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Multi-task Deep Learning Experiment using fastai Pytorch
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| { | |
| "cells": [ | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "# Multi-task Deep Learning Experiment using fastai Pytorch" | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "This notebook is a line-by-line example of a multi-task deep learning model, implemented using the *fastai* v1 library for PyTorch. This model takes in an image of a human face and predicts their gender, race, and age. \n\nThis notebook wants to show:\n1. an example of a multi-task deep learning model;\n2. the multi-task model makes better predictions than the individual model; and\n2. how to use the fastai library to easily implement the model.\n\nThis document is written in a working Jupyter notebook, so you can run and change the code if you like (at least it's fun to randomly sample faces - some of them are famous)." | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "## Multi-task learning" | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "First, some quick introduction to multi-task learning." | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "### What it is \n\n> [wikipedia](https://en.wikipedia.org/wiki/Multi-task_learning): Multi-task learning (MTL) is a subfield of machine learning in which *multiple learning tasks are solved at the same time*, while exploiting commonalities and differences across tasks. \n\n In this notebook, *multiple learning tasks* are the three tasks to predict gender, race (both classification tasks), and age (a regression task), respectively." | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "### Why do it\n> [wikipedia](https://en.wikipedia.org/wiki/Multi-task_learning): This can result in *improved learning efficiency and prediction accuracy* for the task-specific models, when compared to training the models separately.\n\n In this notebook,\n - Regarding *improved learning efficiency*: we run the multi-task model once instead of three time for the single-task models (all four models have similar run time). \n - Regarding *improved prediction accuracy*: we will show that the multi-task model cut average age prediction error in half from 10 years to 5 years while holding the gender and race prediction accuracy almost the same. " | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "### Why it works \n> [wikipedia](https://en.wikipedia.org/wiki/Multi-task_learning): Multi-task learning works because *regularization induced by requiring an algorithm to perform well on a related task* can be superior to regularization that prevents overfitting by penalizing all complexity uniformly. \n \n We will not cover the math here. Wikipedia provides some good resources. " | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "## fastai" | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "We use the library [fastai v1 for PyTorch](https://www.fast.ai/2018/10/02/fastai-ai/) to implement our model. This software is built by the organization also called [fastai](https://www.fast.ai/) and founded by Jeremy Howard and Rachel Thomas to \"make neural nets uncool again\". Its free on-line deep learning courses are considered by many researchers the best out there. The fastai software library \"simplifies training fast and accurate neural nets using modern best practices\", in other words, it's really easy to use and it works really well." | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "## The data and the problem" | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "We use [UTKFace](http://aicip.eecs.utk.edu/wiki/UTKFace) data for this experiment.\n> UTKFace dataset is a large-scale face dataset with long age span (range from 0 to 116 years old). The dataset consists of over 20,000 face images with annotations of age, gender, and ethnicity. The images cover large variation in pose, facial expression, illumination, occlusion, resolution, etc. This dataset could be used on a variety of tasks, e.g., face detection, age estimation, age progression/regression, landmark localization, etc. " | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "We will try to predict gender, race (both classification tasks), and age (a regression task), respectively, based on the image. In the setting of multi-task learning, we could think of age as the central task partly because it is more difficult. " | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "Imports" | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "cell_type": "code", | |
| "source": "%load_ext autoreload\n%autoreload 2\n%matplotlib inline\n%config InlineBackend.figure_format = 'retina'\n\nfrom pathlib import Path\n\nimport os\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nfrom collections import Counter\n\nfrom fastai import *\nfrom fastai.vision import *", | |
| "execution_count": 170, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": "The autoreload extension is already loaded. To reload it, use:\n %reload_ext autoreload\n" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "We can see fastai v1 is being used:" | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "cell_type": "code", | |
| "source": "import fastai; fastai.__version__", | |
| "execution_count": 172, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "'1.0.19'" | |
| }, | |
| "execution_count": 172, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "`pathlib` is a good package to deal with file paths." | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "cell_type": "code", | |
| "source": "Path", | |
| "execution_count": 173, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "pathlib.Path" | |
| }, | |
| "execution_count": 173, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "Create these `Path` objects so that \n- `pdata`: path to dataset\n- `p`: path to project folder" | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "cell_type": "code", | |
| "source": "pdata = Path('/data/utkface/')\np = Path('.')", | |
| "execution_count": 174, | |
| "outputs": [] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "We will use the 23k cropped faces." | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "cell_type": "code", | |
| "source": "fns = list(pdata.glob('UTKface_Aligned_cropped/UTKFace/*.jpg'))\nlen(fns)", | |
| "execution_count": 175, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "23708" | |
| }, | |
| "execution_count": 175, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "The labels of each face image is embedded in the file name, formatted like `[age]_[gender]_[race]_[date&time].jpg`\n\n`[age]` is an integer from 0 to 116, indicating the age\n`[gender]` is either 0 (male) or 1 (female)\n`[race]` is an integer from 0 to 4, denoting White, Black, Asian, Indian, and Others (like Hispanic, Latino, Middle Eastern).\n`[date&time]` is in the format of yyyymmddHHMMSSFFF, showing the date and time an image was collected to UTKFace" | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "cell_type": "code", | |
| "source": "fns[:3]", | |
| "execution_count": 6, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "[PosixPath('/data/utkface/UTKface_Aligned_cropped/UTKFace/35_1_0_20170117183059886.jpg.chip.jpg'),\n PosixPath('/data/utkface/UTKface_Aligned_cropped/UTKFace/30_0_0_20170117130638578.jpg.chip.jpg'),\n PosixPath('/data/utkface/UTKface_Aligned_cropped/UTKFace/18_1_0_20170109214453184.jpg.chip.jpg')]" | |
| }, | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "Remove files with bad-format names (only a few)." | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "cell_type": "code", | |
| "source": "fns = [fn for fn in fns if len(str(fn).split('/')[-1].split('_'))==4 and '__' not in str(fn)]\nlen(fns)", | |
| "execution_count": 176, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "23705" | |
| }, | |
| "execution_count": 176, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "A handy function to look at the content of a dictionary. " | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "cell_type": "code", | |
| "source": "def show_dct(dct, n=3):\n return dict(list(dct.items())[:n])", | |
| "execution_count": 177, | |
| "outputs": [] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "Create these look-up maps\n- `i2fn`: image index to filename\n- `fn2i`: filename to index" | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "cell_type": "code", | |
| "source": "i2fn = fns\nfn2i = {fn:i for i,fn in enumerate(i2fn)}\nshow_dct(fn2i)", | |
| "execution_count": 188, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "{PosixPath('/data/utkface/UTKface_Aligned_cropped/UTKFace/35_1_0_20170117183059886.jpg.chip.jpg'): 0,\n PosixPath('/data/utkface/UTKface_Aligned_cropped/UTKFace/30_0_0_20170117130638578.jpg.chip.jpg'): 1,\n PosixPath('/data/utkface/UTKface_Aligned_cropped/UTKFace/18_1_0_20170109214453184.jpg.chip.jpg'): 2}" | |
| }, | |
| "execution_count": 188, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "The labels of each face image is embedded in the file name, formated like `[age]_[gender]_[race]_[date&time].jpg`" | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "cell_type": "code", | |
| "source": "bs_fns = [os.path.basename(o) for o in fns]\nbs_fns[:3]", | |
| "execution_count": 189, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "['35_1_0_20170117183059886.jpg.chip.jpg',\n '30_0_0_20170117130638578.jpg.chip.jpg',\n '18_1_0_20170109214453184.jpg.chip.jpg']" | |
| }, | |
| "execution_count": 189, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "Create these look-up maps\n\n- `i2age`: image index to age\n- `i2gender`: image index to gender\n- `i2race`: image index to race" | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "cell_type": "code", | |
| "source": "i2age, i2gender, i2race = zip(*[bs_fn.split('_')[:3] for bs_fn in bs_fns])", | |
| "execution_count": 191, | |
| "outputs": [] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "`[age]` is an integer from 0 to 116, indicating the age" | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "cell_type": "code", | |
| "source": "i2age = [int(o) for o in i2age]\ni2age[:3]", | |
| "execution_count": 192, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "[35, 30, 18]" | |
| }, | |
| "execution_count": 192, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "`[gender]` is either 0 (male) or 1 (female)" | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "cell_type": "code", | |
| "source": "o2gender = {'0': 'm', '1': 'f'}\ni2gender = [o2gender[o] for o in i2gender]\n\ni2gender[:3]", | |
| "execution_count": 193, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "['f', 'm', 'f']" | |
| }, | |
| "execution_count": 193, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "`[race]` is an integer from 0 to 4, denoting White, Black, Asian, Indian, and Others (like Hispanic, Latino, Middle Eastern)." | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "cell_type": "code", | |
| "source": "o2race = dict(list(enumerate(('White', 'Black', 'Asian', 'Indian', 'Others'))))\ni2race = [o2race[int(o)] for o in i2race]\ni2race[:3]", | |
| "execution_count": 194, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "['White', 'White', 'White']" | |
| }, | |
| "execution_count": 194, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "## Explore data" | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "cell_type": "code", | |
| "source": "Some sanity check on the data.", | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "Gender counts. Seems even." | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "cell_type": "code", | |
| "source": "Counter(i2gender)", | |
| "execution_count": 198, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "Counter({'f': 11314, 'm': 12391})" | |
| }, | |
| "execution_count": 198, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "Race counts. Notice this might not be the same race distribution as the data in your own problem. " | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "cell_type": "code", | |
| "source": "Counter(i2race).most_common()", | |
| "execution_count": 231, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "[('White', 10078),\n ('Black', 4526),\n ('Indian', 3975),\n ('Asian', 3434),\n ('Others', 1692)]" | |
| }, | |
| "execution_count": 231, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "Gender per race counts. Seems relatively even." | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "cell_type": "code", | |
| "source": "sorted(Counter(list(zip(i2race, i2gender))). items())", | |
| "execution_count": 16, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "[(('Asian', 'f'), 1859),\n (('Asian', 'm'), 1575),\n (('Black', 'f'), 2208),\n (('Black', 'm'), 2318),\n (('Indian', 'f'), 1714),\n (('Indian', 'm'), 2261),\n (('Others', 'f'), 932),\n (('Others', 'm'), 760),\n (('White', 'f'), 4601),\n (('White', 'm'), 5477)]" | |
| }, | |
| "execution_count": 16, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "Let's look at the distribution of age. Looks like babies and 20-year olds like their pictures taken the most." | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "cell_type": "code", | |
| "source": "plt.figure(figsize=(10, 5))\nplt.plot(*zip(*sorted(Counter(i2age).items())), '.:')\nplt.title('Number of Images by Age')\nplt.ylabel('count')\nplt.xlabel('age')\nplt.grid()", | |
| "execution_count": 197, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": "<Figure size 720x360 with 1 Axes>" | |
| }, | |
| "metadata": { | |
| "image/png": { | |
| "height": 331, | |
| "width": 620 | |
| }, | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "Distribution of age per gender. Nothing strange." | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "cell_type": "code", | |
| "source": "plt.figure(figsize=(10, 5))\nfor gender in o2gender.values():\n ages_gender=[age for i, age in enumerate(i2age) if i2gender[i]==gender]\n plt.plot(*zip(*sorted(Counter(ages_gender).items())), '.:', label=gender, alpha=.5)\n plt.title('Number of Images by Age and Gender')\n plt.ylabel('count')\n plt.xlabel('age')\n plt.legend()\nplt.grid()", | |
| "execution_count": 202, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": "<Figure size 720x360 with 1 Axes>" | |
| }, | |
| "metadata": { | |
| "image/png": { | |
| "height": 331, | |
| "width": 620 | |
| }, | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "Distribution of age per race. Nothing strange." | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "cell_type": "code", | |
| "source": "plt.figure(figsize=(10, 5))\n\nfor race in o2race.values():\n ages_race=[age for i, age in enumerate(i2age) if i2race[i]==race]\n plt.plot(*zip(*sorted(Counter(ages_race).items())), '.:', label=gender, alpha=.5)\n plt.title('Number of Images by Age and Race')\n plt.ylabel('count')\n plt.xlabel('age')\n plt.legend()\nplt.grid()\n", | |
| "execution_count": 204, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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lGmCl45+sL7FK6475WqeU/jul9DsppWeTJZp/gaymzUlM0AfdYTqc+/aQ655SWk/WfHkh8IqIaARen68+2j71DumbbBIXR8QFZe/LY6zK9angWO63Y1E6H4f7vTRtUkq7gN/P374nIsY0F81HOS3VJPzFlNI/p5T2jPuYSuekNBrsqUcQ0tNlr6v1XStJmiYmzCRJJ4qPkXUO3gH87hTblpqcnVxh/aXTFdRRujQiKjXluTKf7yUbha/ke/n8VTMW1eRK/QtdNknsV+XzPuChmQ9pxpXun/sm6tspH5ThqvHLc6V+lZ47yec/r8Ly0rU+OyLOmzLKKaSU+lJKtwNvyRddcpQDaFw50cL8PJSOpVI/VH+fz98EvIwsybEL+MKRBhERz2C0H7GLyBKClaZSh/DlCbbHGR0cYcLrk/f7dkmFEGbqWTyW++1YlK7Zc8cNNFJuwms/TT5BlsydqAbxYkZrtf6Iib2owvLSYB8LI6JSLbQx8sE0SkmzV062rSSp9pkwkySdEPLO6tflb9/O5LUhSp2/Xzt+Rd4k7MZpDe7ItTHaefdBeWzvzN/+07g+0m7L58+KiOsn+/DxtTSmyT+T9Re0iNHES/k+24DfKm07ycAA9aTUV975FRIJbwbOqFC2NLrlFRHx7PErI+JUslEiJ/KfjPa79IHJRlmsUCOnkv2lzcj6RztSb4uI+RMsfz1Z7cIi2X0ykduAYbKRLUsJ709WGKFyKqXk170ppXtTSnsrTcBn821/sXQe82RUKVF3Q0RM1Nfg28lqe1U6Fpj+Z/FY7rdjUXq2VzJa8++g/BjeOgP7BQ5+t5eamr4j75+upIfRpt4XME7ev9mvVfjcnwI/yN/+SYXrPJHb8vnbI+LcShtFptq1lSVJkzBhJkk6kXyarLlSK/CCSbb7f/n8zRHxxlK/SXltnS8zebLteOgG/jAibiiNYBgRp5P9iD+XrHPu95UXSCl9hdFkxEcj4ub8xyJ5+QURcW1EfIGsA+1plVLaBHw4f/u+iHhL2Xk9C/gS8AygH3jPdO+/Sr5G9mP9fODWUrIoIuZFxG8Bf0VWS2oi3yAbOTKAz0XES0tJkLy2y1eACZNFeTO8X8v3/WLgqxFxWVn5xoi4JCLex+igECX3R8R7I+LSUvIs/2G/lmzEWYA7J2jWdjhagK9ExPn55zZFxBuAD+Xr/z6lNGEH6ymlbcAdZP93LdX2OeLmmPk5KHUOXyk5V+6LwBCwDPjZsuV/RHb+LyC7Pqvyz2+JiP+dr59wcIQZfBaP5X47avmzXboWH4qI60vJpbwp61eo3Lx9uvwdWSf+nZQlwFJK+xitKfbRiLgoj6sQES8kG71zsr7K3kmWqH0e2b37rNKKiFgcEa+NiE+NK1N6rtqBb0bEGyJiblm5UyLizWSjqF53VEcrSTouTJhJkk4Yec2Q/3sYm/4d8H2ypjwfBfZFRDdwP1kTrjfOWJCH5wvAv5J1Zt0dEXvImpv+LFn/a29MKT02Qbnrgc+TjQr3f4EtEbE3P7bd+bpXzGDcvwH8B9l5/VugN4/9IaCLbCS/16WUHp7BGI6blNJDZNcI4B3AnojYTXau/4SsJtiHKpRNZLV1NpP1//RloC8iesma9C0EfjPffHCC8v8K/DJZUucqsqRBf0TsJEuo3gX8DjC+xtcS4P+Q1azpj4hd+ed/H/gZYCfwK0dyHsq8nSzB9OOI2AvsI6uN05bH987KRYGxfafdnVK67yhi6GK0H73PTbVxXsvs6/nbN5Qtf5Cs1lQCXg5szK9tD/CXZM/Sv+abH3J9mIFn8Vjut2nw62T3SBvZqKW9+TW+DzgPeNsM7Rc4mBj7m/ztjeUJqjy2/WT33o8iYh/Zvfc1shqvvzzJ536HLME6SPYc3RkR/flzuAP4R+CKcWX2kn0XP0jW599tZN/TuyKin+yZ/jBwMbNsoBNJmm1MmEmSTjT/TOV+koCDNXReDPwpsJGsuVEf2Q+fS4B7ZzTCqSXgNWQJhgfJmsftIauB85y8v6lDC2V9UV0HXEN2Hp4iq203h6xT9U8DryZLbEx/0Cn1k3VM/itktaf6yX5gbyJLhlyQUjriPqlqWUrpnWRNUH9E9qO7EbiHrFnvy8hqr1Qquxl4JnAr2Y/sBrJaSx8huw9LtYUq1WT6GHA2WRLlJ/m+OvNy3yBLuJ02rti1ZLWjvgNsIWtWeIAs8fE+4LyjTFQBfBe4jKwG5yDZffwQWcKoK096TOYrZPcMHHtn/w+nlH5ymGVKibVry5uU5uf3+Xlc3WSJ4AfImku/ltHBQQ65PjP1LB7L/XYs8mvXRXYtSwnvAbLROtcy2m/bTLo13+ciyhJ0KaXvk43y+nmy78kmYDtZ0v4ipvg+z79PzyVLhJaOrUj23ft3ZMnP8WUeJUuIvZ3sWdsNzCM7//eR1da8EviHozlQSdLxEWO7N5EkSVI9iIg/JBsh8OMppV+qcjgzLiKuAL5NlhRZntfkqUl5089NZH2zvSAf6VOSJNURa5hJkiTVmYhYyGhTsv+oZizHUanj+M/WcrIs91qyZFkPox3HS5KkOmLCTJIkqQblHfV/MCKeFREt+bLGiLiKrJnXcrImw1P2xVXvIuJngV/I3/5FNWMpiYh3RcSv5Z24F/JlCyLiBuDv883+Om+KLEmS6oxNMiVJkmpQRLyIsbXH9pCNvDcnf78beGlKadbWYIqIjWR9ey3JF/1DSumQPqOqISI+Cfxi/vYAWT+H8xkddfFrwMtTSgNVCE+SJB0jE2aSJEk1KCIWA79KNgDF6WRJo2GyWmVfAf4spbS1agEeBxGRyAYHeIqsA/l3p5T2VzeqTEQ8h2wk0+eS1fabT9b5/33AJ4FPpJRmpJN9SZI080yYSZIkSZIkSWXsw0ySJEmSJEkqY8JMkiRJkiRJKmPCTJIkSZIkSSpjwkySJEmSJEkqY8JMkiRJkiRJKtNY7QBORBGxAZhHNiy8JEmSJEmSjt1pQE9KafWxfpAJs+qY19rauvDcc89dWO1AJtPb2wtAR0dHlSORjpz3r+qd97Dqmfev6p33sOqZ96/q2bHevw8++CD79++fllhMmFXHxnPPPXfh3XffXe04JrV+/XoAurq6qhqHdDS8f1XvvIdVz7x/Ve+8h1XPvH9Vz471/r3kkkv44Q9/uHE6YrEPM0mSJEmSJKmMCTNJkiRJkiSpjAkzSZIkSZIkqYwJM0mSJEmSJKmMCTNJkiRJkiSpjAkzSZIkSZIkqYwJM0mSJEmSJKlMY7UDkCRJkiRJOhEUi0V2795Nb28vg4ODpJSqHVJNaWtrA+DBBx8kImhubqajo4OFCxdSKBzfOl8mzCRJkiRJkmZYsVjkiSeeoL+/v9qh1KxSwgwgpcTAwAADAwP09fVxyimnHNekmQkzSZIkSZKkGbZ79276+/tpbGxk2bJltLe3H/daU7Wut7cXgI6ODorFIn19fWzbto3+/n52797N4sWLj1ssXhlJkiRJkqQZVkoGLVu2jI6ODpNlUygUCnR0dLBs2TJg9Pwdt/0f171JkiRJkiSdgAYHBwFob2+vciT1pXS+SufveDFhJkmSJEmSNMNKHfxbs+zIRATAcR8gwaskSZIkSZKkmlRKmB1vJswkSZIkSZKkMibMJEmSJEmSpDImzCRJkiRJknRc3XrrraxZs4bW1lYigltuuaXaIY3RWO0AJEmSJEmSdOK4/fbbueGGG7j44ou58cYbaW5u5vLLL692WGOYMJMkSZIkSdJxc8cddxycr1ix4uDy3t7eaoV0CBNmklQPRoZgx0Mw0A2t82HxWdDQVO2oJEmSJOmIbdmyBWBMsqzWmDCTpFrXswV+/E/Q/QQM7oPmudB5ClzwaphXu//ASJIkSaqOoZEij27fR8/+ITrbmjjjpLk0NVS/G/t169Zx8803H3wfEQdfp5SqEVJFJswkqZaNDGXJsifvhOFBaJkPezZB77Zs/eVvs6aZJEmSpIO2dQ/whXueYsve/fQNDtPe3MiK+a1ce9FKlnW2VDW2rq4uAG677TY2bdrETTfdVNV4JmPCTJJq2c6Hs5plw4Ow/EKIAqQibL03W77zYVh6XrWjlCRJklQDhkaKfOGep/jR5j0MDhfpbG1i8+5+nu4ZAOBNz11d1ZpmXV1ddHV1sX79ejZt2sS6deuqFstUTJhJUi3bvzdrhtkwB3Y9AhSguSOraTa4L1svSZIkaVb43mO7+O/HdwFw+emLePYZi8as/+bDO/jhpj0APP+sxVyyauGY9Z/670186cdb6dk/xGWrF7Kss5ViStz/VDdb9u7n49/ZSO/gMAAvvWAZ5yybN6b8F+55isd39AHwiotWcMZJc8esf2J3P6csbJu+A65hJswkqZa1zs/6LNuzAQiIgOIIDO+HBauy9ZIkSZIE9B8YYWi4SEtTA4W8f7BCBJ2tTfQNDtN/YLjKEdaP6vf4JkmqbPFZWQf/hSbYty2rUbZ3IzQ2Z8sXn1XtCCVJkiTViLY5DTQ1FhgYGqGYd6JfTInu/UO0NzfSNsd6U4fLMyVJtayhKRsN80A/7HwIDvRltcqWnp8tt8N/SZIkadZ49hmHNsMsd+VZJ3HlWSdVXP+Ll69icLjIjzbvYXvvIIPDRbr3D9HcWGDF/FbecMVpk/Zhdu1FKyeN70RpjgkmzCSp9s1bARf9Anz7Fmhsgc6THR1TkiRJ0iGaGgoHk16lUTJPXdh2cJTManb4X29MmElSPWhsgblLstdzTzJZJkmSJGlCyzpbeNNzV/PYjn109w/R2dbEGSfNNVl2hEyYSVI9KDSMzsN/6CRJkiRV1tRQOGQETB0ZE2aSVA/aFkHX72ajZEqSJEmSZpQJM0mqB9t+DLsegWiApefB4jOrHZEkSZIkHZX169dXO4QpmTCTpHrQtx12PJy97lhe3VgkSZIkaZazIxxJqgfF4ujrUn9mkiRJkqQZYQ0zSaoHyy+EjqUwMgTtJ1U7GkmSJEma1UyYSVI9aD8J7vpo9joK0PU71Y1HkiRJkmYxm2RKUj2IGB0hMxXHNtGUJEmSJE0ra5hJUj2IgMYWIGUjZaYi/s1DkiRJkmaGCTNJqhfPvbHaEUiSJEnSCcGEmSTVg8e+Dvu2Z7XLVj8POpZVOyJJkiRJmrVszyNJ9aB3G+zeALseheGBakcjSZIkSbOaCTNJqgfFkdHX0VC9OCRJkiTpBGCTTEmqB894EfTvhOFBiAKMDEODX+GSJEmSNBP8tSVJ9WDecvjpHdC3M3t/6a/A3JOqG5MkSZIkzVJ12yQzIp4XEZ+LiK0RMZjPvxoRV0+w7XMi4ssRsTsi+iPivoi4MaJyu6aIuCYi1kdEd0Tsi4jvR8QbZvaoJGkShbKvrDRSeTtJkiRJ0jGpy4RZRPw+8C3g+cBXgD8DvggsALrGbXtt2bb/AvwVMAf4AHB7hc9/R/555wOfBD4CrABui4j3T/sBSdLhmDMXWuZB20Igqh2NJEmSJB21W2+9lTVr1tDa2kpEcMstt1Q7pDHqrklmRLwG+EPga8ArU0q949Y3lb2eR5bsGgG6Ukp35cvfDXwdeHVEvDaldHtZmdOA9wO7gWellDbmy/8AuBP4jYj4XErpezN1jJI0oZ/5n9WOQJIkSZKO2e23384NN9zAxRdfzI033khzczOXX355tcMao64SZhFRAP4Y6AdeNz5ZBpBSGip7+2rgJOATpWRZvs1AXkvtP4G3Mbam2ZuAZuCPS8myvMyeiHgv8PfAWwETZpKOn3tvh5ED2QiZ578SmlqrHZEkSZIkHZU77rjj4HzFihUHl/f2HpLmqZq6SpgBzwFWA/8E7ImIl5E1mxwAfjBBra+r8vlXJvisb5El3p4TEc0ppcHDKPNv47aRpOOjdysMDVQ7CkmSJEk6Zlu2bAEYkyyrNfWWMLs0nz8N/BC4oHxlRHwLeHVKaUe+6Ox8/vD4D0opDUfEBuA84HTgwcMoszUi+oCTI6ItpdQ/WbARcXeFVef09vayfv36yYpXXSmzW+txShOZbffvqZsepVAcBmBT+jap0DRFCdW72XYP68Ti/at65z2seub9W7va2tpoa2s7PrWoRoYo7H6EGOwhNXdSXPgMaKj+b4j3vve9vO997ztLs0RzAAAgAElEQVT4PmK0b+aenh5GRrLBzcafo5GREfr7+6e8r6fz3NZbwmxJPn8rsAF4EfB9YBVZx/8/C3yW0Y7/O/N5d4XPKy2fX7bscMq059tNmjCTpOmybdlVNA730TAyQNNQD8ONcyk2NFc7LEmSJEk1Jnq30vjTz1PoeYoY6iM1tVOct5Lhc/4HqWN5VWN73vOeB8CnP/1pNm/ezO/+7u9WNZ7J1FvCrCGfB1lNsnvz9z+JiOvIaoVdGRHPPsxO+UupzHQEMRx2mZTSJRN+QMTdHR0dz+zq6jqC3R5/pcxtrccpTWRW3r8P/Cs8/RNgF5x7DSy7YMoiql+z8h7WCcP7V/XOe1j1zPu3dj34YNawraOjY+Z2MjIE930FdvwYhgehZT70bYXB3dDcApe/rao1za6++mquvvpqvve977F582b+6I/+aMz6Ug2x8eeooaGBjo4O1q5dO+nnT+e5rbeE2Z58/nhZsgyAlNL+iPh34JeBtWSd8pdqiXUysXn5vLw2WTewOC+za5IyPUcWuiQdo0LD6OviSPXikCRJkjQzNvwXbPx29vq058Lq541d/+jX4Ik7s9dnXAWnXjZ2/V0fhZ/8CwzshVVXwLyVkIqw9V7ofgK+/7cwmDdbXPMKWHre2PL3fRZ2PZq9vuDVsPjMsev3bIIFq479OOtAodoBHKGH8vneCutLCbXS8HGl7c8av2FENJINIDAMPD7BPiYqs5ysOeaTU/VfJknTrrkD2hdDx1JobKl2NJIkSZJqzYE+GDkAja0QeconCllNs8F9MNRX3fjqSL0lzL5FluA6MyLmTLD+/Hy+MZ9/PZ//3ATbPh9oA75bNkLmVGVeOm4bSTp+Vj8f1r4ZnvUmWHJOtaORJEmSVGvmtEPDHBjen9Usg2w+sBea50JTe3XjqyN11SQzpbQzIj4D/CLwf4HfL62LiBeTdfrfDXwlX/xPwB8Dr42ID6aU7sq3bQHek2/zN+N28zHgt4F3RMTHUkob8zILgHfl23xomg9Nkio70Ac/+hQUCjBnLlz42mpHJEmSJGkmrH7eoc0wyz3jRdlUybPelPVd9uSdsG87DB/IkmWNzdB5Clz2q5P3YfYzr5k8vhOkOSbUWcIs907gMuD3IuL5wA/IRsm8DhgB3pxS2guQUuqJiDeTJc7WR8TtwG7gFcDZ+fLPlH94SmlDRPwWcCtwV56gOwC8GjgZ+LPDHFBAkqZHcRj68y4VmweqG4skSZKk2tXQlPU9BlmfZYP7siRX5ynZ8ip2+F9v6i5hllLaHhGXkdUuuw64HOgFvgT8UUrpv8dt//mIuBL4PeBVQAvwKFni7daU0iGjXaaUPhgRG4HfBK4na7r6APD7KaWPz9SxSdKEyjv4L9Td17YkSZKk42neimw0zJ0Pw/690DofFp9lsuwI1eUvr5TSbrKE1zsPc/vvAFcf4T6+CHzxyKOTpGnW0glr3wKD3TDQA3s3Z00z2xZWOzJJkiRJtaih6dARMHVE6jJhJkknlEIDtC/Khnd+LB9z5JRLJ++7QJIkSZJ01EyYSVK9KDSMvi4WqxeHJEmSJB2D9evXVzuEKZkwk6R6MWdu1h9BoSHrh0CSJEmSNCNMmElSvVhyTjZJkiRJkmaUCTNJqnV7NsKDd2Q1y+avgnOOaAwTSZIkSdIRMmEmSbVuZAgGe7PX7SdVNxZJkiRJOgEUqh2AJGkKxZHR1+HXtiRJkiTNNGuYSVKtW3QGPPt/w4E+6NsBOx+FxmaYf0q1I5MkSZKkWcmEmSTVuoambNq/G376pWzZglVw0euqG5ckSZIkzVK27ZGkehENo6/Lm2lKkiRJkqaVNcwkqV40tcKC07LRMtsWVTsaSZIkSZq1TJhJUr1oXwwX/UK1o5AkSZKkWc+EmSTVus3fh03fzppknnwpnHZFtSOSJEmSpFnNhJkk1briEAwfyF4n+y6TJEmSpJlmp/+SVOvKO/gv7/hfkiRJkjQjTJhJUq1bdQU899fh2W+Hlnnw9AOw/cFqRyVJkiRJR+3WW29lzZo1tLa2EhHccsst1Q5pDJtkSlKta2jMJhI8eEe2rLEZlpxb1bAkSZIk6Wjcfvvt3HDDDVx88cXceOONNDc3c/nll1c7rDFMmElSvShvjmlfZpIkSZLq1B133HFwvmLFioPLe3t7qxXSIUyYSVK9KDTA4jOzeaGp2tFIkiRJ0lHZsmULwJhkWa0xYSZJtS4liMgSZRe8utrRSJIkSapxQ8UhHt/7OL0HepnXPI/VnatpqoE/uq9bt46bb7754PuIOPg6pVSNkCoyYSZJte6Bz8OOh7Immee+HJacU+2IJEmSJNWop/ue5ssbvszWvq30D/XT1tTG8vblXL36apa2L61qbF1dXQDcdtttbNq0iZtuuqmq8UzGhJkk1briSFbLLA1nNc0kSZIkaQJDxSG+vOHL3LfjPg6MHGBe8zye6n2KHf07AHj9mtdXtaZZV1cXXV1drF+/nk2bNrFu3bqqxTIVE2aSVOvKqyaXd/wvSZIkaVa5c9ud3LntTgAuXXYply67dMz67zz1He7dcS8Az1nxHC5actGY9Z996LN8deNX6TnQw7OWPoul7Uspzi3y4K4H2dq3lU8/+Gn6hvoAeNGqF3HWgrPGlP/S419iU88mAF66+qWs7lw9Zv1T+55i5dyV03fANcyEmSTVugtendcwG4Gdj8CWe7LXSy+AxjnVjk6SJElSjegf6meoOERzQ/PB/sEKUWBe8zz6h/rZP7y/yhHWDxNmklTrIvKmmAV4/Bsw0JMtX3iGCTNJkiRJB7U1tdFUaKLnQM/BTvSLqUjPYA8rO1bS2th6sIaZJmfCTJLqSXmTzFSsXhySJEmSpt1EzTDLXbHyCq5YeUXF9a85+zUMjgxy34772Ll/JweKB+gZ7GFOwxyWty/ndee+btI+zF52+ssmje9EaY4JJswkqb6cdBYM7c8SZw3VHxZakiRJUu1oKjRx9eqrAQ6OkrmyY+XBUTKr2eF/vTFhJkm1bvhA3iyzAc64qtrRSJIkSaphS9uX8vo1r2dD9wZ6BnuY1zyP1Z2rTZYdIRNmklTr7v4Y9O/OXq99C7Qvqm48kiRJkmpaU6HpkBEwdWQK1Q5AkjSF4sjo64Jf25IkSZI006xhJkm1rtCYTWlkbKf/kiRJklSH1q9fX+0QpmTCTJJq3WVvGX2981HY8VCWPFt8FrQtrF5ckiRJkjRLmTCTpHqy9R7Y+Uj2unWhCTNJkiRJmgF2hiNJ9STKvrbTSOXtJEmSJElHzRpmklRPFp0BzR1Z4qzV2mWSJEmSNBNMmElSLUsJBnuh0JB1+L/8wmpHJEmSJEmzngkzSaplxWH43l9lrwuNcOVvVTceSZIkSToB2IeZJNWyYlk/ZQW/siVJkiTpeLCGmSTVslSE5rlZ4qyxudrRSJIkSdIJwYSZJNWyOW3wnF8bfb93M+x9Ihshc/6psOC0qoUmSZIkSbOVCTNJqid7NsHGb2evT8OEmSRJkiTNADvEkaR6UmgYfV3ev5kkSZIkadpYw0yS6sDQSJFHt+9joLudRR0XsmLBXBoXnFLtsCRJkiRpVjJhJkm1bGSIp3ds58v3b+epnmH2DjfR3nwqK/pauXbxcpZVOz5JkiRJmoVskilJNWyoeytPfOUWTvrJR1n55Jc4MFJk8+5+frR5D1+45ymGRorVDlGSJEmSjtitt97KmjVraG1tJSK45ZZbqh3SGNYwk6QatnlnL70DwwyPJIYagh29g5yxZC5P7dnPlr37eWzHPs5ZNq/aYUqSJEnSYbv99tu54YYbuPjii7nxxhtpbm7m8ssvr3ZYY5gwk6Qa1jNYZC9z2ReD7EutFBM88vQ+lne20Dc4THf/ULVDlCRJkqQjcscddxycr1ix4uDy3t7eaoV0CBNmklTDWk9axT3Lf557n+xmTkPQObKXVcOP07ob2hcso7Pt9GqHKEmSJElHZMuWLQBjkmW1xoSZJNWwM06ay4r5rWztHmD/gRFWFgZYs+cB5qQCLQ3ZekmSJEkql4aGGHz8cYo9PRTmddJ8+mqiqanaYbFu3Tpuvvnmg+8j4uDrlFI1QqrIhJkk1bCmhgLXXrQSgC1799PS08SC9jl0tDTyjFM7aWpw7BZJkiRJo4aefpruO+5geMtWiv19FNraaVyxnM5rrqFp6dKqxtbV1QXAbbfdxqZNm7jpppuqGs9kTJhJUo1b1tnCm567msd27GPfnjZOGmhm5YK5NLYvqnZokiRJkmpIGhqi+4472H/PvaQDB2jo7OTAk08ytH07AIuuv76qNc26urro6upi/fr1bNq0iXXr1lUtlqmYMJOkWja4DwZ7aSo0cM6CVlh2OmC/ZZIkSdJs1Pf9H9D/gx8A0LZ2Le2XrR2zft9/fZv999wDQPsVV9D2zIvHrN9z+2fo/cq/M9LTQ+ullzJn6VLSypUMPPAAw1u2svuTn6K4bx8AHS95CS1nnzWmfPcX7+DAxo0AzHvZy2g+ffWY9QeefIo5J6+ctuOtZSbMJKmW7XwIHv4qw8UiDzecyY4VL6CxEFzxjMXVjkySJElSjSn295OGhojm5oP9g0WhQENnJ8X+Por9/VWOsH7Y+Y0k1bJiEYDHd/Tx0PY+frhpDz/YsLvKQUmSJEmqRYW2NqKpiTQ4eLAT/VQsMtLdTaGtnUJbW5UjrB/WMJOkWtbUCh3L6N8zhwPJETElSZKk2az9skObYZab+7znMvd5z624fsFrf57igUH233MvIzt2cODAAUa6u4k5c2hcsZyFr//FSfsw63z5NZPGd6I0xwQTZpJU25adD8vOZ1PjU2zZ0UfjyH4u4Sfw0GPQ2AxnXFXtCCVJkiTViGhqovOaLOlVGiVzzsknHxwls5od/tcbE2aSVAdeev5yhkaKDPftZe6PvgRbNkHLPBNmkiRJksZoWrqURddfz+DjGyj2dFOY10nz6atNlh0hE2aSVAfmNBaY01gAmqGQdd5JcaSqMUmSJEmqTdHUdMgImDoyJswkqZ40tsCZL4FCARrmVDsaSZIkSZqVTJhJUi3r2wUH9kGhAVrmQ/NcOPmSakclSZIkSUdt/fr11Q5hSibMJKmWPfkD2HIPicSP25/N9rlrGC4mnnfmYtqb/QqXJEmSpJngry1JqmV5P2V3b9rDTzv3sWNuNwCXnrbAhJkkSZIkzZBCtQOQJE2ibSHMP5XupiUMNbQeXDxSTFUMSpIkSZJmt7pLmEXExohIFaZtFco8JyK+HBG7I6I/Iu6LiBsjomGS/VwTEesjojsi9kXE9yPiDTN3ZJI0gVXPIV30Ou5bci17W08F4JVzf0znxn+D+/8ZRoaqHKAkSZIkzT712p6nG7hlguX7xi+IiGuBzwEDwGeA3cDLgQ8AVwCvmaDMO4APAruATwIHgFcDt0XEBSml35yew5CkqUUEN7zwTIaKRYZHEu13fgl2DWQrz34pNDRVN0BJkiRJmmXqNWG2N6W0bqqNImIe8BFgBOhKKd2VL3838HXg1RHx2pTS7WVlTgPeT5ZYe1ZKaWO+/A+AO4HfiIjPpZS+N50HJEmTKRSC5kIDzY1AeeXYvI8zSZIkSdL0qbsmmUfo1cBJwO2lZBlASmkA+P387dvGlXkT0Az8ZSlZlpfZA7w3f/vWmQpYkqZ05othzSvgvOugsbna0UiSJEnSrFOvNcyaI+L1wKlAH3Af8K2U0viqFlfl869M8BnfAvqB50REc0pp8DDK/Nu4bSRpZu3ZlPVTVihAxwpoaoEl51Y7KkmSJEma1SKl+hppLSI2AqsmWLUBeGNK6Ztl294JPIusaeXdE3zW/cB5wJqU0oP5sh3AYmBxSmnXBGX2Ae1Ae0qpf4pYD9ln7pwzzzyz7cMf/vBkxauut7cXgI6OjipHIh252XL/Lt/yVeYM7iQluKvjhWwaWUQxwerOAkvaZnsl4RPbbLmHdWLy/lW98x5WPfP+rV1tbW20tbWxatVEKQ0BjIxk9aAaGsaO0bhp0yb6+/vp7580DcNb3vIWHnnkkR+mlC451ljq8dfWx4AXAsvIElcXAH8LnAb8W0RcWLZtZz7vrvBZpeXzj6JMZ4X1kjRtIo2wfxge2lPkx7vgyd4iW/YV2TdUX3/skCRJkqR6UndNMlNKN49bdD/w1rzm128A64DrDvPjovSxRxDCYZeplNGMiLs7Ojqe2dXVdQS7Pf7Wr18PQK3HKU1k1ty/jwyxY/s2Nm/cyfKFZ7CwcR4AF551EpesWlDl4DSTZs09rBOS96/qnfew6pn3b+168MEHAWv/TaZSDcmGhgY6OjpYu3btpOWn89zWXcJsEh8iS5g9v2zZVLXB5o3brvR6cV7mkCaZZWV6ji5MSToCZ76Y3vn7eGRgK8PFLE//Pxc9zvwdd8PegDOugrlLqhykJEmSJM0usylhtj2ft5cte4isD7OzgDH9iUVEI7AaGAYeH1dmcV7me+PKLM8//8mp+i+TpOly+klz+bUXnklKiZFiovHHd0H3pmzlKX3VDU6SJEmSZqF67MOskmfn8/Lk19fz+c9NsP3zgTbgu2UjZE5V5qXjtpGk4yYiaGwoQJR1gJmK1QtIkiRJko7Srbfeypo1a2htbSUiuOWWW6od0hh1VcMsIs4DtqaUdo9bvgr4y/ztJ8tW/RPwx8BrI+KDKaW78u1bgPfk2/zNuN18DPht4B0R8bGU0sa8zALgXfk2H5qeI5Kkw5OGhhh8/HGKPT0UCitoPvdniKY50LGs2qFJkiRJ0hG5/fbbueGGG7j44ou58cYbaW5u5vLLL692WGPUVcIMeA3wuxHxDWAD0AucAbwMaAG+DLy/tHFKqSci3kyWOFsfEbcDu4FXAGfnyz9TvoOU0oaI+C3gVuCuiPgMcAB4NXAy8GcppTFNNSVpxmy7n6Gdu+n+z+8w3D1McX8/hbZ2Glcsp/Oaa2ia0z71Z0iSJElSDbnjjjsOzlesWHFweanT/1pQbwmzb5Alui4ma4LZDuwFvg38A/APKaUxo1emlD4fEVcCvwe8iiyx9ijwTuDW8dvnZT4YERuB3wSuJ2u6+gDw+ymlj8/MoUnSodIDd7Dnq/cxsGEn/S0n011oJvZvpWXDkwAsuv56oqmpylFKkiRJ0uHbsmULwJhkWa2pq4RZSumbwDePotx3gKuPsMwXgS8e6b4kadqkxOCW3ezd2s1Az3669/cRxV72LT2Zxf17GN6ylcHHN9By9lnVjlSSJElSDRkZKbJnaz8H9g/R3NbE/GVtNDRUvxv7devWcfPNNx98HxEHX09Qn6mq6iphJkknlJQotqxkKG1gKIYoFEcAmLv9KUaWLqHY30exp7vKQUqSJEmqJfv2DPLwndvYt3uAocERmpobmLuwhbMuXcbcBc1Vja2rqwuA2267jU2bNnHTTTdVNZ7JmDCTpFpVKFC44KUMfG87B3b/FFKidU4jc+c30dizgULbAgpDO6sdpSRJkqQaMTJS5OE7t/H0hm5Ghoo0tzXRs3M/fd2DAFz4wlOqWtOsq6uLrq4u1q9fz6ZNm1i3bl3VYpmKCTNJqmHNp69m1ZrT6dv7NCM7dxJNjbB7F42tRRrbE83L5lU7REmSJEnT5KmH9vDUw3sAWHnWAlaevWDM+s0/2cW2x7NWJqesWcTyMzrHrL//W0/x2N3bGewfYsVZ85k7v4WUWtixuZd9uwf48Tee5MD+YQDOeOYSFq2cO6b8wz/Yxt6n+wE489KlLFg2dpCxnp37mbe4dfoOuIaZMJOkGhZNTXRecw0Aw1u2UuzvozC0h8amXjrXnk40xBSfIEmSJOlEMTw4wshwkYamwsH+wSKC5rYmhgZHGBocqXKE9cOEmSTVuKalS1l0/fUMPr6BYk83hTnQvGIB0dQMLZ1Tf4AkSZKkE0JjcwMNjQUG+4cOdqKfUmKwf4h5i1tpam44WMNMkzNhJkm1amg/PP0AFAoQc2iYt5BCezsRECetrHZ0kiRJkqbZyrMPbYZZ7tTzFnHqeYsqrj//+SsZGSry9IZu+rsPMDKUJcsamgrMXdjCBS84edI+zM5au2zS+E6U5phgwkySateBPnjkqwwMjTCc5rLrfti4s4+h9rn0vuxVXHfxydWOUJIkSVINaWgocNalWdKrNErmvMWtB0fJrGaH//XGhJkk1api1r/Ag1t76Nm1j54ns7/mpIFunu4ZrGZkkiRJkmrU3AXNXPjCU9i7rZ/B/iGa25qYv6zNZNkRMmEmSbWqsRlWPpPtu58iHn304OIgMVJMVQxMkiRJUi1raCgcMgKmjowJM0mqVa3z4ayfZdeezbRuaqClfxOnnzSXuZefy5WNX4c718OiZ8DpXVUOVJIkSZJmFxNmklTjXnfZqfQ3ns/QlkWk4WHaF7TQtHsXDAHtS6odniRJkiQdkfXr11c7hCmZMJOkOtB2ySVwSf5m+4OwO3+dRqoVkiRJkiTNWibMJKnezF8Fl7wBogGaWqodjSRJkiTNOibMJKlW9e2EnY9AoQHaFnFgfwtp6ACMjDDntNOIRr/CJUmSJGkm+GtLkmrVvqcZeewb7D8wQnHJufTetZeNm3cwMDTClhdfxyuuOIvO1qZqRylJkiRJs44JM0mqVcURBoZG+PFT3XQ/9DBNW4okYP+BEbr3DTA0Uqx2hJIkSZI0KxWqHYAkqYL2xQwsu5StHedT2LCbQgSFgP0Ll1AsNDBSTNWOUJIkSZJmJWuYSVKtmreC4dULGRjYTsePttLSCCvmt3L+a6+m/fEv0XL/d6F9EVz489WOVJIkSZJmRErVqShgwkySatjSeS38wtpT2LdvLWlomDQ8zLx5rcRwNwwDjfZhJkmSJNWDiCClRLFYpFCwwd/hKiXMIuK47teEmSTVuIig44UvHF3Qv3v0dXHk+AckSZIk6Yg1NzczMDBAX18fHR0d1Q6nbvT19QHZ+TueTJhJUr1p6YS1b4YoQIM1zCRJkqR60NHRwcDAANu2bQOgvb2diDjuNafqQUqJlBJ9fX0Hz9fxTjKaMJOkWrXrMeh+EgoNsOA0hvY3MtLTAyMjNK1YQUNnZ7UjlCRJknSYFi5cSF9fH/39/Tz55JPVDqcmjYxkLWgaGhrGLG9ra2PhwoXHNRYTZpJUq/ZsZODx7zE4XGTotCspPt7Hkz+8n529g+y4+Aou7noWa1bMq3aUkiRJkg5DoVDglFNOYffu3fT29jI4OFi1Du1rVX9/P5DVJosImpub6ejoYOHChce93zcTZpJUq1KRHfsGefLpXrY/8iNO6T7AyEhicLjI/sEDDA7bf5kkSZJUTwqFAosXL2bx4sXVDqUmrV+/HoC1a9dWNxDAYRkkqVYtPJ09Sy5je+NZtDz6FA0RREDPytMYbm1npOhfoyRJkiRpJljDTJJq1aIzSKsWQfdDzHlsD3MaCyw/9wye8dKX0XL3h2h64m54ogjP/XWwo1BJkiRJmjYmzCSphl14ynzOa3sGA3MHSMPDNCxYQFt7MxQHIBWzjVIRomHyD5IkSZIkHTYTZpJU4xoXLWLulVeOXVgowEieMCuOZCNpSpIkSZKmhQkzSapHa38VopAlyhqaqh2NJEmSJM0qJswkqVY9dTf078lqky27kOHBYGjrVhgZoWHhIuacvLLaEUqSJEnSrGTCTJJq1Y6H6d7yCMWU2B/LaO8+wLZ//0827Oxj76lnMv+qF/Bz5y+rdpSSJEmSNOuYMJOkWpVG2LSrj/3be9n06He4fF4zCRgaSYwMDTNU6sNMkiRJkjStTJhJUq1a+Sw2b5lLbHmQuZs3wqolFCLoPvVM9i9YTHsxVTtCSZIkSZqVTJhJUq1acg6tpy+guD0xp/tBGgrBipdcxXVrzmfOfZ+i0H0PrE9wyS9Bx9JqRytJkiRJs4YJM0mqYS88dymDzRcxfPZS0vAwzUtOoqm5EaIIaSTbqDSXJEmSJE0LE2aSVOOaT19N8+mrxy4sNIy+LpowkyRJkqTpZMJMkurRz/w8EFBohIhqRyNJkiRJs4oJM0mqVY98DUYOZLXJVl9JcajI4MMPk0ZGiOZmmtecR6FgskySJEmSppsJM0mqUcPb7mf3nj0UIuif90xWNAa713+LezbvYWBuJ/8/e3ceHdd5n3n++95bt1agsBMACS7gJm6SSC2WLGuz4li2bFlxLHc8seUttjt2nD7TsdMzk06mnfSkTzJxJjNxMslxupM4TjJ2Yrft2FbkJWlJ3iRZ+0ZxX0GQALEDtd3lnT8KBEES4IYiqgp8PufgoHDve+/9FU6xoHr03t87/KY0H71zbbXLFBERERERWXIUmImI1KjAD9g3OIXbN8LRY/+DN61twQCRBROGBJGtdokiIiIiIiJLkgIzEZEale+9h/1jR+l47Yc0Tb5GsdRKYtVKRtwuwniCKAohDMo9zGYvAiAiIiIiIiILosBMLpsf+ewf3c9EaYJsIktvUy+e41W7LJElw+m6lvaNy0m9dohkMQdA0z1v5D0NWWJ7HsY5/lV4HNj0Nui+rrrFioiIiIiILCEKzOSynJg6wcMHHqZ/qp+cnyPtpenOdHNf7310ZjqrXZ7IktCU8rh3axf56I3YQh4bBDipFLGYc+aMMhtWr0gREREREZElSIGZXDI/8nn4wMO8OPgipbBENpGlb6KPwdwgAO/b8j7NNBOpoNS1287daKYDMycGVr3MREREREREKkmBmVyyA2MH6J/qpxSW2Ny2Gcc4RA0RO4d20j/Vz4GxA2xs2VjtMkWWtg0/W/4yptqViIiIiIiILDkKzOSSjRfHyfk5rLX0T/UTRRFdmS6yiSw5P8d4cbzaJYrUP78Au75dnknmpWDjvQDknn2WqFgk9APiN7+ORCKO4yg0ExERERERqSQFZnLJsoksaS/NK0OvkAtyGGNoSbYwXhxnReMKsolstUsUqX9hiam+V5koBNh4A6bzLrqakvzqczAAACAASURBVOSefobn9h6n4Efsn2jmobuvoTUTr3a1IiIiIiIiS4oCM7lkvU29dGe68RyPwfwgCTfB7pHdNMYb6c5009vUW+0SReqfDRnL+xw6PoE9egxGv0d243KM6+BM34ZpbEQQRVUuVEREREREZOlRYCaXzHM87uu9j+NTxzk+dZxSVKIr3cWq7Cru671PDf9FKsHLMLjqbezPHaFz9Ie07t5JwR8htWMHU14nY3mfhAe2lIPAQCxR7YpFRERERESWDAVmclk6M518+uZPc2DsAOPFcbKJLL1NvQrLRColFie7ahs9pWYSr+0lk3AhFiN9ww3cv2MH5ujTsPdheBHouam8AICIiIiIiIhUhAIzuWye42k1TJErqLc9w+rMKoqZt2MDHydRnkVmjAHHOT0wCqtUoYiIiIiIyNKkwExEpIY5qRSpa7fNscODWLy8iqart3IREREREZFK0qcsEZF61H1d+UtEREREREQqToGZXLb+yX4OjB8giAKWZ5azvmV9tUsSWTrG++HAY+UZZI1d0HsHAPlXXqE4eJLQD3C3biW1rINEzK1ysSIiIiIiIkuLAjO5bAP5AZ4feH7mZwVmIhVUmmLw0GuUwgi/eZK27ltpTHqU9h9g109fZmCiSP8Jw61338B1Pc3VrlZERERERGRJUWAmly3uxGce+5FfxUpEliAbMjBRYLJ/jPzYBEx8H2/TOkzMxXEMACaKCCJb5UJFRERERESWHgVmctk60h3c2n0rnuPRmmqtdjkiS0tTD3u7305p+FWyo3uwu3cRNGdIXLOJKEwxfnKKVGuGhD8OBQeSTdWuWEREREREZMlQYCaXrT3VTnuqvdpliCxN8QyrN2wjP14gdnIEzzWYWIzE2l5uWdvLLSOH4Pm/h8PA+ErY8b5qVywiIiIiIrJkKDATEalR21c2E6R3EGxeifUDYu1tp3c6sxr9R+HiFyciIiIiIrKEKTATEalhsbY2Ym1t5+5wPEg0lFfRjGcWvzAREREREZElTIGZiEg9auyE23612lWIiIiIiIgsSQrM5LL5oc9P+n+CH/pg4GdW/Uy1SxJZOo6/BH3PghODzi2wfAcApUOHyO3eQ6Ho46xcRfKajWSTXpWLFRERERERWVoUmMnlM/DyyZcBcI2rwEykgoLcKEcP7ME1hnwhy8bpwCwYGqL/6RfYOzDJSO847U4r913bXeVqRURERERElhan2gUslDHmIWOMnf76yDxj3m6MedQYM2aMmTTGPGmM+cAFzvsBY8xT0+PHpo9/+5V5FvUpZmIYDAChDQnVeFykYsIgpH+swPEXj3D0O08y/p3vEgwOYlwXx5T/3ZkoIohslSsVERERERFZeup6hpkxZiXwOWASaJhnzCenxwwBfwuUgAeBvzbGXGut/fQcx3wW+BRwFPgLIA68B/imMeZXrbV/cgWeTt0xxnBnz504xiHuxjHTH+JFZOGKndfxcqdD5+EfkR6forh7N8ktm/F6ekjceReTB4dJpRxa7AhMuOWeZiIiIiIiIlIRdRuYmXI681eUg7D/DswVfK0BPgsMAzdZaw9Ob/8d4KfAp4wxX7XW/mTWMbdRDsv2ATdba0emt/8B8AzwWWPMt06d62q3tX1rtUsQWZLi6SZuuHYbHDlALDYAgInFiLW1sea2NtbcXIAf/hGMAM/H4Y5PVbdgERERERGRJaSeb8n8d8A9wIeAqXnGfBhIAH8yO+CaDsH+y/SPv3zWMad+/t1TYdn0MQeBP50+34cWWLuIyHklPZcbV7dy3c+9mU2/+PM0vvlncZubTw9wZv3/jiha/AJFRERERESWsLoMzIwxm4HfA/4fa+3j5xl6z/T3R+bY989njVnIMSIiV4TX3U1i3TqS11yDk0qd3uG4kG6FTDtk2qpXoIiIiIiIyBJkrK2vhtHGmBjwBNAIbLfW5o0xnwH+E/BRa+1/nTV2EGgH2q21Q3OcaxLIABlrbc4Yk6HcD23SWts4x/h2YBAYsNZesGGQMeaZeXZt2rBhQ/rzn//8hU5RVRMTEwA0Np7zqxCpeXr9Sr3Ta1jqmV6/Uu/0GpZ6ptev1LOFvn4/9rGPsWfPnmettTcutJZ67GH2vwM7gNuttfkLjG2a/j42z/4xyoFZE5C7yPEAzfPsv+ocLB5kOBgmtCHrkutojbVWuySRJaFl+DlS+X6scRhtvp58uhsAMzmJt2s3hVKIn06Tu2YzLcm6nCwsIiIiIiJSs+oqMDPGvA74DeAPZzfqX8gpp79f6jS7ixo/X6JpjHmmsbHxhrvvvvsSL7u4Hn30UQDOV+f3Dn2P3EgOgK2rtnJN6zWLUJnIhV3M67eWDT91nNFDJ3GMobN3A2s23wSAf/w4A3v38+zABIXmFMOp1bzzrnVVrlauhHp/DcvVTa9fqXd6DUs90+tX6tlCX7+VnFlZN9MSpm/F/CKwG/itizzs1Iywpnn2Z6e/j1/k+AvNQLvqxJ34zGM/8qtYicjSMpUvcWKswNAPdjP48KOMfevbWGsxroszHfWbKCSI6uu2ehERERERkXpQTzPMGoCN048Lxpi5xvyFMeYvKC8G8D8Duyj3MNsInDEjzRjTTfl2zKPW2hyAtXbKGNMHrDDGdFtr+886/4bp77sr8YSWgk2tm1jesJy4G6c1qdsxRSplaMVdvDTWy6rom7SPFfGPHMYYg5PNkn3zmym8OkDS5FkdG4aRQ5BdAW49vaWLiIiIiIjUrnr6dFUE/ts8+26g3Nfsh5RDslPh2L8CbwDewlmBGfDWWWNm+1fgoelj/uoij7lqdWY66cxccP0DEblEKzq7uMUmMC92kI7HIFZ+u3YSCTKbN/HuzZvgiT+D/Cg8D9z6y5BqqW7RIiIiIiIiS0TdBGbTDf4/Mte+6VUydwBfmL1KJuXA6z8AnzTG/JW19uD0+BbKvdAA/vys0/055cDsPxpjvm6tHZk+Zg3wK5SDu7ODNBGRiupoTNCe7iD48HuxQQBzrWhs3NOPo3DxihMREREREVni6iYwuxzW2gPGmF8H/hh42hjzZaAEPAj0MMfiAdbaHxtj/i/g14AXjTFfAeLALwCtwK+eCt5ERK4k47p4y5fPP6ChA2IJcFwwddOSUkREREREpOYt6cAMwFr7OWPMQeDTwPspL3TwKvCb1tovzHPMp4wxLwKfBD4GRMCzwB9Ya7+1KIWLiFzI1ndWuwIREREREZElaUkEZtbazwCfOc/+bwLfvMRzfgGYM1CT0wZzgzx5/En80Kc91c4dPXdUuySRpeG5v4PCWHn22LXvhnR5UQ1rLePf+jbjUwX8UoB569tZ0ZImHtMMMxERERERkUpZEoGZVE8pKnF4/HC1yxBZcg4fP05pfAjHGBp7C3Sky9uNMZQOH2LXoRHyfsjezut5/xvW0taQqG7BIiIiIiIiS4gCM1mQuBOfeexHfhUrEVlaxqaK5I6OEjs4SDT2MOlrt5G59VYAjBvDmPI4E0aE0RwLAoiIiIiIiMhlU2AmC9KUaOKtvW8l7sZJuslqlyOyZOzt+XnGx3ey7NBTNA2PEY6OzuzLvuVezL4h3MlhtjSMEB87AIkeSDRWsWIREREREZGlQ4GZLEjcjdPb1FvtMkSWnJs2rmKiNEnUv49UwsPETr9dx9es4Z41a+Dlr8Lg07AXSLwTlm2qWr0iIiIiIiJLiQIzEZEatLI1TfS6bUSbV2ODAJOcYwancU8/tuHiFSciIiIiIrLEKTATEalRTjKJM1dQdkrDMvDz5ZU045nFK0xERERERGSJU2AmIlKvVt9W/pIL8sOIvQOTjOd9mtIe6zoa8Fyn2mWJiIiIiEiNUmAmC/bIwUeYKE3ghz4/t/7nSHvpapckUt+iEH70f5dvuXTj8PpPnLF78rHHGD3ST75Qwt52B8vWrKA5HZ/nZHJ8rMA3nu/j2GieqWJAJhFjeXOKB7avoKtJi5WIiIiIiMi5FJjJgg3lhxgrjgFQDIsKzEQWyEYBrx09iWMMuB4bIovjmJn9wfAIx/Yc5MR4kb7MGl7f2KLAbB5+GPGN5/v4wZ5BBiaKdGWTuFMlTowXAPjw7b2aaSYiIiIiIufQpwRZMM/xZh77kV/FSkSWhigMGc35jL/Sx8RjrzH25S9R3LdvZr9xnXKYBpgoIohstUqtefsGJzk2mufoSJ7mlEcxiNjU1UgxiDg2mmff4GS1SxQRERERkRqkGWayYHevvBtrLZ7rkY1nq12OSN3zTZyf9nyAZSefoHnyEKtPDmH902F05rbbSPZcQ2LgBNckAjpy+2BiJTR2VrHq2jSW85kqBiQ9FzMdMjqOoSnlMVUMGMsp5BcRERERkXMpMJMFW5ZeVu0SRJYUL+byjhvXUhreQ2THAQgd2DW8i4nSBNlElmu2r2Xb4UE48CQcBxK3KTCbQ1PaIx2PEUYWzzVYC46BsbzPqtY0TWnvwicREREREZGrjgIzEZEa4zqGNe0ZogfeQlQsMjjezz+efJxjIyfJ+TnSXpruTDf3xTuZichsWM2Sa9a6jgZWtKRY15GhGEQ0pTxe7hsnEXNY3pxiXUdDtUsUEREREZEapMBMRKRGOek0YdLjkb4neXF8J6WwRDaRpW+ij8HcIKS6eV/bWjw3DhnN9JyL5zo8sH0FwMwqmata0zOrZKrhv4iIiIiIzEWBmYhIrbEWpvttHRg7QP9UP6WwxOa2zTjGIWqI2Dm0k34TcGDlDja2bKxywbWtqynJh2/vZd/gJGM5n6a0x7qOBoVlIiIiIiIyLwVmsmCvDL3CCwMv4Ec+17Zfyw2dN1S7JJH6Nn4MnvsiGJdxJyBncmQTWRxTDnia9g2w45VBIn+A3TevIHVHDytb01Uuurbt7B9n1/EJikHEDataFJaJiIiIiMh5KTCTBSuFJUaLowDkg3yVqxGpf/2jkwz3jeIYw1g2Q7ojTd9EH1FDhGMcnEIJOzRG4Cc5cGgKekcVmJ1HwQ/Zc2KSoyPl96eJglbGFBERERGR81NgJgsWd+Izj/1IH0RFFqpQ8hkvBMSfPUBbsokdy1Ic3VLgOwe/Q8JNsGYoxxbjYkyamGkhjGy1S65pR0dyHB7OzfxcCqMqViMiIiIiIvVAgZks2NrmtXRluoi7cRJuotrliNS9XGYlT6z8COt2foVlKcMmz+XHmVFGcjn8yGegp4EN195GR7SVLsfSEu2HoQK0rat26TWpFJwOFFszcW5Y1VLFakREREREpB4oMJMFS8VSpGKpapchsmT0tmd4982ryL/YiGcsGS/Gnat3EB94imJYJOEm+PAtv4I3fAhe+kcYA/rWKzCbRzzmsCybwA8i1nU0kEnoT5+IiIiIiJyfPjWIiNSYdDxGOh4j+uS/xQYhBD5r7RB7JvYBsLZpLZ7jgTOrcb0Nq1Rt7Vu/rIH1yxqqXYaIiIiIiNQRBWYiIjXKSSZnHq+jmU+0fOLMAfFG6NwKjguZjkWuTkREREREZOlSYCYiUmuiEGwExj1zFtnZGjpgyzsWry4REREREZGrhAIzWbCcn+Mru7+CH/nE3TgPbXmo2iWJ1LfjL8KuR8qPl2+Ha956xu7S0T7Gvv99BkamCJd1wV33cF1PcxUKrR9TxYB/euEYpSDCcx1+8ZZV1S5JRERERERqmAIzWTDXcZn0JwGw2AuMFpELeeHwMObICI5jaG/06Tp7gI3wR8fYf3iE3JTDSM+QArPzGBgvMF4IOD5WAMqLAIiIiIiIiJyPAjNZMM/xZh77oY+1FmNMFSsSqW+TxQAzUiD54iGmdpUYPRpx9Pb1PNH/BKWwxJp8hq1REQAThYSRgurz+fG+IQ6cnJr52Q8jvU+JiIiIiMh5KTCTBXOMw/u2vA/P8c4Iz0Tk8pxs2saxrgw9B/+FTKYBwpCdwzsphSUADnnjXPdv3kHqaERXfj8bEvuhbxxW3FDlymtTKYhmHt+zaRlrOzJVrEZEREREROqBAjOpiGw8W+0SRJaMN25axpQ3Re5wlpTnYmIx/PD0DCkbc7HZNG/a3gQ/+ToUgUMNCszm0dGYAKAURqxoSdGYVLAvIiIiIiLnp8BMRKTGZJMe2a0bsZvWYYMAgOsn9vLSyZcYK45xS/cttCRbgFm3FEZhdYqtA2/ctKzaJYiIiIiISJ1RYCYiUqOM62JcF4Ctia1sbd965oDQL88qMy7E4lWoUEREREREZGmqaGBmjFkFjFprx88zphFosdYeruS1pTZEttwryDFahU7ksvkFsGE5CHM9cNy5x7kebLx3cWsTERERERG5ClR6htkB4DPAfz7PmH8H/A4wzydAqUffPfhdDowdILQh9/Xex5qmNdUuSaR+HXgM+p4tP974Zlhx4xm7banE8Be/yPGRKfwI8u96L9evbCId16Th83l89yC7T0xQCiPetLmTjZ2N1S5JRERERERqVKU/XRnOaKojVwuLJbTlHkp+5Fe5GpH69j929tMyMoRjDBvXQvLsAa5LlMtzfHCcKT9i3/4h1i9rUGA2hyCM2H9yCs91ODg0xUSh3BOu6EcXOFJERERERK5m1fh01QlMXXCU1BXPKa86ZzAzwZmIXJ6JEiQPThA/MsDYsW9Q+JkSL3SXOJE7wcn8SdY29bIyP4gxcYy1EEWEka122TUp74d8+8X+c7aXQr1PiYiIiIjI/BYcmBlj3n/Wpu1zbIPyLZirgIeAlxZ6Xaktd6y4gzt67iBmYhijSYYilyuKLPuab2O0NUXL2GusbGilFPm8MvTKzJj9YwdIPnArze4OWo8/R6/ZR+PxY9BwR7mvmczww9NBYsJzeO/rVpPwHOKu+iyKiIiIiMj8KjHD7K+BU59ILPDA9NfZTqUoOeC3K3BdqSGePqSLVIQx8JE7epkyxyiEJ8qzNt1zQ+hSwuWGNV1wfBeU8nAM6L1FgdlZXGPY0NmAH0Zk4jGa0vr9iIiIiIjIhVUiMPvQ9HcD/CXwdeAbc4wLgSHgJ9ba0QpcV0RkyTHG0Jj0aHzT3fCmu7FRRK40xR0TzQwXhjmZP8n1HdeTTWTLB8xeQTPSbYZna0p7vP265dUuQ0RERERE6syCAzNr7RdOPTbGfAD4urX2bxZ6XhERAeM4ZJKNXJu8du4BK26E0C8HZ258cYsTERERERFZoira9N9a+8ZKnk/qS2Qj/MjHWksyds66fiJysQpjYCMwLsQzZ84im8VaCz23gOOod+AlCiOL6+h3JiIiIiIic6vGKpmyBO0f288jBx4BoLepl7f2vrXKFYnUsVe/AWN95cc3PARNPecMGfnHf2TwwFEm8z65e++nd9MaVjSnFrnQ+jI4UeSrzx6lFES0NcR57y2rq12SiIiIiIjUqIoHZsaYu4BfB14HtABzLUVmrbUK65YQz5xupO1HfhUrEalvfaN59rx2nMbJQRpTMTZcb8Hac2eQWcvYVInj4wWOHB4hs7xLgdkcBsYLDEwUScQcHMeQL5X7vJWCqMqViYiIiIhILatoaGWMeRvlpv8ucBjYBQSVvIbUplOrZHqOh2PmykhF5GKUgogcKVKvDOKXipwc+Humfu7N7IsNY4xh18guVjaupGH4ZRpMBmsMxkaEkb3wya9CewcneXL/MADX9TTNbA9C/b5ERERERGR+lZ7l9RnAB95mrf1uhc8tNawz3cnHr/+4+iiJLFAQRuzquJdVjQFdFFgWzzASjrNrYtfMmMPjh3Fu7uTelQ8RP/Q8m/wh2seegNytkG6tYvW1x58VjDWlPD5251riMYeY+peJiIiIiMh5VDow2wZ8SWHZ1UdBmUhlrOto4ON3r2NkoAvGxzFE+Obc2wcj19DTnsLrPwaTB6AIFDYpMDtLZzbB5u4sfhjRmomTSagbgIiIiIiIXFilPzlMAsMVPqeIyFXDcQxJx6X7vf/T6Y35k2Tz3fihz6Q/SXemG8/1cI1bXknzlEh9uc62qSvLpq5stcsQEREREZE6U+nA7F+A11f4nCIiV7X2VDvtqfa5d3ZtK6+i6biaXSYiIiIiIlIhlQ7M/hfgKWPMbwK/a61VV+WriB/6lKISfuiTTWTV/F/kck0cB+OUZ4+lW2GOW56ttRAE2GwvpsXFeN4cJ5K5RJGlFEZ4roOrXmYiIiIiIjKHSgdm/wl4Bfht4MPGmOeB0TnGWWvtL1X42lJlX9z5RQpBAYAPbv0gaS9d5YpE6o+1FvPsFyGaXmD4zk+De24YNvX445x8+jkGJ4rkd7yO5ht3cF1P8yJXW3++9txRDp7MAfCuG3pY1ab3KREREREROVelA7MPznq8ZvprLhZQYLbEeI5HgXJg5kd+lasRqU+P7R4kufcEbsGnpy1NZ6GEk5lj9pgbo+iHHB8rcPL4OO1DOQVmc3jp6BihtcRdh/XLGnBmzdYrhWEVKxMRERERkVpW6cCst8LnkzqSiqUIoxDP9dDduCKXJwgipmyWxudeIdfgMZL7Mrvesonx4jie44GBidIEXv8uumyJMFYO08JI/+bm8sT+ISaL5dl6K1t7ScRcjIF4zEG/MhERERERmU9FAzNr7aFKnk/qy4MbH6x2CSJ1L7CWve33sbrR0tDRgIl59E32MZgbBKA50cxocRQ2NNL5hjtZP5gnPXmYTPAkDF0Pbeuq/AxqSyk8vXKo5zq8afMy7t3aiZmjL5yIiIiIiMgplZ5hJiIiC3Dv1i7uWZ5kZLQXJwxwMmmCqDSzP+2ly4EZkPAs2xomYHg3lIDJbgVmZ7m+p5liEOKHEXHXwVGTfxERERERuQgVDcyMMasudqy19nAlry0ishQYY4i3ttD5wffPbLtj4ijFsIgf+TQnmgmigLgbpzHeCBPDpw+26sl1tts3tFe7BBERERERqUOVnmF2kHJD/wuxV+DaIiJLUk9jz/w729ZDvAEcBxq7F68oERERERGRJazSodXfMHdg1gxsB1YDjwLqdbYElcIS+SCPH/mkYikyXqbaJYnUn9CH8T4wLsQS0LBszmE2DLHFItbJYlqacTL693YxrLX4oaUYlGfjNSbnWIFURERERESuepVu+v/B+fYZYxzgt4BfBj5QyetKbXjmxDM8N/AcALd038KNnTdWuSKR+lOcGsF77u8xBky6DW75t3OOK+3fz/DD/8zhoRzFntUUb7+Hn93SucjV1p+DQzm+/lwfAGva07xzx3lm74mIiIiIyFXLWawLWWsja+1vU75t8/cW67qyeDzn9EyNUlg6z0gRmc9XfnqYJ3cN8NSLx5gcyRHlcnMPdMv/v2NgosixoUn2DEwsYpX1YTRX4sf7TvL0wWH2DkwCEI+d/rNXCqL5DhURERERkatcNfqI/Rh4/wVHSd1Je2my8Sye45GKpapdjkhd8q2hMJEktecQE4OWUuwHPLY6R8yJkfbSbG3byg/6foA5NsDyYh9Bsp3QixOGF9M+8uoyPFXiyf3lRRHWtKdZv6yBRMzBcw3xmEPSc6tcoYiIiIiI1KpqBGatgJrtLEFb2rawpW1LtcsQqWt+vIVDzW+grSHFmo5WAgf6p/oBaPAa2NS6icHcIDQb3HfeyuZwE5mhF3HN03B0DHpuqvIzqB3+rBAx7pbDsfaGBJ+8Z0O1ShIRERERkTqxqIGZMeZNwC8ALy/mdUVE6sVH71xLoaPIVOMUJgwopuIz+2JO7Ixbn/3IZ1NLBP37yxvGUgrMZmnNxLl1bRulMKK9IX7hA0RERERERKZVNDAzxvzrea6zElg1/fPvVPK6IiJLSXLzZpKbNwPghz4P5DcSRAGOcWhJtPCuDe/Ccz0SbgJGjpw+0IZVqrg2dTQm6GhMVLsMERERERGpQ5WeYXb3PNstMAJ8B/istXa+YE1ERGbxXI8VDSvO2NaZmbUaZmMXbHobOC4ksotcnYiIiIiIyNJU0cDMWrtoq25K7QmjkJHiCEEUYK2lu6G72iWJ1J/COEyeAONAohEals05zEYR0cQENowgvoJYW9siF1q/8qWQgh9SCiNaM3E8V3+6RERERETkTNVo+r8gxpjfB24CNgLtQB44BHwd+BNr7dAcx9wG/CZwK5AE9gJ/CXzO2rnvYTLGvB34NLADcIFXgP/XWvuFSj+npWLSn+Qfdv0DAI3xRh7a8lCVKxKpL2FkKQweJLH7mzjG4HRuhq3vnHOszecZ/psvcmhoinwswdDb3s09m5eRTXpzjpfT/vGZIwxNlgB4362rddumiIiIiIic44oGZsaYLNAEjFlrxyt02n8PPAt8DxigvOLmrcBngI8ZY2611s409THGPAB8FSgAXwaGgfuBPwLeALx7jro/CXwOGAL+FigBDwJ/bYy51lr76Qo9lyVldjPyUliqYiUi9Wlossh3njnMhkP9pF3DZm8lbrGIk5gj0ImV377H8j4TUciBk1MU/FCB2Swv940xPFXCcx02dDbQ3lD+PSZip2eUlcKoWuWJiIiIiEgNq3hgZoxxgV8HPgL0ztp+APivlHuYBQu4RNZaW5jjur8L/AbwvwGfmN6WBf4CCIG7rbVPT2//LeBfgQeNMe+x1n5p1nnWAJ+lHKzdZK09OL39d4CfAp8yxnzVWvuTBTyHJSnuxmlNtuI5HomYZmyIXCo/svhumuJxSIyPMTr6CsPZH/NCchDP8VjXvI7rOq7ja3u+xkR+jPapVzGN6/GD8gqQYWSr/Axqy/6TU+wbmASgozE+E5g1Jj2aUiHxmIOpZoEiIiIiIlKzKr1KZhx4BLiLcqP/I0A/0A2sAX4XeIsx5s3W2suagjRXWDbtHygHZhtmbXsQ6AD+5lRYduocxpjfBP4F+DjwpVnHfBhIAL9/KiybPmbEGPNfgP8G/DKgwOwsMSfGeza9p9pliNS1sGkNQ43bcJxhaMqStyVO5k8C0JkuN/uf8qeYjHJMvmUbd7XcQ9vRZ3B4kuaje6DpbdUsv6aUgtOzx2b3KbvvWvVXFBERERGR86v0DLNfo7xS5reAT1lr95zaYYxZB/whOU6BKgAAIABJREFU5dshfw34vQpf+/7p7y/O2nbP9PdH5hj/OJADbjPGJKy1xYs45p/PGiMiUjErmlN89M61TLKFYPAkNggIPAf88v6YU37Lnn37c2eDQ3vpcPmHyfxil1zTtq9sYk1bmlIY0ZyOV7scERERERGpI8bayt3CY4w5FVZtt9ae0xjGGOMAz09f99oFXuvTQAPlHmk3AbdTDsveZK0dnB7z0+l9N1lrn5njHC8DW4Et1tqd09sGKS8m0D7PAgKTlPumZay1uQvUeM41p23asGFD+vOf//xFPddqmZiYAKCxsbHKlYhcuqXy+i1GRQpRgZCQpEmSdtNMhVMYY4gRIxnkWdX3MAC+10Bfz/0XOKPUi6XyGpark16/Uu/0GpZ6ptev1LOFvn4/9rGPsWfPnmettTcutJZKzzBbT3nlyTm7KFtrI2PMPwO/WoFrfRronPXzI8AHT4Vl05qmv4/Nc45T25sv8ZjM9LjzBmYiIguVcBIknDN7AmbczMxjGzMMLHsD1jhYo4b/IiIiIiIilVDpwKxEedbX+WSYucHo8llruwCMMZ3AbZRv8XzOGPN2a+2zF3maU/2eL2Wa3UUfM1+iaYx5prGx8Ya77777Ei67+B599FEALqXOofwQOT+HH/l0ZbpIe+krU5zIBVzO67cmTByH3BAYFzIdkGmbd2gwMoIt+RBuJdbRgfEUmF2Mgh8yUQgoBiFJz51ZDKDW1O1rWAS9fqX+6TUs9UyvX6lnC339VnJmZaUDsxcprzz5mbNmegFgjGmn3Ij/hUpd0Fp7AviaMeZZYDfwN8C26d2nZok1zXUskD1r3KnH7dPHnHNL5qxjxi+35qXsh30/pG+yD4D7196vwEzkEkwVA8LDL5E49iQxx8Fdfzdkbpt3/Pg3v8WxIycYniox+LMPcP3WVaxfpqn3F7JvcJLvvnICgM3djbxlmxYBEBERERGRMzkXHnJJ/oTyqpRPGWN+yRiz1hiTMsb0GmM+BDw5vf9PKnxdrLWHgFeBrdPBHMCu6e8bzx5vjIkBvUAA7J+163zHdFOeIXf0Qv3LrlZx93RjbT9a8ERCkavKC0dH+f4rx3j+uSMc3TdA6cQw5+0zGXPJlwLG8j7Hh6cYLwSLV2yNC8KIR17u5192nuDHe0+esS8Rc2ceF4M5OwiIiIiIiMhVrqIzzKy1/2CM2Q78r8BcHe0N8H9aa/+hktedZfn093D6+78C7wXeAvx/Z429E0gDj89aIfPUMW+YPuYnZx3z1lljZA7tqXZKYYm4GycVS1W7HJG6EoSWqVgLwb4ChYaIsdFnea7D42RhiJgT4+6Vd7MsvYxnTzzL84PP0zTxKsmGLHm3A+s4BGHlFnGpd6UwYmd/uWFoKu5y2/r2mX3puEt7Q5x4zKE1o9UzRURERETkXJW+JRNr7W8YY/4J+CVgB+VbG8eA54C/tNaeHUJdNGPMJmDUWnv8rO0O8J+BZcCPrbUj07u+Avw+8B5jzOestU9Pj08C/8f0mD876zJ/BfwH4JPGmL+y1h6cPqYF+I3pMX9+uc9hqbu56+ZqlyBSt5KeS9S2icnseppbUphsA+P+BKPFUQCi6fVUIhtRCAoUblnLhux13NK/H4eXSA+8BKs/AE6lJw/XHz84HR567pm/j+XNKR56/ZpFrkhEREREROpJxQMzAGvtE8ATV+DUbwH+wBjzOLCPco+xTuAuYC1wHPjorDrGjTEfpRycPWqM+RIwDLwDuGZ6+5fPqv2AMebXgT8GnjbGfJnyYgYPAj3AHy4k9FtK/DBi78Ak43mfprTHuo6Gcz6YisjFe11vKzetaGBy6kZsEIDjEkQTM/tjTvkt23NPN/dPxi3twQmIgvI7lY2o/N329SfhOdy7tYtSGBFzzIUPEBERERERmaWigZkx5t3Ax4H3WWuPzbF/BeWm/H9qrf3vl3GJ71O+1fMNwPVAMzBFudn/F4E/ttYOzz7AWvt1Y8xdwH8E3gUkgb3Ar02PP+ceJmvt54wxB4FPA++n/OnzVeA3rbVfuIy6l5zjYwW+8Xwfx0bzTBUDMokYy5tTPLB9BV1NyWqXJ1K3nHic7H33zfz89tIkpahEEAU0Jcrrl2xp3cKG5g14rkfMxODAU3CqFZcNuUL/L6SuJD2XLcuzFx4oIiIiIiIyh0p/qvoI0DxXWAZgre0zxmSnx11yYGatfRn4lcs47kfAfRcceOYx3wS+eanXuhr4YcQ3nu/jucMjFIOIppTH4eEcJ8YLAHz49l7NNBOpkIZ4wznbPNc7Y5YZ295V/m5ccLxzxouIiIiIiMilqXRgdi3wrQuMeRq4v8LXlUW0b3CSY6N5ikHEluVZrIWelhSvHBvn0Mgwjx/I0dMaJ+Nl6GnsqXa5IvXl5F4oTZTDr5Y1kJx/llQwMkI0lYPQ4La24jY2Ll6dde7EeIGCH1IMItZ1NODqtk0REREREZml0oFZKzBwgTFDQPsFxkgNG8v5TBUDhqdKPH2wvL7C9T1NNKU8hgpH+Zcju+iZTLOueZ0CM5FLMDBRILH3CeLjB0nEHJzrf+G8gVn+2Wc58cyLHB3JMbz9Ftp2XM9dGzsWseL69fXn+siVygsqf/TOtTQkdBuriIiIiIicVulPCCeBDRcYswEYrfB1ZRE1pT0yiRgFPyIRczDG4EcRY3mflqYkSc8FoBSWqlypSH35zisn6HzlKM0nDrFheZaGFcN4bevmHW8dBz8MmCgEjI4XcHP6N3fK3oFJdvaP47kOazsybOw8c/ZdIubMBGalIIJENaoUEREREZFaVenA7EfAO4wxm6y1r5290xizGXgA9Qara+s6GljenCIeMwxOFknHXV7rn6Ap5dHT1ML6rg2kvATtKU0kFLkUfhAx5TeRPhSQmyoQpF/jn0ovEnNiZLwMD258EICx4hhfeu1LZE72kYxPELZvIkimCaNz1jC5MnXWwQq5w1Ml9g5MAtCQiJ0TmHU1pWhMesRjDq7R7ZgiIiIiInKmSgdmnwV+HvihMeZ3gEeAPmAF8FbgtwB3epzUKc91eGD7Cqy1HBsrkDtnlcybql2iSF1qa4jjt20m33QSOpqI0g0Uw36KYfGMcTEnRmhDxjd0kb9mDe/yW4jl9+Ll98Dkz0PDlbsts15WyC0F0cxjzz03EHvLtq7FLEdEREREROpMRQMza+1PjTGfAP4U+KPpr9lC4OPW2icreV1ZfF1NSX7pjrXsG5xkLFe7s0xE6skD21fgLzPkm30IAnKtGaAfAG/W6penHhsMnuPQyjj4Q+WdZ4VrlVRPK+Ru7m6kM5ugGEQsy+p+SxERERERuTQV73Jsrf0LY8wPgU8AtwDNlHuWPQH8mbV2Z6WvKdXhuQ6buuZvSC4il85bvhxv+XIAGmzEh8KbCaKAyM6aMeV4fPS6jxIzMYwx8Nzfnj5BFF6x2mavkLttRROOMUTW8nLfGMdG8+wbnKyZ94S2hgRtDQrKRERERETk8lyRZcGmQ7FfvRLnFhG5WjjGIRVLnbPdGINnTs84Y8O9EPlgXEi1XLF6Tq2Q25TycKb7fjnG0JTymCoGjOX8K3ZtERERERGRxXRFAjO5OkSRpRRGFP0Ix4HGZPkD/J6RPZSiEn7oc13HdTimNm7REqkLfc+UZ4kZF7quhVh83qHh5CTBwCBEIU5DA15X5xUt7dQKuYeHc0TWzswwG8v7rGpN05T2LnySGjGW8xmcLFIKIloz8Zrqvwbl21+PTETkfEvX8XHd8i4iIiIissgUmMlle7V/nO+9egKAzd3ZmSbajx19jFJYKm9v20zC1W1RIhfihxF9I3madz6KF+bIxGPQcc15AzP/yBFGvvs9Xj02zmRPLxM33877bl19xWo8tULusdE8j+4aIOm5TBUDljenWN6cYl1HwxW7dqXtHZzg8d0nAbhhdUtNBWanFlZ46ohPMbAce/JwTS6sICIiIiKylCkwk8uW9E7PdiiFZ/ZXOhWY+aGvwEzkIkwVA772XB+ve/kImUKOTSuyxMbGiS2bO4Sy1uKbiFLoM1X0mcqXGMtf2VsiT62Qe2Qkx4mJIpOFAC/msKU7ywPbV9TUDKhHXj5O3g/wXIe7NnbMzIA9JRFzZx4X/SvX9+1SzV5YYTAXkfFMzS6sICIiIiKylCkwk8uWiLnEYw6JmEMydvoD3Lrmdfihj+d6uI57njOIyCl+aAGYmGjCG8gxUQw48doT/LB/gJgTY2vbVl6//PUz47++9+sMH91NNt7H5LJeaG4jjOwVr7OrKckdG9qxFop+RMJzeOeO2pv51DeaZ3w6QLxjfcc5+5tSHms7MiRiDsubz+0TVy2zF1ZYk3UwxrBqRVNNLqwgIiIiIrKUKTCTy7ayNc2vvHH9OdtvX3F7FaoRqW8xx7C6LQ3t1xD6SWhrJPRcIhtRCktnrJJZHh+j2N7IwBuu4Y6olfW5oxgOw4kSdG69orXGXZf26RUor+tporuGAqdTSsGsWa8xc87+la1pVramF7OkizJ7YQUbaGEFEREREZFqUWAmIlIDWjJxfv6GHgrJ7fgnuiEM8RtCmL5bMOac+XbtuR6eU/5qCgLSwVh5R1C44rW+cdMy3rhpGQU/JOYYYjV4i+A7ti+nFESUguiM2y9r3amFFX6yf4hkGBBzHHqiqC4XVhARERERqWcKzEREakhyyxaSW7YAcKO1XG8DgijANWeGPveuvhdjpmdO7fkejBwtP47OnIl2RWv1ajeIWlGDs94uxrqOBrqakoSR5UQO4k7Eq8fGZ24draeFFURERERE6pkCMxGRGmWMwTPlWWRz7Zux6lZYfgM4Dni1d5uhXDzPdXjz1i5+tPckfcUcQQStmTgbOxtrbmEFEREREZGlTIGZLMhkMaDohxSDiK5sEscx9E/2cyJ3Aj/yWdm4kq5MV7XLFKkPQQkO/wQcF9wErLz5vMOjUonSgYMQheC6JDduXJw6l4AosuwemKAURPhhxI2rW6td0ozetgzv3NHDt34yRimyvGF9O/dfv1xhmYiIiIjIIlJgJgvy908eYqpYbrL00TvX0pCIsX9sPy8MvgCA53gKzEQuwshUieHRYdp2PkrCc0llGi8YmNlcjonvfped/eNMeCkOv9Hl39zUQ9t0Q/45hT4M7oLCGKSaoX0juBffF2ss75MvhUwWfV45Nk4xiOhpSXHbuvaLPkctMAYeefk4dnph0e0rW3CdcxcHqAbHMXQ3JckmDGBY3pxSWCYiIiIissgUmMmCxF2Hqemu5KUgggTE3fjM/lJYqlZpInVl/8lJnnj1GDc/e5i2tMfyrmW4N04RS6RwzLlhSRAFFGyJQligEBQpRTEKfkgQ2fkvMn4MXvoKjB2B4iQkGqBpJVz7IGSXX1Sdr/WP8+N9Q2dsq7VeZgMTBb77ygniMYdljQnuvmbZOWOMMcRjDkW/3POtFESk4rXzPFa2ptnU6uI5lFdPFRERERGRRaXATBakOR2f+eB5Sme6k2vbr8VzPbobuqtYnUj98ENLaGJMnkyTicNkvsRP9nybo+FJHONw/7r7WdGwYmb87pHdPL7v+7QljzHWlSURWwUwf2AW+uWw7OhPIShCshlGDsHE8fL+Wz9+UTPNxgvBOdsKfnjpT/gKypdCBieKADhm/lljm7oaCSNIxBzOM6wqVram2dxWDvC6m+pzAQMRERERkXqmwEwW5Od2rDhn26rsKlZlV1WhGpH61ZKO09vdjtu0EiflQkMC34kghMhG56yS6TkeUTzG4K3r6Qlc3pw7gcu3cQevg+afOfcCJ3eXZ5YFRei+HowDNoL+F8rbT+6Gzq0XrDOTcGlvTHByosi2FU1s6mokk6itPyV+eHql0Nlh/tnu2dS5GOWIiIiIiEgdqq1POSIiV6lruhq5pquRqcLdWN/HBj64gxjfYLHEnDPfrpNuklQshed4NBufZDhc3hHNcxt0frR8G2ZYhOF95UUFGpaVZ5oVJ8v7L8Jt69q5bV07drr5l6m1qVlAT0uaX7xlFaUgInGewKxWPb57kF3HJzhy2Oea1tq5TVRERERE5GqiwExEpIZkbnndzON3AdZaQhue08dsZXYlH9r2ofIP/S/C8LfLj6N5bo9MNZd7lh07Xl6N05jytsIotKwuP74EtRiUnZL03Jrrq3YppooBk8WAsaIlPF9POhERERERuWIUmImI1DBjDDFzgbfqjk3QsgYcF5x5+pC1b4SmlVgLpdF+AieOjV4lnWnEaVpZ3i81IT+rJ9yrQxE/2DPIHRs6qliRiIiIiMjVR4GZLEi+FDJe8Cn6EZmES1tDgpyf49WhV/Ejn4Sb4IbOG6pdpkh9mBqCY8+B40C6rdxr7AIKu3Zhi0VsEJK6dhsmNk9g5noMrH47x3buJuYfxStNMJJvw3o9rFtzP8suouH/UnNsNE//WIFSELGqLc2K5tporn//9cs5PlbgswcPkg8su09MKjATEREREVlkCsxkQXYeH+exXYMAbF/VzBuvWUYxLPLU8acAaEo0KTATuQj7BycJTx6ldd8PySY9vI71FxWYTf3oxxw8MsCJ8SIH3ujwhutXs33lubdX+mHE1/ZZXoi/j7b0IbrdMfLFEoei69i6N+LDXRGee/5+Xycni4xMlcimPJpSHo/tHmR4qkTRD3nnDT00peordNs/OMVPD5Z7v7mOqZnAzHMd2hsSMz+Xgug8o0VERERE5EpQYCYLEp/1AfvUhzpv1i1hQRQsek0i9einB4cpHjjE5pcOsKajgYbVjURbpog5MWImhuuc2ZPLWst4aZwpWyAXTBFGLjYICKO5w5V9g5McG82TDx1ubThBa+EwNmEZKK3g2Ggr+wYn2dSVPW+Ne05M8sT+IQBuXtPK4ESRwYkiAEU/hBoJzB7fPcj+wUniMZdb17aytqNhznGzV9AsBvP0fquSeMxhW7tLzIHbNi2rdjkiIiIiIlcdBWayII3JGB2NCRIxh5Z0HIBELMGOZTuIu3GSbrLKFYrUBz+0lIIEk0MZ8k4amwr4yitfACDuxvnItR85Y7zF8nc7/47mxBGGOnI0tb+eKOYRhHM3iR/L+UwVA5pSHr7JAOX+aMtjExwpBozl/AvWOJY/PaYp5Z2xAmXBr51ZUOMFn5GcD/j48/w+ALqySbavaiYRc2pmdtkprmPY0FIOSa/paqxyNSIiIiIiVx8FZrIgq9syrG7LnLHNczxev/z1VapIpD6t7cgwlVtGvHUlTnOaqKkDGAXOnLV5imMcYk6M0W0rIT/Og8XDJDiMM9oNPHTO+Ka0RzoR44d7TpJNu9xQ8km1dDGSd8kkYjSlLzw7rDOboBhkGM/7NKc97trYQWgtiZhLY7J2/pz44enwbvYssrOtakuzqi29GCVdNGst1oLj1O4qpCIiIiIiV4Pa+YQjInIVu21dO2FHnGLzvVg/IJewpGM7CWxA3I3PeUxLsoUwCok7SZxcH64Tg3lug17X0cD28BWSwU5yYwm+mrwLJ1xBKuOyoznFunluW5xtx6oWdqxqWdDzXAz3bu0iXwrxQ0vzRQSBtWRwosjfP3WYpOcy2h9wa7f+TIuIiIiIVIP+S1xE5ArzI5/9o/uZKE2QTWTpbeqdc9aYm82SvqG8SEYG+CC3nPe879747vKDiRMw9Jflx3buXlye63BzWw68QYpBxEC0ihM5n1u3tfHA9hUXbPhfT9LxGOl4ff55y/sh1pZXIA6i+W8nFRERERGRK6s+P1GIiNSJE1MnePjAw/RP9ZPzc6S9NN2Zbu7rvY/OTGdlLpLpgNv/PTguGHfeYSvTId3bl/PY7kF6sl10pJt4x/XL6fr/2bvzIDnv+77z7+fqp+/uuW8MBoOTBEAAJEWQokTosCxRpGjZutaS5TXX1ka24/UmdlKVTapSqc3Wpna3UmtXrV1ex9c6u3Yk2WakyLZiS5RkiqR4gRcIgMAAGMx99t399HP89o9nTmBmMINjDuL7qprCoOd5nv51o+f64Pv7fjPSa3C7cJZMxJysKF4e88ifHubh/iZaU/LvJIQQQgghxGaRwEzcEqUUw7kqdS+g7gccaEuhaRpvTr5JzsnhBi73t91Pxs5s9VKF2HRu4PLtS9/mhZEXmK5N055oZ7Y2y2RlEoAv3fMlLN3C9QMuTJRwxt+luXaJ9mwCs6kfWvbf8D6cgUv4szMEnoe1px+jsXH1L+yHPoVZzRHRB8jWW9HMKNVt1Kx/szmez+nBHHU/QEPj0X3NW70k9rel6P9Ikprr87+NXeFqMcCYLHO4K0Or9P4XQgghhBBi00hgJm6Jpmn85avDC1uH+luSWIbGhdwFRsujABxsPCiBmbgrXcpfYrQ8ylBpiJZYC2W3zPHW45ybOcdoeZRL+Uuk9V385WtDvDGUY1fpDY65pxlL2ew5odO4nsDs/DlGT7/N+fESY8ceoeP4vTxxtHPlg5OtkGzlngd7uVcFZFUevXIZpmPQ1L/m/YzkqowVaqSjFi0pm0zM4vJUmR9emMJxfXqbEvzEPbepYm6TKAU/ujgNgG3p2yIwg3BCZsI2SVgas7Xwa2vdu3uDTSGEEEIIIbaCBGbilkVMHa8e9k2qewGWoWMZi/2Z6n59q5YmxJYqOAVK9RK2YaNp4dRDDY20nabiVpip5vneu8O8emWWdydKdBZGcKZHyMciPOed4+G97yNmRYjokWWfUwvXrxfIuUXKbhFfeWiBj7+OvldNSRvG3oJ3vhne0LzvhoHZpakyP740A8BDexrDIQVKMVV0ACg7Kw8b2GxBoPjdH1wkYujYps6XTvYuPPfXiizp21b3ApRSqx67FXanddriGo/c10lb2t7q5QghhBBCCHFXkcBM3LLuhjh138c2F3snHWo8RE+qB0u3aIo1beHqhNg6aTtN3Ixj6iYpK9yurGkaBadAV6qLfNlkJFel5ga0pmyYSeKUGvDKMDSV47VX/4jmpM09TfdwqufUddd/aewlhjiL216imu7FTGXQAnfV9eSrLinbRNe1sNpsXmniho+lUF28bjoahne2uRg4Od7KwwY2W90PcNy5N1NfMwDTdY2H+hox58I1pWAb5WW0xMPnd2/rjSeYCiGEEEIIIW4vCczELfvk0Y7rbuvPrl2tIsTdoC/TR1eqi+naNHW/TjqS5p3pd4gYEToSHSS1TsrOKA2JCEnbJDKRoWK3YOoa03oc3w1DKFNf+Uu1pVuUe5pQnRk+MHmZY3YJSibwm9cd6/oBf/APl9A1jWzc4ssPdaPFGyHeFA4NuEFa1NeSwLZ08lWX5mRY7dSaivLFk7uwTYOotfEpm/O92wpVl0zcmtvSfWvTOl1/cetiZB3XemTv9tiGOa9a97EMDfM9NLVUCCGEEEKInUgCMyGEuEMs3eLxvscBFqZkdqW6FqZkzhZjJGyT6ZkKvU1x4gf343c0c3Esj98c0ByvEzdNbGPl7XgZO0NbvA1LM0hODYc3Biv3uioPvMDR0WepGwmqTfeiGbvxH/wKM+U68YhB4galVQfb0xxsTy+7LWLqNz25cSxf45nTw4zkqpQdj4Rt0pmN8dSxrlua2pm0Tb56qh/HCwjWsT11u/n6q0NMFR0ipk53XZGxt1HJmxBCCCGEEHcRCczETVOuizMwQFAooKcz2Hv60Kzr+ywJcTdrS7TxpXu+xKX8JQpOgbSdpi/Th6VbNEYDOrMxxgs13hrOk4nFyZsW9u4Oju9q4OkH+tasuLqv5T7ua7kvrA4beiesENP0MDTTl5/nlabIBjnq7gxRcy8/ujDFS5dnCZTisQMtnNjVcKefigWuH/DM6WFeG5zF8QIyMYvBmQrjhRoATz+69uNei6ZpRC2DqGXc+OBtqLa0H6QUmQkhhBBCCLFlJDATN8UdHyf/rW/hjYwSVMro8QRmZweZJ57AattZk/KEuNPK9TIAESNC0kpi6WGwbBk6Tx3rAliotNrVGF+otFp3aKRp8Ng/nwvMVq5IajbrNPc24CuFc6CXs75BoMIKrPnG/Zvl4mSJkVwVxws43JVB1zQCpXhrOM9IrsrFydJ11Wx3C01j4fmoeIo3p3ymXxmiLR3dNlM8hRBCCCGEuBtIYCY2TLku+W99i+rp11H1On4iSW30MmpwmFLNo/crTzPmTHF25ixu4NKR6OBIy5GtXrYQW2KsPMZ3B79LzskBYVVYZ7Jz4eOtKZunH+3j4mQJ/8qPyXoTtGUSmNhA9w2v746N4Vy6hO96aG1tGLv3kLBX+NJ+4HHYXcBwisRTHbSUwzAuHbNuSzWWmgvf1jNlMl9xKTsemZiFPne8rmlkYhZlxyNfWX1wwe12bqy4EN4d6c7QlY1t2n2v5Bc/sAelFI4X8J//6xAjpYDITGVL1ySEEEIIIcTdSAIzsWHOwCW8kVFUvU70nnsYztcYChKkrw6QvjRI+8AlCi2Kd2beAUDXdI4ggZm4O13MXVwIywBqXm3Zx//itWH8IKC3KcHxaB575gpMAi37IHPj63sTExRefIlXrsyS37WP4nGDr55aYehGJB6+pdoB6LQUv3yqD7swCOWLcPYlOPCJFSvUrkyXuTxdIR016WqILetb9o1XhpgsOThuwM893EtjInLDNWfiFgnb5N3xIrGIgW3q2JZBvuqyqzFOJn7zW7s3EtwBDM5UeGs4D0BXNrblgRksbitdMoSUur9ybzohhBBCCCHEnSGBmdiwoJAnqJRRjoPz7ruYxSp6qg03niSoVAgKeay2poXj6359C1crxNaq+YsBmaEZdKcWq8Ycz2d4tkqgFCO5GgfG3sWZGkQzdJyOcUi3YmomiUhiYRvnUo7vMO5MUa3ncIISWuDjr9L0/1qGrmFoJpx5Bry5LZm7H4Xo9VshB2cqvHplFoCH+5uWBWaOF1Cd67vleP667ru/JUlnNsYbw3mevzhN1DJI2ibNyQid2Rj9Lcl1XWclbw7n+d7ZSSKmzpGuzA23MUaWpFJ1f30v1yEqAAAgAElEQVTr3yxJS+N9HSaPnugiFtmZPdmEEEIIIYTYqSQwExumpzPo8QTe9DS652F5AQ2NEPVrxDIt6OkMzfFmHut5DEu3SEfuzl5EQgB0JsLtl47ncKz12LLtmBMFB0VYEdWatmEog+O0ggp4ceYig7WwSvPJ/ifpSfVcd+3p6jR/V36FWFeNS7ZNT2sHCa2OCnw0fTFgCQLFcK5KNm6RtM3F6itNg0QL5IfCv5cnVwzMClVv4f10dHlwZy8JnBx3fWHdfO+2Vwdn8QOF6wXU/YDjuxo21rttBXUvIFCKmusv9Ghby57mBKmoScTQ6biF6Zx3QsTQ6Epq9DYltnopQgghhBBC3HUkMBMbZu/pw+zsQLNt/MlJLNuma+oqelOW2N5e7D19RC2Le5vu3eqlCrHlDjUd4lDToRU/1tMY57//YD+DMxV0DdT5FCTCKicvEgHC6syVqsvmb69nE9SzCfaPvcPn7JfCD9Q6IN64cFyx5vL1V8JQLBU1+cUP7Fm8SMsBSLZCojl8W8HhrjQtKZtC1aUlZS/72E8ebkcjDM7MDQRd7ZkoX3hfD393ZgLHDbAt/ZamY85z/cWQbD3X6mmM09MYv6X7vF2qdZ+6FxCN6ERu8XkQQgghhBBC3BoJzMSGaZZF5oknCPIF3LGwl5mRbcDq6SbzxBNo1s33HxLibhOLGBxoTwHgPPp+VK2G8jyS0SGafBtPeUSMlfuCRc0oXckuLN0iMzOy+IFg+dbC6tCbPDj0DRwjAW33AGFgppSi3HqCqaKDFyj2RlfeCtnblFi1yim50oCBdfrA3hZOD4b9w3RNw9TX13dsLQ/3N/Hg7gZcX6HvsMzpnbEC3z83CcDxXdktXo0QQgghhBB3NwnMxE2x2tpo+ce/ijNwiaCQR09nsPf0SVgmxC2w+/oW3v/oOgZlpCIpntr7VPiX2UmoTIFmAMu3Imr1IhkrwPFyYCxOoJwsOvzHFwcBaIhb7G29+d5hN8M0dL54che2aRC1bl+6ZRo65g5s+TXfCw4gahnU1jhWCCGEEEIIcWdJYCZummZZRA/s3+plCLEjvDv7LmW3TNWrcqLtBLZh3/ikjbj/51f9UJvt0tYVjtz09/Qu3N6QiKBpoBTkqi6uH9zylsiNWjpA4G5n6hqpqEm17hObC8xeHvMYf2mQuhfw6RPdt1TRJ4QQQgghhFg/+clb3DLPDzg3Xlxotn1/byNKKf5u8O+o+3W8wONT/Z9abDQuxF3C9V1OT54makT54fAPF24/0HiA8ZxPcypCPLLky/C5vwanCJoOez8KsRtvy/NLJaqvvYZTqxPE4pjH7ycVNZf3E9v7Ueh9BJwiRmRxa6Vl6LSlo+gaNCdtPF9h3WRllh8o/EAtmzq5ExRqLi8OzOB4PomIyYcOtm7ZWh7a08RDe8IJw0opvn8Rco7CyIW1Zo7rS2AmhBBCCCHEJpGfvMVt8Z23xwEwdI0TuxrQNI2LuYsEKpya5ykPS5PtmuLuUnbLvDT20nW3F2sVnjk9TaAUrakon32gO6zsyg1CZSY8aM+H1nUfqlajevp13hjKMRtJcrXaxJdO9i5vzq9pEEmEb9f4b963C2YGYPocnJmErgegZbFy9Px4kXfHS6RjJrubEtc1yL8wUeRv3x6n7gXsb0vxyaMd61p3seZybqxI1DLIxi26G25P4/26F2DoGsY6+6F5vuKt4bCPWja+fb5Gzf8Hw9L8se6vbwqpEEIIIYQQ4tZJYCZumjs+Qfm551BOjfYRl7GjJ/EDhRcoLEMjYkSoeWFlhOu7q076E+K9quYv70J1X8t92IZNvqLjB2GfMT8It0EGjkPxuTNofhUiJvnDo1i4mLpJc2zl6ZUAI5VxKrVpyn4egsjcNdWqx69o9goMvRy+n+5cFpiN5mucHy8CYJvGdYGZoevUvTDIcbzlwwbWMlOu88N3p4BwUuXPnIihFOi32Pj/a69cZaLgYOoan3+wh9b02ls+7SWJ1Pzj2E6Othi874FuIqZOQ3zl4Q9CCCGEEEKI208CM3HzAh93eBiA3WaMtp4M9pJO26d6TqGhYenWqlP+hHgvi5kxTrSdwPEcElaCB9ofAODyVJmurM9ovrYwfVLV69T9FggCAs3km1e/B7pBxIjwi0d+cdX7+IfZlwl6PS6nFLsSu2m1qmhBHQiDIsfzGZgsk4lZZOPW8i2g85JLtiGWJpd9qFBdHBKQjl1/7nyzfk2DjeR0lSUN7q/OVPitv7/AR+9p5d7OzPovsgJ3LvTyArV8W+oqopbBRw+1ETH12zp44HZpjOq3rfpOCCGEEEIIsX4SmImbpkUXKzcONERoPNi27ON7Mns2e0lCbCsZO8PJjpPX3b67OcHu5gQ11ydQYcqkPA+iYc+yIBUD3QG4YWWmGY0xtb+Dxol3+IT+Fi3qIrg/BaQBmClW+c4bVwl0i+aUzc+d7L3+Iuku6PsgJFqWh2fAQ3sa2duaJF91aV+hWqs1FeWXP9RPxNA31KewIR7hRG8Dr16ZDR+zUtTcW6/w0jRtYZCBZdx4PYaucaT71kK620EpxUi+RswywrfIDhzzKYQQQgghxHuIBGbiphmpFJmfego9GkWLxbZ6OULsONElHfb1RILMk0+gPI9q4NBtXMT1XaLm2lsKu1PdZO0sVrlIpFoNbwwWq7fKU1d539Af4usRom37gF+47hoTbpQJ6zBTMw4PZVIs/WxuTUXXnGQZ9gvbeLjTnonSnoliGRovDoR929zb0KPr5x/ZjVLh1nBz6fZO34XJc1DLh8MUmveDsX22iTtewH966SoAEVPnVz60d4tXJIQQQgghxN1NAjNx0zTTJNLTs9XLEOI9QY9EiOzeDYANfIp713XeI52PhO+4Oky+A5oB+uKX9oSqEiQi1FyfqL3ylsPvnp1gNB/2W9vTnGRX0+ZtATyxq4H7urNELWPdjfpvRNO05dVlhRF48+uQvwpOCewkZHrgyGfCnm3bQHXJFtXYzY4qFUIIIYQQQtw2EpgJIcQmKNQLnJ85T82vkbSSHGs9dnvvYN9Hw7drdCQ1OjoaIPCge+VwqClpLwRmkyVn8wIz3yU6fYervnw3DMsGX4BqDlLtUJmG4lj48ZNf3RaVZgroyESpuj7p6OJ6rhYD/vSFK9S9gEMdaR7ub9q6RQohhBBCCHEXkcBM3BZXZyqMFWrUvYC+5gSd2RhvTL7Bpfwl3MDlROsJ9mSlp5m4u7w9/TbFepGoESVmxnhh5EUuTpbY09DN3sxhkvaSL8FBAKf/dLFC7L7Pr/t+is8+i1Op4Th1zMc+TDIRJTF/7c7j0HEM3Mqq5/c0xqh7AU3JCN0NsbAB2Ab6kSmlqPsBjheQiJjrqxTbrKqvqfPhfeQGwU6Bkw+fj7E3w9unzvNiuZ2xQg3HDfjg/hbaM2tvg70TGhMRvvC+Xdfd7gWKXDHsZ1d2vM1elhBCCCGEEHctCczEbXFhssTpwRwQ9mXqzMbIOTmGS+EUzaJb3MrlCbElLsxeWPgceLTrUQo1l6lSnVJlkm94Q/z8I7sXD1Y+5MNjl26pXA/n/LtcGplhLF9jINLHB490c3xXw+IBmgaRxKrnH2xPczDtwcCz8M4kRJJw/Iu8OZTn7ZE86ZjF/rYUe1uTK57/py9cYapUB+DnHu6lOWmvvWDf5cqzf0xy6jUsVSeRacGYvXLLVV9+oKjUPSxDJ2Lo6LoWVpU5RVBB+Dy41bDHWzQbBnXVHGOFLAOTZQBKjsv8hNHtYGkftvpt6PEmhBBCCCGEWB8JzMQtKf3wh9QvXyE9Mk285xiVlg4cL+zFEzEiC8e5vrtVSxRiy9S82sL7TbEmGs0DdEVdIlqc3mu2PToDA1R/dAHN0Km3JSneN4ClWyQjSRqiDddeesFUdYrx2iT5+gz1QEdTAX6gNr5Y3Qyb4gPUy6AUU2WH0XyN0XyN1tTqIVjEXOyN5njrCHWmzpMfu0RQKaAUJIxxgtZDqJmLGHNVX7Str4fbssuWHP7fFwcBaEnZfOlkb7jV07DBq4LKgBkJw7haDhrCj9ulDa5/E7XGNT724C4ihi6TM4UQQgghhNhEEpiJWxKUK/i5HGnN53CTjdHfFG7pAg40HKAr2YWlW6Qj6S1eqRCb71jrMQr1Ao7v0GA38Ll7P8LAZInL0xX6mpdXfAWVGq7dDypgIp7k+5f/BoBDjYf40K4PrXofVwpXeKvXYyprYHttdMYd4iqcllmsubwzWiQbt2hMRNau/LJTYNrgOeDXoV6iUF0MujOx1Su+bNPAMjRs0yBYR1jnlWcw3DJGUEdDMTbj4OTexLOz7E+EVV83o74k7FoI8Zr3Q2MfFEfDINCIwujr4WPN9EDzfo5Fffa1pYgYOk3JyCpX3xq2odGW3j4Vb6tx/YALE+FrJhO36G9JYhkrD5kQQgghhBBiJ5DATNwSLRr+Ap6NRehujxHbs9iQuiHasGZljBDvdQcaDyz7e9yCxkQjD+xuvO5Y5Qdgh8Gyl0gB4RZB6wZbEy3dotzbTCxX5XBlgA9qDgQngS4mClVefeddHCNJT0uGnz7RvfqFNA0OfSrcuploBsPiwwejnNjlUqi5a/b1eupYJ9oGep4RzdLS1IQ9PY4fKMpugB54WPUc2F1hVdhNStomdT/Ang/MDAuOfg40feV+aYZFe2brm/6P5Wu4fkDUMsjErGVVe9vdWL7GM6eHGclVKTseCdukMxvjqWNdW9IPTgghhBBCiNtBAjNxS+L330/s6FH0aBTNvkHfIiHEquz9+zBbW8FzKQQz9GnjuIFLg7126NwYbeRg40EsFaGzfiG8UYXbogv5We4b/Vp4XK0NTvzmqteZKjlcKDQwXarT3VDmvp4sqahFKnrjMGlDYRlgth2ktWcveKOo0hhl18JSNRyjiSDdjd68f0PXm9fTGOeXPhgOF1FqSaVbujPsizZ1Pqxeu1MTOW/Bjy/PcHGiBMCT93WwtzW1xStaH9cPeOb0MK8NzuJ4AZmYxeBMhfFCuB356Uf7pNJMCCGEEELsSBKYiVtipHbGL3VCbHdGMomRDJvq97Ob/nWe153qpjvVDVYz1P2wksoKt3u2RerUM1Fqrk8qEV/zOhMFh+cvTgMQKMV9PTdf5XVDhhVWdwFa/iqdtSK6nULLLlZ93arrQjzDgqa9UBqH4njY/H8bBWa1ur/wftTaOb3KLk6WGMlVcbyAw10ZdE0jUIq3hvOM5KpcnCxxsF225AshhBBCiJ1nRwVmmqY1AZ8GPgkcAbqAOvAm8IfAHyqlruvYrGnaI8C/BE4Sjj+7APwB8NtKKf/a4+fOeQL4DeA4YABvA/+XUuqPb/PDEkK8xzmuz4WJEu/MnMNhhoYEnGg7Rnui/fbdScfR8G2JzrQF3d3hlMjGtjVPb17Su2uq5Ny+da1mSdWXcaervpQKt5y+/VcwMxDeZichun2CnJa0DRrUXJ94ZPFbc6AUf/yjy9S9AC9QfPXUeqPUzZGvuJQdj0zMQp8LKXVNIxOzKDse+YoMfBFCCCGEEDvTjgrMgM8CvwOMAt8DBoE24KeB3wc+oWnaZ9WSvTiapj0FfAOoAX8OzABPAv8eeP/cNZfRNO1Xgd8GpoE/JQzlPgP8kaZpR5RSv3GnHuBOVXN9XhvM4Xg+pq7z6L5mxsvjfP381ym7ZVriLXzpni9h6dunokOIO2mqOsXrk69Tqek8d67OucEk1cjrWNFRWlI26eMdywOz0iSc+SvQDUi0wqEn1n1flZdfpjIySrlSRzt+P7HODlpSNjTshpP/KAyMAm/NazQmIhzflaU5adOSjKCqs2h2BvQbb6cLAkXN83HcIAxL4uv4PA+CsBruJqZhbthLvx8+B5XpxduKY9B6CICJQo0fvDtF3QtoTkb42L23Mchcpw8daF3xdg3IVVyCuW9rnh9gbqMtjpm4RcI2eXukQMnx8ANFeyZKvuqyqzG+vteCEEIIIYQQ29BOC8zOA58C/svSSjJN0/4F8GPgZwjDs2/M3Z4G/m/AB04ppV6eu/1fAd8FPqNp2heUUn+25Fq7gf+dMFh7QCl1ee72fwO8BPxTTdO+oZR6/o4+0h3GCxQvXJgEXSceMdjX6fO181/jueHncAOXVCTcuvl43+O0JdaudBHivWC2NsuZqbO8NjjL0ESaeuUIKJ2yquMHir87e5WHuo8s9nfyHShPhe9rG9uS546OMX3mPOfHS4x6DbQfifCp+zoXD9C0G1ZumYbOqQOt8PZfwsAAI9N5vpt8kkimncNdGe7pXL0a6+JkiW+9MQrA3tYkTy697xWcHSswNXSRXVf/imy2iXTXQdj/sfU/4FUUay6er7BMnaiph8GSUlCdhWCumDjWAJluSHctnOcGiqszFQD0jbVju+M0TSNi6tTccP31bRaY9bck6czGeHukwIWJElHLIFd1aUvZdGZj9Lckt3qJQgghhBBC3JQdFZgppb67yu1jmqb9LvBvgVPMBWaEVWEtwJ/Mh2Vzx9c0TfuXwN8DXwX+bMnlngZs4N/Nh2Vz58xqmva/AP8B+EeABGaAXyiQ+4u/wKvW6B0qc+XUk1TdOt++9G3OzpylUC9gGzYztRnemHwDQCrNxF3B8R1mK3WKNQ/XNWhN2bhaNx2NbUwXFbVK07L+TqXnXsB9+TyaoZG/T1GbOYelW7Qn2olbq/cfq/t1BitDFGrjlLwqWhDgB9ftTF+/wAevTs31UaUJhlWGvW1rhx62uRjwOd6N7/vqTJWxoWGMmTK2DilextVtah0PEIlEb7qH148vzfDGUB6ADx9sDfuw1UuLYZkVCyvurhFZEkDV/Vt47u6QLzzYg2mEwVlkG4VlAJah89SxLoZmK7w+FOB6AU2JCMd3NfDUsS5p+L8Orh9wYaJEoeqSiVv0tyTleRNCCCGE2AZ2VGB2A/ONUpbuO/rw3J9/s8LxPwAqwCOaptlKKWcd5/z1Ncfc9TTTJCiW0FD0pkx69zczVr3M67lRAhXwga4PYOommqYxkBtgtDzKpfwl9jfc3BQ8IXaKrmQXB9MnuaIGaWjMsDvTQK6SoDUVJeJV8FxtWX8n39HxEgdBBZyJJrk0+PcAPLnnyTUDMy/w+HFTHuewzWRecX+7RaNRYqJY463hPJmYRVs6SnfD2k3/FySaYeIsfjVHe/VNFBppq2XNU6KWTtQyiFo6iciNw66q6xPxqwCYhsblqTJjA9/ktc4Ejxzey7GbHDjgLgm7FgIHOwWP/o/gFMJG/yvIxCx++kQXthk+hu2mIRG58UFbqC1t09ecxDR0LEPnE4fDqkQJfW5sLF/jmdPDjOSqlB2PhG3SmY3x1LEu2jPRrV6eEEIIIcRdTVvS7mvH0jTNBF4DDgMfV0r97dztLwEPEG6tfGWF894C7gXuUUq9M3fbJNAMNCulplc4pwQkgIRSqnKDdV13n3MO7tu3L/57v/d7632IW6JYLAKQWmsSZhCQ+C/fDt/XdcqPf4ILzkVeKL1AoAKareaFQ6fcKXRN52TyJHuje+/k0oVY3+v3DrtaDHj2qstkJWB3WkfTNJRSXC4EtMR1TvVY9KTCUCH6ox9hTM8A8KOjNsOZMEw7mTxJo9m46n14yuM7+e9gukUypUE+TzfVWAcvxj7AlZFRHM2mJZ3keGdsXWuOlYdpmfwHrHoO3Bo1LUoQb2G64zHqdtMtPiOhiUpAqa5wPY9T+b+k4PhMVRU/SvwE3a3NHGi8uQqzNyY9xssKVymOt5h0JHdGYFP1FJOVgIihEbc00pFwX+h2eA2vhxcovnkxfL0aOnyqf3sHfNuFFyi+c9nlQi58/esaxE2NmKnRn9X52G4Lc7vtEd6AnfL6FWI18hoWO5m8fsVOdquv36985Su8++67ryql7r/VtbxXKsz+V8Kw7NvzYdmczNyf+VXOm799aTnDes5JzB23ZmB2V9B1Kh/+ECoSAdMETSOux7E1m2l/GqXUQkhQCSo0mU3E9XVWugixw3UkNJqiGrmaxuVCQMLSKLsKSw9v70gs/jLs3HcfmuuC75OITNCpO3h42Jq95n0YGPTavcS1Iq3kUCggoFwPeLDyfTQUzYFGpf0LKH3tIMr3XJwrz1MrX6Tuu2TSKRq9CYLSLOa4xlD3kyj91r9ttMZ1WuPh6ivmEabyFS4pA92yb6mH2NEWM9yEv8PM1hSvjIfbRjsSOic7d9a3ZnfJLlZrhwQ8XqAYLSsqriJuhZ+Lmx1OjZYV0zVFoa6IGmG/OtsIe+pN18L19aR2xvMphBBCCPFetLN+Kl+Bpmm/BvxT4Czwcxs9fe7PjZTZrfuc1RJNTdNeSaVSJ06dOrWBu918zz77LAAbXacbuDhnHN6YfIOKXyFtpyk4BTqMDo62HOWz93xWepiJO+5mX7+32+Gb2HL1wQ3ex4f4UDj18dy3w4EBqQ4aG47jP/dDHNcnm8nS8OGP3PA6auwt3hyoE42YjCcOs2d3ExEdGH2dloYI/fd23IGplqcWgvVN4VZh5hKUxsNBCLsf3Zz7XcNbw3nG7XEA7u1Mc2puSue1r2GlFEqBvs1CKdcPOHisiuOFod98X77tamEbZFCl7HkkDJOKsfnbIF8cmOb16lUmvCJxO/xxrCFuEbUMTF1j/709PLTn9lR1boXt8jVYiJslr2Gxk8nrV+xkt/r6vZ2VlTs6MNM07VeA/xM4A3xEKTVzzSHzVWIZVpa+5rj595vnzrluS+aScwobXvBdwtItHu97HIDR8igVt0JXsov2RDuP9z0uYZm4qzQkLH7h/bsZmCozXaowUHmFhgS8Mn2WT2Y+efvuKNUODzy98Ne26iz0HgCnCJH1VXVqtTxJrUbNTIOmU6l7RGIRiGbBKUE1d/vWu/R+72RY5jlgRMJJoQC1Apx5Jnw/mtkWgVkqanKwPUXV9WlOXV9R+MN3J3lzOE/dC/jwwVaOdt9cj7c7xTJ0+poTW72MdXH9gGdOD/Pa4CyOF5CJWQzOVBgv1AB4+tG+Teu9lolbJGyTppRNW9pmulSnryXB2dEiuxrjZOLyvVIIIYQQYivt2MBM07RfB/498BZhWDaxwmHnCHuY7QeW9ROb63vWRzgkYOCac5rnznn+mnM6CLdjDt2of9nd6MxIgdF8FccLuK8ny5fu+RJ/e+lveXPqTRSKoy1HaUu0bfUyhdgUfz/49wQq4PXBMnptL43xBKcONPF66QrFIgtblRfCovEzMPAs6Aa0HoK+9deZ1c6fp/r2GWaLVdizF+3gPfQ1N8DxL25s0bEszY2NGPkrGJ0J7KAM1TLUctDQC7HVg5pizaXq+jhuQFs6SsRcI3TwHPBqYKcXg6w75ZU/Chv+R7Nw5LPhUAPdCCdn1vJhxZkV42/eGmWi6FD3Aj59vIum5NpbYW+n3qYEvU2rB05KgTO377G+jimkW+VrL1+lUvepuj6/+Ggf5jZs+n9xssRILvw+dbgrg65pBErx1nCekVx12eTaO62/JUlnNsZ4ocZEwSETszg7WsQ2dTqzMfpb1p5OK4QQQggh7qwdGZhpmvbPCfuWnQZ+Qik1tcqh3wW+CHwc+P+u+dgHgTjwgyUTMufPef/cOc9fc84nlhwjllBKcXUixztjJZRhsqsxTlc2Rleqi8HiIACO79zgKkK8d1zKX6Lu17mQz9Fv9TNbcbEtC0u3cAMXpRT1oI5tzAUzXjUMcADqG8vjg1KJ2uAgb1+eZTanU/Ia+OVTNzFYo3k/6fY9zE6+i/fqN5jVI8QiJunO/eiZHmhefbrtX50eYaoYfo5/8eQuWlMrb22bLdd57ZUX6B37DrFohM4D74MDn1jx2I0ayVUxDY2IoZOJWeH++Vo+DMfKU2DFwrCs41i4HTPVHm5hBfJVl+lSHYDaNgulloaPrr99B/XMVuqUnXBbZtX1SW3DwCxfcSk7HknbpOx4uH6AbRlkYhZlx1s2ufZOswydp451ASxs2d7VGF/Ysi1TRoUQQgghttaOC8w0TftXwL8hrBj72ArbMJf6OvDvgC9omvbbSqmX564RBf7nuWN+55pz/hD4Z8Cvapr2h0qpy3PnNAD/Yu6Y370dj+W9ovTcc1RPn6ZxskS66x7yuw/gzP3CGTcXt4JVvepWLVGITRWogLpfn3sfDC3cWpWOWjzW8ximZmKbNqa2+CV45ut/DdPnQdcZfKIJa+ptLMNif8PqIdW8wfIw5dIweS+P63Xj32yoYlhM7H6SV18boM8fx/Q8qsrgnXof/bufpNVYfYuYvSTUcdzVA6dCzWVycoJY0SHjBXRWZ1FXfoRTq+DYLTiNB2hNb7yPlFKK//TyVeYHP//aR/ZheJXFajIrCuZcOLn/Y9edH1m2fn/D938nHd+V5VhPloihb7v+ZUvFLGN5YBbdflsK57dBXpzMM16ooWkanZko+aq7Jdsg2zNRnn60j4uTJfIVl0zcor8luePDMtcPuFoMqLiK9rHCe+IxCSGEEOLus6MCM03Tfp4wLPOBHwK/tkLvm8tKqT8CUEoVNE37JcLg7FlN0/4MmAE+BRyYu/3Pl56slLqkadpvAr8FvKxp2p8DdeAzQDfwfyilrq08u6tphgGBojER4YGOBNbhdtrmfuHtTffy+QOfJxlJLlbSCHEX+OSeT1Lzanyw22V/dj/5qks8YrDfvj4AC2o1nGkHVW1B2SbPuwXU0PeJGJF1BWYDmRpjJ1IMjDscbo5hVId45nScTMyitymx7v5Srh/wlxcCvqOe4rPaDBFDMWt38br6Ce69EPB0e7DqL73ZmIXj+timgbFGqFOp+4DC06OYegCeg3/he7x2eZap+F4G2xP8yoc2Xh3nBWohLDN1LVxDJAGP/pNw++cNqvZO7W/F36eImDpxa+1popvNNrfXeq71xlCOs2NFHC/g4f4mjnRliG2z53De/DbI8+MlRvNVopZBpe7RlY1t6jZIpRSnr+bY25okFbU40HRpgxMAACAASURBVJbi7ZECw7NVXr+a4zP396z5ebSdzQ9V+PFVF8dTjLw4eMNBJ0IIIYQQ29GOCswIe44BGMCvr3LM94E/mv+LUuqvNE17DPifgJ8BosAF4J8Av6WUuq4UQyn125qmXQZ+A/gyoBMOFviXSqk/vi2P5D1Es8MgLJOK0d6cINGx2P8lakaJmvIDsri76JpOb7p32W0tKzRzB3DHx8k98wy1d86hXJcgYtJtTzH+/gNYbevr+Wek09TqSTprb3O/9TqR+iDfHfSYxsDe3Ulf476w0uoG5vs7pZMJhvb9M9zAwNChOFq8YX+nj81NdryR7oYY1gc+QbX+k0QsHxjFKD6DBphB2EMsCNSGK6n8QNGVjeH4AcbS/0jRtHArphVb8/yGRGRD93c7vTGUQ9c0opZBb1N8x1XizJTrDM+GFcSWoZGwt++PFvPbIHOVOqDwFTQnItzXk93UbZCj+RrPnpvk++cnOdCW4uOH23lhYJpizQNguuysuq15O1s6VGGyEpCwtC0bqiCEEEIIcau270+1K1BK/WvgX9/Eec8Bj2/wnG8C39zofd2NYocPEztyBM3cUS8nIbaccl3y3/oWtTffQk+nMZJJ6vlZegartMVzuJ95aF3X2ZvdS5OVxJq6SrMRZbJep6/0I2yvSJ9KwN7/AeKNN7zOfH+nTMzCMCIYcxnb7ezvlIpay7fqVUDbdZKZ8iw1K0tbOoobBNjrCPiWiloGn3uw55bXtxX+4cLUwjbWr57qZ5sWZ63KWdLzbbtXwwG0pW1+/aP7uTRd3rJtkG8Mhf0KlQLT0NE0jfZMlGKtBMB4fmcGZkuHKuxOh49rV1dmS4YqCCGEEELcKkk4xC3TrO3Xp0aIncAZuIQ3Moqq14kdPYqm60SCAPPMGSKVONlax7qu05/th9QumLgMuoHVoNE4dh6nHicdNSGyvm1m8/2dBmcqBEotTBC8o/2d4o3Q/2Ee77/9l17T2FswewlK43DgcUh3bvICQn6gFsIyTVveC24ppRR+oPACRXSbJWon+5q4pyON4/m07ICQZ7bi8ifPXyYRMWnPRHloT9Omr2Fva4KS43F1psLR7gwAB9tTtKaitKejtKZ3ZguDpaG78sJKT13TtmSoghBCCCHErZLATGwKpRQ1v4apm1i6BGzvRa4fcGGiRKH63mlcfavyFRfT0IhHDOb7LQ7kBnh7+m1qfo39VzxaKmWMTAZND58rTdcxMhmCSpmgkF//nRkWHP8iAEnfJXn+b6BWAN8Bc33bDef7O40Xarw1nCcTs8hXXWxT39T+TrdNZSbcimlGwzRqqekLMPFO+H5xbMsCs0Ap7u9toOr6BIFihb6cTJcc/uOLg/iBoikZ4csP7978ha4hE7euC1OVWvmxbAelmodSUHI8qls04GFva4q9ramFCrf523a6paF7au41cMdDdyGEEEKIO0QCM3Hb5Ksuz1+cxvF8krbJRw6F/Zeevfos52bO4Sufj+/+OHuye7Z4peJ2m2/yPJKrUnY8ErZ5Vzd5Pjtzlnem3+GNqxX8Whut0V6eOtZFT2OcslvmavEqAB3RLG3xBPWhIVSsjlaZRAH+ZECk/x70dGZd9+dNTlL6/veZKVRxUxmCR0/Rt/fxFSuRlOviDAwQFAro6Qz2nr6FKtH5/k4AI7kqbrXA3tg0fZEcD+45uWYAWnN9Zit1HDfAtnQ6Mqv0DHOKUMtDNBs25b+TocqbXwtDM8OCB55evi011b4YmJXGuThZ4tlzk9S9gD0tCX5ynT3ZbpVl6Hxwf8vax5g6fhC226x7q08g3WqXpsp87+wEVdenrznB40fWVyG52Squt/B+aov7rb3XAqT50P3CRIlXJ3xsAy7VJunMRndm6C6EEEKIu5oEZuK2UEGAV65w4cIwbiJFw5JfAjQ0fBX+L37JLW3VEsUdsrTJs+MFZGLWXd/kebY2y2h5lKHSLI16HNdXxCJheLV0CEapM4OeShHUatTeHccwHfxKHa2hE7OzA3tP32p3sYzyfdzRMS4N5ZiJZxnKjvHFh3ZdF5i54+Pkv/UtvJFRgkoZPZ7A7Owg88QTCwMG2jNRnn60j4uTJbjwXZpnT9OQiGDUu4B9q65haLbKN18fAWBPS2IheLvWD57/ES2jz2LpGj2HH8G+94l1PcYbKdZcpkt1LFMnaZtkomZYYQfgu2E4t1RjP+gmJFsh2YY76XBxojQXSClcf/WJoJstMrcOQ9e2bdUWgEb4HycA1frWVG6tx8H2NHtbklyeLjNbcXl1cJb+liSZ2HsrvNoK86H72yN5Riah7kNCg2ObPFRBCCGEEOJ2kMBM3DLl+0z9zu9S93x2Xclx8ROfX9YEOmGFv6haurUQnIn3jqVNng93hRVRnUHAO+uYrPheVfNqKKWwDJ2YGVZapeca3XcmO3m873GiZpSElcBrL6HpOn6pAtEAvzFKvjcLJ/uo1sbosW7cyH6mnmOoOMisW6BUD6cVesHyAcDzAwaqp19H1Wro2Sze0BDuxAQATV/+8rJKs4PtaTAOwVtzVVj54TXXsLT3lrNGFVR+Zhxrro9Rjz1XQTf4Ik55lmq1Qqn7MVKp9IbDiyvTFf7rmXEA7ulM85P7sxDLQi0XBmPmNT2hki3hG4sVkm+N5HG9gJF8FV3Ttk2FpG3q/OMP78Xc5mFDPLIY0Na87f213jR03h4pMDBZBsJKs80IzCp1j3hkfT96eX6w7f/NV9KeifJwfzPF6UnqgWJ3V4bPv28XDfGtm0QrhBBCCHEzJDATt0wzDDTLwgwC+lviHDrUSDSxWM1xpOUIR1uOEjHkh+X3ovkmz0rBq4OzeL6iMxu9q5s8n2g7wb6Gffzk7hot8RZsPUlkLlBKWAkSmfDzI6hWmZ6ZJnbfffiz3SQffojBlMPz1iDKPcuhWY2eVBiY+X7A7GiFetXFjltk2+MYc79MF2Nw+n1NjE75uI5Nf/kC331b5+S+toW+SPMDBoJcDqVpkMthHzqEc+4c3sgozsAlogf2L38g6S7I7oJMF2TWDu4StklbOopt6rSkVm5Y7vkBFRWjHGkm5uWJpOa2SI68xtjQECP5GqfHunngnr08uPvGUz2XqvuLIV3E0MGKwvt+KRxD6DmrnjdfIXlxskwmatEQtyg6Hq8NzgLbo0JS0zRMY3tWlgWB4k+ev4xtGZi6xn/7yG5iEWPV4QXbSXLJdszyJlTEVeoe/+GHl+jMxjjanWFva/K6isGJQo0XL80wXqjRmY1t222tN3K0O8MLr2uAxvv3Nu+I14MQQgghxLUkMBO3hR6Lgq7Rkc2SaYhhJOMLH7ONnTntS6zPfJPnKzMVNMJf7h3Xp+oGd22T54ydIWOvo/+YYZB4+GFqZ85gdXaQ+vgn8SZfRw2PAWDq4Zfo0qzD+ZfGKM3UcB0fyzZINkbZ/2A7yQabiB3HaU7RWDlDVE2xb7rAVa9ANX0AGg6CFSMo5MNBApUKWjxOUKuhqpW1BwzYyYVBAjfSmIjwsw/tWvMYXdN47KNPUql71D0frXWu8tCKLlTSmIGzMDVyI1K2SW9TnLoXLH/NaVoYnq1ivkLS9QOO7couTAZ9azi/KRWSl6fKjBVqxCyDzmxs1bBxu3K8gNmKC7jYlk5DYuf8x0hbOsre1rDnZtMmrPvMSAEvUAzOVHD9gH1t1zf5V8CFibB1wVi+dsfXdKfc25nh0/vC5/TUDg39hBBCCCEkMBO3RcPP/dy27q0j7pz5Js+XpsoMzlSIWgYlx6OnISZNnm9Aj0SIHz9O7NgxVC385bg11sqJthN4gUdnohPfDzj/0hjjl/L4boAdtyhMVSnnw6qp+z7SQ0O0gUc6H8GanWCiNANAT/5luq6cha4MNO5BT2fQ4wn8ahUjFgs/Xw0TP58n0t297gEDt/R4dW3lLY6dJ3D1XqbjDk2ZVpLRjX9r2teWWjGAuJF8xaVcc2mMhoEehH9uVoXk5ekyrw3mAPjg/pYdGJgtVmZFzeuHTGxHxZpLImJyuCuzsI18c+7XQ9PCoscj3Svfb3PSxtA1/EBRqXs4no+9Q55XIYQQQoj3GgnMxG0hYdnda77Jc6AU3Q0xHC8guWRK5lZvZ9sJNE1Di4W9zjqSHXQkFysypodLlGZq+G5Ay64UmqahVJTJwSKlmRq5sQpNXSmOtR6DmRH2NZRxxt6h5gYkoxbYYXWUvacPs70NzTDwJyfRojb1gQE0297QgIE7ouMouztg92bfb3mKnqFv8rH8eQadOPmmzy1UmOWr7qZUSNbcJYGTtfrnih+EgwgcLyAeMbbN51UqavHzj+zG8XyuaZu3Lbl+wO//8BKaFq796ffv3rTvXx862Mr9uxs4M1Jg/yrhrqFrPH6knUwsQlMigq7L91YhhBBCiK0igZnYFEopan6Nslsma2cXtprtNK4fcGGiRKHqkolb9Lckt80vrlvJMjR6mxI0J20ihs6BjtRd/9yM5KoLlUpRS1/2S/l3Ln+H2dosNb/Gp/d9mnRk9S1/TsXFdXzsuLVwDU3TsOMWruPjLKmAcvd9nIsTJVQlTlorodse2OEv5pplkfnUp0DXcQev4ufzmE1NC1My5xv+v2fkh0C3IJpZfUumYdHmjTIS8SjXcjw3lCMTjzBdqhMx9U2pkNzbmiQVtajWfZqTq1eX/eVrw1ydqQDw0ye66G1KrHrsZjJ0jcZrtjMqpaj7AYambbum9WXHA8IqL7jz/9mz0veMk3ua1jxnvu+gEEIIIYTYWjsztRDb1vMXpxnNhxMTH9vfQmc2rJr52vmvMVWdAuBzBz5Hc6x5K5d5U+Yn6Y3kqpQdj8SSKqrtMElvK02WHM6NFYEwALjbpmIuVffrfO3813hjsELFMdkTez+fub+bnsbFvn658jSz5UmCiEnNq4WB2Wt/CoVR0HU4+nnIdANgxy0s26AwVUWp6FyFmcKpuKSbY9hxC6UUV/7g/+HlgUlmijVeOP5RmlPd9LckeaqsaJ/b/WW1tdH05S/jDFwiKOTR0xnsPX03DsvG3oTZy+GkzPu+EE6fXMFovkrZ8XE8n/6WJFHrmq1kpQkoT0GsIXxbo7fYLTv7bahMh+8/+N9BsvX6Y+w0RiTOwXYfX6/RYnicmaij6xr7W5ObUiG5tzW1roAksqRpuutvvMfbZvn2m6NcmCjhB4qfOt5FX/P2CPbmOV5AwjYoOz4p+87+CHS3fs+YKNZ4cyjPmxMeNQ/si9PYls6JXQ1bvTQhhBBCiA2RwEzcFsrzCGo1ZoZGGc7V8eJJKnVv4eMxM7bwfqle2nGB2fwkvdcGZxkvOgSBImoZjBfCvlPbYZLeVsotqXLK3oVN/peq+TXyTp7J6gyaCn8pvnZbX2YoR+K51yh3N1JJDsHeVgi8uTeAxaqXbHucZGOU2bEKV96ewY6ZKAV2PGz8n22P4wWKd84OMj5RoFL3GZ2tkqt6FKrhv8uKr0/DxM/n1ldZNvZWGJgBFEZWDcy+e3aCiULYW+1nH7KvC8zOvvkSzoUfYBk66QMfoPv+x2983+t0ZbqM6wdYhk5byiZaWzLEwF4lwNU0uPfTJO0UJyIZqhenCV4fxbZ09reltlWoETV1bEsPJ4BuYxrh9lGA6iZMntyotnSUr3ywHz9Q1L2A8+NFijWXkuPz/v6m21YRt/R7huMFZGIWgzOVu+J7xlSxzhtDeS7nw2D3hYFpmpIRCcyEEEIIseNIYCZui+qbb1L+h+donCgx07ybqXtOUFsy6S5hJYgYERJWAsUOaHRzjflJepW6j6VraIYeVvl4waZM0tvu9rYmiUcMchWXjkyM2XKdqGUQi9x9zaprXg2lFKmohUGCqGWQjCz/UnvPVBQ/exCzYpItzH0+BGG4cKY+Q37qdczqCPsb9pOxM+x/sJ2Z4TL1qke1WMcwdXbd28j+B9sxDJ13xwoMVYeoUcaMKrI2dDYnmCnXr3t9KqUofuc7AGimQfzBB2+8LS3TtSQwG4a2e1Y8bGlz8pUmXTrFaSp1H/Ax9SVVVflhgpHXyZeKVGMdlFuOb7iBf1jdGoYRnzvRRld2F9Ty4DtrV7I19AJgASf3NPHaYA7b0knHTJRS26Y/48fubedjW72IdYjOfc5bhrYQnG1Hhq4Rixj84PwkxVr4nzvHerJkYrcnxJr/nuF4AbapE48YdDXEODNSWPf3jCBQTJfrpKLm9dWa21jV9a67reRcf5sQQgghxHYngZm4LfRo+AtpRyZKS3eS+IM9NMQX+9o81v0YH9714a1a3i3LV1zKjkc0YuB4YRAQj5ibNklvu2tO2jQnbb53doJvvj4CwEcOtXK0e+VKpPeyxmgjP3voZ6ntq6FpGm3xtmWhS1CvkzRieFYCDJ34wUPhB+7/BVABFy/+Z64WLkHxMm3xNjJ2hmSDTdfBBsyIju8GGJbOkVNdWHNBXL7i8oOjjbg10PDoDi4SUwf5/9l70++47vvM83P3W7dWFHaABAiQBHdK1L5Qqy1Hlq12YvvY7hxb3XbsdtKT6VnOmfkDZv6CeTEnMz0znT4nSc8ksTt2rHiJN3mTYtnaSEriDhL7jlpv3f3Oi4tV2AokQADk/ZyjIxAo3KVQdat+Tz3f5/ETxrLHpzs+jpTJIKgqoeMQej6hZS0UDqxJUx/IOmQ6IdW65s06sjqKJKDJErq6UngoKs1UEt1oXom29BKXqVWE0Xe52D/DjNHDleY2/ruW1KbEqqVjiqqqw31fjP4R1i/a6IrE1872kNHlXSOU7XbeuDbN+yNFNFnkge4GnjjYyNlDTXvGPZXU5AXBrGp7ZBNb45Cdf80AmDVdZk0XvVCjwVDres147dIEF4aLuH7Ip063r1kSsBvZnzd49kgzb5QGuVkKeKQnT1LbXQJ0TExMTExMTEw9xIJZzJYgJhKIySSZRg21rYFUbvkCXBL3zqfjq5E1FJKazHChhqGKuH6Iroh3rElvr6AtafmrWPemo0AWZRr0tUePRFUl98Uv4k1M4k1OIhpz2WaiCIi4AtGo4Ny25uk4lKM8VVv4d7Bk2i1rKPjZDEbYT5oyj1q/R3Gr/Ng6Tra5jayhEHoehb//1oKApJ86iZTJzO13A9Jt0X8b8MSh9UetH3ryBSr2cysD7mUNURCQRAEpcAhDcPxgmWNtI/bnDbKGiuMFy9smN7lA3yrBpB5Mx+P1q9MYqkQmoXCyM3vH9r1VmI5H2fIoA64fbupvths43JKiLauT0mSSW5hpNv+acX64RDYRCbCNSZVZs77XDFmMXmcAxkvWnhLMWtI6LWmd4nWJ440ST25wXYiJiYmJiYmJ2a3EglnMlqAeOEDj176604exbRxsTtGRSzBesrC9gKaUSrHmot2hJr29QkqTEQWBlC4jibGTYC0EQUBpbUFpXRlEf7LpJN2ZbrzAI60uLpKzzQm6TkTterIqIS8JgT/YnOJk/hHEmSKNzjgJUcKdvEx7uommXA8Hm1P4hdkFsUzKZkg/++z2nuQqGKqMoa7yspNshr4/oCKVCKUkfen0ZoxhADx7ZJVQ/83ge1CdBCMP8tptlVtJxfY4PxxlrTWltT0pmM07boHlQuUuZaJsoSsSSTW6Rj10IL8t+5l/zehuNJis2Hi+z8zcqHo9rxlt2egxmL7D19J7tQn6Xj3vmJiYmJiYmPWJBbOYmDpQJJHP3N8JsNB41pU3FhrP4jfWESc6spzqzMZjN5vgo2NKfQ19a962rXd1QUWRRL72yBO8USuSG/klrhdgJER6O9t5bu7x6boucnMzfmEWqWF7RIJbRs9A5wM837lD+//wezD+AYQBnP4CNB68I7u1nEWxKbFBRpUfhJiOh+MFSKJAbsnI+07y8WOtPHmoCdvzSWu732n7D28PYzo+ggBff6qX1DY1ZX70NaNie6SWtGRu9JrRlU/yjae37/hW415t9bxXzzsmJiYmJiZmY2LBLOaOEIYhlm9RdatUnArdme49J6q0ZXW+draHa5MVimb0KXRLWtuyVrW9Sv9UlbdvzpIzFLobDQ617J3Roe3i6kQZgIyukE+qKx4jY9UxfjbwMyzfojnRzMsHXwbfBUGKRghv4bnRltX59Kc+w+ClTuzZMdJijbOn7kNJRQs+pa2Nhi99kTAMCR3n1k8uDMEuRyLXbmXqCiCAnoVEA0gbvNRJaiSWAVTGcXM9TFVsxks2Jzoy2yaI55IKzx9toeb6Gwoj/VPVhXzA3ubkghiz06iyiCqLRLUJEWEYYrkBjhfsqnF1zw/mSidAQMDY5iD91V4z6nUuLd6vd4Z7tdXzXj3vmJiYmJiYmPqIBbOYLWWiZPHapUlsP6A5pfLiyfaFn/3VB3+FF0S5Vn9y6k/QpDsz9rSVKJLI0bYM1yYr/ObqFNMVh/u7cjx3u+Nge5jJss3AjMnATNQ8d68LZj8b+Bn/cOEcjiPRod3Hnz35CC0ZHb9YpPrGG+jHjyM0ahTsAgA1by6X7Df/25xoJsDZ/2HTY4GlH/wAd3SMjO+R/fSnUdrbV72dIAgI2i0891wLPvzHqCUT4Mn/foWwV7E9hmdrWK5PUpM51LJk7GzmOlQmIZGDdPv2Cm7XX4PqVPT1Q1+D9NpFBcBikYGRB1Hm/3tzgKlKJCq2pDU6chuUItwiGV3hvv31FWNoS8STpWOQu42q7fF//eo6YQiGKvHNZ+6MW68eHD+gNaNTsV1EQUC8A6OO868Zu52lrZ4nO7OIgkAQhlwYLm6qCToMQ149N4quSFyZ9ulICbx+bYqq7dOa0XZdEcxWnXdMTExMTEzM3UksmMVsGX6xiDtRYPbKDWr5FqQli2lBEEgqSYp2lNdTcSpoib0nmF2brGCoEjXHZ3puQT0wbe7wUe0sxdpi29tuGRPbSSpOhZJVJgghJCAzFyJvfXgR+8pV7CtX4XA3zGXoW17kZFhwOIVh5DRbus1Zm5GrsyiaTCqn0dy1UpQMLJugWo024a1fuOCXy9hXrhBUq4iGgfHggxufmKxBaSQSzgDMGUg2LrvJRMni++dHATjQZCwTzIoDF7j8zq9QJIFa9/M8/syLG++zTizX59JYGVUWMRSRbquw+EO9jlywluPQcmxBpGwuji4IZuMla9sEs82gKSIpTUaVRTL67n3p1hVpIX/OcoNd1YxoqDJ//GgXAEEQHaTl+lwYLlKxPQRB4Jm+5tvez7uDBUzH44GuBvRtdrFtFfOtnklN5v2REposklClTTdB216UBQYwVPBJqzL912fmfpbadYLZ/HlnEwri3ONUFIS4ATsmJiYmJiYGiAWzmC2k+J3v4E3N0jFU5MazL+N4y7M/GrQGJEEiqSR36AhvDz8I+d57IwuLQVEQEIQo6N71g3t2bOORnjwHm5MUai77GxI4XkDV9qjYHs1pbc8sGLcK07NoyejYrk97JoOuSASOQ+UXv8AvFBA0jczHn+dLPU+iS3rktAxDQCAAXjOHkEdeR5VVHmt/DACr6lIYi4TZyZtQmDBJZjU6Di8uPodroxRnLhHYRdouKRxSz0JTH0jLR+LcwOXa8DnsH/0TmqzRtO9wfYKZIEB2XzTuqCTALq4QzLQlf2vbXe6C8iozeEGIF4QUWeUacOUnVAqTVM0K010v0djYSGumvvygsuXxs4sTADQZIl9pPQlWEVwTlDq2IS8XelszOuMlm9aMRsMuEYFb0jrfeLp3pw9jGeHcxXCpICaJwkJbrqFIm247vVPMu8v8IORXVyI3oq5Ity2Y2Z7Pv1yfpub4vDtY4PMP7KOlzsfxaliuz3jJolTzOLVv+0oh5ls9RwplvCCkKggYrggIm2qCrjmL9b2aJJBY8i6zau++5uT58745Y+JNROfu+gFBSNyAHRMTExMTExMLZjFbh6DpaIrEsfYMD59qwuhYPhL2Uu9LO3RkW0PF8hbEspQm8/J9HTSm1HtWKJsnm1DIJhYXFX/3+0GGZ6Mxw889sI+uRmOnDm1H+OzhP+SlXgvLs2jQGnDHxym++ip+qYg7PkbouNR+/TrZ/MsorUvC95/5n3B9m4vn/m+YvoAqLQpmru0v28fsaJXAX14jOXOikQ8YJXRmSQ//I1Teg+ajcOrzBHIOZ3CIWd3jR7OvMzE7RPfMRRRJwXDGOFP9GK3JDcYWAXqehoPPR7lgq7iGUppMX2saTRZpSC4Xmkq5I4ylQnSviJRsWrnt2X5mhwYYmq1xrnKSU0e0ugUz118U5xRFhSOfrOv3luG7MHkJrCL361nOPHpkhdgYsxzXD/mL166hKSJJVeIrjx8A4E+fPnhHxh23AkOVFsbwLNfH84PbyqX8YKS0IBppskRj6tad1Lbn83/84hphGH1Ac6w9vW2ZmfOtnlcnKgtNomVboKshsakmaEOTePm+dkzH521zkJQi8OiBPElN3jXi81KWNmC/P1pCkyUs16evNR03YMfExMTExMTEglnM1iE15tEEgYSukUwnkPW7a7EZEnKwJUXZckmqctyetQbpJeHlZfveG2dRJRVVUsmoGULXZfrVV6m9+x6h4yA3NeMXC9TOnQNRoPGVVxCUxeeJF3gLQpQsLN6PDW0GmiFTGDeZGowKBZaJaL6LOvEWvnkDfAcn1MEsRuH8gNv6IoUf/YALk+cwjTIDDzaR6M1REG3CpMto//f58vEvo4gbPGdT62f1ZRMKnzq9enZa9/HHaO17mJrjL4w+LUPWkedEFilwNpXTlVAkTnVmcf1gmXhbN6UROP8tKA6CXUHQUpDdD6c+D5mOzW+vTl6/OkXZ9kgoEvfty+05N4vt+QRhSM3xl43g7xWxDCJ33MM9DaiSSHILGinv25cjoUq8cW2aR3rySLdxX2iyRC6hMGu6BGHIZMWmPbs948HzrZ6eH9A/VaVYc0nrCkfa0ptqgtZkaSHHcuZq5Cx84tAqAvkuYf68B2ZM0kUL14vG6I+3Z+IG7JiYmJiYmJhYMIvZOjIvvLDTBAWn3AAAIABJREFUh7Ct5AyVf3Xf9i2e7xayCYVMQiGtycuCyu9F7Ov9eCOjhLaF3t2KENiEuRasG+N4I6PY1/vRj/QtuJtUc5pnjP14mQ6kJaH/elJBTypkGnWSWQ1ZE9GWzjpNXeaQXaM50FGUBrKCBHoePBuKg/jmOQp2gbJboWIIHG0+jtgi0hAGfDj9IXJ1lP5iP30Nfdt2X4iigKHKGOoaLzsHzhKkT1GecOhKtdbtLgNoSKp8/HgdDrnV8N1ILBt8E5xqlGNWuAnlsejnj/3ZtjnNrk9VmSzbABxpS5Nlrwlmi6Lm/Bjmbma4EDlfU5pMWpMXhL0nDm6doCOKAkfbMvRtUflJRy6BKku0ZTXUbRZv2rI6/+6Zg/zi0gQXRkoQwgNdubv+w6G2rM5DByK3r+0GPNCd44/OdJJY61oVExMTExMTc88QvxuIiYnZUp441LSrHQV3kqBUJChMITljCONj4DsIkorkQFAwCEpFvMIgwoVvI5WGUewKJ5a6mz6CrEq09qzS2FYr0Oi6NDYcBicK3Ka5D4ojYFeQjIBaR55qVUBobEAUooW3KIhktAyma1KyS3Wflxu4XC9cp+yUyWgZerI9G7vTNiLfQ2ceOg/f3mY2zdTlyFlmFSHwwLdBMRbERqYuQ+uJbdm15S66BOvJ+iuaLpbn43gB7Vl928bz6qUppfEfPnYY2/PxgnDjX9hhfnFpkvFSVFrxhYf307mNZQ5b5bJ74XjrHS1NUCSRprROGEbXg2Jt9+WObQeO59M0Nz77dF9zLJbFxMTExMTEALFgFnMH8QOfGWuGilvBCzwON9zplfH2UDAdbk6b6IrEkbatcRXsFd4ZmOW9wQI5Q+V4R4a+1nvr/D9KGIa8MzALcy1rLQkdwRzCmxwm9D0ESSaUE/jTLlOKw89HfkBx9BovjFzmsB9CyxGoTm7e3ZTIgZYCcxra74taNsMArAI0dKMdO0Hyvvv58MIo09Y0HeYkbuAiCzIlu0RnupOMtooQtwrj1XG+f+17jBauY3o1jGQz7cl2Xup5qb4ctO1m9L1I+NJzkOncOPS/VgC7Eo2blqOGTzwLP9lOtVhg4OpNbKudB7vz62/nFnj+aAum41NzfQx1Y8HsW28PUZprpf3akz1kjZ13dUlzzsGl+EFIzfWpOT6aIpLZJeP5lSUj4uld3DS6lJ1oGE0tGU2t7MKg/u3gheNtlC0X0/FpTO69Bu+YmJiYmJiY7WFvvGOM2VP84PwoYyUL2wv47JnOhYYw27f5+8t/D4AmaXeFYHZ1osL33hsBoCOn33OC2UzVYdZ0mTVd9ufvrXD/1RitjvIX7/1nfF8mLbXyv5w4QVAu4BZqeBUZJQOhoiBILl7Kp6RNQrmI5dcg0Q6VSZATm3c3NfVRHZOovTVD6P2YZF8bRlsYjRdm90NTH41OianaFGPVMYbKQ2iShiAIdKW7aE+205Pt2XA3buDy/ff/mnM3fooT+mT0BoYDh0lzEoAvH/8yN6csijUP2/O5b18uyoUafQ+/PIFkNEC+F4ytF58WGHwTqlHrIQ99FZS29W8/LzbO3oycZZIKkopbneKa1cT5SQiF0rYIZr2bDBRXl4w4274Pu3SE8+2BWX491zz5YHcDT99m8+RWEIYhHbkEZcujYnkkt9BBVLG9KLPsQH7P5dCtRltW55On2khpMplNZgL+6sokUxWbhCJj2QE5TeTqRIXrkxWqjsfJjiyHd+EHK/mkSj65+0oJYmJiYmJiYnaWWDCL2TICy8Kfnsbpv4FVC7HyLVjuYsZNQk4gCiJBGGD7Nm7g3v4Y1x3kw9ESkiiQ0mRa0hqyJNKZSyAIEIYwWrSwXL+u0aq7hYK56NjIbdFC0fUDrk5UKNVcsobCwebUnglerjgmtucThj6B5JESLdwGGW9cInAFEEBtSiEbOpw0CL0qgu/iKfpc2L8Qhcx7duR6qhUIgpAPfj2CokmousSB000rXSeSAgeeIrw4DFaREAEauhZHOyWFizMXOdRwiJCQilMhMWPSNRlyJq3yUKq3rudif7GfUbeME/ocUxoQkQnyR/lw5iKjczlob93QGStGY28HGpORYDZ1hfPvvInjhwy1f4KPPf3slgoLgzMmE2ULVRTpLU2TnH8K6tmNf7mpL7qfymPR/a6mwCqg6kkqtDGbOEBoOtiejybv7HM7b6iIAqiSuHpxwi4hseQaWHP9dW555xAEgU+fXj2DcqJs8f5Iiart0ZzSeLS3se7tun7Af31riHNDRX55eZJPn27j0d69OZLueAF/+Zt+0rpCg6HwyVOrF3isx2jRWmhJ3jf3p5+/fwFaM/quFMxiYmJiYmJiYlYjFsxitgx3ZJTSP/0TjWMlaqlmRvMtOP7iYkkQBDpTnQAklSR+4O8pweyXlycxneh8vv5UD2lJJKFK7GswUCSBrnvQYfXyfR0Uag5F06V9STD0bNWJnBy2x5G2dN1NcWNFi+++O8xIoUbV9khqMh25BJ+5v3NPBE9bnk1X3sByfVr1LKKaAVkn0Z3DJ0P6RDNyYyMaA6Qb93Nf95OoN99AcK5C20mGQ5f33SJyaZCObBdHEzk828csRsHwiiYzfqNEabKGa/vsO9pAtjl63FV0gyvJDIEEQr6Dpx58JRKD5kY6M2qGVqOVhJygZJc4HEjsvzFKj9KBUXDqOr+SXcIMPQxJ54I9iSZrJCcvkNFzCzlomrz4PFgIha/N4vohfhAy5SWWOaUWmL1BePN1xmaKmMY+pluf5OEDDXWNpF0cL/HzDydxXZeX80d4olVB9kyQ63jMSMpiXtxcSyYN3YjZ/QTaM5zJNNOa0XeFQLVWA+lO4foBoiCseH4nVImkJpFQpC11cm0XVdvn3YECEIlG9TJWtPjWW4P85INxbC9AkUUMVaK7MbWl16uK7TE4YzJWsmhN6xzvqG98erPMjySajo/t3ZrQaS4Z4dSk6HGxbMTT2r0jnkXT5eeXJijbHoYi8bkH9+30IcXExMTExMTsMLv/nWzMnkHUo9yP7sYkPa1pck/3rnBbvXzw5Z04tNvG84MFsUwQWLYI/NwDnTuSM7MbUGWRlrROS3r54vDbbw9RnlsYdeYSdbmJXD/gu+8O887ALKbjk0+qDMyYCyHdXzvbs+udZqdbTnC86Qi2byMgIIgKjX/0LN6lN/DLJnqXCtYgyDpa7gD0fRKKw1AZh8nLFBWZq9YoiBJoSY429eGWFxeuiiZSKzkUxk0AbHNx8SmePMZ55SiIAnmjaWGU0xkYwJuaoq+hgaNdn2UwmKQn04N78ybFm68CEFSrdZ1fRstghCEjvkngO9iehefUQE3Q2XaGjJbhYHOKfFJFkyWyc+Nc/oGnuTGUQ3WL2GoWfbVGRc+G2RsM3JhhWve4VD7Cma4cirT+c2usaPHD82NcmajgegE1v5sP1Wwkstb7vMx0RHlxU5ejTLNEDpr6eGab2jHvFn5zdYp3BgooksDTfc2c3pcD4GBzioObHDfdSZLa4utUtc7Mrvnr1YXhIglVQhAEaq7Pzekq3313eEuvVzemqvz4g3EADraktlEwWzz39C3mzr10qp2K7WE6PmOXhgHY12DwsWMtJDWZvLF7xx4FEfqnomvh0sdETExMTExMzL1LLJjFbBmiYaB0tKNqOnK+IRrFukvww5D79+co2x5BEC5rQLtXxbL1SGrywuKrbLt1CWbXJiuMFGqMlWxUScB0fE52ZrgwXGKkUOPaZIWjbduzUNxKZFFGFhcf+8L9X0CRRJQl7qWFUUnVWOZu8qqjkMiClkXueRokBT0dcPxsJ67tIQgC5VlrYduesyimqVqCcE6gdsLFUVn76jWs998HIHn2SXrPnAFAamoi+eSTiKkkUjZX17n1pPbRXhzjml1mMnTQBBnTs+kIXNqLY/Sk9qE0rHRaSi1H+Pwf9WF7AbYbrP6ckTUEIreSFESOOtsL1hUd5kWL+RHQbEJhpmJHxQtsUmSVlG1rw1yN/qkq7wzMklAkuhoNTnTUMT66y5gfuXf9cFc48G6VjK7wdF8zSU2qu6Bg/nplewEPHcgjCuD4ARdHy1t+vWrL6vhByEzVYabq0Nea2pZR9a68wZ881UPZ8rjVks+WjE7L3NdTV6KN7PZ8sP6pKq9dmlj2AZ/p+PhBWLc7OiYmJiYmJubu5O5RNGJ2HCmXI/e5z+30YWwLmizx3NGWjW8YA0BrRkMSBFK6vPr43SoUTZeK7eH6Pg2GPidKRm2TVdujuCQvbU+xhntpof1yyc+7SkN8XAjwMp00GFFQuiSJpBo0IHJwqgmZVE5DViX05OLiPqkkebn3ZRRJQZUWF6f+7MzC13J+MbheSqUwHjizqVNRZvp5KTQIMBgwWigEDmlR4WCtykuhgTLTv6boJAgCuiKtnfGXaoX7voiTq6CLCR42GpA2EGHmRQtVFnmmuxlREAjCkAvDxVsTLTwbSlEOHIIYNY5uE7Nz7boAuipx56S6rSMMw4UMx1Vdg7uIwRkT0/FJ6TKNSXXZ41BXJB7sbtjU9oqmS9X2yCaUBbFQlaRtuV45bsDgrEnN8REE+C+/HaBzG0bVRVEgoytkdIW3bs7wi0uTVGyPpw4339WFNmXLncvjdElpMv/q/g5SmnzLomFMTExMTEzM3UMsmMXEbDHRIvLuf6ft+QGSKKx6rs8fbd309rKGgiqLVG2fqurN5V+FFGsuXXlj77bPmTOgJKDl+Fyw/yJhGOIGLrZvk249Qa71BBt5vYyMipFZ6daQRZn9mf0rv3/kMFJjI/7MLFJj/WHmq1Ir0Op5vGL00p9upBQ4JAWJbn8Mw/MiQfBWURKQ7+WJTZRRriZaiMJtiKxWEd772+hro3FbBTNriTswUWdRSMX2KJgOjheQ1hWa09p2HV5dfPJUOy+ebMPxgw3FzZ3mvaECV8YrAHzyVNttu7+yhkJSkxmYMQnCcEGs3errlesHfO/cCLbr4/oB2YQSlVxs86h6yfIYnXNulq09+mFFnZhLnovHOzK0ZnZ/XmZMTExMTEzMnSEWzGK2lY+KR5ZnMVodpepWUUSFI/kjO3h0W0fN8flgtMTATBVFEtdsY7ub+NXVKd4fLpI1VB7vzXOo5fYcCAebU2QTCpIoMFG2aTBULgyX0GSRjlxiT2Qi/fTiMJIg02Bo9DXqKJaJdPnvEGqzIKvw4FfBiBQhx3f4Txf+E0EYoIgK3zj9jdvefxiGEAQQhgiyzIw1w38N3+TIoSOcanoOSY/uw6pb5fLs5bmQfo3H2h+rbweJHGgplNmb2MkM52pjWNUJHirN8Mi+s9HP7yAfFS32lc8h+hbFgoDS0rd50WJpq6ZVhDDk6mSF/qkoS++Zvmb2b1G5x4mOLO25BDXHpyld37japbEyv7w8CcCZrhzPHtl516sgCKu2h5Ysl5rjU3N8OhsSO54/uDRsPrUFcQEHm1N05BKMlywuDBfJJhSKNXfLr1dLRz9PdmaXuSivTla2bVQ9vTSov85ct73Kma4ch1tSkQPxLoqSiImJiYmJibl94ncGMbeM7wfMjpo4NRfNUMi1GUiSSP9UlZ98MI7jB3Q3GsvEo4Jd4Af9PwCg2Wi+awQzxwsWFrKKJOD5AfIuD6i/XYqmi+uHTJVtwvD2t6dIIl957ACaLHJj2sRyfdoy+kJL5k4vuDciDEO+dfnbVNwikqDwvx77JPpPfokw/Fu09gzp0/tBXVxEK6JCSHTHuYGLF3jLss82i3PjBsVX/wnCEPVAN9mXX+b85Hkc3+H81HmqbpUXe14EoObVeGPkDQCyWrZ+waypL8pfK48hTF/BcibBNamKMtglaDxMwXS4PF7Bcn1yhsJp5z2c8gToOZTO+xFSzbd8jh/lo6JFl3UBxZrmIVFgNnVo86KFrEHjwcjtpmch8LkxZXJhuAjAeMnaMsEsayibFvS0JePNm2lz3An+4e1hZqpR++pXHu+mKbWzbrjuxiRJTaZie2QSt+/+UiSR5rSGKAgIgBeEdOWNLb9ereWiFAW4MFTkB+fHaE5pNKY0XD/g6kSFUi3KjdxsztnSzK7DrWnacwlSqlx3AP6V8TL/0j+DoUgcbFn+3Huzf4ahWZOq7fGxY6105BJ1H9d2o8kSWkriNv23MTExMTExMXchsWAWc0tUZm0u/26MyoyFa/somkQqr9N7QCQszCBeHsJv7cT+yGhDSll8E1116mvm2w1cGC5iewFpXWZ/g0FCXb6AyBoKOUOhMCcijZdtOnfRgmA7WDrGslXjR50NCf78+cNcm6xQNG9t0bdT2F6A7c8F8gsuRrFMEHiEKFHrpZKIXGZzCIKALum4gYsu6Ti+s6pgduV349imi6JJdJ1oJLGWG0mSmFcuQ88nDEMma5MLPz7dfHrh66waOalS/ZPoo1eYOSeTfPhhtN7e9U9SUghOfhbCEGPmIpRthDDEl9PQ9yIIIgXT5jdXp4AoRPw0Nxi/cZWhQo1LbQqnTp7mwe5NzF2ugyKJPHW4iUvjZcLQRXFLZBMKaV3moQf6bu1xc/oLy/7ZmtE5vyCY2Vtx2LdMWpfpzCVQZIHGHRagNmLpmGltybVip3j84PpyyKWxMpfGy5i2x6l92bpKGCw3oLc5xazp8FhvI4e3IYx/tdFPPwgYmDFJqDJTFZv3R0r0tab57rvDjBRqVG2PpCYviHf15JwFQcj//vOr6IpIWlf4wkP7F1pu66VkuUyVo+dIY2r5dWqibC1k9pUslw52/+vjRwt+YmJiYmJiYu49YsEsZtP4fsDl340x3l/EdwM0Q6E0VaNatLEuDNHiXaJltMSwkcLxly+MDcVgf3o/KSVFSk3tmbyvdwcLTM4tBL70yH4S6so3+w8fyBOG0NVobHqhsRf540e7sFyfgumSN5YvjvwgZHi2Rtl2sb2AB7rqD9SerUYOpbLl0pzS9kQzJoAAHG3LULSqBGGIKqk4qSxB54PIzz0LRw6u+J2vHP/KMpHszdE3maxNIosyZ1rO0GK0YJYd7OpihlAYhlx+cxzX9vEcn/ue348gCgiSxLXCNWqBRU28yRP2s3zu8OcYKg9xo3SD9mT7wjYUSeFMyxmSQ5fRzQFcbxy/UF/+2KDg84OkQlLp5XjHaZ5WGhH3Pwz5HgA0ZUlDpxeAV8D1IzdUVcwgi+uICe//A6XpMYrlEiMHPk9Laxs9Tcl1j0cQBDqyCQqyQDXzPA/sV+lIuMiNmwtxX4v9+QRPHW6iNaPveGZYd2OS7sb17487RRiGlG0PTRZRJXHFdTyfVHGDgIQi7QnBe9Z0uDYRZZztW6Xp9aOEYchM1UYSBZpSGh871oKhbv1bqtVGP2dNh6Qqk9JlWjM69+/P8f++OcA7A7PYXpRzNjATjRFDfTlnVcfDD0Kqtk8QckvtkEs/RElqMks/Elvaml3dxSOeA9Mmv7gyScXy6G40eOlU+8a/FBMTExMTE3PXEgtmMZumMGZSmbHw3YDmrjQIAmGoMzVQxnQVAiHJmS6RZ+5vJX1seQi5KIi8fPDlHTryW2dphktaX10MO9m5sSPhbkNXJNqyK8d1wjDk228PAdH40P37cnV/Uu8F4cLCNRp22htoisT//PifEoQBtm+TkBOEDz1MUKkgKAooK10eH3WUjZvjDJYHATiWPwaAay8uQhVNQhAEqgUbb25x6rkBiiYht7cz8PlHmbKjVsyHAgfzjTdo8DyaGvKEjRZCYlHofbzjccwxnWp/GYCgWp/js2AXCAQoa0loPIa4/9llP8/oCg8fyKMpIhldgcTnGReuMTY+iiOtdGcuozZLZWaUoWmT8+EYfXJ6Q8GsYLpIokBjOkHXgcfoOrx1I58AOUPloQNb44i7m7DcgP/nV/0AJFSJP31muSD88eObL/7YSVK3kNn1b544wEzVYdZ0t0Usg8hF+Zn7OwEW3GMHGpN0HEzw5KFGFElipFhbM+es3rZYc66BMwwjJ+Ot8FB3niOtaUzHJ5tQeO/G4s9OdGTozhukdDm6Luwiln5wJwgsuOSW5t7FxMTExMTE3JvEglnMprFNN1rECzA7ZmLXPBo7kmiGgu8kEFq6yXaq6PncnnCPbUQYhjzU3UDZ8ijbHkadjXb3MrIkklAlao5PEIaY7sZhykEQjROm9KUL173XziYKIgk5EqYEQUBK11+G4AWLC7R5Me30s/twHR/X8pGUyCUiq9KCYDY/Ei0IAoqswdzUoBu4WBcvLQhhyr5OxMRyZ6TacwApnUJMJpGy9Qm+VXdRWMtpK0P+k5rM2cNNS76T5vEnogW/6wfrS6CyjjwnrMqhPdeUuj6HWlIYqrTQTrgXCMOQv/7tALocPU9eOtm+50a/LHdRyFX3gINsI/Y3GHzqdDtJTSZTh2AkCAJpXSGtK3Rvc/hVW1bna2d71hxV/+316WU5Z14QEIZsqi22NaPzH54/TMXxcD/yvJu/Nm/0GE2o0pqCeEta5zZ7YbYF1w/4P39xjYQqk9bkZUJv1YkFs5iYmJiYmHudWDCL2TSaoaBoEtPDLrLqIQgCVtXFNl0yHc3kn7qfdOfubzSsF0EQYofJLdDblMQPQlK6TD1awFjJ4ltvDZHRZbIJhU+earvnGsse73icmlfDC7wFMUpNyKgJGZboWT33NUUCmSaiLlncP7P/mYXWzUQgU5x3jUniqoKY3NCA3LC50cUnOp7gwdYHKdpFDHkVgSrwYfRdaDsN0nInyYajeYc/gdB6Fm/K5ZiepjW3sQDWnNa2dlTSMWH6StSSKanQVWchwiawvWDBxaLK4p4TywD8MCSty1iuj6bsbsFscMZkomyR0hRaMxo5Y2UO4K2UMNxJFElc0yU2n3P2wWiJybKFF0BbRqNkeXTljbrPSxSFZe6vH14YZXCmRtXx+NePdNGa2TgLba9hOj6uH+LWXIIgJJtQ+ONHu0hpMsZ6btiYmJiYmJiYe4J7azUasyXk2gxSeR11tEplxkJSRBzLJ9Okk8rr5Nr2hstjO3G8gELNoSV99y0wIAptVkRx3fG6T5xo29Q2Z6oOfhAya7ocaUvTnt39odAbUhiMRJdELmpg/Ajz45uWZ6GICm3J+u6zdH71x1VaTfP70d9zbuoc9+VPcOqTn0AolAhsG2G97LBNokkaLUYLEDnZTNckISdQq1Nw6QdQmQCrBAef29yGk000J6F5J2ODnCpc/H70tZFfIZhZro9+my7Tpe6szWwrCEIGZkwcP8DzQ4537Fy+X1NK4+tP9S4c126mf6rKWzdnATh7uImH77IPQOZzzq5NVhiaraErEmXLXWjt3HRb7ByWGyyMp5Ytj9a9ESe5KZYWUhiahCQKd6UwGBMTExMTE3NrxIJZzKaRJJG+h9vwvYCpwQqCAIm0SrpRp+/hNqQ5F0kYhrh+iCwKyxwURbvIYHmQilshr+fpa+jbqVPZckzH4x/fHeH9kRJBGPLlx7o41JLeE6HXm+G1S5Ncm6igKSIvnWznwAY5U/VQXpIX07CKA2S38+13+gGfRiPJmbBMIpVE7v8OohflsfHIv4Pk8tmtc5PneH3kdSBqsTzbefaW9z9WGeOHV1/l98NvMmNO8lriNY41HuObp79Ja3JlnpTpmrw1/hZFp4iIyEu9L216nz+88UOuF64D8GLPi/RWS5FYBjD4JrSehNTWZoqtybWfg10GPQvtpyFxi6H/+hJVwCrC3Ejxjz8YZ6JkI4oCf3K257YONaXJfPmxbiw3GlneDP/wzjAQZS0da0+vO/bu+gFXJyqUatvbOLuaQ87xAiYrNjXHRxKFDbPotpOlmWRb5Vp1/WDXXNfnc86qjkfJ8vD9gHxK40xXA5+5v/OWj3PpfbVU5L2baM1o/PvnDlJzfPxdLvzGxMTExMTE3HliwSzmlkg1aDzwB90Uxkxs00UzFHJtxoJY9tf/cpPpikMQhnz1yQPLRmDGzXF+OfRLAHpzvXeVYFY0XX74/hgzVQfXC3C8gEMtKT5zfydt2bvnU+ui6QBgu8H6Ie6b4PGDjTzQnWO26pLYYzlxQRDy9uj7DNTegTDkvx1w6ZFbYOB18s8eQUpqy4WYOTRp0XVme/aKn9fbIusGLj+88j3Ev/oOh60ZUBT++Zk0Y9Uxvt//fb58/Mso4vKxLEEQOD91Hojy0m6lsVYTF4/fdE1ovw/GLzA61M9o5n6MH/0F3ZqFn2xBPP159IbO7Rs/nLkGlcno66Y+uFWDoqxF56EaoOcgDNBkiYFpE29uQW063m2FvMuSeEtjpKIooEgCrh8ShuD6Iaq8+v05VrT47rvDC0HxSU2mI5e4Y9eimarD3/0uKrBoyWg7Kpj1NidJqBIVyyOfvH0xPgxD/uMvr6PJIk0pjU+dbt9x8awtq/Pvnz3E04ea8YKQXHJzAmnJcjEUCXnJ7R/pzfNwT56kuvz7q2G5Pn/5mxsYqkQ2ofCHZzpX3OZ7740wazqULY+vPnlg24oSNoMgCGiyhCbvrdecmJiYmJiYmDvDzr9bidmzSJJI40eyyoJaDefGDZJXb2DbAaWuwyuCu1PK4u9Unfqa+XaS80NFpqs2aV2htylJwxoLLtcP+Mf3RiiYTuToSCgMzZqUrShw+Wtne3Z8UbVVKJK4sHDPJrYu90eTV7Zu3oqQc6cp2x5uEAleKc9Dsz2QPIRUHrGxHYRgRZ4XEI0xSioJOYEurxQxhi8XmLhRQtEk2g5mad6/MjU7DEP6i/2MWON0hgHdmW4qfo3ebBdBGDBaHaW/2L9CmNYlHVVSSf3+Mtp0hbE3/yPNn/kscvPajrCaVyMMQxJyAkEQSCpJREHEkI2o0VQQ4MhLvDP7LqnrP6dl5heEikPZFrhxbZDhg1/g8889utm7d00Gpk1+d2OGrC5z/9QkTfN3oX6bjbVHl7vtJKKstNGihSqLFGu314p4O86vnqYUQRiiyiIhqztiXD/gu+8O887ALLYXkE0oDMyYjJcs4M6icpSxAAAgAElEQVRci5aK3kvH3naCo22ZDVsiAX55eZKh2Rqm4/HSqXY6cqurriXLw5n7QMQLwl1zXdcViYd6bm3c9G/+ZQDL9UlqEq88fgBdkTbVZmk6PpYb/beWU2vWdJiuRB+2VOzbE53vBI4XEBLGYlpMTExMTMw9zO5+txKz5whMk/JPfkrDSJFAMqj19C24MubJalmO5Y+RUlOrtuztNq5PVbg+GQl72YS8pmB2bbLCSKFGWlN4tLcRXZYIwpALw0VGCjWuTVbqWrTtBb70SBdhGFJ11s5zqjk+16cqVCwPWRJ5sLv+EbmrE2V+2z9DxfI42p7hmb47NNZ3iyRVieePtvHexBRBqYh4pBHZNhC6exAe/0NYY+zuQPYAXz/1dSDKM/v25W8jizKqpPLJnk/iWh6e4+M5PoG/uI3SdI2b56dxHZ90Xqe0r4Tp1VC0BHLCICumOJo7wpA5jOmalOzSin0LgsDZzrOIF0I0aRbRtKNGzXUEsw+mP+C3o79FlVQean2IB1of4OG2h5cLmlqarunfoJXPYbgz+KKB5ps0mVcxxn8E/gOriocATF+DK//M4OQsJaOLkfYXeP5oC9IarrTJisXAjAlhSLL5BZo6ZLBLoGx9/t2zR1pQJIEGQ70tl9ztOr8+dXrjgLf5a5HtBZzszCIKwpZfi0qWi+eH6IqIJksr/ka6KtKe1Umo0p4p7yjU3AVRcekY50cp1dyF+7RxCxxrO43t+Qsjl7YboMmbFwDNJY2SSW3114SUJi8KZpa3K1szAd4dLPD6tSlsN+DRnjxPHGra+JdiYmJiYmJi7kr2xrvYmF1PGISYJQdVicaMjrSlkQ2D5ucPr7htUknyXNcmw8B3kNKSbK30Op+4F02Xqu3RmFLR5z6RFgWBbEKhansUTXfbj/VOIgjCugvhquPxz++PA9BgKJsSzLwgZKIUObbmHXq7GVkSefHQk7x46EnCOXFMEISFr6nDIecFHuNmdH/Nj0+6S5w5ykcWobVytPB0bZ+MlsFQk/zm4+0cazyG5Id0/OQ8DtMkWztIH199ZXo0f5Ry8xDWVHRf+5X1HZ8FqwCA4zsoooIsrvL3n7rMPmEKwRBw930K23eYKpTQa2NknDGYugytJ1bfQRhCrcDY1CxTapKLQZEnDzWu6UQpzD+nBAG1+SB03GJuWR1sxRjjnXJ+zV+LsgkFce6xt9XXojevz3B+uAjA80dbuG//8g8/NFniS4903fZ+7iSpJc+x6jqC2f68wZ8/f4hZ09n1hQf1YLkBaV2mYnukdfmWHL2duQTffKYX0/HX+nyApw43c/ZwSFpT0HdJs6rrB8iisOycZVHAdiNnfHmdx0FMTExMTEzM3U8smMXcNjfOTTE9UsF3A44+2oJ29AgJXUdM3AUth8DjvXlmTZeK5a07opI1FJKazMCMSRCGCw6EYi1qK8saWze6uBdYKqZVbG/d0UrT8QjCyKn1USFuvYXrbmTpOW5m4ekFi+c5L0QdfrAVzw1wbR81sbiYXyqeubbP4WwP7cl2Js1JPpz+kBZLxRgboFmUaCSgN9e75n4TZ86gnziBmEwiJtfPmRIEAVVScXyHrLbG2GOtQE5yoKEFGiIRpampBWYkQjESxNZkrklUlgTkuRFX2w1YqwPioQN5epqSFKomB/x+uPFB1Eja1Le2i20HiVoMTa5PVWnLaJQtj30NCYZma1vqQl16LbI9H9PxKddcZqoOPU3JLbkWLR2113aJ+HG73Lcvx9G2DElNJrlBNqMkCjSlNp9Ddyfw/IBZ08X1gzXHSpeSTSh8/ale/CBcNdw/CEKqjkdKW1tMEwQBQ5XXHbO8ldy+7eY77wwzWrQwVIlPnW6nPZsgOff6I4nCXSGIxsTExMTExNw6sWAWc9sEQYg/92lspejS8cILO3xEW8uhOudGDjan6MglGC9ZXBgukk0oFGsumhyNJh1sTm28kbsITRY53pHBmBvJCsO1jVbvDRb5l+vTaIrI472NnOjI8qVH9pPSZJK7POdmq9Akjc8e/ixusOj+EUQBRZNWuMs0Q+HE050omoSsSoiiwEs9Ue7WaHUUdWqUtJYhraQ4cuiJFYH/S5EbG9f82Ud5vut5ngufo+bVUKU1VKxEDrQUzN6EMABBjP5vFRAauqOfr0W6DR79JlK3RQMKH1fVdUslsgmFrDsJl78FxUGwK9G+s/vh1Och01H3uS3DKsHoe1FLppKAQx8Dbr91smi63Jw2EQUB2wuxPY+EIm25C3XptegXlyYJiULZO3MJOnKJLbkWGapEzlCwvWBXl3SMFmtcHCuT1mTasjr7Gow1b9u4SwWwzTBRtvgvvx0gDKEppfKVxw/U/buSKCyIRfP85W/6KdZcwhD+7NmDa47g71XMuXbMsuUhi9FzeV9D5JZLKNKuz8+MiYmJiYmJ2V7ujZVozLaSadKZGiyj6HJdo2d3K4ok8pn7o2awkUKNytxIlOsHZA111wRD3y6jxRqSKJBLqKjrZN0IgsAfnGira5sz1cXWTUUSUWWR9uwedyhOXARRjgLojTyIqy80q26VmlfD8ixak63rilvziKJAMrt8cd+abOXLx79Mf7GfUucM6TMhnX4a1ahPHKm3XEEQBAxlUXRwfZeqW6XqVWlPtiM29UWCVXksEp30HFiFyD2W3R+5v9ZCUsDIc3ptQ9xyfBfOfwuGfgeeHe1r9ma0b4DH/mzBaRa6Lvb16wSlEmImi9bbg6CscV97Ntz4dfR1ogEOfWwhe2xotsZM1SaTUDjQmNxU62TWUOjKG0xVbMIwpLsxiaZIm3KhjpcspisOjh/QmUus6tqZvxYVTAfT8ZksR8fb2RBlpW3Ftei5oy23vY07wVjR4t2ByNV4el92XcHsbiCjKwsjkbOmSxCEt91MO7+9qu3ddYLZ0ozV+ey1qNTm7ni9jrl3uN0PdGJiYmJiVicWzGJum1yrwenn96MZy8c1/CDE9nwEhBUukeHKMIPlQapOlZ5sz7ojY3uJtqzO1872cG2ywo2pKr+6MkWDoTJRsilb7roZaHuFn12cWMgX+9Ij+7dE2JJEUGURxwtoTO29EO2/euMGVjhDS7nCY4pLdt9+lMHvI4nR/cSj34xEs1X4ztXvULSjLKgvHf0Sef3WWu4AJNvjoNxOmGxGaksjyOtf4h3f4acDP6Vkl7B9m1dOvLLpff7Nh3+D6ZkAvHL8FVJqKnJ3waLrq6F70fW1laOSU5ejfRQHIdUGgQuNh2D6avS9ubw0d3yc4quv4o2MEphVRCOJ3NFO9tOfRmltXbndpS2bdgnX8/juu8PRY79sockSqiwyOyf01ps9drA5xf68wWTFZqbq4PoBF4aLaLJYt/Pr/ZEi7w1Gj5fnjrasOebWltXJJlT25w1a0jqHW1N84njrlmSx1cvU3HnWHJ+ONcS97WZpeP9WlA84XkDF9sgllNsWorYDXZFI6zKiIJBPqjh+gL6GWF8PKU2ea4WVcPxgzdttVphz/WBXLOb/5GwPrh9gOv6udkrGxKzH7ZbJxMTExMSsTSyYxdw2siIhf+SN5oXhIj/+IAowP9mZ5YXjyxelY9Ux3h5/G4CEnLhrBDOIPp0+2pbhaFuGkuUxPFsDYLhQ42jb3hbMwjBcDFqHdTPdNsOLJ9sXWzdvoaFtJ3G8gIlyjXfL/8TBKyMoZZOHWh8kqd4keaQtcl3qa+R9ET3+5wUzy7MWvh8EIWEYIm1m5O+738WbnAIg98UvoLSs7wJSRIWB0gB+GOUWWW4NfZMNk4ZiLAhmVbdKSk0xKTTyXvazyP5VRKXAiYNdqK1HSSYSbOlft1aIBDnEqB3TLkG6PXKa2RWoFQhdl+Krr1J79z1Cx0HKZnGGhnAnJgBofOWVlU4zWYUDZ0FNgp5daJ0MwpDmlDaX1yRie8Gmssc+6kKt2h5deWNhYVOPgKBKi9dax1tbwLBcn5rr05TSkESBbzzVe8cFnnNDhQVx79kjzTsimB1sTmGoEmXLqyvPa561BKChWZPvvjuCJAocbUvziTpdtHeSrz7Zs2az7GpMlCIROKXLK37v06c7UGVxw+19660hJit2lAV2qp2WzMpFuuX6/O3vBqnYHpIo8KfPHKz7GLcTRRLJJvbW605MzDx3qkwmJiYm5l4lFsxithxnYAD54g0aL45Sae/Cbl3pmkgpi9+ruJU7eXib4sJwkRvTVVKazKGW1KbHeR45kGcgY3J/V27LxKWdxAtC9jUkKJgupuNjbBCMvRnWat30/IAQdu0bvmLNxQsjJ1muaqOICkIYIB8+Aw0aBN6a45gAWS2L4ztokoYoLJ5jZcbi4hujSIpIrsXg4AOri19BEEIYIkoiiOLSH2x47IIgkFHT6N//NbLpMPZahe4//x9XdaZN1aYIwoCclluWX5ZRM9i+TVJZLAywXJ/zoybQAXTw1jXg2hCvPN5df05U4Ef5Z2uMiV4YLnL1YpVTRdhXnUXLzomTkhqNgM7lpdnX+3EHh3AHB9Hvvw8534jS2Yn1wQd4I6PY1/vRj6wyJtrz1MKXxevTVG2P9qzOTNUhCKGvNcN4yVqZPea7MHkpyj9L5JjQuvCQF8SapS7Uorn50ZnWjMax9jSqLK4rQNleQE9TkumqgyaLO+KGWjq+V1slTP5O0DGX21YPYRjyt78bpGRF17f/5rlDK/4u8+PjfhAiS7vPYQZsSiwD+N65UUo1F0GAf/vEAXJLWjbWyxBciul4OF6A4wVr7l+VRAqmSzA34+n5AfIuva7DopvQUKW7bhQ15u5h/gMd2ws42ZklDKGzIeSDkdKWlsnExMTE3KvEglnMlmNfvYb0zjvkx8qImQyy2LPiNs1GMw+3PUxKSd3WCNp2M1a0uDIeCXo5Q920YHagKcmBpvWbB/cSSx0y9WRezVQdroyXqdge+aTKma6Guvf1uxszvH1zFtPxebqvmQe76//dO0lGl3m0t4HKQDvuCQlHkFC0A8iPvgCpjf/2H+uKAuVvFG/w2uBryKJMd6abXv8YAL4bLGQILWXgg2kmB8r4bkDP/c00708jGlHTpSDXnyf49P5ncJNTqLKPLMoEpomUWfnm+vfjv+d64ToAL3S/wOGGwwC82PPiittqa7gE61p8v/PXFCcGmCmZXO/517S27+Nk50qH3kzV4aawj3zYSD51AE10QdZh4v3o/3N5acHAu7ijI4RBgHPtOv7UNPqRI0jZLIFZJSgVNzyk+dbJ6RmTo21pHD9ElcWV2WOlkShTbW4U1ZEMrhdTfND4CZ568DSHW6MCkXkX6q1wuDW9sJ11jzmh8Idnoueqv8VNf34QMlKooSkiuiKt+WFAS1rjcGuKhCLRuorjaLchCAIV26NqR+KeaftkjZWP5ZQmz13T9n5JQBCEVKxobDUMWRH6Xy9LW1PXasoURYGkJs0F7AuYrk9mlwpmP/5gnAvD0bXhheOtq16DYmJ2A0XTpWp71Fyft2/O4gUhR9rSW14mExMTE3OvEgtmMVuG7wdUZ20mCjLphMIjvXlSJ5owTq4cWcnrefJt+YWQ0hvj07sypLRsL77R2Ir8m7uJegLiZ02H169NA3CgydiUYAZRgxkszyHaTSzNDanZDyEmZIZyCaz7O8mlNicQ1LwaM9YMAA16A34YIIgCYRCuaMkEIGShndabW+BnP/0p7GvXKP/kp1R++Uu0Q4cwzpxZd7+dqU5mG9rw5kYU1xLMitaisJRW1xdsMgmFjx9rRZVFfvT+GA2GQs310eU6BLPAx7JsxkoW18emCYymVRerxZpLIMpcbH6Ro3IGgsmVLZmSgpDJEFRNQjsK2pcaGgiDAL9YRN23DzGz8UJ4aevktckq2YTC4Iy5LHvs5kQB+9d/Sa/1AbWaiSVnqBRukhdUDnkBP30/z/583444VTbrONqIquPxrbeGgOi6+I2nVx+pP9Ty/7P3nkFypfe53+89oU/nODlgZhAGYRfAYrHg5sQVV7vLpUSJqxWvGK7EK9FiWf5gW/d+sOWqWy6Xq26Vb7muVGVfy7IVrECpKJJXpEiKEvMGbg7AAos0MwiTU+c++fWHM6EHkwcDYIDtXxWqBt19uk+/fdL7nP//eRIbThneKcQMjdKcgFR1XFIsFQPv681yX28W8xZVzG03tufTljIomS6+lFs+/375sd1YbuAFFtZXf48XjndhaCphXbnlCZSmEyRkRnR1WQVmvZ/ZTj3/NGgAizd0Kpa7kOxqOt6mwmQaNGjQoMHqNBSABtvG6Z+NUCvZeNU4iQP3Em+KoHd0rPr628Gk9OE9TRxstymZ7i3x37ndSdSJjPNVDNcykq+hCEEmpmPUCSrzAqUiBO4aZtMr4Xg+V0o+VUfSNla8IULsdvuGOP6iOKsrOi1dSZp3JYIKsxVer82LaELgeYuv8GZmkLaNOzaO3rYxf6XE059AaBpKNIpQVxZ0spEsPj4Fq0DaSK/5fmFd5XBXIETtb9ukYKKF0VSBRKD6Lpa7sjDx9F2t3L87S6HaTiR+L5QHA0+zSDpI4pwLFwjv3k3soQepvPwyXj6PX61inj6NCIVA19G7OtddpfW8x1xP8vqbP6dndIAzpTE0VUVQZizcR6Y6REQd4Zc7q7esrcvxfM6OlRgrmJQtd6HybKtYzuL+uJY4cjvyzF1tqKogFlru51XPTm7Rk1JSNF1mKjazVZtj3elVxamwrvLrJ3YBc+3dK+D5kortYjoeLYmVz81CCML6+q2L9e2et5qTwwVeOj+FEPCxviwP7WlaeG7ezy1uaGg7MNyhQYN55m/onB4tMlGyCOsqFybKtCSMDYfJNGjQoEGD1WkIZg22jXg2TK0UmGq7vb1E+1evJqoXG0qmi64pTJatHWdS2pIMr2hevBVcz+fDsRJXZqo8c3fbLb+7fjNIRnRO9GaJhzVSkZXvcv7s/CQj+eB3f+F4F93ZoO11d3OM3360j1hI25T/0rwQ+/oVB8uVjLx2+YYIsdf6hihC4EvJqeHClnxD+jP9dMQ7cH2XiBZ4Lgkh0FZpY2zpSdC8K4F2TaWGVyot/K1mNtburGXWr/z7RM8nAPClv8Rrbds59Euouz9JZMbmAV0jvcrdcUNTaUmoixP42F0rvk7oOunPfAZhGDgjI8hqFbWzE79WAymp/OQnJJ59dvn+WJ2Byz8PvMiMOG0HP7Wq99jbl2fxKrPUKgV020LTQFMVYtURqkqcmF+jWa9u5yhtCkUIfvThBO6cIFK13VXb5jaCENCZiWC5PulV9uudwHTZ4pWL08TDGi0Jg7s61q8mzMR2jqBzPfzlzy8thEL0tyY2VCG90nG2bLn8yc8GkBKiIZX/aocY9W8HFWuxFTV0zfXG4c4UR7tSH4nzdIPbG11VeO5wO6bjMV40sVyfeN0N6J1wLd2gQYMGtzMNwazBtpHMhSnPmCRyYRLZtYWJebGhbLl4vo9rS3blokyVrDvSpNT3JX/x6iUKtaCK6O7O1IIwdDvx4ViRkKqQjoZIR/R1haywrvLIvqZVn5dSMj1nog0sEUcMTV1ScbYR6oXYyapPTBc3LC2qUHUo1BwUIZgfBUUIUhGdbP4k7uUJ0HuC9kBt9Um44znMmDOYnokqVLoSXRv6/GuTaeeJP/kk0Y/dj5efRU2vXQl2LZZnYahrV1JeK5b5Mqg6qzgVXN+lN9W7qc9chh4hrcOxjRamSbmuX5ve2krui1/EGhjELxbwSiVq759EqCrWxQH0Ux8QOXz3Ne/rw+h7wd+RYBxX8x471p2mfKmd0sUwu5QyWigFikKLrDLr2FRFmiu1EMvdHDeP6XicGy9huz66qnC0e/lvbDoeH4wUaYqHyMUN4oZGS9JYEKbHCia7r6PqoClu8OJ93Vte/mYxW3W4MBF4UPY1xTYkmN0JCCHIxUKMFoLfe6Zsb9lSIFp3nKna3o436t8MylxVnOl4ywTk7W5jbtDgRlI0HRxPEtJUeptiPNbfvOMsTho0aNDgdqUhmDXYNrIdMXKdi5Mw0/Gw5lKzcrHQEnGlUHUYrV1k0r8CqkWzfpCmeAbH9e9Ik1JFEfQ2RXnvSuAD9e6V/G0pmP347CS1OV+x3360j8R1Jn+6vqQ7E2W2alO1vev2iZsXYqu2R1tUYGiC3s7Ulqu+1iIV1TEdj4uTZar2NB+/8Bpqrpmwm+BA02naxg2oGPDAV9YUzCZrk3zzwjcBaIu1bVgwWwmvUMA8exYvX0BvaUFvbV13GSklXz//dWatWWzP5neO/A66svHftepU+ZsP/waAiBbht1K/teX13xKn/h4qkxBOwZ6PQ2LlNlSh60vSMIWuU3v3PYz+fsIH9i9fIFwnrpjFIHVUWXnyIYQg3H6A2UQnpdosSdWhpqUwvDJCakwqzShGz7YIZlXb4wdnAr+5dFRfUTCbLFn89NwkAC1Jg8/d38NdHSl2N8dpS4ZvmgG/lJIPx0pUbQ/L8XhwT+6mVuzUe09thwflxFz1RjYWIhpSd3T1UXs6gqIIstEQ4dDWJ83KXFuiLyVxQ8deQTCzXA8pg7CPjYyJlBLL9XF9eUu9QR/rb+ax/mY8XyJXSlZp0OA2oWy6qEpww+5ge/KOuuHcoEGDBreahmDWYNu49kL5T18eWjBG/t3H9yxJyEtFdXx1lpJ/BUNRKFoFrDvcpPRYd4aByQr3dKdvy8Qt0/EWxDJtbhJ1veiqwqeOBj53vr9+6uZ6zKdFKYrgUkkCEpGo3JC0qN5cDMfzURVBfuotStPvwjR0RHrJdWpkYgkQChhrX7iGtUXxoubWFv42Kw56SEXRxIbGxRkfZ/I//SHW+fNIxyHU00P4yGFSzz+/pnAmhKDm1rA9G3yfYmGCXGbjHldRPYpAIJHU3Bqe76EqKi9fmOLsWIlCzeHpu1rpa4pdVxtgPZ4vUcTcMac2G3iX1fJLXiNdF+vCBYw9exD68uNJ7OGH0VpaMfr3IYRAOg7WwAB+sYiSTGHs7kPsfxaMRCCerfMbJONRftryDOawx75wHsOrkdc7OW+mudL8DPvi2yOQh+oSSJ1VvP1m6qo2c3NJjjf6mLPi+Ok6P/xwYqE18N6ezE31/urLxYgcbqdsOQvjsFE8X2K7/pLz1jtX8pweKQLw1MEWjnRtroLzZvJ4f/OGXndlpooQkAjrJIyV29+/9HDfmtXEJ68W+Nn5KTRFcF9vlgf35FZ97Ui+xjfeGcZ2fTozkR1RqRhUk+1c8bNBg/XwfImmiFsuQjdo0KDBnUjjqNpg25GOQ/Wtt2k5fYma5TB59wks11sy8djTHKc9kWakqmO6HkI1GZyqLEmd+9HZCXKxEAfaElycrFCsOTc1SfPceIm3Ls2SCGvsaY5zsP367thlYqF1Jx47GV9KjnSlyFcdFGVjKZmbYbVxcT2fsuUSCa3fojmfFnV+ooyUgQCnKYLZ6vYLsYoQfPpYF3//1lWUKxV0RQlMors76DtxHFWtge+uWpU0T0SL0BRpIqJFFtInfV/y/o+ugpQomsLxX+xBrDI+nufjlC1K3/o21tAQXrEY+HWNjyPfDYSK3Be/uKJoNE/G1kl96210y6PQC7nf/r0lz1+YvYCiKKSNNKlQClVZ/B0UodASbUERClE9iic9VFRG8rWFFuTvfzDOA7tza06klyAluBYgQY8se/r1wRnevjxLMqzx9PQ4rbG59QkvChjW+fOU/uUHVF56icjx4+hH72YgP0DJLpE0kvSl+hYqzpzxcQrf/jbuyCh+tYISjaF1tAdiY279Kj0IjmmJll38pPYCp2qXaI7UmHQiTGd7ONrSvG3Gy4amcLgzRUhTlhxT68nGQhzuTDFdsW5KgMpa4xfW1QXBzHS8myqYpaL6pvf52YrN3715hZrjkY2F+OKDvQvP1QuRmR1kXn89/PjcJFMlC4B/9bFdK24v652z5tOMXV+iqeu36c9vD6sFwewULNejYnmUTZeWpLGjgx4afLR5aG8TD+7JYTo+npTMVGySYe2OaZ9u0KBBg1tJQzBrsP0IQfWNN8iNFLA8iX//Q1wbvqWrCp89dh/GezFmywquEyEdXkyduzRd4d3Lecqmy5+UTVIRnZrt3dQkzemyzVjBZKywfZOj+YmH4/lcmCjfdBHweoiGNJ46uDHxoJ5L0xXOj5cpWy57W+KbqnT57slRPhwLTOw/dbSdvS1rG1vNp0WdGS0y6YAqJMP5GploaNvTokJaUB331MEW/ubtKcypTsKFWZ645wlyd53Y8PtEtAgv7n+RH17+IVdKV/jqh1/l/tyDgWgEKKpYVSx75/uXcSwXd3qanpExkD56dzdCVVGbm/EmJ3FHRrEGBpe0I17Lw7ufpJIcRld0FFdfEBvneW3sNQpW0E784v4XaYos9aX7TP9nlr2ncc3kMrqKuLOMybPwwTcYnCozHeljqO0X+dTR9iViaaHmYLs+U2WbiSO/S2uOwJxfr6vWO3kSAL9mMlOZ4p9P/yWjlVGqTpWoHqU91s5zfc/REspS+Pa3qb37HtK2UQwDd3oGZyJoe1xPbJxnaZJmnMtzyb9Ht9l4WVcVfuHQ2vthdzZ6Q1u+x4smVdsjrCukdUGlbvzUVAr76tWF8Tvw8CexRYyIru74YxyAoSsLAlB9SydA21wr60zFJnuHhAOUzMWq22Rka5eEEtBVgeNJIuuISrG5dF9dFejriGu3mm+8PbzgA/dr93XRlbn9bBQafHQQQvAP7w0veFV+7v5d2xZa1aBBgwYfZRqCWYNtRUpJfspirJYkHE5zMJOn+b5OlNDyycVdrV30P9WxLHVOUwQ/e2sSz5ecHS9Stlwy0RCpiH7DDNxXYrv9b+aZT3EcydeozE2qb5YIeCuYKtucHA7EltWSMlejvv2stIFqhHrR4nW/hOlKdrcm6MpE+aWjHTdke4mGNP7NA89d9/tUnAolOxAHXdfDiOo4lkvIWH0CqsxNOKVlYVcsQt27CP04+RQAACAASURBVHUvtjjZto1freAXC2t+dirRjGtEka6HCIXAcWBun/V8j6IVtKEJBCljY4LnfT2BJ+FY0SSsqyQ3+turOkjJbMVmyipyJVTFtP0lglnVXtwWUrEoxKIQWxTxpO9j7N2LrNVwKmV+EBnk/ckz2J5N0kgyXBpmshp4fP2a9jHckVGkbaE2N+NcvozW3oGfz29IbKynrfAuX9qfYsDJkbcUsqJIbxL0HbZfSymDFp4t7g/vXM5zZjTYJp6OlMiNjCJtm/ChQwhFQXZ2Yp4+jTsyynFR3PD47QQiuoqqBIm3miKWmNw/eaAF4I7xu/J8SU82Rsl0qNreumLXajze38zj/c3Yrr9e5zKGpvKVJ/Zs2O/sRuF4PjMVm2hIJRrSVjT5j4c1mDt0XiueNmiwE6m/ZiqaLi0NK7MGDRo0uG4aglmDbUUIwZUzs5TSeyAjUI4kl10UV213wctotdS5Tx/r5G9ev4zp+KQiOnd3plBEMIm5EQbuK/HgnhwH2xOULXehsuB6qU9xrDmBUbJStm+aCHgrSIQXDzOlayYd8211mWiIbCy0bFuJGxqKEMSMjRtst6XCfOmRPqLFS0xWfTo6UoH/2pyf3nazmnfTZnH9xbGJJgz2PdWJlBL/2vLMOnRDxTZdQokIIhLDG51AdnYGooXv4xUKhLq6UJJri1xCCLJf+AIiEkFc00LqSpe7m+4mb+VxfXfDgQAd6QifOb6FAIM5TzehhZAE62K5HrD4ub9yrBPT8SnUHDKx5esjFIXovfcSuecezg28wfD0D7A9m4O5gyhCwY/7nJk+w2hllOHKORLVCigKzqXLAHjj46jNzRsSGxdwTLj4I3RgSYSAEYfm/2bz43ADGC3UeGNolrFCjb6mOJ9Yp1JtNYLfI0CvVvCrFdRUamHbEYqCmkptbvx2CEKI4Pihq6u2Iu5ks/96Joom40WLmarN3R1JcvGlPm6qIvjkkfZ138f3JSXLpTJ3/O5IL2+ThqWT9bXYCa2Ns1Wbv34t2N+b4iG+UNd6O08qopOK6MTD2o47L9+OVeq3G47nc6XkU3UkbWPF22KME4YeWEMYGkHtZ4MGDRo0uF5uO8FMCPEC8DhwD3AUSAB/JaX8/BrLPAT8AfAAEAYuAP8v8EdSyhVn0UKI54HfB44BKvAB8H9IKf98+77NnUkyF8YsBxfhVjqzRDxwPJ+/fu0yuXiIh/c20ZJYWYjSVYX9rQm6s5FAVJqboChC3BAD95WIG9q2m6fOpzhOlCwMTcGX0JOLMlmybooIeCtoTYZ58kALcUMjU+cnZLkePzkbVPmoiuD3nty7rDrheE+GE73ZTfu+6apCd0KhYMmFlpqLkxV2b0NLpuV6qEKgqcra3lcbSKis55m+Z7A9G8d3SIUCgUsIgbpG29L+B9uCsXG7mP6Ld6lND2OePo2aSuEVCohQCK2jHWP3+vmMSiy24uOGavBo16Ob+i7XRbwNHv93JKdrxHzJXZq6zIdKCEEkpK7q4bXwOkWhFFepjlVJGkkUEUx2FKGQNJJUnSrlMKSiMZieAVUFz8P3PJieRutuQxl7FV57ByJpOPLi6h9WHK77Di1QmwHPBasMdgVCK4/vzcT1JBcnygCMzYn0W6ElEcbzg6TDmJpBicawr17dklh7ozAdj6+/PUxiTpB/ZF/T+gvNcaeYZr8xNMu58aBqtSkeWiaYbZThfI2vvXUVgM50hBdP3Hqj/uulai1e+kVWCSN5dF8zj+7bWHjCzeSjVqV+K5gf49evOFiuZOS1yzt2jG3Xp2g6JMIaj+9v5qmDLbeNqN+gQYMGtwO341XhHxAIZWXgKnBgrRcLIX4Z+HvABP4WmAE+BfzvwMPAr62wzO8BfwRMA38J2MALwJ8JIQ5LKX9/u77MnUimPYaqKSSawiQySy8s3ruSp2S6lEyXqdIIX3qkb8VWCAgMm5PhoA3Tl3Khwux2TtKcT3GMGxrWnPFxxXJvmgi4VRzP5+/fuoovJW2pMA/vaVrmUbUaqYjOPd3L0+RmK4vfNR3VVxTFrtewtj0muDz396XpyjJvrq3w1tAs7w8XONIao/cn38J7/z2k66Cm0oF30+AHMH2R3Gd/BdF+eImv1mpM16Yp2AVM16Qj1oGubmzbVufHR9dJPf88wIJ4F+rqWhDvNlrx5ngOBbtANpxdEJc2Qs2tMVWboupUCWthepI9W6+AmKtS2pDfnGuBGlozwTJpJInqUYZLw/hxP6gwkz5Fq0hnopP47v1oZ+Y8y6pV1FQK6dgII4zW1oYRKUK1EgQ4rEU4Bbvuh8IwJDtA0cCpBeKZZwObFMw8h1h5CM2twHgzNPUH7arA2bESMxUb2/M50pkiU+endXGyzPBsjWwsRFcmQrrOf7E1GUaIwB6vZDpL2g03Q314g3Qcpt58Bffdd6m89BJqNguwKbH2RlA0HcaLJuNFyMU3J5jdKdRXX9YHFmyWegHx2irh2xUhoClhULVc4mu0ve806qvULde/6VYVHwXqx3iy6hPTxY4e4/GiuSBo9+Si/Oq9W6jsbtCgQYMGq3I7Cmb/LYFQdoGg0uxHq71QCJEE/m/AA56QUr459/j/BPwQeEEI8Vkp5VfrlukF/jcCYe0+KeXQ3OP/M/AG8N8LIf5eSvnqtn+zO4RUc4RUcwTL9ShYLlbVI6prpKI6VdtbmLB9rC/La2OvMlGdoOJUeLbvWbLh7ML7zBu4jxdNTg0XSEZ0xgomuqpsu4H7zWI+xdEt1EBKooZGSFPI34AUx+1irGDy9bev8r0PxnBcn5CmcG6sxKePdV3XnVZDU7hnV5rZik16G7/3lZkqlutTtiWZsCDdlqInF2VXNnbdYpnj+bw/XKBme3zw2vtkhq6gX7mMkwij4qJ3dKCeGsQdqGH91CX8wn7Qw3iez+xoFbvmYER10m3RRbELeHfiXc7OngXgye4nSYeXC4zrobe2kvviF7EGBvGLhU23h/7d2b9jqjYFwOcOfm7DXmUAY5Uxvjv4XQC6E90YsvXmVEB88A3IXw7EqgPPIxPtSMdBMRYrafpSfcT1OBO1CSavTpIL5xBCYKgG7bF2duf2wfOBALSsUvDZX0Sc/f+CN7JK4Purp57GmmDPxxf/73ugbHEiXhyBk1+jfeTnqF4N3hqCVDccfgGSHZweLTA0VQVgVza6RDAbnKwseAY+1t/E8Z7FY2pIU/jk4XYysRDZaGhbEnuFrhO//wGqP38Nv1zGHR9Ha20lcs9RUs8/z6wtuTg8Q80OUic3E/pxPdQnMG5Hxdg7l2cxNJVcPERT3Fj1Rs9OojMd4UBbgkwsdF0hELG5aut4WFvmQ+n5knzVJhrSCOsb8yWTMqhOLFsuuqLckvNeTy7GF3KxhfW5XZivUrdc/5ZYVXwUqB/j3mSwTe/qTO3YMS7WBXfshHbnBg0aNLjTuO0EMynlgkC2gQuzF4Bm4C/mxbK59zCFEH8A/AD4CvDVumW+BBjAf5gXy+aWmRVC/K/A/wP8LtAQzNbh5NUCPzsfTMDv7cnweH8zj/U3c1dHknev5Lm7M8W3ByYZKY8AULbLSwSzegP38xMlPhwtoSiCVETb1tS5m8m8CDhWNBfuDuerDoa2M0XA+TutbwzNUKw5hHWVqu3y7pX8gtfPVn+HTCzEk/tbtnmNA1+0gckKQ5ccTrRpfH4LyZ6rka86aHMT5ZRrEitMU/M9ZqvTUJ3GS/nsjqj4potf88BIUJ61OPfGGOUZE8fy0A2VeDZM/4k24plA2AlriyKS6ZlUizZCBB5l6gYnoRCIF1s1WNcVHeH5qKZDYXKYVNfqwsa1vm3RtsXttmxX+C/vDvPyhSkuz1QJ6yq+lOxuCian13t3vmK5qIoIJga1fCBMVWdADWEPXaL0/e9j7O8ncuQIWi6HrugcbznOyamTlO0yk7VJuuJdHGk+wnN9zwWebGuJjcaLYCTASK4ulq3EVsUyz4GTX4OrbxAxx3G0OMxegtJY8PwDXyGkLr63PVepOk99JVEutrwFb1/r2kmzW0JViBw9ipfPIy0LJR4n+4UvoIRCTI+XeGnuPLBnkym510PHXOtg2XQxNuitVY/r+VTmbvAkDI1XLk4vjPWXH9tN7DZo2+zJxejJrV7ZeHGyjO36JMIazQljSbBGPSFN4Xce273ic4Waw1+8egmATFTnNx9ev6LwvasFfvRhkKJ6uDO1burrjeZ2al+br1JPRfRbYlXxUaB+jKW788dYEYJMVKdkuks8Yxs0aNCgwfZwpx9Z52/3f2+F534KVIGHhBCGlNLawDLfveY1DVbBHhrCeP0kbQMTlNu6sesmSbm4wVNzIkZEizBdm8byLE5Pn6Y93r7EVHzewP3D0RJ/+fMhNFUhEw3d8Lv7l6YrfP+DceJhjb6mGA/szq2/0AaoFwHnq292ZaML1Te3QgRcq3Vu/k6r50uO70pjeRJNgULNvWl3Wl0vqEQomS5tqfC6YzRdXhQMEqHt3U6aEwZferiPi5Nl/FgFfbiN6vAlkBInFUULR/CUNKHmFErfUTxfcu6NMa5+OEOtZBNPh6mVbCqF4HBz9KluVFWhKdJET7KHsBYmY2S4dGqK0nTQ/nHgwXaSTSubbEsp8Vwf1/KRSCLx5Wm0GyU7XiX8vTcx1BD24Sy8cAiAV0deJabHSBtpuhJdeBOTy3zbZGsTu47ECLW1U6qGGMnXqDoeLQkDIcRCRcmGtxnPBdcMWi7DKVAXT1U/H5jm/asFDE3wGatE67wmFE5hnnwF6TiYpz5AMQy0hx4CQFVVjjQfIW/msTyL/dn9fPbAZ5cca1YVG3N7tjymW2LqHBSugGtRiu8GoUD7Lhh9L3h86hx7W3aRiekYmkLTNb/5fb0ZuotRZio2TYmteVZtFmP3bpRYjOI/fmfxwbmk1fqKB9O+McEbKxHWVTpXMadfjzOjRb53KhAoD7YneXBPbkEsi4RUout4590uvHVpluHZGgAvHO/aUhVafWLtep6C89S3QFbsnd3iOVOxKZsuJcvhYFtyW6oyr4f5KvXLM1VG8lWqto/puNhecFNiJ1apw+0VUpCK6kQNjSszVRJzNg472Q7kYHuSg+3JICRIBjdRypZL2XTpzkZuK0G4QYMGDXYi4nYqRb8WIcQTBC2ZK5r+CyHeAO4jaK18a4XnTwF3AYeklGfmHpsEmoAmKeX0CsuUCcxoYlLK6jrrt+wz5ziwb9++6B//8R+vtfgtp1QKzIITic1XJOgXLmK9d5rJqs9M5x7EPQc5kF16MZ1387xUeokZdwYPj5gSI6tluS92H2lteUvaG2MuM6akO6HQl1KIaDfuImCo4PHORDC525VUON66vdqy60tGK5KqI4nqgvaYWKhcupnMmj6vjrhMmxLLlRgqhFRBc1RhV0LBk/Czqw6ehJbo4sXtRNVHFfBol87+7PqTpIGCx1hFYrqSg1mV9vjGL5R/eNmhYAXHqSe7NdLh1ZeVUnJyyqNkS6ZKJo93QDp5AypqADyP6A9+gLx4Fq8wTTkTJWpJYkYap6+P6lNPYZYUZi5IKuOgGoH2EcmBlQc9Dtk9gnBa4PgO38x/E096RJQID018EmkH3zO7T6CFV9427LIkPxiMjR4TZHZvfRvyp8eJv/I6AoGfTlN79BEc6fDPhX8GQEHh6fhTxH/4I/TBQZTZPHge6Bp+KrXwnc8Wgm3G9SUFG3wJmbBAwIa3mY7h7+BU8syYktcSnyCeyi0cP14edpioBt/5/naNzqiH5lZw1ASRl15CKZZAQPXjH0dGAwHA9m0GrUEuWhcBaNaaORE/sfoKSImoVMD3kcmb23qTyn9A2+i/IKRPQc0AYIQMwrUxpFAYa/8FCum7buo61eP6kuGyj64IDBVykcX9Ub9wAamqyHgcL5sFVaXmSi7mPUKqIKYLOjex798qxis+r4wEQk5LVHBvq8ZgwadkS1QB97XdGfca/2nIoeoE+9InenTiW7jBMFn1eXfSw/IkTRGFB9rr/M5WuYaYMX1eHnYJa4KmiOBYy84dz+8M2szbtj3Tp9/Q646N4PqS7w85nJrymDYlugKOD80RwaGcytO9+i25lliLZdcZmiAXFjzYoZFZ43x+q3B9yTcv2Lwz7uFLn4QeCPC6ItiTVnbkGNfzjwM28/cmnu3TCd/ibbbBreN65nENGtxqrnf7/fKXv8z58+ffllIev9512blXKdvDfFnTarn284/XqzMbWSY297o1BbOPMr6uY9GGH0qhldKoFXCSPvpca4wnPd6svMmYM4YrXaJKlBl3hqJXBODJ5JOoYumk+miziq7cnPaJWt1N7xtxgawpgu7Erb/wfnXE5WLex/ElMV1wpSwpWT6ZsI/rqxzIqhiaYLLqLxjmSympOJLmqEJU39h3KNmS8cpcyIGzOZE+rIkFwazqLt1Zr0UIwZHm4LBWKi1PAaw4EsuTZLd6kS7losG8qmKe+BhhwJiZJWyZyFQYJ5vBPPExUFU8W+LZgVAmBCAD73g1BL4TeMHn3TyvlV9jyBzCw0MTGjnvDL36bgw/irLGUbr+Of86i3fUcDz4fY0w0giqlqre4iEuqkYJjU+gzsyC4+BnMohqBeFLsB3UmVm0sTGiyXYMTVCsSnoSAtsXRDXJ5dLGtxlfCeFKKDuSimkjI4vbjBACVZF4PsR1gVR0HDWBNjqK294OTU2g6QtiGUBICbE7vJs2vY2IEkEXq1cIqBMTGO+9jzBN3PZ2rPvWP8+m8qfQ3AqWkaMW6cTTgsom1a0SsmcJ2Xmq0W6c0Prim6vFkEIhXBtDCcfxVR2kj+6WqYVbcbXtSdv0paRgBft9aI0k1msxXXh7PNjY4rrgE72L+5Kzd++y10c0wd1Nt9elhqEF+6uhCnRVENECMeJOoyuuUHElNUcS2eJP1BxV+ERPsA34G7wBmzEEz+/Wb2nly2TVR1WC3ziiLSZxX0tYFVhu8L1MV95ywUxTAqHp3KxHVAPXh6gGbbHg8Z0m5Kx0nTFZ9cmbAnB3pPikKYKDWY2BvE/ZgooDmYigJ6nsyDG+logmsL1gm625siGYNWjQoMF1cntdxW4/82eRzczgN7zMaoqmEOKtRCJx7xNPPLGJj735/PjHPwZgK+t58dRl/uXDs9imwPSgeFplZjbKr/5yP7t70pybPUf0XJRUKcXB3MGF5Loz02eIJqJ093fTn9maF9N28Kgv59oAHeKGtiRpbruQUpKvOkyULIqmw4ne7PoLbSMfjhWJlC6TFNUF82DH8/nuqVG0sI5IpXj68b3U3h3hncuzlOY814o1h45WhWO7Mnx2g35U0cEZ/AuBj1F/T4ajXWneujxDJhqiNRmmY43WKf/DcQYmKyTCGvf35eht2phgUL/9TpctvvfBGBOORXPa4Fcf6NnQe9QjPY/Sv/yAUM8uwgcWw3nt555m4P2fUZ2ZJJ5toe/II4SMQKyZHi7zgT/M5OUSiVwYLaQSTepMXSmTbIqw/8FWvlP4BuXxMviBKOX6LtMHB+hsjvPrhz6/pG3wWmzT5X15FT2kEo7r7L+/bdPfa+H7SQnPPouo8+kq22V25XeRN/NE9AhHrqrkT51CJpN4s7P4WnAKUVMp1EScdH8/9997nOpLg0tS3AqrbDOO7zCQH6Bkl0gaSfpSfcH3PTXNzMhFZkYturJdZLv28sSxIPnribl1rdgeUV3Fm5xY1iKqdbSTOngQvXXz3kju1BSz44G/khKNkH388WBiL2XgL6atcCx4/TxUSsAk3PMJyMxtX6f/C4xfhgjQ3wWd966/Ap4D//gOXL6MUXwLy8iSyTZDawd0naDrgc8tpGVulZ+cm+SDK3lcVfLsXW2baqseLdQ4L64AQermE/fvuq51qedmtm1d68NXH5AhpeSXJLe8/W47mCiaXJgsM1sJ2skO13kTPrGJ96nZHjPVoD0xHtY21O56PdcQN5o//ulFKlYg/P72g30kwivvU+7pcWarNnFD40Rflqb4zWlzXgvT8bgoLjBbtbEcn+eOtHFfT5ZkZGe1CsLK1xnzIQWRbJSuQ7t2lIH+PNHBGWqJST44P4TtS568p59//XDvjm0jraf03giTJYt4WOOh/mZak9sYtNPgtmInH4MbNFiP691+t7Oy8k4XzOarxFZzGU5e87r5v5vmllnWklm3TPG61+4OxbJd/umlKcqOjuL5OIBa9Zm5VOZb37rA7375HopWkapTJWkkUURwAaIIhaSRpOpUKVq3dnhVJTB4vTYRbDtxfcmfvzq0ULR0tCtNaAvm1FtlJfNgXVVoT4VRhcLj/c20pSLb4rm2tyVONhYiMZeydmWmyntXgt2utynKrxxbPQb94wda+fiBVZ/eEPGwtuBtNlmyKNScDf2285Pq9z4YQn54mvaQJHr+PCgK4f5+xivjfGfwO4z6o1RjVaL+ZdrPD/Nc33O0xlpJt0WJZ8NUChZ2zUUIwdSVMqquEM+GmY2MMzoyiic9nu55GgBXugzkBxitjDJYGFxTOA6FNe57tvf6BmcOIcRi9dwc8VCcYy3HFv5vFs+hRGPYV68i4jEwTVAUvHwevbUVJZnasE/fwthVRqk6VaJ6lPZYezB2d3+GcL/LroJJv64Su8YbSQhB3NCQjkPh29+m9u57SNtGTaWwr17FmQgEr9wXv7jhlNB51FwOETZAgtbSipy+ghj4JzDzkOiAY59buoBjQnXuVCEUSLTXDWArjJ8O/i5PbHAF9MA3bXYI1xxGcytAE3SdCFIyr1MsA9BVgesH93zGCuamJqyGpnKoI4npeNt6I2GsYG5bsqqUkj97ZYiwrhIzNJ67uw2t7ljljI+vLLI+/zx6aytCiGt3hduWiZLFawMzQLB7H14jzGMtLkyU+Zcz4wAc6khu2R9uJ+D7kmqdn140tPql8K0OJFgJz5ec6MsyWbJQRHCO3KncriEFJ3ozJCMaVy5fAgTxsLYjxTLX87k6WyMeDpJsw7rKp4523OrVatCgQYM7ijtdMDtL4GHWDyzxExNCaEAf4AID1yzTNLfMq9cs007Qjnl1Pf+yjzInz0xRmTFxFVBaDQqOh+/7RCsSu2hz8swUyV1JonqU4dIwftxHEQolu8RYZYx9mX0kjfUncJ4vEdy+VQC6qpCLhZgq20gJk2Xrpk5C6s2DfSkX7vwamsqubJRduaBKaj544eJkmUJ1a5Uf2ViIbGxxcl2f5JddIclvu5n/TpdnquzKRpclC67E/KTaGh6hcmGE0Mwkl1WNznsPExmfwNnbx3cGv8P7k+9jezZJI8nw2NtMosLMAJ//2L9FDyfpPxFUfc2nZCabIgspmR9aJ6k6VVJGCn1OCNHRb5lw7PouRbtI0SrSEe8gpC4VRIzdfWgd7TgTE/iFIlomg2+aCMPAbk4xmLGpjr9Fe6x9zW3G8Z3lY1caZrI6CcDnD32eaEhfOzW2Not18RLuyAjStgkfOoRQFGRnJ+bp07gjo1gDgxj9+zbV+iWEIPPiiyiJRFBtV52BSlAdiblCp76qwz2/AcURsMtLK9AS7ZDqCoSz7PrpgQt0HgcpKZmvoPg2idaD8MBXFsSyqbLFmdEituuTjYU4tivwOvveqVF8GexvR7pSqwoB7angOJOM6JsW6bOxEL9412IlY+2996idPIWWy2LsP4CxexPfc475NN53Ls9iOh4hTWWqYjNeDNqqN5usWrZczo8HCZDxsMYzdy0KCvUiq18po6ZSuDOz1yWy7mQyqxx3N0us3qjf2tlG/evh+pLeXIyK7eL78oaHCG03MUPj8f7mW70aG2K164ydaqA/jxCC7kyUvpRCTBfbFvy03ZRMl2+8MwwEx/N/88jmj78NGjRo0GBt7nTB7IfA54BngL+55rnHgCjw07qEzPllHp5b5tVrlnm27jUNViGft/BsHxFWicZDGL6kZLqo0sOzffJ5i6OH+2iPtTNZneTk1EnKdpm8lSekhmiLttGXWv2kP140+WCkwLnxMp841Lr2pHqH052NEg9rtCTCy6pobjR7muO0pcJcnqlyariw0DpnaAod6ciScdVVZVvbJvqaYmiqYLps05XZPpHwlYtTREMauVho4eJ8nif3txAOKRja+uM8P6muvvMuE9Mlyp5OVGikq0XCjkn0/o9xoTDIaHmUqdoUe9N70RSNVj/EeXua0ckPGCwO0h8+SjxjcPSpbvJjVayqgxHVSbdFUVWF5Oxy4diXPkWrSGeic0PC8XbyzQvfZKIaCAef3vtpOuJL71QLXSf5bHAYnK/O0Zqb0TraGTzRyRsjPwXgeOtxOuIdq24zg4VBRiuj2J692JIdD1qyN1JZB8CH38F/4w38gYtIMvjlMkokArqGmkrhVyv4xQLn8+d5ZfgVkkaSvem9HGk+guVZSCkJaytXLqmpuiqc+t/As8D3oa5tFUWF9K7g37VkeiDzhbW/x0r0Pgy7HsQ5fxpXi0Lb4aB6bY6S6fLm0Gzw0qYox3ZlkFJycbKyIAbf3bl6JVFXJsKXH9tNzLj+SwB3agpvdhZvdha9vZ3yz17Cm5nGy+fJ/MZvIHSdU8MFJssWpu2t2NY2n8ZruT5CQKHmEFIFJW8TyapzjBVM/vq1S5waKeC4Pomwxp++PLRQqWYNDOKOjOLlZ5ES5PQ04UN3YQ8OLois9WmpJdPh5QtTZGMGrUmDntz2eMjdLHKxEPf1ZshEQ9fVTpiK6LSlwsQNbUmL11jBRFGCKq2orm74BpbpeJRMl4rlkomGbqpwEtIUPn2s86Z93keZPc1xOtIRBqYq/ODMOKoQWJ5Pc9xYdp2x04gZGvfMBVJs1AriZlOuE68T23A8b9CgQYMGy7nTj65fA/4D8FkhxB9JKd8EEEKEgf9l7jX/5zXL/Cnw74DfE0L8qZRyaG6ZDPA/zL3mP9/oFb+dSacN1JCCXbSRc3dvU2GNcsFGjYRIpw10Ree5vucAGCmPcHLq7Pg1mgAAIABJREFUJMlQkngozqHcoTV9m86Plxfa+c6Olbb9gsv3JRJuyl3nJ/a33PDPWA1dVTjWneHlC1OYjo8EerbQbrkVWpJhWrbZV8P1fF4fnFlocb1bgfqfcDMTMmtgkMLQFUbH84y09FK1PcZiWfbOXCGDij04RDFVZLg8TMWpMFQcAt/jiHRJKiGq0qfo29RKNtWiTTwbJtsRWwhN8BwfVOhLLQrHZ6bPkDSSVIomUT9NW7KT7ujmvdauh6QaY6ZsopoOhfTwMsHMnZ6m9J3vYOzdR+TIUQRywf9pvHAOrgbFuhWnsubnzLdkx0Nxam4Ny7MQiHUr66bKFr6UpCI6hllAiYYQmsAZGsV3JIqqED52L16hQKirCyWZomAVqLpVqm6Vyeokr4+9ju3ZnGg7wYm2NZIy51E1OPFvwEiAfhPb0BSFSz0vIhWVvfc8seSp+qqweYGsZLkLf4dXaGOtR1eVbdu/3elF5wK1qYna+yfxCsHx2SsU0JqauDhZZmAy2Cb2tSaWCTfzbVuaIiiaQauc7Uma46FNtW3NV6qdHS+RiuhEQyrFmsM7lwNx8UuP9OEXC3NtmFGQEr9m4s3MLBFZITieVCyPUyMFzoyWgBKdmchtJ5iFdZVH9y2vRjo7VqJoOiTm/MhW8/CaJxc3+FcfWy4Kf+/UKLNzv88XH+wht0FR7pWLUwvn8cf3N3PvXJVkgzuL+Rb98+MlCjUHx/UJ6yod6fANv874KKAogu5slLLpkN6h1XoNGjRocLtz2wlmQohPA5+e++98X8iDQog/m/t7Skr5+wBSyqIQ4ncIhLMfCyG+CswAvwTsn3v8b+vfX0o5KIT4t8AfAm8KIf4WsIEXgC7gP0opr608a1DH4YNNvP7qCKGxKcT5PKriUojmEJpKLBvm8MEmAFpjrXz+0OcZLAzSk+zhUvESx1uPszezPGmtngPtCd4YCjxZJoomvi+3tS1zumLzV69dIhbS6MxEeO5w+/oL3aYUTYd7ujPMVm36mmI8sq/phhptbwU5175RMl3KlsuBtsSKLXazVYf5kLZkWEdzt75N2Pk8l69OMSsNiqaLoSkoikJejyKGp2jO50m2pBFCLFQrtURb0NMpirPn6DSyJI0U0yMVRs4Fk/VcVxzpQ2naJBRRuevRziXC8byXV6ezh/R0B73OPqaTFboOrD0BdR0Pu+bh2h5GVMO4jovm3NkJ1J+fwdDC+P5FviunSBkpmiJN9Gf6MU+dwq+ZmCdPYuzbS/KZZxaXjeToz/QT1aK0xdYOH0gaQWXdQH6A8co4QggiagQhRFBZp8WgNguuFUSBxoJjxqsXp7kwUQYp+Q1d0NLZghobROgu3uQkJJNYZ84gQiG0jnaM3X0UR3+68LmZcIapWtBeual21/itEbalsrLolYroPLKviZCqkAgHp/GorvLrJ7qZqdjYnn/TEgjTn/407mweb2YarbkZNZNZFMxmZ9Gamojoi9+jZi+Pc51v25ooWbSnDEYLFroqqNgeubixYbF7vlLNdn3u6U4vMRifr1TrTaZQojG8S5dBURBC4NsWsmYuiKwAPz0/uSDozJOLbX/4y63izGiRwalAxPzU0fZ1BbPVqDob8wK7lljda3dyi6fr+Qzna5RMF8fzF9qfdwpvDs0wOFWhUHN4+lDbgpXCTqItFeZ4TxZDV7EcH0NXuLsjtWlvwpuF50s8X95UT9mt0pmO8MLxpR6wvi/J1xzKpkvN8djftn3G1w0aNGjwUeS2E8yAe4B/fc1ju+f+AVwCfn/+CSnlN4UQjwP/I/AZIAxcAP474A+lXJ6DLqX8IyHE0Nz7fBFQgNPAH0gp/3xbv80diBHSePa5Pbxy7hSmA56rEo4qhHNRnn1uD0bdhbKu6PRn+tmV2IUvfaL6+hd7TXGD+3dn6c5E6cpEtn1iWDID4aVsuStO7u4kdFUhElJRFYNPHmlf8Da6Efzww3GGZ2uULY/P3Nu54QozIQR/9drlheqZ3lyMyArVM5GQyqP7mpiu2IR1FTmy9XUd9jTMmkW4nKe3JYImHVxDx6yWKCYTDHsae1N9HG89jumazJgztMZaOVMdIxRtor35CH2pPi6enVp4z3gmzKVT0yAlruPhOT6qriwRjotWEUvRUZQYqlDQN9BicfXDWSaGAvFn11052nZvzdQb4GD3vVQulgCo2AqDhUEAWqIt7EvvwxkdXXht+O67gSA91J2aJut4/ELPL2zoc+Yr60bLowwUBjBUgyk/aG1tj7XT50n4+X/m3HiJiVA3Z1ue4cX7usjX5iqNhMC/9zcRqQjJ3Ls4f/VVnNFRhCIIdXUtGLgLXefJ7ic50XaColWkZJf40ZUfoQoVuU7QsfR93MlJnOERtKYcoV0rtFz6flDOeJMd4uOGtixVV1ODVuq1Eme3g8GpCsWag6EHn5cMh9BbW9BbA1Excs9RwocOomYyC62t/a0JcnGDyFxlybXMt22NF00KNZfWhEHRcpe1hxdqDhFd4eJkZUmSpudL3hya5f2r+XUNxud9+JRLl3CuXEGJhPErFfTOzgWRFZYKOoaucLA9SXfmxogRayV23ihK5mLV3lbFMt+XtCTCVG0X0/EI6xsXGFJRnWwsRMzQSG7x828GnpR8/e3AI0pTBPd0p2+aGL0SharDG0MzNCUM2pJhpis2V2drAMxW7R0pmAEc60mTiemcGS3xWH8TfU07txXz6myVr789TDSkUptwF9oybxc8KfnzV4aA4Pi3ryV+23r9NmjQoMFO4PY6CwBSyn8P/PtNLvMy8Nwml/kW8K3NLNNgkb5dKWLHND48V2G8nKS5Kcr++zrp27XyZH41L6HVeGhP03as5orU6u6Yz1dv3Kk8eaCFx/qbGZ6t0XaDo8cLNYepuaTKkuWymZqdRF3KZclyVhTM4obGfXUiwo9XEcxKpsPAZIWhiTzPtRXRnRJE0tDUv2CqflVNoBcmaSoMo58aQqR0fEdQVQ0GIn0Um66pDiuPUnWrdCY6F5IedUUn2RQBCeW8RbolwmQyRLVgoWoKZsUhlg6qx+aFY4DRSoGCqGKbQcXYeuh1Y+Fep8CrJRIo8ThKPEYlvCgopY1gkph+8UWcy5exBgfROztxxicofOPrSMdFa24i9NnPbuhz5sdOOB6RS+OEqi5KMkdf76Fg7OzA7L3meFTcQBwxHZ9sNITn+RRNl3QkqPYJH7mHjoN3YQ0M4hcLywQHRSgkQ0mSoSSO79CT7CGirS+01957j8pLLwNg7O9fWTAbPwkDP4ZkJ7TeDS0rxLk6NZg8G6RkKgrsXUNUnL4I46cg3bO5kIAtYjoeowWTmYrF8Z7s+gsAH4wUOD9eBuC5w+0k2+bEDs+BybOEvALE05BKgBpsm71NsTU9gFZKVu2JLW0PL5kO/9dPLjKSrxEzNCzHI2ZoNMUNqo5LSFWZrlgoiqBQsVc1GBe6Tur558HzsdvbkY6DGostEVkhEJESc8lz/W2JG9YyuF5i543iaHea2apDyXS2LFgpilhW3bJRDrQlt9UXczOMFmqUTZeooZGNhlY8n8xjaCohTcF2fVxfYjr+mq+/0YwVTU4OB5WPfU0x2uuqtBZuKOxA5n/vZ+7e+RX7hblxrNoes6bk5KRL4d1h2lMRPta3sePkrWT+RmjN9vClpOp4xBv+Zg0aNGiwZRpH0AY3jPSjD3H3EQf9gypKNIpbuz2qte7qSHGgLUnZcm9K4chMxWZousJE0aS3KXbTJxGqIm7KXem4sTgp+4d3R7ivN7NQWbIeLYkwYU0lHtZQr/NH+ea7I9SmrnBg8p+oDBZJqzYYcUh1w+EXyGtNDL30GrujJqrpokkHgYuMhQhFBE27TVKx4NB5bXVY0kjSl+pb8ODr2JumY28a6UsQsOtQFlVXiCZDqwo27XtStO/ZeJVYKKoRjofQDYVQ5PoO6aHeXnK/9ZsAaHaJX6iMUrAK5MJBQphQFEK9vYR6ewFQM2mkG+zX7tQ0vm2jhDbWtmaOjrDvn8+yfyJByPKIpprI2ZDpAGIRCCdxIxqWG+wPluvxySPBZMv35ZJ9U+j6EqP21dAVfU1/xCWv7Vj0b3OGR5C+j3BN8OxAYIW5ZMwqTJ2HZMfKb+TU4Ox3g79DUdjz1OoVadMXYfx08K/nQZAS1avCzEDwOW13b2jdN4LvS/7kZwM4XiCMHmhLbigEwHIWE2aN+Zal4gic/BoUroBVXrI/rTou17BWGq+Uku+eHOP9q3lGC+ZcCEmCyzNVxosmIU1hVzZGOhJiomRiaMqaQSZaczO53/rNVUVWgEMdSQ513NhjcX1ip7Rt1FQK++rVbU/sLNQcXh+cYaZiEdZVfvmeTo50pTf9PtNli8myRcVy6UxHd2xL3Xq8f7XA6ZGgKvcTh1rXDMgA5rYbueQcdquYLC1mVDXFDfpbE7Qkw2Si+pYrBRssxXJ9VEUsJLFfyPu4kxU8X94WghlAeyqM5fokDI0VGmkaNGjQoMEmaAhmDW4Yod5eUp6PeuUSuqFiRIMT90baGaSU1Nzahlo0bwSqErTx3AyGpiv85OwkELQf3qq77jea4z0Zjnal+PngDBcnyrw5NEs0pG1IMHvm7rU9sTbD3lwI58w/0V46iW35kE7A5Bm4/Boyf5l/zPwusbTEyApcoVJtaSJjlJgNZTFzJrOpMR5jGAhEpPrqsNUQc+0Qyabtb5dr7k7Q3L39HiWJUIJEaO33VUIhtKYcvmmit7UjbRs2IJhJx2HqW9/APXUGxfGI5tqITZaxCicpCCUQCh78r+kumXRJeExTltwhvxntJVpzM2o2g9bcjJ7U4Kf/EaQL6W449vngRZXJxQWSq6TuRTKghcC1A9HLLgcBAiuRv7T4d7oHZfA83Vf+AdT3Ay+3lkNLEzrnmJ8QbaZVTFEEzQmDkXxQzTdWNDcUoLKnJU46qgeTMeEhXRtx8mtw9Y3Acy6chtlLUBoLFnjgKwuVm6tRtV0UIQjr6orHP8+X1ByXouni+ZJH9mZJR0ML/mTJiI4vJb98TyfJsMY/vDeyUKm2a4Ugk/JPfoI9OITW3ETk2L2Eum5NYuJ8Yqe0bcKHDiEUBdnZiXn6NO7IKKUf/oj4Iw+jxGLX1bYpBJyaq0oK6+qGz8PX8sFIkbcuBZ6MD+9tum0Fs6q96Jm2kWqx7Tz/XC/9rXEiIYXJkkVXJkImFiJzB3nr7QRO9GY5vitD2Xb53g+v8vJwsL0UdmAF3wcjhf+fvTd9juS+zzw/eVXWfQMo3Ed3oy92N8km2bxFkZap056RZMlrHbN22OuxJ2YdG+sX825i/4eNmNiIHcfaY4/lHY93bcuyLesWKYri0ewm+z7QaNxH3VVZeee+SKAANK4CGkCD2vpEIFBAVWVlZmVl5e/5fZ/nSyQgEw363cGXP9fLFbtt2rRp0+bhaQtmbfYVSRJ58vUBZKU1C4PlWtws3OTDxQ9xPIffOvFbW17Ye57HXMVgqqS1bCk6bHTGVkLd5yv6I1yT/SW9dFGvr7K8PooQ7VFxhqKwSEdEINj/FOh50ApQm0UojPHpkxXeXFCJn02iVGSESAjJMEhIGm/FJcRQme9Ofo/Xuo4RklcJYJe+Ba4DwQSMvOJX2XwMqZpVSnqJsllmMD64rWiW/OIXEZZEsrHyGPnZ62i2xtnsWZLBjatYjLtjGFOTiJZDdbiDrtQIwUCiKRQYd8cIHh+lM7bJgLwyDQj+vlZCm1ZsWY6FIAjI4s6/6gRRJP21r/l/aAV4+23/tr4qCP6Jb4CWh8oUxDaxGgkC9D3tC17RLtjKfn7yC77YVLoPiT5caRxHWjo/uDYYZV+AA968vUhVtzEdlwvDaf7m/SkykQA9yRAvHmvNst6bDON6kIsHibVo2Xm8f+U9LX7rW+SnbiGVPyI+YCGNnAdBBM+FmUt4xfswfx2h+8yWy3z3XpFLEyWOdkY5P5Ra977LksiJXJzuRJ5ESCEZ9o+35Xwy1/V4ebSjGW69WaXaMk4+j1uvY9brhM5svm6W43J7vrYmL20vG6Isd+wUZBmnUkaKRhFkBSmRwC6VqP3oRxi3biElE7i6gT2zO9tmTJWbtkLdcmhYzo4C+peJroooqBkPLx7s9/7djJ5ECFEQaJjOxy52YT86TD8qdivcHgSiKBAPKqSDAqcyEq+c6SZ1yLpQWo7Ld6/MAf658H9+beuGWW3atGnTZnd8vK4U2nwsaVUsA8CDt2bewnT8vKrJ6iT98f4NH+q6Hn/+9ngz2+pIR7Q5kPo40RkLcqonTmdMPbAZ+xuzfov3kY7ImlnJg+DVE53kayb5ukFHbOsOkK1S0kx+fHOBTMTfh0c7NxerMlKDTAJwO0BRwA37ooYcAr1ERmzwiXOjiE6OSGoCTTdwAyrvBWUCUg0hEGPW1TEdc0Uw8zzfjuYsVS4cfW1PtutR8MbUG82w/08NfooIKtpbbxE8dQq5o2Pd44VVFWVX81cZr/hVUn2xvk0FM7dSJickaHQoqOEIESWCIIpIiQSuVsetlDd8XpPb34fyJE7dQA+cQxr0101OrxXNr+Sv8Nb0W0SUCOc6z3Gu4xzgC2kVs0JACmwrCAKgxv1jRJRBVv33eznsP5JtdvHclOGXt38NgFjO/xm40PyXoWYh0QvhzJqH3pyrUtJ80aI3GUS3HKZKjR3ZyFsV1jbCc13sQgG0Kna+jHCqrymW1a9NYdzTcBpXSGTu4GZP8catRRqWgyQKazoPO67HtZkKtutxfbbKie44bPCWJMIKuXiQ+wVtw3yy5KrBrLIksG243p7X7OIJIKVS2IuL4Hlrju/Zss7/8eM73JirIgBd8SDHczF+/fHePTtPi0sdO/Wr17DLZQRBIHD0CE65jBBQEGIxPNtGu/gBnmnu2rYpCAKvnewkpEikI4E1XUt3QkdU5WhnlGhQpj8VYrFmUNVtwgGJREghuIPlzpZ1/vIX97lfqFNp2HTFVQYzkT3dv5txYSSz/YPa7Bk/ubmAabukIgH6UyHev19ksWaiSAJffXqDbMhDhCwKHE9Lh7LTZE1fqZSMBuVDKz62adOmzcedtmDW5lChSAon0ie4vHAZRVSomJVNHysu2SaXBbPrs1WefcgLYc/zqOg2UVVGOqCuQgFZ5PXTu7N87HaG/tJkialigzdvL/KZM7kDtYFmoyrZqMqGo+JdslA1uLtQ5+5CnaFseEvBjFAS1Chu4R75ag7TEoio3cQ9ELPHIJQkkR2FqWGsiQWm5CrVYJBuD2QxzYdqglePf4mEuir3xtJWxDI5gO0qjF+cJ5oMEk2rRBJrhUHP9aiXDVzHW2PTtAyH0pzWtDCHYgcvACdMmeB8BUk3KUdnMCYNGpc/pHH5Q9QTx4l/6lObPjeirAS7a5a26ePEeIJwPIM82SAV7aNm1yloecSFCTIjpxDj6zOFxvN+hkwipJBqlBABq6ihLdyGG1OoR0aIf3Ztb5eyUcbDo2bVmrbFd2bf4Z3ZdwB4quspnul+ZvudIsnwwh/51WEHPCiZ73qZU0++su7/AXnlcz5bXptrtBN2ew5x63UERcFTgoiRCKI+B9NVsOq4iyJOuQrBBI4BAjSDylevN/jdiCOqjGb6wdSD6Y1t+Ks7aW6VT7YdgiCQ/u3fximXaVy8SOG//Dl4HoHBARK/9mvNffK3H0zx7niBqm4TVCQ002la+X7nxeE9qYRSR4aRu3N4to27sICgqlj3JxDDYQL9fQSGR9CvXAHY1La5XI25HavP8Vemy8xVdGJBhaFMpOWJi/50mP5V789Pbi40LZovHsuu69y6Gcv79/vX5qgZ/v6tmzaFuv9dvlf79/9vOK6H53nIh2zf3ZyrUl0Sd77ydD/XZvxOzLIo4Lpeu4PjLhEFgVM9caq6TeQRNqJo06ZNm1922oJZm33DnJhAe+89PF1H6e8n+sILLT3vTPYM8UCc4+njqNLWF/IncnEmiw2OdUYZ2GSgtRN0y+VP3hhDECAVDvBvnh966GXuF7Nlnb/9YKqZ1RNR5WZWz1Yz9A3TYbrkt6EXBOhPHVxO3PLgvFAzSUcVjnbGWhoY2Y7LTFmnqttYjsu5/rWVS/mlgRZAOrLN4C87SkXNsVi6jTn3CxbtMFlZIy+rpBMZUkvdMueOvsJ3ipeYEWQ0WyOsBOmOdPLaud9mJH187TLlEFz4fWgUwTGplU3ykzXykzUiSZXTL63kidSKOtd/Potru+vua1RNxi75uVjRdJBTL7QWmK5VTCzDxjJc0j2RhxqApC/dp+vSFXRb56d6AWMhzhEvgyRIKJ1b9zYdiA2gSioRJUIusrkIrI4MI8Zi2PPz6ItzzEt1ZM3ESyfo6ulGHRn2bZCW5udiJfr4+d28n7fleXwjliEbCeI0FvyKL0BKrx+sW66FgICH1xQ4V4t6VbPa+o5R9j5/7mF4ZiiN6bioskhvMsxLo1kKNZOwurMqn92cQwCkWIzM7/4ubrWM+9P/BMX3IH8T5BCSqYOYhGACV84QlsVmRZhpuziu15yQSIQUvv7sIPNV//O92bG7USfNjfLJWkEQReRUitDjj6NfuQqAUyw277+zUGO61KBm2HTGVARB4GhnhOmSznSpwZ2F2p5MMgiKQuz11zHv3cOcmMTTNNShoTV2y2pXJ5V/+AekRAJhKb9uR9WYG3A/r3F91j/2wwFp15W+2qquvDupWlvev+BHEiiyyEg2wmSxsaf7d6/QTJu7C3Vqhk1AFvetY+pueW+8wOXJMpWGzasnOjnT13rTmP3GtN2mWCYKArl4kKgqUzNsbNevED1MGWy65aCZDvGgfOiExwdJhJVNJ1tN22W2rFPR/Srk7RpbtGnTpk2bzWkLZm32DVfTaCxZSYxyHWfkLKYFHQNbVxYl1ARnO8629BpHO6Mc6YjgAbfna0wUtIfKQqku5bIsO64OK8sz9BfvFzFsl0RIaXaMg61n6GVJ4PXTOe4u1DEdp6XOeHvBbFnnf/v7K8xWdHTT4cnBFAPpcEuDc9v1+Ov3JgFQJIGzfYk19oOTuTjJsEKhZtK3jQBoT77Pj6q9WO5RAuY0qtvgmp1GqQQJjdV5QvoOoWef4juL73E5HMUUMsRFhSnXYiEUhfItRnovrO22KIoQTvs/QO3GyuA7mlq7bcGogrvUmbBeNrEtp2lbtoyVAaiyA+HjxtuzWEuDklhmAPUhumVGElkM22BBW+D+XJ25zhzPVUzOGZ1kjh/f8DmuaWLPztI1s0hfVzeBnqEtX0NQFAJHjyBduoRXrRAoabiyRDkXI/a5z/oWs0v/L8W5CcbzGh91/ysWlposIAgoj/8GhBSUnknC9+9jF4vIG2Q5/crgr/DJ/k9SNavNBiKxQAxREIkFYgS3yhNbwpqfx7x7F2tqmuCZxwiOjvoniOqMn0km7sHMvmP7dsYNAv0341jX2vNoCIn4Drrk7eYc0jAdLt4voioisaDCaFcMKZ5Eev5r8FHQF4xtHbUvi3LhJaTnv4GYHQLgtZOdBGSRkCKx0am1Mxakc5ui0606ae4GKR4HSUSKxpDS6WamUlmzqBs2RzqiNCyHWFAhG1WpGw51w6as7V34t9rfT/d//I8Yd8dwyiWkRHJNoL/SlUOKxjAnJ/F6e0EQcGpVnFKRQP/AhtWY21FdZeXayTHzINlogMFMeElgaH05y/s3EVawHY+jHX4jiapu7/n+3Qtqus2/XPWzorLRwCMTzN64tUi+bpCNqpzqjjeFJsvxmvbsUsPcahEHjijAv36il4Jmopu+JfvVk52oskg2qu7IxnsQTBQ0vn15BoCT3XE+rmlxmmnz39/3r5liQbktmLVp06bNQ9AWzNrsC9bcHOV/+A761au4ls3d+SzK3HdRR0dJd59GUvZm5k4SBWbLxq6rJB7EtF0iqtS0Bz0KWgnCXZ6hN2yXx3oTiAKYjsv1meq2M/SKJHKyO87J7viBtRtfHpyPLdbRLYegInEvXydf861k21lwVFlshlZbjodhu2sutBNhhUQrgbyNEsWPvktstsAtJ8ZC+tNYRoO6q9J/5wbdYZm5a7cRu1VmmMFwLU71PIMoiLiey7X8NWbqM4xNv8to77ObqqqZngiyIlIrGsSzDwSYKxKRRADLcIhnQji2h7y06kpQItMXxTKcdTbOrVBUqSmY2Yaza8HMci3ealzhvlqhEPKoBwUWYxY/6jQopuJ8LSCx0bukf3SF+ptvAhA8eYLA0NCWr+N5Hm65TOjcOZxSicJiGCUYovu1l5E6l3Kk5CCeBw3LwWw0IAQD6TBV3WoG1Af6+gj09W35WpIorclS64328vtnf7/lvBdrfBztnXf9ZaWSvmCmFeC9P/UzzdLDcObL2y9o+gMo3IHaPJz4vN9tc5n5q3D7XyA5CLmz0LG9xe5hWT6HaKZDTzKEZtqkwwoFzdr0HFI1LN4eKwC+cDC6LNpVZ/xKwNxZ6DyBNPQi0lKl5jJ7NWDbKp9spwiyTPb3fx9BWjtoT4QVIqpMvm7y5EBy6fO/kpfW0rlmJ+uhKJvaKtWRYeSebqz5eepvvIFnWbiNBkpfH/JyNeYOeXIwyZHOKFXdWpP9tlOeGkrzVIs2zNUs719JEOhOB5sdT/dr/66mpJncXawTCcikwkpLAfqrmx1UDXuLR+4v44U68xU/fmAgHW4KZqvfw8aqqr/DgCyJDGUjDLFS2duqffpRsFyRBaAuXaeWdJdvX56m3LDoiKr86i4jNA6S1devdcNpW1/btGnT5iFoC2Zt9hzPsih/+9uYd24jhkLI3UkCDQtz1p+h1YrDxLbKmNoBD1NptRF9qTD/08tHcFzfOnRQeJ7Hz+7kmS3rLNaMbde7OUMfUrAcl3uL9eb272SG/qBCYlcEPqdpcTrSEWGi0JoFRxAERrJ+JWFUldm1zjf+JoZhYtku4YDEh94RPFVgIARen465MIGuhnH60pTvlFloLDBdm6avg9B9AAAgAElEQVQr0oUiKsRFFW3+KpXCAgQ7ILtxV6pQLLBl/tjxZ3NIsrhu/8czIeKZnVv/okkVWRGRAxKitPv3dKw8xu1uuP/SEIPxQdSlxgbjlXGmjXnGymOMptYP7JXulQGENTO75WvYrs2fXf0zsk/E6crnGP5A5Oipkyi5HIGRIysdLSMdEK9RLidwRJneZIgvnd9aHGsFUdiZWK/0rNhirfv3oDoHM5f8f7g7GDyXJ2Dhpn+7NrdWMCuNg23C4i2I927w3CnQFn2hbvAFkB/ewrR8DgkFJMYW6wAEFZFUOLDpOcSwVs6J6urKkPoC4EG0E3rPQ9fph16//cIuFHx745JI9qBYBg/mpVV2nZe2FwiKQuLznwdAe9fCnplFisdRlmyb2wX+L+N5Hn93aZqFqkHNsPnDV46uy5NrhXuLdRZr/jLO9iWb3Y93wur9m6+Z2I63Zv9mIyo/vD7PC0ezLa3jTnL45ioGP77h296PdUX5/Nntbe8hReJUT5xIQCYalB9Jd0fH9Zp5rcAaG+1QJsI3nhskEVLa2W8PiSAIxEMKVd0iEVKoAI4HY3M1//4N62MPH7IkMtIRISD51cCO5yF+TNa9TZs2bQ4bbcGszZ5j3B3Dnp7Bsx1C588jiCLxcoTaxAIR3cOenIDOky0tq2E3uJa/xnxjnk8PfXrd/Q9WWnkedMYcbs3XdpWF8qja3AuCwK25KsWlQWq+Zm5ZHbc8Qz9e0Fio6tiuPyAqNyzO9Cb2dYZ+NywPzkeyEeqmX2GWCAWohFq34HxmVWe9XXPkVbyKjbzwEy6K5znd7Ve9hAMyHzhPcPTEGZ48mUYKi9StOpqlMV2bpm7VOZY6RqU6Sa9tEw8E4O4PIT3i2+h26OHdUefYFhg6u/tuh6upGBU0SyMtJ+iZtZA1EzsiUIpF0SyNirFxEw65owO5qxOlqws5173lgHKxsYhu60yiU80muPDv//3GK3PsU0SHXZ7SLV5UJNRdDO73Armri9DZMyhRUOZ/DO/+iX9HKAmNEsRby5kj2gV85N+uza29T8uv3E4Nrn/u9X9YeUzHCYivfBZ0y0EUhB2LH8vnkMW6uZTyJtAwHTzPZDgb2fAcEgvKPDuSwTBMEloZ1zQRAwEw6ysP2q5j6BLzVZ13xoqc7okzkA4fSPWDa5oU/+K/giQiZ7Ikv/IbGx6ne5mXthcoXV1kvvlN1KFhqt/7HlIySeTFF1E2sCFvhiAIlDSraccsaiZdLVRXPcilyRJ3F/z3uzcZ2pVgttX+/cLZHr5/fY7pks69fJ1fPdVFRbc3/U7eaQ5f3VwRucMtBqULgrDrxjx7hSjAb10YYLFmUNasNRXWQUU6dNbGjytPDqR4ciCF43q4nsebdyGiCLA0SXeYLK+XJkqIgkAsKNObCq07Ly1/xtq0adOmzcPRFsza7DlupYyr1deEFPcl6piVPIJXRHVqLS3Hci3+4tpf0LAblPQSEhKDiUGGE8PN/KjVlVaLVYPJYoOALO640goeLgB7L+iKB5uC2ULV2PI1V8/QVxoWmumgWw6ZaGDLCgjLcR/JDPRqi9MTA0kCkojrcSAWnDUoIXLnv8C/VIepT5sUFuokQgp3G3U/U6W3i6Nnh3GxkEUZSZBYaCwQV+Ncy18jEO2iu15lWIn71TSOCWIQ3vk//WqjYMK32wUPT2D1ToircdJViP/oI3pLAUQP7KCCFdaofOJx4urG2yXIMqmvfAWAd2ffpTb5YzRL4/Wh15EeyPjK6yviUGd46yYCgaWcm7ULuLOyr8OZNba/1VTNKq7nNjPLdosgy0Q/8Qm/uqvyM/+fagye/YMloahFoSd9BE6oEM35672aJ/+Nn/9VGvfvf5BwekUwaxQg3s3dhRpXZyrcWqp8SIQUnh5Ktxz4vfocUqy7xIIyjguhgLTpOSQZDvDckQz2wgLFb32P/Ft+BV7yS18Fq+FXmkVXRBzP83DrGoIoIIbXZgtena5wc67KzbkqZ/sSvHaydfFntziLi0s3XHCdLauE9jovbSOs2Vn0a9dQcjmUnh6kxObvnaAoRF96kdCTTyAlk7uqcEpHAhTqJqIgUNWtXQlmsT2yJ262f+8t1v3mHsB0scG33pmg0rCa38nxkMJLxzqIqBJDmciOK8w7oirn+hPUDWdX278X7GZiThCEVR2mf3moL3VJPaiu5K0iiQLLaYuqBJ8+kSMRUkiElEdSYbgRb93NNy24v/fySLu6sE2bNm32ibZg1mbPEeMJxHCkGVIsiCKe6+KUywT6+loOKVZEhZSa4u2Zt6mZNcYr44wkR+iOdPPZ4c/SFelqCjF3F+uYtgMIGLZDzbA4kYu3LMTstbVzN5zpS3CkM0pXLEh8mwyq8bxGdyJEI+fQGTO5OVeltyfOaFds0woIz/P405/dIxaUGemI8nh/8sAusFYPzq/PVPfU4vT+/SLXZ6qkIwFOdccZyGwd+q9IIp99ahT7vXFqN2/jLlQYiMeJDh7l15r7TuU/PPMf+POrf87d8l1igRgRJeIfe9EjKJlRiC0JG57nVxq5tv9b/vgOaIbCfZx6fxHhVoXwQg07EsQVPbrjKn2xRYZe3d4SeSV/hbrlV6BotkYssDbJ/VT6FAOxAea1ecLyLjq03nsDKtPoE3ms+Hmk/lECQ0PImbUi1KWFS1xeuIwgCLzU+xKPZR9r3me5FlWzStWsEgvESAdbyGEKJnxxTo371WWeB4HI9s9bJpLxfzZCENY0jVhHashvLhDO+FZVfLF5WSxb/nsnrK7y6dpgkmCrc4NdKKysenDpeFdCkBzwb1sNGm/9kPrlm3ieTPjpp5kZOcWV6QoN02E0F2t2aQS/ectB4JkmUjyGU6kiLR0vnufhVio4xSKurhM8caL5+L3MS9sIa2IC/aMr6B9dIXjmMWKvvLLl44VAADmwezvu80cyPH8kQzIc2LVAMZAOIwoCkihQ0kxuz9eIB+WWssAeZKP9e7Qzyuunc3zv2hwNy2GiqK35Tp4t61y8X+Tx/hQvHss+kOXpd2L9aKq8aYV5fzpM/x501N4tj3pi7iBxXI//8tY9kuEA6UiAl45lm0LTP1+Z5d5iHc10+K0LA49MvGwFQRA42X24JsEsx22KZaIgEG5XGLZp06bNvtEWzNrsOatDivWrV5ESCZxiEURxRyHFlmsxXZumZJQIy2GyoSxT1SkWND9/5Ounvr6u0sqwXWzHJZcI7kiIubNQY6rU8C2NfQmCsoQHW1547zXbdXdczcX7RSaLDRzX48JIhs+d7d52pnq+alDVbaq6TaFucf4AO33tp8VpvqIzt/TTkwwywPb7MaOX+Vd3fkr+9m1M3SQQi5KRZkidTsLSoCUXyfFH5/+IsfIYFaNCXI2vqW5sYtZXsqyUIFffziPJItGkStdIfFP7peO41Ao6lbxOQJXpGo4zc6eMJAsoqkSi82Bsaqtx700yaqYpaAJaKoaLhxcPkXIVcmYa994kbBJOvkxYCTcFs7pVXyeY2QsLRCIRjiSPNP/XsBvcLt6mYlYQBIHne55f85wPJ8u4nkcyrNCrlZABc6GGkZ+CiTxCMLhOMFu2j3qeR1BaOxh7f+593pt7D4DzXee50H1h+50jSvDS//po2uf2PeX/rGIjC2YmujMxZddVVIKAnM343Ukf2O+M/RTuvYEwUcArCpAcwCkVqeh208rXlQjypSf7uDpTYarYoH8H576HITA0RHpoCNcw8Kyljsi6TuHP/ou/WYqMevz4gVWPWLMr1lwlt/+Wv0xU5YP7Rf7q3QlEBE50x3jhaHZH59+jnTGOdsaYLGr8t3cnuTRRpicZ5KtPD+zJOgqCwKmeOJpl83cXp9eJYTNlnYpuU9RM5itGs8JcFATAw3W9XVWYHwT7PTHneR5Vw0YUhJabFu1nDEW5YVHU/J/FmsHLox3N+0zbRVsSfBZrxqEWzA4jrudxYThN1bBx2oH+bdq0abOvtAWzNnvO6pBic/w+xq1b4DjI2cyOQorHymNUrSqdoU5OZk6u71S4FEC+LMRkCpo/+EqH6EuFdyTElJc6wxU1i0sTZUTB7wB2GC+8i3WTyWID8IWoTxzvaOnieKFqIAh+YcxwNnLgF1gPa3FqmA5ji3Vqho0iCTyxJPjl6yuZIhvm6Uz8AjwXep8CSW42pTAuXUK5e5dgJIJQUjFqJcqiQOab32weo4qobBhyvwY1Ci//MehlbK1G7ef+4Key2CB3dPNqyuqizs1f+AH54YRK52CMiWsFljsaPPW51rvf2ZZDrWBgGQ6iJJDp3V3FjlspEzQ90rEcEdnFcR2ko6NE6w6S6eFWytsu42z2LKZjElEiJNT121/7wQ+xFxdRunNEX30VOZXCqJa4+NP/jlqsI8fi8JXnfYtfbQ4snevXF5n0OsHz+J3cURLUccwpiPjVTXJ6fWWWKqlElAh1q77OShoPrPxdNasPPnWLHWTjTl5GsGoIsSw80AnyIOlLhvnc2W4CkkhYlRAQdtXxcDdVVMHRUYKjo3iOg+c80JUv5H8upagKxiJCIACiSGiVcNwwHTpiKp+IdTwSe5OoqqD6x44YCiGGgrgNHc+ycWs1pFhsmyXsDeHzT6LkurDm5g9EMJst6/zF2+PcmKth2S6XJyPcmK3uqrppdTfGUGDvLyUdx0MzV4thfiVNJqJgOh65uEo2GiCiyowt1nE9j6JmEZRFbNfbc6v/Ys3g1lyNmmHTGVM515/c/kkPcGuuykRB21FF3DLbdTn8YKLET28uYLseTw+lefHY9lmC+13tVtjiuzkbVbk9XyMgixgH2GBpK2qGTb5mkAgpxILKobOJrkaVJZ4/uvV7XDNs7i1dM4UDEmf7dn7MtmnTpk2btmDWZp9YDinWb9+m+Bf/FUGWsaMZikUXo1Ag0xslHN+6GmI5gDyuxpsZRKIgElfjawLI9yJrJhaUKWsWuuUs2Uv8ToUHnrHVAomQwq8/3sOHU+VNZ5Jd1+N+QWMou2IZe6w3wZGOKGOL9V0NrPeCh7E4VQ2Lf77iC0yZaKApmH3xiT7ydYNC3VyX7yLZGoy9A44N0xfh3G9i3F/Anp7xu+Wl0/5gXZbxDB1rehrj7hjBbaqo1mCbMPFzECTqjSh4ERBEwvEA0hbHYCwdRBAFPNdDq5jodasplskBaUeCpl6z14hvWwlmjuNSnNEwGxZqWCGZCzfXc9lOLYXDRCIR5FQKOdWJPnMVsQU7tTE2Ru/9WayZWaKffAUlubbjp1OpYC/4FaLW3Fwz1ypUt+l4fwzPAzNZw3ItlMo0XP6/uTJdJkoOOj8LgkD49GdAEolmXsDO53GKRaQNBLPXBl/zX8ex1uWoxdU48UC8dTsm0PjZ99F/8FfYU2PET8ZRhwcgPQxnvtx68P8yrgu2vmTjLfidMR8Q3jzLQp6cRGg00Lt7UEeG10w2JMLKvpyXPM/Ddr0Nz58fTZUp1E1UWeRYV4x0JICgl4Dgij010QuCiNw/Qvr4y4inPuV/xnSLL5zrIRSQ1pyzDkMWkNzdjWeYSKmDHVAqPT1rurC2imdZWHNzWJOThM6eXZcPtxHL1U03ZmtUdD80Pl83uXi/COy8uimiypzuidOwHLr3wUq4HLdwv6Dhel5TXArIEkc7w3zqdI4jHVE+nCozVWpwebJMUJEwLIejndE972ZarJv8/K6fIzjSEdmRYOa6Htdnq3zrnQnGFut0xNQ1IuB2E3OaafOffzpGOhqgJxHikyfWZz+qS0IhtBZMfxAxFMNZv3tnsW6uW9aZvgSnuuPEQ/KhOAeA3wH2X676VZ/HczE+u0mjIcf1DrWYtkxJM5vb050ItgWzNm3atNklbcGszb4hKAqhkycxn3kac/w+C/RQv7iAFI0SCMnbCmZxNU5YCTNVncKNus0Ks6JeJB6Ir6kaedismWNdMV4azfK9a/MU6ia5RIiPpsp7krG1GyzHxXJcwhvM3IuiwEhHlJGOKN6SwLKauYrO967NMV8x+PL5vjV5LaGAxKmew5XF0Srx4Io4sNzpDfxt6guE11paHYtI7R6pwgeQElbC4dUEbuU2rlZHDAbBsfFcj0B3N55tM784zu1bP+SxwQ5SwRYsq/d/Dj/736E6A6lh4qEUZ6ND1Ho/gxDbWlySFJF0TwRJFolnQoiySPfRpF8ltsOLcUVdGYzYprPp42pFg5vvzFIr6FiGg6JKRNNBRp/OEU2pa+zUnmniWRb61at+dlILdmrj1i2MGzf99ZiZWdfFr1YtIHR34c3OE+jv9yt9AKWjk1w4hyRKqEIIz7abWXCW49Iw6kwVGyTDK58HpbcXpXf7LmDKBhVgvdFevn7q69s+t4lj4V79Z+yJ26AtYk2WULkL1Wn//mf/oLVKs9o83PhHqM/7IlnmGNz+HogyDDwLwy8BvphY/Pu/w3n7J3hGg7HxG2SGjpP6wq/tqDPiTpgt67x/v8hUscHRzuiGg/I7C7WmrTITVf2qkWt/C9U5CITh7G/6zTBe/F8Q5ACrZcp4UFnzGT5MJD73uUe9Cjui/PffxpqaAkDOZFCPHdv2OcsdpWMhmTN9cSzHtzjfmttdR+meZIieBwTxvWR13MJHU+UNcy9XW/01w6aoWaQiAY51RTesMPc8jzdv5wkFRMIBmRO5WMtiTXRVs4PaFs0ONrI4zpR0/vnKLI7rUV+yTPYvZcG5S92tt5qYW6ya2K7HfMVoCm0PsjwJFgpIyOL2Qtfy8VA3HDw88nWT47kYd3bZYXwjJHHzRgWtWkYPkoq+IlgmQmvfi/mqzg+uzVNuWGSiKl8+v32e56Mmpm58zdSmTZs2bXbG4fvGavNLR+Sll4i9FsCesdCv+WHRjer2M6DDiWG6I90saAtcy18jrsYp6kXyjTyO51A369suo6pbKJK4bct1RRL5ylMDqLLIeF7DtN09y9jaCWOLdd64tUC+bvJYT4JfObX14Hiji/137hWYrxgA/OD6PF+7MID8S9A9SZVFTnbHCAdkokF5c4tKZRo+/Gu6p3+O5Gh+WHt5Ao79MYhis4pKUBTU06dxlirNtBvXWAzXmXTn+Oj6t/jisS/SFdli/9umL5Yt3vArheQgglEhWJslqDpw9A+23aYjT6wVJfpPtlbt9CDyUuaZEpBQgptnpt18Z5a5sTKO5aKGFSqLDepl/1g591o/0io7tT09g6vVCfT1Ifd0t2SnVrq7m4KZNTND6PHH19z/lnmdsaOLZI7GeD57lGVJUVRVjr3wWcRoFDmbRZECEIhQVru5qCnc1VSu1Muc6I7xJ2+MHXxA9uJNlEANzzJwrCCNgoSciaPaDkJ5AhZvQtfp7ZcjBfzjE6A66/8N/vGzVKHlWRZTf/Mtpn72Pey5eWoxGfdWify9K/Qt3mDwsy8gDD4Did49zR8ybIcbS0H8k0Vt48dYK9apoCL6lXL1pe6dpuZ3DxUEkDeeDDFtxxcsFIlkZO+7Tm6FXSziVipImSxiJHxoqlp2g9LT0xTMzMnJlgSz5Y7SHVGVbHTls7Ob2IGL94uUGhY13eZTp7q2/X7dDa3mXi5XmB/rilLTbY52RjnWFdvwuDJsl3fu+dcgAVncUZB7MhTgmeE0EVUmGdr4PLiZxfHXzvXQmwzhuB7JSADH9W2Y4YDEVEknHpS3nJgraivXS5t1yeyMBfmDV460/F4sHw+qIuJ6HnXD4e5S1+jDFkNxUERVmd5UyD+fPvAey6LITNmvvpO07a9fDwPRoC8Kx4LKmu62bdq0adNmZ7TPoG32HTnlV+pEUg1SuQihmEI8u/3MtCIqfHb4swDM1GfQLA1REEkGkxxLHePnMz9nKDG0YSWQbjm8N17k4v0iZ/uSa8JmN8O/8B55KGvnwyIJAos1/2JsrqrvahmfGO1gPK/huh6neuIf64HhagRB4NOPbWyRaOJY8OFfw+Q7hPQ5LDnqZ2FJAT/LrPf8mioq4+ZNpEQC4+ZNGoKFlgmj9aRIB9N0htdX2Kwhf8sXOVwbYj2Q6INkP8xc9gW6VkWUPUCSRI5f2DoDqTSrUSvoOJZLx0AMEHBdlfxkjVpBpzSrkemNNu3Uxt0x3EoZMZ5YZwfcDKWvj/Azz6B055A3qISa0+bw8FikRjCz9jMZ/cQn1vxtBRJ8y3qJd0MFzIDL8XCAkmbt2kL2UDRKYGt4ggJYWCWL0hUbeaZO4vE8SqPU2nKCCVCCYOl+RZoS9qsftbzfCROo37nJ2M23kWbmMEUHVYOpoyIdE3nGbvyCbC9E0wPMkuHPfz7OYk3HcjyiD5k/1J0INSteqoaNabvrGgs8MZDkiNjALJaJNhJ4IQchkgVtESTVrzLbhOX8rB/fXMDzPLoTIc4Ppg5M/DRu3ER75x0Awk8/ReTZZ/f9NfcLpa8P6fZtlL5e1JGRlp6zmcVxN7EDH06VyS99T10YSe+LYAatxy0oksirJ7avvNRW567tcJ1DAYkXtsiM8i2Ok/zsdh7b9eiIqWssjp95LEdfOsRvPNXHP300y4dTZe4s1FAkkWRY2XJi7lx/kuO5GAtVA1XZ+DGSKKyznm/F8vEwXzWwHV8Ir+kWmmlzvCt2qGIoDoqzfclNbYvxoNzMgNUt55HbMi/eL9KwHGKqwkhHhMgGFXuSKPCZTWylbdq0adOmddqCWZsDI54JEc/szMLRFeni66e+3uxUGJbDfLT4EXk9zycHPrmpbW6yqPGLMX8m+YOJEuf6k+tmDD3Pw7DdNRf7D2vtfFg64/7ssSCA67EmEFszbTTT2XSGeZlYUOHTj+XIRPxA5I+mylybqXCiO8bpnsSBCoD7je24a6vnFm/6YpVtUI2OgCBC9wDMXGqKWELXaRKf/zyuC8WJMoZmoXZ1ke1PkPyVZxC8cU6kTmwvNDZK/vJTw5A727QQEkyCUfPvP0QYmtW0YVYLBlrZQA0rqGEFy3AwVlUUCIqysxy3JeRUCuPJ07w58wvqU5dRRIXXh14HwHRMglIQzdKQRGnb7LBly5DtepztS/qB37UbjM8VMGaz3J2Jcrxv40HyvDaP5VokAgkiSgRBELbMbtsOT4lSuVrGzDfwPAUpKGLWRKxKAeQgmU9FaWnoJAhw9qugxv1mEcsYVQj4f09N38TKF5BdB1XxhaQuEtTDNdBNpioljtQW+H9uT/KPH83guB5BRSITDazPH3IsWLgBehlCyS2bFARkkdcf6yIdDpCNqhtWbx7rilG7eYnGtQ+wrr2NduEZIs/8tj+K3KTi1zVNjHyBf3x7nDenbSoNPz9rptzg4n3Wru8+Yi8uNm9LyUeb5eNZFsW//EvkbBY5103oicd3NLGh9PaQ/vrXdvSarVgcWyUSkMnjC2Z1w4F97JGwl9/JqizywtEsddNG3ePj7e27BX54Y4HZss6xziiDmciaQH/Ncnj+iC+4/c6Lw3630ncmURWRdCRAWN1a7Aoq0pp4hYdl9fEwVTKxHQ9VkegMK3sSQ+Eu5altFy9gOS7FuoksiRs37TkkyJLIV57qJxqUiamPPnftynSFhapfHf4/xAY2FMzatGnTps3e0D7Dtjn0PNipcCQ5wpw2x2B8sPk/y7W4W7pL1awSV+MMZYbIJYLMlnUy0QCG7QBrB4o35qr88PoCnzzRwfGu1rNM9pOgIvGbz/STjgRQ5bUX0B9OlvnZnTzdiSAXRjIMrwr0f5AjHVFmyzp/9c4YV6Yr3JqrEpBFjnVG+ePXTxysnW0f+W/vTVLVLdIRlddOdJJqlHyxKpgEc+n9FMR1IpYRSDLZ90lK9gJW3UCJqNT7OhhN9vL51JnWXjyU9EUPLQ+SgmWLiIKDpJcgNejfv0P2s2OgGlaaYpnrGAiCgFYxkAMSiY4Q6h5WFFwrXAMgKK8cZwEpwFdPfBXLsSib5WYjj81Ytgyt7pLXU7tCpzVN9M1Z9Pm71M6eJXT+KaTo2s/CxfmL3CndAeC1gdfoFYbWZbcFEiLpx2SssEY2mN3SfmtUZGxNxnMgmJMQlBCe1UCfBVuTMSoywe3j1Hw2ahCgrigOtSBoYYmwJIPnooVknIhMdFqinlKpDT/GWOAYM+UGjuvRGVMRBIFzfQmuzVRX8ofCNb/asjzhH/tqFBL9WzYpaEWYcAr55m05k/FvCMJaARCgUcS8+i7lv/82eTmHYETRs+ea6zvaFWWy2NizvKTtkDs68PQG9mIeObu+UsiansYuFHGKRSIXnvG7e+4T9uIiTrmCU65g5wuEn3xiR8/fzTmiVYtjKxzPRbk+W0ESBS5NFOmKqxvmbR42IqrMM8O7s73Dxvlky/vNtB3KS2JwRbfRTJtwQN7Q4qhIIk8PZ5hY6nZ9ti9B5ID33+rjIR0NoBkOiZCyZzEUE0WNv/tgmmQkwJGOSFMsXM2Hk2W+f30Oz/P3wWsn9yefca/Yz8y+nbI6Ry/6MbVb7mWkQJs2bdrsJx/Ps2ybjyWurmNNTuJqGqGzZ3e9nKAcXCOWzdXn+M7Yd5q2zbASpjvSzfn+V3lyoJvRrui6AUbdsPnh9QV0y+EfP5zFtN1D00GoO7H+oszzPK5M+11BZ8r6kgC4Oas7YE0WG3j4HT/vFzT+9oOpg7Wz7ROe51Gom5i2S93QfPvYsoi1cAPB7cATfdGBJRHLCyYo/8M/cmMhSV4L4boqajqKplkY92sgzfpZXq3sm+yoL0BUZ2HmEhOV0+SLQcKhM/RlsiSyrVVoaRWThftV5sbKAAyeyZLsCqOG9vb0nMyFiaaD1EsGpXl/Ztp1IJ71g/+Tub2pXgjJIQQEPDx0W8d2bUTDovr9H6AeGSEwPEw2tH7w1LAbXJy/SMWsICAwGH5unYUsYFepWQ7pmo5artK4/CHhp55at6yKWWnejkoxbr69PrutPFvmvbkZOFPgfM+TWwpmbk3DDfUiZQyEEOCYCKEkUgbcUC9ubePMr03ZovIreuw4ZleShXwBGia65JC+PYUug9nbQ61Qk+wAACAASURBVPTpX6VQTaIZVfpSfi5SdyKEIknNwXmlpsEd35qMbfiCcXHcP1ah9SYFG6D09oIgYOcLG3YnbXL9O0gzt6A6i60GoebQORzEsB3SkQDpSICqbh9YXlLkwjNw4ZkNG6UAVH/4Q5yCb/dVR0dRuraxZD8E9txc87acOziRYC86Ss+Wdd68nefd8SK66fCzO3kmiw2+fL7/UEzEeJ7HYs3k9nyN84Opdbbi3bI6n6xQN0mGA/SlVizQPakQHVGViaJGRzSCJG5vef31x3v31NbneR4Ny6GkWciiQGd86/djL46HzcjX/UYFi1WDrtjGVfGxoLzcGLpp8W2zPZ7n8fyRDDXdpmrYhPfJEr2fbJb3d+D5pG3atGnTAm3BrM2B4NRqFP6vPwXP8+1ep08jSA//JW+5Ft8Z+w6XFi4xV58jF8lR1IssaAsAfP3U1zecja8ZNookoFsQDykcz+2jp2QPMGyXrnhwab1Fjm5jl1i2sxm2y6meOIW6SaVhocjigVV07AeFuj8Qqhn+TP6y7SOoSIQDki88xPtg7Kdkq7dwlAjIi362UqIf206wcPUtSoU6NStEx+PDhBNB8IIs3K+uyfLaFknxq3UAyhPUFyN4wRh1NYFw8rmWBQnLsJtiGcD4h4sEI907FszqZYN6ycAyHOLZELH0ykWn53ksjFcZOefnhkkBCcuwiSZVYpkQo0/nWrYnbocoiLzS/wqqrBK2RERBxLh7F3NsDHNsDKWnm+SXvrTueQICd9/8J4ILFYJlncHfPc+oWkR2pqnfNajFj/CGfoS0VKAnUCEZiyIEVYTweqGvM9SJgEDFrOCVAtQK1WZ2m+dBLKNSvVuHqgwllWq2uvU2xROIySxmVcPLdeHpdaxCDcusEUpmEeNbd0Rdw1JTis0qv0Yyx3jn1QsU9SLu1Bwhy2EyYiF2daK8eoGRzDHuOA0iqowiiTzeH0cSxTWD8w5j3F++WYPkEEQywOAaa/Ju8/U2Eig3JNGHWBhHkCRCUQE72IHouZwfTK1b34PMS9qsOktKJpuCmVMq7atgFjx7FqW3F2tuHim5g2NnD3gYi+PyRMz740WKdZOgIlFtWHw0VUaRxEMxEfN3l6abnVw7YgGOdj78d/vydr9xe7FpgxOAhap/7vmdF4c50hHl/GAKVRapmw6zZX1by2srYlndsBEEWqrguz5b5Z8+8kXx0a4Ynzu7eX6V53n85NYiuXiQgXSYcG5vhwO1VV0ZM9GNqzUz0QCC4DeeeNSZaYW6yXSpQSKkkF6KszisCILQ8gTvYs3g9nyNqm7TFVcPxcTw6gldw3ZJhJQ1eX+H4TzSpk2bNqs5vN8IbX6pkKJRpHiMRqFGuS5T+NFtIv2d9I5unEHWKmPlMaZr00zXpgnLYWpWjZPpk9wp3WGmPsNYeWyNnXOZrniQbzw3yBu3Fhntiq2zPx42gorE5852o5k2+Zq5bdfL1Xa27kSI7kQI23GZWprN+7h2wCpqJm/e9rOIhrJh/t0nj1LRLeqm4w+EJQWOvAp3foDTsP3qsvSIH8Z/5svo717HciQsV8SWVaYm85THC3T0JUiEMuuyvLYl3gPP/gHu/A3QC2CqCJEMkb7+lhcRTQXxgEbFxLFcJEVEkndedVCYqTNzayU3bbVgVprTuH8lj6SIdA0nGDyd8bPbdpjl1Qqe69L77gTWzDRuvY7we7+Hefdu8/7A8MYh5aqkEpuvoUz7ooWxMM3noze4Jd+gatu84eUwep5BiKv0/euvk7I1PNPcUAD5RP9KA4HpW0Uswz8+CtN1DM0mlYsQiao09Cgdaoq+6MYWxea6rWoU0bgxgVMu4TZ0BFVFzuVQR4Zb2znLTSnGfgr1eT/LTJTXVH7JooyTSTD5mceZvvgOEcMj1dPP8JkX+NToF1BEhSMdUjN/6Mp0ZV0eVX+o6ItxCH4X17wEyYGW8/Vc12OhZqDKIsmwP9it6BZv3lokqEgkwgpP9iVg/ipEOvzGBdIDlxOpQYTqLJl/+yKJ1AjOZYPA/eKG6/uweUm74oEqv0BvD4KiICWTyNnMvr60IIrIHR3IHds3o9kKc3wc8/59rMlJ4p/5zL5ns62eiHliIInteLieh2Y6h2YipiOqNgWzW3O1PRHMlre7bthL4e9++rthu2u2+6tPDxBUph7a8rqa98aLvDdeJKL6TQdO92wusK7OaS01tq7YKmkW748vVVQqIv/25SPNvDHTdrk0WeJsX2LX10Yvj3bwzHCaQt3c1DIYVWX+8JWje1YF+DCM5+v86IY/0Xqmd+sO5ZbjolsOseDhb4yQr5m8dce30etW9FAIZsufp1LDQgRqosDJ7tjaSIGP4YRumzZtfnlpC2ZtDgylv586BQr1DuSCgxXQHlowqxgVyka5mf1kuzZ5PU9cjaNZGhVjxZplOS7v3isgCALJJevBYc3M8JY61c1XDIazkeZMdDggE05v/7HdqCOaKAqPpKJjL4mtmvWt6TaiKJAMB0iuLjIKJeHk56kY38dS4sSf+h+blrfIi1kSYhrju/cpmRb1WgHd07g/f4vORj+nh0d3nuUlKYjdj3Hmi2CbDo2atSMBqlG1MOoWlbyO53pIssD1n89w4tkeoqmtGzysRgmsDGwsY8Wy67kek9eXKmcsF8dyW6ug2yWCKGLnF3GrNX9d5hcQn3uaYswjNlMmsIm4JAgCR488jVi/QVAOIhRKJGIxnhhIUaybpPtTqLmBHVuGlrPbirMaouS/jlYzEE2Zox3DnB7uJZPZen8IikLi85/3t2dyisbly0jxOGI0SujMYy11EAVWmlIUbkM0B54DguLbJssTWFfeJN89SN2u05nopjh4nDOhc7x89hn6SRNeso1ul0cl67pfuTb9wVKWngOiBPWFbfP1Ppws85NbC5i2Xw223GG4bthcn/Ur8XKJIE9mXLj29/6TgnF47t+tXVBqCFJDCPjpkb/+uL7p+h54NcEGVX6hRD+hZzfPdzuMNC5fxrw3DoA5NUVonwWz5YmYZFhhIL2SGzierx+aiZijXVEuTpQYzkYYfaBy/L3xIjXDJhyQGO2KrWsEtBnL292dCFLSLGzXIxVVCUjCmu1+WItjoW4SkEWiq77nFmt+RVvdcAhss5xkWCEg+103O7ZpDnS/sGIj702GmmLZ9dkKP7m5QN1wsBx3w+yxVgkq0pa5X4IgENjF5NB+UG6sHLubXR/lawZ/8/4UNcMmG1P5xrODGz7uMLFarFyde/YoWf48GZbfidlxPSzH2zDvr02bNm0OA23BrM2BEX3lFYKmy8x3/Qv8Rs166JDzuBonGUwSqodQRZVkMElMiTFRnaA31ktc9Wepbs5W+U8/vs2dhTq5uEp3InSo8xL+8hcTzfL0r10Y2DaL5EH2siPaYSIeUjg/mCIWlDcf7CT74Znf405tCNE1GV5lPRMDAbIvnGTx3h3qt3RcTcQNuwTLCRpKg3H3LsdLvcSzIZRtupZthByQiKVbf57juNx8Z5Z62UAUQY0GMDSLhftVxJ3kqQHheICOgRiyKhFLrTpeBOg7kWLyehFTt+k5tv8zzEquGydfQFBk3FqV6bDA95OTkISjpV/wq8lf3fB5o0++hjP4OHJHB1IqBZO/QJJVsnKQbM8AxHY+67yc3VZebFCe05AUEV2zSXaGdpTdpnR1kfnmNzHujqGODGOXSsRffx312LHWV2a5KUW8zxfLANLDoFfxGlUq3/shs7ZNJm1QPNPPCQY5+/Y06ds/pREOEfriryDMXwWtQC47yu+8eH7jwXl0FOK9vjDWKPhVbJUpUHxrMlvk64VVCdN2AZhcCiUHMCy3eVuVRV98az5p+4qs/cxL2g7t/YuIQRUpk0VOxRE+3J98t4NG6e1rCmbW5BSh07uz2bbKRhMxj8pauxkdUZXff3lkwyrsW3NVZsr+92pPMtSyYLa83fm6ybn+BIIgIAoCH02V1233biyvk0WNt5ay4J4eSvPisRWRShIFFEnAcrxtO2SHFIk/fOVIS9dUvakQz45kmChoDGVWxE/XXep8Cly8X+JcX/JQ2xP3ilwiyIlcjHLDIrNJt85wQG6KTpXGw1+/HgSpsMLTQ2miQZnUIfh8gv95CioSRc2kM6aimQ7SL8GEbps2bX55+eX/FmxzaBAEAUWVyB1JoIYVQjEFPPwwkF0ynBimO9LNvDaP5VgIgsBEdYKAFKA70s1wYhjLcfnPb9zl8mQZz4OCLGI53qHOS4iHZOaWiuPmq8aOBbO97Ih2mAgqUrPiZTs8UcER1194jdfGKQzcpVFXyJjdeIaMIZoY4ToVyeT61XFqCybHn80R2OfuU6VZjVpBb+ZrCYKAt5s8NSCeDRHPrp/NFwSBVC5CsjOMVjXXCYF63WJhoko0qZLKbd55dSeEHj9H8PRp5GwGQZKYn/xp875UcPOqUqWzE6VzVXbU4HMPvS6iKHDs6S7wPJSAhCAKhKIK0XRwx9ltgqIQPD6KeuwoCMLOB0vLTSkkBdQsKCqEUlCawGikcE2PXLiTiG4xkzvLbHkewfgAAFdr4EzfQ573/0aNokhPbzw4lxQ4+xW/Q2xpwhfNwmlfLHvsS1sKQr3JEILg26Uy0UBzUJiJBnjdncVEICx04AkyQvYY1Bd9W2YLPEx+1m7xXBftF2/jWf5AN/OF5xDKE75Y1n3O30eeuyf5bq3g1usIoRCC+PDn4MDQIG5DI9DXh9K9eV7VXvFxmIgRBAFZ2vhzWTdXKm93EpS+eruvzVT3fLsN222K01emyzx3JNOsKv/1x3txXV+UTG4jJOzkfJSNqmSjKs8dWSt2n8jFeO9+EcNyeHYkQ+hjGCi/G07k4tuem4KKSEAWsR2PkCJh2C7BR7B/PpgoMV/RiQbl/4+9Nw+OK7Hv/D7v7vtAN9C4QYD3MSTn4hyaQ4clj8Yjre1V7FirlR052XV5K05SlUoqlfyVrVQqlaO2yrWVSiWrWst2OWuvY41XGh2WNBrNSBoN5yA5nCEHJAESV6OBvo/X/e788QAQIK4GCF4z/alikQQar7tfP7zj+76/75dDmeiWQmpIldcIsPcD+7sj9MQ04kGFfMMkqsl8NF+7r/YjHTp06LCajmDW4a4zfGzv8mEUUeHF0RcBVloyB6ID9IX7eHH0RRRR4fJ8FVkS8TzoiaoMdYXJxDQ+mKvet3kJPdEAE4sNCnWDf/vz6zx7KM1nj/TsKDPjXjo67jTLTWjJkLJtntutVI0qDbWCc8JFtqNEDZGIKpG1KjiTEYykQbNmsnCjRt+BOKWsjtncPO/LcdxtH7MZhm5hGQ5aSFm52BEEAS2k7DxPbRsEUSAcX3tinZ+pMfGe7xSKpoJ7Jpjl1CbvLp7Ffe8GGS9KV6qXwXgfC2aBntAuw9Sn3gSzgafGEDJHQNs4m2iiMoHlWMS1OKlACqPqcPXswsr700LybWe37VrsWN2sajV84Sp7AWQNMT2EHD0AC3n6zzzFwZEz/HTypzipFEgiSqYXT1l1IaEXt36upXw98uP+Y40aGFXfWRUf2PTHAorEHz4zSkST11yARzSZnqmP8FoGjIP7B7+PtFx6sUnzJPiClVMu45RKuM0WwRN31gV1K06lsiKWieEwIq2lMcyYL5aB/3eb+W63S/UHP8ReyCF39xD59PPIqd0fD+WuLiKf+tQevrqtedBvxDxzIE2tZaGbzo5cU3f6fY+mwkQDMg3DoS8RpGWtfX2iKJDcxPW014iiwJdO9q2UiuyG5aKCoCJtK+J5nke1ZZOvGzRNhxMDd7cEYycIgsDXnxohpMp72m66U24UGis5fT1RbVvn4f2GIon8zmPDaLLEbLlJtWkRDyoPzH6kQ4cOnzw6glmHB55MOMPXjn2NycokVaNKTIsxGh9FWXIXVXQLw3IYTYfQTYeSbpJZurt1v+Yl9McDaLLAdFEnW2kxvlDj9fFF/utfP7KjEdJ74ei4GzRMh7948waC4Bc4/N6Z4S0fb1y7hpzpRYqEiWkxQkqI2dYsXqqJKIh4nku5sEB0LIZWD5AajBDvDnL+x9PUiy0sw0HRpBVX0nK2WL1kcOmXc5SyOggegZCy7jFbsZyvVc038bzAksPMw9AtYungzvPUdkgsHUQQBTzXo1Zo0qpbBCK3/5xmNgt//R8Iz1cQPI1U31Ey/X3EfuMl5OguBbPcB7iFWQo/+hDpyHPIwweIfWH9aOe5hXPMN/zxui/t/xJSPoJl2JSyNumhKP0HbzrcCs0COT1HzawxEBlgMDq4u9fWLrc0q2LU/Uyx+BDqQ19BifZhZ7P+OOoSpSOjFB4/zIJV5LHUGErw13y3WBtjkEiK75Zq5OGt/9v/miiBqfvNsZuwkTDvNnRfLAMEVUWMrBLvNrsodl28yTcp/du/BEuHoccIHDu6J+6qdhEUlfCTT2Dn8whawHf5iRJMv+W/pkg3hHugVcZ001iXZnAuf5/gyZMo/XubZ+a5LvZCDs+ysebmELQH60IXHswbMa7rIYrCbbVh38n3LYoCv368l0RIuS+C5JeLPnbLclFBQJF49mB6SxHMsF2++cYkALIocKwvtpKndj9yP3w+tVUNpBHt3r+e3bDZ79MW9146dOjQ4Z7REcw63FU8y8K4dg1zehqv1SL+pS/tyXIVUVnThul53soo0er8kcf2dSEK4Hrct3kJluPy3fezvDtV5kZRR5FEqk2LxbrBy+dm78sR0rtNse43gHneLRO9uQ/8v+M3hQ9X16n+4AfYDjS6xhj+7WfpC/exqC9yqXCJmBajalRRJZVMb4Ine48QjQe58OoMuckKjuWiBhX0apN62QDP49Sv+QLd+Nl5Zj8qUS+2ltotJaIVX1RoJ39sOV+rUTFYnKqhhRQM3UJSxB3la21EfqZGOK4RjG5+8aMGZBKZEJ7r0T0cRQ21d0jYylXnWRbCj35O7EqOwGIVxRPR55vIM75Qlvr610HZeL207BY/m/kZNbOG41h8ZfQ3EQMB/4NulXHq/vp36i2EYmnDZawu+ohrceZLN8Otbx1ZnahMcHb+LACu5+5aMLMLBczr1wk9+uj2D17t/GqWfQFnqZRCgHUizXlvnOvZHABD0SFGhx7f/jk8b62IFU77z1udA9eB0nXIHGv/DQKCLBF59hnsou9sa2v8SxAQc+8guhVcy4JWDbdaveNtjquRImFCj69aZ44FkgaiCIuXfPedfB0EAaMWoFWaB2ERpbd3zwUzt9FACATwrDpiJIIUeTBHjx6EGzG1lsXl+RpXcnV64xqfPXL7BT938n0Pde1+X78ay3EpNUxKuoUksmFL6J3O3io2/ONzy3K2bcAMKBLRgEytZWO7HuWmRdddctM9qDx3sJty06TestvO4bsfWf598jyPGwWdl8/N4bguv/PY0H2fDdehQ4dPFh3BrMNdxfM8aj/+sa9Y4YsZYmhvThQBpqvTTFYnmapO8cLoC6SD6Qcid2U1y5Xbpu3yheMZSg2Lim7SuqXC/pPKdFHnhx/Or/x/zcn1jV/4bhog0BqjFczQunwZHJdCPUxBtym+Ns+BvuN4aY95fX7dGG8yHKEwW1+TLVbJt7AMm8qCiSAIlOd9EaZebGGbLvFMCNtwiKYCtOpW2/ljkiRy6PHelWVZhkMsHdxVvhbA4lQNo2nTKBtUFnQQBLqHIgwfTyFtcuFy4JEehB3c0a+XDMbPzm/qvDMmJlEWK2TkJGIqioyIgIhnGthzWYyJSQKHNw6dl0WZmWvnSJ6/QaDSpHJaJPnEIbBbEB/CsQYgWgdJQepan4XmeR6Huw5TMSvUzBoRJcLBx6I0KibVfJN4ty+YOY5LdbGJVL0poNXMWtvrYPXz1b73PYxrEwAog0MomTYcdMvOr1uWVTWrxLW1boy4fPP/C/oCo/GNW0ZXLQje/TPfNdVzFBIjvjg0+Dg0FiDzEIR3PgYoBgIET5/e2Q8JAsQHUVIf4Jk20miP/1ruJZIC/aehcNUfUTVr4BgQ6kJ66Atw/ioAdmljQfa2njoaJfUHf4BTb+DWV21vjgWLH0GrskZA3SlOtYoYjXYuNoGybvHGFf9YUDcsPnO4Z+v1skefwV5ydaFOLCiTCmttjwDmqi3+5u0ZwHdf3yqY2Y7Ln/3yBn3xAMNdIY73x7bdXooNg59cXmAwGVppGN/qpp0kCqiyiGm7JNtwqw0kgn7zZERDugfb7ly5yY2CTjyokIlppO7zEcfhVIhh2j9vvp5vcGWhTt2wOJSJcrz//hp71U2Hvz8/h7N0XTBbbjKY3Lvrgg4dOnS4XTqCWYe7iqiqyJlepsdrGI7E9Zcv8ejvPrJnFvxLxUtcLfsXPFPVKdLB9AOXu7JcuR0PKqiSRCYmkYkFuFFo3LcjpHeT+UqTicUGpu1ytC/Gk2NLF/9Wc0UsQxAxtC4Af7ytp5/Cooky2sN8Oce0+iGhbolHM4+SCqTWjfFuli0mKSK2dTNbbFng8jwPe+nxnsuO8sciSY1TnxuiPK9j6DvPQVvN3NUypWwDx3KRFJFAREGvmoibhGD7q6r9373lVs9l550WUqjmmzRWuercagWh2SQS7fJFB8/P/JK6u3H1Bm61sunyZVEmEIiiFeoA6DPXSCau+d9MjhD47FfRnvlt7FIZQV4ftiwIAk/131IUIPjreHlEtppvMv7WPK7j4YUVDu0/RFSN7ipbTRAEkG4eRpvvvoPyxS/uaBnLNw0KrQJ//dFfE9fiHEwc5EzfGQBScopwLEwmlGE4uvXoMeDno1Wz/p/FS/D0fwGIS46y9l1lpu0yX2kxU9IZ644wmW+QrxtossgjSZ20lfPD/qOZTfPkAOg9Sex3h/1m0HD3vRfMAB75p3D4i3DtVbj+OggShFIoXSFCjz6ClEwi9+xydLgNpEgYKbKUF1idg/f//c0RXS3i59w99BXfFdgGjV/8AuPqVZxKlcTv/s7a4oydch8KR7thIBEkpEropkPLcik0zM2znvbgM9hrbMfluxeyuJ6HJAr80fP7t3VrAWsEqnLTXOcmy1ZaVJsW1abFQrW15bik53l850KWv3l7mnLToj8eIBMLbNsw/qVT/f7NBMMmom5/mfHFh/a2sMJyXK4u1P1srDYEvumizpsTBQAeHUluWyzkuB61lkXTcuiLry/aud8oNAwuzvrH3URQ5fi92aRXuDBTpmk6DHWFyMQChDWZo30xLs5WEAWBXNXoCGYdOnS4r+gIZh3uOsETxzFqBexgDDEUwmhYW46N7YTh2PCKYDZbn+WRzCPAg5W7sjxCOlXUcT0PURBwPe++HSG9m8xXWvzDhzkuzlWwbJdcrYXtuv7Je9CDfc9AZQbw8Mr+etJGR0mN7OPQkRnmszb5yjlImjQdGI4OczR1dN3zrMsWwy90dWwPWZFWssUUTaJZa6IEJEIxDSUgUVnQd5w/Jkli222Ym1EvGWSvlqkVWji2L5ipAYl9D6X2zHGy3OppWy49m7R6hmNxxFAYu1hE6uqilJ9B6h9AXVwkMjKGGNv67vbTx34d92wVFZmALOPZNV8cs/1WW0FV23NxbUIopq7kpAi6ynOZT99WG2ro0UcwrlxBHd1H8OGHd/SzTr1B6c+/hTI0zPSQDJ5HxahQMW+Kihklw6fHPo1TqWBen0Fvzdwc/bx19BKgeO3mv9OH1wh6O+HnV/Ocm74ZgD9XaTFd9J2VJ+3rUHzH/8bwE7D/s5svKLV/V89/xwmn4eR/5BcgXH8DUgdQhvajbFGIsOc4li/UzJz1WzsDCSjd8EVP8Ed32xCrnFodp+KPIlszs7sXzO5D4Wi3iKLAU/tTyKLIWHeY2XKTX00UCakSI6kQY8vO8tWfQWMBRMX/s8PPYK8wbZfxXI2fXF7AXdpRRTS5LbEMIKRKSyKERCKk4nqw+n7Jchsn+E6lrbBdj5+NLzBbbuK4HgJ+5lg7DeOCIBC7B3lf85UWL5+bXbk5GtbkbQW+SvPmza3tRhyrLYtvvjGJ5/mfy3/23Nievv47werctZphb/HIu8P5mQr5mgHXCvzWwwPsS4d5dCSJIgk8PJx8oMdMO3To8PGkI5h1uOsEjhwhVpn3R8YAvWbunWAWHeZ0z2mGo8P0hdfetXwQcleAB26E9G5hOS4vn5vlWr6BIgp0JwK0bJf3pvzRqW88M4oy+qz/YM+D115b+VlRFOg7NUTXMZPa1BxXmyVcz+VA4sCGz7VRtpiqSQQHwmRGYyvZYsuPsVq+uyw/VduT/LGdsuz8atUtBFEglNBgyVkwd7VC90isbcdas2YiqxKKtt7BZegWetWkVbdwHQ9JFta1enaNjSL392EtLODqOoWAjXx9HE+RONL7NNrY1iOF+5JjWL/7daR4HFFyYPJnIGu+mLAHyKpEJBnANh0Smdv/jOR0mq6v/1Ok2M73La33L+DZDubkJO68jnwmge3a65xkTrVK8Vt/DoDgGQSlKwitkh/8f/J31i505FOQHIWFS5A+uOv3NZAMrghmM4s15JnrJPNlrFAYLbx484Gh9K6f405j5XI0330XOZ1G6e9HGdhADOt/GPpOgbo3DbE7Ij/ui1O24b8GQQTPhex5/+v58XWjuxuhDA5gjI8jSAJe7iO4ru/cHbYkHHk3foUxX8V1Q4jiLFrvnJ8TuUPhyLMs5JkZhGaTVl8/2tgognJ3L4RPDt7cZyxUDcZz/hisJos3BbPlz6BVAZbWfzAJZn1Hn8FecX6mzBtX8jiuR7FhokgCIVXCcty2bvAJgsBXn9jcifrkWBf7u8NMl3R6t3FHXVuso0girucxmg4zstTmeXG2cl/GQyyfI7w3VcKwXeJBhamivq3Ad6AnQkiVqTQtuqNbj2NGVBkBAQ+PumG3/bncSzKxAJ850kM0ILc1Insn0U3bF8sAURDoT/jbYFdY5dOH75yrt0OHDh1uh45g1uGe0DsWp2ckSjCqom0TNO5ZFsbE9MTKmwAAIABJREFUBG61ihiLb3niHVJCPN3/9J14yXeNB22EdM/ZZCRoOdvNdT2ePpBecd5tdPLu2faGF2uaovLc/k/xtPsExVYRZZMLwHazxfYyf+x2WHZ+yapI34H4StvmaufXdg628oLO3JUy9WKLwSPJNW2Sy1imQ71kYDQsFqdrdA/HEEVfSIsuueoERSH+0kv+Mm9cxcst0uqJIfb2kPzyl9u6aFb6VondR35jZytjCdt0aDVswnF13djpoTOZTTPddsNOxbLlfZp+7hx2oYCUSHDiM/+YU6MjZOtZukNrR4LEaBQpFsWp1vAsG/vaRZSuMBtWigmC75rayinlOn6GlxpeU5CxmoFEkHREZcit0/v6K4gXz+G44MbimIUerKcOoARsiNx+mPqdwp6fx7h6DePqNQJHj2wsmCl3Z6TKKZdxqlXkTAZxuR2zWfadXIGEL5aB/3cg4X+9Wd58gavQRkeRf91Ezr2GUHsH3ntt5+6w/DjWjXEqP5/DtmO4RgNRk5CvzRFnHOVA+8KRlctR+c53CJ59G8FoUZ7PIff3EX/pJZTMvdledPOmsyaorroZsPwZLLs1RdnfJkR5R5/BXnGsL8YPL85zab5KvWUzkg7jefDNNya3dEm1iyAI9MQC9MS2X05FtzBtlyO9MQ5lIixX7NyvDePL5wjVloXn+Q65o71RrizUtxT4xrojNwXUbRBFgVhQxnE9YkEFw767gtnF2QofzdeIBGQOZ6LsS28v9MeDCqeH7l7RylZIS42w0yUdx/Xadk526NChw72kI5h1uCcsh29vx/KJtz2XxdUbiKHwPT/xvhs8SCOke8oWI0EVXVvJdhOXxtBEQVh38r5ysfbWWwimueHFmizK22ZWtZMttpf5Y7fDZplrq51f2+FYLvWifyd+capO34HEulHOSMIfOzV0gVrBQNV0bMsBQUCvmMiq/76VTIYbL5zgzV9+hFPtwYtEeOyJL+/+d/bqj3FrRTwpjHjgSYRQ14YPO7dwDsdziKtxQpUkM+9XkFWJzGiMgUM3BcC9FMt2yq37NCQZu1BACIWQRZmh2NC6nxEEAXV0FKdSQenrQ1x8xf+GUQPH3tnYZf4qXP6On/mXPugLKhsQ1mS+9tgAhW99i8bl97Fy80iahlArY0oelXgvqa9/vW3XkDkzi7O4gL2YJfzcZ/3201vYyc2RdrDz+ZV/S6mUn3GoF3wHnnx3nRat8XH0X70FQOjMGcJPnPFvCIC/v0sMgyiBY0L5BvSevPn9bRA1BXHxdZh92x8rDHb573MHY4VeLU/l7CTNrIHbnPPXj6hgSTacnSR1Jo/Qxq+vZ1lUvvMdmufOI+bzeKEQ5sw01sICwI62mb3k5GCCgWSQhuGszUcKJvzjjF6AQBxc219XjUVIjrT9GewVqixSbVlYjkc86DfnTpd0Fmrbj0HuNasbxl2PpYbxreMhZkp+s3cypO5IDFmotpivtijUTU4OxncVvF/RLeqGTcNwCCiSn8NYbe25wPf7T+3bs9zdnbJQazG1NBrfHdXYxz1wxt4GmixxrD/Gsf77x5nYoUOHDtvREcw63FM818Wt1zd0aKyceL/zLp5tISWSmDMz9/zE+27xoIyQ7oitAqW3yfOJ7/sn22a7LW8zjffOY14vU4uNIFwp0pXb3TbTTrbYXuSP3S7rMteWHGaGbrWdp5bsDSGrEo7tEoqrOJaLrK4dy0wNRHnkCyOc/8k0oaiK53lIqkirbhHt0pg8n+f4cwMUrTzfnfoBlwLTWKpFf0QjVpvgQOMImfDNq27HcSlldczmxmKj4zpIogTFCczL49TOTyGMfEjwsacJP73eSfp+/v2VtstPGS8AvtNsq2KDbD3LTH2GqlllLD62fQvlNrimSePNNxFEEbm7Z43os1pM8EwTKR7HKS4iqCrVV17ZdPs0HIOrR2Lk9Caut8gX930VAjF/dGynGWWhLl8sAyhcuylMb4AxMYk9lwXHQe7tBddF7unGrTe2bTxdg16k8Vf/B3ZuDpQQgYceRuxbOzJ/J26OBE+fRu7txSkUUPoH/FHH6bd8YWr/Z2HwsXU/Y83O0vrgIk61hrpvH6HH1j9mN9i53Mq/pfjSfj291ACr5+HS3/ufp17wnU5qyP9+OyyNFXqFGxg1FddcQOw/hKYWENocKzQWGtg1B6+p4zmAbSFFA3imi11zMBYaBDaeYF+7nKVtxjNN7OFhBNsCy8Jt7HCb2UMsx2W6qHNloc7JwRiJ1fvD9CH/pkxyH7TKvsOvMg1KyP96u5/BHnFtsU5AkQipEicG4ls6qe80u4mHePXyAvm6CcBXnxgm04aTDeCt60Wu5Pyyl55dNlXGQwoBRaLWstFkEUEQ6I0HuJKr72n+670SywBqrZtOyaj28byEc1yPy/NV3p+p8JsPDxBQ1sdDdOjQocPd5OO5t+1w3+MaBvWf/ARzZgZBEOj6wz9c52YxJiYxr03QujGFsf9hhK4R1JSNMnGurRNvz/MotooE5SAhpdO4c8/ZLlA6Pw65i/7f4W6/ea/vJGQvQGWa/cIc/YnQhifvJ8VJDixewRgXqE3OMdEYoNS9n5qaYUESiJlVjt3IE7kHF2t3g40y1wzd2lGemiiJ7H+kh2BU2TIEf+hoF5n9MWqLLQzdQhBFZsdLuLaLZTiUC3VeKbzCjeoNqmYVTdLINXJcWLwAwNeOfQ1FVKiXDMbPzq+MsyqaRKQrwOijXfy0+COqZhW32eSf9LyIUi9i132HhedJvuBxC47rUDf9Cy4BgVg4QjnQwmrZxNObO1pn6jOcnT8LQEgO3ZZgpp87R+Gb38TOziPG42gjIyuij6Ao1F9/Hf2tt3AbOqHHH0cQRbyBAVoffrjlPs3zPH4x9wsAREHEHvk8snjLZ9TI+0JYfHB9EcBqQl3+Y4wqZE5s+Vi3WsHVG8iZDFJXF8ZHHyElEgiSvG3j6RqUEJLYwPZcMBs4+YU1Y7drhESjhRgMYReLt31zRE6lkFOpm1+4vlSI4Dq+OLUa24DcRZxf/QOt96ag5xhiaO+OG3I6jdvQsQt55GUBsJGHaB/oRd8tKAj+fk+L+S6xWz/jzWiWsXILVN6tYzcVXNNFvHYZORkkfrqA0sZYoSslcd0AnuciODZSSEaSbVxZw3UDuNL6Ee0Nl7O0zUjxONgW8lwWNxjErdWwQqH2t5k9Iltu8j+/cokbRR3TdnloMM7+7sjN8UZJuemy3OjYdJcbQle3ZG/lpN4K03aZKupUmiaOC2dGfUfuQrVFOqK1LfhsFg8RDciMpELrnG6u61HS2w/QX00qrHEFf/+9LLjtlP3dEYa7QhTqBtWWjSqLXMnVP1b5r88d7ObkYIJ6yyZzm+O59ysvn5vlRsF30V2Yqaxsvx06dOhwr+gIZh3uCYKqYs3O4rUMHA/M3CJa79oROWtulvJHU8zGHsNopPCyAdSQhhY4yVA9R2yLE+8P8h/wdu5tGlaDp/uf5nTP6Tv9ljpsxbJ7bPot300hSmDqa0eGmmWwWiBIfvByLeuHmi/l+ShmlX902g8xvzXb7XPaZeT8NK3xBW6UhikrSeqCBgjYcogyMucWcuSv/oKj+zLEta2bGh802s1c247lUell51dpvkEiE6KrP7xmGaoqr3HVBSMKNy4WOPBoD7PeDbKNLIqo8Pzg82iShiiIXC5eJtvIMlmZZH/sAONn58lNVnAsFy2kUM03aVQM8Dxy3Qt0v3GRYK5KIXSD9HENmiWEcBQPEalr/cW7i8szA89QMSsYjsHocA/ecY9mzSIYXX/h5rkelcUmxjUF73oCjpWpmtUdrfc1y7Msqt//AebVa3iOg2dbmIKwIvqETp9Gf/NX2LkFxGgUQfTXp+GZVDWHcK1EtLLxPi0gB4hrcSpGBddzyTfz9IZ71z5o+i3fQaVF4eAXoHsLYfj4b/n5Zdu0p4pLjafmzAzKwACBEydAlrBmZlEHB7dtPF1BCaAOD4Hn4DabWO98H2qzaI98GiEQWuNKUvbtw7h0GTEWxTNae+dKcl1/nRSuQrPkj0CuxmzA+A+RBN0XsGwDu1TadrHtjpGGn3qK8FNP4VkWyEunXsEEHP6iL2LKAd/NdOUf/FHA0efafmueEqHyQZXmoohrWCCJCK6IVSmCHCD1+QjbSSRiIoUwcAR7MoeoWHhNGyEexzFl1IGjiInUNktYWs7yNjM9herqSHoJT/Q/dzEaaX+b2QMsx+Xvz88xVdKpNC0CisSVXJ3qUiviynhjrN8/BuXH/eOQGvGLRrS77/Dei5Zsw3b4D+fnAAgoEmdGu6gbNn/5qylUWWRfKsyLD/W21Z68Oh6i1LD4YLZCuWlxKVvj4eHkGgeZ6bjsS4cpNUwsx92RM2gwGeRIb5RURGOoa3e5ghsJfKtbMjcaZZ1YrHNtsUE8qDDUFaRvmyKEe00yrJIM73yc/P2ZClcXa9RbNk+OpTiYid6BV7c13lIR0XYc7o2uCGYfzFV4fF9yz5q+O3To0GE3dASzDvcEQRAoBYdZmFnEEgMcmirRd4tgJmb6mE8/TFkP4olhAoJE3ZSpt0II2jC94c0P+IIg0LAaAEzVpjqC2b1muYlsedTF80CN+uNIyyNDwQSE05B7H7y4f3GrRaF0fSVLZsNst3QI5ZcvA1AlSVPtwrUlwmod01GRlABWs0ZLifJhKY+Tv8inBj51b9fHHWCv8tSWnV+LUzVK8w1CMZXBw0kOnekjktx4TCaRCRFLBxAlkep8Fd3SSQaSRNSbolpMi6FbOlWjSnlep7rYxLFcuoejSyOkAb+koGQQDnfhagqCY2JOv4ntWES6PcL7juMlbOhaf8GgiAoPdT+05muCIBCKbXJxIcDE+UWchkKfOMhI7AQD3btv6TImJvFMEwQBOdOD3N2N0t+PMX4Fey6Lc/AQgqYhKApOuYznugiiSFkvUV6cIdsTY7Z1hWd4fMPln+45jed59IR6SAVuES9cB/IfLb2Qmj/OtxWbjGCuxnMctLFR6vE0hfEbtH52FiccIdOcJxbRkCMDaIPtj0pKB5/CfO8y9kIe99L3EF5/Felv/5LEH/03uFVzxZUkRaOImoZbreE5Dk6jvjeuJFGEsU/7f0x9vXMo1AWJYWR7kshDw0gPP460/5EtF9nOGOmGgtryxZ8ShNFnYegJcAx/f5c55rvONnBRboZRlbF1GavsImgCgiCjhlpYFbB1GaMqE9iiAwJAGxtFGTmIks1j5+bwXBtHTCEkAsjpxLbttquXI3eFsS7NECwVEEQXN1dGTsbRBnvaXs5esBwCr8oiPVGNeFChO6qRrbTWjzdKij+2Ovk6XP2hnw146Asw8Ohde72wNy3ZEU1GkQQsx6NlObQsh+ml3CvTdtFNe0cCxOp4iMW6Qc3wxwJfv5LnK4/eLA0JKBJfPuUXTLjuBoUkWzDUFWKo6/YdnTvNf50tN7k46+9fntqfaksw8zyP2pLbr2k5HLoH4tNOKeom1/P+NlC6R2UNP7q0QL5uMJQMcWIgRmKTxs4jvTHOT1c4mInw0EC8I5Z16NDhntMRzDrsnq3yqNpAOXgIURkgEAxiR9cH6zbDvRjdo9jZGl0UkdwQbnORipiiKYfJvX6OoXQXSs/6i9zhqO8eUCWVkBxq+87Wdux1KPUnhuUmsq5R38lhNsCzQU3fbCIbOgPJfXixUYyCgVucRxQn0XqjCKuyZNZlu3kenP4qVGbwzHncKQelVUJoFFEUBdXQKeNiaCFacZFjqWP3aCXceW43T81xXMbPzpO9Wqa2VABQXWwyabggCJz63NCmApy49PWYFiOkhJitzeJGXERBxPVcqkaVgegAaivM+Lkci9M14t2hDUsKHk08TvfJbryJf4Mi6wh2C7wwQnUGwW7CRwoktw8y3wpBEEhmQthTDoORQTJ2kt5we2NnG+FWK3hNHXl0H3pfAlN00dw64VgEV28giALhTz0Nkog1NUXrww+R4nFa2XFcRaKVjjBw+MSmyz+eOo7bamFcvkx95ix4LvHf+A2wGv7oXvdRWLzsr5OYr47sdn+lv/sextUrxL/8ZW48/AzV2QrB0iKS0cQNeQR7JeL7TAS3BWzvGPJaOpW//XOal67iWQ4eEvZUGZjH8/4XYv/Jf7viZJO6kiD6GXxupYKgHth7V9JmguLwkwjdRwh++ti27ZkreYmvv4GdzyNGIojB4JoxUrtYbC+XTVZvlhBs0lq6FW5dxw0OIHUV8cwWeA52U0VKxXCDA7h1fdtlCIpC/EsvgYAv8BZzSEYWOS4SP6wgyO2dLgoixAYakDKxTRvHkQgNKihdAvGR5koZKPh5f+bk5B07ni6PN/bFgwwkgiuiiW46N8cbraZ/LhNYOqYoQV8sAyhO3nXBbC9asgVB4GhfzB/lXHKkOa5HNCBTa/nL2y3PHkhzPd9gNB3m2YPpTR93t3O+DNtBk32R+dZzhIZhc3WhztG+9Y7BavNmJli7I6Sm4/JvXp8EQBYFDvZE7ntRJ7oqZqFu3H3BzPM8bhQa1Fo285UW+3vCbFanIYkCv3dm6L5fpx06dPjk0BHMOuyO7fKo2iAykEbI2jiFAg0jh95QCJw8iaj6Fw6lBYOqksGNBRAlEGwDORYjIAWwHY9WSafy7ZeJ/6P17XsRNcJXDn2FdDCNKOxNo9QntbFzT1jdRJZ5CKoz/rhL6TqER/3vSwpW5nkq338PO5vF1XOIoQBySSV+5nmUzcQRQYBoL0R7CQh1wrNXKNoigldDtG20aAhN7CI6liA8KJIM7F4U+bhTntepF1u4jkfPSBS9YuG6LuCPepbn9W0FudH4KH3hPhYrBWbfaaAmoCaUURMavYE+jEsaRsMED2rFJvHumyUFLd0ing6SSabpSlbg2QzCwqK/b5FUfzvJX7npStwmyHw7UgMRZEXyM+ASOw+ZXo0Yi9NSBeaLk8yHw1iujSLK9M426D14iq7uHgKHDxE8eXLNfiQyPIqZkCg93s9wcmzrJ3Fd6q+/4Tf55S7ghT5AUFV45r+Cwy/Awc/7NzAEYWf7K8f2f49EiebFD2j8/OcAVP7u7+g781nOPf8SzvXrSLUyXcLrJB4eRFZkf2S6DYx3f4qdzeJZDoGDI5iLdVxPwSmWMSZnoTSF3N+HtbCAOXkdz7Jxy2WU4WHUkeFduZKq3/8Bbr2GlE4TOn0aKdFG22Fqf9vLNyYmMa5ew8pmkbq7fcH3yBHMiQnsuSyt8Ss03vwltR/9GBwHpa8Xu1ja29Ia1wU9749BJtLQNQJ6BTkSRO7vx5wvoybSbQuOSiZD6utfx5iYxC0V4NLfguPgFnN+a2SkDQdmfpz6W+cRZRd7aAAxFiB5YBjNu4EgllZ+b83paXL/6/+GqCoIinJHjqerxxuXRaJ1443zF+Hqj3x389AT0LX0OxhK+Vma94C9aMn+3NG16/DEQJzj/THKuoVyGy3BybDK7z+1b88C9FdjOS5XF/yR2Z28Z8/zePm9ORDgydEUQ11BBEHAdT1+8ME8VxbquJ5Hfzy47nWfHvbbUytNi55oe8cATZYIqhJN08F2PeqGTTRwf984HUuHiQcVoppMbAfZcntFzbCpLzkTVVkkE906f60jlnXo0OF+oiOYddg527QZtlNhDxDyavTPvYG0OIudnSVXKBA4cYL0P/9nSOluFqaqiKqCG4mjh6OkEh6CplEveKiVORTJAdfBs+wNnRQ9od2PV93K6lBqt173M2JY/MQ0dt42y01ktXk/2D+QgPKUfzd/yT3mWRaV196mmQ9glzSURBrb9rBKYXjtbVIjx7Zdx4neELHBLpqGyOKUhCSYCPFuQrEImbEEp04O3aU3/GBi6BaW4eB5UFlooQYlugdjK7loRhujHIqo8JT6GVrvdWPWXGzFIB63CDc0Pnv0CdRQhKkPC6ghGcd0WZyqIWsS1UILz/UYOJgg0RtCmK777qn4sO9MXGYp045NgswbZYPSfGMlw20rp0MsHSS2RSHArViuxUR5gppZI6bFGI2Pooj+NinuG2RcKWI5VeTxPEQCBHSbkiJTVYsM7vOdQ2tEiWqFrlicI2OjPCmJfiPoFoihEHI6hZ3Pg9XCKlRRu6O+Y1OL+GN8oa61+6tqFSTJF9Fu3V/VF/Cu/wrjV9/FDe1DHDmJp94UCQRVQwmqzDcsKpEMQiiFLUWY0U2e3Rehq82GTreQw9VbSJGA3x4aC2CX6oiagmeZeJU88ZdeApbcTY0G6r4RlMHBlcKEFdpwNnuWRfP8eZxyGUHTCBw7xl73rLnVit8e2t29kgUnhoJI8Tiu3sD46DLW7CxOsYjU3Y2USCKHQr6gNjmOcWWcwLE2BN9mGcz6xs6zuXfh6o/QMg8j9/ZgLSzgCiJCVwozV0GQReR0vD3BsVUBSUNQAgQOH8K4do3qKy0wqiijh9Hk9sQEOzeDU6lBo4YsWAjHDhAYTEGxCq0aTL+FGx9j8U//FPPqVTzHQenrQ9DUPT+etjXeeHHCf3Aj7wvRwaR/DhNsQ2C9g9yJlmxBEHaVf3Urd0Ism6+0ePnc7IbZY73bhNvPlJrMlv3m329XZvnGM6NENBlRFDBsF2dpPPT8TJnnDq0VQQcSvvtwp/TGAhi2QzyosMPp010znqvxy2sFIprMwUyEk4Ptb6OJkLrpCOTdIBZQ+KPn9zNTaqKb9j1tGu3QoUOHndIRzDrsnOU8KtuAnmNQvObflS1OtO388CyLxg9egQ/PY5ZKONUqnmGgv/kmxXCInj/5E048N0B+po5tOXhagKaqYTQsUDyCB8ZI2BViX3gBQZEpfOtbd9T5tRxK7eo6nuOAbSOmU3h6c+9CqT+OmDq4FgTi65vIkiNrmsiMq+NYMzOYU9OIySSOLaEdP4555TL2tQ/aakVtvPoqfeEMjMYo6QVcK0BiJL3j8PtPKlpIQdEkRBG6D8QQRRE8D0O3iKWDaG1cKDmOS/Zsi6iewvRMcDyCtkJMj1C86HDi+QiGbnHgsR6mPihSLTTJTVQRRQEtJNN/MOF/TsuuxNINrHIdPAEprCK2yiuZdqt5depVJFHCnQ6iLiaQr0hkRuOMnGjPBbUduUaOVyZfIdvIols6ISVEX7iPF0dfJBPOMF6d4OWxIqN5l/56kISrIQ/EmQrpVB9JM6bPcEjzt19BUdZty+0KOsGHH8a1TMRFUFjKK1sWzJZY3l85pRIeILgugYdOYF6bWLO/Mt/+LtV/903sUgPXfhsx8VPkvj6Cz/0WVtkg9OKL/OStWWotG8txiQc1Ljf7mKyKzJeTfMNx23KAiKkMYiiAOV/Ec11E0USNtbBdB7U3jpjKrBMSNxrRcxevI47//ZbOZiuXo/ztb6O//TaeZSGoKpVv/u/Enz2FcuhRSI6CrG4pfq5mOWtu3XuK+XlrTiiIFJIQRQ9qCzjlEurQMB4CTqnk59YJAsbEBGIkjBQJ485+iPvmn0HwJRh+GjYSHk0drr8B2XO+G/fMP/Nz2JZpVWDip+B5CPPvEn/0YRAl/zhVyqGqFeSISPxkelvxyTUMnDe/jcw8QnIfjD7rt5imD4IgYtkirqfSzt7TbrjgOWA3CcRcVH0SvP3QKvsu0ewFjCszWFOTeLaNlAgjSibqQB/GTH5Pj6fbjjeKvqsSUfJzALvGfPHzHotlDyKe5/HuVIl4UCUVVkmElLZdQpbj8vK5WX41WaDYsJAlAdvxyFX9WICVcoZNWKwbK+UIx/piRLSbv08nB+NM5hsMJIL070IY24zffHibUMA7QFm3KDZMig2T7jbdcPcTAUXiQM/OIyNalsPF2Qr9e/wZdujQoUO7dASzDjtnOY9K0vxWNsfwL9iCyS2dH6tZuaAzLYwTn6J5fQ5BLxMq3sAplTEmJokfPsSjL+wje7VMs2Zi6Dau4+F5HkosTPwLv4eiihS+9S2a587jmSZiJIJdnN7wTvXt5I+51Qqu3vBDvQE5nUbu6cYplXH1xt6EUn/ccF348GVoLMDx34bE0NomslvcIW61gltvrFxgeo6Dc+0cklnBzeZw83Nw60WU6wACiCJ2NsvCe9eYqS4SjYvE+tMIssDxTw3sKvz+k0iiN0SkK0CjYlCYrqOFFAzdQlJEIl0BEr3bZ9+U53VEUUCSRZKxCMneMMGo4gf6F1vU8i1GT/l3+ZO9YcrzOtGuPLV8i0BEodVYypRJH8KJDdCozsDZsxhlAewW0RNpAvtuZtqBf7E2XhrH8Ry8yTgPR84AEEtv7UxY5nrlOhMVXzw5mjrKoeTa7cxyLV6ZfIULixdo2S1EQaTQLLCoLwLwtWNfo+W0KMck3nquh5N6iv1iD3YkwES0gahA1dh9A+cyk5VJLsgfsWgtcmrsGI8PPL1h1pZbrWCXSzi1GlIshqhpiMGb7ie3WsGtVsj+6V/gLBQQRFCSKvZ8AatQAf6Orv/uTxmvmMyVmxi2y4mB+MpF6cXZyvrQ9C3QHvk08vf+BqtQofXRVSTFwWnavgMqFUd75NPAxkLiMnZ+gcqf/kuCsSKhPmVDZ7PnQuU736F18QPEpfftlMs0L7wPlRlSn5tEOPMNcpK4pfhpl0o0fvIj7OnLSLEEiW/85+vf06pwe2exDpqANfkhQjCC3HWUwOFDtM6fR4pFkXszCICUTmNefAc1LCGq+PvCfc9uvNIE0Xfjuo7f6pl7H/pO3fy+5/lZdaXrEE6jnP48qYdcX3DMXkOceRWtN47gzfvL2MK92PrgIo3v/hA5qhI6VEYbex4xFEIZHEaQRNTR0bVi3RYEzvwa6vV/h/lRAcNqYHsRyF7whShTh+4UXjaPktBAtwjEmkiaDvkakgluObT2eHqbWanbjjc+9BWwTajOdoSyXeB5HuO5OjMlnQsz/uemyiJ//On2x5uXyxl0w0GVBARBQJSg2rLa2s88Mpxkf3eEd24UeXS4a833RtNhvvbkyAMpMN3K6uyxSOAjb7X9AAAgAElEQVSTcfl2daHGDz7IYdouY93hFQG8Q4cOHe4mn4w9boe9Zdn5Ucv6IwzgB+daTeg90dZJp1ut0KjbTAdOYlTS6OEeZKlKJH6YYWtx5YR58HCSvgNxyvM6zZrJ9KUigiggigJz12r0akXsuSyeaRI4dgxregq32cKZyyIGArQmJqgPdTE9cY7IT88RKxm7cqGJsTiCFsDO55FS/kiU1NWFU6mgDg7ufSj1x4GJV/2LOYDzfwVP/HPfabaJ+1CMxZFiMaRoFNdxkGMx5LiJcSWHmo4g6jfW/9DCJRj/PsQHaY43KDRDeAg0lC7mnCw3wh/SI0Y4LZxGassf8clGkkQOPd4LsDKGuTza2K5Dz9AtbNOha0l8U1T/Qn050H/1WOdySUEorjL1QZHMaIx4dxDbtfmrj/5f6pKB6ol8qR5AEEwIxJHGHl1xJS5Tt+o4nuM/z6BLfyJJtdAkmmpPMMs381wqXIaGTEpNrxPMJiuTZBtZ6lYdPLA9m/3x/WQbWbKNLJOVSWJajFQwxZQ1hTGSoRjuRRAEKoUcA6EBomr0tstHTMdktj4LwLyj+6L0j/9HP2+p9xQMPwGSghiLIyeSmKEgTbOB4zRoVHOEyiW0oWHEWJzGj1/GrTZwLRGlN4m2vx/PdWlduYGdzWKe+xmV3idoGDbxoIK4PHYoCMSDys3Q9DYQAiHiv/9fwp/9K98BVV5E7ZKRu5PEv/4nCIGthVi7VKLyF/8PbnmR+lwZyz2EEtMQCaGF6rjzExg/eRkvPrxyPAiePIkginjNMq23fopdamAUTKRwilcu/SUXFi9gOiYxLcZsbXaN+CnWZjB/+f/5QpMqwvWH/RtC6UN4oowgCAgixEeacNnELjm4jowadpCTJvGRJvL+UZThIexiEbdaQ4rHMScmEYIh5J4YWm8chp9aGedchxKA4Sdh4jV/HDO4VgggmIBT//HNEXdRQhAlX3A8dBDenMAzGhj1AMLEFdQDRzZ8Gs91ab17FuQAdqWO62kQ8Y+J8d/6zZ1vr5KC+MV/SSD5f6Jffh1LjfuO0NgApA7A4iXEVAZJnMHxGghY4IXwGgWcvIkakBCDS+LGHmSlQhvjjbKKFx3E+Oijj02hj+N6vD9bodQwOTdd5h8/Mkh/IoC8hzeODNvh2+/NMldu4bgexYaJabsMJoPYrocitbftLJczZOKBlWVEAwphTWp7PxMPKnz2yPpzOUEQ7qlYtttcto14en+ahwYS1A2brtscr9yrIqw7TSqsYTl+jurEYoN83SAdefDFzw4dOjxYdASzDjtndR5VowBmFbQ4hLpW8qi2JRxjxhum0JJwJBXDkXDFHgwzjxgM0he+eXK7uvkv0hVg/FfzpIeiDBxOYl2YxNUbSPE4giji6k3/zrsg4DabTM5c4LXaPIPfO0fvZBVFl5CSSdhh+LI2NooyNIi2sIC9uIinKlgzMwiqitzft6tQ6o89qQMw/74vpA4/5YtlW6CNja4EfwutFmIkgpGbQ5Al5P4BtFNPrf+hyozvQChOEjz6OEErRGV8imtKntfFH7LYyDHxzgSHkof449N/TCbcKWfYjkhS49TnhijP6xi6hRZSduTQWx7rbNZMZMX/GW+bsc5gROXwE70r/5cFGdu1CZRsMuehqQ6itAzEcAzxuX8BtwjUkiBxpOsIC/oCoWiIgdE4+8TNG9xuxcmqcKELTJGiUofhtd+vGlUaVoOG2VjJcqpbdWJaDN3SqRpVTvWc4nT3aWRRpmyUcfGbQVVJpS/cx1x9jpnaDM8NPYciKnyQ/4Cr5asMx4YZi48R17YX3XvDN9dRozYHr/5PMPVLcEwIfBcOvQAPfQVtbJRWOsqc2sAtlWnEVLQLb6IGQgymj6ONjdL43l/hWTaCpiFHowAIoogUCeDqLdxCjvjYzdB01/NWHGZrQtPbRDlwitR//68x3v0pbm4K0S2i/fq/QIhs/76lSAQpKGE1dIwFC8ucQWhVEGUH1xMRQ2WkfSrCQG3N8QBACMaRBo/g2jpuaB9T1etkG1lMx+Ro6qjf4hpxuVS4tCJ+Huw7iICFV83iOibuz/8vxGQvXnSA6o0gal+SwIFBFLFE6vEkhnAat2kjaiIaS+H2lck1uWyu3kAdHPRv1Lz4IoJU2f5YOfCYL14tjwreiiBA70Mbft0e+DVqb7yNXSgh5d8hOXZow9FSz7JQxg7jWh5gE/j8b6w817oLatdvy91U5FsmMYT1uf+Bn7b+NYZd5tFDzzA68jyKEoJ9z6DNnkf+5VtYEhglFSks4ZRdBFdHdmbQmufAObonWantsGFBRm8P8WdOoUgVSAxDz8aC4/2KKMDr44vYSwFbf/vuDPGgwjee2btzFVUSUSSResvmo1yVastGlUTKTZNvvjHZVv4YrC1nONwbZaaoM9od5nK2tuP9zE64OFthPFcjHlQ42BNlOLX79tCNuJ1cto0IKBIBRdq1APiz8UVuFBpUWzZfPtXP0G20pe6EUsNElUXC2s4vOZNhlf3dEYoNk0dHkiTuQWFBhw4dOnQEsw47R1LW5lG1Kr4YsiqPajv0cIZWIIlVNfEaDRRJwXVsDCFEKyChhzNsdChP9IR46DODBCP+3TUnFkcMhTFnZvAGBvAsC8/z8AwDKZmkJzNGaOISgXwdo9mAcB9uvYE6NoY9P992XoqgKMRfeskvJZuu0NItAiGF5FB8fSj1xxDHcSlldczmFgLKRqMzj/4BzL0H+57Z9jmW1zGsusAcPYTc9Qjxr3wVoWcDsatZXPmnMnCAo8cGePvsOFdmJsi2ZpGQqJpVso0sr0y+wteOfW3DnKIOa1ktUu+U1WOdi1O1XY11AsTUGDVvjq6JAoaj43giwdP7KP3Nv1/jDN0oW6zQLKyM17VDl5ZiJLAPNazR6613yMa0GGElTFgJA77DTBEViq0iA9EBYloMRVT40v4vIYnSymsZiA7QF+7jUPIQ5xfPA1Bo+a/tF9lfcKNygwuLF/jy/i9zqufUuufdaJ28sO8FurUEkXf+HO/6L3GrJaRIyB8rmznrv74z/ylvHBMwpwQk2UM1mjgxBSstcP2YwIAE4TOPY7z3c4y5AuLS/tRzXZx6C7W3CzGVWROafmkmzwvG91lwYhxXU0QTz/uh6TtACIQIPP3ijn4G/H1D9POfpf7qDxBcG6dcQVIszLqDZxoQEAnuV3HzeYRQCHtmFm9gwHeYuR5O00YdHEM89CmqRhXd0olpsZUGZddziarRFfFTiEnEjoQRayBFkgiaCqUbNM++iTntYsYGMPeNEBusIYSTBLqWcvIK16BYgFoImmWUfce3yGXr2/6Ny+rN5s4djiaKPSM4tdf8Hy2VMMbHCRxZL/qImkb0s58h/NST2IUiQnqDkafqHOQ+8B29x3/LH6/fguXfybed6xgYTBbeo681v/I7Kcgy8RNJsFvYLQ23ZaMmNWRJJdwvIIje2qzUvlO+mz0Q88ti9qglF9YW+nim6TsBZ2awblyGiddIfe4Ygll/4AQzQRCIBmTGc3VM20VTRA5ldrdP3+o5nt6f4tvvzdKyXJIhhWRIpdK0eG+qBGyfPwZryxmuLdSJBxUuZ2tryxk2YLcuqabpEFQlctUWNwo64AszOxHMXNcjW21R0S3qhs2Z0bUO0OVctvemShi2+/+z9+ZBdtyHnd+n7373NfeJAQYAAZAEeICyRIqyJFMHJdlydr1rebnaKid2nC1XspVK/sofqfydqtR649Q6qU3VOnH5lCVboinLsk6KokRQJHEDA2DumXff7/Xru/NHzzzMAHOBhCTKmW/VVKFmGq9//Xt9fvt7kIwoLNeMA+ey/TTQsVwqnTBWpG26P7P1/uB2hdulDrm4ysceGWIi82BE3Qunh9Fk8RdCEXeIQxzinyYOCbNDvDskx/bMo9oPth0gjk0RddcwOy6+56PrMnJURRwbx7Z3rx3aJMtguyrJvHYtVI8FPuLkJOr0NLmTjzN863tkfJ1YLgXNHiDgLC8hpTMPlD9mqWlWJz5Kwy3jdC2UmEYrocGVeYYeUrnA+xGdusXchULfoqdoUt+iF88cwDpz7KN7fn7v8mXESARtdnbP4O8dw7fPfiF8gGyuQnKcheYCBdZppyqcDE7S8ltEYhFkUe6rR+612x3i4eJh2DoBPjXxK3S/V6PjRCAAKZPCWV3BLYfWudwXv4gr0c8W281edxCCdGJykOqtcKxOU6C61tlGCs+kZhiNjVI2yhiuQVJKUjNrffXYTCpUbQzHhnnp9EssNBdoWa1+mPzr669vW99f3PwLvrv8XSzPQhEVBqIDjMRGthF8nudjNgI8m23jOZo+inf7xzS/9Truuo+YPUb2SBxPGca6cZVIfJmFpe+xrHdY+cgQ6XwM2bCwIwrtsSQTeidUUT35y6hTf4XXauOsrOPHdbyOiaCIyAkJ7ZHHEbaEprdLyySNFjm5gxJzmD03vu2B70Ck+n5w7ZAk2opeA1Z+jOOMIWWz+N0u+pCM4HkEuolZj+AFKmJ2nNhzH6b7+o9wS+XwepBK4TWb25TAyc4CUSXKWnsNM2JSMkqUjBIIMJueJakloTKHOjIAkV5I1ggigedh/Xg1HKNjIEcCBD0Rqp4CP8zxbK2H5yOEUPXH3rlsB8bm+bV8I/z85Ni+1kRR14mcO0fvrZ+gP/Y46tTUjsv1l49EUCd2yQfKX4T1dwj8AKF0fUfCLHBdzJs3EacmeGUpPCZLTglN1Fhtr24/JiNplKEcuSfbWMI0fs8laK5jL7TorAhIXRl1MytVT4f7QHUuVLjFsgfOSt0T9SUwqlhVf1usgyCKONEo7vICbr2BVWiiawv75sC931BomixUuqzUDRqGjSqJaLLIU9PZd6Vu2g2NnsNkNsp6o/eucw73LWeQRNYbPTqWy4nhUA1bbJl8/XKe8zNZHhlJIu3TuhgEAYtVg4srDVZqBr/93Awt867VM/WAyiVBgL/+yWq/gfPxiRS6cnf/2MxlqxsOmixQapmMpyNUu/YD5T8+TGwtQ+hY754wexCbqe8HrNbDBtNqxyaiPPgxpL+L/3OIQxziEA8Th4TZId49JGXnN7y+H+aqjDy2q3VDiypo6TimM8lIxMYzbJS4Rr2roKWjB2rjg11USdNH+vlkgqLwy6c/S+OKgb20iC9J4PtIQ8P49TpyNrtv/lgQBPh+wNyFAvmlNo2Wgy/6yPN5mgSYEZPU4yfQBh9OG9/7CZ7nM3ehQPFOg169iaZ69ASFbiO8aT378UkkPLj0l3jzr1E3UtjyMJpfJd18M2z+22KdufehOi526bz6Kng++qlHiH/kI/iiRCc2hi0OokUVJNPC/P73CVyP5Cc/sX2Am41mG7l5m+qRlJbCkz1ixJgammKts9ZXjxzip4/3auvsNi3yP1oili8iDw33H2QD38e8dq2vDF0e4q69LnsKUbzfXncQgtR1w4wU3wtoFAyu1te2kcKKqPDiTKiM2ikofispJwYS2e4Y8d4gmqcgJiU+PP5hcnqOS+VLtKwWV6tXiatxUqSoWTXmanPbFJCbJHXtToDvwFV/+3jEwMQpNwkEDafi0FqN0FucR7AdvGCJ1lgBwzFIxwYQZgdZ7ebDsQneXRVVZkuuWD6Pb5iowxnkmE/qAycQ5r4GT36RkVSM335uhtXrRRQpia5IpKdPIm956D4Qqb4fGishKTRw4u4xLcpw8xVwTPzGAkFkAilnI0QB10SIZJAUDSl7hOhTTxN59FHkwUEQhfttkBvXg5nUDGk1TVkq80b+DWzfxvIsEmriLvm5/AY4RkjWbKjQBEki/cFZuhfncKIDRD/xL2D1R6FFMH8REKBbDMecPQrTz4bb5TmhMqtTDMmtBwytx3PCeVl5A6q3w/HUlyC1Ev59D2ti5Ilz6GfOIMVjB1/fPQhcF7MqYb8xj9exyHxuCGEj9mArnPkbdP7q/6aqRxDiVcxHRAQEun6XAXGAntu7e0xuxDoI7QK6uwy5NK2VJq6fhoFxuqugHE8iaHGoLYBRCechCKB8K5zb9xrQn38HitfwbxXxywZSKkPgulhLi3j1BoIo4Ac6fuIYPPpJ4BdH3bKpbiq2TGRR4NhgnGYvDND/23fWHqq6qWk4WI73nnMO9ypnKDRNvvL2Go7nY9oeiizyyuU8ta5NpWNTall89JGhPT9fEAR+PF8l3wwVXlfWmnzkxBCPT9g0ew5DD2hzFDa2sdYNifGW6WwjdjaVZ5brw0Z+aqPnPPC8bCIIgv563y3OTqSZHYxRbFtYrs+NQuuBM9Ue1GZquh4DcZV800RXRLKx95a9dohDHOIQPw8cEmaHeLgwW3D9q+HDj9MLQ6h3wFbbVsvU0OJxuoaDrD6YbSvwA2q9CNYzn2NIbexge7mrQrOKZdpdES+RRm4YJFR93/yxwPdpfuUrdFLTFAsiy9U8tuXg4RHxeuhOgCJKlH50jcnP7dJ29guMRsGguVahuVxAxSASbRKLepTLw3SiUzQKOYTqbZo/vkW+dhxbGcFTB1DUgHhtkRNqifiGdWanh2o5P894IBJVfNxajU7L4dZP1vvLyFKAOH+VqXiNqOJinzmNmlLCkHMpPH2Zt2+jTk0hqipJLdlXj0SDaP/msmW1+ta5Q/xs8G5tnXMXCjQKBs56i4FOQHxrHpUobmt6bKUEqr0qsigjVKIEZR0h6ZBWBw9MkHqez60LReqFLp7jo0UVWpUe3aZFpVfhQ588SVyP76oe20qW7UUcnRk4gyzK/PWtv8b2bB4beCzMzwq2E3zHkrPMXSiwer2GUQFZg+bGeGCDpE4OIEYidK4sE0gxzLUGeB6iaBEICgkv1j8OxuJjCAgMRYdo2S2iSrR/HGzLFasWEaPqRgaXECp4ildh8hkUSWTm1HmYmoFuOVSQbpm/uQsFigvN++avP979Hsgqt+Gt/wz5y3DjZUhPQywXqnpkHbQEYm8RMR7Hbo8QjAwjeBaBpOEtFlEzQ/0XH9tUqqUVxKEJtKNH+9eDtt2m43aAMBNutbNKUk0yHBvmE9OfCL/PjWKboLKI1U3imy5iREYLDOIffo7g3BcRxh+HzEQ4/k1lbfI5cEx47t+FSrlNZVj+ElRuQmIUxp6Ep7548ND6TWui1YL4CPh2SBy51r7WRFFVwTdh5QLU5kNF2oZKKnAckCSE+W9DciIk+e5V9wGIIsbVJXwzAclp3MnPoOzw0G69+Y/QXseqd+ke0Ulrx4lpMZpek7bTpm23SaiJ8Ji8N9bB6hB74hT2hTrB4CmU8QnIHLublWo2w/3Rd8LfpQ+YlbobgiAk4gAxqiKmo9jFGoKu49UbBEGAWyghP/Uk4iMfhcyRd7+unwM21U3vtd32INiaP7ZXzqHjO8w3wibinc6dsHM5QxAEfH+ujO36dEyXf/+Pcwwlda6sNRFFgaQu8+JjIxwEZyfT5JsFBAFapks2pr4nAmc6F2UgrpGKKGjydhVUKqoQ12RimoTj+giCwPGhODcK7y6XbbHS5T+/vogoCBwdiPGbz0w9MOnZczy+din/rjPV7rWZpg5gM42qMr/x9CSO59PsOQ/FVtkyHRpd56Fnzh3iEIc4xG44JMwO8XCx/nZIlgHMfxeyMxC//83fw7BtuY7HjdcLGE0LBIHcc9PETt7/llBQFOTnP8lyPkmnbuPaPnJcJJ5Reez5D27LH7Mci8tzt2i1O6RSCWYtB2c9T22uynpFpJIVUEQd1dfoKSLYBiU1gjt88MauXySY7R61O+sElokgm8h+B6HXQ3MFnIKH1Z6iudhkrvgUHTNKRDNJuHVa9hBdbwKWaghuGTs6T2G+iayEmUKbD9WiNkqxqJChjjZ8BuWNIsWlFu1eB1QPwZbQgww0PE4kFrG/9ceoUyKc/BSMPYFbrbL85e/QcOOMPT7OyMfP9a1zK/YKUTFKt9q9zzp3iPcv9Fh4PAqaRkMaIlLbmkflb2umjSs+NbNGySiRak8yaI0jGDpW0iWbjh6IIG0UDDo1E8/xGZxKIAgCQaCzdKdIeTlP4cJtfu2ZT5HSUiiisqti7SDEUdtu35efJQritvKA8lKb1Ru18PiQQInA4FSCynKbTs2kUTDI5mawAx1LEdF8AzkRwS4auG4AWpKZ059kdL5L2Siz3lknF8nRtttoknbfcXBfrlh5Dq5+BY5+BCbO3/29pEByNPzZZ/48X6O60umPd1/iNDYYkmbt9ZDM8KxQRSWpYVtkfAjtk19A7n0Lp9bCXCpv2C3LCNqWFx9BAOtvIYycRT92BAp/A5UrEMyGhQiixJXKFeJKnKPpo8SVOOdHzjORmOCDYx9ElTYengdO4PgZmhfexqmv49kisuojZyKkPplFGTkVLrdXNMGmMmz1ArTWQvKveiskvtTowUPrN62Jsg52SPSROxZaQ/ezJgYBvP3/hi+yABpLITEGGG+/jXXxJ0TEW2iTWcRoHD7038I9tndBFFFnZjDNcD92i0WU0Xvy11wLJSji5eJoZQt7aiQkxjxoek2ifhTHd0hr6bvH5D1zJ0XSxE8LyEMjyNmNPKitpJoWh9hweE9xwKzUXeF7oUqtvoAmF5ENHbveorl6B89oIbU6aLkh1Onp922hT+A4WPPzO7Z6brZOvlfV10GwNX/sylqTVESh2XO25Y8Vu0VeufM18pXrGHabqJZkNPcILx773L45k4Ig8Nmzo/zlm6tcXG0gENoxjw7GWKn3MGyPV29VOD6c2JdAOj4UpzaT5cxYkvR7bJkEeHZ2oG9NzDd7OK7PwIZSbeu8VF2bXEzlRmH/XLadUGia/MmPl3h7uYHj+syXOhi290DlAe+G7LoXm0RsqW1xbipNQlMOTMQqkvie2y17tsf35srcLLTRFfHnkgN3iEMc4v+fOCTMDvFwceQ5qC+Eb4Wnfim0oVRu7ZhxFs9onP3lERrXr2M122jpBOlHjiCp91xUdwk7lhUJVZcwmuB7PnNvFBmeSdxn//I8n/kFj1Z2lrZQBXr4bgQnmeHWLYcnjnhIsshSfo1vfPN1uuUWviEi+xGu2g0eizeZq61QVo/j9VJkYjEEWyYYhVbdR8kI1BIm78/b6v2x1423bq+R1mvk2zE818NxLaSYiunIpCJNNHuVal3FDmIEAQylWqhRjUAyKBd8OnYKydJwXBvbcBEiErmUC3aHaEyl1lHwommC4SEsR6RRarBcX8NI13B8B0VXiHbTSIFOcOZR4pEr4aAXXwM9hfH2PNVeFNMVuXy1wqr2Vc4+Gqot7JqNFVj94PV7rXOHeH9i+EiS0mKLoTMTKMYVvJZA89JbRHPD9+VRtavvIIsysq9grAd0RRsHm2DMPTBBahkOjuXRkwzeKt2m5xrkIoN02i4oMu12i9fWXuPFo3uH1e9GHC1eqiJJIvV8l2TsrgLSj/t9hdlWBaRdczE7YUmCpoEcDR92taiCY3lYhsM3b/w1gtlDF0XGpzJEgwBlMIW52qMbHUaav32fhTSjZw52HAyegGd+J2w93sQegfOb86dEJKpmjZ5hYldFYlq0P9590VqF2AA0l+HYx0GJhrlg+YvhC5fpDyHkjuzeOvnZz4aquGt/A6UboZpKjoQqIlkPf7bkT0lC+O8Xpl9gIjFx33ACH5qLOs1rBoFlIcjgp2M4vgpLEXI+CJsft1s0wdbQ+pGzocKMzIZk8AFC6zfUbhhVGDodWiH1dDg3mem9rYmCAAMn+2UQQf4q5moH7eRJzMtX8IuLdOprCJqMfu7UfWTZJvRTp5AHBlBnZpBSO0QYSCr6p38XfeUNIs0S6VQMtXaZvJdHRqZu1ZmMTzIWH9t2TDoCzCsy7UAjqSrMnJhB3rpvvses1F0hyTB5HibP41UqtH/4RywFZQy1B7EeYjoCR9Oc/cSzP51CnwcscLgXTrFI86tfxZ2/ht9pISZSyDOnSP3qr6IMDx9Y9fUwsF/+GILHK9f/nEuL/4htd0gGAmtCQLl6E+wuLz35b/e9LkdVmScm01xbb1JuW33V3HQu9kCqOVkSeXY2bE9+kByunbDVmtgyHVo9B8v1+e9fOMmT05kd52UooW3LZVupGSR0eU/ybpPourLWotULbZ+NXUoV9lLx7aQ69Hyfq+utA89f03DIN00M2+P6eosjuRhDSe2nQsTuBFUWWa2H+7Rhe1zPt3h84j1asw9xiEMc4gA4JMwO8XAhSnD68+EN7vKPdg6B37SitNaRLn+J3OYynTi0719m1zD55BhTZ3JU17tYhoNlONTyHWRNQpIEhmaSCIFAeiTKeqHEreoS1dgqgRAw2J6ivubRaZmkO4s4kTx/t9bCXPVQrRiqp+H7EmU5yTsSkLpOKWaQaCbC4OOYg2CoiKqDoTeY5zpPBqcPLjd/jzfMDwtOsUj9qy9TX2n2s6Yykykyvxq2EKZjHVJiiaqZxnOh64k0WlEk1SKa7JCKtklNTVGZLyFgoAgmuCCYTTQ1jSPmCOQ0nu3jmjZaq4q1VidwbARFRVDSuNoAPlE8x2WxtkKDOpbdRpM1Or0ugRFlJavy+JGnQ4WG0wv3i+/9r7hrIo75GJ6YYC3qYGfavFl8k+fGn0Nb1zB8g+dPPL+j/eMQ709oUYVzL0whySJ/3K2Tq9rolR6nRO7LozqdO83Hcp/k8twScTmNbGtoxBiqnOejT3zgQN+5FlVwRIvVyjqFyAIePmbVJ9EZIlAh7ib46NTexRUAtfUutumhRZX+ecBohPa5Wr7LnbdKPPnZjfKAToX5O2skSNMWGqjpu8qvlmGRGoxSXm7hiyD7oS3JMhySA5Ew/7Hn4Dng5IboDUyRkKKIio6gtVmtrVK4+jXOjn2BL5z4Aldv36bZ6pBKJnh0dhZNCV9I+IHfV7ndh61k2T7n4M35Wyit0Ws3oa4jBRKKrTN1fPBgeZS9Rqj6GToTkmUQZnXp6fB498IHsb1KQcIWxxtgteGtP3TChAwAACAASURBVAGC8PwqiCED1lqH5BjPTzzP08NPM9+cZzy+c8i9Nb+AWzcIpATS2AhC4KGefgQ7X8etdQ/UrMzW0HqzGV4b00dCAu1BQus38r5oF8KGSD0dqu9kLfz9ftbEoVNgVDDbUbqv5/E68xg/+QnW8hKCJ6AMz6Idnw6JtV2gjI+jjO9SCAAhMZedgewMgtXhRbcLC0L/pcWZkTOMxce2kbXFbpE/v/HndJ0uhrs9E3Cb6mg3QhLCvNRdSL6Dov32W9zuLFBUOvTiAp3zR6jLNp1xjXz3Ai/5J8MxB0G4H+5kW30Q7HM87YfAcWh+6U/pvfZNgl4HSROwVwOcxRtgd8j97u8fSPX1MLFX/thc5Rr5lR9iG1VOBSqiouM7PS65FVZXfsDCkRc4MXB633WYjofvBw9FNXfQHC7Hd1iz1+j5PcbqY/37iHvVWj3bo9AykUSB//jd2/yHLzxBRJX3nJdS2+SrF9eRRYHPPDZK23LvI++CIOgTXVFV4tOPjeB6AYIAt4qdbUTXTm3RW4+nrapDAVisdnE2lGYHnb+ELlPr2piOh+fL1A2bgYTaJ2IrHQvT8X5qIf2SKPDEVIbvz5UZz0TIPASV4CEOcYhDHASHhNkhHj7UWEiWrV4IHw70dKgyW30zbPl66t+EOS6bdhXXCm8ay2thqLHVgY/8j+FnbS7Tzoc3rARQnQ//9kv/DYoeqswahQ5et4WmerRtmU5XprrWYXgmRSD5LFVWKPtFDLeDIipYjo3vG3SKXbpijcXGJUx5BNdPEosvoRrTBF4P24nTsD3sJ5+kbd9CWJLIiilEVyFI2LTEIpWROwSNIV5ZeIWPTn6UqLJPrkJrHe/il6ivNrANBy0mkx7PIJ092A3zVtiWwfzFVzHqZWLZIWYefw5VO2D+m+OQ//LXuX25Q8tRceQEfkMguVjl+O0/Yuy3Pk9kIMFQ5SLt9jCGmMaTNXSrRtSoM6QXkCKfYOxEjvrKJK2lZdBT4NsEWgrLGyI5MsWpD08QuC5v3blJu95D8xpIkQheq0VPVEgP+Dz2kdOsGGtc+WYHwZIZyA0iBAJBXcO2wG76rHXLTE08A4s/CB8c6wtkVZUPPClyI/rrLIslBDkgoSY4mT1JTa0BHLZi/gJC3rjhVoaHWf20QnS9zqPZZ0kPTm5XQIoRTlbPozCBK3sQDW288V6c2hWPyWF/X3t3fEhhKZjH8DvojTSe4iK1Y7iCg6zC49mz6NLutpcgCMjfabI2V8cyHAI/IAh0QKDTsPr2zOxoDEVU+Gj2Bey3knRrFp4VkBaniQ4rfPRUSPClRyQGp+LYpkutZuIYUF5uIyki8YxGPKuRGZigqKskKz1EPQOxYQLfp1K+ipWR6UVEfjD3I5oNGbOhEFhJuprE1ZUCR5/Ocd28TL6b5/Ozn9+dNIPtgfOdAkQHQqVTuxBu+wd+j/J6i8X2InWnjdv10FyZwJHwJJNVb5n40KP7f+GbKqrNxslNksts3Kei2rV1cuh0+P9//H+C2wMtFZJJnUL4c/lLfRtkVIny6MDu4/KaTXyjizw0dDfcXkshpTl4s/LWbRo9CwOz4TVsB2XYnvlOO+R9kZm+S7JsedGy4+ekxuHsbxJcvoxTvoY1N4dv9lAnJvBdDyE6gHvk11CG9g5N7yMIQuW4UYPh7USH4Rj82dxfcDJ7kt848Rt3X1qc3P7SwvEd/uzGn/Gd5e+gSGERQ92s39duG3ge9vIy2swOSlGjFualTn0QBncn+/bcFN+nuHSNttPBw4ePP48ykEAwypi9cpgrWHiHE+1KqFpMjsOZz7+rdQHbbbqb90b1pf7xdBCbrnV7DvfqDwnaVfSBACEICKISZrmKe/WHWLc/gX7qzL6tkw8bO+WPAbTK1zCsBskgQIzlQFIRIyl6rTtc7q5x9M7XmckcR9lnux+Wam6T7PrWjRJ1wyaly0iieJ81cZOAerP9JlZgUZor9QmoejuyTa3l+gHvLNfJN01Mx+dmsc25ycyu8+L5AS9fzGO7PjXT5X95+SqjyQiG7RJVw9yzIwMxFElkPB3pE12qJKFucFFbiS7Hd/Zti946fzeLbRqGQxAE2J7P2Yn0gebv+HCCZ2cH+Oa1ArWuzUhS58paC00WUWSR6/k2pbbFZx8fYzChcbvUoWd7TGYjIVH3EPLLHh1PMpbWGU1F3vNnHeIQhzjEQXFImB3i4WOrFWX07IZSIAF3vh22hc2/Cmp8+zKttfBmsrkCkhZ+BtxdJnss/HcQhKHTG5aWhjtNt1TDKy8zGC0imDaBqNLtTWCLacxOlGK3iCWaqI4GiRhZPYNuR7DMAE9ycPw6nu2hWxLNhEGgq+A7CIBnr4ML5+RJhqYzXEpeZqnRJhGEypBmpIwoC6T1NEv1JRr6KsrIzO4PP55D58d/w9zbBp1uHEeIowg94ss9Tph/Q/xjv3NgpVl+4QoX//QPcfMFMHoQjbAw+mXO/tbvMzqz/0Nq79Y8c3dMCpZGT9fxAgVB1um6OsLaAskfvYH4/IdQTYsj7R9SGRqmR4xIo06mXUbSx7FaMukTUeIjObodgWI1hhr0sIUISm6A+EiW7FgM6+Yt9HaRtgFNNYWOghMfQuw0iVgm8V4JL93DirSRu0mESgREn6Cl4NHDFR28SBvW3yLIX8ZcWsVrg6zU0eRFzo5d4ZHzv82r+R9xJncGTXpvWRmHeH8gqSZxPIfEqXHk8cfRo4P9vwVBwPKVKu2qiY7O4LHN/LGA8pa8r/3ys5Y6S9Qm5jFaEll3CNnVEFPQaTVRpmwSp/w9b/TreYPV6zX0uEKzbIRFfstttKiCKApEkhqRhMKRc4N4nk/tiseEMUvTbmP1XHAFBqKpbQTfiWdGQRBoX67hO4T5jhmNSELjxg8LHHv6I4w8WsC6dJlgoYydsvGaTZLxAarDCt2RDCcKj1HNd3EsH1kVMVo2nYbFO6V36J1aQ5DgSuUKjw8+vvvkVOZCcrp0DeLDYf5W9ih0StBcoXb9OguLNh23i+F1EeMBOD5YPsZgBWvWZKmztD9pvVVFlb+4ocpqHFxFBSGxlZoMLZxmA0bPhdeezJHwMw9gg6z0KrxVfIuk3eBINIao64i5HHI8jhiLYy8t9/Pz9sUBt2k/ZQhwIGvifp+jHT+Os7yEW6kgxuMEAfiGgZMv0Hz5ZXJf/OL+9kO7C2//SUhWySoMHN82hjcKb2B5FpfKlygbZcbU8AXQvd//zepN3iq+hRu4ZJQMuqwznZzeVn4xXVfovvYaXqNB+jf+OcrIlmD3+mJIPHlO2KKaGAX9wUPsBVGk8+KHuP2DeaKlKN2kwGLlKqZnoklamCvYq2H84JtIEQVtyt5X1bZXxMF990ZmMyR3nd6Bbbr+yjX8dgNJFxHSY9ApI/gOouLhtxv4K9fg1Jk91U0/SyQ9n4jvs+5Z+J0Cop6hLqvUhIBk4LPQXKDjdMhImT2J44elmttUbHUtl8wGiTOdi1JuW33F1rGhSJ+AqrpVomJ0GwF1Qn9xW0acKgnMDMSJqhLpqIrl+HuOQRIFPvXoCF9+a43b5TaiILBSN0hFFJZqXdbqPUZSOucmM0ykI/sShQvNhbtt0blTVHtVorEo+W7+bpnM4Gx//tabJrbrY260m46m9APNnyKJfOGZKXRFZLHSxfMDpmJRBhMaHctFEgUahsMbCzU+cWaYVy7nWa4aaIrIv/rAFKfHDnDe3AeaLB2SZYc4xCF+5jgkzA7x8LHVirKpXvC9MFPGswH//mUkNXzgkSNhsPGmXWVzGXmDABGEjQe3cBnLHMYpLKCZ6whuCdQ4Al1igobvuQxPT9EYa2Fda6OpEZRmDhwZARE/3aWZqiHVbxEZsTFND91Mo7draH4JVwzwvRRK0GDAynNu5l+A75EXrmPYdxjQkpzJPsNgMETtu0scMx2c7D/wJ89o5Gs3dgy39Yo3mbviUixHcBwdFYOukqVrWXDd4eyZm0hj+5NdtmVw8U//EOfyDSwvhR8dRS21oHKTi3/6h+T+h/9tX6VZeblCuWNhijpusE4QjCD6Fp4Yo0aKRlck3jHoqjnWEgUqShGlYUHPR/BE/K5IpmMgSSJHZyS6b9ym07CxbR9FahAXGhyd+WCo8Om2GGcZx9GwlBxuVyGa8IjoBhNCEbqPsaas0phcRnUHifgTCI5IK1PE7ngUZq5y2mngLM1R/c4a5dowtqsSG5LJlpfI6HNos0v8yvSvvIcd9xDvN3zm6GfwvYC1G3WsFYlqvEN6JEq3brF8rUZxvkmv62yzQQr35H3th5bVoqs28R/z0d0UWA5oPi0WkBSBtnOuv6zn+dTzBnbP6WclZkaiZEZj1PNdph8dwHU8jKaNY3mkBsMik+NPD6MoEtW1MAg/cAOOzA5TWmzj+z5Gw95G8MUzGmc/PknJmMez4cyz41TWOjSLBgBLl9rMfuZztEVxW55XdGyU5z79SbKNBu2OTL3eRlZEPMcjntWxug4JO0uvUYGcxXJ7mccGHtudEOw1wod6NX5XaRUEoKcJzA7F+SaWK+JKFv6xBjWthOSojGdHsGNlPEk8UFPpg6io9oTVAlEGPXP32rNp7dzHBlnoFvjyrS8DoEZFjowMIpRK+I0GXhBgr65uy897GNu0qQy5WL5I02qiSipu16XULQF3lVawQ96XAJuz4vgOfzf/d1wohFllaT19n8LEW1pGymZRPA/9zKP9Eg3z2jXc9XzfZrqn2k2JErgedqGJkosjLr9Or+xjl7soR47QDEr9zX9q+Cnm1+Z3nBrDNYjIETRJQxIlBiOD95VfWDfLeI0Grmtz+//5I3qPHyOWGw5V1PGRsA3Dc8BzCMp3sJbX8WslxNww2pO/jKDvcv27823oViAzA0OPkIykcadHuJ71SFktTM8kCALWOmtMB1ni37tJ92YZUQ5QhnOIZmO7ZXkLds4We4TUc2dRhoe23/dY7ZCIDnzw3bCY4QA2XVHxCRwbzxQIPAfUGE6xjLneI3osiqjcJWt2U31tG7NjML/4HdrdMsn4MDPTH0HZTyX/ABhPz1BwuxiBw7VAJGWWKaoR9CAgLml8MHeajJral/DdLyttKxG41zZtWhNF6J/34pqM7fp9xdZCs9AnoCbVSQRBYCo31Sd0x7R1YpqyjcTKxVXyzR5xTT6QWmssHeH8kQwLlQ61rt3PFZvMRil3bFqmS92wCTaW3YsovFhu9ctkvMBjpb2CF3hYntVvpt06f0P1HjeKbSYy4Rh+7dzEgYnUkZTOf/Xho/cRsYuVLv9wrUhUlXh0PMl/enWeb18vYrk+iizyj9eLZGPafZbX/ZpTD3GIQxzi/YBDwuwQDx872Wu0RHiTGB+EkcfvX0bWwuwaswWRzF27yuYyqdMgnYZePXy7rcUhkkZrraL4TVq2RKCqCL5DoKUhCEhrVYaSVaRMGo636DkGg1YWwXEJ9CZttUJkeI7YsTQft2zW327iNKJovRSy38NXIyRlG0Vr8Gg6jub5vNTqsNDp0rI6JG2RQdvhdmcGrWbgEXCj8U0WgzyVhE0yEFi5J9y2tVqn1ZDpNX1SzhJ4AbLWoiGP01KgsVondwBX5sKlH9Bba9EWn6SbHQZUtKSAXl8nur7GwqUfcPL8J/b8jPXiOlYgItkdHLmHEFQQxAFkt4orm1RjUcYSUa45edxuj/WkzIQjYYkCihdQjPqMJaIEjoP7/W8wVbhEo+7i2CCZLbJOBvf7LYIjXwwbDXMRpufeoKfMEKQHiY4Moi5cQh8YpyQZrHZWqcklelNLdOwCUS/BvHmLXqTNUCrHWWmQ9ddLzJWfoKtkcKM6ctchKQwx+8YSk89UEPYu3DrELxjWbjS4/N1Vug2LaEolkdWpSAVywwn0ZhpJEbG6oQ0yOaD3FWZb8772Q1LbCOI31whyvbtB/NU649p4v9WvU7eYu1CgUTAIggBFk/qtvkefGKSQVBk9liIgLADYzATcWkCyGZCvRRU6NYsgCJAUCTUi30fwSZKIng4f6HLjcURJoFnqQRCgxxWU4QGSL32B+UuvYtS2W7JHuzGq5hqe4yMrIoIoEM/oEIAmZvHEQR6bPMbp7D65i5F0+BPNhi8zRDFUcBWvImSmOXkuS3PV53ZPoDW8znBigKpZJZ5RWKk2Gdfvzp/ruQRCsPsDUnIM7/x/Tf36dex+Ccyp+0tg9sIu1s5Or8rLEZnTVplHPPtuG+YWDEeHyepZamYNW/RpPH+OAVHeuWDgoEHw+yjDNpUhTau5YY+yCYKAhtXoK0NOZE7sSyZ85dZX+Nbyt2hYDT449kGyehY/7m9TbE20muD7SIkEgm+BoCOIIlIq1beZ7reezms/xPz+EkFtmcQzj6Bf/QrWhTUcJ4l9Y5YXXniR/JEYq+1VppJTzLMzYZbW00ynpnEDl9HoKLIobyu/iMgRvj/aZPz1O/TmbmLIHub11yG2RUV96nMw9w0cbZbm//UfcPN5fMNEjOrIX/8rUv/m36HMnr1/5ZVb4T1E9Q5BbIC0nu43KzfsBj2nR9ftMhgZZCR3hOyKCLlj+KJCL/phYruQZZvZYt1vv4LXaIUKMEnEuf4juDVG7vO/gjDz7N39UyDcR4Mg3DcG9b0LHDYgpgdxDR+3aRAsNAjMNm7bRRDAs0XU2YNHEBSLl3jlwh+Q7xYwXJOorDN640u8eP6/Y3h4D+XpA+DHboPJ2Bh3arfIlEyG3QjjEZvYYJbjmVOc63ZxrvwVr9DmUvUqtmcjiRKFbuE+i+5BVHP7bdOmNTGhy6iySFxXiGkSC5W7iq2yUabYLYYEVMcL530LoZuKuYylkw8lI06A+3LZxlI6Pcfj2dkcz8xkmc7FgN2Jwv41rL0GAXiBRxAEdJ0uSTXZPwePpHT+9YcmeHXxKrNTPYYTGT58ZJKosvs5ttlzUCWRiHo3l2wnIvb4cIJsTN2wvK7z9nIdURSIaRJt0+Paeou/fWftPsvrnsraA2JzXzjEIQ5xiJ8WDgmzQzx87GZFieVg/CmY/Xi43L3LCGIYHDxx/q4FZ3OZ4rW7b2U3Q3IHTpDu/Ji40qArKJR7I2iSieUNI8kGcbVGOtYhmTrDiGZzafBVOq0ICSdCW+kRpExmxp7mqCUiSx7P1d7mesPCdVK4soZulJHlOqeF26infh8ufwll7SeccK2QAKzn8cUamhElNjRNa3WRhmERtOqc0nUCRGpenbzTJrsRbhtzI3SrPmLPCPNj9AiGHcfwVGpl6DkHqwhvLy1h9GaxYtMEgYsgmFheFEGbJrA02pXSnv/fXMsTLN9CNsEiQbxp4coWqtvEVoexIg5OaoW1xDlKCZ+4HDBdEggicaKeQI8u9WGNtZzA9PwC7noewbHIpCX8VptAAzqtvnJBOzqDMjaGPjGGHphIegdvYS1UbIyO8k60gmRKHM8cp2yUSWsJem6PR8QZ2nabF6ZfILfm8cPecUqxAWw5gSPJiJJBx4ridxQGCl2is+9hvz3E+wqe53PnrRL1Qjcs2hCgZ5sUrTr5dp6EluR48gTZIEav7fRtkJYRNkzGszrpkf2VEjOpmf4D8/XqdZJakpbVQpXUfhC/5/nMXSiwcq1Gu9ojkYsgygLdpgXA2Y9PMn4i0//M3WygWlRB0SSalR6qLpHIRYilVaqrHRRN2pPgy4zEmD6Tw7Fcxk9mKBkl/u72K5TKTeyei+qXGbqxxmdmX0SLxtCjCpISBkdrEQVBpE8k/srxj5JNx+jUQyLyXtVcP/dt67nctUBJhOH6G7ZCafgkT4/Ade0nrNVkSkaJpJbkevX6tvkrNSr85d9/nd5QBSfa2zHkfZOQ7NQiOJYaEpKFAifOjxDPHJA02+Xac1X0qClxftBdYXnpH/js0c/uqBZ8cvhJFpoLPDH0BEPRIYKj53cuGNiCfVUSe4TWt6xQGTIcHabn9mjZLQRBYCAy0FdabarQvrP8HQAGo4P35X0ZjoHlWWiSRsfukNWz9ym2RNFENNaw19YJWEMQZQI9g1dpoc4cx09EeWXhFd4pvUPLbjESG7lPpSZqKoEcB0HEvnkFNb2Gs+yEMQrJcbSjRzkWj3MsfWzPr2nrMVe36nh42465nttj0SlQq1wi7nTQHRnkKGK+TFCqcWvpf0b/zX+LljyL8aX/SO/KDQLHQ4rr2IUaTrUJf/zvyf1P/8d2pZnZDMkyAEnmhtflu3N/z2x6FgLIG3miSpSEkmAqOcWLMy+SSrVpf/ObRM+fJ/LEE7tuk3V7DufyD3DyZaSYSOApiIpL0OvhrvlYt2+hT52/u3/26uG+0VqHzFHIHdvbeuw5BNe+RufNdbTpMXAXwDWQkzqB00WMxIicmIbU0T3nfhOOY/DKhT/gjdp1ioGFLsjE3A5luwkX/oCXPvm/v2elmeM5lM0a2ehpTr7WYKzcRXNFlIhObnSUTDqH4rnM5d8i75awtQiPZE9xrXoNz/eo9qrkO3eJY9hbNbe5TZfqN7F9l6QUYc2sbtumrdZOy/WRRaGfwzWWjjCaFvmHaz+h1CuhmSpjlooUOPjtCA2zzmRyimwk9VAy4nbLZfP8gNnBOEcH4wiCsC9ReO/xJAoiRaPIaGx0WzNtsVvklflXyBshSbXqRFm33tlGUvl+gCiG5J3r+bx8aZ2e7fHpx0YZT+9thczFNW4UwtZNxwt4dnZgY5t8rqy17rO8vpl/g7XmIilJI6LGKXeLwHZl7V5YqRlcWKyxVDV46ZemGUwcRnEc4hCH+OngkDA7xMPHQe01D2EZKZ7hxHQNbIVOMIrjREjGbOLuKieme0jxDJLd48XbPwJrjbwsYkQTDHgeo7bOi66MMv0BzIpPOt3j8cU3qCUzmJaELjkM+AaR1CzWrevo92aPtNYRm8tMqTrLI7+DOOHyulHFdRTESJpVo4gtyti+w3UjT3XlGs35KUTXwxFjSIk2nqjRC1J4rorpy7Sq+4eiuvU6rQsGFkfx/QgEdxDoEUMnMFMIShwIs57ufShMDkXIz9VZ/eoPSUguqF0EW6cXmUT0DUwliiU7OEMNhh79IG0JLp1LMW03Ge0oDBLHGNApJLIsf2CCac/AbwX4RhcxkcArh0SdqKoIqtpXLgiKQuqznw3Hv4Ni4zODWV5dfZWV9gq/9/jvUTAKtKwWSS3JkeQRZFFm5foPKPtxeqqMj4foeThI+LJO2Y9TbsWZfig78CHeD2gUDAJCAUYsoxFLaRSkVVgXoSsTm5Z46kNHsE1vg2gxcSwvzPvaUH7tF/gPoIgKL868CNB/2z2eGO+TOYqoUF3rUFvv0q6ZRFMqkbhCYlCnutI5cFYaQHokSjyr021aOKaHGBWprnYOTPANz4QPio7v8PKlb3DnzRpOMyDlDuLLASsLbV7ufYOXnvqXxLM6nbqF2XWQVYnKZnFAViczGqO01Ob2T4p0miZG0MVxHfSoxvjIII88Mx6SVHucyyvHP0ZKCOfvM7MvIizsPH9Wy+PvX/kRxVKN5loLc6jGaGSMitCgnK4A8Fsnf4u5CwWKC81+SUKr0ttGSB7ku9xpvEF6itu0YOAYiBKnsqe2kHPhPnNXLTjNiSN3SYtdCwY2UOwWQ9JyvYltuKhRiaGxNJ+ZPZhKYqsy5Fj6GHP1OXRJx3AMMnqGpJZkobnASmuFqlllMDKIJEicyp3aph7bJOm6Trdf4rBVsZXUkmhHBpCjHo4sYt5ZQ9JFPHMJITeJPDbKWk5g+dYyq801hqwJ0uYY4/GjXHcu9tdzdGqSbmUOya8giwFiPE3mVB7bUPESbaTIwR5Y9zrmPj3zab61/C28hRUCy0b2BYJTRxEFkSDwka7cRlopUvjmy+QScfx8nsDx0I9PhzZT18a8s4abz2O99V30D714d8V6Cn7p97DeeY3K7eu8LnyTIKFxq3GLZ0ae4Vnt2f51Z3NOg2NDZEZGkOJxAsfBvH17x3wyf+UaQbeFnJBAiSPIIupUDndlHt+08UmE5QTJ0W37J5mj4YvCvazHm2UBtQUiegd/6jRSTCU2qYJlYLcClKkjRP+L30c4SL4esLD0PfLdAo5nkRKAwCUQZDq+Rb5bYGHpe5yY/fTd9b+LVm9FUvhnM7/G5a9fJ6ilyblp5EwCz7CxmkmaN0xyT8m0AgdDT5KUdWr125jdIogyncClYTUOZuvesk2273IqMd1XC19vL23bpr3Irtfz30UQBOKCQqkxT2A6ZAKBleV5mgKcik/2942DZMQ9rFy23YjCi+WL/XMtvke+ch3DazOVmmVq8NH+NWyTeP/2yrexPZux+Bg1s7aNEL+ZN/jJUp1zk2lMx+NmsU2pZSGJAl95a5X/8rmj25RmO2HT8prRBYaM22huG1NOktEHt1te67cJGksccWyaXgtJbGIaVfJKfBtBuhcurjaYL3epdW3+/I1lXjgz/HPJ6dsKx/O5Xerc13j68xrLStvHcAJGCq2f+9wc4hC/yDgkzA7x08EBQoofyjIDJ4iPDnHWeZNGO48l5tD8KumEgTTydLjs9a8ybHV4yfRZyIzTys6SFGRmKoso3RrEh/FrBr4L2vHHGe02cO0akVMncQ0fX1Twq0Vw78ll28hcSyslUk8J3OqmiVyCNVHEC6BHQECARcBxO0P7skak08OSMohqj6I4BZiYQhxBAF1wmBhwQ1JO1nZUQIgEtL72NUQlRyCKSJ6N4iZQ/CaRromtyAiKinHNZ26gQLPUo9e2+w+FvY5DLKUiHTmOPVckrb7BxTEXxR5EczRspYsRKzMxscqx3EssaBEGjzzCrXSEmDGIbwnYUZW39AKj6Vwo9U94iNEY7uoK2qnTCJIIqop17TpiNNYPyFaGh8l98Yu7KjY+NvWxvjR/00KwFXnXxFJjCD0BQZdwAp8AH6nXxorFyLvmIWH2TwiW4eA5PvEhBSfdJu8VGdBzSEmDltvi3NjjqBEZNSJz9uOTu9ogD4Lh2DAvbnvQvAAAIABJREFUnX6JhebCfQ/Mm2MhCIgkwqy0bstGTygPlJUGoc3yxPkwvPzdEnwAd2rzlC9biKUYA24awZPR0DB8ifoVl4XZRU6cP7LrevBh9Wad9eUa5XIDVzExY220apT1YgnDMXj206fD8dxzDnblFN3sKH97529INq7zqSOf2nP+Ko06tV4dzwrINidJu6dRFIlBxaeyUqRStPnO3GWCsobn+AxObZY36JSW2tQL3QMTksCO1s5/dvwYt7tLLDQXmIpPc/lbq6zcqGP3XLSIDAEPTM45vsPLl7/B6lsdxG4U3Y9giT1WFjq83PsGX3zmCxuNzBaX527RandIpRKMTwyw2l3h6ZGn7ypDOhVWF8sMM0NbaKCmxb4672LpIhWzgiZpCIJAy27dpx47P3qeq5WrzDXmQnsnQV+xpUka6+11jk88T+r8EWgs49a7+JaHqkvIQwKpjzzNomewViwyuXiWpJ3D8hQi8RRj2qOYMyVaVgsJm+wzWSTrbqGPPdomWroGA9KBQus3sdc+8+uzv843Li9iWj5CMo6wcc0VBBF0HYwejtEFXcI3TKR4aC/Fc6BdQBQ9/K4RXrfvQaCnMVYMqEocn7/Nwtkh1EdOcnbo7I6qFkEQkOLxMJ/s5Zdx1/O4tSp+10CZnGTgd38HJR1FrF5EDAwEWQVFQh0ISTPP01GTGuLkqVAdr8X3v+8xm4AQFm6YzfCtQXMVQRCITCRQn3wGV/8ttLgNvQbRnT7Dc/YktVqdIoZrMiBFsX2LOh4iPgkpiuGatDobc9daJ3j7L7Bu3dggCpNoxx9BeOJf7t3qHQQgCDiLS2TevI1baeMPDqHMPoYiyWF2nh3DUk+TnNaIFl5jrfA2OV8i6jTpEhCTNdJZZcf7gftXF7DauIPhmiSlyN32X0GgLQpU3G5/m/ZSbD0ffZ5ar8wJx+W4J9NxTdYkAct1GRBkpPIcnmOiaMq+GXEPM5dtJyy1lnht7TVEQeTZ1An+VbPN4mZkiCYyo3VQvNBSutBcYLG5SM2sMRgZpGW3ODt4lpu1m+S7eb569R2uLca4WWzxD1cLjKR0/CCg3nU4Nhjns2dH9yXLIFTNjQh1Jte/xgkjj9rrYkdjaJFRVqY+Ryp6lFa7gFG6RsJsowcBTSHAcLtonoVRvk6rV4PMvqtiKhvlz99Ypm26LFQ6lDsW4xtztzUr7WeFQtPkb99Z63+XMU3uf5c/6/FsjuWNFQfLDVj/8fLPbSyHOMQ/BRwSZof46WEPK8pDW2ZDUSABueYKWLXQLpk6ffeNrdWGIED5/9h70yBJzsNM78n7qLuq73N6jp4DMwCIGwQIEKAEkiApSJR1UKJWaym8a2/YXnslh8M/NhzrCP+wI6xYh2Tv7g+H15Z1rFaURJECBRIkQAAcXIO575m+j6qu6rqr8s4v/aMGDQyAOShiuZQ0b0TP0Vnd+eVXWVWZ7/ceqs18dhbMkcHPWu2dIGg5O4xspwg3N5FSaYxDM0jFEnHl/KAVrTQKrfdl48jKIHPNaYCZRbILzJkZxrUMtbDLxbhLRtZB0sgJn/loAtvTCVZW0WSPMNzG003iREEPVzF7gtnkCpxdAHuR3szPcvlY7UMKiNxdMPX0U4xtfZv1bQtHkVHDOiSCyIBYs8laEGaGOPvaOl47Il00sdIDxUYcJ3Q7DlN7SlhzQ9xblKkWL1MNO7QDFV2PmNYqfMEcRvN7zI0eYjI9Sd2tc1ptX7OrVdEVk/HUOEII/iI8xqdG8kjVKsHSEkouR9xuf2RA9q0UG/ZNLCDBVJrQTFBCFcNrgGKhh21ifYjQ9Ammbj835A5+8mHYGpHic2H7Ii2vTIxg1Bol3R1iZnKKfDaz81hFkW+fULkBNFm74aq2YWsDcs5UMVIqcSiQJH6orLR38W6g/49C8FU3Wkg9HR2Bm2lj9rPIqo4R2ESdHtWNFgfuufF+Qj9G0hK220282KdSuoyQBJqmUeiOc37lKvMbk4zNXLtrufYe7PVCzryyxkXtZbySjx/X+NbSt/iF+V+44fwN5Qvc++Bujn4NUCS02AA1RurqZPwRaMFGoUY+HCZdMKh7DYLYx1ANElRqK10uvVXhrscnyA3bH7mQ8P65+2hrZ4P5B/dxeM9h6hs9uk2fftPHTKvEkdgpRPigWvBG+wrjkBcWvk31lIe+nSOj5pAMge1nadWaLB9r8L3hl5jR5njl5dP0Gz5xIAgVn77RJn9YIm/k2VvYy1PFnyY4nr32mIScPk2qb/DUwYfR5AFZUDSLNNwGWf2awjAOr1OP2arNz8///HU355OZSSzFIk5izjfOI0TIpzMapU9O4NccRKAgJy2MWZC2vk868xn21u6n14zQJQvTVpG7OnLLJqtMo96t8cLqd3lMdshcWzjyRMQf+WuM6zKfdJvkbyO0/v240TljazaH5h7kSu5t5EqNJBFI1xRmSeBTHzEpPHgvpm7grJ0lqDRIhACnjl/z8Wsu1pQy+Nz+AKJqjWiriq7o7B86hHH3EfZOHL6hBcyLPF5ffY25F86hnLtCvLVK3GqTCJmwXKZdsCgdijCsLqodEXYTEllC+BFho44kx6jDeYz5A/gLCwjHQd63m6WVdZzmtezB/Bz6u+SW14E3/hVUzkBqeLCAZqTByA7KAfY9g7LrMYQIudRa/HAJRJLA5nFYeR3u+7WBqu59SJIESZLIpkexVZOy3+Ng06TW7zKWSnG24FFKDZFNj0IcEn73X9H+1reJeiASE1lZRT21QK7ron3+vwNFwz1zhnB9najeIPvZZ1DT6kARt+8Zkk6HJI6RjEHGpHBdlGzuvew8a4q5XXcxfulr1LwOSyIirZh04x4lIRhvV5hLT930PGr7bV5d+z4n115FFhFN4SMSgSzJbPpt6mGPUE24GjZ54N1z7wZkl63ZPJc7SE16nUkp5AfqBDUpYCEdk+o1yAUOTvUs5vSjNx3Tu4qu07XTBHFA1sh+yOJ8u7lsHwWRCF7beG3w7zhk+cKfc1ejwcxWByFsZHkTdaw7WOB95L+g43eoOtUd4j2tpVFldYd4F1Kfc1tt1t0LaMkQOXsXbqCgKBJuGHPXxO210O4pGjxefR77xJvIPZ84VtGUiIPpVXZTYd+VUyxsn8N222yIEMMagbjHsGzS8xrYoU/Wad5yP2EseH2hThgnZE2NUlpnreFQ7XgAO1lpHyduph4bZLdt8M5KjVa8gWkE+H2DcnviP8h4bmcsJ1ab1BxBSpNYbThs/Qecmzu4g7/ruEOY3cHfftxKhTb1IFTOQe0C2KXB9xIxyFUrzA7KAybnUCfGCatVkiBAuB7h+fPvkT73fRreufrhzLWhfTuZaxrw7MgDJCvfp9rKEIg0B5QuI6kez0gpWq01tjUTu/kSSbBJ0suAXaRY3sYKagQ5ldhRiesWl89+n63eJJ26hyRLWGmN2naLyuYSM4+l+fSTUzS8SzRbgq4YQ0r6JFqRXOhhZ1RC0afSdLEkk9mMDEEPK6WzXHdoBy1G+pc4mD+O5Pf5tSjN0lieThJdU9610KwSWPmbWmceHX+UVzdeJRQhL+0PeSyaJShvEvaaaMNZSrv23zAguxMMsnvGUmO3/TSPzJQ4sdtEu5xgRCXUuE9sjOMpIeFuk5GZ0o94It3BTxLSIxorySJ+4mK28sR6SNhV6Kgt1vFJj9y6TfbjwvutlIETYdga7ar7Q2WlvR8/KsFnxDa6MBBShOFl0XQVKR3hel1sYWLE9k33oxkKUbGHb3fpSh00VUNiEGwdaj5uT+Ht71/h4ScOULpGRDc2+1w9VsVzQnLyBN2ug7ynzxNTT9y8OADIaHnMvILfTkiG3GsKsoBoTaDFBm2ng+uHRG5APOQQihBN0rDKI+RTWQInwumEKKrPxbc22CjX8Fz/QxbSd7PmtpbahF4MkoTT8bGzA6vgPZ+ZxndCIj/GyuhAAkAqa0DCdWrBymKL0ycXWK5skJXyWNf2ZR0IObr2OtXLDtJaFkM2kcZ8kEBKQN5QoGFw7MUFTnerJF0VISXIJkRdGVlK0T7h8ZJ0lNzeYWonQ6acvfSSHkkqRgoU0k6axtmY6VHBXG6O2ewsbbeD1DDIkGelWUHPGzsqNPhoxdZqe5XLrcsAlLdO4QVtbDnBvPeRnUIEyqegvUah7JENSyQ4OFYbJa3SCxvY7SJpP8uVxRVqosm6aPCpXkDSljjb2qKn+yzaDq2cylfMHLcOFbg9zN39OEsTf0ZcbyJdWkRkbOSuQ18T1KYt+vdkmZx9BvXMa4T1Nt6VZZIwImwOPjOjKI0ydy30/32WQtXMkf/Zn8E5fQbZsnlo9xM3HMNad40XV15EXlxDPX+G2eVlrKLAa4UIPU3cdvCvLuGPjGCWhsndXYKzHaKehwgjdCtCLWTIffpBRHqG7vN/SqeyyvrKWbpaTOL7YL+vyGDmAJz4gwHZ1d2E+iKMHR4s1KkGjB2B6YdurlyqnIfVNwgbfdST/x7pwV/fuRbabC3x5sYPePbALzA3+yQzb/4B48fKWG2X6VCmr7W4L6eiPVZgbvZJksp52t97HWe1SxLroCegpgh7XXj5bUqfOI80eQ/B6irB4hIAztYmzuJrjDkdOPVHyPL8YBGt1UKybUggEYK43UafmkLKZlGrV3k2sSHRKadGcJKQA07IuO/zbKigNZZg9C5CEXK5cRlVVq+zOL6y8l3WFr5NTsCy8NCAC90V0rLGhbCFAqSTmAP29M5z+65VshN0yBm59xTFcURq+SipIACrwK5QYhdwf6bA5e4bPBWbGLH40LnyQbxb6BHEAQdLBwf20A8UcdxOLtuNIEsyX9z9RV5YfgG3ucSTzYjG0U2iKIvw+8i6jHplhRwFtL2XyRpZprPT+LFP3siTNbIfsG3nUPTLJPE6E6UGiu5y2HyMsxttNEVicbu/M8ab2UzVrfPMXjxDt+7QT9LEuoriRSRBj/LCApdnDfbKOuNxRE0xqCc+OdmgR4whKYxHgjk5dcvjX6j12Gy511o5czv5b2c32qw2HN5eavDJvUM/1JzeDLdSjy3Ueiw0NjjvfAdZayFcn5yRph3myTc+zUJtmANjWU6ttdjqeOiqzMHxLKPZ69VebSdEJAmGJmOqyk6e3O2M5dkj44Sx4Phqk3dWmoSxYFdWHrS8TuY4u9HeyZH7Yc+3O7iDv++4Q5jdwd8N3EyFNjQP+WnoVaB64b0SgmvB1QzNIyk3z9iSTPu2MtdSu3+FfW9PYiwJEhGTKblMTObIPPUAxvdfA2mZS5MxW/2ErNdDD9q40xZ+18CdzVGczyA6Jr2+gdfzUbw2xCGKAlthBInK6uoWb+U8Ht67xOWlLBk/QygMtJxOWmowNrbCX0UBxFOIboVKrYbuhoSmRmAUkEeznI0vsscwmdTTaEGX+frKe/OimTvzAje2zqx110iu3XA6BYuXHgVvUUZ0JOSsRHqvxOfT8P41/lCEXG1e5fml53Ejl8/t+hz3j95/yxtugD3F3aQfepN1pYVdjTEiG1/1cEZipu7Ps6d4e2HHd/C3Ayu9FRpTi3QbAblwGDNOYVkqDXULMRWy0lu5rZyTjwMfl5Xy48Ku4WlOWAuEPZe+XUe1ZPzYw46KWHmTXcPTt/wdvuIQ6i52kCbGQRCTUtOosY0Q4Hkey6e3qSy3CbyQ9Y0qrbKHkihk0jZPfu6TaKPxbZHew/IotpTGN5psu00M1cCPfAwrQxSAMRtQqZYx2jm0LR3ZlAldiYQ+sfCZSGVJjSq88/IVzp9fwg8CIilEW7PZuNqgWmnx2a/eS6vi0Gt4xKEgVTDo1AblCr7znnrs3eIFJLAzOrIio2jSdWrBwA/58z/+Af1GQCwH1HNNrHqaza0qc+4YgQRWvUDoKwSmjyGpSEgkUoKjdDCCNNqWhuJZxESkd0lIkoRZUGisxWjNArnLuzi3XsZ3IpIoYdeesZ2W17WLTdbON9ANhbl7hm+pQnsXH1Rs7c3vRZIlNnub/Ex6HntzgdDIshi22YodQOJRI4vm9wjbfYaCcUTcxPQsPLtFxjSwRZohdYhq6zLJaAmnD+ferCG3InwMMmqMn+4x//S9SMP7/0bn80dBN2zu+ZX/klN/+HtE5Qo4Lt5Ijlo2IXj6IZpxh624xdyv/zdE//e/ZK3i4fXBVLsU5Q65X/4HqGMT0NkkPP0nLFZP0Qn75Kwic8UD5D71iySZ8Z39fZSaMKtnCeKAdNclbJRxFQ9LJKgpmSQJUA0NqbOOyHwSch7al/452buOsnj5BE6nQyqbZW7/J9Du+wrdd04S9rqUT70B9QYiqyJyKbRyj3i7yak//D1Kv/076Jkx8LuEImZx5hP0XIX0hs6uYQejXyOsnucb229zqnoKkYgPKZd+pfQIwZkNvJUa2oGYrdxf0vW71NwaC7WzyIrKd40cn5v5LI/XDrBeW0K0+0SyoOSD3NIYmz+AikbjwglatQaKK4GWICUqWt4mbvlE9Q7+5YuYk/egloZwr16m2Vri7Mtvc2mkzpP2DI+kpjEOP4B1/zaSrpMEAXGnQ7C2trMYKVotWt/7HkN5j6/au1nKlOi0l8kKl7lQoNUGraZJkvD1q1/nheUX0CSNvJknracZT43zybGHWF94AVVReDI7T81vsyXFOKHD/ZKNK0vMZ2a5e2KgL3uXcFxuL3O1dZU9+T3M5eZ4duIJRpdeg8YS9CokkoHYMkiCmEnfZc5tIQUyNJdh12M3PX9rTm3QUqmlkfvbEHnIqokXuSy3l9l2tn/kz6+ckePLww/S2dogeHsVtxySyH0UWyco1wlFH147Q+nBKnN7Ht8pBvBjHz/2rytnSUsTJOoblFI6siSTUcaQJYmcpe1kj11pXmG5vcyF7XN0O2u4QRfbyDJeOsCze77EqNPCe/73ECubKC5Ih7KEIqaPirTew+rEHNtYpzR3gGeVIogOZSWFk0TYScK42+NZRUcLerc89nez0jKmRCtaIRB9dDlNxsyz3nT5s+MbrLdcHt1dYixn/o1yxd5VY75fPVb11ojo0/d0JmozwECxVe+5XO2/QqRfIcZFJYuLC0qTBUeh3tsPZFlrOlzZGhzfeM76EGH28uUqi7U+AD9z78SHGldfurTF109sslJ3SBsqpbS+ox4LY4EXCiptj42mw54Ri35cJsQlG0lkzDwtN6R9mxESP278JOW/3cEdfBB3CLMbQJKkKeB/Aj4HlIAy8BfAv0iS5NZ64Tv4ycFtlhDcKmPrVkq2OBacenGLhctpEiFQYw+/mWIjspHOxRx64gnC09/jnQdnWegIZpoKphsxMbaPjVyMHsOu4hyZ6AG89QB3aRHh9yGMCasxRT2kSREjTvHI+D2kqsvcM3mWVjSJrw5jZCLy/bcR+UkKik7n+BJJRyZ0axACLSBnY1Ah99AhRuRVuPsXB6q5XuXGxQt8tHVmd243X973ZV5YeoGW3+JS+ypBPiA7WqTtt+mXX6Xs1fi5fT/H/uJ+qk6V55ee50T1BJu9TTRZY7Wzyj+7/59xoHTglk+jJmt88chn+SvreaqbLVqOi24rTE/k+cLez95Wq9Id/O1Bx+/Q19vonxCUojHwBRgOoVpFKPJtB0F/XPg4rJQfF4Ymshya3cu5/hJ6oBMKDysqYFg6h2bnGLoN+8zIZB45Kwh7ASPODL7qYDgWPbpYkk0qayJEwsmF81Q2t5GFSqJH6E6KbrtL8arBY/sO3dZ4U2mTXaVpknUZR5cIRUhGz2I7RXKTNpXSBdb1s0ypd1FIppFCmSQlqMprbJQu0TH3cOaNLOryMF3Xxck1sOIMwpGInYSVtTLbm7uJvWRgYbcU2mGLqtMhpdkYmDvqsdHdufeKF/wYw5apva8QIT9ms3i6it8PEULg6j08s4mvdLHbRZY3YgqzJbpWgq9DGKps9zcxNAM/9EmJAqZhoCgysZCRLLGzIKDICmZKR3NtkgjiUBAFMYat7TxGkqRBI2w3YGupw8iuLI1L8XUqNOEoZLqpHRXau+fgR5E+T08/jRu52I0ltlSV57uXuJJUWAg7qEiciST+k8IRjFwWRcRk5CySmUJOSuSLJlGokc/ZHNr9BEffPI5yai9OZw9aYCGpBinHR4vaVE77BD8T7lgL41jgtRLiAOobvb/Ra2V87jCl3/4dlk6/Rr9RJVUcYc9Uiderb3N46DDzhXmW3XW+vfdzBHqTxE2QtYSMJfOpx58mLyK2Tvw/fGv5e3TWy5QjiZwuMzZ2ic/HLqOP/zYo2k1KIMZ4cOxBrl5eYtIwMOoKzaFdhOk8uqqgLZ9Dkz3kXA7u/wpbTpXn2+coz4/R8QzSRp7JYo5nFYWRT32KjYXTuO0GjiXYmk1TskqoijFQ0K1tsHjqVdRURN1OcVwTxCtrTJxoYgiJpYzE9L0y3zZ/n7ecDQIR8NT0U9cpl9a76/zBwr/j8FYfOQlpnD7GWY7TsEMCv0NTkdhnjbO1dpSGN4HZhenCIZx8j3i7jpJS0RMDswvNS+d4deMMuURhzFJAyMQkKL5LWhOISEaEMqy+QUdZ5RXjDS6Nb3NW66L4KiteA2tongeKM+Sfe462onxoMdK+9176r78BPZfWQp3s3oQZJ4eogRyBqrswcgjsIufr53lh+QW2+hXiyEMyh2nL6k6z4ifv/k8ZXXyNsZnHCMfvZmn1FTq9LbJGjrlOFfY8hVzYtWOVPFk9SaVfIRQhJ6snqbt1cFt8teeh2SXClUu0z24hbbuISKGluagZmdx9Jlr6WqzHR5QhCFnhfP08r268SuC1cZqLiERDjkMcWaYSNcmmx3hl4xWODB8ho2du3bTL9aquTC9mZLGJtHgcNdzENn1aTY8kCDD3jYPvElZchBshlzv4C4uY+57i2blnkaKY3pVLiG6DyWyW9N79fH7uWZpdi0nrECtNk1FthXmnghQknHMKTJay5GyNs9tnef7Kn1OrL7C3Jpj0ZJqWxJmJixD0eWz4AaQ3l4kaMf1EsOk1cQ0JFQnViDEjlbx9AOPpf07u1B/z1bW3WPI6dHSLbH2JuVhDM7PQWOTs1ik6cZ9Hxx/9yAXVnK0hax0u918mo/aIEhdVsuh6aYzgfqa0GTaaLkvbfZ4/U95RY1m6QjFl8On9w0wWLEYy1xNWF8od3lis4wQxhydzPDk/vKMeW41fRraadII+cspgPb7EQuMzLNSG6SWbNDlLIFVJCYOc8CiKUZbiBpHWoJdscrJa5u3aKTqeSlHdha5Ofui4/PA99aL+Ee+Xx1daLG73abseuyYCdM1nMpNirZqm1vXRFRlDk0nUDhfdl5DlMjE+bn+JlpPC8O7n8laBe2fyGOqtM+l+XPhJyn+7XfxtI/huZ7x/247px4k7hNlHQJKkPcBRYAT4OnAReAj4p8DnJEl6LEmS+n/EId7BD4vbKRjg1hlbN1OyNdc79BY3kOMAJfKwkj6249IVE9RPXcF54ClSz3yG9OUmedEhKWRoi4DRwhTN+gUm85Nk9/4UWqNA6/LvE/RNNK+HRIzabeJmphiuVLl35jlSY9OwfBSlW6EUVcD0BselGyj5WZ627uGbnT8mjifpm1Poikus2KhBgNQt8/TQp9DmvzCYhzi85bzcCEPWEA+MPcDXrnztOuvBiD3Ciysvcjo+jSRL/Fbht3byPPzYR1d02n4bUzV5vfw6ewp7bovwGk2N8mtHvsrSzEeHs9/B3x3sNAh6GyQld6fxrFNvM2lO3lYQ9MeNjyMr7eMax32P7RvMT6WG51xvT7wdYmJPcTeFw2+yHrRp9T0MYdHSa4iUz8g9cPfYHtYv1VneXib2FNqZCgWrSN9sYreLnF8J2L85xeh0/pb7yo/ZjIwWifsyPbdAosdInkK6kGZ8Ns+eu9JsXlkiHq4hRVnwZSRD4MsV2t0abrqEsq1juD6h6jOUGkYKFBLNoOv38fsJ3zz/Lb548POEss9SdYOGXiaIE4QcUoxGycp7MGztttSCG80ySAmxHGJldYqZCWRJod13cF2Z/fk9PPb0HJdObbCwsobSGydUPayoiGHrzO+eRS3FHH/jKrEjSBJ5Rz2GryBbCflRm7xl06j08fshSWLuPMbvR2iGgqLJBF5Mr+Fdp0KrrnZpVfqEbszwdIbpg8Wbkj7pgk1YnON5yeGUCKnVIBWP4yhdXrbqWDj86oG9jC1vsXiiihzo5PM2cTVG068RiUqOUSfLlnOAyNAQahdVuARmgUgaor3dYOHkaxx8+JmdsTQWEkQI58TG+8Zye02a70I3bPY/+MzO/5MkYTI/S8Eo4Ic+L7z4Jq31kCTKkmRC4gDakcS3v/c2v/rpWb5z9XXE2w1SvXEORBae6tBfqfMd8Tq/NH8eeeTIjo03CgS6qeB2g50SiMNPHeGue5ps/WCJq/59dMIiISaa45HNldibXsEYSRMm0aCFcP37tP02qqySlxPq9XMgK3z10Fdxpku0hkwCIiRJQpU1JElGZGyyqw38r32Dy/tUXnEajJ3vMdW0SXXGEIkLtTLHDvapRQPLsizJSNcMsO+WQDS9Jn7RIjNs4126RCcT0N+CkmTQ1ARhPqQaVvnPHvrvMWqCltNHzRcpDs3jemcG8xtHCKfPsYWXaecy6LbJWtNF1hNC3UPgUvAkxobGkEemCK98h79ef5HTWgdH1TFkhYbwkFA5UzvNPaGDNjpK/le/SvXYFbxGF7OUJX//XsKrV0FiEJVhF2ieWaPZXcIXKQwpRcF2KOzdjTY0j9y6iiZiYqfBIcliLmohFI0LzjZlLY01+Rhjn/ynoGioYchMvBsRDiFbOdRPfAFJ14H3rJJRHDClZmj4DSTFwotcysJlaewg+zYv0u4cot86T90rIkwLL4nINCtQGaY08ymkziaV4/+Wl7ZPsFeo5Mwcc8UDnJ86wg9al0gpFquNBfROi8ZGlqxvU7X66OM+abXHfHYPaS3NVr/C84vD/wwYAAAgAElEQVTPU3YqO/baSaXET0X7yHoykqLSv28ff3X5G2wurhA6EYU44dCVGvuEIG+DPJxGuB6SZdDug+sVQPax4jJBX0PkBwsbxR48+1ZE/XKTsNtGywhKjYjCOBSH09yd0nlk7Ty5xhYZ+QJdYfB5fRRn6svMlky+tnQOafkKnzzd4UgLjMQiUgWruT5N9/v82YEeB4oKWQ1MT4J6h2TEpCdChr0Ez1a5vzKEcuIyYv4LqFHMzJWLiGoH2T6ImvNgbJ7j4wd4o/yDwbktBAW3TbdfI5seZW72STTNZqZk0Jbfwk+uklvqMhrqNLQQbyiFlZYp2HOYmsz5zTbHV7dpX8sVazRV+r0i76w0+MUHZviZe68vrhBJQuuaAssNIgDqPZcF51V8ZRHwiSRIaCArbRacV6n39pNLRaQVgeI67K11mXaboNUQIxqxnSaXithyGphWC7SYI6V5iin9un2/sv4K57pX8WONIfUAhjbzoffDrhfixQ3i9JtUnSokDoqcpqdOUvce557xWaaLBovBN9nwFvF8B12ycfobBEKmYEG5PcdLF2t87vAYTujzytI5av0WI+kCn9p1CFv74d6jb4fwXW86eGGMFwoOjmdR3mc1DaKYf/GNc6zV2oyHqxwZglrT4lR7UOP1G4/P8c3TmyQJKLLEs0fGryNxkiTh7eUmiiyhyhJ3T+WuI1mFSNjuDdpeVUUmZ/3o9wuVtsfX37qIf/Yb0K0iMmNYh7/Acw8duI7g+0khoCptj28cXybcughum8TK8+rofr50366d8VbaHn9+bIHaxaNE3QZqdojh/Y/wcw/s+YklLX+cuEOYfTT+TwZk2X+dJMnvvvtNSZJ+B/hvgf8Z+M//I43tDv6muJ2CgR8B3atrBD2fVNIlsjIEWg47FaI1ewRdme7VNeaeOrAji3cjl4yeuU4WP5ebY/nYH9LtrQ0slZqJFjv4qSkkEZL0NhmpnYMDu2+qmqt992sU+2/TVAM0MUQiWai0iaQaBecc1aVZCvfc97HMSzfo4oQOWSO700wlEoGhGIQiJEmS6/I8jgwdAWDb2abqVj+U53Er3Cyc/Q7+7mCnQdCpcaF+4VrhROe618rfZ6QLBp/4qV3MVUb+Roq3Dyo2PaeDbiuMXFNsjqZKnCqfJgoEkRqQNXMMWSUS2CGOlmtrt0WYXU9SmR8idDbxKVpFNrrXk6Pt7RY5I0fJKhGZECo+RmwjJRKogijjEPkBXqoDIiQ3ZrKSLNKOXMK+RKyHKK5OX+uxkizy1Mihnbm7mVpQLgUExQ5ax8LKmYNwsmSQHRfKHkpGMHtoiNJ4huJbmY8kLbU0XFxbJFiJ6W0KZDNBeBKSkmBPynz6S0dQZY1T311ja6lNbbWLYWsDa+iwRWHUZubQIJdxoIQbqNCEGKjoFE0mcCOEENdlt8WhQJIlunWPTn0Q8nzPZ6ZZ6q1T0WbJbk+yy8nR9TVivY9v9dma0FlxNzny5CzJtd8fBTGaoe88RxuXm/htHyE0ZCXCimvIiSA0fIKkiBdNcOmoA6JMp+bSKPcIe6Do0Nl2qW/06dRc5u4dZvpAAfkDNzxXjm2RxAlCJBx4dPy6G544Epx8cZVEDJoXH/j8LgBOXrpIv+GTRDIGBp4DkhQTi5h+w+fls8dQjnvoncfRwhyRbGCJADotlOMXWLz/PENiD1tLHZplBzM9KPYYnslQW+3Sa3h0qz6SX+JU5qfZ8iSIE5S4hTByNBUbZWyUIQpcWblCpbZN6McUzSKSJDGVmqLu1Sn3yiy2FkkVRxDZFNZWE1QbVVZIEoHW7KMkMrqkEFzZYLZjkm7fR6KW2B6y0F2HWGqiX11GHLLQZA03colEhKZoO1lUpmpiqCYLuyHqw9haxMPVNKovkGKdrucTjCdUn2gxm92HbKcI1tfRJicx5uZIkoRwbRXZTnH/nif4q+gkayWT8ZaOGsYIBeReQk2TuJKP0RvPU2wuUI4dAgmOZHYhSTK1yKHibFF2tlha+T4TpaevkbkaoZ9DcxQq/QrzD+4l91ye3ve/T9c/zOLqJA4WsaYjRz5Wr8+eEzKTj7Toh20K/RZyJJj1qmDmkCWVrBS9r1lx/ro2U+H0ke3UTrSGNjpKx+/gONvkVheJGw1mQpnCaIGtfIBjbNOZncL3x9m++v+xFt9PL5shslJkChn0To05ySO9uMDJo/87L60ep6UJ3i7pDOkR47UTPBP1SA9N0utVub+ewzh1kDjIkgiDguxz10aH6MgGD7cVemdO8eq5P+O0coxAltA1m1XNYt2XmDj+FkeG70ZO2XxTnGTt7Rr9noEZZ2hLEav1mCjb4AE3xBzfjT+XYWlTIVDyBDLIRQ/DqLNrPEIulEjCkPaf/iH+D76D3e2AlCBWN/A31mmHLqXf/Mc8pxylyQWiepMgVigooIx3GFaOonEvh+QMxdN9ZhcF+VghyIDmqUx1PbaVTS6NjXL1U3ex70oDoUcUY4V0C1RPpW2Arufo6gLj5En8K1dI4jTRUgrRjZAzOdSZPWSnH2SLgR6h19vi3135XyiJGC/ysVWT/Pk/5sFDv8x64jHNNntPVCi1DDTfJTQ0yrkVKo/JTM1cIJ/cz/curbIav0wm3aOTuMhZnV5o0fAfYbleHJRkiAgSQT/ss9q/wqa/hioZ7Ao/AVGA655FYpMwbqJpOoYGllygG/RJpCp++3WmhMZ9nSap432m2pD2FdBcCnnoPaBS9NpsOBVytkYOjYdmJwfEjYgHX7JKzakxWvQAj+f2TjCSvp6k+MbCNyC7jpw/SslfBz8iK6ArgxRfYYVF5q2nWAh77BmP6JYlzGAKISSyeppN6R1QF9kI3+Q3d32Fs5VVfvfNP6HilPEiF1O1+LPz4/xXD/8ih8euJ+vqPR8niPHCmOmijakN1Gnv2pvfWF2gG/RREoNP7trLl+e/xGjqvUCWvzpdxgkGja27hlKkjffoh8XtPkFjnS8432WX2mDKFYSKzZVGnjXrCyzUhlmtu4hkEAEjf0BxKBL4wdXtnW33fOCaJIgFf/DmKgCGJvNPPr33uu1dL+QP31xFkQcW5F94YPpD239wtY6mSGQtjXun83zz+T9H/+6/JtvtooUxoargnvs2X9/6R/zGV76Cpsgfu2ouuXb8H1RcukGMG8aIJMHSFFLG9dROueXy7196k9LSNxiKa+QVn27doF0d5Tvhl3ni/rtp9gP+8qVXMV7/I4Y7dcwowFN1emde5E9bv84//tln/t4rze4QZh+AJEm7gWeAZeD/+MDm/xH4R8CvSZL0W0mS9H/Mw7uDn2BoUX9gw7QylPISCSGKlNBTbYzYQ4v6Nw3Rf3buWTRZ48TyUUznPJEUoSpDoJioRpPEq2M5pymXR8nypZuq5nqKR6Q7jDZfwxmfBikPioe9fhUnL9OT3Y/tuHeUQN0NRFrsrHxbqkXeyLOvsG9wkfoBUm0kNYIvfJzQ+bHb6+7gJx+381r5+44fVfF2K8VmJmNjWyaio6JpMSAhvY848hXntvd1M5JqTnw0OWqpFg8PP8xXD32VhcYi31w/StjzMbcHrZSJExNoLn66w4GpGVb7qzSmFnG6GrmghO8pBIaHl+7RmKpdl3t3s7l7z67qYTav7cuXCWmjZQUjk/mdY7oZafnZn3qYF15881r2GOh5iVTR5LM/9TDGtVX8m6nd0gWD+kYPzVDobLskiYmIE3RLwWkl2DmNdN68LrutNJmmstghSQSd7YBsabC9RRuWR8k6ObReihwhkirwgoBouUvrcJv5SYOHn9v9kc/R/EOjlBcNWssCxW0Q5G0kAUKRUJo9QmuMWKTZWmwTx4I4FJgFkCQYnslw9Z0a0bUbpol9eeT3uYEkSaJddQeEGJCIBEl576ZAkiXia1Yl6X3X7O12lzgYFCpInowkQEYm0j3iQKOz3iV2jyDkKbzMMFLsgiyhRjkiV6WzWSeTComCGEkejENWBnlzhq3t2HjrzTxrQRbfgEhdIVGadOQaFjP4iU5+Lc1SZROpUWSytJuGtTEgfRlkjMVLNheWaoyldmGM3Yfafh1juY7IuMhdB9fYQ5AfRzIPoKNh1Xcj9DFcy0BOXFxrF4SzyN5uPuMOsTJ7kHPb57jcHIS5R+s6+Xiamcw0Tz/8KMfDP8LZfJPxMlgEtNP7MFqgJTHm2iK9i+cwPv/MTtHR6vk62BmE4zCSzqNOjFPcf4S7mzJ/+cRpEBHDjoIShmilDRZSPc4c0ZnWEnaZNvHKfkYUAykcguFVRlQbX7FwIo9ma4vV1xZobTmIOKEwZtPZdt9T8D0xyVbuIFePSXSNCQxLQpd8vFDBbbWJr7Ro/dsX8Y4UyVZHaRlLoKdIVSOKKxJqHJGUhvHsNuutGubr38Q9eQrRaZNEMV4/or0cYDa/x/AXf5rskI3dWke7WmZfOUJWR6h5k5S7CflOSPZIisjvsSHN0LJz+JKOUE3CKIuiWcjdOoWlM5xbvEBqy8eWhtiMp2lmoK3WoHqcxycfoH3yAu2jM9TkXQjVRpYDJCFheSVGzqVRtt9gwz6DqKxj7NrFHi3DirWFPAJrcY1OnKHlt+hst+ks2tjeLIYcEpo9lCBF20rhZNIMPfE4BesAl5Vj9O0+UhSgmyGOUsAzx6iMp5mbncW/epno3FGSbh1JuAhfggREOyI6dxT/2F6yfoW00WWrGmOEIcIqMjGvoPoVaCxyaFtG60jku5CkEpQwpj1jI6155FoRh5sG5flZXviFDR49HzPWClBcH3/YoJXTkFSVCRGSxDFRfZtgdY0kCFByQwS1Ju7ia/gr6zz6zDP4EyO8evWvEW6DchJSdAXayjZrygbb55bxH36Y/W9eZbgWYLo9Qk0ivRkwuRVT7l3m3Pg7PD5ymNXed8iJ10nVYmY3oSaBqcPqxDqK8j9AZxOO/7+EbYdGuU9LldiftrDvOcLPHpyE5jLZtW+wq36RfZshLcWkk9NYHlHQ5QyW3CW99TKTJ3s8/WINUU+IFBknr6A6MbNehPJOmQnpj0gzgTN2CHc0R8G81kC9dRYuPo9faaNulSmlh3EmCmQOXWsBr5yFtTfxNpqIjatMEjMaLuDbAbsdFVmWmYj7dFoC2etgdTS2pzIkJYu7xsbwojpK2GNPS2G94RCzAftOYmi/zO+++SesNN5AFg5710Mi10NIGv/r9jL/+h/8bwOl2cZx6FY48ddHudT3CJUUd3/uSZ6+9+mBvfnEv+F04wLpMxVSvkqE4J14HVMbqGq1tWPgNpl+4yUWIplYMTm76ws8su+hwfEtvYq0vMqXr/5f9JMergQbu0eZj1ociLaYWS8jnd9k6rU3WNczJLLG8ie+yp6hfYOfv/oikecy/dq32DALSLLK6kO/yUz2GuF3+QXivsPUa99mwxwi1jU2HvhNJtOTA7L00rdIui75732HsjWKZ+lUDv7mIJs1DuHKdwgbXZrffpktcwQtY+F95lmMl/8NmXIdVQiEKpHbDohqHrX27/D2g/fy4N6DPH/sMvGVlxnu9MluXWVVKlDL2Hjxz/NPnjyCFrRh5XXWlqscPfEOLWOYzESJ537+H5LSUtDfhrW3uHJpnddOnaKtD1GYG+WXfv43MFVzEKezcZzls6u8dv4MfX2Iob3j/NKXf3NwDddeh/Jprrx2nuyZ55GFQ7ukMDU8xVC4TdOtU19WOdrssXT+RcbOvE6+30PWdXzLJNPtkOn1aLz8+1x68D4Oz4zc5tXe303cIcw+jKev/f3tJEmuq8JJkqQrSdIPGBBqjwDf/XEP7g5+clGcLmCbAqft0/Zy6KogiGSkqI2dEhSnBx+QNwrRf/cmtTAyS0V7i0zzZcT0PJJkoyR97OYCTkmnl31fI98N1GHp+YMEBROl06FY2yKytlHdmLYcERSypOcPfmzHfSMl0Ig9wt3Dd/Pc3udYai99iFS7vqHpTmPPHXwYt3qt3MGPjpspNkcm86g5CPsJVqsANyCObhc3bO28DXL0/RbSZt/DiCx800UpBey6u8hn9zzDameVvt4mPiywogyWLxNpEhW9Rv+HyL37yH1pLiLvM3I4d13ByM2It10TU/zDrwxz9upV2u0uuVyGw3v37pBlcGu12/sbWt9VoSVxQmEixdBUmvyYzdZie0eFFngxMAir1k1lh/RRIhvDzRAGkNigSDqJGhOHPoabQenYMHnj45EkiQOP3Mfasa8RhDZJY53E0MAPifUpJE2lMDJGHApiITBsDaf/3s+qukwcDYi0JE4+9PtlRSK+RpgJkXyAULv2R5KQiMGXJEvkchkUXSJoJkhygiwpJFqMEmooGYl0MkKbgEg1UWJn0AQb9QhUDYMisjuBYWuYaY121SEBVF0e2GLfVwKxWd8mlAxi1UXP6LQ0FYGC6wW48jCVVgNDNQZqL0mwv7CfjJ4hIeFC/QIFZQZDMpAllfnP/xIremunyECMDxPlDpDZ/zSSbFLo2rQ31/E1C11rIZMQxzEBOdTEwGpm+NKnfxpFUnZeK8VwmmxYZJ+9j3FjgnuDMa50FUTk05kx6TFOXzVQ2z5DziqpsoekvVd05FyCMBBI2WGm9k6R++IXkDSNSEQExTT1vVNIjokcRqgHxrlgrdEIGoxIoIwcxD7bp+v6JEEOaXh18Nkeu0yaJRR/jGa5j++EpPIGuWGLJDF3FHzNcp+Nq106vkkkK4ylXSRJx+r3qasarkhRburkqzqFXomKIXFBipiLEvA8TClH4o2jVHVqnTXGN8skQYA6MUm4vo7I5GlFabStAOncGgc/KTPea1BXY9qKiioZtIJJ0r2YoiyYC0NqUQpPyyNCCTPp4Eg2MoIgknDNDAvtDkYQ4yJjSVlmwimSvsyaFVMONkn8Drl6kUoSEaOjGRKybGHRxXdkelGGTqDj6w5BqFJsTRAYKr7cQZI8dM1kc3eWuV37qF3owpKBHpu0M6sEtkNW8klaebzEplp2cOIuPWOYJKUyLG1DBOm0QlspEk9P0a6HWGvnEd0WshISefKg1Vc1UEwQ3RZi9QxYPWQzj6bWUJFAEchmfuBgcFuMK8NUYoNYDfEVBSWGbt/BMiAfqTxZeITK7vtwIoe3hte4zxtDdwICW+e4WWE8N8WDxqOoZ9bxV1YGmWuHDiHJMvHwEL0Xv0sQx6iFY8z/7EHOxhHlJOIgJoYImajGLEsxfqqHvLxOqumSBAHOhIYaCJJegtUJGanJdGsBYqJLKLdAhOz2bHZV+qRlCTUTUNnVYe+kA9Lg2lO4IdJKnZwC2mSBfuINlDySTF4xmEJH3+5RkhQ2MWlNlpDUHruLw+SFQrS6ylhN0A8kticNvCEdDYmx1R5jrYRopYEm2+S8OmPFGSzVGry5iYHtM2o53N9IE8Qlgrl5Uuq1ptCgB70qwdo6+tIm2SQkPxoiUgqeOYwR9dCTkKm2g9YKyDrreMUDhMMGLW+LEi4mLdLViLFKD0NLod9d5Aerl6g4ZWThcLekMtLqELUjfFxOjqzz6vJ5PrvvE9BagepF7I3z2J2AULHYrE0DTw+cI+0lArfBPdWQvhMiJIUTe7vvOUfqV6G9Tr58iWKskCgmzd597725b19mpHaCemsbJ5HwtTQtI0dWHcaun2M8WSVbO8pMcxlZyyBklbpbYw/XCLOtcyhOj9GtBUIzRyKr1L36e4RZ5TRyzyG/cYWeuY3QNVpe6z3CrHwKqe2QXruMbdYRKYO23x4QZiIebN/ukl67TNfYRuRsNo4F6O0uskgIhhXUAOK+wHYS8k2PjWN/QTE3Ta3ZZr97mbwIWKstkig5tgKLjXZ70FRqu1A+hbJWRVq4iKRXaAUlgjgYEGZ+F8qnMDfKWGuXCbUqPW2b6No5g9eB8imszXXstcskWpWW1dxRouE2oXyK0tpxyvU6CbCeLTFlTtExErLhOVJuBa93lpErxxlttEnkhPLcHJIs0xOC/No6ZnOb5dOvcXjmyx95nfP3BXcIsw/j3ZqnyzfYfoUBYTbPLQgzSZLeucGmA93u/9/enYfJcdd3Hn9/u7r6nFOjmdFtSb5k40uSZWMbbAsIYJsAYX1AOGwSSNiEaxOekM2xgd1kSTbJLlc22SQbCAkJh0kIyUJsDsuHDFj4BCRbtqSxdWvOnqOv6qrf/lE9cns0o5mRRqOR/Xk9j55S19W/qv5WTfW3f8cIW7ZsOaECzpeRkRGABV/OBSMMSSb2ki77VMpDlPwsXlAizRhee8BDB/fBkYPHbDbKKAc4cPR1b3IprjlDojBC+7NPEWQ8/HLIcBKG80meCvOMTPOZRKHP4fPbyFRGGRkpkqsmKOYixpo9yue3sX+/z8FDx9/HbLTX2smP5anWqvS6XtKWJp/M0x62s7VvK6ELKQ4XKVQKPND/ALlEjmJUJGlJ2sfa2VvcywE7MP0bzYLi98Vn4rXyYne6Yzh0IcPNeyllU4yUh0iPZKl4JYJskWxzlf0/3schO/aedqJWuVWkgzTFqEgukaO72M2Ovh3sYAcAHbUW9ix9mmKhRhjEvxfkWpOsKG9k+0PbOVA9wODIIP21fmqpIO4TrOLYW91LR7KDncWdjD45/Qhsx3uvjtGVbL1v66yPLQGMlMt8/3Dv9Cs//cKXQc0xGjmCCkSjkPDB98BP9HP//c9RHnIM9DmCUUjmIKzEz/phGarJEYKfHiaoRIQjjmpUplaqkbAEpfQw5hJ4I3kOPHGIkWnK5iJHYmkntVI/YWIlibBIlMnh/AT5lT619iOUh+IxZIIxsHwVM9izp4fRMUhmYTga44EHD5PwXtispBKMNzeB++9/FktMaHaTcXHtMoN774ub19TCkIobIQh9qkEV/BArJ3FeRMWNkKi2UEvkIaxR9j2SEdT8FJnKKLV0nsOHqgw/tY3BoiNMwvBImWK1QFgF86DkQfjUAXpG9jOcquJHOfqsTI0kYORrzQwFI/T0Ps1ir4tKMMpocZiDPbtf8DeuOlClEAwzwggtoeFf+RaK+35KbaxAMt9KIrqI/kKJfkqkA4/ApfAqowx7RTzzCF2FZK1KlPTo761Q27bjBdeKV+ogW22hr9jL97/fR/a5CqkSjKYcQ+VBXKJEmDSa0lBMpulzi5+/p6xezWDfCGG5Br7PjrOa2LljB+zYcfR6Ko/mcbYIkkYhHKV3aJBmr5mVIytpTy7lSO0nuLDE4dIAI/09jFkFH48UPgefTVAYiu9jQaFM0FMA4jzA0CgMu/0MDxSpRBEWVCgMDYEZVq1i1YhSMkWxHFDuHWJFJUVQ9TmQ9AmrVdLOyAUh1DwO9Q6RqBzB7d4FYQQHD+INDVH2Qiq5GuXBAUZ3PkXo9bNpNM2P0kmq7TDoBZBwtNU81oxW+ckPH+BAeR0jfg5LjuJqDlerUR0ZAhIUAsfh0SI9XQ4/b/hln5oliKIEqShBXzXgoad3snx/iYprJRGVIXSEUYIwKuK5iGLVZ28lotyWZF9nEwXzSUVpXJQjHB6jVCvxZLtPRwTe2BiJKEtgAUnn8GrgEVJMFMlWjKF9Rxiq5SmPQbI5w2CqDYIAfJ8yOYpHBhnbuo3lA9tproxiw2XIeJgZNasRjEIiOUrhyCGacwXyY71UmpNEziP0POzQHsr5JRz8ydNUBhO0JZsp2RhjqZCiD35Yo70IrZk8T/RWqTy2l+JwkcHKCHe5QXLJHMVykWQlSWu5xL4WR1+lQnb3bggjwufia9lqAakggIEBBnY9w84nhhgYHSITVqlGNSg7wlpIyoNyWGPRkSrJQsBo0jFcHSFfNQir+EmPTNWj83CW5555lHJ1iJYARopVqtUaZc9wkRGEo+x+ehtb93Sx7MBewoEi1YECZFvwhjwS+xJs6d1CqjJAW29IpuKRtAShReQNkvTRhE9iOKIcNHGoAASOPA4Cn3zVJ+WMRYkIKyXoLYSUowLlsR4Cz6MaxP2kNQ8/TfvgXqLD/ZT7PEpjWarN/Rzy7gegdegntA/2UDvSz9JyM2lXpDuAXQlHGwE+NTwLKSegI3R0lFO0lc/jviP7KFQLDNaO0B5VoFxiUZgkk8iQ7s+y9dFtDI4O0B4aFVclCqN6k/cE5VqRrY9uI72/QOeR7eTHnqNaLBLWIqIowf69z7FlyxaeKT/DgYEjJMIqFoUkAQe4Ssjuvbu5b/A+osEeMuVeLCjhRUmiKKLnmZ1sKcT3n2X7d9JU2Ie5kND5VIIa/cNjPFtLsdSlWBT2Ue7fT6VYpOyDsySPP/E4xV1VAFY+t4tErYwLyvEfxoTHo488SiET32dWPbsHqwb4rkraVQijGg8//DC96V5wEat7eogqAWlqZKlQrUX86Ec/4mDqIImwyqrneghGK3hRQDKsUK44Cs8+zaJKQCVlJFz8A4+ZEXgOL3QM9TzJvQ9uo2dfP2dXSoyOlonCkBo1ojBk376D3PtgwEB+iGUHeij0jhIEVcpRmdHCMFu3bqXJayJTOsSSQz0M9g1TrVYph2VGBoe4/4H7ySay5Mb20XWkh6GBAmEQELgyw0OD3Hvfvfjmkx/dQ2dvD1GpgBERkKRWqzE0NIQ5KJeT+LV+XGkffrVMMowYTnlUqtWjf3dH/CReqcj+px5jS9Oi4z4fnAon+ww8vv1cUMLsWK31aWGK5ePzZ/fTurz4eR7RlZey+KFtBIPxQ7eXBb89SfWKTeDNbESa7twqtm1aT5FtjA5Vaao6Rts8RttSDG1az6bcsR2BTpTw0qxdezNP5r7OYG8flKqQTeF1LmbdkjeT8GbXqed02pJtbG7ZzOHg8PNfdv1uPIuP2TOPy/PxkO6DtUEqrkJHsoP2ZDuX5y8/up6ILByeeWzouIQfpR6mWCgw1pA42tC8cc6vW888lqWWTbm8LdnG5rbrOZyf/D7T7XfTnmynEBbYW937wsR8sp1uv3vKfc/2veaTnzMWnw+VYeK/KylIt3A0qZRuAT8HtRLUivFyF4Kfjw24EEwAAB9ISURBVOenW4DhBJ2ZDvrLIxTzQ1T8MomE0TzaRUemBT89ff8kljC6LmzHzzYzdmSAsNKMn/bIdy2ifU0SP2f4OUdlxFErQ1BIkPAdkYvLke2AttV2TDIMIN187LxGieSxy5Oex3nnLGEnh6iNGS40yFfx847zzllCMmgi83SR0kiNfPkQtWSSTCWgllpCJpcksbQTSxjta8ASjqAIUQB+U1zetrPisjZ1JdjfO0wURbQHK6i5Kn4tQ8kbI8xWaFrl6Mh4XFhbRnHsAKmae8HfuIvOOYtWLxF/mwQskWLR6vVHj6NWdkQhEEGttIhszzDlME3r6BC1JFg0RODnSacikss6gRdeK5WlbryiCl4KaG6lpfVsUgd3UiWi4naRxqe9kqB18Qqi5tbnT6LnkT2/lfH2FNZQeXf8ejrScZBBt4+MZekP9pP20ixPLeeczDl45rFq7VmEg1sYjoZJmNGZaGaR184FnW8iUUmSboGgFJ9XiCt2hNX4tZeG/NosDA5TCxw2XMB8HxcEBNku/HyC9CWdpJsdS45UWV9rY1+tzGBXK+2tFbprefpSFY4sbyY50I97LkOir4+wqwuX8iGRYlH/s0TJRVQXL6WWzNPptXJDS5Gd3W0UoixetcCaYh9kWxhJ5vEyCdySxdQO+qQqR8hEcZnKyXZcdxNeS4JSqpV9QYBf6SNR2wlRlb7UKC1eE4nsKmqXefDIIK7qk3WDJHCYhRStHT8VEZ23jMy5iyke2crA6AFqrkYyA1VXZVFy0dH7Va0r4nBhkKiapZyskMQx6Ko019pJZ4p0LspQ9uLrPawaYVPzeGVMwsH6OU5BsHQFtOZwI0VCl8ZSHlHFkUyWoTXH2FkXkRr5KenqAJlVAUGyiVxtlCiRopLppJhbgcsateUX0zoSkA2KBJ7DH4j7Xisuv5jasuUzetZzuRwuHX9OuLhfQmcJXDZL2NZG9fx1ZJI1MubTmyjT4TUT5mDveQEHGKPFz7O65Vzamg4zdng35fYclUTISGdE50BIevFKVrSvI0oaS3NN9LCYcmsXveeUCb0Kxcww52WX0+LlCVJtPLv6VqyriLe4jxbAZbO0p+PrrJpexJEVb2BZ03qezj/ISG2EsWzEikwr7cl21ucvZyDZhr+um45nB/AGB2n3y7QHhoUValWP6uJO+i98PVE+vgCi5udbVIy0nMtIy7kkWodIFApgRtT6/PU50nwOpewyEpkBXKlGU2WAtqBAxhXY543RnIIxUnR1hXS2NNHScSWlzpVsyizFxoz+wKgkxiit8igvb+WspvXkulZzsDqIb2n6LUk+0UlxeQvVrhoFRgiyi2nzc/X3P5tSdgn++lV0hBGRl6GzaykAuUQOL9VJX62fw+d2UnGGw6OWLpK2NLlEjkLrOkab1lC7ZBkp83CJNEuazjp6fENtFxH4TeTXFlhcKXLQuuh0OXJJ6HZjkF/G4OKNhOurpPwcWJK8v+To9gOLNmBRjXBjJym/CSxJk7+4YfnlEIZEG7pIp1twCY90st4cFqNv8RVQC7GNS8il28l6CbJe/PXemRcvbw3wveW0ptpo9j1sbD9hyiNbqDEcpfGSCSotAc2uRrElyaJF3RR9w/lZHqhsZElblcra5Qx4rRx2PlkvS843ask8fYuvIMiUyDQdoD3VRnsuTToRfz8L/Bb6Fl9BlCnSvvgQuVQrYS6LX79JV1NtcfkyRdq6DpFPtbE4n8UjfkappDvoW3wFqXM7yCW/Ty4oMZzuYCxwhDVHJ2NU/G66VqxixC/R//BjpIslSkE88nYYRnRWqoy2t7CovZ2XOiXMZm/8qe3YNgUTOOc2TroDs4ebm5s3XH/99XNZrjk3ntFd6OVcaNwbbqKyew/RcIFESyvptWswf3ZNyC664iK+ddnXGdr+MAOFAonWVpou3Mi7z3/zCzrSPL7reW1wG3uevTceXr1hhKHT5abopnlrXqf4lTPdQonh+bxuT9ZFYxfxzT3fPNpcLefnjjbtnPm988wzuv54o2SmCcOIx7+7l4O7hxgtjcYjlVY9mpY3sXRtG5e+euWMB4wIw2jKJqSNZXnyx7uIAli1evkJj5I5E5WgMmmz1zCMeNRtZ9+23ZTGWsmEY4RenuZ8jhWb1rL+TRceLffxjimIAr7Q9o/se6RAdSwiHWWpJEYgX+GsDYu49Ypbjl4PJ3uthGHEo97zZU7Vy9w6XuY3Xzjt5+SCgP5ymeKj7XQPHSTIJPDLEfkVS8mt30DHrbfO+Jlk4vW03L940uspCH5u0meNMIx4PL/36IAURwe2WJKge00rl7467mD70ebt7Nu2h7B0Nn5UppbIkM+mWbFpzfPHPHwh/PhOlo4PdJRugtaVrLr4ZmhZFh93YpTSY4/HfWO1tRMWCtiSNNnLzqHjXf8hrqX4g2HYt43uWgUyTVA+BF1pWHEhvPzthHg8ntvL4V1D9D7XjGdVmls7aW5povvsNl62eQm1x3t5ouc7PFsdpcX1MWyOTKqJdatfwy0b3oZVI74/8A2O7CtTC9OkvIBK6ONnPbpWZLjqXW8kmUkfc37P8pe/4PyG11TI/s0/8NO9JVKVLoKoTGuQIe1HvGxZJ9e842bwnh88ZKpz7PEKAu8whbu+R22wRBQmSTTVSLYvpvV1r+LsG94NY73w4zufH0iqfn47L76Zs1vi5Gxw0UUUvvENant2EI0U4s7611xA6xvfiN/9fDwc7zoYj8/SY4/jxsbwWlsJR0extWvJXnYpHe96FzUChu56ktLgU+yPyrSks/RkQ1KJJs5pP5/XvOo3GfbvpPhYjhVjBYJ8Gj+skD+3ldxl6+m49Vau9KCyvUL+yOMMlUp41k7oxliW7eKyrku59cJbZ3VtBtGtUx/TNdfQH5Ypbf02rjSKVzXCike6o4ns1T/Dee9576y/B0wqDDjrASO79x4ORmWKXpIlobF0SQs3rtxM9ys+cnSU+5uim/jqd75KMSpy7RuufUF5NwUVnvrmIZ4cKvOsC8gta6cYjpK0Fta1XcT7brxl2tEygyigsr3CE71PcLC7erQ7lmVeN5d0XsItF94ys/MbBrC8lWjvQxSLY5S8JNlwkFxuOYmVV8R9NXsneu6un2b55lnvsVoscPfTPyYqHqR1oEo17ZGqhNTyHtk1S3jt7b+LpZspPrCHR59bylO1iNYVPsOlgLZkgvWr2nnrK9bMXyf6YcDqLZ+mb8cDnFstM8IIzalR/FQ7iy+4gpbrf4XLawHf+sSHqTy+nbWD/RQzaXLlCi6Tpuu8s7nh7b9MKj3/3x1P9hm4ubl5zsqihNmxxmuQtU6xvGXCeiIvYL5P5vyTG8WxO9/N2y/7Bfas2XxSX1J9P8d559xwUmWZSxrhUuTMcyZdty/Vfu+m6wttupFKZ5osG9/X8QabGC/LkeJuwiq87JrlsxrBdbbSfpqNFxzbl6fnJVj3qnNJ5HIM9fQSjFXw82naVndy3suXv6A8xzum6UaUbYytk71WZlPmqTT2T5aaZLTI2Xxxn+n1NNWzxgvj7tiBLcaPZ+IxN012zMcZ6GjicY+PkplaseLY4z7OCON4Ph7PD8YxWOwnCjK0nbX4aJnTfpobL3grpPIc7H+SYmWY5ekWlnas48azfzY+Nxm4+Lar+PGXv8/oYJVa1aMpn6CpPcXFt11FMpOe0fn1Umk23PQqct+8n/0DY5QrGTI5Y/miFtbd+Eq81PSDh8TnL4F/7R10NGepPP0k0fAwiZYW0ueuw9bfFp/Dac4vgN/dTccdd0z7o/DxroOZfE4+Pjdu+hBs+xQHxw5RrJVZnulgaX4JN276EKlc67Ex3pWfsA+O6Rsz5y8+4YGDpj2mm38eUk1Hk4mphmTinCTLADyf7vW38w4vy56BJ5+PmUXr8C+59YWfVcI/Wgt1YrlzfpoPXHkrn/khR0fJXJxewpJcPErmdMmy8f3PycBMng8X30wCaCrspakyCumuF1yTC0kq18rGX/wtHvvcJ6geHiBZqRE1pUl1L+Kyd/9nUrk4ffCmy5YDHB0lc9Wi3NFRMud1xEnPp2XT28inPAqH9rCoPIKXWUbrkjV4l8Yxk/J8rrj9gzz6xc9S2ruffLGMdbSQXbmc9W9//2lJli00drRzOAHAzN4D/BXwl865X55k+V3EfZi9xjl3Qp3+m9nDGzZs2PDww1N1cbYwLJTaDSInQvErZzrFsMy16WqHzaWFEr9zdcxBFMxbInYuyuyC4KRru8+VmRzPXH1OMzruMDhuYmi8PN/+13sJq/DyazYdU56ZxEOtXOHIw89Q7h8m09FC18ZzjibLZiOsVhh6cgeVoRHSbc20rbvgaLKssbzTnr8ZHPd8mcnnFATF47aSmNE+5vG6nbdrboaf43T34GJQ4f6e7RwZHaSrqZ1Xrr5wRsmyRnN2fhdQbM5EtVhgz4N3MtZ7gHznMtZcffPRZNm4IIzY1TtKoRjQmvM5u7NpfpNljWZwfquVInueeICxgSPkF3Wx5pJXnNZk2ck+Q2zcuJFHHnnkkala/M2Gapgd65769LVmlmgcKdPMmoFrgBLwg9NROBEREZETMV3tsBejuTrm+axpORdlnova7nNlJsczV5/TjI57ihHGJ5Yn0xb3wjLV6L7TxUMyk2bZNcd/n5nwUmk6Lrns+OvM5PzN4Ljny0w+p+laScxoH/N43c7bNTdHn2POT8ejYZ6EOTu/Cyg2ZyKVa+X81/zicdfxvQTrlrQcd515M4Pzm0rnOH/Ta+epQGeW05TmXLicc7uAu4HVwK9OWPxxIA98wTk3Ns9FExERERERERGReaAaZpP7FeBB4NNm9mpgB3Alce+AO4HfPo1lExERERERERGRU0g1zCZRr2V2OfB54kTZrwNnA58GrnLO9Z++0omIiIiIiIiIyKmkGmZTcM7tBd59usshIiIiIiIiIiLzSzXMREREREREREREGihhJiIiIiIiIiIi0kAJMxERERERERERkQZKmImIiIiIiIiIiDRQwkxERERERERERKSBEmYiIiIiIiIiIiINlDATERERERERERFpoISZiIiIiIiIiIhIAyXMREREREREREREGihhJiIiIiIiIiIi0kAJMxERERERERERkQZKmImIiIiIiIiIiDRQwkxERERERERERKSBEmYiIiIiIiIiIiINzDl3usvwkmNm/dlsdtEFF1xwuotyXCMjIwA0Nzef5pKIzJ7iV850imE5kyl+5UynGJYzmeJXzmQnG787duygVCoNOOc6TrYsSpidBma2B2gBek5zUaazrj598rSWQuTEKH7lTKcYljOZ4lfOdIphOZMpfuVMdrLxuxoYds6tOdmCKGEmUzKzhwGccxtPd1lEZkvxK2c6xbCcyRS/cqZTDMuZTPErZ7KFFL/qw0xERERERERERKSBEmYiIiIiIiIiIiINlDATERERERERERFpoISZiIiIiIiIiIhIAyXMREREREREREREGmiUTBERERERERERkQaqYSYiIiIiIiIiItJACTMREREREREREZEGSpiJiIiIiIiIiIg0UMJMRERERERERESkgRJmIiIiIiIiIiIiDZQwExERERERERERaaCEmYiIiIiIiIiISAMlzOQYZrbCzP7GzA6YWcXMeszsk2bWfrrLJmJmHWb2HjP7ZzN7xsxKZlYwswfM7BfNbNL7mpldbWbfNLMBMyua2RNm9mEz8+b7GEQmMrN3mpmr/3vPFOu8wcy21ON91Mx+aGa3z3dZRcaZ2SvN7GtmdrD+vHDQzO42sxsnWVf3YFkwzOymeqzuqz9H7Dazr5rZVVOsr/iVeWVmN5vZZ8zsfjMbrj8f/P0028w6TvVsIafCbOLXzM41s4+a2ffMbK+ZVc3ssJn9i5ltnuZ9bjezh+qxW6jH8hvm9Ficc3O5PznDmdnZwINAF/AvwJPAFcBm4CngGudc/+krobzUmdn7gD8HDgL3AM8B3cBbgFbga8AtruHmZmZvqs8vA18GBoCfBc4H7nTO3TKfxyDSyMxWAj8GPKAJeK9z7q8nrPN+4DNAP3EMV4GbgRXAnzrnPjKvhZaXPDP7HeC/AX3AvxHfkxcD64F7nHO/0bCu7sGyYJjZHwG/QXw//TpxDJ8DvBFIAu9yzv19w/qKX5l3ZvYYcCkwCuwD1gFfdM69Y4r1Zx2neraQU2U28WtmXwJuA7YDDxDH7vnE92QP+JBz7tOTbPcnwK/X938nkALeCiwCPuCc++ycHIsSZtLIzO4CXgt80Dn3mYb5/xP4T8D/cc6973SVT8TMXgXkgf/nnIsa5i8BHgJWAjc7575Wn98CPEOcTLvGOfej+vwM8D3gKuBtzrkvzeuBiABmZsC3gTXAPwEfYULCzMxWE/94MQZsdM711Oe3A9uAs4GrnXPfn8+yy0uXmd0CfAX4DvAW59zIhOW+cy6o/1/3YFkw6s8K+4Fe4BLn3JGGZZuJY3KPc25tfZ7iV06LejzuI46/64h/JJ4q4TDrONWzhZxKs4zfO4DHnXOPTph/HfEzsgNWO+cONiy7GtgK7AI2OecG6/NXAw8Tf1dcNx7XJ0NNMuUoM1tLnCzrAf5swuLfI76hvtPM8vNcNJGjnHPfc879a2OyrD7/EPAX9ZfXNyy6GegEvjT+AFFfvwz8Tv3lfzx1JRY5rg8CrwLeTXyPncwvAGngs41/+OsPB/+9/lI/ZMi8sLjZ+x8BReDnJybLAMaTZXW6B8tCchbx958fNibLAJxz9wAjxPE6TvErp4Vz7h7n3NONLSaO40TiVM8WcsrMJn6dc5+fmCyrz78X2EJcc+zqCYvHY/MPxpNl9W16iPMYaeJn65OmhJk0elV9evckyYgR4ixuDnj5fBdMZIbGv6TVGuaNx/W/T7L+fcRf+q42s/SpLJjIRGZ2AfCHwKecc/cdZ9XjxfC3JqwjcqpdTVwj8pvAYL0vqI+a2Yem6P9J92BZSJ4mbnZ2hZktblxgZtcCzcQ1J8cpfuVMcCJxqmcLORNM9t0O5jF+lTCTRufXpzunWP50fXrePJRFZFbMLAm8q/6y8eY5ZVw752rAHuI+S9ae0gKKNKjH698R98H3W9OsfrwYPkhcM22FmeXmtJAik9tUnx4GHiHuv+wPgU8CD5rZvWbWWENH92BZMJxzA8BHifs+3W5mf2lmnzCzrwB3Ezf/+eWGTRS/ciY4kTjVs4UsaGZ2FvBq4oTvfQ3z88ByYLSxmWaDOc1ZKGEmjVrr08IUy8fnt81DWURm6w+Bi4BvOufuapivuJaF6L8Qd45+h3OuNM26M43h1imWi8ylrvr0fUAWeA1xrZyLgLuAa4GvNqyve7AsKM65TxIPFJQE3gv8JnALsBf4/ISmmopfOROcSJzq2UIWrHptyC8SN638WGOzS+b5vqyEmcyG1acaKUIWFDP7IPEoKU8C75zt5vWp4lrmhZldQVyr7E/nqDNdxbDMJ68+NeIBVr7rnBt1zv0U+DniTn6vm6J55mQUvzKvzOw3iEdU+zxxx+Z5YCOwG/iimf2P2eyuPlX8ykJ2InGq2JbTwsw84lYY1xCP3vonJ7irOYldJcyk0XS/JLRMWE/ktDOzXwU+RTwU8eZ6c4tGimtZMBqaYu4EfneGm800hodPomgiMzX+K+9u59zjjQvqtSXHa/heUZ/qHiwLhpldTzxoxTecc7/mnNvtnCs65x4hTvjuB369PhAWKH7lzHAicapnC1lw6smyvyeu9fsV4B2TDBwwXexOVwNtVpQwk0ZP1adTtfc9tz6dqo8zkXllZh8GPgv8hDhZdmiS1aaM63ryYg1xR5K7T1U5RRo0EcfiBUDZzNz4P+LRiAH+qj7vk/XXx4vhpcS1I/Y554qnuOwi8Hw8Dk2xfDyhlp2wvu7BshC8oT69Z+KC+j30IeLvR+vrsxW/ciY4kTjVs4UsKPVY/UfgrcA/EI/EPbGzf5xzY8Q/bjTVY3WiOc1ZKGEmjcYfHl5bHzb+KDNrJq4WWQJ+MN8FE5nIzD4K/C/gMeJk2ZEpVv1effr6SZZdSzzy64POucrcl1LkGBXg/07xb3xI7Qfqr8ebax4vhm+YsI7IqXYf8Revc80sNcnyi+rTnvpU92BZSMZHCeycYvn4/Gp9qviVM8GJxKmeLWTBqD9P3Elcs+wLwDudc+FxNpm3+FXCTI5yzu0iHiFoNfCrExZ/nPiXhi/Us7oip42Z/S5xJ/8PA692zvUdZ/U7gT7grWZ2ecM+MsDv11/++akqq0gj51zJOfeeyf4B36iv9rf1eV+uv/4ccaLt/Wa2enxfZtbO8yNs/sU8HYK8xNXvt18mbvLwXxqXmdnPAK8jbgYxPlqx7sGykNxfn/6SmS1vXGBmNxD/OFwGHqzPVvzKmeBE4lTPFrIg1Dv4/2fgTcQ/GL/bORdNs9l4bP52PWbH97WaOI9RIY7xky/fsU1C5aXMzM4mfkjoAv4F2AFcCWwmrtZ4tXOu//SVUF7qzOx24o56Q+AzTN4+vcc59/mGbd5M/DBRBr4EDABvJB5S+07g1knax4vMKzP7GHGzzPc65/56wrIPAJ8G+omTFVXgZmAF8eABH5nf0spLmZl1AVuBc4gTEA8BZxH3AeWIm1F8tWF93YNlQai3oLiLeHTXEeIvaYeIm8m/gbij8w875z7VsI3iV+ZdPe7eXH+5hPjHiN08n/Tta/zbfyJxqmcLOVVmE79m9jngDuKk7/9m8s76tzjntkx4jz8Ffo14sKE7gRRwG9ABfMA599k5ORbd32UiM1sJ/FfiKo4dwEHg68DHJ+lQXWReNSQVjude59z1E7a7Bvht4CogAzwD/A3w6Wmq/IrMi+MlzOrLfxb4CLCBuIb4duCzzrm/nc9yigCY2SLgd4iTZMuJkw8PAJ9wzh3TdYPuwbJQmJlPXAPhrcCFxM3VBogTv592zt09yTaKX5lXM3jefdY5t3rCNrOOUz1byKkwm/g1sy3AddPs8uPOuY9N8j63A+8nvpdHwCPAHzvn/m3WhZ6CEmYiIiIiIiIiIiIN1IeZiIiIiIiIiIhIAyXMREREREREREREGihhJiIiIiIiIiIi0kAJMxERERERERERkQZKmImIiIiIiIiIiDRQwkxERERERERERKSBEmYiIiIiIiIiIiINlDATERERERERERFpoISZiIiIiIiIiIhIAyXMREREREREREREGihhJiIiIiIiIiIi0kAJMxERERERERERkQZKmImIiIiIiIiIiDRQwkxERERERERERKSBEmYiIiIiIiIiIiINlDATEREReREzszvM7GtmttvMSmY2bGZbzewdU6y/yczuNrOR+rrfMbOrzOxjZubM7PpJtllnZp83s71mVjGzw2b2D2Z2/ik/QBEREZFTIHm6CyAiIiIip9SfA9uB+4CDQAdwI/B3Zna+c+53x1c0s1cCdwM+8DVgF3AxcA/wvcl2bmavB/6pvs2/As8AK4C3ADeZ2Wbn3COn5tBERERETg1zzp3uMoiIiIjIKWJmZzvndk2YlwK+BVwLrHbO7TezBPAUcA5wo3PuWw3rv4848Qaw2Tm3pT6/HdgNhMC1zrntDdu8DPghsNM5t+FUHZ+IiIjIqaAmmSIiIiIvYhOTZfV5VeDPiFsbvLo++2riZNk9jcmyur8Edk6y+3cBbcDvNSbL6u/xU+CvgPVmduFJHYSIiIjIPFOTTBEREZEXMTNbBXyUODG2CshOWGV5fbq+Pn1g4j6cc5GZPQicN2HRVfXppWb2sUnefnz9C4ibhYqIiIicEZQwExEREXmRMrO1wENAO3A/cf9kBeImlKuB24F0ffXW+vTwFLubbH5HffreaYrSNLMSi4iIiCwMSpiJiIiIvHj9GnFS693Ouc83LjCztxEnzMYN16fdU+xrsvmF+vRS59wTJ1FOERERkQVFfZiJiIiIvHidU59+bZJl1014/Wh9+oqJK9YHBLh6kn38oD595QmVTkRERGSBUsJMRERE5MWrpz69vnGmmb0OeM+EdbcCu4DNZnbDhGW/xLH9lwF8DhgCfs/Mrpi40MwSZnb9MVuJiIiILHDmnDvdZRARERGRU8DMLgG2AY64ltl+4CLg9cBXgNuAjzvnPlZf/3rg3wGvvv4u4BLgZ4DvATcA1znn7mt4j1cD/0zcT9l3gZ8CEfEAA1cBHc65zKk9UhEREZG5pT7MRERERF6knHNPmNlm4PeBG4mf/R4H3kJcM+y2CetvMbPr6uvfVJ/9Q2Az8Pb66+EJ23y3npj7CPA64uaZVeAAcZJtsuagIiIiIguaapiJiIiIyLTMbCtwJdDqnBs73eUREREROZXUh5mIiIiIAGBmOTNrm2T+HcSd/t+tZJmIiIi8FKiGmYiIiIgAYGbriEfL/DbwDHETzvXEI2cOAVc753acvhKKiIiIzA8lzEREREQEADNrB/4YuA5YAqSBQ8B3gD9wzu06jcUTERERmTdKmImIiIiIiIiIiDRQH2YiIiIiIiIiIiINlDATERERERERERFpoISZiIiIiIiIiIhIAyXMREREREREREREGihhJiIiIiIiIiIi0kAJMxERERERERERkQZKmImIiIiIiIiIiDRQwkxERERERERERKSBEmYiIiIiIiIiIiINlDATERERERERERFpoISZiIiIiIiIiIhIAyXMREREREREREREGihhJiIiIiIiIiIi0uD/A1BUDADcEomfAAAAAElFTkSuQmCC\n", | |
| "text/plain": "<Figure size 720x360 with 1 Axes>" | |
| }, | |
| "metadata": { | |
| "image/png": { | |
| "height": 331, | |
| "width": 614 | |
| }, | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "Let's look at some pictures for sanity check." | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "Random picture. Notice that `open_image` is a fastai function that returns a fastai `Image` object." | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "cell_type": "code", | |
| "source": "fn = np.random.choice(fns)\ni = fn2i[fn]\nprint(f'age: {i2age[i]}; gender: {i2gender[i]}; race: {i2race[i]}')\nopen_image(fn)", | |
| "execution_count": 208, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": "age: 32; gender: m; race: White\n" | |
| }, | |
| { | |
| "data": { | |
| "image/jpeg": 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\n", 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\n", | |
| "text/plain": "Image (3, 200, 200)" | |
| }, | |
| "execution_count": 208, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "A grid of random pictures. Using fastai `show_image` function it's easy to arrange the images by the `axs`." | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": false | |
| }, | |
| "cell_type": "code", | |
| "source": "nr, nc = 3, 4\nfig, axs = plt.subplots(nrows=nr, ncols=nc, figsize=(4*nc, 4*nr))\nfns_sample = np.random.choice(fns, nr*nc)\n\nfor j, fn in enumerate(fns_sample):\n i = fn2i[fn]\n show_image(open_image(fn), axs[j//nc, j%nc])\n axs[j//nc, j%nc].set(title=f'age: {i2age[i]}; gender: {i2gender[i]}: race: {i2race[i]}')", | |
| "execution_count": 211, | |
| "outputs": [ | |
| { | |
| "data": { |
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