Obtain all group elements.\n", + " group_elements = self.group.elements()\n", + "\n", + " # Transform the grid defined over R2 with the sampled group elements.\n", + " transformed_grid = self.group.left_action_on_R2(\n", + " self.group.inverse(group_elements),\n", + " self.grid_R2\n", + " )\n", + " return transformed_grid\n", + "\n", + "\n", + " def sample(self, sampled_group_elements):\n", + " \"\"\" Sample convolution kernels for a given number of group elements\n", + "\n", + " arguments should include:\n", + " :param sampled_group_elements: the group elements over which to sample\n", + " the convolution kernels\n", + "\n", + " should return:\n", + " :return kernels: filter bank extending over all input channels, \n", + " containing kernels transformed for all output group elements.\n", + " \"\"\"\n", + " raise NotImplementedError()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "6jgzNhCoNe__", + "outputId": "fbe077bd-0edc-49ec-f85c-da27c7d051f0" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([4, 7, 7, 2])" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Let's visualize the transformed kernel grids!\n", + "lifting_kernel_base = LiftingKernelBase(\n", + " group=CyclicGroup(order=4),\n", + " kernel_size=7,\n", + " in_channels=1,\n", + " out_channels=1\n", + ")\n", + "\n", + "transformed_grid_R2 = lifting_kernel_base.transformed_grid_R2\n", + "\n", + "# The grid has a shape of [num_group_elements, kernel_size, kernel_size, dim_fmap_domain(R^2)]\n", + "transformed_grid_R2.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 214 + }, + "id": "KgNGkT68OWxQ", + "outputId": "3831f738-853a-499c-8303-455879f08ea5" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams['figure.figsize'] = [12, 3]\n", + "\n", + "# Create [group_elements] figures\n", + "fig, ax = plt.subplots(1, transformed_grid_R2.shape[0])\n", + "\n", + "# Fold both spatial dimensions into a single dimension\n", + "transformed_grid_R2 = transformed_grid_R2.reshape(transformed_grid_R2.shape[0],\n", + " transformed_grid_R2.shape[1]*transformed_grid_R2.shape[2],\n", + " 2).numpy()\n", + "\n", + "# Visualize the transformed kernel grids. We mark the same cornerpoint by a blue 'x' in all grids as reference point.\n", + "for group_elem in range(transformed_grid_R2.shape[0]):\n", + " ax[group_elem].scatter(transformed_grid_R2[group_elem, 0, 0], transformed_grid_R2[group_elem, 0, 1], marker='x', c='b')\n", + " ax[group_elem].scatter(transformed_grid_R2[group_elem, 1:, 0], transformed_grid_R2[group_elem, 1:, 1], c='r')\n", + "\n", + "fig.text(0.5, 0.04, 'Group elements', ha='center')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1_D6iGIGROue" + }, + "source": [ + "The grid transforms under the group action! Pretty cool." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "yG91vstWKU-1" + }, + "source": [ + "At this point we have a set of grids transformed under the operation of the group $H$. We now need to decide how we are going to sample kernel values at the grid points in each of these grids. This is where the first major hurdle in applying GCNNs occurs.\n", + "\n", + "Whereas conventional CNNs get away with sharing the same set of weights over all spatial positions (which is due to the fact that we translate the kernel only with steps that match whole pixel-distances), for arbitrary groups $H$ we may require kernel values for grid points that lie off the pixel grid of the kernel under its canonical transformation.\n", + "\n", + "Of course, we could (and in fact will) use interpolation to obtain kernel values for grid locations between pixel locations, but this may be limiting in expressivity and will introduce interpolation artefacts!\n", + "\n", + "\n", + "Notes:\n", + "\n", + "* When we are implementing equivariance for the group of 90 deg rotations, $H=C_4$, we of course could get away without using interpolation, since all transformed grids lie share the same locations. We could implement the group action of this particular group through a permutation of the weights. But we'd like to be more general than that in this tutorial, so we'll go with interpolation instead! Luckily PyTorch has a function that allows us to sample an input on a grid; we will use PyTorch's `grid_sample` function for interpolation!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "uA04UbuuznkV" + }, + "outputs": [], + "source": [ + "class InterpolativeLiftingKernel(LiftingKernelBase):\n", + "\n", + " def __init__(self, group, kernel_size, in_channels, out_channels):\n", + " super().__init__(group, kernel_size, in_channels, out_channels)\n", + "\n", + " # create and initialise a set of weights, we will interpolate these\n", + " # to create our transformed spatial kernels.\n", + " self.weight = torch.nn.Parameter(torch.zeros((\n", + " self.out_channels,\n", + " self.in_channels,\n", + " self.kernel_size,\n", + " self.kernel_size\n", + " ), device=self.group.identity.device))\n", + "\n", + " # Initialize weights using kaiming uniform intialisation\n", + " torch.nn.init.kaiming_uniform_(self.weight.data, a=math.sqrt(5))\n", + " \n", + " def sample(self):\n", + " \"\"\" Sample convolution kernels for a given number of group elements\n", + "\n", + " should return:\n", + " :return kernels: filter bank extending over all input channels, \n", + " containing kernels transformed for all output group elements.\n", + " \"\"\"\n", + " # We fold the output channel dim into the input channel dim; this allows\n", + " # us to use the torch grid_sample function.\n", + " weight = self.weight.view(\n", + " 1,\n", + " self.out_channels * self.in_channels,\n", + " self.kernel_size,\n", + " self.kernel_size\n", + " )\n", + "\n", + " # We want a transformed set of weights for each group element so \n", + " # we repeat the set of spatial weights along the output group axis\n", + " weight = weight.repeat(self.group.elements().numel(), 1, 1, 1)\n", + "\n", + " # Sample the transformed kernels\n", + " transformed_weight = torch.nn.functional.grid_sample(\n", + " weight,\n", + " self.transformed_grid_R2,\n", + " mode='bilinear',\n", + " padding_mode='zeros',\n", + " align_corners=True\n", + " )\n", + "\n", + " # Separate input and output channels\n", + " transformed_weight = transformed_weight.view(\n", + " self.group.elements().numel(),\n", + " self.out_channels,\n", + " self.in_channels,\n", + " self.kernel_size,\n", + " self.kernel_size\n", + " )\n", + "\n", + " # Put the output channel dimension before the output group dimension.\n", + " transformed_weight = transformed_weight.transpose(0, 1)\n", + "\n", + " return transformed_weight" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "UQEptv3nsppj" + }, + "outputs": [], + "source": [ + "ik = InterpolativeLiftingKernel(\n", + " group=CyclicGroup(order=4),\n", + " kernel_size=5,\n", + " in_channels=2,\n", + " out_channels=1\n", + ")\n", + "\n", + "weights = ik.sample()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "W7_OZhoMSFZ2" + }, + "source": [ + "Let's visualize the weights we sampled from our lifting convolution kernel!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 334 + }, + "id": "IBto7HP9wFHU", + "outputId": "85c95d77-561e-4307-d7b5-8b0bda0615d1" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams['figure.figsize'] = [10, 5]\n", + "\n", + "# pick an output channel to visualize\n", + "out_channel_idx = 0\n", + "\n", + "# create [in_channels, group_elements] figures\n", + "fig, ax = plt.subplots(weights.shape[2], weights.shape[1])\n", + "\n", + "for in_channel in range(weights.shape[2]):\n", + " for group_elem in range(weights.shape[1]):\n", + " ax[in_channel, group_elem].imshow(\n", + " weights[out_channel_idx, group_elem, in_channel, :, :].detach().numpy()\n", + " )\n", + "\n", + "fig.text(0.5, 0.04, 'Group elements', ha='center')\n", + "fig.text(0.04, 0.5, 'Input channels', va='center', rotation='vertical')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "4p_MAu1gGVDg" + }, + "source": [ + "As we can see, spatial kernel rotates under the action of the rotation group elements!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ZcprC7jZKmJc" + }, + "source": [ + "### **2.1.3 Implementing the lifting convolution**\n", + "\n", + "Finally, we can implement the lifting convolution operation! This class should take as input a feature map defined over $\\mathbb{R}^2$, and spit out a feature map over $\\mathbb{R}^2\\rtimes H$, where features under different transformations $h \\in H$ are disentangled along the $H$ axis!\n", + "\n", + "Notes: \n", + "\n", + "* To prevent having to implement our own implementation of the convolution operation, and to leverage the highly optimized pytorch `Conv2D` class, we use some neat tricks in our lifting (and group) convolution classes. Normally, a convolution layer applies a set of $n$ spatial kernels throughout the input, where $n$ is the number of output channels of the convolution operation. Because we now also have `num_group_elem` transformed versions of these kernels, which we want to apply everywhere in the input, we can trick PyTorch by having it treat every transformation of the same spatial kernel as a separate output channel. To do this, we simply reshape our set of `[out_channels, num_group_elem, in_channels, kernel_size, kernel_size]` kernels into a set of `[out_channels x num_group_elem, in_channels, kernel_size, kernel_size]` kernels. See below!\n", + "* As mentioned, a great additional benefit of using the PyTorch `Conv2D` class is that we are not required to obtain translated kernels $\\mathcal{L}_{\\mathbf{x}}(k)$ ourselves, PyTorch takes care of that!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "6u2IhBsmS5ST" + }, + "outputs": [], + "source": [ + "class LiftingConvolution(torch.nn.Module):\n", + "\n", + " def __init__(self, group, in_channels, out_channels, kernel_size):\n", + " super().__init__()\n", + "\n", + " self.kernel = InterpolativeLiftingKernel(\n", + " group=group,\n", + " kernel_size=kernel_size,\n", + " in_channels=in_channels,\n", + " out_channels=out_channels\n", + " )\n", + "\n", + " def forward(self, x):\n", + " \"\"\" Perform lifting convolution\n", + "\n", + " @param x: Input sample [batch_dim, in_channels, spatial_dim_1, \n", + " spatial_dim_2]\n", + " @return: Function on a homogeneous space of the group\n", + " [batch_dim, out_channels, num_group_elements, spatial_dim_1, \n", + " spatial_dim_2]\n", + " \"\"\"\n", + "\n", + " # obtain convolution kernels transformed under the group\n", + " conv_kernels = self.kernel.sample()\n", + "\n", + " # apply lifting convolution, note that the reshape folds the group \n", + " # dimension of the kernel into the output channel dimension.\n", + " # Do you see why we (can) do this?\n", + " x = torch.nn.functional.conv2d(\n", + " input=x,\n", + " weight=conv_kernels.reshape(\n", + " self.kernel.out_channels * self.kernel.group.elements().numel(),\n", + " self.kernel.in_channels,\n", + " self.kernel.kernel_size,\n", + " self.kernel.kernel_size\n", + " ),\n", + " )\n", + "\n", + " # reshape [batch_dim, in_channels * num_group_elements, spatial_dim_1, \n", + " # spatial_dim_2] into [batch_dim, in_channels, num_group_elements, \n", + " # spatial_dim_1, spatial_dim_2], separating channel and group \n", + " # dimensions.\n", + " x = x.view(\n", + " -1,\n", + " self.kernel.out_channels,\n", + " self.kernel.group.elements().numel(),\n", + " x.shape[-1],\n", + " x.shape[-2]\n", + " )\n", + "\n", + " return x\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "1zo13DzN0eao" + }, + "outputs": [], + "source": [ + "lifting_conv = LiftingConvolution(\n", + " group=CyclicGroup(order=4),\n", + " kernel_size=5,\n", + " in_channels=3,\n", + " out_channels=8\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "MUnPWUZw57aa" + }, + "source": [ + "## **2.2 Group convolution**\n", + "\n", + "Now that we have a way to obtain feature maps defined over the group $G$ from input functions defined over $\\mathbb{R}^2$, let's move on to implementing a convolutional layer that fully operates on the group $G: \\mathbb{R}^2 \\rtimes H$. Note that the input feature map at this stage, $f_{in}$, has, besides the usual spatial dimensions defined over $\\mathbb{R}^2$, one or more additional group dimensions defined over $H$. As such, the group convolution operation, $*_{group}$, maps from a function on the group $f_{in}$ to another function on the group $f_{out}$.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "czbreYq_4NCs" + }, + "source": [ + "### **2.2.1 Overview**\n", + "\n", + "Since the input to the group convolution layer now contains additional group dimensions; $f_{in}: \\mathbb{R}^2 \\rtimes H \\rightarrow \\mathbb{R}$, we need to convolve it with a kernel $k_{group}$ that is also defined over the entire group; $k_{group}: \\mathbb{R}^2 \\rtimes H \\rightarrow \\mathbb{R}$. This is in contrast to the lifting convolution, where $k_{lifting}$ was only defined over the spatial domain $\\mathbb{R}^2$. You could think of this kernel $k_{group}$ as a stack of spatial kernels, a separate one for each group element $h \\in H$. Importantly, since $k$ is now *also* defined on a grid over $H$, the group $H$ now also has an action *on* this $H$-axis of $k$. For example, in our case of $H=C_4$, elements $\\theta \\in C_4$ now not only have a rotating action on the spatial domain of the kernel, but also a translating action along the group axis. Hence, applying a group element $\\theta \\in C_4$ leads to a twist-shift of the $k$ along the group axis. See below! (Remember $H=C_4$ is periodic)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "QQdnytjCkt5U" + }, + "source": [ + "![gconvs-Page-9.drawio 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+ ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1NRXona53WPa" + }, + "source": [ + "\n", + "Apart from this difference, the group convolution operator works in much the same way as the liting operator. We again transform the kernel $k_{group}$ with the actions of the group $H$ and $\\mathbb{R}^2$ and obtain responses for the inner product of this kernel with the input (although again, we let PyTorch do all the work for the translation group). See below for an intuition.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "hzi4obyl3Vx-" + }, + "source": [ + "![groupconv.png](data:image/png;base64,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+ ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1f-uYXfW4Duc" + }, + "source": [ + "### **2.2.2 Implementing the group convolution kernel**\n", + "\n", + "Again, let's define a kernel $k$ which we can transform with the group action. Now, our kernel grid is not only defined over $\\mathbb{R}^2$, but additionally over $H$.\n", + "\n", + "Notes:\n", + "* Since the grid over $H$ is made up of elements $h'\\in H$, transforming the grid over $H$ with (another) group element $h \\in H$ comes out to applying the group product of $h$ with each grid element $h'$.\n", + "* Because we are working with semidirect product groups $\\mathbb{R}^2 \\rtimes H$, we can transform the $\\mathbb{R}^2$ and $H$ dimensions of our grids separately before combining them into a shared grid over $\\mathbb{R}^2 \\rtimes H$!\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "QH2KrJgN-yxu" + }, + "outputs": [], + "source": [ + "class GroupKernelBase(torch.nn.Module):\n", + "\n", + " def __init__(self, group, kernel_size, in_channels, out_channels):\n", + " \"\"\" \n", + " \n", + " \"\"\"\n", + " super().__init__()\n", + " self.group = group\n", + "\n", + " self.kernel_size = kernel_size\n", + " self.in_channels = in_channels\n", + " self.out_channels = out_channels\n", + "\n", + " # Create a spatial kernel grid\n", + " self.register_buffer(\"grid_R2\", torch.stack(torch.meshgrid(\n", + " torch.linspace(-1, 1, self.kernel_size),\n", + " torch.linspace(-1, 1, self.kernel_size),\n", + " )).to(self.group.identity.device))\n", + "\n", + " # The kernel grid now also extends over the group H, as our input \n", + " # feature maps contain an additional group dimension\n", + " self.register_buffer(\"grid_H\", self.group.elements())\n", + "\n", + " self.register_buffer(\"transformed_grid_R2xH\", self.create_transformed_grid_R2xH())\n", + "\n", + " def create_transformed_grid_R2xH(self):\n", + " \"\"\"\n", + " \n", + " \"\"\"\n", + " # Sample the group\n", + " group_elements = self.group.elements()\n", + "\n", + " # Transform the grid defined over R2 with the sampled group elements\n", + " transformed_grid_R2 = self.group.left_action_on_R2(\n", + " self.group.inverse(group_elements),\n", + " self.grid_R2\n", + " )\n", + "\n", + " # Transform the grid defined over H with the sampled group elements\n", + " transformed_grid_H = self.group.left_action_on_H(\n", + " self.group.inverse(group_elements), self.grid_H\n", + " )\n", + "\n", + " # Rescale values to between -1 and 1, we do this to please the torch grid_sample\n", + " # function.\n", + " transformed_grid_H = self.group.normalize_group_elements(transformed_grid_H)\n", + "\n", + " # Create a combined grid as the product of the grids over R2 and H\n", + " # repeat R2 along the group dimension, and repeat H along the spatial dimension\n", + " # to create a [output_group_elem, num_group_elements, kernel_size, kernel_size, 3] grid\n", + " transformed_grid = torch.cat(\n", + " (\n", + " transformed_grid_R2.view(\n", + " group_elements.numel(),\n", + " 1,\n", + " self.kernel_size,\n", + " self.kernel_size,\n", + " 2,\n", + " ).repeat(1, group_elements.numel(), 1, 1, 1),\n", + " transformed_grid_H.view(\n", + " group_elements.numel(),\n", + " group_elements.numel(),\n", + " 1,\n", + " 1,\n", + " 1,\n", + " ).repeat(1, 1, self.kernel_size, self.kernel_size, 1, )\n", + " ),\n", + " dim=-1\n", + " )\n", + " return transformed_grid\n", + "\n", + "\n", + " def sample(self, sampled_group_elements):\n", + " \"\"\" Sample convolution kernels for a given number of group elements\n", + "\n", + " arguments should include:\n", + " :param sampled_group_elements: the group elements over which to sample\n", + " the convolution kernels\n", + "\n", + " should return:\n", + " :return kernels: filter bank extending over all input channels, \n", + " containing kernels transformed for all output group elements.\n", + " \"\"\"\n", + " raise NotImplementedError()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Di3hKr2J7H0E" + }, + "source": [ + "Let's get some intuition for what is happening with our grid when we apply the group action of $H$ to it. First we will inspect the action on $\\mathbb{R}^2$." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "kGTgeGAG7IEy" + }, + "outputs": [], + "source": [ + "group_kernel_base = GroupKernelBase(\n", + " group=CyclicGroup(order=4),\n", + " kernel_size=7,\n", + " in_channels=1,\n", + " out_channels=1\n", + ")\n", + "\n", + "# Sample the group\n", + "group_elements = group_kernel_base.group.elements()\n", + "\n", + "# Transform the grid defined over R2 with the sampled group elements\n", + "transformed_grid_R2 = group_kernel_base.group.left_action_on_R2(\n", + " group_kernel_base.group.inverse(group_elements),\n", + " group_kernel_base.grid_R2\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 214 + }, + "id": "6nElAYfN7yKJ", + "outputId": "b66ee1af-6e48-4ee0-fca7-ac3e0d7d8b9c" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams['figure.figsize'] = [12, 3]\n", + "\n", + "# Create [group_elements] figures\n", + "fig, ax = plt.subplots(1, transformed_grid_R2.shape[0])\n", + "\n", + "# Fold both spatial dimensions into a single dimension\n", + "transformed_grid_R2 = transformed_grid_R2.reshape(transformed_grid_R2.shape[0],\n", + " transformed_grid_R2.shape[1]*transformed_grid_R2.shape[2],\n", + " 2).numpy()\n", + "\n", + "# Visualize the transformed kernel grids. We mark the same cornerpoint by a blue 'x' in all grids as reference point.\n", + "for group_elem in range(transformed_grid_R2.shape[0]):\n", + " ax[group_elem].scatter(transformed_grid_R2[group_elem, 0, 0], transformed_grid_R2[group_elem, 0, 1], marker='x', c='b')\n", + " ax[group_elem].scatter(transformed_grid_R2[group_elem, 1:, 0], transformed_grid_R2[group_elem, 1:, 1], c='r')\n", + "\n", + "fig.text(0.5, 0.04, 'Group elements', ha='center')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "9whY6wyf7zQe" + }, + "source": [ + "As we can see, this part of the grid, and what happens to it, is identical to the grid we saw in the lifting convolution. Note however, that this is only the spatial dimensions of the grid over which a group convolution kernel is defined. Let's move on to the grid over $H$." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 214 + }, + "id": "v3AjaNg28Dyh", + "outputId": "70c7651f-5ab9-4f0c-f107-fd4643108ce5" + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams['figure.figsize'] = [5.5, 3]\n", + "# Transform the grid defined over H with the sampled group elements\n", + "transformed_grid_H = group_kernel_base.group.left_action_on_H(\n", + " group_kernel_base.group.inverse(group_elements), group_kernel_base.grid_H\n", + ")\n", + "\n", + "# Create [group_elements] figures\n", + "fig, ax = plt.subplots(1, transformed_grid_H.shape[0])\n", + "\n", + "# Visualize the transformed kernel grids. We mark the same cornerpoint by a blue 'x' in all grids as reference point.\n", + "for group_elem in range(transformed_grid_H.shape[0]):\n", + " ax[group_elem].scatter(torch.zeros_like(transformed_grid_H[group_elem, 0]), transformed_grid_H[group_elem, 0], marker='x', c='b')\n", + " ax[group_elem].scatter(torch.zeros_like(transformed_grid_H[group_elem, 1:]), transformed_grid_H[group_elem, 1:], c='r')\n", + " ax[group_elem].set_xticks([])\n", + "\n", + "fig.text(0.5, 0.04, 'Group elements', ha='center')\n", + "\n", + "# Remove the xticks, our group is 1D!\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "pyDznw5p80d4" + }, + "source": [ + "In our current setting, $H$ is one-dimensional, and as we can see, transforming the grid over $H$ with all group elements of $H$ leads to a translation over the group. Next, let's see what happens when we combine these grids." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 214 + }, + "id": "0arqMrie95zP", + "outputId": "a9e198af-0bc3-48d5-af15-fa51b1574028" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams['figure.figsize'] = [12, 3]\n", + "transformed_grid_R2xH = group_kernel_base.transformed_grid_R2xH\n", + "\n", + "# Create [group_elements] figures\n", + "fig, ax = plt.subplots(1, transformed_grid_H.shape[0], subplot_kw=dict(projection='3d'))\n", + "\n", + "# Flatten spatial and group grid dimensions\n", + "transformed_grid_R2xH = transformed_grid_R2xH.reshape(transformed_grid_R2xH.shape[0], \n", + " transformed_grid_R2xH.shape[1] * transformed_grid_R2xH.shape[2] * transformed_grid_R2xH.shape[3], \n", + " transformed_grid_R2xH.shape[4])\n", + "\n", + "# Visualize the transformed kernel grids. We mark the same row by a blue 'x' in all grids as reference point.\n", + "for group_elem in range(transformed_grid_R2xH.shape[0]):\n", + " ax[group_elem].scatter(transformed_grid_R2xH[group_elem, 0:7, 0],\n", + " transformed_grid_R2xH[group_elem, 0:7, 1],\n", + " transformed_grid_R2xH[group_elem, 0:7, 2],\n", + " marker='x',\n", + " c='b')\n", + " ax[group_elem].scatter(transformed_grid_R2xH[group_elem, 7:, 0],\n", + " transformed_grid_R2xH[group_elem, 7:, 1],\n", + " transformed_grid_R2xH[group_elem, 7:, 2],\n", + " c='r')\n", + "\n", + "fig.text(0.5, 0.04, 'Group elements', ha='center')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "KJglOPQwAAYe" + }, + "source": [ + "As we can see, under the application of group elements $h' \\in H$ the grid defined over $\\mathbb{R}^2 \\rtimes H$ rotates over the spatial dimensions, and shifts along the group dimension!\n", + "\n", + "Let's now implement the group kernel using interpolation as well.\n", + "\n", + "Notes:\n", + "* Luckily, `grid_sample` also supports 3D inputs, so we can continue using it. \n", + "* For multidimensional groups $H$ the following implementation won't work, as this would require kernels defined on grids with dimensionality > 3, which `grid_sample` does not support. To resolve this, one could implement the sampling of the weights along the $H$ dimension using a translation of the weight matrix along the $H$ dimensions, and only interpolate over the spatial dimensions. This is possible because we don't end up between grid points along the group dimension $H$ (remember the closure constraint of the group product?).\n", + "* The $C_4$ group exhibits periodicity along the group axis, so our kernels should too. Although we correctly implemented the group product to reflect this, `grid_sample` doesn't know about the periodicity of the weights in its interpolation. This shouldn't be a problem since, again because of the closure constraint, we should always end up exactly on grid points along the group axis, meaning no interpolation is necessary in that direction. In practice, because of the way `grid_sample` is implemented, we may encouter some small interpolation artefacts because of this." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "5mjhcKcfJyNB" + }, + "outputs": [], + "source": [ + "class InterpolativeGroupKernel(GroupKernelBase):\n", + "\n", + " def __init__(self, group, kernel_size, in_channels, out_channels):\n", + " super().__init__(group, kernel_size, in_channels, out_channels)\n", + "\n", + " # create and initialise a set of weights, we will interpolate these\n", + " # to create our transformed spatial kernels. Note that our weight\n", + " # now also extends over the group H\n", + " self.weight = torch.nn.Parameter(torch.zeros((\n", + " self.out_channels,\n", + " self.in_channels,\n", + " self.group.elements().numel(), # this is different from the lifting convolution\n", + " self.kernel_size,\n", + " self.kernel_size\n", + " ), device=self.group.identity.device))\n", + "\n", + " # initialize weights using kaiming uniform intialisation\n", + " torch.nn.init.kaiming_uniform_(self.weight.data, a=math.sqrt(5))\n", + " \n", + " def sample(self):\n", + " \"\"\" Sample convolution kernels for a given number of group elements\n", + "\n", + " should return:\n", + " :return kernels: filter bank extending over all input channels, \n", + " containing kernels transformed for all output group elements.\n", + " \"\"\"\n", + "\n", + " # fold the output channel dim into the input channel dim; this allows\n", + " # us to use the torch grid_sample function\n", + " weight = self.weight.view(\n", + " 1,\n", + " self.out_channels * self.in_channels,\n", + " self.group.elements().numel(),\n", + " self.kernel_size,\n", + " self.kernel_size\n", + " )\n", + "\n", + " # we want a transformed set of weights for each group element so \n", + " weight = weight.repeat(self.group.elements().numel(), 1, 1, 1, 1)\n", + "\n", + " # sample the transformed kernels, \n", + " transformed_weight = torch.nn.functional.grid_sample(\n", + " weight,\n", + " self.transformed_grid_R2xH,\n", + " mode='bilinear',\n", + " padding_mode='zeros',\n", + " align_corners=True\n", + " )\n", + "\n", + " # Separate input and output channels. Note we now have a notion of\n", + " # input and output group dimensions in our weight matrix!\n", + " transformed_weight = transformed_weight.view(\n", + " self.group.elements().numel(), # Output group elements (like in the lifting convolutoin)\n", + " self.out_channels,\n", + " self.in_channels,\n", + " self.group.elements().numel(), # Input group elements (due to the additional dimension of our feature map)\n", + " self.kernel_size,\n", + " self.kernel_size\n", + " )\n", + "\n", + " # Put the output channel dimension before the output group dimension.\n", + " transformed_weight = transformed_weight.transpose(0, 1)\n", + "\n", + " return transformed_weight" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "oZgu4yJIHbAN" + }, + "outputs": [], + "source": [ + "ik = InterpolativeGroupKernel(\n", + " group=CyclicGroup(order=4),\n", + " kernel_size=5,\n", + " in_channels=2,\n", + " out_channels=8\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9Wq-_s5pdlbs", + "outputId": "c8ed0077-8e35-43e2-d7b6-927e4d81a78a" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([8, 4, 2, 4, 5, 5])" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "weights = ik.sample()\n", + "weights.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Rd9Ht3FDHPez" + }, + "source": [ + "Let's visualize the sampled group convolution kernels! We visualize our 3D kernels in 2D by folding the input group dimension into the first spatial dimension. In doing so, we create a 2D flattened version of the 3D group convolution kernel, where spatial kernels corresponding to the different group elements lie along the spatial dimension. Each channel goes from `[num_group_elem, kernel_size, kernel_size]` to `[num_group_elem x kernel_size, kernel_size]`.\n", + "\n", + "To clearly see what happens to the group convolution kernel under transformation of the group $H$, we outline the spatial kernel corresponding to the first input group element in red. For subsequent transformations we can see this spatial kernel. See below!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 638 + }, + "id": "VpBkwrt5eLv0", + "outputId": "44f3158e-dca4-4166-f805-2d22e3fc60dc" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams['figure.figsize'] = [10, 10]\n", + "\n", + "# For ease of viewing, we fold the input group dimension into the spatial x dimension\n", + "weights_t = weights.view(\n", + " weights.shape[0],\n", + " weights.shape[1],\n", + " weights.shape[2],\n", + " weights.shape[3] * weights.shape[4],\n", + " weights.shape[5]\n", + ")\n", + "\n", + "# pick an output channel to visualize\n", + "out_channel_idx = 0\n", + "\n", + "# create [in_channels, group_elements] figures\n", + "fig, ax = plt.subplots(weights.shape[2], weights.shape[1])\n", + "\n", + "for in_channel in range(weights.shape[2]):\n", + " for group_elem in range(weights.shape[1]):\n", + " ax[in_channel, group_elem].imshow(\n", + " weights_t[out_channel_idx, group_elem, in_channel, :, :].detach()\n", + " )\n", + "\n", + " # Outline the spatial kernel corresponding to the first group element under canonical transformation\n", + " rect = matplotlib.patches.Rectangle(\n", + " (-0.5, group_elem * weights_t.shape[-1] - 0.5), weights_t.shape[-1], weights_t.shape[-1], linewidth=5, edgecolor='r', facecolor='none')\n", + " ax[in_channel, group_elem].add_patch(rect)\n", + "\n", + "fig.text(0.5, 0.04, 'Group elements', ha='center')\n", + "fig.text(0.04, 0.5, 'Input channels / input group elements', va='center', rotation='vertical')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "W1OgOOGZM2dn" + }, + "source": [ + "We see the same twist shift motion as we saw with the kernel grids!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cKVQA_-sNB3C" + }, + "source": [ + "### **2.2.3 Implementing the group convolution**\n", + "\n", + "The next step is implementing the group convolution operation. \n", + "\n", + "Notes:\n", + "* We would still like to use PyTorch's `Conv2D` implementation, but we're now faced with an additional problem; the group dimension in the input feature map. Luckily we can resolve this problem in much the same way; normally a 2D convolution layer integrates over a local neighbourhood of all input channels. We would now additionally like to integrate over the entire group. Thus, we can simply treat the group dimensions in the input feature map as additional channel dimensions! We achieve this by folding our input group dimension into the input channel dimension; $f_{in}$ is reshaped from `[batch, in_channels, num_group_elem, spatial_1, spatial_2]` into `[batch, in_channels x num_group_elem, spatial_1, spatial_2]`.\n", + "* To match this, and to apply the same trick as we did in the lifting convolution to get results for each separate group element in the *output*, we also reshape our kernel from `[out_channels, num_group_elem, in_channels, num_group_elem, kernel_size, kernel_size]` to `[out_channels x num_group_elem, in_channels x num_group_elem, kernel_size, kernel_size]`. See below!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "E_g-SBUkG_rK" + }, + "outputs": [], + "source": [ + "class GroupConvolution(torch.nn.Module):\n", + "\n", + " def __init__(self, group, in_channels, out_channels, kernel_size):\n", + " super().__init__()\n", + "\n", + " self.kernel = InterpolativeGroupKernel(\n", + " group=group,\n", + " kernel_size=kernel_size,\n", + " in_channels=in_channels,\n", + " out_channels=out_channels\n", + " )\n", + "\n", + " def forward(self, x):\n", + " \"\"\" Perform lifting convolution\n", + "\n", + " @param x: Input sample [batch_dim, in_channels, group_dim, spatial_dim_1, \n", + " spatial_dim_2]\n", + " @return: Function on a homogeneous space of the group\n", + " [batch_dim, out_channels, num_group_elements, spatial_dim_1, \n", + " spatial_dim_2]\n", + " \"\"\"\n", + "\n", + " # We now fold the group dimensions of our input into the input channel\n", + " # dimension\n", + " x = x.reshape(\n", + " -1,\n", + " x.shape[1] * x.shape[2],\n", + " x.shape[3],\n", + " x.shape[4]\n", + " )\n", + "\n", + " # We obtain convolution kernels transformed under the group\n", + " conv_kernels = self.kernel.sample()\n", + "\n", + " # Apply group convolution, note that the reshape folds the group \n", + " # dimension of the kernel into the output channel dimension.\n", + " # Do you see why we (can) do this?\n", + " x = torch.nn.functional.conv2d(\n", + " input=x,\n", + " weight=conv_kernels.reshape(\n", + " self.kernel.out_channels * self.kernel.group.elements().numel(),\n", + " self.kernel.in_channels * self.kernel.group.elements().numel(),\n", + " self.kernel.kernel_size,\n", + " self.kernel.kernel_size\n", + " ),\n", + " )\n", + "\n", + " # Reshape [batch_dim, in_channels * num_group_elements, spatial_dim_1, \n", + " # spatial_dim_2] into [batch_dim, in_channels, num_group_elements, \n", + " # spatial_dim_1, spatial_dim_2], separating channel and group \n", + " # dimensions.\n", + " x = x.view(\n", + " -1,\n", + " self.kernel.out_channels,\n", + " self.kernel.group.elements().numel(),\n", + " x.shape[-1],\n", + " x.shape[-2],\n", + " )\n", + "\n", + " return x\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "8IRSRZjOZBq8" + }, + "source": [ + "## **2.3 Projection to obtain invariance and tying everything together**\n", + "\n", + "Up until now, our feature maps equivary with the group action of $\\mathbb{R}^2 \\rtimes H$; our feature maps are defined over $\\mathbb{R}^2 \\rtimes H$. Usually in a CNN, a series of convolutional layers build a representation, which is followed by a (number of) linear layer(s). To create a GCNN using our lifting and group convolution operations that is fully invariant to the action of the group, we must apply a projection operation invariant to the action of the group to our feature map, to reduce its dimensionality from `[batch, channels, num_group_elem, spatial_1, spatial_2]` to `[batch, channels]` or even . The representation that we obtain then is fully invariant to the group. This representation is pushed through a final linear layer to yield a classification.\n", + "\n", + "Below, we build a small GCNN from our implemented PyTorch modules.\n", + "\n", + "Notes:\n", + "* We use a mean-pooling operation to pool over group and spatial dimensions, but we could also use max or min pooling, or any other operation invariant to the group." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "mqM8mW7kKjv5" + }, + "outputs": [], + "source": [ + "from functools import partial\n", + "\n", + "\n", + "class GroupEquivariantCNN(torch.nn.Module):\n", + "\n", + " def __init__(self, group, in_channels, out_channels, kernel_size, num_hidden, hidden_channels):\n", + " super().__init__()\n", + "\n", + " # Create the lifing convolution.\n", + " self.lifting_conv = LiftingConvolution(\n", + " group=group,\n", + " in_channels=in_channels,\n", + " out_channels=hidden_channels,\n", + " kernel_size=kernel_size\n", + " )\n", + "\n", + " # Create a set of group convolutions.\n", + " self.gconvs = torch.nn.ModuleList()\n", + " for i in range(num_hidden):\n", + " self.gconvs.append(\n", + " GroupConvolution(\n", + " group=group,\n", + " in_channels=hidden_channels,\n", + " out_channels=hidden_channels,\n", + " kernel_size=kernel_size\n", + " )\n", + " )\n", + "\n", + " # Create the projection layer.\n", + " self.projection_layer = partial(torch.mean, dim=(-3, -2, -1))\n", + "\n", + " # And a final linear layer for classification.\n", + " self.final_linear = torch.nn.Linear(hidden_channels, out_channels)\n", + " \n", + " def forward(self, x):\n", + " \n", + " # Lift and disentangle features in the input.\n", + " x = self.lifting_conv(x)\n", + " x = torch.nn.functional.layer_norm(x, x.shape[-4:])\n", + " x = torch.nn.functional.relu(x)\n", + "\n", + " # Apply group convolutions.\n", + " for gconv in self.gconvs:\n", + " x = gconv(x)\n", + " x = torch.nn.functional.layer_norm(x, x.shape[-4:])\n", + " x = torch.nn.functional.relu(x)\n", + " \n", + " # to ensure equivariance, apply max pooling over group and spatial dims\n", + " x = self.projection_layer(x).squeeze()\n", + "\n", + " x = self.final_linear(x)\n", + " return x" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "pH37MqePXevZ" + }, + "source": [ + "To compare, let's create a more or less identical CNN. The only difference here is that this network consists of regular convolution operations." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "NQrW1_m9Izhl" + }, + "outputs": [], + "source": [ + "class CNN(torch.nn.Module):\n", + "\n", + " def __init__(self, in_channels, out_channels, kernel_size, num_hidden, hidden_channels):\n", + " super().__init__()\n", + "\n", + " self.first_conv = torch.nn.Conv2d(\n", + " in_channels=in_channels,\n", + " out_channels=hidden_channels,\n", + " kernel_size=kernel_size\n", + " )\n", + "\n", + " self.convs = torch.nn.ModuleList()\n", + " for i in range(num_hidden):\n", + " self.convs.append(\n", + " torch.nn.Conv2d(\n", + " in_channels=hidden_channels,\n", + " out_channels=hidden_channels,\n", + " kernel_size=kernel_size\n", + " )\n", + " )\n", + "\n", + " self.final_linear = torch.nn.Linear(hidden_channels, out_channels)\n", + " \n", + " def forward(self, x):\n", + "\n", + " x = self.first_conv(x)\n", + " x = torch.nn.functional.layer_norm(x, x.shape[-3:])\n", + " x = torch.nn.functional.relu(x)\n", + "\n", + " for conv in self.convs:\n", + " x = conv(x)\n", + " x = torch.nn.functional.layer_norm(x, x.shape[-3:])\n", + " x = torch.nn.functional.relu(x)\n", + " \n", + " # apply average pooling over remaining spatial dimensions\n", + " x = torch.nn.functional.adaptive_avg_pool2d(x, 1).squeeze()\n", + "\n", + " x = self.final_linear(x)\n", + " return x" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "JqF52R6DyWFx" + }, + "source": [ + "# **3. Experimenting with our implementation**\n", + "\n", + "Note that for ease of model training and tracking, we additionally make use of `pytorch-lightning`. Although the specifics of this package aren't the focus of this tutorial, if you'd like a refresher please have a look at this excellent [Deep Learning 1 tutorial by Phillip Lippe](https://uvadlc-notebooks.readthedocs.io/en/latest/tutorial_notebooks/tutorial5/Inception_ResNet_DenseNet.html#PyTorch-Lightning).\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cw9pCZwDoviz" + }, + "source": [ + "## **3.1 Generalization to the group action**\n", + "\n", + "To show the generalization capabilities of regular group convolutional networks, we will train this model on the MNIST training dataset, but evaluate it on an augmented version of the MNIST test set in which each image is randomly rotated by a continuous rotation between $[0, 2\\pi]$." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 466, + "referenced_widgets": [ + "5e40eff46555437aa10290cd44b0d535", + "a49e5ba3fa884acc8242f8b489e4fd0a", + "c7d8e2d6a38d48c687bc75514feda04d", + "44c0f0e0e3224c81bc4e411ec82bd059", + "87d825f1c9bc4ae6ad3d352d92037ace", + "f6846fa30c83465f88d9f1144c73758c", + "e6a4069e17c64422842281c77e8e4c38", + "243aca878e0a413286f5da774116ef56", + "55a3ca917beb4d3a89a9935173224905", + "3ee7adbc35b74f9d9aa6581faac54ad2", + "742978e6199e4dc39e468924fc20e627", + "0e3e38e95192433a8a4167bc55a4fb43", + "9b02f4823aae48c0ae92ba269df3d926", + "fcc5f56ef3864f98968cc0b246cab498", + "c8621079507043adb57765f7553869b0", + "f9ac863d5a504b299d065777a71245a3", + "675fbd54815f4b7796056072cc2a2f65", + "cffc015531cc44f4af8512f6a99ad79c", + "86967997718845c1aeccb6e8a4244fe5", + "e75ce4f0858349f6a1c95c3c5ace13ca", + "8a2c2746ad884f0db288339115a261f0", + "7a07bcaca4514d118bd6a75bbd1097a9", + "a7341dcd9efc4340b3f3043f2c02646d", + "bf2382e80fd34fa8a1aba5d43576a93a", + "346db69d14574e349efa9fc6100403c6", + "b48e35e2e01a424ca4514236770ae303", + "c3a991a48b6140a4b54c0e5cf750ef52", + "7e70f7238a8b4035b89db65709c200d5", + "50a4705c71d647beb8e26c4bb5c3e3ee", + "4de8cf7766b84e18aec88c3d07fa224c", + "4ae0c00be1d046cdb7fb1af92cdbfba2", + "8424a344249a4fe7bc59571d64b4d3bb", + "6cc1ade90451495db4d3f5f9e562e6ed", + "b6f19ef8c1b04ce1ad5678ec6815dd27", + "27a3d79a42a64b48aff9fc137b51f443", + "56f4e23be8fc43d9b2d833af8b3b400c", + "00b3f55e7202468d827f82d11228da02", + "628e69d3590f498fab07d2c6a5aafce9", + "968cd74c163c429bb783ddf125720938", + "309551bf0af14d8896e5faf7b6d0d780", + "785d961d6d03410e9ca3407a3766eb6e", + "1ec3c23871ba488a8462ba4cc28486fd", + "3404601b74544fbdb33419750900cf11", + "43eba34a7a284b09be9ec6b954fdce3b" + ] + }, + "id": "1zEhs1Jy8zij", + "outputId": "1f1824a7-674f-44e1-d491-5c686c034555" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\n", + "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to MNIST/raw/train-images-idx3-ubyte.gz\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "5e40eff46555437aa10290cd44b0d535", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/9912422 [00:00" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "NUM_IMAGES = 4\n", + "images = [train_ds[idx][0] for idx in range(NUM_IMAGES)]\n", + "orig_images = [Image.fromarray(train_ds.data[idx].numpy()) for idx in range(NUM_IMAGES)]\n", + "orig_images = [test_transform(img) for img in orig_images]\n", + "\n", + "img_grid = torchvision.utils.make_grid(torch.stack(images + orig_images, dim=0), nrow=4, normalize=True, pad_value=0.5)\n", + "img_grid = img_grid.permute(1, 2, 0)\n", + "\n", + "plt.figure(figsize=(8,8))\n", + "plt.title(\"Images sampled from the MNIST train set, augmented with test transforms.\")\n", + "plt.imshow(img_grid)\n", + "plt.axis('off')\n", + "plt.show()\n", + "plt.close()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "8ObxVDML_K3D" + }, + "outputs": [], + "source": [ + "class DataModule(pl.LightningModule):\n", + "\n", + " def __init__(self, model_name, model_hparams, optimizer_name, optimizer_hparams):\n", + " \"\"\"\n", + " Inputs:\n", + " model_name - Name of the model/CNN to run. Used for creating the model (see function below)\n", + " model_hparams - Hyperparameters for the model, as dictionary.\n", + " optimizer_name - Name of the optimizer to use. Currently supported: Adam, SGD\n", + " optimizer_hparams - Hyperparameters for the optimizer, as dictionary. This includes learning rate, weight decay, etc.\n", + " \"\"\"\n", + " super().__init__()\n", + " # Exports the hyperparameters to a YAML file, and create \"self.hparams\" namespace\n", + " self.save_hyperparameters()\n", + " # Create model\n", + " self.model = create_model(model_name, model_hparams)\n", + " # Create loss module\n", + " self.loss_module = nn.CrossEntropyLoss()\n", + "\n", + " def forward(self, imgs):\n", + " return self.model(imgs)\n", + "\n", + " def configure_optimizers(self):\n", + " # AdamW is Adam with a correct implementation of weight decay (see here for details: https://arxiv.org/pdf/1711.05101.pdf)\n", + " optimizer = optim.AdamW(\n", + " self.parameters(), **self.hparams.optimizer_hparams)\n", + " return [optimizer], []\n", + "\n", + " def training_step(self, batch, batch_idx):\n", + " # \"batch\" is the output of the training data loader.\n", + " imgs, labels = batch\n", + " preds = self.model(imgs)\n", + " loss = self.loss_module(preds, labels)\n", + " acc = (preds.argmax(dim=-1) == labels).float().mean()\n", + "\n", + " # Logs the accuracy per epoch to tensorboard (weighted average over batches)\n", + " self.log('train_acc', acc, on_step=False, on_epoch=True)\n", + " self.log('train_loss', loss)\n", + " return loss # Return tensor to call \".backward\" on\n", + "\n", + " def validation_step(self, batch, batch_idx):\n", + " imgs, labels = batch\n", + " preds = self.model(imgs).argmax(dim=-1)\n", + " acc = (labels == preds).float().mean()\n", + " # By default logs it per epoch (weighted average over batches)\n", + " self.log('val_acc', acc, prog_bar=True)\n", + "\n", + " def test_step(self, batch, batch_idx):\n", + " imgs, labels = batch\n", + " preds = self.model(imgs).argmax(dim=-1)\n", + " acc = (labels == preds).float().mean()\n", + " # By default logs it per epoch (weighted average over batches), and returns it afterwards\n", + " self.log('test_acc', acc, prog_bar=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "QogdSnlUY87T" + }, + "source": [ + "We create a dictionary to keep track of our models" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "SH1NiqrHAgPp" + }, + "outputs": [], + "source": [ + "model_dict = {\n", + " 'CNN': CNN,\n", + " 'GCNN': GroupEquivariantCNN\n", + "}\n", + "\n", + "def create_model(model_name, model_hparams):\n", + " if model_name in model_dict:\n", + " return model_dict[model_name](**model_hparams)\n", + " else:\n", + " assert False, f\"Unknown model name \\\"{model_name}\\\". Available models are: {str(model_dict.keys())}\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "9z-E3CELADja" + }, + "outputs": [], + "source": [ + "def train_model(model_name, save_name=None, **kwargs):\n", + " \"\"\"\n", + " Inputs:\n", + " model_name - Name of the model you want to run. Is used to look up the class in \"model_dict\"\n", + " save_name (optional) - If specified, this name will be used for creating the checkpoint and logging directory.\n", + " \"\"\"\n", + " if save_name is None:\n", + " save_name = model_name\n", + "\n", + " # Create a PyTorch Lightning trainer with the generation callback\n", + " trainer = pl.Trainer(default_root_dir=os.path.join(CHECKPOINT_PATH, save_name), # Where to save models\n", + " gpus=1 if str(device)==\"cuda:0\" else 0, # We run on a single GPU (if possible)\n", + " max_epochs=10, # How many epochs to train for if no patience is set\n", + " callbacks=[ModelCheckpoint(save_weights_only=True, mode=\"max\", monitor=\"val_acc\"), # Save the best checkpoint based on the maximum val_acc recorded. Saves only weights and not optimizer\n", + " LearningRateMonitor(\"epoch\")])\n", + " trainer.logger._default_hp_metric = None # Optional logging argument that we don't need\n", + "\n", + " # Check whether pretrained model exists. If yes, load it and skip training\n", + " pretrained_filename = os.path.join(CHECKPOINT_PATH, save_name + \".ckpt\")\n", + " \n", + " if os.path.isfile(pretrained_filename):\n", + " print(f\"Found pretrained model at {pretrained_filename}, loading...\")\n", + " model = DataModule.load_from_checkpoint(pretrained_filename) # Automatically loads the model with the saved hyperparameters\n", + " else:\n", + " pl.seed_everything(12) # To be reproducable\n", + " model = DataModule(model_name=model_name, **kwargs)\n", + " trainer.fit(model, train_loader, test_loader)\n", + " model = DataModule.load_from_checkpoint(trainer.checkpoint_callback.best_model_path) # Load best checkpoint after training\n", + "\n", + " # Test best model on test set\n", + " val_result = trainer.test(model.to(device), test_dataloaders=test_loader, verbose=False)\n", + " result = {\"val\": val_result[0][\"test_acc\"]}\n", + "\n", + " return model, result" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "SbcYchZ_ZFb3" + }, + "source": [ + "Let's train the conventional CNN first!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 194, + "referenced_widgets": [ + "f0f0317bb8d24b83a4630adbf69d6c92", + "ef9b501369bd438c8f232f7001b2d645", + "2fab70267cd84d0cbd702524f8837b1b", + "b20a9c61f54c4cf7b0d33213a4315e10", + "bc9597f452e64ead9cfcb55e06b1a03d", + "7179e6eb081a4248a3defdcd4d61c2af", + "d30f5689798f417994812fb7bf7b6776", + "607f1e227fb642768babf85f201a0814", + "8a8a23d2fbf84e6ebf580b84c1f30081", + "d0ba237d4e1e4f58a9ae17445e00e512", + "bc978d3b901847e78a96d2011d6d4aa4" + ] + }, + "id": "yfY28uVsAtCW", + "outputId": "3116b7e9-1803-48f2-803a-86084811ab1d" + }, + "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", + "/usr/local/lib/python3.7/dist-packages/pytorch_lightning/trainer/trainer.py:907: LightningDeprecationWarning: `trainer.test(test_dataloaders)` is deprecated in v1.4 and will be removed in v1.6. Use `trainer.test(dataloaders)` instead.\n", + " \"`trainer.test(test_dataloaders)` is deprecated in v1.4 and will be removed in v1.6.\"\n", + "Missing logger folder: saved_models/cnn-pretrained/lightning_logs\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found pretrained model at ./saved_models/cnn-pretrained.ckpt, loading...\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f0f0317bb8d24b83a4630adbf69d6c92", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Testing: 0it [00:00, ?it/s]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cnn_model, cnn_results = train_model(model_name=\"CNN\",\n", + " model_hparams={\"in_channels\": 1,\n", + " \"out_channels\": 10,\n", + " \"kernel_size\": 5,\n", + " \"num_hidden\":4,\n", + " \"hidden_channels\":32},\n", + " optimizer_name=\"Adam\",\n", + " optimizer_hparams={\"lr\": 1e-2,\n", + " \"weight_decay\": 1e-4},\n", + " save_name='cnn-pretrained')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "QAR_u3gMZJTj" + }, + "source": [ + "Next, we train the GCNN. Note that we reduce the number of channels by half to account for the increased kernel dimensionality. We do this to keep the number of trainable parameters more or less equal." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 194, + "referenced_widgets": [ + "24669b5afaf34157a877b9427b751333", + "3cfd808b656c4009ac6c85617f387548", + "066d05d6da0844ea8ec2bcd853e99220", + "ca1339a05d8c4b62888199a6e8533fe1", + "0e5897c2863847f5819c5ab296b0acb6", + "daaab83d37a042c2b00c37f5c5eef57f", + "53d5067653f74400b92fcabfeef2439a", + "74672204f9bd486b94e745609410bc1a", + "8ca4c4e296174f6991e533d7fbed7043", + "dbd34a6eab184d8f962451d682d80c43", + "b43f4d9da60a4b869cc96a9515ee0db4" + ] + }, + "id": "-bG1HQ_-BRL0", + "outputId": "c2767f12-29e9-4eb8-faad-e2f8176c29f1" + }, + "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", + "/usr/local/lib/python3.7/dist-packages/pytorch_lightning/trainer/trainer.py:907: LightningDeprecationWarning: `trainer.test(test_dataloaders)` is deprecated in v1.4 and will be removed in v1.6. Use `trainer.test(dataloaders)` instead.\n", + " \"`trainer.test(test_dataloaders)` is deprecated in v1.4 and will be removed in v1.6.\"\n", + "Missing logger folder: saved_models/gcnn-pretrained/lightning_logs\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found pretrained model at ./saved_models/gcnn-pretrained.ckpt, loading...\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "24669b5afaf34157a877b9427b751333", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Testing: 0it [00:00, ?it/s]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gcnn_model, gcnn_results = train_model(model_name=\"GCNN\",\n", + " model_hparams={\"in_channels\": 1,\n", + " \"out_channels\": 10,\n", + " \"kernel_size\": 5,\n", + " \"num_hidden\": 4,\n", + " \"hidden_channels\":16, # to account for the increase in trainable parameters due to the extra dimension in our feature maps, remove some hidden channels.\n", + " \"group\":CyclicGroup(order=4).to(device)},\n", + " optimizer_name=\"Adam\",\n", + " optimizer_hparams={\"lr\": 1e-2,\n", + " \"weight_decay\": 1e-4},\n", + " save_name='gcnn-pretrained')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 17 + }, + "id": "SJcEUD2aZsOV", + "outputId": "0a7564c3-1ac6-4d84-dba5-04c9a2a3aec5" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%html\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "HabCot3dZvDw" + }, + "source": [ + "Let us inspect the final results from both models. As we can see the GCNN performs considerably better than the CNN. This because the GCNN implementation is invariant to rotations of 90 deg, which makes it able to recognize the handwritten digits in the test set under such rotations. Of course, since the test images are rotated by continuous rotations between 0 and 360 deg, the GCNN model still doesn't obtain perfect accuracy. How could we further improve the GCNNs generalization?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 83 + }, + "id": "hUwC3ZZ15gxC", + "outputId": "90101c24-ffab-4af6-d64e-5bf0f0ddcbda" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
Model Val Accuracy Num Parameters
CNN 46.97% 103,690
GCNN 91.35% 102,970
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import tabulate\n", + "from IPython.display import display, HTML\n", + "all_models = [\n", + " (\"CNN\", cnn_results, cnn_model),\n", + " (\"GCNN\", gcnn_results, gcnn_model),\n", + "]\n", + "table = [[model_name,\n", + " f\"{100.0*model_results['val']:4.2f}%\",\n", + " \"{:,}\".format(sum([np.prod(p.shape) for p in model.parameters()]))]\n", + " for model_name, model_results, model in all_models]\n", + "display(HTML(tabulate.tabulate(table, tablefmt='html', headers=[\"Model\", \"Val Accuracy\", \"Num Parameters\"])))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "9zVYhqtr48YA" + }, + "source": [ + "### **3.2 Inspecting the created feature maps**\n", + "\n", + "To better understand what happens inside our CNN and GCNN as we rotate an input image, let's visualize a single channel of a feature map in the second layer of the network for different rotations of an input image." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 607 + }, + "id": "4YLg6NzdGJXx", + "outputId": "0cb702a6-36b3-4322-f39d-c325d00a7bb3" + }, + "outputs": [ + { + "data": { + "image/png": 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sAIC1tUsRVFWHbfXjE5JctL3bAgBsRDv8V+Sr6q1JTkxyz6q6PMkLkpxYVcclGUkuS3LqGq4RAGC6HUbQGOOp29j8+jVYCwDAuvGJ0QBASyIIAGhJBAEALYkgAKClHZ4YDXui7/7qrctewna9+70Pmzrv6Hxq6rwO/vXXTpo67y4fv3DqvJl++rh5H+P2rmP+bNqsJDnufc+eNuuYn26ZNos+HAkCAFoSQQBASyIIAGhJBAEALYkgAKAlEQQAtCSCAICWRBAA0JIIAgBaEkEAQEsiCABoSQQBAC2JIACgJREEALQkggCAlkQQANCSCAIAWhJBAEBLK8teAHRzt28vewX88VF/M3Xe7x/2pGmzbrvu+mmzkuRe/+nr02ZddNN+02YlyYNec8O0WWPaJDpxJAgAaEkEAQAtiSAAoCURBAC0JIIAgJZEEADQkggCAFoSQQBASyIIAGhJBAEALYkgAKAlEQQAtCSCAICWRBAA0JIIAgBaEkEAQEsiCABoSQQBAC2JIACgpZVlLwDWwkGXbpo674bH3jRt1mN+7xPTZiXJBWcfOG3WbT/96bRZSXLbT/5h2qynf+vEabPecNRHps1Kkq+dcvS0WTcePu//tST56v3OnDbrAe85ddqsJDnmgs9MnQc/K0eCAICWRBAA0JIIAgBaEkEAQEsiCABoSQQBAC2JIACgJREEALQkggCAlkQQANCSCAIAWhJBAEBLIggAaEkEAQAtiSAAoCURBAC0JIIAgJZEEADQ0sqyFwBr4d6v/OTUeW8/9Yhps/7wXp+fNitJjvmjZ06b9aAXXTptVpLceu2Pps36yv88dtqs6/74fdNmJcnFv/uqqfM2qn2/N/ePjBsef/y0WXf70Benzbr1uuumzWJjcyQIAGhJBAEALYkgAKAlEQQAtCSCAICWRBAA0JIIAgBaEkEAQEsiCABoSQQBAC2JIACgJREEALQkggCAlkQQANCSCAIAWhJBAEBLIggAaEkEAQAtiSAAoKWVZS8A9gQvuuBx02Y9+cQzp81Kki8/+dXTZr3ncXebNitJzvrOv5w264B8Y9qsz98099d5/H4/nTbrR7fdNG3WbGc85Yyp80697dRps+56+VHTZmXLRfNmsaE5EgQAtCSCAICWRBAA0JIIAgBaEkEAQEs7jKCqOrKqPlxVl1TVxVV1+mL7IVV1XlV9ZfH94LVfLgDAHDtzJOiWJM8dYxyb5IQkz6qqY5M8L8kHxxgPTPLBxc8AAHuEHUbQGOPKMcZnF5evT3JpksOTnJzk7MXNzk7y+LVaJADAbD/ThyVW1dFJHpLk00kOHWNcubjqu0kO3c59TklySpLsn7vu6joBAKba6ROjq+puSc5J8pwxxnVbXzfGGEnGtu43xjhzjLF5jLF5U/bbrcUCAMyyUxFUVZuyGkBvHmO8fbH5qqo6bHH9YUmuXpslAgDMtzPvDqskr09y6RjjFVtd9a4kT1tcflqSd85fHgDA2tiZc4IenuS3knyhqj632Pb8JC9N8ldV9Ywk30zypLVZIgDAfDuMoDHGJ5LUdq5+5NzlAACsD58YDQC0JIIAgJZEEADQkggCAFqq1c85XB8H1SHjYeVcanr79n/9panz3vKMV06b9eB9N02btZGd/p1/MXXeF/7wF6fN2v/d50+bBaz6wHjbBWOMzXfc7kgQANCSCAIAWhJBAEBLIggAaEkEAQAtiSAAoCURBAC0JIIAgJZEEADQkggCAFoSQQBASyIIAGhJBAEALYkgAKAlEQQAtCSCAICWRBAA0JIIAgBaqjHGuj3YQXXIeFg9ct0eDwDgA+NtF4wxNt9xuyNBAEBLIggAaEkEAQAtiSAAoCURBAC0JIIAgJZEEADQkggCAFoSQQBASyIIAGhJBAEALYkgAKAlEQQAtCSCAICWRBAA0JIIAgBaEkEAQEsiCABoSQQBAC2JIACgJREEALQkggCAlkQQANCSCAIAWhJBAEBLIggAaEkEAQAtiSAAoCURBAC0JIIAgJZEEADQkggCAFoSQQBASyIIAGhJBAEALYkgAKAlEQQAtCSCAICWRBAA0JIIAgBaEkEAQEsiCABoSQQBAC2JIACgJREEALQkggCAlkQQANCSCAIAWhJBAEBLIggAaEkEAQAtiSAAoCURBAC0JIIAgJZEEADQkggCAFoSQQBASyIIAGhJBAEALYkgAKAlEQQAtCSCAICWRBAA0JIIAgBa2mEEVdWRVfXhqrqkqi6uqtMX219YVVdU1ecWX49d++UCAMyxshO3uSXJc8cYn62quye5oKrOW1z3yjHGy9ZueQAAa2OHETTGuDLJlYvL11fVpUkOX+uFAQCspZ/pnKCqOjrJQ5J8erHptKq6sKrOqqqDt3OfU6pqS1VtuTk37tZiAQBm2ekIqqq7JTknyXPGGNcleU2S+yc5LqtHil6+rfuNMc4cY2weY2zelP0mLBkAYPftVARV1aasBtCbxxhvT5IxxlVjjFvHGLcleV2S49dumQAAc+3Mu8MqyeuTXDrGeMVW2w/b6mZPSHLR/OUBAKyNnXl32MOT/FaSL1TV5xbbnp/kqVV1XJKR5LIkp67JCgEA1sDOvDvsE0lqG1edO385AADrwydGAwAtiSAAoCURBAC0JIIAgJZEEADQkggCAFoSQQBASyIIAGhJBAEALYkgAKAlEQQAtCSCAICWRBAA0JIIAgBaEkEAQEsiCABoSQQBAC2JIACgJREEALQkggCAlkQQANCSCAIAWhJBAEBLIggAaEkEAQAtiSAAoCURBAC0JIIAgJZEEADQkggCAFoSQQBASyIIAGhJBAEALYkgAKAlEQQAtCSCAICWRBAA0JIIAgBaEkEAQEsiCABoSQQBAC2JIACgJREEALRUY4z1e7Cq7yX55k7c9J5Jrlnj5XDn7IPlsw+Wzz5YPvtg+faGfXCfMca97rhxXSNoZ1XVljHG5mWvozP7YPnsg+WzD5bPPli+vXkfeDkMAGhJBAEALW3UCDpz2QvAPtgA7IPlsw+Wzz5Yvr12H2zIc4IAANbaRj0SBACwpkQQANDShoqgqnp0VX2pqr5aVc9b9no6qqrLquoLVfW5qtqy7PV0UVVnVdXVVXXRVtsOqarzquori+8HL3ONe7vt7IMXVtUVi+fD56rqsctc496sqo6sqg9X1SVVdXFVnb7Y7nmwTu5kH+y1z4MNc05QVe2T5MtJHpXk8iSfSfLUMcYlS11YM1V1WZLNY4w9/YOx9ihV9ctJfpzkf48xfn6x7U+S/GCM8dLFXwoOHmP852Wuc2+2nX3wwiQ/HmO8bJlr66CqDkty2Bjjs1V19yQXJHl8kt+J58G6uJN98KTspc+DjXQk6PgkXx1jfH2McVOSv0xy8pLXBOtijPGxJD+4w+aTk5y9uHx2Vn8zYo1sZx+wTsYYV44xPru4fH2SS5McHs+DdXMn+2CvtZEi6PAk397q58uzl//H36BGkr+rqguq6pRlL6a5Q8cYVy4ufzfJoctcTGOnVdWFi5fLvBSzDqrq6CQPSfLpeB4sxR32QbKXPg82UgSxMTxijPHPkjwmybMWLxGwZGP1deuN8dp1L69Jcv8kxyW5MsnLl7ucvV9V3S3JOUmeM8a4buvrPA/Wxzb2wV77PNhIEXRFkiO3+vmIxTbW0RjjisX3q5O8I6svU7IcVy1eo7/9tfqrl7yedsYYV40xbh1j3JbkdfF8WFNVtSmrf/i+eYzx9sVmz4N1tK19sDc/DzZSBH0myQOr6r5VtW+SpyR515LX1EpVHbg4GS5VdWCSX09y0Z3fizX0riRPW1x+WpJ3LnEtLd3+h+/CE+L5sGaqqpK8PsmlY4xXbHWV58E62d4+2JufBxvm3WFJsnjb3Z8m2SfJWWOMlyx5Sa1U1f2yevQnSVaSvMU+WB9V9dYkJya5Z5Krkrwgyd8k+askRyX5ZpInjTGcuLtGtrMPTszqSwAjyWVJTt3q/BQmqqpHJPl4ki8kuW2x+flZPSfF82Ad3Mk+eGr20ufBhoogAID1spFeDgMAWDciCABoSQQBAC2JIACgJREEALQkggCAlkQQANDS/wVM+byII0hThQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "train_ds = torchvision.datasets.MNIST(root='', train=False, transform=None)\n", + "\n", + "# Get an image from the test dataset.\n", + "digit, label = train_ds[123]\n", + "\n", + "# Turn it into a tensor\n", + "digit = transforms.ToTensor()(digit)\n", + "\n", + "plt.imshow(digit.squeeze())\n", + "plt.title(f'Label: {label}')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 208 + }, + "id": "6QjjANltGaEU", + "outputId": "06a78c6f-9321-4370-f030-8dba1126fcf1" + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams['figure.figsize'] = [20, 3]\n", + "\n", + "# Get a set of angles by which to rotate this image.\n", + "rots = torch.linspace(0, 360 - 360/8, 8)\n", + "\n", + "# Rotate the input image and push it through the normalization transform\n", + "rot_digit = torch.stack(tuple(torchvision.transforms.functional.rotate(digit, a.item(), torchvision.transforms.functional.InterpolationMode.BILINEAR) for a in rots))\n", + "rot_digit = torchvision.transforms.Normalize((0.1307,), (0.3081,))(rot_digit)\n", + "\n", + "# Create a subfigure for every rotated input\n", + "fig, ax = plt.subplots(1, rots.numel())\n", + "\n", + "for idx, rotation in enumerate(rots):\n", + " ax[idx].imshow(\n", + " rot_digit[idx, :, :].squeeze()\n", + " )\n", + " ax[idx].set_title(f\"{int(rotation)} deg\")\n", + "\n", + "fig.text(0.5, 0.04, 'Rotations of input image', ha='center')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "CKb8lCNjbJ9L" + }, + "outputs": [], + "source": [ + "# Forward it through the first few layers of the CNN\n", + "cnn_out = cnn_model.model.first_conv(rot_digit)\n", + "cnn_out = torch.nn.functional.relu(torch.nn.functional.layer_norm(cnn_out, cnn_out.shape[-3:]))\n", + "for i in range(2):\n", + " cnn_out = cnn_model.model.convs[i](cnn_out)\n", + " cnn_out = torch.nn.functional.relu(torch.nn.functional.layer_norm(cnn_out, cnn_out.shape[-3:]))\n", + "\n", + "# Let's also see what happens after we apply projection over remaining spatial dimensions.\n", + "projected_cnn_out = torch.nn.functional.adaptive_avg_pool2d(cnn_out, 1).squeeze()\n", + "\n", + "# Forward it through the first few layers of the GCNN\n", + "gcnn_out = gcnn_model.model.lifting_conv(rot_digit)\n", + "gcnn_out = torch.nn.functional.relu(torch.nn.functional.layer_norm(gcnn_out, gcnn_out.shape[-4:]))\n", + "for i in range(2):\n", + " gcnn_out = gcnn_model.model.gconvs[i](gcnn_out)\n", + " gcnn_out = torch.nn.functional.relu(torch.nn.functional.layer_norm(gcnn_out, gcnn_out.shape[-4:]))\n", + "\n", + "# And let's see what happens if we apply the projection on this equivariant representation\n", + "projected_gcnn_out = torch.mean(gcnn_out, dim=(-3, -2, -1))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rBMMOTc5eN2w" + }, + "source": [ + "Let's first visualize the activations after the third convolution for a single channel of the regular CNN." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 241 + }, + "id": "JhBC_PqWczbu", + "outputId": "d0b77f42-d482-40ba-9333-1d06bcc96cf8" + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams['figure.figsize'] = [20, 4]\n", + "\n", + "# Pick a channel to visualize\n", + "channel_idx = 2\n", + "\n", + "# Create a subfigure for every rotated input\n", + "fig, ax = plt.subplots(1, rots.numel())\n", + "\n", + "for idx, rotation in enumerate(rots):\n", + " ax[idx].imshow(\n", + " cnn_out[idx, out_channel_idx, :, :].detach().numpy()\n", + " )\n", + " ax[idx].set_title(f\"{int(rotation)} deg\")\n", + "\n", + "fig.text(0.5, 0.04, 'Rotations of input image', ha='center')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XFp0uC9hhyOh" + }, + "source": [ + "Representations change dramatically as the input rotates. To the CNN, each of these images are completely different. These representations are not equivariant to rotation.\n", + "\n", + "Let's move on to visualizing a single channel of the GCNN after the second gconv." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 593 + }, + "id": "o8i-AneueNRX", + "outputId": "f7fda281-50eb-4e0f-bdfc-06368012d650" + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams['figure.figsize'] = [20, 9]\n", + "\n", + "# Pick a channel to visualize\n", + "channel_idx = 2\n", + "\n", + "# Create a subfigure for every rotated input and every group element\n", + "fig, ax = plt.subplots(gcnn_out.shape[2], rots.numel())\n", + "\n", + "for idx, rotation in enumerate(rots):\n", + " for group_element_idx in range(gcnn_out.shape[2]):\n", + " ax[group_element_idx ,idx].imshow(\n", + " gcnn_out[idx, out_channel_idx, group_element_idx, :, :].detach().numpy()\n", + " )\n", + " ax[0, idx].set_title(f\"{int(rotation)} deg\")\n", + " \n", + "\n", + "fig.text(0.5, 0.04, 'Rotations of input image', ha='center')\n", + "fig.text(0.04, 0.5, '$H$ dimension in feature map', va='center', rotation='vertical')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "57Iir1wMhi48" + }, + "source": [ + "We can see that indeed, save for some interpolation artefacts, the feature maps equivary with rotations that are multiples of 90 deg! These representations are equivariant to rotations of 90 degrees.\n", + "\n", + "Lastly, we inspect the representations we obtain after the projection step for the CNN and GCNN. We visualize all channels. These are the representations on which the final linear layer(s) perform classification." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 642 + }, + "id": "N0PKnbsjAmmo", + "outputId": "d82886f2-4f36-4b8c-bfa6-4fa89f3b0242" + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams['figure.figsize'] = [20, 10]\n", + "\n", + "# Create a subfigure for every rotated input\n", + "fig, ax = plt.subplots(rots.numel(), 1)\n", + "\n", + "for idx, rotation in enumerate(rots):\n", + " ax[idx].imshow(\n", + " projected_cnn_out[idx, None, :].detach().numpy()\n", + " )\n", + " ax[idx].set_title(f\"{int(rotation)} deg\")\n", + " ax[idx].set_yticks([])\n", + "\n", + "fig.text(0.5, 0.04, 'Channels', ha='center')\n", + "fig.text(0.04, 0.5, 'Rotations of input image', va='center', rotation='vertical')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "A4enc61PEq0Y" + }, + "source": [ + "As we can see, as the input image rotates, the representations change. The representations built by the network are not invariant to rotation, and as such, the linear layers may classify them differently." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 642 + }, + "id": "2sAZblRTBWSM", + "outputId": "ef4d4ee3-3272-4386-b32f-a52e7fb1a34a" + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams['figure.figsize'] = [10, 10]\n", + "\n", + "# Create a subfigure for every rotated input\n", + "fig, ax = plt.subplots(rots.numel(), 1)\n", + "\n", + "for idx, rotation in enumerate(rots):\n", + " ax[idx].imshow(\n", + " projected_gcnn_out[idx, None, :].detach().numpy()\n", + " )\n", + " ax[idx].set_title(f\"{int(rotation)} deg\")\n", + " ax[idx].set_yticks([])\n", + "\n", + "fig.text(0.5, 0.04, 'Channels', ha='center')\n", + "fig.text(0.04, 0.5, 'Rotations of input image', va='center', rotation='vertical')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "JnNHbCx9FQeq" + }, + "source": [ + "The representations built for each of the rotated inputs is (more or less) equal! These representations *are* invariant to 90 degree rotations, and the final linear layers see them as identical!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-uDt6_IbFq47" + }, + "source": [ + "# **4. Concluding remarks**\n", + "\n", + "We've seen how to implement a basic regular group convolutional network equivariant to rotations of 90 degrees. A couple suggestions of things to ponder on... Feel free to use these as starting point for a possible project you'd like to do:\n", + "* What other groups could be interesting in computer vision problems? (these often come with their own interesting challenges). \n", + "* We used interpolation to obtain our values for transformed kernels. As mentioned, this makes our networks prone to interpolation artefacts. Would our interpolation implementation work well for other groups? Could you maybe think of other ways of defining the kernel over a continuous domain?\n", + "* Here we worked with a one-dimensional group. What would it take to implement group convolutions for multidimensional groups $H$?" + ] + } + ], + "metadata": { + "colab": { + "collapsed_sections": [], + "name": "tutorial1-regular-group-convolutions.ipynb", + "provenance": [] + }, + "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" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "00b3f55e7202468d827f82d11228da02": { + "model_module": "@jupyter-widgets/controls", + "model_module_version": "1.5.0", + "model_name": "HTMLModel", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_3404601b74544fbdb33419750900cf11", + "placeholder": "​", + "style": "IPY_MODEL_43eba34a7a284b09be9ec6b954fdce3b", + "value": " 5120/? 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--git a/docs/tutorial_notebooks/DL2/template/TemplateNotebook.ipynb b/docs/tutorial_notebooks/DL2/template/TemplateNotebook.ipynb index 6bff709..6f9b576 100644 --- a/docs/tutorial_notebooks/DL2/template/TemplateNotebook.ipynb +++ b/docs/tutorial_notebooks/DL2/template/TemplateNotebook.ipynb @@ -180,7 +180,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -194,7 +194,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.9" + "version": "3.9.7" } }, "nbformat": 4, From a96737b4a319c664645570850daeabcc646a69b3 Mon Sep 17 00:00:00 2001 From: phlippe Date: Tue, 5 Apr 2022 13:12:01 +0200 Subject: [PATCH 3/8] DL2: Preparing GDL tutorial --- docs/index.rst | 15 +- .../DL2/Geometric_deep_learning/paprika.tiff | Bin 0 -> 786572 bytes ...tutorial1_regular_group_convolutions.ipynb | 24637 +++++++++++++++- .../DL2/template/TemplateNotebook.ipynb | 4 +- 4 files changed, 24301 insertions(+), 355 deletions(-) create mode 100644 docs/tutorial_notebooks/DL2/Geometric_deep_learning/paprika.tiff diff --git a/docs/index.rst b/docs/index.rst index 515a943..cb974d9 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -7,7 +7,7 @@ Welcome to the UvA Deep Learning Tutorials! =========================================== | *Course website*: https://uvadlc.github.io/ -| *Course edition*: Fall 2021 (Nov. 01 - Dec. 24) - Being kept up to date +| *Course edition*: DL1 - Fall 2021, DL2 - Spring 2022, Being kept up to date | *Repository*: https://github.com/phlippe/uvadlc_notebooks | *Recordings*: `YouTube Playlist `_ | *Author*: Phillip Lippe @@ -16,7 +16,7 @@ For this year's course edition, we created a series of Jupyter notebooks that ar We will visit various topics such as optimization techniques, transformers, graph neural networks, and more (for a full list, see below). The notebooks are there to help you understand the material and teach you details of the PyTorch framework, including PyTorch Lightning. -The notebooks are presented in the first hour of every Thursday's tutorial session. +The notebooks are presented in the first hour of every group tutorial session. During the tutorial sessions, we will present the content and explain the implementation of the notebooks. You can decide yourself whether you just want to look at the filled notebook, want to try it yourself, or code along during the practical session. The notebooks are not directly part of any mandatory assignments on which you would be graded or similarly. @@ -26,8 +26,8 @@ Further, the content presented will be relevant for the graded assignment and ex The tutorials have been integrated as official tutorials of PyTorch Lightning. Thus, you can also view them in `their documentation `_. -Schedule --------- +Schedule (Deep Learning 1) +-------------------------- +------------------------------------------+---------------------------------------------------+ | **Date** | **Notebook** | @@ -66,7 +66,7 @@ However, we suggest that you also give them a try and run them yourself. There a Tutorial-Lecture alignment -------------------------- -We will discuss 7 of the tutorials in the course, spread across lectures to cover something from every area. You can align the tutorials with the lectures based on their topics. The list of tutorials is: +We will discuss 7 of the tutorials in the course, spread across lectures to cover something from every area. You can align the tutorials with the lectures based on their topics. The list of tutorials in the Deep Learning 1 course is: - Guide 1: Working with the Lisa cluster - Tutorial 2: Introduction to PyTorch @@ -121,6 +121,5 @@ This is the first time we present these tutorials during the Deep Learning cours .. toctree:: :caption: Deep Learning 2 :maxdepth: 2 - - tutorial_notebooks/DL2/Geometric_deep_learning - \ No newline at end of file + + tutorial_notebooks/DL2/Geometric_deep_learning/tutorial1_regular_group_convolutions \ No newline at end of file diff --git a/docs/tutorial_notebooks/DL2/Geometric_deep_learning/paprika.tiff b/docs/tutorial_notebooks/DL2/Geometric_deep_learning/paprika.tiff new file mode 100644 index 0000000000000000000000000000000000000000..8c956f80ef1c698bab332d4f08e495e7fc321d3e GIT binary patch literal 786572 zcmX84Rd-xjwl%mP`k^20Q+JQ9TQ{AVwj~9ln3*FKppZf=OO_dBW|UDTS1u)=0!2f<8fY0FT5}4fvpLW3fXYh6k zeEbAnzXOYJz*jYpih)uA6gps*0*w`ToWLIkkuV5{fIkd^Vc-pcUq9 z2zVkO6b8Qdaf3h<_#?mvFC!or1HJ?ZMnND2Lh*mMPXKrFcud&KnF7HGaKc{k!&M;Bf(Q0>ODSp*@4vs>^7i> 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[418817/418817]\n", - "\n", - "--2022-03-24 16:18:17-- https://raw.githubusercontent.com/david-knigge/uvadlc2-tutorial-1-regular-group-convolutions/main/gcnn-pretrained.ckpt\n", - "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n", - "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 442080 (432K) [application/octet-stream]\n", - "Saving to: ‘./saved_models/gcnn-pretrained.ckpt’\n", - "\n", - "./saved_models/gcnn 100%[===================>] 431.72K --.-KB/s in 0.02s \n", - "\n", - "2022-03-24 16:18:18 (18.0 MB/s) - ‘./saved_models/gcnn-pretrained.ckpt’ saved [442080/442080]\n", - "\n" - ] - } - ], - "source": [ - "# Uncomment the following line if you are running this notebook locally to install the required packages. On Google Colab\n", - "# these packages are preinstalled!\n", - "\n", - "# !pip3 install matplotlib torch==1.11.0+cu113 torchvision==0.12.0+cu113 torchaudio==0.11.0+cu113 -f https://download.pytorch.org/whl/cu113/torch_stable.html pytorch-lightning==1.4\n", - "\n", - "# PyTorch Lightning isn't preinstalled on Google Colab. Let's install it.\n", - "try:\n", - " import pytorch_lightning as pl\n", - "except ModuleNotFoundError: # Google Colab does not have PyTorch Lightning installed by default. Hence, we do it here if necessary\n", - " !pip3 install pytorch-lightning==1.4 --quiet\n", - " import pytorch_lightning as pl\n", - "\n", - "\n", - "# Download an image that we will use throuhgout this notebook in examples\n", - "!wget -O paprika.tiff https://raw.githubusercontent.com/david-knigge/uvadlc2-tutorial-1-regular-group-convolutions/main/4.2.07.tiff\n", - "\n", - "# Download pretrained models\n", - "!mkdir saved_models\n", - "!wget -O ./saved_models/cnn-pretrained.ckpt https://raw.githubusercontent.com/david-knigge/uvadlc2-tutorial-1-regular-group-convolutions/main/cnn-pretrained.ckpt\n", - "!wget -O ./saved_models/gcnn-pretrained.ckpt https://raw.githubusercontent.com/david-knigge/uvadlc2-tutorial-1-regular-group-convolutions/main/gcnn-pretrained.ckpt" - ] - }, - { - "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "id": "3XblvSZl_ie9" }, @@ -224,12 +142,19 @@ "## Standard libraries\n", "import os\n", "import numpy as np\n", + "import math\n", "from PIL import Image\n", "from types import SimpleNamespace\n", + "from functools import partial\n", "\n", "## Imports for plotting\n", "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "from IPython.display import set_matplotlib_formats\n", + "set_matplotlib_formats('svg', 'pdf') # For export\n", + "from matplotlib.colors import to_rgb\n", "import matplotlib\n", + "matplotlib.rcParams['lines.linewidth'] = 2.0\n", "\n", "## PyTorch\n", "import torch\n", @@ -241,22 +166,27 @@ "from torchvision.datasets import MNIST\n", "from torchvision import transforms\n", "## PyTorch Lightning\n", + "try:\n", + " import pytorch_lightning as pl\n", + "except ModuleNotFoundError: # Google Colab does not have PyTorch Lightning installed by default. Hence, we do it here if necessary\n", + " !pip3 install pytorch-lightning==1.4 --quiet\n", + " import pytorch_lightning as pl\n", "import pytorch_lightning as pl\n", "from pytorch_lightning.callbacks import LearningRateMonitor, ModelCheckpoint" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": { "id": "z425x_sC_-U_" }, "outputs": [], "source": [ "# Path to the folder where the datasets are be downloaded (e.g. MNIST)\n", - "DATASET_PATH = \"./data\"\n", + "DATASET_PATH = \"../../data\"\n", "# Path to the folder where the pretrained models are saved\n", - "CHECKPOINT_PATH = \"./saved_models/\"\n", + "CHECKPOINT_PATH = \"../../saved_models/DL2/GDL\"\n", "\n", "# Ensure that all operations are deterministic on GPU (if used) for reproducibility\n", "torch.backends.cudnn.determinstic = True\n", @@ -265,22 +195,50 @@ "device = torch.device(\"cuda:0\") if torch.cuda.is_available() else torch.device(\"cpu\")" ] }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import urllib.request\n", + "from urllib.error import HTTPError\n", + "# Github URL where saved models are stored for this tutorial\n", + "base_url = \"https://raw.githubusercontent.com/phlippe/saved_models/main/DL2/GDL/\"\n", + "# Files to download\n", + "pretrained_files = [\"cnn-pretrained.ckpt\", \"gcnn-pretrained.ckpt\"]\n", + "# Create checkpoint path if it doesn't exist yet\n", + "os.makedirs(CHECKPOINT_PATH, exist_ok=True)\n", + "\n", + "# For each file, check whether it already exists. If not, try downloading it.\n", + "for file_name in pretrained_files:\n", + " file_path = os.path.join(CHECKPOINT_PATH, file_name)\n", + " if not os.path.isfile(file_path):\n", + " file_url = base_url + file_name\n", + " print(f\"Downloading {file_url}...\")\n", + " try:\n", + " urllib.request.urlretrieve(file_url, file_path)\n", + " except HTTPError as e:\n", + " print(\"Something went wrong. Please try to download the file from the GDrive folder, or contact the author with the full output including the following error:\\n\", e)" + ] + }, { "cell_type": "markdown", "metadata": { "id": "2B-vdYs-r4qR" }, "source": [ - "# **1. Group theory**\n", + "## 1. Group theory\n", + "\n", + "### 1.1 What is a group?\n", "\n", - "### **1.1 What is a group?**\n", "To start off, we recap some of the group theoretical preliminaries that we saw in the first lecture of this module. Recall that a group is defined by a tuple $(G, \\cdot)$, where $G$ is a set of group elements and $\\cdot$ the binary group action which tells us how elements $g \\in G$ combine. The group action $\\cdot$ needs to satisfy:\n", "\n", "\n", "1. Closure. $G$ is closed under $\\cdot$; for all $g_1, g_2 \\in G$ we have $g_1 \\cdot g_2 \\in G$.\n", "2. Identity. There exists an identity element $e$ s.t. for each $g \\in G$, we have $e \\cdot g = g \\cdot e = g$.\n", "3. Inverse. For every element $g \\in G$ we have an element $g^{-1} \\in G$, s.t. $g \\cdot g^{-1} = e$.\n", - "4. Associativity. For every set of elements $g_1, g_2, g_3 \\in G$, we have ($g_1 \\cdot g_2) \\cdot g_3 = g_1 \\cdot (g_2 \\cdot g_3) $.\n", + "4. Associativity. For every set of elements $g_1, g_2, g_3 \\in G$, we have ($g_1 \\cdot g_2) \\cdot g_3 = g_1 \\cdot (g_2 \\cdot g_3)$.\n", "\n", "The group can have an action on functions defined on $\\mathbb{R}^2$, which we can instantiate through the *regular representation* $\\mathcal{L}_g^{\\mathbb{G}\\rightarrow \\mathbb{R}^2}$. For simplicity, we write $\\mathcal{L}_g$. It is given by:\n", "\n", @@ -288,8 +246,7 @@ "\\mathcal{L}_g f (\\mathbf{x}) = f(g^{-1} \\cdot \\mathbf{x})\n", "$$\n", "\n", - "Where we write the action of $g^{-1}$ on $x$ as $g^{-1}\\cdot \\mathbf{x}$. This is where the regular group convolution gets its name; because of its use of the regular representation to transform the kernels $k$ used throughout the network.\n", - "\n" + "Where we write the action of $g^{-1}$ on $x$ as $g^{-1}\\cdot \\mathbf{x}$. This is where the regular group convolution gets its name; because of its use of the regular representation to transform the kernels $k$ used throughout the network.\n" ] }, { @@ -298,10 +255,7 @@ "id": "TUcTj5AJ7Eeb" }, "source": [ - "\n", - "\n", - "\n", - "### **1.2 Implementing a group in python**\n", + "### 1.2 Implementing a group in python\n", "\n", "Let's start out with a baseclass in which we outline which functions we are going to need when working with groups in our setting. As we're going to use `torch` in our implementation of group convolutional neural networks, let us implement the group as a `torch` module as well.\n", "\n", @@ -310,7 +264,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": { "id": "WEYv1oILtIKM" }, @@ -398,14 +352,13 @@ "id": "hbsgjnLU7FMz" }, "source": [ - "\n", - "### **1.3 Implementing the cyclic group $\\rm C_4$**\n", + "### 1.3 Implementing the cyclic group $\\rm C_4$\n", "\n", "As an example, let's discuss a relatively simple group; the group of all $90°$ rotations of the plane, otherwise known as the cyclic group $\\rm C_4$. Note:\n", "\n", "\n", "\n", - "* The set of group elements of $C_4$ is given by $G := \\{ e, g, g^2, g^3\\}$. We can parameterise these group elements using rotation angles $\\theta$, i.e. $e=0,g=\\frac{1}{2}\\pi, g^2 = \\pi $, ...\n", + "* The set of group elements of $C_4$ is given by $G := \\{ e, g, g^2, g^3\\}$. We can parameterise these group elements using rotation angles $\\theta$, i.e. $e=0, g=\\frac{1}{2}\\pi, g^2 = \\pi$, ...\n", "* The group product is then given by $g \\cdot g':= \\theta + \\theta' \\mod 2 \\pi$.\n", "* The inverse is given by: $g^{-1} = -\\theta \\mod 2\\pi$.\n", "* The group $C_4$ has an action on the euclidean plane in 2 dimensions $\\mathbb{R}^2$ given by a rotation matrix;\n", @@ -422,7 +375,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": { "id": "b6zm-0-TGvQq" }, @@ -445,7 +398,7 @@ " \"\"\"\n", " return torch.linspace(\n", " start=0,\n", - " end=2 * torch.pi * float(self.order - 1) / float(self.order),\n", + " end=2 * np.pi * float(self.order - 1) / float(self.order),\n", " steps=self.order,\n", " device=self.identity.device\n", " )\n", @@ -458,14 +411,14 @@ " \"\"\"\n", "\n", " # As we directly parameterize the group by its rotation angles\n", - " return torch.remainder(h1 + h2, 2 * torch.pi)\n", + " return torch.remainder(h1 + h2, 2 * np.pi)\n", "\n", " def inverse(self, h):\n", " \"\"\" Defines group inverse for an element of the cyclic group C4.\n", "\n", " @param h: Group element\n", " \"\"\"\n", - " return torch.remainder(-h, 2 * torch.pi)\n", + " return torch.remainder(-h, 2 * np.pi)\n", " \n", " def left_action_on_R2(self, batch_h, batch_x):\n", " \"\"\" Group action of an element g on a set of vectors in R2.\n", @@ -521,7 +474,7 @@ " @param h: A group element.\n", " :return:\n", " \"\"\"\n", - " largest_elem = 2 * torch.pi * (self.order - 1) / self.order\n", + " largest_elem = 2 * np.pi * (self.order - 1) / self.order\n", "\n", " return (2*h / largest_elem) - 1." ] @@ -532,14 +485,14 @@ "id": "KT5ps-bCv16r" }, "source": [ - "### **1.4 Visualizing the group action**\n", + "### 1.4 Visualizing the group action\n", "\n", "Let's play around with the group implementation we have just created!" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -553,7 +506,7 @@ "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -562,10 +515,6 @@ } ], "source": [ - "from PIL import Image\n", - "\n", - "from torchvision import transforms\n", - "\n", "img = Image.open(\"paprika.tiff\")\n", "\n", "img_tensor = transforms.ToTensor()(img)\n", @@ -575,7 +524,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -584,14 +533,6 @@ "outputId": "22879a34-3ce8-4e20-dcb9-7542333e02da" }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/lib/python3.7/dist-packages/torch/functional.py:445: 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:2157.)\n", - " return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n" - ] - }, { "data": { "text/plain": [ @@ -617,7 +558,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { "id": "6zot5CHiyjmW" }, @@ -630,7 +571,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": { "id": "QSIRDdysynzn" }, @@ -646,7 +587,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -660,7 +601,7 @@ "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -683,8 +624,9 @@ "id": "DD0PoQvZKzNU" }, "source": [ - "# **2. Group Equivariant Convolutional Networks**\n", - "As discussed in the lecture, regular group convolutional neural networks consist of three main elements. The liting convolution, group convolution and projection operation. We treat these in order." + "## 2. Group Equivariant Convolutional Networks\n", + "\n", + "As discussed in the lecture, regular group convolutional neural networks consist of three main elements. The lifting convolution, group convolution and projection operation. We treat these in order." ] }, { @@ -693,8 +635,9 @@ "id": "IUsG8tX4E3ds" }, "source": [ - "## **2.1 Lifting convolution**\n", - "First is the lifting convolution, which disentangles features at any spatial location in the input $f_{in}$ under transformations of $H$. You may think of this as registering at all locations, for a given feature $e$, the occurences of transformed versions of this feature $\\mathcal{L}_h(e)$, for $h \\in H$. (Instead of $\\mathcal{L}_h(e)$, we sometimes write $h \\cdot e$ to denote the action of $h$ on $e$.) The lifing convolution thus maps from $\\mathbb{R}^2$ to $G= \\mathbb{R}^2 \\rtimes H$. As a result, our lifted feature map $f_{out}$ has, besides the usual spatial dimensions, one or more additional group dimensions (dependent on the dimensionality of $H$).\n", + "### 2.1 Lifting convolution\n", + "\n", + "First is the lifting convolution, which disentangles features at any spatial location in the input $f_{in}$ under transformations of $H$. You may think of this as registering at all locations, for a given feature $e$, the occurrences of transformed versions of this feature $\\mathcal{L}_h(e)$, for $h \\in H$. (Instead of $\\mathcal{L}_h(e)$, we sometimes write $h \\cdot e$ to denote the action of $h$ on $e$.) The lifting convolution thus maps from $\\mathbb{R}^2$ to $G= \\mathbb{R}^2 \\rtimes H$. As a result, our lifted feature map $f_{out}$ has, besides the usual spatial dimensions, one or more additional group dimensions (dependent on the dimensionality of $H$).\n", "\n", "![intuitionsepgconvs.png](data:image/png;base64,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)\n", "\n", @@ -707,12 +650,9 @@ "id": "HtFnch7LBzGZ" }, "source": [ - "### **2.1.1 Overview**\n", + "### 2.1.1 Overview\n", "\n", - "How do we get our convolution operation to pick up features under different transformations of $H$? Intuitively, it is not that different from the convolution operation as we are familiar with in CNNs. There, we enable the extraction of features at any location by sharing the same kernel over all spatial positions.\n", - "\n", - "\n", - "\n" + "How do we get our convolution operation to pick up features under different transformations of $H$? Intuitively, it is not that different from the convolution operation as we are familiar with in CNNs. There, we enable the extraction of features at any location by sharing the same kernel over all spatial positions." ] }, { @@ -759,7 +699,7 @@ "id": "TKMl7VIgGt-F" }, "source": [ - "### **2.1.2 Implementing the lifting convolution kernel**\n", + "#### 2.1.2 Implementing the lifting convolution kernel\n", "\n", "Let's get to programming. First, we need to define a kernel $k$ which we can transform under arbitrary group actions with $\\mathcal{L}_h$. When working with images, a convolution kernel is generally defined as a set of independently sampled weights $W$ defined over an equidistant discretisation of $\\mathbb{R}^2$ (pixels are evenly spaced).\n", "\n", @@ -773,14 +713,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": { "id": "QrH-DEOsXqsy" }, "outputs": [], "source": [ - "import math\n", - "\n", "class LiftingKernelBase(torch.nn.Module):\n", " \n", " def __init__(self, group, kernel_size, in_channels, out_channels):\n", @@ -838,7 +776,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -875,7 +813,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -887,7 +825,1257 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -948,7 +2136,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": { "id": "uA04UbuuznkV" }, @@ -1017,7 +2205,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": { "id": "UQEptv3nsppj" }, @@ -1044,7 +2232,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1056,7 +2244,1691 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -1103,7 +3975,7 @@ "id": "ZcprC7jZKmJc" }, "source": [ - "### **2.1.3 Implementing the lifting convolution**\n", + "#### 2.1.3 Implementing the lifting convolution\n", "\n", "Finally, we can implement the lifting convolution operation! This class should take as input a feature map defined over $\\mathbb{R}^2$, and spit out a feature map over $\\mathbb{R}^2\\rtimes H$, where features under different transformations $h \\in H$ are disentangled along the $H$ axis!\n", "\n", @@ -1115,7 +3987,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": { "id": "6u2IhBsmS5ST" }, @@ -1176,7 +4048,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": { "id": "1zo13DzN0eao" }, @@ -1196,7 +4068,7 @@ "id": "MUnPWUZw57aa" }, "source": [ - "## **2.2 Group convolution**\n", + "### 2.2 Group convolution\n", "\n", "Now that we have a way to obtain feature maps defined over the group $G$ from input functions defined over $\\mathbb{R}^2$, let's move on to implementing a convolutional layer that fully operates on the group $G: \\mathbb{R}^2 \\rtimes H$. Note that the input feature map at this stage, $f_{in}$, has, besides the usual spatial dimensions defined over $\\mathbb{R}^2$, one or more additional group dimensions defined over $H$. As such, the group convolution operation, $*_{group}$, maps from a function on the group $f_{in}$ to another function on the group $f_{out}$.\n", "\n" @@ -1208,7 +4080,7 @@ "id": "czbreYq_4NCs" }, "source": [ - "### **2.2.1 Overview**\n", + "#### 2.2.1 Overview\n", "\n", "Since the input to the group convolution layer now contains additional group dimensions; $f_{in}: \\mathbb{R}^2 \\rtimes H \\rightarrow \\mathbb{R}$, we need to convolve it with a kernel $k_{group}$ that is also defined over the entire group; $k_{group}: \\mathbb{R}^2 \\rtimes H \\rightarrow \\mathbb{R}$. This is in contrast to the lifting convolution, where $k_{lifting}$ was only defined over the spatial domain $\\mathbb{R}^2$. You could think of this kernel $k_{group}$ as a stack of spatial kernels, a separate one for each group element $h \\in H$. Importantly, since $k$ is now *also* defined on a grid over $H$, the group $H$ now also has an action *on* this $H$-axis of $k$. For example, in our case of $H=C_4$, elements $\\theta \\in C_4$ now not only have a rotating action on the spatial domain of the kernel, but also a translating action along the group axis. Hence, applying a group element $\\theta \\in C_4$ leads to a twist-shift of the $k$ along the group axis. See below! (Remember $H=C_4$ is periodic)\n", "\n" @@ -1248,20 +4120,19 @@ "id": "1f-uYXfW4Duc" }, "source": [ - "### **2.2.2 Implementing the group convolution kernel**\n", + "#### 2.2.2 Implementing the group convolution kernel\n", "\n", "Again, let's define a kernel $k$ which we can transform with the group action. Now, our kernel grid is not only defined over $\\mathbb{R}^2$, but additionally over $H$.\n", "\n", "Notes:\n", - "* Since the grid over $H$ is made up of elements $h'\\in H$, transforming the grid over $H$ with (another) group element $h \\in H$ comes out to applying the group product of $h$ with each grid element $h'$.\n", - "* Because we are working with semidirect product groups $\\mathbb{R}^2 \\rtimes H$, we can transform the $\\mathbb{R}^2$ and $H$ dimensions of our grids separately before combining them into a shared grid over $\\mathbb{R}^2 \\rtimes H$!\n", "\n", - "\n" + "* Since the grid over $H$ is made up of elements $h'\\in H$, transforming the grid over $H$ with (another) group element $h \\in H$ comes out to applying the group product of $h$ with each grid element $h'$.\n", + "* Because we are working with semidirect product groups $\\mathbb{R}^2 \\rtimes H$, we can transform the $\\mathbb{R}^2$ and $H$ dimensions of our grids separately before combining them into a shared grid over $\\mathbb{R}^2 \\rtimes H$!" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": { "id": "QH2KrJgN-yxu" }, @@ -1364,7 +4235,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": { "id": "kGTgeGAG7IEy" }, @@ -1389,7 +4260,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1401,7 +4272,1257 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -1444,7 +5565,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1456,7 +5577,899 @@ "outputs": [ { "data": { - "image/png": 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" ] @@ -1500,7 +6513,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1512,7 +6525,3717 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -1570,7 +10293,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": { "id": "5mjhcKcfJyNB" }, @@ -1644,7 +10367,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": { "id": "oZgu4yJIHbAN" }, @@ -1660,7 +10383,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1698,7 +10421,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1710,7 +10433,2216 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -1771,7 +12703,7 @@ "id": "cKVQA_-sNB3C" }, "source": [ - "### **2.2.3 Implementing the group convolution**\n", + "#### 2.2.3 Implementing the group convolution\n", "\n", "The next step is implementing the group convolution operation. \n", "\n", @@ -1782,7 +12714,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": { "id": "E_g-SBUkG_rK" }, @@ -1856,7 +12788,7 @@ "id": "8IRSRZjOZBq8" }, "source": [ - "## **2.3 Projection to obtain invariance and tying everything together**\n", + "### 2.3 Projection to obtain invariance and tying everything together\n", "\n", "Up until now, our feature maps equivary with the group action of $\\mathbb{R}^2 \\rtimes H$; our feature maps are defined over $\\mathbb{R}^2 \\rtimes H$. Usually in a CNN, a series of convolutional layers build a representation, which is followed by a (number of) linear layer(s). To create a GCNN using our lifting and group convolution operations that is fully invariant to the action of the group, we must apply a projection operation invariant to the action of the group to our feature map, to reduce its dimensionality from `[batch, channels, num_group_elem, spatial_1, spatial_2]` to `[batch, channels]` or even . The representation that we obtain then is fully invariant to the group. This representation is pushed through a final linear layer to yield a classification.\n", "\n", @@ -1868,15 +12800,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": { "id": "mqM8mW7kKjv5" }, "outputs": [], "source": [ - "from functools import partial\n", - "\n", - "\n", "class GroupEquivariantCNN(torch.nn.Module):\n", "\n", " def __init__(self, group, in_channels, out_channels, kernel_size, num_hidden, hidden_channels):\n", @@ -1939,7 +12868,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": { "id": "NQrW1_m9Izhl" }, @@ -1992,7 +12921,7 @@ "id": "JqF52R6DyWFx" }, "source": [ - "# **3. Experimenting with our implementation**\n", + "## 3. Experimenting with our implementation\n", "\n", "Note that for ease of model training and tracking, we additionally make use of `pytorch-lightning`. Although the specifics of this package aren't the focus of this tutorial, if you'd like a refresher please have a look at this excellent [Deep Learning 1 tutorial by Phillip Lippe](https://uvadlc-notebooks.readthedocs.io/en/latest/tutorial_notebooks/tutorial5/Inception_ResNet_DenseNet.html#PyTorch-Lightning).\n", "\n" @@ -2004,14 +12933,14 @@ "id": "cw9pCZwDoviz" }, "source": [ - "## **3.1 Generalization to the group action**\n", + "### 3.1 Generalization to the group action\n", "\n", "To show the generalization capabilities of regular group convolutional networks, we will train this model on the MNIST training dataset, but evaluate it on an augmented version of the MNIST test set in which each image is randomly rotated by a continuous rotation between $[0, 2\\pi]$." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2067,100 +12996,6 @@ "outputId": "1f1824a7-674f-44e1-d491-5c686c034555" }, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\n", - "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to MNIST/raw/train-images-idx3-ubyte.gz\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5e40eff46555437aa10290cd44b0d535", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/9912422 [00:00\n", + "\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " 2022-04-05T12:58:17.083169\n", + " image/svg+xml\n", + " \n", + " \n", + " Matplotlib v3.3.2, https://matplotlib.org/\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "\n" + ], "text/plain": [ "
" ] @@ -2266,7 +13677,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": { "id": "8ObxVDML_K3D" }, @@ -2337,7 +13748,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": { "id": "SH1NiqrHAgPp" }, @@ -2357,7 +13768,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": { "id": "9z-E3CELADja" }, @@ -2410,7 +13821,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2437,25 +13848,30 @@ "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", - "/usr/local/lib/python3.7/dist-packages/pytorch_lightning/trainer/trainer.py:907: LightningDeprecationWarning: `trainer.test(test_dataloaders)` is deprecated in v1.4 and will be removed in v1.6. Use `trainer.test(dataloaders)` instead.\n", - " \"`trainer.test(test_dataloaders)` is deprecated in v1.4 and will be removed in v1.6.\"\n", - "Missing logger folder: saved_models/cnn-pretrained/lightning_logs\n" + "GPU available: True, used: True\n", + "TPU available: False, using: 0 TPU cores\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Found pretrained model at ./saved_models/cnn-pretrained.ckpt, loading...\n" + "Found pretrained model at ../../saved_models/DL2/GDL/cnn-pretrained.ckpt, loading...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0,1]\n", + "/home/phillip/anaconda3/envs/dl2020/lib/python3.7/site-packages/pytorch_lightning/utilities/distributed.py:69: UserWarning: The dataloader, test dataloader 0, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 16 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.\n", + " warnings.warn(*args, **kwargs)\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f0f0317bb8d24b83a4630adbf69d6c92", + "model_id": "c162ce36a0fe4c1d8c31164030db7a4f", "version_major": 2, "version_minor": 0 }, @@ -2491,7 +13907,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2518,25 +13934,22 @@ "name": "stderr", "output_type": "stream", "text": [ - "GPU available: False, used: False\n", + "GPU available: True, used: True\n", "TPU available: False, using: 0 TPU cores\n", - "IPU available: False, using: 0 IPUs\n", - "/usr/local/lib/python3.7/dist-packages/pytorch_lightning/trainer/trainer.py:907: LightningDeprecationWarning: `trainer.test(test_dataloaders)` is deprecated in v1.4 and will be removed in v1.6. Use `trainer.test(dataloaders)` instead.\n", - " \"`trainer.test(test_dataloaders)` is deprecated in v1.4 and will be removed in v1.6.\"\n", - "Missing logger folder: saved_models/gcnn-pretrained/lightning_logs\n" + "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0,1]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Found pretrained model at ./saved_models/gcnn-pretrained.ckpt, loading...\n" + "Found pretrained model at ../../saved_models/DL2/GDL/gcnn-pretrained.ckpt, loading...\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "24669b5afaf34157a877b9427b751333", + "model_id": "0460e45947d9448ba98b6974b62ae2b8", "version_major": 2, "version_minor": 0 }, @@ -2564,7 +13977,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2581,7 +13994,7 @@ "" + "\n" ], "text/plain": [ "" @@ -2611,7 +14024,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2662,14 +14075,14 @@ "id": "9zVYhqtr48YA" }, "source": [ - "### **3.2 Inspecting the created feature maps**\n", + "### 3.2 Inspecting the created feature maps\n", "\n", "To better understand what happens inside our CNN and GCNN as we rotate an input image, let's visualize a single channel of a feature map in the second layer of the network for different rotations of an input image." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2681,9 +14094,503 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" + "
" ] }, "metadata": { @@ -2693,7 +14600,7 @@ } ], "source": [ - "train_ds = torchvision.datasets.MNIST(root='', train=False, transform=None)\n", + "train_ds = torchvision.datasets.MNIST(root=DATASET_PATH, train=False, transform=None)\n", "\n", "# Get an image from the test dataset.\n", "digit, label = train_ds[123]\n", @@ -2701,6 +14608,7 @@ "# Turn it into a tensor\n", "digit = transforms.ToTensor()(digit)\n", "\n", + "plt.figure(figsize=(6, 6))\n", "plt.imshow(digit.squeeze())\n", "plt.title(f'Label: {label}')\n", "plt.show()" @@ -2708,7 +14616,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2720,7 +14628,1730 @@ "outputs": [ { "data": { - "image/png": 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xs8PjJa9dJf1W0V97Z7dtr1AIGHOQBXmDrAo9d5j4aXsdJd2g6PbnJxWtSbyuTXuEQrWbolvoF0s6XNJRof411kCtEZL+q+iv7OdLOiaEsKBtu4QCdZqigtLvKqod1ahP5EC7d6Si2+bnK/oI568FbkdH4zDmIAvyBlkVdO6w1AsAAAAAAKBINeuOHzM7yMymm9lMM7ugpTqF4kfuIAvyBlmRO8iCvEFW5A6yIG+QBXmDxsh8x4+ZlSr6BKH9FRWRfVnS8SGEqS3XPRQjcgdZkDfIitxBFuQNsiJ3kAV5gyzIGzRWWTPO3VnSzBDCLEkys78rWqddb5J1tE6hXF2b8ZDIV8v06eIQQt9GHt6k3CFvitf6zBuJ3ClWq7RCa8Jqa8IpjDmQxJiDbBhzkBVjDrJo4phD3uD/W9eY05yJn4GS5ubEH0jaZV0nlKurdrF9m/GQyFePh7veb8LhTcod8qZ4rc+8kcidYvVSeKKppzDmQBJjDrJhzEFWjDnIooljDnmD/29dY05zJn4axczGShorSeXqsr4fDkWCvEFW5A6yIG+QFbmDLMgbZEXuIAvyBs0p7jxP0uCceFC8zQkhTAgh7BhC2LGDOjXj4VBEGswd8gZ1YMxBVow5yIIxB1kx5iALxhxkQd6gUZoz8fOypOFmtqmZdZT0NUkPtEy3UOTIHWRB3iArcgdZkDfIitxBFuQNsiBv0CiZl3qFEKrM7GxJj0kqlXRTCGFKi/UMRYvcQRbkDbIid5AFeYOsyB1kQd4gC/IGjdWsGj8hhH9K+mcL9QXtCLmDLMgbZEXuIAvyBlmRO8iCvEEW5A0aY70Xd0b9jp72kYtP7fGBiw/f++jUOdUz31uvfcI67LyVC0tnzHFx9ZLPWrM3AAAAAAA0qDk1fgAAAAAAAJDHmPgBAAAAAAAoUkz8AAAAAAAAFCkmfgAAAAAAAIoUxZ3Xk7LNKlLb3rm8h4tP6XGzi0fefLaLK959scX7hcabM253F1/2jb+6+M9fPcyf8AbFnQHkt9INNnBx9aeftlFPAAAA0Fq44wcAAAAAAKBIMfEDAAAAAABQpJj4AQAAAAAAKFLU+GkhJeXlLj7y4cmpY07t8UFii7lo2DWzXFwVQov0DdmsHfG5i+eu7e3iVf26uLhTWfrXKVRVtXzHAKCRSnv42nJL9610cYflNalzOj768nrtEwAAAFoXd/wAAAAAAAAUKSZ+AAAAAAAAihQTPwAAAAAAAEWKGj8t5H9Xbe3iU3s8nz5m7WoXn3HuuS7u/NGrLd8xNEpJ9+6pbTWLO7n48G5vu/jqow5wceW/qlu+YwDQHB07uHB1d//3nl1+kq7n89i2u7t44BXp1zMA7ZBZalPZwAEurunT08dvTF2vXQIANA53/AAAAAAAABQpJn4AAAAAAACKFBM/AAAAAAAARYoaPxktO25XF1+2z50uTtbzkaSzT/uuizs/NrnlO4ZMrDQ9B9qx/woX9yv1vy4lq/w5pT17pNqoXvJZC/QOSKvaZwe/IV16QR2fm+LimlWrmvw4pT18XtdUDnFxeMXXvkLbKu3b12/ou4ELl27md5eV1KTaeO7s37l495LzXbzJ3R+5uHrGu+mOhNBAT5FvVh22s4u3uui/Lr56wAtNbvOtNWtd/PUbv+/iwZdRPyqfWZm/7pl+/XapY/r099c5m/T048NbT+/m9z/yeaqNsulzXVy9+OMm9RMAWltyfAw1/rqntEc3v786fb1Vs2xZy3dsHbjjBwAAAAAAoEgx8QMAAAAAAFCkmPgBAAAAAAAoUkz8AAAAAAAAFCmKOzdS2WYVLv7eL2538ZFdF7t4j4vOS7Wx4WNNL4yI1lG9dHlq2+pPOru4k3VwcemqRDVda4F5VEtX6LUy/7ir99naxR0/W+OPf2Vqqo1QVdX8vqFVrTrcF1r96ERfEPPN3Se4uKSO6s53r/CFfX/8zLEuHnG9bzO86otBS9LyfTZ38cIdSl1c8UrqFKwnJV26uPiTo7dJHbN4O19c8CtjXnLxLqW+GPc3eqU/ZKBniS9I+NpZV7t47z2Pd/FHi9IFXytPfdPFjEEtx3bcMrXtvSO7u/iGr9/g4hEdljbYbs8SnwuTV5e7+OiZBzfYxrcGPOviQ7v419bXz/C5NGqLsak2hp7weoOPg/UjWay0y5P+NeT5iqtS51Qn4kFlfvx4Y9DDLr7iS+k8eu3pES4efu37Lq6aN7/O/gJASom/Ti3t1jV1SPVS/5pYOrLSxSsrerq4pmP6GnvR1n68XDXAX+d06u2vsdcsSPejpI//MKgO0/17zyGXtuwHIHDHDwAAAAAAQJFi4gcAAAAAAKBIMfEDAAAAAABQpKjx00gdbvbr9I7u+qmLh91/losr/0w9n0JiJem1m+Xz/a/HvSt6u3htv7UuDp/7HMmipHPn1LYPbqtw8YnDn3Lx4wu3cPHM13ZKtTHsb34ta3g9XcsFbcc6dUptO+aKx1x8Zq/3XLzTq1938ZLZvVJtVG75gYvfOOiPLn57H/+433j8tFQbHRf5tdI3fM3XDvnVz33NKbQc226Ui6d/y9fO+MUB/0ids6rG1wS7buZeLv5ksa8Fc/ucMak2KsfMcvHdw3yNjl+OuNfFy4anx61bn9zNxSv38a+Z1PzJrmTGnNS2fq/6Wlynlfjf5aknX9vkx9mmo6/Ps/CGTV3c428vps4Z38u//nx/nH99mnHcdS4et8ODqTZu06Am9RPZNVTT55yBT7j44g/3T7Xx7IO+xld1J19nbMhu/nXoqP5vpNoYcehCF9+7eG8XD/zTMhfXLPMx8s+H39/dxUu3WFvPkV/Y+Cl/vbHBm/51o3rK9OZ3DEVn7X47uHjVhv46aMmwOu5z2c6/Lxo95F0XH7/hXS6esWbjVBO9Sle4+MtdP3Hx6uBzfmF1+rrnweW+Zt/gnXwbEx490p8w+a1UG03BHT8AAAAAAABFiokfAAAAAACAIsXEDwAAAAAAQJGixk8dlh23a2rbdRW/dfHHNb4mTOXE5td3Qdupq95E3zf9tiXVXV3cocsaF1vHjumGV61qUj+m/2ar1LbJO/7eNxn8+vkZK/y60/Ff/XuqjX3Lz3fxiB93cXHNypVN6mexKB22aWpb9buz/YbE//f6UFfuJGv6lJqfp+95XQ8X9330pVQbyZ4fcfi5/pwf+VouMw/19Xvq8lF1+8yV1pCstzHz6/45fuKI37j40JdPT7XR9WFfw6ffcx+5eKM5vr5XyYa+dpkkTR3ux5SFm/rXt9PuOdvFPUb4NemS9PtRd7r4D0/u62Jq/mRXvXRpalvn+ya7eM0h6VpvuYY9Mja1rdM8Pw5N+fY1Lh7+3akuXvh3X49DkqqXfObiyp/6ei4X7bONiy/o83Kqjd99/6su3viq51PHIANL1zKccaOv0fb7/r5u2HlTjnXxxj9JNztkxisuDtXVLi4dsZmLrznu8FQb13zTv/Y8fsAIf8DjA3389jvpjtRUp7dhvXn3Nl/bKVmv6yvd/LVrZ6vjGjnpUB/OWOuvoV9eNSR1Sqn5K50LnzjaxSMvfd/FVR/6elLIMyWJ15U6fq9nXelrCO62l7+uuWTAP13ctY46rrOrfD52NX8NctaM4108/xN/PSZJa1f6Ni5c6GsLVZf73Kwpr0m1UXGf31a+0F9jl872Nf2aO8pxxw8AAAAAAECRYuIHAAAAAACgSDHxAwAAAAAAUKQarPFjZjdJOkzSRyGELeNtvSXdIalC0mxJXw0hfFpfG/mubON+Lh73y5tTx1SU+ZooW433NQ4GT27+GvRkfQfr3Dl1TFjj68qE1aub/bjrS6HnTskavzazsuOHLh7Q29dZqB5ZkW7kxTfX+RirE3UYDtr5v6lj+pT62kKb3udrM2z4ml8Pe+hB6bo1vzjgLhf/YbKvodDrLy+ss5+tqTXz5sGn705tG3nzWS4edo2vg1P10WJ/QgvUFQifp2uEnf7BaBePH/Ssi68e/0cXn3fymak2Sie95uLyB30dkBWTfD2YYVel637MPHhCHT3OT4U+5oQdR7p46PZzXXz5hwe6uMuj/vmTpL53+7XuNZ/7GgklPbq5eOHBm6TaeHZPX0vosZW+RsdGr/ixsdfEVBO6/eZdXHxtxb0u3v3677u4cqyvEyKpVeprSYWfN5JkO4xy8V/38zVTjpt1gIs3//70VBslPXw+zT7Z1xq4ecgkFx/Wde9UGzXLlvk4Uefukev3dPEl49KveUu3WOvijVNH5I9Cyp3SyqGpbRv19dcx3Uv8a9HS6b4GWPmW6d/JHtPf9RsSr4nV03w9noGT0uPWf77sa/pM2Pw2Fx9+2vdcPPyswq7nU0h5I0lzL9w9tW3KmKtdXCZ/LXrRIn99m/zdl6Tlg3182MG+VuFO3XytwxO6+5p1dfnakeNd/O8D/HupS392Suqc7ne82GC7+aLQcqchJd0T48Gmvp7X9NN6ps6ZePD1Lt6r3O8/6h1f5+l/CzdKtVH6un/cXjP9mNJtrh8Lh02dnWoj+Z489b49+Po91Z+l6/NZqf+9qVnP9Q4bc8fPREkHJbZdIOmJEMJwSU/EMZA0UeQOmm6iyBtkM1HkDppuosgbZDNR5A6abqLIG2QzUeQOMmpw4ieE8Iyk5Ed2HCnplvj7WyQd1cL9QhEgd5AFeYOsyB1kQd4gK3IHWZA3yIrcQXNk/Tj3fiGEBfH3H0rqV9+BZjZW0lhJKleX+g5D+9Go3CFvkMCYg6wYc5AFYw6yYsxBFow5yIoxB43S7OLOIYQgqd6F+CGECSGEHUMIO3ZQp+Y+HIrIunKHvEF9GHOQFWMOsmDMQVaMOciCMQdZMeZgXbLe8bPQzPqHEBaYWX9JDVfbymNTx/nilvt3ThdavXTxVi7e9KbZLs5SimnGDb7w2X7bTnXx+EFPp865bokv3HvXBb7YZ7J4ax4qmNzpMvszF9/+caJYaeXtLh472BcflKRuDdSLW9vVz72O7ZN+zleHxPxsmR/PN/qHL+a6qNoX+ZSkVaM6uHjxdr6NDR/t6+LqRYvq7nDbWS95c+PSQaltb59yjYtLTjEXf+nM013c+f7m/86FOoq5Pf7Gdn5DorjzqA4dXTzgVzNTbSy4wLdR8qwvNp4s5tppnm+zLj1L/DGrDtvZxeUP5d0YVDBjzpqe/v/2kH7TXHx8D18Id/T26d/1j3f2RVLLPvUv81XdfQHDi/ZJFzgvNZ/zl/7ryy6uvNsXYq6x9N+Qnn1wRxdXf+ffLu7T34+vZQMHpNqo+mBealsrKpi8kaTpZ/iiklt29B/8sOjXvkB3+bL072nNCl/M+cdz/GqBOzb7V3O6KCldzLVI5WXuvH90usDpa9v4Ar0lib8HTzrOF3p//HCfR5J06R5+fBhxwVsurlnp8yr5oQOS9Miv93Lx8Ze/7OKJB/ti5adeeUaqjc1+nD8fUpFRXuaNJP3t1KtS28rkrysr7/AfMFH50zdc3GdV+vnpk4jfvtDHUzoMd/Gf9vpKqo3gX640+nf+wntcH5+Pw3/921Qb55/piwGvPcWPp1WzZqfOyTN5mztJydf6ucdVuLj7Af6DdB7c/P9SbXQwXzS58pYfuHjobb6u9WZz3m+wX9VL04WX3f4GW5CU+DCDxqjr+n99ynrHzwOSToq/P0nS/S3THbQD5A6yIG+QFbmDLMgbZEXuIAvyBlmRO2iUBid+zOx2SS9IGmFmH5jZqZKukLS/mb0jab84BhxyB1mQN8iK3EEW5A2yIneQBXmDrMgdNEeDS71CCMfXs2vfFu4Ligy5gyzIG2RF7iAL8gZZkTvIgrxBVuQOmiNrjZ+ictm+6RoHSc+ev6uLO8x7tcmPUzHZrxn958Ab6jkyUlpH3YQze73n4utO9PWIhjzY5G6hHtVTZ7j42TlbuvjUvs+4eMmw0lQbPXv08G0m1pCWf+zXdq4K6V/J6WvXujhZs6Pmc7+mtO9z6aW918306+e/MuYlF0/5s19HXRr8+llJ0hrfj4bWwxaCu7dI1zz47d/3c/G00RNdfP3VvibC2au+m2qj42OvpLY1VeVpvsbBmZP3cPF1A59z8c1DJqXaKL3d5+gx7/qf7coh/3BxRVn6Ux6W1vj8+u+abjVjWPcAACAASURBVC7e6iJfd+adh1JNoJE6PelrMN36jq8rdsqOfv97R01ItbE6+N/T6Wv9yvQtOvi6DHUZce95Pk7W7EiuSS9Jj33VnXwdsUFlPm826ek/jXZFn/Tvotq2xk/eKikvT227cq87XXzcjGNc3Jj6fzWjt3bxXUNvdnF1vaVmG++wg19q8JiNn0rnE5pu3gW7u/j5M3+XOqaT+evSI945yMVT523s4mf39DXwJOmQL//exbuWJMaPH/jXiJo66mBs+IS/tj3sb75mx4yTrnfxbnv52oaS9MF+O7i4w+NNv05H3bbqmH7deHilH9NHXOpr0lVnqHeSFNaucXHZEw0/p68c4uu2bvWtvV08aayvWyVJdw97xMePbuDi//u5n2vpfkcDBTwhSSrts2Fq2ztn+efn+EN9bdO9uv3PxXd95n+vpXRNsOFPzHJx1YcLm9TP9qTZn+oFAAAAAACA/MTEDwAAAAAAQJFi4gcAAAAAAKBIUeNHUnWwBo+xJq5tn3HDTqltDdX0mZJYy3ru6enaIZ+d6euqvLn7RBcftM9YF5c9yRrnrEoT9Xn0uo8rdvHPV/V2y5r8GDUdfO79dt6BqWNu3+wxF1d19zU7Snr4ddZhTrouxieLR7m425DVLn73eL8Ot8es9LrcTst83Z8eT/gaSNWffpo6pxAN/6n/Hbvx4UEuPrXHBy6+5oY/pto46TJf42DDP7/Q7H7N3tnX8xp2w2ku3m/bqalzxg961sV3bPavxBG+ps8pc8ak2njnjyNd3O80X4shuTb+EG2fagONE6p8fZ5BJ8x28c6/8Xl10M6+doYkje3j18uvCr42w/Gz/Bgz7ZHKVBsjfv+ai+uqyZGrdMRmqW1DdvO/J2+s9mPOW0/7umIVbzT/d6S9WLPHqNS2o7s+7+IL3vbj1nD514XqMenf0wG/mumPSdR6O/2D0S4On/sxqS7WoaOLd+r2jotnrE3n1gZv+teS6tQRqMuag/x154HH+jokly/aLXXO2N7/cfGMSf53ecSE2S4+/OAfpto4+we+Tub0L1/n4m3n+2vZQb9K/64na3IMvc3XWDlqdz9uXVWRrs15woa+LlCHZO2xGjKpJd00348H1UsSdVUS//8lXdM1BBuSHGNCsr5cHarmzXfx4F/4+JuPnZ46Z8bJvtbV/4681sVrL/U11C4cc3Sqjc2/72vwNfS62R5UjRic2rb93tNdvFEHf8199l/8te3ASen/x56T/NiWygrz763WHJCuE1Sy1r+xX7WhnxLpsMK//nX6p6+7Wai44wcAAAAAAKBIMfEDAAAAAABQpJj4AQAAAAAAKFLtssZP6agRLt6p3K+Nv3P5wNQ5HZ55y8XJkj9W5v8r66q3kZSspzH/J8Nc3HFSej3hkkN2cXHJDon6RA2XK0IjVS9f4eJeM/16zxU1Pgs27/dRqo3VQwb4DW/7tawd/+VrME3bIb0GX2f5Gj8X7XOfi695za817vfI+6kmOs3p5OJv7DPZxSsP83UYqmrSc8Kv/cyvkS2Wmj5JVbNmu/je7Ya4+FdXHebiy/ZJ1xp47pI/uHjz7c9yceXERG2MyX58aYzK0/z4MLcsPZwf1nnvJrVZs2JFaluPGr+WWqf1a1KbaILgx5SalStdPPysl1w89ZB0Lbmzum7j4vKP/er3ZF2xQf9K19uoCesuapesDzNnTHnqmLP7P+jiK+Yf7OJNHmm4PgzqUcfTU5PY2KtiiYuT9V+uHp+uTTYqUY8n6fE3fL2vyqqGax6s3WsrFx/bzY8nty3z46skVU+ZntqGtNINfB2ctd386/Yz1/jrxaXpUlzqcoSvVbg6Uf+v5uNPXLzRvel6G5dsf5SLTzjyehdvcbCvB/jxq+l6Gx0fe8XFNsfXZfnfwk1c3HWz9MXukmH+5+/VrauLq5f66y+0rKVf39XFw7/r3wfdPGRSk9tM1hV7/I3tUsckr4UaVMf1VqW/JNYer53j4lsu/L2LZx4xPtXGjWN8XbX7D93Zxclry/bg/YM7p7b9eoCvC/nDWce4eNM7Frm4epqvC1eXknJ/DTLnPH+NkhyDJOkHA/17q3Lz10oTFvvr50cP9eOpJI34oc+lmmTduwaupdoCd/wAAAAAAAAUKSZ+AAAAAAAAihQTPwAAAAAAAEWKiR8AAAAAAIAi1S6LO3+6tS+IV9nBF4X688ebps4Ja9ektuWyzr6A1fhBT6eOKTU/z7bggqF+/9OvrfMxJKlyyw9cfPcK/7N0fG6Ki305YjRJTbULyz9e6+KL5h/i4vuG+0JhklR5whkuHn61L4xb9eFCFw/5fToHRgw408UvHumLzB047jcuHr3P2ak2Rg6c5eKhHbq5+Kd9fYHXPa45P9XGwEefT21rD2pW+WKWlWf4KoDXHnds6pwOv7jdxTOP9IUAPz7cF4AbM+GHqTY2vWm2i6vmzU8dkytUVaW3LVu2znMao7RXTxd/a8CzzW4TLaPTP9NFLTvVcVxTlW3sx6mP9/WviQf/6BkX79ktXYz3meWbu/i1p/2HKgyb7ost+tEW61L25KupbVs/f7KL3979FheX3uSvP6rDugs5S9KZ8/ZwcZOLqEoKDXzgRKnlX/HLQpH8gIUe/5rmD+jYwYV9N9ow1cbyQ/2I0buPf82wIf7DTmrem5tqo2xZqYunrfXXSskiqj9bOzbVRkNKX+/u4tk71ZG/2/nizRRzbjnnzk9/8Mj3Bv3bxdtcudzFPUr8e6vZVf7DCiTpx3N8YfC7hj7u4vGDEtcbyVjSmZP9ODV75+Z/cMCGf/bXxGfP/a6Lr7khXRz/1B7+/dlvL9/PxZt+rdndynsl2/oPANhq73Rh5m07+TFnzgu+KHbF9ESl7boep0sXF0//tf8QgelfTj8/SclxakQHP45dN9B/EMHiI55ItfGlAd9x8cCvznRxQ3MHbYE7fgAAAAAAAIoUEz8AAAAAAABFiokfAAAAAACAItUua/x8+KV1VxN46JFdUtsq9EIdRzbNMe/69Z4lz765zuNXHb5zatsDlVe7eNtH/brTylWvZOwdGtLhcV9X4YX9/ZrnZ471dS8k6aGv/9bFJ77ta+f0vM3X+EnWk5GkET96y8W71pzn4nEH3OviSXtek2qjX6mvQbU6+OpPu1/n+zXoivZZzyeL7ne8mNp2y8tfcvHfbvZrzn9XcbeL3zo9/Zxdeoxfs/zs+bu6OFkao8MzPk+kpq8vLikvT22bPm4LFx/a5SkXv7XGr5NGfint0WOd+8OQAalt75zga8clx7G1wf/NaOz/Tki1sexfG7t4+B2zXVy1+ON19gtNs9Gtfoy/bqSvy3Rmr/dcfPoHo1NtPP6Gr8+QpaZP2UCfT7v+Lj0+5rrwiaNT2yrVcI0HpDVU0yZZZ1KS7pnkr3d/evB9Lh6/x5dd3PfDRak2qjbw9eWStTKmrfH7V22YfuvRLREnf5ZeM/11e1dL17QbPeRdF88dWenbnOrriqHx3rpkm9S2X4/39XY6mb9+GPVnX29y6ITZqTaqFvhr4P1Hn+Li/lf45/TmIZNSbVw38DkXD7vhNBdnGceSOj7m31udce65qWOeus7Xcpwy+mYX3zxtsIvv3mKjZvcr35Qs/szF73/WO3XMB1W+FlTpal8Izkr9+KGSdKG46Vf46+Nk7dPblvnXv0ue9LWkpHRtsuQ4pir/uM8e5h9Dkk4c/pKL/7mPv/ZP5k0+4I4fAAAAAACAIsXEDwAAAAAAQJFi4gcAAAAAAKBItcsaPw3pNnf9tHvlEL92+pz+X3VxzdJlLu77o1mpNt5e08nFI673tUMSZT+wHm32Y1/36eRup6WOefDQ/3PxwT/ydYCenefrtpROei3VRs3KlS6uPM/XGpp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" ] @@ -2757,7 +16388,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "metadata": { "id": "CKb8lCNjbJ9L" }, @@ -2795,7 +16426,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2807,7 +16438,1724 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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N1aeQuDz/jJ/x/gOOoFk+CmVuZHN0cmVhbQplbmRvYmoKMjkgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAzOTIgPj4Kc3RyZWFtCnicPVJLbgUxCNvPKbhApfBNcp6p3u7df1ubzFSqCi8DtjGUlwypJT/qkogzTH71cl3iUfK9bGpn5iHuLjam+FhyX7qG2HLRmmKxTxzJL8i0VFihVt2jQ/GFKBMPAC3ggQXhvhz/8ReowdewhXLDe2QCYErUbkDGQ9EZSFlBEWH7kRXopFCvbOHvKCBX1KyFoXRiiA2WACm+qw2JmKjZoIeElZKqHdLxjKTwW8FdiWFQW1vbBHhm0BDZ3pGNETPt0RlxWRFrPz3po1EytVEZD01nfPHdMlLz0RXopNLI3cpDZ89CJ2Ak5kmY53Aj4Z7bQQsx9HGvlk9s95gpVpHwBTvKAQO9/d6Sjc974CyMXNvsTCfw0WmnHBOtvh5i/YM/bEubXMcrh0UUqLwoCH7XQRNxfFjF92SjRHe0AdYjE9VoJRAMEsLO7TDyeMZ52d4VtOb0RGijRB7UjhE9KLLF5ZwVsKf8rM2xHJ4PJntvtI+UzMyohBXUdnqots9jHdR3nvv6/AEuAKEZCmVuZHN0cmVhbQplbmRvYmoKMzAgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAxMzMgPj4Kc3RyZWFtCnicTY9BEsMwCAPvfoWegLEB8550ekr+fy2QNu4F7YyAkYYwCDxiDOswJbx6++FVpEtwNo75JRlFPAhqC9wXVAVHY4qd+Njdoeyl4ukUTYvrEXPTtKR0N1Eqbb2dyPjAfZ/eH1W2JJ2CHlvqhC7RJPJFAnPYVDDP6sZLS4+n7dneH2Y+M9cKZW5kc3RyZWFtCmVuZG9iagozMSAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDI0NyA+PgpzdHJlYW0KeJxNUbttRDEM698UXOAA62t5ngtSXfZvQ8kIkMIgoS8ppyUW9sZLDOEHWw++5JFVQ38ePzHsMyw9yeTUP+a5yVQUvhWqm5hQF2Lh/WgEvBZ0LyIrygffj2UMc8734KMQl2AmNGCsb0kmF9W8M2TCiaGOw0GbVBh3TRQsrhXNM8jtVjeyOrMgbHglE+LGAEQE2ReQzWCjjLGVkMVyHqgKkgVaYNfpG1GLgiuU1gl0otbEuszgq+f2djdDL/LgqLp4fQzrS7DC6KV7LHyuQh/M9Ew7d0kjvfCmExFmDwVSmZ2RlTo9Yn23QP+fZSv4+8nP8/0LFShcKgplbmRzdHJlYW0KZW5kb2JqCjMyIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggOTAgPj4Kc3RyZWFtCnicTY1BEsAgCAPvvCJPUETQ/3R60v9fq9QOvcBOAokWRYL0NWpLMO64MhVrUCmYlJfAVTBcC9ruosr+MklMnYbTe7cDg7LxcYPSSfv2cXoAq/16Bt0P0hwiWAplbmRzdHJlYW0KZW5kb2JqCjMzIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMzM4ID4+CnN0cmVhbQp4nEVSS3LFMAjb5xRcIDPmZ+PzvE5X6f23lXA63Tz0DAgJMj1lSKbcNpZkhOQc8qVXZIjVkJ9GjkTEEN8pocCu8rm8lsRcyG6JSvGhHT+XpTcyza7QqrdHpzaLRjUrI+cgQ4R6VujM7lHbZMPrdiHpOlMWh3As/0MFspR1yimUBG1B39gj6G8WPBHcBrPmcrO5TG71v+5bC57XOluxbQdACZZz3mAGAMTDCdoAxNza3hYpKB9VuopJwq3yXCc7ULbQqnS8N4AZBxg5YMOSrQ7XaG8Awz4P9KJGxfYVoKgsIP7O2WbB3jHJSLAn5gZOPXE6xZFwSTjGAkCKreIUuvEd2OIvF66ImvAJdTplTbzCntrix0KTCO9ScQLwIhtuXR1FtWxP5wm0PyqSM2KkHsTRCZHUks4RFJcG9dAa+7iJGa+NxOaevt0/wjmf6/sXFriD4AplbmRzdHJlYW0KZW5kb2JqCjM0IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMTYzID4+CnN0cmVhbQp4nEWQuXUEMQxDc1WBEniAOuoZP0ez/acLabzeQPp4hHiIPQnDcl3FhdENP962zDS8jjLcjfVlxviosUBO0AcYIhNXo0n17YozVOnh1WKuo6JcLzoiEsyS46tAI3w6ssdDW9uZfjqvf+wh7xP/KirnbmEBLqruQPlSH/HUj9lR6pqhjyorax5q2r8IuyKUtn1cTmWcunsHtMJnK1f7fQOo5zqACmVuZHN0cmVhbQplbmRvYmoKMzUgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCA2OCA+PgpzdHJlYW0KeJwzMrdQMFCwNAEShhYmCuZmBgophlxAvqmJuUIuF0gMxMoBswyAtCWcgohbQjRBlIJYEKVmJmYQSTgDIpcGAMm0FeUKZW5kc3RyZWFtCmVuZG9iagozNiAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDQ1ID4+CnN0cmVhbQp4nDMyt1AwULA0ARKGFiYK5mYGCimGXJYQVi4XTCwHzALRlnAKIp4GAJ99DLUKZW5kc3RyZWFtCmVuZG9iagozNyAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDI1NSA+PgpzdHJlYW0KeJxFkUuSAyAIRPeegiOA/OQ8mZpVcv/tNJhMNnaXqP2ESiOmEiznFHkw/cjyzWS26bUcq52NAooiFMzkKvRYgdWdKeLMtUS19bEyctzpHYPiDeeunFSyuFHGOqo6FTim58r6qu78uCzKviOHMgVs1jkONnDltmGME6PNVneH+0SQp5Opo+J2kGz4g5PGvsrVFbhONvvqJRgHgn6hCUzyTaB1hkDj5il6cgn28XG780Cwt7wJpGwI5MgQjA5Bu06uf3Hr/N7/OsOd59oMV4538TtMa7vjLzHJirmARe4U1PM9F63rDB3vyZljctN9Q+dcsMvdQabP/B/r9w9QimaICmVuZHN0cmVhbQplbmRvYmoKMzggMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAxNjEgPj4Kc3RyZWFtCnicRZBLEsMgDEP3nEJH8EcGfJ50ukrvv60hTbOAp7FABncnBKm1BRPRBS9tS7oLPlsJzsZ46DZuNRLkBHWAVqTjaJRSfbnFaZV08Wg2cysLrRMdZg56lKMZoBA6Fd7touRypu7O+Udw9V/1R7HunM3EwGTlDoRm9SnufJsdUV3dZH/SY27Wa38V9qqwtKyl5YTbzl0zoATuqRzt/QWpczqECmVuZHN0cmVhbQplbmRvYmoKMzkgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAzMjAgPj4Kc3RyZWFtCnicNVG7ccUwDOs1BRfwnfiVNI9zr8rbvw1AOxVhGgRAqrxkSrlc6pJVssLkR4fqFE35PmCm/A71kOPoHtkhulPWlnsYCMvEPKWOWE2We7gFgS8MTYm5hfP3COgrBqMwE4G6xd8/QLMkMGlw8FOQa61aYokOPCwWWLMrzK0aKVTIVXw7NrkHBXJxs9CnHJoUt9yC8GWIZEdqsa/LZSnyu/UJGIQV5ohPFImF54EOZiLxJwNie/bZYldXL6oRGdZJhwdSBNJsbhIwNEWy6oMb2FfHNT9PR9nByUG/isH4NjiZL0l5XwWhEI8X/g7P2cixkkMkFPJ9tcCII2yAEaFP7SMQZSA0RffumVI+JlWK7wBGIRx9qlcyvBeR2WqGzf8ZXdkqCgZVWR+fRnAmg0k482SjCtNStdO/+9zj8wdjY3qACmVuZHN0cmVhbQplbmRvYmoKNDAgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAyMTQgPj4Kc3RyZWFtCnicPVC7EUMxCOs9BQvkznztN8/Lpcv+bSScpEI2QhKUmkzJlIc6ypKsKU8dPktih7yH5W5kNiUqRS+TsCX30ArxfYnmFPfd1ZazQzSXaDl+CzMqqhsd00s2mnAqE7qg3MMz+g1tdANWhx6xWyDQpGDXtiByxw8YDMGZE4siDEpNBv+tcvdS3O89HG+iiJR08K755fTLzy28Tj2ORLq9+YprcaY6CkRwRmryinRhxbLIQ6TVBDU9A2u1AK7eevk3aEd0GYDsE4njNKUcQ//WuMfrA4eKUvQKZW5kc3RyZWFtCmVuZG9iago0MSAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDgwID4+CnN0cmVhbQp4nEWMuw3AMAhEe6ZgBH4mZp8olbN/GyBK3HBPunu4OhIyU95hhocEngwshlPxBpmjYDW4RlKNneyjsG5fdYHmelOr9fcHKk92dnE9zcsZ9AplbmRzdHJlYW0KZW5kb2JqCjQyIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMjM2ID4+CnN0cmVhbQp4nE1QS25EIQzbc4pc4EkkIQHOQ9VV5/7bscNU7SqGGH9ID+myVR7rU2J1iezypU2XyjJ5FajlT9v/UQwCbv/QyEG0t4ydYuYS1sXCJDzlNCMbJ9csH487TxtmhcbEjeOdLhlgnxYBNVuVzYE5bTo3QLqQGreqs95kUAwi6kLNB5MunKfRl4g5nqhgSncmtZAbXD7VoQNxWr0KuWOLk2/EHFmhwGHQTHHWXwHWqMmyWcggSYYhzn2je5QKjajKeSsVwg+ToRH1htWgBpW5haKp5ZL8HdoCMAW2jHXpDEqBqgDB3yqnfb8BJI1dUwplbmRzdHJlYW0KZW5kb2JqCjQzIDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggMzMyID4+CnN0cmVhbQp4nC1SOY4kMQzL/Qp+YADr8vGeHkzU+/90SVUFBapsyzzkcsNEJX4skNtRa+LXRmagwvCvq8yF70jbyDqIa8hFXMmWwmdELOQxxDzEgu/b+Bke+azMybMHxi/Z9xlW7KkJy0LGizO0wyqOwyrIsWDrIqp7eFOkw6kk2OOL/z7FcxeCFr4jaMAv+eerI3i+pEXaPWbbtFsPlmlHlRSWg+1pzsvkS+ssV8fj+SDZ3hU7QmpXgKIwd8Z5Lo4ybWVEa2Fng6TGxfbm2I+lBF3oxmWkOAL5mSrCA0qazGyiIP7I6SGnMhCmrulKJ7dRFXfqyVyzubydSTJb90WKzRTO68KZ9XeYMqvNO3mWE6VORfgZe7YEDZ3j6tlrmYVGtznBKyV8NnZ6cvK9mlkPyalISBXTugpOo8gUS9iW+JqKmtLUy/Dfl/cZf/8BM+J8AQplbmRzdHJlYW0KZW5kb2JqCjQ0IDAgb2JqCjw8IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9MZW5ndGggNjggPj4Kc3RyZWFtCnicMzM2UzBQsDACEqamhgrmRpYKKYZcQD6IlcsFE8sBs8wszIEsIwuQlhwuQwtjMG1ibKRgZmIGZFkgMSC60gBy+BKRCmVuZHN0cmVhbQplbmRvYmoKNDUgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAzMTcgPj4Kc3RyZWFtCnicNVJLckMxCNu/U3CBzpi/fZ50smruv62EJyuwLUBCLi9Z0kt+1CXbpcPkVx/3JbFCPo/tmsxSxfcWsxTPLa9HzxG3LQoEURM9+DInFSLUz9ToOnhhlz4DrxBOKRZ4B5MABq/hX3iUToPAOxsy3hGTkRoQJMGaS4tNSJQ9Sfwr5fWklTR0fiYrc/l7cqkUaqPJCBUgWLnYB6QrKR4kEz2JSLJyvTdWiN6QV5LHZyUmGRDdJrFNtMDj3JW0hJmYQgXmWIDVdLO6+hxMWOOwhPEqYRbVg02eNamEZrSOY2TDePfCTImFhsMSUJt9lQmql4/T3AkjpkdNdu3Csls27yFEo/kzLJTBxygkAYdOYyQK0rCAEYE5vbCKveYLORbAiGWdmiwMbWglu3qOhcDQnLOlYcbXntfz/gdFW3ujCmVuZHN0cmVhbQplbmRvYmoKNDYgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAxNyA+PgpzdHJlYW0KeJwzNrRQMIDDFEMuABqUAuwKZW5kc3RyZWFtCmVuZG9iago0NyAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDEzMSA+PgpzdHJlYW0KeJxFj8sNBCEMQ+9U4RLyGT6ph9We2P6v6zCaQUL4QSI78TAIrPPyNtDF8NGiwzf+NtWrY5UsH7p6UlYP6ZCHvPIVUGkwUcSFWUwdQ2HOmMrIljK3G+G2TYOsbJVUrYN2PAYPtqdlqwh+qW1h6izxDMJVXrjHDT+QS613vVW+f0JTMJcKZW5kc3RyZWFtCmVuZG9iago0OCAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDMzOCA+PgpzdHJlYW0KeJw1Ujmu3UAM630KXSCAds2c5wWpfu7fhpRfCkO0VoqajhaVafllIVUtky6/7UltiRvy98kKiROSVyXapQyRUPk8hVS/Z8u8vtacESBLlQqTk5LHJQv+DJfeLhznY2s/jyN3PXpgVYyEEgHLFBOja1k6u8Oajfw8pgE/4hFyrli3HGMVSA26cdoV70PzecgaIGaYlooKXVaJFn5B8aBHrX33WFRYINHtHElwjI1QkYB2gdpIDDmzFruoL/pZlJgJdO2LIu6iwBJJzJxiXTr6Dz50LKi/NuPLr45K+kgra0zad6NJacwik66XRW83b309uEDzLsp/Xs0gQVPWKGl80KqdYyiaGWWFdxyaDDTHHIfMEzyHMxKU9H0ofl9LJrookT8ODaF/Xx6jjJwGbwFz0Z+2igMX8dlhrxxghdLFmuR9QCoTemD6/9f4ef78Axy2gFQKZW5kc3RyZWFtCmVuZG9iago0OSAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDI0OCA+PgpzdHJlYW0KeJwtUTmSA0EIy+cVekJz0++xy5H3/+kKygGDhkMgOi1xUMZPEJYr3vLIVbTh75kYwXfBod/KdRsWORAVSNIYVE2oXbwevQd2HGYC86Q1LIMZ6wM/Ywo3enF4TMbZ7XUZNQR712tPZlAyKxdxycQFU3XYyJnDT6aMC+1czw3IuRHWZRikm5XGjIQjTSFSSKHqJqkzQZAEo6tRo40cxX7pyyOdYVUjagz7XEvb13MTzho0OxarPDmlR1ecy8nFCysH/bzNwEVUGqs8EBJwv9tD/Zzs5Dfe0rmzxfT4XnOyvDAVWPHmtRuQTbX4Ny/i+D3j6/n8A6ilWxYKZW5kc3RyZWFtCmVuZG9iago1MCAwIG9iago8PCAvRmlsdGVyIC9GbGF0ZURlY29kZSAvTGVuZ3RoIDE3MSA+PgpzdHJlYW0KeJxNkE0OQiEQg/ecohcwofMDj/NoXOn9t3bw+eKC9EshQ6fDAx1H4kZHhs7oeLDJMQ68CzImXo3zn4zrJI4J6hVtwbq0O+7NLDEnLBMjYGuU3JtHFPjhmAtBguzywxcYRKRrmG81n3WTfn67013UpXX30yMKnMiOUAwbcAXY0z0O3BLO75omv1QpGZs4lA9UF5Gy2QmFqKVil1NVaIziVj3vi17t+QHB9jv7CmVuZHN0cmVhbQplbmRvYmoKNTEgMCBvYmoKPDwgL0ZpbHRlciAvRmxhdGVEZWNvZGUgL0xlbmd0aCAyMTAgPj4Kc3RyZWFtCnicNVDLDUMxCLtnChaoFAKBZJ5WvXX/a23QO2ER/0JYyJQIeanJzinpSz46TA+2Lr+xIgutdSXsypognivvoZmysdHY4mBwGiZegBY3YOhpjRo1dOGCpi6VQoHFJfCZfHV76L5PGXhqGXJ2BBFDyWAJaroWTVi0PJ+QTgHi/37D7i3koZLzyp4b+Ruc7fA7s27hJ2p2ItFyFTLUszTHGAgTRR48eUWmcOKz1nfVNBLUZgtOlgGuTj+MDgBgIl5ZgOyuRDlL0o6ln2+8x/cPQABTtAplbmRzdHJlYW0KZW5kb2JqCjIyIDAgb2JqCjw8IC9CYXNlRm9udCAvRGVqYVZ1U2FucyAvQ2hhclByb2NzIDIzIDAgUgovRW5jb2RpbmcgPDwKL0RpZmZlcmVuY2VzIFsgMzIgL3NwYWNlIDQ4IC96ZXJvIC9vbmUgL3R3byAvdGhyZWUgL2ZvdXIgL2ZpdmUgL3NpeCAvc2V2ZW4gL2VpZ2h0IC9uaW5lCjY3IC9DIDgyIC9SIDk3IC9hIDEwMCAvZCAvZSAvZiAvZyAvaCAvaSAxMDggL2wgL20gL24gL28gL3AgMTE1IC9zIC90IC91IF0KL1R5cGUgL0VuY29kaW5nID4+Ci9GaXJzdENoYXIgMCAvRm9udEJCb3ggWyAtMTAyMSAtNDYzIDE3OTQgMTIzMyBdIC9Gb250RGVzY3JpcHRvciAyMSAwIFIKL0ZvbnRNYXRyaXggWyAwLjAwMSAwIDAgMC4wMDEgMCAwIF0gL0xhc3RDaGFyIDI1NSAvTmFtZSAvRGVqYVZ1U2FucwovU3VidHlwZSAvVHlwZTMgL1R5cGUgL0ZvbnQgL1dpZHRocyAyMCAwIFIgPj4KZW5kb2JqCjIxIDAgb2JqCjw8IC9Bc2NlbnQgOTI5IC9DYXBIZWlnaHQgMCAvRGVzY2VudCAtMjM2IC9GbGFncyAzMgovRm9udEJCb3ggWyAtMTAyMSAtNDYzIDE3OTQgMTIzMyBdIC9Gb250TmFtZSAvRGVqYVZ1U2FucyAvSXRhbGljQW5nbGUgMAovTWF4V2lkdGggMTM0MiAvU3RlbVYgMCAvVHlwZSAvRm9udERlc2NyaXB0b3IgL1hIZWlnaHQgMCA+PgplbmRvYmoKMjAgMCBvYmoKWyA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMAo2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDYwMCA2MDAgNjAwIDMxOCA0MDEgNDYwIDgzOCA2MzYKOTUwIDc4MCAyNzUgMzkwIDM5MCA1MDAgODM4IDMxOCAzNjEgMzE4IDMzNyA2MzYgNjM2IDYzNiA2MzYgNjM2IDYzNiA2MzYgNjM2CjYzNiA2MzYgMzM3IDMzNyA4MzggODM4IDgzOCA1MzEgMTAwMCA2ODQgNjg2IDY5OCA3NzAgNjMyIDU3NSA3NzUgNzUyIDI5NQoyOTUgNjU2IDU1NyA4NjMgNzQ4IDc4NyA2MDMgNzg3IDY5NSA2MzUgNjExIDczMiA2ODQgOTg5IDY4NSA2MTEgNjg1IDM5MCAzMzcKMzkwIDgzOCA1MDAgNTAwIDYxMyA2MzUgNTUwIDYzNSA2MTUgMzUyIDYzNSA2MzQgMjc4IDI3OCA1NzkgMjc4IDk3NCA2MzQgNjEyCjYzNSA2MzUgNDExIDUyMSAzOTIgNjM0IDU5MiA4MTggNTkyIDU5MiA1MjUgNjM2IDMzNyA2MzYgODM4IDYwMCA2MzYgNjAwIDMxOAozNTIgNTE4IDEwMDAgNTAwIDUwMCA1MDAgMTM0MiA2MzUgNDAwIDEwNzAgNjA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" ] }, "metadata": { @@ -2987,7 +26933,7 @@ } ], "source": [ - "plt.rcParams['figure.figsize'] = [10, 10]\n", + "plt.rcParams['figure.figsize'] = [8, 8]\n", "\n", "# Create a subfigure for every rotated input\n", "fig, ax = plt.subplots(rots.numel(), 1)\n", @@ -3020,12 +26966,13 @@ "id": "-uDt6_IbFq47" }, "source": [ - "# **4. Concluding remarks**\n", + "## 4. Concluding remarks\n", "\n", "We've seen how to implement a basic regular group convolutional network equivariant to rotations of 90 degrees. A couple suggestions of things to ponder on... Feel free to use these as starting point for a possible project you'd like to do:\n", + "\n", "* What other groups could be interesting in computer vision problems? (these often come with their own interesting challenges). \n", "* We used interpolation to obtain our values for transformed kernels. As mentioned, this makes our networks prone to interpolation artefacts. Would our interpolation implementation work well for other groups? Could you maybe think of other ways of defining the kernel over a continuous domain?\n", - "* Here we worked with a one-dimensional group. What would it take to implement group convolutions for multidimensional groups $H$?" + "* Here we worked with a one-dimensional group. What would it take to implement group convolutions for multidimensional groups $H$?\n" ] } ], @@ -3036,7 +26983,7 @@ "provenance": [] }, "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -3050,7 +26997,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.7.9" }, "widgets": { "application/vnd.jupyter.widget-state+json": { diff --git a/docs/tutorial_notebooks/DL2/template/TemplateNotebook.ipynb b/docs/tutorial_notebooks/DL2/template/TemplateNotebook.ipynb index 6f9b576..6bff709 100644 --- a/docs/tutorial_notebooks/DL2/template/TemplateNotebook.ipynb +++ b/docs/tutorial_notebooks/DL2/template/TemplateNotebook.ipynb @@ -180,7 +180,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -194,7 +194,7 @@ "name": "python", "nbconvert_exporter": 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zHS)cabeA#hrWoTlfB((@`^|s;=9_PRhkr{S{-*Sw|5W<$yZ_(g|Mb_#fAh`nzj^w* zzxns)OE3Q2|Mee_@f&{k|NNiN^LM}dAOG<@KHKlU{g3B=kH-uCzu#MWzi Date: Tue, 5 Apr 2022 13:23:55 +0200 Subject: [PATCH 5/8] DL2 - GDL: Fixing inline math --- .../tutorial1_regular_group_convolutions.ipynb | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/docs/tutorial_notebooks/DL2/Geometric_deep_learning/tutorial1_regular_group_convolutions.ipynb b/docs/tutorial_notebooks/DL2/Geometric_deep_learning/tutorial1_regular_group_convolutions.ipynb index a261422..762bb1d 100644 --- a/docs/tutorial_notebooks/DL2/Geometric_deep_learning/tutorial1_regular_group_convolutions.ipynb +++ b/docs/tutorial_notebooks/DL2/Geometric_deep_learning/tutorial1_regular_group_convolutions.ipynb @@ -58,7 +58,7 @@ "(f*k) (\\mathbf{x}) &= \\sum_{\\mathbf{\\tilde{x}} \\in \\mathbb{Z}^2} f(\\mathbf{\\tilde{x}})k(\\mathbf{x}-\\mathbf{\\tilde{x}})\\Delta\\mathbf{\\tilde{x}}\\\\\n", "&= \\sum_{\\mathbf{\\tilde{x}} \\in \\mathbb{Z}^2} f(\\mathbf{\\tilde{x}})k(\\mathbf{x}-\\mathbf{\\tilde{x}})\n", "\\end{aligned}\n", - "$$\n", + "$$ \n", "Where above, since pixels in an image are generally evenly spaced, we set $\\Delta \\mathbf{\\tilde{x}}=1$. For this recap we stay in the continuous domain for simplicity.\n", "\n", "In convolution layers, like PyTorch's `Conv2D` implementation, the above operation is carried out for every $\\mathbf{x} \\in \\mathbb{Z}^2$ (limited of course to the domain over which the image is defined). Because the same set of weights is used throughout the input, the output of this operation is [equivariant](https://en.wikipedia.org/wiki/Convolution#Translational_equivariance) to transformations from the translation group $\\mathbb{R}^2$. Furthermore $f,k$ usually consist of a number of channels, which are all summed over.\n", @@ -364,11 +364,11 @@ "* The group $C_4$ has an action on the euclidean plane in 2 dimensions $\\mathbb{R}^2$ given by a rotation matrix;\n", "$$\n", "R_{\\theta}: \\begin{bmatrix} \\cos(\\theta) & -\\sin(\\theta) \\\\ \\sin(\\theta) & \\cos(\\theta) \\end{bmatrix}.\n", - "$$\n", + "$$ \n", "This gives us the regular representation $\\mathcal{L}_\\theta$ on functions $f$ defined over $\\mathbb{R}^2$:\n", "$$\n", "\\mathcal{L}_{\\theta} f(\\mathbf{x}) = f(R_{-\\theta\\mod2\\pi}\\mathbf{x}).\n", - "$$\n", + "$$ \n", "\n", "Let's implement this group!" ] From 4523259a4f35f17d05c17a3bdd6bae1bbb3a7c6c Mon Sep 17 00:00:00 2001 From: Bryan Eikema Date: Tue, 5 Apr 2022 16:27:27 +0200 Subject: [PATCH 6/8] Add DPM I tutorial --- docs/index.rst | 3 +- .../tutorial_1.ipynb | 5064 +++++++++++++++++ 2 files changed, 5066 insertions(+), 1 deletion(-) create mode 100644 docs/tutorial_notebooks/DL2/deep_probabilistic_models_I/tutorial_1.ipynb diff --git a/docs/index.rst b/docs/index.rst index cb974d9..db2052b 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -122,4 +122,5 @@ This is the first time we present these tutorials during the Deep Learning cours :caption: Deep Learning 2 :maxdepth: 2 - tutorial_notebooks/DL2/Geometric_deep_learning/tutorial1_regular_group_convolutions \ No newline at end of file + tutorial_notebooks/DL2/Geometric_deep_learning/tutorial1_regular_group_convolutions + tutorial_notebooks/DL2/deep_probabilistic_models_I/tutorial_1.ipynb diff --git a/docs/tutorial_notebooks/DL2/deep_probabilistic_models_I/tutorial_1.ipynb b/docs/tutorial_notebooks/DL2/deep_probabilistic_models_I/tutorial_1.ipynb new file mode 100644 index 0000000..f1ed9bf --- /dev/null +++ b/docs/tutorial_notebooks/DL2/deep_probabilistic_models_I/tutorial_1.ipynb @@ -0,0 +1,5064 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "jzvWfS-ELNzE" + }, + "source": [ + "# Deep Probabilistic Models I" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "view-in-github" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 0. General notes\n", + "This notebook illustrates the concepts discussed in the module **Deep probabilistic models I** offered within DL2.\n", + "\n", + "The examples in the notebook are based on NLP datasets, but the concepts are general enough that you can apply them in any domain. At the end of the notebook, we invite you to try your favourite dataset (as long as you can design an encoder for the data type you are interested in, transfering ideas from this notebook should be fairly simple). \n", + "\n", + "The notebook starts with modelling univariate response variables conditionally, given a high-dimensional and structured input. We look into a nominal response variable and then into a numerical one. Next, we look into a structured response variable. " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "KqR7WUDXLeME" + }, + "source": [ + "### 0.1 ILOs\n", + "\n", + "* Prescribe joint distributions using PyTorch\n", + "* Estimate the parameters of the model via maximum likelihood estimation\n", + "* Implement a decision rule\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "fVnfg0kMLrsi" + }, + "source": [ + "### 0.2 Setting up" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "LzjCfsJDNL1B" + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import random\n", + "import numpy as np\n", + "import torch\n", + "\n", + "def seed_all(seed=42): \n", + " np.random.seed(seed)\n", + " random.seed(seed) \n", + " torch.manual_seed(seed)\n", + "\n", + "seed_all()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "QV4oRuW-XYED", + "outputId": "250f0df5-5a23-4c8d-b33f-b24df23e4248" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Defaulting to user installation because normal site-packages is not writeable\n", + "Requirement already satisfied: nltk in /home/bryane/.local/lib/python3.9/site-packages (3.7)\n", + "Requirement already satisfied: regex>=2021.8.3 in /home/bryane/.local/lib/python3.9/site-packages (from nltk) (2022.3.15)\n", + "Requirement already satisfied: joblib in /sara/eb/AVX2/Debian10/EB_production/2021/software/Python/3.9.5-GCCcore-10.3.0/lib/python3.9/site-packages (from nltk) (1.0.1)\n", + "Requirement already satisfied: click in /sara/eb/AVX2/Debian10/EB_production/2021/software/Python/3.9.5-GCCcore-10.3.0/lib/python3.9/site-packages (from nltk) (7.1.2)\n", + "Requirement already satisfied: tqdm in /home/bryane/.local/lib/python3.9/site-packages (from nltk) (4.63.1)\n", + "\u001b[33mWARNING: You are using pip version 21.1.1; however, version 22.0.4 is available.\n", + "You should consider upgrading via the '/sw/arch/Debian10/EB_production/2021/software/Python/3.9.5-GCCcore-10.3.0/bin/python3.9 -m pip install --upgrade pip' command.\u001b[0m\n", + "Defaulting to user installation because normal site-packages is not writeable\n", + "Requirement already satisfied: tabulate in /sara/eb/AVX2/Debian10/EB_production/2021/software/Python/3.9.5-GCCcore-10.3.0/lib/python3.9/site-packages (0.8.9)\n", + "\u001b[33mWARNING: You are using pip version 21.1.1; however, version 22.0.4 is available.\n", + "You should consider upgrading via the '/sw/arch/Debian10/EB_production/2021/software/Python/3.9.5-GCCcore-10.3.0/bin/python3.9 -m pip install --upgrade pip' command.\u001b[0m\n", + "Defaulting to user installation because normal site-packages is not writeable\n", + "Requirement already satisfied: seaborn in /home/bryane/.local/lib/python3.9/site-packages (0.11.2)\n", + "Requirement already satisfied: pandas>=0.23 in /sara/eb/AVX2/Debian10/EB_production/2021/software/SciPy-bundle/2021.05-foss-2021a/lib/python3.9/site-packages (from seaborn) (1.2.4)\n", + "Requirement already satisfied: scipy>=1.0 in /sara/eb/AVX2/Debian10/EB_production/2021/software/SciPy-bundle/2021.05-foss-2021a/lib/python3.9/site-packages (from seaborn) (1.6.3)\n", + "Requirement already satisfied: matplotlib>=2.2 in /sara/eb/AVX2/Debian10/EB_production/2021/software/matplotlib/3.4.2-foss-2021a/lib/python3.9/site-packages (from seaborn) (3.4.2)\n", + "Requirement already satisfied: numpy>=1.15 in /sara/eb/AVX2/Debian10/EB_production/2021/software/SciPy-bundle/2021.05-foss-2021a/lib/python3.9/site-packages (from seaborn) (1.20.3)\n", + "Requirement already satisfied: cycler>=0.10 in /sara/eb/AVX2/Debian10/EB_production/2021/software/matplotlib/3.4.2-foss-2021a/lib/python3.9/site-packages (from matplotlib>=2.2->seaborn) (0.10.0)\n", + "Requirement already satisfied: pillow>=6.2.0 in /sara/eb/AVX2/Debian10/EB_production/2021/software/Pillow-SIMD/8.2.0-GCCcore-10.3.0/lib/python3.9/site-packages (from matplotlib>=2.2->seaborn) (8.2.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /sara/eb/AVX2/Debian10/EB_production/2021/software/matplotlib/3.4.2-foss-2021a/lib/python3.9/site-packages (from matplotlib>=2.2->seaborn) (1.3.1)\n", + "Requirement already satisfied: pyparsing>=2.2.1 in /sara/eb/AVX2/Debian10/EB_production/2021/software/Python/3.9.5-GCCcore-10.3.0/lib/python3.9/site-packages (from matplotlib>=2.2->seaborn) (2.4.7)\n", + "Requirement already satisfied: python-dateutil>=2.7 in /sara/eb/AVX2/Debian10/EB_production/2021/software/Python/3.9.5-GCCcore-10.3.0/lib/python3.9/site-packages (from matplotlib>=2.2->seaborn) (2.8.1)\n", + "Requirement already satisfied: six in /sara/eb/AVX2/Debian10/EB_production/2021/software/Python/3.9.5-GCCcore-10.3.0/lib/python3.9/site-packages (from cycler>=0.10->matplotlib>=2.2->seaborn) (1.16.0)\n", + "Requirement already satisfied: pytz>=2017.3 in /sara/eb/AVX2/Debian10/EB_production/2021/software/Python/3.9.5-GCCcore-10.3.0/lib/python3.9/site-packages (from pandas>=0.23->seaborn) (2021.1)\n", + "\u001b[33mWARNING: You are using pip version 21.1.1; however, version 22.0.4 is available.\n", + "You should consider upgrading via the '/sw/arch/Debian10/EB_production/2021/software/Python/3.9.5-GCCcore-10.3.0/bin/python3.9 -m pip install --upgrade pip' command.\u001b[0m\n", + "Defaulting to user installation because normal site-packages is not writeable\n", + "Requirement already satisfied: sklearn in /home/bryane/.local/lib/python3.9/site-packages (0.0)\n", + "Requirement already satisfied: scikit-learn in /home/bryane/.local/lib/python3.9/site-packages (from sklearn) (1.0.2)\n", + "Requirement already satisfied: scipy>=1.1.0 in /sara/eb/AVX2/Debian10/EB_production/2021/software/SciPy-bundle/2021.05-foss-2021a/lib/python3.9/site-packages (from scikit-learn->sklearn) (1.6.3)\n", + "Requirement already satisfied: joblib>=0.11 in /sara/eb/AVX2/Debian10/EB_production/2021/software/Python/3.9.5-GCCcore-10.3.0/lib/python3.9/site-packages (from scikit-learn->sklearn) (1.0.1)\n", + "Requirement already satisfied: threadpoolctl>=2.0.0 in /sara/eb/AVX2/Debian10/EB_production/2021/software/Python/3.9.5-GCCcore-10.3.0/lib/python3.9/site-packages (from scikit-learn->sklearn) (2.1.0)\n", + "Requirement already satisfied: numpy>=1.14.6 in /sara/eb/AVX2/Debian10/EB_production/2021/software/SciPy-bundle/2021.05-foss-2021a/lib/python3.9/site-packages (from scikit-learn->sklearn) (1.20.3)\n", + "\u001b[33mWARNING: You are using pip version 21.1.1; however, version 22.0.4 is available.\n", + "You should consider upgrading via the '/sw/arch/Debian10/EB_production/2021/software/Python/3.9.5-GCCcore-10.3.0/bin/python3.9 -m pip install --upgrade pip' command.\u001b[0m\n" + ] + } + ], + "source": [ + "!pip install nltk\n", + "!pip install tabulate\n", + "!pip install seaborn\n", + "!pip install sklearn" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "B8qybX6RNDKh" + }, + "source": [ + "## 1. Data\n", + "\n", + "In this tutorial we will design conditional models involving structured data. We use text as an example and design\n", + "\n", + "1. a classifier\n", + "2. an ordinal regressor\n", + "3. a sequence labeller\n", + "\n", + "At the end of the tutorial you are encouraged to design similar models for a different type of data (for example, consider a different modality of data).\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "KfbZPjfaZDdo", + "outputId": "57d80aa0-36a1-4b4e-8e8c-1c521446e4c8" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package treebank to /home/bryane/nltk_data...\n", + "[nltk_data] Package treebank is already up-to-date!\n", + "[nltk_data] Downloading package brown to /home/bryane/nltk_data...\n", + "[nltk_data] Package brown is already up-to-date!\n", + "[nltk_data] Downloading package punkt to /home/bryane/nltk_data...\n", + "[nltk_data] Package punkt is already up-to-date!\n", + "[nltk_data] Downloading package universal_tagset to\n", + "[nltk_data] /home/bryane/nltk_data...\n", + "[nltk_data] Package universal_tagset is already up-to-date!\n" + ] + }, + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import nltk\n", + "nltk.download('treebank')\n", + "nltk.download('brown')\n", + "nltk.download('punkt')\n", + "nltk.download('universal_tagset')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Z5KuIzkWfve2" + }, + "source": [ + "### 1.1 Sentiment " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "id": "7ZuAZ5Il891R" + }, + "outputs": [], + "source": [ + "from nltk.corpus import treebank, brown" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "MhmU9zFJe6D8" + }, + "source": [ + "The `brown` corpus contains texts organized into 15 genres." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8dZdoSP6fDlK", + "outputId": "ef805f58-4d6b-4bdb-f489-8a83c1f0acfc" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['adventure',\n", + " 'belles_lettres',\n", + " 'editorial',\n", + " 'fiction',\n", + " 'government',\n", + " 'hobbies',\n", + " 'humor',\n", + " 'learned',\n", + " 'lore',\n", + " 'mystery',\n", + " 'news',\n", + " 'religion',\n", + " 'reviews',\n", + " 'romance',\n", + " 'science_fiction']" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "brown.categories()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "shI3RQmZfXtG" + }, + "source": [ + "The dataset is already preprocessed for us:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "aqFSixowfH-E", + "outputId": "6b8eda51-83e5-4531-ae33-d4e637e00116" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "'fiction' examples\n", + "0 ['Thirty-three']\n", + "1 ['Scotty', 'did', 'not', 'go', 'back', 'to', 'school', '.']\n", + "2 ['His', 'parents', 'talked', 'seriously', 'and', 'lengthily', 'to', 'their', 'own', 'doctor', 'and', 'to', 'a', 'specialist', 'at', 'the', 'University', 'Hospital', '--', 'Mr.', 'McKinley', 'was', 'entitled', 'to', 'a', 'discount', 'for', 'members', 'of', 'his', 'family', '--', 'and', 'it', 'was', 'decided', 'it', 'would', 'be', 'best', 'for', 'him', 'to', 'take', 'the', 'remainder', 'of', 'the', 'term', 'off', ',', 'spend', 'a', 'lot', 'of', 'time', 'in', 'bed', 'and', ',', 'for', 'the', 'rest', ',', 'do', 'pretty', 'much', 'as', 'he', 'chose', '--', 'provided', ',', 'of', 'course', ',', 'he', 'chose', 'to', 'do', 'nothing', 'too', 'exciting', 'or', 'too', 'debilitating', '.']\n", + "\n", + "'religion' examples\n", + "0 ['As', 'a', 'result', ',', 'although', 'we', 'still', 'make', 'use', 'of', 'this', 'distinction', ',', 'there', 'is', 'much', 'confusion', 'as', 'to', 'the', 'meaning', 'of', 'the', 'basic', 'terms', 'employed', '.']\n", + "1 ['Just', 'what', 'is', 'meant', 'by', '``', 'spirit', \"''\", 'and', 'by', '``', 'matter', \"''\", '?', '?']\n", + "2 ['The', 'terms', 'are', 'generally', 'taken', 'for', 'granted', 'as', 'though', 'they', 'referred', 'to', 'direct', 'and', 'axiomatic', 'elements', 'in', 'the', 'common', 'experience', 'of', 'all', '.']\n", + "\n", + "'learned' examples\n", + "0 ['1', '.']\n", + "1 ['Introduction']\n", + "2 ['It', 'has', 'recently', 'become', 'practical', 'to', 'use', 'the', 'radio', 'emission', 'of', 'the', 'moon', 'and', 'planets', 'as', 'a', 'new', 'source', 'of', 'information', 'about', 'these', 'bodies', 'and', 'their', 'atmospheres', '.']\n" + ] + } + ], + "source": [ + "print(\"'fiction' examples\")\n", + "for i, x in zip(range(3), brown.sents(categories=['fiction'])):\n", + " print(i, x)\n", + "print()\n", + "print(\"'religion' examples\")\n", + "for i, x in zip(range(3), brown.sents(categories=['religion'])):\n", + " print(i, x)\n", + "print()\n", + "print(\"'learned' examples\")\n", + "for i, x in zip(range(3), brown.sents(categories=['learned'])):\n", + " print(i, x)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "id": "d4cBnewSLVtJ" + }, + "outputs": [], + "source": [ + "def split_nltk_categorised_corpus(corpus, categories, max_length=30, num_heldout=100):\n", + " \"\"\"\n", + " Shuffle and split a corpus.\n", + " corpus: a corpus of tagged sequences, each sequence is a pair, each pair is a token and a tag.\n", + " max_length: discard sentences longer than this\n", + "\n", + " Return: \n", + " (training word sequences, training tag sequences), \n", + " (dev word sequences, dev tag sequences), \n", + " (test word sequences, test tag sequences), \n", + " \"\"\"\n", + "\n", + " sentences = []\n", + " labels = []\n", + " for k, c in enumerate(categories):\n", + " seqs = corpus.sents(categories=[c])\n", + " sentences.extend(seqs)\n", + " labels.extend(len(seqs) * [k]) \n", + " # do not change the seed in here \n", + " order = np.random.RandomState(42).permutation(np.arange(len(sentences))) \n", + " shuffled_sentences = [[w for w in sentences[i]] for i in order if len(sentences[i]) <= max_length] \n", + " shuffled_labels = [labels[i] for i in order if len(sentences[i]) <= max_length] \n", + " return (shuffled_sentences[2*num_heldout:], shuffled_labels[2*num_heldout:]), (shuffled_sentences[num_heldout:2*num_heldout], shuffled_labels[num_heldout:2*num_heldout]), (shuffled_sentences[:num_heldout], shuffled_labels[:num_heldout])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "AQDqeKopMYFL", + "outputId": "efd43d5c-2663-4256-c1fe-8cf35c029c99" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of sentences: training=44685 dev=1000 test=1000\n", + "CPU times: user 7.5 s, sys: 337 ms, total: 7.84 s\n", + "Wall time: 8.18 s\n" + ] + } + ], + "source": [ + "%%time\n", + "(cat_training_x, cat_training_y), (cat_dev_x, cat_dev_y), (cat_test_x, cat_test_y) = split_nltk_categorised_corpus(brown, brown.categories(), num_heldout=1000)\n", + "print(f\"Number of sentences: training={len(cat_training_x)} dev={len(cat_dev_x)} test={len(cat_test_x)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8efZhDApEP6V", + "outputId": "b919ca11-3030-424b-c3e6-2481fe66bda5" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(44685, 1000, 1000)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(cat_training_x), len(cat_dev_x), len(cat_test_x)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IfhQrOW_OpnO", + "outputId": "8ad96d01-4afa-43f2-ac0e-6b3bda3b7ea7" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(1,\n", + " ['That',\n", + " 'is',\n", + " 'why',\n", + " 'the',\n", + " 'members',\n", + " 'of',\n", + " 'the',\n", + " 'beat',\n", + " 'generation',\n", + " 'proudly',\n", + " 'assume',\n", + " 'the',\n", + " 'title',\n", + " 'of',\n", + " 'the',\n", + " 'holy',\n", + " 'barbarians',\n", + " ';',\n", + " ';'])" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cat_training_y[0], cat_training_x[0]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eK5uW2OKgAaL" + }, + "source": [ + "### 1.2 Age\n", + "\n", + "[Schler et al (2006)](http://www.cs.biu.ac.il/~schlerj/schler_springsymp06.pdf) collected a dataset of blog posts annotated for the age of the author, we will use a subset of that dataset. The complete dataset can be found \n", + "[on Kaggle](https://www.kaggle.com/rtatman/blog-authorship-corpus).\n", + "\n", + "Warning: we will use this dataset to illustrate Poisson regression, but note that in general age may be a protected attribute in certain applications, and one should carefuly consider the implications of designing and deploying an age detection system." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2hSUugz4gCOu", + "outputId": "666c6c5f-9d51-4ba0-f9df-94addf5e0356" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--2022-04-05 15:48:16-- https://surfdrive.surf.nl/files/index.php/s/2xWdFxnewjN9gsq/download\n", + "Resolving surfdrive.surf.nl (surfdrive.surf.nl)... 145.100.27.67, 2001:610:108:203b:0:a11:da7a:5afe\n", + "Connecting to surfdrive.surf.nl (surfdrive.surf.nl)|145.100.27.67|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 25699440 (25M) [application/gzip]\n", + "Saving to: 'blog-authorship.json.gz'\n", + "\n", + "blog-authorship.jso 100%[===================>] 24.51M 46.4MB/s in 0.5s \n", + "\n", + "2022-04-05 15:48:17 (46.4 MB/s) - 'blog-authorship.json.gz' saved [25699440/25699440]\n", + "\n" + ] + } + ], + "source": [ + "# Download the data\n", + "!wget https://surfdrive.surf.nl/files/index.php/s/2xWdFxnewjN9gsq/download -O blog-authorship.json.gz\n", + "!gzip -d blog-authorship.json.gz" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "id": "AP5sAcUegEig" + }, + "outputs": [], + "source": [ + "import json\n", + "\n", + "with open(\"blog-authorship.json\") as f:\n", + " blog_data = json.load(f)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "KnBFeNXNgHIq", + "outputId": "118aca69-7279-4047-d883-b511a2a550e9" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "dict_keys(['source', 'ack', 'subset', 'format', 'training', 'dev', 'test'])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "blog_data.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "AfCRvU_NgdfX", + "outputId": "3a37bd30-fd61-47ce-936d-528d46bcd44a" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "('[Blog authorship corpus](https://www.kaggle.com/rtatman/blog-authorship-corpus)',\n", + " '[Schler et al (2006)](http://www.cs.biu.ac.il/~schlerj/schler_springsymp06.pdf)')" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "blog_data['source'], blog_data['ack']" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "l4AXCrLfhR-g" + }, + "source": [ + "We already have a training/dev/test split, each data point is a pair and the text is not preprocessed for us:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "FW26cwbVhOYx", + "outputId": "5910fea0-93b3-482f-9fc8-e43e8d8b3169" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(200000, 40000, 49174)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(blog_data['training']), len(blog_data['dev']), len(blog_data['test'])" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "R-3XndbHh7oE", + "outputId": "f448c512-e315-4f33-a044-cf97166796f1" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['I hate exams considering I just failed one. Yippee', 16]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "blog_data['training'][0]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "BaWLOFRGhYBj" + }, + "source": [ + "We need to tokenize the data for use in deep learning. We will use the NLTK word tokenizer for this. We also lowercase the inputs and shuffle the training data. This will take some 3 minutes." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "UPDHd0NSgX8M", + "outputId": "43d13643-6830-461b-d33f-f265febacbed" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 2min 54s, sys: 1.26 s, total: 2min 56s\n", + "Wall time: 2min 56s\n" + ] + } + ], + "source": [ + "%%time\n", + "from nltk.tokenize import word_tokenize\n", + "\n", + "# Tokenize and shuffle the data.\n", + "order = np.random.RandomState(42).permutation(np.arange(len(blog_data[\"training\"]))) \n", + "blog_training_x = [word_tokenize(blog_data[\"training\"][i][0].lower()) for i in order]\n", + "blog_training_y = [[blog_data[\"training\"][i][1]] for i in order]\n", + "blog_dev_x = [word_tokenize(x[0].lower()) for x in blog_data[\"dev\"]]\n", + "blog_dev_y = [[x[1]] for x in blog_data[\"dev\"]]\n", + "blog_test_x = [word_tokenize(x[0].lower()) for x in blog_data[\"test\"]]\n", + "blog_test_y = [[x[1]] for x in blog_data[\"test\"]]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "u5GcUl1EgQQJ", + "outputId": "00609d42-6017-43b6-f8b9-bc73eb5df13a" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "input: ['urllink', 'this', 'is', 'my', 'friend', 'sam', '.', 'he', \"'s\", 'a', 'little', 'weird', '.', 'he', \"'s\", 'nice', 'though', '.', 'but', 'weird', '.']\n", + "age of author: [17]\n" + ] + } + ], + "source": [ + "# Example pre-processed data point\n", + "print(f\"input: {blog_training_x[0]}\")\n", + "print(f\"age of author: {blog_training_y[0]}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "uqiOvffcfzKs" + }, + "source": [ + "### 1.3 Syntactic categories" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Cjyf839Wfb9i" + }, + "source": [ + "From NLTK, we will also take the `treebank` corpus where words are annotated with their syntactic categories (parts of speech, or POS tags)." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cjtCV9z3FuQO" + }, + "source": [ + "The method `tagged_sents` will give us a view of tokenized sentences with their token lag tag annotation:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "HFQdJD079FY6", + "outputId": "b769ecc8-8add-4658-e671-971aaa846e7a" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[('Pierre', 'NOUN'),\n", + " ('Vinken', 'NOUN'),\n", + " (',', '.'),\n", + " ('61', 'NUM'),\n", + " ('years', 'NOUN'),\n", + " ('old', 'ADJ'),\n", + " (',', '.'),\n", + " ('will', 'VERB'),\n", + " ('join', 'VERB'),\n", + " ('the', 'DET'),\n", + " ('board', 'NOUN'),\n", + " ('as', 'ADP'),\n", + " ('a', 'DET'),\n", + " ('nonexecutive', 'ADJ'),\n", + " ('director', 'NOUN'),\n", + " ('Nov.', 'NOUN'),\n", + " ('29', 'NUM'),\n", + " ('.', '.')]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "example = treebank.tagged_sents(tagset='universal')[0] # 'universal' here refers to the style of tags\n", + "example" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "id": "BNqS36sZNExH" + }, + "outputs": [], + "source": [ + "def split_nltk_tagged_corpus(corpus, max_length=30, num_heldout=100):\n", + " \"\"\"\n", + " Shuffle and split a corpus.\n", + " corpus: a corpus of tagged sequences, each sequence is a pair, each pair is a token and a tag.\n", + " max_length: discard sentences longer than this\n", + "\n", + " Return: \n", + " (training word sequences, training tag sequences), \n", + " (dev word sequences, dev tag sequences), \n", + " (test word sequences, test tag sequences), \n", + " \"\"\"\n", + " tagged_sentences = corpus.tagged_sents(tagset='universal')\n", + " # do not change the seed in here \n", + " order = np.random.RandomState(42).permutation(np.arange(len(tagged_sentences))) \n", + " word_sequences = [[w.lower() for w, t in tagged_sentences[i]] for i in order if len(tagged_sentences[i]) <= max_length] \n", + " tag_sequences = [[t for w, t in tagged_sentences[i]] for i in order if len(tagged_sentences[i]) <= max_length] \n", + " return (word_sequences[2*num_heldout:], tag_sequences[2*num_heldout:]), (word_sequences[num_heldout:2*num_heldout], tag_sequences[num_heldout:2*num_heldout]), (word_sequences[:num_heldout], tag_sequences[:num_heldout])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "IHYqnVljTaw5" + }, + "source": [ + "For `treebank` this will take about 10 seconds." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7-pkD_jNOHBj", + "outputId": "040a3f0a-fdac-46d7-cdba-929983380ac1" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of sentences: training=2486 dev=100 test=100\n", + "CPU times: user 6.09 s, sys: 537 ms, total: 6.63 s\n", + "Wall time: 6.79 s\n" + ] + } + ], + "source": [ + "%%time\n", + "(tagger_training_x, tagger_training_y), (tagger_dev_x, tagger_dev_y), (tagger_test_x, tagger_test_y) = split_nltk_tagged_corpus(treebank, num_heldout=100)\n", + "print(f\"Number of sentences: training={len(tagger_training_x)} dev={len(tagger_dev_x)} test={len(tagger_test_x)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Fk5nks5bKG0a", + "outputId": "36947f85-8f6e-4987-db1e-2c1027d322ef" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# A few training sentences\n", + "\n", + "x_0 = ['they', 'know', '0', 'he', 'is', 'generally', 'opposed', 'to', 'cop-killer', 'bullets', ',', 'but', 'that', 'he', 'had', 'some', 'reservations', 'about', 'the', 'language', 'in', 'the', 'legislation', '.', \"''\"]\n", + "y_0 = ['PRON', 'VERB', 'X', 'PRON', 'VERB', 'ADV', 'VERB', 'PRT', 'ADJ', 'NOUN', '.', 'CONJ', 'ADP', 'PRON', 'VERB', 'DET', 'NOUN', 'ADP', 'DET', 'NOUN', 'ADP', 'DET', 'NOUN', '.', '.']\n", + "\n", + "x_1 = ['california', \"'s\", 'education', 'department', 'suspects', 'adult', 'responsibility', 'for', 'erasures', 'at', '40', 'schools', 'that', '*t*-85', 'changed', 'wrong', 'answers', 'to', 'right', 'ones', 'on', 'a', 'statewide', 'test', '.']\n", + "y_1 = ['NOUN', 'PRT', 'NOUN', 'NOUN', 'VERB', 'NOUN', 'NOUN', 'ADP', 'NOUN', 'ADP', 'NUM', 'NOUN', 'DET', 'X', 'VERB', 'ADJ', 'NOUN', 'PRT', 'ADJ', 'NOUN', 'ADP', 'DET', 'ADJ', 'NOUN', '.']\n", + "\n", + "x_2 = ['the', 'loan', 'may', 'be', 'extended', '*-1', 'by', 'the', 'mcalpine', 'group', 'for', 'an', 'additional', 'year', 'with', 'an', 'increase', 'in', 'the', 'conversion', 'price', 'to', '$', '2.50', '*u*', 'a', 'share', '.']\n", + "y_2 = ['DET', 'NOUN', 'VERB', 'VERB', 'VERB', 'X', 'ADP', 'DET', 'NOUN', 'NOUN', 'ADP', 'DET', 'ADJ', 'NOUN', 'ADP', 'DET', 'NOUN', 'ADP', 'DET', 'NOUN', 'NOUN', 'PRT', '.', 'NUM', 'X', 'DET', 'NOUN', '.']\n", + "\n" + ] + } + ], + "source": [ + "print(\"# A few training sentences\\n\")\n", + "for n in range(3): \n", + " print(f\"x_{n} = {tagger_training_x[n]}\")\n", + " print(f\"y_{n} = {tagger_training_y[n]}\")\n", + " print()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "3qmFucRGr1Lh" + }, + "source": [ + "### 1.4 Vocabulary\n", + "\n", + "As always when dealing with NLP models, we need an object to maintain our vocabulary of known tokens. We will rely on word-tokenization.\n", + "\n", + "Our vocabulary class will maintain the set of known tokens, and a dictionary to convert tokens to codes and codes back to tokens. The class will also take care of some special symbols (e.g., BOS, EOS, UNK, PAD). \n", + "\n", + "Finally, if later on you test your model on sentences that are not word tokenized, you can use `nlt.tokenize.word_tokenize` or any other tokenizer you like (as long as the level of tokenization is similar to the one you used for training your model." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Kt5gPbIDIrx8" + }, + "source": [ + "This class will be used for maintaining both the vocabulary of known tokens and the set of known tags for the tagger data." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "id": "yMrE8lvlr2aa" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "from itertools import chain\n", + "from collections import Counter, OrderedDict\n", + "\n", + "class Vocab:\n", + "\n", + " def __init__(self, corpus: list, min_freq=1): \n", + " \"\"\"\n", + " corpus: list of documents, each document is a list of tokens, each token is a string\n", + " min_freq: words that occur less than this value are discarded\n", + " \"\"\"\n", + "\n", + " # Count word occurrences\n", + " counter = Counter(chain(*corpus))\n", + " \n", + " # Sort them by frequency\n", + " sorted_by_freq_tuples = sorted(counter.items(), key=lambda pair: pair[1], reverse=True)\n", + " \n", + " # Special tokens\n", + " self.pad_token = \"-PAD-\" # used to fill sequences in a batch to maximum sequence length\n", + " self.bos_token = \"-BOS-\" # begin of sequence\n", + " self.eos_token = \"-EOS-\" # end of sequence\n", + " self.unk_token = \"-UNK-\" # unknown symbol\n", + " self.pad_id = 0\n", + " self.bos_id = 1\n", + " self.eos_id = 2\n", + " self.unk_id = 3\n", + "\n", + " self.known_symbols = [self.pad_token, self.bos_token, self.eos_token, self.unk_token]\n", + " self.counts = [0, 0]\n", + " \n", + " # Vocabulary\n", + " self.word2id = OrderedDict() \n", + " self.word2id[self.pad_token] = self.pad_id \n", + " self.word2id[self.bos_token] = self.bos_id\n", + " self.word2id[self.eos_token] = self.eos_id\n", + " self.word2id[self.unk_token] = self.unk_id\n", + " self.min_freq = min_freq\n", + " for w, n in sorted_by_freq_tuples: \n", + " if n >= min_freq: # discard infrequent words\n", + " self.word2id[w] = len(self.known_symbols)\n", + " self.known_symbols.append(w)\n", + " self.counts.append(n)\n", + " \n", + " # Store the counts as well\n", + " self.counts = np.array(self.counts)\n", + "\n", + " def __len__(self):\n", + " return len(self.known_symbols)\n", + "\n", + " def __getitem__(self, word: str): \n", + " \"\"\"\n", + " Return the id (int) of a word (str)\n", + " \"\"\"\n", + " return self.word2id.get(word, self.unk_id)\n", + "\n", + " def encode(self, doc: list, add_bos=False, add_eos=False, pad_right=0):\n", + " \"\"\"\n", + " Transform a document into a numpy array of integer token identifiers.\n", + " doc: list of tokens, each token is a string\n", + " add_bos: whether to add the BOS token\n", + " add_eos: whether to add the EOS token\n", + " pad_right: number of suffix padding tokens \n", + " \n", + " Return: a list of codes (possibly with BOS and EOS added as well as padding)\n", + " \"\"\"\n", + " return [self.word2id.get(w, self.unk_id) for w in chain([self.bos_token] * int(add_bos), doc, [self.eos_token] * int(add_eos), [self.pad_token] * pad_right)]\n", + "\n", + " def batch_encode(self, docs: list, add_bos=False, add_eos=False):\n", + " \"\"\"\n", + " Transform a batch of documents into a numpy array of integer token identifiers.\n", + " This will pad the shorter documents to the length of the longest document.\n", + " docs: a list of documents\n", + " add_bos: whether to add the BOS token\n", + " add_eos: whether to add the EOS token\n", + " pad_right: number of suffix padding tokens\n", + "\n", + " Return: numpy array with shape [len(docs), longest_doc + add_bos + add_eos]\n", + " \"\"\"\n", + " max_len = max(len(doc) for doc in docs)\n", + " return np.array([self.encode(doc, add_bos=add_bos, add_eos=add_eos, pad_right=max_len-len(doc)) for doc in docs])\n", + "\n", + " def decode(self, ids, strip_pad=False):\n", + " \"\"\"\n", + " Transform a np.array document into a list of tokens.\n", + " ids: np.array with shape [num_tokens] \n", + " strip_pad: whether PAD tokens should be deleted from the output\n", + "\n", + " Return: list of strings with size [num_tokens - num_padding]\n", + " \"\"\"\n", + " if strip_pad:\n", + " return [self.known_symbols[id] for id in ids if id != self.pad_id]\n", + " else:\n", + " return [self.known_symbols[id] for id in ids]\n", + "\n", + " def batch_decode(self, docs, strip_pad=False):\n", + " \"\"\"\n", + " Transform a np.array collection of documents into a collection of lists of tokens.\n", + " ids: np.array with shape [num_docs, max_length] \n", + " strip_pad: whether PAD tokens should be deleted from the output\n", + "\n", + " Return: list of documents, each a list of tokens, each token a string\n", + " \"\"\"\n", + " return [self.decode(doc, strip_pad=strip_pad) for doc in docs] " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "HxTwRreJI7DC" + }, + "source": [ + "Let's see how this works on the tagger corpus:" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ZVR6Nfh5skV-", + "outputId": "b85f1343-991d-4c75-b5a8-e03add25d791" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(3358, 16)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# We get a vocabulary for words\n", + "word_vocab = Vocab(tagger_training_x, min_freq=2)\n", + "# and a vocabulary for tags\n", + "tag_vocab = Vocab(tagger_training_y, min_freq=1)\n", + "# You can see their sizes V and C:\n", + "len(word_vocab), len(tag_vocab)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "AM64EcW2JEoo" + }, + "source": [ + "The `encode` method turns a sequence of (str) symbols into a sequence of (int) codes:" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "N4U7tdm-JwAN" + }, + "source": [ + "We can also have `encode` add some special symbols for us (but remember to be consistent, you should always have token sequences and tag sequences that match in length):" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "dcGLLsUsKTrM" + }, + "source": [ + "We can also encode and decode entire batches of sequences. This will use pad symbols/codes to make the sequences in the same batch have the same length:" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "rOAVwaWX6kA9", + "outputId": "81f3973a-024a-4d78-a16f-a4adfb0a2333" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 45, 907, 13, 36, 18, 600, 1078, 8, 1651, 1652, 6,\n", + " 41, 19, 36, 66, 71, 2194, 55, 5, 2195, 10, 5,\n", + " 487, 4, 21, 2, 0, 0, 0],\n", + " [ 488, 14, 1309, 156, 2196, 3, 3, 16, 3, 31, 449,\n", + " 908, 19, 3, 601, 909, 772, 8, 343, 910, 26, 9,\n", + " 2197, 344, 4, 2, 0, 0, 0],\n", + " [ 5, 542, 129, 40, 2198, 12, 34, 5, 1310, 264, 16,\n", + " 44, 378, 54, 37, 44, 324, 10, 5, 2199, 186, 8,\n", + " 25, 1311, 23, 9, 111, 4, 2]])" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "word_vocab.batch_encode(tagger_training_x[:3], add_bos=False, add_eos=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_ScoTY8-6u0X", + "outputId": "b69d2f4a-a522-4754-beb6-1c7bf6a89654" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[['they',\n", + " 'know',\n", + " '0',\n", + " 'he',\n", + " 'is',\n", + " 'generally',\n", + " 'opposed',\n", + " 'to',\n", + " 'cop-killer',\n", + " 'bullets',\n", + " ',',\n", + " 'but',\n", + " 'that',\n", + " 'he',\n", + " 'had',\n", + " 'some',\n", + " 'reservations',\n", + " 'about',\n", + " 'the',\n", + " 'language',\n", + " 'in',\n", + " 'the',\n", + " 'legislation',\n", + " '.',\n", + " \"''\",\n", + " '-EOS-'],\n", + " ['california',\n", + " \"'s\",\n", + " 'education',\n", + " 'department',\n", + " 'suspects',\n", + " '-UNK-',\n", + " '-UNK-',\n", + " 'for',\n", + " '-UNK-',\n", + " 'at',\n", + " '40',\n", + " 'schools',\n", + " 'that',\n", + " '-UNK-',\n", + " 'changed',\n", + " 'wrong',\n", + " 'answers',\n", + " 'to',\n", + " 'right',\n", + " 'ones',\n", + " 'on',\n", + " 'a',\n", + " 'statewide',\n", + " 'test',\n", + " '.',\n", + " '-EOS-'],\n", + " ['the',\n", + " 'loan',\n", + " 'may',\n", + " 'be',\n", + " 'extended',\n", + " '*-1',\n", + " 'by',\n", + " 'the',\n", + " 'mcalpine',\n", + " 'group',\n", + " 'for',\n", + " 'an',\n", + " 'additional',\n", + " 'year',\n", + " 'with',\n", + " 'an',\n", + " 'increase',\n", + " 'in',\n", + " 'the',\n", + " 'conversion',\n", + " 'price',\n", + " 'to',\n", + " '$',\n", + " '2.50',\n", + " '*u*',\n", + " 'a',\n", + " 'share',\n", + " '.',\n", + " '-EOS-']]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "word_vocab.batch_decode(word_vocab.batch_encode(tagger_training_x[:3], add_bos=False, add_eos=True), strip_pad=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "06BMGjPT7BFp" + }, + "source": [ + "### 1.5 Corpus and Data Loader\n", + "\n", + "We will be developing our models in torch, thus we need to wrap our corpus into a `Dataset` and a `DataLoader`:" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "id": "3ptZKyBw7FN3" + }, + "outputs": [], + "source": [ + "import torch\n", + "from torch.utils.data import Dataset, DataLoader\n", + "\n", + "class TextRegressionCorpus(Dataset):\n", + " \"\"\"\n", + " Use this to give torch access to a corpus of documents annotated with a simple response variable (e.g., category or real number)\n", + " This class will also know the vocab objects for tokens\n", + " and it will take care of coding strings into integers consistently.\n", + " \"\"\"\n", + "\n", + " def __init__(self, corpus_x, corpus_y, vocab_x: Vocab):\n", + " \"\"\"\n", + " In PyTorch we better always manipulate numerical codes, rather than text.\n", + " So, our Corpus object will contain a vocab that converts words to codes.\n", + "\n", + " corpus_x: token sequences\n", + " corpus_y: response values\n", + " vocab_x: vocabulary of input symbols\n", + " \"\"\"\n", + " self.corpus_x = list(corpus_x)\n", + " self.corpus_y = list(corpus_y)\n", + " if len(self.corpus_x) != len(self.corpus_y):\n", + " raise ValueError(\"I need pairs\")\n", + " self.vocab_x = vocab_x\n", + "\n", + " def __len__(self):\n", + " \"\"\"Size of the corpus in number of sequence pairs\"\"\"\n", + " return len(self.corpus_x)\n", + " \n", + " def __getitem__(self, idx):\n", + " \"\"\"Return corpus_x[idx] and corpus_y[idx] converted to codes and with the EOS code in the end\"\"\"\n", + " x = self.vocab_x.encode(self.corpus_x[idx], add_bos=False, add_eos=True)\n", + " y = self.corpus_y[idx]\n", + " return x, y\n", + "\n", + " def pad_to_longest(self, pairs, pad_id=0):\n", + " \"\"\"\n", + " Take a list of coded sequences and returns a torch tensor where \n", + " every sentence has the same length (by means of using PAD tokens)\n", + " \"\"\"\n", + " longest = max(len(x) for x, y in pairs)\n", + " batch_x = torch.tensor([x + [self.vocab_x.pad_id] * (longest - len(x)) for x, y in pairs]) \n", + " batch_y = torch.tensor([y for x, y in pairs]) \n", + " return batch_x, batch_y\n", + " \n", + " \n", + "class ParallelCorpus(Dataset):\n", + " \"\"\"\n", + " Use this to give torch access to a corpus of sequence pairs.\n", + " This class will also know the vocab objects for the two streams. \n", + " and it will take care of coding strings into integers consistently.\n", + " \"\"\"\n", + "\n", + " def __init__(self, corpus_x, corpus_y, vocab_x: Vocab, vocab_y: Vocab):\n", + " \"\"\"\n", + " In PyTorch we better always manipulate numerical codes, rather than text.\n", + " So, our Corpus object will contain a vocab that converts words to codes.\n", + "\n", + " corpus_x: token sequences\n", + " corpus_y: tag sequences\n", + " vocab_x: vocabulary for token sequences\n", + " vocab_y: vocabulary for tag sequences\n", + " \"\"\"\n", + " self.corpus_x = list(corpus_x)\n", + " self.corpus_y = list(corpus_y)\n", + " assert len(self.corpus_x) == len(self.corpus_y), \"I need sequence pairs\"\n", + " self.vocab_x = vocab_x\n", + " self.vocab_y = vocab_y\n", + "\n", + " def __len__(self):\n", + " \"\"\"Size of the corpus in number of sequence pairs\"\"\"\n", + " return len(self.corpus_x)\n", + " \n", + " def __getitem__(self, idx):\n", + " \"\"\"\n", + " Return corpus_x[idx] and corpus_y[idx] converted to codes \n", + " the latter has the EOS code in the end \n", + " \"\"\"\n", + " x = self.vocab_x.encode(self.corpus_x[idx], add_bos=False, add_eos=True)\n", + " y = self.vocab_y.encode(self.corpus_y[idx], add_bos=False, add_eos=True)\n", + " return x, y\n", + "\n", + " def pad_to_longest(self, pairs, pad_id=0):\n", + " \"\"\"\n", + " Take a list of coded sequences and returns a torch tensor where \n", + " every sentence has the same length (by means of using PAD tokens)\n", + " \"\"\"\n", + " longest_x = max(len(x) for x, y in pairs)\n", + " longest_y = max(len(y) for x, y in pairs)\n", + " batch_x = torch.tensor([x + [self.vocab_x.pad_id] * (longest_x - len(x)) for x, y in pairs]) \n", + " batch_y = torch.tensor([y + [self.vocab_y.pad_id] * (longest_y - len(y)) for x, y in pairs]) \n", + " return batch_x, batch_y \n", + "\n", + "\n", + "class TaggedCorpus(ParallelCorpus):\n", + " \"\"\"\n", + " Use this to give torch access to a corpus of tagged sequences.\n", + " This class will also know the vocab objects for tokens and tags, \n", + " and it will take care of coding strings into integers consistently.\n", + " \"\"\"\n", + "\n", + " def __init__(self, corpus_x, corpus_y, vocab_x: Vocab, vocab_y: Vocab):\n", + " \"\"\"\n", + " In PyTorch we better always manipulate numerical codes, rather than text.\n", + " So, our Corpus object will contain a vocab that converts words to codes.\n", + "\n", + " corpus_x: token sequences\n", + " corpus_y: tag sequences\n", + " vocab_x: vocabulary for token sequences\n", + " vocab_y: vocabulary for tag sequences\n", + " \"\"\"\n", + " super().__init__(corpus_x, corpus_y, vocab_x, vocab_y)\n", + " assert all(len(x) == len(y) for x, y in zip(corpus_x, corpus_y)), \"A sequence pair should match in number of steps\"" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_jqOgaYwLPhE" + }, + "source": [ + "We join our input and output data into torch `Dataset` objects for training, development and testing. Note that training, development and testing data share the same vocabularies, which were constructed using the training set alone. We can wrap the tagger data around a `Dataset` object as:" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "id": "rVrZjx0R8gYU" + }, + "outputs": [], + "source": [ + "tagger_training = TaggedCorpus(tagger_training_x, tagger_training_y, word_vocab, tag_vocab)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "I-ebPbVxLha8" + }, + "source": [ + "Here's an example of how we get a `DataLoader` for a corpus, we simply choose the `Dataset` object we want (training/dev/test), the batch size we want, whether we need shuffling (e.g., for training batches in SGD), and how we \"glue\" data points of different length together (i.e., a function such as `pad_to_longest` which `TextRegressionCorpus` and `TaggedCorpus` provide for us)." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "NhVrqdcI827_", + "outputId": "8e55f218-4ee9-4d7d-b446-ad808075152f" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# This is how the tagged sequences in a batch come out of the data loader\n", + "\n", + "tensor([ 77, 2535, 5, 318, 6, 43, 776, 4, 2, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])\n", + "tensor([14, 5, 8, 4, 6, 14, 4, 6, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0])\n", + "\n", + "tensor([ 3, 3, 11, 3, 98, 13, 45, 29, 3, 7, 101, 918,\n", + " 175, 34, 1491, 15, 8, 3, 49, 3, 748, 213, 4, 2])\n", + "tensor([ 4, 4, 15, 4, 5, 10, 14, 5, 9, 7, 8, 4, 10, 7, 4, 10, 13, 5,\n", + " 15, 5, 4, 4, 6, 2])\n", + "\n", + "tensor([ 46, 882, 69, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])\n", + "tensor([4, 4, 6, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])\n", + "\n", + "# And we can always decode them for inspection\n", + "\n", + "['i', 'loved', 'the', 'school', ',', 'its', 'history', '.', '-EOS-']\n", + "['PRON', 'VERB', 'DET', 'NOUN', '.', 'PRON', 'NOUN', '.', '-EOS-']\n", + "\n", + "['-UNK-', '-UNK-', 'and', '-UNK-', 'say', '0', 'they', 'are', '-UNK-', 'of', 'any', 'efforts', '*ich*-1', 'by', 'mcgraw-hill', '*', 'to', '-UNK-', 'or', '-UNK-', 'scoring', 'high', '.', '-EOS-']\n", + "['NOUN', 'NOUN', 'CONJ', 'NOUN', 'VERB', 'X', 'PRON', 'VERB', 'ADJ', 'ADP', 'DET', 'NOUN', 'X', 'ADP', 'NOUN', 'X', 'PRT', 'VERB', 'CONJ', 'VERB', 'NOUN', 'NOUN', '.', '-EOS-']\n", + "\n", + "['new', 'account', ':', '-EOS-']\n", + "['NOUN', 'NOUN', '.', '-EOS-']\n", + "\n" + ] + } + ], + "source": [ + "batcher = DataLoader(tagger_training, batch_size=3, shuffle=True, collate_fn=tagger_training.pad_to_longest)\n", + "for batch_x, batch_y in batcher:\n", + " print(\"# This is how the tagged sequences in a batch come out of the data loader\\n\")\n", + " for x, y in zip(batch_x, batch_y):\n", + " print(x)\n", + " print(y) \n", + " print()\n", + " \n", + " print(\"# And we can always decode them for inspection\\n\")\n", + " # stripping padding makes it easier to read the examples\n", + " for x, y in zip(word_vocab.batch_decode(batch_x, strip_pad=True), tag_vocab.batch_decode(batch_y, strip_pad=True)):\n", + " print(x)\n", + " print(y)\n", + " print()\n", + " break" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kjldtg5dJW7a" + }, + "source": [ + "## 2. Text encoders\n", + "\n", + "In NLP applications, we often have to *encode* a piece of text. For example, that is the case in text classification and regression, as well as in sequence labelling. \n", + "\n", + "Assume for example, a text classifier that takes a document $x_{1:l} = \\langle x_1, \\ldots, x_l \\rangle$, where each token $x_i \\in \\mathcal W$ is from a finite vocabulary of $V$ tokens and predicts a distribution over $C$ classes from a set $\\mathcal T = \\{1, \\ldots, C\\}$. An encoding function can map $x_{1:l}$ to a $D$-dimensional vector $\\mathbf u$, which we can then transform to a $C$-dimensional vector of scores using an affine transformation, which in turn we can constrain to the probability simplex via softmax:\n", + "\n", + "\\begin{align}\n", + " Y|X_{1:l}=x_{1:l} &\\sim \\mathrm{Categorical}(\\mathbf g(x_{1:l}; \\theta)) \\\\\n", + " \\mathbf u &= \\mathrm{encode}_D(x_{1:l}; \\theta_{\\text{enc}}) \\\\\n", + " \\mathbf s &= \\mathrm{affine}_C(\\mathbf u; \\theta_{\\text{out}}) \\\\\n", + " \\mathbf g(x_{1:l}; \\theta) &= \\mathrm{softmax}(\\mathbf s)\n", + "\\end{align}\n", + "\n", + "Here I use a subscript to indicate the dimensionality of the output of the function, the named parameters after `;` are the trainable parameters of the function. \n", + "\n", + "Generally text encoders may return a single output vector per document, or one vector per word in the document." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "id": "9zRt1KO4nT9Y" + }, + "outputs": [], + "source": [ + "import torch\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "\n", + "\n", + "class Encoder(nn.Module):\n", + "\n", + " def __init__(self, output_dim):\n", + " super().__init__()\n", + " self._output_dim = output_dim\n", + "\n", + " @property\n", + " def output_dim(self):\n", + " return self._output_dim\n", + "\n", + " def forward(self, x):\n", + " \"\"\"\n", + " x: [batch_size, max_length]\n", + "\n", + " Return a tensor of shape [batch_size, max_length, output_dim] or\n", + " [batch_size, output_dim]\n", + " \"\"\"\n", + " raise NotImplementedError(\"Implement me!\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zGtR4DGaGe-U" + }, + "source": [ + "We develop a very basic text encoder based on a bidirectional LSTM. In principle, any powerful encoder (including pretrained encoders) can be used, we go ahead with the BiLSTM to keep the tutorial lightweight." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "id": "2MjiZpK0k-g9" + }, + "outputs": [], + "source": [ + "class TextEncoder(Encoder):\n", + " \"\"\"\n", + " Given a predictor x this NN parameterises the pdf of the random variable Y|X=x.\n", + " In other words, it predicts the conditional distribution P(Y|X=x).\n", + " When reduce_mean is True the forward will return a single output vector per document.\n", + " When reduce_mean is False one vector per word in the document is returned instead.\n", + " \"\"\"\n", + "\n", + " def __init__(self, vocab_size: int, word_embed_dim: int, hidden_size: int, reduce_mean=False, pad_id=0, p_drop=0.):\n", + " super().__init__(2 * hidden_size)\n", + " self.pad_id = pad_id \n", + " self.word_embed_dim = word_embed_dim\n", + " self.hidden_size = hidden_size \n", + " self.vocab_size = vocab_size\n", + " self.word_embed = nn.Embedding(self.vocab_size, embedding_dim=word_embed_dim)\n", + " self.encoder = nn.LSTM(\n", + " input_size=word_embed_dim,\n", + " hidden_size=hidden_size,\n", + " num_layers=1,\n", + " batch_first=True,\n", + " bidirectional=True,\n", + " )\n", + " self.reduce_mean = reduce_mean\n", + " \n", + " def forward(self, x):\n", + " \"\"\"\n", + " x: [batch_size, max_length]\n", + " \"\"\"\n", + " # We begin by embedding the tokens \n", + " # [batch_size, max_length, embed_dim]\n", + " h = self.word_embed(x)\n", + " # [batch_size, max_length, 2*hidden_size*num_layers]\n", + " h, _ = self.encoder(h)\n", + " if self.reduce_mean: # average pooling\n", + " h = torch.where((x == self.pad_id).unsqueeze(-1), torch.zeros_like(h), h) \n", + " h = torch.sum(h, axis=-2) / torch.sum((x != self.pad_id).float(), -1, keepdims=True) \n", + " return h" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "4mBipqnDBNtj" + }, + "source": [ + "## 3. Probabilistic model\n", + "\n", + "A probabilistic model prescribes the probability measure of a random experiment, in this tutorial we will design models by explicitly parameterising a probability density function (pdf using NNs. When our random variables (rvs) are multivariate or structured we will pick a factorisation of the joint pdf, decide on the statistical family of each factor, and parameterise the factors using NNs. \n", + "\n", + "Generically, we will be modelling the distribution of some random variable $Y$ (univariate, multivariate, structured) conditioned on an assignment of some random variable $X=x$ (typically structured). \n", + "\n", + "For example, $x$ may be a piece of text or an image. The response variable may be a category, a numerical measurement, a vector of attributes/measurements, a data structure (e.g., sequence, tree, graph).\n", + "\n", + "For us, a probabilistic model can at the very least\n", + "* assign probability density to an assignment $Y=y$ given $X=x$\n", + "* sample an assignment of $Y$ given $X=x$\n", + "and we will use the forward method of a PyTorch Module to parameterise the relevant conditional probability distributions.\n", + "\n", + "Occasionally, we will be able to support other operations such as finding the median, mean, mode, etc." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "id": "m72UzHdaBZ19" + }, + "outputs": [], + "source": [ + "class Model(nn.Module):\n", + " \"\"\"\n", + " A probabilistic model predicts the probability measure of a random experiment. \n", + " We will predict the distribution of the random variable Y conditioned on \n", + " an assignment to the random variable X=x. \n", + "\n", + " As a modelling mechanism we will use pmfs and pdfs, hence predicting \n", + " the distribution P(Y|X=x) requires mapping from x to the parameters of a \n", + " pmf/pdf for Y, or, in case of multivariate/structured data, a joint pdf \n", + " whose factorisation we decide upon. \n", + "\n", + " For us, a model needs to satisfy the following desiderata:\n", + " * parameterising the pdf is tractable\n", + " * assessing the pdf for a given outcome Y=y|X=x is tractable\n", + " * drawing samples from P(Y|X=x) is tractable\n", + " * the pdf p(y|x) is differentiable with respect to the parameters of the \n", + " NN that predicts its parameter(s) \n", + " \n", + " \n", + " The only aspects of the Model's API that is fixed are:\n", + " * log_prob(x, y) -> tensor of floats, one value per instance in the batch\n", + " * sample(x, sample_size) -> batch of samples\n", + " * forward(...) -> a torch.distribution object\n", + " the signature of the forward method may vary in subclasses\n", + " \n", + " \"\"\"\n", + "\n", + " def __init__(self, event_shape=tuple()):\n", + " \"\"\"\n", + " The event_shape is the shape of the outcome of the rv Y. \n", + " \"\"\"\n", + " super().__init__()\n", + " self._event_shape = event_shape\n", + "\n", + " @property\n", + " def event_shape(self):\n", + " return self._event_shape\n", + "\n", + " def num_parameters(self):\n", + " return sum(np.prod(theta.shape) for theta in self.parameters())\n", + " \n", + " def forward(self, x):\n", + " \"\"\"\n", + " x: [batch_size, ...]\n", + " \"\"\"\n", + " raise NotImplementedError(\"Each type of model will have a different implementation here\")\n", + "\n", + " def sample(self, x, sample_size=tuple()):\n", + " \"\"\"\n", + " x: [batch_size, ...]\n", + " Return a batch of samples from Y|X=x\n", + " \"\"\"\n", + " raise NotImplementedError(\"Each type of model will have a different implementation here\")\n", + "\n", + " def log_prob(self, x, y):\n", + " \"\"\"\n", + " Computes the log pdf for Y=y|X=x for each pair in the batch.\n", + "\n", + " x: batch_shape + event_shape_x\n", + " y: batch_shape + event_shape\n", + " \"\"\"\n", + " \n", + " # Predict the conditional probability distribution using the forward function.\n", + " # This will return one such probability distribution per batch element.\n", + " cpds = self(x=x)\n", + " \n", + " # Computer the log probability of each element in the batch.\n", + " logp = cpds.log_prob(y) # [batch_size] \n", + " \n", + " return logp " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "93WvleoUBPoq" + }, + "source": [ + "## 4. Parameter estimation\n", + "\n", + "We will estimate parameters using maximum likelihood estimation (MLE), via gradient-based search. This means we need to assess the model's likelihood given a dataset (or batch) of observations and the likelihood function must be tractable and differentiable with respect to the NN parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "id": "1fORKoLGDho_" + }, + "outputs": [], + "source": [ + "def loss(self, x, y): \n", + " \"\"\" \n", + " No matter the probabilistic model, the loss is the negative log likelihood \n", + " of the parameters estimated on a single batch:\n", + " - 1/batch_size * \\sum_{s} log P(y[s]|x[s], theta)\n", + "\n", + " x: batch_shape + event_shape_x\n", + " y: batch_shape + event_shape\n", + " \"\"\"\n", + " return -self.log_prob(x=x, y=y).mean(0)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "id": "lymfkwOCxZ6I" + }, + "outputs": [], + "source": [ + "def distortion(model, dl, device):\n", + " \"\"\"\n", + " Wrapper for estimating distortion using all data points in a data loader.\n", + " \"\"\"\n", + " total_log_prob = 0.\n", + " data_size = 0\n", + " with torch.no_grad():\n", + " for batch_x, batch_y in dl:\n", + " total_log_prob = total_log_prob + model.log_prob(batch_x.to(device), batch_y.to(device)).sum()\n", + " data_size += batch_x.shape[0]\n", + " return - total_log_prob / data_size" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "PnhAyD8mBRls" + }, + "source": [ + "## 5. Decision rules\n", + "\n", + "A rational decision maker chooses her actions to maximise expected utility. \n", + "\n", + "Let $u(y, c)$ quantify the benefit in choosing $c \\in \\mathcal Y$ when $y$ is the truth. When deciding under uncertainty, we solve\n", + "\n", + "\\begin{align}\n", + "y^\\star &= \\arg\\max_{c \\in \\mathcal Y}~\\mathbb E[u(Y, c)|X=x]\n", + "\\end{align}\n", + "\n", + "where the expectation is with respect to the pdf $p_{Y|X=x}$.\n", + "\n", + "For certain utility functions and pdf combinations, this can be solved in closed form. In many cases there is not tractable algorithm for this decision problem, then approximations are needed.\n", + "\n", + "When the utility function is $u(y, c) = [y = c]$ (which evaluates to 1 if $y$ and $c$ are the same, and 0 otherwise), $y^\\star$ corresponds to the mode of $p_{Y|X=x}$.\n", + "\n", + "In structure prediction, utility functions may reward partial/structural similarity between $y$ and $c$. For example, a utility function for strings may be based on Levenshtein distance/similarity." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "id": "hyCuDUdoD_kN" + }, + "outputs": [], + "source": [ + "class DecisionRule:\n", + "\n", + " def __init__(self):\n", + " super().__init__()\n", + "\n", + " def __call__(self, model, x):\n", + " \"\"\"\n", + " This function should map from a model and input, and the resulting predicted probability distribution,\n", + " to a single outcome.\n", + " \"\"\" \n", + " raise NotImplementedError(\"Implement me!\") \n", + "\n", + "\n", + "class ExactMode(DecisionRule):\n", + " \"\"\"\n", + " This decision rule returns the most probable outcome under the predicted probability distribution, assuming\n", + " a unimodal or discrete probability distribution. \n", + " \"\"\"\n", + " \n", + " def __call__(self, model, x):\n", + " return model.mode(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "sPSWFfZVKQU0" + }, + "source": [ + "We have some helper code for predictions using the batches in a data loader:" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "id": "JAcQNQGquuk0" + }, + "outputs": [], + "source": [ + "def predict(model, rule, dl, device, return_targets=False, strip_pad=True):\n", + " \"\"\"\n", + " Wrapper for predictions using a decision rule.\n", + " \n", + " model: one of our taggers\n", + " dl: a data loader for the heldout data\n", + " device: the PyTorch device where the model is stored\n", + " return_targets: also return the targets from the data loader\n", + " you can use this when the actual targets are in the dataloader (e.g., for dev set)\n", + "\n", + " Return \n", + " * a list of predictions, each a sequence of tags (already decoded)\n", + " * if return_targets=True, additionally return a list of targets, each a sequence of tags (already decoded)\n", + " \"\"\"\n", + " all_preds = []\n", + " all_targets = []\n", + " with torch.no_grad():\n", + " for batch_x, batch_y in dl:\n", + " preds = rule(model, batch_x.to(device))\n", + " all_preds.extend(preds.cpu().numpy())\n", + " all_targets.extend(batch_y.cpu().numpy())\n", + "\n", + " if return_targets:\n", + " return all_preds, all_targets\n", + " else:\n", + " return all_preds" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "VBSpxl9RrZYC" + }, + "source": [ + "## 6. Training procedure" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "puTqQpKMKWI_" + }, + "source": [ + "The training procedure is always the exact same, no matter the model, so we abstract it for you." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "id": "pf3iDZ-nhL9E" + }, + "outputs": [], + "source": [ + "import torch\n", + "import torch.nn as nn\n", + "import torch.nn.functional as F\n", + "import torch.distributions as td\n", + "import torch.optim as opt\n", + "from tqdm.notebook import tqdm\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "id": "6qWhLJPnwX-t" + }, + "outputs": [], + "source": [ + "from sklearn.metrics import classification_report, mean_squared_error, mean_absolute_error, median_absolute_error\n", + "from collections import defaultdict\n", + "from itertools import chain\n", + "\n", + "\n", + "def flatten(seq):\n", + " \"\"\"flattens a python list\"\"\"\n", + " return list(chain.from_iterable(seq))\n", + "\n", + "def report_regression(y_true, y_pred):\n", + " return {\"MSE\": mean_squared_error(y_true, y_pred), \"MAE\": mean_absolute_error(y_true, y_pred), \"MdAE\": median_absolute_error(y_true, y_pred)}\n", + "\n", + "def report_classification(y_true, y_pred):\n", + " return classification_report(y_true, y_pred, output_dict=True, zero_division=0)\n", + "\n", + "def report_tagging(y_true, y_pred, score_pad=False, pad_id=0):\n", + " if not score_pad:\n", + " pairs = [(t, p) for t, p in zip(flatten(y_true), flatten(y_pred)) if t != pad_id]\n", + " y_true = [t for t, p in pairs]\n", + " y_pred = [p for t, p in pairs]\n", + " return classification_report(y_true, y_pred, output_dict=True, zero_division=0) " + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "id": "xIcjiAWSvbN_" + }, + "outputs": [], + "source": [ + "def train_neural_model(model: Model, optimiser, decision_rule: DecisionRule, \n", + " training_data, dev_data, \n", + " batch_size=200, num_epochs=10, check_every=10, \n", + " report_fn=None, report_metrics=[], \n", + " device=torch.device('cuda:0')\n", + " ):\n", + " \"\"\"\n", + " model: pytorch model\n", + " optimiser: pytorch optimiser\n", + " training_corpus: a TaggedCorpus for trianing\n", + " dev_corpus: a TaggedCorpus for dev\n", + " batch_size: use more if you have more memory\n", + " num_epochs: use more for improved convergence\n", + " check_every: use less to check performance on dev set more often\n", + " device: where we run the experiment\n", + "\n", + " Return a log of quantities computed during training (for plotting)\n", + " \"\"\"\n", + " # We use the training data in random order for parameter estimation\n", + " batcher = DataLoader(training_data, batch_size=batch_size, shuffle=True, collate_fn=training_data.pad_to_longest)\n", + " # We use the dev data for evaluation during training (no need for randomisation here)\n", + " dev_batcher = DataLoader(dev_data, batch_size=batch_size, shuffle=False, collate_fn=dev_data.pad_to_longest)\n", + "\n", + " total_steps = num_epochs * len(batcher)\n", + " log = defaultdict(list)\n", + " \n", + " model.eval()\n", + " log['D'].append(distortion(model, dev_batcher, device=device).item())\n", + " \n", + " if report_fn:\n", + " preds, targets = predict(\n", + " model, \n", + " decision_rule, \n", + " dev_batcher, \n", + " device=device, \n", + " return_targets=True\n", + " ) \n", + " report = report_fn(targets, preds)\n", + " for metric in report_metrics: \n", + " log[metric].append(report[metric])\n", + " \n", + " step = 0\n", + "\n", + " with tqdm(range(total_steps)) as bar:\n", + " for epoch in range(num_epochs):\n", + " for batch_x, batch_y in batcher:\n", + " model.train()\n", + " optimiser.zero_grad()\n", + " \n", + " L = loss(model, batch_x.to(device), batch_y.to(device))\n", + " \n", + " L.backward()\n", + " optimiser.step()\n", + "\n", + " bar_dict = OrderedDict()\n", + " bar_dict['loss'] = f\"{L.item():.2f}\"\n", + " bar_dict['D'] = f\"{log['D'][-1]:.2f}\"\n", + " for metric in report_metrics:\n", + " bar_dict[metric] = \"{:.2f}\".format(log[metric][-1])\n", + " bar.set_postfix(bar_dict)\n", + " bar.update() \n", + " \n", + " log['loss'].append(L.item())\n", + "\n", + " if step % check_every == 0:\n", + " model.eval()\n", + " log['D'].append(distortion(model, dev_batcher, device=device).item())\n", + " \n", + " if report_fn:\n", + " preds, targets = predict(\n", + " model, \n", + " decision_rule, \n", + " dev_batcher, \n", + " device=device, \n", + " return_targets=True\n", + " ) \n", + " report = report_fn(targets, preds)\n", + " for metric in report_metrics: \n", + " log[metric].append(report[metric])\n", + " \n", + " step += 1\n", + "\n", + " model.eval()\n", + " log['D'].append(distortion(model, dev_batcher, device=device).item())\n", + " \n", + " if report_fn:\n", + " preds, targets = predict(\n", + " model, \n", + " decision_rule, \n", + " dev_batcher, \n", + " device=device, \n", + " return_targets=True\n", + " ) \n", + " report = report_fn(targets, preds)\n", + " for metric in report_metrics: \n", + " log[metric].append(report[metric])\n", + "\n", + " return log " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "7_3n74DRHKSx" + }, + "source": [ + "## 7. Examples" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "LWWU3UBYHR16" + }, + "source": [ + "### 7.1 Categorical\n", + "\n", + "Here we design a probabilistic model for a Categorical response variable $Y$ given a document $x$:\n", + "\n", + "\\begin{align}\n", + " Y|X=x &\\sim \\mathrm{Categorical}(\\mathbf g(x; \\theta)) \\\\\n", + " \\mathbf u &= \\mathrm{encode}_D(x; \\theta_{\\text{enc}}) \\\\\n", + " \\mathbf s &= \\mathrm{affine}_C(\\mathbf u; \\theta_{\\text{out}}) \\\\\n", + " \\mathbf g(x; \\theta) &= \\mathrm{softmax}(\\mathbf s)\n", + "\\end{align}\n" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "id": "rjul5JnLygQm" + }, + "outputs": [], + "source": [ + "class CategoricalModel(Model):\n", + " \"\"\"\n", + " Given a predictor x this NN parameterises the pdf of the random variable Y|X=x,\n", + " where Y is Categorically distributed.\n", + " In other words, it predicts the conditional distribution P(Y|X=x).\n", + " \"\"\"\n", + "\n", + " def __init__(self, support_size, hidden_size: int, encoder: Encoder, p_drop=0.):\n", + " super().__init__(tuple())\n", + " self.encoder = encoder\n", + " self.support_size = support_size\n", + " self.hidden_size = hidden_size\n", + "\n", + " # We have a simple neural network that maps from the text encodings to\n", + " # logits for the Categorical distribution.\n", + " self.logits_predictor = nn.Sequential(\n", + " nn.Dropout(p_drop),\n", + " nn.Linear(encoder.output_dim, hidden_size),\n", + " nn.ReLU(),\n", + " nn.Dropout(p_drop),\n", + " nn.Linear(hidden_size, support_size)\n", + " )\n", + " \n", + " def forward(self, x): \n", + " \n", + " # We begin by encoding the tokens\n", + " h = self.encoder(x) # batch_shape, (enc_dim,)\n", + " \n", + " # We use the logit predictor network to transform those into logits.\n", + " logits = self.logits_predictor(h) # batch_shape, (support_size,)\n", + " \n", + " # We return a Categorical distribution with the predicted logits as its parameters.\n", + " return td.Categorical(logits=logits) \n", + "\n", + " def sample(self, x, sample_size=tuple()):\n", + " with torch.no_grad():\n", + " cpd = self(x=x) \n", + " return cpd.sample(sample_size)\n", + "\n", + " def mode(self, x):\n", + " with torch.no_grad():\n", + " # Predict the Categorical distribution of P(Y|X=x)\n", + " cpd = self(x=x)\n", + " \n", + " # We can easily obtain the exact mode by taking the argmax over logits.\n", + " mode = torch.argmax(cpd.logits, -1)\n", + " \n", + " return mode" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "QpFT0Ic3EP6h" + }, + "source": [ + "Let's sanity check our implementation by doing a forwards pass through a randomly initialized text encoder and Categorical model:" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "U2u3V-IB3zTW", + "outputId": "e01473ea-bf3f-4f71-82dd-cb02bbdc5e8f" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([3, 28])\n", + "tensor([[-1.2122, -1.1352, -0.9647],\n", + " [-1.1917, -1.1365, -0.9799],\n", + " [-1.2199, -1.1338, -0.9599]], grad_fn=)\n", + "tensor([2, 2, 2])\n", + "tensor([1, 2, 1])\n" + ] + } + ], + "source": [ + "encoder = TextEncoder(len(word_vocab), 7, 5, True)\n", + "cat_model = CategoricalModel(3, 12, encoder)\n", + "for batch_x, batch_y in batcher:\n", + " print(batch_x.shape)\n", + " print(cat_model(batch_x).logits)\n", + " print(cat_model.mode(batch_x))\n", + " print(cat_model.sample(batch_x))\n", + " break " + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "k_lAWf0tIb72", + "outputId": "570337de-048b-459a-df36-5c3b63f6bc8d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "22734\n" + ] + } + ], + "source": [ + "# We already set up the data at the start of this notebook. We are only left to construct the word vocabulary.\n", + "cat_vocab = Vocab(cat_training_x, min_freq=2)\n", + "print(len(cat_vocab))" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 589, + "referenced_widgets": [ + "77a16065b5b5415bba0b32371fdfe1c9", + "66d4bf21b3d440a0a0e90a3a49da21fe", + "68072d9827564899ac9b09aed4590109", + "8f894b9e6e8f466e821e12ef3a659332", + "0409946d94e0482d8243d968e28dfe47", + "249eb32ff5fb4498ba83dbd697aba32d", + "bce4caf6bb52457b88327fc6b44c2365", + "914e7b562c7141209f6ec82f362455e4", + "49bccad39d1b4f1690181bcd2b1307f7", + "32b7065e4c244c22b7cd5b69e2305777", + "a1321906674f4f408dd6a58713dd7e9b" + ] + }, + "id": "4CSPgDECPi_m", + "outputId": "d8902cd5-58a8-41f7-de91-87a638781543" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model\n", + "CategoricalModel(\n", + " (encoder): TextEncoder(\n", + " (word_embed): Embedding(22734, 100)\n", + " (encoder): LSTM(100, 64, batch_first=True, bidirectional=True)\n", + " )\n", + " (logits_predictor): Sequential(\n", + " (0): Dropout(p=0.1, inplace=False)\n", + " (1): Linear(in_features=128, out_features=32, bias=True)\n", + " (2): ReLU()\n", + " (3): Dropout(p=0.1, inplace=False)\n", + " (4): Linear(in_features=32, out_features=15, bias=True)\n", + " )\n", + ")\n", + "Model size: 2,363,015 parameters\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "5bfdebb1cc1443d39d7e9f4b46288240", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/1800 [00:00" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Now let's train a model on this data.\n", + "\n", + "# First, reset random number generators\n", + "seed_all()\n", + "\n", + "# Use GPU acceleration\n", + "my_device = torch.device('cuda:0')\n", + "\n", + "# Create the model\n", + "model = CategoricalModel(\n", + " support_size=len(brown.categories()),\n", + " hidden_size=32,\n", + " encoder=TextEncoder(\n", + " vocab_size=len(cat_vocab),\n", + " word_embed_dim=100,\n", + " hidden_size=64,\n", + " reduce_mean=True,\n", + " pad_id=cat_vocab.pad_id\n", + " ), \n", + " p_drop=0.1\n", + ").to(my_device)\n", + "\n", + "# Construct an Adam optimiser\n", + "optimiser = opt.Adam(model.parameters(), lr=5e-3)\n", + "\n", + "print(\"Model\")\n", + "print(model)\n", + "\n", + "# Report number of parameters\n", + "print(f\"Model size: {model.num_parameters():,} parameters\")\n", + "\n", + "# Train the model\n", + "log = train_neural_model(\n", + " model, optimiser, \n", + " decision_rule=ExactMode(),\n", + " training_data=TextRegressionCorpus(cat_training_x, cat_training_y, cat_vocab), \n", + " dev_data=TextRegressionCorpus(cat_dev_x, cat_dev_y, cat_vocab),\n", + " report_fn=report_classification,\n", + " report_metrics=['accuracy'],\n", + " batch_size=500, num_epochs=20, check_every=100,\n", + " device=my_device\n", + ")\n", + "\n", + "# Plot loss and validation checks\n", + "fig, axs = plt.subplots(1, 3, sharey=False, figsize=(12, 4))\n", + "_ = axs[0].plot(np.arange(len(log['loss'])), log['loss'])\n", + "_ = axs[0].set_xlabel('steps')\n", + "_ = axs[0].set_ylabel('training loss')\n", + "_ = axs[1].plot(np.arange(len(log['D'])), log['D'])\n", + "_ = axs[1].set_xlabel('steps (in 100s)')\n", + "_ = axs[1].set_ylabel('D given dev')\n", + "_ = axs[2].plot(np.arange(len(log['accuracy'])), log['accuracy'])\n", + "_ = axs[2].set_xlabel('steps (in 10s)')\n", + "_ = axs[2].set_ylabel('dev acc')\n", + "_ = fig.tight_layout(h_pad=2, w_pad=2)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "CTjtg51eEP6h" + }, + "source": [ + "Let's use the model for some predictions." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "qt7m8caIEP6h", + "outputId": "72202cd8-a538-48b7-bb2f-044ea16a0e55" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "input: Have you examined this problem of increasing consumer sophistication from the standpoint of your own company ? ? -EOS-\n", + "prediction: hobbies\n", + "truth: lore\n", + "\n", + "input: Some have plenty of money -- some have very little money . -EOS-\n", + "prediction: lore\n", + "truth: lore\n", + "\n", + "input: Thus far the advances made have been almost entirely along functional lines . -EOS-\n", + "prediction: belles_lettres\n", + "truth: learned\n", + "\n" + ] + } + ], + "source": [ + "# Set up the test dataloader\n", + "cat_test_corpus = TextRegressionCorpus(cat_test_x, cat_test_y, cat_vocab)\n", + "cat_test_dl = DataLoader(cat_test_corpus, batch_size=3, shuffle=True, collate_fn=cat_test_corpus.pad_to_longest)\n", + "batch_x, batch_y = next(iter(cat_test_dl))\n", + "\n", + "# Use the mode to form predictions.\n", + "decision_rule = ExactMode()\n", + "predictions = decision_rule(model, batch_x.to(my_device))\n", + "\n", + "for x, pred, truth in zip(batch_x, batch_y, predictions):\n", + " print(f\"input: {' '.join(cat_vocab.decode(x, strip_pad=True))}\")\n", + " print(f\"prediction: {brown.categories()[pred]}\")\n", + " print(f\"truth: {brown.categories()[truth]}\")\n", + " print()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 729 + }, + "id": "P9vdOEIbEP6h", + "outputId": "3293b7f4-6903-4387-a069-bc36186780e0" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "

" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# We can also visualize the predicted Categoricals and use them for sampling or input\n", + "# to any arbitrary decision rule.\n", + "import seaborn as sns\n", + "import pandas as pd\n", + "\n", + "with torch.no_grad():\n", + " batch_x, batch_y = next(iter(cat_test_dl))\n", + " cpds = model(batch_x.to(my_device))\n", + "\n", + "fig, axes = plt.subplots(3, 1, figsize=(15, 10))\n", + "for ax, x, y, predicted_probs in zip(axes, batch_x, batch_y, cpds.probs):\n", + " sns.barplot(data=pd.DataFrame({\"category\": brown.categories(), \"prob\": predicted_probs.cpu()}),\n", + " x=\"category\", y=\"prob\", ax=ax)\n", + " ax.set_title(f\"{' '.join(cat_vocab.decode(x, strip_pad=True))}, truth = {brown.categories()[y]}\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_BzZ7r2Ja6N5" + }, + "source": [ + "### 7.2 Poisson\n", + "\n", + "Here we design a probabilistic model for an ordinal response variable $Y$ given a document $x$, for which we choose to model with a Poisson pmf:\n", + "\n", + "\\begin{align}\n", + " Y|X=x &\\sim \\mathrm{Poisson}(g(x; \\theta)) \\\\\n", + " \\mathbf u &= \\mathrm{encode}_D(x; \\theta_{\\text{enc}}) \\\\\n", + " s &= \\mathrm{affine}_1(\\mathbf u; \\theta_{\\text{out}}) \\\\\n", + " g(x; \\theta) &= \\mathrm{softplus}(s)\n", + "\\end{align}\n", + "\n", + "The Poisson rate parameter must be strictly positive, thus we use a softplus output.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "id": "SrW5ObdJb9NS" + }, + "outputs": [], + "source": [ + "class PoissonModel(Model):\n", + " \"\"\"\n", + " This model predicts a conditional Poisson distribution Y|X=x for ordinal data.\n", + " \"\"\"\n", + "\n", + " def __init__(self, hidden_size: int, encoder: Encoder, p_drop=0.):\n", + " super().__init__(tuple())\n", + " self.encoder = encoder\n", + " self.hidden_size = hidden_size\n", + "\n", + " # The poisson distribution has 1 parameter: its rate. This needs to be a positive real number.\n", + " self.rate_predictor = nn.Sequential(\n", + " nn.Dropout(p_drop),\n", + " nn.Linear(encoder.output_dim, hidden_size),\n", + " nn.ReLU(),\n", + " nn.Dropout(p_drop),\n", + " nn.Linear(hidden_size, 1),\n", + " nn.Softplus()\n", + " )\n", + " \n", + " def forward(self, x): \n", + " h = self.encoder(x)\n", + " rate = self.rate_predictor(h)\n", + " return td.Poisson(rate=rate) \n", + "\n", + " def sample(self, x, sample_size=tuple()):\n", + " with torch.no_grad():\n", + " cpd = self(x=x)\n", + " return cpd.sample(sample_size)\n", + "\n", + " def mode(self, x):\n", + " with torch.no_grad():\n", + " cpd = self(x=x)\n", + " rate = cpd.rate\n", + " return torch.floor(rate)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 624, + "referenced_widgets": [ + "50b9f55188de444f83ba5b8a03c0a6bb", + "23568fdc5e234cd1b6ec7d7a9cc63f39", + "ef0d354416714ad08e5ecb2a996b59fe", + "cc4e5930621440459849e2ed1b116ca7", + "8fe3ac02462b4221b8d658bc6ec6c839", + "4851518491e34a45a1999f156a8319b5", + "5d6e6a2e29084d14ae1cb46b5ec52adc", + "a2bf7fb8b7e64342b66f488a6af0cb65", + "4312d5ff4e2a49ebbb9e1d2fd86226ea", + "928908907613408294a95d8496d30d91", + "dca4117080474ff19fd1bbf3c313e7d4" + ] + }, + "id": "zIyHQWy9b9NT", + "outputId": "090f9022-b4f2-4dae-b907-62d7b5fac658" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "22,734 words in the vocabulary.\n", + "Model\n", + "PoissonModel(\n", + " (encoder): TextEncoder(\n", + " (word_embed): Embedding(83547, 100)\n", + " (encoder): LSTM(100, 64, batch_first=True, bidirectional=True)\n", + " )\n", + " (rate_predictor): Sequential(\n", + " (0): Dropout(p=0.1, inplace=False)\n", + " (1): Linear(in_features=128, out_features=32, bias=True)\n", + " (2): ReLU()\n", + " (3): Dropout(p=0.1, inplace=False)\n", + " (4): Linear(in_features=32, out_features=1, bias=True)\n", + " (5): Softplus(beta=1, threshold=20)\n", + " )\n", + ")\n", + "Model size: 8,443,853 parameters\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "3668bd73687747d58732a6b2a1971d8b", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/400 [00:00" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Let's train on the age data using a conditional Poisson model.\n", + "\n", + "# We need to construct the vocabulary for this data.\n", + "blog_vocab = Vocab(blog_training_x, min_freq=2)\n", + "print(f\"{len(cat_vocab):,} words in the vocabulary.\")\n", + "\n", + "# Reset the random seeds\n", + "seed_all()\n", + "\n", + "# Use GPU acceleration\n", + "my_device = torch.device('cuda:0')\n", + "\n", + "# Create a similar model as before, but predicting a Poisson distribution instead.\n", + "model = PoissonModel(\n", + " hidden_size=32,\n", + " encoder=TextEncoder(\n", + " vocab_size=len(blog_vocab),\n", + " word_embed_dim=100,\n", + " hidden_size=64,\n", + " reduce_mean=True, \n", + " pad_id=blog_vocab.pad_id\n", + " ), \n", + " p_drop=0.1\n", + ").to(my_device)\n", + "\n", + "# construct an Adam optimiser\n", + "optimiser = opt.Adam(model.parameters(), lr=5e-3)\n", + "\n", + "print(\"Model\")\n", + "print(model)\n", + "\n", + "# Report number of parameters\n", + "print(f\"Model size: {model.num_parameters():,} parameters\")\n", + "\n", + "# Train the model\n", + "log = train_neural_model(\n", + " model, optimiser, \n", + " decision_rule=ExactMode(),\n", + " training_data=TextRegressionCorpus(blog_training_x, blog_training_y, blog_vocab), \n", + " dev_data=TextRegressionCorpus(blog_dev_x, blog_dev_y, blog_vocab),\n", + " report_fn=report_regression,\n", + " report_metrics=[\"MSE\", \"MAE\", \"MdAE\"],\n", + " batch_size=500, num_epochs=1, check_every=100,\n", + " device=my_device\n", + ")\n", + "\n", + "# Plot loss and validation checks\n", + "fig, axs = plt.subplots(1, 4, sharey=False, figsize=(16, 4))\n", + "_ = axs[0].plot(np.arange(len(log['loss'])), log['loss'])\n", + "_ = axs[0].set_xlabel('steps')\n", + "_ = axs[0].set_ylabel('training loss')\n", + "_ = axs[1].plot(np.arange(len(log['D'])), log['D'])\n", + "_ = axs[1].set_xlabel('steps (in 100s)')\n", + "_ = axs[1].set_ylabel('D given dev')\n", + "_ = axs[2].plot(np.arange(len(log['MAE'])), log['MAE'])\n", + "_ = axs[2].set_xlabel('steps (in 10s)')\n", + "_ = axs[2].set_ylabel('dev mean absolute error')\n", + "_ = axs[3].plot(np.arange(len(log['MdAE'])), log['MdAE'])\n", + "_ = axs[3].set_xlabel('steps (in 10s)')\n", + "_ = axs[3].set_ylabel('dev median absolute error')\n", + "_ = fig.tight_layout(h_pad=2, w_pad=2)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "PyFwug7xb9NT", + "outputId": "9bdcd44d-33ac-478c-c9c6-180b8c573dd9", + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "input: today i wore slippers to school ! ! -EOS-\n", + "prediction: 16\n", + "truth: 17.0\n", + "\n", + "input: urllink boston.com / news / politics / presidential candidates / the anatomy of a smear campaign -EOS-\n", + "prediction: 33\n", + "truth: 27.0\n", + "\n", + "input: urllink which naruto character are you ? quiz by urllink orangeday.net -EOS-\n", + "prediction: 17\n", + "truth: 22.0\n", + "\n" + ] + } + ], + "source": [ + "# Set up the test dataloader\n", + "blog_test_corpus = TextRegressionCorpus(blog_test_x, blog_test_y, blog_vocab)\n", + "blog_test_dl = DataLoader(blog_test_corpus, batch_size=3, shuffle=True, collate_fn=blog_test_corpus.pad_to_longest)\n", + "batch_x, batch_y = next(iter(blog_test_dl))\n", + "\n", + "# We can use the mode again to form predictions.\n", + "decision_rule = ExactMode()\n", + "predictions = decision_rule(model, batch_x.to(my_device))\n", + "\n", + "for x, pred, truth in zip(batch_x, batch_y, predictions):\n", + " print(f\"input: {' '.join(blog_vocab.decode(x, strip_pad=True))}\")\n", + " print(f\"prediction: {pred.item()}\")\n", + " print(f\"truth: {truth.item()}\")\n", + " print()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 350 + }, + "id": "V3Tlu3zfEP6i", + "outputId": "007344e2-57a1-496f-b5c9-aa61dfacafe7" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# We can also visualize the pmf of the predicted conditional Poisson distributions.\n", + "with torch.no_grad():\n", + " batch_x, batch_y = next(iter(blog_test_dl))\n", + " cpds = model(batch_x.to(my_device))\n", + " mode = model.mode(batch_x.to(my_device))\n", + " \n", + "x = torch.arange(0, 50).repeat(3, 1)\n", + "pmf = cpds.log_prob(x.to(my_device)).exp()\n", + "\n", + "fig, axes = plt.subplots(1, 3, figsize=(15, 5))\n", + "for i in range(3):\n", + " axes[i].plot(x[i].cpu(), pmf[i].cpu().numpy(), ls='-.', color='b', label='pmf')\n", + " axes[i].axvline(mode[i].cpu().numpy(), ls=\"--\", color='b', label='mode')\n", + " axes[i].axvline(batch_y[i].numpy(), color='r', ls='--', label='truth')\n", + " axes[i].set_xlabel(\"age\")\n", + " axes[i].set_ylabel(\"pmf\")\n", + " axes[i].set_title(f\"{' '.join(blog_vocab.decode(batch_x[i], strip_pad=True))[:40]}...\")\n", + " axes[i].legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "JlqKGKLn1FSH" + }, + "source": [ + "### 7.3 Sequence labelling\n", + "\n", + "In sequence labelling we have two sequences of equal length: a word sequence $x_{1:l}$ and a tag sequence $y_{1:l}$.\n", + "\n", + "\n", + "The word sequence $x_{1:l} = \\langle x_1, \\ldots, x_l \\rangle$, where $l$ is the sequence length, is such that token $x_i$ belongs to a vocabulary $\\mathcal W$ of $V$ known words. \n", + "\n", + "The tag sequence $y_{1:l} = \\langle y_1, \\ldots, y_l \\rangle$, where $l$ is the same length as the document $x_{1:l}$, is such that each tag $y_i$ belongs to a vocabulary $\\mathcal T$ of $C$ known tags.\n", + "\n", + "As always, our models are probability distributions, but this time we need a distribution over a space of sequences. A sequence is a finite length object, but it cannot be seen as a fixed dimensional vector (a multivariate random variable), for its length is not at all fixed. A sequence is best seen as a data structure. To prescribe a distribution over a general data structure, we can decompose this structure into parts, prescribe distributions for the parts, and combine them into a single pdf. \n", + "\n", + "Chain rule allows us to re-express a pdf over an arbitrary sample space (with multivariate or structured outcomes) as a product of pdfs, each over a simpler space space (e.g., with univariate outcomes):\n", + "\n", + "\\begin{align}\n", + "p(y_{1:l}|x_{1:l}, \\theta) &= \\prod_{i=1}^l p(y_i|x_{1:l}, y_{