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@tmbdev
Created March 24, 2021 00:08
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "optional-burton",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "czech-henry",
"metadata": {},
"outputs": [],
"source": [
"import webdataset as wds\n",
"import pprint\n",
"import numpy as np\n",
"from itertools import islice\n",
"import torch\n",
"figsize(20, 10)\n",
"pp = pprint.PrettyPrinter(indent=2, compact=True, width=150, depth=2).pprint\n",
"cache_dir = None"
]
},
{
"cell_type": "markdown",
"id": "supreme-cancer",
"metadata": {},
"source": [
"# Loading PubLayNet from the Web"
]
},
{
"cell_type": "markdown",
"id": "reasonable-programming",
"metadata": {},
"source": [
"Datasets are accessible directly over the web. However, you can also store them locally, in network file systems, or in any object store."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "accessory-repeat",
"metadata": {},
"outputs": [],
"source": [
"urls = \"http://storage.googleapis.com/lpr-publaynet/publaynet-train-{000000..000340}.tar\""
]
},
{
"cell_type": "markdown",
"id": "differential-affairs",
"metadata": {},
"source": [
"Datasets are just `.tar` archives containing training files. For PubLayNet, each training sample consists of a `.png` file and a corresponding `.json` file."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "vanilla-swedish",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"-r--r--r-- bigdata/bigdata 4865 2021-03-20 18:48 PMC4991227_00003.json\n",
"-r--r--r-- bigdata/bigdata 335234 2021-03-20 18:48 PMC4991227_00003.png\n",
"-r--r--r-- bigdata/bigdata 3693 2021-03-20 18:48 PMC4537884_00002.json\n",
"-r--r--r-- bigdata/bigdata 250533 2021-03-20 18:48 PMC4537884_00002.png\n",
"-r--r--r-- bigdata/bigdata 7029 2021-03-20 18:48 PMC4323233_00003.json\n",
"-r--r--r-- bigdata/bigdata 368035 2021-03-20 18:48 PMC4323233_00003.png\n",
"-r--r--r-- bigdata/bigdata 5489 2021-03-20 18:48 PMC5429906_00004.json\n",
"-r--r--r-- bigdata/bigdata 316609 2021-03-20 18:48 PMC5429906_00004.png\n",
"-r--r--r-- bigdata/bigdata 8287 2021-03-20 18:48 PMC5592712_00002.json\n",
"-r--r--r-- bigdata/bigdata 324473 2021-03-20 18:48 PMC5592712_00002.png\n",
"tar: write error\n"
]
}
],
"source": [
"!curl -s -L http://storage.googleapis.com/lpr-publaynet/publaynet-train-000000.tar | tar tvf - | sed 10q"
]
},
{
"cell_type": "markdown",
"id": "legendary-subdivision",
"metadata": {},
"source": [
"We're instantiating a simple WebDataset without shuffling but with local caching. We'll later construct a more elaborate instance for training."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "lonely-private",
"metadata": {},
"outputs": [],
"source": [
"ds = wds.WebDataset(urls, shardshuffle=False, cache_dir=cache_dir).decode(\"rgb8\")"
]
},
{
"cell_type": "markdown",
"id": "differential-running",
"metadata": {},
"source": [
"WebDataset instances are just instances of PyTorch's IterableDataset"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "moderate-census",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"isinstance(ds, torch.utils.data.IterableDataset)"
]
},
{
"cell_type": "markdown",
"id": "superior-breach",
"metadata": {},
"source": [
"You can iterate over a WebDataset instance just like you would over any other IterableDataset. By default, you get back a dictionary containing all the files making up the sample. The .decode() method above takes care of decoding."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "varying-microphone",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"dict_keys(['__key__', 'json', 'png'])\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for sample in ds:\n",
" print(sample.keys())\n",
" imshow(sample[\"png\"])\n",
" break"
]
},
{
"cell_type": "markdown",
"id": "wound-reach",
"metadata": {},
"source": [
"# Making Ground Truth"
]
},
{
"cell_type": "markdown",
"id": "awful-valuation",
"metadata": {},
"source": [
"The `.json` file contains all the layout training information, and other metainfo. However, JSON isn't a good target format for training, so we need to convert the JSON into some training target. In this case, we want to perform semantic segmentation, so we construct a semantic segmentation target from the annotations."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "radio-living",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{ 'annotations': [{...}, {...}, {...}, {...}, {...}, {...}, {...}, {...}, {...}, {...}],\n",
" 'file_name': 'PMC4991227_00003.jpg',\n",
" 'height': 794,\n",
" 'id': 174179,\n",
" 'width': 610}\n"
]
}
],
"source": [
"pp(sample[\"json\"])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "turned-proportion",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{ 'area': 11114.139543321944,\n",
" 'bbox': [313.74, 51.71, 235.78, 50.59],\n",
" 'category_id': 1,\n",
" 'category_name': 'text',\n",
" 'id': 1690135,\n",
" 'image_id': 174179,\n",
" 'iscrowd': 0,\n",
" 'segmentation': [[...]]}\n"
]
}
],
"source": [
"pp(sample[\"json\"][\"annotations\"][0])"
]
},
{
"cell_type": "markdown",
"id": "diverse-finding",
"metadata": {},
"source": [
"This is just a very simple function that renders the bounding boxes of the ground truth into an image. For actual training, you probably want to render the actual segmentation, not just its bounding box, and maybe modify the target image in other ways."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "sixth-smith",
"metadata": {},
"outputs": [],
"source": [
"def make_gt(sample):\n",
" image = sample[\"png\"]\n",
" json = sample[\"json\"]\n",
" h, w = image.shape[:2]\n",
" result = np.zeros((h, w), dtype=np.uint8)\n",
" for region in json[\"annotations\"]:\n",
" x, y, w, h = [int(x) for x in region[\"bbox\"]]\n",
" result[y:y+h, x:x+w] = region[\"category_id\"]\n",
" sample[\"seg.png\"] = result\n",
" return sample"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "incorporate-meter",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fc661304670>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1440x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"figsize(20, 10)\n",
"sample = make_gt(sample)\n",
"subplot(121); imshow(sample[\"png\"])\n",
"subplot(122); imshow(sample[\"seg.png\"])"
]
},
{
"cell_type": "markdown",
"id": "israeli-sweden",
"metadata": {},
"source": [
"# Training with PyTorch\n",
"\n",
"Let's now write a data loader we can actually use for training. First, we generate the ground truth image and then convert the training sample into a tuple."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "classical-consumption",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"ds = wds.WebDataset(urls, shardshuffle=False, cache_dir=cache_dir).decode(\"rgb8\").map(make_gt).to_tuple(\"png\", \"seg.png\")"
]
},
{
"cell_type": "markdown",
"id": "based-entrance",
"metadata": {},
"source": [
"Since we want to batch the data, we need to make sure that all the images are the same size. Here is a simple crop function that does this. Again, you may want to use something more elaborate for actual training."
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "theoretical-airline",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"def simple_crop(image, shape=(800, 700)):\n",
" if image.ndim == 3:\n",
" image = image.transpose(2, 0, 1)\n",
" image = torch.tensor(image)\n",
" result = torch.zeros((3,) + shape, dtype=image.dtype)\n",
" d, h, w = np.minimum((3,) + shape, image.shape)\n",
" result[:d, :h, :w] = image[:d, :h, :w]\n",
" return result\n",
" elif image.ndim == 2:\n",
" image = torch.tensor(image)\n",
" result = torch.zeros(shape, dtype=image.dtype)\n",
" h, w = np.minimum(shape, image.shape)\n",
" result[:h, :w] = image[:h, :w]\n",
" return result "
]
},
{
"cell_type": "markdown",
"id": "scientific-movie",
"metadata": {},
"source": [
"We add two more processing stages to the input pipeline; the first inverts the input image, the second performs the cropping."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "weighted-visiting",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"ds = ds.map_tuple(lambda x: 1-x).map_tuple(simple_crop, simple_crop)"
]
},
{
"cell_type": "markdown",
"id": "swiss-smith",
"metadata": {},
"source": [
"Now we can instantiate a WebLoader (a small wrapper around Torch's DataLoader) to perform the batching and parallel I/O."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "twenty-increase",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"dl = wds.WebLoader(ds, batch_size=8, num_workers=2)"
]
},
{
"cell_type": "markdown",
"id": "electric-monthly",
"metadata": {},
"source": [
"Finally, we can put this into a training loop."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "respective-prediction",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"torch.Size([8, 3, 800, 700]) torch.Size([8, 800, 700])\n"
]
},
{
"data": {
"image/png": 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hxONIAjLXqaiooFQq4fV6jdkof/iHf2jkfQkEAuTzeZLJJG+99RYNDQ0kk0kAWlpaOHr0KP39/UZgpaxYLHLgwAHeeustjh07xkcffURzczOlUonDhw8zNzdHXV0dH3zwAc8++yzf/OY3+fGPf2wERN5//31MJhPxeBxVVbHZbNTW1mIymXC5XLhcLnRdJxaLsX37dmZnZwmFQiSTSVRVpa6ujtraWgqFAmNjYyiKAkBlZSX19fWEQiFsNhsej4eRkRE6OjpobGw0tvN4PCiKQiwWIxgMUlVVRVVVFcViEZfLhd1ux+v14nQ6uXjxIqoql5YQQgghhBBCCHErys2Sxj7wTiiK/ijewCuKYvwrlUrGz8Vi0dhG07RVv38e++zr66O7u5v9+/czMzNz08S+O3bsIBQKEYlEOH369KpcNoqioOu68f/Kx8uuf7x8jNe3cbt+3up5VVVXtfXFpnzyD0D/5N/1zylAccVjD/89J8QX2Zfn8+dTOa7r+qaH3Qnx6PAoAX2rsu9hdwNTXS2xzXUPuxtfCM6JFPrRsw+7G0IIIT5xWH+HmL6o3Ow5Ccg8oux2OwDpdPqmzzudTlwuF4lEwpihIx5F5fedyrVAzJ1uFCVgI8RnJQGZ25KAjFjlUQnIKCYTqtv9sLvxhaBns5RWFJYQQgjxcN0uICNJfR9RtwrElCWTSQnEPBLKgZbbBVHK7727uUmUYIwQQogvH71QoLi09LC7IYQQQjxQEpBZ4VGYLQQ3Lge62fKgOy0pEg+CDajgn2e1lD75p6x4LIWCD0WJoutRdOPxlcucVv4sxONr5bJIIYS4F6rTiRoOPexuCCHE46VUojA6/rB7IT4DCcg8gq4PtNws8CLBmIdNAf7fwP+La4EUldX5ZACWgTex6C+yTf8D9vNXKMoTwLusDr5sB84ACYQQQogvo/nfXMfB/8//9bC7IYQQj5UPMhb+c/t6KH1+OU3FgyUBmceUzJB5+BTeQ+cw1xL2FoFyZa3SJz9fmzFTUv6MeQ58Eq6Zu8k8mAhQeDCdFkIIIR5RZkW780ZCCCEMZkUCMY87Ccis8LhNt3/c+vvFcwBVUQDtk+BYkX9essQn/2sUUbms5FF0gAsoXH/eLq/YXgghhBBCCCHEl4GUNlohEAjwyiuv4PF4aGxsZNOmTaxZswaLxXLH16qqyudRKaq2tpYNGzYYvzc0NLBr16676kOZpml0dXXR0tJy0+crKir42te+xpo1a3j22WdxuVzs2rULTdOwWq20t7cDYLPZ6O/vZ8uWLdTX19/zsWiaxo4dO/D5fDd9/mbj1d/fT01NDQA1NTWsX7/+loEnj8fDK6+8Qjgcvm0/1q9fT13dnUtp3qw/mqaxefNmKioqVj1uMpmoqa1l0yYLLzzvx+XK0bvGTHe3E7sD1vT6CVdacDhyvPiSh927OwmFAmiaeeUeP/lfAjFCCCGEEEII8WUjM2RWWF5epquriwsXLhAIBBgbG8Nms2E2m6mtrUXTNAqFAjabjXg8TiKRwOv1ksvl2LlzJ8VikWPHjpFOp3G5XESjUSwWC8lkklQqRW1tLalUCrfbTTKZxGQykUgkCIVCJJNJSqUS1dXVrF27lpMnT2Kz2Xj22Wf54IMPaG1tNbYxm82kUik8Hg+aplEsFolEIiwuLuJwOHjmmWdIpVL4fD40TWNqagqfz0cymSQajRKJRNi8eTNDQ0M8//zznD17lkwmQ7FYZPfu3WzdupU/+ZM/4emnnyaZTHLixAl+8IMf8Kd/+qfEYjHsdjvV1dUsLi5isViM/SuKQiAQwOv1MjU1RSgUYs2aNaRSKWZmZsjn89TU1FAqlUilUnR0dHDkyBF8Ph/z8/M4nU66urpQFIWpqSncbjcbNmygWCwyNzeHw+EgkUgQjUbJ5/MANDU1cfz4cerr68lkMmSzWfx+P9lsFlVV0TSNuro6WlpasNlszM7O4vf7mZycpFgsYjKZqKqqwmKx0NHRweHDh1laWsJsNlNfX8/y8jJVVVUkk0nm5+eBa4GbvXv3cu7CWWbnSjQ0JHn+eR+lYpFMtgldn6CzK4ymzKNUWqiocHL+wiCFgo/du59i//tvgl7OOQM3JviVpWhCCCGEEEII8UUnAZkVisUiP/vZz/jmN7/Ju+++Sy6XY9++fVy6dInW1lZCoRDRaJR4PI7b7TZeNzg4SGdnJ6VSiaWlJYLBIE6nk1wux+LiIkePHiWVSrFz505GRkbo7OwknU6TzWZJpVJUVVWRTqexWCyMj48bM0LMZjMul4vKyko6OzsZGxvDYrEQDofRdZ3l5WWCwSDDw8OsX7+ev//7v8dms9HS0sKFCxewWCy8+OKLjIyMYLVaGR8f58CBA5RKJT7++GNeeeUVIpEIzz33HG+88QYulwuv10upVGLNmjXU19dz8OBBFhcXCQaD2O12YrEYXq+X7du3k81m8Xq9fPTRR0QiETRNo7a2lmeeeYajR49iMplQVZWqqirq6urIZDI88cQTnDp1CofDgcPhIBAIYDKZGBsbo6amBk1bvX7cbDbT19dHJBKhp6eHI0eOcOLECfL5PLquGwGqtrY22trauHDhApFIhLVr1zI1NUVtbS2BQICFhQW+8Y1vcPLkScLhMD/5yU8oFou0tbWxZcsW3G43pVKJY8eOAeByudi4cSO5XI5SaXW5aq/XS2VlJQcOHCaTydDeVovdPk8hn6KkZwmGihQLoKMwPZ2jfk7nqb1h/vqvE3R1r+Hjg2+Ty64MuqwMyKhcW/okhBBCCCGEEOKLTJYsXWdwcBC4tlQln8/jcrkoFArU1NRw7NgxVFVlaWkJj8dDS0sL586dY2ZmhkKhQDweJxAI4HK5OHLkCAMDA3R2dhrLfXK5HNXV1TidTqampmhvb6enp4dEIsGVK1doaGhA0zTM5mvLWspJewuFAtlslng8jt1uZ3l5GU3TyGQy5PN5otEoVVVVAGSzWYrFIlarleXlZUwmE21tbUxMTDA8PGwEe86fP4/dbueNN96gubmZRCLB2rVrmZubY2hoiK1btzI2NkY4HKahoYHZ2VnS6TQALS0thEIhPB4PiUSCLVu2ANeCJ+vWrcPhcNDW1mYsJdq4cSM+nw+XywXA9PQ0yWSSfD5PfX09ly9fZnl5mcbGRnRdN5ZnFYtF4vE4o6OjzM3NMTIyQjAYJJPJAFBXV0c+n8fn89HU1ERdXR1dXV3Y7XYKhQIWi4Xl5WXy+Tzz8/NMTU0xPz9PS0uLsYwqEAig6zpHjhwhk8kYAaHa2lrq6+sJh8O4XC7sdrsxxsXitYCJ1WZi3z5AmWJmpoTTacduU5mdUbBZCnjc17a7ODDDYiQNlNBLpZvkkJEZMUIIIYQQQgjxZSMzZK5TKBT4b//tv5HP58nlchw/ftyYueLz+Thz5gzRaNRYPuR2uxkdHeW9994jlUoB13K0qKpKPB7nZz/7GclkEoDDhw/T0tLC1NQUsViMf/iHf6BQKNDb20s8HudXv/oVFouFQ4cOAddu/A8ePMjU1BTpdJqhoSFisRiFQoFcLofZbGZ6eppIJMJHH32EoiikUik+/vhjstks2WyW+fl5kskkoVDImFUCMDs7yw9/+EMikYixTfnny5cv09vby5kzZ+js7OR3f/d3+V//638Rj8eBawGV8kyS8lKk8thdunSJsbExFhcXcbvd6LqO3W4nkUiQTqfZsmULkUiES5cu0djYSD6fJxwOMzo6yv79+1FVlfHxcWM/586dM5ZZxWIxbDabERAxmUx88MEHzM/P43A4uHTpkrHfjz76CL/fTyqV4sSJEwQCAS5evIiiKPzkJz9heXkZgIGBAVwuF8vLyxw7doxcLgdAJBLh6NGjFItFksmk0e7MzAzxeJzBwUFsVoVEAsxmmJmBeDxPsTjO1HQGy1nIZjPY7TY0U4EPP4ri9dZw4cJJstn8J1dbOTCzcgbO6tk4QgghhBBCCCG+mJRHoXSyoij655EQ937p6+ujp6eH8+fPc+bMmYfdnQdKVVXq6+vx+/0MDAyQzWY/dVtOp5PXX3+dv/zLvzRmudytlpYWOjs7eeuttygUHn6JaE3TcDjsxOMJ7pj35ZOn/X4/8Xj8kei/EF9k1y8zFKsc13V908PuhHh0eJSAvlXZ97C7QeT72zn2H/70YXdDCCEeKx9k4D+2bYSSpDx4lB3W3yGmL960kovMkLkLp0+f5vTp0w+7Gw9FqVRidHSU0dHRz9xWMpnkRz/60ad67dDQEENDQ5+5D5+Xa8upkp/8doeg5idPLy0t3dc+CSGEEEIIIYR4fEhAZoV7mS2kKMo9bf9Z2vm89vV5t/Ug2v20+32w/VkLzAMz/PNsGX1FP0DyxIgvg1uVqBdCCCGEEELc6NFdJ/QQ6bp+05v5lY99Xjf7t2pnZR8+z8DC/QpS3KndW43p57nfTztm99K31duWAy+7gKZPfi4BurHdtW0lGCOEEEIIIYQQYjWZIbNCeVZFOZ/N9Tfpn/avv59mtsaj+JfmlX16FI/ns5yfe9n2xnH4/96yzfL/uq4/tFlEQgghhBBCCCEePRKQuc7Km+3PM4jwKAZYPosv2vF8Wnc7DtcHaIQQQgghhBBCfLnJkiUhhBCrSOBQCCGEEEKI+08CMiu4XC42btyI3W4nFArR2tpKfX09JtNnm0hkMpno6Oh44Dc5lZWVbNy4EbPZTGtrK4FA4K5fqygKDQ0N+Hw+4FrZ6UAgQEtLC6qq4na7aWtrA8But9PQ0LDq9U6nk/b29pses6Io9PT0YLFY0DSN+vp6rFbrHY+lu7v7rvt/t5xOJ7W1tZ/qtW1tbTidzs+5R3dWXV1NdXX1XW+vqiq1tbU4HA40TaOnp4fblZkPh8NG+zabjebmZtauXXvb13wWmqaxZs2az/T+aGxspKGhgba2NlRVRVEUOjo6PnPfWltbcbvdd9xOURSam5vxer03PGc2m2lra7vjNX49TdPYsGEDNTU1bN68GbvdTnt7O2vWrDHel7frT1tbGw6H4572Wd7vpk2b0DTNeMxisdDQ0EBzc/MN2zudzs9lrIUQQgghhPiykSVLKxSLRV566SWmpqaora0lGo1SKBRQVdW4sdF1HU3TKBQKFAoFzGYziqKwZs0aisUig4ODpNNpTCYT6XQauHZD/PLLL/NHf/RHFIsPrkZ8JpPh5ZdfJh6P097ezvvvv4/dbgegUCigaZpxLCaTiVwuRz6fx2q1YjKZ6O7uJhaLcerUKfL5PG63m40bNzI7O4vX6+Wpp55icHAQXdfJ5/PGWJTb2LlzJxMTE8C18tmlUglN09B1nd27dxOJRIwxNplMWCwWisUi2WwWs9mMpmmkUikCgQCbNm3i3Llz2Gy2Vbl+crkcxWIRi8WCoihkMhkArFar8bzVaqVUKmEymQgGg5jNZsbHx418MIVCAafTiaqqpNNpCoUCXq+XhoYGrly5YmxjsVjIZDJomkY+n6e/v58LFy5w5coVow+ZTAZd17Hb7ZRKJSNnTPn58tjouo7b7cbj8TA8PGz01el00tzczKVLlzCZTBQKBXK5HKqqGsGfpqYmLBYLCwsLmM1m4xotFosUi8VV+y+PefkYOzs72bt3LzMzM8TjcaM/iqIYfWhtbcXv9xOLxdB1nWw2yyuvvMLly5eNa2vlOSpfSyvPS7FYRFVVMpkMiqIYx6yqKiaTiWw2i6ZppNNpVFXl2WefZWpqimQyiaqqRkLkcpsWi4V0Om2ci/7+fi5fvmyMTUdHB2azGZ/Px/z8PKlUimw2i91uR1VVCoUCxWIRq9VKoVAgm82iqio2m41isYiiKJjNZnK5HNlslkAgQFVVFb29vVy6dImLFy+uOseKotDV1cXk5CTZbBZd1+nq6mJiYoIrV64YnxOapqGqKtu2bSOfzzM9PW2MdaFQMMY+lUoZ25c/N3RdZ926dQwPD7N3715mZ2dpb2/HbrdjsVi4dOkS2WwWi8Wyqq1EIoGiKGzatInTp09z9epVSqWSMYa6rmM2mzGbzeTzeeN9YDKZUBSFYrGI2+02Xp/JZGhpaaG+vp7Lly9jtVoxm80Ui0VyuRwej4ennnrKOG4hhBBCCCHE3ZGAzArpdJo333yTV199lTNnzhCPx3n66ac5e/Ys69atw+/3E41GURSFXC5HLBYjFApx5coVnn32WUqlEvv378fpdFJRUcHf/d3fkU6nyeVymM3mB348y8vLvPHGG3zve9/jv/7X/4rb7WbHjh243W5GR0epqqqirq6OCxcu4Pf7+fDDD4lGo2zbts24iW5paWH9+vUUi0U++ugjFEXhqaeeIpfL4XK5gGszNrZu3Uo6nWZhYYHTp08bN6/bt29H0zSam5uZm5sjlUpht9vx+Xxs376dCxcusHHjRubm5ti0aRPpdJpDhw4RCoVobm7mRz/6EcFgkLa2NpaWlujt7aWqqgqLxcLMzAyHDh0iFouxfv161q5dyw9/+EMjgGMymYjH43R2dpLL5bDb7RSLRTKZDNXV1XR0dHDu3Dnq6upoaGggm81y/PhxDh8+TFdXF/39/fT29hKPxymVStTX1xvXxfnz57HZbOzevZuNGzcyPj5OU1MT77zzDvPz83zzm98kHo9jsViYmppiamqKJ554gpGREXp6ekilUjidTsbHx2lrayOXy/Hxxx8TCoV47rnnaGxsJJVK0dLSwo9//GMCgQC/93u/x8zMDEtLS8zNzdHT08MTTzzB+fPnqaioYGZmhuPHj6MoCr/xG7/B8vIyiqKwvLyM1+ulUCgQDofxer187WtfY3R0lPfee4+enh42bdqE1Wrl/fffp729HZ/PR11dHSdPnqS1tRVVVens7KS9vZ1iscjPf/5zWltb2bJlC+fOnWPt2rWMj49TWVmJzWZjZGSE2tpa/vIv/xK73c5TTz2Fz+ejWCzi8/lYXl7G4/Hw3//7f6dYLOL3+3nttddIp9Nks1mSySTFYpGqqiqOHz/O008/zYcffsji4iJDQ0N89atfBa4F3rq7u5mcnERRFEKhENu2bePChQt8/etfJxKJAJBMJslms4TDYcbGxnj77bfZtWsXJpOJtrY25ubmqKqqIp1O8z/+x/+grq6OXbt2kUql2LFjB/39/QwPD9Pa2sp7773H7OwszzzzDOfOnaOyspLl5WUKhQKtra2sWbOGXC5HIBCgWCwagcqnnnqKeDyO2Wwmk8mQyWRYu3YthUKBw4cP4/V6CQQC/M//+T/JZDKUSiXOnTvHli1bKBQKfPWrX+XEiRNGoGjjxo1MTU0RCAQYGxtj27ZtFAoF/uEf/oGxsTHsdjtPPvkkmzZtYmpqisbGRt566y2WlpbYuHEjVqvVCK5WVlbS1tbG7OwsZ8+e5YMPPuAP//APmZycZGJigo6ODnw+H9u2bePUqVNUVFSQzWZZWFgAwOPxPPDPNyGEEEIIIR53d1yDoCjKnymKMqcoyrkVjwUURXlLUZQrn/zv/+RxRVGU/6IoyqCiKGcURem/n52/H06ePElHRwcmk4lUKoXJZELTNCwWC2fOnKFYLHL58mWcTif9/f0cPHiQmZkZlpeXWVhYwG63Y7Va+fjjj40lHoqiGH8pf9DGx8dJp9PEYjEaGhoolUokEgnMZrPxl3ZN0xgaGmJ0dJTq6mr8fj8nTpwgl8tx5swZ/H4/mqYZY7Fp0yaGhoYoFArAtZk4LpeLubk5NmzYgNPpNGYctLW1GTeN7e3tTExM4HK58Pl8NDU1kUwmjQDXxMQEXq8XRVGw2WycPXuWbDZr3PgFAgEymQzJZJJgMMjAwADT09NYrVb8fj/hcBhFUaitrcXj8XDmzBna2to4duwY0WiUiYkJTp8+zfLyMlVVVXi9XkwmkzHL5NKlS1RWVgIQjUYplUrU1dUxMjKC0+nk6tWrbN68matXrwKQy+U4duwYnZ2d1NXVcejQIVKpFOl0mkgkQigUoqmpiYmJCcLhMIVCgcrKSqMvdrud5eVlZmdnWb9+PU6nk3w+z9zcHGvWrGFgYIBwOGyM8fLyMqdPnyYYDKJpGpWVlVitVubn5/F4PFitVhKJBIlEguXlZYLBIK2trVy9ehVd10mlUiQSCdLpNJcvX8bhcKCqKhcuXKCurg6bzUZra6txLZRnq7hcLjRNo6mpiVgsxpkzZ4xrxuv14vf7qays5OrVq9jtdmPmTDlgZ7fbsdvt1NTUkM/nOXnyJDU1Nbz33nvGcsBoNMqbb75JZWUlFosFXdex2WwUCgXa2tr46KOP2LVrF0tLS+i6bgRAfD4fTqcTu92Opml4PB4j+Od0OjGZTFy+fBmXy0WhUEBRFGOmT19fH4ODg3i9XnK5HBcvXqSmpga4NgNobm6ObDbLiRMnaG1tpbGxkUOHDpFIJCiVSiwsLNDc3Mz4+DiXL19GVVW6urqYn5/n/PnzpFIpjhw5gtPpJJvNcuHCBRobG6mrq2N4eJhQKEQ0GmV4eJitW7eiqiqHDh3CZrOtev92dHRw4sQJenp6jMDT1atXyeVy7Ny5k2PHjjE3N0c8Hufq1avGErzy9blmzRqqq6s5ePAgqVQKr9dLS0sLR48exeVyYbFYCAQCqKrK8PAwbrebQqFAPB4nFosB14K7K2eVDQ0NoaoqTz75JENDQ2Sz2fv6OSbEl9WX7TuYEEII8WVzNzNk/hz4v4C/WPHYvwPe0XX9/1QU5d998vv/ATwPtH/ybyvwp5/8/9jIZrP88Ic/JJVKGdP/7XY7LpcLp9PJ4uIi+XyexcVFFhYW2LJlC++//z5jY2NEo1F0Xae6upqamhpGR0eBa3/Fn5qawuFwsLy8/ECPR1EUY2nLqVOnjJvAsbExwuEws7Ozq26mxsbGePLJJ+no6CCfzxvLLBKJBDabjXQ6zQcffMCGDRuYnZ1FVVUsFgvz8/OUSiXef/99YznK/Pw8Fy9eJBgM8tZbb2E2m/F6vUawJ5/P093dbSzziUQiWCwWbDYbwWCQxcVFY+lNNpvl/PnzRoBjcXHRmHWkKAput5upqSlcLhcjIyPs3LmTuro6hoaG2LBhAyMjI5jNZiKRCH6/n1AoxOLiIiaTiWQyCUA+nzd+npubY25ujpGREbxeL4cOHTKWy+RyOQASiQSapnH+/HkSiQQ9PT2888476LrOkSNHqK2tJZ/Ps7y8TGNjo7HUJZFIkM1mOXnypLFkpjxumUyGSCTC2bNnWbNmDW+88YaxdMfv96OqKocPH8btduP1ellYWEBRFCYmJjhz5gxwbanLxx9/TFVVFcVikVgsRjabZXJyEp/PRyQSIZ/PG8u7stksP/vZz4xZO/l8HpfLZSw/WVxcJJPJMDc3R29vL3Nzc0Yw7sSJEywsLDA5OUlzczNHjx7FZrPR2dnJ/Pw8cC2HksPhYHFxkVwuRzweZ2Fhge7ubmM5zblz56ipqeHv/u7v6O/vx+l0kkwmOXfuHNlslpmZGWMmCsCxY8doaGjAZrMxPz+PruvkcjnOnz+Pruv09fUxNTVlvF+j0agxq6OyspKxsTF+/vOf09XVxf79+7Hb7UZQ0GQysbCwQDqdNpZ8DQwMEI1G6e3t5e233yafzzMxMUEul2Pjxo0kEgny+Twffvgh/f39JJNJTCYTLS0tfPDBBzQ0NFAoFIxlVm63m48//pi+vj7S6TRnzpyhsbGRaDRKXV0dBw4cMIJzf/mXf8nVq1eN44lEIiiKQjwe57333uPJJ5/kgw8+YH5+nnQ6bZzXeDyOyWTizJkzZLNZurq6mJ6eJhKJkEgk2L59O0tLS7hcLmPpYHlJnqIonD9/nlAoRCwWo1AooOs64+PjxONxCoUCsViMt956i02bNrGwsGAsVRNCfK7+nC/RdzAhhBDiy0a5mzX/iqI0Ab/Qdb33k98vAXt0XZ9WFKUa2K/reqeiKP+/T37+m+u3u0P7+sOYPXK3tm/fTnt7O0NDQ3z88ceUSiXjuXKOi5Vu9tij5PPo363auNN43GnfiqKwY8cOWlpaGBgYMGbJ3E3f76VPd9OXldtpmsY3v/lN3n33Xaanb3s537Gtlfss/36ncQuHw3z729/mT/7kT4yAUHmbzs5OWltb+fWvf00+n//UfbvX/re2trJu3Tp+8YtfGLlIbnee72W8V7ZjtVp56aWXOHDgAFNTU5+679/61rdIJpNcuXKF8+fPf6o27uUYvvOd73Dy5EkjUHandm53LXwefbpfbTyKn3crP6PFDY7rur7pYXdC3L37/R3MowT0rcq++3sQdyHy/e0c+w9/+rC7IYQQj5UPMvAf2zZCSf4o9ig7rL9DTF+8aQWTTxuQieq67vvkZwVY0nXdpyjKL4D/U9f1jz557h3g/9B1/dhN2vxd4Hc/+XXjoxyQUVUVTdMoFovyRf8BeFTHu7y06WHcfJaDQuWZKSuVqwo96NkJqqoayWnvt3IC2s+ivDyqnPj4fjOZTEZiZfFgyZjflgRkHjP3+zuYDcfGXcoLD+RYbkcCMkIIce8kIPN4uF1A5jNHQfRrdzb3fHej6/r/rev6psfhi2GpVCKfzz92X/LLOUSU68oJW61WnnzyyVu+buX2qqqyadPtT9H17d/Jnba/2/Eut3O79sozSG5WjvhuKJ9U0KqrqyOfzxMKhe44HrdiNpvZsGHDDe3fDV3XVwU+lE/KLIdCIUql0ucSjLlVX9ra2m4omV4el+rqavr7b56m4FbtKYpCZWUla9euvWGblb83NzfT3t4O8JmCMeU2y5XR7jUYc7Pj0DSN9evX3zAu9fX19Pb2GvsrX8NWq5U9e/YYP/f09BgBoptpbGxk165dWCyWVY+X349+v994rPx+vl1Q+17fo0KIx8Pn8R3MjPU+9EwIIYQQd+PTVlmaVRSlesV02blPHp8E6ldsV/fJY+IhKJf3ff755zl06BCLi4vAtZwh+/btM6r/2Gw2bDYbk5PXTtX69evRdZ1kMkkmkyEej+NwOPB4PKRSKaxWq5EbRVVVvv71r/PWW28ZZXfn5uYolUo4nU4CgQClUolYLEYgEEBRFBobG/noo48oFotUV1cbbWazWaO8eDlfS7FYJBwOMz8/b+SpqKqqIpfLsXv3bg4fPszGjRvZv38/brebbDaL3+83ZkG0tbVx+fJlFEUhHA5jNptJJpNUVlaSzWYZHx83yiGXc5T4/X4sFguTk5NGqeiZmRkjZ8iuXbsYGxsjHo8b1YsymQx+v59MJoPX66VYLDI3N4fH42FpacnIzRGLxWhqakJVVZaXl9m9ezcffPABJpPJKIVdKBRwuVxGpaF8Pk+hUKCiooJSqYSqqvj9fsbHxzGZTHR2dpLNZpmdncXj8eByuRgbGyOfz1NdXW2Ui1YUBbvdTjqdxmazkcvlUBSF+fl5LBYLe/bs4fTp00ZC5vHxcQCjDHN7e7uR+NXv99PR0cHMzAwzMzO43W4jea3NZiOfz9Pa2kosFmN+fh6z2czs7CylUonnn3+excVFOjs7yWQyTE1N4fP5SKfT9PT0MDU1xdDQkFFdK5fLMTs7SygUIpFIEI1GUVWV2tpaI+hRKpUoFAq43W4jX4yiKEZi5tOnT+NwOIyy0zU1NUbFI0VRsFgspFIpPB6PUQEpFotRWVlJb28vx44dM67/cuWmtrY2/H4/Fy5cIJ1OG3mm+vr6iMfjaJpGPB5nfn6ebDbLU089xeTkJHNzcySTSUKhEC6Xy+j/wsKCkbPq1Vdf5e2338bhcFBXV4eqqkxOTuL1etmwYQNLS0ssLS1RW1tLR0cHu3btYnp62sjr5HQ6mZqaolQq0dPTg91uZ2RkBIfDQTwex+PxsLCwgNVqZWlp6UF/NAkhPhv5DiaEEEJ8QXzagMw/At8F/s9P/v/5isf/jaIof8u1RHLLd1q7LO6fqqoq+vr6aGxs5MyZM0ZABq4tp9i9ezcDAwN0dXVhtVr50Y9+RKFQoLa2Fk3T6Orq4u2332bv3r2cO3fOCAJs2bKFN954g1gshqIobNiwgXg8TiqVorGxkf379zM+Ps7evXuxWq2USiWsVisul4uZmRnC4TAHDhwArt3UVlRUkEgksFqtLC4usn37dhKJBGNjY+RyOfbs2cMPf/hDo/pSX18fPp/PqJLT3d1tlBmOxWKsW7fOCJ64XC5cLheKopDNZo0kxN3d3USjUf7mb/6GxcVFvF4vu3btIpFIEA6HSaVSbNy40QgWlWcf6LpOU1MTzc3N5HI5ent7MZvNzM3NEQwGSSaTeL1eSqUS4+PjtLe387d/+7dkMhmsVisvvPACJpOJsbExkskkGzZsIJvNYrfbyefzrFmzhnfeeYfXXnuNn/70p6xfv56ZmRlisRi7du1iZGTEqKYUCATIZrNs3bqVaDTKgQMH6OjooKmpif/yX/4LhUKBvr4+oyrRmjVrjBLuhUKB0dFRwuEwP/nJT7BYLHR2dpLP53G73VRUVPDWW28xNjbGpk2bmJubY+vWrWQyGdra2sjn81gsFiwWC1//+tc5fvw4CwsLFItFampqqKiowOv1Mjc3h6qqmEwm3njjDaLRKH19fRw4cACr1crWrVsZHBwkFArhcDioqKggGo0aY+10OvnKV77CwsICHo+Hubk5fvWrX6GqKrt27SKfzxulsTOZDLt37+bEiRN0d3ejaRpLS0uoqko4HCYWixkBma1btzI7O4vdbqe6utoo2V1XV8fFixeJRCIcOnQIj8dDe3s7lZWVDAwMsGfPHv74j/8YuDZbJRQK8dprrzE1NYXdbjeO9+WXX+bKlSu4XC5+/vOfk8vlMJvNxnuutbXVKP1dX1/P8PAwg4ODHD9+HE3TCIVC7Nmzh4MHD7Jp0ybi8Ti5XI5sNovFYjFmvFRWVlJfX2/MvlpYWKCpqQmLxcJf/MVfkEwmaWhoQFEUNm3axLlz52hra8NkMnH8+HEACcgI8fiR72BCCCHEF8TdlL3+G+Ag0KkoyoSiKN/n2peApxVFuQJ85ZPfAX4JDAGDwH8D/h/3pdfirjkcDtLpNFar1Zg1oKoqpVKJxcVFwuEwgUCA/fv3G0so0uk0xWKRYrHI6OgoVquV1tZWRkZGjH/bt283cqqk02mCwSCKohCLxYx2pqenqampYXBwkNraWo4dO2ZU7CnfUA4MDNDR0cH4+DihUIh0Ok0ymcTj8eDxeLBYLGSzWaamptB13Sif7XK5SKfTxuyP6upqJiYmjJLGqVTKWJpiMpkIBoN4PB6jElYul0PTNKzWa1O1GxoaCIVCVFZWUiqVmJ2dpbu726hUpGkacG3ZUSAQoKOjg6qqKqOccWVlJWfOnDFmOUxNTZFKpbBYLLS0tADXlmK53W6sVqsRYEgkEtTV1RGNRjl37hyKojA6Oko+nzdu6D0eD6qqksvlGB0dJZvNGjf4FouFfD5vlFX3+/1GImRd1/noo49Yv3490WiUcDjM0tISpVIJRVHwer1Gaepy1aVy+ezl5WXjPJpMJiNgtLS0RHd3NxUVFRQKBSMo0d3dDVybldXV1WVcd4FAAIvFYgRM4FoJZbPZTDabJR6P09raSmtrK16v1yiDXh7rWCyGruu0tLQwPz9vnN9CocDIyAhVVVVYLBaWl5dpb2/H7XYTCASMa6McEBwZGWHHjh2YzWZKpRJHjhxhx44dxnUXi8XI5/OYTCZ8Pp8xU6s8LpWVlcb7Av45p8/U1BS1tbXU1NRw7tw5otGoMetmamqKeDxuvOeKxSJLS0v4fD7sdjsmk4mlpSUsFguJRMI4F4VCgXw+TzabxWq1UiwWWVxcpKuri2AwSKFQMM5NLBYzcgjNz8/j8/moqanhgw8+MD4Dyn2oqakxKmQNDAywa9cuBgcHVy1/EkI8WuQ7mBBCCPHFdscZMrquv36Lp25Iyf/JWub/52ftlPh8JBIJzp49S6FQwOl0UlVVZQQk9u/fbywhSafTxnIfgMuXLxvLQ0qlEh9//DGRSITq6mpKpRKXL19meXnZyGny9ttvs7CwgMPhYGJiwljqUllZacx++OCDDwiFQly4cMGoyAPXbhYPHDjA9PQ077//PjabjTfeeIOGhgYAo/xwOYiUTqeNNs6ePUsmk+HgwYPGjJF8Ps+BAweIRqNks1lCoRCZTIZUKoXZbCaTyTA2NmaU6S4vx1lcXOTcuXOUSiVSqRTxeJx//Md/xOFwoOu6Ud2nWCzyZ3/2Z5RKJaanp+ns7DRe63K5yOVy2O12jh07RqlU4s0332R2dha4dhN/8OBBSqUSU1NTLC8vMzQ0RCaTMZYxffzxx8b5SafTHD9+HF3XmZ+fx2q1EolEuHjxIo2NjZRKJXK5HLFYzMgjk06nyeVyVFRUMDc3RyKR4OLFiwwNDfG3f/u3eDwefv3rX+Pz+QgGg8a5yuVyHD9+nOXlZdxuN/l8nuHhYQAuXbpkjFU2m2VgYAC/30+hUGBxcZE333yT5eVlfD4fIyMjxvlZWFjAYrFQU1NjBBYA3n33XbxeLxcvXiSTyWAymfD7/eTzeWN5D1wL6JWDTcvLy3R2dq7KK3Tu3Dnm5ubI5XIkk0ncbjeLi4ssLy8zOTmJqqrE43GjxPlPfvITow9TU1NcuXKFK1eu8Otf/xpd1zlw4ADj4+N4PB5jXObn5zl//jyRSASPx8M//uM/Atdm71y+fJloNMobb7xhBNvm5+c5c+YMu3fvRlEUTp8+TTabxWQy8f777zMzM2PMWEqlUkZAc2ZmZlWOoA8//NBYnnX27FkjyBcKhQCMWUTT09MMDg4yPT3NxMQEkUiEaDSK3+/n0qVLAFy9epXKykp+8pOf4HA4ePPNN42ZYgA+n09myQjxiJLvYEIIIcQX211VWbrvnXjEy15/EZSXjawsmXy/feUrX8Hj8XD+/HkuX75802Sqzz33HGNjY1y4cOGB9et+Wrt2LS0tLfzjP/7j51rJp6KighdffJG/+qu/uuU5bGhoYN++fQwMDHDixAkKhQK7d+9meXmZU6dOfW59edyZzWa+8pWvcOXKFQYHBz/39k0mE7/1W7/F22+//ZnKdN8vHo+Hp59+mvfee2/VMsYvksctAfsDJlWWxCpS9loIIR5fUmXp8fCZy17fbxKQEUII8XmRgMxtSUBGrCIBGSGEeHxJQObxcF/LXgshhBBCCCGEEEKIeyMBGSGEEEIIIYQQQogHTAIyKwSDQb73ve/h8/lob29n+/btrF271kh+eSuKomC1WleVo12ppaWF73znO3R0dNyvrt9Ua2sr3/ve93C73Tz55JPU1dV9qnba2trYsmXLTY/tboXDYZ544glMJhOqqrJz50727dtHRUUFALt37zYS+d5NW+3t7Tc8brVaaWtrY/PmzTd9XWtrK9u3b//Ux1Dm9Xr5l//yX9LU1ERXV9ct9/dp9Pf309PTc8fttmzZgtlsvqe2169fz44dO4wKPdcLBAKsW7eOZ5555p4q71itVjZt2oTNZrvtdna7nW3bttHY2HjDc9e/du/evdTU1Nx1H1bq7++ns7MT4JbvyetZrVY2btxovO5hURSFzZs3Y7PZMJvNtLa2UlVVddvtm5qaePHFF295nHa7naeeeopwOPyp+6VpGh6Ph1dfffVTtyGEEEIIIYRY7Y5Vlr5MlpaWCAQC1NfX43a7GR4eJhAIYLfb6erqMpLiOp1OFhcXWVpaIhwOk0wm2bt3L8VikY8//tgo93v+/HkURSGdTnPq1Ck2b95slO19EEZGRnjppZfYu3cvkUiE6elpenp6UFXVqBrjdrs5ceIEiqLQ0NCA3W5H13WCwSBTU1NkMhna29txOp0cO3aMmpoanE4nyWQSXdeNakwmk4lkMkkgEMDpdBKLxRgcHMRut1NXV4fD4aC7u9uoTpNKpWhoaMDj8eByuejo6CAejzMxMUF1dTUVFRUsLCxQU1NDNBpFURSSySQTExOYTCaKxSK7d++mWCxy6tQpUqkUr7/+OqOjo7S1tQHXqgPV1dWRSCQYGxsjn8/T2trK1NQUDoeDWCxmlDOORqM0NTWhaRrHjh2joaEBv9/PlStXqKqqMtqAa2Wbx8fHeeWVVzh58iQnTpygrq4Ot9tNMpk0yigvLS0RiUSora01Ag4NDQ2MjY1hMplIJBJMTk7S2dmJ1+slnU5jNpsJh8Pk83lKpRKaplFdXc3U1BSaphEKhYzqQ6FQiMbGRnRd58yZM7S0tOB0Ojl9+jT5fJ62tjajPLTb7eYrX/kKP/nJT6ipqcFsNuPxeIBrN/Umk8k435WVlTQ0NFBTU8PS0pJRsaqxsRGPx0MkEsFisaBpGmazmXXr1nHlyhX8fj+NjY0oisLJkydpbm7G7XZz9uxZrFYrL730EplMhrq6Onw+H/Pz89hsNnK5HM8//zx/8Rd/AUBNTQ0dHR0kEgkcDgf5fJ5gMGgcx+joKH6/n+rqahYWFmhtbcVisXDixAlCoRDNzc0sLS0xMjLCiy++yMmTJzGbzdhsNoaGhqiqqjIqQlVUVBCPx3n66adZWFjA7/djtVoZGRmhubmZxcVFKisryefznDlzhg0bNjAyMoLH46FQKBAIBIhGo0YZ9kwmY5R7dzqdmEwmPB4Py8vLFItFUqkUU1NTdHV1kUql8Pv9RCIR8vk8FosFm81mXKfNzc1cvnwZh8PBE088QSqV4vLly1RWVhIMBjlz5gwA+/bt46OPPqKzsxO73c78/Dy1tbVMTU0xNzfHt7/9bYrFImazmYmJCWZmZqitrWVkZIRYLMamTZuIRqNGVSqTyYTT6WRhYcEosx0OhzGbzWzfvp35+XnOnTuHx+PB5/NRKpXw+XwcOHDgc01kLYQQQgghxBedBGRWKJVK/PSnP+Vf/at/xT/90z+Ry+XYuHEjbrebxsZG/H4/iUSC+fl5urq6sFqtLC8vMzw8TGVlJYVCgfr6ekKhEKqqMjY2RiwWY2ZmhmAwyPHjxx/o8RSLRd58801++7d/mz/6oz+iu7ubpqYmAoEA8/PzBINBamtrjRu7cDjM3r17GRgYoFgssnXrVmZnZ5mamjICCrlcjtdff5333nuPHTt28E//9E9897vf5dy5c4yMjLB582aCwSA/+tGPANi8eTNjY2NYLBZyuRyBQIDu7m62bNnC+Pg4FRUVNDU1kUqlgGvVoEKhEM888wxnzpzB6XQSCoXweDwkEgkmJiYIhUI0NTXR39/P8PAwMzMzDA0NUVNTw+DgoBFEWrt2Lclk0nidrutUVFSwdetWpqamWLduHe3t7QwPDzM8PMyaNWvI5/NYrVaqqqooFos0NDSgqqrRRjlZ6P79+9m8ebNRvWrHjh2MjIywbds26uvrOX36NMPDw0QiEUKhEJ2dneRyOZqbm6mqqiKVShnXRn9/PxMTE3R3dzMzM4PVaqWyspL29naSySSqqtLR0WGUKe/r60NRFI4cOWIEI1wuFzU1NRQKBQYGBlBVlXA4TFtbG0tLS+i6jq7rmEwmKioq2LRpE2azmZMnT1JXV0culyMYDBIIBIBrlYg2btzI5OQk7777Li6Xi3379nHhwgWeffZZBgcHjRLSHo+HzZs3oygKHR0daJqGw+GgurqaYrHIlStX0DSNQCBgBMZ27NjBkSNHaGhoYHl5merqagqFAi0tLXR3d5NKpXC73TidTmpra1laWqKrq4tjx44B12bzrF27lkgkwpo1a1hYWDACZ6lUCl3XUVUVv99PS0sLLpcLj8fD+vXrjUBDT08PsViM5eVlKisrmZ6eJpVKsWPHDmOWUjqdJhQKsX//fuP66erq4uLFi6xdu5YjR47wne98h7m5OYaGhigUCkxPT+P3++ns7KS+vt4odV0qlYzAaENDAxaLhba2Ni5cuMDFixeprKw0rqmTJ0/icDiMANeGDRuIRCLouk53dzehUIjjx49jNptRFIVAIEBrayvZbJYtW7awtLRklCuvqalheHiYQqFAf38/LpeLhYUFdF3n7Nmz1NTUsGbNGtxuN4cOHaKvr88oye71eunq6mJqaopUKkUul6OlpQVVVenq6qJYLJLP57l69aoEY4QQQgghhLhHsmTpOuPj48zPz6MoCsViEb/fb/zF+syZM1gsFgqFAj6fj+rqamZmZlhYWEBRFLLZLOFwmGAwyMWLF8nn8yiKwsaNG9m8eTMWi+WWy0Xul1wuZ9y0FQoFKioqSKfTxONxKisr8fv92Gw2bDYb27dvJxAI4Pf7yeVyVFZWUl1dTWVlJXa7HUVRmJ+fZ3Z21giQVFRUMD09jdlsprGx0biJLs8IqK2tZc2aNWQyGWw2G6VSiVAohN/vx+12EwgEaGpqwuPxYLPZsFgsbNmyBbfbTU1NjbEMw2KxMDAwAIDD4cDr9RpBovLymng8TjgcxmQyYTKZ8Hq92O1242bR5XJht9vx+XzGLCG73U5NTQ0ejwez2YyqqiiKQk1NDbFYjGQyid1uZ3h4mNraWlwuFwC6rq86JpfLhdlsZmFhAbPZbMyYAdi+fTuhUIhQKGQEdBRFYWxsbNVN7MLCAg6Hg6qqKnbs2IHdbsfv91MqlaioqMDhcBjnxe124/f7UVUVi8VCNpulubmZmZkZ0uk0Pp+P7du343A4sNvtmM1m7HY7jY2NdHZ2EgwG8fl8FItFrFYrmqYZ1255RkcymaRUKhnXscvlQtd1ZmdnqaqqMmbyOJ1OvF4vPp/PmDVTKBRoampifn6eZDJJJpPBarXi9XopFAq4XC6efPJJKioqcLvdKIpinP/yzJqOjg4jUHD27FkaGhqIRCIA9PT00NDQQEVFBTabjWKxSHV1Nc3NzXi9XqxWK8Vi0Tg35RlIw8PDdHR0MD4+jtlsJpfLMTExQTabJRQKoes6Ho8Hr9dLsVhkcnISu91ulIcuz56KRCLYbDYcDgcTExN4PB5qa2ux2+1omsbOnTtxOp1UV1ejKAqKolAqlRgaGgLg0KFDdHZ2GsdTU1NDZ2cnoVCIiooKdF3HarXi8/mMa9Nms2EymQiFQgwNDVEsFlEUBYfDAVxbSpfP50mn02iaRiwWM4JmPp/POLZQKMTy8rKx748//pjKykpsNhvZbBan08nS0hKxWIydO3ca16DP5zPGNRwOEwgEOHv2rLG9EEIIIYQQ4t5I2eubKN+oZrNZGhoaCAaDhMNhcrkcg4ODxONx3G43uq5jt9sZHR2lurqaTCaDoih4PB6i0ShTU1OUSiXq6+vxer0sLy8zOTn5QEuyulwumpubuXLlCrlcjsbGRnK5HMvLy9TX16NpGleuXKFUKtHW1obZbCaRSJBMJvH5fORyOaxWK6lUivHxcUwmEz09PcYNm9frJZVKYbFYcDgc6LqOxWLhypUr5PN5KisrCYVCRhAnm80aY5RKpYzggaIozM3Nsby8THNzM1arlWw2SzabJZVKUVdXx/j4OIuLi4RCIRwOh7F0KpFIsLi4aCwNKpVKlEolcrkc1dXVTExMMDc3h9frJRAIkMvl0HWdeDxuLN8p32Drum4saSmVSsZSnMnJSYrFIslkknQ6jaIotLe3E4vFmJ2dpbKyElVVSaVShEIhrFYrc3NzzM/P09bWhqqq6LpOsVhkaWmJxsZGxsbGWFxc5PXXX2doaIjBwUFj2Ur5OAqFArlcDrvdTjqdJpfL4ff7KRaLJBIJzGYzmqZRX1+PzWZDVVU++ugjisUiTU1NlEolxsfHKZVKNDY2srS0hMfjwWKxUCqVWFhYwOVyUSwW0TQNTdPQdZ1IJEJXVxcjIyPMzs6iqiq1tbUARKNRamtrjRkf5UBGPB7HYrEY2zocDhRF4dChQ8RiMdrb2ykUCsbsF03TKBaLpNNpHA4Ho6OjqKpq5BLK5/OYzWaKxSLxeJyWlhaOHTtGPp+npqYGr9dLJpPBbDaTyWSM92OpVCIWizE3N0d9fT3ZbBaHw0GhUDCW++RyOSYnJ3E6nYyOjhpBulwuh81mI5FIEA6HmZqawuv1MjY2Zswi6uzs5NixYwQCATRNI5lMGvlZlpeXmZubo6WlBbgWPIxGo6TTaWpqahgfHzeCFw0NDcTjcWNWVnm5lK7rTE9PG9dgqVTCbrdTKBQwm82sX7+e6elprl69yuzsrBGIC4VCFAoFYzzHx8fRdZ329nYURSEWi+F0Osnn8/h8Pq5evUoymTSCccVikVgsRjAYxO/3MzExQV1dHbquMz8/b7znyoGeQCBgzEZaWFggHo8/sM+1O5Gy17clZa/FKlL2WgghHl9S9vrxcLuy1xKQuQudnZ10dXUxMDDwQHPAPIp6e3txOBwcOXLkYXflvqmurmbTpk2Mjo5y6dIlstnsfduXoijs2LGDSCTCxYsXP3U7TU1NrF27lqtXr3L58mUKhcJn6ldDQwMtLS189NFHn6qthoYG+vr6GBoa4vLly+Tz+c/Un69+9ascO3aM2dnZz9ROW1sb3d3dXL58edWyqwfdj0+roqKCJ554gqGhIU6fPi2Bh1uQcbktCciIVSQgI4QQjy8JyDweJCDzJVae8fCgblDKS35udaN7fWUgXdcpFApomkapVFq1hEfTNGOp1WdlMpk+l3bKszoed+XxKC+nKS+p0XV91TGW35e3u37ux5goioKqqp+53Xvt28qx+Lz6sLLtO7V3p/G+03WsKAqapt10m5XHdi9WjuHn9T663yQgc1sSkBGrSEBGCCEeXxKQeTzcLiAjUZAvME3T+NrXvkZHR8enLlkdCATu+rWBQIDOzk727t1709dYrVZ+4zd+gz/4gz/g5Zdf5lvf+ha/8zu/g6qqvPDCC0ZCWbh28/iVr3yFV199lZsF6/x+P5qm3bFPTqeTQCDAb/3Wb91zmeiVbDYbdXV1fOMb38BqtX7qdh4FXq+X119/Hbi2PK+trY0nn3yS3t5eNE3j1VdfNZbgrF+//ralwlVVZdOm29/bmc1mvF7vPfWxtraWr371q58551JXV5eR9+du+Hw+Wltb8Xg8tLS08PLLL992e0VR8Pv9d3yP+Hw+6uvreemll264bkOhkPHzunXrbjvedyqxHggE+M3f/M2bPuf3+40KZHfLZrPR1dWF2+3G6/Xy3e9+97G//oUQQgghhHhUSJWlL7Cmpiba29sZGBhg+/btRpldj8fDyMgIPp+PgYEBIwHtyMgI7e3tXLp0CafTicfjYePGjfzd3/0dkUiEcDhMR0cHpVIJk8mEz+djcnKS48ePoygKv/3bv83Fixfp6urCbrdz9OhRWlpaSCQSnD17lkKhwJtvvsnv/M7vcOjQIfL5PH/wB39AMBgkk8kYSUbh2swZRVHI5/Ps3LmT5eVlbDYb0WgUr9fLunXr+OCDD7hy5Qp2u522tjY8Hg/Dw8PU1dVx7tw5o2KO1WqlubmZ1157jQ8//NAoxb1//34UReHJJ59kdnaWiooK5ufnicfjRl6UcnLVUCiE2WymubmZr371q5w+fRqXy2WUO+7t7eXnP/+5kQOnsbGRq1evUldXh8vlYnR0lNbWVhwOB4lEwsiX09TUxOjoqFGxa3JyEpfLxdq1a1EUhWg0yoYNG5ibm+Ptt982ZhA5nU727dvH2bNnjaDAyvLKbrebVCpFb28vb775JnNzczQ0NNDQ0MDs7Czr168nn89z8OBBI+Gr3+9ny5YtdHR0cPjwYeNcPP3001RUVHDgwAHa29uZnZ3F5XJRVVXF1NQUwWCQHTt2EA6HmZycZGlpCZfLxcWLF8lkMqxbt46WlhZGRkaMJMuTk5M4HA5efPFFI2dNOp1mfn6e5uZmxsbGcLlcbN++naGhIWP8jx8/jq7rrF27FqvVypUrV1heXqa7u5u+vj4mJycZHByktbXVKBu+tLRES0sL+XyeXC5HW1sb77zzDsVikQ0bNlAqlairq2NwcNDIb7R9+3YmJyfp7++nWCzy7rvvEo/H8Xg8bNmyhStXrjA6OorT6eR73/sef/3Xf01nZyeappFOp1leXsZqtRoVzF566SVmZ2dpb2/ntdde44MPPqCiogK73c7OnTv58z//cyKRCCaTid7eXioqKjhy5IhRtv3ChQtomkYwGKS6uppAIEAkEjFKWG/evJlSqcSxY8cIh8NGECWZTFJXV8fo6KiRVPzFF1/E4XBw6NAhrFYr3d3dXLlyhYGBAWpra2lvbzdyD9XV1aEoCg0NDZRKJWpra3n11Vc5ePAgo6OjD/YDTQghhBBCiC8YmSHzBZZMJolGozzzzDNMTU2xY8cOWltbmZiY4Nlnn8XhcNDb24vP52NkZASHw0FtbS2bNm1i165dRoLRchLbPXv2sLS0xJNPPklfXx+RSITu7m5jWZTZbGZxcdFIAvvtb3+bYDBIMBg0lj3EYjHgWsLW2dlZ3n33XX7/93/fqKB0PV3XaWxsxOv10tfXx7Zt2/D7/VgsFqMtTdNwOp3s3bvXyPdTng1T7n80GmVhYYEXX3yR/v5+TCYTHo+HYrGIqqr09vbS19dHXV0da9asob6+nsrKSlwuF729vYTDYeLxOLFYzBiDrVu3GlVwYrGY0Z/nnnuOs2fPUlFRYVQM2rt3LyaTyahU9du//dts3boVTdNoa2tj586dRp/37NlDPp+nubmZpqYmrFYr/f39q2YKZTIZfD4fmzdvNsqAK4rCCy+8QENDA01NTUZy6oWFBQCeffZZBgYGiMVizM/PGyWly6W9N2zYgMfjYXZ21gj8FItFzp07R3d3N/v27cPv99PY2MjWrVspFApYLBa6u7tpaGggGo3S1tZGX18fPT09Rn/LlZi2b99OIpFg165dxtKZ+vp6AKPkdbmsdFVVFRs2bKBQKNDb20tNTQ1Op9OYneFyuWhvb6exsREAt9tNPp+nq6uL559/3jhHa9asoaKigp07d1JXV8e+ffuMMtHlgFt3dzc9PT10dnauKnWeTCaZnp4mEAjg8XiAa0l6fT4f/f39xvVVKBTo6+tDVVV6enrw+/309/cbCYbLgaHyuGezWfr6+nA6nfT19eF2u41rBzAqO333u9/F7Xbj8/kwmUwUi0V6e3uNku/l8XW5XFitVjKZDK2trcC1gF19fT2hUIg1a9ZQW1uLqqq0tbXR2NhINBpl48aN9PX1YbFYjFk7S0tLbNiwgebmZrZv387y8jItLS1GFblUKsXU1BS9vb33/HkkhBBCCCGEWE0CMl9gfr8fn8/H/Pw8nZ2dRlUZi8WCxWLB7XaTTqfZu3ev8Vf2cjnjsbEx2trajBvQ8iyGtrY2pqenjSBIMBg0AgnxeJzu7m5CoRA+n8+YOVIunwzXbmjLFXIAzp49y+LiIvF4nIaGBuMG3eVysX79eiKRCKqq0tfXRzAYZHBw0PgLfnV1NQAej4fdu3cbVV+8Xq/RfrFYpKqqyijn7XQ6aWxsNKoXwbUSxHV1dSwsLDA/P0+pVKKpqYlisciTTz6J1+s1qtVUVFQYN8CNjY3GbJSVyzi8Xi/79u0zgiYWi4X5+Xl8Pp9xTspLoOx2uxEsam5uBmBiYoKOjg4SiQSlUskY53Xr1tHe3m4c1/nz59E0jWg0itvtxm63c+7cOXp6eoyb8XLlKAC73c6zzz6L1+vF4/Hgdruprq6mqqqKqqoqCoUC/f391NXV4XQ6gWtl08szj8rjMjU1hcViMYIwwWCQiooKvF4vFRUVJBIJ3G63UY65XEnLYrFQUVHByMiIUY2r3I9yJbPt27dTVVVFU1MTiUSCp59+Gr/fT3d3N8lkkmKxiNls5qmnniIYDBrnubykJhgMsry8bFyn5fLnc3NzNDc3G2XeM5kMAAMDA4RCIQYGBsjlcmiaZoxFW1ubcb7K49HS0kJvb68xc6Q8WyybzdLS0kI8HufEiRMEAoFVM0gKhQINDQ34/X7jeLZu3Yrb7cZms1FZWQlcWyLk9/sJBAIUCgV6enqM66A8K6187ZaDUeXZTYBRvvupp54ySoofP37cKAHv8/nw+Xx4vV78fj9ms5mGhgbm5+cBSKVSDA0NkU6nsVgsRCIRKisrKRaL1NTUEAgE8Pl8NDY20tvb+5mXlAkhhBBCCPFlJkl9v8BMJhNWq9UoH5zP5zGZTEaZ3XLJXpfLRSaTQdM0IylvPp+nVCphNptJp9MUi0WjvfKskvJjyWQSuHYzaTKZjCTC5TLE6XTauAFWFMVYTlMoFFBVFYvFQiaTwWKxoOs6+XweVVXxer1GKeVy+eNyQlFVVY0bU03TcDgcmEwmUqkUmqaRyWQolUrGMo1yfxVFwWKxkMvlSKfTRrCiXBa5nGC4vBSp3KdyWWi4NuOj3E65T4qikE6njbbK41KeJVFut5zw2GKxGOep3F4+nzfGpPy68hiXA2ClUom5uTnMZjNr165lcXGRsbExY/t8Pm+UsS6PVblfNpsNi8VCKpVa1f7KhMoWiwVFUUgmk0af7Xa7USXJ4XBgtVrZvHkziUSCyclJpqenb2gLMEpRl9soJ8rNZDLGuXA6nRSLRWO7clLaYrFozCzJ5/PY7XZSqZRR8crj8aDrOrlcjmw2a5xnRVHI5XLGuSmf93LZcbPZjK7rJJPJVYGq8liVl6iVj0VRFHRdJ5vNGjOCbDYbgDGrpVxKulxK3Ov10tTUxPHjx42gn91uN67b8nK8lblkyu8Hs9lsXK+lUgmbzUYymTTacbvd5HI5VFU1rpfu7m42btzIP/zDPxgl0svHYrfbqampYWlpienpacxms/HecbvdRoWvRCLBqVOngGs5f8oJgAuFgnH+y2XRyz8Xi0Xjff2okaS+tyVJfcUqktRXCCEeX5LU9/Fwu6S+8ufNL7BygAEwbujK/68sQxyNRm/ZxsqSzyvbu9nzN7s5u/4xXddXLc8olUrGNuW+lR9fWloy9ns7xWKReDx+0+dyudyqduHaze/1Vj62ct+3u+EsBzpu11YikbjpNrcrpV0qlYwgF/zzuCQSCSOIYDKZMJlMTE5O3rD9rc5nJpMxjudW43X98RaLxVXHkM1msVqtTE1NkUqlmJiYuOl43q6NMl3Xbzk+d+rXymsIbjzPtyqzfbPzef15vN31drPrqTz25ccbGxsZGxtbtd2trpXr5fP5VX2//nU3O28LCwucO3fOCDCu3KYcnBkbGzPaLysWi4yNjZHP5xkaGlrVh5Xu9hwJIYQQQggh7o0EZIR4TKyczZZOpzly5MhD6Uc2m+X48eMPZd+Pg1vlQ7pf5ufnjSVH9/JcPp/n5MmT97NrQgghhBBCiNuQdUJCCCGEEEIIIYQQD5gEZFYwmUxGRSCr1Yrb7cbpdKIoN13uddfMZjPBYHBV3pAHwWazEQgEUFUVt9t9z/u32+1Gvozyz263G0VRUFUVn88HXMuL8WnHqVy95rPw+Xw33Xc5cfHKXB23YzKZcLvdt93GarUaCV7LysmCy5WbPsv1cjfjYbPZjKUoN1PO01M+7pu1WU7ufKf9f5ZzeydWq9VI/Hs7LpfrlsljvV7vqupTJpOJUCiEyWTCbrffVft34nQ6b7iGymOsqiqapq26bu50Dsvvx9vlzVp5jsu5f1Yym824XK4bXld+f94rh8NhvNfv5Fb7FkIIIYQQQtwbCcis4HK5+Df/5t/g9/uNMrhVVVV3rCSiaRp1dXXU1NQYFYdWCofDPPHEE2zZsuV+df2mwuEwv//7v29UXSkHUO5Wf38/69evB6CiooJwOMyLL75o3CB/97vfBa7dBFdXV99V4MPhcFBRUUEgEMDr9RqVYj4tVVV5/fXXbxqg2LNnD42NjXd9oxkIBHjllVduu01jYyP79q1Ofrhnzx6+/vWvU1lZyc6dOz9V5Rm/33/H8VAUhfr6enp7e9m6desNN97l11osFp599llCoRAATU1Nq7ZTVZUdO3bQ0dFxQ/sNDQ2rHjOZTFRVVd3VuTWZTFRWVt5222AwaNzMNzU13TCW11MUhWeffZaampqbPvf1r3991XXtcDj4/ve/T3d3N5s2bbrheD6NqqqqGwIiNpuNF154wSiJ/eqrrxpJhW+3z3I1qeeff/6GwM3Kz4/e3l7j8yIUCt0QBKysrOSrX/3qDe03NjZ+qoDM5s2bWbt27arHyp9r16usrOSll166530IIYQQQgghVpMcMitEo1HOnz/P1q1bicViDA4O0t/fT7FYZMOGDdjtdqMq0dzcHLOzszQ2NjI5Oclzzz2Hruu888476LpOdXU1v/zlLykUCszOzpJMJu/LLIPbGR8f58yZM3z729/ml7/8JYlEgueffx6z2czY2BiVlZVUVlYyMjJCdXU1x48fZ2RkhP7+fmpqakgkEvT29tLR0WGUwi2XyQ2Hw0aJaqvVSmdnJz6fD6vVyoULF1haWqK7u5uOjg4KhQKTk5NG6e3e3l4ALl68SF1dHbW1tQSDQebm5pibm6Ojo4OFhQX2799PY2Mjr7zyCqdPn8ZsNhOJRDCZTFRUVHD27Fmamppobm5mx44dZDIZotEo4+Pj5HI5nnzySf76r/+azZs3Y7fbWVxcZNu2bfz617/mypUr9PX14XQ6mZmZoaKiAk3T6Ozs5Dvf+Q4HDx6kpaUFj8fDmTNnqKqqwuVyMTY2dsMsmg8//JAf/OAHbN++nV//+tds2rQJr9dLLBbD5/MRjUbRdZ2DBw+yceNG1q1bRyqV4vz584TDYUqlEp2dnVy6dIna2lrS6TThcNjIGeP3+3n//fex2+38xm/8BmfPnqW9vZ2mpiYOHDhAQ0MDmUyG5557jv/8n/+zUW77a1/7GoODg9TV1bG8vEx1dTXT09OMjY1hs9nYt28fLS0tDA0NEQ6HmZ2dpa+vj9bWVkwmE2+99Ra6rtPV1YXf7zfObTwe51vf+haFQoFz587h9/txu93E43F6e3v5q7/6K6LRKK+99hqnT58mGAyiqirhcBhVVYlGo7z99tsUCgV2795NXV0dp06dYsOGDcRiMa5cuUIgEGBmZgav14vD4eDpp59mdnaW8fFxGhoauHDhAk1NTXR0dKwKgMViMd5//31eeOEFDh48yMTEBM8++yxms5nx8XHq6+vx+/387d/+LaVSia985Ss0Nzdz9OhR2tvbjfbL521gYIC6ujo8Ho9xjb399tu0tLRQU1NjVPSqq6vj9ddf5+zZs/T09FBZWUkoFMJisZBOp7lw4QIXLlxg7969FAoFwuEw3/zmNzl8+DB2ux2v10t/fz8//elPuXTpEqqqsnnzZlpaWrh48aJRBatUKnHs2DEKhYJRCv4Xv/gFlZWVuFwuqqurMZvN9Pb2curUKS5cuMD3vvc9zGYz7777Li6Xi9bWVk6cOEFjYyPpdBpN0+ju7mZoaIgnn3yS5eVlzpw5Q2trK08//TSHDh3C6/VSKpU4cOAAuVyOvr4+vF4vb731Fq2trRSLRd55550H9MkmhBBCCCHEF4PMkLnOm2++yYsvvmiU/g0Gg1RWVmKz2UilUjgcDq5evUp9fT0vvvgis7OzZDIZUqkUsVgMt9tNfX09MzMzxqyNcknghoaG2y5T+Lzpus6RI0dwOp1MTEzQ19eHqqo4HA5qamqorKykpqYGj8fD6Ogog4OD2Gw2NmzYwP79+ykUCpw/fx6fz0cgEDACEbt27WJmZsaodKMoCj6fD7/fz9q1a7FarQA0NDRgsVhYWFhg3759DA8PY7fbmZ2dZWlpiampKRoaGvD7/Vy9epW6ujra2trQNI3Z2Vl0XTfGtqmpiWg0SqFQwOPx0N7ezrp167DZbExPT3P58mV27dqF2WwmHo+TTqeJx+OEw2GsViuZTIbW1lZyuRwDAwOoqkpjYyNtbW309/dz9epVxsfHmZ6eJpFIsG7dOkKhEJlMht/6rd8Crs0s6ezsvGGcFxYWGBwcpFgsEovFePHFFzl27Bh79+4lGAxiMpmMmQY2m42JiQmqqqp4+eWXuXTpEt3d3SiKwtTUFB0dHfT19TE2NobD4aC6upqFhQVMJhO5XI5kMkkikeDq1auk02na29txOBxUVVVRKBSMCjvJZJKTJ0/S2tpKdXU1LpeLvr4+49xks1mOHDnCmjVrcLlcOJ1OqqqqaGhoIBAIcPjwYWKx2Kpzu27dOqxWqxFQGBkZoa6ujr1793LixAn27dtHJBIxyl1fvXqVl156iXg8zoYNG5ifn0fXdSKRCHDtfXHmzBmKxSKBQIDR0VEKhQJWq5Wmpibq6+tpaGhA13XOnTtHOBzmpZdeYnZ2lvr6eqqrqxkdHV2V7Bjg1KlTeL1erly5Qnd3t7Hkp7a2lurqaiOQUiqVMJlMnD59mt27dzM8PEwgECAajZLL5RgZGaGtrQ2/34/NZiMej+N2u3nqqadIJBLMzc0Z+1xaWmJiYoJwOGyM98TEBABDQ0P09PQA1yobTU9PE41GOX78OFu3bsVqtVJdXY3b7WZ2dtYYm4GBAdxuN4FAAJ/PR1tbmzFTSNd1hoeHURSFyspKzGYza9asIRwO43A4iEQinD9/3iidPTQ0xBNPPMG6desYHx9n7969KIqCzWZj06ZNXLlyhXw+T3t7O9XV1cY1lEwm2bNnj3Gdlj8DRkZGmJmZYdu2bQSDwVtWtRJCCCGEEELcmgRkrpNKpfjFL37B8vLyqpwyPT09pFIpI7eMy+Uim83S19dHPp9H0zRSqRQVFRV0dHTg9/uN8rnr168nm81y+vRpSqXSAz0eu92O2+3G4XBw5coVqquryWQyTE5OGsGYQCBAMBgErt0whsNhnnrqKRwOh5FHJxQKUVVVhd/vJxKJsGfPHiOvTDlvh8ViYWZmxrjpz+fzNDU1GcGt/v5+otEogUCAXC5HV1cXbrd71b/yMonyspfyrJvR0VH27t2Lqqps3boVr9eLpmmsXbsWn89HLpdjeHiYdDpNqVQyztPCwoIRFIlEIthsNjRNw2KxGCWjVVXllVdeIRQK4XK5cLvdJJNJbDYbNpuNt956i4qKCgqFAtFoFJfLxa5du4ylUJqm4XA4jHw9Z8+eZfPmzRw8eBBVVVm7dq2x5MVmsxkBkMHBQdavX8/g4CDT09N0dXVhtVoxm8288sorLC8v093dTTAYpFAokMlksFgshMNh4ya9tbWVzs5O/H4/uq4TDocxmUz4fD48Hg8ejwen04nL5WJ0dJRQKISiKPj9fjweDy6Xiy1btlBVVUVVVRUejwev12vceK88t9PT01itVkwmk5Gfx+12MzY2xvr163nnnXdwOp14vV7g2k37/Pw88XicYDBIKBQiHo8bN/ypVAqXy8Xk5CTFYhGXy0U6naa/vx+v18vs7CyapuF0Oo19ld9zS0tLNDc3U11dTXd3Nz09PcYMtHL+FZ/Px9WrVwmFQuTzecbHxwmHw3i9Xjwej5EHqRzs6uvrQ1EU4xoIBoPG0rpAIIDD4cDhcJBKpdi6dasx1na7HY/Hg9vtxufzGa/1+/34/X4CgQAWiwVFUZifn6ejo4NAIEAoFMLv97N582Y8Hg/xeJyuri4A45w5nU4qKioIhUJMTEwYOXEcDgdOpxO73U5PTw+9vb3G2FdWVhIIBIxcT3a7Hb/fj6IoVFRUUFtby/z8PBs2bCCZTGKxWIz30ezsLFarFUVRjPM2NDRkXKfJZJJMJoOmaSQSCS5fvsyaNWtuulRTCCGEEEIIcXvK9X9dfiidUBT9Qc4cuZPyjZ2u6yiKwtatW6moqCCRSBhT9svbqKpKsVhEVVVje0VRjCUGcC0Jpq7rRoDmYRxPuS8r+6dpGrquG//Kysey8jU3axMwAkzXjwfAyy+/TDQaJZ/Pc/ToUYrFohEAKY9VeR/l31977TVmZmbI5XIcPnx41XaaphljXT6G8n6bmppobGxk//79q/p9/TlZuc+Vx6mq6qr2yo+Vj7G87+vH8PrxKO9v5XVx/fWwsm/ldsttXt+flX1Y2eeVVj628nyU+1Lu18pjWNmP8jYrj+n6vl5/bm91TZX7DbBz504ikQgXL15cda2tbL/8+Mp+rxyT66+Plf1YObY36/Ot+qcoyg3Hcf0432z8rh/Llef0+v2tfM2tztfKa3Pldte/p1a+7vp93ur5m/Xn+m1MJhOFQsG4Xleev5Xvkeuv/+vH9PqxeBQ86MD3Y+a4ruubHnYnxKPDowT0rcrt83k9CJHvb+fYf/jTh90NIYR4rHyQgf/YthFKxTtvLB6aw/o7xPTFm+YvkRwyN7HyxkLXdS5dusTc3ByLi4vkcrlV25RvUm52U1j2sKfzX3881/f9etffzNzsmK5/7GZtHj58GKvVSiQSWTUGtxorXdf56KOPMJvNxvKWm7W9sn/l5xKJBGfPnr3hWK8/5pXPr2znZn1a+fzK47o+gHX963Rdv2lfb7Z9ebvr2yy/7vrX36y9m53Hmx3vrba70430zc7tra6plf2bnp5menr6lvu+2eMrA5d3usZud9N9N/1bud2tHr/Z9XSrft/p57Lrr99bjf/1j99un9c/fzf9XjnO5cev30e5rzfb950+R4QQQgghhBC39+hMS3mELS0tMTQ0RDQafdhduSdVVVXG8pFbURSF2traG6q4lDU1NRlLkAKBABUVFTds43A4aG5uvqGa0czMDKOjoyQSiTv2oVwhaGpqitHRUVKp1G1fc725uTkWFhaAa7MuyvlrbsXhcFBXV2fMjKivr79jieRydai7pWkabW1tdyylfbfcbjc1NTWrZjxUVFQYy80eNeVE0EIIIYQQQgghbiQBmS+w3t5euru7MZvNRt6U8s8mkwlVVdE0jc2bN9PY2Gg8Vi7fazKZVpXLrqurY9u2bUY+DE3T0DSNPXv2YLFYVrW78veVZZBVVTX6sHL78n7NZrPxWPlnuBa06e3tNR5b2Wa5r+U+OZ1Odu7caVT3Ke+nvJ3ZbMbv97Nt2zYj98W2bdtoaGgw2i73Z/369UbQpqOjg7Vr12I2m419lZ9TFAWLxWK8vlyxqampadVj5X/l47u+HWDVuK0cj5qaGrZt22Zsq2kaXV1drFmzZtUxXn9+V7ZbPi/l4yvnRyoH3Vbuv7zNyjEsn1uLxbLqvK08d5qmGfltymP+KC1JFEIIIYQQQohHgSxZ+gJTFIUdO3awbds2BgcH6e7uZmFhgeHhYerq6picnMRut2M2m9mxYwdbtmxhbGyMqqoqLl26RGNjI83NzcZNvaIo9Pf309HRwdGjR40krVu2bGF2dpZnnnkGTdOYm5vjmWee4YMPPiAQCBCLxfjVr35FqVTiueeeo7m5mYsXLxrBgXQ6zZo1axgbGyMQCJDJZJiamqKuro5YLMYvfvELTCYTv/Vbv8Wvf/1rrFYr4XCYn/3sZ8TjcVpaWtixYwcfffQRra2tRqLiV199lfHxceBaIGhxcZHa2lpMJhMjIyNGPhG4lgj22WefZd++fUxPTxvluVtbW5mYmGBhYQFVVenr66Ovr48jR45QV1fH2NgYR44cIRwO8zu/8ztcvHiRdDqNxWLB5/MRiUT43ve+x5kzZ8jlcoTDYSYmJnC73TQ3N3Ps2DEaGhq4fPkyAwMDOJ1ONmzYQGdnJ4uLi/j9fjKZDAsLC7hcLjwej3E8L774IqFQiEQiwTPPPIPZbKZQKKBpGlarlWg0iqZpHDx4kFgsxp49e1i3bh2zs7OMjo7icrmoqqqivr6ev/mbv+Hq1atGklyHw0E6ncZkMuFwONA0jXw+TyqVor+/n4WFBebm5shkMlRXV6NpGktLS6RSKWw2G42NjSwvLxMIBIzS2kePHn04bwQhhBBCCCGEeATJn62/wEqlEocPHyadTlMoFDh16hSJRAJFUfB6vRSLRbq7u1FVlfPnz2OxWNixYwcnTpzAarUSCAQYGxtblSvi7NmzDA8Ps2fPHiYmJrh69SqxWMyoSBSNRnE6nSwuLhqVeYaHh1clOE6lUsTjcaqqqrh8+TL19fVGhaWLFy/idrsxm82oqsqVK1colUqUSiXm5+fp7u5meHgYl8u1qqx4bW2tUdb5yJEjxGIxDh8+zPbt2/H7/czNzdHZ2UlFRQVjY2M0NzevmrWRyWR466238Hq9mEwmSqUSDoeDeDzO8vIycC1vxsWLF4FrCWuvXLnC7OwsqqqSTqdJJpPk83lisRgXLlwgGo0yPT1tVHYqzwzq7u5m48aNfPjhh2SzWcLhMLW1tQBYLBajLPnK8di7d68R7IFrs1j6+/u5dOkSoVCIQCDA0NAQL7zwAsVikXPnzhGPx+np6TGWTOXzeS5fvkxFRQVr1qxhdHTUqHi1uLgIQEtLC7quMzAwQFNTE6Ojo7S2ttLe3s7Vq1epqakhmUzy5ptvGpW4jhw5gtVq5ezZs+RyOfL5PIFAgOXlZdra2hgcHDQCWkIIIYQQQgghrpE7pC+wsbEx/H4/x48fp1AokMvlmJycpK2tzQgcnD9/nmw2i6qqZLNZhoaG2L17N3Nzc1gsFmw2m5FfZnl5mXw+z8zMDO+88w6bN2/G5XKRSCSYnZ0lk8mQy+WYmJggkUhw7tw5tm/fviqPjd/vR1VV8vk8k5OThMNhTpw4QTweNyrnZDIZAoEAVqsVn89nVHMZHR3lzJkzdHV1cfbsWWKxGHBtdsvRo0e5dOkSXV1dtLW1GQGVc+fOsbS0hKZpvPfee0xNTeFwODh27NiqCkMjIyPU1tbyxhtvsLi4SHt7OwsLC4yOjhplmsuJTFOpFMPDw+zYsQOz2UypVMJut5NIJLhw4QKbN2/G7/cD18pGDw8P09DQYJQ9HhwcNMa5HDwpB31MJhP19fUkEgk0TUNRFDKZDCdOnGDLli3GOBaLRa5evUpnZyfj4+MsLCzg9Xr58Y9/TFdXFzU1NZhMJo4cOUI2mzX6rygKsViMEydOUFdXx5EjR7hw4QJVVVXGNbNhwwa8Xi+XL18mHA7zzjvvcO7cOSoqKjh69Cgul4vOzk7+/M//nLq6OhoaGohGo3g8HkKhEB6Ph5GREWw2G7FYjI0bNxIIBOjr67ufl7sQQgghhBBCPFak7PUX3M3K7q4s6Xuz8399ydzblRO+Vdu32v773/8+U1NTDA0NcfHixVv24bXXXiOTyTA9Pc2JEyduKDF9p/3eyzHdbpvbtbuyxPOd+nKz9m63j0/z2L2Oy53G7Gbtu91ufvCDH/DjH/+YaDR627GE1aWf72Z/QnwepOz1bUnZa7GKlL0WQojHl5S9fjxI2esvsduVrL6bcrt3Ku98p/1dv/1f//Vfo+v6qlkbN/O///f/NmbtfJoy3Ld7/l6O+3bt3qmk9c0eu9t9fJrH7nVc7iY4cn378XicP/3TPzWWTn1eYymEEEIIIYQQXzYSkBEP1N2Ws85kMve5J+LTKC/ZEkIIIYQQQgjx2cg6ISGEEEIIIYQQQogHTAIyQgghhBBCCCGEEA+YBGSEEEIIIYQQQgghHjAJyAghhBBCCCGEEEI8YJLUdwWpAiOEEJ9eudy5EEIIIYQQ4s5khsx1FEWRmwohhBBCCCGEEELcVzJDZgVFUdA0DbPZjK7rZLPZu3qdzWa75zLNt3uNpmmoqko+n7+nNoV4lJjN5ltew6qqYrFYpLy5EEIIIYQQ4ktLZsisYLFY2LdvH319fTz77LPU19ffdnuz2UxFRQU9PT33NKtGURR6enpu+bzX66Wurg6/34/dbr/rdoV4VPh8Pl5//fVbPu/1evnGN76BySQxYSGEEEIIIcSXk9wNrdDS0kJXVxc//OEPWbNmDd///vd59913KRQKJBIJHA4HVquVhYUFHA4HTqeTxsZGMpkMMzMzNDU14XA4SCaTdHZ2Mjk5SSwWo7u7m4mJCUZGRqiqqmJhYYGmpibcbjfV1dUMDAzQ0NDAkSNHmJ2dxel0UldXx9NPP83Jkyex2WyUSiUsFguVlZXouk6pVOK9995jYWHhYQ+bEDdobm6mubmZlpYWTCYTTzzxBDMzM5w8eZLa2lrjvfONb3yDkydPUlNTg9vtZnZ2lnXr1vGrX/2K8fHxh30YQgghhBBCCHHfyAyZFaxWK6VSCV3XSaVS+P1+4+bxxRdfpKqqimKxSGNjI2vXriWXy5FMJqmvr6e/vx+z2YzT6WTjxo0sLy/T2NiIw+FgdnaWrVu34nA4cLlctLe309nZSUVFBcPDw6xfv554PI7P5zP6EQ6HyWQy9Pb24vV6UVUVp9PJyMgIra2tKIqC2+1+uAMmxE243W6qqqq4dOkSzzzzDADpdJr+/n7Wr1/P4uIio6OjRKNR5ufn2bJlC11dXSSTSXbt2sXS0pIEY4QQQgghhBBfeBKQWeHq1avMzs6ybds2duzYwd///d8TCoXo6upiaWmJvr4+LBYLqVSKTCaDoijU1tYSCATI5/NUVlZSKBRYWlrC7/cTCAQIBoO4XC78fj9bt26lvr6empoaQqEQwWAQm82Gqqp0dHSQSCQAsNvtRlulUonNmzejqiperxe/34/b7cbtduP1eh/yiAlxo46ODnRd58iRIzQ3N9Pd3Y3T6cTtduNwOHjppZcIBoP4/X68Xq8x+ysQCDA5OYnb7ZbE2kIIIYQQQogvPOVRKPWsKIquqo9GbMhkMvHcc8/h9Xr55S9/SSqVMpYImc1mCoUCuq6jKArFYtFIAFwoFDCZTMYMm3K1Jl3X0XUdTdOMfZQfL5VKlEolNE1D0zSy2Sy6rqOqKpqmGWW4TSYThUIBwGir/NpSqfRQxkmIW1FV1Xh/WCwW4xpVVZVisYjJZCKfzxvXcfk5gFKphKIoxvUuxKchn4u3dVzX9U0PuxPi0eFRAvpWZd/D7gaR72/n2H/404fdDSGEeKx8kIH/2LYRSsWH3RVxG4f1d4jpizf9i7PkkLlOoVDgl7/8JYFAgFKptKrS0s1uElc+n8vlbtlusXjrN0mpVFpVjeb6QMv1+71dW0I8bCuv3Zu9J8rX78rt5JoWQgghhBBCfNlIQOYmSqWSJMsVQgghhBBCCCHEfSMBmRUeheVbQgjxuJLcP0IIIYQQQty9RyNxyyNKAjRCCCGEEEIIIYS4HyQgcxvy114hhBBCCCGEEELcD7JkaQUJwAghhBBCCCGEEOJBkBkyQgghhBBCCCGEEA+YBGRWMJlMBINBPB4PZrP5huctFgtOpxMAm82Gw+F40F38VBwOBz6fD7PZTCgUQtO0z6VdRVFwu923bc9kMhEIBD7V7KOV461pGh6P565f63A4sNvtOJ1OFEUxXv9p+mE2mwkEAjc8bjKZcLlcq9o0mUy43e5btuXxeG4YL7vdjs1mu+VrNE0zxuGzsFqtuN1uVPXRf9srioLH48Fms912PO8HVVXxer0PdJ9CCCGEEEKIL59H/87sAfJ6vfzgBz9gy5YtPPPMMzcEZerr63nmmWcA6O7uZtu2bQ+jm/esv7+fV199FafTyb/9t/8Wu93+ubRrsVh49tlnCYVCN31eURR6e3vZvHnzpwoCNTc3s2fPHlRVxel08vrrr9/1azdv3sz69eupra3FZDLhdDp55ZVXsFgs99QHVVVZu3YtmzZtuiGQUVlZyTPPPGO06fP5aG5u5pVXXrlpWyaTiRdeeOGG8Vq3bh2bNm26ZR8sFgvV1dX31O/rmc1mtm/fzlNPPUVjY+NnauvTutV+6+vrbxhbVVX56le/yrp163juuece6HJCi8XCt7/97Qe2PyGEEEIIIcSXk+SQWSGXy2G1WonFYmzfvp3169fz0UcfGbMKJiYm2LFjB9XV1Zw6dQqHw8GGDRvo7OzkypUrtLW14XK5WFpaIhKJ8P777z/sQwIgm81it9vRNA2fz0dNTQ21tbVomobNZqNYLOJyuTh37hyLi4vMzs7ywgsv4PF4UFWVfD7PwMAAfX19xONxBgYGqKiowOfz4fP5eOmll7h06RIffvghiqKwe/duHA4Hc3Nz7N69mw8//JBCoYDVamXv3r3EYjEOHz6Mrut873vfI5fLMTU1RVVVFaVSibm5OdxuN4lEgu7ubmpqanjnnXfwer309PTQ1NTE1NQU27dvJ5PJEIlEyOfz/OpXv0LXdXbu3El3dzejo6NUVFRgNptpbGyktrbWuPHfvn07cO3mO5/PY7fbyWQytLS0MDExwfj4OIODg1itVp588kk+/PBD9u7di8ViYWZmho6ODs6dO4fJZDKCBS+//DLz/3/2/jNIjjM/8D+/acp7091V1dXeWzS8J0CQAMghNRKp0cxoZSa0Wil27zb2Llaxint7p1DE3W7sbfwvdNLGbuxuSFqtZqSTRjPicEZDOwBBeMI12qAN2rsy3dXlbd4LsHIbhiA4hCGHzyeiAt1ZaZ588slG5a+e5/lFInR1dfHbv/3bnDlzhtbWVgDefvttAHw+H7/+67/O8PAwa2trtLW1kcvl6Onpob6+nrGxMdrb27lx4waDg4PcuHGD2tpaXC4XFouF2tpaVFWlrq6OtbU1Tp8+DcArr7zC4uIiFouFUqnE2toa3d3djI6O4nQ6SSQS3Lhxg7179z7x9rZz50727NnD2toas7OzuFwuSqUSx44d4//4P/4P4vE4gUCAcDiMz+dj27ZtfPe732Vubg6v18uOHTtIJpN63ZrN5gf2bjKbzbz00kucOnVKD1pZLBYymQyDg4MsLi4yOTmJw+Hggw8+wGw288orr2A2m9E0DZPJxPj4OIVCgfb2dq5evUogECASidDe3s6//Jf/kr/5m78hHo8/8ToTBEEQBEEQBOGrR/SQ2aL6kGYwGPhf/+t/IcsyhUIBTdOwWq0Eg0Fu3rzJ8vIyLS0t2Gw2Dh48yMzMDH6/n2QySTweZ3Jy8qE9Hp4Ft9tNQ0MDBoOBo0ePsrCwQENDA5ubmwwODjIwMIDVaiWRSABgt9uZmZlBVVUWFhYIh8M0Nzfj9/sZGBhAkiSuXbtGOp3m6tWrdHd3A3eG5OzatYv5+XkGBgaIxWLEYjHgzjAig8FAe3s7JpOJSqWCy+Xi7bffZseOHSiKwrVr1xgaGmJsbIwXXniBmZkZbt26RVtbG3a7nT179hCPx8lkMrhcLiqVCnNzc7hcLkwmE263mx07djAxMUE+n8flcvFrv/ZrjI6OsrGxodfH8vIy/f39OJ1Ourq6WF5epqenh46ODpxOpz5EqFwus7q6is1mo7GxkXw+z4kTJ5iZmcFut99Vx6lUivX1dZaXl0mn0+zatYva2lry+bweTNjc3OSHP/whr7/+Ov39/SwtLWE2mxkbG8NkMulBimoQcHBwkImJCRobG9mzZw+zs7MMDAzQ1NTEBx98QDqdJp1OoygKTU1N9Pf3k8lksFgsOBwO2traGBwcxG63k0gkGB8f5/bt20+0rRWLRRYXFzlw4ACDg4MsLCzQ29uLJEmsr68D6PdZT08PxWJRbyNGoxFN09izZ4++P4vFovfu2fpqb28HoKOjA5fLRWtrK6lUCoDR0VGGh4c5evQoa2tr+r5UVeXatWs4nU78fj8OhwOHw0F9fT0vvvgi165dY2FhgUgkQjwex+fzPdG6EgRBEARBEAThq0sEZLaw2+2YzWampqbIZDKYzWbm5+cJBoPkcjnm5+cxGAzk83lWV1dxOBwYDAa6urrQNA23243H48Hv92M0Gh/bXC2fl8/nI5vNsrS0hCRJLC8v093dzdLSErdu3WJmZobTp09jMpnI5XLAnYdgr9eLx+PB4/FgMBhQFIXGxkYUReH48eO0tLTgdrtxOp1YLBZkWSadThOPx2loaGBsbAyfz6fPteP1ehkaGsLv96OqdzpnGY1G+vv7uXr1Kl6vl3K5TDwep729nbfffhuz2UylUiESiSBJElarld7eXv2B3mw26+U0GAxkMhlMJhMDAwP4/X78fj8zMzN87Wtfw+fz6ddkYWGBUqnE8PAwyWSS+vp6xsfHSafTdHd363OIKIpCbW0t2WyWjo4OHA4HyWSS7du3o2naXXPybGxs0N3djdPpxG63k8vl6Ovr03tkaJpGKpWitbWVN954g9raWpqampBlGZ/Ph8vloq+vj7q6Ompqarh16xarq6uYTCZsNhvLy8t0dHQwOTkJcNe8Mu+//z6qqjI3N0c0GmVoaAiv10swGOTWrVt4PB5sNtsnDi97nFwuF1arlUqlQiqVorGxkbGxMTY2NqivrwcgFAoxODiIxWKhXC7T0NBw13KPx4PX69XnPvrggw9444037nqdO3eOf/zHf8Tj8XDr1i1aW1v1bUwmE4uLi2xsbOg9XBRFweVy4fP5MJvNmM1mFEWhr68Pk8lEJpPh13/91wkEAlitVmw2Gx6P54nXlyAIgiAIgiAIX02SpmnPugxIkqR9USYalSSJap1Uf5YkCUmSqFQqKIpCpVK5aznA1nqsvvdFqNuqreeiaRqKolAul+9675PWhzvnJMuyXg9bt7n3fCVJQpZlyuXyffuu7qP63h/8wR/wl3/5l3ovhupxgAfWN9x5sC6VSneV7UHHr1Qqdx23uh+406vC5/Nx+fJlisWiXh9by35vXdzbRu+th2p72FoviqKgaZpelq1t6d66+KSybi3D1nI+6JrdW4fVZQ+71k/KvWXeek2q9VBd597l1WvwKPfSvdenel22b99OqVTi5s2b953/1rraeo2qZXzQfS18eWy994X7XNY07YvVhVN4ppySV9srvfCsi0Hsd/dz6Y/+7FkXQxAE4UvlVA7+uH0nVMqfvrLwzJzX3mFTiz9wUsxPjYJIktQgSdJ7kiSNSJJ0U5Kk/8vHy72SJL0lSdLEx/96Pl4uSZL0/5EkaVKSpOuSJO14vKfzZN0bWKn+W/2AX31I3Lq8+vBcfd27ny+Ce8u1NeDwoLJuXb/6c6VS0c9/6znfuw9N0/T937vv6j6q/u7v/o7Nzc37jvNJ9a1pGqVS6b6yPej4W6/J1v0AJJNJbt26RbFYvKs+tpb93rqolmtr+e497r31Ui6X73o43NqWttbFw8q69TifVK/31ke1jOVy+VOv9ZNyb5kfVA+fVD+lUumR76UHtRtN04hEIty+ffuB5/9J12jr9l+0e1gQhK+er9pnMEEQBEH4qnmUbikl4A80TesF9gH/Z0mSeoH/G/COpmkdwDsf/w7wMtDx8ev3AfF1h/BAmqZx+/ZtstnsUz/2ysqKmKz1F9z8/DzJZPJZF0MQBOHzEJ/BBEEQBOEX2KcGZDRNW9Y07aOPf04Co0A98MvAn3+82p8Dv/Lxz78M/IV2xznALUnS58vZKwiCIAiC8BUjPoMJgiAIwi+2zzRxiyRJzcB24DxQp2na8sdvrQB1H/9cD8xv2Wzh42X37uv3JUm6JEnSpc9a6Cepmk2npaWFYDCoZ1mppngOhUL6BLfNzc2f+3iKolBfX69PcvskhMNhOjo66OrqIhwOf+r6NpuN2traJ1aep0WSJOrq6vRJhYPBIHa7nUAgoE8QHA6HaWlpwWQy3bVtdWLXraxWK3V1dfelX97K7/fft6/Hwel0UlNTA9y5Pp9Wjs9KVVVCoZA+QfGjtJPHRZIkwuEwRqPxE9cJhUJYLJZP3ZfFYtHv2a115nK5cDgc961fnbQa7lxfr9f7yOWuTsT8JMiyTENDwxOdGNxsNlNfX08oFLqvrW9dp1qfVquVQCAA3MmSVa1bQRCejif1GaxI/skVWhAEQRCEh3rkgIwkSXbg74D/q6Zpm1vf0+5MtvCZJlzQNO2/aJq264s0uaDdbuf111/HarXS0tLCwYMH2bt3L4qioKoqZrOZQ4cO4fV6URSFX/3VX71vMtatL0mSUBQFRVFwOp00NzcjyzKKoujrWCwWjhw58sCHxcdBURTC4TDbtm3j4MGDdHR06Md+ULklSaK+vp4DBw5gNBr1CVZlWaa7u/uuwNHW7arn2dTUhM1m0/e19b3Ozk4MBsNd2yqKctdErlt/3nqcre9vrdt7f966jaqq7Nq1i5aWFhRFwWQyUVtby/79+zEYDLhcLr72ta/R2NiI2Wy+a/s9e/bQ0tJy1/7r6uo4ePDgXfVy778Gg+GBbeDedrL1PB+0n3vXCwQCPPfccwDU1dXdd33uDc5s3ce9bXFrnSuKgtvtpr29nWPHjuFyuZAkSa+PrfV6bx0/zMPuhXvbjKqqHD58GL/fr7/X09NzV13u27ePcDh837k+6Bgmk4n29nZaWlo4dOiQfgxVVe86f4Cenh76+/tRVVW/fve2vwe1OYCBgQG6u7v1/VXXqe7rQe333rqw2Wx6+9y6H1mWeemll+7KpHVv/W5t/9Vtent79SBOdbnJZKK1tVW/96rL3W43x44dY+/evXoAbus9Wz0Xg8GgBy5PnjypH7eaSe7e9i0IwuP3JD+DGXj8XyIIgiAIgvBoHqlbhiRJBu58EPgrTdP+/uPFq5IkBTVNW/64O+zax8sXgYYtm4c/XvaF19XVhcfjYWpqiomJCXbs2MELL7xAT08PFy9eBO48sLS1teFyufQUvtVlwWAQq9WqP9Akk0mOHj1KIpHg5s2bdHR0EIvFcLlcFItFNjY2WF1dve8B8HEql8tcuHBBf3gfGRnha1/7GlarlUuXLjE9Pc2hQ4dwu93U1tYyPDyMx+OhubmZ73znO5w9e5aOjg5yuRxHjx7lP/7H/8ja2hqtra10d3frk592dXXxzjvvcOLECS5evEgoFCKRSBAIBHA4HNy+fZvu7m7+6q/+iuXlZfbv309dXR1tbW28++67ZDIZduzYwdzcHGazmUKhwKlTp5BlmW984xuMj48TCAT0rDj5fJ7e3l5WV1eZn59n3759nD17lnPnzuF0OtmzZw9msxmLxcLzzz/Pnj17kGWZDz74AFVVOXToEFarFavVyunTp9m/fz9Wq5WzZ8+SSqUwGAycPHmS5557josXL9Lf38/S0hINDQ185zvf4fz58zQ1NekZmpLJJCaTCYfDwfT0NM3NzbhcLjY2NnC73Xz44YdMTEzQ29tLKBQilUpRKpXo7+8nl8sxPj5OW1sb8XgcWZZZXV2lv7+f1dVV4H+nkq5qbW3l937v9xgfH6e9vZ0rV67oqaVbWlrYv38/58+fZ3BwEJfLxcrKCnV1dTgcDiKRCJqmsbKyovfCqFQq+P1+Xn/9dWZnZ+np6WF0dJTGxkay2SzXrl1jz549lEol/uqv/uqhWWza29tpbW1F0zQ9vXQikdCXbWxsYDQa8fv9RCIR1tbWUBSFnp4edu3aRTqd5vjx4/zwhz/E7Xbr17y9vZ3Dhw9z4cIFYrEYy8vLHDhwgMbGRpxOJz/72c9oaWnB6/VSW1vL9evX6evro729nQ8//BCbzUZTUxMGg4EPP/yQq1ev6kGMvr4+rl+/jtvtJpfL6fdNuVzm8OHDeq+4HTt28Pbbb3P58mVkWWZwcJBt27YxOzuLy+Vibm6OV155hb//+7/n2rVr9Pb24vV6KRQK1NfXI0kSkUiE7du3I8syw8PDtLe3E41GCQQC3Lp1S/+bYjAYqKure2BvtcHBQRobG5mbm2NtbQ2r1YrL5WJwcJA//dM/ZXl5mYaGBp5//nkWFxfp7+/nz//8z1lfX2fv3r00NDQwPj6OqqpomqYHWnfs2EFTUxM+n4+bN2/icrkwGo00NzczOjpKd3c3/+pf/SvOnTtHc3MzNTU1SJLEpUuXuHDhwuP80yUIwse+Kp/BBEEQBOGr6FGyLEnAfwNGNU37f29564fAdz7++TvAD7Ys/+2PZ/rfByS2dKv9QisWi/q38pVKhXw+z/j4OKVSCavVitlsBmDnzp2srq7qk8JWv9GPx+NEIhHq6upYXV3F7/dTqVRYW1tDkiTi8TjZbJapqSl8Ph/T09O0tbU98W+Xt6bx9Xg8+rH7+/sB9GCRw+Ggvb2dmZkZlpaWmJubo7W1FaPRSE1NDZubmyQSCQC2b99OLBZjenqasbExamtryWQyrK2t0dPTw9LSEktLS2SzWa5cuUJraysbGxukUingzoSr1WEqPp9P77FRX1+PyWSip6dHTwl9+/ZtDh06xPr6OqFQiKWlJXw+H16vV/+WPh6Pc/nyZQAaGxuxWCycP3+ebDbLxYsX8fv92O12vUfBwYMHuXHjBsVikUqlQqFQoK+vTx8WUyqVeOedd/D5fAwNDXHt2jUKhQKrq6tMTU3R3t6OyWTC7/czOzvLrl27GB0dRVVVfQhUPB6nra2N6elpbt26haIobN++nZGRESKRCFarFY/Hg8vlQlVVTCYT5XKZvr4+nnvuOWZmZshkMvT19TEyMnLXNZ2fn+fSpUt6Cu2amhp9cmRJkmhsbKS3t1cvR2trK6urqywvLzMyMsKRI0cIBoNcvXqVzc1NIpEIm5ub3LhxA5/Ph9VqRVVVpqenkSRJr+uxsbFPzT60e/duJicnicVihEIhxsfH6evrI5lMsrCwwNLSEi6XC4PBwNmzZ7Hb7SiKwv79+5mbm2NhYYGNjQ1aW1v1NqYoCrOzs7jdbnw+H+vr6wDcuHGD7u5u/H4/oVCIyclJLBYL6+vrbG5uMjk5ST6f1+/fdDrNtWvX6Ozs1Ms7NTXFxsYGZrMZl8tFuVymt7cXs9ms92ybm5ujtrYWk8nE2bNnKRQKANy6dYtUKsWJEye4efMma2tr5HI5rly5QqVSYd++fUxOTrK6ukpzc7N+zycSCWZmZqitrWVlZUVvpwMDA1y4cIGdO3cCd4ZFNTU13feqBlfb2tro7u7m9u3bBAIBCoWC/nfJ5XJRqVQIhUJ6uap/Azwej97Wt/79mZqaIhwOYzab6e/vZ3p6GqPRSDweJ5FIMDc3pwcsq38Pb968STAopqgQhCfhq/QZTBAEQRC+ih6lW8ZB4LeAY5IkXf349TXg/wkclyRpAnjx498B3gSmgUngvwL/p8df7CdjZGSEiYkJXnzxRQ4cOIDb7QagUChgtVqx2+0YDAZGRkbYvXs3xWIRq9VKuVxmZWWF48ePk81micfjWCwWbt26RTKZvCsgYrPZSCaT+sPYpUuX9G/fnySfz4csy0SjUeLxuN5rAyAWizE2NsapU6e4efMmpVIJo9GIyWTCbDYTCAQwm80sLCzoQxtu3LjB4cOHcblcdHV18cEHH9De3s7m5iZzc3M899xz2O12JEnCYrGwsbFBOp3W5+ioBga+//3vk06nsVgseL1enE4n8XicmZkZ/cF/bGyMSCTCyMgIa2trOJ1Obty4QSQSwe/3672SqkMylpaW9F4PRqMRo9Go9+iwWCwYjUZGR0c5cuQI+XxeH+5x7do1PaX23Nwc9fX1vP3226ysrHDgwAHK5bL+IGo0GgmFQpjNZpaXl7l06RKpVApZlllaWqJUKlGpVLh27RpWq1UPLi0tLfHaa6/hdDppaWkhn8+zurrK0NCQPqTm2rVrXL16lSNHjlAul4lGo+zcuZNsNoskSSQSCQqFApVKhevXr3P69GkymQz5/J15AMxmM1evXuXWrVt6Oa5fv47BYMBgMOBwOJiYmMDn89HV1cXMzAzBYBBVVTEajciyTD6f189TlmVsNhsulwun0/mpbW18fJzXXnuNUqnE8vIydXV1nDt3DkAfzlMoFHA6ndTX1zM2NgbAtWvXOH78OFarlenpaTY2NvQ2Vh3m85Of/ARVVfXgQiqV4v333+fNN98kk8mgKAq5XI5UKkVtbS2aplEsFrHZbFgsFn3uoGpdFYtFzGYzqqrqwwaz2Szj4+NUKhU2NjaYnZ2lpqaGkZEREomE3lOpev8risL09DSHDx/GarWSzWb1eYRGRkZ4/fXXkWWZ+fl5/H4/Fy9epFKpoKoqsVgMm82G3W6nWCxy4cIFduzYwTvvvEOpVGJmZob33nvvvlc6ncZoNLK5ucnY2BgNDQ1cunSJyclJvSdOIBDAZrPpba96fs3NzfqQverwtOr8PRsbG4yPj3P69Gn9fjCZTKyurtLQ0KCnUa8OaatUKpjN5if+90sQvsK+Mp/BBEEQBOGrSPq0b7ufSiEkSXtSQ3Z+HtUhHA+rG0mS7nt/67Lqw8rDPGgfT8NnPW41mPSw832UY3zacau9ZKrDoODOtTh+/Di3b9/m1q1baJp2V91+njq8d9uH/f5J5wP318ujlmvr9g86p4cdv/p7KBRicHCQc+fOsbGxcd/7j1Lnj7LeSy+9hMlkYn19ndOnTz9ynX9SHRkMBv7wD/+QP/uzP7sr/fjDrkFzczPd3d2cOnWKTCbzSMf/ed1bjs9zPz9KO3pYO3wUDyvfg957Vn97npZPu1ZfcZe/SHO3Cc+eU/Jqe6UXnnUxiP3ufi79kcjSLQiC8FmcysEft++ESvlZF0V4iPPaO2xq8QcOi3lyqX2+xMrlT2/QD3qY2brsUR4IntUD0Wc97iet/7D9fFr9fNI2965TLpc5c+YM2WxWf29r3X6eOrx324f9/lnP51HK9Untpbr8Ycev/h6NRjlz5gzJZPKB7z9KnT/Keu+//z5Go5FcLveZ6vyT1i2VSvzJn/zJJ5b7Qb8vLS0RiUSeeDDmQeX4PPfzZ21HP0+bflj5HvTeL3IwRhAEQRAEQRC+LL443VKEpyYUCumpbEOhEA0Nd+b/q6+vf2DaX6fTSVdXlz60pzr3zKOwWCz09fV9riENyWRSH0p0L7PZzI4dO7Db7XR1dVFXV/fA9X5RFQqF+4IaT0Iul2Nzc1OfO+VhmpqaCIVCALS0tGC32+9bR9M0EonEfcGCYDBIU1PTA/dbKBRIp9M/R+n/t87OTr3tC4IgCIIgCIIgPEuih8xXgNvtplQq3TX3hqqq7NmzR09V/dZbb1EoFCiXy9TU1CDLMpFIhEqlgtPpZPfu3aRSKeLxuJ5RyGg0kk6nqVQqmEwmTCYTmqZhMBjQNI1kMomiKBw+fJiNjQ1isZiegrhSqWCz2YhGo5RKJT0jUiaTwWQy6WW1Wq1omobdbsflcrG4uIgkSeRyOX2d48eP68Nu9uzZw1/+5V8+4xr/agsEAgQCAU6fPk0ul9OvtaZpeu8Wu92O0Wgkm81itVoplUokEgn8fj+9vb2k02kSiQRms1nfPpfLkUwm9XlgFEWhWCxiNBr1f41GI5lMhv7+fiYnJ1EUhVQqpWcT6urqYnp6mlgs9oxrSRAEQRAEQRCErzoRkPkKOHLkCAaDAZ/Px40bNwiFQpRKJZqamhgeHqahoYF/8S/+BcPDw2xsbHDgwAHy+Tw/+tGPmJqaAu70kjlx4gQTExPs2bOHmzdvAugP3QcOHECWZcLhMMFgkPPnz3P58mXK5TI2m41jx44Ri8XweDwYDAZWV1fp7u7mv/7X/0oqleL555/XH8J7enqwWCxks1lsNhuqqpLNZsnn8zz//POsrq6SyWQoFovk83kUReHKlSu0tbXpE8QKz44syzQ1NdHV1cXc3BwjIyMMDQ1x5coVbty4gdls5rXXXmNjYwOv14vNZuPs2bNcuXJFn4z2d3/3dzl79iyBQIBkMsmhQ4f47ne/q09gW1tbiyzLtLa2Mjs7S3NzM0ajEVVVSSaT1NXV4XQ6GRoa4ubNmxSLRTo7O1lZWXniWc0EQRAEQRAEQRAehRiy9BXws5/9jJ6eHtxuN3a7nbW1NRRFYX19nUqlwszMjJ41xWAwkMlkmJ+f14edSJJEKpVidnYWp9OJ3W5naWmJ7du343Q6kWWZ+vp6EomE3ttldHSUzc1NJEkin88zPz9Pc3MzNpuN8+fPk0qlmJyc1NNg7969m7GxMWRZxmKxsLa2htvt1tP1SpKkZ6yanJzE7XaztLSE1+tFVVU9/XM19bXwbE1OTurBtEqlQrFYZHBwELgzoW84HGZ8fJxAIEA6ndYDfJIksbi4SLFYZGBggLm5OW7evImmaXpgpbm5GafTydjYGO3t7czOzmKxWCiVSvo+Nzc3yWQyLC4uYjQa9WFd1aCNIAiCIAiCIAjCsyaeTL4CNjY2+OlPf0oikdCHhVQqFaqZrVZWVpBlmVgsRrlc5vbt26RSKT1rTy6XY3V1lXQ6TTabZWxsjFKpxI9//GPS6TSlUolz587h9Xq5fv068Xhcf+iVJInZ2Vk2Nze5cuUK7e3teq+HaqBF0zTee+89Dhw4wAcffIDL5aJQKDA9PY3H4yGfz7O2tkYwGGRubo6ZmRk9CHPx4kXgzhCs2tpabt++/UzqWPjfstkslUqFsbEx1tfXKRQKjI6OUiwWAchkMrz33nv4/X5+8IMf0NzcrE8ym8lkWF1dpVAoEIvFaGlpYWNjgxs3buiTCl+5coWTJ09SX1/P9773PcLhMO+99x7hcFgP7lSHSi0tLTE8PEx3dzdnz55FlmW9HIIgCIIgCIIgCM+SSHstPDa/6Kl0hadPtCnh5yHSXj+USHst3EWkvRYEQfjyEmmvvxwelvZaREGEx0Y8OAuPm2hTgiAIgiAIgiD8ohIBGUEQBEEQBEEQBEEQhKdMBGQEQRAEQRAEQRAEQRCeMhGQuUc4HObw4cO8+OKL7N27l97eXgCam5tpbm5m//79OBwOTCYTx48ff6zHttls9Pf309fXR0tLCwDbt2/H6/Vy4MABQqEQnZ2dKIrymfbb29vLiRMnMBqNj6Wcsiyzf/9+nE4nAP39/bS0tLBv3z4APB4Phw4deizHqvL7/QwNDXHgwAE9U87JkycfmMK4tbWVXbt2YbPZPnF/NpuN/fv3YzabP3fZ7HY73d3dn3pdJEli27Ztevaq7du3YzKZgPvr9F6qqnLs2DF27NjxwHNWFIUTJ07cV4aBgQEaGhoe+VwcDgf79u2jrq6OgwcPEgwGH3nbT/NJ9fOg+aNUVeXgwYN0dHSwZ8+ex1YGAKvVyu7du3nhhReQZRlVVTl06BAOh+OxHudRud1uDh48+Nj3K0kSQ0ND9PT00NPTA0B3dzft7e2P/ViCIAiCIAiCIHx2IsvSFuFwmG9/+9v85//8n6mrq6O3t5e+vj40TWN9fR1VVWlqamJpaQlN03juued4++230TSNQCCAz+djdXUVp9PJxsaG/gDqcrkwGAxEo1E9vfTm5ibhcJhSqcTs7Cw2mw1FUchkMoTDYYaGhjCZTGQyGTRNo729nZWVFXK5HN/+9rf54IMPyGazlEolUqkUhULhE89LVVU6Ozu5ePEifr+fpaUlJEmisbGRzc1NZFlGlmVsNhupVAqr1Uo+n8doNGI2mymXy0xPT6OqKh6PB7vdTk9PD5IkMTc3RzqdplKp0N/fz9jYGDU1NezZs4cPPvgAo9FIU1MTkiQRi8VwOBzE43FMJhMmkwmn00mxWGRpaQm/34+maRSLRVwuF5lMhs3NTVRVxWAwkMvlOHjwIMVikdu3bzM4OMiHH36Iw+Egn88Ti8UwGAz8yq/8Cn/xF3+Bx+PB5/ORzWYJhULMzc2xvr5Od3c34XCY9vZ2isUiMzMzSJKE2WxmZWWFYrFIOBwG7qRojsfjmM1mjEYjqVQKv9/P8vIyFouFSCRCuVwml8vR0NCAw+FgdXVVTy3e2NhIsVikVCohyzLhcJjm5mauXr1KOp1GURRqamr0oE61ThcWFgCoqakBoFwus3PnTqLRKLlcjtnZWTweD6VSidXVVcrlMnv27CESiTA3N0elUsHr9dLQ0EB9fT0mk4lIJILL5SKRSFBTU8Pq6io2m41CoYDT6SQWi9HY2Ehvby+SJGE0GtmxYwc/+tGPPtN9VFNTo6eerranQqHAsWPH+Id/+Aey2SxWqxW73Y7BYGDv3r289957rK+vYzKZqK2tJZPJ0NraSqlUor29nYsXL6JpGh0dHZRKJQqFAoqikEwmMRgMSJJEbW0txWKR+fl5PB4Pqqrq51ZtSyaTiVKpRDQa5eWXXyYajbK6ukpTUxOLi4u4XC6y2SyxWOy+8zKZTDQ1NbG2tka5XMbhcCDLMpIk4fV6SaVSrK2tYbPZWFlZwWg00tjYiKqqFItFZFkmm82SzWax2Wxsbm7idrspFAo8//zzJBIJRkZGqFQq+Hw+6uvrWVpawuFwkEgkADCbzforFovp7TaRSBAMBlEUhenpaUwmEwaDgXQ6jcPhYPfu3UiShNvt1rf1er1MT0+LeXoEQRAEQRAE4RkRAZkt6uvryWaz5HI5pqamsNvtBINBXn31Va5evUqlUkHTNLZv3048Hr/rG/9t27bh9XopFArY7Xby+TyqqnL58mWOHDnC0tISJ06cYG5uDqvVytraGoODg0iSxNmzZwkGg4yPj7Nz507m5+cxGo28+OKLeL1e/vt//+8A1NXVEQ6H6evrY3Jykq6uLoaHhxkbG3toQKZcLqOqKl/72teYnZ1laWkJuNOzpVgssr6+zs6dO7l48SIvvfQSmUyG+fl5mpqacLvdvP322/rxOzo6yGQyyLKM3++ntbWVSqXC5OQkRqORgwcPEolE9LoxGo288sor3Lp1i4GBAex2u/5wXKlUCIVCqKpKMpkkGo0yNDTE8vIyxWIRr9dLIpFgZWWFdDpNf38/qqrS3NxMfX09siyzd+9efD4f8XhcL6fH46G7uxuz2Yzb7aZcLtPR0cF/+2//DUAPnFQDJN3d3XovjR//+MdEIhFCoRDbtm3D5/PxxhtvYLPZqK+vZ3Nzk2AwSCQSYXJyUg9y7Nu3D0mSMBgMaJrGX/7lX6IoCgcOHCCXy1FbW8vVq1eRJAmTycRrr71GNpvlww8/xO/331WnLS0tfPe736VcLvPNb36TDz74AJ/Px/DwMPX19QwNDbF9+3YqlQr5fJ433niDQqGALMsEAgEOHDhAJBLB4XCQy+XIZDI899xzXL9+nba2NlZWVgiHw8TjcVKpFLW1tdjtdkqlEjMzM8iyzPDwMK2trUxNTX3m+6i5uZlt27YRDAa5ceMGa2trdHd309nZyQ9+8AMAnE4nTU1NDA0N4fV6OX36NHCn90pPTw+1tbUP3PfLL7/M7du3cTgcaJpGLpdDlmUmJyc5fvw46XSaqakpFEXRA1Fra2sYjUay2SzFYpGRkRGOHDmit6WOjg5kWebQoUN6kLNcLt/XoycSiXD06FF+9KMfoaoqAwMDAHpQs1wuE4/HyefzrKysYLfbOXLkCGtra3g8HgKBAHNzc8zNzdHd3c3GxgaTk5N6YO7kyZMsLi6yvr5OR0cHfX19xONxHA4H6+vruN1uJiYm6O7uJh6Ps2/fPmRZ5vbt2/h8PsLhMJubmwQCAYLBIBcvXuTIkSPcvHkTg8HAsWPHWF5eRtM0Tpw4gd1uZ319nXg8/pmvsSAIgiAIgiAIn58YsrTF0tISJpOJ5uZmAoEAVquVZDKJJEm4XC5cLhc2m41QKITL5QLu9D6p/huLxbDb7czNzXH9+nVkWWZwcBBN04hEIpRKJZxOp96jJJ/PI8syiUQCt9tNb28vDoeDcrlMNBplYWEBo9GI3W7HZrPpPVYKhQI3b94kEAhQqVTIZDIPPS+bzYbNZmNqaoojR47oQYP333+fXbt2EY/H9W/4C4UCqqri9XpxOByoqsrMzAyAXsbV1VVMJhPr6+vYbDbsdjtOpxOHw0FDQwMWiwVJkvQgh6IoRKNRnE4n58+fZ3R0lPb2dhobG8lms6ysrGCxWDAajWQyGRRFYWNjA7vdztTUlD7Mx2azkc1mmZ+fJ5VKYTabaWxsJBaLMTo6iiRJVCoVZFlGURQcDgebm5tomkYmk9EfPKs9JRRFIR6PEwwG8fl8XLlyhVQqBcD4+Dh+v59UKkUgEMButxMKhXA4HAwPD9Pd3a33YpEkCbvdjqqqxONx6urqACgUCszNzVFXV4fJZCIajaKqKpFIBK/Xi8ViIRgM0tPTw8rKCmazWa9TVVWRZZmRkRGef/55urq6mJ+fp1wuk8lkaG5uplwuMzw8TLl8J81dNRhRqVSoqanhwoUL+nJZltm2bRt1dXU4HA5u3bpFKBQikUjgdDq5cOGCfp6KomAwGNjY2GB1dfUz30fVNl1TU4Pf76dYLJJOp8nlcnqQIxwO09DQgNvtplgs6stDoRCBQIBwOIzNZsNisWC1WvWeKAaDgVQqhclk4tq1a9y6dYva2loaGhr03kLVHiSJRAKDwcDm5iZWq5XV1VU6OjoIBAI4nU6y2Sxzc3Nsbm5is9loaGggGo1y48YNLl++zIULF+563bx5kw8++IDu7m5KpRJGo5FLly6hKAqzs7PcuHGDPXv2MDw8fFddxONxNE3T20htbS1Wq5Vt27ZRqVQoFosUCgVyuZz+d0WWZdbX17FaraysrDA2NsbS0hJHjhyhXC4Ti8XIZrP4fD5SqRTFYpFKpaKfazQa5ejRo9hsNmRZJhqNMjs7i8FgwO124/f7uXDhAsVi8TNfX0EQBEEQBEEQHg/pi9BdXZIk7UHzSDwL1Z4V6XSacrmM1WrF4XDoD+rVB9VgMIjRaOTMmTMUCgU6Ojr0YEBDQwNTU1NIkqTP7fHhhx+yurpKIBAgnU6TTCapr6/HYDDoQ07MZjMej4f5+XncbjeZTEYfBhUMBllfX8dsNmO1WhkfH2f79u1cv379U7/hbm5upqWlRR92VB2mIEkSv/RLv8Sbb75JfX09drudWCyGz+fD6XRSKpVQFIUrV66Qz+ex2+3s3LmTpaUl/dt1n8+HJEkkk0ncbrf+cCvLMpcvX8ZgMDA0NMT4+DgDAwPEYjFSqRTlcpnu7m4CgQAffPABm5ubNDQ0kM1mgTu9evx+P+vr62QyGWw2mz70JZPJkEwm6erqIhqNUl9fz+joKMvLyxgMBg4cOMC1a9doaGjQr2M14KJpGm63m87OTiRJYm1tDYfDgdfrZXNzk+HhYX04TGNjI5lMBlVVsVgs1NXVkUwmicfjhEIhLl26RKVSweFw0NXVpT9YOxwOPRjicDjw+XwUi0VSqRShUIh8Pk84HCabzRKJRPRhcNU69Xq93Lhxg1KpRFtbG5qmYTQaiUajNDQ0kM/nKZVKNDc3MzU1xdTUFJqm0dfXR6FQ0HtYVOuqUqlgt9v13jmJRIK5uTkcDgcbGxvs3LmTWCxGPp+ntraWUqnEyMgIHo9HH8L1WTQ2NmKz2aipqWFpaQlZlkkmk4RCIaamptjY2KC+vl6/h3K5HAsLC6ytrREIBGhpacFgMOhBNLfbzbVr16hUKuzatYv5+Xm6urqIx+Ok02mKxSJWq5Wvf/3rfP/73ycWixEKhSiVSgB6MCSTyZDL5SiVSgQCAUqlEpubm2xsbNDa2koymaSpqYnh4WG9J8m9zGYzgUCA1dVVnnvuOebn5/XgSSqVYvv27XzwwQeUSiWsVivd3d16kM3lchGNRvF4PBQKBUqlEg6Hg4mJCdra2vSheNWhYzabjUwmQ0dHB7du3QLAYrGwb98+xsfH9Z4xlUqFWCxGc3MzuVwOSZJYX1/HaDRSU1PDwsICXq+XZDKJpmk4HA7sdjvFYpHr168/tHfdl1WlUnnWRfgiu6xp2q5nXQjhi8MpebW90gvPuhjEfnc/l/7oz551MQRBEL5UTuXgj9t3QqX8rIsiPMR57R02tfj9E4EiAjJPnM1m49VXX+Xdd98lEok8tv3u2bMHWZY5d+7cz7W9oigcOXKElZUVRkZGHlu5PouBgQHq6+v5yU9+8kyO//NQFIVf+7Vf4+233yYajT7r4ggfa2pqYvfu3Xz/+9/Xeww9TYqi8Oqrr3L58mW959STYDKZeOWVV7h48SLz8/NP7DhfdiIg81AiICPcRQRkBEEQvrxEQObLQQRkBEEQhK8MEZB5KBGQEe4iAjKCIAhfXiIg8+XwsICMiIIIgiAIgiAIgiAIgiA8ZSIgIwiCIAiCIAiCIAiC8JSJgMwWLpeL3//93+f48ePs3r2b7u5uDh48+KyL9bnt2LGDb33rWxiNxseyP0VReOmll/B6vQAMDQ3R0dHBSy+9BIDP5+PVV1/V169mXdpKkiRefPFFAoGAvo+hoaHPVA6n08kv/dIv6VmNPo3dbuf111+/b7nZbOZBQ+Zqamo4efLkp7aB7du3MzQ0xIEDB4A75//yyy/T3d3NsWPHaGpqeqTy/aKzWq2fuPze9qGqKi+//DIDAwMcP35cf/9BbQlg//79dHZ2AnfSue/evfsxl/7zczgcHD9+/L56eFC9GAwGfvmXf1mvm5dffvkTU4ELgiAIgiAIgvDlpD7rAnyRpFIpmpqaOHfuHCdOnOBnP/sZfr+ftrY2TCYTGxsbtLW1YTQaSSaTRKNRMpkMjY2NXL58+ZlMJvooisWinoLY4XAwPj6OJEkMDg6ytraGqqooioLb7SYej+NyuchkMlitVmw2G8VikcuXL2MymQgGg3i9Xurr69m3bx8zMzOUy2UqlQoNDQ0EAgFCoRA9PT288cYb2O12XnvtNX72s59ht9sxGAxcv34dTdOoqalh7969LC0tUalUCIVCd2VZCgaDVCoVSqUSc3Nz2Gw2TCYTY2NjlMtlBgYGsFqtWK1WduzYQSQSIRQKAXD+/HkcDge9vb3Issz09DQmk4l9+/aRSCT46KOPcLvdeiaca9euMTk5iaqqNDQ0UC6XCYVCqKrK4cOH0TSN4eFhGhoaSCaTzM3NoSgKTU1NNDc3o2kai4uL1NTU0NLSQltbG5FIBE3TqK+vZ3Z29lk2gaequbmZ9vZ21tbW9CxJmUyGkydP8j//5/8kmUzicrnwer2YTCb279/Pj370I9bW1rDZbDQ3N7O5uYnf7ycej98ViPj2t7/Nu+++i9VqRVEUpqenyWQy2O12ent78Xg85HI5PZ14uVwmn8/T3NwM3LkXqm3B6/Vy9erVB2ZTGhgY0FO1x+NxmpqaKJVKmM1mbDYbY2NjyLKsZ6EaGBjAbrejaRqaphGPxzEajRgMBmZnZ6mpqSEQCNDW1oaqqly6dIlIJILL5eK1117j7bffxuFw6KnOi8Uira2tPP/880xOTuJyuQgEAnqGJp/Ph8lkolAoIEkSk5OT1NfXk0wm9TT1giAIgiAIgiB8sYmAzD2MRiOdnZ2YTCbgTspcv9/Pjh07uHLlCp2dnRgMBiYmJujr60OWZTKZDHNzc6ysrDzj0j9YpVLBYDDw4osvMjc3x/j4OJqm4fF4aGlpYX5+nqNHj/LDH/6QX/3VXyUWizE7O0tbWxt2u52///u/ByAYDNLa2srS0hIA+XyenTt3Ui6XmZqawmQycfDgQSYmJvRJNWVZxuVy0dvbS6FQoKWlhc3NTW7fvq0/uA4ODjI/P4/RaMTj8dDb28va2hoGg4H29nY9EOLxeEilUkxPT5PNZtE0jWw2y6/92q/xwx/+kG9+85usr69z5swZ/dx37dqFyWTC7XYzNTVFJpOhra2NtbU1zGYzR48eJR6P68E0m83GSy+9xPnz5/U01Ovr6zz33HNYrVa8Xi+pVIq5uTkaGhoYGBggkUhgsVg4efIkw8PD+kP69evXaW1tJRaLPeUr/mx5vV5qa2s5evQoN27c4NatWxw/fpxwOEw+nwfu9Aqpqalh9+7dejpzuJNFKBAIsH//fn3drWpra+nt7SWXy+FyubDb7Zw7dw5N01hbW+PgwYOcO3cOSZKoqamhq6uLGzdu0NbWRjgc5uzZswwNDdHe3k4mk9EDlVtpmsbKygq9vb1EIhEGBwfRNI1wOMzVq1eRJIm9e/eysLDA4uIiAH19fUSjUZqamvR7x2Qy6W2vUChQLBbJ5XKUy2X27dvHP/7jP6IoCh6Ph6GhIdbX1+nt7WVjY4PFxUU0TSOZTLJ7924URdHTs9fX12O1WpmZmaGjo4ONjQ127dpFJBLR26aY1FYQBEEQBEEQvvjEkKUtLBYLVquVxcVF7HY7drsdj8fDsWPH8Pl8+P1+/Vtvg8FAXV0dPp+PlZUVvWfHF5HX68Xn8zExMcG+fftQ1TtxuA8//JCenh7W1taoVCp4PB5WVlYwGAy0tLTg8Xiw2+1sbm4Cd+pn9+7dqKqq9wZwu934fD5qampwuVzU1NTQ3NyMyWRCURQKhQKqqmK1WnG73aRSKVKpFAC5XA5JklhcXMRisRAMBvXAh9/vR1EU7HY7iqLg9Xqpq6vj9u3blEol4M4QJKPRiCRJOJ1OIpEIdrudZDIJQDqdZnZ2loWFBbq7u0mlUvr6nZ2dbN++Ha/Xi6IouFwu4E6Qqfpg73a7SafTSJKEw+HQ62NiYgK4M+yqubmZ2tpa7HY7Xq9X7yFjsViwWCyoqko8Hn+q1/tZM5vNAHp92e121tbWKBQKOBwO4E4vmmqPFkmS9PpvbGykq6uL+vp6vF4vTqcTt9uNoigAJJNJ7HY7gUCAXC6nt81sNossy8zNzWE2m/F6vRw7dkxvn7IsY7FYkGWZuro6/H4/Y2NjXLp0iR/96Ed3vd58801GR0fx+XxMTU1RU1PDxsYGmUwGSZL42c9+pvcAqgY+zGaz3l5VVcVkMhEOhwkEAvh8Pvbs2YOmadjtdgB9uF8ul8NoNGKz2XC5XCQSCTKZjP5esVhkeXkZh8NBd3c3AwMDOJ1Ovd4cDgdmsxmHw4Hb7WZubu6BPX4EQRAEQRAEQfjiEWmvtzAYDLS2trK5uYmiKCSTSWw2mz7HQzKZRFVVZFkml8vpD3iSJDE/P68HCr5oqgGZeDyOLMtEIhHgToDl8OHDvP3227jdbsxmM6lUCpvNhsVioVwuI0kSCwsLlEolTCYTjY2NbGxsYDKZyGaz+hwX+Xwes9lMPp/HZDIhSRKzs7NomkZjYyOpVAqz2UypVGJtbQ1AP2Ymk8FoNGKxWDAYDFQqFcrlMoVCAavVSiqVQpZlPB4PyWSSpaUlfciTJElomobBYCCdTuNyuVhdXdV7VzidTjRNw2Kx6ENPqr0UzGazvl02m2V9fR1FUfD5fEiShCzLpNNpnE4nRqORRCJBTU0NKysrbGxsoKoq4XAYTdPI5/N6MMhms1EqlVhZWcHhcBCPx79SD8kejweTyYTdbieRSOj3i8vlIhKJkM1mcbvdOJ1ODAYDhUKBjY0NkskkTqcTn8+Hqqrk83kymQwWi4XFxUUqlYo+fElVVQqFApubmxQKBWw2mx5Ak2UZs9mM3W6nXC7ryywWC4lEAoPBgN1uJ5/PMz8//8BrI8sybrebzc1NgsEgqqrqPVzS6TSHDx/mnXfe0XtWBYNBisUiVquVTCajb69pGtFolNraWtbX1zGbzWSzWRRFYWVlBUmSaGpqIplMYjQaKRaLRKNRAOrq6tA0jXQ6jcfjAe704Kvel6lUSu9dpGkaPp+P1dXVr1yPrAcRPYQeSqS9Fu4i0l4LgiB8eYm0118OD0t7LQIyX1GyLLN3716Wl5fFnBOC8IhkWWbXrl3E43EmJyefdXGETyACMg8lAjLCXURARhAE4ctLBGS+HB4WkBFzyHxFVSoVzp49+6yLIQhfKpVKhQsXLjzrYgiCIAiCIAiC8AtAdEsRBEEQBEEQBEEQBEF4ykRAZgtJkjAYDEjSA3sTfWkpioLBYNAn863Oe1P9+XEMF7t3P4qi6Mer/v6wY0qSpE/c+lltPc6XaeibJEmoqvoL194eF0VRkGX5524Xn8fWNiUIgiAIgiAIgvAkfHmeXp8Ch8PBH/zBHxAMBvVlLpcLo9H4wPUtFgs2m+1pFe/nIkkShw4d4nd+53c4fPgwBw8epKWlRZ8ctb+/n+eee+5zH6e7u5sjR44AdzLObN++nd/+7d/GYrHoZejv7wdg79697Nix467tfT4fr7322md6+K6myf7Od76jZ7np7OzUM9l8kcmyzODgICdPnqS1tfVZF+epqKmpeeDy6iTKW6mqymuvvcaOHTt49dVXn2rQymq18p3vfOepHU8QBEEQBEEQhK8m8TXwFqlUCqfTSSAQYP/+/WQyGVwuF1NTU6yurtLZ2UmhUMDj8bCxsYHH4yEWi/HBBx98YbPoaJpGsVgknU7z4Ycf8gd/8AcMDw8zMTGB3++nvb1df9gNh8O0t7czPT2tZ3+RZZm1tTU9o1AikcBqtXLz5k2WlpYIhUIEg0Ha2toIBAJYrVZGR0exWCzY7XYsFgs9PT00NzfrWagURWHv3r2EQiHOnz9Pb28v2WyW9vZ2vvnNb3Lq1Cl8Ph9msxmTycTy8rKejam9vZ0PP/yQVCpFR0cHO3bsoL6+nl/+5V/m+vXreDwe4vE4g4ODzM7Osri4iNPp5LnnnqNcLjM6OoqqqtTU1OjZaSqVCpIkcf36dcrlMu3t7dTW1pLJZGhubkbTNK5evcrs7Cw2m41f+ZVfoVAocPPmTT3lcCaTIRQKYbVaSSaT5PN5bt26RUtLC8lkkrW1NZqamhgdHaWzs5PNzU2i0aieTn1qaupZNpPHqre3l23btrG0tMTKygo+n490Os3Jkyf5L//lv7CxsYHf76eurg6bzcaePXv4/ve/z+LiIi6Xi97eXjY2NrBYLCiKgsPhQFEUNE3Ts2rBncDJkSNHuHr1Kqqq4vV6sVgs5PN5ent7WVtbY2JiApfLxUcffYTJZOLw4cPYbDby+TxGo5HZ2VmKxSLhcJiRkREaGhqIxWL09fXxrW99izfffFNPoy4IgiAIgiAIgvA4iYDMPSqVCi6Xi2KxSHd3N+l0GoDDhw8TiUTo7+/n1q1bhMNhDAYDMzMzX9hgTJWmaXpq5mw2S1NTE1arFYPBwM2bN2lpaQEgEonwrW99i3Q6TUNDA/F4nL6+PtxuN4VCgYGBARYXF7l69SorKysYjUZ27NjB9evXcblcaJqG2WzG7/ezbds2NE2jr68Pu93O4uLiXWUaGxsjHA7z7W9/m8nJSZxOJ7FYjEwmw9DQENFolF27dnHq1CleffVV3nzzTV599VXGx8fx+/2kUimKxSKlUol0Os3CwoLeAyeZTHLo0CHW19dZXFwkl8sRDocxGo04HA4uX76MxWJh+/btnDt3jp07dzIxMUG5XMZut7N//34uXbrE8ePH8fl8nDp1iqamJmZnZykUCjQ3N/P+++9z6NAhIpEINpuNbDaLpmnkcjkikQjhcJh/82/+Df/+3/97/vW//tecPXuWUCikp3q2WCyMjIzg8/m4efPmU28TT5LBYCCfz/PKK69w48YNLl++zNGjR3E4HHpww2QyYbPZ2L9/P4qisLm5qW9bvTbVde12O6+++up9vdFWV1f1NOzFYpHBwUFWVlbIZDJEo1GWl5d58cUX+fDDD4E7vcX8fj+3bt1i7969emCmUCjQ399PQ0MDb7zxBqVSSU+BXldXJwIygiAIgiAIgiA8ESIgs4Xdbqeurk4fsuTxeEgkEoTDYXw+H4VCgWKxiMvlwu/3E4lEaGxs5MaNG5TLX9xUY36/n5aWFg4fPkw0GiWVSlFbW4vT6byrx0E+n+f8+fM0Nzdz48YNDhw4QDKZZH19ne3bt+PxeMjn8zidTiqVih68OnHiBJFIBJ/PR6lUIp/P4/f70TQNg8FAT08P6XRa7wWSSqVobGxkeXkZh8NBV1eX3rulUCjg8/no6OjAbDYTjUbJZDKkUilkWaampoarV68Cd4JnXq+XmpoaPB4PgUAAgKmpKdbX1wmFQoyNjVEsFhkfH8ftdhMOh0mlUrz44ovkcjnW19eRJInl5WUA/RqHw2EWFxepr6/Hbrfrc+BomobD4cDpdDI5Ocng4CA2m41oNEqhUCAajVJXV0cqleL69evs2rWLyclJYrEYvb29xGIxWltb+elPf6oHJb7Ibefn4Xa7sVqter2FQiFmZ2fx+XzU1tayvLxMc3MzAwMDuN1ustksgUCAZDJJU1MTQ0NDeDweLBYL0WgUi8XCe++9p/ewqiqXy4yPj3P8+HF+/OMf8/Wvf525uTmcTieapjE7O8uhQ4dYWVkB7vTM8vl8+vVzOp1YLBba29txuVyUy2VefvllPvjgA1wuFzabDZ/PJ9JbC4IgCIIgCILwREhfhN4dkiRpX4TJWGVZxuFwUCgUgDsPcKVSSX8Yl2WZUqlEpVJBURTK5TKyLJPJZJ5xyR/ObDZjMBgolUqUy2X9XKrztZRKJXK5HHa7ne7ubhYWFlhdXcVms1GpVCgUCthsNjRNo1wuUywW9ToymUyYzWby+bw+oW6lUtEnRc3n81gsFiqVCsVikXw+j6IoWCwWCoUCkiRhtVrJZrP6sJStk/6m02lUVaVQKGC1WlFVlWQyqV8Ds9mMLMsUi0X9fAqFAkajUQ+uAPrkuaqqksvl9B49VquVpqYmrl+/rl9Hk8mEqqoUi0VMJpO+j1wuh9ls5t/9u3/Hf/pP/4lcLofVatXrEODFF18kHo9z8eJFKpUKRqORcrmsn1e5XMZms5FOpykWi5jNZrLZ7BNvA0+T0WjUJ5IuFAooikKhUMBkMpHNZimXyxiNRn29crlMPp+nWCxiNBoxmUwoiqL3gFJVlUwm84k90cxmM7lcDrfbTbFY1ANcoVAIl8vF8PAwxWIRSZKwWCyUSiV98u7qNahUKpRKJYxGI+l0GovForf16vUXvjwqlcqzLsIX2WVN03Y960IIXxxOyavtlV541sUg9rv7ufRHf/asiyEIgvClcioHf9y+Eyq/WF/w/qI5r73DphZ/4KSYoofMFpVKhUQi8ayL8djlcjlyudynrmez2SgUCqyurqJpGqlUSn/vk+oln8+Tz+cfut97H2jL5fJd+/607asP2NXhY1uX37vsk45ZDZhUl29sbAB3JpqtDnPZWp5qmaqBp63efvtt8vk8pVJJH2pTNTIyogcYHlSOe/f5ixaMgf99fvee29a6KBQKD6zbBy3/tPZRbdvVa1rlcDhYXFzUj6tpmn6dtx5j6/6rZRbDlARBEARBEARBeNJEQEbQra6usrq6+qyL8VR91uEouVyOs2fPPrb9CU/OtWvXnnURBEEQBEEQBEEQPtGzHyckCIIgCIIgCIIgCILwFSMCMluoqorP59Mz4TxNiqLgcrmeyL6dTqeeXtnpdH7q+gaD4b6MNl9WNptNv5YOhwOj0YjdbgfunKfT6cTr9epz3lTZ7fb72oDBYNC3/SRWq1Wfy+ZxMplM+nw1T+L6VOdPqs7d8yjt5HFyOp0PrTeHw3HfNXrYunD39VIURa+/p0mSJDwezxM9hizL+kTKZrP5E9ez2+369bXb7Xp92my2J9JmBUEQBEEQBEF4OBGQ2cLtdvP7v//77NmzhxMnTjxSUMZoNOrZfR6FxWKhtrb2vuV2u51vfOMbPO7JjRVFYceOHbz88st84xvf4MCBA5+6TVNTE8eOHbuvLOFw+KHlkySJ2traT3woDIVCT/XBT1EUjhw5QmtrK3Cn/A0NDbzwwgsYDAb8fj/f+MY32LNnz32BlmPHjunpwKvq6+t54YUXHhoYqKurw2KxPPZzaWpq4sUXXwTQz+FRAxSfxmq10tjYyKuvvqoHM5qbmx/Lvh+Foii88sor1NTU6MvC4fBdbeX48eM0NjZ+6r5kWaapqYlQKERLSwvHjx9HlmXMZrOePe1JUFWV+vr6+5YrisJv/dZvfaZ2L0nSJ95rD7ouqqrym7/5m+zbt4/BwcFP3G91kuNAIMDJkycJhUIABAIBTCbTI5dPEARBEARBEITHQ8whs0Uul8NoNLK5ucnOnTt58cUX9Uw9Q0NDnD9/nvr6eiYnJ9m7dy+KojA8PEx3dzd/8Rd/QbFYpLe3l5aWFm7fvq33SEkkEnR3dxOJRMhms/j9fnw+Hzdv3sRkMqFpGrdv337ot9s/r3K5zNmzZ9m3bx+1tbVcu3aNo0eP4nQ6OXfuHGtra+zfvx+TyURtbS0jIyM0NDTQ3t7Ob/zGb/Dhhx/S1dXF5uYmJ06c4E/+5E9YW1ujrq6Orq4u4E5QKhgMcvnyZV544QXOnDlDMBgkkUgQDAbx+XyMjIywY8cOvve977G8vMzevXtxuVyEw2EuXbpENptlYGCA6elpDAYDqqpy7tw5ZFnm1VdfZXR0lEAgQLlcxmq1srGxQXd3N7FYjOXlZXbt2sXw8DBnz57FYrGwa9cuHA4HNpuNEydO0Nvbi8Fg4OrVqxiNRgYGBqivr8fpdPLXf/3XdHZ20tfXx7Vr10ilUhgMBj2N8pUrV9i2bRtra2u0tLTwG7/xG5w5c4b29naSyaSe9trpdOoZrVpaWnA6naytrREKhfjoo48YHx+npaWFtrY2EokEpVKJ5uZmCoUCMzMzNDY2Eo1GMRqNLC8vMzAwwPLyMpqm0djYeFcPj87OTgKBAMPDwzQ1NTE2Nsb09LRe5zt37uTq1av09fXhcDhYWFigsbERu91OIpEgHo+zsbFBY2MjBoMBo9FIbW0tr732GuPj43R2duJ0OmlpaSGRSHD16lX2799PqVTi7//+7z8x4xFAMBikr6+PfD6Pqqo4nU6Wl5fp6upCkiQ9S5bX6yWXyzE7O6sHUvr6+kin07z00kv8wz/8g95TR5Zlurq62LZtGyMjI2xsbLC6ukprayu7du3CZDJx7tw5XC4XnZ2deL1epqamaGtr4/d+7/c4c+YMLS0t9PX14fF4mJiY4MMPP0RRFP7ZP/tnZDIZZFnGYDCwtLSE0WgkFosxOjpKJpOhvb2djo4O5ufnqamp0a9tNaX70tIS27ZtI5vNsra2Rj6fR9M0VldXsVgs2Gy2+wIssixz4MABampquH37NsViEZvNxsbGBl/72tf4kz/5E6LRKO3t7dTU1KBpGq+88gr/4T/8BzY3N2loaCAQCGA0GrFarXoWMbgTpPn1X/91NjY2WF9fJ51O09raSqVSwWKxYDQaefHFF1lbW6NYLBIMBuns7CSTyfDWW28Ri8UYGBhg586dyLJMIpFgbW2Nzs5Ozpw5QzqdZn5+/nH/uRIEQRAEQRCErxTRQ2YLSZIwmUwYDAb+7u/+DoCuri5MJhPT09McOHCAubk5LBYLxWKRtbU1mpqaiEajesrew4cP8/777xMIBHC5XKTTaXbt2kU8Htd7YcTjcdxuN2tra9hsNkqlkt6L40moPhwCuFwuGhoaWF1dZf/+/QDMzMywbds2gsEgg4ODzMzMsLi4yNraGt3d3RiNRtra2sjn83omm2pPm1QqxdTUFN3d3aTTadbX19mxYwf5fJ5yuawHrbZt20YqldKz16yurtLe3k5TUxNer1dPk9zT00NTU5PeO6VcLhOJRHjuueeoVCp0dHQQjUbp6OigtbUVj8eD1WqlUChw+fJlAFpaWrDZbFy+fJlsNsuFCxdob28nEAjoKcxffvllrl69SqFQIJvN4nK56O/v13tFlUol3n77bXp6ejhy5AjLy8tYLBZWVlZYWFjQ121ra2N1dZVDhw4xNzeHy+Wir68Pl8tFqVRi9+7dLC4uMj4+jqqq7N27l+HhYdbX1zGZTLS1tdHQ0IDFYtGHlfX19XH8+HE2NzdxOBzs2bOH4eHhu4Ig8/PzDA8P43K58Pv91NXV6dmCXC4X3d3dejnK5TI7d+4kkUiQSCS4desWr7/+Ol1dXSwvLyNJEtFolM3NTUZHR2lqaiIYDOqBHIfDQWdnJzabjbW1tU9tb4cOHeLWrVtks1na2tqYm5vj0KFDlMtlYrEYkUiEhoYGampquHDhAvX19aiqyrFjx0in03pWsJ6eHr2NqarK3Nwc7e3teL1ePUvX4uIira2t1NfX09bWxuLiIo2NjRQKBWKxmJ7CPRQKUVdXh9FoZGxsjKGhIb191dbWMj09TaFQIJFIkE6n2bt3r55OHeBrX/sap06d0oOuU1NTvPDCC+RyOdLpNG63m42NDdxuNxMTEwSDQaLRKP39/RiNRvr7+zl27Nhdr0OHDuF0OhkbG+Pw4cPs3r2b+fl5+vv7yWazegYvu92O3W4nHA5TKBT05RaLBZPJRF9fH8Bd7aNa1w0NDRw5coRUKqWnc49EIuTzeW7evEltbS0ejwen06mfS7Wnj6ZpxONxzGYzy8vLuN1uotEo+/fvvy+jlSAIgiAIgiAIn50IyGxhs9kwm81MTU2RSqU4cOAAbrdb/xZ6dXWVgwcPUqlUcDgcuN1uSqUStbW1WCwWPT3zt771LSKRiD6nw8zMDC6XC6fTSTabJRwOY7fbiUaj2O12FEVhdXUVu93+RHrJwJ1hLk6nk83NTTRNw+/3c/XqVQBWVlZYX1/n5s2bLC4uIssyXq8Xj8dDXV0dg4OD+P1+MpmMPmxkbm6OgwcPYjQa6e3tZWxsjMHBQTRNI5lMcujQIVRVxeFw4PF4kCQJRVHw+/3AnYBMNBrlpz/9KSaTCa/XS2dnJ8FgkFgshizLSNKdVO3j4+MAjI6OUigU8Pv9TExMUC6XaW1txe/343a79WDK+vo6hw4dore3V3/YdLvdeDweXC4XPp+PaDTK8ePHsVgsyLJMqVQiHo/r+4jFYrS0tHDhwgUymQw7d+6kVCrh8XjweDzU1tYyNDSE3+8nEokwPz9PIpHA5XLpvWYMBgMzMzP4fD4kSaJSqZDP5/n2t7+Nz+dj165dGI1GcrkcBw4cwOPx6A/By8vLHD58WE/pvH//foxGI5IkkclkMBgMKIrC+Pg4Z8+eRVEUPSBT7eURj8ex2WyoqsrMzIxeBz6fj2QySWNjIw0NDSwuLuqBDqfTidPpxGaz4fP5cLvduN1ugPuGcH2SaDTKb/zGbyBJEvl8nlAoxOjoKE6nE5fLhd1ux2q14nQ6aWxsZGZmRu9Fc/ToURRFYWNjA0mS9DbmcDgwm8289957+Hw+Pd15oVDg0qVLnD17Fp/PRz6fx2KxUCgUaG5uxu124/V67wo8VPclyzKKomA0GvW5hKrzvVy4cAFVVfWAzMrKCv/8n/9z4E6AqKmpiWvXruF0OvF4PGSzWYLBIB6Ph3w+T7FYxOfzMTMzg6Io3Lp1izfeeOOu11tvvaXP3VOpVEgkEjQ2NjIyMsLm5qY+pKirq4uWlhbsdjulUom6ujrgzvClnp6e+9q2JElomsbU1BRzc3Pcvn2bZDKJ2+0mn8/T1NSE2+3G4XDgdDrx+/16bz632633snE4HLhcLmw2G3a7HYfDwc2bN8nlcr+Q6doFQRAEQRAE4WmTHjb04KkVQpK0xz13ys+r+jAD6PM+VCoVNE1DkiRkWaZcLuvBAk3TkGWZSqWib199+FYU5a5t7z1GdXl1/a3HfhLntbW81eM/6Ly3/l4t39Yyb62f6nlXl1WPs7VO7j3PBx2jWq7qdtXjyLLM3r17WV9fZ3x8HE3TUBSFcrmsB23uLUP1+A+qy63XYuuxHlS+6vv3Xvd76+Xe5Z9Ux9Vzrh6n2ua3nlN1na3tZ+u1q+6vun+v10t3dze3bt0iEok88Bhb29qD2sTD1qv+fuLECYrFIpqm8f77739qO63W3YP2q2kaqqryh3/4h/zpn/6pHnzZWg8Pqt/qMLkrV67ovUTuPZ+t1+aTyrj1Ot27HdyZr6e+vp4rV66QyWT0daptoHrd7r02917zrefySWW599gP+vtSPZ+qe//WVK/1oxzj3nLe2yaqx9y6bXWZyWRi7969zM7OMjs7+8BjfVFsvY+F+1zWNG3Xsy6E8MXhlLzaXumFZ10MYr+7n0t/9GfPuhiCIAhfKqdy8MftO6FSftZFER7ivPYOm1r8/g/eiDlk7nNvt/9736su27re1g//Wx/Itm6/df17f67+/iSDY59U3ge9v/X3BwUVqu6tn63bPajuHnaMarnuLZumaSwtLRGJRO7b98Meuh723iddn3vLtzXQc+91v3f9B53LJx37QeuUSqVPLN+D6r+6bT6fZ25uTg/GPOwYn1T/j7Le5cuXcTgcxGKxR2qn1f190n4rlQrf/e539YDHg8753vrNZrNMTk4+MBizdR8Pa7MPKsu91y6VSjExMaGXrfreg9rdw+6rh12/Tzr2g7b5pPN5lPN80DEedq0/adtq2RYWFlhcXPzUYwqCIAiCIAiC8OlEQOYryOv1UiqV2NzcxOv1Issy0WhUH/JRnZ/jWTCbzQQCASKRCF6vl/X19S/8t/HPUiqVeirXKxqNEo1GH9v+KpUK09PTdy1TFIXW1lYmJiYeuE11Dpwn7XGe5y+SUql03zUTBEEQBEEQBOHn98UYJyQ8UaqqoigKqqrq82YYDAY9c8y+ffswGAz6kCGj0ajPVwLo2VuqwzZUVdX3paqqnhXJYDDct42iKPqxq/N1qKqK1+ulublZ/736stlsHDt2jP3799PR0cHQ0NADh1UIX1z3Xvtq2zIYDBgMBqxWK93d3Xq7qb6q6a+/KMMXBUEQBEEQBEEQniTRQ+Yr4Otf/zqlUklPtd3S0kImk6Gjo4MbN26wfft2Ojo6GB0dJZFIcPDgQTRN43vf+x4LCwv4/X5ef/113n//ferq6vD7/dhsNmZmZggGg4TDYT1V8A9/+EM2NzcZHBzE5/Ppkx27XC6KxSKNjY3EYjFSqRRms5ne3l5Onz6Ny+VCkiSmp6dRVZVTp04xODh4V4Yo4cuhs7NTn/zZZrNhNBopFAo0NTWRSCRYXV2lra2NX/mVX+HmzZuYzWZyuRzr6+t3BfUEQRAEQRAEQRB+kYmvor8Czp49S39/P8FgEK/Xy+LiIoqisLa2RiaTYXh4GJvNpveeSSaT3Lp1S3+ojkajZDIZenp6MJlMlEolcrkcNptNT72rKAqXL19mY2MDg8HAwMAAY2Nj+sTI0WiU+vp6ZmdnUVWVbDarpwuvzn+STCbxer36JKULCwvcunXrmdWb8PPZsWMHMzMzRKNR6urqGBsbo6uri0gkQiKRQJZlYrEYABMTE9hsNlZWVqipqRG9YwRBEARBEARB+MoQTz9fASsrK1y9epV33nlHTxddLpf1AEi5XNbTYVssFnK53F1ZijRN491336VSqXDmzBmMRiOxWIxbt25hMpnI5XL6sCSAYrHI0tISr7zyCrdv30bTNAqFAtevX9d/Xl1dxel0kkqluH37NqVSiXQ6zezsLPl8HqvVSlNTk8iW8iU0MjLCK6+8QqlUYn5+npqaGk6dOqVPXLy6uorZbCafz7O+vs7a2homk4mxsTESiQQ2m+0Zn4EgCIIgCIIgCMKTJ9JeC5+qpqaGAwcOcOrUKdbX14H7U+k+zKOm836Sab+FZ0Nce+FZEIHchxJpr4W7iLTXgiAIX14i7fWXg0h7LXwu8Xict9566740wFv/fZhHfdAWD+S/eMS1FwRBEARBEARBeDDRLUX4VOVy+a5gjCAIgiAIgiAIgiAIn48IyAjCLwCRmUgQBEEQBEEQBOHLRQRktnA4HBw6dIjBwUG8Xu8zK4fb7aaxsZGBgQF9gtPOzk7C4TCdnZ10dHRgsVgeaV+SJDE4OMihQ4c4evQog4ODn7qN1+ulvb39K/+QX19fTygUYtu2bUiShN1up7+/X88ctVVtbS27d+9+7GWQZZmuri6cTicAfX191NbW0tHRgSRJmM1mduzYwb59+7Db7Xdt29DQQDgcvmuZ1Wqlr6/vodmM2trasFqt9y03m800NTXR1tb2GM7s4RRFob+/n3A4TE9Pz2Pdt9lspq+vjx07diBJEoqiMDg4+Mj31ONWbVdPQldXF83NzXrGtMbGRurr65/IsQRBEARBEARB+GzEHDJbyLLM0aNH+clPfsI3v/lNvv/975PJZNA0DbvdzubmJiaTiWw2i8Ph0NMzt7a2cunSJSqVCh6PB0VRyGazGAwG0uk0FouFUqmkB1cSiQRmsxmAUqmEw+GgUCiQSqWwWCxomkaxWGT79u0oisLU1BSZTAaHw0FfXx/nz5+npqaG2tpa/T1VVUmn0w88p2KxiMPhwOPxkEqlsNvtGAwGEokElUpFf5A3GAxks1nq6+vp7+8nmUyyvr6O1WqlVCqxe/duzp49q2dVqj7AKoqCoijk83l6enr0rEmlUgmTyYTBYCCTyTA4OMiVK1fIZDLY7XZkWdbfq1QqWCwWisUiJpMJWZb1OtzY2ADuBMzK5TKyLFOpVFBVlXK5jMlkIp/Po2kamUwGRVHwer0UCgUqlQqSJJHL5fTrYLVaqVQqpFIpTCYTlUoFRVEwm82k02mKxSJms5lCoYDBYOD5558nGo1SKBTYtWsXMzMz+rUtFAo4nU4OHDjA9evXcTqdKIqin0c6nSaXy+FwOKhUKvpcKQaDgXK5jNFopFAoAOhlWV9fR5IkLBYLdrudvr4+nE4n4+PjpNNpXC4X/f39LCwsYLFYOHnyJD/96U9RVRWXy0UymaRSqeD3++ns7OSdd94hkUhgtVoxm80cOXKEeDzO+vo6RqNRnwBV0zRkWSafz+v1raqqnvWqubmZXC7Hvn37WFpaIpvNPvA+slqtOBwO8vk8+Xweo9FIqVTiwIEDvPfee5RKJQwGA0ajEVmW2bFjBxcvXtTbsdVqpVwuMzQ0xMTEBG1tbYyNjaFpGl6vF03TKJfLSJJEPp9HURQkScJms1Eul0kkElgsFmRZ1ttHsVgkn8/rmcASiQS/+Zu/ycrKCul0moGBAeLxOJubm5RKpQcO0VMUBbfbTTqdplKpYDKZkCRJv1aFQoF0Oo3BYCCVSqEoCi6XS2+vkiRRLBYpFosYjUby+TxmsxmDwcDJkyeJRCKsra2haZpeh8lkUs9kBqCqqv7KZDJIkoSqqnobk2WZ9fV1/Z7MZDLU1NTQ1dWl39smk4lYLIbVaiUej3/Gv5KCIAiCIAiCIDwuIiCzRblcxmKx4Pf7WVhYYMeOHdTU1BCJROju7mZ+fh6Hw8H09DQ7d+6kXC5z+/ZtamtruXLlCrIs8/rrr7OxsYHNZsNms3H27Fl27NjBzZs32bNnDxsbG6iqysLCAnV1dUQiEbZv304+n+fMmTO0trYyNTVFY2MjdrudoaEh9u/fT6FQ4MaNG0iSxHPPPYemaRiNRnp6ehgbG8NkMnHmzJn7Jkctl8uMjo5SU1OD3W5ncXGRkydPIkkSk5OTXL16lW3bthEOh/H5fIyOjiLLMh6Ph1deeYUbN25QX1+Pqqrs3r2ba9eukcvl6Ovro62tTQ9s7Nmzh+9///scPHiQmpoafD4fqVQKn8+Hoihsbm5SX1/PxMQEmUyGgYEBmpub6e7u5h//8R/xeDyEQiE2NjYIBAKsra1ht9ux2+38j//xP8jlcuzevRuj0QjcCV4kk0lqampobW3l7NmzqKrK22+/jdPp5Hd+53e4evUqwWAQSZKYmZkhGAyyuLhIb2+vHryZnZ2lqakJRVGwWq0kEgni8bge7Nnc3MTtdvPSSy+xtraGqqrs27ePpqYmrl+/zsWLF/UU3SsrKwwNDempxLPZLKdPn2ZxcZGdO3dit9tJJBKEQiGWlpZobW0lFApx5coVzGYzwWCQ4eFhTp8+jc1m4+DBg3qgqLe3l8HBQex2O2+//TayLOs9cmw2G5cvX2ZgYIBdu3bxve99T39Yb21tpbOzk3fffZempiY9sHfixAlu3bqFw+EgGAyysLCA1Woln88TDAa5fv06HR0dlEolnE4nFouFd999l+XlZcLhsB4geJDBwUH27NmD2Wzm5s2bZLNZvafR+fPn2dzcxO/309LSQnd3N6FQSG8XTqeTffv2YbVa9R5aW//9rd/6LRYXFzEYDKiqqgcfFhcXOXHiBOl0mo8++giXy0UgEECSJAqFAqVSSQ/sTU5Osn//fux2Oy+++CKJRAJJktizZw+qqpLNZllfX7+vF1E6neall17iRz/6EbIs09/fjyzLerkzmQwzMzOoqsqpU6dwuVx84xvfIJVKYTab8fl8zM3NMT8/T1dXFysrKySTSaLRKD6fj3/+z/85f/qnf0oikWDbtm168K+mpobl5WXsdjvLy8t0dnaSz+f1YFC1rN3d3eRyOa5cuUIwGGR8fJx9+/YxMjJCY2Mjv/Vbv8XExASyLHPy5EmCwSB//dd/TSKReCx/PwVBEARBEARB+GzEkKUtqkNRRkZGeP/99wmFQjidTj140djYyLlz54jFYiSTSZaXl3G5XGxubuq9DAqFAjdv3qShoYF3332XZDKJz+ejvr6e9fV1rly5Qn9/P4VCQf8Wvhp8WF9fp7W1lZqaGoxGI+l0mnPnzuk9Saqvag+MjY0NLl26xIEDB5idnX1ophqTyYSqqjidTlwuF3Nzc9TW1gJw9epVPShRX1/P0tISGxsbrKys0NzcTE1Njf5tfbU3R1tbG5FIhGvXrjE/P69/07++vk5jYyPLy8uMjo6SzWYZHx8nGAzetf3MzAyBQIBYLEZ9fT21tbXcvn2byclJ8vk8IyMjBINB3nnnHf3BeHR0lK6uLmKxGKFQiEgkgiRJGI1GLBaL3utI0zRSqRTRaBSACxcusL6+TldXF0ajkeXlZebn5xkYGNB7JEiSxNTUlB4k27Fjh967JxaL8bOf/Qy/34/RaKS9vZ3h4WGWl5eBO72cqr0yVFUlFovh8XiYn59ncXERgCtXrtDe3k4ul6OpqYn5+XlUVcVoNGI2m/VeENevXwfuBFm6urq4cuUKmqYxPj6Ox+PRe5YYjUY6OjpIpVIUCgUkSSKdThMKhfD7/Xq5xsfHiUajNDc3Mz8/z9TUFNlslqWlJXw+H+FwGLfbzdzcHA0NDczPz6NpGi6XC6/Xqwcc19fXuXXrFjabjVOnTj20reXzeebn5wmFQgSDQSKRCLIs672FAPx+P06nE4/HQyaT0XvbeL1ezGYzjY2NetDFYDDclRY7FotRqVQ4d+4ct2/fprGxEb/fz8bGhh7o1DSNRCKB0+lkfn5e72nV29uLw+HAZrPpwZtqcLOvr4+JiQnGxsZYX18nFovd9VpZWeHGjRu0tbWhqiqVSoULFy5QKBS4cuUKw8PD7N+/n+HhYb0d5vN5JicnyWQymM1mPfBnNpvZu3cvk5OTehAwHo/jcDiAO2mbZ2dncbvdjIyMMDU1RTKZZPfu3RQKBcbHx1FVlfr6ej2YlslkmJ+fx+l0UigU9DYMMDU1xdTUFA6HA7fbTW1tLe+++67IbiUIgiAIgiAIz5DoIbOFLMuMjY2RSqUoFouk02k2NjZIp9NkMhmWlpbYsWMHFy5cYG5uTh+i4HK5MBgMFItFVldXSafT3Lx5k87OTj766CNOnz4NwI4dOzCbzfzH//gf6ejoYGJiQh/as7m5iaZpvPXWWxQKBYrFIvF4HLvdzk9+8hO6u7tJp9N6L43V1VX8fj+3b99mdXWVhYWFh55boVBgZWWFpaUlRkdH0TSNM2fOAHe++X/vvff0AEaxWCQSidz1oFwoFFhcXMTtdpNKpTh79iwnTpxgY2MDh8PBD37wA6xWqx5QGRoaIhqN6kNChoeHKZfLetBkdXWVd999l2g0qg+zOX78OOvr66yurpJMJpmenqatrY3p6WkAVlZWmJmZYWRkhFwuh8lk4tKlSywsLBAIBPTgR6lUYn5+nrm5OQYHB/H5fEQiEX70ox9hNptpaGjg6tWr/Of//J8JBAJcunQJv99PqVRienqaZDLJm2++qQ9Ju379Og6Hg7fffpvBwUEikQidnZ16nZdKJaLRKGNjY5TLZYrFInNzc3fVfyKRYGZmhtHRUdbX1wmFQpw+fZqGhga8Xi9ra2tYLBbK5TIAm5ubLC0t6T0p0uk0U1NT+rCn6vCWhoYGbt68qQctfvKTn7C+vg7A8vIyPp+PW7duIUkS/f39JBIJbt++rQ9XcjgcbG5uEolEOHPmjB6oi8ViXLt2DYPBwI9//GM9eOf3+z+1R0Uul2NlZYWzZ88yMTGB0WjkzJkzrKys4Ha7WVtb04dFTU1NkU6ncTqdrK+vUy6X9euXSqVIpVIsLS2hKAqapjE5Oan3GgkEAmxubvLWW29hNBrZuXMn586dY3l5mdbWViKRiB6oXFpaolQq8eabb+rXuVAoIMsyFy9eZNu2bQwPDzM4OMiHH37IyMjIA4MVGxsbtLa2cvv2bfr6+nC73fpQp5WVFUZGRkilUsCd3mnLy8vkcjkWFxcpFAp6wGhqaoqRkRH279/PRx99xMTEhD7sDiCZTCLLMlNTU+zcuZOLFy8yOztLNBplYGAAh8PBz372M0KhEEajkQ8//JD+/n5SqRSSJLG8vIzNZiMcDuuBy/X1dX3Yl9vtpqWl5b52KgiCIAiCIAjC0yN9Eb4hlSRJe9gko192kiTR3NzMkSNH+O53v/vQ4R6fhclk4sUXX+TWrVtMTEw8ln1+Flt7LTyNYz333HNkMhkuXbqk92r5rMffv38/NTU1/OM//uNTLfvu3buxWCyf2rvkSZfjsxz7cV3fh+3nk977LMeuDs06evQof/7nf06pVPpc5f15KIrCL//yL3P16lU9gPgkmM1mvvWtb3H69OmHHudp3ptfRNUei8IDXdY0bdezLoTwxeGUvNpe6YVnXQxiv7ufS3/0Z8+6GIIgCF8qp3Lwx+07oVJ+1kURHuK89g6bWvyBGXNEQOYpehIPSV/1By9BqHrW98LTOv6zPs8vAxGQeSgRkBHuIgIygiAIX14iIPPl8LCAzKdGQSRJMkuSdEGSpGuSJN2UJOn//vHyFkmSzkuSNClJ0vckSTJ+vNz08e+TH7/f/FjP5kvsSTxEiQczQbjjWd8LT+v4z/o8BUF4esRnMEEQBEH4xfYo3VLywDFN07YBQ8BLkiTtA/5fwH/SNK0dWAd+9+P1fxdY/3j5f/p4PUEQBEEQBOGzEZ/BBEEQBOEX2KcGZLQ7Uh//avj4pQHHgP/fx8v/HPiVj3/+5Y9/5+P3X5CqeWu/JBobG3E6nc+6GI/NwMAAx44dw+/3841vfAOXy/XEjxkIBNi5cyednZ34fD5UVeXo0aP6pL6fhd/v5+TJkxgMhruWWywW9u/fj9VqfeB227Zto76+/ucq/7Pk9XrZt28fcGfOkO3bt7Nr1y4CgQCyLDM0NEQoFHroPrYOAVQUhZ6eHpqbmwGoqamhra3t5yqbLMv09vayZ8+e+9JCf5pqFrOHlbVKVVUOHjxIR0cHe/bs+UzHqaaD/izr9/X10dLS8pmOIwiC8KR9FT+DCYIgCMJXySNlWZIkSQEuA+3A/xeYAjY0TavOnrkAVJ9864F5AE3TSpIkJQAfEL1nn78P/P7nPYHHzWAw8M1vfpPr169z6tQpmpqakGWZmZkZfD4fVquV1dVV7HY7cOch0+l0MjIy8oWdt8BisdDc3Mzp06c5duwY//RP/0Q4HKZSqWAwGCiXy6iqSiKRIJ/Pk8lk8Pl8GAwG8vk84XCYcrnM7du3cTqdeL1eNjc3cTgcGAwGVldXKZVKegpml8tFa2srra2tnDlzhnK5TCgUYt++fVy9epVcLkdtba3+IJ7P57HZbJTLZaxWKxsbG3omKVVVOXbsGCMjI/j9fj2tdF1dHZlMhtbWViYmJshkMjQ0NKBpmn4ubW1ttLS0oKoq0WiUuro6Njc38fl8SJLEzMwMuVwOr9erpw0uFot4vV40TaNQKFAqlXA4HMzMzOgZaqp1pigK5XIZv99PLpcjkUigKArxeByj0UhDQ4OeVtvpdGIymUgkEsiyjNVqpVQqYbfbWVtb01MeOxwO7HY7hw8fZn19nUgkQjKZpLu7m1KphCzLdHR0YDAYWFpawmq14vV6yWQyaJqGx+NB0zS6urr46U9/iiRJfPOb32Rzc1NPn76xsUE2m9XPJRqNUqlUaG1tJZlMYjabyeVyejroQqGgZ0eqtveDBw9y7do1PVvSVlszIKVSKaxWK4VCgWPHjvEP//APZLNZrFYrdrsdVVXZt28f7777LhsbG5hMJmpra/VrWyqVaG9v5+LFi/cN1ZEkCY/Hg8PhIJVKEQgEiEQiBINBrFYr6XSaeDxOpVLRAzROp5NKpUKlUtHvY0mScLvdesai1dVVPcuaIAjCs/akP4OZefCXGoIgCIIgPHmPFJDRNK0MDEmS5Aa+D3R/3gNrmvZfgP8Cdyb1/bz7e1y6u7tZWFigv7+fsbExjhw5QiKRoK6uTk89PT8/r/c2yOVypNNpRkZGnm3BH0LTNBobG9m9ezdms5kjR44QiUTo6ekhkUjg9Xqpra3ljTfeYHl5mUwmQzAYpL29nfX1dZ5//nlisRhnzpyhqamJhoYGxsfHCQaDLC8vs337doaHhxkbG6NQKPD1r3+dubk5ZFlmcHAQg8Ggp/GtCgaDdHd36w/hsViMzs5OGhoaeOutt/D7/bzxxhv6w7LL5WLPnj1omkY0GsXtdrOysnLXQ3pjYyPd3d36uVSDPK+++ipzc3N4vV7W19cJBoMkEgmsVisfffQRJpOJb3zjG/zsZz8jEAiQy+XYvn07S0tLLC4usm3bNv7sz/5M39fExATpdJpQKKSnk47H4ywsLOjBFUmSeP311/mnf/onVFWlq6sLTdOwWCzMz88TCoVIp9MYjUZ+8pOfoKoq27dvJx6PY7FYUBSFAwcOMDY2Rn9/P8vLy3R2dlJTU3NXPXq9XgYGBlBVFbPZzPT0NJqm3dXbo7e3lwsXLmA0Gjly5AiTk5O43W6cTicTExNsbGxQLBY5ePAgkUiEcDjM1NQUy8vLtLW1IUkSvb29/NM//RPRaJTR0VEURaFYLD6wvTU3N7Nt2zaCwSA3btxgbW2N7u5uOjs7+cEPfgDcCYw0NTUxNDSE1+vVU8NbrVZ6enr0NNsANpuN48eP39cTSpIkVFXFaDRy9epVfv3Xf53vf//71NTUoKoqv/RLv8Rbb72l76uaKr2trY3bt28Ti8VoaGigUqkwPT2NoiicPHmSkZERLl++LAIygiB8ITzpz2BOyfuF+QwmCIIgCF81n2nMgaZpG8B7wH7ALUlSNaATBhY//nkRaAD4+H0XEHschX3SbDYb7e3tfPTRR/j9fjo6OtA0jWQyidPpxGazEY/HKRaLqKrKpUuXUBSF2dnZL2zvGLjzkBuPx7l58yaSJFFXVwdAKpVifHycmpoaUqkUPp+PaPTOl2hDQ0O4XC59eFOhUEBRFLxeL4uLiySTSbLZLG+99RaBQIBKpUImkwGgpaUFg8GAwWDAYrEQCoXw+/0A+rCjqakpampqiMViuFwuKpUKqVSKcrlMMBjUeyDBnYCSyWTCbrdz+fJlPB4Pq6urzM/PY7fb9aEw4+Pj1NbW6ueSTCZZX1/H5XIRDAaZm5tjcXFRP5bP5wNgeXlZ7zlTqVQwmUyk02lKpRK1tbVYrVYURUGSJG7evMmhQ4c4cOAAHo8Hm83GhQsXMBgM7Nixg0gkQqVSIZvNcurUKfbs2UM6ncbpdJJIJCgWi/j9fux2O1arlVQqRSwWQ1VVOjo69PVKpRKFQgG73a6/amtrCQaDwJ0hPQBNTU36ELudO3eSyWRIp9OUy2UkSaJcLpPP5zGZTHovGqfTidPp1M/F4XBQqVR455136O/vx2KxUCgU6OjowGQy4XK5OH36NHv27CEWi2EymRgfH//ENi9JEolEgtraWvx+v97bJJfL6dcqHA7T0NCA2+2mWCzqy0OhEIFAgHA4jM1m04NTw8PDXLhw4a7X4uIiLpeLa9eukUqlWFpaor29nUwmgyzLSJJEOp3GYDBw7do1SqUSiUQCs9lMoVAgGAxiNpu5dOkSJpMJTdO4cuUKLS0tpFKpB56bIAjCs/KL/hlMEARBEL6KPrWHjCRJNUBR07QNSZIswHHuTBL3HvAN4LvAd4AffLzJDz/+/ezH77+rfUnSgiiKwujoKFNTU/z1X/81JpNJ/6bc5XLpD/8rKyt674sbN26wurr6rIv+UAsLC2SzWSqVCt/73vcYGRnB4XBw4cIFVldX+d73vqc/xFaNjIygqiqZTIZYLKY/zCeTSRKJBJqmMTIygqZpXLhwgbm5OX3bv/mbv8Hn83Ht2jWKxSIXL16kvr6excVFcrkcAJlMhhs3bjA1NaXX58LCAtevX6euro719XU0TaNSqXD16lW9xw3A6dOnaWtrI51O89FHH+k9GTY2Nvjud7+rn4vT6USWZTY2NlhfXycUChGNRrl8+TKZTIZsNquX+fz585TLZRYWFmhra2N6eppMJkM4HGZ+fl5fLxaL8bd/+7d6gCmXyzE/P8/MzAwWi4XFxUV93dHRUSwWCxMTExiNRorFIufOnaOzs5Pbt2+TzWb1IT+5XI5Tp07pw3U++OADPYixublJLpcjn8/j9XopFossLS3p11bTNHK5HBMTE7hcLsbHx7l06RKyLFMul/nxj3+sB4lWV1fJ5/MoikIymeRv//ZvSSaTACwuLvKTn/yEzc1NotEozc3NmM1mSqUS8/PzmM1mstmsHsD5JCsrKySTSVZXV1laWkKWZU6dOsXExIQeeFleXgZgaWmJXC6n7y8Wi3Hr1i1mZmbIZDLE43F9X+Xy3en8IpEIRqNRD5a9+eab+Hw+VlZW8Pv9bG5uMjIyos8HNTU1RaVSIZ1OE41GKZVKtLa2AjAzM6MPZUqlUp/Y+0cQBOFp+ip9BhMEQRCEryLp0/6fliRpkDsTxCnc6VHzN5qm/T8kSWrlzgcBL3AF+E1N0/KSJJmBvwS2A3Hg25qmTX/KMbTPOkHo0+bz+XjppZeYn5/n0qVLem+Qr5K6ujpefPFFbt++zdWrV8lkMvrkrufOnftM+9q3bx/lcplLly498zS+AwMD+P1+3n///cdWlrq6Og4cOMCPfvQjCoXCY9nns/KLdC4P43Q6OXnyJG+++aYYrvQl90XusfgFcFnTtF3PuhDCo3kan8GcklfbK73wJE/jkcR+dz+X/ujPnnUxBEEQvlRO5eCP23dCpfzpKwvPzHntHTa1+AMn2f/UgMzT8GUIyAiCIAhfDiIg81AiICPcRQRkBEEQvrxEQObL4WEBGREFEQRBEARBEARBEARBeMoeKcvSV8UXobeQIAjCl1U1vbggCMJn5b+WpOMv/tWzLoYgCMKXiiEt0aCdfdbFED4HEZARBEEQBEEQnint0jCtl551KQRBEATh6RIBmS3Et7uCIAiCIAiCIAiCIDwNYg4ZQRAEQRAEQRAEQRCEp0wEZARBEARBEARBEARBEJ4yEZARBEEQBEEQBEEQBEF4ykRARhAEQRAEQRAEQRAE4SkTARlBEARBEARBEARBEISnTARkBEEQBEEQBEEQBEEQnjIRkBEEQRAEQRAEQRAEQXjKREBGEARBEARBEARBEAThKRMBGUEQBEEQBEEQBEEQhKdMBGQEQRAEQRAEQRAEQRCeMhGQEQRBEARBEARBEARBeMpEQEYQBEEQBEEQBEEQBOEpEwEZQRAEQRAEQRAEQRCEp0wEZARBEARBEARBEARBEJ4yEZARBEEQBEEQBEEQBEF4ykRARhAEQRAEQRAEQRAE4SkTARlBEARBEARBEARBEISnTARkBEEQBEEQBEEQBEEQnjIRkBEEQRAEQRAEQRAEQXjK1GddAEEQBEEQBOGrTampodDX8KyLIXzFmebilKZnHnl97cA2KkblyRVIED6FXCgjfXjtWRdD+BxEQOYedrud5uZmZmdnSSaTz7o4z4SiKLS1tTE5OUmlUrnv/fb2dubn58nn84+0P6vVSmtrK4uLi1gsFpaWlu5bR1VVwuEwKysr5HI5fVlvby8TExOEw2Gmp6cpl8uf7+QeoqmpiXK5TG1tLXNzczQ1NTE9PY2iKHi9XlRVZXp6Wi/fp7FYLPT29rK8vPzAc37cgsEgy8vLD12nrq4Oi8XCzMzM5z5eIBDA4/GQzWaZnZ1F07RH2k6WZRoaGohGo6TT6c90zOq2a2trZLPZz1xmq9VKS0sLN2/e/EzbqapKR0cHc3Nzn7nMz4rf78fhcDAzM/PI1+bT2O12gsEgt2/fplQqPZZ9CoIgAEgmI3mP4VkXQ/iKM0ZMn2n9gttI2SQGHAjPjpJT+GytVviiEX9B7mE0GvkX/+Jf3PUAoygKsizrL0VR9GWKcicqLkkSiqIgSRKqqiLLsv6zJEl37ctgMGA0GlFVFYPhzocPVVVR1TvxMYPBoO9XURR9PVmW9feq22/dR7VcW6mqitFo1Nepbi/Lsr68Wh5FUTCZTEiShCzLdx2/ei7Vc5QkCaPReNc5Vsu4VfU43/rWt/R62lpH1XOq1lF1fZPpzp+Wr3/961itVr1MBoMBk8mk12+1DA+ytU63Ltt6vK3X5ciRI4TDYV577TXq6ur4pV/6JZqamqivr6empoZjx44RCAT0Oq7W5dZreu8+X3nlFUKh0H3Lt9ZZdftq/d5bh4/Cbrfzb//tv8Xv9991nve2r3A4zP79+/Xfq/WztU1tbWvVMt5bj83Nzfzqr/4q6XSa7du3c+TIkbvO5d76r55bQ0ODXsbqNd3ajqplrh6/+l719+p1r/5eXXZv3VfPaeureh7f/OY3MZvNd9Xzvfdtdb9bz+e5554jGAzetaxqa3mq5y3L8l33TPXnrar359Z6APR93fv3Yuv12rrf6t+frX8LGhoaOHDgwF3H3NrmttaxLMv09/ff9Tdl6z0iyzKdnZ0EAgGOHj2K0+m86x78edqsIAiCIAiCIHzViR4y9+jr62N8fJxUKoWqqrS2tuL1elEUhZWVFdra2ojFYrjdbrLZLC6Xi/fee4+enh4CgQBjY2OEw2HW19exWq1omsbS0hKLi4sA7N69m/b2dux2O6Ojo7S0tPCTn/yEzs5O/H4/Y2NjtLS0kM/nGRsbo6GhAUmSaG5u5qOPPqK/v5+ZmRl2797NjRs3MJlMBINBbty4gaqqaJrGRx99BNx5+HrppZdwu91YLBYuX76M1+vFarWyuLjInj17mJqaIhwOk0gk9Ifyq1evsnPnTpLJpP4AmkwmsdlsbG5u/v/Z+/Mgua77zhP95L7ve2bte6FQKwpVWAobAQIkSIEUSYm0bC2Wu9XuLV5vY7/2zDheTExMT8/i6ehxdL9xtCPatmZsy3qWLUqiKIIkSIDYiLUA1F6ofclaMisr9/W+P8A8QhEgCHARBel+IhCoyrr3nHPPPbeizvf+fr8v7e3tADz99NP89V//NR0dHczPz4sIkzfffJNSqYRSqWTnzp0oFAqcTiehUIhAIIDb7UalUpFMJnE6nTgcDkZGRujs7GRhYYH+/n6SySRXr15FoVBgNBrZtWsXkiSxZ88eCoUCIyMjAFRWVrK8vMz58+e33Eefz0dzczNut5t33nmH9fV1gsEg7e3thEIhfvKTn7C8vCyOLxaLfO9736NUKtHf309VVRWlUomuri5u3brF0tISe/fuZe/eveRyOS5fvkx9fT06nY5wOExnZyeSJPHqq6+ysrICQKFQIJvNbokk8nq9VFVVoVKpiEQiVFdXk81mMZlM5PN51tbWWFtbE+vlYeno6GBoaIhjx47xve99jxMnTgB3NubvvPMOO3bsQKfTMTMzIyKggsEgFouFixcv0tPTg81mY3l5GY/Hw+DgIO3t7bz//vs0NTXh9Xr53ve+Ry6XA+BrX/sa586dY3Z2FqfTyQsvvIDL5WJycpKenh7efPNNamtr8Xq9XLlyhaqqKiKRCPv27SMcDpPNZhkcHKSxsVFEWjidTorFInq9nsHBQfr7+8VcB4NBtFotk5OTbNu2jbGxMQ4cOMDMzAyxWAy/38/4+DiDg4PAHWF1YGCAaDSKWq3G6XSi1+uZnJzE6/Xy5S9/mY2NDX76058iSRI1NTWEQiFWV1fR6XQ4HA42Nzfxer3odDrOnz+PJEliLQaDQa5evcrExARwJ1romWeeYX5+nnQ6TS6XIxKJEAqFMBgMjIyMYLPZSKVSDA8PA2AymXjhhReQJImhoSECgQDJZJJIJILH4yEUCjE8PExraysbGxskEgn8fj8XLlzA6/WSTqeFODk3N0dTUxPBYJD33nuPQCBAKBTCYrGINaJUKunu7sZsNmMymZifn2dgYIBsNsu5c+f4p//0n/Inf/In2O12dDodc3NzDA0NIUkSXq+Xb33rW/z0pz/F6XRy/Phx5ubmiEajVFdXs7m5yTvvvPNIa1ZGRkZGRkZGRkbm1x35teaH2L17t9jcNzU1sWPHDoxGIxUVFeTzeTo7O9nc3GTnzp2YTCZaW1s5duwY+/fvR6PR4HQ6aWtrY21tjbq6Onw+H7FYTLRffqNcKpXIZDJs27aN3t5efD4f2WwWlUpFsVhk3759uN1ujh49SiaTobKyEq1Wi8/nQ61WY7FYyOVytLS0EIvF8Hg8PPXUU/dcj91uZ2VlhUKhwL/4F/8ChUIhxBKr1cr4+Dher5ehoSFaW1tZXFyktbWV1tZWzGYzR48eRa1WY7fbOXz4MIVCQYgVuVyOQ4cOEQ6HhVByd9SQVqvlyJEj3Lhxg2w2i06no7q6msrKSgYGBqiursblcnHp0iVSqRShUAi1Wo3f7+fs2bN86UtfAiCXy9HU1ITBYMDlcrG0tMS2bds4ceIE6+vr6PX6e667u7sbr9dLJpMRUQPNzc1YLBYMBsN9060ymYwQAA4ePMjS0hK7du0iEAiwvLxMPp/nypUr9Pf3c+zYMZE+pVQqMZvNZDIZGhoatrT54VQRg8Eg5jSfz6PX69mxYwdra2s0NzcTCAQIh8MPvV4BrFYrdXV1qFQq+vv7MRqN+P1+sbG32WxkMhmOHDki7s/evXuJxWLodDr27NnDwYMHyeVyJJNJAoEABoMBr9fL/v37sVgsZLPZLVEoRqORfD4P3BGz1Go1ZrMZi8VCZWUlhw4dwmw2k8vlsFqtPPnkkwCsra2xuLiIz+ejoaGBnTt3cuHCBZ577jnq6upYW1sjFAphs9mw2+3Mz8/T09NDKpWivr6e+vp6AoEARqORYDDIrVu3ePLJJ4lEIhgMBjE+hULBE088gcvlIpfLUVtbi9FoxOVykc1mee+99zh27Bi7du3iq1/9KvX19Rw4cACr1cq2bdu4efMmS0tLpFIpWlpaqKqqAu48T3v37mVjYwOj0Sj6i0QiuN1unE6nEO1SqRT5fJ4nn3wSq9XKsWPHtqQAKpVK/H4/Q0NDHDp0iM3NTbRaLbt27aJUKgmBtLy2amtrSSQSWK1Wjh49il6vJxgMCoGos7OTaDRKR0cHoVCIycnJLevcarWyd+9eJicnaW9vx+v14vF4iMViVFZWsrm5SWVlJQaDgWg0yoEDB8SznMvlWF5eZn19nXQ6zejoKJ2dnTz//PNEo9H7RijJyMjIyMjIyMjIyDwYWZC5C7fbzbZt2ygUCvT19XHs2DE0Gg1dXV1sbm4SCARQKpV4vV6USiXpdJr19XV2797Nu+++y5kzZ1CpVFRVVaHT6RgdHWXv3r0kEgnRh9FoFCkrBoMBvV6P2WzG4/EQDodpbW2loqICrVZLJpPhwoULHD9+nGKxSH19PXa7HaPRiFKpJJVK4fV6WV5eJhqNcubMGY4cObJlc5TP5zEYDMTjcVZWVoSgUU53yOfzW9KWdDodLpcLo9FIqVTinXfe4fDhw2QyGUZHR9mzZ48QNU6ePElraysrKyvirfvMzIxIdZAkCavVSmtrKxqNBqvVitlsZnZ2ltXVVXp6eujp6RHXa7FYREqFRqNhcnISo9EortloNIqUCpPJhNFoRKvVsrKyQnNzMw6HQ1y3QqHA6/WysrJCLpejra2N8fFxtm/fztjYGMVikbq6untScQAuXbqEzWbjJz/5CUtLS0SjUYrFImazGY1Gg9FoRK/X43Q6WVpaEpFJOp0Ok8kk2tFqtXg8ni1RCul0Wszp008/jdlsxmAwMD8/j0ajIZ/PP3JtjtbWVubn5/nLv/xL0uk0u3btQqfTUSqVMJvNtLS00NHRASAEmmw2SzAYFOtiaWkJk8nE3NwcpVKJuro67HY7kiRRUVHBxMTElrSUH//4x3R2dlJRUUFjYyNXrlwhHo9TV1eHxWKhVCpRW1vL4uIixWKRd955h4MHDwJ3opfKxxgMBvx+P5OTk2LNlO9tOY3HYrHw5S9/Wax3i8Ui7n06ncZsNiNJEmtra2J8VquVn/zkJ3R1dWEymfB6vXi9XvR6PdlsFrVazfDwMIODg7z++ussLCwwMjLC3r17qampoa2tDY1Gw/PPPy9EKqvVil6vF3VzotGo6C+bzXLjxg2sViulUgmFQkFrayvV1dVotVqKxSJXr17lwIEDYs0plUp0Oh3JZBKdTofFYmFmZoYbN27Q29vL8PAwxWIRjUYjrn1hYQFJkvjZz37Grl27SCQSJBIJGhoa8Pl8rK2tsbm5SVVVFVVVVZjNZnHfytFNPp+PpaUlISiq1Wox32q1mkAggFarZWZmRghIhUIBnU6Hx+PBZDKh0WgwmUwYDAYMBsOWaDMZGRkZGRkZGRkZmYdD8VkVe/xUg1AopF+GGgR2u50dO3YwNzeH0+kkHo+j1+spFArk83ni8Thms5lsNotGoxFpPFqtFkmSWFhYoKqqimKxSDgcxuVyIUkS4+Pjoo/a2lr0ej06nY5YLEYgEGBmZobm5mZWVlZIJpP4fD50Oh23b99Gp9NRLBbRarW4XC4KhQLr6+vYbDZGRkbo6+sjlUqxsLAgIm9mZ2eRJAmFQsHLL79MPp/n2rVrJBIJOjo6mJmZIZPJ4Ha7mZycpLm5mYWFBSoqKlhfXxeRDpOTk+j1eiRJEpEeuVyOyspKpqamiMVi+Hw+FhYWqKmpoaqqiomJCebm5oA7osj27duFiBEOh0XaU7FYJJfLUV9fTy6XY2RkhNbWVmKxGP/gH/wD/q//6/9iZWWFlpYW5ufnqa2tZXp6Gr/fz9raGhaLhWKxSCAQ4NatW7S1tTE5OSmK1VqtVnp7e1lZWeH27du0tLTgdDpF7YvR0VFyuRyTk5P3FUAaGxsZHx+nqqpKRBjt2LGD2dlZGhoamJ6eprW1lampKTKZjBCDNjY2mJ2dBe5Ew/T19TE1NSU+s9vtOJ1O4E46kcPhQK1Wc/PmTfr6+rh+/Tqrq6uPtG6bmppIJBIsLy/T3t4uBLFIJILf72dlZYWKigpUKhUrKyvo9Xrm5ubw+/0kk0kSiQQvv/wyMzMzYk68Xi/FYpHp6Wk6OjpYXV3l+vXrYh2U09Gee+45JiYm+N73vofFYqGhoYFSqcTk5CRtbW1EIhHRZ3me7XY7Wq2W+fl5bDYbpVJJpAfF43EhTrpcLuLxuIg8KxfxValUhMNhKioquHbtGk1NTdhsNgYHB4lEIsCdmjp+v59CoUAsFqOjo4NsNsvi4iJOp5PNzU02NjbE8aFQCK1WSy6Xw+Fw4HA4GBoaoq2tjXQ6TSaTQavVsry8TEVFBWq1msHBwS2Fv10ul6jnkslksFqt+P1+9Ho9y8vL5HI5crmcKPCs0+no7u5mdHQUn89HIBAQIm42m8XhcPDee+9ht9sZHx+np6eHjY0NlpeXheBmMpnIZDJsbm7S1tZGoVDg5s2bNDU1oVQqKRQKDA4OirmvrKzEZDKRTCbJ5XJUVFSQyWRIp9M4nU5WV1exWCxkMhlWV1dFdJ9SqaS9vZ1MJoPdbmdhYQG/38/m5ibV1dUMDw8zPz//SOv28+R+xchlBJclSer9ogch88uDVeGU+hWHv+hhoK4Isbmz4osehsyvOZaxDYq3Rh/6+OzxnXJRX5kvFFWmhO6197/oYch8DBekN9mUIvctfCoLMr/CKBQKvvrVr7KwsMCZM2e+6OE8FHV1dTz77LP8p//0nx4pUsRkMpHL5UQazf149tlnsdvthMNhzp49+0vllvPCCy8Qj8d56623PlcnqfsRDAb5yle+wuTkJCMjI6IuysehUChwOBwMDAwwOTnJ8PCwvBH+lKhUKr761a8iSRJLS0ucPXv2gWta5v7I6/CByIKMzBZkQUZG5ufIgozM44YsyDweyILMrzFWq5VCoUA6nf7MrG8/T/R6vUjR+DyECZ1ORy6X+6Wbi3Ktjl+0GFOmnEYjWxn/cqDT6R7aVl7mXmRB5oHIgozMFmRBRkbm58iCjMzjhizIPB48SJCRXZY+JeXCnMvLy6ImRtmyWaFQEI1GUSqVor7Dw77t1ul0NDQ0cOvWrXt+Zjab0ev1W2pmfBSbm5uPdD0ej4dEIkE6nRb1OyKRyEMJGBqNhkAgQCwWE65NHo+H9fX1h77uTCZDJpN54DFmsxmtVivSTYLBIOvr67hcLpEO4na7SaVSpFIpcZ7RaMRkMt03Jah83zY2Nh5qnJ815Ro1LpeLcDj8sXPwWfOoQozf7yccDot1odfrsdlshMNhFAoFPp+PaDT6saJCuRaJ3W4XhXA3NjZwOp2imHA8Hv9MoplMJhNutxulUkmxWBSFpstfR6NRYaldrrfyYVQqFcFgUNi3S5JENptlY2PjMxVQPtyWXq/HarWytrYmiw0yMjIyMjIyMjIyvyLIku6nRKlU8q1vfUs4rphMJpxOJx0dHRw8eFBs8F5++WVRO+Rh0Ol07N+/H5/Pd4+DSVVVlbA1/qzQaDT4/X6OHj1KY2Oj+KxcwPhhMBqNfOtb36KlpQW4U9T2xRdfxO12i2PKTkmfhsbGRo4cOSJqpVRVVaHX6/nOd74D3BHCDh8+TGtr65bzvF4vX/3qVz9y7G63m1Ao9NDX+1njcrn4/d//fSHo/TJTWVm5ZZ6sVivf/OY3gTvPxIkTJ4Qz0UehUqno6enB5XLxb//tvyUQCPDkk0+ye/duOjo6+O3f/m0qKyt5+eWXqays/NRj3rZtG83Nzfzbf/tvhavSt7/9bbq7u+nr6+OZZ57BaDSKukf3w2w2s3//fk6cOMGxY8c4fvw4Tz/9NDU1NZ96fA/C5/Nx4sSJ+zqKfRF8kc+JjIyMjIyMjIyMzK8KcoTMXdhsNg4cOECpVCKdTmM0Gpmbm6O5uZl33nmHhoYGzp07R7FYJBQKUVlZST6fx2w2c+DAAfL5PBMTE/h8PuFeFAqFqKioIBAIiLQUt9stip/GYjGqqqqYmZkRtrlqtZo33niDv/7rv+af/bN/xltvvcWZM2fQarW0tbVRVVWFzWajurqauro6SqUS7733HoVCQYwrHA6LKINyoU630BnAzgABAABJREFU243FYmF2dhar1cq5c+dob28Xb/3Lzjc7duygubmZd999l4qKCpRKJXV1deh0Os6cOYPT6aS6uppMJsPp06dFdEU2myWbzYqolLINtt1up6mpCbVaTbFYZGBggP/tf/vfyGQyHDx4ELPZLIr+KhQK0uk0Op2O+fl5SqUS09PTmM1mtm3bhsFgIJVKUVVVxVe+8hWuXLlCMBjk0qVLWCwWYVtcXV0tiowqlUo6Ozvxer24XC5aW1vx+Xwkk0muXLlCsVjE7Xbj9Xp55ZVX+KM/+iMmJydF0VW1Ws3y8jK7du0in8/z/vvv09vby3vvvUcgEBAuNRaLheHhYbxeL4uLi7jdbhQKBWazmVgsRj6fZ35+nvX19fuuv/X1dUwm0xab9IfB4/HQ1taGy+ViZGSElpYWwuEwxWIRo9HI8vIyHo+HxcVFGhsbmZiYYOfOnRSLRa5cucLo6M9Dc5VKJQMDA6TTaRE14vF48Hq9jI2N0d7eTiqVwuFwMDo6SlNTE0ajkZmZGRobG/mN3/gNLl++DNwR5Jqbm6mtrWVsbIzbt29vGfeePXvI5/PMzc1hNBq5ceMG8Xicb33rW7zxxhsUCgWuXLmC3W7nN37jN/hf/pf/Zcv51dXV7Nixg4sXL4qiyjabjYsXL943wuXmzZtks1l++7d/m/Pnz2M0GmlsbGRmZobbt2/z7/7dv+PatWv4/X5SqRQjIyP3tBGPx/nBD37Aiy++SCKR4NSpUzz//PPs27eP+vp6zp49S2dnJ2q1mqGhIWpqalhZWUGSJOrr61lcXLwn6s3hcNDb28vGxoZwcdNoNLzxxhv09PSgUCiYm5tDrVbT3t6O0+nk6tWr+Hw+lEolkiQxPz8vrOqvXbtGIBAgk8kwNDS0pa+enh7sdjtms5mRkREMBgMbGxs0NDSISCGPx8PMzAxarRaHw8GFCxe2rEmdTsd/99/9d/zH//gfcTgcGAwGxsfHReFqGRkZGRkZGRkZGZmHQ37FeRelUom+vj5WV1fp6uoiGo3S1taGSqVi586dSJJEsVjEYDCwa9cuFhYWRGrB7du32bNnDz6fj23btqFUKlEoFBw/fpz5+XmRcqFWq9m/fz/hcJjNzU2cTic2m429e/cSCoWwWCwEg0EqKiqIRCLC9QbuRCWU7ZsB/uE//IdcunSJ/fv309DQgEKhYNu2bXR1ddHQ0EBHRwdLS0s899xzVFZWYjabCQQCpNNpDh8+zBNPPCE+y+fzrKyskMlkmJmZob+/H6vVSldXF06nk9raWnK5HL29vXz5y18mm81SWVl5T82Tux2Zyjz99NOo1Wpqa2spFArMzs6KeausrBTtzs/P88QTT7CxsUFfX59IWQE4evQoa2trIq0kmUwSiUTo6+vj4MGD4m39oUOHyOfzLC0tif7dbjd79uxhZGQEu93OsWPHGBsb40tf+pKI1jGZTLS1tZFKpYRLlE6nQ6/Xs337doLBILt27SKTydDe3o5araa3txdJkojH47S1tREMBunp6aFQKKDVajGZTBw4cIBIJMLAwAA+n4/a2lq+8Y1v3PPva1/7GnV1dZ9o3XZ1dWE0Gtm5cycAHR0dpFIp+vv7GRoa4tvf/jYVFRX4/X6qq6sxGo3s2rWLwcFBEdVy9zOwsbHB/v37Rb0dk8lEfX09vb297Ny5kxs3btDX1ycsu+vr62lrayObzTI0NMQ3v/lNJEnC5XKxf/9+CoUCzc3N94y7r69PpJiV104sFsNgMIgIFUmSCIfD+P3+e86PRqN0d3fjcrnI5/Ps3buXioqPrj+QTqdFuo8kSSSTSbFWk8kkmUwGl8vFysoKPT09922jVCptSYOLx+PCtau7u5tXXnkFlUpFXV0dDQ0N7NmzB7vdzr59+wBoaGgQwmwZk8mEWq3mqaeeIhAI4HQ68Xq9NDQ0oNfrOXz4MDabDbjjnLVt2zYaGhqIxWIcPXoUu91OV1cXgUCAiooKmpubOXDgwH3TDCORCLt37yYUCtHS0oJarebYsWPk83mam5uF8FoWjW02G16vd0sb2WyWZDJJKBTC5/MRj8d54YUXRMSajIyMjIyMjIyMjMzDIQsyd6FQKIQdcy6XQ6lUotPpeP/99zlw4IB4w69UKgkGgwQCAVZWVtBoNCSTSXQ6HUqlEq1Wi1arRa/XY7fb8fv9SJIkLHG9Xi+hUIhoNMqOHTtElI1KpSKRSFAqlUSaUj6fx2azoVAoUKvV+P1+TCaTSIXyer0sLS1RKBRQKBRMT0+TSqXo6+vDarUiSRJra2tIkkQulxMCh1qtxu12o9PpuHbtGrFYTNSmKR+j0WhQq9ViXPl8Hp1Ox82bN6murub06dPYbDYsFgtwJwWl3EZ5nvR6vbDRLkfxGAwGUUQWEO5I5c3/1NQUxWKRhoYGwuEwcCelqKWlRQgyhUKBXC6HXq9HoVBgNBrRaDTC7litVos+VCoVPp8Po9GIWq0WG+C763FIkoRGo6FUKonr8fl81NTUUCwWMZlMZLNZEokERqORV199lSNHjpBKpbh9+7ZYO+3t7SwuLtLc3IzZbEatVrO4uIjRaEShUDA+Ps6bb755z79Tp06xsbEh1tOjsLi4SFVVFT/84Q/J5/OkUilisRgmk4lCoUA0GqVYLIpohvJcr6+vs7Kyck97t27dwuFwoNfrKRaLbN++nWw2i9lsJp1OE41GKRQK+P1+GhoaKBQKGI1GEokE4XCYSCSCVqvFYDDgdrtZW1vj5s2b92zYo9GosI1fW1vD4XDQ2NjI5OSkqBvjdDrp7Ozk7bffvmecm5ubXLlyhb179zI7O8u1a9doaWmhsrISu91+37nSarWEw2EMBgNKpRKTyYTFYqGxsZFMJsPk5CRqtVrYQH9YPAHEeiu3oVKpyOfzSJKEzWbDarXy3nvvsb6+ztzcHAcOHMDj8bCxscG1a9fuSfVpamrCbDaj0+nQaDQkEgkRhVeOpDOZTOj1elZXV4lGozQ3NxOJRHjrrbfo7e2lrq4Ou93O22+/TTgcZmpqiqeeeuqesc/MzKBUKolGo/T39xOPx4Xw+O677wJ3RKZCoYDdbufGjRv3jegqj8npdIr1JiMjIyMjIyMjIyPzaMgpSx/i+vXrJJNJZmdniUQizMzMsLa2xsmTJ0WB3GQyyZkzZ9i+fTuxWIxz585hNBq5evUqiUSCubk5IpEIKpWKq1ev0tDQwOjoKMVikXw+z5tvvsnAwACRSIShoSEMBgOLi4usrq6SSqVEpADAG2+8gcPhQKlUMjc3x+joKC6Xi6GhISYnJ6moqODatWtMTEygVCpRq9VcuXKFCxcu4Ha7sVqt/OxnPyMQCFAoFMhkMmSzWc6dO8f169fZvXu3aE+v1xOJREin01y4cAGlUsnY2BiRSERsUtfX19mzZw/RaJSdO3eyuLiIQqHg9OnTKJVKxsfHRUFahULBxMQE4+Pj7N69m1gsxtDQEE6nE71eTz6fZ2FhgWg0ypUrVzAajZw/fx6lUsm7775LPp8XgsmPf/xjXnrpJaLRKJFIRETZzM7OksvlcLlcnDt3jrNnz9LX10ckEhH3a2VlhcuXL1NTU8PJkydZXl4mEAjws5/9jGg0Ctwpqjs8PMzNmzfx+/1EIhFisRjxeJxMJkM6neb8+fMkEgkymQzJZJJ33nmHubk50uk0b7/9NktLS3i9XtbX11lYWMDv9zM0NEShUODUqVOsr6+Lgsf3o6qqiv/hf/gfRCHlhyUQCKDRaKisrESlUjE6Osrc3BynT5+mpqaGP//zPxcRQJOTk6RSKaxWK1VVVXz3u9+9p71iscif/umfkslkSKVSrKyskEwmMRqNxONx9Ho9ly5dIp/Ps7GxQSqVIpFI8N577+H3+/mLv/gLOjo6WF1d5dKlSzQ3N3P27Nl7IjbefPNNmpqaiEQi/I//4/9IfX09CoVCjHdxcZH6+npGRka4fv36fa/9pz/9KS0tLaTTabFOymLelStX7imAazab+cM//EPsdjuFQoGRkRF0Oh0+n48/+ZM/IZlM4nK5uHTpEtu2bePKlStbImLgjpi5sLBAKpVCqVQyPz9PPB5ndHSUoaEhBgYG2NzcZHFxkZGREW7evInD4aCpqYmNjY17ClwvLy9jtVoZHh5mfX2dZDJJOp1maWkJq9XKysoKxWKRqakpcrkcQ0NDYm0Xi0Vee+01NjY2eOqpp2hububmzZsiDevDSJLEn//5nyNJEtPT00xMTJBOp3n66adJpVIimu/27duEQiGqqqpE6t/dvPbaa0QiEZLJJAaDgVdfffWXzrlMRkZGRkZGRkZG5pcd2fb6Y9Dr9fyjf/SPeOutt7hx48aWn5VdVj4JHz7307T1oLY/rt1H7Ven0/F7v/d7jIyMsLq6yuXLlymVSp+JC055PPv376e2tpbvfve7n5sN86eZb4vFwksvvcStW7e4ePHixx7/1a9+lWQyyeuvv/6ZX49CoeC3fuu30Gq1zM7Ocvny5Y8Uc8rX7PP5+Jf/8l/y3//3//1Du1/dff4nGeP9zlMoFFRVVRGNRh/ZDezzwmq14nQ6mZmZ+Uye7U/7LJajisqf9/X1sX37dr73ve+RSCQeqa3Pi19kXw+L7ET1QGTba5ktyLbXMjI/R7a9lnnckG2vHw8eZHstCzIPgcFgEG/gZe6kAGk0ms/Nmlmr1VIqlT43MeazoJza9TDPj06n2xLt81lTTpN72PGU0202NzcfSZCR+eJRqVSoVKqPtOWWuYMsyDwQWZCR2YIsyMjI/BxZkJF53JAFmceDBwkycsrSQ/CrJsZ82jfaxWLxnmK+nyWPw2bzUcSock2ez4tSqfRI40mlUvek4cg8Hnzez56MjIyMjIyMjIyMzC8OWdL9GEKh0JYCoWXrWZ1O95m0r1KpaGpqwmQyPdTxZrOZ3t7ee5xP7kfZdan8dV1dHaFQiP7+foxG40ee53Q6qa+vF84unxcOh0MULy7j9Xp/bd1alEqlsPb+PHC5XMLJqbyOjUYjDQ0NogCyQqGgsbFRFDZ+GOx2O3V1dfcUqy2j1+tpbm5+5GLFcMfa2uPxPPJ5v+yU70UwGMThcGA0GmltbSUUClFTU/OJHbdkZGRkZGRkZGRkZB4fZEHmQ5QL4zqdTqqrq8UmU6lUig3ls88+i81mu2eDqdFoaGtrE45I99uAlt1/tFqtcCHau3cvVVVVYlOs0WhQqVQ4nU6qqqq2CBSFQoHf+Z3fuUdQuXt8KpUKtVotrLfL/fb391NfX4/H4/nIzXF3dze9vb3k83m+/vWvY7FYhKMT3Nmwq1Qq8X/ZZab8Wfnz8rFlZ6nyuJRKJQ6HA4vFQkVFBWazWYxTqVRSV1eHVqslEAiIcz+80S+nTGm1WjGXd89t+eu7x1m+H+V5Kv9fnusPz91H3TeFQoFWq0Wn04nrLbdT/ro8H3eP58NjL89NeR2U+3jqqadwOBz3vTcfRXlMSqVSrF+VSkV7e7v4Xq1WYzabef7559HpdEiSxPHjx7FarVvuW9mWvaKi4r5rpNxXuU2VSoXf72f//v2YTCZxL7VarbB/9vl8PPHEEzidTnGt5fGqVCq0Wu09Ipzdbqe2tpZt27bR09Nzzz0up2mVx/CgsZb7KPd3970s37tyex81v3c7jpXbLK+p8s/vnvvy+rwfSqWSiooKDhw4IO5ZT08PoVCItrY2mpqaKJVKYi2V12q5v7s/K/dR/r58H+/+/H7rGX7uolYef9kl7qOuv7yuy/3evZbv50YlIyMjIyMjIyMjI/Ng5JSlu7BYLLS0tKBWq+nq6iIej7O8vMzm5ia5XA6z2UwikUCtVtPY2EipVBJuM3DHJed3f/d3+Q//4T/Q0NCAwWDgypUrzM7Oij727duHTqejqqqKn/70p7S2tqLT6di9ezednZ2cOXOGzs5OstksGo2Gjo4O/uiP/kj0kclkUCqVWwp6ljffDoeDoaEhWltb0Wq1TE9Ps3PnTlZWVmhra6O6upq5uTlee+21+9Znqa6u5mtf+xp/+Id/SKlUoqamhr1797K4uIhWq2VqaopgMEhlZSXvv/8++/btY35+HqvVikaj4fbt22i1Wurq6jh58iTV1dV4vV4ikQgbGxtYrVbMZjNHjx7l5MmT2Gw2SqUSLS0tzM3NEQwGsdvt7Nixg4GBAd5//33m5uYwm80MDQ2JVKaOjg62bduGRqNhYWGByspKXnvtNRobG/H7/Vy+fJnm5mZhWe7z+dBqtbS0tPD222+zd+9ehoaGaG9vZ21tjVgsRjAY5Nq1awSDQTY3NxkbGxOFin0+H01NTVitVm7cuMGLL75IJBLhwoULmM1mbDYbgUCAM2fO0NTUhNfrZXV1FaPRyNTUFNeuXQPubI537dqF1+tlYmKCnp4ecrkcS0tLzM/P4/P5CAQCHxlp8lE0NzdTW1uLSqVibm4OnU5HOp3mn//zf87//D//zyJ6ZWFhgebmZr7+9a9z/vx5FAoFer2evr4+0uk0gUBACBcdHR3s3LmTH/7wh2xsbIi+bDYbL730EqOjo/h8PqamptDpdLjdbp5//nlGRkYolUpUVlaSzWbZvXs3b731FjabjSNHjrC+vs7MzAx1dXUUi0X0ej02m43XXnttiwX3zp076enpYWhoiKamJurq6vjBD34g7vH09DR79+7l0qVL6HQ6/H4/b7/9NouLi6INs9nMiy++yM2bN2lpaeGdd96hsbGRXC5HIBDg1q1bHDx4kOnpaWKxGH6/n/HxcQYHB7c8Wz09PbjdbsxmM6urqzQ1NXH16lVcLhcajYb5+Xm6uro4f/68cFKqrq5Gp9Nx8uRJpqamRHsajYbdu3fj9XrF75toNMrevXsZHx/HarViMpmYnJzk0KFDWK1WwuEwVVVVbG5ukkqlMJvNTE1NMTAwQDab5eTJk3g8Hux2u3D3CoVCXLx4EavVilar5fLly1tS5yoqKkQk1Pj4OP39/aTTaTY3N3nttde2rK+Ghgaqq6uF7fuOHTuQJIlr167R19fHq6++isvl+kgnLBkZGRkZGRkZGRmZ+yNHyNyFWq3m4MGD2O12IpEIc3NzWK1W8dZ6cHCQlZUVLBYLPT09DA8PbymKur6+TiQSoa+vj2QySSwW49ixY1v6WF5epqGhAY/Hw759+1hYWKBUKnHr1i2qqqowmUwUi0UGBgbI5XJMT09/bOHV8ga6qamJYrFILpejvr6eiooK2traOHz4MPF4nPn5eQqFwkcWy+3q6mJ6eppMJoPb7Uav1zMxMcGOHTswGo0cPHiQI0eOoNFocLvdNDY2srCwwPbt28nlclRVVXHixAlMJhO9vb3U1tbidrsJBAK88sorzM/Pk0gkWFpaIhqNUlFRQaFQoLa2Fo/Hg9frFQLHuXPnyGQyNDc3o1art9TNUKvVmEwmotEoBoMBi8XCiRMncDqdQrDKZDIcOXIEk8nEU089RbFYFNFGwWBQiEMrKyv09PQQi8UwGAzs378fv9+/pb9CoYAkSWzbtg2z2Ux9fT0LCwu0t7ezf/9+0uk0SqWSvr4+TCYT2WyWiooK0uk0Y2NjW+Y4l8vh8/loa2ujsrKS+fl5Ghoa+NKXvsT09PQj2V3DneiFZ555hng8jlarZfv27XR0dLCyssLm5iarq6vkcjna2toIBAKsrKxw4cIFvvzlLwOQz+dpaGjAYrFw+PBhDAYDCoWCqakpzGYzLpdrS3/pdBqdTkcgEKCrqwuz2UwsFiOVSjE7O0traysnTpxgfX0dtVrN8vIyq6urZLNZBgcH6e3t5bnnniMWi4lItPn5eWE/XmZ1dZWVlRVyuRy3b9/GbDZz/PhxvF4vmUyGQqFAMBhkfX2d7u5uotHoPWl/qVQKo9GIw+Ggra2N5uZmXC4XPp9PrJNgMMitW7c4evQokUjknnQxjUZDX18fm5ubWCwW1Go1uVwOj8eDwWBgcnKS5557jsbGRhEtZDQaUSgULCwssGvXri3t1dXVUVtby+joKNlsFrfbLYSU6elpFhYWmJubo7+/X6x7j8dDoVDA7/ej0WgoFouUSiU8Hg+xWIyjR49SU1PDlStX0Gq17Nixg2g0itVqZd++fbjd7nuK3B49epRYLCZ+17jdbsbHx+8Zb3mN6PV6duzYgV6vx2KxkMlkMJlMOJ1OWltbWVtbe6R1KyMjIyMjIyMjIyMjCzJbUCqVnDx5kvb2dmw2G36/H7PZjNFopL6+no6ODuDOJthsNnPkyJEtaQnFYhGTyUQymRQ1IO6OjgGYm5vDaDRy7do1mpubiUajmM1mITLs2rWLiooKdDqd2LDeXa/GYDBgtVrvqe9y8+ZNDAYDhw4dor+/n2KxiNPpxGg0UiqV6OjowOl0itogJpOJ+vr6LW1sbGyQzWbx+/0cPXqUP/mTP2F2dpb6+nrGx8epq6vjypUrnDp1is7OTk6fPs3q6io+n4/Tp09TU1PD9evXOXnyJPX19Wg0GhoaGsjlcthsNvR6PcViUaRRaLVaYrGYmDODwUA0GhXCyvj4OI2NjSwvL28RSPR6vUiX0Ol06PV61Go11dXVLC8vEwwGxb1Sq9W88847HDlyhFwuR2trKw6HA71ej0ajIZlM4nK5iMfjFItFEbV0d42e1tZWWltbkSQJl8sl0kysVivDw8N0dXVx8+ZNcrkcwWCQyclJdDodKpVqS/FcjUbD008/Lea4vHYsFgtKpZKuri7hgPSoeDweZmdnuXHjBsVika6uLjQaDTt27KC7u5tSqYTRaBRFYaempjCZTNjtdkwmEwqFgnfffZeDBw/icrnQarWYTKZ7aiVls1lGR0epqKhgenpaCDhGoxGNRoPZbMZkMqHVallcXESlUuH1ejGZTGg0GkwmE3q9HqvVytLSEjqdjkKhcI/oWCqVcDgcOJ1OkapTvsfhcFiso0QiIaKwPlyouFgs8tZbb7Fnzx4mJibweDwsLCxQVVVFOBwml8uh0WhIp9OYTCYkSbpHWMjlcqysrNDS0sK5c+fQ6XSUSiVWV1cJBoNoNBomJycBqK+vx263UywW0el0ZDIZFhYW7mmvsrKS6upqrFariBByuVziflitVtRqNV6vV6wlpVIpBJylpaUtaW46nY7W1lYaGhqQJAmv18v6+jqZTIa3336blpYWQqHQlnGsrq5SX19PsVhkYWFBREaZTKZ7UpwOHTqE2WwWv3tKpRI6nQ6dTsePfvQjdu/e/UtjWy4jIyMjIyMjIyPzOCHbXt+FxWLB5XKhUCjIZrMEAgFyuZzYYOn1ekZGRmhqamJ9fR2Xy8XVq1dFKo1KpaK/v5/R0VEqKyvJZDIi4uRuyukHNpuNcDjM9u3bWV5eprKykkgkgsPhQKfTMTk5ic/n4+bNmyLdwGg0snfvXgYHBwmHw6Lfmpoa4E5UQE1NDblcjmw2i9PpZHh4mJaWForFIsvLy9y+fRuLxUIoFGJkZESMy2Aw0NLSQiKRIJPJMD8/D0B7ezu3bt2ioaEBjUbD9PQ0gUCAhYUFCoUC9fX1DA8PU1VVhdvtZmpqCo/Hg16vF5ECdXV1LC4uinmdn5+nsrKS8fFxQqEQMzMzhEIhFAoFOp2O9fV1crkcHR0dvPfee1sEmYqKCrHxLRaLWCwWVldXqaurY3Nzk3A4LFJ45ufnKZVKSJIkomMAlpaWcDgcjIyM0NXVRT6fZ3p6GovFQqFQIBwOi/vm8XhoaGigUCgQjUbx+XwsLy9jsVhoaGigWCyiVqs5f/48LS0trKysCAvq0dGfWycqlUp27twpIg5KpRILCwt4PB7W19epqKhAoVAwMjLySBEH1dXVNDY2Mj09TaFQoFQqkUwmaWhoYH19Ha/XS6FQYH19HYfDQSQSYXV1lZaWFrHupqenRWSH0WgkHo/jdDqZmppifX19S392ux2DwSAihyRJoq6ujpWVFWw2G4VCgUAgwNDQEA6Hg2KxiMPhYHZ2lqqqKlZWVmhoaGBiYgKbzcba2hpzc3Nb+rDZbDQ3N5NOp8lms+JZqa2tJZFIEA6Hqays5MqVK+zcuRNJkrh69eo9ooxSqaSpqYm1tTUkSSKZTNLf308ikWB2dpampiauXbtGY2MjdrudwcHBLVFK5cicfD5PPp9ncXGRdDrN7du3aWlpIZVKsbi4SH19PSaTiUKhgMViobm5mTfeeIO5ubktqUJKpZLe3l4UCoW4T5IkYTabCYfDmM1mAKLRKG1tbczNzVEsFtFqtaysrNDd3c3c3BwbGxuEQiEymQzZbBaHw4FarRapeJIkMTY2JtpbWlra8nuoXMw5lUqJNKyFhQWqq6t5//33t0TR1dfX43K5UKvVrKysiPpVsViMZDJJT08PP/vZzx56vf4ikG2vH4hsey2zBdn2Wkbm58i21zKPG7Lt9ePBg2yvZUFG5h4+rS32Z4HVaqWjo4PLly//0tqOG41GvvzlL5PP55mZmdkizsn8amC323nhhReIRqPcvn2bW7dufWTKX5knnngCq9XK3//933/hz9HnSUtLC/v27eP/+X/+H1Fv6ZcFWZB5ILIgI7MFWZCRkfk5siAj87ghCzKPB7IgIyPzOVF28rk7CkLmV4uyq9HH1XIqU04Bu7vw9q8iZaewh52XXySyIPNAZEFGZguyICMj83NkQUbmcUMWZB4PHiTIyL9B7kKpVOL1eu9xuVEoFCJk/8NYrdYtNsUOhwOj0SgcawKBwGc+Tr1eTyAQIBQK4XQ677EM/jQoFAoCgQB2u/0za/NuvF7vJ6qR8mlwu9332IR/FigUCrxer4iCUKvVuFwuzGazqEGjUCjw+/331GL5RaJUKnG73VvWtclkEul5gKjz8jCoVCoCgYBIh1EqlQQCAVwuFxUVFVRUVOByuTAYDPh8vkd2jXoUtFotwWDwUz0DZXt5v99/j8uVxWLB4XBgNps/0o5cr9dTXV0t5iOZTJJIJIR1/d31iD4JHo/nI62rP4ryc2y1WsVngUDggZbqWq32niLOD0KSpF9KMUZGRkZGRkZGRkbmcUEWZO6iXGPkfoKMz+fDYDDg8XjQaDTiZ2WnHYVCgUKhwOPxYLFYeOGFF/D5fMLZp6Lis3vrU1dXx9GjR/mt3/otenp6PnYzGggEUKlUD932rl27Plbo0el0eDye+/5MrVbfV4hSKBQcPXqUxsbGhxrLp0WtVhMMBjl8+DAtLS33Hc+nuS8KhYIXXngBv98P3JkTn8+H3+/npZdeQqVSoVAoeO6550Ttmi8CtVqN3+/fsq4bGho4evSoGOPBgwfZvn37Q7WnUqn4yle+wte//nXgji34//Q//U9UV1fj9/sJBoO8/PLL7N69m+eee+6hhZ5Pgslk4pvf/OZDr+/70dXVxbe+9S3cbjednZ1bxltbW8vx48dpaGjgmWeeue/5VquV/+a/+W/uKbQdCATYtWvXJxZly3btZXH3UVAqlZw4cYLf/u3fRqPRYDQa+W//2/+W7u7uj3yutVqtWMsyMjIyMjIyMjIyMp8/j/ba9VccnU5HZWUlhUKBmpoalEolhUIBnU5HKpVCoVDwta99jb/4i7/A4XBgtVpJpVLU1dXxta99jXPnzhEIBMhkMsKJKRAIsHv3bg4fPsz169eZn58nm80KW98yDQ0NNDU1MTExwdjYGAqFgv7+fvx+P7dv32ZwcFAcOzU1xfLyMt/+9rdJJpOUSiVUKhWdnZ0Eg0FWVlZEoc54PM6zzz7LX/7lX3Ljxg0cDgetra2srq5SLBYJhUIUi0UuX76MJEkcPXqURCJBdXU17e3tKBQKwuEwDoeDmzdvCieY6upqbDYbo6Ojwgo4n88L8SoUCvHjH/+YhoYGNjY2mJmZob6+nkAgwPDwMAChUIi6ujpUKhXT09PCrvett97C4XDQ29tLNBolk8lQXV2NXq/nzJkzeDweqqqqxD1RqVRUV1dz48YNNjc32djYYHl5mWPHjlFTU0MqlaKrq4vGxkZ+9rOfUV9fL9xi9u7dy3/8j/+RVCrFoUOHKJVKWK1WYrEYSqUShULBxsYGhUKB2dlZIpEILpeLuro6DAaDsBnu7u7m0qVL+P1+pqam0Ov1OBwOmpqaqK6uFoKBx+OhtrZWFEduaGggFouh1+uFGPiDH/xgSxHjj2P//v2kUilyuRyJRILKykry+TyRSITu7m7m5+fR6/UsLS3R0dGBJEnEYjEqKip45ZVXeP/998nlcpjNZvr6+nC73bz33nvEYrH79pfL5VhYWODgwYPU19djs9kIBoPMz88TDodxOp3s27ePUCiESqWiublZzNX09DRmsxmFQsHExMQ9aT1KpZK6ujrq6upYWlqioaGBZDKJVqsVRZDLLmMGg4HTp08LK+aOjg50Oh3j4+P09/fz7rvv4vP5xLWOjIxseebKbG5uCht1q9XKE088wY0bN6ivryccDqPT6YjFYluiTT58vl6vR5IkTpw4gUajYXx8nPr6erZt28b4+DgHDhwQ67yzs5N4PE4gEGB5eZlSqYTZbGZ0dJR8Pk9tbS1zc3O8/PLLvPPOO+j1elZWVmhtbcVqtQonMbPZTKlU4tVXX71nTKVSibGxMf7xP/7HfP/736e6uppsNks2m6WxsZHa2lomJiZobm4mkUiQSqVYWVkREWw+nw+r1crMzAxWq5X5+Xlh+725uUldXd2W+zI3N8eNGzcees3KyMjIyMjIyMjIyMgRMlsolUrs3r2bYDAo3GDKDkOdnZ0YjUaWlpaIxWIYjUYOHDiAw+EgnU6TTCY5dOgQLS0tIkWhUChw8OBBkskkKysrzMzMsG/fPvR6/ZaaI0ajkePHj1MoFKitrUWpVKLRaDhx4gRms/met+PpdJpIJCIcbuDOW/pjx46JKJ1nnnmGVCpFfX09qVRKOCYFg0H27duHxWLh2LFjLCwssHv3bmFPvba2xvT0tLD0jUQiNDU1UVVVRTAY5NChQ9jtdlKpFLOzs0JciEQi6HQ6+vv7hRvLs88+KzaABw4cIJvNEo1GgTtRGy+88AJzc3N0dHTQ3d1Ne3s74+PjAMJ+9+mnn8br9VJVVQXciWZ47rnnyGazVFRU0NLSQqlUYnh4mL1792IwGERh3Y2NDVZXV0mn0ywsLNDd3S3stzs7O3G73aytrQnL67ITVW1tLalUivb2dhKJBAMDA7jdbjY3N4VQtrm5yebmJkqlkqWlJerr6wmFQnR2dqLVapEkiePHj7O2tkYkEhHC0a5du4hEIiSTSex2O0ajkX379lFdXY3RaKStrQ232/1I67YsOAUCAVKpFBqNRqzjbdu2sbi4SFdXFxaLBa1Wy3PPPYdGoyGXyxEOhzly5AhqtZqmpiZaWlpwOBwfm7qSTCa5cuUKBw4cEC5ZZWpraxkeHubcuXPiuerp6cHpdFJTU8ORI0c+sn273c7AwACSJFFVVUVXVxfz8/M888wzzM/P09/fT2NjI5IkiYgWgKNHjyJJEkqlkkOHDuFyuWhoaEChUFBbW0tXV9cDI74sFosQ6trb2zGZTDQ2Nm6JhnsQ5b537txJLBaju7ubpaUl5ubmOHz4MMvLyzQ0NPDEE0/Q09PD1atXGRgYYH5+nn379hGJROjo6BBW2EePHiWbzTI+Pk53dzednZ3s2LGDmZkZXnjhBbZv3042m+XIkSMfeV1ra2tcvHiRV155BbjjiiRJEna7HZfLRV9fH8vLy5w4cYLbt28DsHfvXjweD1arVYguHR0deL1empub0el01NbW0tHRIe7LwsICu3bt+kxTJ2VkZGRkZGRkZGR+HZAFmbsob6qUSqWwg81kMqysrIgNtVqtxuv10tLSQjabxWw2E4/HWV1dZX19XRR51ev1Ih0E7oguo6OjOBwOnE4nqVRK1NdQqVT4fD7m5uaYnJzEbrejUqlYXFwkkUgwOTl5Tw0bpVKJ0WgU9VgSiQTRaJRiscitW7dwOBzk83nOnz+PSqUS9S3i8TgTExPs378fnU6H0WgU0TJwpx6GTqejVCoRjUbZ2NjAZrNhMplQqVScP3+erq4ufD6fiHSIx+N4PB6R5qRSqTCZTHg8HrLZLNevXxfflwuBSpKEWq3GarUSjUZJpVJks1kRwdDU1ITZbEan06HRaEgkEsL+d2RkhFAoxJkzZygWi2xubnL+/HmMRiN+v1+IPoVCAbPZjF6vJ5PJIEkSFRUV1NTUkM/nxfWXN90KhYJ0Ok0ul0OSJDQaDQsLCxiNRlQqFcViUQhetbW1LC8vi+gppVKJWq1GrVaj1WrR6XTY7XaRAlLuw+v1Ul1dzeLiIt3d3eL48prL5XKPXGNnfHwcl8tFOp3G5/OJFBmNRkMqlSISiaBSqQiFQiJFqzynZQtsvV6P2WzG7XZz8eJFMpkMDofjvqlASqUSh8PBpUuX2L17N5OTk6ytraHX69FqtUxOTvLaa6+RSCSEvbfJZMJisWAymXj77bfp6uq6bxqXSqXC6/WytrbG0NAQAJlMhlKpRD6fx2w2i0iPhYUFcrmcmD+3283Gxgabm5v86Ec/4vjx42xsbLC4uEgymaS39/51TA0GAxsbG5w5c4Z33nkHuFNXphzVo9PpMBgMHynOlJ93nU5HLpcjnU6Lc3Q6nagttLy8TDabJZVKEYvFKBQKpFIpYVVeFoMkScJisVAqlUQalEajwWq1otFoWF5eplgskkwmxbr7MOW6V2+++SadnZ1ks1lUKpUQTctW4sVikZWVFXbt2iWEYKVSKSLeyuuxbIdeHkOpVCKdTlMqlcjlclgsFlmQkZGRkZGRkZGRkXlE5JSlu9BqtVy9elWkauRyOWZnZ1GpVIyOjrK2tsbNmzcBiEajLCwssLa2hkajIRaLMTY2Rl9fH5ubm0xMTCBJEhcuXCAcDjM7O4tOp+PkyZOsrKxgNBp58skn+bu/+zvi8Tivv/46vb29nDt3joaGBlZXV7HZbGxubtLV1UWxWOTq1avE43Ex1tHRURKJhNggq1QqPB4PTU1NvPHGGzQ3N3PhwgVOnTqFzWZjbm4OlUrFxMQEw8PDlEolHA4HV65cYXJyEqVSycLCAslkknw+TyqVYmpqSmzocrkcxWJRbLabm5uJxWJCSLHZbExMTDAzM0NNTQ3Xrl1jx44dXL58mXfffZcdO3awtrYmhKPvf//71NTUMDg4SCwWw2w2CwFgeXkZq9XK0NAQGxsb5PN5MaYDBw6wvr7Ozp07mZiYoFgsUiqVeOutt4hGoyJqaGxsjEAgIDbB77//PslkUogUZcHNaDQSj8cZGRkhlUoxMzNDPB5nbGyMRCLBqVOnWF9fFxFJ7777LocOHWJlZYUrV66gUCgYHx8nHo8zOTlJNptlZGSEmzdvsmPHDmZnZ8XcvfvuuwwMDBAOhxkZGSEYDDI9PS0ibj5JodRYLMbrr7/O2NgYTqeTdDrN7du3yefz3Lx5U9zzaDRKMpnk4sWLwsY5m81y6tQp2tvbGRoaYtu2bWzfvp0zZ87Q1NTEzZs377E01mq1QrD8P//P/5Pl5WX+6I/+CLvdjsViwWKxCMFhampKRIelUinW1tYA+OlPf8rq6uo917K2tsaFCxdoaWnhypUrXL16FZVKxblz5ygWi4yOjuJ2u/H5fAwNDbG4uIjH4+HUqVN0dXUB8Nprr5FMJhkZGWF6epr29nYuXbpEJBK5pz+FQkEmk+HatWtotVrS6TSnTp3C4/EwMTHB5uYmt2/fRqFQMDQ0hFKpvMfBR6fTcfr0aQwGAzdv3iQWizE7O0s6nWZmZobh4WHq6+tZWlrixo0bdHd3YzQaee+991Cr1QwPD4tzymt3dHSUubk53G43Q0NDzMzMsL6+jtls5s0336Suro54PM7Zs2fR6/X3rJmyMByPx/n3//7fs7CwwOjoKLFYjImJCQBWV1dRKpX85V/+Jf39/ZjNZq5cuSIEzXQ6jVqt5vr160xPT2O328lms0QiEQqFAmq1mnPnzlEqlRgdHZUFGRkZGRkZGRkZGZlHRLa9/gWhUqk4fvw4Go2Gv/u7v0OhUGC324lGo2KDp1AoxIastraW3/iN32B4eJjx8XEhBH0UTU1NHD9+nOnpaWZmZrh27RoAH3d/7+7zQcc8TFuftP1HOV+v1/P7v//7DA0NsbS0xJkzZ1AqlRw7dgyr1crf/M3ffKaWt1/96ldJJpO8/vrrFAqFjxzXo1zDp52TT8sX3f/D8FFjVCqVfOMb32B6eppTp07d91y3283LL7/MG2+8wdjY2APbe9T+f1F8VP+f5bi+6Gv8PJFtrx+IbHstswXZ9lpG5ufIttcyjxuy7fXjwYNsr2VB5heITqcjn88/9GahXIvkYSMmHvX4xxW1Wo1KpdpSh+dR5/Zh+bzalflklIVMSZLY2Nj4yGO0Wq1IPZP59UN+Xh+ILMjIbEEWZGRkfo4syMg8bsiCzOPBgwQZOWXpM+Bh3zTfLSA8DOXitJ/X8Y8rhUJhS7QKPPrcPix3t/urHFHwuCBJkkipedAxn9d6kJGRkZGRkZGRkZGR+ayQBZlPiEqlEi4uVquVubk5lpaWfqFj0Gg0bN++nY2NDaampoA7bjGBQIDx8fGHEg/q6upEMdgbN27c127ZYrFgs9lYWFh4qDa3bdvG8PAwkiQRDAaRJOlznRu73Y7ZbBZOUp8HKpWK/v5+bt68yebmpvhco9Gwbds2SqWSKHBcru9zP/R6PY2NjczOzhIMBhkbG3ski+v70dDQgMFgYGhoiGKxKGq56PV6UbPnblwuFy6Xi/X1dfR6PVarlenpadLp9Mf2pVAoqK+vZ319fUu7ZrMZi8VCKBQimUxiMBiIxWLY7XZhmz42NiaKydbV1RGNRnG5XIyMjJBMJrFYLGQymUeO8DIYDNTW1jI6OnrfuXS73djtdlE75aPa8Pl8zM7OUiqVqKiooFgsPtS6NRqNeL1eZmZm7nk+tFotNTU1InXqYXA6nTidzgeO98MoFAoqKipEzZmHEaRUKhX19fWieLjX68VoNAJ36sskk0lUKhW1tbVMT0/fI4LKyMjIyMjIyMjIyHw6HjrGTqFQqBQKxVWFQvGjD76vVSgUFxQKxYRCofhrhUKh/eBz3QffT3zw85rPaeyfC3e7lmg0GuGUVHYfKSNJEu3t7ezbtw+XyyVcWLRa7RbnnDJld6GyU1P5mLJzi0qlEn2Vz73bMed+KBQKnn76aSorK8VnVquVo0ePYjKZUCqVW8au0WjQaDTi+tRqNV1dXbS0tPDCCy+g1WpRqVT3uMmUa8g4nU5hP12mPEflMavVahQKBSaTiYaGBlpaWujt7UWn06FQKFAqleLYu8dlMBhoamq675xpNBrxtVqtRqfT0dDQINyO7j62PP/lOf3wfbjbDal8Lz7uPlRUVOD1evH5fPe4DpVKJZ5++mmqq6vJ5/P4fD5xneX1cPf3kiTx/PPP43K5OHLkCCaTSVzf/RyNHoZsNntP4V2FQkFfX5+wbr57/lQqFS+++KI47tixY3g8ni1zcLfz1N1zqNVq6e3tpaGhQfRlsVhob2/H7Xbz/PPPi2LRfr+fF198EZPJxO/93u/R1NQEwJNPPsnv/M7vkM/nhRUzQLFYZNeuXVvmweFwUFNTI8bx4TlSKBQYDAa+9KUvodfrxTXCz9emw+Hg8OHDW9ZBeZ2U12D5njudTqqrq6mqqmJgYOAey/ny3Nx9fnkc5TkuO7WVn4XyvS2fB4jn4MMOSUqlEpvNxpe+9CXRhlKpxOVyUVVVJdr5cAFdSZKora3lqaeeEuMqr72756p8/+FOOt7AwADBYBCVSoXb7ebYsWNizK2traKNDz+L5fY/6ZqVkZF5eH5d/v6SkZGRkZH5deRRImT+X8AwYP3g+38P/B+SJP2VQqH4/wK/A/znD/6PSpLUoFAoXvnguJc/wzF/blgsFlpaWlCpVMRiMSorK9FqtczMzBAKhdBoNLz66qsAwvbVarVy8uRJrFYrX//610VdC4VCwcTEBNevXwcgEAjQ39/P7OwsoVAIlUqFXq/Hbrfz9ttvYzKZkCSJUqlEdXU1kUiEnTt3Mjk5yauvvnrfmgiFQkHY7JYpFos4nU6+/OUvC5eY6upqYrEYtbW1YuN+4cIFmpubqaysJBqNolQqsdvt1NXVEQgEuHjxIrOzs8CdCIPm5mYMBgNVVVX88R//MYVCAaPRyEsvvcTQ0BDbt2/n5MmT1NTU0NzcTCAQYOfOndy4cYOamhpeeeUVzpw5Q21tLYVCAZ1Oh8ViYXBwkO7ubmZnZ3n55Zf5wz/8QxGBUltbS1VVFY2Njbz55pvU1tYSDAYZHx/n2Wef5datW1RVVfHmm29it9vp6enBYDBgNBr5wQ9+QGdnJ8FgkJGREa5cuSLabGlpYWNjA71eL6y4zWazcKwpRxfU1NRQLBbp7u7mwoUL/PjHP74nLaxYLCJJkrC4XltbY9euXWg0Grq6ulCpVJw5cwa/34/X6xU25MViEaVSSVNTE42NjZw+fRqv18vVq1cfOS2qHBlUPq+qqgqPx0OxWCQUCmEymZiZmRERFJcuXcJoNFJRUYHT6USlUtHb24vRaOTtt9+mtbUVlUrF0tISDocDSZKwWq3cuHGD6upqAoEAMzMzov+2tjaMRiNLS0sYDAbcbjeFQoGNjQ0KhQLRaJTp6WmefvppwuEwkiSh1WpZWloSkUUAqVQKvV5Pd3c3ly5dAuC5556jVCoxPDyMyWTC5XLxox/9SNyjzs5OrFYrbrcbj8dDfX09breb0dFRnE4npVKJhYWFLcKHyWTipZdeYmRkhG3btm25P5lMRrhMtbS0YLPZ+OEPfyjs2Lu6usT1Dg0N0dDQwBtvvEFPTw9qtRqfz8fq6ioWi0Vc044dO8TvFp1Ox09/+lNCoRCBQIBiscjrr79OPp9HpVIxMDCATqfDZDLR29uLXq8nnU7T3d1NPB5nY2MDlUrFlStXWFxc3LIOynbgbW1tNDY2olQqOX36NNPT0wD4fD7a29sxGAzcunWLYDCI3+/HZDKxf/9+TCYTZrOZlpYWHA4H3/jGN/iv//W/sn37dvL5PPX19cJ2e9euXayurpJOp/nJT37ySOtVRkbmkfmV//tLRkZGRkbm15WHipBRKBQVwDPAf/ngewXwBPD9Dw75M+D5D75+7oPv+eDnhxWPiR+qSqXi4MGDOBwOjhw5IkL0T5w4QSKRuOdtdtkGuWzJXFdXx+zsLIFAgPX19S1RBEqlkkAgQKFQoLa2Fp/Px9zcHDqdjq6uLp566inMZjOHDh1ic3MTlUpFOBymWCzyT/7JP+Ff/+t/fc+/F1544b7XkcvlmJqaor6+HkmSUKlU7Nmzh+rqapaWlgiFQhw6dIh8Pr8lzaejo4OKigphd1tGr9dTWVnJ2toa4XBYzEsmk0Gj0eByuWhpaaGtrY2xsTFaWlqEZXjZHrksVOzfv5+zZ89y4sQJamtr0ev1OJ1O4I6wkEgkRL+tra2YTCa0Wi2tra0Eg0FSqRQAs7OzTE9Ps7KyQj6fp6GhAbvdzsrKCh0dHQSDQRobG4nH41siftRqNYFAAEmSqKiowOfzMTExgcPhoKOjg6eeeopSqcRzzz0nNr/Ly8ssLy9/ZI2eu9dAJpOhvb0dvV6P2WymUCgQCATI5XL4/X7a2tq2nBsOh6moqCAUCm2x7P6klKMZGhsbMRgM9Pf3MzExQVNTEz6fj2w2K+ZDr9dTXV0N/NwifMeOHSJ15ytf+QrPPvss586d4+mnn+bIkSPE43HC4fCW/nw+H6VSSQiKuVxuS3qLJEmcPXuWmpoadu7cyfz8vHh2Pjz2VColxgSwsrJCOBzmq1/9KhcvXqShoUFE2pSt42/dukU8Hqe9vR2fz0cqlUKlUqHT6ejp6RFpOGWy2SxqtRqn08n27dtpaGggHA5TU1MjrN7Lz0Ymk6G+vn7LtRiNRmFjXp7n2tpaKisr2b9/P9lslu7ublpaWojFYnR2dmI0GtFoNOh0OoLBID09PYTDYXw+n5grr9cr7MdLpRKpVAqv10tHRwfr6+uEw2FisRiNjY0iMuzDSJKEwWBAr9ezubkp5gruiIe5XI5nnnmGffv2sby8zNraGhUVFSLlq1Qq4ff70el0woq7oaGBnp4eHA4H4XCYQ4cOUVtby/j4OH19fQ+/OGVkZB6ZX5e/v2RkZGRkZH5dediUpf8A/B5QDtNwARuSJJV3XfNA6IOvQ8AcwAc/j31w/BYUCsV3FArFJYVCcemTDf2zR6VScfLkSdrb2wkGgzidTpaWlsRmenJyUoTol9MI7Ha7SCMopwPp9XpRm6P8t1ChUMBkMlFdXY1Op6NUKok6G1NTU5w5c4aDBw/i8XiAOzUcCoUCSqWS//Jf/gt//Md/fM+/n/70p2IMZXQ6HXq9HpVKhdPp5ODBg+j1ehwOh4jCsVgsKJVKWltbcblcWCwWTCYTKpWKyspK1tfXtwgjGo0Gm80GICIq4E6U0Lvvvsvu3bsZGhrC7/cTjUbR6XRotVqcTid2ux2dTofBYBBpGqFQiImJCSKRCI2NjbjdbtRqNUajUUQWwB2Bprm5mVu3bhGJRKisrGR2dpZcLofZbMZkMuFwOLDZbBiNRoxGIwqFAr1eTzQaxW63o1Qqt9TiyOVy2O12Kisr0ev1lEolTCYT6+vrTE1NcfHiRQ4dOoTRaMRkMrG0tIQkSeK+GI3GLUKbWq3GbreTTCZ57733WFtbE+eW05ScTidPPfUU2WyWYDCI1WoVdXkSiQSjo6P09vYyPT1NZ2cnJpPpkdaty+XC4/HQ3NzM0aNH8fv9GI1GdDodkiTx9NNPYzab8Xg8hMNhMdcmk0nce61WKwQkl8uF0WgUNVmqqqqESNHa2ordbkev1wMItyONRiPanJ2d5ezZs+h0OlwuF16vF6fTyY9+9CM6OztJJpOMjIwQDAaxWCw0Njayd+9eGhoaUKvVxGKxLffL6/USjUZpa2tjbW2NSCQC3BEYjEYjra2tWCwWDAYDHo+H+fl5du3aJdae3W7HarUKkbFQKHDz5k16enq4cOECLpeLfD6P1WpFkiRcLhdut1uIOnffD6PRKFLdysKHzWbDarUSiUQYHR3l6NGjnD9/HpPJRHd3NwaDAZPJtCXtanNzk/b2dt5++20hTBUKBSoqKqiursZoNPLMM8+gUCiwWCxIkkQgEOCll14SQk1NTQ1ms1mMzWq14vF4xHj1ej0Gg0H8vK2tjfr6epEWtW3bNmw2G2q1mpqaGioqKkSEWXm8gUAAo9FIsVjE7Xaj1WqZnZ1FpVKhVCoxm83U1NRsSZuUkZH5TPkPfMZ/f8HWv8HyyEXQZWRkZGRkvig+1vZaoVA8CxyXJOmfKBSKg8C/Ab4FnJckqeGDYyqB1yRJ2q5QKG4CT0mSNP/BzyaBfkmS1h7Qxy+F7bXFYsHlcqFQKCgUCrS2tjI1NUUul6OpqYnJyUlu374N3BFktm/fjlqt5vr16+j1ejo6OkSx1tXVVUwmE0NDQ0iShEajobOzE4B8Ps+uXbuYm5tjfHycjY0NIZYYjUYCgQDDw8Oo1WpsNpt4Y/5hNBoNu3btYmlpSYgONpuN1tZWFhYW8Hg8FAoFVCoVVquVXC7H3NwcwWCQ2dlZGhsbyefzrK+v4/F4mJycpKmpiUwmw9DQkEhv8nq9VFdXMzMzQ1VVFdeuXRNv9ZVKJc3NzaysrKBUKtnY2KCvr4+ZmRn8fr8oDFp+O1+u1VFOS6qvr6dYLDI1NUVFRQXj4+PEYjEUCgX79u2jqqqKdDrN4OAglZWVJJNJhoaGaGxsJBKJiM16OQqinGqWTqdpbGwkm82ysLDAxYsXkSRJRCQVi0XS6TSHDx9maGiIqakpUqkUOp2OQqGARqOhsbGRkZERUYtkbGxMiGpDQ0PAHUFm165dLC8vMzk5idlspquri7m5Oex2O9lslnw+j8fjIZvNik3+5OQk1dXVDA4OUldXh0ql4vr16xw/fpzr16+zsLDw0Ou2LB6UhZREIoFer0eSJNLpNF6vl6mpKXGf1tfXqa6uFqk1arWalZUVAoEAt2/fxuv1kk6niUQi2O12DAYDiUSCbDYr1szi4qKIripHI42Pj9Pa2srFixeJx+NUVFTQ2NjI5OTkljSiXC5HPB7H4XAQj8cJBoOYTCbm5+fp6+vj9OnTIvXP5XJRXV3N8vIyTqeTTCazRWBrbGzE5XKhVqu5ffs2LS0trK6ukslkcDqdKJVKlpeXcbvdXL16VaxbvV5PIBAgkUhQKpUoFou0trYyOTlJZWUlqVRK1EqJRqMifa+qqgqr1YpSqSSRSODz+VhcXCQYDG4pAKxQKCgWiygUCiorK1laWsJoNKJUKslkMuzevZuNjQ1SqRTvvfceyWQSpVLJzp07hRBbjjpSq9UsLi7i8XiEiFdOVQyHw+JZqquro6KigoWFBSGipNNpUfA7FApRWVmJTqdjaWlJpLXNz89TVVVFJpMR497Y2BB9+Xw+Jicn8Xg8pFIpNjY2aGpqYmFhgYqKCpLJJCaTiXPnzj30mv28kW2vH4hse/2Y8Iv4+wtk22sZmbuRba9lHjdk2+vHgwfZXj+MIPPvgK8DBUDPnRzmHwDHAL8kSQWFQrEb+P9IknRMoVC8/sHX5xQKhRpYBjzSAzr6ZRFkflEoFAq+/vWvMzw8zPvvyw/Q/VCpVCLaY3JykmvXrm1xN/o4urq66OvrY3Z2lsHBwXvqbcAdMenb3/42Fy9eZHBw8LMc/kOzbds2BgYG+O53v0sqlcJms7G5uflY2WuX05Y2NzdFStknoSxaPcp9fhyx2Wx84xvfYGZmhsnJSYaHhx9rAcFgMAjB9ZeFx3k+fwHIgsxjwi/i7y+QBRkZmbuRBRmZxw1ZkHk8+FSCzJaDP3hDI0nSswqF4m+A/99dReUGJUn6TwqF4p8C7ZIk/e4HReVekCTpqx/T7q+dIGM2mykWi59qA/vrgE6neygL3/uh1WrJ5/MfKW6U00Hy+fxDWT5/HpQdeWRL4V8v7k6fkvnskQWZByILMo8hn9ffXyALMjIydyMLMjKPG7Ig83jwIEHm0/wG+X3gXykUignu5Cj/6Qef/yng+uDzfwX8vz9FH790KJVKQqEQHycgabVaUWfjw0iSRDwe/0LEGJVKRSAQuMfa+uNwOp1b6lU8iAdZdZfH4PF4cDqdov7JR9UdzGazmM3mLbVlHpZcLndfMUav1+Pz+ZAkic3NzS1iTLmmzi+KUqn0C92UK5VKvF7vR873w6LVagkGg5jNZux2Oz6f777rvVzEtlxPxuPxbKlr8nF4PJ57ivJ+FEajUdQ6ehg+6bqCO/PodrvF7wGr1bqlltODsFgsWK3Wz/2+2+32B86HSqXC5/PdU6xcRkbml55fy7+/ZGRkZGRkfhV5JEFGkqRTkiQ9+8HXtyVJ6pMkqUGSpK9IkpT94PPMB983fPDz25/HwL8olEol3/zmNz9WkHG73YRCoQcKM18EKpWKF198Ea/X+1DHK5VKKioqGBgYoKOj46HOqaysfOD8dHZ2sm3bNpGu4/f773u81WrFZrNhs9lwOBwP1ffDYLVa+eY3v3nfn/X19bFr167PrK9fNsqC4qcVZEwmE9/85jex2+24XC6ee+45qqqq7jlOr9fzne98B4PBgNfr5fDhwzQ3Nz90PwcPHrzHmerDlEUhi8UiHLsehEajwefzibX1SVCr1fj9fiFMtba2cvjww71hrqmp4dlnn/3Y4/x+vyigfTdOp/OhRKquri4GBgY+8udGo5ETJ07gdrs/ti0ZGZkvFvnvLxkZGRkZmV9N5Fejd2E0Gmlvb2dychKDwUAmk6Guro6FhQVCoRDpdBqFQkEul2P37t2Mjo4KB55SqcTi4iI9PT3MzMxQUVHB3Nwcf/AHf8CpU6dYX18nlUqxtLS0JTJm7969YjM5Pz+PXq9naGiIlpYWMpkMMzMzNDQ0EIvFiEQi1NTUMDMzQ0tLC9PT09TW1pLL5bDZbIyPj+P1eimVSty6dYuKigqy2awoQAt3okbKqTq7d+/G6XRy69Yturu70Wg0vP/++xSLRerq6oTrTHNzM4uLi6K479mzZ+nv7+fdd98lEAhw48YN8bZfo9EQCoWYm5ujr68PjUbD0NAQiUSClpYWNjc3OXDgAGNjY+j1evx+P4ODg+zZswelUsmNGzeoq6vD5XLhcDhwOBycP38eSZLo7u7m5s2b+Hw+5ufnqauro1AocOHCBfL5vLjGgwcPEo/HUSqVhMNhAoEAVquVsbEx9u3bx+LiIq2trfzGb/wGV65cQalU4nA4WF9fJ51OY7Vat6wLl8vFnj17yGQyrK2t4fP5GB8fFy5OGxsbbN++Hb1ez7Vr11Aqlfh8PtLpNBqNBrPZjEql4q233qK1tRWFQsH8/DwtLS0UCgWWlpawWCysra0xNzf3yOu2v78fj8eDxWJhZmYGm83G+++/T1NTE8VikXg8LhyKbty4ISzM29vbMRgMrK+vY7PZuHnzJjt27ODy5cs0NzeTy+UolUpYrVZRaPnUqVOUSiXS6TR6vV4U/VUqlXg8HgKBAKOjo9TV1WGz2XjnnXeEk5Pf7wfuiF41NTWcOnWK7du3YzKZuHXrFhaLBa/XSyqV4vbt2zQ1NVFRUcHy8jJwR0zcvn07oVCIwcFB7Ha7WCO1tbW8/fbbqNVqvF7vA+ejuroah8PB5cuXKZVKIlJrY2NDCJAajYaf/vSnJBIJtFotL7zwgriuK1euYDab8fv9GAwGXnrpJX7yk5/Q2trK17/+dX7wgx+QSCQwm80MDAygVquZn5/HarWSz+fZ3NwUhaUvXrxIW1sbQ0NDBAIBxsfHqaqqQqlU8vTTT/Onf/qnTE9PYzQaqa+vx2q10tnZyfLyMjdu3MDj8RCPx7HZbDidTtRqNW+88QYtLS3U1taSTqfZtWsXVquVwcFBOjs70el03L59G4/Hg8fjEaKPwWCgt7cXs9nM6OgoLS0tOJ1OIpEICoWChYUFbDYbsVgMjUZDfX09Q0NDYu2Ojj58iLeMjIyMjIyMjIyMzKdLWfqVI5PJ0NfXh9PppKqqin/4D/8hXV1dYkNut9tpa2tjZWWFjo4Odu7cycsvv0wqleKVV14RkSTpdJqBgQGy2SzFYpGrV6/y9NNP43A47kkPCAQCqNVq2tvbWV1dZd++fTzxxBOo1Wqam5txu90YjUb27dtHb28vHR0dKJVKGhoaMBqNtLW1sX37dvL5PHv37qVYLNLU1ER1dTUHDx78yPopdXV1wsLY7/fT19dHNpulo6ODPXv2UCqV2LFjB+FwmNXVVRKJBGtra9TX16NSqQiFQgSDQdRq9ZbUi2KxyMDAADqdjr6+PuLxODt27OD5558nlUrR2NhINBpldHSUhYUFZmZm6Orqwmw2EwgE2LdvHxqNRtiN3759G5/PR11dHQDt7e2YzWYOHDggbLo/nAKztrbGvn37cDqd1NbWUllZicPhwG63MzAwwOTkJOl0mqGhIb71rW8J++xDhw7dd77K17K+vk5vby8KhYKamhqOHTuG2+3GbDbT1NTEzMwML730Et/4xjd47733+M3f/E3a2trQ6/VUV1dTVVXFsWPHcDgcDAwMoNVqaW5uZufOnbS3t3/iFBaXy4XJZCIQCJDJZDh8+DBWqxWdTsfu3btJp9N0dnYiSRLJZJK9e/disVjYvn070WiU5uZmNjc36ejooL+/n3w+T2dnJy0tLRSLRWpra0mlUnR0dNyT4uNyuUQEy8DAAFNTUwQCAWFnXo6+sFgsdHd3o1QqmZ+fJxQKcezYMWpra5menub3f//3OXbsGOPj43zpS1/i+PHjKBQKVldXRV/V1dX09PSg0+morKzk0KFDwvlnenoap9NJS0sLbrf7vvOh1+vZvXs3kiSxsrKCzWZj//79wmnr5ZdfJhAI4PP5cDqdwt68bLNeU1PDwMAANpuNXC5HV1cXiUSCeDzO5uYmkUgEi8VCbW0tcEec3LlzJ8vLyxw4cIDp6WkOHDhAVVUV0WiUcDjMs88+y+7du9HpdDQ3N9PS0kJvby/ZbJa1tTXW1u6Yo5jNZg4fPoxOpyOTyQjR2GAwcPz4cSoqKlCpVOzevZve3l5cLhczMzPAnYiw7u5uamtrxTPd39/P/Py8cFID6O7uJhAIUFlZSUVFhXBra2trY3Nzk/7+fubm5jh+/DhtbW0YjUYKhQJPPPHEI6dAysjIyMjIyMjIyMjIgswWSqUSCoVCWAYXi0V+9KMfEY/HKRQKXL58GavVyuTkJNFolHw+j06nw2QysbCwQCqVolgs4vV6UalUVFVVMT4+TjweF/bP96sbk8vlyOfz5HI5TCYTHo8HtVrNO++8Q09PD2q1Gq1WK0SKzs5OFAoFDocDrVZLqVQiEomgVCoxGo2cPn2acDjM1NQUTz311Ja+lEolOp1OpAFduHCBdDpNJpMhnU6j0+lYXFyktraWv//7vyebzWIymTAajWSzWTEv586d48SJE1ssiMtIkoRWqyWbzYo2HQ4HkiRx/vx5jEYjRqMRrVaL0WgU4sG1a9dQqVQ0NDSwurpKqVTCZDIJ++EbN26wc+dORkZGsNlsKBQKrl27dk/R36mpKex2O7FYDIPBgM1mY3BwkLW1NTKZDOvr62xubhIOh0kkEkJQMBgMGI3GezaXkiSRyWSIx+O4XC5mZ2eZmJjg/fffZ9euXRgMBlKpFJubmywvL6PX6zGZTCwvL1MqlYjH40iShFKp5NKlSxw8eBC/349er+ett95ibGwMtVpNX18ffr//E21u8/k8mUwGuJNOs337dmw2GyqVCrPZzNzcHN3d3ej1elQqFWq1mnw+v8Udp2yV7PF40Ol0KJVK0um0qMWj0WjQarWiD61WK9aTVqtFoVAwMDCAy+XCarVy7tw5CoWC+Fn5/EwmI9aI3W4nkUiQSCQwGAyo1WrW1tYwm814vV6USqUQMbVaLV6vl1u3brG4uMjVq1fp6enBZrMJS2mNRiNs6++ej7a2NqxWKyqVSsxJ+fjy1+VIkGQySaFQQKfTifk9ffo0u3fvZmhoiJ6eHjY2NlCpVCiVSrRaLWazmVwuJ56X8rrJ5XJEo1E0Gg0Gg4HV1VVyuRyJRIL5+Xk2NzdRKBQ4nU4MBgOLi4tEo1H6+/vRaDQi3TGZTHL58mWeeOIJtFotTqeTbdu2odFo0Ol0qFQqEokECoVCRCPp9Xq0Wi29vb0kk0lsNhvZbJZYLIbZbMblcqFQKES6oNFoxG6389ZbbwnL9LKF+MrKCmazWVik53I5YrEYsViMwcFBDh48+KnT4GRkZGRkZGRkZGR+3ZBTlj7Ee++9x+LiIrlcjmAwiF6vJ5lMcubMGTKZDFeuXCGXy3H27FlWV1fJ5/OoVCr+9m//ltraWn72s58Ri8U4f/48pVKJsbExJEkSm8gPR0EsLy+TyWS4evUqer2e8+fPMzU1JSJmbty4QSAQYGpqCrVazYULF4hEIkQiEZxOJzdv3kShUJBIJPjhD3/IM888Iza4MzMzTE1NbelPrVYzNjbGxMSEiMK5efOmECwKhYKIyqmtreXq1auEw2FhaXzt2jUUCgXXr1+ntraWaDS6pX2NRsPFixeFgBKNRpmdneX69ets376deDzO0NAQkiSJDfDIyAhHjhzB7XZz+vRpTpw4QXNzM5cvX6atrY1YLEYmk2F2dpbvf//7LC8v88Mf/pAnn3ySRCJBsVjcMoZkMsn//X//30SjUSRJEvV8JiYmuHDhApIkcfr0afx+P3/6p38qauOMjo6SSqXEuMrRMsVikdHRUZaXl7l69Srbt2/n3LlzZLNZfvjDH5LP50UExquvvsrFixdpaWnh7/7u73A6nWxubqLX60kkEqTTaX7wgx+wubnJnj178Hq9pNNpLly4QDKZ5MiRI7zzzjuPlLoUiUQoFotkMhmy2Sznzp1jZWUFv9/PxMQEFouFkydP0tXVhcfj4fLly+RyOSYmJlhfX0en0xGPx5mcnCQcDhMKhbhx4wapVIpUKsXMzAzxeJyxsTGRGqZSqbh69Sq5XI7p6WkAotEooVCI2dlZgsEg9fX1XL9+nXPnziFJEhMTEyQSCdbX15mfn+fGjRvU19cTCoX43//3/53KykoCgQA/+9nPSCQS7Nmzh3g8LqJkxsfHGR8fp6Ojg7Nnz1IoFPjhD3/IysoKra2tJBIJFhcXSafTQgwsz8fq6qqYj6mpKaqrq8lms5w/f558Pk9lZSU/+MEPsFgsItIlEomIOZ6bm+O73/2uiO7JZDJMTEwQiUQYHBxEkiSmp6eRJIlEIgHcEXgnJibY2Njgtddew+FwcO7cOcLhsBBS/uqv/op9+/bhcDiYnJxEqVQyODhIsViksrISs9nM2toaarWadDrN3//935NIJAiFQqyurqJWqxkcHCSZTBKNRrl48SLDw8N0dnYCMDs7iyRJbGxsUCgUuH37NhsbG5w5c4aqqipmZ2eFcHX+/Hmqq6tpbm5mZGQEh8NBOp1mbm6OhYUFTp8+jc1m49SpU/h8PkqlEmq1mtnZWSYnJx8rq3YZGRkZGRkZGRmZXwYeyfb6cxvEL6nt9d2b8o/6/KO+LmM0Guno6GB2dpbFxcVP3fej8Ena0Gq1/PZv/zbpdJrZ2VkuX75MPB7fcozf7+drX/saf/VXf/WZXdMnGevDnvNZzOWD2tu2bRvHjh3jP//n/yw2tw/T5/3WjtvtFpvnL4ovau097Hmf9f38vNp8lD4+7vfIJ/n88+AX2denQba9fiCy7bXMFmTbaxmZnyPbXss8bsi2148HD7K9lgUZmXtQqVRoNBohLnyYcqrHh1OFfl0pp3SVI1VkZGS+WGRB5oHIgozMFmRBRkbm58iCjMzjhizIPB48SJCRU5Zk7qFYLD5QWCiVSrIYcxfJZHJLcVQZGRkZGRkZGRkZGRkZmY9DlnQ/BWq1mrq6Ourr6+nq6hIFOD9MKBTCbrd/buNwu93C2QWgtbUVk8lEe3u7sLQNBAJUVDz4zZPD4aC5ufmR+9doNLS2tt7jdvRZotVq6erqoqamRhQPra2txefzfW59fhRl+2WHwyEKq34cFouFpqamz63wqc1mIxgM0tbWJorgulwuOjs7qaurEwV9ATweD319fbS1teF0OoE79/7T4HQ6CQaDwJ310NLS8pHPw6O291lRVVX1ua8Xu91OU1PTI52jUqmor69/4DpyuVzU1tY+cP04nU527NjBJ4021Ov1bN++XThjycjIyMjIyMjIyMh8vsiCzIcop+vczd2OMndjMBg4cuQIoVCI3/zN39wSJl92X1Gr1SiVShQKhWij/JlGoxGCSfmccl9391l2qfmwZXbZLcdkMvHcc8+h0+lQKBSizsPzzz8vXHVqa2vZu3evOLfsenP3NdlsNp588knRbtmxpuyOUz727p/BnQ34vn378Hg8W+av3E7Z9af8dbnf8jWWz3nQZlOSJA4ePEhLS4uoYdHU1MSOHTvEueX2776P5Xkuz82H7/Pdc3332O6el2AwiM/n2+Lic+zYMXw+H0ePHsVms22Zq7v7KY/Lbrdz9OhRTCaTWA/l+19uV6vVClvzR8HlctHS0oLD4eAP/uAPCIVCADz//PO88sor5PN5Njc3t1z7d77zHQqFAv/sn/0znE4nXq+X+vp6cczdc3P3fbz73t+9nsvXCnc29keOHMHpdG45vuxwVObu+Sz3YbfbhehWnjutVotWqxXzVf5cpVLhdrupqKjYMp4P3weLxUJ9fT1NTU3s3Llzi1NUuf22tjZx/N33RqVSbVmjd4//7s/K16nVavnKV74iXKruXoN3j7u6unqLCFa+3vK1lsei0+loaGigoqKCQ4cOodfrhTPS3ceVfxeV+7j7Gbzf12Xuvj9Hjx7FYDAIt7m7n/vy93f/7rq7fxkZGRkZGRkZGRmZR0dOWbqLclRJMBjk5s2bjI2N4fV66ezsJBQKcerUKeEoA5BIJPjzP/9z/H4/SqVS2AeX7X/dbrewDU6n07S2tvL222/j8/mIxWJUVVVhNBr527/9WwCqq6vZs2cPkiQRj8fR6/UMDw+zZ88efvzjH4vzi8UiNpuN1tZWrFYri4uL1NXV8fWvf51Tp07R19fH7Oys2ODW1dVRUVGxJWKhtraW1tZWNjc3OX36NHDHOlmtVlNdXU1VVRVms5nbt29z6NAh1tbWWFpaYnV1FZ/PR01NDa+++irr6+uUSiVKpRJGo5EDBw4QDAa5dOkSVqsVq9XKxsYG3/72t/nLv/xLUW9lYmKC7du3UywWWV5exmazsbi4yKVLl+57b4rFopjLMrlcjurqag4ePMj4+DhVVVX4/X7Onz9PY2MjgUCA6elp6uvrUavV3Lx5k4sXLyJJEh0dHSK6ZWFhgaqqKm7dukV1dTVXr16lWCwK15tnnnmGVCrFzZs3CQaDhMNh4E7qllKppLm5mWKxyObmJn6/n+HhYZaWllAoFDQ3NwvLb4fDwZe//GUmJiZIJpM4nU7sdjszMzP09fUxNzfHV77yFf7Nv/k3rK+vP/S67ezsFBbFs7OzPPvss/zt3/4thUIBlUrFwsKC2GQDxONx3G43LpdLbLJTqRS7d+9mfn4eSZL4B//gH7C0tITNZmN+fh6r1UoqlSKbzWIwGJidnaWrq4tLly4RDAaJx+PY7XYsFgsejwev14vVaqW1tRW/38+tW7dQqVQUCgWuX7+ORqOhu7ubiooKJicncblcpFIpTCYTe/fu5eTJk2g0Gnp6etBqtfh8PkZGRrBYLAwPD+PxeLBarTQ3NzMzM4PX6yUUChGLxYhEIvh8Pq5fv87a2hrd3d0cPHiQ999/n23btlFdXc33v/992traUKlUxONxfvM3f5M/+IM/IB6P09jYSFVVlbjWqqoqrl+/jsPhwO128zd/8zcUi0WOHTuGyWQSz0DZXry+vp7f/M3fZGxsjKqqKi5fvkx7ezvvv/8+dXV1RKNRjhw5wq1bt3jttdfQ6/V0d3ejUCh45plniMVinD59momJCWpra/mt3/otXn/9dYLBIC+++CLXr1/HaDRSVVXFyMgIN27cwOPxsHfvXq5evcoTTzyB2Wzm7NmzhEIhrFYrMzMzVFZWEgwGOXnyJOFwGJfLxc6dO9FoNExPT7Nv3z7+5m/+hng8jtPp5MSJE2SzWWZmZtjY2MDr9WK325mcnGT37t0UCgXeeuute5zcZGRkZGRkZGRkZGQeDjlC5i4aGxtpbm4mmUyKt/719fV4vV4UCsU9zjeSJJHJZO5xHVGpVMKyV6/XY7fbMZlM5PN5WltbKRaLPPnkkySTSfHGH+5EJXi9XlZXV4WQUVNTQyQSYWBggI2NDVHbpb+/n1wux+DgIKlUivX1dZaWlmhtbaW5uRm1Wo0kSTQ3N+N2u7l9+/aWCJ5yO4cOHdoydqVSya5duygWi5RKJXp7e6msrGR4eJiBgQF6enrE3Hy4cGZVVRXbt28nFovR39+PWq3m+vXrLC4uEo1GicViIn3LarUSCoVYWFigs7OTzc1N6uvr+Uf/6B/xr//1v77n35e+9KV7IoS0Wi379u1jcnKSlpYWnE4nmUyGmpoaYZftdruxWCyMjIxsGXs5sigajWIwGDCbzaRSKdrb23E4HMJZqlQqsba2JqzQNRoN+/fvF2Ow2Wzs3LmTwcFBXC4Xe/bs2RI1UFtby549e8hkMuTzeaampmhqauKpp55ienqaQCBAd3c3TqeTs2fPEolEHkmMUSgU1NfXiwiYkydP0tnZyc6dO+/ZKEuSJCIxVCoVL730Eu+++y4rKyukUik8Hg96vZ58Pk9dXR3vv/8+HR0d1NXViZ+XLdb37NlDKpWira0NSZIoFos0NTVx+PBhpqamiEajNDQ00NDQQDwex+Px8NRTT4lnJRQK0dXVRTweR6fTsWfPHgKBAJubm0xPT1Mqlairq8NqtRKNRqmsrGRiYoKdO3eSy+XQarXs2LGDdDpNNBpl79694nmqqamht7dX9LWyssLKygqZTIbp6Wl0Oh0+n49cLkdLSwsmk4lIJCLueS6XQ6/Xs2PHDjweD5ubm9TU1IhnWKPRUCqVcLlcbG5uUllZKZ6XXbt2sbGxwenTp/nSl75EZWWl6M/tdnPkyBGKxSLr6+ssLCyIe1NTU0OxWKSmpoalpSW2b98OQDabZXZ2lng8zsbGBpOTkxw6dIiDBw8SiUSEyBqJRFhZWWF5eZl0Ok1HRwe7d+/G5XJx7do1qqurqampIZFIiAihnTt3olarmZub49ixY2xsbDA9PU0+n0eSJKqqqlhYWKCxsZHjx48zMzODy+Wiq6tL3Ktt27bx4osv0t/f/9BrVkZGRkZGRkZGRkbmDrIgcxe5XI5AIEA8HicWi9He3s7t27epr69neXmZeDxOXV2d2NCUsVqtjI+Po9PpgDub+Pn5eRobG7l69SparRaLxcJrr73Gnj17mJubI5PJiOiAchpEOQ1ApVKh0+kwGo0YjUauXr1KV1cXk5OTos90Os3AwAB+vx+z2SzSEex2O1qtFpfLhcViQa1WU1tbSzAYRK/Xi3SYPXv2YLfbMZvN4nr0ej1Wq5VsNksgEKBYLBIOh0XqhtlsZmhoiJ6eHiYnJ0kkEsAdAcrhcKDRaPD5fITDYbLZLL29vfj9fvL5PEajEZVKRSAQwOv1YrPZ0Gq1pNNpLBYLSqWSS5cu8Wd/9mf88R//8T3/Tp48icPhwGq1bknTiMfjnDhxAp1OR3V1NcvLy6RSKTGOVColxjg1NSWEqPJclNOZ9Ho9pVKJCxcu0N3dTTQaFXMtSRJ+v5+DBw+i1WpxOp1YrVacTieSJGE2m3nyySdJp9NMTU2xY8cO4I64NT09zcLCgkg3UalU2Gw2UqkUNTU1rK+vE4/HUSqVpNNpEdX0KITDYcxmM06nE5vNxptvvklNTQ3pdJrbt2/j9/tFbZMDBw7Q0tLC2bNn+a//9b/yzDPPsG3bNrRaLYlEQmzGS6USJpOJ2dlZ8vk8KpWK+fl5KisrUalUzMzMcPnyZbq6uhgcHESv12M0GtHpdGzbtg2r1YpOp8Pr9QpB7uzZsxw+fBiNRkM+n8fv9wsx8f3336ezsxOdTofD4cDhcGAwGDAajSK1qLw+d+3aRTAYFOlAPp8Pl8uFUqkUosTq6iqdnZ3iebTb7bhcLpGi09bWRm9vr4hsMZvNmEwm4I5IaTabMRqNmM1misUi2WyWYDDI+Pi4EFF1Oh2lUolIJEIgEKBQKDA3N0cul0OhUDAyMkKxWKS+vh6Hw4FCoeC9997j4MGDSJIk6tmUny2LxSLEMqvVCkChUMBsNuNyudDr9ej1egwGA263m0wmw8bGhljPDocDu93O008/TSqVEtF9lZWVpFIpKioqWFpaIp/PAxCLxQgGgyiVShYXF7FYLGLtldOwFAoFVquVRCJBbW0tGxsbbG5uijQmnU7HG2+8weDg4COtWRkZGRkZGRkZGRkZ2fZ6C+W37qVSiZGRERobG9Hr9fj9fiRJYnJyknQ6zfT09BaXoUAgwMbGhnAf0mg0fOc73xFpQyMjI5RKJUZHR2lpaWFkZASv10t3dzdTU1OMjY0BPy/OW46QyWQylEol8Sb63Llzol+9Xs+uXbtYX18XG8JEIiE2/NPT09TW1jI2NkZ9fT25XI58Ps+tW7colUo0NDSIyJ1z586Ry+VwOp00NjYyPj5OMBgkmUwSjUZpbW1lfn5e1FJRqVRYLBZ+9KMfEYlERMHdmZkZWlpayGazjI+P09HRQTgcZnJykt7eXsbGxmhrayOfz7O6uorT6WRsbIzKykqsVivDw8Osra3d995oNBp27tzJ2toa4+PjIvoHwOfzMTk5SVNTE7FYjImJCbq7u8lmsyJq4fXXX2d5eZlYLAZARUUFdrtdOEpZLBbm5+fR6/VUVFTw3nvvib5DoRAej0dEmJRFq3A4LIQfv99PJBIhn88Tj8dZW1tDqVQSCoVQKpViw7y4uIjL5WJpaQmXy0U6nSadTlNZWcnly5fp6+tjdHSUSCTy0Ou2LLjNzMzgdDqZmprCYrFQKpVIJBJYrVbS6TR+v19Eg4TDYRQKBbW1tSINzOl0cv78eSRJ4n/9X/9X/uzP/ozNzU1RrHl2dpaGhgbS6TThcJhkMkltbS3T09MEg0FcLhcbGxuiGO/09DTNzc3E43GWl5dRq9UUi0Xm5+dRKBR0d3djNBoZHh7G7/eTyWRYX1+nvr6edDotavnEYjECgQAzMzPU1NSwtraG3W5HqVSyvr6O0WgUAs/o6Ch6vR5JkohGo0SjUcxmM21tbSSTSSFwxONxXC4XuVyOjY0NkeKUSCSor68X4k02m2Vzc5O1tTV6e3sJh8MMDg6iUCjYvn078XicSCRCVVUVyWSS9fV1mpqaRMRKKBTC5XJRLBZZWlpCrVaLVLJySmI5ZWl2dpbq6mpWV1dRq9UMDw+j0+loa2sjHo+LqDm9Xo9Wq8Vms3Hjxg3W19cxm810d3dz48YNurq6SKfTIi1uY2OD8fFx+vr6yOVyXL16lUwmg06no6WlhVQqRTgcpq2tjampKZaXlzGZTGzfvl2s08XFRTweD5lMhlgsJsQZQPz++mVCtr1+ILLttcwWZNtrGZmfI9teyzxuyLbXjwcPsr2WBZmP4fDhw+LN8oULF8SG/kEYjUZ+93d/l8nJSW7fvs2NGzc+cf9Go5Hf+Z3f4Sc/+cmWCJkvAqVSyYkTJzCZTCwsLHDhwgXS6fQXOqaPo729nZ07d/IXf/EXIjLgo9i9ezeNjY1897vffaw2dAqFglAoRDgc/thr/ChqamqYm5ujWCyi0Wj4V//qX/Hnf/7nLC0tfcajlZH5/Hmcnt8vAFmQkdmCLMjIyPwcWZCRedyQBZnHA1mQ+ZTodDpyudw9tWIeRDmt4cN1Zz4JWq12SzHbLxqdTrclQuiXGZ1Oh06nI5FIfOwmrZw6Vk5r+nVFpVJhMpnIZrOPzX2WkbkbWZB5ILIgI7OF/z97/x0c15Umdv/f2zlHNLqRcybABGYw5ywNlWakCdqVtjyeWdtrl9evwz/vz7+tcrlc5bK9rnVYezbv7MxoZpRnKIqSKAYwggkgIBA5xwY65/v+AfUdQswSJSqcTxWKQPfte8+993QT58E5zyMCMoLwOyIgI3zViIDMV8O9AjLiE+QBxONxZFlGo9Hg9XpvSy57J+l0WgnGSJKE1+u9LffMg0okEng8nrset6KiArvdfsfnXC4XeXl55OXlKUtP7sVsNpOTk3PPbdLptLJ0CVD2/7AMBsMDtwvA4/Hcc1tJkvB4PBQVFVFaWkpJSQkqlYpAIHDXAZrBYCA3NxeVSqUsX7ofjUZDfn7+ohLIt9JqtXg8nnvuQ5IkfD7fbWWIH5dsThyz2YzFYiEQCDxwMObW+6JWq8nNzf08m3pHOp1OWSoFKEsNvygWiwWfz3fbe1yn0yllyAVBEARBEARBEG4lAjIPwWKxcPjw4UVJV+12O1ar9a6vMZlMuN1uDh8+TGHhp//LT15e3h0He9lcNHcKotTU1HDgwAFyc3NZv369kuT0Xnw+H08//fQ9tzGbzYuuQ1FREbW1tQ9+MiwEJNavX09FRQUWi+We29psNpxOJ1u3bqWuru6u2+l0OlatWkVDQwN/+Id/SF1d3aJ2SZJEfn7+oipIXq+XQ4cOLSoJfj8ajYYXXnjhru3WarX3DAaoVCoKCwt55pln7hv8+qLU1NSwc+dOrFarkrQ4m1j2brKJhG+9L2q1+rEEIAwGA7//+7+/qG0/+MEPvpBjq9Vqdu7cSUFBwW39SKfT8cMf/vALaccnaTQaJdgoCIIgCIIgCMKXz/2nenyDaLVali5dislkYmRkhHXr1hGLxbhw4QKSJFFeXk5OTo4ywJEkiQMHDqDT6Th9+jRer5d0Os358+eVJUbbtm2jvLwcjUZDS0sLdXV1nDp1iiVLlqBWqzl79iyxWAxJkli7di05OTmYTCbef/99KisrMZvNfPTRR+Tl5TE7O8vmzZsxGAyMj49TUlKCyWTi1VdfVRJsZqnVan70ox/xP/7H/6Cjo4P+/n5ycnJ4/vnnGRwcRJIkdDodIyMj+Hw+ZYZDe3s7jY2NPP/883z44Ye43W6MRiPDw8Oo1WoleanJZGLv3r309/dz6dIlZFlm+fLlyLJMd3c34XAYWKiEVFRUhMlkIp1O09HRQTqdxuVysXPnTt588028Xi91dXVEIhGSySS1tbVcuXKFzs5OJEni4MGD6PV6otEoa9eupaSkhHfffZfGxkZMJhMnT54kGo2SSCR47733cDgc7N+/n+PHj+P1elm/fj0Gg4H+/n7+5b/8l/zJn/wJFRUVSJLE0NCQUk0mq6CggNzcXMLhMCqViry8PPr6+sjLy8Nms/HBBx+g1Wqx2+0sWbIEi8XCBx98QCwWAxYCSLm5uWzZsgW73Y4kSbz66qvKkrdNmzbR3NyMyWRi1apVyLLMyZMnqaurw26389577yn7ehDr1q1TAkDvvPMOy5Ytw2Aw0NvbS3l5OXa7nVgsRjwex263MzU1pSRzXrlyJaFQiFQqhU6nw+PxoNPpeP7557l27RoOh4PXXnuNuro6pqeniUajDA0NAbB582aqq6uZnJxU7supU6fIz89nfHwcr9dLJBJRkr6uXLkSh8OB0+nk/PnzFBQUMDw8THFxMfF4HL/fj9VqZWJigtHRUVQqFXv27KGrq4vm5mbee+89pZpRPB6nurqanp4eVCoVLpdr0cyccDhMeXk5zz77LO3t7YRCIaqqqpiYmCAUClFaWsrg4CAqlYqioiImJiYoLy+nvb2dsrIyrl+/TllZGTMzM6jVakpKSujs7KS/vx9YCEJWVlYiyzJjY2Ns3ryZP/3TP1XKj1dWVmK1WpmcnMRut9PU1IQkSQQCASorK5mdnaWiooKPPvqI6upqzpw5g8lkUq5VS0sLubm5SJLE9evXWbJkCaOjo0q57ba2NvLz85FlmYGBAaX8OKBUWuvt7eXgwYP86Z/+qXIe9fX1OJ1OQqGQktRZo9HwyiuvkEwmUalUNDQ0oNVqmZiYoLKyEr1eT2dnJ42NjUoFLkmSGBkZYX5+nvr6eoaHhz9TrixBEARBEARB+CYSfzq9hU6nw2g0UlFRQVlZGZs2bSIUCrFz5042b97MwMCAUkYZFsohx2IxRkdH2b17NwMDA6xbt47q6mplm+npaaamppQKR3v37mXr1q1YrVby8/OV2TWyLFNaWopOp8NsNvO9732Pmpoaenp6ePnll1m+fDkOh4Nly5bh9/tZtWoV4XCYyclJZmZmbltqo9PpeP/99xkcHAQWStwODw+zdetWkskky5Yto6Ojg9/7vd+jqqoKlUpFRUUFXq+XYDBIX18fL7zwAmazmZKSElatWsXBgwe5fPkyGo0GtVpNd3c3zc0LqQgymQy7du3C4XAoA0NJkli3bh3FxcWsWrVKKQcNKNdtfn6eTZs2MTAwwK5du1i6dCkej4eRkRHluszMzDA+Pg5Ad3c3S5Ys4emnn8ZisVBQUKCUK5ZlmWg0qixPymQyrF69WikrvH79egKBALOzsxgMBrZv347dbleqJ2VVVVWxZs0afD4fDQ0NyiDZarWydu1aZXlWfX09JSUleDweXC6X8nq9Xs+qVasoLS0lnU6zefPmRcubAoEAU1NThMNhRkZGqK+vZ9WqVVRWVuJ2ux961kxeXh5arZampiYOHjyIw+EgEolw5MgRli5dysjICLm5ucryLFmWqa+vp7CwEK1Wy44dOzCZTMBCMKmpqQm/38+NGzdwOp2sXLmSQCDAzMzMoqTWkUiEvr4+MpkM3d3dNDQ0YLfb2bp1K6WlpWzYsGHRUrHZ2VmWL19OWVkZK1asIBQKodfrUalUHDlyhBUrVlBfX6/05UwmQ3l5OWq1mpaWFgoKCti0aRMmk4l9+/aRSqWora3l0KFDXLt27bZlaalUivb2dn74wx+yadMmZFlm2bJl7NmzR6mUlC1vvWXLFpqbmzEajVRVVVFeXs769evJy8tj3bp1SmWyrJdffplLly6xbt068vLyGBsbU95rwKJz8Xq9lJSUMDw8zMaNG5FlmbKyMkwmE1VVVaxbtw6Hw0E0GlXeOxUVFcRiMbxeL5s2baKhoYFMJkNdXR1Wq5XS0lJ2796NyWRi/fr1WK1WCgsLqa6uxmAwsHLlSlQqFcPDwwSDQWBhNlhLSwuDg4Ps2bOHiooKcnJylPc9LMyq2bZtGzk5OezcuRNZllGpVOzfv5/ly5czMzPD0qVLmZycpKWlheeee45IJLLoM08QBEEQBEEQhAcjAjK3cLlcVFZWkk6nsVgsSgljq9WK0+nE5XIppXizsmV0DQYDNpuNsbGxRcERWZYxmUxotVri8TgqlQqn04ler6etrW1RgCc7y2NkZIRwOIzdbicSiRAMBpFlGZ1ORzKZJBqNKvlkLBaL0qZbB/LRaBStVsu2bduUthsMBuLxOLOzs1gsFlKplPIX/WAwiCRJqNVqQqEQIyMjpFIplixZQjqdxmg0KsGHmZkZ5dxVKhVqtRqdTsfx48dpbm5WBndqtZqioiLm5ubIzc2lvb1duTYqlQqTyYRGo8FsNmM0GhkfHyeRSBAIBJRBZPYams1mNBoNyWSSVCqF3W7H6XQqM4xupdPpmJubQ6PRoFKpcDgchMNhZRZRcXGxMrshe+xbAzJ9fX3Mzc2xa9cuysrKUKvVpFIpli9fTiQSweVyodfrcTqdWK1WWltbF7Uhm29IkiTC4TCSJC3K/5NMJrFYLBiNRiKRiFKq3G6309ra+tCVqzKZDJFIRJnl4na7CYfDBINBEokEfr+fVCql9C9ZlhfNltBqtZhMJgwGg9LWTCaD1WrlzTffZN++fUxOTpJIJBZdp3Q6jdlsVvplJpPBYDCg0WgYGxtjbGyMLVu2KMGo8fFx1Go1AwMDbNiwgfn5eWXJmk6no7OzE5PJxPLly5VjpFIpcnJy0Gq1zMzMcPPmTXbu3ElhYSFDQ0P09PTg8XhwOp1kMhnlWLIsEwqFmJycZHZ2lpycHMLhMJcuXaK0tBSTyUQ0GlVmllgsFiRJwuVyYTQamZubY2hoiM2bN+PxeBgfH+fGjRvK+cuyTG5urhIoNBqNi4Ju169fx2w2s2rVKjKZDDU1NZSVleHxeAiHw1y4cIH333+fDRs2cPXqVTZu3Lio5Hs4HCaZTDIyMkIgECAcDhOLxXC73Vy8eJHx8XEuX77Mnj17cLlcqNVqzp07RzKZJBQKAQvvMb1eryx1zPZ3nU7H5OSk0m/i8bgSkNNqtXzwwQc0NDRQWFhITk4Oc3NzRCIRMpkMyWRS6QcGgwGv18vc3BzXr19/qD4rCIIgCIIgCIJYsrRIKBRSBh+pVIqTJ08SiUS4cuUK4XCY/Px8+vv7F1U8unz5MjU1Nbz99ttYrVauXbumzKgAGBwcJDc3F7/fTzqd5uTJk1y8eJH169eTk5NDX1+fsq1KpVKWI5w8eVKZXfJXf/VXynKgrq4uAoEAN2/epL29nbq6OrRaLSqVisbGRt5//33lr+yvv/46u3btorGxkUAgwOTkJGfOnGF4eJjTp09TWlrKX/3VX1FRUYHf76e/v5+xsTEuXbqE0+nkL/7iL1i/fr2y3GVoaIj169dz6tQpent7CYVC9Pb2KgPhdDrN22+/rQRsssu3LBYLZ86cUZYxZfX09DA1NcU777yDzWbj9OnTWCwWLBaLsj9YmBVTVVVFIBDA7/fT1dXFjRs3WLduHYWFhYuuISwMPP/rf/2v6HQ63nvvPerr65mfn2doaIhkMonBYGBubo7JyUnS6TR9fX2Lgmg6nY729nauXr1KeXk5K1eupLW1lZGREYLBIAaDgatXr9Le3q7MhMku48med0dHB+FwmPn5eVpbW9Hr9UrQpq+vj5qaGiYnJ9FoNNy4cYPr16+zdu1aKioqeP/99x+q305NTRGPx9HpdFy8eJGqqir0ej2vvfYazc3NxONx+vv7CYfDaLVa5ubm6OrqYnJykry8PDo7OwmFQgwODpJMJunu7mZubg6j0cjs7Czvvfcec3NzLFmyBKfTyfHjx5WladlAht/vp7OzE7VaTWtrKzabjY8++ohEIqHMXIlGo/zqV78iHA7T2dnJ5OQkHo8Hr9dLa2srTqeT06dPLwrGnTp1iqqqKj788ENsNhtDQ0MMDg7i8Xhobm7mzJkzvPXWW9TX13PmzBkMBgPhcJhEIsEHH3xAfn4+/+2//TfKysqoqqriwoULvPnmm2zatInjx48zPj6OLMt0dnYSjUZxu93cvHkTgM7OTjo7O8nPz6empobTp08r763//b//N5WVlVy7do3h4WG8Xi9arVYJpun1ek6dOgXAa6+9Rn9/PzabjdbWVuX91tvby1/8xV/Q19dHRUXFouBsNv9LZ2cn8/PzRCIRurq6qKuro7GxkTNnzuD3+/n1r3/N7OwsGzduJCcnh97eXhKJBBcuXGB6epq+vj6MRiOhUIiJiQnee+897HY7J06cwGKxYDab8fv9iz7TJEni6NGjBAIBJTfQ22+/zfr16wmFQvT19REKhejs7OTUqVM0Nzcr5yoIgiAIgiAIwoMTZa8fgiRJ9yx9fb/n77WtJEk899xzzM3N8fbbbz/S9t0a3HhU7X3UPu/9P6xb23Ovtn3Z2v1p3O0cvF4vR44c4be//S09PT2YTCZUKpUyA+PT7vde2z7Me+xB9n+37e/0/vvk8R/2WPc69oM8nqVSqfjud7/L0NAQx48ff+hz+7Tt+joRZa/vSZS9FhYRZa8F4XdE2Wvhq0aUvf5quFfZazFD5iHcbxDzMIOcO237m9/85jMNlO722ruVcv6s7X2UvmwDxFvbc6+2fdna/Wnc7RwmJib4yU9+osz6uHUGx2fZ7722fZj32IPs/27bf/K1dzr+wx7rXsd+kMezMpkMb7zxBslk8oH3/2V6LwuCIAiCIAiC8GBESPdLQpZl/H7/bdWSVCqVkrT286LVahflUbFarfc8ZjbfxCep1WqMRiNarRatVnvf42YTun4eJEl64OuWzbPxyfZk89xkaTQatFoter0erVar5Fx5UCaTSVmSlV0ucmtumc9LNt/HrTQaDXq9XvnZaDTesS13y2eTzR30RVCr1Yva+ihk86vci06nU85Rr9fflmvo05IkCaPReM++PzMzQyAQQJIkTCbTXY97ay6mT+OTeWbUavUDvXcFQRAEQRAEQfjsREDmc6DT6bDZbI9kX2azmX/6T//p5zZIslgs7Nq1i7Vr19LU1EReXh7f/e532b17910H3Bs2bLjj44WFhfzgBz+gsLCQ4uLiux7T6XSi0+lobGz83IJNer2ef/7P//l9gwaSJLF161Y2bdpEfX39ovtms9n40Y9+pOyjsLCQ0tJStm3bxqZNm1i+fDlGoxGPx3Pf9qhUKp544gmeffZZfvSjH3Hw4EF+9KMfKVWqPk86nY6mpiZl0A3Q0NDA4cOHUavVSJLEoUOHWLp06QPvc8WKFWzduvXzaK5SUjzL7XZTU1PzSPaV5XA4qK+vv2eApaqqitzcXEpLS1mzZo1yvz8rs9nMCy+8oFTruheDwcDLL7+M2+2+4/MrV65k27ZtSiLte5Ek6bbPkWXLlrF+/Xq2bt2KzWZj9erVbNu27ZEEngRBEARBEARBuDexZOkWVqtVSVza09ODRqNRksbm5uYyOjrK3NwcPp+PQCCAXq/H5/PR1dVFdXU1VquV/v5+li1bRiKRWLTsQK/XU1ZWBixUNMrNzWVqagqn04nD4VAqA2Ur8+Tm5qLX65VEt1qtlsbGRgCuXbum7Fer1bJp0yaGh4cpLCykvb0ds9lMJpOhsLCQy5cv43K5cDqdXLt27bblSwaDgRUrVtDW1kYqlWLlypUUFRVx7NixOy510uv1xONxKisr8Xq9mEwmzpw5g8fjobS0lNzcXCRJUqob1dXVMTo6CixUN+rq6uL73/8+H3zwAbAwa6SxsRGbzcaNGzeYmpqiqakJrVZLW1vbonwlOTk51NbWEovF6O7upra2llQqxY0bN8jPzyc3N5fe3l4ikQg1NTUUFxcvGliqVCpWrlyJy+Xi2rVrVFRUMDg4SDqdxmQyMTc3h0qloqqqCo/Hw9WrV/H5fOzatYu+vj5SqRTpdJpQKITP5yMYDFJQUMAPfvADfv7zn+NwOLh27Rput3tRYmdYmAH1zjvvUFNTg8Vi4a233uLQoUPU1NRgtVo5deoUBQUF5ObmcunSpYeqtLRq1SoCgQDpdJpoNIrP5yMejzM/P09NTQ1zc3PIsoxer6exsZFUKoUkSeTn57N//37Onz9PPB7HarVSX1+P3W7n+vXr5OTk4HA4aGtrW3Q8rVZLYWEhGzduXJSsuby8nLy8PMxmM+Pj4+Tk5HDixAnq6uowm8309PQo59jf34/X66W7u1upvlRYWIjT6aSsrAyz2cyNGzdQqVRotVpisRj19fVYrVaMRiPnzp0jNzeXsrIyxsbGmJ2dpaamhoGBAfLz87FYLExPT+Pz+fB6vfz0pz8lkUiQl5dHQUEBw8PDqFQqDAYDpaWl5Ofn09PTQ3l5OSqViu7ubqW62N69e/H7/YRCIYxGIzk5OeTn59PV1YXX68VoNDIxMUFtbS1qtZqOjg4lIe7MzAyhUIi6ujo6OjqYnJwklUop7736+npcLhdDQ0OUlpZy48YN7HY70WhUSRqs0+mUGTAajYbq6mpcLhf9/f089dRTvPLKK0xNTaHVamloaMDv95PJZBgeHlYqalmtVrZt28b4+Ditra1kMhmMRiPr16/n6NGjbNiwgerqaoxGI06nU8kz4/V6qa6uJhwOk06nCQQCJBIJpY/19/dTUVHB/Pw8/f39D9xnBUEQBEEQBEEQM2QWsVgsHDx4kNnZWZ555hk2btyI1+tlx44dyLLMoUOHaG5upq6ujvLyctavX09hYSFLlixhy5YthMNhvv/97yNJEhMTE4tyQOTm5rJt2zZsNhvFxcU4nU6eeOIJamtryc3NZceOHcTjcXbv3s3SpUspLS2lqKhImYWwdetW3G43a9asweVyKftNJpOUl5dTWVnJ7t27cbvdyLJMZWUlZWVl7N27l+3bt2Oz2e64rCEYDDI6Osr+/fsZHh7mb/7mb3j//ff5zne+c8dZOZlMhqeeeoqysjKWL19OXV0dy5cvZ9u2bfT19aFWq6msrGTNmjU88cQTDAwMKIGUkpISmpubkSSJ8fFxtmzZQkFBAdu3bycajfLUU0+xY8cO7HY727ZtWxQQUqlU7N+/H4A9e/bw3HPPEQgEaGpqUl43OjrKSy+9xD/5J/+Emzdv3paDQ61Ws2PHDgD2799PJpPh0KFDSk6NlpYWSkpKKC4uZsmSJSxduhSDwcDk5CQvvvii8hj8bmaNSqVCp9PR3d3Nzp07qaiouGMwRZZlpqamlGNlKzBFIhHWrFlDU1MT69evp6CggKampgforb+j0WhYv349ZWVlaLVaPB4PW7Zsoaamhu3btxOJRNi6dSsej4e8vDy+/e1vo9Pp0Gq1yLKszJSpqKhg+fLlNDQ0sGTJEnbu3InT6bzteFVVVSSTSeLxOGvWrFEe93g8rFixArfbTWVlJcuXL+fQoUNUV1ejUql4/vnn2b59O3q9XpmFsW/fPmBhxkq2n2q1WiYmJlizZg0ejwedTsfGjRupq6ujpqaGyspKli5dyre+9S0sFgvLli3j0KFDGAwG1q9fz6ZNm8hkMvzgBz9AkiQmJyeJx+MYDAa2bt2qBGm2bNnCmjVrqK6upry8HJfLxf79+4nH4zz77LM0NTVRXl5OMpnk+vXrFBYWUl1dzfr16xkZGaG0tJSKigqWLFlCY2Mj+/btIx6P8/zzz3Po0CFGR0dxOBz84Ac/QKVSsWXLlkX9IS8vTwmEFBUVsW3bNnw+H1qtlqeffhq9Xs/GjRsXXfvq6mrWrFnDzMwML7zwArFYTKmsJMsyzz33HKWlpTz33HPo9XoMBgPf+c53+Pa3v82lS5c4c+aMkvA2O5MvGo2i0WiwWCyLqmLBwvs9WxFu48aN5OXlYTAYlD62YsUKNm3ahNVqfag+KwiCIAiCIAiCCMgskkwmmZ2dZWxsTMnhMDo6Sk5ODtFolNdee42+vj5ycnLYsmULOTk5nD59msHBQYLBILOzs8pflj8Z/Jifn2d2dpYdO3bgcrmUfCvJZJJAIEA4HMbv92M0GolEIszNzfHRRx+hUqlQqVT4fD50Oh1Hjx69rcrNu+++y86dO5VB7Pz8PF6vl3Q6jUaj4ebNm6xbt25RIAcWBvJ2ux1Zlvnrv/5rdu/ejSzLnDx5ktHR0Tvmk0ilUqRSKTKZjFJuOTtTKJVKkUgkiMViGI1GiouLCYfDygyjVCq1aOCWTCaRJIm5uTlldsrNmzcpLCzknXfeUcpEw8IAdnBwEJ/Px1tvvYXZbEan0zE5OYnZbMblcpFIJAgEAlRUVJDJZIhGo4vydGQyGQKBAL29veTn5xMOh3nzzTeVc0wkEuh0OnJyckin01gsFgKBAN3d3UopZVgIDsmyTCKRUGYDRaNRzp49y5YtWwgGg2g0mjsu+1CpVMpzKpWK2dlZUqkUFosFr9fLuXPnHnqmQXd3t7JkRafTYTAY0Ol0Sn8eHh4mlUrhdDoxGAzo9XokSWJqaorBwUFlQO7xeLDZbPz2t79lbGyM/v5+ZbCdXbal0Wjw+XxKefTVq1crS6Gy13d2dpZEIkE8HlcG8FNTU6hUKubm5hgfH8fr9TI9Pc27776rXL9sP3U4HKhUKuLxOMPDw4yMjCj7HxsbIx6PI8syExMTALS1tVFQUEB/fz/nzp0jFAoxNTWl9JtsH0gmk9y8eZPGxkZycnKQZZmhoSGcTicdHR309/cTDAYZGRnBYDAo9xdQ/tXr9ZSWluL3+5mYmMButyu5hbLBTbvdTlFREalUips3b1JcXExfXx8XLlxQ7plarVZmrh09epSbN2/S399Pc3MzExMTlJaW0tXVxZUrV1CpVMrxDQYDVquVYDBIMplErVYr55e9L9kS5qlUClmWCQQCwMJstOx9VKlUpNNpZmdnMZvNJBIJ5ufnlX6ZNT09TTAYpLy8HJvNht1uR61WL+pjc3NzrF69+qH6rCAIgiAIgiAIIiBzG4fDQVVVFR9++CGJRIJ0Os2xY8fYu3cvBQUFWK1Wrly5wrFjx4jH4+zduxdJkojFYspsiu7ubvLy8hYlhNXr9UxPT3P58mXMZjM5OTnMzs6i1+uV2RN5eXmMj49jMpkoKytDo9Fw8eJFJicnaW1tZdmyZSxfvvy2Kimjo6O89tpr/PVf/zX9/f0EAgEsFotyPul0mtbW1kUzNzQaDZs3b8ZoNDI5OYlGo+H8+fMcPnyYtWvX8s4771BdXc0TTzyxKA9LdjmK2WxWljBEIhGGh4dpaWlhcnISu93O1NQUFy9e5OWXX8bj8WA0GpXBY3d3NzU1NUogIBaLodVqmZubo66uDq/XS21tLQ6HQzmuJEmUl5dTUVFBWVkZr7/+OlVVVcRiMV555RXa2tqorq7mgw8+4P/+3//LM888w+Tk5KIglFqtJplMotVqee+999i7dy95eXnK7IlEIoFKpSInJ4d4PI5Go+H69es0NDTwi1/8gmg0ilqtxmw2k0wmlVkJvb29FBYWcuHCBXp6egiHw7S0tODz+RbdJ0mSlOCFXq9f1GdCoRDhcJgtW7Y8dMne6elpWltbOXfuHLIsK8GmnJwc5ubmlAF3dlnQ0NAQsiwTDAYxGAy8//77yLLM+fPnsVqt7Nq1C1mWSaVStLa2UltbS11dHbCQVyc/P58bN25w9uxZ9Hq9kt8ku9xOr9eTTCYJh8OcOXOGZDJJUVERr7/+uhLIunTpEnv37sVut5PJZDCZTCSTSVpbW7l48SJer5dkMonT6USv1xONRpV+kp05VVFRQUVFBYWFhZw7d47Dhw/jcrmIRqMYDAZGR0cZHh7G5XJhtVrRarXodDrOnDlDNBolGo3i9XrJz89n6dKlFBQUMDMzQ05OjjKbyWAw4Pf7cTgcRKNR5ufnmZmZ4bnnnlOCKplMBoPBwOzsLDk5OUrw5Xvf+x6FhYUcPXqUZ555Rsk/o1aryWQy9Pf3k8lk2L17N5FIhF/+8pf09fXh9/s5c+YMR44cwWazEQwGlX7T3d3N4OAgZWVlHD16lKmpKeX6l5eXMz8/j1qt5ujRo6RSKeLxOK+99ho/+clPKCwspLm5GZVKRUlJCcuWLeODDz7A4/HQ399PZ2cnkiSh0WiU97wsy7z22mtcuXKFkydPcvbs2UV9LLt0qrOz86H6rCAIgiAIgiAIIH0ZSqBKkiR/XtV2HkZeXh4//OEP+U//6T8pf1XOys58gYW/LmcHzbd+f7fts7LbZp+70zYAR44cQa1W87Of/ey2fcLDla3Nzua40+uyx8/OwkmlUspALJtXxWw2Mz09/alL5X7y+mTbc7f9/ehHP2J6eppoNMqHH36I3+8HFgJIf/zHf8xHH31EIBDg1KlThMPhRdfwbt/fzf22ufX63CtIIkkSNTU1rF27Vpld8iDHf9j2PMx+4M79RJIkJElS+uGdtrv1vB+0HPWDtOlux7lTu+93LdxuN//0n/5T2tramJqa4uTJkw/0XvzkOW/fvl3Jc3Tp0qUHmp10p/3dus+sW9tzt/O51+N32ufdnlOpVLzwwgsMDw9z/Pjxu7b9Tm1Sq9V3zBd1L5+c/fVl+H/kVg8b1PyGuSjL8uefTVz4yrBJLnmNtP1xNwNNYQGBVYWPuxnCN5z1oznS7V0PvH183yrS+sc/hhG+udSxDPq3zz/uZgj3cVZ+l4A8e8eqGSIgcwuj0YjP52NiYoJIJPLY2pGXl4ckSYyNjX3pBjqfN6PRiNFoJBQKKUuEsrJLZ8Lh8G35YR43vV6PyWRSAkjC50uSJBwOB6lUikgk8tABhSytVovD4VCS1X6V328Wi0XJ7fNNJwIy9yQCMsIiIiAjCL8jAjLCV40IyHw13CsgI6os3SIajdLX1/e4m8HY2NjjbsJjk11KcifBYPALbs2Di8fjYiD8BZJl+ZEEv5LJpJJv5qvuk7mlBEEQBEEQBEH4chMh3VtotVqKioooKCjA5XLdMSnr/ahUKnJzc3nQGT8Wi4X8/HwlKeudGI1GPB7PHdtjMBgoKiqiuLiY4uJifD7fPdstSRI+nw+9Xv9A7fusXC4XpaWlmM3mz2X/er2e/Pz8RY9pNBq8Xu+i3DdZbrd7UWJhrVZ713ttMpnweDyfql0Wi4WioqJFj6nVavLy8u7Yri+CJEl4vV4lH8nDvjY3NxeTyaSUNn8QKpUKt9tNTk7Ofbd1uVxK7qM70ev1tyWmflSy52cwGG57Lpvz6VFzOBxKP/X5fBQXF1NaWkppaekdK5zdjVqtJj8/n5ycnE/1mXU/97svgiAIgiAIgiB8OiIgcwudTkdeXh4FBQV897vfvW1AfT8FBQXK4OhBAzLPP/88Pp+Pw4cP3/U1BQUFHDhw4I5BlMrKShobG/nOd77D+vXrWbdu3aJBpcViWVS6WKVScejQIYqLix/q3D4Nk8nE3r17OXz4MPX19XfdzuPxfOoAkdFo5OWXX170mMVi4amnnsJms922fXNzM+vXr1d+1uv1dw2glZSUsH///ge+l1lms5mWlhYqKysXPa7X63nmmWfu2K4vgk6n48CBAxQUFAAL1y6bEPZ+1Go1u3btorq6mvz8/LsO/LMlkbPq6upYsmTJPQOOkiRRVFRES0vLPUt+ZwOTn4dsCe6ysrLbnisqKuLgwYOP9Hhut5uWlhby8/MxGAy0tLSwYsUKfv/3f59169Y91Hmq1Wqeeuop1q9f/9B99UHc774IgiAIgiAIgvDpiCVLtwiHw5w7dw63283evXtpbGwkLy8Pi8WilKKdm5sjlUphs9kYHh5m2bJlZDIZzp07x49//GN+8pOfUFRUhN/vp6mpCYPBwOXLl4lGo9TV1aHX6zl+/LiSo6a6upqpqSlOnDiByWSisrISq9XKjRs3WLJkCZIkMTIygkajweVyUV1djUql4v333yeTydDd3U1vby91dXX09/dz7do1ampqcDqdzM/PU1FRgcvl4ujRo1RWVioVdm4duHk8HvLy8kin04RCIcrKyhgbGyOVSlFQUIAsy0xOTtLU1KSUGtbr9Zw8eZJoNIpOp2PTpk3YbDa6urrw+XzMz89jsVioq6sjHA5jMBiorq6mrKyMvr4+VCoVRUVFjIyM8NRTT/HOO++QTCaRZZmLFy8CC4PkFStWYDAY6O/vV8ofezwe6uvrycnJ4fjx49hsNhwOB42NjWi1Wvr7+3G73Rw6dIju7m5GRkaoqKhgfHycSCSyaLBrNBrJy8tDpVIp1/vo0aMUFRVRVVWF0+mkoqKC8vJyRkdHlfLUIyMjXLp0iXQ6jSRJVFZWkpeXp+Tw2L59O3/6p3+qnEdpaSkFBQV4PB4aGhpwOp1cvnwZu91OOp3G4XBw8eLF2/LmPIgtW7YwMTFBfX09J0+epKioSFn6VVNTw/DwMLOzs5SXl5Obm6uUZP/Od75DMBikra1NmWXU2tpKPB7H5/PR2NjI+Pg4Y2Nj1NTUkJeXx9DQECaTCYPBgCzLeDweLl++jM1mw2azUVVVhVqt5u///u9Jp9Ns2bKF+fl5pqen2bhxI7IsMzw8zIYNG+ju7ubChQsUFRXxR3/0R7S1teH1eikpKeE3v/kNpaWl5OXlcfbsWWZmZjCZTBQUFGCxWJTKXSdOnFCCqENDQ5SWlqJSqejv76ewsJCOjg68Xq/ynsrJyVH6aUNDA5lMhvb2dmprayktLeXSpUvAQjAx+z6anJykuLiY559/nlOnTuF0OvF6vbS1tbF582bC4TATExMMDg4qs1uGh4epqalhYmKCq1evIssyTU1NeDwegsEgTqeTxsZGWltbiUQivP3225SVlbFy5Up+9atfsXr1asrLyxkaGsLtdlNXV0c8Hqevr4+ZmRmqqqqYmJjg2rVrSjW4UChEOp1Gp9NRV1eHz+ejq6uL1atXEwgEyM3NZWRkRKnMlEqlmJ6epry8nNnZWVpbW1m+fDkWiwWbzUZPTw8WiwWz2XzH+zI0NERVVRVarZbTp08zNDT00H1XEARBEARBEL7JxAyZO6ioqOD8+fNcv34dvV7P9u3bqa+vx+v14vF48Hg85OTkYDablYBMtozz0NAQ69atw26309DQwNzcHGvXrmXLli0kEglWrFixKNfIf/7P/5lVq1bx3HPPsWLFCoxGI0NDQxgMBgwGA7t371aW+6xfvx6LxUJVVZUyCyYejysJbjOZDDabja1bt9LR0cEzzzxDJBJhcnISo9GIVqvlwIEDt51vYWEhmzdvxmQysWvXLq5du4ZarWb//v0MDg6yatUq1q5dS01NDYWFhcrAONsutVrN0qVLmZmZYdWqVUrVoUAgQG9vLzdv3sTlcrFhwwYAmpqa2LRpE1evXgUWyjaHQiF27969aHaPJElYLBZlFlDWsmXLsFgsrFq1SglsHThwgEgkopx/Op3m2rVr7N+/n9LSUiwWC5s2bbptKYjZbKaxsRGDwUBNTQ06nY69e/fS3NxMV1cXarWaPXv2KAG1vr4+tmzZQjgcVhLJZktF9/f3K9dxbGyM8fFxYCF4tWPHDvr6+kgkEgwPD7Ny5Uqqq6sJhUJs3boVh8NBWVkZ27Zte+hZINn+2NjYSGFhIdu3b0ej0fDss88SDodZsmQJW7ZsYWpqalEenlAoxMTEBEeOHKGjo4NNmzYpM6csFgtarZYnnniC7du3Mzc3x+zsLJIk0dzcjM1mo7KykrKyMvLz89m+fTtWq1V5D8TjcVKpFDMzM4yMjLBhwwYmJiZYsWIF9fX1NDc309vbSyaTYWZmhnA4jN/vZ2pqioqKCurr61m9ejU6nU6ZqWa1Wlm6dCn5+fnk5uZisVhYv349y5Yto729ndzcXBoaGggEAjQ3NyNJEmVlZdhsNurr62lsbGT79u24XC7Wr1+P1WqlqKiII0eOEAqFmJycVK5NXV0dNpuNoaEh9Hq9kiNoyZIlWCwWpeT25s2blff4hg0bmJ2dJZVKsW/fPjKZDGVlZWi1WsxmM88++ywnT57k+9//PrFYjMHBQaWCWTgcVo4di8WYnp6mqamJ/Px8JiYm2Lp1K5cuXeIf/+N/zKZNm5Blmerq6kXlqbOqq6tpaGhAr9eTl5fH2rVr6e3tpbm5mcHBQV544QXOnz/Pjh07WLduHSUlJXR1dSHLMslkUjluVVUVRqORcDi86L6sWrUKrVZLSUkJzc3NpNNppSy6IAiCIAiCIAgPTgRkbqHRaNBoNHR1dfHWW29htVopLi4mlUphMpkIBoNEo1HcbjdtbW2EQiGi0SiRSASj0YhKpcJkMqFSqdBqtUSjUVKpFFqtlu7uburq6nj99deVgbzH46GgoID//t//O6WlpXg8HiorK0kmk5hMJsrKypBlGbPZjNFoxOFwYDabOXbs2KI8JCqVCrPZrAQzzGYzKpWK2dlZ5fWNjY2o1WpsNpsS7MmamJjg5s2b7Ny5k/Lycmw2G4FAAJ1Oh8PhYHR0lHg8rlQ3cjgcnD17llgsBiwMBuPxOHNzc9hsNtLpNKdPn8ZkMqHT6dDpdBiNRnJzcxkbG6O7u5vy8nK0Wi2hUEiZrXP58mV2796tLIexWCw0NDSQSqUwGo1Ke0dHRykqKuK1115DpVIpOVFyc3MJhULMz88TiUQIh8MMDQ2xbNkyZFnGZDJhMpmUGSLZtms0GtRqNZFIhFgshsPhUHLNaLVa3G43sViMCxcuKAGzlStXKvuRZVmpDjU1NYUkSZhMJuUeSZKEy+XC4/GQyWSIxWJcu3aNhoYG5ufnaW1tZdmyZRgMBj766KOHTs6aTqdxuVzo9XpSqRQXLlxg06ZNlJSUMD8/T0dHB3a7XclDlG1XKpXCarViMBiw2WxMT08rwcKGhgZ0Oh1msxm73Y7X60WlUiFJEolEgkQigd1uV/ra6dOnWblyJW63G4vFohxDp9NhMpnQ6/WYzWYmJydJJBJEo1FmZ2eBhUCiTqfDYrEQi8WUPut2u+nq6lICW7Iso9VqUalUBAIBZFlWAnayLBONRonFYvj9fnJychgeHqa3t5e1a9cSiUQwGAxcuHCBlpYWioqKUKvVnDt3Dq1Wi8/nW9SXbDYbFRUVSgArO/PJ4/GwZMkSYrEYdrudTCbD/Pw8BoMBn89HaWkp4+Pj5ObmMjc3x/Xr18lkMmQyGcxmMyaTifHxcdRqtfJZkWU0GtHr9ajVarq7uzGbzeTm5jI6OkoikWB+fp7x8XFycnIIh8NcuHBBKVmf7X+SJKHRaPB4PNy8eZOhoSFlJkwsFmNqaopUKoXH41H2mw2GAdy4cQOXy6UEjwcGBtDpdIvuS05OjnJfYrEY0Wh00ftTEARBEARBEIQHI5Ys3SIbVLHb7czPzzM/P08sFuPy5cuk02mCwSAXL15UcrD09vZy8eJF5ubmlICFz+ejra2NaDRKb28vs7OzqFQqqqurSaVSVFVV0d/fj9/vV5YRAPzN3/wNbW1t7Nu3j/Lycm7evMn8/DyXL18mk8nQ399Pe3s7W7ZsobCwkJ6eHqXdKpWKnp4ewuEwY2NjypKbX/7ylySTSerr64lGo+j1ejo7O5mfn19UNlqv1zM0NMTg4CBOp5OWlhbeffddfv3rX+P1euns7CQWixEKhWhtbeXQoUMUFhYqFalkWWZwcJC5uTlOnDhBU1MTMzMzzM3N0dPTQyKRIBAIMDU1RUNDA62trXz44Ye0tLTw29/+litXrmA0GvH7/bz++uvKX/sTiYQy6AsGg6hUKjKZDHl5eUoC5nA4zOnTpzl+/LgS4Ghra6O2thaj0cjRo0fx+Xy4XC4GBwcJhUJMT08jSRKyLJNIJOjr6yMajXL9+nUSiQQ9PT3k5+fj8Xjo6OjA7/dTU1PD/Pw8drudv//7v2fVqlUYDAZCoRDBYJC3334bp9PJmTNnCIVCdHd3K0GJWCzGe++9R0lJCTdu3CCVStHe3s7Y2BjpdJp0Os3bb79Nb2/vp6okdfXqVVasWMGlS5fQarVMTEwwNjbGuXPnaG5u5vTp03z44YdUV1czMjKiBHzOnz9PTU0NP/vZz8jPz+fUqVNKha/R0VFyc3O5evWqsgxuamqKubk5kskknZ2dFBUVMT09TTqdJplM8pvf/IZwOExFRQU6nY54PM7AwIDyXE5ODu3t7YRCIRwOBxqNhkQiQSwW49y5c0SjUYLBIJcvX2ZkZERZAnXixAmlP3R3dzM6OoperycYDDI+Pk4ymWTNmjVcvXqVoaEhhoaG6OzspLq6mtbWVm7evKks50kmk7zyyivMzc2xfv163G43v/71r9m8eTMTExNKha8rV65QVFSkXLPu7m4mJiaIx+NYrVbC4TCJRILTp0+TSqX46KOP6O7uZu3atYyPj/P666/T2NjI+fPnSafTpFIp/vIv/5La2lp+8YtfoFarlc+bTCaDJElkMhna2trQ6XREo1Ha2tqUmSvZAO2f/dmfUVBQQFVVFX6/n0QigV6vp6enh/n5eVQqFZ2dnZSXl1NVVUVbWxuXLl3CZDJx8eJFdDodf/7nf05RUREXLlwgGo1SXFyMSqVS2vnKK68oSzTHxsYYHh5GpVItui/V1dV0d3dz9epVJicnP1WiaEEQBEEQBEH4ppNuner+2BohSfLnkYzyy+Sf//N/ztjYGFNTU5w8eVKZXSJJkjIYy/586z355M8P6m6ve5DH7/b9Zz32Z3nu1m1eeOEFdDodg4ODXLx4UZlp8Vnadb/tH7RtD7L/tWvXUltbyyuvvPK5l/J+lPfS5XLR3NyMwWBYFDj7NPv6ItzpeJ/1enwR+5ckie3bt5Obm8vPf/5zDAYD//7f/3v++I//WMkx9EVfy6+a7OepcEcXZVluftyNEL48bJJLXiNtf9zNQFNYQGBV4eNuhvANZ/1ojnR71wNvH9+3irT+6z2GEb7c1LEM+rfPP+5mCPdxVn6XgDx7x6ooIiDzBVGr1Wi1WiUQI3x62aUl8Xj8KzkoVavVqNXqT5XA93Ezm81EIpGv5HX/KtFoNEiSRDKZxGAwYDabCYVCi/JPCXcnAjL3JAIywiIiICMIvyMCMsJXjQjIfDXcKyAjPkE+IbuU4NY8I/cjSdJ9cyik02klGGM0GhflgHlUTCbTI9tXNg/KreWNtVrtovLUBoPhtvLHBoPhczm3W2XzsNwpKKDX6+9Y+jeb30ej0Tz25RU6nW7RkrEvklqtXpQ/6G5UKtUdS5GHw+HPJRhzp/72MLRa7Wd6/SdZLBblK5v75VH26/t9BqRSKZLJpJIzZ3Z2VgnGSJKE2Wx+ZOf6Sdl78XUPkguCIAiCIAjC4yZ+4/6ElpYWVq9erZQBvheVSoXT6USn07Fq1aoH2r9arebpp5+mpqbmszZV4Xa7UalUrFu37pENokwmE7/3e7+H3W5XHmtsbGT//v3KQHDZsmVKpSVYOLdDhw5RX1//SNrwsLRaLQ0NDXcMTNlsNl566SUKCgqU0uF3otFoFp3zo+R0OlGr1UqVmsehvLycZ5999q4Bx2wOJZvNxpIlSx4qMPlZmEwmXn75ZaxW66d67caNG2lpaVGCSNlrfSdqtRqn03nX/el0Or73ve/xwx/+kO985zscOXKEf/SP/hElJSUP3bY70Wq1PPfcc1RWVmKz2e7aFyRJYv/+/axdu1YJoplMJux2O//kn/yTzy2waDKZ+P73v//Q1b4EQRAEQRAEQXg4IqnvLaxWK08++SSvvvoqBQUFSpWZdDpNbm4u6XSaU6dOUVlZidlsJhgM8t3vfpc///M/Jx6Po9fraWxsRKPRMDg4SElJCXa7ncuXL6NWqykrK+P69etIkrRoEKbRaFi9ejUajYZUKkVHRweFhYVIksTU1JRSQlqtVpPJZBgbG1NK0l65coUf/ehH/P3f/z3JZBKXy0V1dTVWq5WOjg4CgQDV1dXo9XquXLmi5CzR6/XKPvr6+qitrcVsNnP58mUAperTrYPadDpNSUkJe/bs4fz586RSKTQaDaWlpRQXFxMIBJSyyC6Xi7Nnz1JbW4tOp2NycpL8/HxisRiXLl1S9llWVobVamVgYIDCwkLMZjNXrlyhrq4OnU5HT08PFRUVOJ1Orl69SmVlJf39/aTTaXJycujv7ycQCAALA9hskKy5uRm9Xk9bWxvJZJKGhgby8/OVqjRms5nS0lI0Gg1jY2N4vV6CwSANDQ3Y7XaOHj2qlLkeHBxU2ltbW4vX68VoNHL69Gny8/OV8siVlZVEo1HC4TBOp5PBwUEqKyvR6/Vcv36dF198kbfffpt0Oq2UjbZarfT29jI+Pk5dXR0mk4krV64wPz//wP3WbrdTWVlJKBRibm6O0tJS5ufnCYfDVFVVodVqOXHiBB6Ph7q6OnJycmhqasLv95Ofn09HRwdut5vc3FympqY4cuQIv/rVrwCoqalRKiy99957lJaWUlhYyOTkJJ2dnciyjE6no6KiQuk/2cpi2TLnExMTGAwGpqenKSoqYmhoiLKyMnQ6HdPT03i9Xi5evKiULB8cHKS7u1tJRp2tUDQ3N8dHH30ELFTUqqmpYXJyEpvNRktLC3/xF39BLBbDaDTy0ksv8d577xEIBPB4PLS1tVFYWIharaa6uhqn08mxY8dwu90MDw8zMzOzqJ///Oc/58knn2RwcJDz58/zwgsvsGbNGrxeL5cuXaKhoYFMJsP169eVKmBr1qwhkUgwMjJCWVkZV69exWAwkJOTQyaTUZaqTUxMkMlk8Hq9HDlyhF/84hfKeXk8HsrKygiHwwQCAfbv38//+//+v8RiMSRJ4uWXX+bSpUt4PB5aWlqYnJykr6+P+vp6QqEQU1NT5OXlMTExgUajoaqqiqtXryp5lrxeLz6fj2AwiEajobCwEJVKxQcffEBtbS0qlYq+vj40Gg11dXVUVFTQ09ODzWYjHo/jdru5ceMGtbW1qNVqPvroI8rLywkEAkqSb0EQBEEQBEEQHoyYIXOLYDColEpes2YNbreblStXUlVVRXFxMdu2bWPv3r3YbDZl0BmLxYjFYhw8eJB9+/ZhMpkoKCjg29/+Ntu3b0eSJHbs2EFtbS0FBQVs2bLltiUfmUyGQ4cOEQ6HeeaZZ6iursblcvHEE09QXl7Otm3bqKmpweVysXbtWoqKiti2bRsAO3bsQK/XMzg4yOHDh7FarRw6dAitVktLSwsbNmzAbrdz6NChRTlLzGYzBQUFHDx4kNzcXA4ePIjVaqWlpYU9e/YopYY/KZVKAbB161a2bNlCbm4uf/AHf4DZbKakpASNRsPs7CxLly5l7969VFdXs27dOlasWMGqVauYnp5etL9Dhw7hdrtZsWKFUoJ57969uN1unE4nTz75JHv27CGTyXDgwAFkWeZb3/oW27ZtIzc3d9HyG51OR0tLCx6Phz179pBMJnn22Wd54YUXuHnzJvF4HK/Xy/r161m3bh2wEMyoqanB7Xaza9cu0uk08/PzPPPMM8iyzNatWxfNplm+fDkFBQXU1taybds2fD4fzc3NrF+/nr1796JWq1m9ejXl5eXU1tYq7Thw4AB6vZ6+vj727duH0+lk//79qFQqtm7dqszKOnTo0EPlCZEkib179zI8PExdXR1PPPEEU1NTHD58mMrKSnbu3InP52P//v3s3LmT3t5eUqkUhYWF1NXV0dDQwIYNG6iqqiIej2M2m5UA16ZNm6ioqKC+vp7169dTW1vLk08+idPppLS0VOnHTqeT3Nxc1q5dS0VFBbBQJnrfvn1kMhmeeuopGhoaKC4uprq6msLCQnbu3MnExATf+973SCaTbNmyBZPJxMTEBE899RT79u3D7XazZ88etm7dSn5+vhJU0Ol0/PCHP+Ty5cu8/PLLqNVqxsfHlT4bj8dRqVRoNBrWrVtHQUEBq1evZt++fcp7NxAIsHbtWsrLy2+bBZROp5mamlJ+npmZIZlMMjQ0xHe+8x02b96Mx+Nh+fLl+Hw+YGHWzeHDhwmFQjz11FPo9Xq2bdum9FO328369eupqKhQytnLskwkElHOS6vV8uSTTzI7O6u8B8LhMMPDw8r26XSayclJUqkUU1NTPPPMM2zcuBG3282GDRs4dOgQVVVV6PV6nnnmGfR6PRs3blTOpby8XOnrJSUli+6tz+dj5cqV1NbWIssyMzMz7N69m6qqKgC2bduGw+Fg8+bNeL1eVq5cybJly9i0aRMWi+WB+6wgCIIgCIIgCAtEQOYTVCoVsiwjSRIajQa1Wk08Hsfv9xMMBikuLsbtdtPX18fs7CySJJFOp8lkMrjdbmV2jNlsZnZ2llAohEqlwufzkUqlsFqtyiyNrEwmQzQaZXBwkNHRUSwWi5LDIZPJMDU1hUajQavV8tvf/pZQKMTs7CxTU1OYTCalvclkElmWCQQCSrnt6elpPB4Pr7322qKBvsFgwG63k8lkMBgMymsMBgMFBQVIkkQkElmUp0KSJILBIH6/H71erwx8e3t7kWWZS5cukclkmJubIxKJUFxcjNFo5JVXXiEajTI1NcXw8PCi63316lVaWlpobGzEZrNx8eJFJWeH3+9XBs99fX0UFBQQCAR4++23uXHjBk1NTRQWFi66jtmg09zcHOPj4zgcDrxeL5lMhlQqRSqVQpZlSkpKsFgsXLhwAZfLhUajQa/XK7MYysrKGB0d5dSpU4sShEajUSYmJujt7UWv1+NwOJR+Mz09TSKRwG638/777zM2Nqa0w2QykclkUKlUJBIJZFkmGAwqg/GZmRlcLhdvvPHGQyd+rqioQK/Xc/nyZZxOJ8lkkvn5eSRJYm5ujunpafLy8rBYLEpp4+zMFo1GQ15eHi6Xixs3bij3PJPJkE6nSSQS+P1+5ufnSafTyiycq1evKsc3mUzYbDbl+1uv1dDQEDqdjkwmoxxPkiSlD2dLottsNkKhEAMDA8zMzFBcXIxareanP/0pmUyGkZERJZinVqtxuVykUinm5+dRq9V3XIJmsVjwer2cO3eOgYEBrl69ysaNG7FYLKjVatrb2ykvL6empgatVntbTpZsX8j2rdnZWWVmi06n44MPPmBubg5ACeT19/dTXFxMV1cXV65c4fr16zQ1NSml2rVardLe7PGyx5AkCbfbjSRJjI6OKmWxb21XdqZNJpNRyn8XFBSQTqc5evQoly5dorCwkIaGBsrKypR2ZDmdTqWvp9Np5d7m5ORgtVpRq9XK+yAQCNDT08OKFSuYmpri5s2brFmzhvr6eoxGI8eOHVP6+OrVqx+qzwqCIAiCIAiCIAIyi1gsFmZmZlCr1UxPT1NbW0soFEKj0RCLxQiFQpw9e5YlS5awdetWUqkUIyMjlJeX4/f7OXbsGLm5ubhcLl599VUlAJJdRmE0GtHpdESj0UW5V2Bh2dLy5ctpbW0lEAhQXFzMxMQEPp+PSCTCBx98wLJly1ixYgWZTIZwOIzD4WBmZobW1laam5uZnJzE6/Xi9/sBkGUZr9dLTU0NJSUli3JCSJJEfn4+4+Pj5OXlMTs7iyzLxGIxLl++zLZt2wiFQouWVmWDGjabjWg0Sjwex2g0KsdYvnw5mUxGCWCcPn2awsJCtm/fTjAYXDTAzTKbzZw4cYJjx46xZs0atmzZwm9/+1t0Oh1Go1EpEa5Wq/nwww/Zu3cveXl56PV6Tp06pQyIYSEokk6nUavVzM3N4XK56Ovr4+zZsxw8eJBwOIzBYCCTyXD+/Hm2bdvGypUrSafTeL1eZXaU3W7n2LFjPPPMM7jd7kXtlSSJyspK4vE4Fy9eJC8vj1AohM1mIxKJ0NPTA8DevXsBlHZMTU1x9uxZVqxYwczMDB6PR1nilUql8Pl8lJeXU1pa+kD5i7JkWeb999/n+eefx2azceLECWpra7ly5QqTk5NMTk6i1Wrp6urC7/ezdu1akskkIyMjFBYWkk6nOX/+PAUFBTz55JP4/X78fr8SQNTpdITDYcLhMG63G4fDQVNTE1VVVUoQJJPJUFBQQDAYVHK4aLVaJicn8Xg8TE5OLlrmAguz0dxutxKsmp+fp729ncrKSo4dO8abb77J0qVLaW5uZmxsbFFen2g0yj/8wz+wefNmZVmSJElKTpVMJsONGzfQ6/WEw2G2bt2qBCBOnz5NR0cHVquVsrIyWltbGR8fp6WlBa/XqxwjG3A0m83odDpisRhWq5Xh4WE6OjpoaGigoaFBmSWk1+uZn59XlrIdOXIEo9GIyWTi1KlTdHR0oFarsdvtSltisRhDQ0Pk5eUBkEgk+M1vfkNlZSUjIyOMjo4yNja2KK/OtWvXqKioUJZ/jY2NcfXqVZYvX67Mojt37hz9/f1KO26dAaTRaJS+brFYCIVChMNh5fFEIoHRaFSSTl+6dIlr164pweHW1lbefPNN6urqaG5uxmq10t/fT1fXg1ekEARBEARBEARhgSh7fRfZv0o/7PW51+skSVJmH9xKpVLxJ3/yJ/zP//k/6e/vX7T9rfu5374/+bhKpeLFF18kmUwyOTlJW1sbExMTt+3vTvu80/7uxOv18uKLL3Ljxg2CwSDHjx+/bT93a/Mnn7/T+d6rXQ/axgfZ160/Z//NDkJv9e1vf5twOMzrr7++aNsHafu9Hn/hhRfQarVMTExw5coVRkZGHui87rTfO7X7Ttt98t7c7Vyy6urq2LVrF/39/UxNTdHa2qoc536vvV+77rTN/e7vvZ6/33355D1+mL70IOdyp/vxoJ8pD3Kd7vWaB7mGd3s/ZMmyzIoVK6ivr+ftt99mZmbmtvfqrd9/Gf4fuZUoe31Pouy1sIgoey0IvyPKXgtfNaLs9VfDvcpei4DMl4BWq1VmWmSXsDwqJpMJg8FAKBRalEPmUZEkCavVqixDSafTj/wYXxaSJOH1epEkSUnM+qhkZ1CFw+GHyiHzRVKr1VitVtLpNJFI5Gt9rwWUGX0Pk2D6y0IEZO5JBGSERURARhB+RwRkhK8aEZD5arhXQEZUWfoSSCaTiyr5PEqRSIRIJPK57BtQctY8fhKQDS6qWejaKSD98ffSxz9LHz8vA5mPf1Z9vN29B3GyLN812fFnFY1GiUajn8u+H5V0Or1oidjjoWLhnmU/z1KPsS1fb1+FPikIgiAIgiAIX2UipHsHNptNSdZ6Pw6HY1Gln0fNZDKRm5t71+dVKhUul+ue29yJx+O5rbrM3ZjNZjwez21JT7MJXNVq9W05ce4lW243u4TL6/UquUcenITT6cDpdPC7AAuAGpU6jdOVRqeV0WgkXC4Jd44alQqsVom8PBVaXRqtTqa0zEROjgqtRoNOb3zINnz1GAwGcnNzb7uXj4JGo8Htdt8xwS5AQUEBxcXFFBcXU1RUtOie5+bmYjQalTbm5RXc8spsW9VIkkyOR01ZuRm1JsXCvRcEQRAEQRAEQfjqEQGZT8jPz6exsZHNmzffcdCak5OjBGCyVVEeJhjxsNxuN88999xdn6+qqqKpqUkpv3s/drsdq9WqVH15EMXFxezdu3fR9lVVVUqS4GXLlvHkk08+0L5gYeD+0ksvKZVtDh48SFFR0R23zcvLu0vgSE1dXSU7d24H9CzcKjVgwulQcfhgHrleI0uXWli61Mq6dQ4aGqwcOrSEslId27dXUFRkYmmTnf37XDicZupqG9DrdQ98Hl9FPp+Pb33rWw8cjHsYGo2G3Nzc2xI3Z5/bunUr27dv54knnmDFihUUFCwEXVQqFTt37qS6uhpYCPS99NLLH78yOyPm4/1oVdTXWTl4wEt5mRF4sD4sCIIgCIIgCILwZSOWLN2ipKSEl19+mba2NgoLC3n66ac5efIkRUVFWK1Wbt68yfe+9z1ef/112traUKlU5Ofnk0qlyM/Px263c/r0aTKZDLm5uTQ3N2MwGPD7/dhsNtra2rDb7Xg8HoLBIJIkYbfbiUajpNNpTCYTra2thMNhJEmiqamJ3NxccnNz2blzp5KQd3Z2Fp/PhyRJLFu2TCkpnEwmKSoqYnBwkKVLl5JMJuns7MTv91NRUUEoFOJb3/oWx44dw2AwMDk5SUNDA3a7nfHxcdxut1IS+IMPPmDlypXIsszExMSiAbzL5WL58uW8/fbbqNVqKisrqaiowOfzkU6nWbduHYlEArfbjd/vZ2ZmhoGBASorK9HpdFy4cEEpGV1ZWUlJSYlSIQegsLCQmpoaIpEI3/rWt/jbv/1bLl++DCwEaKqrq5mfixEOBz+uQHNrAEBHOhXGYJDQ6TQ0LEkzOGhCo4mzdasZl6uAN9+8yr///2/lxAc92KwaTLUQCocoLi4hHJ7n5s3uL6C3PTp5eXmUlpaSTqcJBoM4nU5mZ2fJy8vDZrORyWR4/fXXgYVlR7m5uTz77LNcu3aNubk5ampqmJycXHSNvV4vkUgEtVpNRUUF7e3taDQaKioqmJiYoKKigkgkwszMDOfOnVPKaBcUFGAwGKioqECtVvP2228TCARIp9P86le/YsuWLUiSxG9/+1sKCgrYtm0bU1NTaLVaNm/eTFlZGUePHsVut+JyOljSuBRkibPnzhCPJ0klNVy/HqKySks6HQfJDPLDlQkXBEEQBEEQBEH4MhAzZG4Rj8eZnp5menqaUChEKBRi1apVWK1WGhsbKSoqYnp6WgmMyLKsBBS2bNmyaNmQXq+nsbGR6elplixZwvT0NDt37uTZZ5/l1KlTvPjiiyxduhSTyYTP58Pr9ZKTk4PL5QLA6XSyZcsWOjo6SCQSzM7OsmnTJvR6PQaDgV27dqFSqZiZmaG7uxubzUZeXh4ej4ecnBxWrFjByMgI3/rWt9i1axfd3d1Eo1H8fj9jY2MsWbKEpUuXsn79ejo6OnjxxRcpLS3FYDBQUlJCcXExOp2OAwcO3LYky+l04nQ6icVi1NbWAgvLvJYvX47RaGT16tW0tbWxdu1a5ubmWL16NTt27CCdTuN0Otm5cycABw8eZHp6msnJyUXXbdOmTUiSRHl5OZlMhr6+PuV5u92OyWSiZeMGjEbTx4/emvslQzoDspxAltPc6FCR5zNRXpZhfDzF+HiE9RuMpFOjxGIaHA4ndfWFWCxqkqkEZWVlj6o7fSEkSWLPnj1K2WGz2YzD4WDLli2UlZURj8fZsWPHbbO9enp6OHDgAE899RSRSITGxkbludLSUjZs2IDZbGbv3r1kMhkaGhrYuXMnsViM8vJyNmzYwNzcHM3NzcrMKb1ez7Jly7DZbJSVlWEymaivrwcW3ivhcFipxhOPxzGZTFgsFjZu3IhOp+Ojjz6isrJyoS1Shp0796LXaykozMNstgIZZBk0Gj02q4dlS108+oVXgiAIgiAIgiAIXwwRkLlFOp1Gq9VisVhIJpMkk0nMZjOrV68mEolgs9lQqVRK7hT4XSnrS5cusWLFCiWgIkkSyWSSdDpNIpFAlmWMRiMWiwWTycT4+DjJZJJQKEQymcRisXDlyhWloolarSY3Nxez2YxGo+Hq1av4fD7MZjPj4+NcuXKFffv2odPpMJvNJJNJHA4HFosFrVZLIpEgGAxiNpvJz8/H4/EwNzdHOp3GYrGgUqnQarVYrVZSqRRzc3NIkkQwGESWZQoKCigpKUGWZcxmM0ajURnUZ8/LbDZTWlrK+fPn+eUvf0l9fT16vZ5oNMrc3BzJZJJAIIBOp0On02G325meniaVSik/+3w+1Gq1MqiXJImcnBzS6TSnT58mnU5js9mUYzc1NaHRaNDrtZjNZrRaLXa7BYPRwEIemSQqFRhNabSaNFeuRGlrGyce13Hq1Cy/+uVZPDkmXvnldSxWPR0do7S3h5BQoZJkEokETqfzc1nS83mQJAmPx0NFRQVTU1M0NDQgSZKSjyUcDqNSqZTzyWQyhEIh/H4/ExMT2O12ZFnmzJkzylKjkZERRkdH2bp1K/n5+dy8eZPh4WFcLhehUEiZHZa9t7fmjFGr1Wg0GiKRCPF4XGlHlsFgUPrfihUrlPdFIpEgGo3S39+/MNtGq8PhdKLVarnc1kYkEgMkVJoUkOGtt7qR1BZcLjNa7dd7mZkgCIIgCIIgCF9PIiBzC7/fT3t7O7FYjLGxMcLhMH19ffT39zMyMkIwGOTKlStKMlJJkhgZGWFubo5MJsNrr71GMBgEIBaLcfPmTfx+P4ODg8RiMS5fvsxf//VfU1tbyy9+8Qu6urqIRCKcOXMGlUqFz+cjlVqoGjMzM0NraysVFRVcunQJSZJ45513GBoaQpIkZmZmePPNNxkeHiYcDiuD5LGxMWZnZ7ly5QoqlYpTp05x9OhRmpubMZvNnDx5EpPJRE9PDzdu3ODDDz+krKyMv/mbv6Gvr4/p6WkGBwcZHx8nGAxy8eJFMpkMAwMDyuyGyclJRkdHcTgcJBIJxsfHuX79Ov/jf/wPzGYzXV1dGI1GWltbSSaT3Lx5k2PHjhGJRAgGg5w6dYrz589z9OhRfD4fQ0NDSknueDzOiRMnlGViv/rVr5RS07AwswOgr6+XRDJFV1c35eUl5LhzWAjIpEBWMdBnJx6X0OlUmE0aXnllltHRDDa7mgsX0rSeSVBenkNJiYVTp8eZn88gy2n6+/uoqan5XBM1P0qZTIY333yTJUuWYDAYGB8fJ5VK0dXVxejoKMFgkNOnTyvnMzMzw+XLl9Hr9bzxxhv8+te/prq6Gr1er5SxNhgMdHd388Ybb/DOO++wevVqZmdnOXHiBDU1Nej1ek6ePEkqlaKnp0cpMZxOp7l58yaBQIDOzk4mJycXzX5SqVRMTU0xMjKCWq2mu7sbWZbp7+/nypUrpFIpbty4QV9fH6dPt3Ls2G/x+fJxupxkMklAQq9Vs2yZD61Ox1tvDVJTU4bVavnCr7sgCIIgCIIgCMJnJWUH2Y+1EZIk360yyzeFJEnc7V6o1WoOHz5MKpXijTfeIJPJ3HH7e+3jUT9nt9txOp309/ff46we/DgPv222zHW2BHLmE4+rABmVCpAlMvJCaWu1WiadXiiDrVKlkCRIpyUsVgs5bheDg4NKgOHr7Nbre7++dL9tH1VbFu/71vvLLd8vVM5Kp2VkWYMkpR95e4Svvm/Ce/gzuCjLcvPjboTw5WGTXPIaafvjbgaaPB+RpsLH3QzhG87Y5yf9Uc8Db5/euoK07ps9hhEeL3Uig/q9S4+7GcJ9nJXfJSDP3jHbggjIfEXo9Xpl6ZNwP5qPv1IsDOLTLARsVB9/ZR/Xffxc6vE0U7iHWwMxt1J//LWwdEkQ7kQEZO5JBGSERb4sARlB+CpSV5aBGMMIj1MmQ/pm3/23Ex6rewVkvhqJMgTi8fjjbsKXWHY2RVaK3wVZsjNoVChLmpSVeomP/1XxdR3cq9XqRXlcsgG9cDh819dkc9BIkkQmkyEWiyFJEiaTCVmWSaVSX1Bw8E77zwbXsrOgfnffsu2ORqN3bJvJZCISidz1aJIkodfricViaLVatFotsVjsoQb3Op0OSZLu+H6VJAmDwUA8Hv/CAwbZ+xeJRJBlGbVajSzL6PV6pT1qtRqdTkc0Gv1C2yYIgiAIX1WR6hzSehGQER4fdSyDXgRkvtLEJ4jwNfDJwXc2ACPdYRvpE9/f6fVfHzU1Nezfv58f//jHPP300zz99NP80R/90aIy45+k1Wp58cUX+fa3v83GjRvZtWsXBQUF/It/8S/YvXs3u3btYu3atXy+s9rut1zt9m00Gg0//OEPsdvtd3zVhg0b7nlEs9nM8uXL0Wq17N69mw0bNmCxPFh+GpVKhdvtZuXKlRw4cOCO22i1Wr773e9SXFz8QPt8lLRaLT/+8Y+V5NlVVVXk5+fz9NNPk5+fDyyUm3/hhRe+8LYJgiAIgiAIwjfVA82QkSSpHwjy8foOWZabJUlyAf8AlAL9wDOyLPulheyr/wXYB0SAH8iyLBa2CV+wWwfrd5qN8LucJF9nIyMjDA8P8/LLL3Pjxg16enr4V//qX7FlyxaGh4cZHh6mvr4ev9+vlM5OJBKkUilGRkY4efIkf/RHf0Q6vZCr5fr16wQCAf7dv/t3dHV1MTs7C0BRURElJSUEg0FSqRQFBQX09PRgtVoxGo3cvHmTmpoaRkZGsNlspNNp3G43Wq2WU6dOKbMy3G43FRUVfPTRRzidTnJzc+ns7MTj8eDz+ejt7cXlysHptDM/P4/ZbFaSTC9ZsoSSkhKlWhRATk4Oubm5hMNhEokEGo2GsrIy8vPzmZqawmg04nA4CAQC9Pb2kk6nWbp0KRs3buT06dPk5OSg1WopLS1ldnaWSCRCZWUlfX195OXl4XA4mJ2dxWq10tDQwKVLl/D5fOzYsYMrV66Qm5tLT08PsVhMSVxtNBopLy/H5/MxMDBAYWEhkUiEvLw8Ll++jNvtZmZmRrlebrcbtVpNb28vk5OTSJJERUWFcj08Hg8WiwVJkmhtbVUSg6tUKnJzczEYDMzNzSHLMmVlZYyNjWGxWIhGo+h0OkKhEF6vlxUrVjA4OKhcu2ylN61Wy+joKG63G6fTydDQEGVlZYRCISKRyKLEzYIgPHridzBBEARB+Pp6mCVLW2VZnr7l5/8HeFeW5f8gSdL/8/HP/wrYC1R9/LUG+LOP/xWEL8iDBlm+3sEYgPn5eWVWRCaTYXp64S0cDAbZsWMHQ0NDBINB1q1bx+DgoBIYyS75iUQijI2NKSXQAcbHx0kkEtTV1REOhwkEAhw4cIDr16+zfPlyYrEYZrNZmYUTi8X41re+RUVFBX/3d3/HihUrlLLyTqcTWZZ59913AVi7di0Oh4NUKkVhYSHXrl2jubmZhoYGXn31VX784x/T19fH/Pw85eXlDA0NsXfvXgB++ctf3rYUa+3atWg0Gq5du8aRI0fo6uriiSeeYGBgAJ1OR0VFBSMjI2zYsIG///u/5/Dhw/zt3/4t/f39qNVqGhoa0Gg0tLW1KYEPh8NBRUUFDoeD7u5u9u3bx9mzZwkGg0QiEaLRKCUlJWQyGYLB4KLlSbIs4/F4WLp0Kb/85S95+eWXuXDhAh6Ph5qaGmZmZojH4xw8eJDOzk4OHDhATk4Or732mnJv8vPz2bdvH6+++io/+tGP+Oijj4jFYni9XkZGRujr60OSJFpaWshkMiSTSZYsWcLU1BTPPPMMv/71r1m5ciXnzp1DkiRqamowGo0sXbqU//Jf/ovS1j179jA+Po5KpaKiogKDwYDBYKCyspLdu3dz5coVxsbG6O3tJRAIMDIy8mg7ryAItxK/gwmCIAjC19BnWXNwGPjLj7//S+CJWx7/K3lBK+CQJCnvMxxHEITPQJIk1Go1arUaSZJIJpNMT0+jVquV5TM///nPF80syW5vNpvxeDz09fWhVqvRaDT4fD4kSWJ4eFjJlzI7O4skSZw6dYr5+XlGR0eVPCyDg4MYjUZUKhVarRa1Wk0oFGJ2dpabN28qJc0B+vv78fl8LFu2jKKiIqamppibm8NsNjM1NYVKpSIcDjM1NYXNZiMej/Pqq69SUlICoOS7yers7CQ/P5+6ujpSqRSRSIRwOMzk5CQdHR2Ew2FmZ2eJxWKk02lUKhWSJCkVn4xGI4WFhSQSCW7cuEFeXh7pdBqLxUI4HMbv9xOPx5XrlX3966+/zpNPPkk0GlVmxmSvq1arxe12k0ql8Pv93Lhxg6amJtrb29m/fz/hcJiioiKCwSCvv/468XhcKWEOYLFYlOuhVqtJpVJMTk4SjUaV4JtKpWLNmjWMjIxw/vx5SkpK6OjoYHR0FI1mIQ7vdrsZHh7myJEjjI2NkUqlCIVCwELp89WrV9PT08OlS5dobm6mr6+PgoICTCYTPT09RKNRxsbG0Gg0n/PyNUEQ7kD8DiYIgiAIXwMP+lu0DByVJOmiJEl/8PFjXlmWxz7+fhzwfvx9ATB0y2uHP35sEUmS/kCSpAuSJF34FO0WBOEB6XQ6ZFnGYDBgsViYmprCbDYTi8U4e/Ysq1ator6+Xpldkt0+JyeHDRs28P7779Pe3k4ikaC6uppVq1bx3//7f2dgYIC2tjYCgQBOp5OmpiYqKyuxWCyk02lOnz6NWq2msLCQv/3bv1UCD9mkuRUVFSSTSc6ePQssBI6cTifnz5/n0qWFGfZPPPEEN2/epLOzkzVr1vB3f/d3pFIp0uk0ly5dYsOGDZSVlfF3f/d3HD58mFAohMPhUM7d5XJx8eJFZmdnGRsbo7S0FKfTSWNjI9XV1aRSKTKZDOFwGJ/Px+joqBJsSSaTBINBent7efrpp8nLWxjTOBwOJEkilUohyzKRSITBwUEMBgNer1cJ1Jw9e3bRrBGdTqcEr86cOUN9fT0ffvghAwMD/MM//AMffPAB586dY3BwkBMnTrBv3z6Kiorw+/2YzWZlP93d3cr1+Nu//VvC4TCZTAZZlkmn08DCbKj29nZKS0vJz8+nu7ubiYkJIpEIkUiEUCiEyWRiZGSEgYEBysrKGBgYQK/XAwvL1q5du0ZdXR0Oh4Pz58/jcrl47733mJiY4PXXX2dmZoZMJsO1a9cYGrr1I18QhEfsc/0dLIkoGiAIgiAIj8sDlb2WJKlAluURSZJygXeAPwRek2XZccs2flmWnZIkvQH8B1mWT378+LvAv5Jl+a6BF1H2WhAeH5VK9Zmq/hQWFnLkyBEGBweVYEN2Vkh2psmtx5Jlmeeff565uTneeOON2/aXfc2dXvvJdt76WHZmzCc/027dprGxka1bt9Lf38/k5CRnz559oGpRnzxOtgLVndptsVjYv38/o6OjfPjhh3fd5yfP71E/f79tbr3OWXe7dnc75y+rr0o7HxNR9vor5vP+HUyUvRaETy++b5WosiQ8VupYBv3b5x93M4T7+Mxlr2VZHvn430lJkn4FrAYmJEnKk2V57OPpsNnMjiNA0S0vL/z4MUEQvoQ+6+B1dHSUn/zkJ8BCOe3sLA24fYCfHdy/9957i7a7VfY1d3rtvdp+t8DDrdt0dHQwNDSkLF960NLdnzzOnV53a0nxd955R1lidDf3O/Znff5+29ztOt8qe953O2dBED5/4ncwQRAEQfj6um9ARpIkM6CSZTn48fe7gP8f8BrwfeA/fPzvqx+/5DXgx5Ik/ZSFRHLzt0yrFQThayaTyRAIBB54e1mWH1sC2HQ6zdzc3Od6DFmWlepTgiAIn8U36XcwTVkJ0xvzH3cz7sh1yU/meufjboYgCILwNfQgM2S8wK8+ntauAf5OluXfSJJ0HviZJEm/DwwAz3y8/VsslFu8yULJxRcfeas/R3q9npycHBKJBMFgkFgs9rkcx263o1Kp8Pv9n8v+BSErm0R2cnLyrrNhLBYLer2emZkZAKxWK8lkEofDwfj4OABOp5N0Ov1QwZeHlc1h4nQ6lYS5Op0OSZIwmUyk02kSiQTpdJpkMnnffdntdqanp8lkMuTk5BCNRm+rxPQwTCYT8Xj8rrN7HhWNRkNOTs4979nD0Ov1yLK8KMHwJ2XLZM/MzNz32gqC8IX5xvwOlvLYmF7+5ZyJZ5qwoLv+uFshCIIgfB3dd9GjLMu9siwv/firQZblP/n48RlZlrfLslwly/IOWZZnP35clmX5R7IsV8iy3HivdctfRhaLhX/2z/4ZHo+HQ4cOkZubu+h5SZKwWCyf+TgrV65k+fLln3k/ggBgNpvvWunG4XBw5MiRRVWUPqmyspItW7Yo+UQaGxspLi5mz549yjYbNmygvr7+0Tb8E/Lz88nNzeXpp59W3me5ubnk5eWxefNmqqqqKCwsxO12YzKZ7lndJy8vj127dilVhQ4cOKAk5v20ysrKsFqtix7T6/VKie870Wg0mEymhzqO0WjkueeeeySfNbBwXT0ezz23MRgMPPnkk4/smIIgfHbftN/BBEEQBOGb5oFyyHyTlJaWMj09zY0bN1i2bBnbt2/nxIkT5OTkoNFoKC8vB+DYsWPk5eVhsVi4evWqUm63qKgIl8tFOp3GarUyMzOD2WxWSua6XC4mJyepqamhtbWVFStWMDk5SSKRoKysjHg8zkcffYTP58PtdjM0NERZWRlDQ0MMDw8/5qsjfBktX76crVu38sYbb+B0OkkkEoyOjuLxeIjFYsiyTCgUum3Wg8vlIj8/H7/fr1QOamlpobu7G5VKRVlZGTdv3sRsNlNYWEh+fj49PT3AwmyK5uZmVCoVAwMDGAwGcnNzuXbtGitWrGB6ehqfz0cgEECWZTo7O8nLy8NmszE2NkZlZSXhcFj5KikpYWxsjPLyci5evIjX66Wuro7+/n5KSkro7e3FaDSSTCbJz88nHA7zj/7RP+Ldd9+lu7sbu93OzZs3F81cMZvN2Gw21q1bx4ULFygqKmJkZITi4mKKi4sZGhrC5/MRDAYxm82o1WquX7+OxWIhLy+PoaEhpqenF+2vqKiIubk5KisrkSSJ0dFRDh06xI0bN7hx44byXi0pKVHOva6uDrVazS9+8QulfZIksXbtWjQaDWNjY6xcuZJUKsX169eJRCJUVFTg8/mUgJNOp2Pt2rX4/X5UKhVdXV0UFBSQk5PDwMAApaWlhMNhZmZmcLvdTE9Pk0qlKC8vZ3BwkNLSUgYGBmhqamJoaAi73U4ikVDuqcFgoLCwEKPRqCzpMhqN5Ofno9frlXLkTqeTwcFBGhsbmZmZUapQCYIgCIIgCILw8ERA5hNaWlo4efIksLBsw2w2s337dkKhELFYDKPRSEdHBwcOHKCtrY0dO3bQ1tYGQFVVFcuWLcNkMjE4OMjWrVu5fPkyDodDGfA2NjbyzjvvkJOTQ1dXF3/4h3/IG2+8QSKRYOvWrRw9epRt27ZRVFTE9PQ0FouF0tJSbt68+Tgvi/AlplarGRgYwGKxsGnTJi5cuMCaNWs4fvw4Tz75JENDQ1y8eHHRa1wuF0888QTvvvsuWq2WFStW0N7ezu7du0mlUuTl5WEwGLhw4QK7d+9meHgYg8HA2NiYcsxNmzZx7do1NmzYgNfrZXZ2ltHRUXbs2MH/+l//i9/7vd/jL//yL/mDP/gDjh8/zuzsLCUlJXg8Hvbv38+5c+cIBoNEo1Hy8/Pp7+9n69at+P1+ZmdnKS8vJz8/H7vdTiAQwGAwEAwG2bFjB2fOnKGrq4uZmRl27NhBT08PKpVqUUCmoaGBqakpNmzYgEajYWpqipUrV2I2m/F6vajVanbv3s2lS5doaGhQqght2rSJoaEhZflWlslkYunSpWQyGSorK5FlmUuXLpFKpZicnOSll15iamqKdDrN9u3b6ezsRKvVotfrOXPmzKK2qVQqTCYTtbW16PV6li1bxquvvsqTTz5JNBrlpz/9KRs3blS21+v1rFq1iosXL7JixQqqq6vxer1MTU0hyzLNzc1cu3aNlpYW3nzzTRwOB9/61reYnp4mEAjQ2NjI+Pg4DQ0NxONxli9fTnFxMQMDA2QyGerr65menqa7u1tJ3vvkk09y5coVMpkMW7ZsIZVKYbPZKC4uZtu2bVy+fJmRkRF8Ph8zMzN0dXU98r4tCIIgCIIgCF9nok7bLaxWK/X19QwODlJWVqYsVxodHaWqqgq/349Op1NmD7jdbvx+P6lUCoC9e/cyMDBAXV0d0WiUQCDA+Pg48XicLVu2MD4+TmVlJTqdjqGhIRKJBFNTU7jdblQqFVNTU7hcLpYsWcKlS5c4efIkPT09VFdX3zP3g/DNJUkSpaWlDA8PU1dXx5kzZwgGg8iyjM1mo7e3l7q6OoaGhsjPz1dmXBQVFaHVavH7/UxOTuJwOAgEArS3t1NbW8v4+Dg6nQ6DwUBtbS2wsJwvWzkom5/lww8/pLy8nLa2No4dO0Y6nSYajVJeXk4kEsFgMHDu3DllxoharUav19PX14fT6WR4eJju7m5qa2spLi6mr6+P5uZmzp8/jyzLDAwMoNFoSCaT2O12YCExb1NTE21tbfT29lJbW0t/fz8Wi2XRcpvGxkauXLlCOBzGYrEwODhIU1MT0WgUn89HIpEgk8lgMpl4//338fv9lJSU4Pf7+eCDD5iamlq0ZLG+vp6uri6Ki4vp6ekhmUwSiURwu9243W7C4TBvvPEGmUyG2dlZ5ufnCQQClJeXMzQ0REFBgbIkzG63U19fTyqVUvLShMNhTCYTTqdT+UzILjNzu93KZ8rw8DDr1q3j+PHj/OY3v6GoqIiOjg6i0SiJRILZ2VnMZjOxWIw33niDeDxONBplZmYGrVaL0+nEbDbT3t7O8ePHqaysJBgM0tLSwtWrV4GF2THV1dXMzMzQ09PDkiVLGB4exuPxoNVquXLlCslkksnJSQYHB5mamvqce7ogCIIgCIIgfP2IGTK3MJvNnDlzBrvdjslk4j//5/9MVVUVVquVixcvEgqFGBgYYGxsjM7OToLBIJcvX1b+Mn/hwgUkSeLDDz8kFovxm9/8hlAohCRJzM/Po1arOX78OJlMho6ODmUpx+TkJG63m0uXLjExMUEikUClUmE0GrHb7bz66qufKRGp8PUlyzIzMzOMjo6i1+u5cOECBoMBo9FIPB7n9ddfJxaLoVarefLJJ/nJT35CJBJhYGAAr9eL2+0mEonw+uuvE4lE6O7uRqfTEY1G6e3tZWJigo6ODjKZDJcuXUKtVpNOp9FoNLz++utEo1FOnTqFSqVCq9Xi9Xo5fvw4RUVFdHV1EYvFePXVV6msrCSdTvP+++9jtVq5fPmyEuhxOp38+te/JhgMcv36dXQ6HfPz85w8eZK5uTllhkx7ezuyLHP58mVsNht+v590Os25c+eYn59nzZo1RCIRzp49C8DZs2fR6/X81V/9FWVlZSSTSUKhkDKzJRQK8bOf/QyHw8H169dRqVTMzMwowSqbzcaBAwf4P//n/wDg9/uJRCIMDQ0xOjqKLMvMzc1x/fp1enp6yM3NRa/XMzs7y3vvvYderyeTyaDVatFqtRw5coQ/+7M/I5lMEovFmJiYIBqNEgwGlUBIa2sr09PT1NTU0NXVpcxWcTqdACSTSV577TWmpqaU5V/d3d2Mj4+TTqdxOBzKUseBgQH0ej3RaJSenh5CoZCytGpubo6ioiI0Gg1dXV3k5uZy+fJlJYl5LBbj/fffx+v1Eo1Geeedd9DpdLz55pu43W7Gx8cpKSkhGAyKpZSCIAiCIAiC8ClJ2V/4H2sjJEm+V3LOx02SJB71ddJqtSxbtoyZmRl6e3uVv5xnj5M95udxbOHr5U595E6P5ebmKktc7rbNwx7nTtuo1WpeeuklPvzwQ9rb2+/7+gdt/yefy8/Pp6ioiPb2dkKhEDabjWQySTQafeBzutf+dTodFovlgUtY3+/8fD6fUrHqXtvf6blvf/vbjIyMcOLEiXu+/tbH7ne/Prkt8Jn292XyKCpTfY1dlGW5+XE3QvjysEkueY20/XE3A5XJhMp77+Tjj4s84yf9OVYYFL664vtWkdZ/eccwwtefOpZB//b5x90M4T7Oyu8SkGelOz0nAjKCIDxyGo0GWZY/9/LQ3xRarZZMJiOu5wMSAZl7EgEZYZEvS0BGEL6KREBGeNxEQOar4V4BGbFkSRC+5lQqlbJ05VYmk4loNPrQsx4MBgPJZPKuwQG1Wo3BYFB+zmQyygyMdDpNPB7/QmdaSJKETqcjHo8DCxWLZFm+rerUg8pWe9JoNMoSn0fBYDCQSqWUnFS3eti2qtVqdDodqVQKjUZDOp1+6DxURqNRqdIlCIIgCIIgCMKjJwIygvA1oNfrSSQSdxw8u91ujhw5wv/9v/+XRCKBXq/HZDLxve99j7/5m7+5rZrQ3VgsFiRJ4vDhw5w9e5bu7u47bldUVMS2bdsoLy+no6MDg8GAz+fj5s2bBINBUqkUx44d+8IG+mazmZqaGtrb2zEajSxbtgyNRsM777zz0PvS6XQ888wznD9/HovFwuXLlx840KHRaDCbzczPz9/2XDbHz40bN7h8+fJDt+uTWlpagIWgSiaTYWRkZNHysSybzUY8HleCVbdatWoVra2tIqG4IAiCIAiCIHxOREBGEL7i6urq2LhxI0ePHlWWtoyPj5Ofn8/8/LySXDY7sH766aeZn5/H4XCwYsUKQqEQ7e3tFBcXo9PpmJubIy8vD5PJxKlTp4hEIqjVap566in8fj8ajYYNGzbgcrloa2tj2bJlxONxrl+/TjqdZmJigldeeYV/82/+DRcuXCCRSPDtb3+brq4u+vv7+df/+l8zNDREZ2cnAHl5eZSUlAAwMzNDYWEhk5OTADgcDrq6umhqaqKzs5OSkhJmZ2dxuVw4HA5Onz69KMCh1+vZtGkTY2NjOBwOBgcHMZlMACxbtoyWlhauXLlCU1MTGo2Go0ePkk6nUalUrFixQplNlE28e/PmTerr64lEIvT391NfX4/X68VoNCLLMkVFRUr1p/n5efLz85XZQyaTidHRUSVwVVlZyZEjR/jzP/9zSktLyWQytLW1kUqlSKfTyLKMXq+nsrISq9XKyMgIxcXFuFwu2tvbKS0tJZ1O09XVRUVFBYlEgo6ODlKpFJIkUVxcTGlpKTdv3uTJJ5/kH/7hH9i4cSMXLlzA7/ezYcMGRkdHmZubo7a2lsnJSbZt20ZfXx/Hjh0DFgI0BQUFSpusViulpaU4nU6GhoZQq9XY7XauX79OTk4OTqeTS5cufQG9XBAEQRAEQRC+fsSiR0H4isvOunA4HBw5coTq6mqeffZZNBoN3/72t2lububixYvK9pIkKdW85ufn2bp1K4WFhXg8Hg4fPkxDQwPLly+nrq6O4uJiACWgky2dPDg4yK5du3juuecwm81s3bpVCXxEo9FFQZJsRSJYCFqMjo6ybNkylixZQlFRES+++CJqtZolS5ZQWlrKsmXLKCgoYOnSpUQiEb773e9y8OBBVCoV27Zto6mpiYqKCvLz89m4ceOia5FIJFiyZAn5+fns378fr9eLRqNh06ZNxGIxUqkUsViM+fl5mpqaFp3fmjVrMJvN7N27l1Qqxdq1a9mxYwdut5v9+/fz9NNPEwgEiEQiGI1Gtm7disFgYM+ePeTn51NRUcGBAwdIJpMcOHCAeDzOhg0b0Ol0StuCwSA7d+4kmUzS2NjIpk2blLbLsoxGo6G8vJyysjI2bNjA9u3bUavV7NixA61Wy549e9i8eTMOh4Pm5mZycnKAhZkwhw4dwmKxsGTJEsLhMO3t7czNzTE4OMjWrVsxGo1s2LCBF198kY8++gifz0c6nV5Usrqmpobm5mb0ej379u3DaDQyNjbGunXrKC4uZvny5TQ0NLBkyRJ27typVH8SBEEQBEEQBOHhiYCMIHzFeb1ehoaGqKio4PLly0xNTaHX69FoNIRCIerr6xctL8pkMqjValQqlVL1x2KxYLPZgIVZJlNTU8TjcSX3CywEDNRqNclkkmAwSDQapaSkBEmSeOONNxblPpEkCZVKhVqtViovaTQabDYbxcXFXLt2DZVKhSRJdHd3Y7fbOXXqFPPz88zMzBAKhbBYLAQCAZLJpDJ7JHv8iYkJBgcHicVi6PX6RVWCLly4wKZNm5ifn6e0tJRAIKDku8kec35+nrm5OSWIBJBKpZieniYWixEIBNDpdJSUlKBWq/nZz36G1+tFq9USi8VIp9OkUilkWVbKWqtUKiXAEQgEiMVi6HQ6sgnLs1XTPB4ParWagYEBrFarcnyVSoXBYMDhcCg5YAKBAL29vXR1dZGfn89bb72F2+1GpVLxwQcfEPi46odGo6G4uJj29nZu3LihnGd2xk921tHJkycpLS0llUrR0dGh3NOs4eFhVCoVq1evJpFIkEql2LVrF1euXCGdTmO32/ntb3/L2NgYAwMDbNy4EYvFgkYjJlsKgiAIgiAIwsMSARlB+AqTJAmDwcD09DTpdJpTp04xNDTE8PAwFouFn/70p4yOji4aMF+5coWSkhLm5+fx+XwEAgG0Wi2FhYWMjY1hsVhIp9MEAgH0ej2wEEzo7+8nNzdXGehHo1HeeecdWlpaaGxsXJTk12azMTc3h81mU/LblJWVsWnTJv7iL/6Cjo4Orl69ysjICG63m9raWpqamrDZbESjUbq6upicnFSCECdOnGDz5s34/X60Wi3l5eUkEglu3LjBSy+9hNvtVo7d2dnJW2+9xU9/+lP6+vrIZDKkUikCgQDRaBS3262Ux9ZqtcBCDpf5+XmsViuzs7OYzWai0Shnzpxh6dKlNDY2cvz4cTZs2IBGo0Gj0ZBIJIhGo4TDYXJyclCpVMpSqVgshlqtJpFIKMGiubk55ufnOXHihBLoyeaxyW6r0WhwOBxK4uFs+e3KykpKSkqorKzk4sWLrFy5kpqaGmXmUTQapb29nUOHDmG1WpmZmSE3N5dAIIDJZKK1tZXdu3fj8/l4++23+eEPf4jb7aanp4e8vDzl2lmtVnp6ehgYGGBqaorq6moMBgORSIRoNIrVamXXrl3AQqLh1tZWfD4f69ev/zy6tyAIgiAIgiB8rYmy14LwFSdJ0m0JclUqlVL6907P3+2xrIf5XLjTvh6U3W7nBz/4AcPDw0SjUY4dO6bkurl11gv87pyeeuopZFnmV7/6FbIs4/P5mJmZeaDks5+mrQ9yLW9t54O4VzvudB/++I//mL6+PkKhECdPniQcDt+xtPO99nu/87jTdvdq+637+Cx94PMgyl7fkyh7LSwiyl4Lwqcnyl4Lj5soe/3VcK+y1yIgI3yDSB9/ZVg8OSzz8eMA2feD6pbvb31c+vh76RPPC5+GJEmYTCb0ej2BQOCOJZ8/ub3H40Gv1zM0NKQ89mX4HPs8WSwWtFotoVDoU5fr/iYRAZl7EgEZYRERkBGET08EZITHTQRkvhruFZARC/+FbxANoAPiQOrj79Uff58NsvDx99n/XJMsDsCIYMyjJMsy4XCYcDj8wNtnKzDd+tjXXSgUetxNEARB+FypnU4y5fmPuxnCN5x63E9qZPRxN0MQhG8QEZD5BK1Wi8fjIZ1O4/f7H2gZxK2yuSfu9Rdam82GRqNhdnb2szZ3EZVKhcfj+VTtfhgWiwWj0YjBYCCZTDIzM/PI/mpvNBqx2WxMTEw89GslSSInJ4dwOEwkEvnEsxo02hROh5qpKdDqNDgdGRLxNHPzGZwODVodzPpldDoZs0kmGkkTCkuACqT0xzEYCbvdisPhIpGIEwgEHjiYcD8ajQafz8fIyMhDBRlycnJIp9PMzc3hcDjQaDSLKufciUqlIicnh+np6bv2VYPBgNFoxO/3Y7PZMBqNzM/PE4vFHuq8bqXT6XC73QQCATQaDcFgEKvVitlsJhAIYLfbGR8fX5SP5lExGo1YrdbbAjrfBEajEYfDgd/vf+D7p1aryc3NZWpq6r4zlwRBED4ryWwiXGx53M0QvuGssRSMPO5WCILwTSLm2H2CwWDgn/2zf0ZNTQ3f+c53Huq1KpWKyspKjEbjPbdbvXo1S5cu/VTtM5lM3G15l16v5/Dhw0q1nM9DSUkJJSUlbN++nYMHD7JixQoOHTr0qfdXVFS06GeXy8Vzzz23qPLLrYxGo1Lq90527NhBXV3dJx5dWKrkdkv84PvL0WhSrFnjo75Oz779JVRUSGzZYmXdWjtVVVo2b8qhttrIzp35GA0fL2eSfzfDrKamhh/84AfU1dXx7LPPYjabP9W55+XlLTpPtVrNSy+9pJRJflBLly7l3/7bf4vVaqWxsZElS5bc9zUqlYq8vLy79iVYuNYejwen00lLSwt5eXmLqhLdi16vx+Px3Pa41WrlhRdewOFw4HA4KCgoYOXKldTV1bF+/XrKyso+t4o9Xq+Xp556alGOliyXy/XA5/ZVo1Kp2LhxI2VlZVgsDz7Y0Wq1PPvss9jt9s+xdYIgCIIgCILwzSVmyHxCfn4+Go2Gubk5ampqlDK9iUQCs9mMwWBgeHgYtVqNy+Wivb0dj8dDbm4ufr+fnJwctFotvb295OTkMD4+Tm5uLna7nY6ODgoKCliyZAlvvfWWckyVSoXX6yUnJ4fR0VF0Oh0ul4t0Oo3L5WJmZgaz2UwqlWLPnj386le/wuPxEIlEGBgYwOv1otFoGB0dxWKxLJp5U1JSQmlpKZ2dnXg8HtxuN319fRQXF2MwGOjt7aW8vBybzUZXVxd5eXnMzc0RiUTQ6/UMDw8rsy0MBgMbNmzgN7/5DbW1tciyTCKRYMWKFTQ1NaHT6bDb7fT19aFWq6moqCCRSHDz5k2qq6sJhULEYjFl0H3p0iX+6I/+iP/4H/8jJSUlpNNphoeHMRgMiwbNDoeDxsZGdDodpaWlxGIxfv7znyuzgHw+H42NjYyP/3/s/XdwXNeZ5w9/bufcjY5AIzZyIhIBMIBRJEVSpERRsrLlNKsZj12zP2+c3ard2tqd2tnfVr3e952drdrdsWc8O2OPLc/YY0lWpsQgkRQTSIAEQOScgUYHdE7vH1BfEWIQqWBJq/upYhG4fe895557bhfO9z7P850jnU7fYkG/Vg8mtCpgd9hQKATaW4t44405qmvSVFVZaW93Mj7mZ3Y2SW2Ni5d+20f7ZjPlFRZ02mrOnb/MWqpThkgkgVwOoVCI0tJSCgsLKSgoYHFxEZPJxMDAABs2bECv13PmzBmKioqw2+1MTEywceNG4vE4nZ2dfOc73+Ef/uEfSKfTWCwW+vr6brr2u2FwcJBDhw7xrW99izNnzuD1eiktLaWgoIBUKsXFixeJxWIA5OfnU1hYiNfrpbCwULz/xcXFzMzMiPVZotEoPT09uN1uSkpKaGpqwmq1EovFMBqNuN1uQqEQyWSSnJwclpeX8Xg8aDQaVldXMRqN2Gw2/uZv/kZsu7y8nKKiIlwuF0ajEYvFQl5eHmVlZXR2drJt2zZ+/vOfU19fj8PhYHp6msrKSubn54nH49jtdkZGRmhoaCCdTnP58mXi8TilpaUsLi4SCoWoqqpiaWmJ1dVVTCYTo6OjLC8vA4hOT0888YRou11QUMDg4CDf+c53+O1vf0txcTFDQ0O4XC6GhoZIJpPi83vu3DkqKiowm81MTU3R1NREOp3mzTffFNsQBIH6+nqKiopEl6p0Ok0oFEKtVqNUKpmbmyM/P5/l5WVUKhVOp5N4PI5Go+HMmTPk5+cTjUbp7e0F1sSto0ePMjAwQHFxMd3d3QiCgF6vp6CggPHxccrKyggGg/h8PpxOJ319fYyPjwPgcDjYu3cvv/rVr3C73dTW1rK6uopWq2V1dVW0S29oaECpVNLV1UUsFiM/Px+n07lOtMvJyaG+vh6NRsP169fZvn07q6urDA8P09PTc0/zVkJCQkJCQkJCQuKrjhQh8yE6Ojro6+sjJyeHH//4xzzxxBO0trbicDjYunUrTqeTpqYmamtriUajbNy4kccff5ySkhJyc3OprKwkJyeHmpoaCgoKePjhh7nvvvsoKSnh/vvvx+l0Eg6H8fv9YptVVVXs2LEDn88nvsUPBoN85zvf4eDBg9TX19Pc3IxSqWRqagqVSsWuXbtQqVR87WtfQyaTsW/fPhoaGpicnFznpNLc3Ex1dTUlJSXiYnP37t1YLBbC4TCPPvoojY2NLC8v09bWJvZn27ZtVFRUrEtnsdlsWCwW4vE4mUwGm82Gx+MhlUpht9spLi7G6XRSXFzM7t278fl8tLS0cPjwYRKJBB6PB4vFQkFBASaTCZfLRTQaJRgMolKpaGtrIy8vb50gIQgCLS0tOJ1O8vLyUKlUTE5OrkvJyhY8ffDBB29zV9OAknQKBCFEKp3h8uU5NjSYyXOnWV4OMTO7QEW1mVgsxsREiIZGLSZTgvBqlKnpJdbqzAis1ZxJodMZKC0tRalUolarqaysBKClpYUdO3YAa5Er2bE3mUwYDAY2b95MNBqloaGBcDjM3NwcWq0Wt9tNW1ubaHV8L6RSKX7xi19gNBp58MEH0ev13H///UxNTbF582bKy8vFsaypqaGpqYlUKsXWrVspLCxk8+bNRCIRCgsLKSsrw+fzcejQIUwmE42NjYRCIYaGhojH4xQWFrJz506uX7+OXC7HZDKRm5tLa2sr1dXVLC4ucvjwYcLhMJOTk6IYo9PpOHr0KN3d3USjURwOB1VVVSwvLzM2Nsb4+DjT09Oo1WoaGhrQarVUVlbS2NhIPB6nvr4evV6P0+mksbGR2dlZjh49yv79++np6SGTyfDQQw8RDodpbGxk69atFBUV3TSWkUiEgYEB/vk//+ds2rQJlUpFXl4ei4uLTE5OYrfbyc3NZfv27eTk5JCXl0d5eTk2m43Dhw/jdDqx2+0YDAZRkGlpaRHPL5fLefDBB0kkEuTn57NhwwYSiQRbtmzB6/Vis9nYsWMHjY2NZDIZampq2Lx5M+Pj43R0dNDQ0MDOnTvX9TsWi2GxWCgsLGT79u1iWtquXbvEe9rW1obP52Pjxo0oFAoKCwvF5ygcDjM7O0s4HKajo4OJiQkOHDhAWVkZhYWFVFdXYzQaaW9vJxwOs3HjRg4cOMD4+Lh4/7J0dHSIVuj3338/u3btwufzsXnz5nsWEiUkJCQkJCQkJCS+6kiCzA1otVpaW1t56aWXOHnyJKlUipycHN555x26u7spLi7mzTffxOPxMDc3x+joKGVlZQwNDXHq1CmKi4u5fPkyMzMzVFdXMzg4SEtLCydPnuTSpUuUl5cjk8mwWCzrBJna2loCgQBLS0vY7XYCgQAej4fR0VECgQBzc3NEo1GKi4sZHx+nvr6eM2fOMDU1hdPpJBqNsrq6Sm1trfj2PMvw8DAqlYqWlhbKy8sRBIGVlRVsNhuhUIhAIEA8Hsfn82EymUilUpw5c4bu7m5cLhfV1dXiuWKxGOl0GrlcjkajYWlpiWPHjlFXVwespaNkUyKmp6cpLy/npZdewmw2k0wmuXLlCqlUilAoRCKRQK1Wo1AoKCsro6CgAFgTV1Qq1bq38mazGa1Wy3vvvSdGX9z4eW1tLSqVCr1eL9a2MZvN4sIRIQMoUaoE1OoQMkHFe+d8jAyH8S6q8flULHuVnDo5Rq7LydtvT7LiFRgaVDEzB6lUBkFIsfa4yFGrFUSjcc6dO49er8dsNqNSqcSF8vXr16mtreW1114TXYGuXbvG0tISsViMUCiEVqtFEATy8vKorq4mmUxiMpnEKIp7IXvcX/3VX1FQUEBOTg5arRadTsfi4qJYj0UQBMbHxwmHw2zatAmZTIbP5yOZTKJQKDh37px4f2QyGTKZDKVSiVKpRKPRoFAo0Gg0YpTNzMwMra2tJJNJMW0rHA4jl8vJZDIYDAYxJUsQBGw2G2azGYVCgSAIqFQq8b4plUp0Oh1arRabzUZfXx+zs7OEQiEikQh2u50rV67g8/mIRCKEQiEMBgMFBQXi82SxWMhkMpw/f57Ozk5xbLNkCwgvLy/j8/lwOBxcv36d6elpBEFAo9Fw+fJlNm7cyOTkJPn5+cjlcsxmM++99x6pVAqbzcbly5cJBoNEIhHC4fC6VKd0Os3Q0BBOp5PTp0+TTCbx+/2i2BoIBAgEAmIUnEKhIB6PEwqFmJ6eZmxsjNHRUQ4cOLDuHp8+fZrNmzfT399PXV0dkUgEh8PB8PAwExMTRCIRVldXsdlsDA8Pi9ExsCYSabVa5HI5er0elUrF/Pw8sVhMnCsqlYpYLEYkEkGj0WC1WnE6nTdFnGW/v7xeL7FYjFQqRSAQ+Mg0TQkJCQkJCQkJCQmJm5FSlm5Ar9dz9uxZsSDs0tISPT09YhTEiy++SDgc5vjx45jNZoxGI1euXMHpdKJQKJidnWVubg6fz8fVq1eZmpri9ddfx2g0srKyQm9vL+l0mqtXr66LPOns7KS4uBir1UpfXx+ZTIaVlRV++9vfYrFYWF1dRRAEMYVILpdz4cIFBEHg5MmT6PV6/u7v/o6Ojg5WVlbWvV1XKBS88847BINBNm7cSF1dHSdPnqStrQ21Ws1LL71Ea2srPp+PU6dO0dDQwPLyMplMhuPHj7O0tCSey+v1Mjk5iV6vZ3Z2lmQySXl5OX/+53/O4OAgdrudZDJJIBCgoqKCZDJJZWUlr7zyCm1tbVy5cgW/38/w8DBqtZrZ2VlOnToFrKX/ZBfb165dExfy2QX23r17cbvdvPvuu1RWVqJWq4lEIgDMzs7idDrp7e1lYWGBcDhMWVkZMzMzzM3NvV+MN4pSleb8uSAqVQKFIkEGPX/1k1GisTT5+RZiURVDQ3NoNDL8AT2nTk1iMNp54NB9/PVPRslkUkCGcCTK4OAAJSXF/OY3v6GrqwuDwYDBYKCrq4va2loikQgVFRW8++675OfnU1payvXr1zl79izBYJBYLMb09DQqlQqv10s4HEYmk3Hx4kXUavU9ueoYDAbi8Thzc3P81//6X1lZWWFhYYGcnBw6OzsZHh5eNx86OztRKBSkUikcDgdKpRKXy0V5ebm4uD9z5gywlg7l9XpRKpViitLi4iINDQ2cOHGCoaEhBEFgenoauVwuHjswMEBNTQ1qtZpwOEwoFOKVV16hrq6OK1eusLq6yszMjJi2sxaZNMHo6CiFhYViX/r7+xkaGmJ0dJSGhgYuX77MtWvXyGQynDlzhmAwyNatWzl+/Dgvv/wyjY2NdHV1kUqlOH78OCsrK+K1+/1+Ll26hMlk4oc//CFtbW1s2LCBM2fOcO7cOTQaDX19faJgo9PpxNSusrIyXn/9dQ4ePEhRUREjIyNcunQJn8+3LopEJpNRVFTE4uIibW1t9Pf3k8lk+M1vfkNLSwtLS0tcunSJjo4OVCoV/f39FBUVUVRUxNtvv00kEmF8fJyRkZF193hsbIyf/exnYgrk7OwsFy5coK6ujuvXr9Pf38/MzAzd3d1s2LCBd999V/weyGQyDA0NMT8/L353vfPOO6yurrJ7926uXbtGMpmku7sbr9eLIAhcvXqV4uJi+vr61hVYPnXqFM3NzQiCwBtvvEE6nSYejzMyMvKVsB+XkJCQkJCQkJCQ+DQRvgh/QAuCkLlTcdHPk7tZZNztQuRO+9342e32u9X2T3sR9FH90Ov1uN1uBgcHb3usVqvlBz/4AcPDw0xNTXHx4kUSicQn6ucnuw8f2FQLyMiQRi4XSKcggxJIIpNlEIQMqRTI5JBOyQAFMlkKq83M0qKPtdSn9ee7Fd///vfx+Xx4vV5Onjx5C8enj3+N98LdzKOqqioefPBBhoeHGRgYoLe392P14XexGL+b67mb5+huzvlx0ev1/Kt/9a+4du0a09PTnD179o77y+Vy/t2/+3f87d/+rSjCfNI+fdTxn/X5vwjcyeVOgkuZTKb18+6ExBcHk2DNbBL2fN7dQFGQT6Ct4PPuhsRXHOOAj1RP/13vH3ugjZT6i7mGkfhqII+mUb964fPuhsRHcC7zFoGM95b5/ZIgI/GZoFQqkclkN9Wg+HxRkq0BsyaupFkTVmSAGki8/7vAWs2YLDI+EGM+mmz6SzQa/cIvXGGtWHMymZSsjT8llEolgiDclfW8QqHAZDKRSCQIBoO/g959NZAEmTsiCTIS65AEGQmJD5AEGYkvG5Ig8+XgToKM9A1yDwiCINb+yJKtgSGTydBoNDd9/lmi1YBeD4IACgVoNJB1UdZoBG50T1Yq1z77rCyFZTLZujoSiURCFGOyAsVHka1RcuM5P10r4gQQff//tfSjrAOTVisgyDLvb88W8M0+Hve2uMvWULmVGHMn2/LPGo1GI6aCZesAAUSj0S+9GPPpz5WPTyKRuCsxBiCZTIopa3K5fN01ZGvtZOfMp/XsZmv3SEhISEhISEhISEh8vkiCzD1gsVh45plnsFqtwAcuRv/iX/wLTCYTDzzwAN/85jfvuSjrx8Fs1rNrl5I/+qM86uoNdGy3sXmzih07ndRUm9m1U8uhQza0Og1KJTz8cD6VVWrKymqx2/PfP4uCD8oIyT9RfxwOB3/wB39wSzFKp9PR3Nz8keeoqanhkUceEX83GAx873vf+4wXj2tRMk1Njeh1NxYmzXCvQkwWj8fDM888s26bXq8nJyeHZ599FofD8bF7+3ERBIGnnnpKLJ5cUVHBkSNHPjOB7naoVCpRFLoXPkrUs1qtPPfcc5+ka7dELpd/UBz6M0Imk1FWVkZJSQnPPfecOD719fWYzWa++c1vigW29Xo9arX6E4m+bW1t7N+//9PqvoSEhISEhISEhITEx0Qq6nsDMpmMyspKdDodc3Nz1NbWIpPJ6OzsFO1lbTbbuoKzkUgEpVJJPB4nkUggk8lwOp04nU7m5+fJyckhNzeXTCZDX18f5eXlmM1mLly4gEqlwu12MzExQWVlJZlMhunpaRYXF6mpqcHr9YoRN9mCt/Pz86yl3iQ4fSZNTo6OqgqBiso8fvzjLn7v99Tk5RXzw//PZe7b66BhQ5rVVTl2mwyNWsniYoS2tk28dexF4gkBhULGpvZmFhYDlJQUceXKFfLz8/H7/bjdbgYGBigpKcFqtXL16lXKysqYmJhY5+KSXSy63W4MBgPV1dWEQiFWV1cpLy8nEomQyWSoq6tDpVLh9/uJxWLo9XocDgeXL1/G5XJRWVmJ1WoVa1REo1Hsdjv79u1jfHwcpVJJKpViaWkJuVzO5OQksGbHXVtbSyqVYn5+HrfbzdWrV7Hb7ahUKkZHR6mqqgLWiqOWlpYik8kYHh6mpaUFv98vuse0t7eLRVCzblcWi4XOzk4CgQCwJhSVlJSgUCgIhUK4XC40Gg1nzpwhLy8Pj8eD3W4Xx0elUvHNb36TwcFBDAYDO3fupK+vj6mpKerq6picnMRgMOByuUilUpw6deqeUp3y8vIwmUzI5XLGxsYoLi4mlUoxNzeHTqcjJyeHwcFBcnNzRbtxq9WK3+9HLpdTWFhINBrFbDaLxWzD4TDJZHJdUWeAkpIStFqt6CZkMBgoLCwUC/+qVCrC4TDBYBC32838/Dx5eXnE43ECgQAHDx6kp6eHixcvis+czWbDYDAwNTWF0WgkNzeXyclJ8vLyCIVCqNVq8vPzKSgo4OLFi8jlcrxeL9FolNzcXJaWlsjNzWV2dnZdXwVBoLi4WEyfGx0dRafT4XA4xJpGGo0Gv99PNBqloKCAiYkJcnNzicfjRKNRGhsb0Wq1vPjii6TTafR6PQUFBcjlcoaGhnC5XGQyGYLBIB6Ph6WlJRwOh2hpHg6HKSgoIJlMEg6HsVgsaDQaRkZGsNlsmEwmFhYWMJlMBINBZDIZNTU1jI+Po9FoUKvVxONxtFotCoWC2tpaWlpaOHfuHENDQ1itViYmJtZdt9VqxePxEAwGMZvN4vfVlStXKC0txe123+SKpNPpcLvdCIIgfqdpNBoGBwcxGo3i91koFMLtdpNKpdDpdIRCITKZDDMzM3c9XyUkJCQkJCQkJCQk1pAEmRswGAzk5+eTm5uLxWLhySef5MUXX+Tw4cMkk0nOnz9/U2pHJpPBbrezbds2ampqWF1dpbq6Go1GQ0VFBVqtVlzElJWVUVRUxIkTJ3j22Wd57733sFgslJWVsXXrVv7hH/6B/fv3MzMzQyAQYNOmTbz11lscPHiQs2fPcuXKlfdb1RIMBlDITczPawmH/bS2m4jGkiiVC9TVeVhdzRAKBtjUlqJ/II4gm8dkFpicDFBUWIzRaGTZGySZTFFQUIDVlqaurgafz4fT6WTDhg0EAgFMJhPNzc1cunSJQ4cO0dvby5EjR/jv//2/A2tpMM888wx/93d/x4EDB9i2bRuZTIampiZmZ2dpbGzkH//xH/n617/Oj370Ix5++GHeeecdVlZWaGlpIRKJ4HK5MJvNdHd343Q6142tRqNhfn6eZ555hpdeeom6ujouXbq0bvGdk5PDfffdx+uvv87evXtZWFjg0KFD6HQ6Ll++zIEDB7h69SqFhYVUVFQwMzNDQUEBHo+HAwcO8J/+03/iqaeeYnl5maeeeopf/vKX7N27V7Qrbmtr49q1a2J7NpsNm83Grl27RHtwo9FIOBymvLyc9957j7a2tnXXEYlEWF5eFoWg5557jkuXLjE9PU1HRweJRAK9Xo/H46G3t5fFxcW7nrclJSW0t7eL1sp79uzhnXfeoa6uThQKsiJCZWUlmzdvZmFhgfn5eZ566inS6TTz8/O0t7czOjpKQUEB8/PzTExM8NZbb61ra8uWLcTjcTZv3szzzz9PcXGx6GqVTqdxu92MjY1RUVFBMBhkZGSEnTt3EgqFuHTpEmq1es356n1aWlqwWq3iOLhcLuLxOOXl5aIwYbFY8Pl8DA0NsXnzZgCuX79OY2Mjx48f5/d///dZWlri9ddfv+nZ3LFjB4FAgLKyMi5evEhubi5+v1+05M6KI21tbcTjcc6dO8d9993H9PQ0wWAQk8lEd3e3WJPEYDDw1FNPcfbsWVpaWkSr6GwETzAY5Nvf/javvPIK+/btw+/3093dzebNmxkbG6O9vZ1UKsXPf/5zHnnkEU6dOoXRaGTfvn1MT08zMTHBN77xDf7hH/6BxsZG0dLeaDTS1NTEwMAAi4uLmM1mOjo6SCaTNwkyLpcLnU7Hww8/zOLiIiMjI9TU1KDRaLBYLCwsLFBcXCzur9frefjhh7l69SoPPPAAi4uLhMNh6uvr+fGPf8yePXtYXl6mqalJjBianZ3F7Xbj9/vp6uq667kqISEhISEhISEhIfEBUsrSDWi1WsxmMzKZDLVaTSgUYnZ2FovFgsPhQCaTEY1G16ULyGQyFhYWePvtt+nu7kYmk+FwOMTaD8FgkJWVFQYGBojFYni9XkZHR0kkEthsNjKZDHq9nng8zszMDAqFgqKiIpLJJL/+9a8ZHx9HoVCQm5t7Q4HcDHI51NTEmJ2dZcUfYXk5gsmgIBbN5XJnGLNFhtlsYmoqidksJ99txuXSIshSZMiQueEazp47T0tLC5lMhp07dzI7O4vL5aKrq4ve3l4CgQAjIyO43W5CoRAvvfSS+NZdrVbjdDrFmhn5+fmk02neeOMNvF4v8/PzTE1NIQgC4+PjyOVyzGYzgiDgcrk4f/48gUAAnU5HIpG4qRhnMBhkeHiYYDAoWmsXFxevW9Qnk0lWVlaYnZ0lPz+fzs5OOjs7mZiYYNu2bdTV1aHX6+nq6sJkMqFUKpmenkYmkxEMBpmYmCAUCgFr9VRmZmZQKpXMzMxgs9k4ceIEfr9fbE+v12MwGJDJZCiVShYWFojH4+h0OlwuF8lkkkQise46MpkMcrmceDyOz+dDqVRSWFgoOvGEQiFWVlYIBoN3VW/nRvLz87l8+TJarZbFxUUUCgVvv/0227Zt48qVKzgcDqxWK4ODgwSDQWZmZsTF9IYNGzh37hwDAwOkUimmpqZYXFxEpVIxNDR0U7pYZWUl58+fZ2FhgerqagKBACUlJczMzFBRUcHx48fRarX4/X6OHz9OTk4Oo6OjzM3NkUql0Gq170d5raUDNTQ04PV66evrY9OmTVy5cgWbzUYymUQQBCYnJ1lZWaG8vJy+vj6qqqp47bXX0Ov1xGIxXC4XU1NTmEwmVldX1/U3WzB3eHgYn89HdXU1Pp+PxsZGrl27Rl1dHa+//jput5upqSleeOEFdDodKysrxONxJicnKS4uXucoZrPZ8Hq9XLp0iZqaGnp6ejhz5gxXr16loaEBt9vNxYsX0Wg0eL1ebDab+NwWFRXR2dmJUqkkEAhw4cIFNm3aJEYHVVdXc/nyZWZnZ1Gr1aysrKDVaonH49hsNmZnZ6mtraWrq4uBgQFaWlro6elBpVKJ30mCIGC1WlEoFGIk09TUFJlMBqvVitlsJhwOr/sO83g8mM1mPB4PAwMDVFZWMjo6yvDwMPF4nFgshs/nE4XGM2fO0NnZidFo5Pz584yMjPzOU98kJCQkJCQkJCQk/m9AEmQ+hMPhIJVKYTAYmJycFNOX+vv76ejoWCcYCIKAWq0mGo1iNBpFZx29Xo/JZBIjPMrLy0kkEpw7dw6Xy4XH4+G3v/0tZrNZTEmam5vDYDAQCoW4ePEiW7ZsoaKigtXVVV599VUWFxdvWORHcDo13L+/kSMPl1JUaOHUyQHKyrWcOBXj//v/u0xlpZOpaT+vvJbghd/E+O3LIS5diKNRG5mcGHk//SYNpJiYmKaz8zI/+clPOH/+PD09PSwvL3Pw4EFxQahUKjl+/DgHDx4kNzeXVCoFgN/vp7Ozk8OHD7OwsEBPTw/Nzc1UVlYil8uJRCLk5eUxMzODSqXiZz/7GaOjo4yPjxMKhdi9ezd9fX3E43E2btxILBYTi94mk0m6u7upqanhhRdeYHl5mStXrnDt2rV1KT1ZoSMUCjE1NcXBgwcxmUz4fD4uXrzIr371K44cOUJzczMnT57EZDKhUCjo7Oxkbm6OnJwcotEoOTk5TExMYDAYiMfj5OTkUF1dTXV1tVg3CNZEuMLCQmZnZ9Hr9WQyGVZWVggEAiwtLdHe3s7S0pIorCSTScbGxsjNzSWRSGA0GhkeHubatWscOnQIu90upmitrq7eUw0imUxGfX09qVSK48ePE4lEePHFF0kkEpw6dYri4mJ++ctfMjY2xtLSEl6vl1OnThGLxVhaWhKvVyaTcebMGYLBIO+++y6xWIycnBy++93vim1l++l0Ovn7v/97pqensVgsrKys4PP5mJ+fZ3BwkLGxMVGACoVCnD17lnA4TCKRYGVlRRTz0uk0g4ODOBwO8vLyOHfunLjI7+vr4/z582KK2tLSEhaLhUuXLrG0tMTQ0BArKytkMhlee+01JiYmKCgo4Otf/7qYjmOz2VAoFBgMBk6ePEl/fz8Gg4Hl5WUymQydnZ0sLCwwMDCASqVCqVQSjUY5ffo0AOFwWBS4shgMBl577TXC4TCjo6MYDAax/++88w4tLS1ipMuxY8fo7e3FaDTy0ksv4ff7OXPmDJOTk9TV1ZFIJOjq6sJgMDA/Py+m2f36179mcXGRWCyGXC5nfn4etVrNwsICAKurq0QiEQYHB4nFYjz99NPk5+eLfdRoNKLYl0wmMRqNBINBhoaGMBqNVFVV4fP5xPsQDodJpVLI5XL8fj9nz55leXmZQCCA2WzG4XBQUlIiRttkRc2+vj7m5uYoKChg69atdz1nJSQkJCQkJCQkJCTWkGyvP8SNb44/PDbZ2iZ3ex5BEHjmmWfwer28/PLL1NTU8LWvfY0//dM/FQUNWFtUfzgyJLtt165dOJ1OXn75ZTGK4/0WkMkyCAKk0wLZqJlkcs01aO0zgVRKxQfFadPUVFcxvzCP17v84R6zVsj25j581LYPj83t9rnTMbf6/cY2M5kM27Zto6ioiL//+7+/rYtN9v5lMpmbfr6X/ikUCh577DE0Gg2Li4tiVMit2rnTNX0UdztWtyMvL48/+qM/4t//+3+/bk7d6vw3/pzt5+2uAxAjs6ampgDYuXMnJSUl/PSnPyWVSn2sZ+VW22/cJpfLb3kdtzruw9ejVCqxWq0sLCyQTqdpbut0bZkAANB+SURBVG6mo6OD//2//7coZt7uej98H24cn9vdzxvPlXVI+uM//mN++MMfsrKycsvz3nicTCZbd613uhc39qeoqAiLxcLY2BjBYBCHw4HP57vJYv52bd/pGfvw89jS0gJAcXExb775Jqurq7fs473O+88ayfb6jki21xLrkGyvJSQ+QLK9lviyIdlefzm4k+21JMh8xhQWFhKLxVhcXMRkMmGxWJidnb1rW1yj0Ug6nf6QGANr5X80rLkjJfjAqjnFmgAjf3+fyPvbFUAGuSxDKp1ivQBzsxjzRSRrLx4MBn8n7Wk0GgwGA36/n2Qy+YVacGZRKpVotVqCweBn3j+NRoNCoRAX5V901Go1SqXyd9ZfmUwmRqN8loJANmInW8/qsxRD5HK5KNZ8mazRJUHmjkiCjMQ6JEFGQuIDJEFG4suGJMh8ObiTICMl/n/GZJ2AYC2958ZaJHfD7cWHJAg3iDQ3LcjSrAk1ctZEmrUIgVQ6Ow9u3P+LJzTciptFqc+WaDRKNBr9nbZ5ryQSiZvq1XxWfNHH4sPEYrGbokY+S9Lp9D0/3x+HWxUW/6xIpVK3jFiSkJCQkJCQkJCQkPjkSILMXaBWqzGbzSwtLd3zm1dBELDZbKysrNzzwkapVGKz2cQUDLVaDYDJZCIUChOORNBotFjMZubmZ28hyqylL33w/90v3FQqlVhINIvRaMRgMLCwsPB/zSItm+aytLT0mV2TVqvF6XS+n0KWEu3RZ2dnyWQyWCwW0a3nk2A2mz9SEMjO5cXFxdsu5HNycjCZTMTjcfx+P+FwGLvdLhbS9fv999TXbKHsbBqP2+0WozwymQyJREK0dw4Gg7+TiBadTideTzqdFm2/ZTIZsVgMg8FwV1bORqMRlUrF8vJaCqDVaiUUCv3OhCCZTIbL5SIUCom27PfCh/v/ccjJySGVSn2s9iUkJCQkJCQkJCS+ykgxdneBy+XiwQcfFIu0Go1GzGbzXR2n0WjIzc29p0KtWex2Ow888IAoxOTm5r7fl4dwudyQUVJYUMb99x9CQM7a7czeUhmgACHNWrSMwI2pSTKZDJ1OhyDI3t++HovFwmOPPSb+LggChw8fJj8//3NzVDEajZ/6cQ6HgwMHDtzkJvRpUllZSW1tLf/yX/5Lqqqq2LFjB//kn/wTcRyzYscnQa1W80//6T/FYDDcdp+CggKcTiePPPLIbe+hIAhs3LiRZ555hry8PB5//HFKS0tpbm7m2WefJT8/nyeeeILCwsK77ltFRQX3338/sJYCs3PnTnbt2sXXvvY1mpub2bt3L3/4h3+I0+nk6NGj1NTU3NvFfwyKioo4dOgQVqsVk8lEaWkpLS0tNDY20t7evs4W+k4UFBRw5MgR8XeHwyEWFf4wKpVqna37p0F5eTmbN2/GYrF8rONbWlrYuHHjJ+pDW1vbOpt3CQkJCQkJCQkJCYm7Q4qQuYGsI5Jer0ev1zM3N0dlZSWDg4O4XC6+9rWvcfXqVfbv38+VK1fQ6/V4vV4UCgWxWIzx8XHS6TQFBQUkk0kOHjzImTNnUKlUBAIBmpqaUKlUXL9+ncXFRTZs2IBer+ftt98WU5MUCgWFhYVYLBbxzX1rayt9fX2Ul5dz/vx5CgrymZ2dpLjYxrZtGxgZ6SHDWhqDUqnE5XJjMpuYn5vDZLLicNgYGxulrNRDILgqFiDdvHkzr776KjaHHe/yMqvBVSwWC6urq+Tn59Pf/0EOrdvt5v777+fy5cs89thjjI2NIZPJUKlUTE1NkZeXh0wmw2w24/V6UalUHDt2TIwoqqiowGq1IpfL6enpwWAwYLfbRStxlUolWkK73W7m5uYoKSkhFAoRiUSoqqrCaDTyi1/8QnSEyc/Px2q1MjQ0RE5ODhaLBb/fj9vtXmelvX//ft544w0EQSCRSLCwsIDT6SQSiaBSqUgkEmI6jsFgEK2Y/X4/RUVFootSfn4+yWSS5eVlysrKCIfD+P1+nE4nvb29OBwOIpEIfX196yKpBgYGuHbtGo899hiXLl0inU6zdetWDh8+zPj4ODKZDI1Gg91ux2azcfHixXuOsGhoaCAQCLBnzx5efPFFPB4PNpuNiYkJ5ufnycnJ4V/9q3/Fz372M6xWK48++ijXrl0jGAxSVVXFwsICV65cEd2eYrEYnZ2dAHzrW9/ijTfeIJlM0tnZidvt5siRI/zP//k/SaVSlJSUUFFRIc4DhUKBSqXi3XffpaKiguLiYlEUS6VSvPDCC2zZsgW9Xs+bb75JWVkZDQ0NdHV1oVarefTRR/nhD39IJBIhJyeHxsZGHA4Hvb29VFRU4PP5iEQi4vOn0+nw+/2UlJQwODhIe3s78Xic/v5+QqEQFouF8fFxFhcXRVeqiooKcnJycDgchEIh2tvbMZlMjI+PU1tby89//nM6OjowGAwsLi7idrvx+Xwkk0lMJhOXLl3C4/GQm5srirNZy2lBENi5c6fo/HX69GlSqRQVFRV8/etf58///M+pqKgQrbGtVisqlUq0BV9cXCQnJ4fz58/jdruRyWR0d3cTi8XQarU0NjZiMBiYmJjgwIEDLCwssLi4KPahrKwMp9PJ4OAg8Xic4uJiotEoTqcTv9+PIAgMDAyQn59PfX0977zzDrm5ueL41dfXMz8/j9frZWFhgby8PCorK/H7/cTjcWpqapDL5Zw4cYKSkhLKy8vXpWZKSEhISEhISEhISNwdUoTMDRgMBvbs2YNWq8XlcmG326mpqUGv15NKpRgcHOTgwYMkEgkmJydpb29nbm4OWHMhaW1tZe/evVy/fp1UKkU8HmdwcJCWlhZsNht1dXXMz8+ze/dutm/fDkBjY+O62hy7d++msLCQZDJJbm4uRqORTZs2YTKZ2LNnDzk5OczPz9Pe3k5ZWTXptILFRZ+YjdTc3ExzczO+FR+7d99HQ0MdpaUetm3bxp69+6iqqmLjxo2oVCoGBwfJz8+nubEJl9PFoUOHiMViPPnkk7S0tIgLcoDZ2Vl8Ph+jo6Ps3LmTZDJJU1MTvb29/N7v/R5lZWXIZDLy8/OJxWLU19eviyIqKiqivr6eqqoqHnjgAfbs2UNZWRkul4vm5mbKy8vJz8/n2WefpaysDKvVymOPPUZtbS1VVVUUFBRw6tQpMa2ovb2d+vp6wuEwlZWV7NmzB0EQOHLkCE888QSlpaW0trZitVrp7u7G7XbT3NyM1Wrl4YcfRi6Xs3fvXoqLi5mbmxPTd2w2G/fddx96vZ4tW7aI9/cb3/gGly5d4vDhw9TV1VFUVEQqlaKxsRGtVktDQwN79uy5ZeRJJBIR+53JZAiHw8RiMfr6+jh06BAej4eKigp27tyJzWa755ogOp0Oj8eDz+djx44dGI1GWltbqaysFIWhYDBINBplZmZGtFnfuHEjR44cIRwOs2HDhluee3FxEYvFgkqlEovHLi8vi8JD9rlRqVQcOHBAtDsvLy+nra0Nj8fD2NjYunOGw2Hx53g8vm7++3w+DAYDO3bsYMvmzTRsaMDpdLFx40ZSqRStra2srKywbds2enp6eOaZZ3C5XJSUlFBQUCAe29nZyXe+8x02bdpEaWmpOKaFhYW0trbS399PPB6nqKiI4uJiZmZmGBkZYWpqiomJCfLy8iguLsbpdNLY2IjL5cLhcOBwOLDb7dTV1bFhwwaGh4fX3a/KykpsNhttbW2srq7S2NiITqcTr3tmZoba2lqsVisej4fa2loxhayuro7V1VVKS0uJRqO0tLSwb98+0W4c1oTNmpoaxsfHeeKJJ1hZWWFsbExMIVOr1Tz22GO0tbVRV1fH008/TXNzMzabjaeffpry8nJaW1u57777yMvLIxaLoVQq+b3f+z3q6+tRq9Xs27cPg8Eg1qoxm83odDq2b9+OxWKhtLQUvV7Pt771LUwmExMTE1/IgtcSEhISEhISEhISX3QkQeYGEokEZ86cYfPmzZjNZqxWK1qtFrlczurqKoFAgJmZGRKJBAaDgXQ6jdfrFUUVo9GI2+2muLiY6elp8W26TCYTo2ji8ThKpZL+/n5qa2t57bXX1hXp3LFjByMjIwwNDVFQUMDZs2cxm80YjUbGx8dpaWlhdHSUlpYWEokELpdLrM0hCAIej4doNIrX66W2tparV69iNpsJBoMEg0H8fj8rKys0Nzdz7do1mpqaeOONN9BoNKysrFBaWkpXVxdarXbdQlmlUqFWq5HJZMTjcVZWVtDr9SQSCfGteyQSIR6Pk8lkUCgUYqqVTCajsLCQvr4+FAoFeXl5TE9PU1FRwfz8PBaLhe7ubmw2G0NDQ5w4cQK1Ws3o6Cg5OTmMjo6KTkJZtmzZwsTEBOPj45SUlLC0tERJSQlTU1OEQiESiQRTU1NYLBai0SgFBQVcuHCBRCJBPB5HrVazsLBAbW0tg4OD6+bA1atX2b17N263m/z8fKanp0XHpcXFRWKxGOFwmGAwiNVqpbe3l/HxcS5dusSOHTuw2Ww3pbQplUoWFxfRaDTIZDIEQSAUComLdblczoULF6itrb2ndCCAkpISlpeXef3118lkMtTV1XH16lX0ej0NDQ3AB9bfJpNJFAs1Gg1Wq5VMJsPZs2eRy+XA2qJep9NhsVhoamri4sWLZDIZtFotNpuNiooKLl68SCqVEiNOBEHAaDQik8nw+/1iFFZeXh5KpfKmlD2NRiO6Zmm1WrRaLTk5OVRWVtLb20tPTw9jY2NMT0+Rm+vitddeE+vs+Hw+cdy83rXaTGazGa1WK16bz+djYWGBzs5OUQzN3gebzYbBYBDFM5VKhUajQaPRoFKp0Ol0mEwmjEYjZ8+eFe91JBLBZrNx+fJlQqEQeXl5opNTVqzKZDLivA8EAiiVSrIOcplMBpVKhdVqxWg0cuzYMWQyGaurq/h8PhKJhNh/QRDQaDRcuHCBzZs3ixFG2ZpDmUyGxcVF1Gq12F7283Q6zYULF1haWkKv13Py5El8Ph/z8/OoVCrm5uaoqakhnU7jcrnIzc1laWmJl19+GZ1Ox8LCAl1dXXi9XmAt+iob9aRSqURB0WKxiGmZHyclU0JCQkJCQkJCQuKrjpSydANZ0eTVV18lFAqJqUJLS0tcu3YNmUzGsWPHMJlMuFwurly5IkaaZAuS9vX1iSkvb7zxBg6Hg76+PkKhEENDQwSDQa5fv05tbS2RSISKigpGRkZYWloC4Le//a345npwcJDh4WEuXLhAJpOhu7sbWHNrSiQSCILAtWvXxIiDTCbDlStXcLlc5OTk8PLLL6PVann99ddJJpPMzc0hCIKY3hAMBrl27RqDg4MEg0HKysrw+XxMTk4Si8XWvfXW6/WcPXsWm83G2bNnmZyc5OzZs3g8Hv72b/+WsrIygsEgU1NTBAIB+vv7RfcfmUxGaWkply9f5uWXX8blcmE0Grl06RKxWIxz584xNTUFQGlpKQqFgkQiwa9+9Suqq6tJJBJ0d3evK7qbvQ9ms5mLFy+KaUqBQIDBwUEymQwGgwGZTIbX6yWZTNLf34/FYiGZTBIOh3n11VfZu3fvOqFHJpMxMTHByMgIgiDQ3NzM4uIiP/7xjyktLeXNN98UC/OOjo4yMTFBeXk5ExMTzM3NMTMzg16vp6CggMuXL4vn1el0/Omf/ilWq5VAIMClS5fQ6/VcunSJhYUF1Go16XSa1157Tbw/d4vRaGRycpLFxUVef/11zGYzq6urnD59Wiy0mkqlOHHiBCaTiYGBAQKBAOPj43R2dlJfX4/P5xMFFr/fz8jICOXl5SwvL/PKK6/Q3t5Of38/paWl9PT00NXVJc6P2dlZ1Go1/f39+Hw+otEoAwMD9Pb2olQqMZvN9PX1IZfLSaVSCIKA1+tlYmJCFIE6OzspKysTn5usLXxHRwcymQy3200qleL69evMz89z7NgxiouL+eUvnyeTydDa2srY2BiBQACDwYDH4+GnP/0pZrOZkydPisWOR0dH6e3txel0Mjo6ytLS0roCw8FgkLm5Obq7u3G5XGKET/ZePfTQQxQVFXHx4kX6+/vJzc2lu7sbuVxOOp1mYmKCaDQqzu2RkRHxOVhaWuL69esMDg6yfft2ysrK6O3tFUWOoaGhdc/m8vIyOp2OF198UXQYGxoawmKxYDKZePnll6mpqSEYDIqCUPae1dbW8pvf/Ibr16+jUqmQy+X8/Oc/F+d/Op0Wvy+yfVCpVCSTSV577bV1zl0jIyO43W7GxsYIhUJcv34dQRB48cUXKSwsJJVKid9fEhISEhISEhISEhJ3j/BFCDUXBCGTfYv8RSK7yPksjvv+97+Pz+fD6/Vy8uTJdWkcd3P8nfa58bPb7Xer7R/3ej+K4uJinnjiCX74wx+Kosq99Ot23M11ftRxX4Q2Pivutg+fVl8/i2v+2tcew2rNYWJigkuXLq0Tq251b8xmM//hP/wH/s2/+TeiqPNx5/oX4R7eKzt27GBhYYGioiKOHz9OMpm8q+fsy3itd+Je3fC+YlzKZDKtn3cnJL44mARrZpOw5/PuBoqCfAJtBZ93NyS+4hgHfKR6+j96x/eJPdBGSv3FW8NIfHWQR9OoX73weXdD4iM4l3mLQMZ7s5MOkiDzuZFNSYhGo/9XLYRuhVwuRyaTrXvrLiHx0SgQBAG1WkEsdnfPiVarRafTEQwGRUHmq8b/beLKx0ESZO6IJMhIrEMSZCQkPkASZCS+bEiCzJeDOwky0jfIx0QQBPR6vVjY9FZoNBoxJePGbdkFUyQSue3b62yNjM+Su7GvztbI+CRkU3xuRC6XizbiXxS0Wi1fVmHws7Iil8lk9zQmKpUKg8Eg/rvRTlypVIr1Tj76+RFQqTLI5Ulisfj79uxr22/cJ3uuNQv3tTpGy8vLohijUqnuamyytWyytZI+i7mZbeNO3xlZbqzBdK9kazjdyzVkx1ClUqHVasXvqRufCYVCsa7vSqUSrVb7sfspISEhISEhISEh8VXny7n6/AKgVqv5wQ9+gEajwWaz3fS5TCbjkUceoaamZt325uZm9Hr9bc+bk5ODwWDgu9/97mcqymi1Wqqqqj5SbMm6Cn0c7rQgLCsr4+jRozcJVveCXq9Hq9V+5H4ymQyr1XrHfZRKJU8++SRFRUUfuz+fFyqVitra2k99YSyXy6mvr7/jfP0w27Zt46GHHuJf/It/wZEjR9i2bZv4WWVlJU888YTY5+9///uYTKbbtK1g7147TY1KNBoDdXUNqFRyQM4Hoowca45VfF5uNReyTl4fRVlZGQcOHKCjo4Pdu3fT1NR0y/20Wu09jUcWs9mM2+3mqaeeuqvja2trOXLkyMcW2oqLi3n22WfvuI/dbhd/VqvVfOtb32Lfvn0cPnyYp556Co1Gw6OPPorZbEatVvP000+Tk5MDILqVtba28uCDD1JSUvKx+ikhISEhISEhISHxVUYq6nsDBoOB2tpatFqtaPfb09MjurIkk0nRTWZkZASdTkd5eTmHDx/mr//6r7Hb7ajVavr6+qioqKC4uJiBgQHx/Nm0HYvFQnt7O5lMhqGhISYnJ4E1UeD73/8+L730Ejk5OezYsYOZmRlGR0epra0lGAzS29srns/tdpOTk0M6nWZwcBCVSkVBQQELCwu4XC4EQWB2dlZ84z01NYXL5UKhUJBKpVAqlVRVVTE0NITD4WBubo7c3FwymQzz8/Pk5uZSW1vL8ePH112D3W5Hp9MxPT2NxWLBbrczMTGBx+PB7/eTTqcpKiqioqKCs2fPkk6nCYVCojPN4uIiWq1WdJXJnre0tBSn08nly5cpKSnBbDYzMTFBSUkJBoOBqakpZmdnyc/Px+fz8fjjj4uFjoPBIHa7ncuXL1NUVERXVxcVFRXAmpV1dXU1f/3Xf00kEkEQBNGWOFt8t7CwEKVSyaZNm8jLy+PKlSvU1NQgCAJ+vx+73U4ikSAajaLT6eju7iYWiwFri/SysjLUajWdnZ1i1JNSqRTvWzAYpLi4mKWlJQKBADU1NWIB3KKiIhYXF5HJZGg0Gi5evHhPKRcWiwVBEMR7bjabuXr1KiaTCYfDwfT0NDqdDpfLxeTkJEVFRXi9XhQKBel0mtXVVdECemZmRixy3NbWRjqdRqFQiNcRj8eprq6mv78fpVJJWVkZV65cwefzAdDd3c3AwABVVVWcOHFCtEdPpVJEIhGamprEukkajQaFQkF5eTkOh4Nr166JbWcyCnIsEAlDJBIjkUyyfccW3jp2AUgDGZRKNd/7/nd56aWXb/m8rK6ukkwmRcFKr9fj9/sZGBhAEARKSkpwu90MDAxw4MABvF4vOp0Op9PJz372MzZt2kQwGGRiYoKqqipCoRB79+7l2rVrvPPOO6RSKXFsTCYTvb291NbWikWLe3t7yWQy5OTk8E/+yT/h3LlzWCwW7r//fi5fvszKygoNDQ2MjY0xMTEBrEWqlJaWUlFRgdlsJicnh6qqKubm5rBYLOj1epLJJF1dXVRXV5NOp4lEIqI19blz50Qb8Gxx77q6OiYnJzEYDLhcLrEI7+HDh/lf/+t/4ff7xULE+/bt45VXXuG5557j17/+NSsrK6ysrOB2u6mvr2dxcVEshq3RaDh9+jTbt2/n0Ucf5b/9t//2lU+VkpCQkJCQkJCQkLgXJEHmBgwGA0eOHOHkyZM0NTWJTksNDQ1cuXKFYDDIxo0bReeaTCZDMpkkEolQVlaG1WrFYrGwefNmzp8/z8rKyk0LlF27dvHb3/6Wp556il/+8pfs3buXn/zkJ8Ca5bJarWZiYgKFQkEgEGD37t2UlpYSDofZtm0bo6OjRCIRAMrLy6mvr0en03H58mXq6uqYnZ2lr6+PvXv3Mjk5SW1tLQsLC6RSKVpaWrDZbExNTREMBsnPzxetequqqtBqtcTjcVF4mpubw+/3rys4vHv3biKRCKFQiIKCAhwOB9FolNraWrZv386lS5cIhULE43FmZmbYuHEjarWa6elp8vLyGBgYoK2tjUwms86FqKCggNraWkZHR9m1axc5OTlcv36dr3/966hUKk6ePMm3vvUtjh07JjorZZ2j/vk//+f8h//wH3j66afp6upi7969mEwmUYhQKBSibXH2vmWdeGprawmFQqyurqJQKPB6vbS3t4viRllZGbOzs2g0GtE2WKfTEQqFRHHMaDSSm5vL9u3bGRwcFOeHy+Vi9+7dnD17lvb2dt5++20aGxvZuHEjP/rRj/jBD37A9evXcblcXL58mdzcXIxGI/Pz84yPj9/1vC0sLKSyslK0pq6vr+cnP/kJ1dXV9PX10dLSQlFREfPz8zQ3N9Pc3MzVq1cxGo0kEgnR/jyRSHDq1CmuX78OrNkdnzp1iqamJpxOJz09PWzfvp3R0VF27NhBQUEBfX19dHR08PLLLwNrTkK5ubkAon2zy+WitLSU/v5+0Rb961//OplMhsrKSnEeyuVy3n333ffvkYxoTEUqsxbEF/D7eeDgDt46dl687kQihlqtZnx8HIVCgd/vX/e8bN++nZmZGXw+H7m5uSwvLzM6OgpAXl4e27ZtIxwOo1KpWFxcFM+TFZEAdu7cyczMDO+++y52ux2lUik+TwD19fXU1dVx/fp1vv3tb5Obm8urr77K7t27GRkZIRKJkE6niUajLC8vo1AomJmZ4Wtf+xqRSISuri52797N3/7t35JOpyktLaW5uZmJiQnsdjtHjx6lp6eHw4cPo9frOXXqFHv27BEd0SorK8V5nhWIysrKeOONN9i+fTsPPfQQ09PTdHR0kEgk0Ov1eDweXn/9dcLhsOg+BdDT08Pjjz9OR0cHi4uLfPvb3+aXv/wlAHV1dbz77rs89thjnDp1ivLyci5dukQ6nWZubo6ysrK7nq8SEhISEhISEhISEmtIKUs3kEgkWFlZIRAIYLPZuHbtmvhv+/bt6PV6lEolCoVCLFQLH0SNGI1G3nnnHdFmNhuNkSWdTotRFbFYjJmZGVQq1U37ZBeFS0tLCIJAUVERgiDwy1/+cl0KQ21tLadOnQIgPz+fpaUlzp8/z8TEBA6Hg2PHjlFWVsb09DT9/f1UVlZy/vx5zp07h8fjobe3l9nZWerr6+nv76e2tpaenh6GhoYoKipCrVbj9XrF+i8qlYq2tjbGx8fp7u6mra2N4eFhsX8zMzMEAgGWl5fR6/UsLy9TWFjIyZMnRWtfrVZLKBSivLx8nehgtVrJzc1lcHCQdDqNXq9nZWVFjOBYXl5GEAQGBgawWq00NTUhCALJZJLV1VWmpqaIxdYW6CqVCrfbjcFgoK+vj3A4jFwuXzfOQ0NDVFZWMjU1xcGDB5mYmCCdTuP1esVoEZVKxS9+8QuSySTz8/NEIhEsFgvvvvsus7Oz4rm0Wq2YenNjmlksFmNxcZGOjg5KS0uRyWR0dXVhtVpJp9P4fD4ikQiLi4tkMhmMRiOvvPIKq6ur9zRvbTYb8/PzVFZW0tvby9zcHFu2bGFiYoK+vj4aGxvFe5pIJFheXmZ5eZnp6WlkMhlqtRqTycSxY8cYGhpad25BEBgZGcFkMrF161ZRhLl69SpFRUX09fVx7dq1m47JjrfRaBRFMYVCwfLyMl1dXWJtkmwUz+XLl+nvv7GInoBMHkcuT4OQAdbqLmk069Oy0uk0SqWSZDLJ8vIyAEVFRchkMp5//nlROMkKhFl7ZrPZjMPh4MKFCwwNDSGTyRAEQfy/sLAQmUzGr371K/Hn/v5+YrHYujQ7i8WCSqViYmICvV5PIpFgZmZGHAdAFGXlcjnhcFi0qfZ4PMzOznL69GlxH7PZjNlsJp1Ok0gkKCoqIhQK8cILLxCLxZidnWVqaor8/HyUSiXPP/+8KJ6Gw2EsFgs2m41oNIpKpaKwsJDp6WnOnj1LKBRiZWWFYDCISqUSrzVLJBJhYmICjUbD5cuXqaioYHl5GaPRiNVqpbu7m5GRETZt2sT169cpKChAoVBQUFAgingSEhISEhISEhISEnePJMjcgFKpJBaLiYv7Xbt2oVKp0Gg0vPPOO0xPT4tFLxUKBfPz8ySTSYLBILOzs+Tl5dHS0sJrr71Ge3s7BoNhXV0PpVJJNBolJyeH8fFxDAYD0Wh03aLo9OnTtLe3s7Kygk6nIxaL8d5777Fx40Y2bNggLtaVSiUVFRUolUp+/etfc+XKFWBt0afX63nnnXfEFKeSkhJ0Oh0TExMYDAYymQzpdBq/38/09DRTU1OMjY0xOjqKwWAgHA4TCAQwm834/X5xsZhIJLh69SqlpaXiYtZkMnH27FkmJyd55ZVX8Pl8CIIgpvqMj48zPj7OwMAAfr+fSCTCG2+8wezs7DpxKbvof+SRRzh79izLy8sUFxeLAoVGo2Fubg6Px8OVK1cYHh7m6tWr1NfXMz8/j8Fg4MyZM+zcuZPFxUW6u7vZvXs3jY2NDA4OolarMRqNYntTU1OcOXOGN954g1deeYV4PE40GhXTeE6fPk1lZSU7duxgeXkZjUZDX18fFouFTZs23WQZnJ+fz+zs7LpaNQaDgcnJSS5dukR3dzdPP/00RqOR559/ni1btnD+/HkCgQDRaJSBgQEsFgvbtm0TI3nulmxkz9jYGLOzs4yNjXH9+nWcTqeYkqXRaOjq6qK/v59jx47h9Xq5cuWKON8DgcBNNVguXbqEyWTCbDZz7do1urq6uHTpEo8++ihKpZKLFy9y9OjRm4r+6nQ64vE4er2eTCZDXl4ekUiEWCzGwsICxcXFPP/88ywsLDA/Pw+s2TXfWM9ILk+STMRRq9LIZBkxffD/+cH/g/aG2kRnzpxd97zE43Hee+89WlpaaGpqwu/3o1arCQaDmM1m8bihoSFWV1c5ePDgOpE1G2ly/vx5WlpaxNSrxx57jPLycjElLtvX8+fPEw6HaWho4O/+7u+YnZ0V+5ElHA4zMzNDXl4eyWQStVqN3+/n9ddf5/HHH8dms4nzaWBggHQ6TX19PclkkhMnTnDw4EFyc3ORyWTU1dXR39/P888/T21tLVu3bmV+fl4UwCYnJ1lcXGTHjh2Mjo7S2dnJoUOHsNvtZDIZotGoKHDGYjGcTqfYz1QqxWuvvcavfvUrzp8/z1/8xV+QSCRobm5mfHycsbEx/u7v/o7BwUFOnTrFysoK3/ve96ivr+cXv/iFlK4kISEhISEhISEhcY9Itte34ca327f7+cZ9s5/davvHafvDx8lksnV1Rerq6jh48CD/7b/9N3H7h/f58HXc+Pmt2vjwvtnPb7Vfdtut2ryba7hdX2885nbnvtN13K6Nj3MvbjdGt3PGynK7OXC7n2/V90+Djxrvj2pbLpdTVVXF5OQkoVDopnPd6lm4FR/1/GT3ud15sjV6+vv7cbvdTE5OruvrvdynD3OncbndPL/Vc36ra7qb/tzN9mzkzr/9t/+WX/3qV/T19X0q1/hJ7bHlcjm7du3C4/Hw3nvv3RQp9Xki2V7fEcn2WmIdku21hMQHSLbXEl82JNvrLwd3sr2WBJkvKdnUnGwRVAmJz4K7FV1+F/24lej5VUGhUOB2uwmFQmJq1hcFlUpFOp0mmUx+3l0RkQSZOyIJMhLrkAQZCYkPkAQZiS8bkiDz5eBOgoxU1PdLSiwWE+vRSEh8FB8lZNzu889T/LixTzf+f2M00o3b/m8WapLJpOjEBJ88uuV2fJzz3pieJSEhISEhISEhISFx90iS7heEvLy8W26XyWTk5eWh0WjW1Xu4WxQKBXl5eTfV+bgder0eu91+236oVKp77sONaLVaHA7HTYvqzxKtViuOnSAIOBwOtFqtWJcD1oqzWiyWezqvTqfDbrf/Tq/l46DRaOjo6FhXz6iuro4HH3xQrD3y8MMPs2HDhs+kfaVSedt5IwjCTbVrYG3ePvvss6Jj043bH3vsMR566CHuv/9+nnvuObRaLY888shN+34aGAyGW24/cOAAra3rgwz0ej3Nzc0cOHDgU+/HjeTl5fHtb3+byspK0dr900ClUvHUU0/h8Xg+tXNKSEhISEhISEhISNweSZD5gpB1cvkwcrmcJ554ArvdTn5+/m2Pz8nJQa/X37Rdq9XyxBNP3HZh+WFyc3N5/PHHb9mPT2PRm5+fz6FDh265QLfZbLdcnH9SzGYzzz77LPCBsGS1Wnn00UfFcamtreW+++67p/MWFRWJRWE/LYqKiu75mJqaGgoKCsjPz8dut1NZWUlxcTF2u53m5mY8Hg/Ly8vIZDIqKyvxeDwoFAqKioro6OjAbDaTyWTIycmhuLiYmpoa1Go1ubm5VFVVie0oFAqam5spKipi48aNWK1WCgoKcDqdNDY2otFocDgcVFVVrZvLX/va12htbcVqtdLc3IzBYMBsNlNXV0ddXR1PP/00VquVyspKysrKEASBiooKysvLb5oPyWSS6elpqqurWVxcZMOGDahUKgKBAIFAgIqKCkpLS9cd43a7aWtrIz8/n+rqajweDwUFBdTV1bFp0ya0Wi35+fk0NjaiUqkoLi6mqqoKu93Od7/7XSwWi9gflUpFaWkp+fn56wo4FxQUiOJQfX09W7duRalU4nK52LBhA5obChHbbDaam5vp6OjAZDJRV1dHbW0tubm5NDU1YbFYMJlMNDY2Yjab153DbDZTVFREZWUlq6urxGIxysrK2LBhA/X19cjlcvLz82lpablJ5C0tLaWsrAy73c6GDRvYvHkzOp0Op9NJdXU1er0ehUKB0+mktbUVg8FAeXk5OTk5lJWVYbFYcDgcNDU1iYLmjfNDQkJCQkJCQkJCQuLekFKWbiAnJ4ft27ejVCoZHBzE6/VSW1uL1+slFAqRk5NDIBCgsrKSlZUVurq68Hq94rHV1dUUFxfT2dmJwWCgsLCQ/v5+SktLUSgUjI2NYbFYWF1dpaurS7TkVSqVuN1uXC4X7e3tKJVKent7CQaDFBQUkJubi8lkIj8/n5GREaqqqpDL5UxPT1NVVcXKygrt7e3Mzc3R3d1NWVmZ6JxTVla2LhIkS3Zh3tfXty4VIhQKUV9fzzPPPMM777yD3W5Ho9GIVr4qlYodO3YgCAKDg4O0traiVCoZGhoiEAjg8XiYmJggk8lQXl7O1NQUPT094vnT6TR5eXk8/vjjdHV1kU6n8Xg8DA4O8rWvfY3Tp09jtVoZGxujqKiIK1euYDKZUKlU5OTk0NnZSXl5OTabjbGxMSorK5HL5bz33ntMTU2J7RgMBiorK9HpdAwPD1NRUcFTTz3F+fPnKSwsZHFxEZlMhsFgoLq6WrS5/vB8qKqqQqFQMDo6yu7du0kkEpw5c0ZcpN7o3JNt98EHHyQajTI/P8/c3Bx5eXmEQiFR5JiYmMBkMqFQKFhZWaG4uBiFQkFnZyf/7J/9M/7jf/yPLC4u3vW8dTgcNDc3Mzs7y+zsLKWlpeTm5jI+Ps6ePXv41a9+xc6dO3nhhReora2lrq6ON998E7PZTG5uLh6PR5xrLpcLu91OTk4ORUVFzM7OinbUyWSS9vZ2hoaG2LFjBz//+c/JZDI0NDRgNBrxeDzI5XLm5uaYmJgQ3aJsNhuDg4M89NBDeL1eSktLSSaTxGIx0ZI822ePx0MikeDkyZMkEolbRh91dnby7LPPYrVaMZlM7N+/n4GBAcrLyykqKsLj8fDrX/+a6elpANrb2yksLKS3txeNRkNTUxOTk5PIZDJRjDGbzchkMgoKCohEIpSWlvLee+/hdrupqqrCaDRSWVnJ6OgomUzmpjSdSCSCw+EgHA6jUCjYuHEjWq1WFPyKiop4+eWXxfv16KOP0tnZSWNjIzU1NfzlX/4lDz30EBMTE9TW1qJQKDh16hT79+8nFouJz5PL5eL1118H1qKcsrbimUwGq9VKLBbjyJEj+P1+rly5Itqzq9VqNm7ciMPh4MqVK+zfv5/Ozk4OHjyIIAik02lcLheZTIZUKkVHR4d4TY2NjczNzSGTydixYwehUIjS0lJUKtW6+SEhISEhISEhISEhcW9IETI3IAgCbW1t+P1+Nm7cyKOPPipa2ur1eiwWCzt37mTr1q3MzMyIFtSwtiCbmZmhsrISmUzGzp07USqVVFdXs2HDBpaXl+no6GBiYoIDBw7gcDjEY1OpFNu3b0etVtPe3k4wGGTjxo0cOnRIXNgmk0l27drFvn37WFxcxOv1YjabUSqVHDx4EJ/Ph9frZf/+/UQiETZu3MjRo0fp6+tb188sFosFq9VKR0fHTZ8Fg0FGR0d59tln0el0FBcX09LSQiaTQS6Xo9Vq2bFjB3l5edTV1TE7O8vRo0fZt28fXV1daDQaDhw4QCQSoa6u7qbzJ5NJRkdHOXr0KA899BCZTEYUSaanp3E4HJjNZrZt20ZJSQkOh4Py8nLMZjO7du2ivLwcu90uvqH3+/1s3759XRvt7e0AzMzMoFQqCYVC+Hw+Nm3aRHt7uxh5UV1dLTr3fBidTodKpaK9vR2z2czmzZuJRqM89thj1NbWMjw8LIpqWWKxGHv27OHy5cs89dRT4jkefPBBysvLUSqVNDU1IZfL8Xg85OTkUFBQgMlkwuVyEY1G70mMARgcHKSgoACNRiO6IWUX58vLywwMDJBKpdBoNMTjcVwuF7Bm/d3X14dSqUQul1NSUkJOTg6vvPIK09PTpFIptmzZsi6646233uLQoUMkk0k2btzIysoKgiCgVCrR6XREo1G2bNmyzmI8mUyi1WopLy+nq6uLy5cvs7y8TGtrKzk5OSQSCYqLizEajbz44osUFxcTDofx+/23LM4aiUR477332Lt3L3/7t3/L4cOH8fv9lJSUiOcIhULi/n6/n7GxMRwOByqVip/+9KdkMhkmJiYYHBzE5XJRUFDAm2++yfz8PDKZDJ1Oh1arJZVK4fF40Gg0vPnmmzgcDhKJBEtLS+v6lEqlxH/z8/MsLi5SWFiIx+Oht7eXS5cuieJSMBgkEAhw+vRpDAYD0WiUqakp8vPzGRoa4uLFi9TV1TE1NcXIyIgonPb391NYWMjS0hLxeFysIZWNGgqHw6jVahKJBFNTUwwPD4v9U6vVRKNRHA4HcrmcpaUlxsfHsdlsxONxDAYDOTk5CIJALBajt7eXRx55hL6+PoaHh9m+fbsYXXT69Gl6enpuOT8kJCQkJCQkJCQkJO4eSZC5AUEQiMfjRCIRVCoVFosFQRC4cOECDQ0NCIKAWq0mnU6Li6Ibj3322Wc5ceIEcrkcp9NJV1cXy8vLRKNRFhYW0Ov1qFQq5ufnb1poZjIZVCoVsViMSCSCWq3GarXicrlIp9PI5XIUCgVWq5XS0lKCwSBlZWVoNBq0Wi1yuRyDwYDVaiUajXLx4kVsNhs2mw25XI5cLl/XXnt7O/F4HJPJtC4KIZ1Os7q6yvT0NIlEgvr6elKplLhAdTqdVFRUrFvgx2Ix1Go1JSUl6PV6VldXxX5cuHBhXXRO9vx+v5/FxUWcTicDAwNMTU0hk8lQKBRcv36drVu3cu3aNTweD6lUCovFwtWrVwmFQthsNs6cOUMikSAcDhOLxW5KbcmmW0SjUZLJJMlkknA4jE6nQyaToVKpxLHLy8tDqVSiUKwPGCspKcHpdJLJZNDpdMRiMVZXVzGbzTidTnHsbhy/RCJBLBYjEAgwNzdHdXU1arUajUaDIAisrKyQSqUwmUycPn2aTCZDKBQikUigVquRy+X3vMCdn59neHiYy5cvY7FYaGlpQalUiik2ZrOZnJwcnE4nmzZtEsdBqVRis9k4e/YsFouFwcFBysrKxJSy7Dy4scjr1NQUFy5c4Kc//SmpVIqVlRUaGxsxmUx4PB4ikQgjIyPrxmRsbAy3283KygpPPfUUOTk5aLVaenp68Hq9mEwmAoEADQ0NbN68mbfeektM0/N4PBw4cGCdwAPw29/+lvPnz3P69GmOHTvGxMQEw8PD4jkSiYS4r8PhQK/X09XVxbZt29i+fTvhcJiqqirUajXHjx9Ho9HwyCOPoNfraWtrQyaTYTQaiUQizM3NsX37djZv3kxPTw/btm2jrq4OtVotXmc0GgXW0scMBgN6vZ5IJIJCoeDAgQMYDIZ1FtrZtK+33npLfD7HxsZ44oknyMnJYXJykn/9r/810WhUFF2TySRLS0s8+eSTKJVK7HY7LpcLjUaDXq/HZrOh0WgoLS2lvr5+XYqjRqNhy5YtpFIpioqKxMgggNbWVoxGI263G6fTiVqtpre3l6mpKVZWVrDb7Vy6dImlpSUikQhPPvmk+JxPT0+zc+dO9u7de09zVkJCQkJCQkJCQkJCsr1eh8ViYffu3WLEwcLCAk1NTXR1dWGz2RAEAY1Gg8Fg4Pjx42IaD6zVXtmyZQvT09N4vV4xCqK7u5vq6mreeustKioqkMlk+P1+BgcHxQWaWq3myJEj9PT0UFlZydDQEHl5eSwtLYnpLAMDA9TU1HDu3Dn27NlDZ2cncrkcl8uFyWRiaGgIvV5PPB4X0y1MJpOYivPmm2+K6VWwVpQ0G9nw8ssvi5EeWq2W++67j+npaWZmZti6dSvRaJRUKoXBYGBwcJCGhgZisRiTk5Pk5uYyODhIRUUFoVCIvLw8jh07JtareO+99xgcHBTbNRgMtLa2sry8zPLyMk1NTeTk5HDixAmKiooIh8OMjIxQWlqKz+cjlUoRCoU4ePAgS0tLXLp0iUOHDhEIBOjp6aGiooKlpSVUKpUocADY7XYOHTrEwMAA09PTtLW1MT4+jtPpxGAwcPnyZTZs2EBnZydtbW2srq6yurrK6dOnRbGsrKyMhoYGkskkMzMzeDweJicnMRgMqFQqFAoFqVSKY8eOrRPn/uqv/or/8T/+BysrK+Tn54sL9Kxl8djYGEeOHGF4eJiVlRVMJhMajYaJiQnxHt84t+6V7LN0q+iSGz+7laV1VmDKioAfjgC6HYIgIJPJyGQy4r8Pf57JZJDJZGLb2Xay225s78ZzZT+/VZsfdlj6qD5nz/voo4+SSqV44YUXbhqL7M/Z89647cM/36o/t2rzxv5XVFTw9NNP8yd/8ic3XVe2/x9u48Zz3G48YG3OHj58mOvXrxMMBjlz5sy6fsDN8+LG602n0+h0Oh5++GEuX75MX1/fTf368Pwwm81otVrm5uZu2afPA8n2+o5IttcS65BsryUkPkCyvZb4siHZXn85uJPttSTIfASftr3sp3G+D5/jTr9/XLvjT6Nvn7cV8efRvk6n47/8l//CH//xH4tRE59XXyRujSAIlJaWipEgv2vy8vLIzc3l2rVr6yJ5Pg20Wi2FhYWsrq6yvLwspjXdC9noqpGRkbs6/kbx7IuCJMjcEUmQkViHJMhISHyAJMhIfNmQBJkvB3cSZKSivh/Bp73I+DTO9+Fz3On3j2rvs7y+z3uB9nm0n0ql+E//6T99IfoicWsymcy6+iq/a7LFlz8LIpEIAwMDn+gciURCjIy5GyTxQ0JCQkJCQkJCQuLjIUm6nzKCIKDT6W7pDvNxUalU62rA6HS6T+3cd0Iul9/SnhrW0qyUSiVqtfqWdt0fhUqlWnfubB0cWHvjrlar1+2fHdcvOtlCuplM5o522B8eW7VafVMNm0+LbJHa283JbCre50m2PlOWT2M8NBrNpzam2f59kuc6m+Z2L9zpGcySfQazz83nfS8lJCQkJCQkJCQkJO4OSZD5GCgUCnJycm75mVKp5A//8A+xWq2fWnuVlZU4HA6xjs2tnJE+C5xOJ+Xl5TctQgVB4MCBA7S2tlJbW4vJZLrl8YIgYLVab7mI7ejoYPfu3eJ+TzzxBKWlpcBaLZ/a2tp1x+n1er7//e9/6qLFJ1lo327hKwgC999/P01NTbc91mazUVlZiVarxWg0sn//flpbP5ssAovFwje+8Y3bzlmtVsvGjRs/k7bvFr1eT319PQaD4VMbj4cffviWLl8fB5VKRV1d3U3Foz/qGKPRiEqlwmQyUVpaSl5e3j2163A4qKqquu3nCoWC2tpazGYzTU1NtLW1sWHDhntq426QyWSiNbiEhISEhISEhISExKfDXa1uBUGwAD8G6oEM8B2gH3geKAHGgMczmcyKsLay/TPgASAMfCuTyXR+2h3/LBAEgeLiYux2O2NjYzidTmw2G9evX8fj8aBUKsWaCrt27eKVV14hPz+fyclJ1Go1JpOJzs7OmyJaYG3RW1ZWhlqt5tKlSwBYrVZqa2uxWCx0dXWJ9r+BQICJiQnKy8vx+XxihMMf/MEf8KMf/Yh4PE5eXh61tbV0dXXhdDpZWVmhvLyc/v5+FhYWgLVaFTabjfn5edEZqKuri/z8fGw2G6Ojo7hcLux2u1jIeGVlZV26gkwmo6qqCofDgVKp5OzZs1RUVFBaWiq6AwmCQFFREW63m/7+ftH5xe/38wd/8Af82Z/9GQ6HA61WKzon5eXlicVXs9Ekra2tOJ1O+vv7kclkaDQaSkpKcLvdDAwMkJeXx969e+nv72d0dBQAk8lEWVkZq6urzM/PE41Gyc/PR6FQEIlEMBqNrK6usri4iNvtFi1+V1dXEQSBvLw8qqur+fnPf04ikUAul4t9zRYtVqvVLCwsUFBQQDqdZnFxkfvuuw+/38/U1BR+v59MJkMikcButzMxMYFOpyMYDIp9bG1txev1olQqWVlZQaVSifboWcvvjRs3otPpOH78+D2lONXU1FBUVMTg4CB2u51oNEomkxHFje7ubpRKJRqNhtbWVhKJBL29vXg8HkwmE7Ozs6RSKcrLy8nNzUWj0XDmzBmsVivl5eUsLi7S399PMpnEarVSVVWFTCZjYWEBm81GIpEgEolgMpkYGRmhoqJCnL8jIyMUFhZiNps5c+YMKysrGI1G2traxPHwer1icd+dO3fidrvF8dDr9bz99ttkMhkUCgWVlZW4XC6Gh4eRyWQUFxfT29tLVVUVgiDg9XoZGxujvLwcl8vFxMQE1dXVWK1WxsfHKSsrIx6P895774njp9FoaGpqwuv1MjExQVFREYWFhfT392MwGDCbzQwODiKTybDZbLS1taHRaETnIUB0GJuenqayslJ0/tqyZQu9vb2UlZVx+vRpEokEO3fuBGBxcZGxsTE8Hg8ul4urV6+yuLiITCajtraWeDxOPB4nmUxisVioq6sjlUrh9/vJyclBr9dz8eJFBEHAZDJx5MgRrly5QjQaRaVSUV1djUKhYGhoSCzu7fP5yMvLQ6fTcfbsWaxWK263m8HBQdE57OrVq4TDYWQyGU1NTaTTacLhMEePHuUnP/kJCwsLGAwGiouLyWQyzMzM4PP57nq+SkhI3Btflb/BJCQkJCQkvorc7evOPwNey2Qy1UAj0Af8G+CtTCZTAbz1/u8AB4GK9//9PvA/P9Uef4aUl5dTWVmJ1+tl06ZNbN++nfn5eb73ve+xa9cuTCYTW7duRSaTkUwmcbvdbNiwgby8POrr6wmHw/z+7//+LQtcGo1GcnNzeeihh8SIEovFwqFDh/D7/Xz729/mkUceYWlpiQcffJBDhw6xadMmNBoNzc3N5OfnI5fLmZmZ4dFHH2V1dZX777+f0tJS5HI5Bw4cQC6Xs3//frHNPXv2UFBQQHV1NRUVFcRiMTZs2MD27dtZWlri29/+Nvv378doNLJ3717kcjkPPPCAKCa53W42bdpEUVERDQ0NVFdX83u/93tYLBYWFxcRBIFt27ZRXV3N1q1bmZqaoqSkhLKyMjZs2EBlZSWpVAqn00lNTQ1tbW3cd999ogBxI4IgMDs7K9od79q1i02bNlFZWUlpaSkOh4N0Os3c3BxPPvmkeFxOTg4PP/wwra2tPPDAAzz88MOYTCYeeeQRCgsLOXLkCHl5eTz77LN0dHSwefNmHn30UXbt2sWOHTvQ6XSsrKyQTCYB2LlzJx6PB4/HwwMPPEBhYSHbtm2jvb2d5557jkOHDlFaWkphYSG9vb3s37+fxsZG7rvvPtra2ti0aRNNTU1otVpxsZ5IJGhpacHlcrF//35xQbx161YikQihUIhMJsP8/Dzbtm0jNzf3ruesIAhs3LgRl8tFfX09NpuN/fv3s2vXLlwuF7W1tTQ2NorW3bm5uTz11FO0traSm5vL6uoqLpeLhx9+GI/HQ319PS0tLVRVVXHw4EEymQwdHR1inZBvfOMbyOVympubqaiooLm5WXwOYrEYTz31FFu3bkWlUnH06FEqKipoamrCbDaL1sjJZFIcj/vvvx+32w2siZzxeJzV1dVbjkdtbS0bN26koKCAsrIyHnroIdG168iRIyiVSu677z52796NVqtldXWVkpISWltbqayspKGhgfvvv5/l5eV1Y5ibmyvOo6amJlpaWigoKCA/P5+amho2btxIXV0d27dvx+FwcP/995NKpXjooYeAtZShAwcOkJOTw0MPPYRer2fXrl2oVCq8Xi+Li4tEo1EqKyspKyvjwIEDotNTR0cHxcXFVFRUYLPZgDUB78CBA5hMJgoKCtiyZQuHDh1CqVRy4MABXC4X7e3tlJaWUl1dTUdHB2azGa/Xy9WrV9m+fTv79u0jGo2i1+txOBw4HA6OHDlCXV0dzc3N1NTU0NjYyNatW5menubw4cNUVlZSXl5ORUWFeF0FBQUcPXoUo9GIz+cTRUar1cqjjz6Kw+Hg61//+l3PVwkJiY/FV+JvMAkJCQkJia8iHynICIJgBnYAfwmQyWTimUzGBxwB/s/7u/0f4OH3fz4C/E1mjfcAiyAI9xan/zlhNptFu2mfz4dGo2FmZgaNRkMymWRubo5UKiXWawiFQszNzZHJZFCpVExMTGA0GpHJZCgUiptqpGSFmGwtlHg8Lr6VD4fD4oJsbm6OQCBANBqlvb2dZDK5zoI3mUwSi8V499132b59O6urqxQUFDA/P8+JEyfEtIKuri5qa2vZsmULVquVvr4+8W17LBYjGAwSjUYZHx8XIx1eeOEF8fhEIkEmkyGVSrG0tEQgEKCkpASlUkk0GiWZTBKPx8VIFp/PJ0bj3Hj9brcbg8HACy+8II5DJBJZlyaUyWRYXl4mnU6L7U5OTpKTk0Nvby/j4+PE43FmZmbW1ZKpra3l7NmzJJNJQqEQHo8HjUZDOBymtraWEydOiFEb586dY3R0lHA4LL7Vr6ys5OrVq6KA9sADD3Dt2jU6OzupqalhYWEBi8VCXl4e3d3dCIJAMBhkdXUVpVKJQqHg8uXL5OXlMTIyIka+GAwG/H4/ANFolJGRETEtyGg0EolEbrIx9vv9BIPBe6oBkslkCAQCTE9Pk5OTg1wu5xe/+AWpVIrZ2VkmJydJJpPI5XIsFgsajQa1Wo3VaiU3N5epqSkmJiaQyWSkUikWFhaIxWJEIhECgQAqlYrjx4+Lfe3q6qKwsJCTJ08SCoVYWFjA6/ViMpkIh8NEIhHgg7pH8Xic+fl5JiYmRNepG8dDEASMRqNorQ5rdVPS6TSBQIBAICCOx/T0NAaDgeHhYUZHRyksLKSnp4eenh4SiYRoFV5QUIBSqSQcDuNwOLBYLBw7doy5uTlWVlYYHx9HpVKJ889qtaJQKNDpdCwtLaHRaBgbG2NoaAi73S5aQWejwbxeLwsLC+vSl65cucLmzZtpaGhAEARefvllEokEMplMtASPxWLI5XKi0SiTk5OoVCrGx8dxOBx0d3czNTUl3tPh4WG2bdsm/j4yMoLb7eaVV14hFouxuLgoRuvF43Gxney/wsJCjEYjV69eRaFQYDQaxfuSPTb73K6srOD3+7FYLJw9e5bJyUlgTRjS6XTinM6eG9aE0Kmpqc/NqUpC4qvCV+lvMAkJCQkJia8idxMh4wEWgZ8IgnBZEIQfC4KgB1yZTCZrFTIHuN7/OR+YvOH4qfe3rUMQhN8XBOGiIAgXP373P136+vrQarU8+OCDDA0NMTc3x6ZNm/g//+f/iOkVyWQSn89HJBLB6XQSi8W4dOkS4XCYhoYGfvrTn7K4uEh1dTVf//rXxUWbIAjk5+czOzu7rr6M3W6nrKyMf/zHf+T1118X0zyWlpYYGBgQ03eSySSdnZ00NzczPz9PTk4O77zzDpcuXWJycpKenh7279+PyWQSF892u50zZ87w6quvkp+fz8MPP8zIyIiYgnXq1CmWl5dRq9W8/PLL3H///ZSXl4vRIjcKJqFQCEEQeOONN6irq8Nut6PX64nH4wQCAbxeL08++SRyuRyr1Sr2YXBwkLm5OXJzc9m7dy+XL1/G4XDg8XgIBoOiuBWNRjEajUxNTeF0OolEIrhcLtxuN01NTWJUTUFBAXNzcyiVSmQyGWVlZUSjUYaGhrh48SKRSAStVsvw8DDxeJyLFy+yurrK1NQUBoOBeDzO2bNnSaVSYqREOBwWr/O9996jsbERnU7H5cuXsdvtvPTSSwQCAV599VVR+PD7/SgUCi5cuMDS0hIXL17EZDJx9uxZhoaG8Hq9orCVyWTo7Ozk9ddf59e//jXDw8OiuLawsCCKAZlMhnA4fMdiwLdCqVSSTqfFvjc3N7O6ukplZSXLy8uMjIyIi/aCggImJyfFsdy7dy8Oh4OZmRnkcjmZTIaVlRWsVqsY+VVUVCT2yePx4Ha7aW1tFYXInp4e5ufncblcHD9+nIsXL9LR0cHY2BgGg4GioiLUarWYJnSr8RAEgXg8zvLyMkqlEp1OJ6bKZNvOzc3FYrHQ3NxMTk4OPT09HDlyBI1Gw+zsLDqdjng8zvnz52lsbFyXQnjgwAFgTQyyWCw8/fTT5Od/8LWUl5eH3+/H7XZTUFDAhg0bcLvdmEwmYrEYNptNFGODwSAWi4Xl5WWxkK5SqeTdd9/ll7/8Jdu2bWPDhg3MzMyQTqeJx+PAmhCXTXlzOBwsLCzgdrvJz8+nublZFGT1ej1er5fOzk7S6TSpVIqqqiqKioooLy9Ho9GQSqVYXV1Fo9GQyWTEZ0in04nC7AMPPEB7eztyuZzCwkJmZ2cxGo2kUikCgQDhcJjl5WWefPJJrly5Qk5ODlu3bl2Xbul2u5mbm0Mul7O6uordbgegqamJxcVFfD4fJ06cuKf5KiEhcU985n+DJfhoe3sJCQkJCQmJzwbho2pVCILQCrwHdGQymXOCIPwZEAD+KJPJWG7YbyWTyeQIgvBb4P/NZDLvvr/9LeCPM5nMbYUXQRAyX6RikdlolA//fLt9sr/DB/bGSqUSm83GwsLCOlvYG/crKyvjm9/8Jn/yJ39CIpEAPoiWuFPbd9PvLLc73632vZf2bnX9N547y632uZt2BEHgvvvuo6amhtnZWTo7O8W6MVmsVivPPfccf/M3fyPaCN/t/brT9uw2mUx2y/Sz2x33Se7dp0V27L/zne8wMTHBsWPHbroHgiCQTqfv2Mfc3Fy+9a1v0d/fz/z8PBcuXCCTyfCDH/yA0dFRMpkML730kjhv4ebrh7W0ueLiYn7yk598Ynvk3bt3U1VVxdzcHNevX6e/vx+4taX4h5/HG69VJpNht9vx+/1ilEl2XFpbW9m+fTujo6P09vaKbdyunVu19+G2P9z+jdsOHDhAcXExi4uLnD9/XoxO+fA5/vW//teMjo4SCoV45513xNShO3Evz+Sdfv/wMWq1mv/8n/8zf/InfyJGgX3RkKy478ilTCbz2VQQl/jU+V38DWYSrJlNwp7P9DruBkVBPoG2gs+7GxJfcYwDPlI9/R+94/vEHmgjpf7irGEkvnrIo2nUr174vLsh8RGcy7xFIOO9pYvM3QgyucB7mUym5P3ft7OWq1wO7MpkMrPvh8OeyGQyVYIg/O/3f/75+/v3Z/e7QxtfKEHmd4XRaMRmszE7OysuDCU+QKlUYrFYCAQCxOPxmxa0crkcg8FAMBiUFmA3IJPJcLlcCIIgpvHcK4IgYLFYSCaThMNhMZ1Ip9Oh0WgIBoPrxJjbYbPZ0Ol0TE9Pf+J7pFAoMJvNhMNhsXDxp41CocBisbC6uko8Hv/M55VSqcRsNhMIBMRUvVthMBhQKpWsrq7e1bh/lshkMoxG4xf6ufui9usLgiTIfIn4XfwNJgkyEhIfIAkyEl82JEHmy8GdBJmP/AbJZDJzwKQgCFnv1T1AL/Ai8M33t30TeOH9n18EviGssRnw3+kPgS8aH8f++KOOvXH7jT8Hg0HGxsY+sRjzcfr8Sa7zd3XeRCIh1ru4VXRB1nHmw4uvbB8+bl8+q7H5XZFOp5mdnV0nxnyca8oWcc2KMbCW3uX1eteJAnc69/LyMpOTk5/KAjmZTLK8vEwkEvnYYsxHjUO2XlI0Gv2dLOqTySRLS0u3FBxvZHV1lZWVlTuKMZ903t8t2XpHkughIfHZ81X7G0xCQkJCQuKrxt1Kun8E/EwQhG6gCfhT4P8F9gmCMAjsff93gFeAEWAI+BHwvU+zw58lJpOJP/zDP1xXrPNuUSgUPPfcc5jNZgAcDgclJSW0t7eze/duYO1t+Pe+9711RWnv9ty3W2Tp9Xq+//3v39MiLD8/n29961v31IePIltHI1tz5LNEoVDQ0dGBXq+/6TOdTscPfvADnE4nbW1ttx0XhUJxy+K5BoOBp59+WqyVsXPnTvH+/S4QBAGF4q7c6G97/I3RZoIg0NHRwX333UdtbS0KhYLDhw9TWFh4y+NzcnLYvn07u3bt4rHHHhPH4U7tPfjgg9TW1n6iPu/fv18segxr97GqquoTjcWHKSws5Mknn+R20XharZZvf/vbWCyWj3X+8vJyqqurb/u5TCajvb0dq9VKRUUFW7duZfv27Xf97Gq12tv2vby8nIceeoiWlhYeeeQRmpubb3lejUazrkaMhITEl4KvxN9gEhISEhISX0XuarWTyWSuALcKcb4pxjWz9pr3+5+sW58PwWAQl8uFWq3G7Xaj1WoZGRmhpqYGr9eL0WhkdnYWQRBYWFgA1hY4NpuNlZUVjEYjBoOBdDqN2WwmHo9jNpuJRqMolUrcbjc2m00sIqtUKnE4HHi9XuLxOAUFBaK7UyKRwGAwsLq6ypEjR3jjjTeQy+VEIhGCwSB2u10s6vnhN9VyuZyamhrRztlms2EwGOju7kar1VJQUEB5ebm4v8PhwOl0MjIyQiQSwWq14nK5MJlM9PT0oFQq8Xg89PX1odFoKCoqYnV1lYWFBTweD7Ozs2zevJlEIsHAwACxWIyGhgbm5ubQaDT4/X7y8/MJhUJMTEyQyWTIyckhNzeXsbExrFar6KaUdYcZHx/HbrfjcDgYHx/H6XSysLDA/Pw8ACsrK6hUKoqKirBYLPT39xMKhUQr4Hg8jt/vRy6XU1xcLNpql5SUsLi4SGVlJfn5+bzxxht4PB4GBwfJZDJUVlaSl5eHWq0G1orAejweUSBYWFggk8lgNBpRq9UsLS2hUqlYWFggGo2Sl5dHPB5HoVAwNzeHXq/HZDKRSCRQKBSkUimi0SjRaJTc3FxWVlbQarXI5XKCwSCbNm0iFApx7ty5e44CcTgcbN++nTNnzjA3NwesFavdtm0bP/7xj/n+97/Pf/2v/5WqqiqGh4dvOl4mk/Htb3+b9957j9OnT1NXV0cymUSlUpGbm4vP50Ov15NOp1ldXRWvt6CggIsXL2IwGMQ5m02xydZEyc6xiYkJioqKxOudnJzE4/HgdDrXCQgmkwlBELDZbKTTaZRKJTMzM1gsFpRKJUtLSxgMBqxWK3Nzc9jtdtG5SqlU4vP5kMlkOBwO5ubmSCaTJJNJUQjp6uoSn91s8d3i4uJ1BYz1ej0VFRUolUr6+/vJZDIUFxfj9/vX1Xpxu91oNBpisRjhcBiNRoPH4xEduSwWCzqdjmvXruH3+5HJZDz00EMMDQ0xPz+PWq3G6XRiMBgYHx/H5XKRTqcJBoPk5+eLRaqPHj3K22+/Ld47q9VKUVERU1NTPP300xw7doz6+nrS6TRjY2M0NDSwsLCAz+fD4/EQCATYtm0bU1NTvPvuu+J3ULaQ99zcHKWlpWg0Gvr6+ggEAuJ3XGlpKV6vF0EQcDqdKJVKpqencblcDA8PY7VaGR8fv6f5KiEhcXd8Vf4Gk5CQkJCQ+Cry6b1+/r+A7AJ448aNaDQa4vE49fX1FBQUcP78ee677z7+8R//USwga7FY2L17N2NjYzQ2NhKLxXjggQcYHh7G5XLR09NDdXU1L7zwAg899BDJZJLu7m5gbbG3b98+rl27JooAfX197Nu3j0wmQzQapaKigp/85CeiSPTUU09x/vx58vLyOH/+PM888wwXL16kt7d33eLd4/FQVFTEzp076erqYvPmzUxNTWG1WikpKeHNN98U91WpVNTX16PVaqmoqOA3v/kNbrebBx98kNHRUaxWK263m9nZWWpqakSr3i1btnDx4kXsdjsdHR2EQiFGR0fZtGkTMzMzOJ1O3G430WgUrVZLJBKhtbWVv/iLvyAQCHDo0CFmZ2fJZDKUlJQQDAbZs2cPFouF2dlZtmzZglarZW5uDpfLxerqKgcOHOC///f/LkZlvPrqqzz44INcvHiRRx55hFQqxauvvopMJiM3N5f9+/dz/vx5YrEYJpOJmpoaIpEIzc3NzM7OolarefTRRxkfH6ehoQGfzyc6/tw4JxQKBb//+7/P888/zx/8wR9w7NgxamtrWVlZwePxiAv0TCbDwYMHWVpawu12c/78edHyO2vzPD09zcjICK2trWg0Gq5du0ZLSwurq6v09fXR3NzMP/zDP9yTGGO1Wtm3bx8ajYbjx4+ztLQkfpafn08sFhMX5el0WrSm/jDl5eWUlJTwZ3/2Z1itVsxmMz6fj8OHD6NQKPD7/eTl5ZFKpbh27RpGo5Hp6WncbjcWi4UDBw7g9/sZGBhg37599Pb2MjU1JUZOabVaKisrqauro7Ozk/r6es6cOYNMJrspFaeoqIj8/Hzy8vKYmZmhtbWVF198EaVSSTwex+Px4HK50Ov1LCws0NraKjpbqdVqzpw5Q3NzM9FolNdee42lpSXxXmq1Wo4cOUI4HCaZTFJUVITBYODatWvrHK7i8Tjf/e53efPNNykvL0cQBLq6unj44Yd5+eWXGRkZQaPR8MADD9DT0yOKRYFAALlczt69e/npT3/KE088IVpat7e3c+LECaLRKHNzc2zevJl0Oo3BYECtVqPX69FqtbS3t/Pmm2/y6KOPsrS0hFKpxGAwiGKuwWBg9+7dBAIBGhsbAZiamiI/Px+/38/evXuZm5tj69atLC0tceHCBdra2rDb7fT09ABrYtLhw4fF+T8zM8OePXs4ceIEjz32GH/5l38JrDkq6fV6WltbGRoaYteuXaysrKDT6di3bx+/+MUvpBpYEhISEhISEhISEh8DqQrVLXC5XGg0GhYXFzEYDFy4cIF9+/aJNsuhUAhYW6golUouX75MPB5ncXGR5eVl8c32wsICJpOJ1tZWVldXcbvd9Pb2AlBQUEBRURFDQ0NEIhEMBoO4mCwpKWFgYIBgMEhNTQ1nz56lsrKSwcFBJiYmyM/PF610HQ7HugU4INoXZ6MO5ubmmJ+fp6CgALfbzeLi4k3W1nK5XExPSafT4pt1tVpNQ0MDfX19nD9/nlQqRTKZFCM4MpkMubm5pFIpYrGYWAuju7ubxsZGEokEHo+HTCbDiy++KPZ7bGyMHTt2sGHDBiwWC2fPnkWj0aBSqZiensZut+Pz+RgZGaGoqIh0Os3zzz+PXC5fV2zV6/WysLCARqOhublZHP9oNIpcLsfj8aBQKDh9+jTBYBCFQoHNZiOTyZBIJGhsbGR4eJirV69SVFREOBwWIwOyZCNxshFH8/Pz2Gw28vLyqKurE+usaLVaFAoFQ0NDZDIZ7r//fiYnJ6mvr2dsbIy8vDxOnjxJUVERgiBw/PhxtFotgUAAlUrFzMwMGo2GiYmJe5qvdrud3NxcvF4vPp9PvLfZ8VEqlWg0GlGUuB16vZ5YLEYqlSInJ4dDhw5RX1+PzWbj0qVLyOVyvF4vgUAAnU7Hhg0bsFqtXLt2jaNHjzI0NMT58+dRq9Wsrq7yxhtvrHMdyo59Mpnk+vXraLVaMSJleXl5nRBWVlbGyMgI1dXVzM/PMzU1RXt7O7Ozs1y4cIEHH3yQy5cvk5+fj9VqFevLzMzMoNPp2Lp1KwsLC5w7d46VlRVxrmfnlN1uJx6Po9frsdvt1NbWEggE8Pl8Yj8SiQTxeJyhoSHsdjv5+fni3DIajcBaDZhYLEZHR4c47tFoFJPJxPHjx/H7/fh8Pubm5lCr1SQSCVGAikajANTU1CCTyXjzzTfFaDqj0YhMJmNlZYW5uTl0Oh2JREJsQ6vVUl1dzeTkJG+//TaZTIZYLEYikSCRSIjXc/z4cWprawkGg7z++uvrbLizNujpdJpAIIDBYMDv9zM4OIjVahXvRVbIytrZLy0tMTc3RyaToauri3379uHz+e5pzkpISEhISEhISEhISILMOkwmE0qlktHRUQwGAw6Hg9OnT9Pf309nZye/+MUvCIVCoiDj9Xqx2WzU1NQA0NfXh9PpFNMW8vLymJ+fR6PR4HQ60Wq1Yn2aUCiEXC5nw4YN+P1+lpaW0Ov1vPnmmywuLhKPx1leXqa4uJjV1VVsNhunT58mEAgwOztLYWEhf//3f49MJkOlUvHUU09RWVkJrAlK9fX1ovW20WjE5XLh9/tZXV3l8ccfRyaTiQJCY2MjDocDvV6PSqVCpVJhNpvR6XTodDpGRkZ4+umnMZlMmM1mduzYgd1up7KykoqKClQqFV6vl/r6ekwmE06nk+HhYWZnZ+nu7ubEiRM8+OCDtLS0iIKA1Wrl6tWrjI2N0dTUxNNPP8358+fR6/VUVVVx7NgxbDYbGo1GjLiora0lFouh1+vR6XRYLBZMJhMmkwm1Ws25c+d47rnnEASBsrIyDAYDk5OTHD16lF27dlFYWEhFRQUGg4FYLEZubi79/f08++yzyOVy5ubmOHz4MA6HQ4yUsNvtpNNpjh8/zv33309XVxcTExNcvHiRU6dOMTAwINpxm81mjEYjDodDXIw7nU5isRgFBQV0dXURCATEdKtkMonRaOT06dOYTCYcDof42b0wMDDAj370IwYGBjh69Chut/v/395/B8dxnon+77cn58EMgBlgkDNAEiSYCRLMlBgkSlQgFWhZkpPW6zr2bu3W3XBPnapTvz2159aeu2e94XiD1/d417YcJEuyoiVREiVKIinmABAgcs55ECb1/QOcFkACDBJFUOLzqYI409Ph7be7R93PvO/7ALBu3TosFgv19fWsW7eOF198EYPBgN1u17qdfP3rX9fWc+7cOS5cuMDWrVtZt24d7777Lp2dnVo663A4TGVlJQkJCYTDYaxWKwsXLqS/v19rMREKhfB6vRw+fFgLmsXPsaSkJNxuNyaTiYyMDPR6PS0tLaxevVob3yY+RorP58NsNnPmzBkURWF0dJShoSHy8/O1bjKpqal89NFHdHR0cOrUKQwGg9YCbWRkBLvdPmOwXKvVis1mIzs7G0VRWL58OQkJCSQkJFBXV8fevXtxOBza2ETxbod+vx9VVTl37hxlZWW0tLRox1yn02mtXeLBnYSEBMrLy0lKSiIzM1Or85SUFNxuN263m4SEBJxOp9YtcNeuXezdu5fk5GSWLVtGOBwmLy8PvV6P3W7HYrEwMTFBbm4uAMPDw/T393P//feTkpKCwWAgKyuLhIQEkpKSOHz4MI888gg5OTmcOXOGP/7jP6akpITa2lotkByNRvnwww8pLi5mbGyMixcvYjQayczM1IIwMBU8Lioq0s4bnU6Hz+fDZDLx0UcfMTIyIgEZIYQQQgghPoNrpr2+JYW4DdNex38lv1b9xB9Wpy8XbxWgqqr2ebzVyvR5dTqd1srEYDDMaNkQX5eiKLOOEROLxWa0PkhJSWF0dJSRkRFtWZ1ONyNDztXKHP93tswp8XIkJydz33330dLSQiQS4aOPPmJ8fFzbTnyf56qn+L5evm+XL3d5+eL7PNu+zFZWYM71xc+z+OfTj9Fc275auaZbuXIlK1eu5Ec/+pF2bOL7dnm9XH68Lz9vPqvpx316Xcx2fs21T3a7XWv5AVfWfbyMl5/TV6ufq51jl58b07dxtfLOtU/Ty3e1c+byMs1WjsvNts7py+l0Oh5//HHGxsYYHR3Vum1dy/RjNdd5M1udXG0fp382vd5mu96utd/x62b6scvIyGDZsmWcPXuW+vr6a+7jrSQZoK5K0l6LGSTttRCfkrTX4stG0l5/OVwt7bWMITOH630ovvzGf/qD/vTPZ3tomr7sbA+Wcz0kTV9X/POurq4Z61NVdc4HtWuVea5y9Pf38/bbbxONRunv79fGs4hv52p1Nts259rubA9T1xOMmasM09c327qv9fn1fAZQX1+vjSUTL8tcdXL58b7WMbhe04/79HXNdn7B7PsUbwEWd3ndx9d7+fSr1c/V9m+25eaqh2tdM1cr37XKdD0P8de6jmOxGO+88w5Wq5W+vr4rur9dqyzx17Pt/7W+C6722eXfDXOVfy6zzTM0NERlZSWNjY3XXF4IIYQQQghxJQnIfEXcil+Ew+Gw1lVDXKmvr2++iyBuA+3t7fNdhFtieHj4ugNOQgghhBBCiCtJG7svSDyV8Vz0er2WWlmn02Gz2Wadx2KxaO9NJpM2rkOcxWK56nYAbVDXuPhYHVarVesqYTKZtPLcTFarldutO9pXncFgwGazzaj3uc6x6UwmE3a7Xcvoo9PpMBqN2nmh1+uvWKfFYrnmuT5XGS8fK8dms80YZDo+3tLndfl+X75ui8VyxXU1l+nzKYqC3W5Hr9dfs25hqr6udS2YzWatvk0mkza4r6Io2qDX8fdCCCGEEEKILzd5Uv6MTCbTnA+her2e/fv3k5qaOufyXq+X4uJiLBYLfr+f//Jf/ssV68vLy+PBBx/UBpjNz8/H5/NpnxsMBh5++GHy8vKuWtaysjK2b98OTAVniouLSU9P59FHH8XhcABQUVFBRUXFtXf8MvEHxLk+279/P36//4bXKz67nTt3snr1au3Yxgd2nu0cmy4nJ4f/+l//K1lZWfy3//bfSE1NpbCwkA0bNqDT6SgrK2PLli3aGCdr1qxh69atrF27lrvvvntGyuhrSUlJIScnR3tvMBh45plnSExMBKbGJ3n00UevK9BxLevWrZvxPjU1lW984xsoioJer+eBBx5g0aJF11xPIBAgOztbe28ymfj+97+P3+/n+9///jUHY05PT+ehhx6ioKBg1s+Tk5PZsWMHO3bsICsri5UrV/Ltb3+bDRs2UFhYyKZNm9i5cyeBQICFCxdKUEYIIYQQQogvOemydJl4BpiBgQEmJydJTU1lZGQEo9GotQgYGBhg7969vPvuu9pAnvX19fh8PvR6vZa2ubu7G4BFixZhNptxuVxcvHgRh8NBNBolFovx9a9/ncbGRtLS0tiyZQtNTU3U1NQAU2M9JCUlsXPnTo4dO6YN2Jqbm0t6ejoDAwPo9XpWrlyJz+fj8OHD2rgaRqNRS0ednZ1Ne3s7ubm5jI6OYjAYMBqNKIpCKBQiPT2dxYsX88ILL2j14HA4SElJoaurC1VVtXpwu90MDQ3hcDiIxWLs2LGD119/HbPZTCQSoaWlhZSUFAB6enrweDxXpOUWN5fH46GgoIDJyUm6urq4//77+X/+n/+HkZERTCYTf/zHf8x//ud/4vf72bJlC83NzXR1dVFcXExfXx8XL14EoLa2FoPBoJ0fBQUFxGIxTp06hU6nIzk5mQcffJBDhw6hKAr3338/f/u3f8vQ0BD//b//d6qrq6mvr8dqtbJ27VrOnj1LcnIyPT095Ofna+mbPR4P4XCY4eFhkpKSyMrKYnBwEJvNxooVKwgGgzQ3N2M2m7HZbCxcuJDJyUlaW1tJSUlhZGSElpYWYCrYGE/1HAwGcblc2O12amtrWb58OaOjo8DUdb1gwQKi0Sh9fX3k5OSwa9cuTpw4gaqqWCwW0tPTycrKoqamRssyVlVVRTgcxmazsXLlSj788EMyMzMJBAJcuHABm83G6Oio1pIFpgKy8bTTiqLQ1NSEqqr09fXR1tbGPffcQygU4j//8z+1QbgBtm3bRnt7O6qqsnXrVl588UXC4TAlJSUsWbKEt99+m0WLFmnZ1OLpw4UQQgghhBBfTtJCZhqn08mjjz6KXq8nOzubJ554gnA4zPe+9z3uvfdeysvLuffee0lJSUGn0zEyMsL+/fvJzMzkoYcewuv1snv3bsrKyujt7SUUCgFTgZUNGzawZMkS8vPzsVqtOBwONm/ejKqqWtBjdHSUbdu2zegWYTQaGR8fZ+vWrSxZsoTCwkK+/e1vk5CQQHp6Onq9nv7+fpYtW6alO9br9ezevRuHw0FhYSHZ2dmkpaVx1113kZmZSVlZGUlJSfT09LB9+3aSkpLw+XzaQ25GRga7d+8GIDs7m8cff5xQKMT3v/99Hn74YTZu3Mhdd92F0+kkHA6jKAqPP/446enpPPzww7jdbu677z5KS0vp6ekhHA7f4iN551AUhQcffJCRkRE2btxIZmYmY2NjWhAgFAphMploaWlBr9czOjrK3XffzebNm7Hb7ezatUvrzhaNRjl48CCPPfYYtbW13H333fj9fnp6enC73SQmJtLV1cW2bdswm838/ve/p7e3l4mJCcbHx0lLSwMgFApRXFxMYWEhTqcTn8+H2+1m3759lJeXk5ycTGJiIqtWrSIlJQWbzcZTTz2lXQO7du0iEAigqiqrV6/G7/ezfft21q1bpwU34yYnJ9mxY4eWXtrv97NmzRpycnLYv38/3d3dPPDAAyQnJ+P3+6moqCAjI0MLkHz3u99Fp9ORlJTE5s2b8Xg8rF69mj179uD1erUgi9frJT09ncnJSbKyskhOTmbnzp1zjt30wAMPkJeXp10PMNUdye/3o9Pp6OzsvOK6yMrKYmBggMHBQfx+P/39/SiKwsmTJwkEAgwPDzM6OkogEKCzs/OKlj9CCCGEEEKILxcJyEyTm5uL2WymqalJ686QkJBAZ2cnbreb9vZ2RkZGiMVijI2NYbVaGRoa4vDhwyxcuJC2tjbsdjtFRUWcOnVK61Jw4cIFAoEAfX19bNmyhYmJCYaHh7V0swaDgVAoRG9vLwaDYUY63uHhYcbGxtDpdExMTKAoCo2NjYRCIU6fPk0sFmNwcJDJyUmty4jRaGTlypU0NjZSU1OjtS4YGRkhISGBjo4OFi9eTHd3NytWrMBkMs1IW1taWsro6CgNDQ3auB6JiYkMDg6iqiotLS2MjY2RnJxMfX09hYWFnDp1inPnzlFYWEh3dzdWq5WSkhJOnTp1za4c4rNTFIWkpCR0Oh0tLS3Y7fYrxhhRVRWj0aidY0ajkczMTCKRCM8///yMLmdVVVUUFhby0UcfkZycTEdHB4qisHz5cs6dO8err76qBWTuv/9+UlJScDgcWCwWmpubganAzvvvv8+WLVsYGBjA4/GgKAo2m41gMEhnZ6cWhPR6vRgMBm1Ml/r6etrb29HpdOj1etLS0jAYDPzyl7+kqakJl8vFsmXLtPLW1dWRkJCAoigYjUacTqdWL8PDwzQ2NjIxMaG1eDEajRiNRoaGhqipqWFiYgK9Xo/T6cTv91NZWcnp06eprKxk48aNWpepeODFaDTi9XpRVRWn06mNqzO9zr1eL4ODg/T19dHd3c34+DgAaWlpLFmyhNbWVpqbm2dkOzIajdTX1+PxePB4PNTX15OXl6ddu83Nzbjdbux2O83NzUQiEXQ6nVxbQgghhBBCfIlJQGaajo4ORkdHyc3Npbe3l9bWViwWCy+99BInT56kubmZ8fFxXC4Xra2teL1eXn31VcbHx/nkk0/Iy8vjJz/5CcFgUAtewNQD6s9+9jOOHDnC0aNHuXjxIl6vl76+Ps6fP09xcTH9/f04HA5CoZD2YBeLxbR1hEIhzGYziqIQCAQoKipi6dKlWgsVVVW1h8ZIJEJlZSWLFi3C4/Fw5MgRBgcHGRsbw2w2093draWu7u7uJi0tja6uLq0e6uvrMZlMZGdn09raSmdnJyaTiRdffJGPP/5YS+frdru1zw4cOMDY2BgnTpwgKyuLn/zkJ4yNjTE0NMR999130wZoFTPFYjF+97vfkZubqwUZOjo6SEhI0Ob58MMPWbNmDT09PTgcDsbGxjh27Bjl5eUUFhZqAQOAtrY2/u7v/o6amhr+7d/+jaqqKhwOB+np6VRXV3P+/Hm6u7vx+/385Cc/Yfv27fzgBz/g7bffprW1VVvPuXPnOHXqFBcvXkSv1+P3+xkdHcVsNqPX67VxaCwWCxkZGTQ3N1NVVUVxcTFHjhyhu7ubSCTC4cOHWbRoEatWrUKn03H+/PkZaZbD4TC//OUvaWhoIBwOk5aWxsjICKmpqXR2duLz+bSAampqKmNjY8RiMerq6igsLOS5555jbGxMCxLt3LkTm82GwWDg0KFDWiu3gYEBmpubsdvtuN1urFar1somMzOTnp4e7RwPBAKEQiEsFguvv/46k5OTAHR3d3PixAnGx8exWCxaIMxsNrN9+3beeecdnE4nTqeTQ4cOsWPHDu677z7uvvtuXnvtNVJTUxkdHeWjjz4iPT2dDz74gL1798pYMkIIIYQQQnxJKdN/pZ23QiiKertk4okHN2AqK8r1ppOOPxSpqjpjHTe6zWtJTU3l6aefprKykoGBAQ4ePHjN8lxtm/FWOpfPN33f56qH2co9fX3xz2+0PsSNu1Ydz3WsPm+69NTUVO69916am5s5fPgwQ0NDc25fUZQ5txcvy2xlupFr8mrn3PVco/H1z3b9+P1+HA4HdXV1c+5PfGwdRVFmjMl0LdPLffl2Ly9bQkICqampVFVVybU1h897Xn/FHVdVdcV8F0LcPlyKV12tbJ3vYmBIT2Nkedp8F0Pc4Ry1Q0TPV1/3/Ib0NNDfHs8w4g4VjRFpbZvvUohrOKIeYFjtn/VXVAnIfMkoioLL5QJgdHSUaDQ6zyUSdzq9Xo9eryccDn/lgwPXE8Sy2+3EYrEZLY9upmsFW4UEZK5BAjJihtslIIOioFwlE6AQt4IaUyEm99ZCiJvragEZybL0JaOq6pytEISYzeVdWm72g3w0Gr1pgcEvosXHzVzn9TzoB4PBz72dq7X0+aICMZ+nnqSljhDic1NV1EuZIoX4stAtKUE1yI/KYv4o4SixM5J188tMAjJCfIXl5+ezevVqfD4fQ0NDDA0N8fLLL2tjo1xuw4YNALz//vvaNIvFQigUuu5WB4sXL2ZgYEDL2nW9FEXhnnvuoampibNnz874LJ5yfvny5aiqyqFDh665PpPJhNls5sknn+Rf//Vf59zn24VOp2PZsmV0d3ezZcsWfv/737Ns2TJeffXVm7J+RVHYvHkzExMTfPTRR9p0u93O2NgYO3bs4Pe///0Nty7Jzc0lJyeH/v5+Tp48eVPKKoQQQnwZjKc5iJolICPmj34ihvnMfJdCfB4SkBHiK2x0dJQ33niDp556iqqqKtra2khMTMTn89Ha2kpfXx8wFQyIp3M2GAwkJiaSmZlJR0cHDzzwAK+99howlRq+ra0Nn8+Hx+NhaGgIu91Of38/iYmJ1NXVMTIygl6vp6ysDIPBQF1dHWNjY+Tn5zM4OEhb21Q/1+LiYsLhMAkJCTQ0NOB2u7Wgi06n4/Tp0xQUFKCqKjabjdWrV1NfX8+CBQsIhUJ88sknpKWl4XK5aG5uJicnB0VRqKysJBqN8vjjj3Pu3Dlyc3NZtmwZbW1tDA4OkpOTQ2trKw6HA6/XS1dXF4mJiQwPD9PS0oKqqtq6PB4PTU1NWsrvpKQkgsGgln46nnkNwOfzkZqaSmVlpZbS2ul0kp6ezvDwMMnJybS3t+P1ehkdHcXhcOB2uxkbG9PKMzw8TDAY1Ab3bW1tJT09nYSEBEwmE+fOnSMpKYnExESqqqoIBAKYzWZ6e3vJyMgApgZUBsjLy8Pr9VJTU0NWVhbNzc1a5ji/309SUhItLS1885vf5OWXX9ayW2VnZ2OxWGhqaiIzMxOn00lnZ6eWRSu+7vg8u3btorGxkcrKyltzUgshhBBCCPEVIQEZIb7COjs7tXTo0WiU4eFhHn30UQ4cOMC3vvUt/v7v/57x8XGKi4vJzMxkcnISu93O/fffz8jICIWFhdhsNmw2G8uXL8fhcDAyMkJaWhrvv/8+jz/+OO+88w6bNm3i+PHjbN68GZPJRFdXF/v27eP1118nPz+f7u5udDodGzZs4Nlnn2VwcJCUlBTS0tIoKCjgueeeQ6fTYTAYCAaD3H///aSmphKJRCgqKqK6uhqXy0UkEiEWi7Flyxbsdjs2m42EhARSUlK45557+PWvfw2gpdQeHR3VutI8/fTTHDt2jImJCSoqKohEIkxMTDAxMUFXVxe7du3iH/7hHxgfHycxMZHS0lKMRiMOhwOA5ORkFEWhuLiYYDBIR0cHfX19jIyMYDAYWLlyJS6XC7vdzkcffYTNZmPDhg3U1dWRk5PD7t27+ad/+id2795Na2sriqLQ0NDAfffdx0svvUQkEqGiooLjx49rA27v37+fd955h7y8PKxWKzqdjvz8fACSkpLwer2YTCa6u7vZvn27tv86nY6HHnqICxcukJOTQ1tbG0899RRnzpzBYrGwcOFCrFYrOTk5pKen09/fz7e+9S1+//vfay2ili5dSiAQ4MyZM+zZs4e//Mu/BKCsrIysrCzGxsYoLS1lYmKCnp4eLZuUEEIIIYQQ4vpIGzsh7iAJCQkkJibS3t6Oy+VCf2kAxUAggNVqpaenB7fbTV5eHocPH6a6uppwOIzP5yMlJYXXXnuNrq4uOjs7qaysZHx8nJ6eHoaGhpiYmMBms2mD2YZCIerq6nC73RQUFBCJRHj99de1rkPHjx9n5cqVtLe3c++99xIMBhkfH6e7u5uRkREWL16M1WrlzTff1FK1RyIROjs76e/vp6ioCL/fz5EjR6isrGR0dJTTp08TuTQGQTgcJhKJEAqFqK6uJjk5maKiIoaGhnjllVeYmJigurpaC/y8+OKL2lg4jY2NeDwenE4nW7dupbm5mXA4jMViwe1209DQwPr160lLm5kRxGQykZiYCIDb7SYzM5P29naOHTuG0WhEVVVMJhPhcJjGxkY+/vhjJiYmKCkpobe3l8nJSe2YxAMc0WiUtrY2QqEQLpeL/Px8jhw5QktLC5OTk3i9XvR6PYODg5w9e5ZYLKaNNXXu3DlKSkoYGhripZde0lKOx8vq9XqJRCKMjY2hqiqpqalYrVZ6e3txOp2Mj4/T3NyM2WzW9jE7OxtFUWhqatLq7nbvDiaEEEIIIcTtSAIyQnzFWSwW/H4/Pp+PtrY2mpqaWLt2Le+8844WPGloaGDhwoUsW7aMwcFBRkdHeeyxx4CpwIBOpyMpKYl7770XvV6Pz+fD7XZjMplwuVwkJiZqLVZSU1NJTk4mEong8/kwm83U1taydetWiouLtaBHMBjkzTff5NChQ7S3t9Pa2kpSUhIOhwOHw8G5c+eoqKhgzZo1TExM4HA4yM3NxeFwYLPZ6OjoID09nc2bN+P1ejGbzXi9Xm2/W1tbKSsrw2g0UlBQwMTEBH19fezatYvs7GzMZjOJiYkcPHiQBx98kLKyMq01TV9fH42Njbz22mucOHGC/v5+cnJyKCwsRK/XU1BQwIkTJ7SuSTqdjqVLl2K32/H5fOh0Onp7ewmFQjzzzDNkZWVRW1vL7t27MZvN2Gw2LZjz61//mlAopHVrcrvduN1uUlJS0Ov1pKSkkJCQoAVqAO655x6sViurVq3CZDKRnp6Ow+HA6XQCYDAYSEhIwOl0cvLkSR555BGysrK0c6GsrAyPx4PdbqehoYENGzag0+loaWnB7XaTmprKxx9/jMVi0eo03lLogw8+ICUlhYKCAt5++20SEhJITk7+ws5fIYQQQgghvqok7bUQd6DZ0jfrdDpUVdWCEvF54i0q4pl0Put3hl6vnzMb01xZehRFQVEUrRyzzXO1VNSzLTNbOS7f97nEyxPvUnT5ehRFuWL69O1drQ6u1/S01/Fyx9/P5fI6mn5MZ6vb60nvfT3zzJfbtVy3CUl7LWa4bdJeC/ElNLlrpQzqK+aVfiKG+fVP5rsY4hok7bUQYobZHlgvnxZ/fz0P/NfjaoGIudY9PUgy1zxXe/iebZnZynG9D/DTyzPbelRVvWL69Pc3Iz349H263nJfPt/ldXp5PV3PeiXoIYQQQgghxOcjIV0hhBBCCCGEEEKIW0wCMkJ8RSiKomXigakuJRaLBaPRiMVi0eax2+1fyPatVisGw7Ub3dlsNu21wWCYMWDszWY2m7XuOfPJbDZjMpnmuxjXzWKxXLPe9Hr9jGMphBBCCCGEuDESkBHiK8JoNPLEE0/g9/sBsNvtlJWVUVhYyOOPPw5MZdb5wQ9+8JmCIPGBYmejKAr33XcfS5YsueZ6ysvL0el0JCYmUlxczJ49e64rkHMjPB4PJpOJ0tJSbTDamykpKQlAy6h0NYqisHnzZtatWzdjul6vx+Px3PSyfV56vZ6lS5de8xzx+Xx8+9vfvkWlEkIIIYQQ4qtHxpAR4kvO7XaTn5/P6OgoFouF8vJy2traaGhoIBwO09fXh8/nw+FwsGDBArKysq5o/ZCWlkZubi7nzp0jOTmZxMREGhoaSEtLw+VyMT4+jqIoLF++nIMHD2K32wmFQoRCIRwOBxcvXmRycnJG6xuLxcKaNWtoa2sjPT2dc+fOkZKSQjgcJjc3l71793LkyBGSk5PZuXMnn3zyCZ2dncBU8KesrAy73U4kEuH06dMUFxdrmZIyMzMxGo0MDw9jMploaWlh8eLF6HQ6zp07x+OPP87BgweBqcBUaWkpLpeLqqoqent7KS0txWg0curUKUZGRmbUhcfjIS0tjYGBAcbHxykqKqK1tRW9Xo/f76e7u5tvfetbvP7666xfv57/+3//L0lJSZjNZpqamliyZAkjIyO4XC4URaG1tZVoNIrVaiUjI4NAIEBvby+FhYWkpKTw1ltvkZiYSGtrK319fVrdrV27lqamJrKysjh37hwJCQlMTEyQk5NDTU0NmZmZuN1uzp8/T25uLtXV1XR3d2v74XQ6WbhwIUNDQxiNRpxOJyMjIzQ0NJCVlYXVatUyVbndbtrb20lKSuLUqVNEo1GSkpIoKSlBp9PxySefYDabyc3Npa6uDp1OR0FBAYFA4As5p4UQQgghhLgTSAsZIb7EFEVh586dtLa2kpmZicFgoL+/n/LycrKzs7nrrru0eZ9++mnq6uqYnJycEZBxOBzcfffdtLW1sWbNGtavX09vby9PPfUUFRUVOJ1OHnvsMS2Vc05ODgsXLiQnJ4eCggIA9u3bd0Url2g0ysKFCwkEAmzYsIGMjAxCoRB79uxBr9czMTFBf38/BoOBWCxGRUWFtmwsFmP79u3EYjG2bt1KaWkpSUlJPPXUU+Tm5rJu3TpSUlLIzs5mwYIF+P1+9u7di81mY82aNeh0Ojo7O9m0aRNpaWls3bqV8fFxHn74YbZt24bb7WbLli1EIpEr6nTlypWUlJRgNBp55JFHuHjxInl5eWRmZpKamkp5eTkmk4m2tjbGx8fJy8sjJyeHBQsWkJ2dzb59++ju7mbPnj20t7fz3e9+V0vJvXPnTnp6eti3bx8ej4ehoSHWrFlDbm7ujPqbnJxk8eLFZGVlUVFRoaUDv//++/F4PFRUVLB9+3bC4TDbt29Hr9ezY8cObXmdTsf69etxOBzs2LGDkZER9u7di8lkwmg0kpaWxu7du8nLy6OiogK3201JSQlJSUmUlZWxZcsWzGYze/fuxW63c99997F582bsdjt33XUX+/fvp6amZtb6E0IIIYQQQlwfCcgI8SWXm5uL2Wzm2LFjqKrKwMAA4XCYWCxGLBZDr9ejKApZWVmoqqq1dolzOBykpaXR3t7OwMAACQkJTE5OMjIyQjgcpru7m1gspqVZDoVCdHV1MTg4iNPpZHR0lFAohMFgmLHecDjM2bNnWb16NRMTE6xcuZLa2lpCoRAwFTTQ6/UMDw8zPj6ujX0DUwGZYDBIR0cHra2tWhcki8VCJBKhu7ubyclJnE4nH3zwAZ2dnYyOjtLZ2YnFYtGyBoXDYQAGBwcZHBxEp9Nx8eJF0tPTeeuttwiHwxiNxhn1WV1djdfr1bp7hUIhamtr8Xq9xGIx7Ha7lv5ap9ORlJSklaO5uZmhoaEZ//b09KAoCmazGY/HQyQSYWBgAL1ej16v11q4FBUVaWVQVZXf//73bNq0Cb1ez6pVq+jp6SEQCPDJJ59QU1PDwMAALS0tpKWl0dXVxbvvvqvVoaIoZGRkAPDcc88xPj5Oa2srBQUF2O123G43sVgMi8Wi1f/g4CDRaBSj0Ug4HEZVVUZHR+no6MDj8RAIBGhqauLEiRP4fD5CoRCxWAyDwYBer7+Zp7QQQgghhBB3BAnICPElpqoqBw8eZP/+/Vq3JaPRSDQaxWQyMTo6SiAQoLu7m5deeomHH36Yvr4+vF6vto7u7m66urr45je/SVNTExcuXCAnJ4eDBw/S29uL0Wikra2NgYEBLShisVg4ceIEw8PDeL1e3nvvPWKxGOFweEZQ5vDhw1y4cIEXXniBDz74AJPJRGdnpxY4Sk5OBqZa00Sj0RlBGZPJxKJFi6iurqatrY3MzEwaGxtJSkpCr9dz9uxZUlNTWbZsGQ6Hg+bmZqxWK2NjY1RXV1NUVMT4+DgGg4GJiQmMRiODg4OUlJTg9/spLi5myZIlPP744zNap6SkpHDq1Cnq6+s5cOAAf/AHf0BCQgIejwez2UwwGKS2than08nw8DAdHR1aOTweD52dnVitVux2O8uXL+eNN94gGAzS39/P0aNHKSgo4MSJE3zwwQc4nU5yc3M5fPgwbW1tM45tdXU1x44d41/+5V+orq6mpaWFmpoaHn74YfR6PdFolMnJSc6fP8+OHTtwuVxaKupoNMqRI0dYuXIlixYtori4mBdffBGHw0FSUhKBQIDOzk6SkpKYmJhgYmICq9VKLBbT1puQkEBLSwtWq5XW1lYaGxvZvn07Op2OU6dOsWvXLnp7e7UWRUIIIYQQQogbo8R/SZ7XQiiKOv1BTAhxYxRF4Xqu5avNN/2zueabbfr1bvtGyqLX6/mLv/gLnn/+eaqqqrT5FUXRgg6fddvf+9736O3tZWJigqNHjxKLxeju7p6xHp1Op20nvo3p/wJXTJu+vNFo5G/+5m/4q7/6K3p7e2dsf7Z1T592LTdyDOZa7/Sg2Y3U39Xq5XZyvXV5hzququqK+S6EuH24FK+6Wtk638UARUH5glrbqdK9UnxBJnetJGqWZxgxf/QTMcyvfzLfxRDXcEQ9wLDaP2sKUxnUV4ivgOt9IL7afNM/m2u+2aZ/1ofxqy2nKAr/8R//QTAYnDH/5ct8lm3/5Cc/wWq1EgwGmZycnHWe6Q/08W1c/u9c02AqcPHDH/6QiYmJ61r3jQQQbuQYzLXez3rMrlYvQgjxeSjLFlC/13XzV6xC/v+3hmhv381ftxBCCPE5SUBmmngWGpPJxPj4OI2NjVrWk2tRFIWSkhJUVaWqquq2/NVYfDVdnjEJPttD8mc5Z6e3Fvm8654+TyQSobm5+YbKcr3Gx8cZHx+/4eWupwVR3OTkJA0NDbMemy8D+f4SQtxqql5H1PwFfO+ogCItGIQQQtye5P9Q0wSDQXbu3EltbS0Gg4H/8T/+B6tWrQKYMcaEwWDQBiTV6XTodDoURaG0tJSmpiaSkpLYunUrZrMZnU53xaChQtwsiqLwta99jW9961t8//vf59vf/jb79u1j5cqVN7SeTZs2sXHjxhnTdDodVqt1zmVSUlLYsmUL5eXlV1230Whk7969ZGdnz/q53W7H5/Px+OOPX3V782nFihVs375de79r165rBlscDgdf//rXcbvdX3Tx5tz+1SiKwqZNm6ioqGDp0qWkpqYC4PP5+Pa3v33d2zGbzfIdJ4QQQgghxGcgLWSmUVWVsbExRkdHqa+v5x//8R/JyspiyZIllJSUEAwG6erqwu12YzAY8Pv9TE5OMjg4yDvvvEMsFiMUCvHggw/ywQcfUFJSQkFBASaTiZdffpnh4eH53kXxFaOqKkeOHCEjI4OSkhLeeOMNli5dyrJly4jFYhw/fpycnBxMJhN1dXVammKj0Uh+fj42m43BwUHGxsbIz8/HbrdTVFRER0cHmZmZ5OTk8Pvf/56EhASCwSDd3d3A1MP8hg0bcDgcvPjii1qGoJaWFgoKCpicnKSuro5wOEwkEsFut7Ny5UrsdjvV1dVkZGTgcrloaGjg61//Oh9//DE+n4+1a9dSWVlJR0eHto9Go5GsrCwcDgft7e34/X4AOjs7SU9Pp7m5Ga/Xy8jICH6/n+bmZlJSUkhMTKS6uppwOExKSgpNTU0zWsZ4vV4CgQDNzc3o9Xqys7NpaWnBbDaTkJCAzWajv78fq9VKOBxm1apVDA0NcfLkSdra2nC5XKSlpeF0OrUU0Pn5+dTV1TExMUFhYaFW99OlpKSQmppKfX09CQkJuN1uurq66OrqAqYCvtnZ2YyOjjI8PExhYSHt7e243W4cDodWtzk5Odr3lc/n0zImKYrC2NgYjz32GD/+8Y8JBAKEQiEaGxtndDnKysoiNzeXnp4eurq6GB8fJzExkUAgQH5+/owyJyUl4ff7cTgcnD59GovFQn5+Po2NjZSXlxMKhXjzzTelVY0QQgghhBA3QFrIzCIvL49NmzaxYsUK3nnnHf7sz/4Mn89HbW0t0WiUhIQEhoaGyMjIYO3atbjdbqLRqPaL+cDAAAMDA1gsFh599FFGR0eJRqPzvFfiq6qmpkZ73dzcTCgUYnJykp07d7Jt2zYKCwupqKiYkVZZURS+8Y1vYLFYePrpp7XWFN/4xjfo7OzkmWeeIT8/n3A4zJIlS8jPz8fj8WjLx1MiDw0NsWzZMlJSUli2bBlbtmzhe9/73hUP5larFVVVuffee9m5cyfl5eU4HA4effRRUlJSGBoawul0otfr2bFjx4wWadu2bSMjI4P169eTnZ3N448/TkJCAvv27aO3t5c//MM/ZNOmTWRnZ3PvvfeSl5fHww8/jNPpZP/+/Tz44IOkpaXNaMXh8XhYv349er2e/Px89u/fT3d3N9/73vdYuXIlFRUVrF+/nqysLCoqKvD7/RgMBgoLC9m9ezf79+/H6/Xyta99jaysLDZt2sTOnTtxOp089dRT7Nu3j6GhoSvGcElKSuKBBx5gfHyc7373u2zbtu2KDEULFy5kyZIluN1udu3apa3zoYceIikpiYceeoiysjLy8vJ4+umnKS4u5p577iElJYXMzEw2b96M1+vF7/drLV/27NlDQkKCto0FCxZQVFTEyMgIBoOBiooKSktL2b17N319fVcEkVJTU9m9ezcZGRncddddPPPMMzQ3N/Mnf/InJCcnEwwGJRgjhBBCCCHEDZKAzGUURaGpqYnU1FRcLhc5OTmkpqbicDhQFAWn00l3dzdf//rXtRS9kctG74+3Cujt7eWnP/0pGzduJBAIzMfuiDtQJBKhq6uLwcFBFi5cSEJCAgcPHpyRVjketDl79izBYBD9pcwWJSUlDA4OMjAwgNfrJRwO09LSQmlpKTk5OTO2Ez/Ps7OziUQitLa24na7CQaDWsuUuPHxcS5evEhbWxulpaXodDouXLhAbm4u0WiUcDjM0NAQ3d3dWnfAuK6uLvx+PydOnKCjo4OBgQEuXLhAdnY2g4ODTExM4Ha7te6B0WiUnp4eLl68yPj4OM3NzWzYsAGfz6etMzU1laSkJM6fP09jYyP5+fkMDg4SDAZxOBz09/czOjpKZ2cnRqMRvV5Pa2srH3/8MSkpKVqK75GREdrb27HZbCxevJi+vj4OHDhAbm4uo6OjjI6OzqizeCuThoYG/H4/wWCQ5uZmrXUMfNryp7S0lKVLlzI0NMTzzz9POBymtraWzs5OnE4n4XAYv99PKBSio6OD2tpa9Ho9TqcTs9lMNBqloKAAnU7HK6+8MqN1UEFBAaqqMjg4yOTkJJOTk1gsFgoKChgYGGBsbGxGueOZqDo6OkhJSSEtLY3u7m4MBgMmk4lQKPRZTlUhhBBCCCHuaBKQmcbtduPxeEhMTOTdd99lYGAAp9PJz372M0pLS1mxYgXJycmkpKRw9uxZPvzwQ/x+P2vWrOEv//IvSUtLw+VyMTg4SEZGBrt27cJisTA4OHjFg5kQN4vBYCA5OZnExERsNhuJiYk4HA7sdjt1dXWUlpayfv36K8b5sNlslJeXc/z4cZxOJwaDgVdeeYXt27fT1NTEu+++S1ZWFllZWZw5c2ZGCwhFUfD5fLhcLo4dO0ZWVhZOp5PKykoAnE6nNq+qqnR3d5OVlUVbWxu/+MUvcDgcrFq1ip/97Gd0d3ezbNky3G43TqcTj8czIyDjdDpZtGgRCxcu1PZNURSOHj1KRUUFZ86c4f3332fz5s3YbDYSEhLw+XwUFhZy6tQpbDYbp06dmhE4bWhoICkpiWeeeQaHw8H777/Ppk2bqKysZGBgAIfDgV6vJzMzE5PJRCQSwWg0kp6ezptvvomiKOTk5GA0GnE6nTgcDmpqati7dy9ut5vKykoeeeQRvF4vdrtd2+7FixcZHBxk48aNvPTSS7hcLlyumVlFMjIyOHPmjNY9at++fWRkZGAwGFi6dCltbW1MTEywatUqgsEgubm5+Hw+kpOTWb58uTb2TzQapa6ujh07drBixYoZY94cP36cVatWsXjxYnw+H4mJieh0Orq7u3n44YeJRqMzjqHRaMRut5OamkowGOTIkSPs3LmTd955h/Pnz7NgwQLMZvNnPYWFEEIIIYS4Iym3QzNzRVHUeGuT25XZbNZ+8Y//IhyLxTCbzdqv5dMZjUYtTa9er5dfkMW8URQFRVFmdJ8xGAz8zd/8Df/jf/wPent7Z8yv0+m0eeOv9Xr9VbvdXevzy+eZnp3pahl9FEVhz549GAwGYrEYH374IZ2dnbOWVa/XE4vFyMnJ4eGHH+af//mftTFVLt//2co0fV2z0el0s6bevnyey+vuWvNda1vxQcP//M//nOeff54LFy5odaPT6WbU++UDDcfrN/76WuWYvvy1/t8wfdnbLSvTjaQRvwMdV1V1xXwXQtw+XIpXXa1sne9iwKpSah+zX3u+G6VC0V/XEe3pufnrFne8yV0riZpv72cY8dWmn4hhfv2T+S6GuIYj6gGG1f5ZM4LIoL7XaXJyUns9MTEx6/TppgdoZPwYMZ9mCyLo9Xp+8YtfzPrgOn1a/PW1zuHrOcenzzO9PFd7kFdVlQ8++IDExES6u7uvGBh7elnj6x8YGOCdd97RrsGrBVGml+laD/HX85A/W919lnVdvh6DwcCrr77K0NCQNl1V1Svqfbb9vFr9Xl6OGwmqTF/2dgrGCCG+nHTn6ij+++QvZN2Rvv4vZL1CCCHE5yUtZIQQQnylSAuZq5IWMmKG26aFjBBfQtJCRsw3aSHz5XC1FjLyDSLEV4ROp8Nisczb9i0WC3q9HrvdjqIoWK3Wm7p+k8l0RfafOKvVekV3HSGEEEIIIYS4nUlARoiviEAgwKOPPorNZpuX7S9btgyv18sf//Ef43Q6WbHi5v0IrygK5eXl3HXXXTOme71e9Ho9K1euvGLQYiGEEEIIIYS4nckYMkJ8ySUmJpKXl8fIyAgJCQls376dEydOMDQ0xKJFixgYGGB8fBy/34+qqgwMDBCNRunr62NgYABFUSgrK0NVVc6fP6+NvRIIBAgEAvT09JCXl0dVVRU5OTl0dXWRnJyMz+ejq6uL5uZmHA4H0WiUyclJHA4HJpOJWCxGVlYWaWlp2O12PvnkEwKBAF6vl08++YS8vDzMZjONjY0sWbKEUCjEsWPHCIVCFBUVkZWVRV1dHV6vl8nJSaLRKBaLhZSUFAKBAMPDwzz66KO89tprRKNRDAYDGRkZJCUl0d7ejsvlwu/3E41Gef/992WcEyGEEEIIIcRtRQIyQnyJKYrCmjVrSEhI4OzZs5hMJnp6erj//vtxOp386Ec/4vvf/z7vv/8+q1atoq6ujuzsbBoaGmhtbQWmugJlZmayaNEiOjo66OrqIjExkTVr1vDxxx+TmZnJjh07qKmpYfPmzZw7d46kpCSqq6tZv349b775JqFQiE2bNtHd3a1lBnrwwQf57W9/y6pVqxgbG8NsNpOSkkIsFiMajWK327VU8Xv27OHHP/6xNkhtWVmZFtgBKC4u5syZMyiKQiAQwOFwsH37di2g8yd/8idMTk6yePFiPvroIx5//HFaW1sxGo3k5ORQWVlJj2TYEEIIIYQQQtxGpMuSEF9iqqrS2NhISkoKhYWFjI6OMjo6CkBycjI6nY729nZ6e3vR6/U4HA6Ki4vR6XRatjCn04nNZsNkMqHX64GpNO+ZmZmEQiEqKyu1FO96vZ5wOExXVxdHjhxBURQKCgpobGwkFAqh0+nQ6XRamvdYLEZ3dzeTk5N4vV68Xi+///3vCYVCOJ1OFEXBaDQyMjJCfX29FpAZHh7WWrkYDAZ+9atfYTQaMRgMJCYmotfrsVqtWvAnFAphs9lwuVwEg0HGx8cJhUIMDAwwMjKC1WqVLk1CCCGEEEKI24oEZIT4kvN4PHzyySd0dnYSjUYxmUwEg0H+8z//k7Vr11JXV8e5c+f45S9/yalTp/joo484derUjHUEAgF6e3tJTEwEoLe3l87OTvbt24fL5eLQoUNs2rSJoaEhYrEYFouFaDTK888/z8WLF1FVlYmJCdxuN11dXWRlZdHR0YHJZCIajTI6OkprayuxWIwdO3YQDAZJSUkhEolgtVoZHBzE6XRq5TEajUSjUQ4fPsyiRYtYtWoVQ0NDKIqCzWYjEAjQ0dHBmTNnWLZsGX19ffT391NTU0NeXh7vvfceo6OjTExMMDo6itfrZdeuXbfysAghhBBCCCHEVUnaayG+AhRFmXWMlMunX20+4IrPps+v0+k+dzrh6eubnhXpat9Dc+1DvDyXfz5XOefad/HVI2mvr0rSXosZJO21EJ9daMdKombJ8ijmj35SxfSGpL2+3V0t7bWMISPEV8BcgYbLp1/vfLNNvxkPudPXd73Bkbn2IV6eyz+fq5wSjBFCCCHEzWQ71w56+VFZzKNIlMh8l0F8LhKQucyX5Vf0W13Oq7W0+LLU2eU+a7mvZ7nbqU6mt0SJu5GyfZH1dDPWcfn+3cx6v959+KKO9+10Hs3ly1BGIcTtT+/xEMsNzHcxxB1O3zlApK39uucPLg4QNUtARswf/UQM8w2cs+L2IwGZaRwOB9/85jc5efIkH3zwwXU/ZCiKwo4dO+jq6uLEiRNzzme1WpmcnJz1F3yHw6ENxno5g8GAwWDQBmENBAJs3LiRI0eOUF9ff11l/DzS0tLYsGEDR44cwe1209zczMaNG+np6cFisaCqKm+//fYXXo6bKTk5mV27dvH8889fUe9ms5lYLKZ1fYmngc7Pz8dut7N06VJeffXVK7L2KIqC2WzGaDRSWlqqpXCeT/n5+axevZrk5GSGh4eJRqO4XC7++Z//Wduvq4lnSzp//jxOp5OamhoGBwevuozdbicYDHLPPffwyiuvfOayL168mIyMDE6dOkVbW9us8yQkJLBlyxZaW1tJTU1lcHCQDz/8kEhk5m8FZrOZaDR6xfSr7cPixYtJSUnhhRdeuOq8CQkJ7N+/n3/913+dUacOh4OEhAQSExM5ffr0dW13OofDwdNPP80//dM/XfGdYTQaURRl3s8vnU7Hnj17qK6u5vz58/NaFiHEl5titxHMdMx3McQdzjkRgdlvOYQQ4gshAZlpRkdHSU1N5YMPPqCoqAiXy0VzczOdnZ0A2Gw2iouL6erqYmJiQstiEwqFyMzMJBwOk5iYSGZmJhcvXiQQCGA0GmlrayMWi/HII4/w7rvvEgwG8fl8NDQ0MDw8jNPp5Nvf/ja/+MUvMBgMuFwu6urqSE1NJRaLkZWVRSAQ4Pnnn0en03HffffR1tZGf38/y5Yto7u7m7GxMXw+H3q9nvPnz6PX6wkEAvh8PlpbW/H7/aiqSltbG9nZ2XR2duJwOOjv7yclJYWuri4tnXBVVRX9/f3A1MNmfn4+gUAAVVUZGBhg48aNJCUlMTw8zKpVq/iXf/kXiouLmZycZGhoSCtHfN+6urrIzMzEaDRy7tw59Ho9GRkZ9PT0EIvFyMzM5MKFC1itVlJSUqipqSESiWAwGMjNzUWn09HS0kJ+fj5ms5na2lqtfF6vl5SUFNra2khISMBoNNLT00NaWpo2UGxrayuBQIC+vj7sdjsOh4Oenh7cbjcGw9QlYDKZyMnJYXx8nCVLlhCLxbBarfT399PY2KgFNPr7+/H7/axZs4azZ8+i0+kYHx8nKSmJwcFB7r33Xt588036+/vR6XTk5eVht9upra0lNzcXg8FAb28vfX19ZGRk0NvbS39/P3q9ntTUVFwuF1VVVTetxcHo6ChvvPEGTz75JFVVVbS3t/P973+flStX0traSnd3N/n5+fT19dHR0TFj2XgGpZycHJqamhgaGsJgMFBaWoqiKHR0dJCenk5VVRVOp5OkpCR6enr45je/yS9/+UtaW1vR6/UUFBSgqiqtra1kZWXhcrloaGigq6vrivIWFhZiNBrp6upi9+7dvPnmm1fM5/F4yMrKorGxke3bt2M0GjGZTCxbtox/+Id/oKCggImJCdrb20lLS8NoNLJw4UIGBwc5cuQIPp+PYDBId3f3FevNzMyko6OD/Px81qxZwy9+8YsZ8zgcDnJycgDo7u4mNTWVqqoq0tLSMJvN2vaGhoZ44oknePHFFxkZGcFkMlFYWMjY2Bj9/f1kZmZis9k4e/YsZrMZr9dLR0cHwWBQ29bY2BhFRUWsXr2a+vp6hoaGKCgooKenh82bN9PW1sb4+DhdXV0kJSXR2NioBX0zMjKoqqrC4/GQmJhIU1OTdv61trZeUacGg4Hs7GxisRhdXV3k5OTQ1dWFw+FgYmKCxMREGhsb8Xq96HQ6ent7yc3Npb29HZPJhMMhD1FCCCGEEELcKAnIXCaepea+++7j+PHjlJSU8POf/5xIJMI3vvENXnjhBb71rW9x/vx5MjIy6O7uprGxkbGxMaxWK/fddx+9vb3k5eWxdOlSfve73wFTvyQ7HA6cTicVFRV8/PHHfPvb3+b//J//w+TkJIFAgOTkZDIzM0lISCArK4u0tDSOHz+OwWDQstXE/7q6uti/fz8vvfQSTz/9NOfOnSM3N1fbXmlpKZmZmaSkpGAymdi7dy+//vWvefrpp3n22Wd55plnCAaDHDhwgLKyMi5cuMDu3bt54403+MM//EP++q//GqvVyj333MO5c+fQ6XTk5OSQnp5Of38/PT09tLe3MzExQUZGBoFAgLKyMo4ePcrixYupqqpCURQSEhLo7OzkoYce4v333ycjI4OJiQnq6uooLS0lLy+PwcFB0tPTMRgMDA8P09zczOjoKJs2bSIUCpGUlERhYSHr16/n7bff5vHHH+cf//Ef8Xq9rF69mosXL7J8+XK8Xi92u50LFy6watUqXn/9dfbt28fp06cZHR1lcnKS8vJykpKSeP/992cEPZKTk8nOzqa8vJz6+nrt4VNVVXbt2qUF5eLpn0OhEN/97nc5e/YsbW1tLFq0iKNHj2K1WjEYDOzYsYOjR4+Snp5Od3c3e/fupbS0lAMHDrBy5UrOnTuHz+ejurqa/v5+EhISKCkpISMjg1gsxoULF27K+dzZ2am1pohGozQ3NwNTLUbuueceLl68SCwW49577+Xv/u7vtFZYAJs3b2ZwcJCJiQksFgsrV67kk08+Ye/evbz44ovcf//9dHV1sXr1aurq6mhrayMnJ0drqfL973+f9957j97eXjIyMigpKWHhwoUcOXKEp59+mv/5P//njLKuWbMGj8eD0WhkyZIljI2N0dnZOaNVi9VqZevWrfT397N8+XKGhoYYGBhgcHCQgYEBFi5ciE6nY+nSpZw9e5bBwUFSU1MJBAK0tLSwfPlyzGYzzc3NMwIyTqeTvXv38u677/LUU0/x8ccfMzo6qgX+4jweD/v27ePNN99k2bJljIyM4PP5UFWVQCBAWloaeXl5fPzxx6SmppKUlMTixYuZmJjg6NGj7Nq1i8rKSrZs2cKRI0e47777MJlMXLhwgaGhoRkBGZgKlOj1ev70T/+U999/n7GxMVavXk1SUhKVlZWsX7+e8+fPs3nzZp599llisRjbt2+np6eH8vJyWltbMRqNpKWlsWXLFg4cOMDGjRv527/9W20biqKwevVqRkZG8Hq9LFq0iImJCRYvXkxvby9ms5nk5GTsdjulpaUcP36c1NRU3G4369atY2Bg4POfqEIIIYQQQtyBpNPjZeIPrqOjo7S3t6PX64lngFqwYAGDg4P09vbidrtpa2sjGo1iMBi0dMCLFy/m3LlzfPLJJ4yPj3Px4kUGBwdRVZVwOIzZbCY1NVV7iLFarcRiMaLRKMnJyfj9fo4cOUJVVRUAq1atQlVVIpEIqqpqr8PhMAsWLGBoaIienh48Hg8dHR3U1tYCMDQ0hNvtprq6mrq6OkZHRzlz5owWAOnv78fn86HT6dDr9cRiMQYHBzl79qy2T0lJSSQmJjI8PEwwGGRychKAcDhMOBxmcnKScDhMUVERRqORn/3sZ0QiETo6OhgbG9P2pbKykvHxcRoaGsjIyCAzM5O2tjYuXrxITk4Ohw8fprKykqGhIVavXk1CQgI6nY5AIIBer2dgYACHw0EwGKS6upqEhARgqvVOfF1nzpxhcnKSxMREzGazdszMZjPV1dWsWbOGnJwcotEodrsdt9s947jHA14+n49oNMrk5CTRaJRQKMTAwAAXL16kv78fRVEYHR2lqqqK7u5uPB4Per1ea2kTCoW0bmnxlhQXLlwgOzubaDRKXV0dRqORkZERCgoKSE9PB9CyBlmt1ivKdrNNTEzQ3NyMyWRi0aJFADz77LPo9foZ8xUUFBCJRBgaGiIcDhMKhYhGowwODlJZWcnChQs5d+4c7e3t+P1+6urqOHv2LJFIhLGxMVRVJScnB1VV6e7uxuv1MjQ0RFtbGxaL5Ypy5eXlEY1Gqa+vJyMjQzvPpzObzSxYsICOjg7eeustrUtZKBQiEolQUFCATqfjlVdeISsri1gsxuuvv67N09bWRmlpqXZs4txuN8nJyXR2dmK321EUhXA4fEVXoVAoRH9/P7W1tRQXF3Py5EntWoVPA6/xtOAjIyOYzWYtEBkMBrHb7fT399PQ0IDH46G+vp5t27bh8XiuqJPR0VE+/vhjLBaLdr0fOHCA8fFxwuEwBw4c4J577iEajbJkyRJGR0cpLS3l3LlztLW1kZGRwZkzZzh16hQTExNUV1dfcX7p9Xpyc3MB+OijjwgGgxgMBhITE1EUBaPRiF6v11Kbr127FrPZjKqqpKSkADJgshBCCCGEEJ+FBGSmcTgcmEwmSkpKsFqtOJ1O3G639qD629/+lh07dtDR0UFLSws+n4/z58+zdu1abXyR1tZWHn30Ubxer9YVAWB8fJyJiQnsdjstLS1aa5LBwUEikQi9vb3odDrS09PZvHkzqampWteC4eFh/H4/FosFg8GAx+PB4/Hw3HPPsWPHDnp6emhsbMTn82mBAavVSlFREUuWLMHv92MymUhMTOR3v/sd27dvp6mpiddee43NmzeTnJyM0WgkOTmZZcuWcfDgQSYnJ+no6CAcDrNr1y68Xi8JCQlatw6Hw0FGRgY2m43z58+zfv16NmzYgKqq+Hw+amtrtX1JSUkhHA7j8/kYGxsjHA7zB3/wBzidToaGhnjsscdwOp3odDouXLiAoijEYjE++eQTrQtIvHtQZmYmgNatxWKx8K1vfYu0tDRWr16NXq8nISGByclJtm7dyvj4OAUFBRw7doxIJMKaNWtQVZXCwkISEhK0wIDP52PFihUEg0FCoRAlJSWMjIxQWFiIz+fD6XRit9vxeDx0dXVRUlLCmTNnOHjwIOXl5SQmJmIwGIjFYhQUFODxeDhz5gwej4elS5fy8ssvE4vFSEpKwu12k5CQMGNcEZvNxooVK9Dr9SQlJc06EO9nZbFY8Pv9+Hw+XC4XBoOB5ORkXC4X1dXVbNu2jdLS0hmtYwCtRUd6ejo+n4/k5GStFZLVaqWlpYVHH31U6+725JNP4vF4aG5upry8HL1ez4kTJygpKcFut3P06FEcDocWxLo8KPP222+Tk5NDbm4uBw4c0OpqurGxMTo6OnjggQe0/UlKSiItLQ2bzcbRo0fZsWMHK1as4Pz58zz66KNs3bqVixcvUlpais/n48yZM1cEEDo7O6mrq2Pt2rUcOnQIRVFISUnBaDTOmM9ut+NyuYCpoOeDDz5IUlISBoOBtLQ0VqxYgaIo2O12QqEQS5YswWQycejQIVatWkV3dzctLS2YzWYtGJecnMzJkyevOG6qqtLU1MS6det47rnnqKys5N577yUnJ4f6+noWLlxIZ2cnx44d04Kh3d3dNDc3a8fF6XRy99134/F4UBRFu35MJpO2nUgkQm1tLY8++ijr1q0jKyuL3NxcXC4XY2NjLFq0iKSkJPx+Pz09PbS0tJCbm0tBQQEWiwWPx4PP57uRU1IIIYQQQggBKLfDL5uKoqjxFg23u9kyiuh0Oq31iqIoWkDhasvGB4y9/LPpy8cfyuPTZztWc00vLy9nwYIF9Pb2Ul1dPaMLzPRtx1vHJCcn84Mf/IC//uu/vmKQ28vLOpvpdTC9bHPVhV6vJxqNzlj/bPPPtt656iB+Ds02r06nIxqNanU6W7lmq/urre/yOpztOF2t/LOdA3OV7Yt0teN7tfJffrzmyrx1tfPgWuucy/TzZ7Z1wKetji4vn8FgmHNw36ut92rbuXxa3PWeC3Nt9/L6mD7f1b4Tpp/H11v3l9dVfLn4dTXbd1L8urrd3Mrr50vouKqqK+a7EOL24VK86mpl63wXA0N6GsMr0+e7GOIO56wZJHq++rrnn9y1UrIsiXmln4hhfv2T+S6GuIYj6gGG1f5Zf3GXMWRu0GwPQNNv/q8WPJg+/fIHhvhn05efPv/1rHO68+fPMzAwQG9vL0NDQ3OWN/4wNTk5yUsvvTTrw9X1PNzMNs/V6mL6duLLzjb/9Ww7vszV5o1vb7a6na281wpUzlaHsy13tTJd7Ry4lW6kjNNdfryu9vp69+l6571aEGCu6yw+/WqZlm4kuDDXOTSX6zk/Z1vf9HVe7VybbZkbqfu5vsdmq8P469sxGCOEEEIIIcSXhQRkvqKGh4cZHh6+7vmHhoY4evToF1giIYQQQgghhBBCxEkbu5tIr9drWXYuZzAYtOkGgwGLxcJn7aalKApWq/WmjjNyq5hMphnjV1wvRVGw2Ww3tM82m+0zbSN+nHQ6HXa7HbPZjMPhwGazYTabteN3IxwOBy6XC6vVqk0zmUw4nU5tjKLpgxHfbCaTCYPBcM3zRqfTYTabv5AyxNd/o8flRsQzks2HL7ruZhP/zrkR8cGjp4/jYzKZtHNfUlgLIYQQQghxa0hA5jqYTCZtIM+r2bhxIytXrsTv98+YrigKFRUVrF+/HqvVyubNm1m9ejVr1679TEEVl8vFE088QXJy8g0vO9+WL1/Ozp075/xcr9fPmm3GYrHwzW9+c9bP5lJeXn5DAQ6bzcYf/dEfcddddwGQkZHB3XffTWFhIRUVFaxbt44nn3yStWvX8tBDD10x4Otc3G43X/va19i/fz+PPPIIMHVOLVmyhCeeeIKVK1diNBr52te+dsW5c6MSEhIwGAy4XC6tfIqiUFhYSHZ2Nk899ZQ20PR08eCQy+ViwYIFV2RculkSExP5zne+c9PXrygKiYmJ+P1+8vLyPvN64sG32RiNRi3D12wcDgeLFi36wupuNqmpqXzzm9+8oe8Rt9vN/v37ycjIoKysDKvVys6dO6moqGDDhg3cfffdswaV5+J0Om95IEoIIYQQQoivgmvedSuKUgT8atqkXOC/Af9xaXo20AjsU1V1QJl6MvghsAsYA55SVfXEzS32F8NgMJCRkYHL5aK+vp5FixYxMDDAsmXLCIVCvPjiizPGnzAajSxYsACn00ltbS0PPvgg//zP/0xnZ+es644/MJaWlvLss8+yf/9+zp49O2OMF4vFQllZGf39/YRCIQKBAA6HgyNHjpCdnY1Op6OpqUlLC71o0SJOnjxJIBBgZGQEl8tFR0cHGRkZmEwmKisr8fv92Gw2zp49O6NMgUCAwsJChoeHCYVCWiaozMxMLdV1amoqqqoyOTmJoiicOnXqioFoMzMzCQQCVFVVkZCQQFpaGs3NzbjdbrxeL4qi8PHHH5Obm0tWVhZWq5W1a9fS0tJCfn4+R44coaioiImJCXJycvD5fLz66qsUFxfT2trK6Ogo2dnZ+Hy+Kx52TSYTFRUV1NTUkJaWRk1NDampqUxMTBAKhfB6vRQWFuJwOKiqqmJ4eJjCwkLMZjOnT59mZGREW1cwGGR0dJRNmzZx+PBhAoEAd911F6+88gpnz57FarWyYcMGxsfHMZlMLFiwgLGxMZKTk6mpqdGyI9XW1s5I1zw+Ps6vf/1rsrKytIBSLBajqqpKa20TiURISkq64ZY3MBXkKCoqorOzk/vuu4/z58+zePFiDh06BIDH46G7u5uRkRG8Xi/btm3j7NmzWCwW+vv7tZTcK1as4NlnnwWmHtrz8/OJRqO0tLRQWFiI3W7n1KlTAGRlZXHmzJkrMjMpisLixYvR6XQ0NzdTVFSEy+WiqqqKsbExFixYQCAQmHU/UlNTtfkPHTpEQkICSUlJNDc3U1xczMjICENDQ6SlpVFdXU0gEMDj8TA8PIzRaGTZsmW89dZbWCwW1qxZg8FgIBgMUlVVRX5+Pn6/n/Pnz19xfSqKQkZGBn6/H7vdzqJFi3jzzTdJT0+nr6+PaDSK2WzG4/GQnZ3Niy++SF5eHkNDQ7S0tLBo0SLMZjMNDQ3odDosFguFhYUoikJVVRV5eXmMj49TX19/xSC/paWlWCwWbDYbIyMjGAwGqqurKSwspLu7G4fDgcFgoKOjA4vFQmNj44yyT0xMkJ2dza5duzhx4gSRSISSkhJqa2tpb2+/oo6Tk5MpKSkhMTERq9VKKBSiuLiYDRs28Itf/ILHHnuMf/u3fyMvLw+/38/Fixe1bGpNTU0EAgGampooLi5GVVVqa2u5++67aWho4O23376h81YIcW130j2YEEIIcSe6ZvMBVVWrVVUtU1W1DFjO1P/gXwD+HDigqmoBcODSe4CdQMGlv+8AP/oCyv2F8Hq9bNmyBYfDwb59+zAajVRUVKDT6RgYGLhiMNAlS5ZQVFREJBLh4YcfZmxsjLq6uisGulRVVXtwtVgsOBwOJiYmMJvN2O32GfOmpKTg8XjYs2cPmZmZlJeX43A42Lx5M9nZ2Wzbtg2/368FSZYsWUJGRgZWq5Xt27eTkpLC4sWLKSwspLy8nEWLFrFx48YrtgNTAYi7776bjIwMVq5cicPhYNeuXRiNRnbs2EFJSQllZWWkpqaSnZ3NypUrSUlJmbGO9PR0li1bxtDQEFlZWTz44IPU1tbyne98h/LycjIzM9m5cycrV66koKCAtrY2FEVhxYoVmEwmHn74YbZt28bIyIjWMmF4eJiHH34YgLvuuovdu3fT3d096+CkoVCIe+65B0VR2LJlC2VlZSxatAij0cgDDzyAw+Fg9+7dGI1G1q9fT0VFBW63m/vuu49QKHTF+lpbWxkcHGTNmjU4nU6tFZKiKKxevZq6ujrOnj2Lqqp4vV6WL19OUVERRUVF7Nq1C6fTeUXrglAoRH9/P6Wlpdo4PZFIBJ1Ox913301qaiqKoswI4tyIzMxMXC4Xe/bsQVVVOjo6GB8fZ3x8nO3btzM0NMTSpUvJyclBr9fT0tLCk08+yerVqwkEAmzcuBGz2Ux/fz92u50NGzawb98+JicnWb58OVu3bmX37t04nU7Ky8vZtGkTGRkZs7YQMhqN5OTksG3bNrKysrTU41/72tf42te+xoULFwiHw7O26PD7/WzYsIFYLMYTTzxBRkYG6enpbNiwgSeeeIKRkRF2796Nw+Fg9erVrF69GpvNxs6dOzGbzYyOjuLxeFixYgV33303NpuN9evXU1JSwrp161i6dOms14HBYGDnzp34/X5isRi9vb2kpaWxZMkSotEoKSkp3HfffbhcLvr6+igvLychIYF169axZ88eEhMT2bhxIy6Xi82bN7NixQrtelm7di1r167FbDZfsc+xWIxFixaRmprKokWLsNvtrFu3jlWrVpGQkMC2bdswGAyUl5cTCATmPD9UVaWvr48/+qM/4qGHHsJisWhpx6ez2+1s376dzs5OwuEwLpeLu+++m46ODgYHB6mpqWFgYICxsTG2bt1KVlYWGzduZNu2bej1etasWYPH42HJkiU89thjGAwGNm3aRCQSoaen50ZOWSHEdbqT7sGEEEKIO9GNdlnaCtSpqtoE3A/89NL0nwJ7Lr2+H/gPdcphIEFRlNSbUdgvWjAYpK6ujrVr11JaWkowGOS9995jfHx81m4IHo8Hk8lES0sLTqcTnU43Z9cBvV6PTqdjfHyc4eFhbDYbY2NjV6SYTkxMnDHWR09PD0NDQyQlJeFwOLSxQPR6PaOjozQ3N7N9+3aqqqo4deoUy5cvZ/ny5VitVp5//nm6u7vp7u7WHrqnGxoaorGxEZ/Px5IlS7DZbDgcDqLRKC+99BLhcJienh5isRhWq5XXXnuN8fHxK8qbnJxMQ0MDg4ODJCYmEovF6OvrQ1EUurq6tIc/j8dDOBwmEomgqqo2nkx6ejpGo5ELFy4wOTmJXq8nJyeH7u5uPvroIy1gEQwGZ+2CFIvFtLFdGhoacLlclJWVaQGXkZERBgYGtPpMTk7md7/7HZOTkzPWE0/j++GHH3L//ffT2NjIxMSEduyPHTvGT3/6U8bGxrRU10ajUTse58+fZ/369bM+9Hu9Xq0FUnz+8fFxnn32WaLRqHZ+3OgYMoqikJycjKqqOJ1ObR9g6kF9YGCAuro6rYXTyMgIbW1ttLe3o9frMRqN6PV6bblIJEI0GiU5ORm9Xk9TUxNWq5Xh4WH6+/vR6XTU1dVRUFBAZmbmFeWJj7VjMpnQ6/UMDg4yODiIxWLB7/dr65/N+Pg4/f391NbWoigKHo8HVVUxGo2Mjo7S19eHz+fjzJkznD9/nmAwSH9//4w6jR/TcDhMR0cH0WiUiYkJYrEYp06dmrXVSDQapaqqitWrV5OQkIBOp2NsbIze3l6t1RmA1WrFaDSSlpbGxMQEb7/9NufOnSMtLY133nmHoaEhYrEYfr8fi8XCa6+9RnNzM0NDQ6xdu3bWsW1isRgDAwMMDg4yOTlJLBbT6jXeKsVms1FYWDhr2VVV1YIp8WVra2s5ceLEFQFMs9msteKanJwkHA5raa3j3106nQ63201ycjLvvPMO7e3t9PX10dvbS0pKChcuXODEiRNMTEzQ0dGh7dOt7KYlxB3sK30PJoQQQtyJbjQg8yjw7KXXflVVOy697gTig1+kAS3Tlmm9NG0GRVG+oyjKMUVRjt1gGb4w8ZYrR44c4bnnnmPHjh1kZWVRV1eH1+u94oHq8OHDhMNhiouLeeGFF+jp6Zl1fA5FUXA6nYyPj9Pd3c3Ro0fJzc3lvffemzUTUmpqKsPDw5hMJkKhEBaLhaGhIVJSUujv7ycpKUl7qD1+/DgXLlwgGAzi9Xr54IMPeOONN0hPT2fLli0ADA4Ocvz48VkfhF988UUuXLjAb37zG2pra3n55ZfZtm0bxcXFTExMYDQaOX/+PBkZGaxYseKKgMz58+cxmUw88sgjjI2N8e6771JaWsqHH35Ia2srOp2Orq4u2tvbsVgs5OfnMz4+zoULF1i3bh3V1dVUVlZy//33U1RUxMWLF3E6nbz11ls8/PDDJCQkcPToUbZu3UowGJz1ofbIkSOsX79eq5t4t5Suri78fj8DAwPA1MOr3++nsLCQrKysK8bgcTqd+Hw+ampqeP755wkGg/zZn/0ZJSUleDweUlJSUFUVRVGIxWJ0dXXh9XrR6XSYTCYmJyc5fPjwFYEemArInD17lkgkwsaNGyksLOTuu+/G6XRy6NAhFEVheHj4qmOUzEZVVcxmM4mJiQwODtLS0oLP56O1tZW0tDSi0ajWDSoUCnHx4kUyMzN5//33eeutt1iyZImWkSsWi+H1erWAXHZ2NrFYjEOHDtHf34+qquj1eux2O4cPH9bq9XIpKSkMDAyQkJCgnUMtLS2cOnWK3bt3Mzg4OOdAtGlpaWRmZvLyyy+TmJiI0WjEYrHQ3d1NJBLh1KlTPPzww1gsFi2gEAwGaW1txWg04vP5iEQiDAwMYDabiUQi2Gw28vLyKCgoICsr64ptxge5PXToEBcvXsRgMJCUlKQFetLS0ujo6KCvrw+r1cqFCxdYvXo1eXl5ZGZm4vP5WLBgAT6fj/HxcaqqqsjMzGTFihU4nU4aGxs5e/bsFddfPPCjKIp2XgWDQVRVJTU1lVAoRDQa5fTp05w5c2bWFmLxrlCFhYX8+7//Ox9//DEPPPAALpfrivkHBweprq6moqJCC2KOjo4SCATo7+/XgobxANHu3bu1ln3t7e0MDQ2xZcsWkpKSaGxsxG63a9u/vOWcEOIL8YXcg4W58v9ZQgghhLg1lNlu8medUVFMQDuwUFXVLkVRBlVVTZj2+YCqqh5FUV4B/qeqqocuTT8A/JmqqnMGXhRFUb+o7DI3Kt7CRVVVdDqdNl5K/KHpavPfCL1eP2dLAUVRtIf+q20rJSWFvXv38tvf/pa2trYZ5ZxrP67HbPt6rXVMX+ZqdTV9+rXq+nrWOVv55iqrTqfj6aefJhwO093dzcmTJ+nq6ppznddj+j5c7Vy4fL54y49oNHpDx+Zqrud8vfyzqx3Xz3rOX6se5lpu6dKl3HXXXfyv//W/iMVis54HVyvzXOteu3Yt5eXlXLx4kerqaqqrq69a5rnO07jp5+szzzzD8PAw4+PjfPDBB/T19V1Rxmudu7OJfwesWbOG/Px8fvOb31wRDJ1rv2/kWr3aPPF9vdFlbwc365r6ijququqK+S6EuDFf5D2YS/Gqq5WtX/AeXJshPY3hlenzXQxxh3PWDBI9f+V9wlwmd60kar49nmHEnUk/EcP8+ifzXQxxDUfUAwyr/bN2pbn+VBpT/ZJPqKoaf4LtUhQlVVXVjkvNYbsvTW8DMqYtl35p2pfC9IeN6Tf1cz2EfNaHk7mCMfF1zrbey6f19fXx85//fEZLhfg8c+3H1SmA4dKy0UvvFSBGLKYCekAFYpemc+n9zO1db11dq66vZ52zLT/X/sZiMZ599lksFgujo6OzjiFzo663jLPN91nHjJnL9Zyvl392tXPjs57z17vtyzU1NfHLX/5S6w4223kAc5d5rnV/8sknVFdXMzY2dsUgxLMte7Xz9PIy/PSnP8VutzM6OjqjZdT1Hou5xL8DTp06xdmzZ+cMxsy2/mtd79dTnpv9fSeE+NzuiHswIYQQ4k5zIyHdx/i0qSzA74AnL71+Enhp2vSvK1PWAEPTmtV+aVz+q/jV0sp+ltTVN6MMkUhE60pyc+gwGHTodArw6ZgS8cCMoo2Ro0NRdOj1CrpL76eV8ooy34z6+bzriC8/NjamZbC6WeuP7+P0fb2R8+fz+iLX/Vm3d3l9zDVtuv7+fpqbm+cMVM223OV1P9s2wuEwfX19jI+P3/SAwsTEBH19fdoYPbPt3+c5PmNjYzMygV2PL/p8uNXnmxACuMPuwYQQQog7xXW1kFEUxQ7cBTwzbfL/BH6tKMo3gSZg36XprzGVbrGWqWwAT9+00t4CCQkJ5OTksH79eo4cOcKRI0dISkrimWee4fnnn+fChQvavDqdDpfLxWOPPaYN9gpT3ZGWLVtGb28vDQ0Nn6kcFRUV6PV6Dh48qG3roYceQqfT8dxzzwHwzDPPUFtby4EDB7QWN/HxMNauXUt/fz/Hjx/XphcVFWEymTh9+vSs2/T5dGzb5kGnRHjjjUEKizxYLBO0t+uprRtky2YH9fVjNDaaWVdhp6TIy4cfdjM5GaCltYHx8TGmgjNTrWsURc+uXXeRnp7JT3/60zlbJ1xLSkoKW7du5Te/+c1natVit9vZu3cvr7766qzZYOL1deDAgc9Uvj179qDX6+nv76ewsJBf/OIXrFu3jgsXLtDQ0IDRaGTNmjUcO3YMnU5HMBjEbrcTDAY/0/amUxSFPXv2UFNTw/nz52d8Fk/BHD8vP+92rFYrfr+fNWvWaOmxZ2M0GtmzZw8ej4eWlhZt0Nn9+/fT09PD4OAgzc3NVFdXX5G5bC4mk4kHHniAjz/+mObmZgCKi4tZvXo1iYmJDAwMaJmvmpqaGBsbo7W1lXPnzt2SVh1Go1HrDjc8PMzRo0dpaZkaxmHDhg0cP378igG8L6coCjab7XOdF4qisGvXLjo7O7Vr/3J6vR6TyUROTg7j4+PX/R1ls9nwer2sXbuW3/3ud5/5ehZC3Jg76R5MCCGEuNNcV0BGVdUgkHjZtD6mRvy/fF4V+N5NKd0tZjAY2Lx5M++99x6rVq3iG9/4BidPnqS4uJiysjJ+9atfUVJSog1Y6vP5SElJIScnh9LSUvr7+6mrqyM/P5+UlBTa2tpYvHgxVquVkydPzggmuFwusrOzaWpqIjExEbvdjqqqVFVVaQObTm8pEM9c9N3vfpeDBw/idDpZsmQJdXV1FBYW0t/fT2pqKuFwmFWrVjEwMEB2djYAp06dIjU1lYULF/LBBx+wYMEC3G431dXV9Pf3A6AooCgm3n13kIceslK21Mby5Sv59x+/wXf/cBs//Ps3ych0MNgfJZhsYvt2J58caaDmYojU1FTWrSvn7bcPML2FjKpCOBJFURT8fj8ulwuj0cjp06dndNlKSkoiLS2NmpoakpOTMZvNtLS0YLPZSE9PZ3R0lJSUFNauXUtVVdWMcV9MJhO5ublal5G0tDRMJhMnT54kPT0dnU5HR0cHLpeLQCBAeno6NTU1pKam0t/frw2G293djdlsJiUlhXA4PGtGG5/PR2pqKpWVlTOOTV1dHXv27OG5557jwQcfxOVyEQwGCYfDLF26VGtFEQgEuPfeezl27BgFBQW8/PLLpKen09bWht1uJzExkXA4zNmzZ6/7nI1nq1q1ahU6nY6zZ89SUFCAqqpYrVbWrFnDhx9+SDgcxul00tTUhNfrpb29nZycHHp6ehgZGdFSksfLEYlEOHPmzIx9f/zxx/ntb3/LypUraW5u5tixYzgcDtLS0qivr9cCDuFwGKvVSk9PD++++y7f+c53SExMJCkpiYMHD9LW1sYPfvADfvWrX3Hu3DltG+np6djtdtra2sjLy8NgMNDa2qoFutLS0rTU6DDVZe+NN97g6aef5syZM4yMjPC9732P559/ntHRUf70T/+U//iP/6CqqkpbxuPxkJOTo2WMcrlcdHV14Xa70el0tLW1kZqaysjICGazWcs4BXDy5EnS0qbGxmxpaZkR6IlnympsbMTj8fDQQw9x8OBBJiYmtFZsgUAAv99PbW2tljWts7NTCxIuXbqUhQsX8tvf/pa8vDyCwSANDQ0zuiBlZGTgdDppaWmhsLBQW1d/f792LoXDYQKBAJOTk/T29pKUlMTFixfJzc1laGiIhQsXYrVaOXfuHJFIhEWLFmkZsdra2khLSyMxMZGGhgatO6TH42Hfvn2cPXuWlJQU1q1bx+nTpxkbG6O4uJj6+noGBwev+7wVQly/O+UeTAghhLgT3cgYMl95aWlpJCcna+mvMzMz2bhxI16vl9raWoxGIxs2bODIkSNs2LCB+vp6VFUlHA6j1+t5+OGHeeONN0hNTSUpKYk1a9ZQVlZGb28vwWBwxsPnmjVrMJvN5Obmag+ZHo+HhIQE/H7/rBmFOjs7uXjxIlu3bqW+vl5L67t27VqOHDnCo48+yksvvYSiKESjUaLRKOXl5USjUZYvX87k5CQVFRWUlJRw7NgxHnzwQX784x8DU8GT7p4QNqud5mYXkXA7sdg4E5NgtYWx2yA0ESamGujtneCXz3aw5/58uru7qa4ZpLBoCx999BFjY/Gg09Q4NGpMJRKJUFBQQElJCbFYjLGxMa2lUUJCAhs2bGBsbIzFixczNjaGyWQiKSmJjIwMjh8/TmlpKU6nE4vFwrZt2/jlL3+pBXQWLlyI2+0mJyeHkydPsm/fPurr6/H5fESjUTweD1VVVVo2nv379/Pss8/i9XpZsmQJbW1tmEwmHnvsMV5++WVcLhctLS1XBGQMBgMrVqzA7XZjt9v56KOPtM8aGxuxWCxkZmbidDopKyvTHugff/xxfv7zn7Nt2zZee+01rVxms5mtW7cyMDDAkiVLGB8fx+VykZGRQVtbmxYoux4mk4lIJMJ9993H0qVLaW9vp6ioiAsXLuByuTAYDGzatAmLxcKhQ4cwGAxkZWURjUa59957aWlpobu7e0Y5MjMztWAITAUE3W434+PjKIpCZmamllknHA6TlZXFK6+8csW4LxMTE3zwwQfs3btXC0j29fXR0dFBbm6udk24XC4WLFiAw+HA7/dzzz338M4777Bp0yZqamquCEwA9PT0YDQatfLFUz/Ht1FbW8vixYu1gIzdbtdaj6xZs4ZQKMTk5CS5ubkMDg6SnJxMWVkZXq+Xo0ePUlxcTDQaxWAwkJiYSFFREaFQiAsXLtDe3n5F6x6dTsfChQsJhUKcOHGCP/iDP+CHP/whO3fu5P3336esrIwPPviA7373u4yOjtLe3k5nZ6e2vNls1r5HDh8+zK5du3jnnXe0lk+pqamUl5fjdrs5ffo0q1atIhaL4XK5yMrKwmQyUVJSomVu27JlCy+//DJPPPEEv/nNb3A6naxevZpQKMTw8DCLFy9mcnKS1atXc/jwYbZv386HH36I2+3WAsLxgIxOp8PhcDA6OorNZgPgwQcfJBQK0dTUxJ49e/jpT38qY8wIIYQQQghxA2RY8Gn0ej3xbE+KovDuu+/y2GOPaYGXeNpfRVG0DDnxv5qaGsxmM6mpqaSkpHDw4EHtF+bOzk7sdvsV24s/6EUiEVpbW7WgRCwWo7e3d9YsS6+++ir33nsvRqNR+0U6Pm6F2WwmFosRCoW0TEIDAwNkZGSQnZ3NwYMHaWpqor+/n+7ubi0d8qflCZOTM8K5c700t4DJZEWvV4hGXATHQNEFUXRhwmGVc+fCPP9CI8k+B6oaQsGEwWBkasDf+GmlMtV1SSEcDtPV1UV/f/+MunA4HBQWFtLQ0MCRI0cIhUIkJibicrkoLi6mqamJ06dPa61YDAYD0zNyqaqKwWDQ0kUPDg7S2tqKx+PRHlZtNhuKojA5Ocnp06d55JFHtJY2GzZs0LpwNDU1aYEjvV5/xfFSFAWTyURi4owfKhkeHqauro5t27bx85//nIceeoiamhqGhoYYGBjQuubEz5VQKITRaCQ/P5/29nYOHTrEyMgI3d3dDA8Paw+812tiYoL6+nouXLjA2rVrsVqtvPnmm3R3dxONRmlsbCQ5OZmRkRH27dtHT08PRUVFxGIxXnrpJYqLi2eUo6en54pyxGIxwuEw0WiUgYEBmpubycvLIysri8rKSk6ePDnn2CLFxcVcvHhRe280GklMTJzR0imevcdqtWop4quqqkhMTCQrK4twOMzQ0NCs6798nBqYCiBkZmbO6I4TiUS0vyNHjjAyMkJNTQ2JiYlMTk5SV1dHVlYWBoNBO9YjIyN0dXVpaaftdjsrVqyYNf16NBqlvr6eH/3oRxw6dIjR0VEqKysZHx8nEAhgs9mora0lEAgQDAZpbGyc0YUuGo0SiUQoLCwkGAzS2dk5I510ZmYmXq+XN998k+bmZurq6tiwYQNNTU1a1q6kpKQZdaCqqnadGwwGPB6PVhfBYBC9Xk84HKa6uhqbzcbAwABer5fz58/T2tqqbVtVVe0cHhwcpLe3F7PZTFlZGc3NzXz44YcSjBFCCCGEEOIGSUBmmo6ODsbGxkhKStJaT/zud79jeHgYj8eD3W5nbGyMjRs3otPp6OnpIT8/H5vNRn5+PiaTiY6ODnJycqioqMDj8aDX67Hb7dqDUFxRURGpqakkJyfjcDi0riKVlZWUlZWxcuVKrFbrjIerZcuWodfref7552lubiYhIQGv10tjYyM7d+4EplorJCcnk5ubi9lsJjk5mcHBQSKRCI888ghGoxGXy4XL5cJsNmstDABWrsjiiSdW8sQTS3E6kzhzppI1qx28/sZJQiFI8ORis9vIyvKw75E8kn1JHHy/DZPZRE9PO4sWLWLhwhLimZd0io7k5KnuSF6vV3tgnP4w29/fTzAYZPfu3SQnJ7Ny5UqMRiNOp5OxsTH+6I/+CJ/Ph9vtxul04vV6ZwRkUlNTWbRoEWazmUAggKqq+Hw+EhMTWbFiBWazWVveYrFQVVWlpT02GAycOnWKtLQ0VFUlLy+Pc+fOMTY2xre//W2ty1e8/pcuXYrdbsfv988oA8Dbb7/NW2+9xfvvv897771HZ2cnfr9fewhOSEjQlom3Nunv7+ehhx4iEAjgdrsxm83YbLYZ3XKuR1dXl9a16x//8R+pqKigvLycyclJHA4HBoOBjz/+mGPHjnHkyBF6enqoqanhrrvuIicnh6qqqmuWY3JyklAoxIoVU9ly/X6/Nm7L/fffj9vt1gKI8XOssLCQe+65h8nJSV577TVsNhvLli3jnnvu4dChQ5w4cUJbv9VqZdmyZTgcDhITEzEajWRlZRGJRKivr+fee+8lNTX1iiCiw+EgOTmZpKQk3G43//Iv/8LChQt58MEHOXDgwIxt6PV6AoEAGzZswO12k5CQQGJiIm+++SYLFy4kPT2dX//616iqypo1azCZTFgsFoqKinC5XNTV1VFfX09PTw/l5eUsXLhQW7fBYCAlJQWLxaKdg4qiaMHFtrY2gsEgGzdu5IUXXsDlcmlBxLh4d6E333yTzZs3E41GOXbs00y1lZWVZGRkcO+996KqKocOHdIGQs7Ly9MCNoFAAKPRSG9vL7t27WJsbIzCwkIWLFiAxWJhcHCQ3NxcrfuTTqcjIyMDvV6Px+OhpKSEJUuW4HQ6tW0Hg0FCoRAFBQV4vV7cbjdWq5VTp07x5JNPat26hBBCCCGEENdPuR1+1VQURb38AXe+5OTkAMw50GW8NUq8xUz89XQ6ne66Uk3HsxhdngI7vo3rT1f96a/hqqrOuv3rWaeiQDypUiw69V6vh0h4KsTy6SHSYbXGGB8HVDMLFhbR1dVGb+9U95bPck7Fyxzfj+mutb7pgY7Lp0/vQuP3+9mwYQPHjh2joaFh1jrR6/VEo1FSU1MJBoNa94+4uY5Z/LO5zonL54nvb3x7n9f0Yx4P4l2rLNO3fT3lmL7eudbzeUzPUDXbsbyR62E2Xq+Xr3/961y4cIHx8XGOHj2qpZO+vM7iZdi7dy+RSIQXXnhhRjnmqotrudZ+XM/651rH5efz5d9V8etkrnTiiqKwYcMGcnJyGBgY4Pz589TW1s74/EbKM59ut/LcZo6rqrpivgshbh8uxauuVq4YjuaWM6SnMbwyfb6LIe5wzppBouerr3t+fUnB9BtkIW69SJRode215xPz6oh6gGG1f9buBBKQmYXFYrlDM4hYACNTDadCQPjS69ilv3jLlhjgBAZQFBWTyczk5O1fX/FBghsaGuZMrRx3s4IM4vZhMBi0zEIDAwPXlc2opKSEUCg06xg2X0Vut5uUlBR6e3sZHh6+5nVyu7oTjtXnIAEZMcPtEpBRDAZ001rmCTEf1PFxYnfkM4AQ4oskARlxnXRTzWJUmPpP/KFGIT4ejPZeMYAavjRt+sNPfF4hhJgfEpC5KgnIiBlul4CMEEII8VV1tYCMZFkS08QuxV2UqbRLGvWKfxXCqChMtaBRZ5lHCCGEEEIIIYQQc5GAjJhGDyig6oAon7Z8iQdZDMSDL6pqBsaZ2TpGCCGEEEIIIYQQ10MCMmKaa42ZEpn2evyLLIgQQgghhBBCCPGVJgO3CCGEEEIIIYQQQtxiEpARQgghhBBCCCGEuMUkICOEEEIIIYQQQghxi0lARgghhBBCCCGEEOIWk4CMEEIIIYQQQgghxC0mARkhhBBCCCGEEEKIW0wCMkII8RWmKPI1L4QQQgghxO3IMN8FEEII8cXwehN58MGH6O3t5a233iIYHAXU+S6WEEIIIYQQAmkhI4QQX0k6nY41a8qx2WwEAgH+6q/+ioULF2mfK4qCx+PBarXOurzRaERRlFtVXCGEEEIIIe440kJGCCG+grKzs8nIyOCNN95geHiI9PR0SktLuXixhlBokkAgwIYNG+no6OC9995jZssZhcLCIpqaGhkdHZ2nPRBCCCGEEOKrTQIyQgjxFaPT6di6dRu9vb1897vf5Ve/epYTJ05gs9mxWMyEQpNkZmaRnZ3D4cNHePLJpwB45513WL9+Pa2trWRkZKAoOkpKSlCUqc8SExOpqFjHxYsXcbvdNDY2U1xcjE6n8NJLLzIxMTG/Oy6EEEIIIcSXiHRZEkKIr4ypLkaqqlJTU01xcTGNjY2cOHGCaDSGXq9Hp9MDMDExyfDwMBUVFRiNRvr6+nj88cdZv3497e3tOJ1O7HY7LpcLnU7PPffcy1NPPU1mZjYGg4nHHtvP4sWLKSwsJBqNMTk5OZ87LoQQQgghxJeOBGSEEOIrRlVVDh36kBMnTjAxMcHy5StZt66C4uJi9Pqpr/1t27bhcrmorq7GYDCwePFiTpw4wejoKAaDHqPRSHFxEZmZmYyPj2GxWEhJSeH48eNUVlZy/PgxrFYrJpOJvr5eVFUGCxZCCCGEEOJGSJclIYT4ylBnvO7t7dECKQCdnZ1aS5Yf/vB/YzabiUZjrFmzmuef/w0XL17k448/JBKJ8O///mN0OgW9Xs/k5CQOh5MVK1awYcMGGhoa+Pu//3tisShWq5VwODwP+yqEEEIIIcSXmwRkhBDiK0qvn2rpMl08c1IoFCIUCmGxWGhrayUYDBKLxeYcxDcajfKb3/wah8NJc3Mz4XAIQAb9FUIIIYQQ4jNSbodm5oqiqDqd9J4SQojPR2FmK5k7UywWm+8i3M6Oq6q6Yr4LIW4fLsWrrla2zncxhBBCiK+sI+oBhtV+ZbbPJAoihBBfGRKMEUIIIYQQ4stCAjJCCCGEEEIIIYQQt5gEZIQQQgghhBBCCCFuMQnICCGEEEIIIYQQQtxiEpARQgghhBBCCCGEuMUkICOEEEIIIYQQQghxi0lARgghhBBCCCGEEOIWk4CMEEIIIYQQQgghxC0mARkhhBBCCCGEEEKIW0wCMkIIIYQQQgghhBC3mARkhBBCCCGEEEIIIW4xCcgIIYQQQgghhBBC3GISkBFCCCGEEEIIIYS4xSQgI4QQQgghhBBCCHGLSUBGCCGEEEIIIYQQ4haTgIwQQgghhBBCCCHELSYBGSGEEEIIIYQQQohbTAIyQgghhBBCCCGEELeYBGSEEEIIIYQQQgghbjEJyAghhBBCCCGEEELcYhKQEUIIIYQQQgghhLjFJCAjhBBCCCGEEEIIcYtJQEYIIYQQQgghhBDiFpOAjBBCCCGEEEIIIcQtJgEZIYQQQgghhBBCiFtMAjJCCCGEEEIIIYQQt5gEZIQQQgghhBBCCCFuMQnICCGEEEIIIYQQQtxiEpARQgghhBBCCCGEuMUkICOEEEIIIYQQQghxixnmuwBxqqrOdxGEEEIIIYQQQgghbgkJyAghhBBCCCGEEELcYtJlSQghhBBCCCGEEOIWk4CMEEIIIYQQQgghxC0mARkhhBBCCCGEEEKIW0wCMkIIIYQQQgghhBC3mARkhBBCCCGEEEIIIW4x5XbIbqQoyghQPd/luI0kAb3zXYjbiNTHTFIfM0l9zCT1MZPUx0xZqqomz3chxO1D7sGuIN8ZM0l9zCT1MZPUx0xSHzNJfXxqzvuv2yXtdbWqqivmuxC3C0VRjkl9fErqYyapj5mkPmaS+phJ6kOIa5J7sGnkO2MmqY+ZpD5mkvqYSepjJqmP6yNdloQQQgghhBBCCCFuMQnICCGEEEIIIYQQQtxit0tA5l/nuwC3GamPmaQ+ZpL6mEnqYyapj5mkPoS4OrlGZpL6mEnqYyapj5mkPmaS+phJ6uM63BaD+gohhBBCCCGEEELcSW6XFjJCCCGEEEIIIYQQd4x5D8goirJDUZRqRVFqFUX58/kuz62gKMpPFEXpVhTl3LRpXkVR3lIU5eKlfz2XpiuKovz9pfo5oyjKsvkr+RdDUZQMRVHeVRSlUlGU84qi/ODS9DuyThRFsSiKclRRlNOX6uO/X5qeoyjKkUv7/StFUUyXppsvva+99Hn2vO7AF0BRFL2iKCcVRXnl0vs7ti4AFEVpVBTlrKIopxRFOXZp2p16vSQoivKcoigXFEWpUhSl/E6tCyFulNyDadPuyO8Muf+aSe6/Zif3YJ+S+6+Z5B7s5pjXgIyiKHrgn4CdwALgMUVRFsxnmW6R/wvsuGzanwMHVFUtAA5ceg9TdVNw6e87wI9uURlvpQjwJ6qqLgDWAN+7dB7cqXUyCWxRVXUJUAbsUBRlDfD/Af63qqr5wADwzUvzfxMYuDT9f1+a76vmB0DVtPd3cl3EbVZVtWxaOsE79Xr5IfCGqqrFwBKmzpM7tS6EuG5yDzbDnfqdIfdfM8n91+zkHmwmuf/6lNyD3Qyqqs7bH1AO/H7a+78A/mI+y3QL9z0bODftfTWQeul1KlB96fW/AI/NNt9X9Q94CbhL6kQFsAEngNVAL2C4NF27doDfA+WXXhsuzafMd9lvYh2kM/WFvgV4BVDu1LqYVieNQNJl0+646wVwAw2XH+M7sS7kT/5u9E/uweQebJZ6kfuvT/ftjr//urRfcg82sz7k/uvT/ZF7sJv0N99dltKAlmnvWy9NuxP5VVXtuPS6E/Bfen1H1dGl5o1LgSPcwXVyqXnoKaAbeAuoAwZVVY1cmmX6Pmv1cenzISDxlhb4i/V3wP8LiF16n8idWxdxKvCmoijHFUX5zqVpd+L1kgP0AP+/S82pf6woip07sy6EuFFyPXzqjv/OkPuvKXL/dYW/Q+7BppP7r0/JPdhNMt8BGTELdSpseMelv1IUxQE8D/yRqqrD0z+70+pEVdWoqqplTP0ysQoont8SzQ9FUe4FulVVPT7fZbnNVKiquoyp5p/fUxRlw/QP76DrxQAsA36kqupSIMinTWOBO6ouhBA3wZ34nSH3X5+S+69PyT3YrOT+61NyD3aTzHdApg3ImPY+/dK0O1GXoiipAJf+7b40/Y6oI0VRjEzdDPxcVdXfXpp8R9cJgKqqg8C7TDUJTVAUxXDpo+n7rNXHpc/dQN+tLekXZh1wn6IojcAvmWoy+0PuzLrQqKradunfbuAFpm4a78TrpRVoVVX1yKX3zzF1c3An1oUQN0quh0/dsd8Zcv81O7n/AuQe7Apy/zWD3IPdJPMdkPkEKLg0WrcJeBT43TyXab78Dnjy0usnmerHG5/+9UsjU68BhqY1A/tKUBRFAf4dqFJV9W+nfXRH1omiKMmKoiRcem1lqj93FVM3Bg9fmu3y+ojX08PAO5ci0l96qqr+haqq6aqqZjP1/fCOqqr7uQPrIk5RFLuiKM74a+Bu4Bx34PWiqmon0KIoStGlSVuBSu7AuhDiM5B7sE/dkd8Zcv81k9x/zST3YDPJ/ddMcg92E833IDbALqCGqT6a/+/5Ls8t2udngQ4gzFR08ZtM9bE8AFwE3ga8l+ZVmMqCUAecBVbMd/m/gPqoYKo52xng1KW/XXdqnQCLgZOX6uMc8N8uTc8FjgK1wG8A86Xplkvvay99njvf+/AF1csm4JU7vS4u7fvpS3/n49+bd/D1UgYcu3S9vAh47tS6kD/5u9E/uQe7s+/B5P7rivqQ+6+56+aOvweT+69Z60TuwW7Cn3KpgoQQQgghhBBCCCHELTLfXZaEEEIIIYQQQggh7jgSkBFCCCGEEEIIIYS4xSQgI4QQQgghhBBCCHGLSUBGCCGEEEIIIYQQ4haTgIwQQgghhBBCCCHELSYBGSGEEEIIIYQQQohbTAIyQgghhBBCCCGEELeYBGSEEEIIIYQQQgghbrH/P4ewNAJ+EYuWAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1440x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"debug = True\n",
"\n",
"for inputs, targets in dl:\n",
" \n",
" if debug:\n",
" print(inputs.shape, targets.shape)\n",
" index = 3\n",
" subplot(121); imshow(inputs[index].permute(1, 2, 0).numpy())\n",
" subplot(122); imshow(targets[index].numpy())\n",
" break\n",
" \n",
" train_batch(inputs, targets)"
]
},
{
"cell_type": "markdown",
"id": "solid-venice",
"metadata": {},
"source": [
"Note that if you set the `cache_dir` variable to some local directory, WebDataset will cache training data in that directory as it is training. This is useful if you have lots of local storage and a slow network connection. On the other hand, if you have a fast network connection and little local storage (e.g., if you're running in a container), you can set `cache_dir = None` and training data will be streamed continuously over the network as needed (this is still much faster than a network file system)."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "focal-robert",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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