From 3d3cfffd4e77f16d67e963b66cb89e9de53fce3c Mon Sep 17 00:00:00 2001 From: Hristo Vrigazov Date: Fri, 29 Dec 2023 09:14:50 +0200 Subject: [PATCH] Added Notebooks in examples/ directory. --- examples/MmapNinjaRaggedMmap.ipynb | 820 ++++++++++++ examples/MmapNinjaStringsMmap.ipynb | 614 +++++++++ examples/MmapNinjaVideo.ipynb | 370 ++++++ ...ninja_oxford_pets_image_segmentation.ipynb | 1096 +++++++++++++++++ 4 files changed, 2900 insertions(+) create mode 100644 examples/MmapNinjaRaggedMmap.ipynb create mode 100644 examples/MmapNinjaStringsMmap.ipynb create mode 100644 examples/MmapNinjaVideo.ipynb create mode 100644 examples/mmap_ninja_oxford_pets_image_segmentation.ipynb diff --git a/examples/MmapNinjaRaggedMmap.ipynb b/examples/MmapNinjaRaggedMmap.ipynb new file mode 100644 index 0000000..dfbda7c --- /dev/null +++ b/examples/MmapNinjaRaggedMmap.ipynb @@ -0,0 +1,820 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# mmap.ninja\n", + "\n", + "This if a demo of `mmap_ninja`, which allows you to store your machine learning datasets in memory-mapped format during training.\n", + "\n", + "This allows you to significantly speed up the I/O and accelerate the time for iteration over the dataset by up to **20 times**!\n", + "\n", + "We'll demonstrate its power by converting an image segmentation dataset into\n", + "a memory-mapped format." + ], + "metadata": { + "id": "6dGAHS6p_8_6" + } + }, + { + "cell_type": "code", + "source": [ + "!pip install --upgrade mmap_ninja" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "50ACBYROCvn4", + "outputId": "4a476182-72f9-4cc7-e72a-58158b6c204b" + }, + "execution_count": 2, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Requirement already satisfied: mmap_ninja in /usr/local/lib/python3.10/dist-packages (0.5.3)\n", + "Collecting mmap_ninja\n", + " Downloading mmap_ninja-0.7.0-py3-none-any.whl (12 kB)\n", + "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from mmap_ninja) (1.23.5)\n", + "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from mmap_ninja) (4.66.1)\n", + "Installing collected packages: mmap_ninja\n", + " Attempting uninstall: mmap_ninja\n", + " Found existing installation: mmap-ninja 0.5.3\n", + " Uninstalling mmap-ninja-0.5.3:\n", + " Successfully uninstalled mmap-ninja-0.5.3\n", + "Successfully installed mmap_ninja-0.7.0\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Download the dataset\n", + "!wget https://www.robots.ox.ac.uk/~vgg/data/pets/data/images.tar.gz\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3IVpSaIaE80k", + "outputId": "a7418450-eba8-40c7-da5b-c19852563b0a" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "--2023-12-29 07:06:53-- https://www.robots.ox.ac.uk/~vgg/data/pets/data/images.tar.gz\n", + "Resolving www.robots.ox.ac.uk (www.robots.ox.ac.uk)... 129.67.94.2\n", + "Connecting to www.robots.ox.ac.uk (www.robots.ox.ac.uk)|129.67.94.2|:443... connected.\n", + "HTTP request sent, awaiting response... 301 Moved Permanently\n", + "Location: https://thor.robots.ox.ac.uk/~vgg/data/pets/images.tar.gz [following]\n", + "--2023-12-29 07:06:54-- https://thor.robots.ox.ac.uk/~vgg/data/pets/images.tar.gz\n", + "Resolving thor.robots.ox.ac.uk (thor.robots.ox.ac.uk)... 129.67.95.98\n", + "Connecting to thor.robots.ox.ac.uk (thor.robots.ox.ac.uk)|129.67.95.98|:443... connected.\n", + "HTTP request sent, awaiting response... 301 Moved Permanently\n", + "Location: https://thor.robots.ox.ac.uk/datasets/pets/images.tar.gz [following]\n", + "--2023-12-29 07:06:54-- https://thor.robots.ox.ac.uk/datasets/pets/images.tar.gz\n", + "Reusing existing connection to thor.robots.ox.ac.uk:443.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 791918971 (755M) [application/octet-stream]\n", + "Saving to: ‘images.tar.gz’\n", + "\n", + "images.tar.gz 100%[===================>] 755.23M 31.8MB/s in 25s \n", + "\n", + "2023-12-29 07:07:20 (29.8 MB/s) - ‘images.tar.gz’ saved [791918971/791918971]\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "id": "VX7XwtRf_5A_" + }, + "outputs": [], + "source": [ + "# Extract images\n", + "!tar -xf images.tar.gz" + ] + }, + { + "cell_type": "code", + "source": [ + "import numpy as np\n", + "import matplotlib.image as mpimg\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from os import listdir\n", + "from pathlib import Path\n", + "from tqdm import tqdm\n", + "from time import time" + ], + "metadata": { + "id": "Gr-mjOHBA9oz" + }, + "execution_count": 5, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Let's have a quick a look at the dataset first.\n", + "\n", + "The dataset consists of a directory of images in `jpg` format." + ], + "metadata": { + "id": "swwXM0vdBmZ5" + } + }, + { + "cell_type": "code", + "source": [ + "input_dir = Path(\"images\")\n", + "\n", + "img_paths = [path for path in input_dir.iterdir() if path.suffix == '.jpg']\n", + "print(f'Number of images: {len(img_paths)}')\n", + "path_to_some_image = img_paths[1]\n", + "img = mpimg.imread(path_to_some_image)\n", + "plt.imshow(img)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 470 + }, + "id": "DU7Fo7vaBl49", + "outputId": "54504b3a-85f3-4290-911b-8125934ac4d1" + }, + "execution_count": 6, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Number of images: 7390\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 6 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "img.shape" + ], + "metadata": { + "id": "aUg7VOm64lua", + "outputId": "ab0c4639-4adc-41eb-a9e2-5b8ad2589a24", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "execution_count": 7, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(225, 300, 3)" + ] + }, + "metadata": {}, + "execution_count": 7 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Let's check how long does it take to make one iteration over the dataset of just reading the image.\n", + "\n", + "This time will be added to the total training time of every epoch, so we should\n", + "make this as fast as possible." + ], + "metadata": { + "id": "cnAg8qqCC9s1" + } + }, + { + "cell_type": "code", + "source": [ + "start_t = time()\n", + "for img_path in tqdm(img_paths):\n", + " img = mpimg.imread(img_path)\n", + "total_t = time() - start_t\n", + "print(f'\\nTime for iteration (s): {total_t}')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8OGummgiBfOO", + "outputId": "4020fbe0-aadb-46c3-bd37-fac429bebc91" + }, + "execution_count": 8, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "100%|██████████| 7390/7390 [00:26<00:00, 283.12it/s]" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Time for iteration (s): 26.11518692970276\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Now, let's convert the dataset into a `RaggedMmap`! It is called `Ragged`, because it can handle a dataset with different shapes, or even with different number of axes (e.g. you can mix grayscale images with RGB images)!\n", + "\n", + "The first step is to convert the images into a `RaggedMmap`.\n", + "\n", + "This is done only once for the whole project, because it is persisted." + ], + "metadata": { + "id": "p4LGaHF5Exzf" + } + }, + { + "cell_type": "code", + "source": [ + "\n", + "from mmap_ninja.ragged import RaggedMmap\n" + ], + "metadata": { + "id": "4BSfQU-G33Wv" + }, + "execution_count": 9, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "\n", + "RaggedMmap.from_generator(\n", + " out_dir='images_mmap',\n", + " sample_generator=map(mpimg.imread, img_paths),\n", + " batch_size=1024,\n", + " verbose=True\n", + ")\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "V2m0B4dZBEf7", + "outputId": "79966ce7-70f6-42c3-edeb-3c7dc7735cdf" + }, + "execution_count": 10, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "7390it [00:47, 155.12it/s]\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " of length: 7390" + ] + }, + "metadata": {}, + "execution_count": 10 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Now let's open the memory map and show an image" + ], + "metadata": { + "id": "nQ4RE3naHeC1" + } + }, + { + "cell_type": "code", + "source": [ + "images_mmap = RaggedMmap('images_mmap')\n", + "\n", + "print(f'Number of images in memory map: {len(images_mmap)}')\n", + "plt.imshow(images_mmap[0])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 470 + }, + "id": "KMmDUactBFfi", + "outputId": "c7a6844c-9432-4134-9f21-0999ce7fdc18" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Number of images in memory map: 7390\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 11 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "start_t = time()\n", + "for i in tqdm(range(len(images_mmap))):\n", + " img = images_mmap[i]\n", + "total_mmap_t = time() - start_t\n", + "print(f'\\nTime for iteration (s): {total_mmap_t}')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2LNvBARUHnYQ", + "outputId": "56a84822-c7fe-437c-f229-533ddc1dd636" + }, + "execution_count": 13, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "100%|██████████| 7390/7390 [00:00<00:00, 48641.25it/s]" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Time for iteration (s): 0.15601253509521484\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "start_t = time()\n", + "for i in tqdm(np.random.randint(len(images_mmap), size=len(images_mmap))):\n", + " img = images_mmap[i]\n", + "total_mmap_t = time() - start_t\n", + "print(f'\\nTime for iteration (s): {total_mmap_t}')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "aIZkRD4mlQvu", + "outputId": "6abe5bd1-ede6-47d3-97d7-8ecee2c4b5f9" + }, + "execution_count": 14, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "100%|██████████| 7390/7390 [00:00<00:00, 41408.37it/s]" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Time for iteration (s): 0.19269633293151855\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "ratio = total_t / total_mmap_t\n", + "print(f'We can see that the mmap_ninja is {ratio:.2f} times faster than storing the images as jpegs on the disk!')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ZOlvECemH-Ah", + "outputId": "164ef833-84b1-44b5-bb04-b082173d4880" + }, + "execution_count": 15, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "We can see that the mmap_ninja is 135.53 times faster than storing the images as jpegs on the disk!\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "We've seen a dramatic improvement in the time for one iteration over the dataset.\n", + "\n", + "It makes a big difference whether you are going to wait for one minute or one\n", + "second!\n", + "\n", + "Especially since this has to be done for every epoch, and every model you want\n", + "to experiment with, this quickly adds up!" + ], + "metadata": { + "id": "Ecctz4KwJLJG" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Quick tip**: If you want to apply a function when a given sample is loaded into memory, use the `wrapper_fn` argument.\n", + "\n", + "For example, if you want `images_mmap[0]` to be returned as a PyTorch tensor:" + ], + "metadata": { + "id": "CQNrJE-2OGKZ" + } + }, + { + "cell_type": "code", + "source": [ + "import torch\n", + "torch_mmap = RaggedMmap('images_mmap', wrapper_fn=torch.tensor)" + ], + "metadata": { + "id": "3nIbsz5WOP9R" + }, + "execution_count": 16, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "torch_mmap[0]\n" + ], + "metadata": { + "id": "UTDHDD4DOaLe", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "393f86bb-f349-487a-efdb-b1922004fbe2" + }, + "execution_count": 17, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "tensor([[[152, 155, 110],\n", + " [151, 154, 111],\n", + " [149, 152, 109],\n", + " ...,\n", + " [ 87, 44, 25],\n", + " [ 83, 45, 24],\n", + " [ 80, 44, 22]],\n", + "\n", + " [[148, 151, 108],\n", + " [148, 151, 108],\n", + " [148, 151, 108],\n", + " ...,\n", + " [ 87, 44, 25],\n", + " [ 84, 46, 25],\n", + " [ 81, 44, 25]],\n", + "\n", + " [[144, 147, 104],\n", + " [147, 150, 107],\n", + " [144, 147, 104],\n", + " ...,\n", + " [ 88, 45, 26],\n", + " [ 86, 48, 29],\n", + " [ 82, 47, 27]],\n", + "\n", + " ...,\n", + "\n", + " [[ 59, 55, 20],\n", + " [ 53, 52, 21],\n", + " [ 34, 37, 10],\n", + " ...,\n", + " [240, 247, 167],\n", + " [179, 187, 114],\n", + " [141, 149, 76]],\n", + "\n", + " [[ 74, 71, 38],\n", + " [ 58, 59, 25],\n", + " [ 42, 48, 10],\n", + " ...,\n", + " [180, 192, 90],\n", + " [128, 139, 47],\n", + " [131, 141, 54]],\n", + "\n", + " [[ 72, 72, 36],\n", + " [ 67, 69, 30],\n", + " [ 59, 68, 21],\n", + " ...,\n", + " [199, 213, 100],\n", + " [187, 199, 101],\n", + " [189, 200, 106]]], dtype=torch.uint8)" + ] + }, + "metadata": {}, + "execution_count": 17 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Another tip**: You can `append` or `extend` the `RaggedMmap`, in the same way you could with regular Python `list`s!" + ], + "metadata": { + "id": "EIs_z7nXe4RC" + } + }, + { + "cell_type": "code", + "source": [ + "print(len(images_mmap))" + ], + "metadata": { + "id": "Irw_OunPObcN", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "8c87e37d-e7a2-4591-c635-93687e58e625" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "7390\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "images_mmap.append(img)" + ], + "metadata": { + "id": "hkDurRS8e5Cb" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "print(len(images_mmap))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "D5t8Qn8AffBg", + "outputId": "7ed68e07-7bc3-41ac-83c7-32467a817f58" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "7391\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.imshow(images_mmap[-1])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "id": "h0UOS30mfian", + "outputId": "ec63f0e2-01f0-4325-ea88-bda94347654c" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 20 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAScAAAD8CAYAAAA11GIZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9WbBmaXaehz3ftPf+xzPmnFmVVV1jT+huNECQIDiIBDhJAVkRpA07QqLCMhW0HOFQ+EK8ssO+0o0dcoTDDvOCYcoOyaJM0qJEGBZFk8TA7kaj0d3VXXNVZlbOeeZz/mkP3+CL9e3/ZDW6GwCBBopUfhVZmeefz7/3Xt9a73rfd6mUEs/Ws/VsPVuftKX/sD/As/VsPVvP1vdbz4LTs/VsPVufyPUsOD1bz9az9Ylcz4LTs/VsPVufyPUsOD1bz9az9Ylcz4LTs/VsPVufyPUjC05KqT+vlHpXKfWBUupv/Kje59l6tp6tfzWX+lHwnJRSBngP+FngPvB14BdSSm/9vr/Zs/VsPVv/Sq4fVeb0k8AHKaVbKaUW+H8CP/8jeq9n69l6tv4VXPZH9LrXgHtP/Xwf+CM/6MGbkypd3R3LDykBClS+UwEJUr5PqadufGopuYOUIKW0foRSfHz1ry8/QAKl5Tm/ZSmVHw8JRUyKuvHMly1NAFuUaA2+bTFKUVUlSSXauiGhsMaAAt95lFJYa0lACPKzMYYYI13XodBUZUGIkaZt0NpQFPJz3bSAJiaIMcpnVZBikk+m1FO/E2itSSl9/98JMNYSQyDm7+npr0bl11VKobQCpdDW4JwjhIDvPEVR5OMBwXcopQghABBC5OKFC6QUSTGuv8IY42/5HNba9WcNIZBSIsaI1vLdnB+HfMQTxBRRKFI+diml9b+VUuvj3z9RASHJ/a4oaDuPjxFrC7kdhTYWrQ3KGIzWlIXhwsYgP/vZ+lGuO3fucHBw8H2/6B9VcPptl1LqrwF/DeDyzoj/+//6L+BsSVIRH8CYSBcCJINGobUmhLg+XbSGmDogkJJCa4tzbn1RppSIKZKQ9FAlueA630rAShoFKBWJUYKD0hpIxBBRWhNSQCuN1QWh82ASWkd0SjQryzfe3Ocfv/mER2HE7uXLnB0+YpTg5o2LDKcT7n50m+QVl3c3aNqax0/2KAcTLly4DAnu3v2QwhleeeXTnJye8sF77+AGhpdffZV61XL/7l1ijFy+8TyDwZi33nmfVhfMmsjR/jGd9zRdS1lV+K6jGo6Zbm4CUFjLwd4+KSWccxIArcGHgNGaS5cv8eD+fSyaclgx3d1ma2uHZllzvH/AyeExyhqq0ZCOhLaa4aDC2IJlW7O5vcVkNOX+/ftMhyOa+YLlbM78dMb/7N//92k6T2jmOGup6xrvAzHGdXA1xrCztc14PMZ7z+nsjNVqRdvWuEIznU4xxqBUQmuF0hB8oK4blDLEGPJrJtq2JSUw2hJCJISQA5VCK8NyVROi4vpzL3L30RMenyzYuniDRR3RZcVgtEk13KQcTRhMh7zy3CZ//S9+AaNVLi3Ux/ZLngWt37f15S9/+Qfe96MKTg+AG0/9fD3ftl4ppb8J/E2AT7+wm0DT+ob7+0vmi4bpdMRyMefC1oStSUUMCa0skEgEQgwYYwlRo41kKd77fFJKINLaSIBKaZ0lxARGy67sQwAiCiO7ZACtDDEmuSWBNgmSB5cw0RGTYRWW2EHiS1/Y5I99+QLLWeTb7x7wawvNXir52r0nbJeHXN+YUowdDx7uURrH65/5DHXb8N577+Oc4fmXrpGU4xvf+gZV4fjyT/0Uq7rh3Xe/SwqJ52/exJaORw8ecdQ85uXrlwim4Pa9h1y+eQlTDLn10QNmi5oYDO1ixcGqIZEYVCW+69A5A+kzlKtXr7JYLFgsF1ijSV0gtR1HT/aYn51hteFgbw+jDA6FM5puscKWJV616LGjrBwpBM7Oznj+xZscHx4RlCLGhEITvEetM7rzTPVjx0bJhoOCSCDGQEpx/TiV75eNBlTqA4JBKUNKEa0tKQWU0vm8AKU1KgJolAKlDEobiJEUEylnXf1jY4r4FAkhEnN2pfP5QUok1edf59nYs/UHs35UwenrwMtKqReQoPQ/Av7HP/SDuBIDbE8UsYuslkuUsaCl7NKS/xCJhC5itCEGSGhI4L0npZRLp0RIEWssBkMIHrRkRha9LquU7n/9BDqRfCCpiHGK4BvZjbEE32JtgdIJRSsXVafRaJo24MrIT//4hD/7Ry7y5EnNV97W/PrjJV+5/ZjCeF575TmcKfn1795hpDu++NlPA4633nwbpROf+/znaNqGb337DWL0vPTKK1TDCXc+fB/Vdlze3aVOkf3jI0ZlxedvPsf+4ozDw0M+/eJFBtMdfvPbbzOfNfi2AwV1N8O6AlKkixFXFoQQKJ3j0dkZZeUYjUacHZ/SBU+Kimg8J/NTjNJ47wkxoJxDG8NiNmdzdwuloCocR48fc/3qc6yOT7ly7TofnL3LaDwh1EEu5RghRaQ3kj5WZj4dfJRKkh0ZKVFRGpTJQYQcfFR+HfLzARQpxXU5H1NCGwl+kYhRGpS8hrxPRJHQWqOVlrJRB5KW+4uyZDAYoLSRQKsURpE/xbP1h7F+JMEppeSVUv8L4P8LGOBvpZTe/EGPVyhSTASl2BhXbE9HhBgIsYUUSCmQAKMdVluMs7Rtm7OdBCFircYHT9e0aGsgJbquI8ZIWZV4Hwg+oLWWAPZU+aeUJsYOlGAfxqj1BdR1HdY4QgooFUgkrNH4GDA4QoiAZlUr/ACqXcOf/ukt/oze4fis4xu3Znzlmw/47t6K515+nstXL/Ot92+hVORzn/8Mk0HJt777HZq65uVP3SApw+P9fWJ4zPWrV2i6wEcP7rJZTHn+ynX2Tk/5xntv88LVq3z2tZc4ODjmzq23+fTNi1y4dI333r/Nw71D5k1LEwMpgk0JGzQkze07d6iqCo1hOJywnNeSFMRI23gGoxHtosbXHVhN7ALD8ZDQtJwdHTPRCe8N1llC6DhZLHj+1Vd4+dOv8+HbHxCfCgiRjwej/t8hyHGITwUXJWmOnD9RslxFjlVI9qS1QuunHp8zGtloDGhNCgG0IqSITuYciwxRHpMkO5bXlgCmtEYXBbYs0EqjQ0JSpkjiaZzz6b+frR/1+pFhTimlXwR+8Xf0WBJaJ1ByooXYoo3OKbklBE/XdXRdi7UWZQ1F6YhJkSIQOkIMWOdI5BJO5TJCaYgJoxR1CpTKEDN425cYpEQKCmsKutSilCWpTjIxZ0kZJ9GJHIySoLNaoVUEIkYlQtNirJQcoQ1sVyV/7ksFP/tj2zw59nzt7SP+2RvfxG1dZGvzIr/6xntEv+TTL7/MsCi5e+cWA6144epVzlYNH929xWQw5rM3X2DvbMZb773H1QuX+Jkv/VHuHzzmG7/xBs89d50vf/GznJ6d8P67v8nO9kU+8/pP8NG9Rzx6csiy88w6T914nDEUtkCjqJsVRWkZjEoWZzO0FpDclgOKsmSxmGNiIrQNbW2oqoLlfMHyZMbG7haDyZS7Dx/w+uc+x717d/nTf/Zn2ds/YH5yLJdvLsf6bKnfCLTOKE4OCkoQRUhKNhvVBzMkM0KtGxM9ZmWMAiJKpb5fIZhiiOhELuFVzsoiKGkgxChZWP+3fEBFiFEaDCRiCrno+96M6VlQ+oNenwiGuFIQYpczlkRKAUgorfMJbnC2oioHKK0I3lMvFqSuQ6uIMRrjHEnJKSVAqiGEiDGG0Pl1SaO1wjm37gb1XSKjNVoLdrUu+5TKWVvM2ZVkbxqDxqyBc20MQUWUVtSrJT4GbGkJpqNeJdoQ2d4w/PxPX+U/+Wtf5D/82R1eSB/x6vYGW9MbvH/vmLc/esjVF19hdHmXt259QGw6Pv3qZ7Blya+/+SYBzY//xJcwkwG/9utfoVnM+OM/81MMh0PeeONN6lXDFz73Y5RG8+E738XFJZ97/TleffEin7q8wWdeus54WmKdol3VtKua5WpOMSpIhcaTMM5hnWO4NWG4NaGLQcpolVClQ1WOEDynRyc0dSsgvDE8/uguR0+ecOHSDsWgJGVM6Xsv6KcDlRx4CSQkhUoGpTRKaQkL6qksCS1Zz1NdVnmNeH6uKDmZ5Y9al2MxBUKKxBQFGNAWBVij169jjEZrTdd5AJw1/cd7FpL+ENcnIjjFGNEG2rbJuJHLbeNE6zuSCmirQWu0dRhbUJQVWkHsOjSJFMM6KMWo0cpRFBUoRSQ/LkqnLWbgVUoFQ/81hBjwOVgl+QDEoEhRk5LC+0SXA13MbfK+K9SXJEVRYrXFdxECVEXCoUlesQqeWbdio6r5hZ99jv/5n9/ir/3Jkj/z6oCrG0O+9tVv8dHdJTc/82XarQFf/c77tK3iz/7JnyV2gd/4yreIdc1P/bEfZ3NzyBtvfJfFcsEXvvhlkip45733KQdDPvXyy7hqwHx5xtbWiB//wuuE1QkvXtrki6+/zKgqGZQVsYnUiwbQlNUArTT1YoHSiun2JrZwaKMZTyfYQcVzL79IJKFCol0sqVzB/Tt3ufH88/zKV36Ny1cuMZ/NBbfJWJHOGwx8DyBuJAj1G0p/ew+iS7b61HccQSmN1ka+7z50aHmdmBJoQ1I6v855hkb/minKc1IidA2qL9u0wnsvAUxrjLEfD0o9b+IZ/vQHuv7QqARPr6apuXfvHts7O7gUsHmXNNZSOE2Mkm6DwmihAAQfpCzQFmUEHPUhkKJkQTGDvM46SlcQlMIoQ1PXkCIYAUafBjdiiMSYsMZKSaDPW9/B+5xt9XhEn/x7uWAVRCTw6ShZXwyJuu7QGsnulMITiMawSJEudOxsGv7czpjQRY5/4jV+86MFv/zdb3O6glde+hRtV/NLv/o1rl/a4if/+E9x/+4d3nrzfa5f3OFTL9zkwcNH3Lr9AVvbm1yuLnO4v8/ZzHD52nMcHx5y99ZdwvPw2c99hv39Q9565x2ee+4y481tvvnN76JCyBiLp2s9OM2yblk0zTpzXS3mTLZ3mIwn7Fy6xPHeAc1swY3nnuPh3iNUVTAajzk5PmNjMsFYS9skSJEUg3xXPYidMaIUpExWPRlNq/yYBMmgsJmSlkiZTpCCXjf/lFIkNCn69Wv24HpSUUpFEkoZnDZ4pdFKYVKHUpFABtG1InaB2HYE1xBTyapZyXE/33OerT+E9YkITjFEHt25z4OP7jMcDNna2mC6MaWsSpxzKCPt4B44J4HR0HUtRVEQ8wkbvHB4YgyyQapEVJL2RwzKlFQjR/QdIXpiFOzIGMmMSFC4kpQghC6XAQpnZbfuum7N0el35h68TZzjKX3JmLQmpUjnPcpHrDE4LJFE8IHSGLrO40MiJM90EPhznzb8pS++zsG84pf/+ft8Z79leOESe6sV+995nxsXN3jxpV3uP3zIuEtcu3aD2eyYB3c/YnN7m5s3n2dvb59333qXSxd3+bHPf5533v2Qe8uHbO9e4LVXXuDegwOWi5ov/thrrHzkgw8+5FPPPU+9WtFohZ2MsCpx+ugJ2jrOTk9YNDUHJ0eMp1O2r1xi7+EeB3v7vPzSSzw5PeLC6DIffXibrm1xheHoaAWhRamUNwq52JMSHpnVdn0se7y5b05oJZ3Z88w0njcwSHlTOQfD++ysT5J6sLz/v+rxL61z91ehjcGGhFcKowXDMtpI1zL2hNSnKQRPk3efrT+I9YkITgpFYQQz6pqWh/cf8fDBA1xRMJlusLm1yXg0oSgLrLGZ42RwzpCihyS7on6qC+cyG9v7mBnjCa0SPgYCgj0URhF8i0oQvM8XhQatsErT+ZYUPW0rGFRP8owx4r3HGEtKKpctPUM9g68+CFNUa4qiJPiQuTSRkHds6zTaGtomUtoCTKCOAZolw2LJv/lnL/LzneLWgxkfPIFbR47vfPiY0eaEVz71EsvTU96//YDLu5t84cs/zYfvv8+7b93i8uUdXn3pRR48vM/7H8y4dPUSzo24e+cjUjngtc+8xge37/Lee7e5cvkKn33lNebzOdoprl+8wL1HT5jtHWGjJrYBWzqmkw2iUhTacHx4yKXdXY6Oj3hyuA+l42R2RmEdKibKsuTk9BijIqQBvvX4EMEYUAmNdMIkvp9TDLTWmRISidFjlVuXdj3GtO7usca516vnRPU0BI1el3UxRXwMpNzJ68tIYzRJ9e9vKDMUkFLKpaR6FpP+kNYnIjgBmZAnWYjshIboEyeHxxztH6KtYTQasbG5wdbWFmVVZvmDdH18iFn6IBhE6zucsegcLJRWdF1fqkiAER6MSCVKYwkx0nYd1hbymYzNBE2I0dN56cwpJDtKSUBwouzoKUs9EuCB0rqcHSThZSkl3aYkHaNV3eGspRwWhBhISeMgNwUSIRii8ty47Lh5raTpHAeLHd65fcpX3nqDmSm5/uKnWMyPOXznPS5dvcC1567z6MED9GLJ9es3ODk54uTJAZPNyLWb13j8+JQP3n6Xyzeusb055e5HD9jbO+DazWvQKfYe7OFC4uf+5J/gzkf32Ds4YN4sGW5O6HSiqAZwdsLx2Qmj4ZButmR7fIl6Nid5xXA4IgQ4PDikdJEYxngvJbk1LgcEi1ZKsESTpKzMQUrIm2kduPpMaJ0Nreus/DhyaZj68yaS5ICvccu05srJH8mMA2BIIeE7D4OEKwzWGSGn9p1cWGdpz9Yf7PpEBCelwKqAwJUqk1syT0ZBSkInqBcLFqdnPLx7n2o4YHN7k+l0wmg6kpNPq3WJJzyavp3dd/AkOGgFUUHSCqUsUWliEMZ5ZQwKOTmN0ms2cfDnuFOMEZ0yCZBECEJ81AqC71nOWjR1nLOzpb0tWIgtHCYJCB98h7VCMw0p0qvQQmqxWpOc6NxiM+PqyHH9c5af+9JN7h9bfvWbd1gUu9wabvL2oyUXppaLN57j7PiEB0/2ef7aFbZ2De+8+z6usrz40usMRsfcvfsIWxb8xJe/xOMnT7h39wFbF7Z58ZWXePvNt/i1r32V3Ys7vPrpT/HW228z0InubM7ydIFeeZbzJXosuJk+PebHfuoneffN9xjoitViwWJ+RmsTXdfSeo+zlsJWGGOEDoKiazs65zNWGHNgERJlX0bJd0zOZshUgr5zp847gLDOYPVTmU4fX2ISTFBpTVICpKuUaSVZo+i9p25rfCjyZ+Fj5M9n6w92fTKCEwmVAoWxhITIIFRCEUHpzPaWE1EbC0rRNS1PHj7m0f376MKysbXFdLrBeDzGFQ6jwTmDIorMxQsooTO/xRgrfJiMfWhj896oMw4iUU0h5UKRgfW6bvJVoFBovG8xWljnUYF1Vjp5km/RX0D9LmyU8GpCPMdR+m5U3bTrYNaXkN5HaQKERGk1xhWsupYYanY24Rd+boeuTtzfj9w6LvnqOw9577HnxkuvMhmOefveHS4NpnzhS1/k8cMDvvrV32T38hU+/frLPHi0z3sf3OXKtWu8+ELFw4cPuPXOLS5euIq1JxwdHDMqR7xw4wWKomB3smI0nvKNb36b2iiKYcnu5AIPHt7jjV/9GqAxRcHDg0d0KRBXDSom2i7QqpaVbiQ4FY7OBzY2Jjjn8J2nbVtC1wnWkzHAPhOW7EnnOi4D50qR/yHBqhcrq4wz9WRQpdfln1IKDGgjz2nbRAiy/XgfaJuGyg+zzEXOzDWI/wd6RTxb8AkJTqBwVgtsndRa/mAy50nrLGWg3z0TOmctzlpiSJw8OeTw0QHGGkbDksnGhI3tLQbDIcp32KKQ0qrX1kUk+CiFMpCUIgUQ8XyEFNCIHKbHmEKU9zO6oG0bQkxC/IzCd+oJfsGHNWcnxoi1Ikh1zmYSpyjyu67L5WFCG40rckDqOugkgCpj8b7DkEiq6j82pRsCsOoiysL2Lly5An/09V1OjhRffesDvvM4MN69yF703P2NN3j+5jU+++Of4daHTzierXj9s5/h/Xff4/YH7/Lqa6/wuS/+GO+/9wH37tzm+vVrTEYFjx4/JCp49dXX0MFxfHrCKy/dZHt7h7ffe5/l7AzlI8cHh1SjMdcuXWFxeoqLgRA6Qmvwbd9Rk6xF15q2adjanGCcIfjIYrXM7XwFlOd4D4oYIkY/RTNI5219EYSf0z/6TCrmYJUEhIJMnlVKuGxaaVKMaGNE0mI0Vkv2GmMQfEqJFCoL7J6tP+D1iQhOSiFkxuwM0APHqHN3AZVYByitQFnJqCBhk8YSSEa6Qe2yYW9e8+TxIc5ZptMJ4+mYyXSKK0uiNhjjUOv3VgRp6kmASQmj5cRu2hatDcZYjJV2ddc1Ija2Dh9EHe9sgfcea03u/p3bm8QYsjWKcGpAgF+dA5pkD50ENI0EoqRyty+gnFxIJolliDESZLVWa1S4MBGtJzSrhumm58/91BZ/QRfcuzfj3QP4gG3eu/WAjc1rvPbqy9x5cI9//tVf47WXXmc62eKdt96jDQ0vvfQC1ijuPXiINoaXX3uNvSd73P7wFhd3dvjy5z7H8fERtiz48o9/gb29PT744BaL+ZLZ7JS0mrE49JQqsKCnVyTB1GKg52bGzlPPFyydo+k888WSmMtegfEkiMcUsVqyWatE1KsVhJjWNix90JLOHYQguF3/fNHxitbPGUtZlBAEmJdOXRZ5a5Prv0jMsqRszvJs/SGsT0ZwAgpjcmCSkyyiCDGhlUMlL9qoLDFImfdkchcmadFW9bgOSmE1qJigazne2+dwbw9lDYPhmM2tLaYbU5xzuKKQUkxplJaszSTkItBG2MtKdGApBqEWuDITMQNGK0xl1yLXvrMUYwICzjmEyaxyh88ID2edBUDTdALuJ/kdrBFAPiURNMunErFqCF2mLARyA4sYFRFD6hYY5SnMgCZIaXn18oAXb5TM54HDz0/5P//Sbb7xrX2eu3mDGCPf/NY3KasBV69doe0877x9i6tXL3Pl2iUODo+Zn8yIbcuXv/hFFosFJ6s5vtAs2xUffHA7dznhwsaUm5cvsbs5pg2SVaoopW8irS1r4hpbUrRtS9e0xM4TmkZY6taQkO9Mmg9pXVYJXJ6RSYGNxEZnXc5J5is+UpLq6L4M1DnIJEXXNHSDFWU5Yda0GEQAHFMkxESbhLhLSutO3vfLnp4WMj9bv//rExGcYhSDNmMMxjpE2xYxOpGShlQITJoCPnm0jv1ZiMaQIvJ3EmaxEPcUSclFa60iJo9WiXYx4/7JEUorhuMho/GIycaU4WiDsizWdiraWGEUKyFQKi0eQjFEvBc5izWyy3ddC0pTFEIYFfFwJmbG/uLRWOtycGLtOdRzrCSTOj8cPb/HmiJnCIrgA9aVhBgg23z0tiFaqbVLQ0SAZcFvLKsUCHrJ9tDxxc8+x7c/POODd95la2eHC5cuslquePzkCTvb29y4cZWjw0PG4wmXL1ygHFVsbo1QJjHcmbB3eMi9O3cZVwPSsqZyBa4aMKgKlNa0SUipAfn+n5aOxJ4WECWblOxHgOgYAklB9PJ7xvz79To6ad+da+DWfk1ayYaW/9NKNpW05k2pNaUDpUgx0rYNg9ixMR1z/OAxxUjYoKJU0HilBDzvyVN55a3v2foDWp+I4DQYDnj+hZvMz2YcH50SgwedMBasNWjTQQIfhbuSkpGuThAipVFA6jJLO/e6lCZqhYp9qWalRecDQ1uRVKJb1Bwuluw/eoIrKqpBxebWFuPJmLIqMdpRFqWQCH3MqnidiYAqyyE0ZVkCkbpeoZSiKETX97SrY+81FaIw281awycCV8G2ntKdkXk/MeRMSeFTpG17cbH8Xl3XSkBVklXEmKjrWrysotRA0WjccERsIouzA4rBkAsXdnj85IDdi7ts7WxzuH/A3Xv3uHz5EtVgwOMnjymqkuvXrnK6XPLkYI9Lly9TYtiuRpRFweXndlguFpycHhNTQOcGwpokmX+3vgmxxviU0D+M1msagNR6ESU+JcQQpDTLx9Roeb4QMnWWHSm87zt7aQ0DpJxfCb9JNr814TMBMVK4gtPjUzY3pngiwbeE7EwREW+nPlvriQTqe4iYPab1O/Hhf5Zd/e7XJyI4aaO4dH2b3W6Ly8uGtm5ZLRuOj05ZrRoBsY3CGHA6kkzGI7QjJXENiDH7D/X8I5VQGTQnCZ6F0iir1qWhVloEvAYIsJqtmJ8tUFozGAwYjYZCVRgNBVC3BqUz6VI5SLn1n7I8xRaQRH8ntry9M2fEOgtKum/EKMGFtM6KOi+umz3L/FzF3zOk5TtA525g9kLSOpAImebgcqfQEELCWilxbDFAW83Z8pSiKLl3/yGvvPwaylj2DvY5OTnh0oULFM6xWixBK6abGxwdHfPo/iNcVdB2DWcHp9y4epXLF7ZpgyekQBM7opIupEoKnRQxaXRSqJjEA0ulNSAeUyIqUCniY0cgCq1DSRFnVe6WKr0Gs7U55yyJc0VfOj+FOSmISjhNRGGFk3E5ZbK6IMmmYrQY43XBMxwOMcrK549JgPMkQW3tb5dLye8NT08LmftMV7h6ev2oj/Glnq3f1fpEBCeSousSzhmG0wHlsGBje8yFS5uETrGc15yennJ6dka99BijsVbjrCIpL7udAqwVHV7MQt4k3kxkUFoh7OyY2eL9CacS6xPLGGn118s5q+Wc/SdPKErHeDplY2OD4WhIWQ7ACPdIZ0A9JbDGSUcw+4DHEIgqrG9TWuyEUT3/yqzFpgJt/NYdWGvhToUYc4cpobURlry2KDKfS4mzg7WGGEUSFJMIonXbsvTQhcRwNGY4nPPB+7e49tw1XnjhBe7cvs3h8TFVUeDbjsPjI5577jkubG7R+paToyNIkY3phLIsBJRX2ZqkR7hzBSQxQXIXnS1RUhQMJ8RzTlIuPEkqEZQoFCNIty71meHTTgQ6v7hc+E/TMPrXTLkMk//MUySngFizILghyHE3irPZGbuXrtJm7EpOA02M8jsJ1BSJKHTUGffs31FBZpuvg1HM6VmPVX1PIfgMp/qdr09EcEqpT82FN+STmOgbayiGYAeJ7ctXif4SofUcH59xfHTGallLm9lJGSFe4+KqGGMioAlRLlydu0ACV2VMCjkZpYGmMl6UcBlgF0JkIvrE8cGRMNWNYTgaM5kMmExHDAcDhqMRqJhN8kXbJ35UACnbBSvZlGPKlAJPSiFTCfrSTT/V4cvs8yBZE+exFGMNBktXe8BQWCMAPR0xeZQ2OG2JSYlgOqvxtXYMhhOsPaAYKO7eucPO7g6D4ZAne3tUruDVV17BFY5HDx5mPpiWck0prJELXKyPe4V/PnY5+1FKsg+thCXfc45UUrlMkwfq/LdFY5PCKvm+yZ1ZOS9y5tE7eSuN1jaXrD5nlQrI+F3OzMI6/OWvTMw1M4EzC8mjbBwpY1nWiAODMk95X67ruRxIUt+7k0eEFInes1yuOD3sUDiUjRhn2JiWDAYW6c8YfgeV37P1PesTEpyg81GkV9qgk5DirLU0QUBg0CSj0RVsXdpi68IWKSlCGzjcP2S5XLJYLgXvsBZtJRsxRrKHpKSlbQhoVGafKzwxYxlSmmiF7Pb5HBTAtcOSfYZiZDmbMT894xHgnGNjY4PJ5oDhZMRgOEJbCymhVQaoEyLZQCavhOgRjyjh1Ohs2dGLiZ9ms0Pm5Ziev5MzjJhQVkqg1mfzvPxlpuTlS1UWrTQhG+MEpZjuXGDv4Ktcu3YdWxjmywUpRK5eusRiPuM7b3wLZ50Ej9xR7ImQ5wdM/qdUQue/5YMrPIlkxOZWSK7yXUedu20xSAcu6RzXskC37+4Z6PV0Ik3Kpdy6tHq6jMrRI2Pm6anP1Xf45HvssSiFeJArcTPQls63Qg2xluC7zJnKGU5aA0/SGVaBED0hRBbHS26/e5eD+4/oFse4FFB0eGMZTrZJpePFz7zK9Rdu0JN5n2VLv7v1ewpOSqk7wAwIgE8pfVkptQ38F8BN4A7wV1JKxz/0dYymGE5o6paUyXIpeVLmD4Wuk5Me6cRol8+YnF1cuX5BBhMkxWy24Pj4hOVyRQxSConeLWMUWrKMnrjn8kUYe1awJmM8cQ3gruUQWsZDJW2Iuu/GeY4O9zk4iGhrKYcDphtTtqYblNZQjUYYZ/ChlZ27r06UIsbM69Eaa8WOJca4HrPUX4A+9JmYWoPjZm2Dm4FmrcRbXVnBsrIFrrIGigLjFbhE2yQWiyXLxYKiEo/x5XzG8uxMvLStk/KxL16eogD0WJBSNl/AciFL/IgocaIhBEgh9bXWWl+o5ZfKAdmsBxyssyujxF1U5wyyHydlJGPxwefnigRoff4gRoFy8Z/TLNYl5zmincu+hDMKYxwJsEoJlwr5LIUrfss5GlOQ8+tozptfe4uTRw9pl4+xqqEal+Ckm7sxnhDbJ/gTw1v//IAYf5LnX3opf4anPauerd9u/X5kTn86pXTw1M9/A/jHKaX/WMkY8r8B/Ec/7AUE7LQkLa6T1ihU1HRNS/A17qk5ab6LOJs/dlQY7YTgpyWYbGyUbG9eIcTIatXSth2z2YLZbIlCScfPWAotVAHvO1KMhCyPIeM6KUk7WqgAOpcskqmIgb6ADxolTGKj8TGymtfU85q9+49wzjIcj5lubTAeV1RVKUMVkgQ18alKRG1lxh39xS+Br8+mdNbzpSRSnBgFM1MqCUtdS6fO2YLoQ65EegmHQhmHVYm4jCwWNZUtqM8WnB4dZcdK1q33vgv58dfo+2Eqq96kBM/N+3XyYpTGpFwmaUPQQdAfrTMWIxzHtekcrC2Q4dwOp8fhEll+kj+jUuZjgelpEXAPnivOj4sEJo3S2Q8s+kwVkUzZKk1lC0KI+NBS2cSoqhCKSuZopUikJXSKO9+9z7f++a8R5nsMq0BVQDG0lEWC6NFGE+o5pnCU1lCg2L9zm0uXrlJNh2siwjOQ/He2fhRl3c8Dfyr/+28D/5TfJjgJh6cFQgaXpSQoqsG63vedlCoqQV23GCuWI0ElscEIQTCH3KaOJAaTAWUoGE8GXFOatm45Oj5hsVzSrGohCubMymY7lSTUaykitJRkIaQsIlZYnUihI6m++wRRC8Jhs7OCZDOG4AMnx6ccH52gFJRlwcbWJps7G7hSo5CZfCq1BC8XUg/2SiDs7TxiBpgdZFwtBp8DSO7ORUUiCIMUwWZ6UFdHCzYQvOZsvqAoSzrfYvKFH1PMM/vOgwfrskbRe7tLIiScoxiy7UiSUjwmRUQTM1Aesj1Jj59F1WekgOrdLHMGqYTlQW4woPqAJb97b49M/l7kT/96fWCKgMnBUksJl/pmh0iWdEqknFVJbtri3JD5qmYwGWOsYFkpictFUJEYYHVc841f/iaz+7foTm+zvVVgC0cyGlvmxkimjxSuICGi7+A9ul7y5OFDnpu8hMpEUPVMDvM7Wr/X4JSA/1YJ6PB/zbPoLqWUHuX7HwOXvt8T1VNDNa/sjEiZV+mDp7CWEGQ3DTFlc7ASRZIUHIC4dgMwSvyTjJMJLCHmdn/I1r1WnC2HY0c52CUl8K1nuWyYnS1YzhfUq2VvhpCvR0WMnfhEmXyxJyW7bJ9hxIhWEUVEZ2dMlLx3UNLRMknlYJfwbeTxgz0ePdpDG81oOGEwGrG5PaIalOiUTdCswfsOGbcmVsFaF2IbTCIEL37rPXaTYwj5u+qB/YTCYDAp0nYBHxwH+6cAIlbusxZ9PkFX970s1evS5Eru3QG0Vh8T0iol6ZB25rzFni/9vtxUKvtSJnWejeb6tg+9OQaucaO+Dlub+q3LtI+dQ/I8de72IMFTCKBEMGTy5hpHkoAdQkdRDWiammgqUpJxYl3XgaoEYfSRBx8+5I1/8lXmT96iqho2JhW2NJgyCRxRDARbTOJLrpLM+tOFltI/dCzOzvJj+mD/L3St/fdu/V6D0x9PKT1QSl0E/pFS6p2n70wpJbVGSz++nh6q+dkXdxNa47sE2tJF8RHvxQukfLIpTZsFpYU1GAwpJnxsRSaSd0ixRZHgkWIgoehionCGXv5QDCpcVTLZGBNDIHSJpmk4OTnl5PSM4CVTc07Y5eTyzjqLrQYysSNEQtchhU4GUsn2r9nyJSkRlXYpypgmK9lR1yZOuwV7B6e8835DNbBsb22ws7vF1tZUAPMEKiXhLwW/JlY6VwoG41uMlddNIaGVWWczWgklIsZAu+rAWpQbMp+3qBjF40iBZGo8FVgy8J5EjNy/ViLb4MJTpd65LxawDiRKm4zVZcZPDkhJkUeoIxiUFrGtVZqWPls7D0h9uabXTkxPES7z/dC/vbxeisgxThlMJ61xOqEmyOsYJaXn8XJBOSmIoUMlsQ5ulme0vuUbv/YBH/7qb+DUQwbVGdV4TDnU2MIRaFDW0LY1RSmOrTE7SDRtjY8JpwUvXc0Xz+LRv8D6PQWnlNKD/PeeUurvAz8JPFFKXUkpPVJKXQH2fgevI4b4RsZHJyI+SKpue8whlwqQbXWBNkizWmub1fqivjLZLRPVM7ED1hg6n8Nd9PgI595KFusCtqyYbE24njS+8ZwcHXN2espqsaDxnQiArYIYMWSw3KmcgUDvxNhPDYlKEbXCB4/tgwXSvhboJFJYTb1KnB7W7D9ZkXjAeFIxmQy5fHGHne0JZalAGZZNR1JGlGdJodUURQE6EuICbbKMJc/rO8eBE9EHxhsbwKPMPyJ7bZMzQL22IomhB50RikAmP65LvZwRJRRJq95lJmeOWnzDkRuSpF3itRV73WTfkcxmcH1GpFXWN2Y8S/edwGyho847gwLG9/c9dTJlvI7c0Eg6I+FJAqMyoqGsXEHXeBIycBMS2jh09LwynfCd/+a/YvbRbSZuhhtadFlQlB7ftqgYsNUYpQfY0mFdxikJ2fFTJrjExmMry2BQ5QPxLET9bta/cHBSSo0AnVKa5X//HPC/A/4B8O8A/3H++7/6nbye7zpSigQ6absbhxAMvey6ufUuKTuCD4UoYHDUwldR0qqPmaynlaJtg8yeA+kGJdFPxSB1ZPCBFKS7FVOkUALMagfblze4cGUb7zu6puX0dM7Z6YLFYklMIuI1RmOMBiSrCdm4TMBrCUhGIZmWCfT2ddJRMwLqK4VOiUIXdDExm0VOj2c8uLfAOst0ssV4ss3rn/8xYgo0PqJ1knHqqkDryGiyyXI1I+IJzNCqQ/IhTZdAq0jXtQTVH3YZg7Qul3oqTxLXzjVI3ZdXIBOY8+gm8eY+p2FEpCwSEBuhGajz2XQxZLY+mU2eaRT9mHh6nEspUtJ5JqFgfz2VIZHpIKrv6PVyFnn+00M8JSOMa2xL5aaBiYFS5TJPWZJNpGSxyWLTjM9MEoMPv87y8Rtsjse4oaVTLVU5RQPWVVSDMaoYUoeIcTb7yGenz8zob5oOetPCbBn9DAT/3a3fS+Z0Cfj7+Qu3wH+WUvolpdTXgb+jlPqfAh8Bf+W3eyGllEyQ9RKI5E+X281y4RhtiQiGFIMnKYUpHclLNiW8KBljLWhMLje04FYycsqQVC8L0SgjnbAUEykkjOrb+d1azZ6UJxCxleHiZJeLVy9hgmE2X3JyMmN2NmO5nENqcaXL89AEpPZeMpOoQFsIodfIBaKStn9IuStlIIYWaxQEwZ7ExqWkHG7y2S98iUikWdbCk4pR3ChVwqhEDB2bm5sUTjPeuMhsvo/TXrCTkFARktIyk00FUjrPUs+xb5VB53xckNu1ypYimWoUVLbTzZmqhGaVJSCZ4JC7bgotHKeUsNoKWTT1PuLmPEPLGZBWCaWDAP1KuGIkT8LknzNwn8tD0dgF+c5zg+4p8OocB8ylt9KGshrQNR5bRnRoCLpEseDzGwO2Dt5m8eS7DCdjbOnkmLqCze1Ngvd0nbyecYbRcIgtCxxmvYGRwJiCsjKkFnzSrFZtBsJ5lj39Lta/cHBKKd0Cfuz73H4I/Jnf5asRooyLdsauNVMhyO4DcuFELxeiNnKS+yjSEJMvql5c670IOHtFv1Kyewcv08uFEyPMY21y2WUdWht812KMgyRmH6HrUAk8Ce8bCX0xUg0dN7cuABep64b5WcPR8QknZ7PsXpkyGAuF0WJnaywhyIUcUrb2fcrkX9rgcpGFBFEbNra3eO3111jMz1i1NT56RuMhzhSk2BF9xDnDctEyPz0itB2H+yN2LmziVQNqRadaSixFWeCsANExeVTqZ7zlMpQeczqnEPTHB0Q/qJ/qlPGU1zesaUTrjmXvEpCBILEkTufgdO9nteZv9eCXIgfNlDsU8up63alTGJsJqaF/f9mUYs5iVM6s1po38ZbBFVp0mCnLWJRmJ8BP7xjKe/+YeTphOJkw3p1gNOIpbxIHhwdoV+LcEK0NjfcMh2OKsoKU1oNdFeLS2rQthoKEKArOJ7n89zM4/U7E0d+7PhEMcVmBmDQhSnosan5xwvTBo2LEaUsKAZIY0tk8WkkA8JRPyCjBBWiaPMHVmezxkwXAKSvnUyL4hFIGj2QXpigzi1mLd1JZCpbUeQmcIeCqgrpZMV/UAGjtmGxV7Fy+SUzijX10cMzx4TH1ciVBM1+I2mpUkPdvY0dlFIWKeAVaW0IUGYYwJyybOzsMJgO60Eqm5TuaZQPB4zsvNi0p4MoRhdU06YTkaw4ePaQcDNjY3cSajmZxSioTj588QCvB6gS8j+vWfO+51FuFrMstJdQOyYgENIan1P5AH9DI8/qEhR3Q5CETWmXh7vnF+XTHLxML6B0L1gD2uuTsGeHS1hN+lDQ7+uAujT6hEPSlaMrOEBr53M4W1E3HZKNAERlT88dfGLE5+026bk41mVAOHWeHh4zGG+iiwg02GA8nRK1x1qEwdEFcUGOCohwQfKRrGrGabhODStMu5dycbk4yDnbehfyXbX2/4KLWZf/Hf6s+DH/s+f3/cze23xh+2PqEBKe0trotCkdMat3KjiET6EIi9N+AGBcRiblL0kmLOommTudR0ygBVoOPmdQYMtaR8EkIeXLOZHDbmMxB6XdzwUVQCleVAJRVSQqeajDK7ydlTNM1dKGR1wuwszXh8qUdIprlquH0dM5i1bFY1HTzGZpI8BGd2c8YS9fImCtUYjAYsVp6NodjFqezLAFJlFVFoQPaRKrKSXmUIoUGYzXFxgZt07Ba1ixXS+xJQbCRcmOXs+WMsweP0MOp0LpjEJM9JQFOqzwgIhNS18Eoc69Cb+KWQCGi3JQMKJP5SpqYhL8lX78mCxulXExqzRJXMpGCfoqvdNoUGo1OGpX0muaZ+v9SoieAxphF1EmO6boJ0Sdguk/CMh1TiXe59zXRSrey0B1/7OaQ4ekH6HBCNZownIxwpWKyvYu2jrqLWKvx3QpTDgVjy+ddigFXFLRtTd8FjEHkOTFn13QThsNJDvh90P2XLzh9v7XG+FLOuDN/K+YJRdBnwFGG2kZDIHC6WnK4WHJ3/4iDs9kPfP1PRHASQFN277pegRI5hxAUwWlzvvNom03WVJagZDvVbDxWVgNSEg2UBJvc7g7nbWdtDL0fRk/i6wW3510qKQV0bomn/HeXg2gKIftPi41KURbE4MU4TSV87OjqVkiNxrB7aYsrgwl2OOXo4IBH9+/x4P4jVp3hZOkJlKRUZZdPhYqB0caUYjRBV0N0Bt5jaNGlo/MeXeQ5fd7TdR0bZcnJ/ITReISphoSmIzUd/myFqjt2Rlv8T/6tn+Xv/sNfYYYGEzDRSJMgA90Qsxi6L4f6xEXl8jg7g8ZeUNxnMAiGRCKuW/9i59LvmuclpJRxMntQxLE+BkwUXMq4rI3sMTBy0abkb6N659MgH4HeriRnYKY/tkiWbLK9jHE0yRKo2EwtP31jjHv0JrbylNvbDKqBUAqCpls1oDuq4RhnDD4JN0wbTUhQVo6YEr6pMYUjpkA5cKiQ7aaVNHbmnQLby4HUxzbDf7lXWqdLcuxZmwrSl+Qo6q7lrK55cDbjoydHPH6yz+Hhgid7M5qmYbFofuA7fGKCUwjSeSmcW3c2os+GbYo1LpGUuEf2mjQZ4ZrWPKDOy1RerRQ+dLlkUNkTSCgLMXSk1JctnLfdYxIHTmOyxUrKvj4C+0bkRI8pW2j0wxiCZCHimGlxNqv3Y5BdJUZiu6JpZixOHuCM4/rlLayrGFy4wa/+zb9HWQY0fRnq0BqO9w/5rFZYa3GlZT47xTmDsxZXDQkxMKhKfNugFcznR4y2BijvMTGgXKLViXK6TegCZ6eP+akbz/H6v/dv8A9//R2+9sb7eFURVSAqD/F8WolkCPk7SgJ+9xpDbXpfo96viXXHUehoKeNpEoCMtsQUJDPSkikVRcFoNGY0krl2xlp8J84OrrRCNdAK8uv3lrwh0xzWWZ3JAF1PI1G9t7w4IfRZ+WBYsaprhtUW14zjZ16Ycl3d44ldYUdTfOxISaOLAjscEJPFFQXKOerg0dqhjaEoxYQwJSiLAhK0AbQtAHGBiDEQuo6mSdjhiMFoSB+Y/mVaHyvlUh+JcvaaKSEqZ8Rk77SzRcPxqubewQHv7z3h8fGC05M5q+M5Lhp0NHRdy+nJEdaKAPsHrU9EcFrbXQRpR4co3ts9dSAqiJ7cmm8zbCEBam0sh/CXlEqYDK6mpyaghJi7dUHKvhTF78gYGR+lkpRYMYpfec9U1iDlR+YCdV23Zoz3pY9WmpCJf1pbKTGD8Ky60OUpKgY6gwWSjThlIDZETumSxWlFiCLebTwoFQmh5ezslMm4olk0qCQ+TcWwJGrNoBoSvEcZS1vXjKpN2romxA5nS5T34CV7qazFDKbs7z+k6zr+B3/kKq+/cJX//Jd+ndUqETR0BnTsqQ45Y1xTC+LaeiQRQKc84ipPhuizFE0eZJqxLG3QRuyUjbYURYFzjuFwxObmJuPxWOQpSxkXJdmrZCny3faUgHS+acVEUZSsVn69Y4u5oLxvL+FNfbalEqSA0WDTij/x+YsMlneYmxZlLQPnKKqC8cYGi9UK30amWxskBWZQUSmRByljCEph8zCLtm4oBxWFrUBXOUtcobxGO027chSDIUWVz+X8eT4R6+lu5g98DDlt7svpTPXon58Ss3rF8XLFh4/3eOfuPvf2Djg7W1KfrZiaAotm2S0IzRxVFuikqOuG2CxpW+HU/aD1iQhOgLTHQ8JoK8Le3A2WKl2DSfKYdU82EKMH0poVbrUA34mYBZ5mDcKavO07Z/MkECkDegcAjCYoUNrK63n5TFGRZSVZBBqFZ9MFEXqS+Tc6u162wcsoKKXFvVPLBdY1Hp1HP8UU2T9ccPW5V0lbWyz119ChI/mESZYUVe46Kh493OPKxUui3SsKkoHGJ6phBRQkZTFliTIOQkNpHbHTqBRplWej2iSFQNd1FINCpsZ0Haenh1wbWv63f/0v8rf/37/Gd+4eIlxsGaOug2j1VN7x+8y1H6HUdZ083lhQHdqCsSpPrbEUTsZ6l4MhrvU4V2CtpSjER308HjOdThmOR7mZp6ibOtMvepA+g9uZ/rGeApy1jEVV0DY1xlh89GvuUx8BYvZ5qgYDVscnXJgmvnzdYM7u0XRnnC1hNBpSjUqCSpzM5wzGU4rBBF0OwGoaHxiUJYNCMvrQyhSZ0pZ0JqKDJhpxc/Ah5u0sZq1jwe7FS3niziclKklGJAV7WsuVYpY39HSMlEvltY96kses2prT5Yrbj/Z46/4jbj0+4PhgRVwGYmhJIeC7mhBqikFJSIHFciluI6nCEFitVnSrjpDSGjr4fuuTEZxSIqUGlKZtPUoXKJR02VSEGEgYKa1il33EIcWANZrQymDLmMQAzGmXxzQJQU50aABKSgitsU5wk96/R6MzcAvey+AAk6egmCzoTSmSYocHsWgJUfANnTOlTEiUiSA6z8GLRK2wReb4xIiPnnJg8aHBjjTzesVIG1SKwpbOOItGsZgtBfi1IrnxPlCOBqiiwJiSQVGSQkddLwiNw7cGH5cQEsNqSlPXlIUMH6jrWibNAIV1UDfMbn+Xf/vPf5rfePuQX/xnb7GwTr4T4+WkjOCzrk4lhUlGPp8SS12VhINmtKNwJYNqQgKcGWCsZTAe0XUhj9cyFIV0UsuyxLmK0lXC4HdGeKFZwpIykNEP1tRKZ84V5xQPpShsiW9rjJJBF8oYQtdmh1LhQZVJc2NzwuduDAgHH7BYnNGExMZkiis0bRupxmOKomKyscVgMmVZd1hXMBhVNHUrZLWMVxbjEa2PODfEuSK7RoCzjqatUVphXIFhRDkuv/dU/0PDmz7mTx97J1IEq+s7sMTM+dNEFanrloP5ilv7B3xw9wF3Hh+wf7ykPqspgiV1AWJN1y2pWy9wSrvEqEDQI4L3+OUCnZQkAHhOj49pvULp+END9iciOB3PFnz7vYdc2hpzcXPCwLTELomaXiUwipBaUpKLKsYAqPWFbJJCx4Tqmb9J+E5dHgaAyumjyp2DnKJHwDhH17b0vBxJXqU8CFk47POkFKECGDp/nooaFCaqNbkTwIeA6UFBLQe69T6bq2XOT+hYLldw0nBaw+VRBSxJSZwZQvSg4dHeY1arJcONEaFrKYcjtHHE7KZgXMGiaSkGE2JRYWrHcDSkWSwZTcYMYqReneFCQFtDvVhiYoemZRU82pbMntznS5/a5tOv/+v8nf/ma7x99xBvByS8mPPlMlgpLbr/PFBBK8tg4CmKSFVVjMZjJpMpWmvatkNpTTUYUNetlIfmXBzcT6LpqQr9f/SBsJehwHkG1XfsMr7U7+ZlUbFYLDBWyYWVrU6IMBkOKZoZX37xMs3+e8zrM9rkKMcTdBkxVcVouoGyBeV4jHKGxrfS9EiJ1XKFUo42gTKaEMD6iCkGGFeRtCEpTaLDYHCmwKdGMpOiYrI54Vxeet7D+sPMpBKIk0dKmIyzRiU9oFXTMqtr7jze4+37j/nw3iFHh2fUdUvXeNlA2xXJt0SlCZ3ADd53eN8SQ5bxqECMjrpZZhwuQRQveh86YkiMq8Hasuf7rU9EcFqsEv/l/+cjnI5MRo7Ll0bcuLrBjctjtjYqRs5RWYdJQnBTGSwVGUuHjmkNTttcNghwinTVtKZ0jtZ3KC0jwwUz1RgrXBWnhV0uI5sk+7HW5Qkp6mNcJWUsooRJmdmQp5wk6IIXcFeRZ9EFvJcOmDEOQsDHlqQM2sNgOKFuA4s2UCmbsydxH7DGsKgbFosVbbNk59IuXdswKsa4YoIyhq4JDIdjtE3UNYym29SLU8ZbQ9CwnM8Yb27TLOa4ckDC4GuXmQQLlIbZWcPs4IzAKX/tL3+Jr3zniL//T38zT73VRJQo8F0h9snOUGRgu6yGxJgYj0YMhkOqQSlZWtOSEGwoobMtcd8xlRmF6ChXhJKNwSRDxEjgWbv/9tyYfvUdv4x5+YDCMBoNabsuj4CClBRVVeKU56c+d4PjD79FXM5pUQRfQ5Nwk23GWxMZXuGGmKKi9YHSCWAvg1ctXYSoNK6qcK7CuhE+abQpsa4Ao9GxBu9xeohfdESgHI4kI8z0h359D93rX2g9nQWds8R+GIL08cf0NufLpuGoWXLnyQHv3b7HrYNjHu/PYBFER5gSsa7RvsMpD3QixzEJaxRBJ4LvsNqz9LXIdqKU3M2yIbQdSklzqe2WdK2nq1cMqgED59aE6++3PhHBSZEwQPKG0xnsn57yxntnGK0YlYqLm5bnru9w/cqUq7tDxgODQeQqhRZsI6nMiImJLgolIOIlo4mJ2KZ1q1nsUHIG44Uz1flOyolsq6uNybwqoTgY59btUZPI1IWUdXqQUsCQMK4kZAZI8DFDJhmYz3QGyatAW0/sxCdq2SZKJ6VKyJ5EbevpguHrb3zIz/7pH6OpF1QZjKXrKI2jKCwxNrSLmbg76kRVFcLB0ZqrOzscHu5RlVWGiDUMx4IL6A7fNWztTFjMa2ha9u++zRdffpnXPv9X+Lv/r1/kvb0arzXWQjmcMBqOsKUjZQwpBmHmDwYDiqKgKEqU0STmMvnFWeGLhd7FMx/zfHVKN1UsEsReRSQ1ygiPSsbHq5wRn0+i0SiMiiQV6UJCJ81wNGRVy4iwQllu7m6xO2jwJw85OTik7QJVNcBZzdbGgNHI4rsWnxQOh6k05VA6a13naeolVTmkGmygyynROFCGaCzGlNhShqtaFaUZE1tUTKRWkVLBcOgy5+73N0taT33Jrywoa8yTb7JnPtnfCwQSCR6lFU3Xcrps+ODhQ27tHfLO7XscHs/pGoh1JNWB6Ft8qAVLDOLgoIyiKI1463eeul4x88KEd9aSfKCwBYpaaCGqoKlX+OhJsaUsLBCZz2fEzjPcKKmXZ598zCkBIWc+MUjXTO4ILFvF7b3Ah48fEuI9XKHY2ah4/vI2N6+OuHap4sLEUmZxbwgKZ4d4n3DWiGOA6mF1GTZQN+2atNdL8BJCUfA5c9K9M2UeOtCDwjGPlEp5IKToALNui3ziaCF0+uDBGBJZ5KoQcDSXKMoINyspRd1GcKV0EYE6ak6CZREsT969x0//9JcZO8HBOpWwJeI0aTTBB9HJRU2KBh9jdmqIHByeYdyQuvMCWA9LbIqoJrJZ7bI4O2U1n1GVihQUi1nAxDu46jH/y3/nz/G1N+7yX/yjb+CGuwzHA9y4wlmDLUYYW5CyB5JzDmstw9GYpukwxtHFlfCLtMLYbGeS0lMZVA5MWRfX40yJXj5zzgdSui/d8xQXrYBM3uw6mtCitMFaC8FSxJbXr29SP77F3t3b4jxqLV5rptMRZjRgFROXdi+zrDsGgynBJ0D4ca6osNWEto0sFgETWya7E5K2gEMZm+U3EdUuccgUIJ8SrixYdQPGmxs9SexHgjN97BXTucwrEfNMduhCoG5XfLR3wHcePOK7dx9yeHCGWXpMl1iuGlbeE2JLbFtS59EqEn2DNQlXyFRsraBpVjRtTV23ogYi4ayjazrGwwGEju3NMXtPnhCCxhpL26zEJijrW9u6YTgY0HYNXVf/0AzyExGcgAwyS9qpol2TuVQWm5q+KxcSh6eeo5M9vvFmxKjEeFxy+eKQF66Mee7iiCsXEpVTpFb8oCMRHzXBOHSUdPRc7hAF3CbR+U6kMv0BBpQWtrP4EvW4RxC3AS27vHVmTWvwPnDOMJcsDKUwxgoAmX2dtLGU5QDfeLouUjvFUbQsO1hETROMfB/KEPyKb719hz/x4y+ikmdgNM3pCW66jbYOlCUqMeLTylA6Q9M2zFYrKU2MOBtolVjMz6i7GqVK0J7hdEv8plZLnKtQpmWxXNG2c+5+++t8/lOvsvkL/xr/5S9+hWFRodQAUzi0VdjCQDQfmx+X8BgbSCkAjhQtJCF6xpRHNCl1vjmofpCBUEXOeW3SrpUqLbexjegqRTLTezelLE8xwkv2gWk54trOFBNPmB8fc3zcELSibecMt0sMQNJMJlsEr7GmIGmHcxVaO6xzhKRpkobSUpVDPIrlsqYaTMQ7TIl7q1GeGMVVNKWIionoQRlHOR79NqXW7249XcqtUazU0z7EscH7QN11fLj/gI8eH/He3cfcfXTA7KzGeTCdZMutMTRdS71YELyXTTwmTEpo77EaJptDrNPMl2e0XSuOHzHiejeOBFYDpYXUkXREJ48zidjVGDuU4x4SqnCCW/mO0WRAiA3jyeiHau4+EcEpdzHplVIGT0xiuSsujQEVPQ5wSBdMawgGSIblMnDro1Pe++AYo6EawPZGxY3LU25cHHFtd8J0qCmdwlZVlmxIaaaSwXeSLfngRcjJmgYiXcCnhg6kGMFIMBPnBE1KAd1P/8iSjBDzh0QCoVei4SMmohZLkNPTY4bjaxRFQYPh8SqKjYqKmWUMMXVQWH7569/lZ37idXxb0/hIORhIrY+mHE7RCmJYgu9IPqBVYmtzKlN1Mw1itVpRFI5kDWK12+DbmsFYhhasVkvsIFAmx/xkRrm9y6O7d7l28wX+3f/hz/G1N+4BnpAcLgnpMiqRc2jTyzfEfxMS1qVsOCcWvkap8zI7Ps2S7smb4i8gQVnLMIo8I0+hSSESQs/iN9lMLi+lBeNrG4puzqXJFe7euYfvWlYx4dCMBxUbm0MoNXYyxgzHrHxkNNmgHI0BJRtggkG1jXZTkhrKINbmDGc8OjbEAMZUWGPwXYfGkpJCO8uqrVFJPJyGwyFqjTV9Lyjen/vf7+JUTz3+4ytmflHIzYMUI13wPD484O3Hj3nr3kMePDikPvEsly3BB4JvIHoWnWBIWid8F2ibGh8C3stEIhV8php7hpsTSA0nhzMWdUcAJpMJPrWC6emA1RatQqZ2iNMFCUpXMl8smEwmFIVltVoRS8eyXoJJ+OixhWM2XwpE8QPWJyI4AYSMEuqkiKh8cdMPP0NlnCbpTLoL2VdIhXziSjdIa0NdBx61HfeePEElRWk0G9OCy5eGPHd5yPWLG2xvjKisYuj6qSBGvKF85lIZI4Gp6YjIzLaYCX86ke1wpbaPwQu4ri1tDOKSgHTt+q5USpHOC2Nca4OO4n+ubIkpyyyszT7BGTBVUSaDEBWnbeDDx0e8dnWEtQpjHUpZnCuI2mFchQolXi0pCoWLLfiGqGA2n9O1YgNTWsdqsWI0GeKNoQsRozSDDYcuCkI8ofCR4XjC3t4+5XjMg3ff5NqNF/hLf+Rl3nt4xuPFgmjG0M8C1Dr/EdFwyuxhLSxKMAYVQ65me79yhcKikyXiQTkCLRgDwcvjUsJohVYBbUtiVETdocsKpypav0KljtKNMD4x8A2l32dEw8N3j2nOOubzBcvljNFGQUywDJ6xKhgWFbGLjCfbaFthdEndBDq0eLXHxMAplIkkAqZMxKZFFUP5lVS22YkSShyRtlkKP8s4dFlhS5fP7n6sVZ95y61PDwRlrUfLswbpy97zjVIm9kRC9Bwvaz58+IB37tzn/cd7nB42hIUnrBqgo00N9bIleuEDqkS2JMrOsG2dFQzi1mCUnKOBQDkoSDGyvy9OGJlog68bjIbCiYqBvMF0vst+WUKVGVQlp4cn+DpSOUvXyqberGrKqsRYS1d3HB0cPiUc/63rExGcesxJWsORbMUmkzwyCJ16GkwndrR9j0JpTSCIq2OSbptOGh0TZeZqdMDhmefg9JRvvzfDmCeMy8TuluO5qxtcvbjBjZ0hw0IxsOIRZQoHWrx8fIyECCp0uExBUEmj6DLDVRFVJAYvz0MRvc8HtBaCqLFYI/PsfNehjJMyMgHWkLoEaz/wvuwUADui0Lbgl/5/X+fVv/oXSN2KZAco20LXUo0HKOtIRYmtBnTNCrzCOEe7WGCSxhYl2pYMpxMmu4rl6RmqDVhbsFouibHBGU1RDYg+EZYeZS1HBydc3N3lzq1b7F5a8oWbr/FPvvMBXTCoNFjv7zJlWbNoGkxh1kJuH1q0Fsg2RUXIGr6yKsDArFlwcnJGRNN6UKrA2xIfFWWRg3aEibe0PmD0hPpsha06CjNg1mh0arFhQdmewP5HbL72OT5881vENlEvO7QzpFhQDiyT6YQLly6SbEXdBVSzYlSWmaw5YjTepOkiQZfYckQbAlVRyfc0Yy1KF5PCDpUa8CvRXBLAa3y0bF/Yfkp0/zSF4Py2p8XVaY215fsQjpkm4ZNMfL6795gPHj3i9oM9Pnqwz3xWE1eB2AWaek5SIv/qFp5mUeNTQ1IBnRs+MUZ8CIRstOisDHdVMeBVR8gqiSbICCyfHVVNNtdfLZaMxhX1qsboITEIhtu2HTEmqqqCEHHOYgaW2i+YDCo0kaZp8L5jYqeoqDg+OKZrzy2ev9/6RAQnlRTK9wMt17cSOfeFzjCDYDsIAfNpRrBaBywpt6LWhKQwyWXvMQGyrRYJy2wZOZs1fPjRE7Tex7rEpZ0RN65scvXymOevb7NdJWy9xJIoCkOtAp6ADgqDEyyFiDLyWbougJcdUiUhe2I0UcustrbrxDVTRaJvIUR83ZC8EA/7eXECvMtOqWJCaSFnPtg749b9E165NpIJLKkFFQjBo00ktBFlNa4oUdaQ/AptHK4cMhiNSUQWZzMGpeBw4+mEGEeMNzY5m53Q1UsCCTtQXByOCA8fsVo03LnzgM3dHdTBEftPfpkrmxc57WYcLhWmHLD0Hhsi3bJhsVwQCFhXUA3GiL2NxidL5wNdDMxnM3z7hNVszuz4mGFR4LRhsWrp0KSqwhYDXFXJjhwVXWy4MNnErE75mc/d4DMvXeDWm+8wW5xQr+aMRgVHh/scn56x6T2DquBktcQa6HxLWxuu33iOkDqOTk/ZvbzD5kTGq6cEvu0oBiXLeo4pRowmE1ImeUqipxlMNsRvPkggSqEmNDOMkinLoenwjSa5iunOZuYMAL+ltMs/5aDkc6kmjsIZOyLx5OSE20/2efPOAz68/5DZyRxVB0pnaZYrQutp6gUpeYwzmGRZHB0RQodzhoFKOFfgk2LZKs7OzsRCOYnaQvmOFHonBfm4ISoWTUdoGymftaLzgTZ16KDxdAyHNk8ugkSgKCzzxZKTecNkMCBFEeDP5yvKwmGNY7VqKKzDFYm9vT3mdYu1lnO/+N+6ftvgpJT6W8C/DuyllD6bb9vm+wzOVJKn/h+Bvwgsgb+aUvrN3+49koKgxDFRXr8/jtmuQydJIXsYh/MptEr1TpdyHsigRpWnYBii9xnE0AQSKXZChMyPSyhCiigP9x/PufdkRUoS/cfTgssXJ3zqyohLU8elzZJhoQRAVVJziye2BElrLUmLJW3wHUrLFBlt+3HUuVMXEp0XBX5qG4alY1VL96PHIHTKen4FJokbwMIa/tk3P+Qzn/rTpLhCaUPbNpSFAJjaOMjdRbTFFmPqWrhds9Wcwjkm21ucHB+j0MxXNdo6CmVxxYiYNOOiYjk75vT4gM6LsFanyOpsQds0uFCzmh1z7eZnefT4AxozYt4ZLJEwO+DqeMJgvMk7xwfcunOfplU0q44urFBRSBT1ss5i5iy7sZZ5vSRYzcnpMWM/hHLJ7GDOtDBslRZ/tuTma69x4dKAz35ql7fe/TqLZolWHZMNxf3b70MacunGZ7n//h2mRUFpG7rQ0tQLXnzxeSkrBmN2dq6ilWGxXGJKQ1EOKN0AZSwekeek4IXXVA4y3ig4qDHQzk/p2jk2thQarCmJkexKkSg3R+jSSSaURGO5Pv5y+p4D5SmiY6RNgXvHh9x++IT37j3g/uGMo4MF3emSuGqxGpSO1PWCmRdsSEXxOhsPhkBiNjuBGBkPK7ROkAKtr1kuG1a5/b/WTPqOqGSmoFZJsikFXeul95CJy2rNNwNCoK1lMndVgjMaVCDGjtGw4Pj4jDPfMB5NGQ0r5icnHB0lNrc26PycyWjMctaynNc4o9ncHGLM7y1z+r8B/yfgP33qth80OPMvAC/nP38E+L/kv3/4SknaxIk1TwPdD7mULp0ozdP68T6K2VyIQobURrKOkHIgSwmI2RJWQGaVyA4DVsYZgUz8RYvNRz4Syhi6qJifeD44PuSdtx+TVMfAOa7sDrl2acjzV7fYHlsub4wYWCUdQaWkvOp5TUkM9ZOCZAxGaTQW7AoHBCLVeJgJoazpCjoTTFUvJBZRAUZXvPnW+9x7/OPcuFRhUoLQYlSicI6QjATdTpj1MXYUgyEqBQYDTVUMOTo7Y/vCTQgelVq6ZsbZyQGlKzC6pF2JN/rOzgV8HTg9WjHd2uXR3h7XNq+xmNeYRc3+R99hJ8LZoqCdr4ip5rOvfJrT+TEqKD61NaCsl9w9eIRZ1SiTsM4yW3khW6ZE9JamnjNUQ4oYmC9XWB9ZxBVq2TCwisolLo8LhhuJSXXK9sXn+cpvfJuTxwdcvLjLvftPGE+26IptrIkUY8vy4YJKV6BatNXsXrvMPNWYFq5s3SRYR1mWDKwlJY0rCmGmRcEIU9sSdYMvKqw2ImNSSQiy3RyDB1+jo8dZg05StrRBkbSjnFRI9tzvsXkEVgKFJ6SOvYMn3HrwkPcfPObu/ilPDk44PasJXlPYktgG6npJbFcMCiuTm2OErmMxX6B0pCo040GJUi3zZZO7mzJ1qPYdZ4s5q7oldFGCD+L7rjVUztFrVpKRjrTvGnpdYwpyfaTAGhdKSfhOs+OGdtUyHg+oKodxoE1iYzpldjbn6OiEjekGm9MpB0dHrEpL61u6GDk5nlHYip2dKUVpf28M8ZTSLyulbn7PzT8P/Kn877/N+eDMnwf+0yTb/1eVUpv9JJYf+h4K2jwMTWV2b3ZzIkUJOCGd84yMElJgSMjgSESLFVEZTNbr4QKQ/aZ7bk3ucvTETS81Yh6SmYltUbysUz4hjZIxVMEn7j5quHW/4Ve/eYjVgc0Nx+UrU25eGnPz0ibbA09ZCKjapZgHNaY1yN0FAXhNF6l9QLdLRqWj61aC/ateVwaQCMlj1mdJQW0cf++f/DL/4V/9N4horC8Iq4Av56iyRMTO0kUwzqGJeF/TdoFutUDbgmUdMSaC93RtYjzepLSGNnQs56dYq4ltx3hccvXGDvfuPmRza5MH9w/Yfe556v33oA2UxZCuPWBncwJph4ePHtAky8uXb/Bgb5+dsWP3lRd49707UFjmTUPdLNFuSL1cEYtEbGq6eUfhLCE0hBAYWsvIDahDQJUFMyPHb1xtcnCyZHV8wu7OmEcPP+TizmWePD7AVZrOBzbcgP2dy1i7wtqKxVni+pWrvPnmG1x97kVSm3AoUluTgiH6gsY5fFRo7SmtiJ3LQmPNBK0VhRvREtEp0K5OpJTzCyqrIXjq2gOadhUwg00pCVMiyG6ISomzbsUHj+/x/kf3+Pa33+XevX3qGlS0OcPuJLPRCVSgqReoGNkYj9Ax0a1WANSrmno1ZzAoqYoxxMhZvWK5WlEaYfB37ZKj4zNWXUuIgtFKoBTiss0NmpDHwrdtR2w9VeHwvhWb69y3E3hF/qWNCL4VitWipalbjNWUlaOqCgbOMBkOiCs4np1xYWOLyhYc7x+hq4qz0zmdX3Hp4gXKgaNtPW33+9+t+0GDM68B95563P182w8NTj37FzmWQsbMXtAyrw5AnXuFx0jKOI5Sdk2U7DVVESHp9dwTkowwElPGc4+imIQ/I9NHeota+UgxRGI22FdJCRaSgBSwJmbSQ8nxiWL/8JTf/M4h2t5jMrJc3Rnw/OUNLk4LLm8N2BgVWIW0wqOlc4kQLG6whRpd4WzR0igB8hP9sM48iBKFjtKODzSownF3v+FoZdgoEqVdYrUhNgmrWtAO1QHaYYzDB01pKlDgbJlnqimsG5HcCG1HdMsTYrsidEucVeAKTpsZxdjRzjydiqyWh6TUopsJcTDluK45fLzPZJgYVGOOZ3NOzxY898LzvP/uO1x77iY+KE7mSwbjAWYw5OjhI0bjEdFamrlnPj9mc2h4/sYVDp8cUKTEMkWisSy7jmlRsFmNUcdzpjd2aWY1x/UJN29cY9nOiaogpjMu35iwYIOt6Q7v3bmHdYqzZknqPJdf+DTvvvddtsdjBjbh2zkhblEMB1hbEVWBDwO0rRiOphTWEr3HuBLnSqE3xAWNb7HJk5o5ZZDjI8NBHTHPw0t4muQpJhVPlqc8Odjnux/d5Z0797n10WNODmt8HdBJMMfQdNAFnIGubWnbFltYIJCSZzqscLFBefGxbzrPcrlARc+kHAlmpBRd3UAU4L/rWk6PT6kbn3FHMT9MSVwjtJHuGgSxAFq1+M5jbWJnd8pivuDsZE7oxBdda9BOZzG7bJ4+RhRi75MitM2Kk+MF1igGzlCNh0yHQyGolobFcYPzch1vbkwoCsdstuDo8OhHa5nywwZn/rD19MTfImcXfeDoRxX1vtUqM9x9ljLEJGxmowp5XMxUg5z5oDVZnSJBj7S2IYnEPOBAAp1RmeKX1e+oPjhIWZa54SKp6IcPxBwEVfaPMpESmQjczuH2bMn7789QJlEUsLNdcPnSmOu7Y3ZGI7a3ptjxDuWFF/m7/92380AGQ9Ki8l9P2yUbuGUsTicFvmO+mvFf/9I/59/7K3+Wpj3GdI5SR5LqSNoROwMOtB7jnMPohMLTtQ0oGA4GYBwkjwfsyBGbDqKjLMas6gXOjkltw3QwYnMwpn5yzEBHjg+ecOHFL/DOd9/m0uWLHB0ccOvOY3Z3drm6YZnvnfL8zRusuhXFcAs/r7nx4gu8/cFHKDsiLGekxZIxCmcTFyZT3nr7fXZ2L6KtYqwsZWHwqxXDquTKzpjlvGYy3eHJ/gHlaECjLfuP9pkWFqKiZsrpwSGbuxc5PrjL66++yMGB59KnXibOTnAGbj5/jcdPHnF6VGGGG9hqG1RBORoznoypqgFJOdAGV4zEmdSNkdHkHt0uCfMjdDOndJpyuEnddtIFw+exXJazuuX/8Lf+H7x3eMzjR0cEb4g+VwC+I7YdsWsJbUv0rQhokzhVaKVx3kL0VIXFqRJiJ66fUXF2dkrbduxsTgmxI8QOowxt3VKVFXiYLWfUbRbltq1s2jrJeeAsPkR87CisJUVN24nNScrYz3gyoigc89M5RmuqQYVSItRO2S3Wdx0hROq6puk8bRtQMdGERNt6zlY1uzublKXDOI0tRFtZFgXVcMiT/SPOZgtS4EfSrftBgzMfADeeetz1fNtvWU9P/B1VRYpatDc9GwSEkCemBCZ7efflkcbHKOlmzyoHpGjT0uHKP8tztIzlRvhU6zILeQMB0vvJHfm+3BkEwdNjFP6VEDf7kUQyDjxGAfP102VpYTO3SfPwETx4sOQ3zBxjO6abm1x//bO8v/9PefO7t6m0lawvf96+xtdKIm+PwxWuJEaPGzp+5Tff4Bf+8p+nSpJqC8erwzoFytP5SPIVWpWgBBz3WMblUCby4mmWS3Sq6do5bdOQksK6Apcii8VCxMxKYUxkUCosDl9Ynjx6n6tXt2iWJ+xMp1zSkaPTY3aevwhLTx0Uttzg8eNDlLXsPbxHszjCYtgeGUwqSdowbyyLxQk70xG0NZ/71PPMT08I2uGHFYvVikd7+3zpJ77A0cExSisG2nL73Q/ZvbDDdJioT485uv8B1e51KtVx/eoOerTN47fv8sprQz689S6f/cxLrFZnTCZDLu1uolXkcO8hFy9fAzNk2dYEZbBlQTXYxpRDtHG0IVKoAO0KlmeY1YLhsBTBsVK00ZOwNKtT4vIMRjv88q99g1/+9iOK0QbtTCb/Nl1HIpCCh9DJFOrQoWLITPgIIdKlSPCKsjAMypKUOmKwdMDx6Zy26ahKQ1Vamq6mKivaukFFCRh13VC3LT7EXBUIXcAaReGkbG99i9UGArRNI5BGEqfPtpWSbjQqGW44mqajSa1kWEFY5IOyoqocisSEASkklosVs7MZ80VDRNO1gceP97NQXmOdAwuj4YC9x/us6oaEeGlZ+4ND0A8ff/CD1z9ABmbCxwdn/gPg31ayfgo4/e3wpn4lBUGYIgQ0Pop5fkwGnxRBGZISiUIvyA09ZoQwhkkaFTVEkXFoxCgfpQkp0cZEQJNS73GtIeocYAwpaNGnBUUIMpnFd8JKTsTMBs+M9qTwPuV0V4iSMUrn0Hsvk1+TIoYObQLKNSTtSapi68Zn+e9+5bt88N37DBlANNKZyw0BlQWy4vKp8oFSBN9RFiWgmGxs8Yv/6NcYDjexHtq6FliqC7jkKVJNszjE+1M6vyBogxvuYEfb2MEE37WE1RztWyprKQtHUVo6L3q43YsXMK4k6QJbTGgbzXIVqDtL8o4Ll2/w+CiC07QhcmF3m6ODDq0m6GqDvUXHLFYsfElQA1Qq6GpP4UqqaiDGZU3LaDShqgo2N4fMT/ewyrO1MUYZx6WL1xiNdjg99CxmDePNHVI5Ytl27D16TLNsGU4muPEmF2++zAe3bzGaTrGu4Md/8se5d+tDLl3YwZjAxYu7XP/USyzrQFu3OCV+VIuTOU5VpFgQkqPpEl0rnWHrO1I7oz19gqpPGGyOCIUjliVLDJ1S1O2KbjUnrDxFMeUb3/oOs5NjDvfvcuVyRWGXdKsnhNUh7fKIZnVKvTylruesmjlNu6Brl6TYkGJLig2KgNKRGFtCCJyezGRGYYoMSpvlMpkNGCKh88zO5jRNoG0jMcnoLKUiMQpm2XUtPnRYLQaIbd3QNQ2xa6kKQ1VYgQdCYrHoWK08xhT4LnFyPKNdBYhiUS2cw0ATOuoUaC0UW2MmWxNCFAG9puDxw33OZgsUmuFgwHI5ZzFbYpXh0sULXLi4+3vT1iml/nME/N5VSt0H/jfINN/vNzjzFxEawQcIleDf/Z0EJrkQM78nA9RSimXdUPb/7vMhcnBKQFICPKps5dpbtMo0XHWeVaUk7F15Uu+skT3ElAQxYu7iCb9IZ/JHyH5OebJ2lmPE9ef2edx5UoGQAkkLO7r1kJQjeoVXFa3WdF3io699g4hBW0ubrV1I5wMF1o3mTHVgTUNINE1D4Qp81/GVb32Hf/Mv/Qnc6hGD8Ug6lCkQ2hoFFM7jFw26nJCaIeXGBspVBC/lnymnpM7RrGa0rSeliHVjYtI8fPSI4CM0HavTQ158/RonxyfocoOHxyveufOE7avPoU3DpUtDbt25z+bWVdyw4njRsn+4IoSWcWkwqePmjavMZnN0jFzY2eT2R7eZWEOsO6aXdjg+PKLa2GI6nTBf1ly/cYOqctBFGSRRlWxsbrH/aJ8L4xFGd1zYvcCwchwsDSSHtULJeOn1K7z7wfusfEQtAq985jk+/PBtPvP5H6MLR+xujzheLejqJXVnWBU1wRrKNGBaGclQU0ehAu3ZMWF1ynRcSMNCO3wX5DyNCt210CworeW9O/d49/37DDYvMR1t8c3f+CaF0/QzCXUS+IDMzfNdR7fWcGqSFk8ro8VTQCvDfLFiPl/KOessw6qibWuSSnjfEVNgtVpC9igrjBaffC+j27VCzAMRegBK4Rvp4BlgujmhLB1t25BSpCgcq3olovYQKZ2l04a2ayjzKKwQLCZaQtswX6yE5IpiOBqRQuJo/4QUEsnCYrHEGsPZ2YLVasF4Y8DOzhaudDTtivh7cSVIKf3CD7jrtwzOzF26/+C3e83f8jx57vpnEdEKjUBwcpVZ5GRz+3NTOAkWvWhYLCP0uuO1Npmlv8Z1IgcyuT+/O7ov8/L7952KlIcOKMh0A3mO6l9fCzDatQFrNVoXdBG6qGixLJKlSxIkY0igZbKIDrI7Gy0nEXkir9YqOzPoPHBBfosYoyjzU8IHT1WWHJ0u+K//6df4t/7oyzTzObFNTKYbOO1yME2Y1BHCGcEngtbEcgRuiKvGdFqCnLGbVMOO6DsWZyek1BBTh0sti27OZ7/wGg8eP8HFbWKASxcqTk9nXHv5J1ge3kEXBcPNK0wvXOPOrdvYqaPQkXa14JVXXmWxmNO2numoYlm3nK5qhtMpGzua27dvQ9jg6tXnOZvPoKi4trXB0muaOnB1Z5vjs1OMHnBwuGRrY8LkUsHW2NHUKw6OVlSjDbrFgk9dvcHJ0RF6NCR1DU09wGjLG9+9y2Ay5uRsjleJBwdPePXTrxGUoz5pOVnOufLiTTYuXKQoSnF46BpSvSA1DcOiFHM/XeDbltgFmRu4mNGeHBLaSLW1yT/5b3+FoqpwOnFysE+Bxq9qjCZ37/I4pbV+Rf6dkmTqCiPUhOxc0aw8i7lcwIOqYGNjiNIiUI8pra19vO9QaHmf/nwmZWlR3xwytG1L2zQ58CkmkxG2sCzams53uOixRh43GA6wSnzQql05Bp0XCVKIkcJadOXYcAVt29E0NU23YHt7i67pOD49QyVDYRzaWBbLOVVVsrOzy2BYEOlw7oe7NXwiGOJwHoAUSqa49kpQBPBOWXuX1hau6amAJlwlUWhnflAWmaocePosSzaPbBon4QqUyuVUlhDkgCbWHFIWitYt0xDwKGXxEZSyggtpqH3Eo+mUZhkVUVl5/dyG1IjtRyTrzPI7xWx3QUpEL+VjDH0ZmX/HzJeKCQojo7J2L+zyS7/4T/lTX/os48Uh2hZ4bbCDkhQChdE4LR5VSSua08e48QbRjrDDDVw1QhcKMzX4tqaez6iPTpkdnTAdjFmczLh26TLzFNnY3GVjqHjvw3voqsKMClZJE4eXCbpGOc3BwQFFUTAdVTSLGdPtiezqStG0HmUcW1s7uMWKo9MTxmrAhc1LNA288NIVhrOKerlAbW5CkDa3NwqvICyPuHHjBiq2Ys9hNeONkqgXPHfleX71l3+Fi689z/WbV+mOj5hWBbuv7LCqDSq2HB2sOHzyEZcubTMeQWkH3Lp1h63tG6xSR72cUS1HOAshdsTlCaZbMBwVqGJMFyN17WnnJ8TWE0JNXM45OnrCaHPC7f0jNrau8NqrA97/8EPK0jE7O8VYg+/iObE4b1TrhofWkhnmqT7ibw9t7VnMl4KzDQuGwwKtEyF42rbJJZdMPIlJNrOA2KTovsOt8zkcOrquZbVqZXiEgclkjDbiXqHyhlivaqqyZDQaiUh8PCKZxGq1wmpL07UytgtDSnqdfVXOULgBJ/Mzls0Z460Jx/O5XKdRE2KHNrC1vU1ZldQrMVA01qypi99vfWKCU4RcbmmiCllJj5RZ2QumF5bGtdlWyJNPyBmWSFS8kkBEEqsV+SXFlmMtokxZzaSe8g6SO3LIkiGWBrDI3LMgfVWiGeJDInYBrSMNLa2q6JRgZDEKIVQnlctV1iVpyEM4ZYhnDj49Byt/lrUg9FwhCiCj141h1TTUbUPTrqhGQ/7eP/wn/Ad/+U8xP3tC2YlMxQnoQFkMcK4CNLppaGaHJDMjpoAZbFONNmmTRiuHDprtS8+jiJScsLXpON37iN3JBl//yjeZ7Fzl2qdeoJ57hnXH4uAjBps76LMlr1+oOFlE/GjCfH6Kbua0K8V4d4vF6Smj0YDTOvHo8R4vv/AC2ydHbGyN+Wh2zI0rF7l36212L15ktlyQ2iVl9CzP5gw2LdtXNnmUlpSm5vr1XR49fIjyijDcYNVCTcmlyxdpu8DuzRt8+K1vYlXLzsVdBnpIamoOP7jPdPsis9N9QtC8/+EdxqMRi3pGNR3SzA44VTAaPY9xluQq2UTKSugZzQq/egT1MUVciRd9OeTETdg7qvn1bz3i3ccz3rv/mI3tHfb39wgxELuY+Xkxy176Ded8czXOYssCY63k8ilxdjaDlBhWQ8qyJASPdRbfeWn6oPCtF2w0JLSTc6sqCtq2RWnxy1cpMRoOcZWVOYres7W5hXHZKz71w04VbdOIv75RTCcVi+WMIpY0TYvWlvFoiPctZ7MF3gv0ohUMq4py4JhMpqwWi4wruhwMFV3XMRpVTMZDDg8Pmc3nEhyV+aEx4RMTnFK+kGN2I0i9bzesS5t+2qyROlCGZubAEtcduoTOZWxS5235fueSDUVnduy56lvlnYyMcWlF9leGqC1WOYoEugObCnYu7bJizrsPH7DSm4QohZ/EkZyqrVXn8p/W4nDZB6PvNV5LT93erz57UkoOsvc+O00m6pDwbeDN9z/k9pMv8MLWiPbsmDSYYDe2aJMTr6oUKLQT21i/ZLGc40/BakOnIna0jS4sMRjsuECnLVQH3Sqxdxp49N4dti48x+L0mMnNC0R/SlCR53de4GC2ZOPGNcYmoHYS48LxzW++xfPP77L3+IBVWKJLTRVbGuXYrAqOjw4pJxXBBzYmF3m4vyKZisUysr1xibaFZB2XXnwZNRpwcLjHYDgWmkUM+PYENxhSnzzBBc1Hb3+bn/zij7G/94DT+x9x9dpV7t1+h6qoCF1g3jRsjgYMphMa3XJ4csBkK9B0K4aTAlvXJH+CMYZ2PqUcjVHlAFuNJWOoZ3SrGd3RAWPTQdcQleG47jhaGYbjy0x2PMcfPubilSvcun2bsiyFsNjzofrypXfy1OfHO4aA7zrpXKXEcr5AK82gKnHOiZWPE3fO2WyGUYYQIilAU3cY7WjbmIOYYLWh61AOtjYmbAwnnJ7MST4wGlYMqpJV22CspSiHNG2Tpz1HyrIQLp81OOdYLdv1Oel9w3A0xGjHfLbi9GRGXddoPcOVlvG0ZGd7C2cLhsOKpmmlS0liMBjyeG+Pk+NTtjY32ZxOmS8WPzQmfIKC09O6sh6tzphTL/59+qLPLpJrD2IlpZzcnw3IUo5BKVeJOajJHfmGTLxUiPRDkzBJLCKstYQkAuKCkpvPvcjP/Jmf4/M/88e5/spz/Cf/+/8V7//d+5gAEZ9N8XOgpZfQnGNZHwtE6tybpz+B+/uersM/jsVlE7uUg7XoIVgsPX/n7/8j/qO//pdpju+TfCfZXzUFaxhMJnQ5yBo9olSK1IKfH1FZjW4tXedZHR9yfP8DBqUMcjg8XPDRkxM2hhe5f/8ul67s0C6Pufap5/j6V79OMdmhXbTMMXQmsP/oAS61lKMp45HB7I5xOJhuc3yyx854xKRSHCyWNF1iWTdcun6ZcHxCSIHV6gxtLRUjqnJMu1xy/8ke42GJNZ5iOmXlxkxHE5pVRwiBYjJF+zOOlzN8VfHkzl02BwOqYsTBo1POmsjO2DAZV8zPjiiHQ8aTbY4O56RYc+05y4WLVzmbLVgde4pRwYbfYWP3Mq4oWLUN7WLO8nCfjaJlMTuWc6woSCpx4eo2s3nLgyePOTmbMXAVRltOT04pnADNgivJmdD7O63n8MlPWKVzR9bjCg3RM6jGlKVlVS9JtmBZC0t8LTKPAqr7JF7v9apBpUjwLYPSsrO1yWgyYLVsODw+ImrFZGeKGxhUUeSpyYqmFTeQqqog02S8jwyHQ1Ja0XUy6MM6GUhRDiyDwQZV5djbO2K1qlmtapq6pl62XLx0UaoCFYBIVQ44O5mzWMwoyoLtnU260FENijw26/uvT0RweqqyAdQ6UCmEKR7z/LS+lU/K87b6tKrHi7JMRSvxzhdlixZ2do5QwkOS9Fpa9lImupylFbpEISOnfTRc27nKn/yT/xo/+Zf+As+//gq2KBF8a07TLTIeJVNJZKT5eZCRt1QfC04q71D0mSDnB+fpcm6d8ZExCuR3UFGm4mqt0YUhOct4epk7x8f8yht3+YmXp9SzAwqbje6qMaRRnoaRhzToIbpI4CPdfIZuOrQtmQwq6qElxRnaDfno3hMe31sy/VTNq6/d4MHD+2Cm3P/oLhvblzk7/IiL0x286Vi2LVujgvlsxsZgk5OjmtI6zGDAXh2YDKc0MRC1xTnH/PETrly5htYDkj9lWI2p3JBRZVktF2xtbPLo4V1GZYGOLdPNEa6wlCZyvKrxvsHZIUd7R7Sdx2jF6nDB7vgC+3VNWEUWfsXgwkWsq/FLz2o+Zz6fceXyJcbjEQdPHtLOZ5zu3QfjcAUc3b+P8oqN7Yu0vqFdntHVx7SLIxZxQecjKEN3OkPbMSezM+4+OGb/cEHE8tab3xWqSkpsTHZo6vp8E83ndcqbEwq0UaiccTvrREXgOwZVQVkWeN9SlW7d1QohEH0EtAwL8K2MpkLMEgWrE7FtVRb4LnBweML/n7o/j7V1T/P7oM9veMc1rz3vM9577r1Vt6q6u6q63UM8Ox6RJ0BCCQp2CCEIESGkIEjyF1IUZCQIGIiQQPmDCFCwIQTLxDiOk+522d3t7hq6qm5V3fmM++xxzesdfwN//N61z7nlqrJpI1R5r67uPfusvfaw3vX8nuf7fIeyrRkMRsSZxIoaoQO2W5X2tgNaLoM4fLo3wmPo65ysH8O2pqkqlM46YnKLxDOapGg95fnzc+ragtesVwVCXjGejIi0xllHXZS0bYvWiqOj/bBkko4kTX8iIP575Tn9//zanSzOBe5Q8MASKKkJBWvXRexAcY81DmddNw6+Op2878iWvrN+Fz6wx7uuRigVbg7nkM4TCYlUKUrECBcxyff5C3/sL/I/+yv/G/7qX//r/HP/xv+IN778c8GKJLigsNvyuY4cL1xgcCuv0OgQ69394p3fYWYdqVOqf6Q7+ozh/21hejWG7qQDiE6Ko0LUd6piIqXYPzrlu99/ztb0cNbRbuaY9QLaFUVd4kSPhohKtOi4B/09koN9bCQhAhFrZJpzvWppbMKHH3zKsJfw6HOHHNw/Yruc8+D4mEz3aeqExbzh7S98hf5Bj8LB5azl2bMLkjjnrTfeJM1ChJWWjtQX1GVN2xjuvvkmq9WCt994iLQNi8Ul/TzmcDpFKc12s2E62SOyLV969AZDLfncvXvEMqatGq6fnyFlgjeKH3z4MUW15dGDCadTzXL+Efv39tms19RtizANfbeC1lEuN9y/ewoq4WaxZOlT8skBXkacnd/Qmob1Zk6xXnJ+9gKtFXazxm7muM2cYaKxpqEoatrSYK2l2K6YTEesy4ZWCm6WSxAKJQRaaeaLRdg8uxCjtXMAEN51REx76wqqVKC3uC7xJooTPCHVR0dRuL+dD3bPHcWmbXdBog5T12FzhCPvZaR52llPW6qyRklFr5eFQoikqRxXl3OePjljudzS1J6m9qzXFTc3C0JGZHg/ZVkSOrByS1VVOA9eCoxtyfKU8XiM2BGlPWzWW+qyIk3DWG1MSIWOkog01USRJE8zqqKhbdofWxN+Ojqn23/EjrZ9CxoH35iAsexM8wQhuilYw4buSsqORiB36352DIKOMe47U8Yur05HCCASGtEaTidTfvGX/xC/8If+GJ/76ldJJn2k1gF69AHoEn6X8iJoqy3L5Q1CyUADsP72NNwlhLxedOD1zsnf4mDitZ/1FoO4HfHkbVspZeecufv5pERFEVpJvLVEccy8NfyD3/0Bf/Yr71AunoFdkdcjRH1DUSxBCNJeRp0aQKNkQp4MME1LW5fUTcu0P2WxuGC9WFMsbxj0c8R2zt7hIZdnT0n7e3gFvdjh6y2XFxuiwZR0kFEJT5w33MwXHB3us1rcUGzWTIZTzuYbJtNjvvudD0nSITerMpjf9XKEbdkbZETecj2vmZyMMeuSTdsyPj2kdGvygWBTOaSTPL/ZkiYJm1XFaKCZzRu2333OL/zCL/DBD77H3eM+1cqQJppBnrOerRgfHPDy6im/8HM/y4uzM0R5weJmwZ37d3Gm4uLZE6YHJ6g0J+8lrMsNzXJFW2zoJwlNs0IlCRQhqbY2DYv5mnuH9/Ei5nK2wNpw0CkcrW3wUnQdfifNErJLRul8yG4dQUMWoOiisqSKiaOISAiM8KzXG4QQaBW6ca0jrIPGhEQV7z3edknXCpIkpjEtSRJRrLa33Lg0iwHJdl1z/vIq2OkIFdxLcZ0eXlBsa+IkGMtZEzzIdCQZDvus1gV14+kPeiHQ1hpGkyF123JzPUcKjbOGsqoCLUNrbF2gtWBvf4rSgS5TFTXnz16G9KMfc/1UFKfbMMvXcBfYvclfdRy3Y1AnSdlRlXY8oFfRQwIhw2rWdQ/fhUFKoUIQQGUY94Z84Ss/zx//s3+Wn/n9f4B8NA6Wus4gcMgdiUq8wo92nVm1nVGtl+AjfFAUd1Ho3LbggtdA7o6kAGHV61/7OYEfiTntElmF6KyJ2eH4r8imUku8cKy3G/YODricNfzaN7/P2w+nDNIMhMbfnBEpKNuaxSpldPhFdBoCLpM0R0rNxeNPKeqC8+fPMNWWGMGqLBns79PUS16eb+lNpvzutz/g4Z1DehJOj/YRynN5tURtbrDLJReVZCIyekmMLwtG/QHruiGOM16+eIoiYjIZUTU13jqaqmAwGlCamuV2zfHBEaqpMKah2GxR44RyvUVjmexPGewf8t0PnnH/8D7T/TmD3oCnz57xR/7ZP8ynnz4jy3NW8yXXl1f04gidDNjUG1pTcHh0wtmLZ4z7OTfLimGW0jaW9TqEQS7mS47ujejlitnzTxDGcLQ3ZnX1HHAslgvapsE0NYvNiv7okLOLOcui4fpmQT/PmM82tCHBItx3qqOSdK+oEGHTJrUM+YdKhwQfGzasSRIjJGRZTJomXN7c4Lwn7+XgArE4SVPm8xXGOZTQt/iVc44sCx74pm2JtKY1BmscVgaKQlt7Ll5e09QOgUIQLLFl53bpu2TrzaZgXA9JU9V93wIhPJPRkJvZjMXNnCRN6OU9qmZLf5hizIDVPFBHttsCJWOsA2QwNsx7KXjBYrbh6vKGpug8uH/M9VNRnLq63XUdIDvhrQe00re/PN9FMO1meNFhSK9IbTuwsZu/ZUcDUFFgdTsYxn1+5ff9Mr/4x/4oX/yFrzK5eyeozwlxSngQMgovEu4WnH8lAQbhWmy9xbYW4QRKaATBZiJ8H9x2gK82c68Kz64Qvd5ZSak6zGqHMIUuz3aez4FGQQAsd8tkHzrISIfnrssSmQxYNTA6uE8cWTZFwUhK6qJkkCqKquTy/W9y/M7P0IoBjTXEScRolHD5/Y/QZoWpV9i25N79E6JBxHoWoZKY0irGkz36vR5vPrhDmkOvr7j64AJDxHxVcXS4T2ME9w/6LIolL8/PSIb7JNZzOOhROUPTlmwbUCJF9wd8cnbG8b4kURpTFnz09JK3Ht3hYn7G22/9LJ9ePkFpGKYjbl58TKZabi5fonBsVi8Y55In773Hg7ff5MXTl6w3M072hyQ6xhUrDg4OiCNF3Wy4d/eI9WJNuZ6RpwMcltEw5fnTS7QWnD99HLq98YhHbzxgc/OE7fwCJTw3Fy8xdUvb1uTDEeOTe/wnf/97XM7XXM1uOLr7AEfwPNodqta7W95cUKgHzpuQEqWCQWGcxJjWsN3UCOFJYkWap2y2Jat1wWg0JEvDWJXnGa0Jr6tSIVq+7Qq9koIsS7sDFsqiCqJcGVKrrfFsyoLttgICUTeKNFIomjakDiGDz1hVW66u5hwe7hFH4a2ltMZbx950StO0bMqK65s5g36OaWvGwyFN0dDUDd5CWdUh/VpL9venxHHMcr7m8uKGqqyIVPwT68JPRXECOrBa3G42nAxtsCUAiLbze4LOZ7yrR7txh270C3CQ70IFBMJIjFKcpmP+zJ/8M/zpf+mf5/jhPXSc4psNkhqcRaoYMHgRgHKx0+sBgaX0mtWqMHhvA7EQAn7QYVBCyhDaueM3dSbwquvqdlKYHVawK7K7m9m5EEfudpiZ5xWgikB3yS9ehJMyFkF2I1Vgq6/rsF16/vQFX3znHriKwlT0+jnWFNimpBf3OHv8IdPT+8T9AUYkPD97zqZckcaeq8eX7I/2uHxxyd7xAYtVTTWbE6mKt+8es1jdsC5XHI7f4eaDDznIUs4WNxxOB6zWa472hjiz4eBowJOXT1lfbhj1D8lHOdVygzOGz7/5RT56/IJivWVv2COh4fR0wnIx4+RnP8fi5pz+YMD5s2eYekt/dMBsfUM6nFAuL5CJ4eZmxoPjPqvrLWVRc/fNEwYDzbrqY12CSnpslnNUHNPfG+OaiOfPztBOkvcHtEXD4tlL9o+OOL13n14/48NPPiEf9Lk6PycSHonF1VtWNzOW8yVJ1iOJcoR2zGeXnF8u+PZ3P0IKwcX5WUgyUbtOf7cqlh300Ok/X8MXjWlCp5T3gmNoa+n3wyE5Xyyo6pqxAqEdKhbIWLJczAOjO1JIIch7KakKoLmONQiomwqtYqqiCsmAFqqipixLvFDhHqUh7yckccLFxXWYAGxnF+0Fy3mBaSyjURh14zTq1BdhoziJ+xSlotyWaB2RZAnjcZ+Llzch909L6qZgMMhIEs16tebF8zNs21nOePNPp637/88lsAagC2AUIedM+NCKStERs+n4Sh2YdBsEYCxahU7HdUXJNZDnY+7ef5PPfeln+Zm79/gzf/IP0L9/CkmGsAZRlYimAB3h0zQUOB2DTkM0USeFedUK7cYxGTIMhe68o3xI/X2N2nBLW9hdO3KnlLdkz12BAl7luBHGQQUdIx3o/IPYPedrN3cwQ4tQUlI3DSsheLh/xCdPn/OlNw8pNzNUpClrweb6CmEdvUnCMNM0qznVdkPVtvRizXeePGU6zHl47z6PP37K6ZuPSGJNn4SHBwMW1zcs13NuLi64c/eYx9/7AYOsz2x7jqkr6mrL0XRMOTsjP3nE408/ZjiYst1YVosZ0/0RD+5PME1DtbrgYJhxdX1FVHuGSQbFgjcPh9RtycG9Q14+K2iKDaNhRpxktPWKuG+4czDiybMLpK1ZVzHPzy/443/qD5BmEdtKc3J6SrnccnN1zsnREU46Pv34U9556x36/RLpHfnxXT7+1nvIfMDZixe8+fZb1K3AFPDN3/w2p3fusV3VDIc5ri5IJOwfHdE4i7cNVeN58fELiFLO5kssnrYpw8tldyO7u71nd8ucna4zuEhI0jRF4PCmJksj6rrresqWomyRUgfzP9+gI812U7JZFURS0c8i8n5CnsVEQuO8pzaW5XpFVVYM+0l433Rsm9n8hsY0eNRtJ58mCVmWBXNG222Hne9M+wXFuqLYFOhYMxzlDEc9tJZBS+pasiwhz1K2mwKlLKNxzvX1PNgWe4sUjsGgT9M4Xj6/pKkNwqtwhwv/mbfID18/JcWJ17oJT9t1QIFSYHdIDbtAxtCt7PIqHF46HAJvFYkecHzvLR698yWO7z4gjXJa6fCZwimDVh0PSUro9YOkxXmEM3gXhMe6S7K1xnY+y6qjHYROKiSXlsE3Rwq87Zo6/xqwfVtIXnFagC4eKWxeXo/n3rHed4Z3YcH8yvpFstPxdetoD3m/j5SSpm0RUpKkGi8Ey7Lh+GTC9WpJ3DS0rcNogUGHNj7JyPoJyWjEzbKgnC+5ePoxQ2VZXJyxkfDg3gneLphdbIniHh+8/5hRliCk5itf/CrnFwWju33sYsZ8+RwawfWs4mhvStyLKGnYFkuqlce2iv3xlO2yIIr7jEZjivUFkbDcPRzTlBV37x7jXYWOFXVT0e/1yTNFEvWDs6ew5L0MmhX745yL5xfU3vPi6ZxhlDOOY0RteOvRWzz7+AWn9095QRghD4/2GQxySrPkjUcPSRLNe9/7gMM37/HBtz6mP+jRNAXDLKGfeao13FxdsV4L0vQeB/sT1vM5Fxc3aK3ItKPwnvOLlv/8ax+yaYInkpQd8aPreI3htiMOI3zIdpNCgJHELjC4szQhiTRRGqFjhbWebVFhbNjUKqmD2waK+WyGaS1HhxMG/QylPc5bGgxaRSRKMRJ9vPdsioI4S0nzjCSNSdKYpqm4vJrRVAZwxHFC2xqyXo+yrLDtLpbKdw1CeJf5FuaXG1azbYBLtEZrhdSC4ahHnqchFBVBPkjZbhpwEVEUkaU515cLiqIO72MhEC5sLP8L0Dl5kK5LHeW1XDPZ+SoFcWQAowPQvWskcBqpckZ7d3jw6Auc3H2TvD9AR5LGW6RqQDtaLzA4vFbBNQAFIkP0BN61t9sKqWIQKnQtt1ligVdy+18fLG6ddSG+p+veXbeh2z2yw647Hd2rwvSZIvba72DH4wr80wDmBzMp3/0+wEvI8owkSVlv1qRpShLFr2gLOApjOZ8tseouN/MXSClI05TeYEDZGqIImnZDc7aiNpJPP/qIWDRM9ycUdc3eZMrZxTx8znQc9F3DHtvVhp/9mS+SjROGbx3R1IZvvn9FWzuSSHB/GrG+esY7x58jUopBFDE5iGhby97REC979CYpZVXRyxWTLGO2WHF6Z4/KFOztj2ibisFkwGo+I8tinIpZLJa0TclocsRmHczeskyTTSZcffsHPPzCI4bjjPHhAdfzBePBgDjrUTaOkNyV0TYr9vZHzGY31EVDOa+5fvYx+9MR1kG9aXkxW5PEffK84fHLS/YPDvng/Wc0DzzFek7kDeNRxvVswwdna379oxkvFltwu/H+FZlYdNu5cIlX3VOY0xEEHWXta0wbUnrHakR/MGCzKdkWWyDEfYeEXc18sWa92TCejBlO+uA9m21JURZEiWLQV0jhSBLN3nTCbL4AIE5itBRkuabfG6C15OzFOdZ5ohiKYsPR/gBnh1xfz9luS+zOjVXu4qqCm4I1AeRo6xD64LGs5lt6/ZTp3og8SxmN+tT1NXhL3k/ZFlvm83lYDliHEBadKKZ7e1y+fPJjq8JPSXES4MILFtqGkAUXCoHuMtEsSgUxL1bgXExveMjB6UOO7z5kcnCMTpLAnpUe7yyRFEQywgmHaUq26zkHtkJJ1Y1kAq8zIHltcAtfV0hQQrPbs+1an1fs7vBnL0KmnrcdB+u1n2o3toluO7eTLLzOFL+VN7z2NXbcYSG6bmnXPXYzbsgAsyQdo5dOwhMqpMChqQw4nRMNx1w++4gMRbseYkVgwWfjCetNxXxecHl2xruff8T59Yy94/usV3Pu3n/Ayf0TFrNLqqphb7TH2WzNhx884eG773J8OCVKHAdHp3zrtz8iNZ67D4Yk0oR1tozIexPKsiEeWnQWUTvPdr3h4GgPYx1JNugSdg1pojCmDhQRKRhOR7w8uyalQTQr5k3LYB9mmzWTtMcbD095+eKSzx2PeHh6wN7ehCTPiBdbTt68y+L6ind+9g3SNKFaL6kKw/mzS24WGzbLDQ/v3KU/iqjqlk1lkGmPp88uyFJF27QUDZxdLplM9vj6tz+knyeMkpZeAvOt5bc/uuHFPBxQfsd1291Br3HVQqHyt4nRr3PYvA/eS1JJKuNYLNekaUakFKUrcN4ErpjW1HXLzc2cLEnZG48xreXi4prNpsC0gXg5mtRMpxOUBK0iBv0+NzdXnd++DD5VScJwMGDdK5nNlphWE+l+J2VRnJweMF+sWSyWNHWL6LIUpXRkWUycJB2HMARo1JUFK9kuS8qi5OBgymQ6YrvdYhpLFuXMZwuEcyGEVnj6ox6T/TGRivhJrdNPSXEKY5qE2zfyK39vQLQIPNZIVDZgcnCHkzufY3x0F6IIGQmslESAFh4pbGg7hSDVEp1EjKVG1WDnC2TfQBRGFKTqfkGqO+le/bJkV5xe/1iADiJ01gtcFsLoyc5JsxPzWutuO6jb53hNrhJuzt0m71XrD686sLAZCEXLseNFSfB0hL4wckqpbnWGWkXgBaUV/OpvfIM//ItvcfrWm1w+ecJstSSKc16+/xGkCdfLmsWi4uRgSL3dkEWKl08+Js4zmmrFxbMKayoODvfIVJ8ofhMrJb1BThbFNMLxpZ99m83Fc37jV78Bvs/48IB8OmZdt/T395k/+ZRcjFnfzBjtnVI0jpv5luWmYj8fcnZ5wWQ8IlMJ1bairlqK9YxHj+4w3t/j6vwGryOGac788gpbNOwdP+C6Ntw53mOQKbJ+RLo/QuYJDwb3WV6v6Y/HlJsVlxc3OCv55GzLt7/3nF/8hc/zs28/YthLUMphjebJpy95+uKKWCc01rNtSuKsx9VyTTb16HzI9bpivXVI1rRRxsoKjLcgKryTYRXfdb23nfJrh5DW+hW+KGTHewoyISEV0nua2jC7WTAcjdA6Rog2UAuQLBdbqqrm9PQYpTSzxYrlqsAaj5KaJInI0j7rVei4lNbEUYxSoXPNRz2SJCS4COnp9VKWyzmtCV1X2dZIGyycx3v9kJSz3ASOlI6YTMZEcYROdqOnRUlPU1muzmcsFytsK7i5nKOVJtIxwjeU24pqW4PzRHHE+GDMZDqkbarA8/oJoNNPRXEKdijyVtaxS0sR3oODrDckH4wY7h8jkhH56JisP8JHHkGL8AqlIkSkOpmhIBYSqYI9hNKQxDF5kqGtg7rAtxVe6WBZqzQ+jkFEHdolXtuqfJZEL4THo5FxGnArH3AvhwpFtTshvfd0BNvPznf+s4fFqy3daxyv3d+/1q3dUg66Gz2JYhIdwigjpYlVjNYRWiuUBINgVcFv/fb7/PFffhelLrGyoawdtdXMLtc8P59TlS2H4wlXV5uA+9QVxyd3aJylns2oizWr2TXTo1PefvgWF5dXbMsClWl6ccS2svQTxS+8PSXvCcaDFF8bFosF4ywORmPLGcdHh2zKJY3ReA29PMLWJccHU2wX87VeFST9HjBmsV4T6YSm0Zy9XPDu596gWN1werrPfH3Fw0d3mF9ecnJyyN133sHrFOUTbNnQO5iwqZZUvuH8YsUHH55T4zk42uNP/Ik/wLgvWC6XzGYXLJcLXl6+QMYJ588vqRrP0ckBm+KGWEhm55f8yi9+lQ8+/Jhtq3lWQdQIRqN9zpbnoDJwr8Sxt6P6D2nGXnecuGX7E4BxLUNYAFJSlA1ebEIxs55IK6qmZbHckiY5SRKz2Vas1hXWB+5RlsUMxzlxom7vX2MNjTHBYkfHtE1DuW1I04Q0j4iTGCmCs4FUnX+ZCH71aRoFo0HRI3c5kdJIJdk2BVmU09TB3SBLwwavP+pRlgXOhCbj5dklaS8jTiM2603oFCUcHe0x2h+xKdYI54myQJX5cddPRXGCV6t3duOJkMQ64ytf+n0cnZ7wcnFDrRLWtUBGHdIvQgBirCMiqYk8CO/RSqK8R3gZrHarhnXraL2BLMUnUceZCtsTZx3SCbzkFQjtHZ0n5mc7z45guV0sacoW4SNa3wYwCF6NaVLeGsIHNwJ+JN/sdSLmKweFz35s969SQSkeR5o4jkmThChOiNOMOM6IolAMpPQ4qVi0niyO+M9+/bd463TAulhSmISPXsyoakdbrDjY3+f8asn+4THIlJ7WXF++QOqIZy8viaOcYTxheXnNMpbs7e+TDg9xTYNUjp4SfOFnvsjvrm7Ynwzo7Y/YNIY8y9huCg6PH/Hh4zOEi3Fa4lxDnqbMb1Y4SrI0xUrPZnmNtx5RC1yS0VYbrhfnLJdryqrg5YsXvPPwDtO9Mf3JFCsEbx7fJU5j2kSB1KROsvSGi8dn/N1ffZ/3v/eYNz4/5Kt/5A/x21//hL/0z/9hvNhwPTcoH1NtLc+fPCPvxWiZ8PDuARc3S0xZMulPqdsV89mMH3znuxzuTzEbw/miYng4oDYLnGm7w4nXRvNw+vhOlM1rNBGtNVJKIq1RKkIqFbRQO4dWQEhB29YkSUwcK5IkZrVa4SwMBgNmi2Vgh7cNzhp6acpoNMBLT2st1rnQNakIKTWmCVFOtoXLixlCSu7cu0vdNjTOsCkKhnFMVdWMJ73AiTKG1tQgXUif8S3Sa5wz1HVwMIgijW0N8+WC5WwdrFwcgeMlBMY4XFmHRBklOTo6YjTOadsSb1uGw1FIONoJ93/E9XtN/P2fAP9t4Kp72L/pvf+Pu7/7N4D/FiGf4L/vvf/b/7ivAZ7WtSgVQvakihFK0u+POTo5QcYRXkuc8CgZUlS9N3gbRrNIKSLVMb/FLvEujEetsTgMBovII8RwDDJ+NVbtDOaFDmte4cNz3wLWUahHtkVWl5jVU85vPuFv/a1fZbO0eC+RPsKK1zyhuu5HKNkZIIgf+SK8Xoxe745u3QekREoVssa0RkWaJE6I4qgrTmm44ZUiTjRKKRCB0CkBmUQs6pr5uqGcP+XeyZDrxTlCQZ6lXG8sddOQSk29nXH2omBvGjHoTTg8PeKtz7/L5brmf/W//X/Qz/v8yi9KfuVX3mC6P0HEFkGCq1uG9+7w5le+wng4wOOZEHP29AVX1RULD9ZZzq/PeffzX2Sx2XJ9fYn30B+PKdZb0izbKXKQShBVK6IEskRTeodsLAd7I/LJkOnRmDRNaT0Y69B5jFcBZL+er/narz/m73/jdxj1Y/6Fv/SHuXA9vvHeY/7yX/4L9KjBCdbNlrpa8+TjTynLgtO7D7i5uOTkdI+D/X2ePHuJTCT9RtG0fWyaIGKJaGuqTUGlN2STAw5qWK7nVMXqlV+TD/fzKyywS0xVrzbSSkekWUqUJCitOtE6iM4Kpa5rvLOdRi9is77GmJb5fIHUAqUjXGtRQtLLM4RwNHWFznskcYKQIbPR2pCbqFWg58RRynq95fLlVQcTSKq6JmuaW72oM7azQZGEwKsQWZYmmjTrs1itidOcumo4u5lTl004VDwo0eFoDpROO7wVhpMBk/0xTdvQ1OEgr6oGbOgOf9z1e038Bfhfeu//5z/0ZvsC8M8BXwROgf9UCPGO9/7H927dm3E8HoBQmNZ2XJHXP8UhfdAkISROCKyFKAIvHV45PBaL6zRKQbMivUUgiYQkUhKdZnipQWh2UhIRTIK6cStsBQUBt3GmQRQX2PVjzl98j2+/9w2+9vXf4VsfzZmvWpo2xfsQqOD9jojJqw7J+a4jFJ/BH35Y6Pv6n7XWtxwYHUVhztcRURQT6YQ4ykKUdxQsLFTniqlkAPEDsTPwpBQCdJ+6d4/3Lp7w3jfO0KbkYDKhbSqKjWXclyQqYpAmbFZr7p0+5K233sWIFmNq3poc8hf//B/gb/699/iD/5U/z9f/33+dX/u1hF/6pS/y7pceoaOGumg4ePCQLO6hcNRlwcNHb5Imgvc/ekY/TdmutxTbGle25DrBAVVRIbQECb1+zmI2Z72qca5mONxjIwzLYsVgNCbLNOPJkLg3pGoNER7TGC4vr6nalg8+ySmid2lOfoaX9pL/xl9+l2997beYDL/If/O//mfY7yVUZctyVrK4mjO/uqQptrxx54RPPv2ELJ8idE7bFJRtTSJjvPW0rUcaSblac3Ic4bMBH50tiUbHHJ3epXrWUFdFl5Yr8CIUox0Z2ItwL6vo1VuttQblLNJbrHGkSdIdLiHefjTq0ZqGcmspioKqqsMzOtBS32Y6RkrQyxLozAWl90SRRilBazytDxu3KBEkUcxg2Kfc1pTbNtyrTmGcDWZwg4goEljXMcUJHubGeqwPxNIkTdCRQnjNzWaBqywxEdZ3lADlMbtEJB+cQvrDnMPDKUqDa0zYfVmPd7Ber39oY/3Z6/ea+Pvjrr8A/Afe+xr4VAjxEfCLwG/8pE+KYk2/36Mo61vcCbiddb33WOcJQSoKKfVr2xCLMYJWSvAK3QGTkZIoAm6lpCLCo1oPtgUtCS7LBClBJ0+hI6d5X+K3Z1yf/Q5f/+Zv8ff/4Xf57vvnXFzXtI0GlyBcTGgOfReVHphYOyB7B+y/XoR21+4EhY6UKUTIFevGNqVVV5AidBShI41WCq00QgYCXBRFtyS30KmFr6uQWGOpXEtRbqnKiu12TmMsfSm5m+VYXwMV7z46ZW9vSi/P6I97HB8+QLuKJ0/eZ3Qwop9ntOWMP/enfolPns34a//hf8q/8Od/mU/f+zZf+7Vf5e//5m/xB3//z3P3YEyW59SmIe3FCGL6iWJcTUmeXnDx7IL9/QPW6wURBtN4ojintT4YsjUtZbkliWNs25ImEZdn5xDnOC+JU0nWHzA9OQ38oXqJ8Y7r5YKXFxV/97c/5KMX8HN/4ACXBGLgN7/2mD/xR/8cjx49wsuK7bammM15/uQJkYq4+/AhvVGfTz98zORgwv7hHnWcc/PBjDiJsK7GC0FtWj59/pyvvvuQ7bwk9xGn45g5JUXjiSLFeDJlMV8EL2+hAn+HEFixG/l2tstRFDZUzliqoiLN0uDE4T3CW6wJGFC/32M0GmAay2Q6ZbXYYIylbYJXl2kNeU/TH2WYtqEtQuSGcS1pL0N7RWxcF+ThAMuwn3MtroPzgbdhtS80m+WGPNtDyQTrDG1rUCqi1+tTVTVlVVA1DTqRSB3eQwcnI6JUcvb8AlTQmyoU2ocWyuPRUjCZDolSTVEVtzbEUkhAMpvP0PrHu2H+02BO/6oQ4i8BvwP8a977OSHd9zdfe8wu8fcfucRroZpJEmO8C4p/GTRwUspg6K8krXPdr9ffrtdRktZ7hFHowDhgR8qVXYBc0McJDAYlBMpaaB0ocMLgfYg2d8ZBu8I0F6wWj3n67Dv8+td/h1/9jQ84e1FTF4DTeBcy0BtXhTThjsstpbuNiPrhriiEGqow8t2OavL2Rt1hEXGcfrYQ6dAxhS5qV9AC1raTQeDBehtuKNPSGENRVdRlSbnZsN1swxq6tUyyjHFmOdpLaa3nwxclWV9xOhhwfLhH0Wx48vKK4uYa6Wp++Vd+npqWwWQfaxv+u//KX+A/+dX3+Hf/vd/iT/7BO/zpv/g2/9r/9G/wd97z/JFfuMe7pylfefcOpt6iETjXMh1PyHsJTVngkYzGYzbbBb1Bzny2pD8cUbc1pq3ppzHFdh04bHGfXtSj8Yo4Toh0hKlbNos16d6Im+Wc770/4z/+tfcpfcKf/dNv8q/8D9/l7/6//h7VOudf/mcP+Llf/BLj/SkyF7z8+JpyvuLs+Us2myVxEtGieXo2Z+/OGzx7+oJFMSfvVdTlint393n8NNj5xklISbYqYThJKDYFufe8XMzJBsccqVPms0u2RYEQgRUtdLcVE/pWomStRUfhUI3jmDiObkW/UnjAgpBEcRz8mbxDquCdlPUi4mTCcr6irGqcDwuUNIuR2uFNl5pSVpRVCVLRH6RE3aimRIQzhI1elrLZlJ1W9ZVz62azZjDss1qHIALnDMZU9HoJWR4zX65YrSv6vaxbCjnG0xGmcZyfXSNRt55VrXUoGQI6B8M+bdvSmEBA9U6idczV5Q1SeXT040vQ77U4/e+Af4swWf9bwP8C+Jf+v3mC10M1B4Ne4FNa2/Fc1CsGtXgdbOy0d90/WAsqqOsVolvP7hJaJEI4tAhpuL1Uk2QJXlmEraGVqKbGNdes5x/z5NNv8bVvfZNffe8HPHk6w2wShEvxTgZHThNEm947pHX4Tj/lQ/Tn7cbtddY3hG3MbkxTKmBHOtJhNIvjDhwNq1elo+DgKWV3qoXfwc5r2QtJay2+bWmrNUVZsi03lE1FWVfYtsUZi1Kapm6wrWUynpJIw7iXM+41JKplUzRMJjnFtmB2c0M/TckGOf1MkCuNpmI2n9NGCSdKc7T3EFuW/Ok//kW++OYJ/6e/8ev0RlsGvRHxvTd4vFLEKbz31/4eX37nlC/+7ENUrImA/UGfURwRC8F2tUJKqMuCw70p1/MbvKmJ05yq2CJF4OdYu3N3AOkNidKcHh9CvebqyYa//Xc/5m//2ntMpxP+3J/6FbJyy9/793+Hn333Hg9/6YR8OiYa5KwWV1TnluePz7m6uObew3vsHYz54Ps/QEc9mkby3u++z2gyxJoK20b00kOuz5c4I4m1x5uabV3x2+99yHTYY5r3WG9LfON5fvUUr2OEr+n3M7JkyvMXz0M3zg85Tfgwhto4hBIoJUgSRRxnxFHUmbh5nHBYY/A+uGO0jUEIhdKew6MxV1dzVusSqQRaB/pImuaYumazLIjTiKKsiZOYLNZ4F0Yp0d1XvUHOZrvF+Z2NoUApzWZTcXl5w2jcx3tDnmch467j2E2GOUVdsd5u6OV5ONSdCZymdcF6VQTgv8Ne00TT6ydIPNuivA1RyNKUsqhZrYMX1k+6fk/FyXt/sft/IcT/Afib3R//iRN/P/N8+Fuy4m7M8V1suEQGPMeHxzhPyIhSHqFU2MzpkF5Bx6h2PgTMRVKRxjG9WJAPeoh+H2EFZvWc4voxz86+xz987+t87Vvf4/0nFdVCIXyE8mOEaXDe4CQY1419vpuXvQjbwNdIlKEbetUxRVqDkCgdRtNIB/xIKUUcR93mRt1iTEq+4lnttnueYD5Wm5qqqijqim25pdyWgRPUBnbxzg9IC0jTFG99IOZpRVEVHB3ukWUKISwOzXqzIopjxn3Fwd6ELEsQQuKMZe0j4tZw/emC46MJF3bOi8uCL3zxc7RlzTtfeZN/89E+3/vGE9JVwdnlR8gYfuaP/jLTP/on+Hf/1/83/qNff49/+b/6K4yTlvFkgMpiTFNiTRQkNtZQbtb0koRVVdEWJb0kZbFYkg8SnLM479gUBVkWszcdUm1XWNXjo2cbvvmtj/l9n7/Pn/vjXyAWG04f3AP9iNFBD4xleXPO0/e+z9Xlipt5zWB8iBIpTz49x5QVdZPwrd99giXmZ77y8/zgvW+RIhj3JEkeMummh4f84HufcjwZo1VEA3g068Wad7/0efzZFY+Xl2w3JdV6jrGG4WCIbcNYRmf3czved0C4MY6qbtBxRASgQEUiuIZqHVjYzrGt6uBLL8PB1Ha+SvuHezTtBW1rgM4ZtitqbduytzcG6SjXa5LxAAgY5E7yFGdxR2UIAPwun84JGzLmtCZOwjZQpzHOm1uSaT/LWSwWLJZLRqMRtm3RUnN05wDnL6jWZUdDlfTTBNc2VM5grCWJEvK8R72tuL64QitNkiT/dNu6H3WJLoq8++N/Gfhu9/9/A/i/CCH+HQIg/jbwD/9JnnNXfPxrmJOU6pZJiw8FIGiMCPiK7IIofWDgKh98i60DicbpgFdV1Yb54oZymXF9+Slf+81f41e/9QPe+3BGsVDYVgUqAQ2WmgrRaYos3oQXV+z0cX6nR3mFISkVQHitNErJblQLq+KoK0S7IvQ64C2EfG3mVmFb4yzWhpVtVZVsiw3FdhuA0boOOrnWIZHsmjQhAvM2zhKElpi6weBQLsSw11VNLRpsbKiVR6LoZ1nIHlOaxWpD2s8Z9HssP/6QuqrIkwHF1oV0E79gcfUN3nx0lzhL8b7iS18a8YV3f5nNbMXZpzOef+NjSv8p/8xezj/8zmP+3q9/k1/5+YfEwhIpz3x+hRSGyWhEkiiEd8RJQhNJivWGLBEc7PcwtqWoKxoDpgmeQ5qIzc2ajz444+sfXvDmvVPuHvY5PD0i1g6pDN60fPTtpzz59IyLixWtVXgdMz48phWGJEoQTThsqmpLr5eQ5j1++x98k3unh4wGMWkuyQcxeTXkm1/7OokQ9FJBYzUXq5Z7x3u0mwV13dDUin4+BVGgraW1DbZtUcrTtjVa69vChKDDERVxHNPaYMg3YghaouLo9nUUKoDRSaKojem2X4Hv5IUjiWKOjvY4O7vAtC10VJe6rgOeIyVJplktVxRVRZ4nvGKtQ5olxHFMU1u6HGkQlkhL+r0+aZpiTMtisaVKG4ajXiD7quDrNOgPWC6XbFdrBr0+ZVXSy3tMD4Y8325QdI6fndtsbWyn+0xpipKXz1/S1IbecIBW+kfSa3bX7zXx948IIb5MONwfA/+drsC8J4T4a8D3AAP89/5xmzoIz7KLy9mxFnfapFvgG/DOoXYiSg/OWFpvKWvXuRlIlAfvGqwpKKuSi6ZgszlnU7zkb773H/HR45dcnDVEtUabDOdbHDWtD5HlWkg0ATuAzn3TB9Db7zRuwiOkIo7i23FNRaETiuPotY4ojGRRFAW+lAQdRUEOIEIRC52YpzElddNQlCVFsWVbFNRVhTUtzoRI9CD6FZ3dhcG2r/CtVMWAx3fgq5CqYzSEj9nG0h/HHB/mNK4ijhv6/YiyKLh77z7zxYKLTUWsJL3pPv3RBBlHTKdTXjx7Sakkv/U73+d3fvMbHExHjI9HHPYGREnJW587ZG8vpnaW/lWP7z+/4unZms38G3zp0RHDbMDN4jr8zDiq7YZelrFerXHWsVivGQyGmKIEZ/HWUZcNkcqoXcSsDDFWHz4+o64TPvfWIVl5jSzX9E8mXL14zvvf/oj5omS19UTZCJlEvPXuOwxHY8qypqpallcbRsMhWqy5c/+Ejz96ny+9fcjetE9tSqJMMOjFtEXJwdE+z56eo7KwHa3LDR88myNsxaC+5HLdsDWGy/k1ommCXQmCOE1pW9N10+E1kJ/ZvioS2WdblKwXm2BlUjXESUSSxGgVuu6wGYuDWiDwM2lNQ1WVaKWZjIfUdYUzwcnDWIP3ULctSS8jzXuUdU2aJ2gZHCs1kixOyPOcspyjpO7eV6BRpGmMcw1RLIhIqeqK1TJ4W1ljEASIYjQaMZvNaRtLnuXMFwsGvT5ZnlBuG/IoDak/BCw2T/s025rz5xeUZUOSxuzvDUl68T8dQ9z/6MTff+8nPP7fBv7tf9zz/vAVitDOOiQIfKWKQe38mnYeBOC8oLUeReBzKOFxxlNjKOs1VbVgs7lis71ms5qxXa4wtcO2AulAW4cVNQawTuCJwAcvBEvI/1LeYj2guhfQO6zwaDy9NEElMVGcEssYHcdIpW9JdkKI8GcVOjulgg86HTqGCKm9TdVS1zXFdstmu6auKto2ePo0tUEI2d3gEmcNO2fQz0ZIha+htbol/xnn0CKsj2WsMSJmu50RZQe8nK15er7leH/E22+Occ6xWd2wN93j+YtzrFZs65b5y0uEadiuFhyfnqCEZJtH/OC73yeWCR999JxWGT53f587B33uTAdkPU2zsowSQzQ+5pOPPiEbGE5ODpjsKzblCkkV8BdT01rNetOwWDVIOSNWjiwJuIX1lm0hqZzBacXlpy94fnbNZDilevmUh29Maco1T753znvf/5DF0mJ8xJ3794iynHtvvMH1ouCb3/4Bb3/h82wuL0kTQ7GaMZ3kbFYzvvpznyPJ4PzFM/YO9mnrJtjMRpqbzRonFJt1gVAxb9w75fxmxsHeFOsFuQJVWWRDaHkcGG/JtbqVLwkhu3G9o3oID1KQpAlxkjBfLkMXrDzWtcGfvGoQUpLlOUmubzezaRITRzFJFCKXptMx17Mb6saQ5zlxFOOB5XLNcNgnSRW2aGnrBpXEASPyFglkeYJeyC4QJHDLdKSJ04i6LlDd1lpLTVO2bMWG4Sg4HXjb4j0MR0O2mw1CZmRZihMwGo3Ybi7IehlSSsq6opdleOu4PLuh2IYAzyRPyIcZVVV+Vi7xQ9dPCUOc4IHsu/w5QffG1Hg8xlqMd1jpMDRIGvRuM2Y8tTO09RzTLii2l6yXSzarFXVbYRsTCG6eW2P4sHXvfindis8h0dgQt4TESN3hBi1KSyaR5M4k487eiLw34dm8YF5ZEBlSh+CDAGaH9veVeDe80K4rLHVdsi0KymJLWZYU5RZrDNbYLqmqi8FyDu8tWu+sVV5hXHEcI4SnbQNHRanQlcnd8sAHvZUUILSgNTWSECc0my1ARzR1y+NPn/EzX/g8bz66z8vlnP29hBcfzTg+OmGxWnIwmXK9XKJluHmrxvLg3UdoldA72Gez2XCzuuHFJx/w7r1DTu5N2V5ecHcEi+0NaWuxrWB2tUK5gn4iWc42xFHGfFlRt7AtDa0RXN6sGA1T6tbRy1OSVLMqV0jRZzmv6PcnJIkiz4B2CxvB1UcbLhcrbAuboiIfTVgWMBqM+cb7L6krw2bV8vf+zm8yHfcY7w1592fewpZz0tTTuoabyxkPHj3CS8FmueLq6ob51QLXOvYnQxyG61VJ24I3jpezJcZLKieYToZUrqHariiq8jYe/JWUsutsO4KpiiRSedCOLE6BIet1EfSTVqKVBA1l2WDaCmN7NGZL01b00oQ8jkmTiCzPULFif3/KfLEIGKYKtsB10bCYrTg4mhAJhbCetmmJoqATdd6TZREyGATcjlVKa9rGgJd4F2Fah9YRq23BelkiVEKcCqJYYlvLartl0OuHLaRSxDrC5SlKQRRL6rqmP+yhEbx4fM5mWeKFR0eK/jDHeUddN/ykue6npjgBt1KAHYaiVBihoLNM8RFCZNjW49oNzmxxzRZnVlTlkqrYUhcVWI9pTeCTdJa/ISMu0BW8C+NOEOb62zW/I+p8kyyJtIz6MXcnY9462efOdMpe/xgd51xUNdfmA5a+CBbAXbqwEASTegSis3axxlLXNXVTUVUlVVWx3mxekwGkCBduLL1LAFYi2Jo0ze0a2ntPFEXked45Y1qk1KFd16rb6InuscEEX6sAsNd1SSsF55fzblyS9PMYheH66hKpHHffOKbJJVGaUc7n3BtLLi8+4XC6T5pBbQ0Cw/HxAcvrGzblFoHgfF6zfFGxPP8+n78ekecRvTzjo/M5NtX0+jlJFCxqWm/Y1CWR09TW42VGK+qO7W2JGo/VmnJWkeUa4QRZGgXNWTHnnbcecPbkKW6kcbHiptxQe8G2cUwPTzEq52q1RY5btvMVwyRmsjfAj2B6fMLR/TFNtcKKmmbrGU2mvPXOEbP5NYvZksPjY1wrOG+uacqWXKYo75imEisUpolYo3FRRrUtWWznlMUGrTRZliGkxLQtaZZRluWt66mWYSMrpUTHEUqAkp7RZIDxjqZpiWQY94USKN1hqc4RSU1tPMWyopR16H60ZDwasr8/Ic9T5vMb0rjX+UlJ5rMFSRaFOUPCcjbj6PgIKcKSKM9ylA58uJ3kRmtQyhJFwQyv1+uxXm8pqwqAF8/POTzaoz9MSaMUmzhWqxX9YZ+ybXACkkyjY4gTiVcSLRSX51dstyWiY6ofHuwx7A1o6ppI6Vst6o+6fkqKk++A8J04NqzSIy3xXmLaTojrG5ypaIoa02xpyxVttcE2JbZtMcZ2hSeQvHYjkJOmszjpqABuZ+PrAR1wHGGIoor9YcrJZI+T6YT7+6ecjA8ZDsZY6Zm1M54vnvLpiyVX6xIhUxQR3pvOg6qTyzgXAgbbkrqpKcoKbxymaXAuFE7vIE4TwNPUJUmSfibIwblXo5sxJmjq4vi2UHlc2BqqwJOCcKK1reHo+IjFYkGW9SibmnJbUA37XFeGg3yALrfIxrK2DfffHXH01n2K9ZpRnmGiit4kQ4scncXcXC8wy4ZVaShdxkd/5zeYnNzFmyZwp8YTJnnK5uoxl8uSXuWwPqU/GBNPU/rjHs3yGuEqhHOIxiNkS6ygsQWDfoZpFW3b4J3BeU+x3eJ9iEaSqgIkUaTo5xmzVGOE5HJVkyY5y6rmctGQGIfXLf3eGN8KkiiitRXHd06I9R6uMjTXy9CRbdakwwGTcY+ry0s2Zc29dz7Pe9/4XZSTXJxfcnQ8ZjTos1gtiFSP5XJLnirqsuVyWZClQ1bOkeY9FqtF91q1eGsYDYaURRGKVUeq3L2eUgQyrZaSJJIcTca8vLzCtA1aZSgJUWxprcH5Cq0j0iTCtjaI20U4UKu64erqiixLWK9LfC7p9TLWqw1CeK4vrtg/nKJVRLWpub5Zc3AwxgqLiBz5IKNp1njnkCIEKvR6EToKE0tTWRY3c1xlydIE4QQvn10ynPQZjvskacxwOGCzXTPo96nKkqg3QMdxB/DL4EhQmKC8F47R3hAnW4wLu8+8l3VA+4++fiqK0ytMrFvFI5AyxglF0ZZsiiXb1ZLGGZpmQ1ltMU2LbdpgGu9FN+OHz/be3M6yHo93IR1XioADWClphUBLxzD2HIwSjidTTvaPORkfM+yNiaMUIsnaFXxw/h6Pr8755OVLLm82aJ9yun+PNArWqEaCbWuMaanKkqouKbabYCpvfSi2UuK9DgmtrQtMYYI3085NwLrOfdN5TFfkXtfe7TRPWZ4EtnjHSI/jGBBUdUsg1G2YTqes1muKogj8PoK4tK0apoMMqRwnp8c8++B9RklQxtMOyPIeIg3bn5N7E7I4RcY5/cWai0VNb1+g5JpWK4wW5IMxn3w0Y5wdcn19RtLrsVwtEWTcPTkkThRWSeqyCiNAlmGcI096JNYglCUZ5my24DpaBErjowzbbKmKglYaonxCaxyP3nzE7PqcdenYPz5AZQ37xykGhdQJ1muScYrIBONBj6Iu2X94j0GiiD2srq8Zigm9yYiXZy/xeIaDPh98+1ucHpzw4uwlWRyzvJqBscFZdDGn3x+RSkMcNdy9e5+nVwUiGrB+/ozRcEi/32ezWrJcLpAyMP6NswgVRO1FWdK0LcY6XK+HUgkxmiTTHB4fMJsvqJv69hCSVt1Sa9I0xkdha+dxxFrebtCaNhxcVVUhkGRZisdhraEoKvp5RqQTbq7mREozGsUoJRn0h8yv112whkELRRqlON8ijGB5vaApSpSCvf0J1hkuzi9ZXi9ZzFb0Bzl7+xPSJAtx5ioU4iiOsCaEGqzXKyItMS2oWDMY5kglgn5SaYwJ9+uPu34qihPsiJYBt9FaIpVjXVzx6dOa2eyG9XZDUzV447EmkMc8XaAAnZeS9J0+DiBgNkIEOoKTAi9ilLQMU8HdSY83j8c8PDhif3xEpEZIHVF6y6Ld8PzqBU+uz3l2ecV8sUa0glQkTKIpcZIgvWfbFlStoWkq2qZgu91iTQAcnBOYNpjeQYtBolSEMQYI9IPd2BbHSZAwGEtV1bCTwXSX90HmAQRJi9IoHUipUlqapmE0GjMeD1mv19R1zfX1NXmWATAeDzk9PEDVCxJvGIwyHpzusbi5IMcjipL9+6fIOKa3N2VdVAghefbijL3hAKiJU8fe6T7rdc2LZxc0qzVf/NkvMy8qvvKFR2A2yDdGvHz+grg3wWwb9sZTLm6uKIotifVUxpNmCmtMWCenKSoJdIrpdMJ6tQm/M9HQONAqxtUV6/WCZlHy4MFbxHnCZG+f5XzBYm1RkeLB6SnbsuB6vmI6PYFYIUl5/uIlZVvx1jv36ccxN4s504MjtrXh6uaafj6i2G4ptxZvFZ98/JiriyuO9g9RhwdEkaKqKgZ5QtUYRJojB0M+PZtRthHj/SN+dv+Ey4szXrx4HvA/odhuC0bjMbPZHH3rFxZex+2moKkdm3VFFClG4z79QZ+DwwOuLm8CCdntNJMh8CJAAxV5ljDoZ/R6OVJEVGXDYrmkLAqQEOm4UxUIrHeUVcV6tSHWMa4tuTq7RjNlvD8gyyLiWNM0Id3HeLBdnJW3ktW2wAD9cY9oEBOLCHEj0T7GGUexLCk2JfvHU9I8SHKUUiSdGZ0SgrYjBEst6fVzer0c6wymNuAVz1683Jl8/Mjrp6Y44VXX+gb5StM0XF/fcHl5SV0FUzc6ItkOzBYChBO3Il7vCJISsUtL0XjhkRL6EdyZpDw8mPDg+JST/UPGvQlap1Q4XmzP+eTyJR+9fM7VbI3ZGhKXkIuEfrSPTIM5VOsM1jfMNw1VWbMtShprMU1IO31FIoW2abDW4UwQBUvVdBwnRdtajAmFCQRN02CMuQ0I3QHfzgVy3WfJat2Y2y0FVKSpmookTbj/8AGR1lR1zWqxYqIVxXpBubrm7jjl5956i8FA0UsT9vanrNYbLtYFqw+fcHK0z+z8hmwwZHhwQDNqubl4Se9gguyNqa/XFKtw2h6fHGLtkqP9EcPRiLZKub48I0rGFE3B/Uf3aKznxYtzetqhcUitUFISpUl4M2UR/Tylqku8MWgVUpyzXkrVBqa0sAIlc1ztsKYk1hFpTzPMDrFC0RsN2TY1Ps+ZjvewxlNfXdPWBaen+0gENy9esrkRxLGkkoLJYMh8bjC+prE1L54+J4sT0liRp5rRJKes1ohIsLxe4kXCtvJcLWe4qM+dR29zko5575OnfPf7P6AsSrTWtG1L3uthTB2M//OUOI5CepA1WOuRMkiWAgtecHW9YLkKIaG+S+w1xqJ1hCcsY+I4ZjjMSJKIfp7hjOXi8or1ao1AYlqDUsF7vdVtx6dTSC3ZlHXorhOFaQ0XlzeoRJL3MuJezLbeIKWgbgzGOKJIUhbBaVXKEKRpXUM/7zEdj5lfLwMFxjuchYuLa45O9tnbm6Bk+F7btsZaT9s6ROSRSjLo91ktVygl6WV9bi7nnYPHjy8JPzXFKbBoBc56qqrEdH7idB+n22Tt2sCQitKZowh3W7xkp6jWGrJY0O+nTCdjTkcHPNq7y+Fkn7SXYH3J82rBR9fP+fTiJZcvZ7hKkMkBB9E+SSLRkaLxLeu6YmNqyqqmNi3WhDdRWZY0tUUQtorWmsC3UprbRN9O4+ecxxnT3Zi265hilAr+OaFjeiUQ3mFit/lnHbh6+/vyr7R6QgjatmV2c8PlxQV1XZPEKcenR9y/e5/h4IukGCaRY103bJqKUV6zN51AkjCdTkmVoD8cEkcRm6YmjSPGoyEnJ4c0poVNiSxr7EYT9SWpsKRRzP0HdyibEmM0w9ERQvQ4PhIobZitCu4e7lOuZ1SmRaV9Gu9INSRJAiphWxrizl4jiROqZgNK0dQG1wQJTJwqeqOcuiqQYsD+3gjTghWa2oPtZQgpOL2zz9XFJdEg5mx5ycsnW07efIB0isnBXaRrcR7OLzY4m/LJ95+igL3RAU1dEsWCNx6esF0vsXXDet5Slw4rPUUjWdewNxxxfnbJBy/eQ/aH/PxXvkyWKG5mcz799DE3N9d4qajrhv5gQFXVJElCrHvUTUNZtuG1Q3Tk3ABAt3WD7RwCvHMkScxkb0iaJ6HxEp6sl1Nsai5fXlFXwV1SSdBSEswQBLY1eGNxRkIEXofFUpqntMZgWsfFywXHp4p+b8j8Zot30FQ10nmEE2y3WxrTdkVxyLZcIiUcHo0pNkvqskEQuiyMYH4xJ0Ix3h/T6+Xc3MyxvrkNyU3TlDhOefHimtFoRJ5KFqsFSZb8xJrwU1Gcdqt26yxNazDGBNyJAAAGolHg8AgViHwI171ZBXiF0iClIYsVo7zPdDRmNBozGewxyIfEsaKJDI/rJ1xeXvL4/ILz6y3l2qFdTC57TPoZWaJwGJa2oli3bMuaujU4HwqnEGFN2rbt7WZMSn9bcECFdWoUvVZMPXVdd216CHJI4vi2M9p97q7Q7EBCa22HTYVO0lqLMQZjLHGsw+9JBGqEJET7VFWD1ooki2iaitViTrnZsLy+YigMkwgS3zLqQ3W8h8KyjSSrqubBG484PT4hyRLapsFbQ9GUrK8v6Q37pAPF26NjirJidXPDF7/8EHTMp997zjAf4EzJ4WGPfqY4f/qYen7FsDdiu7RsiuADEQuJjwQ+krR1Sy9PsTIY/dV1TZz22W4s1je0zmC8Y5gpIu2DgNiWJMk+KvbkvQmzmzXbyzmnn3+Xqw8/YTjsMXh0l4O9jBefPKZeXJHvHSFly8XqiuP9Y5SK2cxnSOHJE8twIFg1BmMdm6JmON5jtdpSr2Z4l3BzvWV6dMSX3trnernEFiWZUiwqwze/8z6mWSEFnJ6c8PnPvU3d1FxcXHJ1M2e7KSjrhl6/RxKnxC6wpwMZ1+GsxTThdfQdDSRNU8ajEBbgfRAM60RTFQ1XlzcUZUUkgizKdfeAE68OadFpUjOtGA4y4jihqCq21qHTCG8d1xczDvaP6Oc5ZV2GWHDrEEpSbLZhC9xLKIo1WoetsABO757w9PEZtiVwuBC0ZcvVxTVSCfqDjOloRNs6Vssl4ImiEFKx3mw5ODyk2Ba0jWH/cO8zB+4PXz8VxQk+K19RO65I5wkT2iqLkODlaxFRUqCUJ0kEw16PyWDKsD9gPBiSx320SihdzfPNS2bbGdfLGdtVhSkAJ1AqJhUhznsrKjaLDd5aPA4nwTofWnGhMKYNBEfzyqg+dEgEdfntVk13hEiHUgIpNaFVDwxe5xxx50YQxrjwd7fkTflqy7izUnldw9e2gbiplOyKXwBKrXU0TQ040mQnJnWcn1/irOHuwYQESU8b+gjuH4+ZTHoIB1GkGWQV67NnvFjNGe5NWfZ7jIdj8mjIeLiHaFtkmrK4mNE7OeLBm2+w2NQU5Zo7xwdcvzxjf5yTpTHr1Q1tuaVYLxFK03pQcYbzisZakkhTNY60l1IaaE1wiEiilLJpUJHGugrjJW3l8VTsxX3yPKXaFmzLLcPxFEnNaBgOh/rmGToJS4N+JEnzlHd/7vM8fv8TltdXPHl+zoPPv83ZyxsW8xnb5ZJ7JydU5RzrBeuyCq9VGvNydsPe5JC8dWRSs/8gIkkyvv2t7+BU6ECss+gI1uuQeFtstzw/e8nLl2coKRmPR3zh3bdJ0pjVas31zZyqaTGmQhE6JmddN5KJYLMiYTTqM56OCIy+Lf3BACU0m03BbBZGqjjWNK0JOFAnFTFtA96TZhHZIGMw6pGmEcLDYrHmZrnCE8YuKQRt07Bc3IAzKC9p6pamaZBSUG5rtFIMRj2ssEQyyG62qw1JknB4fMD52U2AWAhqibq2vDi7YDDImOyPSPoZ+aBHXTVUVR0Sfr0iUQnnVy+RStHv5bdhsz/q+ikpTq+y2IBbMFjKgEEFHWwA3aQMOqA0jhj0M8b9McPhmH42IIkyUJLCVFysLpltblguV2xXBW3piUlDQdE2MJTbGu+hNQ7jLKZukEIQJ0l3WnSbMxu2LNbaMMt3At9dF7PLkttJVuq6ChubjpOkOzmCaUM2vOrCCHaFyVp7+zEIHVOQO+ggahbydszTWtM0DVUlA/jYfV/hOWRQk2tN21rKskLLiHF/zCjLOMgzMr/hbn9MUa3I2wxjWvb6EyaTQ4ZOoIWnLtaYpuR4b4+6LhmP96jqkvmLpzz53vcR3/+AwWSCVBHHd4+pvWEsDWqzoqkjEinJI8W4n5P2MzaVZVGUOGeJtaCxnl42pKkEpbXBGTKNqJqWtvVUTU2aJWw2ZTDOEynDPKafxPTznH5vHIiobU25XJBqTZZZljdroiShmV0zmy/QXuOTIVrU7Ocxq5sLtsstxXLNOEtpbq5J85hyvWUyHCGFpm0aaCriyPPgjXu8vNxw8eIJOMsbd+7xyfNL8qzHYT9h0QrunByzLQriJGWzXuKdwQM3ixWfPHlO2zQMBznT6YQ3792h18upGkNZ1Zy/vMA2Aa/s9XMm0wmDUU7TVig8/X6v29LWzObLYFwoBTqOQoR41QarEuuI84hBL2c6GZLlMUpK1usNF5c3rDYlgnDgW2dRsSZJchpjuiWSwwnBbL5kNBjiWodWkjSKEbGkahr6so+INEVdMpkMWc5XbLaBAyWERAuJryzrest2WZL3c/JBD1ObTvYFaR46wW2xIRtkiEj+FwFzuk2TR+xCB3cG8R6Ejol0sJjoZRnjwZBhv08v7xNFKR5JZUrOF0+Zr+cs1wua0iBMgvAKjEbhcKLCGEdbgQsRw12YQhgrTdsVCWS4aVzgFJluU7YT7VpjaJoaY3ce4TtXAkldNx1rW3XKcZAq4FfOO6TQt0Xo9Q5pRwkI3VXwudGR6twtg0o/Upo4zvDeUVUVWgdsq2ka0jQlTRM8nm1ZYm3wqsrHQ7I8YzAY0Ussn7t7yublM6R1KOuZjg9Yrwr2pwdUdYWtC3IhqTYFT77/A+6//RaX5y9otiWJFhztDekP+4wPphTWEieGSEmWVxuy/pio12O1XhNpRT+LEdaSxgnOF1Rtg/ARIkmpjUMlPSSQxuEwkKnARhVmuWS+2eKyIZW5QUWKTEoGUcT+YMjs5QuGB/tEWhKlMe224emnT0hERCQtzmZkQtE6x3a5QkuYXS4xTpJoxcM37nF0esxqsyTPc7I2aDPbqmK1WLA/vIdSPd7/wQdcX9wwGI7ojXM+fXJBbzSmqQ1NY5AyYblYsVwvcS4ceJEM96+zDcYGq5+yLHl5VrNYrugNBiitqcqSyXjM4dE+aS8nTmPqumS9WdDrZaRJjkTQNo71YkNTtVjrSJKkk0NZpHPEUUyWZ+S5Is1iHI66NbRlxdnZRUcvCSJx7x2mqUFYtIqIkwgdR1i3RVhHUxnWVBgBWoHUgl6eYrQGZ0nThFaB147BOGO13oDXYQGlBVaEd7I1ntViw3ZTIhNNksVoH6LM67LGtYZxv0+sos9spX/4+qkoTjsPppBu2tEDpMTjSFNFP48Z9ob0eyOybEicZFgMq7ZgPjtjuVmyWW9oKou3mkinaJkDhrotA4DtTBDA2l0mnr/djO3cD3aj1m5t/8Ps7B14bbpUix1YHYqKv+2CwsYx0POdd+goCvHMziOV67x05CsbmA4cj6KItm1J0vC1QnioQEUqOEZ2Y18cxzRNGO9eN66rm6bT5hmEUvTyIKvJ84RIBEHNx0+e8+hwysnpEevNgsV6RhJFFOUaYw39LGezXdA/3uPy4obv/+53OXp4l9q21NuSw7fvMpqMyJOM4vnLEPSwXOKcYLNc0x/ts92W+LZg3E8oWkgyRWFqGlKsg74eMjy6Q6QUw70JNY4szVnNbmC+pChmXM82WBURiZQoz+gPewhfUpRztJDU2xVyMCROE6qiItcZV1dX6DihvJqTDPscn95l4z/m8ukZSZxx5+AuR0d7qCQOpEc0iYxYLi7ZlhVHJw/pHe3znW98i6KsiZTl3oMjqqoM1sGjjFYJXO3p5wMur1aUDRzsH6OU4vr6HNOUQX0gVBf7FEbzLMtIs4zWWJarDeApynOiRHNy55g+fZIk5tGjRxjbsl6vqRrL1dUN26IijlOqqqTYFvR6vXAfJME1NUoVTgnW2y1SSNrGsZytaGtHrLPuHg4Bl8NRnzgL9j1lWbKYL4lSiTWK2liK5RKkpLXB2qU/SIligVQ+xJJHGilD2EKSrDDta7Ywt0ucIDxvWotWoE0TOj6tKeuwPUySBG/dLbXmR10/JcVJoHWEcyLkryGCEVuUMOgPyNOcLM1Belb1itXijM1mzXZV0FQtOEESZYzSlCiO2JZbNps51ra3IPVuhIJXm7Cd2PjWvzuKbh/3uuf37vFVVQVnSxVmcGPMbTdV1/WtJ9UOqLcW2qIhioKmaLeClYROqq7N7efsvG2cM/R7fZwPVAPfrWzla91WFGmiKLrd4Cml2Gw3XWJywLQG/R5JnqGEoG5KkmxCHrUcDk/JNAzyjCxOwLW0Vc12UQfPpahhMOhB5bh/codkNGQ2mzG/viZOEqJlC2aLG0IUx5x//Am2qPDekw97RNYw7WfUW4PAkU/GzK8qNmuo2oKT6RSxWrFpavbv3kFXPUxZASvWn36EdBUHwpCfTPnGR8/JkhglBxyfHhD7hqbYUNUttjHcnN9wNd/iTUueRGyKhmRZsrRLptYTjy0uHrJ3IJiMJhwdDzFlyfb6HK1SZJLTOsXg9CF9FMvzC86efcowgqw2yI6dbYBN0UISk6V94rbiZm1o65YvvvsmH3/0AZttgVLhgLPOBKNAsXM5DYnM2+2Wsm6QUiOFJEokx6cH5HnMtljiybiZNWitGQ6nfPLxU2661b3yikynGGlJ4xgZaYqyxOMptgV5ohn0eqxmK4p1iagJywdrkSJiMBnRH2YgHUpG2BLmL9eUrSHppahYIJTClg2uBbyk3tb4qUCgsQbq2tC0LdFwQJqm9PM+i0VwL0WA6LblQiictUgfUo2lCEVa6rDFTPKUvJdRFlUA4n/M9VNTnOI4bLd0FLoQ5x1aS1pbs9iWXC9fUBYFVWUpy7ozZJPEcUqaJ4zHU7Ksj9SK5fNPWBUrFCqk9grXsVH5jHMA8JkiJGT4dxeu8PqafldEdsWoaZpbf6a2bf+RE0Dr4ChQVS1t41EypGIYY4mS+LZret26t6qq0IW5QLr03hN1jpuuGz2FF7ed0iv+kyeO9O2WL8QKRURakOUJCEvTlFgZ8fT5GaNHdzvfp5btdkWepty/d4embVnNZiR5jzSPca5FOMuol9JPjrm5mqOQZMM+2cGEm8drGtOyWm0YjcbE/THzYon2LdJb8l6PrN9j0EZ4W/Lumw856KWotkCaDfLZB2zPn4DUFBj2ZMCfmlxxEPUY/vyX+OZ77zEajNk/fUC7vWC9npMORsxLx+Wm5IOzDe88usf1+ooPPtly1x/TWui/ecoPnl5i64LTdz7Pul1T3SxJG4FrerRpzGpWc3wguT675MUnj4l18N8aDnIkMa1rWc3X9PKMvemYy3XN+WaLxXN0ssfaN7z/0YcURYNHUNUNUnq8ECjxin8XKARVSCiRCqlAx4q9gwm9Xo+y3navWYxAsFgsefr0HN+JgdMkJUniYOmDwnhDjLxVRDjnqJ2nWm7YbgucMaDCFlxIQZYr+qOcuik6TV3Y1pVFg9YR9aYizgOBM01jrDa0tQlbRB/u4+V6RRSnNG0d/NK0YLA3YL5aooXGGocTweVTuEB+jpTCWIs3Hq+Dn5TFkOQxQgYN4E+Y6n46ihNCBP9sFTEYDKlNw2K1Zr7aBNa1DRa+Soow9gmJs+CsA9fSyyaMRyfkWYYTJqS0OB+8BhS3tINdIdh1P8AtEG2960S/MrgZdluzpmlux7pdEdkVoyQJPI3dGLjDjnYUALHzbHLdVkarW6LmruvaPe9uUymloihKqqoOAZkqRkYSoRStMTSNJUvS1+gGhn6/RxRHYfYXwZEzGOc7tpsaI6Hqt5AlPHr0FvPZOXkkSbIMiyXNEmpbMt0fkeWwXhs2tUa0jubqBuEq+oM+vX6fT5+9ROzfYbuUfP3rTzmYvMH3n/0G7/Tu8/53LhGbFb/4lbdIEoF1nuFoxL4teeN4j/v7R0S+wcmaLNNoFRNFGVqnNKagrgqcF0R5hk9y9nzEmycHPHqwh3EtrtNMrtcVn3z8kjtvvM2jE4tdLTkcxmz3+vy+r77D9DDjB9//AXXlWW0aJukNSuYsVsF1sio3JFmDsZYbec0g7/GLf/ifoaxL5qsF2eCAttW01RIhNHHexxlPtt5yWFn0smRTQq4qIhGjREtrmi7Jl+7gtLduEx46SUtMbzQgTmK88vTHfYqqCPehjhAoNpuC7bYJXmZKgPREaczRyQHWGaq6oq4brG2QMsix8ALXhK8zGg7ANGRxQhRFeAVKCdAOROj4fWMZDhLSWHb4maWtKkhc59IaeHV1XdLWLUkuQVg8QSNYVg2tcvSHPXr9lKqokFFoFiD4nu0oQMoLTNUgYoXr4Ils0KcoW1aL7U9Sr/x0FKfdCZNEEcP+gFW1xa5WVHXJZr1CIohUDFLjlcT6YGIVbHs9OhFEcbjxnAmrdecFWoabRSDRsb5dxQfgun5lP/La+h4fbCV4jXe0w4Mg8I12z7Eb53ZUgNdpADsqv/eveExYPjOOBXAz4Fh1VeO9oGkMZRkcDts24GSRjACPUhHrYo1wkOU5uoy6TLudk2KwNI7jvDuRFG1TAp40STB1QZwMaZTi8nrO4cE+ef+AbVlxM1syu6rp5THG1ozvTvFtjO+lGKe4Kba0dYVOx/zG134b7yxvfe4dBr0pkzuf0jsYcb4pOXjwJnMv6PUHSFFT1yXHox5vPtxntZgxHEzpDfZRbYNpSqIksLxl5anbBqxivRFsypb1dsnn3nyTdz5/n+nePqtFxHZ2DZuWyajP6cmYL3/1LS6efkKUWB6+c5/TNwbI/gjr3+HsxQ3vfvVtXJKTiojLjz5g+fQDhsoTeY2MEqpZyYU55/KTT6m2Jf00ZV5/ik9z8jRBpxmXnz5hWdWs65BvKOIeZWs4OO7z+4++ilaOprZcX805e3nO+fk5Zd1gvUHJGCkFcZpx5/496rZmW26ZDAe0bY1zBqU0Sig2m5KL8xuUikAQ6CveI6TFupo4jkjjAaJvMc7RNm3HneuWIN6TphlKDvDWEWcKHavgg2YN2kUY53CxZ3I4CSGYXmIax3y5oG6qcGhGMTpJKYuC+WLJUbZPkiY0tQ3SsUiwLtYMB4Kj0wNc1x05BEKEg7gqaoqixjSC1lkUCqkjnBfEScZquaWqg7/Tj7v+SZww7xEy644Ide5/773/q0KIKfB/BR4S3DD/a977uQjz0l8F/ktAAfyL3vtv/OSv4nHUwfRK2Q4UD/7hoMMmBBtOE0SgzrtXWwghJMZYmqamqrdY24ZwzlurFE/U4UY7AHpHYEySJJibWYd5zb5hZ627w3SklLcSk10nFfyZ6lsMageM13XQxwXRZkrTNLcdmBDitrOq6yD0lEoFp03hqZsKqTrvKRE8oqWQWBvIlVoFToqnQieaONI0pibL0/Ac3lPUNW5bYI3DNC17+/ssS0uSKZ4/LxCEka293DIZtmTDmGyQYauGmzWo0Zjm6YpIeqTWlOUKWdf4tmbci9l/Y4/ju/d5+Pm3qYstx/kv0taO1BoG40OeffoxRaSYDDOUF0yOp/ziL32F7/z2h5zPN7xoDG/cOWQ0GEBrmF1fMtrv09+b8J33HzM9ecDp9Jj790ZMp9AbjKmbIO2ZTMcMehV3H9ylNIYn73+X4bBHuWq4vLxmedOw2hb0RiOOjk+ZX7xkOJ4yGeZMToeUk3cwrkTnKao/QBQNlTHEWcrZDz7FOEmqRtSrDcvlFXatma0KitYyGR+yLAoW82t8PuaDs2u+99GnSC1Ikow4ahmN+nzly19msy44u7hkU5ec3L3P3uEBL89eUBUh8TiJQkS4EIKsl6OkYnFzSVPVeF/jXcAp9/em9AZ5CNtsDLECrUFLR6Q1xnjaFpI0CVtnFwjKzrcUmzKQllVIxb6FEXzIzhMi+DNleUIyPMQ5T1EWweJExjR1zdX1jCRNGI761HZDGitMU6OEoiiqW1ghTZNQACNNb5SzLzW2aCnLhqvFgqptMW2JlI5IS1Y360ANUv90JExDiH76hhBiAHxdCPF3gH8R+Lve+78ihPjXgX8d+B8Df4bgHf428EuEpJZf+sd9EUGERyNEhLNlt95/3bpX3AoopZCgolvsxfmGTTGDwlLVBc7VqM7zyHdj1E6bthupXsd6RIcP7AqX7rCk10mRTdPcMsN3iSo7XGgnQwFuixbwmS5qZ3eycxrYFSyEINGKJE1wXWGTgLPidlMYilpIR1VKU1UFUoFxBu8SJpMpddPQtB4lNEkWtlunp3dIk4Q7JycI23BnLyOhpJmfs7+3z+LFc8xmzWh8SiMNtagw1YxovWJ//wilNOv1gmEaEw16RC6l8S7YYuB4+slHpFpQNwusNXzxC3dCbLbeR9qSvYMxIu2T9CfsDyb88v6E5aqlQbC6XjB/fE6EYrVYYm3Jqrb0Bn3e+eIj7j44YjrOKLcbVJoSxwlNU1G1jizPWS7nlEVFZOHxhy8xMkf07+L27nH4YI+7j96g0ZqoFRwc7mO2K7Y3C6Kyxl5cUMyWDLYSl0v6yuGKkjxVrDYFgzxicjogXQsW8zXxMKEoDTeLC5Is5+hgyvnaoVXOYHxCsV1S145NAct1y2x+xWA65t1f/oNYbymLNavtBq8kSku00l00kydOE6TQbNY1200d7G27tf1wPCTOY4w1aBFhrMEqQ67SAGp7i9AC4Qx0yoO2rUlkgtQSHaW3HLkk7vyihO88zsK8YpxFyJ0/v2Aw7NPv99hsSryzbNZbzs+vSNKYNA0j33pTETzvCdQc40KuXXdwtnVLlqfEmWTQy+iNM549fUldWyKddAL3Cq2Tzpzx91icuiCDl93/r4UQ3ydk0f0F4I90D/s/Ar/aFae/APz7PrxDf1MIMf6hQIR/9GvgQbTBr0YH1zYpZMia6zhPWqvbLdWOBLmLWRIYNpsbPDbEG3dJp003Pr2eI7fjBu2KxOs5c7vxzNNZ9SqJFwHb2m3qkiR5Je7tqATOudvOaFeorDME98rwMyqtECp0X/jghx5FEUoKrGkDuzeJsabtmN+mm/trsixF6aBQDz9DjLcC4UIhimTCvYcPGIwG9Ps5prXMZ2s+/eQTWtPw/Q/f543pEPYTTvoCaWYs1pJEJ0Ra8P0PPqCf5kyGI9IsCukotaE/7vHw7S8gFLSbFcI35MMhMs25KRq+970nlEVFvdwwziJSteDoYEwcC/LRlGVTcnhyQlVZ4tE+h8P7xPmCF0+fs7xYszh/Rl9a4rbAzC151KMo4Hi6R380QfQG5Nke0lVUyzU6SkgnhzTbiqvFHNN6Li5vcLVnfzgg9TWHaU2czSieX7FYe/KDNygSSZz3sXEOus/o9AHJdBii4pdrXn7vu2yuztDyDSYDT+s8s9Lg9TFi7Ghry9GjY/aVxicaJx0nDr6AY1NtmS9mlE3FvbtvkKUJzz99wuLmktX6hsW6oNmUVKsN3oZ7IullVG0F0t9y42bzBcaE5NxIS6bTIWme0doapO+gBI3xLWVZkSQpQgUrHuctwmuU8Mg4kHadbUF7dBSSf/zOA7/rxq33eOe7ePCd9KlECE/TtOgoAu/p5T3KquTZszPu3jkkSTTDUQ/vg7TedgL2TVHQWAsuYFxFWSL6GRaH0hEnd4+5uLihaS1NE6yBhHy1Kf89FafXry759yvAbwFHrxWcc8LYB6FwPXvt03bBmj++OHmgJWwMhELikN0bP4kC61pHEUmSEMU69FFdttvOwtbZXcbbzmzuVYbdZ6kDr4zmduD168XKWhso/vIVD8lYgxeQZGno1Fx4oXcJvbut2U7sq1TSWebaLmI6jJeic9w0xrxmEue7NNjwXUdahTFPBVDS2BDZk/dypFDd8zVMpyPuP3gQfJtWa54/f8Z33pvhvWQyHeKcYDmbY2zE/p6gyqGoI+RwSFsYVD+lqFr2xgNO9vbJ0gGD4ZDpwQnDfMh8XZD1BuT7ezRSI/clUZ7z5Oljzj98jNcJ803K8XBK6Wds5xekBz0+fr7meG9Esak4OT1ms2joT1vSRFHj0cM+9x89YnE+Z2YbZORZFy1ZnqAigdeS/t6IfDxGpRH1psD4COE11bbCNJDqnFGWMzrOOT2cku7vYYloHZTG0IqU0XgfUy745P1PmD67Js4GtEVFsy1ojSfvDzk4PkEkmtol9I7eYHJ6xPDRfTZa8/zDZ1x//JRmuWRylAWiZC+llYLFekm53nI9WzC7OqduCp49m/P3/7N/wM31NUVZUNVVkDF5G5p+Ak1mvDehbRJEN7q3VUtdrqk2G7QI3X6eJuxNhiAdxka0xmJEYHIjNLObBdZZxuMRaZZSN20HA4RuW3oVIqWUojWW1lQ456mbBuEDlmlsAOzrssG0Dm9sh4V28elaEScpOg6p001V8uLJOYfH++T9hDiNAm0lDk1DmqYsN2s26y1Kx+RZhu7eZ9aHGLfRdMj11YKmabutpr9tNP6pipMQog/834H/gfd+9UMKeS+E+Am4+498vtvE3ziOgjzEh4z3pq1xOKIkYiD7IZa8sziVXRxU6IjCC+a7qKbdi9O0LbtwgN3q/3W8aVewjDG37Opd4do93tnAyt5t5G4dAHb2LK8RMHd0g53sZIc9BeJk+B524L1SCtO2wWAuCha/t6OeCU6QWmmkEmErYxqqsrrFr7IsZzgcIoTgow8fY+0nxHHCaDTkyz93lzTNOTk9BCSbVQEo7j28Sz9XTLKcw1EfISyb5ZphlmGKDaqpyaOI1ngu2wjkCLt/QHJ8Ckf7ZElMvV4zO3tCP7H8vndPsM2C6NEb5L2Ux08UN7MJWX5CfvWYg4OMerlgW5TkWQ+tE3ASnfUgUYi4Yu/+A97/+u/gNlvWtccnimZdMb3zRfT0EJHt0TQ1UZrg1xv0KII0ok9DlvXweQLNGt1XbK6eU4qYxUYiTM7p21Ocd+w9uMvBu1/m4PCYxXyJqxqyNMh7jPMhMqvYYpYL5i8u+OA732e53kLbUixegHX0Rj1eVIatCMTB/nDE1aLkYrPl+8/POLu8wrZrjPEdVmhQCvJcdzw12WGlwV880ips2lDEUUK5rVgv1qHbcaHz3j886Da0IQpNx4KqatmuKzbrDev1Bic8m0XFaDQkSeNbiMPUBqVCxmLR1NRN08mxIkxrKMsaG4IYu04/AVpq18nHnA+Zi77Ls/Ph4NQqoq4tZ8+uiRNN1k8ZDMOWeOc6m8Qxoh9SsE1Dx2FymKbDi7UmzTM2mw0ikiixg2x+9PVPVJyEEFFXmP7P3vv/sPvwxW5cE0KcAJfdx/+JgjX9a4m/eS/zjfGsi4LWXbIp1mANiVbIKDg+hkQT1QmB5W2B2Pld7n5G53yQjXTFJHzM3Y5fuwKyw412H9sVoJ2mLjhUhhHQNG3Ag6oK2xXK3eN3VAAhRGceF5jnWqtbFveusO02gFIpoiQGGRJldBw0XXUdzOekMiRxTJrEYfRAUFcBeM/znIODQ5IkYTKdcH11hVLB4OyTT56QJBHf+MZvs1ysOz9qzeH4iHFU8mAY8+W37zBJBLbasDSW/f07VMmI+P4jonSA7h1ysxIcfPEetgeL7/42Fx99F+FLRqMhpQE3vQPiCLctkDczUpny9n1N1F5hshwhNXJyStwLHVwaaaqiII0GVGXJaDzkzhfe5s2Xf4iv/ed/n5ezFpYFX/i5t/lTf+5PEw32EEkfFY9QkWTrL4irEt/GqDyj3m4ZTSbUW83i+oZVlRInAx597m0Gp28wXxZczi9Znn/A/viKy69/E7utqZxm8vAh/X4fcbFkW6wo2gKH485bdznSMFvMaYqWtP9VVoslN9cXJIsb1PWcjJrt+gUHxydcP9+iFUxGOXUtaE1FVVYgwqjjTPAx2hFyBR6tAp5km5Ykj6m2IXop6tQAKpIcHE3pDVIsBmtCbl/dNNzMlixnGzBdeAWh81rcLDvqSEya5qxW61BMEs3x6RT5mkOGlgmmtTR10FwqHVw6oyRCJ0kA463DNQYtZVgQiQilZLBg8QZnHJVpKbY186tVJzMToWno/Pqt3b0fg3OnMyZYE6cxk/1JwKakIEl7P7Hu/JNs6wQhCur73vt/57W/+hvAXwb+Svff/+drH/9XhRD/AQEIX/4kvGlXW5y3VFVB01b47oVEdszoDoMK31AXpcIr0FkI1ZEoJUJYnA0n1utFZAdgvw6M78Dr17spa4Oz5A6raurmdvVvTciE241zr4t1d/+/S5AJm0RFXZcAtx2Y6ljDO42eVIooCpq6ogiP9cbilCWOIsajMcPhiOFwGPAq4OzlS5bLNXVdBXxABfA+TlIiHbq4fj8PPuxphDFr9vcnHOz1+OT5GW/fO2Vw/+cYjg+JRMY4G9NYyXRygkgds/pDLv7B16BekOcpB+N9Nv6AdRuj9w7Y+9wXMDqhakrceo5ZXjNbPMWvr1EidIW5H+LMlvTkkHVbMIxTvGuJIsV2cYNtBO9++Qs0tPztv/WrTKd7/Mof+YMkmcRsZhTXL4j7A5I4IdEKejlaOmxd4VrHzWaL8DCYTIn3join+2xbxWy1YmsUyeEDfumX/iBNa0hiRVPXzC8uaS8vaa6uqXyJGWnG+Ri7bVhfnGFtzebsBZdnz8kTcMn/h7o/ibFt3/P8oM+/Wf3abfSnu/17L5vKqqxKl8uyKcCAQDBATLAZeAAWMLDEgBmegGR5gEQzNBISQ1SyGCFUlmkkwJZdrqrMysz3XuZ773ani3Oi3f1e7b9h8F87Ttyb+V6VnLZ1WVdHJ86OiLV33Njrt36/7+/bCKbjKUdPT1k9mTCen7DZ9yzXhjd3V9wuaywdfV0FrtsQ8CoDtoAxHUIMYRM6Io4CWzxNEvCCzWpD3xmsNKRZzJMn5wOeEzqbtunZbFZs1ju6NvjO4zwHFyEECOnJijiA/p1jvV5jXcBoldYI04fgDAJDG2vp6hqZCHAKlRzy5YKxndQSryXOOHxv8MagkhRisJ3BdRYlFdY68BKJxDoLSuN6jxM2cBIHyo+HoG8VgnrXIOSWJA8kYXUI9Pg1xz9L5/QvAv8a8FMhxB8Pj/2bhKL07woh/nXgFfDfHz739wk0gq8IVIL/4T/tCYTwRDro6YQP3ZHDIYfidCgUh5w2KfXgBABKHooSQ8hAR28MAonU0XfGuQO+dChahw3b46J1+PjQaT3QDQbDt4Ov0qHrOtAMvA/6uJDU23yHhX7QxR14TTEM69xA/PTWIoYWO8syxtMxo1FB23asV2veXV/z5u0bmqYh0geNX/B2SpPgHx4Eyh1CqKBKVwIlJUWsKQvP0ajk7OmnFOUcaSSFHTEun1KcHnH37huyasG7P/4PiN2OSMZYP0KUH5N89DtE01PGsWacFhilyEcTlLT0tmLrKhinxJPPGfGE97/4E8ZFwaau6UXCRGe0vUGlCX3X8u71W548vaDZbtCTY44vzvnrf/N3H8IhvZPcvr9kNsowq4rWOMZHpzihsZ0jzkbo6Yw+nbCv1+zajvXb98R3KxqXsW5SkukRGZLbt+/IBezv3pAnCutqylGOiDRcrfCrNdvtPdmoRBjBYrVDzKc8//xvoZ1iv97zqz/8R1yMV9TbLaaIMLMZlRzxO7/1nN///R+zXC752c9+ysuXrx8KhscNXYTC+WC/LIUKpmtRSIDe7yr6wcFSa8Xp6QmjUShMbdOyWe9YLbeYPmx4hQ/xUmJY2IQMPMfR0YTxdESe51y9u/1wTbmg35RConRM2zakSUJRpGyXO2zT0XmHMhpUGDmFCOdWsUZFAhGJB80pIsaLBqnVUHAkXglQg0W2txSTlDgKN2HnQpHqjQ2UCSTCe5q6QWiB0hKk/57D63ePf5Zt3X/Irx8M/2t/ydd74N/4p533u8dQYCQPoPGhJRbDbzw4ZaphVhYPTGil1MAyGOxGTDDsCj5H7qEYHUarA0/pUFwOfx47Sx4wokN39X2vpUPnc7A9CY8LkuSDNq9tu4fu6jAmWmtJ0/SDjapMiOMoYG5O0fYtu/2O1nSstxuc7UJXFN4ND1vBw+vLs2zQ5BnatkGpYIYfpRJUSmQUpdB8Ohrxt3737/DZ7/01fCy4+vZruvqeyz//GfYf3DGJNWI8p7z4hPjsU+LxCUlxhogFWRyRKE05m2BUIK/m0wzvBZvlhp2R7K6/5eMnU3plGH30nDjNeKYjatOhyzlKxvRSgPOMj6b0SHqpcV7gZcLZxUe8ffeObQ/v7lbMJiWtgyyOkXlEI4NNTTzOcW3Hfl0jrYHG4HcdaTHGyo6YiIlN0LMR89MnTJMYZ2vy5BnL1RXZvqV++5LR0YyTz5+z3Z2T4Vh89RXd9oYygb6+Z/GHX2KNJD4+5Xf/y/8CSklmmyWLy0u+ffmebdrz9fs9L6/eQeT5nS8+56//jd/h8s1bfv7TX7CrdsN7TARxbhQFXWIS1vnVfs9msw03rDTm+HhGUWZs9zs26y2bzR5nXNAsiUMWIoP3UQDNnfDMZhNOz0/pbdj2HuLQUBKPRasQ5IHwCAkIN9iw3NMbF/zRnEMgUbFCDkuYoKwQD42B8cGLTMcJ9C5sl6VnMispxmVQeGhFHAmUVA/hHNY4kOKBNmF7x93dAtv1eK+C59hfpTj9F3KIw/ZNfbDaffzHBx7SoTg8lqJ82MK5h41EAK55eOyxrOQxfeAw6h0Y31EUPTC4YQgT0PrBFO5Q1LIseyBlHoqTlGK4E0qM4SGo4LHF7uF5kiShaRqM6XEuwbqOruupqj0hBilCDX9LITHO0dbNw0jpBifN8Dpgs92DgLwsSbXEO0VvPWcfPeW3P/sRn350wtOLC775+X/MWDSY+2vapufk2WeUH/0d9NNPiLKMyWRG2+3I84xRnlOtFvSLW65efgOmZfz0AltG3FcVIMmOT7k4u6Aaz7h7/4q43TIqM+6ul0yKgiTP2e33ZNOcOCvorUfamE21R+qS1d2WyfiYduf56KMReXHM6PiIuq2p+x5DTKJTlI2Ig9MgbV8jZUSUQgmkZY5XMbvVima34/3VFT+6eM44EXT9nnq/osgk4zKjzkYcn55z/+1PsX/+kjRVbDaG9OwZ+vyc/ZtLxPqGT754yrvbO/z2isv/4JdQTCifvkA8+ZyL6adc//w1dWWQImazXfIP/uE/xnUNn376Ef+Vf/lf5H6x4E//5E/Z73cor1HCETItLbtdPchPLJPJlPF4hMfz+s0lTdNhjEOqEFfmcegDR08MCUIyjHTlqOTs4gyvAiNb2jC64QHnEMKhtaAochyeSIfgTescSqvwPHKg46gEP9jyOGtDMVEKJSKsC68HAcUopa1apIWzoyNmx9NAcbGBNL3dbdm3HQjomi5s1R9oPKCV4tmLM+qmZbXd0LYVh8isv+z4YRQnGBTdCj84ExzIl6EQPQLAHwl2D6TGwKT2D6Ob0grveGiJH/tvf8ir46HIHQrVgXh5YIAfOpSDjcqhMB0eO/wJbHI5GL+5oUPr6fvgLPj4uQ8E0BAt7gjRngoh7MPGxjsHPvxcQgRQWwx3QAbQvihy/GEtbARFMQKXMDu64IuffEEsBbdvX9N8+UeIZkZjviBTiief/UtEfzBHZBlb48nGI6azjOWXf843/8k/gP03FFri+pY4jckmY/KjC263hvbbn6LyEc8++zGzzz/DRxnNdg3skDkcf/QZeZ4T3d7R9TXEOqzL2w7bOmRSQFSgkhSpFKq7xXY9L148Q0UROtKsV/dMp3Os0OyalrSYYpXERRGdN8hJjrAGtMBvVmRC8vLVJbbzkMz4yd/+LcbzKVLDKIqZZDOWb7+h3dyj0xFqVHD2+e/RbNesXr2iMZdsfvoPyYoRyfFTovkX3L97j/KCdJ4iIotMFHff/pwvV5J9dsyPfvf32bhfcP2rNVGUYL1BxjFv37zj66++4fTshL/7d/9LvH9/xZ/8yZ8OjpeSvTQD6TE4SzRNS98behMSUIQPmKQIsgBklDAqCiSO7WYHztNbi4wkR8czkMEpQ2qFPWCdQ6q19+CFREYgfWCbByuXYaQiaPH2+xqlAl7mhxuw1jrEpyuBjAPdRarwnp0eZYxGx0Q6WGODQ+DwBvq+DY4iOsEpi3eCJInDqNq2GO9oVYcXjuP5jLu7RcDXfs3xgyhOgrCqFIGVNRSjwyT5YdUOH1wEgAc/psOdxT9Y1slgpToUpcPoBh/Eud/vwB77KQkh0EMhORSlxzq4g9D3AFCH1xRy6D6MkiFxwznxsBl83O3Z4fV4ghOn80HUekhctc6g0IEs50FqCSaQOfOyABG2kG3XcXF+zo9+8hOKIuX6/RX/8f/7/8FMCn776Ql/46//Luc/+m0mTz6lmOTsNndcXV7SO0mk4e2fvaa7+ZKxrrG7NUrHGKFpekkyKjk/+5hEFPz4d16gipTNtiJBEG2vIC+RSYZS58TFMfe379nvNmRRwuToCNs7iiSDKMEh2TUd1gjWy/fkwqG7jjhNOZ6VOKmI04QiS+itoW0adLehuwOnNHdVT5znJGkG0pPFCa1JuLm/R+djtvUd82xMVoyDij+OcH1Nu12T5wrfxwizorm95m69I54ckVw8Yex6jsYxdb1k+fYXLGvD+OwJk+NPWb1/S2Nrup2h1inRSBG3W66//hN+/PHHnDx7wX/0j/+Uer2ire4w3RrvLTdXV/z9f+/v8/z5C/7u3/2X+PkvfsHd3eLhBhhpHQwNjUNKjZIqkCOdD4XJW4qyZD4/ojcdfdsQ62DN66VgNB0RZyFxxznAgPDBMdMNG+yu6ambhixPUfJhffSgVtiLgAOF/MPweR3Fw0gG3omQKNQZ4lhRFAmzWUlRZkgVNHQHKdlBm5qnJZvNBte3g5uBoG/DNCF9uMat8UgUicp4evqMP5c//7V14YdRnIREEAfy5JBUciCDPahXEMFTXAx5dSKQLA+1ynuw1g3+ziEsITz+oaMCvtMdHfCox7QCIUTgawxkyUMxjKJoSElpHrqqw7kOGNShsD3gX4c46sHT5/CYMcG69OBwEATCwQxOaR1ImNYS4jP8sPFRw0gYOFRxkvL8+QvGozFd2/Hym2+4vV0Q6ZQXzz/l7/z+P8/v/t7nTIqY2LRc/pP/D9cvv+FHf+13iHUK2ysWb3+J7CuU6Ylnp7QuI5YJ2Tjh6clT0uMTbDRifv6E7eIt6cqh25745IzOh6AJVWTELibqQ2O3Xy+pfUQqj9j1O5xT1IsK7Qxmt0G0S+J2SxwrpsdnpOWczhs8KhSo0QjfVqSxIpU99X6F8xFFktC2O169fcvxyTnpaYbQOcnIst2tOXnyDD3w2sL/15ZYQqwDOdO0NcoYtPdMEsnu9h2LxnPx4gXLt4a333wFdEzLCe39JVfvWqbPXjCen/Pzn33NbevwwnEyLnBS8u7NS5r8mP/mf+u/zT/6J3/C6v6WdndPvX5Ps1/hfc+rly95+/qSz3/8BRcXT/jFL3+FdQ7tg0uB0ioEBwx6t+AAG0a20XgEGNarJU3T4e3Ak4ojsjKn6bqQ9iME3glsb8GHG6EjWARV1Z6iTMF7wn9hgRRFGmsManifh61/GAkDFcDiReBrZVnEdBpSfrM8CbpV1CDyleCCDdBuX7Ef/JmU9AgUfd2x2W4Rg+bvIZtShM3hZDJ9uFb+suMHUZw8DOMQD3o4CGG+YuBQcGhV/QBD8YHhPQhghhEnkCGFDzjWYTP3GGc6FIgDj+nBNuXAgdI6EDmlQAn14HB5KCrwwRfq+38Oo+ZB1BsA7xitQxt/AMYP7bOzNmAGctisqHAn7bqWrutJ02QQHFtmsxmff/4jJpMJy8WCl9++pGk6oijh4uKCP/jn/oDT8zMyFSHrBfWrP6Tdr8E2nDw74cnf+pgv//wfIc2S3WpNMXQZnYvQecHpJ5+SxLDuFeXFx/iuYv/6V1TVJZGzyCIhzyb0rieKctL8mEil1AgMNamSqONj4nyM6UHnEaauaDZXzAtPFm9J85SuhTTLIcshSQbvJIUVETpSJDKl3axxQJylRHmOUxHWCpJI4aWgHBd0JsaYjkle0rQ1x89PKUdjlATXd9T7BamWNNJTlgnewmbXIOOU85Oc+/dX/OqP/yHJ/Amf/s2/y5tv/xTlDb7ZEScJV9+85a6B/OgJvzWasXj/jrqp6LsGYQxNteaPfv7HPP/0BbOTI968ekUymrJdvKfb3OK6Crzl5ddfkZUlH3/yMdV+z3K5xHqHGt7okiBDsc6SlxmT+QSlBfW+oesMoBAq3GQjKQehukFHCm8cGk/TNjhnhrMFwfx2s2c6mxLp0MUID95JsjgJCc82dD3OWZTQ2N7jhMcLh4wEs9mI85NjVKTwA2HSeRlMEj1EOqKpG4wJWzlrPcZ4WtvhjEU4gZSBSe58GPO0DPKZtjUsV5uHpuEvO34Yxel7WrfDIUQgdh0AfX9oTr835h2KrzV98GIi8DUOY9QHbCp84WHEO3Q8wAPofXAIQIQuxrsPoZZiuLsJvstrelz9HwcWJElMFIUIn0NqyuGX8UBxsA5D/5CKkUShi+paQ6Rj4ijm6OiYLMtp6ob379/x1ZdfUlU1pyen/I2//vt89NEL2qZidX/Dn/y//phZBL/9YkadKY6fPsWS8f7br7CrBaK3RJHksyfPWDUbOrvn5OiITHf0+zXjo9/i06MJi/eXiG7D0ydzVutFAEw7w5OTj0hGc6quoV/dkYwnCHxgCkuFdEF+I5QkyRNMonH9GNkuiXAkCogCYdAKEVjgiYa+xdkOaxMMDpmklFnOfrtGqAhne7xUjOdjVJwHbZr3pGnEZtNwdDQhKxKEdEQ6wnQGZTt2m2uSWLFZ9ph6Ry6AvsLKGF1kPD+b8u7qGypOOX96xvLyHUIo6qbnZmvJ8oykuycVihdfPCEajVjcb9Cv71G3HU5pLt/fEmvFi+dPuXr7FjF/SqcT9rs7BC2u6+h6w9s3b5hNp8ym06EoDHY61mOBKAskxawI3c5+EzzvldJDpx08vQUeNby/D2RHcbh2hr+VluzXDbfvVzx5cjxwCQ1CWJIkRusP+OZB9O6Fw+MoypTRdMRoUrBta3wdPO2tC4nUaZIGR4S2Yb3agoO27/ACtI6RGhhMGCOlQ+dvJF3d42zonrQMFJq/Ks/pP/9j6Ii+g40Jj3NDV3QI1xQHrEh+VzNHoBM0jcF7iVI8FLvvb9oO27VDJ3TorA4FBXjYih26KYZRTQ+0fjsUrMeHtfY7HKmw+YsRIgQkNE1LMJOTDwLix/l0h/NlWZBXnJ2d0/cdxnbc3N7SNC2m65mMx3z88ce8eP6Cm5tbtps1//d//+/TNjumZcxHWcxvf/qC82dPyPOE1Zuv6RZvibVHK8F0PmVva3rZcHYyZ1/XgXgnJPPnzwDD7uqaaREjp2fsd1uSfMp4MsdqiXKK/XJJeTTH+i37q3uibEw+OyVJCvqBAd0bUEmMjDzFtERUHaoNSwCjNS6K8TJCxgVWxMhIUVc1XmnisgQcXd/hpMIYT5xmGKnQeYkXGoyjq2tW91co6VCxJkpTNJpuv8fUW2y7IfEt9bZGxxKhx3ijcbrD9g3W1QihSeKU9c0tRTknnT0hKgyLl98wKT2TAuJYUCSeZntN11XMRnOiLz7ClRVXl1uUg+Xtiuu25cWL57x79w5Gc3RZ0jUbunpNTMCSmq4liSNipYmSCCUVVVXRNjXj0YjxKEcoGGaGgAcNzpLgHkicOgnOqTqOkC4sRg6YbaAgAE6xuF0jnefoZEyaKfCGLIsYjXKWiy1Kxjjv8d4gJMzmY84vTmi6jrqpw3UhNF0d6DF911Gva/rO0A6iYT/oWnUiMTIspJAQ1KQDlUdJ8tEobKi7HteZwc7o15eFH0Zxwg/j3LBp4HH3FP4ErlEAypUMhE15AM5l+B7r3PD16mF1f8B9Hhehg0TFGPMQbPkAVg/FRSsdJAUDjtF3YUUqlfpOd3SwTQmvdcCftEJFYf1qnQ+FxdiBLCpI45g0TfE+bFsOzx0M8A2L5QIQIY5bScqyYH50xPnpOVJK3rx5zVdff4VSDq0SrAMtodk1mCQCkXF/t6SPekaRRcxPKcc5fbsPP7OL0Drl6OQp5vqatu2Yn8+oFzfkaUIyGtOpnG63xzoYpSl7YyizMferJcfHJ6zevCQaj9DpiHGWo5KMTsVoY1GRAWPAK5IoxuoUIzO8tCgFqROg0sAcdpLa9kRpQRqnaCnpTLCtkSpGJYHpnuQlGIdzEgfU6w31fkW9XnJyekpZlGgvMF1D3++JZEfX7TE2mOtnkxF92+CtwFQttm2xtqa2DfOTI0a2p7OB3/Plm7ccHZ8jIkeeSbq6Zr++Z3p0xKrp2S4W3K8N67uOk2SCaxxdFBFJz6tvf0U2zkmzgrbRQb7hHF29IxGgBbRtT2ss8UDuVVqjtCbNYoQMeKlW8eCEqvA2eDR5HFkeD9bLnp3pGRUlfdUN73WDVsHq1xs3rPLh/n7NZrPl6HjEbD4mUorpbMp6s3/AVaUQRLEizwP3rh6Y+JGKgmRl31DtKrq2Y5BugCVgooDwHlsbPAYTKaTWJHHYZAopg/uGN4hYDQJvj7LiN9WmH0Zx8hy6JGAwlAsatFBQPqzjh3n6EVs8dFwe60OxEQPH6RAJfsCCHjPED7jT49Hw+2Oae0jw5YGv8Vjm8rjAfd9CRcpwLjOQL53z6DjGD88lZCicB/O6EHwQHg/2MUOXJiDPc46Pj2nbll/84hfU+wqpFWmeI5H0nUVqjZbwyfkJXxwn1Ne/YHY2x5HRj6ZsN+9pnGF+NMLs1zw7fsGmXvPm5UvSPGc6HnP78lsmkynpyYxu51F6S6o0lTWM56cYJ+lxlKendFZQHJ9iTUe33bJ0msg44nKMkDFCR/Rui2hbBClCKGQ2IZvO6as9whmsjEE6rJeU8zk9CmE8zgUnRqUkfVOTzca0bU3VWaw1mK6jqyuq7Yam2jKejtBJRBJHSBd4QT2edl/hnCSdPUV5xX55T9P0xLGir3u6umaxWlDOZ3gE40izXqxZbBdAx357y2hcsFn1pHlBVmg26yW916TJiHHmOJtKdNfi0wy0YLP1FFmBbRxVW4HwREITDcz6dr+mbRtM36F0hOvtg3wpiiLSLH4Yrby3SOUDsK8ijDNkRUpRpEgJbdcGyGBQR3jsoFYQqCjG2cF5wDqU1PQtXL1bsVpVlGVJkqQkWcZ+VyGlRkeCk7NjynHOZr0NG3QRs9vs2W3XFHnOkyfnvL+8phlcEA7Xrhqu08ACB5zHNG0I+lQgjX4gS8thRIq0RCbxX80J87+II+TGf0i2FQyWtxw6oYMGZ2hXBUMOe7BLUQQtkOvtsLWzaP3BLgX4jnTlYZ0/AOCPuVMQRsLHSSuH49f5Px3OcQg5iJL4ARQ/pAAHT29L2wTcqTPdYJ2iBuuU8Ivu2sAAn8/mNG3DarmkrRvSNA0goxChu9ESYxuUVIwTzW99/JSJMhyNUy5OjnDOs9lt2awXOBuzWm8YT8dMz59xszNUrSTLJsRZxur+mqPjEplAOhrz+s0Vn3z8CdF4RCY0u02DjmJGJ2OqqqLxCh+V6KJkfFQihaZu9zSriuLkCU4X5JMxdrejWt1juoDd1L1DxjkyUqAjMB4nJC0KKWKSPKbtGvwQIRTFKVXTYXtHs9/S7FZEylNt1kghmc5mJOMZk6MzdJpjrcH7Bmv6AFoLh7ctfdeitMHTsb1eY/saaXum0xGb7YLJqODm5jqEajZbci3J8hG73R7jg5XP+/sVZZkT6xjXeVKpiGWDd5bl3Yr7ncPKiCKP6bqWvq3xNmyxlHCMy4JYjmi2Fmd6hHcIExY3vWuIo4y+t+goKCXcEEMuBl2cF4IsSwJHSYSg1zjWSOFBeLwzIByT2YjxpKS3PW3Xsd9W7Lc1wgWGebVp2G/bRzd/QZREnJxNmc0nrNdrnPW0tWG5WmFMz/HJlIuzM5Io5vbuFmc83gc2ON5j3BCDPnAStFDEOn7YJh58yJx3eB3hBKgoHmQ4P/TiNNDfD6RLOBSCUKjsYNsAPoB6hF8ghM7GYTHe0pkmmOQ7cC76jl3KhxCBDxSCAx71QbDrHnCmQ9f0gEM9AuE/6Py++/nDyOhdMNOyfRBTxrFG4Il1hEgZzLwCZUA/ctW0Jnz/ZDymrvY0dUPfBQlLWMVaoihIX5y1qGRMmecUwuCrFc8/OeLpkznKO3aLa3JTMZ+NEScjNlvBm9dvUW8U4/GYfbMmPTpis+lwMuKX375nNp0gxYIXzy7YdXuyrUPqiGw0wSJxjcP4EOwprEQaBVbQNhW2a9FKsPnmG2Q5o5jPcUmGcgLPHnDst1viQoSwU2EgycmTLPweZEdnWmxv8FJi+54ej+k6XG/YrdcI0+LwJDolyhKmJ6eURydIHWP6nt1uQV7kZEmBzkrWt0vq/ZpEQNd3YA3CN+gE1qsd0rWURcpiucQ6xd39iq4zNJ1FaM3RLGW7XJF3Wy7KiOS4oJhesL6+p3GWAknadORRShJbllVDXe3xxuCamvmk4Gx0wv3dPWbfoBJNPj8iakt263XYODuHY3BobQ0u1qELGnLeDl21944oVjgXqAemN2RpNigSDG3dY61gsVzSmpqzJydMZgUcT1nerbl+fxumExmkXQf6gFQCoSyWHjdgWlfvbtmsdggpyMuEk9NjZCzoh6IqbcDAhB+SpkWQ6ZTjnDhJgmVxHIXNOYZ9U5HmKQBFGlKA9/s9/QDD/LrjB1Gc4MBX8g/jmhAHBnfgUIfPBR2Qf8Se9j4EElgbMrWccwGke9QZPdbIHYrT4c+hezn8OTx+4DIdRsDHcVHuESD+uPIfqAreBTdBgDQNCa3OuYe0lfC1wxjpAmB+6LqMMVTVPsSKRxop1YOe7oC/OS8Q0iP7GrepmM4zfvvFGcdlxG55g8RycjLl6u2WxWpFJFcIqZmkku2uR2QF6aZif33L7CgnjiKeP39BZzX3m5Y3V9/wO3/jd4mEQ7gO0SxJixG75XtEnOG1xkcKZE+7WwAKPSpJ44S62dL1C+xek+RjkumUJktwXYM2jtYasijC9g4lW5wKOF/XBjcJITVxLOn7jiSJ6PoO3xkiLcnLI8ATp3EYldMcIRX1KoDO3lRUy2uE9xga1CjH7HrW9wuk6Wg3S8rJjLYK2XFNXWG6mkymbNyezvQkWcL8eETVdCybhhbJ7eUVTW85FQl3198GEDmS2NYgbEOiFaM8pTIerySN6/EK1rstN9dbvDUBg+wEXsohUr2kqffhfe1sED3jQ3dTV6TpYLCYJlT7FiEkaZqjVCDmSqGDVa8J73cpFdILnIHNao/QgidPT0i14vxsDs7y9u01UifD1DFswoVF6ojpdErbdFy+vWa3awZw3ZFmyQOVQMcRaZGz2jXDCOlJUsXx8YzJbIzOwo1acJgkBE0jmOdzrDVYb9k3e7TSZKOMcRwRRb++BP1gitPjwvHheg+FJ2xMBUppjDms4v9i3JOz4X/6Qaf3WNT7GF96HH55GN0+cKY+UAwOoPrjLRx8l4pwOA4s8kOyi/eOPM/CGABYY+i7/pHHTwhdFFqAV1gbbCjCGlhhnSXoPH3ArroWpQIepySksWacaKYafu+jJ5yXKZM8Yr3YkRQxmI4kCqx1Ixz7zYb5/Ji+2VPdLZgflaxXhjff3vLppx8R+4Yohtn5OY2d8vUvfsbTp09RUpGlOe1+S15OGE+PaGxgEwupQhijVHid0smUqCiIuj3V+g3NwhOPz0hnz7FFis6n9F2Ht5am3SHaFqc0++2OpCjAOZIYmt0G2zU0xrPbLCiLlCLOKPICr8LvKVMa7Vr2y/ekSY6VFpUprBLcvHrD9vqazfKe+XxMliV4axBZzGK9pGpbTuYz0jzFNHvu3r6jbVtGWUqSpRRFhLctmYzYdZ7x+Rmzpxd4Y/FkXF0v2Cz3VJVDO0EE2L4jjhJ2XUWaJeyaLW1bgTd411Jvt0gVIbWmxTEej8hSzWa3DcGT8kAq/gBrHJxdnbPhZqVjzODXfQi/2O9rdnXQqDkLfriD7dYt1ciSTDOEhslszO3tgs74ofAEGEFrycnJMdZY3ry6ZLdtIXhloLWknJSgPEKFCKrRZMrN/Zo404zHJXmekucpVgRMMFJqQF/EA/1mcXMfaAsqBLHqMh5GSvn/H9q6749M3+UQieHCZWC5qgdNjhtW/QeOklQOraLvnPfxmPZY53ZgfR8efwg7GM532Mo97poO53xcqA6bu8P3eR9cE6MoDqz13jywx+M4QqihMxwU23GqUVrSDAEK1tmwCSFEs3vjHrAoJSVt3RLJhFo6jpOILJIkicf1DcobEiGwTc36/oo0KikKT5lqXFeRZAJcj3Exn/7eT+hsxM9++ufM6oz5JIPLG4qy4GJeMpoVtL3h3fUluhhjnSfKC4qjE5q2x8kAakrnsdslKikQOgvi6yQjjjTONuzW78lmF8RIVFYQxwlRkkDb0jd7XLultTV5mmHqlna7C1FWjUEJRZwUJHGKsT2RionSmM3dFYXqwPb42TH1esXl11+RxookhfMXx5xcjGm2K0zbsNnv6Zs1o3yM6zu+/OUvyOWwCT074e7mltFoyna35937Nfu6QShFOTtmfH6K6xy3qz3r5ZL75Z5d02KdhyTG9FHwdTeeNMlo25qiGNP68J7shQ9Wzzi8C75lUsJsPkPFmn29Q0cyaEIFIDR971HSoLVASkccaUzfUtcdnQnuFsYYqrqmMz3zkxm3V4uwydYabyyb9YY0j7BSIBNNmma0m2rAsMKiSSuNlpp3r9+x3wVRNUPyj/MehETJCOnDKJgXKdP5iKzIAtQiobOG9WbFfD4lUjF929HULbc3S7b7HaPJiOlsghMeKRVJlGF6w+XbS7qm/bU14QdTnOC7BerxuHRwFnBDB2SdefBMFp5hrAtdE/Awih3GrEORecx1OoxYj/Gmxxu7Ax712OL38Ws8bBAP537cpT12xjwEcHoXtnFCCIQLEoIDpi8Q6EiTPNpa+sEqRklJL/zAjnfoKCXSEZGKAvs7LRlnaUiYlZpRWWL7DZvtmlE54fZmxa6d8fyTJzjTcfvuLZ88/5ibm0vebNZMLp7x4tkTlO3pmxpkyjgekY0yLr/6ktnRnB89vcBKRTKaUvue+6u3XL27pSynnD5/Ruc68lxjTYuO57TdnkRB1bSIcoKWht27L0lG85CHVutgfyMEKknJxwKhNN5ZtFZkeUTX7knTjLSc0/c9WrR0zYaIBC8ikthw8+prRrFieX9DIzwff37O4tVrqtsl5ZMn3C+XRMLhmgXaNkiZsVtvWd3fcXx0Qiccd/s93XLBbDLh8uaK+WTKeFLQCUHTeYyI+OqXr5hMp3hpOf9oztmL49BVVx2rzR69cFy+vEfoKc5BlpbYZodWCc6YEEsuZUiTNhbrDNtNi3MdR0dznpyfEGUxdVUHyGDIq7NCIkXQ4UVRBF7SDxs+6xymrh8SgZ48fUJb9SE1xTpQks70rNZrjvSYKEqI0hjWFUKAQoD1JFHGZrkPoDkgsEglw3vTwW6zZz6eYAEjOmQkOLs45u7uflAyDHIUr4hFSrXruXp3y3a7JU4TTi7OSfMg/o2iGO9gs9xwd31L04T0oV93/CCKU7jw/uLYBR9W+B9W+YFScBj//NAKB/M5j1RqoCa4h1HxcB7gLxSRgyXKYza5sRYBD/7gxn7Q2H3owOSDK8Hj1w382pEyhGMycJ4Cqc7a/jtUBiE0fW+I48FmItIkhxaZsDI2XlDVlnka8/mLp0Rast9tiZQnjQQq0mT5iK7t+J3f+z3WreP15SVFkdP2ln/yT37G0fmUZJRj6pZ0lLJYL3jxyQvG5Zi390tyB2cvfkTfNLxfVxgkx+kE4ztkUnD60TNwlnq/pt0suFrcMIpHmDhDlSUmK8iLHLHbEsUpKi9oXINtGthuUbHAieBbrnSMs1kQpC7vQhRSGqEig9CaentHVXXEeUK/2yK7jDRKmB6dsdvcEWuFaxtuX39LX4fwz5//4Z+iZYJToCKJt4pinHA0TkAa7u/uGI2njLISshzpLWcXJ7z85ltGxYgi0tB3SCo+/eKCYjxl8+6eJM45e/Ex33zzEq/AKouMe7SWNJslQkr2XYcWYPoujDlOE+mEvu+I9GBwaDuq/YYk0WTjJHSZSfyAk7ZdR6QSvA9btijSGB/A5wPc4K2n2tXEUUQSK45O5mx2rwGQaNI8pW4bNjvB8VFMXmToaPudUappW6qmDtISoR44T/jgcLC+X7Iqc8bTMUiBEyHU4Oz4OEAVvRnY555379+zWmzp2p7JdMLsZBaY6N5QlAXr5QotY64u39O3bqAR/MCLkxBDtPjwOh+v6x8XqscpKgd+B4SdnT/wJYQYLvwP49r3R8bAPXIPZnDwAfPq+g7ng9H8Icrp8VT8HYzrEdXg8Uj3eIR8LChO0xQpJXXTPEhgDiELj19j4K8E0DdKcnTkMF2LNT1RJBnnGbKpOC5TTicFkyJBu556e0NTt/S9RKpwl/7262+Znx4xijzerLk4L1hoh3cZtgen9uzuF4yyjDfffEWZjPj4xx+TTqaYtkUpj5yUzESCbSq0UsSRwumEZHpENJpTr2a4vKQsxzjbYtHIKEaoCOM9MtJsV1d0Xc1klGPbHhMVRErS7lZkJ8f09JimJtGWtl2TuZxMj9i0DWU5obl/T3Vf4Z0lyQwbtwuptz7CbXeB1CcjqrpjNh0zzWN60aPx0FmkzFkvV1zt1+RZyl/73R9xc3VPEkvu7+6IopimscyPT+m6jlXXMz87Q0lFu1wjVnvitEApzW69JdERdb9F+Z7TyYTzmWXvapZ1g4gi8I44LzHdHtNDkmZDUQkUEjFwg9abNTrVaB2RZmkILxjsbXvTBzgDUJHCCUvfOyKCnMW0lr6xzMZTnOtJ0gFAb1sEgcjadp79rmVSNiSJCg4FTuJ8mDSatsV7EM4HvIpBFC8OWK/k3eUVKtIkeYyM9MPCKE1y+q5ncb9gcb9ks63RkWZ2NGMyHdN1FYiE0aikb3s0kv1mQ5lltLJnV1X8Jor4XyXx938F/I+Bgzfov+m9//vD9/wvgH+dgJz8z7z3//5veo6gmHYDXT9sCeC79iiH48AUFyIAUEIK1EDE/GCD8qHDefz3AWQ8HI+lLY8xpmgQ6h7W+1LKYQX74XwfHA0OONSH4ne4+x02c4HrFD1gXIIgmnzA1Qg6vkMX1vc9fafJsjQUQYLrZVv7oL2zcHF+zO9+csq4iBC2QfmWVCt0OmK53oY3oeiQwkHXkEUFu/2eqodmVZGN51y+uubpJ8+Ccd6qYlTO2GxXXL65RLy+4vT0hPL4mHXVY41hPJuhALPfEnUd9J5vv3nP25eXfPz5E9KZYnG/4eL5C/YO7q+vOTqas1vfcv/uFfNkRGcj8rNTVq2kWrwjUYbd7Tuy+RN64ZGuRnV3YCRWnTPOJ9RVhcPQSEm13jDVIYYdVyHtito6qvslF+czZB6x32xCx1s3GGe5ub4izzOUFhSTMd5J3rx6C31DLRTl5JTtZk3fOuq24dmzp9y+u8Ss7hHFGCEllWugaklMQ13vUElBOZ3w5nYJWUHfWfrGYLqeJM3RwqElVL5HM6JralSUoqJ44NAZzJCs05sruq7n/OKcOInpbI+XnkjHSNUM8EXINeyMwfTB9retO5wNAZytM0RxzKgo6JqeVMdoL9BegpPsdx1lVoQlCzYsCA7vXyFwTmGcH3LwPEpr8jyjKHKurq94+eVb0iwhSWPiKLhY9m1MqwAAxntJREFUNm3PdrMP2z2CJ9vp2Yw0T/AEbpv3nqquqfc1sY7ZVjuePnlKbwz966vfWHv+Kom/AP977/3/5vEXCyF+G/hXgd8BngD/TyHEj7z3v15+7EOcDH7YlQ9xOnwn1+qD/xJePFj2CiHQQ86dEIMayX2gCjwerQ4V/xBscAC7H9MDlFLBb8eDt8GA66DlOxSlQycnZXBMCGxxR99/AMq11iRJQl3XQ4cVCKPG9IPGLtig4kK4ofMWJT4UzrZp0SpCq4GfFQl0GoO3zMuCWQrtZkF68ow40iivqWvLblvj8LTbmjyWSNGzXdwwmk3JihQfRYxky67bE89jtvUe1zbEaYTqWopRQbPdcvHkBVFe0BlLFmWIIqKSlrbaclLm2GbNdrNE6Ix//r/6e6zurtncvON4NOX25oa3Vxs+/8ln7Nd3XL3+irOjCapMuGq2POOEfn2JsjVOp6zqoBtsdxWlrTG7PSJLaVZ3RF2gH7SbdQDhHbjdnqptEKkgFpqmXnNxcUG127BZL5lkMSiJ8SmJkky8QyvPZJTjjcfUNcvdjnQ2o14skdGeerNkOpkQecXq9obRdErsBfe314EgCcyOT0iLnCSbsKwNVVVzNJuzqjvKwlPWmtoVtJ0hSgUeO2ytBpKxCx1yYG/3wVhOaZyF3a7i+uaW6dGMJMtoN5tAbJQi8IVcx2g0oWoa2kYgnWbVBh5dlGrqtmZcJKhU4aVHqWjYtKa01rCrauIoHbyXLOU4ZzqfUo5GIKHaVSwXK+qqCQEZo5yj+XgQBhuc9WxWBueDvbCSh2lHonSEdYbzJ6fMjyaYg9d+b+hMTxwnWOfI8xIpFSqSyDjm6YtzXn391a8tC/LXfuZQErx/773/o+HjLXBI/P11x38X+Hve+9Z7/y0h6OBv/6bnECK4YD54dQ9pIoJQiKTQARgUKkghpAqfwxNy4d0DWC74EJx5GLUgjFBpmn7Hi+mxK8Fj7yUlP2BGwAeq/qNO7mGzpyQqkuhYI3WI0zls68IY6lBKPDgJHrAypUQI0JTiO91YKMAypKju9myrGiFhOop5ejqhyCMW2x2vrit2tcMKQSsFPo6Ispg0D7Hu+XiCihPiOCVSktXNDYnbY9dvyZ3l85MRI29Yv/uGo6nmaKLIM89meYczhq++/DO2y2u6/Yr98i37ty+ZNTWncca+sSy2LUJr8khTf/01ZV/Rb+559fJLNjfvOSpj+tUtfdcymczYrvZcvX1LEgte/vnPGU3mdM4jVcR8OsfVG6TbYWyNS2IaY1guluz6jsoYpNJMZnNkHGG0Y7Xbcv3qNZEXlFnB9ZtLaDqq3Q4nVSj83Z7t7RWTPGJ3fcWf/+xXrPYN+7alODlGOHj+yUfUTUM5GxHFCav7e0RnyaOI29srkA6VONJEIqWn7TveXb9jtV7TmY7etERCMy8yTsYlRSbx9JjOYPseqcJIJ6MMJyVN28Gg10yTKKQ5C4EwFoyl3u3ZrNcBZMbjhvdlVTU4ApSRRDFd39N1bTCTi0JGHkIwGucoFRKrpdYkSYgY00LTtQaUZH4y4vknTzi9mJKVgqJQnByVfPLJU45PjoakmIwiL+l6AyL4N8khYVgrDWi0jolUjLOW0WTE0ckRTdvSdcE/3wNdH/Bca3qkCPbSTdOBlKE7jD9s1r9//FOL03eLyHcSfyFEQP2pEOL/JISYDY/9usTf75/rfyKE+MdCiH98SKEICb4gCKsCKXnUOSnwmkNmXTgHD0XsMBI5FwDn72voHpvMHdwsD13ToTDAd61QDskqjyUswHdGQ2ss3vFBhiIGHymlhk1EuGvKwcfGDN2aNQc/8+E839P6haJl6duOaldzebXg6ze33N1tMd4Tj3OSMkX4Flst2N69x3ctrpVo5cnLEq8TnE6CyX2ccL/d4FAY19O7jmKS8ezTT1hsav7kT6/YLDuavcMSMZqfsq4s1sdk8QhizX2z5e3VK+7eviaLNJvNBtHu2Zo1u92acTniKI4oI0fMniRSKGN49/IV9Hsi5Vm+uwLXUe82jJ98znpvyYsJzgnSNGdxvSL1gd9TTsaURUbsHHE+onaWPCtwXjO5OKGLEt69v2Rxc4P1ns548DHrdcXLl6+RvSXW0GxWnJ6dIuod+8t3pDJmf79C9y3721vGccbd9T3bfcVv/XO/z/EnZ2w2a84/fUGUDuZ+scZ2LZnWnB7NGOUJ4yJjXOZY01GvG9ZX7ygjz3w8R4iYtrVYH8Jh47IgHs8hysiSlETFCOvJlCKPIkzf461jUo4YFwWxlGgRxN/eC+q2p2k7vBNDsaqwzpHlOQ8aUxxxFKFkcOaQkQ5FyknSOMEYw2g6JpuMEBF44dBKkkTBYub68pr72zuUlqhYgoZykvPZFy/4/IvnfPr5Ez7+9AmzoxFCBlhFKomK4PRsTm+6hwlB64i27um7njiJw2tLYpIkZr/dkiVp8LD6z8LPSfzFxN9/B/i3CDjUvwX8b4H/0T/r+fyjUM2yLL04yFOsxx08agRI4UOx8oEjEZ7ue6Jf98gn3PshD+v72NB3AzQf/VwPHx8K0wEwj+P4gSbweJz7YP8bXqdRGj2w2pUaiGViYK57RxKlKB09FE0/uHZ6z3fO/SAsjkLEc7BoCc/XtC1ZHIEUjEZjtBc06z3tNiFJe2KtsH2L8J4i1ijVY/BIInSUoHRPlJRc31bkGWR1YOsaL5Ey5ZNPz7m5uWU8GVFVO5q24UQrvvqzP+ZoekyeReTJHCU85cU5t8uGbb1HWsu+qTk9PUMJTZNIdFZidw3tes3P//CPKPKIelvhvefs6ceQjrBIuh50nFFt95Rpwe7+HVnUIYzmblMzP5/QG48xApUpvv6jn/L7f/tfoBjlXH39C46TiLjMGI2nvP72FTaVnDw5YTIqwJ6yvF9wMjphtbrDmY75xSm9l7zfrPn8J1+wq1tYrbh8/ZJSe4rEcPvyazarBiU0u8Wa7XbL/OiY3WaNEJK+cYxOzml2e1bbBq8irHRsdmu09uyrHb0whKDLAik9YhjrGhkT5T2+36OiBC1c+J0JgbCO7aYiH+2Yn8zJ85y2bhmUtJg+kHjLIgPLg8i9LMvwfu0dwlliFZFEEXEkMaamc0MGoxT0fYuOFEoK6qpBqRwpI+7Xe25e37K83+KlDNwob9nut2RJQpxExHG49pRSzNspURRz9e4GnKcY5+SjlK5v6bqGoihCUowzYdOoAw+s6VrysuTy3eXDe12IX98f/adO/PXeXz/6/P8R+L8N//xnSvz97hEwl/BRME35UDSGLZYMsLkgaPCGZw4Aun9UQIbHH3c3Bz7SYSN36LIed0QH7tPBaeDQNT0mZR7O9bighPPZB+Z3FOkHprdz/kEWE8SAB8Kop207tP6wLTx0gXESkaRxsOvVOmipOk8uU6wJScCb3RaRaignoCOksti2Q8iw5vW9odlBv2sYpSUyidjXHbYzHE0lm9WO27qjHI0RPmK1WtOrFYlMMF3LeDrm6v0N1XrDZDbl7ZtrPvvRcxaboFus7tbk5RHz4xOk7pmYCmUcd7dXiHTM9Ve/RGURZZ5z/vyU49Mj9vs9cVmy39dMJmcsbt5zVozoXc3N7T1PP/6C6+trjlJB11bBPsY6zK7G0DOLC548/YjbNy9pj8YcnR2z0Y56vef18g0ff/IJ63pDv97StS03V+9pqprrxZJnH32KrRsKEyO1ZbW656uf/ZT3b64ZZyPiCJwQVLuO1d6y2NScPZnz5Pwpfd1xc32D1wqLZl03VHcLGgt5MaY2hlRGTI8Mr5evkVGJ6w1JXFI1FbEGbw3OGVSWE48KZCtIdExb1wgRIW1HVszYbnfc3W1pHYwmBWkccXp2TBStubu/CyGsImzYqqoiihOsd/RN2DB3tiPVMQiF0JqiKLDbYNWjpaTzYIxDyJCykmeK1XrLm1fv6NqOJM/IixKLoar3xJFEIanrhtE4I00jjO2QSnN2Nmdxf0/X9RRFOTh2gpKaJMlwxtMPHvGxDgXTG0tZFEgEm/X6YYP5647/1Im/YogiH/753wN+Nnz8fwX+z0KI/x0BEP8C+Ie/+UnC1RlixwdDf9RQl4JtaOBCiaGTOnQ8h0go9x3KAfxFOsIBB3pccA5fN/w833HNfBwRBXznc4+tUz4wyKOhOEUo5Ycf6oMLguCDi4Ee2L1B5jKMk1ISJzFpmoSkDCFw1uCsebCliKKMtulomx5Fwd264fW7e5LzlDJJsM4gdURRpmzqPZNZymZ5z8nxDEcS7Fxrz5PzI96+fc/dTU85mfHsxQv6vqWpO+Ik5/ZmQ15OiSOHEj3F0TFV7XH7FVEcMT/OaZdv6CpJnBTUHZgopu8cXbfHz87IUsX1uzd89NFTijRH64g//ZOf8Xv//L+IaPeMRyXvLt9ydHFGu6h4+e1bVHaMcVv6RLHdGz6ZzYOYuq3Yra+Znk6w+y2//OlP+eyjTzAIJk8vWH3zirvrGxbv37BZ3XJ0csSkLJgUBV1V0S3fEuuYan2DcZ713Z5NteXoeBLCOlVOs1ux2O0wqsCplPuF4fXlV1StwQI/+vxTRmXGbDbnzasrvIxQUUKz37Gp10H/KAVGCDovsM6SjXLqzR2ZkPi+I0o0SZqiYknddMTFCEmGrffEQqILRW0q9usdeEufxsxnMy4uTmm6Olgyq4hVs8Yay3j0wR9caU3T9KA7jLXEzpOmMW0f03cm3Na1xliDdYYkjmh2FZdv32O6jmyUcHQ6H8jFKeDJkgzbW4wzvHl9hZaSyXTKeBp9iJpShtE4I88SVpt1wIKFGBK8W/JRCXhGoxJJsCKSQL2piXTyHe+27x9/lcTf/4EQ4m8QSshL4H86XOw/F0L8u8CfETZ9/8Zv3NSF0oBzfCBVBqL/wFj1gcgk/FCYgs3DY/uSgyWDlDJs2L4nf3lcgP5CCspQXA7F6sGu91ER+/65HnuGDz9z6JJk6Oq0Fg8j2+F7Hv9J0pgOaNv2AYRP0oQo1oHb4sxDsqvpDUIokjgiTxWTVJLHESfTEXG/I8pTtn1H0xlk1xCLLaOzY7rNEqE0WZZzv9pycnKK2df0tkYbTTGeE9AKi2nucF7Q1BWRBs2ORCsu3y4wKPK05Zt9zecfnzI7mrC9v4O0ZHb+nHfvLlFakrqOcZlws1pTyhi7tXzxo08pspj3t1fMj884fv6C3gnu7u5Iypw4Tlm9fUkSJ9y9/SXTk2OkViiZUZRwe/We048/Yr28I0kTNI5sPObTH33B3d2Go/kY23uOjk5w1ZLxJOOTT/4WX798w93VEhnDJCtxdcvO7ri6ukKqmKOjI+JccX29ZXIyYzotue8NcSFory55dn5BlsU4SqrdlnKcoWTF6u4Gs1lydv6Uu3XLZnFN13sW93ukkcynOa9u18Q2o247iuwIZJCPeNvh6hqrLEJ5jLcMyUo4FeEjRaQVvvUIo6nWLXmcBWpCEnF+fsZut6PvOvbbLcKBFOrhhplGMX1riDX0vged4F1wLjC2xlozQA2WTKX0leX99TV12wa50sUpzocYe2scTRPCCTrTMylHeAc3d/esVjuePD2jLCY4ZIj0SjQIT9e2lOMc5zscBicM1ptgnhdFNE2L1hKPYrFYBd3eX0IX+mcuTv7XJ/7+/d/wPf828G//08794Ru+uwkb9nQPnwwX+FC9BA/JJR+kJ/5RUsqHwgMhNeXAYToUloNDwaEzelxAHqexwAcXgkMhexzzdDi0DsBj9Og1PWa6P+ZSHcbDNE3ZbDYAYbOn9Qew/CC1ERI/WLVWuw37OGE8ztm1PXWz4rNZSi40v/P5J1TNFiV7qvWCd+slaTHBGo/wGiUEq9tlECD7iP1+j7OGzbYiTQoW9x1Hp3P2+y3OLDk/O+duEVbZZ88/RuU59X7HttsiNmuO8hznar79+o8Z5zOmx0/Y3a9YN1DoiF29Is1ydttbVHzM8cUpt8s1s8mE63dvwPVMj8fc7houpnOW+4aqbkn3W47Oz/jZn3/Ji49foFyP326JkpLd7RXHJzNW9wumZc5GXlEva4xO6RqDo0EiuL+5IysKrq7vKQvNfXXP8n5F7wXZ0RPSPKHqKkazGfOTc26ur6jvbzG7ipN5SVaOWd8suXEWnaaczib4xjM9PqLZG0zfs7pdcr804D1Wa+7rmq9e3rKsakbjkpNRxKruMc0WZIyRGhVrZPDyASfQxpFGHmMakjjGmBZrHXGS09kKJR13t2vu7u6ZjAtOzs5pRENfd/StBSWDj7h3RAPeGWuNs4bOtOhoHjp5BWURUVfgjCfSKW1jWd4saAcqwsXzc0ZFQlVbkkSz6xqauiEpMoQOvKckycCv6DrH2zfvifSSruvJiwSlJG3X4HzwwrcGlE+QVlPvW/p5RxQpnG9p254kSdkva15/e/lXG+v+izk8crgY3UOXw+BIcLDylAO/iVCgvOe7Y9whipwBEPcPY9ahCB1wpcdj4CGr7lA0vl+cHo4BVFRDYsuh4h86KNMbfORCkXkExuMZQhpCZ2XoMcYSRx8K2QHraruONE1wDrq2oR+6tjRJOZqPEd7iTM18lFHaltjp4J4pJZPxmOXdO2wfNoGr1Q1FmpDEOX1Xse0Mo3HM8XzOzfUlWqVMx2OyIueToyPeXd6RZjOEVLy8vENJqDdbdt9+RSsFSZkjkhIpW058h20Fp9NzlpsdN796iUZx/uQUhEGImN5E1IuG2G5YNzegFVsqTidjdntHt7hllI+IzYbrP/mPOJscQW2I1DE/+b3fpd2tcb2jdxbXbvAKTNtSFjFXd+/J0oLL62sKuSTNxhwdTdhcbag2W3QxZnw8RwpYLxf8+K//Njc393z98jIwsZMxRq3B1jTbPWBRCFbrHcZp9k2DVp6LeUFll6xXDW/f39GjcVLjdU/nJOOjCfvbO+bDAqPrPe9vNxSNJ82nVOs1MsnIigneSjAGaxqEYCCRGvrdnqQwaBsSTLypySTkqWZbGXoruLlZYIUgThN2VYXUGrzDup4oSmm7FktgebvW4vqw5QvXj0cJQZYoYqlwVvDtu1chCER5RtMReRHhRc9kMsLaoF11+IfrwuGIIoUUCmOhc46urcPyx4cZp+kNTuhg7+IEvhe0taHtK8piz/nFMTY2LJZrRuOCu6tbuqZ/sBb6y44fSHEa9HUPH4cNxeHxw3Fgfj90J8Na1VmPRA7zLiAYRiwe2t5DUWrboII+AN6Pk1keByF4Pwh1ZQCwnfvQuYWtYDh3HEcPxnVd1z0UtUP3pAbbYevsA4eKBz7TB7C96zqkVoGwZtxD76gF4B3LzR7hLZFvOdKeo2nBSZkwzjJu726ZjQqK8RghfDAESzOsaXG06NhznGchq/76ljTLUdmYLYrLN/e8vu8RnePkKEdGHU56EAnx9JwGiPOSJALX7UnKgsXdAhlFrDdrLp69oF2sePfuli//7Jf8wd/8nM1+z/w8ZbNYUpYxPnII10MUs6GjPJ1QrdbMkoQ//Af/CbGAONHILMNZw82rX1HOTmh72P7qV5w9O2WxX2Pritl8znx0zHJxS7VYM39+gus73r9+B9aRTY65u71GRgnrTYuziq+/foNyhi+eTLm92XD/5h2bWJDnU9JRwtFxSXN/x369oFmuyKKCqNC8vryibTVFOWI00ZRHpxydnLKrDXerLevFgixRrBvDbFJiheDq/TVlVCKkI40U1kMkJI4Ohx0infTgAikpioK2XqNjhcBR7erAZheecRLTNICVbG6XlKMCmyQ4H2ADfKAOBPlTkKts1xV4iRMeoSXeG7RUxFFM43uWmxVd0yKFJEo0FxdnREqgZYR34CzcXN8TxQk6joijOHR7PlBksMFX/4CjKqWCS4h1pFFK23aMspLr61uMdbi+5+ryiiTSTKYTJgVEUUKcxjTNB7vfv+z4wRSnx2Na6IweFScB3g0EggcTOobPDyZ0fwkudBjFDhjTwWvpgzYvOAc8tjx5zBgH8aiT+4A9Hf4NPJA+pZQPpnA60gEme/S8wIPI+PC6Dufp+x5jLUmkP/hAK4VSGj2oy5VSjPKceTomV5aq3XG7qThvRhyfT6hNi9jXKB3CKXtjwAcxZxzB7dUSrRWT+RFeRey7Let1z/nZCK1S7lZ3iMii1BjrNJ2LMN0tUWZCPFZyQTGK2AtJtdtwfHLMp88/5k/+yT8hyyJ+/OOPEKOcu9dvMHVNdx8x0Zrt7T0tjuPpFNvU1LuK2YWi2SzZSsPx6Yj7uzXLfcVRMWZxc8vq7ir4NcUJMpGw3zBWDkXH9a9+hrM9Okl4djqiunpLV3cBb0kTttaTZgmr61u2mx2tM3z6ycd8+ee/GLoXGE0S0lSS5i1N3bJ9u6PZb9muV2TjkqwsAmYYe2aTkihJSaKIyFtWN3csq44kPyIvJF3V8PNvfsY3dw0qLbh49pzetEjXo7SmklC1e6Q1SOdQzuL6kOBsnMf2lr63OGdRSGajMdZ2eNsjZESUxkjTUbcVvTVkeU6S5rjB0FCpKHTP3qOVpmsbtAq3amssEJZJUkmyLGUxXFBOCI7PThmNRnjfccB9b64XrJYVk1lEmkmSNMY7Txw5oliGfEkRNpAhiCEN8IMNN9QkijFdz3q5QHhJrBL6uuP1t28oy3uyvCSOOxQCjeQ34OE/nOLkfEjr4BD/JD/ozsJIFTxmDmkWYbsXUnAes8D9o67k8PhB4wYfEn8Pxevx1z7Giw55Yg8Fz7mHQhQN9qmH/7FCiIcUl0NEudJqQIseMb+lDH49/oNTwQP5UgyZeMOoKfAkaYLUklLkwRe7brhct5zPEj7+7Anj2FPOS2QUIYlYrXbU+y1COBCKJE5J0pjlzVuSMiKLUqxtaNsdfaMpnWe12hInPQJPnE64vb8GL8giSzEZI2xN19eM3ILI5tytFnz248+5fvU195c3jCdHdE3H8tUNrdTs93tMvSHxGVEWs602nD17yq5tef/qNReffMwv/+zPmE7HqCQjHmk2b5dMP3rGH/3Rn/Df+O/81/npN2851QLVbulNx5tFTbNZUGQps9mc/d6Qpinvr26Yjk9o2zvG85JquUDGMTdVy/F8QutBVjuW1zfMZxnVdsvZx6c4J2h3HfWmZzxKePX1l5w8ecbJxSmL/YbPPvuEN19/TVV3KB0y4Nq+5371mnxyRCwL3r78FY0VVCahbTw6Kbhd7lner3hyOmU2yahcR1f1oA0CTxbFSCnoTUdrBwzTW/KiRPU9ptlT2xopPUiJ0hCriHEWY13PrqmQSqF0jBKSrjW0XY8Q8sGtoK5rxuOcUZGBD+OYNz5kLkrPeDTmSt0hYkk+SnHCoAjNwWa95f7mDuEFbdsgZEFeJHjvsL0DGdQLAT5xSCGC5Eo4ur5hWk5RQvP+7fvA6SPY1iGgt5bttmKzrsETOFcy/g7W/P3jB1OcYNjWeT7Mct4/POh92OFJJUKOnT9ELIvgbfMoOvz7xEr4LgP7MaB98HR6HIBwAK+RH4qLFB+K2eGc6tHW7oBTPdj3Ih40fDC4HgzUAjGc8/DcD6Z2xmL7wYdceqwANfxiWyNIVMb5VPPRXPLJLOX5xTHWNIzLkmIyopxNMW1N31S4tmO3uqduGhwlQjkab6C1ZPmIvl3jI8vReE6axax3jt3ikklSsm52bJY7xrOcclrgq5bVakdUOKanT7m+q5DJmO12w/k0Qbae1XbP2dkFs2dnrO7u6SWhjT+dc3l9jd31nFw8wRmPUDGL5ZqXlze8ePE50/Gcb371Kz77g7/OzeVbSuXZXl0ynYzI0wxf10yev+DV11/T9Zb5/Ih1VRHlJdV2xWiSU21XiDSlMZ72eskvtjt6u2U+O2a1W1LtHFjHYvmGYjIjwjJ/csZmd0N6NKOVive3W0bjlK/+7M8xrWE8PaLrLd43JGnC8ck5pCXbquPTH33BurX8+dfXnF+conpPlKf4vsPQkOqeWISg1M4LWidpjEV7Twxsqx1oibUG5T2TSKOI2HUNZZLRtR2mq0jSAuUM4zSkGzdVjZIR8cAqP8TZH7zFnbdkeYwQCms9caTwWFpjSBNJkiXEeUxWZAMmKhBe0neO++sFXd3DcD0EzzGLdZY4TgZ29wbpPFIwBNB6rA38w0jH7Nc7losVEAIQnHWMpyPOnp0QxcGIznSG3bZisVj/JseUH0ZxCvXow6jzmCbwuLIGz2MxdCwfCkeI0vHfSUN5zDE6FJ7vp60c/j50PQfe0cMIxyNXg4HaEEURUquQNT/gVqF4BT9wNchUHm8MrbVB//eIooCHdIgEatuWpmlAhFjpNEtQQtF1DW2rcLYjV4KLScFIxExnE9bNhupVxRcffUTV9KBCOokdnAWXyzVlGoS+Rxcfcfv+is3yGuksm+u7sDYuCtpdy82b+4DLSUcjanb7HWmaUypFu95QlqfYrOHs4gVvXr5ncbtlNo45Oz/hqxtDbjom0xNurteo9pKiiOikxsSWd1/fEKUZk3yCFwm39yvqxS2RytBFyt3lN3gf88nzp2xffw1ZyZNJyWp5y7vNkqfPX5DlEWnbMJJw+e037G5vOZ5PWVxfk+Y563vJ25uK6UiForxdsVruSYqc6wV88tEZcdoSxQZMj7OWJDrm5vIWIS0ff/wxbd2hR5psNmZzo9g2a0Qn2VSBdJgaQzGS7OuKJMv48hdf40RG2yt++u170nLGtJizXixQOmK37xmVCXRdkHj4lNZ34DtiD9rbYM8rPMJarBIY6+g6Ry06NALnDd62RFLgnWBWFCw3e6rdjvF8hvGe5WbFs6cXQxy4ATxpmtJ0LUIJYh0hhWK3W6HFBGcceRJT5DlaKGxrkVKzXu24v9siUA/XY1mUSCFo+w7b7inLjL6zmL7H2Y6+N+zqKoiwlaJ3jvvVMgjdxTBZSMG+rliul5w/PSOOIwqVMT6ecHR2wpuX3/7auvCDKE6Px5zD3wcQ+/HjQoC3B7rAoTg5hA8kRWsHSYt3WOsfggUOjO/HG77HH38wevsupnRowB5InHGCHrodRJAkOO8GHlZIp+i6LhQg+UHvd8C05EDZOoR3BrKKw2FRUVhDtl37EKljjCXREZPRGNo1s1wTeQe2R/WGp0/Pw9ama9g3G9IiIikS2q7h9GjEarECCZu7ayLZMpuMsBYabVnc3XKz2HNyUvKTv/kFP/v5r9ibiCSGF88+JSum9EJiqwqvE+7fteybG8bTET9+OkUkEbutJak3GCu4W9zRtzXzaYnxis3NPevrHfNyQr9ecfnuBpW84nZrOZ9mTC6mvFrsuBhrYuG5e/WKqnf0xylvX3/FTz57wrOPz/nyF6/Z7zc0i2Vgv8cadML1/ZrOwuLqhsn8iNOTiOX1LWWRMj0qGc2mCDpm4xm3719ycX5B1wtuFnf0vScrLcVszOz4nNura9b3t0idwrtrfvzFM9I85t2bW3SkiGLHJz/6jN1mz7v3V/hqSVZofvX1t9zanE8/fcavvr2kdYZyWnK/WtB62PVb8nxCWzXBY1uKQXPZo3wPzpBkGdY4tnWFcI5RkhILi8TSOYPA0RiPlRHdcHNu24b9fkucJdRVFd7PQtL2ButBxwn0DVJA13UkcYQSEdZJWttDEoF0GNtSNxYfZ1zf3mN8ENJ76UhUEpzEjafatxhrKOcl89MJzsJ+U/Pm1dugCXQWpQR917LZ7DA2jHMBahV0jWF5u2U6nTGejYbEGUc+iomTXy/8/WEUp+Hwj4rU487jQzcTJj35aGx7DIRLqQbyY1ihCvFBS3cApX/dCPfYFfNwPJasHHK+DliYcw5jzYPNygHEPpzjQOZ8SIARwQddHLo5H7K+qqoKNrQ6Io6TYMvb9fQ2hEta7dlVW84yeDqNKXzD82cTRKTY7jbMxiPiOKEYTVncX2P2e2QsSYQkHyVsdzvaXcd+t+ZofkTT16hIcf7kOZev3tDt1rz9esfJJKUoClarluXdgrrq8UnBbJITeY868kMNdnQio19WOK85mU0wTrC+u+bs2TH3V9dsjSEvY06e/TW+/sU3SKE4uzjjfrniaKzYdS1PkpRo/wobzXm/uqLpPXlW0tuO8bNn/OrLb1hf3aKzjKJMqOugYJcO7L5iuVpSjkb0veX+bk9bt6yXW1rjOJ2lpELQdpb3L3/JpBizXqz4+vKe8dGIZKR48uwJ2+2eb371JSqNefF3/oCTVHLz6hXL97cYoUmLnKfPnnF5+YbrV69IxjP+5m/9Hrc3d7y7WbHuI376+h2jU8HxdMz93YJGKbTOaLo9JOD7LnT7wiB9jDfQ9C1FkWKamq5uiOIEL0FHgr7dobRjVJb4zZauq7FCYzpDJiM6LDZRtNUerQS9d+w2O7IyQ6tAG4iVxljFYrkhzVLm8wQRJbTGImSwA1JRTGsMaKhbw37XIIQKMjIXpoyqrkPkmrUEDZyi6y1ZlGLa1UGNRbtvGI1H7Lc1pnd4ZLCfFoFCI6Wk7wx90w9+bTZIaLz54Y91wJCb/hc3YwF4FgNRc9iOQcCAAGMNXdcPHuIBWHbOPgh9D+cDvrORO3Qz8CFF5cA3Onxf2GB8kKpIEbYgnTUPHdnBSE4pRRzHqFjTNu3D5GmdxQtIB81d8H+SeC9p227oEGOiSKOUJI4L9qLCtwFAHeWC1Fn+xhdnpNRcPDmhc5br6xUfP/uUxWZPkiXMjoILZZ6lpEmKcRZfdzw5PqLPe8x8yvvrK/Jyyn63ozd7Ti5mdJUnihXGGnato7IOmedUfYfZbLl/01COM9I04dmTPIQL7GqUgrvFns+evODd1RXZKONq6ZmkKW1doxwsXr8kjyIQ0OwrJmUZzPmF4vLyJePZjLbekxcpdtPT1S2JcRirKdIp15sFdnFDbDWpSliudlRthzUN2B5hJGWakSQJV/WOT37yLAhsqx23q1uSKOPo7Bl36xUKz2/9wW/z6fkJN3d3XL66pe9rfvTJGbPRmF/89Oe8cz1ZXtDLnkwqhJasd0ta5xmXE1oruL1dcb/e8+X7K1qp+PTZc97eXnNbW8azczbbiigK9JGqMnRyj9KKohzBIPx2Anb7CuEsUsVBH9d1yDTFomit5269Y5RmuLolizV7balxiEQTNRYjPHVVkeY593f3nMhjokSTZhqBQyNZ3a2YTKc0SYMXnrppUUKRxTHSEqyIkFy+uaRtG+IkZjoaMZmWaB3oMQcQvustu6oh0RpTN1xdL+ltCEq4XayZzI+wZgdeDKJfhxNB4C60xnu4XyyYHI0RIgQ/GGt+U236oRQnMfAdAtnJeYcVNkRB2bBpCEr/IGcJScChSFlrQ+KoAKnVYNw25HINndih+DyOJYcPndrjqKjD+HfAr3DBvkTLEIDpvadvQ3BBKJLDa/cOJ8J5dKJxxuKFeIhU94QUV+E9UiZ4DCEkMyJNU6yzOGdw1hHpQBwdFwkz1fPibEauLLiIJCqYjDJM51gs33F2esJsVpBrwawcsa8qru7vWF9fM5+Nubu+xinFdHzM8ZOPqZcbum2DShVCxTjRgB6RaJCy5/wo2GeMLy7o+p7tZk2SZOzrltdvl3TdhihJKE8K5tGSu/cNx/MTlrXnOHWsblrOT46o64qqN4gk4+zimOXNHduqxYsI2+0osozEehbLJWkxBhJU7PBacfXyS46PTmn3e+JYsmu3NMmWpuo5Ojoh0hPado9XFpWmRJEgTQS0HbvFPUdHE7pIMZ+N2G9vuDiec3+3YPnmS/7BNz9jPA56tXL0CV9/8ysWFUxPj7hb3LCvdsyPZ0QY2tZjc80nn/+Yy7evsSplsVzQW1jvW95dVYxmU54fTait4G4f/LyrtgtQgwzwQpyU7Pb7kN5rgwFdrGIELW3folWG0hHSW9IkwhlLrGO8BB956mZLlk/pjUcLh0xS2v2evrf0bc9qtWU8myBjhVciLFCqhr4z1HUzPHdYHEmhqNsOoRSR0mzWG3bbNZNpyfmTsyEvMaauWzrTkaYpHo81LYWOUELw5vIdfd2TxCm9czS7hr4OjhiSg8Hj0GsM04z3BNfMdUUxSgehv3+g6vxlxw+iOHnvHtioQooHZwJjbfj4AIKLkKc1aAsHofAHrRwMRM1HhekxwH0Y5x6zxw+5dI+5SI/Fvd/X0h18oIDgmDl0eLY3gaYQDexy6/BCDjFW4XUdElvCzxPcP9M0D6NgGxwz9SCFLPOUtm/phaVtHCcfv2C9u2O5W7NaL3ny5CwYkNUt221D28N605NJQZakXPzub9FXNW3bM44VrtpRo9m1FcXxBNt2GOvRcUZna3xjyCNPT8y+hfvNNVEsw8/oYnQRk5+WCNNjhWZ+Pub6a0/b9jTXO/brDUmhefr0Ke/evqLpe46Pptzf11zuXtH2LVEa4Z3B9B374f8ZxPS9wPgG6SMMsO8FqzfvSOII11mEd8RRTxQrVvf3bKuWT7/4nOXiBkfLulmTFyXQ8+TilNdv3jCaTDCmZzqdMxrntE1FmmSU44Ll/YKb91e8/OYdRTnl6t07Yq2ROiLKxzRWoXNFlKiBV6eIshldtWc+n/D6/R13dxum0wky1qzXK3qnOB4ds6lDiEFnHfv9Bi0EbVtjrKcoRsgoxTgfcEYnQjGrG0xbo3KN84Y0jamaFoejyDSjUUHdd7g+EB23VYWWofPomxZESEkZTUYhQqs3gUNlPXXdkHcpURrjrEcM1AjrHNYYlqs98+Nz5vMRvWnZ7IJIeL3dI6UgSxOEUoxGJWmS8f7yPZvdDoSgNU24Bj28f3s9CNWBAW8KsMwhDBds57i/uSNJzxH6u1v1v+z4gRSngVeEQ3oJUqBUhEThRcB5Dimi3yU2+iG9dPVQRIQSSCe/w3N6DHI/zpl7TMQ8rPYfp/w+Bs0PRejAYzpESwXsyYZNn4DEJyE/TyiQIUgwREOFX5CWgTMlZRintBZ0XYOxFoSkrfaUeUoaK/q6piinSN2z3e05nT1lsVmC74migo+enlJ1FVvX8WJ2TqRatotrXN8hrKDtK5JU0yNx9EyKgqhvaOuaqqsQKiZORrRNy6Qcs1ndkGSK8ijnJCto6pYkCSS/PM/Yrvcs12uiOOVqc8N4OqNvBEkiaStB12j2iwVnp+dBwuMV41GDwOM6wEKSlRSTjN1my7ZxICOSdMT9zRv6DjpjSbJ4sNNtabqaIklJdEqsE6q2oRyPaJoKsGgcm32FUpL71YYrdc/v/vZvcXt3QxKFG81XX31LkqRUdU/dGMZ5ilYRk1mCsY6PRxOSMmdX9yx3BkSE9YJxmtFUDau7W46OLlDCc3lzx2pTcXI8o5NhqWGTEY3x9E3PqBixulvitURFCdL1lLHmxfOPuLxZsahahJbEQtA7S9c2dECUSqJckuucpqpBKaTQNPWeyTSCpiWSEqk8sZb0ThLJmKqqiXywg27qhrIoAzXFuJAO3Fus9aRSIZQMkIeWJDri5t0Nvrd0dcfrV++JYsXkaIpQEh1H2L4HH27Cznu63nB8eop1gu1qS9d0Aw9RcntzP4S+Bi6iRIYUHRXst6WUWCHYVQ2L1RodS8aj8Q9/rBMiWG9IIQa9jkco/chG5bFDAByCDby3AaQdxrVDIXlMsHzc9Rz4RI87okPowAFDevz9h3MeRr2maT50UkqGBA0B1oQRr+8NUiik/HCuw2uyxoaNonPoR3wpay1NUyNF6Hh2QrLftygn+Ohownni+OKjU3rbMDpOMCJmko/ZLK+YFM/J0wgdJ2yvrkmkZ6Jjmr5jc7+gcxHz5x/z/uuv6JqO95df8dlnn+O05jw+Yb9f452hmKW8fPmGp8/OuLlZMNMZTbUhjiJ60ZEkMXc3d5RFjteefd2TqIbtesnkeE4xGtNHEU0taFxD1+zJyxEvX70jSUb81m895/3rN6wWG9q2w5jArcmLiOvrDTd3GxCeOBZoDX1XkSiFjGA8m5HEEfv9lq7vSZKMo1nB7U2wQWmU5PjJGfvdns8/fY7D05maREO735MkMU/PzyiKnN1uh5aSer8jSVJWm3vSchz4PMawXy8Y52P6vkWUM2yaU06nbBYr+nbD8n7NetPy9npNnOS8ePqcl6/esO16fFqS5GOESEiSHbtmP2xce9JkxOXrt9R9WLrYvsXZnlxFJKmgaTu085ROkw+XZEePQpBoRaIVK9swKsbs64rIO5yx9NbjXPCbz7qe26sbTs9OMT5Y3Apn8TIQSGdJgu0NVd2SpSmb7Y71fo9EsW9avDecj09xzhBFItxEpaDrO3SsKPIcsKRJzCefPWVzt+XNq0vapsc5j44VxgThr1IKHUU4p4bO0WBdCJCVUqKlptpV2NbyG6a6H0hxkpIoigOQBkRSYg9aFVzAbQ4/hHisS1MDafNDd9T35sHv6TFp8oA9HQiVAeP57vh2CMB8HLZ5+P7HxetxEWT4vNKBGPe46+p7w4H2EMTIgBPBV1kGS2JjAi6h0xQZ57ioxZiGqIzozRZPwqhIAymv6imSEevVjvms4ObVG45PzqhlQ6oUo+mUfWMpxyNWyztyGXPz7Uum8xOePzvj9voa03ZU2zYkxdaGrjOopOH84gjnPWmhePbslOVyTd8amq5jeb9CiZi8KPn0d36Pt199idsIcgfvf/k16BHHT8/pdjtmJxe07YYkSXl+PkdIx93b14yKEc5pmt5R1S3TyYwvv7pEodDaoqQYPpbkkSbLEoTU3N+vaNqeWAUcrkwT3r68RCpNUzvaznO/uGM8zbhZd1TVlnEZ1vGR9uyqHcY6Fqsa2xmyPCFKRlSmIxtPh3BWjbeW2fE5ZZazq2u8sGy2FZ89+QRrBH1d0UvBy+sFk6M5R9OS29srjo/HPL1IWdd7Nus7eplzMs2o3++I4wSUZ7PfoVCk2QTXhwkBGXy+PR5STd33rJ2naVqc81hAxzF1XaFqQ9VJED06yYhTTSEa2s0OvMcZR1e1CO9Y6SUn81NWXTMEuUK121PXDVEkiaQiQrG5WyGdfLh+hNIYJ/CtRUfJ4HGeUDchvknKAQaxDZFKSMqIsyfHvHr5DmsdUawZTXPms1lQZAiHEBDrmLYx3N4sWK3XIXxTaVRRslwth0XWX378MIoToPXg0+T8wKQ+eHBLhA+guDj8W3q8D2OQcx+Y3x8Ijt/Fm5xz2GGDF4sQlOm7Dym/j614ge90V4cNX9/3H0bHAQQ/WPlKIZAijHpSKXzniWWEVBJjhiLoPVoqetMjH4H0D9o+JKI3pIBKUiIgUhFHpycs94bx6Iima4jjlLMn56zXS5q6YY7h4viMXiiWdcPqekmiHXkSCuV0WtAbw6tXb1FNzXLTgtAkuaIRFbOTEaZqGRc53kfk2Yi72rDqekrlaW4q5pMZvfBstjtuf/E1kzImP5qxu3rHp188R+qE5W6DilqazRt8D51ruL8JNq5JEnN9U6NjjZMJd/f3WGtIYohjgbeeLNJkaYEQCoQLG09vybOEpjUksUKpmKrZMTsq2FcNthfkkwwlIvp+z+nJEZt9sB0xbc96v8VZ6HVYtDz75CkRjs7UHB0/48s/e43zgrrtsN5inGejt5yfPcHninFS8tUvvuL8dM7r95fcrWqKPMIljtnxnNmoQDjB2/tbutZwfjaj6iLurvb0vWO/X1GkkiyPKeMEgaG1Fq8i2rpGCnBe0ntP3xp8HOGFI9Uxu/0OryO0FGBqzuY5m7rDdhVCp2RKomUIDO36Huc9UsesNjvSpAwj3HBtCe+xpiNNcpwOsEmIOhsE5t6RZRmTcUnTNkSxCgso50l0HHRwUmH6DpAYoDcWHWvKSRbEvuMyRI57h/U9SZqQxBqBRuuE/a5mu97ghgj1bJRTlCXW/WfgIf6f93Gg0geVL4B90LOJB7BbAsEW5dAtHfRu4SQQDzjQ462cGRjaUqmQWvooOur71it60M09fvwx/vTYl8n5Dza8ztkByg6EUFTY1Eml6Lpgo2psoB4cKAuH8yVJEvApbUhyTaQ1pu/CpkeFrLKLp+dEStLXe+6ub5AITkYl0li2ywUfff4j4umIl9px8/Il98st4yxD09G7Fq3iQDpMO5JEs1nckSuL6Bt2+xUqCrYhzkeUWcIumRJbw/FvX7Cv90xjzf3VFTGaphKoFPp4zDeXCyZFTJHGrDc7esJNpesjYp2wr2rAI12LN5beS56cn4XNURk2PUmUE+uY9XoXiIlphBeCJInwPvhcCQFRFIJObd8yylOOsmOurq6YTVL0QMgcjUuUrclTwcnkCKETmtqisix0MEoyHY25udsxP3vCm9df8sWzj7h+956PPv8Uo4LEw+wtysFPvnjO/WZLOk8phaWcHYPKWC0XvF+s+fjpU8qsRMY9VpdcX10yPz5iUa1wTtFbSbPYkowqPj6Zo53lqgXUCGs7XFcjtQ6cNu8QSmCcRelw00RHVMagXAjSiJWi603wsLJuMJxrafuOeZZTaM3N3Q2T8QQ1XAuRiijSbGgANMYZdBzT1SEq3UlPliQI78EbtBSoJBkShSviKB4COSTG9CgtyIucHXuOzk/ouw4ELHcbIq0ZFTlZEiMkmNby7s01dzdLcIIeS28M0zQJmkD5PWuiR8c/i01vCvx/gWT4+v+L9/5/KYT4BPh7wBHwh8C/5r3vhBAJIYTzbwH3wL/ivX/5TytMXdchhRxwpjBGaSUHbxlABCKj8B6pDqJfj+mD6Vfw6R4Ik0OozPfHtkMRM8PG7dC9DD/nQ2E6vKbH496D3m4oVg+vu22J4hgIY1wIMQAhgre4UvphrHzgXRF4Wsb0iKGgRlqhsEgv0J3leJzx0VhyMomwxLx7/Z7ZeIpQPeP5lHZXE0noes/8ZEpT1VRdjY4ln37+Ga8u37O6veGTZ6cUcWAQL5c7dBrT7bY4BElZ4oxhMhmjvMa4FoRhfdtwenLM7dUdpt4idIQYxYxmJdV2TSYl8yinO56zTUbsdne8vt7gSVBKBF8hq4mShFE2Yr/bYboO20lE1LJd9iAU0nXkiaLtO7a7OkQlxWOM6UF46v0O6yBNErRW1NUerTWzWclqtcfXW46mBbv9BoHj6OSYpuqYTEukhEgnWGsoyxShJU8/+oyrV5esFmuUyPn21S/45PNPqEzE5Pw59/cbTo5PaTc9xaSg2dYs3zaISLO5ueVuued2UbPtNWUx5q/95BnTLOFN3fHy7XvKkxRUxtuXd9gGlIcoi9g5Tyc1RDGeLZE0mN7gXIcTgVoivMI6j/MghUNr/xADFkcpOM+kyOm7jt4YdKxIbERT9QgH+82W++trnr54Tp7lD9zAg2g9jmN0HOFcjcAzmYzZb6oPMIe3eOnIiwLng/wkihVpFix5t9s9DNY/wleUY0+SplT1kigJuK0S8iH9xRlLpCSbxYbF3TKQL7VEKOi6sCEPi6G/mtlcC/zL3vudCEEH/6EQ4t8D/ueEUM2/J4T4PxASfv+d4e+l9/5zIcS/CvyvgX/lNz2B8462C3fYw8gkJfT9YNTrB6dhH5wJDiLcw2rfO/ug5XE++M0cqAMPhErvH35Z3088OYxxh+J0KEYP3RIBF/PGcrByOYDpQsjhjXYYDRnu8lHwfPI2jKSHAjl0bQyFLfCgYiBsV2LlkabD9h1Nn9J2gqzIMV2LziPmkwn77RJbC3ohw+ZtXSFVTGcbJpOCxc0VRayZPDvjV7/6BZMyZzabkeUJputIy5J6cYe1ntFoxH5XMz8+4+bdNfN5Sd1ZRvkIph1FqvFxyuX1gsnZGbK1iMjT1TuWVU2Uj1FxzMlRgZDQmY7V/4+5P4nRbU33/KDf263267+IHbs7fTZ1761ytXK5hF1l3EhgCdkDkJgBEwskhiBgwsCCGRLygAEjKDOxwBLCAiQG2AOEcLmKquvrW3nzZubJPCfPbqP72tW+HYN3RZydWZlZl7pgnSVt7ROxozl7x/qe9bzP8////vsjhMD57posMxR5QRcGVpsSKRVdl27MaAPWefIswyiVqI5G0fVnlNS0TYdWGUUuGceBy8stfTdwPAy40aPUSD8EVJaOrrtdS1UqmqZFCMH+7shmMycXipvrN+xv3rLZPqFxFseRqxcrYuh59uyKths4Xw/4csarb97zlz7+Abrs6buGn335JbtjS72YIcwCd33ghx8/o8xz/uhPvmS0kb/+V36Pb17fQNdiVCA3Hq0VvRtYzObsDy1vdEdeFRhG2laixRwXTkTbo6WegIuCKq9QvicMLSUQg8cB+/OZeZlTljldO0z2kLR900oTnOXm3TuKssb7dCMG73EuYH1AhsDd7R3b7ZaizNGZwI4+zbhCUmuPzoIWpJNwJC8LgotcX99QVCWzusZHwfncMJ8LqjxLko3FjJ0P9OMIUuBFRh7g5u6eEB9sO+BJJw43OpRW3556fsP1ZwnVjDHG8/SmmX5F4F8B/oPp/X8X+Lem//43p7eZ/vxfFf80QUOMxGAJ3uGdhegJ3uOdxfuUkDuhCAj+2yPbw5btoYAF75PGw7lHHdOHR7QYHiKmftX8+7DNeyhOH4LgHgqJlA8gO/H4sXmekxmTeEejTQmoMREvjU7JwuYhwFOl58AjmUBMPkAfiM5PcdM5IQR6O2CjhLzm1HYUhWQ1y3GnE+9+8QteXF5x+dFzXnzxOdsXz6E0uODYPnmCtY71ZkVdGfKiYPPsOetPPmKMsL/dE4Pg519/g9IFhSx48/VbZoXmtH9PPdMME6j/eLyntR1jCAg8y7rktLvjcL/neGg5HTrqapGU0Mcj++s3HG9fEVzDdlujJGQawjhy2p/JsyVf/fw9d9cNdhCcjx3D6BHeEceR8/FA2505HY9ooRJvWkkW8xq8SzaJoeN8OiIj1HlFpg1KCoLvyTON82lz5J0D55nXJXYY2R/3VHWFyTPO53tmdcbT51s+++JjZAHGRM7diZeffszqyVP+5r/0X+L9zQ129Pzkxz9j6BzdYHn9+sR+3/Cv/O2/xXxV0PYOnWdcfPqEzveUhWG9mSNNwMURqUC5gHQgs4xdd0TYlpeznGUlsdoTtE4oEgPSSFxwdF2XlOJBM/rUOSrvKYwmeIsiMM8zCpmORQEJQjJbLlhsluhCE2RAZ5IsN/jgOe4O+MFx2O0Zu566rqiqanoIT+EbIhE0tUozp2FweBsYR8f5dOa4O0KIVEWJj4H3NzcgBfWsQsrIfF4RnGPoBlzvuLs50Jz7RO94II6QnBrOOYL73dECf9ZoKEU6un0P+F8BXwL7GOODEe3D4MzHUM0YoxNCHEhHv9vfWZ/cB3MgpR43bgSIMk5iuOk49wF76eF6kAnAt8euDxNSPjzWPbzvoUh8KCH4sGh92GE9DLsfituHuJMPo6YeCl2IYRqmpww9qRSRpDwXfKvXQkSEVqAU7bmliCOXi4JVnfN8W6FlxAcJUuHswHqx5m53wHYDu+6G5awCneGC5Hh9TwwDx/aAHRqyvGQxX9EfW/a3PYIGLSWVVJgQ8N7yyafPOB9OEKELHT4EZrMUU+2dZ3ZxxfvbHmEKNsvIy0+f09zecLy943BzRilDlWtaJ4kIunND144oJMtqTtOfkEpxOjfM5hndcESqis12Rdv19ONInZeUJkMRqKqc+/s9AthsVkgErbNorTgdT4zDSPCBokjxQ01zplpUZKXg6uIZX335FbM6py4Nt/tbvv8XfsBiNueXr15RlQtKnePsmeFkeXdz4PnzZ0RTsVo6+tOeup5jMs2TRcnbb16zmM24PzTMl1cMnFCZ4B/+5/9v+h5mheGjjz/mzbs9r27egTQM3uCdQsoSN5zZLDJms5KfffWePhjOnaVUAxmOGFJUuYyeMViikmRlgQ3QtwM+CpwHui6JIYWnHRPLLArNYFuMkhid5jiDHVmXa8p5Td8OnI5nvPXp3/9wZLmYo5Xm/j75Equq5O52j5R6CoeN6VgmJH03EL0jq+a40RG8oG0GDoeGF/M5mzIN7U/Nic5mlGWB1oL1eslx39CeOm7fpe5c6DSOSXwnOWmwvg2d/W3Xn6k4xZSe8leEECvg/wj8hT/L5/2uSwjxbwP/NqQXddv133YTMaEfpJSIKJD6wQQcp6H4Q7RTqvofBgdAevuRqyR+Nbzg0a8HE7PG/IpG6kMj8MPbj+LPyYqiJ0zphxu+h+8rlUphmtYmdk+W8fADeAjpdN4mtfhELxBaIaRglktWSvFsOyPXhhgsq82Gqiipq4Jzc6YbLKvFkhc//Ii763ccDgcWi+VkFj7iw4guBUEoghgps4xKl2gpGEeDXs5pm47x1LFazNkfe6L1LOdr/HnHrFokJEwYkEZyOu5YXT6lnJd8/aM/ZjwYnlxsqaslQQra057h1DOOGTEEdJYTgkX4QN/vyI2hH0byTDEMcLHdYK2lac4s5gv82BN8h1aCfrTYo6MoC5RRVHXB7c0dQ+8oZAkhoKUkyzU6T0eC+WxGXa/JqpK37+6IUbNcrpjPMuZxye5ux+mwoy4K7u/uOZoSrT33pwMff/SCYTjTHCVdN/Lk8hlKF+yv37M/JLHrcjXj2Hfs3tyzXT/FBlhvLkBqlBZ8/fOfkq0v+ax8RtMe2Fy9YPPqni9f7fCxoBs6rg89yhQTeE0yuIHNosaMkpv9iTFMW7sQOTQNF/OKYAeUiBgjWdcZwXZEFA7F+dyhTEnMckbbI5VB+J6+bZLfrsxZL+fMypLd7kgTO0bnaNqO9WbD2zdv6ZqOxWxObm5xNuLGwDg4tJFY52jbjrIokvl3cGgpcTFyOJzJyzsutkuKLENqzfHc4BzMqhJpMuq54PUv39DbROr07sFuFsFH+rYjhAViMtL/tuv/q21djHEvhPiPgb8FrIQQeuqePgzOfAjVfCWE0MCSNBj/9a/1mPhrjIlN0/0Tg2NIg2P5gYn3obv59bnRw/XQkTyozuFbY++HRuCHmdSHlMyH7/1hwXkUcyqJjJPYU36bIPzh8S+EFFYop87s4c/GMT3tsyxDa530VDGFIXjnkBGkd2zWJd9/+oT97TU//As/pDsf0otdaKyD8dyyWpbs93fc37zh+dVTni5XnO9vE2snRkIQ6KiJzlGXOUPb0Q9HZAjMMkNsO662S/p+5HA6UuQGZxNcfzFb0Q3JYX5/ODCfzXBRwGlPZOCTj58gXcQUBe9++YpMSbrzmeAE69Ua513ygWVFslG4CmMMu92eQKTIFM1pjw/piH2ye+o8Z72aY8eekGUczi1t07HaLLi9uUZKRVWlFwkxMK/mCJMi1b1zaQMVG27fv6eqKj77/c8Y2p63b2+YzebYfqBeVlzv91w8fYkNZ2Se82L5jH4MrC8ucEKyvrqks465FBwOHV//8g1KCN79yS9oQ8mTp1+Qm4b15RU2lPzox1+ynNXkJiOPjuZ0JleW/rjjBx9/wt1hpBkseZ5ho2Tob2n7DhdziJJgPZkuyGRGiGCUAj+QEchFxEvItGBWlEQ3IqXBDgPbPOeq0OybM1VR4wY49xajVdqGNZYh68FFsqygyqtUeKzgcDgxq0vyvOD+/p7nz56zWC64vb4HrxgGS5aXj2Jj6z2DdxgURkqCc/jB8e71O7JMU9UVWik2iwWHw4nT/sRiucAozXq9wo0R11sUE4UjBmSEoe0Z+p5Vtfmd9ebPsq27BOxUmErgXycNuf9j4L9O2tj9t4D/0/Qp/+H09v9r+vP/KP6uqdd0JTFWqqIPsd2p0EQU367zH49NDxC4DwoE/CoaBf5JVtOHRePDYfhv6r4evt7DkF5JSfAe9cFc6qHLklMMeYjxAaD5K4r0YRgetVYhBHACozI8ntEOlKagbXuubw9slxs8nmqVcCiegHN+iiiXRKcpZjkei9KK5dWW0+4e8MluEiOFkZwPt/jgWV8+4+uffYOOB9rjHqMkuiqpsozgHGWuCQy0YySKiMQzyxV+6CiLirdv37CNVxiTY3WBaizGaNwwAgofJNfvbshyiVQkVfLY471jHAb6pqWo5kgJs6qi7Qay3BCD53g8cDqfKYqM2Szj6mqFDxIXLAs9I4aI6x0xyxEoPKRE3bJI+qiy5vZ2h8kVucl5++Y9OpPUy1mCCGpNqOZ89OKKxcWG46su2YzmCyhnlOWM+eYJMSh2t/cIYTiMRy6uNnz9068xWcGmWPLzn39NPV/QtPd88sMf8snHH7M7d0hTMmIReUV7Cly/2XE77nF6johQ6IDyntwovE+yk5GAjJZ2PJLXhnH0OB8wWmGDZz8MnE8Nm9WSY+8Q3iMIBCkJHoQNyKzC2ghB4CPEKHCtZRcOnI6nFJigDDFOlFatiCGw94m1vj+eUPqOsp5hioZhHGiaM8vVjLHrCN4TlU/IMSmRapp3SSDItIHTirLMkTEyqyoOpxPN+ZxmvUrw0afPefv1G7pzj9YK8UAWkZLTuWU2r78dRP2G68/SOT0D/u40d5LA/z7G+H8WQvwI+PeFEP8z4B+RUoGZfv/fCSF+BtwD/80/w/d4ZCH9ejfy4fsf/G/wbarKQ6f0oY/uQ9zKgyr8Q+Pvh8e438Rv+vB6EGoCj+fyDzulxwAFpQjRTUSEb8MMHjCq6XiXrnRcjenrCcgyQ+gHVpsLmtORL148I0dwud6yWM9oe8usqnnzzYk379/xycvPMFpxd/ue7nDH0+fPWa43nM9nZBS8+uYV8/kcTMmTyy1d07LczpFigdMFOI+LSUnvfWAxmyFExBQZ42g5HU54F6hmM7ph4NnHLzmeT+xOJy5ePOfmm/fkRjFfLLCuZ7/bcfV8ztgNKCnZH/Ys5hXWj7gxRRi13YngJQLDOAyImLxbi2qWdF3e0TeWoR2IWC6vLqjrDW0/cAj3KBOw3pIVFW3TUqgCWRiatmG1mbHarNBZhh89VkI9q9Eo7t6+I89LfvnVK/LX76nyjKJMG8TeRaqq4suf/ITPP/99yrLi3vU8efkR89Uc63PevXvL69v3PPviOfeHhkFE/sHf+/us1mtiACUDCokuSrTIubzK+fqrn3PsjuTLS/a94+68p5gtGFyfqBPSUEq43My5OY7cHz3j6CkzTSY1iJHMyOSlmzrreV3T9A02ek6DxxNAZlxtNnSvXuOzgm5oaVtLrRYYUtKPmFwMQgSkVkgt0s9ea253O1arNfPVCnt7zWG/p65KQoyczyc22zVCSXprkcYQRZdoAj6SmZy26XHOkhvzeDJo2xbvQ5L4AOuLDX33Bh/coxpfCElzamkX7e+sCX+WUM0/Av7qb3j/z4F//je8vwf+G/+0r/vr10Ox+JUj3XR8+nCt/yF298M50Yf//eGM6cOi9evpvg8D7Q+LzYeet4fvJ8S3nPKHeZY2+le6rQeI3Idf50G/pbV+RAFP3xhCJPiExtRCMp/PUJnh4+efY4oCrTTr+YzT8UBWVXTdESE8RaZ59/qXzGc1m8WCqspYbLbs7w9EUuLK0ydPkcsZtm35xc/fU4qeypSczkf84CjKEl0qBJL9zfV0vNOcz0cWqyXzxRobJfd3d0Tv2VxsyMoLynLO9ZtXrGc6Ae0XS5pG0OseAjTNmb51SbTnBWCQBqq5gWgZB88wOBarBUSHrDRCwmyWI8nJshwZJXkh2e0PvN29Yn15yXJ7gZGG3X6fyI6mJCIJQVJVNVVd0JxG+uHMdruCIFmslkTfc8ma5jjy/OMv2H70lP72Hfc3d3T3O9YvP4Vzy7xe4FTqGof7PXld8if/z39ALwR/9ON31PM1/Zs9y9mMPEg+vdpwf3dHWVdYNxDVjFMfma3mjF3LenNJ0XcEI7g99QihsV6ArnEicrI2LXbOZ3JRMC9ymmgpcoMOI09XNV1j8XHASUUMEtEOlFqxmdco2WCjoh09Lo6ILNETjNYgYLVaMlst0FnKNZRSEmX8FeLG7n6PHR3n04m6mlFV6V67u9vz5PICZwPHU8NivQAFy9WC0/E0baRThJRGMgzpeB1CnAy+imEY0UrTDyNFWVGvFxxu7tMiiHTPu95yd7v/jQ3Bw/WdUYg/dDgfdjUfhhM8FA341QL28H4hxCMD/MPC9KFw8sNOK32vB9sLj1/3Q8HmhxtBIVKGXfRxUiyLRzlD+hrJCBynjsiYbxNavHMEIRGP5JcE6YoSpA+4fiRqxdD1NOeMq9USlVc0LlkqainQCIrMUM4q2vs9+7dfo+yG7XbL7d2O2XJDXpaoTHO/O2LPI1rNKZ+viS7wze6W2cWarB+YFYZIz827bzAmojNNVi2Y5xWLeQVGkWnN3d0t2/Wa/nyiKmcc7m7RdU4mMo5vTnz95auE7Rgt9XyONoZ6kTNYT2cti+UaKUv2+x1+HHn67AlD33F7e6RrO2azGhngfGzRKhlCQ3Qoq1NeWhmJ3iGMwYWRPItondJHTF4wQ9L1PWWZXiQff3SJNIa+H9m/e4eUKU35xQ8/4931Lc3PejbzmsEPPH3xCUoIVpsLxnd3nN6/p5hXLBYz+qaFsuCwb/gX/uW/wde/eIWwEZM1VHVGd/bcvd+jqiOjk7j4nr/0V/8Kt/e39F3g3DmGoLg7HpF5gRotcbAYAnfHI4sqJ88UOIfOBL0dOTtPe7ZUOhB2LXle03cNZaboR4vTgigUY9OhEEitaceRQ9NiZUr+FSql+7S2QwwaLOS5wZgMLRRuHGnblq7tp0iqgFaG9tiAgKwoJr3YkUxn7O72eO9ZLxdkhWE2rzjsjkQE+/2ehVhQzgqGsWc2mzP0I1IIQoR+7NM4Y+yZL2e0xxO2t4SQIqWkgObUpGL322rC/+/Ky5//+tDL9kiflN9KsR4G2x9u3B7e/9BRPWzpHj7uobB9uO5PxSdMx91IjOrxYx6eLg+f/+GAPiX2pkhqwa92bGLqhiRJ+OY/mIHFEIkiEGIyQ+IjxmRIo3AxEnxiDT19fkXXtAQl0FWBqUrKOmdszsRg2Tx9wmgdu/MJnee0XcczoynygrvjPcONIzMlarIiuKHFjQ4RAt/79An7m1vYFHRDg9vdURqNc7DYPqVePeH+7hp7PuA7hz23zOuM4/lMFBGvzDRP0wznM9VsRpYVdG3D0Aesc2TFHJ1lGDsivee4uyeISSFPZHe/oxt6+iHlliU1cXqAlGWOD5bMZFgfsS51p6fjEZXpCbyfZnqdHXHHgW5MW0/vIvW85m5/4sXLp1TzBfvjgRACeV6zu98jGdGFYrZcczq2DI1D1Z7jzXvkaAlCcv1qx09/8Q2L9Yam9Yho2N/ccbmZo4LksNtxOozcHU+8+OEzGEa6tqVt4e1XX3MOgY8++j7LceAXNwe+/+yC6BxffdPzujun+2LwdMITqgoZR7SMPFnMCKHj3LYEEfE6Y3921FlJKQYuVgU3p47WCQoNox2RQVAVJcfmgHGWaDJc8Djn6c4NdVWS1yXqwe8ZRRpIi8ToUlIRGYjB4qObhM+CIjePImSi5LA74caRi4sNy+WCobecz2f6ziFEJC8MeV4w9AOH3YG6rpFSUuZFYqUNIzJLI4C74SYF4Ipk6Hdj+v/9bdd3ojhJKcmy7DHe6cGvlorDwyBYkQbmD3OnOMkOJjwv8VfSdj/8HfiV2RM8+PS+LTAP3+/hfR92WR8eIx+G4A//r79+pHy4PrS4CJHCOVN0MxAj3kWuLi+5en7FF89WlNISfM9f+ctfoMOA3d/QiUhR15zPFtsPvHl3YLXdoOdPUbOA7xqOfWQWR3TfsdxsOfYDchioF0ve394iM4UPoLMFn/zwOT56ur6hXRyJIWCQuPbIzbt3ZEZwuVpxYo/PFmRliYmgNlvG3S1GGCQRX2Sc7neILGe5XeNGxW5/BCRGKFQM7O7vWCwXRCG43t1TFTmu91RFTfSCsqhSCu3QoZTmeDqjtUSbkeAj49hTlRV1VWGdwzpH348ga85DhzKSZy+eYeZr+q7lcG7YbjcIlXHz/mtmyw2HU2QQCqEEMRiGfmS+WdGJiGs7TqchDd+j4Hg8cXO3R2VLjntL27YYbQjDyL5/R7DQdB3r7YrPrrbsjgcGqzi0PS9ffswwdny2WGPdwKLM+Oxyxv39LZ03xBBZL0siJxyJG3Vzbgh1RjaMgEYrQRQBoQAcmUqpLCZLf1ZkEpzl2XzB3Slyf+7xRtN4sEJihCA4T/CBvulozg1Sp5mTDWMKWw0BnaegzhihjjWQTgzeWexoiUFAkMQA2hi8d/R9z+3NjqqsqSdeVNc2NMczwQdW6zVFkaOi5O03byjKksV8TpYnqYF1FpVpZvMFp92B4BxCJs1T/B3HOvFnWKT9//0qiiJ+9tlnv8bvhm8jyb8tGh/+evwzwaOlJYnAv6ULfKhZElPFfhhaPwrXI8AHSvIPvvZDMfpwSP+bjn1KfxupAx8wpUgyhF/pwIQgyzTLqqQWIx9vK37w2YtJiW1w3QnbNVRlzcdffI7zlua0T9aaqOiGiJI58yKjOx9YryoG25FLyExS39ZVhTQlp9Yy+lR8jTQsZhVVmdH1DaO1XF5eYbsTp/01h/tbyjxjNatwduTcNlTbS/wQKJTA9T2Xl1ukUZwOBwQJPXN3e2BwgZubIxfrjPZ8oKwrZJyAY5lhVs148+otu7s95axmdbElOMdxt8fZkSzTzGY1MTiGYcQYzXK55Ppmj3fgsYwWZvMF0kiquuLYnsjrFQIzMb4M0bfYEHny8gWZDoz9kVxpsqzAmJKinJPnFTd3JxAl17sdx9M9x901hJGhO1GWBUIEQDKOgfViRnc+EqTmfBi4vb4lZktCMWeQBSYbECrw0bMv8MGz3/Xcnzt655kvE8Vytz/iPNy3PcemZzOfTeSInHPnuDk1nIeWeSmYZwasR+DYLEqiHTk0I14Lnm4WnO7vMNWMQxe4P490o8fFSNcOE51AUVQV9ayirEtMZlBGfqurm7bicWLOIiaryLT1wydDhncpBuqB0x/jw0M+PAIanbUIKSmrkmpC+xwO04NPZ+gipygLMpMhEXRtS9e0U7xU5ObmPeM4/kax03eic/pwbvTtC37CosAUDCD/icLx7RUexZkh8CvHMngoFCFhWIgTlSBJFz501vx6J/TQXT16/h47tW8lDA+/J1PlPynKfPi7yWnm5KzFGMmqMFzWhm1Z8mRdEIY9l+slRngoMpyKLJZz2uOezGiqzECARZ4Tysjt3R1SGWYmIsaIjp6srJDjSOjPRAV3N29ZLjesZnNsCJzae3rrKKoN+WJJrg3V+gLrVjBfMds+p5Cebn+LVprPnl5y1zQoazkez+g8oxks2hjaIOnahuV8hikK4tjy6WdPaE8nsjwxsTUS5z1j13GwHhc9usxZby8RSlJmiuXsir5LW5thGGlbSz96apXTjRFUiR0H6sUaMXrevD/ivOOjTz/i4skz9scdRaWJGNbrOYejZbNYI+XAYjnj4HPyap6Ilod7cj1wd7djGFoOu3csZnO6tkUGT99ZZlXFcGipZgvq2Yz3x7dkqyXzzZbeDhRSsF18TF5d8PZ+z+25ZQwVx8Hxp1/fUBSJMKBnivPNmetfDrgYqeclplDIISCER5uMYWiJwiKzEkhUCDx4aym0ZLSRxgq8ldS5oZDQn3qCMDTtiPOKwUYGJyhzTRv7h1cUUmi0NIkf1lq0mR7Qk5A4jSU+eAD7h2DXafHjEuF1+qBU9KTEaY1QCpUnexYh4qfZ7vncobWmKud454jO4YeRY9ulU4jW5GVBXtcUPiaawe+4vjPF6cOj2rfetm87l29nTOIxnsn7dFZWKiWxpCdCGsgR0/Yl+XrkYywT09wnTj699H2+7axiTKzvEOKvCC0f9EoAMaaonAf0ifcOabJJnp+u+AFnKj2xJuuL1lSlpgqWp/OMVWaZzzR1ofG2ZWwGciNRKiLGnrKSuHGkrCrGvuV0d09dFVwtDMn9Egmhp8wy+vMBFRUG2N9eYzLD/vYdq0XLsTlhsppDeyaLgSArlpdX3N3cstxcgNMMfeSXb3/BYlZhRMTfnFgsFpiLNU+eCG5v72jGHnXfkmvDs88/4XTcIbORvm3xIuCjYxh6Ts2R5WzJ8XSirAokku3VMzYXW4KPvHv9Bi8Ex+MRJSIxSN6/35FnNX3vuLxa4kLkdncg1zntIJCmYnWVtF5tyHj/5T1Dd2S1grLKGUaPkYpMaqx1jIPm5v2RxUqnDqAfeb17RVkotJKUZQVKkNc1CE9ejvS9BeW4O93TB8v6YkvTNHQxcDy0zJclEcE3r1+x3i5AGN4fDohQ4rD84vUJowS5DKyrgtlKoeolvfX0zuN8BB84nc5sN3P6YaQbWoRK3X+R52TRYXTG4dSSq45FldP3Pa1QdP2A0RqjTEIDDwNZXk7dfyB48H6kjedEpsxzJBAmf6JUKh2pJuuId8kOY0f7Kw9+KSaNoEpShMxkKCVRWiMyjdT6kaHvrKNrGvqHIiS/tXGlODX5+JC2/ZhM+iF5SR9GMb/p+k4UJykldV3+k9sxkSwe8oOVfowipa2ED2dNOnFpHrqeAIiEVomkFadA4aN7BK8LIZFSPP539N/OlB7mT1ImKX+c2E1MxAGIKK0mCsJkd9Fm+qEKlFZpaxHSDz49fQKEKW/eWWRomZVJqHc+n7FdCicQQ8uzl59jw5g6ipDQG82ppyxyFrMMSWTsByQC75PvTEpNGDoCEa0yqqqm6zsEKdRw7C06s9jO4bqOnp5iZmj6gfP+LeHccHj3hiyXdK6lE7Calbge7m+ST6+qat6/e0+1XCKE4Od/8mPq2YzD3Ymr55/Q9p7lzHIucrouMJ8XZPWM1NkqyqqmzDQ+RhbbBYf9PfPVgu7cYr0jq2oGF9BViZ88h89fPqOqZuiqZLAjs0XF/e0t/dhT5gatX3BujywWOX3X0zvBq3d3DNZz/ukbjBTszwND3xNcZH9/gpiwspdPtuzv7ylkekFpqcBahiEl+fRtx+l0JMbIi5fPkVZQrmZ07cjqQlDk4ILj+dZQdi1ZrXiyyXn50Uv+9MdfJm6SyYjRYcqKWimebrac9g23u3tAsVkvsM7i7D29GDn3PU7BgEcXGTo3HM5HVosZIkr61lIUCaEiREjcJ2wC8uWJiW6MIc9L8skG9HA2UEqjhADxkEOXvH1EwWiHx1NBjOmhzvTrcawxyRL8tJgYhoFxGKaIcYsSIqUReccwplPPQ7pKOj0IhJIM0/y18wP+uy4lkDLpVVJn8oFeifTmgyJbSkVC8z7A5VK/JJWaVpKpgDwQBKIIE/o3/fLePzqxHwuhePy0CVyXWlQXkuBSmckGI8RUAKcuLib8SZ7nTP+b6eOkgElW8GgAjgIhI94OOG9RQRKOLWVpeLZd0R4yfLMD12G04vb2lvXFmvl8TggeHz15WTKOllxIjrv7FC2kFNF7rAscd6c0dKyr5CgfHXk5A+GxvSXPNX6wXK4W7O/eIpWg8We6dqDIKzCa7bNnSK2RShCc483tLbfHwLMnVywXFcfbd0QR2e+ObLYbTDknRMn3vv8XCEDX3mKKnKJeUhaK6+t3GB1YzOZEIutFGm7P5jPKvGBWJv7TW/uazjp0kaEwdN1AkIp6PgPg2bPn1Ks5mVGMfcvVasabV1/Snlpu3r1FAIPvEAKa8xEfFZ505Iha42KyFQ0uQhjTynwY+cVPv6asco4uUNWaTKdgijIX04NN0u0GRue5ue6I0TP2Eakj82rB+Xjk3EdiseDZiyX783u2ec5pd8/f+uf/Am/f7Qhiwc1h4NR5ousp6hK90EQ156vXbxl7xeV6w7qu2J87BpuwzXMkuVYURYawyY40RigKQ2kku3PHoRkYQ8SFlI6tpCSTgqquWS1X5Fk+3a/q8SEaSem86ZQhkdIgRIq8t258fG2FkDp+5/2U1OIT2tonAWeeZxipCHmBnWiuMImahfh2ax4iD2BIP6Ww6AgCxej8n1sh/l/AJZAiSzOhGFMtiRCZAvpUekc6bvFoZE61RRKlIE4dircOFQVKyNRNTOmlSiWR0TAMU+FQjyD2GOGR6TDJD/TU+RijIYKaiJzWe7wPxMmXF0mrXU9EZxlKpA1EDB6iwAcI0xAyr2Y8WdRkWERbo6Xl+t09jCdWmSfLFVVegYi4sQedM44erRTDOamL02BSYl1KBQ4Rzm2HyXPwitubBlNqzl2g0oD0bLcb+vGMkIJdc+TiyRYVHIfbG4q6wnY3+BbGrCCrZmhTstk+YXbxhHHwtOeO/TdveLKZsSkr8llFN1qMhKFvud/vkTHQ7e9oj5qrpy/403/8j8mLjMLM6M4teZUA+0pr7u/3eB+o65K+68nzBdZmKVkkr9lsFVF6ZssFFxcXGKXZrLa40bJ7e8vQN4y9pSgLqnmRxH9KIVSkWpQQFbP5mq++foWQmjwrUEJhlEC2HV3Xo0rDJ8+uOB3vGQdL13lab1mtK1SWc2yOCKGJOiPLBPWi4v3bG+72CYtz9azgdGoZbESpjrJaUS4/wVnH0+ef8/VXXzFfbPjse3+Bf/ynP+FP/uQXLOYVmrSd/OjpluPpxN3dnmt/S9Dp/g/Opo1aZrD9mffvzry4uuLUnLHOkeuEtYlIuqEHErFSmuRBreqSzXbDYrmYXlcKZz3ejoTgYfp3Ijz82WTTUgotsiSX8d9y+E34NqUo+IALjsE5vLVYUjqL1orMGHyIaG1IKb+aGDx+TFttpEAQQIA2Cp1lZM6zu/3tsJLvRHGKk3ZF+qR0fTxWidTtOPvAVJJTByMeV/JZlk0cZAcRyjLNNyKpNUdACA4ztZVBKpg2aZnOkrRfpuNfdOHxhyKVJPjUeT3QN511yVk+4R601qm4aYmYYnR0nk0kSI8PDoMgQ1PkJSoXxH5gf/+OdRnQhUDKkcXcILo+5bn5wNWTLV13phmP5GXFGAQqRJwdcKOF4MmyDGs93WDJ6xqpDShN13T0jSPLSnRhaFpLM7Y4P3KxWPP+5sDpcEhyjbzEmJKsqBPN0HuOp4TNHduegKLtWk6nnu7csVjMidGRxQjW0u4b2uFMVWT0Y+pIFvMZr998zWy5opotyIuS25t3+KGlOBq8lngUBMn+vkUXOeVsRbXSBAGb7QVaRy6fXqUjenScbu94+8ufYEfL6dDgvMUHSbM/Y6RhsI79KYUqXF5ecj6fOB4PzOYzzu2AkgYpPZlR6FmJxNN2PfvjPdvNEoJAycDXX73m2AqKXJOXSwY/oAgc9i3aHFlfzrFOUJaG93cnti9f8lRp3t7c89OfvKcZHT/4wcccbl9jNOxud5TFO2bZjB9+/hk3d7csLq5wbkSojK454WI6As2M4flmzuvrHomktwk+qEnHJyUFIkuviyyfc2jOeFQ6xk+RZnmRs9lu2F5u0SZjDKl70Vqicj3NQVM2ZAiJnBGFx9oE9UsYk8QjCxFc9AglCCISvU8zXCXJkwwUEDgX6LoWZx1aZdPRT1FkeTo55OHxeyolKcsyhScUBUTJ+29e/9a68N0oToAXTKmk8RHqls66aaUpp85ISTVJBz7Y3BHxkz4qIFBaomQSmkmVhtaRgNAKM8VMhYcZkCCxmKUiCFDGYESOjAJVPGz3fErLYMA5R29HCpW6pmEYUmCB0YjJy5QCGAImK9M53qcZgrSWizqHTKCxjEPEtx3tuGdVClbzOXmW03YDUmqkGrG+o+8ds6LEepsaPOSUJFvh44C1nmFMNpxqVtGcBrTRoBKR8/7umGiaIieYJbMnH6OcRfoO4SzOjhzbFlMZLi5X9H1P13mKas7TqyUIR4iSP/yjP+LZkytyLdnvr/Fe8PzZE169ec3m5UeE04n319c8efqM07Fntb3gy59/xWqx4nj7hkF5hmakmNWMrmez3RCl5JPvfQEyPTyKMseOPWVd0jUNXdfSdWfGvqOb3Oxt3yOkRpqSw/6Ic5EQM+73Lec2pdRaO1LXMy42M169fUde1Qjr0NIQnWa1uOBuv2d3arlcrzjs73jx8VNubk6YzDCMI6OXNOeWJ88uOR47ZvkGpQeef/KcN2/uQEmUBq00n356RTbL2e0O7NuAk4bLzz/nF+/vefnyIzRw89Ofcns4s5oXrLcXfPryOf/gj79EliXn0dE7j0eiQgRC6rS8RYv0oMwzzbEZOCnPrhmwCITUEx43Y7Ncs5jNE9ZYGTIUEJC5QiIYupHTsaHpepSGuq4o5yu8j5wOJ86nhsB0RFSaPDOoTKJ1YpdZb5OEwAqa0zkFhpiC5XKZ5rZTtmRe5ORFgcmzhN+xiXeebE1hcmak2VQM3/FjnZBigrGlojG65M8SOr0dVYCYRGZ+dChjUFP4pTEGaTQqpK6nH3rGiU2slUF5jYgCISGEdOSSSFKYAkSZuM2CxP4ONkHfi6KctoSCLMuTxqPKiSKS9d0Eg4dgA0olEWlKg4nJ48SAiBKtc6SGus6TBscPBCVYbrbkvqOYC3zrEW6gbVsiCXA/2oF5mRFsZLPcMrQntDJAIJ/g8OM4InUyi47O0/cNlxeXDJ1nv9uzWdcQAutlDVLRnBrmWclsXmNPB+aLJbfX7wkSyvWKrJzRdQN5PaMsS4wusS4krGuWp6Out7x+847lcs7LFxvudgc+evER5/2ZWNYsF5ZMGy4uZ7y/fs/pcM/lxZpqtqYLgv2xZdjt+d7vfZ9jP/LF979gvd1wOO4J44BrLXZwiBhoTkdu3rylOZw4ty1t11EVNd47CBKTaRCRYQyUdUnbNwQU/ThAkHTtSFGULBdLghD0Q0+R5RRVha5zyBT9uefNuzuqoiIKxWxec7c7slhtGbszWVVw7hu0MThvWdQVx+t7nq+XnLo9MRrGcWC3v0V2ks8+/4Suh6hyyrzk46dPuX37huACInrqoma9mHPc7WiHjm7siSZDxMj94ZiQvM5hjUK2kOEZtSdTTAEIkmPXc39uGYOgrjRZpimKHGMMfZcIAPPlEoWc7kUYO8vpdKJpGmIUeJ+Ioe2ENLbWEqWnLHKU1jjnGd1AsElSMFvMUwx9WaHQbNZP01FwekhrYxicQ+tpkYUg+vT+INwkZE4jKOdd0v5JlbbYv+X6ThSnGL6N85akrijYFFTpY3zcllVFiUCkH5JIL2LhHITU9mqTMatKsrzEWZ9k+kqnFBeRBnxMwZYPxzfrPCBww4iaJuP92NP1Hd45sixnsVikVN9xBAKRJDADEi85RsamT5aUaThvdDZ1P4bB9bTBk8VIaRTVrML2LX1zTxA9wh2oyiyJ/LoBJcH1HcWixLlEJWy7jllRp6yzOK10ZWCzWtKOA1kIFKVkf7hlua7IGsl8Mefm7o5yuonMfI7tWqpMop4s+frLn3J5eYkSkvu7Pb1vyYqCqihZr7dcv7+lLOp0sxaa7cWaru3SANoNaCOY6Ujf7pEysprlvLpu09LBBcoiY3VxSeccX715l/DB6yUzGXn7/g3f++JzlBI0zRHw5FVG9A7fWV59+Rp7bjmcTkQRmS/mPLm6ousGpFa0zRkhI/XMsFxWDNYj5JIYoe/HVIBkpG129G2DKRc0vWW2LAnRExrHp89e8LNf/IJYFMwWFc615JVBnDS9SxtZHxWb1ZL9/sDu1KKM5nTo2Y6OiENlgu/93uc0nSevSuaLLYQWj6DODH3TMrYtx3NDVpTcn47pfhgDNwfLYAOLh4UPAofGxQg20GHJ6hypNd04EoSksZGbwxEnFUWeg4D5esH2Yk2el4gITdei85zVYk6MkebccjwcsKNDm2J6iKZNX2Yy8jwnSsliuaKoKpqmYZySghGKPM/IMo3JEhTRW49Rhq7vP0BbQyWmzXeQ7O6PaYjeNilMNqbTRD8JeTfbDVJI/r757SXoO1GcBEk1LQkMdkDESJ4ZpDRk2iQw20RsGe2IyQ3KKMqiQmlNbtQk2Ey6DdsPSUw25ZFZ70m7FwFSEGU60YUYGLoBFUFM4s2HVjTGiMkzbAzc7u/TjGY6UlrrsGPy2D0MynnoZER6omcmQ5mI0GCkwMSUQ9cNI6fbA5czw6bekMczzf6EiJI8U4hMUZc1X/70lnMxok2OMBBCWsPO8nnargiHFwGHp8xLmuYEITL6wIvNJd14jc4NH738CDtanAvcvX7NdrOm7zqcH1ltLxjbETuORDtSFhmoyNhb9vsTF5sUKFAWJUVZ8vVXX6NMhlQZuxvHV68PDMd7tss5szLHT1HyWhnO5zOr1RN+9vU1Fjj5CukWNJ3C+pHNbMuuy/G7gRezLdv1Jc3+jrHpubu5prMDojRs51cYJTkcjxyaFpXVjMLj8Lgu2U9C6JIvrJAoZcirnJubWz7/+DneCzbriuvbM3WZY23PbFFSVYbOncAIlNSMQwLzj0OkXiyxQ2C7XRKRDL1HZAUvn23omz1/8AefUCxm/Mkf/ojNouK87+g9LFZbRL1AW8l5d83x9RHrxQShcER6tOiT9EUGtAKpJMd+wIWAjxLnBrSC+axiWxbIMGBEwCLZNSOHc4fzHm0kWntW2wUvP3nGar5iGAdAoowmeIFH4XwAVbK+WFAWFVIbAhEhFUVRoZSk7xNrLElnLKaao0ghBFoaijzFniunCdEjpcEhqRcrYvAYoybfniJGmSK+lEYKwbOPr5jo1kQfCMEzjiNDN3K/26Uxzm+5vhPFKXnVRqQwlEXJJOSGKHDe4X2kG7tERSxKyrxMP4AYaZqWc3A4O+J8EnFmOiFjnXNp0B3TIC8pDMSkeE15dt4leJwSiQseXEqrKKoSqQ1CQq6L9ATq21S8Mk1dVPRNS3c6EZxntVrTdR1RKRzJCKsGgeolZZEhTcEYRiwwCo3zgizL2L97zdX6iotFyfXtGwZ7Bi0x9QyrFO3QsqpWLFYbhm5IQYw4pBFcPntJ27coCbOFxjtBUWV0zZnlfEHbjWSZpyorwjiyudiwPx4pTguiswzDwHKxoFxUXCxqurbjfNhzebXgeDpSGZNsLOczWZaxWM7wwXE+99Szgtu7PSavkIsVg3PsX/2Sp08vCb5nDJ4//skv+NMvb1DFmqHZ8+7NPU+ebmiPB45VRm4yZAzcq2t2r74hdGf6vmFWlRRSo41EapAikpclg7ecmp6sXlNvX3D7/h3DrcV1LVWRwg7GcaTpPVIUdJ3jYrsC71nOHf39EddHios1Ty4upkK14s2bOzKTszvcMlvW9IMlxBak5vrdG5bLDZke+cXPfsbV1VNe/fI92jR8/MX32K6X1IuKu92JwQnWZcn+/S2Xyw3/2R/9iDFEVG7o+xN1kWGkwIbAOLQsqwUJYBkYvWV0gcIY5qVmUWb0Y0tmDE3vuTs1jEFhypqnmyWXV1eYouTJ1TNm8+Vj1JmUMp0cXEBPs7PcZDgfUioNAuc9zllG5/CDpywr9CRHyIJDGUFZ5gQfH+Ojrp5cJNGllgihOLctfW+xDnbHdH8oaamKks1mybPsgrquCTh8cHgXyHONRDFay/F8pOuLXzHw//r1nShOUkmKWZUG2jHSjQPRB/zop2G4IitzjDZEIvv9ntHZJAXIUkEJMWKyAu8tQqo0wxIChMAYRZjoBEPbIUJM4s7IFFkjUFnSDSES6zsQQUZms5r+3CGFoC4qBjtQ1XVifs9qhvMZZTRN2yQVhEotupYSbQxZmaEKhawyXDemOZiBbjjT9IZ6XXN/vMOIBeemZ7Xe4MbEepqXC0bZMjapfTaFoagrjuczTzaXqMKgQsbx/g6Jo54tOJ0O1NuSm/tbXnz2A4bmSONa6qpKw2Ah0LogL0rqpUzHYQn9JITURuOcZVlXDGPDs+cvOZwaEBKtFHfvrxEi4MeRi8s5s4un/Kf/6I9pO0EmFf/pj/4UGRTX7+9p+4F6PefJSpARCX5EdPc83dY8f/6UqvLUmSMOR+oyZzSC0Efaw46uHymqnKHt2R+OoA1jlMisAuHYXl1ycfGS/+T/8X8jK2GxLBm7E1IqZkWJUgalBG3TUM9KZnXO0BfYqDne3TIvC7LcoIymms1xXlItLmianjFkRKU5tYLNxQuGocdHydOrjzif91xsN+ztwMdlEkgempbNk+f88sc/RWYzDqcTr+/2vL87cGg75vMZIkaqKiPTmkM74kbPfFMy9D0iKmIAk2mU0ZTLFbPlIhWIIMmrOZ9VJVleYTLDfFZTlnNMlhOjQGtDez6RZYauS0nIwWuiVAQrOPdDcjTI9G/y/OoKHx4M9ckQL3U6AWipk+RDJleFXU3hCeNI1/fY3lLVWRoHSDFtrdNxTyiB8Dx66LRKMMCx8wyDpWsjTbPHexisJ6oZv6Nx+m4UJyHT6r9vO/yYDIFd1yczr4SiUBACzfmEf/jLxEjf91QxOdeV1ozOUlYZWsFoHVFFskyT5QaighjIizm313dokoFRazNhTBP4zAWPdwOr1Yq6LpLuRItJNJYk/l3bUpV5grFNKnAtJcZo+m6Avk+FVEn8KVLWFUZuCT2IECh1TX8+YS63GJlT5zlDc0g86jxDCsPN9S274x6TpTX95XyGEoHgRpZVxrJSvHn/DcV8jikLyrzk/m7PYnWB1oqPP/mY6FqMipTlnOP+wMXFFVJ27O7vmdU5s8UMYmC5XnM8HNgsn3C83qPKBUYKzne37A4HIorB9jTNmfmspDneo4WnMJJvfvSPeFZq3rQdf/iP7/nn/ur3ibbnk5lABkd76BCHPctCM46O9bKkLDVPLuaIYMl9z+n6hlZLgogIJahKxakbOZ88x8M5/Sx1JCiDUo44NNxdf8Pbt++JbsTakfYUcePAZrUg+JHRHjjuO9abJ/StYxgCVb1AlhW3+4Z9M7CtajabDRbD/aEhhgyV54Smw/uexcLw7t01Td+Rl0vMzNB7xfXtnnI2Y1ZfsD8eOYyOeLK0neX9/R3vbu559/otAxn3nSfokYtlQdf3nHvLvrNYYXi7OxFUxtMXL3n28iNm9Zz5Yst8uaLrOoxUPLm8JNOGvMgQZsIGRYUdp6IxDFg7cPXsGX3fghQMvSUrDEjBql6wWMwxWpLnKWwjMzld08OUBjQMI5LEwbrvTwzDwNA/GH1lKj4CNps1y9UCpgi2YRiJHoZupB8GBuvwPjAMIyFEXHATLTaQ5znKOGReYKRgoSRGCvLszzFzEr898fd/C/wd4DB96H87xviHIrlm/13g3wDa6f3/8Hd9D+88+9vbpLsIgsCkriaghUqbhCmvzrnAgx83xsj5dGIcejbb7SOa5Ng2aJ2SSpumYRzTDzfLFMl0HQjBooTGEhlDIPMOExRKSLabLaYoaLozdkjDca0MWZZR5IbVPJEc6+dPESIldwz9iHOe+WpBkeUpMsp7hn6gOxxpipwyN1gZeH/coYeBH/3kS/65H3yKiiliWqiC+12D7Ttyowg2Ui5KZos5zo2YXDOOHcu64ubulicXVxyHjssnK65v91xcLSnKmsOxJR8TqC0rDNdv7/n080958+oNSis22xXz+Zz96cB6saRtPVpXuN6zfrJhvzuQrTYsL57SNT1CS1ReUs8C3fmAqXJUiNzf76kX6el/dVGwMC2FbXj+bMubN2eWq2e85x2lceTKoVnRx8izl8/Bjfix5749UVUVJk+zovPxhI2aMUi6ZuTm2OODYPQDKteYfGC+gHc/u+Wwb+jblsxoTqeeWalRZ0vft8yrnDqXlEZzc7vDZJqhPSJGz2azYfQCXdaEAOe+wQvI8wqtBIf9HXUFrj+xqApGF7Bdy00/Ui8WBOWIeU3nE7WgOx4xMuObV2/I9x0/+tM39NGT5T15nkSPQgt669g+e8H1l++57wZkXfF3/rV/g2q5YrFapWCIaenzyYvnQCArC+7ubjFSYoRJSJOYAlmRiuVyQ9d1CKGpy4L1wtC2LW4cccERgeN9m5Y2dqQbRmIUicIKICNKCYxKXVA5q9G5pqgyLjdbRAiJNHA8st8d6AdL2/aMYwqSVSrNtbTRtMNA3zlAUhQ5RI2WkAuBHQZcP1LM05xLoZJy/7e7V/5cib8A/8MY43/wax//XwW+P/36m6QU4L/5u75BgnCNSKOToHGyzyqpUntpHaPzyAe3iU3iS+ssenL8JyRuUn9nJmMYBvIpJnzoexaLOULCYX8AF1FGIrXEi+Szao8nNJLMaIrsilO7xwfPrK642G7IM4NWOYKIVoGhV5xODd6P2HEgKzIW9YK27bnd7xn7xMfJpEDEgB9G3PQXWM+XvHn3DcvNnOO5pWfECIOSkbosQcJxt+flR2varuP2/YmL9RP2x562PVHN12RFxuv3N7TtGb9aorzndBqISPrujGaWRIw+UpWGsevYPrkkzwvmywVKplncenWJDYnA4EKgsR1e5LSdJ5+VDMKSTe72IDSd9eBShpwQCjcIMimJQZNnFUYrDqcDVV1z2N3Rdg0ff/wJGs/YOkLbcrFac7h/R7Q9o7MURUbbWmxI1ofTvqE7n+mt5Ny09KNGrRbs7hvaQ4sJHS70XG5LZkVBtTBkWSRTJh2bY6BcLjDCp2VAsBghKGuNwzOcT1y8+JRT07M/d9T1CmePID1WeuplTuiPDH3L9vIZP/7FK3RecnEx5+Jqgw0jFxcveXv9jubYAJ4//M9/wmGUfPUnP8UHwxAi23JOd9zzydUXeBv45vrIn7x+zWnUPP3kB3zxwx/w8qNPcS4wm9UQBUppxsHivEfpktNhYFlf0PU9TntG12EyA1oSo+fU7IC00LGjRcxmjK5hGHoGOxKFQErD/nBCaYUyKWZcS4lEMJtVtM0xGby1xg6O8yk1A7YbgIjJMtabS85N2mAvZ3OEiDjvkvZQpPzFqt7gPbRNm3SKE82jyIvEFI8BL3jEGp3ODZNj+Z+tOE3JKb8p8fe3Xf8m8O9Nn/efCCFWQohnMca3v/UzBMk3F4E4RT5NRWu0DkTyskkhE2VASqwdJymAJSrxWMy6viPLM1arJdZOfHAiXd8hpaQbBqTRFFWFGy2FSbOskYYQPOv1hiLXRFWQlzn5JEDLjcFZy/3dgf3+hPOexXJBVRYoFR8DN7WQjE1HjIl24HzEmJzDueXmNmWKZXJAyEBWaO6PO55fXrAsZ5yPNykcoMwhBr7++VeUs4LtxZoYLGWuqaotUUn6vkFKwWKxQkpFsz+zubiEwVNrxXZRcTod6BtL8CUQ8MNAtZwjnENnM2T0yKxM4kSV0LzZqCmzkvlmw3F/YL3cIpVMg/csJyCxUdJYz2o1J/oROwYaa7net3wmJOvVmrLIuf7lKwxw+/aa+WyGUobts+dEIQk2IKOkbTp8EKy2F0QU3TDgAph5zflu4NCU/PG7e8LrgW0leHFVU2WQmSWZEsyKjCLPuFiv2N/fpQeT7Ti1Z+ZFhlSC9WaBlAqTl7x5d8tiNud8f4+Zr9i+eM7N7V0SDWqBHCwirBBZhjMNeZYxW5Y4qXn+8inLssIUF2Rlwav7d9zurjm1nq/e7DB5zpNVjdFJMyXzgm+uLT+6G5jPlzz/i/8Cn//gDyjKJYvlnGEcaJsBgObQ4kJa8EQEQilsmITIMglYHl7gs6qi77pHyqpWGUjItGK4PaX7vbUpC897kAPriw1VkaccwyLHO0ueFQyjY7t8wqlvkVqyKDVlbWnOLee25dy0WOtJJE0xkTSTtivGkCKfCCBB7yXG5CQ09ch8llHkOfPKUGQ1UifTd5rpBoiS/0tZ/LMXJwDxa4m/Mca/J4T47wH/cyHE/xT4vwP/4xjjwAeJv9P1kAb89te+5mOopjGGYbAgAlKkwaCZJPnZakYEzs2ZoR8JUaCDSqLMaesWrcV7P+k1EgdqGHq6YUy+tKGlHEYUU/CfVsnB7XxSxjZHjIHPP/mU9WqBw2GkTAZJAX0/8O7NNbvbPW03sNxsmK1WRBmwIqCKAhcETdNzvNsTHGhtUqaac+A90UqwgXPfYETP0yfPef/+FS+vnvDLb94Tn6yxfWRezzk2J1CGphtQRcYwGLQI6Cw9rZpmwChHDJLVkye4rmW91Yx+wDuHc5F8bGhdEiE2x4b7e09RzTifHCpT1NIjiox319fkOmWiaaXxfY9HEGwyalZlwfl04tQcybSmKEvWmzWnc8PxtMP7gf2h527vEVnO3bHl4skFh2OH85G8KpjVNVIp+jiSi5Rua+qCw35H5wMXmw1RgBstVWY42R579vxnP73m7d7z/HLBR1vNdqWY13OELon9iBKesi5ozkecPSOVo+s7LtezRLF0jqoqGPqOKCX7c8OT51cwwFe//CX5/MD72/d88sXv0Y6eoqqJsmdeaY7HOy4vrogENosdosy4ev4UN/TM1yt8MBxOJ7rOM46arFxwdzqhTbq/nMn56Pmn/Jf/+r9MVtVYC0objmfH8XTgxz/+Jd/73veQuqCsIsYo8iInM5JxGFBThP1PfvJTPv/8C6qyIGqFnRKmH3Bx3nuIEu8Su75pW0brKTJDZGS5WXI4Nkkr1XbMqoJz3yMjzGYZox04nW/R2uAG6Jt04iirirLKudguE2pFJrBgO3SMNmBHkyQYo2McPXmmMRqOhzO9dQhpuLm3GA3fvD5S5mlj6GOKUC+MoetPiW765ylO8dcSf4UQfxH4nwDvgIwUjvk/Av6dP8vXm77mY6hmUZTROUdZZVxcrKiqKnnWiKmFFZLlOMN5T9t2HHcHgvXgQATB0Hfc3d1R1TWoh3CTMc2pIuTG4EeLjQGTGYoirdubpsEoxbOrLVeXW4qqpGkahBTkZYbtPff7A7c3dzRtj7OB5XpJPa9TZxcCXdcTokx0xffXyEBi86iQMuaMIgRw0RE0KXa887y7PVObml3nGNoRc2gpspyn25dEdcu+fc9ss2B9ccndzY4n24qiLNjt9tixQ9Y5Qgrev35LWeUEZxF4jDSYXHP97o7V5gkIw2effcRokw5MmQxrLWM/MtqRGD03d7cYoxi6IQHxM8P9/UBeV1y/f01ZV4TocCFwPp/5+Zc/ZzafczoHEDk39x03N0dePrugynPu7+8JzqKk4vMf/oD723u8EnQdLDHUsyV35wPapLj299f3bC+WVFlOdAPBwx//yTXjaPnX/sVPqKXgk48/4fXbtywWc2SWocOAGHu0Mcwrw/6wZ71aM07x5l03YFHcH3tMrniy2ZCXMw5Ny+3tHatFTTRQzEv2t7fMLj9m3w705w4VYrJNEbnYbHlyeUvMND56rp6/4JtfvqPteop8jl8Yrq9bDt5gNh/xB7//B1y8eMbV0+fM6jlKCLzzXN/c0/QDm+UWY3JevnyOc37i4k8aPBsYrWe5WNJ0LWSKH/7e79E1Pff3J9rmzPu3b/j93/898jJntI7FbEGeJTpF8IHRFggBp/MZJTKEMaxWK8qyYuw94+joh47mdOL63S3jYDF5TjskQqzJND5awpAwLN5J7DT8diGmraKCstCUM83FxQyTJW2fLhK2hghdNzKOnr4bsH4kKw11vWC326O0wdpASZU0gn+e4vRBQdmLlPj7X4kx/i+mdw9CiP8N8D+Y3n5I/H24PkwD/o2XkPD02QXz5YK8TNW8G3sQcOxbQNJ1SWhXVRXzzYrD7kAkMLYWpKA5n+j7lqzIeQgbCD5QzaqUZzaJJUdraW+uKfOcj55fsV2vcdbRjz3t2CfhpXMcbxv6duTudo8dHFoqBj8gpWDoB3wYMSYpbf3okXXgYrUkLwqUVggtGEeL0hLnLAiFJhJHT7cXuCYSx4Zx8DS945vr5OwPaJ6sF8h8xv50RIgEDdudW059gwgaRCDzAhFyrp4+ob1/j4qGfgjks2Tgvdg+YXAjV0+vUFnB8skCN45JPawkY3/idNjjg0MrQddbhAgEX3B/2yGkZuW32L5nHDryMufucEBKg4+SH//sNUImsaVzjmcfb6nKOafjkeXyGavNhuADbVDc28jHly949Yuv2f3sFZebFdFklIsNP/7Td/zBHzzncrskhIHddc/PvnzPLka++PwJl7lgsZoR1MCnH1/g+pGgkq/QDRIRQHmVzN7TSMDFgMw1yirKWU7TnfAIDvsz9/s9pshZL5echxalBKooOJ7OlLMZTdhzOO6oC8P9+z1yiLx8/pKTjRTFltv7ht3+wO7Y8fb+gFmuWXz0lH/pr/1N1tsr2m5I1icvePX1OzbrdYIFmgotDJlOLoJhHMhNngI4jGK2nIP39F3Lu9tr8ipHWoGMGVJUvL9+DVFRL17y8693jN6D0Pi4p+0aZrOMZKd0lEXGcr6gKAz9uU/aQSeZl5JYAGKNurrk7bsbXr295XQeGMYR61rWq4of/uBzYgAhA/3YAgYpDNalI/zt3YHzuWV/vZtCLgaMUSwXJRebNbNZweXFjBgt3keabuDcDRRFzueffox3PUqRgH+F+a114Z858fdhjjRt5/4t4I+nT/kPgf++EOLfJw3CD79z3gRkxrDYzokiMATL3fFA13SUeYXW2RQLVCIEjNYzOMt8vcQPgb3b412aRxGhOw8EoMhzggv0vSMTiuBGvB1xdmS5rPnokxdkmaazHfvdnqqeUS8XvHt/jbWevh3Z3+25WG+pS8PNzR1Catp2oJotEDEgpWF0HQ5B7wLaGJphJIsZJggUAhMVWZY8cWPfJn/VokbPc4xwLOc1Js+x1hK8Y7vdUlYV6tmnhOBQeIpCUegCP44oVSCFpj/vyUrDbZkxuAW9jYxioC4qIgKjCyyB86FECEn/TYPSBlOs8d5ipMCrFTITjEOHkDEJT5UAY6kKw85b8u1lQnt0lvnmC46HA74uWDzfcnNzR7Zas8oVSvbcvD3w4vkLfvyTL/kbf/UP6LuGy2dX/MWLL3j16oZOzXnXjGQ/u+X3P10xtmde3534yybD2wGi4M1Nw2hmzBctq+0CXUqePX9Baz33N3cURrNazOn6LrGsxpEiy7m82GCynJvbO9q+o6zniOgRSnP15Bk3tzcMEYp6lmwfKjKf1wSlWVys8GbF7f2OMjcUi4rd/Q2n/sjf+9E/5PNPv4+Wms4Hdp3l67dHlh9/zt/+2/81NhfPOZ07ggscdy1S5xzbEaUFzz99mbhkHdR1SZHnuNEhtQYhcM5idI7OFaMdqcsFps2Zk+aV1jmkAiEi358/I8ak5xMyreGtC0QMJs8Yh5YsL+hby/nUcWp6bo891axit9/j7h1lPmO321NWFSE4JFDNKy6qHJNHlE7BE+25x1pP8JIYM7q2BTrapk/ma+fRWVoOFXlJkZeUZcHpdOR4HLm+OaC1RMrIbFEiM8NifUm0PYhkCbMjnPuBGH8jPvzPVpz47Ym//9FUuATwh8B/d/r4/ytJRvAzkpTgv/NP+wYhRMZ+TDFI1jHL5wQnmC0XSR7vYL2ccXd/x9Pnz9gd7pnN5uzuD+SVpj2lLksIhRABozTaKFSVI2Ty0nV9TxgdZZ6xWV3QNyPjYLHOURQzvPN8/fOvsTaAF3SnjheXV3z2xWfcH/eMriU3VTrr+57nl5vUzuolq9WaWV2jjcIYRVkVKJV2jm503N3fYYwhMxnzOh1ZA5GiLBl7y/F4mqKWDHYYGbqBvh04HU7keYELjqO3VIsLlDYIk3Px6Rd4b2nOI21YIxCE2nFnx2QCVZrcGE52pOvOkJVkxjCvFwQPTMI5tEKGpKQ/DAPbzZrzqWE/jDjnKHSBK7d0ouUQMoqrj/Cjp9Dw6Q8idV6RGcX5fM+zv1bQNA2fvfh9TkrQypbdMR0lfbHgxfeXPP09iZYj+9Ajup/wl7//MbV2jH2kXD7n3f4Vb+7P/M2/8gLFCGaOyCvG/szVs5fsbm5wLrLbndguF2BPiCCTuBbNerXm1HbpoTZ0PH3+jNPtDUNvKao6KamVop7V9KOlKOZJfnI+8PTFM67fvEXkGWMQdE7z9uY1f/LTtyy3Vzz7fEu+XvI3/uK/yHx9STdYDucOrQ3WDsxWC6pZjYuerh3TgkRLtpcbur7l+v6OzfoJd7sDdVUxdBYhktA4M4bbV2+YzeeP3awQEqFSQm6IiiwrGYYO5yw+OOq6xtnAbnfHOHqkbJFSMNqW1eUs+eyOPbnMyWWBFrBZVEiVcbs7YrRiUdcIG7m5TfyqvIj4mOxBJpMYJSjqVDyXZcGFWaKUIMsUXddR1yUhpOTqC1cw9JaFXHF3v2O1WaFk4rKNY0vfO04nkjnZSGKEcbS/tS58J9JXZrNZ/P4Pf8DF1QVVVXE8Ngx2pJyc1tGNrBYLtNIJXRITdC0vat69u+budkcMgrKakxUFZVEwn5UUVUYMKWd+u12hlOLiYosxae6UFxnO2cSaMRolBW501EVJliWk6XG34/5+l7jIQhJtxFlPnLQdwSetxkOiijYZXT9OyGCZmDxaJ9rCmOYwQqWwQ6lFMlMKyMs8GZlJq1etNYfjgTw3KKkmjIWkH3pQUJUl3ka0MhxPZ96/vUZ6iR0HpISPP/uYrMg4ns6Ex5AFGPuRGCLOB7pumLaiaVsnpMKYLG1y8oy+78myjGHoycqMIssoy5Kma8lyTdd3zOolWueM44jJFMiEJI6BFEXuPaOzIODubkd36vBtw0xKnq2A7pZK9jy93HA4d/z9v/dHfPHRF5xPd2yfrlmsZtR1gXWRvm2Yz0qkgGJeJX1RiFg3khc5PoB1kfe7HfPlNiXlKsPbb97QtC0vXz5DGehPR2brJbYdKRcr7k8d84uPeHN9z2K94ac//xld5zDZHLnYMoqSJ88/ZhhTEAAIsrxAazWt/HVyB+g0IFZZnh6OSrBZL5JQckj+xq4fGZ1D64yuHwg+GYyVimlM4CNZViKkZJgQJXYYqcsKa21yS2Q5TZuQJVVdE0KKlx+6nkxrnBspSsMPvv8ZP/7RTzmfHcTkixMqRa1Ya5FSTVhfjbNDyoqUBhCMbkROuZHeRfp+TEXYeZRQhJBEoEKkOVSIKcPOBoezjkyn+zZGT0zr+Ee0b5bljIMl+oH/w7/373L99pvf2D59J4rTdrOO//q/+ndwMbK5uOB0ajGZoZ5VGGOoypLBWhbzBfOyAiJRwGK1TLMolThKeZFhjKaqK4a+xzmHEjyKxeJEC4g+UhT59OJLEoGuadPmLyS+k7MeN1rsYCGmAAYfAtoIokgJJFIl2FdRVZPoM8HjrUsUzCwzeDtQz9NxKYSUWIuaklw8MBmCR+sIQN93hJASYgTJTCwQGJMjSMXO2zQfsuOQxJmZIS9yUIKyKHHWMlqL0oY4ZYN5F9BKs1jM0UYRCVPIg8c7i7OWPEtFZuhTR2mtZxzsoxBWTSwsgWIYeuq6AkBpyTiMdF1HlufkeYbOzER8CPRDz2qzxYWAjGDdwGxWM19kHI5HcBHhI6PtOB6OZOUCITxPFvNEi9AK79OQushzciVx0SHwiBDS2t3ZBGQTknPfgTToLMeFSN8N+DEdZWX0uHFgsV5zut3jfaTtLcic47nDAp0PLJ8+papmLJYbpA4sViXHY4tSBdGnQNbj6YyQGpMVDMMAJHyOVhpIK3fvLKOzGK2n4Xeg6ZLlSSiJEJG2bZjVc7TQYB1iWrfP12uCmpQ01qZ7GcnoAt3Q0bUDUTzgfyTWWvqup6pLXBjRMmB0DpgUFiKTIlwqzdD3GK2TKDkEQNH3U9yTc8loDgSXENV3ux15WSOkwvsRYxJwLtMKO9okeO46lE4pRLlWqUBlktENGJ18szEG+tHz5t0dSgj+1//Lf4d3r3/53Y2GqusZf/2v/Q3mizkmM9P0P6cbRrwP9E1yctd1iakysilMwFpHXZZJSj/2zPIc7x22aVFItEjJtzFEwhiSp8cPdF3HrU8biDxLfqdxSD8YqQSz+QyVyfTUXtZIJZE6dUZ5ltM2I8Mw4l1I24jRA4oQJVpovBvI84xxHMmyiixLLXZUEaU1wSaOTlZkKGVwD7MDozidOubzBedzQ16WmCxHAEWeBqlN06GkJJDsMoVeEGJEGcPQdfSD42K7maLY41RobVoOzGuUTkU2z/JpXpNeWEIo+tGhdM5iPU85Z6QA06btaZoWrRRj26eieTdy7ls2mxXeOUyegUzr8BAjpizRRIqqmKgQUOmMoiyw40CMYPIKk0l6BlQmiSpnVl7gx0BWGIYiY/Z0hpL6MWACBF5K+q5PBcFB24605z7hdLxFiwJiRGhJXmaU9VOoAjb6tCBBEouc2SUMdqSIaXZV+4CZNrZVWbKcp3h3OwrGHva7FiFH5oua2bwCk5HnBi0EgjnX72+wvQUZOTUNvbXMFkuatiPLslSgpKTrLD5YQkgRTt4pzvdnlBQUWYZ3ju02Y6s0g7OEKCjMjNNxj8lzlDKM3YnZbM58seD1m9eMfU/XjrRdz+hSGOepb8lNRApP13XJ25crhLTJZyc0PniwAZNLRKFxzrFcLHDeEqxHixyVGRarAqNUStUeS0JgmpWO+CLHaM1sXhA8GJNOHcPYM7hICIqh8wztGecCo4+URc3Ypy70t13fieIUicyWC2arlL2OBOsDeWGQQlHMU5voncN7R+fHhAcZhoSfCJJKVUiv0DqjKHKKKqMf02DvtD9jx9RCSyRZUZCJQFUVxCmC3BjJMAxcXF7w4uOPsASkyRjGCZEqIAVvMkHjI8Uso6pnnE5HqrwgOD+RMT2261mulmR5YpRHGcmLDCUEjbMU85o8K/AhYLuOGB1SSjabBcZklHWGdSOEDKMyxBTQYLRGaUXbJsd64udAGAMqGsbG8svDO4zWDP2A9Zbf+0u/l1AxzmF9QKmM4FIcUz94xsGnbaLROBdwQtF3qeBro5FGkpUVRmkiGu8DVy9f4Ce9TX84YMd0TGiaATsG7m/PqUOLEa2Syr8ua3Sec27alASiDcMwUNY5UYQEDZSBqspZrVbM5zMiSccjZAQp8aPj3Jy5WK+JgRSV7j3ep397Hzy72x1d6+j7JERsmj1lWTDYVNiXywVEj8qS4FQqDULSNg1IQZnXDEPgbjcSg01UzVnF5jInn1jfAse8KumGnqYbJ1xtcgUEN6KNocgk0Xm0BKbjzeF8Yl7XVHVJ27UsFjV1kU+yaUFZ1uR5xunccbNrWK2X2KFnf27phkClBMEGsnxGjNC2PXlW0jWBGBPpAQ9uCGSqRGBwPiCFxlmBMUkScX97T2YSRDH4gNA5bT/ivGNWC8auRytDEJ7RN0gVyLTkYr1iGE6URZ7CIhRkZZmOt0alwBYh8S5gsgrZWppzl7pwm0IWqkryw++/JMsMfzf/jvOcpJAIJxkPlvGYIPhSSkLwaJ0EZVoaVF7iwzgxvgVSrTBGI3VESjBZlhI3YkqBKIShynOEcxxDMiU+EDBFJOVx1RVRwPncEiOcjy137++p53O86dG5TDya4KcztGS1WqCVomkmv9F55HR7Rqs0GyIopBQcbvdAOscLoQmxR0jFfFmxXM8QKlBVirrO8C5wPJzpmoH2vE+RPQhyZSCkIWhKX7XkeYH3kcE4rE3+KSFTGESIPnHYg6A0GZvVEtePZFWOLDLaQ4MPCTKmdZJtFHWGMioFIU6WHTHlmg2THqppzgyjRwiV1Pfecv3+LZ9++hmXV1ccDvvkc+xHsjwdMbRRxCBwPqKLkiglY3SU85qqzClyjSk2SCWZLWYEAkpriBE7OrqhQ+mch/wcfKDtBkxW42Lim9dVQTbd4GVVJYPqcs1XX/0yxSKFyHK1ZrFaJbyvUqg8RwoYug4vFVKGlC0tJcfjkaoqgYhWnqoucC5B/6M3XN8eybM8hQxMA12JRGlJXc9xhcVkAqM0Qz9SFmmhoZXGx8DTiyV5kaeADb1CawEh6Y+iVyitGP1IVmmKeYkQnqo2DCMU9eIRL1TWespdhHKzYLUqpmG/JEQHRDJtICRbEpOQMm0IDR+93DLa8dEbR4xIlTRNmcmIzhGjRyjJ/tTgvGQcPSEGqmpGlkms66jKWToOBugbR1HkjN7TtT1dPzJYh5CSq6drskyhlGdeJfNvjA6jv+MkTJMbnn9xRV7mQEpSiemom2Y0IqCVSHYU6qRyfEhDGQfGwRNcJPgGPzqac4sdHNaGx44jDeZSEVNaoIRAREl0KTiwKuc47VBSczh27PcNymQTHD9hV7TxaC3QOiK1RCrBxWrDdinp+uTMHscRO1q00siiIgJFlVPNCkwmmc1KpNGpRXZpduF9BplnvV7Sdh3vXl/jrCfTGik01k7pFTIgdIK5CSRd2z0K56RKMzetk6hNTpFYagr/NFlGlhmKop4G8xKtJSGm+CBlkureW5/QqQH2xzMxCmbzNYikaQreUpYZc11S5hlaGvp2xFtFpuYUlcRHBzIFTKSHhqEsc4RIw98iz/EhpBf8lP3HZIsQ0tCdG7yHPC+mUNSH+yD9HZly0/JVsiD1TY/3gq4bcNZzOp6w1iOUwQfPMLhEuVDJNBttpOm7KUo73UsuePI8o8grIhIlBCEq2saTK0V0KexiUdeUsxKTpbmdMQo1BWRIJRNqJ0pklI+YnocZUtf3dGOHycB7hwgZp33yQ5osQxpoxz7RJ7OC4COjHciUIoye3g7JjkJkf9MRfZxCZQ2DCxxOCRmTmQwpBFWRIsBH55ACFqtZejaLhKJ2LrHBIkzDfZvwK9ahlE4de4RZYZAq+eeOxwNlUeB9QKu0vZZJP8rpYHn1zXsWy5rtxYrVtkRogdEKM9nI2i7QDZZdOyKkSIXxt1zfieIkpaSez1PWXAwEJN67qUVN27ERwTBGQhzSxkukIezY91P0VXrSE9LgN5/nBPz0AlAQs0fmsUziEWKImDzxbIiSLM+SliQkQ2MUAlMUqZMTAq1FekrILCVSSEEgIJWgXBg25Rw/bdzyLEtxVCTJuBRyOl2n7UeISZeVcvXSUet4OtH3PXlZsVhVIBMdM881MXqUSkC8h7y9lO0XEcQpBTkNR5UU3+aUhYhUGmcfOM6RuipSWnIkdTYjHO4bTKbwzmKy5CfsmjM6MzgvqGY5eZ5jh4HmPOFsAtjYA4LVZkU5q9AmpuihGJOGRYB3EUUaamujCc7io6OoC3xwKVRyIpkqHEWZPYLT/PQCjwJC9IkN1Kdj1Dg4mlPHODqM0YzjiFIaITOkkGihyDKJiJr2NFJVBVIJdC6Y1XX6aWiFJz0IU6hqEgdKmfCoD9FgIYS0VJlutUj6GSQefQogiKSxmJRJEJrUN0wQ/0ClNSVzgodhtGRZgZDQjyM+WkTMUCrN10ZrebDst3bADmlON/QD1iY3QJknX2GWacYQWG6309GwQhqFFB5jBKN1+JiyCKNPusLgQpqLDn16gGUSHzRlWdB2LQKLEgrrIgrJbrfH+cgwWg67gflsloq7SJFURSGZvZQ8DykcN8sMw2ixIxz3HUPvsWNgsJ7RpXlxdJ5h+I4XpxACx12TdB8ICpOhM83gPSiJE4rgIqMNZFojSFuzLCtQy5qIR8gJ1qWS/yhFIisQiemthMDkZgo6cFOLmz4vBSyYx4Rf7/1DMAtGJXpfIOBsmI4OKa5ZG5UKg0gvcikSrC6GmO72iboZgweVQG8hBKJI4YQhPHROASkiRkM2SwNkrbM00I4p3VggiUEx9kx5fD7NXGJkHFNBDC7dLM462q5BADrLCTEZq5PUISVxgCbElOaitCAvUhT28TjQnBuMNtRFjXeBZtelF15IR+3Upak0c6sqisJMc820Ck9/J4dE4nqLVKDy5KIX0YOIaZPpAkNnMSYxtYJLz/HoI8fDKcV2kY7S3nlGa9NyI7hpeaGoZgUzLajqIn19kcBpcsokhIjRyUKUqSz5xEhzQx/Szx+RyqJ3gWGwBBdRWZ46Cx+neyIVGKEmxjNTws6Eo32grXrvyabu7uEoJSf6pPcp7JQoUmJO3zKOln4c05FTSJwVWJuolDGkjESIZLmmLA1ZnpFXKV8uOIcNYEePFEk1P1rHOI6MzYCY0CgPxTvx9yPGRKyzhJAiyiMRPZRptHBs6IcOP1lrohKcmiYFd2SGiMDHRHpIZIQUIdU3A+2px1qLMdmEVAnYEEAZutFjrUvjGBnIMwkmhc3+tuu7UZx8pD+PCBTKGLKqQsop1lsLSpPYTmpVIVHEEFAqEfggEfiAx7jkQjys4sUjxYCYEoSFkGlV6gNKaKKP+MEjs5T+gtcYmaWio0BqmfQFTqGmF0TwqWMJIh05nEtncSGYElvSkzSd/wMxSJSKhDASomMckifvwdv3gCo1Wk3K4AAxGTzDdJMHnwqz0hprLc5O8ogQ8T4FNiSnN3hniUTyoqQULh1jlUw6mhg4n06TRuXbmCznLLv7c+quQkRgpxTlB+9TZHOxol4U6FwhiVMMliASUrrI9PVc8CkbLXqscimwwaVuyjmZhK4xvWhiEAzW432SP1hvJ62VnwriiBCQ5Zr5Mn/sbiCJBfMsHT2MMYSYBL3epTgu8bDA8Klzbdo0J4pRTVIJm7xdMaKkph9GnA1Y69GZJ+AT5E3C2I0E71NXKhTOjwgRmVXVpG1KiwqjFb5zyUozPbhS0UnpI26CE4aQutuoFKYoqXWGc56yVo/SF+9SpxtC2ppKwSQtUbStJziwLmCdR0qI4YhzyTL18LnOpQehKRIhIHiPoJ+SfD06VygtyXMmKqogK0gkUanxAZSuH+8TpRTB59P9nQI+pUjolbwwNOcekKgJIje4EZPlLGVix2ulEDGgBQlv9OeBzf0XcelM8+SzhOYwJvmP0rAvFagYUihfSqhgepqkTkUISfB2umnTIJoYkjI1ThE1E6+I6aijpEIJlV7UKjF0tDJTQotFSkFKRp9GsVGBcGDSfCrq8DgwjjHiCcQgptDCiItJ9TtA2n7ZMP2ebggh4qNXMJqUhOrtRNQ0KaUYEdEqwfd9TEczDzg7pvWvTEqlrMgoRCpYPsgp+TcjxIDONFqnm/x0OtP16antXEiBn5Px1rkwZfulm7yqk8Dw4XhoXUxSjvk8CUqtx/r095LT8TLEgDES71M0tUAkrdgkWrQ2wQIhUBZFevgoQczS0U8rDYMji1kqOOLb4uddChH1PhJC6hzTgDmmriUEhi7ig6C3Q9LwmCyhOWLAB4uWmgcmrDaJfIpkitqOKAWLVT25/BOQPxAQUhI8qFIxjhahoNCKrkv4khAsKgZ0iMRhwA2CmKWZGpP4FdKAWmuNlkmTlApp0hzpiW8fYvp3Dj4FavbOIhFoldJNlPn/tPd+Mbdv3V3XZ8w5f7+1nr3POe/pWxss1FgITUwvCirBEr0gTUhKJXqDASTIRRNvvChBozQmRhO98EbQaKImNQoxloAmkt4QLHBnQBCsxabwYrjQQAv49n3P2ftZ6/ebcwwvvmP+1tqn55ye923pfvabZ+482WutZz1r/f7MOeYY3/Ed31EZyYGb2vj3xEbvkZkx5/H1Tu+dpTX6GJkAAisLHgMQnHHdN7b9ehAnI2RQa6vAzppSvmoyO2hLZVgQVUmAtqwC1lvw8uVLzueVYlUKIt5xa5IDrg13ZZerlexf1xPW+Ay78I/M4nwDo1jhYX2f0Z1xCS5xzQxUAe/4EI9obY2lQPedwLLJgesGpsyuemWqdfmEoSwfGFpIs3OwmbCBUkouzEIJpb+3qzFcDNhaBOz6cMa252dX9n0TwS/bS7lzdE0VBqSGnLUV1tMZGIRJ0qSs6lx8Wk/UWjELETxD/cSE16gvnxWSGIdA6z6Ohg0RaqW1+JJhSqWVUxL+ChEFb47VLeudWjZ+6IfHsHfhciV7iKn8pmBFhbTvLasoAYs643rv1GLUs9FaEjOtEWH0XRiVjwx7TXI4pVrWajkj1NWj955dno1tdLybSHxW5HV2EQdbWaAblcrSdL7CtoxSFPr5cIY76wbjvXOy841aFnovGToLz1lapS0VvKWH4xLorzlTTB7X9HxGVgGM7oSpZvKjjytf/dor3FfO7y28yI66H338yOXi0hkoletVzQT2fVCsp9cvMN29s67qdFxrVdehBq0UwnYuY6eVeshOL00epcJdp7SC1WCpZ16uK3EK1rXy6tWFCGffnXWtjGGsJxnrmg063Tsezt6dV69l0NoiMvDeB70bo8Orx42XLxpLKZkwASuqIhi7qiCKnTivLzmfFl6+0Bq7PqyMPfAQg34a1G3baWvj3IRJ+eeQwJ+EcYrhPP7CxwxtrLgb9dRopxSgw7PWCAYonJqZkVo0QUtgxVO7WEJmbVHIVMyOLqMGiVtoV5eKpkTrCIMo9OGEq/0TAxy54XvveJdr36oxXOS9GcpZze6oxagtGbb7nq3CVUO02EKUK+sSCeyLoChvQWFZqWrOSXFqGQCsix27uD2oFMVyUrdsZTVFykqQeIsfsoDDz4B24BkqCLS+GexS5nXScJfXWWqZHdiVhSwFeQJpPC2JdEZeOxmzabA/+KDQhzYZeQx5WOFg6p+2bwJMGYXwwb4NrtsunGsos4OrDb276uPauqTBLQSOabJk+GEMNjVnpbBYEdPcB0t1ihllKdkUUnOkJn0FgtIqLY1IeGTSZEJrxnIqvPySGmFUjNNSKFb54MOV6z7oLq9MDVsX9h7sm5I7Frp52+WRfd8kZ2OmZqEjFPKNghUdc22V3qWMsS6NalAr7F1h6XJaKB7UtYqkWYJaBrYa77//vmSuTVGDR3DNzKX60Snk/fiygcG5nfi2kzKrpehaLq2xNM0BIL2rF4l5Crs7rSqvqtkk5PSgvo7CbyfMAqOrPGZZGg+n5elTCZhdUlY97H1nOcNySpdvBGaD7tuhMGlmSqUOGMNyNxH2A3HgOCqetExjFyJUB+V7ZJkBEuvC1dKbgg+jWaUsYKvc7bDC0sFslTQwRRFfDPZ9O9qfH1m0IXJgSczGvOHeeb2rt5jFmR5O33ZaDa4fqdlCMA3HwH1gpXM+JYflVAiC3je51K3h0Xl4WOQFLUxXSp2NTUakVE3yUhrTixbYrmO0IoXDwgR2RbScxkCgqbM01UfFgEJNJUYZBg7vVGELyGCviyasp5diFlx3dc6JiQOWgr0nQyipm87wqb6oBRAe2rjSsI6uUHdqYVuSQ60YfY+kogSXy5iTTPcPsFEoNVhXU7ecRpadqLbdsOyTaGJEj8uRzSMJuQ/nlbPL+9v3TkEGeSlGWZ3Ha1dnFasKr0+FFyfxoqS9NHixvjiMYbUskN0HH398ZQx1BlqXlfW8Zt2bUZvOy/rg6x8Hr15fef21Rz76SPpKX/72L7Es8OVvf4GV4HR64HqtghaGwtQw4bPLuqh+9bRQXm1ct52lFc7rKUuVyOSS6TjLvN7C+5ZV12spLZep4z29zwKn9YFaROPpmUgJX/ARmXVOvtBnjCdhnKTT9ACoVbFFZVyC/qismw+j7+qrPuZJxpUYobbgaDddloUwpdnWdWVcnGVxeTFVfBsP7YKRbmZrldqMc1uwGoqBTR11qcKkDMOGPJOSxyuvw7ES+DiBaVIHucNazTo0mPWLI5s0uMt72Pc9Q0KFtkpTF/q+q4NFZluuoUXn256ZQZVstKrJ9uoXvioMZu+iMLTKyDqvUgq1Fh5enMG6qsFxLXizNBjqsBEEy6LwxAwoYtSPMbI2UOnyYkErqvO7za1plNSGq9ZVoVXWk7nZUed3Xsvh9Y07YJ4aKT62CoD1IUwxsTxQaK0GjkWJghC+lQeMh5PrnX3fgRO4MK/Rh7J4rVFrnofBUsQ7a6c0oMmHIrTxKWMo6omFPO+RJA5DQm9bl+VrTRnctTYupYIX/CLxw9YUru4+aFaJgIeHB9bVqFnaFG5Sy4gh/W+rtHVSEoQd9d7ZskqhVqNF46NXG68vwauPvsbL9xoffvmBatIUMwvOD5VqC8UK+6lhVaoU8n7h4bRmjV1A2EF7qfvCGEHsO/s+YYCNfQs+/vrEegFz9vE6O2wrKoBXKRYJosuoDnNdG2ZNsixPvammFeP0nrSHVz+xbSoDwGcWTiB2zx52crGNqOrwi2UVvGXqfagdTSudRy6MMQR6LytWlV0qVa78smboVxbcjWFDIYxvtNMiDkhdpPeZeeglsSkrqfFsibXKxQAiOwTLTYmQZyHD5Ad/xz3oyT2aq9yQgJ2Pwdg3zGqGQgpZ923L2N9TbiJg0+5UF+O6PVJGZUy8KzGm01nGInDWRW20rIjbZWaUUjmvK7ttnM/rZEEAUkh0XBuFp8dZA6+dZSnU9I4ijJ7HJCzPCO+6yaFurxK3V+1XsoVEYMxrtxTxZvre8a5wfqnLce0gqGXN8MoTg3N6SHl0NrUwC4VGJu9oDE+jqVA00ALy9CaMuySIYl/cQyUZbYUwtn3Pkp30h9NrW/M75/GVUqgMvvT+yr7dkielaGMrLxf62DNx4Kzrkp6wyLXrshBWkj4SjJCKxL4Prrvz8evO9QqXa+HaNZeUSOlctsH21cr14tS1cH44szbjtARrDSidZa3itKFKCxyWBlZq1jEqHCvFOL8QfjjGorVlkZSWjX139s356Ouv2TZn6x33i/ClEGZVqrzodU0CrXU++OCB5ctrwihP3DiBcTo/iCfigzWWmysfgXm69w4x5Bpfty2BagHT7iOVBJJNDSwJmF6vwfAd60H0zPaZQHTvC0trDH8NZEgWAgeXa0iKo/ZMxcsVtgArCpfasqaRigObEBHPlGFEOFaEU6vwmUhMxN1ZrR7EvVIKJCdt5AInPT3xVXYiTroO7mxbF3fFnWuWEGzblt5SVbhh+l9AatB3x/eOh/q8laJMn7JwwqAuj66awsQQrtuFMMTjoiTOBOup8uGH71Nbhm7J9hUYrzCo1pLnYVpsJWjtnCGhy7UnKD7DM2A4DKditJSqcUPqjwO23oVt5b++i1OzLk4p2lxKElNLSbDZUBF46NxrUzPWQKBthMGu7i8mYCtBXFMZTnKuMKitsVR5UIVy0BGul41t2xnhnBYVyZ5epucQSfPIzrrVYIs0WtZo1liK5sdSIjGogZXCZe/UgI4K0x9enintSjsX6kXKrHUU9l2QxxjB46VT9uB67axL49TEjTudGsu58eJBZN3TulKs6bqVm7dfdBGp2TsySgDJ/qdyWh6StuK8//5JdYwUXn38ilevH+WxlZ19s6RCSOup987j651Wzrx8TzjVZ40nYZwiYOzKwqy52OVZyAsqVhXKEfg+tCO4gDWxh1V0u287++XK9ngVcpDe/npqcsKLsJLeLbGrBK3HkBxFlgP07vRtY786fYvckSvRGn0bUC3T3FULuMkLmwZmpsARI0Aei00cTDVFYCllIqNxzy42s4PYV5DXREtXuSi88CEqwPRmzg8L27bx4JpgbWlKiwMxTlyvVyIK20WEwgiFyALTndNpEWA5Bl4qg5FkykAUUONyvbIu0uLBnJfvfYhZETWgQTQOIyUtIEsjNA5PpBRYlyaC3iA5XSGMrEw29hBB1tKYjHr0Btz2wd5VY3fdR4bHnf26sS4nzquaBNSia7ic1HJrjB0S3G0NSsmuJjFwZmbW0svxpFwMeUlFnszwnVqNFy9XXrx3Yj0t6i6dxFvNN4WDxQxbFhwX/oXakLsPHh+T33UBCMa+4ecM0eqc0yAan/GQQP56FpVgRLD3E9vuPF4K23ZiS3hg3wcj8TYj61RrZR+wbfD61ZXlUcztdSmMM9TFKE3AvkU6BBjVFiVESqPHoJicVWuFGAq5aZ1zDV68bOzdqfUFZoVHu7Bbw2KIE1a7FBh25/J64+d+7u/zneXLn2sXvrBxSiXMvwL8vxHxu8zs1wM/Dnw76szyByJiM7MT8MeBfxb4h8DviYi/8/nGSVya0ozGLRwiyJuvOrAohjfVZ8WYGbJbRmVsO+PhzP5wlbeBHZwVM2NZBejNQkfIXbUILRpdukfD/cjw9aFi123X39luB9nxlJmRUkbWkWnC10aWrsjYtExz+AR4fWJPRu/yVkp1inkC+5rcEqxTyGUmCRMVRzlmTU1CgUpm1MqiRVHsaDw6hjg2p4cVd+gv/Kjp60nUq5uxrisxVNKAGaPrusgTa8eCm6HJ+eHMejLUCUjyHwfxtVp285IBtNDijEj1gKHExraL5S6ynzP6zuX6WjfeRaEIBo+Pg9ev1HXmuu/0HlyuV2XCbBatwuDCKFBSR97qQtRgDzU89R7sAS10L8wKFoURzj5CnpTB7p1AQnIEbPtrXbu+8fJh4R//ji+pJi8iEw0lDYM4aJGJAQmyKV1uIaNy3QbhlcvrzNIFLEulO/RdgHSxohR9EX41Ny/NU6eiBIU1aC9PXJYra4iMexotN4HK0l4oRPbB8GDZhigNAdu4cHkMOg+0rqyZaCFCDkviSK1qXlOdnlhbvyqpM4ZY5MODmkZtXQoP58q+QbiIzdbVOHfgDBf94Otfe8WH3/YeE936tPGNeE4/AvwM8EE+/4+BPxoRP25m/yXww6iB5g8DX42I32hmvzff93s+74MtPaCa6WzxS1TfVMgsiZX0Uoyl1GwDDphKFQD8NCSa9mKVB4Bl8krgaUksIbIsxDOjpT7vBe/jCBeUDRTNwbCUS015CZYs6tR7x6j0LrxhaYVR1MbZgLDOXrrA9FKPrKFAXBeXKFPHWRSRdWtxpMhbi0ztzjpA0+SBTH871IoP0RUiyHAjJI4WAbFnijkYTec3XOd2vZZMBFhynbLUx4PtujEcHi/bXbhWkvTn9EvnMdUe5I3qnoQnUbZY4k/J1RraCPpQsqMn9uWheqvhxhjGdrlQKuxd3WUniTOM9KaNYrdQY1katUBrTq2D1gq1DVqVMfUHZR5VWSBBuEng3PfAaeDJ4PYm76Oc5K13hdB9LEQUBsblqnNe6o2uEQGjG97lPV2uzt7huneIwnUEr67XxI+6jHlRpnBtIkFKOVk4mVL4TZnSWnE6wgBVChMUPIwRjTDJs5gZLT3dipjpRYxkzhUa0/hxYJl1erl2wG1EPqkZsbRsDhLD8R60ZtRFn09UxkChcVROa+VLHyxcro9ct53L1VLZQYoNqkpbeP14YfxyAXEz+y7gXwT+I+APZ1ODHwD+1XzLfwf8+2mc/uV8DPCngf/czCw+R3LTinFaJVVqOBa6gLWVm121zJo5mQEiwegkW2KJfZSM7Yfgm4MZm8bCRSycBaUzjAok02Ej6+2yYcIcjlOt0Id2gTpB33lc1AzjhFNM5cZAresASgnteJtceLnxjahiPptJ71wLGlrRzrM0gcTKFSY2k0TBWS4SEVnCoWyWZdgayWViKQcQP1nAHqr7K3U9aq/MlG3zNFzns8pC1ot0qQhnWVaVDgXsW3C97EcG0ihHiBpZOzgB/8vlgvd+UBvC9kMHykMFqvt2JYoA7Gqk5+tYhbBByWsij6IQ0ZVBw8V+9sq+FcqkfJhC7lYCS05VbXq+rg2iUtt77EMb4nW7JpHcsjIhs6eXq2gMQKnCyUY0otejAsFH0DsJXO9cr138pqEM4qvLxqXv4srVSvcOJp5QtXbcsz6UlZXOmEQIz6dFqg2mi9IzoSKvu0KWT4Han0HFi9QoR3QC57wssMhwWQG3OHozrrUcn+2IWtJqpSaLvpUCa6V0tS6X5K8W2PW6i76RNad1hdNSWB/OjHHm8bLz+vFKH+LyTc5asYQsPmN8Uc/pjwH/NvB+Pv924BdC4AncGmfCXVPNiOhm9rV8/z/4rA8vxTif1xQnS5mJmV5O3pBi4HLbmbPORws1QzdkkcPlfUxPJOe4RgLRMkrzhpD4QmIOgUTsimL/yclxDzG8x/XGr/HQbp1p2ZmZyfNnFsNi6e1YzdCnHenyNGGpVVVIR4+wnVoaVpsKmdNTwGYpT3qEUY5wcXinlJbZJxk5LZo9PSM7SJQKFpyHOB31h5blP2YKl2eN1vmhctQzQ2JDAApNq5XssBxZhZ9SKCkhO1zqlhGZpQsBzm3V9479qo67JrZnH07Pjs3gtNIYVtOj1HlhRrDcNoGo7JtzuW7YR11lSlW7fy2Fta2c10ZdjIdzxc8Ag/U0qKtE5EpVbRsRmd0MepMihQ+RGKU6EGC677MAm+IszbClcC4rw41AahGjO9t+4rKJYBoh3lHvnR4ujzxxrm2vRNYsRulEQThg6bSqe74sCiXnGihlUd1aej+WSSEiaFaxtTHVKyyvS75BEQsqch+96z4n1IE7fZ+NLw1CpOFqgkHCg7F3tl0E2xnSL0vF8lqKOiBst1Ryk4S+jV+ecTKz3wX8fET8VTP77b/U+7/ouO/4+2t/3a+V4mIxht92AohjIU+PB0ua3ARV9GlMkpw8iV0eRP5OdUjze4VxWMZFh/dF7vaHgzdXojSVJYCXr4fhXvDu7GNwOhnLg3a5I+uW36WEoz5HZDZ9hI84DIX7ADcsKuZ2ELsdh7JjzSmtEaUko11Xxi0g665KMaIUmmVFPBnOAjSxgWVgJ8dJ18fSS6ilJWgtWkIpicWdsoL/nDQO4sY58pHPpzcq+ZBwcaeO78prEFHSk8ti5dQUEjZ1esNTHX0cJNF53PIEOZpF9B6UA89yLb6W1jPnT5TK1Qe+D+x6hY/LIQ73wXsnPnj/QSUt7LQlcrFnWYwVYY40cCeigqsAVuqZCsnqkqz0DLGFWYLHlObRVuAe0op3S2lmhdbDA0Lzabt2Hq9X9uGH/E6r5cCEYKRBd9qyHtesNm1wwjfnOpFXFyXyfarXJAYWAvJ1HxJoT0XRkVlXd1c/wKyoMCZmqi3/ujmPl53LVRCKM5ISIVkgQRtNxNTWaCedCygp/YrHY+192vgintM/D/xLZvZDwBlhTv8p8KGZtfSe7htnzqaa/4+ZNeBLCBh/Y9x3/P2+3/R9EgRInGWS6nyWmfSeZSGTITwyk5XcoNwZ58Sf1nxSBo7SA+WTbwZkurEuCYnRx2EEtyQcLosE8BiDsD25OhL/912YlR/1fGJtzwsuzEiLb+62JbNtlpNWQDBHTeBwhEG5iwEfnVadpQn0FW8kfR4LyMxgObzJkhwrw4t2UnfhbcJcVK5DGjmmsTEZi2JS7bQyC0wtz2s5vKlpnGbIaDaNPLcM6wyX0zipdXxygWLytm6CcyOzP5YbSd9nmKQM50FgjWB08KrSJp/uXLTjGk/PYYwOHpQQeTDIaxwdH42vfv2R14+dD95/wYv3GutpsCw6VzeFgfJUpQhZTRuCu46tNSl9Sg9KGvKB5etQWcACN2VFlR3VcfbuYCqV0uYU7NvAHxrvjdSVD4HuZHiMkRUQ8k5KyJBi8ly1cc4owhj5OIaKjAkjCsJdcSiaA5e46hq7H6oUicADaVAPrp7+fu971gUUynqi2gyzxdwvWTSv+ko4lUKrihRmSVlpduCY35RxiogfRa3HSc/p34qI329mfwr43Shj9weB/zn/5M/k8/81f//nPw9vyi8hMu0tINyI9CCmK43vGXroBnmGILVIygT03n1Xa5relY6+341nA4PpYc0FC9pBjtR5goR9BPujdMq1oQ5JoPYhhSfvCZSnhIrPMo40sFEOTt8sqgXEkTI7iI21VmqVXIhKMzq+ZeX/tuPds4auYXlj9UEyzFYmFhUUq9SqZoxtKYlNKUTBVPyqk3Ymo/22eaWhq+L6qEA0Q8FquVjTAHnM6HVuETmB83G66yojy5ARjmO3Wg/ZGzPLYuScC6FSmeEk4Fry/qQ/mXQPyezdEiqe4dXE2iBuGKPHGzgYFMKFFr5+vOCxcO4r61qUgChzE6uJTTbpnLc4rmlVMYGg5wT3de7yhJheRsC+GVaWxHiCdbHc0Fwk3wj8ITKs22W0RmRWsdEzyxxdulOaJ+PAKuU53bxYM204IvkmWD+TO1PE6g5bc+uHJ6hSmZLlXp6yQVJSaItRqnPKDX7qWIUPgtz4uEtCFU9jpGx8pGdNwMO5HuVUnzZ+OTynfwf4cTP7D4G/BvxYvv5jwJ8ws68A/x/we3+pD/IQV6XVOiEK1TTtSv8y85sZI2Mci98DGAPvnb4P9uuezNUk1gU3l5QJjN+5knOB2byx+o6xSwVg+ACuKatSVczpjmrki9z8roLc0YNukg7hwLMytp+b0WEJpkFROEKR1xJj1wUpqRxw4DNK64OpcDTAmqgUKhQe+DDctwNsn1o5t8KboFZ5OMUEOE+vJp3VAyCVRySvEJMgHXn9JhUiDrM0vadx3BtPnPCw/pE3OpxITw+TEiVmnBal/5VBFAVhpI6RD+j7RBAHY3SWVRm+UquSElk5MMPJIxmQrsRMUNjc/fPID8A+H4sy4LkwI0t5JoboiYmqGUR4bkRFJN9lEbXD0wiM4amNVdNrbin9E4lpDRhSfo2QhpKggUXXOLTBhhnNpXQwJW/cI7OYwXbdefVa6X1RUyy3KhW3a8MdTI+bjDliOOfTidZUIrOuohSUBi3ldT2Z9z3DTykqpARMLZhrAxzD2F2KHT6c1tTLkQjWJXXTRhxkZVF1bpSeTxvfkHGKiL8I/MV8/H8Dv/VT3nMB/pVv8HO5Xjq+BMtCSrIqTX+gw8WIMkmJiUVkZxmjpISD1Pb6daRGUXoMaCepVhiZTdPiutWfMSbQKmOoBRs5SWBcr2wJQEtOZOQir9AN3yujmjJMzaSSYHOhp3cS0+0OotxjNX54ekftXS/EkJRLhPSgZqh0AOK1QO3UpVJRMez12rluoXKefWfGAyLTFcyuyZi2g+wqR0I6OyUTANK70uSeRFMt+MQkctdVAiENbASUNDBFeI0TxEh2eHoRVqEWVdbLS5E6orhdCqF6qpU6CrUt0+GSS1bWqhwJiDmmB+V3zOOUoclyjCmTk+T7XBvKPI5jE7PEJNNoF8AVGrprwfYts6IJFVgxRp33/EapaItCsz4cbKTKQ02pEBlVha2diH4YyjmvW7tlXednC9eCvgpeuC7yai+XjhVVAzjiVlnMeZYeVVGGs9bCcmq8/95JvQCzuWvNNuJWUizRdd+XWg5D7iF5IhHsTKVcFPYOfcxEgojHizW6g/egjznXOzMh8uRr60DcjqUJpKvIkNQCUSagKqbtjuEu/eHwAh6MkLfUN3lQ+MCQ2x3mWXEvpb8S5OLRzfLeoRSlSiOYiE5yKIWD5VqcQaBF0Kwo1i9AjKw/Kux7EObJ3i7Hz8RY7sHd+Xx6iX33ZG8jL2iIr1QWyU/MIt0IFTMvqxZoqWq2EO4sa6XvKulYq9jfE79r2dmktqpjKEUAsk1vQsaFYowYRJu4WTDC0+uIVP3UfZhqk6RLb67yCXN5O4GldO/ELQIbwh+WsGw2UYGRRdkJQDPPFeFqZIiRGdvJi8Nm9hHs7vHBycq7dhiSBM/JEH5uHMPVCHUC1xGpcOpIB8pDhjIiQ5cBxYSZ+fTI/TD6MDJsXY/jkTrDLQGz7/sbRkf3WD6Pu+pDa7Yj1znPmkUVGC9NLPJi2phGd3zLiMJdKgFphQ88juB0Wnl4WHnxcOJ0aqxLZV2F0wnCUIgaUx/db5urqg503evsZGSWooI161j1dxaCLvYtG7R25/Xjzr4pdJ3h+WfahG/WmPxKjpIWO1NHipPvsnO6LgmEuzgj3mUw9n2w54mOvaurb1WMG6ZCxWoFiRWkB9WMmundemghBTfg+s7bSfDR4saJaq1Rm9jSmlSzwDdU2Z0yE9MQzYkxf27G6Yb3mEGpEyfRsU4PoSX4K09SnonanJfsvFLf8NJ6H0r/pjGYnmBr2rFrAvWHp5hD2Zj7hcKxMMjvD/cjOIjQwvH0vkQgBfcsAt5v9YZYPYxKZLhXbJIZyh0B0OgeApgHNORKR+I41gojxsRq9Z3llkFsTZ4M2TBh3jOzyRODA1srE6A1StIH7rORpSirOjPD02BJBjllZzLEv/+uiY3VauxVc2pZJug/1THJ+kfVm92yvDdPULY0UrmSA6aQ19nSA1bjiELHounYAohUn2Biffq8ly/OPDyoGeiLh5VlKSxLZVnvwlSMsIURt0z3xHixkjwoo+OHlpg1Yy2NqSIrxkNmHMPYuvPRqyuvXl24XiWT3Ud/+t1XtLMNtr3fkRojEX+TNGlXx14BhcJg3Af9umdxs0TeyyJMpCxNnWatMELYhofi4FIEjLbsvGLpox7ZtAztIlybRFHNkTJl2rE1OWbIqBtqtQoHsgnsC9zXmJ4STE2q1hKTQlmiZd7oxHxqvTGyi2VPupJeQBEnqDYB6i1FvkZK7vqpJe5zB1xP7/DYRdMITY9w7uAZWdwPm4B32jKboe+8h7lQIx9D4KFGqNNLq1W7qdXpTSW7fRoEMzxLayy/86hkKgoNZScFVKuU5uaZzqxs3GNME0tM3O0I6+JmhIRXzTCtJDQmBrga9chb0eagcxldYFx4OTTkSxZxC9s0ihcWgob0l6ZY25EsSK9pZnjn/HgDn8wqhHAVrpgrjB5jP5jdCvFtXjSCnhwracuva+O8Nta18eJBoP+yNHW5SQZ9sZq8wJkRnPirPm8mB3T1bx5dS/XQjHy14figmjC3scN+dV6/2vn466+57rteH4JgPi9X9iSMExFKP+fT4R28UJN0pwVdlLmaMbk7rcD6YpEGlC2ZoUDAegQriya4WfYWA4odRLqJ3egQbgt0GiGm52RkeCSMadY8TU7MPcag5yIdBrcJOD8bBDrPSWVTvcCmwqTGzKrMHd7QpDkIiOnlzIJj1QhCrS5cZC7W+Xl32Mw9hvHmIk0X6bgt8YY3EDG9EH2W+723OV3+iePoc8Zox3vujaLKfhyi3TzKiKPv3nHN0koKg3S8A2OC0+XOy0kGfOJJk2BrpoU/Rs8NZ86nG2cHi0NRwYoIq9N7VhilRalNoUpSJ7OGtYLVbEfP1COb5NdOVMMNvCjkXZb5WZ+Yc/P4U6RQDRGMthbKIsnh4vqs2z2IpFjEkbyRIVbJSrPK0hZenBfOD43TUjOEa1gtnJZ6B0yngWZim2S34oJnOFpqZNmUysgiAlLr31Ipo2S4POtUt6vz8ePOxx8/JmNeNYV6z8REP308CeMk9veiHUNXGbxmHiuOG9HWG0u5pDxvRLDaSZ+TxkQNAKdBEGZSywQW8+YiT+JgUcdcaHbcHLAkPc5shx3yGzHDvMN4TYAzVQXGJEeSUjCO+dRcrlk4OqVV1MLok/jDNHwHRyrsjQld6+SEzd1dbZRuelE3l/neCH8a8e2ToGs6MgqFpieTHJlpMkqJ4zOnAdKufzuHmXYvVt4wvhFQP/H39+MwntyHkXHjopGV/2ZHkXPEwPds1OmJEsbM3N1jTjcwXDQJlXF4ui0tveieXh9wcIBuWBW3+2KWPKi4yRbHDAl1Xfd9o5xW3EsmYQySM2bYcX2tmCgkXUTYSdZlEoBBG6xPcJnEGKUNdVorJ15Q2kIrYrafzy0JpsH51GhNLbImBukjjnk02f3M2tZilFByoxThVz0GTGx014bUXWU64hgO8QwTY/r660cpg143kUsntyvut8JfPJ6EccJuqeBSKpQF1eAIe8itEGgQ6sBb620XVCx8nymx3C3HbQedoOnd1x5ZqwxR5iKSJ0PCNfqLW03a1Ci638FIwPbGgWnNEiuINLCa+Pd/Pz2t9OEPDGsuppvfkCNmyDjxofwMRSDcZ2Xm4juuB5MTNMO5OS2Ej9wbh3keN4wmbxN2COwFcbDs772XWdYzX5+9/HSb7z8vftF3fvLxzK5NhQjPMDuSVT/xm7lJjaHwi7trKG9gGgIgVPeYrAYmcfVmONOAueryaFsy3jP0iSBCtYQKoZPHU7WQW2usS8uEy8h5CHtPYzfUSaa1qh5utcGsg0RyJ4QSHTKkkThTuVE1gqQTqOXWDGEfHhqlrOmNl1TMCMnhFFEC1tOanl3k/7pOnkkk4EZ2HYMybnLOxSILtLOKwKb8r4qYt578wt25XjceL1cer3uSOIO9O31ML/nN0PrTxpMwTmawnHWh9FxRbCkiOBKRYmcIM0nMYXJHAk/v4S50SSY23BbVJ0Ob+8fHe8ut2HgC8hFSf4yYSIgW94HP6Euo2ZhAxDQVcs74OnIi9LnrHsBoir8fVieNyEwxh6eGehq5SHB28nPLzePJaJdpDSw9v8M63M0DYRzj+DuSQPkmGP6mxzW3uvtw8Gaws84xpX3f8FI/ETrfP76foLPcZW4oIz0PN5QEyXObYYzULsexIUzSor73VtQaM0t4eGJi34/EeNyrNsM7Iz5cffvUSHSeN0e2Srd+YCXARn5HBTxpG1VlV2GSfzYyhX4zilZmVjHpASPr9xLaC5NqAblZtgIj56Q8uZAxM1hPhVJPWVqDykVKeoLrgoXY7uE6xtF1IGn7jvswxuyvN/A+Doxv34dasCFCrJJWMrxb39l753Hbxb3qopt4BH0Yg5q6WSrJiqxsOJRFPmM8CeOEGUtKnRKR1eD1KI6FNyf2nPBHASZv4hTHSIrUfL0INEqgGLRDkos2F8i4NUeYHIw5+cWVUQW9QTaS5CDWRYZ4pYLHfoR6Whi3z3HfEqBXpueG0cxQ5BYmzbDiuA4zFLBbOHkLgUbe7KBYu71+F67N8HTKddxCtollcXz2zG7Oc5iG+oDXUGH0vIfETSzv5gHODeK2I3NgRToeeQQ3GRsylJz3fR7/lAox6kHN0DWAWZtGAvcerrBm1mlmCt6ZQDbs0+spyoipxMTTmZ3HI3JveJFcyAwJp7Uyk1RxkcRJW6AusLRG7qUpBeNQQgmZqk1uKosqbC35weofOGLKwkjn4ZjBJlxruMldZigsbRUrM9w02mIoizhLl4Rn7fvsNC310amln5fo0PoSl2qwZXmRspSdCLWT76NnGynYtsG171z7wNIjohgjw8AIKRqHcaytOObVZw/7PLfqV2uY2UfAz77t4/gVGv8Yn6PA8A6Ob6XzeT6Xpzf+yYj4jk/7xdPwnOBnI+K3vO2D+JUYZvZXvlXOBb61zuf5XN6t8Tlld8/jeTyP5/H2xrNxeh7P43k8yfFUjNN//bYP4FdwfCudC3xrnc/zubxD40kA4s/jeTyP5/HJ8VQ8p+fxPJ7H83hjvHXjZGY/aGY/a2ZfMbM/8raP55caZvbfmNnPm9lP3732ZTP7c2b2t/L/b8vXzcz+szy3nzKzf+btHfkvHmb2T5jZXzCz/8vM/oaZ/Ui+/s6dj5mdzewvm9n/kefyH+Trv97M/lIe8580szVfP+Xzr+Tvv/utnsCnDDOrZvbXzOwn8vk7ey7fzHirxslEg/4vgN8JfC/w+8zse9/mMX2B8d8CP/iJ1/4I8JMR8T3AT+Zz0Hl9T/7866h11lMaHfg3I+J7ge8H/o28/u/i+VyBH4iI3wT8ZuAHzez7ufVX/I3AV1FfRbjrrwj80XzfUxs/gnpFzvEun8s3Pu7LEH61f4DfBvzZu+c/Cvzo2zymL3jc3w389N3znwW+Mx9/J+JtAfxXwO/7tPc9xR+kA/873vXzAV4A/zvwzyGiYvvkfAP+LPDb8nHL99nbPva7c/gutDH8APATiE79Tp7LN/vztsO6o8ddjvv+d+/S+DUR8Xfz8d8Dfk0+fmfOL0OBfxr4S7yj55Nh0F8Hfh74c8Df5gv2VwS+hvorPpXxx1CvyCkt8YV7RfL0zuWbGm/bOH3LjdD29U6lQM3sPeB/BP5QRHz9/nfv0vlExIiI34y8jt8K/FNv94i+uWF3vSLf9rG8zfG2jdPscTfHff+7d2n8nJl9J0D+//P5+pM/PzNbkGH67yPif8qX39nzAYiIXwD+Agp9PjT1T4RP76+IfU5/xbc0Zq/Iv4Nar/0Ad70i8z3vyrl80+NtG6f/DfiezEKsqI3Un3nLx/TNjNmrD35xD79/LbNc3w987S5ceuvDJHXwY8DPRMR/cverd+58zOw7zOzDfPyAsLOfQUbqd+fbPnku8xy/WH/FX6URET8aEd8VEd+N1sSfj4jfzzt4Lr+s8bZBL+CHgL+J8IF/920fzxc43v8B+LvAjuL+H0bx/U8Cfwv4X4Av53sNZSP/NvB/Ar/lbR//J87lX0Ah208Bfz1/fuhdPB/g+1D/xJ8Cfhr49/L13wD8ZeArwJ8CTvn6OZ9/JX//G972OXzGef124Ce+Fc7lG/15Zog/j+fxPJ7keNth3fN4Hs/jeXzqeDZOz+N5PI8nOZ6N0/N4Hs/jSY5n4/Q8nsfzeJLj2Tg9j+fxPJ7keDZOz+N5PI8nOZ6N0/N4Hs/jSY5n4/Q8nsfzeJLj/we4XHhb+4B9LAAAAABJRU5ErkJggg==\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Another tip**: To add multiple images to the memory map, just pass them as a list of numpy arrays to the `.extend` method:\n" + ], + "metadata": { + "id": "WMgvzOOdfs2i" + } + }, + { + "cell_type": "code", + "source": [ + "images_mmap.extend([img, img])" + ], + "metadata": { + "id": "nl56gyGNfka5" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "len(images_mmap)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Bkdiz0YZf24f", + "outputId": "548769c8-7bdc-4d17-ee76-e03fcf444fb7" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "7394" + ] + }, + "metadata": {}, + "execution_count": 35 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.imshow(images_mmap[-1])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "id": "JAlcoSAaf4E3", + "outputId": "9d88fdad-bcff-449f-97bc-191f8d33b204" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 36 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "y9Fa44DUf5ue" + }, + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/examples/MmapNinjaStringsMmap.ipynb b/examples/MmapNinjaStringsMmap.ipynb new file mode 100644 index 0000000..88cc1b4 --- /dev/null +++ b/examples/MmapNinjaStringsMmap.ipynb @@ -0,0 +1,614 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# mmap.ninja\n", + "\n", + "This if a demo of `mmap_ninja`, which allows you to store your machine learning datasets in memory-mapped format during training.\n", + "\n", + "This allows you to significantly speed up the I/O and accelerate the time for iteration over the dataset by up to **10 times**!\n", + "\n", + "We'll demonstrate its power by converting an image segmentation dataset into\n", + "a memory-mapped format." + ], + "metadata": { + "id": "xmDa7Wg0PGzL" + } + }, + { + "cell_type": "code", + "source": [ + "!pip install mmap_ninja" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "xgjl79xKRIXA", + "outputId": "0b64e0a9-684f-4f40-a70c-35db99636906" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", + "Collecting mmap_ninja\n", + " Downloading mmap_ninja-0.2.1.tar.gz (8.2 kB)\n", + "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from mmap_ninja) (1.21.6)\n", + "Building wheels for collected packages: mmap-ninja\n", + " Building wheel for mmap-ninja (setup.py) ... \u001b[?25l\u001b[?25hdone\n", + " Created wheel for mmap-ninja: filename=mmap_ninja-0.2.1-py3-none-any.whl size=8095 sha256=7cd66c55b8d9568f6f46aeedbdcfa0425b1d3348febcfffdf4fb5fa18cfb4eeb\n", + " Stored in directory: /root/.cache/pip/wheels/2f/da/3f/4794f761c01ddf0e0e8bd9a668ed4f91ca692437d7345a77ca\n", + "Successfully built mmap-ninja\n", + "Installing collected packages: mmap-ninja\n", + "Successfully installed mmap-ninja-0.2.1\n" + ] + } + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "6C8M0eZtPAFE", + "outputId": "d3756731-8b02-4299-82ec-6126364356f4" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " % Total % Received % Xferd Average Speed Time Time Time Current\n", + " Dload Upload Total Spent Left Speed\n", + "100 80.2M 100 80.2M 0 0 28.8M 0 0:00:02 0:00:02 --:--:-- 28.8M\n" + ] + } + ], + "source": [ + "# Load the data: IMDB movie review sentiment classification\n", + "!curl -O https://ai.stanford.edu/~amaas/data/sentiment/aclImdb_v1.tar.gz\n", + "!tar -xf aclImdb_v1.tar.gz\n" + ] + }, + { + "cell_type": "markdown", + "source": [ + "The directory has the following structure roughly:\n", + "\n", + "```\n", + ".\n", + "├── imdbEr.txt\n", + "├── imdb.vocab\n", + "├── README\n", + "├── test\n", + "│   ├── labeledBow.feat\n", + "│   ├── neg [12500 entries exceeds filelimit, not opening dir]\n", + "│   ├── pos [12500 entries exceeds filelimit, not opening dir]\n", + "│   ├── urls_neg.txt\n", + "│   └── urls_pos.txt\n", + "└── train\n", + " ├── labeledBow.feat\n", + " ├── neg [12500 entries exceeds filelimit, not opening dir]\n", + " ├── pos [12500 entries exceeds filelimit, not opening dir]\n", + " ├── unsup [50000 entries exceeds filelimit, not opening dir]\n", + " ├── unsupBow.feat\n", + " ├── urls_neg.txt\n", + " ├── urls_pos.txt\n", + " └── urls_unsup.txt\n", + "\n", + "\n", + "```" + ], + "metadata": { + "id": "SLwBuVwGP7kv" + } + }, + { + "cell_type": "markdown", + "source": [ + "Let's print a review:" + ], + "metadata": { + "id": "ArXcI_gVQwuQ" + } + }, + { + "cell_type": "code", + "source": [ + "!cat aclImdb/train/pos/6248_7.txt\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "qWL_rfWXPHXL", + "outputId": "ba576f70-f52d-4ea3-fa24-f020adedf4db" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Being an Austrian myself this has been a straight knock in my face. Fortunately I don't live nowhere near the place where this movie takes place but unfortunately it portrays everything that the rest of Austria hates about Viennese people (or people close to that region). And it is very easy to read that this is exactly the directors intention: to let your head sink into your hands and say \"Oh my god, how can THAT be possible!\". No, not with me, the (in my opinion) totally exaggerated uncensored swinger club scene is not necessary, I watch porn, sure, but in this context I was rather disgusted than put in the right context.

This movie tells a story about how misled people who suffer from lack of education or bad company try to survive and live in a world of redundancy and boring horizons. A girl who is treated like a whore by her super-jealous boyfriend (and still keeps coming back), a female teacher who discovers her masochism by putting the life of her super-cruel \"lover\" on the line, an old couple who has an almost mathematical daily cycle (she is the \"official replacement\" of his ex wife), a couple that has just divorced and has the ex husband suffer under the acts of his former wife obviously having a relationship with her masseuse and finally a crazy hitchhiker who asks her drivers the most unusual questions and stretches their nerves by just being super-annoying.

After having seen it you feel almost nothing. You're not even shocked, sad, depressed or feel like doing anything... Maybe that's why I gave it 7 points, it made me react in a way I never reacted before. If that's good or bad is up to you!" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Now, let's iterate over relevant text files and see how long it takes to iterate over them." + ], + "metadata": { + "id": "RdRjmwKNQ0eV" + } + }, + { + "cell_type": "code", + "source": [ + "import numpy as np\n", + "\n", + "from tqdm import tqdm\n", + "from pathlib import Path\n", + "from time import time" + ], + "metadata": { + "id": "nAPLqE3VQvX9" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "base_dir = Path('aclImdb')\n", + "text_subdirs = [\n", + " 'train/pos',\n", + " 'train/neg',\n", + " 'train/unsup',\n", + " 'test/pos',\n", + " 'test/neg'\n", + "]" + ], + "metadata": { + "id": "egDQ4TfQRMaR" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def texts_generator():\n", + " for sub_dir in text_subdirs:\n", + " for text_path in (base_dir / sub_dir).iterdir():\n", + " with open(text_path) as in_file:\n", + " yield in_file.read()" + ], + "metadata": { + "id": "LW3PYdMMRWXS" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "print(next(texts_generator()))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "UlYLJIgWTRc2", + "outputId": "9425a947-50ce-41c8-c5af-81f3e98adb4f" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "

Film dominated by raven-haired Barbara Steele, it was seen when I was seven or eight and created permanent images of pallid vampiric men and women stalking a castle, seeking blood. Steele is an icon of horror films and an otherworldly beauty, and the views of the walking dead pre-date Romero's NIGHT OF THE LIVING DEAD shamblers, unifying them in my mind.

I don't see the connection between this film and THE HAUNTING, which is clever but ambiguous about the forces present. LA DANZA MACABRE is a b-movie without pretention, daring you to fall in love with Barbara Steele and suffer the consequences. There's no such draw to HAUNTING's overwrought Claire Bloom. The comparisons to the HAUNTING are superficial.

And no, this movie does NOT need to be remade. Not only is it a product of the Sixties, but the large percentage of talentless cretins in Hollywood cannot fathom MACABRE's formula for terror. That formula is based on one overriding factor: GOOD WRITING. Low-grade classics like CASTLE and Corman's Poe films with R. Matheson and Tourneur's OUT OF THE PAST share a commonality of strong writing. It's simple. Get a real writer like Richard Matheson or Steve McQuarrie and let them put a plot into today's cinematic mess. Besides that, let Hollywood attempt some original material for a change, and stop exploiting the obviously superior product of the past.\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "start_t = time()\n", + "for text in tqdm(texts_generator()):\n", + " pass\n", + "text_t = time() - start_t\n", + "print(f'\\nTook: {text_t}')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8b9oxrvfRshI", + "outputId": "1ff6849b-3f4c-4486-a99a-153ad8699da7" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "100000it [00:03, 25768.09it/s]" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Took: 3.8872451782226562\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Now, let's convert the dataset into a `StringsMmap`!\n", + "\n", + "The first step is to convert the image files into a `StringsMmap`.\n", + "\n", + "This is done only once for the whole project, because it is persisted." + ], + "metadata": { + "id": "2zQ46oVbVSFZ" + } + }, + { + "cell_type": "code", + "source": [ + "from mmap_ninja.string import StringsMmap\n", + "\n", + "StringsMmap.from_generator(\n", + " out_dir='aclImdb_mmap',\n", + " sample_generator=texts_generator(),\n", + " batch_size=1024,\n", + " verbose=True\n", + ")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "HrrL2ZH7RySo", + "outputId": "0ad12761-9881-4c2d-874f-6786d7fe8e56" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "100000it [00:04, 20619.84it/s]\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 45 + } + ] + }, + { + "cell_type": "code", + "source": [ + "texts = StringsMmap('aclImdb_mmap')" + ], + "metadata": { + "id": "NWB-b7EBTGzy" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "print(texts[0])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "q5CgpKSFTPPp", + "outputId": "ba51d3b9-30f2-461e-c359-3c564fbcb142" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "

Film dominated by raven-haired Barbara Steele, it was seen when I was seven or eight and created permanent images of pallid vampiric men and women stalking a castle, seeking blood. Steele is an icon of horror films and an otherworldly beauty, and the views of the walking dead pre-date Romero's NIGHT OF THE LIVING DEAD shamblers, unifying them in my mind.

I don't see the connection between this film and THE HAUNTING, which is clever but ambiguous about the forces present. LA DANZA MACABRE is a b-movie without pretention, daring you to fall in love with Barbara Steele and suffer the consequences. There's no such draw to HAUNTING's overwrought Claire Bloom. The comparisons to the HAUNTING are superficial.

And no, this movie does NOT need to be remade. Not only is it a product of the Sixties, but the large percentage of talentless cretins in Hollywood cannot fathom MACABRE's formula for terror. That formula is based on one overriding factor: GOOD WRITING. Low-grade classics like CASTLE and Corman's Poe films with R. Matheson and Tourneur's OUT OF THE PAST share a commonality of strong writing. It's simple. Get a real writer like Richard Matheson or Steve McQuarrie and let them put a plot into today's cinematic mess. Besides that, let Hollywood attempt some original material for a change, and stop exploiting the obviously superior product of the past.\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "start_t = time()\n", + "for text in tqdm(texts):\n", + " pass\n", + "mmap_t = time() - start_t\n", + "print(f'\\nTook: {mmap_t}')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "XS9w0QsWTP35", + "outputId": "1759e747-eff3-4da0-b265-78508527562e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "100%|██████████| 100000/100000 [00:00<00:00, 269892.44it/s]" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Took: 0.3762497901916504\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "ratio = text_t / mmap_t\n", + "print(f'We can see that the mmap_ninja is {ratio:.2f} times faster than storing as text files!')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ykqonamlTcJJ", + "outputId": "fa48014a-935d-4b68-a1db-794bdc01d761" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "We can see that the mmap_ninja is 10.33 times faster than storing as text files!\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "We've seen a dramatic improvement in the time for one iteration over the dataset.\n", + "\n", + "It makes a big difference whether you are going to wait for one minute or one\n", + "second!\n", + "\n", + "Especially since this has to be done for every epoch, and every model you want\n", + "to experiment with, this quickly adds up!" + ], + "metadata": { + "id": "6I2sOxbUelOn" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Another tip**: You can `append` or `extend` to the `StringsMmap`, in the same way you could with regular Python `list`s!" + ], + "metadata": { + "id": "M8D_3JZNgdb7" + } + }, + { + "cell_type": "code", + "source": [ + "print(len(texts))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "LOfZqLIITe6Y", + "outputId": "0a1ec58f-1535-4e3d-ab0c-e85c6e082793" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "100000\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "texts.append('This is a new document')" + ], + "metadata": { + "id": "nU4AX3QBgsR0" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "print(len(texts))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ece8IBDwguTc", + "outputId": "8cb431e2-daba-45d8-8c9b-fae043ebceb0" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "100001\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "texts[-1]" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "id": "LbXOaZfwgvTE", + "outputId": "802b39d3-fdf5-4ee1-92b0-bb1556a3e14e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'This is a new document'" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "string" + } + }, + "metadata": {}, + "execution_count": 55 + } + ] + }, + { + "cell_type": "code", + "source": [ + "texts.extend(['New doc0', 'New doc1'])" + ], + "metadata": { + "id": "kLRqYIDwgv1b" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "print(len(texts))" + ], + "metadata": { + "id": "tUyQqeM1g1_T", + "outputId": "3fbc6c21-4b0c-48b6-9124-e80cc54bf1d6", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "100003\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "texts[-3:]" + ], + "metadata": { + "id": "yVtBfs3kg3EM", + "outputId": "893e5594-9703-4db3-eb25-d7906c932c1c", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "['This is a new document', 'New doc0', 'New doc1']" + ] + }, + "metadata": {}, + "execution_count": 58 + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "dSmvrzf0g4i7" + }, + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/examples/MmapNinjaVideo.ipynb b/examples/MmapNinjaVideo.ipynb new file mode 100644 index 0000000..fcaf448 --- /dev/null +++ b/examples/MmapNinjaVideo.ipynb @@ -0,0 +1,370 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "orRsNhyPDTtx", + "outputId": "64e04006-ab44-4224-c83d-eaaf76437b85" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", + "Collecting mmap_ninja\n", + " Downloading mmap_ninja-0.2.3.tar.gz (5.5 kB)\n", + "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from mmap_ninja) (1.21.6)\n", + "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from mmap_ninja) (4.64.0)\n", + "Building wheels for collected packages: mmap-ninja\n", + " Building wheel for mmap-ninja (setup.py) ... \u001b[?25l\u001b[?25hdone\n", + " Created wheel for mmap-ninja: filename=mmap_ninja-0.2.3-py3-none-any.whl size=6828 sha256=5c7f37d18c2faeed7662dd94d7bad14c95676549eb8aeafd5fa38398398a75b9\n", + " Stored in directory: /root/.cache/pip/wheels/ae/9e/f5/8502777f83d7259b21081cf26a7efb4c58b06b2454a3d97dfa\n", + "Successfully built mmap-ninja\n", + "Installing collected packages: mmap-ninja\n", + "Successfully installed mmap-ninja-0.2.3\n" + ] + } + ], + "source": [ + "!pip install mmap_ninja" + ] + }, + { + "cell_type": "code", + "source": [ + "!wget https://jsoncompare.org/LearningContainer/SampleFiles/Video/MP4/Sample-MP4-Video-File-for-Testing.mp4" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "mnc5tko_DXAn", + "outputId": "6bc3db54-d42b-4fab-dfe9-7fe8863c0832" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "--2022-06-18 07:03:19-- https://jsoncompare.org/LearningContainer/SampleFiles/Video/MP4/Sample-MP4-Video-File-for-Testing.mp4\n", + "Resolving jsoncompare.org (jsoncompare.org)... 172.67.133.119, 104.21.5.129, 2606:4700:3031::6815:581, ...\n", + "Connecting to jsoncompare.org (jsoncompare.org)|172.67.133.119|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 17839845 (17M) [video/mp4]\n", + "Saving to: ‘Sample-MP4-Video-File-for-Testing.mp4’\n", + "\n", + "Sample-MP4-Video-Fi 100%[===================>] 17.01M 38.7MB/s in 0.4s \n", + "\n", + "2022-06-18 07:03:20 (38.7 MB/s) - ‘Sample-MP4-Video-File-for-Testing.mp4’ saved [17839845/17839845]\n", + "\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "import cv2\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ], + "metadata": { + "id": "l0q3u4qQDdB1" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def generate_frames(video_path):\n", + " cap = cv2.VideoCapture(video_path)\n", + " success, img = cap.read()\n", + " fno = 0\n", + " while success:\n", + " # read next frame\n", + " success, img = cap.read()\n", + " if success:\n", + " yield img" + ], + "metadata": { + "id": "hs8ZBgXmDpEb" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "video_path = './Sample-MP4-Video-File-for-Testing.mp4'" + ], + "metadata": { + "id": "xPORkf0VDuTe" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "img = next(generate_frames(video_path))" + ], + "metadata": { + "id": "dD60_D87D8xu" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "plt.imshow(img)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 257 + }, + "id": "bv70nLzPD-7r", + "outputId": "713f761d-7afd-46c8-8baf-2bec7fc90ad8" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 7 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "from mmap_ninja.ragged import RaggedMmap" + ], + "metadata": { + "id": "58hY9-kHEJnx" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "RaggedMmap.from_generator(\n", + " out_dir='video_mmap',\n", + " sample_generator=generate_frames(video_path),\n", + " batch_size=64,\n", + " verbose=True\n", + ")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "h36tpI5WEN4z", + "outputId": "26d7cd27-bfa1-438b-ac75-aebafff24068" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "900it [00:29, 30.44it/s]\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 10 + } + ] + }, + { + "cell_type": "code", + "source": [ + "video_mmap = RaggedMmap('video_mmap')" + ], + "metadata": { + "id": "sE4irxfmEY51" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "plt.imshow(video_mmap[0])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 257 + }, + "id": "7i-J1JgxFDl1", + "outputId": "b67bcaa4-c505-45c2-f5b2-c7f5c6639d11" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 13 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "!du -sh video_mmap" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "tmPg5LhKFFLC", + "outputId": "163b54d5-c803-4a57-f038-486d036f19b9" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "5.3G\tvideo_mmap\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "!ls -lht ./Sample-MP4-Video-File-for-Testing.mp4" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "wZkUlKl7FI_y", + "outputId": "7084d75f-18cc-4d67-da1b-bdb406819f90" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "-rw-r--r-- 1 root root 18M Aug 24 2021 ./Sample-MP4-Video-File-for-Testing.mp4\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "from tqdm import tqdm\n", + "\n", + "for img in tqdm(video_mmap):\n", + " pass" + ], + "metadata": { + "id": "wYKflqiwFSyk", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "c2583bc0-154a-48b8-b73b-6c60af0f51d7" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "100%|██████████| 900/900 [00:00<00:00, 17102.08it/s]\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "for x, y in zip(video_mmap, video_mmap):\n", + " pass" + ], + "metadata": { + "id": "Nd1ylwrpv4Au" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "eQTIM7b7ohas" + }, + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/examples/mmap_ninja_oxford_pets_image_segmentation.ipynb b/examples/mmap_ninja_oxford_pets_image_segmentation.ipynb new file mode 100644 index 0000000..63e895a --- /dev/null +++ b/examples/mmap_ninja_oxford_pets_image_segmentation.ipynb @@ -0,0 +1,1096 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "fp0jqehPhlSm" + }, + "source": [ + "# Image segmentation with a U-Net-like architecture\n", + "\n", + "**Author:** [fchollet](https://twitter.com/fchollet)
\n", + "**Date created:** 2019/03/20
\n", + "**Last modified:** 2020/04/20
\n", + "**Description:** Image segmentation model trained from scratch on the Oxford Pets dataset." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ZTk5V92lhlSp" + }, + "source": [ + "## Download the data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "KV60IRwjhlSp", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "1503ea8c-fc36-4579-f67e-55d8c844d7ea" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " % Total % Received % Xferd Average Speed Time Time Time Current\n", + " Dload Upload Total Spent Left Speed\n", + "100 755M 100 755M 0 0 20.4M 0 0:00:36 0:00:36 --:--:-- 15.6M\n", + " % Total % Received % Xferd Average Speed Time Time Time Current\n", + " Dload Upload Total Spent Left Speed\n", + "100 18.2M 100 18.2M 0 0 9823k 0 0:00:01 0:00:01 --:--:-- 9818k\n" + ] + } + ], + "source": [ + "!curl -O https://www.robots.ox.ac.uk/~vgg/data/pets/data/images.tar.gz\n", + "!curl -O https://www.robots.ox.ac.uk/~vgg/data/pets/data/annotations.tar.gz\n", + "!tar -xf images.tar.gz\n", + "!tar -xf annotations.tar.gz" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "z4v4vViVhlSq" + }, + "source": [ + "## Prepare paths of input images and target segmentation masks" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "bQCk7la7hlSr", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "3a6de892-4c67-4eb5-c60b-e764320454d0" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Number of samples: 7390\n", + "images/Abyssinian_1.jpg | annotations/trimaps/Abyssinian_1.png\n", + "images/Abyssinian_10.jpg | annotations/trimaps/Abyssinian_10.png\n", + "images/Abyssinian_100.jpg | annotations/trimaps/Abyssinian_100.png\n", + "images/Abyssinian_101.jpg | annotations/trimaps/Abyssinian_101.png\n", + "images/Abyssinian_102.jpg | annotations/trimaps/Abyssinian_102.png\n", + "images/Abyssinian_103.jpg | annotations/trimaps/Abyssinian_103.png\n", + "images/Abyssinian_104.jpg | annotations/trimaps/Abyssinian_104.png\n", + "images/Abyssinian_105.jpg | annotations/trimaps/Abyssinian_105.png\n", + "images/Abyssinian_106.jpg | annotations/trimaps/Abyssinian_106.png\n", + "images/Abyssinian_107.jpg | annotations/trimaps/Abyssinian_107.png\n" + ] + } + ], + "source": [ + "import os\n", + "\n", + "input_dir = \"images/\"\n", + "target_dir = \"annotations/trimaps/\"\n", + "img_size = (160, 160)\n", + "num_classes = 3\n", + "batch_size = 32\n", + "\n", + "input_img_paths = sorted(\n", + " [\n", + " os.path.join(input_dir, fname)\n", + " for fname in os.listdir(input_dir)\n", + " if fname.endswith(\".jpg\")\n", + " ]\n", + ")\n", + "target_img_paths = sorted(\n", + " [\n", + " os.path.join(target_dir, fname)\n", + " for fname in os.listdir(target_dir)\n", + " if fname.endswith(\".png\") and not fname.startswith(\".\")\n", + " ]\n", + ")\n", + "\n", + "print(\"Number of samples:\", len(input_img_paths))\n", + "\n", + "for input_path, target_path in zip(input_img_paths[:10], target_img_paths[:10]):\n", + " print(input_path, \"|\", target_path)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cQvvJH4mhlSs" + }, + "source": [ + "## What does one input image and corresponding segmentation mask look like?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "FxA5O0nGhlSs", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 913 + }, + "outputId": "7300a9f6-0640-4fff-9f97-f249e15a7fca" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "image/jpeg": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ], + "source": [ + "from IPython.display import Image, display\n", + "from tensorflow.keras.preprocessing.image import load_img\n", + "import PIL\n", + "from PIL import ImageOps\n", + "\n", + "# Display input image #7\n", + "display(Image(filename=input_img_paths[9]))\n", + "\n", + "# Display auto-contrast version of corresponding target (per-pixel categories)\n", + "img = PIL.ImageOps.autocontrast(load_img(target_img_paths[9]))\n", + "display(img)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ZKaasKdZhlSt" + }, + "source": [ + "## Prepare `Sequence` class to load & vectorize batches of data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "D-lHViHJhlSu" + }, + "outputs": [], + "source": [ + "from tensorflow import keras\n", + "import numpy as np\n", + "from tensorflow.keras.preprocessing.image import load_img\n", + "\n", + "\n", + "class OxfordPets(keras.utils.Sequence):\n", + " \"\"\"Helper to iterate over the data (as Numpy arrays).\"\"\"\n", + "\n", + " def __init__(self, batch_size, img_size, input_img_paths, target_img_paths):\n", + " self.batch_size = batch_size\n", + " self.img_size = img_size\n", + " self.input_img_paths = input_img_paths\n", + " self.target_img_paths = target_img_paths\n", + "\n", + " def __len__(self):\n", + " return len(self.target_img_paths) // self.batch_size\n", + "\n", + " def __getitem__(self, idx):\n", + " \"\"\"Returns tuple (input, target) correspond to batch #idx.\"\"\"\n", + " i = idx * self.batch_size\n", + " batch_input_img_paths = self.input_img_paths[i : i + self.batch_size]\n", + " batch_target_img_paths = self.target_img_paths[i : i + self.batch_size]\n", + " x = np.zeros((self.batch_size,) + self.img_size + (3,), dtype=\"float32\")\n", + " for j, path in enumerate(batch_input_img_paths):\n", + " img = load_img(path, target_size=self.img_size)\n", + " x[j] = img\n", + " y = np.zeros((self.batch_size,) + self.img_size + (1,), dtype=\"uint8\")\n", + " for j, path in enumerate(batch_target_img_paths):\n", + " img = load_img(path, target_size=self.img_size, color_mode=\"grayscale\")\n", + " y[j] = np.expand_dims(img, 2)\n", + " # Ground truth labels are 1, 2, 3. Subtract one to make them 0, 1, 2:\n", + " y[j] -= 1\n", + " return x, y\n" + ] + }, + { + "cell_type": "code", + "source": [ + "# Split our img paths into a training and a validation set\n", + "import random\n", + "\n", + "val_samples = 1000\n", + "random.Random(1337).shuffle(input_img_paths)\n", + "random.Random(1337).shuffle(target_img_paths)\n", + "train_input_img_paths = input_img_paths[:-val_samples]\n", + "train_target_img_paths = target_img_paths[:-val_samples]\n", + "val_input_img_paths = input_img_paths[-val_samples:]\n", + "val_target_img_paths = target_img_paths[-val_samples:]\n", + "\n", + "# Instantiate data Sequences for each split\n", + "train_gen = OxfordPets(\n", + " batch_size, img_size, train_input_img_paths, train_target_img_paths\n", + ")\n", + "val_gen = OxfordPets(batch_size, img_size, val_input_img_paths, val_target_img_paths)" + ], + "metadata": { + "id": "JmjQJMQniJo9" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def generate_images(paths, img_size):\n", + " for path in paths:\n", + " yield load_img(path, target_size=img_size)" + ], + "metadata": { + "id": "0kWBrN5mjGx5" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def generate_targets(paths, img_size):\n", + " for path in paths:\n", + " yield load_img(path, target_size=img_size, color_mode=\"grayscale\")" + ], + "metadata": { + "id": "ANk_NW7glTgq" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "!pip install mmap_ninja" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Ru646eisjVb4", + "outputId": "2763d11b-f921-4e85-bea0-51a89400c3e1" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", + "Collecting mmap_ninja\n", + " Downloading mmap_ninja-0.2.3.tar.gz (5.5 kB)\n", + "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from mmap_ninja) (1.21.6)\n", + "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from mmap_ninja) (4.64.0)\n", + "Building wheels for collected packages: mmap-ninja\n", + " Building wheel for mmap-ninja (setup.py) ... \u001b[?25l\u001b[?25hdone\n", + " Created wheel for mmap-ninja: filename=mmap_ninja-0.2.3-py3-none-any.whl size=6828 sha256=b6ce64f81ae01d6d2ee66bb634ef2a193d851abc454874c4c508482387821ac0\n", + " Stored in directory: /root/.cache/pip/wheels/ae/9e/f5/8502777f83d7259b21081cf26a7efb4c58b06b2454a3d97dfa\n", + "Successfully built mmap-ninja\n", + "Installing collected packages: mmap-ninja\n", + "Successfully installed mmap-ninja-0.2.3\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "from mmap_ninja.ragged import RaggedMmap\n", + "\n", + "RaggedMmap.from_generator(\n", + " out_dir='train_input_mmap',\n", + " sample_generator=generate_images(train_input_img_paths, img_size),\n", + " batch_size=64,\n", + " verbose=True\n", + ")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "u9Dbtl5ujX9o", + "outputId": "f203ec04-d047-4515-8051-c08d45a6aa96" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "6390it [00:29, 217.40it/s]\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 10 + } + ] + }, + { + "cell_type": "code", + "source": [ + "RaggedMmap.from_generator(\n", + " out_dir='train_target_mmap',\n", + " sample_generator=generate_targets(train_target_img_paths, img_size),\n", + " batch_size=64,\n", + " verbose=True\n", + ")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "XHFW3mrDkSed", + "outputId": "b67ddd3d-fd9c-4897-8a91-97c02f96d8e8" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "6390it [00:05, 1178.87it/s]\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 11 + } + ] + }, + { + "cell_type": "code", + "source": [ + "RaggedMmap.from_generator(\n", + " out_dir='val_input_mmap',\n", + " sample_generator=generate_images(val_input_img_paths, img_size),\n", + " batch_size=64,\n", + " verbose=True\n", + ")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "VDvFzRFOkdtd", + "outputId": "b961e427-f886-422b-89ee-033024f95791" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "1000it [00:03, 256.93it/s]\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 12 + } + ] + }, + { + "cell_type": "code", + "source": [ + "RaggedMmap.from_generator(\n", + " out_dir='val_target_mmap',\n", + " sample_generator=generate_targets(val_target_img_paths, img_size),\n", + " batch_size=64,\n", + " verbose=True\n", + ")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "QWZBm-5vknsU", + "outputId": "b74334c9-9bee-4a09-e454-4539a516a499" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "1000it [00:00, 1209.23it/s]\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 13 + } + ] + }, + { + "cell_type": "code", + "source": [ + "class MmapedOxfordPets(keras.utils.Sequence):\n", + " \"\"\"Helper to iterate over the data (as Numpy arrays).\"\"\"\n", + "\n", + " def __init__(self, batch_size, img_size, input_mmap, target_mmap):\n", + " self.batch_size = batch_size\n", + " self.img_size = img_size\n", + " self.input_mmap = input_mmap\n", + " self.target_mmap = target_mmap\n", + "\n", + " def __len__(self):\n", + " return len(self.target_mmap) // self.batch_size\n", + "\n", + " def __getitem__(self, idx):\n", + " \"\"\"Returns tuple (input, target) correspond to batch #idx.\"\"\"\n", + " i = idx * self.batch_size\n", + " batch_input_imgs = self.input_mmap[i : i + self.batch_size]\n", + " batch_target_imgs = self.target_mmap[i : i + self.batch_size]\n", + " x = np.zeros((self.batch_size,) + self.img_size + (3,), dtype=\"float32\")\n", + " for j, img in enumerate(batch_input_imgs):\n", + " x[j] = img\n", + " y = np.zeros((self.batch_size,) + self.img_size + (1,), dtype=\"uint8\")\n", + " for j, img in enumerate(batch_target_imgs):\n", + " y[j] = np.expand_dims(img, 2)\n", + " # Ground truth labels are 1, 2, 3. Subtract one to make them 0, 1, 2:\n", + " y[j] -= 1\n", + " return x, y" + ], + "metadata": { + "id": "Q-BV5E6lkBu-" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "mmap_train_gen = MmapedOxfordPets(batch_size, img_size, RaggedMmap('train_input_mmap'), RaggedMmap('train_target_mmap'))" + ], + "metadata": { + "id": "b6GuDAHDl73o" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "\n", + "x0, y1 = mmap_train_gen[0]" + ], + "metadata": { + "id": "Wo0OzAdOmMk2" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "x, y = train_gen[0]\n" + ], + "metadata": { + "id": "NkAzOzI7iKdM" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "np.allclose(x, x0)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ZLBKZq9JiSgM", + "outputId": "2d42a4c1-36eb-441d-93d7-3d92227ab22d" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "execution_count": 18 + } + ] + }, + { + "cell_type": "code", + "source": [ + "np.allclose(y, y1)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Fkk2lKnCiURU", + "outputId": "f0532e7d-f2fb-4897-e9e7-79076df7d0a3" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "execution_count": 19 + } + ] + }, + { + "cell_type": "code", + "source": [ + "mmap_val_gen = MmapedOxfordPets(batch_size, img_size, RaggedMmap('val_input_mmap'), RaggedMmap('val_target_mmap'))" + ], + "metadata": { + "id": "QwmZLRSqmb2d" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "YaY8mGWdhlSv" + }, + "source": [ + "## Prepare U-Net Xception-style model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Z45MFzTAhlSv", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "99c79bce-bb92-41df-f0af-976ba5765dbb" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Model: \"model\"\n", + "__________________________________________________________________________________________________\n", + " Layer (type) Output Shape Param # Connected to \n", + "==================================================================================================\n", + " input_1 (InputLayer) [(None, 160, 160, 3 0 [] \n", + " )] \n", + " \n", + " conv2d (Conv2D) (None, 80, 80, 32) 896 ['input_1[0][0]'] \n", + " \n", + " batch_normalization (BatchNorm (None, 80, 80, 32) 128 ['conv2d[0][0]'] \n", + " alization) \n", + " \n", + " activation (Activation) (None, 80, 80, 32) 0 ['batch_normalization[0][0]'] \n", + " \n", + " activation_1 (Activation) (None, 80, 80, 32) 0 ['activation[0][0]'] \n", + " \n", + " separable_conv2d (SeparableCon (None, 80, 80, 64) 2400 ['activation_1[0][0]'] \n", + " v2D) \n", + " \n", + " batch_normalization_1 (BatchNo (None, 80, 80, 64) 256 ['separable_conv2d[0][0]'] \n", + " rmalization) \n", + " \n", + " activation_2 (Activation) (None, 80, 80, 64) 0 ['batch_normalization_1[0][0]'] \n", + " \n", + " separable_conv2d_1 (SeparableC (None, 80, 80, 64) 4736 ['activation_2[0][0]'] \n", + " onv2D) \n", + " \n", + " batch_normalization_2 (BatchNo (None, 80, 80, 64) 256 ['separable_conv2d_1[0][0]'] \n", + " rmalization) \n", + " \n", + " max_pooling2d (MaxPooling2D) (None, 40, 40, 64) 0 ['batch_normalization_2[0][0]'] \n", + " \n", + " conv2d_1 (Conv2D) (None, 40, 40, 64) 2112 ['activation[0][0]'] \n", + " \n", + " add (Add) (None, 40, 40, 64) 0 ['max_pooling2d[0][0]', \n", + " 'conv2d_1[0][0]'] \n", + " \n", + " activation_3 (Activation) (None, 40, 40, 64) 0 ['add[0][0]'] \n", + " \n", + " separable_conv2d_2 (SeparableC (None, 40, 40, 128) 8896 ['activation_3[0][0]'] \n", + " onv2D) \n", + " \n", + " batch_normalization_3 (BatchNo (None, 40, 40, 128) 512 ['separable_conv2d_2[0][0]'] \n", + " rmalization) \n", + " \n", + " activation_4 (Activation) (None, 40, 40, 128) 0 ['batch_normalization_3[0][0]'] \n", + " \n", + " separable_conv2d_3 (SeparableC (None, 40, 40, 128) 17664 ['activation_4[0][0]'] \n", + " onv2D) \n", + " \n", + " batch_normalization_4 (BatchNo (None, 40, 40, 128) 512 ['separable_conv2d_3[0][0]'] \n", + " rmalization) \n", + " \n", + " max_pooling2d_1 (MaxPooling2D) (None, 20, 20, 128) 0 ['batch_normalization_4[0][0]'] \n", + " \n", + " conv2d_2 (Conv2D) (None, 20, 20, 128) 8320 ['add[0][0]'] \n", + " \n", + " add_1 (Add) (None, 20, 20, 128) 0 ['max_pooling2d_1[0][0]', \n", + " 'conv2d_2[0][0]'] \n", + " \n", + " activation_5 (Activation) (None, 20, 20, 128) 0 ['add_1[0][0]'] \n", + " \n", + " separable_conv2d_4 (SeparableC (None, 20, 20, 256) 34176 ['activation_5[0][0]'] \n", + " onv2D) \n", + " \n", + " batch_normalization_5 (BatchNo (None, 20, 20, 256) 1024 ['separable_conv2d_4[0][0]'] \n", + " rmalization) \n", + " \n", + " activation_6 (Activation) (None, 20, 20, 256) 0 ['batch_normalization_5[0][0]'] \n", + " \n", + " separable_conv2d_5 (SeparableC (None, 20, 20, 256) 68096 ['activation_6[0][0]'] \n", + " onv2D) \n", + " \n", + " batch_normalization_6 (BatchNo (None, 20, 20, 256) 1024 ['separable_conv2d_5[0][0]'] \n", + " rmalization) \n", + " \n", + " max_pooling2d_2 (MaxPooling2D) (None, 10, 10, 256) 0 ['batch_normalization_6[0][0]'] \n", + " \n", + " conv2d_3 (Conv2D) (None, 10, 10, 256) 33024 ['add_1[0][0]'] \n", + " \n", + " add_2 (Add) (None, 10, 10, 256) 0 ['max_pooling2d_2[0][0]', \n", + " 'conv2d_3[0][0]'] \n", + " \n", + " activation_7 (Activation) (None, 10, 10, 256) 0 ['add_2[0][0]'] \n", + " \n", + " conv2d_transpose (Conv2DTransp (None, 10, 10, 256) 590080 ['activation_7[0][0]'] \n", + " ose) \n", + " \n", + " batch_normalization_7 (BatchNo (None, 10, 10, 256) 1024 ['conv2d_transpose[0][0]'] \n", + " rmalization) \n", + " \n", + " activation_8 (Activation) (None, 10, 10, 256) 0 ['batch_normalization_7[0][0]'] \n", + " \n", + " conv2d_transpose_1 (Conv2DTran (None, 10, 10, 256) 590080 ['activation_8[0][0]'] \n", + " spose) \n", + " \n", + " batch_normalization_8 (BatchNo (None, 10, 10, 256) 1024 ['conv2d_transpose_1[0][0]'] \n", + " rmalization) \n", + " \n", + " up_sampling2d_1 (UpSampling2D) (None, 20, 20, 256) 0 ['add_2[0][0]'] \n", + " \n", + " up_sampling2d (UpSampling2D) (None, 20, 20, 256) 0 ['batch_normalization_8[0][0]'] \n", + " \n", + " conv2d_4 (Conv2D) (None, 20, 20, 256) 65792 ['up_sampling2d_1[0][0]'] \n", + " \n", + " add_3 (Add) (None, 20, 20, 256) 0 ['up_sampling2d[0][0]', \n", + " 'conv2d_4[0][0]'] \n", + " \n", + " activation_9 (Activation) (None, 20, 20, 256) 0 ['add_3[0][0]'] \n", + " \n", + " conv2d_transpose_2 (Conv2DTran (None, 20, 20, 128) 295040 ['activation_9[0][0]'] \n", + " spose) \n", + " \n", + " batch_normalization_9 (BatchNo (None, 20, 20, 128) 512 ['conv2d_transpose_2[0][0]'] \n", + " rmalization) \n", + " \n", + " activation_10 (Activation) (None, 20, 20, 128) 0 ['batch_normalization_9[0][0]'] \n", + " \n", + " conv2d_transpose_3 (Conv2DTran (None, 20, 20, 128) 147584 ['activation_10[0][0]'] \n", + " spose) \n", + " \n", + " batch_normalization_10 (BatchN (None, 20, 20, 128) 512 ['conv2d_transpose_3[0][0]'] \n", + " ormalization) \n", + " \n", + " up_sampling2d_3 (UpSampling2D) (None, 40, 40, 256) 0 ['add_3[0][0]'] \n", + " \n", + " up_sampling2d_2 (UpSampling2D) (None, 40, 40, 128) 0 ['batch_normalization_10[0][0]'] \n", + " \n", + " conv2d_5 (Conv2D) (None, 40, 40, 128) 32896 ['up_sampling2d_3[0][0]'] \n", + " \n", + " add_4 (Add) (None, 40, 40, 128) 0 ['up_sampling2d_2[0][0]', \n", + " 'conv2d_5[0][0]'] \n", + " \n", + " activation_11 (Activation) (None, 40, 40, 128) 0 ['add_4[0][0]'] \n", + " \n", + " conv2d_transpose_4 (Conv2DTran (None, 40, 40, 64) 73792 ['activation_11[0][0]'] \n", + " spose) \n", + " \n", + " batch_normalization_11 (BatchN (None, 40, 40, 64) 256 ['conv2d_transpose_4[0][0]'] \n", + " ormalization) \n", + " \n", + " activation_12 (Activation) (None, 40, 40, 64) 0 ['batch_normalization_11[0][0]'] \n", + " \n", + " conv2d_transpose_5 (Conv2DTran (None, 40, 40, 64) 36928 ['activation_12[0][0]'] \n", + " spose) \n", + " \n", + " batch_normalization_12 (BatchN (None, 40, 40, 64) 256 ['conv2d_transpose_5[0][0]'] \n", + " ormalization) \n", + " \n", + " up_sampling2d_5 (UpSampling2D) (None, 80, 80, 128) 0 ['add_4[0][0]'] \n", + " \n", + " up_sampling2d_4 (UpSampling2D) (None, 80, 80, 64) 0 ['batch_normalization_12[0][0]'] \n", + " \n", + " conv2d_6 (Conv2D) (None, 80, 80, 64) 8256 ['up_sampling2d_5[0][0]'] \n", + " \n", + " add_5 (Add) (None, 80, 80, 64) 0 ['up_sampling2d_4[0][0]', \n", + " 'conv2d_6[0][0]'] \n", + " \n", + " activation_13 (Activation) (None, 80, 80, 64) 0 ['add_5[0][0]'] \n", + " \n", + " conv2d_transpose_6 (Conv2DTran (None, 80, 80, 32) 18464 ['activation_13[0][0]'] \n", + " spose) \n", + " \n", + " batch_normalization_13 (BatchN (None, 80, 80, 32) 128 ['conv2d_transpose_6[0][0]'] \n", + " ormalization) \n", + " \n", + " activation_14 (Activation) (None, 80, 80, 32) 0 ['batch_normalization_13[0][0]'] \n", + " \n", + " conv2d_transpose_7 (Conv2DTran (None, 80, 80, 32) 9248 ['activation_14[0][0]'] \n", + " spose) \n", + " \n", + " batch_normalization_14 (BatchN (None, 80, 80, 32) 128 ['conv2d_transpose_7[0][0]'] \n", + " ormalization) \n", + " \n", + " up_sampling2d_7 (UpSampling2D) (None, 160, 160, 64 0 ['add_5[0][0]'] \n", + " ) \n", + " \n", + " up_sampling2d_6 (UpSampling2D) (None, 160, 160, 32 0 ['batch_normalization_14[0][0]'] \n", + " ) \n", + " \n", + " conv2d_7 (Conv2D) (None, 160, 160, 32 2080 ['up_sampling2d_7[0][0]'] \n", + " ) \n", + " \n", + " add_6 (Add) (None, 160, 160, 32 0 ['up_sampling2d_6[0][0]', \n", + " ) 'conv2d_7[0][0]'] \n", + " \n", + " conv2d_8 (Conv2D) (None, 160, 160, 3) 867 ['add_6[0][0]'] \n", + " \n", + "==================================================================================================\n", + "Total params: 2,058,979\n", + "Trainable params: 2,055,203\n", + "Non-trainable params: 3,776\n", + "__________________________________________________________________________________________________\n" + ] + } + ], + "source": [ + "from tensorflow.keras import layers\n", + "\n", + "\n", + "def get_model(img_size, num_classes):\n", + " inputs = keras.Input(shape=img_size + (3,))\n", + "\n", + " ### [First half of the network: downsampling inputs] ###\n", + "\n", + " # Entry block\n", + " x = layers.Conv2D(32, 3, strides=2, padding=\"same\")(inputs)\n", + " x = layers.BatchNormalization()(x)\n", + " x = layers.Activation(\"relu\")(x)\n", + "\n", + " previous_block_activation = x # Set aside residual\n", + "\n", + " # Blocks 1, 2, 3 are identical apart from the feature depth.\n", + " for filters in [64, 128, 256]:\n", + " x = layers.Activation(\"relu\")(x)\n", + " x = layers.SeparableConv2D(filters, 3, padding=\"same\")(x)\n", + " x = layers.BatchNormalization()(x)\n", + "\n", + " x = layers.Activation(\"relu\")(x)\n", + " x = layers.SeparableConv2D(filters, 3, padding=\"same\")(x)\n", + " x = layers.BatchNormalization()(x)\n", + "\n", + " x = layers.MaxPooling2D(3, strides=2, padding=\"same\")(x)\n", + "\n", + " # Project residual\n", + " residual = layers.Conv2D(filters, 1, strides=2, padding=\"same\")(\n", + " previous_block_activation\n", + " )\n", + " x = layers.add([x, residual]) # Add back residual\n", + " previous_block_activation = x # Set aside next residual\n", + "\n", + " ### [Second half of the network: upsampling inputs] ###\n", + "\n", + " for filters in [256, 128, 64, 32]:\n", + " x = layers.Activation(\"relu\")(x)\n", + " x = layers.Conv2DTranspose(filters, 3, padding=\"same\")(x)\n", + " x = layers.BatchNormalization()(x)\n", + "\n", + " x = layers.Activation(\"relu\")(x)\n", + " x = layers.Conv2DTranspose(filters, 3, padding=\"same\")(x)\n", + " x = layers.BatchNormalization()(x)\n", + "\n", + " x = layers.UpSampling2D(2)(x)\n", + "\n", + " # Project residual\n", + " residual = layers.UpSampling2D(2)(previous_block_activation)\n", + " residual = layers.Conv2D(filters, 1, padding=\"same\")(residual)\n", + " x = layers.add([x, residual]) # Add back residual\n", + " previous_block_activation = x # Set aside next residual\n", + "\n", + " # Add a per-pixel classification layer\n", + " outputs = layers.Conv2D(num_classes, 3, activation=\"softmax\", padding=\"same\")(x)\n", + "\n", + " # Define the model\n", + " model = keras.Model(inputs, outputs)\n", + " return model\n", + "\n", + "\n", + "# Free up RAM in case the model definition cells were run multiple times\n", + "keras.backend.clear_session()\n", + "\n", + "# Build model\n", + "model = get_model(img_size, num_classes)\n", + "model.summary()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Ej2VpIW_hlSw" + }, + "source": [ + "## Train the model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "zX2F4hr2hlSx", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "d8c3a667-7962-4fc8-9bd2-9d5c1df81c7d" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 1/15\n", + "199/199 [==============================] - 60s 213ms/step - loss: 0.9170 - val_loss: 2.1912\n", + "Epoch 2/15\n", + "199/199 [==============================] - 42s 212ms/step - loss: 0.5057 - val_loss: 2.2939\n", + "Epoch 3/15\n", + "199/199 [==============================] - 43s 216ms/step - loss: 0.4280 - val_loss: 0.4251\n", + "Epoch 4/15\n", + "199/199 [==============================] - 43s 218ms/step - loss: 0.3812 - val_loss: 0.3885\n", + "Epoch 5/15\n", + "199/199 [==============================] - 44s 219ms/step - loss: 0.3493 - val_loss: 0.3876\n", + "Epoch 6/15\n", + "199/199 [==============================] - 44s 219ms/step - loss: 0.3186 - val_loss: 0.3907\n", + "Epoch 7/15\n", + "199/199 [==============================] - 44s 221ms/step - loss: 0.2946 - val_loss: 0.3733\n", + "Epoch 8/15\n", + "199/199 [==============================] - 44s 221ms/step - loss: 0.2701 - val_loss: 0.3763\n", + "Epoch 9/15\n", + "199/199 [==============================] - 44s 221ms/step - loss: 0.2549 - val_loss: 0.3877\n", + "Epoch 10/15\n", + "199/199 [==============================] - 44s 221ms/step - loss: 0.2377 - val_loss: 0.4474\n", + "Epoch 11/15\n", + "199/199 [==============================] - 44s 221ms/step - loss: 0.2241 - val_loss: 0.3843\n", + "Epoch 12/15\n", + "199/199 [==============================] - 44s 221ms/step - loss: 0.2140 - val_loss: 0.3764\n", + "Epoch 13/15\n", + "199/199 [==============================] - 44s 222ms/step - loss: 0.2016 - val_loss: 0.3748\n", + "Epoch 14/15\n", + "199/199 [==============================] - 44s 222ms/step - loss: 0.1923 - val_loss: 0.3973\n", + "Epoch 15/15\n", + "199/199 [==============================] - 44s 222ms/step - loss: 0.1847 - val_loss: 0.3830\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 22 + } + ], + "source": [ + "# Configure the model for training.\n", + "# We use the \"sparse\" version of categorical_crossentropy\n", + "# because our target data is integers.\n", + "model.compile(optimizer=\"rmsprop\", loss=\"sparse_categorical_crossentropy\")\n", + "\n", + "callbacks = [\n", + " keras.callbacks.ModelCheckpoint(\"oxford_segmentation.h5\", save_best_only=True)\n", + "]\n", + "\n", + "# Train the model, doing validation at the end of each epoch.\n", + "epochs = 15\n", + "model.fit(mmap_train_gen, epochs=epochs, validation_data=mmap_val_gen, callbacks=callbacks)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "w_BysLj_hlSx" + }, + "source": [ + "## Visualize predictions" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Ejk6kxYYhlSx", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 777 + }, + "outputId": "4fca9ec8-5b3a-4e20-b279-f078aa483fd3" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "image/jpeg": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ], + "source": [ + "# Generate predictions for all images in the validation set\n", + "\n", + "val_gen = OxfordPets(batch_size, img_size, val_input_img_paths, val_target_img_paths)\n", + "val_preds = model.predict(val_gen)\n", + "\n", + "\n", + "def display_mask(i):\n", + " \"\"\"Quick utility to display a model's prediction.\"\"\"\n", + " mask = np.argmax(val_preds[i], axis=-1)\n", + " mask = np.expand_dims(mask, axis=-1)\n", + " img = PIL.ImageOps.autocontrast(keras.preprocessing.image.array_to_img(mask))\n", + " display(img)\n", + "\n", + "\n", + "# Display results for validation image #10\n", + "i = 10\n", + "\n", + "# Display input image\n", + "display(Image(filename=val_input_img_paths[i]))\n", + "\n", + "# Display ground-truth target mask\n", + "img = PIL.ImageOps.autocontrast(load_img(val_target_img_paths[i]))\n", + "display(img)\n", + "\n", + "# Display mask predicted by our model\n", + "display_mask(i) # Note that the model only sees inputs at 150x150." + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "fm8ZYdqEuTsy" + }, + "execution_count": null, + "outputs": [] + } + ], + "metadata": { + "colab": { + "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": "3.7.0" + }, + "accelerator": "GPU", + "gpuClass": "standard" + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file