{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "FePLJDv7Xhe7" }, "source": [ "

Image Classification

\n", "\n", "The tutorial explores the basis of image classification task. In this practical, we will learn to how to train an image classification model via our AI training platform. \n", "\n", "Image Classification is a fundamental task that attempts to classify the image by assigning it to a specific label. Our AI training platform provides the training script to train a classification model for image classification task." ] }, { "cell_type": "markdown", "metadata": { "id": "1jGv_RCNYJTD" }, "source": [ "Mount the Google Drive and go the the classification folder. Suppose we have uploaded ai_training to Google Drive." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "UFt1MmF1X50I", "outputId": "9eda8d7d-88da-40b3-aef1-7423acbe703d" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mounted at /content/drive\n" ] } ], "source": [ "from google.colab import drive\n", "drive.mount('/content/drive')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "JNEG7R8wX76-", "outputId": "ebdcb2a9-8a3b-44b1-e88b-6713f6e19069" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/content/drive/MyDrive/ai_training/classification\n" ] } ], "source": [ "cd /content/drive/MyDrive/ai_training/classification" ] }, { "cell_type": "markdown", "metadata": { "id": "ggUNbXMZXhfG" }, "source": [ "# Prerequisites\n", "First of all, we have to install the libraries. Python 3.6 or above is required. For other libraries, you can check the `requirements.txt` file. Installing these packages is simple. You can install them by running:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "qAYcn7anYTpQ", "outputId": "1c67e52b-06b1-4262-daea-c39f8f902274" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: numpy>=1.18.5 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 1)) (1.19.5)\n", "Requirement already satisfied: torch>=1.4.0 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 2)) (1.8.1+cu101)\n", "Requirement already satisfied: torchvision>=0.5.0 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 3)) (0.9.1+cu101)\n", "Requirement already satisfied: sklearn in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 4)) (0.0)\n", "Collecting onnx==1.6.0\n", "\u001b[?25l Downloading https://files.pythonhosted.org/packages/ec/2b/6802531b7f87599781bbfcfefd9d0861d849b339ee5156515838829417e6/onnx-1.6.0-cp37-cp37m-manylinux1_x86_64.whl (4.8MB)\n", "\u001b[K |████████████████████████████████| 4.8MB 25.8MB/s \n", "\u001b[?25hCollecting onnxruntime\n", "\u001b[?25l Downloading https://files.pythonhosted.org/packages/0c/f0/666d6e3ceaa276a54e728f9972732e058544cbb6a3e1a778a8d6f87132c1/onnxruntime-1.7.0-cp37-cp37m-manylinux2014_x86_64.whl (4.1MB)\n", "\u001b[K |████████████████████████████████| 4.1MB 40.5MB/s \n", "\u001b[?25hRequirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch>=1.4.0->-r requirements.txt (line 2)) (3.7.4.3)\n", "Requirement already satisfied: pillow>=4.1.1 in /usr/local/lib/python3.7/dist-packages (from torchvision>=0.5.0->-r requirements.txt (line 3)) (7.1.2)\n", "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.7/dist-packages (from sklearn->-r requirements.txt (line 4)) (0.22.2.post1)\n", "Requirement already satisfied: protobuf in /usr/local/lib/python3.7/dist-packages (from onnx==1.6.0->-r requirements.txt (line 5)) (3.12.4)\n", "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from onnx==1.6.0->-r requirements.txt (line 5)) (1.15.0)\n", "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from scikit-learn->sklearn->-r requirements.txt (line 4)) (1.0.1)\n", "Requirement already satisfied: scipy>=0.17.0 in /usr/local/lib/python3.7/dist-packages (from scikit-learn->sklearn->-r requirements.txt (line 4)) (1.4.1)\n", "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from protobuf->onnx==1.6.0->-r requirements.txt (line 5)) (56.1.0)\n", "Installing collected packages: onnx, onnxruntime\n", "Successfully installed onnx-1.6.0 onnxruntime-1.7.0\n" ] } ], "source": [ "!pip install -r requirements.txt" ] }, { "cell_type": "markdown", "metadata": { "id": "2eSUGnwJXhfH" }, "source": [ "# Dataset & Preparation\n", "Next, we need a dataset for the training model. For this tutorial, we have prepared a custom dataset for classifying bees and ants. The images are saved under `./tutorial/image_data`. The dataset folder will have the following structure.\n", "\n", "```shell\n", "- image data\n", " -- train\n", " --- ants\n", " --- bees\n", " \n", " -- val\n", " --- ants\n", " --- bees\n", "```\n", "Let's take a quick look at the images in our dataset." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 521 }, "id": "rDD0_ircXhfI", "outputId": "4d03e479-c0d1-4ae6-e8b9-32df17870849" }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "image = plt.imread('tutorial/image_data/train/ants/0013035.jpg')\n", "plt.imshow(image) \n", "plt.show()\n", "image = plt.imread('tutorial/image_data/train/bees/1092977343_cb42b38d62.jpg')\n", "plt.imshow(image) \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "-_bQ_Rw5XhfJ" }, "source": [ "# Train " ] }, { "cell_type": "markdown", "metadata": { "id": "_lX10iWDXhfJ" }, "source": [ "let's finetune a pretrained model on our custom dataset. The pretrained model we used here is the MobileNet model. For this tutorial,We download the mobilenetv2 pretrained model from [Model_Zoo](https://github.com/kneron/Model_Zoo/tree/main/classification/MobileNetV2). Since our dataset is quite small, we choose to frezze the backbone model and only finetune the last layer." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "qpmyZanIT2he", "outputId": "83a26e6c-6a1e-42f1-cfc4-549354bb6e62" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--2021-05-21 00:24:51-- https://raw.githubusercontent.com/kneron/Model_Zoo/main/classification/MobileNetV2/MobileNetV2.pth\n", "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n", "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 14269241 (14M) [application/octet-stream]\n", "Saving to: ‘MobileNetV2.pth’\n", "\n", "MobileNetV2.pth 100%[===================>] 13.61M 55.3MB/s in 0.2s \n", "\n", "2021-05-21 00:24:51 (55.3 MB/s) - ‘MobileNetV2.pth’ saved [14269241/14269241]\n", "\n" ] } ], "source": [ "!wget https://raw.githubusercontent.com/kneron/Model_Zoo/main/classification/MobileNetV2/MobileNetV2.pth" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "0hKzA7WVXhfK", "outputId": "d03642ea-f7ac-496a-fe7e-83784d9ae841" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'data_dir': './tutorial/image_data', 'model_name': 'model_ft', 'model_def_path': None, 'lr': 0.001, 'backbone': 'mobilenetv2', 'gpu': 0, 'epochs': 100, 'freeze_backbone': 1, 'batch_size': 64, 'snapshot': 'MobileNetV2.pth', 'snapshot_path': 'snapshots/exp/', 'optimizer': 'SGD', 'loss': 'cross_entropy', 'early_stop': 1, 'patience': 7}\n", "Initializing Datasets and Dataloaders...\n", "/usr/local/lib/python3.7/dist-packages/torch/utils/data/dataloader.py:477: UserWarning: This DataLoader will create 4 worker processes in total. Our suggested max number of worker in current system is 2, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n", " cpuset_checked))\n", "-------------Label mapping to Idx:--------------\n", "{0: 'ants', 1: 'bees'}\n", "------------------------------------------------\n", "Params to learn:\n", "\t model.classifier.1.weight\n", "\t model.classifier.1.bias\n", "Epoch 0/99\n", "----------\n", "train Loss: 0.7475 Acc: 0.5410\n", "val Loss: 0.6721 Acc: 0.6056\n", "\n", "Validation loss decreased (inf --> 0.672117). Saving model ...\n", "Epoch 1/99\n", "----------\n", "train Loss: 0.6523 Acc: 0.6516\n", "val Loss: 0.5981 Acc: 0.6479\n", "\n", "Validation loss decreased (0.672117 --> 0.598097). Saving model ...\n", "Epoch 2/99\n", "----------\n", "train Loss: 0.5934 Acc: 0.6598\n", "val Loss: 0.5228 Acc: 0.7958\n", "\n", "Validation loss decreased (0.598097 --> 0.522833). Saving model ...\n", "Epoch 3/99\n", "----------\n", "train Loss: 0.4700 Acc: 0.8361\n", "val Loss: 0.4806 Acc: 0.7746\n", "\n", "Validation loss decreased (0.522833 --> 0.480637). Saving model ...\n", "Epoch 4/99\n", "----------\n", "train Loss: 0.4016 Acc: 0.8648\n", "val Loss: 0.3842 Acc: 0.8944\n", "\n", "Validation loss decreased (0.480637 --> 0.384239). Saving model ...\n", "Epoch 5/99\n", "----------\n", "train Loss: 0.3394 Acc: 0.9098\n", "val Loss: 0.3234 Acc: 0.9225\n", "\n", "Validation loss decreased (0.384239 --> 0.323370). Saving model ...\n", "Epoch 6/99\n", "----------\n", "train Loss: 0.3173 Acc: 0.9098\n", "val Loss: 0.3007 Acc: 0.9085\n", "\n", "Validation loss decreased (0.323370 --> 0.300738). Saving model ...\n", "Epoch 7/99\n", "----------\n", "train Loss: 0.2794 Acc: 0.9262\n", "val Loss: 0.2898 Acc: 0.8873\n", "\n", "Validation loss decreased (0.300738 --> 0.289819). Saving model ...\n", "Epoch 8/99\n", "----------\n", "train Loss: 0.2675 Acc: 0.9344\n", "val Loss: 0.2655 Acc: 0.9155\n", "\n", "Validation loss decreased (0.289819 --> 0.265542). Saving model ...\n", "Epoch 9/99\n", "----------\n", "train Loss: 0.2791 Acc: 0.9057\n", "val Loss: 0.2379 Acc: 0.9366\n", "\n", "Validation loss decreased (0.265542 --> 0.237876). Saving model ...\n", "Epoch 10/99\n", "----------\n", "train Loss: 0.2287 Acc: 0.9385\n", "val Loss: 0.2325 Acc: 0.9225\n", "\n", "Validation loss decreased (0.237876 --> 0.232489). Saving model ...\n", "Epoch 11/99\n", "----------\n", "train Loss: 0.2164 Acc: 0.9303\n", "val Loss: 0.2372 Acc: 0.9155\n", "\n", "EarlyStopping counter: 1 out of 7\n", "Epoch 12/99\n", "----------\n", "train Loss: 0.2145 Acc: 0.9221\n", "val Loss: 0.2218 Acc: 0.9155\n", "\n", "Validation loss decreased (0.232489 --> 0.221848). Saving model ...\n", "Epoch 13/99\n", "----------\n", "train Loss: 0.2158 Acc: 0.9385\n", "val Loss: 0.2178 Acc: 0.9155\n", "\n", "Validation loss decreased (0.221848 --> 0.217765). Saving model ...\n", "Epoch 14/99\n", "----------\n", "train Loss: 0.2090 Acc: 0.9344\n", "val Loss: 0.2069 Acc: 0.9296\n", "\n", "Validation loss decreased (0.217765 --> 0.206873). Saving model ...\n", "Epoch 15/99\n", "----------\n", "train Loss: 0.2070 Acc: 0.9221\n", "val Loss: 0.2017 Acc: 0.9296\n", "\n", "Validation loss decreased (0.206873 --> 0.201669). Saving model ...\n", "Epoch 16/99\n", "----------\n", "train Loss: 0.1791 Acc: 0.9549\n", "val Loss: 0.2016 Acc: 0.9296\n", "\n", "Validation loss decreased (0.201669 --> 0.201576). Saving model ...\n", "Epoch 17/99\n", "----------\n", "train Loss: 0.1673 Acc: 0.9590\n", "val Loss: 0.2028 Acc: 0.9296\n", "\n", "EarlyStopping counter: 1 out of 7\n", "Epoch 18/99\n", "----------\n", "train Loss: 0.2026 Acc: 0.9344\n", "val Loss: 0.2043 Acc: 0.9296\n", "\n", "EarlyStopping counter: 2 out of 7\n", "Epoch 19/99\n", "----------\n", "train Loss: 0.1782 Acc: 0.9426\n", "val Loss: 0.2052 Acc: 0.9296\n", "\n", "EarlyStopping counter: 3 out of 7\n", "Epoch 20/99\n", "----------\n", "train Loss: 0.1897 Acc: 0.9344\n", "val Loss: 0.2060 Acc: 0.9296\n", "\n", "EarlyStopping counter: 4 out of 7\n", "Epoch 21/99\n", "----------\n", "train Loss: 0.2076 Acc: 0.9426\n", "val Loss: 0.2044 Acc: 0.9225\n", "\n", "EarlyStopping counter: 5 out of 7\n", "Epoch 22/99\n", "----------\n", "train Loss: 0.2202 Acc: 0.9344\n", "val Loss: 0.2060 Acc: 0.9225\n", "\n", "EarlyStopping counter: 6 out of 7\n", "Epoch 23/99\n", "----------\n", "train Loss: 0.1825 Acc: 0.9590\n", "val Loss: 0.2048 Acc: 0.9225\n", "\n", "EarlyStopping counter: 7 out of 7\n", "Early stopping\n", "Training complete in 2m 7s\n", "Best val Acc: 0.936620\n", "saving model snapshots/exp/model_ft_best.pth\n" ] } ], "source": [ "!python train.py --gpu 0 --freeze-backbone 1 --backbone mobilenetv2 --early-stop 1 --snapshot MobileNetV2.pth --snapshot-path snapshots/exp/ ./tutorial/image_data\n" ] }, { "cell_type": "markdown", "metadata": { "id": "rTUIoN1GXhfK" }, "source": [ "As we can see from the messages, the traininng losses and accuracy are printed. The trained model weights are saved in `snapshots/exp/model_ft_best.pth`. In addition, the class label to idx mapping is printed and automatically saved in `./eval_utils/class_id.json`." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "IfTzuJUBXhfL", "outputId": "417cb18b-e154-438f-9fea-b1e7d4010ba9" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{\"0\": \"ants\", \"1\": \"bees\"}" ] } ], "source": [ "!cat eval_utils/class_id.json" ] }, { "cell_type": "markdown", "metadata": { "id": "_M2ZRqJsXhfO" }, "source": [ "# Converting to ONNX\n", "You may check the [Toolchain manual](http://doc.kneron.com/docs/#toolchain/manual/) for converting PyTorch model to ONNX model. Let's go through an example for converting FP_classifier PyTorch model to ONNX model.\n", "\n", "Execute commands in the folder `classification`: " ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "6PWsSfcwXhfP", "outputId": "9cff59e1-80b8-4086-d674-0cac56b309cd" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'save_path': 'snapshots/exp/model_ft_best.onnx', 'backbone': 'mobilenetv2', 'num_classes': 2, 'model_def_path': None, 'snapshot': 'snapshots/exp/model_ft_best.pth'}\n" ] } ], "source": [ "!python pytorch2onnx.py --backbone mobilenetv2 --num_classes 2 --snapshot snapshots/exp/model_ft_best.pth --save-path snapshots/exp/model_ft_best.onnx" ] }, { "cell_type": "markdown", "metadata": { "id": "GHR5QyFcXhfP" }, "source": [ "We could get `model_ft_best.onnx`.\n" ] }, { "cell_type": "markdown", "metadata": { "id": "s28CcTZvXhfP" }, "source": [ "Execute commands in the folder `ONNX_Convertor/optimizer_scripts`:\n", "(reference: https://github.com/kneron/ONNX_Convertor/tree/master/optimizer_scripts)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "9dcjdzDGbVUI", "outputId": "0fc41bc1-5827-4177-8146-990c620fddcf" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cloning into 'ONNX_Convertor'...\n", "remote: Enumerating objects: 1135, done.\u001b[K\n", "remote: Counting objects: 100% (115/115), done.\u001b[K\n", "remote: Compressing objects: 100% (88/88), done.\u001b[K\n", "remote: Total 1135 (delta 61), reused 50 (delta 27), pack-reused 1020\u001b[K\n", "Receiving objects: 100% (1135/1135), 5.83 MiB | 10.00 MiB/s, done.\n", "Resolving deltas: 100% (761/761), done.\n", "Checking out files: 100% (225/225), done.\n" ] } ], "source": [ "!git clone https://github.com/kneron/ONNX_Convertor.git" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "TLD_R6rbXhfQ" }, "outputs": [], "source": [ "!python ONNX_Convertor/optimizer_scripts/pytorch2onnx.py snapshots/exp/model_ft_best.onnx snapshots/exp/model_ft_best_convert.onnx " ] }, { "cell_type": "markdown", "metadata": { "id": "PtsnYZDuXhfQ" }, "source": [ "We could get `model_ft_best_convert.onnx`." ] }, { "cell_type": "markdown", "metadata": { "id": "zZGG6lvxXhfL" }, "source": [ "# Inference\n", "In this section, we will go through an example of using a trained network for inference. That is, we will use the function `inference.py` that takes an image and predict the class label for the image. `inference.py` returns the top $K$ most likely classes along with the probabilities. Let's run our network on the following image, a bee image from our custom dataset:\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 269 }, "id": "lHyvrJaLXhfL", "outputId": "e82eaa33-420b-4c47-b728-c0141fa719b4" }, "outputs": [ { "data": { "image/png": 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KyKV4uT7pQAA++JrLFx3mzCYtV6k4BR+YIk25+MjtkIuVxUkXynJYAEcGJir/4NAiXIoA4o4chgllwRYnEVTGtIoTJDwH7lHap5ADgJhCFYYi+bLcJU9+VtZ1pCOnaaHQTSsXkPPEXysDM5WRWZbZC14jGAErj7IOWYNUZii9M4aGmanMyTMfeobEzZ2IzAy348SrceCMiad74OmcOO8n8gx48N4jot1SU9YoESpzYmZs+SA9WuufDZ/xN7kOPhw2APMhpOs1IgCA85ztWkcEnvLEEY6b3p+lIGsc6glD7o4dCDCnycTrrSTMlLNZ6Ej3BY51YkVrdkUJSOHsiq6S17BczVagzz77/HgxiiSCKeKBRA75rsqKrBmlUCpCuwljPyzor5InEWsfTPJKyJNubZ7IoGVRtlAjHrOVem5wkrNSEvVzEVk7q16gspj4hXAgwd0jIwNpSrabVh9oMnAG7x37VbLuXzjNlIcGCP46dnHvrMgOI9YdUTFV7kN557vLYTNgStAyo99tclMWEqn7W2gutejLXSByFAYzEK1dIg/8ahK03JMwhe2hxb5cinIHeP0bMAzTnnBORtNwmxjHxHk47vcTeQ/c847QnNY52/h3JueOsNDPsyI2tUjLR+NRoXV3JwbIyjHhNYZXzhEV45RAZ5YLuS54VSY8d/Q8bbIrsrUyWqtEY0d4LdOb67Mjjl4L7/y3eMkap2c+6bPjRSiSBDCT8fMoHkADUokzyBUv32Jmbx/yiSlmgt9uIqmAZtcTzUGQGkiYlASAdmmurtBVqVxj7ttBbbSeL1fdTQrOMsbviBw4MphlaYYpZFaKNGeFUJf70eMEKquGvVikZ0QoKlAKZUNuGrtD47lHK+pwjSGMmZCRuV3RLguJU6L8jlYkGgozxFi1PlBdEBqh2Da+HLdSSjMDMSe5jrLAyRwPKrQBuLP+xww3e4CdTGa00J9tYB4ncKOFr0VRqHDNT16uUT7KJeReytbQD9gRjkIhZnpS708B0fNvZjjsQBHWE2uxmzG36a1oSrmz2JSIZCDDQA7xbTfqi3gOe34dVIaN5GdDZUyw+yI18kIUSUFJeE2BiQBkuHctShOhJTJuN6KtNSv4YQUaAXdkCNrW8BhgGFIoZBhs4wTsmcKoo2Bive+toxaHnmpfUADhZAanycwwfOA2EjlYiwMkZizLU2u8XLIIFmLNpPsykkq2FIvnyp8ILfhGZ6ixJPfgFTXSRdKXqExBdCXed7ZrIIEM+HOpyux6JZ6zUJ6iKUNp9TAcihi0ki5joXmh7+8wP5BzImdgzkllGUwGRBqOYwAHMA7HeRqeHhmtGTGoRSyQdiLH6JRxRFI5R5C8jGSYfRZKWMqk0I/V86FIfMrSW2UdpfIVSi+FtCMBk6u8i60BXTtWv5u7jF40os1zRb52BVdjXQaLroi+UNcF6gl2eWwStuSt70vGypb8vp9ZeSmKRMJ8lBZUqNPhQFToUEk+eW9N3UIOCJdS0N0czOIAoyVBAtLMETF7UWXe5TK4CKoAM1QdrGxlpAagG1SKhkTguJJoWrBlVWmIAv4MjZTSAgwxqeA8ktmvYyiTVghspiggqtdQde5geKZzG5hI5QgbyNNgh2GeIgplsdxN+dQS9BxbvgXJwjnpynSSnRkqDF5PXrL2FAPIxDDlZgRglkx0AhWmgbUeoQhIJhHdeOYutk+po9CYg+nlOQYsDyqQGXj0E3kAx8OBh4cbxjCc88QYT5jf+YyIyBXhM4cncIMh8+TzDONDOpVyztlzXCikIuhc1LL0RuVsXZMAcsBb0nBWhnQuo+VbXVZmSimvZ6aXnMq5CypxyW8l9U07EfaEqGQ9DdQohNVGkAbRzWFeIW+qCqpBGqA0IH30eBsMB/ZM3pCBAVZG8vuX8ItQJO2y1O+5yvOpkZcmjqq+VAn087i7mBJoWpc23svNddHUwi/uo87TWt0qI7B8xfU156noTIXr6jmyJ2A/bPu+Z6UuzGhAEa71FDa0GN7hQsmERYqITSa2mRvOExiDFthEso5R4mLyYnIbc4XdC+U1jLbmYK4ApJK4GoAB8v+feT0AuIhVO71c1f1sl+gQ+ufOi9AJxxhycwx+c7x69QoP4wFjHLjlHT6ATz//DDlTOUY0NtVKIdIXfLfEOBhazzEQEbjPEzOY0ethi7iGbT0HgLTE7bh16H8MZ94PHGZjIZgdNTzjJhZHxHB/ZSKXoq/fSZamCP9jFTyiAgHetTRuK1povuQIhao6t8ebcAZKZuUuarKrFUfPi2380juOF6FITH5lzIlKf8/SLknYbe/x/XJboVyKhxZ3vwNUKG97ebubsgzElft439d+HzUR7btuPVIi6JhbcR8hEjOz3ZAq1DMwP4WJb3Lr5jMFCIZHM7KHB8l6pDQmL0WQ+4EDnZEe2TC3ws/XM/NELby5oDIAzFhJUTVeNeLZrmb24nh+z/3+bQx7Pp+/e3vP4VSmlRVsBzmG2+sbPnrzBjd7BbcbCyHHxHgA8BjiyKjVMmSY5FKscoPA6DTxhA1H5XtkLBei4b87xmB439O658pwF7exojUrQXc93e4KXZXJVrj4zBWuhErzAah0ot7ULrgpIqN1VIjEbfR48/18/s7yti1fxMqnLLfcmje6vOc9x4tQJEUWVpDWDMiY7fLsEQJXGTSsMvFKOCH0oGiKJRj+SVhOFCl5QSrlq0Ond5GMRbJWpMZXpMY6fFh+t7X/aIIlhUwuLk1cEU07xMWDtOVg5mOdu8aHzYQYyp4nE7D4UQpAzHqmxDEYpTrnBITcIqesVRGp1sVq6wiNY+KcqQytEqux3msQbC5FoureVsUrzT0B3JGYqOSyvFTnAJWHobOZo0KYTWQqNydC7SQG8Pr1K7z56A0e7DVy3hB4RIzPWK5grFEZ5lueNwvVCnVB2Z9UnESRHoYZ/Gy6eKhcBHa7YcCSja6nWtYfxY3JxV2uDdFGKdVWPKmootH1iEqqQnZmNRHxqlkChEK8mhM9Cwo4ZanWhsE6hLuikhsnIo6rlQ7KOJRR/OI1/CIUCQCcoJ9qMBzyLzvy29pe9a++JmxkBT0rnFYCyIFi6MyRsdWdJDNUKbiG4daZq60YlHDmsjoVVXCFM0z3kJWYBi2FXPUNWaQbosvZYQaEd06DgenxHmDyGQYOHEQXcgYy7hRojK13R6iTHEvOI4hK7DDAAm4nhh/MZi3rZqdyzMgJsc8LQ5WZ6FL/BbnRBLXbItvMjF23XHksbhiIRU4aAHNYBl0rNxyJ7hQ2gwpuhe0VKcNQYaSgvTkFeQpVwhHOuqUbHLfjwIO/hrlhjsDj0w123Kjkku5spepHBI5GRVwYEUsZJ4Cp3KEMcUmBRixFCHtoQarxEJtHEe0oUwgBX4tW3cb45NeOZO3Salyy/ES9bmYaQ4lOVkAWUhysD6uC07oKRYTzarU6av5sWx/bfOZWo6Srw41Bi6IVvuh4IYokRYKKs/AFAxfnwYO1ITUIpmKztWgvbk+jGaAdlxpIA5YrUbUxSi4bB3wcm7YXhHTnAjFXQaDcE8i1zUrnL69sXbua2hgWiiRiKQueqBJ8yMKVwBTRep4TcyozNFwnYTRjToZdfQ6l4StjVritlmKhOIPCq0VEw+CFavS8MYSmADjO5ZboqVao3BAOnDPEG0CumRTwBYAlwo1IsxbYDPJBRr6g3B5GRqwFnw8SUu4H3MZqF+gHxhi43W643URoB93MstTtukmBFQ8RUTGv61ENmswM7HIheUyoWntFuprQloxWWQYVsBCEHsHb9Jlosu3qhR52NNozCOW0+EKsBo3BCt5+odtYz9DGtt5Fo1ZHGWR3x3zLvX77eBGKhJN5RysCGw0dK7mnayaydSyAWmilIPyiOCOKr1A9jiAhFULCcBM0lQLp9PaNtNKX+2jFUu5Umxpb6ARYun4ptWvHMCA6XZlCrL9nCD3xuTNcysX6+zwD8yzqxGBCInd19LrBMY1nPCvNXNDY/ICldabtdCISSz3rVtRVPAmU/RmKnEEdy/yZ62FDLmAwA9NtcQg+eP6ZS8h3oacvL9ieDaAkFwvl8HoF3Q8sn9+7y8BxHHh4SAQCIxxnnOxjOufSRZsyqftH5mqCVGSmryiGK8t2KccEejHLTZBLZTYawdi2WEt2HKPbXRAg7qTmCt8/5yeG2l00qavXGgXyMu89PDcCFtiMlT64k6ni+pr3i78I1b/Sy7ZNDMyrxxDZcz2El4et3ytRigIJFk/pnKxiZctE/r7gXfEk2QM4YHagYnsZTBiiAhEjjqVEOs36eXJa3dtcblIRo3VUTY4p0hFW3d8WzG3eJAt4GO73wDwD55ndYtIDVDQnPX04lc5MoCrB6AQmSwBgqlohbB2uxQ6D545IWIMEs5WiHhrv4L0OryTByXT2MWA+MADchm9CqIK1VH7PrQL91+flUZGyhdwyRTwL2XUyckW5rBAASwoebnS5ZlDR2p14KBCIM9qj6Cv28655LJK5jjFGG4f9fa1MNlGmi3ytzVkYej2s6SG93UG+GtvNmWR18YfFh3i744W0ONELyRQDYPt/to+3FFVxRrC1ViBebqte3hPWnh8vQ5GYdTMWYGt4y/YSUthKjzeDPXueGvYJmbMMwCaq8U0lf5UFax7FC0aSPGUeLd2XcmFYoOdLAQmJ+FhduBvl6E4cV+HayVYACDVq8uTDJc7OyKXiIXqKSZcvJvmTmOw+H+JEkEDMwBmJ85x8hpvhTBayjWCT316lyvlwN1WZH209D2flzu6/u2VnoueUMirycYtORQbMg9XLzPGjf50slDtAS1qtHiOZAEb3BKUtFoqrCl4Hukx3d8rUT7cQZrWQQLJVJtwp2RHwGJBWxgljPU19Ljdl33kfPLpi3Nac+qYY9gzoet8wbyc8c09YoxJZ1HY1uyh0IWbFaLyQVdBnsFgNv6CABJYUsx3lphwWclN4GCuMflF4+zMCl/MmnikQkf1fdLwIRcIQaJFHeiBZPZJm6yFiFziovtGug1samoPxdil4v7fejtLao4vwKkrjlR9QtT1qzTfk6pQgVWuDKgYb8A5ZUgHuWyFsWyPI5dohZGcvhhDIDJx3Rmomd6vAFCpJC9xPKpMxVCB3htCEw8cOqWWB1IzpGIPPgc0qttLZlpUX0kr1/ASAuApXDhUVEnmcXXDHzwPRX36mlDpJyQJiYWDvlHYH0C5uVQ+blDgNjrJGq/6nLpEmZT7Y7Hg4BgaGR/v8FeLNDXmsMKlJ0ZuS0Sgm5dbwkZ7zcRoqPU8ZxLb6u7tbPW4aiUjN6Pl2yJSxu4JEhyv79qr89vvpAEA/Ey7yx89fLXJxWM3K5Pq+h6bfdbwIRQIA51zCMswwEUBW8+JtsLAmtTAMtr9mtS8s614u0JZk9vygAigEIrLVq/mLUIeBWdfHUD+TQ82Di0Qd22f8kkIeRRDbyjWpa8759l49tfXDrHT4M0S0JmI6znvgPGmR40icAKIS2U62Rhgwdg3vZ7PuUcuow3q9igFt+CKo20+HPBBjuLgE0kZbqyIgifDYKS5MPJSI34iJOYETiRuY38W+rvQF8tnclPLoVHoXz2WVQVwIc4VnkxqbY28DMys50GBjwAcVSUTgPE/ESYVS/n/ND+dmqGXqMlw1P3s+yH5EBLkapafXGLqiQY1CbH9GGkLb7SEqCRMIS/ULbm+knzWC4OvCpei85Hfelvv3rYF2jXSN54btudJ5frwIRZJpOIONhhYSp1MeyRDbgm8LWrutlHi0lVw90rhxURSyJUQ08h4VArVxAH6QiDTWaKSSrNIdUzkrw01Qke0DxnEsqwKGLmmxlravVgQGRU98dNYl+1LQCnd8JScyJ2bccZ9P2uiImx3NoOsw58Q9lV+AgXmeS3nOAGIgzBGD4za2jF0Y2IfD6lkqb0bCLDRH/BCddFudxyAeJwPAiUYEzJEy+MGeF2EJt2AK9mQxpg+vGDXGMeAZQJ5M9Xf2RsHQhlLFCKRhWLEGZUIS3HPIYJhABiKGmhUFYp4seUgwOxUmV5VdbYcNzDnhcIQH5jxxv9+RYDHkSk2XhYZcEltGrKQTmd2lrglbgJ3VKrrixhCulSSUDG6RSNszqZMh5RDiCHuFkVMAACAASURBVFyI2ZQbVlzJggnr7ooWKATaSsDJD1Xkp+VUD1eh/sgpNL0pEpwvnyNJ6IaNkxa5+XlJtrkgorW/zMmlzx0Nh0muyhpIg1QORGVtCtOI1KsoDYnCSnZjDHosyw3e0/ChKIRfEIjFIl6Z3LPgJXIiB3mGcKOgK+QoDlM/cxJnUoGc80RUVXQEe8fWpCNFjo5Sm8BUO7/bTedjJ7bIZM2LEFwm3YAsf9gcsNo9rxCRRNQFp6NekB9Cqb7A3jmJRoaSyppSFIph20BXlmzAZ1AZ4MRxGCxOFWoecIzOGIVCm0WoVhtDdESqdyOSgfFL7xY1bNzQBs91xnlBB57Rbk+nh7eQZivkDk3bFgOp/ZVKotXvpgYy+xwArCptdU+5LhEqSuxIiYa6PXEDutfNpiSWu4K+RzPgsgmYV+e+bCTf7kwqZG4LEV9cm5bWdx8vQpEgaWndndbOF6StbTevoVhb+QVKpDGr2oObTrmF0bBZ2/JHUbH4Q+7JbiGUoJQB7naDTkP2jR8xOVcO6xBnfX7dg5CJwh5LeRDyn1IUbKPAn8+twnfWAlaiW8RciVSlLDXB7o4H9ZAtMhn13cuCXcnsEqxAKr1eFaQ1Dq62ADHlnpWi1VeFQsXqRxqT61Cw3to1qkZOZyVYGcBVNDvhz6rAzHwVwtVi3eamxhdYi6CUwFDzqxiVmIYO18asMc12kYeyE/dtI2p3wbrR4sBKXgtRdM+Y3fKXtNVirJwTuYBhwW1foeeLin6Rd9q3Fl1LROfa5GxVs9dYGCr9nzzccgMzk1sz1TXt+blD7SI3xdIKZjfA7z5ehiIBNWecQA0GF22qVmQnpxZB1cTh5iN3JUmGJn9pdGjhM3XYMcZtuTkB7binhdTtClhwNuS2NESd0MK4KpDl2mz+KePSXWZfSuOM+dbXjPk2UknyAcc4WCaPUEp8+bwDPoBjGA7QHRiNmipdGlv9xVqASHTIvD15K0eCFcghiN3DiMS0lZfB0nopyZk4EZ06MwbdkNo/CEIrUTBfiYQRE0MbSdUcl9Xe53uf60xGq4araXUWcnHl9CiHaCYwl8otI9XLwwwud2j4wLxNnHFHzFMtCypndTMUQiM+EtU2oA3dVnPTUCLLsYGiV4tArU3HMqqmaK6x3hCT2SpgLDkdYxlAzikVdHFX+zGn9iiWId25lcRCP6ssBRtfhi88XoQiSRAWEzFgRW4AFNHmijRUy76q1r2STNiE2wAl4NDFSYVClTjmDvMbSTVfdTUwJo2yrYF25bMqglqtFUuoq17BB33duiduNckerUWGhOB9wQmG10iqRv+casCz+Ic0h40JDAr8LQGMQHoqi9Q6p8UHN0UapQw84WO5XWtsrJvorDFctTZ0qegeZQ5UW7r+exd0KfFP7unwwR3/1DM1ZsJutcA4z4cN5r8o7I6KsORApOFUN/eRR98vM15Vxp+sn5oZfAYhLKvqXksc6n2CdIST82Gui3G7BiSOUCsIy37m4UwEnOmIOHCeTGjz0FJRaKiyUwv1divJDWUBWoh2SGnINZ0MhUe7J4beRwjRFd/1+StRupRIZuCMkNtaGd/FmyRzicr/L7cKZWRNYx5yEaXoYjdg2CKPX0y4vgxFUiSV7RajNcL1vXqt+k3uhXOAEpUE5WLG6kNqWpBlNcZo67Z+KMXl8DE6M/Ny8bIuvi9Apqiv+yAgX/vYhPI/phK6rvC17vc8TwpuCM7bAGwiMFmJ5GDo+cGBQTKMimTxNccY3DkQC7EVj7PyaTjQ45krBlWKtCsYSd6jWilUB3tw0VXSVuTOr4BNg6ScE4BPwDzITYTB1X2/yt5pormAwwZIIitE7txOA6YInIj1gtwzA7VtRTcHqvuQAJmMAUyh2VTTHs/rAsmDBL1zm4vIwDEmYk7EaeonwzyeXlKFCiHEKZepZGotPet/L2Hj5qTqa71+ReFXd7nObXWNLPSw5ZXg+rmN8NH4qKRDvEghaipVymDJ6l+QzFasRdX/4N2DaNZCA6PFLK7ClGjV0HzQcslcUUlkwfxnPp9hpXNv1ruU3AXqvef789AaMzpphecp1yVFis59w6zZn4cxKzVE9to44CNhwRqTvpYDQDT5W9+Pwb2MK160K0lgRZX4my0prEGw4qaAwATmiqSxQDDaWpVQzzm1oFfOgx/clyeQuPnAkLKAPru7gYYDmUPZxIxgsRMbeZlUSLcS6awyakE+yUeKQiryl8/UllfwnHAecmm4/Wu5FER/1klhCSpHx0DYZEhbIWyzZIBMi7OUSBP+QiYbZdIuRxi2wsvlioQ4mTJEeyj6KmdxlceoPvvlqua7FQkHQNNdLqBC6hm9w6QSLpgMuc1xbYbxvuNFKJIm0DZLv8Nw6xHgm3LpYQm4Ut0b2hUpS58XWLA4gz4zLcPKQTCzS6Yq3f5UN/XGhOum81otmVVk26nGFOQOo6n/6FSpbsSy4leSVlWloJIcwzEOxwzHSHQehCeImnwpERLBzGYdIlYZBCxXqhQ1JbuuUoijO2kpo9T27mpY1bJFXS9Ax74hZZ2jXDdAipK7FbpP+DCEh9LumSvEbM6y6ECq5aQb7y26uo9zYmmY52D2rsLNVfe0LLypLkiWdG8kqyEwXReesJ4/cjrcWS4AubQ5gOlSpnIBY26FpqQeODKFjHrxlhJQonBmFzJyQJ3kLsjx7eN6dSkW0dwXMckp0IoEXSbyHkWi9wa0uXwqOQ+GCkVnz3dxT+dac+84XoQiobtSqembxRRt38oFNSA9NehNcw3y4Vd+xxgG2BTsT5w+2ORmBjxWOnhlsqYEwkOcTIqW8triUxsw6/7qTiNULo9CTaJFNhemEEiCnMipamda+BLIgeGJYyQwE8cgcsowxMHwXZxGItVZY3IcR1epVibugDZFl1KsVoqmtUFEU8qrih4pZYEg5I/AEQ6kEuFaagciEoex4hcADle0ActFLSUxaiuPVNr+GXj0iYg7ZgIPBjieYDgwcGNyXOV/aJC5F3LI8jJNIOTa5JlyBSdmTpzzxBkThysEHEkYoAxRGBVlGpMBISQBU0kAqjSDIf0zE6l6KE+HHwPhiSOylTp3QMgOAb8VvVOaOyVW/B6o5LKU6Y5ssfi6QpbVWyTFei/35rq4iaoU7YzZayWFnGqeu3wktwDCprRKoTUBnOfL50gMUCo3mt1fxXBULinIOJTBiWolkHs16DXjcG1utaw1PGGjVhQtDmqyrMKO6ngljuS5y7If3blr820zV4n+qllYhN7z+PzuF/M+tu26klGjm99ojx68kY9Z4ia+AUml4HaIk68aC0jBCsI/63q1w+AMZn6mB7fICJOgqZbHyJ6weDq65wYRFxPOCjwcRo6ndXwIfnsg7icCJENnGu4jUT1OzQ+gXJA0bfG0eCoqX6yK3rwTzYw7zvOO+3kixkTGobIEqHG2rfGOMuZ2sfFrDpZLq1UHU63NkOscFm29d4WyF/utcoerG00ydUM3GzrJcukky/TYHIYgWnJbGcWGS4p/3fciR/mgAmfwHCinMDCRNlsG+Op+HslEne/a7OCt40UoEhgwVBMy3HGYMhyVHNb76aoKd7n06ryr8G3J3JX0NAAHkANHQlIlXro3eWIYd8glOKRAUvewczWdG7ItxEZLen0vv66JqMmt3g6t/duf33xgFfnNYAd1BNFRZakWF+QG3HSvzP3w1ehGaIrvrfTyQHpZIcA0zo1GkiHACeaqPKdYSuFROYhjkCGu7mtmqpmTUs70pdig7miZdO/uJ04tNPPJxZJMkDvUWsBt2we6XLNtXBF3GprzjnneMc8TYaH9gWcbm1K0AFSvAiX0SQCxuyCbMhHCpOtjgHMD8GmL1MzMruG59Djp73ZZpblFSWgwYj2j0NFqg6ggrrGoMtV0PDhhF0WYtdyz5EgIS5fn8yZgzKC+uObAJbck5nMD9xcgamNmOG6HXIe9pV+FNI/NvTh68QEQOVfEFC6LHjJ0kQnrMnRTyFF+NUrjmwq7GLGpDZsu59NXXlaUdUsATqCEQUdC6CRrw+s1QcCysJmJqb2NOW2GTO0nE7T6pkiIO1P2h5NcNWVy0utbWbh9y4KpY+wp1YDhWB5ECsaaOBxjZIswn26WipaLAOiFdmBwfxa4OsaxlsaNCt6luFxlBsMF7SMQEzjNYTiV0p6w48Zaqxgb+sLWxCow75OZvpmMaQ2FrMHXp2uXQSnVWqCphcaqY1znYuMUqj1F9nvaN9GiVs7LYAh1BvNZssrthTiQKfcgl1jkvv0pts5oTBmgLNJAhpSKWyrJb7YMzpgSYcpcWmKKv5kR264FfG7KcKAq46uJS4lsbfW5G8H+CvzFUCTjGDjs4KZRmjSv4jg7tHG34Rg3LRJZJJjab14jEoRr5QKpZF/+ILfOBGCLJzGAk9dIf+VedIVvuwpXQLytrc4HIU8iKG2pXfFWiPSKVlKfCwRmh1MDimJoG4k01cbAcLMDNz8WZJBArdvfCOvtGStMDFDpAEtAzJXGbmpkpGQr1+slmGbsLl/RpjGctSGCIz4Mxxg4BFmKgM1MFehp1GqMVBdyxx3hE2nBTaSc++sUp+NBhWmZjIKdsxPJzFgfcsYT7nHHzQxwbRJmSwns0bHcxgrif3pehLTKSHVTchRvW82auQrZm0VzmJPh7nQ1gErE/eydJB3W9TOArb6syRIJNxD5iLQzRxPOEUuRUFbW/LE+ijI958Ssxl5ZZSRSbmWuUmR2rO1tSx5CypFzHMDExW17frwYRfL69lpbFgz5j9CiH/JPhyyZEsOG4TjkI24dzi9h2WRORIVNGzqifOaK8Cxyy2ROn3dIq/vcv9d1mgPpSExcoC37iWB1PuuiqM0FqokFK2VTCxrGpj4sJru6UWxFOC73s5vYQialEI9KvkMpvqublqUMbMAxMRCyvhTmuVkobOcGIHITTBqs6NEg8XtWCF6foT5ZJflQCJOARC6nOKwcE27BsL1aNB5ehmRiJnu8WkfCVni6xmmfq+c/rzYQuLik/b4aKflwYZrzeR1nXq8yZHODb0QR5TZFJO5T+yk1wt3mD3KlVBtlbrBgc21oLHcX+8KJIBFxyoUO3FVqAUhWKk8o52WcMlV02vPDF2Nu1dGwLY/o7eNlKBIYXh0P4L4dts8MDAcs6e4MG11u3v744TQRsdjsHgxbad+NXvZJQCoBhwNY+9vKDl0I1PcdTbIh8ZwbuU72mrS3/7YgKK3ECWyKBK5UsVIe8vX3Tl2LqNWY6vVRGbnuaryzUEhw8LfnM6BUlimjwHHp87kEa4WiIcVgToIaWvAWVEDDB3xfK0CH2kOVqOWKQu5QiOBNBMldq1zSKuzkooAQXq8KFE9zrcl5js4ucqL3lAeEdgcoC61wUYgkkeee+HW11tm8S40130vXHAjj5mIMk+MtAhxWOxzqeYaMENZC7z43zWXQrWJrhI3o38j+qWxYRmCC+6XJ/U9PTOl1htjR5LwW0u4Vv3W8CEXi5jjslcjBlTQEUMkwVOkX12SsLAiYZXcct3J16j9zpUcomtJwfAjWcbGaIOBOoAWwOn09E7o6ljKocC5dmZRPG8k+8Ylzc12uiqT6SVpFkiCobUZmXZmrLGEZHdql5UpZak48Jn1t+vDPOB6QXyiFowwbzDRB+dDXCeQpV4jp3zOAkXRBmWQHRXkY7TFAqfhQPoUQnTvMQm5n9UVRYl0ZA5RhUJQOa2MuaLdBc4ahj+G4p8Fj4iHZNoCtDZjSHxOIkTjjxLhRgrhdq9CHK0pXlcO5EstEbHRWayl9QOo1VDWbiTC/yAE2JdNlDbrGOAZBFgDMEzY2N1cRr1WsCHFeLjfwULaHCU87qo6Mh3JashIelY2srnrlgjE7967npZjNjF4r4VN7ZMtYpcNOrk0C6ZV1+67jRSgS8hzek1mIY5GaMhQwkZqJMh/U5KwU7Q4wQP9dJ3q2mORy6M9m4CBWYVqSn3CAA1rbUsoi9r6sAHpbiL3LWZJjaO4jQju4yRqIAGa5usrGa8GowtZ1+1kkcbLmaKQtBeFUqZsp5QLB9VkbrajZTo8FqyTXGDtYxg/WgfQ4GjA8AbiUHbkbTKG9OS8uFHqsTZ+ta6+apdUKoIqU93vmpSsBLiyFSlg/Eg6MGevv89QYn01YB6DGRPV8laOk3KSSjc3dpTLIVtwXNyc364x8x/gCMLuWC0CyBYOPQwl0N7DaWeFZN2Cwpiefy6lcevfR9+DOMHs1NffhiDwRp4pAJws6MdlfJaGkQKGTCO6LRCTIdTSMRgqbIgHYN+dQyHl1+n338SIUicFwHA/bpOz+9B7lKAi4+eljqJh1e+37uOZzRWLTLjDfsdVOmCGcC4MuwspqJZYQAknxI/JJ2Rox+qt804hUr9XQdyKX1Gq2IoFBApiw3xHVybxyDOSu7MqihHeFv2sf4+yWhBRRNFIzdR2Dc/FFGiyW+wQAaSGk4/CDqC8LCY3lHvbcdUSsak0VcdJeLMmTU+mUHDxDT5yorIRbWs7QUhbnFJObhsV5x9P9MzzNz3G3O17dDnCfIEPvClBGCiuTGsguttu5nwtiBC6hUgsqRu4rxLHraJ1tPEtVJCuPJJvTWgYvkxGWMQrBlUsxAC3eHQlH8HncHdWrZgZbM2R1ibeTqtTVZa8ihsNwBmu+2P+rDLLDRu1nzRVkmXy/BYZytb5oXX1PRWJmfw/AfwDg9zPzr+u1rwH4nwD8LIDfBPA3M/OPjRLw3wD49wF8CuA/zcz/93tdg7eukOBGTD23CJXSHgFZ48YIaCuR53uuQCheSVS7j8zyavnhJvYdzNuoXeeR3sKzp+YUww1QocwtulG9Pao0POU6FJteglDFZGkbejAt4ljPyEWwJ+sZqmFzguc1+d89qjbw8PAgV4gRhUxWGfcmGSYmP3c+oJsKLAupiAlVfQJRKdZb2LRqcVp+Kolt3TuiiuiMfMpm3a+cD3rh95at9GBxzonzPmHBBLbIwNP9c8y8Y6bm04fcKC/iol0C6+sthdlVwPKrrveFVnrscCalXQR1pCIqPNfE7r4a5jxLjBe6FS+XlnR/5HJFADkPKpNnijUDPQZBcMjvMMAO0BwF4AoxJ6W5Gj2F5LLMFJ0AokV6veTIhqJH6cADrNrhvPf4fhDJfw/gvwXw97fXfgnA/5GZf9fMfkm//5cA/j0Af01ffwPAf6fvX3ikQfWtEGlZCkVscTqACeSEw3DYDchA2oB3IlYplG3QxV3Y2NKju4R6WUJyJ7RTc+NmAgkfjJrYUGJYW82r6zXjGomJUPhtyipM1irMqA5YRoyeAJJ71Z5SRPCt4sIP3Y3DotyA2l2t/OQEu90rU6VchwAeHz/DUwK3h4/g5nh1PADnI/J8RPggr+RZoL7D0IwiKSM20Tk3NWAjVoQNBhb4ofqPEJllZUIZUZH5qoMCaBBNEKoFmo+Dmh3e246w6E7mDGSe5BfmA+55x+f3O57mHed4xON8wPHAfYvQHfpXGH/nN3Yi9n3EOqt/eAe1OXkZswBwz1TeWwi9VDWvcki2I2I9j4HRrcSE2QoIwB0xTTaBysjAkoWYUvgV1RuOAzeETeYrBUPKMSkzAwbExON5Yt7F4XgC88QwRQPTkHMlYEaVYbgDY7XOeN/xPRVJZv5fZvazz17+BQD/ln7+HwD8n6Ai+QUAfz85G/+Pmf2Imf1kZv7O97hIW4EqTy/LWXDZ5G9Xuvf+WQo9mhzj81Z4jRNdFZdKB+iszGU7cRUucLLVmxgWSvwq18exCGFbeRL028mJhKKe7ctHas9emRWUKBV0NiGKfXDKepEHqo2pFiqp5yAyIPnMU7iaMz1+/ojPPn3EmYFXDw/40sdv4MdrYD7xeYIk8IzFH3Exp1yWNc6paIH3olzj3uOo+eB9EhFUQiHdw7E9nfXcXpRJ/73wTd1LKXKRiCKpz+DX4/3E57jjwe84b5PFjGCexyJzNWcRWKgDeL7jwK5TDPs4VE4qLu4v85aWTF2RVZ0Fl2ugv3kbCLoYvuUegYghjQg2A0EaRLyeL+TiAFxZrb6igbPnteRTHNJ2H8XMAGglQiRrz6flrePPypH8+KYcfhfAj+vnbwD4re1939RrbykSM/tFAL8IAF/95PVSJJ1bAUCCy8pKbytd2X8AaJEgzZ3l/QPtW0b2uhwbd9Bt/reJfssaWXZGfW3BsI6tn0j3yyiSjZ3fuUZN/EiqE3zoPHxGEq+q95LA7LUlGiv0BuDPFAmfcws97s/gjodXD3itkbtn4NPPP8e3PiN386MfvwGy0FSuPBHZXt/OZagaa5Ml1H4r+Y5xy+Ky6jZcCYXVJ3chACqYbeHVEPS56rv4F7mY7GNCF8KSZOKZgccIPD7dcR6BeT8xo3JdtMi2c+876dVzN0eTlU9BZTcA8WCBqapkugucuHLh1uZeS8GYr9oYKqMNGaHGaaB3LChndqtOp09vLBdJI5LMaM6oG0Srfsx8tPInjzLbpal9dC7KoRB7zcmz0pDR25q8+/iBydbMTLtAhO/7c78M4JcB4Kd/4it5VSSFSBRWhMEikGKsMxLh7DxWnEYjEpp3vcZzjmFMkRe/sfiFCx7ZFJhesW3ycTZKWQOqN8vlye08EYVAov3jOQV7i1OR61OWrdoN1J1dyEtBc8sK67qUn5QJrha0BwQGFoEBh0188tENn94n7nHi6ekGppHzAis9H5ftNIBCctYkapTf3d6dbwitEs24dkc1MBIyiRNKElxZqy2idiU2UYvZqmq2Fpn355kaHzgz8TQnHvPE/enEPCYSAzMAixN+KxeKi6+QEd1enjl1zSw3WYirZqKrW3bhqbkhodWysJTJQlUdNTLra5ZMVaMnTlvK1ckeBgAaKxYzskL5RPFaMdFKxALwkWzLmQGcdJ5hYP8aGHzPF0Eh2KV4m9D3Z17AO44/qyL5vXJZzOwnAfy+Xv9tAD+9ve8v67UvPpqUEvyyhUpKUMgJJJvm2sSgcYKGCoxOqJeoDksWKlUo8NwIvNqFrGZIDosW5Jr4Jv+EIko4qlcmf1fVa6OSCk1m+8nn3DmUsxdOrbkEG+e04U21MijkERQs5rPIQIlsS1RtyPKpvXuW0h8+EbBk9uKXXzteeeC7f/opxqsbPn5zIOa9ieW1qfayrtbQl9cmTcfeHTMScOYymCUQQo82wdzk13h6CjzNJwQCT/c7Xr16hW9/51N8+p1v4+d++qfw6tWrloHd8Jk58zcKZqeUSFYm6kF5OQzzSXVNCNxz4pyGHNx5b07WEY2D42LMDLuK4Q7uE+1mVduCes1lsDqil5RDfpzzQJfgBIwbbRXSCkXIWD28+gAvGUPLMp9/LGVkgA2wJimAYQfiGICUxbQ7IoGjSj0mmZ05Ge07jhtOMKvWk/sLdad6sy5arWJPN/W2aZft/cefVZH8bwD+EwB/V9//1+31v21m/wAkWb/1PfkRHYvhFiLZ0serTsAFCU8EazmOQ71Jl3WbW18QJoVyIitUh80CHJvgUIkROZQLMWr0EgjPSwfvcldKkRTSWc+yUuRPoZLKHSH8zM2iaa9eFKTKXryZ2b0k6r2FjIByi0qBGapeJABu7L2tSvMaI8DswOnc0wU58ebVAcdUgV0xF0vx1kAsYhIQqJbSKg0YcAyk3RDHA779nUd8/vgtfOe7f4pzPuFLn7zBm4cbMg98/NErfPz6Acdx9Fg+h1buzkJCrIXb99B3WVXPlAPu+yPiGFCmLcOsUIczg7U81ANVK05KSvVYQSOQMi9XOFJz8/ZKKwSXYTVUlK1WyYHobUzQ416waR/rGpIB7rfEJDrHFN1rUFABLIAEJtwGTnfubzSoOP24aVuTlTlb41ztO47juKDEDBYNfpEy+X7Cv/8jSKz+qJl9E8B/BSqQ/9nM/nMA/wzA39TbfwUM/f46GP79z77X+etYZGteFEmA/p0ZYPWeM9ic1wI3Vwgvq4fFlleR8utDzYO9K1ZgMDorIqMWySIhRMWMStlYE7YAcxdSuRlMLFoKLBSrByoZLTqqw531oheia/HQYjr/ltU0R1C6ns1WdKPdp2oS3Sn45GAiwYSx8rON1cVmrrTqgTevDb/7L7+Fp9dvMB4+gnU2Z8HcxWMg19bWazHza4hTMBxITNh4wKdz4A//+Lv4g9/9XXztkwM/9ZNfw5uH17j5gZuZGj0B4zjIc5RinNGZrxz3nceSwqzckgRMOc4Oth5IczyFEteyOvY7KqeDchao+oByLeDcA8jL+GbxJnRxAWu323r8peB4d++Q6jq3idTMq1boTz8rCs318xhd/cHD1ZISCvWH0T0NobcibccJnIHP5gCm4XY4fPKZDuO2HGwvwetUg/N2x8qVzdZr+CJN8v1Ebf7We/70b7/jvQngv/he53zXYaB1LeI0y6J0FKeEKXG6wSY3hL6PswvXDI6cFVKtwU7151DotwYMkqXyPQ2Awp7tMzs0uITXFuQvKECu7lv18Eovn5OFU+p61jURavwcIgUvRWu5eIFWXLqvSNXc4JqvkW0my1SG7l8t8TJRvU8rBT3UMavcLkfgk08+xucn8CefPuJHXrvOgYbnuy+PbUGXQlP+L8d2POAO4LMw/Oqv/wa+9PoBP/9XfgJf+dhwuLHQ7Zx4Glh5MwTaOM/zGYEsxSwOabfohhT4SSUHknjlXA2cwQ6jlTLela9ZNU+C81g9VDIDE0bduy32lFwC2dnLsFRZPRUdarGhzlk8SiFW3/CPwUponnFtK0pZf6byoZiQt5ju3RO2W/rlMo6sa3IqIDsxMHD4UAq8khqdYeTDKmdI99U5PaqTKpfWNoF8z/EiMlsLNE6hEBRRWcpkLqsUloiTC/q8J9Inhjq+j8GsSUuDJ/MZIhMD6oEhDVx+4EK1JsGc7TpA0G8m2FxIcfwV0lPtQQlcV/SeTFmOpUiKA6ILs2A6dxe0zUuuxAAAIABJREFUTSlUnc1CaIBcEqPQnqprCZGU1w3IiTrqGJ6As7eItftzKmLF3I8xHJ9+67t49eojPD0McHsxQmT6k7zuKIi+T1mcWiQPmOPAox/4td/6F/jWt7+Ln/nqV/EzX/0Et9sJwBCzyNzgZ5p0yV5Aq1N5QXrOi1dWaiMIlQpMh92mCvikYJxK5cwTT3HH68mO9rtjolHdXAeFSKX8s/J4ys0pMCFnj3U9pnuWUs6lvHlSyghsdVDzrCH1bse5xFDvxzVE3ZGkTlH3TohDAuYnFV0YUUmqU2BO5HA8xAPiSDw93OGmtpmROHzA5kkDCxAFFw8EIj3bZNGes+/PjhehSDITp6I0UzUUMyY3n87Zi5Lv9Y0TuAM2MQazO8cYQhFqDKOmRwPAiAEb0vCmkvpiOiEIvTWfsSl/1oDyatuSQAt5I1dJEEcrkWuHLCmSof1H8AwaC0GVEO1cy56LAJSwyzIrG3HnkiqrFgCmq4gOwI5kWORGl8eH4csfv8bnj4k/+fYTvv7JA4WQJaF9rUueSJJ3qgzOJwt8ep/40z/5feRn38Zf/9mfwtdfDeT5hDTHOVl4WJtiPe+iXsp43/KA17S2ioXglhwIpQbY5R2BwOA2IwfdQJYoTMzhdeVd6hqB6v/u1AHbFJnrq5FhoPKAqhdI5gqdXw4DUMmU66oo3OkyEJesgouCs17MLRuVpVvd3kzlHgjVd2mNKJzsPnEcN7qdt/vakjQCeVeK7Ez1O9rGRzUURXC3FnzP8TIUCYD7fEJOwtUzcm3dIEi7CqH4WmCVSc9ZyUUMfbEXhvUevSdADQxOzmGOiCnXYoUwqwVhTfSAiWCtvy+Cta2XYK9FyJ0pQVuLz6xSpgMYA3ZJndd7Q7bK31Ye++ZWGN7CTxSzhBnJFPZWXoqm1D0si8ovg8HjjsMPPH56x3jzJXz+OPFwiN8RHc3irmjiNjNxOuBn4HjzFXz6FPid3/tN/Pw3fgw/8/WvsLFy3FnrMYNVrKiqWFUdb8okZmzNo4Cy5A2rDRzbjU+guygUYKwlSTjghkA1EapoS7YXsNv/dk822WJmMNA34yaEop61CoOmk8+pkDdtgdycRhnWJ9tzliLLmPQDX1bDRSEt4Cx3VG6IVUYqM7vdhd7NkWGYcWCqPMAwcBwG4MDIAJIh43ne2XbgfiLvnSy1XXilFfj4Ai2CF6JIIgOP97uWr+HEVONeEWvQ5BgrHQFtDD0SGa7WAABSTYGRmM5tHFxx99NYOzDcEV6p3YtQXKHFKoaTNxtT1kgJPoq4VBNeQJmkWUpkt7b60hy4Fn5xJSscHEDeQBZ/NrQFKIcOhu+GwoJ81ILSy88FoCpjBasjkPdFDvpQBeymhAwk6j56OPB5THzn6cSXHw52IZtTpBsXSDgIcRWBylc/gn/+zT/CH/zhH+InfvRLgA2E3TEn4H6oMTGVUEj3GXzL4nUp3VqOGifbkAjQAa7KRPUk33MOw0OyuC3BQrbDDXdLtkBEInPC85A7Uc+ePR+taLJek5IyqZWoMHtuvW8BzJprYYYio3M3IDQAtY8zkhW1oWcrAibb5dlVJTmx6h2Mek2ahZcQlJFLwox5yWSye9ywB+QQok/D8IT7DWaBHAP34wnnAZy3QNzJ+yU3deS8KGiATSbfdbwIRZKZeLp/3nQUql+FXJudO1jaOplgVpNWo6scCKYEz4ui8NQ2leoShsGkJO6otxJwCFWhUliezyvDVuRWQMJgWvxSQm+5M1hKxcy4uLbX+Z0iQpleiAYArWFWgZ0pSa6samLOs5sz1VjUpuTYGj6x+ncqoazyQhwzBWvd8Nl3vo3xldc4Z1ZGTSsS94Gn+xNR3jT4+BiP9xt++5u/g5/7qR/DX/rRT3A/lbTnxoTCms+NI0KnvXnfR3MlGgNL6xIGU34GdZ9175OZgRRqZS6JiwsDHqUg2BdGsqGV2whC95O2peGpQUoVCKZ4sEmNy9ed58y5p9Pr8zoqhNsueSmlBDyA6aktN5ZskqcJ3YaMmmZh9R5Z91/Z0dfDtFbohjGHRy+XU11JlgB8PDAQ4QN+nIiD/GOeiVp25o7h+7p79/FCFEngfn6u3wyw23InFK6rrk/atxIFATNprU0EbQ30XsG5K5LQYAIAPOEia90dx626dlVYL3vRt7Ig9QJu3KQJs+IctjT57asKEfmsV+WiCyGhrSArhTzrWaz9d9PisA2CGoaKANHk3wRUMBjchzdVOOarDon/OnywItqG43YY7o8TT564PTgtZ1CR3MWpxDTY8Ql+948+wz//zV/DX/2pH8PXv/oGT/NTuLNZFCYXTyOlWmxZKdp176oP0mKvGM7ujHMBah/fQCeRMRnNMPME1G5xwDHGgYknbl51pPrlZl//MgeqvC1SvmpKyuMoLgtS8HSnNQcb8lDmYz+r1bP1VKrKO5Wc9o41uarMp9o5GswCbIBd3XGGuLnVLrPv8SJTWeLdnEyayHMrwlq1Tz5gecJzYtqJ9BPpE/NOjqn+e9sFux4vRJEA93sok9OQeW8rNmd2FKeIzc45iFDc39krE1BZdSkRpRsrpGmR1z1zUCBmwmxiahf46ms6YgkLC1nJQbBIs9yigul2UV51fxW6rlzRJkKL8EoAVfubhpgD1ZwIMKXaBw7bQ5XbudTHZN8/J7QkU4qJ7QyWhSy+ZAg54OBG1A7g937nD+B/6RN8/NUv9fUYYXF4ToQNfPoI/MY/+y38xNe/gi9/+RWe4hFzToxDbopaM+4cUaMgo8owLWIjO75s6/Y8PFwWVUp1KgRvAU/DxAnLB6bja3FE8QxJhTqTqrhcD37TgrNyVwv19F/ED6QUgQxaj+7mvlog/OzShdKDhUzQxXbJ6AoWodqKZ+PF3BMkulf0xhtZs9FWGRvtbnKVib4+eb5qxFXRqXpY/kY3f9iAHTck7kjc6VYGkEl5rAzY9x0vQ5FEYj6xl4MZwa+aPCFnws5yDWSQyscEUPkilXJsOXDkWPC0OApDC2wl3IQpd9UNNtR28WnicHIp9LBK4NRWwAAg5CYNdlBLtIUqeaH7zK7n1fkbQC94gM8yC+nIkmeeSHVI4+uMPIUFxm2gNtrkgo2+bnWjLw5lKn8+EypHp0Im30C1dvfA7Rh0VQ7Dm5vjzXDkORBx4uY3IgbdbPiBz8/Er/7jf4KvfvQRfvLrX0HcP8OjtsY47yoVAGG1ouZqfbDnJSQME+bMachg7xeTUp2KynHJFWdEcsJhwICenclood0Wh71mJzIEk9LA3qT0U7URO+xZ9KcpBrgKEdGcV5au0dxtCNW2qBwmN3UHoJ3A2vLX4iujkWbAJPL14cgZXbTowTwQzulUVPFAQuhQKox1SkXAp8hbHmbLRSzDKqjUz9aoL5KcygQsAwOB9IMoxafkicps4v6FqORlKJJMfP74xMoNWYaZdO8t1kRWFIK8T6ndVaVYK8WheohWJJWHQRHnIFtJD8+hPJGcpX2T2yR40pWBidGnVRhS/I6Vd/L8mYBlRSLXZuEIkY85Ubu9V6CP+kSecRkxrUZuwHSg8lige2Knem6mVTlyHZacS6EWC18KJyYJ6IcBvDkmvvb1Bxzu+PzxUzy8/hgfvXnA4xMwp8rbb2/wh//ij/Hpd0/86z/3Zfi8d5eyAKM00VBY22EpgcovURgtnPLc09DIOznSCSmeFApU0V/KyNBdJMqoQjY3721L2FbgxDknpnGLC2geqqal+oQ07yDkGrrHRBHl1gtzdztX2H25E41ubGWKoowJgCZ/Uk+f2TVg7o4R0T15hwyZTCVQ3U8S3c6hIZZQ394PuGWy4N6GgjQBFSBDJRYGEhmB42BH3+b7qjfJe44XoUgiE0/3s5b5UqUKU5brAEBuRc8qcsSFBxFzyPeWBi5OwUb7r+3HgslaloY8g76kQvWryREPH2oU447DUkVOPNfcHN89D6R/z9V42gPI0JYAZdU2FyKDC8FmAHaD+01KYYo7lSIxsIlRBqMIs1LcRQjmcq/6U5V/kYkHNaz58pcGfv6v/AjefOkRH72e+IN/eeLrX33Aj3z5I/z+H3wHhgfYOPDH3534jX/62/jXfubHcXPu3cucEu0KKLRz2brXJNzAmqNRIVzyVmX1re9yJQYyGzlgONAOSaT2ejmReesesJbceXAcAzb52kz2KTlGwqwUNxXq2e6T5qmSorGlGxRiCSqJ5uG2EH9tgLXCyKmkMfFmQkZF5lfrhFmV32oBwMbhlD+zyn1R1BAszhtWJRGJQiUrH+nd/Muel7LkUlnfZZQLlQUQXUgIjFG7MS5K4V3Hi1AkSOB+csvGMlgWgEWpFoVkj0EbzNFvRdtjl1vlqEmPSykxj6AaUsiPl0KqSACb31pnjXr1Ik0O8NDgLutqSyltY3xhuMtalfUKhRSnOmjJ2kQ/DzfdLkubQeRg7ur5mdwnGVRM9zipcKYsVYovkQ2rVgaRgdrRLSIxzPDq4YbXH7/Gw/gMH92ABzN85aNX+OxT4EuvH/DaDD/5tS/j4dXHeHj1Zfzf/+gf46e/8VV848de4Wk+4g4DfMLmnbvgqHpZ2I7jrLHl83QoRgtHwot9KxC+VvVGhV4yJyqqklCDagl/GxIQkcBWyPWMibvK51GRFtClxBitMIBs+1Tp+1GKJGqRhhYwi9ioRFbzoFrgPauNeO7NTXEDeCI0Il8yGYAQicuNF7c2hvgyEa5pjowTSGD4weZZKKJfPW2fQeRqOfGWbBKXCyTJBXBgZI3wUkyHHVjRo7ePl6FIgC6PB9aOd+ZKOOb2cvAB5DA9IkNbObIhnpmpvUCq+UzKezkIe2102C4U2itIbFBEYjABqcO6gtQ2ZDltNZb5/5l7s1/LsuS87xdrrb3PcOecq7Iyu6YeyG5OMimKIuhBFmDIEKw3vRmWYUAv9oMBP1jwX6AnG3oyIMAPImDDNmBD8iBZsiTINN10k1K32BTVQ3VXV1dVVk735s07nWnvtcIPEWvvc7OrSRqGgdyFrMw8ee4++6whVsQXX3yhpZClclCuZ2oAUMucSPFCPLXFn0txd9Ly/cMG12KLRIyViBrvIwhEURdYyi6GZGnklA1QrmyMWltiz2H3VaDLhRjtM4Iqs9TSTiCxYtJMWPUNTQ5I7pGy4PL8ip0bU+YJpjN4/OI502nH137mNo3A89MN/bpHJaKxtZJ5d4NKsUyJBB1kHGqYUkohYpsmazaFeIlotPDFtFCLx/oVPzLPxKqKzcCW3tzVXHoPCSPEhJYA4s3QtZDp6UrviveeMq2Zmv46cbBeIrJlSEaPcft92Y3koM/LCHhXj7BUjdxSiMF4LTn3hMgrZMja9CqARlS2mterDoayAD3J1qy6Z6ZxeJ6tb+DeQ8WW6suj/CMwiGTVryXpeqfBayZHt03TT16vhyGROrAebChOwNpqvRCDN5S1rWEU7WqNt29lvIOh12oQRKxbnzjAIiLezHsbX4GRuVgNgcePWt3O68aibE3yT6R8q9u8dVrZZ9T4Xm3j1XYS157DnzeIl8d7rB1wxfYysIDrcwwp3hog+AfWSmQls+kDsQmU0pNagVLou8xylTl+GXn0tOf45SXrzYY3b0yYyynzncJms+H8+Jwvv3OHg6MbnJ+vWK2EbnXmhsv8ijEOcBJhqa6lXBMrqiGendI6bFKR4iTCehtnEiuWlTO3xosQzVPtVQnagQqhCK1Yq1AL4QIZ80wEBioB1Ln8nBC0PqPWlg/DUhhwkbquUB3DSbk+9+bV+D1K7VJo98tdHnRmxqJINX2d6KxsxyO2wXkjp9kzeu7Kwp6BkW07YAz1GcYJuMZMNi96fIZtvZ0QDPguypZx/Dzeyni9FoZE8DoZd29rf1tRg9digFEMPAwWOYgN5jjoCiF6nw4d3FRwNW5q7UgtpNLh75UUNBgSrSZZHKgbNT63vY7tU+pVQ/K5Xgr2BUuuVauWVDT5whoEWBXrEOJIbYfhYzDgJOMCLa98bsVGsv9bCNCItTq998YRLZnVomO16lhcdJycLCHN6KRlb7bP8cmCZ8/OOLw5Z38ncHB0wJ2bhyQKYTrharfl4kLpVj2ENGAGPhJDKIdYCX391+3U+PDea2Ghn35yfRMN01FbWWCUfSmFWDqCJkTsO6aYLCQW6HOh9/oY9fCvgvLb3J5tIzJ4FNs4iIzzi4hnUaq3pK88qw5Yi71mIarpgIgZxeyM9GAGx3A0NSapjkWMoX5ODYU8A1izl4op+SevfdKKaA9GYxSEKtskOEbuylDTcy38GTVSasb0j7peC0OCQIxjU6La6zZ4rB2DxZaWfanqE/69i6VhTUUNcA6IRB8YEfNS1Cpas9aY07IBIyILQ5qR+nP1JLJJHlO8ltEZ6jf8RKmrpwJuVY09594qm/Fcy9aEVeCPYEpbA+CKDAQpasEa4JzaihIYrlPMFdewvdgdWKVQIoRkGYGDvR3eeXiPVK74+NOXbDaZrofVumPRnZFDgpuRy9MFp2cL+o8uuHt7lwdv9Tw/W7DbBu4eHFH6K5rgXe7ysG2GCXV4dStm1+F7VvDZB8ErXBjSsrVESLWGcD5u7m+bkJKzbnMaT1MvmU9iQKo6VtKxMdyiHz0mBsPtz+Ze4TZgWrSGAsYK3R7bGtIGqnjUGM4OgOuwBsx7zK6Z2jhOVcSreIMw8GqiWMzR26ESq4fgzxYqHlIL/rwquPi6Gc6i4XtlavHjeObJ4AGPRaLbmSi2Vr7tR+S6x/bq9VoYEgFSDMQYR1o7XsjsgysSiT7ZdTGqKkG8bLoU6zpGcbai8VJQK6muHekClaTmg+PIX63JGcILNzYqVmMS/TUrAFV6H9iaaoZ+cOmtmXg2seeSXdSoftPgoRluGD3E8VSHNfzyhk4hOJPV1KsEO5CK2ttLYFA0g3HTIR72eGpbYyY28P7bMyZty3wmxNyyu5u4vMiUvEJLptvAusv88PyYpml48M57XFxdcr5ako7e4+9/87s8evSUn/vCIX/qvZuUTihEonZDZz5x410QV9EXglvP2iJjGPUaoztQaEA3w56sUHZd/1VmQvw7hxDoywZlZulV14E1sNDWj9Kz6VfEYpk5POvy6qYor2z6yiGxQsxMBVuHhwvJ58+9g4oL1zXASDqU4OC+mte82fIELHNlpDwJlgHKPWjJiESDyQY9FQNGQ/A1V8NXETo7Li0MVh2KdavxGLRvhsuK+VRHj0y2DJFqX7+Qee6NePX851+vhyERITUm7xYGb8MWQkXbgqvIG5I/uscxGEAUQ/Sf92l09049rWuBjV1aMQpk2HhBR9euvqsCXUF1S/SFMU72k8daI45SBzlbT5vsKmBaBS2GrFEYQrghJPHFj0arNRFT/MIR/iBi5d71FPP7QM0kiNVvlDDgRhKVXsx3uTFL3N5tKbln+fIFpSjLxQVCYdJaOnI+b9A44+nJJev1FacvHvPGW2/x5HjD937wA14crzg9a/id75zRkHj/zV1XSC8Gcg4T6gBwKdQsmOES7vkpgz5o5ZjYfDpW4QeI6WNUHd0qOsU4B9kYu33fE8iWUg2VzOg9lwtILsQSGBqWaUUNtti3AYp2Q2p8UJ7TMUT1kmkb/9JvhcRiyQAMHM1cB2pjDk6QLEhRulwNgnvhUggRbwEBmvMwViUFP0h9jKjhFl4fVsNm62VjAKx5zKNgs1BTyKMBvR7WvYoTGUPXDzeBEJtrshuvXq+FISFAbO0hU0yuZubure+XQO1qPw6qgV06DKplVseUodGfGVxprXKImKcRBpkIGyy9bklsrIt6+OAS0yEMJz74v1cXsuIWuaqiuTuMGbSxpBxfKAUVS2vWuNoMqFX6hqr8Faq+inNH1MOaWpwVzIhItp+x9K+Qvd383myH+zdnyKaBLrMumUUunF0VTk5XrJaZpklMQqGVNfeOCqIty9WSpx9/yLoPvLx4yZ4o796JfHa84cdPr3jj1g7aGEYQt074org3Eka4SQaW0FAFDQ6tbG/I6lQNU1yBU1MzqZ6LiNDnTOyHs8Cny5tD+WcWoHQZegPXc1EPV+oEj2FJ7dEsiAOl9fMYvBERtaxLFVuqHrK3JLH6lrEkwoB9T+PXgkxt7LXKoRGnKYQ8sqxd6Fv6bM3IfN1ltVawEtR79YwAae1UPnTyqweMCLV9aX2maqyHHfCKMTHRaVtvTRM52DsgbfUjevV6LQyJIC55j9d8jLUw1dWKIjTBA4wakqiSQ63eFJdCrO6cu40CxBrfWuxuAkY6FMCZEalmYES38WVvZCKoOqzIFhCoNfqvRQ/FQxtxF9mnz+Pyupksls5IyfTUYsLoeICStlxO+3pmNALqwGzV3DRPzbcZWW2h98W64c0nU95+eMjtXWG9OON83fPp88yT4xXnFxtqMVjMUK427KSew53AdCYc7M3psrJaB+YpoGFFM2+5sb/D5eXKxhdFpWWbC1Oja58ii+epnqUM7xl0OWqGzcPFGu1lATS75q1xHBLRUq4UJDHUR6lEW/zghXrWD7f0kIpQukKhdxbwVqYpVPc9Q1Z6U8b2Kl/HwhDTu8W8yJihiXawWQGfDMV8ma015cYjq3jzMSMbikJKTj0vikRL7VubFShq1IaI9QrWaNQHASsHcIOmMRCkN76TeySi6m+u2KCTJYKLQotlAg0P7JEtzDFsZXEEMSKkZJpZYD5rX3+PRERom2bwNIK7YAa8WrhSXeHq6g/xaNjKjJhf6CeI5elHEKmyPhks76gZWgFAp53bmvf0riHq0d3gWv4NW/dRdREtI9WBUttVDoiLVHAMas8ecD3V4uns4ExP0QHD0a3/qv4sbPNu/LmcjauldzFlpWkT9+7t88adPbg6Y7EJfPzokg8+WdHlGZN2D6VnMk1MZw3dakFerlhfZUKvzCeBO/f26Utg/nyBNBOObt/i+fGCJ48z7cSK/oqYcVYGpoYJ/zggPbjItfq4jotXJF8n8Nn/ikeB5qbbPFndmA7vIStJR68vhkTTNKQUyNF5oaWgfbaUq6+B4l5s7buLmJCWuCEpyMDOHYFr8wAQ23CmfSqwvfbcSxxo5/UQ2FKc28bjEJDgnmNR5ycJtcK5rkFVJfphRmV2+7PV6uiaAh6KFgWibCvdeetZ52ihkDFuTnS4YDt7ZcYukgPMdme07XwLHPjJ6zUxJFtgkDKmpCpiTa1t8QVJzZvrQJxWjAS1zeF4lWi03W/GPxm8hmEUE/ITyv9cAb/inoUUJ8lt4yX1x4rXRUgFPmW474iDQF1wxT0Wh1+JGql0u61H4RonwD+vjtFAu/eMR4zW0KgrsLMbeOftuxy2kZPTK54+7/jsSceq2yG0U9pZg9CzXl6i/QZ0Q1Qll8Rq0VM2EKXQTAP7hxMzCmVF5Iq37x8iIQNizFvGrJuFJsFPxxpn+5yJA4HqY6+vGJJKFvNs1lhvpBSxViRDir4YNlMzfKIwbVpmkynZsYwQI1k3tsFc+b8C1lm8ME2sN08umT6rh8djeGWhlxtxsXWjmOSnzS1jOF0nzn9eHR8STyWLuGbw4HGbgl+l+UqtDsaB3KKgBtaHUFnV5vWg4uQ8RbNpzcRg5L7gGJm4p4ramgxV2cZBW6FQCxRlS70/JOsXNZ9POdg5YHd2iKTX3pAYj8T/NoY2YqIr4gvFUHgvqa5+M1wDw2RYtNf5HvY55sHUSbPUpC3oEbm2hW9p29HlLn4Shd68lrrXh6vm/JWxoGqbKOSngG4BszXe12guqIZoQkv+WUgNA9QNCkPhVA2tqgHZJiH1xdiT7779Jj/7/kP+8Jvf5sefPeOTx5esc8PBrSNmBy2z6S4p97z4ZANdz7oXNqosiqJ9YV4ityWxM2kIzZTVppB7YXe6Q9lkem0oRDvp6zOBrXhkALlqxsy4H17mAL7fXjH2FiRhWiNCUvcedDysVS3EDJ4jrtF/8BA5iEkkNCmR45pcChFTiC9ArxbeiJgHUmkBvSp9tidArhcaxq3OgDWlnXsDaEKM1+0I9u8VqI0SCSXa7nXi3nBuFaVxd1KrDIUa7qI+huqC3oapVCNnXohmtXEOVnDal0IoFTP0/jUSrcJYbeRr+xBVXNR5TG/X/ZhRYoTZbEIbZ7Rtw098ya3rtTAkqJC0sbDD0CIEsY5hThOvYi7+dru8mhP8xFIFjW6FK00aqDwFqe6ivT95wZLgef2gI5irW/lzdDgJiOqAnQvDOGBWhnptS+mKb4jigJU9r4dkoTV0PVq8WmtIhEqHj86HsXtrgSzOIFEcZBtDtxi9LL6GAaVw42DKFx/c4fz4hEefvODp8w0vF0KYTXjr4Q2+8sUv8OYXv8rXf+t3OHv8mBeXGy4yCImSM7NGaHantPOGd9/9Aov1muPnL3j8bM23f3jCzqThrVsZbXZQaYHiNSQ+DLiRy1iY5wCeGUjTuygYoa7qjlYvs0h16R1DAJNTKAWkN8UuoPSFvii5dLQR2qajF8MB2jClFWETMcEejZCrQJYZqZxrhicPRsR3JUghSqZBCI0ZvzJo4AbwA6XOw3b4KcLQqE0keEOyakxdiEth0GHRihoxfv7wijJ6pN4ZwXw1RAxYr5QEEayGK+B1ROIGS1HtaFNLqnU1oVA7FZn3IkhMw+EsKqTUEyWQEBo6ivlOn3u9FoZEqs9R9+Vw4F8/9s2CyhAfVgr1NpOwToKgIBb/lZLdlOQhjBKtZJ1aR2HgVM0iBEOfhvt7Lz1q4yjNBUfG3EPfds99i6sMi6F+l4JQ+jCkhatbHKOBzFrU9TZ0AL2qVyJbH1AB4IE56Z4QPkY3j45A4dGnj1CF1aqzWiKB/fk+d268weH+AYtVRx8iF1m5XBd2p4kmFd575z47MwO4bx0dkLszJCtPXwg/+HDF+2/Bzv2GVQysNhZ7W0jjk1cXZDBasm6FAaE2KjOpucH9xw8SSyebAcrZiYbiTvpWJqW4oUGEmBJNbIjdvCpPAAAgAElEQVTBCGp9n02XxuBgulxcIsJswKYzfZJ6AJkhqXM1AtlZlK7PHlaYlqm1lqhi47Z57RE9LAuVeDim6muPasE9q/p9pa7/rdC1etYemo0ZLB0kE8RdJRkKG20dGNwxggAlj1T/LI7fxOog16yTmsBV3qBEJGIVwDESaQiiXMUzVl1VMfzJ67UwJGxhJHbA+04czIn4gsNrZGpIcn0D156wNeqxcLZWXToZasv4FMGpAbVv63g/O1HGz6qCzVon3QlKWjD3UrfjRzu5TKFNB/CrhlNaqiEBNCDBXe1obmgpZQj1htOoKslX0pSfboPhFBlcaYD1Zs352RXn5wuWywXT6ZRZiWwWhR98/2M+e3zC+fIfcbVYsVMys1ZoU6Rx3snycsUPT8+J5YjvfPdHtCg0idlsw7sPhPceHvDOw1s8vsw8f3FF8VYGRsDy9pnqhsSxomt1KIPx0+EwNsawVyoP42Np95q6rNXMtlYUSYmQEkikaCCRSLFuDlszm1wsa5LN6+iysumV7NXeFCUXYaMe/nomRtQYoz2FWIQokAQXR87mGZWtMgbNrqvijck8NI1brV6DG4B6OBQP7wZvNBiHiDAa1XAt7Tqu94oFGiclucEZS0bAuS1b+wVszIt7kDUBYfY+mIEkk9rIrN0hMWGVlzx78QnrzYafdr0ehgSLMwf3fNBi8C+/ZTQMhGI4verbRiDSbXF1OesJ6FmTQQfEA91Bq6SAak8F2ismUUEqOwLNvQ0IEqK/5MVyZfw59VqOoQbIIYN6blhtTDViFf+wYiJLiY7YTqml3YhVjlawhVrfsWVQleGh1+u1lWVoIPc9V1cbLtYNcbLHsoeT56c0OmN9teFwnjlqCoGeTGAy3+fZ8QU5C/ffnPL7f/gxDx8esdlsuDhf8jP3W/YPNvTdC6LMiQKSRtcdmwHXIPVQL2ydxhUiGYDZEaS19HkePBIZuDNudMRDV3WPRqK1+HDVsCYmmrYq09mv3sOZkk3SMxehV1j3mdpBsSh0nnmxNLsMY1+SVZVHBgIykpTkXhJaSbXuaSnUtKpI3ALytw4EqjdSSY9OPHSDYlR5w2bUx6p6NcHXrLyC45ie8BZlv0CIafy8EN2wmNcoQUEc31IdSJkhRXamLUc7B7Rxh9XknOPHLweg9vOu18KQ2BcLQ+k21LyGDgNZ8MHVSknHFoDUtksejwaIGPiVtaAhW/k9UFxGTtVaaoqrx1UvB+dCSA11xIrRqgxiTaP1qla8JoF+EPRRJ2HhpwjDcwYVb1/hoY3n+y2tjFP+zSgFCRRR49U4Kl9vNNREeJoaz5Rs903GCVNHh/v0G+8V1BuaX8i8//77vPOlL3Pz/g7f+Z3f5R//g084WRYOdzKTyZylwrpb86/9+V/md7/xLywUbCIdmHeXF9w+SMx3YJNXhPWK3SAsdAq0Bvr5ogzVk/RnK/XZPRQcDIqnM2trDi0Whpg9liG1TfBNWl1ysLRoEtokxEmhxM5/vtAVZdX1ZA1sCpReoRf6oqxLplP3oDCPsyP7WhQPLyBqIHg61sXqiaqQW3qFEG3jl5KJYsYmihBT1RgZ13k90AwjViv5GAMbG+vk73FMUIrX20QcBB0FA2KIbty0LgcGxcACmgSNY9FeqM9QAxuJfvBU4FbIFKbzQjsXmmaHNOt5WV5wvlgT/whz8VoYkmpSdajGdSBRtwhdjGedDn93z0XH10IASg1DtoBO7HVEXcoO0y3JpiJvMoa1pN/YqTkXTzE6wYwxW9KpLapcCn1XkBIGRmusLS1yBXytJ46zDEZ0HL+Jx7hWV2Snyvh75Z9UHGEkzuHPs53uLiUznTTs7x/RJpjv7nJ4a83V+iUHXc+Pvv1tvv8H30NTZtoGlqs1uwdT2klE4gTpeu6/ccThPBFLpu8ys8mEvFiQWHNzL9JIBj0jFtidwLydssnKqnQss7DKia6f+JhZLDCS1YoblFE3pQrrZBd7Mg9P8TZyZjxizd1Vvw73FjNNijRewrDBUsQ5KJJtPHLOdB2GERU1+rwa2dWIXFYlnG3xjRtPhCRKkIKGQCp2uHUWdIzN57ybZhArLrUC1ODr0Wumhvkp15d+qLiSe7ABXDcBGDOQ5nGIhYzDWg/mPQnGr/KGcKFuqVgzPNbjqdY2jaBLhQCqMQOaQJum7MguqYH19IKPPvwBoaStzOpPXq+HIdnaGrZntjAS5drGAWeBAna+m7YkWwvV/qrbMAvgGxx1lmLlioyxJkPJtfpTWUhTsZFr+gwGkTt4p0guHu8LRsbe+nZaPHPhIr4DcGdpytqrJogQmzhQsA1MHs2ohXajIbo2go77xGiA8fOnL+hmU9pmzv23djk/3fDBj55ysenYhJ7LbkXMG9rJFKKyf+OArgddwZfeuc+nP/gB58dnPGvWfOGtB+xOezbLFbMWAp2PffEszIYJJ+y2gV4jXZmw6FouVollmZIHGQebjhiq0rt/r+E/a/qdi6IZrwjYqrCtLnu1I2Jp1BSFNkRS2yLTOZO2RVh5/YqFkH2vHldZZfAmF4ometQMjwq1t7HhHfasOZgh6VWZFHFxLUALyZ8nEEz6ItQOBWP4MlIKhokaV7J7HkVqmO0ksRo+1RDddXhqqQgykjWpfJAo3q8pEFRI1ZhJpVGEwROqz1TUY8a6n6QQJ4kUp8S+YSVrPjn7iLOXZ9xp370Wor16vR6GpFpG8XqMAtUCDBupzoWM1ZWOIg1zo4NBUX9fzehsnfiwFcdCiNapTyRAHsEnvwX1J9w/d9qzutaFVYXmXAgZJw8JYhRMYgjGYagFf0OFpzf2JlhBoEsoxBANFI7UD3eZgnExmuZoduxHHEtw1B0vFKSwWi8pzYQskY5C6TNH8wSSCTuBdiWsVntQMm0SHrx1h08ffUbbzNBuw4vHL0kEJk0ksmE+mxNkB83nCIWYNo7d1F42HU30hGIJ6HzO8uCA48s1x2eBLs8N3BQlJgbtXXUR5FJ8TspwTFptlAbPcJj7bUJ1buhVUe1pkoUfbYmkOGHeJDfyntZ3sLczpJveC/p6Vda5H7I3kn1Nqf1MnfbgrUdjCANloNbXmAExWc7g8yhhLP2v1c34BrZYulbieJrbU8ZUvMQrv0Vq2O94ijivyt8bolH56zoWD4ejBFJILg06elgitSwB4ysRR/xPgWDymzEkeg1cdGd8/OQxs3jIzuRg9GQ+53otDEmVGhwUv0rFAKpR2LbsvXsDGLegbny7ExQX2g24FF4FtnpqEd9Y0VmJaAynfamtGH1wFQOptM8EXBrVLbn2ZWibkUW8tYThHIrF4tUdDAFCcU8oCvUbZrdaEcsI2Do2DdM4uPHj91SKSRSqEoqL5GAhgYjQNImjm3vcOtqj6ZS9+Zw4SbRTGzuJga7rmcTEgsz+LPLl996gDYWJtJZxUWV50bM3U3baTF5dIH1mPg30vRCzA5IBYszkAn2qeqIm35BCx8HkjMO9CbcP5nz0yYIlDSvNDKIMUlmWvfNtbEM2r7BETYLRsQOPVnPOvnms7cQ6F3bWQuw2TFNBGoHOoyNPq6uHWr0qmyKs+84YrRjrtfq5I1vZPlvcky1Oa0oCbQikZOnWkNyYuEGp220A+YFrAU2MVDkDW94mAyp4i5Mh9PZDT6zToTVys8/C2a0a8NYoXkISLYMTvAYrDIbEQZKt0MqSFsGYyVGYTFv2p7tMJzvkSeDR4jM2i8id2R3ayezV0ODa9VoYkiF88N1iwGPvcomvGBIxLoiBDQKMOpMG5PUoppEq/h5VnM5d6eeGwQynX80WXaPPby2oSknODMpq9Tn9ALMGSp5iLloXSHFeip2YwU+msYWGfy8v8CvByFlFKw3fTqRKQSpanLwlA35edO2Pb13m2hTYn025fHnBbO+Q+bSF0HPv3gFnlwsuHi1YdbBYbjjYSfzczz7k1uGETbdk52CXvQR5eUoKKx68OeXGjcim6zh5uSA0idzBbjNjd68lxhVophFIYVu5S4lJiWyYROGtd+4yLZc8P19xtplzvOwoJZogU/F+xi4dKYj3bfGh32I51/AP3cITQqLE4ASsTJtsjlIyADSEgkTbylbjlMkZ+j6SPZ0m7mlmxL1TCzmH/rcojQhNCLTRgd0gpBBootAk2+Rp8Fi4JqXosNuYiaNQG44XLbY2BqUyhnVhcaBr0yAD0BxcbiA6BlJlSU2GQIZMkbjXigO5Qyhaw0r1TGYIhCRM2pbIlCyBK3nJ1fqcG7NbHM1vkZrgXu/nX6+HIWGM8QekQ7O7lmYgBkBILSQwikfwVGoFHBWcfh5sluzEVoaCLZNbrAO5/UuuGZEaVxYqMUx9YVrMPuiZYKeGL8lh4eStW2etCACWhSi4xggmCJQt1s25emHF1dfUhM+HsEatfmUctNFlpaeUzNHhDe4czXjy2QUhKft7Lf0mc/v2Tc6XK867yOWnl7z55gFf+8oD9vdbVssrYgoc7bbcnsHLi3PaeeLOnTnNJPDhJ2csVytEIsvLBfdvz7l1u3DvjRlJeqZxTrdaWTgQAut+Q0zQhpbEjNXVhlbWNLpi1hyiV2urcSnZPBhPn0ciVX+mXrWOpg6mDOGGxf8hJ/ImE6aFEpVFCpxcLlFvNlVKIcTCdKZIKOSu0LkuCCL4MrO5oCDebKt6QTXcmKTAJAXaAE0QUog01ZDENISntfNixUvA5lF9TQEDJqZq37sakXEf1PUnQ1lADO61OAgftsKnNiYrvPMRQ6q2oB9Uwzodkw9WBe0GLQixDTRtg0ikNCsu18+Qdc9RPGB/vstKrhh683zO9doYEqtRMaORg6mKVSZgZeaFEKCk4f0w1q1UQyJhqx7CsxgWvii1gfdY4TgyJNVxj7qEHa1xhMRRmWBvsCmKJBXQTB97pIdQIkG9e18lNtm8Dp6Ly2QZ8Frzw31GQqG3XMBw+uQtYLE6M5Sa/t3CgbDWlbPZhC++/ybvPXyD8+Njbt88YP/mDudnyk45pGlOWPbP2ZkLX37/HvsHe/TLM3bmM9goobvkwVt3uPhww85Oy+07e3zvozM+PVa+9OWb7CTlxZOeTYZnxz3tdMJ6uUL0yrwiUVIb2awKk5SYTjpKf8H+0Zxf+ZW3+ae//wN+8GRhrryankgRrEE7W6cwMMpejq8xQK9G3EPUwowuQIJ1mNDlnhAnHv5YaDJtItMUybPIputpN5nJBq46od9kSjZWa6dlbO+gSohKCibG3EZoUrA6qOCAeLT2FyFEUrSMTXBLV0lkHpiC69WEKkDsS8oOhzAcbBrtO0ex1LJ676Fa4p+84X2IMujzhBCp4ulG/hOQsZvgIIsxwADq69jC4skkMduZMp/uIGRO8zGnL4/ZKXsc7O0TJNOvlmw3t3/1em0MScVC7C9l2HCFrUxJqTTxUbC2ejI2Vv6v1wxFtaKViDMCRobp+nvrTt1OzWo2DwKnDDul21LMHXtT4XA/0emKi8vC5dWG5bqhz9ErMUejg1eUDqeUjLF0ZTjX1Gf0Rl64etZANtsaKwlVuqBHaZAYuXnvNvt7e5y/uKDZO2R25xabAId3bqHpJfduHPD24Rl655B3vvQVPv70Q967/xaL1YJudcH8cML87TdZ/+iEQObwxk3S00LhlL29nl/92kM2l7s8e3GO5ob1+pydKQQKewdzRKDvO0KcAkqKSkodq+6Ux0/W7O9Efulr+8j3X/DjJ4LKnFg27ubrkHINzrisimk1FGRr7j3eJYaGlgmaIzChkbU3/hJvjJ7oQqQtidhE+tgwbQp7s8LagfLcK32f2XTZszWekg82zhqUHZRGelKICD0xJjMmKTjQahs/xugh99ieQoKLm+MHiwem1QOv+1McqLUUsvdmds/DihGDAfcIKaQtT6aqy/sa3QZZt0W2leHvWqrnJKQUaOMUNJHbNefrK7Qk9ndu0swnXK4uuFi8NE2Yn3K9JoZEKbUiFus3Ym0UtmXurFag6oNso9Gv3MomzxW1tlNvI3W4ph7H+wBbnk31ACLU0394DvsVUG4fCe/dyczawKKfcnyx4dk5vLhQXp5bpayEufkYMuIv28+/jZWMz1D1ZmVA7Os11KcUIyJFSWR/w7Nnx/xwNuXOfI8HP/s1Dt99i7OPPqI7X/LuF9/nk09/xM+8/5AHv/7neL7peO9Lb/L8s8e8XF0x3Zlw/4tv8fav/Br/xz/5gKCB3/6tP+T5+YbDWWRHApvlgmai3Lod2CwyqGcGCGRdDXUxpWzMW/KK2cv1iuWy48bhIQc3zvnlr8y5WF7w+GRFUyzzMOJcMsgrUGu+B7ux7Z3YtORsGqhJC9JtSBSm0cBGiUb7X4GFEERiEVIvSBHamA05TS4LQOvAZiBEIKh5CBHmktxLiQ7Ip8E/MqKXHT4a8oDrkCsI7tgFxnuJoRnn2lnQtqkhRnFuibHwquRAFDMmA0YyhLtmfIwFvO3R+ef5+0qVYBw8ck+dTxrayYzYTMgBLvWK5bLjcHqbG3t3SG3LcrHg6fkJJb/2hgRy6Q3oAoZ4YxsMBdvPUnX868bb8ijqKOpI2qqxqG3Y6rlg8XEJA6DJ1vv9T47XWE+YsPUoqlCkhdTRTAq7s8BOChzejDzoI1eLxGcnaz76bMnZFZBnA5HoulzBiMWEGgJ5NsQMWdkKsGyxiXMsaugE6jKGsFp2PD25YLVY86+8/QaT0LApO6R+SWp3Obp5n8tyxt0v3mV+fMmTf/FdTo9f8qd/7Vf5+Fv/jBBn/MFvfYuTTx8zm3XsJJjvwHxXuXPQEXSJqjoeYuUEvbrhJ0EoqPZANG+pZmLKhNhEuryhTfu8/eAWf1b3+Adf/5SXixmpntxuVAcMq2JPWnVpXjEkAFLI0gErQmnRzYq8WVvleHA+hW93NYDBqrq1QDEjFYKHrU5Hjm4Zao1WDGKAssmiISEYqOxO9DYICtWTEuJAFASjshVEXUITy/JVjeIRnzPDY+tMvAF6dVmdNiAyjFEVuNo+iETGVhbb63pMRql7tUJqG+PfNMIqXvLi8hnTMOHN3Te5MbvBVb+g75ZcXa2un2ivXK+FIVFV6Ex20JwPxxG8IKViFFWST03+yUBVV+AGLHpwLQfwEvTqeSigmRS3MiYJB1krf6X3kvzq+tmGDk6912Ip4NLbhjFRnEycTJFpyyy2tMlOhwe3Jrx1c8KPnvZ8+mzN1WqC0pKk9363HkuLoMnc9Co2E7b0UZAR81EtmMK8cw3UGzEUayE5n0yRLvPy4oLV+YpJe8Te7Yb8wXeRyZS9e3d54+gNjpbKVBJf/94T7v7CO9y7e5MnKfDo0zN27r/N45NzvvTGlJu3FkxmtrFiOWVxfkWOCtGwqRiE3GeoY0ZB6p+loNphPTKSZWhoyAq785affSfy6eM53/juktK1hKxo7Nh0jeMMwXCGYPctQJBUd61XgatnYtzIhoBGZ7eWTHLcILh3EGPyTEYwL25gnxoHpIrfRWejwkh5NyGiSMSAzewnSwjeyK0US+sGF5AYPNtKax/TvdqbXKTxlgz0lVwcsLccc81ChuympgjEZP2dNKBaSXpexInW4N3xJmMBq5oObQWQTTjKwfxJy2Qyp23m5AiX/YKS4db8DrvTI6SBy/VLThbndGf5Wnj96vXHGhIReQD8JnAXu9XfVNW/ISI3gP8OeBv4CPjLqnoqZhr/BvBvAwvgr6jqN//Yz2EENUutCLUVObxH60FS8qj6LhA0OmIeBkDIl9Y2JGJHPu4yD56AEaq0FEoIgwxfPfFNRcqLBUN0eb7CBGvnMN9bsbM3ofiJGZPQxMDOTJhNEzcO4M7hiicvlNPLwmoDy9xBCb4onZkrW7iJjuHPgI/UFDVWh1NyZw2lC0wnkfk0MZsF9g8a+ibx5v03mc13uPX2TfpppsvK21/5Gt3jF6TZHiePT1n0yld/8Vf41je+wTe/+TG//hf/PB+9fM5nZxuevVzwa7/Y8sV5JoZELj2lt0ZUUSaQCim1lCj0fU8uKxv/ol5Cr04ZF0Qs5NlsNpydn3H71k125pE/9XNv8ujFh3z0aSbQQNeZAE+dtGKZFMtQeIiz5QXUidai9L2y0Yx2GcUMQ/QKZMMXIPgmAmcUe6RbMyymc6KD9GB9/pji0F8mBmtc1tSHcS9JYxi8mog1ma9zmiVVSMcOByc1Fq907tUIg1oKoSrwVU9UGED7ujhG4qWti+hSA9WY1IEZaAque2JryjzjFAJpMrWivgbWLFluFszjDkezm+zt7nO2PuFiecmL41PY/HRvBP5kHkkP/Ceq+k0R2QP+mYj878BfAf6Rqv51EflrwF8D/lPgLwBf9F+/CvyX/vtPv5RreMgIoI7hS8UOVNW7x9kJbsQtaNyuBN93Un/fdu+QQWSHrTaeEjw9R8IEcYsTmYTghilJoZDJZFIDN/dm3L3RsD/vmU4gu4dijCChaYQbDcznsL/b8oU3ImeLCU/PNjx92XF52bNaWwydIlS+i6W37ftWGUXA075KLsX0LopxAprYcLg35cZhog0duwnyfEpa95x99C/Ze/AQeectmslNghZWcsg6Qgc8+NID5mnCP/5ffpeL5z39eY88P+berOGDJx3f+BdrDnan7O1szGPLPdMQ2J8k2mnDbDZnPt/h7OUZp6crM3wRayMBpIDRyMXSqqXAarnicnHOwc6Md9484M/8wh2eH3/C4sIQBzOrFoJG331V49QqYAe2OCADlmIkrERXAjm7EUvRuBYAIiOloKh7HBUItV9QyW+OXQVHQUpA0riWBEiOeygetNSDwNm3tarcDgfPHOISi436unY/RUzZLOdM6XrrjFAru4NQxJqgmwGxNVlqK9fPqcgd9k+1cxWLG4R+Am3bWseGGOhkw1V/Clk5nN5kb7JD1jXLfsmz58f0Fz1JmxFi+JzrjzUkqvoYeOx/vhCR7wD3gb8E/Ov+tr8F/BPMkPwl4DfVdsD/LSKHIvKG3+fzPwM1AKu6fn4K1/zJmJ2xv6vXTBjtfHhQpFSLXH9YrhsSsdf8b0ah1uynoLmVKUZK9Iks5pW0KTCbeAf6Upi2DQe7maMZzGLPJAQ22lMkGn9ETQM8NKbzEdvIjf2EypyHmzkXlz0vrzoeHS948mLBatHS90rJwUOeAeEZvJAhm+QYQoqJIELTNNy9c8SdIyGFjrPLTJrt8fT0nH615O29A2ahcNVvOLr7c0zjHt/6xj/myY8/5Bd/+Zf4+t//hzz70TFvvPVl4u4hZ98+5df/9ANuP3vKb//uC/72b6+4s9tQ+kKThNs3hNtHHffvtty82RAk0bZ7TNoz+r6zuH84va0ex8Idw076nDm/WHAwmzBvMj/7ziGf/dyGr//uKX0Jxu8oWIl73AbL1TQ3aopDhxECsBSuSyjaaW5Xahp36MwLCC4EJCghDT9tYWbFVNz7EQ9nJKQBw6pFeJlRTU8UEsHayNaK7WHZeaHd+DW2aK6Vd5JpoolAl+j1XdqDGs6hmTEDo4IOoY95b7X1ZlV5d/thoV4F9cQbyPv3SikySQ0hJS77Y64WFxy2N7h9cIdmklj1V1wsz1kslqQSSd4A7qdd/68wEhF5G/gl4BvA3S3j8AQLfcCMzCdbP/apv3bNkIjIXwX+KsDevEGzWdA6ONTBYHDyrJJTzQMxkVzbdyFCKZ0xIr3wjgralS2JxqhUwaEi2avzvdYBjKMhYPXdHbPJhIPplHnacGOnY9KYMWsaZbfNTCZXtBMg9iQN9AoSTahIIsSU0Gy1LGESiUGYToSb8wnrfsK9Gzs8f9FxfLLk0YsrTs8zeSNW8Vush23taJ+Lbcg0qHEZX2W+F3n/nTcoV2d8+vEpj1+uefPt+zx+dsXL589ZPHrJL//Gr8BNiHrFBx9+wMMHb/DB7/wzrp4v+ef/8A9IkwMefO0OP/Mbv8rf/m9+kz/z1SN+7ed3IWd+79tLfu9ZRqPSEHjrvOXeBXz47Iw7R5mf/aLy3hfuk/UlIueE2BvBSQIhNggdpXTumgf6AlfrBR27pJi5uz/hz/78Qz74+JTHTzJaIhos46LRgNDqHagLTRUxoDL5pgyhMJNETD2xVVIKSAxEaZFwibaBvC5ETJtVRakH+RDiRuNi1F440Vs6mB/YY50NtlL3TmOvjVQNJPXSBqez69aBUMmKIsEUKdwQGT7Tk/tsvYtC4yGNecZjtsd5UCW55+pFp2q9f4NCETuMo2ktOq5UMzxKLzaPk0lLahpIkYtwxcvVc+bhgDu7d9mbH6ABrpbPOX95Qvfyiib75/8RIMmf2JCIyC7wPwD/saqeb5/0qqqy3W3nT3Cp6t8E/ibAvRszpSL2NjrbH+wTWqyd5RapLDjTK1ZeybbIDxVzsfvVwRcqhcuzHjLAD+CVl7utMptE7ty6wY39Fu1OaMOSJmYkKE0jTBofwKZS5ZXkAjsxNrSxJRBYdWsDJqMSY7GMQA5M2sBs0nIwm/DGzZaHqxt89PiS5ycLijZcLTasN50BchlSVmLQwWGpuM3RbsPtO4f85t/6Oh/9+IKDm3t84Sv7XF6e8u6X3+Xw5g2ePHnBu3fvs375hDf2W773zd/jztFNfut//d84XV+yu3/E7Zu3yf2U9Trw2eMzvnLU8q/+8j5ffT9xctqzyMLp6RX96pIYlG7ZcH58zvrhDX73n/6AyWTJndud08obQvCNIME3W4tIi2Baqaqm+i8R3npjzi999R7Pnn6Eyt4w/xbOWlq04max6q8UBQmUEshFKBJQAl3JlFxIJTEJxiEx7V9v57CVdgccX7iejt8uuNta/9d+H079IVtYi+x+8r11GVeZTgPQxYF8HO9zL8NnNkiyuh3ZqipmBHJrO9CixYvz6hquQJKTMP1h7YAuBgaHSImRHDsW/SV5E9nd2Wfe7pNC4qo75/zyjGePj+kWPYHgMpQ//foTGRIRaTAj8l+r6v/oLz+tIYuIvAE886H7FJcAACAASURBVNcfAQ+2fvwtf+2P+gBHuwVD2LYNSU2caeUxD5dlbaKdSo5SV0q7OqYw5Myl/gxj+sxz/lWZm6A0beDWXuTOYeTwhjBJG/LGFLtijDRNJKVAik5ecsjFmIbBC6uihUgq5hbTkEJjVGoxjEO1JyWr09jZabijU/ZncPHGnJ35EReLNc9PTnl6vODk5YblspA1UL3xiu9s1pHv/Msfce/+Ll/+2nto33Nj55L9O7t0ccGDn/9lfvjDT1iXnuMPPmZ37yY7Nw/4+T/3b/Hsh/8Fqmv2Jj1792b84Hvf58XpBY80Mt9Z8fBB5M2jK946Mm3b3EMpLbkIXYiUfs7y6hlXxyvOVsrdvSnaXBLaMoy75Sg9QWL7hW6TOX15xt7enNnOnLZb8wtfOuKb3/qYJ8d5UOKyOfRwz33T2ojKTmRFKHS5Y1XWxKBsukzfG1u0DHia1V7plpHwdT1s0ldboFwjDla85BUjZICsr98trOLV9L6MMI0vdW8zUYN39falw5lfwV+7h6niR8N1wlhwWr0EUdDeG9VXerZLcooDtGDeXUyR0DRoaljIBZt8xU5zxP7skNi0XGwueLF4zEePfsTF6YLUN6zzhr6v0MLnX3+SrI0A/xXwHVX9z7f+6X8C/j3gr/vvf2fr9f9IRP5bDGQ9+6PwkXrV2pIhnvEQpwrlqqhVOrrOpsWAjiEUcfW0LcQfwevSt4Dbak38f4OLaSNexKpzU9gwTYBeoDRMpg3LtdJLR4qtl/mHIYOkUUixIUYhSCGG3u+ZaCYmoDtpWlLCvKBk30lCBG3ocyJJQkrkaA43jhpUZiweznlxseKTZy/58ZNzHh0v6JaWTo2SCCiHtyakFPnCvRvcvjOl0Yiw5uGbb/Ho5ITNyVMePHjIyckLLpaZ9dljzk+e8Nn0e3z40Sfc3J1x+3DCwf053/y9b5BLz/FZR/OpMp3vc/fODk06t7gcBbX09ZRCkAXzeceN9yOnL9boxlKgmqunZ6xQm4d+EIIuPVxcXtH1PTNRYijcPYz8zFdu8+T/OgbdGQ6C4nIDlcEpnu5ER10Z4xZ5+1KXcygCvbjWiBi1vHoL25u8Vn2HShp71Qi84pnUpTWCNNeSrvUlqiZJPWTMK/YsCv7cbkskjj15LWNYldTGbGStN6pp35qexjV2S+gts6ZG+S/ZkgMVFxSxPdKkCTG1aBJWukQEDnduMJ/v0UnPi4unPDr+kKdPntB0M8gm8tXn8v/NkAC/Dvy7wB+IyD/31/4zzID89yLyHwA/Bv6y/9vfxVK/P8DSv//+H/sJPgdDgV6ttrUxtTRnVR2jWnOvxDXKop02hCGmHrGWcu1jBpEcu4OfRA74qhIkIyETUuM1DuKaEYaQx9ASJZDzJQMjUXA6eEGkI0gGTPgmxpYombbpbMCTsUGLBiS0KJGiLUhgp0wIqzWTGQiF6aThcKfl9uGML7x5ix99ds6PPrvg8fEVFBOwOZgdsFqektfP2J3tsF6s2JkdkJrCnft3uPzsCRexY0Hh/V/4Kv/w7/1d/uyv/Sq/81u/xfPzK7783tt8+tknhG/8Pt/75nfoOuGkW3Iv7HG1ySxWPUd7E3JZO+3CQovSKZtlj3SFWJRbR4E87ei1QNdQxDgPiiv2uxaqFvMsl6ue05cXzHf2ocu0KfILX73L7//hc06ed4YvaY8RJ+pWHSu9Aa/TMSmFjkAskZQSTQj0KZBSpNHkpffB1O62QEpjivq55fVPnxfemFdRhtBEUEsP4iJGVOOxbUzsHtuFoMHDazDmdRW7epXxXA9DC3TSKLtYnTMqp7bmbAoxCUkiSu/qftmqmUs2YW4J0EZinJPShEW8olutudXc4cb8iEmacnz+jMvlBS+endMsW2IvdHljbTv6Wob6+defJGvz28Po/OT1b37O+xX4D/+4+25fAjSxyhHKsEHrvASXQjQtVBmouiEEK4HGKcS4V1FDF2yyX63qvcbRGJ7bZAAKQoimPZoaKwzLuffniUbu0Z7cdzRJkGQ9Z0W8uVVMpBitotel0AZQLdjiDiKm/hXGDn4hRnZ257STlraNbv0DooW2idzYmXF3PuPBjSkfP5ny4adXrLqWrqw5O31Jw4ay6ZC8YW9vSlB4+fExR/N9lk8/5fa9O2w++pD+w2PO9x6zevSc2W7k4bsP+fGHP+Zb/+e32JnOWF703LiTuHnUEGlYLuBwvkJLhw5jB4SMpKoPqswahQbOFuq6uTgJLRDiyG8YT/fIxdmC1Y0Vs+kOTQp84Y057z3c4+TkHNUdI471NfIcF3K9RVEl5Ui36dmETNQeeuvF0sZEG1saTbjI/HCmjKHJNp7x0z2QEVzdMjCBMWuD2HcU2+BmqMbiyrrMZPi/1g8fQP7BooVXt1o1wvZjQ4PwmsGkej/11smkEyTSBG86XhnGqaGnUGTNqr8kasNee4P9dIBERWPPxdk5q7M19MHafah5N333/90j+f/9EqwrWlDQaILOgyHxUyAmvI2DUOJWuBKNb1BrHkYjUUHU6jLqNbZhCIG+770bmbi4sEnshThByfR5QxMjIoXaxKrbrOnoCZppU+tVni7KVKyIq02tdZSvIb4DuTJ4SH7qSAVqDVBsYyI10U/+OLTPqGSqW21kf3+PuweRO4dTvv/xKW1c0m86Ts8v+OSz53zliw/QmaUnlxcrQmwsXr7q+P6Pv8Nbv/g+33r6IX/w3Y+4f+82+wcTQiqkXlmeHHPvRs/77x1xtNdyctHz/Q9O+I0/PWe+Y2FZjbmbJiCpJfeF6CS9QuEqB/p14Ma0canDtWdDMDe+GtTQ0mdls1mxu79DyT2zCO/e3+d3vvmE3DfWfpLoKV1rznTtlBcrrejLhiIbCyWbxsKYkJg1U9ZEQioUl3eMWwatnv7VGLwKum7jJRJ0OAxs+kZAWDyMC8HmNlTv2pXyGNZgNafuUbuBqgbJ+vbKNgw4JAaG9a5jnxs3Kbb+arhONWYmWp5EiE0iNAHVREdgUa5YlwX77R2m0z1KKlwsj3l5cczxs+fkhdKUSFeUvmC8Fg1/lEPymhgScYKPx8GlMg6x+NIaJZu2ZRFFB2qzUZOieyWgFO0MnNUxBtUK0MUtd1WVFGryzru+C2iMSJyR0gbNa9SlA0QghYjmTF8gtomQWksbJvsSIbTGqExC1Di2mawGASFIgxo6bKnoWkMS3MAhlmEI9VSzEwePuyep4W47YzqL7M2E80tl8TLx6aMlj58v+eL7SogdoQmsV0v2ZrfZSYFnT0948uQ57771Bp/84XfY2SQms4bvf/cPaafKPpGL8wu+8v4NOpTf/+CSDz+9Ym8aefyk4ytfnhgW4eMlzgaOjTUgW5FRSVwslfOXHfNpy+5uMaEfB7hr64QggUyhz8JquWK9viTEKU3T8vCtm+zsRM5fWNjaky07V0bJhN65JDEKsoF1tyGwIJaGrutQAtPJjEkzpWVGTF4YiIVDUsH3it+rhSqipSY8/HmjVXAHGcoX6smv/kaDe6tKf+1dJ1idlPrmqxkX34lacz7Xr+IYoXjoFYAgZURfdKTBm+di4RgOCQwhn3p2LysSrd+vaCJoZNPCJndMUsNBu890krgsZzxfPuPx88csL9c02kDxAlm8M2FR9HOeuV6vhSEBU8Wqm19CsP6kThceupSJEEIZMFWRQJS0dYKY1e9zptPe7yyoV3T22Cbw88JPJHcrI4zd9wJBlFIsPowxIsmERoUIsSWkQExTCj1EpWlmNE1DjJna9d3EpgXpMiX3LuJjJf8qAZVkgKvZT0aTL4OrK2qcCBAoAVJLTIHDo8ikablYFtbrK374owbN+5w+XTObzui6Fd3lOevVgoODQ04fnfOrf+Hf4PnjE+KLFfu3j7hz/x5PP/qEg4M9Vl3HIiS+/+iSD56vOL7KpBB5fzrhxWlP1zW0E6NqF1XIYzYihISExHpTSPRon9lslogoKQYLF0O0VguhUgaz8UH6goSGdmcfdMbBobI7bzh9bkJHOWS6voeiroGrptuiSugKulSWm0KMPZsCsVdKSaCNqdIXCzuIvZXkx+oNioG1HoIkDMBW8WzQUIJRU6ljSGOXeyQ+T1ULFfJQbDp4Pb7BlephmEdTQWPdAnd99gfhq20ZDFvNZagzsh/v/XcnUcKAG5ZifBhLu0+QGOjDGX23Zj/eZG92gEjm/PIFZ+cv6JdL2tAgLah0lE1BN4Wuh65sRkP4OdfrYUgE8xY8Hqk1DXjPGt2SDijZF2OoAjfh2m2CCJISUT3Gy6OlDm5VJcrgpovU00oRZ7nmfsNqdUXTdATXh6jIu6lxKyINMU4IoggdTdPQpBahQ13CTjzvGRKobpzi32Gl8Y68hzH1DGxNlg6ZLIu1naRFonIEZvuBOMl86Ut3+eiTU/puyot1w9fe+yonHz8lTmdcvMx8/9t/gGTl43/y25x8+sw0VvbmnJyc8tmLE/rNBumUy3Xg9z6+5HnfEEPLnZ2G0q9MIzYbpbrohiSBEn3EBw5EoImFe3ciR4cN81lk0nREyT5fNRxQTMWumHtARqWB0JB7ZT5NfOHNIx59don2U6JEVDaQhC5ncpfJ4uBoyaQOui7Tp0KeGCcjhMYp8za8Ggpr3SDSgDNvxXQzLSNI8QrcYop6rkYVKu659Ws4k2tN1+BdKDEmqrmwQ89+fmgqX9ep1DDHvSRnpn4eRjNGcfVh7MXtUhL8HiOTq74eySVRegOpy6SjLwtmoWG3vUFBOLl4wfnFOflyw2HcoduDbtPRbaAsOrTL5KCUfvCLPvd6PQyJQvKBUi/hDh7mVMs9pOpkNB7bYGm9Ua35qgK6tdGyNUJSj4kZ0/5BicneExAmk8B82rhwTD05lqQQieqnRLE0KFpo2zkiK1KKxhbUQBBv7RkCEhqgEBXEY33VNUpjIUsQkOSuqg4uLB5++Qv2rPXZpbHy8lho4pS78zm/8qfe5pu/95TZ9C5nizXHVwsevvcFvv/jY5ZruFj37O0J09s3OD1dwuWCMNnjN/7iv8Pf+zv/M7MCJW7YsCFKZj92HKUV9/YDu7PAyxcLDg93/EmiRe6qXuRo6deoidk0M5/b2EcxdbHioHj1uoTexiQkmihItr6zkYbdqfL+Ozf5+reeo6WhlEQIib5kOrX5LR6CBLHG4tYYHJNu1A4882ZObWazgeUqUJY9UTNtSARV1GtsBKVJmRALMUWSA+am9apQm3cPleiVN7oFpDqRUkSGIsHq+f7EKnUy2mCCtgzC9rqu+J0HY0axCjp0BoQxYaAOiooqGTfeCWPKiqChZ5MW9J1w2BwySw29rrlc/z/UvemTJclx3ftzj4jMu9Xay0zPAgxIDCA8kSIlipKJpEn2PukfeP+zzGhPJpKiHhaCg30wMz291HZvLhHh74NH3lsDAfzcSlhhanqqqiszIzzcj59z/I6H/UTIa/qwIScj60BeJbQ3SsxkPWAPpyzo913vRCDx6H1SwZoEmnVmo0b7uaFqjaTTIKs2NNs/b8ZIsXPXsFZbto6l/9zgR8TCF/AF5ws7tIwgRiH1iX69RrXgifnBRza2wBJRECc6rbotIfaA8ytCiFgA0QhqmEY/tOuM1JnCAa2lgbARavaOQuNYHAE58ZPRZ9C2OQkSoc0pNllKrYiI8eKjK7b/8wuiVVI65/m3IvsffcZ3v/sxP/rsl2yfPWe1Edbdhu33v8Ob+5f8m//8x3z+z18y3GXWXcfd7S2QebpTvvck8oMPjIsnK+5u4Re/PPDHfxzpOnPH/FJb3Yy3VUxcWrAEi+XdhQVf8HuiUfsJHjzHPHG4vyF2PdondNXznW9dc74NvL0NiBUq5g79+BTBgJcLikCMFGaqZXLORArUmVJniNGJhCRCzcgMJVcO1ibqBQexQ1BGycSUSUEJYSbGwJxnN3WOkRDjkaQWVB3Ta1iIr9HZkRAFK4vyeJEXtq5Vdc5S1YIQvHxuYzaMpXlzAjUXmv03Dsykp7LLFixw+VgsOJ2DIk01XaMwxAMP0w27+Yqr9TV9L3x195pxuEP2M2leudZIix8ATSKgJFbdxOFsIMaHP7iH34lAslwiHNmHgRa11dNnaS0wz+5aIJEWpRdHMWlirfY91gKTjy2Q40m/qDutEdZUA0u7zj0elGpCVOhiaji6j1JCWgprLnkPUVmvz8BGnDaTEN21DdWGkKs66cg89XXbgoLWjGo8pslLBwFr973MuV08e1uWZtLaQa2GF/GF/PFHL/j65T2/+vFnXFzuyIcBvXnD86fnvM4HNtOWF+szfvr5P/Nf/p//yv/62//Gr//nK4bXN8y7DZsu8sGq8PFH8K+/E3l+tuGnn8/85LNb/ui5UmYhbQSNhuaAZF/ApQrU0/NuNZkH6Ufy93aThBCowc/rYRy5ub1F4oazJzskRJ4/veL59ZavXk0k8S5F0GVzLGe8odVOA7rVnJTWQOsFRxARovqIC0NbAPZuSZYlywCV4F4vpj7fhoARKSKYCqVlLOAbPNvcJtt5BlLFGqXduU6BBVcJx+zIM0xv4zlpztDl8Diajzu+ZtjRc/ZxqePmX0v5pDwucU5IjLjmK3TNn+XAId+TdMXF5or1eke2gTyNjLd7ZKId0CewWCwQpWOVnMXdpxUxvvqDe/edCiR6tAlrjmH4NHjX1LSW7wKS4qkfsrQEATEXLlVPH5dZuIvcewkgyz/dsxV/2UCViRAiq35L32WQO2KCIB2l0DIYbYsuIzJTycTuCtGNW+uJIjGBFMjZ6cvSivVmAVhrS1WtgM2Y6ckd3uuy9hzE6/WjzcHjRRV8Y2gFKhoKwsx6s6LePPDm7S3P0op+GHkhitRKLMrnv/olz55d86N/+Ee++unX/OqHP+U//OkP+Pzn/8y3d5lv7wIvvpVIu8qPf/6G//XzimigW0HOruAFIcaIm+Ysxjp8o70up1s4BvnlQ9sYBahM44QVQeId64vndCmSYuH6vAO7B6Jngi2DoRbXK5k5RtIODe/vDOQMtXimsHjHGJU2NhqNsmxzgniJEKQRBUMktlm+AscxEYHg5lGtlHCLCvPnYUaNwYPJUgq3EtjXWsYFeLS1GtqmPZV/QZq5li3l+6n70kgNp2YCPAokp0H1wGNABdGAxERJM1PdI2ZchEvOdheUAHeHB+ZppB4yvfSEUB+5xAtqPlfY6wR3y3+MR/7u9c4EkqO+QeU0XJplDWqTRDeQjm/iIz713tHqozdqm67WJjUD+An5aIEvNOVFLEULOF2/Zr0uVDuQOiVpIuc2AEsrQQNRnCdhVIgR6XvIHWYHTJvxEst9LELDABrdK5O2KuoMoWMp6zyQACynaivQjFbutG1rje0YwcqMkXn6/IptvmS+z7z64ituLjp02PNw95oQz3nx/Ck/ub/B5pHyiwfG24Hrqy2H/Uuq7dlsN+Ry4P/75cBX+8I8GSUEnp/Bxbkx59HB7tgd8UcVbSMTTiCjyO/EjtBS/PYej4QuXQySYR5n5jnTbZQY4PKiJ8UHtLpz+4JvRdWjO57RMpVmHFTFO27HURLqWpsyzz5sO3gQWcqHTlumSm3mzW5yFhWCOnXfM1H3OxHxlrS2w2GZg2SLhrDhJN4Sdi9WX2Nt5o+CBv+5IXiALGIkhBBKs/504qMu1ASrLZj4mmi15HFlfSMjaU557izn5MyRPaMdSLLlvDsjpcC+3HO3v2HYPxCq0ifH8Zo3hy+v5uInps0mIRzxod93vROBROBI7JJWZttC/rG2iKoHlKAOsHnPXo7f7/mLNOex0pwMvSUmxxKgzaBdiFV18TnxQeKGMpfKYRpJV2vELgk6oSok9a4PNhK0ukuWCt5UnhE9o64SNY/otMdyQcoAuj6qV+uxExCACJapNiF18PKlCsTOvUUbzrBwFZzdFSgUxweEVqNPSJkQCxwO90yHA2UShnxgvB3p6h0hHri9nbj5J/jq5Zecn13x8stbMgdYZYpNiPb85Bd7vhgyX4+ZvhOeX8JVKLy/jVyeJR72I091BbUcR3iEheItoLF1B1onB+xI1Fw8Olw0pqgmolQ6bcB2TK4BMe+SrTaRFCpq9RiUlsdAC/yOP3kgSTk02UDDMNSJhLVYA8CjT8nThVwuFDGfkpcC27M1u92KTSd8+PyS3VlChgeG+9f87MuJVzfi9xNjA15Lg6sUUyO39yLi+U6LAuSG49WaPfAFI0slhEqM2d3YVClFmzO9NhMoPwiDHK2eAC+/Wq8H8EPXu0BeuqEVDQELSuFALnuSBs67a2LqmGzidv+G/f6WvB/p45qjv0/DnrBTi1oFojQ927seSI5tLf8X9BFN2FmHj6926h0xkOX4wxfMUWq/DP/2jCWEBWevx/9WmzJ0ifDa2spTrsy5sgpKislPQQ3UapRsJ3wkKCG4n0BRtxDQSamHt0yHN1jN9KsLNHa+FDQgIVGCIDYjtRG7fIDvMWU9sWCXroF4eRQ85Vza5GYVEy+xrI4EnSCPpDCzjsqXLytB3nB1rpyXxGdf/oa3N/eYdfz6N5+zfrKBmtlsLnj1+mt+/WpkTIEYlLNOebqB8y7z4VNluq8cHppHq1UPaqWyzFE5vSV7lK20IK8eSCS47KBbdWz6DSlFNmcbun6N9htWZzuseBrT9Z7xUWorJ2FhBvuMW0/9Qwx+MGCuswkRCnSsQfaoVLQX5Cpx+TRyvtuy6jqiKttuw2YdeO/5BR+9eMK2B6kjm16JYcCmwKtXA5PMvL3NGJFlGy8WFt6WdYvwZV0JnAKs1W843eW6jJMtlOwVb07JsZyQj3SD2NzdhK5BtfpofSzlo3o53+Qg0rg6GhM5whD31Fo4S1c83VzTrTreTG94e/eW+WEgVSUmbYettINpofpb87f1zCQrvPNdG1gezImWfLqh0xI9Ucw9ONRaW8+f4587ViLHrxFZfEOtCfDgUdHk/xMlBCV1AaIwZmMYMzGMJFVCH9zlK/Suo6kZkUwfhb7r28I2T23LzHB4zc3tF1RTLgz6rvdMaOGdmB4zDdXOQTM5bcSl/oUlyPmpZwGspZhSjVoyaPDh1WKIzV6OaWHdGese9oeZUns6PdCXWz5+7ymvbg68d3VGHkbWux06VGT0DOgsCV2qXK4qH5zB08seM+HtmwPf/mTj2BCdm5u3B16NdoIudpG+QZqRpX+detot4sSydR/ZXl2yfvocTZsGkgds8oNAU8A0exkVZJkM5EMJW+dODUI6DYwyFbIaJCOmTL+GT6+e8++/9xEfXz/nYtezWSdCY7GuQueWENFQyeRyIGiizAM1RzRtoJwRuCOoNdsIa1myl2WiQgwtwGg7vOpifFGPB9fjj7Csu8VCsrolQMmu6VJRYhJiFEKcvVQTx3Bc1+XPOlhojvQNjwlGiAIxkDUzSyHJhvPuGbv+jBwKcx2Z9nfoPrOOZ+7l0zLm5ecsONDy7kTcZIrjTvzfr3cskJx0B49ZfsLjf9cmdjOWKXt+f9JOQf+6k+/ropHwU8Oxi8CJ7uugV0qRlAIWFQmRbtWzChmRsYFqPkM2qBLDChEX7aXUO5dsuAeUMtwyjXsO40SlYz0bQYtvLBOKCKG0wBB7b4PGdAQT7VEWcgwkC24SwDQ0YMSBRzXD5gGplRSUYSqQErE/0K8e2D9kHu575nzP9Rr25YF5f8eu23I7TOx21+4OXwvnoXK9qTy9Cjy5Us7OK/eHyhevKs+vIruN2yQcA595c5xi33hn/jYWix6O688HgGVynih5IKSArFZYWvt9VoNS0ZiOOEqMzTW/rZEojezX5tuqOqYSA+yS8tHlBU8ut7x3fsnVWeRsu6Zf98RgUA/eSq8TYJSy9xIsJG/D1t6Dcr/yEPDwhvJww+1hj+iqYSCwHEQpNS7QkoU1UKjKCXj2te3fcmS1mrgbH47rWROhCs5GnVHmyZzXEkZElRiTf6SuBY2AaSE07Y1Gd5YzcalHkZmgPZtwzaa7QkSZD3fIPNMZRJxAuWT41lrix5x4CSbm2ZCKHZGa33e9I4HEQTBtxrsn/4kj8uGfn1oAx5ap6Hz8c1tuXNqGbBjfkpF4KPG36v4arW5v7Vk0oERqLoTQk1YbvCWmIJlafbxC6Hv6uCKEdjKNe/L8lppHhvEN+33GciB2iaCRqBtiCC14BCxF0A4NWwg9Fj0tNVnKmoSTS4rnWQ0JNAmNYRsREiaZ+XBHKAfEBrZdYp3OGJh5+uSK6X7i4sNr3tzPrOScXb/ndtiTVh03NyMxRD54suM395/z/jV88nzLtq8QCocZ/vlnlaEY253x4mliu55IMSJ9IknHNGXy7PV+sSZsZFE6Z7y17h6j1EZKY8YqzBOUMkLIEKuzW4vAXCllZrjPJO3olmFSiksdCBRduimwXcOLc7i4EJ4+ifxfnz7l448+IHazbwtTqAMwIgxQC6iXZ0rx8ogtpissde5noi2Q8cCrW+P1Q+uCtCzMuxetbbtk0a2cPkoAltL6URl6xB6sHjO5ZV17Ut1IZbhtRslg4pILS1CjkafsJXRyQLYTIXVKiR0aIlYi1UaqzKx0y7OLp1xud4zTHdP4BhkmYk50qx5TIUjwzC7q0WYBIDcHf2uGSzXwOxDEN693IpAIJ86Bv4hF4XgSekFrf9mJ8Rejb74l+1A5kXkAjjySpQ2JG+C6UlNoSjlnImqA2h3T82qKxq1rZ6qTohwIXLHpz+iTd2jm/JZhfEueHsj5wDjcMh0OmKSmInbgUUJ086Wo0K0h9BDWVAlosDbkqhkoLu2/Y3vJA4k0mzF/nQWRglAcVCQz1YpEYRV7Hg73mBaq3SFhpo+BaT7w6acv+OkvXhFqIq8VLQNaFWTFm0PmZy9HsgUOB2G7CTy5qHz3o8jlVWZ3tqbvOujW5FbbLHYNS/B2RvHSfWj5ZCOi0ep8qxkr8ZjZ1KaCkiouiiyFN3d7YrdGipcTorEJ42AVK+sNuqjn9AAAIABJREFUnJ8l3nuaeH69ot8ou13myXmg642qgjUSYK0TQqaWglhFj5me/71WJyRGRHvQzu+rHECM1zcT4yEhxKbubWurnoLFQoc/Ksxb+XXsCNrJ1cxaSbbMljliHkAzc3UKQS2eHYg9mpeTHc8IgZC9pJUAFiNaA0TjECaqzKzTmvd2H/Bk+5SqhZt6w0O5ZRhGgiVSXCNSHHhuXc7lnZk1Tow+4qkcOSa//3onAgk0hFiXOTInx6glB2EB9KQee+dmzhMo5X83lDx+fytrvIMQWMxx/Gd7p8jHIgZMI6CUbIxTYMzCJkZScl+NUgspuWpWJTLPMEwDdw+31PmBWg+UeaRWRVOPqA+EqoCJMw2tcQa08UMQ85k4osduTWsYs3Bqjr3JhRXKkl3NqBXMCt2646buKVNlHTbMpbJeb5imgVVXSWKsz7fkeeDp1Yo35cDDYUAOE9dh5nbMfPHVzCwdJjOX5/DhM+PD5xvWmwMffmvL8/fPgTVDNea8Pz5nwanoS5p/+ljexcJodWBZcbGcxgghYdrIYNXXQa6Fu8OEaiRIak7/laDG+RaeXfVcXwbOLhPbPtA3xnIUmtjTyWPVXI4AIyqBqhWpDSymIqE0jc2MkEF6LK383cyZoSov3+yxGtv7kuPGkkdr8PF687ZtOT4Dkerm4lKPf2a1Ec5aZuKK71baGUf8zKw2TncjjFltIzoqNeMZDMJchDA7NWDuB0wnLuWSTdiQJHA7PLCf9rx8+zWyD5zFc5r9jwfpU2r06J0tn7VGxHEj/v7rnQgk7Vc91r1HEo6fX0fcQFg0LH5q25IeLqmKfBNPcUs6Oe7HshxE2ubJEIDOy5vQXrZltHjisFpFt6yT6iCrGGYTuTygEil1JOdCLYrVVVOa9pAqKfb0sUNFmGfcBMkWT81TNiSytO20gcyLwMs80GnyU7JtRKQ489oE150Ztc6kVIGR3XaNYuRxQnVCZEBlBoOQEqUcOO9gdzmxOi+8tzXOusjhsOL//aeZ//7DPRfbjtWmEM+E0O/5+DuRjz4+4+LynGFU9vcjJUMpUC0wZwNRYnQ5g6jzD4IqGhc+hJOnojRlt6qftBIwSQTCcYNP88w0FVLsiOZlxnY98+Qq8fxJ4PpiTUoVk5kQJtCENEp6rXdg0dePLa355mUiFbTiRMACTWdjJYNMmHSN0q8wCvs58NWbybkpLJ2NJvRb8PoWUGpDmastIKuf4izdJtF2qns5XcvjzbvgehxLoYXjtDgFNkAFCycA2xuVEQ0dGnokJjRNpC6xW23p14mRgbvhDdP+hnzIbHXt2wVn5mqbnbPMTbLWrfEZzMu+bJnRv3C9E4EEaEWw+6CKutp1UdEaBrXpYjSeUj6h+e35wl36+LCAt6eTwttjTadwNKiDIIEUR9brzAfPLrk475E68OGLjr6buLvJzpRsjt6p64lxQ85+yp2dPeHs7JoQI6VMmM3UnAkaG+dhJo8zZtlVtpqQFI8kRB9SHZqoTZyUVOW4aJFIlYBZcFxHnFpNNYJ5uiNm3vrlhlJGTHpCl0k60a+UcO9pddBKVwpnIpzthH6f2UwZexhZdcr//Wc9f/ZJz0p7Xo8DvxhGzt8/54MPt1xeX9D1PffDgxPTasFMKFWZs5JSdPp6XewRi0+lazYCYqfhVkJAQ3DcQd0aos5+UBBgykaehS5GVsxcXiofvLfm+hJWCUKcKQ2Edja0l3dSBZseoKyhJrAJlQmWDEHa5qYeR5AYYKrUkLBuA6lnESO+vhu5uTdUorfqa8PyKpSFwOEosAeH2o49WwDLx83wxUtk4TEtAC3QDo9FN+Nxp3GmrM1XMhrOBhKaYXXwjmIIHRIj1ivSCau0YdvvmJm53d/y+u5L7t9+SVcDIoUiU8N5vCPoTQ5tB+ySZblg9gQan8a6/L7rnQkkj+tNWALAUhe0N2PSphC0vnrzu1ho0Lbc9AmdPb1sdU9XZzU28m/IbPrMR88S7z/peHIVSamyf9hDmZkGxerMOCup6+i6nlqhzELs1mATQqSWmaoBDStU19Q8Y23gl4aevhPqeEceCzInKplkPqLC4toZl8FdzyUGxyyIVGtmSyIt0CSQFciMsfd0fOFThELXz4yhZT9BCNpBMazOxBhRKaxM2A4zm0MGHYm9q0MlCDpNvAhg857d846zTYTzHedPntHv1szzyFwmt12keHudRlqKSgiGLyk9uol5x0Xbpl86EUpMCUkBkwrzAWOFBsWmif1+ZspGFye+/VR58SKy3U6kkDGLDTJYXnIDqBvQPs/31Lx21fXCAhbxcqPtHS8tnPwosSP0l1i8xNZXoD0c7sll4Neff85hP6J0TZOjLDQDxByfW7KJakeKuQeTpRvyzdJn+TwcS+wFa3rkVSwLq9lHazoPSrzC9f8DVe96xYhIpEalpkKQyFovWIUV+/GBm/vXPOzvGR4Kq6rUMFEpVElo7L1phZfa2pTy/rtXV6u3TGQZ9fKHrncjkNjvBhLxG2nEM8Gjb60+FsLTxUYIatHbT5lKtty+oP3oBnxpVHdqX9SYUnhypTy7WrHWt3Q2U8apOX8dGA4D85iJUUlpw/39HakDqPT9TNKekidiMGqZKEOh63q0645ubTkXxjzTrdeI9oRgzNmYp4Fyv6fbrQlXCYn9kf2qUbEQj8HOVF21HCKEDrcfaNTtOgBDIw1VUh/JzKxCopcOkcBMpgsJkRntEjIXbBzQYSaWAA8GD4INlbpV9FnE0oyFyvmL5+jF+3TbSy8bpopVZ5AG7QEjpJlefUKdjzsNx3R+MdamlateYlaiRrq+J6REroVUgbh2K4eaGW7vCAx8+EHHH70w0vqOqBmlxweAZ2KI9OsVw2Fs2V1xFmg+QB1xlzld2j1eErYT2LtzzV5zvUM21xRZU1OFPCJlYNjf8+VXXzGNmVjVB5QtJTUc0/1K68q0MuZ3LT0XEProp9OYrsdM2SpGOZWEKk2wyfE5puRewAs2a+37JSZ38ws9uTOqZjZcsA47xjKwH26ZDw/MD3t0cqtFL8t8KHvRmebo5RicPQ58TudfwJKSv9ne/93r3QgkADQQUgO1HoNuiwmNTyjitW1tD7J6Tc6COreMwwExPAtRQSQQNJCCo+/IyMcvVvzgu0+4e/NLyiFTplsemNjp2emBqjBlwyRTa6ZOmSAZlULQgtXM4TACRkorcp6Z56mdluaZSa0MDzN91zCWPJKkkgvcvL4hHCZ2V1eEqytk1VHCggUttKUOk5XX7xJbC7VrtX72dFRmkEy3iih7tjWwlUIdMrc1oqsdlD1JV4jtGbcdu/tKfT1jL4XcKykZ9blRYyYMlXD9Ht1738Y2V/5usrvgl9koRFxY6dwV1XrsajmL1XxoU8BbjD7QEihEUYhCF9xlXqVQ4hozH6hV8sS4v+E7L4QXz5R+U9w9gQ6zjiiZ7dUlH3zybfoAP/vhT3nYT97VkkYMXDpFnLojFV8HR3W3dtQQkNUFxB7UMLtDsreNay3c3T9gc2WWyVvPVr2V3QDmbLMD9LUxQQGxqZlyQc5LO9XBejFD8UCodaGr+eBw14V5eSviGVdQJWloVpPVD5rgCuC0jsSYSKyxjRJ6I9SOTdoSYuLt/obb/Rvu3r4l7wuddUSJLkQkoiViU6ZQqGqYVuKj0aKeiDh/pLS98C+hJO9GIGmh9pSVnBBxx1FLAyYb50M8FVtmkhzxBhxsXdLKZbBQCJGk0ZmVOnGxMz56LpytZ1aS+PrL4vwKydzdjc2xqo1srCAyE5t1AGSmQ6bOE6tVj1KZ5oG5PBBDj5nT8UNUcp4asFdRSZR5opZM1zkHQKsw3N5QhwPraaC7vibsLrB+RyUi4uMqTB3f0biiSketHZBA9bhJFNjtAu9tMmdv7glfZcZBWP/b7zNJJg2Vkj07SZtr8m+/JN6NlGzYtzpYQ1wJ9eZAWfXEjz+Eyyvnd8we2UXjcX6P0SgZClalCSb9vfkh4AGGIARzgNVwXUyIK7puB9oj2ntZaIZaZhwfMNvz4Ys1687T/aQ+w8fEuHrxMR98+gkhFmR44OpMXUGsCdAWOJbNi3fGmiWDu9qDhISlNdrtkM3Oq+c6ITYT6ohUL29v7w+ubSmCLKBx9bWVpVClJ9jA8yeJt29HDqPzO/xAq8cyIYTkB11twrrWRaQB0CG08lKlufc1SkJdyrKl9YCPKu29zA4pol1AVt5RvOwu2K7WZCbuD/cM9w/YIdPVQEd0zgji2a653MJLPaNI8TLz0ZZcjLesqaj5F0LJuxFIcB4JCx/kkdZmUfsurDtdlJ2cmjWPr1NK7b4XKURS8Bk1Yl6XztPEq9eFJ2cDdbqDOjDmA5XCPA+UWp32HJrGg8h2fcE8Tcx5IEhgHJ3kFIJQ8ujCt+QzRLJGYhfACnmenKw0zCgGVtgPA11yAC9hSJ55+OpLHt6+5vy9D+ne65HNmqIbpxaIm0FH6RDZojJj2oFmn3EbVq4g7h44exHg5kCeQG+U7ZtMvTBq6JkN1v2Kh3lwwHcANkL3omO+3RNeZafef/c58tGHWOiQ6tyQSkTjRN9viNMBMLLl4/ta/DQWnUZUZ5tKUA8S4llCTJH1ektabbG0xuKmPZ8BGwfmhzvyfMe6F4JMHkRqIXQdT779Ce9//0+weoNNd1BGOhk42wi3w+i8imhHTMxPeFjsLLW6D4ikjtqtkK4DGSllxnJFzZAyku/vGQ97Sq3McyawxlQQyS3b7bAIIpXrzcRffv+av/tx4RdfghGRhuU5Yc1pDSINZ2j+u8UqoWVPFhorW3/HWkDMuzSt0yUAQUhrB4ULCv1MSoFVXXO2Okci3I+3DId7yv1AnIxEotPU2tCNzPeovLPqFgKVkyaINn9IgjYU6tF/+z3XOxJIlne94CMndqCXZSc0WSTy2KpuubVj9sIpmIRmDr0Q1aTZrg2152dfHNiuH3iynrF5oBOASM6FUtxhngKhC6So7qCWYJ5GkECXOobhvmk1ItQVQiDnAWSmErCaUfApZepyeKww54laZgJGEBzXMYPDxN1vPmPHTHjvj5HLc0TOMMssptSGgiRQocjQ6mifq1PF0HWHXWS4mKkPFf7bD1n/xQvmjz5kE86olgmbSPfBRP7xnnAWKfuBeAd6gHkXiZ98REkrYvGBSxYUSSs0TfTrLWlwDkspC6tTj2MeAKdTiyttRZuLGBBCpOs6NpveGzspYCF4H7lM2HhguLtrGLm5UtcqKfW8/93vc/npD8ghoHNB8kTZT6ySsu4SD5OfmCF59iChRbKWtZkZxTIViF2H9j1VRnIeCMVIuqKWQpn2yHTgfNXx6Xc+5u3LXzDOGcEIITvkUgJqgX51z59/74Lvvr/jf/z4JSFsnOxmRjEHLzUoKbYpf9WOKtsaomtyaqW2USyuWl52gXfjcsMAddkXrT1dlqC0giKZi9WWGHoO3LMfb8n7PTJVVILzpxpgizkYXGslBOdQ1XYi1wYkLziOZ1CVbJVqs1uM/oHr3Qgkhlvn69IeUxae5+JKtvS1tYFm1tKueuyzlSPSvah9fbqaULNnKLboBaohdLx8+RKuvsTyHQJstltubm7pup5xmgiipC5RyshhmCklM5UZmDDJPsiZgDRrxVxGjErJM8GUnH1Yl6hQUTI+o6Zaps6FKhDDadIfGJTK8MVLVkWJuiaenzOzosjUjJrm5vJ1gcqaKgdEZoJUpMZmaFOxeUb3UO4q/a8K4V8/QfNAXR1YPwnM44DEwvzas51kAcuB/PSS8P5TT4GDkK2Jw1JH3JyxyoWwv0dmVytLcPWoD+peWrGt1dswKgx8KHbHdrNh1fcQRjdxpnF3zM2c7w/3CJCqEHKm213w3p/8Wy4/+XazvhRKcbFanQ/kOSNwdLNb9VtkMRlSxeIKC5EwDJShENZn0G2ZQ4ZygDp5+VhnpBoh7pCu4/Js5K//tONynfj7z37J+0+e8v1PP+btmxv+7n98xs1d4T/+6VP+6i8/5OHQ8Wb8iXfLJLhKu2W1rgVy4yMxsOJ4EkDV2ugO2gLVYhjdSjMz+haQSgNsNbpwryah7oTYdeziBZvVGZYqh/s902FPGQ501hNJTrg0kFpaq3cp/BZMphkrmBzLMWsZ1eJzMtfc1ujvv96NQMLSu3ZuiPdVrM2j4QgAhcfkH2u6GcPrUSsOev3OdHmPvu0ltfRaDKIIEbi7uUHZs1pvubt/BVLZbHtevToQ+571pmM4PHAYctsYzgEoZXLbOwmUslCk65F6n8uMKsx5JkpyvKOUYxepGsx5dI5Ck457NgaUgeHVb+mA1Qcz3fm3mfScGgpqB4wekQjSI/LQFl+7V63oiy31NdSXI93bxPiLt4S7B/K3JuLZhKWJeJ7Iu+iBrK/UoZDVSJ+8wM62lKwIhSDmLe6akHUgFeFsfc98GF1p2tzoMBxcbYSqx9MFBWeodqs1/e4SSdX1LuI0f60VmWemaeT+7hbyzHAQtNvw7T/7j1x8+q+Y6kCs90i5dYJZNZgr4yG7BolA10ViF7GwosY1EpXafkeIkFZISriOX9CwA52hGKXxl2yTEO2QoDw5X/NXHz7n3/3NnxE2ymodyHe3XJ8P7Ef4N3/6A7pu4Oc//oqStVkAeDA5tVGXZ+AZxhI0QJpjvX8eoxMntWF7TrZsgSZow4g8CylBkASrLrALHefdhj50DHlgGPeMhwEt7skSaO9BTl2kZR8492XRrHkGvkACCxHUkxNrYPkfvt6ZQLJc7oNQWCKI4HwA92U9taOA4yQzVfOxDTTyUHt5/gL9wz9vLUEyqzBS5xvSWni4n1lvlBAg55lhfKCUkfuHmfVqfSy5QkpMUyGGQC0Hyjx5miuGxkIIkZxz4w9kp0AzO9qOB4ySZ+eMVBe15TKQNHo3CcBwox/AXv2GqezpPyz0Vz9gpD+2fhGX9CWbEWqrZyNmgWld6b9/xXD/Em4qvJqZ/vuP2PzgE8p6IOfBZfe3M3IrhF6woVB3ie7FEyCCQmVyoFu3DoqmjhA3rA8Huvu3PrQaI6DUYr7BzdxgyOUhvjGi0gdhs+0J6zWmAxJxoWJ1jIhx4ub1K+4fHrBJyCHx6V/+NWff/ZRJKjH21OGGIAOqlTwO1HxwYl6CIJWUBIk91u+QfoPp3EozYLVB15msFQkTGlcIPVZHTHKjmxsSEuK0Zi/dVNjGGe/CQUD59Ad/RNoIcRWYh8BvPn9D0A2qqfm6RvRxIGmlw3ImnqbmnchrixmeywF99AgGs3jmSrO6qEGpnRJWkb4L7OKO3XrLbJnbh9fcP9yQh4kz2bQpkYbSLBwek8+WZsUSYJDj4DlwXM6O280tP9/59u9C4FkEYAv5R0SbOMq/TpeamxM24h6uuA/o8mfLKaCKLkHkmM6Byswq3bNdzYgVrArjWLi4umD/cGA8zG68C4zDzNl2RbWZkgFLiEZK3ZNLhuIBIdkK8CAzTq5InueJmHBteK3uTD4eKNVR+TIXTCs5eyng4K64FqWKB6zbN8zhx8S4Ri/+FSrRHciWss98s4gCMUGOdJphPdB9kuCLkW4P40++ZP7VJeF7HaEq1QIyCjqag64I9ekW+fApNSXXvdTZA0SMaFiRw5q6hpAPnD18TX1dqYcBo1kgSvPTsESXCik5E1mT0CUhraSRB7XNBEruhZsz5TDy29/8ltv7ge32mj//m//M9jufYsGIVrGcSSFQmnF2zQfEDggT/WrFoU7utxo7JEWyFlotDDFR4xYjYVJcgU0kUI6WiCEml//jmJdoh4YVEo2cX6HM1JgIuqWTJxCMnO94uLvj1z/7mhDOWJgIKj5NgIVUadbMg5qDmp04Gb62BWgu+W2jW23Zgi4yEVz4GSPaR9I60ncrtusrVpstd/dfcLN/zWHYI8XokncURRdvG2ER5h0JKQulogWLZRypYyGeIVlrA5tEFrno77veiUACPsPVQ3PEZJkLspi3OsPON/dy8wZLJnLsGJyGDIGfeN42XqTZFbFKZEbzKzb9wDgZKcHwcE+tE3l271Az2O3WHIZbum5H37vmoxIZ5sxcIqHfMU577yzlkRgKQiI0WksMoQ1qE/cNFfP7lKW95meUGdRaCNrqakcCUAai9NTbzylfVHR1QVk9p9ITcJ2EhYIkqHN1r9gAOgvEilwb9kGFWyO+NMrffkn99DukEKlh8jnn0BSlkN67wM62jZyUEV2jkoDkRsoxUCViF9fsPvgWSMVefsWQ9bj4FPOyUQtRzVu9qSf13uqVnJ3wtnrmp3E+wDSwf3vH29d7wuaC7/31X3Hx6R870Gi1fUwYE4SEYoQ6QZ1ZbwKs1ty/uqNfV+p4i+xbe3d1BnENaY3FDjhDxaiM3so/ltMJxLEVUbdRtDKjmhEmTCfMIkoBzbDdkOc9aVC+/PwNr+4d8EYUpSNIG+K2rMWamx2EP6Pw2M934ZDIY2xEcdPyADh/R0N0AD/0pN7oV50HkZjIxcvCaZ6Zhsq2dD76aMlC8DDlUH1p4LcQm++LGa0kD2gVn51jsFAyRAQ0vvsZyQIs1eq3KzrDAgCJa25qcaGd2oJcNx7aMaI/6vi0G3b5igNzAfOoqjPbbmAVJu72L5nnsbm6w+3NXaMeJ/q+o+sDh8PIMECKO7e+ay3dnCshdJQcoELXuWoYzXRpTamQVitKyRz296DZFwgLN6bZHkCTnDdMCB82Je2k0BARg+n2a8LXf0d8/hdY9z61iamqOWFJQvCUfG7MSAQ2Aa4FeRIIe6H+7I7424H6gbVRGAadolYYkiDPztxSPftUQNEIjTaFSBtv0Hs79/wZm+GO8eEtOmRyFmr1xRo00yWl7ztityZ1K0JwzgJ5xjrQdaJIJpQZG2Zef/2a1dk5n/6nv+Hqj77LHJN72ZaDj+7AZzFLrci0x/YPjHcH6urMy0brWG2foZsratoR+x26PqeEjirJqe+e7x7BxIoiYY17u2ypskK4R8obdLrBtFLUld4+x8iHxweBmAPzNPLzn99RyxlKOvKcHptzeacluuEQC2ntRJ83ddBzcf9zfdnSfvT1i7aSJgjSZ1brHbt0ybPdMy42O14+vGKa95T9CPvMdnMBOL/nccbhf/sji4dWTx2tOlotI21YHHCsFFjovH/geicCiZlb+0sV7/NHOZUk1QlBxXXTHkjMrfU8awyLALOh3qesZCmBVCp9mojhgafXHRcbYbivPAyKWdd8WyuYUkolJmcQHg73VJsZp8p6jsSwIucRKzMixjQNCL5BSmlzbONpRsg87ZuvQ3HPjerkOBNPY4NGpDpd3zvUrS13NFAxqo2o9qRamL/8EUkD6dlfUNKOqhvQhNXsHatGr5YWSCQGWINcVOS2El8p8w9fkV48BSloMmoHoUDZdPTffo4FCLmQyQ2nCp5xiWKhI0tH7IS6PcB6zdXVNeP9nnGeoXZYHYEDm1Vksz5D0gpC4oiYC54hhB4I6Fy5f/2WQ8784L/8DZuPPiYHcT8XmxBmkAExZxDLMJHfvKIMe7TzQDWVzNMPX7D76GPk6TNstSVrj+rKyxk8q7KaG0YQsLCQrwSzCHSAYvMED2/Q/ICtelivwXpqGdwdTgt5mtHpwMsvD/zTPx1ANkh1wmNYyGSP1iH2TcxhURIvh8dpkzuGfJyihzvCaxcYRbAY0FUkxJ6z/pxVDczTwP3wltdvXnL/6oadnRFrszJ4lPEumYdberamxTKgXaTJCeTEH2EZAGZH4uc7n5EYxtxwkVorOhtavQcvVqmFJohqXIFFu1G9CFgwlJNIyj+slFbfF853mXV3y3c+voI68tU0U++VXEFjYM6Dq0BrZS4zqTh/JAZXYM55JBUHaq1OvgAa30VMKEWYmrXBpGMbk+C/g3vF+u/krVFFpDpBbcmeaPpKL9RpVZmXDzjTtsuZ8uonSL8jXP85Fq+R+RXIwW1nxA2aTLwcIAh1HdHLih0EPQj1sxvs3196phagBqdos0nI+YpSZrRmtzzQ4KBfQ+6NR1mgKpIisesIa2O9XnmZWQPVcEvAuPJpd9qmzlnxGc/dliw9Mlfqfs/Dw1s++LM/Yf3h+0yidK1LYIbjIfOeJMUhj5sbyts32JxJ3RZRIWvg+v33iZdnWOs4KD3I2gP9MvVOu1YaG4toS+iR5vOiNlCGB3gY0JBAtxC2UBTVqdkiKsGUMk/88B+/Ypx6t4MsTi4LjdK+ZNML1f1URp2yIuAb8nw3K2/33oBq4rIYjNoXUt+RYmS3WWEUXt7c8sWb3/Lm1Ws4eMexlkKt2YNQS05F3FHOavWMVX2Ieq31qAT+5lS/U7v02On5F/bwuxFIqlvIgU8sCwgSvG4Hz1J8KnujF1vXvCTtmI2cShq3IFg2bS2ZbKChR/Wcn//iFSk8eDuyWxOicXt3Q81OrdYYyDWzf3igj9EXiYIhjPNIKRkoJ/Xp0X/PFaWlurN5FGGaZjflaYniAviGxniEgk/acxxnWYBWfaK9hAXSL64lqZEwZ+a3PyKsn6Hr90HXVMHJUMEwcS4LlIalFSxWZAucZ+Trin05Qx+RTmAARInnHbIy6nxwD1ErzMFgVjScEWpwh7EwoXX0aXTi6lPtKtTsnPkoeNcnuT3CYpbceAlVxAWIYuj+nvHuJdsX77H51vectamuNLL6AOxdt9N3UA7ofmT64rfIg5s0S1phKbG+vCZcnWOdUHRo68FaNtLsJThlIDQh6OnyjNRboQnpL9H1Gls5wKiNPl6qd9O0HHj51R2/+OxACB0BH33hPzegGo5t1GXo/CmQuKfOcb6v1GZx2DZsKyEcLgyQ1F30YiWsCzEKfYzkMvEw3/PV3RvevHnL/u3ApZ5RMWYy1SpaoIvOYBUztxOlWSguuKI55UKWdMlOpk00rNi9cv9PwEjMKOPsVnqSG9OOhrUuv/xCM17o8XLceN/8UafImkvBk/MVX309896TZ7ytf6iHAAAgAElEQVT3/D2m4TP29587sYvKZr1hP98cpXJKoOZMNpeFaxDmeRnE6AxNH1ztM3MW13uQU3QnU6q3T488AjFnyJogWlmIW2LeQl5uxYzjwGo3uKm+EVJAiMjhhun139E//0/U1FOmSJIINjrrF09TvT1uSG+wA54I3a+M+cev0T+5pnYecqsYet1T+4rIjNaCWUbHSrCe8ebgHbAnCbaRYpmunWbWRmogFeIivklAwWyEsgjBHOrTGKHr0XygHN5gq8Tm4+9RwwWS30Dni1xsojJ6II4Chwn57VfI/b2TulYralTSxQ69Pid3QrXR35EoIjPGiC3+toRWJhneD27ZJWPDLjwDtu01st2QVckcKHZHtOxyBovINDLe3/GP//Bb5uGcJEpldNuCRzidPm6XHrkjp037+PQ/ikwt+DAwwUvUFKnByGpIH+hSZB23bPodJcPt3S23t68Z3h5ggHjeM4lB9tI7hIhaIZm4WNLKUS6w+JxoEzou/CaQ4yTBE+9koU+844HEDKZ5cfnC2ZKFY3R00xUa3vCoddYwhZP1ok+lP84REadr5zJRk/DF1xNdv+Zsc8E0fsFcMqGHFPykqZYpxUOJVWG2Sr/qOT/fkXPjg2ggJSc/5Tm3v1/IZTiSiMZxIoo5kg/QfFW1IfOqybVFVCdkSXespcGDpEvqzcmizZinRqGqkixR3nxGSVdw/Yl7v057b0WjLVVvWVnALUwwyKCvOqZf3pM+XFMCRGljPzfOFA1q2DSBGFEjZb9HpkLe32HzDfFb70FICBNiB4zJF50VTOfm8xkwc6Nllb6VQ+pYSYheoA57TIT07CPq5pyZe7pYqay8lDNDtacipHGivnxLuXmLMlOCEtMKQkDWG0rvGy6oUckYSxDZY0RghbDCbfiPJxS+sSffVI7KgQYKnbfgraB1dpzR1oQyYNPAz3/0lp/984zIOWoFZYfp/EgjtjC028exvnAc7rGgj2Mw8QPACWlGDQLRjYyKzkindKlj253RhRVlmhnGgcNwx3B7YBO21Nkwm3GvLEVrBclUUTfMxihtHYsIMfnkAmkOaYKXU9+gV7Tf/+jU9geudyOQYOQ6Qyk+dIqIIc3h+4g7UouRxZDqOhV15RRmbpZjBqWcWlZuqiOgxVO3lPnlrw88v4ZNd0UXIv0aX7R14u7unikXx0qk+kR2FW8H2sSc3bIPSa2s8oFPZpVQ/Z/VhFw8jQxNZ4I54BukEPGh5M4UbBiLVsRiCyqZZaZNrb720EqV7CWdKswzXanUV/+EBJ8iT3Fco9QCuPZGtGJ9gLFCCNR9Qc+M1asCv967Pkah9mDbQBhGL4WKP9uDjqRuDW+/QG5+S7j8BJkVndfUacDyPaFJGCoZkdI2RsEYXUFdo3dHmB0m6TosrNBppp5fwdlzB/3Ijsk0yvwiaTAtMNwzvbzBpkyUSEFZkRx83K2x5K771dzLRazD6gG0omy8vduMlzk6g3mJumBqghtDI4YyUe2A2QFDEFk57f7+NTdfPfAPf/+SyjUSlVBpmMYpOLn5lh4zVe/q2vHZLBR5qme/pkvHxr/OZxTH5pznPuF0yi7u2HQ7xJT9+MDteMPrty+RKRBTYq4FLYJEb/iCks3LKSkjZfL7VY1ocMU11oh4uM8MrRW9+MaGRvP3yQZ/mN36TgQSaEApRi6ZbJUQo8vxFxHTMbrHY2pWS5O3C4hUSvHOzUL7tRaIaoAkwlSgWuTlm4nLbWK7C4zTgUiiklhvN3TVGKYB1eQ+rmqM495BvwKgzFMlJc+EjOJsVTiWOq4DomVEXpPT2IMLc1d93mMDw7yMUZozldQjnrIwIh2KNR/r2UDVOr5Fvvp7Suh9FgzV/VCRo2Q9dBHrfVHpqiBXEO8E+9kDKSsSKiUJ2iXI0kBaYBpYjQfKy58gb74ipgDTORwCphsXzllFxLtQ2lqMXux7MHQOzcm0J2jnHa79Gye8nT0jJyfyhaUet4zK3GwHB9J4YPzyN5T9ADWQGQmbNTWCbXqfuSzSfpd6NNA2m/z0lxkYGqi5dGfgaL94FGQ0Y25mDDeDDqKIdVAEGR8Ybyp/97dfcnN36RwhBSk+oNztMI1lAJYHrVOnQzgpVY5alsXsWU/lsWFUaZT2oJhmuj4R+zWrtKNLgYf9LW/vX3F/d8P964lzzh0MVx9kW6o4jV4mSjVqEWqTcSwzhb1D09S/5l2b00jb9rVBH6ngu/8DMBLaA18myGtFtBKW4UOtRnPm3f9P3bv8yrZl6V2/MedcKyL23ud97jMzb2YViSnAEsZYPLqWaNMB2UKyaCD5D+AfgAYdWnRAIEtuGDolZAmBQIYGGCFDuZBMiaKqVOXKyqzM+zznntd+RMRaa845Bo0xVsS+dmZWQUnoOqSjs88++xERa67x+Mb3fePsRyI2cF5lSFQkZ0d5d5k3j7wIJpkWuor3nn+Xy8sL3rz9A0wXhpLYbC+5vb1mMw7kDF1r8D3cUGiZ3fSmioIs5BJsWyEym57aq9PoHYKNm1F8HYbvfFnLxhXviRsT8JYnfD3N5/p0QVLFWGIpd0HaTLr93Pv/7SNke+V4hYG2+Fkl04uR6bAD3VXapVC+7LRRGJ5s0auGbAZKfYAeZtKFoXpD2/+M8XYiz1DrRDpeU+aBJlOAraCpIbJAdyUy2cvpFHMopHlVaRmWSn/ziqUfGJ5/Dx224aXiN7VFAJQsCJVc9/DyFfrqtYsgMaQkymi+AOrhloYi3StFK8krKrwqg4bJwhos4IJz0b4GkfAHxuhUhAlhBonVD2beNl5f87u/9Rmffuat6Jgd99K04nDnUalGpj/ZLd4PIvfPvB981sXqZkYz9XYmsBK5KIzDll25ZLe7RE25Przl+viOd6/fMdYt425AkyvES/ZqQ3unBjM2x54eZFWPh+m2xfRTcvy9BhFvscaw38iSyUFe+0WPPzGQiMgW+F+BTXz93zazf19EfgX4deAZ8A+Av2Zmi4hsgP8C+JeA18BfMbM//qW/A4KrEBFzCBXk6uMQLy7njJSBnHBAUe9T6Ffw6tzWCC50Um20DiwLuQxUhS8+fwdNURuYpnfUorS+w3RAtXJ1cQnJuL25I407cq5MxyOQUDVac3f4XFJUFF4NeWnb4jBJrEQUVrBRqSTaqfdM0bsKLcBkr65OnapZKJgBJh8p5y0iA5kN9E6qR5bpa8qDTh530Dq07rYJKZEvRugNHSAlRR4k9I2QJqUW3zqXe8MO1xxfvmZ8KuS8p+SFPjbsJjE8GJAx0497ZPDM54vf94jeug1AHvz9Twb4wiuTivRCr53ebun1LWWbyZsNNUEyx2M09FWSB7+J+oxd33H88jWDgYUz3bZk12KNGSuC6IzI4CrfkjFrfp9Eu2G2MolLHN+8Qtj3bmqLazBj/RrakbQ0ZGqkbti0549+7y1/8HsT1p9zMShiHnxWkiHr396Uh0TDg3oP6oLdU6C6VaLjMpL9zPbevQ0qQhPXx+SyZcw7dmWL5M7htnJ7OPDlixfcvjvw3u4pqbgfrZl58uuVIpmcBpJkNyLHot3NpOQqcRdW+pQp50xJZ51aRhgjeOTiY/4/a0UyA3/ZzO5EZAD+noj8HeDfA/5jM/t1EfnPgX8X+M/i77dm9kMR+avAfwT8lV/2C9y1W93oNrQGWXKM3nIcWH/zx+y7aLRHLpEUVUBwR0wCg7DThTz7dcaaR4SDGS9edd577zEi17QZ5tsD4zaThoHru0qSTh4G7qZbz+hiSOoB8iZqbUAO7xN/HSn79vaLzY5pia81pwIgff0AM9zYRisiHZ/MtRgDugM61JO1YrYRWnPSmYxYHtBkbh8g0A8Tvb/j4hGgE2IVa258hJhbcwqO3WwVuxDkzsi3CX3UkOU1HN6QdQJ7iNQb0l5pt/hrvtqS2oE0deiVlLdQEsodxp3jOuJMTUvijusCRnEeTm30uVPSQNlskCH7ZCYp2OCTFfOhbNdO6p3+1Q3lcOfXT2fKmLFc3IphM2AS6tkBtIR7ffLqUQEsI7ZFJBznyMEq9XLRREk2k3RC2gE7vqLfvcTubpkOHVsytVY++0L5/R+N9PqUnJynkiV5dZm9NUDPlame6EGBhiTfYWPExM4dl73VjQCgalElKHOfWBIMqfA479huCsNOqLVxs79mmm45Xt+yoWBt4QTdpXR2mJfEiLAKLiiukF5XvUBMhsSJiydTpZTJeSAXZ0tnSYzlbPL1/zmQmKf5u/jnEH8M+MvAvx2f/1vAf4AHkn8jPgb428B/IiJiv8ReyTC0KFqcP5LMX4BEr+hy9DDAjb0wHmF9NOouaoZ1B46SBScE52vICoCZJ2sxQyVxbSOb4yWXw2Osv4FsLHWmpIHaKpshsd2OjGNi2t+ybqVMgdtob/Tki7dY3bCwkw+Fb8JTUtIQ43FG8+OVn6YItrY56wG06Fe9jTkJY+qCyXzP60Mx7eSUmKaZOtxRsov5hHs9FoAFuakYaZewDKKdXBTpeywL5fmWNh8Y50p/29BZyVeQZYLpDSmPUAXdPUXKSJcJYzq3oeGAHzRKv15uvY8IjLsRHTJ5LOS0LiX1DN5bxVKDtpBfvmT/5gXbYvQlqhVxsp3lgbzzEa1RHGjFKzlvIAvZNig7NG38xjEBXJ+TdIF+JC/XsNyih7fUu2va3YE6zVh1wHyul3z1Cn7808TSx2ivvdU2g1w82alqUCW9MpV7C9V9UHCfkOaV9roe01TusVkdAt63hSrCIxKbtONycwVi7A9vuWvvuHn3hrQkNn1D1XpuR5KQEUrKjKVEVZLiXlrZTGsYCThhPYunn7H+yScntZyz73X6s45/xeeY/wD4IfCfAn8EvDOziIV8BnwnPv4O8CmAmTURucbbn1f/yM/868BfB3iw87GcxQtyZ7N1wVKmDIkkg5O3ul+UFMhyTz5WdbUkJ8CKwEfWtgdzl3ZVtxMk+36cN9fK5tkjNsOebntUjWk6Ro+4oVbf2rbdXLLMR3qfAr8IFMDUS6MATldDppWMJjiukuLrV0vnE0YSl3Y1NvIs3twWbyUG9e7jcAGhe1VSvEy20OlkEfrSOFwfefhgg8Vh1siEviPF3zPNkLcGG8MWbynF1AHMNpNvmnun3KkHvyJobdD3kCbXuKUBySNJ94gd6S4jJOl4xodCEGVtodcjOW+ARh8uSKWENCGc5xHGbDDfwut3zH/8I0Y7UPsC5sxeM0Wy+O7kzcYB3OLu6tJj6VW0MckapVesv4VutAVkusWWPXXeU+eDB65lIvUZbZVKodvI3Bxre/2q8OOfQevPAd/b4xO2E5zqrfgKmBvx2QBvibMXuqg1oou5afmZS+KVdFXl0Cu3dcZS4aHCKIVN2nKoB5Y2cXv3mv27W7Y2MuTxG/aJJfkN7/aixf1IIpC4rWL6JkQUDzU72T6eNUIrdrfCCqHH+QWPP1UgMaeV/gUReQz818Cv/Wm+70/4mX8D+BsAHz7ZWu4F6V51ZNyzMp1UwAFBNiWdCGnEofGP9cQW5ZQJVl6HT0oiMxIXUpw5UOcLXr8pfO/9H3C5+ZTjdIfOUMrIsqyuZI3d6Cs4N0PCbMZ62O6pW9SVePN9C6fSanV6uXjG9acrnK7Gidcfkx3sG+O/0xjONNqcQNUNRCvWF1fTrlx6c5eyu+sF6cLlroC4jwbgZNOcYPS2gx2wMaS7l4iWgbQV0osKk7coKVrLVpWOc1pSVmdtD3f+Q/WA6OKVgUlgBdxr4zptPqCtsru4gmTOGh0KsErcDbVKqhP68gX6+QuGdqDbkW5HUnKflVx8YkfJPrHTjtY9qXdSrVAbtsxo7bSW0Cq0tqC10uZYoKXqFPLeSWKUPGBpQNWXgremdK3cTRf89PPCND2kpMGLmpi2+A3H2XhIvmnzSQDe3/h6VjsjwLxiSzjPSc1B/do7U2tcz0eg8HzXHTJulf3+hmm64fbNO/TY2KYtRtg2pEwpHkRKyudEnAMmCDKZN/1+JETu1Re2Fq737DxWktyf8vH/ampjZu9E5O8C/xrwWERKVCXfBT6PL/sc+B7wmYgU4BEOuv7inwtITgw5U5LE2DeczsiIRVl2j0y0knlM/YKqxcbV4GB4ujBH9QkdBMHpSNnBrFzJFI5z5tNXmR/+4FcYN18gN29ZFnUeiJMCOPaFIQ+UfInVUNr3RlPP2jn789mMI5j7viZNkBseaixYnxoVrm/M8ywnrMUxCCK+gtIUtFkAkguaR5Atkiv0ydmU5pMHwcV+XYWXL2feezry8CI5B8rcgMjtE51zoxeKXggyjdhmwd67QDYLvVdaMzbbRI+n3KuxqIOCuUSbVu/A6Smec7V7iycutBO5cmd3hXmaKMMOKW6anC4e0Esi0akoBUWO1+iba/LNHq13PrrsE80qmUwZNtFOCmme0LevsJtEbwu1dnTp9NpQNXpP9Jpp6hXCatwDeH+LQTKyNLoIzdxjVVVY+ozZFZ9/2bi9G8hSkNx9oVVcIskr3hG4UJzjE5aXCcxu1dRkb8XjzEoOky4gKYhmmi603riZj7y+27NNW26nPV+9fcvFMnFs17x69YrbmyMP8hVbNizqtps5R9CI1kbWIBWv2vDYVjCSOT9LzFwwqoqoYivYi7v/m6ZIaoI2o8svDyx/mqnNe0CNILID/nUcQP27wL+JT27+HeC/iW/5b+PfvxH//z//MnwE1iSTyImoRFZp833HawfWVo/LHgpcu2cSg+pJpLT+WcdvmNFV75VqiZQd07CeOB4KP/3pxCff/Zirh8LN9Zd+s6uR04jgnq3zvDCkrQPDuYP6Lpu5AQ2aKUl8430KD84hG1KcpNZwkCsnoasrhat2SjaG7OQmbSk0PeLO96mgWdCxUNLGJwb9iPVbpHvRI5bIpTAk5e1d5WVtpPcTu6FhsXB63YPsUpiEXcKyzIz/1BYpFW6O2KHTa4KtkEYHadcplSRgiEXds/+cladkavTePOdJIm0U04VeoVvlYuvG07K9wMZC80GkN3XHPfXtke1hYrl5i/WJ2lx1nYYrRMqpvD7c3XH36hU9JSSXCMrJZQ2GL21XYTWgAsJMyScruSQHj625C7t61dpbR7s/q6+/Fr5+sUHsCsP305RytvA8HdrkEzuL1mv9Dy8wzXtdw5NCOqtocSkTvXWf6Bg0lCOV6+nAPFVSGbgZJlL6GrtdmJc9NzfXDHVkO2ygxVg3xUqLFJAAXo1ghnU9GYEJ4oS/aLHW1S/WBROnTCjC0hd6N8ZxFZKGyaLIny2QAB8BfytwkgT8V2b234nI7wG/LiL/IfBbwN+Mr/+bwH8pIj8C3gB/9U/8DUJIsP29Xw0SAwaJKsLn7QTQ5f2/nbEV/GtK8mXhPdZZylrFJL+4sprdSgJz6r1jBCN3h8SnX8APv/8JXC7sj+8wbSHTd7l/7XtSvuDYjJyEcRwoQ6ItldYavXq0H7IFzbvQmrE0ZfVWTWV9rl6BjYOS00DrYG1tRhIp+eJv8o6UG2mTvM2pFem+WydZcvuF7uCvazUS19edQZRnDzNDUm+5tq6rETFkSPAY8mCkDwrt+g7Zd/KcoatjMhlsgHaAuuCHMrJyVvHd5gYUz26+UcTbOOtHDNhfzz5JKAO63WFPHtM3gwfTZjDPcFu5YKTffYlMb1jqkarBKGVgGIWUlGVpvLu+w8fo5is/SKeVHR5A7oGCGi1l8JJSynGe/Nyo+Qi+qdG6Imx5c73lR58luj2OCmuOKRoxrj8biTuTOWgLnCeLID5AWtdCEhV0/H8GtCeqGN06vSuzVa6XPW+nO4QBqQNv9weup73v2plnSh14NDwkGzTrbkMh94D8tWUxQ5vvyiYAYgs8Lkk5vz/Rfum6x5iGEHt2zOhd3UVOxG8qfnEk+dNMbX4b+Bd/zud/DPzLP+fzE/Bv/Uk/9/4jid+QOcfNlQNoTeui6RzybO/Be+8gxRdWW4jaxMIcWiNLRJA5jfvW4BQ8AvWD5FOY9QCMTHPis88PPHv6MZcPd9TlFctx7yVoUiQrqgdk2KGSqXSExrgdKLXQus8hZBjJJTMMYyDBHTXHZZxLkjBLMfIckHJFGrekoXilpRWYY7erO2UZFdW9j4x7d/Fa7yQrDiQ3zyze4sDNrZEVHl5mBhplWN24nPRnF0K6wh3DJiPNGWkwZi+PSeb27IBoQnunKYgKs3WKCYOANHPuWcAj1g1pM3fHhcOt8fyDK2zI2NPH2NPnyLAhNZDjAncTg25Jxz11/5o63zK3jpRNXHMNKFq4vrmj28pfSbQaSlZxj1MzOS2wcuZqj6kfpOS8DDPBuk97jAKto91IeeTtzYaffjpybJehGVpcZCmEexoRQAxE6Xq2eHBS2ZlC7tjPmbNywiXEpZ8a/KFFO00rky28Pe451M6GC9CB41yZ5z3DMnPVhGcPn3JRNjSLbY4WVor3uvl1QGUW1TYnAwivwFIQ8AI/tG5uGRGTzBSCRzdkMlp8b+a+xcA//vhWMFtFhHEzUgIY8n4vU0pMamIuvk4XXGAnXvJaO2kZcvb1ggIUSzGs8cAiAusS8YApiCQSE5IV/DRuD4Wpbnnw+DEff3jJ7atPWY539EUZhoTR0DRDunAwsvvvvRp2wETHGYaXlw/ofaLkgTHvPGMgWOqMw+gO7amy2T2hXD5yAVWJkZwuaL/2DXAriNzNMczWXOqvCRalafNpVnMgechGzjBXeHvTUc3sGgwbGIbke2Qw8iXY+6OL+lqQ8LUzILCIczyIL8fVol2du7PkjmSjLI6dUIBBvIQXaJNye+sj6jIadlWwJxfIsPU9st3QRZCWsaZMb1+wHN5S2+KWDyKAntrcaZo5Tgusy6coPjZdpQb4tfZ3Su9NHM7APOGEp5YwMk0NsUrJO97cFX70s87N3caZzNIDO85O9lrPB67HsaAvezUQg/2gARAyBwer5QRinivtgiWhjNCWmaUtvJ32vD1MYBuGtMMksxz2MFfGlng0XnAxDkjupG6UDMSUT8CtKVbANCqnFQs5WRY0DcsJnza5WZg4jqbq+h6B3hu9ecBrMbJG/wkIJAAl5dhzCinns5eD5JAxS1QagIgzsaOMh7UlFZJl3xZnayxOOJ/BU4Kq3RvdxZSF+Ducocy29Ja4eTtwMTauHsCjR3t6m9jfvmGpe6gVS0fcXSvTunCwznb0zXCmHeszvTWG4qskS86M48hQRsowOM8kVxgvYNxgQGdxIDA7pZ8q3lpZJbWONXUbz+qAgPWEtlgb4Pq5WDAndBOWqtztDevCo2cZRv86DOyJwJPMfH1ks0APQkOOCs7f17M15PrQ7l4XvUIXH3+7T0zYKIhxNwNL5uKZwuNL0uOn6LCj9ZA2NMiakXIJ8x3L7Rtf8SHu9piSRFLx7H57c8fKqnMsJMRmcSOtz3OVLKx//DWIYxJ4We/rM5wvkMqWu/khP/ms8+72ASVdgHXHsFeujhhm3YPUSQpxblVOavSgxKfYMVwCCzut6FhnJyYgiWaCZeGmV74+HDhWKGwopTDLzDwfuGqdB2XD0weXlKxhO/nNKVFGYjKTTtftdJ3uPbeunZRiSqbQWS0uxJXaqAdR8yoF6xQr59f/bQ8kIsKmDAzZBVfkcPIOZyuxdMI6QpER0mehxD4YjUrEujCUwfGKvpocdZwlG1XKunA8orhjMb5nRFJ3HCYlet/w5RedT37whN2jkYvSefrkETfvXvL27VfU5UDto48lk7AgjFYYxTAqh8M1Q9lQsniJHJyJnDpJ1v0psW6jL0jOJNaSGd/NKuLIXG1O6moGzVbxKmhCq0+JVh7NadwtguREbTDNK81e6cWQzRZ7Brl20p3CXEg1tCEDWA6kJokf7Llzsge0qIa6eVBaQfAO4B/PTRhL53J3iTz6CK6eU+USsUuyFKxPaFsQ7Sw3L9DjjWNXaYNXFBpVpnA87GPNx0BfAVXON/HZN4OTn8d5Ciu+89fEAdqYaqDCwMh+L/zhpzOv3j5BCM2KuvcM1sM6Ip3RgdMO3PMNuoKoFhVKSYUcFXKR+Fpbwcvwu0nQa2fqjVdt4s0ygxU2aYOh7OcboHNJ5vnuiofbkVYcJ1ptMlxh7DR2sSCUhXmRs6zz6ZppnKmu/byFQPzMSDAhU7zvhnlLKRoBpPuY/M+Ckfz/8fA47WqHJEJeXZ1WJDTGbAQQazkALbNwozpV6yfv0wTUWNEI+RuTIGfrxcYxs5Nh7/1e1hd/F7BLPv30mru98OH7A9thQqVwdfUEpXI8TvTulOk8bqhtRrUxbH0s102Z5sZuu0FCU+JL0Z2haSkhvSHJ11oYnZIdU3EgOcdr7dAqLB1CzWnNcRFVcy6I+sTCAVHxiQ5KV6gk6tzZmaElkR/6WJNjY2hgrZNMYq4dfJvk4OkwCDkFKzhQ/2y4RaMKosnbLlfnYc27890G8uUlXDygD49J4/uUnrDlQDIhKejxyPz2a5q56dBqOC3iptRmwu3tHWaxdEoGv9GTxkpPc1NuzhqrqDcxMj1wKJ9UCIXibm7JOEzGH36W+Or1lsTglcha6Zx47s7fUdzBzsIOcZVb+LvhGbskKEkpqXnyWIcH4pNHwlQ5Aa25m/udTrw83DDPjawDkoTDcqAvM1ddeJA2PLrY+R4gM1BFqy+HKzlsKrKclo97pb1yedZqkmhP9IyhgFfNcQ/lnN05v5yDonb/fu1CX+/DX/D4VgQSTi1KqDBbp+NTkZzFvVu/8YZ4YFn9ME+mQNETglswWvbsTnAJzkSd/M3vBc4jMf+dZhaTH0Pblq9fgqnx3vORYXjAkIUkhauHneubF9RDRRellMTSYZk6201mUwaOxwokHj248Jn/5jJYhs0nHfSgLw/BlPRsY91NgnzSoM5wbd1bme6Tmt7XvcgRe8IfQwRfQRn+nHjhCuI2kakITBWaq039/jWPyBYKXB+hUYof2hW1X2UHHlMiTxleKjlcsvsAACAASURBVIjfWCPGbrPDHjzHLt5HhmdIH2A+INNEGkZkWbDra9p0gJRRq2Ri1KpKyYm7mxt69+VjGjxyPw8Onq7JYK1UjRVsVFdcWcy7xXyznR0QMrd3Iz/6fODF2wf0fkUKhqgFrrZ6niKCRgWQ8zriXYHlNUcbJXhQQ/I90UOKpIi/jyV29jrQ7y3Ksc28Od5yfXvE46iw6MJh2TO2xhPZ8vzBQzabkaYzveu9CiPkICi6ckDCvOe0x2bFh6JiciKmB0K3szzLS1ZIwXVqisQ+atEUfWvnn4yKJNzEbC3PxSDF7tz7jFX/yL8nnfUrK6ImaUXVoUg+OTutgSOvtnHp7PTtP/ue1Hst3+OCmGW6PODlqyOtb/nogy2bMnqmSwsXV5V0kbi9fktrlTKM1GVmmZXCEP92QV7OxRdZgWMk4gBY1xY3pme9tAZMtRjHKjSlVXV71OatilZv1TywmLvpmZPvalgm5JzQrhzujEdPhJQVm2akdC8+krgbV/PMGmTcOJS4glg02u/AIoTz6JzoNVSgC725M31+/Bje/z5cfkK3LblV5DjRDkfsIiOHO25f/IyuE6XEZC6B0D3b9soyHygJ1CrucesYxFqOn/LAPVMe9xVJzvrtid6Uro2SC5IHrveFH/0xfH13CWwYivra0OQesys4up6Nf3T9JoCol2dJfPH3+c+6DNwZpivgm4TTSo65N6os3LQ9L+9umSej2I6UMose0XrkEvhwd8GzR1fIoLTFT2fvq8VlANt2bq/cyLl58rkfcE7J1QHYro2mjV5bTJwKhvsEWzcHZGXdydRwW9nVtOrnP74VgcQTrpeSnt3EZ9+oT0iCeu0gmYUvSbBOsfMIjFMHBMDqNQneTxf55s6RcwkYon1bA1bIw2XVVkhUJwNv3yqtznz3w0eM2z3kCx5cvE/OC4+vHrMcb7jZ33Cg0pbKPLtVwYOrHcfjzHYYsDaRhxEZt34YVcAa2hesuUuZrouhCLBOLca9Qu/OeO3Vb+CTzMRS4BfhUE9Us5Ftp8kcjc+cS+LANZD7okHOucc8c0mwJv3tclvDnPnG9yAJa6DHThl32Pc/Qp8+gz7461kWkroTuhwrdy9f0vUOSW5KNY7uq7q2m4fp7kQwXIXcdjIkKk7WC8DQ7SIyPYKIIWgrmDpNvwzuYfLmeuAnnyauD4/JsiOwR1zYHuCt8XPGuffIaHhbIAI5DwzZg4j/ncgiJ52LBxIDCwMkdZvFuU+8PrzlxfU7eh8Y2IA16nKkLJWnV5d8+OwxV1dbDssex55CJRxnotZKId87y2HHcG9TntoKDHsb1LRSe/VJn66tjychdWYhnZCiZPc46Voci4uW9+c9vhWBBDPavVLSs0pyv5EuobeJF2FueLQqLNEUGcMDSKZ4ZCYz5siWyQ9/wNxObFt3wEiMzfQ8apSYABAouJmTrTz9XnB7t+WPfnrg2fPC86eK6QEhgkTe8tFHD1nmA29ev2ZeZmptLPOCFGF/nBg2hT7NFCmuOZEcAKGj5aINawtWZ4Tm1VcbMF0A94nt3VdgeEvjh0xU/HCYUMhkc98QMwdNj0fl5sZ4/BzHMgYjLX7zW/fq5HwT+QwJUgSSAKXF28ayVrzZKwCJO1CbMLWR4c/90/Cdv4gOj9CuDCpubBRucv3tl/SbzzFtTK1ycbHxtit1xgTzdKQts7eoMZnp5i1wSqMfbhmAQjcnpfk4ODmtyrytEUsMuVL7hi9fJ774KrOfnkC+YGQlvniTcvJRDZe11Q84BT/J85cTGcln/ENESNkXwQ+SAmxNlKhGjBb0daO3hd4Xrts1X1y/5nrf2OmOlI2FhhwXHtvIx7tHPH50iZYFaY6fuSbHq6vW1rW2BMLoGwzcZsLbecvE/unATXqQJnvz80JINrTFwMAwa5Dc9Kh3wdLiVUs5Y2c/7/GtCCS2RlJbWaeehixugjWqrliIH+gVCzuP4WCl8cpp7CVibhyd4pvCcMa9LFYA61wNrX8EviEYJMaGXV36vRx27G8S013n4+92khwxTYzpiv1RGYYLHj0rCEbvR+bDNctypNnM5aNLtuNInSeyDlhZ/JAGb0NI52DXlV4bNlWstggagiq0GlSjWPmzZlfPrAEW3it9lyXz5uvO7qqwu1rZmSthCVhsjR3+eptPyrJkhuIq0XXEmiM4u6Md3k934VgKwz//a+z+3F+ibp6R+kDWCTse4HhD5oDt77h78WO03kBSLrY7hgxiE0WE435imd1wyaf2OSwUPXJ1czvBb6i8EVSdaOYVQCdTQQbeHYUvXu54c71F+46x7AJ0T9+oQiWmPL7KYt0SsFaw6ZT5JQDwJHayc8glMRSnMJR70yG51wqqdmpb2E/XfPnuLZ99fYvWkYLQrXJcjmxa5ztPn/P9Dz7g4mLjSmDr9N5o3an8vYX/jimmlVY7S6rkBEM52wHYvWmTiKCnQOK0fAdrVzzJk0XKriJ3PtZauQuS88nC9Oc9vhWBBPD9Hivd98QN8VLOL5hXHl4hRL0bJd7aD66V5/0SVERC1CQRrdNKVMDwUpPQJHxjleJKHWa9EeNvFXpXemuIDXz6+R37ZeZXv78DDuStUbuhw4arqyvm4x1ZlPff/xjawvXdO6bDwmZ3SRkFWvPN9WvglFUOIL5MikyxTi/KMikt1scIvmm+VV8gJiFQW8E/5Bx4/TVoeCoFnV4rYu72RnanN60KOSK1yjmirsGY8JJNYXGwZlwxJ1DJhvIrf570w7/EPD73qlENWxqyLNBmkkwcr79ClxuSNBounpPuvi3zfqYuqxVlWuWIuDN9OgOoeQDLfj2iolhb5GSQSsHUePVmwxdvCofpCSk9dF8N1fDjLafrvFYfJsoKR/beTzelSDBY12VbSEBLMWVcdUyrBCF8VoxVFAdNlUUrt33mZ++ueXfTGPSSLsq0HLF54lnZ8snjpzy53NFzg9bp2ryqXTrL3Km1+TUPewCJCiSJ0XI4yOd8Voaf7iWf8HmIIIBxPxMW+JroKnQlKjV/5Owg8S96fDsCiTgSv+4gXW9mIDJAMANT6GNkFVCtQcOicjGy++zFThfCWs7FWqQcbC2PtP2UjdYqx3EX6+3ECvT/t1jSFTTsCDidjuoVX7/csewPfPLJJfJ4pgyQGLg7LLSl8uDiguNxYpDMs6cfo/3AMi+Mlxu3M2gWwc1BRNV6ymQizppLycjFN064T1D3EbAmr1o6ZGIEayetawSDeH8UlqPw8qvG+zvYbNRHfLiIT7eCHBqpqQeSEqMy9cxrAXzLqbojOGKJWUbSD/48+Vf/Vdr4EdkS0o9YXyIZeAvXW+XucE1OgGWGDNkmkiXqwTPmKSiIk+pU/Xf7Xlyn/69iOwfn45oWx1CyjNwcGj/78sBXX23ZXXyH3eilu4giowelFOcspahwQgWbxAkEKxifoiJZAf31vPi5ypRcKCcHMT2RHlMoup2CLtS6cKxHXuxv+ezNLaqJCxKzVaY6sevGx4+f8NHjJ2zHgT0LLhxt9NZoValLdbVzBJLTgqt4nj2tlZKrjL8BGMehcJGf94wr25toc7R7WbsG5dUvxYd533KwVRA2eTyDqJyNaAUv4STGtgJYT1FqOvC2chtMjWbN25hkUZIV0pA9Qhc5gWga90rO6UR/tu7g7mrkDOleVaLB0wjgCk6lr5F5d7fh8A8nPviw8dFHwna+ZluMpsYxw5h3pO3Aoo3tuKPkQj9UTBpSBuZ5YkxngpxiJ+q+hNt3intbCVJWN38R4mPzpRslxEN2anEkAm8Y7xgsR/dozgYkoajFqE+hg/QVOzAPVOI3YCoxfsBCoNQgQxUhf+eHpB/8K7TNe4jOaFsoXbF5JvdKAz+4h1tsOvjysqwMZvRZOc7Ox3GhmWEp0brT2Xv35ymp+HSKoJ3HyDK3AgmaVVrP/MHn1/yfP37LsjzmwwcXPCrFz08qp+CARBW8nkCVIGrFjSc4dcAs1LTK6tJGKG1T7JrGjNQFf/M0LEDl1DJ2Olhmbo3resenb77k9q67564szEvHKjyTDd97/ISrB1fUXL1Va75ruC2NtiitNtrS6c2r0pxDvBp4TcFNrqQkxwZXgDyl8MeJxGgRiGVNrASwv46E3VaBaG/887/4Hv52BBJxxeGqp7F7FYlz0SIbrJYBsrpfr1hJ9LUr5rFm85TCs3TNpivJzW+UHLiInvrhoAtbIOSxTc6fJAHUroftTFVWU5TC3Lf87HPl+mbhB9/f8vBKSOlI10KTwtLcULdTsN5RrZTSoAoDgi01QC33jbAT81Y4TVXw4iWLUM3o1Z/3Kk3XqEBWXGgd/a2TGQOGIVMGgeQgIN2gBdcAOPn+rRUHnCob/+VAbpCNmgQef0D+wb9Av3iKNqGYolrpbYY6IW0id2C54/DuLejkvJTeOM6V6eAKWAlpABLEWaJdE9+WhzuXgBREBtxaGxiOLLrj1esNf/+3X/B//OzIuHvA9x4+RrhAGBwkzqsoTU5Z3M+YB1zljJl4RZhOJLAT1mBx3giiWUwCiapZAxdZ83oC0ERtldvlwBe37/jpq2vomU3KaF1Y6sxl63z85IoPnz4ij7Boo/VK7Z15WTjOC8vi0zrrq9q7U4OIhkESRROMSdDY2bPKS1ISX3N7GlRaYJB2qsTWF7nyadah5gpMngGDf/zx7QgkQA7viPU0n3GPFJnUmZtEQoRV6Qmrp6vfFLFHRWL3as4eTIKUteIr2l2sc9o7Y3LWbqyTo3tCJa+m7RTMhFWFGoerK10TwiXv3m35vWPl+XuN736UEWlMc2Nurv19eLlhu9mCNV9apDNlt8VK8vVJ3U7l9DryXq9yxu/7FPe0SnaWpIa+JrJ6Evdb8aS7BhY5YU2+pjfUwL6gL976OFA9pl1N1rhJkHbQwXESy8Ly4H02v/IXWXYf0FTYJLCpok3J3RzQW5RUJw7vvmC+eYF2Y39cmPeVtjh7tQxCyq73kSxAxlJGrSBpRC3HKNdJeifGqRZe3ii//ZNbfuP/vubLm0zZ7fhQjDG5OZUE7raCh6cAwhmoX+Gg9ZElkcwZrpLd/ybgR/DffnbyI0XrGJMus5OATsUnYvN05HY+8tO3t1wfjBy+trN20tJ4Vka+//wpVw8Gmk0s6mK+uVaWpiy1MS1Gbe4B3hunNnsQcWLjWjjR6WJO7MsJ7ZGE8cTkmwsiYa4YUViBnuGCNUHH67rPq/g5j29FIEEkJPbnF6Fmnv11BRDXdoIIkLGMio4UQmRx5hvIyuiMd8dw9zDPrhZv+Ko2i1vI/ACLZMx6TItCYu3fFr4ORrKwNUBAnaEqQdpSE5ZWePG1sr8xvvNR4r3nCawjOXsp26Hkgc1wSePG3cnDKyXlREoNnZuDpCIg2YlkWUhRkp9vkJWlGClF473IxOQlvjaHIP/M3Y6ACSwW60HlXJGorPeFB/etYAXvr0To447tx79Gf/KrmFyRegatiHUfbZs7l6VFqbc3vHvxKfPtDfu7xLRv2GIMJZFHwvoyxqkmwVtw7CIZMcKPxWCWqVo4zPD7nx35+7/zgh+9guMycoky6EJnBznMmjG3o1iDpPjFlEizJ4A6qr9T67PidOItsp/C1Ug5TILs9AMAFxPS+zpYRsyZ2vu25+Xhhs9e36A6UixTe+duWRh75zuPnvDB8yfIaNRlovXKUmfmurC0xrxUplm5XeCweJU+pORaswRFOTnVZzPSEFoy9eDR1YloOZ/vh5KcLeydY4DNawW8viv3p4C/5PHtCCQQQJb36itFPuWExBoBjc16Xtpb2An4zUG0F8TnSHKaYHSzexQUv7wpvElc2xLAWQBODsCuyHwLRP80E3Whk8TNFtvVdB2fyb0eUw1sw2HZ8JPPlNvbxnc+MB4+aSTrtAU2o1DbQu5QSkJW6WtOaFu84jIXnRF7VMhCGTK9GZObg7CCzaxJQ3Gn+GJYMF+7+Phx3BR3LxNBe0ZarMCYBEZX86YtpxvEcSPBtrjtwMZIQ0ZzRt77LvL0E5QrhIFkhtYObXWem0l1T99f85Pf/T2uv3zNdCf05pYEQ8bVyEBJRk+QNDIn2VduRFVmvWA60lH2c+Gr15mffX7gD19UvrjeMi2+EyZFG1xSpmhy4aMJ7qgf2FtUtKgRS5ICfLxHM4js6wznCNgS3wdOENR4m1JgNgg1Jh8l8CjtnblWvl72/OzmNXeHSrELQGi9oUvlyZj55NkTLq9GKktMaSq1ztRavbVZOreHzqujcFtdJb+VSimZbVYGnGgosVVyo/67TV0XRU6BCfk5kySIrhQHQgnv7a3amqCI88V9UfHPfXwrAomtQJ/JPVIQkd37qQTzLXpKT8lHfEGRLxDsUB9dWSCTponUgucQB2ftcdezZPe5AgnOpe+qZVkVkiF4Yu2r9TT1cXMdL//UOt188qCtMJQtKsKru8Tt4Zb3biY+fJbYbZybkaVDuqAuidQTZfQM03UgpS1CAhWU5upegnwnic2Qqc2Rdg0lsGHeHuD6jnEwavNFCTl5+/DgqjBkxfYd2wM1wxKj3IuEbDM2KdxFy3Qh8CwhO/NdNnnAHn2IfvzPUTffIbULLPlipmTdrRyWI3m5pV8f+MPf/Ak/+4OXSOuYFq/qksFGSDlj3dzjNruPjHXcb9USXUd62zAdBw6HxPUxc7037g4DN4dHLO1AsxlkATLVfB/vGvhPQj5bBZNn6vsK5kuA1evn1kdOzpB13C2dWlrWs3MPx3NmqE/3JEbSqkptndt25OXxyGcv35H6yCgbJp2p9cBDOr/25AkfvfeINBhL7zRtLO3AXBfm48I0G9ez8PUs3CxCIyMqLLhT3TEJQ4DmRY1NTlSEUTsmGgVkIudC02CEi9FoaMmMJUUbbafNNyuvZN1D3S39Mj7atyOQYEZb3DVsDX0SPg7+3M/W/Wr9FFyyOosv98yQB7Ikd/5KHoWs6ckZy6G0qOZjCnTCQML9qtv6e4jVFZwmNaqx6iD7igyz83NCXNJEQLeW/HmKJDcxSsVL8vKMV28qtzcHnjwy3n+28PDBzCbP0ITBEtpAJsil0VPFPTE25NJIm44lpc3VKdrqJkYWBZSaBfvT39YkMLoJGB0Hn43u1oXWsVuj7TPz3iu5TRbSFmxWqOu+3oTtDHYKm0xPA3bxhPzxXyBd/DOoPHUVcZ+wPjm20hWbXrO8ectv/vc/4qe/9Ud8/J4D4otWmmbyAL24c7oBhUzXTF0Gai9MesXULzhOG5Zlw7wklqWxtEKzhGVD04GeJpZ+h0ima6IaDIGtnXCBtVLEC771cSYxnkV/Zx4R38TqAluz0/etQSSAeSK5BI9FuweFaWm8rnf8+OuXvN13dvIYyCzWSH3h492OH3z4EZvLHXPrdDUHWXVhrjNTV+5m5c1d4/qYWRRSCg2NuI6oSnNafhFKN6YEYzY2SagZhuS2ALktDNmXudWuDOO6XC7T1fVZK63/rA4wjM5cz4nz5z2+HYEErwyU9cInb12SQHZD5R5KRTXH8tU6LfgJGpVCydnLOPXSmZIwK75RLXxaV0DVN9Gv1RAgKRzIK11bBIqOanNug5cBXvqBWy+yjoUNEzevlhCVkQs5DbGsaGBTBm+10hWLPuTl6wN3h2seP6o8e9C5enDNxSDQjWHI7hvRK2PZuEGODMToA7aJ0nwvbVe/QXNeM4adcI+UXLmbqitfhUQZlO0AHKHvM9c3ylSNnS/OIydB9+oJPilsxCutnsjjAGlLeu8T7MEnVL1E0kAX9Y1/Xcm1Q51p+xv+t7/zh/xf/8tP+Ge/OzCkRu3u/VqTUeIGNIEuwqwD8+GK1p5Q2xW1XdD6JU0zTZXaG0qDtCCBL637aE0Gdz1TTwgp5BApqO5O/U2h8A1aAM5JkeDcSJDR1sfpPhJOQQIL9a73wkHucgtN6StwaTTtSIO5dm77xJfHG168u2XHBds8MLUDvR65EOF7j5/x6MEDNCYlvSsNpVlnqgvX+4lX7xbqMoQxeiepouYYORjZAj/s7nm1WGMBqhZqTxTplA6jdlJJjENm1ERtyjgMLCkxDIWS8XaT6HkKqCyYNPI2nPB+weNbEUhOmX01LjIw6aQsjKM7oy9NoXXafDwhyD6ycvykmeMZw5A9YltHenLkH3ep/wbYJisXwRmKih+Crkpt1R3FTzN1uzdHdwJKtvPzNvM9OBKAbSnu4ZlTZrPNvP9EKHZgnmBfC9oL2Mh8fM6L6QHXryeePN3x+NEtV5e3XAjkVBkH31eibUKk+2a3lChbD3qmxrLEaG71awlMyPASOw/COBpW/bUhwjINHI+dVpVjg1S8xPcYXdDekW7hDoYvMJ8MbZn07APa4++hXCBpIFmFdkTaEVnukOMd/TDxO3/vR/zv/+Mf873HA1cXnY5SFbqufqEGSdxy4fgAjh9S+zOabVBNuLvSgFkPXUiQE604Fha0dFmBclmxs5BUwBkzMluxVG89TtffHxKYgC/EC+7N6UyurXAknpgiqrms3tSzPXbW6lh4hhzmiVf1li9f39DblgfpChkKTStJK8+3F3z0+Cnjxs2tmjaW3phq5TBX7o6V633nuIhTBjIUUpDx4vVInGEc+3POkR9yE/GBnAijCROZjLCN/9tKtMalI+ILzJdkyNgZNyPjdmCz25DGDbYxZDj+wnv4WxFIwIGhFKCVBjE64ftOlzZTuwOEZXAQtvfumEn3uZdJQcksTeOm8p8yUEgxVw+o1T08wFsaEecrNEVp4SAVAKrea6kkWheNsvceWa2su1FTIqXilVGQlUo2Li86HzxRcpqZqnC4cWeu45yZFkXSwM27JxzvRi4uDzzZvePqgdBGWNKBLMY4eDkt2t3f4nJESiMNcLhpbq6UI33eHyQkGDcS72nmMCmfvTySELabRC/GWAQtxpQUesM2gm0Lls2zUDZyN9osDLqB2THKWirdZoZ+Qz7skeNMfXvgd3/zd/jN/+FTlju4fL8z5IXajNZTSBCNbkJlS+tbqrwH/Xt03Z3c4FeSYVM3014B9LVvO8npoy1RNbKUE07mQKOexpuo42ZrMvF3c21nTlEG8GCyViTr9W+6JrmoTHVtZZ24ZuFZsso4lla5qXte7G+4vm1s0iMG2XLX90z1yM6Mjx485MnDS0zcTb5pZdHKsVYOk7I/wjwPzkbJgoWvrm9KckLhalxu4kEymyAyoN2YMVpyto2ac2g2piSrlMHVynknjFeJ7VVivBwZrwZkNMompnwCtS60On/71b9nXYtHUg2ST+9uid+qMM2du8ORRmN3tWF3kd25KzffzWEZY2CpGdXm+pridgBDCXo1GclDlP2FoJIA7mfZqbRe6b2GpL+dma3E6gFVtxiUcuKq5LzuXfHt74nEkAqljGTg9auZrDMfPT/waHfgycXAMGxoHZal01rjcNizTJWcD3Rt3NzMlAxjSQxZ2I6FzZgZwxxbhoFcjJwWByXnRlWjlXOl5dwQoxRhxCngkhOURBozZZOdAVkGesqABzUlsaTsBpVmjscsifomsX23R//w98kPX7D75FcZnzyG6Rbbv+Orf3jNb/1Pf8BP/+FX7G8ykjvjLq6phjNk7qQEPReO9QrjQ9TexxiwCDOrTki7RuXi1aeaBYV+xa1Wk2f3xE0BQjd1YN7Nqj3hOMQR5t8W9PWYTDhOHkSytcr0gwl40IraxN9XCBuBwPEiaIm4wVCtymHa83a65eX+hmnpXJSBnBLH5QatRx5vtjx//ICyKXRtdF2Y6szSF6alcpyVacloNTbJ0GFFK4SefBJTYnmcrRhdXse0dlYsR/JDhcuhcTl0drvO1bORJx9ecPl4x+YqY1lD/Ai1Vm+PpoXeYZmru/J968FWoEakPHNKXCavgJSBkjPbDMfjxPWbW96+VjbjyMVlYbfbsN0JxkKaO71D1xEUxI6YNnIaYNxBa2RLzNb8UIjfYKpKx2XubZkwrSctBsBJZh4ajzEbw1BOC5aHtDkZ6eaUvYcP/VDTK2728PiBUbZCqwdgYrNJbAZIGE8fZWpVlmWDqrIEHVqbUZtSp8Y+XLdKcmJblgHNI2NObJ920mGmLz61kjJA8dZGklBE2I4bJAVdvMRCdrxN6CJUCtMq5IubzJc/QUsuLzhUSNWw+Q3H68947/s/4HDc8Nu/8WN++zf+GG6U3AW68HCnXF0MtORVprejGUvKopc0PgB7hvbYL2T+PpsFdmJefXp12Gna6SRUqhMEq4bZdehZFOfaWKdbxaQCjU6jOxfAvVgUyNnbQDxI+UTQ13k4HmanaaGd+mGNEXFgJvhkZm2lVF2lW+fKzXTH18db3t4sZC7ZiHAne47LwoVlPr58zNOLB6gYnc7SGlWVqp1ZjX01tCU2RdBR0AVsyPRslFYc+BRzhjSQyFiGpo1N2jEgjAyM2SjDwtWV8ORZ4cmzBzx5vmX7sKADLK1ynCfmw0JdWlhAJjrdSXkt0Y9Cq0Zv33aMBGjWiFWmPqmws57ChzRKypmrqx1Dyez3M7c3B96+vWMYErvdyIOHF2y3wrhNmN5hZGobUN247aL1WAs6AD5mXO37vEed3YpfF3dr58yEPIOoxjAMFAolD5RSKLmQ7Ey/FoTWezTojoDv9yMvv75E00LqezIzc6lstyOGkinMtzPdjMunD3ny5DGtThz3e+bjdCabdZ/z99aZNTFpJmVjM4ykqy2+3jQhZSQlV9R6W+BkqpRLMCK9HTT1SYFzVEr03m7G02k+ejbny/hPaZArWdr/w9yb/Fq2Z/ldn/Vr9t7nnNvEjea1Efney7aqXFUuu5CpMhKyGIIFE5AtEGKA5CkSQiDPGMCAESAhgSx5AExKggn8AZYlhEuoSJeEsSsrnfmafF28iLgRtznN3vvXLAbrt8+NRPkyq0QhvZOKjObduHGavddvre/6NriU+Mkf/jP++I9v+OyjmfUQWK2VMhXcBPdPR0KazQAAIABJREFUhbMV5KoEZ4mDsxYSnllXiD9FCUf/jGUmqxieI87AcePptCLTfp/LwgB2RxzEbmZbh+dcrTNZOD5aXlOV2/h0t4Gxq1BeI/otG71lK7ccKkd6AneddKnVPD4UUsls84HL+cCL7Z5xrqy9kDWzTTuCKveGnvvnG7rBm9k0aps+UduwJQfVZAyrteBixXXQN6p9qd4IZmTmGihJEPW4ApGe6CtDnzk999x/c83Fmxec3o/IYGTEOc88399wuJpIUyZnE6TaIRNBhTIKaa7odsJnQWdnLOeveXxDCkklMRuaLgaJ14W6u/xc1UaIZmxzdjZwcnLKeDiw2++4vR25fHFL8JEYYXPSc3o+4MNM8SNTqqbPCB0qjiH2eI2tkNgFmkoyN7SUKbncFRERog/N7crUns4FvA93NPbltSwXny4Xms3VVT1X2xVjGll3Z0QP61Vmu50RnSnzgTLO+M6xmxOb9dDyhDtKNeVorWYFHbuIdBEYiGEFYryB3AxraLRtj4clu8TZutu3iA/DeJpfRduGiSt3X4sRrpaIA48iNSPOfFXzNPPsyxs+/3hmfymEmgmloHhC6FgNhdWJw0XQZOMJ1UR4h3pG6R/i/Po4MhrVZ/GiWTY69ny0gaPGo7FHbd3K0eVuuZJqbQeEIxWYi4HnzheCExZCgVM7cV8vJLWWo6jv7nNtGx69w1uWH2CFq2g9AtSHeeTltOX5Ycf1PuEwEH6XD9wettwDHg0nnJ2cNkmEUtWR1TEVZcqC1o5VdAQPuczEORFSJRcYk0OLp7YspakKGjyiiSjK2brn/EHHW0/ucfqoJ6xgrHvGdMv+ZWa/TxwO1Xg6ruLpcBot33maSYcJzRWfIVRHT2x2EA7R6Wvv4W9IIVGSpuPWw6kcuRu1XT3OGYCkjbQmPuGk0g/CsDqjlBNyLhz2if1uz7OnW7784oau85ycDbhYCUHZXJwiITDOW0iLAbTpNnKzLKQ0UdYxFMk2IdFHHM7IX639VqD53ByZj6ZPqJArRdQC0UNhKgL7R+SyIYYN+/EaybdELeQy44PQOajXM9ubal6lZEIMOLcm50LsBfyAjwNITxE1zKYKJTs7eR1II+aVcsd9AW2O4LZorzU1bYVS1QQc3keci2gRSKYxqTkjGGZTS2J3u+Pmxcy4g+3ecXsoiBf6qHgpeO9Io22EtjUgXkiiTBpIDGh8A9c9ZK6ATEak8y1DhgZNuLZl0oWhXOw0zo0G0FjOC7nwrrsw86l5qkypMOdCytlWpA3TMu5II5u1wrUUlFIrC3XedFXL51rvbAvbZmchsaGY8nye2Y47rqYtV7s9aYLoAkVnxmwj9lm34dHJA4buhLR0MwopO6YkzMm8a1dDR0Ap1RGiw09mIxC8J89GWnREozQ4WJ/3PHp74OKNFX5V2c8Hnm5fMb5M7HeTmSGpgguUEpiTkvaVtD1Qxh0kS2UMOHrf4QNcXJzz3e9+GxG4urnG/fhHX3sPfzMKiSpzSq31NDBMc7tQ2qmozkxiEMM2pFrGu5P+yA2JndINPef3Nhz2e26ubrm93vL5zZ65gB+E+HTLah04P9uwWgdW0Twyanb2oUmH185M25swyrjEGPErOnwVgpjTuASTyNpWZzkdzeQXtQtXqTZei2N2mTFFop7RuUhgQyoH0FtCvqXqbFm6ZMYZFIcvQozmfRGHjhAHxPfGWC1Gpy7FOqiuN+ZogcayNeIaE0f/UDt5M8tdshj7Lmrj8TA2F62KUPAuE0OlyMy4PzDtrc2dDsq8F3SGLjpKs26oUhmzUibP9ZhZdyYKy35D4hEa32KuwZ4HQhHTxHhv41PNhVyWQCbXgNMCNdsIkI0KLyXjnHmMqvPmui8eKR1Ub98jZ0rFeBrFiqsJFwtoOFIFYmxAbAXaZmnRVhhl3vATjszrNoa1bkRz5ZAnrsuBy2nH7VSoNeBltnGuTFxI4OGwoVv3zA7bNgI5j8xTRpMQXYReyC01wNMjISIuW1SnYoC6FLrec3IROXsjMlxADYnb+ZqrL3fc3OyZpkrsIiH0OA/zpGyvZm5v9syjQgr0SeikxzmhC5bgFztPDMLZ/VM++N57zGnP5ibSDV9fLr4RhQSFmu+MV2ymteTUBdg67vedIN44Gr598Itpy8KGFRGGYSA+9Kw3A7fbmVdXe253hf1BuLmpPH+xY7VKnJ0HHj7YcHoWyGWCPJMmxRFIowMdMA8KmmI42/bGBfv3inUm3jV2ZNsiuGaxrnrk+lOdgbWKI2VPDSd4f0LsM0FHStlT6546XuHdDmGycasq6jyblV1Utq6ercWmoJJxnmNsR215JRZwbcWtajbzIxcoxW7QrDMQqNlRq+fli5Gr59dsr/ecn/d0PaCF1WpmsxFizOYynmHOynZfOYzVLr5gCfa1VsZZcDHgY2WXlOh7qj9Fu3dw4T6+doScmUsia7IRphrtG8xJrJhjEUVoZsR2TRQtpj16bYNQ2wi5mFRruw5KyqQ5k7qMUxsHgrdYCXEO1PABaykEkWbJgGXOLNwV88mxC/Uou4fjxge1TmbUzDYldvuMZqELgdTEd65WVv3A2eaEruvIOeO9bwBtOTq02djZqPvOUYprofOOubGrQz8znMD9t9aEe5UxT3x2fcX17cRhb5uvoe9Zr1dMY+Hy8sBhm5hTRWfBlciGSBRHNzgstae5BLrm8CbCixcv+OE//iEffPAEZEfK3/TRRk3sdWdXZzoaMyIWm9NZyEJ26nlv4Ui52Ju8sA8F46TUUqgo3dBxHiLrzYrDVLndjVzvDhwOM9Ps2B+Ey2e3DOsbzh9GHtw7JfbKuo+kMTMdJuY5ozVStCOPgWFYW6GohYLJ8dHX3LxlcVID6yns4m59Ai0P0oKl7MzHywYnK5ycI3KK5hdEOYBkhEpVoWrHXI29W/NkH7gz8Be1UaDWbO15Y0qas1uylStqwFrtQCOH5Ll+lXj6+Q0vnu/YXRXyXllH4Wazt4Csmnj8rUAeC+f3PEE8ZVamDEjA+UI/KJ1Xuh5y8ezGiobKcBaZJbJ1DyC+QfYPaAMEThKORMaen5ZqJtTiGuDdPkttB4Wa4crCCXHi23i2jBpLPnQ1JnSL5yhVLY5CwVGpXgmBI7AKNjaX3Hw7vG1nDGu6w7wWglptnBGbfGzjR1WmkrnJB64OI+OIuem7ZPhJVdZ4TnzHKnamadK7xLxlVDK8xx2LlPeeIJEsmVxnXF8Y1pWTBz3hzHEoI8+f3XB1tecwVryLbPoNUSLbqx23r65xVYgSOGGFesEPwbJqMkRfW0g4BAlUKsErIVjSZdd13Fzf8OGHH7LeuLvFxC94fCMKiQ3BtNWpu8urEROfOeebuzu2SW9UdFELeirV2k7XNBXHb7tYI9ZE9EpYVTarjgf3B7aHmavtnnEszFmYZuV2X/jy00tOTxyP3z0j+Ey36girCjWRx4TqipwD2bu2YHKm/8FS9RawM8gSptQYlHXpECqqycRRYqxKnCO3oqIEPOeWwYK5yFdNMGfKzUyfIMSCE08XvV12pXmDipBKahsWb5aEas+hFCOBafXc3GQ++/SSn32cuLku7Ldq1D0HeTeRYyWP0K+MWLe7VVa9kCelukLOjmk2YV3XRfpoN5oPFgSoXoirnvX5KTcjVB7ShUfkGql5a1uaBu6KVX5qhTSreR9wJ+FfuoDFR7VKxaujNnFbqZY61yDR1vxVdBEg6bKiLTjnl4nzCOw7/LGbMUaytgOpjS9i7A0WAtrCXG1bnVIrOVfmnNlOI7fjTKlGx9damdIMtdKHjtNhRd9Fakk2OLWN0HKDLq9SnHGRjMNj74LvKsOJJ5w4tnXPJ19dc3WbGPdGcxf11DHy6nKGnBjcwIPVQOc9QZSa5xZfItbFB+v4nXMUtWRLk1RA33u6EOj7zhivuTLPsW07f/HjG1FIBOhDtJbTOzu9nVVGxBzVfTO6XYLElxwObRejW04OmudG+zulFLspG5Vdafms646TLjClwn4uHObMfpyYs/B8Sry6fUn0cHoSubi34f5Fh1sXpCacP9jNEFYgEW08yYVlSFtRurb9QC2Ks1j4DM6buEuzmS5rydbREJtXiAM9a2CeOX5rUaa0JadqehNXGl+lIFJAMjmN1JxQTZQ0oaUQEEQ7DkWYx8qz5y95+SLz6mVlmkA1tnX1ARBCqE1SLtw7c/iuMTtzpWRjVZZUoTor4GKboJxNs7ObITFwfv9buHUgjbeQPb1CrTMJMe5DKWio9INDasdhVxnnjHr7vKBtRMD+DcFuYM102gPC3PCNekS6G/9DjIqVs5CKkspMQZHWQXm9A3aD74hiJs61cnTON2W5fQKqiium13KN3q/YajlV08TcziPbOXGYEjCYuDIbpyWIYxU6ToaB6lvniBU0qyXSeDbL6LQwcBMlZGoY8cNE7SvPrrd8ebnj5raCRpwK8w5cFjbDipOLNesu4mpBdIkVraQUmMcCydbmxd7Wpg+zu9B5T+yErvP00fhRx05JGwj9NY9vRiFxjqHv2mjjwfmms1lMnu+k4NrazTTfEYNe10SwzMrSLpbW3tsb0RL2RNGUKWVCa6HzMJx4HpytGLNwuy9MU2WeMlezcHMz8vTpns3G8fCNU1bdTHU7KhGfO9b9KcgAWJ6KTS+NRyJieSRG3LaOSWyVXAxPs9NUOJrw1LZh0JYvYytSgDVlUmqxOAUTWgVUKynNTOM1h90tsCP6iaiVUCHPgWevKvsD9N0KNxXOY+Q6K9v9jARnNn0FYu84WQcoiRCVzYld5tHJMdMXhZOVIyXlNhUURxVIKNkHqqzpNg+Yyg78ytiYtUUp1EypiZyTFUAV0n7PuKsU8dTmJyIizVPUFKnaTn4pjcmuNhQqRgJDe9vsURDxBpZXmOZE8Eawc97sJkq10/eocHVWiLx6LE+6cW5YzJWXdb5thZwLlJLAOWrJjGXmtoy8mmbmIkSBrMpYElIqax84HwaGoaNI/XmGqALVtXHXxmCAIokS9pR+ovZ7bsvEF59NHG4y8yxI6WFUBhe4OLvg3tk9Yggm4BSxYPm8YIsWKTp0yjzOpCkTtW26nOCidW4inhgDXR9+rpB454jGc/7ae/gbUUicEwMSZSkkAe/E1l4tuaxiKmB10khHiZxfQ9WhXVwQjzb89YiGqVakmdw4lOgFGdakZIFBIgIBhsFxvlkxzco0z+z2I+OcGbfCtCs8e/aMzWnH/QeeNx6ccdJntuNzYrdm5U8Z5IRAZ56li2ZEbavUOu32c5uHK63iN1WxFnytZlTNIkorzHlEFVyLwXDSGVHPRRMaFiA8IKxhPnxGrlfAhHOJ2Cce3hNuAkzzgfXGs3UTgwi5KrlUEFPZioNu8Mz7GdVEjBC9Yz1YUavVtDl9VPYTjKNjHotxIIowMdCfPGBUx5wTqRacZlPvNouBVLNxXsgwZqabHdubhB/WuHWPC5ZSZ2NKRlSoyTCFUKS9l4vidhFVmgGUNr5JVvMCmeZE9La18d5W005boJWAVG/BYyqIFxN3Cq37kOOJvnQmwPFAAm0mcrax2Y4zXgO+NEuKXBiqcBYDZ12P90LSbEVqaZ60+YO07yzesJXaTbAe2ecDL17e8uJyJJceyT11SpyFnifvvMW901MAfPAsUa+qQhaFYPR9pLSExoxbdRYtMZXW+WOFBMFJJMaOruvoO08Mdx1JrHeEvl/0+EYUEu88Z6dnBk42LoD3pqL1flmzNedrWURSJqmenFJTPlpKqrTTpt3ArppKVJ2RlIx2bReIa1Z1tbhGvvJARjpl1QN+IMZ75gS/S1xe3nC9Faat5+lh5sUXLzg9i9y713F2alqFqe7o/EAIEYonSIdUT+w662Ndc+xyZiGj7fUii4ESpt4sNN+VJu9pcQnm16oEZ6fzpHtKtfemVAH3ANdHar4i12tEr+lkol9Vznzldle43WaGTaA/8YRBub3JJGOTM+dGs17DZuM4WZlNQQi1ObUJ615YDcLNCLH3jKkwJs+hRHRYoWHgZrelsmABhSkn6xI0kWshV3DB7CKmnNkdDsicibljfe+M4gaqFrxYJ1LmjGTbpi0noy3Jm/2EGH5Wq2UXq2JhUFnJySj6icax8VZIQu+pwdE5wZGoTtAa2kZH71zBKghhGXSMZY03ywktHDSxmybqbMCma7iOU9hI4DQM9F0k10TNEJynIRSmE2piS/GKhpkcbth3B569vObF9cj2WpHU44onVuWDN97l3fuP6FVQ7/F+2SoZ7aCUSujNmEuLBy1k7/DZaARD15HjSK4tq8e7JpvoCCHSxUAXQ8MmIzF6vJRWPH/x4xtRSJxzDN3qSCpaAq2WrBtdWKKlNjl6RTuHSEKzRT5ou+mU1qk6zH0+WIRnKWWxMm22/A4J1iaU6prwSpAQkCi4Ttqb2uN9RB443n/vTbb7mRcvrri82nK7HXlxWXl+uaOPN9x/cMMbb5xysh7pqyeWyMqviW5FrYKTQJAecRXvjKpuYO2Sz2J8C8WIStaoGE/BVrp2hzgS1IJWjxJaQJTdWNSKsqH6QNUTSnnIpHuCS4Rux0r2VA5MY2WfMv0QyDXiR2v/Sy5MJXN+JvSdZcD64M3vU6DrYb1RTtfCy52pSqcEY+4Iw33cMKBqfiqltm2KU3LJJqjTxJxmFJqo3T6/pIrOM0UKNTiiKiHaKraWbCZV2ewCpWltci7MpdyBymLYRc4Z9X2LHrFQ84pR53Vx/opCJOLUE0IxHooWM8/G40OzwqoNmIUjUa0tWsi1MpbMzTxysx9bMRCmWphKsc+bYPKF4JoC3VICDFNr+cLqiL0yc8sU9uz8js8uX/HseWYcPZIEd8i8c/+ED954l9P1xkYwBBfCsSM3XL3RJDCflyUZwalQxYoL3uN9xafaCIgW4hxitB+h5fQQcK4jdsayFf9NLyRiMQ20IhJ8IETXVr+gtSk/U7Iiogmi7UMEZc6VVIw05sS6GRqzc/FVldapeEMSES8/R5GuaigGDmIXLPjIGd07+IgZH1U6J5yvHvGtxw94db3l5astly9vmVLh2fOJq9uR09PA+WbFxXpDGSqrTlkHbwXpSFwTbLQRvDQjI1NfNTxEqc5A29QUyaBGVQeqc4QGLlfM3Fe1rfE0kDVatKU2/5NSWPs13u3xm1uCPxAOlZqV03sdhzHjD8I0z1SZcTFQ/USqQs6VIQreV/o1rE49LmbohKsxcbkVJJ6xWj1EOiFX1ywZ2tjpINWEc55ULMfW7A0t6Ksk085MueDJTMCqCpuLFUVHpFaj/EtgUWsvncFihUlLkCuImf6USi7KnKp55GppOrwWTekcsWhzy7PMYW0bnIoB+VIMa8P7pgdqRptSSTWxTyPX08T1NBvhUWK7jqzodwKrznw9CqV5xTTsqxmTO2/jTNIbDu6GV+XA5y9uePYyI3kg7SpnTvjNb7/Hu28+JNZITgVp3jTLza3tMDIDp0aVcM2TVW0TVkSa7Wglup4SDBdxzuO8WTGGEPG+I3qHk4h3ER+kRaF8wwuJiDRgpzk1tdbKRjJzvso54/BIMV8oHyyyUlSQqM3QVwlttVdKMt+RNuNpq+A+mLJRmhtY8L59L0cWW43FEIldxPt41NUoNLDQQKxIYnUP3jwfmB8/4Pp2x4vLHbf7PfvrxNWLA5/Ijs1Jz8N7J7x5f+L89JzTzYbOrY+AoGCxBjaKqxHcaKNczpSamcts4duCOWQB2TmC8ziTvDYeplBdRTTjajZBXmOsKoGxrEyA54TcdSgFnRM4T9/3iE90GikHZZ9hlSNzLsRVpfeO0HkTROJ5dRP4/Fnmo89ntvuOexdCl6HrQJ0ZPOfaqOTVSHMlzUdOy+LqXnIT2OXKOCekQqcCuiOsBeKEV2FwA53YSQmGQQT1xsbFNczJDpylsJZqVo4OG9eis/xas6ux8cW8NM2KorTtT8FTsnWQ3jsjIja8zbKCClMe2U4Hrg97bsbJrApdYKZSdKaXzL2u58G6Z7XuUCmG32AHh4/RWLUys69XzLLnukx89PSamxshTQGZRt65OOcvv/8eb2zOyNVTW3RoaGvyZfyyQ3MZzxfuDXhdtoaGIUn0xhJ22oyfrYB4781Xx0W87y2KtBUScYoLywboFz++EYUEOIqlnLOMk9h5Q5TV0tW82I3ji82qKrWJtmZUS9v/2xtnLu5LWDg41xGCycSdOCIdiOB8tc4jBCN1uQDqmjDPrPyO2oxq7L9CobhC0kCVnqKFEAvDasPDB7Dd7nn16ppX1ze82h24ui48f/mSL7/acb75ivOLNe8+epdH9+/TxQ5yoDpvGh8ilQx1JhdzyzLQNjPnDE7xWhGthOBI3uEpSPW22nSeos2DwoGqeeOrhLZytFTXGU92ER86nKwQPE4CUPBeGHvPoW65LR2rkIguUQQOqTDfOn72IvHpV8I//fHMq0vHaecZu5Fuc0Poz4zUpb6l9BU8sRV2c+KyJL1M9YFcA7MIuZptQC0Fkjc39NGwIFfXBHp8s23wiM33JYM339FOwQW1uFEcVYQ5Z8oUuA0ZizwyiYC3hbH5o2bIbdMRq1CdWQpmwLsK6i1pr0WFVK2knJnGmX0auU0T2zHj6FCcuZ/5wr1V5H4cODtdEzrBuYhrYW0+VJx4tCam+op52PHiMPL5s1u2O888GRbygyeP+c3332PA46o7MpdLy25y4vAacN4OykUmgWoDq038SIVQpY3NDSN0wdjgYn46wftj4bDQL494uwcVWjf9F7C1EREP/J/A56r6N0XkA+APgAfAD4F/V1VnEemB/wH4XeAS+Fuq+vGv/P6vRSmajZ63gCu8xRM2eoV4QV1PpeC1HGnxbnakOVmmiDgLkW5EplJacFT7n2sZuyHStAiBGDurvuJw7ab0PljAFkuFv1N/lga9VWl8gjKRUmboBy7OzpmnmZe3tzy9fMHTlzfc7id2Y+LT6wM/+fglF+cnPH73bR6/85hTNxCcLRxTMgJUbklrpdi2YpxnKoUggBZ8lqaPiHjX2UjnDI/QxdtD7YZSn8DNqBTEVYI4LLnOLhaPBXJ3cWDoA7fBcfVq5tVNQdcDwQXmMkGtpKS8vKp8/LMDz68EqpBdYh4r42HPZnNCDA1ARo4UcOd846Mkw4eKNiFetXTBtsZQhLFmfAzs5pGTLtpIs6zunWv6K+M9OG9ixEW65xqruFRhmgpjLczFCGadq8QgRBRXQOdqLmPa+pkghNBuCTuV7I1swKg4u1nnPDOVmX2audntyQU675ub28y6C9xbb7g/nLDZrFsns7wnitdAlZEtz5m7HU9vRr58ceBwEPI+s/GO3/7OB/zgrbcJKgQ1u1DDAOMR96CNaizxEX4ZaWwMN72SefuKOGKAUktjhzvjkrSOXcRbpGkbdUKDGhQ9OgD+kjry5+pI/gPgT4Cz9vv/AvgvVfUPROS/A/594L9tP79S1e+KyN9uX/e3ftU3X17Q6z9CCLbNb6HIpWhLfAvkJjArIsRSjWItmeob27PxR8RVoJh9ny4vtwG6zhNDb/4iIRBcd/eGukaEO66AOFKma63thDLqe9XKWEZSsujJmip1yJydn/H43Td5ud/z4Uef8/nTl+xnZarwcnvFn376knsXH/H9J4/49fffZzMMqK/Mh0yqidzCkcz82AhtqVHFLXfWClwM3pS5FYK3bQGIbbhcY9NKNh2FE7x2Zm1Qg6l8JRJcj9CBOIbhnGE1sr2+4fmUud2aoXJFmCc4XDvmrcMnNY9R5wg9pGkmTTPeRxr6eTwpLZWwFeIM1SmoUCXgh46wcrY2LY5cC7Nkasr0O084CcRG23bijoPMEoZ95BkBYFu4lITZCxPKWCxMLbtEr8Z5sYhSR5ZKkUp2FS93NgJ2WJTj9ekay3TKmXGeGXNimyb2UyHQ24paE+tOebRe88b6lIthY2zZ9vw4kiIre56z67Z8eb3jq2eJw96TdpmHfc/v/8av8eT+I3yyQLQgLThd2lZS7EBcDJ/Aojy0CpY+eKdNq+aMbto0D1IWL4YFN/RH0PeIlzS9j7n++fbe/gVk/4rIY+BfA/5z4D8U63H+FeDfbl/y3wP/KVZI/o32a4D/GfhvRET0l0WZH/+duxHn9TbKid0Ux9HHh0bkUQJCbi5lGmLbgJjMXJcD5Yhk+yOnQwSct8obQjSTIrGK7IPlEIujjTb2AS7uXcci5x04Aw2DBlIu5mpWGi27WjE7uzjn/Xff4vJyy5/+9Gf89IvnXF2b3exXlyMvLj/jRz/+ivcfP+SD997mpAtUTF+RSnMMz4W5JIzpWgnVNltSK9DZSrLpR3xLgVOnuNCEaNKBLGiuqadFBAkOT4dIYxYLhBhYrTekGXa3t+wPE0FtTMxzQQ+G1XQBchVyEdKULOw6JXLOLGm5C5FwKSzOOXBtuBDDuXwX6YfINE7Ms5H25nEkdI55n/EnxmmwWFc9bvPIr9X4RSTZgqtqdczAviYOZPvMXKGos22MOIIEKyKiFF/Jku+uRb/cGg3YrUpBSSUzFQNab6eJrNBLhFzwUjjvIw/XAxerNZu+b2jnck1DqZnr+Tk7rvny8sCXLyrTXpi2hTMf+J333+PJ2SO60q5nZ4CybRoF0Wq4h9j1v3Ty0pi6pQWeWYi5NwylFRW0sCRRmv9qOG6kjo/XiHev3f/H9+HrHn/WjuS/Av5j4LT9/gFwparLO/8Z8G779bvApwCqmkXkun39i9e/oYj8HeDvADw8XyHeiDFVzDquSmqhPI0aX1sGcEPtvVi2TMgZnyu5CkIwhiaK+Ipz5rkqDkJcGLCm8iySia7D+QDS4ZwRdcx/Ve7WzrKMXRje1oqcsR8F0WUkWxF9oUptFOo7+mLFTIw3757x1puP+Cv7PT/9+As+/OwZXz674vaw59Vh4vJHP+P//vApbz485fFbp9w7iXgEipLKxExF62yq59lhV9oDAAAgAElEQVR8YzUKLpjhkDpv2yhn/ILQRbzPbeNkqt9li2JsVTWnsFpNYdoo00pl6CNlvaYU4Spl9ocRybX5xQQ8heiFPmDu8DngkiOljNfK4hurYlsE05M0AlQwg6OCoprx4hjWJ4yHkXmaSNmRk5J7b4FRVHwX8aqICw3jKjiZkMXyEI42mForSTNZLN4zF6U0dm5tjNnOe7LYdmfGXr/3SmirU4c7co28N96PpgylMKWRmzSxnTyO3sBcyawH5WI1cDGcshnWRPF4Mf+XikN95qDP2cVLvro+8Ox5Iu09aS+cxoG/+v57fP+td+j9glkZFaA6E/dFFF1c4zAAtDZpSNZso6GvSPH46pFa8eKRaO9Q0ZaMUO0V+pYB7Gi6L2xl7Zu3rRyLvmEsv6SO/OpCIiJ/E3imqj8Ukb/xq77+z/pQ1b8H/D2A77x7oaUWvNqNmjPM89wu9oGAP7qlLfytxTdimQVrXRhp5uqeSpPZi03QEhozs/lrGlfFug27WFoBcUsMpx5POUvtU15vqkoBDOdnIRc4TKYvDqRJv5c6bnZ6RhU/X615+8F9/upvTjx98Ywf/+Rjfvqzp1xtE/sEP3265aefveTiLPKtR/d4696pdUt5ZM6OlJXglFkTUZU4eIJUvBfbOLkOFyNh6Ai+UOqBlLI9R99Yo5jQrjSzKBETudUmJQg+sFrZjTilkXQojFNCihCdAy2toJoOBRVyFQ77mer3hN50Qy0c9dgWLzJ8J6EVagHn8X2gP+nJJZN3hWmu5NkK13Z/4O0Hb+GPfjGBkicQ21Q5Z0zRxXhoYbWXWlAxZ7gqalohX8lOmaeMV+iCkH0mZ6GGePyMq9Zma9BsBFyhyshYd9zmkcvDzJyEzgW0jviQOesi94cTzvo1q9iznOuhOrILvCrXvNIXfHK14+pZJe0D+7nwYL3irz/5Hj94/Bh11Rzjl0JmT2a5F22rVE3hrHYmmH+rLs58egS0wUZZOWp47FosR1zFDhFtoViIbb38scNpyJOabOOXPf4sHcm/BPzrIvKvAgOGkfzXwD0RCa0reQx83r7+c+AJ8JmIBOAcA12//qFKzjPOhba6FRADhdR58kJVBDM4UpOGp1zJ2Ux5TFfjmn6yFYdF2dlaO6NHW+vmaJ4UbWQyyzzXvDe1kdoET5sZ9Q5whWWnbvRp4bVOpdrF49ViAMDGI+fcXUZsNG7IyjtO3nmTt++f8533HvMnP/2En376lOuDkn3P5S7xcvucRyc3PHlwxsVpD1qoahsdy3fxEAUN2JjioxWz5mjvvaAacA7DUkI4zr2Lj4e13MqclDrXdhpa4PRqcJyenpKnShor03QAb+Q0EUxqgEklx7mQtiO5KuvzE8tEAVq/wMIMLSnjgilJfSv+Ei0OoaSJnJR0qKSpErrIzXbHOCfub87x2uGrp2gx06hG7e+04F8jL9rx4Rr4uACT7QBSRy6m15rNJYkQhVpfxxcWT5nmdqeVuY6mqZkzuwmoERxkEpuucq/ruAgDm9DTh2g0eRGqFvb6ksv0jM9vDly+rBzGQN4X3lyv+Gvf/S6//sbbeFFKW2/fjfeLvQB3z6XWpgGiYUSQarFIjOZRE3xAgrdtXU4tUG4JemthcbWiNeMcjcHZYkprpqvW2S6xL0L4/4aRqOrfBf5ue3F/A/iPVPXfEZH/Cfg3sc3Nvwf8L+2v/K/t93/Y/vs/+FX4iKLkMlPG2Va+zpE1Wt4KYg7wLBW5ULU2/oFFOdipytHpy3lArD30DqQ2XMOFJhs3YMph6euWaqf4xshElRA8LkhrSosh2NVUx8fWh2M2oJ2KvrWD0rxUqn0wjiY8pAG3XvDSdvYuUqvw5oNz1qtv8+6bJ/z4oy/46MtbZhxTdnx1k9nfvuDth2veON+wWgWqFFwXGVaR1WZFkJ4+DnSxJ7qACxEXnNGbvVHcF6PqOwCNxvS0VWna7tHZNhyKgrN0vdVmQ8mFNJnwTnMLtsHReYsazSpMqVpsJ8qwXpmO0TlTtrZRT7Vt5Zwzx/J2ajrviF2k9IGuq3RTC0kfPNv9jsuX11ycXtj7lg0UxAmpFONlOI9IY606Z+tSkca1KeYO18hajqXgtKAxtJ3GrXt8rRjR/j8XNc1VLuxzpRZP5yNFE8UX1r3n3mrgYn3Cehhw3jRQNSjX+ZZn+095Pt7w1fPCfBPYTokHfc/vfft9vv/WO0iALDbGepUj2dIOxWXjlam5mMeJPWVq2yRpA1GNfaukPIP4o0eNyB3KYSr5ilNpCZYFJBko78yGEszQwmjx8kvjOv9MheSXPP4T4A9E5D8D/hj4++3P/z7wP4rIT4CXwN/+Vd9ItTLNB8vmEPA+EEthDkp0lejaqe/sQliySmy1qG3MwPgkFaq0UG8sqwW1ttYF8NEu4towFSNOjQiOjg6LpzR8xrUfNM8LVWdGDnKnilzsDe7EV+ZKllWNk4K1ydaxtsjHxp50bbwIPtCHnuQzj87v0/9a5Pzimj/56ClfvZxQFxg18NHTHYfbyjtvnPDwjTVx1TGshFW/JrCiCz0+elwMROfwHrrOgNaSIYhFiPrGD/DON79ZZcwzh2liaqHRtU32hQBBWK16Ts83lAo6jZQ64wRiaKPDJOTJxI91LpQ5G2jnrVNcbkqR0LgNVtyrKFkLTiudC9CtyYN1C4d9Zkq2pfryxSveefMtVqcDvpp59Uwl12LrVCMKtMRFT1ChE08UpYsGdrmqFn9qL9nkBKEVf+8Ab8VF79zuDCw2wtxhykzJRjxHZ654mlj1wnkXOO9WrGJP1wVEPdF7XtYXvDh8xOW45/PnicPBMU3Km92K3/3OB7z/5DHiffOnbdSFxj5VLfacGmhPG+dROxzFIiIJTVhYtPV81kBRxYpOW9KwmG0timDB452N+eIwllSdj6Au6qHcEdHqLykmf65Coqr/EPiH7dcfAn/tF3zNCPxbf57vW2slJVOKllpw3tnJGgudz2RJx05l+WBLsW5kzoW8xFiwSMDvVKEUZ/6vzpt5kjfCmSyrSJSSClVhZrZ0MW1y/yTgCuoXlbEl6XkXCWFAiSARxOMX1BzT/bhFkFEqUQ0oXtRkJkDMlCYy02rgcfSGb5yEDe+/0XE6dPzo06/4+Itr0hypvufzsXD56SXfSZXvPHmD9Xqglx7vuzuGom9O9x5CMPl8FqWT/uc6EoeJ1yTYDTP0HRNbipoUrtqukiAVFz3DJrKuPa4MKIZhCZUyF6Y8M82JzkcbGeZMKRWp4ZgfRIOgl8T7IM5k9UuRwdOHgdRl9n0iTJ5xLsTB8+z6JU+fPedic0rRbBaGeSaljGLdhGscIBrnyIvS+SXdz1FzE/epAo4YAj4YZym6gITQwEV3vOGWsSaVwqxwyJYIEL3FiYokTnvPRew5GwbWfY8TT3WF23rDF7df8NW457PLPTc3ULZwser4vfe/ww+evItGsXhUsXfAyd1Yk7Oxk22N3oZ2aZnYbdrRlr9jjNsWLt7Gs6Km2Xr9PjuuhTF5wNJcS8ORtLaFQXYUgmFnOIL0/EVsbf5/fagqh8OBuWQz//HQlURXMrPriTK/xulof6eaECw1wx3TUBjgKFiOiVZpYjkjXQlm6pKTjUOIrfRyi+kU8W1FqkffjFQnCtk2P8Go5P0wMIQ1uBUhrBBnRjsWpiTmJ6KYz4TYrVOV1oE0AZWal0at1mIaA1uaniQSpfLo7IyT31hz7+wZ/+wnz7naTeAi2+r4ybNrDnPiL/3gHU4uLnA+AstGybXVtlghaRqkTjuCuyskAUHFSFyEjiFGbh0kLWSdDaTGCslUC/iCXwm92+D8BkFJ08hcbg3AW7Zr1SjypShRzJBZ5c7prGs3ixezyPSND2M+SZ4YI75zdF3ksM/oSpiC8vFXX/HBk8f0KqSaSCWRqoKE1t+pKV7bjRUD9NFT1ARME3egr3dWSCSK2Rb4gPMRF4yEuFhm0g6cnAsJKySqEQnBQt418zCuuBd6zmJHHzyzFkbZ8sn2Ez7dX/HZ84nLK2CGR0PHv/j+B/za+9+yBEipLDouWOwcl2Xo3XoXHK5WlEaQXMiRuhxyHIvkMR1S9ed+v/yZJRRa135cz7fOpdSC05lZBVcdgkfEE8m87j74/358IwpJ1crNYc+cslXHgOkvukKUZEj9ca5vUYniqAop5aM3p4ja6ILdrOar2vQGUsA1vUyr3LAkv1tbWHS0i1ELKc/M88Q4zqQ842KlXwfWm4G1DhSdyXWm1kQXBzrfG9rd5lTbVVhFb5ZGOI1QLDJCaQbHy2ez8ITaBqkTAwpjLfzGewNnZ2f8Xz/6hMvrkZQ9hyJ89OKW2/oJqet47+03WAdwITakfokTtQvPe08UT3At8lNBxMbCWmzdOYSBvusokz3/xWhZxEDcGCphKtSSqE1bUkuL50DoQzgGm9U6k+cDcdXjvUOdNiaJzf9O7DSVZKI50buWPMSB0B2IYcaVSp49w9pz+WrLs5dXvHl2zpz37KeJWhRpK/6Fb+PEcngG7wkBYrEYT0+xDRWBKA6htlHPmWVFw26CX/7M9DhSjbR2WwrXU6GWiLqCSmLj4X6wsWY9dAiJfd3zk6uP+Xx8yc+eHXjxDEp2nHvhdz54zG998D5uiMb9KUppN3XbkBurWtq2awGQsfFMl6LQxhxRb/jIHQzV7im92zQ2cGQp5ktfoQs/xFn4XC4t6gPIqaLJlhZOPLj6zS8kWpXdbmRObUb0jnmqxC4TfULkYPM8y37fWrOCJZyZpZ1tZbpqeahePFECHk8pleg8QdpWR5aslMxcM1Mz4FEplFrNkCclxsPMfj9TayYOtnYtCfKs6FqovVKHSukzc9gT3BLZabRm9R3iOhQjUhnQ48klsTiNVa2U2kqNmBrU1WUDBfhI5+DJo/us4ooff/QZn33xkm0pVB/48tXM//ZHf8rVrx/49e89oXedOcw5S7g3LVdz+2o+HFZI9LgercXa5ugiXdcxOUdFKLqcdA4fnHUCrrDfHziMI6LB8KbZCkH0YGswDH+o2XJ21Ir+wgamMSGcLArsQC5QFzJV8HS+I8aMc8p+n+k2PXsyP/7ZZ5x8vyPpbNaMRaHRvg3XsFS/DsfgTS3sncOjRFeo2uyi2scRREyeEJqhuL2CBgj7ho8I+5q4nhJTEdNz5ZEgI2erwGmM3FuvGUS5qXv+yecf8fHNcy6nxJdPK/MsnEXHX3r8hN/61rcJfWxiSsM+qhjXR5xvHZMR5tA7YF9bYXASjt2LudArtC6+IXRHs+zFdsLwERtzlLvRSW0ePHZpy3aoNkJnLqUd4MUKCd/wQlKKcrieqI0slXWm1GqciGi4hSybD7V1l0qlaMNVio0lwQfiwWIAuq5Dw4Cr5lvq7sgn5gzlzaw5pWRjVZ4pUpnmxDgmpimxHzNTyZyuIlE9rvaEOhBSD6NVcOaRGgu+d01urXhxeIQpBGLX0XUDMfQEiYh4NBgRrJRmHozFidoWyJTMNu+Lme3QQU68dX7Bo9865bM3n/NPf/oZX73agXi2B+UP//FP+eL5K37/r3yfD955gyCe6HvKYkgj0ghGC7elXaS6ME+bL8zQs/eBLPY+m6bFMIMYPav1wDRNlCmT58S6H/DY6Z2zmMRdIc+tMJSMhO54QjqM3alaCaFr5L9AELNqVECKsoqBna/0Q2C3zRxSRc4Dnzx7xrfeeoT3mf18aDEOcaHytMKpdM4RxUhXXivRgfoCRXBamWtlqO5o2SBtxHOti3PeAOKKsiNxk2dudyO1epCM5j3nQ+V+1/NgdcKqc+zzxP/xySf80adP2Rfhelepc8dJV/mdJ+/ye9/7HhsXyXM6gvUSAvaMrXhr+zykFQAHIKYYNj6TM55J4+PglSKO4hxSHJqSlelUKd7eFC226Tym0zY68AK0LteBiHGwSil4rXbNtK8tzVT86x7fiEJSqzIfCjjPzGysxGzhTNE5Ypv9nPeWgxrstE65kLCxplZb6w1dYD30nKwdrs/mWOW8aVVaJ6MVnHhSzaScKcno3WOB/SGx3U2kuTKVQglwKkIfO9bDipNhw6ZbEX1n02pVXBKCBiRUqmRKS4kbXcLHidDvibGjDx2+uU7Z6tFZHGe1wPCUkqlfizZtRDBQrDbeh4cokW8/fpOTk44//ehzPvziOYcxoBL45z+75PrwT/jrv/tt/vJ33jfMpZowzznbjtgIZSdV8w5vJ5HgqHSdjSLHPJcWJygOtBgG1fWRPnQwm+FQjIHS27hYSkLUUbMFXZU8EzrryBZIFQxsrrW1zeroQmeL9mrRoM4FXFBjPKtnvEmsHwxsq/L58xc8fLA2pbPYzagq0MygnPf03tuGxokFmvlFS9JO3VbMgWOWC3AHorQVcQX2WriaDhymQpVA0USUxGnvuOg7Tn3AkfnhV1/xjz58yrObhTHsOO0zv/32Q37/2094tHHMUZEi+ErThzn8UgBFkKY2R2n2EnLEQ1TVtmxoI9m1TUyzpVRgUTkZXWG2LVvrJBq9jcX4yFHN/AvbTqq/KzJRBFfvQtWl/btf9/hGFBIUNBWyVmZZ9vXmWtb5TGzREzEWxDeAFCWrknG2Xiwmr6+9AsUk4FWZxNN7R+/DkYgj3gCtwzwxjgfTeEyJKcN2GrkZC/NkvpfrHvphxbofWHc969Az+J7oO+OaeGnK287WZ5qpLYi8pkqdIU2JOSambiLEiLjA0kSrWhZMnjNlNGVuaGthSml0dm2kIW0iMMc7Dx9yvjnhrYsNP/rwS56+mnB+4PnTkX/wj37Mbrfnd3/t29w/O7O/H71tB5wYx8YF1OSiBvYqiBZi9HTDQBpHS7BbugSxk1pV6PuO1XqgpgPkSpDIEC0IXWtlHhVXhDob78GL4VVmPuVAepBimzS86UdECO1mMMm90EWPj4mhr9xOIJrpQ+Xlyx0PTtcgkSIZL0LnhBnw3qjuUYQQOmIU23RQqS4ciVwIBF/xoeJ910bSipOmJK6g4kmlsi8TV3PCE0lV8TVxGoV7sWPTWWzqx1ev+KMPv+LFzvAQRBgc/OajE/7l7z/hyYNT88QtyVjKQdrNX39OXybOjKqM62EjlqEli8/IstpVC04rtXms6LKHsK5KIBZzyjaMS1ggXIc0q4BwVLqL95gmzWQqzplVRy6tW3YWl/J1j29EIVGtpApjUfY5s58T+9kKRGyVsAsBn21dVarFAFRbEphVIhb5OIljv0vMOXPWFaKPpM4zd9Ek886AxloL4zgz7hPToTLuKyUVpiqkbOvE1cpzftqxWfcMfc/QdQxdz9D1xNARYyTG0Pb+3pgXtVAp5BwbWa5QJk9KlTwVJIw4H4+7eTsABTKGmVQrmosBUyna4kCNmUpjIQYfOO97fq3v2aw2/Mk//5SnlwdScFzdJv73H37I9c2ef+G3v8c7Dy5sXPIDSZUY3HG9K+39KKkwZyWpIH7A+Q7/Wm7Msi4T7xpXxRE6O52rWiYM1OaZYSvLmpt4shYjyIk7rmprLYi4Yzi7gbUR6zUF13Ws+zXBz4jLZrEwFkovXB8mppQbCa352IiV5oiw8p6VD8Qu4EJpRbkawcredRaqgD1nsw8Iwf77sslItbBNE9f7A4cxg3SWKljgNMIj9fTV8cV+5I8+/IIvXs7Ms8N5IUrh+w9P+P3vPuFbDy9Mb+Qc0cpU88oxPOlIWGyF5P9p71xiZTuzu/5b32vvqjrnPn3d9rXdbUfdHRSakIQEOoIBioQUIsQoAyIkMojEhEGQkFAiJCSGTAggIQQSiAkChEAiyiQKSSZM8oA8SGg67c6jk7bdtq/v65xTe+/vsRisb9e9dro7iS35nItqWaVbVedc369q7732t9b6P1yfAK6lxdOXr/VtxGRHq1rD2jlyrd3WpFjJo9o7Yx29jaJODzsd19m+0Vu5Latqm4BiADiDAVXz5pH2TdLIFUkkDeG8KlMW9tVxtsA+21Ysq+0glqwE76HXeoopxdfcWCrgBB8dtTVCUQNEDRNjqqQajNwXuxev0pGahf1FZpoaeTGUas5C9JGTBLtrwvUbG3a7yDiYunYaEpthQwiJlCIpGay/OQ6sY5pQg5UqpZQu31coWtBSu+bIOpqzFpl51IQuy+EotWIgWjnU78bYxXZw/UKIQ+JTd+8wxsBv/fabfOmt+5xl5XwSfvk33+DxfuF7Pvcan33lLoxqkxa10i54sy/QAosuLE1NuyMmfEyoZiiYsRYdZ+kcPgTiENj7pYP/DESIiwRfKL02t0a4lY9jiH3aZs3WVitoRCSALgAETCe3VMWpYxO2DHGP9wWPo07gt4HlvLHfL7TwZEy6fpfSlCTCmIS0ddClATwC2XAarvNP6Pyk9fG0G4GqMmvh/nzOg/1Mq30KyMLoCrdjZFTP/X3ml96+x5ffnbhYXCe9FV69kfj8q3f4zCdukbwB75IPtotWv3Z0u3jXkwboqg7LAU/yflUyPXBebN7bxHR+V96X63vdtQerpjIAKgTnLJH0HaJN4oKNeHvvzEpftXMPQXxE1aOS/9Bano4rkUhUlX1pXGThPDfO58rSrKKLqgStEDHtjNa3gkArhtFI1epgaY3sIRfhvFZoMzsaQ8ukxYSMxDmrKyvkrCYY5MBtHPNcES/snGM3wulp4mSX2I5rIhlIqeNIhpGUbEciDppvaFF7VEyO0RVabLQ2Uaoj12A6pt1Ws9QCpWLYt0YLVpNGZ7jX2qcp3nlTB0Nw1RCh5tvSEFeJAW7eOeVbaAQHX3nnPm+fZaYS+dKX32V/fsF+3vPZV+5yuj0htUIMCR+C9UnUtrNVCoWMi4ILDl+tj6Mq1H4CCzZViSkwbCJaSgdmGRzdB48P0HK1u2Yp1GIUA9e1W6xx1w5Iy9VF0cqLTiBzDs3CNGVW+9b5vJFkgRyZ9zNta8I9rfUJHs2OJUIYA360novr6GNnJ9shUYRg0yjXOVD2GUzzpBW4yDP392eczQU0dKbtwi4I2+y4p4Xfuf+Y1+9dsF8MFStSuT3Cn/vkHf703duMw9AnR0LtZmKoPzgiGL1C3pdIxCjnTyWWJ9HWBrm0QzKyqZU16H2f/LS24DrfS5EDax6xROKdJ4VVJOmJ5/DayQrBWL9VW+/Kvl/a44NxJRIJqrSqTAUulsbcLHNLWxXCrdMeqXgHyZkBsnOrMbSQHLTaaHhM/UgoRdhPhTkooyhpsS9M1dOqsDSDZntvVpdBjJeySUIa7Ys+CQO7NDKOA5shEVLAD5FhiIzDk0RSsBFc88YDsm3qqkuSkMV6EEWVqhFtlXAYy5nsQG6G98hdI3QFHEl0xObxVXFqKmfquvyjVCQYEn13Gnn5pdsk5wjuAV87n1iq56tvTDw6/yLvfu4B3/7pV7mxOSWlDZoMcxPF93LPPGdEIAdo2ew5vFFMoW/L7dzyxOipyZkUpjdZ6mEIJnHYoGWhTaY325aFmBJLW1AtrGI55lvTd1qumCGWmI7GmHbsH2cW55k144pnPjPMxJJdB7sVavWog1mNyOijZxhGYoo4baY36jPiar9D28jZezv2Tky7V2l9qgSFxsN5z4NpZs7gxVOojKUxOmEuwrvne37v8cTjC6U0w2U8NzS+6/kTPvf8LU42Y98MmMlXEBt8OzEIQm3dklbWUqOPnqjIiv+VrktrNReuS8o4MR5YrXQJxe4ZLKEno4wTPRDvDKTTdxR9tO16AjHSwBOw59qzqdWSlveCi/EPJbWn40okkobweCmcZ2WukJs3rkrnp+jqvR08G28HfcATKxSvpGiO6lkqwa1MXzGYegaTA8SUubR18Rv7WjYhEoLggxq+AkjJk5JnjI4heDZxYDtsGMctQxhIwS6iGD0hWm+gre5XYlKHPlpJViuQA+IUnGlEiORDPSyy0sUNrdm0msEXkLMpx8cQTCaAJzIHmk2b1Xnjhni1KVfaCXdfvMEYHbt37/PGe3suWuDe/YX/8ctv8PB84c989i63drdJztjAay0ehIOxtXnFBJDC04I4BrG2MWGKkZoSeSkGBIuekDxDDdRltiYuHQRYykEC8Il6l+1YDD9jOxEjh7V+xwzU6liyIGqNzpo9NGEpC1v3RI1eDRpsUgrJdp/WP/T9jt/nRbqytcHFgXHrCUNCOs7IcNGNs7zn0XTBnBsinkrGt4UT72i58kZeePN84t6+0NSDcwxD5jO3R77zpRd4fjdCnVDXcC12Zb8+1g/W8Pauj8N44mYgAquQ9dpwXVGrImIeOL1UMfuRejiXbBhnx8c5Y3TTe050sat1GicO22W4vuuR3nBfd0ad8xO66DfSNZq+QVyNRKIwF7p9gZlWGYLP+gLaMCarD4xOGMSTmmX4rRdi9LS2mE5G6FtlZ7iRdR7feWLr1WAXjjqS8yRvW+EgHnUFnNWTY3AM3jP6xOhHNmEghUh04MwmDQ7qrRaq0LTaxEOUSjFUp+u1J83Ih6pdYAa7U3TN0tYqS6kHKHMTI/wlcTg/oNUdtqwoaK0UafhWkZLJZY93jlu3THQ4pYf8/r1z6gzLJPzaF97ivQdnfO7Tr/HizRuk0BGWYojT9aMEH4z05gNaeybHRKF8MCOpGCMlZFoxbpOK4iIk9ZTZ0xbzkqlLpqZiPB9n2BjpwI/arMb3Xa9V+t1WmxJ9wMdEubDEmzVTNSBNmZbMoJ5a+9TJNuI454nR9RsDfWvvCM7GpNCQ3qCMaWAzOAafGHxkELscilbOywWP5j2lmb9L1hmXC1mVt+fCw9y4vzjmGkz53hU+ey3xPS8/z8s3b4AzZHBsauxx9IDJ6SMy+z6dvE/rozPEethI3koxwblG69MTbab0dhACY0W91F6CVbR7TdtOx5C8PPX/VtFObu0s9o6mPkhieMNGhWTboCtf2qww3rSeaAixOcviDapTfHScpMBOYHA23hKF5O0hIZjHh2sHr49aDP8tKhRvJ6cJJHdcSuR9HPcAABhnSURBVDMa/JA8aexGQyEgzpTKzSRopaM7ovek4EneG/O42AGy24ZR0murlGraD021T26KTXOcIt5q9kMzrCm5FJv0SEE7Ca4smdbUtvQzZBZunNxgKztTvTIIY8eIVIpEEg63VOZSwEc2pwOfHG8ThshX33nMexeZJQd+9yvn7M9/i2997UVefvF5TnwiushyOBZCcPWgtuZU7Fhg4kyC4L1JMsYhUXJl6UC0EO3ulVNhyvZduKWwLBkXw0FoyNLqevGv+IWOW3HmJxNDYLsdub9fup+PeQGjwpwruURao0Pb7abj+9h43TG63pRXNZDWainhvJC8Z4yRwUeSG/HiyDUz5YmH8zkXudCaOQXknNGl8jBXLopynisX1US0k2s8v1O++85NXrt1kzCMZFkMjV3l0JcRuszn+mdvPndM3BOi4OHC/gDRrjnjaHVVO5MmaR1s1g6cmdYqpVVyzf0c67BXaUakdMIAuBiomOCX0z7d6ueA+dw4fLSb86HR/w3iSiQSgBSF6A0bou0Jhb+2SvEgHk68diUw02r1WMZ00ZCLIXgkemovdBsCJeJFyKI03xhS6JadimsBJ7A7GfAB0zjttgFe7KEaDFxEtSlG/8pWXk3rIsK4Tu5SE2lupZrGRzVvGnPKs0STS0MrLMUOdtXGVBcyM00ryzTRpkKt1u13TZjmjO4W1I90vqFtPzuzOJBILpEksOQJbZ7mYEjwyU9cJ1XFyxn39pW5Od67l/m15Q84LxOffuF5bg7X8FG63oqznlUXu9lKJNCo0u95huijesEPkTgt/WQueG8JOQ6ei32FFgxlWRu5aW+qWsKw3bQZixsvaTCNGPtrOCqnm0BVJQJRhVmEJMKssCxWKggGtHMqDEEYXCS6TbdQsKmNEdgKgu22QgiM3nZVtt0PJgVB4ywvPM4LczNpx5r3LGVmyhnXHFM1y1EAobKLwrc+d8Knnj9lMwRUGslLV29f5SYDogHXzBvYJn3ufVKUNpGxRGsbZ9uRNjAypDzR3VkJebWY6p+N2Y29W+rCXLOttzqieJpktHrOcmbKezYxcscLISreW0JeeyM4h3jrveFWrvY3jyuRSLwTrm9D5wnAqsGwGjs1MbGiwUFwNs3xqgzeMQ6B4AXnlZgEn4TScRFov1MJOG1oEDa7gRBcJ0xZiToM7nAnXe0ITCWtN0zVavxSCi00ViHfg6wfrWMSKtKqHcyWKc3o7rkuTzAltZoFpwpzKcw5M0+NXBdTLRclL9V2JV063DVhv8lcTDM+zkSJ+GbqbWt/QPoOwQV/0CWlKU0qIUZOb255QcG7PW8/zuyb49Gjxhdef5tcKp++W7nDiclPdkVyVWjiaRIITnFa7KLtiSTEYHX6ZkRCINfZ+gAOUgqkwSQFWrW61bNOaey7tu+uN3H73Vj7tr/WirjAdhgQlNp3fa4pRRtTVealHk5xM1W03Yg9HCl04J/YaJ6Q0K5jamZbZnWxyi4Yo3zmPE8sxbyUnTcJgTlXM/wC5toMKk9jQ+OTp6e8duM6m3Fg0Yyvxu0J8gR6z8GOwpK+I5kmMUIV81xay66VwajavX46HF76rncte0sxQa7SZTWamiF8aZk575mmiU3YdssWI+JN+4U333sXnwIhBW7sKqjxwaKYfafv/Sq3Hh+1ieQ3AbZekUQicH1jKmjOeVpz5GIXm4hdyLYVNHMfh0n0j8GzidGEiyMMm0CMylIhz5VGQWwgTnImgjuOHXgkVtpYT8Z3VfhCjNFGyyv/xAu1LuSSCB1k1qJd4P7AAQKt2TgNtVCrUdxLtWSylIV5ngwC3xolN+Zc2WcDzrWs5CWbOpsYBV/nRl13ZhWmyRLJoDPiFfCWvPrEI3iH84qLFQmFUjtgyztynZGgXD8dCEFQzvjaWSZXOHsE//f1dw3bchduXDtlQPogsFFUyASS2FhUdOqgJZDgcSrIMIC3nUfTbBOdFNlsBmAxxzsag5f+d3oJtfaXTOq8M0+NdVJV0VwZYyfOIebOV8z7eZ9hXqrJwfBE8yd4RwyOIQaGGEEr1gUwzRnBE8UR8Hj1ePE4NWP3qpV9nrkoC0sTcIGK7SwpAhLYL9lkIsSZ1MOYePXWKdd3J8z9WG2eJtD1sasA6qR3gBPiRpt0OcHVqQMEDRbQdJ2QyQEfY/00e7/WejiXWjWZRbOmwHRhysyUz8mlMvqNXWSqpuZWCo/OCw/un7Mbdgwi6Cgm0ykFEe0jc6sMqB1+31UIv1FciUQiTkiD3RWCj9SslokBVp2KbsIM1oyL4hlT3404R9p4xo3Die0YfBNy0y4xUHDeMWwTwxAtkTigOmjuINXnXNdXDf4JKUqNo7LUmVA9S034kkkp0JptbR2mL2IHs1tl1sqyZPbLxJwXpiUzzbPtSnLjYlrYT5lcenO1mr+tosw5Q1a8RCsBCuiZstk4tjERvLFkantiUaq+mXJ+aEhQtBaaKBlBoo3GdXDcHE/MEMw/4o3ziTw75snz5d9+j7k0PvOK8sJmZJcMfj63hnMjY59qUINR3qVfvE4gGczdZbGdDEqMRpzMuZoBuATTlImG0dB2UKOyc+BQgHema78jjyESg6P0Gl+UfhdX5tJIwVlJohWeGuWmaOWLUelt9OnE4xqWRLzpnsRuwl2rqa1d5D1TK8xzQzSQa6UUBQ3kPNnzYmZZ15LjpVunPHfjOhIS+2KOfrF1xjNmyq7dO8Y5cyxoYWNyD8HTqDgN0BnhtZW+EwV4om2jangPE/Uq/VxTcl4dGS0B5bawX87ZT2doSRRfKeQOc1ebwoTE2YML3rp3xvXB81wINjVUMUtXDdDKwVdK1fhB36RFcjUSCSLEMZHiYOCrjet35kIp2ebZTsEFq+FXXoEDibZLCVEIQXCtO4VFR3COUhpLAZ884xgPNbERpByOaKzcFdaH73Tuaj3zvmVcyoLP3kSLs6dKXP3XDPrdxYpKqSx5YZkn5v3CNGf288J+mbmYJmMcL5lpX1hmKMs6Am2oVzPDKoI0IUlXei8KQVmuRXJZqGHEa2eN9m2rYJR470xrVmcl12yCTBKQILgKqPL8zRuMIRHunfHV+2dc1EYp8JXfe4DmCnef44Xr14jJyHVZHZmBGE2WgVZ73dwnDwpSShe7tmRoY9hAXAwgNcbEJgzglMXZhQFqI2Y4QMEP6aR3IIMTUnQse/vnOuUOgNJ7J2Yd0rq6WFfRk7VMsrauTco6aQ3zLordqtWSWCUve87yBfu+k/QCtS40LZRqurbaDHW7844XtomXrl1jM4xkNch6cI1YBCThBQpK9BWPeSFvxg0ubg4+SSYV2m1TWHFH7fAlVBUr97vXjPapY2uN8rRgEQZQrK0wl4l5KUj2LLIQMFOw1hoB5fo4MDjHu48uuHkS2G1HTraeqphPc6vU5mnaiD486Wtd9Warc8J2tyGFhBffCXZCXhbmxVGrp1Lt5AhdFb51glY0L1XxrquQud5k84Ro9WNUE0IOYTUrt0fwkegH0/wszcZw8pTSkLM+TWtK6VaNki9oNHLtamMYAGit8Uut5Nx5PHNh3jfmubGfFpalGAu5VvNtyUJeFIpSpDG7wr40Wk0EDO0anXmjlKmxzMqSGyXaTqQPUuxJdjhNjGFkMy4suTJlU2AzT9iI9+BqJXh47tZ1bgynnMZ3+J37D3g0N9wS+Nobj9GitFccd64lUlAWN7EwWvIJnlC6mFFvJIpTvA9oCLYjU0PfDkMk5258HRS/WoI4g6rX2oGZ2PdMh2U/UU233tMwBB6dZ4SIkPFYm4aiuA7KAzOOMuEmf2DDfvDcN3c+fxB9Wv+tWjP7vGffChfz0m1LMqVMaMksWWjVtmGDU24mx0unp9zabq38dlYOz0XxYmuyhrywL5mNV3YnkewWmu7RAlKh5IXWJlqzmya9N7ce2kMXTJ/0regyFfYV6FPJV8m1Mc2FaWr4WsguU320naM2gijXNpGTTeDts4n3znfceDwbz6mzvm2iiUl2aNcl/mYgEq5MInHsdhu7sF0kkjqj0WC7tTnmMlO1EKJNZ3yHZLvoEdd6L8vqXYeVPM1VzGqy9W2dCS07Mcf1FBLBJZx6A6vVSGUBb7wFxaQLapf6L9ogz+ZsXyLRjwRJdhaJXQylKHlR5gnyYjD4kq0Pos24QfupHO48jcIsnmlR9lWYi53YqeuslmD9Hc2NR3Mh7ff4uEHS2PVnO0KyGGhrcIM1G1OgqDPRHO3j1ii4aAjNGCNbn3h1uA1R+cq7jzm7KMxFeOvdM6Q19PlT7tweGbaRIjNFI4NsSOKozABmvenBudqZxTZ2D8E0SobBU6WYX4ta+eaddAmG1rVmwL5Adxhh2rjT6vKUAuL2CBUp69TH6nYv4Dz4ZlwdL10Brht2f7BB6ER6AvGHpiWYj9I+T1yUhYtpRknU2qi5QbUL2EvAe2WXHC+e7LhzeoI6ZXKVsI54m2FyKtYI1mZAx6k+5qLuue4WUtoQJBAIdm6VRilW5opzXRVtXbiNjR22KVE1Ppk2m9LYeWTN6VJtDD8tjVx6En3q8zcn+MExuMjNGye89XDm3uPMjd3M9dPE1g12JEQ6nEH6NEe6du03voavTCIZYyLGRPIJXyKlNEISgmssQMvga2QYCmNyBEzDwvvB0HlPcWhUO4MWB97qeUQMEi29nCEwyBYvVurgoUkkN2O0ikQDlbUKrSCuUqppl7hqgtAGZG6dvWnAp3mpLMtsJYhWa9bVhaUW5iVzMS3MU7HOes1czMrjxZKlqkfxBG8lVfVqXBUGcnW488Jwktm2c0YNDJrItRJXVK3zhJgYdcM8Ys3e2k88DPTVQu6OfQ1kx7jZ8trzd9n6B/zOe/d489zkC9+9d0YtC4vc4C4nxM2Z4S3KyOACs8tUpwdjJR1GkwzIhdKV5lwwtz/Xx+Jzyww64jAgWsfFE1YsRWcH02oX4TGfmesh8mZUfMY+B3ZMZ204H0gjLH0eK15APdEnxIlZN1DND6kr9/peQzXfd3u5MJfCRWucTRVXHME1LuaZmoVaMQkGYBcCL2xH7p7eYNzsyK4YWhlv9p8KeSmE2uzf6YnKB8XlM86mxwxpYJM2eEnQQGrX2PXJUJn0jaZWwymxJlvFBcPLmNavwQqWnE3TplTKPJHnxb6DEAgxgLehQuzM8SSV26dbduMjHp4V7j9+yPPbyO7WcDA1o9lE0zch0OEw3+QavhqJREw4KKZECgnnPM53vw4xstTgTLNikwJjjATxDD4RwmBaCp29WHKldOHhXDK1NSO8BRPXERzBDbYTETMLDz70ky5Yp7pFaIWmC6vjmWru5kM286dmDPO4Ktebn+1SK1kzmcJcF6YyM7eFfV3Y58zFYg3MOStnkzDNwtyMM7RC+1eUp3bvliqOQqHOE7sCiw40FlvTSqZz3oBiOMYwUAao2TFNpRP8HM4XfNcH1VqoUgji2WwHPsF1mley3ue98z25ed55byGEM1KX/RtdZePqAX9ROllPMDh2GkdqztSWTQhHxJjCoZJxBxsRAwT2C6aD6kRMIUz61t3OZJOG3KzMYec7W9bwLLnav3/tZDA1trkQkvVmgvcH5Ob6nyGOrZflZdX3EJaWmWThYTnnfL+QGGkUM2HLzSw/xVTpT6LjznbLbrehOfuMWitZxPhWreBp+GpYJW2GPA1NSEFtyJsX2gzeZYILBBfNIkP6usT2wzataR3A16Hr3dHANHAczjcoUFpjzpn9slByheaJbiDFkRgTNt4zNjQSON3AzdsDD7+65/Gy5cFF4dpJ5SSOwFrKNGrLODwtrLDwrx9XIpEIJo8Yvd2NbSRoUxAJEHEE8aQgbHxgCCNJPEMc8GHEhcBKca+5MZfCUhqueHLLJlHngOaxeaFpqYoHF0yvU8TZVplkpD5M11RWVfRqpkhgd7lMxVHxYqMyM6du5FrIrZjua+nJhMxeDeR0Ni+cLY2Li8aygIjR+lWt9PIea9h5wBfSDq6dek63I3E7cG23YzNEI+6Fgtfh4K0DBnwaXTKdliA01+v9Jma8FCrqunC1ITQY3YbNNvCKO8VJ44tvZe5fVBqRdx5kQjjH+cg2zGzjgtdACInQOgTbmXWnUBk2I0il1Aw0s8fo2htG7zCugrMD3x9P+iKt09ih73Q6JkVEWPp7dp11W1VgNwTq4FlCwScFr0j0+CC0nO1iLgZIW6i4prgKQTwVmNrEWbvg/vyYeWlsXWTRTG5QajdKb8oQGtdGz/WTDW50FM247jcsXig06MRMOlXClOAgVcfYTA0uiCmkuWBN9HUaqU1oXYjZbliG4jUQWudl9Z2crtIOzlTVtBSWVtkvmaU2vHpEAqHblBh03s6SKI5tcDx3Y8vvfe0x9y+U+7vCjfOF3XhidA7Xzesx7VeHcuXFn0Wk9y66Tqk3/Q6l4EKzsZ8Iow/GewmR5AJjHIjjBh9NTNd5T82NWApzbcQ2ULRQ1OpHmt2zBexO1RNME8U5tZNcQcVRmzdPltqoBVoVtBlQu9ZmZl5aETJoZWm2Fa2aDSCEcTamtrAvE1MrZJS5KVNWkEiIoJpN3T04YhKCA6+N7Qg3n99x95Mv8vJzd3hu3EJp5LInRMOoaIHUAhHrB5gso33CjUu0FChZoC340tDsaaVSXEFoVJG108ngEuPgeOnmyEXdsLzziMcXjYvs+dr9c0bn2brILkVCiIRgpuvNznKc96RhQEshlxmq4RxC8Cb+ZKjAg3q99MTS+vG3Jh82vRLpZNXOuUlmoVEWDhif1VZTRNgNEY2Ri1jYbhInp1tOTk8QD34xBGyWSpkXlmZePFEbrk8mzvKex/tzLs4zTWGvex5P5+ynRm7WK3AKu+S5thsYt4P1354aVS+lUaSLXTdT8auYR0xQU4LzGgmMnW4R7e836+F1jirNKb61J/au2mkY6/TG6QE6X3ufTbwceiulj83NssbjvZXudnP2iBr2aXCO29tTnrt5zjtvF87micf7kTu5Dy5KMTCns57asp/e55Hzh67hP8JN82MJEXkMfPGy1/Eh4zng3ctexIeM49ovJ57VtX9KVe98vR9ciR0J8EVV/e7LXsSHCRH55ePaP/44rv1qxR/NxjnGMY5xjD8ijonkGMc4xkeOq5JI/vVlL+AjxHHtlxPHtV+huBLN1mMc4xjPdlyVHckxjnGMZzguPZGIyPeLyBdF5HUR+bHLXs8HQ0T+rYi8LSK/8dR7t0TkZ0TkS/3Pm/19EZF/3j/Lr4vId13iul8RkZ8Xkf8jIr8pIj/6DK19FJFfFJFf62v/R/3910TkF/oa/5OIpP7+0F+/3n/+6mWtfQ0R8SLyKyLyU/31M7P2DxOXmkhExAP/AvirwLcBPyQi33aZa/o68e+A7//Aez8G/Kyqfgb42f4a7HN8pj/+NvAvP6Y1fr0owN9T1W8DPg/8nf7dPgtrn4HvU9U/C3wH8P0i8nngHwM/oaqfBu4DP9J//0eA+/39n+i/d9nxo8AXnnr9LK39Tx6r9uNlPIDvBX76qdc/Dvz4Za7pG6zzVeA3nnr9ReDF/vxFDAcD8K+AH/p6v3fZD+C/AX/lWVs7sAX+F/AXMBBX+OC5A/w08L39eei/J5e45pexJP19wE9hgNxnYu0f9nHZpc1LwO8/9foP+ntXPT6hqm/2528Bn+jPr+Tn6dvl7wR+gWdk7b00+FXgbeBngC8DD1R19el8en2HtfefPwRuf7wrfl/8U+Dvsyow2VqelbV/qLjsRPLMh9qt5MqOvkTkBPgvwN9V1UdP/+wqr11Vq6p+B3Z3//PAn7rkJf2xQkT+GvC2qv7Py17LxxmXnUi+Crzy1OuX+3tXPb4mIi8C9D/f7u9fqc8jIhFLIv9eVf9rf/uZWPsaqvoA+HmsHLghqzbj+9d3WHv/+XXg3se81DX+IvDXReR3gf+IlTf/jGdj7R86LjuR/BLwmd7RTsDfAH7yktf0x4mfBH64P/9hrP+wvv+3+gTk88DDp8qIjzXEhEj/DfAFVf0nT/3oWVj7HRG50Z9vsN7OF7CE8oP91z649vUz/SDwc3239bGHqv64qr6sqq9i5/PPqerf5BlY+0eKy27SAD8A/BZWA/+Dy17P11nffwDexFyE/wDrst/GmmlfAv47cKv/rmBTqC8D/xv47ktc91/CypZfB361P37gGVn7twO/0tf+G8A/7O9/C/CLwOvAfwaG/v7YX7/ef/4tl33e9HX9ZeCnnsW1/0kfR2TrMY5xjI8cl13aHOMYx/j/II6J5BjHOMZHjmMiOcYxjvGR45hIjnGMY3zkOCaSYxzjGB85jonkGMc4xkeOYyI5xjGO8ZHjmEiOcYxjfOT4f//i7DWbiNlYAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "image = plt.imread('tutorial/image_data/val/bees/10870992_eebeeb3a12.jpg')\n", "plt.imshow(image) \n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "07LodMCFXhfM", "outputId": "6470bc75-3bdf-433b-bb66-7d9cadfcc296" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'img_path': 'tutorial/image_data/val/bees/10870992_eebeeb3a12.jpg', 'backbone': 'mobilenetv2', 'class_id_path': 'eval_utils/class_id.json', 'gpu': 0, 'model_def_path': None, 'snapshot': 'snapshots/exp/model_ft_best.pth', 'save_path': 'inference_result.json', 'onnx': False}\n", "Label Probability\n", "bees 0.895 \n", "ants 0.105 \n" ] } ], "source": [ "!python inference.py --gpu 0 --backbone mobilenetv2 --snapshot snapshots/exp/model_ft_best.pth --class_id_path eval_utils/class_id.json --img-path tutorial/image_data/val/bees/10870992_eebeeb3a12.jpg\n" ] }, { "cell_type": "markdown", "metadata": { "id": "w4yTCQX0XhfM" }, "source": [ "Note that the class ID mapping file `eval_utils/class_id.json` was created during training process. After inference, we could get `inference_result.json`, which contains the following information:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "CA6bl__qXhfN", "outputId": "d3a4501d-9ddd-4636-afab-d44e69090b80" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{\"img_path\": \"/content/drive/MyDrive/ai_training/classification/tutorial/image_data/val/bees/10870992_eebeeb3a12.jpg\", \"0_0\": [[0.8945804238319397, 1], [0.1054195687174797, 0]]}" ] } ], "source": [ "!cat inference_result.json" ] }, { "cell_type": "markdown", "metadata": { "id": "OTICoWr1XhfN" }, "source": [ "# Evaluation" ] }, { "cell_type": "markdown", "metadata": { "id": "preMYCHfXhfN" }, "source": [ "## Evaluation on a dataset\n", "In this section, we will go through an example of evaluating a trained network on a dataset. Here, we are going to evaluate a pretrained model on the validation set of our custom dataset. The `./eval_utils/eval.py` will report the top-K score and F1 score for the model evaluated on a testing dataset. The evaluation statistics will be saved to `eval_results.txt`." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "tIqd9OGQXhfO", "outputId": "b9907022-edbf-4861-f910-d1cbd71134e0" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'data_dir': './tutorial/image_data/val/', 'model_def_path': 'models/MobileNetV2/', 'backbone': 'mobilenetv2', 'snapshot': 'snapshots/exp/model_ft_best.pth', 'gpu': 0, 'preds': None, 'gts': None}\n", "/usr/local/lib/python3.7/dist-packages/torch/utils/data/dataloader.py:477: UserWarning: This DataLoader will create 4 worker processes in total. Our suggested max number of worker in current system is 2, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n", " cpuset_checked))\n", "\n", "top 1 accuracy: 0.9366197183098591\n", "\n", "Label Precision Recall F1 score\n", "ants 0.931 0.915 0.923\n", "bees 0.940 0.952 0.946\n" ] } ], "source": [ "!python eval_utils/eval.py --gpu 0 --backbone mobilenetv2 --snapshot snapshots/exp/model_ft_best.pth --model-def-path models/MobileNetV2/ --data-dir ./tutorial/image_data/val/" ] } ], "metadata": { "accelerator": "GPU", "colab": { "collapsed_sections": [], "name": "tutorial.ipynb", "provenance": [], "toc_visible": true }, "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 1 }