From 38b4196f2c114e56dd1c856a67988597f983b49d Mon Sep 17 00:00:00 2001 From: Johannes Kuenzel Date: Tue, 4 May 2021 11:52:34 +0200 Subject: [PATCH 01/10] - LRP_TorchVision_Tutorial notebook added --- tutorials/LRP_TorchVision_Tutorial.ipynb | 71 ++++++++++++++++++++++++ 1 file changed, 71 insertions(+) create mode 100644 tutorials/LRP_TorchVision_Tutorial.ipynb diff --git a/tutorials/LRP_TorchVision_Tutorial.ipynb b/tutorials/LRP_TorchVision_Tutorial.ipynb new file mode 100644 index 0000000000..772a022ac6 --- /dev/null +++ b/tutorials/LRP_TorchVision_Tutorial.ipynb @@ -0,0 +1,71 @@ +{ + "metadata": { + "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 + }, + "orig_nbformat": 2 + }, + "nbformat": 4, + "nbformat_minor": 2, + "cells": [ + { + "source": [ + "# LRP Tutorial for Pretrained VGG16 Model" + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "source": [ + "This notebook demonstrates how to apply the Layer-Wise Relevance Propagation (LRP) algorithm on a pretrained VGG16 model using a sample image.\n", + "\n", + "The relevance of each pixel is visualized by overlaying them on the example image.\n", + "\n", + "Further details regarding the operating principles of LRP can be found at [heatmapping.org](http://heatmapping.org/) and [here](https://www.springerprofessional.de/layer-wise-relevance-propagation-an-overview/17153814).\n", + "\n", + "The tutorial uses the same sample image and rule configuration as in [this](https://git.tu-berlin.de/gmontavon/lrp-tutorial) PyTorch implemenation.\n", + "\n", + "\n", + "\n", + "\n", + "Note: TODO hint required external libraries.\n", + "\n", + "\n", + "\n", + "This notebook demonstrates how to apply model interpretability algorithms on pretrained ResNet model using a handpicked image and visualizes the attributions for each pixel by overlaying them on the image.\n", + "\n", + "The interpretation algorithms that we use in this notebook are Integrated Gradients (w/ and w/o noise tunnel), GradientShap, and Occlusion. A noise tunnel allows to smoothen the attributions after adding gaussian noise to each input sample.\n", + "\n", + "Note: Before running this tutorial, please install the torchvision, PIL, and matplotlib packages.\n", + "\n" + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "source": [ + "path_image = \"C:\\\\Users\\\\jwkuenzel\\\\projects\\\\CVG_Deweathering\\\\project\\\\castle.jpg\"" + ], + "cell_type": "code", + "metadata": {}, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ] +} \ No newline at end of file From 2f1478f334c9f33958f4ee8b4b0a94760aa336b0 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Johannes=20K=C3=BCnzel?= Date: Fri, 7 May 2021 17:28:07 +0200 Subject: [PATCH 02/10] sample image lrp tutorial added --- tutorials/img/lrp/castle.jpg | Bin 0 -> 75141 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 tutorials/img/lrp/castle.jpg diff 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zixI#@mlV=u%wqIv+L4+z2BZpn!8ITghH|T+iu>nWtVjnhej_k2L_M0Qg3X8{QRE^j sDPZrm+WCD3OJ7X}1;wEPb>P8Lq7+~wSGs6Xv72OFpsw>=4Z6So**uG;!~g&Q literal 0 HcmV?d00001 From 165083d081247c1670656237a0c5322d5f68dfd6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Johannes=20K=C3=BCnzel?= Date: Fri, 7 May 2021 17:28:18 +0200 Subject: [PATCH 03/10] LRP tutorial notebook added --- tutorials/LRP_TorchVision_Tutorial.ipynb | 203 +++++++++++++++++++++-- 1 file changed, 191 insertions(+), 12 deletions(-) diff --git a/tutorials/LRP_TorchVision_Tutorial.ipynb b/tutorials/LRP_TorchVision_Tutorial.ipynb index 772a022ac6..35246b0b64 100644 --- a/tutorials/LRP_TorchVision_Tutorial.ipynb +++ b/tutorials/LRP_TorchVision_Tutorial.ipynb @@ -10,9 +10,14 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": 3 + "version": "3.9.4" }, - "orig_nbformat": 2 + "orig_nbformat": 2, + "kernelspec": { + "name": "python394jvsc74a57bd002a67cea564318411a474a51be58cb0b6272c7dedcc002599b7f160613d5e69a", + "display_name": "Python 3.9.4 64-bit", + "language": "python" + } }, "nbformat": 4, "nbformat_minor": 2, @@ -37,28 +42,202 @@ "\n", "\n", "\n", - "Note: TODO hint required external libraries.\n", - "\n", - "\n", + "Note: Before running this tutorial, please install the torchvision and PIL packages.\n" + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "from PIL import Image\n", + "from torchvision import models, transforms\n", "\n", - "This notebook demonstrates how to apply model interpretability algorithms on pretrained ResNet model using a handpicked image and visualizes the attributions for each pixel by overlaying them on the image.\n", + "from captum.attr import LRP\n", + "from captum.attr import visualization as viz\n", + "from captum.attr._utils.lrp_rules import EpsilonRule, GammaRule" + ] + }, + { + "source": [ + "Loads the sample image and performs the appropriate normalizing steps." + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "source": [ + "img = Image.open(\"img/lrp/castle.jpg\")\n", "\n", - "The interpretation algorithms that we use in this notebook are Integrated Gradients (w/ and w/o noise tunnel), GradientShap, and Occlusion. A noise tunnel allows to smoothen the attributions after adding gaussian noise to each input sample.\n", + "transform = transforms.Compose(\n", + " [\n", + " transforms.ToTensor(),\n", + " transforms.Normalize(\n", + " mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]\n", + " ), # needed for application of ResNet, VGGNet, ...\n", + " ]\n", + ")\n", "\n", - "Note: Before running this tutorial, please install the torchvision, PIL, and matplotlib packages.\n", - "\n" + "X = torch.unsqueeze(transform(img), 0)" + ], + "cell_type": "code", + "metadata": {}, + "execution_count": 6, + "outputs": [] + }, + { + "source": [ + "Loads pretrained VGG16 model and sets it to eval mode" ], "cell_type": "markdown", "metadata": {} }, { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "VGG(\n", + " (features): Sequential(\n", + " (0): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (1): ReLU(inplace=True)\n", + " (2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (3): ReLU(inplace=True)\n", + " (4): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " (5): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (6): ReLU(inplace=True)\n", + " (7): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (8): ReLU(inplace=True)\n", + " (9): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " (10): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (11): ReLU(inplace=True)\n", + " (12): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (13): ReLU(inplace=True)\n", + " (14): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (15): ReLU(inplace=True)\n", + " (16): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " (17): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (18): ReLU(inplace=True)\n", + " (19): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (20): ReLU(inplace=True)\n", + " (21): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (22): ReLU(inplace=True)\n", + " (23): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " (24): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (25): ReLU(inplace=True)\n", + " (26): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (27): ReLU(inplace=True)\n", + " (28): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (29): ReLU(inplace=True)\n", + " (30): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " )\n", + " (avgpool): AdaptiveAvgPool2d(output_size=(7, 7))\n", + " (classifier): Sequential(\n", + " (0): Linear(in_features=25088, out_features=4096, bias=True)\n", + " (1): ReLU(inplace=True)\n", + " (2): Dropout(p=0.5, inplace=False)\n", + " (3): Linear(in_features=4096, out_features=4096, bias=True)\n", + " (4): ReLU(inplace=True)\n", + " (5): Dropout(p=0.5, inplace=False)\n", + " (6): Linear(in_features=4096, out_features=1000, bias=True)\n", + " )\n", + ")" + ] + }, + "metadata": {}, + "execution_count": 7 + } + ], "source": [ - "path_image = \"C:\\\\Users\\\\jwkuenzel\\\\projects\\\\CVG_Deweathering\\\\project\\\\castle.jpg\"" + "model = models.vgg16(pretrained=True)\n", + "model.eval()" + ] + }, + { + "source": [ + "Generates a list list of all model layers." ], + "cell_type": "markdown", + "metadata": {} + }, + { "cell_type": "code", + "execution_count": 9, "metadata": {}, - "execution_count": null, - "outputs": [] + "outputs": [], + "source": [ + "layers = list(model._modules[\"features\"]) + list(model._modules[\"classifier\"])\n", + "number_layers = len(layers)" + ] + }, + { + "source": [ + "Assigns rules to every layers. This is an important step. In the literature one can find recommendations when to use which layer." + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "for idx_layer in range(1, number_layers)[::-1]:\n", + " if idx_layer <= 16:\n", + " setattr(layers[idx_layer], \"rule\", GammaRule())\n", + " if 17 <= idx_layer <= 30:\n", + " setattr(layers[idx_layer], \"rule\", EpsilonRule())\n", + " if idx_layer >= 31:\n", + " setattr(layers[idx_layer], \"rule\", EpsilonRule(epsilon=0)) # LRP-0" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Applied on layer Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\nApplied on layer Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\nApplied on layer Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\nApplied on layer Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\nApplied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\nApplied on layer AdaptiveAvgPool2d(output_size=(7, 7))\nApplied on layer Linear(in_features=25088, out_features=4096, bias=True)\nApplied on layer Linear(in_features=4096, out_features=4096, bias=True)\nApplied on layer Linear(in_features=4096, out_features=1000, bias=True)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ], + "source": [ + "lrp = LRP(model)\n", + "attribution = lrp.attribute(X, target=483, verbose=True) # castle -> 483\n", + "attribution = attribution.squeeze().permute(1, 2, 0).detach().numpy()\n", + "\n", + "_ = viz.visualize_image_attr(\n", + " attribution,\n", + " img,\n", + " method=\"blended_heat_map\",\n", + " sign=\"all\",\n", + " show_colorbar=True,\n", + " title=\"Overlayed LRP\",\n", + ")" + ] }, { "cell_type": "code", From e3cbe75d197efa95ea94188627840704a61bffcc Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Johannes=20K=C3=BCnzel?= Date: Mon, 10 May 2021 13:53:50 +0200 Subject: [PATCH 04/10] minor typos and default configuration added --- tutorials/LRP_TorchVision_Tutorial.ipynb | 541 ++++++++++++----------- 1 file changed, 293 insertions(+), 248 deletions(-) diff --git a/tutorials/LRP_TorchVision_Tutorial.ipynb b/tutorials/LRP_TorchVision_Tutorial.ipynb index 35246b0b64..2d7594056d 100644 --- a/tutorials/LRP_TorchVision_Tutorial.ipynb +++ b/tutorials/LRP_TorchVision_Tutorial.ipynb @@ -1,250 +1,295 @@ { - "metadata": { - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.4" - }, - "orig_nbformat": 2, - "kernelspec": { - "name": "python394jvsc74a57bd002a67cea564318411a474a51be58cb0b6272c7dedcc002599b7f160613d5e69a", - "display_name": "Python 3.9.4 64-bit", - "language": "python" - } - }, - "nbformat": 4, - "nbformat_minor": 2, - "cells": [ - { - "source": [ - "# LRP Tutorial for Pretrained VGG16 Model" - ], - "cell_type": "markdown", - "metadata": {} - }, - { - "source": [ - "This notebook demonstrates how to apply the Layer-Wise Relevance Propagation (LRP) algorithm on a pretrained VGG16 model using a sample image.\n", - "\n", - "The relevance of each pixel is visualized by overlaying them on the example image.\n", - "\n", - "Further details regarding the operating principles of LRP can be found at [heatmapping.org](http://heatmapping.org/) and [here](https://www.springerprofessional.de/layer-wise-relevance-propagation-an-overview/17153814).\n", - "\n", - "The tutorial uses the same sample image and rule configuration as in [this](https://git.tu-berlin.de/gmontavon/lrp-tutorial) PyTorch implemenation.\n", - "\n", - "\n", - "\n", - "\n", - "Note: Before running this tutorial, please install the torchvision and PIL packages.\n" - ], - "cell_type": "markdown", - "metadata": {} - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import torch\n", - "from PIL import Image\n", - "from torchvision import models, transforms\n", - "\n", - "from captum.attr import LRP\n", - "from captum.attr import visualization as viz\n", - "from captum.attr._utils.lrp_rules import EpsilonRule, GammaRule" - ] - }, - { - "source": [ - "Loads the sample image and performs the appropriate normalizing steps." - ], - "cell_type": "markdown", - "metadata": {} - }, - { - "source": [ - "img = Image.open(\"img/lrp/castle.jpg\")\n", - "\n", - "transform = transforms.Compose(\n", - " [\n", - " transforms.ToTensor(),\n", - " transforms.Normalize(\n", - " mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]\n", - " ), # needed for application of ResNet, VGGNet, ...\n", - " ]\n", - ")\n", - "\n", - "X = torch.unsqueeze(transform(img), 0)" - ], - "cell_type": "code", - "metadata": {}, - "execution_count": 6, - "outputs": [] - }, - { - "source": [ - "Loads pretrained VGG16 model and sets it to eval mode" - ], - "cell_type": "markdown", - "metadata": {} - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "VGG(\n", - " (features): Sequential(\n", - " (0): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (1): ReLU(inplace=True)\n", - " (2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (3): ReLU(inplace=True)\n", - " (4): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", - " (5): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (6): ReLU(inplace=True)\n", - " (7): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (8): ReLU(inplace=True)\n", - " (9): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", - " (10): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (11): ReLU(inplace=True)\n", - " (12): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (13): ReLU(inplace=True)\n", - " (14): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (15): ReLU(inplace=True)\n", - " (16): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", - " (17): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (18): ReLU(inplace=True)\n", - " (19): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (20): ReLU(inplace=True)\n", - " (21): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (22): ReLU(inplace=True)\n", - " (23): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", - " (24): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (25): ReLU(inplace=True)\n", - " (26): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (27): ReLU(inplace=True)\n", - " (28): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (29): ReLU(inplace=True)\n", - " (30): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", - " )\n", - " (avgpool): AdaptiveAvgPool2d(output_size=(7, 7))\n", - " (classifier): Sequential(\n", - " (0): Linear(in_features=25088, out_features=4096, bias=True)\n", - " (1): ReLU(inplace=True)\n", - " (2): Dropout(p=0.5, inplace=False)\n", - " (3): Linear(in_features=4096, out_features=4096, bias=True)\n", - " (4): ReLU(inplace=True)\n", - " (5): Dropout(p=0.5, inplace=False)\n", - " (6): Linear(in_features=4096, out_features=1000, bias=True)\n", - " )\n", - ")" - ] - }, - "metadata": {}, - "execution_count": 7 - } - ], - "source": [ - "model = models.vgg16(pretrained=True)\n", - "model.eval()" - ] - }, - { - "source": [ - "Generates a list list of all model layers." - ], - "cell_type": "markdown", - "metadata": {} - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "layers = list(model._modules[\"features\"]) + list(model._modules[\"classifier\"])\n", - "number_layers = len(layers)" - ] - }, - { - "source": [ - "Assigns rules to every layers. This is an important step. In the literature one can find recommendations when to use which layer." - ], - "cell_type": "markdown", - "metadata": {} - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "for idx_layer in range(1, number_layers)[::-1]:\n", - " if idx_layer <= 16:\n", - " setattr(layers[idx_layer], \"rule\", GammaRule())\n", - " if 17 <= idx_layer <= 30:\n", - " setattr(layers[idx_layer], \"rule\", EpsilonRule())\n", - " if idx_layer >= 31:\n", - " setattr(layers[idx_layer], \"rule\", EpsilonRule(epsilon=0)) # LRP-0" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Applied on layer Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\nApplied on layer Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\nApplied on layer Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\nApplied on layer Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\nApplied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\nApplied on layer AdaptiveAvgPool2d(output_size=(7, 7))\nApplied on layer Linear(in_features=25088, out_features=4096, bias=True)\nApplied on layer Linear(in_features=4096, out_features=4096, bias=True)\nApplied on layer Linear(in_features=4096, out_features=1000, bias=True)\n" - ] + "metadata": { + "language_info": { + "codemirror_mode": {"name": "ipython", "version": 3}, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.4", + }, + "orig_nbformat": 2, + "kernelspec": { + "name": "python394jvsc74a57bd002a67cea564318411a474a51be58cb0b6272c7dedcc002599b7f160613d5e69a", + "display_name": "Python 3.9.4 64-bit ('captum_dev': conda)", + }, + "metadata": { + "interpreter": { + "hash": "02a67cea564318411a474a51be58cb0b6272c7dedcc002599b7f160613d5e69a" + } + }, }, - { - "output_type": "display_data", - "data": { - "text/plain": "
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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ], - "source": [ - "lrp = LRP(model)\n", - "attribution = lrp.attribute(X, target=483, verbose=True) # castle -> 483\n", - "attribution = attribution.squeeze().permute(1, 2, 0).detach().numpy()\n", - "\n", - "_ = viz.visualize_image_attr(\n", - " attribution,\n", - " img,\n", - " method=\"blended_heat_map\",\n", - " sign=\"all\",\n", - " show_colorbar=True,\n", - " title=\"Overlayed LRP\",\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ] -} \ No newline at end of file + "nbformat": 4, + "nbformat_minor": 2, + "cells": [ + { + "source": ["# LRP Tutorial for Pretrained VGG16 Model"], + "cell_type": "markdown", + "metadata": {}, + }, + { + "source": [ + "This notebook demonstrates how to apply the Layer-Wise Relevance Propagation (LRP) algorithm on a pre-trained VGG16 model using a sample image. The relevance of each pixel is visualized by overlaying them on the example image. Further details regarding the operating principles of LRP can be found at [heatmapping.org](http://heatmapping.org/) and [here](https://www.springerprofessional.de/layer-wise-relevance-propagation-an-overview/17153814).\n", + "\n", + "The tutorial uses the same sample image and rule configuration as in [this](https://git.tu-berlin.de/gmontavon/lrp-tutorial) PyTorch implementation.\n", + "\n", + "\n", + "\n", + "\n", + "Note: Before running this tutorial, please install the torchvision and PIL packages.\n", + ], + "cell_type": "markdown", + "metadata": {}, + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "from PIL import Image\n", + "from torchvision import models, transforms\n", + "\n", + "from captum.attr import LRP\n", + "from captum.attr import visualization as viz\n", + "from captum.attr._utils.lrp_rules import EpsilonRule, GammaRule", + ], + }, + { + "source": [ + "Loads the sample image and performs the appropriate normalizing steps." + ], + "cell_type": "markdown", + "metadata": {}, + }, + { + "source": [ + 'img = Image.open("img/lrp/castle.jpg")\n', + "\n", + "transform = transforms.Compose(\n", + " [\n", + " transforms.ToTensor(),\n", + " transforms.Normalize(\n", + " mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]\n", + " ), # needed for application of ResNet, VGGNet, ...\n", + " ]\n", + ")\n", + "\n", + "X = torch.unsqueeze(transform(img), 0)", + ], + "cell_type": "code", + "metadata": {}, + "execution_count": 2, + "outputs": [], + }, + { + "source": ["Loads pre-trained VGG16 model and sets it to eval mode."], + "cell_type": "markdown", + "metadata": {}, + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "VGG(\n", + " (features): Sequential(\n", + " (0): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (1): ReLU(inplace=True)\n", + " (2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (3): ReLU(inplace=True)\n", + " (4): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " (5): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (6): ReLU(inplace=True)\n", + " (7): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (8): ReLU(inplace=True)\n", + " (9): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " (10): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (11): ReLU(inplace=True)\n", + " (12): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (13): ReLU(inplace=True)\n", + " (14): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (15): ReLU(inplace=True)\n", + " (16): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " (17): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (18): ReLU(inplace=True)\n", + " (19): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (20): ReLU(inplace=True)\n", + " (21): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (22): ReLU(inplace=True)\n", + " (23): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " (24): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (25): ReLU(inplace=True)\n", + " (26): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (27): ReLU(inplace=True)\n", + " (28): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (29): ReLU(inplace=True)\n", + " (30): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " )\n", + " (avgpool): AdaptiveAvgPool2d(output_size=(7, 7))\n", + " (classifier): Sequential(\n", + " (0): Linear(in_features=25088, out_features=4096, bias=True)\n", + " (1): ReLU(inplace=True)\n", + " (2): Dropout(p=0.5, inplace=False)\n", + " (3): Linear(in_features=4096, out_features=4096, bias=True)\n", + " (4): ReLU(inplace=True)\n", + " (5): Dropout(p=0.5, inplace=False)\n", + " (6): Linear(in_features=4096, out_features=1000, bias=True)\n", + " )\n", + ")", + ] + }, + "metadata": {}, + "execution_count": 3, + } + ], + "source": ["model = models.vgg16(pretrained=True)\n", "model.eval()"], + }, + { + "source": [ + "Direct generation of LRP attribution. The default Epsilon-Rule is used for every layer. As one see in the generated output image, this does not bring many new insights as the heatmap does not focus well on the image content." + ], + "cell_type": "markdown", + "metadata": {}, + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/home/jwkuenzel/projects/captum/captum/_utils/gradient.py:57: UserWarning: Input Tensor 0 did not already require gradients, required_grads has been set automatically.\n", + " warnings.warn(\n", + "/home/jwkuenzel/anaconda3/envs/captum_dev/lib/python3.9/site-packages/torch/nn/modules/module.py:795: UserWarning: Using a non-full backward hook when the forward contains multiple autograd Nodes is deprecated and will be removed in future versions. This hook will be missing some grad_input. Please use register_full_backward_hook to get the documented behavior.\n", + ' warnings.warn("Using a non-full backward hook when the forward contains multiple autograd Nodes "\n', + "Applied on layer Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + "Applied on layer Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + "Applied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + "Applied on layer Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + "Applied on layer Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + "Applied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + "Applied on layer Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + "Applied on layer Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + "Applied on layer Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + "Applied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + "Applied on layer Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + "Applied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + "Applied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + "Applied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + "Applied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + "Applied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + "Applied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + "Applied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + "Applied on layer AdaptiveAvgPool2d(output_size=(7, 7))\n", + "Applied on layer Linear(in_features=25088, out_features=4096, bias=True)\n", + "Applied on layer Linear(in_features=4096, out_features=4096, bias=True)\n", + "Applied on layer Linear(in_features=4096, out_features=1000, bias=True)\n", + ], + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n", + }, + "metadata": {"needs_background": "light"}, + }, + ], + "source": [ + "lrp = LRP(model)\n", + "attribution = lrp.attribute(X, target=483, verbose=True) # castle -> 483\n", + "attribution = attribution.squeeze().permute(1, 2, 0).detach().numpy()\n", + "\n", + "_ = viz.visualize_image_attr(\n", + " attribution,\n", + " img,\n", + ' method="blended_heat_map",\n', + ' sign="all",\n', + " show_colorbar=True,\n", + ' title="Overlayed LRP",\n', + ")", + ], + }, + { + "source": [ + "But one can assign different rules to every layer. This is a crucial step to get expressive heatmaps. In the literature, one can find recommendations on when to use which layer. Currently implemented in captum are LRP-Epsilon, LRP-0, LRP-Gamma, LRP-Alpha-Beta, and the Identity-Rule.\n", + "\n", + "In the next steps, a list of all layers is generated and a rule is assigned to each one.", + ], + "cell_type": "markdown", + "metadata": {}, + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + 'layers = list(model._modules["features"]) + list(model._modules["classifier"])\n', + "number_layers = len(layers)\n", + "\n", + "for idx_layer in range(1, number_layers)[::-1]:\n", + " if idx_layer <= 16:\n", + ' setattr(layers[idx_layer], "rule", GammaRule())\n', + " if 17 <= idx_layer <= 30:\n", + ' setattr(layers[idx_layer], "rule", EpsilonRule())\n', + " if idx_layer >= 31:\n", + ' setattr(layers[idx_layer], "rule", EpsilonRule(epsilon=0)) # LRP-0', + ], + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Applied on layer Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\nApplied on layer Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\nApplied on layer Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\nApplied on layer Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\nApplied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\nApplied on layer AdaptiveAvgPool2d(output_size=(7, 7))\nApplied on layer Linear(in_features=25088, out_features=4096, bias=True)\nApplied on layer Linear(in_features=4096, out_features=4096, bias=True)\nApplied on layer Linear(in_features=4096, out_features=1000, bias=True)\n" + ], + }, + { + "output_type": "display_data", + "data": { + "text/plain": "
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\n", + }, + "metadata": {"needs_background": "light"}, + }, + ], + "source": [ + "lrp = LRP(model)\n", + "attribution = lrp.attribute(X, target=483, verbose=True) # castle -> 483\n", + "attribution = attribution.squeeze().permute(1, 2, 0).detach().numpy()\n", + "\n", + "_ = viz.visualize_image_attr(\n", + " attribution,\n", + " img,\n", + ' method="blended_heat_map",\n', + ' sign="all",\n', + " show_colorbar=True,\n", + ' title="Overlayed LRP",\n', + ")", + ], + }, + { + "source": [ + "With the verbose parameter, one can check the correct application of the rules in the generated output. As one can see in the generated output image, the heatmap shows clearly positive attributions for the silhouette of the castle. In contrast, the road traffic sign and the lantern are contributing negatively to the class 'castle'." + ], + "cell_type": "markdown", + "metadata": {}, + }, + ], +} From 3632ce73f212354a62f7047bf32d15069585e06d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Johannes=20K=C3=BCnzel?= Date: Tue, 11 May 2021 09:23:01 +0200 Subject: [PATCH 05/10] fix of unrelated black formatting --- captum/attr/_core/feature_ablation.py | 2 +- captum/attr/_core/occlusion.py | 2 +- captum/attr/_core/shapley_value.py | 4 ++-- captum/metrics/_core/infidelity.py | 4 ++-- 4 files changed, 6 insertions(+), 6 deletions(-) diff --git a/captum/attr/_core/feature_ablation.py b/captum/attr/_core/feature_ablation.py index 6032821078..ea178483ac 100644 --- a/captum/attr/_core/feature_ablation.py +++ b/captum/attr/_core/feature_ablation.py @@ -554,7 +554,7 @@ def _get_feature_range_and_mask(self, input, input_mask, **kwargs): ) def _get_feature_counts(self, inputs, feature_mask, **kwargs): - """ return the numbers of input features """ + """return the numbers of input features""" if not feature_mask: return tuple(inp[0].numel() if inp.numel() else 0 for inp in inputs) diff --git a/captum/attr/_core/occlusion.py b/captum/attr/_core/occlusion.py index 203b5ddb75..c0c8517ac2 100644 --- a/captum/attr/_core/occlusion.py +++ b/captum/attr/_core/occlusion.py @@ -375,5 +375,5 @@ def _get_feature_range_and_mask( return 0, feature_max, None def _get_feature_counts(self, inputs, feature_mask, **kwargs): - """ return the numbers of possible input features """ + """return the numbers of possible input features""" return tuple(np.prod(counts).astype(int) for counts in kwargs["shift_counts"]) diff --git a/captum/attr/_core/shapley_value.py b/captum/attr/_core/shapley_value.py index 831044fdbf..b4717be4a3 100644 --- a/captum/attr/_core/shapley_value.py +++ b/captum/attr/_core/shapley_value.py @@ -478,7 +478,7 @@ def _perturbation_generator( ) def _get_n_evaluations(self, total_features, n_samples, perturbations_per_eval): - """ return the total number of forward evaluations needed """ + """return the total number of forward evaluations needed""" return math.ceil(total_features / perturbations_per_eval) * n_samples @@ -740,7 +740,7 @@ def attribute( ) def _get_n_evaluations(self, total_features, n_samples, perturbations_per_eval): - """ return the total number of forward evaluations needed """ + """return the total number of forward evaluations needed""" return math.ceil(total_features / perturbations_per_eval) * math.factorial( total_features ) diff --git a/captum/metrics/_core/infidelity.py b/captum/metrics/_core/infidelity.py index 23e2cbc78f..597dd53f0a 100644 --- a/captum/metrics/_core/infidelity.py +++ b/captum/metrics/_core/infidelity.py @@ -69,7 +69,7 @@ def sub_infidelity_perturb_func_decorator(pertub_func: Callable) -> Callable: def default_perturb_func( inputs: TensorOrTupleOfTensorsGeneric, baselines: BaselineType = None ): - r"""""" + r""" """ inputs_perturbed = ( pertub_func(inputs, baselines) if baselines is not None @@ -398,7 +398,7 @@ def _generate_perturbations( """ def call_perturb_func(): - r"""""" + r""" """ baselines_pert = None inputs_pert: Union[Tensor, Tuple[Tensor, ...]] if len(inputs_expanded) == 1: From ef5a1e2730e32d45a31f838f6ea91296ac82fb18 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Johannes=20K=C3=BCnzel?= Date: Mon, 5 Jul 2021 14:17:04 +0200 Subject: [PATCH 06/10] no output in ipynb --- tutorials/LRP_TorchVision_Tutorial.ipynb | 528 ++++++++++------------- 1 file changed, 237 insertions(+), 291 deletions(-) diff --git a/tutorials/LRP_TorchVision_Tutorial.ipynb b/tutorials/LRP_TorchVision_Tutorial.ipynb index 2d7594056d..37e8092bdf 100644 --- a/tutorials/LRP_TorchVision_Tutorial.ipynb +++ b/tutorials/LRP_TorchVision_Tutorial.ipynb @@ -1,295 +1,241 @@ { - "metadata": { - "language_info": { - "codemirror_mode": {"name": "ipython", "version": 3}, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.4", - }, - "orig_nbformat": 2, - "kernelspec": { - "name": "python394jvsc74a57bd002a67cea564318411a474a51be58cb0b6272c7dedcc002599b7f160613d5e69a", - "display_name": "Python 3.9.4 64-bit ('captum_dev': conda)", - }, - "metadata": { - "interpreter": { - "hash": "02a67cea564318411a474a51be58cb0b6272c7dedcc002599b7f160613d5e69a" - } - }, + "cells": [ + { + "source": [ + "# LRP Tutorial for Pretrained VGG16 Model" + ], + "cell_type": "markdown", + "metadata": {} }, - "nbformat": 4, - "nbformat_minor": 2, - "cells": [ - { - "source": ["# LRP Tutorial for Pretrained VGG16 Model"], - "cell_type": "markdown", - "metadata": {}, - }, - { - "source": [ - "This notebook demonstrates how to apply the Layer-Wise Relevance Propagation (LRP) algorithm on a pre-trained VGG16 model using a sample image. The relevance of each pixel is visualized by overlaying them on the example image. Further details regarding the operating principles of LRP can be found at [heatmapping.org](http://heatmapping.org/) and [here](https://www.springerprofessional.de/layer-wise-relevance-propagation-an-overview/17153814).\n", - "\n", - "The tutorial uses the same sample image and rule configuration as in [this](https://git.tu-berlin.de/gmontavon/lrp-tutorial) PyTorch implementation.\n", - "\n", - "\n", - "\n", - "\n", - "Note: Before running this tutorial, please install the torchvision and PIL packages.\n", - ], - "cell_type": "markdown", - "metadata": {}, - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import torch\n", - "from PIL import Image\n", - "from torchvision import models, transforms\n", - "\n", - "from captum.attr import LRP\n", - "from captum.attr import visualization as viz\n", - "from captum.attr._utils.lrp_rules import EpsilonRule, GammaRule", - ], - }, - { - "source": [ - "Loads the sample image and performs the appropriate normalizing steps." - ], - "cell_type": "markdown", - "metadata": {}, - }, - { - "source": [ - 'img = Image.open("img/lrp/castle.jpg")\n', - "\n", - "transform = transforms.Compose(\n", - " [\n", - " transforms.ToTensor(),\n", - " transforms.Normalize(\n", - " mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]\n", - " ), # needed for application of ResNet, VGGNet, ...\n", - " ]\n", - ")\n", - "\n", - "X = torch.unsqueeze(transform(img), 0)", - ], - "cell_type": "code", - "metadata": {}, - "execution_count": 2, - "outputs": [], - }, - { - "source": ["Loads pre-trained VGG16 model and sets it to eval mode."], - "cell_type": "markdown", - "metadata": {}, - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "VGG(\n", - " (features): Sequential(\n", - " (0): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (1): ReLU(inplace=True)\n", - " (2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (3): ReLU(inplace=True)\n", - " (4): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", - " (5): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (6): ReLU(inplace=True)\n", - " (7): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (8): ReLU(inplace=True)\n", - " (9): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", - " (10): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (11): ReLU(inplace=True)\n", - " (12): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (13): ReLU(inplace=True)\n", - " (14): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (15): ReLU(inplace=True)\n", - " (16): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", - " (17): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (18): ReLU(inplace=True)\n", - " (19): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (20): ReLU(inplace=True)\n", - " (21): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (22): ReLU(inplace=True)\n", - " (23): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", - " (24): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (25): ReLU(inplace=True)\n", - " (26): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (27): ReLU(inplace=True)\n", - " (28): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (29): ReLU(inplace=True)\n", - " (30): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", - " )\n", - " (avgpool): AdaptiveAvgPool2d(output_size=(7, 7))\n", - " (classifier): Sequential(\n", - " (0): Linear(in_features=25088, out_features=4096, bias=True)\n", - " (1): ReLU(inplace=True)\n", - " (2): Dropout(p=0.5, inplace=False)\n", - " (3): Linear(in_features=4096, out_features=4096, bias=True)\n", - " (4): ReLU(inplace=True)\n", - " (5): Dropout(p=0.5, inplace=False)\n", - " (6): Linear(in_features=4096, out_features=1000, bias=True)\n", - " )\n", - ")", - ] - }, - "metadata": {}, - "execution_count": 3, - } - ], - "source": ["model = models.vgg16(pretrained=True)\n", "model.eval()"], - }, - { - "source": [ - "Direct generation of LRP attribution. The default Epsilon-Rule is used for every layer. As one see in the generated output image, this does not bring many new insights as the heatmap does not focus well on the image content." - ], - "cell_type": "markdown", - "metadata": {}, - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "/home/jwkuenzel/projects/captum/captum/_utils/gradient.py:57: UserWarning: Input Tensor 0 did not already require gradients, required_grads has been set automatically.\n", - " warnings.warn(\n", - "/home/jwkuenzel/anaconda3/envs/captum_dev/lib/python3.9/site-packages/torch/nn/modules/module.py:795: UserWarning: Using a non-full backward hook when the forward contains multiple autograd Nodes is deprecated and will be removed in future versions. This hook will be missing some grad_input. Please use register_full_backward_hook to get the documented behavior.\n", - ' warnings.warn("Using a non-full backward hook when the forward contains multiple autograd Nodes "\n', - "Applied on layer Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - "Applied on layer Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - "Applied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", - "Applied on layer Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - "Applied on layer Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - "Applied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", - "Applied on layer Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - "Applied on layer Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - "Applied on layer Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - "Applied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", - "Applied on layer Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - "Applied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - "Applied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - "Applied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", - "Applied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - "Applied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - "Applied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - "Applied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", - "Applied on layer AdaptiveAvgPool2d(output_size=(7, 7))\n", - "Applied on layer Linear(in_features=25088, out_features=4096, bias=True)\n", - "Applied on layer Linear(in_features=4096, out_features=4096, bias=True)\n", - "Applied on layer Linear(in_features=4096, out_features=1000, bias=True)\n", - ], - }, - { - "output_type": "display_data", - "data": { - "text/plain": "
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\n", - }, - "metadata": {"needs_background": "light"}, - }, - ], - "source": [ - "lrp = LRP(model)\n", - "attribution = lrp.attribute(X, target=483, verbose=True) # castle -> 483\n", - "attribution = attribution.squeeze().permute(1, 2, 0).detach().numpy()\n", - "\n", - "_ = viz.visualize_image_attr(\n", - " attribution,\n", - " img,\n", - ' method="blended_heat_map",\n', - ' sign="all",\n', - " show_colorbar=True,\n", - ' title="Overlayed LRP",\n', - ")", - ], - }, - { - "source": [ - "But one can assign different rules to every layer. This is a crucial step to get expressive heatmaps. In the literature, one can find recommendations on when to use which layer. Currently implemented in captum are LRP-Epsilon, LRP-0, LRP-Gamma, LRP-Alpha-Beta, and the Identity-Rule.\n", - "\n", - "In the next steps, a list of all layers is generated and a rule is assigned to each one.", - ], - "cell_type": "markdown", - "metadata": {}, - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - 'layers = list(model._modules["features"]) + list(model._modules["classifier"])\n', - "number_layers = len(layers)\n", - "\n", - "for idx_layer in range(1, number_layers)[::-1]:\n", - " if idx_layer <= 16:\n", - ' setattr(layers[idx_layer], "rule", GammaRule())\n', - " if 17 <= idx_layer <= 30:\n", - ' setattr(layers[idx_layer], "rule", EpsilonRule())\n', - " if idx_layer >= 31:\n", - ' setattr(layers[idx_layer], "rule", EpsilonRule(epsilon=0)) # LRP-0', - ], - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Applied on layer Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\nApplied on layer Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\nApplied on layer Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\nApplied on layer Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\nApplied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\nApplied on layer MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\nApplied on layer AdaptiveAvgPool2d(output_size=(7, 7))\nApplied on layer Linear(in_features=25088, out_features=4096, bias=True)\nApplied on layer Linear(in_features=4096, out_features=4096, bias=True)\nApplied on layer Linear(in_features=4096, out_features=1000, bias=True)\n" - ], - }, - { - "output_type": "display_data", - "data": { - "text/plain": "
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\n", - }, - "metadata": {"needs_background": "light"}, - }, - ], - "source": [ - "lrp = LRP(model)\n", - "attribution = lrp.attribute(X, target=483, verbose=True) # castle -> 483\n", - "attribution = attribution.squeeze().permute(1, 2, 0).detach().numpy()\n", - "\n", - "_ = viz.visualize_image_attr(\n", - " attribution,\n", - " img,\n", - ' method="blended_heat_map",\n', - ' sign="all",\n', - " show_colorbar=True,\n", - ' title="Overlayed LRP",\n', - ")", - ], - }, + { + "source": [ + "This notebook demonstrates how to apply the Layer-Wise Relevance Propagation (LRP) algorithm on a pre-trained VGG16 model using a sample image. The relevance of each pixel is visualized by overlaying them on the example image. Further details regarding the operating principles of LRP can be found at [heatmapping.org](http://heatmapping.org/) and [here](https://www.springerprofessional.de/layer-wise-relevance-propagation-an-overview/17153814).\n", + "\n", + "The tutorial uses the same sample image and rule configuration as in [this](https://git.tu-berlin.de/gmontavon/lrp-tutorial) PyTorch implementation.\n", + "\n", + "\n", + "\n", + "\n", + "Note: Before running this tutorial, please install the torchvision and PIL packages.\n" + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "from PIL import Image\n", + "from torchvision import models, transforms\n", + "\n", + "from captum.attr import LRP\n", + "from captum.attr import visualization as viz\n", + "from captum.attr._utils.lrp_rules import EpsilonRule, GammaRule" + ] + }, + { + "source": [ + "Loads the sample image and performs the appropriate normalizing steps." + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "source": [ + "img = Image.open('img/lrp/castle.jpg')\n", + "\n", + "transform = transforms.Compose(\n", + " [\n", + " transforms.ToTensor(),\n", + " transforms.Normalize(\n", + " mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]\n", + " ), # needed for application of ResNet, VGGNet, ...\n", + " ]\n", + ")\n", + "\n", + "X = torch.unsqueeze(transform(img), 0)" + ], + "cell_type": "code", + "metadata": {}, + "execution_count": 2, + "outputs": [] + }, + { + "source": [ + "Loads pre-trained VGG16 model and sets it to eval mode." + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ { - "source": [ - "With the verbose parameter, one can check the correct application of the rules in the generated output. As one can see in the generated output image, the heatmap shows clearly positive attributions for the silhouette of the castle. In contrast, the road traffic sign and the lantern are contributing negatively to the class 'castle'." - ], - "cell_type": "markdown", - "metadata": {}, - }, - ], + "output_type": "execute_result", + "data": { + "text/plain": [ + "VGG(\n", + " (features): Sequential(\n", + " (0): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (1): ReLU(inplace=True)\n", + " (2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (3): ReLU(inplace=True)\n", + " (4): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " (5): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (6): ReLU(inplace=True)\n", + " (7): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (8): ReLU(inplace=True)\n", + " (9): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " (10): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (11): ReLU(inplace=True)\n", + " (12): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (13): ReLU(inplace=True)\n", + " (14): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (15): ReLU(inplace=True)\n", + " (16): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " (17): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (18): ReLU(inplace=True)\n", + " (19): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (20): ReLU(inplace=True)\n", + " (21): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (22): ReLU(inplace=True)\n", + " (23): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " (24): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (25): ReLU(inplace=True)\n", + " (26): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (27): ReLU(inplace=True)\n", + " (28): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", + " (29): ReLU(inplace=True)\n", + " (30): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", + " )\n", + " (avgpool): AdaptiveAvgPool2d(output_size=(7, 7))\n", + " (classifier): Sequential(\n", + " (0): Linear(in_features=25088, out_features=4096, bias=True)\n", + " (1): ReLU(inplace=True)\n", + " (2): Dropout(p=0.5, inplace=False)\n", + " (3): Linear(in_features=4096, out_features=4096, bias=True)\n", + " (4): ReLU(inplace=True)\n", + " (5): Dropout(p=0.5, inplace=False)\n", + " (6): Linear(in_features=4096, out_features=1000, bias=True)\n", + " )\n", + ")" + ] + }, + "metadata": {}, + "execution_count": 3 + } + ], + "source": [ + "model = models.vgg16(pretrained=True)\n", + "model.eval()" + ] + }, + { + "source": [ + "Direct generation of LRP attribution. The default Epsilon-Rule is used for every layer. As one see in the generated output image, this does not bring many new insights as the heatmap does not focus well on the image content." + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "lrp = LRP(model)\n", + "attribution = lrp.attribute(X, target=483, verbose=True) # castle -> 483\n", + "attribution = attribution.squeeze().permute(1, 2, 0).detach().numpy()\n", + "\n", + "_ = viz.visualize_image_attr(\n", + " attribution,\n", + " img,\n", + " method='blended_heat_map',\n", + " sign=all,\n", + " show_colorbar=True,\n", + " title='Overlayed LRP',\n", + ")" + ] + }, + { + "source": [ + "But one can assign different rules to every layer. This is a crucial step to get expressive heatmaps. In the literature, one can find recommendations on when to use which layer. Currently implemented in captum are LRP-Epsilon, LRP-0, LRP-Gamma, LRP-Alpha-Beta, and the Identity-Rule.\n", + "\n", + "In the next steps, a list of all layers is generated and a rule is assigned to each one." + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "layers = list(model._modules['features']) + list(model._modules['classifier'])\n", + "number_layers = len(layers)\n", + "\n", + "for idx_layer in range(1, number_layers)[::-1]:\n", + " if idx_layer <= 16:\n", + " setattr(layers[idx_layer], 'rule', GammaRule())\n", + " if 17 <= idx_layer <= 30:\n", + " setattr(layers[idx_layer], 'rule', EpsilonRule())\n", + " if idx_layer >= 31:\n", + " setattr(layers[idx_layer], 'rule', EpsilonRule(epsilon=0)) # LRP-0" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "lrp = LRP(model)\n", + "attribution = lrp.attribute(X, target=483, verbose=True) # castle -> 483\n", + "attribution = attribution.squeeze().permute(1, 2, 0).detach().numpy()\n", + "\n", + "_ = viz.visualize_image_attr(\n", + " attribution,\n", + " img,\n", + " method='blended_heat_map',\n", + " sign='all',\n", + " show_colorbar=True,\n", + " title='Overlayed LRP',\n", + ")" + ] + }, + { + "source": [ + "With the verbose parameter, one can check the correct application of the rules in the generated output. As one can see in the generated output image, the heatmap shows clearly positive attributions for the silhouette of the castle. In contrast, the road traffic sign and the lantern are contributing negatively to the class 'castle'." + ], + "cell_type": "markdown", + "metadata": {} + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 } From ff37c608609c69087290ace471581ccbb5232f44 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Johannes=20K=C3=BCnzel?= Date: Mon, 5 Jul 2021 14:22:48 +0200 Subject: [PATCH 07/10] typo removed --- tutorials/LRP_TorchVision_Tutorial.ipynb | 83 +++++------------------- 1 file changed, 15 insertions(+), 68 deletions(-) diff --git a/tutorials/LRP_TorchVision_Tutorial.ipynb b/tutorials/LRP_TorchVision_Tutorial.ipynb index 37e8092bdf..f9a2e2cf6f 100644 --- a/tutorials/LRP_TorchVision_Tutorial.ipynb +++ b/tutorials/LRP_TorchVision_Tutorial.ipynb @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -60,7 +60,7 @@ ], "cell_type": "code", "metadata": {}, - "execution_count": 2, + "execution_count": null, "outputs": [] }, { @@ -72,64 +72,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "VGG(\n", - " (features): Sequential(\n", - " (0): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (1): ReLU(inplace=True)\n", - " (2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (3): ReLU(inplace=True)\n", - " (4): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", - " (5): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (6): ReLU(inplace=True)\n", - " (7): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (8): ReLU(inplace=True)\n", - " (9): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", - " (10): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (11): ReLU(inplace=True)\n", - " (12): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (13): ReLU(inplace=True)\n", - " (14): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (15): ReLU(inplace=True)\n", - " (16): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", - " (17): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (18): ReLU(inplace=True)\n", - " (19): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (20): ReLU(inplace=True)\n", - " (21): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (22): ReLU(inplace=True)\n", - " (23): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", - " (24): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (25): ReLU(inplace=True)\n", - " (26): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (27): ReLU(inplace=True)\n", - " (28): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", - " (29): ReLU(inplace=True)\n", - " (30): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", - " )\n", - " (avgpool): AdaptiveAvgPool2d(output_size=(7, 7))\n", - " (classifier): Sequential(\n", - " (0): Linear(in_features=25088, out_features=4096, bias=True)\n", - " (1): ReLU(inplace=True)\n", - " (2): Dropout(p=0.5, inplace=False)\n", - " (3): Linear(in_features=4096, out_features=4096, bias=True)\n", - " (4): ReLU(inplace=True)\n", - " (5): Dropout(p=0.5, inplace=False)\n", - " (6): Linear(in_features=4096, out_features=1000, bias=True)\n", - " )\n", - ")" - ] - }, - "metadata": {}, - "execution_count": 3 - } - ], + "outputs": [], "source": [ "model = models.vgg16(pretrained=True)\n", "model.eval()" @@ -144,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -156,7 +101,7 @@ " attribution,\n", " img,\n", " method='blended_heat_map',\n", - " sign=all,\n", + " sign='all',\n", " show_colorbar=True,\n", " title='Overlayed LRP',\n", ")" @@ -173,7 +118,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -191,7 +136,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -219,9 +164,8 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" + "name": "python3", + "display_name": "Python 3.9.4 64-bit ('captum_dev': conda)" }, "language_info": { "codemirror_mode": { @@ -233,9 +177,12 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.9.4" + }, + "interpreter": { + "hash": "02a67cea564318411a474a51be58cb0b6272c7dedcc002599b7f160613d5e69a" } }, "nbformat": 4, "nbformat_minor": 2 -} +} \ No newline at end of file From 95ac7988641594a5bc4a7eb55344d4c7867cbf53 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Johannes=20K=C3=BCnzel?= Date: Wed, 18 May 2022 11:59:06 +0200 Subject: [PATCH 08/10] issue inplace ReLU solved --- tutorials/LRP_TorchVision_Tutorial.ipynb | 82 +++++++++++++++--------- 1 file changed, 50 insertions(+), 32 deletions(-) diff --git a/tutorials/LRP_TorchVision_Tutorial.ipynb b/tutorials/LRP_TorchVision_Tutorial.ipynb index f9a2e2cf6f..a7742c8a85 100644 --- a/tutorials/LRP_TorchVision_Tutorial.ipynb +++ b/tutorials/LRP_TorchVision_Tutorial.ipynb @@ -1,13 +1,15 @@ { "cells": [ { + "cell_type": "markdown", + "metadata": {}, "source": [ "# LRP Tutorial for Pretrained VGG16 Model" - ], - "cell_type": "markdown", - "metadata": {} + ] }, { + "cell_type": "markdown", + "metadata": {}, "source": [ "This notebook demonstrates how to apply the Layer-Wise Relevance Propagation (LRP) algorithm on a pre-trained VGG16 model using a sample image. The relevance of each pixel is visualized by overlaying them on the example image. Further details regarding the operating principles of LRP can be found at [heatmapping.org](http://heatmapping.org/) and [here](https://www.springerprofessional.de/layer-wise-relevance-propagation-an-overview/17153814).\n", "\n", @@ -17,9 +19,7 @@ "\n", "\n", "Note: Before running this tutorial, please install the torchvision and PIL packages.\n" - ], - "cell_type": "markdown", - "metadata": {} + ] }, { "cell_type": "code", @@ -37,13 +37,17 @@ ] }, { + "cell_type": "markdown", + "metadata": {}, "source": [ "Loads the sample image and performs the appropriate normalizing steps." - ], - "cell_type": "markdown", - "metadata": {} + ] }, { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "img = Image.open('img/lrp/castle.jpg')\n", "\n", @@ -57,18 +61,14 @@ ")\n", "\n", "X = torch.unsqueeze(transform(img), 0)" - ], - "cell_type": "code", - "metadata": {}, - "execution_count": null, - "outputs": [] + ] }, { + "cell_type": "markdown", + "metadata": {}, "source": [ "Loads pre-trained VGG16 model and sets it to eval mode." - ], - "cell_type": "markdown", - "metadata": {} + ] }, { "cell_type": "code", @@ -81,11 +81,29 @@ ] }, { + "cell_type": "markdown", + "metadata": {}, "source": [ - "Direct generation of LRP attribution. The default Epsilon-Rule is used for every layer. As one see in the generated output image, this does not bring many new insights as the heatmap does not focus well on the image content." - ], + "The model must not use inplace ReLU activations, as we need the activations of the single layers for the backpropagation of the activation. So we deactivate the inplace functionality with the following lines." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "for module in model.modules():\n", + " if isinstance(module, torch.nn.ReLU):\n", + " module.inplace=False" + ] + }, + { "cell_type": "markdown", - "metadata": {} + "metadata": {}, + "source": [ + "Direct generation of LRP attribution. The default Epsilon-Rule is used for every layer. As one see in the generated output image, this does not bring many new insights as the heatmap does not focus well on the image content." + ] }, { "cell_type": "code", @@ -108,13 +126,13 @@ ] }, { + "cell_type": "markdown", + "metadata": {}, "source": [ "But one can assign different rules to every layer. This is a crucial step to get expressive heatmaps. In the literature, one can find recommendations on when to use which layer. Currently implemented in captum are LRP-Epsilon, LRP-0, LRP-Gamma, LRP-Alpha-Beta, and the Identity-Rule.\n", "\n", "In the next steps, a list of all layers is generated and a rule is assigned to each one." - ], - "cell_type": "markdown", - "metadata": {} + ] }, { "cell_type": "code", @@ -155,17 +173,20 @@ ] }, { + "cell_type": "markdown", + "metadata": {}, "source": [ "With the verbose parameter, one can check the correct application of the rules in the generated output. As one can see in the generated output image, the heatmap shows clearly positive attributions for the silhouette of the castle. In contrast, the road traffic sign and the lantern are contributing negatively to the class 'castle'." - ], - "cell_type": "markdown", - "metadata": {} + ] } ], "metadata": { + "interpreter": { + "hash": "02a67cea564318411a474a51be58cb0b6272c7dedcc002599b7f160613d5e69a" + }, "kernelspec": { - "name": "python3", - "display_name": "Python 3.9.4 64-bit ('captum_dev': conda)" + "display_name": "Python 3.9.4 64-bit ('captum_dev': conda)", + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -178,11 +199,8 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.4" - }, - "interpreter": { - "hash": "02a67cea564318411a474a51be58cb0b6272c7dedcc002599b7f160613d5e69a" } }, "nbformat": 4, "nbformat_minor": 2 -} \ No newline at end of file +} From 78d285343adea4d7abed8ad8bbc252796d44f3e4 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Johannes=20K=C3=BCnzel?= Date: Wed, 18 May 2022 12:00:17 +0200 Subject: [PATCH 09/10] usage swan image --- tutorials/LRP_TorchVision_Tutorial.ipynb | 75 ++++++++++++++++-------- 1 file changed, 52 insertions(+), 23 deletions(-) diff --git a/tutorials/LRP_TorchVision_Tutorial.ipynb b/tutorials/LRP_TorchVision_Tutorial.ipynb index a7742c8a85..f7dfb74a23 100644 --- a/tutorials/LRP_TorchVision_Tutorial.ipynb +++ b/tutorials/LRP_TorchVision_Tutorial.ipynb @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -45,22 +45,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ - "img = Image.open('img/lrp/castle.jpg')\n", + "transform = transforms.Compose([\n", + " transforms.Resize(256),\n", + " transforms.CenterCrop(224),\n", + " transforms.ToTensor()\n", + "])\n", + "\n", + "transform_normalize = transforms.Normalize(\n", + " mean=[0.485, 0.456, 0.406],\n", + " std=[0.229, 0.224, 0.225]\n", + " )\n", "\n", - "transform = transforms.Compose(\n", - " [\n", - " transforms.ToTensor(),\n", - " transforms.Normalize(\n", - " mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]\n", - " ), # needed for application of ResNet, VGGNet, ...\n", - " ]\n", - ")\n", + "img = Image.open('img/resnet/swan-3299528_1280.jpg')\n", "\n", - "X = torch.unsqueeze(transform(img), 0)" + "transformed_img = transform(img)\n", + "\n", + "input = transform_normalize(transformed_img)\n", + "input = input.unsqueeze(0)" ] }, { @@ -89,7 +94,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -107,12 +112,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/jwkuenzel/projects/captum/captum/_utils/gradient.py:57: UserWarning: Input Tensor 0 did not already require gradients, required_grads has been set automatically.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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kjLFNrFms3WfcskYHKdSKYBiNCVY9sFgWRACsf69cMdcFKSXH8Nw1r1VczO1Wp0juv2FM5PNCKek8AFHdfDb8trvHABLclSuqYnZiTaobp8rJ56RfI7umbSzDrXpsqhuioOT7A5rFC7cKCAjk31cDgYYBlBJOKBhrwkXcyPpXxSEJ4NMJrPvitJwwcgCF4M9ARKBpdiwb04SkEE6AehiqUGudESnKeik2Fw1OyVmU3CugKYQgljqqQzkIojRkfhkcAkqZ3bINDKAsvq4xNQW+TVuBNi4vQQ8e4NdPn2IsI967vAQ++QR/zwd/L+jFHbYXWzzePcbjZyeBpbZbbPMWt9MeOYrQjNOMR9tHuMgXqFyxSRuxnNW9fe/iPRHmSwWOR+BUQFiQQsDD4RpUKz5f9tjPe7y7exe/78PfhwfDNbDf45CB3Ve+Aj6dRHHG2Hk7QI4ZTDoH+z3izY2cAfP6pglhs8HCBeHyEsQVmSIwzeBSsA0Zw/ahQCpz8XOXc8YVXQGHI2iQhhk5ZvFodN8HBPFQqALLJLJDwEBUZnfpiUhc/ZQQKGCbtkgUMSlUU9OAWCswjigGCwaFPGJU44ibzHhN442yCBgtGMBgFC6iKXiN1dkDGeYnQYLOhdcDb4JgLrO4nimBTydU3WR2TbOK3G0OQSAHFcjyR7VIOyxVb6Z9b3cIGRB3Tu93KUtz4WsFq+UcSTDKuchim4IY4iD3YDiWYlsGytu9mkAotYi1x6VhpgadGC6n77fvZxUcKSS/BnfP8So8mrHeULULCph7LZ+VEUnnyw6YzZ8FWsxCViUm3kBBDYrzThP4cMA2bV3p8LIA04QhyCGTPaCKCRK08+AFSzAIpYCKeCQ5Zlc8C4nFG1Q4R4oi+HWPzHWWNVHlbZgvShHrDFVx3xYsMVgGdQ07EcihLywLaJowaDCJwdikDXA6gcYR97HiWy++heen58DVFbDdIn/+JTBNGOOAJ9snoF//dcFYxxHpOOGwHHCYD+I254x0OOHiVHF1YuTjJJ7gOAIh4MnmEfIXT4Hvfhd4/tyhDtQK2u9By+L7Zjfs8PgIhC+/BKqcuWen5+Bx0P0Jh5QoSMCpcJFztCwyT0H2MEIAL7JeS11wmA/iic6zPHtKoNtbxP0Bl+OlnLeUxLMDIRnUlLMbS6QbkGtF6P7HzLJXdK0LF9+v0BiBnY8cEnA8YqCIIQ6y7tstatRnIZKYkO55V7i9sfEaxhuzYBmymUkx100Sq6Wwuum1Cn4DAKUgxezWQpi7+sWKa5UYUIpsGmbGaTkhBVk8HgbZbGrmm0trE7VwQU4ZOB4lEJUSahDIgIIKq1KaoLV/beL1P1lwuScLHFW1roLizMSMlBImyD2OaQQdj4LR5SxBg3HAaT7Ka4o19ktqAawKhR3AqKSBwVoR5hk8jmB9n39a3fswL8g5Yy4zKhreBKjw0k0YEFafs1EMv6YzDcztezwia5htCPIsCvcULuLSUxAhNB2xNes/RsS7e/Buh6qWJ+12YpWmhEM5YE6MaIE8ItQyIw+DHGReMBjEowflsBx8zRc2z0aCpKR4qsECBMh6p4TjcsT1eAXcPpN9+PAhnpcDhs0NAgCeZwS1ZFnXOoXk3ggsVmBC9nAA7XaoAOK8SGDpeMTF1RU2aSNBr+0G4ad+CvcZ2E0MzDMebx8BX34J2m6BYQB/61u4+fgDLFUEUA2EcDoB9/dyzZTwV3f3uBqv8OHNh0gvXoiSf/99fDY/x5gSNpExxAFpGLAQ4+PwsVi9X/8G+OFD4MEDLBEoh+d4PNwAt3dArXiaZuyGXWMwkOzJmgj54gJICYd5LwHQOCJfXmA/32OusyjJ589F8W42mCMh3TKw3yPEiLvEIBQkkFi5GhiUM0VuEBg0V4jFqp1nTJEwFA2WEwTnNu/n7g50cYEaCAsvqLViUKs4gpAoYVGv2bxEYokXcJFYi8czfhgELIEwRu2Tp9ZAAIGoBY8iBdF0wyCHsFbXZnboCypClKh1rKSYXlBNNmG5usTn+8+RkbHhDYY4IHAXHCFCKQWFC9Jm4zirW1s2OkaBWHaM2FlnK+qHWsM8ZH1WtdZjkGgrmqtjn6EYhTaTIk7LCTFEhMoNaO9ceA+sIDrjwrBapCQHTIWLCUML3s11xjiMiMyIcUDtrolakeaCOkjgxATReQAooM0Nl9LwcMCFjAUTCWgMB32GGFSwmjtv1m4pKKNYKvTiBfjyEqQ4OIeAO0xINWGXdxIRP4nlVpNYoWZR55CAIboVAmaMaZQDxwzGBU7l5PvsYryQx8kZhIKFK8I4YlomCcbVGfnBAxARjuWEq/FK1m6zwVIb/HNaTghF9khkiJUYo1iRm43g33XCMt037PLRI4k9vHiBn//6EfyX/1XQV78K/pmfwW4cgYsL3GHCp8+/ia/9nt+D5zRhPtzjyccfYxcjDqY0GRJNv772yPvXxvcFjiozbkfGnCPm02dgMN6LDxGKYNvfuf8uLsdLPKBLwf8vLoAnT4BaMdaKx7vHsqeuroAY8Xi/ByZ2747mGXR9LYr+Yoc4z7jMOxSIJxcZuEo7sEJoPKgEIEJiBt57D1Cvbz4dcXO/iKLIGfjgAzF0iJAo4LAcMaQBCbJ/JhajasgZmQiYj6hDxtPjUzzcPGzG2PW1QkkBKYxgqliq0dEAzDPiNAk8OAx4Pr/A1XAFKtxkENZB69cx3niigVNiXkFrAhEwDOJOm0vWua0McTsLy0Fx970LMt1Nd7gYLgTvCtnhB3M1CHCLtiaJdgMASsEQB3fJgeZChxDUgmS/dyLBEhdUFLBzDBliYS6ozd1UoehsCXPlFDNMISGHLHNi/3Xz0mPA9nMKUbBbQDAjCAbFVe7f3Bx3pfr57/aLKR6jWhmrw37vv9vXrcNjjU2x5o42re+f7YSyK03FqJlZLDWZbJ/fHDIiKY6rrAUoPuZrbsquh3YIGGJu1qrNccwezbf3m/UyF/Gurodr5EVgrKlMQt9ZBINlCORjVlUKyelgbOuWs2PiCws0NaQBu7xDPE2g/R5LiuDHj4HNBvxzP4f6B/4APr3JwLe/Dd5sMBUJjOHBA8Fc04AlSdA1htieQS09KKNmM1XsFGoxL/HR9hHev3xfXPPtFoWF7TDGURgE2y2w3a7O2lIl8r4QS5T9cBCanp3DGMH7PcIkc2ZQFDMLfGFrA4m12J6gZQGhQXaxMi6GC1FMRKDLS/1uMbbocMCYRocTiQibuJGgJ7PAPADmOuN+uhfrXvdoiaLIDQ6EGlWFCxYuWHIURsI4CmWrqHExz8CsbAPdi/z65OsbDnKh4Wi1wzbcva7Vgxop7/wQsGK2JgimMqEGdf01CszqWp7KCe/kx2otaUACaNZwSoiIqGj47iaOwhMFHG9aRztEKBQu7qKSuiVLURwWa0DcXDlAsKOouCCgFt44wgjhIQYnneuXQW9Fr0ENcDd6lWGstQodxzDpUsRK5RbI4u5nF9QakLJAXCQJHpiwsj1luKijr2qFukI8X1j73PfaAPb9GnxMZqnvds3yJ4CYhXkB+L4QRcct6EEdh9eu3eH0dj0GxAKyQAbgnkcgwV3nMmOMI+juDjzPoMePnI2A0+RwAooIByyC6yIEFAj2R0SoXPS7yHm4GxqBwwF8OMi/H7yHF6cXuNpuUX7378Jf/eyv4unxKd65HXBYDmBmXI/XoLjFLiUsdfEgZQ7Z91QfUAQRsN/LnI6iSIYoMBgOB9Sba8zK770er4W3DOGaYrMR3FTP0FxmxEqoFZiWCVvzOpRlQSEg3N8LB3gWDBvzDE4Rx3LEFWfHs4/liE3eOEXOAkihVvB+j6xKE5sN+PrKGR7isZyQLy4wscZtYkYygdkpeYvVCFYeQTFiqSdQJQxpaHvCtzDjMB/USk4I3BltqiyWuoggJ/JEndcx3qiAdS4iM5axRXwBAPf3QsEaR0xlwkXeATHiMB+AKhZIiMGj01OZlK8IwTO3W4+mWgZG4QIoNhPUPTD307BgCYaoVVkKIggFEtxY8eA0wm1JB+L+VIEgDFecZ4QkkekApWoZlzcEnOrsFshSF7FENFmixoiiQjlRMjPQqSIEIIYAVkFYzXqtFYtSn9xyNMEDwcoSJbfez6lZlvlDpSDMs7u2smDsQqu3SgH5fGFx51cMC4MKiNzC7oNxbkkDKAREO3jUor6kATBeFrciJFjYxDajPYPxfC0xg0CosXsjq5rV4F9ICQVYBa1KLSihrA6AZCUpkyBGCaaCEfd7ETjbbVtHFTaUdg13rgX7ZY/TcpJ72gAPP7tD/FbF1d0d+M/+WcQ//Ifxe776O7B/VIGHi7jY6u0cqWCLhIEiUk7C67R77pVbjCK4njwBlYJhmsVDAtxCTbUiV52QUIEhAfu94I3DoPuvYFkkWaecTgj7gsuUMF1tEQGUuuB+vkcIATcXN4hfPkX5638d9NFHoHEEXV2BKoHnk/JJJaAk9Kg9XpxeIB4jLvMldlMFPvkEeP990Lvv4lRnHKdbXI1XIhRDEYiCCNs4usA+1cnn574ecJ122IaAD64+kGCuWvebIHDOvCjDIyXk41GCvySBvS8PX3pQFBDO7Xa7BY5H7Dj6fiyvUcK+WQv23AqABChuT7d4ePFQBOXxKLQL1copJGQS7qjBBgMCahQhdQqM4epKwOwyY5u3+lWCHfq1DPcE5KAqNmrujWGDXAoiBccMz6e2v0aF4Is8zyJgx9EFnWO3RCClgqSoLjG4RcxjlHurLc0SkENfiWA8W+P2WZRzKcr1ZXZrDEQSyOnghBCS/G2eRa7mjMUiwt0cUUpOawI6C1TngNyCRsNW+zRKc9sV9nBGAjpc1gSx7oUAyQKCzYF+fwQQAqFgbowNm8sz7Nt/hlLAmBFKkWBFCB4YJJDfQ72/F9ZGEG7tft43psfFFnkZMavV+Oz4TBIIapHMLTB4s5HMQXV/A4JYguOIuZwE904jdlPFbvMAnxw/x+f7z/Hl4Uv8+9753agPbiQV9Q//Yfzy+wOOL34ZQxrwzu4dTBqcO5ajeE3jNTZpI1YxIPhtrYAGquT7xd2ugOCHmn1nOCLUs4FF7EMAPXsm+z5n1JTw4vhcMOhaxOhJwPXFNeg04X66x0W+ABHhZrxB+PRTHJ+MSDdXyB99BH7wALzZgAm4xrV6CgEpRGXGAFfDFS6ycLH3yxF8uUX8yldkHlGQYsLjdINwPAK75BBS4YqCiqqKbF5mEItcuH5+BIcJGEfstlvgeAKmO/nsxYUYVqBmqAwDZg3qJgaejA/deBhSgwfpdBLlfnGh+6zgdY03KmBrIFDIok3UMuJAjmPFGBv1qRMSfngN51J3zPG9pSCEhq8ZXhY0UOXWGoS7R53AZXU51rnRaN9t/youWFVQ0jwjpyRBAhVyvVUhJPtGa7L0xR5Ltu+pUBfekhlKEc4rmnBixTqhbnyf9mt8XMdr9Tn63z1oFiOglnJgubZZ26QC59y9t3swKKY9VLNw0Qlgs5Zt87qlSY2d4Hzi7l4RG65s1qULdmoJImDBuaNO4KKRZYOSKASPBMv9k2OEfg+aPmneTooJBHHrc0yagSZCV/i5DJz2wptMEUUz7lZKpooHtZ8lk2oTAnA64cnuiXoRBNzc4JO7T/DZ/Wd48qNP8J0vfxnvXb6Hj68/xkXeYeGCuWq2HXVwCFeceMG42QCqLAMFpzxyjKi1IG42LcNsFAJ9NMNGhWvlKh5djGBlTpxUMZRakEPG3ekOgQKuxyvkubonZ0ZDrRUFRVJXxxG1FoQQkEBA7OIIUOy9VlmvZXEjCJuNKETD+4soW8vY5BAAhkNpZm0afQspyTlRHNWDw4qbCpzXKeIqZ1cCxJrmrHMzpixnYCmeNca+t/HaxhsVsHOZfUPsFnJKxi7vBFdUClaozZIKrLhZx8eklFAVD80xA/cvBDQfBnGd58kDZgDaAQfc3beD6zQx/b3HOvtNZcK2cEFk3QT7vXwuRqVJteIoZh32GGGjLbViHCZwnBVQimCAJrSDkeWra2KeZ1BqAagea5X9HByr9aSFYVCcW9N9QZJV1ymU839XwS0LmoXgwQ4qZZ3X3wlQKETg8/+qcYaNuaXbKQtXKhaRVnx4LjNilDz803J0fB5QDJdoLVDVIxIqXmhCnCUQmCh1iQiQIifq3gKQtd6LgD0VaUcWQ/QAKJUiLmUp4DEIM2TcIZ9mpM+/xJOccfnoa7hfDvjs/jP8xvPfwF/77K/hg6sP8PH1x7j85ndB84zhwQMMu51kug0DpjqLRbkU3Jd7L8IycMeKqQVTnSRQR4RhGJD3e2GUqGI3Jo7VbiCtYYCccTjcNQxT1/awHDDOI7ZZkhygcE0BAw8eIBAjh4zKjNN8UF43wFyFWol2jlawVc4I07TK5hwUzkCCeJHTJEKuj1OQeHmDdZFnuQ+EgIUXTOWAy83WU+gnZcQQSKiXIYKOC0LOvmZ9kFAyIQNQj6LMlU8M4OXCOd/HeKMCNlESlxAQjAUAWIqXgMSCQwh4MNz44TM+KcZRon/LhF0cQYEAktfr1ZWm7LFkiJmrW6tTdSygUcAogREDkGtFQnCc01xRscog33E2csgtCm6Cg8gt7xojmCsiEyJIggy1Il1dCbugSvaRJRpA3Vcjzldz+TVIg15I6HdJGmrDWT2yb9aJ+OD+fksFJZIc+qVKSRDS6KldSbJX6ssbyp5Ti8bUQbR9qhUTVbQ7AcoyO/xwESXXfK4z9tMeMURxE9GUnfNm0cEKGrzDMLjFDlVOtpZV9wpqxS7vhHPJEmwhDaTwMOC0nLCf9rjZ3GgiQkAZhDJn9Qd2w04YAxwk04oIdZ4l8y5tRPlv5OByCLjgsQV8VMAFS6TYbTFywWE+4Ft338I2bXHanFDqPejuOX7k+kfw849+Bj/3+HfiW4dP8VF6CPr2p6C7O8FLdzvBwVPC/byXDK0i9/lo+xDVlHgXqTcLcFqmVpTm8hKZAeRBo+tC86tccZgP2PMe74Ub8P09CkkwLyu8c1pO+Nqjr8leVwuSX7wQrHY74vl0i23eipK9ucIQE+K8gLAAu12zMEGt6AwgwhBVMu5CwMIFiSVWwszIIeHp6Tl2aYeBIvj5c5TLnRoRhDrNoHGUuAGEgriLO2TOUgPibo96dSnQDQs1UlgD8vzDbqvzIAbNMYmxnZX2iWkSwbrZoNRWjOo8Ief7GW8YgzWznYBETUOou8YxSkYIc+NNmsnPjISAlDaeimdunxGCAcU+U+y/Un9owZdIxpkMXtWrKFUn1bWla9YQ9ULB7kvTcy2iv8cCFPnSQAFjHjHkLJbefg/stiK4ieSZjVQNsYwTOg6qWooEtPx9NOu4p7s5DktdEZKUhJeoeKDPxTwjhwBAntnc3J6aZhHx3vJgAJzFzT112TkzIBihun9Fq5qVWnCPIzKkAM+YxrauWq+gjIMeQ3IF12eT+c+2dgr9UIzYcvZqUBQjZlqwECHmiLELHhrNySGUKjxqoRsFUJTkDo/Og1Fj1BoE5DxmDvL8brkDCCkpRsyCaydCAqRuRNpgl3d4n64Ewwsa+T9O4GUB5YwxjThkwubHvoJEQRJQAMf0n9ZneLJ9IgGvVHGpxWbQGRC9B3MxXIglPS2om9ETSjIC8Ow5OGekndTqeO/iPdxP99iTZIbtkniRktY9Iy4RiFZAicRaJHm+R+ONJOlEArZbhHlGGAap/BY1a0td9kpoDJ5SkAGwzlviALq9Rck3orAL43q4liI9WDAMA9Jf+augr34V91tJocY843K4xFCBkUV4c844lRPizQ0CM2IcZS8CTp0c0yjvJfLykNswKJWvCI8651bgKUVPu32N8vXN8mBNMARNr7TNafim8d0KN3xMP+ipbyhayanD/Cy7yoMZHabqGK66t+Y2gHXyDVdSTJM0s8iCKObiuPvPLXV1Kcsqva7W6jUUDM+rgYQKpdowBMWb1NUlJe5XVnwztLmBfZ/xDNXS7tNXYfPUY6EdJPKq+YdlqnRQhf0OwAum2PtKLc5dhFrfKSRXDg67lILExhWVFOZNGp1fHEP01EorwtGvkR1wf+aOX+lYOtCqg1kgRy3WUosyR5plbCUHPVxZWzaYPZtjbWY527wDXmELQLPulV8JrM9epIhwmoBZlNplvhQC/bNnwOefg7780uEP1Iqr8Qq7QQTe7XIvQZUsHE8cj1KlSlknQxxEoWiGoWPhmrABKAQ1z7IOlq2neDMArxOwyzsc5gOeHp7itJzw7u5dPBhvnDdutCc7i1OZBBoggUIwzwg5g3JGTAnx4gI1R5QoCr9kKW3oRoCWOcQwoGYJXJHOLS+LZsKR073s9ykr9HU4CG8X6PDaIgyWnFVesNMLSdOmGwdezryn1bKl6wv9cBVXOKczfi9467c53qiAdZzMXWPFNyx4pWPhBQXFAxYuFHSjl9AyliyM1Fuw5wT9oA9GaBNmB9mye1JIGNLgud7GiytcJFgl0nUlBCTVt0r9VAgEkkPGEAZkDi5kF9LIM6TWaw4JM7FvfppntxyKCVqz4KrSlc4ETi94TPABcFzNLN0cpcaB6hQvVmzKLejH+mtNRSxQS1awKkphXoC7O8TDEWGS9Fyv42ssj+NRhIHOMT77DPF4cqoSnU4gZpxQvMCPHYpWrBqNaXIu8JjdypiJsa8ngSnUejc8nTXlmWoV6+VckVQJXjhGaIJI5xpQqEIjyqQ0PSyL1DcgCbTZexNFqQL1/Lnn3V/ETROYSuODpXGXgs1+An3969gszSCYo67f8YhHm0dIFcB+j+Hu4Jg/h+A1FHoBSmrNE5Gk6KqwJSLQzY2cpcMBm7niV5/+Kp4dn2GTNsh/45eAr38dg8UFXReJV7ef9qszGDYbHBLjGCXQ9fnxc9yXezmzxPjk/hMclAURQ0QJwKlOuJ1u8fT4VM5cra4kwzRjiAMmVmV3f49YGJ/efwp87WtAjEjPb3E5XGKXdhKgCwG03eJQTjgWOa9ktD41kAx/NqoY14pihlAp2C9HnLhgYolreIpsjKDKjUL6GscbTJV9hVboaEH29xgjBh5eCgLZRhWBKwEGEyqVW1Dkpe8lahapDj9sJlzskFUWQJ81nxwSXW5CxriY9r2NLoUQBC9mgFgyf1LeilUTBXse4tDukSH58FpsG5kk9ZICxjgigpxSkgERxKZd3bJfKxR7FntugngFBonYZ1kLaKeQUOvSgkrcexgKP5SCpMFHZsZhlAwhMOM4H7AphBkz7soJl5tLpNPkczwOI8Igkd7H+QLx2XNPwZx5xs14jYULCkslJYYkPBRWS11dOWKS6DQRaiRwHBApYAhB3MRasclax0B9ulJnVGit4VLEklQPYQlibS5FEgyMLcC63rvbW2C3Aw8DpkEsyKjC+ogFgQMGjqDjXoqulAIU4Vji8WM1AApKOQG7AfHyPYyVwN/5DviLLwRjZQY+/1wELjMSSSHq29OtuMuPr3A1F9zRggMfUELBw3ceYQhST3cIGXNdEGIzWkLOnrm2ghIgVhpdXIBjxN18j+en5/jo6iPs8g746lfxrdPnuMEs6aLm4XHBcT5irjMu+AIhJoSUEPZ7XF9diTdWK07DBu8sA/DiiPnJDl8cv8CTiycIh4NgskyISBgpgGvACYxjnRE2A57iHhs+IpyElXFZoiuNR5tHWOKAdHEhCur5c4SrK+ypYOIJj0vGJo0AbcQLLKWxYVKCJaV48RZjJ+hej4ju8Rau4NiKtA8FCDnLFUwGvYbx5jBYEwKEFtnuBKJZXP577+IDK65nMpcOYmWErm6rlxDsruOl8rT0GqBYrUU6VTCCCKUs3tZDqFLVi3lUFcSB4QkPFKS2gVGyYtCiIjEipgSKARQ6SxJiaYxxQB2kywByBqa9lKHTak+slaEqKszM5CAZJ1lrA0hKKyHE2HBSNGvIYI/QKRciQq2Nh0wxeuUvE9S7YacbTalQmq1TUsQyn2xixUKthBRaIMWEdeWKu/kO1+MjhP1eDv71tbiJzLipFeF0Ag1JkzqiVJrX56gxIjAQqJWbDJDfKxinItW2cky+L4yWJ1hv9K4CPsfKI46sAtDap1BCSCOKUqRY8/sJ0AqsJKX7iLDJg8MxvN2igBGr4IC82+HZ8Zmn0Fr2X+aMlDcIDx6A7+4aFHF3h/ATPwGEgG0UHHGMI26nW3x2+Azp+mPUWnGRL7AJgyqcRlVLrIc/iDJyeMgCcLrmFcC8TBiSYNOX+QI//97PCyQAxi0dsJ/3eO/iPdD9PfbY43q4lqSBwN7VQfDe1Apw6308mRJwOoAuLvDp/lNcjpfYL3vE7RVKOSBAKFYpRvCyYFBvjpmxy7sGEcgB8nrLgxZRsufinFFDQC1SfrLe3SFouutSpOg7NADLBHBh8LmHp9ZvZavMJZlaXBYgDM3o0tgG9XDMaxhvFiJQDNQ2gQvZM5ee9LBYNfyejuS8Tv3P3X/9jJP4z4S1TfJ5jUcTrgYX+Gf1/jy8pXnPzgOUX/y5VvccglgT9ndqqad+T3ookTMWLoghaq589APo1mQI64Lk1Cg6NgfU3Uefhda7xm3u1p+n8zVQ5aEv+udX7XQ6SIIYGKPkjHsfKZtHhQ4CM8Jmg2M5YaqTcDM1uWIVpaUuiNittSkwgiZ3qPIAs2OitqZGBYStkd6HUd5YXcSlSpUl1kr7Q8jCAZ3upCNArZLe2lXP8sOqEXFhGGxQc/IKXrYXYojutcxlBl9dyS1pFhjGEct2g6oJLkbBCggNB2cJNLEmBrBi8BWQ9FZTlCDPiCuKL7J2FiBITYBZXXA+nbC9PSAeT1IIfNoL5lkmYLvF3XSHGCLGNHrRHO7+R5bjH4IYIda9YbNBCgmPd4+RYsJUJ/9MVfqWlZZkC0Iqf92wZlYPS5JvuEE2KYE2G9+Dlj1XLTNUvT10tTgczwdWwVJA4cp+HxtFlIIUVUIX43iN442yCKj7Vxxwy2hqker+fbC/mQbrTXUTzkZpIqvmpC5RbwHXrog2M84tXA9ymUCz90JKm2GavJydbG4jwbfvsZ5UIUYEiCUbiRA0oNXfW7Xra7AuIiLGrh6DBSXMWlFhlZXUHoJYxWbBngvvuc5ScUyLV6O7T6u65YdV74V04i3YQEQKIWiWFzMSotSI0EDLEAeAK+h0QiLCNETQkDEXSWfcpR3mAOSbG7HozYVniIWRxHLJIQv3cRhQlgkVstFPdZJU5CIFljlEFeiMTd4gLgVMFTUnQGuBMtrhgnVf0MMszIGIUgXa8aDYsAFevADt9xi3W9xCWBIDInB7C04JZUg4LcKKGPOIwgsqKnaU8eX8QsrhxQGP81ULUhp75KEUl76b7vAoZyy7DV4cX+DRj/84vth/gTGN2OQN7qd77NIOu7zD481jbOJGhDaLMD1MB2zjCJ5n1JzEItRCP0E5yWaVh8rgk6Ssspaq5CoJGVkTIIz/GSjgcrjEd++/i+NylBquFEGnEyKAO2rGSKTo6dFMkPKc770nXmKt+JCuhM6mVKyiMYQKyM9mver55yL7wSHBsqwSBcKygKJ4LcdyxC7vpAhQiGDaS4++WjEvM1JVhop6u96njrT5Ymoc2mAJBVpE6GSlFRVv97ogZ/Lo+x1vVsD2OCiwFnT6r1GE5I8t26cnntO5sLVotr7P3mPXAODZUODvoZd6PLb9It659iOCucxGVO8/zq03lFNBCB7JNbfZxaEW1/AiLYYRGaRhFrtMimefQV2zoNhRBdZ1M0EYw+j4qzEadHIbFh1j4/9qwRoyvMnoUBZg7OdMgyzMGgQYhBhuwaTjckQIQXiVhRGIsZDksO/yDuNC0uJluQVvNthP94iIyJ9/ienxQ8yLYKJ0fw9skiutARFzlR5PuL1FubkCp+D3PC2TK4WRA1iz5sAVC8HToK3xIamC8GSBhw/90M93z1BTBUcSMnwpSDMhp43Myf0eMWch65ci6aNGP8sJxzKJAKeCqy5odlyO+GyXcbz/BMyMm+0N3q1XoNMETCfc54AXpxcY44h3No/AAC5OFXz/HBhHvDi9AA9XyCmj8oJ0fwJdXWEhERh7npFiElre8QjebnEqE7jOUvJRvQUOAN/cyDrv93iMLXjM+Kv3fwNfHr7EP/DxPyCvvXgB3N4i/ehHCEHwybvpDg93DyTjjiRuMMRBuOchoFzslOXCQC2SGdWdYYfZ9F767rYAPEutjgO+df8dPNw+xIiIBKmkFU9Ta4+03cpe1Ep4RV05w1SdguisG26NUq07SM44lpNb6SEETeRJrih7iO37HW+8mlY/PDDTHeDzh3GAuQtk8dln+wCPdxWACOtAwVutcF2nmPajhwxWwTh1k90C7l/r8DD5/uYevhJPRkcJ09TG3q317zUXGSLkrM2LCW+bg75rbf89fYdeEbTwQ94LS1NGVvQG9oz9/HfXt/TFcwpcn9Y7pKFBDcpHjhSRKQtOFsRVN3dtLjMKClJKbn0BQBpHHJd7jHFEynL9wgVDlpz/qUxISC9BDAQCl0VbvaCl+GrhHXOjPc1VCfs1Bv/uTdo0TyYEb2yIELDHjAsLmqqi9QwybXHj81/g1pQlWTzY3EjCTJUml8noTMx4tLsGFaVdaQcMGkdxjYlwMcNLLjIYYZB7SkRABMak/N1aPcnCYJBN3jgtzmhO7gYrL/VHrn8E71+8D/78c3y5I9w8eoioNRcystO2DIKIiJJwYDskNCiMFDqqNre1ejU6h8yIELgxWmqtiOMIPh4RWbp+WF8xLyo0zxLlz1kSRqqevdqMIjMsPDita2fQkwl6sgJLIE+z50Dg7QbS98sgTLy28YMVsP7D2to0Vx69wLHXO3zVyeP+GTj+KCR5+RIXugTQ9yju2FvFLwXY+vf0CsDuT++N1HUHoVkLncUtWh+Nx2rClrG+prrS3nCPlDBCrWzh6t66uQKwEqauGOx9Z0qBzl+HVLlqEKYK+77+aj9YqUGhFRb34KGmN2JZkGPCqUyYIyFaZ9laW71aTYv0aRgG1P2t3KBCEoEClrIgjSNQlfaFFiX2wKXhwDb/UFimW7tzAStJA3Igt3krVmBtGXCGNx6ne1yMD8Ra4ypF2NViOi2SCGC4Yu+tjNqllPZ75FqRhwHPeMZu2DSculTJ/CPhThOR5Pnr/t3RrgVgQwTGhqFzSlLMusg9cwirNka21wR7REtyiVEhFuC6bFCXIzAfcXuSYOajywfYoGLhxZXCcT5igDB9SJMM2PZSrVpgBR6sch4z4PcAoJUdDKGVewQc1tmmrWDYxl/VYC6UJXCcj62gvm5Zwstb1M6EUPeCwhVWq7nz3ELwZ9ykjcyx3vPrGm9WwOqBf0lw+Q+dRWbvoVcLRNh1uOX/2wHpO8Wej3OWQX8PnmPfC85OoL+KCsYqNBEkStqs3u6ZV4qjgzHMzWc2sLnhyhZQAGkbG3XL+3vr5odq9RRRs3Dt+3shSv28MrdW6EDLmLIZtU3fQwtoCs9hC1NyemBM83uwUPmTc5DNO8RBWrzs97gYR/CQUVNF0T73Q8jA/b3kwceNcEsBiT5vpCLSRRhFmKCCcsaxCs2nLGIllaVgG9RVDgF7nnzu52V+CaOneZZWKnXBBlEqM6kLWbYbLaEoXN0Z0iqIWC0hkqaS0zJ5sCYxIZykeDNevEDYbFC3CcdN8uj9fJS03hoIx+WIF6cXeLB9AGbGtJywCRuMIYiVx4yQOuoidWtpitNgJgBQjnImKVo+11kw5XmRTLFhkILxXDAtJ6nFkLPsoctLDLffwfV4DXz6KfIXX2D42Z/FYTngxfQC+7LH+9fvS9slDVqRBoksKMVy2HQfYO0lcTNKoKnliYI3uoQ2B72irexEC3oRgXc7t5QTJTWqXlb6wg6QfczMzgdGzi7srf5HCJJCn8ybg5QrtQ4fr5Ijv93xZqtpneGn/WFfPQLZIRdLw7SbB8NqfUlgWIDKuG1W0ME0t7vxnXBduXMkke6X3N9OqLrLIBcS4Nyi8dzavfj9KE5lwj/UzqJkOPbaAm0NR/ZCFd0zrCxec3dgspldmFeDQVTQ2xN7MZnYsnwc+7Vn0+cokL5fQltrnGO3fvV3E7t+oNoSyt+JpIssgAvb7KTqbLfztSciaW+tvFUeBhDPkq+u0ff7cgSmewlAVSWUK4a2ZS0bCYiXgAA+HYQxMGSERQ5SooSxkKRThwAkXVe2mrsRFJNg7rqG1KXObvMGU7VutvqMy4LMhJz08CsXmIYBePddhwkumYFPPwVdXgIXF1JU+3hE3O9xcTzi4sUL4IaBy0vsrh+sz4itsZHhK6+gFjfbbA1OJ+GdatW2aZnAIUsnZ0AUB4Q5M5VJ6hGkjRgaXPHOxTvSaPPxDXYffAB8+imepIR3Hvw4vn7/TenSygT09TrUkrbEGC+mMwweGA4gbT/f7wXZbxgHeR1oe1jPDnEFGCKIIcJxqYsnAzgs1QNGLLCgxxRScg/QunXYuQgkcxmIMKYRMQRXnj80xV564WX2mb4CKysmC2yYZsfp9A3dWUtysdW1+/JxXuvVXGW/zlnZvG4TrwJsZ9arWwn6veeWbXvtVc+L9bN0/57Pkbs79myVJYp+9szgRjsjwF3p/r5XLhngGS5OceoOqQl5w26FItaUnc+bCuPgG7TBGhZcMyslBCv70ZgWYBG8xqKwm3Plq8G8Aa0iGZfiNRVSSGI9a3Q5UJDMLHWN50iIp1loTOqyWrou9J68Pq2uq3UnCJ2gCspp9jbhui7ejrxbLwAiULTliKfxWlDF9tfjxyijdC4IpOX1YpT7qRV4+NCLx1tqsd0PKWPAWRHd3l8Ffpnl2VWg2JwXFipY6lv19Pgjszer9FbxJBSz4fpaWAqB8Hj7WKxhq/+r+84K0fSZcCtvqnvNf3ULQb6/dJ5b36zU93N3Vr09O7f08T7+YHvW8XIi3wMEWnu6aoXTal+vk3hex3jzLWM64fm9wOPeYnvVMGHnQrN/Tf/eR+a533zdZIm1V32hVhHzVwnQuu74Smolu3A9C27139UEj95fZ4W/9PxQyKI2Pqlb4pCN1VstvSC3gtSWLnhOgfMNTXABU8viOKYJEoIJVrPA/UFWVLZgCgsGTXRCtmkamU9ur1XwauFMYFllpUQBmdtzcinImqmEZQEPrUByCkkCWzmjEHB3fIFr2rTaDrUiAkBUVoIGdUAtaGjrbbi3zXvs8GWz7HO1Gq0snREsCMksQRgTioDjh4bhPsMR+/unAIBH20feGYFyBseIL7AHDntcDpfeNdhhHu3YwMzex2pV8cmEdOcRMYCiSStOAzTPR9c7x4x5mde0JoXaTGBNGahcUBcptsLHowTHdO+ZgHN2UG/A2PqK+7ne670RwuytlnoL81WjV/5eE7f7Xp9/naPeqFoZQ2Yw9OexNyBeo3AF3rQF25n9NqyUniDvdiybYHO3uHMXVhsaWAkQE15+gAxzpQY5mHsOqCAO6q70QtiEq13XtKhZMrWCSl1Rz8wlMUtxMWZAJxxX17Tn6eeju08XOlXK7JlVy3wmnPvnRRO0Fpxx+CAEF65VoQQLQLjw5vWmpxBQlMbVXKXOqleL2Ajgvnbm6rHVnKDGRbWH76wwo6JF40CqlWYKM3QdCJAEt7PvIYak/+oaXA9SGrIqZmmpwkRitbA23wMJnU7mNzZLNTQmSCXGENthl3bu3XMQsBiWZ3tqHB1H9Hq5w4D7csSX+y+RY8b1eI1tIUyZ8WV5jqfHpzjiiBefvcCDzQN8fPMxtmkj+KMFGFV4gnlVh9fWsNh8GFnf5pAIcTZudUEtR6l+lbN8QjsEpJAkY40ZG9bNANk3Q8jA4YBwPOLX8xf42vAuqrbePoSKUIKklc+L7wv/z+ob6/z1xdBjKSijNDq1QKU13ZRsq2ZgeJKLrp0/P3h1Xuz1FuvojCI7X2jn0NaJz86UbPp1Ov/3O96ogO1bQrt26twAG+ZiAr0lZb+1Q2sCped3uuVqgq27rmd26H+mrfto5/cKZLkwsU1u3+8KohNkEMsl5NwUBBksoiqk06r2+quG3adDFv4wLTrsQt4OoQojgw0sScIOoqXgmkVj1a8AsQ5tbgHxCCwwaPfp98PSRt3XFOSKAJDUZMOm3QW2ojDUrEBZc3TwBERA9RZJrVqdP4gFa89jFnunRA0jtd5Ntn4hSPpj6aCJQOQ0MBOq1p69T+ZwwUaEEgIQRLBjmXUrkFjGw4B9rJjLETSd8CBuRdkpVeqrj76KuczSEJCAISTcjDfYpi2u8yU+P34JABiCROatWy2z4uEhtsIxlqhCAVwLFhM05lkoJu2JJZ2lbpRFZuF2R63w70Lc9iOzM0FAhLrdYuQFvN2CxxE1JQRPk0bjm6snEACvfsfMnn1m+x9RWrqHOLSzpcJVONDtDFVIXQqZjzNL2CxYSs37tDVT77Jldq0NAoLUwBCPQG+LujP1GscbhwjOBZhrltXPDSthswptQcyS6K7JgFfcb398xc96il1o2fWhwZp+Y71imHXowlseyK/TqwHjX5JZja+aC/Su0/f82pfvw76rd3OgVnVn1cPuT7XzirLjAia49c7dZuyv27e/CVpD11+npiwd1zVBb2viB458jp06x82V7ecOUJijs9zIhLcJDGM5cGfZqXvZF7ixe/egplmE3V5cwUGAJ1l0/Rrk+dFobCa0BxrUnayoux2WwzOpqRoi6pCRGJrNVxA+/Qzj1RXSRlrLbILQnUotuJ3vvSJYCmkV4A0dxOT7wOAAiGUYcnbF6dajPWdv9RJptw9uAlux4H4ecXZOrR/dFlvpF5eS3oN6VlYiUNdZ9kN174kBT5SxPTGjInafsSBeUKpdz2uXg2pB0XUKeAzRa7+a/GixgXZ2fe+rJ2dyxixgow0idN4gXt/4gfBg+0VYCczOAvRtpNqTu0VBZ1GxaXD9fG/mk33+7O+re7Df7f39Bj63tpVor390cN8EhhGoe8HbBF7DJwG0FF991axbe/1V1r643NW1rsMVvSWoh6m3EhauglGCPf3VwX6bc/3XIQ17ZhM4vbvVWQfBRJDqCcezam11SHW9qmHUeq+lc/Nbt1SIdcIAsdVTaAe2qiUbanVXUwrWLC4wEwCUyWv7Wo0KgUZqu7/QeplZELXfJS4o7KDq3Aa0wFFOuWWHpYTb4x36wOL9fC+JC2ZhffYZcDohPnmCYRikG20OOJYjPr/9HO9dvIecpO+Ur5Nahn74e0PD1k/TPh0Hjy3Y469ZcC9G7Oe9VI5TGKEE8kJIvVfhnoEJ3xBwES9EmIWAUHT+ytK8qVJawpDBV9VqEUiwTkp9FpyWk9Q7QGoCXRVgjFGevXdnbU92FrZg1VA649k5A5wKJvCJWNpWptQ8slUgTT0je4YfmiDXeaSz/3clYM2V1L/12Uv9Z8zF74W0H/JOOPWVhZrgEcpI7SbWBHhvCfeT7vejh8Ui5KyvV6yFH0pRKg08waG3zINGbImlg6x/JzqhJn8wYMGfuTd6mSuCKXoT+BCX0vtM2abTVESr2B4tYKZuLIBVczwpJN4sg3imz/1Z9d+5LnK/kVBDUItMlIlVMCI99N5mBewCrz8YAWL9F1bFpoEdq+1g9w0LJJk7qxF3u1KovNpPs3VdBTx9FsE67BJqIISCFhBaFhVObR+Y8MtoFllBxamepHpakKItpRbcTrdIIeFquEL96CPg7g70rW9hUI5u2u3w/vU1rm++Ku2s4wZfnp7jwfhA1iio+95DVNq+xn9XDyEArujda9AaGlYjFiHgGCekmLAJA3B3B1xdynNqppTHJGr1ouZYFuB4RNxsQLyAUkIJ5O3sAcjcUZBzxYxqhdFLkS4eOyn2HUgw2yEOIJDXXR40sYJA0t0VkABgdx5C5y3amTeGissEMxqoGSxk76WI3Fvz+q8p4RiiBFurCHk+2/Pfz/iB0LTMcl3hrp2AqZ2ABOAHCug0aqfB7NqCrTS3logkWELUFiI2wjN3Wsotle9x3y7s+nvWq/ZCU/6OtsFZeasiMTv3pUvFBDQa/7LVSvo99nx9BN+sV7EO7T4YxEWCEvo3T60EgWetfGRR2FmKabD2v3Lr25+l+x8zJhW0AcGt8KBCr3Spv4ZvtaLariVkrY0qpHMZUmqRXMYq8OYBpS6g6JhilOr5Vh0fIQj/tNsnXsBc17yalQ3hW3KXdQdICqgHPlVZEVegCtxgWHQiSdU1IZcoSH3V2tbMOyYHKSx9vBiBnVSpou9+F/wrvwK8eAHs99i9/75U76oVVxdXDeKoVQrldJ4DqLf6qc3NubFhwogA3m5BOynWMxZV4yqEGSzZYxqcc69IGzlCEwAQAu75hEsWelYhwmE64OrEwPEIevQIR5K6EDlIYRlWoY6UQLe3GK8uHPrYnJRxMQyY1QKPVYwGNgqY1UKuko1VgFXwyxo5eh1jRvOeujolq8JI595uHx8APNBme/F1jTcuYHvT3v7t3dH+vfInav92wq0fhut6dX/AXatXFizpPtd3MX3J9bL32f12SqG57e33Wqu6me0a/ln7PrTXV0LdXuuhBZ+Pznftrr96js5KXQtneKDJKDLnLTIcn7Vrd/drLpQpBt/IaJa2u6k2FypMe6Flt2xQynlwzw874JWUbH7darT5KgW1syaZWYqC63qyclj7OfDgZhfQtP8KFedE1lpXgTGzVO3wmstq7nrPTyYWZRb0exgAnyakzUbWcgDKvJec/EIYpgnQGrmwdtvKpU3LCOReEZs3Q65cz42Mv9kgEAqKFJpOCVTbnqKctYC9XLNylVoPIUlac8/FDQG0zA5H+E4yAcyNagUG0rB1z9Asb1tXAnnwjJgRQ5I9aIqFAFYPoS96bQLPUqMdLsT37kJgeLnvCY2PmJKy96Dfj+fe9msYP5haBCY8zIzvsDD7+yrqbriKHfgzQWzCyLhxvaA5F0bmmgNwobbiGp7hcn0k2zugdvewEipYK4ZXKZP+3ntr/FWwRBOwbeOsrmluDesG0kLcmaIfwFIWrW5pMIZajVrso4C9mhYAL1Jt9T6Z2j1br6Zz4WiWfSDqWvjYM7d7Www+IHYaTg7Zid02D0HXz3Lp7eCs6gek2A4XM2Zw681UtDWP1lYFs5TK405Y9/gms/MuSa3bqj8bxFK4Uywswsrmi9EsfQJJyuc8y365uxML7OICz6YXuBwuxUqbC/jzz4Hf+3ulAhkFDC/uZU+UAr6/B66vJaOIWdKxDQrwvcte5OQcS15RmnTfJBLmhXGN7ec0ji8F0eYqDISYRq8sZde5GC7csg9gDBiw5Iiw3Qiza4ELaZpJi5pL59dlzFi0nCURAZuNnzt38w060roARt2Kqrj7Oh+2zc4pWu49UsNlQ1wDXEzkbJRzOlYf1/ihEbBuSSr/0Tf0KwSM0U3YNCLIM2hcgNr7e6EWjHLUrtWCamjCFSYMGdBUULeE+/u1iDOacOuF5wozVKEh+0AFH5obbM/q1sdZmUXrY8+VvSPoau76oVaSFJBpCiWQ8G+ZGawBiBnsWGMlknJs1CL5OaZ2b2pROKbX83yrdId1Sk53qE1RUWcRcHdoltras3iBcnPpDIv24CWAaUKsUqqQScjygDYpDISySHFqm+te8EOtW2loqILEctFd7isE0Lmatp5V9xRbIE2tLmcr2PNBOLDmjgciYNEuFRvhsNKyaBnDLO2jiZCLeG2f/fTH+Ld+8V/BO7t38JUHX8E7l+9gt5i1O/jnzEtwK05x50CEmrMWB5dymYWlSPcQcmNjdDitzZUJelHU2iEiCky08OIFt2macIyMLSXft/3+DwiIKbqbXiDVyNrZhnRL1v2WC4NS9vNXNT2W9PkssYFqxaCVwxpcBYf8eoEYoFlZ/V4NzZYVRbmunczWK829L/j3VPU+/MT9sAhYO5BW77TXGDbsL72b1n9+hUPiVdYemvVqlpdSVyjQSjBXfa8dyJVrbQdONSGfTzK/bMHZd9u9epnBdrP+fsLLC9iElQH05obTSwfbnzsEoC7Nwl8WL1oCwAMtLjC6eXe314SrafsueNePFBO4svQhs0cyhdklDRCwyowhiDDdJCu2rHzcGFfP1l9jVfnKssxALqzNRbd5NFpT72JC8TPHc7kpQXcv0epJrNa1P3irZ2nzwmDHBsESebaW8dKv7YRNKaC7O9B+j3fffx+FAjhLD7C7+zt8ePWhZ21J4z44pYm6CmNecq9Nityflkgc0whixqFM2M97vEuXYnlqMIzu70VRDBnH+YixFk/TRc4opeBUTmBmnJYTpjJhNzHw2Wf4G9vn+L3v/7wIX2IMFYLVMoNKQR2lqaBh7bGzHue6CA2LlRWQErKmpdYgFb9CzC8T+jW4WKBei1E19dktEG71A2w92n5r+9lkziogfsaJr/0Z13V3efUKOfXbHT8YiKAXrr1VCDSic2ibXlJDTYsxzgWvCQd0k2Ha1rEedIJXPxaInKhu1+7vxfDLl1gM/gHzT7rXztbit7Q0RGtBDBXQ50UmzgSxzZ25zgFNMDh3lbvPqjC08oJAI9ef41z9uti/AYRKEhg0vNmsdIdWjM5zJrAIJEEos4q1bJ4rL9/4RgIXPLXUFlRyvIwhdJtu7oJ5L/yKvmy1s1TdckW3K848hH5dbc48GGS3cLZeuv8MozaLjjYbYQ2cTqBnz1DeeYjDfMC0TAgU8OHVh+ICU8RUJ2C4lDXVFG5TslDPShSCKEFYx1hIMJeWRaxJ1BYYtjOg58oUC1mH25RQIQ05pauxRPODUrCgMAKIQDFiXg4YkZunQs1k6Q0OYpYiOCkBSqHz9dIECMTgQUPvaKDzagXle4Wp/mYTtmRp111igCzpWqie7WkbfeJRNaFtVmx/rd/aKf4tjTcPEcgPayxEX+NlkU0DtEPXHfC+riurHbiyBO26+lnDOInI3WhWPMu2RS8sXsJB3Sp92ZpbCRE0S8n7YJFfqF2zuw6dCaH2HuV+GuZq+JC9zz7nG8Ei2rFlSsGwQdmAkQKYBeogZU4QIFWi+nuwwEz3PU75YQaUOygWnz6LTKJcj9m6VMGJ4N11+9+j9WbqFFhB45da7VeHg6pYi4HFFbbGmcZgIMC70Pbz3+h0DQZgMW1XsFB/GH0/QihicSlO/Spo388AlrK4ZT2XGZu8QagVKY2Y64y7VHHzzjug21tgnnFaTvhi/wWmMuHDyw+xyzvcTXd4fnoubbQvNlLjdGUskPaMkvkqAOJm44pimzfA/T1onnGxeyiCcmgJDNYVwgJTF8MFcNqDt1sclyOGNGA4zci7HY7LUdr95J0I4Y8+ws+PXwGRlFQ8lAMuLy6lYhiRVCpDCzgRpLdXDhlhWYBnz4DHj7EEgFExVnLL2gV5V4yIWY0oEhggM0t9B0AywoxepXvKqH/VYDIT9r1wXQkJuFBd6iLMkFq9QLd7Y50B8hrl6w8ok6vTfkAj/QaNBJu2ZeM0qjVjo48i9uUBzeJwTA9onEnuuh2wWAh9GT67rgc81OJZVXyyCLRem30RO3eeCKBGE3P3l00ldEMFmbnvQfsYmYBz7Mx4m84bbXNHkABSceEu7YvN2qv63QRIWmKWoFJQelPvGnMpXoEKkA1duIjw7pSWFTA5V4CMBjv0wRSbDwDtWUJAJbjVXUuRknX6TAyWoIZ+ri4n90qsuaTV+Az6HFGrTTn+KqdVcLwivEajlYkUV+K93pMFbhKapZpjAkX4PgxY4/hmWXNl7z5M2r31aibQZoN9WrCPGffzhCcU8P7V+9ggg/+dfweoFdc/8zO4DepxkBQtD/MCzqEF7mRivDCR4d3eXujy0tfkarzye8tRsEa+HNzzG0MGHj4Ec8WQBpnf3VaF9bYVLhqlelnkAhBwMV7gcthJF4EsOGoqQqeiKnM9l1nKHJYZIQSMjx4io0E4FCJoGFTwF19rAvnaFMh1wFody56XO79BlWvxqWknq28y2gdbjUXjHiDD/62lBf6Y2alh1ffL6xk/EIjAhSHRCiNjaMHbnkDdfSZSXAlJRUpataxqmUF4iTPYY61evg2tuSAAJZpXv3ZbpM6ilpvx5AXbtL3V1NeIhd5Lfy0TRmbFrqw7m58zyMBfPxPavikVfwTgHTudJ6rfZVFx+88VkF0vKLe1tCwXrgyoO85EqPPsZSA9t93m2+aGdS0polBxYRuDlvD7Hhu2x0IJQO0FWYwrD4dSEsFq1KHOhRYmgu0xnQ+DlWyvdPdO49igBgYQeFXExyCjvhUQAyt4yXiTLvCIBPMk8gDfXLQ3VlXj4ff8HrHwdjtsTqeX8GBCw4zdMkezaNkCdxq8CppIb0IVEAu88DprqT2DFleBFL0JRShiXonNFKEmiYCARBGFZC60mzzmKt0OXCDqd9mZWIjBRWrkZqtoRgFDGFoGpCWMaA2PEKS+Ak6HVt+gK3Bjz9bLg0SpeSTqlfTGWJ9UJEHDjsNu62lr2p+LV53F3+Z44xBBi1y2Q2ZBD38fqAWI7OE6l7XPqYe5qv4eiD40bddjRXb46/eeuH6D89l7XgK9HV9US6z7HrlYlw7bWXvdhLTn6xMe0Aksgwj6+wC7AvCamwQthoFVwoAIGxGk4sqtAwABktjhjAAL2qBpfxNIrN/X051cQXSbtz1eF2is0o3X2CEppNX7Se9t9bvNibEfTGlpp1EXrlG7o+p0VROq9v7OG1p5JDoq2Nul91ahQQlkc4amHKFKxOYgdGvo621MDASMcRTXX4tx8zDg1579Gr76zleBecaT4QFO45W79CklV8znFD2DO+hsT1EI7XmXRYj96lH1gV/rkOACd16AnFp3C6sE1q2pYcopJSxllmQMCggpYZ72XYArYpM33f5QyhfJ/S+aFZhj1qzAVjoRpQg+a0HFZRGvSoNj3K1dfzal75bcZ7C14GYgoXtvv3dtLqoZU72FDHjK+Xma/fcz3njLmL5aD0HaYoc0etSbIIEC6gQWgFbWEN1GM0tQX/PfV1/ZrFgbPdG9H9QtSj+pPXbXY3l2gM+x296C6wXnSxhvf0A667Tg5Uwv+z6zZqzEHpGkpAa7ZmjaW4wxbsKhm7vzZ+u/AyF4TycAa4Vm92SWms0vN86wiQErhm1tuGOIUne0ilW1C9tm5ZtwaDcmVqquaQgBdRj8u024enICAD4eBeIIYd12uVvXSiRdEmLywjWudFRYB2YsqgyG0gXudA2L10poHonPrc1HrZLBRISLuMHFsYB+7dfA77wD+vBDPD09lc99/jno618HPvsM44cfAj//8zjMB1QKGBBAagVGrY1b0Rkiw9D2EqRVvLMLcpZUZcWMV+usSjlZNanKWMDgcQCNIwoXZC3CDRLoJUF6jC118eLlS11wKieclpPymQO4MoaFJTOLFzdmrNX2i+kFQMDD+BD12XPQzQ1OZRK6VwgCPVjbmSrwgxkLoBboNOVgAfBaKxDVAOiqdxk+brCKnWsLopmnTEGUhTXG7GVGPT8j38d4w/Vg0YRk10SPQkBSuonhoOa+r4DrTpDadTwibBPXVVxyoda56gYP2GcBuLvs7i7g/7rb3VmvbqHIC02gE61EtjfeM7e1i5S+MjLZQRzEtVlBOnqXyAWwFrKwGvsEcad9fs6oWVXnWxRB0/w2V2b5vbxw+q+1OybyLqFS1i+10oQ6r0nnm9R95mXBJm2ay9pZfP0c+Vr0ilSFIFKSAilEWAJQq/RNmsuMmBOQRZgEPdg9PYc1SDbUlpceOusXEGFsFlykCI6tToQX+14p65aBF0LAcTkiR+Gu0jCAU8LEC7DbYPjZn5V7ub3F4wV49PjHRYC+846s/X6PF6cXIBC2eatE/uZN9eN8/7ixYEKWOg6zWmaLYuLSX6xloIUcMS9Hz2IbmEDHo++vYRxb1wL9Piu5WLniarhygcfMQIrA/T3ysoBublBD8wytVfppOYEuNqBl8nKZJ2IJamlKricB6DN4sSWNFVCMUjxGrXMRpKHFSHwtrSg5Wu0JFbi2R7xrbQguUD128cMiYAG0gw+sBBMgD9Rn2LSXO7f7FW6ofngNO3CrjWmusrm3/cHt72t15c4S6+lbq3voreP+u7ub94QJNJ5gjwP5dfuN9Io5ayj1y3PTt8nx+6bO0rbgnH5PVSqR3Re/4rsJXYuXblTAPzcXKcmXQ/Y1cpzLvBTbyJ2CCiH7fa3qTKg7a+75qjqZCsIaAsqYNUBZnCFgvGnDC1stBgg2aTUpqClUc/3d+rcpNEWr7mGfTunzpG63PWM/l05XI8JRO80SSAQtA6Na67VWhLKg5oSCinw44OrySUtH5s4Dg50ZOz+v9pxevk/yuc8hu2CtED5x4YKAgBSk8EosFTjsGy5tczEJtBFiVKtSgnrbuEWkgEWVZrCo0zhKY8WgbcV1X45x9DMYlcs8l9n3WTI+bIy+ln5mDPqyNjwmgDsjCGF1ihuUw+d/a0YTTHmz8GF9R74+uerjB1PsxTakuZW01qhyQPVDpAIrdLUq7aVe4HWuKqO5tav6BNxxYrsD1WOu3R9byqiL2p46g5eu47gQrV1v+15fUDYq08vwgP9u96C/+4Hyte8CIqzUMwqth1N/DeePsv/DYNmoQRgI5wEQsPIt0WHX6O6ftS5BaBxlWUfJJBLB39gfVo+U7Ge1SDCOYEuH7Sg7EvBsZShLXRBV2c11xozZKzEBEnlfyoJKUgEMgTBr4e3tsHVWCSx7DM26NXjAD17Ph9Q92nd/6NNqlX185kGxe2OWDmxK8LAcMA4DuEjTvniatRlfBe33CPd7hHGUamRosMSqVCaaMdLvv14NuOXVcUYtU6pyBVVChUA1hQvGYUQCeU8xur5erXWfTj7nCJAwA9Ik9x+i8WsnYBwxJ4mVDATHdplZilvmLFDO6QBOCUuoknBAATltHApwpUEAaqdQdL0KGgywGuZJugVvRs+ZErJ50bnh4MU3V8Gz1zneeMsYi97FPi+YpLBxiGmlXXotzbBMrLCaTj7/14VU+z5GC2w5sV5d5fP564Wg3x66yKR+10pAugBq1zB+HnebwNNfzZXWaxhL1Fy6AKyFIlvZNAtuCfb0UlO2znLqC2xTaumGpHPdC3PbyIaVWuqiC3a0tTAIxt5fquCZ9vRO3q4MRLVsrTtBrwg7q1+EXFhxDoegHUZJuKYxRkQEhFoxhIgZFamqMNTmfjZHcxG+6f1yj6lOuKEbXI1XIBZMeuEibjwLNBBS8o7CNUi1fD+0LJirFXM2LBmkh7CUVjAoBAxx0EwzAp0mbJ8+A66uRLkcj9g8uAEvBZS0fffFgGfHZ7if7/GV997TNi6yN/bLUdJOe+qcrbX+PpcZFSrElSvMqvSsSn9hEXDGLogMpDhiEwYwEU7lhMN8QIkDxt0WYbdza9vKCpbLnWD+84y5Sqp1DBEhiODNpN+7DRpk1N5apwnzkCTh4PYW/OwZ+PparE8AnBISCx+2cFkpNLNgdUf63qEYBS6ry1rZWf0FdfV9z3f/rwdNvju0WsPm3YCVIYEWTH8lnPfbHD8QmpZXtemwz976hGqT3mpoUe91FtOqEj/Q3LnOogAADs2K9WZmfBbUOrcge8wXzSqwYBqj4YjyUgsGmcXqSoI6q6LTnPaadxaghun58HuVv1WuYr1Z1NeuZ/ei7zcXu3Bd4cyrsYjlYB03ze017R814hwoiJWicxNDxJAGT6wwIRlDbFXFXCm1Tezzu5p/WdfAAFRYhxCkWAg0yBKSBD+jBFIyMxjF5yuEgLBUxJAQxwvEELHl7YoGGBiSSpyzdFeNSVxecFNCtXEzYWsMcssUgBd+iSGKZ4XO0DkcgCHjUI/gBGw++AD7eQ8wY3dxgfjNb8n+VooZADwcr/Fg+wB4cesZbLws2LBSpKhlbjGRC57YlbdkMBbbs84sYbfUAVVUGtgj7cjLamGnISEcT+AXzyRAth20wIrg20tZwIGRdD42cSNKSfFSo4ohCu0rQiCbuB3EYJgmGCaKwwG82wGXl14nVgKzjcIVQAgUUe0Z5VCAASxFMs6ICCkKxup7zIJUhuP2FqsJ0s7YsPMstQtMILc9/zopWsAPKJPLD54JL7MMWcj1FmiJmoni/L/usLogRm+1rgWjuwrn93B22P1a1Lnxdr3e1e7/RbOQ7edXPau5y90Lv+n86Mcci/QwX+8OdW6bRdXRfaZzDzrcrimBvvWLcWShXEHHrMhwRn0OvUdRRkBGdkFjVm+k6EGUdgf6r/GbO6EIwIuOG0WKFOPrBfdqfkg5i7ROHzWcLhuDgCKIqQXybP+V4gezckXk1m7EldzKlcTqHvp20j0/tbJ0r00gxLT1GhAEwswz7okxfPi+B8FmLsinubnhNzfA3Z1bdpwzyiIdf1GKxCdCy86q2ikWBCzLtOpiYPAHkfTnkrbkjZJUayPWEwg0z6inkz93gCiyQuu2LZVEeKJWqV37/DmWD95DqG3eYhCFGCho3zKxwCklKYKjMBbNAuHAOi6clRo05WYBLJtv29/GPXZ+ck8xNLzWz+d6rGhu3blbQYjf47Pfz3jjFuzqsLgQFPEU1b2troHJ88p7i8Ksn5VwtWFC0YSoVa7njsPaW7z6Ge4+7xZkN8krS7cbPYVppUB0qVbvXx3a9l5/tl5YMwTP7ObMfpbXO+HPvP5+9BsGKwGwaNQ9di6X31UvPNyatZd0ztXaiCAErb5EVZJyTVG2ouCdUrSvcIu/sSqkxugimVkmGLJWUkIj2xs2bywE41Tawfai3cyeWrqaD6N12XflLAKDolTj0nl3gdzPg84lMUDq4tde+RFpMkUA7ffy3hhRlwW7iwvcTRXPjs/wzdtvYowjdnmHbd7iK5v3gBhxWPZ4Wo54DxsRDinh9niLARnleARY2Aw1tMLmBRrkYw2Y9dQ0IrB2xzVLt2+xDmOA6LrW/V5eU/4tND145tmVHFfN+wehVi1i881v4vDONbZp6800A4LQvCxhpdaWiZiSdwzmudWV7c8E0FLAieFKv9/fkWKj2nXnyKE3PRf22Z7FY2dBfm+7cxWAri8bCK9jvNmushowMt5h78b7BJ655BS65mcmT77XF1B3kLrfVxSrc+Hafdahh06w+mtE3grbBLBZQD0g7sK1F+hyE82yNsutc1VMO/fDoQb9n3cJsGwzaofbggjG5fRrdDCCCSjLtumhip5TKsqptyY6T6BrBw1AXLGOmwgWDC2QYHHmkhrlRaAVhUyiwhBWG/Rs7s1aWeoiiQlVBQkDZZqQQgCljKrvsdqhKSbQNCEGdeNNhSlljfSeDaLqvQ0Aq4Mq3QRaMLGS2FmmaKhK6xSEIB0OtoPkzk+TtLkGUOcZFzHiIj3ERw8eABcXeHp8il9/9uv4yoOvABCe6HfuvoPN5QeYS8Ht7bcROSLmK9A4CieZAZSCyHDX2fYspYRjmVyBbp/fg66uwMOAYinE2sJoP++RYpK24PMseKhW3QKRt+DxAuDj2DBgwzaJQI8fg548wYUpSC7IzKDI4CBKiAHh65IkGdQUEDBKacNasJQFOQ4OZ811XnXGkPTjdo4iRZd4KSZENsGoySG8+L7vU6/1BzfWKlegiuwpYFfm+jaBF/pA22sab07AUssRNu2C7mdzH1vFJHZ8JHZWVV+6zi/gXrwKjG5CvO6svMGhABeoZ/DCyp033PLVj6MWG60AccdUz7N6OgFOwDoqbFazufJsLq/hey1YZ5FrXuYV4X+lNGppocCuMSMAzz33Q6LpkD1kAr0/qtKTyj+v985aJs4hlS6g0Dfe62ZAXp9nhGEAQwpWr6wS6/ukzAYA62wvZikMbumy1hKkVpjBaanUx1kKmHhkP8SWBEFaO2DIABFSVNy4NA62+Uum1JngGXkra8vmJjTmwMQT8vUFwBeOlea5gu/vUe/vUd97F0uZsM1b/NijHxPWx2efYTgecf3+NX75y19GDhk3ww0yKXl/nqXwdpU04Qq04IzeE4WAkUbEqiyBx4+7e1NIRd+/TVuAtMZuCChW7Urnto9xgAjUt/M+2zczz9jGUa17hSJ0TkOV9Fcr0mIWZClt7Y0uZli+wR9mUARVku4RonkVkULji1OD9+xc90acn9tOUEcrjNTBDD21cdXt5DWNNyZgzXJdue/9MJcfawFsrxnwbG9a4YzdpdxK7Vzw1XcQ9TJ5NVZFHYja5XuL2C1Bc2EaTtqE6tmzdZa1v9IL9+67/Pm7f034CqYlbrod7t69B9RiFdO/axXD3iLDN4y6ljjfhL2SOud/9t9D66SNXkDb4RELj13J+TNrg0FzPU0gG0Rkc+VzDLG+hKMI/9fgIiLpo2VKrnDxQ+sHKnT4JKT1tiRItCh075WUWlqtgTMl3HtZlaAkdSsG05pFTssEBmPIO1E8MeJYjt5S5Wq4Eml5OgFPn+K9H/9xPD8+xxhHPNk9wYvDi7ZWRJJUAkjzwA6usTWOIYBilue36HutnnZu1rfcOHshIEk1bd4OE6Fal1jd1+4J+b6XwGApBSWwBKuIwDFimU/IMSOpYjNlyAr3uZkVCAstzTNTGMg8WmEphEbfM1y1g2xeMoJsf3byw40hZglmKVXPPeoOrzavoPcOfzgsWKBZQN2fVrduaX5nD8SlvCQQHYwPLfreu+bdG1dCqK/Is2IH9FZu97eXNODZtexQWRsUc4X9+nYQvRhLC8Y4ZHD+vaF3z+VvgSTbxHAtji16fR5oMxgh0NrlYxJsU5r4te8Ed8rKLqrvJaMhoeFWzvGsddUyRZ6/BX2E8dEKaFj1Lom+N8FHpFlhMbkwYcAhGat2TylJKxfD1tStDbqphK9p8w7pZoBGmSM91KEApPhdUI1mnghTgyecpmPKSpWaHzz1qGKKCBAu7hC0S2oXRAKRtEYZBhyWW28RczVcgSI1mOUXfxG/46d/Gnw4gL/9CfjRFkyMNAwr746YUTVnn2JcBzujYJOH+SDpq11gsXLFYpahWouAwDh1kbRe805Kn7q+tECzrCt8fcDANE9IaAHHAlFOS4haGWzWbabKd5q9U8gwjn7vBRWJEkz+SvA0NAgJWDcq7AwTPwt25sxjsfcaJGTKiuTzhlEHwGmblsllCvaHwoIF0CwrM7+70dOrKMa1EFZYoHYbyTmjrxCw54LxvF5AP0J/aOz7/YvZ6UsApJxgb9V1QpZxtgidIGewdxY1qy/qwVhZtHbfukE8iEIkUVqFBISADt9E7sqigxEoOjXN79XcKIjVZ99pEXQTzKY0Aho7oc8AguFeUHc7KIZMbW6C8klB1CxndR8LJEXXkhTMYuzvPWkdB2YGB0LcbESYAVIeTyPQXApomkDjiJQGcBJep1v81Cg3gAbgsgRPAG4dZlnTXov8XM0trbqy2rqmcUuLz4f8C3AtguXd3SFME0ZmPB8YIQXkcQQtC96tDzCNwKmcZE/sj5J//8474FLw6f4zHOYDxkcj3h8fwPjVHNt8lBCAHJHm4qUfrZcXcpYuAiF6xwjDX0mzoyaW9jDNWtMi5b21ZgqLmmC0fSSWb0VVNkAKyVv6WMR/qpL5dcd3ci9VhOSYRl13SLLB8ejWY0xJOkIQEGJAjtkNE4FBhEpXuMvIJFoJwvMqfHaeg/7n8QYVrkkzBCOg1LUmYF+nYLXxZmla3xPRbNaXY15Ym/mGq1ieMemGN5eid9/MuvDv7F1wFV7td3gxFPu8u9Wvegb9/Mo1f5Xw7mEQuzU0VxSAt0g+3xDm+op1qM/RQQImHAxOIAjnUYREZ/32MEQQIrhQidp8sQrYytWFq7X5Zus3rtAMM3uRGWunbAc3aCtwsxrNzQLWVnkfsJCGhHJ7Xmhb0ycreOUyEtrh5RiAMCBURl2WVcZXALDJGziCxOz7pJ9fEy49mby3Er38ZGDfI4ElU4k3Iyz4mCit9i4YwG6Hacz4cv8lQpU0VEyTCOkoef9W7xS7DfLFhWCVIeABKh5uHsocHw6g7datxXk5ynMFoUrFPEiJwVql7YvWYcghY0iDCx4rIM06h1ada6mLW7EbTWHta100oYrOmqdW5EZhu9LVFQnzLN6JTneiJDBakQUpKChmGHigUGGMWhEpA0E+l7S0oQ3zlqx2gXsINnqc2Iwus1xVsNo+QtBkJyIE85SCeIkMKZzjVvMPC0Swggd6AQT4hjWqzG92HeBMmLxC26w4rd9LEHaf7xkG8gVqhdn10LK83Cp+FYRg16m1EbDP7p1gFid8c5lr3L9P/dfVX8IrcKH+WYMKMTtQIM3s6rKRXMACq43qnoBZqKbY+v8gis6qHjm5PWenCrnKMtfV7sefqm3eniFBIDu9LuSoWzuzeD1lNedWgcnmx2a3h2G6QB51QrbJRl4p8R7OkkCe3kPRAKJaxwnSAxfc7nPmgsNywGk54Wa4EewwRhzqCdswSkk/bLCphLvliGfLEQzGVb7CJmShSBVJWcXFBbgW9CUmY4iIISq7IjvdqfAivF8i/xcKp1QtCtSfLROopRaMcfS/SxKDVmrrrUO3eIPDBAaTOCZdCkDJ54OqWsGAKPDqX+57Ntg+qRUJkGQRtcpTbCKJ59nlBoXz2s0EWEEXNaBcqJrV6vt7fZ4M7zdvQd/Y9uoPDUSAJmRXlptOgLkr/WE+fzgXcE6zOXvdhR6t5tCszpXVQvTS53sB228qw+mIOt5eT4GKQlYPaMKgP6xmATI1AWhfXVFXkIEZQuTzBLfCfNGNVE2a+lo769AsdBUk4t6vazI061qTA6Cke0QkFmuuVo0AGwZOpFxI5TGaUFMiPErxKvgWlLHAjBXt8H9RsSyLC9LepXUubtWU1VqUtdCUAYFWnWT7JpkxSOUuUmjJBezZHrJAaSnFcVp/lg6qiV0FMcQInE6N3H7cSzcBkuyrqvDBNm2x2w4oxyOWWPHi9ALfufsOfuejn0Len4AXL8C/+IvAH/r78I3n38DtdIt/8Ct/SCpeUUAaBuD+vkFSJFlLKSQJHi2LcoWzE+zDsMFSFiy8YJonSbNlUeBzWYQpQa3hoxTNDihUVgk9pRbP2jPhZYFItyjN6jMhzI0lxMvSQQ3s8AqDgdMkf0sJhYCyFIx5RI6SruwUMZ3fxstGm4sYJaUWrSgQ+td1vgxzDfZvd6bMQwJpFpr2NGO9thedes3jDbII+l+aECK1rkwg2KQZVcN4iNwdkpXQVSFjLa+tbYd8J7lGA9BxUzueKLqN4H/kdu3uWn0rCqC57Ta87mYIq0PKahGYkLbRkgY0gGRYZY8j6XN7NB0tVdNrodbW/A6AX8c+b8T53uUxKhi0MHMMEQkRmCbZXLouhn/rhQEGCioQA8Juty6QrHNHRioPwakyNpOG5fbP7oedQmNy6PfDlJzTZtrc9ZhyqdLWpHDB4XQQrC8rh5KlE+6qgIfOealSnGYuMwiEVOGty5kIyBn1eJSAn/Yws1Y1RpxnZvnMPKMCSNZqu0woW6l5mygJjezLLyWodXkJ/ORPekWyi+EC9O/+u4g/9TvwxeELnJYTfiRfgFnYAVgWbELyVOK43WC0PR4C+HhEWApyHlBowBSllbeVuAwUnL0wpAGhMMY8iDBZFkx18doSM8/IlGU/kbZ7UYFqHV6t3m4oBaAg66tz4tCMMVeo4f9MEqxcUP3ZpzKJdTtsvFNFUPfdsWVVcB7c7j00O8fmPZlypHVxeTMS7AwsZQFVclgMzMJh5g53f43wAPBGebDNIuhdPvt9BR2462BdJ+HWhlg0eqC7YFnvkvaBKXR/d6HeWTMrnNdeMyyuanYMwQ9y73b7s6wec134pb+3Hn/k7tlNcprw8Y1l77HNheYOrdx15pfhkg6mMEvfrXeznBnNc+gtgd4dNOy3u5ZhsQsYKWspZjtMITgXdhVQ0PvsU1JNqK48if657ffueQIDgTTjr+Me27wECkoRSivow1bEMEMr/kMQJeMQlbmkaklVJeKDBGIJwyAWUCAsvGATo7jF2u4E8wwMKpzmGbTfg5cFu90Ou7QDLwRsNqg5IY4jHsSI3eOfEnf37puIt3e4ubjBZ+Uz1Ac3bV9EwkBB8eBu/6JLizUXOgRsKaLk2HilzEhVFE5KCaFK+mooBXWapIJXCFLIJXQ5/kROC3RrtlZp/WPnsP+PW2yAO4PIhVbOHiCMUVgG9n0ppdaponPrPbnBoCgNRvVnj0DgRI0lpDLALWcty9jPW1HDJFDAwsv6fJonY2f1NY03Xougxzj6w9Rrp5UwRC8sTcDAF9LeL4sSugPZDtVLCErvIqOzcIHVwvWVzV0pUKt+9ZJwNeVg1+2szleNcwHQ/xxfoYQsIOF4V+f2v/ScBiF8j++17xHB2yp/ISVx/bt78+90SKRt0MIFlDbi0tp8eEALbe7Qmlva9VzxdGvPwLoppr1G1EjwpoS6CmPyfdTcSj38LhTQLJ2i1wkIkrygLARjqoQuW409Tx5uBSIlLFWqWFEavBA86xy1IuMklu3pBAC43l6Lt5GS4Kd5AH3+OcacJVvq0SPQ6YTx6gopJNyebnGRLwAAU50wDJe6tVvZxNV6A4IRa6uVdHWFlEcPZuUkgj+GiBDZ6Y/ELEkBKSFEifJnq9kLOQdBrTkGg0pYf2cnDHsozj8PnWvnsXawUIguYI2OZcweYcy0fepClkhx6X6dG42wF7v9nrc0XruHop4I0zqg6tfo7vd1jR9IV1kAq55TYlm1gtR9K2kC2mt2KPsWHudk8BCaC9cfTvt+Dzxpbr7WofRSghC8M/QN1jp3261GmKsSuuOLlXLorXGosPX71nu167TNYZqXHBYAmhttG7fvlgCgXVvv0+e4m0t5H7nmdndL2QVgtdQt2tpZA6T3C2YkCghJyvKdlhOmKi7eEAfBiu1ZSpE2HHr/1m4kKgF9QUtFXOoinM8g77cA4cqCVVcZ1qcJaMKTG/WNewy1mz//mUTIhhDAp1Pn67R7oRTBWs0qHY+CL8eIerkVjHWQQtOH5YgYE8IwuAI4zAfEEHF5c4NpTIgF4NMJF0sFjyPocMB4OIA++wy02QAffogvwwnfLN/G73r3dyGAscs7HOYDbrJ0iy1qkTt0hoqLksWNDQJleE+reZZ9fn8PDAPyOAIBWq5Q1jtsNh4cCzHKvIaAlDMyZ/c2Si0IY0bmbk+FjnurRWl8r1fN/lNPsj/jgFR2G8PYzkkIQDDjixXmUZy+tOc1DzJqXWjzkAo1MerXMKhMlQZ3e9+YIlxrOweRG22QNKDZ3zte33jzPbnQW1Bov3dYiqcCumvYMLdIyqEjgKAFpi3XWi2/fkL6bCOJ/jb3u7egqBdELCD4Kjff/u3oRs0tbS6sCSRxi7Gy6nqL23sB6UbsBZ8lLBhdzaoSidukIkULJltGFAEOjThJXC15L4ihz5GC8ow7k9ci82ZBBK2XupoDZjmUy4IIEWhx2Pk1Fl68s2cMUrtVlJIcmE3ayJwoppbU9WYoRlorSige8GJLh+1hFc2IArAKROSYfZ59T1nQkFgpYRUoLNWgSInkKpjcvQa0WaCtstbOuLqS1ieBsB22mhY7Y0wj5kXap8QgrVKG3QZznXE37cGVMYMFWri7A223KGCcBsI3KGBIwGM64eFwg0ebCPrlXwXGEVdPnuCeKyYuGChirAGUSHDyQJjKJD3IhgGcM6YyIY2DF38h5paMsiwIIYhg07NVdW29h5XOa9BzMqELBBNpux0xUGgY3FCpOo+BmuCLnSFia+H0L46rQkMoBUQRFJPUHSl1xVwI0fYfnAJoVia4FRC391h2Vr8XzDCz4BvXilqKBFXDOpvLDAE3nM681O93vDEBu3aH8ZIlR8Aqp9+FK7VIIpmAtOtBKij1FXMqtToFVfEn+2yF8Nt6K9CGt6bQe3sJ3O7d5dDfJxq+5G9YW0/++d7tP4tqm/XUu7O9W+vvZRLviSRY5wEgfT1ALQw0t6gvqWfP198dkwQvSLSWW0gpplZ4mwWPNUFuueg5BJ8Da1xprpultBI69oDNg0EOOl/2/NbeOsWETGntEQRLelivn8EcDjXpM1pJQ5WmrtQCBVAASq2YiTGY9adzZnVXCcqH1AAXuEh2FDQwy4Qwi2BdWFpzpxA8oGnsk2mZUEES/GJGPJ1wkRIuh0vczXd4dnyGGCJuDgfw06fAkyfg3RbTiy8wVADHe2C7bfuItYV9aLxPgrAqcm6sAnGlq1PYgnKh2eaIyIORLWDa5tSETARhKi15AUQtyOWbCi1LChArEHDO7ErIkgSBG8OmrbGzOdDgnP7825wCzRuNpMk3hObpdjS1/uzafoMyC3R3wP1QzVTsjZ1VfOP7HG++6WFvcr9CO/QEZ1+sbmJ7TI2hHT670eN88nVrvFHWgVxo9AEj54ByB9T3OGanIM5de3/dhEdvddlrHV7kz9FtghDOFtKFcrNGSftMrbLAqLtOrYLfdm6/UXCI1tZo+7hZ3MEzkxoHNYjLGYKkWWoQy+CNyAyjuvi1jMIVggSJOrYDgHXdXXM19X4Nbsg1I+Yu283mLwTHwG39VOO6wK7GWbX1M4tKD3XMWfC3IGmglIYGSyj26sE5ZsFnobnxJtAMrponEcCqRJASeJ794NZF0kYLF9SUELgg7/fA6YQPPvwA33jxDdzP9zjdnnA9vi8JCfOMeRFFw8ejNCDc7Rqv2tbHotzLgpikkaBlDMYsxbIxz2K5qaeHlKRli+5dg7uW5SRtxXXP2jlkrlIsO5EkRyTrBNGsSFcmaJ5m7xG68mer76wpubq/vfC+CU9T6kH2vMFjdo65f5+ubyBCRas0B4hwX3mVneKxM+MwnCmWEOSM9fKBXh9I8EYFbF3xPDt+XXfYDcC318SKaG14USsWdNH2lUBsGghQK7c2V8XuoS+Y3Cw7w/K4oxR1E6tuF3l3TZb6nxwdw7UUwIbVtg3h39Vr4ECNN1urkrIbBmsKacVtPQtcESAWilkWGhjoa8n6BiERgEUDVWBN/bTiMUEOgBdLJhIBOwwoXLEsEzgwIiS1MJTqVi1BCk2jMriWFiBU7NLdUZs7ywjrrO+lv2dmHMpBUoRtrc3S6uhfDF4R0GXuqaU7MotwUaHPGgBCEUYACDiVSeh9IbmHtKCCiTGkjIUXRJJ1philwIuuOWc94JUxUHKuLuYZPM8o84wwjrib7vDZ4TMwGB9efYgHD99HoIBN2uCLwxf44vAFNk82+Mp2C/zqryJ/61soP/cxbgfg6uIxSANldbfDqZy0o8Ta8rbmgaYMNnGDHGOLwltdiWEQoRmDd4Y1yhSxKj2l7xEAnE4YhytvZW51DAoVrxVg7cR7WMyC2lafggANGMocVzBCzusy20ZxZAZVKH9V9mHh0ji6TttjD76Khd4yE90Kp1ZciDThwooixRBbfVqbn5QUvmqW/OsaP7BMLnd/e+HKa2HoAkXdUxMgER2lCWjkZONeosuIUssP3e++2PqSaU/L/V/fNK3vQd9r1zVuoch2nT6zpLjRkmpVl1uVwoqiVFVQmaJQ99Z5ti5M0DZvdx80jiuYxKx4EwL9EF6l5airoFN3j9HKvfm1uN2/YWNGs0nWiNICUqSUHlOGXdUv+VzFNEuFKa/raXNLHZYNuWYhlubtVUonOoVHsULnB9uhNE60HgxT4n27FWjBGLP8tmnrNUhtDmKIUs4uRAxRha5Zy8ySaZW1CLjVlgWa2xujFKJRi5gOB1zHDS5vfhwgIFNEPRwQTie8+/hdXI/X2C973E/32P/un8Lu9ivAJ5/gfrrHN198Ew83D/H+9gloWRBIOJtLXVAounCaVEmkkLzwteCWAgOwQQcdu6RZcIKPxxCl+pnBIgonYLMBIKUurdi5ueNshgZJ4NJT2XWvWp6/BLAIpTR8M8X0EmOk90SMHtdnIZoi4ZAkLqGGD5hRJ2m42MNs9pmorA4ofGAKgVXIi8KJ7fwaRfM1jzcPEdjPZmF0v5vbAoIC2mt3+xxL8cyRGD1rxwrJtAVWF5K6zxiO63elG40bNsl2c4z2/T2kwU0YgTo3HGZFtZROyxSKFCVKqUK+J+g700DnIZhLY1baS24xvdzyWrXFqmtEZ6XbvfYYb+9FMLNjVz0+7ZxYm3+FairYD7gHKvvIP+CMDy+jqJO7wseqbXZ92azePgKsigiA5Ivrmrs72gXEOKwzfIwZ0VYb3umCuvnpyx2mkJztYFat90DT7wkpAUFxztAygqyUY1/4XL6bkeYKng5i4aoQzjHjUX6Ex7vH+GL/BcrlBte/83fig/1niBSlkWIAhnHU7UitEpg9E1tlKAtUBSyaOBAsym/rxOx1MPquEdauyebHLF8autq6en5sP4PbOSQisQZtn5hBoopwUVaC1bwQmlZoMJHtie689ZisnSeGeKbO/tH1N7z5vBO0Y7h6vhAjKnWZjeBW07i7D9+Hr3H8QFgEvdvL3UN5xNKwj25TnFOW/DciLMRSFcdcC8CF06qttA1SbLET2GYB9u6AB09Cq9jli8DsxSLsHlugrGVAlVJE4zIjI/pmY1LXWMF2r4gENMFJzRLvLf3CpdWhJcIQs1sODEII0nUzkNKaOiXVdLsMs3B7Id7zba2wBggeMLNeSCJUgwstIlL8kxoDQa1TgVhaRfpo9+YL0NHt1BKmzoJwyKQ2z4UCwZklZkUSeZDP9xrQPCBoFlCnLJMGV4mptY7R5/HPGjZr+8Cs8yjQULVovM6fWMK6x1IC5YzDdIersBFctRTw1RXupjts8gYbRNDXfw3bH30P37n7Dn7l6a/g79l+VTyCyxEv5nuE8QrEHRd6WZyKZwV6CGhehPZGq6jipRiUUqUlTZCNr+egPR/MClfDIceWHbmiM3KXDWgQlcFoqljJyh9q4KhwceHIzEBMguMD6xRlan247AutgDkgRWNE6ZIEHlUgQmEAOVNnniKaV5xj9uuVWgQSmGfPYDRus/ULe13jjbIIqglKE0rrNwDQTR3Wbvr5+3tX1ot+2IuWYWLvPbPoXICTVNFhFQReDLj/rlpRQtPczB0XVe83hbSyjp3NYP/aJmElNjMjxIhSK2ogJLemuZVT66xTe23pXCvv2mri0q5RWy+zOLcasFIIpFFZrOSez7sKoYCAU5HGdzlmhKWCoe6SZt1Ymm5fKLtoJ9Y8LYjDoBHdZllWAubS2kBTKUCZ5HVTLkBzCSH9topl1ygO9hJtS5ViZanJSlWEQ6iMEpqiWGHtas3OHbk8nRZgGCTApinLc52BAuRRgkuG31lgySxi7wKr82+wihVHD7sdcDig7ve4KoxP41NsrjbIMeN2/hLHcsTji8e43GxAxyMeToR6+R5+9emvgp4+lWfdbnG73OLB5oGkstYZt9Mt3hkfCW7OVeCDUgSPLkXqz46DoC0evW/wEp1OTaCNoz+X7EMRlEtZcFyOyMOleyhVPTXH0C2IaWeiFF9HsODfnLMbCIkSOApEFBXKW+yM6rVYmSlCC2PwfAIByMOABOkuXFBa1Tc7w0bt095unFML+kVtgGkWehX+MFeFHZa5ccuXxaGHoOUMX9f4AWRyMejMhXVLFmYJNbpH/1lA3Sy9TaMGeWm5YWibn1vHz1WSgkJ8ZqnYQXD32YjMgEfKV8Vh9P1udXfRTaOAWUGXAsn7jiFK3rNafsY1ZZLDCNKIb69yVKitYQmIy9/RYczyNIqM49LaR4mmSfo4aXqhb0ibU4uc6+fGmP3AOOlAXWNpbd3WAgTHZfWCK6VZavEqVFKybwaXqRXWsNRIE7RWPJokDRVoOHIotfsaVUBqkhCR1I+NZikLXc84kdLdFb7XKreOtWB5PtsjOWbh4EKTHgy71SIgTLJPQgBSj5HbskELhRAjxkEOvNKzeFnwcPMQuUgA544J1+O1YKoEDB9/DPprfw1PHj7E46/9HL4sd3hwEkW7yzvw4QBixjiOmOKIiYsEAUGoRFhSQE5b4HRyN9mwaGZGCeLdACT7QufcoACHoWoVfqsKnEUVqBkVFtwSKzk4tOUK3aABo8bpuU5ulxBIFgRhtgAro3Yei3PW0dbN1lawW3LuscNtHYbKGjSuJGddOvLGhtkCYF4n2FjfMwmKqfLsIYvXMN5csRezzDrX33BH9Cb5+WfWf4CzBkzA4eWHX3Fuz7SPMRlM0Hq0PWjL6rCGI8yycwyqgyYA+H1btX67N8dGu2rsPYUlhOBY1EucW/3eXnNatwB7Zk9GACv/Mvl8WvWsYEENvY4QzLt5B7wX2ksbWYWKY1Ld2nyvqKoFI+T+m5VJIollk/c4Zvd8zhDQuTdPIcaohTiWhlkHQeWq3pO1Dff7rNqoUBYcAeRdSm14wgpXQ+HdMjdPxKLglRllmbxrhSx/l8KtGKJhk/Z3gR1EsBp8lUMCbp8DpeD6wTUQgNNywrfnb+Pd63dxeTgAxyOw2eDTqxMeXH8VmGeMNKLOi+O8CWllwZdaRCmlEdkaGOo8AE2xmhcGbdRo9DhCw92jGiIEgYhKt6aBIQXQqRVgcrhPA7NWgQ3dOTBM0/F2M05MKZN2tdB1cA+o8xZ7d92YAef7z/eA3g+iPB+rInIYzoKrwErIWhwiOHQGvHq3//bGG2cRyA/r+gIAXibeG2ZiArh7a1+13Da1BWuISKxFE+b2PeoqlVrU7dCe7BagyFl6DHUucAgRkVtEXRb1bNGXxbEdGgavZUDdoQsqZPvWF1Y0WW6tm4tug6wEUKcwgm2UQILx1tlxaXHxmvvuXRj0msaR9bkkSDqrVaTPWe7HvlqBfu+mULnV7+yDByCFWRqP1rG6WlBLkXYvdrA6VkiDBsQ6ZG51QC1f3a0lnSM5nI0THS2brxr5nMDT5IqYCUAgkFle09S8J8W/HY/u1pyDNBuc64zCBZu0cRpbUMXhhbpdkTWhFqYJdDyuSjvSsoD2e2yHAfzgGt998V18cv8JXswv8Hu3W+DuDnx/j2kniRApBIwxoZYJnKXKfw5iFVe05IxKFbFExDS2jDmSuTEKnJ8ZhQ8YjHOapxkIiSIiEU5VioOnkFCnSfd5ce/DmDQhKoRVFhHSRBKotP1iEIJCRzzP4MtLNwheqq/A7MkE9tkV3KAQQZVanVjK0pgtZhioohAooHWrhQXGiVqpRn2v9QEzuLIvDvX9jh8Yi2BVEcge2jSeHjIi8rQ6C5RY1hIDcvg710SwT6VOmQWFRkvyCkkQ68fd23lGWBaE3Q61VAx5QAgCAgkuGgCtj1m5ZQfFyoJfQTVqDxnUFkVumVKtLkGPeQHoBLs856ojpmp/0/RuiTEwxAFjGv0ahp/a66XqQTib61WArhR39Zr7rN9r0XzItVJMjVq1LIgsDQSnMjm9iSBBKgliRLfwUQuWKK4ZQQIzYlmqrDUeMLMrxGh570Wj4To/M1Vv6cxgTJ1SBSCCz6ydWpFcWbE3UGQicM5YyoxspQjRsEowg+ZZqVFSbUqgHnKLp9je1P2YK0AhtRTtGEG7HSgl3C0HPD99jgcPH2B7cwN69gwJD/A7rn4MPz1+iPDsGerv/UncxoLP7j/Dz17/KKoaAqFU3FPBtkaEaRJlljMqC56ZQ5D50T2PpROoarVOZRKMfWFs4sbX3+tg6O8LSzvtAGUqqHA1/JLu76Xur+7jFMQwmcvs6dIcIkIMKO7Gk+8Ft3DnWVqbj6N8x1xAOYAi3BML47hKRXevjoJXdqssUFvliqpcZbd0AU0zPxOSyphAzjCapWUuUtBWMt1Zfl3jzWOwnSXWu+GvgpENTnANqP96dg7Q6pUSNUI1ujTK7tCxYXyqDcmisJYuWKtk96g1l9XCZY30U0qeuGDBpd51Ng6kWXcENGuxUwZ9nUkTED1e5umInfJYW53UKGXcLH7Dm+26ILS87959okZdAeA90JgZSeesxyuNRCWuuMyjWXYoFYEEu7T1crhB3XWQuOiWSmuWU+/irihu+tpcpFleiEM7XAoxFGJQbEFLw1tX17O1cYxR7otC8OpZzBU5We8nKXUYO1eUtZULA+JyV5bofUooek91WZriV0XisEWoKEPGcZauBYULjuWI7eahB5r4eATf3oJDwClHPL3/HM+Pz/Gt8B28Pz6RgjQp4enpKbaXH0i2V86YohgTYBEOIzeetXskw4CFGEMQQRJrbIoSTeHa/jEX3SCDUkVRGL0JKbUeazZPpxPSOEpPNu5YLp0B4Vi/enccI0oAUmEUgrjk8yyVx4xWFiXoant6kzbNUzU5oPIjhlaasX8WfTiBgfqzyqwt5NmVJbr3vAq2ex3jjVfT6odgX2jCs4MCDFT3tEroQ3c5zGbJuoA1DAXNyusnjKEsgCLperU/gCoYg1pgZkGtWnnXVtkHQLOQTCAZw0CfBTF6g0Lv/vmbDCvV5jQrU0q9kLDr90pHBUdfc4BVAFgiAwCv8r6yjjs4ZlXsu9pmVey2U4Or5wQ80PCqbWk4l0eebT26TSyunn6t8R1ZAkaFupbjynVEjqLsqK05U8PxLZjqtXSNBmeCkOw9qtqU8kWRELVUH7MmOril19GgOkvMrHXu11/n2u4FJEKAwVK3oM7Y2HtDkKDkZoPTcgIYyCHj2eEZboYbbDTzakxShYq0wMtSTy01vMCTI86xd1uUQMF5rylEZ7p4mxk9fRZIWopUOHMPUKEWGscVNcv4wbb35iqK0drO2Fx4u3ld47nMoDh4MkvW1j8SoBL8FNDeYdqKPYWEIQ5iUff82W7dLY13JeB1Hs6Dw/4eFUba4WbFsX6dwvbNQgSd9cqwqvZYYyYkkXrjOwIqRA00d45fUMJwExQ2ye5W6iI1Hq26HSmJJk5dlFivwaWA1IWkGFE2I5hlwRO1Is6mKa1ViQjSjhaEIA3e9ADkmKV/VGeFOYbZKQT9gwiWruAEgFaHFi1oQ9DybkQgxaJfsqC1RuiKEmXW8bK4S1WqsA1gBaRLEUzWhHRdV6gP04LJjATFhSWvo7OAO1zWSOOWcGF0N7lPtZi4cR2ts63xFQNr3dJ5lrVbpNzesZywjeO6IWZKaEx87nBYmcsIeKcHQCzAEIIH1WopqJo5VXR9TXAMIa48J6Bd1xIXChcsy4KxVuQwAEnWlNWSX+oi8FJKqENGudzJ/CPg8fYxHm0e4Vef/ip+5emv4Mn2Cd6dBzw+LsDDBdMQsZ/u1mneRDgtJ2kdTgNOEG5nImkpNNfFcUXr+mE4qSgAckUNwDFVEECFW9YcKVc4EYCKwEA2L1AZPWZ1WuA1WEBMC4DnkAE1IA7LwVNtFwIoEzZxdIE9plGs/umIz0+f43K4xEW+wOV4KfEEpYWZd2SeW8Nu4c9j69PLI1fO4FUwDzFJM8SXpNj3N96cgFVrxA8aBVTSA3EmYP0j6mK65iNqWCxMUKOR9DWLw4Mn5ga7O96siMoVNTAWzUgxjMnhAnWJWrVXCZ4ZLcxdQLTsM0CFgloyS+nKBuLMWj9LI7UCIwa2R4ooYj+1vGrdMH0gC8zOJ+x5wX5QzPq1ue2KbFQwOEWvkeAMD3Pt5xnFsOIQJKFDn4FVGcUuYCUtZoT3SiEApxPmLJxJ5ta6nCGeSOkCgUSEEixyLFaQHER40z8m9ujz7ekW1zRiJsZvPP8N/Oj1j2IsACmJf3p4jZwychCXllSRmjU0ptFJ89VweqsApfvJaHJLLaJgQ5KAEqrT+yyRw+EL3TspRCwAeDMA+z2SwlFznVdV42iapCZCjEj398DFBahU4HTCz1z+GP76/a/ju/ffRbj8AE8+vwNfXiLnHR7kS4EUinB3hzjgtJwwFwnGbZEAMLjMYEAwxUiifDT7jGwfLsIDbgaOcMStOHXllhBCQYpxG2d4qQt4zAgaQxjjiDAG91SO5egWYqCAgQOmKu15pH4we9CwcMG0TDio8VVmURhjGuW/PIoSRsH9fI+b4VoMT1VqCJI0Ivh75z3ID3I2IEI5Gp5vHumyIGgAkcGYeUZk8Qg8pvEaxptLNECHc/R6wbVI/6fukNsw4aqvG/7C4Na6GGucF4ALLr+GTrgJK6E7y+ElbXvsHSitdkB37f5/DKB2/bBMe9p39AwH41Say98LW9Z7A2srY7OyuvbEdq02HQ1fsnn072dezQNB4QwiUSKdK+s4N7fixgFBOa9rtzdRK8xsSszz1c/Wz6zYREldL015NPxVMTkL1Ii1ECT1tLMqpmUCSNZrnmfs8g5xmnC92wH7PSjvMJcZwxfPUB8/xnKxRS6C3+aYUUtBqQsGPSQWhPN7rVU4j5EEHgptPk3gGM4JiII2S5So8wiAdcS8ViTIZ9N2Kwq3Frwf30cKCZswAHEPDANmYqAuyClhooqYI1LNwNe/jg+/+hE+uf0En+0/w5MnH4AuLjCVyZ+nx5pz9zdeiu9brhW82ch9WfCxp0WqJ7hiy1gs4WyvOeZNa8+w35dWGAcEbLB5qR6G4bwBAoWY0iUQpjohcWrdDtRLtOdLlBpkAUjPNJUHElRtVL+VY29QAHV0wJXXSM6rBsOhlp5z/jrG66R8vTTOcbcee8X5Q/Tvo+bKVNaiI/Y32ywwAYi1Gw6sfjZLsBXzkEQAEBwLYrAX9xVcLvpG8qSGs+GuvAHm1DaSZ7yYS8wNG3UXmZoV6gEKotUBWs0ho0Erdg/6fJ49Zu8/V072flPutcM7i+WLQ4INaAFDL6jSrYsnCpiVbhvXBDDgef09/goih0HmIs0CXWmahcyCmSeNyp/KSXpGxShcUbWuL/IF+LvfRQHjy8OXOGqwBZW9yHLt5n5VFlIVmxWUOef4rnBUfT6daBjlzP/taGs2X8yMqc44lhMO8wFXwyU2hcB3d+CUcOQZh/mAqUxAlAaAx/ko8MEnn+DqUPFw+xB30x3K9RWOy8kFGyCCwNgUiSISiWdlRohDaoDWSGD3Cj0wp1zYpSyCu7IVKYLvT/vP5qIJyXXSC4FcOCWKGIzS1gUxjQcOFZ52Rmx/SB8+9tfMY8xBrNkcsrRLrwIpLbz4+/3M+n035WBQnrN7YBmManAFW9PWwuZ1VtICfgAYrLm1xOzRa6PHcHvjilfYKBeNyG1WROUKyl1hDmYRZvq5hRiJtM3xskhCQJTGdZEDUKQsWw1nBU4gQrKi/S2CfDMWLkiUFOZTLW7CRx/GMCipy3mShTWXDJB7CcEFq5OwDaIw7LCzNv3wdgEl6q2oqoE5e12hDijnL/RKzuZZFZaxEExBcK2geQYNWQISREhauhCQYudF50koS0U2vlnpw+D3EEgOnD8rkac1p5CAUrBEQlQ8eT/tcbO5QX5+C3r+HOPHH+MUIg7LARi3IBCeHZ9hO2/x8bwDypdY6uLMg0gRVXHkSAM4sOPWCQRGqzuQU/Z9iXlGTWmlkIY4YCqTV5KKMa4CKWTrUavXvgjapXRMGaWKFzNjxmmZkGMU5TWO+OL+C4QQcDFcABywyzsc5yP2yxHbL78EfuEX8OR3/278OkU8PT7FLu+wTVux3mNs3QNqlfns9lFPiyoxgNWNtzbk1pZI9liVLglgDNbNYp5aR1egQUFK2rc+bgEdrr/MXjPXPYCk7AQ9P2zt1kOLL8QQEArj4eahz3XlikzZA6ibtMFxOTZhPM+okRTXJ+BwAIZB8PkYQfs9wjDI2a5yZgVTkJTdEAKCtdjZblcdE/oU9/PU/e9nvHGa1nniwIouBDU8oNF+3ShLTxCGFHroNYuVZhNrL3hgB9Mk2NOgONyySJ8ibbWBYRAeHOAa1ibYrMrTctJ7ExfSfiaQRDzViqpaT1OwObhFF5mA6QTs98DVlQhZks+S0roK6br3c9FZipJWC8eRYNe3jazC05QCwI07SF3BGH2fHxrDEBU7JNLaCISzrCnR6GLZKiFfg4GkNVXBQGLBKK2TBDO3YjGA1H5ISVNJAVRtG9PVo7UEiTGNsrEfPwIeP8ZdOeAm3WAqE/bLHlf5Cu8OD2VeTyfUjz7CWAkfXX8EMAuxXmlFMyqS4qZJgxdQIVm5Ki1O2p+gC7C6t3A6IUfJZ1/qgpGSc2ITpDwiYvAcfc8wUgVC04RUCi7iKOpai2pXABebC+cvm2I6lRNup1t85ff/fikVeHmJj+JHGOKgVCVg2Y6dogQCGfdZ/2acWOM3W9lMVJxQsEOLwgtPmhrVCZqQAsg6A5IM0nlXpRQXrhbd90paRFLUO8hrFtRmCHd8MNmL5vkU5ZcHSPGWjCzZeHd7yb7U5xquruBdByJ5PIcpCJatcyC94RhV2+ukkLBLG09/p0CIrDz3nDHngGweKBgZWQqYc0Gdf0h4sF5swgRs71L1kAA6XFJ/MUEs2gyuXfjsfwG0zvRidtwRqZHkPU/6PBBmFoF+cegmfeHmQtp7bPOIWwKJbNv3pgSeTiLYx1EXFy2T6ew73c22n7t/iVpVMHPFTEgajcswNACSogusMGjxmht84FlVXYGM3t1vLActEBOaFW3JC2wJGGjZdDHGlspp68SMGqPDMIaxOQUNuvnUuj+RrLUVkb6kARQiIg/YMoNv75WulYEPPwTd3+MQKqbTC1zkC+Tbe9D1NebAGNIg+f9UQZo8YimifdEagiaf6NpWrsLbASQZJQSknIBFAmYzz8hhRDKeLIBYGczS+G+pi+DWNg9E7l2xlgvcaPNIwVKSC7ocM+idh1K8Zb/HB+EKnDcCe7AkTpQYpMCN7sGpSsp0sP1cqzcAzSnJ/FsBHG0zTqSVy7TmK6ClN2NeVTPrz0kCgamxOyq0dKEGE1fBWz2zvXdooyXMyNwULgilapWvCp6PXvgbXUyAmIUVk1KrKwwRlN4WaC5iRPVnOliNAbO5WSzdXrbYGdEgnzV+fF3jjWKwQMNyzJo1YWvL0dOSbJEs6JFCQtQNaLieHxAT0J11DMNiDI8ZBglEdMT6XlDK/TWs16wRs25L1ZJu+h47pB6UMcunFNnA6n5wKWDtO89Bq/7k7PchwrLhfCsB9yp82u63x1W7+2ooKxrBmxuX2LDPpYoF3h8eWxv/rOHP1FJ9TcBaR4Cq1f+tI2eOGbEKuyFCNjVVocfZe6JahEn/rRBoI0wTwkmix6lUx8fp2TMsrM0Jv/Md0O0t6HAADQM+O30JigIfHMsRmQLo6VMpaAIgTrNAHczOb5TpXQcxCNRw02USPLLn9hpGG6NzWSkK/BTMyjJ4CnAc04te23cFDSLmjIzgBYGsxsI2bbHLO2C3E2rffg984xvAs2fN2i9F4CntnCBBNGnP7crZ9uDpJG6wraMFK+31SSqbGZ5qrA8Owb08LwoDSEscVZqlluZZ6bP1uHZf38E92Bjd2LB5dfqUQWiLtFNnZodTMAqLAMsiGWDLIv9VFmvXzkqtwDShpuhelJXadNhM58zOotAM9TWGJgY1WPJ1jTebaHAmOBy38ZfXwsRJ/pFc67DyUe1QjDVj6XiWlSviOK6swz5tDiGgjmNLKzULT3FMKsIfLFxx0oDCEAaEIr3upyophDlmzOp2Ca7XlTUzwVerLF5nsfYcWrNCWQndLYDWuueCNbXXFpmaFZqoUZD8e7kVUfbnNwuVpPFe7dOUIVipz7pWkoJtttAF39BqBBQukqMOtA4AFBFL9DRhZslyQpA0TgbjgjauHI5VyPMBwrm8n+5x9eAB+PYWly/2wG/8BoZ338Xw0UfAwwG/8vRXcDlc4qOvfhW38z0uZ7nr6/EacWa8Q1cihP7Cv4Hw+34fKGfkSqBvfxtf/shjDARc5y1OvCBoCmcM0VvKFIVTnh+fS/ppzAhV3N1jOWEqE8IkNC/jel5vrpFOJ3H9NxuchoBaF1ARRePULRKK1uDprHDFkxCRUxarbJ4xjiPy5kZaw2wGxPjIGRsvaMLTu++CmfFufBeDdnhlIoxRU6ZJGB9kwkb34WkWuGubN6BU3I23+hMpJiRIUMroZ0wt7uB+opYFDEQoABKTUMssaqoBXYoRNYV1sIgUAiRqRfKtZoLdj8cy1FOqVYKaxyPS5aUojGmSqmHbrSirlBx245RQdzvcz3e4yBcqN4THbNz7queCYsQ0HZFDwlIMDoQbJSGEHw6aFtDcalLKDlOHy8obmmC033WQYYm9a63XtHKAZnmCYrNMBOwx1NRdaaNP9dgfMYvFAHEXcswutFPOoBcvMOYMjNnJ4iZwpjJjzF2/95zF9dIgAxRbs+hrKkAJrXWFka2JNUefOvgBjU1AEAFaatFMJkjNSsCDFqwYttCOxOIitcyqYqwm6K2CkQmbpSzIFMUq0qAgoLBGSitt7n2q1IOYy7wi7/dQBEj6VsH4l0TYcUSBYOxpqbgcL3GYj6DdgM3xCHz1q3KYvv1t4OYGV8MVIkUcygm/9uzX8BOPfgLMjE/vP8H7l+/jYmLg8hLTP/IP41v3n+Bxrrger8E/+RN4skjShPIjkAsDZQEnEUiGVc9lxhglUk2lAPs9yuUFcsjYhAH0rW+BnjwBba8FTz+dlC4mVpbwM28Qqsz1vuwxzuJhlATUmDyoW7gi6d4LiltaMDaFgJCll9fCC8KDLa7iDlfLgsvdB+AYcX+6d/wzU0aiPjurzTUNAybljhZWDunmBkMaQMxYUEEMt1wDBURVDBwI03JUuETWMnKQ/UGEkCKYzrIDzUtgxhBS651VCniahAIWo7jnwLpVi50ffT+0pKUpGIyjWLQGaWjXC5pn+X7D3euMSLGlW2tAcqqTSQKMJPh/ilITI1i2ZWkV9kDrtPLvd7zxVFmzjrz7I8H5kes38iqS673SoRoQLT/cCk0bp3PhxQMaHuXs8F9nBrhc1yCMCSjuaCjUtLcV00ApSEOWe1fNbFFPI+2bu9QSIxo+ymBwiGCdg6Zg2j3ZfPj1DG9VYWXCV0FdZwPYXDpGi5c9A3PtjChuVvH/j7o/+7Usyc47wZ+Z7enMd/brY0R4TBkRmZGZZJLJ5JAiJZEaqCqqUF1odavRA+qhCihAf4T6H2j0Q700Gmj08KAudAlooKu6qlRgSSIpIkkmmXNmZMzhs1+/4xn2aNYPy8z2Pp4poKEMF8DtuLh+7z1nn71tmy1b61vf+lbAmmzTbbMQGGx4iq172WqV4wI27vpKvAGOi1KyIDzelnSI96oM1CWkCZt2I0T5yYRNbhjpXbi8hKri+PBYjPRySZEUkowwKUfTI2bJCFevYTrlyfphHOdYBFKWkCTUtiY3Oa7rQ3mM92I9DGI7KxVGypCNRnFjcE0ji9sXYShrY/iskIglVBQFiCjLM9BiuJ+tHnNjekOuBbB5AgjEQNdRp5rcRzwqETgsN3mkL3UK6XJb1zggyZJoFIdH4HgPq5aU8noRVuZBYxuM7UtZ5Rn1XNjAjog4elgybgCFWa8RHOaEN11xrXkoQwVWxmDuqiBeFKI72KZWKuUZP6aHyTzPOMoclmV/ziSJRTVWAR3kJt+C8IZ8XOv6Ks/gyca8T4SMwj0/b5z+3Y9/D3KFaoDZyAOzysbs+JCK5DwVC0fsjBoWakcXMS+H7ILByMYOmUpCz9A2wnWdvG4g3RZCfD8ztn4fBESwvppqPBaPBdCdxegBvSsYF3oDg+rx3CE5O6j+iBffk7U71/WZbd/vyNluu6mjMdEYhomjFJGiFhNX7vnr8EmuAf4aPFjAV9X5TcV64xxgk+Cd+NA/bDgKFT0F3/vTPy/XY3iwVeXUePHj1rYYk0uo5/m1dStqT03XYBcHPDj/iHE65mBxQPrZA8zJM7i6Qi2XHH/hZRKTMM7GqPNzuHqI2tujNrLZ7Y32SLVEIJnywiZa09QNBX0yJLIlPCansgzrLFf1FdaKBzyuXGxDzsFB5FFapahdSzEaxaRR0E9NnIPNhkQp1sZxXp5ztjnjaHxE6vVhbabBKZlTXUc5TcmLRTy3bluKJMNpqdFvdV/YoeqavChoByInMGDl+I09FMoYk1AkRaQrKb/JGUzkj2otCWQcfT8up/p56nFK67mywyKLmPwccNTDnIlJYx9Nxc3XV5BFuVGIzkk0rAOjGirxAq3PrVby/IoCl6URP45l7M7T9bSs32Gpu2DWXSyrl+jOs4mMEaZJ9/klt8LxwjFY5TzpG6KhHVY8ibHqX9Nnont8M2SBgbg43aA/kUMSLp3tIlQQ9VSN8bJ4RI8xcPQis2CgdhUMUKBlBZk2h/f6OvEAU5NGAxomVqtcz9lTg0IGb2RDVVHcZYeerNx8X6ESrq3rsMbL5vl/RrHdN2hoaAMtykcBbdfFgoKhRx0waYViM9BZKNIC40NN7TPj4XO1g0xlMRyM51NCXXJOauuDMXNNQ2IMLihvrdfyXPOcC11zuX7CJJuwyBesmzWjZMTB+IDs/Eru++gQjg4xbce+Upy5NSebE4ppgZrsSWiL45WdV2I4vKyXHuJJyOsNY1XglktJ3vgED/O5JFDwFWA6Za/Y82Orwda0RcaqWbFZP2GaTymSQpJTytCOE6kmXK04cBldkdAC6eEhvPceY60pnOPITvkuP47Sjgu34LV6gru4gCRhk++wyGbRM7RpEkPcLMsE6w2Z/aqC1YpkOqWj20psarx61GgUw26tNbYTnm6qU8FNnWDAdPJ8rXPCkw4ODghP2YJtB1QyY2LTRJkXA0/YZ/vDPIjRlvdMrfcwA7S0tTkojcpSn9iU91ofNfmlT6JEGtGmhmR/H5ZL2GxQXUeXZzGqlEgUn7zrO5iEyE8cNNFkjlq9abpVbJRnec/I+JyOF9rRwP8nhh7h6A2A1+l87mvI83TOt4wY7C7hNQo8uVrOGQy3UG+Iu2PAMIdFBA76nlbWbj30GI6H1/mfw+YQ7iFOhBAqxf2dCFUEMnOk5ng8dEvfwGNV0aN2UkKL7vvBBwqJw2GSXOg4wUgPihds0MC1Ij3XtI1Ua3XdoCqux2TDs5KsNrTKJ6ms9S2vXaQehfbXw+SeJiwsyXnUXiO0sx1jq+nSBO0cyXIt75lOqV0LLdzppnDVQlrTLeZMVA6NxU4m1PMJuZUFXmpH8eSE3eNjXGL6pof+vjsnG+s0nQjnOc+wyyUY3257OhVdVGNwecGqPhODqTMyIx5V6pT3YCRBmOY5pjOUXcmUqTTaa7u4KDujYDYV71VpnDZc1Ve0dw7ZSWaoJ09Qn3zCu+k1fjre8OHZh+yP9lEnJ7Czg7pzh7y+hA8/lHm6u0u9v4hRRWc7wUWThC4x6L093GYDrZQBh353ne2obSdMDqf6SjMlbAU/WWVGBi8zePJ+rsXv3pEI0YwsCEniBWgrNYJV99WOfZQpgZCNmhzhPUMO+1Ck5XnYMEB7sU+eImqBpDrBNRVusRBPuCwxTqiRAjtIAi74UUaZKAwe8yChmWPYNPxG5FQP+aH11vX+ose/Nz3YrcMbADFsvSiM/KkPLyNhOeCDAwMEMpCaYOB6LNV/+JYnHL1N+jp5FXZo56IX6aIRVVsQKeFzBjhxuIhgjJ/HQYdaraEtCdE2KeE4ekjAWRspVNaHWM7a2ApE0fMLrbU9v87fY/QY/HiGr67rpMFb13fUHG4iEUkzcp1t12ICid0LYvQ6EH7sAud2sMCUEs8ghJ9GGVgtRVy5acTzmEywCtEbCBBLKj3B9GotBmQ6Za0tj84fcX12PXrbWVWhy1KqxXzUEbA0k2dbSU7nnOCcg8gjLOxES+gcS5qrqg+zfQgc4KdEJ0yyiZRXB1ghTSJft2xKqbKqa+lCkOQ8vXzKUi2Z7cyY6Ffg6VOuHV5nVa9EfvDGDA4OeLJ+yrViH5afCH/TCEQUjGJnuyi6HhKTUbMWETwvkjyKKEWXIITcg7kRDGZcQyHqCnMVen2Jwd+VlvsM8zsmXj2OSdJ3n5Vk9KBgg15GMLxmyxKo59bIwLAOo9fO+bC+bsQJSdNeL9nDDgFeMFqSccrT8RrbRMZLpI6FJRjsjJMKRW3SPtfw1yXJtUVwhwgDdM8Z16GB9W+QsJcAxPtfy0mjCnlkA+hQ6xyMHNjBhIu4UfBwnfA4DYPBDsfQmA9xrYEmwTC873dh1euwBjxnEMYbJzt8NNIeb3Vti6oqkfkzJhr8GJ4N9ACE06jirh6MSqjiCnirc04MqpXeRJ0P9wQyaLfEMwSL6pOA2mlQ0rwvVPG4gIvhYRLn9R20jmW61qtXpSjBvupKRKU9ncat1zAaRTwY4Gyk6GxLYQrG9x+LQZzPebZ+ytPVU3DEGvGZfx7aOeFxTqdQltKBoBCDWdoKlclCzyaTiAPqtqMwBYnSkjADmI7k/gKud3BA6xezTlM6r1h1PLkm86OqoBXPPPEY/VV1xaRR0pwQGOU5mcl4/+R9ltWSnXyHX731DotNwy8t3uTcNPyofkT9+D7jdMy1BxeCry4WuN1dEpzAB0qhPc4boZyqFCgmMdRtxbpZk+sUZS2pSWissEGiQfVzGcR4htLnMP9CLkKHYpzhoeQ1A6WOSL2yzqK9fGT0ZL0Ocux+PPAalS9oCUm0UGwSPMpgQI3Scc04v757uBBhMfh8iDNGNtohZRFgtYoqano6pWorgXWMidGiC961T1oqJUpihE2OQfT9ORwvtG330Gi6gTGNxnZogJ+7qeAh9QZORQ9W++yj8ruPMRImWP8v1CA75yLWGgyztCERr9MODHn0ioMB99cQMpXx8wNTgN4Tjk6zcz3xfLALowTP1SGUh4ivhvN3RS6hVShDDFlOf94OJx+vJAiKCySEMwMvN4ZG/st478gpKz2MgpfiHFqnssgUUjSQpH2Y6T25QAdTdU2WJOCLAXTgMHYdBqgTzWV1ybPVM87KM75050uYB4/g2TPYbHB375JuNizGC77/+Pu8tvcambVwuZKQfzZDXVxws0u52V3Duin1aMyT9RPcjTuUdCg6ssmYzjWM5nMA0YdNR5FK19gG0oxUJYK51jUmTelSxSqXB6DqFdZZmtyxryfQNKRJAijW7SZuAiadYrGkvtX1VXXFNJuKFw5UmSFXY3kGoxGTTc03b3wDu1phx2ORUyxLVFVRHO0yySa8s/MO6rPP4OVrOK3pjMZ2Demmwj15Ika/ruHWLTa5YlWvBF6wji6IUbs2enB0HSYTfnhs1xKSemx7jlpryUmYwdJXISnqPdVEaIP4TgjWWSll7qSjhaqqHiaylmW3iS2QRskoQnKtbSER8Z5Y+hqgNe8Fp15/uHMC+Vif+NWEzbyL/GBdFGJkw30Hlo+Vvmcsl7J+x2OW3SZWGwKUbUnpepHyVCVx3TulpDBFBojPz7z+e/JgO29IrP/dVr8ptj3CcGxRPwa/i6Hp4Cv8Lcr92Z7SNFSWAp7rZtvjTiqE4gODHgf8OQOLGxQPhHOFCR1Csecmd8B6QzuS2PcnZEvbJgpuKxRJCMP9/YbKleexbKXVz1CshuOltZb6f8dWzX04NGC8J6M8no1CpBv9/cSS56GGqBY9z9Qk8Vm2bcneaI9RMmJ3tEt2cYUtCnjlFRiNeLh+wrGew3LJJJtIeFgU4uWcneGKAjebUbYlo2bG2nR0XcXh+BClNXnTofKMs/KcaT6N7dILUwiMYDIyleCSkd+s/H1OJr5ZpSJVKVf1FfuV4LjtzpwfX3zEzflNFmoGmw02EUGaREslWtN541tV7GZjXN0y89DBZXmJKRZk3oi0tqXNFGYyQRvfbWA+RynFtFV80q55uHrI0a0blG1JqlIMXhQ7c3DzptDDPCY/SSe95GJdkeRSapvpjGW3ocgKUrTvleY8Y0C4t+G5OCUynZF+GDHOYfcM28NkWpLAyvSw25YBKgpJ/vputomVggUxXFKUIDSptA+3leobIHqWivJQmPLiLD3xiy3mSjT8vp2PcGq1rIngpIX166GLWT6LifSQqHXWSRdpVGSGDG0KWvfP7HM6XnyhQcT6hj/3RzACzx9DwxkHQE7ae1cBS/Lnjrw+b1yHDwd6iCGc1w3OFz8zUJS8ERka83hfPtTf2hgCVw/xOKMEob+26Mn6SW0Djoh481EAxMkkCOeJ16IG4i7DAQzjaUNrFJ9yC4bS/z/iw4PNDUB1XWyIOPRaFWyHTOHvYVE8f1/hWVUVhTLkoz3c+hndvkjvbapnPX7nJHFZpIVEGHkuYfJ8zlV9SdVWjCdHXFx+Jmr2SkJhVdcoIxVXRVqIsq+1vmeWDzEDrc7TgZyW5n+pSaVqykKTFLhnp8JvLgqpP3ciHK6NoWo3gpeqwUJ3TniY67V4TlVF5qvgGtsIib+qaF1L2ZUCSUAk2dO2qCdPcFPHRXkBSANLrbRUHdGgtMJph04zkskYs1yhypIiTaltS6rE8OVJzigdsW7WMid8qBwa/QWtgH7OesUoeqgpzN3huuwXScBE+1LZraKAUIKuBOKBgYyiYxv7VQrLoEpzEAEOpSGjUpfqoYEgXRmcJ6Vc7BXWYkErlBqwafJcyqX9/A2FQzhJorW0EbqI8zmshecdqc/peKEQgQ2C096jjLvhv8UNH3pWQ9z0+ZuOA0O/+LeM+cDwBewHxC7pwXu3klDoeF0KXy01vE7Xe7vhPQFvAiLfc1iBFSfywLMNC1Y+vy/3HSYSNLrf7f2EigB82GeGVtZj2kLot9vtwpVXIApQyVCLwN/XsH+V8m3JY8+yJInPwNJDJyjPl2yaSJ0rigJsjdKa1nWcjRzvPfxzcHB7cZsb3QhHh5tOcZdn6EePpf5+seBqd8L58j6JThilI4yHfMb5mOTkHDWfo1PJYB9YjepWsSWP22xQB7vQdL38YOhogIxx0zWkmw3u4UMmx8cwnQqW++wZb0+vocyUtmupVcNZecYkmzBmLBoJSYKuG7rNRgTS8zzyYHdu35RwXYHabGhp2XQbaUq46aQCabmEszP4+GOKr96RcLWVBJnWmk2z4XRzylV1xeHkkCKRqqX9YiZFF0nCMm1Z5At03WDWazg9ZbKzgysUqhBPMZRMK6361txKkSpNF+YcUvmIL6IYMmOCUxKqFWMiKHi6gZ89nUaWT931AukovP5C2tf+K4V1HSCYvWza3lO11s8pmV86OAHeSdDWSYVdcHwS0WlQINVbXRNLnKlr2QSdgyShsiLWk+u8F3HxbBMToK3gIGj9MzrHn9fxwnmwDhfbHsdFz7ZHqAbGa5gYk9eyfdOqr6ZSyqshDTwrvDEPtK1Qixy9r8HAOkXcKbdkb8K1eLwo7HhhV47X5DyW6yyNlZLL6DUn/SQNRsnh0FZ6VnVhtxxM6gARAD3Y771OlSQE7VE0veqPFi80joNXUAr3PqTLBa98i2cc8CulYjnj8PUx4ghwT1gAgaM70FIt6zUFCct2zf3L+xRJweH4kFk241qxT0nLg8sHlBePBatbLOTemganHXenN8VYpylP6zN2J7skSYJ56Q7GSlmzUj5cffpUkoJFAZMJTVuSmKzX1m0aVCten80NmUqhcKhbt2A04kn5jPFsxvTcwNOnqA8+IAPygwNmL7/MSjVUXcU4HbNu1pCNJTT2rAc7nfBk9YRrTUc6GmGaFnN1xWsmwxYFNk1ZjhWfnH/A24vX4PKS7m/+Dh99+C/47Zd/m/xf/wnYT+DrX+eKlpP1CeflOctmKTKFpmB+8BZuZy7Mj9aiz84lsQdweEg7Gft8g3iRBZ6rqnzIHyIfJfKFgeZXG03icwUmSWitzN/g3cWCGzeIPIPxcU40VbXG4iiSoudKO5kXVikpA/bztwvLV/cqW6FSs3VtX3igFLnXbnZA7Vo0os9rHGLgJxNQisxasrqCLOm7NpQlajKBNGUEOOX1ibsOXVakkxkdApOlSRYr7EKBjB2u98/peHE8WIKn6T3JrbiWbQM78La22ATPh+/DUNT/X8cwgxh+ar8rbbVcGZwz4kA/TzUnhDUBE1Kqr2qBrYogB7jEGzTXv2fLE1d95lY7X+k1uP74N0+3iUcg64ew2mdYYygf+kk5tiT3sFa8b9WzC0wovx2MRawXD0eARsI4ysX3rZLDphPGMoTmQIvQoPIWbFcyGo24Pr3OtLScjy3rZs3DzVOUUszyGXvjPUZmhKoaCfuvrjjIc2AN8zlrJ17RKB2RGKkzdybBDlo6T27ejLSzuq18WxURXw5lssG41F1NbpKo2tRogWQuqguqWYGbHXJU34CLC9RiwQUlm1qa86Wd42xzxhlnpJMUa0uOG9lIL8oLVKFI12sWowWj/f3eGzKGscoYpSMeVCcUxwtMveTLx1+We/j61+HkBJTicHzIJJugkFLZxjYs6yVGG07WJ1RtJeW+u3vS+rtpcMZgHCjf/SHtnMAjQXQ7GA1cLF4JsIEkZlUPYyXPtdUJ8zt8tW0k5ytjsJ66p5VCVTVZmuKc9usAzy1VMVKSoiDn6YduC+IatvRxPicSIsBArzLaRIGYIG+JMTCbyf+DLm2S9FFm1wmDJczt6TQ6WRGq8g5F3JT9evw81bQ+P1P9/DH0Or2XqLWOlKqAvcbKKz+oevgVQm1/vucTW/I5/ffgqWr/8B3Oh0RE7y14y8PPjzu2/5whJzdwSUP1VWjLYT2W2TMjfJfU0ILF9rzTWL0SHyIR3w33//xDjV5moLAFJkTYWJDKqqGYdhiraFzDhHJCewmwx888owEPNHJ6wxiE+21b+R6uM3g3ti/scKen2KrCrdeMbYK9f5+REWrWZXVJohP2RnvsqBF55WlDeS7P5enTqAVadVVUimpsQ9VWvZCzk6TTs80zLsoLlvWSq/pKVPG9vCRXVz37w3cgjY0NXa+y1FrxHD86+4hyNoKDA9jdZdNsQCH6B5sNDse6WfNs/Yzz8lzCa0/ZenD5gMobeDeZsMoUdSoUQr0pmedznm2e8eHZh2ilOc72KNuSn6w/g9u3ZW1cLZmWlsmTM8x7P6W4/5j9dBHvNVR3bZoNLoifOCcSfp2XrewGGH6YuwPVuWBgE5UIXSlEJ7YvmR5CBc5T72zbYptGjKPWWGOou6ZPVnv6lFKq11EdzMVQGSmn3XaycA7lBu2+lee1+/8HidK4/o2R6MVTv1aNiN8EkXGXJLEVUXRyvINQtmUsGQ4dE4KEqEQBfq11XZ+A/hyOFy72EpNSYcI/h74GgzmEB37u+73BCIYj4K0KqQgJGXVjemJ8lkgP9vAA1cBAKe/pWhN6B/WfF5I3QyJ+rA6Ti45FAS4ohTkX+xv1YXnw/Fyw/v1kAbRXubdO9EgTnQj+5QsP4hjpAUQBtF3biwh75kMI8UUrocP6RZMkUkm1teH5HTuOtjFYBdbTnLIki62eQ0eEgHsp/zNKUWtH1rYkYaGdnOAODmRsjIFbtzjdnJKohFd3X8X89H2YVWIknIT862lOmVv2kwMJ/8qSXUZgEt6/+hjrLLN8xu38lhddqaHqKGcFq3rFql6xbtZMs6ksxstn8P77uC9+EbVYUNHRtR0bWzGezVCrFet2TZEWojClJdGkLy9jBeH10SFqs4GliKzcSXZwZg4G0fl98ACKgnk+56PVRxxdO8JcXeGmKR9dfsQri1fQa6Fa7eztxM1lWlquioonqycs66VsKOfnMJ9zmcPs4AB3eiqeaFGwnOdCz1KKpm0YrSpcvZTnludSmKEUbZ6wpCJRCalSpLYTForrcf2OrueaBiw+rLe2JUmS3gA6FxNbzlpsXWNnU+quRjnLWI/7BoveWw+JS6UNTnmK1bC1djh1yDWId+K9TgRe8PmZYa4iMxLmK2MkvxCUuZTqZTqtxXpMObZECvzetkU5xyjNqG0XKWNWS4dehSJBaHJhbX+eOOwLbds99LgiYA5bSZZozILHFhb+wBiF9wcQW3kZvZ9RHndIhj9QpbxxdKKkizHJNpg9vD7ovUT/Y9jZw6TYCquD7qmfhLQtZjQSNoAdJhSIVSQtHSlaMp1OFP9Rirope20Dv/tqiBMrKhCpgIu5iN/iX6O8gVVaPVciuN0xtLFdpLTgHI0GFSg6CtFrVQPYJYR6SsWeSipRtK7lcnPJ3mgPs7FSVHB+LgZjPIb5HNc0HN25I+d48BDeeIMn66eU7QqjDHvjCXVbCb1ulEotfVlKryVrubt3l3WzlnH85BP0YkGzO+fD8h5vcZfR+IBUp1xVV6RaKnGU79G03plSdxsSnXBteo2L8oJKN4xGI65lc7m5szPcez/A3bhBe/0ay3rJpKsp25LZZIYuClZdhVaavLFweor79FPczg5VkfLs2TPu7NxBffe7OOfofvmXUU6xaTdkkxloTfrpPV55+RUeLx/T5COq6lL6bKUj6DouD+ecbc4oL0vGjxt49VXqRGbg3GnoZA6l2Rh3eimdCPJcNDZOTyW5OJ1iJhOZW02DKr3mw2gEaSotVEyy1fkjrDFxFoSKFxgAgegfvEatdSwyr7ua1KbRedCJpvD9rsKaVX6+ByGcAVWcNqqxuRhhYYysmYhMKb8ch3olkFgPg3gHIbcOZxzOaNosIbG93QmVZpXxDR1DgQHEnms9o2AgYjOANj6P48UZWBVwFeL3iO0FL/HnHYNKqnjTzxlC5cPvwE4Irwy4ZDiz8fhNII2Lwo6O1xAy40DcPeVPfpf15wmJsq3DDAj74X7rWprSeWOUqCQawxD2ENR7QOrMO6HnBOWfuIMOwxTv/cc+XM5fb1DYCsZX66hy75TbBoAGXuywPHGIk0e8OL7FL4LYSiTg2wrjDPNiTuZLZB3g5nNhCCglmF3XYYucq/oKczjn/PIz5vmcaTYVXBXHrhqhVitIvaThaCTXudmQmpQRI7+Q1+iyJFd7cp1FgbZWRKONlLQmjVci293dFhSpa6b5VEpjO4ErFvlCjMvODmo0ou5qyYjXfTvsMN6tbdFZRnJ8DDs7OGvJreLdg3ewn30mXtJsBl3HNJuCg9LW6CIlB9RyxdH4SDzaYoeiLfz9Q9u2pCqlyAu6yw9QH3xAurcH1675eSlzq3UdSZbF6MClCermzYgjplWFB0B7EeuA24cnGgyPjx6cv8ctdavgAUIssOm0wloplAnNA1OTxvWmvScZ+8INYLjYJsjDEVr7yEsprJY1F9ZnkRaoTgoOgjJaqFo0SuO0E4qYdzhChaFzjgQN5Zqo4OWTxFLEIDBdfK5+zQ4rGtVgg/g8jxdbyQU9b3IYkgYjGn/8WfwxUrG85xtbJMMWRBCoSyFBFn4eVnBpo2O4/7xRVNCfQ/ZVwW+fwzwDZAA/SxuLR0gEKCUTQSnpleWNazRovrtsUPwZYsARYghepg/nRFi5hynC2MQxGoRWQ7WuHmeT12mlY8Y4Ym8DA7v1HAI84nr6mfbZY6UUk2TUP5s0xR0dYQ8Pces17ulT3HjMw/Vjnqye4JxjlI54eXEHTk9hPqfUFvX4KerpU9TRESykyaHJU28wlFew0uj5XCqirGWcjSm7UsRakoxZPmOSToTS5BwcHcVW0EHUPO0cTonBuVxfspMvcHmOvnMHCyRakZmMqqvYLXag7SKk5XBcVpds2g3WWXbzXSabDXz0EerhQ9SdO5JwWa04HB/KVLAtJ5sTbuzvC4f34gK7XoNSFPM5STrCVg3TfMo4GUPd0OU55tNP4fwcNZ3STkak/jk2riGdTiXJZAzOdTztLqETj2xeAeOxGNdBhELXoZMBNBeMbJZJKG/7cQpSfmE+9V5nX5ptMN7AJn1l5DBf8JyRClhsjIYGcGHdbkgQjNxog+l6465031TSeN0JZ0xUtwtKaM4JlSt0PVB+Ewr2ZdjcNKyHKDo/UMOTuc7nCg/AC8Zgg+F0uH4ng/6BQEwUxTDc9R6lP8mWNxdoOn2fn95DDDQm7x/GEs8gQOKcoxmWkQ7oIXIeLXgl9BlJFzKfLtJcYCB84WvXXdPggjgzvQHE08VIEumWS9+GJVyzYntzIBj61BPsjeklHwO+5cQbiDQrLwKdmjSeS3RYB3jc0EP33rRxUnMePRj/Xud1b7XWW0mI2jbUVspEJ9mEn559wOHkkIP5DSo60lqUwRzw9OYuHzz+HpNswq/c/BXURx/BR38m2euDA7LXXhO91a6Dv/xLtFLkd+6wrJcU5+dUuzOUUuTKcDXLOc82uOoxk2zCsl4yz+YULdx+1tBNlXBbRyNqA/dO38c6af18c34T7b1v5Sz7o31pP5JlrFxNcXJBDuR5DjvHqO98B46P4fiYdbkmNzkX1QVPV0+ZZBOeLJ9wMD7g1pffRX/pS+KBX17i3n8fs9mA1phbt3iWnvFnZ3/Gl659ibvpEe7HP8bNZnB8jN7Zobt/n+7xY9x4jL15kz8aPeW3v/lN1OkpyqtmqY8/kDYnN3Y4qS8lGlCGt0Z3aF0bk38qmVApC86SJRm1pw3StiRNh8oTIeYH4xPWlCKS/DvbSdm0n08R+tKGzKTek2699yprRfl5L96wzE2hQ/rWSoGb6+eW9oUfbVvR2U665vrIyYGIdXsGUOIZEg4X1a9qJ8peOGKY39kOnRlMscBsKinl1RqbSFlsRhbtj8UiNQp9sYFzru+wO+QFfw7Hi+0q6zmXvQEbYCsBA4VtPNGHLDEUDrzNYGg9LhSMl/GhejhHSHaF7HkIuXWo1JAP2brOWJmlEI8zGHmlIvYUsv1B1iyIF3euQ1mFSUR3Nu7SgU/qz2WViu1VwliEh944yWor3TMYQlijELZA5OY58SgCvUWF6iWfEcURQ77Q7cD64oEgRhOeQ9i1wyazFd6h4meEDVI7R2YV485Pm7rlcHKIUorzdsnZ5oxrk2vke3swGnEwmvL6/uvM8zn6wQOeHM8Y37omJajOkQPcu4d79gz15puoW7eobE2SJCRvvsmqvsRg2NDwz3/yz/nK8Vd48+BNJg+eCun/1hSb53B8zMnmhEk6Ic9yVuUFO8UOF+UFl9Ul02rKcekTIIuF3Pt6DdYyXiyoD/dJWotaLlHvvw9vv8296imnT77HrfktFquGmd7n1fkB7lvf4qNffpXL+pJPLj7h/tV9vn7z6+RWOiC4P/xDGcvbt3n3D/6Ad0cvUU0KapB2MR9+KBvMbMZn+ymTozeZuhQePOA3uYn6znfQ16/zNGs4oCO/dQvddRwVUw4vGtz1u5RNif7wE7hWcDQ9YnxV4ZToBTS2oe5qrLNsXEme5JjaBoi9jxyrSspCA8Yfnn9wikJLFq3JvHFzWgTXR2bU61BYX55qehGXMK+HXiPeycB7nKGAQHXS0dYvOBGY8boGQVym7mocjnEyImuBLIutuUdaWqW7JJGNeVz0nq8D0zlSNC7LqdsedzVKb+tMw1YHhM/reKF6sD9DqfKH8SrneLzSQPS6HI7Yptv/PiStlPaD4r216CUGHHLLQxt87sBwAFtCGENjKITqgdEfhDuxIMHhCdXea44alhqlt/FQNZiwWvXcxFDRJohF72ErpYjdFJ7DRZ/Xa5CQLt0W3obYGTe+zofwQ4jmeThC9S/u68TD2AyfYQg9B5UweZJTtRWrZkXZlJLUSAU6qLoarbRUJq0fkx/MqK0kkZquYZSOWBwdSeLm9m0u2iWTfMJUjyg7oWbtJGN48IBb81uM0zFt12KnU2FeJJpVecG0mKLWS/IkJ2k6MehoMtPX7btyA3lOScdVdcUoGYuoyvk5y7G8drK7C03Dk/aCpmvYKXbYyxZQXkqUojVcv85Vc4XWmv3JPp9cfOJZCSmUJfqrX4W9PdRLL/Hx+gGv/PQpxXSKy3Mh4N+9C0dHuKJgtVqxYYMb7TM/OkJdXqL399HXrnFWfsbedA/jxWpYLFgf7UJXkqc5ajql6lZclBdkO4ckVYter8m19jhtSuV1eYMCWZCGBCSUDuvCe6xh3uKcRE5+DgQcvnVt7PQc8ykD/nSYrzGHMRSkD1NsgI0HRkPsZuD/PiT6ixZs6ncH14sLadFWGDY4HaWjWPTTdi3jdNxvAtbF6E6HSDVQRP2cdj/HVv2ix4v1YAeDDX0mcUsAwn8PcELAEMP/YdAHKlSZJElf6hYMRwjNB90JAu4TvLfAKoj4pXPyem+EIh6pghFkgN16Y6gMBhGnttbG1jZB9zI0ocNZEaMIE1ZrcL1c4paXqft7RYPrelw2sBh+XvGCxZJkmfRs8hOp56nKPVglYX7wXK1zUQE/jJFD+IguGM/wOX4MQhkkWkmWPng7ZUmqU0pXRjm8uHCAk/UJZVfK+auKndbQjCcsqyXLesmyWdKOdilu7HNy9SnaaA6mB3DvHvXRjhRvPHgAf/RH/I1/9D+XSqdqySY17N64wfn6hLZrY9trsxGJRJMkjBczUgtutcKN5zi7gtGI080p62bN4c6BGNirK5piTNmWbNoN88M9Hp78mBvzGxylO/DoERwfs7KVUKtePebsyfe5u3uXgw0cTY9kfmiNWq04/8ZX+M6j7/Dw3g+puopXL27DT34im/edOzTvfpFNs8HWUrFVtRXLZonKZuijBYvxgmW3ptk0MufOzqCuKY/2+Rcf/gvePnyb1/Zeg6Mjuov3ebh6yOPVY9699i7m2TPx5kYjoTEt5n6uyfijlCS3FFgtvdGUp9jhXNQXCFKEYc0qY+h8sU0Q3I4l16YXJYpQl494eM64EtaTN3KheGBorJULjotPoIVcirVgiJt8kmQxMZnoBGMtadvRZanwpl0r6yPIZXYdJk0hFui4HhcOuYwQ2Q3W2i96vFixFxiE733YDfSEd28AtceGQs+gICxtraVTXplSOUh8B9lBCB7bx2i9nTAb7MIRpw2f7z1K43fQoXCMJKd0TAo5XMSJQ1WUAxH4DZ8XEk0Rg1Vx9w9JvWCANBpl+01AMDAVsU+FCF/H5BiK1MsMhgaQERv1FSuh2ssYw6bexCRW5zoKVUjG1HsroQ1IKBUOoZFO0769R7he0wtoGwetEiER07TwySfw+sscTg45tAWXIymdVFdXcHnJVXbF/mifUQtqvYYHD0jfeIOyE2M2zsa0rmXdrElNKq1QLi7g/n2qvRH7rhAq29e/jlpveLp5CsBLi5fg3j0OHj0SAZbxmNR3pHVNIyWTO3Mq1ZFNp7jvfx/296HrOJ5cw9U1Fke3v4tjh12lSVuBrUocO6Mdjswc9eABam+PxoieRupb3/zWS79Fdv8R/PDP+cqbb8L6Cmaw+ZWv8tHj7/L+meC/33z5m6ivvAXf+57QzJ48wSQGZUUWsugKbixuML1Yoz68z/93/oQ7O3e4PrvOLx++Kxu8ka6p+bqisQ37433URx/hjOGd/IBHO/v85OQnPFo94lZdw+4uT7KGRT5He5jHZkqEz8PcD04EQnFyRY4hFB8ILUylUpAQCncClcrhUGkevb5VvSZLMqEZoqla4eOGdQTE3EXEZOsa2joa/OAcDRtqOqDxxhMj3W7FufJzlb7JYehEYLy2QpZkjDsFVSOwRFHQdg1aDZZ48MJbn5MZRMqf5/FixV5sLzkWCwpcj1NCDyVEMjvEnSyWj0a7p8TbU31XWRToQbhjGexAPuM91CMIwiYOUG2LS9P+cwMmHHDK8DScUL7CfcVEkH9PMKShKmY4BuGB2YE+gEMMqVynirt45PnqvjEdiHdrTMKQVmaU7sneeR67PqQoXFpEjrDB46hBqEMGMt5XvFYQQXC/uYRND+UrbbTy6kk1uRN1KF59laYrGSciDj2b7sg1LRasximXDz9jUSywRU7y6qtwcMBVs6JIC14qXmLTbuL9KSX9kgAoCs7KM/and4QbmyS473+fN37pl8Q7/uFPRNbva19j06ylTNfkZHkuald1TXJyihmNIpzh5nMRXrEWsownq8c4J8a0uFzJMygK8mLEy7svY+oGbt7kcXvBDmMslspzYvcr0YbltdekOOIHP4DxmMnuL/Fri7fZKXZobcs7yXXQmk9e2WNze8SbzYLipx9SXL9OORuxM94R7qkpUDs7TJ+u+c7j7/DjZz/mtb3X+NqPL+DLX8bt76MuLvidl39HIIt8I8pcwPE77/B0tMdfPvxLbi9+Fff0Kdfmc+zqArezQ+layrZkmk3RjWDxLst6yUI//qVr4trMdR7nSWwD75NOAZsLkeIkG9O6TjR4/dG6Nq5f6ZumQG/nJAK9TOu+TDXR4mSFEt5AqwprP6yd4KQZVKSIYa3gykUuXPSikGSXbziZjIpeYjSg0S4wCOjP8W+BNf9djxdXKovowAZl/Vhy6oVJtjDX4GHiI1F6w6u1jlzHIKsXusYOkzXDktvh//HnikmugI8OvvyLonEZHkMOX/g+7CMWKrG27ikktnwRQvhdCHuGCloOry0brlkL6VtUfzwlJkkxPiEh1TIq6lZqreVvSvpjKed6BffQJkNuRK4rkc643QCmCGMYkmrgI4wAiwDG+XFW/XjZImecjSVSyKVhnGpbLI5lI3jqLJ9J0vH4mPP2isQkzIs582wqIs5KMtOta5lkItTB3p58RpLEVs7aGwXtpAiDnR027YaqE/x3027YJA61t4fOMsgyVFFgRwXq8BBVFDit6DRc1pdCVfP4twpiOrkszqT2xqIoKNsyJm5iW5qAVWcZ7OzA4SFqd1ee4Sef8FZxky9OXob334erK1bNis8uPuNknqDXa3Qn/eGSz+6hr66oUsWPy8/YtBuuTa9xbXpNmCb37oFSPF495qHZCMcWpIAA5PM3G44mR2Lgjo9Ri4UUa+Q5ayd4d25y9MWllPhq7Rv9eTjLr51hq/sBoTLO/zCf+vkicyB4gKEkN8gWhjLX4doK/8fjqAoPS/k16cLPzx3KOYET6jrOv95Y+teAeLG+RYxDKGQqSSBJek2D4XX4dfEijxfuwYYjuOH4RTL0aK0vgdtqjxIMnetpTYHb+PPUbsJOaJXDWKIRrX1fniBA3LMUwGRZhBAEglBbkyHUdw/vyTNEZIIO6GXAlrF6/ncBTnBa9ffgX7ZF/IdIcA8LOtKhfUKh67z0mpGwKDSAs2F8Pc1FjLrupeu0b6M92MmHk67rOpwJEUYPH6haJAhdZsQoomA0kgqndQV5TjcVsRLVtujxGKMNr+y+wq4eg054sjmhbEv2F/vCVy2kh1Vlq5j4emnxEiiDunWLnc0zrIIkFek79eabPG0vyZKMxSuvcNYu2U2mTJVmM56wrtc82zxDobiVzqmKhKv6gqZqmB7MmaUpXdewalacl+dMsgmTbMIoHaEnHWoyoVaWst0woohjkic5qU4gGQl0Y1vQBWq5hOWSK93CF+7KRqghu7jA/cVfCHWuqnAHB7x06yWcc/z09KccThcwn7Npr5h95zuod97hiUr4Hz74H9gtdvlfv/O/gNNTmoM9XPUtKEuWbPjjz/6Yv/va32VRLCimU/Gcr18H4KjY52B8wA+e/oCbuzdZzGacUfLk8iGzbMZ81cJHH8EXvkCJVBoabeL8TXVCpqWLQegKkemMyA31CTKTplIgERgCHh81SuAd66xQw3zXAWcMnQ7JLt9LLmCvXRfbeLtMPmsYDYb1FqPeto0lsC5UK3rIJlSDhT5tifIes1HYRIxtEiJcramtL5GNWV+1ZXD/2mCwPw/kjll/iKF/DBEDIO2cYGnQZzGVAp30vFJP34okeIA0JXMulqIq5+iMIU3S+DkSsphYJRLFJHxSaOjFDb3RYPxs8GYZYEsBkA/cWOu2+teqgXHXKDS+hQs9ZSvguoHSFlp/y4l95tffc1gcEVPWGnx9v/ZYkg54tCNOLOss2JY8yaMBRhHbfeRpjtKC22KRFjI6pc1TEZKulxyM9zkrz7mqryiSgvl0Lm2hUbKwlktoGq4v9qW9hxfA3h3tCpyjFG42wyqYn6+Zp3PYu85pfRF1PWlbDktFmTdsTMdob4f0vfc5bBrpgHBwwCgbsXYNXdLRdi0H5yUHiwPsZELVVriu5nh2DKsVqxSMT36l4132J4LHOi3FHklZQtdRjMdkox1QivPNOZuldJ/ls89IgXQyodvdEbMzn4NSrJs1i2JB0zXcW97j9m98g//xw/+RTbvh77z6d/hn3/9nfP3y67wzfxUuL6m/sEN2dsnRe+/Dw4fU/+DvcQP4J8d/IHjhw4fY27f400//GPd7X+C3ZjNeff8xr9l34MEFdKfinb5yi/PynJP1CQ8fP+Rb978FwF6xx535Hf7WK3+LnWyOOzuDhw9Yv/s2H198jCoV7xy8hQpGVvXeqEF5yUcVxYqcbw4a+2VZ4ZIGo4kxvi9YinGGqqtoVEORFiStJWss5ELL022Ha0rBXbOsLwPvBD6zerutd2YyqQbUito4kiwlD/CVCo6Di/SyyOAJnm3XoY2s9caXrbed8G+NNrgk9WJCG0bpSNgKrocgPo/jhdK0tA9dnxfY1vT4XiwwwEkLkCTpFaLCuYYUrGBs5EMiDguq72nuiwQwBjP02NR2h4Nhp9lIL/GwaDDew90sZMjj7zyUExJRDIwvwWiGz3QWvEBL6GY7NNBDHqrSESXqPXyvUxDv2Y+ZxaGLAmWtUE98u28DOO0x6dC8UClS15cLDj0EY4zwbY0v7/W6A7qzmDQlIWGSjqm6mlW9YtNs2C12xSvRCnd5KfJ7dS0lwEbDeES42qxpxFvxsIn2GJxqW7i4YK+qcNl5vynv70NX9R7kjRvytzQVvLNtaRK59tQpGDlc16HXawqgKBt4/BmuLJmMx1JpleeyoVpLaxSbZs2qWXG8WKBGIzoZLaq2ir2gPj7/mHE+5ubsJvvpnFW9ouoq4eruzzi/eiAyiUqJxu33f8irt17l47OP+fjsYzbNhu89/p5gsj89J8u/KFoNX/wivPoqD68ecjA+IOs6XJry8czy4/f/ez44/YA7izs8MzX716/DT34iXqhzkOeMz88ZZxk3Dq/x7qtf4jfv/CY/OvkRj64esayWJGcXgs3v7nIx1iyrU3ZH0hNMVRWMx1uC8wGqC4ndvuzcYXPpdOu8d6uD3myAz4xBWUfiwJhcWpyXlWhKBLjGGIFpfB+tQLdSfp06LYIrQ4y1sx2JMShcbJDYDVTnolh3oA8OPdFgK/xaHXrdmclimWyqU3Siqdtaukmov0Ztu5OBGn5sGRESOsFgDv5Zb4TUgPrR4zPeIDBIkBF0AlysgxZCdC+O0guXBIpW32dITh/OpbxX2eOoQ2MMgZ9K9DaHcEJI1MVrDr97bjf8GY7u4Briz/ysupi34/GIEIPznFjTa2aasFngPcYBV9b5pMDwHsWAG+kWqhTKY2dBKD2WJSs4L88Fl0RHSUFX19haqruYzVBzMURGCR6XmjQ2qXMgIV5XU4xGON8QkOVS6vk9trnxjQxVXUO5op1NaP1mSbdhsmlJJxNQGrdaSt8ra2OTQw4OZGGfneGuruDwEJtndLYl05K0sc6KNOH0mLITTzs1KZtGRGJm2YyL9IKr6opm0uCahha5hqqtqKjIjCiPGWVkNZ2c8Nrtr3L99nXaruVocsRVdcX9q/u8M5JrarKEjWmpjKZwhYzP3h5kGZ+dfJt7l/c4L8/5xu1viId8dJ306koMc+COrlaoR49ip9Xp8TFFIomcZb0EYygzw5OrezxcPuTW/BZ74z3GOhd4I3hqLkRnaqvZZzC2AouEee2bBnpnIsx1BTL3nPBUtU84BYHs4Cy0rhObMOShu0EOJqxXt230FT5Zq1Rcx8N1rZWOnNZYoebcVhGB1jqyFIwyqLaLZb2JMrQh+fzcmv9FjxdmYLVSpL7m/ucVHARD5n+I3mTQ6jSB/I+jG2QoFSKMMoQa5Nx+p/I4TPDklN7mkcbuCeGzQ8HD0GMOX2rIF3U9jcRXkinVG8FoTAf3GfUTnENZJ54ePiRHb02SCPz7+268AIZWGtqOzvTXFzuHEpKCKhKqA4QypI8p6LsVKNXT2gCrNKgkapwSKF+JdFgobQOdYHPrZs39q/vMshl7xR7aAmVJ55Mn7e2bPF4+pt08JNEJ16fXMW0HrVSalW1J3dZUXcVVfcXeaI+9+Z5k/hcLMbRpCnmOdg3q0SNJ2BjDmR5FZa3c5EybXMpTkwTynLNuRWYykSS8uOD/9t3/O0eTI758/GWuAVWmWdeXKBTFaJesqhhnY07LUzbtZpAQVJxuTnlp8RLJxSl76xns3sE9PYPlU4o3X2WiJhEOMq20Xsdo8myGOzyE//q/ZnR6Cteu8Tv/8T/gB09+wLJZcv72XU7W90mrlDzJ6WzHzdMGdgsepRVtuyLVKbsj0aT9ymbB2c6EH538iHwv5zvNx+RJzvH0mF8/+iX49rfh4ICL3TH/h3/5T2MEluuc+3rF9z75U5b1klkx4+vzr2M2Jaq+krWxXmNGI6HrOYcOmKhzuMnYz1uk1HbQWsY4BAaaTCAkWgOPNqwh366HLKNOdexdFrSgf8bb9I5BlB9ksK4A5T1q1XW09FBbEJeXheL55mHtg+gWaFHLwtqYm5AF1mxdR5EkqCTdgvw+j+OFQgRpUGEaGCog7lrBwATxBaeckMt9KWrY0aLSFNteHUrFXciF8w61C4IX573TgLv19Izek46vD4ZbqVhhEsL0Ic2sxz9V3Dkjjy4YbDXY6ZEMqVJKFL2CYQ9Yqe4/S4B6LaG9a7GACo9Ka+kL5Q2n8xNWB68/XIOn1zDgDIdmjIE365wTzDtgV16pyPpzGhSJlR70jS/P/eW9Lwo+pyTZph49gt1dmumYVBluMkOlCWoyiZM9ZKKLtqWoW8BwmF+jzny5ZJbRJpoH1RPmes6OHlE0mvJwF62kyiqrL9gd7aKUYMTKdLg8l3uzlt2LDagWzp7A+++zKTYUScHR5Ag7cYyrhrGTXlesVtiuo0gSXt29C1dXuNmY8/Kch1cP0UrzaPmI6wfXUX/+52J4jo5wt29ztjljmk0pkiK2Bd9kmkIbeO89mrfelFY4Hi45L89ZFAvu7t5l54//gp27d1nfOuT+5X1eb2awOofZjCzLuFYm3Py0g/Fd+NofcFKd8cef/Gum+ZS/vT5GXf8KtZXODU/tFeUXb3Ntco1dp/mNO7/BWwdvcf1pif3X/5qP3rb8jVf+BpnOQEHy/geCX49GqPEYJhM6n9SSNvHSyFCB1wb2OhSe2qZ8SK2UwiwW0nTQJ2J1mkZjaX0UxM4OZVuS+JJUqxRN15CbLMIE4bNDYklyHF4fxNMOh9WZwv0OiRvBfzvRWEQ5n7BN05jsGiau8DCY8drNFEWEzgjrt209Le2vCUQQ4IBhKB0MztCwBYpIFFtwamsXGRrXCBWEEGbIXRsaS//zUIUrtF/ZMoL0iaagdC5/VtHQBq2CxCSDndWHNVtJuz5ZNTx/7Job/jbc7a3HVwcTYgvH9RuIDXgV0DorAi7hfrxRFG+W2FomGPngeccuB8MNL+g6BCzMX1/kJ3pMPEWRqQzOzzA+ecDBAW4+xy7mXKyfsTfeI5tO6RLNVX0l8EAh3hqrldxjSGwkvi22pIxIzi+ZjaQFSNlVpGnK1eZCjKvJ2GsSlG2l3FU5KFI6BU1XiVpWyDI7B9eu8R9cu8uN+Q3UvXui1HVxIfOhKHBaSiWthy3a2YSrSnQLLqtLvnr8VZLW4i6v4K23xKueTmE6ZdFuGLsEOgdGooFiPJeCj/lc5tB4DC+9xPlIcX7+MeNkLN0RPG92dLHmNbVHczjnw+SCN/f32fvDP8SdnKBeflnef/8+85vHOETJi1tf483dXZ6upfXO0b0z/8zugTH87uzLuKeX2B/+EB4/5s74uniarozPMK6lupZOEmka9SqCgM9QkjAoaDmlSHWvi6y1IWWwDob95/KcUju6RjjOWSL4tPW0OIsU6zikY4HyNMbnna5YIRbzEjpWccW1bi0mSBbitl4fIsKtI8zv8H7d52BCc0+c+1y5qy/UwKqBIdzCJZ9/Xfi9NqJDENz0aKx644oDp3pHfutswagO8N4hXqv0tiELfxhyP8NftiT+9KDlccCGXP/ZwwfrdJANdFvnDgZXOc8wcIMJMQTjh/cy8M4jo8FndzsCH1i8YClQ2N6Yek+a/tze44s8Xu8xRGpYMPIDnJymkUXZtlJv79XMrHN0k0nsLKqUtO1ouiryTG0n3MjU+s4Lo5HQchJD25Zop6Mg+KIQbuumlTYtnVcf0yBdWadTMXa+ZNL6Tr7WWdKiEDhBa7h9mxvLJerDD4VidnCwPT+yrA8ZjaFpy35zR2GenIgYTJaxun4Q4Svd1YytgZOn4g3u7UmCp5GKIXV8zKq6YpbnUBT85OGf43CMkhGNbSivHwnN7b334NEjTn75Tf703p+yP97n8Cc/kXF++20xiPfukV+7xt54j1W9op6NKS4v2ZnuyPO89325X5+846c/xc5mPdzygx/gxmPpADuZCFbrE07OGFSSCC/dz+umk9LchIQsyeLz1EpJdZ9fVw4nMIHPhdgwz3CxM8eqXpHoRFgA1mJ9wsxoExb7lm34mTLw4A0HY2pFUCYmjBEIMsqRah3Ma/yd8mt4WJZvn/scOxDs75yvVvSsiM/reKGC2wGXVINQPpKDg+Ed7F4R9wyDDzH8bbs2GrcgyhIXDMRdK+50w3B/cE0RvNdecd33DAr8WBM83vBafx2hfr9zXUySxQcWdkzVJ6cCzho9SR9+2MF1xV5C1vYMCH9P4skTPz9KCnYd2lqUp7443bMRNBptpDItFjtge/EXv2F1dpvfG5JHzjkKk21HAmUpX77xnbJWfnYO9ewZqigYNTBWI/mc9YZx2zJ2KSrPBAera9xyiSsK2lHORXlBuSmpu5pr02tgMn7Y3ecr5ZjxaMymlYaDe6M9ydA3rRD653Ma14Hr4OqKNE1JihGX5SWPWHG8dwRlycebhywmC/YO76LbjiftOQc3r4soc9vSGQO5UNWatmH09IxiMmFnfodUpbhPToQmeHjIe8/e4yu7b+E2QuVyFxeo01MxXEnCRQ4LoLYtPzr5EZ9efMrv3v1d8stLXt9/nU8vPuXZ+hmn61OuTa6RmYzrgHr6lL3RN5hmUx4uH3L09/++RCPPnsFPf4r68Y/hrbf49du/Tt3VFCbjkTlnjxEFCavf+jUmZSfFCB9+KEUN77yDe+MN3PEx7r/8L3F/+2/jbtzgsbvi+OFDYXrcusWDoqE5PaFICoqkYJJOaGzDOB2TqQSqWkj6RntstOdKG21Q67WIXftIoFaWtmuFR+0cucmlMEgbWizayVpLdRrXVpA2dKFlU6hKHGCgSol6V2ISVGfjpiul4klfKORtR4jehvYklIWjNW0nXrpCkarEV5jp7aIfXMz/fB7Hi4UIAraHX/BaIfdkPKbpjaMHnMNDjE3J/JcaeKUhazikKm2RwILhHmKxgwGL51FSdx0pUt5LbuliljKWonqD2GuyqmiY47UOd03wBrgXvjahUiVcSLg2b8xsmBDO65aK+7vVGidkS0M4I9VbCvwkVYOxDjt9MPBBNd6xXQACsmhSEknW+N5GQddBGYOazXodA18Zo4yhcZ3gakkuHEcjeG3A2Ahea1Fgr19HrdcoFNNsyp6ZCkOg09hEFLe6UYHWmt3RrlChdNJXTyUJXF6SjkaUNOShc4JzzFTO0i2pbENuLS+vUv5s/T7T1ZTj2TGZyTgrz2QM0YwYUTbSsjnXAl8EseZHy0ccfuFL0pNLa27YhCtVM5vNYLlkc/s6o+Nj+XtZMp7twZNnpJMJ83zO8fSYsi3JZjP2gN2jd7moLjlZnfDg6gF/8eAvmOdz3vzVN/nGt/6Cl19+mWW95OH+Edf/4ic8/KU3eHAddv7Gu7z2V98hv36dvChwpz/h+JVXUNUV7uCA//a9/5Z3jt7hfvGAj64/JPuHr/C/evMfAHBv+YDun/xvOF2f8vDhH/HB6Qe8cvcVXt09ItWOe6cf8hs3vo41mqZr6Drfq4peaN4qBc6iLaKsFbxOa6mL1BcrKHTdkuU5KYaOjsZ21G2NRmM6Jx1rw1pqai+RiGDnJqXtauHixijL9WvcR1hN13jIqoviLlKZ1duXCOUFI+4cnY80gb7xo69Io+tkriNFQOR5XA9DKtgverz4pof0RsVZCWOHalKRx+Y9OeX6cHiYuNLeC4YBzPBcCC4vH+jABoD8OfzXga/d7/HcoXcMROHgiOuFkHpQ4CCY0qBkz3vrW/zZ8NFDqGTgvfaD5LZ/jrfVd/zc5uQGsW7ZsH5e9UkMtQYKW1vda+Ml+nPr0JaGXmYRJAzUCrJUBJ67FmW9Z+06XCsan22zEV6hkUksAuM2bkBplmGtJcHgzp/J/SbiiR+OD6MgTaITzstzDsYH6PVGusT6RIqzFpMY1raSRawkk30wPpDNaDzCKMXLKmOST1hkM7RzXNpNpKM1XUNqUhKVYCy4vT2YTmmU49b8lohKaw1VxdFsn4+vPqMtWnbmOzy++ISXd16OTsFVdcXuYgFas5vscjw5JlfCw162G3KVM0unTOZjbkxvYJRh3awFf96dcXuxz4dnH/Lth9/m94t9rrsJen6LD88+5LVvfIMrI7rA88ND+OM/lud14wZvXH+DIpHGjXd27nA4PkQ/fIi9uOClosBqzZ3JLd65+w63F7dFOzWRDr+jVEpttfMYKb3DEHFJH6U5ZwWrLgqZC21LkmXeISF6jMrPRwPRAXKdNBwkbLhaVN0I7KL4eX6uxXxJH/0OmQWBgxsdoAFGF2C7AHmIgVb9OnLbTKZQtRmiupgr2gYdf+HjxVdyDby+4CXixNgGfDBIm0WsMWQQg9EZ0ClC1daWORkOHH14EIBwR4+XBi9ySLR/3tAE4xnbYkO8JofPsvrFGnE73dPKht+f59eG640wib/PcD9bXjzBo5X/R29ugImF1ubOD8q2oAXxHOEa4r0+Z9wDbuxwsUFc5OMiHrBFxI9DXX4QpGm6JnbUtdpGmt26XQOSzMh0Rqc8rtZZ3GaDHo18twbLbjoXvNQYdJJQ21pKGddrWK9R87l4xlqTm0Q6tapEmCdKkVwJV/a8PCdLMq6VGXq5BIRSNFrMhP9YlpzTCtncgq02tLsLzjZnJCrhcKMoMxlf17aokxMuuaTuahpfahtKu8ky1s2V4KKbDbNWwbOHuMUCdnbia8fLGvf4MUlV8ct3XqedCgziJoqjLuF8tMdPT38K17+I+9a3OLpxg9XxNT4oH3KyPqG1LXvFHl/45BPxtp8+5d03/hMuTcsiX/CFgy8wW3fw8Y/QZ2e41QrOzlDzOWp/ny/evImbTqlnC043pxyogz7xav2sjrTIwZwJc6NtpTOGSQSe8hABxuCSxBe16IiLBmZAhOPCWvRr2HmPVXs5T+cTuJGP650Jp/y6cr1+R9QUgB52HESzw+IJbXtHbdhvz+ITy0MoYABLRvnEz+F4sXKFzxvY+AcdcUCHI4goDT0/B9sJq+hp+tMNcMKt4XB96WcA6KMBs9IzaCjA4kIY7LOkwat21tEphILie6U7a0V8xOOd0ZgqF3dOXG/QhpVi8X4HDy+SpiMQL4bPYEgC2R8g6BdEo6q3xiLgquHaw7llr1HxmoKxjp47QrUK42Kt9T3iwyNTIkvo+Y5SvpuRkaCbDp1nWO15uShc11G6hsZJW5nEJGi0GFiVYG2vSFXMZrjx2E9yG/tECf+2ZZ7PhRBfFHB0xHl1gbWWeZaiHzxkJ8tod6ecb85Z1StubgzMfMIN4ON7wtW8fZsfVve4Vjn2zkrcd7/L5G//Laq2wiqDyXPOy1OMMiy6BPen/5LV3/wGG6WZ7u+SrEsK3xlhWS/58rUvo5WmGmWs6zU3s+u4P/kT7P37khj7jd9gPUroygsOnqxweznue9+DJ0/gV39VsON798hWK1EE+5M/4Y3Fgje++rf4Fg/42tUV/PN/zt35HG7e5O6dO/DOV/nDx3/K2//Rf4T6N/8GHj1C//CH7Hzta6w7wbI/4BnzL7/GeXnOo+Uj7u78OgrFUXGA+4u/wD14QPGbv0liEl6avoS5J63H3XiMy3NRZwtRoBe/CVRJ4xtRag9P6ckkwjNuwN1GKd9NJHQfTnAKOpnCsh6dYLIRjlP9/A8dUMK6CvYgfOVmu+MxDMWHpAhCO90b2pDUdr2zE5ulqp5LHtfZ52hY43l/Xmj5eRx37951//t/+k/lhyHtCEBrqqaKRiBJkqhGFQ2E9261kgZrW00I1XO0Lw8fRD5tMMbeuIRsZdARsN4btR56kOql3sCGo89YeolDn5UMNKceHvCTxPWGtO36cCYcof1wvD/6rKnRfUFG2N01RBqY9h5DGJNYDecnbci4KkeklYkX7vG0eFOOLkxc2xt8Z61wZKHXg/D0HuubRiZaFl3eOXTbond2MP4eMIayLemcdO8cpSMp3TWD9iF1I+dUSrzVNMUZHdkC49rCdMpFeUFHx76ZSVWW5zw6Dye4upbvWUajHBflBXu1Qc3ntFjSZ2eYqyvUG2/wyeWnHE2PaG3LwuW4Dz/EhcaMaYrdF80E1zTSlPDkhNXLtzjdnAJw0wk9y1UV7uQE/s2/gXffFeOtNeXRHvmPfoo9O8MlCfZXvsb/9PH/ROta/u4rv8v3T37EWycK9+gR/5fFR/zv3vnHqIsLeTaHh9R05MsN3LtH9/ZbLOsli3wOP/yh6Mien6OOjlB/8AeyuSuFMkaqtYAPzj7g04tPo77Eulmzrte8svMK37j1DdyDB9iqivcL4JZL2dCuX8ft7sbyc0nSOlKfnDID9bY8zUXJLEBw/rnapsFlGZ3HSpu2iV5moOHFhplKVNwSL73pcNCK1oBzDoOi9nxrZy2NbcWRec4xCdCYGkZ0nlLWT3P/nuAceRsRui4rPPzQdVJ9Fsp5vePy93//9//COfe1/78N3r/leOEY7Jb82CCRhYLg9AWqTQgFNJ4W5UDU/geUprDYoE9oBdeeHqfc2jiCBxf3vf7v8VWDEEF+77YNNQMGhL98E9oA4+KECeHNsKa5Dz1CmW7/ucOiBTX8DC2JgdiscLip+HuXTWLACHDEFjHOJ8YsbPFbnRsI2oRJOIBlpOW47jcJFG3bSG2+qphkE1xb4pxAAwbB1EAmeZ5IBjlQl8L4AKg09cbdkuR5xL2stfK8E2npkeiERbbAPX4s+N1iwXlzxU4l3nY7GaE3FZyd+VbWjnY2wShIrZLCgJ0dVl4rdmoTnMnFMN+4waowjAdzx3kpPJTCHR0xcoZpNpXOA0kqusFai8DLfC4NEUcj2XychaMjMbhJwqpesWpWYgTKkpd2XkLd/ynM5zxePY7PVxmDqirywAs+OsJcXtFmHU/XJxy+8QaurlH37uHGY5QxrLpNhGh2G0M9EdWvznVcm16L17ysltLdtixl7Cip24IDN8I9eSJraDbD+cISR58M9aA+xofnxhicclEaM85Pb2jDPA4lqJ3utpKTMXLyP8e/AQ6FdS06CBvVNegBfDdYz3Hmq34NDedWfyUMoD8X7USs6KRnIgRaYnDa+sTwX4dCA9fL54UjeGM4F41oMKwa3Xt43gINcUs3eO9WqV0oDfWv2QKp/Zhb+lBjGC5HgFv1Xm/EielD+Hjt/kHF/3sv0indJ+18CK/NQJSGAeYZ7iHuvioa0dhssetiRwW0hjTdNvKux6tDA0TrebuBK6vatpdxGz4WGxpK+qQdTrxexLjWrXiH1gremmvRSG1dS2UrpqmUUWJEOWlkRtHrzpKMpKrBBXlDqf0HWYBWEYVUUpMy0Tlam9i62WWSyZ2kY3j4EJ49g6MjnlXnvPfsPX5t8iaubXmm1hzqGe70FNKU7nDM0/VT9sf7mMZJRvjwkLq6YJyOsefnMi7zOWdpxw8efpcvHX2JSeIFT9JUeKLGiAF9+pTZ7q6UZKcFzjnOynOWbsntr3yFB3rFZnlCalJ29A7l3hy9twMOyvKU1KTSD+r0lNnZmVC7rl9n1s3kuWw2UTdBPX0q3WsPdxg9eMr+tWusdcdn60fsvv06kzt3UMbwYPUoynbu5/vwR/+K/G/+TYqkYG+0xxePvkj29BSX7OH2F9iqwgKP7RXffvBtTten/PrtX+fmtWuy8e3uSoJxODdVj/0H/eVgYK2yMVJCQaYzdOC1tuIFJtpgEf5rpFMOHRcfUcU14YTjPPQ2lW+I6cL6fc5Bi/NZe22BwMLBYhj0tgtrzW8Ilp6R0znh/xpn0CbZKqn/vI8XpwcLW8YxhuGeNByygFuJpYAh+h0PiBlCPaQ5BeM6xDPdoNfUwAChtrFd/4c+S+4NW+T5KY1VPZUpTCqtNKlvX62Gu57qk1Kua+U6tTdypucPany1CPQJrp/jGYNMPKtUzL7GzcXjwJ3qxyzgpv1Or/qGdSEr67UCUFJ51OJb31hLHdowe2w6wA+tT0hZZOFE3VilUEUhAtXUuDyL3rVpO1Sa9lxk38ImXsPJCfnxEZfVJQ7HROdwekpWlmTGUB0aiosVfPopLkl4dvc6D5cPqc4qfq0+wv3lH8Hrr/Ne/oTDO78h3FjnOJwcCvm9beUBLxY8Xj2R56kNp5OEbz/8NmZlWOQLoWg5pHW3tXR5Jt7eeg3LJeuDBRerJ169qWP67Ird0YjdxS26mWXuOzE8Wz/jweUDiQiUIvW6qAfjAw4mB9D40tQ0hasrfv+N3+fcNOxdXqL+6q9Qv/d7fPjKDqnpuGMKOD3FXl0xPjykns24d3nPU+hSCgpWzQqjhYWQv/QSf3XyfZ5tnjFKR2QffEzz6iuy2T59irWWv6w/5WxzxtHkiNd2X6NsSz5qH7Kzt8OOSaSKzbYkKomOQUigGv/M5Ws7gpJOyg5nhT7VaekcEsaBspS5HYXfvVB62wrU5SmUDlB5Tte1YVVglGgWd10n69lHQh0OE7qeeDtilYsc72Epu/NOg3To8H/v2sgXD2sn5H6CRnMcg8/xeOEsAjGKvSZqqNoJRiYYljBQCrzB0xHnlF1T994eg11PKZzdzkKGw+e34u+ssxh6wYdAFYnvHdBEYgdZeiPYn7gvnIhhpnNbBlUl0l4jerUDjJXB+8KFxut2Tuq8PcwQPFI/NbBWsK6hQR2GVMEjiGGcGgrW4CML8UK0fz/WRUqN6Trseo1SiqIoIi82SVKyLMNYC3km/en9mKYqESwNaJTFKEUaSiB9yaLbbFBaeJebZhOjiul8SrKz4Kq+QrclRSP39smtGa6+4tXdVynOl9jjfT6Yd7S25fXidVHfynNoW/SzU07GivPynM517I33uFYamM1Y6w6jDL9949cFe6xrvpVuhG0wOcKcLVFVJZ59nuPmcwqdsfSe9eT9T+H117no1pxffCpFAZMjcJDqVDQGih0Mms5Z3j97n3E6ZpSO2MzmXE0VR8+e4b7/fV47+G0+S1bsvfUWjEZ8Muu4f3GfvdEem/Eh+Ze/zLce/Bnr9VP23T5fusi5eOmIi+qCW7MbVLbh8foxH198zPvTlq+726B2UNMdvpN9xttKob73PfR3vgP/8B8yQTpK3B3fgstLLqYp62bNTrGDPj2FxQKTGGFrmN55CBWCYT7a0JwwFvVI4UtwcoLucFDC6vzcCE5B1CfIMlqNFHyEwzMInHMSSbigjiUbfCitdtarscV1Li1mwqZgnbRND+IvLkSBgwIGrXRUPhvCFsYYuaLgBA7hxV/w+PciuP1zW00M3PeQiBKDaHtPid7wuueNRcBU3Tb+El/zcwYpSqFFzFZeF9vHMPAmPY9umIxyqOh5RvwpGMrBNQ/Bd/kctYVfxSsb4D5Db79t274tsROaTKA4WSetd+IpBjgVCpzqIQwgetgREhmMix3iXM71nq/p26J3iYkTMEGhvK4BPuE11DlQrsd3nUmpO+GKpkkahWRAJAGbrqHqKoquiBN+kc1x1QUUBR+ff8y7196lWNfw7BkP0oq/fPiXHE+PeaOcwJ4RD79tYbNhWS/F21Oi2sVaid7BdEzWWuxnn8mzms2YZTORGUTD5SXVreuiZdA01KkhefSI2eEe62YN1vLJ6gGpTpnncx4tH+Gc8H5zk7OfLuDsQrRos4zdYpc8yZnmU7JVyYgC59tuu8WCD8++z3Ky5M7dO1Ce8tLOS1hnebh8yNn6jNPNqeig6gSeGXYPD5nt3uKyWVJ3Nct6SdWKlCNn5+iNeNNlXpJVkqhTWjL4x7NjClOgH59g25ZiZybeZ1CaC2siYP3+mYc5qjzMp37O2huuyecbjQa4SUEUbQm8U/EcE1/I0qGcbPRB5JvB58XDeQF6+hzNsJsteKpn2/X5ioGTMYRBIvtHETnUW/c+LK/9HI4Xp6YFPd4YvMOhCz/0NAfhvlJq6wZ1MGr9iwcgNhG4FohAE4SA42QYhurBKA8HNXzeACeKXvVAIzJQPMRL9A9xUMEVkxfhu3OoYQFA2EkH8Eb07lGRRREMqLMe8rAWmgaXplIvb200SIGOEnoQQQ+nDMcqwiZDSMUKfSXs+GFTcEkCWSryitZyvrlgkSzIdCJGtG3R6zUmz+myjM5XcyVa+JChIqi1Haeb09ifKdUpSZFilGaRL2htKxhuUsBqxW4+lvbWgNvdpV7dY2dt4eIM9vZ4tnnIZXXJFw6+AP/9H9L+L/+RGPckQxU59dkpr81fRp2e8nBiceNCZA+VhqePJYFy8yb3uOQwOWRvtId68hSePuXP9X2+cf1Xcc+ecV6es//ee6SjL9MmLfbVV/nzD/8bvn7r6ywenPLa9ddiWD1OxpI08gwHtOZofIhVjuTiCv7wD6WE9d13sb/92/zZ5n2+/fDbzPM5D5YP+Dsv/0346CO6117lv3v/v+O9k/f4e6//PTKT8fH5x7B/BH/1V6Q3bvCn02eEROrOaIevjl5BF17sKEn48uwG6sPPMNMp7utfxyrF/tpi63Oh4O2KMtkoGYnex84OFik2sNZGLWCXppI78Zn3YOwUbImnDOeSgshMkc3VxNdo8GwRgzVSSNJ0TZw342QcC3qiQpyfr/H//m9OKazya9hCYh02lflmAvQ3zDl4ZgyATpO4lkP0FO1OcLhCbuevg4ENwx93Eoae47ZxdYOb/HnH0OsLHmLAVxXSmljJD/Ldc98cfXXIcBd7PjMfQ/gw6NHrs74M9zm5RfwEe+7cW8Y1lPiGyi/fHC5WS7ltUjQQ+bnaKQ/G+4fetiIhiKdoWSd9qrrOh+w5rVFxd9chUeCThkPeq7O+s5m/18QPqoReWnAua3HGUGPJ05zxpkavztCLBeztooxgyZlSdARqSxh/3wa8bTkycx8hJOCruMIzSFCM8xGds6jJWEptz89xb7/Ne9UDptmUB2kJBznWVXzpvZovvvYfS4LmmzMSp+hAGh7WG14rbsAnn+C0pso1bu+GhH91LUbu61/nx8uP+f6T7/Obd36T7z3+Hu8cvUPyr/4V9uhINHKvrtifHOPefJMP2xM+ffYpX7vxNX7v7u8x2jQ4LfCGQkkPKmvZ9cYDLToHlCX3mxP2J/vMNhvcP/7H/MvmfX7wwT/jd17+Hf6LX/kvyE/PYbPhu6c/ggUcrB7z91/7u3zzpW8y+n/9v+Hjj7mzs8P/8St/xe+9+3u8c/Q236xr2syQW4XKc7714Ft848avCp3r3j0mOzvwxhs8Ljp++PSHvMUu0725tEeylrLZUDx9RrJa0V27xr3VIybphEk6kXnQWWF5tDWpS7ciMeMTrloJRaxzNhYHgQilhDkW+dghWguMASdMFa2lS0aiE1IPCYTIqdFgwooLzpkvRHGIx5kOoj7SlERrnBKFOZUakmCYg03x6yZEBa1tY8HIIl+QO48Z7+xIya7b1p/+RY8XXyobQufoJQ6SMQHDee4tPw8DUc8Z4LCo42D3Vjwau62EmH+ddt57HOChZoidDj4jeLDh94lKtpgQQfJMXtvfp/LYkfKGFWuxdS08Tv+64FkGQxvxVtdnX+MoaE3XtVGUIlXJduWN1rRd46EIYQIk2nMNfRNIq3TUI2j8a0VEwyemlNe37SwqywTzdY5JPsFMcvRiIZ1jnRPhmkSa5MVSRv/MAmFdJQk2TXxXVkfuJMlRaWE+FEmB9piZshauruDoCGUM16bX2B3tkpksZn3VO+8Iq6BpZAwvL8mVIpvPOVmdcF7k7Lz8MpQlr4xGAj8khfBtX36ZlRHmwmt7r3E8PurLOd94g9vzmXBE9/bAOTa7M/JNw6u7rzLetJTjjGqSo6fHZPUV+0vB+zBIYuqN17moLjDKsOMc02wq8+mtt+Digm+6A36r+E34dMXD4im3do9Qa6ly++LRF9E/fR/3k/8Poy98AX7/90Vm8NNP+d27s9gR4bw65zg9RrViQDKTcdWumd2+LayJ5ZJHRctVdcVre68xTsfkZYtzDW2WiGDM3h6MRqii4MAcSKmx9mpgaRpbsITKKhAD2XQtqY/GVNuiEhMTWso7AUprOm9gE7/Bx2hwsHal8aeO6zdAUgCJC56jQ1lfmFDXkig1iczbsE618jTBNCaQq66KrWDC+gwKXKmD1l9zZjIaK8UwOinIPOUuiMVYtm3NL3K8eAP73EAPKVDaJ7KGfDrY9lgjAyH+UfU71OB3IZEWQ/5gBP3fh0fAmaDfpUXrgL4Dq7/26PkGTYJw7gFW4xA4INb5+8+zzglX0lo6b2z7xJyNavIOJxKMwSOwHdr1+ClK0YZ+RSic2b6nzkp79MQkQpgPhTVOlIFcW/eanarfrGTMPH4aJr3H76xtSRJPuVFQu46qvmS32EF3guPpJO/TFQMIKPxsvUrXUDgnhLmxSGMgyq18m5epzuLm2dqWxjZc2JpFkvR0qqaRMUyls2jZlqxNxng0EmM9H8u52xZu3SJTlv3xPvN8Dus182IukM/t2xyOpNmdy6T31KbdMM/njMwITk5IfbuaznWM0zGwRDWNlKQul6ybNct6KdVnXUeRCa7MbAanp/DJJ1K6Op1ycislMQk3btzAXr6H/sl78IMfgBcu715+iTJTTMZf4K00RV8tUXPDw0Y4sOPRHLqOm7ObXNVXuNGU+euvw3vv0VppfX48OZZWOLXwlZNCWslUxpHN56iqonC618dwIQ/h8yVtGxsSKuXV2nwXEWct2nkj5OjD91DoMsgzbMEIwQEJ6zXMX+/shNcoRPjI0os8hWosHYqBlNqqkuzzB4N1bgy1XzNGGSgrdFFEmxDe37kO0kKKawbR7Od1vNhS2TCgAWMZkI+hr2wK3NIt+b/ncFeGwHcwcPT4rfIhrgoP72eMcjBWbGlGBuMadS8ZJOKCDgEDnVTvncXrUhKal20p3EF6uTTnHF0rmqW1AtV12KYRr1YpbJbGXTwaW+c8xteXH1ZthXXW45lGsrreM3bW0vmuCsoBTYNJC5RW4k16z9kq0EaTeG5Ka1ta11JkBUHlDI2URQKFp9MoY2JYtWyXpG3KolgIl7MsRbjZL0ZZiC5GJymalAxVt9Bt6GZTRtowYtQvjqDPu7PDWnco12CcIdcprNekWjMqpjwrz4TQf3kJyyVuNJKFpzXzbM6iWKA74Za62YzciPoWVcWTvOXoZEOeZdhrR9BZjO2om5pulFB0Cnt5LtczGrE32hPGweoS5nOysiavKsFxDw/5sbnH7uEu+1eFGEZgls3YuawhdTD2WqgnJ6K69fLLqNdeg/v3ebR6xP2r+3w03pMx/4sf4E5OcEdHUNfof/1HjG/d4tn1HfZ/9D7u299GTae8/I/+E06rU2pbszva5drH57x3oPjs8jOKpOAru9e5ZaWzsDs/p8wc6Xwu5bsXF5AInAKQPX6Mns3Ek0ySKL4doC20plZiOFMtG4L1sIBTCrfZ9MLp1vZiLs6R4AtkPJQQnJnQrqXv4uyjtcBM8IcoxMk6aNpGZBPbVkR+LJAk0iKpc8LjDTbBCpyFX7+1sqzrtTTNdJLMDC2RyLIoepPprNd+9tel1QDH/QWPFyu4Hb4H0NzXLT+PPYLHMSEamQg8B+8Rtn6PCkIk9MT8AZ47xGEiLhpe4yeGCiITWig2Gh1l0xSAlpxjuDjrpIOqQsUqJZwjRZOZxLfRwHP0FGVTxQ2lrCuperIWqzWlrUlbvPSa6vFJ5/qwu20j9hRKBmsf3hvfzqYPzWXi6jwnTXMpvQVMUVBpR6aNcCTXa7pUuJVBrMUq8X5Tk/rwPY8Lp+wqRo1l1GnmOy+JxqdtaTJN61omOqezNbazktmOe6SLOB5ZFj0D7Z9lSUveItQdo2i7ltzkkW/b2Y516mhthatKiqRg01Xo6YhkNoPLS+x0StM17JoJbErU5aXMs1u3BHpazGExZ8d1cHMPpzWbZk3mPeRUpxhrWFOSz+diQDcb7HSCHRck0ymqqlDGcJXDabnikIbWtpysTzCLa+x+8AHzy0uBF/b32bx6h8vygo3ZcPiVr0CWcdZcMkpGjN5/n7cPv8JOscNOrVCjER/9/ZvM8zm7esL/+Xv/V+q25mZzwa/ZX+OjV3a5+9X/FHd2Rn52yc7eDk88v/f4u9/lzekU9bWv8XBssdNDgRo2G5wxLNKU7qWJdEeoRP9hp9iRZoS3brFqN0yyCdQ1axpmrRS0dEoSy5k3iNGw4iKPNEkSrJfITKxFlaXoGmgPGRnZbA0G3XYkIAUGRgy01qYvFvJreQgl9GE+dHiNiuCkReOihEI4YKeEllCNbShbmTO507i6ksKKNJXPrWsWLoOqBevLrvM8FjI8D0f+IscLbxkTDhcEVVxfThrZBK4PjwOGCoPk0SDUcM/dvLUdw/1m+KAC9BATV2qQrNLSq0oPzh2bGkKv6OW9O6GTqB47BmmZ7SX2hKsq2f+QaDOIpqqzlhRNV9c4YyK+2YfBFj0IfcKGEiAGDbEj63DDEU1NQ+LHSCsV8dQwaY1zpEkaS3d1mpJo2UxSk/ZaDP7czvcGCwIeeZKjqzWovmVOokXExXVyD0aZARVvAPf4TUD58ykclZI+TMW6oykyOluDoy928Bua0UaqoXz00XSSeNg0G55WT7k2u8b55gwc7FDQFhmZ2ZXiAfDFLAlOK9G69VnuRImSP46IeSdKPDSdpqJ3amvGKoOLC9HInUxIc6nOmiYjXtl9JTIn1K1bqJ0d3GgExjA+XzFOCtSyhAc/hNu3OUmkM+0vX79OnuQUaQFXl3B5yeHxIYUp4PSM//TV/xmuLGE65VzX3H0K5+NLHnPCKBnxWjPjmTbiibZt/MzMJKjzC4FPigLmc9wnn1DfvsGqXrGzs8OOLwd2ScLa1jgcdVeTpiljlQmm7Kv8QuQZFOICYyeGzk0l2LmvMpSGmsJVDVKGdN4hyXOZY0niBV90XH84t61c9XzkGn/9HNQXoLoAB4bfa5E+DJunQmGNQZtRXxGmtWDWwxZNwf6Ee/lrY2BDGBAM20CLdJig+pmkVsRAXMRchoO/ZaSf82qjgQ1Ed9/JNSS9Io6Jo3WWjB7LicmmYcXIAJoYQhSq68Do/j2Adj0mi3O4ppHPVApXln0nV2el71EkZsuCV3jRC+tiB1iUktAmTGhfBaOT/tGZgRFDsSVlqJ2TttDKRwxZRuLaXvYtlNUqFStvwliCZPtDwg5r6ZTrM730yl6ALPqhuHl4ln4RmM5S+iyzubigTGaxtYhREkXEMLL1DIkA52QJiTIsbcfj5WOptQ+fk2V0rhF9AN+gMfNUNoWGro3evlGGymvJWm9QjDa+fBJMltG1a3CtlLL6RVeYnKRIYLNhgoJ8Ru061N270jIcJAy9vJTntNmgTk5gsaBaVDxePUbffJNES7JmtLMD9+8zXdY440V2/uqvUI8fwxtvcPbSnP2PP+HqIOXDsw85nh3zmp3Tpq0IvWQZ7O3hkoQiSYVbOptJZBW8MaCxDZuupDhf4bIMlabUTU1u8phgTUoxvD3U1m+4WvXrRyav3YbstEalKdY2guEaL7qifBsaVC+iEpyDAY0w4LVDe7GVPxkccS0OHabB+gzrOFSgtb56qwNJ0gUv3Dsdbdf6/IkicX3zxr82HqyFiIkG8ZFI+NW9NFlAYcIDDwkwcW4dSj3ntitvxLwxwetKRm9sgMOC6jsCDMFrJR5ra6TtBQEk932dXJLQYaPRiw8TnwirKsx47DFYv+s/eyYGNcuosoQEn4Vta3RVoaZTHEhDvbaV604Et82SLPax0p2lxVeGecwoTPLAVgj3qp1Dp2mfqNKixRoMB3VNbGAIuCQh9U0ltfJZ1sQQAJ3g429FGCE5UNciuu262MY7T3KME4/RZVmftMOhG0uXGLQD03S4Z88Y7++LWLdXkx+1wNkz2oO9KGRikMy2G41iWFo2GxFtwXHv8h5f6Q7ZUwo3m3HZrJg/OYfFgno25rPzzziYHFAkBRkZmXXY0ErEb8q1rWPhRpEUW55VSopORrjRiE/OP2FmFbs2Jblc4hYLWtfR+aRX89INlvWSvdEeydUV3L3Lhxcfkx0suLOzA13HPM+Y5TO48RIjau5d3uOH1QW/duuXpD3M9ev8VJ3x34y+y1d+7Susm8d8+wf/Lf/5N/5zPj35EYeTQ77GDZjN+OTR97moLvjqwSHs7aFWK0bJgv/HB/8Vv37713kl34X33kMdHVFsao5n11i1a0n8jUY4rRmnY5LGc1obgUXUwYFnmQjkFbpmxGgtKLBphc5zHw16B8f1alZaa7I0641e56KQDlr7XENfup4GHeVQ8RccoUFUq/BFMc8ZV+GAD5a08nkI/5xTtHeCHB2Wq/JKNndfAdbaNhpok+TbuaHP6XixHmyoN4a+a6P/WaGih9h0TZQwU070UOODVX2NMRBLWMMhEoLBqNIbE4+1RrxXSXuVztlINA6FA7GSRak+TMDFMCnw+/qwXmEmE7k+39dp026YFkXfD75ZYVVC50NbVRTSNiZsOHnuMWFi765Aq0rynMR7qMqHUdoYj2GBU06a57meYxzu2WrxFCPhOsuiEnwYt1AVE7yUsHmErH2K8FgVRHoZQWC5syLs4WCe+y6qWsjloZ1H5w1wkk3AieKUSVPs8TXx0LWBa9do7JpNkmD2d3i6fMw0mwJQuYq1WzNpFKlJMWhmjcJ1NbWqpcvq+9+Bl15ChVEv9gABAABJREFUjUbkudT8k4ju7O3FbS6qC8GTbUHq0h53b1syC6gEp6UM1DVNv3CNItOZJCKB4+lx7CXFzg6bttxSSnu8fsz+eF8iodmMs+qCtVfxcocvo09POZou6FzHg0r6YAUB8ktXkr5xl6K2vP444Z+89b8Vz/DBA/7e/XPUzn2++cVfp9XAp/ewp6ccjA94un7KH72sGZvHLIoFEwvvHr/L7miXMtGoL75F1VZeH7VlnIyxk4lQtJQirxpcWYp37pz0VktTzHRKlwreH0pHQ3JXqW1BediOQoddN4IuQGJ8tZ8/V6yWdBC6cAQOLYqYPA4qcsEGhCKG0PFiOF+dc150fQA/Al3obOCjTe0cs0wq2ULlWVY2EQ5TWjzrEEF9XscLVdN6/nvEBofeoFJb+Js83ICX+p+V3qIxBe8XwOl+C4vnCKG083Sg4CHjVZ0GHWKHoLnFYkzqJ5feVrTyr+9vT/BRkXYzTNMpylZy3UptXzcOnWUR33Gm74Qgt+qTVjp4qWZQbiv6AtqzMJzWgvWK24AKpbE+9NJKeZGB3nDiejGMeB8RunFRUjJIztHZiFc7iHqhIdsa8DpjRuKJe8Mf+x0hjIUewumnhRh6yQDP9TzWpecmlyZ8JoO6phhJqWpZlTgcRV5QrFquza7xKzd/BTZnqBs36BZzCuvEyzaSPElMwjyfR+F1qxI/7hp0JtoVwdMxRhI/g+hGoXBtA21LZgxQyQaTSNVQZrK4sSY6Ed5rVUnI3l4xSSdiDLIMplMpqR3vk+qUKRl7SQJqH9Vo/s3ZX7EoFrx1+3XUxx/DjRuSmPI9o5a25HJzyY3JBNc0vL3/NrvFLg+XDyX87TpI4db8FjslQImbTmnQ0t1VJUyTsdznZCJFAsuVdIm4do061eSjV4RNkGURw4xw2+CQ9Trkhvc5iWjsnMN2fTsmO2ASxKRzgH38OoidjX3EpIZ2I8zXcDGDSDZeYfDi6COvXplPci10XkUr6nD4tTGAPMK/vz4e7DBxRYAL5HvnOvFWA0fSSHM0MX4/q26jEAMYFs3Qq1XRqPiP88YDxVZfHn+iWI8ckhwx5Og8FumrmZSvNAl8QFU3sS03EA2sVgItOI83KqVIkzQmfwSnHSToXC9CrPx1oiALqkY+1A/iM1pryWY7JxzV1sZJIGIrXhDDnzsKKA/GJ25OqL7k0T+PWPvuO9/GYgj/1SnogvYrCA/WigiP8XzetmvJvD6uCUYUmfCx7TUIDu/Pn5SVQAXGUGQFeSKEedZrWYB7c8q2ZOPVq15Wu6j793mjOICXF1yOE8rNKQdqInqsoTuDURSdQqUjWuVoAefDQessrW3FS/X0uiIr6DwelyChYxI2lara6p5htBhknYkkX5ZkaM/2qA0kNmF3tCu4t2dQJFoMftI53KNHwo0tS7hzh5P1CVf1FYfjQw6V4iqxjF+6gzl7B8qSVb3iZHXC9cN3cOfnqJ/+lBtpij24RtmV5CZnnIxZ6DH20Yey2dVSVHC2OaOhYWJGOGNYtxuarmFRiCfbZgknqyciu2h20LYRNspgXYRwfWsdP2d6Y/TnIb1Q9h1KvmMUGz1PmZuhmWKYx+A34OCI+esYJsVhkPQOn+e1o6Pn6Xp70VrpRp2YhLap+88IjpO/nsDT/jyNK7zott1DwWUjkmbBsIUma9ZpEQMByZg7Rzfoo666Dqt7YxSz+N4D1kpvebFaaRHXcF4tx6uqq/hgxKiEBIdVxHPmOhVDBjL4HrcLC9MEukh4wElCY0X9KTWG1oTrk2tPnGTlOycShlLEEJgTxG4A2utyajwP0DeFixtGwFyNoXW+NxL95G8HfbiiVuwASw3jIok3mWSR3K11X/boXMRXgweQ5Rlt2/gQzRtxX3dfu5Y0SSlrESLZGe0IDzic2zlSnXiKXg15Lp1kgS5LMZ4PTJaxqs/ITEY2mci4X10xKltGk0OW7Vq6wradeF5XV9g33qDePJPERZHx8Ooht+a34OIClc7EK60qkjznxC7ZKXZkI2pbXCfSkuQ5m3bDaSkCKxqp1f/04lOBSkzK8fSYhcpkI2hb1Hgkc6NpmOmcNE8hzVDWkuKhm0ePoFnBrsLdv496+WXWqiYzGfnhIX/iPuWPP/1jvrr+Kv9B9yrcfwQPfwJf+hKfXnzKsl5y+PIhr/yf/isO65qDX/5lvv/kh8zyGbdGI/STJ+zceJNVu+JocoQ5v6Ddm3B6Y5e90Z608p7PSZSUhp5VF+zOF6w2J5RtyUqvcHsGvXnKOB9zkO3QaUXd1XSuI3GJlEtnWc+WGBg549jO3ocl78BZ37/Nb8CywQ6iKR+FuQCl2p4GBsR8CQopB0dyOY0vGkh1GvndFD1uiiNGcUoJzuq63iPtrKiq9UUKCDUr8Mn9Wt9K2n4OxwuFCLRPZEh1UBpDc6dcFAWJFRUhEWVEZSf13pAYgOARKUwIz5ws+oKEzrlo6MbJSELYkL2uKoEMgkdiTMTIUp1itd85ERV3kiRWpTgfOrrQ3lh1Qv/w+gCu6ySE1EbwvNALzPehChuBDqIwg4jGOosKWpn+D1ueq9pmSwSptuh9+wy7Ajrty3j9LtwNdu4Yznos2PjuBpGZ0bYxiUaS0HWVFEwoE8VmdCpZ6TCuogUL+WqDnkiIHNgUQ+3dVCW0oa9TIKOXJRjDFSWTyYTGNnS2YlEsqNqKJBPFe46O4vVNO8NsdgsePpTr7LrY0lkpRVK3HIwPYotwpRSqKCBNqV1Ls2l63DTLsJkYRNd17OiCeV7IorfSQfUL+Q38YEE2ivMQ50g6WYzKj2MW4hlrMXXNJlOM9/flPpMEvvAFEbVRI7LLFRjDa3uvkehEZA/ZEZHvJOEyV9wd3aVzHWVb4v6z/wwuL3GXl7x2+BrpuoTDEdy4wXSzIRvtclFeUKc16uoxRVJQtzXptWuormN3vBsLVPRyRZ7mbLqNFJgkBfvjfYpOwdkZZrEQ/rOT4pjAF1XeIw6dYKXldYvVKpZnCxvFxZZKMUll7VZyygWPMRgyFEGcKRi1wCYJxpim6bFZby9CBKY6iw1OTefbxoeo0j+WzIhTVLV1tCku2AscJBqlRPNWBw526LD7ORwvVE0rYn6ePoRjC1cNCaZA7g+0IW1SIcr7Ci8HESfBWozWdEp7elMPcIeHGnfXEGb40DFwX93gIQNxVwtQRahQCZ/rnIuKVcpnO8N9BeEW5Wvqh0LhGiWKRc+F7OKt+hYc/u9xvMJGMJh0EcsM71f0SRkrkEosNwWc7idjL8UWPIht3DnI1gVs3PiChMAHBkkUWIiFGtp/V0VBo0HZ1vc3sj3GjhMJv0RwttYJrJD6sZ3lM7kE305ZK+31CVqoKlyW9d1bw70bIwZ0NmPVlYySkSyadY0yaXydccTkBW3LKB0J3axtCUpqrQKVyAanmkYMtjecqqrktUrR+Yq4MKdq23jpRiTi0gIpaCOZ97FJ6YxDZTNMKzhqkogWgJpPWdZLJnrCl4+/TGMbliiS2QEKRV1dMVE5NB2jfEGZNOTZATQNaedgPOaqW9OVSw5qTWYtbjxiWS/RSjPVU58Iwus8FHEtuixjlsrP5+U5y3opzyxfkBWF9BzzlU7WY+SARJDGRDnK4HyEI9IePQQWor3wub1BUH1kE3MB9MyOsNboIYgAdQVYIm7e3g6otqVTmpYWleTC2vHJSbLM5xNkXcROt/7zn0/WDe/nZ8DnX+D4/Ipuf84R6to7s5VO6rFH/8CisfPAvg5ZROe2kj3RGDQNqU4lOaZ1b0yCQTJGJkr4SK88FYoWhmrtQYRXQ2/sfRiD1uJzO0i9UG9Q6sKTrFWaSkhvetX/IRUtMSZyA4dfxuusmiTZ/lvAjlU/Zp3rpCGhb+CmlDRvCyyMiBvZXqg73F+YVOF31tmedA39QvIbR6bTKHJj6avflPfutW9a2LmOpWqiPmlnuxjSDT0N7eSzm04qoEIyKlmuSSyM0zGTbIJWmswiJbhVJdlfpehwdImhcvJetVjgjo853ZyKoEklHNLodXhCfXjWWZKJ/kBVxTCfStrWbNoNJa14u1lGpxxXzRVuPkPv7qIWC2pbx03QKsd5eU7VVTJmmw20LXVXs6pXdImB01M27YZnG8nM8+wZaedoXcvHFx/z3ul7GGMYPzphmk2lbPbsIx4tH/VrpCzhiWCjK9WyyQ2ubXm8OeF0I+dHa9TpKYWVKEUhG1+itBhX7ftqeeOoRyOK1nEw3qdICs7Lcx5cPuCz888o84SuqrBNQ2stXduyLJeUdUnnHGVTerocUUNDoWIUGjjnnbMSkYQOG0ptG5jB2og46hByGzzH6GwM8O+YgPKOhWoa0VhoK/H4lYrrJGjLBqcrOkYDI4sKazTxjtyAmvg5HS8Ugw2iuInrgWyHI3FaSvq8IWtaSZA4gDyXcj2lRNCj67BFsQW0O58tVihaHy6Hyg3nkzxO+WSLJw/LW6WOepwkkIyFnL1cCsXHtzqRPmIekG/bGIJgfcsKXz0lNzTQj1QqhiAQdkKZUCFT/nxBxfMFDCGrGb1uZJNKtMEF+QMtcoXGlxtqa9nYilobMpNRJBmJx6BJFCUt2mnBg9sWlSbeU5BriUnG8Mxs0IwIzIF+UobkBG1L4jPAO9k84l4kMmFr21C1FYtshmoaEudIlODhD+tnLOslmck4dAnjyzX6/Fy84t1dmE7F6DuHrmsxis5R5Zp2LOW9GfQRxXjMVXWFQtqsJ9Np3OREOE0Wf1tkEWvXWUbRthQqx6Vp1HrQWrM/2Wddr8WgW0SRq5VnkTjHsZnzqJGWN7M0hbpmNJ3GTc7NZmRGMUpGuMtLePQIpzWLY6F7HU2OqJqK6mBKuXzMm+M72NUKV1uq0Yjvn/4YrTS3d28z7axQ0oBjNyFLs+jF3dNLXnr5Zeg6buTXqFwrhPmmRZ2fc3/HcEhGdrnEPX0K14Qi566uuG4n2MkNClNIFVkH9XiE7UR7uLUtZVvGsmiJIgKjRLFuVszyGapuJBFcCctCKUWGODbW0yGNLzXWeR5x7Zjj8DYiJM/A072ceKJKKTqjqNuKuqupu5pZNpNCF29AR20qfeGcwpZldATqAAmEzwnl9v59oeCjta0XyRlLCS98rh7si9Ui8LsYxkQeKfgChDyPiarUIpljL52n8xynQqmq720eXP+hTJ9SkXupnCym1vPYtPL9v7SO+NEWMB9C+zyPLYiVGfRK15KkMx7akJLZ/r1bil3PG0oPgwy92eERw//nwqNhX6PEX3OAB4Yev9ZayoOtlPuN03FfmeVc9OCdcyTO814H0cDwmoawRNzdw+fi6JTACrHwwCeKaEU7oFNOSnWbJvJ0lfLejTEiF2gMVaKoupKd0Q6LYiH9pZQR1avRCJqGblSIl9vVZJVIIgaPdxyG3oGraw4mByQWsI1AADrpQ06tJSGlvJbpc6wTp5RQqPwcLZKcxks5stkw0gaXZHROEjaVksaSRhm0MRS1bPhtlorU32Yj80kp1soyWsq1f8YlN77yZfTTE9z9+9R7E+bpFM7PYbOhOT7istmQzaekTtG5mncO3o7sFC4vOe489EHFTjpFtbKJXRZGsHedopuG8WaDms9R05x6lLE6+4h5Oycdj3F7e3Lfua/eKkv2zT7Lasm6WzNeNTCbUdtGRFBaGOUjaltTtRWzdCbRpFfZypNc5o0X51Y+6SmyhUK4EjYCgtvnuYi6+GRTKJD5mbVhLcZ5SCysSR8NhVYvqZExV3lOkwXZxKDjAZn/e3p5CZMJrij6RJ3PCQX4KOQnQrSG7ZPFn9fxwrUIgqrOkJAsFRgq4qp9Lyx6qTT/0Nzz53Q/8xtAyMid7WLiQ/k0ZTAgkSJlTOR9Oj85hrKA2xVjXmXLd7+NZYPhUqCn8Ayu6/nGaXHhq96T33qIgRfovQDrLOikvx9ULA7YMujeyGcmi4YzwCoBHoli5IP72zKw/j7i8P7McLseOw9YpMcxizTvdUHTNGK5qUlJE+E2Ky/GkWlNoRIJ1dOUxmQUWtp4dwayZETVltE4ExYwLpb8hpBPGUOmNa6VUD01aT+G4d4Gm98QF9+6L3yk1HVRYMSpZitsdcFYEGQWpc49JA5TYyQs9ZBRojR2dYHWmtnOjKvqioUvXd00G+aleJEBG1zWS4qkYKfYIWktar0Wh2I8lpLX83OBDLpOqrEARiNGiyOS1qITLWpYZYmuKtos4en6KdZJV+BSJ5j5FKMMZbMhVSnu5AQ9n2OMdAbGORor5dqCyxpM0zAuxlJWHJ57wLi9GJHySaVA7veJBMn8h9yAd7Cihz+cYYO5vAUVqEAHk7xMEPFOTdpTDI04UZ3q10hk+1gL6zVuOo2OQSh2oWnkywvUmDTFhRyOV4J7PtL8RY4XisGGbpCNbSJmE7HSEA4Dla3RoxE6l50xqGOpUAMPsoAHClbyy56FULc162Yt+A8937G1nSxi//vO2p6ihBjmUNkRMtRR+zVm6gMWOugv5Hr6xxDU39r7wqTxIb967sEFDx08OF/XJJ6B0Nkuhi/PHxYnWLEnv2trfW2BSC463SeOQr8s7fGw+P+I9w4m+OD6w06e6mQ78aVU9FjYbEg8XtvQRRw6sY6krFHOUSmL1Qp9eQnf/rZQiC4vZSGfnWGcSCd2CE6plHwmec663Qi2G+hcIDqfypPXs6yXygsGoHsuAxw2FSTp+PzmZ3G+WMTj+0WBzVIaz8RIVEK6qUnKGt05qrYiU4l4711HZwxWa6wxLKsl7uwcV9fYqytmH96X6rTZjO7oUPRbNxt5bnt7XNVXVJ3AE8payeJPJjCfY41maTq4dk2M7ZMn8NlnsjamUxHhefIE1TSsbYU+OJDNC7goL2IIfFFecP/yPs/Wz7goL+Smf/xjKMtetWo85qq5Ek+x6Xi8eSp0t2fPGJsiOkXW6G3qJWxzVXGx/NR57588jyY1FrKEeTbUJRismbCOVNNAXff0KuvP5KsK00b0efMkj7YlnkYpgRsHvPlVuxFh9arqucg+wRkW5LBE9/M4XiwGiyQ8Mp3FEC1y0rTBIIaqSAuUn+BKa1ya0hiAjjRNvbBKj3uGli8h4xjONzGTOLECgD0sVgAiBNCT/j143nXSn0r32fMABThfbeJsKMtTMREUHn6QSpNzugiPWL+Dal9NAsTMc9tJc8MEhdVaqr2UkjYYOJT1auxasD4C3OEnc+zyORBY0Q5anygQypja8rSfJ5Fb58MyPyZb3rlSW1ljh4v8YWU0iRZeqyoKXCCIg9S2n5+jDg/JqwqV51TTEfkv/RLWaDbNhnWzYtp0sFoxLgrYlIyKkSxS12G8166UApNwVS+ZmRGqrsnTVATM8eIkgySGAho6sjyPSS3nE3PORwcyLvTzQAVPXTZV7T9be+oWeR5D1kxlsbw26Sy1aUhKeTY61SxHBj2Ziw5C02EePsJdu0ZpK+7u3kV/dk82hSzD6Jq98Z6UHF9e4aZTaiu4YN3VfPfJdzlZnaCV5qW7L/FVcxM1GtHMJ/zw8V/xtSca1muKV17h/WcfcPesQ19e8taNV3jaXXHQCAZ5PspZuJwuUXQXF9jr16nnUy4359RtTZd0TNOprEdjOMwPUfUFjEbUrmVcWZIsQxuR1hQerG/loqV1DyE5NUxmo7BpirNdFIChqnB5TgcCJzgbn4U1GtXZuAZ1lkkE6QRyc20rUIPWIj5ejEVYHFF9y00mGrSjkbQ36oQzjta0HhNe2w2jvR3SuhbB9LIUofWdnch8+bdFyf8uxwuFCAIX09i+eCAYWdtZMEIads6h6kp2LO+9Gi9+UtmazHmOovO6AyYRnlvXCcYWIkDvrSRGbisYmBC6AoR6EOC539PTnAYheKR/ORe9uli0EOZS4Axmma/0cluek/LXygAWSZQhSQTgb22L1mnUFlCe/qND0iwYV2N8yBxobkgiMRgRAK0Fm4w46vbhAuAfdSIGlBXnItUmPKvOWYFb/OEry2VUlU/4dR3pQGuC8Vg+P8siiVspBas1ejSSii2AXRO9EZQiteBQgi0DedtJNUY2UPny1xnKHrXSJEBjJJtO53svOdmcXVnK+OW5hJxe+Sw29LOWLuAk4fn4Rab8c7cB//YYeGh7InQ+8dJQisRHazM1Qls4UyWLa4es2yWd7UQ1bH8/JkdH6YjcSHhPVYlQeJKTWNHmfW33Nb6Zvo6rKp7MRvxwc8Lrk9cpTi/4qrqBy89gsaDRsKpXXN55Ca00Zbtk1aw4SA5wbcvIjFjblmW1ROea6a1b0eEJnYGTspbnkHst4dlM9GFtLcngNN2iL4YqrFhh5cKc6KuhAi4a1kxgIGj/DANFL0AL/unHjdApWYO660Ro3vSzOVEJbrMhywVLN561kvgEaeg4rJyDPOd0cxp1IJRSqKMjeQ7rdcTQq64icMc/r+PFQgRhPPyDDOWv8isXqRxbnDStt3qlt7aNr4n/hjuMk4y61rqnSf2cULAvS/1ZQ/uz190b1SFxPlx3TDbRG9OwMJXr5RAjfSq8P1Ce/EQNoHpr2zguMaMfvODwFbzrAda6dX/PXX+AX9Twd+G+6DcUkKSjHRiQcJ+hTjwkAuRzVFROUlqk6kJSKdK/jMGNff17lsUa/nBdia+YsllGp0WAx3kscyvEb9v485DHGHjJ8XkoJdSlRIotdCOwSodDFYXg+t6YqraVJEmo4IHn7pOeFTF8doH24yEmB16x3xPolfBltdJi0OsahYrwWGqEVkiANbT29Cr/Mb5KMDwTowzXR0e499+Hhw85L8+5d3WPe1f34OBA8NhEeqqlvmKpbEtf5ptQJAVNkUFRkGwqisbFXlTlKJXXpFKenCf5VvcOBdJd1q9XmyY9+R9iwQDQ89kHE3GLJzt4Zs5vLGGsYfu1/hfxOvDPAohaHPJgfal216HbLqrxhVxHKCkfRqIh2gwGtjGKOlECyfhuDqGVfN3VfF7HC/Vgo9ehwbom4nhGGRLvtTj8QyrSKITrqiouZEvAabznNrArEZOlD02CEd/KehOSOdsGWsLsn33Aw7+HN4ddOLwmJMAa29LiyIpCFtagn1FgOARFrrDjSIQlGffGNlgs2mfbo0Sh9zQViPKWn3hx4xhO4iTZMoChqVxoKYMxDHvXt66L4xu89niuwebifGjWD40PD31L8UbLRpiapK/08sYjJD5cKs/IoHGhDBZQdY1NkxgZBDV5kiRCPoRxAFKd4poqwhuqacjyXChBQNmWLFgIvlaW6L0dVvUKh2PRNH11n7Xw5IlsAP5L2X5ehLbpgXnhByVWJQUDKwvZRydBaU1578fjfLurDr0SGqAqCkm8NI3cV5qiraNyDS5RkBSkCH4aJBTz+4/ha1/j/dVn/D9/8M/43dd+l+88/g5/eu9P+c2XfpPXzxXq3j30kydM7u5y7bxBrc4hz7G7u3xw+RnzbM7eZ49x3/0usy9/mcmrr3L/8gFHdszUZEzyAnt1JWwNL/YSqYpak6ucy+qSaS5FDM4YKU0PDoUvde3ookOllEJp5XUIBg7RIPcR5rN0Qh7MbSPjbZSR5PKgN5cabHbOOZn3VYWyliZLRCbR0/pUnktk56GhRb6I6yNgyptmQ2tSRvv7EkHgqLoqVj1+HseLM7DWokLWczKJYaFCRcMb+0IlUmGCEo6rm0xwVkSpg2yfDh5QOFSf0Y+Osg9VgiEdYgHOTxphFTx3rWrwfogYZ9CkBQ8fOBfpWsFzCjoKCoXzvX7kDXarhju01A6f4WISKRUOr7G9SHgweoMJGa4rHOHe8R7pUOs2jIlTKlLQhsmsGLI9N/HD3wO8AX24F0VAAk1OCX5mnaXqatDymsTjkw5wWYq5Wop3lGVcpo6kSyRB0zTUysaSxVEyEmjH2hjuEbB2JVzIPGhDJAk8fiwC07Mpp5tTjtwYHj6U9+3uklxcUWUNn15I623lHKtmzVV7xdGtW3B1FQnpQunrcF4jNLPg6g0W6LIE1Qq3uutaKbF9HmsP4+YcaZrT4dC+VYs7POSyvsLZNTtmJImV4PU/e0bmE5Uuy7BehlKjSaoG9+ABny3g/bP3+Y2XfoPf/ONP0f/hf8i3V+9zsjkhO7zB4vYb7Ix2ePXeA9zOjO7Gdc7Lc3aLGbNVySgdofb2cL/0S0LTeviQ65uSzq5R47F4zknC4/qMkRuxKBZCAVRKNhClmOfz2EvLdZ20YYcYkWlAIQ5DiHYCXBDGZqspopd/DPhq0I0OZa5hTuNEm6CzHVaDQnRHgmCR0lo2Bs8VB2J7IussJs/j5490Rmkbn3Mw6M5KAUpdoy7PsMYwm80obPG5erAvFiLQOlKPYvgE0bvRSpPqFO0kRA2DHTLzw/JQnIt1+moYwj13DA1r9GRD9tH/bljJhdo2rOF7bN1i+1BGdCPF6CqtYhfOcF+B0hRwpxA+/Tw+bBQwDqG7x1iHEyz6vD/n/RBv82dhEz9e8ZqefyxDJa/nX+ONe9ikhvcXz+ucEMFrKShY12vWzVruqaoE0ypLSXLMZrjdXZzXHUi0x89Ho7gQFYP67+D5KuULRlTkUFujaY0Sz/SG6AXoK+nmeplaysNdmhvHNKMcLi85Sne4u3tX2n0/fswEWdgP1o/FsHi4IC6ouiZr/VikKarwi83rA8dCEG/8nVJ9tdHg2UXaktcMnmZT8aCUkigtz2mU63tNVRWshQFTNI5sXYoG8K/8ClVXcWt+i9+681uwv49LEm7Nb/Frj1Ne+sljNJp/8cG/wB4eisZr67sY245lveTTi0/5dFTLPL66kq4L/z/q/qxZtiRLD8O+5b6nGM54x8y8WVlVWahKVHV3NagGGyTQNDQJEpDEUQ800kiYyUwveNGP0QNMpne9yUQYaNADRZpMghGDIAxCo4HumrpryLqZeeczRcQe3J0Pa3DfceJWVVfd02a9026ee09E7Njbt/vytb71rW+JtkAKgQ3+5SWW9ZI7CJebsVLyqCiPdm5PCW4+Ly0/UP6+hFtiFCYLz6mQAq8njQ6ExUMGcamTcTuCU6YR9iAzjdZikVsAWJfAhGUqFsIhiSaIiLWCfY2F6E+8i+PuDCzRnEZjXpn8U25eG/yVIZoSjPVIQMZf5KFyTmLPq0353PtkYTV+pcE7bLQKY1V4k3lCFbco5zJsTnFbDc3LEFMhCxwwasWY6b3h0Ov2vfnn7F0ygdP+78sjzru+l9i28Wjl3kxDVjYhU5vXjScEDBNX2KgnaBoO4E3karjCxe4Cu2mHxjWoyCONI+uSEpO9W99y5LF/z4X3r7xO/fP0+il7L8OAZssUvS+uv8AXN1+YqBDevMG92HJJ6+UlcHWF1rf4/PpzNnQpcYFDDBl3lUZ6qakxiuiKKd9DDIoUWihTJAv08FwwHop06PVTYH0D762x4BQnVnPSJJ/cJ7ZbS5h+tnuOrurw5PgJ2hevkb72NaS2xf32HOEf/AOEf/SPsK5WeHrxFD/cfMabGTED4nq4xuvta3x29Rm++/K7fL9l9ZTqE8fITI56ydVxurkXzs1sLRVsFO0DZ3NXPufK98uGU0o+lnPbyuQVO1VjacbY3VrLAPJ444AdKM5tUYbjziV2j2prnGOvt6oMp6/duwvs75ampTt0cTjkpJaG4gagS3hfac2/DCLXH2dOpyr03Eo+YW8yFLuxQQTF66WBNSK0PASjCJW4kf6tsGxlpj6GYMYxAjNjFqmo7tq7BkssHLiut3nq5f2bB623HeNtY6XjEbIxiVI7rhxlIphXppoN9n0CKRhxmxKoqdBvL7FqVjhu1sD1DeLRGrtphyEMWITBqGiNb+CuLrittXPwUi+v8oU4OZl7OjK2+lymOAGJYYhVs8LT66eoXIXHZ/eB3/99vPfkCV4uG2ymDRZfvMT45H00w8Qtqx88YMK+hLuvtq9wNd7gqG2B3Q714hjbacsqb4sWbzYvbIO5Hq5RU80lpXFCUDGY7ZYX79FRxsxVvLuquE+VdCB24mRspi0WvoWLCR3VQA1MTWUeunce7vgYqapwOVzhvfV7DLNNhOuzDlfLhEd9zx75f/FfAH/wB3Df/z7+xlf/Bv677/x3+OD4A3zt3tfw5+79Ofyzz/4Z3mzfWB7g4skpprBG4xp0b655c6oqYBgQX7zgcmDH3X1tfknDzRLmQhSqo6xNjTZN4BoAjSEbYl0/4g1HgnU81rlrc9x79AiMpfa9GedSJD9BBPULTWMCrO8XkGmQlROFOSKMKXC5tnjjFFNWvHOO4RP8WZIrRLELqqETwNnoVWK2Ksf0o323iwoDmStBaGZMIyEbcYIplScgk/jlQcUYAZczn+mAEck6taLkhNseoyWAUsZjg4hQWGEEqbg4T0Qd6FS8rocmm2b3vmf8fURWCmpb6XqbZvdQGsAye2u96OWYUjDYxEpAhdalXQEIYGK3tGDW81WJ4GKETwk0DHjUngLbHdLFc9ByCReikb8vew49F/WCvcj1GlepxyAlsz7B8MiQogl6m5cs40AgdBWX0aqx/rX2Q2B1jKvhGq++fIaPlsdYOxZ3SYsOu2mHH22/wPPxOdKzP8I3738TJzcT6J/8E/wH0wJ4/gdI772HN/fXePryu2h9i3Wzxll3BiLCvfoE6fIS56cfIb58ibBqsEkD6xc0DVPPZG5HIhM56VT60Dnhi+ZNuvENUKiUMaOCoaYpTqgS4RoDxv6GoyPRMUBKWDzfYHFxgXS+A334If7x03+C5Z8/w7IesRyv8V/92n+Fv/Odv4N7u3tod4xr/6UP/xLOU4f02WeIPfCqJlz0F3BnZ7jpb1ClhLppgCdPEIXv7UAIIWQjKuE6c4KZDVQnIEnlnm5EGjYlJOvcEYJ6/tnBUecpVRX6MKD1TWaPTBOmWqQ3U7KkqVIvSRwXnacxsT6I0SrVk3Uu64Joya0ovelcVkcvarHDOEqn3DT3tn/F404x2FlGGjDvbhZmGi0pwwYAzHuchedADmXN2zn83QQU4a7+7jYsoMwEFzmUKKvNSqPH8AZBk0S2H8giM1xKK9Bc7q6J4hrs74XaD5cC6u0k8+qDVKOllKwU07AzuXdjC+i5hCGg/7koRiAlbjRT14YPe+czRKMGWf/I5lYaV9vdVfBGx0PpWilxW3ItdJCJTilZ1Zl3XMtuJl+xPWjhQzIlpAzRkGnsAiK+7BzSZoO1X+CkPcF1GtC6GkcDIb15g3WzRuUq48q+2LzA9ngJfPQRswdOToDzc7zYvEBCwqP1IzxqztAME9bNmnnbx8d8ja9fAyFgM26Qnj9HmiaMnvAm7bDzrKivGroaGUxxsnJlrcirXMWZbQBDHG3ua609vMcYGBMew4j+wTk+WwS8Oq5ZJ+Ozz+CPjvD59hm6psOXTr+ED08/xIenH+L0izd4vH7MiZvra3zrwbe4imyzAX36KejTT3G2OEPjG1aeKkJz1a1Qp4OFWpLN75LB4kmYBMU82d/YY7lOdI3oeyG0wMj86pCizcvkueFljBHBOURp0qjrgjfi3PrFYCt13Mzxyt9ZrvNUzOGSTmmc8cIRfFfHnXmwZQKnDNUB8N+jYq0wcn4qHqYqcenbzfgmzIxtPqd6psiwQL6YjAXtQwRaGqufkxDCrgcF5gvk697L2uv5ytYXM2O+//AFY9I6bS+VYSUTQsv8Gt/kmn+iLLathkkwxJwYjMa1TcOAtFgw/UjEr1l5DPZe9cJncIqMR4zBoBWTP5SND4ohapvo7TarKJFH7erMXxVVs4Vb8JjudlZhVc4ZE17fC2goJQv9AgKq1Yrby1xe4rht8SpusUINev2az310hEW1wLpZY10zbPH06ilOjk9wvvyYN51FB9oRjpojHO0i8Oop0tERurrGpom4GW44OTUMQNPg4uICZxcsm7hDwuc3n+MBPcCD5QNOykitvKsq06+gRBjiwNAX+JlMceKS2wFs7GOEmyb0jp/5FCaMccRnV5/h5fYlVs0K9z74Tbgf/xh0coLYf4FvPvwmjp6+ANEW8Begn/4U3/72t9movtrgFB1GED+faQKurkBXV1g0C9z0N2g9l5emYZxDM/J8bS3qvJX55py3tWDPK4nBLHISlocQWpvOVRa6ZyfBOYdxGm3tVJ7LvnUN9cPWBFlCDCCXNWHLstsEYIojd9PYm1OztS6HgwPSBO8rYyl4xYnfoXEF7hoiKLiXs5CvCD8SYBUzIFjH11nrEf2vnAj60FxRVFCG52q8i2vQ91jfHzVy+rmSb+ccyDtrJdxPPYt8KCGbAA9mFgDghUUE5d26cleU16322jnm60n2uQ89GmLd2CjJnxkZexzhU96tJ9FPIBLKiuBMeg9pt2Gj5z1S12GY+plGrG5CKUm5qYyxnofUQ64q7sCq2gPgyUwCVdxgRBINiCEM+NLxE/iYuK4/cYmvdgx2iVsnV9esmpakpXWJYedNGQjITAsdT8RcEHCxu0DXdWj8CpgmnF0m7E4i+vtHOHue0NcOm+sNWt/iK5cOePxVvAhX+NGbH+GLqsMniw/h/tXv4+OnT0Hf+hawHIH33sONm7D4h/8Ui9/6LbwKPcNXn3yC3/v89/Cd59/BRx//b0EXF0gN4eX2Jb56/lWmjIUAd3TEmrWvXqGKEW69RlwvcdlfIqSAdddgqBxe714jxID1D1+AvvIVnv+bDXZHLBK9GTf4/qvv49HqEX7n4V9EbBv87X/2f8HJ6Qn+9/SX8eX/4f8L993vAg8ewD15Ajx5Avr61/Gl/+v/HfjWt/DT/9XX8f/5/t/Bf/jxf4iHVYf0ta9h+959tK7FMkbsxh0WySP1A0JKoKaB10pDAL6qrIml1/Wq62WaEHc7xK7DlAKGMHBr7sSGq4IUrYixMscEuXQ9yRrVtukE6bcHLpFWR6eGRxR+uCfGt5uGy2FjiqDra9B6bSp0mAJ3sQijRU5J5pFxvsU5SFVlIlSJElKdC3lu2Yxf4bhbA0uUcULkgTbDoYs2cpWXJoFy0qboOgDM3f4081+zobSQE1Y5YgftGWn943PTQJsASigXj7V2da5yApicTuBwXXe/lEn7SQVKSg9NCyMIoKaRfmAJK7/grHQgVHVtD547HRBSXRmFJcofLScMpRGXcTKVI8HOCJKMkFA2e6QOTspqVew8ta1J+SUkOPVOiTAlDpO7qoNPBATGFRXGQEqZv0qEqm3Yk+8HpIsL+LMzpOWS54WOZQHFlMUQZaVPSAFjGNFWrVU/NWjyohEvrfUNQIwPbsctHq0eod30SH/0z5FevsT50RHOz76Ey2WFP94+w+69Gv3Dx3i8rnFvcYyEhGeXz/BR3wMXF3hw7wHwgx8ARFgfrTHFCdfjNY7+p/8Jp9/6Fo7vHeP19jXeq1hDAkdHuBk3WB8d8Tis16gkCuqnHr1LaK63eLg4xVQ50Mlomxc1DW52z/E+jnAyrvHx/d/GP7v5AbY+odv1+Fu/9bfwt/9/f5vH9uKCW3D/9b+O10/u4/ef/z6evvh/47/+T/9T4LvfxZO//y/w3/wn/w23mwkBeO89NBXBTZE3o8UZ0ps3jCM3jUyavEFHSqhE8tNBNlRt267OAQTfJ587PsfI3Q8EclAWinK0o3JXbQlnkRh1vKKuIY2orF0MQF03V5cTMSkAWPoWENnC2tdwKWGiZO+nwpPW7+W2SFIpVkScf3aSXBryljZO/s/MAHmfeq9Cxi/x1URJtF5T3kmR8Zy3UTRKo2e/KgjiZvhUCASFcdVzK+VIfwqWaYkqgTGsV7ueWw2N1kXL6+aVEowuUlGVK4Hku5yf83MzrUSw1MTiNIrh6h/DgOXvKlbCTRTn9DSLGqTKi7Q1iw1f8dB000qcbFI8SzG7xjecVPAe0Tv2QsaROYfjyD2dpBuD4X2ymOaPTGcHQOLFlxuvXZN4N7qBA+CiA2I2RDo6whh3OPJHSNcvuZ/ZyQnfx6tXOAonWJw/wYvNC7zYvOAihymakA6OjoCTE7zp3+DB+Tnw9Ck+fPIxXm9esxbqNCH1PVq/xIvNC5zf/zq66IC+x6JZsBxhSoirJWgKhns+v3mOD+ozYLdDRcQ82c2G2TbLJbbXWyA0bEC9x/sP3keXPHD5Gu71a/z1r/11vtff/m2g70Hn53jTc/uX33z8m3BbsLMwDKDra66cI0IaRzTwiJEVztyWiyjgWd+2IkJCECcjsTQkFPf0JnrOFMRgbXxYB8JhwIQUmX9LzmXNV8psFX1OTuaNtjOazcki6ishQT3U4TIaXtsaNAiZW5oT4HUT7bswTYiVAyUyJhKQGTjzvM4Be/JLHndI08IM8yz5chqSativsEACJwxmCa0oPZGgmOHcW9Nz2s/CMJQc1UO6rSBCyRqNUvYHNUCaiJLPmdCHhkDahgbI+gJ66GSUPmOczWR8MsWECSxYfYusLcbOgQApsWUlr2hGdpq4a2fJu9UxZpEYb/euxtT7ysqCFXtWlTLDmytvk9Xa9ZSPlAj1FJEqh4CEyrOxXNQLaVbHbVi6qkNXesWBQzfleyp+N8VJtFYxh30gmF/RbVTb3Wi4B1VdkufaNx4+TnDkMC1ahO0NP1bnkO7dQ/jSh3DDCHr6FPjRj1C/fIn3zs/x8ME34TZbpMuXwEJ6fD16hFdpg08vPwUdf4jzcUT1+TP8+qNfRxonxMePgbMzOBrxavsK33nxHXx48iHO3/Q8ttfXQNtiOj2GT8CyWWKMIz69/BSPHz2Gf7Njw3p+Drx4ASyXCMuFUNHEq6sqPHZHiM+fA8OA1DT45F9/Afylr+BHH52irVs8QYV1vcYHxx/gWz+4ADVbTsydnoKOj/Hs5hkqqnCCjgsKlDo1DFyqXddIomcQJWmpXqdt7sgbv7JlnD7HGK3tujk+AGKUzsfyfVOa5DwZ8tN8iRfxFyKG29SB0bYzZbJZ7YlCaEmQPucc5xJ0DcbI0aLka6yoIUpTUlch6Nwr7cUBG/OrHnfY9JAMcyHQTMSDgIwdAvB1jang0xHHzgc5aSQ7MoBcRSNGat9YmXdbeEbyghlXxTLN2EtiovzepO8vzyX0FX0Yqaos4+kArodfLBAQMKWJqU3OoyYtE8zGK3lnUokzY6vGCIol5Qy7Glhtj1zeu2q9lhzEWc+vlHJoKp5I6S2XZbc21SL3QLrCgCpGLOoF6hdvJLxlRam6bdHUa76vWiCTtgWJJmgi4oQREUbH+gFd1aHxIqyN7M1YSW7iTbcPPZeRqjZp5ZkhId1EO1FAmhDx4uYFVg1XUaHrgE6aKTYN4pe/jDfvneKiv0DrRzxMEf/q+vt4uH6I7fQK/+iP/xH+80/+c7y5+gwhBnx+9TlOt1ts7p/i//nd/wc+Pv0Y7V/4Ki52F3j+5jm+9ehb+B//6H/Es5tn+Gvua8Df/btIf+7PAb/5m/iDF3+A3zz7BPXnz/GgrvGmWcMPI4fu4qXSkyfYhh7DcI1vnHwMfPEFC9QslwirFbY1sBk3uB6u8fGPf4zUNPjSr/0anmHEVefwsLmPR30FOnmG7Scf4+nVU7zavsJXty+53Q0I13FEt+jY4CShL2mEJfPBCTOgIhHdMfCUshYGEXxy5jCQ98weGXt4qmy9l8VDla/QUJWjK+e4fxkC2qrGhIBFs2Dan3MmPITIBjFFicbA62+K2Vib6JAm88z75fnqd5ycTJ6TrBRGK1iJMcL53LmDzUKh2PaOjrttGUOFnJmbJ6pUNUrbH3vhpu6Hg0yJSjMPtAwV1fipFzTL7heGtdyTEnLYrbsaZ8gzrOGSeL+CF6oxS0jcjWG7NcMB7xEdZ9wdOUTivk8Qg9b4xozWIZzHNpLytb3X4WTyCIRQS/jPiYIcajmi3JG3MKwk4xCRuFRVNoYJ2eu2zVDHE/l9INZaqMaARc2Y8e7sSIxkjUXdGrwC7zEhJxAcuRn/Ed7DxQnH3bHxLD0AqvzsvtWDqXSBymuqcq/0mnJhOXI4brh2fpxG0GoJv1gYVzKmiHW9xhhGy0J/ePwh7n3/p0DX4Q8XZ1j6jpkBIOzGHeIPfoBuucRvP/ltLPwC7f/r7+OJYJvuw3P8xff/InfJ3dbAf/vfYjw7xpvdG6ymFdJ2C7pmYv9Vc4Wr9YijR48Y+9ztgC++QNd16BYLpBjx5h43gDyu1/jey+9acvXx0WPgb/5NIEaMnvDFyz+05ovHZ2e4OV3hcvsGR80Rzroz/NHrP8KHxx/itDtF7Rxe9m/Q+pa1mYXuB3letobUOBWbm3nUMn/KcnWdM23dclcHdid5ngnE5b2Hm7gkVRPCy3rJ558m2zAtalN4ixyzBsAcW4vkFGqQzzluoSw4rjMvHRplimoaw3nKloG1lVKDkFlDyOd4B8fdtowBX7iGsGpglTRsDc+IDFPUcKQM//jDe5ig/iyhBzEMhs0i46g6SWYZ68Ls7hcAlEZYDWtJI9O2NlS8zzBnQDpvymUS5ZbgmBtXMxzlplL+LI2nc4xhyu+jbBA1VNuhgCvkM9772XdI3ASlZVHak4ss7h96rgL6aKrGGBG+KlqppGjc1kjAMHGFlievoCqSFi1IKK/Jkn3Km2Z+yw25DOdIn2eS8+6xVWpX24IEgCQb3RRGjGFkr9mxxxtiwKpeASK+/NGXPwKur3HUNOiOn+D15jW3rnn9GvcePkRsHaJWQZ2eIhHhk/Ovc+VRvMCzLuDFy++BiPDk5AmwZaEbtC1O21Nu49LU6B49srYlEyJ2E2s3vBTP87hawTuPRb3AolpgVa/wg1c/wHHHm8d1f42Hq4doXIM0jrgO16hdjbPFGfzVNZ43R6wv4GqkzQazQ3MT+kdFdHghZC9QxxSFqpo8S50rlqCS4gIN073QBvW1snuGIxJaV1FkkxhaiAT7N4Es/1Iycjx5SVrtYbV6beoUSPmrXrZ3HimK8JKOAWXql0XdeHfH3RvYPTyFM3oFfOC0NTaHezGlTEwvDEbptQIwY1lSMID5QkRKmRoFAe0Dq7BrQm0GQ6RsfBR7KlvCZE/TgVYr5qlCxFmktYv6fsb903OXHmxhNPUeta6tvFbdFCBes3mkfl5P7Wm+GZXZeKeJOMpYVhCvlZLwTQUioANTKyFljd5p4oSIQDPV5TVOug6omGeLmxuk1QpTnNhDdB6tb63S7Hq4NinCdbMGiZCKCaXoc5WNoypqwssFmhJ74UZYLxYJEhC0I6/OpZgw0ITtuMV22sJ1zpTN+qnnTeODD0DjiF+792XGPV++hJ8mnJ+fI3z1q4w1/vSnwJe/jKff/qqE4n+Ivxzu4fgPfsglsh98gMv+BtfDNVeFpRbwI7d9qSp8TPfwJm5w2V/ilXBhX128YqoTEk7bUxBxIpGurvDhyYdoEycKQdzh9Wa4AQjopx4Pu/twL18jxoijxw+YRfH0M8TPPsPXf/3XgX4AtpcgIizaRe47pgZIvFf15s2QjVLIoYNPALzwRyOQXJEE07c44l5dyr5xhdCRcKDLOahrgqHChBBHUIzoiT1WLQDaN/ZWRh8jqPKzjVjzDdB1o3ZDHbdpYi51mpgGipwLUJhsxsV/B8cdYrAscuGI4Hxj1RdsVAmkFT7EpZeRWKqwbP1hCjm6U6oJSMmI9SEFuKRYL3LL6zLMFs6p816oIrV5XlbZId+zC73VvS+pQeU9UsqTzdrQODfTSnVJ6WS6ARTXK+cuPdPSa9WJMcNRCwUrBweqc38yHoIC+JfxKF60ZMHM65b3jnvSiWyAcyJRjTvLwkXzdlFV2IQdt7JJCds24rp/htQzje3J8QcgANUYcJwakJSGDoG5sp48zusjaeUSMHZNhmfku2m7BW5uUG82oPfeYyEOq/ZLeS6Um9T+uOvzLDarJia09Qqn3TGGOKHzHUIM2IUdnr55ik++9Ano4hLYbvGjdouT4zOsqhVuhhvEb30du3GHq90Vfvzy9/C9F9/DN+5/A//R8tfh/k//Z9Dv/A7iv/vv4O999+/hP7v3HwFvHDA6hEct/vmbf414E/HB8Qf4yj/8Nzj7jd8APvgA19MWK0r4yo8vQRO4u/FXv4y0WEjp6AaLH36KNI6gkxO8OG3Q1R2+PK2BH/0IX3nwEffpurpC2u1Qty2eLRLouMLRg2+iDxucUs1aD95jtVxamWkgIMg6S9MEX9eIw8AOC/i1GLjAxJGztt0a/cSylFbC7Ul0kVsUpefkrHDEIqNiXqq2QQlDmWgQQTjfWbu49lXOH4CdEidayPbcnSa0Jlt7uq5cXQMpctsfLW2PES1VDOuVyfR3dNwtBisiFyQLGuCHUYeEAQOXalI1M6gpMfGZkHFaaHhM/DwoJasEKXcgBbw1HI8EREfwrrZwyEkoozu2PviYuOleiIF1aH0FjFMO6+U6+L3MBCiN4L73Z+FtYTj1Hex97yV1CuNqoVf5OubQwmwSlJ6ynN8BxjE1OEBe13vX90LGOl+nnE/HXylcfY/FJMm9qsJAnrUGqgVWzQpps0FcLpC8dJcYR0yVM0GZpmqAKNnnYYBbLXK5JhGmNGGsgem4RXN2hEXFYkFUVdiOW2NdRKnqmfF/Cw+pHFvbxBRPBNB6bieSBBu35ygVTw8fPsTCtUi7HTx5LAJQNWv0U49P7n+Ciio0vsEXS4fm//h/wKpZIY4b/Nsf/Nt4kW5w8uUvoQ4J/uUrfOnkS+jqDifdCeivnOO74RnuDxc4jy1w8QZ0/z5fl/d4iis8cks432CDCd3Dh0jHx+inHqfO4/6PngP1BDx5guuzFVbNihuFCi/28+s/Yg4oSYlyk+EcDsfJokWXEmJVYaKEKQxG6dOkqeLZBDBtS555TJE9VRnXKU7cP00ZH0V7bBVxsrlWeoeGVmXKFAHMPqDseVa+sklqeRvAYA5O5mZIzBLluuEK5lo6JBVV5oSot2vz3aLGd3PcqRaB4YCqv+pZVEQrhfaNBAzLganvEJBx2ZS7ViqvUkvdLJBQFS7nuKY5ZfAdRJz9lMQKlQZIDu+81JXPk2VUPEC99p+709kEKOAN9X4LTU3FHWdnK4em/KOfd252XYfGXj+rSYASn5qFa+qhahSAInqQSAFEPLYaHUjSYFWvsPQd0sUF4jSxIIg+E12QooBVuWrWkl3bYesYePJG9dpN3Kq67CwKwBZQWYiw/8c7L8IdPE7eObiqYj6w99x+BACFgLZikRcAJq259B172eCW4HRxgcbXaHyDk1c3+OaDb+Irp1/BcXOMf/nFv8QXN1/AO4/3m3N8fv05Prv+DKMn4Isv8Lg5x73QoO5HfOqu8ezmGYYwcCHI2Rnoww9Bjx+DVitsxg0qiaw+u/4MOD3F1XCFzbhhg7HdAssl0sOHeLV9hZvxhrPkREDf28Y5xcmSgNo9gZQm5xwSzedtaQD1cDIH1LHI2Hyy3xvsp2NOxVxBhgexb2SRHZBZOyIS3ehifru9f3tbP2R0RF0Xeb3QDPqb3Zfwb6HCScWcN0z6HR53i8GGXD/vybGAQ4qg5RK1lshJW4cIIHn2QKfIXWGrugKFiFR56zbZDxt4atkDCQETSavnqmYqDhHGyiFJ24fGZShCGQup79lAti12047FR8ihQQU4MSRqmMsSX+egal77iSo91IPSclH1mpxmbdWTLI2iGL5DE93OrwZT7+XA5CmNZinoPZtsCu4DomiWP1vCGQBPuklhHbBHPKw6XPaX6PsLdL7DEbVAv82Z6GHgxJojXA3XWLdrVOMEXF1iPD3CSA6ubXKk4RwiEnxMqMYRJ+0R1s0abtcznUk6w9aLBXByggkRUyg4xMUY8IIkgxGsUEH4ujbmhfeDacIHxx+wOMt6Bb9cIo0jeg8MKWAxJsTNhsPXFEH/+B+j/egjpJcvQZ99ht/5m/81al9zSfHVBZ5tnqHxDRrywE9+wjzjpgE9fow/fP2H+PMP/jyO22PsnMd3Xn4Hbd/iyfETHAN4sHwAfPEF/OPH+MHrH+C99Xs4qVaIjcPn15/Dff0JOxiXT3HanXKd/psLuFevEK+u8Od+8zdw0XPLmc24wZlfwaUEWq9xPdzM2q+jYqNchQhXtYi7HY+bRIU08brS9ke2kSeYhgYgWKkWaCQwcwM50hvCgIq4VLrM8Ouzy9xU3giVAaOeZC4IIJC0qIf8XvNaoCxSQyDGbscBrq5zfoEyYJfAyVAqIrTS2djvd/erHHeqB6vJGMiO4R3jOVESDzFMOXtJ3HoCjkvdNIMIz+0dIMaxqzrQhrOvEcA6VggEUODqJmoaxheJEx4zsJsI/bRDKx0nQ2I+J0kIRDFmjwAcGinvtKRr5YRQxo4AzPEmMcga6ji5DgDlJwHMjeSMzVCEMDoprR/UgSGfGVvxEHRy5ceyD2Ugwwe6oegzc4WgRhJxlDjhfnsGhIAtBcZsdjvQbofpvUesNVDXCJ4bER61XGGFJSvma/QyIpikXEoJPQJSRQjTFiklrBYrbKqEZX3OWq4A0jShqio438KlZKXQzuUyZ70n57gMUjVveWpJ5JCQ2RGOeZ11SNwjDQlumlB7Dz8kpB98l99zcYEHJw8Qv/1t/N+Gf4Fvf+Xb+Pq/XqD+8VO4R4+4KuvBA/wHL54ALwGMz3D17/8VHEdZYus1Ppg+wBN/BgoOsWnx9Xtfx+r5G+DlNXD/Pn7v6T/GX3nvt5E++wx/7fwvYiSPacPjsXALUCK0nrsID8nh04tP8fj0MdbdV7lNOli4pvUN6NUroE3MAwaYFyxUqgEjdmGHtuG26yAw5TBM0uHYMfQg0AqNo1UtNp57xiVAElteqF6aECXORzjuVlL7msefPOsdCETHTpeHq8VTBRtRLwmxhIRIQF1Eel6Mf5JCmFAU25jnqYwAeb4kUZQmTV25QZQsJC2rf1tE+Esed+vBCpE9CWYKMWSKA6WCAmTZP/UsimwkRs4wWpNDVWdXLw1A1BBx1h2TcpYRVIhoOzN+miUvh7Qc4Jloi4UTeSGX0AHtc30V4igMvB0zY7gHD+j4qOeoxrXY+dPeOfLHDuy+BZNCv+/W5wATJzbIYO9cqmCkGFjrK7ieq4y0F5KTkDQCeLR6yHXsRIhNDUqROcSKrcm1uZRM4SuK56lVXv3Uwx2tpC6eZpg2VKxbQv/SwFp4mZxh9GwwgKT4bUHVCQ6YwoTtsIWvPCpHqLoO8d49vD5jI9XFAdUn38Dmn/8DbMMW/uFD0AcfcEPDGJEuL0HDgPSNb+DFdInLmy9wfFkB77+PNwMLkxORlBE7jDSCNhvWrai4VfcX/Ss8OD0FfvhD+I8+Yk9tmrAAsKsIA0W4poID2QaiHXkp5bmJmpuIBiRe5CkZ7OErllbUue8Ej9TnW3K2CTC4pcwXKPSVUhJhcaFckUQMACgxFGNskCp3biDBbUFcdKTf4/iLeY1SXk8KjakOh1VZCl4880ALFg3FmOeazvTSsOr7dH28Q+MK3DEGGyFGwjnrr8QbSB4UM6KA1ULrwNkAFn9M5EEekiZyohjuqKpVCSalppgMgKykpWENYPqXivm6YgKV1KgS/7S21cXDN7xIldPViy0n51sHq/Ac1auX45DRvMVV/BkQg/zy8O9K71n/qKe8/57E0Id2f9WyYrdYwB0dMb+5bVkghgC6uuINr67RT31+3mVoL+W0pN2Ep5C7D0t57GbcoJ96m0+M7cUsaVlWCVLOJBN4gmsOwAksofCBDb14OCqavZk22IUdJge4szN899V38WzzDFOa8Gz7DPdW97BqV3BnZ7iuIrZx4JJT74GTEzyfLvDZ9WdsNi4vAe+xm3a4v7zP1+V4DK9H6TjrPbDb4XxxzspklXhS2h2hqoDra3jnMcQB22kL7zy6qptR2fgZshOT2tawWMP3ZbxV9xiAbTLs9Utysox4nLMiAdM51rVRzD0ApmtbzjQ1vGXi6tZrup6EF2+4uXNwPr+uHqatEVkDs/m+P89jnLV/1/ld4vgycX7+Gv0ljjvvaGAAtrjq1oBQlXX0QTknQiYBnioTBQERE7UBy4YmImmUyKLUSiFRwnkMAcFxS+w6IXerrCp4LQ8kMlGL7HHK4CpEIB624lL7D9IpRgWIsc+Zf6DASwETsgBEKSplYD2JN38Lmy3H0mCJw+NcHrOJX7xWZldneGtpZIXRAeVBFtjlfhUYiJC6VjwaB9/32PmEFHZcvbZaYfSEKXCNvtPn5HJLjyQJr9T3QF2zAtLUswrWmmGFLjqkq2uEU5E/dJVxq+u6Rh3YqDgNXcv7SslulmLk6iHvEURpqRJWg/M12qpF7Wvsxh334koT7rdrnCxOuPOxA+4t7+E//sZ/jM41SJeX2IUdXHB4vnmOZ9fP8JVHX8E0bvHB8Qd4MFTAGff3OvbHWP7B94GHDzE+fogfX/4YV8MVjh5+Bafth8B2i69PE6auRR96bL7yBMsR2LgJsY5Ydx3cFNAuTzCEATU5nC/OGfsde+DsjLVWfc0FDG1rXmpKIgquymjjyFAdEiJJuKztrtVhkQqqKIUbpIaXyMqaAWUmzPMAeR7KayL6TgIZVlWuzHPecb6CCHCcq1Ec1uv803WDbCBlgs8wWJurxesmk+rcLIrT9VTis+/auAJ3aWBTgi88TDO0jkCRO4Sy0eKdpJEQsUI1886s3l8FJWjPCApnrhTN7tMEBCmp9A6hcuYRlaH2ITwyFX/nL3C3spT6IEsWgD7k0nCxl50stDUOoGwyqXivndN+tXd9Yjn2jel+drb8OxUftUUGhyFN5tUnyfITmFYzRpYFtHYoLk9eAmFCMFx2DAM6wdvgFAph2GaMI5KrUGvrdVnYuji8c0jF0lTxbaVXxaM1RtGxresaODvFINVO3nnUqDBIG2Y0uVbepZz8MCxdjHdy3HsJgfszJQA9jWicM7iha1t0vsUYV7whBeA33XtI3RJT1+Gnlz/Fe9U58PRTpM8+w8OnT5F+67ewevAQ23GLVc1sia7qgKvXcE+eWGeKH37pGJWfsB4umb616UHdMfo4YqgSFtGh3u6Ye910SDdvcHzMr+9OOKwfww4xRWxjwqpZgsJgjgp7j8mE0NmD5zlVyTMzBbjtdibSotFAEBxW4TSr9S/mpUsJKupOzrEymKyLufeqaxU5YaVJND03Ecjr+iyiPcAkBq0lTN8bqyWyyz3LRxgOr2tEIUi9rgKOrECWqNP7OvT3X/W4Uw82IFl9vu0QYlRBOatnySg9FKTml1gIpXxZ8VkUgyFalSkxx48oi07st4Aph09x2Lcdt4a6MPIHGQGz28jJMINE9j3h4joO/X3/fHbNB+CAlJJNIhU8lhcEegGAZAaSZs+Ae3cNYcjtTVLuMEDgBTFOI5IvBGKqCslxNVBnYWCRQXYVaBitK0CQ6ptaDJxd/2xM+Rxt1ebNieY6wZSk9LGALyBNJ6mUiUxppnKvNCNTLSOpoWvb2XXUcOx5QbDLabJ2N67rEM/O+DnUNdA06KqWPUpXo3U1SBJ/BKDe9ny+xRnGONrYqWGMKWJKE/q2QUoS6cQR7WIBjCNaItTNEhgnNDLPhzAgImXjppCXGB6dl7ONWtYfEZlYi86XAOW/5ihLKyT1v5L3fQvDPDBPD0VdCbfXVGYdJHh5Nsme1957ZR5omWyZDNbmqLN8x16ENpsXwMzI3sVxpywCDePswcRoAtU6co4cAoLdsC2AxJnJiKIUDoVQc5KaYiidI2MqLKTLO6CjLOowm2jFMZs4+8avCJFn58DepDpgpG9RqQ4Y1hlrYO87Zx7xviEtjCwAk2krKTR8XXqthfi5gv775wnBwm9KxEYwZdhDeY1aOad80820RT/1aOsjELSCjZ9/lGuicURaLbEdN3wNzSrfkywo8951g5WwFQCoba3UEwAzHPQhSFWS3Y+GgxpaOrL6IsXtdZGRzB9Vydf7r4aReaeLhXWHcClh3awxxBFptQBWC9AH7wPbHdD3uN+dM/Q1DKzXKl4kNhvQboezhw8xLY+YEpYisF4DMo4AcNlfWhfe1reouxXcZssN+aaKYRQJtevVUjZCuU+B0fR+TPuCMsVOJhobYO2hJliV9l4rQ2XGzA/AT4VRK+dj9iSTwWDGO9XPl1FfOZ8BgQezsP2+8TPvuzCydmihDMA8erkOU4bbd2yKuWeiQXi33itwxx6sNhBE31umEzFy4z0N/XWwivLWJOo7aS8R4bTmvu9BdQ1KZAOkQHoSzI2kCqV8KAmw0kEIqG5GbM+Q3tppy91f318cJhlYYJyKUxmWWUIfBVTxtrDfPiu/U1aCnS9/eTZG3mMTe9RUo6aa8WcNy0HZIJWTXL1H59DAA9RAE0lWs41kVW6AJDSGCam/wWK14vcT6wBUrkKVCNE32I5bOHJoj4/wavMC95f34foBmAKCsisKGIaAWVGIGoRR24CQejtSUjkMrIGw2wHLJWi5lE7DecEROJripyPnSyw6Q0RwIcENA4e+dQTVlRWr4PVrpPfeY/3WFy+wPjtD7HvEtsXr7Ru83L7El9vHiM+fg/oezx6t2WC1ARe4xodpi+psBe+OsW5WaAF0NTMudC63zqFZnGFbbdFcbpButkh+wHi2gOs6S/6gaQzzd+PInnoEG0vNU+gMJKZYYRzZYAlda/91VR3TQgFC1iYwY1hEOknni/5JyvvOWr9lUlnXoiZ89bkpX3k2/6k4tz43EWZxiaMyV3SgJe8xyUol51AVa9gBGBNXZwJsi2wjMEOs36WR7RzOfBfHnWKwHJXyog8ErgWWrHEJOLPsmHyMUGSBBQgXv4iNDHHdthhSeI8QeKGY6Em2HDlcIEISWTS9PvWCU8ptLYAc2ugiKA1R3qWRJ1iaE5nVzO6D8ealUQ6LDo4bMpyghyMyqlv0ubzT6G3CHwQRq+DrfSj+WVz3zJAJp9CMmlK15PNG2E/cuUB/HyOLGqebG+DNG3R1jW2148x/jBiJUE1A60V1HgzZqIFLpdJRsaB0jM1TkjGx7rTye1ZGEvrZcskGpG0RncvqbbJ5O4uYpIupwB7W5VUTbTIOBCDWNc+lmxsMYYDrGvj2Prahh2tZv+xscYqT7oTH7OQE8Ysv8LC7B6QEV1U4X57j6HILeniG6/GG781lEj2NI7dBkfFsfAPUozWSjGnCCAI1lRkwVWbjdkANQIy5KsUuJuaPOufgA0cGrmkwTkNmuOzNvVlkIGNd5gRKmGHf89RIxtaKGO5y/pZe7y2nI+aT6lrNnWRlHcRkhQUlE4Vbo4sHniIgOs66JirkRqDmoRNBZQ2zs5LvMcN67+b4U1HTQoxIPkuUQWhbsInieKIUu5lqXS4qKVtsaiH9w4RKNOzlXTLviEAxKew1CVdiLmwAshEvOaal+zrz8opQ1jzi4jyz5Fnhnc68XjWuxSY5C8kgxnQ/nClDPOTJXV4PwJn+W2GOy1VlNkaF11rWYNskl0Wvk001A6wtuLwfVWUeRfI+G1EACAOcb+QZEZb10oykdszN8E8xznIEKkLMQ16+eLmKuQYkBFHxmuHLxdjFyDCARhwpxkLFH0xiJ8bzvPfAYsFiOyDWtogsk9dSjXRxASLCsOxQHR/DXV7y86jrfH9HR9yiG8iVfUolJBYzURiNQIirFaYwMuTiW4xh5Dnvma9qkV/xPFX8xEYoMacXUtdvrXmSzrG5wZrNQb3O/Tn0luNQTuFtNEGd36WWbL5k4a2XzoA6G3pn+rzBXvskjBIeW9q3/rJB5BzL/pzQsdD3lPDIuzruFIMFwAMbAuDyJJiQEMOImjzSMMB1HQ+Oc0xOdg43wyUqV2GRmEJCTZPpTTpwlEx0pezxo4ZCs5RANqRwhYHdgwdKA3lwoJVL5zLPdc4cyAIZ6cDkKd1f3RgORSMzowzMGBIlVmmQg3nGqvwebxny0gNR78G0LzUbu4ddgoCKKqknl5BNKmKICJgCUtcx7CK13Q7ExjbGWwtt4VveLDWMoyIZU9yT3qtKHtZwM0yxHCdzd4kwTcwqqCDtQlz2xB2RNZOkccz92kRTQeeWJSLBNf3VamXtypNcc0JiaOLiArRcYuw8RoxYnJxgcsBuFFlG73HpPdLEnXWNAL/b8ecFWrHnTcDVcMUUsTBh2bUI5LKKv3SDUE8Ve2Nn55GNMCR+Vo2vLbHJ0yna/ZZzQ+dHLM7Hz+mAT1cY4TLpXMpK2luLz0TAdEC8zy2BKLFxndJk61ZphTlChMibMv1qGqfsfRdryTB2uTfVPC7voqQs6r1a0uwdHnfuwQI8KFOcDL/bTlsAgKsWrHP65g0nE4iTEX3Nod2iXoA2O9BiAcSIrlDFis4BCag0kzxx2e1YOTSC1bEI9Jz6kSRzWoYvvJPHWwIsZUjKo5VVhPQxlKGsYu6TGKRbnpQaVsC8W2C+45t3WX6394xLC0FdNWDtPOKRODFEXjnH4hlxTb5ONqZraYmjXED+GSMCwRI+dHmF6ugIk6jIrqPnEEswsZAiUFeIlcNNf8G6DklkB4V3aV6y99YFolID5ipovzbFmdlARFOszxS/ueejv1fv2kJBn7K6EyAVT7zAalcDjvG7KNcUYxAYKn8/ES/kWAGXuzcgcCXgolqwfmvXwD1+jLGpsNpyEUU8OsI4bXHcHAF9DzdMcDfXnCDrOvTHEV3i54m2BXUdKp2XMWJMAaeLU6RpQpomRO/RwqNGjav+CieLozwnmmYWiemhxqimehb2GmYtxxSYqmcRROHlu1jMF5lfk9D5kCRKklmtXqk2GLzF7imuCXJe2HkB+MwMcWB4b7bpFNcB8OYQQkAIqsUMcyYmwdQZA+Y1VJbllpuoJsfNe33HhlWPOzWwTmgzqa7hwmgD0VWdYSJoWy7rU48iJVSOcNweo3IeaMEAfrEIIS2ptYd6SJFrmEOYNUjUkltVSbcyTyCH8c5lMnLpdfMvciiu7AXZfSmE3Fyw8JRB0uIE5eQroQOIVS8gDmQvN3szew9ctBgopZlxjUjW0lozqdZnTBYHa9fy+cY4MTFfSixfbl/i/iQJktUKA5hBMIkg9EldI+12Vm6ZtKMCgOgcfMyGfFkv4UbGNMc1twXxBBDY4AUkOAirJDENS4+Z105cBtpVnS3M4ADSJpKAjWtCMi1eTap6CE4pm9G+QU6VNw83xYQqAZhGPp/36BEMCumqDutmzcZlGJCurpCW3CW2aioMU4+ma9hLShFL12KMEyafED1hrFsctUdYVC0aIkxgcRVmz8hClw2uckVX1KYxdoRWWCkHNMjGVG6Ms4hJoqoSs/QA4Jh5PAUp8pgmIAbpkiFDrwZXIYgYEX3GWUFcoh6F1jWEAUjcvp299JQdBJnH9lzLfIYWGdFtI69zIXdC4XuE42S4vo/hqNLTdjAGQ9mdujzEBlkXgyLCvYvjTktlNXxRDp3uTJWreIIQe3tJhRfEQ3NwbFyj1FmDB1FDmxnHs/QQJcwqQxIAtlPP8oMFLKAcURNz0dJc+bxqZIbAtKMYAkKM3D4bRVi599m3YlOKRUE91r0HXJxvNpYz2AFG01cjZBxYZIPuyHE7kr4HXV3h9e61lT0OcUA/9byYpQxyDMzTrB3L8xm/cu/aE5QalzeRRfRIW45Orodr1iaVBzJJxwcdB40wTIhdx0O+g2SD1LAwjwNyxEC5OynAiR2rO9/zpHLCqxBMF3K7K5SjWH2/KOEEUE2Rx08Wt4bbek86A32IwHaLOvLmoULUQxiYtYCsjzHGEVM4UMoKSCnn3GtvfGP3sh9pYe/52J9ivGebPcjGGMU8mWHrel6Xx8zw+IK1U16LlqGXpiq/lsvPXXHd+m5d3xbVlVhsCEiy9nSNmZeq96yYesrJaz2vHnq95b/3j4P48a9w3K3gtlclpmALSkPPCoQkzevS3sOWD/FPV1C45PcTxJORAfJERgEjVxcXkHdQ9RTYmOawpjx0khuuGqXTQvnwi4nvQuBmfTJpZoo8uluXMID+Xc6t16iaqSkJby/k3kQZZoDt4iCRdEzM+fXkDSJJgEkjInFS5M3uDVbbCnj9Gs/OR5wtzpBiwG7irP/YeNSOs9l96LGqFkh9j0WMwLLjkFYz9iJrF0lxcIgIs0f67DOumDo6Ys/m1SvGaJdLLu8UlTRAChHiYPfYBsptvXWsi+x+KbnIOGHKxjUEERwh8eq5J5QZBfWmZExcZA/ejhAYS6WE7bjBohIhcOXXThNfR9Nwa2+55n6STrfbnmli8j7c3MA7h+V6jdXRIyjePoYRLVUMmSGa9oEnj9rnPmKW6OE4HUSE1rUgMCQG2dh1/uj6MQMqDA+j6DluxMnzk88RY5zpcWSZR+aeV8LN1U285JKrU+DhTRGtPGyjLKCAGaSmaxPI96ovRJHR1OellVikbZ5gRpx03YuBhRh5kZOaGct9yAEJNj/2vdlyc/pVjz8VA1tLdYpSa1KMVnuvD7IcNKVMlbvZbCcS7MWwE/E+1AubZR0tPMyerYVOxTkNq9IsrRzaWDDEMGsRQ4kJ39653PdK78NlL8mMoxKa9QQpe9NsQJBfV1HwPa81U3w4CtANyzs/KyUmEqV55+HGEc9unuHJ8qvAy5f4jeEIoAsgBLQpIZ122I07BM/dYs89k9+xWGR4RKMLub/kPcYwoCVuVe6Gicn277/PiZ/dDmeLM8SVJDZTZOOqvbKIQOOI5dPPgI8+wpvpGm17wsYmEhvMrkG1G4DtFmkYEB89LBZEyrxYMUKOnBUbOKGAEWACQ7NFo5iwc2wk12umNqWEo/YI9Po1e1DeIxwfYZMGAAkx9bi6ucL95X34BCwij0usKqDrkIYBm85jlVagYTA6oZPNz7UthjgxvOU8Fq61jTQIDkyJjZlWVUVh2eQqNgiRnsyYYpoQq4IZoSF+GZIr9CDP0Ivh1deinNMRoQnOqFIVOMq0yi4cpjHNjFexEe57tOZdl9EjAEo61xOiRhRVxVWc2lwUpadbFCApRCIbtElsFk6M5WDk+31MQL9B8p47QJfG+Nbd/fLH3RpY5EHRf9tDVcBbPUbaU3DSozBEdl4dsOLhle27E+Z4zv5RJpfKv6v6FgJ71ZHIVKAcHNzVNU+8umbVKDGg3uduDY64VtvkENNt3QOjGMn9VcJx1HtLwOz9Nh52v3NaCXFMy0aj75kXCjA5++ICHxx/gKFbovn2t4GXL/FsBZx291Bf3qCrWtuopjgxNUm+k8ZR8G9Z0CGAqgreObTU5vFvGqSmwdVwjaP1mvVgww5IQO24hYn33EIG0wTUNa5pxNHpKch7NKkBjSN73o7PN4QB1XLJ5Pppgt+wmj/cPPTXTcVoVTpf3O3wbzaHbEyBPo3cJigBkKSU8mpvxmuA+D4UNqldhZSC6SeYAYgRq3qBy+EKUzVhkQYsUyX4eUKYeu5ZVTG531UsPM4oSrKIDBAvLiUESna9agQtrC6SM7NETTl39H6LOahwSPEiR4E6B+t6ZhRdVMZJrga0j8rn93MHti73159Gh4WRLWEeNcDmicsz1fdCvsfBWQNN1fRFcS0AZgJL5XM3wysR0r6c57s87lZNC3tuuvykfSMLzMK4kvp0C8fEPFw0r604j+1WP+vaFJdSzEazkzEAkallE9Ks/bSTijT7Dsc4XQhMyamqiqknKcEDghUjh3oH7scmlBKfS+Or4wXc5rGWcZe9kb0SGgbUmiQhwr3FPdyMN9jWwMnxMV5tn3EDwm7JLAw11mqoiWzCJmAWLqey/FKTNM5hCiNflylacWGB0pNsAYjo8hQnYLXienpXIY05GQXvkUZZZBUrq+Hykileqk26d/PqC/Hcum0A9p89iKGDxjfopx42Y8YRWCxAbYuJZDGTQ1M18FOE842JlmAYbDwsHB5HhBjQhx7OceJP9W3ZOCGXgIaQ+9ZBzrG3XjRRqcml8h7smkvv0aZCiXPCIp/Z2rk1fW5XFQKYedDqOf+8o4zOZt9R/N06AZPOMzHQWvwi67JkEJR2ISFZRwT93OxZl2E/YDCKHfu0v597V3/y424NrOp0Uua02WvAzGPVsIbVt+KtBaR2quS28nnUO6bcUVaSZQcNGopwBgwBxHFEnCaMSBjHkStHYpzVZydKSItFvqq+B7y2uvDwlWZZAfJZE9N8zr1rNmxQxmffqy2vUY0B9P7EuO9b2EjA6IHFs+fA+bn1b/I3N6i6ins4LY9xMp5weF23iHHgBEqCJMry+CXvedRVs3Ucga7DKG25u6qz663IYzUSkuPQuvY1qm0PSjueyNLIMsUIDAOOF8eAMAJqVyO50Yx2TJEVvcYxY9WrFbDd2jXUVYH9iRfENirjrrZRv03QYxzhpgkLaTWehEYWF515Vif1GgMCKjhg7JHaFjfjDVZ+wZ0Wjo6krJs9LloucS81CEi4GW9yCx1fs5COd4DANxhGoJZEYIxILuVW4yqDKdSiUnfD5rHcuyWibH4VBlbm2BAH0zzw0mr+kNd2K9I6cJjRl6vQ3MH+5lCaM/W7ZwyZlEWDZlGp95aT4ftmps8Yp5kXXYr/6PPe93ZnRlbXmJsb5BJCetdG9s49WP5LYvpGQfwuf5Y0J/bWwCTxctctzukoTzRdkIwfOQvX9NDJkHf87A3aJFDKSIigmKxtsVHJUGRu+aQSfoC9XUSkKOGILAaKc29Cr7XMxiY516GHq7xcEM3akB/ycF/vXuO8PeVWJ3WN+P77mOKEzfYNnm+e4+Pzj7EEV1K96S/wXnMueOUAbkMmXp8YVp141madBIf1HoP0rW98k7Vy9dqXSxkvWTirJVKhbnTZX2GxWKB2FXe9fcsCtnLOKlPorqcNqq7ColqAtlsmnMs1Rkh9O4p5Ui5kG9M875Ij7l7cNFwtBU7ueMGefQIXAzjHfd8coapruOtr+NZjTAHV+Tnjn7XQk7Zb7OKArupQp4TTxal+MSglLCrenBonmq0ixq3t6lNTz0L3aN4ZcuITPMeUfmgcb4kMNAQPEBlKMaJOvHXb1Av8debFqaGi7Bzcmvt7c1ULWwyaEw+UxJiVCaQISTJirygh8Xc79UKdJrBdjhBS0cVB7iMWa1R7vBnlU522lNc45B4OjkFKt+7tVz3uttCgxA73XXFC7hRauP4ATEPWdjzsG59UwAKFsMTeUYY82YCTkckd8UMOYE/bgR+Sk2sqDaJ5zqkQaJEH7xxjjJXABJWGsbdCfbLPWtim59kD5HNIhllYDsPigCEMHIpqCA9pIucYOw4p4Lg9ZuwYAHmPk8Ua6eoKtFhgaqrcTkSSe8GRNUO063DghULSR0lC4bKBoiUaqFyQheeQEnulRMYAwDhaJ1ct/rCIhMgSFyklNGj489NUZIwJjjwS9pgWypUsFmo5H/YjKRMJAvj74oSkiUNAeM3E19p16Cpmv8TawdWsS+AqD6zXIMdwkTEKpMEmnMM2jbkLRF2D1mugFQwcFfpph0W9sGe5PwfMWMh9el/l3xXaDkjJvkejRC3y0Tl26O+HjGu5dlL5nIujFHaxc5ZRV/4CpmjtdRLQOR8Rs55IMQdzDkc90+L6yue+l4zVa9bvnt3voc29MLLv6rhbHqwcaiip/DsRN0hzbhb2JxQP+k94ZM+4+O7CuKs3kOQ/51jyzhNZQ0ZLVpXhv8/KQmV/IuZdeviqQi0GtnbMraxc2epCro3yNenEoHIi6s6vRqJgNJjpcXnRAWxkkxpIwBr8qadz1BwxN1WKPnBxwd6TQCC2OOQ7k2J6pYFUz1bGAxq66zMqOLj2GXldnzkih/1aDBBTnJ1DIw1lRmjUoR5q7WvGPGPMwjbyvWWy0+6l2LD2Dyr+6LwwD0uiIet1RVRcc0JqalTgxpwhBQTEfO1NlROdwmahEOCmCQ7AkAZMaWIJzqoC1mumasWAiGRavKA5zmnBeIw2h030RTd8pNyeKInegYy/KzZsvGVtld69jVNxH2UyeN9o6jmzgZ5vYGZ3dV7ooY4OCmjiQOSh32tlyuX7UdgWZR+hSKTpOctr/1m25S3f/8sed8siUA+nwEZAWcux5KHFlA3QjPO45/3qoQZn5n1gz2DpApedTTPlalyrREiOBbqtB1DTYKoqTCKwXJKfzSAS40TqtdZ1jaqp0VY1N25zzihVSqS3hovIRkg9AoUrNJxKalyVolKEZwBQxQSECZ2vUC/O8ezmGeBX7CUN3IW09S26quPywfUau5bFtE+CZ2X4iwu0qxVw1GRj1feomqM8lihqtp1j2hFgMILyLZESME3oKaBxUhVWjIF6kjQMfK9EXE2lRkJKR2MY8yapYaV4K+pB9mHARX+BB/UDOMflrLtxg8pVJrmXKm94o3rFpTd4izIXAnvlxffx/JFNQ4juBHB3jMCGrXM1tnHIGXYZ9ykFROL24kvpYEzgyqOL/gLOOTRoMHjhMTv2eIkk8nDcADEWwjp2/c6x/kbTGISh1MQxcXNHr9qwxeZl2gOFsZlFUfbM87rT96GYB7kWUteheNh7uGjepGHniUi5Vby+XjgMXHwkojuF4Pd8PdOtTUCdA610s/mnkEHpvJWf4wvb85Lf7XGnBnZW6ibGVmXVdPEYxuqKB70X1pfcu30jBRyoyNDFSTRLCo1xRBPAtKKUTBqRKu7b7rsOXrDXMAVM05SpWwAzAyiT6+uqZkigqkCOUFdiXIgwSvtjAte/M2ifFeLtICoKMpL9u6RhjWFEROTS0WFAaGpQxU38fGAvtHcJRNyG/PPrz/F4/Rgr36GODnj1HN2jR+hTwnfGL/Dg4QMxSA5dClwuWgv+l/LVEZjqBZehDEqJjaolYRImRxgq4PXmFd5bP2ZDKhSYHDUSti5iEQjU9/BoMVYEooSKAD+OqKcJaBqMiLP71zkQBWZ4FE4y5xXAsmFaGo0jkALQNKxzMEVuJ75aKPxvxr40rtoJQ7FSE9SROZvKxGmKmHxOKnW+Q4wRu2mHy/4Sj9aP4EeGnJpmycZHNBlOtgFTzX3G0E9oGi7AcImNQeMbOHK2WTDpvhBPryurMAOAJPMYkCqy8r0oPDqBDGZeqLynxB1nXnPKuClXTGWIzPQlyuiQcYWDR4ghbxIkpe3ELAzyPsNEPScR83pPs4h2lA1Y8y0zLXDZVLRgxwyzYNNjHBmjL2xPHqsMi+hYvKvjbj3Ywu23ttZUiFwfeP8tWkfxEO0BYw9bKcOF+YcRxRAhSSfNMGUDDOTQViaMJ4CihP91hRRKulK5EyZOfPjKYAD1BDOGXGS05Xui7PTqvSeb4PyQjbWQkghH83tV+NoMG2Sndw6repXLAB1w0p6wUM4kXM2jI8B7VGDPqKs6q6oyURcxPPuQRKmTaxhm+ZykgV5btTjtTtkDaRpOPG23ReJLNkJH1inVK3QCsEFWbHWvjnzfazF8T69tGECFXkVEwnbcYt2sQdOUk4XDAISA0GUNBDiuirNnBREm34u69NxO1K0Utw+JvfZFvcieshjjzbjhGn04xmTlGdj99j1cLZtpVaFGrtyzuT+b4/N5PlsD3vOMMB9l7pHtOy+zdVZ6cIfC43K9yFgkhSVmrs7hwzB58Sjt/rREXu5lluBLhaRMcW3l3HCUS4r3YcWy/Jo34rkTVnrotpH/rDH4JY+7hwiQwzTF1IhYEKXESIyjRiRqPcV5ion21omwPxkl1JjiZB4kMxlKI4JZiMDGhPFXeBn8Sq6xyEzqT6uighgk4fVytVoCs2GKgooikVPiSXzf2WvQOwupEIbWCeG4C6dm8Kc4sTEtPPzz5Tn8xJ+dKKE+PgYcFwecdWdYuhaYAoiA3kmn2BjM4+cOwMk2RRtv3RhLIytJJ+c9lpE9w1GaETaB26GHFLis0tXgUiU2QCV5KhKykRQtVWMxIAt/xBQ5BA4hG+Xdjkt0K276N4YRY+Q/TdPMeJKp7xHb2uYlyjlCxOT1fZOx7/XKdVhLJAdQTFhXS3suIQb0Uw9PHpVQ07BYwE2CuVYt3HYLqrkiz7mKy67VsJdJUg2jSw9Tr19DeDGuMyekiEZMY1g8cq3UKg11CZ/MnJqCi2rzdS/CuGXI9ZxF5CNvgFNPu0xKAbfodFEx52KDNjlQPW/xnTMcWJ5bAjMoyiq0cq1QMS77ztq7OO626aEYCEcODVWGkWhPIi+CLtT3XNsuQsUR0ioYMHzJPEF94JCHXz4UHaBi8tSu5vBShpVr1vNkKnsVRQ0T90JEfR3FezkhBdNJYGMeZxN/HMd8XXrtckQEK+cEEaIYMu884nYDv1wiJuE/escCzoHHCk3D1WQhoA4JoWIJSAJhUS/YoEki6Hr7GmeRDVIF4CwRhibAVQ4VeTTqXSdJjNzcIK3XnOCLEaFmw+bhuG1K2+YNcRgYOyU2qq72qG9u0DoHWq3wPLyE341ofINlvUQCt5XRlszlwqbrG6TVakY+57HjN0wCuXh489gsjJXneNVfYYwjjttjnDcn8sz4VFOc4LsOcA7VGKRjQE5oVcMEDAPTx44yDh2lZYkaVGWUGGykjIGUELTTxNUV3DjixHsgTpkPPjGPc4oTUkpYLJdIskaUomS4td5bgRWG0tBJqA4zcEWIXhhZ+2woyl3HkRXuCuNWtmSaRY17ni8AJAJ8ImAas5GUTSWmiNpVWYhI7kmhNdXWJYHtZp5x8T0zr1JhEOf2eODzcF43CzOaOp5Q7zeP52xjKMf5HR93amC9aKCpJCBnQQkNseSdqmM5SZ4oSG68V1n8mixTwQeiQkBCa5LLcA7znbSkdPAPec/eZNWQ2yavvFeNekThTRdQAGJkDc9auy6kAvyX6xwGFguRr/Qq6yZ6pJVI7oWRM84q+kGOgHFE5T17uV3HBgORtUTHEb6u0fq28DJJoIiIru6AESxFGAa0yaF2Iv48csiMpkFwhCFFLM7O8PnNFwgxYN2scRrX2CRmKqy6zrxxpUIlAH4Y4fueiy9OTnjj2GwwpAHH1TEXMqBs35IjAabCuVxVk3LZroWWSTicMnYRQIgT6kRs9Dcb7JZM4+rQoZ963KQJjW+YN3t1BX90xHOtaYDNRmT/+B4u+0usmhWadgUk8L04BzQNrvtrnLy8hq9ruNWK53LXMU92CriiLY7qFUtlOpZHDKsFCEu4EI3eZp5kCOgcJ6i22KKrO44ggsoGziMFg6MKb7H00GY/i8P4ssW/laWhylYRifmy8KgFmogyafcNkJ0qRvibDZctNw1vLkTcdRcciYAK4XfRJibkhPRs49Dr08gu8HtVMS8k5TgLTCfrVtdVyf5I+lMNuEZk6nTtedul935Xx90LbstiVNwGAOtQitemDdbKRJUaztJYZrwJppbDXq08OCBTnAA+v/IJy90u6YQtLtEuNZm3YYakMMKxxKL0mtQDDIXsHLhCzJdhpdPQBuJR57GJ4JI/9WhV+UgTbLXoopq3m0S6sdAwOCjDlhj0p4pMsAN1Oyu7hSSWDD/cbrGsl9ZNIN3cYHF8zG2iSxhGDaKTZAURtufH2E4brJs1ugE4rU+xalYzJabSE9LwH4BUjcFCuEhll9AMIeni0YwzVsye8OQNShnjiM5xldkYRjTy+SlO2E07bOIG1XaDVb3CYgKO22O0rmb6GWBarIY3r1a5IEA3BYE5KnmWVFUm3B0gUEZVZcwdxBGHE4pZXSPEnXjrBdtCnnF5/HyUM8/fffqS4d8gOG2vUnMiNQijpq5EiMc5dljcbeaOBRTOsU6DFvQI2yVHZ9mz1lxCafDeRr+01wqvVUXXLdJ1zoSHYgy8yRUefARHG8ZmKIy53U0BLZTjVt7o23j1v8xxtwbWCVaodAnF9cSwpKri3kEEpm0B5rGUmdz9MttSWxbIBlPxz4yZZWwmY7P8MLLBTgYNZIxUm6jBtrlbk0MNrHI5NWTWCbA32Y3apBNNrK3RYCTM1IWLacIYOWtauxohDEbp4fYnTGgnCc1KY6WHJgVSXSFJeaYlGAuPEeLRVFUFvHqGo+NjoGNVrfT6GeA9mq7DlKRktAi7hjCgaRpQVeFffP5PsayXeLR+hA+Wj3AUI6tsiTdIexibjiNSym2nZcwq62Y7H+8E6dwwjtg5Fnyu2xqdiC8j8XjVN1vg6AibaYtGOqqGGHDVX+G7L7+Lx+vH6E464PUluqMjYHvBm6v32J0fo6taYJrQuAa7ZdYkqMFzb0wB5AktWsZio9CUQkIt7Y1iYVxcAjAM8NLkcARryVqXVcGPnRgN9dxmT5QKUZWyzNNeh8350kjEFJlloOImQkkksFSikwQcU5sO6BUUDk4ioHcRVZxQk+d13DRznHjPyJfhfinNedujJKhoEVPLgkE8KK4xM3GU0lUyHpiRhBCywhYwx5Z13YnxndG+fsHN7Bc97haDFdxH/mEqVVOQvvAi7kw+L/QE5IGQh2Y1x2ocbLeFhT1qmI0/ChQPAhlGwHxAS2Bc/5iHmHJFjRrYW4Rr87IAL5zOgGQ925kdwIryRscCkIpyP6Qsk0gpITmHYbeBcw61rzG9foNxyQLOta+h4hthmoCq4kWZmHY2pWDaovr92krDmkVOAcE79KFHtVqgFgMQUsDzRcRu+znWYY1zv8bVSYfWe9QEqwnXa2YKDLBJA4Y44Kg9wm88+DUAwHXY4mhyuKoiptijCwnL1NjmZ2IyEqqmMM0y6DPsG0Cg3PaEiNjrlpbgIQX89OqnIHAnjKMfPgVevQIePcLyyRO8mq6wIvZWP9h4nD35bSh1Kb73mD2hhgWtB09onDeR50pC3BADU78iITW19SlrA8HVLB7vE7iFg8zNcRrneqnLJXtPwtxofIM+9EhI6By30tFF78kbTJVkI2t9YwbBiRD9vjkoO+rONivRiDCDT8TwEWB8WoPoysSTGnWJ7DwRGt/wvcYILBZZ1QqsEav5fwDzYhYixvL1vgpOrMlLAoZDN2iyISxgREDmoiNMQXWRpQBDbEeUNabOWaXJMp1XEl2W65AoF7u8q+PODGxKCdM0V7FXfGQ/dDcIQQRaFC+Z1yoXnDjknXKfH1tmJUsO4f616WecPAwCEJ0akMTeYSJzofYFwQ2/CYE/U1VwPs2y43p/BJ40qqFAACgC0RU7aV1z8iElYJpQeVnYqkMQIUpfsKIITRJEaSuimKZOeE0KjWHMSZDEE9slYFEvsJt2qImNgAPhweoB3DjZIjiu15ylR+DQsBjnkRIaV2GK7G1/7fxr/N6qQld3uMTWFm1IAQNFq4e3brgxwhNhosw2UChEsUgtrTWNAgkfF75FGkdgHLFKR8B2C1xeID1+DPr617Gddhjjjlu+OA8MW+DmBqujI6SXL9moPn4MvHrJbbe9Rx0Cx0NESBL2A1LWTQC84+o5uaY0TkY3ijFY9AGAjasWNcgG6MR4usQGIQhndopspIm8wSG5PxiZodYZZZqvOlY65723DaEuxedlc7c1VzgikIRoiU2WzgPJWFh0qPe5B0/pc1PHRhOIHjSvrLu5AdV1FtUpqFfKd9YxV6OnUWSZa0kp5a6yABrKPG7CHBYphbutVN45JJA5Q3ye2/DIr3L8qRQaANlTtGZ8ZnzIBowkRFbDVz7gErvbr4Uu8cl9/Opth36GUjKVdPMOki5kZAOb/2qfVRggpTSrXDIjun8PNKeVlIZEjaxhf8gYVvQsVK7QSCzKIAGelD6JAaDCe5FJVbb2ADLygcTixDYlU4KbcktpI4BrtZZep8vVc0Tcr6mrOiypAYhxzIpYklCTb2qEK1fB01x43MZUF1CMmDyxTi5KTDnNfxbtr6GEdSlB3UxbE3HR72+0/5t2lVUjsV6zAUkxFx7Is5kBLySGDTkcRVfnZwhYI0cNQy3xWERAOr8JbITftqDNYJX/1usqPf0DYbnCBWXm3I4S6pLzzT574HUVgOeII8oamV+YOT7I0IBR5MrvNgfKWTJTXyuv3dhDQP57ca5bPNzCCSvvq6S3lbZGIbnyO5D2MNlf8bhTD3bGSTOjUhKUNdyprEOAlZrK4Fg3TMEwMzE/HzNDVXxX6f2W/zY4Qcofqag6ioiF15qJzVSeT85RwgXl6/v3rIZ7dt1KNyGyRorJESKI14uMVUwRU2IDGhGByN9t/YmQFy+RiNJES6Mxy6DrZnoBI4J5lrV0XOX7ZQ98A/akfczRhvceSs8PkZsCNr5BiAGtb9mbnCYklSUMAat6ZTX72r+qbEJICTm7m2L2nIkwIrEexP4zFANMXoxgXaNPE17vXgMNc4ZPUsByIqBeYSSu8d+OW6yaFRb37wMxYnz/MVOKCPh8fIUzf4bONYabWu6ACHEchRvM166c2YSEi/6KPWRZpP3Um0KZ8WsB5goLXu4p6zksmlaoiEUUVs5puWf+vmIT0teKTVMPh3yN5VEa6Bn/VJ+LRoN7c7c0uCTPv67qQnSH7wtgdow1A41R9IaRNaAn1gEGcdKPHGVTKhCZQmlTnNhzl/3faGYHDODMsAK5820JC/gCgirH1v5NxSC9m+OO5QozDmhGDQBJ+JognqyKdrjcFVKVtmznl3NYye2+FwiY0MX+pCs5c4bJikF1dW2vxxTRudbaxFg2Ur5IW96UhvRtyS+esJluFhLmk7UoS9V+UpCwMyIiSgUZRy+5b1CkiJE4kaO/UyhEN6aS24tCW1O9ncbXxirQ3lq2eSU+d+VE5Fqzxr7CGCduZuhqM5w7VYCaAiaftXw9OTSfPwednsI3DVrqkEICPMs8JiSWMpTn4sghVACJclUnTJMk46dHREIfByzAeORECa+3r/F444CjI8Su5ecRWCi99h511WFZL6VH1QB4j1fbVwgpcNVbtQAA7vJa1/yM+x4AcJV6HmthGCybJW8YYZLPH9t7IUUN6rk1EEOqnQ+mCRMFVucaR/6cJA+9MkJKxwI6b4tEWaGxPNvwdZzKiKk4Zpt+4fXr2lLWSEWVwRp63kTMQiGwFsGS6jkziKhoNllwc/2Bqk3tFyefdUVEoJisRpQKi6g3PMudFAY0EVkb8jKxrd7zzKjurd0yQpiN5Ts67szAaugI5N1RpdUSFUaXJBSXmy0TWnqk4j+tSClhgtlkcvPPzwwwn0zcQ5rhSDkE4Zc1466kdwtE1OvUB6SiJ97vGVrkJyXGrezLbp6SXKt6AAoP6L/Vi1XqTNnRk7OuMPEc3ZxC4v5hnnwG85FsU0lyXvXOZ9c9DKicA4gxVyO+g5Ngm3HDfauIcDPcYFkv+TnXDiSeau2Y9pPefx9j4uRVrUkbGTfNks8ikTIk3/Ow7PESt/NG4kz+btzxuD14ANpu4d5c8DNdLhkOKKUep4kx4q7D2eIMm3GD6+Ea54tzg6+8rxmXF3ikiQnNm2vg+BibNMyUvpCAdH3NRR9EwDBg0S1sI4uOEECYQo/KVaivrjGueGNcLJegqjJyPoiTZOS9UbssTC4MzCE4oYR+ftZhXrJir/IshmmwFuqalDUYSByjGXVJ58QhD/nQc5NQPF9HsvMYPCe//0UoUtlmMEyniVej8slazj9loyggmlvRQnEd7/K420IDES3RvvVK5ldPjSEVshDcQscSZ9kLB5IYx306yNvef+t1FOC7hC8ak5eYz63wamakk4XpZShZfnPO4ufv1UVp4X0Bm2jm0riDxbXo93vnLdlicnhq8IvFxxtQmpfyllHA3nXO+JNK3xLSeyKYlkNXdabS1VXcLLGZIpAmxMojxVRwmiNuhhsWwQGL4tiGRsQJxL1DF0UC4Lyfi4QUXrj2p5oC43dn3Rn60KMDTGM2CTVLI6eABF9V0mOM0ATANWvEGBkvRt7gbBxSYu2Avucqr0ZCYdlwPXmk0HNHA52TRSfXUdoN2fwJAUBt2PCy7uDl+U1xgk/OCmuiCN4oLqgzKalx2J/7Rah7aA0cxHmLHMkMx3VuNh8zRFEk35DDcoPQAOx/80FDps9Zoi/d9BVGuwXx4fa6Lj9jhjlwwlHbzOi122ZQOFPq1JnDccAhexfHnXqwtbTSAGSnkV2xOhDemDoPMCsB1GNmcIoB2zdEZeiAWDRNQzZyhgNGFvbQ77dQhYo66OJ+EhJoHE1dqScu6U1a5SUPUyEC+dKDEMKMGrZ3D0DB9YVIK4rhckTMFaRMH9P3qxGeGVrZPGZjgyyjSMTEfEdMCes9cD1eAQFY1ksOZ4m4aurZMzw4Pwdd74C4wenxMfDpp8DZGcZVh5ACOtTGcV7AG5tBJ/ok9KZasrv7C1I7+LZVy0pTcl0uIbeQBnDVX6H2NVauBX70I+CjjwA3gU5OcEUjtpvnOGqOsEi8YQwUOPtfJZxSjbTdwgM4k0y7QlI6V/Xw5JHu3WMtB+9xNVyhrVrUrmbctUVu69227LnXNYapxxAGHDVrabnDEcGiXrAkYQxICKDLS7jVCsHLog8BqGtMUolWTEBbK6Ux1Gfsio2hTByZwyDFMHAuh+liKNuqxSiUSRMER/F9lA1iiYmXxuhtbs3+e6x0Ftk46gRNKQkmC/uOn+dEWdZfNzZwp+pUcnshhn7vVLc2nb3I+F0cdwsRFKFISHPviczoFbtgiZHsn694CG/7PRGBBLuMpPqeIo1WnNMWU5LSvuJ6nExWBwAph/4EoJ8GtHVuu1FRJXxZ7uuVVMXeQmqdQDACuR3yMNVDK8eGqS2exWl0Z90T+lZOL1AkuMDZXieZac1WW2hY/NQFuM8w6IaArjriEkfBhikEoO9BRHgdN1itV2gjId3cAB99hISEBlyVdzFcs5c7sqj0ZX+JPvSY4oQPjj8w1kIEk+qJKBdlXF+jihEVAKoC2uXCDC45zvIn8Fw6aY5YPHy8Bs7P8UdXPwaBtRgerh5iM244seZr4Ic/RPXVLzOj4fIS6ajCtF4yS+HqasbbjFrJJxjw5XCFz68/xwfHH2C9BVwtIuyO27ygbRFbwV6F603Ooa2Yt7wNO3jyqNsGHoAjj6pZ5c1OdQxS4DZDYhiUcVFP0fim5nwU6yBXKWqEFCXSKUNymftFkkedBHU4Kl/lMUjZueAUgOC/Mm9BZOvGDHsRwe2bKPs9ETf3lLm6P+8rV+VrLdbJoSOBGS++7xm7bdtMh4sxRxXFvNeeZqVDM+O1q4P3c6LgP8nxpyZXqGjbLFMJoTqlNPNak70WZ+faB7oBGJitA5M0aUaScEm5agrIniGKAbUw2ckE0NelsocXdQEpqJ7sNGUvVMJ+WwAA755yuVbNVsAhRlVTo1kk22yCW9mh7sLFjq2/s0kLobcVk2gP/9KQaP6gxAMWPi9EV8A1DUjKIjXs7WoJ2euKdV+Lp1m5CpWrmPPqHZqrKzRrFv2Gm9eJu8AKU0lw0qv+CsfdIte2dx1cCHCKI8tzVgwUuqiEnvV+/f6MoRBTxPVwjVhHnBwfo596dFUHL7zZqqqAyFVI1i9On59i1SHgtDtBooR1u4YbrnHcHVvWfACXa9auyuH2YmHXUPs6vzZO/MymzJsNKaDqGE8+ao9svqGq0Ebu/oAqVwqWuGcZpexvmmW4TsiRlW3wiTP12i3CYBgZt9Kbz62A5lGnkbRkbSluXOLqpaH9WdhxnoYH3oMMBej3WpuclJjLLNVpCh1aSf7evC+PWzBKMTbv8rjznlxqFByKumgjxecBLIF6y/TPYISS+4e5oS2xJDEE+Z/FTqUGWAdRH4aE0Ro6s7hEodUqD9RK/IBZUiqV313+1O/UyWBYlm4Y+afXCeIcXMr0JPOgyxBR70s/o2NM3NImImUju+e9l+OiY2pasilyG2ndXIRnGgiAI1TLJdqUdW2d8HbJ5dLgSgoPpjihHQYsqlMrNJjBIWrMxKj0ocdQd6hEq3U73HD4L/KJSbxprUZLKXGHhabhwoabGzaMVYVEDo1vmJ41bXFydIIpDlzIoO3Mp4nnQlUYR31OPEnZMO12OF+csadZ16hiQhJ3LiRmBBgf13PXiMpJ65iYuF3PgfmhCUkoha7vEeqKx5QKfqxAXLe4nMhGYs4rhz0feXPRVkaOELijBAqO8R5zQOUPGYPP30XAwTBan+3eJLNx3U8uHTK4BomV5lA95tLwp5S1EzRnUHynXuP+taZbf9F/Fs7fnxWIACh2TyCHEDrmZfO6quKkikzwUhykvHk2xjmhU5LdZ3iNnFcB9Ajx4qbJQh41bAnIMnTIuGckAjUNEnhDYJM7/04VXUaS9xfVKkl+P/NulYbiHMMQ3nM/IhQGV95H/EYkCR9LRXr1VoloJlrsxOjGWFTQUfYLEhJLLIrH6smxjKFQbMg5BCT8dHgOTx7vHb3H6kaS9NBFa55o5VDrZkawbHhXd6giQGsCPvsMLRFwfAzUbGhDDEjewa9WUOnJVb3C9XA9u8eu6uB9LXhfXphVEhhGEmHb4RrrugHtdgxlrNe4N3igPkZqW0TnUE8swn1VTVjXLZedatSkxl6eSdTNyzmE2qNOCWhbjLVDLaWglauwwsLKTDUpyD3ehItc0gbrGkPFsziKXm5btQiN0Oykk8YEkWUkz/NSNkCVxTQvzXGHDgLP87TZIHUdpsT0sda3eQ2JoA8BHCH0PQitySymtp0VCCBGDGnkEmsQVtUiN5uUsZgZbKKZ1zuzAXQ76iydhf2NXws1XIg5SmtbTkaqDobYi9mha083CY1Q1QEqoYBiPejvSn3mQ570L3vcLQ/WSenpOIqYMgzzQeXBqtb5/eUOZ95umUHmF3K5n23XOYuvE0RxIiI2ZgRYqKuTgz2haIkh8+TkydtESHKZYgz0gen1elVZKiucdAxSmmsQiGfgiLLXKt5nmehzQA79k5uV/RKRVVfNFkYRmpKOi5YrC4YbETMFjAjbsMVRdcRj7Fin9cOTD+UeCJPjUsfKVSgbEhJylY6WZgLILAIHJpRfXHBmf7sFViv4CJCvcDNt0PqWQ+iUsGyWqIMknJyHm3j7yvzL4nDZx/HOY9WseFGo9+0c0skJaBhAux3icsHJMlejdjWaKSENWx6vpuHrE4OdnINT79Y5+ESIMWA3bLAZN2irFst6yfeMCNc2qIYRCAFj5bhNTVOxHkUK3AZcrtmnZEpwjhzcMJrIDbxHm7JjEXUO6Lz3HpN0XdXnbu3qk2OWw2Jh3Fn35oI7WThk2EoKa9C2uIo7dE2H2lXMwPCtbTbJOVAgNK5hXYsXL3iDFA1dT2SQQBkJHToIWQNWI9bMJQIbUhmfMQVrMImqSMalZHrS5aGMDtMKkffaekBeq6XwTo4ClYoGeyblZ9/FcbcGtghtEwqskzT8zniiKawfurmfg9+U6uwALGwwL+/Q5yEPJh1ONBnEJB6oepYzQ19ACPvYzeze9/4OcH+vUnDY/l5CAfJvrbeeXVoJheyFd4oX63WaihI42eZchSB82UpUqJJWelUV3MBk/MnTbGf3kmVW7qb+Xrm3SFn/wcbyvffMwGqlWIImNDLth+R3NI7AdsNexXptou1GG5K5oxQ0B8Xm83gBLADeiMF1MYev7C0WkIAa13IOacGGeLYTJaSYjJ6mY6KeJjyfryYPIMNVutHYfKdMiOdxEuejrhEEMmjUYy89RKhHhnzdsn6myB7rsm0ZW24abMdtLhuWcUkpwSmUUXOhiJb0ckSBPIdjRONksxoG3igLRpA6ObG419m8TNmA2r/VsKm3WES2+sfBHebBvsXg6XPgc9EsZ+ORseCDqOoeVDHzWtPBT/xSx93rwapnUOwsHNIXob2bu+cz7LU0pPs4Dub4rb3HtEUPH5muhFsKTmWiaZaQK0L82XmUBlLgrPbwXIYc9MjZe/WOM+anCyEhQTVCScIcnYSa7eTNSspYdZxtDAphDeLEnSmDidFwQufpqi5vECqIIRFAIKDxjYWKbpLvaxqrNNNDK48y1Y09vxebF9yvq26MNseGpDFDrV6XJe+kBQyPPVlyS58vJx2DCKbQQYOUUkIg4b4OA2LFz7x2NVAJtBMCG3TxMnU+GrVPNp0xcZVT4xvQOIIqwcodn9sMmVKDZH5rI8ByjpoQDzlAJDq19HcSRTEvSdtYrBk9bC6mhIBgSmloRexGZA9V5SozSYpnDLDHOkpHAuIS8RnlSfQuQITQNtkOgniDUuiicB6g11ZKA+4f+rx0TrtsCA8a12Lu3zqV/H9W/AHM50IZURbOHqGwH8j5Fn39XR13i8GqkpCGusQZ/iRUFn4TZYEM3DaiswRPYQgVEiiNJYBZxlyPmXEH8giW5ysGGCjCDt19i4lARIaP3ZpcOnnEW1PDUAqc2Mai16Q4UQkxlPdMWctAv7ufmDZVuSq3URHjWKlhJ3DSKkbswg5jGHHSnUjBh5C8+56NgvcI0k7HSVuYRq7BEgy7HWfuo8AqIFPyb1wDY3kkxrWvx2sTgsHVlrG7cWQetPOYUGw+44ir1GPRLlD5Y/QUEaRpoA8RfhwxdczeqBMbykTctlufuC6YhJQ5pB6cDAs7W1VldKAGgQQeiCnyJpSy8Vu2S8Muh9qhFaaK0rJ07HY08WYhrWECEZrE7JBIMNy1dpXRuTYYsfAN3OUlFnUN8oyRW8JHIIE0TRhdhKucbZJfbL7AaXeKs+qINwoAmKRHm5xfGTZshItmj6qm5RyWtLTEUgJY1a5sQBgn5kNDksAF/jlzboBcbCHz/6BxLAzgISeIOcJZpMg8SqJcFSrrjaAbWVEmW5hI61WG4rnrde5FlSX/+V0dd+vBCu/Obk6NVcUhKsQ4lpqZ+7ue8jj3tVnlzW8FpMtBvmUEZ1BAPtd+aKAVIfyxuZdUuSJk0veDG7qVSbdSXLi8UtKQXBY2KVaqG0ThqeYP6Q+yrrAsw1f0RlJ1eTX0kbOtjW84BI/clM9BJmZNM+w4IXHqLiUL+b+4+QKfX3+O5zfP8Ve//FfRCnbuRNvTqo9itI0HAI6aIxZ6BiGenvCz63s2Vl0H1FlM3TuHFDhcrXyFdggIDYtZ9wS0RFYBVafc1wlEmBBm3rPyHfl+eEyrVOXkSd/nMtrlkrVjT05ATQM/caGAeVpauuodkq+5LQqScbxjUzMfMyQs6gXcdodd4zBMA5b1Eri5YY0CwXbhHFALvjgMCAiMga7X0PyBtbYvGSRVhUY9SEnYtlXL8yCl3KdNN33vc1FA02Df7ZhTmIrx0nlQJGzLakBNBNt0vLoCjo9n8IElXt8S2pdzTSe1bSZQR2jPcMvYcG6CsgZtwQAp/fyDNKwCyrt1v0X0eeuzv8Jx5xBBuQvPdrOUB1I9j8Of52OfP7tvsPbff+i49f4DO+vhD0oos/c67T00/v5ix6SMvR0Ml0qKSbGz/qxqEsI8lCoXh4U4OtmKSePBLVVUqs+uWHqCaQKrdrWFi3rOZb3EvcU9frt1RRAdTSJrfzNTOxJjoNnvQIkJVpIBprpGSqyWxKW4U8bUxENkcR2GA1LXIU1bDvF3AxvGYjysM4B41WWEpJg0j1vmmtpmpp7doc03RhAqwxs12adzmTnBPL+dnEO72lrE5BwbQO85jC/oRYonUyVRSMVke8vY6/N0ReNpMaBrt2YNAYVKDjkOkI1/b/bPHBC1jfpa8d3siRaNR4vPU4IlFkunp7z2OXS1B3noW4DZufdX9uzcxMZ1jOOsmOKQg3Tr83o/dg+33vjWc/yyx91jsHKUQ5ZwWwybIGHRHqZzy0BRXvj278LIqVejuErGdjH7fAkPlJ4pER30XA8a3xJ3DUGYEcgKYcXN7W8i6mUAMqH326kUxpnHrOCP7uNeBUvBLo0vJJ8uJaapSRcEDdNiDBjDaMmSpqmzcZX7vt+d4357ho9PvmzebkIyTQUdpxi5IkgTIGoYACk5HQaktpFeYwwQcCsVbjKoUcEUJ1SeK6UqV4ESYTNuQCTRzrTBkITOkzjZqJVFJc5o40jMYSaI5yZJJaTA1VxHR3lhlc9BeLolL5tCAPkCM04JQ2JIoIKcO3IVWUJiA9S2XB6bApYlD9t70CRGFglumjB6/reJdRs8tGc8mwYn1N7a4G/Pg9uGDsge6j6+m3QMy3UljqbBcbpmCKDFwrBqECEgoYrplgdr2fri4sz5Krzl8jjkEGlXaq7SK6hoxednkeIhb7aIKJNem/z+XYMEd17JZQZCBod3+mKnOGC89nHXGWaZ0oymo+c2A1kM5izUSClLxxXZ95kGQnFYNZU8fFV/AjFGNIYRnTQjROKFJIqdFm4QkJ+2aIqqkEbyDgqRlJMx3bp+2ITIMEnhnSROWNk9qgCNJvr0+nQSSxY/Cs5VhYR/8+p7uBlv0PoWfyE+hD89zd0LpM0PIGujqPkmlJgYIQ+1FBRodVQIwDgiLRYGOwAwRXlqW2AY0KFC8KyNUDUNdnFAixbVtodbLri0dhyBrjNaWONqYLtFJec24+C0m2uCh5snCp2Dt40LDM/oZ5S7yoNnXVGHMHDxRNXCR48hceGCykYym4BD/zXWaH2LzbhBXdegiZsb9lOP5eose3gh4AgNgpQUn14OqM7PAect0VfiscXEmEEkh7yymYeKUlmKnZhZBl68zkCiwUpZqyBTFZNtyqo1YYlNGTuAE64pBZvnpewoASg1fmwV7+VN7C37EYXcizIgVOaRiKzkWCOAW5q5ajw14ZsOGPA7OO680ADIYfNsp0jJkkAEyghaaezS3qSSn0bvKcOKfc+0+P4I8YJVoX/vvGWFERGXrVo3BjfPlBIkseQKDu/eRNdJO2qjQnK53PCWt1HUwasBVQ0CMRLagnuKk2Xg9Xtiimh9kwWG1TPRShfnbmmIEoDNuMEYR5w/fY2vfvhVXPaXfI9bb/ikGXfpqIAQEIgwiDdWUTVTRatdLV4roYI0IaxrhMpjM27gxg3zUKuGRT92kvWuaw6ht1u4rmNsV84HOYdWminRvCVkfVTV1nWS9KoqwzH3q8dmXpNz2Vsu5xEVBSV1jVqSRSoazuIzDhR5sc8YJ86hAtPZmtTM4JymanKGHkCqayQkjGGwe9b7iS0/47IjQSomNRHlsuIDid0Sh9Z5q6G4lZKWkZBAEGWbGZK1VnYlcIDNjYMtmWTeAriVoLp1HHCs8vUe/syMgYT8E1Vl8JoDeBMwRkfeRHQsbHNR5+PnMI9+2eNuIYIyRLBQXbJ95QAlZL2AMjTec/lvTRii2w+l2GkVeyozsvZA1NMrJqdRhpL069GNoPg+veacMZ97CreHoFis5bUX95OQQDFLwpmnRZmCsn944g4HIYX5qzpuopiPpsmTXpIjSPMM7cp38AumbWG5tAWi4jVJd39ixoclO2yr44QXxWgZZiIyI6dhXVd15g22VNmmQzFySelqZcZKvSwA7MklZkWwRxdQF8wJwzOhnnYhryfPflZpVEAI9lwPeEt8Y9lYKHdX9VHLdvPGzSWXheUpK/vzOTwSZc5yQsat26oFmrxBc5PDdj6/9rniahgOXXc5JfB2w5GSSDmqnscBj7HUxrgVce7DCbPk2Z/gOIB9prec42A+A8iR7VueJemaiuEW5GIUvb17+FWPd3emA4cuQA0hzcBpSJyyolL+UDaQhqvs7VaHQHAbWDEG2qYkAbbARylRNKOsLWPEYDJZXkLaYZh5NU74grOdL1/ArQlCRFynnnDYy5gmw7IA2PeVPNIpTtZixBNTobqq47BoGERqkYox5u8KSGxIR75f3UhCYooc+h6rZoV1swbu3QMmNn6Vq/Djq0+57YnyUWO08YuACWpXga9VOz8QEXNEU7LyX33O3nks6gW6yOFZP/UIBIy1x+T4OeAnP8EXN1/gsr/kbq8pJ0qGyEmjzcjVVLtpZ7BQKpkTkAqpxHT/KHQ0a2suz9mq2wCT58vTL+U5RTmy0A26clINCJp5cMrN5Q/EOQ4sczPJc02SZFMj3fgGTXJG6I8pcqNKDXsPGRQJh99mDHTe502nmJv6ebnuIQx8fQeuW+/LNq09Z8EOEbLZxzvTW/7+ro/Z9egYF/BGudnbc5L32vjaxvju/Ng7FnspsKAyTC12YtulFGcEJy3elkkvJ4eGu7bDijdDSTwWBhtRJQLgGdtKCaSL13umi6UixAWMH5iFTKJhhwrWpwJCAJDxXMwXaTEUmErNTR2LxJVGaBrj7OkDtwoupe1ImE5E1gmUs8gpvy9GLjxYLrELPV5efYYPugfANMHFCFxdIX3+OXDvHvzjx3jdAZv+BeqpZg8zRrRDAPoNl0cS+9oODnG3g/NMQSIiVIlQw4Mca8bS1RWoba0q7dn2BVrf4rg9hn9zgRddxLJe4ji2wB/9MfzXvobr4Rq+XsF9+ikWX3mfuyU8f84t0E9OgKbh6qa+R9OtbS6llDLnEuBSbN1khoEpV8I9Ti5hO21ZNtDXGDxQO40iEk+9wlBdi+RiTZ5VxRYLm8elN1di0BV5JG37orh+EX6nlKzaTT9rLa0TQN5hDCNa38KnxBSvKczWzay/VEGts7VRbPSUkvWXI8fKZ4pBJkkgwvH1N1UDUkySmBWihkghqVKpa9+jjUkil9JhQDbyjtxB3qmdTx0E8abLqj0PbwlaLSu2sYRUzxl/Gbdsg96z/t7DwWmRi/K5U2LqXpuTZu/q+NPryVXQZvRnDpHz7xkj2j8PbHJFIiNaqycSPAHutjs+KxfVh1RmiQuvZ7+IYT8U4gcoPcNiLh6whEhx3n3owq6HpKHj3vvzd71lj9+/Hm0KlwJu+hv0oceyXmJRLeAlmaQJmA+OP2BPVIoJQAQ8eAAsFkAIOB0cjtaPrOiAlveAScZgGJgeFUSDoKrg+56Tap6x3dhwcq9KvEkk1a2dJpx0J2jB1DCcnqIZrxmGaBZA32MzbjCEgfUEPv4YJxc74LjBdP8c/dRjPSXmkTpntCzVAEgS5vm6soaDtvlWWcw7IaFxNffHEuOhG5d5pgW3EwQ2cs4D5GxRG8d2z4BYxCHfNTOExXuJshJYTFF0hAvlfRQbuLzfNnqdu4I/J4CTfU0W5D60qVeSrHJETI8rDYf3/Nxkc7R5VlwrUe78Uc7FMsU8g3J+nlMkm08J+ZUwmRrFso23bRqKkQ4DC5JLdWEtrwdEwHmzATFF5jxLia8aeNVB8ORALkNwvmmYow3Gxt/VcacQQWa54jZ2Uxz7GCOlImt6K+RIswcz2zXLUL3Y7W0Xm31JNq4/8ygn0P41y/eV7SYM76IcZpZ/9HosxC3+XuLK8wIDMu7lXNtVEm7kDYIBYIYrppgXpmTyMQxC8q/5tasreBErSQ2Xxaam4fcsFkjjmKELbRfunPEyNXQEIOpj8oQS1+6TMDcuJ+7ftayX7GFWFbbTlhczOeDRI+D6GhhH7KYdttM2i7doU8GUCkPnTGRmNpaA8Wg5gcT3hr43z5fxxuxN7cMBJjgCzDdOnUsyt/axzRl0dWCDpeI/fqw0+/0tRSphfJQemHnGIYe5t1gGxfucYovFGJXfa9xhWZ8aOepzmYkM3bqjA/cqc/eQwcfevDYIbu/M2m9uZjuKApwSupvJEZbO0VuOQ4lxhQ2TFM38mSk0mEsV7hnR4katHBCyYKcJqCWhME5WWZPNE/LOFALzD/V8mj0vBlnrtauyw2pxjdrfiTmXEgqKp1FFcIZVRJbZs8nnVUHlfV6DLVCZVLnhI83DRz0Kr8fC0ZixPy0n9t5bptn3A1Y3W6xCAFYJiD1QVXix+Qxt1Rrp/8HqAdx2x1U3r15lAW3vjQD/ZrzC06unuB6u8c0H34RzDi/e/AhPhgXSes1jen0NnJxgF3qEcYcTv0BVNbCE1mKRtR3Ui+w6XPaX+Pz6c3y9fszXEALo3j1sxg0erh5iER3iqgXduwfUNdZ1hzUa7FxEd3TE17zZcKktgFr6bvm6ydKJ9kDJcPRBRLe7+sSMQEyRmwsSHdw4LaQtDbAyEpyzBJ09Nr33MpIpcUx9poXBMQ8tFRuUlpcKBiuLhCvjEnEjStVIKDrS6jzlzbn4Ptw2iCanWbAmbI7a5j8vStCEY8kVn52zdGoAZpo48WydY3jO7UVgh8L44vturY3y3xLGa8KU5Uuzt67nMkUuZENaJtr1lJWvcqWalIj/mTGweuwPoit2Jl0gWjOdUgLqGlEFmiuPGFkjUyd+ioEni/dIQs+wBeSLxSGTxdr/qnEty1HNy5UrFBjBqXiyZ9FnFyOmKlcMaaWRThwnAhgqbBNjQKViGJCFWOBm1pjtADSRpORUJ3btKnhVN4rsjfVdjVgB9fkpqpstrhvgze4FrvorPDl+gqPJgcYRw/EKV8MVfOWxVi8xBKSjI1z0FzgdRzwf3uCz68/wevsan9z/BOtdBGqPVb0Cnr8GdR3iooM7PQVNE1bNkqljkvjTEND62ss4hBRQTREn3YkkBhuk+/cNqviSbBbJM7e4OjnBEEdsh0v2wEfG/5ZnR+i2I8rkaO8Stv0FPHkcUZubNAoWN3pCTTXut2fAT37CkMhyiXq95iIF4m3ZJ3n6lClJZT80AJnyJkew9Z4whZFLh0WJbEqBjaEK54CxdwBG6TL2QKEeFQjwgVXbVLEMyGyRnYtwaUIDwTqPjnAzbTkZRsTtw5XiVWKkss7KMBuyHg8V0WikEr3OXfGCZZOZBPtUJa7SmKeUEBwbNC3LRvFZc5JKg0mZPvbzjlt2JCauMiu94qLgARBbI5Q8HdOy64I8fbYtSvf7GR7wn/T4UzGwCTIYB6o7kkwoPUxtCrp4D+xoep6fMxCzxm36uf0jRkCMckmYBnRyM68SIczwNxJveNaOo3xdw5e9Hd4gAGTowbQK5L3eeRZwQYZEqLz+aYJ3HVxiziWqCpUjnHanuL+8j841wPVrwHtsxy0W1QJTnDih9KX30VYtnl79FC83L3H6+NdxnwjH7TE36aOWMVvnsHAL0D2ejH7M/cYIotmqWhMFcV7bd6hXFSoPFwJOBkJqyM5hegkS/nrhWnryJguoRPXGN+ydS1eB2NRAGA0eQQJ2kTnHtauAywvUJycZp79/P3vsIRj2BuLOESzEkhefJhITiUdb18ZfrarK3kcAIjlTlxpTwM14w9fv21niREuRDR7YMyja+jwV46uTlxIZ4wBSiZacw9ItECspuig2anI0F38vCgbKOThjBRRz1GIxsWjKI9frPoTZHqRCSkm2bsBI6da1/KKHGldjzMTcmXmfRZOjXb0Psv5cJQynxRZElDWfiebdI37F404xWAD5wSsFpBgYC4UKwQY1RupJEBFjZnsTRAV/978rT2DMQpG3GuNikpiuqlalSNJBuXG3QsoY7aFoQUApSsOXkKGPWZhYnMuoMHq908Q45TTxxgTk1jbTBOx2qMjbIoxdC08e62qJ7s01v0cqrjbjBm0AFjUb2e+9+h5ebV9hN+0QU8T1tAGFgHaMOJoEBpCEWOtbZhIoLJGkC4NO1mIyEhF7AEVjPSJiLNV74PIy99DSZ1U+l2FgZS5y6HyLLnksqUFLFXuQGh4nEYRxlQnYqHfiyGWceRgsCTouO6ZAqQRiORdkHpq3FqJ5nxoeh5Q9MeMPA0jy7yRGTDPT2ghTu3Zok8R9Clg2WmJAfobd8cXz1vulcYRPsI4Uej8OlOcAkJNpxSZezj3+mf/oYUa2eF95/4cOizKRctuafWjgLQcBOQrC3jhRNowEzEp9Z5uVMpRKDLf4XWlXdB0SaI6p/5mCCBQfK4D6gJjFOcgB+1nIAie18LM0hLr7pL0HCGA2Rw94rBYWpQTEiAHczbNyFbDbIXVdoRQPpnaVp1S8OEbbMcMebgeAjS9lPNVhzo6gEAxHTomTMRMxzloBOYnhckmj32yB169NwWhqK9wMN3i1fYXH68eoRwBv3uD1yuNMvO4ePfD8OVxd4/jBfXx6+SlOu1N8fPYx6OICaNb4zovv4Ga8ARLwyf1PsBSCu/GLu44nfQicyNL7ko3FifHdVQDSiCpyLf0YRtwMNwgx4Oj8HD9880PcX9zHqlnZs3C6aaTERlFgHzjHLWCaBjsKcIuGy2JDQB0BjD331xLDu0ILbHfsfZ6dzaKcKXDlmScPL2161FPFOCLWTjxEB4w78xANj9X54phKVatf4tgDTp7Ho/EN2kg8n2Nkg77b8abkvfXBsnm0Nyc95thpWZ49hhF+CuYEbDGgqzoMYYdxHFm5TOdNjLzRdJ0Y/hFeBWF0vaS5g6LJLzVsRg0Ux2HPjB08SmhOz+32Ijw9x34SbB86mHm+9gWUZT8PSSYWDpqeSz9dMprKQo6y2MNKmP+sGNikHs40IVReqnCYm9f4priZvRsKgaXa5OEWGykfhbE9GG4UBhrATENylnhzDj4VNC2hvdgO5+QhHfCUoeFVSgennuE4SS+JebJTEh2DmKt5QgxYECvQT3HCDhMWSsEpwrhp2YGW78O/ucDY1uinHRISzhfnvEHUBBwf4/nmOU7Ovwb/k0/x5e99H/1f/R20L9/A/et/g//N/X8Lu9UpdtMO3ckJ6Ic/xDeWZ0B9DyBCrDoLpzyAK9F09eTha4/GOaaayf0NYUBTNwARHDFmSvIMa/J4SGsgEtKixUfdR7kwYbcDxYhh2eI63qB2NdZpr5S56xAISGFCc7MFlmRVXQpFBCmCqH0Nt1yyYZEqtrRe43q4hiNuFzOEAf3Q46g5gvOcNIqOkET9asQIqgldUQpqYb1nA1WpsRAjNlWcgPTOMxVsHJmDHAdch2s457CqVmirmpO3JUymlYTzqWI/y7C8chU2opdL44g1GkA6+BIRY8lEvGk7x2XhVAjF7BlT82qTbpb5NfUYZyH5/jrbKyWXC7Xr5a9M2bGS880cpXK96McLD3tmhBVisA/M1/i+IUZx7XpNJRTZ+CZDBnrhWsL8S0AYbzvuvm038aKIkslnHijNJc1KT1PBeLnJshb7l74OnSDitYJoVgJZYkZUTH7j3hVGbu8Gf+b3JvHMtFUKwMyD3bTDojtFCgHWX0zwwsp7JJcQnbNHTwDcMGKquab/6PgYRJxJXdACVUjsaUfWWf1w8SHczYbD4t/9XfzDH/99/O6Hv8PJnr5H7WqjQq3Wa4znpyAiVFMECJmgLuNW+9poUREJFRF74CXUsRdh2MYwjkhdh5fbVzivj/P9eg9ME5rkcNKewIOsAUmZVddOAqiTLTJlhVDKVWaNZyM/VQ6XYYd79QqabNEkZ1u1aHyDOiQAAnnEiLaqsxoXwEZSrlGLJmKKmNKEmrjogZoGWxfRSu0+t4fxTG9zDhUqrJu1iUdPceLebWWIXhjQWwYnzemBnjycVML5umbxoMRUOJ5YU9HWZW5YFMawaWs/2RCSGue9g4CZUZy9tuch/kxclfYYCHvGcea9Hlhnv1BWnzg5PIMS91yf8iwzyU/9zIFiiV/1uHMMVonhIKnnFvETO2QhavsQ9Q4NvykN8d5xaCBKQZlb79vb8SwEvnXRc6z4F3nAB9+r5YO6YOX1kAJ6KU/k5JnL7aMD44tjGHNFC4hxV/FYdmAooYZD1Y8MGwwDJ96WSyzfXINevwZOT/F3v/f38Mdv/hjXUdqwnJwYuN+HHjg/x9Orp3h69RSXaWfGJIFpNst6idrVhgH2oZ9h554yNnqIt5iqCrGuuGMsiqhDPK00DPD9ANxwwcQQhpy0ESzaB6aA6QYZJAqwNjLI+rdTnPDFzReIbWPiOJVk66sI1LuBNVnH0fBsDAPcONkfo0xp1ZycdwhcwYZxRCLGt0uuaIgBwfF8rsiji6wx4MnbRjDjatIci51pJJQOgfzhSkPBhOvayp41Kan3O1Orw21RloRsfAz60e8t30h0K3Sm4rXZpiqfpdnHae51yjOynwfC8Z+10va54eV6s5/7nwF+7hpWWIS8B1XVrJvDr3rcedNDAJbdTSEAKeYKFXkP+0WpiBMA/mfCfguY4uWDx8zb3NuNUkosGZh/kXmzmt2WBTB731vubd/AK1c1jSNjiU1trbH1/F3VofY1Xm5eoqs6NmBTxJvEYbKDQxwHS4xgGNjrW6+BlHDanZoSVu1rvs66xhvq0e8uWWNA3v96vMJn15/hb331vwRuRqTf+A08vXqK9+kUCYkTXd0pPuql8KBaAZstxpqTYu4nnzJG+dWv4Gq4wml3iu20xYvNCzhyeLC4l3do71EXYx9iwM1wg7quUceED7tHTEUSwj/aFmHR4eX2JW6GG6zbNR76B2wwYo+waFHtdrzxrFYY44RaYJNaoAQd2xoNcHMDGgYsiPDJ/U9wM9zg08tP8Wr7Ct9+/G0sKtYtpRCsig0Ac0lFA5dizJl/YnxZjbkjx91rr65YP5YI9xbnuOqv+Jo8lxoHpRCCqWKb4Ybb9IjQ9jXdGGRRJ5ol/WYl5Pv5BZIKxmL+adkre8hM12qp4kTlYmH4PYGMapbpaNnI5ySQHBrl6VGswX2P1lg0hcHUTSMBgOhAlAa5fP++QVev+eCaExthOQli9TSNEhpj3tgg5fyPzEk99LMz+ETv4R2KvdypgS2V8acYmCS/J/TLCYdqhpMmoIhjbmM1s3/rIJYPXTEyohk1Rj5gDASl2pTHLxoe3HrfvgcnkyUiMX4n90rDgKrv8ag54QnvKlzTDVJMhuW1nvvOhxg4kaMesISFq4a9uSkF9BixWq2w8MBpqIE/+D7efOMjHLfHSLs33IlAN42+xwftfeAHP8DxconjszNcDtc4kcqu6B1cjFhXK0xIGD94D/X1Bt55LOsl431gSlfjOdlFux3QdejDwL9LmUlx1KyRLi+REr/HnkvfcwVZ3+Ohc0CzAh2fM4e0abjdNgi7dYfdtEN/8wyPFvftmTpi5S5y7AljmhDXKwyBcbXm6hrUOTxYPcDj9WOsX10jPlpiqhyq42NmIWinhbqSOcFRVtV1iAS4wK1bqPLzZ922bGREEGhIA84X52ZUtUU1wHXyJ1izEVpyq+9lqqWzbcizmTKeb4tbK+8k6epAVlbsC82DEAMiYm5rrQyK1crkFZ3PDkQxgfnH3rxOQNbUODTvZ1NeqFma3CLKGq36Ju9nBkxpaDOjrHDDvsGVzxhcSJmbmymNziIyvbpsQyQStkKMAnbse7i2ZeaP3INuBPGtJv5Pfty52MvctiXDJG/thIeD9YOHvVO9yL2dfebl7l+DnoPmxnA/q3nIQ53fW5p/DgWuo9htjNbTibVLsygwxDvTvksn3YmpPlWJWOgjJYC4hFUFNcxoE2E7bHA1XGHVPUDjK4ACcHrKeN2z5zhfrXC+OOd7lDBzUwP46H1ZfCOOJw84oZaNk41JTAHbcYuToyMAZZvtZDJ9CQlU1xgid0Ro+olFVkREJ6WEuF7buKbIrV/Is2c+izD6HmPjMCDBVQ5dUQoLIGufErEB0E1HKpxSShjjiH7q4RuPzjW4PzXAs2fAq1dwjx4xkDBNiJRyxCL3QyrvSAQ0dW4EGUdpbS7Puipq972Hj36GGZtHquF9YNhgmnppUEmZgF8kiErsWs89IIDEe05IuYR3D/4qu/ImIhG+gYlRz96PvNYOGVf9WYb7M3NzaE0cgONm66jUU9iLDK009/ZZDx4z714KOgi8KRxiO5QJOBcVngEnOMXR2l/nfxJb9POOu1fTSgnJCaew5LsW4fj+TZaT4PB5D+8wRjo+BGDbJc2z/ulAOFCSl3/WNSSU2VjkB620D9VerSpuixICY2dty6IVABBFrejikru5Kud0u2VJw6bBxoUsuQcysZLdtMNm3ABt4vN1HfoPHuMoOeD7vwd0HR48ecCTWmCLH7z6Lp7dPAMIuLe4h7/wogI++oivZbOxJE2cGLbp44ia5hl1pbaoolE/CS67kXuqa944kPDFzRcgEM4WZ3DkcKHVV4sFG4K2ZZhjHJGQcDVcYYoTnqzfR+UqtFULCmyU7KlrBZhiud7BJx6b3bTDjy9+jH/n8W8Bf/iHwPe+xyH9MMA1DRAGTC6iqZmKZlHMZsNj1LZwTYMpBTPulVTshRhyKSwR0DRox0yns44ZBW6KukYvHX2P2iNgZCMTBav1EJxQ57XMvWEa8HL7EqfdKcMbAHxMSGmaGfJbdK+mMSNGMeYqx0LAhKRgY3YU+QjDidUhKuA85RuX3mC5Gks9BY1mjPIo7KBD8EN5jhlMUBjqspBBucu+LKjA4ZJegx+FBoi6RqzmYv/Q8f8FI9hf9LgzA8vlonODqgfJ7/YzzmW76+JEBz1MUMEZLM5dljmq13EwCyrnTuXEQt7xfu4uJqpAqt9DjkxMhAVIWKHHkhAtl3NG79BPOyyWS9MEaGPEcLSUrqkRXduBupb1A+Sc3LmgRedbpGEAxhEPphoP0hlwcQG8ecNK//fusbGQXlAPlvfw0o9YLpbYTRv88M0P8Z/8EYfVeP8U4d/6DcvKu0WLEAPaYUAHh6475Xvd7YBxhI8R69NTMGyVcN1f46g9Qld1GMOIT5tLnPgWLVWsrgXg8U5C1zV7VVOccDle4trVOD06ZX1bDmew2u6wak6ABSv/N1OAbxfMeGiIqW0aAag6GBgHTLsd2rbFWXeG9/0p0n//37OAzO/+Lqt/xYifXH2Kf/n5v8T54hzfuP8NnHanqEB4tnmOxWKBZs1aClWMqELk3lJEmBzLDFqIWmzKXdVlbF8jBdWbFbHzRbVA53mMtnELPzEzonMNQDyno0Q7unYSEt4/el80eQf0XqiNAm3ovLVZWuYaCjYMG+89nVPhSNu6VF0PgD3CEhcuHCCiokty8d0zg1h8j3rXCbLOFF6RtWdjVWiN7AWcsyMWob4j1oWgqrZyWO/nxl2vV/8du1YSXiHz6Km4dsGpJ8TbX/5LHnfqwQbJTpYlo4pzuGLnsodfhE37gzxLVpUGc8+bzYUEtz8H3Dac9lCJbgnB3Dr2Ew/l+QUTI2K+nTa5W7QLVHVtyQgCYVGzXJ/haMSlwVY5Bt6cXNsC44gVPKaGs9GqixnriifWOOIy7RBW93DWnYJ+8AP83vEWX/3Nb2JVrxCvnuJ//vH/jP/sK38Di+/8CO8/fB/49z4xb8L/4XfgP/kEfRwREbmu3tMsMeC7jo3FOGYup2St/cUV0PfwVYXFcoFVtUSaJiQnmeeTE6Sqwm7cYlF1OG6P0Vbcr0rVtJbVInt/4uHEiivGFPdlTV7xZHWu5IkGOAc/BSx2I/DDHwJ/7a9hWHV4s3sDIsKjpsGX2g/w8OOH6MAts7HtAc/4sn5HQw2AhFiz0fETY4qmS1DOw/2NXBd4SYLve3utqitObvk6G8tyvkt+oEzGqPGpiT3PJGvEGg8W8/hnQVr760fr7kvnBSnxvCjm+aEIb//egxisQ06JRl16/hnsIDQ4vYZEmL13f51Z+bhi3NrehshgorfxbNUmkHq6aS5bCYD1kmM0kZh3cdypBxsKSTXNWjooXgIruTwU8KvhvWVsb4X8sIdhr8hnysmH4t/7xy/Me9tbXPq72edjNCK+an5CNDdVscvwRLuuQmREFywSkncgapgf24+AY4ihn3oox9PVNXabN3i9fQ3vPE5CwGV/iWc3z3DSnqCtWnx8/jFzYF+8wMmXvoy4XNikqpWPWnOCCH3PxlQmPXdEYIiAxODDc3uZ1rWIN5f2mbRYIN3cmLFMVQUS/Fj7iDVUoapZqlB7eI1xQl2GrDEiOUJwvCgW9cJkDk0JrHy2ssAswUOET+kK6eaSPwfx6m5u0G25Dxja1kjwrW8z3Uo2EKUN+qq2Z3J7s84eok4wEgOIvcVupbhaxAIYzGFzWD5XVo+pgXNq/PZYMCog9LNyBvuGTxNC5tSUn3VzIZQSItAjpCDKc7pOM11fReN/kTV1iCWUL/qwsZ5f2p7y16FIt/w88vUCyaridL0BsH+/q+NOebAhBEzTNPszyu9CCAgxIoZ5/ba2gjbumv6B7NIHvNsSL7oN6CN/ngreYQE12JFyXXr+VdZN0J+lIpIlYvQ8wt3UWvnaie7qNFmSCDEy304WmnVZlUVO4uFPccIATnLh1Sug7zGkiVtYy2LVEDRIUgrLJd5bv2ecyVW9wq/9qy+AP/gDoGMP0t1sUAe5lq9+lTeJ3Y6hhiIsLP+b4oRBWvCMMWAKE1ao2aABQFVhN+44pL28ZMiiZ4EWP07wV9d87t2OSz4BnLTH3GEgDBgqyrjgNFkI6MhhORHw4gUvfmkUqM9APSEzvFUFvPcefvTmR/DO494WuDd4i46w27HkYusxNPy52tfwu56vW5NnYAMwIRr+PeNkSyVXOVe1Km82r5pGKHBVxghTYq2CwgEBcgjsnWcRnxjznNGQvoyiCuM0y2EofPAWI+eyiZl/VsfPuTyekqgr1xW3XU8c0QA5cSfrQ/m4+4cl0eRc+2R/NWz2TeWalg2mfAbaDsl0F8rfHzhuJeuKzcW46N6/ddx+meNuMdii3cUUo+FN3Dcp75pOarpz1wPxmORcTsL3Ei+9hT3NPMK9owzjUUyo/QoyopliVvleMzjFOUpjTCA4xd68R0yBeapEFuaZ/rz8G8VnLZst9zgV6k4kmKu+v6s7hhMYGMQxtfj6va/z9awbfPz7vw88/T7wpS/hf6j/Gf46KuDb3wbefx8Pf/QjgK6RTk5Qr9dsCO/fx9hUGKsEQsACeSNLKaESRsONCwiuQvviNbx8bvv+Q2vFcjxu8MzdIAiv9FEEJzaJckdfyfzeX94Hdjs03qNxLeA8phQwuYhECYvtFovdDpiYZwrRFyjxQJsHMjdi1zLu/ZOf4M8//vOcHPIJeP0aVwuPtm3RHB9jFwdc9pe8AVZrpBixq4BUebSeqw4rV6F2FUKKLKZycQHc3CA8foRhGsxYVomkMgxINT/vIfCm01Ztlq9MEbtpx5uSCmkvFtaOiCS6QzE3pzjlluPO5WILUfYaK5c9bw33kTmis3Wyd+wbu/z7lNeA8sNLCAFFK6NSn1ZC/SolxIrvWct4CWQiLtHl6j/TV967To0K9nUM7I9ci3demAPzjiQ/V0S/+B4qbEoqeMPv6rg7DFZ2aCIm7ZcYloU/4IGMk4TVAlQTaKaXGlPKBrnMQurOtgczHPRwsddL6NDxM3Yuy5YKTkREIEez+0qKwTmX65rfErpFncgy8aY0Gc7kY8KYRnvYsfKoP/oIBKAGC3+MccxiOU2N+oYTWzv06L7xDfbGvMeLzQvg3/3f4YIG7HYv8Wi3Q/+Nr+HV9hUur36IF8ML/GZcY92ssw6pJCetP1LVIDrC56//GB+efMj3t1rhZZfQxAl1xV76Mnqslg8wxokTdslnr1THRkSi+2mHqpOwX2CHKhECCGMckdrlbHHvb6w5PN/z2LwDTk9xnloAFdKiwhvqEcPA2HdKqF2NZb1ktbCbDQjA4ujI6HTe11yVJYt4ihOqkxPg5ATXuwsctUeWJBnCIGXKmd+tcIjqs05xYkilarlvl3iFA2WRoATcmpue/LwPF08onqdtiySGfDaFy9Bf5vScung4jWQwyCHjsjd/lRZmDkq5JkkUyYqiBt2M9PrKQ4s4nHPWrl5xWXmodu7yyqPAasVOUVwuzTHcGEWSMqIib1V8tFggCAvIFTDBnxmIQA+CeKlaMSKDoaGVdk81r7cMu/S9akTLh10MfHnc8mDjL5AV/FlhgUxy2411sqR5+2sqKtRmfL09L0G93/Lc1rZCrl492spVCDHg9e41rscbNj7ymvJRd9Nudp8/2nzG1KQYsagXuHITY56+Bq6vraXMzDuXe5k1ZAQMl3TjhHvLe3xPyyXS6Skudhd5MhJxD6/dDhWc6AfUma5UZMg1jB7jVITPMGk/5XOibZk2psI3B2Cg8hlZiNl1SH2PNE2mg2uHc/CRcVftEIsYgc0GbhhnIaiS6FNK6CfuIdaHPiuqafiuEEV5LbrAi3C4Io/dtGMxaOKuwyo7OdPE0Hkinqris1q9pd7tzBAUHn0Ji+l8y9d222s9eBRzt1yLuTw5/5npM+t4qoOkUFYBaZSYcZT/7Dt1rQFZH6KAYPbtQnFb2QCr06XvOYTzyvdkNgG9fYP5FY67M7BEWTs0BPiE3E5EbsjaaU+j4E9g4H9Pf8AGoFTuKb5n/s9iwZd/NHQoJkoZasoXzf9+AO+y94cAmqZZqEoxsqcNmDgKgFt6CgnFJJfvKe8rOE5gtWNEfb0xLder/gqvt6+RUkK9G+Cvb+CGEdfDNfquRuo6NL7Bv3n+b4Dzc2C7xV94/Bdw5Bd4jDXOn18DT5/iLNT4yJ3h6zcd/vIzbs8yxpGNLrJQuI/cMBAvXwJ/+Ic4/cf/f4QUcOFGXLgRi3qBRc0dV3eJmy3GtsGQJtY5IGJpxevrPOYpoUrEuHEMuJm22IA3DVSVCW4nFO2i1bCkdFAnwhZ6Sjx3nANOToCOoZQnx0+sjFUTcVXi+bdbsD4D+h64vjaepnNczoqBq6cYMmBvfAwj+jCY4R7iiCBEaPUeI7GBSDGiJs8lrH2Pq+GKub6IcK9e8dheXBgvuozwDP+MEUPkXmVjGOcKYsU8s7E4tAmlucbq/nHLWM8grMJz3MM3aX+dEfFmo1zc4jx6Lu1WC8AcBWViWBQISKt4Sz9lHV5kGCDbYN0U+Y/mR2Zav1IeG+vKmmjqWJSt3d/lcedyhQkAjSOSc6wbKomtEmNcSP8oIuJqJTGms6QU1DNNc/UfCQ9LAzXzHlHsauJJ8YQ5oJBVenT6bcVOPMsmy/kUa1K8Tk+jSvtElMsepcYdEBxLigkAAAtOtjgQxjhx6WNiD++qv8Jxe5zHNSXeGrdb4PoaZ48eoH5zCXz+OejpU/yv/71/H/jpT4Guw1fiMfBP/ynw4YfA6Snw8cfYth7eNWiW74Pefx/wHk0Rik1x4nYmjpsb3jw4Rf34Aernr9D6FsvggH6H09P3bGI2voGLCRMKXdTLS+DkBGMKgJRQ6kYVE1PCqJrry1IIqET0OjTMMoD3GOOEPrL3uPCLnOzUaxaqkBMPj7ZbxOUCm3GDNbWMfZJnZsbREYIs0i4QXo9vcHJ2CpeAIU0M04AAKSxwW+7K66sKD9tz4M0FcHaGi/4Cx/U6q+UXkQ0BEiZnWb/Q1DhNp3l+qW6tGFKDk0QkaOciuqZjlgcIqBubb1oGa1i5huEare0LlqQkLXV+sQpFXmmw79B1VZGfRYjJvh+2ZnR93HJeZI5VRU8zK/SQ7xhTYI2GcQR5hgpVga8UPyLdSAWGjJQ3CQMjiu+3JJraASSrLFPWz89iIPyyx50muaYwccZSvNIgk4Aq0duUwXXiMTjwzWkrktJ4aqILCUguP8Ay6XErbCgfcolL/Qr3FBHN+BjRHTRrq6GH9S0S6IC9C6lAcT5nbAFUSg9JBUivGNG0tfOpMhP6rXkLdSJOgDx4kPHf+/f5HKsV8Fu/heu4Q4gBJ48fG9+TpIsAVivzAPm5cHtxpT0FF3C1vUJz3OBsu2Nvzzlsxy2uhiu0VYtlvYSfAlybW0ljwXzf2ntuHQMCNhvuO1VVCC23/HbiXRiJ37FubjUKna0iUxJTHYLk5joSBtUoHCFYYFd1iOQ4/BfjNKuVbxoso3hVsumOaUSSBpOUEsMYarCk8y2ur/Hg6AFweQl3dDTnZhcbMKVkeLyra4xxZK2JEDBQQApFM0sgd1MgylKEexoeTiCYzPlOt747oYDiZr/nNaQR3K2cxN75dOOzl/GLHbdgCvl32jNkFp3K+pziiLpeMOsmRQxxQI0ataszhgrkjUkoj9Rkmt8hACQpbFOOVbH+7uq407OnKOE4MvY2hhFTmNi4RhbUcLqLOMewgnqvwAzsTjKgRsZPZQBxe+cpX/tljKslsxTbk+8MUdSx9lqQZAVX+W6FBoT2UlK7APADrmvukEola4IxqyGO6ENvSRNHDhSC4YKpqrgTZkoY2xp4+BD44ANekOs1wnqFq2mDH1z+CC83LzHGETg9lYnqgJsb4OLCVKP0ml056YYBi2oBRw6vdq8YF5RrjymiDz1ng8nzs1QsUWQK1RtT40fDwFSpwLQyR+xtYsc4cgTL8fWTtOpWPE+kEcswMXsjyMZVn7VsNFWiTKMTWErb8yQkJIKNr9KLStpVIuJnpDhj6TltNnYvtG9g1QDoZ8r2LYL5TpGx8TGOGbeVNjM69uU9lfSmxjfZ+BXYZhnel1CbrhXjWKOApfYjueLYpybyunj78TNRTMpro1y//FPuUf6tRTsmYyrnNhEnff7FmPysEN82ovJeCwGcXwiX/iWOu1XTksFIlYdLyTwjcmQGlZyDF1jAqFoErl2WyWIPVgZEO3KWSZpyWC20kd/GAn+SD8gbaAaIK7ZTGlUzmOJZ2sOWh68P1bELOPvs/kzLgD/mO3dK8HQ7iactTnw/YFNJawv1iMQwD2nCFAdcb69R+xr3js/ZcG42qJZLXA6XSEj4qLoHfPoU48cnGIeR4YXnz4Hra0zvPcIUJyykg+7k+PrqpgGGAfVPfoqHVYX1o/exxf/S3rvGWpZtZ2HfmHOutfbrnDr16Krqbl/fh+8FjB1ysRyLJFIMBGEnP2wiSOJIKCYhIpAof6JIAfEnRIry+IMUJRKJECEPCUiMEEYJsgDbyh8M4Yd52OD2NbZv07cfVdVV57n3XmvNOfJjjDHnXPuc6r7dfXZdjPdotc6pvfdZe6655hxzjG98YwyCI8F6l6enWB69KYrg7BwcQi4dZy3Q03Ih2Lt264X3oKbBZhaw2Z7j6KIH3n1XFP8br4slqkrlBa+xaBZotz14LrBATBE9R8zdXOo7AMW6NJwcKEEnIjTsgEbea+AkUMgsLZuHiNO0zkW5Eycsm2X2liKsyps+q+NjybxTAyHT50zxMmeoyJM0QmxUIW/Gjbj2LMV+wvIELzYvBHceBUYia4NjHpJBSE0jCRm+NGB0bZsVgx0agaSgTOaM6pzXQTRmFp5tpkVed+XzHqphM5YW97sR93q/3eRdAAIX7nLMAeT9kFiqo83cTAu7AwFST7fxjcRxiMp8OPVaNSlmN7A1MbxQKddKqU4s8xo++WaC4t+k7FXBupSkHKFWjcpWqqvajhCKxUqa6TXG7OYxULI1LNNFr18vLqByE3ek5rrpC+V3S9Gkwl+UAtPTxWenv3FV7WQ3gB7gqeKWV8r3Jqu2TnnMzmxeohwVNkxKFLCA79w2oDTIVyiHkmIErq7QjSM6Zulz1UjZQJq3gqkOAx4tH+Hts7dx2RKW3/EdYETMwxxPhkvQFx7iwd89RfOLv4Tm0SNsjxycl061pMVITv2IkzfeAPoeiyCQReIkyQFzjyYN6LTralrMc9k3m59GA4vRO/gYwcfHYACzYUC7uI9xnuDu3YW7uIQnaQETlb60aBYCs3TFum98g46lq0B28SrcUBdGtuyidSKA4NuUEtp1D14uJXrtPe6Eo2zFAxIz6L0Es5bNQiqDwRRuRIwxW3XNaoZ502UrNbnSmmRMI5rtKIEs5/CN2VoSUFaPMDs+xtn2DA+XD0XZkXSjMIsffY+4WsB3XeaAt67NuL/dpylAwzUZLFCclz3GuvbYUc68ErqiNsysIStTQkT5vcQpsxzs+qj2ZK5g9RKoIsN8ug8nwV8UBU7VPstpt+OANjTStdfYKG2rzzwVZRmjeBLMoPkco/b8y4VnCCBLJKgkw4s2l7Z2bhE22JuCJSI0rfRnIkskMCVawwCqVAHBYpkAUnwpRwurB2cP1Fwce2hmN9pr14Jc9p6e6vn68oaOsSJum3vlS2fZPF61BoTmM7npUn6tsgQy1LE7R5UyMnw3L2hmuMRwzqPnMdeI1TuZ5JLXLmnTSrNBzGYAMxJHPF8/x8zPsDxaon0hBaNHP2LkMRe/RtcJPmk0Ld1sjZc6CpYo4J0HMYGYEFhL9/nCdx3TWDLSQJP0T4QpkVvaAQn2Oi7nCDEikXBLLWqfW4IPA4LRteKY03lt3neftRVFkXXlyj2l4n5S1YXSFEeAA1D40utxIxaUwUUsPz1JKMyRK4R5ZjCnPIhkxeXVKp03yLV0ERzOnn8Dq3aFQE3Gu/nePaBtQdvtxN0mhdqoft67B8u1BVYsN1aP0KiFtWutGye/xvocod8nZf6Q13NtONzIPqj+nZVXZVxkatTucG0YZn3q+AkQq1j79HFFFRuTZEj6+QxOMwQDecDiH9V4jB54jZNbHQYy3NuDC/aqYENXlIKz/lNa4KHGWUkfvLj/cYIX2SKzUzDz5/TkddoOhIy+E+pqPxUkYAvSCmxAS69VSQHe2tnUVcBQMKOJ+48p5nsty0y7xtbC+ef1aKUp2sgRKSZ0vs2ncmwJXS/BlpFMWYVpXr5ieJTEGhlYMqJiipm/ycygFy+ApsFivigteu7fBxYLdKooxjSKZT4KOR5AzoknSHBS/veFBtO2cMzYahZUoCDdGcCZqtdTKkpTLXEXZQwvhguctMdgFozdMN180NVppdn1bvTWp5bIZE4cZU8hexmqqAkklh0RYtQUWcXXHTlp3ZMGtGjzs8oHzA7ck5NYdvdm00igkRmrRhs7JsaWt9iOW2k+OROmAM7OsL2zRB97HM+OpRSfKb5kDRKnynWXFUCgMiZChUsWzFI6HFfzBRSIQ69lFdYa0lRvhS12Mc5rmKebemAyHspKdgKNTTZH5dRXSnYSxCYgcV3fxOfWQZQIne/gmQuMABS4ha4nEuzi5jXX9rZkrwq2rW4OSrlhtapsgTpAyoMRAKvArpZkdj20ghJhp9Mn7UwST4tyZKWsCpwsz5wIYxTeZ4O2KNSgVoi6i0HdD1c1P7RAiH1P7Q56ErzUouy0WmWL1lwzU9K7edghEeBbaXWtCQUr14D6HuthwOJsAO7cwdanjBca3rkYCZjP0atyalwj1imAhevw1cdfBUFqpcY3HiCmEV0apFzem2/ieRNxdxzhf/7ngceP8cFc4IrXu/t4sXmBVbuSmgHjRrKhVJxZgc5J5h0z5s18Mv+kVgW8x3ZYo20bgBk9JbRRDr4IxszP8P7VE5zMTnDUA+g3GBYzkBdaz5oivNYmIKJJKczaKjbKV+8SPAiOBXOdhZlsIk1ntXmvcUEGY3AEIsmv79ihO9sAcwIWC/SaPdfoPY8W1c7QkK5H5bSGRreXBsLScQvuWqFZxRGPV4/BzLjsL7E8OSm0vxRxujnFnWYlY84Wd9n4EZwhD4NCgg95D2xSn+MGrW+l/oMxNJBy4aE67XWIUjh9MQK+C+hjL3VsrduvBhuzkt+1WOt9qHM7WGEYAGz7eMcjtaBuTDHjpQxIrYaqCp1xZnMtYh2/I0kegfVTI5JD1BI19DoRcij7JAc2WyqwJm7sQ/anYIHMabXJyyc+uCQdkAWIkJXPhG96g9TRVMdAIhZLxJXNY6c1AdILKrfpkPdKdfjyHfKQekmhixHBt0KUD0FK9qEof8OSzKZtKYgytY3fdXkealcmUABp6l7mLlp1LXXJV7TCelgjNgGh6xC2Z8BMFPkszHJrGThV2k3AJopL2VEAnj5Du1qBW+GYWndTRw50cQFYgCM44PFjXPZPcd6f4+grn8PdDfB49UDc9ydPsLx3jG5koN/AdYbzVaKW7YR5UIti6ZETlu0SF8MlAGAVFojEYA0iNb7Bw+XD0pAwRjTzOeB8xu+MRZDpRRbsCQWq2T3AiChTfMxCCRRKhF+fqT0Lc/kBiIfw4AEsiNrCIxkkAsCzKtNWD+nLS9BiIfV4xxHu7l2cjRc4Xq2A83OctMd47/J9PFw+xPJii+aOdHswrPDFwmFOlFNxwcBWA3KteTQpCQ7fBIFK5CbLfFNJu61xTTSNkOwr/LOGvrDZSFDTAesmoqVSxhHbbfkeM5puSgayIaiVmg0lNVoYpRJXHagzhUqoglSVJ1J7stB1QCx7zZ5ddISeE+baTmmTesxsb4cgOgBVOUmnLBotFBOWS2A2K40pb0n2F+Qiypaf/LNSZJqPbayAejMAAHgHN92JStLE3K8wHZpCogCAYYDrpNBuxi0r7PZaQQvlHLa+nZbR24UddGwJxicsDzNfZ2fMtWaapEbqQWMuW3ABwSutCyxueptyNDhyREN6mCQZVc5pN1fPFtEwCJ1LN5dzTvKwzf0G0PkuB3hAhMv+UvpwzWaYRQLiCPJ+yr3cfdz6s87tNmjGOMIusRYVBxC3GJoSNLQDy8/norDUC7CDp8agGZx7YFniSH5+upkzfFBNusFChOJ5ECSYZW1h6s8yxOrypJzgcQQtFxUcUGGFVGIM6Lpc0Mc7D25aEI6AzQbbUaAarNdoVyuhsuU51ISNfgDGLXg2k71Cen9BGocyoAemL9CQm3ptgUJOQWUWOtqu4rhGLUtiBQ/jUN2f0AEzh1QDZ/UKsINrCqDlNwucgYrjbQdyPaZ6OKBcmrHe7/Z9BIUMKly1Tj+XbDZU8EAqHksSCCrvVd0vdTWz25L9ZnLppDtmsCvRQ7+L49Qn4Q3XiEkypXIwCq5MuFM+7a67ohsT4wjSxnHUtoWYrAovn5i6AHPPeQBr3qCZH4s7AVRgfVlUVg0pczQ1t77mQeaFZZiUq9wkswp2LIBZmOXFKITzcZIFZWwDcgQktYyJgLEH5nOMDkixRztGjB4Yo1jQ8/lcOiI44dRiu8XR8ggEwix04P5UCsQA+OLdLwIffAA6OpI2MMOQywUCci+7xZaNHeGs3F7GbgmoOI089Ei+gfclQr0e19lVW8wWCASQYri53UcIkt2jGDfXG3UcQc5JqnFisPdSFrDC8wEoNNSIUo0JQxxknfqdg95+325zD7FsCZNimXb4E+XaC3HWiaXsPGY0k/q9gTDrY17TAICLC7h79/KcrNqVKFf7vtlMKFfM4BTROxavKiXp8WXKmaWiVK3wrSmkwVIGddXxjckhH3R/pVRgAxPvSxnH2kNEwZ/1IRcVW2PhajzsHkq7dC6C0DdtfoFSytPiBXXrJKunYUHVxjeZzRF8KDQ124uABJJjAjtGyMFdfU9jEPnwvgXZq4KtTwLHxSylxLlNhZG9M4Zm4DaQM3ys4o6vLF1Llx3ikJUvIBaUteRlZsR5mxvHgVA6CzCya4QQQCEIbqnKFd6DIuFquMq9oTJVxKyVHSw1Kz5XFeZAubd6sQN4aQM4MGderfw9ygZgxqpdZSzMkwMoiRKKUZQnUcbyaD4Hx16w45TQoCnkfO+B1RKByrOiO3dwf0vZXaP796cV+m2s4Gz1slqNAHDRXyC4gHmYo1HrkgEMaYD3Hgss5G9nLRZwAgmkDbBaYdEsJtaQgz1ngFvBLtmeZSftbZJCL41rQG0rWHccBEvVjbMdt9JFAB5+M6CfK3/0+XPga1/D8ru/G0/HU6zHNY67Y5zMTiaE9tg2iI1ABy2QGRKWxjtGrXzmCW1K8E2TD27LvmMwsAh4A2qVPnqU3VOnTBWfGL0njLMAzALG4RLzMJdn7BzGsRfFrgrF6hFAa2KwHtbMApkZLBU5wg+yHn3ToMdOVTnzetTt906K0jiSegykh1kisfalXi2yArNOHLZir1nGteweXvY7l5Rb21v1X5qHI8wfl9kQdhjEFNFGgBuHSCw6wUkx92EQ+GzQBpaNaxCGCHhkPSTYuhMc9xZlv00PayFkiguoCgrsTGXe2CkBEHC6823Glgy/tD48ACbZLpm1oP2UvGuya9NHAf6DCwUzrMnpgFTtV3zouDuuAlPy2ZwdM45wbdlI8vVT6zbTyHSsPiW5d4MlJvNzw6LMLnGeLvn5shPWOaFnEaHxPndPyJQpANhuJfGCpAxkGCNcIzQk+75ls8z3w94Vy12r/VN2Eyl/zsZ21B5lvJQhG8clDWilHk0nHRnWwxpHzTJv6rP+XKLA2paa9KDIhHsq36WTDCIJgJkFuR7EAl40xpCQjfcrL34FDxYPcHd2F2Ec4Tfixqc7d0Bf/SrO0xpplJ5nrQYajZJlys2xyxlfuxBJ3dUVniaeTj50GRgd0NiWq9rj5L8NAT4lBLUYN046PwDixSwQwM4joqxhUiWfOzrYOkA5COo9xyj1XPNes/tRDq5fLHI5zOwdQvZcySATI0mCwaE6eJHbXud23vaewWzV3JTx3VAbZEd2ee452Yi1/u2wAYVQ0q7rWAuQg8MAkNoGbivUuGDervbNu015NQrWHqJZqqY/riM28vqOgrGTslC0IigXpxYX2b5ncskqkAGUYMbk9FaFkd9XGAIsrAMfAqbgEOW/c5AiE7sLo8aLXnKDOtyPKLxRvT75nCnX2jWmKgvsJdamWNYEI2yQHWKKvcGV3lCBStuQCWHbcvNRnmPiJI0fx1Hq1roSCEvqTeRxJ4m6+2YhaaYuShCx77H49m+TRI8EOF9cx5r+ViooUfk3MzAMiKHUXQVK4CjBOodK0Cgp3rYe1rBg68xLZlopxVdc6FwgqJqn6sFofIAm46vhpEkKb/VsC5VwKjVtMLhQEgHIQybHgZVrnHHRm9aKemg5ccWVNWm1jfNeqHF7HXuGvF7yHXUAyv7G7od0PRrt8BrksCPX1vcuPlvvkV0lbOOzMaUknpn+XjN9arZI4gRnffGaJrNwiAkN/VrBYLnKjqBdo//lQkAuWyZpsXo9tZuYGRGxnGhc2AGk8IBz1cLRByTpgVQeiFmS+n6mgFnwq1ZeOi4LaJhLJckRLjfnq3l0uVIQMKW17GLQqkRuUsu18s4cwlgy3WzBZT6qAvk54ywEDMNai+k4uOCn9BWtkm9ufBsBa2mTdjDJPg3iTehzJQAjJyAysNlgXHST4JIprFy8Z1QI5uwMeOst4Lf8FknXff4cYbnE9s4CERGevUSXdb4tqGKOD4y/y5wV91Yx5ryZ+x5MEmh9vHyMVbMCxogYAp6vn+NquEIXOjyc34d/933QbAY6OsKlj5pEQLkQePWgtORisbrsOd8kzCzPSp99gMeYCkWR6wBQVoxikbJzcJyyVY/NBpjNMMReMGjvxLCosFDSwNqNB3etIO2laj/a4cTEmHPI1h45nsIl1qtMmzZ6M3yAwixglvVD0lp+1a4mVr1JPpBsjXN1P6jS32sFWn0GhAlsl9kcVZJQNh7yNFTQ3uWlHCqLBT7cvgAA7XKxuPF5fhrZuwU7SevTn5xSVlY1ZmOb0pPPCsuRAzwyTmIP1UQq7nvJ4thuQW2L6GTjS4CtgiEMQrCHVE2+XL/CVJ0Dj+PECpxCGZj8PrFiyNyfSgx3rSLjrlISXCn6mwjPDpWC9iV11HK87bvFgpj2FcrcVeYyDmv6p9H6HKxoOr0pAmrrFbL4Ro4IF1eCna5WaOdzYBRLILiQC1I3rpng5skRtk6qW9F8Dnz+88Bigcvv/DLW4xrrYY03wj0tE5iAfo00n2FUIrmxCMjWlCkm79AD4CS9yQiEZ5fPcHd2V245JSz9Av3QZ+7sEc1x5Bq49Rbp6dtCJ1RLeOVnwJOnArV0nfBmKwvUmAJTcn+x2Atn05XAnCrZDQ8lDTtNu+PeyMzYsYBtb1jXDwpVBa5ryuflxoyNl6Hdi8nlCl3yPpUALVFm3zhmOCb0Zs2nBISAfpSCRARk67PnEf0o9YWx2chcOFfa3lQwWb73is1DLM/OeLDm+E4DkJCi3GoYefLZ+0Q1FpDw3o2C58ghfPAUWC4Rj1Z4cvUEjxcPxZuiBKxeOnWfWPYPEewuIF2cuYYmNGfb8BQqAPb0MkUZOVu0zBgoYeBBCpVst8BmA7cswZIbKRcvsSRzmxqgnICV8M7vGTuy15gn1Ji8YGqL2a5dn8oVJgXoAteDoQT9iqWSP1N9b9702o67jJPzwDNZfZIAUnBFoQRNIZWc1KFjvRqucAwI1zPGgvuRBByN8nU5XIIgLcrNjg8uSHNFAOPrj+CJsFyPWEaHs+WdMjdjYUyIsqrvBxNYgwC0rsWGNwhOAhYX/QVOZiegJLMWY6melalsXSf3XuNuhvc+fFiedY0FK2Nl0iJaD8fMaWY9ZIcBuLrC8xlwtz0GLi4QjpZYj2usgnBlabGYwgU7CtfWYw39eHK5iSbm8+zVMKfCJ3cGVRSjwLioJrnjAhWrrjBqygFiyjiPgzW9XJMDzPDJV9a97Vi4uy08kIbs8UVChlXssJxw1+uf1RowGqY9f/OgdteqDI3y3rFuKY4ctlG6UjAzHi0WQNfBkxP+9ZOnJeX7Iw6nTyo3+za3JFT9X79mE1djIuV9tQRRJskyNxK4UJrMxYW4tiPkNEVKmX1wDZKoT/cbJnFSrb1e7NW4JvgqFSxr16qZXKf+7noe7PUdJX3TvNT3ky3cG+YN1d+T/V09rmqjmNI3hWwQST1eK8/IakGwYVZdV2AKvX7nGunyUM+76XdTPJrGuB7W0vUAALZbHLdHcj+VJS/D1QPZLPrqGWaivI4TfQ+6uhKKW+LSbdSuY8pGraLknSi55TLXC2DnsB43pfJVle0DQK5ZueX1gUeouJgpAVdXWI9rJIWlAglODINLuFrb9dqr7n3y3Oy5qKExKX2p71G1L8wrqSGu3b1YE6Xq4JMVJ8zrEkW5ZeOnhkh2LGfzYjAMsl7aFmjb3JXBFN9N933tnqux7a78omMoz4ddM6aYv2OX7YPFIgcG3eVVaQlfFcW/DdlrJldWUIaJmCWAopQACUikSpllHIeETDymcdKps03FbWp9h/W4xmbcYNEt4LSJnvce3jfXJreWXaxKAja+BADMctN7qfl+Fih4eeHi6vo3KdcK4zULxAJHkwwbYBLNJedL1ScUd7VmVWxTLw391DW1jp4y2VUJPADcSFqtWYqRo1hCqnytwWJwAUtqcdQdoU8j0mv38vha14hF+41vAI8ewZHD0s8nB2kOIHkPihFH7QofXD3BeSDM7x9h9eIF0vESPSe0bSuFrbt2An/IukF2GVFZaOthjeUYgSdP8OjxY/DpqXCmm0Zr5haiufcNAlEu8A4i4UgTZWVnGOnolKTOkmWXFYYq+NwJWWVIwhdtUgLOztDefU3W5vFxbvMdWZp7wnv046a4/noYTjBSc8VTArlG7lv5wEMacmYgeQ8at7meLB0fT+auDhZODtgKlgIkKMgsvOqaCWPjYWCyLwjIXN283/N6Y6DrcDWuZc8Eh8vtJRbNIlucrW/h2KG2kHVA0/2UPULdWzY2FMOm8MMpwwk5lTYmNO0K8yCdfEeCULU2WkB+NpNU9HELuqGZ5KeVV0fTqjJAGEKryIqsdjHMRVQ3NmrEdNUKMBI56i7jnBs9DyX/HbNZMfNT4YeacjfrD5i62UChr+T3K5fJ0lMJ6mYr4dkZWfrqCmlekgOyYs91Dqrq6bUlpovRMwPeSdzCgnT6keymKy4WXGnbkRV45cbOEMqC3IVDmEsTQVXaDZWiKXa/UKtx7lqpqAUGXID74AO0XQeezzF4QgOHPg1Y+xF33nxTrmsl9yxdmEiYBgZJOIfL4QqePL5++nVsxg2+783vQ9QqWgmM577HKpZC2MGF7PLWm4qZpeKVa8QquXsXtN0Cd+5ggxHbcYs73oMrhVFncRFJGi8rwdwnyZzL+P+OEjpvEla0kyyjSnMzbhC8dphICbh/Hw9OB+BBI8VptlucrE5kvSwWQEqYPXkOHB3hok3oQoeolql1XvDOZ7cb221RlE2DmVXhGgbw0RG46yQ4OI6InNAq5DPqWs2FjIgmMIDtq+ACQgQQNMDF9p4ZGShwkYnNTQVtAMh7bUyj4M5OOlp0i9fyHmNmqZHgJWlgTCMWflaMM4Ngqu8zeCKn3lcygZKSFpUHS7lDLUvqWVKcr1KPnoCwnKM5PgZpCUo7hG9LXomC5eqUtxMxUz3sRKpxqEYWZNJMjdZcDSLAk1hBluNOyDVZd12XiXKpXIybZBq0MLcU+W+ICG4Ypy5sbRmGUBYfm4LkjBfVCpUVJ60LwVC2UpROlFKGSAAgEeU+Zbvjndzv9RsrsAEh839rqk09B4FC8SD0Z/BBM9ZEOfN8jjE4XPYX2SLIHMPaVdSD0ix9D8E4LZ327vwu1uMa59tzXA6XOG6P9EAiLJpFLhNoP296VgDy+JJ3cKsVaL0GNQ3G7QZ96gGvlDrjNNv/Os7MYNKos3XbQIpg79HHPtdEneTKV+KdpBJHjtLSaDbDunWYf/Ahknc427zA/bDImCZ7h+24lcy6tkVKG3CMUj/ZByCqK6vU6cQSmbedlHF27bYwmRPLjtPDXQ644uFADQYrwlLvDXIuv5eNnVAUl43frlP/2/D+eo1mzm3tzTonyUbDmPtieZJiLNYrrQ5oToyvSk9kZajfOVG4u1uhoqAhSUlQJi6fS9JZpcaib0P215PLflaDzYt6lxdYuSsMCCwQx7LhDVdyDuSV3KyZTbYY8uTu0GoATLiLk8mzE9nEorG0E3hgdY/GMddFnYy9gj4mRTB2FR8Vl48199nE2xxU45vw9lB1cdhdADsKZwJNVFzgGrsl0DX3dvL9hl9WRW64lzTc1ARshzWYGdu4ReMaiUDX9200OcM7WapbmbJ15ODOL/Bw+VD6ZnEq6ZgA5taPKiXp6VZVwarn3Sxw9sptrNKhrSSmFP72cK7AP3ktomx+UzAAchCVtGCRzV3jm3xY1dYtFELo+x5wYlQ8uXiCb29mFT835gxD6Dzg+BhMBD8MpegPFRoXa6BOvl8Uq413TKOkGrviDYKofIYKxLTLYhHPkbKCM4uSyeVWT7vzk69Te0T2OG4yXOwaGWKo9h+zuOaNJAJ57+G5xADMYJp4aNXP3QO3/h77rnqdTCA55xCsdoNZ8mYY7cYsPqPsLci1a2ntWly54yxQFAFKS98udJghwF9pcz8toOFZwOuRJEixOyG8ozRqiyOmmMsN1u/BxrCzcKwNB5mV07YlA0fvI/+tc9dfq11uLwGOSMjFqXNdVYhVzrpRMo6kCycXcqk2pygq3RSG06lkxR2j0KlU2VgQaztuM249mYfdA2m9xlZdN6QEbDZIbZMLYt9lyXxqfKNV+cXdBrNgW02Tt50V1jGrZuY74PIS7ekFHvgjLJoFBi/lBJEkMLONfQ4QjWnMrdLrsRIgdWvhC4/ZOVDf4ygscH9xXz6/3UrkXlkMGSja2ayTdaNQR7sZ0LBs+IWflfUWrXZxGc82brP1z8zAyQla3+LR4jXg/fexHtZiEYOw3EQ83T7H2fYMi0a4lzF46cILSKDOnqc+ozGOGNII3m6Lotf7iSlqb7UCbwHICSXsJQuMUVXnWq8FeuDSJr3x8owHjlL821BNtWjzlc3TQTFUJvTCnf1kQUpmlj00m6FvPaJ6sK1vJzBdrldc89VrfcKSUp69v5d5dXU2oP7unddyliiGQZRaBMblvg15dRisij2cnOVTFVKm6j2rEh/mc4zEuQMtE2EcxqxYDdvJ19ix8MyFsN9rhWyWST7tY8wVfHbT+kYkNL5yM+rvqTb7xLo0F817jMrr9eTAMWKAVLayhIBs+ZKVm5v26Mo4LJCt+TxOHb/Ngh8jpFKKLKi65imAnKCRsUgqytu/eIGzVSMdaO/dRRzWmLkuF/9+9+JdfNvRm+D33xeFerIEM8OFDg5a8pFIIvPrNWghlDmDJoilEPTVsMbyzp284FsfsoKAJyssJxug7xF9g0axQcMnLfHEvIox9uhjj+SSFgqXzJyu14OmaaSAirVHqdaMuYY5+8gaHaoiyM/XObhxhGVVZc+JGRgG3PMrIbAPAz4f50h3At6/eBdjGvHtd++WTrHMQAgITnqA4flzjHeOMCinFGdniCuBFDx5OUQreINbh1bM1kxXa8akATCarBGgfMaaa0ZOUoJT585RVVB+GBDUU9zWHNdhAIYBg0dOaWaUPZeNgDoAVVn5pvjtMEBwgHo2iALHWFcN46xaO+5rQbAK7pBYTQRrqUEJavEUzrPkHJv72otmlt5e+vvLguKfRl6Jgr3J5J7iJfoAiCRVzUlQRaKVKW+mxJzxPqksv4MjVlBDUXoVPadWqKgenI3RcJoYJY9ZC0Fk+geqqGXt6tTfWbvZ5o4pzCCuvnx/rm2q1yAuCyIrDn3P/iZvLqLcqTePAXKaX0tvrKpVyT0DcGVebPbyRmkkQWDgARf9BY7bIymYERhbMOY8F8W/WumCleCIYZxOvzOmqGnGeifZXanmfT7Pcz/yNGhBXHGYK1gmQWEh7/MF7QAZ0oDIEbMwE0Vm85CGwnfdSXW1jcZU8O5sRYVQmjXmPymp1Lk2gxZ3IbW+sVhI8On0NFOF+thjPDlW5RYxcMKsbbGkBoHFct+MwuW1lu6Ro7BBxlHG56YRc09+kmji9VAY04iGURJpSHmyFRPDYgw5LdwUmTyQEqxFKpmDyl5ofTsZB9dKiZGThCaepf2icynJDaSLUfbeoAXV5cIScGRfHWDAdYiC6rTjskfgKgsWAMYRA1JpGqmUTvsM0Q4seEuyVx7sR0m29myyqoVPwyCZWYaDVZZF5IjWNeI+Vcoyb6YdpZsBcyplzXYj0Ta5E9daMUjDP69hTLuKXcc6+V9dfrM+M29Sx5I5izVOtIMj1YrVlCdDXEWDPIzrl+pT2ebVqnCZhTsMkznJVrb+x10n6ZnkcbG9AF9cAADOt+f4+unXcdQeyffOO3DXlTJxSkGCryrOV11P8zPXn9KORaLdoyohQNw9m5dgiQ/qpspUq/WToRLOz842euc7sViNgkOUM7MmtSN455naP2PMLebNcqyzjrher8Y51cMT3iM6EiW7XIKIsuv7fP0cDKmJux7WSN6hGRNoGEBaHSxzaWczeSLjKP+7aZcPqrwTc+1HSDPKIQ2Twz672/k2d2q30nQ/gMTy9ORKcWwAVq+AUipda2vRDM2aqWMeWf6IKnLHshbR92BICUm7fwJJ3dv1utyDwkYGLdpeyhW2qBRiNzhqd2wG+UETT8rCpKkuuUV55RBBzSCoXWCzWL1N/Hw+qZrlFUOcWIe1tWgbLp/INHULdsZQiykohlbf0SrrFlG2IjGZAWHXqKEC40eaVaQUMtsEQFXdyMZ7U1ofkAt5GMvAJRbrBapgaqXFyufU3mScpO5t1FRdp0qUdd5d2yIp9Q3Mwl9dLOT7BmmWGC4vsZwv8Y3zb+B13yF88AEeHh/jol2hIY9N0pYo77+P2dERsGwwBoegzSKdK0kR9VynahEHF+QQDdLuJM+xI7mbuoAPs9RASAnQDRpRlMeYRszCDI3ynrdxK32uFHZhLxQsO5hKoIryOszcTecwai8zAFIsu3Zx63tqW+0cu5X6tCTutQ8BmM9x2jLuDBEPsQTmJ3iRrvKceOelH5keSvAeJ80dXPSXuOgvsI1bvDF/CFycA0QY24CGwiRLq07NzetLG1IOYDR6fSZfWAGQm8hekt6/Z31jZy2S3qfxa8Esh5XWxzWPBSwBOuvUARbrN0N71X5jsCSuNKVVOkGweSKSa2+38v9iIXtrHLHtpLpY57sSBEVludZ4qj7bXCyn69CoJ4imuV6EhuqC3bg12Z8FyxW9wl6qlJQtjjovgwBRik2jfD8qnFizEquCEqiVnAaJ8ukOTBVYNa66IISNxztfLOMb2AQ1jptHXJ34MIUOSFS2bZGs4LEuntxDyT5nltCu26ontrmWUIWVWKyUbdxmQruLMW86C7iIZajfsdkgOcrZM2YB9rEX/uf5uVjaSqeKKYLHMVPfftWdgz/3OXDT4I3VG+DNBjMEccHffFOgAsWShzjke6lLw5mlUUMrBNLoNbLlQZCECQcqzy6lElgheW/uuwyHCK6th2jfw6036CLl/k+WxjoS5+Lgee71YDT4Jx/2zJi5BrMIuJ06BPb+hAlg7rP3SEdS2ARnZ7gTlrikEUmhkBO3QNgOWPgZ5mEua3u7FesKDKzXWI7S4ud8e441D8DJCbBYoI1auYulCppLijUaV9bGiKo1tkIiuQpZtaad4qV2ENvaY+CavzZyzNYruk6ec9OU+64OUTNW7JkOabxRX9UHsHc+9wfLh07bAicn2KYBqZVqV/a5xAmbuMUmbuFiksDllRxeiZBb49SMjRr2ABECX3+WU9DsdmTvEEG21rjglzR5v3JPKmVJQNVp9uYUVpMaJ7V/T3ieGYubUqjswU8m9iaFvPNahhPqNModfiygbvxuGqQp2Hp89cFRK20dG1dYIYC8/K36unXpBZBb2JhCR72AKgU3phGbcSP1bzeb3Pnh2foZ+Fhqun7h7hcwb+bYUkQ6Wsm1jU4EqZRk920bauJ+p9IHa4INxyjUqxvm/9pm1EPo2rJXrNEszQwbmGeQ50ohAZZ/1FibXT9HvolAVg3frvMSt9GUraeCTaKRWrdmEPDFRWl1Y/j+bIZEkJJ4V1dinbGyJIJYqI1vMAszRI5Yxw1SEyYNO+tx2bwHFwoGvzN3bNZ+dd8WhHKa8GP7qr5brp9H9Z2TBBrFeG3OLUBVz5MV086vmXLdmc8aojDlnZ+Xk3vMrBWjZjpXUnFVLEhuTUHL91bzUj3Xl3Hjb0P2pmBtyFwptkwdqQjQIJ1cFCyWjUNZudj2ENMN671WrrVlnGkeNyjXWnHnh1v/ny+eritYvXYEazWfSsnq3xAE7J/kW5sFpO5qHl/dkprFqrCWywIrQJSSVj4CCbneAfn/HACzjWNQiwa5dhe+BYVwfCzR/r7HdtzivYv38O75u4gpYvbeUzxsTpA44cXmBdbDOivXXKOgmhujSXH1nHcPmFyHVq9j/87YHe8sd1NOBgFBrBTDn63+Kyv+iabBKBOS5zhT7XbrU+iaqiEgJC2aEkLetHlc9UFV3TNDoKkE7fJgDITtFn6zlbUAscouhks5DIZBcOIKw0XbgmYzgID7i/sgkk7AVnTb7n+CCdscaszA5jFjxfUhXtUpqA96w4/rA698HxclrPvSx4oWqPvI9oGLKfc3Y0j9hRqvvaZcdw0Ys5T1uzJsoPfQ+lYwbYjCHZEwOqAnZVnof7VOmCju6ntqy7WW21S4e+7JhelJocpO+mqVGzEcKRk2Y1iJ/h9QsFe3q/xo2qSsJipPJnYX9IbmUKNYpAzWDcMFX6J6QciBYPjSqFgmk4NrWwnOVCd73dAvL6K6R5AqJNd1GSO0RbIdtxkTbjfDxN3rfFfyyxclOygfVDrXZJWyNEhih1UbgW7LABM2TQQfzTFHQHd6ii/d/RLeOXsHbz17C8fHx3jzww+xeP99LEIAvvIVDCdKUuckXUcrz8MsSnuujiT3nIgwD3Pp+WWWic65PbshDtnaBbTVimFq6uoTFwzckcM8ybzG4ODPLwQbbFsEqFsLTJSqXdtgG69NA30/Ss0CAL0HiCM4yrMN/SDlFfMi5jzXNm7rkJw45ZRuHB0BbYvUNkh6CMQYsfrwAkhnwGyGswdHOB4Ft56lALz3HvjxYxATjkYn9RgePcLlcInNPGBWFa+xlOMckA1BDhalOeWVkBLcOAq+7j0oBDA5iagrLiuwkpZSBE0VUSVmSRKVQvNen4lQqgiBWWC2fOBI/MS8nJdetz68Kk/QVb/b+s2eamK0rLCHl3oYNJN0daHpVaK6Itdn6CWwaN9f9/r6NUPTypSonM1j9A3jo2HiJ5AqMPuZrwNM3ZfaEq2kpl9dO4TyaaV/lyRziLsuRxfttCTI+zQWxZZMwUfjIwb0qc/lCRMnNKbo1erN3E9TQuaGqpXu1OIc0ygnvc4ZIDVc8/wFxaQqF83GWTiIAFV1ECJHaXmigafJ33qfqwaNccCLzQscdUc4Xi6x+pWv4zd85Tfg/cv3cbY9A/qZ4IDa7dVXFmrO9tEN1sceizDPbbfhgbY5ygclj6NscH0efr0GlktsohDdW98W6lqaWv1U3YOsCUZsJANpTAO80bDs81ytBV1TjpHTJKNamyGE3NPKKGCSlXbdsrF1RLae9FCxoJ7feYbQIjPWGXaIg/At2xZYLODHtWT0NQGX/SWOnAM++ABuNgOOjxHnM3gAKz/PWHTGekk8l+QcuC1pyhb0c+QQQJm7itVKDjAxcaVeQoakdO4h2PWQSiDQOKsWnTfLmKp1nb0DIoCma42JJS2WKjbBDkQzgW3MywNPjSk7WKE1FZiFiqVVyUjpcdtxm6mcORtODRWMo/Q/AzL1z773tjO4TPbeVVYWqrq7mRwuUt/QTb/JNYrbT5PJdflEMstG/ppQK+ia9zrB6JRdEGtLp55g5lKXtMK7Mp5szd4wXSzXqVaVFV25uXX01xZ+tvxAUnqvagGezyKN0ud7rTFPesnpq4rHrCyqghNukGhqTBE8E84lnj/Hw5OHohg2kh6L+Xya7FA9H+bKwbQNzZwJ+vn+x1GUrMEp6qaaAsr4vM6xdbXIgUG7D50Ms2aISIpPq9Vk5SpNcvUng51Iu5fWz85JKxZrUpjqxoCWTrqjXG1OY4qAwyRSX6hQNFmbrNmAiaWIOFIpWYiTE0lSQIFwArmsWMdOsMcMY1TjdxDFZ1RGc+vNwMk9tvTgsXkwHqyxdbLitJ9Z771E+Thjs04DafYd5D3gOB9Mk9jIjux+R+ad65xf28d6b/l+gJJEU+mayZrd+f59KNVa9liLoHQnQEq50HMdaMn4ZqVAzAW0pZM45e6Y9SmasR8uPZdqF7kWC4QEH4C+z1F1W4hW7Wfi/hGVKuyAKDvLFdexBx8mihLABIeFYsETJVtbYXq6Gn6aCyzXOJkGUAjIGJrLLAtknLp8ZwWsW4YLpBOnU1eIDXNM0h688x3GNGI9rDF/803g/Bx0eYkHbSsZWauVKrupW+CcFCyx5+LIAb0GY2YznPXn2fppfYs5pP4me4+x8WgaqQbVmIXbheKtOGlSKc8n5M4LYkHp99dW1Q62N9k4FlS052MWGANQFoCtozYCQDnEwCzBqOVSsvlUwWVCv2uwjWI1ZQVbKSizzpg1cWIe8jMiLWAUQotFs8DT7RlWRysJjCXp/mDKtaeEp5dPcdwdY+VmwOUleCVwhDNaYAiAuu6C1ZNYak0D8DhJuS51IirDQccdqOrrpof2tTDjjsU5Ye7Y+8w5DpCLfWvGlu3dTJnbFd7BQms+8s7+907qMWAc0Ri9T5kOdXEjKxBFgIyryt6qDaDblD3WgyWEBMmiAbJbM2pt0bwAzLKg0jXWWlTIa1N6jf1OGsypuWwT17VyNQDkiR6Dw4dXT8HMOJlLnnh+wL1U78o0seWyKMWUhE9Zg/KmEHXtDHoQAFrjtsKLOt/l+zHMd7dKVMaSHab83aqvE7wHqzXHzFMLthatArUe1li2S4E2xh7NfD6px0ApgU5P0cxm4NZjWAY0q5U8kxCkFCABjgulrrbKutDJ94ySY9/M7+RNfORWOfiC9QDMiuUcXMCmifAU0EBcYzo6yjUnoiosTxIssjoQVj7axlACY1WqZ7UeGCxpt8w5W4ojS+6/MSKCRODhJM30Km5wtj4DgfCo1+ysrgM1VcBGg4cuJiz9LAdNErFYnVx4v7UC6XU/MDPYyQFH2y3azQYPlie4SBv0Uer5kia6NK5Be7HB46PH2I5bXKQN/KLFzHBJ7zE6lpbhIaBHL/PBBZtvqSk4PSMHZW09sh1UzNP1pntoYk0C5b0aeuOKvWOennMYIUkwzIzON6rkxDo27FO/aMerrXDbnWw6G3cO3tqfqXewHbeYocnJJjSOwJ07+X23k8k1+XmLinavEEF0JIsWQEiSymlpsADKiQRM3Odaie1y/eQB2p/vmP4oNhZXiztbV0BuawJSzp5L8EzA0JfopZ1yN3BUa0oK7xSYqPvDA8i4HJHUuzQivNVZqD+H6p6vPXBtUZLd0pp1QIQRKbMNEhjrYY0Wkj20bJdSiEUr6fN2ixTUUnEBOD0TFoFz8N1KxqUbzDyQmv9JekjYVotJXPxFs8CqXYHHUeraVsE+u4e8SWIELi8xm83QI2HDA2YnJ0DXYUTCMKzR+AZNZBm394jeaUJFmW87wCJH6QHGAJIQ/nsu3WWZCL1jJC1uswhz2XiAKO6+z00FPxheSEcEWzOW9hoCxjRgBDBrp/UE2Ipc17QiVS6RY3a1CZIGblYmZ7tbn/XFBY6OjzFoRlZMMfc2AxHcZot504DDTKxmV7DQgCA1CCCHuYuFRhi17sdkv+TWKCXLb4KDVp+1VjxZPsLNz+9X18lYKkG9qhFg2S+2fnY9T1tnk9dQDgwCCb57k/eI2ljRg8IYFGqY2IGC3fuycd+S7FXBpgqb89Cq/CEYcDe9odqFM2GGc74qLFGlRO66IqZ8gGtYIakFar9bhDFTc2w81mup/OH1U82sJhQFbgvXcDC7bq3YN2kzsVh3qTDX6EN9UfhmORpe3IBKZg0AuFL4xDaCFcFx5tIa1anvkZQ360g5hIr1BnJVgMrnHvO7VmGtZPvYixVmvat0HiNHeC5uauQkrABLIMgLXjHMIFHxFMccOMz3py7ldZxcftgmNVYAew9ETA7mNMph2Po2Z92xKsDgfSaqwwOrdlVKKAaxTgckXA1XGOKAsAiZihRTLF1zU4KzoKKuo1qB1NimrZ+cW9+2MofDgKZtAd+ij73k/dddhLVORhe6Kf0NUsAFUJ4ql64Vtn65+mx27S0OUH/2BsNlgn/uKKDMIb7BAmT9jgxPVNdz5JAo5bmxfWvjm8RP9Lq7Fu5NUgcccxuYCnYzWp7Eam5Pmd4ke1Wwls2T3Q7dgERU2pZQiUpakMI6kRp8YBF2AoHsZLJAiF5DXqoLWhQiNZjFrY4Rs9ls8lgkS0UCJFaGL1uUVEU+dezG/WRwaY0dKzdHXUUiylWCDAsVrBjS8ljvIYGzkrJFlVKUCLvmz5vFm1LCEAe0isGZMgt+ATiASTbXciQgCuGdmwZ9GjJW1cYINObCJpy6HncfPcrl/DCOYs21LdzJCZwv1ovBHrVcDVfScPL0FOODewjk0ccBm3GDNqmVFAIuthe4gy4XXSGNprNa9ji/BOZzdJ0Q873zQCtKJYGR4k45Og3IeOfBUSPn3sGFgM24wdy1YlnyiLHxklq52QAXZ8BigSebDzGkAfMwx7Jdok0JODvDw4cPga+/jTYEYLlEf+Qw0oiz9RnOtmfYjBscd8eZcZJSwuVwCUfadUMhBHKlWzGjMghsP0w2irjvY6uKexjQbLdoug64Ug7sfI516tH6Bj4m0Pk5nMIpzNLxNR9MgBaPxqSBaN2hY6JWKqU5cfmrdZ8/FyOiK9alrYk6oJcNmsr4yUkvEGNL3h+FxVHPC6Ha25WVb/rjhtT3PGaFTHJAnZWn3jZw3d2sTygliWPUUOLHWeWfUvZbi0CtsG3qNZDkClfUJt85ybO3iDGKGzBRcFA8lc0CsBer67AUgK6rz1/DcMZRCngMA+j0FOHBA3DjMi6YAx9ArmsgA6PJYiOQtCaxcXqP5B1G6x0Gn120RJp1payEniU4QkTawrxYxYDUiTVaVExRXHyUgjSDA5rjY1GKfS9KsW0zDgYiYD7X7KaUMVeBBE7RnTvgzh3EuSQgvNi8gCePbt6hu2LgtdeQvBwKxhW2efRGHFcL+n44knbHw4Dw9jt4/vAYT66eoI89vjs9yHS4MAvAeiuKp23Rtx5t36OzqlhEoLYFQ9qD4/IyezMOQLdT6NxgJIqMVZIsqgjB6OfsBXdTCzh0XY7OW0uhd5+/i853eGP5WCzak5O8PvDgQc4OcmnEYiQsFg9xMjtBH3vM+wTEDcZWcuOlnJ8kBbS+FYaCWrBmLRnWOLHCLZKvWLp7cQrcv4/BE/xKykCS1ol1kMLiiRPYE2i1lLKUetDg4gL9QuCEuWvBJPV0LThcw1cOTmAxXdeRU2YBTCLvNse6rhgQfjeQob9JHVbC1NNQBWcZmVTdc/6/SuTxO1z1iaEFTCtpVYox47E7GWb5PoACy2lHXtZC6jVWPPmuW5L9KVg9LaTUmlBOxKqzby5Veurz1JoJ1qdqdmnE35i4Emw8OCJ45+BCaUM9mSy1pCInMDmEdgl2ThYzrDQiruFPkwep/5fBThWwLS5nQY6KrbBqlqKIvEdrveHVUsuR8F3IZLORRaeKNmN4gPR4aluZQ+PI2pwrgdo2t1lbjhzwxhvYxC1mkeDff4LjlPDhPQl8Nb4R1oBZHEpYZyr3fQ3Hi1H+puuAb3wDd5sjpHnCs/UzYHUsyquT2qw4OgIuL0GbDdrVCqCyYUgDi5aZ1SyX07WUf7UsuogulCIkchgqa+XqQrBTs1gA8HKZN2JMAx6vHosiH0fEJuDp1VMwGA+XD+HefU9qLFjXiWGQZICmwaxZAcMV0DRYD1cgkBQPNze+hr70GUx+r+BIW0OyJoGgymZIA063p7jT3cmu7sgRYdQAsCaZgCTwOqYRTddh3ii5XrnEXegmWXPsqy4ayoRgSJLBLMwy/DCxEm0fGjR0AwyQuctALujN4l5MqpzlYk2Gi1bXMCVutQRogt1WSnVHCWc81kwunv7Mz5wjPPyEsnjT+tod12eV/VqwdmJSqSiVJ8kwpeoEnFhg9WX0dQK0fBymUfDq1DLen31XTYbPOcosaZbtrMM4bgsZfzL0qfuw6xoLibrqW09ie5cC4IXfGFPM+f6Gg6Jty2lf4WOAnrZAwSmbJmN2Vkd2SNI511UUGBtv1Mi5BVesxigz48X2FGfbM3z76k3g7AzYbjGePM50rg0PaF2rKbhyvWSYsx1rtsj1gEneIbmAZj4Hzs9xcnIidQoWi9IWJI7YpB5zotIaJpTqUJMoscIm2eUE5c1Jel9DHIRMruNIGshBLx5EagTqsQw5695g13tt8Zook1FqMlwOl/k7H6mVywoB5LVcMQjYla6o6PvC07XA6A0Y4mSd2/rU+02c8togT7joL3L31Yz1q6JHCJKwocp1SAOabiaBLYsjEGVMF8MgpRN96fqQFT3VVaR4agEyF/xX37+mZNUCz56dszVT6lDkmAWTUMp2O4LsKLU6hjE52GmK4coXpaIwTXnrfbCjiYLP62z3ANmj7E/BEok7xoxOF2MuXGYBF1WGdXsLMCMi5crrgLThkNRJAs7O4LoOfeuxHbdYui4vVDCDLi6A42NJ01P+a+ObTNB3jtDobVNMmEcCRuVYmkVY9T0qt1M2DDHyRubqs560BF1KQNMgJIbXpoDYbAvxnhnruAUgyq/xUuaQ1ILexi2aphHXNkZgu0XoOvTq7ncUMNrsOAfabMCzGUaOam0m+FQWnLlGlCSVMzhVBI8fA6sVrs7fFqWtFbd6J8GVOhhom7CPCvd44bTSOMI3DagJuHhwjBU3CORxMj8R97RKJkicsJ4FpM5hGM6xbJc5JbVJUkimsbXQdTrH+u/WS+7+OMIBaJYzKXc4jrlIOE5PgWHA9u4xrjanuf1H57octGIwwpiAi1NpKR0EdvriyRfxYvMCf/udv415M8fD9BB3413Mm7mUPmzbCeeXwDjujkXpNRJIsc1vynIS3KpcbVuvo3ZmCHDSAFBrE8wfPgQAPLl8gofLh5j7TnBLa1cUAvo0YIhDDugMHNHUmXwpoqsO/zE4pDSUwwrI7nnjmlLE3A6RunaBpQrrOh/iMK0RUL3n8j8lecRq1TKkDm5nMRGUzhT296TKuu4Oa8W7HZxwo8ctiMSTixwRBqm/gK4D68HryMGPIwaPnNU2jwS4lPHujBOrwVfDj7eJxe410eByuAIRYUYz6Z2zU1WKiDSSq8o3Y6ucLRLqe3RtN61edXmJZnYfl+kSF47zoml8g9YvZBM6B+dDjqzWp6W5DAMPWFSUm1wpyulitor8FTwh2JRes2mk8AgnxNRLIGW7FYthJtFns9DirLjtGEe0WqndkRPXbIdiEiyg5AjO+1z4wpGk2QZWNkbbalrviOAc2BgFgxZT8VJGsFF8iiCUqpyg8Ku/ii98/vM4G6UO6YPFA7UMKW821wRRvKZcnc/1QHm9FppX06BbLbBOI9IgEfnNuMFisQCdnmL+5ImUnzs5wnl/LlO+leBP61u08zm2aQDMTk4jXKN86b6XvPz5HNAWNOO4Rmt9rBwQxhFYrZC8w+nVU9yb38vQk9tKfVE6PsKTyyeYhRlOfu7nAGYsvud7MM460Pvv465z+K6H34Unl0/wYPEAD/wR8M47Ahcwo7MmkFVgBkdH2KYeLjm0EAVFjSisazVHgWudE3JXjtkMuHcvZ7i9vnod3zj/Bk63p9iGGVrfYrnWppNBFHfnu4m112sNBVNm0QfMFnO4K4gSNzuGHKLBMxBMNilMQW2bEzkIlOGXXNRdr9+w3OtALDxmS8IJlm4ueyqA8prcpUc5kuQXgypsr9kBYRTNsgc5p8BilIaP4LFAioCMJbF2SFjnJBe+ugB98AHwxhs48yOOZ8dwm43AQE0pTjOxdm9B9ptooD2sxA2uMjGA0iIFBacyV9zXTAENjCUtgmzBHSISCwiM7bgV5ZpU+dVue+0B6Illbru3ivnmXljmlkIYtYtHpJQcPUkRAtiRcPogeBc2m1K6zksfJdlAO0VoXKFvTax3+aJMN5I4Awu+aK6yZsblDBVA5mirrIG2EUvB+azs1yGi6Y4zFrdVWCQsF0iLz6EZBhx3R/DkCy0IYp1fpg24F2s7ccLZ9kwWrT2f+TxXsUqaLdT6VnpzDQNiiAjHx6KsVyskbenSOAnYBC+R85FLFaZdcr610zbXjoYBC8UMEQL6cY0Q5tKgcdjiqD1CuLgCjo5w1p/juF0Bmw3ce+/jMYCf3v4sfvtX/wXg8hKb1mH2wVOxfudznJzcy/QoEIlyXSxKMMYqZdmBvdmgmYmigyu1UXcpZbse0e4zT5zgjo4yob8DcHd+F8fdMQDg6dVTzO48kALwLJl5iUorcuO52vwZ3zxxAi0Wwqxo5jnuYTCT1YCouek2Uqr+TVSyJR25fIC7IJiwHTrs1MOrglfSbt5lmCvPBwPwLn9XTZHMAcG6BgURknqlmRpXWZxbo7VBEjoIUmQIfS/P8dkzqchlMQ31WGks/Fhb57cl+1OwRDm6SmmqXLObpAvEJ8XxtGhaxnT0RBQ2giyIPvZwzmEOoEsEhAbJJ7Eeri7EotNiwFbpKH+n/m8l9BaNBEImNI+2nfAua0wq572D9Ppa2d8FsZL0QUayBWlxMwLxDnH6JgWi2JFzcgpn8F4XUXYx1S3OLlsaYNUwhzhoJlAp6DyszIqlvLGsod0vv/hl/PNHXwaeP8dyNgNRybzrY48XmxfofJet5824UbdNWRJaHnCIkgXX+U48ASuCPHsN67jF7N49XKllOwszdBDWhWRQOVwNV1j4mSQKpJQrgdnc58w1Irkv6yChSndII7ZaNOZOFLYEHx3hdHOKRbMQOtB77wFf/zp+5duf45eOP4fFfIEPP/wlfNdTztjmCi1o+QjeeYzOwb32oLj5leSxvHghhWbUmMhdKGrslErXBDsoAUwUTuKEUSGgxjVoxoST2Qnw/DnQttiMG5z35zhqj+AHDex2XcHFt1u4phEDI0Z43TsRjKvhKvf7Mupk/b0SfC5QVz70K5zTO5cLxdSBvFxOU5+D4LtuohTt92uHzM4/a5y/LvpjhfQtyBw5glwowW/9aanVgBgRwanu6Hv0HugU6jAOcSSIFayWbKbU3aIFe3tX2hWueoybG2APbhgQHU36BzkGgrW2MGVDhCGJMmkSsPTSEfRiuJBoMzMiGIuoLspqJVikE37melznrqRICckR2AvJftbMwKeniCwdArZxC4SAy7jBRX8hVdurtsZm/XnnQTGChgFd6NAlgt9ss3I18vqLzQsMpBSQrbRpDkyTRo2RE7ZpkCLNGu2lcczBJYJFnm1DqqhyZRb+59n2DKduwIfpEk+vnsq96DOAc7m2aGoCaLPBsV9gtUk47pGVBN5+G/TWW+CmwdYxLuIal8MlTmYnOOqOsGyXmIUZPr96E4uNBO24le6nYStzMacGLiXExuNi5kCPHrTl7iEAABUdSURBVCFcbTA/vQS98w6WgyhXszzcVmCGMY043ZyKcgoBMXipPWuiLnTkiMv+Es9pi7OgWOGzZ1icb7CN28JFffYMaBo8Wz/DB5cfIFyuse7Eysbbb+P7v/D9+NLdL+G8P8df/oW/jPVv/A7g0SN5hj/7s1j+w69hlhyeXD7B26dvy6GSClE9txgyC94pjPHsGVxKEiCk0rUDUKWlNX1rRTPqYR/Ue1isRzTn0pU2pojxzhE2nceyWeLO0wu49z8AX11JMgVro8thEAjFUly7LgeRzStZabsfSw9mFnaJdbm11tdmcPRpxNZad2uePw0DaBwzrZK0Sh7bM6JSv5gqT+5lspsoYGs9W8kAUpAU+6SGRQM36ZZRF9s+CgupFYEq2Ujnob3c5D5pQxw0McVli/5quJJWPeP22rg+i+w1yJVPeaJcDBjMOY/b2j8MSAgUcvHl5KWQhmOp/J5IcuGh1ebzJm1bbMc1FgkV7w352vkksuiuWqWt9XfSZnqd12COB0LkkgMfe3kouiFaSJCHiBCaRoJJWvPzcrhCi4h2O6AdRyxmghUmT3AhaAHtqdtoeE/jm8IsICBqVaeXpicqH1BqNgD35vfgBsmpv7IMJItsVxQvAIidlAR0IQCXl/gt938z8OGHwMOHgPc43Z7m+Ttqj8rY1JKPLUnPqVEwxvF4Id83brAMQj8L5LBsl9jEHkPDaGYrzOIRuBV2gmcA6zXGxQxnW+m8+no4ERpb18F3HebcTryHy3GNpesQ0GAxW5R57DqAGSu1VJDOgIcPMbYBm4v30PgGZy3jOMwkqPcDP4BHq0eg997Ddzz6DnzXa9+FD9cf4vWHr8PN58KXfest4O238fqbb+KslVbgDJZYwmaTu+UCsdRHaAL8yUnGUCXIRSUIah5clYiQkgRzxzTiSq3vI+t/pe3Ft6Na5bM7wIMVUitdEwIxAiBWZRPgKlpbTFEsMxQrOVDIQeX8egXHkCb5RCt16ApPlCFuPkh6oaUU1Vq+3hYKKFZ8Frtf8LRozMtgk8qCdlx9zmopYxp0BlSh6nveeRy1R8W4m82mDJBx0HkpgcOF90Aje9LaMd2G7L3pYUxR62ViUtVI8Bb5z6KurDQUIqnHKZG9JDiN0i8sMgxAs760HJrhYiQczlY/s1sL1aKKTrFWQsGacmUejXTW7o0OWhSV/pGzjBS1xgWQpxKQgivMiR0xnCdzA422hlLAWIalLmCFjdVjmlQ60oiwBMc4n+75GhBGxqKZy8I6OkJPCa0twKbBEDe5LmtDvihqnY8xaXBBu8heDVfl0LJ6pTHCpYRZaPNzzhQ6w95XK5xePSutqbd9wa6ZJ23MAS0rqZAHqbdw0Ysn453H8dWQKWEXTsjkwQUsmyWeXD6RQNr9e4h37+DZxXtY3H+EyBGPV4+xHtd4evUUJ8sTtMzAF78IPH6MNUUs/TJzc2OKoPm80KUAoMLT4THBHicKyNZTjd8COQkkr8mrvsyRSnABYYhIbYOr4UoYAqHLSiZxkkadeu1dm9HoTtJ3zCzHsiYtou6cpK5OXOSdfWBYbF6HL1GyE6n23zcl9Z572e+VcpV/lhTufE8GydjeYktI8BlqCD4UnrB9zS1asHuFCKwYRx97SUnNSkQ/Uisei+DHKM3rLAdeFaYFjxxjktPf+rbk0xsMYc3kNpuCFynhfDNKtaIMZFdKn1B1tjQmwY7kxACQBINGsbQzXqrsA08+v58VczU3Zr3aPeZ+8Sh1c3OQAhVcZUG4KlMlckJqghT/IBKrs2ly1lKdwsjgbC1f+oR3zt4RK73rJgkKnnzBOnV8YoWIpUAaLTYLqfXttPVNjMD5uXRKgM8QiGDgCc+unuG8P0fnO9zpjmXe5nPJIKvWiikQAmXKGi4ukDjhsr/Ei80LnG5Oi3XTtnhy+QRDHLBoFjiZneB0e4rTzSk+uPwAv3r6q3jv4j28SFfoY4/Xj16HI4eL/gIvNi8AIjx7sMRb57+Ct8/ehh9GdEnqVzAYH64/nK4LXa+Ttu01/qjPG4DAVEoftCj5kMSamoc5ZsmJq6+lGYc4lOd5fi77SJW9G2Sv2OHKThsMqqeXi76DKj5zmnYEQJU4o3skMxsgSsuMEPuMSzwpVCRGUPX5Sm5MTpl+IM8LUpr8feae7waB7e92sGAA2nqIyndX0Bo7h+SLhcuQ1OJ8mOtaZkzv77PKfqtpKaHfkYOHFgD2Hri4AM3niE6sgs63Ur9xPs9586yuOCv/Nbd6cFI0uI6Y1lZBH3t0GwmADI0HI6GlUsPTsqFc0oej2V3QVLo6ZdUsb+tSmXmwtuR0I5hlPVcX2YpT+8pqyRZZFRwoFZWmC5CAUgQbVam4nWAB64cdXN4UzpgRHqUKl12XGcvkAUdYj4I1v3n8Jp5uX0j5xNjgtfZEx+wxUkQgCfphHIEPP8Ti/n18Y/sEV8MVvtx9AQ8+lLoFWGoWmFpKWwao6dB6oRSNxHi++RDLZokudLg3vydUqvNz4PJD4M4dqQoGoaixzoNFm4+aJdC5XN3Kffgcj47uYpjfw8Vwgb/4y38Di2aB+UYCGdu4xZfufgnHpxvcv//d+OXLdwAAD5cP8eVffAb85F8B2harL39ZcNR794DkgcsXuH//Pu77h/J833sPuHtX+0EJxW2bBvhWIKiYIlovGW3c90CnARROGNOABZRDynKwudmsbGwiLDhIUIhZDIKzM0BLSj5bP8Pj1WOBcM7OJJNsvig8cn2+nkoLHqE30jXF5MnlUo8yHFWK4iqCnO4nNVCoCqLas8hiFD9o5iVBoQTrVou8Tm9SrtcUrzFidoo0ZU8SJQU3p8vmv+Ec78HlhfQ0CwGsXYRtbgBkCCEH0QxeaILOREmMuC3ZIw8W0/ROK7zrvUwCkKvpQPFUU2LWwrfGYgwyqJVczlyqik00vpGixt4jKSmZ1QJjCCXFMrdIU0yNfoJdBaoRzDqTK1AQy3TY5Ch2cpTpIbYovfPQdKpyD/VPqALZWb32zxxhVuu4pi5NM4JKim79/RYdNpdwspjbFm7cYtEu4J1Uu+98h3uzu7LBdb6CeQZEQtB+/BhICQ+XD3U+CHjttcwHTtr6xtrHHHfHYHCusm8c2uCCMAzMDW4kEWREAjmCZ9kM+VAlBwwDxiAQDzvG/OgI3DRoANy7TPi9J/+iXLNPwP37ohSteM3bb+PbvvDtuNLUVrz2mmzUO3eA7/xO4B/9I2C1Qj9vsV21OOoEz2RmrMd1Ll8IZsyTx0hFmQUXsNGC2847zFhy4h05galqC1FjEc653J+Om0ZZLSPathU6UdNkDJyZQffu4XLVYdkuc9ZidATjY9t6ncBb3kvtW4XRWl+xMqo1ZPeZC62A4LQmBFB5maYsd+ALRtmX9t2TvP7aorfvsmvmr6wghDrRp8oiy/e1A7FMMFj1gKw11STIXn2//V2mTirWS+QnaeG3IXu1YCdN/yrhEHLB7DprA6jcU3M3Ff+plWqlAq+JIwd4TPi09QPNxG+7rv1e/1Qx69WumylnhrM57YALnl43D6a675e5SYAocnO3MT31ayugxpjqMZpk5cwvoZrYQaMW98zNEOAwCzOJJhsP2LieTgrVEGQ++7HHvJnDj6PwXF1CaptcYSw46Uhg2Tt1miVB3OzM8TUxOpb3sOaAtdWSMW896HJgw9y4GIXp8eJFzq6z64EoZ4Q1mx7Hi2NJmX38OCctXIxXOUDmF3OhsKnnMKYRF/0FPPkpwV3HbEp2VNfc+WJxkT7XXJ8AmCgHe26TzsNtJ/UaFBO1TLo+9rgar2TuVWFk68ysTkwxzlppmqIhTA/pUvuiXkOMhIJp1juN8RJ3n6deFe0o1VqyJVr/uVm/5D56n+wo91p5G2OAK6WZx57hsWr8VMZtmHR+Mh8xhE8q+y9XaJiQRfJRAl8OkGpNrJFKw0Bry/UGgHz3/ieYibovOfhzAxBu185uKG4KQ0E3tfIENb2Fx0G+XwMy9lACXcdtJq48ijtm7+V0PWawd8WKYKH5XIvG6hwZYG/X9jsLc1Irt95IQOYUBgpyWGy3uNedKAY3AvM5rlIvFhVaeKbMG7bmkKTX5pQwprK5HQM9SwqnPYucVOGAjkrjxlygRhW+IwIlO0xk3BZlt24S0II0AQ7YbKQraEqCNX/lK0WZnZ4W5bpcyv9nZ6BxRHd8hA/6p1g9uCPRckBwz6dP4Ylw7+69ooQclXoAuk5BotCMAdPHHmBZ6zPfXXPNWdcaiCbZepPnqTIiIdy5k68RKORDZtEstMuuFmlJWgLRsF9X2sEkVRZW2cvFQnvM67/eC7yjcHWtUlE5+V5qhysfePWd2JqvDpoJTGXKrlpHMg71xD7KKKk8yUkgGsgQ3K7BBog3ZN81OeCq7zIFfC1e8hmFbtMcnlyY6AmAX93LxQ9ykIMcZL/yeWZ+7bNeZG8K9iAHOchBfr3L/mhaBznIQQ7y61wOCvYgBznIQfYkBwV7kIMc5CB7koOCPchBDnKQPclBwR7kIAc5yJ7koGAPcpCDHGRPsrdEgx/88pf56ZUUWH5pdsY+X9/XZ3+tv/7P4lhQZevJP25+/WM+f9Nnb/x7/mTX/aTj+KY+zy95/dfY57+pedn352+Y93ffevcnmPkHb/zjTyB7U7BPr67wd/7QHyrZWPX/wCd7/VX9za+Ha32rv/+WrmV9oyybKPd8Qskl333NNs8n+fynudan+Z7Dtfb/XD7Jtf7E7/gTD3ALcoAIDnKQgxxkT3JQsAc5yEEOsic5KNiDHOQgB9mTHBTsQQ5ykIPsSQ4K9iAHOchB9iQHBXuQgxzkIHuSg4I9yEEOcpA9yUHBHuQgBznInuSgYA9ykIMcZE9yULAHOchBDrInOSjYgxzkIAfZkxwU7EEOcpCD7EkOCvYgBznIQfYk+2zb/Q8AbPZy8c8mDwA8/VYP4gY5jOuTyWFcn0wO4/pkMmPm7/6sF9lbuUIAG2b+3j1e/1MJEf2dw7i+eTmM65PJYVyfTP5pHtdtXOcAERzkIAc5yJ7koGAPcpC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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "lrp = LRP(model)\n", - "attribution = lrp.attribute(X, target=483, verbose=True) # castle -> 483\n", + "attribution = lrp.attribute(input, target=99, verbose=False) # goose -> 99\n", "attribution = attribution.squeeze().permute(1, 2, 0).detach().numpy()\n", "\n", "_ = viz.visualize_image_attr(\n", @@ -131,12 +157,14 @@ "source": [ "But one can assign different rules to every layer. This is a crucial step to get expressive heatmaps. In the literature, one can find recommendations on when to use which layer. Currently implemented in captum are LRP-Epsilon, LRP-0, LRP-Gamma, LRP-Alpha-Beta, and the Identity-Rule.\n", "\n", - "In the next steps, a list of all layers is generated and a rule is assigned to each one." + "In the next steps, a list of all layers is generated and a rule is assigned to each one.\n", + "\n", + "Reference for recommendations on how to set the rules: *Kohlbrenner, M.; Bauer, A.; Nakajima, S.; Binder, A.; Samek, W.; Lapuschkin, S. Towards best practice in explaining neural network decisions with LRP. In Proceedings of the IEEE International Joint Conference on Neural Networks (IJCNN), Glasgow, UK, 19–24 July 2020*" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -159,7 +187,7 @@ "outputs": [], "source": [ "lrp = LRP(model)\n", - "attribution = lrp.attribute(X, target=483, verbose=True) # castle -> 483\n", + "attribution = lrp.attribute(input, target=99, verbose=True) # goose -> 99\n", "attribution = attribution.squeeze().permute(1, 2, 0).detach().numpy()\n", "\n", "_ = viz.visualize_image_attr(\n", @@ -176,16 +204,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "With the verbose parameter, one can check the correct application of the rules in the generated output. As one can see in the generated output image, the heatmap shows clearly positive attributions for the silhouette of the castle. In contrast, the road traffic sign and the lantern are contributing negatively to the class 'castle'." + "With the verbose parameter, one can check the correct application of the rules in the generated output. As one can see in the generated output image, the heatmap shows clearly positive attributions for the beak of the swan." ] } ], "metadata": { "interpreter": { - "hash": "02a67cea564318411a474a51be58cb0b6272c7dedcc002599b7f160613d5e69a" + "hash": "baf1d59f95ed3fb4b6dc46dc2ea79a5db4ad151740cd6bbb0a4f7d6234d87274" }, "kernelspec": { - "display_name": "Python 3.9.4 64-bit ('captum_dev': conda)", + "display_name": "Python 3.9.12 ('captum-env')", + "language": "python", "name": "python3" }, "language_info": { @@ -198,7 +227,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.4" + "version": "3.9.12" } }, "nbformat": 4, From aa8f062b855f969273628f0c16b557399a743f29 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Johannes=20K=C3=BCnzel?= Date: Wed, 18 May 2022 12:00:48 +0200 Subject: [PATCH 10/10] removal castle image --- tutorials/img/lrp/castle.jpg | Bin 75141 -> 0 bytes 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 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