diff --git a/calc_umap.py b/calc_umap.py index 796b0f7..e075c52 100644 --- a/calc_umap.py +++ b/calc_umap.py @@ -13,7 +13,7 @@ def main(device, args): # Load dataset - dataset = get_dataset(args.dataset.name, args.dataset.data_dir, args.dataset.subset_size) + dataset = get_dataset(args.dataset.name, args.dataset.data_dir, args.dataset.subset_size, args.aug_method) data_loader = torch.utils.data.DataLoader(dataset=dataset, batch_size=args.train.batch_size) # Load the trained model diff --git a/configs/train.yaml b/configs/train.yaml index 650b945..e81a2b2 100644 --- a/configs/train.yaml +++ b/configs/train.yaml @@ -34,6 +34,6 @@ seed: null # None type for yaml file # worker_init_fn from dataloader and torch.nn.functional.interpolate # (keep this in mind if you want to achieve 100% deterministic) - +aug_method: simsiam diff --git a/configs/umap.yaml b/configs/umap.yaml index e86b76a..9afdb70 100644 --- a/configs/umap.yaml +++ b/configs/umap.yaml @@ -27,4 +27,6 @@ testsets: RealHST: root: D:\Datasets\2023_hst_lensed_quasars\npy_files suffix: cutout - subset_size: null \ No newline at end of file + subset_size: null + +aug_method: lensiam \ No newline at end of file diff --git a/datasets/__init__.py b/datasets/__init__.py index ece2172..6842127 100644 --- a/datasets/__init__.py +++ b/datasets/__init__.py @@ -4,9 +4,9 @@ from .umap_testsets import get_stl10, get_2022_lens_geoff, get_real_hst -def get_dataset(dataset_name, data_dir, subset_size=None): +def get_dataset(dataset_name, data_dir, subset_size=None, aug_method=None): if dataset_name == 'paired-lensing': - dataset = PairedLensingImageDataset(data_dir) + dataset = PairedLensingImageDataset(data_dir, aug_method=aug_method) else: raise NotImplementedError if subset_size is not None: diff --git a/datasets/paired_lensing_dataset.py b/datasets/paired_lensing_dataset.py index e51b389..dac6d81 100644 --- a/datasets/paired_lensing_dataset.py +++ b/datasets/paired_lensing_dataset.py @@ -1,6 +1,8 @@ import glob import os import numpy as np +import random +from PIL import Image from astropy.io import fits from torch.utils.data import Dataset @@ -42,11 +44,34 @@ def __call__(self, x): return self.transform(x) +class SimSiamTransform(): + def __init__(self): + # image_size = 224 if image_size is None else image_size # by default simsiam use image size 224 + p_blur = 0.5 if image_size > 32 else 0 # exclude cifar + # the paper didn't specify this, feel free to change this value + # I use the setting from simclr which is 50% chance applying the gaussian blur + # the 32 is prepared for cifar training where they disabled gaussian blur + self.transform = transforms.Compose([ + transforms.RandomResizedCrop(image_size, scale=(0.2, 1.0)), + transforms.RandomHorizontalFlip(), + transforms.RandomApply([transforms.ColorJitter(0.4,0.4,0.4,0.1)], p=0.8), + transforms.RandomGrayscale(p=0.2), + transforms.RandomApply([transforms.GaussianBlur(kernel_size=image_size//20*2+1, sigma=(0.1, 2.0))], p=p_blur), + transforms.ToTensor(), + transforms.Lambda(lambda x: x.repeat(3, 1, 1)), # grayscale -> RGB + transforms.Normalize(*imagenet_mean_std) + ]) + def __call__(self, x): + x = Image.fromarray((x * 255).astype(np.uint8)) # Convert NumPy array to PIL Image for the input of random augmentation transformation. + return self.transform(x) + + class PairedLensingImageDataset(Dataset): """ Pytorch Dataset Object for the paired lensing image dataset in fits file. """ - def __init__(self, root=None): + def __init__(self, root=None, aug_method=None): self.root = root + self.aug_method = aug_method self.file_names = glob.glob(os.path.join(self.root, "*.fits")) self.size = len(self.file_names) @@ -55,10 +80,22 @@ def __getitem__(self, idx): raise Exception file_path = self.file_names[idx] img_pair, label = load_fits_file(file_path) - transform = LensingImageTransform() - img1 = transform(img_pair[:, :, 0]) - img2 = transform(img_pair[:, :, 1]) - return img1, img2, label, file_path + if self.aug_method == 'lensiam': + transform = LensingImageTransform() + img1 = transform(img_pair[:, :, 0]) + img2 = transform(img_pair[:, :, 1]) + return img1, img2, label, file_path + elif self.aug_method == 'simsiam': + transform_aug = SimSiamTransform() + # Randomly choose one of the images from img_pair + i = random.choice([0, 1]) + img1 = transform_aug(img_pair[:, :, i]) + img2 = transform_aug(img_pair[:, :, i]) + return img1, img2, label, file_path + else: + raise NotImplementedError + + def __len__(self): return self.size diff --git a/main.py b/main.py index 9ab000a..101431c 100644 --- a/main.py +++ b/main.py @@ -10,7 +10,8 @@ def main(device, args): - + + args.dataset_kwargs['aug_method'] = args.aug_method # Load dataset train_loader = torch.utils.data.DataLoader( dataset=get_dataset(**args.dataset_kwargs), diff --git a/notebooks/ICML_umap_plots.ipynb b/notebooks/ICML_umap_plots.ipynb new file mode 100644 index 0000000..10a3b2f --- /dev/null +++ b/notebooks/ICML_umap_plots.ipynb @@ -0,0 +1,316 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "15ad76b3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ], + "source": [ + "%pylab inline\n", + "\n", + "import os\n", + "\n", + "from astropy.io import fits\n", + "from astropy.utils.data import get_pkg_data_filename" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "29275830", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def umap_mock_lens(x0, y0, n_nearest, umap_result, umap_x, umap_y):\n", + " # Distance squared\n", + " d_sq = (umap_x - x0)**2 + (umap_y - y0)**2\n", + "\n", + " # Get the sorted indices based on the distances\n", + " sorted_indices = np.argsort(d_sq)\n", + "\n", + " for k in range(n_nearest):\n", + " \n", + " # The kth closest point index\n", + " idx = sorted_indices[k]\n", + " \n", + " # Get the corresponding key of mock lens\n", + " mock_lens_key = umap_result[\"path\"][idx].split('/')[-1]\n", + " tmp = np.where(umap_result[\"path\"] == umap_result[\"path\"][idx])[0]\n", + " idx_pair = np.where(tmp==idx)[0][0]\n", + " img_file = os.path.join('D:/Datasets/2023_strong_lensing_data_set/data_set/', mock_lens_key)\n", + " image_data = fits.getdata(img_file, ext=0)[:, :, idx_pair]\n", + " \n", + " return image_data, idx\n", + "\n", + " \n", + " \n", + "def plot_sample_images():\n", + " output_npy = 'D:/Projects/2023_simsiam_vit_lensing/20230521_powen_umaps/res_092/umap_result.npy'\n", + " umap_result = np.load(output_npy, allow_pickle=True).item()\n", + " umap_x = umap_result[\"embeddings\"][:, 0]\n", + " umap_y = umap_result[\"embeddings\"][:, 1]\n", + " \n", + " annotates = [\"A\", \"B\", \"C\"]\n", + " targets = [(-3, 10), (6, 4), (15, 6)]\n", + " imgs = []\n", + " img_ids = []\n", + " for x, y in targets:\n", + " image, idx = umap_mock_lens(x, y, 1, umap_result, umap_x, umap_y)\n", + " imgs.append(image)\n", + " img_ids.append(idx)\n", + " \n", + " fig, ax = plt.subplots(2, 2, figsize=(5, 5))\n", + " plt.subplots_adjust(wspace=0.005, hspace=0.03)\n", + " \n", + " ax[0, 0].plot(umap_x, umap_y, '.', color = '#D3D3D3', zorder=0, rasterized=True)\n", + " for e, idx in enumerate(img_ids):\n", + " ax[0, 0].plot(umap_x[idx], umap_y[idx], '.', color='k', zorder=0)\n", + " ax[0, 0].annotate(annotates[e], xy=(umap_x[idx]-1.5, umap_y[idx]+0.3), color='k')\n", + "\n", + " for r in range(2):\n", + " for c in range(2):\n", + " ax[r, c].axis('off')\n", + " ax[r, c].set_aspect('equal', adjustable='box')\n", + " \n", + " i = 2 * (r % 2) + c\n", + " if i == 0:\n", + " continue\n", + " j = i - 1\n", + " ax[r, c].imshow(imgs[j], cmap='cividis')\n", + " ax[r, c].annotate(annotates[j], xy=(5, 12), color='w')\n", + " \n", + " \n", + "plot_sample_images()\n", + "\n", + "plt.savefig(\"figures/umap_sample_images.pdf\", bbox_inches='tight')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "2140177b", + "metadata": {}, + "outputs": [], + "source": [ + "output_name = 'res_092'\n", + "output_dir = os.path.join('D:/Projects/2023_simsiam_vit_lensing/20230521_powen_umaps', output_name)\n", + "\n", + "umap_result = np.load(os.path.join(output_dir, \"umap_result.npy\"), allow_pickle=True).item()\n", + "umap_testsets = np.load(os.path.join(output_dir, \"umap_testsets.npy\"), allow_pickle=True).item()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "36e48b0a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def plot_umap(umap_result, umap_testsets):\n", + " \n", + " fig, ax = plt.subplots(figsize=(7, 5))\n", + " \n", + " ax.plot(umap_result[\"embeddings\"][:, 0], umap_result[\"embeddings\"][:, 1], '.',\n", + " color='#D3D3D3', label=\"LenSiam\", zorder=0, rasterized=True) #'#e6e6fa'\n", + " ax.plot(umap_testsets[\"RealHST\"][:, 0], umap_testsets[\"RealHST\"][:, 1], '.',\n", + " color='#141c3d', label=\"HST\", zorder=3)\n", + " ax.plot(umap_testsets[\"Lens2022\"][:, 0], umap_testsets[\"Lens2022\"][:, 1], '.',\n", + " color='#4379e6', label=\"Sim2022\", zorder=1, alpha = 0.7)\n", + " ax.plot(umap_testsets[\"STL10\"][:, 0], umap_testsets[\"STL10\"][:, 1], '.',\n", + " color='#f2a400', label=\"STL10\", zorder=2)\n", + " ax.legend(loc=4, bbox_to_anchor=(1.5, 0), fontsize=16)\n", + "# ax.legend(loc=2, frameon=False)\n", + " ax.set_aspect('equal', adjustable='box')\n", + " ax.set_xlabel(\"umap x\", fontsize=16)\n", + " ax.set_ylabel(\"umap y\", fontsize=16)\n", + " ax.spines[['right', 'top']].set_visible(False)\n", + "\n", + "\n", + "plot_umap(umap_result, umap_testsets)\n", + "plt.savefig(\"figures/umap_main.pdf\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "d207d83c", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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qyfQuwTBNfPq23Wbt8QxlDz32KM+/9AorN6r4NMmoEtB9cMzxv8fnC2z3/WlagNHTf8Ybi+4nlZG0tafp7OqhuKhgu+/LM7i8WTeHkI6ODuYe/AtiukU6pVPfqrKuxebB3101YI28T114ya+IFWSZP8NgUk0Jp19wwYDuz+MZLLZtsefXfkJxMEN1qY/epENTp83UXS7hxBMHppH3qVN+cS6tvRE6e6GsSHDDjecM6P48nsF0+82nENOWstdsmyljDAryDI455kh+ee3VA9LI+9Rxx3yNjV3TePWTAD+6W2P/b58/YPvyeAbbmRf+jCefeZvyvChTRmtUFMM3vzqH++++bUAaeZ+aMHEGu+6+O+OqbU44chOL3zh1wPblGTxeQ2+IuOW2G/jF2eeTHxKsbDZo7DbJRQ/nqivuIBLLG5QMN113DxvbdKSEyeU2Hyx8a1D26/EMlGee+j0/P+PnvLMqwaJ1aTr7TDLKaO649TeMHTtuUDJcdunlpC2QElSpc+e99w7Kfj2egfLKy09z2umn4jgRWrv8JFIa5WUF3P6b37HH7oNze/J3v38a69pHYTuCoA8uuuSKQdmvxzNQVi3/kFt/dQrPve+nocOhJ2Hh99k8fP/tfP0bJwxKhiMOP5qd5u+Jokg6ezV+duYpg7Jfz8Dxbt10mZSSM846hZ447DcX/vqCgxTw8B9v2+aZNLeHo752LB+8+Ti2Az8872FWvrbXoGfweLaHCy88h+I82H1alKcWZGiPZ7j0kl8SDIUGPcvPf3YOV93wK0I6JHJLkFJ6t3B6hqXf/uZqWtrjRMMB+lImfl2y96FXsGd5xaBnuePa0+HU8wgGVV5f1kpXZydFxcWDnsPj+bL+/te7WbFyLZrm56A5KRq7NH70w2+w67zBH9e97z7H8I0fvElUV3lzXZJnXniBIw45ZNBzeLYPr0fPRW98sJzjTrqMdMaHpup09qhcce53eOeZO11p5AHsPn93nl6Y4KanDIpLDJZ88o4rOTyeL2rjphaOPela6poNPlxpYDmCv19/MB8+9wdXGnkABQWllOWZTK7NMb5c4R9/vcqVHB7PF5VIxHnusZuQdpLKEhXLksRipZx8+m2UudDIA9B1nanTxnDvmxmWNqn86jdXuJLD4/miDCPHaVfcxoaNGyjM08nlBDPHR3jiT791pZH3qTNPOowH3m0nlUpz38P/cC2H58vzevRcctrZP8E2IlTlSVo6oSRfcvqZvyQWc3/g60N3Xs3j/ziV7x3cTlPnvcAebkfyeLbKlZf/lPWNgrwA1Hfr1JSqHHbUaVRWjnI7GhdcdAvnnHsaybSGUPo45ntuJ/J4ts6FF53D4XvEifmhKC9Mc6fGd7/zLWbO3sXtaJxx6ml8tOxkenp0Vqxz3I7j8Wy1q6+7jF0mNvLd3WyufbCQPSZqHHDgnux/wFFuR2OvPb7Cd/Z9gt0nFaIIB9u2B3TcrWfgeD16g6yzs4PLr/gR+SEdwxQ4Dnzz2GO59Te3DYlGHkBJSQkHza8mk9PJZAwcx3I7ksfzP+VyWc4451QqS3L0JDQyWTjisP35/Z2/GRKNvE/tvNMuOI5kbZtDb1/c7Tgez/9k2zbH//RUbMsh6O9/RIsmcc4FNw2JRt6nfvbDb2PZkkRaYe269W7H8Xg+1xWXn4rqxImGbKIhhxnjCjn/opuGRCPvU7+58gpURaJrko8+fNftOJ4vyOvRG0RPP/8oF9z4BqFAmOlj26koivDNo09hp53muB3tP4yacQ3rF5yIXxcgbbxfFc9QtWb1h5x64X2E/ApVRRGO2CNFSc0hfOMbX3c72n849tjvcvM/lmEYFtKx3Y7j8Xym5uZGLrrsRhSpUN/m8PirUSZNquD4H5zsdrT/sNtu+zF1wqu0t/cRCHifVZ6hK5Ho4bSzL6O1S6KqNn49D0foXHvppW5H+w9FJZUEIuUk+1oIhqJux/F8Qd5fxEFy3vm/oLlDYWyZYG2LQFGCXHftH9yO9ZlULcCYuXdQv+wGmlffRfXUgZ2G3uP5Ik7+xems3OQgUAnokqYOyWnX34Xf73c72n8lhOCdB6/iqcfv4+V//p2jv/1T18bjejyf5eJLzmDyKI395/l4fZFNQOQ48+xrKCoqcjvaZ7rpuivItV2B6lyIdO5BKGG3I3k8/8ftt5/Bug0KeWEfnb0G1aU2XznyNKZMmex2tM90/A9O58mnnubJp5+nqno0BQVD484zz9YbsDMMIcR9Qoh2IcSyLb53hRCiSQixePPjKwO1/6EiHo+z39d+wqo6GyRUlzj89Luz+cNv73c72ucSAu55sokDT13OM68udDuOx/N/nHTKqSyqt3CkRAg4cJ+x/ObmO4ZsI+9TmqbRUN9ALrGUpR+/6HYcj+f/+PnpJxNPGwgBqirYfacw99/7uyHdyANQFJVU3waee62Ij9971O04Hs//ccoZJ/H2AhvT7P9699nwu9/eOaQbeQBCUWhrbSAe7+BPD/zF7TieL2AgLyXfDxz6X75/i5Ry9ubHcwO4/yHhGz8+l9eXd/La8k5qqwTHHnM0Z/70R27H2iqaHqOhs5rRBQGee/JPbsfxeP7l2utuoKkVyoMKpWWSbx4+i1N/fpbbsbaKoijMnlHGlLFp6tc8Ri6XczuSxwPAy6+8zl3/7OS3z7Szss6hrj3KT06+1u1YW60t+21au308/s+PaW9vdTuOxwNANrWJXC5MQUwnkc5SVJDhwotudzvWVtt3//35cKXBhg3rePW1f7odx7ONBqyhJ6V8E+geqO0PF/Pn7UJ1UZgZtVGuueY29tlnP7cjbZOj9qniOwdpTK4JceaFF7sdx+MBYI8996S0UKG8WHD3jZfzi5N/4nakbVJWszuvLSxjxcYibrjuPLfjeDwAjB83hiPmRTlkpwjf/e53ufiiy92OtE3GTtydhjabGWMlF1xxjdtxPB4AND3MmMokjjT5+uFzufSyO92OtE0mjJ/Mj47Q2G26j6a1XkNvuHFjjN4pQojvAx8CZ0spe1zIMGiuOe/HXHPej92O8YV985iTufVXF5A1VPKDI77d7hki9t17T/bde0+3Y3xhU6fN5fmnHwYJQb83ZbVnaKitHc1TD/zR7RhfWDBUTF7YIRJSmFEr3I7j8QCg+Yq56NJ73I7xhSmKgmlJdF3Q3ieRUiKEV1/DxWDPAvA7YBwwG2gBfv1ZTxRCnCSE+FAI8WFHR8cgxfP8OyEUYpFevrLHJg7dNeF2HM+X5NXV0NHWbVFaYFIYExhGyu04ni/Bq6uhw3EgZwpGV2h88N6bbsfxfAleXQ0dK5ojrN4End1+br/tSrfjeLbBoDb0pJRtUkpbSukA9wCfuRCPlPL3Usq5Usq5JSUlgxfS8x8URaG+Q/Lku34efOx5t+N4vgSvroaO6dOnEQlmGV3Rw3XXXe92HM+X4NXV0PH9H51HJifoTag8+vgjbsfxfAleXQ0dv7z6Wrr6bGwnS1jd5HYczzYY1IaeEKJiiy+/Diz7rOd6ho5vfueX/OOlYuI9YR554mm343g8O4Tvf//HZHImC1YUM6rUu1rt8WwPlZXVbGiQNHcIwkHd7Tgezw6jurSdYw6qIxROuh3Fsw0GbIyeEOJBYF+gWAjRCFwO7CuEmA1IoA746UDt37P9RKIxArqgowfK87wPTo9ne6lvi6JrKi2dMbejeDw7DEVVsGyNoN8bR+TxbC/5eSZzp7UxqiLojdMbRgasoSelPO6/fHvorhD+BVi2jaaOkIkUVElhno/xNZbbSTw7OCltQBkRHyKZbA5DUUEI74PTM6Bsx0ERYkT8juWFDYIBga459HR3UVA4tNcA9AxfjuMA/UNcdnTJVJhHXhzLppYoo1fcx7eOGb4TDY4kO/5v5gD5yvdPpWb/sznmxJExNXpLPE1tjUl3NkM2m3E7jmcHddoZp/GVb57Bj08+0+0ogyIvohIOSmJhybp1K92O49lB/e3+i/nbvedx561nuB1lUDT3BMgZgvYehT//ZfjOIuoZ2h5/5AZu+dXPufGGEzDMHf8i+MGHnsS9z5exaG2IBx5f6HYcz1byGnpfwCUXncyGdoW2pEJzd9btOINCcfyY2SCFwUI2rHzD7TieHdDZZ59FW7eCaUFPn+12nEGRXzad5RtyrFhvct+fdqgbHjxDxJWXn4GRTeFIhVjIjRWVBt+F513CcwtN2nsFy9c2uB3HswP65Q3f54V3NjGmIkzAF+4fkLSDmzV7Pt8/sIewL8Pu00bGZ/SOwGvobaNzLzyRjt4gu49WOGKayV9+PTJ69GbM3I38mCAUgDfffMbtOJ4dzOWXno5hCsoLVCqKFM4+5Ri3Iw2KY791HAGfQFEEXb0j46KRZ/Bce/21qGqQjp4A6YxJ1eiZbkcaFJFoHhMqVUaVqvj1ETK8wjNonnzmWRatiNHWpvPBqhQVFaX4fCPjIspLC0MsXe9jyToNx97xezF3BF5DbxtMPuBknlygIpHkRQzuu/lyxtZWux1rUOy760weei3NSwuzJNI79Br3nkF21nlnsaZx87ghAWf94jvsuefe7oYaJMFgANXvUF3uoKoj4JKwZ9DcdPPlVBc0YVmSTM4hmF/L/of8wO1YgyaTzrKxKYVPzSKlV1ue7eOue+7iqWf+SSwkiYYtyoscjv3uFW7HGjR9cRVdB7+uYdmm23E8W2FkXILYDi698oes7vCD0PCJHEtfunNEDGr/1LRJNYwrUwgHFHQt6nYczw7ill9fzpo6C58KubDg9ptuwO/3ux1r0AjpsNtUhXBARa3zeh4828dfH/oLowpaqa0EhwSHff1yystK3Y41qMbXWCxeE2D6OGtEfVZ7Bs57C5awbNly1jdBbYXCWaf/hNkzZrkda1DFTYWQLmnqEmRSWXy+oNuRPJ/D69HbCkf9+Eque1iAlaU4mOPJP1w84j44lq1twHYc8iIGM8ancaw+tyN5hrnnnvsHBaEkh81XEZrguG8eNaIaeQDZbBrbcZBSUlEgaGtrdzuSZ5hbsWI5Tt8HFOfrNLZJcuqMEdfIM02LvKgk6JeksiHqN3gTR3i+nL6+Ht5+/S6O2ifL5FFQXBQccY08x3Hw+SWKCrtOUfhowcNuR/JsBa9H73P09HTR2tNGNJxPJtvDy3cdw7jRI+N2zS0989Yy1vWkueWsVrr6dGw7g6LluR3LM0zlcjka1i9ASp1IyOQbB09jv333cTvWoFuzegUNLSoTRqn4fJJly1dSNsJOyj3bj+M4XPvLu7EdhZkTJOFYGaeffrLbsQbdylWr6U7qjK4MIyW89dZzfHfsPLdjeYaxvY65mKWtcNgchUnlKr+6/pduRxp0G+tbmValMH+aCig8/dpy9jvE7VSez+P16H2Ot164ivlTstSWmRw5fyyzZo/M3+rTvncwDZ0h/v7iWJ54fQwN9U1uR3LNofvlybmzwv96CCH+6Xam4eZ3v7sdVZEIIWnvUfnu8T9xO5IrJk+diSUFaxpgXYPglddH9oy2W9aWV1fb7qXn7kEIkBI2NAlOP/1qtyO5YtKkCXR2+2lqN+jsMVmxpsvtSK7y6urLWfLRE0R9kqAOmZTGLTf+xu1IrqitKaem2CGRVkhnIKyP7LGvw+Vc0OvR+x/OOf8CKgpzfHM3h6MO2JN99z/W7UiuGVNdQk2BzZpNARQhWLhwIWMn7Ox2LFd0dNl88Mz/n71OH/1+sYtxhp2HH7iYwmA39W0RSivHcu6pP3U7kmtCoTCb2tOojk7WgEh0ZH9wbllbXl1tmzvuuBk7s5qfft2hLTGab373Ercjucbv8/HBSpNdpgQJBxQQI3vSCK+uvrhb7voza1e/wf2XtPPy4tH87OTfuh3JNaqq0NojaGizaOp0iIVH1hCmfzdczgW9ht5nuPiyE+npi7G6SVBceSA/OGLkNvIAVq5rYm19F7uPr8ZxGNkDcKXAsn1upxiWfnHaKSiKn7VNJpedFGT3g0ZuIw/AsiwcU+sfS5QR1JSP4LoCr7a+oPvuPIuxJQYtXSE+Xic59cyL3Y7kur12srAMGyFUTHuE37zk1dUXcsl1N9K0sZlYJMaV9/v58523uR3JdaaTYcWmIPlhCPpHdkNvuNTVCP/r99+deOoFtLRHiQQEZfkKPzj+e25Hct29j71NxrCxyDGxVkW33h+xU1ZLBKbl+9fDs3V+c/tthAI+8iM+CmMB5u4zcnscPrVq9VoKo9DeJ6hrg/qmnhFbV/B/a8uzdV5+5SXeW5MjHJQUxSyOO/7SETdZ2L/r6+tmUpXDThOzhAMg0DANw+1YrvHqats1NDSwdGUT6aykN+Fw0g9PQlFG9imzbdu8u0xH0wWH7eGjqlyjp6vF7ViuGS7ngiP7t/a/eHvhYsK6Q0WhD0va/OLEkbPu0P9y599epTI/SlunTdawCQfTpJrOcjuWK6QU2Lb2r8fnEULcJ4RoF0Is+4x/P1cIsXjzY5kQwhZCFG734C7q7Oom27eJCTU6Qb/J1w6ch883dP8wDpbnn/0zFUUKX5lvMX+awvQxGn/5w1Vux3LNlrXl+XyO47Dww0e49zW45K+QsfMoKSlyO5brli14iLZulbV1Co1tBsmU5LrrLnM7lmu8utp2v7jgWmbXhikv9qEFBXvPn+12JNd98vFbFBdqFObDho4c76zLcstvfonjOG5Hc8W2ngu6Zegmc8mfH7iL9Q1Bptfq+CIlzJm1i9uRhgQ/WcLBGKqi09qpkq6xiXeuIjLyJiBFSoFpbVPp3A/8Fvjzf9+evAm4CUAI8VXgTCll95eMOaQ88teLae0MIpEkMyrfPs67gAIQ1jqJ5AVIZXQMQ2X1JkmgrZvvux3MJV+gtka0X/36anYa6+OUw2yKwwrHfv8atyMNCe99tI6CSIjGtKA3YeLTBYERfJuZV1fb5qln7mdGbYS3V3Ti01We//tdbkcaEjbWLeYHB5pIGaC82GTOGLjvqZzbsVwzXOrK69HbwpHfO4G/vJIgGu5lRavFLdde5HakIUFKSVpE+aTDYXF9jvE1aWZM6MO2BdKx3I436CQC29H+9fjc50v5JrC1DbfjgAe/TL6h5rJLz6K1I49QUEFVU1x33Y1uRxoy7ntZ4aQ74qxuMigtdPDrglRKkMlk3Y7mii1ry/O/XXPNWVTk9dLel2OPiXD5pXe4HWnI2GVqD7vPamVSbYayQohFFBzbpq9vZK7/6tXV1rvvnl+ybsUKYmGbvaYHeO7B37kdachYuWYhZ/yhl8beTTz9vkLGsjjhSJMlyze4Hc0V23ou6BavobfZ3/7+EBtaBVnLwbAlL/3tZrcjDRnfPee3gEQC0YDC1DF9WFYERwZIx9e6HW/wSbBt9V8PoFgI8eEWj5O+yGaFECHgUODR7RnXTW+9+w6LNwpUVWBLwbkXjNwZy/7d6hWf0Jc1yVmS9S0aPp9Cd8LBcmDRorfcjueOLWrL89kamxrQUMnk/OD4+fYPvUbep9rb28mLWPh0B0XY1FbZBP0+NM3H66/c53Y8d3h1tVXS6TQvvdtE0K+gqRoXXHjDiB/v+qlkMk1zt0ZTp85byyLkBQUzag0mVJs8/NBv3I7njv88FxyShm4TdBCtXr2S5Z+8y95T8plYEeCuX13qdqQh5aF/LqI6L8iYEo09ZwSoa1YJBTvpi+ehx94inD/F7YiD6r9013dKKeduh01/FXhnR7ltMx7v49rb/saqBp323iy/v+ZY70NzC39/5E/sOi7MkbsorNgAj71jMbpIYd5Uwaa1H7Dnnge5HXHQDZdbYdx2+22/Qdd0DBOmzdwDMcInidjSH+7/E1FVsGB1Pss2KPzsKAgHbNK5HAs+quNr33A74eDz6mrr3H/P2XT3abyyMMNhe1UQCITdjjRkvPvOIxQEgzx2WTNhXx6RYAOxsMOi1cUIOTJ/t4ZLXXmfDsBvfncN+QWt5EcMTjjucErLKtyONGT0xlM4jomQBpYJ7V02oLN0bQV5UTCTL7gdcdD1d9cr/3psR8eyA922efzJ54IJ0WCOHx89lpmzd3U70pBh2zad3TYTKnV2nuBjz5kSiWRFk0N1KTQ07xBt/W22ZW15/ruzzzmDnoTEsixieRGOPvo4tyMNGVJKGurreWVRPis2quiqQFWCVJRATxwYocsseHX1+c48/6c8+b7K/nMdZkyU/PinF7gdaUj5cMEHlBUmOXLPVnadvolx1SmqylrQNYvi2NBv7AyEbT0XFEIcKoRYLYRYJ4T4j18wIcRkIcR7QoicEOKc7ZVzZL47W/jOj07j7RUBmvtSXHB0mq9+5XC3Iw0pc468AMw0mzozmI5DRWGUZRs08iOS/GiMgD+BlHJE9dRICaa1fbvphRB5wD7ADrGWx/XXnkVZXph4ykYKgxNPONXtSEPKbXfdjRAKfp+fdCbNThPjRAI+ehMK738SJJG16OuLk5cXczvqoBqI2tqR3H33jeiaSjxlEfTBGWd5S5Rs6cOP3mZ1M7y+SWVymcrPD7LoS/aPfZUOpLKS+ro1jKqd6HbUQeXV1f/22mtPsaYhwKrmHMV5Cn+58zduRxpSerramTwuzXE3BXjw3Wkcv6eKYQYJBwWXPpjkJ/t38+I/n+LgQ490O+qg2pa6EkKowB3AQUAjsFAI8ZSUcsUWT+sGTgOO2p45R/Tlna7uXjp6oTQaZu6YPK65ZoTev/8Zstkcm7qyqIF8aooDGI5DLKQQ8KtkTRXTgoyp8NSDv8C2bbfjDhqJ2Kb7soUQDwLvAZOEEI1CiB8LIU4WQpy8xdO+DrwopUwNUOxBYxoG6YxFJKRRkq/x93u8yVe2JKXkvfdX0h13sGwwbJVHX4nx1scBlq7zYVqSeAoevP9Kcrlh/+uwTbasra2xFVdIvyaE+GTz0iUfCiH23O6hB4mUkqbGVmordaaM0fjB93eIa0Lb1SW/fISsBSVhh2hA8MlaSSggiUUgHBSMrdJ54elb6e5sdDvqoPLq6n9747VXmVUb5OAZEQ7bZ6cRv17ev7vshiu49k9hdKFgGhovLwzS2B6guy9MRb6fXafFefqVJ1m89EO3ow6qbTwX3AVYJ6XcIKU0gL8DX/s/25OyXUq5EDC3Z84R/dt85dWXMq5CpbZM4biv7eZ2nCGnYLczQA0yf1IBR+1awQ/3K8WnQyZrUF1iEvJDW3s5M8Y307H869hWxu3Ig0OCZav/enzu06U8TkpZIaXUpZTVUso/SCnvklLetcVz7pdSHjuguQfJGedegJQhoiGLmpooBQU71JKAX9rJvzgN27ERCLI52NSskR8VFEZhXLXg6P1tDpvvp7Yyzsp3TsHMdbgdefBsUVufZ4srpIcBU4HjhBBT/+1prwCzpJSzgR8B927fwIPnnHPOZPVGm6XrMhimYKeddnI70pBy7x3nYNuSqphgvzEONSEDTVNY12DT1O7w3nKbNQ2SDU0qp517I6vXbnQ78uDx6uoz3XTjT2nusDGNLKNLc3zvuJ+4HWlI+ftfr2PRagUNhYpwkN7uIP6ATWtXjoJYktd+/QlLVuez76wUE8O/INn5otuRB89/ngv+r4n5qoCGLb5u3Py9ATdiG3o/P+sCkH5AkDDh9J/+0O1IQ8aqDS2EZ51ANttHZSCHNGwMS6JrCqal0NBuUVJgIYQkGkoRDRkEfAbxtSOj275/kcz///D8f3/58+9xbIGqCOIpwXnnXul2pCFD2q2cd+FpOI7KuCqV6nKBqlrYtiQ/onH8EX3su5ODENDRYxHwW2iq5IOXL0FK6Xb8QbFlbW2FrblCmpT//8ULA8PyhXzptdfQNQVHgmXCtdf+yu1IQ0YikeSmG8/hT8/lKItBUZ6GpoJlQyYL++1ssLLO2PzGS7r7wLIFzzx6K4YxMpYx8erqv+vqaKS2Io5tq0glxSWX3e52pCHDMHJccfW1lIabuOg4ybcPENSUgI2gL2vTmuogJ9YTDDhoqkNeOE7A59C27i6amxs+fwc7gP9yLtgppZy7xeP3Wzz9vxXfoNTNiGzodXd1kE2Z5IUdCqKSZx64ye1IQ4Zl2cw66hLGFEaYWlZAQVDBMR0aWk2yOYeqMj95YY3Vm/zkR/vojMdY31hGKNBDwJ+hd+OFbh/CgJOAaav/enj+v3cWLKejx2RNfZrTTj3F7ThDymnnX80tLzj86QOTtl4Vn+ans8eiJ57jk3Um730SYEOzjz89J/hwhcUtfw3R1qNTGEvy/GNXuB1/UGxZW1thq66QCiG+LoRYBTxLf+/DsPOrOx8jnnYYXaFx5BH7ux1nSLn40guYUJ3jF9/0UVksCAZUdF3FsmFlvcOS9TmO3Mfk4HkKo8t0JozyceAuUF2m8tUTr8S0dvxhB15d/Xe/veMyRlV1cfBejYwfX+12nCHl+uvOp6e7k7rmMPGUyrQxgp98ReHQ2Q4nHhbkoDkF3PVMBUdfOI3jj9jItLEZPloxlqaOAh5/+Day2bTbhzDgtvFcsBGo2eLraqB5oLJtaUQ29G749ZXMmpChvs1GBmrRdd3tSEOCYZgU7HwSUX+YjKWAUKkq0CiJQSwkyBoOtiMpK/SRzSms2lTEpxcpWjrLkdKHYi6ka+Ot7h7IAOu/iqP86+Hp96NfnMXCepVYRGHi6BBjxox1O9KQIKXkrPPOZsk6DWkbqJgYho1hWhTEfITDDo6EuuYQdc2QH1bpn9tI4YV3BZUl3ew04SNWLbzW7UMZcFvWFp+/PuVWXSGVUj4upZxM/wD3q7d76AF27gXnkB+AhnabTR0Whx/+tc//oRHitluvYfpYHy0dCuvrHRThMHF0jt1mCgpjAk2VjKnuY1xNGyUFDqoKJQUGkh56EhpfneNw3a+uc/swBpxXV//p7t/fSFN7Pn94dCz1zUFOPulytyMNGX/9850s32jT1mfy8DsJNjYLEuk4O0+po7Yih21LSmIaFx6dzz6zfPh1B5/ucN9T5bz0QQltXRrvv3SR24cx4LbxXHAhMEEIMUYI4aN/lvWnBjwkAzjrphDiPuAIoF1KOX3z9wqBh4BaoA74lpSyZ6Ay/DddHfUcMs8m6IdN7TY3XHH6YO5+yPrtA//k4l89QmE4giIEKRNqiiSxsCDkF8QiOpoqKCt06OpTCPgleRFwHIfR5V3YjkY6qyOEipV7BSlPof9W/x2T5TXw/o94PM77G2FdO1TkKdx31fVuRxoS1q5fx0MP/I5HFjo09ilgO+wy2kd5oZ/ljTYBkSOTldSU2lSWBDAsSKQlxQUq3X02tRURVmwoImfo+PSN2FYGVQu6fVgDaova+rz1KbfpCqmU8k0hxDghRLGUsvPLJx14tm0hnAygUhSF+++9ze1IQ0JfXy9/vvdSoiEfpuWjucNkQ7NNV5+grkVSW2EjpWD3GQE2Noyho8thdR0IYXLUfqv545M1xDNZKooCCDNJX18veXn5bh/WgPLq6v/atLGVojw/qYzgRz++xu04Q4JlWZx86pk0dNu8+EmcoE9hYrXOjPEBbCfMQ2/GueZvSb6zp5/Jo4LkR+DJtxQef2M6k2pUTBNyZprZk3zEEzbrNtQzfuwotw9rQG3tuaCU0hJCnAK8AKjAfVLK5Z9OyielvEsIUQ58CMQARwhxBjBVShn/MhkHcnmF+4HfAn/e4nsXAK9IKW/YPJPTBcD5A5jhP/zlL9dTVQL+rOCcM3b8Kw6fpy+eIn/eiSAUEBAN+FFVHQWHdNaBqIojQVMFQkBv3EYAiZQklbEoL8yxbH0VY6takdJHKhsiL2LQsfpcouXHEszfxe1D3O6kxBub929uv/UKDp6mMrZEctkpR7kdx3W2bXPhRWdimArTx6nMGgO59TChwI9jOfQkbKyMTZ/jYFqCSbU5mtuD+H2QyTlkTMn86SpZQ+G5d8oZVS6IBA3mdf4CJXY4InS024c4ILaxtv51hRRoov8K6Xe2fIIQYjywXkophRA7AT6gaztGHlC333Ieu0y1qSyxqRm7u9txXCel5NLLT6WpU2N0cQjLzhIJaQgBNv0XHw+Zr7BiQ//vUibjYFkaWUNlTKVJzoQX35tE1tBRkMSCGRqTQZ587AHGjp3Invsc7PYhDgivrv6vy66+mPpWh8I8k9nTCykqLnY7kuuuvvZCerpT7D7doTOV493VCiVRhVRKY+kGm50nKSxZF8O0czR3mew8MUxrl824Kkk8LcGB6lIdVVXw6w4bmoI4i/6Kniln9LQT3D68AbGt54JSyueA5/7te1tOytdK/4WV7WrAuiWklG/SvybElr4G/Gnz//+J7bxWxOf5xdmX8eFSnY9WqCjBaVRWVg7m7oec9fVt5M87CbQA6GHQo7Qm0uQHHEblSZY29WLbEimhu9cgnjBJZxVyOUEyLensVnGkSl8yRFN7IaFgjpbOfBYuH00m2UCm5023D3FADOCC6cPSk08+wtuLTRIJg0N2CrDLvGE90/aXFk8k+M6PzqChFSJBH/WtPqaUq9z/8za+tkuWgKKhaQJHQkme4LD5Fi2dPhraTdY2GJQVGUyvVZk+HkaV24BGPOXg9ylkUnVYyec+N8NwtS0LO0spLeDTK6QrgYc/vUK6xdIlRwPLhBCL6Z9J8NtbTCIxpDU3bCDo0+nsy0NRfRx99PfdjuQq08hw269PxzLCTKkOUJSnEE/5WbiqjyXrTCoKfdRWaBTELHabmWNctU55sc3sCVk0RaJpOgfPb8Z2QlSXaWRz0NLtJ5V1aGxsZPHihW4f4oDx6ur/S6WS3PZkB08sydDWk+VHP7nY7UiuymZz/OF3p1FfnyKdgfeX+VCcAE9eaXHfeVmmj/bx0mILXTX54YEhrjs+j50n6PztlSwbmgziCcE/V6qksrChqX+m243Ngt8/m6OhsY6ulvd32MnEhsu54Of26AkhVCnl9hqtXCalbAGQUrYIIUq303Y/Vy6Xo70rTn5Apb3b4YijfjFYux5yrrjzUa797eOogSJikXzimSw41uYxeX5Utf/e48OmF6IokM05+HQFB4mu9d+OKSzJ7Mk5MoYCSBwEPX2FpLM+LFulqy9ERq8hz7ZQ1YHsOHaBBMvyevQ+9fpb7zN7Qoj1TVlO/OnI7SVfuXIRF19zH3MmBZk+xkddi01X3KY4T+DYglmTegj4bVbU5VNeKBhdJnhvqeTZ93SKYhLDdHB0C2SQnKnQ2iXo7oPKYgshHKRU+GDJWGbPGk1JcQqhhN0+5O1vG2trK66Q3ggMy4Uc//inm5k3RdDU7mf//f99GNXIUd/UzO23Xktxno/2hJ+VDRaVRTC7ViPkt1i0xkdZvkpeRMGRfpauSxL0FxCLKFQWmxREBWOr2vDpKooIkxcxyRkOG1v61/r0abBgvcncSQF6ehMU5EfdPuTtz6urfznjvIvYb4KfDzYZfPNrO94dR1srlU5xxRWns+v0NJPGdtLcXUUqodHdF2TlBth7bgcdCY39Z5WRM8L0JjtpbI8R0FSeWmrQk5TMmtzNS8uDGE6QrrhE16GhNYMNmDb843Ud9HxKp3VTXVHk9iFvf8PkXHBrzsDXCSH+Afzx31ZwH1CbBwifBDBq1Je/x/fiy89GU30IRZJXMChLVww5jzz3Ht86+04wk6iBfHKoWFIh35+hN50iFgxR6A+jKSAE5EwIq+DzKYT8AlVVaO7IUZivkzMkK+vC6KpNUb4kHLDJGj7GV/fS1hWiIBant/M5Pn5rJXP3vcLtQ9+upATbGfrF/d9s77q6+7fnksioxAoVJo13CARCX3qbw013x1L++Mf7cGwfO02MUlPmICV09EJnj0UkYDNznMZfnh1HKhMlHDCxHWjr1jhktzgbW2HJ6gCxEET9ARavtwj7HQI+P3lRQSSc4KBd2/loZSnCMXj9rU6CH17NEd+6HiGG5+/hZxmutbW96+qBB+6lKCpQFdjQnOaESdO/9DaHm96eRp78x80sXGpTFFNI5/zEAoI31qZJr1SpWWbwwz10dp+qUFHkQ0oH04bdZvppbjfpTvhJpn1MGVPP8+9EMUwfmazCzlMMNjRJIiGNwjwFKR1GW5Lpo1aw6eOfkb/PfQjF5/bhb1deXfX74MO38Skqumpz6Ew/x3zjB196m8NNW2cPd955K399uZnpo0OccdxqKkqy/ObpSm4/sYsNLQrPvV3DI6/V8udXIkwdJTl8J3jqjRBjq5PMmgh7T8tn19krWF9XyJRSP5P295MfaSeVFnT3xJg/I0A4lKEwmqWxqYsH/ngtp51+JaHwjnURZbjU1dY09GbSf4/2vUIIBbgP+PsXHBzYJoSo2NybVwG0f9YTN68/8XuAuXPnfql+X8PIUVMM4ahJYyvcfO2OvwTAp7p6k1z9+xf4w0MvkDQVFFXHcQI4jgW5bkKhKGFFkMgqxPw+FEUQ1CFnQSYHmgp+XSJRsCwH05LYlkM4oJDNqQg/xMJZuuNhCqNZfNEcoaCBafooys/QE9/k9kuw3fVPqTt0u+n/l+1ZVwCfrDJobIdE2uGhP46cNYgymRxvvvkGHy56nVQ8wepGhaA/x6RRQdp7VBzHwVYM/LpCWZEkazq8vlhjzniL/LDD9PFZ1jXoTBqtsMfMLDtNCPDmRwKBpCknSWcFG5pscqbDqAqLg+dDXiRHd0IHdPriFtJxEOqONeHRcK2t7V1XqZ6V6JrKopWSiy8eOcv/OI7FRx++w6NPvsKEqj5eWySJJyUgyOayOAIKAw7CUMjzSYQQ1JRqpLMOWcOmK2GQzcHKOg1w+KgjS13LaBQFOroMJIKVmwI4EqpLDIQQdPXaFObZ1LeUIGWc6VYczbdjjdny6qrf80/fR08iQnGB4JLzTv3S+YYLx3H4+OOPWPjBP4kG15PL+cgLqSRSNrf8bQp7zelhaqVCfZvKwjUKPp9gbEmYsvwcJx1Rh5kbRX6roKo0i4PFX9+FTe2jGVemokkVRyic9q1WdM3mkjunIyVUFen0pXM8816I8kKHE3o3EQrvWBeshktdfW5DT0qZAO4B7hFC7A08CNyyuZfvainlum3Y31PAD4AbNv/3yW2PvO3q6tfwxkcwZYykJG8H7D7+N1JK4skMtu1QutdZOLkehBYCNBzHQNECFETCFAYgrEE0EGJMUQjLAVWBrrQgkROURBySPSAFKKoEKdE0BcsGny5IZwWGpdDQFiCgW9i2oKM3SG1FG9XlbXT1FFBQEKOv5SEiJV9F1XaM3p5PF8kc6QzDpKxYYpgKsybtmPfg/7tMJoOm6Rx4zHmkTZgzRqGiUMWnC9Y3W1SXZnlnqU1pnsMjyzROOaybHx3ZyfINUVJZP985JMFri2LUNeaTFxGsqiukvCiDYdokM6Ao/b0S0QBUlvoRMsvaZh8/v7GSqbU6LR2SXaebBIIxXnn5Wfbedz/8/h3nKqlXW/0yGUEkrJMzbQKBgNtxBpxtpVGUAO88+3OEcBhdFqGrT0UREsO2QEr2n5ekMAZN7UHmTbHZbabANHO8slDQ3edgWA4OkkfeUIhoNlnDIWso6LqK40jKioOoiuTdpSnmTJD4dY2ungxzJqV495MIeeEsgYCft994kWlzvkJJcb7bL8t249VVv4JYjlg4RmVxH5U1492OM+AymSx+v4/rb7icvECWoM9EExJFyRLQIkQDgsfeV3ljRQnf3tfHC+8XEo8LhJCsyGbZ2OXnovsm8LWdbPx+g0dfzcOwbbqSJsJWqW+XjK12aO7KcPYt49hjZppx1UnWNQQpLXB4+r0CYiHJnIkGN//hba46pxB/aMeZG2O41NVWjdEDDgdOoH9ZhF8DfwX2ov8e7omf8XMPAvvSv2ZLI3A5/Q28h4UQPwbqgWO+9BF8DsuyuPvPLzBpfIBQXjkXn33OQO/SNZff/gh/fuINGtpSqKofx0whrQyoARQcVJnAsC3GlhShqoKGtEZMM/DrkoCuYDmCgA8URZLMQU9aIeaTOI5AERAOCXRNRdcEmqYgEf2tQPobfLrW31Bs6ihl3KgmDMPm/eVhRpU/xydrF7D/3mOIqq8TKD2F4sp9XX61vgQJ1jAo7oH28N/vQfdFmTwpxCln7bgD2t96+23efedl1jX2sq41Q2lQo7a4/09nLutQVhigskRwyK42Pp/Be+t0WlOCr0xXmVJaTHuXwfL1ZUhpkEinWLfJR1OHpKbMoiPh0JWQ7DEDZk/UaOyAVY0WmgqaqtDeo9GX6J/VrKJYJy8qMa0sR+66kAXLm6n78AG6rKOJd77HjFnzqBr/XZdfrS/Jqy3eePkOcjZs2BDi1l9d4XacAbNixVKeff4ZjEwD4ypTPLOggKr8CJNHqwT9gp64wuRahdqcBcLmwZcEeRGbyaMVTFPDMGwa2gS6Co6ULG406M7oTKlROXC6gW0K3liqUNRpUl6oYNoqliNJZyUfrJCEI1CVr+DTHWrKJbaj8/qHknhyIb7nFrHPXnuS7H6H6ppJ7H/IiW6/XF+OV1c8/9zjdMTH0ZbKcMt5v3M7zoBpaVrPHx95iMa6TkpjFqPK0xy6ayer60aTHxGsa3Y469hudppg8uGKYqTezvsrVByrmoCuUJcwWd1oE89qaIqDX5F09qhMqFGYMzFHa7fGqEo/bR0OeSHBvMkKqazk2bc0Pl4d5sN6hVmVKuWFUFkKK5oVCqMaKmu4794rKR+9N6+/uZydp5fx/ROG+fJmw6SutubWzbXAa8BNUsp3t/j+Pzb38P1XUsrjPuOfDtiGfF/aIcedxdsruth3Wh4vPLxjNfKklKxa38y1f3iBR/65AGkkENJB9xfjCBUrFwfbJOTzU5YXxjR1etI5ikI+0qZgUsxCEQrI/sacBAJ6/yPkh76MZHSxoKRAw3Fk/xTWtkNe1L/5awchoCCawzRV+pIasbBFLJxCEQ5ZU6Wrz4eiFDFzXJJs7/vkRBTR80cSzX9gzNy/uP0SfiGS4XFf9kC6+LLLWbmuB02Dv913pdtxtruGxhbe/+B9ln6yiMmj2th1ksVbywNoih/TksRzDtGgQmWJTjIrsCyL6eNMMlmdHx8g+XCVYP+5HaRyhTR3xdjYHAD83Pt4CMexKC20OHzPLI0d8OObIRqOUJDnIxpxSGUlQZ/C+oYMPh9MqQ3Q2GHS0pViyqgYPh+AQnVplpUbyzCsd8mPOGxa8wap9mcZt+tfUIfpLZ0jvbbu+8v9XP/HdUyrUfj9jd/f4cZgdnS08e4Hi7Djz/LWRyp9WR+7TLSwbB8lEYuwP0hvSrCp2aAnDjPG+wgHBRuboCimEvDn2HkyrG/QaGzXqW91kAh8AbBsyVHzVA6YoyGEysRRTcTTlWiKIJGSTB+fYuaEPt5d69De6WNsUBCLSlBUwEcqI2jtzBLwCVRF4R/PvcZzqyAvsIJDnzuT22+6Bp9veE6ANNLr6t333uEH17xAWUzhzouOJhjcsXrJs5kuFi9ewR8fewnF6ECaAcqLJKPKBfkRyftLI7y12EENZPhwjcH8aUE2Nedx6G4JvhkK8/TbEaaOaSKejDFxVJzzfl+EZSucfIDApyVZtE7hxKM7UQSc85sqWvsUMCWdfbChKce0cQo/+2YnebE+zrltDL0Zh4/rDZY1BslYkqICk2RS4W+vBMnkFjCxXPDwc+tZvPwsLrv4PPILyt1+Cb+Q4VJXWzVGT0qZ/G//IKU8bTvn2a5amptp6OrDsB02tRtux9lukskUebuchCP8/d8Q/eMR8BWjCjAcAAHBUlATINPkBXxkVR+oUVqTkqhPEt7844YlyFoQ0MAwIRKEopCgulhByv7ZAKWUFBUEEIBtOei6AAmxkIWuSXKmwLEVsjmHkgLoiRcxcXQbRflp3l0yg46+MFPH1VPXXIWiqPT2Oax975sE83aleuq57ryQX5AcJldxBtKmxl58Ghg2aNqOMauqZVmcfPqFaNIgL6rTm7Dp6LFYtMJPTalg3tgAmayP+tYcumYwdYyBaQdQhcUri3O8vljl6L1h5UYFRwp2mtJJzuohHi8HJU4q5aeiWGPGeNBVlbX1Km8vlRiEuPwRhfO/mqGiwM+UWp2u3gT1rQqjKwJEgipVRTYvf5JhcStc+a0Qry2cjE+XSKlQUZQmk1MpLUwiBGxccCyGUsvUXYff2K6RXlt/e/ZjupMKDV2S4pJat+NsN3ffcQltHT34tBxL6wLsMsmiMBKmutSgtVsllYqSSVv09pmMqtBY32BTVgRjKg10TbK2ATa0OGQNH7vNcNh1Zpam9gixcI7OXoWyvCwnHpyHT1ewbAdNtfjjU8UkUhY1ZYL8qEI2p3PXUzoLVmWYN0ZHAN09Gn97QWVRk8G5R/rZaXKQhlYbIQR7Tg/w2Ccmp+zvJxoQ/PY3l5HMKVx2qVdXw83zz99DR0LHtCW77LqH23G2m5tvvoFEbxMFsSA9aUlbu8kZRyepKmnl7Y+rqa2UtHRG6OjOp7Iwxd/ezRAL22SzfiaM8rFio4VlxQjofsZU1TFp9DoMM0JNeYJXP8xDFVHiWT9f31vy9LtBymIaBVEfNWU+ehI5xlQkOHh+ipYuH5Vl3fTGVWxLRVcEKzbp6FLSlUlzwZ8Ec6qCtHZLdpmoYeRsxlT58Wkqzz52MWsa4IrL7x12F7aGS1197ijCz2rkDQe33nU+Kx5Yw82nJrjyjCPdjrNdXHfno0Tn/hRHjYB0wEyg0D9YHaFiS4GQNroZh1yc/HCUaDhGyrBJGA6N8QSdqRR+FVIGZMz+X9asKbEcCPrArwsUBTRN9K/35ThIKTDN/tkEfbog6Bf4fdCb0mlo85POgE+zSGVVNjRFEPT3ADqORmE0ztiqDlJZldGVzeRF+nAcBV3T0MzXyCRa3X5Zt4mkf5HMTx8jzSWXXcJ+O/uZPk5nl9nD80rcv3vv42XMOuxMnvzQ4qMGhaI8nbyIIBx0sB1o79XYY2YjBdE0u0xPMnlUDp+usKqhi1891sSyVpX6PpWPNkgMR1JWnCIaNnnpwzD3P58jm+lftkRTFfy6RFWhpSPAobsGKQxDSdRm50m9lBW10t5jEYsUEA77iYUgk80RDEiOmF+AoP/3bVMrbGgCTTXo7BMsW6/x8coC1jVEyI+mifnW0rbpeZdf1W23ZW2NNA8/8RSvrHLoMyz2mOCgDNNe2S31dLfw8mMnkkralBb4OfN7q5k/tY9EWsXvEzi2n0PmN5DOWqiqw67Tsuwzp5tvHZRhXI2f79zQxLHXNxP2K5QXCHaebFBTJtnUArFQnPeXS8ZUpkAKHNm/llXA18FTbzi0dfdPJjZjvMERe7eRteMcf5Cf63+Yz+hiPzPG+xhdqVJdoiMEKAp0Jhw+3mjQkzRp7zG56VidoOYgkLR2qgQ0yV/uu8Xtl3WbjeS62lTfxKnHdPLBb9o57TADv3/49+alUhl2+8qpPPN6E28vheICm+piyA9BWWGGgphJIqWyeK3JCx9IqkvT/Pxbndx3Zh4v3mAzeUwH+81dhioSjKnqoSgWp7q0kw1NERatLGZcVYqXPzZJZfKZOkplbLnK2oZiWjoriIT6JxvLWQbVZSrxpJ+gP0hvXwWX3TOG6eMUxlYqfG9vnVBg84R+muTc4/qIhXqpa+/lw4Y4a5uTFEQt9pjVzoFze7ny6lPcflm32XA5F9wxLsV/huaWEGvrQ/iEn28fNXwbem0dPUw74my6euKACo7Tv8g5gNBwhEpIV7ExMXJxpJnCdEwAQrEQtQW+/sacBa0pQVlEQ9/8zjenBJXh/ok0FrdZjLcUokGVsUWgCAddE+hafw+FYTiEg/3jHOJJi3Co/zqBaSnYDgih0JtQEYrOmx+PY3JtHqvqKgj4DHabvYI1m0rw+yAcMkmkDFIZjeaOavLjv2DKHn9EKLHBfmm/GAm243YI90yq7kFKHwGfyjnnDt9181LpLFddfz1zxnTyy0fTTB8VZeE6qCw08ekqUqp0pFTGVUpO/HorVaUGxfkJNBWyRpJ7Hq+hOBIkZTuUhhx2Ga8xY3SA3qTCkg1ZPlo5gYYmi3eW+pkzweSre+R4f6lGX0qlpcvh0Tc0Tj4K9pskufKkFqSEq+6pJBYV2I7Ep0tiIZvRVQLTUvHrUJoX4Jl3DCbWhHAkvPi+YNZEweyJJpoG6xuDVJZE+WhlNYWxp/hK+SxU/zAa/D6Ca+uxp15mYjk0d8FVl1/hdpwvzLZtfnnz7Tz/1kZ2nSrYeWIEVXHImRa9CR8tHQEyWYWv7rOBxRsMfnKzjwOnmyj4KSkQjK3pY+o4hz8+GWBMuZ/RpTrhoIJpWuQyARJJhRUNOc48dg2lJQF+/8QYDts1zocrQFU1ZowLIaXEEYKv7SNQFD9LVufR3SuQEvy6Sn5UMH9GB+8tidLRrfL1OYL6rgQLFqsIAbMn+FnTkMG2dAxLUBCVREIOfk2lt7uRrrblFJVNc/ul3nojuK6OOukKTv5agN2n5TjuW8N3/WQpJb/67X2Mir5GS5dCQSiv//fZB6ri4NcV5k/WeHVhOYapYttB3ltu0dYtmTPJZk19KTkzwN9fKOeg+U3oms3yDfkctmc3k2sz/OCKuRTGwDAFJfnFJNIpGtqTlBT4MUyTD5c5xIKSZMYikbRIZ1VeWaCSFxEU50scJLPGWvQmNWrLBaWFKsfsrlBaEOM7hy6iIJZl8arZPPaOwej8APkBHV0zaGjx8+Qbo8gZkO1+nEDh191+qbfeMKmrHbah9/2fnoq0A1z1u2kceuh+bsf5QvriKUp3OxEjl0MLFSH8RUgrBYoN2S4qiyvpTOuo5JhZGqEv51BvCywpEFoeft2PEApZSxLQIOSDcfkhHHKoisSwHCrDCiGfoNeQlEUFJREF6UjqumFSef8Ho2VJohENIcTm22Igme4fGxENK+RFcgT9ko5eH0G/g6Y5WLaPuuZC8iIpqkrb6OguJhrU2NQSIp4MMX3iRrp7ihld0U0mq2LH/4GW/yO3X/KtIhHDort+INz4q1/y1V0TWDasaZ7pdpwvxLYsjv/ZxcyqNWltdbjjI4WxJSGOP1BwyM4qNzwqmTYuR32bYH0z1LcJpo8v4ODdunjiTT81JQpL1hSSMxw2dFtkHD/5/hzRcI6W3hBt3SqTaiI8+EKWQCDAxFE5zvx2Hzkjgn+nDHkRP0vWqxREbZaus8lmA9z7XB6WJZkwWkNTVBJpKAgprGuSKKpCbaVNztAAjXlTBIl0jmRSJT+i0JcM4NMbGFWRZE19Kavrygn4IZkJsWnlXxk7e/jcGj1Sa+u9d17mW/upfEeFp97XyM/PdzvSNpNScvfvfsmr7zdgWQpFMcGGdsGMsRolhTYBv2T5hkLGVEmOOWgNjiN48p1iWrtNVtdbVJfprKyPouuSUCBFc6fGjw/OY+6kBA0dFqalkDMclm9UOWqPZoSwuPORUYR8Gi8uLCCRcJg6xqatWyeR6V8KqKHdobZCsnKjoKfXxxsfBQCbaFiwpj6fg+a3sPHxSkaXB0ikdYJBk7ICeGdFH88s7OP7+5TQ3qPR0OVw6DyN7riCX9d45Z9/5ls/GD7rhY/Uuurpbqe9N8AVf6qmNJZiyYtz3Y70hVx63d08+9onTB4tmP2VMKapUVuhg4RoWOHu51IcuUuEe1+06U1p7D0J5kywCQcEh+1ms+v0PrLZIOsbfXyyTqO9t5wD5yXIGjoPvZzPMx/5mFTq45h9kjzzts43DuzghjNbWL2xlJXra2nuFHRloTiSpqPTTyioEgkJSgps+hIBXnhXYUyVyo+OqufhF8ezoRFSWcHClQZSSqpKy5gzKc7Keh+IIAVhSUmBSjqr8uBL1fg1BU2D6259hquuHD4NveFSV1sz62YRcAWwB/09lW8DV0kpuwY22pfT0GqRH9KxpcMPjhs+vzif+snFd/GHh18F1Q++MLaRQOoRhFDx+4L4AgF6cw6apuHHxrAdMhak1EKmlkXZlJD0SR+O5eDPOoAkGoCaYsGqtiCdKSgIgq4KWpKCVd0qR0ySCAlZEzQhWbLJprlPZUYVTAlJQKIJyGTZfC+1REpJNOSQMxQSKYWyQouAv399I0eq5EXTGJYglenvrVOFpC/p5+nXZ7H3nHWkswHyYx0ItdTNl3ubSAm27XYKdzz1zibCQRXHFpx22vCb3OiV117lyaeeQpg27yyBmRMCrG5wyAspvLwoS9a0yQ8KmpsVRpU7LK4TaCo8+UaIR17XyYto5HIR/H6HbNwgJ7OEfQpLOnzUv68wrchi9xkKo8t02nsD1DXlOOt7Sfy6Qjan0N4d5L1PgsybIrBklqP27GLJ2hAtXXn41CD5EUlXX//vmCMlM8bHiQQDLFweoLPPIJ012Hu2wm67ZLjxrwF2mRJECMH6pgJqq7qw7Si9yf5bsB0HLKrdfsm3yUitrb8/+hQ1JYJwSHDLtZe7HWebbdrwCU898QdSWR97zw7z8sIsHXEFRYP1DQ5lhQ49CZWe+GjGVecwTJ10RtDSUshZX5UsrdN5/iOHUcUWsWA+EOCgXXuYOT6JIwWL1pTQl7TpTSjEIln23qmNPzxVQTypk1ciKMuHw7+aYv7MtSxaUY2mFOMPOBTEBG09QYryFSQW/admCpUlJqPKJHc9XcnR+9gU5adYuEKhPF8lGhE8/kqcZMaiqdsgkXSYPspPS6dDdYkka0hyzvBaZ2+k1tUVN95AXzZDQPdzx5UnuB1nm3W0N3H9L69hU4tOWFdYswksy4+CQmNnBr9PJVZg89MjcmSyNoXRCI4jqWu1mTAqhU/TiIUirN7oZ9+5G2jq8lFbGWR0eYyFK6Kc+d1GXlniY8nGMKZl83UnwBF7JZlSm8HnswmHMixYofLk+zbf3j/JhFEBTMukK65QVtLNvjt18/GqQoQoIhbO0RMXJDMmLX0W+bEI3z0kSDxl0NNXzKsLSuhIqHTGYVI1jCrTaWy38CmS1h6bwqigs3t4TXY0XOpqa3r0/g68CRy9+evvAg8BBw5UqC9r/cb1pNIqqazN1LHD5HbAzb515m955MXFkO0CHBAC1CDRUD6GI1H1KKqqoWAjpEKBT5Lv1+lMSwxboUhzSJuSGSWC7qyJ5VgEVI2IBgho7pEI+pdLSOQEVQVQLCRlWYgFBbYtMe3+E0VLKlQrkB+WGIYNQtDVKxGq0r9wugPprMSn6iB0NFWSyGgoioXfJ/FrNoqwUUWQxWvyqClLEws77DS5gaaOAkwzTM4MYNs5SqYd4fIrv22G8v3YA8UwMhw828/Njwp2GasxpGdi+jd3/OlJzvz1U5x+aIzxVUH8msHyDTneWhJn9jg/a1syvL2yh3AwwI8PrKK6xGZCjUVpgcKzC9PMm1bAhuYsX983h3QSvPSBn5eXxenqS/WPlVX9FOYXoKuweK1JWaFCOm2RMSQdCYt3Vvpoa9JY0aQQisGYGpv5kw0WryljVEUfmayN5UBjm0ppfo6SfEksJPnxUQ3YNpzzm6lYNqiKJJmxWVWvMHucpLLIxLIVckaMVz+YSk1pjsaOMJajoKlZJs7+rMmPh66RWFsfr4V4UhIISKLRiNtxtlpPy+s0rL6fj1cF6EsWoioSRZGEg1BVbJHIKixeY2E5UBQTqIqJaes89MI4coZkwqgw7b0mk2oUJo2C4sIWxleE0FSdoD9IMmPSm9BIpn0UFxr4dIeJo6CxrZjG1iL2nm1Q1xTEMByefsfC74/w4Isxzj6+mbFVJguXF9LdF2RSbZriXpUFyyTdcYfD90ygKLDrpEJW1GXZfaZDe48Dug5IdqotoqPPIJnQGV2mM75GoSTfpjsuCAVtjj/hPLdf+m02EutqbKlk7gRJbanBnrvt7nacrbZw8WrOuuQO5k1ymDMpyrgqh4dezjFvsmB1g8PG5ixvr+4mkYbfzKnByAXYY2Y7u05L8+hrEa75Wzsp089Bc6rY2Gyw56wkm1ry6OsLkM0p1LXY7DYjRThoc+jOGV5YlCCZidDcATkjRM4s56NVFfQlfew5p5OldSGSiSgbmhRKCjVCQcmEmgw3/7kGw3Hwa2kypsHND9QQTylMqg0jpYOUCrUVFtVlnaxcn8cuEwLsPEGy6xSHdY1p6logGobVDZKiPMmL/7jV7Zd+mw2Hutqahl6hlPLqLb6+Rghx1ADl2S7+8bdbufzH8PRbKnfefq3bcbbJEy8vBDMDqg62AUoQXfUT8fsxbElnzgTbJKIJRkUkPQakLYeIrpCQEksqSBRURVIUcAj6NEy7/8qDYUHh5jXLHSSlEYlPA10RTC6EnqQkLyzQFInfLxifp2A7EiEUHKd/Fmqfv3/xWRMI+FQK8jQcCcj+MUUgSGUVVMVG9zmYVpCc4bD3TvXEU2F01cBxfFQWp8kZEFCyxCJJHMdGUVSkdDCSy9FD41HUoIvvxGeTw+S+7O3trtvPYP0mhUuPMfjW8cNrQoLFHy/g5P2DmLZDImOxYJ1JMiUYU+KnrcvhzWUd2A7UjtIpyVfo7IOOPkle2M/M0QJNFaiqoKygv6EV9Am6kwaoOqqdxudTGZUHlgOK1j9h0YxJXby6QuGHvykmazgcNVOjpliwrkMQ8luMLofehMorCyup68kxoxpAYCGpKEnTkwixfH0JLZ1QUWxx9H5xXvswSH4sRDwVwbRyNHeqtHaZ1FYo7LFHO0G/JGuoxNNByouTpJJxwpH+i11Llm9gVFUJBflDd4H1kVhbp5x1HrPG+qlrtbjm1OG1XtvypYtY8HGUxi4HRZi0tFvUt1tMrFLJGRqVRT5qywWmKTl09zh1zQJNtaitdFi2XqM3KYiFFQqiCpoK3z2knbc/nkw6qxML92LZKi8vrAQkZfkm0WCAhjaVlRunMG1MmvGjMmxs0unqdXhnaZSr/5BPT0JSXBBixvhWHnopj8mjHaaMAV2TlBapNHaYLFrpx3IkltV/6/MDz5mgCCqKdGzbYc8ZPpIZm+YOk6pSH+msIBqJ05fUKcwzaGzYQHXNWAB6uxvx+cOEwgXuvhn/w0isqzt+dyO7zUiyy1QVJ/xVt+Nsk+XLV3DAHAiEJVkjh5QKp37LBulDCJ3dpmX54VfyeX+lwX6zW0lndVbX60wfm2XOpAQ508GSDo4jsWyYP7OexavHMH28TWcfKEIwZUwPQsD7K2IsWBtmYrnDjPFJDMugMKbwydoQvSnJ4rU6e06FdC5EZ69NflSypt7ho1VVJNI2fp9krzk6u07vJS+cY8UGDUUJYVgOHT2S6tIkYyr7UBWTPz4XoCAiKAjDO0sgZ0JFUGNMhc3Y6jR1695gzIT+oVatbW2oikJJSYnL78ZnGy51tTUNvdeEEMcCD2/++pvAswMX6curKhWEAjC+WqAonzux6JCxeFU9puWALw9UHxh9YKcI6mHac6ALCGsKWVtibl7XLqRKFAQZw8Q0LfL9QbKOQkvcoSKmkDGgPQuOhFF54FMgY0oiAcnajgTNvQa7jy3AsNT+WTgNCRKqSlSEEKSzNhKBocCMCQGaOyx8ukrOtLAcSTLtEA4qSAnxtEJpgUU4AJat0N7tJxqyCAZseuJ5SKmiqTZZI0AsHCcYsFEUcGwF24xjWBla1t1LZ9smouEkkZCkoztEW3cekRCMnXEsFTW7IoS776kErGHQXb+99cahN6nR3m38q/EwHDS39VBTkGB1s8Hf3spSW6gzrTJIOAad8f5esh8eGuD1xQaNHWmEEHQmLPKCOumMRFMUPljWS0dc44p7VT5pM9BEkmgggJSSwlCAhBmgPeWQNCSRtMo/Xs2wIRGgMdHfqIqGHMK6Q2m+n8oihY1NaeqaVd5cInlxvcmP9lQZVSpYUZch0arR2K7h11SefnMUXX0Gu8+Ms3BFKRKdwliKgD/HB8tMArpD1pBUFPcS8ENjhx/L0SnON0imgrS3NxPN2dx932M89NwSAj5JbZmOdEwyBqhC5chvfJUfHL0vmub+LI8jsbaqi3vp6smnugRmzZjqdpytZpk52tvqmDEhydf2zbF8fZYPlhVTVW4wZUwaVYFV6/MxLQ2fr38m52jI5s3FIerbJJYtaOlMc9juEPALmjskv390Aoft0UEm50dVLQzDz4SaBIoikTLBY6/nM22Mj9EVKh29Udp6Qkwdk+XNj1WQgmm1aeKZMIWxEkKhtew6I0NrRz4fLNVp67aZONomZ8LDr6iE/RCLZAn5VRQFTMuhvdugIKZhmA6xsEZBxGavOSkMM8faRpXmTujq1SletopwrIwHHv4nL732NhKbuRODWJbDK8ttelNw9vH78r1vH4bfp7v9Vo3IulqybD3zxgkMU7LP3sOnoSelQ9um9/l4vcVTi5NUF6qcsF85fl+OXz9pEM/CPaf4KIxazJuoI4SBxKazp4j3ljqMr07w94vzCYdAOjbZnEEmG2VNfYC8iEN3HxTnQ3t3mLyIhbDDPH6hgWVblBf3T7JvmILFa6L0pmBlnZ+CmMWPDm9jytgeXl8wgYKIRiJlM6rCJmOoLF1nEgsVU1UiaOoI4dey+HWN8mKoa86jrNDk/aV55Ecl+WGN9h4YVa5g25KgX4AUjKsQrF61nNpxu9G66Rkuuf41LFvjkD0NRpWlefOjGBubfey35wy+/vVvEwy63xEwXOpqaxp6PwXOAh7Y/LUCpIQQZwFSSjmkzvh6ehN09GrEUzqHfvUYt+Nsk5vufQpsExD93QLSRlV1pND7lz5QBVFNw2cYhH06vVmJogjCuiBnOuQFNQpCEolNbyqLIvwoKuT5HSrzVNI5iSMFhRGJKkBXFRTRP/WtKsC0IRrsv+c4lXVQFYHtgGlJ8mOCpesymBYYlkkqK9l5UhgQSClRFciP2FQUO2QNMEyFDU1+Zk8wcGyJYWmEfFn8PoNsLoimmeTlxQkGDTo78+hrupXm+nqkFORMHwHLR8DXg98nKC8yyZkOLzz7CGMq72GPr9yNrrv44TlMruJsT7aVpbHdz7hqQc24fd2Os02efvVDXv8kid8XIKALfLqKAvh8gnQOpo+zOfkbfo7cI8jTbxeTzjoURLI4tg/DkhTGHI7YU6W2wuLuJzX6UmA6FpPK/Kxuy1Ed1JlUqdHYbfX3fNN/pa9QV1DyLLK2RqEuiacgZxuEAyrvLu3vCc/aMLfcZvV6CaaDbQnyogLpCBA2eWFJS7fJj27pY5cJDt/YvRS/7vDMezblxQqxoM2GRoFp9U+c1NYVoDg/zozx7axvKGT98kf48xNdGKZDOAhZA7JZE8cBW0JfLsdPr/kbp/7yUZpeuYGCfJf/nI+w2nIcm8oiydwpDWxsn+x2nG3S2NRMV6/B0nURSgoMlm3qn5Bl3iSFMVWSzl6Vd/ocwKC8ROOTNXnkjBYcJ0JLJ6xokRw1P0VZcQ+PvlINUsOyNZraA+w0pYeG1jCLVhcye2Inje0+DEsghARh0tYt0FWFdM6itkKhvEji12HGuAiWoxLwmzz28gTqm2OUFdkUxHRiEUlhTGVUmU1Th0NBBL6xP3T22ry9WDCq3M/qxiy66tCVTZEfDHPUXhYSiWU71Lf4Wb4hQ15YULTsXf700Gt8ssHo/wz1CSZUOGiq5Iidoa5Nct39T/PJJ09w0VkXUFYx0d03a4TVlZSSrkSQu/5h0p3R2GcYTbpu5HLEExkm1oTIX5siLywwLQchQjT0pNBUUISfnoTO7Y+adPSGOHy+j9ICjVQGevJylBWlCPgUnnwvQyQC08eH8PtyNHcWoPssnv0gx8aWGMcfmiOZ7h/P3ZvSWLw6QCho09HtZ/bEDAG/5Ol3dF5Z0sGlPzbJCzukcwrBgMKu01Psv0sLf3i8hu64j9YuC7AJ+ixeW2Tj122O3t/H0vUqj78Vo7k7yTU/sWnt1KlrLsMwbfJjDqvqbJY2QFsiyLy+1cT7zmH/OXUcc2CUZ94uZ/b4FAAChXGVJqPyn+X8q1/lsL2/yWGHuvzGDpO6+tyGnpRy6N7n81989YcXEPKpmLbCz8/Y1e042+RvT70Bih/0CJhxECp6IB8kFGqgILGlwBI++iyJdCQZqTBakUT8fhSlf5kEVUBFfgBHSnIW9GYdSiMKiuiftj3mE0hgZlWE+eMiZHOga/0TrAR8kMhIVtRLwn7J2ApBflQlnrIxrf41UUryFCbU+HCkJBygf60xWyXo7x9S2NUnaO4QjK2y6egNMH1cL7alIfwO0XCKcDCNY6uowsI2waeZZJIfYtmlSCmIhlJIabCxqZhwMMXE0S0sWVNOMu2nqSOfP951Fj/5+c0oqjuNvf6rOEP/vuzt6corz2f+DB9L1uX4zrHHux1nmzz88BPUd/k5fG6EJS0BNiagoihLbR4ctrvEp8Mz7zm8+LHKskaLn+2fYEODn0goi09TWNFtcdJR/eOMFmxQKQyG6EonGVOmsaEzR0W+SlUhdPYqVJcLDFT2nKLT0OZj+aY0fVaKmVVhGnsd3luvElRtpuaDogqmj/ahKdDYYeLXFfILFJJZSKYt/LpD0B8kGjaxHVhRb5LOpJm5XqEr7vCLowWKUCiIObyzxMdFdxQxaXSI2ZPSfLSqClWxEMpysrn+iY6ifklJBPIjCo1dDvG0IGmA7dhkLJh1+Ll88MQNVJS4dwvaSKutI449A8sMEAoHeeKB4TUJyz1/uJuDdrZYttHgwHNUulJpfnFEL4vXRXns7RCNnQrTqiQdcYMH3+/ix/vGePbjJN/cS1BbUsqM8TYHz+8h6M/h0/wIIcilDGw7hGX30t4ToDuuc+8zQcZWOIR8pYyrStLYrjB7kp+gBjMnmnT2Klz/SAuqCr+bXI2ZE1SXZVCEJBoy+cb+a3junVI2NvkZWylp7/VTWexD12wURRLwKcQiOrZjU12sU1IkObQ2yserbQwLQkiefjNMYZ6P3abDhiaDiD9Fab5GTYnK9FqFMRVp2rp9VBQLNNVH1rLY0A6vLw2wxws3sMu+l1JbO8a192qk1dXjf/0x15yUobEtwEFH/9HtONvktt/+jo835jhgTgcFoRjLm2HW2Dg7TxH8/ADBphaNt5bmaO8x6egJMGei4INVJkKzeX+jw4QKhVMPjVJZAne/ZNGTUthpXJKObguEpCvu0JuGtm74yz91ais1fv07Qc6A7+4WZ3l9iGQqi6oE2Gd6EfvNESyr7+bFd8fQ2uUQDTkU5sHtLwbpzVWwxyzojpvkhS3aesKEAoKc0X/xcclaH119OSZUhdlvrsPEUUmiIYeWTgdVVZkzKctrSy3q+2yqM2EK83r453sxJlTGqGstREqLNQ0BTEPl41WS4nybSaOyzBwrWbfmMRYUlrHLLu6d5w+Xutqq5RWEEAXABOBfK01KKd8cqFBfVHdvkkWNOiDYe4zhdpxt0tLeAyighsAx8Gl+pJQENQ0B+FVwgKwjUBRJzjSQtomtRenLZSkKqmQMQc5SKAnbOI7Acvqv8ktbp66rv1GWMvpnEfxUwC/ImhKhQCggEIpAVx3CASjJg6C//zZJnwYgCAUUhBCbZ90UZLJQXiiw7P6B6qal0tUr8WtgWBqGJbHt/ltHN7WUYNoalSXtZA2dGA7SBkcqgMmYqjocKcjmwtQ1lRAKWAj61+lDBqgozlBV0sWq+gL++Y+zmTz7GMZO2muQ36lP78uWg75ftziOzZyJCrpmE3T/LqRtkjNMpGNRGPRhmjaH7WSwZJPCed+2KYxCKqOwdKPNeb9PE/SpTKyOsmiVv38yIkuiCEnGcnj6TR+2UJhUqdDRa1ARCVIaFBy7c4Ss1T/5xPSxPsZW9C9Dkh+FDa2wvCVFScTHxlZJ2hBMr5ZccrTNPU8IAjoYhkV+kU5+TkdTFSQqkSA8u6CFoBbl8PnQ2e0Qyy8iqinkRxXWNto4EuIpEEB9q4bEZv70AB29FvGkn0w2gE9z6Ozr72WQsn8yDEUIYhGNMtsmk3MoiyqYMkAsrNLQJdjr65dy4rH7cf4pR3/uazsQRlJtSSkJ6uALCvoyw+uYpZR0dqUpyo+zsaWAPH//3/qla2IkUn56c/3L+dRrNkKozKoJ8fE6m7VNgpc+tPnRIf212d5dyHvLfYSDgqYuGzPn8PaSAAtXjidtGSDS2I6f8gIdIQQnfSPNwpUKS9aE2HuWwZjKDH0phfJCH9/YvZysCeGQJJMNMGVMF4fv1U5tZZK19aPo7PUzd0onr64wKQjDvLEhTvttnJqiIJOqwhhm/2dbMi1o7JDomp/6VvjuTa0cPNPHzIk6oNObdLAdg4KIyv6zFTRVwTBDqIpKMu2QH7GI+ARH7hTmG3v00dOXz4MP3Mn4CdM55ts/cOn9Gjl1BTBzfDelhWlMq9DtKNustaWR6WPiRMMWR+wCTy9SGVUUoq1LI5FMEwsq3PSPTixbMqmyjLaEpLEDDMcmkYXSmMYna3VW1+WojiiMLrKYWNnHC2+V09SRYly1yQGzIT+sYDth0hnBVUc75Edtnl5QSNJQOf/bQUDy0WqLvWbHSaYraO10iKckPs2ipVdhcb3kR6qGqkJZocX4Ue2MSit8uDzGobtHaOnwkcpYVJcLiqI6a+oDNHfk+PtLAVZszHL9z/pwpEDqgoylkheVxJNRWtsV/vhkOVnDZuYEBQWLxg4I+qGhU+Wie0ooyjepLQyw4qM/sXzpm5zwY3eWEBoudbU1yyv8BDgdqAYWA/OB94D9BzTZF3D5rf+gNOIQ8guef+h2t+Nsk6NOvh6kDVai/+xNCxAN5WFZGTKmQUVRmJ6sQlhzyBoWMX8A05SESNOdtaiIBNA2jzPoH78n+q9oBgQhf39vnQBivv+/T03t/8BWBAR8AsN0NvcQqMQi0JuwCfhVFEVgWZL8qIJh9d+mmc3ZKJt7ALv7FPpSNiDw6yqxqAIIAj6LkN+mq08j4FNxpEARNo5U8PssPlo5CdvWmFi7kfxoHHXzeEoFGF0J0VAO01Lp6CnCsn0UxnL4fA67TI3jSOiou5/K6hoC4dpBf7+Gw5S628v6FS+iiCRt3QEuuXR4TW50zwOPYmEzuhhaOgzKiyQ3fT/Hm59o7DVd8OuHe5k2tpR5EySq0JgxSsWwJEJIdF3ywTqLZE6hJCqYNtaiJBamsU3SHbfoTTr0piWH7+6nslhh6fr+CyDRsIGqKnT22excEyORszFth76cyqE1FoURQWGkf3KkTR0Ozy5qoShWxIxalXDEpLfbIegL0dCboblDY21bmsNnayyr87GxHXYep2LZkveXSjp6BYVRhUmjHRpaDSaO1mhsVxBCoS8FTW1BAr7+RaAdCUJKFAWK8xVK8lUa2kHXBItbTLrSJn1ZwV0PvsmBe81g51nu3G42Umpr44ZVBH0SW8L1l57sdpxtsmHtYiaPVnh5QTmtXVAUkRRFA3znoBRr6sMcud9Gbri/nMN2tftvfbSKaem2+LhVYVRZguV1XSxfH2RlnZ89Z0MmLZg/pYddZnVQWtjNn57amapwAE2FMSX2v8aLm6Zk9SaduVMk6ZygoU1w+xPdnPdtH60dOqMrWpk8up1Vm4pZU1fE6voC3l5SxPurJd87MMuSdRVURJPMnuCw80STTK6AoA90VWVTh004KKityDFpVDevLxpDXyrHjIoIEysjLFtnoCgOhgUTa3K8tVghlZHMmqhRUaigKgAqLR02kYjGvHGweGU+laV+dBWU3CKWL5/BtGk7ufKejZS6SiSSvLukhNmTOmnLDaN7NoG21mbmTE6ysi7C9w5bj213M7FiLsmMpL3bZnSFZMEymzOOyufFj+GTVpXGtMOvf9THhvoQFQUaqWyESMDmlY8sZtcoTB2bprUzwl5z/Lyy0CGVDqEpgnDQIJ4SKIoNWGxshbDws1O1pLPPorLYoTWTIRJ0yI86zJmosrYB4okcM8aFubZQMrkqR3lxEl1Ls74pSEuHxgvv+8gaNmF/FsOC8iKBqmbZbZLNTX+JkjOhNN8h6Bc0dcaYVwvCsGluS+JMgJqSKIm0QyoH9zxvMaFMRUEhGNTY0GqxvjXKiUfk2HVGDk2FB55r4N23X2f3Pfd15T0bDnW1NbNanA7MAzZJKfcD5gAdA5rqC5BS0rL2Q+ZWOnxl9wnDahIWgAVLN/Q38ABQ0IWgu6eBeKIL08yiaxIDi6yZJeJTyJoGPk0lPxigJi+Eqij949sE+FRAgC37B8DrKiAhoIOqgGn17yroE0gpKIgKIqH+n3ccSS5nowgojKmkMza6pmBLSVfcwqf39/w5jiQUEEQjKsGgwKdpmJZCb0Ju/sCTJNMK6ZxKTyKIdGw01SEvapAzQkipUFXaTVlxNwGfSSKZj2UrOFKgaRAKZHCk0z9FryNp6sjx+GshckYOXTMojPUyubae3vU/Z83Hd+HY1qC9V5/OtPTpY0f39luP051QqKrQiAyjSVgA/vL4k7y1Mk59T5ZUVlJQEMe2dHabrGCYOVY3GGxqTjJ/aoiaCkHAD34dBIINjZLyMMyrFSRMleZ2H4piM6q8fxZaKSESgN5khlX1Fh1dOZraE4yv7uPBlzK0dxus7+glY1gkHIWCiGTJWsFVf4SuOCgCwjrsVFuAtHtp6+3hxU8sGrsslrTaxK0QG3vTLFyf5LUlfewzw8SnOSxan2R9Z463NwiiYZg3VTB7osZeczQKooLiPAlS0tRusr6jv/dPArGwgqYrrGlOsa45w5OLEqzvSPHK8mbSmTRRvyCiq2gKnH/Z7Zx4/h3EE5lBfb+2rK0d3YI37+Are/iYOUFl1oxpbsfZJs8981dGVSgEAjYZG+ZMSdJmOJzzQJjSAouCqMmp3+ognVM5aJdOgv4M7ekcCdvPmKogVYUKJ30tQdJUgDjvLcvw9icxSvLSlOQbNKe66EoYZHIWS9dJ7n8+TWefxvm/K2Btg58VGyTdCZWf3x5COqVE/BEKor28/L4gGkmjKFDfXsjE0Z0YdpKwrpDNFaGpGqUlOpta/Dz5hp94EmpKNaSUTKxSqSjS6YkHiQRtLMviw5UWSBXbERTm+RFCpbHT5u7ndTS1v5dh7mSLwnyLtm6Dzl6DdS0GpYWdXHjC6xy2x/r+cZilKXae0s4Lz/yJt164ESMzuMsQj6S6uuzK83nmgyDPv1PFQYd8x+042+SZp29CVfKYOyXIc+8U8vKCAooK6/juYUspLuhD13SO3EcnFowSTwWJ+Bx2m5rjiF0zHLV3go5eqCruRVUTfOvAPr55gMPcyT40zUcoIKguzVJWmKWqJMXGZpg6xuTpD3Jc+xeb3z5qsbbBIJGCZBqkTHLoLIO/vuyjsVPHpwuiIUHOCtLZm6SzO0NlSR+rNjpIBKtbIGP70RSNSEBh+niBTxf49RyzJiS46zmbPWfFkRK+vp8BQkMRgtnjdf4fef8dZtlVnXujvzlX3HnXrpw756BOaoVWTiAhIUBkTDzYGAP2wceYDwecsLHBPsYYbMAEYbBABIGEJFBCKLa6W51zqO7KuWrnsMKc94/V+Pj6nvu5TQukhvd56qnQu9caVWONPeeYY4z37UqbuK7Lo/tdfKVRCjpyFlettsllq0zk62xYkeeN1ynedG2cuBNjdEqSL5msW2rzzFPf5/3/z19w9NTQL9RfF8pe8FxaN+ta6/rZdj1Ha31UCLH8527ZfxNvfd8f4FpRT+KqBS9dmuP/Gza96sNgJkBIsOIQetRDn2h7psFMsncyBKKjAymgWK9TEdCXTdIai2bjbAPwASQCkFLjBRGhihRQ86IHE6IFypDRw1n3NNV6SCoBfiAwTRlVAFRUlq43QtqbHWq1ACEg5hgIqWn4YDQiSQXHjjaShhklehaKhmdQqgiKZYNc2gcMZgtxYraPkCZdrROEocSxffzQpFxNYZohlhnN/OVLDqVKDMuU2GYURQJFZ+sUgoB8KU6hksSxnuD4s49T0jew4dJfwzRtft4Iw5d+uf6FwBOPP8yBkxmkFCgaL7Y5/y389T98leNjNrbVYMfJPG2pOFYsxZXrogOOw2eSvPmaZrpbo/jZujyg1jAIQthxqEHMia6TS5mkE5IglMwXAuqBYq4MLbmAjGVzekTih4rmtKQ1K7n/GVBKkEuZ3Li5i395vMC6FoGNpu7DTCkilfAVCDQLOySXrW3n1KhPylIUq9CXsRgqNNh1SrC+r43L1yjeeJ2iJSP4k6/lkbMCK93NhoWSRiCRnmJ8JuDQKc36ZTEsQ+MYsLYnxmzZo1pTrFqQwAtDRmYMbCug7MF8xQegJyOxnThSgxcEHJmo8uiRx/mX7z/Dm152Mf/4p++iKfOL0Xf7VYitfH6O+WICQwr6Owovtjn/LezZ82PGpkOW9NR4zbXjZLJx/vqbzdTCkIonqfsWP9mxlpmCxpACKadYu7TGRcsF399jMDZuMW+Y9HVotq2WnB7tRNNgYs7jsR2rsZ06n7nfojVVpzenuW5lnBsuVkzNVxmfgzlLsPeMIp0UCAOu3ajp6wj50n0OUph87F/WsajHJQhrPPycTdw1WL0Qdh4u49gGGxZEGkNnxmpYhqBQibpfFvVE68bwBDy1t5ffet0AC59J8dBzWSwzOoVNJ0xs2SCsmXR229QaPsm4IlSamge2XSUIDXYeDnjLzYAQJGKCdLzC2JRFT1udL9w9xDO7/ohLN/Wx5cp3E4s3/0L89qsQVwAP7DIxAMt46c9O/UccPHySz367zG/elsIwbGbyfXzrUZ9P/e4ImWRIsSQZnNAs7rWxTcnijpBYDR7Zn+LISJmB00nyRQfDaJBKmly7eZp9xxx2H2vnui2n6Wqtcuf9WRxLcuMlBidHQnYe8rj1siqP7kgjBKxcmCBf9Lhs3QyJeEClJjh8wkHpkGpNUK2BEIodJyxeuU0xMNrGdN7g5JDPlavHSLh16uVepDCoeg4bVwS87NI5LFNz7TqDgdE0cxXBg89ZpBOK02MOzx2I9hX9zQYaQakqOTIa8PKNNqapuHWL5LtPFrnpYkHda3D/0ymm501++HScRd2SxX0hdz5coq+pwZ1f+DjXXhpj3dYP0t7R/Qvx24UQV+dS9hoRQmSB7wEPCyG+D4z9PI36WVDKF1m1UNLVBu9625tfbHPOGcdPj7L74AlA/TvTJn4FhQanCZwcELWEGdIkaZkUlIXlpsg4FoLo9EOKaLP609ZMy4BULBJGz6XAMaOkTgjIxIlySCKmMikEdR8sU5JORMmyUtFcTzppEHMjGlxERCWrgXQ8enSUjl5nmgLTFAgElqloSoekEyHNmRDD0JhGlKROzaaQhsKQmiA0mMnnmCs1MTGdw7J8iuU49bri1Eg7KjTo7yri2FW6WgW/8+bTrFlaQAoFKMq1LOg4huEzOZuiNr+Tg0++g+Ls8Z+rz7TWhKH6949fZtxz30OUqwHVus+b3v7xF9ucc0a5XGXPrp1c1J2iI5ugLWPy8i0uV6+v4AUBU3kb0zBIxgOUDpEiwHU0TemA0ZmAWkMzVYS+DiciIyorTEMwPB/wrZ1lAq0IfYPBqYDpgmZqXmGakmODIdWKweJuk+YkjM8GuJbDnlEDZZo4jqAeQn+bQTZlMF2SzJRNwKS3zWZhp4khBQtz0WwuWlKuS/aeNBmeNGlLOazvS3PpkiZMCa2pKP5GJjVP7w+xLA0oTo97DM+ENPwQUwjmKw0Ona7w9LEGrqUZK8YxZZzOTBPbVnSTcNKYGgINY8UqY6UQzAQZx2L7rlMsu/H/4YeP7/m5++0/xtYvM/7p8//C5GxIoazYfPm7Xmxzzhlaa9L+JwDJzsM2+ZKBg8W7rg3ZtMDing+FrF4QYJshAh9T1hkY7WR6PsGpUZOFrXX2DEiu3lxm3dI6vi+xLcklawL+4B1TmGaD9qYKH311BSMMee6ET2gVmZyyIbR4640GN19m0pwNOTmrGK0ZPHU8xqlhl1wKNq9scO3FJUYmNUdPG0zNWQSB5GWXQKUOUCduC1BQKEfasZWaou4pcuk6nc114jFNra4QwI1bq7zrVo8bLp7DMRWNRkgyJlm/FBb1Cvq7HAYnLJ7YI8gkqizqTLJtXYItK5r5g89cwsFTyzAMwemxLH7osG5Zld96XYFyzaBUGOXIs/+TkYHH0frnu1n8VYmrZ597lkIdih4sWND+Ypvz38If/8U/sKQtxo+2B3i+JpPQvPqGGXYc7OdjX1zO4ESMqqfQ1Mik6rz/NbM8+CfT/MaN83RmfV522RDXbpll65oS/e11cmmf9uYCfmhwbLCJ3o5ZPv2hI1yxoUwQOPS0GXzsdw7yZ+85yZtvnuE9t2sWdzfYutYnVAl2H8mw86BNb7tgQadmSY/Bin6HnnaHubLgoV2CrpYqiZhktuDi+dFesr3ZpCkDcwWfUHs8eyjJ6bE01ZpLU6aGZcKJYZMdh0I62kaZLPuESpOICdYublBtBLRnoBbU6W4rEbNDbtjYxI+f72M6n+CiZXMMT/iYBgxPKr7+4zIHx6qMV3wGRiWPPFPiO9/8Q770b9//uT/vF8pe8FxYN1919ss/EUL8GMgAP/y5WvUzoOzB/lMB4iWgBfXfwa3v/bsowUNghhWaEm3UTINyKM6W3xQoH9uM09CCjBMy52tCIOHY2FKhdDR/ZxpRlQ4dVezQmoQbkabkq5pACSwLRkvQm9Ukzv6fk1OCaiOat2vNagxDIASYhqBcCxFEVT7TjC5um1GVsCULtcbZyl+oMN2Igcg0NUEATemAyTmDFf1F0smAYtlACknMCSLdvVKGuUIzFEBQJeZ4lCs+9z25GS+Q9LWncJ0RDp1KcvGaPFNzaWoNzZmxDI7l0Jork47XqDcMlDZQOmT7/iYa3kdxLJv+tR+mqXXlz8Vv6gIYwH0hEGITdxWB0i8J3ZpzxSc++0VashKlNOsXp7j+4hQDE/CNx+K8wRSkU4JMUrO0N8/YTBZT+niBScPTrFkQMjUn6A4MLlk3z6ETDoWyxWTe59BwA9eApd0mk7OKVQtt2rI2B06VGJvxySYN7jsMF/dpaiWNyvssycGZvKIraxC3TQZnSyRsl1OTEWHSwERIe3PA8FTIdEkRs2Fpt0Nrs8HgVAN9dqZu33GD2brgDdfk+OqTAc224ok9PsVFCs+XVGtwpqbx/DozBY1tRtV3Q0r62xIcGfWYrfjEpY1jhCxukxTrkqE5QcyoM1+psbY3Scpx2THkkYo59GcMkq5iflrzzg9/jnLd4zN/+nbectsVZwmZXnj8KsRWW1NIQTeYLQiWrdj8Yptzzjh19AecHOwkm4TZgmQm30rMBcf2eePlNpm4IHQDulprrFhoMZ3X2JZHsQJHB00u6TWJLzWwnTKHT6eo1B2m8zU+/PYjmIbFfU+6/I9X1ikUk2zotti0qMSJE0lcJ+TRY1WuXW9TrCmeH/KwDJuWtMFFfTYDYzah8DBkjLsf0zQnomfftQOk1Dz0HFy5uUpPS4Hv/8Shvclg03KwLDh4UtHZavL8kZCeNoNKLZL4OTzQTE97g+7WKo6tiLkBU/OaVNxgWX+ZQjlGMg6GARtX2Ow6DJmEJp30GZzQrFlkkS+FnBgKaM2aHD2doaNlnHRC099pMzYd8MlvCy5Z9SVu3nInzX23snLN7Yif09jJr0Jc7T14mhvWGziW5mN/8IcvtjnnjGPHj9LbJqg3BNNFzYKuPJYhGBhNMjZj0NkCs3nNkakSb7whTRB6nBix6GkN2dRv8+nvubxiS4bJ+QpP39POpuUOX73fReKScEOScRPXLfL6v1zED54OuWH9CJ/57VH+4vMLmJ1P0t0GqzZIbMvD86FWF+w6bHNi2ODKjVX+/PtJbhYG63tNMknN6j7JO24bob+7xJcf7OfEGZt7n+hkRb/CcGqcGDGIyZBCI+RT99Z43y1xToxoRosxfu0Gi/asYFH3DP2dHvVayEPPmoxMKmbzBglbkHQ0CzobHB2RzJXjbFraQIqA2XzIyoUe8zWLKzdqntgr8GoO6/th4+IUZ8ZqfOTm03z2W70c/NEj7N99P9dfdRUve/kbfm46sRdCXP13WDd7gdLZjzXA7p+jXf8tzOejvt+nTzV47M4Lh6J6dq7I8VPDRAN1dWSsCVdqatICfXYTpTU05rEsgRcYlDzoS5qUPYklwbUESkMjiKp6UsDJPCzSUPcFUvg4poVpCNoymumyoDuj/5090fc1uQQknGhWb3o+ZHGPi2NJCmWPINBM532aUiauY6C1oFzXoAWpRHTvVDxKGONupLknBWgE5aqmOePTlosYUG0rRGvJqeEs3W3zVGsJgkDj2A0W9YyjlGSmkAKiVs1IULeJay8+QTLu8/yRVg6casMPLNB1lvUZtOaKXLJ2nLhbY8+xxShtcXo0wBCCp/Z+gXVLCqy97CNkmxe+YELrWkNwAZTrzxdhGNKeqeD7Fte9/I4X25xzhlKKp587zMqeBKsWGTx1sMY/PyWJmxpDCVpzAtPQtGQKFMou2WSVcjVg+0Fob3JIJx3uuKbGxJwkm7C5YoNHvhxQKBtk4zFOTmmQ0NxkYAg4dLpKLm1gCINk3KA9pfBDRTIGDR8uWqpQx8HzYL6g6MnEmC9qXEMjbI02YWamwTMnfCq+x9XLXFAB390xjcIAyyA+CUvaDPwyPDcnabN8yo6g4ZnUPIFjRRIpV2zwmMsnyCTh0KDP+GyAIaFUhfaUTcwysE2N8qAjrVncJjg2qjg0UmKu0uDouGBlV5KWuM11q0zQ0PAiIpczcxLXlHz0b77Ne/74Kzzwud/lsk0rsKwXbgH9VYmtixYeJbXao27f/mKb8t/CM08+zKFTKWbzHnuGTXJNGYQK2XPM5523+QghmCpWuPcnKVb0QM3zeMUVI3z7J8u4dgO867YTjM862IbB336rxMlRxaqF8xwdNPj+UzmODKf48v0WE7MOCVfT0+4wNBExW7YmDY6O+Nyy2Wb3KYiLBq/Y4rJ3qMoDUyG3b7bZcdLnqdNw9XLFpYt96g3J6JQAJEvMLPmiw9ZVBn5gs6TXQAjFPbs8HjwZ8lvXC57cF9DTahBzDZ7Zl6ClycHzA9qbo4PLrraA0SmDci1OEAQ8f9Tn0rUxhNBsWGHSnPZ5ZJfH0TMmdS8k7ijGpm3S8QZKx3DtAmdGe+lp9ThyJsFrr6hSrBdQgcXc0A8ZqH6NROcHae/dgpDOC+a3X5W42rN3P42GZvHCn88B788LTz/8N7Rks0gpuXefx1UfCuhtEfzmTZ10t9ZoSoEUmpVLobN1ktbmcX7w9DJQPoVSkrQZZ/thODMWZ3xG4Xk+YLJ2kUGhXGcqH/LdJ7p5aHczX/jgPAlLs/NwlmcPNBF3wDIUucw488Us+0869LQ6JBMht2wzefZQjEsXKV51SchMQTM975FIF8mmSjRlCqzqV2jf4LXXVwlCh5v+0kZr+JvXl3n+UILrVhko5eILjecpDpwIqHVbHDieIdNUJGbEac9JNq+aZsexGCdGDF53tcUNF1cIQzg1ZrHjhIlfqzDwfILBCcktl/gs7jZIxOFbj1lcvSHgn++fZKbs0ZSu8/obJpm8ayGdOYODB57n5NFnueqam1i/4Qak4f6X/jhXXChxdS6sm38OvB0YIGL4h6h77yXDuvknf/KHLG2XrOx2Wbr4F9OX+0Jg+ct/G1QAUoKZwDKiti0bHylMsqZAa4Uv0pS9SAOl5BlYNUmTA6YU2GbEtFDxomQr34CsDa4NmZRkZEbQkYVAaVxb0JnRTMyDVtDVFBG2dDYJ0gkDwxB4gcK2JKHSmKZB3BVUGwrDiDT4IjbP6CRUa4lrazw/quqZBpSqgkQM4g7k0h7xmKZYtsllqkhpIUSIaVo0fIclCwYpllKEyibUEPomCzqnaXgWhVKK3o45WpsqTM+3cHhA8sDTKTJJn2IlZK6gmJo3ePftZQAyyQqLuodJxmPUGxlS8ToLuqeifvLH/4J8pZPXv+0vXxC/aS6MU5zzxV9//PcIlCQUPpdtvXCqDv/8xS9jYtKWsxiZ8pkuaRqhYHWv4oO3zpNLJVBacOh0jqaUIpNo0NseEHddlvUJMskGCM2CLp+n9yRJJTW5dJWxSZuWdnh+3ODydoPuFhgYbVCtaxoeLOoSCKFY1xaxHSUck9liwOHTknX9UK8L8hUYL0Ral7kEdLdK5gqKQkWzvAOOTQo++FoDITSjxTSThZDRomTzIhsvAD/weerwHCknixQwWResRVCpwWRB8MjOaCN7dCpkx6jB5u6Qnqyk4SlqPqzqdXjqhM9U1SBQimWtIfkKdDc1UQ0KTFcN6oMVMskEpowWsoliSL0BE6U6jgHxeA3XtHjj+z9FIA0mt3/2Bavu/SrE1mc/+wlqpRxKwft/+6YX25xzxuz4dtCSI0OKSl1QakAuKbHtOh+7/hAnh5bgeRaHjjVjEXBqBEwzxomhNCoQ/OM9iq62GDddMs7Bkx1olSKXrrC0y+DT307yG6+aY8epLJ1NzVQrIVNzIeMzLumEwAs0N21u8OptdSZm2+lpCth5vM6zxwyEaVP1QqamQiwFCUMgdYAfQKES6bt6AYxOgx9EXQm2GWCZPo4NN1+s+cR9gnt3aFa1aoYm6nzgDcMMjrcwMRtnzWKb8RnBnmOSZNyiLWcyOx/Q8A1mCwHbj9W4bF2N7iaLpnTAtnURg/Xvv+0kSgu+eE8Pr71xEs+X7DzYTCYVkVAs6i4Qj8GJoYXsPh7Smp0jk9aEY3/L9GmHldu++oLNm/8qxNX27T+hr3WaMDC4+ZoVL7Y554z5uRkcO4HrGBTrgvmGQKmQ8TlBIhYwNGlRrmqC0OOWbT5aQ097jes2l7jnmRh3Pz3OW6/JcWV/Au0bLOosMTmn6G41GJmp8MyRImtrbXzx8R6WtQfctNFDypC3/10HJ+Y1Vy4VjMxBb8cYe48Ldh3qQq3wmSjUWbnA4rZtDTqbNT/ZE8f3NHuH8tz9ZEih3M4VFxX40bMJSlVNoVyjuzXglg0CpQWZpEsYSpYtENRqJmv7IW41WNgZEoYwOW9zerKFiWKVE2NVtizK0dchmSkXGJpO8vS+OINjCk/DXU/YdGYUWxYrHtlpU2tI/uq9JS5ZN8dsYQH9HQXmyopyDT71rXYKc238xqs9HttlMFeuUPYDZks/5Jknv8Hb3vUPJNMvzFzshRJX51LRex2wWGv9khWmk0IShILWppduj+x/RrFcZXZmLvpGacCk4gd4fgNfxgGFMCWOAW0xm9maYKZuIg3BrG8gpaI3pWgoODwDC1MKr+qTS9hIBJ4PbRkIMhLTANsSmDI6nQ+1wAuINPMEeIHC8wWmFmTiJnNFH4FGSoGUgpaMTcML8IOopbMpbSKImDeFiBZRrSUNX6OBYkUQhBrTsGn4IYlYyMRsGkN6mCaYpsKxGphmQMOPYRqaWj1B3K3j+RYrF04yXywRhCa1usnwRBsxxyObClDa5tRIA6XhpkvHWNhTRAiB7xusXjzEKg0HT64gEQsZm46xbcNe/MDguf0G4yMH6exZc/7O0/qCOMU5XySdCpdsrvLAM2kM48JoiVYq5PPf2EHMsthxpEIiZtKaVrxjZcA7biwxm7cYn6ujlEsYQLUm2LpmgDOjzaxbksa2GiTjFRLxAscGe7EsgSEbnBxNcfmGEj3tdUbySWarktZAMDGnsU2NY0Wx0fCjWdioihawaYVkdEqDkrTmJJ3NJsm4YjIfsnGJgWGEzBUiFtzOhMmKi1ye2CPo7/C5bEWKfFlx986A3pykVPGZLcFNa7PkaxoVCrYmwDA8Tk4ZlH1osyARMzg+HlD2BeVAkk4aIBWVmmCmEFL2JYbQTJUEA9M1etMWDb+OtLKYhsn63pC2VCTJMjYXoEOJawksAxohdKQthucDFILulOQzdz7I+95+8wvjwF+B2MrPjOIrF89r4MazL7Y55wStNfuf+3tedlmZxX0JfvScy78+mmH7kSJ/9j8O0d7sUavPcWKwi2TCpDUHh8aqvPGqIg9v70QKRSPQ/NU3snzn0S5W9Es+/OYB3vTnC/jC4DRDM7B5lclH3zjP8cE0tSDk5CQsahfYliYI4dr1gp52n+HxIi2uTXeTprfToS1ukDn79uSYsKlT4fkmW9fWaG3SaOJMzgZsWO6z97jBbF7g+SErF+bJl22kZ3HbCs2xieigZUFLyO9+upc3Xq/ZvKqBZWgOlywcy6UtF1UHyzVJ3DXYvCrGA/sDvrtX8sOPFKg3LLIpeN9rC1TrNkPjNptX15Eizg+ezCGFTSohaG+eYd+JTmYKBp6vmStaBKqJ2zuPEo/5PH9oFYd2/D3rL/vQC+XAX/q4GjryVbasUqxfIlm3fsuLbc45468/8XFOT1kcHPJ589WwtkcSN3JcvdokX4yIv6bzkqPDUGy4pFyDux5dzisvs/m1GzR3P6X5yf4S3U0uybhFvphgcs7DMkNODFsoZTNbHkPrbmwUb/1EjHe/YoaRGcFkBcaKAfm8xTs/tprWdIx0Elqb5sAKufuxNGsXmiTXNbCMKs+dtnnTDYp4TJCfT/CdR9byO2+occ9PTBZ318hlC/z2zQm0Dnl4j8FzQ1F1yJB1Vi20edVVDlPzNTatmKVYyVKflcyWq/S1OhTKmkKlyCVrZrliwxiF+SyjUy2cnpZYhmZZT4Bl2jSlIR1Gun2dbbNMzNj89b+lKNbKXLVWcOx0O11Zi2f3C3Yfk+TSgt99sw+EeAE8fP+HedUbv/DCOO8CiatzSfQOAllg6udrys+O7UcVDR9uab1wJBVe/zufiuhlpSSeaqNRL+Fj4GNg4hM0Ssw2QlKOiw4NHCuOWaugRMR8Z+JTDE2KnsA1FUMVScq0OTEhWNeiiQtBua5wLUkQahKWwDAE2aSgozmaXfJDjVIaU4qIZEVrpC1wrOh7y4ySRIQmlbCoewoVKkqVkNaseba6p0jGos/SgJyrScZ8yvWoQliuWcScSJdsZDqF1oI1i+eYLzbjBxbJWINCOQ4aUvEyyXgDP3CwTY+4GxG4pBOKmFPkmk0mu49ZLOyS2Fad+5/qpqM5YOvaMiEhpYpLKlGnu3WK2UITiXiDfCnF80cWMDjeTK3xGVpf9XFMK3NevtNcGCKZ54vbrj5NV2uFgdGlL7Yp54ynn/0xmUTUJimUJm4rRqsWTz8j8Oo5Ll4OHS0ax8rT31ahoSCXKSFlSDqvGBozWNQ7QtwJKVcTxOxoHmLTigaP7LD4/k/S3LjWJBFT/Hi3z8RMpEF506UhO44aPHtYk68LLurXJB3Jsn6LeEIxNuuTTYQMTjocGgrpbNaMznlMzAiaU4JkPIrN/g7BbEHwxAHNN58d5arVCd68zWZiEooVjdJgm5K+FpiY09GBjDJZ2iIwgpDZIuw/WeE1W1zu29lgQRbKNUW1IWlOCw4OewTKJtSCYggdSTBMRYtjUSp6dKQ0IhRU6tGhzXBR0uZG903Zknxdc2AkwDEFKdvEEhaf/MIP2bR+KZduOP/n5FcitoSB7wtizoWzXs1MDzI6B12tcbJJh1df6dPTHLCwy+ST/7aM11wzxyPb+xidCalUG1y1UWFbAV1tc9xyRR3PN7BT8J5XTvL3dy1m/6kks4V+HAmvuraJy9YKHFOgFTxyoIorLKZLsHVVSHMaLlsTkkvD5KyNkC6uIdm2xKEtYXH3Tp8NXdGaFXdD2jskhXJAzQvpbbd4ck9INsXZg5iQtlyC+VLAc4fjNOop9hytkckoKo0oWyzXDDTQ8E0ODDjM5aHhmfhBg+a0pNZo8PjzPltWx1BK84r1BhvzAXMlh9asQkjJqWFJJpUkEaty8qRNtRajXMsShj6VWsCp0SY6mguMTOW4aPkE4zMOu4+mODXSTDoJ0/km3OoZDu25l9Ubzl8L7lchro4OWTy9z+Lll9a41b0w5sl9r8HQVI1jIyZbFjsUK5r1XSGOaTJXFNhmnZsvV+wZ8OltN9l93CJuOdQ9m12HA0IdcNmSGC3pGLuOl7h8dYZAKu641uL4kCYMQ37z1TWu3VzF/ZzH6XHBo/tNmuJdfODmGh/6Qh7HbGLrSnhkzwx3bFuMUoIvPxpjSUuc3hbJyy/z8XzJZFHS1+wilOJ9t87zd9+I4Xl58iWT6zcLZgqdDE1KJuc0H/6az0debXLTapjJC3QIY/ka/Z0JLlpapLlpht1DScYmLRpK8/nfPcOuQyt4401HmS7E+MaD/bzs8inamwM+/o1u/FCwcQWk7BDvqKSzDSZnU4xMJrDNHK+5QhCKeZZ1NzM+GXWXHBsyWNjV4PXXVxgYsenr0EzPddCSneOzn/kY7/2tPzhv/10ocXUuid5fAXuEEAfh//Cra61fEkqUX/7G3fihQgrB9Te/88U255wQBCE//MluMBIRD4u0UHYGAg+BoMkxmW6EpGJpYk6c+dI08ZhLoENSok7MdajVykx6ORSCvmTA+g5J1Rc8NgCGFGgdUbknbIGQglJN41iavk4XQwqm81HLWTImMA0ZCUSbUSUuCDWJmHG2YhfNR2gtiDkmnh/QmpUYRnSPUIOJRmmB39BkEj4zBYtyVdC2qEbcVcRdTa0hsU2NIRVaAQZUqinKlRTpVIVyJYaUIVJCwzeo1FOgBcVKnNmixe6jy9Aa+juqrFsimC+5DI5X+N5TGV5+xTj7jy0ilykSdz1CbZFJ1RmdaueR4Y0kYhWE0NiWz1MPvJerX/n18/Kf1hcGpe75YHJqiu//uJd1y+YIrPUvtjnnjA9+7KtsWZJGhYKhKcFTxzVY0JwQDM0orl4Pg2OCE0NZrrioyJIF0xQqiul5i7lChUQ8igeNZmquwU2X7SMM4cjAcso1iecLhPD4wXafiWlJLmOxbV3A+EyKrpxky6oig5M2C7p89p80+du7PeYqkqVdsK4vZNtFVQ4Omuw5U6VQ97h2WZp0XHL7tVMcPJNh7RKH0WlQuHzmPW30tcHBU1ByNb4nSMXg8IhG65BSzcCQsL4/OqRBR80BhbLm+aM1RvIGplD0NmmakoLJgubUnEFPMmSgZJI1NRd12cxWNHVfUFMGZ4rQkwnZcbrEkpY0QkGpIYhboGQMZRlUgzKoAFN7xIw0M6V5bnzHJynt/dx5++9XIbZMQ5OMnaVAvkDwD//wSVpa4jy5r8zW1RLbMpBoZgua7ccVHbksYLJqgU2xGjJfmcEPbL78w05ef8043/9RL2+6ZZDLV1f5fKrA134s2LRYE3fipBMGrg1e4HFqyEY2ADegJafZPwBT85J9JxWrl0tMEWfHgRBbSC5eE6dUDblhjeCB/ZqtPXDxas21mxsMjElWL/T5p29ZVMISftjKIztCDgyEuE6FoxOC3Wcc3nJdkeVLfT59b5lLFzfjWtCdM1EK/uH+KlMVxe0bE6zosqjUIZNqUG/UeedtIYcHTNpbHOaKda5eX+GrD9q88XpJIq7paTcxDYljN+hpT+IHBu1NHuWaweEzCfo75tHaRWmNY/m84WVHcexVPLV3NZ0tZWK2JhmvMHHmu6y66BXnPV/+qxBXZ2Y0Q4UQ+QLN4v8icNe//g2zpSLvuy3L6BRcum6a545YjE+mUApam+DIqOBDX4vTk4W3XO4zM6tpTp1lvS2bJBxozxg0QoM/+8YgXc2CS1Z2Uq1H/t53PM4lazw+8JpZvvWTFNPVJC/fXOT6TT5hkCAIYvg+/MHbQ7TYxbp395Fw4C1XC6bnTCZmDQ4PB3zs2x4feJmiq0UxNJliWd8UX7ovhxCajctdXCfgE98e5tZLTa5YlqFSMXjLzR4/fMam4Rv8/QNzfOmRAletdnlkT4qe5pCU45AvSPYN9JJNCL71yCpKFcmJYZfR77l0tUr+/O11ZoqSXFpTrkj6rtJ858eSR5/rob1ZkkvXeP6U4Ot/UGTXIZv7nrIIA5MNyyu85zVjDE8m+fhXm1jep7lui2Y2n6E1eZpqtUo8Hj8v/10ocXUuid6dwF8DB/g/M3ovGRze9xCGiNHe7HHVpetebHPOCRtf8/vRkBw+ttNEpV5Fhw3AoD0paU3aqMDFtm28MCBQIUqHWLEcYWOKhOszVa2DG2IITckTHJ8VLMxqrujVPDlmIYXmxlQ0KyRlNF+Xr0Bs3icZk1Sq0cyeUtBQipgTae+VqlEVzbaiDa9hSrSOtFPCUNCUMhAiattE/FSLT2NISbUBk3Mx0omAvg6fmKMwDR+tJZ4XDb5rLZnOmyzsmkNpm2otThhGul5jU21k0wUGR9s5M+4yNJnm0jVFgiBiDq03Qp7YY3Lt5oBMApb2V7jtSp+jA908ubeJmN3GTZeeIVQ2phFiWR4Qx7U1maSi4Ts0PInWIUKcXyviS5hJ9wXBJ//+c+A3MzKV42Mfe++Lbc454U//953YpADBZesdDv7I48RUiXULDK5e5/CFxyzG7lH8+rUlHDuFEAm+8cMETx5YwBuu1QRhhd+8Y5y5Qo6ZPIxOO1RrDkJ4tDYN87obOvEDQXM2z7OH06gwTU+bIJ2McWY8RJqaUsXmN27WFMomjSrsPA6XLYfpedh+2GDrGp+331Tn9+8MiFmSYzM+m1da3P2UxYO7Q/7nKwJGxiXjBZ+2XBS7Y3Oa+56HjgxsWCiYKWkWdVhsWW7gWoqJ6Shm+zuiWTwPQbkIbQmFCqFUVdR8wcCMZkWnZGGzwZlD0B4PMYQg7WocKVicVkzWBMOzPsvbEkgi+ZS5qqZuS5KWwBKK2dBAEZBJGAwW6+Brmh2D2fkyzU3nr7X3yxxb3/7u93HsiGTjquvf+CJbc24YPnE/d1w/iyFruLZkZBK+93gTqxbWOTNVZXSmib/7fsB7bykSqgwtGUk9THHHdQ2+9EiCD/3zUtb3woc+v5Rv/DjP/c8ZXLLIIZep875XViF0AYO7HjKYnYdsUtCSlFx7kcXx4TpP7tecGBGcmXZZ0CzYsMTkuYMejx0psLo9TnPc4jPvrrPzhEdzTuEHBpOzMe48ZnBiLOCRw4qrV1YZnK7QlkgzVQSNpK/N51uPmNQDi6vXCeJAT6vBFRcFTJUrPH7cjiRM0pKp+So3XDJJSybHphV5pASBw+mJOsv6Kvh+jjfdGJKKKw6dEVyySoJQ9HfNEIQOwxOtjE0rTo8qHNsH7bKop8ZjOzUTswlODC1lzZICEzPtxByfsZkEpVqaiRnNJaUREum+8/bjL3Nczc5M8dUno32Onbkw5vN27trHP31vhkQsRxC4LOop8s6/r7NpaZWrVwrue9JhaEoyUWtgS4OYhLFJRRBoMilBLqM5NqKZrQgKtZBrL7LZtCCFYdfp75xldCqLbcUplCTfedTijuvnuWVrhcJchv3H46RjUK7EaTQU8yWTr963lDe8bD8fepXJ4m6H6bkUrU0BD+xw+NJjPumYJBU32XE4waLe0/zJv0qWd5RZ1ZvkqX0ezU0edV+z/ZBBW8phaCykUIlhSDANk1dvbeH4cB2hQ1xL8MdvHeXkYAvD8zHW9cPdD0OpGueWy+scG1RIqcC0yGXrpJMWphGilYXna6o1weGBACEsTo5XGRmN8YV7eqjVW2nLBtQbkjMTFv/8nQ7WLK5jW4rl/TWaM9GaVq5ZHD18kI2bLz5vP14IcXUuid6M1voffu6W/IzoyIa8/ZYiUrz0s2qA6bkiB46OgZQIFfUcB0GIhwYCCnWBa/lUlU3dD0mbkEvmCDEQWtGUasKyFK1JyMQCTGkwXLcYKAhsGVBqQFdCETM1hohm8UwZyR04JjQaIfOlkIQT5ZragLgjCbVmdCYkGRMYMpo3klLg+9FT/NMqX6AE2tNU6hCzoeGFjEwFrF1i05QSNDyNISOJhul5G9chCs5Akkn6OFZAd1sZ33doytRIxmqUqmlAI4TB0HgvvR1jPHtwBcWKhR8oOprLZFIFth9oo9aAUyMSISQz5SZ62woMjjexsNPkvmcCLlqWoKPFBwTrlg6ztH+aofEcp8fSSAmOKQmDOqaV+Jl9qPWFUa4/H6TtPNo2MSTY9gvH/vbzglKK/Xt20QigNWNQbwgWtcLTRyFuaratbLBrAPyS5FP3pXjfrWV6O0K++qMEQkiGpw0skeRHz3ZSriUZn63z1ptHAZt//WEfHU0JNq+cYnQqxrEzcX7rNRUe2p4gFbdp+Io3v3ySh7cnOTNqs/eEwZIek5il2LZKMFsMac0aQEhzFjpaKjzz9wG2Jfj0t1NI0+SR3TnSToO4kaKz2aM5G5CKuew64rNuscmOEwEm4PmwpluTTQe0ZgyOD4YUqpGW5paVNoESpOImhXJAaU8dIcA24NEjU7SmUvRkkqRjgpXNIYGvma7ATEnRnpCYAtoTMFWStKbh1DyMVk0I6nTjk7Bd4gb0pG2aUjaGBKEEoTaZKxc5cmqUbZuXn5cff9lj68FHH+fIuMQ24Lf/10Uvtjn/JbTW7Hv+AZb1BTzyXDdrloSMTZlU6wYTsya/dutp9p+WTM8mOTLgUmrUWNYpuOIihR/ADWsF21b4DAw59HU4lOvwkVd5DI67xGLwoX+s8MHXxUm4RSZmbKShULbGihnUPcVzRwKElFy/waFQDhmZDnlib0QXcHl/ApTAMBS5tGbbqhjffVxx749hztd0JCRCW7QmJY/sHcc2DZauTRIqg9XLPRoliXFWG3ZkLEFnJmS+7nH55jK/++U4XWnNHZsFGxcX2H8qw5pFLn5Yww8FrgFLegs8uqODyVlNS0axaqHBvlPwwHbB1Gyat90yyPR8nD3HFKsXT5BJdhMoxeI22LhCEo9Jbtoq2X4gxfhUmmODmssvmqKjGfwgOvi1bcn02DPnnej9ssfVR//67wixEYbmTW94x4ttzjnhy3d+iUArTk+FSGEzU3AZm5GEocHkmEPM0tx0iU9zLuAHz2muWROjOWVw/9Oa+aJBf6fBuiURy7mQUCiFLG6PE7NjFMshG5ZXeWa/JF9QHDppsWphih2HMtHhvzb58e4UW5Yb0b7IhpULG4xNLWNhJ8Qdn+ZMFbCIO5L33hzn1q2aibmQas3khkvGee/tGd58bRzXnuORXZor1qbYvKKTpJtkxxGPsZkQy7TJNw7iNXqYnjfZNziLMeqybkmOXQe6yKYEu44r3vV3mpvWaqSQPLM/QVeLxLENEokajqVxrBqpeAUI+fQ3clhmRND01L4Gppmg5ilGp5q4bJ1Bwzc4eiZAYrL3mE06Lvir3xqnq8Xj6b1L8ENBqVZj4rkHzzvRu1Di6lwSveeFEH8F3Mv/d+vmS0Je4Zl9CbasCth3SvIbL7Yx54D3/fmdgAQjjtYaoTUtiRgzNYnnVaiFgjOFaHHTSpO0bCxT0OaEmEZIoBQJW2LLBFIqUo5AmAGjFYPJYkCAZkHWpC0ZkXn6AVgSkjFwLEHMlRiGimhhFQgNnqFxbIOWrKDW0MRcScPTBEFIPCYJA40ho5ZQtI6EnBHEXU0iZjE9H+LY0f0MQxMojZRRomgZEMoQqUBrg7onKVccmjJl6p5kbDpBLu2jtQmE9LRP0JTO87ZXPM/YVAtN6RBp1AlDSRBkqdUF3/tJxES2/ajJoVMt3HxJiNKanrYi/T1TxN0Qr2FimhojCDCNKPFLxhq0NlWYnzlCa+f5sUiG4fk9By91VOqKnraQ2XzwYptyTvjXex5nuqAYL3vsHjB4dL9HRxI+cFMaQxjsOyK5ckGFH+wy8JRg/dKAtpziqnWCY8MG3a1jzM33cXw4TrUW4FgNZooB1YbJqv4QrSvsPmHx0HNpwobB+qUBqbjDqRGDjSsm2LTqONV6F4/v6UMpg7mCRToZ4NgVbr92mi9+v5NlfZrPfdfCtTNcsamEIUyWdhnMFTWvuxxiMYEQmotX+SRimsFxRcwVWKbkkqUSP6hRqzm0ZAwCNE8f9unKwPhZTqcjpz1aWx1sI2R4WmHaEPrRIr4gl0IRY9cphbAUw0XBqlyIVAa5mEkjBBCYGuaKeZ4ugmUlwIiD9jGEhRTgmJogFEzOQ1cuek+whUlvNs5f/8v9553owS93bC1oM5ieC2jPXRjtZX7leQbG6qTiLhqYmPF5bFeMuh/yyqsqVCrdvPtmj/t+YlCpQzoeaXCdGHKYybs8c6jKkp4wki1oD7jlMkVXc5lCyWZsTnPL1iyHBnyqdZN0XNLZAg8dFzxzUIHwGMrX6UybXKxdClWYKgoMqWlNa67dUuSxnSke212gJdNCqDTdrVWW95c4MZKmr81gPA8DhTTT+RJr+rLMlw0afkAQmCgNNR/m6ppFzYp0TNDcZJKKhfS2hGSIc+SM5O03j/Lk/hT5oiRQDqfG4NLVZcanHdK5Kvn5kKf2W/iqzEM7ba5Ya9CSMRkY7abW0Fy/9QRxV/H03j7WLY1hmzU0ijBQDE5IyrWQuCsxjBjPHWjnlssHscwUQsCaRRWmhh9hwYo3nLcvf5njKvDmedlyG6016VTTi23Of4mJqVnG5xRvvtrkG0/XWLe0wMhUB1/93Tb+8MshU2XJyh7FmkWSbEqQjdmAZL7ksmqRzfe3F+lsSTIw5pOKh7z5RsXwpMv+EwpDhnzlAcHFKyBUIYZps7ijwfBkmobv4lghg+PRnrA5Ex3mdLf6qLNJyzcetblqfZze9hl+/e/LVD3N665s5+HnBY/uq9KSsDgxuoo3X1clmxA0N03ze2/NMzTWQVNyAQJJX4vA8xtsXHWC26+a4bN3Jzkz2kLCtgjsNHuGLRwBG/sFrqFoTit62jyODSYoVjW5jEfMCdh3LCJNu+3KOZ4/kmZ4spPejui988l9VWoNGC1JaoFJRSk2r9Q0PEFrFno7DIYnFK+4sgyYbD9oEChQSvCNx0zuuGL6BfHlhRBX55LobTj7+ZL/8LPzklcQQpwh0uMLgUBr/TPvugtVwWPPWyxbcGGwAt794LNACCoE7ROqDFpLdBglI1LaKBWgAx90wFwtTspxCFRIwpFIFT3kGkFTTEQi6YGgFkqyCYu4ztOaSGIIiVJQbYBBpLHlBRo71FhGJIcQnC05GyLSaCnXI7rs5qxFtaaQEoqVANc2cF0T0xRIAyxLk7OjWT6lBP1dNo6t8P2oxVIFEvARAjQGUgjaczUKZTcicJEhlhkyMJbi2Jl2XNtn9eIZ0skQ2wqoezE83ySViAghjp3uo1I3QEeJ5NpFIQcGDPpbwTI02XRIf8co29aD77uYiXmeONBKNmUzk8+woGOOy9edoFRLUK3FOH3g6+eV6F0opzjnA1OaDE9KErEL4/f8zv0/4fI1Cbb/wOcHe/Is70jTkZSsX9pgcMzFtUO62uK0Ninu/knAl+5L0pTxUQ2JChV7j7fSmQsxpMV8MaTuxfiLr2f40v8qM5sv8sDT3dx7KEbSNLhqCWRSBrY5RxBmqDck5apDS9blnbeGDI6ZgGZpn8ebb36e5w42kUl2s7CvTmuTw1xZ88X70mRjkmxSs6ALVvfarF7sUamVmJwzCEIDPwxoz1XYfTiNRjIyadHZIkjGJIeGQ46NCdb026RidUo1KDYkzzznc+kSODykSLiCa9Y72LagWIX5qsYyNacrBoEWVBsGR+cr9GZdqoFBqAV9mZCFzRkagaLU8OlOh6zudJnOS2YrUPUFgfLI1wM8HGK2T9UzSNuSB7afPG8//rLHVjqhefVVNsXKBdDvA5w5dYDBsTRhEPL8EcHWNQagOTYtkIbPbN7la/c341iKGy/x2TcAR05YZBIQcyUqMDg0EMnqrF8MmYTFPY+3UWtI2rM+b71lgk99o42RKZOWtKSrRfP+/pAv/jBa58q+oOZJHt4XRIRfGupK88f/w+PwkGbnyRrLe32eOlAnbmve/7opUgnFj57twLY0ve2a6VnFmvYeTKfG/pN18tUi//IRzQf+to1QRVTwhglKwNY1mpV9Jh97U4z//c1IJ/Zv726hkA/5xsNpbrjEwBQxDg/EyaWrPH7E4jdvLlBuSE6OaqbmTe5/RvOB1+YxZHSAMjnXRsItYVuSmA7oay9x1yMBWqdY3a9oSguakhCEAe05g93HU1y+7jSTc90YUuN5jf93J50Dftnj6tJVHn/5GyM8vT/9YptyTjhxeoLpguSZfQrLi7H9kKKnVTMzL4hZgsXdHn/+zgpCCg6ezFGpC1YuKDA+kwBtsqpT0pzxKVQUG5aHtOUUh08LSlWN0pLHj4eoMMWKfpP+zir9HR73PhnS2xGN5KQTikpN8sDTmkvWhsRdQbmq+Kt/k6STirlilVQsybtfbrJ+cZ1DpzU/3mPw0V+z2HVE8N0nUmxenqFQVOw/GXDr1Q1832Yyr2nUKwxNQm+by+RslucOCg6cbCJuwYYFLRSU5MA4jBVBnPR558vLPLMnxa4jLtdvG+Ovvt7BtQquuzjADwwW9wSkk4ptF43ztr8UtGeztKUNYrbGteDl2zSm4fP93R4/2il5xy1VvIZibCbGXAEmphPEXMXIhMPWtePsOZbm/a9pMDwR8WWcj5D6hRJX/2Wip7W+5ud072u01jPnc4FicY633CQIQ+heev0LZdfPF6EHwvj3QfxSrUTdtwgwcNwYgRbglUGYdCZjzIcWrTEAk/FyiCkEzXHIuJq5qkIIg6Qd0BX3KRXmGSrVKFQ8Ni1qYTAPzS7YFqQTEiEigfRQRaQNP+UCyGUdjg83ODIKC9oliViIYUiEEJjmT1s5BVpphBG1ddomGA7MFTXZpCZUkpgbYkpFoCQxJ0QgCJUEFKWKidZgmj4nR5pw7IDOZh/Pm2J6PsfASDPVukV7ziGXLlCtxRibbqJUNcmkfIoVFz+U3LB1N6bZyuEzi2jJSOaLiqm5gM2rXMZm4qxZehLLClmzpMRjO9bQlqtT8+JctPw0e48tYbZg0JSaPy8XRkxL53WJlzwuWdvAMGCi0Ppim3JOcMUJPL/73/XcTs6EvGabx66jDm0ZwdI+ScOHlozBmt6AB/YUees17cQSBhOzVTqyAq18Tg4psmnFplU1vvlknI99zWBRa4obLoZFvYIP3Km44/Iap8dMpFHnig2TdLU0eMXvLuTN17eSryhqvsaUmsW9db724Cq+8oMkEBCLx1nRY9PdLNi4xGNk6my1VAeMzwpWLQLbkjgWaHyCIGRRFyQ2lHnwGRfXhlxa0p6zWNJncXleUyiHLOw0GJ4KycQU168xacmYDM56tMQVB0/VmSjBsk5JPQgpe5I1uZBSzaM949AITI7O1JF2mpyrySUFccfizKwglzDpyUmEhlBHrd+eB2PlEClNBosmnhcCiqT0MdT5k4v8ssfWnmM+goBU8sKo6B05+AxSJDElZ8cjXLoXTHB0soOv/qCLzat8QgXFasipERO/pmhtMqj7kgMnA6YKmrULbZb1SE6N12hu8gm1Tb6m2bapzOnRTl6xzefTd8PyRRWePyPoSllYTkihEfCGS5Pc+TSMlGF1C5RqmlNFkz+5K+DhPSGduRpvuxIePKnIxTVzJQetQ0BwfMTn+RMztCbS1D3F7lM+Szoky/sz/P03E6xeBIdO+8Qdyd7hOoVawI4zGYy70tgxSYsApUMODLssadZMzGp+vCtgYZfB6TGLS9e6JAPJx77ajkbw0beMUaokyVcEj+22+Z3X1XnbPzq0JNP80R0tJOIBv/PVkGuWCxa0JLlh8zwPPdfKfFEhBLhWSL6oODNu8bLLisRiivufXE53a/W8/fjLHleel+XL97XRnKm82KacE35w7924lsY2o31ZvWExk6/z2B74zG9L2lvyGNKg7gl2HVFsXVtgthCn1oizoGuKXAbK1QRvfZlDpW7yxF6fhi+IJUyeO15nebPB1LzPoi6buhdnruiydkmFwwMBcUdw2xU+f/gVl4QDt14JWgvmi3GuXu9x27YAEPzLvVE3ycWrfDpbKuSrCSxDkoprHFMTcwKUssmXurjn4SRBKEjHYjQMuPWKPH0dY8zme3l8Zy8TszWqfsgtl7o8f1xRaWhGZ0ps3ODQnm1h3dIAJzbGs4c9Frc2mC/ZDIwl2LiiwcM7LDavqmMaMf74HXku/m2L+/6owS2XCXYeiXSzH3y2zOo2SaGep78jT62ewbYTOLbmqb0uy/oFozMJxqZtVi0MKJbjPHvQ5F2hOr9Ejwsjrs5FMP2P/28/11r/2Qtvzn8Pn/3Sd1jbEf2hr9h2xYttzn+Jr33vCRAO4AECnGakkPh+FSEUfRmL4aoiFALTsJgNHBJGSKjAkoKsHZ2mjhahKwXuTx9QLdF+BfnTpkphYJpRkvfTw4afJnV+GP0sFRNUG9E/FssBhqHJJgSLuqL5N62jalo25VCt+RFjphFRWCcNTdyN5oIycR1JMCDwAkldGXQ0ezQ8E9sKAY1phCRiAbV6tHDm0iGuExAqg4uWj7J9f4ZMqsrSvlmqdZPhyS6khHjM44fb2wBYv6SCY4fc9aPNHDxZJ53Q1M7av6SnQjbZYGImzdGBXjra5pidz7KsfwYpLfzAoVJ3qXkWWtsE6jwlIbW+IJiWflaMjo1h21GL7oIF59+K9/PGviODjM01UyvVePkKm+6ONM+cqHNmFMZnNHsbHsmERSpmMj6n2brWohY2A4ogEPzhu86QSTb4yGeWYluaZQvKvOllg2xdk+SBJ5fRkm4AChXAN99f5shwhaf2tfDWVzS4ZsssqXjIb7++l8MDkh1HfFyzzsSsJlQGV2+CbEqRLwmWdDqESlCv1jkxHJJLCdpzAbYl2bjSp1g2qNRNTo4ICiWDdDLk4tU1DKmoNTSphGS2oMimQmzbQGvF0LhH3JUs6JAEgcYxo1acMPQoVgyKDTgwZ3J4NsDUYBgGhgjZujSObUnyVY1pupSqs8zXHRqBS6l+tjKvFQ3fwA/g9EyZuGVR8TWLm2JMe5JaGB0G6TCg7DdIuKnzd+YveWxpHbW0t+bOj+3tF4FqZZ5aw8G1bSbmBDOlCmVvhhvXm7ztujFymQnuf6YHK55k18EGkEFj4FiKmBTEXYsr15kUyyH1RkBXzufGrRNsWC75s6938vyxFNdeBNlUnX/90yP0vX01ga+4Y6NgYNpjtqR429WKhV2CmBWQdUOeHY+RtDSFWZPNS3yu21jggSe6KdYk/R1VTgx10N9RJJke5DUrQoTOUWkovrNjnv/1moC2VBdj8w3m5gykFOS9EFdoVrY5zHmCqaLCJOCNW2xGpiU7jtcAQVsqeibPTIbMFkLKNYO+jiau3qi4e1fA3kHN/76njT96o8KQBqPTLt981OIDN2gu3zjA8YGF7DktqPkgRYb2rI2iQio1x9hMhpNjAe3NAftOGWQTBkdOp3Btl3zRpClpnb8zf8nj6sCASUfO4NTIC/C3+jmjXq/jNQqsWxwjGZPU/TLjMzYGBj05+OfvhqxbHiOT9bnnGZsPv7pKzYtxaEDQmvU5PSm5aLHJp74b0JGM9Iu3rE5iGYrdz+VpS9mEHsRdTUfLPI/tTXDrJQbDk3G08pktwMi0xYp+GJ8TnBmX9HdIMqmQUkkwNK1JuSazBZgv2Tx/NEZ7U5K3XB/w3SdqOHaN2Xqdrz2S5oo1Sdqaavx4l41hSJozglDBxuVDlGo5Gn6CXLqOHyqKtZB/fMjDkJItPYrhSZ8N/c1oDYZb5p6nJduPOmxbYjHva95682n8MEFXi8nRwVb6OxSWkDz2McHeY+0YUtGUrjM1D3VPUG24rOxt4ql9Lgs6Z5kvNeH5kqULZvjY3b1cvdxgZMogVCG5dJ0lXSboADiPZ+YCiatzad38j0ckLvAK4Mh53lcDDwkhNPA5rfXn//MLhBC/Dvw6QF/f/30QeWxkggN7NSC47U3np432i8DHPvdd/p24VJg0uzauaTBV9vGDOghNuxMgYy6DVYtAC1psOFmEtc2RqLIA2uKQcqME1w/BMgQLmpNYRpz5SgbHlJRq0d9FayjWYL6iaEmDbQrSSZNEzMAo+ZRrCq0VMQuWdwGhxvN+upHUhKEi4Ro4diQGLYC6L0jENK4DtqUATcOPKnvVelRhdWMBlqEIQoltBZimJh7zcSyPno5RlIqTSJSIOxVWLhpheKIFz48kHVpyU4ShSbVmk0v71D2LSt2mo2WOvScyxF2bbEqSTmiGJjzueTaDsAPWLRxieKKPU4NpqrVoQHndsjEEAdVakp7WOt0tFeqq/bz8qPk/ba8XGs4lrvbufpas6+P5sO3qV/0izfuZMHrmSSbmFalmDRjsPV7HCuDUSEQmo7Tm+0/7JK2Al19m0d4kuX6jxDJNjgzlyabqGDIg0AEtyThDo4odB1MUKybDU2UyqRj/dJ9PsaxZ0BZnRZ+kvUmybySDuyPJk/sEQT3Gl58J8GoFFmQF3dkUzx8xuOIimw++UXN81MJvhORSiqa0ZvtBQTYNi3o0e4/CwQGbpb2a9lzIyKQZtXk5Lvc8LjgzrrGsqIre8BUjkwHS0ZQLHqGKdPJCBQ1P05QENEhhs6jLYPvJEFNoYkZIsdqgPa1xDMV8WZBwNa4Jc1W4cVUTE8WAR05FQumLkjUmyxLH1AgdEBoJKtokG/PRGnriinqo8E3FcCE6ODGt82+fv1Bj61zianJyipNjGgh5z2/c/osz7mfE6TOnqdUFGkXMEaxbWeAj/2rx+w3Nb74iGgHo7xhnYGg5q7oittvjU5pFOc10scHK/gSWCa6jGJ9R+IHD0TMppHD4nVeWueuHWb7zmEc6AVOFi7AJ6UonGJ4PuG1TmqNjJR7aNcXASIIPvGqWDUtCfnhkCR1Jxe2Xhly5weLkSC9jiyT3P1/n3j0BG5f56Ik4DzwnWNTe4LotHscHc3z8rTVedc00c4VhvMDkoe0Gp0dsVnVKZsqauZJCyxhvuUayZUWV/Ueb6MxpVi8JGRoNkVKQihscn5BoFZBLCWoNhWMFNFlFlrVaXL7c5vCAz7I+EyEkizo0i/tmyCUS/PFdFXzP4j1Xu/S1l2hJ2ZwezWAQsLjbJQxDerpg7/GARMzggadWoLXADxWFMrz1PH35yxxXAM8e8VHa59U3LvxFmfYzw/Ma7DzhcelyByE0l69XPLvfYGwu0j1WWvCDZ+IYMuRV20KaM5q5guKhHQaBLHHLpRBzBO1ZAxFIlIbjIx62BQvaYyxp1dywtUJLJuTUmGLV4hK/f2cHN67zefdtEzy7P82GFR7FSisnLcHuIyG9bVAoCY5OSb7yTy7XLlJYUrG8FwbHO9CqykxRsGV1Ab+W4Nb/BXOFOHNFnwWdNW66VPBP34khjRIfftsxZgtwaEAxUwh5bLfmD98xyds/0cRUWeKHsGFhg0+/x+H4Gc0z+zW3XzPGxctj7D7azc7DEbna6Eyc4ckEj+6yWNIZ0tVSRUrJ+KxiWX+duKv4+N3RPnHTipBlXSGuW2Dd0nH+9q4OdBgyU9B84rdnODbZQl97jSs3Ffn6AxnmiklymeC8ieYulLg6l9bNv/2P3wshPklEzHI+uFxrPSaEaAMeFkIc1Vo/8Z/u+3ng8wCbN2/+v6bMo1NTtKZtqo0LYBoSyBdKZ08QQmzTwAsauJbLus4Yw8UYo6UG1UCRskJaHOjLSKqNBmbMJ+MmUEqgACmg7kPchornM1bw6MnGcS1J0pUMzpYZPF1lfXeGbMKhVI8GUJuS4ixBi6Le0MRjBomYxLFNYk5wNumL2rS01oRKYJqgENgm+IGm7gk8Pyr1J1zNwq4AKWH/CQPT0Li2IhnzkVIznXcRAkTZIJ306GwuUak5xN0AJQogYGY+h2lI/MDk8KkuLlpxnLaWPEFgMDvfRH9Hg5ibp7+zxnzRRClBzDGYnAkRUpBK2Bw6JXnz33QzetezjE31n20xMljaN0G1atHeUgKgUstGbKJW73n5MerLPu/H4UXBucTVPT/cjgxtFIJrbn/pn5B69So3rHGoVENmStCUUEzkoVAX5JKaTAaqgUsqrfm3x6r8zzsSHB9T7D/Z4MS4yZ0PN7OsO05z0qTS8HCkyaM707Q1+7z8sinufLCb6bzHii4b1xIMTsRQWrNhgWRxu+SAa7LjpMGKdpgtxBnJ1yg06ixTMb7xiMGVGySt6UjWIwhCzozDfEkzNQ83bdXU6iF7j1ucGYO2nKCtSeM6NiDoaY+qAOOTmuu2hNTq8Ol7oVDTXLdaEHc0MTciSarWBcm4QTxm0tsc0Nduc3C4Tk9cUfUahJg0gpC2jMVMIWTnoGCqGrXkCSFoTpgkbEElNDhVsnAMi6GiYGFWoJCEZzeenZkAjQ0NSMQdxisBQSiIGed/snmhxta5xNW/3PlFLl/jEirNpos2/kLt+1lQKAZMzmted8Ms+ZLBfc82ceXaaX7/9XPMFuL83qcXcPC0y3y5gWtaPD0IMVviC40pDE6P1hiZgNdcX0GJOEOTDt97PE0mqbl8fUgyFlJrmBweSfLYgCTrhoQqZHm3xdp+hwVtFn/zrTm6mjXP7E+yYVmRD79mksuXtNNoaAZGBY5lsXl5yHe2N+hMCdqzJmBQ8zVPHbZY1hsn5ggWdkfrrmnV6GrzScQTJOOSsbmQ3pwmZlmU6opTZ0J+8HwWRJW3XzvLyPE0UgowDHo7bIqNOjbRvPjpkTpt7Xl+vLdKS8Zk3eJuvvKDkMk5SWuTpFpXbNvoY0h45SaP46djDI4GpGx4y40TPPRcD7W6iecLDAnfecynKS1Z3G0TcyRKRWMWTx94oWb0zvsyv3CcS1z96MfbWbfIxJCC177i5l+ofT8LlPIp1xo8tMvk0tWSpb0mXhDy7IAk1CFvuBz6FjSYzMOju1y2rPKZLisu21zlvmdtDg3G2XNKEUOScKu8+5Y8u4/0sqzfY2tVEncDHt6V4dJVFbZdNEVrs83dPwlZ0F5l3dIanS0CpQ1WLiwxOhVHxgKGJj0mZzNsWACz1QbNcdBagoa2pjkODRicHjN59+0BC1dOMji+mFRcUq43GJtxeHpfRMSUsE2+/mAHfR0Wo1MuR4c0m1dPsW7xKL99S4yHd7ks6FbsPlmmVMpSqQXM5EOm5y0yiW56Wk2yFxuEymP3kX6CUPPkgTqVssnIlEvd9xmflrz/DR4xR7K8TdKadRidMfDCgGvWzdOWa+D7kpglMA3NJ+9ey6KWBm+/rsLqhT5drT7jswahNpHyBdCnvADi6lwqev8ZcWDR+dxUaz129vOUEOIe4GLgif/3//X/i50naxTqirh1/j3svwhMTM5AvB38MgpJpVGjNWlhSUncgqmqCVJTD0Ma1TqWdJmczxOEirq2WdxkI4lOELJxcCzYOVihK2uTdDUKgWPBso4kTQmTFd0uUkCpAbaMxJaVjk7+XUvQ8KIn1HXAMASJWNS2adtRE6iUoFS0kYySO41lRD2gtYakWNEE4dnZOwOk1KTiPo4Nni8JlSAV9/ECSdzRBKFLa65EGNrkSzGOnu4h5vj0d83Q2zGL1ppjZ/qoNlxsy2dyOkPcrWBbHq3ZeXJpgyMDSXYccqN2VksSdySb+g20zKNVghULTgKKnYeWgAiZzrdhWYozYzFcR+HaBl0Ll52XHzURJfcvK6p1RS7lcmzkwmDc/MSdh3nFZsHwuEGow0h30dAoHc2YlqpwYjokX4aV7Rb3b/cJfcnyTkkmbrFhWY51i0KeP5rg8ECd8UrI5FwGP4CEq9kzPI9hBvz+W1OMTkme2JtiaLLB1x9VLG52SCbqrF8CofC468dlYvE2AkDpgMkZg+8/AVtXhaxdErXDZlNwxXo4fMbk6GAMz/cxDE21rlnSrVm5QDE0UefUqCRQipMjisvWhHS2mAgBXqjpazGRQlEPQholTU+boO7BTCHAKof0NptMzTVY0KwYK2qUSJKyfURY4fSMycI2SVMloL3NQGnYPahojQuWN2l2TwswHBpaEwuq2KZN1la4hs9EyaNdxjk+I2l2NKHSBGEAoWJR//nPc/4yx5ZXr7G0r8HzRzWG8dInD3v8sftpz2rmizb1BqxfZHLbNgPTDKl6PkdOp1nZY9HwQ0amNBu6QjwNewcM0vGQd9w0za/dMsG7/mwV0yUYmw9Y1wfTxwTfezbOyh5Jd84EAu5Yq7l6yzRf/VGDwO9mvqQYmA5Z3NPNy9YHhCrBb/1TjtmSxRd+3ae/tcp4sUDWaObj34VqEFItCSbmFSv7K3ztj07zvccX4ZqaeKxCX0eFe368hlK9QE97kTsfirGoBfIlSdIVNMUh7WrGZuvUqppbr/R57yvzXLwc3vTxdobmNWiPpd0uCzsLxF2PIPQpVEw2LEjyhusaJNwSv/eWGoOjLts2lnGskIMDTdy87Qh/9E7Bbb+3lowL+0863PN4hqEpRWeTScwp8cwBC8uRrOix8LyAqXzA0eE6tumQr5//POcvc1zp+igr+kIGJxWLFr/0K3p/+alvs6E/Qb5qAopsEm6/JmDnGRepNct6Ta68qErdg73HY5wcEQRUeMcNHi0pg2cPKratstm6ehY/gIHRfpqzDVwrZLphc3LUImYa3HzNLiwz5H3/2MsHXzvOFasVj+7sJOHGeP5UDXwXw/S56RKfzhbN47s8soHFZ98zyce+1kJvk4ljS/YeSzA2E7CgU5Ev9fLFe6skHMnCrpB82eVf7/cJhGBFr8m3ns0Tlzk++s4S1ZpNc1KyZlGD2UIcL7BJOYJy0SIXb2G2mCCbVjx1psG/PdTLDVsAofjKQwWuWZtiSY+iUglYt0hTbNSwvDrjExmUFnz+uzYxR1CpaVqyimxSUqq6PLPPZfcZhy2rBa5ZIZM0KAdFnLCV7z5isr3VZ/dRm552STJ2/gFxocTVuczoHSD6fSAicGwFfub5PCFEApBa69LZr2/8Wa9X8QxM0yZU/s9qzi8MWkdVJiOsESqFRpB2HRq+ZLQkqPhgGxZxMyAMAsqeJmEqurMpxssB1SCaz9MIpIByPTpJWNCcoDUlcayIbOKnJCvtaRdDCrTWNCUEtimo1qMWL0NCoRK146QTBqZUzJQ10/M+ve02pqmRQiClIBkTNHzFVFmTiEdVvJk5j2TcJJ0QuLakXJMYMoyYPUPJ+KyFIRVxJyCX9ghCyKSqNKUqKKXxfIOpuQxdrQXmikn2H+8mkwxIJao0PJvZ+QxL+0aZFA22rJni1FDEjjaTT5BOSkCz65Si3Ai4YZ0gCCUL03Hue7KFWy4rUq7Bkr4ZCkWDoQlBX4egtSlkcDzJ6sUTtPTffp7OvDBOcX5WWIagNWPg+S/93nOA1lQDx05wqggDEz7FUo24Y3P9WpMlPYrdR2FxT4gIQrQSGJgcHAlZ1WvgGJrO9hDbMjEMSSJpMpb36WuOiB/qnmBNb4LhuQoNHxqBoDlrEYQa107gWJp1yxvc90QMy7C5coXDkYk6PW02LpJMSnDlRTYDoz4HT5p0tXo4lkZpk3VLXKoNjdAWuZQiEfd57qBi2wbB2IziuUOK9pzAsUxedkmVg6dhetbiN2+O5BuqjYBkzODUaCPSD2wSHBnU5FKChq+ZyvucnhLEDEFNCxY1W2xb3sxMSXN8NKRY9+l0NbVAEDMkdV8zWZFkLFjW4jNfhmJVcSYfUvVsrJhgaadB3BGkLbBExPqbSyTx/BqPffUPz9+Zv8SxVasU6F914fx+hs5jGgZ/882QgckKb74qZGK2iSf3uTyxz6Y5Y9DaFDA8FT0HxYpgRZ/BwKTHcL7CG2+ap1ozQFl0Zn1WL6qxZkGMh3cJxgclBS+g1RcoBdlEwE1bIBUzee6gz4/3VBipCq5aahGGDuVqwFWLGvT2TnN6QmEbDT733X6u2TTLXR+Z573/2Mx03iCbKHJyyGLTiiwbl9U5PZbgzITCC11MQ7N2kaS71eb2ywPm84JqCK+4XDI0aTAyJbj76SluutgibiYZGMtSrrgs6xTMFUMcQ1KphYzMWijfoFxzWdDVYMuSFL4X48RwhTe9bJyaH0NrQaVu0pLRVGs2f/S1dp6bNPngywKOnoTvPpHguk0K27YYnxFMVTyG5wXNCZ+OrCRhGxwY95Gmw/Bjf3X+zvwljquBEztZ3C1pyYBp/iy1i18sTg4MsLBFEtoh9+6ps7yvQb2e5t03VXjmUMjETJbvPGFy8coyWgvA4S+/XSPhxtB+mlu2CLQWdLVGa5KvAr71UJplfQa5TLQ/EjLA901KVcl92yV7Tgo6352lNWsTc2us6Yuz73iM1QsbCBHy7EFBW06TSc7y3KEFbFlZ5c7HBZctguakZt3SErdfPc/7PtmLbcXpb4u6tJpSPsUa2PFIO9Z10xwfrDE5o3n7bePkSxYHTi7iH+6CTEKybEGdLavmGZmFB58zWdAe0J81SRiCrz1cZXguYLrice3aFA1f8WffmGDzUotP/ZbFkTM233o4YsJtSpmECnrbJc1pcO2AbFJQqaUozFsku1I4ts3R0TxPHs7wtqsUP9ljcGzQQEjN6Jzm6//44fN35gUSV+cSFa/4D18HwKTW+nyO+tuBe86y45nAv2mtf/izXCiTsJgseWxdEjsPc34xEEKA0ISNEqDRyqZGFqkMTEBoHy9oYAvJoiYXTTQDkY3F6cpELRynC5qCp7lyoYHvRZvw1pSJaQj8IGrnNI1IINkQ4PkKIaIqn1L/5+RBiKj9M+4aKC3wAkGoNE1pI5JE0JpQR/TYoRYEZ4dNazVNvuhTrioagc+mrujxCUJFOqFoSnk0fEnCDTFkNCCrdSTtEHd8bDukWHaozRuk4z6pZAPbChEkKFbipBMhPa2TVBsue4618djOfpb2Frlk7QyP7FjC5GwMpSGTrLK8y+DGrQGLuuHen1g0PHjgyQ5qtTQtmThrlw5iWUn6O6aoe3WScWhrrtO19q5/Z2b8WXGhnOL8rLhkZYlE3Mc0XvpxBRCzBAKTW9YLvjivyBkhK3sdEo7ByWGff/rwYUZnTHraQh7ameX/+UI3N21S7D5V4+CQx5l8kmtWGuwfbLB/VJOvGWxeqbl5meDACcWpEYuV7Vm+cl/Ae183zsFTNql4jOODDfo7DO76UZZKzaA5rVEa1vRZXL42RqEcMlcMWbN4kFu2jfHXdy7hxHCW114/zAfeUOSrP1hDw3cIQk13m+DgKUFewLEzgrgjufKigExSsLy/TsOXfOUHJu+/A/LlgIlZi4RrUVIBDR9Oj2p62xRNCYMwhEI5wDYE3U0at6wp1mFZu8C2JD1tBvmqj1Yu4/kyK7pjJFzJT04pip6kKxZCQMTwm4zRCDRl5dHwLcamZimoFBf12HQkBbNljTGvePjeT+A459/m+0LFlhAiB3wTWACcAV6ntZ7/T69xiTpJHKK16Nta64+e/93/72hv0jx7QJKKXxhvHot7SwxOtHDp8iRT+ZCxqTjL+zUblrkoJWhJWbi2Ip0wWdItmJwLSKUEf/gGg3jMQKtZOpqLZJqG+MAdcVqyIbuPmGxdnqG5qc5broPJWY8vfB+uvCjg+SMx6rUsaxfWmZ7T9Bkm2XhEDNbaFFKeUxzY24oXap7YH3Dp6oDbLk/wbw9kOTNr8d2PDHPFmnnufbwPIQQVv8yOwzl+st/AtXO8fFudH+y3uG2DyzP7JBVVoB7GGJttolyTZFKavjaHB59rMDKv+B83mbTmQtx4jemxkFrDZWza48iwZlmfZmJKctmGBk1pydFBmxNDmqNnuvnIO0b55+92s22dRSYJOw+1MTeW4d1XBrxsk2BqGkZn4Uc7JJdvmOFz9xeo6AxBKFC+SVfaYrpUQQchz/zb79CUPn/inhdyzXqpxZaUPk/ta7Cw66V/4A+woMNkUbvioqRkrqy4/1mLm7fWecM1ZVYtMnnwCQUixssvDmlJz5OI1fjT19ucHoqxaUWd8VmX40Ma186xbvko12wZJJ1opVLJcnI8yRd+6BJ3NNdsXkF36wx//CbJ+FQHxbKHbfpM510cyyCbCmhKhzT8kOW9LhByZizB8EzIw7sFLXZALhXjohXj/PodJ3l2TzNeIOhqCUm4BptWSJQK6O3xuOmSOb71WDc6sOhuMjHMMs2ZKu/9B5edx8e5dUMLWjskYzYXLauxOoB/e7hMf6tkdXeMINRUtc9NW2HXSZvL1k3xV1/LknDho2/JMDEjWNJdpbcz5LGDFtsHBW/ZpnAsk7FphWNb+LGAjhbJq6502XUs4IfPa3pzad7/inHamhqcGulntgBb15a46rr30N7Rc96+vFD2gucyozf4Qt5Qaz0ArD/f63ieRyBNfClJOOfJoviLgpAgDIRh4ThZ/MCjLmxMpXHPtkTWlUmoBRpwziZkQoBpCNTZBKzqawo1aEtAc0owOh9iiyhJC86yas5XoD0D7VnOzuhpxvOCZZ3RPIDrRvcolH0KZU0ubeDYUYuIIJJQsMyIUdP3wbU1Pe2SWsPg9IhiSY9DsSIAjWOHZJI+WktMqdA6akuyjKgi4liK6fk4U/ORSHxfR57ZQhKEpuFDKuGTSeYRUmCYgvxMGiF9mlKafCnDyKSP0NFcYXtzmVPDDkkXyhWDWiOkUAmp1QWJuOT0WDPZ1ASLekaZzRfJW2k6mmtoINP3CUw7ed5uvFD6sn9WrFlSYeXCPE/tuTCkFSQhB4c8OrMSS5XpaXUoVkJijqBUDdHA9oNZXra1wLEhh5onqTYsrl1rsHFBGtuAmXyIIXxettHj0f0Ojx8yyCQVa5bUGRy3aW0KaUqbPL5rMelkmbseDelr8+lsMzgyaLCgy2RxlyAeq9GR0xw6bWDKaMHNJPM0pT38UNOS8dl1LMlEHtxYnvlpF+HZFMuCJb2asSk4cFKgEVy1UdKSrdDTHjBXkFy21sexLVJxwcBYSHeLRgiP/g6TUCn8QJBNS8pVRamqcaxIEiETV2jA9yVHh0uUPZexOXBNMIw4QhjMViRFT1ILBdVAkEOTcqJrjM5DLmYR6pBNi3OU6gGlIKRSN1AhfOR9t9Pb2fyC+PIFjK0PA49qrT8uhPjw2e9//z+9pgFcq7UuCyEs4CkhxINa6+0viAX/CfNFAz+0aXgXxnqVL0O5EmLZmju2pcgkCpweTdCSlWw/Irl5C9hmg/E5jWUYGFLgGOAFkm/9ULBvIMWf/o9pXnttlQd25rhmvU8iZtCSCdFaUK1rHMvjhosDBkYdFnb7jE6FzBUt1i2f4pPfVNy4voN0XLFuqeaStSY7j/i885UT/GRPksBLkYqDY2neuMVnaCzLV8Z8crbBx7/SwjtuHeH33nKU0ucXMjgT8nc/cKj4kJ92mCvUmSm5KAIOd3l0ZByUgvZ0mro3T9yx+dIDNgQWu08I8gHsHVckBIxXJHsmBEIJpr7TxGuuKvHNJ8ZZ3ZWlUDa594ksB88YXLzSZ3jSYe/xHKUyxN2QIDRpyUmuTNrsOFrnk/fFUcqBxjQgMUSWgyPTVBser7/lctatOq8pmX/HC7xmvaRia/fh6P2xXDk/Yo1fFMZnGxSKDdYvselMaXbPSeaLBqWKwYGTEa9BKhFy6LTFkp6QlqymJRNy7+OR5l1Tukal5jJbcLjzwWZee0OZZT0ehXKV7z+ZI+6GpGJwfFBhGIpbtgYcPa2YLcSoeyaGYXBy2GO+EKCVxnWyTM35FKsWoVLc/XSNlG0gDMiXa/S3G+w82MXwhMXbXq6xjQaHT0v2HDN5/qjmfbdPsGVVkUMDKb7zRIZGVTIxk6E912B8zqTWgLFCjbgjmSxoPn13MydGBNesTfKeO05x6GSN40PNbF2d5fSYyaZ+wdRcSNL1aImnOT2uyKUcpudj9LcJbr1EMl/StDc51BoG1XqAbWlUGNKU8iiULb7yTEC5Dv/rDosw7KO9+TDxmEUua7F8YZKNGy/5rx11DrhQ9oIv/Tr3/x9YlsXLVmvG50KWduVebHPOEQZIEx1ro6ZDhFfADywaQmI4Bpb2iVs2p4qCQEO7WSIbN2hPu9T9kFbXYG2HxpAwUId8A7amIOVIEq7ADzQzZUVLTGIa0QM4PCcYnAHH1CRsyKTMs2LpGgMYz2viJiitUNrAMjSVWkDMNSlXFQu7DWxTMDYjGJ2C/k5Y3GudlWvQ5NIhUipCZaI0VOsmnm9gmwFSSjpbSzh2SNwpMziRw7ECHKeGZcTp7hjDteucGFx6NjnUVOtxYm6DZDzkpstOcnigldGZGPmiQXO2wcYVecKwjX0nBAcHDO5/TpBwoC1rsLw/JJ2o4douxXIcxw5oaWrg+Q5T5W0sX7L6BfGiJmI7/WXFYztaeGpPC8Uq3P5iG3MOWLOkxs7jitZklhvWpTkzXied1hwcKVOuSD7wiRVcslbze//QycS8xx+9qcrkjMvoFFimxyuvrfBP306RdiQbFyhu3lLkdz+XQesKOw4lSSags0UwOG5QKCnWLI1z3ZZpPvrOcTzf4PqLczx7oI+pgmJpm6YjB8VqwMSMwHF8/uV7q1jaW6QpmcIw4hRLKX7/+zVasnVu3pBGmDA1V6ejuUKxYlOuClpzFofPuLQ0z9PbISlVBRMzMbYfBD90aUp65Esefe0hrg2lKgSBQiCYKihmi5r2bLQQJV2DwZkqQsfYNTCJ6WRoTsTpabapB4rZWkDgGaQsialDZusKw5CkLcF8DapelQVtcWxDMF/xcEy4amWKUEHFs3jr6296wXz5AsbWK4Grz359J/A4/2kzqqN++vLZb62zHz+3fuVsKmR4ok5f14XREj1bTDEwVWP9ohRBaHDv84pcssjsnjRhAH/xDZ/P/lbIwPQsY7MNVi1sQ3uatWmD33yl4Pmj3QyP19i6KmCuUuN1f9nO770qJGbVef64wVOHBOsWKwaGUmit2X4wxbWbBPmyA/Rx28U1JmYj1kkQJONR54hjQTpRo6JNnt0X54NvOsXXf7iJqZkMH/0WvP2qBIeHFb/+yR6+95dneO8dE3z8ax20O4rlCzRxA/qaXfachCDUpOMB65bMcffDGeaDBJNhkn7Lp96QZF3F1Wt8dp628BqCmA2h1MxXDeKWprtLUClnuG2rzZ5TBXQoeeZAipdvrROqgBMjcQ6O+qRtydgMfPY+gZsUFIoNUnGNiYdpBtRDB6FhqmpguG1k4yF3/f3vvmC+fIHXrJdUbHmhJhk3KFQugB03sG19HN+fI53SvOl6wZpTBpMzJj/YDnuHfSbzFbr9ODsehlxMsnm1Q9pJ8pabPeIx6Gqb40e7mljQ6SKNLG/5aJovf3iKqqdZ1F3gazcXeXJfkkOnWjl4KsmH3nqA0047qYQJWJwcrrN+aUhzWvD8cZuOlGTnKZOUAfmqpub7eKHHtBfj9v4Y+44nqTc60dR57bUzxGMB65Yq7nk8jecr/vX+bk4Ot7O2t4WpZXVGpqKCxFWbJvg72cuZ8W56Wj06mivMlfLsO5mgdDxJPOZzeCCFZZp0tPgUyopaw8V1FFp7rFqgeerIJHf/OM1tlxmMTkE2pbn6ogme2NPDT46ErOmBbEpiWwAWX3ncZ2zCY3VvjRs25MmXO6l7kr+7axWr+iymCz433/HJF8yXL2RcnUul/OzrvkTUaTmltV5zLte+YBM9IQSHBhRBCA2/8GKbc05Yt6qf/UfHoDEHaGJOkmw8Acon5ZokPY9sTCJQxC1NOpGMqniBJuEKmpIQswU1D9J2VNFreJBNSip1TbkWzc34QTSHl3IFU2XYtCia0Ts8FL0ROrbBwcGQE1OKRRlY1C5Zv8yhUAoYGA0BSRAoMkmDYpnoekYkvD41JwlCyKUFjhViW9HcX9TyCUEYzWv4gUlT2sMyFVJoWppKgKSteY6Z+Sa8wGFqpoW+7lHSiQJ1L4FpKEIVJxFT1BuwZfkI/d2TfOprl1OuarasnqMtV2dRd5nR6RYanuLwiMdEAZb32fh+wLK+KiBwnQDT8PEDmJzrYummj7xwjtSC8AUQh36polQ10Fri2BfGwrl+3W08sPNxZisVnjtR58pVkvfdbLH9oMV3H5fMleGRXQY1D05WTHbst/ADCESDx/fUuOsZ+Mtfk5wcUUzOGew5ZvPy9SF7DsVoa1KsW5ogVIpkwmN5n2Jhp6KjtcqffbmTw2cS/M1v5lFas/NUyP5R+MPXeaBtzkzVeWQPLOkMaUqlKZRNWpsaTMzDkg7BxasMTBGx2QYhPL0vQVPapqutzmxeEo8pbtoSVdn3HDf4/7D33nFyXtX9//s+dXrZ2dneV9Kqy+qy3Btu2LhgMKZDTEsI+RFSIBBCL4FACCRACr2DaTa2ce+2ZKt3aVfaXqf3p93fH6N8AwkJGGSvV/b79dJLOzuzz5w5d87MPfee+zlVC8ZmBE0NAs+rl2WPz2r0d8CRUa9+bqNRobUBhmY8KrOSrct0ElEdRQBCki0nOJLVmCp73LTY5Mv3lggaCsubVJqDkvYOiSsVHjgGRV0hbkgifj99SRBCIZVX0VWVmUwV09D5/Gc/dGoH89djq1EI8eSv3Pvl39SK53+hWUo5CSClnDyp8Pw/EEKowFPAIuALUsonfk/LfyuDYzCXlc9cJnmKue6lb6Lv0Q9xx+MS6Zl0hoP8cqfGQGeNiRnobbQZmQpz5uIwgdVw+dZjxCM2tz/Sxbb9BkLxuHNbD1tXTeO4NhFV8vg+hz3HTXqaLT58s41A8MieNHuONpKMB6lYJeZyNumCRFUUNNUlGlI5NKJz1/YK9x8y+cStrcylq/QlNT771iqtyTJrFo+z7VCcK9YLzlxRRlFsTkwGsBwfoYBJW0yhNSIYmrKRimDnsfp7rLFB0hILM5UyWTtQ4kDaQCJ4csigVhNs7alybNRgPKfSH/ewHInwFM7sdukMK5g2PLzbJWDWePRwFseVnLUoydFhk8MnwnQ2GyxulVy5dZZwAP708zEOpFWk49EaAtwqZVfSEIwR0MB2KmSqNY7c9+n/e3CeLqcuruA5FluJsM5/zlkWAje98m1c8+YPsrpV8McPZAiZKletTVCtmXz4NRalquRdX6mxcYWDZofw6X4GOmA2o3JiwscTRwLsOpElFhG4lsZbrtJ4eE+Sv/9JhWJFsrylnVxJ5SWbBSv68qRzrZyYdDkwUubxg1VWdwU5Y4mgZisIReOTP3cYnvRoDblccobJ+QMaV58/xpu+3M89BxyuXu/R1CCYydik8iaG7vLkQY0nD9V7PEtMzlodRiJJ5+uvcd1AFr/pcsmWE9z5WAOVar1FyYZledYsyXLp5jgBn044WMGyBSsXD5IvhbGdPloaFDatOsCb43lGMk1s6EugKgbHJyq84ZoTbFie47HdPQy0esTiRbYulew6GkZRBLfv1MgUPY5+aZD+zgqHj0s86ZGIa/zy8W4+/eF3ntrBPLVzwd9lpxzgq8Dnga//rhdesIke/Nfy0OKuhRHg237wUXxr3wq4IF1st/6vaDlIIclUbZrDGlJKpquCYACKVY+a49Ee008qWwqCPkj66wp+tgPpvMR264lWTUrihkBXBbGwyqIug2LZQUrJhkUCU1OQwECLyu4xjzU9OqGAStDn0hCBUtUAFAQSpKRSq5fAJSICTwqqNQj6657XNIlpeGSLgmKl3li5q8VCEZJMUSUWtphOBQj6a5hmhEIpgONJXFcDJLbjY2i0HUWYgIfrnTxILMA0bAqFMI/v7SbkF2iKy8HjcWYycZKxIqpaX8XpSQpQlJNnDh2ioQKKAtVaEJ9RQVVrdK/7CuIPlNH9VRZK75Tfl2LZxfU8wiyMZPbyK6/ntnsfYXC6Qs2G4VlBOi9oTdTLIR87pFI6KVR00RkexZJG2FfvHzeTr/eBrNgey3pVfvGIjgPoikLN8VjWWz8fY2gOhu7SEC2xb9jiXf8R4rJlERQh+NefNvHzXTmWNvqwPJNy1eLJAxq5nMuyNmiOKZyY8KhYJV5x6TiVB9u5aK2Lquik8hZTKR1VgWJZEgu7lMr1chRQ2H00SqXqsbh7kpFJk8ZYvb9lXYFT4noejmcS8NVI5+tLi10tGlM5h+NTHqWawF/1+M9jqUVXA9VkeaPL/qEKy5oMMmWPfEWieBAPKEgEDpKo6aECQZ9DwGdg2dAY0ak5klJF8rlP/w2meWrLpf5bbM1JKTf8b48VQtwNtPyGu/7md34+KV3gDCFEjPrZ8ZVSyn2/s8FPA8uVVO36WeqFwOLFK9i7rYVo2KZYqJ+DbY67LO2BzmSN7z9cZcOYH1BobU4zkxV4noFAUigrhAIK2aLKw7s7uPaCHaTTGo4VxacIXvNi++R7HjauqFeURAJ5VvQ6vOdraSbSHm+7NMZNl7q4ng9Tr/LYXkHZUYgpBo5fUK0ZfP4WySe/vYb+ThevVqOjwc/BkQo3XpLlK/faPHIgyIVrijREajiuhj0GKbsuaiawmMzCLQ8WeO0VRYJuI9eugys9GM7YOGWFXEHH1DxUBVb2GAjL4o5DCpUa+BvB0OvdbXvbVF4ZbiNXsvFrKpZXo7sJ8kVY0pllUYeHz5Bs6POYyRfxB0yaQxDRzHp1jaIwW1FoC/r55dfeRUtj7JSO5dOJK1hYsdXT4uFJUMTC+FKON7Sy9YxlOPkj1GwJeHieJFeC4UkfK/tn+NQbDJJRwfisywM7FWazYf7tfoNLlunEQx5zBZVP3VLkvFVRlnV7PHZA8q6rknzn/hK5kqA1YfHTJzxWLVL52UNh3v+DAhcNBFnTEWKm4rLjuMvsnMmJWYd0QRLSJNIVjEy7mIrK9j2NnNdVJmwYlCtVosEqe4+FyRbDIMMcHXXwmZAv1Y/1qEr9O6a/3WQ2a7PneJKv3dpCSyJPS6JEplhC0co8vi/O6EyIxw8YnLM2x2UbIZMPcmwkSjCgs6TLoWbVd+wBrtkapyFoY+gW62+qkSpEeWi3xG86BPwuvW0ufh9ULZfj05JM0SVqerznX3t4x/UVZuYaWdaX59JNU6zbdBOtrX/4ubxf5RTPBX/rTjmAlPJBIUTP07nwgk70WhtsZrMaifDCqM02DZ23vHQLX/zBw6D4sAHXkwR1g8liBaREIFEUwXjeZSadw0bD9SRzlTCmodATlkwXBZYUrG6TlKv1BM92IG/VRVfuPjFJUyTAOSsb8GQ9KfvPFggzmboKZjJusCbpEQ2Z+H0Kd2yvsKIHVNVAUQSWLZnL1EhEVLSAgqpKXBcMzUPXJFKqSAnZYl0iOBq0MQ2JIiS2o+LYGvmii6ELShUV26oRj9SYy4Qp10w6mjIIITk+0YCuqRTKBkGfRXNDhkCgxvRciEd2LSGT1+qCMqZOSPOwHQVNU2iK5ZnNCha1a3z5QZfouMM7Ltfw+Uo0N+RQlbqyoWVFMJRTKyoi5eldujlXrE/wWQAS8FDf3f+TN93M977zSaZTYUbTKl+/S2PTYoUbLiwyOqeTjKrYHrzmkgLpXICJWYOlTgThKRyftChV4Z49Fuesktz5mIKh1id3mYLF4k5oTRTZc0xj7zGD5iYFv2Hh91t0NbmUSz5escVgalbFbyrc9VgjuVKVck2yrFvDdT3SeYt0XgOhsrxfRxEmiYhNLFpFUy1CfhW/r8RZayRjMwYP7gijKjCdMgj6PB7e0c5At0OhbBANuuTLdeETgUMkKAgHFfYed/CkTSziozEkKUckcxkL11HwPMhXHJa2Gqw1Fcrl+oJKMqSiK/VFGoCj0x4lt95yIVODsg09CszkIOyrv/d1FTpaTGKxU18y/3RiS0p58f92nxBiWgjRenLHoRWY+S3Xygoh7gcuA56RRE9T62eolYURVgBced37+MH9f82WpSaObZKq2Xz3Ubjl3XmKTp6tawxcT+HwcQ3phdhzzEeuIghFyzx22OAtV1QI+CRP7V/Ci8+aZe+xMoNjJrpWRUqTiiW4+RMeYV+Wt704QaXmcu5KjcPjNRrCfqLhce7bHmNpb5VEoySRrbf4CYRUqo7HXBZKVZWhGY1XXwwNQclPHvTzxN4OWjtqfOUOjfufkuw6qhEJwsp2DdvxkLrF8SmDxUk4PCuYKdRY05MhX2nCJwRX9WZ5fG8Uy4aQ4bI4UaMtppLOeFjVPEOzkpmMx+quCKsX+ylUJI8OenREVYIRQb5gctwWREIKM3MhPvlti6FJh664whWrDFwX9o7BaMYiGYmSqQgEgulCjdXLe075OD7d76yFFFtd7TVUdBTxh/cbfLb4u3e9ib9+zzt52+WN7D7scXzKxTQE2w+GyFt52qISJe4yOhVgOhVm+6CHP1Bj72SFc1cW+eNogJYGA8t22bRqP2uX+bn94ZWs61c4OgGvuthgxwGPHQeDdLa49LY4uKJKqqTw6LDCXFHh8lU6qYJDh7+GLyKYzdU/o6J+hfGURipnkMrBRetSvPGaEV76IpOv/rSHTK6BpjgMdGWZTiewbJXbHrZwXEFPm8vijiKBQJS+9hyWrfPUwRCXnjNGV2uJ7/2yHcuK4rk2b/2c4BVbOzhrpYphKJQq4HoelZpOtrgG1wXLcvnbn+R5yRada88StCU0KrUmBjWNkN+lp7lIoeySLYXobK1y/wddbn1CY2YuSiZnsqyvgCIEj+zq5aWv/T/XNn4vfkNcPeNVKL8PCzrRW9wWZMsKhRNTC2MlB+DsDSv44nfvOyl9aRAzFYQAV+oEDYWRTA1XKFi2h2U7IOsfXpVaiMagy1xJI1tRaAxLFAGmITF0qHlQKirEfDWKNQe9XKVS9ZhL1zANBSEElVq9IbqgrsjpSTg6ViUehKAuGJkQNEQ9NFXB8Vz62jUct75iqWsSQ5M4rkK2ANGQoGoJ/D6HVFZlztVY3FmlWNZwPBVFkURCNrrqoWmSmqPQFMrR1DjO8HgXmiZRlRqxcI3R6UbCgQodzYW6stlMnJoNuWKA5X2T7Dxc/9nUPXTdozVRpeFkcp8rVljSrZDJC6697k3I9N+gqf/5frAQ8c+f8jGsr+IsjN2u34fLt0gaIy5DE/Ntye+OYfiIBDTe8wqH7UcUygWLA0MKo7MaTbESIb9Cc8ygKV5XhN2236VSlZy1VMMQgn2jBvcdchia9mj11WuRV/ZpdDbDkq4SI1M6UymFUkWyst/kh++2OWfdEXRN8rWf91Msh5mehcaYpKvFob+jvhJ74YZJzjojzWzGIJ03mMsG8RsCXXNRFFAVh3I1wNiMxtqBCIqSIxzwUBSP1oRLXztMZ3S2rq7R1+GQL5aYzXgk4waD4xEqNY+wI+lI6vh0i0JZsu1AhY1LTZb2aoxNW/gM9WRbE42a7eF5YJmC8ZwkrNd3OqeLCrYnOae9LtY0m6vR32AQMeETf/c2fvSDrzE5Z1OpwoblOitWn/+MjOMpjK2fAa8FPn7y/5/+9wcIIZKAfXIi6gcuBj5xKp78N9EY0+huqVGzjWfqKU45nucwOaPSclYeTQmg6BrXbfFx9zaV85b6GJxQaQg7DE+ptCRcPvMDlZ3HdN7x0jTpbRAwDLasmGR8TuXxwypL26scn82z63AzXe0FfvaIzthsFkXYfO1BuKoAn3xzBr/P47aHinzvzlaSccmxEZ10vsqZKytsXWlz5vIqfp/O+/49wsP7fVRti1sf11nZVX9/97ZV2XPMJaj48DeFsByFak0SCUtqlkdhWMeTCtM1h7GywVceSPBGGyyrTEvCpLXRQVMlqqqQszwOTbpkygVed4EfdU+MtmaXJeF6P9pC0SVf8ZjJ16Xf22L1yhvblaRyNoYm+Pkui0zZ5eaLYNeQZGW7xl+//Wre9bHvkq7WFW5tz2HjsvZnZBxP8XfWcyq2suUsQi0S9i2ceaDnebQ0FPjKAzHecKFHoeDD5/OhqlX+5ecxljR5nL3SYnAsQiykcemWDMt7S/zkIZMXrcvyRx+Lcc6q+pGCVCbM+uVzFNeOcPeTcd5ylcL4tEBTNSxHMpMu88nXV3jjP5rkyhUWtfpY16rjScmKTljSqjE87RGN2ByZUjh/uUpfAEZmwNRcPnsLxGJBXnN5hUu3Fvn5A82UKjZNDYJsQSCQtCZdpNRoiAY5OqJz1po065dNUbNUbn+8n+0HlxIMZ9l1yCTgL7JnuMSyNgO/rrP3mMfVF45yfLSXWhlaE5JaLcT+4yqu57FveAIpVTpiEZb0FGmI2Lz+6kc5ONTH4u5J4pECR2ZqDA918Z1BjRuvX8vhwQc5NuGypAvueUohVYk/I+P4G+LqGa9C+X1Y0IleY1ylVFNoaVg4Af7Kq87ki9+7m+17RgjqkqrroSqCTM0hGdQJBXxUbYFfldRcnZpTwnMc8oVZnFCMxrCK7Xl0xOuKl/kShAOwpE3gei7Fio+zBpppjdcnE4oiEEKgqQJXKphavdzE9SRL2wX5kse+E5JVvdrJx8PR8RqLO1R8pkrN8nA9F0MTVGoCKb2TDdGhp81BUWC0pmI7CqWqdrLYTxL02+gagMDQqqiKi2mWKZWD6Gp9+8D1VKLBCoVwhbC/RDiUJ+CHmtVENFQmEioTC1us7C8yPqsAFRZ3TTOVamA65SNg2pyY9LO0X2Xl6vX49BSYNori4Ho6esvXCAQXnfIxlBIs9+l9aQohLgP+kXovyn+TUn78v90fB/4D6AeqwBueqRKy30a+CDsP+ejvWCA1ZkB/Xx9btlxCSP6AtQMqv3jEx5ETUQY6/RwYLXBovMRPPlxlZDLKjkMqTY1FpmcDvOaqQ8RiDdy7XWVVh8SHQmMQVi82KFYkd+2s0BAJMpMxeeVlaRqiEs8TJBtsdE0ym45iu2HiER+bV9kkYvXd9UrV4K9eO0m64AKCcKDKUwebkTJEJAh3bZMUSoKLNwWYyQgU4ZIratz1RIypWZds0WP1ovoiTkdTlScPGLgeHDgOb7g6A5RQFY3BCQ3b9WiMubz4LIc7HtdobgApBZOzNeYyHm3J+kKP40oq1XqZd2NUxWfWF31CPpdowMNyQVXq/fR6oip9LQEWLepCVRXCAehcaeI6cNV1f0Rn95JnZBx/n9j6X/g48H0hxBuBEeAGACFEG/X4uwJoBb528iyRAnxfSnnrqXjy34QibPYP6TQnFk45gD/YzLc+cw3//vVbOFEqcm5/DM8DXfVx8IRGuVLDadFJ5T3e/+UIER/0tTp0JHV++P4MjlPjqUMBDo36+ND3VV65JUA8WGH38CBPHu3nG9slZ61pIlcWbBvyWN4t8fs8dh0OcWJKpVz1SEQdettVTEPnyYOCFV01Htxbl6TvbfI4OuZRtRRSBUFzXGNtv8qHfpCm4EZY0gTdrS4vT8CeI3BsRBAKqhiqxzWbbYJmvRS6K66xf7Be/WKYVRw3SFerg+14vGNlltd/NkwiUiNi+nnHFQ5zBQe/Z1CrquTKNoNTRboTES5b4yed93j8qEU0IPHcCrohuHJ9jCMTVQYnJH3NcRRfmA0rl6AKj0I5g6LofPXDr+HV15z3jIzjKYwreI7F1uOHTO5/MkGioca1Nz4Tz3Dq8fsDDGx+O28KfJIVXVEe3GHieRJVMbl2o4FheByfSzORUtk26KNYU/CZCiFfgG/fuZS1iyWzeZvGsOBH9/Ty/YcSdLUWWL+8wu2PhHFcCAck7U1VJlMa37g9Qa7sEfUJrltrMDrt4dg1xqYktuPx+qtLuK5BuVbikV1RNiyrMjJt4kqHJ7dLvnNnHzv3x+lphUvPHGHDcpcDgzFuumyGYqXKltUjfOwr6/CbQRJRlTsfi2AYFslYjVJJQXoqsYBBIiY5PmURixT52ruLfPEHcSxHMJy2QcygayGGJlT8hkqhXO/j+hfXRFFFiKm04Pikia45rFxSw66G6WmLIqTCJWuq3GX76UgKzjn3Co4e+wbv+tckn/+Jwbv/5Hr+5oarnpFxfLpxdSp3yp8OCzrRm8lKFAXK1YXzxQlw67/8OS9+02cZGZnBdqvMVcGvKYR0BduDD7/5GHc81sSJ8TBj2QglS9IbF3ieREroiJ6csNXAcqBYge2jCpWaQ2dE0NloYur1/kOeJ9E1BU9KHh0RlGqSiwYg5oNQWKdqWTTHFSIhHZ8hMA1Y2qUSDSmAh2mcbMNQgtl0/fBtIqrgomDZLj5T0hh38Osu8ZCDJwW2Iwj6bZDuSYEVA123mJhuo1zxEQnm8ZtVdh7upmYZtDXmiAQdopE8UkKl6mdwNEE4KJl1dArl+rlBv+lxYLCVoL8uQtPRtZJrXvXm/+dX6TmUVRXV9GEGt/7B/fL+NyRgPY21hZNfdl8ALgHGgO1CiJ9JKQ/8ysPeA+ySUl4rhFh68vEXnTKjnwZzGR3XlaRyf3hftGeTzWddx9DeaYqZ3azoc+htK7B30GB0tsK5q00+9r0A5ZKPpF+jJRnhr99wkIDpcs4ZBX50TxNvvcLiks2zPLm/mal0kGDV48XnWOiqRThgsKw3SzhUpVLVuH9HG9m8j7GZGO3NY6zus3l4d5xyJcKOQx6dzTqzGY2fPtiF37QQikFjtMCy7gquFAyN69QswVTKxfP8xKMqu48WmMsKeloVBJDOKaTyDq0J6Gn1OHjcB6jsOWITDQtiYfDpDsdGHTYsrxH2q9x4MTy2B546VCUSECSiKo2xellMsVwvjUmebPguPYlQBDUbAqYgqAoUFeLxNn70rf9qJiulxLZfScAnGVh6BsopPO/633m6sfW/XkfKFL8hfqSUE8AVJ3/eA6z9w5/td2M6rZApeCebIC8c2npfRM/KCu//6IPsOOhy7QYI+cCybLpaJA0RQU+rTiqnMJvyeNtLCiTCAdI5neV9I/zkgThnranxkRsjbN8PMb+fK7c2MzljUXJ9XL5O5Y++6CFwyM/qfOjrTTy4K8RZqx12jSskm+vv98aYiqZ6ZAo2P7orxGM7AjREDC7cMMGfXT/NV3/Rgl9rIxpSuWhNiJIdYkufRiKWYeuqCoqis/uIxnXnp5jOWwyPNTExI1jd4vDoYI6r18VpbYSlPSquJznnjDLxaBbbkfzwb8o8ujPG3dtcKsLm8SE4o1djbafKQ3tLbFmi0hhWKZYshqYcbFelWBUsaw2wvFtDUTUWt0d573v/9tfi5zv/+GccG5vjZVdsxWc+czu9pyqu4LkXW241RMznEVYXzk45wEsu2sgTsbfRa36OeLjMbQ8nOTZj0hb36osHkybLWkLEjRqP7tGolhNsXaOxpKvegmcq43D1WVVmsyrv+loUISL869tsJpMOPr0AIszG5VVUFWbzKRZ1N7NlQGd0WtDZolGxXCbmJK1Jg2LF4sSY5GWXZVG0Eh/5RpwVXRUCWog13TEWt8Xw6TrT6SqWLdl1eBGRgMXknEe+VFdgGU4XePKYj9VNEI8Y3HJfkseGily4UtCVcHjFJTUuy3v8/KEWXnrRNKauoWkue8YF//qFPq7fZPHu66s8uifI3mMOe47bdDWBSgjpQbFcxe/zU6qo3PeUn5uvmqFUURmcSnL2i77G27b813zlda/6B9r6xzh78wVEw394H8r/jVMZV/wOO+W/Lws60dt+1GbPmMP67oX1xRkNB7j1y3/Gisv/iqojaQ2ZjJZUspZLf3OFq89J8fCOJgwNzl2T5Ym9MTxPMlOoEPEbTBUh6BO0hlTCGoymXSqWRkdURROC8ZSkOykxdIGUElUV6IrCQLxKTagU8zZ9zQE0TcFnOjiexHYkihAIRSEaqjc6zxWp10m7Ak2R2A4nWyhIDF0yPKURC4N6slRSUyWaJk8+p0RVPRSlPlEED12xCAcFiqJiOxqtjRnyxQCJeIZSOUw2EyVTCOJ6GomoRc3RcD2VjqYMjlsk6C8hgEhiBbHe/6n2JxSNYOKZz408CdWntzq6CTh2sockQojvUj94+6uJ3nLgYwBSykNCiB4hRLOUcvoUmf0740nJ0KSD7T1zE/pnAlXT6V/9Vo5ufydmpcSTBxIETMGrLmhDVT3e9708Fy/XaGiFY5NVqrUAAdOio6nGX75mGlMLcttDzURCFWzbJBay8BsKQji0JS2y+RBCcRkcj+E6JoPjPnJFyOQbSWerdLYIfnS3SyoH65flCAfztCWjIA0iIcmidg+/TxKPpPjAmzyEkNSsMHdvC+FJQUeTjue5XHtBkVBAkC1ojM5alGshOpo8cmXBbEbBcVUqVZVqDWYzkqBP4dYHQygCNi53WdbrcXhE0t4IE7MuiqLVy7ttSbYEDRFJseLV1Xz9CroGbUmDvu4W/uRP3/U//CqEYP26Zycf+j1ia8EQDanMph00dWG9PiEUXnXdS7hv+3F27DrO0XGXG86XNCdcNizLcevDHZiGh64JmhtUUpkIkYCDqgh+/lALcxmdA0Maa5fmKFWaUBSX5pigVoOzFmvkCgHWdBXJ5iBXEBzfE0RRHc5cXqQhomNKiIcFruejNSn48k8CBH0qhbJkeM7l3a8rkow73PqoIFucZWVnnJaYRleLiicFQb9JteZy71GDTZ0mhXKJqTmN7YcV2mIwOucwPOtwaLzAQHcYRZHsOaYgPB9veVkaRcCffnaAq84U5HIeVbXIthMBdg1b7Bv12Nij8q6bKvzwHo+GiKSnXfKzh1xmSpKRWYmq+fj+1z6O+hsWSLZuXMnWjc/8GJ7OcbV1jZ/PvfMBRqf/8B65zyZCCLZsuJBje4/x2P6HCQRsHn5UsL7f4epNFl2JRqZS9SqreEhQqrhYtopPCCLBGq+5bAahFdkz1M57byzhOFVK1U6a4iUu2ZymWMlz6yNNnL2mwMalJWbTCo1R2Ds6xUBzAx4e15xvMzwZ5MBQnLlMBVWxaU1K1p2R5qrVHvdtj7JxqcK6gQprFk9RqXr8+N4eYhEVT+pYtkWl1sAH//VCCgWHuL9GX0eAmbRLR5PG9K66Im255md4wmRwzKBYrvHVnw+gKgrRkM11Z9fIuTqrO108CQPdLrGIykwOCkVJpeoSj6gkmw2KFehqtti4vMDeocW8/LV/y4DxPzUY9OAarrz4D27X/Vs5xXH1u+yUI4T4DnXRlkYhxBjwfinlv/9fF17QiV4iJmDs5P8LjGg4wIn7P0v/xW9nLF2hJ2YiFMjlTX5yfxs3XprD0Ke45d4kPh2mi2BJH0VLcHiuXlJ39XIFyxE0BhRCPgufqmDZEkOtT9YzRUm6IGko1Qj6BEEDhC2ZLGh05m1A4DiSas1lOlWf9LUldVLZemJWrtbLPk1DoTEq0TUNU3dJ5+tloyHjZGN1FRRFpVT18JsusXCFmq3hejqOC0FfhYCv3lBdV6ooiodlG3Q0ZSmFKxTLIRKxOaZSMbL5KJIyqqqSLxl4nkJ70yyuIwGVxt5XEEhcN48jBx5Q/vVVnN92ALcdGP2V22PA5v922d3AddQby24CuoEO4FlP9GZy9ReXyi2ckuj/RFF1lmz+HOl7PsCK/hnAJVMwOTFucPEqg7FZl/3jJS5a4zKdinJoqIne9glaGjwsS2f9Uo9fPBLgpstm2HUkysETfloac4T8KkIIntjXSdCssrIvx86jIfIljWW9gs4ml972Sc5YvATTtFncKWlrKvC2G3aQygW55Z61PLE/jKq5tDVGEALOWnOUQ8dNAj5JqWIx0CNYtVglFq6XhDQnSqxdmmY6nWNoPI6qaFQqDuuW5ZASPvX1Rmazkos2WQT9kmJRJxT0WNKtEQ5IDp2QeNJl52GLgE8hFJBEgzq24xELqZg6FMoemipYNLCOt73ppvkevt8UW6cNDZF65YnnLZQGC/+Foih85RPv5Bvf+Bpf+t52vnaHYE2fSUujgqqlsO0QiYiOJz2OT/rZe8xm5eIsSJNCxWDHIYWGaJUfP+6wpEUymTLZPSq57Iz6UYCAVFm2zOO1FzsMjikUyw4hn+CStR67joSJRYrsOeqxb0ihOa6xoi+A43qcGK8yMt7MrdU4HbEY3Q2CfNlj86oqKiEm0jWkqlC1IpyYlmztEuwfaiQU0GhPlEkX4PBUkes2xjDQeGQX/NG1E0ynuuloyfHlW9oJ+21SWY1E1OGijXDHYw18/o1ppgsOTw56XLelzOHRGOlqie8/FmBRQmCoIHDpWbKYH/3zKZZ0/z04nePK5/OjKhJTX5gvcNGqN3Gtv4lf3v8vXLUhRiziRxM+DL3AJZur9LcHCAUk92zzsfuoR0+rzdolZdYun6U1WeSJ/RE6442MzRrMZmd48mAE223E88J8+Ftpqt8M8KYLl1OtqURCNkM5nX+5Q+e8PsnNV08hpWD3kQaiYY+W5BSJBrjpExuozNWo1MqULD/3fFPhU28Fn24wk3Eoll3iSzQm58x61ZYr6E4qvPIijUf3WSzp0di4fIprLipw+wNhsgX41u0hKjVYs6TE4u4qJ8bCKKqPvqTgE6+o8eP7/TxqwEBvhZGZKBesL3H4BPhDLkt7/Dy016Uz4aNQVpnMLuZVf/TRZ6xq63flVMbV77JTfvL2K57utRd0ordxEZy7wsBx5tuS3w9NUzl0x2f4wje+R0fnEm68bAtSSv7srz9J4aExbDym5lQMXeIpEg+VbFWhIyJpDsEjw4JEWCAqRYqVGpuWJBCirpRnGgqGLilU6uWbhbIkHFAwDclUThAJ6RSKFkJAQ0QhHtExdEGm4CIQuC4gJIoi8So2DWGBZQssR6urayoeQdMlHHCpd/6DhkiVgM8CVII+B9uRxCMZGuMZMvkkoGG7Gq7FSeVOF5BIFDRVomuScs3kyYM6qmKxfplHxdFRVUnAV6RcjaAHz5rXMYP6JLz668H92+Sqf9On0X+f7X0c+EchxC5gL7ATmJd3tnKynE9bQOqAv4oQgs0Xvo9De25HUYMMrDwPEOx64l+55/5jSMpsWVnm6EiCoC/H4FiUx/a20d1SJeBzuGB9jXQ+TE9rhc6WE8SjaYYnGvjeXUsJ+kzAR0M0hesZtDUKuls8IIDrCeZyHsmGEkF/hdHJBiIhl0IpyOZV0+w5GmN8NoBlu4QCNoeHG7jzcR+Lu8oIEaQlkQUkj+0JAwpnrZ3A8wQKKoVSkHBAY8UiGJkKYuoOm1YqPLHPY3GnCkhkY4VCyYepOyiKBDQa4xqNMY3ZNKQKLh1JjXzRRlEEhqHRGxfsOVLlwvPPnL8B+xV+Q2ydPuhxfEYGx1l4id5/8qpXvYZlS3oolGucc86FqKpK5IkHadr7UwoVj6Bps+uIpKu1zFQqwVXnzBAJ2jywW+Onj/poizuctVIylQrQFbEYHK2QtW2OzBocntE5b5XL2LRBoeznnLX13UTHMfnH78PqPosNAwaPHHDpa6uRL7k4roemSBZ3eBSr0BSDrrBAkVEQNdoa/Pz4KRvbq7CmxaFmBVBVBc+TPDWYIhyEN1zSQrpgs/NogYvOCPLkgVZMHfYcFQyOxzhzpUPEB4/vdblwo4XnRXnyaJg794Pm5fiHN2VIxkf44aNLqNlBqlJDlw6TJclHnqEzd0+X0zmu2jvP48iJ40gEh48eZGDxsvk26WnTtegaLlWSXHDmCXqXXotQ/DilbXz801+hVDG47ck8LzojwoGRKqpQyZcaGJ4y6e6cYSaTYDyoMzxb4KfbdW6+yGR8uonDIxYlL0i+4nFoQjLQKplJmzx+TCFbEczmPYanAnheicu3Omw7GOaeHa1Y1QTvvU5leCrAHU9ILj/LpVgRPLanhU0r52hsqJDOBJiYduloVfiXO2sUc3Ms61PZujLEtqNltq4ucWCoBddtZevaGb79y0aawwoXbixz0aZZgv4a2wIav3wiQLlqsHlFAdcV5EsalZrg8jNHeNvnGkmnDNYtVVm3SLCoU+PwYJWtqz2WLL9s3pM8WDhxtaATvdEZgd/wWGCVML+G32fyrptf8/9uCyH4mz9/I3/93o/gUzUct8KOkQIV2+bcRQmOzrlMZHIUSgq2GmUkLekJhVjXH0LWW9/hN2DnSIWGgM6SDgPPlYzP1HMGUxdcvEZH1xQQCpomaU5AJFivb84XLUxDEk9oCCSVmkMkJoiGoWq7ZAuCpni9/Mg0PIRQ8DyXlgYLx1FBqiAEoUCJZEOWSlUnHCyTOdnjS0oFRZFomoPtGvh9FqYxia6pJOM5HFdy56NJIiFBZ0cIg2Ecx6Ch7UoSyZuf/QH63/Ce1rnQMaDzV253AL+maSmlzAOvBxD1T7DjJ/8960RCKtGgi7awKjd/DUVRWX7Gi3/td8vPeA33P/QRdE3HcUp4nk3NinHx5sfI5DX6OwtkCqF6XzrFwfFMTNPBdf00J6pcvjXP+IyNJyWVqkZ/e4mgP0/Ir2I5Cj9/cDn7Bh2uaosxNhPHdnMUyn5cT6U5kWdxZ57Wxhyz6QjFcokHd/p46pAgGLBobjBIxnPkCmGm04J8SWFlv6RSbeLbdwRJxk36OySFkscP7w6ybqnNhuVpjgyHmJpTaGms9zIqVhSyeZ1CWSHot+ltNxBC4Dcc/L76ud321hj7j6QYnrQ476xVfPcbb5qnUfpfeHqxtWDo6ujl2GAOBBw6fISlA8+MoM0ziRCCDZt/PXnZuPkcxofuRdcrlCs1tqyqsHpJnu/cEWVk0uToiEk8YHB4xCadh0f8ChHTI+BTCfiqvPemSV79oS48XExV5ewzPKKhGfKlBqRUMEwXU5EUqwG6m03efHWKA4OQyfuoWvDEfoPbd6uUHRefH85coZPKmwjhoCoeLz83zxWbpvj+L5s5PgF+s8KNLxpn4/IwXa0pbn1IY64gGSrF6MlIbnxRni/cYrLvRJXuJsGG5Xm6W3xYjp8jI1FmS1Ue3q9SsjT+6iUZXFkl7HdZ1RdlJmfxyBGXl5ybJPfzD8/TKP0vnKZxtXbdRm582085Oil49SU/5L1/9b75Nun3orPvLOC/FrL10GYM/8Okc1OcuSRAMlZFH/VoSxogBCv6SnS3SuSZNbIFk0d2h3j9eSpLuyRDEypBn8YfXRRi70iZt76kQFuj5OGdcO/BKEHFo1hy2XmwiUUdDq7n0dlUIxGIMFsN0dYIpg77TnjEAxqvu8Sj5qS5eMMcTTE/X/t5J/EoPHGwRghJc1MY3YVv3SnpaQzxjz92+ZvrdWIhi/PXjdCRLHB8fDG5quBjP4jyJ1dlmC56XLBhFtfVcZwgbY2C1qQGUufAUBPrF9nclRLoCgRMl5XdDq0NyiXk0QABAABJREFUUV7+2hfi6umyoBO9rtY407N5FHUBpNRPg6amRv75cx/HMHTGJ+d46Rs+SKHm4LgSIW1cu0zOhvW9YbqSKj5DoVx2qTlQqMJYRmFJW4DJHJSOe3THPcTJs3ICQaFk43qSWEihUPboabE4NqbiuHVxm3BQA1QkHpWa4Jb7JecvA8VyWd4nCQUllqXhegK/6WJosi4wIBQcT8HUy5h6DVWRWI7ByGQXuuaiKjb5YgBPgqp46JqG7aiYeg0hXKLRMrYL77s5j+GrEQ6XOTHcgRCgRV4038PyX0gP3KfVs2c7sFgI0QuMAzcCv1Ynd7KpbFlKaQF/BDx4Mvl71rn6iiv4zL/8BAkcPPQky5ae+v4z84Hp8/Enf3ZSDMHLMLLnjXiOxonxHi7cNM3PHliG7Whomsfy3hGECJIvmsQjLicmWljed4Te9gBzmQS5osET+xO8/JIUqVwcIVSSMYeBLo+OFgfPVRmakHQ2ldh1uAFPxrjmgiE2rMhTqgTYf6ydgE8ihKClIciy3izRUIVUNs7iToddR1S+f3crawc8elqD5EuScqUGOFi2xsSsxnfvTBCPVHnyoMmFG8o0RD2CPo/hSR3bESSiWQK+FD9/MMqqfo2muMHErMP4ZJZQUKVmSy48f/53yH+Npx9bC4aXveyVPPDwLqSE22//PksH3jvfJp0ShFC4+uXvAymp1mz+/pMfYHw2SFdLjY98y+GKjQ2Egwrr+gUPHa7S366SyXpYtuDiLXm+dusS1vRIgv4atqvx5V94fPRml3JVUrFUNq+YYnA0yOMjKp7iMbAoxUpV4e49bZRqMHfcJO+qXLZCo1Qu09tWxfUUDgx5LOuBc9cVCAc8LtqU5dPf9jM8pfLVOww+eUuND79WZcPyYxSln0IlyY4hi87mEY5Px9kxVGMuJxifaSAShDVLAsRCGtGgy40bqgyN2hjS4LPf6WXjgM2fXXucrmScwxMBbrjs3Pkell/nNI6rUDjM4XFBuijIpp/1kw7PKO/68z/DdV0cF17zx3/NZMZmZMamu1lncVcOQ3dYszjNZ7+v8LorC0zMhpEEMLQCAg3FFXzmLTk6muZI5ePsH2xA8QQhXfJnN6aZmI7SGNcpVxVyRUEonOLhnUnyJTgyLtk/LOlpK7O0XePxPUHi4Ti/eCzAU8eynL0uyv4hwBN0N4PjKkhPsqLHR6rs8u0Hc7zqPEE0VCMaKrL9gOS+g352jPv54h0RVAXeeYnGkk5JUwNYLuw46HHmKoWKpdObULn2TIVMAfYPuaxZAj39z5p21u/GAomrBZ3obd6ygcH996Aogv3797NixYr5NumU4fPV+8R1tjfxl2+6iDvveYDplEuoKGiJhTBVhZaoQntjfScuFNDYM2wTNBTW9UkqlocBmIqgIaLhZB0iwboUe60mAQeBSiSoUiwLbKcuC+95UK56RMMCn+GSU+DFKxXmsh4CqNYk2bxOwOfiOh5GUAKCYlkl6PeoVAUDPSmklMymG3BcjelU6OQuHuiajanbgIL0PHTdBkw8DzS1hKm7qIqKdFVGRjvxmVVE6Go0s3t+BuI3IsH73VsPSCkdIcSfAHdSb6/wH1LK/UKIt5y8/4vAMuDrQgiXukjLG0+93b8bZ599PrfeeieKqvDDH97H+957eiR6ALp+UplLbaSh7Y+ozn0R2zZJZaO0JFLMZaNUaoKRySgr+h2+dWcb156bAyRTc804Huw83IaieGxekWP/YDuTKY1l3QVWL05z2dYxDp3oJRD2mM5IHtjRRLkC65cVEMLAdhRm0gagsnH5LH4zycScn3QuyPHxGKuXTNDeWmbnkX6yBcm+Y4LOFsnK/iKxMICgWNERKIQDFmeuKdLTNsH+wQgHhuI0xmGgq0a5pnDZ1hPEwhZ7ji7CciI4rkIsrJ3sgemycqCVtWuea5+ZTy+2FhK6rpMtehQqkvZsdr7NOaWoan0qEdR0brzx1Xzn21/DZzj0tUqeOFqkt8lPKuuweZHG4naNo55DqewyOdfAnqMWCNAUhxNTkuZIgAeeaqO90WH7wQoP7AgxOKnQHvb46kNlHj0aZUVzmLmioDkiiQQlo8X62fTWBp2fPqzgujbZnMqdT9oEA21UvHEePaAwnZaEfDA8FgRKfPeeGK990RhbV+V4eE+Fh3bDk4cDvOeVQf79ryQ/e9TlO3c72I7O0ZEyb7za4/6dKqOTKpoCuurn6Ikok9Mur7x8jJeeW+XGC3Uii59DC5PA6RxXAH96JQQCMHnKBOmfG6iqiqqqGMBf/X9v541//gnWLZF4nsPdTzSzaWWGubSflb2SjSvKnJgQvONL8IaLijx40ERVJH/3ljEUIfnyLQMM9Los64N7dxf46LdMLlkN6ZzAkhr37hHsHVxMOKDh0x1W97kMzzhsGLC541EdxfDxzbuSzKY9/JrGzx/L05QIMzQBA10av9xmEw7U1eHX9Oj0NHgcGzW44W/WcnBUZ32/5LwBnd5ojaLlsXvcompFOHjCo72pxIkpg0weknFY2Q9PHax/priu5NBxwWzR4e8/ev38Dsj/YGHE1YJO9M4773LuvvsODF0ldHzstEr0fpXrr7+Wa66+gJnRu/j0lx7j2IgGst7I3LIlAZ/C8VnJ4KzCpSsF0YCgWvPoaBDYLvhMhXhYpVJz8JsaqPWdhHzRAxRSeZPeNhgakzguFCseZ6/N091S467Hw+wf0mhtFCzrc1AVjVTOY3xWR0oXv68u6mK7MJlSCPjCeLTR3FBFUz0qNehtn8Z2VGYyjXieQr4UBNLoqovt+vGbNlJKtu8dIJuLsGXtQRTVw/NUqjWTjmWvnN8B+B9I8Kyn9xdS/gL4xX/73Rd/5efHgMWnxLw/EFVVScTKrBuoUvI65tucZ4xo61VEmi8mmv4eduF2VCWPECo1S2XHQY3jk5Atufh9AsUSlCphylWFaNBBSiiUDGq2S2dTkZ72+gxDUTyC/hrxiM3mFfDgnhKbl7uctaaIEAG+cWuC7QdCvOS8FKsWV1izZJJwQGIaHrGwgsDH0GiY89bNcNcTzTQ32py5ao65bBApXYRwsG0L0xBcc8ExAj4bhMF0SqVq+ylXCjTGa+RKce7d3k1Hc57mhhgIlULJAiQBv4kpFa6//rnYdOrpx9ZCYstKjVJFpb3NnG9TnjGWLlvJ333g40yeuJ1g7BA790xyYFrSm4TBURdVQKnqceXZGvuGbCZTLlJK/uldJTQNbv60SkfSz8SMyrUXpomFJe/+5xitURWrVmbfsEpCrTHQrNDeoJItQsF2+OkuuOIMi7e+yGBwXPDJx3JMV4N4us0HXm3Qm1QIX55m+4EwizttgnGTDT0N3P2EQ19HlUrB5rwVfr5zRxPFCnzkrSVMn833P7af46MNlIoRbDvO8m6T6YzLuoEMV5ylsGn5NImojaJ4+MwaMvzH8z0Ev4HTO64OjznMpQWuskAPlv8ObFzVy+47/4X77nuA2ZkTPLZtG3sH25BSkIg4PLQzweh0gDs/dojtB8PsHqmXFJYrIXRNgPDYeVBntigI+8NcskpnfK5KMlrlx0/5AUHZtlFsh8YGjSXtAtOULOvSiYc8jk8Y5IoeD+wo8levmcJxfdzxcJzFTRLL9rhoo0o4AJ+7vcJcXvDOK0t4nsPeMZPudogEyhwb1zEUcF2XD73KJFMss/+EoFzTuWSjwt5BSUezx8pFU9z2cCuqouB5oAho71w9vwPwG1kYcbWgEz2AoXHJVMrm8MR9vPTFl863Oc8Yqh6jte8GPvHRaxkeHuP4iREGD/yEnz9g4UnBcFogUJhOu6gIKpZHJKASC2k0NdQbz+ZLkpZEXQhgcMLFdetn+iIhg5FpB9utB5TtuMiT0rmKqhOPCDRNwbIUDEPgN6GuJeKga/WedmsHMngeHBuLogiNfDHAXC6AQNLVkq6rCDbu48DgUqQUNESKHBnpBQSLOsep1jS6Wmfoasng2D6sGlQtl1DAQSjPsbeplAtiu/4P4cxVNSJBsGcP/PYHL2CE4sfX+DrMxKsYaD9G36oTPP7Qbbz9FcdIxrNMzTViOwEqNZV0zkexYmLqLo6jcnzSYCpd5ZpzLfYPhjAMieO00ZyYo1gK4fc5vOIih73H4jy8K0IslMH1QvgMD4mPiqVSqqkE/C6Oq+L3uaSyJtWqw6KuIs3HmnjNi4dRBEyl/eRKOkGfy9oBG9BIREsIIfnYfywBodPeJOhorvDI7gbKNQ1TTzA01oCiOCzrqZ6MW/jm7UUiQQXT/xyUIz/NY2smA2PTFtNphzfMtzHPIEJRaet7Ma/qvZLzxydIpeZ410e/yaIWBc9TiIUcapYknZeUbYeIT+f4hEmq6DA2A3fsSrF1UYLdR0zamhxuuEClZltceFynVPU4MGVzxVoTQ1Fpaypw2yEIBgL4FJ2Dwx6OU+PlFyt85jaTO/Y4XLQ7xFzW46YX1di80iYSyvHh13n84B6HbKbKobEGbn6xS9AX5iu3VSlX4eu3dTFZneDmlzgkghlue7CbXNFPNGSjqYKKJ4iFKyTjLkIISpUAirAJhfrm2/3/k9M8riQ+elpVqtYCVeb7HRFCcOGF5yOlZOvZl1EozDJ6+Ce0RA9SKMVQ1QLZosLeIZ2LVsQwNcnErEfNtthzTGHjMp1tDzksboGC5jKRTvOKS6ucmG7h5ReZ2I7Bv91T5JsP21y/RWHn0RQbl0bIF3SmUg6pnMeZK102riiRyVs8tLMNw3Qp5DXWDMAvH7dZkZCkAvDL7SGao/CSTXDuaoVv3alRs6CGJFer0RL3YTsKYb/BxKwKOGxe4XDPDouhsQSeV2/zVap6NMY8uvvOmG/3/08WSFw9x2bQT5+ZvMQDsuXSfJvyrKCqGn19PfT19XDRheey9/iHmJic4ZK1JidmLObSLpNpBUODmaxLOCDJlWrEwwaaZqJpKo7jEg1ITL2utuF5EqtePYPflHgmPL5PB5KEAyqtjZJS1UMRLgGfJOT3mEz5AY1KzaVcBXDJl/y4rkE8MoeUJv6qi5Qu47MJNEWQKTQxMRuipy1HrtRAR/MklaqfUtWPZRuUayFaEnN1URkEjbEKUkrSB19KYsk/oZpd8+f4X8NbENv1fwg7jvpYP1DhF09JrnwubvycYoTQwFiKYSzl3BdfxoHtHyRi30MynmJiViUSrBLyWxyfaKK5IYuuuTQ3SrYfaOKpg0l8pkpHMk9f5wgP71rMuqWjBP0SQwvT314lndeo2VEWd5VZO1BXxBwa7cTvy1AqCzxPw3YMyjWdaKjMkp5p/vQVabbtbaO9SRILefjNLAM9E0ylEoxOxfnuL1ejKAptTYKmOKRyDruOJFm/bJrB8Si2HSBTELi2gRAujiMZnak3Ti+UPT71yY/ylre8he6e/vl2/69wesdWzQ2iqfn/l3Sf7ggh6Oxop7Ojnbu/t4Zvf/f7PPLI44RUjaExyBU8uhoVtqz0U6kqGKrFZ9+WIpsPcf+TFnOZCG1NgqOTFumSxpHZCut7/di6wde3Sa5Z6TAyq/KiZfX+WjFfmJDfZuegydVn5RmdVGiN+FjWVWImqqCqRTStiuu5gODVl0/x+k80sWV5iS0rXXYfNZiqCo7NKfRlHV5+dpIf/7IRUOlqTjHoeCzvNanUPMKBOOVqiVi4Anj4zbqK9dGnPkGy9200tp89z97/VU7vuLpk62Ke3HWUFX3V+TblWaEeVy1AC8uXrWLs+G3M7fwZXS0KP7q3h5lCmpFCjvffGKBYjjKXVVneC/tHMlx3doC9xxQm0i6aEuazPwtheAqCEgPdkn+4WeWLt7rYlRp4YT5zCyxvDRHySVqTGe7ZrvKqj8bYdwLOG3CIBTUaojrHJxz8PpV00WXftMLZA5IrNpfYtj/AZMrj3DNqrF9W5vAJndseiXL7oy7nrVeZybn4dOhp9jg8otHR6Gc6VQNcqpZHOKAgpcb7P/UVJsam+eM3vmSevf+rLIy4WvCJ3kC/xxd+aXDVuud+Vv1M8LlPvZfBwSFuv/0XCDGKJiWGJrh7EBaHPdJ5D58OlapNc4OC6yqMz9gIAYYOAZ+CaSiEg5JswSNb9HA9gaqAi0PQJxCaoK+9xDlrp9l3rI1iWcHQ6q0VTN1FCJXDwwk0RbJq8RAtiQy2Y6IoTXS1jSJdA8dV2Xl4BRJBtmhiGpJEtIQrdSwrQDI+g6J47D7cjqpAa2OZYMBGVSxM3ca1Uyh6E8giQm2cX6fXcncy+NNfNWJu3mx5hhjNCN75txHOXfb8WED57yzf+LfUijch8/+Gz9yHqtg0RGdoS04yk27C9QwmZmO0JDTCgRyLOjO4rkGpnOTMVSNEwxUq1SCtySz5UhCJQqmqsXrxOI3xIrOZOKbugLQ5Ph4mFrLx+yxikSKZfIgHtq9l3bJDdLY4DE8mkV6eLasHUYRCZ6vDD+42kbIZKWF5r4UQgoBPki+phAIufkOnXBGEAxJNk4xMaszl6gsoS3shW6iXXE9NTdLe0U02V6AxEZ9vt//32Drt4mrlQAPlnEO56tXFsZ4DEuHPJjfd+DIuv+QcHn7kATKTO5BotCcNdh+r0tVisbhVMpdpoLdNofGiEl+5NcCbry8R8MEF71YRwKYlQVbbkqdGy4QMhZBu0tehkYyp+MwikiDrFlX5+Ncb2Ly8XqXy1BGFpV0eX7q1nzOXT/LDu+IUbcmyTpdDIyGOT7mEzDInRj0SAZ11ayU3nl/FUA2EgJqlUKrqzOU02hKgKR5BnwueRTobJOgvEg052I5GpWZSyBwk0bYVu5bC8CXn2+2nfVy1dQ5wU8sj2I7C1PQELc1t823Ss0pH75X4o1sYPnY/4fB9JKLw8bcN8t07mzkw1M7yPnBlkR89nCO1SvKy82J8/wGPdNHkFZschkYVzl1XAGA6HUFzg+wZ9JiteOye8rjqzRmyxSjb9vv481dUeM9XDFI58AdVbt/jsajJZnGbwuJOlbakR2eHwysuKBD2e3hS0p6UlGs+Ht7VRqFUwW8KbEeia4Jk1OPYuM3WlTqWLciVJKM5ydoeF+kJJmdBei5DszUe3raPt73havK5DJFofP4/PxfIXHDBJ3rLegbYkDxKYeb0rc3+vxBCsGhRP29/+9sBeN/7/46JyTS9cZe+FshkFWwHjqUFP9gHN5/lYRoKIGlPalQsCbg4roOmCIyghmV71CyP3lZJe9IinTep2QJd89DUCuOzcVobT5arVDWa4iWSDRXSOR+mJtA1yUw6QDofIpnwEQ1U0b263HupolOraEzOhnCcFlobZxGhPNFQESFgbDqE36dRLPtY0p2mIVpE1y2O7r+L8dF/xzSqnHvF3yG0+Ts7JqW8bN6e/FniqktuIBb4IZbtI5/PEonE5tukZx0ztAhCH6e1DWYOvxPPe5x0Pozl2rQ0pMkVVWo2DI0naG8q4DM8LFtlOpXEk1myBZWDQw0s6Z6mUmtGVTySsSK65qIoEkP3OHi8BRAYRpW+zjkGR5rxPJWA32ZytpVCyU9rY4aWRAZdk8xlg4zPJAn5dWazoCpQrCgE/RKfUWNJl8PoVIKaJalZ0BiXKIrAtlViEXFSbEkipYbteBw4eJhbb/05nid51WvfzLKB+d3dO91j68Yb/4hP/v0HaUu4PProg5x11nOjz9qzSTzRylVX3wjcyN13fJsHHtlDV5Okapf46q0Rzlylks57/OheP0jJzsMqus9DFwae47LtSJnuhMpN61wWdeoIBJGgwHE94hGbXFGy57iK6znsOFRloEuyablKJAiHpiQ/eaSJmAbhgELVMilULCpVhdsfDdLfqtLbIPHrCj3tU0zNtONRZv9QkvF0EMvOcc4NFnPZGKBiu36S8QKuByOTSTL5KAFfFZUZqsfPwZOCSvhjRJvOmVefn+5xtXHzefzrP/2MkRlYdOKnvO71b51vk551Eg0JEpuuZ92m65k88TNKlU8gZIihCYPhKZdsQWP9ogivuiQJUrK006FqeYT8AkNX+fmDYfJFj93HdFb0aQR8Hj/dWUMVoGkVQv4AW1b40dQKH3qtn/2DcR4+6JEquFQqDj5d8qrLZhgaixCaDpGMedgOmEaYo2Ml8IKUqxqJqM74rAQB//EzG02v8ZJzizyyu4FoyEARGhsWOew+XFd9X9yhc2jUorfBRzRo8Oa3vRPPk7z6xks574LL59XnCyWuFnyi98qbXsfY8PvwmRo/+enPuOYlV8+3SfPKB//u/cxNHSaW6OLeB3fwpf/4LqamMJ4FVwqG51w6YqApCodGbFb1GzTGJKahYFka2SKEdIVETKGrpcTS7gpfudujIR/m777aSyVvU6pUOX+9TtPJDYBErIShe/h9FlUrwLERH9PpBhxHMpduZGjEj+3omIaHZbs4CNobirQmc4BBJJhCSoWx6ThLulOMzTRTsUw8qeO4Jn7FQVg7gCYs2wciOH8Ofp5wzlln8pEvfJ+I4fG3n/gXPvuRd8+3SfNK08A/YBUP0NLWglMd58mH3kdXS5npdBjXU8gWFVoTNRTFo6WxwFw2wa0PJUBKrr98H0dH2xBCYcehRQQDFQxd4DolylUf4UCFruYctZqPWDgPKCiKR6FsUij7UTUHx/UzNBZkeKIVKQWXbJkmX3RxPYHtCHYdjlOoCDYtlzx1yI/rCSIhieMKTMVhaW+W3UeSKAp4nsDz6os5u3YfQNdVhIBgwDffbj7tCYbCdDVVGZnyUXr01udloverXHzZTQysOBe/3w84pLMfR1UEozMKtuvQ1axwYkJn36DCmy6GO540UKWkXHXxaRptSQXXha/cVmVRh8O1F2Y5Pm5z3/YovS1wyaYyZ62x+eF9YT5xq87uE4IzkpxU6FRoiiq8dKvGfTstZrKwuM1D1RQsr8bnvtWLolpkawGEVeOOHROkizYr+hI0RQN0NGXJFQM0xvLoGoxNtxIJVunvnKRSncX1fIBEUxZwQ9IFghCCX26zKVfh0PABXvf6+bZofmntuZqZmc2cf7nHJS8J8MBt78TZH6Nns4KuCUoVQcV2+cDra+w4pKFpCk8eDFAsezTENOIRhc5mla5mHSEsrr9oL08cnOPw4HKe2B9nLlfhog0lWhsFOw4rKEjioTI9bXmm5iQ+M86DOxtRVYH0NKZSFq3JKUZmI3Q2C97xiiF+dN8AvW0ql589Tn97Ab8pWNRhsm2/n7t3V5lK+1AVBccV+P2CPl2nlB2hXK2rw+eLlfl284JhwSd6sWgEn2kiUTly4B54nid6QgiSrUsBuPTiszkxZ/HTn91LfyTHskaPuCkI+EwCPhVXWuw7VsVnChqiBkGfwKd7CKWu6CmlwkxGZSYtqIUcBtpUDlVcFOHR1eLgegqWJTkyHCboVyhXTWRzFkVI0nm4eNMQ5apGrhhCSgVTlzS2z9CWzDA+00q5YqKqDlXNRFMd2pIZOltShAMVJD4M3cYXakcRB2htTCGloGqpCPU5UGJ2mqNpGmt7FRZ1BEllTzPN6t8TI7QcANVoQEm+n0Pj32TNwD6W9KjgKWiqIBywsB2JobtcemaakL9MrWpy1trD7DzQD6jYjo6hW7geRIIlapZOKucjGHDZcbiFRMRBVSyK1foOeSobRXoKJyajmLpLS2OVcjWCrkHEZ6Opktlsmos2HeP4WB/LemE2o1EoGbi6pKGxxuBYI+1NRaZmg7ieR39fD2NjI0RD4HqSYkXS1dk+vw5+njA8aVKqgGXL+TblOUFn539VZ7zspj/h29/9Ppoyyao+hVhYYWzWpGrbPLjbZU23Qs2q94tN5SXl7TbdTXU/6ppKtmCw87CPpYssBjrgxKRGqerQ2+rjrQmPbNEm4q8xPh0jGdc4MmqzZpFgaNSjVBHsG/Lw+z1aG0z8pkKp6vDZtw/xT99dzmsaEzx+sES14oOojeP4KHuCbMlPyGcTDlRoaFpFoTRHzdZxPAsFh8bG51ivytMU2623iCo8P08b/A+ampr/389X3/BeZqpfYv9hm9Jxh6hf8tLzKqxekiISMvjnWzpIxHSkcNg2DCXHpa9NkAhoaKrBsbEYD+2Mse+ER5NfEgxqOK7NykUp/va1UYYnwozNSj759Q5OjPuYLVeYzFd486UxFCHoao7wo8dSdCUUUrkQpZrOB38q+dIbq/gNk3TORRBiZMpl21FY09VE3F8ik5U0N+SId27gp/ccpNuES9dCKudxxRXPpbN6z20WfKIHEPJXKVQCJOPz0l/6Oc2bb7yQN994IY89dZDP/PN3eePrruGL//YNmqKSQsnB8wQNUZ1y1UMIBc+TFMsOqi5JNEiGpyIsaRI0JSSaIuhr99PfUUMoHuNTGp4UtDbahIMWlqNydNQkGVOxbIP9x9oRiqBmKYxO+4gEaqzoTzEy1USxbBLwOdg2uI6gITZLJusnGqrR1lSkXPWYy8Rp7tmMWtmHaVh0tc4yVxiYb5c+b2iMqPVzRKfHx8Qp5cxNa4G1eNYw1am/QYRezujhnyBlmpqtYegW7clxKjUfpWKIdCZMX8csxYqBripIFFxXBwmWo1GoBDg+4admqbQ1D9PXmeKWX66nALQ02gyN+9E0lzPX7MfUHcamk4xMNZEtRDD0GpdtPUilGsBxDXrbLAxNcKwGm1dOMJcNoKk+jo9LRqctBPCiFy0jkxrH9STxiEfNen6dFZtPPM8FVIpld75Nec7R0dnPX/7FuymVS3z5S//C6lUrCe7byWx2ikINBII1izWKVfjhQzXyFcnmZRoXr3dZt0zw7z9p4NiY5NKtHvGI4B3/4eOeA2FeskElU6xy126bP7vWo1jSKFU9plMO7WdaREMqmZrA0RTWdKrMpj2k5/LHL5th/2ADawdUbCdER2OAx/e6uI6KrkIy7jI5GyGTD7G0O4MZ7qGWre/k2baJaZzeKpDPJfp6TPYfrNHWqFCrVTBN/3yb9JxB8/Xylps/judaPHL3p1HMdlRvjsm5HRwbNcmWJCemLBxPMjSrkCnB+atMKjWXiazgg/+2iMlZhyu3VhmeMimUVPYcLbGs18Jv5JiaMxHS4MmDgpBfEom4XHd2kIk0qNJjas4mIBrYdcTixFiB2/d3sbYH9h1TWLXIz+hMkF88bHDe+gqZXJmeRIhiQSClw83XHWMos4WPfU/hwBy85gJJqiBR1efnca3fByHlc39VccOGDfLJJ5/8X+/f9dCfMdC+k5qlEVt6z7No2cLEcVzm5tK87Z0fImAqdDSbVGsunlB4/IhNYxD6mgXtTfW+KckYJBvq75PJWQ2ki2FApaYBkkTMor+twL6hAAPdVWbSIXRdEPLX6rsIcwEm5oIEfDZ+0yXsd7EdhVDAQlUF4UAJoaj4fSX8hoWuuXgSjo8lWd4/gqHbODKKv+0DaP61z6hvhBBPSSlPnw7h/we/La5uv/1nPPLwoxi65B3v+Aui8XkWwXmOI6WHVc1w6In3YWpZFnUdp2ZplKtRMvnQyX6RLplCjHCwyHQ6wP7BJmxHZXlfDp/hkIzO0d0+CQrMpaPMpiKMzgYplKK0J4tsWb0fKaFmGew8vJRjo3H8Zo3BUYf1ywRBv8PQRIBi2cBvlrjx0r2Mz0TZP9jFXU9ouB60NwlUJYCUHooieMn1N7Js6apn1DcvxNV/MTMzxd998JMA3HjDlZx73kXPlmkLEikl+XyOD370c5SLGTauMPA8j32DHqmsQzIOW9co/OvtAr8mWdxRZklngERE4QM/dDk0Af96c4WAGWLfiM1kxqI3oZDK6/S1CcamBEMTLpYLP94v+NgNBkeHHRQB957weMPZKn1tcPCEx4kJAI/XXCkpluHEpElLQiKlYPOqI/h8IRzbxpOClv7XY8ae2TNEL8TVr/Nvn/8LFEVBas288U3vfJYsW7hUyllu+eE32b7zOPfsspFI+ts0MkWPgKlw2SadQqVCT7Ng+5EKh477mc7AknYI+xUWd1fZvs8A6k3OG+MqAaPGiSnBvQcEN5wZQlVg2/4KCMnQpERK+ItXetz5mKBUVXA9ybEJiAUhHgJPelTsGrrwYztw+Tl5fri9nQcOVHjZ1gpvf9kNnHXOhc+oEMvpFlenRfF4rP01HBtt4ODxBA898Ivf/gfPczRNpaUlybe/8ikKFUHNchmek1gOXLTGQNNVdEOnUpNoqoPP51GzFGqWQFEslvQ4NDW4CCQhv0tL3OL4RIDWhEtzg8OizhyN0QqxsE0q62M6XV9ZC/qqdLfmaYiV6GnP0hgvEw0VAY9wIE/IX6YhmkJRa5QrBl2tWXRd4kmFalV7xpO8F/h1LrroYmLhGmMzVb757W/MtznPeYRQMP0JVp37eRpiBcanGylX/EgpiIeLgGB0OsnETARFOKSyPnrbsizpmkNIj7lMkJHpFmqWTqlsMDEbp7M1S9APYDA+G+fQUD+7jyynZplMzNbPqirCYv0yF9Nw0TTJkq4iLYks3S02o1PNjEw3cHQ0SHtSEAsKwgGNkN/F8ySZgsPSgZXz6bbnHU1NLTRENUIBlfvuu3e+zXnOI4QgGo3x6U/8LYoe4q4dNTqa0igKREIq+bLKgSGFa7calGsODSE/2bxk52GHK1Yo/MebNcJ+H7mSy1TKI6waLO4wWN6tUrN8JBtMqrZkNutx5VLJ8ER9F07XPZbHXH78aIWqBSv6FF58zgTXnp9l2z6HVE4hGgKfbtHeVCDgq6Ip+fpCTE1HCz6X2is8PyjXHB4/mmJkcnC+TVkQ+AMxXvmaP+Hml/kY6M9zRo9CRwO0xlX8Bvz0EYvv3KMQClTxaQqGrrJluc6FGwpcc75kZZ+JaXi0Nnq0JV0ao/DEPoP7dyq4ZcF3H5rh728Z59B4lcm5epIXDbpMpQRnLIEbX1Ti3a8r0hSv0dnscPEmSdCnMpkNUsPhugsEO/bHWdKUx294XLzGYt2azvlX21xgzEuiJ4S4TAhxWAhxTAjx13/o9Xr61pHOm8xlfTz2yE9OgYXPD3ymwZc/9z4aG5voa4azV9TYd8Jh+zGHRw5adDY7FEoO2/fZOG5d9CEUqL9lShWIhizKVRtXCjatzLK8r4ChV+hqnSQeqaAqknjYoqmhTFsyx5bVExhavdm045xUAKwZzGQaODHRjK7W0DWHkK9MKFCmWDapWjqefh7Rvk/Ns7eefxhGgMf2eWQKknsfPzHf5iwYFEUhuewbRBtWki9HiYVnqFgGhXKQcNCiu3WWaKjE+RsPsHLRHCsXpVg5MASAlIIDxxYzl4mTK0aYyzbS1mhRqbjMZSBbDOM4GicmO2iKV8iXYNfRCLmShqpKPK++A9LZXKNq+Rgca+bIiQRVS0FVdQxDRUoPVfXo6+/lTTe/6YUvzXmgWvOQUpArPD/bAv2+fPrj7+VF52zisX0xGsIOQkA657B/yKavLcNrLy1zcEjy1EGPw8OSbz1UwHYgW1SJhfO0xHy0JwMYuktvu4XPcCiUPQplFylhz2iFX+yuUaha/PtdIwzN5HlyuMZk2qNSk8xmDVb0e1x9XoGQ3yHoB6EIdBUC/jJIFzOwiNaB/w9VD8+3u553TBdy3LsjyFPHXiiZfTos2/wBPvfuq1ncVaG9eZKtK/PsOi45MQMXrRPUbJ2ZlI8zlxss6zbYcySCZQtcV9DTLbEcjZ2HDA4MSUJBjbZGwXlnVJnOZJnIWKh+kyVdJp1NFv/0Fyfo75jh2KifclUllTNYvySIqfrZfVhH0wTZEhwcVVjWVyNbcFnZpnHvhxO89KrXEogumW93LTie9URPCKECXwAuB5YDrxBCLP9Dr3v7I4384uFG0rkX6rKfDs1NDfzNe/6ST3/q07haO41Bi464x4Z+j0RUkozrFKswk/HQFJf+9ho1S6KpIHGYTqsMT0K2oKAISbIhj2moGJqNqrioKrQ2VuhuzeO6gq7WCUamVeayIVK5MJFAFUVxcFyNqqWTK4aYmG1idDrG/qFGRicTuOXH0H098+2q5yWxqE4iopGMnhab/88aQo0R6/8Y/Zt/QMG9EqSLptiEAkUa40WmUg1ULZOJGT+Tc35sK8SGFYPEo0X8/grtTRl62iYxzQq6ZiNx8fs0njoYI+jPU7NMdA3CARtVkaxaNIyUFWYzATL5ILoG4CGlwoq+PGuXZAgHXYJ+geVozGYEk+PHaGx8DvT4eh7iD0Yplh1qNQ/XfeGs3u+Kz2fy+tfexAc++GnOPPN8GiKC1kaNdQOwuCtPQ0QlHFCYyNsMpWximo9Pf7/KkakChllBFQa5smByzmM6B7uPSwol+LMb89xwQZHpgoeiaEzlBZ6EN1+d4z032QxNm0ylfDzwVIJdgyqGDg1Rm1IFplMqllsj4HOIhjM41SOY/ob5dtXzkvWrtrAo4eFVdHLZqfk2Z8GgKBpt/dfx/g98mVe/4vVcsCHHDee6nLVcctF6hfE5jXxZMpGy0FSbxgY/ewZNbtsOd+xUsW2wHElPWx4pPc5eXeaPb8jzyD85tDb5GGgxaWv0uOY8h6Dfpb1JcsZAlj3HgkzORehI6jREHTwpiAQUrtqk093kcOi4wV+/rkCpXGFmJo3P98I85PdhPry2CTgmpRySUlrAd4E/WD5n3ZqlhIMKLY0qM3PpP9jI5yOvfeNf8p53vY0Xn91Ja4PkqYMKQjFpbfbj0xWScQvHkYxMefhMjzOWZDj7jCrLeyW5YhBPCiZmIuRLPgplH82JHBOzJp0tKZLxEo7jYugO7U15ihVBYyxFR/MkZyw5RkfTJFNzraSyCRzXR0PEZvPKSRTFpaKchxAvBPh88KdvuIxwQKGjSWfbE4/PtzkLkkT/35Jc8knCjcs5NNSMlBWGxlrZeWCAo6MtOI4APFxXoS05RbWm8dSBxeQKjVQqPtqSY6xfPkKpApkC7D7aQTwyzeBYGDC44qxRetvzJONFLBs0xWFsOoLrKviMEiPTYRxPp6+9SiLmEQtBW6ODaiQIh0Pz7Z7nJW998+vRNYGuC772ta/OtzkLkosuvZa3/+lfcN7Z6zANjW/d3sTwVAMrFxsMpmxaW3J0NdtsWOJglRQ+8pUoU+kq1arNyLTBW76o8tigQ9AvmZxt5pWXT/IPbwzwsjNNNi8O8Ncv7+DGiz2Wd5TZN2ajaQW+9P4nufzsoxw8YfDUgSgjUwo7Dyuksh62bZItRgEDzWydb/c8L7nm2j/i7DPKXHt+iU/906fn25wFSWf/pSzf+gXe8PIzUDzJLY9I/v02yaFxQSKqMp5VmCt6hPyS1V0KbzjfpLfbZsNKl9lcAterMTypM5sxeWhnD9msRTZf4py1s5y1psg3busGGaS7xWNi1mM65fLY3iojk2B7BQanHPYdr/GSzSZzGYHE5PyNDsfnKpihFfPtngXJfMye24HRX7k9dvJ3v4YQ4k1CiCeFEE/Ozs7+1oteefUb2TNq8e0HHe6+645TZ+3zjMVLlvH+v/kLXnz5eSRjFSpVl6aIxNRhLqfz2F7IlxRAYzaTIBoCQ5f4DLh7WzNDE3GGJ5JMp/ykcgEWd82QLxrkigbT6ThzmRh9bSWW9cwR8tdQFDAMh1i4ghCQK4aYzUTwPA0pJZGgRX5u50mluhf4Q3m6cbVm/cWkihbbDlTZteP2Z8HC0xN/ZIDWgffSteK1DE820dE8Q3/nKJtWjtLTlkIRdRGiRDRPa2OKUsWPpnk4rsH3fnkmwxMtzOU8kg0lelrnuPPRJlQlB1jsPdbI0GgHjhuiuyVPtmgghDjZlL1eljmV8uG6HrFQDZCYBhiksKwXSgdPBU83rtraOmhrUuhuVRg5ceRZsPD0JNnUwste/ipe9JI/wXU1snkPRalxwWIfES3K+16f4+UX1piYNWmJGZRrAtuBUkWlKaIQ9Gu0NLoUKoJb7m9F8VQ6miS65lCtwke+2sA7/lEjM5vn0RNzREMeQb8knffjodDe5NGadMkUakgJVs2HouRx7dx8u+a04OnGlaIobD+msX9Q5xfbXvhs+33RjCaWnvFGPvGxD+BWq3QmBEs74MSMTSbrcmymxhmLK4AJqJzRL/DrOrqqkSmoHB7V2H0kQbGi8+bLgqhCcs92P4NjOn3tKkdO+Dg8nODMlTqhQAnLFnhScGzcz0waVvbqNDdqrF9uAZKQ32ZZe410amKePbMwmY9E7zcdCPkf0p9Syi9LKTdIKTckk7+9vCgY9HPJ+igfeo0gn9pzKux8XnPGpuu4/MWvoz1ZwdQ92puqzGZM/L4QK/sdPNcBqoxNeyzqPE5DdALXU0jn/Nz/VJCdR/zsPdaIpoHP8BidiPPkwVZ2Hm5mNhPGleBJhXLFIF8McM+2BgrlEp5U8Bk2pYoPIcA0PEJ+h5nR++bbJacFTzeuAC47u5MXbQ5i115Itv9QVq7aTNeqv8V2NKLBKs0NE8TCWeKRDNWaTSoXYioVoyUxS1tykqb4DOWqQc0xeNN1R7nugnEURefMNWnOXDNOR7JIMq4xkwkwNhXiyUONSDz8pkU4WKNqGbQkSli2QqVmoil1pVwhBOGg5Jd3/GS+XXJa8PvEVXP7CsZmoGJJHOeFM0V/CMsH+njNG/+ciRQMjuos6QxxyTo/o1NtHBn1s3pxjc4WlyWdFhdvHueGS0aYykuG5+Bbv3T5xp0Wn78lQkN8jNdctY3mRJpNK3VW9zfw8nPaiTdqTE5F+MbP1/GFb21hei5CImITCXqct67C+qV+HEfBcQ1qVoC5Yx+cb5ecFvw+cfVHr76C5f1Rbn6RycRM9pk18DSntSnOZz75MTpbAmxcmqezwSCfcwh7ktseEURCs5hGhblsgbPWjLF19TT5skPVggs2HubVVz7OaKGE0Fwe2mXw0C6TUiVIqhDkvh0VvnFHjbu3+VizRGV4TuL3qWxeobKkU+Xr91S49sNlhmc8ihU/jTGF0QMv7NL+PsxHojcGdP7K7Q7glKTpW7aeT7UmOTFewnVeWM35QxBCMLB8I294y4dZtypJJOhhGi4122ZyzsT1HC7depAXnTlIvmwyNNHKumWzJOMV+jvkyYbqKp4nKJZ9KCr4TYdyNURX6wSLOodJRHPMZRvYf6yJe7fH+cl9LfjNMrFwGSEkJyYSTM6GUYRFvGnNfLvkectZ596AlBLbdpib++2rqi/wf9PStpQ15/8rU6VLMXQXzxM4rqCtKUPAV+WRPT08sqebdM7HLx9fzEDPJAPd47Q2TWI5DtWajyXdWQxdw2fWmwRPpiIMTQRI51U8KVAUBfAoVgxqtsHZa0Y5Y8kUyXiRNUvmWNSeQlct+vv759sdz1tedsMNqApoiuTI4d3zbc6Cp7e7jc9++mNs2rQRTRNULYWplAcoXLhRsn4gQGvCTyQgGRxt5S8uc7hitcNDYwoZF2xX0NGcp1LTiEc09g5VePe/jdDa6PDOl4R44yUBdh1UOTzsYRqSqmUQ8pe5Z3ucnUciHDzex8RcjJqlUnU7fqu9L/DMcOVFVzFXkMzkJD+99Zfzbc6Cp6kxxr994WNcf83l+EyVeKTepseRRa44a5otq7JsWqEwlTb40o9Nposu/Z018qVm7t7Wzw8eClMoC4J+hUgwhOtCvqRTqimM5RRSZcHmVQX+9vU5zlmt0xQLUCqDrKosaggwOOZj/2CQ+3cEeOLAC0cNfh/moxPydmCxEKIXGAduBG46FRc+c8v5vOdnPyfg8/Gpf/gkf/WX7zsVl31eY/oiXHzVX5JLn2Dx6km+/q3vMTQOk3Mqs+kgI9MJDg8347gqYb+guSFNthCoq5Hh8vnvNXPZVo8n9ipEglUaOhV0zcX1FFK5COVqgGhIsGWVixA6nqfiehJFsfGkn5WLjgEwvPddLNr0tXn2xvOT9s4e7t1do1K2ueOpj3HHd/9hvk1a8Oi6yYpN70JaV5NJV9j2wBdob0rR0ZyjKV7EkxrHRhPMZMJ0thSoWvW/cx2NgM9CUJ+sShSiAYvZXIBo0KNa82gIFwET2zZojGVobczjeTqupxKPlEGo3PdkKyC4+84fsmLVpvl0xfOWYDBIR7PGoeM1vv6Nb/Pxj6+fb5MWPIqi8tKXvoxU6gJqlQJf+OLnGRwXZIsqjbESU3MmmXw7QhiUyjYdySyCEKYObUGP79zeSywcYFW/S09LlZoNdzw1i2kmSWUkR0YAJLFQhVWLFDypULM8JmcF/e0mLYksiqLgVbcjpXxB0XYeUBQFwxfkpWftIJUbAV423yadFixZ+TL+tOMSMtkc3/z2Z3hkj8lTB5tRhEOlJvjWHTHG5wSFmmD/pER6Nk0xuONDBeZS9fnh7iN+DgxZdCQVDk3kqdk+HEfQ1ZxDVUHKLIeG41QqoKmCpe0G7Q0mP7y3Sqkq6G1zcV33hWbpT5NnfUdPSukAfwLcCRwEvi+l3H8qrq0oKkG/iaoqeLXsqbjkC5wk2tBD38CZ/N0HP8vLXno1lZrgU9/oZ9fhRkwdIoEaxbKgVNFYv2wQTfWo1KC7xeCW+wTDUyr7hlTWLB6hVAmRK0RojGcJ+IrUbMGZq2fZsDyNoihUaj4c10ckmMd2VFxPsPdIBNex59sNz1tcT6c1pqFIC8/z5tuc0wZhLKGxZQ1XvPzLdK/8K4qlKFtWjXDGklHOXXeESzYfZKB7Dk2o3PXoYnYc6qZQVsjk40QCFfymRzTi4LkeiajNqkVF+joyFMsqhYpGOFDGdSFTiFAs+6jU/CiKhaZ6gKQjaVMqvCBeNV/ovkbKVY90zqNarcy3OacNiUSSto4+PvLhf+DD7/srjg4bDE8Y5EoOTXFQhE255tAS0fjMqypk0xOMplNsWmFQKAt626qs6oMPvrqXUkXlw9+a4aE9VQ5O5PCZHoaRZ0n3MD2tZdK5MjsPSzJ5B8dVkFLSGM1SyT0y32543nLO5gEWd89xxsAkQ0PH59uc04ZoLE5PTw/vfc8/8u0vfoLjU34cV+VLP/PhMxRCIQXP1Niy2Ob+nS5PHohz4Egrg6M6mmqxb8ghV4RdRytsXVEDZY4Xn13lzZ+BwXGD8VkDQ3Wp1DS6mzX8hkIq56KoAJKWhMmD9982325YcMyLlKGU8hdSyiVSyn4p5UdO5bXfevNVtCdTLOqc48D+bafy0i9wknPOuZDPffYf2LC8ytY1R5icrZEpSGYyCsOTzew41MOGZaP0thfYuCLHil6doN+jtbFGrqQxOtXG+EwzAmhpnGNR1xDL+k7gN8voWo1KzSNfVgj485yYaCdbSKAIgeu+kOjNF1/++3eRq7g0R1V+9uNvzbc5pyWx5Ca6N/6IiVQ3Ap2ZTBxD00llwyzpm+TcDcdpby5SsxX8ZpZoJIeu1iiWVXStroRrGh4BX60uxKJ6jE614bgK1ZqgXIGptI6mlmiK2ySiDpoGnvdCXM0Xr3/jH9OSUNF1wT/90z/OtzmnJYv6OvjGf/wjvV2dfO2eGUbTJVwPett0/v62AH/xHT8zecnYXJXx2SBzWZsTk4KZjMpMTtIZi3POkiRhn8Zkrsq+0TJ3PhHijsf9jE37SUTrwgN7B0M4riAUKKNqEk2pzvdLf96yeetN/MdPVvC1n6zmm9/88nybc1oSj0V469v/iWjTRoZnU2w/bnHJOp03nmty/hrBhetVfKYG6Hz0x5LD4zVWLargMyQtCXjbNZLHPi9Y1qXy5BHB9R8QHBkOkS0KPKVGZyusX6ayuKuI4wrWLfHTGFGQbmG+X/qC47TTrG9sO5vRKYUf3hPlg5/45nybc9oihOBlr/4kiAY2rUyxeUWevrYSqirxmw6RUJWulgyOp5Fs0GhuUJma8/G9X7YRi2QZnTL55WPL+cXDK9l7tI+nDiwn6C/T0TxNJh8inYvgM2zakmlURbJx+REMMzDfL/t5S0tLEz0tOtNpj6/+8IUFlGeSjRd+AtMfx6qZTKcbmMtGUBQPVfEI+hyW9swQDlo0xioE/GWKFR+aLiiUBUib/UOdBPxVhPCoWoKxmRgr+kaZywXI5ENMzcVRFQAB0iEcbZ7vl/y8xefzUXF0th+y+dn94/NtzmnNzW95By9/0Up+9oDNyJTH2IyH5bi4HiAEsbCPmiUwNJWHdgU5NhrDk5KuZoNASCHZbHD26kZWd4XoSAiOjsYY6JlD4mI74LkOnqcghKBc8aEFz57vl/y8plTpJxnzsbTLolQszrc5py1bz38zr7p6K13JGqMpMAwPn1kXl9JUgeV41ByF68+zuPb8MgM9YRZ1+rjjkTA/uCvG0ekK8UQjV242ePE5c8RCVS7dWGZ5j4ffp5Er+on6BSAYnfFYuvKc+X3BC5DTLtEDyFg9qKqgq8Vk5669823OaYsvEGPdhV+nd8lF9LZP0xirsKJvjqU9OeayISq1AK7nogiPzhZBX4dLU9zgzkd7SDa4rFg0jcDD0DVKlSDhcAVwWbV4lM7mFKGATSiQx9AqFCv6fL/c5z1nnbkWTYVoUOHuu1445P5Moel+etf/My2LbqajOU1X6ywnRluxLYNENEVrchYpJMWyjqZ4aKpDQ6RCMlbl0HCUbN4AT6FcM5AoxEIutqvy/7N31/F1VPn/x19n5rrFPU2TujulRYoUZ6G47S62uC266OIuiy8szgLL4u5QtBTqrmnaxt2vz8z5/dGyv353kRbaTOQ8H4/7oEluZt5zkw+5n5k554wZUsfkkevxuiHgMyjMaiM7PYyU/zPpsdKFjj1qBkEfDCxw8O6b6uTkjqLrDv5x1195+t6/0NxmUNuUZMaYJO9cYXDZUWn8Ye9CWjtNAj6TgNfE7Y6RllJFOBpl/510+qdL3KZGIrlp2ZJkwsXb32Tx0QqDTi3OnhNjtHYEWFeZSXNbGkh1i7ud/nji6XRELKIxg/feftDuOL2WEIIrL/wzT957B+/OSfLURzGWlWrc8WyArxclufvtFpyaYHmZh8ZWycbqKEmjnde+8RAzQvi1DHbr7+DQqTopAZOhxXG+mO/lyY8tXv0mTlMLRGIWayuifLRYEo2rca/bqlc2en+79XKGFXsJ+p289O/n7I7T6xUNO5XUoa/w4XeZfLUwSDSm8+JHIUorBWVVJsX5dQwpambn0a2E/BZpoSQF2S2E/CZpKQYdERdudxSvO0Z7OAVdQGZqB4ahE0t4SJo6G2uz7T7MPu/II/9IToaT+haLf736PqapllvYkYLZB9Jv/L8IBgxSAh0kkg4MQycac1PfnEFFbRbL1+dhGOB2mrR3Ojev8wUdURexhAaYZKSG0YSF25XA7YJNPzZJMBBVP8NuYJepU9lnUoDcdDczv1lCS6u6NWlHGjp0KE/+42/sPjGboUUeWtoFQbcPXQjqWwx0Nyyphkc/lKwuyyPg1VlbbvLtEsmAPAOBoCNikRLU+X65G2l6WLxR4nUn0DUTp27h1KOg2THXnfKDtPRMdKebXcY20T9jFWvK1BpsO1JhfjarZv6N844tYlChwOnQyEw12WmIxaGTHMxfkcn1z2Xz2oI4da1RUgOC/rkmYwbF2GOnFqTppawywNJSLxX1Bms2Chavt0hLMXDo0JnQGFGUICM9xe5D7XF6ZaMH4A9lkUhatHcaxONq8dIdTdN9XHLZLUwYN4zmNp30kIMRxa0MKEgycmA9Dj3BnGX9cDkNOiJOmts9mCYU59cT8EdpbPGysaof4UiIjkgQjztMeW0/ahr6kTScpAbCdh+iAuyy8yRSAxrZaU7Wr19nd5xeT9OdpAx6mUD2AdQ3eZBIpLRYvraIaDxAwCPJTN00xs7vM3DqFgKLIUU15KS3smnNPJNQoJ3M1CZC/nbaOgMYpk5H2Et+TquaGbAb2G//3xGNW6wqT/LFl1/ZHafXczgcnH7WlYydsD/fLdepbjSYvzLM+sZmpo12cuBEjUn9BC6HhtAd1DUJ0oIWiaSGJsC0YH1NkuIcN0dODvKPs5O0drrIzezA5TIwLQ8CdRLFbgcechrL1rt48XMvX3/5it1xej2nQ+e0Uy9i2ITjGVLcSUlhGJfl44oTminIdnHYVDfN4TgfLrX43c6SN75MUtEgSZoabpdFa4eLTxYkiCZipHslp+0XYWONi5SAg34ZGisqE+hCLZ22rXpto3fRhRcS9CcxTMllV95hd5w+wefzs9f+57DTrocyelAzZdUpLC3NZPXGVCrq0vB7DbLTDfrlhFmyJodYHApzWhg3ZB2TR67D7bJw6Ak0EeO1T8fS1OZi4Wo3M+fmogt1G0x3cMpJJzCkxMfOowyWfq8GuXcFTfcSzL+IwmGXE0s6WF+dSWvYTSwucLkSOB0JBhdtJCXYRn52hPSUZvrlNjFhWAVjBlXjdkpicTdJQ8Pr6cTriePzxPF7YzS3+e0+PAWYuNOu5GVnMHagi7nff008kbA7Uq+n6Tq7TdufS/98HtlpfsJJg4Xrwny5JEwsAZoOHrdOQ6dFWsjJoEIvze0OnE6B7tGpajRZXx0nkTTwe7w0tHixiNMvrxrTEiA8dh9in5eZPQhPYBjH7VXP+P5fUFtXZ3ekXk8IjUFD92DGcTfy0qxMxg+OMLR/I4P61VJeZ5AV0hhVmE4o6GTKCAf//tjDiH4+0kMmG+tjWEkHlqmxy5g2yqt1nI4OivMTOJ1JDpwk8QfS7T7EHqfXNnqaplPQfyoAkXCUutpKmxP1HZmFv2Pvw54nlJrHoIIoFbX5aJqbkQMiuJwCj0tj4vBalpXlUlqRidBMHA4dtzOG02HQ2JbC2CFtDCysZb8p1fi9BsF0tbBzd3HaKScgBJiGwdo1q+yO02f4MqYxZMqrDBw8jhRvFIdu4dA18rMaSAl2MqCwmlCggVAgzMaabNrDfhwOnXjSidCgojaH5aVD0LRNf4yjcR8pAXUCpbs47/xzEUIgkHz91Rd2x+kz+hcP4oYb7+SiM2fg8abS2JFg3ECDCcM0/F4HQ/O8aDrUtsURAoIBnfeWRFnSkAQsUvxRquq9ZKTEqK7LpaImj7RQi7pS3k0ccMilBP0WqQHJRx+/bHecPmPUoAI+feEuzj39JBasyuHblUn+9nY9owoF00b4iSdcxJIO6jsTJK12GluTPDfTycIKncP3auakg5u45I81DB8Q5/C9wpywf4SckAtNU2vobate2+gB/P6Eo8jOTKUjbPLM0w+qSQe6kBA6u+57G1P3uYr6xiTltYJV6720hQVjh67GtOIkkzoLVxWzdHUxSUMjkXSRSDpJC3bgcEi+XZRDea2PgqxOpNFq9yEpm/XrP5qIHMCcZU6eefZZNc6rCwkhSC++gv2OvIlBRRtIJg1qGzNYXlrMs+8M5+PZ/alvzqG6IYvG1hSEsHA7Yzg0A5fToDPqx+U0AUnA10k0oSY56i4CgQCjx4yjf75k4byP1VW9LnbkIQfS+P0jVNQEuPe1Tr5fauB2dbJkXZyvl4RpbIZwTFJZlyTg1shP1RlU6CWa8NDW6SInq5nUUDsZqU3EEupKeXchhMbajrP514dDWbWigo52tW5oV8rM34M9Dv030yeFueZYF27cROJxivPaGTesmUlDDKaMrGbUoAoKMgRuh+SuF3J4/I0ccjIi1DdLSiscLF/npK5V/b36NXp1owdw7tkns99UjXGDYnz8wb/sjtPnZGYXcdZFDzN9nwMZ1K+BicPKKKtMZ+6KgbhdJqMHVZMSjFNdn0Yk5sO0NLIzmjFNQUpA49VPS8jN7CDgj9h9KMoWDvrdH/F43QA8+o9/2Jym73F70ije6T2GTzyPlEAHeZmNWJaH4cVJOiIOctLbyErrRNcSpIVaMCydzNQwY4eson9eLR53Arcrhsdp2H0oyhaOPOII6ppdLF2T5J67t+sSs8pW0HUHX775IHdffyNvz2/DlDq1zQmqWxPMXNFKPAnxpCDT5+DkaSEATMvB2MFNxGMhBhZvpK4piNelpvPvTg7df1/699NZVxnjir/ebnecPmnSXm9xyUX3cMDO7ewyZh0ed4SH30rh7zP9XPtEIVc+WsSJe8OAdAtNCOat8vPIa0MRIoNXPvUzd6WXZWXqpPKv0esbvbz8/pQM2YVwVNLetILGuuV2R+qTRo3bh8l7Xk5lfSpzV5SQNDSK81tJD8VIDbThdMRobnfRGdH4fO4IivNqmDyqij8cWE5qKEZV8152H4KyhdTUVPbZZ38sS7K+vIr5C9TaenbIKhhH0biHaWxNZ9KIKNnpcYpyaynMqcLl6KCuKci6ikI6On2AxYbqAjbW5JMWaCcQiOD2BO0+BGULLpeLY489Fp8HEvEEs76ZaXekPmnYoH6snfkwz8/sJJ7UyE/xMrHET3Gug6jQGFzgIC0QwemIMWVkJwgn0ZiHr+eMxu1MEEt47T4EZQuaprHPgefj9wj658apWPNvuyP1SakpaVxw0T/4ZHY+q9Z7GJ6jMzwT/vVFGpbmITUYZUNrmMaIwYxpbqaMsNhpeDs4LVoiMG6IGmrwa/T6Rg9g732PIZhexLpyi/ffegLTVGex7ZCePZzBww5i9KBqpo5ZQ2ZqBIdD8NncAQR8reSk11FRm44mBG6XgdNpEEt4iUZ89B+8q93xlf8ybdruDB0xmk/mdHDLvc8TDquZUe3g9uXgK7iM0nIPC1Z5sGQSt8tE1yEvswFJEiEkoBGNeYgnXISCHdTVp5BXsq/d8ZX/MmToaE475ViSBsz87CM62pvsjtQnpaX4eefJGzEltEcTaJrE7dTI80lSndDc4WTckAS6LjAtgUQwenAlLoeGMzTd7vjKf8nLzeOhey7m6On1xJveZn2ZGl9uB6F5uOzyuxgzuJOstBgyITGlRkeHxdoKyZOXmmSEYqQHN83EqeuS9qhFRopk51EFdsfvkfpEowcwYafp5GfGSPEnqSl7W43Xs0lG8R8oLhlESX4TGamNhKMx9pxUSb/cdvrn1zN95+XkZrbw7ZKBVNSkI3FQ3ZRDdt5gu6MrP+J3B+zN5OEwIFfnvffeU+P1bDJw8ARGjT+QumYnL344iM/n9sMwvaSnRBkxoIKAL87G6gxa2t34vZ24nBaFOS04Uw+xO7ryI0aOGkdWmkWK3+DV194gGo3ZHalPGjYon1uu+iMdCYNvVrfz0aIW2iKSUEDH63Ezb2WIijqdteU+ItEkAW+C9FCE7JI/2B1d+RG+YBGV9eksWJXCK69/TGurWnrLDsFggFFT76CquZNUj8WInASNrRrNYUFmisbQPA8r1kf5ZnEq736dysoNDuaskux74Cl2R++R+kyjl5EznsOP/yuFuQbfffs1Mz9QU8PbpWD4dUSMIZRV5hLwCYK+JGVV2YSjAYSQDCmqZ8roVeRkNeP1RBg6SY1V6a4ys/K45/ZbCAUzePaVWZx36R3qJIpNxu10EDMOGM7kEXGGl3QipU405iUacwMaEid52S24HEliMRepJXcg1BTw3ZLX6+OcC64nJnOpr17NQw/fSSyetDtWn3Tw9Mncc+WJ9E9PR2ibJlnZWBOnsTWJEIKk4WBI/zaGFDUBSfwFl+JwpdkbWvlRQgim7H8fVR3jcFplvPPqbbS1qWbPDhlZ+Vxx8bXceGYDB0zRiCcF3y13UNeUZG2FTihgMm5wB5IkQb/kzBMPxB9SV/R+jT7T6AEEQ+mk5R+OphlMHPQvrPan7Y7UZ+UM/wceXwE1DZnoepiBhbUkDWhqC2FZGqmhdnRhMWTqi3iDhXbHVX5GKBjk4EMOJRq3yAq08v67amFau4zc6XTy+4+hodVPe9hFfUsWpeXF1DSmEYu7cWgaDqckc9S7OP3j7I6r/AyXy8txxx2L36sxKLeZbz572O5IfdaxM/bg5BP2oyGssaRe46P1Ol+sTjIgP0Zq0MLlgEjcT2jIB3jT1G2b3ZnT6eQPJxxFfpZOWiDGt589gKWG89iiX78BDB1/Hr8/YBXXntzOpccJDMPD8fto7DNJkhJIMnFEjE9fvIHzTz7Q7rg9Vp9q9AAGDN+fsePHkhKIIhLz7I7TZwmhUTLhfgZNuIJkwkkk6gfpJOBNYpiCxpYM9Ixr7Y6pbKWJ48dw6dmHkhLQqa2psDtOnyWEYJe9zmDElL+hixg+T5j0lCYKcxoYPmAdQV8ET2CqWuOrhyjqV8ToqUfhc0tEvFJdLbfRdefNoPTjW/CJBB5NMixHo6nNQ3WDE6fDwhdwoesOu2MqWyErM4MJu52J0BxgNGEYcbsj9Vk5hbuTN/otKurcuJ0xTCAt5KS60c8nCxzMX+kjPU1dIf8t+uT/lQaOOg2ZnAZ6vt1R+rz0rMGEnfdRsfwmQr4ILqcBmOiuQjLyd7E7nrINDjpwX3beaSxen8/uKH1eIJRN0dgHaCq9mJRAC6bpJp7Q6UwEGTHpQrvjKdtgj6k7EeksQdN01aDbLD0twLx3bmf6729g/kaL/tlJhhV34nG3M3DiP+2Op2yDwYOH0K/wr5hmEpdbrXtoJ93h45JLH+Dzd2/gjU+bmD6pneoGJwG35OKL1dCd36pPNnoAwjnE7gjKZv7UEQzb9UWMZDtmshK3b4TdkZRfKSMz2+4IymaeQCEF417GshJE28sIpQwlWzUKPZIvkGl3BGWzrIwUlnz4NwzD5Nslpew2bjCa1udujuoVPN4UuyMom2m6i+kzbmHvQyXr1q9jRr8inE6X3bF6hT7b6Cndj8MZwuFUTZ6ibE+a5sKfOszuGIrSqzgcOtMmDLU7hqL0KkIIBg0YZHeMXkWdhlIURVEURVEURellVKOnKIqiKIqiKIrSy6hGT1EURVEURVEUpZdRjZ6iKIqiKIqiKEovI3rCujxCiAZg4498KRNo7OI4av/dK8P23n9/KWXWdtxet6Xqqltn6G37V3Vl/8+0O2RQ+1d19auoulL778L996q66hGN3k8RQsyTUk5S+7eP3Rns3n9vZPdravf+u0OGvr7/3qg7vKZ2Z1D7t/93oLfpDq+p3RnU/u3/HejO1K2biqIoiqIoiqIovYxq9BRFURRFURRFUXqZnt7oPab2bzu7M9i9/97I7tfU7v2D/Rn6+v57o+7wmtqdQe1f2d66w2tqdwa1f+Un9egxeoqiKIqiKIqiKMr/6ulX9BRFURRFURRFUZT/oho9RVEURVEURVGUXkY1eoqiKIqiKIqiKL2MavQURVEURVEURVF6GdXoKYqiKIqiKIqi9DKq0VMURVEURVEURellVKOnKIqiKIqiKIrSy6hGrxsTQkghRFgIcYvdWbaGEGKmECImhPjG7iyKoiiKoiiK0pepRm8HE0KMF0LMEkJEhBBzhBBF27iJsVLKq3dIuO1MSrk3cJbdORRFURRFURSlr1ON3g4khCgE3gfuADKAMuCaLtq3oyv2oyiKoiiKoihK96MavR3rHuBxKeXbUsoo8G9gp9+yQSHEFUKIdUKIDiHECiHE4Vt8bYMQ4nIhxBIgLIRwCCH6CSFeF0I0CCGahBAPbfH8y4UQVZu3tVoIMX3z5/OFEK9t/p71QogL/ivDT25TURRFURRFURT7qUZvBxFChIAZwBNbfFoDYr9x0+uA3YEU4AbgeSFE3hZfPx44GEgFJPAusBEoBgrY1GwihBgKnAfsJKUMAvsDG4QQGvAOsHjz86cDFwoh9t/8ffpPbVNReiMhhGfzWNkr/+vz3wkhTrArl6L0RKqeFGX7U3Wl/BTV6O040wEnsEQI0SqEaAVeADYKIaYKIWYLIb4UQrwohHBu7UallK9IKaullJaU8iVgLTB5i6c8IKWs2HwFcTKQD1wmpQxLKWNSyh8mSjEBNzBCCOGUUm6QUq5j0xXHLCnljVLKhJSyDHgcOG7z9/3cNhWl15FSxoDDgJN++JwQ4mjABbxoUyxF6ZFUPSnK9qfqSvkpqtHbcYqBt6WUqT88gM+BD9l0NWxvKeUebBq3N2NrNyqEOFEIsWiL5nEUkLnFUyq2+Hc/YKOU0vjv7UgpS4ELgeuBeiHEv4UQ+UB/IP+H7W/ex1VAzi9tU1F6sVlAyebboZ3ALcDlUkppcy5F6Yl+tJ6A0OZJyzqFEKPsjagoPc5P1dWUX3txQen5VKO347iByA8fCCFKgElsav6qN19xAzAAa2s2KIToz6ara+cBGZubx2WA2OJpW77xrACKfmpiFinlv6SUu7GpuZNsmjSmAli/ZYMqpQxKKQ/amm0qSm8kpYwATUAJcAabTnZ8Ym8qRemZfqaeImwaevCqjfEUpUf6mbr61RcXlJ5PNXo7zlxgj80Tm/QD/gVcLaVs/uEJm5u/A9k05m1r+NnUkDVs/v5T2HRF76fMAWqA24UQ/s33cO+6+XuHCiH2FkK42TRuMMqm2znnAO2bJ2rxCiF0IcQoIcROv7RNRenlSoEJbJo593KbsyhKT/c/9SSlTEopG2xNpSg924/V1a+6uKD0DqrR23FmsmlSkzXAN8BzUsrHf/ji5slangX+KKVMbM0GpZQr2DST52ygDhjNpkv1P/V8EzgEGASUA5XAsZu/7AZuBxqBWiAbuGqL7xkHrN/89SfYNPnLL21TUXqzUuAu4HMp5QK7wyhKD6fqSVG2v5+sq19xcUHpBYQaYtL1Nt/2+BZwj5Ry5s88LwbE2TTByl+7Kt+vJYT4BJgCzJFSTrc7j6JsT0KIq4DrgOGbJylSFOVX+rl6EkI8A9wtpVxmRzZF6al+qq42X1x4FzhdSrnarnxK11PjrOxxPLAzcK0Q4lrgkc0zaP4fUkpPlyf7DaSU+9qdQVF2oE42jbFVTZ6i/HaqnhRl+/ufutp8ceFF4HrV5PU96tZNG0gpn5NSZkop99z8+J8mT1GUbmcksMjuEIrSS/xoPQkh3gf2Ax4XQpzcxZkUpaf7sbra8uLCF0IINdymD1FX9BRFUbbOaOA9u0MoSi/xo/W0xQzPiqJsu/+pKynlc8Bz9sRR7KbG6CmKoiiKoiiKovQy6tZNRVEURVEURVGUXkY1eoqiKIqiKIqiKL1Mjxijl5mZKYuLi+2OofQB8+fPb5RSZtmdoyuoulK6iqorRdn+VF0pyvbX2+qqRzR6xcXFzJs3z+4YSh8ghNhod4auoupK6SqqrhRl+1N1pSjbX2+rK3XrpqIoiqIoiqIoSi+jGj1FURRFURRFUZReRjV6iqIoiqIoiqIovUyPGKOn/LJFi5cya+ZDhPwaKdnj+G5+KV+uNpk2SOLQLbLTDQr7lXDwoRficqkfu6JsjXVlpbzx8p1YUjBlp+GcfOtaBme7SCQMctMEowdozN8Y4N8PXYvD6UQIYXdkRen2qioreePl22hq00nLLGLuklJ03UNhXpgBeZ289106e42NcdY5D6LpHjRNnZNWlF/S3trE/Q/eQDgeQ8pCMnxtpIYkX69IkOmLsaTUS3pI8PTfb8Ef8COEqqu+QL3j78GaGmp57tmbyUrRmb9KEI352GeyRVv9GtL9LrKDUN5kcvBkg6IcybINaxm2/2lcfGga+ZltDBh5NOMmHGj3YShKt9Le3sbJZ11D0pScdmgrx+8fo7E1wMzFK2nu9FHtEoQ8MHaQxoj+gkXrO7n/wYuZX9pGTopOccmeXHjmyXYfhqJ0K4lEgsuuuJDhxR6Gl7RwxN7tvPJpNnMWVLKhzknAa5GS4mVtlcG81U4KMkxuvvV0dI+gIE0QSYzhvPMus/swFKVbkVJy+22X8to3JvmZOvuO85Pml6xc38KYEgcgGdHPwdcLPETiIDolzzx2FSmBFkYODLO6sj/Hn3yf3Yeh7ECqne+Bli5fzGnnXcPpF9xCYZagINskPxN0HZrbk2QXjKbTsMhNNTntmD2Yt0rw0RxBcXE/sgIuxg/tYNqEegrd9/PUY1fYfTiK0i2sW1/GHXdfx2233UY8KWjpELwzy08iqVFR52LkwP4cNNlBXqrBiYfuyqfzE7z5rUVUy2VIQZTVVQ7O/J3FzkVfsdeRf8ayLLsPSVFs19xcz9//cTcfv3YRE4d6cTudVNSmEUtouJ0uRg1xcOje6RQVWowfOZR+6fCH6VGO3SfON0tSOG6PNuobCmlpauTCy07HNJJ2H5Ki2C4SifD0kw/xyAOXsa4GqpqhssHCtCx83gSWkHSaRaypSJKamcWE4YLMFBja30O/XJO9JjeQk6Gx+5hKbrj2bCKRsN2HpOwg6opeD1JVVcFt993BHqN0Dphs8dx78NkcyU4jNHIzJJdeed9/nrv/wf//+/aaPuM//x45voEPXr+GgQXQHnaxcm2UO2+9gINmnMmokSO78GgUpXtoam7jimsv48T9TQ6Z0szLnwxheImHtRUxTBwUjn+BkslOAPY75P9/35mnHveff3d0tPH5ogspr3NQ3+ShKVLDPx47kCmTzmL8pMO7+pAUxXaJRIz7/nYR85YLdh7ViSczQHowyeJ1kqqmGIef8DRnTQ787DbemRblpjsvJaDFaOuERMzN0SddzFEHjuCEP5zdRUeiKN2HYRj89aZL2VBhkpumMWqgg50GC6rqIehPcurpVxFKyeLUn9lGMpHg0UcuY/qEGkAnNeTiz1dczYgBmVx04TVddShKF1GNXg+QTCZ48L7zGDPQxfpGnQPdgo6oIK8gk8svPJHiouKt3la/gizOOP8ftDTX8fZT9zBmcIycdKhYfj8Diq7DFyzYcQeiKN3MYaddwcryCLsMcODzSDo6/RiaxSknnciIEaO2esxdMJjCvbc/TXt7O3+6+B7OO3w1px/czlcLXmTNmjEMGTJwBx+JonQfr/zrBiYM/oKl60tIJP0sW+fD43UxZdejOei4qVs95s7r9XLrdQ9jGAZ/e+BOZs2ppbpZ8t7nK9ht1zkUlUzewUeiKN3HO289TUXZEuasjlPgd9HUBnXNFrtPO5jTz9sLTdO3ajtOl4vz/3w/AC//60Fq29bx7hxYXdnIhElfsMdue+7Ao1C6mpBS2p3hF02aNEn21YUyH3rwetaVNVKQk2TiMCdz1goqGySXX3ARhYW//c3jzTdfw9QRDeRkxKhq9FAfHcYf/3DRdkjeMwkh5kspJ9mdoyv05bp64JG7+Wr2elbV6VS26OSnGuw2JMbJJ53KLjtN/c3b/+c/r2BE/ko+mzOQ3HST2WtcPPq3u7ZD8p5J1VXf8OnHz1C74SuWVelcf+pS1ld5efqdgcw4aH923f3o37z9V19+hg+/mEN6MMi4wWHKm2JccfkT2yF5z6Tqqm/44KOPeeed93DoOpNHQjhh8cbsGIdNH8dZp571m7f/7axPefCZd5kwWGd4/yQfzZE8eM+D2yF5z9Tb6ko1et3UvPkz+faL1/nwO8HgQnDqJnk5CaZPP5lxE3bbrvtqa1zCnC8f5ul33CQMi79ceDKTJ/Wa3/Ft0tsK/Of0xbpau3YD19/2Nw6YKolELT74XqM+IjjpyOmc+YcZv7yBbdDY0Mir/7qJIf2bWLUxE5GyM2effPx23UdPoeqqd+vs7ODyq65kl7FtlOSbxBNuvl7mZPzICRxy2G9/I7qlWCzCv575M6vKnOw+HjoSRZxwUt8ca67qqnczTZMH7j2NjJCLcDSFxWuSpAUgv38+55+zfScmMk2D+++7EM3y4NB1fL4Ep55173bdR0/R2+pK3brZDT35yOkYSR+5GR72HG9RVp3g6KOPZrdd9toh+0vJHMOGpmwMsxWPU+fCGx7j23d6ze+4ogBw+vkXIiydZRuhoV3jsN0sjjx0F/547I5pvjKzMgk7x7J03VKcupsvv/6O0/9wDA7H1t1eoyg9wc23XUVjfQfrqwXrqlL465+aichhXHv15Ttkfx6Pj7GTT8Xvfp60oMQRrqSjo5Ng8OfH+ylKT/LOa7fhEQsoq8ih1IIRAySpaV5uu/nWHbI/XXdw7HHX8vard2AYGppmUF5ZQ1Fh3g7Zn9J11Kyb3cjK1WvZ/cjzaGlLpaHVT2fEIDM1wqMPPbTDmrwfnH7GTaSm+5m5ooXZazuY8cdzduj+FKWrtLd38MgDZ5IZdDGwwMXgAp2MgOTkM+7aYU3eDy4551Tqorl8vSSKGZMceMJ5O3R/itJVLMtiz6MvpK2lndomgdclKMwWDB5/JwcftmOavB9MnDCV7IJdgQSTRm5g1ken79D9KUpXuvqasylMm8e0CbUcMb2SwcVhJu1+HLfvoCbvBwUF2ey+16G0Jdq4+EkHOx97C/F4fIfuU9nxVKPXTVzwlz9z1a33UdugkZbawKB+jUze/SROPefRLsvw2P23k5XiIivV4s/H1PDWm6902b4VZUe45JpruOyai5k2Lo6uRdhQk+Tow6by4jMP4PP5uiTDrddcjnBA0oSN9W7OuuzOLtmvouwo9/39fk4793y+LBVUdcLgIou9pw3giUceJDuvsEsy7LXfCQjfAFo7BY++F+XEMy/skv0qyo7y5jsvccpZ5/LtUp1/fZzJxpp0WjsHceElT7PzpIldkmHUmD0YM+F4dE2S7tG4+Iq+O2dDb6EaPZtZlsnV15zGfhObMUSMgkzBK1+mcNwpjzFq9Pguz/PmP67izWslmnTx9Kufd/n+FWV7OeqUs5g0cCPSGeX5j11IIXnkwbs59ohjujzLE/fdRn1MJxgQZLpr1Rp7So/1yMPnMSRjMTsN83HIWIv6ZgdXXnUn5551YZdn2XXvqzjhhky+Xuxl1zE1rF69osszKMr28MCDN3D13z5g0YYwE4cYCKnh7/cAh59wd5dnOXT/3dl/dIJhuRa7jYLn//14l2dQth/V6Nno069m8tI/L2LtRh+vfppCUabk2XvP4sMX77ctU0nJAN74KoUL7s+mMNtg3ryZtmVRlF/j+3kLOPeiK2hucvL4G6kMyIU99jiSW2562LZMPp+P/Ew3J+3lwutycNsd19qWRVF+jXVl63njXxdz/D4r2GunMjyuJLuNH8Gn/76vy66O/5gzjt+D+f/oYNwgixvufsC2HIrya3R2NPLVB5cxb1E9w/NDJBIStz+HO+94hILC/rbluvWqszn7CElRrkm4vm9NgtPbqMlYbBCLxbjvgTM5dKpFWqFgp+F+UlMDnHz6vTidTrvjcdftj7PTsycxdXSExWtfhkl72x1JUbbKH886izN+l2S3MSb1jSGiCM4/51H8fvsnanj1idu54srz6eh00i9HjXtQeo5L/nIme4xzo0uoqEmjsinAQYdfSU5ujt3ROP3Ekzn17NmEPEFSPabdcRRlq1119Z8ZWBilIFPngKkJFq/zccu1FzF06Di7o1FUPJrPPowybXwMr0fHNE10XU0k1hOpK3pd7Pu58zn/4ito7pAIAaZlcfix53P6OXd1iybvB5lZI6mqd9DcKjCMpN1xFOVnbSgv57TzziUes9AEOHTBn04+gnefu79bNHk/OHDfvchIMUgLSVqaW+yOoyg/q62tlVPPO5O4mUTXBEKDje2Hc+CRz3aLJu8H555+NomkSVZamA3rl9gdR1F+VjKR4PhTzyEtANbmFc4KCodzx20Pdosm7weHHXMHFXVu5q3x8cwrn9odR/mVVKPXhZ579n6++OQl8jM9pLhTeOYDF8Vj72DQwBF2R/sf0/a7iI21/UFLtzuKovysZ154lul/uJpnZjbTEnfx0JsuskpO54Dpe9od7X/ssfcRBEOZVDf60NUyC0o3Nvf7T9jt+Gt5fY6XzJCXj+dFMd3j+d2hf7A72v+YOGEc+09zMqy4HSnU3yyl+1q0ZDFPPnkyD1+6kaA3QmWdm7V1+exxwKV2R/sfaelZvDZvMre/4mb04AK74yi/kmr0ukA0GuWR+85hUPZKxg8N43RAR8TDHbc8SXZO9yweh8PJ7465lg9mSy6/zr4xg4ryc047/2wOGP0iH9zZCEAkKnjx8UfYc/ddbE720y659GouOrGFRPWFSGnYHUdR/scfzziDV978jMMm+nDo8M48uPu2hznsiFPsjvaTDj36DuLaPrz84lNEImG74yjK//jzpedx4AXPcu4TOZQ3OOg0DC66+BbOP++vdkf7SQ/eeDa3nrkbr7/6AvX19XbHUX6FHdboCSGeEkLUCyGWbfG564UQVUKIRZsfB+2o/XcXdTUbWfDNETQnmognBUiLAw4+jNtvvcvuaL/IsmDyiHJi8a9YuOAdu+Moyn9Eo1GOPv0UpJWkod1BQ5uTp244mllvPmh3tF8khOC5j2MUnBDgsrvfsDuOovwfZ11wJmW1Oi1hk0hC8tyVw5j/zsPdamjBjxFC4KKGkrxa5s960u44ivJ/vPLMyczYtZ28NAuvU/D8F0O49NKnSU0J2R3tF8UjTQwqSPDZh0/bHUX5FXbkFb1ngAN+5PP3SinHbX68vwP33y28/eYV7DKmlct+X85zH3kYu/tfmTRxit2xtkow4KNTBpg5388lN79mdxxF+Y+jzruZV7+VvDAryc1PDEKGruTEo4+wO9ZWEULj27JdGJANFau/pLW11e5IigLA1998QFmFC7/uoCNRxaiRwznw0LPsjrXVxo6bSFmVj6UrV7Nq1UK74ygKABUV5Uwd08iE4Q1cc0SMiw9J4e7ruv/J/h/sv/++JAxJOLKSF9RSCz3ODmv0pJRfAc07avs9hS/jGBau8vPhN3k8+fC95OTk2x1pm2RkDOeoXfM4bNcsbrzxYrvjKAoA5/zxCKYOt9hjhOClZ+5jt6lT7Y60Tc49dhcOG+9mZGGQv91zpd1xFAWAsaPGsdMIKMqFR259gFNOPNnuSNuk34BppIU6mb1Q46lnH7U7jqIAkJKaxquf5jBzbgbDJp7KjVdfZ3ekbZKbP4iiggrGlDgxOr62O46yjexYXuE8IcSJwDzgEinlj049J4Q4AzgDoKioqAvjbV+/P+Zw4HAm2B3kVzr7lAt48J5L8Lo1SqsidsdRfqPeUlcH7zmRg/f8p90xfrXddhrNp+9aaJpgWZkap9fT9Za6CqXmccst3f/2558SCgVYuRFiCUFDi7A7jvIb9Zq6Cga58C89+3bijTVB0v0OQh4LKSVCqPrqKbp6MpZHgIHAOKAGuOenniilfExKOUlKOSkrK6uL4in/TQhBWY1F0oCB+d1nmnrl11F11X18s7SdlWVhdNNLW6taaqEnU3XVfVQ3u7jzz0t5+LKlvPmGGgPbk6m66j5MbSghfxNTxjRz/73db4ZQ5ad1aaMnpayTUppSSgt4HJjclftXfp3UFElKMMqgwgb+8eyLdsdRlF7h+KP2o7HdZGVNguvuuN7uOIrSKzz+t2vZUBPg0deG8P7Md+2Ooyi9wgXnXc66SgcLV6XT2KTu7upJurTRE0LkbfHh4cCyn3qu0n1cdcVdtHbUk51eQX15r58/R1G6xJ9OOJrvyzrYWNfKKzPVFT1F2R5SUjN54t0SXv4iRHmdugtFUbaXddVB/v5REt3XYXcUZRvsyOUVXgRmA0OFEJVCiD8BdwohlgohlgB7ARftqP0r24/L5WJo/3YmjmilOEetT6Qo20tGQNIZj5Hit+yOoii9xroai46IZENd0u4oitJrRJIx3pvr5ZlP/ViWaXccZSvtsMlYpJTH/8ine/Zo1P/S1NJGaiiIrvf+decXr85izYYUslKl3VGUXi4S6cTt9qDrdswV1bUOneolHPfikG5M0+oT/y9R7NHS1onb5cTnddsdZYfLT48zs8ogO0WnpqaavLyeNdu10nNEo1GkBJ/Pa3eUHc5I+jljHzf9MgSPP/4oZ555rt2RlK3Q+99J7SDHnXwezW2CocXw4L09d5ayrdUeE+w6HjxOk85wlIC/9/9PTel6p55/Me8tkewzXOOFR39yrqZeo7XDSWdEw6FbzF+4gMmTJtkdSemFTjjjIhasseifCx/9+3674+xwU0enk+KLkJ0Ki759hLwjb7I7ktIL3X7X9XzybRNur+DNZ+/B5XTaHWmHOuH4C3jnzcfxuSWdbXMA1ej1BOr08TZqbm7m5LMvIZHU0QQ0t/WNK1y7jpHMX5HCG5/n8P0sNZOZsv2dd+E5dCZi1LdLmiN9o64mTNyZzBTJlFEu3nv3abvjKL3QlddcQHaKhQY0ttmdpmucd+5fyUvXWblBsHx1n1/OV9kBnnv8VMb2X47fCdGoRBO9/+30kCHDiCSbeemrBI3t6jpRT9H7fzO3s38/dz1jS1xMGuYlI13y2IN32B2pSyQ9+1NW6aK6wck3s9SCmcr2ddIZ5/PFYgfhdsHpexg8eP2FdkfqEqf/4SiG9neSlaoTjqp1iZTt6847/4KZ8OB3uhg/DO679mi7I3UJry9ARZ2kqU2ydL1udxyll3n19SdZVprOl/P7c96x9Vz2pyk4HH3j9+yrJT7K63S+W+ElmVRjYHsC1ZJvg/MuupisoBevV9LUmeSFJx6yO1KXGT9mAnPmfE11u5o0Qtm+TjrnQtbUargcFkYSbrziGnJzc+2O1SWcLjffrrDwuCRra/rGVUyla1x347nMXe5k4mAd05Kcc8KB7Dp1N7tjdZkZ06K43Z20hT1qgWdlu3n/tcsZmVPObCuXoNdifcNQzjzr93bH6jJpXp0/7t9Gc1MAwzBw9vLbVXsD1ehtpX8/dTr9MlOIJzVWViZ4+uHeP37o/9AzeWWWh7o2CHpVYSvbxzmXXMbGekFpnWCvkRovPn43ut43zowCxOJJvB4Xg3MdaH3ouJUd663Xb6YjHGNttYPsNJO/33srPq/P7lhdao9JpQS8Fk1tAdXkKdvFrFlv4XXUYVluTj+shtSBd5Gb28/uWF3qrMPr2WVMDas3pNHa1o7Xq+Zr6O7UrZtb4YEHzmOvnSo5dr+VBLxhHr6r7w3srq2tZngh5KSAkBCP9pHBHsoOc/aVt7OxJklJBhw6GW68/Nw+1eQBNDS3UdkUx+0ymD42TnV1ld2RlB7u9bffJ9pWy5CCVM4+rJUjf7dHn2vyjGScNRvdSCROR4z1pZ/aHUnp4TZsWMOrb37O14tyqax3sKpyaJ9r8gzDpLXTTX2zn2Xrclj43Yt2R1K2gmr0fkF97XrGl7QSjqSSMOG4P16Az9e3/mgCVFVsJMsn2X0wGEkDw1S3cCq/XjzWzluzanh/paCiRXLYwfszbOggu2N1uQ++nM+QnDg7j+ykMNtgZekquyMpPVgyabB+7dsML46SEozSv2AUh/zucLtjdbnmhlJe/yabjoiOz20y59tP7I6k9HAzTrudT+ZZfL4oTGOnj8OOvcHuSF1u5boq1pYHePGj0VTWp7N0RandkZStoG7d/BlSSt545X7CEQ+xRJxm43ccO6XvvRkF2HOvPXnt7U/Iy/RiSgeLlyxml132tDuWLQ7YM0U2thj/+Xj+kshHUsoDbIzU4/zjkTspDFrEDUhJ9XDIAX3z5fvDjD14uPxd7nlB4nDAgP4zmT5tut2xbLNlbam62naPPf4wq8ud9Msy+X6lm/vuvMzuSLbIzB1GaZWPt74Ygy6gLRy2O5KtVF39NsvmPY7fa1LbFCcv0+T3Jz9hdyRbjBrSjxfbHawu7yA1ICnIMX75m3qxnvJeUDV6P+OMcy4gPQQpwSD9R/yefYfvZXck2wSDQapbk8RNgc8leOPjvtvoNTSbfP/umP987Oz/XaaNcXqcQ37/Z0LeJHuNdHDfwbuyyx7H2B3JNsGAj3gywc1n1zCgIMLNz4355W/qxbasLVVX2+afT14C0U5000enMYH77jzb7ki20TSdAVk6Xy6Q1DZZTBzSt8foqbr69R5++A4qK6s4elo2uTlpHH/iVXZHso0QgtTUMA+fsJacjCjPfVBkdyRb9ZT3gurWzZ9w0LHn8cUywaJSyBmwB0P6cJMHsLp0I6k+Hb9XEvRZDOjXh88RSIFhuv7zULbeYSecT3OzRW29zrgxhX26yQNIJBLsMa4Vt1MjFtcozg7YHcleW9SWsvVuuuEiqmudNLQHGVri4NRT+26TB5vuxnl9dhsNHRaWhLUNHrsj2Wsb60oIcYAQYrUQolQIccWPfH2YEGK2ECIuhLh0u+ftJu6953JS3TUEA4LW9gTH/fFKuyPZrjUseeurfJKGoKXFb3cce23je0G76qoPv1v/aY88fBq5GV7WVAtMKfnTCYfZHcl2H8/8loBHY7exYaaMSlDV8B2WdTaa1vfOFUgESUO9Ed1WJ593PYmkADYtI3Dc7/vmbWVb2rB+JZYlWbwmlZlzB7Gypp6TT0/gdvXN3y9VW9vuocee4ps1CfYZ5cGhaZxz/vV2R7Jda0sNAa9g9roI6CGGECUcacPvS7E7mi22pa6EEDrwMLAvUAnMFUK8LaVcscXTmoELgMO2c9RuY/7CuVTUhBmU5yA9KDjslIv7/Oyt8USC9bVuPvo+wKz52bg9kqqqZRQUjLI7mi16Sl31vXfpv+CLLz9iUJ5k6ggvfzkuwov/uNruSN1CRem3FOWCS/fQ0ekm6HXw9BN32h3LFlIKTNPxn4fyy0rXr6O8roX8dJ2sNI0rLjqmz//RBJj1xXM8/m4eXy4OkpWVJJK0OOLkv9odyzZb1tYvEUL0E0J8LoRYKYRYLoT48888dychhCmEOGq7BrZZNBplweKFfLzU4onP2ygeNBiXq+9NFvbfnn/xJXYZqXPVMUmuOVLnwkNcLPz8Qrtj2WZb6gqYDJRKKcuklAng38CM/7s9WS+lnAv02hWz33rzMdZXCl6faRKXPnLz+/ZtigAfffI5sYSD302FzjgIoXPTbU9hmqbd0Wyxje8Fbasr9S51C5Zl8cYHH3DQRBeDixqpiU4kK6tvLNz8S9KCcQpyUklPCeNwgMcVw0qstTuWLaQUJA1VOtvi2HPvxY1geQIGFKaw71672x2pW/hmcZzxA3T65zvRhEY45uDzRX134ohtrC0DuERKuUAIEQTmCyE++a8zpD+cSb0D+Gj7prXfqy9cz/BCL0dOipMegD/8/nS7I3ULmd61HDQ5Rkm+ZMFKnWRS4+slfnY72O5k9tjGuioAKrb4uBLYebuH6sZef/lxvlroYsoIgd+b4M9/vtXuSN1CdeVyhhcKMoIa5fUmNc0mA3NEnz1p21PqSr1b3cKLT1/EHiN1WsIuqquyufjCc+2O1C1YlkkkHmLJGouMFEEw4GV4SSONbX4sK4Gm9a1brSQC01Kls7UmHHA+K5uclARNxhZIXnj4RrsjdQtSSgbkmew8OskH3wrqWxx8NL8Dt8dFe3snoVDfG6+3LbUlpawBajb/u0MIsZJNf0xX/NdTzwdeA3bajlFt948Hz2D3cTFa8x2kBPyccf6DdkfqNhqaNVKCBXzyXQSvJ8oLMwGpcWmsCqenwO54Xe6/6ipTCDFviy8/JqV8bIuPf+xdu9xh4bqZRx+5nGUrOzlk1wjra7zcfvujdkfqNoLaUmbspvP9MgfDi3SQGpoGX85eyl67jrU7Xpf7kb9XP1dbttWVunVzs9de+xuDC1sBQSIJF1/Y99ZI+SmffXAvsYSFaUE8oZGR0sLek6s5ePcKKsr73lW9H87i/PBQftoDz7yNz+vAlIKEFLz4+AN2R+o21q36mtwMC7cTnJqLJWVxqtvC1Da38/13n9kdzxZb1hab/2hu8Tjjp75PCFEMjAe+/6/PFwCHA73q3dqSJfOpqtcRAiQWp5+n6uoHGzdWkJkq0TVBesjDklLJmjqdskaNLz7+p93xbPFfddUopZy0xeOx/3p6JbDlSuCFQHVXZbVTe1sd68ridEacNLU5ue+u++yO1G2Ew51kpuo4HSAEDCyUNLVDQ6vk2eeftDueLX7kveDP1ZZtdaXepQIffPgB1dWL2Hf/GtCijJ32nN2RupU580rZb3ILQ4qbWFo6kKIcjVXrczANJytXfEH/4pF2R+xaEkxTtztFt1e2YT1rln7GmAKdVJ/koVv/YnekbuWeJ17FiLp5/XOTtrDFyrooLoeDIf1DvPXF9+y734xf3khv839rq1FKOemXvkUIEWDTFbsLpZTt//Xl+4DLpZRmb7m9KBaL8eZbd1FVl8sD/3Zwzum/77O3Tv2Y1954lIbGKMfs1YGmaayrTGNiMRhJi6/m1LHvoXYntMG2/c2aCwwWQpQAVcBxwAk7Klp38saLfyWWCBL0Wey95544nH3rbqWfc8eDL1JT5aaqViOegKP2Npg+CdzOOC0dfe/uE6DH1JW6oge88OYrrK3QuP+VIszUS3G73XZH6jbqG1sRWgAEFOa04fF0oGmCWCyDoD/KxnUL7Y7Y5SQCw9T/89gafXG66oPPuI1nPw/j9kXYe69dKe7f926Z+inxeIKKZp2yRkFrp8CpS5KGwBQOyts9zF3RYndEW2xZW1tDCOFkU5P3gpTy9R95yiTg30KIDcBRwN+FEIdtp7i2uPGmC3A5giRFnF0mpzN67BS7I3UbUkpK17dhJt0EvEkM0yAa1xlZqDNxMFhW32yIt6WupJQGcB6bxrSuBF6WUi4XQpwlhDgLQAiRK4SoBC4GrhFCVAohQjvwEHa4W28+G7dbkpNuMX1Kkn326xO97VZrrl6Cbjlo7oBIXDBlVBujB0G/HIN4UtXVL9WWnXXV56/o3Xf3GVTVunjj2w4umuFj6k6T7Y7Urdxz9zUE3H6+XDCAsppUojEHwdER1lcL7n95EOkhjdPPtfrUMgtSgmFu/fH2xemqRx94PmvrnLgcDpZXRLj3zl412eFvdv1tt/HZEkmqE4JeyR8OaKE9ngqWRv9syW6TYjQ2NZGZkWF31C61LbUlNl3GehJYKaX8249vT5Zs8fxngHellG/+9qT2eOflC/jDAVEsS2NjrcYfT1RDDLb0/EuvIA0nG6o0bn06g4GD6yitaaC+Pck/LoEXP8rkk6/ns+/uE+2O2qW29W+WlPJ94P3/+tyjW/y7lk23nvUKb795H4dPryDgctPW6eCwEx6xO1K3Ula6Boee5Mi9HRw93aAz2cA3q5wkw2He/9bDxGGdfPzhs+x3wEl2R+1SPaWu+s678x9RW1/DhioXRZkeTt03yM03/d3uSN1KR0cLc0s1GtoTDOrXiWG4mDo6SUrAYMzgJAUZkj/ur3H3XecQjfSdmQKlFBiG/p/HVuhT01WHO8PUtRqY0iKeTPDusw/bHalbMQyDRcsamZhrEEkaxGWSp9/LwDJ1QOBxSUaWRDj5kqupqe0TQ2P+Y8va2gq7An8E9hZCLNr8OGjLM6S9iWEY+J2daBokTYubrrne7kjdipSStSu+Y/RAwS5jmwj4ktRWZPDFkk7mrArz/UqLf3zSwulXPcDsuYvsjtultrGu+pzOlvkUZsbpjEcZOPoYu+N0O3c9eCOrKjRKKyTJpMHtb6Qzc04+G6rT8HsdrK3w8OLr8/jqy7fsjtqlfsV7QVv02St6Ukruues2wI3TEeOwgw63O1K3IqXFu6/9mZAnlV3HtDNpRJTH3vUjVjlxOrwEvUluPLOd1RvS8TpTeeyRGznxT1eSlppqd/QuYVr/p6h/aRazPjVd9a13XcrLVwj+/o5g3LAhuPro4t8/5czzLsbvtqhslbQnTNqbHew3MkZHh4OQS8cwBPOWFHPLKauh9gwa9QfJzCr55Q33Ev9VWz9JSvkNPz6T2U89/+RfGalb+Ou1Z7J0rY/pkxMM6OdjfFae3ZG6lX88dDYBr5dRg1vZdVwplfWp/POdoRy5WwZOp8nOwyWHT/Iyd63J5Tc8wQ1X/om9dh1vd+wus7V11ddcd/35fLMghcWrPeTlCC68aC+7I3UrN9x0A8vXu3EJnY+/EzgdfgoCSeatD1NWnWBZeScDs9LJTXFx832f8qcmJ8cecZDdsbtMT6irPntF7+67LqG+RQMEg/p7mD59f7sjdRtr1q7n6UdOY8LgJIajnfvflcxf62DOKjcL1ni45xUPIwcYxJMaVfU6hgluh+Sr9y6yO3qX2LRI5v9/8MuzmPWZ6ar/fMWttHToCCEozjG56tKfXMO6z4mHK7jgkgsZO9iHM+CkMaqT6geXW6MgN4kwN81opmmwrMqgqV3DknDJVfdgmobd8bvElrWl/H9vvfUiO49qAQRrygUzjrvP7kjdhpmo5eZbzmHCkBjpoQ7+9ZGbbxaHWLSmELfbS2YgyDF7OojGBcNLWpkyIooAHnjkaZpb2uyO3yVUXf24daWLcGlOJIJw1MmFF/33n+6+yzRaueGGv/DerEYaO3zMq9NojkB6is6eIzz4pMCSAl0TeF0aQR+ApKb0Y1auXmV3/C7xI+8Fu6U+2eitW7+OokyTwpwY6SkdXHHlPXZH6jYSiQRXXv83Pvnez61PZVDbojN7jc6rM9M5YJyfoiw3px5gkTCcvPF5JuG4C4eeZMroehpavNxy2112H8IOJ4Gkqf/nsRX6xHTVkUgEl9VEbSPc/TJcdZlaZPYHUkquv/lOQh431Q2ShhZBZ8JBOK4zY7iO30xnSH8HPq9GaaOgvCLB5Q/nce0jRVQ3CIYcdK3dh9Altqwt5f9bsPArWjtSOXx6A6ecdJrdcbqVS666mq8X6tz5zxAbqp3UNDi585mhPPOWjw9nRwgEGshKbycYaOLSP67hrgvWMKhAY9IQjSPPu5FYvMffLf+LVF39uHfeeJJdxnZw6iGw61Q1P8OWrrn+GkpyE9x5tmSviQZtCZ2VjRpD+ycZXpLk4qN0frdTKhcdWsDKNjefrtc58QDByIEGzz7zAM0t/z0Bcu/zK94L2qJPNnp/e+AWHnm3keElLvbYVV2m/0E43Mk5l17MkmrYdazBoCKLNJefEZkeyqtNTCtBZzRJv2zJt4s9jB2yHiEscjOSfLXIx6qNAZqbGrj/od59VmzTWRztP4+t8J9pdYUQLjZNq/v2Dg1pg8uuvojZaxvYebigMCeH1NR0uyN1C/F4giP+eDadEZ1w1KSuNUlVG9x/RjPf3d1KOJ6gMyZJD0FBto6gE4mkNWJiOCStEQgaHexzQu+feGPL2lI2ueLKc3HgZ+5yP+W1uUye1KvWff/VpJQ8+tBZzF/tYfxgiymjJDVNDvplQ06ajsspCfhMpo5po6HV5I2ZhYSjDpat97G2wWTMIMF5+1tccMl1dh/KDqfq6n/ddOvVDOlfx0ezJa2dguOPO9nuSN3GWZdeB6aXtrDO0nUeitM1LtgzxuAUg9JqQVsYKuvgu2VJ1pSbeJzgdQqWrHMS8Cc4Yi+DtXPOtvswdrhf8V7QFjtsjJ4Q4ingd0C9lHLU5s+lAy8BxcAG4BgpZZfOI75i5VLe+raDqqYku43y8ofTjuvK3Xdbs796mhVL57Jug07/EBTmSGoaNVJcsNMUk/OPW05q0ODkG0aRGkjB427k8L3KqW+uZ/6KoXy31IuuJxg9wE1bYxmmaaLr3fcMx2+1jTMtGUKIH6bV1YGnfphWd/PXHxVC5ALzgBBgCSEuBEb8yLpg3VJtXTWLN7Yxa4VkRL84jz3QN65A/ZK5c7/ikSdfYZdRfrJSdVauN1hSBasaBFe/kE6Kq43SmhijcnQ0ICsV5pW24Xa0k5OVimEGyc9MUtUAZRtqaGppJyOtR89i/ou2pbZ6u0Q8SlGOG4fuIGka3HD9fXZH6hY2blzHzPfv5pM5guYOHQToOjS1SlqjMLzIRW6WRm4GrCsfQkU9DCzUeOnjadzzRoKDJroorUywvtokGumkpbmBtPQsuw9rh1J19f9ZlkVRVjWTR0bojGoccsyDdkfqFsKd7dx225XkBqC6zkU0rhH06USiPhIJi93HJZg6SqO5TbJgrYPGToOCLMHhoyA9KLCkzudzfczYowm/N05r01pSMwbbfVg7VE+oqx05GcszwEPAP7f43BXAZ1LK2zevJXYFcPkOzPA/lsy+h/MPz2LVxgRX/OXertx1txSPNXLNtbew54QKjtu/icbWIt7/NkR1g5OcDJ2AN8qx+zeQErDQNRjaP8n3K5PkZwR57I1BpAU1KhtCXHhcM+UNGh0daXRGnSz66gr6DZ5BduFudh/idicl23w/dm+frvqm26/jpOkae40z+MMJ/7NMYJ8Tjcb4/bl/ZsIAGDtIsrJcR9cE5bUGKW6LkTkOduqv8cFiHTDJCAkiEUkiDuNK0hk/AEJ+PzMXNbKhPsmUgZl0RJOM/91FnHbsvlx7Qe88QfVraqs3e+nZCykpcNDUKjjwoL4zwcFPsSyLcy87h4yUGEvWZ1GcGaeqQeJ1mzh0iCZ1OiIQS1qATtKQNIUlmpAsWmPg8UgmFEtcWhKJk/K6JE5dZ838+8ktGEz/Eb1zenhVV//X3XdeSTSawVcLnLhTJ+P1eu2OZLubbzkPh9SZNqGTpWtTcTkgFrfIzWqmusGHLjRSfJuamtyMJCOLAzR1WiyvgWN2TZCVDovXennve4lTT+Og3QSh5tuQMoDIfMDmo9sxekpd7bBWVEr5FZvWBtvSDODZzf9+li5eM+z9V09nxp6rOWPGav542HgCgWBX7r7bKd+4lutvuI6cdA+7T6jD7Yqx75QIcY9G1IqQSDrwuB20d3p44JXhPPveKHYb38pVp5SxcK3J+io/G2tSyQg6qGsOMKggwuhBNYwb0oaRaKOtabXdh7hDSCkwTO0/j77urgfu58/HtDGowIFh9WfooAF2R7JVZWUV5118KW/MhWHFMfabEsPj7GR9lSTg1Vi4MUaaI0lnTHLwOD+n7BbkxP2S3HR6nP45kl2HOhhV4mf0ABdHTUsnFk8Qc7pYGw5SUd/OB18ttPsQd5gta6uvWzB/Fm996eCNz00QUaZO3c/uSLZqamrmT+eey6MfJXnskxAfLjWpaHNw6sGdJA2DjLQYR+9tMbAwjqV30BwzKMiu54QDykiacfw+A58zSmWtxdyVSQQaDXEnRTku6hubqK9ZZvch7jCqrv6/5sY61qyPU15jsGCVnxkz+vaYVyPZzvU3noY0/Iwe0sRu4yoYNaSeUDBBU4eJ29fAkXu30xYxmV9q0txuEolbnPK7Sgb2N2mOSQb2S6IRZPxgB20RGFYSJjezDo+2hkR4AVL2yrnnesx7wV+8oieE0KWU5nbaX46UsgZASlkjhMjeTtv9RR0dHZz1kAfDmsT7N65j7/3P7apddzsvv/ggfv0rvluSQ3uni3FDmnnxg37kZ0X5emE/1tYafDAnxKVHRnA5JTc+l0tdY4I/7JdkZEkct9PiyD0kF56whOXrClm4ehCNbQ6aWgvIz2nE55J8Mt/NzhP9FA+P4XR57D7k7a4nnMXpKk+/Xcbf/p3PHac2c+PVfXcClnffe4mvvvyS0kqdzBQ4dKKT1741WVAa4+05JkftolPfLjh8UgrD+jlZtjHJlJEaDh365cRICUgK8xwct08DXy1O8trXfiobkiSdaSRMA4kgOy2bgtw86pvayc7onbdwqtra5NKbXkKaAodDY5+D++5V8pUrZnPfY08zol+ACYOClNa2MqggQUtccMgEydrydFwOQSRSxxHTq/B7+nPp8z7qG+o5cvcYqUGLaCLOjD3CZIY0mtoDuJyCwf06GV2jo2nw4kydA3dJY3Brc68dW6zqapOTLr6R3YeFqKqP87uD++5s67U15bz+0o20dHjBSCWWNFm0NoXKthj/eD+NQFIjYcHrXxYxp1znoBEm00dBTkYUS8ZwOS2yUhLcdWqESUMSfPxdOrGEZFwJIBM4dMl7s3Lw+7OYnlmB219k9yHvED2hrramBS0VQtwlhBixw9NsQQhxhhBinhBiXkNDw2/e3rkXXUU0phOO6Xy/rm+eGf3HP99l6sEXsGBxJcJKJxL14nTovPmFzgezM3jktUI+WWRy7EQHI3N16pp12iOCz5ZZRKwOGjujLF5TwGUPl1CUq7PPxRO46vEsFqxO0NYBr3wnmXFrOp8uNmjsMDDaP6d0wWV2H/Z2JyU94izOj9nedXXCmefREhYYJrz6RTZOp3M7pOxZFi78hrPOP4f3PviCzxbpRONQ3SgYUKDx7+9CfLwkgxk7pfPpwjhz1hjUtUo0TVCS42TByiRlVUnKqoOceY/Og+/UE445GDvQw3eroLzVwx2nxnjm4mbuPqGDVJ9Ga3MF44+5Gcuy7D707W7L2upJtndd3X//TTSHJSAwhIPcvN75JunntDct4t9Pnceq+c8zaWAIj9OJxy04YHwaRWlpTBvk4tPvLVICJpmpTiwZIpnUWFMR4qDhkp36Ozj6OoOn3srljMMamPl9iH++m05ayKAoN8nGhihnHBxmaHE7eVkGlzxRx8CDbqAzErf70Lc7VVebfPbpS0i56TUoa4oxZZe+1+hFOtbz+XtH88EbfyPgCRGOeonENDJTBZOH6QzOyuSm401SU3QqWjRqWzYtoRCPgpQdDCtuIStVMH+VFxl189YXQU67LQvDjNIRTjC8KM5+u5SxcoNk7soQ+WkxKpb+BSP+239+3U1PeS+4NWP0xrBplsAnhBAa8BTw7185SUSdECJv89W8PKD+p564eS2yxwAmTZr0m677hsNhPA6NA4ZDzLA4808X/pbN9SiV1XW8+sprrCtbQ1tUcMxeTpy6iculM3lUHJ+7leufD5EfkCRMQW66htMlkQZUNxj860sP2SkGOw328/qXcb5b6CY3VWdJqcXoAVFWrvdSWmHSHhakB3R0TfLe1x72GK2xfJ0fp6OJ4Xa/CNuZBAyr+5/F+THbs64AMtJiPPpnk0/nOXnw7t492+qWErEmZn35Mv/6YC0BTWImXcSSFi3hBJ1xF+6AZBgJ+mXo7DJUJ9wOHVGLwf1MzjyshkdezyMnzU0yJkkYkjFD4jx3bTl3vRYgPZSgtdOF5cxgVHGUP07voK0zyKShko4OJ+khF97lBqYp0brv35ZfpafW1vauq/e+KSfN68ESkpefuv835+spwuEws2e9Rtm6WSxcrjGw0ItD18lIiVPV4CMjJUln3MDrdBHyGyQNWLXBZNq4BHmZkuc/GEBHBCYPl/TLDjFxUCoLVidwOjKoanJgJHVKlxtEExbSGWbCYD+mpfP9Up1YApImdISjBHxuu1+K7UrV1SZLFn1AUXoWC9Z38s8HbvnN+XoK04jz9Vfv8drbX5OZkqA4L4MBhR2UVaaSnarh9yT5ekWU8cMMMtPaKa9NpSgTpJakX7oLh0gQjjoYP0yjM+ogP3stRfkaLlcaM+fl4PPAxpoQ0bhOXqaDeFLHsnzsO7GTeDIVK6wRjdQTdPeuCY96Sl39YqMnpewAHgceF0JMA14E7hVCvArcJKUs3Yb9vQ2cBNy++b9vbXvkbVe6rpyg30IIwR7je//4oaRhUlnTRMCjcd+9N3Hc/k1Eoi4KRYicNDdCWFQ2SNbWCkKeEAtqnZxxWoKJgxLUtMR49E0/pVVJDtvNxR4jdcYO0BhXohHu0OkMC3Rd4HcbDClK4YS9G5m7ooiyqjB5mZKdB26a1rqizktmWgdDB9QSrb4WkXo2Hl+e3S/NdiGlwDC6f3HvaNFYgg++c1HZZBAP++yOs8NZlkVdfQMZaT4+evMS8jKT7DMOPpiVibTAoQnSU2NMHycYU6JTXpvGYaMN0pwOKs0EgVQnn651UvZYP/R4gvLGMLsM9pObARmhTvrnxDhyqpu3v8xl5KA6MlwmLc0WlXVOUoOdPPRqHk2tSQb3N8jx+3j08SfZb/+DGDqwx87h8z9UbW3SP8/i66WdHDrFidbbuvn/IqWkvr6B1NQQ51xwBaMH+0gJOElPifLFUpNdhqeS62ynqVWwvlIyazWU5BrsE/AwYbiLoL+FyaM6KKt0kZXeiaklGFzkJuCHuiYHze2Cr5e6+WiVTsBpcvg4HaHBJ8s1pl3cyVXHWbR0BikIWpi6kxOveIL7LjuMkcMG2f3SbDeqrjZp7kyw98RG1tdCWlqa3XF2uFikAYcjyLuv/YWL/w7FWbD3WAeNbRaD+1nML2tj6lAPKQGLwXk+NtZEmTyqnqy0Niwrj+mTy2hs9fP9sgJWlidpaksjGnczrLgMoVlMm9DC1FECTTM542YPaSGdpAHXP7oT0yZUM2dZHm5fDI/HxwXPvMfdF1tMGT/a7pdlu+kpdbVVY/SAg4FT2LQswj3AC8DubJpFcMhPfN+LwJ5AphCiEriOTQ3ey0KIPwHlwNG/+Qh+QSIR4esvHiIQcjNh8p78/thDd/QubSGl5L03HqOiaiUhdxNRq4k1G0o4anorAwvaOCVL59Pvs9A1qKxzsGyDh4+WGRSmwxUHJ5k0OI4pDW561Utzs0FeqmD6xA4+nZNBWxjmrUzSEYVYQpKR4sDhcNLcprN07abL+qkBF5kpOkII8jLj7DK2jPZOB7Pml+DU63G7b0S4h9HSuI6s/J3Y/+A/2v2S/XoSzB5wFmdHMk2TP110OwPyQ0wZP4rLz/mD3ZF2mA/efYFPv5hHbZOBZUHS0UlNk8YHdzYwpAhmL8mksQX2nBjhyH007nktwYKyGD69k48WdHL45ELWVFq4XOB1CNbVduBzGAzwuEmaFpIYT77t5cn3BhCOeBmY66GxTUMi2GuMZEBBBE2Dopw4++8MppTMWSr5+Msl3PbCUqZPGsjs+UuZOG4YLz3Uw2+VVrXF+2/cxPDiVIqHlHD1eefZHWeH+eTjd5n57UzKaztYXq7hcbjYZTC4nRCLB5lb2sEnC9sYNbCW3cZ1MrQon2+WpNOS1BhV6CESs4gnNSBIJNqMprt5fZaXIUXNtEVMDMPLIdM6Cc33sKbWSdyy8ABCbJpAIRZxYJhJDJngljOq6Jcd5S9/709b5Touvfo+cksGMWf+WiaNyufZB6+2++X6bVRdUbrwWg7ZLclHi6Zw9aW9t64WLviWjz99ndUbouw93mTeChcdEY38FElTq8Tt7mBZaYjVG5x0RiXvNmy6kytuCYrzvMxbUURFXSrtnU5qm+pYUZbJ298EqG6yaGmV5KYL4sZA4lEXHVHJgbt2EI07CMc0LKC03sWEEo2k4aJ/fpTKhhAZaRH2HVjK008/htEyjsbqxXQm3Jxw8h09+0RWD6mrrbl1cy3wOXCXlPLbLT7/6uYrfD9KSnn8T3xp+jbk+83uvuManI4gMhnrdU2eYRi8/f7H1Gycz1tfNTBjN4N+WaDrSdqqc0kP6ORnt1Dd6CUcScPlNJizWsPv0AiHTTJ9JmV1Jsn5ScaWeKhp9TF3LaQHJBfNiLN4rZPSWoOCVAdVjYKCTJ3yFshMc2BakjXlMdo6Lc45up5w1EXAa1Je6+frZUnOKElS05iCxwUpQYHLkaC5bR1Suoi0fM/113/Ptdc+0COLXNIzintHOu70yymvSjC4H1x02rF2x9mupJSUrfoYl/key1fGaG2H3cZZPPeBByEF7VEXRelunn23iKQhkFJQ1WExtCRJS1sK95zRTDQR4bE30hiY5yE1ZBEzJJop+P1kjfW1HoJ+ByGHTiIJlXVeDtm9ksseLwQkqd4EnVGdAZkW9fVuLv5bEWOGRDAMFwMLJMvWOZGmoLxDJ2JIPv9uKXHTzbIVFYyZfjqz334Av79nThfe12vroYfu4/VP6inMcvDgnQfYHWe7+/SLr1myeBHJaDkhX5Q9Rwoe2uBmda3g0AmS0YMgLRijot7H1OHplFZZHLd3M0EfzF7ZwrOfu9lvXICkkWRpqcGgfm6Shot4soOyKifXn1TLwMIolgX/fG80n82Pk+LVKUwV/H6yoDjHyaqyGKlBwc2nZPD96jBuh5sRJWuoawpS1R4lzeOhJN/N+oqljCkKsK6snJF7n8KnL95BXk6XzR+3XfX1uvrsszd4970wXnc/zjs9v0e+7/g5K1fO4YMPv6OuvpqQP4GZ1Jkw2E00JijINmhu00kJ6Xw8L8ZLM/3sPsqitUMjkTTJTLUYPUijoVUjmjCoqk+jvtmFrmkcdsMQphQLxg8yyE/f9Dflm8UGqcEA3yxy0dap4/PoLFodxO8Ft9PkhjMamL3Uz8YagWH5aYsazFnrYe9xMQ7dYyOr1wve/lqjuS3OsjUX8adTTmfw0FE2v4K/Tk+pq60aoyel7PyxL0gpL9jOebarVSuX0REWZKRumrmstygtq+SCq+9kzACDSUOSuDTBd+U+UuY58LsFaaE8EklBU5tJW2d/DpkWpaHVyYoNBp8sAMtKcuJ0g1cWA2g0bTC46zWLwyYHuP+UBtIDkptfsshx+XA6LMJxE13AQSOdTEEQjkTYWKuRGoiz787tJA0nliXwui3cvmqe+ihAZ3suJx+cpLUtiVMHKV143BbuuMGgfmFK8uHSq84jNZTKtVf1rJkaNw3A7f7FvaN0dnYSiSUwTOiIWLhcvWMClmikjW8/uojOsGB9tZtI3EE0nkZuBkhpEImHcWpOSjIDpIUkLW2pNLZZDC1u5ZNSL4fcGuLyQy2mTazE6bBoez6bwtQAowf4WFkZY0R/k1H9JW7NjWlCTRtE4pKB2Q5mLy5mYLbBTsOdDO9nEE9G+GKeGyk1WjqcfPR9KnuMl1Q1uBkxIE5JvsXz92gkTQ2nKwTEGZEvEcLLAcdexvpmk8pvH7H7Jd1mfb221letIGm4icQsUtJ7x62DyWSSU87+Cw7NxK1rJE34dG0SnxRkBgRpGRoOXSMYNEkNmqxab+F0mdS2CrzuICffPIIjdm/lkU8c1LbCsbubFGfB7KUWja1Jdh4ZZVlZBmkhjbnLSyjKXU5dU5B/zzRobHdw4dEtVNd5aQ87iETCGJYgO9VDyK8zcWAKT32SoKp6OFNGubj+eIMvFwr8Hp0zfufnjS8kc8taSJiSo0+7kc64yaKPVV31NF98/hlJw43DATn9Z9gdZ7uQUvLs4xezcl2SpOEh6NPxugRlFRaJZJIpKYL61gBBn4MRAxI8/XEE3eFgQGGcyaMSLCvNZHBRG0Gfj/SQRdK0aGlzkJuewOdNUN2kc8NxTWSluQhHvbidCSobHJiW4Nn3vewx3mDsYIv8TJ0P55h0RDVCPknIL8lJjzO/1M25M+rxeAzCUQ2fp53cjDjNrTGcup+CLJ3OiMaCb+/m5Zc8XHnN33tcA95T6mprxuj9aJPXE9x532NUN0hSAwaX//kEu+NsF1fd/nf++e5qmmI6K2sEC1fq7D7eIjfFQhdgSdCFTtKI0typsfg7BxWNQdbWGQhvJ4ufXcmajSksXDmYk3Z38fWKMA3tkpxUQXNHBwfvZtAZEZQ3QGYe6BIGZyYordSpqtdIT9EwTMnYIQkyUsJkhHy8/W2UllaNY/dt45PFQS44KsmGMjemBVnpBjXN4NJ10kJNjBxkUVUfoqzSw5Rhbt6b3cnGDevoXzzQ7pd2q0l6xpS6O8qBJ13FN+sgNwQHjfjRO7d7nDmz36Wi9FNMMx2fJ87he9cza3E6FbVONM1BMqmTHdJwuwVup0RagnllBh4f9I+n4QgnGRSADZUuXv1sEO2RGPUtLuJS8umCOKW1cMjUVmLxbMJREykl+0xsw+3MYV2lhWUlOGRqnOXr/VR54lTVB8lKi5MwdCrrDYYUOtlYbVGQKbEsyaJSwfSBJqMGCZaVSWKdOhvqLdoSBgMznAQ8Gtfd9xI3XNizrrb25dp68d//5KhpGruPSrJig91pto/ly5dwztVP0dhq4XbClKEaaSGTaSMjLF8dIGHAQRMgw5/EZUnqWyTPfmaSnd7JgRP9vBF24XaapGfGuGRGNisqTAbn67S0CbwewbBiFwXZrdQ0+mhs9WFZOk++PZTCTB8lOQlSg3GGFcXxuUy8niAleUGCviSTRrSxZmOASEyw+zAX7Z0JEJKKOkFbZ4yvV0ZZW2sQTVpceXyI5z82GFfipiMKh5x4De/882a7X9pt0pfram3pchasFggSjB1qoes9/8RkY2MdpfMvJRrNpyjXxVcLohRk62i6QEqJZcGIga08+Y5Oa1QyYyrM2EUQ8NcxZ3E2AwsSjBnUwLoqL8V5LdQ0BmnpCBDyR1iwWic7zcHoEoMRA6I0tzkBQSSe5LbXaxmUGWBEoRuPx0VJAXy91MNlJ3SwvMzFPW8HufmpbMYMMslPEbR0GKSi0RmBrxZmIS1o7/Szx4Q4w/q38OJHGQzp38yQ/l6ef/xPnHjm03a/tNukp9TV1lzR65Esy0LzJEmiIzSL8RN3tjvSr9baUsM/n7qdhhYPL36dYMpAjdkbJFkBk4wUQX2jm90Hx0j1uUgmnegOjfU1m3750kIa7e0WOV6d/ae5mbfKT3llEe2dAXYZJhicY3HUPhH++b7GxirB8nUaIwd0cvMJPj76zqI4101+lo/K+gjV9RZtnU6k9FDVAEV5Uax8k6XrNMYPiTJ3RQmXHVnKuvJMRhY0sXJjKl5XENO0+Gq+YPrkNsLRPECyrlLw8cIW5q/t4O+PX8/tN96P0HvI+kUSjO21smQPpJkm/VM1DNPgpmu69UX9n5VMNDP3s8sI+WPMX5hNeY3OoH4SiNMZcSBws7bSZGCBQW5GjHOOSfL02yHiCYnPLXhvucSSgr8cW8on84twO3X65ziJxTOYs6oTly6paYlR2RYgPxTnjS/9XHp8LTuPdvLFoiQX/iPOc5elsP/OHRTmxpESVm70EIu7MU2JYTiQSCYN97OyLILLIQnHErz4iZvPl2qAJNMPxVkGC5p0BBrtUYuyZqgKO3noha85ccauDCzpQZO19OHaWr5sIWaxk5awwVVX97yrRj+Ix+P8/e83M7SglvveSuBweAn5XKT4BQ6HZMIwQcfSAIfunmRtRYLrnutgbFEW0ZhOcZ7BhpYEqxokRZluJg402X1sAzOmdvLVghKGFkZZU+7BMC2O3tuipbOTWYv9TBnTSCSusWSDl7cWuLj7jxaHT4Odx9TidMBdz+fjcevkpEla2uDz+QFm7FHNnKU5fF6mozscrPw0zoR+TrJTvbSucfHd6hbuPtNLUbaDDZVuKlosZq6RFKe2s2TpUsaM7kGTSvThurr7/icYVOigqsHknLN77nqUpmly7713sWhlFVWNIEll34kmEonTAWMGSZZXWLRGLa47rZySvDD3v+Zl6QYvw/rBaYdUUpgTZs4qH18scDG4n0RKF7mZYbyeJC3tQZaUany/wsLnjrPLaEFNYy4+D1TUuSmrilOc7SQ76OCovV24nBrF+Q2MHlZLS0seNY0OjpgUxjQdNLU4qKjTuOslP6NLTI7bp5lj9olw21NZhGMWh0xrpH9emMFFHuIJN8X5TTS2Jnjjrfc5fMZBdr/UW6+H1FWvbfTuuuc0nvwqRH56kvuv2+FzvuwQLc31PPzwjRw0tQbLTCUn3eTiGR6y02Bcucn4Yc3EEiFmLTK55KgwVfUxXvg4hWjSQV6mTlVTkvnrGjhkYjr7TJSMGQB/f2kQk4c7cGpx6to0wjE373yVwVdLO8gNBkiYcXIyTIpzEggZwOfWCPlbKc4TtLRrrKhuxufWmDwklbGDTQYXtTFkYSbzlnkZkG8wc24+owc2MLionvZIJ+srS2hPGIwY4KOlPZ8xA2sJBQ2G9Dd44j0fV/8+hQVrE8yZ8wU7Tz3C7pd8q0hEj7gve0c4+sxryfDqpHlg0k5durTmdhOLtvPSsxew/9SNIPP4fmkGiYRkr0lJlpbq1DaFWLXBR1unJDfdR0u7RXvEYmCBhWEaJE0nlqWzS3+TPXeqZXhRB35flJDPRXk9tIdNkBr77Bzh0fd0po5o56TpSVaU9eOFT7ycd2QLS9dLvC4HuhYj4HOwcoOLqnqdwiwHXo/JiAEOXp+dZOlGwf6eOMV5TnIyOthpZJJAIElDe4D6ZijKcxH0uflgUZTOpE5xupeWsMHkXJPmqOCTj99k4Jk9Z+KBvlpbTzz7PFmpbppaPcQs3e44v4plJTj+zCv5y3HriFpeLn48i31GJrj/sgV88l0BJ9/fn/qoRGDy6OeAcHLDkU5mLu5g55EmDl3w0CcOXE7B8HxJhl9ndMmm6d0/m5NCWXUrs5d5SPFFufKUauoa8+iXE2ZOLIcPvnGSEnJS02IyItckJz1Ge9jHsx+ksr42RkunA2cMvltq0h4xWVcDyzcGueG0cl6ZNYhxeQ4ygoKCrHZmLvBRnC4ZkhdkSGE96SHwp3uoXJfCseN0Gjs1Lr75CT59qecse9FX66qiYiMD8lz4PBpoSQoK+tkdaZtJaXL1X29g9spVVDU6GZGXRkvYZGldgg0tCW47WSM9GGBjU4JxAyX7jNf47Pt0jts/zOQhAq8u0HEyc24RLncDMxcGqcmXzFulkZGmsaYyl+e+lozpl+CgCa28OztIXSzGF2VBBmZrHLOzi5Z2SXEe+LzpLFln8uk8g+IcGDUojGE6+XZxHq0dJq0dSVKCJukh2NgACzbE+GKFiSaDHDg1Qb8cjUkjEsxbmYrL6WbicI0lpV7aOvLQRJKPPvuwRzV6PaWutmbWzQzgemBXNl2p/Aa4UUrZtGOj/TZ5qW72H2cwrCDOqLF72B1nm5imwbPPPERNZQVpKV7mrhzAsJIKVm9MRwiL9kiMKWPCPPm+ZHV5O6MKU6lu0CircuAQktEDI5SW62A5GZLro6HD4NslLhavdTAgN8HSUg2vy0FBtoH0OKioMxlZkEJlU4LWjk2/Es0dIZqNJPd91ME1x0Q4+6hmKur81LUEePLtdBaubWW/KZJYXKe1XWPiMDBNiyc/NMkJppGIZ3PFyfVomkVNc4LMUBAQLFufyi5jqwn4TAbk6ixZ68bltHD5B9v7om+DnnJf9o5QXtOKMEAKwTWXnG93nG0iLYPy1U/y+ZdzGDM4STiWS3F+Ax/MyictlMDpMCnIFMycJ0EYjBoEFbUmnVGLmkYoq/LR3JGgvlXQL0swPFentDSNM2/38tG8MN6Qiz/t4SESieNywrx1OlUdSe7du528DDcryqAtonHqXSlEEgLhSPDa57DbWItFGzWKs11kpFrMXxslNeCjqhn2ndhOqgvWVHopyvPx/iwvyyqjDC6SFGRYZKRouJw6qR6NTgM2NuuMzoMUryTogX79e9ZyMn21tvT4B4wa5KGh2c0Rf7jX7jjbJJk0mPXdh3zx8acMyZY889ZAjth3PU+8JUkYcPvTAwmGEvxugqBfOgzpV8u/5+Tg8whKct3sNz6DfrmScYOS5OZqXP2MixEFCUYOaeahj4IcNirEqYfVseFdi/pWQUbIon9ujESiEU14EGLT78vc5WHiSUGHNCnI7sDTZrJifSpD8zWmDhV8Ni+BYQrawoKQF6rqLWb8NYNheZIPFiQ4cBIcubdBa7SG5uYQtY0+KuqCNIfbmDmvg5Y2sJKpmFgMGtjf5ld92/TVunr6n/fw1TIXg3Mt/nzGn+yOs02kTNJUN5/nnnuKYf109p2UzQ3PtdAZlUipcd7vknREknwyz8X3KyooyUunLeJgYI7k0zl+Pp0zGOl0M22kG0tCea2f1RWSPx3QybH7lPPmzNHsM7mFt75zsKLSRX2LQb+UHAYXdbBsnoXfB6kBSUlBhNe/1pk6EgYUuDAtg5bOJIU5Op/NGYRTD5M0JIYpKc6PsPPIKI995Kc4J8hlA3JYviHGrMUGORkOpo4xEMJBQXaCxjYXz73nQUoXLa2QFnKSntazTnL1lLramit6/wa+Ao7c/PHvgZeAfXZUqN9q9epvGTWgngvT0llR0bPGEL384iM015eyttwCHJgWpIUEc1cU0tABDr2dKSNMYnEHfznO4sPZbpasdfDCBwHysmJsrDUJJzSGFPrwuQ12Gx/E7WolEpOs3JBGaihC0Oeiok5QkNVMZ1SjvF4iBJx3lEVlfYhFawJYEsYNkDR1uHhuZpAjdpcML+nkhY+C1LZrLKj1Mew7yWFTdQoynewyVmBZSa48dQWn3TwMhzB4ZWaIOWt0Gtp8nHmQJDsVNOFjzgo3bbEorU0pNLU5QQhOOr0H3QYDWD3gcv321t7eDgYk0Rnar2e9AA3rH6eh4gvmr5J8NieLuiYHM/bsoKJ2IHtOasQ0ddo6g2SkxdF1NwXZDorzIGyYOFo1stMDNLTGuej4KE1tgtc/TyMcS+AUbhyam71HhWhOWAgBMVMwa007KV6dkgwXiYSbt79xMXtJDR0xgzRPKqleQX6aTjhmUV4H0YhFJK5x/9sWY0sk1z9fxWFTM7j6+FZME+79VxrRhAAk/bMEQwsM3v7e5LXv6sgMeIglvASFRYtpkZ7iIOQGsDj4gJ5zdvQHfa22pJTsNjpGZUOScDKGy9VzFuv+8qvPuOLWN5g2PoZLzyJhWEiZ5JrH0xhd0kRRjpeyCh8V9Q5GlhiEPGFmTGtk51GNvPn5WDqiOkXZTvaatJLMkMn3y4o5f1/BwH5u+ufCvScl0LQouiY5ZPcIQZ9gj/FtrN7oZ+HKbBrbLDoiMZo7TMIxQVpQsvcIJ9c9no7fCyOLDcJRFx/MSpCVZuEPCo6bHmHmPB+FmanUtprkZVk0dkrGD44AURatS+X3+9aTGXQTi2dT3+zmmuMN7nlVp7oFhAZf3nOp3S/9NutrdQWwYG2Cxjad4YVhhg0fbnecrWZGvqJl/fXc/cJAyiq8+D2SPxwo8brT0XTJHgNMLj2qFaczwTPvj2DioBQ+m5vAr0kEcR67uoHFax088VY+qzbEmDjMQdAb5Yi9OkkNGjQ05TN2cDu6Ljl4pyRllT7y06Cj06Bfup8Td3OTlyGoabB45j2B0ymZvVFnzMh1/GlSK2/NHEpVgwefW9Ca8BGOWdQ2mZxyaC0pAZMZO4X4dqmB160hJGSmCL5c6CVpwLjBMSYOb+G7pQFSA6nEEkmWlwk0TfLMEz3rJBf0jLramkYvXUp50xYf3yyEOGwH5dku/nrLC0Rj+Ywf1sGNN/7F7jjbZMXKcny+GBkpOglDkjTifLXQyZjBATx6krteb4LXYZehKYwfkMWQ/lF8XoHX5cShJwGoatAY2g98XoHP4+CAXZqQEh5+JRWNEBvqHPi9Joblo67VwsLBhto4H37vYGg/NyvLBNN33khJfoD35wdoi2l8t9pHTtCD2+FmSKFG9RrojPiYv1KyYr3E75WMHVbL2vJs9p4YYn1VglV1CSqbdPpnJFlQKlleleCg0XDbJRvQBFz7UB79cwX1bTESySQup5Nk0uDr2YsYP2YIaakhm38aP072kPuyt7eLLvsrg3MECMlT999hd5xtsmb1CjZWBslKj9A/d9O4oX+8HuDgXZOAg/U1fqQUxBNOJo3UqGsyWLxOkp/hwA20haG0cdMYo4BPMKzIxdJ1JpqAjqgk4IHRAwMkDIsV5e2srYtxxOQQI5w6f381jY6YwKkLJEncDhhRBOV1kDQ1Zi3RQJes3JAENCYMifDUZR0sX5fKqg0Bvl3iQNc02jpMctLDFGT5iCU87D/BZGGFk8LMJLVNJi63wGzTWVNtsfNAjZxMaG1tJDU1Eyklr38ylwkjiikp7L5TxPfF2jr9/LN4YabJ2YfCNZfdbnecbRJr+4L7LmymqdXPlwsMNtQZrKxKsLRi0xxud53VREoAKut8jB+2lhVlqXy3zMdek+rZc1I5c5cPJhxz4XFaWFLy5Xwvu44N0B7WWLEB1lQYXHLCpm199p2P302Lk0jqDCxsxjCSvD8rkyFFcUry3YwdDCG/RWV9gNRAggVrE+SkOnC5dCRJ/F6DK06uo7YpSHO7RXNHnKYON04kMyYbYJkU5sT40wEOOiO5vL9EEPRJRg4wKMgyOXU/F8/PFOCAT79dzj67jATggy8X0i8vg1FDiuz6MfyivlhX997/V/qneJg8MMFue//Ual/dU9XGtbz38UjW1SfJTpMEvJKH39RpazVxaoIBBT4+/n44fm+MCYOSJA3BHuMTjB7soqoJLAt0XcPt2HRyMBSQDCmK43HrNLQ4WbkBJo9IAoLlZV5+t7NGfauBlhsmHHXhadSpqAddc9ASsSgpErw8V/Cvr1P4aL8qvpwneOSDJKftoyOFyb2fmhw8IsnS0hSSBkRjbqaOStLU2Ubjci9Bt05uRoR9J3dS35TOt4vSmDkvBZdTQ9ecOB0JSvIN5n73DjtNOQSAlsZ1aJpGSnqJnT+Kn9VT6mprGr3PhRDHAS9v/vgo4L0dF+m3M81NU7Suq/LZnGTb1NWsB5IYCQcNrU4mjYiRliJptiJccNxylm4IkRBB3p4Vpa41AUgWr3VR32yQsCx2zTU5ZUacK59I4aOFYUblaywrtchKzaGlQ6PNaOOr+R72HyHITpM88m4Ls5YnGZyfR6ZPY85yCEejZKcGcGhe8jJMzjmwHeEUlGRKPp2Ti8thkJ8CZ+1lMX+tZNEKEFLy0ucml/7Tzy1/SKGlBTTNyfWnlDN7eZC3Psvj81UJGjrhjjPXowmYvTCbKSN1GtsN1lZ56OjsQDPb+NcrzzNh8Fcs/NpLQYaH9k4nFz6URkGmyQF77sHxxxyG1+Ox9ee0ae0UWyPYol+2QWmlA79H4nL3nHXaGhobiYQ7GVBoAT6OP6CdnIwWnn9/CDc9DVmpDqZPAgTomoZlbZqpN5b0Eo1tOolhmAafrbbY/4YUjh+vEU92kkDi0CTD++v4fU4qahNEYpJgYNOtHAGPpK4Bgh6B1wllTeBxOAnHBYYeZ3Wzm6YoDEu1aAlrpLlgQr8YK9f4uf3ZNC44tp54UvLXf2mce6CguS1AVb2LgUWbbjGNJzWmFEmspIOT9zcYM8jJ+99JqmokacE49U0uyjbW4mlKcsntLzBr4XqCPohLN3l+k7KKauIGHLn/NB654WTS04K2/pygb9bW7NUxYgmYvdxBekbPudU2HI5AvIxOI0RzRxDLZfHyEskx413khTLRNUk0Xk/InyQ9ZVODZkkXIX8G3y7x8c9PBYft3MFT7+t8eflwhvR3MKcShg2IoAvIzUhQnOvizS8DtIcFAwt0KmrTKcyp3TSpy/AOBhVFiETTqKh1ADpNbQY56e1kpMZ4/luT8Z1pjB3gYNexsNOIZjoiBkJo7Do+SVFuI699HsRMZpKd7qGm0eRfH6ZR2xgkkbRYWwG6Q1DdEMDvNdCEg+mjHayqibNoeSmTRxbwxltvctuTn5EwY5y6bx6F2WFWrncRTbg54oB8Ju16CoFglt0/qj5ZV+meDawxsmjtFEzbdS+742w1aVmsXDaXAf0kO482aWk3eehlD26/yWF7mhRmCnQRweNy0NTuwe+J0dopaeoMMX+1IDVkMfrMVI7aKYX+uW58wVZuf0twyrQgw4qSrNwAa8sddIRjpIUsFqx2MmOaRW2LycDcTe+tBhdaXPoIoFmE4zqjnAluP7GV6WM7mb9iJG0Rk3DcyVOfRjlxTwfXHeoiHHUye4mfWctijB4Yo77TwbcrguwzNk5Tk+DEQyqpacwkmXRR0aBR2yhx6HGcToHHpZEwNNaWrmXgsE7uePx1aF5CWkCnujGMZWkcvIuBpgtWVuZy6IwTGVBi/+3TPaWutqbROxO4GHh+88caEBZCXAxIKWW3uuxSW7WWicNMapp0LrrgYrvjbJOPPvmUVZUG6V4Nt9uiMyyxNCit03A5TTRcHL+Xl6nDvHy32Eddu2T0wBgNzU4MS9LRmWT84Ha+eqCJB18toLrGRTwJT73tIxoHf8hJmkcnQQdBv5fBhTrLN5gEfJJdxrZjmYLiXD+mZVLZIJi91Mn81Q4u+30bdc0ePG4dn8dBLG4ihKC1I4oloShz07iH4jQv//xIY2BukgG5OqnBGJVVeXhcGr8bA4YjwQE7NyKloKUtnec/15i5WGfqEIP333sIPd5EcZqgJFvHMONowokQgkN2lrz7rYN7nv6W19+bxXOPXkdaWqZ9P6gecl/29lRR3YjmTHLYnlFk6mF2x9kmG0sXgDApzq+msi4fTViEIy5SgoJIDLxugWlpROMmQa+J26nR3ObC4RBILIL+BE3tGhfv4ySS0HEJi3jCycThNZww3eCNL0LMXBAiN90i4HNSkuNi8YY4HreDgF/S1CbwuiDklmgCnLqkttZJW0IScklKO3TaExquFANnh5MR/R1gCV76MsDuI0zOOtDBbqNTKK81WbLW4uUvLC44IkZbRGenoR4i8SjNbTqJpMTpjFIyIMzFR0f5fF46n818kWv+2UJi84DxcIfAEtAZlYwpCbGyPMY736zm1V3PZfaL1/4/8v46Sq7rzNuGr32ouKqrmpmlVosZLVkyMzuOwzAOTpJJMpNkMoHJhCYTmDA4nNixY8fMkmVblixmarWkZsZiOLTfP5Tn/Z73W7PWKJZjRfG1lpZKvVpVv+67fnXO3vsGls0/z7Pb3mDeymTzzKgKMp7WuePqxedbzl/E6b5B7nkpzNvWJ1EVL9JRCBhQV6KTTdvUV5hUllhMJRWefaWOcKCZ3R0FPnhznHjaT1D3Mxaf5pGvJ/neIzX88Ckd6QoWt2eZ15RlYtrL6UEv6SyMTXlYMz9OLu8yNu2jKKThNRwOdBQhRIRESlBXUWBWo8lUMs/JQYUrF8SoKfZyaiDPqQG4fJlLecxiyz6HgTGD+zZF+O7T0FoZ59/viLFucYEX9oZYNCPPzMYh/riphmNdOrYjiadhZp3DyT5J1As7tm/DSG4jldWoLfOx80SB8WmDeFJjUXuCiF+yc+8Em17+Eu946420zrrk/AbrDeYrKR1KYoIP3H6K7tGZ51vOX0Q6l+fx3ZKhhODNFwkScQ2PLinyKtSWQElEUlmSxXWhd0QQDek88qJJe6NKOivZeCDN194p8akCSLGrx+HEkJfHDzgsnqlQVSrpGhAMjOrsPS6wXEk6JznRq/DCwTwtNTpWQfL+GxOkMgoDEwYfuimBz8hhWioPbzI43qXRVubQPaGi6Q4e3aBrxCISELQ36Fy7WmJaLvtOCYqjktZKk+2HyimORMhbNhnTxe9VCAddlszS8Xk1UhmNqvBe3v1Pn+TRnVkWNXm5YUkxo5MCKWHzbi+ugOXtk2x//jtspI33vff95zdYF4ivzmaO3vnf5v0LuP/BL1NeaRENF9HUdGENnP3pH3dTVwVC8TOVcNh2UMMbENSHBVv2z8SjSbwel0hQ4bIVeX78BDy+VeemizS8Hg/TST8+T5rJ6RARbxRfjUMuP8XQuA9FkTSWafi9KtIOs//0EBURHx+/sYRsAYK+GINjLtsOSGY25vnxA0EQLqoiGRoL0DcWRBGCgm3yo+fj3P8pwbw2l20HfEQDLjuOapQENdIFScCn4zEUrv7MAlxXoT7oYtuwZqGNZakk016mE8W8ZUOKSxfC0ESQUu8we097CfglBaeUjbt9zGs0iEUUomE/dZUFRk+4jExJfvSDL/Hxf/4vfN7zU8tyoezivJb81ze/jCZCPLXT4pc/uv58y/mLmOh/iIOdIapLI/g9Fo7rYXjCS2NFhp//axzTUjjaVYMgz0v7YP0SDY/hJey3iEZc4mlJLq8T8ApqS1VcVzI+nWHzAVg7D3Yd0zg96LJmruBIl00+o/HNdxXT2SeYMkZ52zUOR7rKCY/B88eUP/vYpi0qiPhgOO0ylnc4MRpnQU2Uw30SzS+ocTVWzfRzxWJJtiBJZSUjUy7FRSN880+CaxbXUxbV8Htd+kcsHnlRsHJ+hHhOcKInxMa9MKNunIqgh6mspK1cYuiSibhNW73k6qWlvHQky+P7VBRclr/t25x8/PO01Fect1i90bx19w8/zW1rfSxpUfnoBz5wvuX8RXQf+C5lPj+/eERjwUyN1iqN/357ntHpPNesNtB1lV8/HmFw3MO+EzbXrrKZ0+jlgedLUISObTosa59AU12+/siZDIElDQXKi8B2FCaSXvKmSmutSVHIZvshnSXtNpqmcPfGKMtakxSFwkxMq1yxqguAlw9U8eiWGEkbjo4oVEcdwl6db3+8g4bKFJt2VvLk1jAn+iWODODRMxQFBcVFJt+6P8CpAZdN3z1KKFDA683zH3e30Dd6pv5vcZvB3FaV8mic7ceDjE8buK7D7FovN6w2WD57gFRGsGzOGOPTAY71RMnmDXqO/R6bMmbNOn916G80X33jKx9C070MjlRy1z/+1/mW8xfx1W9+mZAaoXsow48e1plX66G6osBwQrL7qJeAT+HmDXHylsWvnw7ytivT/Os7M2w9nOWeZ4PUlXsxs35KyxRaajOsmCs50GXQP6EyMHlmVqQQcLBPo6rMYmGlxlfuzzKZlFze7ifqkaQcgXAC7D2qkStIHEcQT5UyNu3SO6SjqZJ3XCE4eNKlowtqKnLs7JRcu9hLWdGZ8WYlEYtDv+jiew/MoKbYRyoTJl/QyOYtqsqzLG2V3PUTWL8sw8y6PI5TIG9CW3WC2huyXLdsEtfOk86V49iSsmKdvOkS8BVwXBjuO87DTz3LTVdfcd5idaH46qzGKwghokAr8P/mzEkpt/y1RL1aEolJvnDPmVlsn70le57V/GVMTkwyr0GjrFRh3zGXRA6CXujoVCkOu7z5Yo2C5VIUMhGKxKMqLG0WPDIsSOddikI2kYDNvc80smHJOG0NSSbigsbqCX70xxo8BkwlLCbiNo/vHmBk2kRV0rz0HYPRKQ87Drsk0hKARFIjEnSoKNaZ3ZShrUFSHMny0j6Nx3dnkJzZVfLoglsuP8GCRoVv3lPO1qMhnv72UbYeqOfpHX5OjmkoAmr80FwBZdEiOrsr+JcfVFBRnOGDN7tUREGRgtMDAk3TmE5Bu9fHWMrLQ68oNFbAnDqHlzoSmAWF65YZZM0M9/36IyxbcS2zF1z3usdKSnBc+bq/7vkiny/QM+jgOA7hor/93av/G8fOEw1lmU54eWa7j3mtgtKIRNcEhu7gMVxypkFNmYllSV45qLD3pEN7nWBwEhwkA8OQzjqMxbMEPF4WteWprk7wh5dL+PgPbS5f5JDMwQv7JV3DZ173o3ckAJ3bLjWRMkyRX0NiMTAtWVSvcLRPUOo50wSppUQyetIEKSlYUEByyxKDm9ZPUDCzPPFKkLKwoHsQUgWTg30uBUtSEy1w4xqbBTNyHPQHCXoFQ+Mwt9WDZQsOnoaaMoc18ywsKWgvc7l7k0GlT5JIQu+ozc7OJLmsi6MGqS7SuPLt/866VQv5xdfuOi/xeiN5y3VdIkENx1EIeJXzLecvwnVdfEaBbE7nxJhk4Zw8kaBOVXGeOc2SI6d1sjmFZ7ZHEAJqShViEQdNVagudRmedCkKKuw6Ws+pQZMNMwSGLnnHpQmaqhNMJnV+8FgRLSUmrTU2s5tcZjeB12MSCqaZP2OKZCrKyARous1kIkDXQCVHTntoqlKRQnBkMMfeU4KL53gojhQQQjCrscDeY3ks20c2D7ddHqCxTNAznmFozI9pCo73FNNSkySXr6EsJpjT6ufkkEXOVAj7FZprLY73WUT8FgW7wKwGHa/HT1EwhYLCVMLDvuNlZPOSlfMSOK4XI/ElRjqaqGg7P7XNbyRfARw8rTI8obN6nn2+pfzFDA4muXJZgft2eRlPKBT5XTK2y/4ug1uXC1RVUFcxia65rJkfoapEIRJyWdhq8fBL0FKtcrwHjvc5DE+GiIZsvnxnhj0dZXQNwaLmOLhhfCFYPuPMBsu/3BwklZX0jwlQXI53u5i2Sijgsm5RiHQ2Qyxs0VDpMquxQEWJTkWxyr4TLpYNjZUCVbd5Yr9JY4lLLAxrF+WYSngoCSqoiiDocxjOKKiqTmXU4W3/FacqGqIkYuE1HPzeNJMJA1UUcfWiLIVcGaPTksoSQdhvIUSOjl4vu48Kgn4Xn9/mJ/c+zvZ9W/jGv33lvMTqQvHV2YxXeC/wUaAGOACsALYDG/6qyl4FL2++j1XNNpou+edP/fR8y/mL+O8f/gBH1RkZVxmZtrBcMB3BOy9T8RgqDVU9mHaOJ3Y0s7i5QE15kqKQh9lNXh57ReWVw3nKohqNFTaGDvUVOcamAnz7nmosW1JTrjI4buO64DMkmgJr54YZnoB0xuXmDSaHT2mc7IPZzTp/eklS4ij8botL/0OSFc0KZQGHtlKN21Zr7Dyis7vDoTjcRnZximtWZ7jtkgwFM0h5TOMdVzk0Vuv0jEDEq9BYeWbRt6+jCM1rgfTRM6QT8gsaKvvpHakkntIxdMlDL2rE05LNx3KEugSfLtEwNIFPkwzH49z3aJYZ1Xm+qD+PazQyt33O6x4v5wIowH2t+OMjz5B3QAC/+8m3z7ecv4jTh+8m6LdoqM7z+2dD7Dvh8M9vyaCpBaaSRew74aepeoqiSD9b94YRooipadiXyzOUdJEWuELh4rmS4Uk40mdRGvNw2TJ49r9GeW63n2QyRG2xTteoCQgWz3BQFfAaNrMak3QPueRNH3Oak3z0Jj9b9weY16jj8WgcH7BpqrLY2eNlcaOXRfUKqaxLz1COzbsi7D9V4Pi4iuHN48kLIj6DdbPK8Hoc7rpxgpl1BSbiJeiqy8iUxvI5GT73B4eBScFHrs1TG/XwpvUJvAb8609LaI1CtgDZLDy3s8DEtERTXN6y0o+0HSxbZ+eOQ/z20a28/YY15yVmbxRvnTqxhyWzTrDjSDXv/Ifzc6Pyatl/YDM/f9qDtOHAsGTgccnDn8ri9aRoqJ5g26FyNKWYuU0a2QIc6rJJbIHWqgzlxS5bDqlMZwRtlQ4LZ0rm1xhMJ6w/x17n4e0hkmmFuOEykTizSMwXFCxbw5U6P/3TGmLhLOXFOX7+hIf3Xe/BbyisWzTEnNZ+tu2rRHHL2bhXMpnMk0wVc+RUkNN9RdRVjxGLOPxhk48nt6gUUDkxpLOyLU8kKvjj8/W4js2tG1yWzrI4OT7Cv71zmK6+BnKFEA+8GGV0QuETd/ZRXORw4IRGY6VgdLIEIQS5PDiuB8e1iARVGirT2I6Hrq4BRrObmb/o/Nw6vVF8NTo+RcAQVJU43HjLe8+3nL+I5OQRmqsV+uMpeqaCgER2udy5Ic0rJ7yMpjWKw37+6SeNTCZNent97D0huWFVLbVV44R8kj0nNOY2wMEBG8f1EPIZxMI5PnjrXrYfqse0PGiqh4biAgDZvCTgg9MDkv/aCIYKH7gow29fLLB+fghNhamEj8m4QTScZd4MBZ/XZXDS4tEjGm9frrGvw0U6NjGfZG5jgfISh90nLW5cbdDWOMHDmysQSC5fkWZ/Z5g9J0DaCpcvDHP0tEOhYDIRj9FQlWRoTOUrv6rjbVfH6RooZe2CPLoGZcUjHO9pYiIhiWddHtyuIaXgYzdM8sQTf+Daa89Pw50LwVdnc6L3UWApsENKuV4I0Qb8+19X1l9OoZDn7j8eAlvhtqsurFb9AE/vmmYyKXjzWpeQF9qaChQHYyAlZUVJHBe+9rtKyiIOsYUZuge9OK5BSZEgnZMMxgVjGZeb15ncvyXIS0fg9lWQNwWaKrliRYFnd6hUFKt87I5ShiYkR7s0DnT60NQMuztg3SKF2nIfqWyBK1fk2HXET8wbYs9UCv8sP+GQyuJZDsmcQjLjouhxvvukxSvHAvzXB6KE/Vm2HBY8sEXw4Wslcxtswj6ThooJNu6q4kgX/ONtYe66Gp7aBo9vdXFcSXVZA8d787TVWwghuXKFlyXTJggD03R58UCWtlKDsFdHFz7aaiS3rPVSUWxzcu/XGTgxj0uu+jCG9/VpvnNmF+d1eam/Cb74g43YrmBmfQhNO6skgL8ZMtO70RQdn8dm1VyVJW3TVJcncKXC8e4ISMFDz5dQX5li3dI0O46FsB0VvyG4YYVLU5XD0W6Fzl6NN13Vh+2oPLG9DJ/HxWtIKiJh2utSbNxjM93j5b3XqgQ8Kh09PkqjKXYerkX1TtDeNMmxLj9PvWJw9aosIxN+ptMCLJeX98ObV9ksmeWwr8NPe5NgVoPkYKegsdLHvfsVZlTZ/MdtKf7wTIBYxIeiwK6jPiYSI4xPRsmbAhC4UvCpW1x6xk3WtmfoHrR46aAXv89ldEIS9Ao0BQSSorCChcGh3jjHB5LURv2MJiBrqXzxP+/hnvue5Nf//XEqy1+/ZhJvJG+dPvwTXFlDJJKlqKj4fMv5i/jC9x/gyb0KK+ptPnL9NC2VFk9urSeT87NsrsMT2yMsaFTQvQJpQlPVmfq94QnJ4T+3Up9XD7qqMJnUeO5olrZKA9+fT7nXtkkyuRRmKsjIZJDZTf0c664jnjJwXZe+4TRjCQ8LZxR4z9V5fvRQCTdeZGFZIVrrYTzhJ1sI8KGbp2iusbAcld6RYsYTGtl8NXW1vZi2H68ruWhenqmMgeP4WDHLpqpsmm17few/EeLSZYOsD1gE/eBrGqJnqJYbV8fpGgoxMqmRN6G+wovlODy128VyVcoDpWj6BI+9ojKeVHnPNTqj0zp7jse486pvsv/l+2md988EI69fackbyVe//tm/UV6ioesKSxZdWHWvP/vVz4gG/KTylVw2W1AShOuX2eQK5bxl/RhXLc5x95PQMZglEgjRVidZ0CLJmwovHizizststnW4zG4xqa7wkM6ZdA2DpuVRFRiZOFPHbblJljRZ/GmzzrI5BgGvyYIZsPQgTNiC6WSYm5e51FYKkAUKlsTQBP1jITI5jWgoxS+fELxlmU5R2OY3L0oM1UNpyOWWi3PEIjad/XkURWJbPiZTDgGPQnHRMFWlXr71QJLJVI6+sTTRUJi9xwXDU1keetFHQ5VDvmBxqq+SaMihpGgCoSh86AchwkaeKxcHsWyDIl+OGXU20ZDLpl3beHTTUf7xH+5g3uzXb+P/QvHV2dy15aWUeSEEQgiPlLJDCPE3V936i59+gp5RD0JIQkV/u22O/yfueN/nmcjALasV5japOJYgmTlTgGrbcP26Y1i2pH+omv5hyduvdjh0qoS8KVgzP83JAQXXEVy7WuWZnRrlUYOesRTPH86zeEYYRbWoKLHIOzanBl2Koyqj0wrlMZvRKYWWGsk7r4vz0t5iqsuSSOli6Cqj5V4UxaW5XCFfgIbKDDXlKT78XROFIJoSoSyYZU9Phrf+p05RKMZk2mE44VAe1rhplaCmVGF+2wAv7i9mOO5l5zGXbF5y4BRYDmiKZHaTyuwGjdF4HlUF0NG0AmtnKjiywK4OnXxBIeSRtDW4fPItCqf6fbzSUaBrIsSdq3t55uFPkKeCS6/8KLFo0V85YhLnQnD3a8Ddv/kdKVNFURQkf/spCv83R3d+GZ/h8NI+H4+/7GPhDBchouQKWUBSU54jFnF4YU8R06kQS+cIxpIKA+NQEYW2OhufF266eJyHni+msqiKppoB2moHSaVr2dcB6bwXw4BZDTZbjsDwBFTE8gR9EU71B9hzzOEf75hifDrG3g4Vr+7QVONQU57mZJ+XmfUGLx60eeaoyVTaz6w6QThgMJV0mNNsEU9J3r3UYV6ryYJWh5Fxm7HpMCBpq7PoHSnDshWEcAn4HAbGPCyfk2RGjUTXVBI5wd1P+pjKQn3ozGdK3nbx6gLHkRQHBKqA8aTk1JRCWHXxaC5+j83m/ae4+NZ/xhsu58Hv/yOtTTWvQ9TeGN7qH+gjkQmTyXnQDet8y/mLuOe+x4ioXlpjFlgaTsrHldcm+HmPxHYUvv5gFZ0TgovmGqiKANtmRo1BUUjlpb1ZHAlCCp494vCBK3yURDQi/gL7+9J0/rqY+jKXr75vmndcIplK5Nh6MMpPH65D0yxaqg08huSDt+Y5ctol5C/QP6aTyUsqi324ruQrP1/A3hOwbuEkbY09JFJVTCaKaa+PU12isfNoEeNjDVw0TxIJ2Fy7psCcRpvOXj+26WHJjGGWz0xSXdZDJmew62gR9z5XzGffaeLz2pi2y7zWJL9+vJK+UZvPvSdJOisYH/MypyWHpqhMJmP4vS5Br8N//sFPe51Kc3WK/R2VfPrXPtbP/0+uXVrE6kveTVnF6zHf7Y3hKwDHtRmd9NDWmDvfUv4ijh7bCZaB5rO4ZEmOZbMUthwI0TMsKYvCFQtsLl8+xId+UMrQJFyzKMT8Jp3mKkHfCKxttymPwT/eOMG7vlfM3m6FO1ZJ7ljvMrdlmkxOZe+xGDPq43zw1kMcPDGDWU1eJhMOteWg69BcoVJnO6ycl6BnOEgq4yNfgImElxWzJwn6vYzHLXYfVVjUpGJoMDACF88SbOmQHB8UfOEXRZRETH78qVH2nAjw0AvlFPkFibTFk9tiTMYd2qqLqCrRWD4rwPikhWmrDIxo2K6FWfBw2XJB94BCwZJ8/9EyaqMJ8lkPAxMFLp7rJ5FyeMdlkkwe+kYk7U2T3LOzwHMf/ilvXmnw1jvfwpw5i16HqF0Yvjqbhd6AEKIIeATYKISYBob+mqJeDZWlSb77T2mmkxo3Xn/t+ZZz1hw+Oci+zmlyeZWtxyXVMZfBhMUta0xODDmEPQF6h2MoSoZAqMBVywpk8xFWzo3zrT8a1Fe5aJrK7etVQn6XypjNVMJDe7mKmxaEarPcsL6Xo6fLsQp++kYF4ynBoiYvStBld0+awXGXRCbA+iXjVJQU2HW4nMM9gmNDFg0xydCkTf+YZFZTmvpKiyVtJpv3pogFfQT9OmNpiGd18raGUBUunasQNrw8t7NAPCVYswgcxwAkmw9Oc+/nJ2mfGeJ7fyhn2hFsPmZSHTVpKPXTUFlg6wGBogSIhiz+5R37SKSDHDnVyu+esSmNBjlw0kdV6Sg/2VTMwJTK7Gqbq5aOEQ318+A9/0pl8y1cc8U6FOWvc/okJTjOhbXoebUcP7wHnTSaIth474WTtpnPZUhNd1JfmaW90eVAp0FzrWR4XOcnj9Qzp14j5M9SUTJJeYmfhgqJ4/j417e63LNRpbpMomku5cVxwKG5VgEUMlk/xWGHZNqitqJAuVlgeMJDY4XC9cuhZ9DldMbH9WtHeOzlMFM5yehUgJrSAparE8/odPa6CEWQyarsP+FwYlBybEAB28KnCoojKj3DgsZqyXRaYNuCZMbh2Gk/8ZQfRZGc2XiDiN9mKnWmRrelNkV1aRZVcTjRqzA6VcSBLpsbl4comC6/3VGgWQWfruC6MJmUzGiMUF4UYHG7jqoKvv5QjsYiScjjxXJj9EwVyEyMMPOqT/Cp993GFz98PR7D+KvF7Y3irWef/ilmJk5JkWDNZZ8933LOGiklIfdx/ulNLse7NB7dqlIejfDyPo1ZDTaPvKwQ8QhifgXbtXAcweiUxfAE2IZK37ikY9zFUCXxvOTFw0nuWFfM9cthSVueP72o8/QeD2/7ajEfucFm4UwTvyfHdEIwlVIJ+gt09Dn0jBismWciUWmsVJnXLDjW7VBV5lJebAMqlpOjvSlJ/6jGlr1lREMFBA5500HXVAJeBb/XZWDcoCTk8uuOHMmMwpWrJRoaqZxg53HBP/8QQqFJEpkAe45rTCdqaK62Wdim0tag8uVfBkDxEg0ITnQbuFJw+6UFrl6ZJ1Y0TjRc4BPfb6Ik7MXvKeK2ZQ6WotDRk+fFb/yAlUuWcuvtt6Fpgb9i3N4Yvtr4/PP4PCYXLcgRrVxyvuX8RWQGvs3XH4tRHIKft4DHcHlm7xCXzo1w5LRDdZnBzAYPN670sP+0Riqj8vDLNtevVqgpizOnZZhwwEMokKPCX4rlCIamBYYuGJuKse1gjFhEQYoCAV8B006yZr5FtqBy3yY/ijCY3STxeZJcv26c/Z1Znt9dSVNNloJpUlk+RiZTS8ALPUMGAR+01KqMT9tEg9Be73K8TzA2JRiZ9PC9h8vYfjjMrAoVv1dg2i4DExrFQYeyiIf3r7dxZYZEWY7Dp0tpqvGgiDPv06OnXD5y5x7+47cN5HMhRuwwsypcbtwwhXSzHO+qBBmgsSKHZae4fEWcHwQV3vd9L+mM4P77fsOj0a3c9c53UFoc+avF7ELx1dl03bzpzw+/KIR4AYgAz/xVVb0KtnaoXL7AQ9w6fx3jXg2PPvBDykIKC5s08nmb/hHAVrlvk8KC2SrhgMvGXXUU+SXvu1ZB18HnyYFHcqBXZUELvO1yh3+912Hjl0dprrZ5+3+Wo9gGFpKT473UlZ+ZdddQ6XK8J8/8VhgYhavW7GfPyVampwJs3q1j214uWhinZ7iIfFZSHrBpqhZ0j1jYjsYDmwMYmkE2F+SWtX56JlIUB4K8s7yOnJugd6TAoQGFspDGdAZKwgZ3XHmQ4Ylarl2T4cdP51CnXCIBuGFFmnseK+XIoE53wuGGxWkgSNegxvEek6E4vPVSjSdfKSGeqmD/KR/zWxxGxh3iKZfJeAXvXGsyMO1SFhK8tLeWvKkwMik42fcke7c/wg03vJn5C1egKK9to4MznZb+9s39WhBPe3jP5Ra5goEQF04jln2v/DfVJUk01aIk6uGz7x5lT4ePbceKeGSPw8JGk7ev8/L9J0y+97TJJ2+WtEvB+LTCwmbBvNYMHkNlaLyIvhEf6ZyH5ppOdE3BdVUefUnh5vWSXz4WwHENiqIJdp0scPuaELbl5XhPmJc7VEaT8C+/MPj8mxX2dqo4NkxMCy5alOJ3R1VMS6e11KCu3MQngvi8CplcBlVPMqPW4uG+EO+4LkdzdZxXDtVQFNYwdInXMDl82iWb07hseQavAbFIAVCpq+ziJ39ahu0obD6c4N2XKTiOw5pawWhcki4IAh7JVEFQyLlUlWgkUw4FE1qjLum8pGAJvJrO2laD/okCJydsvv6zh/jFH57kI++8lk+/70Y0TX3N4/ZG8ZahhND9ksFxqKq+cLpD3/+n+5hVmUJKL7UVClcs9zI0BT9/RuHtGyxuWZ/lTy94uWmlyZUrc/QOqwxPBJlKOtSXCA71usQzeb76DoNth7M8uSuPZbn89JMp/F4Yn3bw+ST/eqeNafp4aofBNSvj3HrJGM/taOHUoE4iBSPjGk9v01mzMMvxbj8Bj8JXH0ny+3/ys+eYAbhsPxzhya1VHOqsZDJucfC0j/LoNBtWdvLdB6pYMSNEdZn75zRmh0/fmaR7WON3Lwa5f0uA1oopth/zEBBpusclb/4Pg3++LUJdhUbeEoSDoPhc1ixU2XFCkipAa6XDnFaT8phJOmcwGQ8xOFbJP1ybRVPzPPtKDK+R559u7yeVyWHbVYxNbeNjH9/H4lXzeeeb3oIQr/2c2DeKr06eHqR7OEBnv8uP3//R8y3nrOk8voPJhJ+VrQauC9mczXTGpXtCpb3VZMEsh3uf9fKzh+r50M05JuOCnz0qGJkGoUA6b7HjcD07TmUZHqtlRoXOBy8q8I6rR9FUP4+86MVjBLhkeS8PbfHzD19byGWLQwyPw4blR3nX9S4Hj8+hvtJkZ0eQUwMpjp0qxjY1vvJ7D1nh4f2pAJcutCmNwlWrTR7c4mXj/hwVIZdIxGawM8HHb/EwnQxwakjlJ49U8i+3DfHEy35KiyAcUGkpiyBEgdMZhXjKi8fQONatoSiC8phGOGCz77hDrqDx44cXkMpBzpQU+VyGpm12n0hz+wY41lPEb18sUBnSCRkBgr4yugaLePelKj/dZPKtuwaYXdPH8hs7uWp1K1/97F1EQq/97N8LxVd/SdfNWiD15z9zgH1/RV1/EWNjQzz9ssZPHvUx9NK/nG85Z018ehxppfjsWyXD4za/eEIhnbKxXYkidObVKbjS4g+bc9y0Jsxn73M4ORzg0jYvirAwhM7ahaMMjBtcvzjCjx8sJRq0kWmDaEgwnHRJ5mro7MvjOjrHuoI012YZmQxTsDykMl7WzZW8sFfFtl1+87zL77dIyoMWAxMOVSUKV180wDdWJfnJIxXkXZNlc9N895kWnjom+fQ1LrFQDr/Xy9hUAM12uGG+xekBh6m0SyIBQs7gTZenKCmyuX5JMemc5JePG0wlAyxoNSipONMB8Hef7uA3z03w/QdqWFijUwkcPiVJpNr4/VaXRFbhxkUKuuqQzUH/mMm8VsHS+iQPbAwQ8MH8GR6ePTjO/AaDUEDn+IE/smXz/ay+7A5mty3G532NTiIukF2ccyWXK3CoJ8uBLpVvf/7t51vOWeM4ForVyaZdNeQLOi01FsOTPk7022zaK0mks2w8AFcv1LhjjZ9tBzLc/ThMjPrwGRqxsE11eT+m46XjdDnzZ4wiEbxyMMS1FyX50YMldIz62LhDIqXK1asdthz0sqYdqks0RiYlg2MKS1oUbJHgk28a5e3fqOay2R5KIiol0Swv7VfYekSwZEaBWa1pnj/gYWWzQFE0xqd1HBnhpX1B6mIOAg8dPRHKi20qSzJk8yazGuMcOVVOIq1zsl8n6BcE/aNkcjpPbqvDY7j4haDY76FrOM4Vywv0DocpL5IYGiAUsoMuHX0mE3EoDqsUBVWyjksqpxD2Sg5NaajTsLjUQ8Rnks7b5F0PX//lS3zxe/fznc+8m3fcupZw8DWsjX2DeOtUzwiKEmXt2svPt5S/iJG+jUz2V5M3FR7bkWd8uoAQMJZVaWvMUhJxmc5aPLItTlmJYFa9Sl/Sy7JmKAqo1AUcYo0+4gm4dqmXyxafacrw0e+VEAmnuGge1JblKQlL7n7UJBoUhAMpIqECVaVJhiZiBL1g25Ly4iT//bjDnHIP00mVte0++sdUasp0PLrJklkpTvU1MZ2SlJUY7OlM4vd6ueXfm8nkJYODXgwNvvPRaeKpCK5jMTIW4vHtJhMpuG1ZJcsaJXUlKig2mp5nWVuKEz3VdPRAKmNy0/pRugcrKY24VJdOs/dYiNqyHH6fQzKrMTpRiisNJuIBymNZSqIO4YCP3YdbuHLNTroHskwnYzTV5NnQ+hgf/sxLvP2665g9/yqCweBrF7g3iK/i47upKXMR/gvrNG/n1h/z8uEgpwcF69oU/rRZIW+7TGZNDMNkbqNkSZtOU63F9sMqDzzv55rVgm3H4IlDLu9YF6Kh0ub5gzFWzU1xxZI44wnJl35XwZfemSTkj9BUO0xrbRrHjGKbKrZz5vrVN1xM3h7jmd0Wy2fBxh0wPllDImtxtMfi4nk6waDDkmaYjGtsPJilyOujtSbL5941xGMv1ZLMePnu+0yqSm3Gp+GSxQ4Xz5VUl1XzrusSfPKnFlcsjOExFDRNo7Fa4XBvgojfz4l+BZUCl620mVHbx+Ur0nzqe+00lmvUlkjSuRyXLEnx2V+YfOMP8NjLXgwjzZEBm9GQSWnQ4Jt/ilAdkuiqw2RK4QePVfP+ywrMqtH45fOnOH7yk6xdMYd/eNvtVFe8hvXQF4ivzqbr5n8A7wS6gP+TjCr5G+q6+aWvfonlM3w0TEoikarzLees+YePf5W3Xubg88CR7jP1M0IIlrYJFra5/PYZ0FTJ9SuLcFyFiiI4OuBw3eokRzpCVAZVikM25VFJa+UAW/Y309Fts2hmgYmUzdFhD+Gwyun+MP1jecJ+lX3Hy7l8xRhTyRy7j85ACIP6Sg+n+7O0levEzSKqSrLEM17uuNjD2GQF8SScGvLy2387hddwuai9BE3x8dl3HyOVVXnb11cR9DrMqbNob3TQFDjZryIUl+vXOaRzHj5ztwfHUQgZ8OTWKB5NMqNewc0WkAW466vzKCsyMCmwYHaCR3bqXNZaTEmRxtJGi+kM1JZ7cRyXA+NZChbsOmaztO3MqULBdNm0L41f07lqhUl1ZRdf+3UDdTGFgXt+xxOH/8jxZ77zmsTtQtnFOVeuesvHqa5OcbJXZd3qhedbzlnTffArpDN+JuI+oiEXVyqAYM3cPFcsz9M/DhnTJWJkqK8wecul8IkfCXweD2+/5hTL5owwlfJiOhk27m5CVVxUtUBxBI6cKmbFHIt7tmo8tbvAN96pEQ54mNeosWkXZNMW16weZl6Lxs6jVdx++WlqytK85/IQAS1EKuNQHhP4vSFu3TBKW02Au36gMp6yqS6dojpYwsWLbYSAqWQO24HJhMuJHp3KEmiplRztDhEJaly92uHwaR9FQYdYUZIls7uZSsR4+pUWCqYLSN5/Q4qqUoXymMPsFoc/vZJjVkUAXVWoLZGMJSSJDKRzDqMJydCEQ7xQYHmTH3cCFAGW6xDx6sR8XvriGUzpYvii/Nv3HuQT//UH8od/9Zqdmr8RvPXvX/l3CnYBXdFZtnzd+ZZz1jyz8QWymSiRgKBrGAbGBR4VIgH4yM2QSPmRrku+MM0LByzyluD3nxHkcjAwqtFj2hSFFPITDq8cBN9im0hA5/l9An/Apn8sSnCJwwdumualfWEmE4JUBjr7YhRMH09uDXKsx2ZmrU4i7bDnWIgNszKUFqXYsr+IT92ex6PDKwejtDcqdPSGcF2dVM7E55N8+R9GiEVc0oUqDnYLaiIK5THBVDKIqgh2HA3w0gGTMlVSVgaqDbGgyshEMeGgiWX7+OUTWe5/eYhbVwe44/IE4WCBuspB1LEIHT1+Dp70MhFXWb80x+FTZYDE6y1woNNDIiN486VpsvkQpqWwdV8bmXyE8bgXj+5n8y6DGcUWJ49toqtjM7e+/Tvo+mtzuvdG8NVLmx+lrjRPLCKpa79wTsmnJwY5eCLI1sMqigKqcqbBh1dTuHVhgIdfsOk47VIcsVg2q8D4tEKuADuPOhRHCnztriTbjvkojSrcucHhyR1h9nRIese8vPuKLKHgBOFgEOmWsGmXj+EJD0Uhh/mtpwn6NX78kJ9tB2eQsSQdvWCoggOdLtevMznaq6ELl0wS0lmF6bRGQIelMzXimQKuhMoShbaGAnuP+RiZtPAakvpKk1nNklTaYGDUy+wqL8mURCoTtNQopHI6M+stCmaKEz1RkukCrbVZDp2spOvFM7W+6UyWimKd8phFZUmKt1yhcWoozKmhFLabp7EqxmXzIkhFkrNNzIwOAt5/WYo5dRG+8QeFWTUKdy4RdA07DPWe5NOf/zxf+MxnaWl8bdYJF4qvzuZE73agWUpp/rXFvFrWLBhnfmuSBze/Hs0CXhsy6RT7e2z6f6tSV+6yot3DhqU5ls7M4FJEvuChsWoaXC/JjIKuwdXzJ7l5qeDShXlCusaOIxF+/mg9+zstrl1l01QzgK7VsLcjT/+ol0sWxlnUqjGd8rH1gMTQsyyZ5aJrLuWxPAdOnjk6Pz6UYk+/Rl1EEvNphH0OM6oEg2Mu8bRG92AFUkgGR+vQVJPPvGmQKz5eQvMd5fzb21V2dbksrHe57qIsY1MGfZMalhBct0Ln9IBg5bzTPPJViz8808KeDoPuQYuADwxdYFpnbiari32c7JMsq9FprszxmTfHmZyIkS24VBXbrJ1nMJ1yGJu0iWfO5EZv687jOH40BQyfim46RDwaS+ecprEmhT+W4bZLiiiY0DHk8NQzj3H1la/BsG8pL4hdnHNF86TYdRTWL7IvmLRN0zTZuW+K0ckImupSWz6BxxDMbBhCkT5ODUSZUT9Fz6COoYfpHVHxqzpfepuCpng50lWD1+Pwy8cb2XpIoapyimPdYRa3SXxek9nNkxQKOv9yi+DbD0vWzE/g0T3sOBwkHHSxbZe6ChOPIZl+Jc7mXTNoqh5HccqxyFFXIXBdSSINjeUhDF3QVqJTHnD52nuO8ctHNR56wcf6xTZBvwNCEvJnGZ3yUF1mo6oup/sNRsYNrrmowIq5KUK+UaZSYTp7S7HtEBNxlZoyh/5Rg+HxELajceCkilfXuWmlzuk+B5CUxVTKYwqnh2x0RdI5LvAYPsKKw4FhBRdBe4mDLlRKgyqnJtJkLYeAx6X8z6d43bkpbvvoD/jT9z/y2gTwDeAtrxhh8XyHF/erBIN/vbqs1xIpHT73rQcoD6tEAlBf4aG9zqatPsG8hggLZw1x5FQE0/LQVhvjrqsL+L1ebv0PSTyu4dqS1TNdFs7K8/Q2D1NJhcd3+AjqkhXzs9y4RrC/a5pQJMV4MsgvNmlkkoKWcnAcnemkiqqomLYkGs4TCQWYTpgU8n66h8B2HV7aq7B2YYG2hmk27fRyoBtCfpMTAzbvudZix+EmyorHQHpZ1iKoL9dQhAsyTsFymFFXTW25ym+etklkBS42gYCkd1gjHLTxGi6JrEUy65Cz8gjh53hXEZUlCRbM7GXLgRY8hkNJ1GH/iSL8XhtXOkzGDYqCCjetm8JrKEgpGJ2CcDCEoYEiXGxHJxqSIMOYlsDnKXB028dYcPFPXqsA/t37av++TeTyUQ52Wnz5xhXnW85Zc/+9X+VDtw/xqXcl+NKva9HsMOUlLsm0iqbpjCQUDp52+ORbpvB5XI51BymOwPFe8Hl0eodVHn3ey+8yKo2VglXtBYQaYvnMPKvmDZMzVSpLkrhuCbGwYH6Ll6aaFBNxjZqyDJoSASGY32gSTwumkxorZnspFDSmshlGJj2UFal09DqEgxoqProGJWsXTTM+ZTAw5iebz5O3HPZ3eNE0DUWxOdLvUhHJ8IONgkRaZXZVno/90uXiNpWW8gIz6x3GJn2MxV0ayiXhgGRhW5ZkJsLKeRbRMNi2g+XksWw4eCrA4vYIzeUqOzoy1MQ8IAVDozkSOYumcg8DUzkuXx4i4BNsWCBxLAVFuCxs9RIJqAyMSD77pa9z/6++99oE7wLx1dks9I4ARcDYX1fKq8NxHLbuq+DprbXcsD55vuWcNQ/+8W6qY2C4koCh0zUkuXGtguNGKY6MEQ6aXLI8y6m+GCOTFsl0kFS2iJO9DioaI1N+pATLEngNhU17DEpOlXCwyyJg6CgC/uOu00ip8clvRbBdQTzusmHJFEXhDLatY9sGHT0OvaM6gymF2jJB0i6w9bDB9as0qssUgn6FcNAiXlD56E9jtFXmyFkGb7p0jJ8/6SE+3cBXb9fQVMmhU2EMXWHtwgTZnIquRdBUjfEpHV2TJNIBmqtUPvGWCaSrsvWgQUsV7O2EBS0uHb0KPp+fn/6phitWZSkOa/gMQU2Jn/6xAivmTJM3PSxtz/HUHo1sIc9ETqe90uCumyf4xWMhhsY1/unbDcxvG8Vb8DE4pvDifpdUUvKNH29kxdKVxIrPrV38hbKLc65EjQjXLdQ4NZ4931LOmgO7nyQSzJJIK7z16j1kcgaqqhAOWNzzVDs7j2g8uS3KmgUmrTUFdh7yMTxhU1HiQVUkuAZPb5tNa41C92CB6akiRhJpvnWvn+vXBklnS1ja3sWbNmRZvzCAR1dxpUNDlUJzTYobLu7F48mzv6OcZDZK30iE4fEYM+oy5C2DcNDEdVVKi+BEr4dr1o7z2Xf62XfcxyuHmimPKYxOQiYnGBgP0ViVpGAGqC7T2HEYbEcgpWA6JRieUKgpdxiZrCCX13nspQhTSYW1CywOnlRZPT/L4VNBDF3Bq0vSOYGh2tiOgqYKmmsM4tkJptN+DvfahL2CZEFlvCCIGDZNUY0lTSonem0cF1pL/YT9OobhJZm2mcpkkcBDz+/lwWd2ceuVy845fm8Eb61b3MeSWVNkzQvn1CE+0cHSGdA97OL3aJhWgaQ5zTcfcvnae4ZpyWr0j5ZwciCPgsvy2X5UzaVnUCWXkpSGFFBNfv20l4UtNj6PxONRmEoq3LvJ4hv3p9n8gykuXmhx/b/Uc2IIyrzQVOuga3kOnixl/kyXljqL1ro8rxxUKS/x0Vo3xf6TBvXlkqtXu5iWxov7DA6PudxxeZ4DHQaxsIcNCycZGg+Tzkn++8kp7liXZMVsH09vK+OZ7cXUlOdZt1Cga1BVapHs1VnW7tDWYPHSCZ1fPaTx4ctMPni9TUN5OStnKYxPOxRMlf4RLz3DXqYTGgVTxe/VaKweB6my9YBCW6POeMKlrjJPoaAwOhlg5bxRcnmVyUSMoN8ib5pEwwXSOS+hgEVjVRpVyXPgle+xYNW5b6K8EXwV9utUxFxCfoHH4znfcs4K20qTyRXoGXZIZWYxu9bDodN59h5XqatQKY8ZVJdKXJEg4IPhSR3TVmirg8mEpLTI4Zu/D1OwVGwHugZdRpKSO9ar7D7u4Vt/aGXpLJ3KYg8XLRgENHxelc4+g4riMI++WMGJAUHIb/Pe6xN8+VfFqKpky8E8i2cJQh6D4oiKIyUn+xUODloMTma4aaWHq1abjEwW4/O4nOpXufaiBANjOjsPxcjmw2zbZ9JS5TIw4WA50FChs/1UgdFJBSev88TLIfweDxOWyTMvCYSq84k3n2Zui48dhw3mNLt0jbi0NWTRNXDyghLdQg3BWy+uJlGwGY07FAW8qIqK1wO1xT5OD8C8Vrhkic2e4w73b9FZ3upgmQ4T8TNzpi998yfZ9IdvnnP8LhRfnc1C72vAfiHEEaDwf74opXwNjkbOnQcfupeV8wSjkxbrL78w6vMcx6az6xR3Xpwn6PWwaZdGJmtzcsBmwZ+bQCiKQy4foCwGubxOPHnmIpu3NIYmgjxxWLKsWuK4cOt6Sc9wgOaaabpHQBUSyxbsPxmmq6eGOS1eYhGLK1adZmZDAV2TfPW3RaSSNn0TBYKqxo3tGhsWedh3yqGiLcnRbommedlz3CZXUDGiLs8e1KgIhLjjkiSXLU9x9XIv3QMKR7tthsYFRWET1aNw76YQZWHJf74vxYFOhcdeaiCTlyiqhUez2LBUJRSA8WmFL/1hgF/8U4QfP5lldm0NFVGNVE5jXouNonaz/3gD49MWz+1x2dMR4NqLsvzu6SAe4XLrKpVL5+vsPa7yxZ/HqCt3CAXglvU6ZdFaftJl89I+hYrSLMOTOu+6Ns2PfvTv/NvnfnBO8btQOi2dC51dAwQDBiiwdN788y3nrAk4v2feDJOgbwqfx8G0VHqGIoQCeUpjNoZuQk7hlYNeMlmIpx0OntaxpcPKOXn2dTiUFAk8umBmrQJCo7mmwOiYTa7gwXHgeI8P0wwghJ+gP4vAZPdRlbxZjK4ajMSTlET8NFYHQUpURXC4T6XgFFCEgc9jU1OWpbnG4kS3j9Y6CeToHfbTWqsQDrgoQjKnZYRoOE/PkEomJ6itCHOyL8A1a9KksvDoizqmrZIzBYYGteVn3ptFIfjAbWPsPxHhTZeNcqy7hNEpH83V00wlBLmCwfxWnYFJi+88pdFQatMU1ekaEXgVSWPYYTo5yZqGcvafdsiaEPPBybjGWM5gdrFLyKOjCZ3BhE1zic5tH/kWsvP+c47f37u3HMfh6Vfq6Rkqpncsdr7lnDW/+tXdXL0yy88ej5IpOGw8ZjGrVmFBs0N3fzHlIYXuYYeDp1wSJnSPKSyZpTCzBhQEHk2yeb+O4wgWz5qivTHAsV6V79zrQ1MEAjjZXUJvv8BMOYQMl6WzVN56xRj1lWkOD+RZ0aIyOq3xysEyAl5BIgOjUz7G45L1Cxwm4oJNe1Q27hGsWwRr5tg0V2TYfNBDfWWCUCDN7k6VHd8p8NTWdo53JwkGcjTVTfDJt/Tz7i/NZyKuoik6dSWSlXOnKArnaCwvQaJhOyq2tDDzf54LFgDT1jD0PINjYYJejZVzHXRVcvdDIQJ+i0uXO/z8CZXysM6cxhQ7DgWY3SzYc7SCoQmXxbMcugYsNu81EEKjpEjg1R0cB2zbwMq+gpQfQohza3z09+4rAInAlXCBJJ8A8M+f+wJLW01++kgT6xZo/PwFi9YSQSQIo3EQqo3rCl44oPPQtjLuvDRPe42XsqjLqQGFOc0eRibh9KDDqtk5XtznQ9MEIb+FZZ95jf4xh6ZKi988EaG6zGVu0xRlxXkqSmw0VaNzwCDiF/zgwRjFIcHQlERVIOIvMF5QmM6BISR9Y4KyoOBgr0lliUPvcCU+j0pteZaeQQ8/fKCYvhGb4oiFI3K87XIf82akMV0PU3GV61fo3LTKy/4Om2NdMBkHfzlkTUF7sYtpqvzTdxqpKnWZimsULJtdJxS+/ICf1c0G+bzGtav9CPw8uXuIY70e/EaAGZWSzklBU7WHlXOm2X5Yp61BJZnxUVumsmyGjSpdLMfCRTCehLoyk3giRVEkdE7xu1B8dTYLvd8A/wkc5v9Xo/c3Q3fnXuY2a2gKREvbzrecs+KDH/03TvSqRFaF0FUPQb+Jbets3iOZzthcsVTneHeU5/ZM8I+3qoDK3tPj/OjRNB+9oZ7+pMbxIbhjmYbpmMysy1FZmser5/n47Tb/cncJILn0c228b53BrBqFZEby+6cqsd1RisMeBDrH4llytkkkCJXREBNTgpqYF/Dx3U8c5Nkdfl45XMbMepdLlxV413qbobFSPFopnX0mY1NlZAsuU0kb0FGEj8XNgqlkkp5RG00zGJlUGJ6SuBJCfsiZLv90t8aqZi+jU3FsV/CVx3y4js7kkTFm18VoqXR5fl8pFZFKNEVwrNdGAAtnZHj7laM89EoJZt7Lh64TTCVVisISn08S8MBoxmHTbpWKmMvKdo3DpySbDxfYdTJHU4NOdcTAss+01z4XLoDRKefEBz/zXda1eyiYLl/49D+cbzlnxeFtX+SFXY3MnzHCmkWn6Owp59GX2mlrmMTQLFbMHcPQggR9GR58vpbqMoEl8/RNBvB5XJqrXHqGNBJpm3BA0jVi0jEc55PNLrdclue3j5WyZR9cvryWopBDRbHNwc4QpwcUaipsQv40PcN+LLcY1wGfUcCVCrqe4D8eDzOR8vL7j2aJp1X8Xkk2D0tmDTA0Wcfe4z52HlVYPAueP6rw9nUu1RVpQKNrwE/XcIxoyKam3CTok4xO6VSXGeRNl5MDFrYDU6ksHt3gwEnB7GYI+nTG4lHaGsepKj1zk73rWIDTI5LZLQKPKlAEjE5LZEFQcCDsFZQXSwZTRbzQ6RDRXPKmy7QrSWVyKI7KUCJEmQ8mMyaWVWBw+syFbnhsisqyc1+8/D176+7f3IN0Ixw9HebOt737fMs5KzY+/Tv2HnM5eqqIj942xYEuwbVrijnUYxAZEGw7IhlPOCxpTbP3pMZIViFiZ/nqIyrr2wyWNRkc68qRMwV+r8MVKyZw5SSb9tUyZSpctqAE2y6mIpzj1MCZE+t5lSpuXnDvs1EuXqIxHrd5fEs54wmdbSdMVsxSmJgosHSml7oSg6rSSUzLpWvQT1kR6Og8sz3CWCLJL14IUxR2mBo3ePKgy+0XnWm3vr/H5YHtJs0VUSpjNaRzWabSgvbmNO+9Lo5l+0hnVdS8zu3zJXY+ScivoKkqh0+p1JQlKI6YWLZFJOCnpc6DEC4VxaNoWpjppIfuwQC6N8twpoBl2/SP+XFdl6oyi4oSh33HNQYnIOCFQyd11i1ykSLDIy9VUF2a5YaL+8mnu/CFWs85jn/Pvhoa7sZrCEDgL339BmafC1u3vsiHbuognVUYmSjj2KDDvi6Tw73wzbdn+Mr9UYoCNu0VDraEkbjKo9sDpNv91JTnWLvApLpcozyqURHTWD5vgntezFFa7KMobHKyP4ymCCpiGomMIJ4WWLaOoUfYuCfOxYtynOj1UhQA0xasmKfTO5IjYyssarY4esogpAr6kyqLaySj0w65nEtL5ZkT7EsXWhQseOWgSkUZnBozESiEA5Ll7V4cF57fHcZv5BiwNL70R5hZ7NJQCuDy4PZRmiv8XNQcZE8HPLEny3DaZnGNh9XtNgNjklNDBRpCAcYnBT7PmfrFeEby0hELXTVRFJeaiiDXXGQQ8+cIhye4dq3BvU8Xc8lSaK6xWSc87Dik4tE13nSpykTC5elXbP74zA7uetNl5xzHC8FXZ7PQm5BSvkYJra89UqqcGlAo/M1WEP5/mZiYYnA0je7RKAqqmJYgHFCZSkhGkg4/32ijqirTSZXWmnJePphgTqPF0lkuDTsVmmpTjGUN1s0MMBJXiJs2670WZcUOO086vLAjSEOppLnGxRvOc+i04Pb1p5lKRhibCvLdPzagKjbHBhSmCtBcqfPzzw+TziUpjcV5aNNcVNXE0ByWz03y3Qcr6RrVecc1KdJZg65+g437bb72SD3XLVLQbYXRSclN6xSKIypSFujod5jMZFHUPKlMMVJIKqMK81sVSmOCFXMyTKXiNFQKLl/l4Z0/0ACdS9tUNOmw5ShctligCMHLx0xKolluW5fHdHwcOR1gzYxShiddjnXb1JRLTvZLBibg/TelSOb9nOxVGRhVaK31kLcsPMLHmiad8XGF+pjAKiTRteirjqGUF8Zx/bkQULMcOqljOS66rp9vOf8rUpr09Q0QDvrYtDPKivkS+88fwDuP+YnFbCpLTQ6f8nDoZJhrL7IYnw6TyeqUFlnUVWp4jClSlpcnttl84mYYy+Y5PuiyuzNK76iXiP9Misusxmn2dgRJZ1V6hiBv2iiKzelhg4/dPszhU1F2HClmVoOCZUt+t9HHhlkuWdulvsTBcSRbD54ZdN43olNZqjKdDGEYee57AeoqHNCTXPbZar797gwLZkKmYIJQKS9WsF1J18CZrmkDYxbJvKCqzOUb/zhE3szR2bOQju5SsgUDRRH86rESmms9zKrLMDzlYtoK6awkGhIsrlcJqirxrKQ4IMmZkEhaaEIQ0sB0dJK5JHrIT960kdjkbR/9aQVV8YFikzIB1cP+4/3nvND7e/fWjj372delEPRK/mPmjPMt539FSpfTna9gGApXrrKoLMmTMQXplKQkqLJ1zMbQoDSkYlo+vnzXGJWlabJ2ktu/XMf4tODaNQmKgh6UwwauVDlyOsLKeUPMaYpT5Pdy7UUuT79icHpQMKfJYVZjklP9Bh09Aa5bY5LK+Hj/NaOMTI7yxJZaPvMmF7/X4Z6nwLJzVBbblBTl8Xpsvv+JcSLBPF+9pxavHmVkNMS8Gpvb1+aYTuWprRO8+4pxth/v5ouLEgS/WUvXYBmK0JhRb3DJ0gxL2qdoqITHXxb85ulqZtarXLJEZeXcFCBJZUFTBb97KsTMBoM5TTkQKiCoLhtjZsMQb73a5aGXSygK2ty00qC2PIUQCiVFeQyPyzPbvSyYYdI1rDGVPNNSf9U8Db9vijnNo5QWnWkgNTFVCf5N57zQ+3v31Q9+9APmNUosG+64+U3nW85ZMXTyQby18PDmWmbWSQq2RBVQFbO5Zf0Ep8c0KiIFntoSYdkMh3ddUyBX0Dl80kBTJUbQYXjCIhLUEJrLu//bz9B4Er+h8fL+Mt530yQv7tMJ+/3omuTGdTYjk36mUxbHBzQ6RoK0lSkEfC5NJSb3bs1wbACumWvgSJeWOpNX+j0IrUBTdYBY2IfuHeYL96mYeUHQp6JYOobusqQ9zd3/epTNO+t5bnstPcMOxRHJdNLLkjaJP5xFOelHWpLBMUEooFJXEmLz8QxexUPEJzg+7lCwwRMyaa2H5gab1jovD29R0DWJ3wOmneahXYKVbT6aKjJMpCZZ0u6w/3SYmZUmn/t1LTNqbFSfw4p5KUzTx7LiCUK+EM/t8PP4yya2DfOaBYd2vwTnuNC7UHx1Ngu9vUKIrwGP8f9N3XzV4xWEED2cGdPgALaU8lX3wk1lwaMLppL5V/sUryt/fOBBVP1M98muwSyWHaQo5GFff5xd/R4QXvZ0wqJmhfKoSn2lB59X0lxZxE/+SbD3uMPwoOT53f0svNXPu9YqTCf8aGqaefWCfNphcCrLHZeYtNSYbD8smNWYpKHS4NsPGuzp0Vg+w8RxfTRHHdLTOo+8HKS5UuGpl2u4as0Qn/5hGX/c1EpzTY4NiySOrbDnSDGLZk0gRJzOXomh6rRX+vDqgtHpDI4Lriu5f6PDm9blSSQb2H1EoboiRWWZQ/eApL5KR0o40VtKY1WCRKpAWUTSXmnRNa7jN2wWz8yx66kwv33e4vsfnuDKlVmGxgWWrfCnzX72dfipKNGpKXVprbNJZgSzGjMYHp05TXl+9WyYkSmF9mqFcEAnEoRFbRaPbxX4PSqpgkJvTzezZr/6hR6A47xGb4i/UUZSUB50cMUFsF0FTA08TtaULGkfwueJcOxUK5OJGJqW5HvP6Uh0dhyOUuy3mEpqnBrwEQmqrF+S5urVNvnCMOWxKPNbHbYe8pHKernz4gS9o1kOnbIJaioLl2a4eFGBihITryfLtgNVjExazGm2uHpVlpEpgapKBsYM8gXoH1WYUWfy/htsNu12uGq+S2lRHtsRhIOCo70alyx1CPktbtwwQDpv8tmfVPKRmwpUFHtY3moRC7tIqXDxomF+93yY+nI/2byfitIUA6MRSovg8KBgOKmx7UA911x0hOGxNIYO3R2CaEinrlzQUG5SFjP50M3QNSTw6A5f+WOewUmXy9p0KoskXSNnfpcHu8aRQkVEK7BMC58uCRiCedURRlKS0ZxEVxxwMmf+gwCkw7d++TRXrzv3NN+/Z2+pssDKWV7SmQvDV8ePHeWpXUlKQyEO9dq87TteCvk8l8xP4uZ9GCp4/JJ8XiVXUNEUm7Iihw98r4zRCXjrNbB1v8EftxhUxjTaGwz2Hm+gvjJJR69AuDrPH8oyqzHJU9sidA1qfOzOMcpjPhbNtEhlwyiKRcAn6RvxkC1IOno0WmptHEdhywF4/01jNNeeaSHw4OYaDvZZPLHL4a4NNnUVBrWVeVJ5KAra3L7WJZHxIv78HlszI0yZP8MDL+gMjCk0VAV4YJvNjz+W5b5NRWRzgpcPubTXKlh2AV3XaahOMjASZnaTw7I5Y3h1H2DTVDNB0GezcXsNT20P8q5rXVy3QEdPgM7eCo6ezmNaLu1NGSpLTEIBG0UJ01av49UthNBIZ0vI57NoKrguTCSC6J6XKG/+wDnH8u/ZV7qW4mfPSEJ+hbfd9bff4CgRH2doEu59tpHqSsnn7jNpCML8Mo2tP9uL1wOfvN3mwRdKEEIwv9WhtMjlQKdOMqtiWbBsjsYvnjgzfuS91+coiwWYjusk8w73vzLNTRdP8eS2BqJBlaFJh9pyjePdNo4rWDXLT950SKVtZtQ53HBxgVUL4F3fUSgNFxhPKFxzUYJvPWQxNgqnZ9XgWB4KZoT3bnBorRJkC4LJSVjablIcVth7pJ7esTPzdiemNRz3zDVnIu6nttjCi6BrQFJa5FIwDebUqqRsk7pSQWlMIVZi8NDOAlGfwXSmwPA0vGW9gytd7ntB4aKFLv3DOu/Z4ANC/PdDJ+gahif2a6C6fPiSIE1VeWY0WGTsPK2N/UzHgwyOVFNf6TKednFM8Oows0HhZF/6NYnlheCrs1no/Z++6v93G6PXYrzCeinlxDk+B4ZHxetREOrfvrkBDh45wpwGlTsun8Lvs/jFIx7ypkpVWMWjmHziBkFdNMT4tMnjL+eZ1eChvTFFbUWSbL6KgN/DwrZhfrlZsm6BS8gPfm8OQ5cE/Bnmz7D42ePlPL3D4M5Lc2w7ZBBPVTOzXjC/Mc/2Ywb/+tYBCpbg/d9oRlclj74QZX6zQSbvUHyoktriM8fb81sKBHxhdhyBB1+UVJRqVJZl6X6uiA1NsKOzgG4oDGcl/dMW2w665AuwaXsRMxtyDE4YtNRJFjZLLl44QddQ9Zn0CqExOhUhnTdZPnuSX3wkSb6g0zfmsKB1HEdKHt2l01SVZywueHR7jBkVNqpik80rDI/naKzJ4Pc6HD5tsKAVHtue46u/inH54hxH+jRa63K4hUoMRUOgceVKyYuHTMpiKs9s+j2zZi961TGUEuwLYBfnXOgYhV2DOvMrX5sPw782x468xLyWHMmM/8+ntWOAw8q5cZpfLuGKRQU+dtMYA2Mevn9/KQdP5iiJSgbGFa5b46IqpZzqD1BTlsexvViWzt4TPgYm00yn8oRCRdwc0UhnDVx3kumUj9qKJIm0h0xeoXdEJZcPsXFHMaf6FaSUxJM2zTUJntntYUm7ZGTSx8adPgbHBU/ucqiI6TyzPcTy2dPUVWbZc7SZD9xgMjrtcLTHoDJkU1lcQFUcSmMmYQM6hxKYlkZnv0FxQPCu67IMJv0c61PpHjPRNUEokENKH4tnFUikBKqiYNqC6ZQHrydPJmugBgQ3Lw1wut88Uz+rQGUUTo5K1swsZzQNU1mojRXoTYRI2uBRNKbzBar8gqhPx7I89E7lKNgWALsP9JxzHP/evWWokpNdFvNa7PMt5azYtvMQd14a5Bv3magiQnVRmr7xAum0wKNAJODw9IFRNFXl6gUVPLApxr4OH/PrHQ6dhnDAwxM7TfKmpDis4jUUfB6LqtI0t6+32XuontWzE8xvMukfDaHrCvc+V0NjpURIC7/H4Wi3zlPbmvF6z2QW+AyFR18EXReEg5LJXIaCaXDoVClf+oOfnskzv9vH9thcvdDg42/dg+0Int7awOr5ObK5IKms4J+/3YbX62HH8RFWt1nMaxb0TDk8dVjl7sdraKqy2ZuExjI4ctqhPBZlbmuWK1Y4FAppECblsRGy+SiqKslkDRQhWTZvmmODDs/uCxPUDLI5hytWDrBmoU085eH+58K01MW5acMUs5os/rS5mtG4TXOtJJfXGRqPEk8JBsYD+L1QUdx/znH8e/fV7Eab916X4ljPhdGEZWy0n8m4l7ktGW69xMTj19i+T2cynWNkysvJviBlkRgbFsKX/iixdhhYpo+BURWfx8WyVYYnJEMTknnNNtGQy8yozYGCxZgj+NStFdz9iI9MTnCs36Jj0KasIk17k5eeYYVkDlRUfB6F9qYcAMmswvoWL4pQuPPyOM/uiTKnVhALaSQSGolcnicPTrOkxcvF84rpHvIQCQmO99iA4NDJcqaSYHgsgn4v0ykNny9HxsxT7EmSzlWybpFJ0Bfn5f2lxMIuX35bkL4Rk+KiALObNbr7VAopSSzgYduxHL97Do51u7iuQjwJ0oWJaYveKUFXqopbNwyRTgbw+wTJvMPcWoU7L83j1S2mEgEGRot5eofOnk6VIr9KfxLWLRJ0DQgydhrTtDGMsxon/j9yofjqf/0JpZTrXw8hr4axsWFsR9A/Ibn88kvOt5yzomA5qCpk8ioF2+apfZPcuDzM7IY8a+fpLGwTnOiVtNa6LJmVQNMMfv6wh2y+kps3TJC3fFQVu7z0HYcHNvuYWW1QHrWJhDWCPpVcIcRN6+Ce53Re2KsR9EJDRRHv+qYAKXnTGoeHXiymc9DAo7s0lJv0jXqwnAwjkxrP7oQ7Ls8zMiHYuDPKu2+I4/cEUYQkkdE41RfG0F0EgqqQy84um2uW5Xlga4CVs2zmNzhYtmRBKziuRnlM8MxulaGhEqrKoKrEpbNPQVO9aFqAA90uhhtBSpfK0jgPPt/CUG6cOy5Jkcv7+eHDxZwehtFxDxVFKrrm0taQ4oaLp8mbKpcscfnUjzUs26W0yMvzBxQ6Bw3WzMkR0FP8959SjExnufsT5WzvLJAuuJi5c4uh5Mxu698z33mXIBa2eHhX7fmWclYIZwxFcQn5C6iKzZ7jxTRUJnhpbxGLq0yu+3NDyFxB4eqVOY73+lFUg0hA5b5NeZpr/PSMeGmv8zI2bVJfkUeisWFujD29gpGcyhfvl3zv3SpHXiynpvxMGufaRXl8Hod7nwkznQFNtSiPGUynXVa0q3ztnjCbDmlEA/CHfz2BEHDP07OpikoCPglI8qaCIiRew8ZrSFprYfN+k0uXCD79wygBr2DdQoWc6WALDZ8Bzx/UuWXtCKXRAu+92uChLbD/aIDO3lKaa8fZdqCSoYkw41MK5cUOjVV5cgXBsW4vhzoFQb+CogpKojqJgQJjUxJNheqoIGcqnBwepzxahkYAxwZNl8S8UBf1YOZSjKcKTGYKVBfFyBTyTKaTpMxz78769+6thioPaxcqPLP33GqEXy/++PRzXL3CR8aUFCyHt28IkC/46BuXPHZA4eo2iaIIVBXuumWIXYerWNzmUhaTlIcUJC4LW3V+9swkDakwrTUhBka9/PzhuZzs05hKOjz+QjEXze+lrjKDafvoGvYT9NqURHR+9qjLeBp0Da5aWiCR9lJbXqCqNM9L+4LEDMnAYC0/vF9y66Up3rRG8OsXFMZSDtGgy0ULRkikDTRVZTJRzqn+FK8ck9x8cRcL28b49m9mobpB8k6Wd19VINXH8t4AAK9QSURBVJPzc8sqnYaqHvpHqvB7YMlMlbrKODPqEzy1O0J5IMhk0sNzu9N88i0uijDpHohx4ESYNfOHaay2WLdwnMs+G6Cl2KW2JMMn3pbCdgQ9QzVcsdLEtEp4/EUfsQhUl2ioqsGpPigrhhN9ERQhcF2YTORxpXHOcfx799WnfhNmKBHh0lk2V9x8vtX87+zffTc500smq5BIg+IIyqLQUqNy39OreHxbmq9/MInXkHziWoVTgzZ9o17KojqpdA6fb5KymMqCphi5nMbLR11mzzS53owyr0VjYEwF/OhqAdfN8/E7eol4Sjnd5yfo05jZkMS0PFiWoHfcpapU8N3H/fgUyYduFUhZxOWLE6yY6eXhFxTQFBzO1HRLV9BQNU1HTxGuqzIZ14kEVfx+wcHTLtm8jWnHWb0gzdcfinJi0MVJp6ku7uHZb545gbQd8OgRKkpSLJiZ4rk9aV7YGaO2VGXhTMHmPXlaSg3mtaR4dI/CpXPCdPSqFIdtbBvCPoX3r/Vw4GQ1IBkal4ykUnz4+hK+91iQf7xxhFmlcVTVRlUilEXzfOGdvbywp4bB8TBFRQX89hvnenU2A9M//z99XUr5pXN4XQk8J4SQwE+llD97NU/ys98+jE8703ly5fLV5yDn9eHZTS+Ry8OVKy0mE14efD7AhjkO0ymVghnk1y8KftqYZO2CAZJZQdAneXhzhJn102RyGn94thjbkfz4M30IAqyZq5Mv+BmcBEWdwLIUvB44PABLWqBrEPI2jGdssqaOEIK1C/P85NEwcxps7rp6iIuXxPnar2s41RcmHICQX6GmzKUsCj3DGruOVhCNWHzszVMk0yF8Xg9aIE1JkU4y4zC/Gjwq2C50jSj09yvc9+VRDA0e3VKNpkF5cZa3XJ7k4Ikwx7ujpLMuiuoS9guyKT8pWzCVhC0HggghufuzScIBl0Q6z8q2albMlAyMZXGFzawGhx89lKCh2kMkoOLzwKG+NMOTeeY2hvjozRPsOBZk6QyLZ3bZdA7mMW2HkSmJV1d41zUTvLTn3IZlSimxL4BOS6+WfUd68HoEhg7Xrl9wvuX8rwz0nSTg0ygpmkRK0NRh8sfL2LI/SjavkEgX2N9h8cTLFUwlNBqrfUwmLCzHAuHw6bcNo2mCm77cTGNNnpvXF/AYKpNxwWTGZVazwg+f0/EISXXJGLilONJicFCwaoGFx5Csni95fq+kIiZ4aLdFAEneFixuNugYsGksUZjdMoGqSEp2FFig+gGHkrDD87s8PP6yys3rJ4mG4JGXvNSU6ZzqOzPWQFVcVMXDH7cJkjn42I1ZKmIuDWUOQ+NllEddlra6nOrXSWfD5AoFjnZ5GB5XKViCnmHBqT6D6nKVsakAmVyeXZ0FbAfmNQhcTbKsXeP+LRMsrI8ylswjgcowlIch7wiyeUnBgpBH0Dmt4jgWjuuStx1ytgRFA3Hunvh799aMOhvXNaguD59vKf8rJ3vHaKkx+OQ9HlzpYYEpGZmQtNRolEYMjvSbDCclG9orKLjw4e8qzK4RNFZ7kbKA3+OnKCSoL9dZOrMCRXHoGTIIhm36JyCb9wI29ZVZTnSXEE96uWiBRUkkjaZ4KQ7DrEYD2Q9Bb550TlAW0xmacLl85Tg9w14iQYWjXRr5gmDPcS97DivMq1D45MctHMeiLJpm885m8maEzXsd7n3Wx8qFZzZUNBVSObAs2HrAT2VMY8EMycCogpSVlBZJ1syT6KrCZCJAvpDi3ueyXLGwhLwFv39xisd3R/jtP5cxMhnCtGxO9lfTPVRLaVGWuz9YYGn7Mb5/fw0T0z6yBS8gkFJHUTTSOY2uYYfSIpO22gIjkwaaCrajoKoOAZ/F8W4HXT3309+/d1/FggqDCSgJ/+233CwUsmRTLhNTFom0wrX/rlEegvoikLYHQ8uxdoHCZ34URlctEjmXf3lLHq+RYu/xShIFi8d2RblyRS8fuC3HeEJl/Rcq0FV46jMZslnBywclmbxEKjpr2ke5bsUUH/1ukBmVUSSw97iHyhKXxirB4GiUeNLhPevhvx+SdPTYrJiTRFE0oiHJnBkW//WYgi11blwd5frFOlMJm3WLBthzLMIlSxM8+FKALUdD1EYkErhtQ5qfPO/j2LBKRcjF1XRaqr0cOhkhFChh4cwBhsbDeHSJ4wqcgo+ARyANuGrVFFeugs4eh3VLkpwY9fPEiwJdEaycq3HVyiH2dXgoCoQZGhdMpwAE5REPCgYGCu/9TgXvukaw62gRa1sUVs1x8XlcSqM5MjkfxWFJ36TAdSzOLrHxf+ZC8dXZ/ISZ/+uxF7gWOH6Or7taSjkkhCgDNgohOqSUW/7vbxBC3AXcBVBXV/c/PomdH+Wr95ykKubh81/0n6Okvz5btmzF61GYTEimk4L33JAj5Hc5ctph99EQXl1j+3GDN38nyPNfmsBruBw87aIQJVKUwHEljuuy/VAZ16+dRlUsekbzNFe4/Gl7gE/f2UVpxOFzpSpPbikhn/eTyWvUloxx/aIoaqDAd54IUePXuGb1FOUxm4KpcNNahae2+VBVhamESfeQRs+QTt7UGIrnaaxKk0wXIXAZHMshXDgxZFFTpFJTpmKoYS6bl+fFQzrXLStw9LRCKu1ncERSVexQE80TDZ0x2di0im2HGJqwKY1CZanK75+3GJmQFAfA53G47Qt+/utD05SGwWOk6B70kMk5LGp3+OCPsxT5vdzxdS8hD/zgg5KvvqfAC/sChD0K9z5VjhCCTYaPec1Z6ksrWNWu0Tcs+OEnd/PS3mIaaovOOZYXQqel/4mz8dXzW7bxqwcEugp7n7nq9ZT3qug5vRUrbVAwNUCw+3iU/pEgkwkbVZEYustYPMt1F+nsPR6lYAnaGx2e3eHw/ltO4fNKHEflpiUOi5pUXtjvxWdAxG9jSA93XZPhLRdPgRT8x29KUKVgeErn0iUGu46GqCufZmn7BAFfOQGfRTjs8vjLgutX97N1XxURXaNz3OGXT1eyvNXHnCaF4z0ukaDNxYt72VCAl/fV4ro+DnRaHD6l0TsksRyNN11isWCmSyGf4+rFXjYf0BgdVfnFJ9McPhlDUcBxBQOjBjVlGruPFXP/xiK6hxwiQYsZdX4m4jYBP0wm0nQPKzgSFjQrnB5y0RTJ4haDf39M4tOKyRYcSoN+1rQEODZh4eJSV6yRyUlURcFyXPKWSWUkyni2wFhBgG2C6sWvvjbFCheit87GVz39fbTWjuE1JAtXf+H1lPeqcPJdpPIGQc3BMBQiwTNpVH0jLqvmaOgapPICRRckCwLHFcysV+gZinCgo0Bb45nUpmxeMpnwoigu4aCFzyhw8dI4z22P8ZE39xMO2jywsZzuIQ8T00E0w+H5Q5IbVzpcuiRHWVGYhTOnKY0l2bTLz7ZjAo83Rizip7U2hUAwMGZgOzHaGlNoKjy/K4bPo/KtBzRMx+H65Tk6BwyiQYGHAN+7dw7P7jvzGddUpjCRcNl52MPAqIFlp1gwEywbnt+lM5GUrJwbZHhiBhPJcSpK+9myJ0ZJ0GBGrcqmfSaWWaCmxGLF3CGOnm5A1wQLW0x2HJzP3CaFjTvLsF2F2rIxNNWHortUlAiqy8DrcSiJ5Okd1lEVF0Vx8XscsgVYvUCQyrw2p79/r74CWNeicvFMlfWrm14vaa8ay7IwHT+xohyOq/HeS02+82iBgM/L/FiAdB6EKrjrBjh0WufF/Qpfv8/hoS+PkzULpI4XIYTK0e4oy9pUshmVBRUmN6126B/1ksxIKkogZitUl07T2Rvlue1lXLxomP98cJirlzjUltdRXGShqgrlJQLTdiiLCC6eLdl6QKWtwaA4AvkCrFso2dvrEgtJGotyNNR08/0Hq+mf0Hn8a6cRwkdVWY63XdvDLx9p4ea1BrrmQbELVAd9zIgJZlRXUBZVURVBKq3y4r5qZjclSKR9pLMePHqISMjloV0pmvZCxK8Sn4pQVuLyrivGsDI1nBqwKYsaHO0KcOmyLIY+yY6jxcRzKjNrXPwhi4aqaQqWj7suVQkpTbx7Q4bOAZee4SgF0yAatNk+4XKyTyMcCODxes85nheCr84mdfNb//e/hRDf5ExjlleNlHLoz3+PCSEeBpYBW/7/vudnwM8AlixZ8j8umStCaT7/1mYC5x6r1wVdydFW5/CbJzQ+994RoiGXvKmycKaHJe1DXLu2iFQmyL/ekufBrQbb9wW5ZoVCc7WkrbWfXzyhsaqtmHQ2wo8fjNI/YdA3OcrOEy61VWG+ck8jG2a79I84dPTolJfmON6nMjQaJJH00tvjZe+Ywhevz9E3otJUrTCVKELXFfpTeaqDKq5UuWezYCieYXZ1iJhfJRGPkK2QZHKCE32SYo9CqEggJbQ1amiqYHaTzeIZOW5YHedoVy2ZvGBo3OLBTQpCRNl5RFJRopMupOgbsWlv0qgoUdnVYdE5CH5NkLEgbWXYe9rh18+ofPcfs1y8eJLWWi8VxQVODQmkVKkplTTF4PSgl+88AEvaVD52u8XdD6nYjosQkoriPKvmTvOZOx1OD1QhhKQoZFNVUuBg97nPTrEvgALc/4mz8dWzL+xmZuWZ0yNNe/W7Xa8XhpKhc1Bn4UwbVzq0N05x4ESQopDORMJkwUybLXsjDI85rF2YojjiZVenSl5Ruf+5Vi5b2U93fylTkyoHT7nUl3k5MWjy9P4CNyyTbN7n4xcv6Fi2yqkxldllFtUlNo5r4LgKnf1RZtQnqSyZIJ3xsH6BwspZkt891UhVqU1lmcXhQz4efKmOhuICfaOCimIXRdEQQifsNxme9DMyKekeSuExBLYjcV0o5B3Gpwv84tEwM+t0rlkkiUYMHthYwbI5aaSERFrg8xTw+yfZ22HQO6wQC4NpesnlJTVlOpqaZcfhIHnTwXQFF83zUlmSY1k7TCbPNIKwXIXJtIuhCoSAYq/CwaECTWU6qnJmp9x1BY2xKF5NMpJTzuRmSAnY/2+X03PhQvXW2fjq6ad+TufJIB4dvv61v/0W8I7psnymzT0vpvjwNTFifj/H+3M8cxIOjWSZWyGorvUwnXKISZf1SzRODLpsP5GjulhgDBp0Dbksm52kPKoihILHsMnkNPYeq2Bo0uTzvy6mvdJAyhDVxRaOdDnaf2aG2I7jBotaHGY3j/PKUZV3XyO5ZvUAU4kabAsSuRxzdGiphZypkkg7DI4JxqYVWmocyqOCzScspISrlrhcsdxmcjJMJifw+w2uXJ7lxf0aH7ljgIqYxZd/VcqWQ5Jb1uqMTsIDLyosbYPBfXDwpMmSNg8tlSqXLrEYHCmwqjVGbZXk6Z0qPsPluuUqLXUjTMaLqSzJkjfPXN8dV5AxQUqFo12lFIVclranSOoGefPMOIlcQWNBm0Vx2GYy4aNg6WTykC9IPMa5L/T+nn119PALxJM2jrRYsOjK11Xfq2FiOs/opMUjOzzMbSyw+xU/LZU2//muIFLCrs4Cr+zR2X0YPv0OwSM7z3SB7ehqYeexJDkrxbJZOXy6j19vNPjJJoW20knWzQljOznuflTn1g2TdPaHMXQv7Q2QLwgOdAU41ucS8gneu0FimiojWYummhyVJWnuf7acWfUOqaxNebFESsiZOp39ktVtLrPrVF455Oeplyt49mCWdF5yxcebuHplgXddM8TKphT9g2n2HCulodrHoroYM0oVjndn2XdKcv0aia5KXj6YZ9ksGJ8ymEz6qSpxGYu7TCckUZ/G535jc8NSL1ct8dIzWMny2d3MbYIb13byX7+fQcH0MquhQHWZw97uHGOJEHlbwUj5+eSbJsgXVHyGguMK8iZ85h6XqkiG//6HMyngIb9LKqMS8J7JcjsXLhRfvZq7OD/wqrdNhBABQJFSpv78+HLgVaWBTsQhEtTI5C6A3zRQFUvSPx6iKHSmLi4STDEy4ackKkhmQqiKTiLtpbmkwHW3nOTr6gwumq/jMSQDg618/NZh0lnJ1gMh4ilBxCfYdthmRVuUoAzR1iwoLcpx7ZoxOno8HOop5ukOhWsjKr2TEunCVc0OvcMGjVUZNM0lGDAZHFOoK8ly0ewET2yP8fi+Aq6EAz3TfOKaYvaedDnS5/IP1yisW6iQzOYI+TysnAs/eMLEtCWrZxpsOwozq2MIoVAWhXROQUqQuFSUeCmLqezeFUHgnomZVJhdrzA6ZaGhcMmSHD9+IkhlkULU4+eaT/rwGjp+RaGyJEBNqcVn7ojz0RvTHOv286VfVTKRgBN9Ck++otBYk+TmDaPcv7GBuvIU37svxrGuAJAl4FP47u/mcrBT52MfXnxOcZRcGLs4rxZNyfPU/mlmVAXPt5SzIjGxl/pKhY6eYnyeAtVlSarLsoxNFVESUYkngyiKSaYg+PmTHuY2S148JplOS8pDGtGgy/xLOnlk81JsVyOV1Xl2X5poIIjrhPjp8xZjKcFHLvUymXa46/phvIbL5j2SiekIU0mXzp4AimLQO6KwtL2A1wBDl8QisKB9nDXzyogEvOQLGpUlglhomulUkI7uGAdO6lSV2DiuycC4ynUXGZzud0nnJB6PSXlUob0BHFdFCLBtm7bGNJGAheN48HsVbr00QW3FFMvnevjtxii3XaTyy0ddjpzOc8nSAh4jQF2FQn2lRTrnkM4VkMC374OAD9a3uHT2QSIv8OmSoCEJGSqqqpLIQDQgqC41ePFwAk0xKAlLjOkMtuUCBjhZLlo295xj+ffsrVMDJo/sSnHNir/9VB+Axx//E6URjUvnh1EQlEYEdWWCrX2SnAXxrMLcsEpREP7xTd28tL+E3sEAzcWCyuo4/X0hxhMurbVFhPySoM+hd8yivkwACs8fdXjykJ/FDV5A8uYrDzE+VUb3fYK3rS+nKqZQsGyO9SoMj3lIZEJIqVIcsZnMSobHTL5xr8r1q31EggpCCHyGSiQgSSQtrlmV4b1mkFTWYk5jlnue9jOrIUtNuUNnn4dC3seqOQlaa000VeLxSNobVCJB2NXhsuekQNMKlIS92K7LpkPDvP9aP795vISuIQVdE0xMKpSHXBrKXYSa53BnG46T4d/vLsJ2oLV1gpBaDlKiKllcxUcqq/DEVoU18006ugtcvDTBkVNFFEyHgNfHywdsFGFy84Y0JUV5Mua5dYiGv29fTU0O8IX3HadnOExNbcv5lvO/8uOf38fs2ixvWu+jkBcU8pJLFgdxJWTy0FqpsOnPC4hfPCqYX1/EtatUkhmDG1bbbNxd4NZrxP/D3luHWXZW6dv3u+24lrt1VXdXu2ta4q6QhAQJEgjuDoMPkuADzEAYCMETEmLEO9ruWl1dXe5+XPbZe7/fH8X8BmaYmUA6dDp893X11XWqznXOqnfVc/ZerzyLyVSCw8/7MQseGirD7OpQ+OQvVV6/Mc3GZaO87V8D2I7CF69XURWF/mEf770sQ3OZxkQsQzYLzx0U/PCTk4QDeVrqvAR9Bb58twtVFaxfbAAqLTXw/T9YNJZZXLkpye4jfjbOcXNytEDIa9BYHuJwh4+CNYzPHeL6CwZ4ek8dEwlJyKvgAIub88yqdphK+HAsD30jWdYu9BAKWBzr9hBLKrQ2ZTh7pYptR/jET1P0TMRZ3uAikZpPMp8DpYSphARU3vNtNx3jKXJmiqtXG3QOG4zENEamdPI5jfZuizUL4/SMK/zgljzZbARFZBDC4uzlg2zZU8ZU4sVv8z1TdPVCzugdZub3AVCBEv7GwuyPlAH3/rGS1oBfSikf+VteKJOHSBBiqZd/oSel5OSQIOixUQXctyXK0c4w7QMCDIvqsIamZegejvPGi8YoWA7lpRa3b3Hx5s0Ojm0xnTAoWDpSqgiRY2AMGooj1BR50DUFSLG7Q6OuSsVr6MytEmyaK1g1P0dTdZpP3l7CyTGYTkpuuEhy+KSfx3f7Odrp5sM3ZpiI1dJYkeIn79P4xr2SqmKTx9rz1IY9rG3WyOQKNNdI/unnJpevsRgYCxLPqGxpd9AVi2UtCrpuc/QkSOGwsBn2HnfoncjyqqICm5aO0jke4lB7gHBQZ8cRk7kNOitaPLR15xkY1SgNQ1U0hCp0LlmRZWBUY2TSYToBIymHYwM+FtUaTMaK2bTYzcLmPpbMHuN4r5/q0hxz6icoWH5+92QpQs9ychKqgxKJw8+f9/DWC5MsWfwi/YXOkFmcv5XKkjymbVMcPjOaUyZSgolkGtsKMqtG59m9VaQyJheu7SIaLHCip5I5dQV6RgQTCYj4dN5xcYFHd+uEPZJwMIfj6DiOysCYTd9EjpvO8zIVV9A1hU2z4bFDNtm8TU1RHkODTFbBpeuURgpUlsRoqM4wPuViaFxl33FBc63FnHqdsdw4H/paKW873+bq1TOrGS7dxOux2Xvc5pl9Gl6vwqYlgr3HBQ2VCr3DNn1jksZKN7m8H9sp0FjlomALjvXa7DmZ4/vnJUlnDXqGob4iScFyiCc1fr81xMpZfhy7wKalGk/tkXQPaSyb67Cw2WHp3BiP7nSzrtmhZ1jDdgSmLTk+DJUhyVhCYNqCvkSOyXQBWyocH0rSUuYnZxewLIOCXaB9OEXG5I+reQ6GEeDRH3/ixSfzFaytQx1JekYV7njc4F9OdzAvAI8ex5YG5y8OoqoOppWhqkjw8cvA7y7w6E6IpUzWLsyhKIKmSpONC8O4PWNcftYEn/xeGEWAoStMJx36RhR+9MgkN5wdYsVsL69aF6N9MEAqa1AUylNZkkRVBFeum0UwYOIxsjRVTzCvyc/Owy7ufyZAa0Mey8nRdtLF8tkeFJnnEz8b4Y3nlDC7Bq7alGNfe4gjnTm6hyWL6nUmpzXuf0alNOKwsAUWtyTIWz4OnQjz3ldluXdrFYd6VFbM1XBrCtvb82QzKuOJEbpGBDduCrHtmMpZrREKBUlpRKGtWyKlRNcU5jfm+MItgyTTgsl4KablJp5W8HgL/PIZwSevmaIkDM01WfqGPXQMBJDSjWCS7qEA2n5BTSlUl1q4jTwTMY2cCV6XYDLmZ8Ol33vxyXwF66q7cy8rzs7iMs6MCZTY9CD5kgDj4wK3obB8rsXBAcHjh23WzzUpD7lZNV+hf8jBtATZvML3fu/wtVsSREMZigJeFMVi0awsX7vJ5JavVzM4JHgiO9P4fDzh49CJEMU+B90QBDwCR0rKiiy++6DNFQtcBDwKUwkHIeBztxdx3vIsJwdttp9wUeF2sfOYzhsuHSKR0jjaXYyZNrh3iyCTN6gug/KQyvwmyFg2Lt0h4JV4XRrRUIKiUIbRWI5/fzzB0voAS5vdXHtuirFJF8m0xYYlAk1ViAZj7DwaorkmQ3lU5bljBg2VNvkCeA3BkR6TloiL5ybdPHIkgdelsrRakMxZDEynWFAbYOOiLLdcHuO7vwszMOLi+X0hWhuStPV4eXafznmrUzRUp9l/PIDXYwEqQX+Bhc0ma8//4otP5hmiqxeyonfpn3xtAaNSyr/5dLCUsgt48c2WAFUU6OiVRMKFU/FyLylCCMaT4BQEfq9GMlMgGnSzrcumb1LlU6/KMDgQJKgX+MLt1cQLVXRMaLzpbIHfN8LItOSBZ2uoLFXxuC32thfImQpvvFinvtxGNwZ4Zm81x/otntxTztwKycIWleU1OpqqUVNmkTFnzuc0NZtEAgrfvzvIzuMqQkiO97oZm4Tx6QCdg3k+c73KU3tM/I5A0R0kkgMdDge6MhzvS5PNerlkiaAlKll9dRyf9NE5oJJvTnKgw0/XsENLjYXXJZhT6ac4mMLrLnDl6iT9fQGeP2ijALpqUVdRoLHKzdyGOD5PkKmkzqzqHG6vyd5uKCtykEJjQVOES1ZA14BFPG2Qz2d56LlSFsyaZDqTYXVpgV8+2ULE62dnZ46qiJuJZILOYZNLlkapdwneesu/vuhcnimzOH8rXs3HsgY3S5te/ts2AaYSLg53GMRTLgI+m0MnJdedP8aCWUlGJ13UVmSJBCWXnDXGWUvCPLmrmrFJSUOJhcdV4HM/nEM8k+WqDVNsPa7SO+Li4tUJzl+RYU+bj/5BP/NLYGAkSShqc7DDze+f9rFxmY3frbCgOUk4YDOdLBDyKxQsA0UxmFWd5+T+Ij7x6jSv2WARDPRxoK2FVQuOEQkm2Xd8IeDBRvLde3JM5RRmVxeoDSs4jsJkokA8Kzh7lYmuFcgXPMytVWisCJAz0wR8Jh63C0OXTCdVBse9pNNBNMVgKq4wMGpTX2WguKaQwqB3yEfO0vn5ox7m1Ehed+GMQ2ghJ1lYYSM02LTIT3tfBr/LzZPHbYbjDkMpUNUc9oSXBdUamlDZ3ZmGQgY0D4amM7btO6iq8qJz+UrW1jVrBGFPGWvmnhm/YDrnI1dQSGVU/D5J/7BOdalGSVTgOC4WNjpIxyHkc7Fldx3721VWzR+muTbHg8/PY9V88LgU9rZbZPMa0YDBmy4soanSQRJj/cIEPy7Pctud5QxMq9z9ZBNP7AjQUKmwfJ5DVWkMn8ekb8zh0f0OQbfOdednKCtR6OiNMjppEk9YvOOCcoSi0TsU40inm4qSmduT7cccNi1S8HkF85ogns5z37M6xSGD0nCOqzZlGY95+MxvXPzknXkMzWZ/u4uN8z0c7SmQyBRoH9A42uthXq2Gx9DoH5WEAwnOW6UxMj1FR38pZy10IYRDwJfnwAmHiekIF6/JsHHZGOXFBR7c6uHc1UMcaq/H0A1CPtAUlcHxYq45e4SpeBFZcwonqVMWkXzotQlODvjJmxmWbvo+ivriWwa8knU1PJ7iX++aQ2lRghsWnu5o/m9am2xO9AoSaQcpBYePC57vVFGFSiLvMJku0DmsMTcqUIDFdbCgQSGVdeFQ4IGtOr993gWKzbwKL8vqVHrH4Ui3YH0TXL3CoHe4mrNn57jlmkkOnfRx9GSIoEthWRMYLgVDVygOSypKcsSzFo/uiAKQiju4/GCbCrffV8trLjzOeNzNsuZqRibyZPIOh7pMjo8r3P/ZPLYDB0+46R/1k8tL+sfgC7/xUhW2mF3qp9ivMTxmkUgJ5jTkCAUlU7EwjmOwp62EQx0Wq+ZnyIXgoX06A6N+TEviVt384O1uHtk2U0gtqQ6ws6/AOWuyrJiTobHS4nv3eKgrDfHIjgJNFT7CHouJaYUtEzqblqV4dIeLZEbB57ZYNqePvW1NqIpFVVmOjee/FXew7EXn8kzR1Qs5o9f79wjkr6VQMAkHMoxMBmgJv3ib1L8H2bTEX5TF59Zpqs5SGsnRVAzdQ3lWtcAfxjx0jTjYjkIiqzDTiVhjV1uYy9YP4XNnGBgP4dbzrGpVyBXyuPQQ4zGTAydKiIYKLG4yqSlNs+2wi7YuyVlLbI51GxzrktQUS+bUuJhbq2AYw3zp7ZN8/ZdNeAw/IxNZEimBqoAQkmQmj2EIsia847I4AX+Gj/44Qvukm3MWhonFPKSyDgFfgbddNMnX7vACGnc9GaG6pEDfmKA4kmbzuTEefK6IvScEaxalcaRFOqPiMSRet8P5q9P8/OkcTx1UqC9z+OJNYzy9p5qRSZ0/PCnoGFJ51ZoMEbeLzgGbsYRN0K0T8glKozYuQ/K+74WxpElDeZ6bv1tKRdCke2CKsbiLTXMi+DwKPo/OJz/xYRTlFFhVyzND3H8r4wmLQsFgKvnyn0ABaKnNYBgqx3od4ikPzTWSh7dGmU6qNNeYqIrNyT4vZcUe4sn/ONArKI0qXHd+DzuOuPntkxHqKkaYV11OVVGexbPydAwJVszr5bn9s8gXDCqqs9y/143PcHHjasnWwzp1FQ7ff6KI792Sxq1bLJ0rUFXB47t09hyF5hq4cPGMBX3Qa3G8N0s8U0VdRY6gz2Dzcp1tBy2ayqAGybffN8y/3V1DNq+AlGxaUsA0dRqqcgyOSaYSHixLsvOIn4XNOZ7br/L88QKxdJZPvU7n7m2CyYTNuYs1CrbN4FgGn9fDd/e4WdekYMs88+sMFAxO9qvUFkM2rxHLQkO5gdetoOtQsByEooMmUKw0NWE3tpTMrTFIZh1y7ToYQUDhjq++lVDg1JhhvZK1ZdsWNdEAiniR/V3+TjRWZbjnOS+Lm6dJ5bL4PUFMS5DOaQQ94DFgKiWwbUHBAhB43AUqS6f41q21FIfg/RcLyqKCZw/O2KIrwkfXYIFD3SpVpVm6Bg3SlkUhIbjzcR9N5YLDXYJoWGDbpdhV0+RMWDIrz4UrM9y7NchHf+mmpcRhWU0GR+qYlqBrLEH3oErSzOPyeTk67bCxUePpPRnWLlI4e8UUX/ppgNFJhbEYhIISq6ATTypcuzKHaQncuqBvRBJLFxgay/PFm6pwawbt3Q7TSQXLttH0JNWlNnvbPKhqmEO9kvmNKuNTEXpHBPuOl+P3ODTVaGTzYU4OOCxsiuN1F/B4EpiFIK2NMaRU2NMWZdncScbj08xumCSZUTnc1sKB9ijTSRcLFp1FMFR0SnL5StbV3uMeKsIujnS5ueHNpzua/5ud7RaLqlQCvjwhf4aNYYfOn7sYnixw/qIcOzrdjMY0zlqYo3tIR4iZc57TCY1v3m+zoy9LXZGPcxb6KQ8ZTMYklVEFr8dhKqkwEZd43TbNtTZ/2FbO3MZxhsZVkhmdlTUB7jvs8NlrM7TWZ9h+3MPP7gty4QIbMyOYVzuzAt815ICEb93dxIl+jatXFxiZhAw2X3zbFNWlJrfdVUaZ30fQq2PZCtmch5SVp6XMR9Z0uGpDjgPtM4sciQyMxy2e3OVDVy26h1UuXW+Tzmrcs8XN+atzvO/KaX77RAhVEbhcJsOTkoFxgcuAVE7QVGywYs4U3/hVgI1LBNdsHOV4Tx1D4xqW7RBPZUlm1Zl7wyKVmy4rEPQpTMaKSGYz6JqF7WiUVDThDq44Jbk8U3R1ZkzZ/wU0TScagss3puideHF2+X8vykKS0ViBGy+wQNo8tz/Epnk2b7x4jB1HSikvUakss9l2WKW+UtJSo9AzkWDdghxHu6Ns2a1TV56jskihtdGF7SjEkhb3bXWY1+AmElCpLE2xal6G+ooCv3w0ytEuhdFJD7b0sGsIphM5TMvh6rNNXIZNcUiSzkoqiyWRoMreEwli0mRRCxRHBM8c9FBeMkVDZZo7PhLno/9Wz+b5Hu54FPombH7zvkNEQ3kSmTo8hmAiLvj5CYsbNib48i0n+dUja1k4y01FUYquwQCxtEPWMvHoKqURH70jHh7ZM0wi6xBLqfz0YT/NFVCwdIbGpqgt0vEofo4MCUYSKQ63TzKvJsqCeg+GqjCvyWFec4hfP6/zzd8Irliq0lBm8OstHoIuD6kM5PIO113eSHnpi5/BgZlZnMIpWq4XQkSB3wD1QA9wrZRy+i8879+ZWV0fk1K+pE4OB7ttNKXAyaGXv1U1QHnRNG53iNYGBcvO8+BzLhqrFZ7YUczwRJZdbTo3XZziyZ11JDMq8xoG2NejIqwKfvHwXC7fMMI/vWmClfOHsG2FrQfqmJj24Hfn6BtqYsEsP9PJLNefn+aCZTne96/lTMazjEwojE2BnlEZnw5g24Jk1qay2OFIDwgkqazN/dtdzK7J8Ok7qllU6UZT3ayY56eyKM/RToegTyVnmtx0WRJdlVx/4Qjf/EWUzkGVDUsUbAfSWZV7npFoSpJ4SuUNl4BluWisctM9rmFoGqVBweLGLLXFQToHHLqHJJalks6qfPjqKUojCZbNneQ7v2piImYT8uXweSIgVManTXqHshSkwtNtCiGXpMqv0RhyaB/z0DWRJmU6FEdCtA9Mk8hbIFQaa0u5/pI1pyyXp1JbLzfG4hYLZuUYj58ZE5PF0RyLG7xcuSGGS7c40TPTBFmIGIPjHganbFIFjeN9KhVFJuVFCjvaouw41MC1ywUn+tNIKSkK+phbZ/Pc0TSz60y6h/1cvtYklgwSS7rIZRRySFob3Rw86VBVJNhxWHCy36C6LEFxUGFJk4KhF4glFASSyZTDr3YUqCu2CIU0DnTMNFM/MZFF1S0e+2IfRUGb1322jsbqOANjft50qcnxbj+JVCUHu9Ksmq2QzAjiEypb9ynMbzIwTZO9R23m1ju0VMcZnoxiygKGBvtPOJwYhs1L3LhUlZKIwuUrBdWlNgFfkqcPFJFIpblgzSjxZIRDJ6N4XDA6GWXf8Qj3P+PhgjUZLlqXw+vO8NQBya6jpQyOBzjWq5HOeFg+O8elG7o41l3G/GWvOWW5fCXrqjhkcd8ehfl1Z8ZRg6aKUobj3bz+wiQel8O9T5VxzWKDvK3gUwJsbJSc7LFBwhsuTrHzmJt5jQaLmmP8cKHDnjYvD+81uXytm5wp6Rky6B+N4XG5KAkoHO20yeQl8xtDCCFo7ynC73FoqfMihOB7b03x3H6dx7ZH6Yo5xDOCoqIUY7kgQb8gl5c0VSnMqZV87d80cgW4Zr2kOAJvvyaBz6PjyDzTkwI3kpDPYSyeR8VDeZGgctZMX9j7dk5ypNfLq84q51v3lfB0W545xSqb50vchmRwXDCr2sLQVU4ORBkcC6MqCpblcPlKlcFxG58HmqpUUnmJ0BP8bouHa89OcHKgnNvvgxXzxjneHcbvS7J8bhpD9zMwJkimdVJZnVnV4wjFYXg8yqzqFIaeZvbSX52yXJ4pujpjCz0hBCGfm4AXegeSpzucF4SrtJWuw0e579kCqVSQxuoCK1odjpws58hJjeqyOJ2TYQwvbFwCpRGL2XVuhqYK+AwFv0fhwAlJvuDg81jMrrPYe8JhYBwWNhTwumduOLsG8zx/wE9FMUCaihI/LkNgH3LwuS1WzSvw0HNVHO5U2XZcwe/OEPTAqrl5pjIKOzvgoZ0Kg8M6QY/kO3eFeOvlNmPTLj5wTRxFE7zrziIuWpTH7dLpHzXwGCq2IxlJ5xmIwc+fCpEvhGkuV9FUsKWLA+2NfPinkzREJU0lKnUVU1SUBPjGW0N86iegqzqXrXEIegs8uNWidyxB1hREVoXYsr1AOm5CwWI6lePXO/OEPSrRUDEDkz6eOJTnxrUKtVEdITSe/7cB7ry/li17DDau9HHBJe84dYmUM1bip4iPAU9KKb8ihPjYHx9/9C8876fAvwA/O1Vv/D+hC42QS2Mi8eL7N/09sEPvYbj7t2TyCr0jURqrk1y8boyasiDzm/K01BQ4OVCG5UB7b4KP3NTOjQI+/8NivC4d25YMjpfT3mOhqgYVJQaprEqx4SaRtTnQDuDise0+BqY8rG+EuqokF7m9BP2Cn/3BwLJsbEfhwEmDW3/tkE4LogGoLAkynSjQN+owEs9QEzFZ3+rBsR2y+QK2rSJxeN3FSerKLSpKxollfBzqK6Ui5FAUnpkuHBzPMxn3oAiVFXNV3IbEkTa2o3L56gCHT5Zz229s9nfaqLKAIS3WL4Ldx2YaL3f2R9h5uIIdh+Ic6nChCFh73QRDk+Vk8jO9SPMmPNkrSFqgMtPfqDKooGsWQ5MpAB465iegRfBq0zhC0vHwV09tMk+ttl5WOE4AMJhOnBnN0het/SyHO77KB79VwusvMrBsgaYKvG6V1gaoLlU4eEInnpQc7LDZvMxNUThER5+Dz6Xx+ksmWdjSR/9wHfu6vfz4o+NMJ+Cpgx6+/3s35yz1ISUsm5MGIVnVKknnBdJScbtmzFUmYzqgcaIvyNN7TZ47CvVei6l8hrec6+X5Ixmifp159TYDYwUai3SaSx2ePeilobzAmy6fZu2CHLm8zXRC5VePeVkx1/l/29IPtEuyeRgad4gEHcyCRAgYmXDTNZjjD4eyjE3pXBrUaaiEx49N0zEU4IPXjrJgVpJ9bTVIqbL1YAN/2OmQzQs+c/MAdz9RRsHSCPpsAl6FeDLKhiUao5M2ubxNUSjOyjkmOw/Xo6qCwx3NmJZDT79kTmOWq2/89qlN5itYV08f08hbggM9L363zt+DD7/3Pfz2Z58gm0+y7H1F+A2bd59voJkKcxtsChbUhySDw24m6jzUlQvKIzA45ubOh1WqSgU3X2STN22eOagwPJLD5dIxXIKKiMq2QzlsB3a359i0SEOoLoKBFG3dOXpGLcqjoCiCVF6Sz8JDn+vHrfkYGIV0TuWJQyZLGxSCfoW3n+/w3CGH7n4LTZMYOoDD9+6N8NhBN5oikbKAP6xwwXyHen3ms01REvz2GQmkyeYLeAwQYsZspntU4DNge5vCvBpBXUWSvCmoK9fYfyJHMg0Xr5tgYcskP/9DBVJGCfgU7tyicu6FcVbOs+gccBMOOIR98KHXj3L/s0HWLjSZjJu4DZ2xKT+OVAj4MlSXjeMy4hw80cBr3njrqU3mGaKrM7bQA+gadJPMSFRVP92hvCC+/LG38bq3v5t0xo2UkhODgsYqQWtjjrG4xRsu72HZO5YhkFy1fox4uoiCpWLbHopq8nhcNlMJhb6xNEtaTNr7PPzq+QyJjORdVTWA5GCXyT3P+VnQqFAeSfLg834qoxZCwM/emaMsYrP9SIigD3rHTDYu0qkqVjA0m/KoQlHY4PwlXsanLXZ2OpR4C6xp9fLQ8wbL5goSuQx9o37Kg5KWCovpRDHHusKURAziqRgfuXaSpXNSfPXOKu54xEc4OMKsCjfvf5VKXXmCcxYa+F0Z0gmDXzzm4dwVOTYuUVk7V/D0UYv+CcHcahuPS+Wzr6viRI9FZ7/JxQtNUnkXzx2rpyRaoCeepOCAplm4dZOrlrvYvHCKoYkiMjmNqz+6gKrSFBsWWXzoQy/GO+i/c4pnca4ANv3x6zuAp/kLhZ6U8lkhRP0pe9f/haKAgt8FUj0zbkhbF5zL3h334HNbCCFxbI2RSTdD4wGSaZXDJz0oqoqUgrKoxrP7S0nlHA73SNa2ChJpA9PSeWxHM8XRHkqj03QPBTjU4WZ4fGab3XhMcqw7yJoFkqbafvxuD5dvOIiiSErDrVSWDjM8UUNTmYtHbFg8S6OhQieWKGBZkmJ/gNtuCrFkTg/HOyuY0ziEbavkCm7OWzmK162RynlIpDwkUy7yKEzlBL95TLJglmTD0jhzGxQe26Eyu05jbMrNZNyitnyIaGiEQ52zaKzw0DnqcN5yST4DC2YJEmnQlBTlRQqpjM6aBQVWLzDpGwmy83Ajlp0iW1B56MAQ123yU3CiGLrgbRdp/OAPWbqmHTK5PHVRP73xAjgFkgVJSPfS/vhXUZQXfy7vTzlTZkj/FmrLTYpCkkYnf7pDeUGUlDaxqLWUgydT2A6MxRwMTaH9gM7K+Qp722xsaaOrguKiBIe6dFprdSqKFbJ5gW27yOQciiO9dA8u5tmDPuZUK3zsBpvHdwUBQS6fo3cEotECj+812HoEWsotVAVWztPYsqeENfNjLGqJ0zngZc2COG+9fIIfP1TOsiaD9fMn2bTkCIdP1HLv1hxSKqybJ9nTFuV3T+i8+dIpDnWECfklsYRgaMLh4e0mG5a4SGQsTo5A34TDyjkqg6M2rQ0q85t02roLVBQVsbzB4YlpG0WRVBYLbtwQJeA2GJksUBopYDszLUYOdcD1mz2ois0jW9cBFrqW5tZfCRrKVdYv0FEEXHxWD8lUhCd2VjI6bTCnfow9bcV0DlvEUw62Ax/+8D+hqqe2Z9QrWVfLm1T8XgXkGbCHDggGA9TOWknXwFMoSLxuhXTWZiJhoQhJa8MIS5sjjE25wDFZ3ZpiKhHm5ICHibiFroNE4PdlMQw3bl+O/gl4ZG+Mdc0luDQNr1ty6doYybSbWExh22GFnGnhSMEXfmUzq0xQHFBZP88gnnajBW0u2rif2x+o52fP+KipmORt6wZwqEcWIvjc8MQBidfv5pYrewgFwiyod9M/ahDyC8bMAr8/aNFa52JqykEYJm5fgIaIgt8jmFMOs6Iq/kCOJw7A0jmwrDXL8c4I925zmNswwlsuKmVBk6CjX2JaLvKmwsHuDJesDhJLSFrLQ6SSKj1DWapLTdoGHAzDxm1I6itcfO9uP7VlHjJZk7WL+ilYITLZCJ39IRqquqhrfTO6/uIdbP+UM0VXZ3ShJxSYSqg0Vp0ZbkuqqvChN67l9t/u5NkOh+4JhYZqycpmN8tbB8nlNW65QEFT4cO3h7lgrmDZXIVczsWDz7vI5QQtdSmGp8CWGjdc2M22E0F2tLlxGTkKlsGqOUlue38nRztK2bKjgkhQouvg1lWm4l7ufbrA4HiBsxZpbBtQWLdIIRpQyOcl49P2/5tJrSkzuGixADyMTUlWzEsTS9q09fg4MSAoUSW5tIHHbWK4Eyyfp1AayuFySbqHKnCpOg9+pcD699lMp1N4XDaLmnP8U5EglYXb7gzNnGXaIxmcgGzGYU2jzvS0YMSXJuxzkU4Z1JVZDI9DQBr0TYDlCGxH5e3nFBP0G8SSJu+4/hgeXeXLd9bj1i0e21sgX5CYlpsbz3WfknN5f4qU/NeeYcVCiD1/8viHf+z/80Iok1IOz7yuHBZClJ6iMP9mVGXGOtx1Bn06nH3B29i39V9Z3BInkfZy8EQVjpTsb1cpWA6XbhjE4xJs2R3lzV9rwrIFQtgkMhkO9MK8Gsn2zixnzSnn6g3juHRBW5dCcTTHzuMupFLgjuezPHdS472XhqkpKwCluAxJeZHN0c5GikIaAZ9DdZGkNKzicys8d0RSGbERioO0vLQ2TOPRg0i8uHSbjUtMTCuAzJq097opmPUUTIfP3qCTy9v86GHJrpPg8wY43qMxNi1YOjvBdKIELI21CwcJ+pPY9ghHO1tY0gQlYYuhCZOHtmrEUzMOoELY3HzVJNsPB9iyK8isWkl1KZQXeRiezmBakr4RWFWRImdBZVGQgC9PIlVgRZPC0R4Bmm9mWhZJMp+krDh8yvP4F7T1iiHiN/G5JQHPmbFSDrBqw3vYue9LPLozz76TCpoi8ehQW6GTyzvs6DGxHFjWVEzUpTCVkCiKg2kWGJuE0kg1X7qjhN4J+OIvSjh7cYEbz7bJFLI01+RprJzmqz8rZWRKp6rYoboEfF6FgEelpsxB01LUVuQBh1hK4/z5WYpDNlM5m2eOWly70STkc/C4HdqHFMqLUpy/xmROfYifPejmyV1FrFw4yC8ersLjkpy73I+UkoqiGOsXWkzGvcyuAY9LUFGkIqWCRFBd5qAoKmVBh3y2wB1P9nPlughRv0b/SI6JmEFbt5/a8hiWFaGxUqEkmmdwTAFU/B6VjgEDs2AxMOaQzJgsmj3NZFKi2BoLZpnIDsntjwlEPsPYNIBg3eIEbl/VKc/jK1pXPsHSFkF795lxHwhw9jlX8dFP7ObO90piSS+9IzZD04JU1mIqoXHDRRMMjytMxDQaqqbwuGyS6UouXD2zov7sgTQhr0FJOMl0vISKiEnEn2IilafYpyAQLJ0dp7psnB2HK3n2oAvDK1A0hbhUqS12GJ6wcesmQuqEwyO4XQVaa7JcsDjI+nk5XIZFS52JbYPf43Duyjy3P+ziUEcxixpt+vsV9vUqTJpw2XwVEGw9OsTu4wUuPctDVVDH0ASZXJZkUsWyNTpGdXZ3pUmYDgf+rY+RyQm+9muDrr4ILbX9VJaoXHpWli37I3zw2/WURQRel0132gE0hifdHO32sbwVykOCHcdKmZoG3YDNK8aoLsnz6ydmesRmci4sy8C2FToH6lg2Z/Epz+OZoqsz6Fbuv2O4Jugd8lNnnAEl9R+prV9AwL2DupIMn3jNJAGtjnTO4K6nyzAVP5evmKJt0EBXNbJ5weKWJIYO929zUV0meGirQSZvcDwM8ZSHs+bn6O0rYsfhPPObM0wkBAGvRXVZmrkNCtk8TEyrM66f0yZuw8ClW0zEJPPLVJ47ZPLuV03xzd8G6RzUedslkqKQwsR0gVhSEgnoFGyVfW0GRzttYmmb9984yf4TxZRE8gxNKFimH0NxY9mCjpN+smaA5toUv9oyi3//QJyFsya47+kyJmKSfcdD5MwkilBY2OhQWaKx+6jC+gUF4ikXS+eMc+7KEfYcC/Hgc1XMqdepLrPo7FdoLnWIuCUeQ6E0OuNE1jEW5/N3zEOXOu9665u57bs/xG2AxxD8+gttVM55ofXWC0cCpv1ny/UTUsrl/9PzhRBPAOV/4UefPMWhnRIODwFC4NbOnAunyx1FlRaJtMGcugHuf7aWrKnhcZmctzpO94BOIuNiYNxAShMLgWULSkOCZc15th8Pct9ui5yV5obzcvi9CvGMh3DAQySUoaokwyMHFHpHbXYd9TM2bVJf0QIIikMT1JUXiKU09pwETRWkMnk6BnNsXiTwuX2cu/IwZUUpHt8bZVF9lkTKgxACs6BREskT9BfI5P5YRKUVdC3NgXaFcr/CsWE43AH72lXCAcngeJDicIaW2iST8RCP7Yjw3L5y5tRLzIJB74ggZ+b4p7f08MSuIBeunUJVCrhdWVLZDL9/KszIhEJZNIll+5ld7eedl3gJe+GbD/STyUveenmGpqJikobF5z7+Hja9/gvwH+5/0uFbH73xJcnjX9DWK4ZdbTq6OjNJd/3pDuYFoigaiYzNx143RHu/m3+/P0wspdI/kaKm3IXHZzMcU5ldrjE25dA/UsB2IJ6yWTZH0jVQRk2RTpFfsqfb4fkjGkd7Fb7zjjSWnaWt24VZAFWB+gqDdQsliYwBKLQP5njVpgSWpTIZ97FqPhzujPDEQR/tnV5CbodD5UXEEhXsaddYP8fA4wFDm2RkQmdhs8bwhMp37i+muXjGNCGby5HOCiZjHopCWRbMMmmpMkjnbFRlhOpSmx1H6kmmHWJJDds2cOQko3GTu58f50fvD/CR14+w7bCb2XUSTdXpGfSTMwGpUl6UJ5G2QBhEAzN2ahURADdtXVUkMhGu2jiJpsZZtvbTDEz+mN7hFBNxH599yxh6cMNLksdXsq58XoeBMY1I+NTuLngpEUJlxdw4Y9MhDnRkKYpoXL/ZxcO78xSFPNSU+ljclOPe+3xcvmmMdNYAZtoxOI7g3x7K8vZLykjngxzpmWRhfYizWor4p5sT/PQBF4ZmEA4U0DSb/cddzGtwURTW0VTBvHSay1bH+dff+Wmqsgl4JCNDUX54VyWm6eEDlytYuWp2H4xyrMvNQ89LFjZLLloD61sdtuysJBqccbZ87LikUABNhZKoTWm0gmM9o8QnfTQXqwgk6xaNUVacY++xJgbGdDoGXfjR2XU0wuKWHB+7weTVX/KTs9JYtkI662F5S4F0yofjSDQ1R2WJw9z6cQ61hxk2JT+6P8+mpQbVxRpZUxBPZakqVth7xMVbX3sWMvkYpqmgKBLDyOALlLwkeTxTdHVGF3oPPhcgk4OeYY13n+5gXiDFFQspKV1AXbKN3QcizK23kFIyMu7icH+au59O8vvP63iVMh7elaBjACQalREPkUCBGy6AB7fnWbfQ5vHtTQyMuJhVadKfTtGzw4VuGzyxtY69bUVUlQhSOYEQgp5kgVl1Dg2VLgJeBV0VZLI2Qc3h2i+7WD9LRVVgaMKhvDjO2LQHs6DQP2KiqAJNkQR8EPDZdPYbXLI2RUUkwrN7S5ldF8NCEAlmQLiZTmb4+RaVsxd4SCRdPLJVoBgau4/5mIpLBDNbbec2pCkJR6gqmaIk4nD4pJ901s9k3MvgeJA5jXFwgjyx3+bBPZNcuMJNcSjAiWEY2GsS8kouXeshGPRz7obFHO9NEIs51Eagpd5F4+L70IzAKc/hzCzOCxe3lPLc/+lnQohRIUTFH1fzKoCxUxHji2FWpc4Vq3R+v+PMONwOUFxaQ1nTVVid9+Bx21SU5OkZMugeFKxenOCGy2Lc+pN5xJMp1s9PkcuHGYqp5HJ5Ij6VL9w0iNsV5tIVeYYm8vz60QaKwwrV1ScxpZ/bflfG127uZ2SgjFRWQ1dnXHFLI9MkMpKisM2Hf6xytFdh8zyNdMZEQzIwrTKnUtI3GuQbd0VY06pg6CaP7PCQzihcuSnJrx8rorIkh+UYdI87rJ6tomsamjrTs++zb5hi/aJBnt0fpjzio3ekimxesvOIYOW8AkdOBimJzBSMY9Me3C6TXz6lUXDKeO6oi9FJDa+nwKr502w9UMqlZ6VQ1QAu3YPPA4IsQZ/ApSt88+1eBiccjvd58YTKWLCslky+QMGywY7hcXs48fDXqJ45AHzK+Wu09UIMioQQm4BvATozEzIbT0mgfwM+l5wxzxk6M9xsATy+KDe+5vUMtH+PyiJByKeSLwh8rhC2VIj64bwVE0zGJduPClrrTRIpjfpKnR88EOHkOKxstPG7HOoiklhaIe8IvvATeMtlJo9sr6CpSqWqVEUIlamERNMUGitjnBgQGLqkZ8hHyC/ZvGyCJ3fX8MsdHl63Lsn+NjdVZVM8vLOKgUlY0qDw5N4Adz/t5a2XaDy9L48Qgnl1BUZjGWrCOg/t8LG6VUcRgj3HvDx62KKxEgZH4XefH8Xrlvi9ORLZUoanCixqzvG9D3Vz/oeKKIvAtjabYz1l7G3Tue58h7KwYGxKMDAmqC6TNFaaSGw6ByI01+S5drPK2LRGzlRQFJsbLuyirX81U71FXHhhPV5d8q5X5Xjn1RmqFtyGx1/7kuTxr71mnUm4FIPKEkEuf2Yc4QFQNQ/X3fAODu34Mg8fLmdoUBDw2mw5lKS6xOL153v4we+KcBs2b/tSC5uWWZRGchi6mwNdGeI5wZ6OacpDKrs6Yuzu0XDrCr96pAS3y2F8Er72swYMDXKmRlnRzATk8GSB684boTRi8JYrC1SWmPg8aXKmgdfwUleqIqVDIq0yMa0RS0E2D5NxlQefD5LIWBSHVUzbxtBMPnGVi5N9GsURN4m0icelsmF+lJ5Bh4IFc+rgrGWjhAI5Dp0oZ2jCz+pmL4e609z4JcHROyCZgYDbxbfvLqfcL1k5P0dFkUU2ZzE8AY1VWSoiGqmMh+mUl6KQQ65g8ewRi+s26Agh+cVTMS69YDaLFyXxVV1M+/Z7OdzVRHE4zYYLPkGkaN5LksczRVdndKFXHjWJp1Qqi8+cFT2A977rjfzwRz9ibKSfUGAKVUlSX+1ia4eJROHLd4RZPc/hhnPDfPe+cV69zs/Zy+Pk8grxtJuxlIu3fRcWN6msn61QU2awrixELp9nx2HJ0LjOw9sVPC4Hv8/m1Zs0hCqZVXOC+gqTj/2oGZfu5WM3pLj7cT/ntLoJG4LlG7KcGJBs2S1JpBzmNyp0DkgUS1Jc6nDRuiw+j+S93w6SzgrWLLCYXQ1bdhWY21ggXwjidQt2tNs8dURjaXOSREyjrdvP1WdnqJw3xW8eD7KytcDi2SMc76knk9doqYVtbRbbTyQI+3R+/UwNbzg3wRUbhznRF+O3z0cp2BByuUlaAs2jkM/Z3HjVBdx0/UX/b1yrGhxKiqN4vR5aZr00F0wAB8iduj+5+4E3AF/54//3nbJX/hupjgoEDhXh0x3JX8eSFRcS9Y8Q4B7WLxqkpdbDjkN+Fs1OE4uHeb4LmssNLlxcjN+b5XCHyvlrMli2RFMVbr4wSd9wJW2dYRxHkEjBe7/bSGuFxfXrNM6ab3HHSRcg2XnUpnFaIZMLkM7nGBjTELZDbZHC8JhJVZGkujzLJ24a5cjJAD+6L0LQb9DVp1ARHWB8SsMswMEOlUMnYecRF13JAidGJJ+4RmFxo43XI1g1L08q5eP3T83m8o2dFIcnUFWd4z0lJDJehibyvOGySXoGw0COkmicW/5F0D4oOD6u4dIUokaUTM7hl4+VUFuX5PYPtTE06WHP0bk4lkb/qI4lk5y1yGQ64WbV0tUsWv2mPxvb53/1WRxHsn7ZbIR46S5sf6W2fsr/YlAkhAgD3wculFL2ne5t0fObTFTVzdI5Z9b1at6CFbi0m2g/eD+11ZK8olAWlaTSEssWRENxlrVOcMEahc//pBJFKcPvVVk6C/b15qmvUFjTKnBkjM/8OIihwc8/N8Dvn4lydAhKSzTqKwFsmmsHMU03RaEcdzxczJGTQTRVcNXmBJ/8scna1hznzle57pwCK+fAIztqcRs2121QUF3D3Lc9gIrgSHeBzmGFnCWZU+nGK71IW2Loks4hi0Quy1suNfnGWQlu+20pxR4XDzxbxrkrk7TUD7FkNMe7v9XCBev66RsLc/sHQvz0sTy33Z1nUY2PZU2CFa0jHO+uIJXV2X/SZOkcmEq6cLumsB2Vo10G1aV5vC4H27EJFTcxZ+3XmPMnY3vBFZ/F74oTLZ2LEC/ditSpvGa93JyibcdGVTROQRvPvyvCvYpo02d5ZP+P0ZUCR3pTrJ5bYHmzl4ExD9GgTlWJQTQk2XO8wPXnpaguzbNktuTnzzhI4HivwrzqYvYMCTK2ZPsRE82w6Bi3WFBrYDgqUKCuws1de3IcG3aYVeemvdNPRXGei9aaPL23iMaqHM3VDq8+/zBTcRfv+3oLm5YJVrZaVJcIOvq8xFIqVSVxnjwqePiQzU1n+Zhf7SaRyxJxbKpKssxvzNPRH2JOvYfhyRzNtRrf+VULF69NkUhFWdAI6ZzCgZ4xpO3lhs+7iQYCXL/WIF8QdPZLls3toH+knOXzhvnJ/WG6h2bO1e07niESFIDgwtU5+sZTjE6HaKiNsO2Bn/7Zdall5bcobooRLW1FVV+6MudM0dUZXei96bIczbUpjnUHT3cofxW6rvPWm2/mNz/7PL1DBhuW2Xz0tcME/XU8sN2DbQmKAiohn0pdcYBH98OaBYKJmIHPG2MkFWV5K8QTNsl8DgUHIQzaeyCTU3hufxE15VkGRnRUTRAO2kSDWe59toF189NsOaJx7yfj6JrkqwnJ7IjCktnTtDamODIimBgrx61BKqNQFBZICfOaJykvntkaNq/OYHDS5kiXw13bJYuq/URDFiG/Tt6Ewz0Sx4GAoVFUKRifgmf2uPF4JGcvd+H3Otz+QDEr5uh43SbPH3KzdqHJw7uS9I2G2bhQIESA7uEpfvqIn+VNPtbMDuFIST4H152zlNfc8N+tpxVFYfHC2S95/qQE89TN4nwF+K0Q4s1AH/BqACFEJXC7lPLiPz7+FTOmLcVCiAHgM1LKH5+qIP6Utr40d21LUFd0ag0BXmoURaG+9Q2c3HeSXUdiLGie5qwlJofaynl8V5Rn26CpTOBIhUf365w9v0AsKWjvU0mk4cFdkkiwj3df7mNFKzyww4XtCBY3KzSWaxw83szchgRbD7rIW5DN21SV5oinbXKmzuygRteQQ++oZHhS4nYp7D7mYSrh4dXn2Jzsl0zENCwrQl1Nge/eZ+AOGvg8Crm8zdJ6N7pm8fROyTO7HGpLBWsWaIQCBU4cDTE6FaSiOE33kAeP20FTC1SXDXKyz8uCllHSGZXP/aiKlY0qbi3LquYcdzynMJxUGY+ZrJrt4uzFIfadCPKzZyLc+ZiJIjNojoZPF7SPLOHH33r/XxzbdUtfel3BX6etF2BQdANwj5Sy74/PP62r5VNJH631OUYmT2cUfz1CCGbN3URsqo9z3E9xdDCK221RsJK84bwRIpFJdFXg2C6uP3eC238XJeAVCAGfui7LrOo8mYzDgQ4v125OEPDZuHSJ5SjEsgoP7zFZ2uLQWJUm6LMZSluMTquYlkQ3NManHd56m81YXOLRLZY2uZhKGAhFZzqnUO6VaJrgjmcNpF9y+zsm6B02ODkQZnBK0jchKPbDey+KsWpBL88eCPOLRxtB5GmpMrl6tcmj21zkHZ1Eyk1nfxE/e8RNc2WSV39xHrYj2fLlHgp2ES6jwOYFku0HdY73CDQtw/5uP7/cbXPuSpWt7YL9HWVcMF8wNCkYjpu86XIXC9d98y8WcnW11UD1S57DU3zNelk5RfsCUZAJZjbSnVnU1Czm11+4nC1P/p4th1UuX2NQyEtURcHrBpcucBtQV66iCoN0zkFVJNetK6Gj38YsSKStUWSkqS52z+TZEgwnJFZ/nnee42J02oWhK5h2hoKl8YstHl69JsXWE26O9xZTEtb4zVYv7aMmFVU+VKFz6XqbybiCEA6aquH357j1nkH8bslAPAdGhCcPZdEErJuf5M6HPBSHwJRu3G6BJhTqKtyE/A6JjIlh5Aj7c2RNgcctaCgpJumDi5bCvz6SwqWnyGZtQm4ve44F8bpTHD4Z5liPim7kCHk1LMfh0vXjuAwTIU3mtsTRKv8doXj+27iqRi0lFS/dZP9/cKbo6owu9EYmXdRVpOkfPXOW7P8DXde58U2f5+vf/QiJXB8f+ko9GxdnWdysUhYUdI4pnOg3OdRrMZm0+dwdKlWlaepLdY6NwPFR+NFbHGrLChzoinP/LhgY05lfGaGmHIqCBvsNBZei0D0kSKQUgm6DXF7j/k9P0zcS5KdbNLpGNG4+b5g3XDxCPKUya3ctSrHO8b4CxVEXjpSMTuYIeg2aao8xMBqivryE0ojNM4dm/sCXz4VFzSon+1UMQ7C83kZmLVTFSzbvIEWKyZiKFTfZ2Z7g4nVJ1swPIqTNib48J/tcGKrBTWfrHOx0Y9kOHcM57ny0jNEpndeep2A7Crc/leRfPvUazjlr/WnNnQMkT5G4pZSTwDl/4ftDwMV/8vjUNVX6Pwh5QRFgnGlTpMycfWhe9s+g/DPjw1niSY3uIT9VJRkumCt5dL/CfXs8XLwEECqjk0F+91QOTXXzzOFRLBvefFGei9dPkZdF+P06DeU5Al4dr9uhaW4BbwDe9m9urtAs8iaMx3VA0DNcYPNSjW2HJOMx6B42uPXOMnwehaoSh0TaYiJpc+FawZpWh59vkVQX52kp92E7GtMJhfm1Oo/vzGE5UFUGcxtUVJHn6rMnONZZw2SsFCkD2DZcsLadsugEv3xkAdsOBZlO5IkGDIojKstmKZiFCO8+L8cvn85iC8l4PMuTezU+fkcpveMCWUiAZlDk1bj2qvP42keuPc3Z+2/aejEmRwAtgC6EeBoIAN+WUr7k7Un+J4amHBorYXTqdEXwtyOEYMX6NzDaA7eV/4zppOB4XxkdfX6ynV6CPklTdYrJWASfV5DJFljaOoyq6NSWOfjcDo/scjEyGSRj5dh6vIRcMkCp3yTgUplVlaJzxM/YZJgHt1oc65VsWKij65JU2iESCNJaG2RRQxDbsWjvjeI4kpqoQ+dAgdJAioM9PoamDLpHNSJ+i5YqhcriAolcAelAWdRGCGipgY2L3PjdBnvbanBpKv1JybVnD+A2JG/+Uj2/fnaKd1ym8dpzJckspLIhmio8vH6zj93HdKSa55bv1rKoTqexIsk7z/fQ3qXjKii8anUa6SjkYyaWs4RF6995utN3Sq9ZvMyconXDQ86MMxk/A1wx/gLXXX4eaxaUsPzR73Kkx89kTGPJLIkUKSbSCkd6ZwqmVNYgmRH0jWYIGBp508alguMILljoIxxwKDg66xbkWHrCYEmzzZwqh1w+jxAmZgGePWiDqpBIu/jiTWluv09hTxfsGlCoigiu+kIzQsDnrjZ5dj8ois2Vm8ZZ0OzigZ02VcUOj+wysa0cc6r8PLI/y1XrwbZnjBG7+zwMZ7IMTwvOmy/Y32by0bd0U1Gc59ePhQj5KsgXbCpK4aq5FoYmqC4WPL4/zTsuqsDQLL792yrm1hpoappo2Kaxwmbz8jTprIOqahh6ntpqiV798OlO3RmjqzO60PvDNje3/rKSoiC88ZbTHc1fjxCC973jK9z3xC6+8skgG1bM7CP++Je/i3e6j5h0mFdn89SRApMpF8eH8tzx4QgfkTbdQzrfu8ciEjD4wPU+Ymk3Dx9RSVgW4UiaZLqYiE9SFo2hqWFGpzSko9I9qDK3YZqHdqqUeVy8do3NrmMFDrQ30Dngwe/SmV2v01SpMTBWIGM6bD3pYJo+WmcFaK6NkTVnXAmvXu+mOKrjc83ss55IChxHkMtprJijIbA4OWgSDqVYtyjJF35eCwgW1ivUlNlUlrTz1B4PHb0V3L3Nwm1I3n+VxYETXjThQlMzqIpKPCcJeAvkcdM6Z8HpTRozszgF58ybPXyh6JpBdaQE75m1oPdnzFr8cdyR7VTKABfWz0cIwYZtD/DOzz6K7rE5d96MBbzPm6ayLMGB9hKaS4vYsKTALx/W+J3hYW5DgYEBL88mDRqr0jTVSQSC5c0W5ywo4FUUhsYNUjmJEJKW2gLnrhomlQmz85gXX1hQGdApjShcvrGHPzwf4OGdfh7YqbK0Ec5pVZBmlGg0y0Q8wMnBHAFPlq+8M42i5hmeKCdvgqq46BhUeX6fJBx0s3p+jsm44CcPFNExqlEXKUICfq+KZcOs6nGqy/LsOFxDKi1YP8dNx6DNY0fBdCCg6iBsQn4v2VyaskgZb77m9E6e/Af/RVv/q8nRC0ADljEzkeIBtgshdkgpT7zIMP8mbFHC7b+fxKXDKezq+XelrP4N+IJzqCbFyvM2IYTK3r372fzmryJliHdd4qe5RmNwzOZQeyV7ThRorrGorTAZHNNASvxeF6Kg8/X3jtE3pvLZH/uZjAWpjsLQpEPfGIBgdp2KlCq5nEBqbmorEmxYNMW2oz5aG4eoq5jg+s+0YJka2gkP77p0nF9tKeHLPwuDx2ZlvUXQbXDBigKjGYtzPh5k88K5vHo9OI6Dx5tiOh7k3FV9rFmo09ZZTWlRgi+8dYpHD5Zy0UoPmiopChUYmyrCLMBUUgEcNiyZ5vsfHWbP4VZ+8qSL8xb4aOvOo2uQzLm5aPUkdx8o4isf+h+PZ/9dOcXXrJeVU/SKFct516d/h5SSCy7eydKlq05nOH8TtQ2LOfeCT1F+YoTzNy/HZeh0dvXTsefzFIezbD0UYnxawWVYLJltc7JPQdF8dI/kOHuJoCSskc7mqasY4G3fkgxPQk20BKvcxueF6YTCyKSKWwO3S6OjX6OtR3D5xkFqavxUniihNlBgZ7fO3Aqd2x4WuBQH31GVN145zeGTUT72Ghe/ezJAU1mGrW0JQu4UP/2Anx8+amBLQdQrkFLyqvXT7GsP8vqLB1CEw9N7mymJTnLFepXv3pVhIqXQOezgdwsuXCW5bqOfb9yjIqXE703yy88fRdNU/vnOudx/WHLtOSagEPRDPKlSX5nEXfzy+AQ9U3R1Rhd6JUWSz507cxj6TEXTVK65cM2ffe+jb38dt33967SWq/xhd5b3XBqkqVLw1m+O8fgeN8L2s6zRJp2CgXGbZXP6Oda1kI9dIrh3pySRNDh7WYLdxx1uuvIwhqbzrV8v46fPKJRGCjRUu9m00MuP7jNJ5yDsq2RoSgEk/hKYjJl43DqO46BqBRZWguNoPLmzmqJgL2sXKDyzL8zGZUk8LotoII4tBY8dLmdNk8rxHoWKYpuyIonXU+BoZ5hZNZKNCyUHTkjufVrlpksU7nq8FlWVLF8Q45c/sgn7bEL+HJatoyiSRXN8PPK7aXbdBb/9/EV0fejK05Kjv4hzZp2z+WsI+3VaSkwMXeA4zinvlfb3QAhBTf3aP/ve/CXnEw1vpyhkompT/Pp5lft22my9VednDxeYjrkZHXMzNC0p9ku2HxdsnGfg0sHjLtBQkeWjPzSZW6Pzldcn0TWNj3wngsdQMHTJOatyf3TQtAj5VC5f28dkrJ5sXkdVFMqLLCqjEjPloJLHFhYedwTbsQn6clx/7jR3PemlKDxEQ1WGwx06JwfKqC5Ns75ikq0HagkHHaaSHhbP6WHJ7F6+9otG6ksy9I26QcL4dIEv3KUwGndzbkuaoFcj4BGsbNUY3l9gKiUoiQTxpfK4dIPVm1fy82+8/TRl6X/g1GlrgJliMQ2khRDPAouA01Lotc6Zx2DfszPNjPcdYMXSxacjjBeNP/rnN9JLly6muqKCRDJOOGzy0K4UbqHRXOeisljll08P43WrbJjrZToJTTUGb71iGK/bIZ2HPT0ZplMhBiccth608bsks6t18qaKENBYDaUZA4hyvEeQSpmUFY9SVZamqiTH6JSLOfU+MpN+5pXkaBsWHBrQCXoLrKqx6eh3kcgEKA053L9b0jedYMtXnuVjP2rCbXvYsEzQO2zwg9+FqSkP85oLEqyeo3P/VskFK0FRdGJJlePdebqHIGM6fPzmforDJpad56w5GmbBYc1im19uy/LYsx4Gk3PYc9fHT0+C/if+U1f/50r5meQUvWzJCkbzdzOZgV/d8+AZWegBNDQ00NDQ8P8eNzXWYE3NIT7dScEZYXaDwKN78Xrj6JpFIl1MKqBysFNyzjLYc1zF741wz+cs3vaNDE/uUlCFF0MvMBZTWTJbIxiwifhVMjlIZzWuPX+YuvIqFtVJCpaKzz3jrFwcUBiYkgT9cM8TC3hoR4LiIoWePp2C5cfjSjGrIoLfY7KiPs9DgwaVJQ4n+nJkrCKyaYlZgOmUxhd+6kURXt7/ai8tdWlWBk0e32Mwp1YhlhQkU4K3nK8xu3aaebNO4PNa3PlYCfu7LKSjsr/Lh881yMXrhxmLVVDU+ofTlaK/zJ9fr/5XbZ0uXZ3RhV5leQmqMo4tC5imiWGc2n5pp4twOMwXv/AFAG6Kp9h8zccJeATvuaKU8micimgYgKtDgpGpLN/5TRPRYAHL1njVqgyvvzTGb5708sunVUZS5Xz8ei8lIZ10waSyKMOHfpTng1eniad1hIBIUKOxWqEoqOJ1C4YnLBwH2vst3nVNng/9VLC4xkU2X8JTu4IYWg7QONjuxuexeXpvCWsXCRZWeXAbJq+5oJuJeIh0NoSh6sxr1JmcLubKdTA2YeHzOfg8FrGkB1WVhANB7ni/Q2OVA0LSXOtQU5rG57HZclBlPOnm3E2bTls+/hvSAfvMaHr8t/D2m17FV775S7J5yT0PPcWrLvtvO0vPSLweF4/+9p8BMM08jvNhLl4myVsxVIJICT4XDCUEV5yVpGbQh6YVsB2NSMjhtp8HKQ5ptA8o3ParGD5dJ2cq6Cp43fDN3wYYi9mcv24IRbNZt3ice57U2XG4nD1tRRQKGopQOHtDhomYn93tg3QNOUS8GjddNonXbTM4rnD776u48uwpPndHkItWFKgqMfC6NN7xqkmmEn46B70MjkVprMxy/jIfqpJjOqkyGdeIBHWGplSSOYeSiMTvt/juoyqb50qs1BgBPKTTEbJmAZeh88E3XfR/jNrfmVOrrfuAfxFCaIABrAK+eape/K/l1VddxQMPPYt0YMsTd52xhd5/RQjBsYdnhtW2CyQ/+wHau+DJIzEWV3nI25J8xiYYVCmOZHjNBT10j/hRNYVP/cjLVUtCdA0maapOkc0X4zjg1gXZvCQSsDlvdQd72srZ1xZBVRSGJxze+806Uk6cbUdMrl7roTSikUxD1xg0RpyZrWRj0ObYlBfpVBRpbJgL4UCe3skg//5YDe+4DLYdynLnI7V4XDM3a6OTcP4ng6xukOxsg4YKmzXzARTSOYntCCrKLX77RCNfvyfEhlbJJ26cpmvIZt/xKGc1F+ifsHj9NRecvoT8Jf5cV//nSvmZ5BTt9XpBmclNIf/fvCvOaGYv/yAAy862ufW2zzE4OM2sBgszpzA6aWGakrZBULBw6zoHTzrUlls0lfv5wHVxBCm+/7sSjvQUaKyAefWCZFZBCDjZD0/tasKyQwgxY1QUCtgEvfCWs6FnSLDnGPi9BRpqDNCzxLH47gdO8OC2Ykr8fkqL+jlvFZzoDVFT6iFrFrj9eUlTkcN7vl5B18TM31xFkeTeZ9Jcuh7m1NssaMzj2DoFS5DK6uRMweikQufAQhbMyuPVC1yywuCylYJk0sfuY9W0NsaJVL3MGtP89+vV/6qt06WrM2+q/k9Ys2otr/riOO/+wRQdJ0/LJO1LTjjk58sfvpzSkCQaNFg7DxQxDTJLbVmaQsFNPOkiaxVI22O0NMT43A+jHOlwcfVqF3qhitd+rojzVx3n+S93MzXopS5UhM/wcNbiPD4XpDI2QwlBwKcwNJYjn7eZTtrUlwu2HDaIunWWNCnoqkr3sMLCllGGJ7Mc6oTDnSrDk4IjnQJdK7C7zaSxOsnyuQPEkoKM6WLfcZsDHSpHuz0Yfo28VFAUOHelpK5SZ0Ur1JbPNGrv6J+xrp9KuNl2qJgPXGlyx2eWEomET3cq/gQJTuE//73COH/zGkZTCt2TCs9s23W6w3lJMAwXK896Iw3laZAOBdshnXcYijksaEpSFs6Ry2ssnROjrd9kaMzNlRtUqsuhPw0d0yE+cGMS3HDWUp2l8wyu3aRx+boeDrWXsmCWw9b9rTy02yCesrlgdYpXnxOjrtxEVSCVFVSVVlEc0EhnNfpHXDy3v4QLVsdprs/y5L5Sjva4+MMOSTwDx3sjRIKSlrokhlZgIhbk6T3FdA9BeXGCsmiKbG6mVcubNgT58KVRNi6F85ZBYzmMTjtMJPIkMhlsKZGqn/LKUpbMrz/dqfgvyBesqz8aFG0HZgshBoQQbxZC3CKEuAVAStkGPAIcAnYxY2505CUM/n9FVVVcusBlCKYmM6crjJcUVdX55IffwfUX5lncCLGMZP2cCC0VQVQE1ZVpFs3K0TEq+dG9Vaxo8uHSBemMzrYDpRSHVEojNh73jMvevnaTL9zeyEd+5pAyC/SPFlCEQzSsseOYh7DHRc+QQi7vMBm3qS+Ci9catFZaOLYgEhJoikoq4xAwHFoqBT0TcOvdFVi2IJMVrJ2fY/NSk+pSi2xO0lwiqC/RWFAr6OhX+f4fVBwHzl8Dr7/E5s0Xp7jqrCyr5+ZxuyQuw6G+IsucugI1US/3fjLO5nVLT3cq/gsvXFcvgP9wioaXiVP02bMEG+vAzJ+5u7v+N1RV5Za3vpOl87z0DnrpHvLhcudIZEARDktna3hcKp3DLp7Z72Vg3CCV8TI44cHrggUNOsmMQySYYk5tgnkNKc5eniWdLUWKLJFgipqyaRors/g9Dvt7HO7ZLwkHbNAkAcOFki7m5vNyrGxNMH9Wkt88WWB/m4egD+Y2qhi6oKFCI+SVVIRhf2+Ko31prtyY5dNvsFjULLAsF1+/08XPHxIURfpQFBuh5PjML/opOCrRkE46p5PMGLTWCObUwCM7szy6S+GaT84mWv0yK/RO7b3gS6arM3pFb82ac/n4q+4nkdIYG25jXutL5uB7WrnwgvPYvGkDHSeOsWv7H3ApvZRECuw8JqitzFBbodE+mOGb95i8YbPB4KhOfYXDzVfkiSUFO9pMtuwp4fCJEH1TEkVISqMpZlsm7d0uLEtSSFqkUjn6Rmf2Sq9bpOL3ajx5II9fsdhzwqa5PE9dhc4Dz5dQV+4jlk5RUZRnaNyDx22zuHmUhkof9zxVS/eQ4KyFGaQwKQp5KBRsjvfqjEzB6LDgd1v8rGhNM7s2y7P7PHjdEguJW89SX5HFbUD/qJfhCR9X3vja052C/4IEJ3e6g3hJWT/fwW3YJPJn9EfE/8qsliU0zfohmentpKztUDjEQ8+HmdugUV89TXHYpn/URfyPvYRqyhRUVfKpWSqWI0ll3NxySZrHtgeZ3+TGBgQ6qYyP4bYolu3wiRtSHDiZYfXCDD63xOPRCPncdAw6bD2msmaOxmUbMjy83UVlsWR/e5iRFFSHHBqKbMpD8JNHNGRO44I1HiIBm+JQhuEJQTTkmTkjYM1srS4Ku3DpaabzNgc6PTx6pMCsCoGSltiKoKG8HF3TiedAUyT//pWbT3cK/gIvXFsvxKBISnkrcOuLjepUUV2V4+JVWXZ0nPr+ni8XPMG5XP3af8NVvYd9+48SG3uOluoUbQOCnceK+MgPXWw/5qNIs2mqBBSFVEanY9BGAhsXezjQbjKVhkxOAhLF1jneZ1EZVgl6BQWCvGVziOeOzDjnProni7SgrkIh4BVcssbNRatNyiOC9t4C4zEPZsHmrDnT7DkWoKlUcqC9iJFJH9sPJzh3hcLhHoHL0PjM60epLHH45i+K2Ncn2Nc9zY7jHm4+14cmHJ7a42d2ncnKOgO/z8XWgz6CPgtHSlyGpHLWma2rF8DLzil6TqPD1ZtzxNNnnjHfCyUcKeONb/sq+w8cYU/bMf79zmcoK8qxaYlDJGAy5DEYTdrc8YhKaRgKBQOPDoc68+RMqClV6RoIMp10WD63gCPBpdu4XFlKo5DLKzyxS2Fhs8lzxwUDMQVVKPzhuM38GptlFQqpoyF+s30hZsJLQxnUVSqks14Wt0xyz5NFSCn5p8sdHt9lc9bcMDYFzpqvYloKjZUzDqLhgKC2IsPAaD150+I3WwRp20cibSAQuNxZPnynl40tkrKwQjrn4Djw2ms2n+4U/AXODF2d8XdxhzoEE/ECFvvYfM6rT3c4Lxkul4v5C5Ywb/5istkkw0MjCO37SLpYObvAP/8iQnMVdAy7qAlJ5jVkcel5yosdrlgP3UM++vwGIU8WrwFVZaPkzVJWzVfoH1EZHC8wOKFTHFZYNS/BsS6N+ioHr+pQUqQwt0bD59FwGYKnD+p09se4ZF2a5a2SiZiBoQd44Hk/Pk+enz/vcNUyk5b6UQzd4VhnFZYBaxfEuGu7gk8oFCzB5uWDAGw71IhpKdRVmFy5aQohZm5e40nwug2sQgHD9TL6U5US7FfeSt6fcqAzwa4TSZY3v3K3qAIIRcNXdBbnX7Yeq5Bi2foJhjr+ha/9uJlsXuBxSQSS3hH48UM23WOCS9dYrJ5jI5AMj0ksG9r6LSKBAt+/dzbPHtVoiJpYBZu2rhK2tkt++aSXNXPzfPR1few/3khXv2RVs4Nt2TzwnIt0ViHodThvlYfusRzdfQpBN9x0yczETM+gSnmJyeS0woEOwciESmO1RCJZ+06Tmy/04fdCfaXD136sE884XLxI0D3gsKhBJZF2aFRnzl/8bv8UQlFRlZfh7PcrXFtr5mdoqo7hYJ7uUF5ShBBcunkFl25eQTxxLbY5wTNP3kVz6QjxtJ/Nc0yOdeeZSCg01ziYpkZztcC0wetSyVkggJ4YhDygWgWiboPOmOQDVwjauy06BySt1QrDCcnRYcGSKsncOsjmHSbjDm7dhYgWKItKDp/MYTo2V1TZLK4rcPE6laKgw8+eSCALOl1D0FShEQ7olEZt3C7JyRHJZHrGaKEiJDjU7hBPK+iqQiylki7Ad96/n5A/j6rCOe9dgNvjsGBNMfOKT+vw/3dOoa5ejk7RVUUaDz4boLLE+nu95WljyeL5LFk8nxuvuJxMZppv/PAebGUb152tsXKO4F/u8bKwUfLtewwc1Wbz8iwHT3hJpFQ8rplm6P2jkmjIpjScxrFDdPal+NF9RcyuyxMNCr71Jo27n5M8cUyhJOiwdo5CfUQQ9DpsCAvufAhyps1n7tQpCji858oCQX+ekogXt1thUUsBr1shm1do6xbUV2r4PA5SCuordGoqC9iOwkRc48CwIIvBrq4sa5slz2yDgpnnof0OjoTXrfFhmg6z6ipO99D/d84QXb2M7p7/NuorTFwGtNaNn+5Q/i4IIfB6gzTNCtI061t0H/gUBXsv77kqR7E/zJ3PaKS0OJdtHuf6fy7BslVaIkEuXT/F+kUSTQ3S1mPy6k8HuHyNwup5OXYdN3iufZzcEZNPXV+HJMREIo8jC9iWwtuvmuaOx8JE3A67js18UHh0ePagzhXrba7elOeZAz6iQYvGKpvecZ2A18v2w4KAL8GxTg8SjcHJGIaAZS0qqqKw9WAFQlj43AZ9I3l6h/ycvzqGx+WQzrgojSrYjsW73v8J/ukTH6S6+qXvN/SCkA7Yr+wbtWzBg8vI0jd5Ru/ufsEIIdCNAMVlAYrLvs7643cyNfIc9RU+claeOx+DiKIynhLsPmozMirxeYLEkzCvKcs1Zw/R0e/iWHcNds6hZ9jkpksyTCd8hINeTg5kGZ/08JVflDA0KslnFVYvUJmMQ++wZM0CFwGfQiKtMqvcRUsVCBwyWROEQNMNUpkYm1fEKYmGeXyHn188rKKpgletr6SqVCXsz+PSNT58RY62fpVXr9V5creOdFTyhTzprE33WBqEipQw67z3ct8PPsLlZy853cP/n7zCtXWoq5qGsjT727ysvfB0R/P3IRT0ArVcdd0H+e3vHmb68BZKIwrRiORIp+B4r2RJs8LRUTg84LC1O0mJL0YyU8zsaoXqcsmvnjeQQrCqVudEr6Bz2OZQj8WSZsl4SrC43qKpUqWlVuG5AxZ7u0zWz3Oz0G0S8EkM3Y1iq9z4zQCKAEsXNJTZPH6swMevzmIoftIZm+KwxcGTURoqHJbNgfheFX9llENDCksbFTzuAo8dE0SnNHImHOp0sarV5OFnowzGDRLDgvvu/VeinoupqH8ZJfgVritXYC6IY3QPn+5I/n54vW683gr++RPvZPvelezd9yOyhQLffu8gP7q3iWhQ4aYLE/QOq3T3gy1zFAWhf0TBsiV3PwmXrtfwuHV+9EAJK+faLJ4NpRGJaab4ylt7+e2Weu7d4eOCxQZet4nfk0M30pRH3ViWxs4OA4/L5vqNNnMbdLYddagqhnxBo6kqjccd44FnowhhsWH5AK2zxnHviPKWWxuoK3Z41VofK+syjKRN1rXoPNlm8vvdAQyRBxyW1Om4VIVgUOVXv7qb4x39fOy9N57uof9PzhBdnfGF3sJmh/dcP8mWPWdW0/RTRcPiL1LIJxnqvJNL1u/gxgt6KQpZvOe2Jo71KuQKksUVOruPVlBRbDIVB59bZ3F9hAWzsvSP6/SMCEqDAQanp3AZBumcwuw6A8uxeOLQIK/5QoYr1kZZt1By+/02iUKeYr9Ca22UB54XhKMJHjqa4ePXTNM9GGFxo4ZlO/QOB1nQJLlk/RDpnOC6zxUjpaB3DGZXS7oGAyRSDqmsIOAVGLrCv/++holUlsYKNxVFOuPTeZprYpgFk3wujl1I4Q1Und5BN+OP0nX/n87ZTpy2WF4iSiJBDo/qaK/cnTD/K7e85XXkc9dwsu0Jutq3URlKMjQOLUUOIY8kmRZoCrhdKt3Dbn5yfwWKWgRIysMZokGLVfNNJmI2wxNeBJDOwsmDUdwuScgreHSXRVlYZf4sD27DYWLa5uDJLJrq8JrzTXKmn5wp6R/R8HjGuHJzD9IROHi4d1+IqckR8pbNV9/chKJAzlQI+hzmV6sEDQXL0rAsKBQsppMFnmyL4fMEKPIaOE6B6ZTJyGSc6ViKroFRls1vOt3D/l+19YrTVXGkhO/9No/Pm6dQKKDr/1gCu/aai8hevJlDh3bx7PMP4fUXOHeZzl3PT9M36SGWVsjLLN39Fq/bPMXs2mK++NsYuQIUHANDV8iZKhVFCoc6C8TSgpEpyS0bcqybb/HEzjBrF0B51MV1F/QzOBYmlnKzcamNy1Aoixrct9diYhSstM4NKzVWz5ZIHKpKMjxxCIojIfYc03h8dwrbYWZpERiblkwlIW6qtJQ4lAclP/59HXc/rlIUUvjgVQqHu2w8uotUfJiCmWd0dJSqqmrE6XYufoXrat68BfzgV0dwuxy6u7v/zL3yH4E1y1awctEiBgeOsnvH9yiuHOVfflHKwd4wddE8AV2gG7BgVoGacpun97pRVY3HdvqpKS8wNAkXrZnpQ+g4UFYcp7IkyayKSRqCfh7eO8FXbh7l4IkSzv1wluVNGUpDAW5//yi6EiUaiuNzGwhCTMRsAm6L89YMICVkcjqKCPLQdg9v+fIiolGQCAanZ97vs28coGfAR3t/FUVGhusXS/b2mCyq9mI7cKTbwusGgUlXzxCmabHnSCcrFjSh66e5hDlD7gXP+EIvr6/ksR17EIp1xlrBv1h0V4C61ncA7+DEng8g4m14DZ0llQZ+j8JIQlKQBf7wqGDzfNBUSGZNvvEbjTXzFC5bl+LKDXF2HCkinpQ40kIRKgVTIBydqYTENgtoqoHhL3Cky+I1a0JoqkI6A7/Z7iYWh+89EMFxdC5fJigOmRCSdI4ozGmwsR2B33CwHcH5y2O0Nuo8f8DD88cUTNtkTvnMVrInDzosa/Rz6KTFM4emOW95irOXOAx3/IjCUDfprGDu6m/i8f8lh9q/D1LKl9FU7UvDx99xHYNfuJPysMLgyARV5S+3vUgvPS63l3lLLmfekstpG7md5I5DeAxJPOtQHACfV3B8KMcfDqR41coATeUmLkPlsvUWmZzkaKeXE4MKe7pGWVQ/0+B5MmlTV6bQUCF5eh84jsS2oXvIonvQxLRBEQqHO8O01ORp7/MypzbF4jkZNFVyqDPCQ89XURQw6R2ywXGYToGu2hzqMnn6yDivWl+Jz5tixdwYmlpEoaBweCCOo7hJ5U38qpt0NkdxwM+d9zzL2z79Q5AOj/74Y5y/fvFpHfNXurauf80tpBMfI55Q2bXrKdatO/90h/R3x+Nxs2rVBlat2sBDDz9M59Et+HUXraUOi6sE204oqLhIxML06w7nLXFxuNNB2g5TyQJhKakus/nnd/Tx80cqCfoETZUzrovL5w2DLKJ/TJBIKxSsAvvaosxtMNFUgdcN65sV1i2UnOiz2bi0gMSgbwR+/5zKuWum6BmKUhERTGRyhAwPHo/krg9n+crPXOiaA7kYUV8Ij6FSFvWgqDoKDjiSuhJBPAn7D09Q5Loc1dQ4OP4JFi9dd1rH/JWuqyVL1/Hld36F6hKVbdt+SUPDy64LxEuOqhnU1i+htv52du7bSdmDv6auGDYuHudb95XTmlVorXVz6KRBOJDHpduURh2kJhlM6XzzbsmSBodrzu7i1rvKSJtVqGYFLl0SS2TpHZVMJRSCXo2DvWkMT4i3SBVVqvi8WWwZ58cPB1nU5PDJm47iyADDk4L3fD/JbTcX09kXJmeqLG0SpM087796jA/8W4j+iVoSSUkmn8algc+lMLvURdCrgJRs60iDtEAWGLfGKF79HlRFcNNVK/nmJ9/wfw/MS8iZoqszvtC74drXsHfL4wihs/3Zn7Bu05tPd0inlZbl3yA2PcZtt0bYva+Nz3/th6yf6yHvjLGjLcy8WRkmJn2URLyYbTbt/Q7f/9A0mqIxGStCU8HnLlBfkWNPm0NLZYjW2hDxJNy1xaZr0EOp30NJJAFOCaoiKfeDZoNPU3nggKQ0kOXGzZKeYcHRky5O9pXw5stGuOefR/jJ/ZXcvzXE1Wd38ql/awIkJ6cS7OtyWDsnyHRWIoSbiE/jF89MMbs6iq45jA9PEPUaaJqD7gqd7mF+xXPOhqUsqryTWMriM//8XW7/zudOd0inlY+87y28LTaJx+tncHiCj376K7h0nbaBmW0b5aVJNENjW5vkkYM5brlEI2v6cRyHJfVBisIKqYxNacimImqzYq5K15hJOqGzu32EoE8wnvRREoG1rR4CPgfDSJHNe4mldPKmhyMnK/jdk7V4DIfWUoXXb6ziwAnB7qN5+iYlcTPF5cvLeGSPRcFyM7fGxcr5CgfbLdbPjXL3njRSKJhS4NWh1O/m6LGTUEiDUKivOq19j/8h8Pm8DI5ZrF/k8OAfHvyHLPT+lEsuuoipVat5k2Fg2QWuefPHkdJNScCDEIId7RYVYZ13X57H75G0dRfweVRAMDjawOiUxLYlf3g+THlxho+/sY3Hd2TZc7yew7eWE/ELLDuPaUMqpZDOQU2ZQ8Ar8LgFXo9N73Cef/29gaKoLKzT6emdYmzaz2duiLL/uIXlCB7ZaqAKi1xeZVZ5gIIpyGg2i2fnONwZwpEKuRw4jkI8ZXPi5CDnL1dw6w7FwfDpHuZ/CI6cLOfT/+bm7KUDpzuU086qpas49kArSInhMmgsfTeP7LWxkSCL8HsEb7lynJ89phEf8xL2S5Jphc5+ld1HWzjUleVYf5hbbwqQMy3e9wOT/R0hrl1fzgeuzvHl+2ZW4z55R4BHvnSEUCDNdV9sZnACZlWB22WTyye5+MMRpIThabh0jeSydQV0VeNtl4/hcWX50XtKeHqPg5UXjCccAi6FWNqic8Im7FfxGCqqKnFpKt1jWcbTQ5QEixFCEAm8cg2tTjVnfKHn9njpHipmdCpAIrWfdZtOd0Snn3Bk5oZtzcqF/POn3s7Djz1NbCjNDZtMgl6Hrn4b0LhwVYFP3W2w9kO13PbaBAubpxga1+kcVKgtE6TSkMtLZpVl2N3mxe8ReHRJyKdQVVzCw9uylBVBSVDhijUaQZ+CmcvjU1WePwQPbrPwuQv43VAWzaEoMKdBR9MLpPMFPnBjL0c6QmgHAiRyJiU+jaZWhfG4zbXnmHj9ldTWtPLj+49yoldl8WwFKSy+tMlzegf4HwAhBCeGHSbSCr1TU6c7nJcFoXARAA11Vdz2xQ/xnTseI2QcYnm9j2RM8kRnnqm0h9ZqH1v3aXgMqK+0WdySZXRKYWxyxkHQ71EYGLc53GlSXaqxbn6UAydjlIQk77rG4d8fzJIz8yxscNFUYyFx8/TeKG+8Yje3/qwcn1tBACG/RsGy8buhqUpwxdogqYxDabHKsV6b3iGoLbdIZjRKgrBxls1YAtJmnk1nL+f3Tx4iURCg+8Ep0NJQeVrH9x+FcEDwxE4/Xs8r2+johRKNRv7f1//y1U/ywzsf5GRHGz5vDhlzOHeVwzWbUmw5YHK0O0w6m8fvS5GxLOorPEjbhRBQFrUYHAvS0VdFXRm4dIWOYUmRH+JJD4ub83g8BT59p2TdoMKJfkG+YPDEPpvRrGDLrVMzN6WTKsvmqLhdgpKohttQOHgig6aCocPgmMqkC1bMdXh0u5uzVwzRPVTB9vYMt7zmXPbt3cWsmgx506B7MMjqi+adxtH9x6FvRCPsgaOd6ukO5WWB1/ufhdB5V95K89zfcqJ9H41VMRRF466nffzrg9PousUP3pNm/UJ4aJufkojB+67wsqtNoAhJXXmK6842qS+upCBGufW+CB63iZ1XKXXpPLU3yublApcV4PLVKnPr3Ty6bQmWleHylT6WztExdJhK+GYMWXTImzoNVb285xv11BTrGLpFwKUwnnKIZRzWzvIQy1iMTNtYtuAjN1/Cr373GIoUJHMOkxn49LuvOo2je2bxitjneLQLdM2mqvSV2ZvoxbBk8Tw+8ZF38qEPfopxczarz/sUQb8HgUPPsGRdE7hR2HncQ3Ntkulknv3tkl8/JukempmJ6Rz0YEkwLWgqcbhgsYoQDhetkwhtxhLXbQiGxm2GJhzKinTKoyor56j4DAj7BK/+eD1v+WItHf0OAf8EQa+bi1bHuGitzZduHueyFRHieYXp9Ew/pHueVlk114XuKqO9R8PQJce6NWa3LDjdQ/oPQ9J0kNJhLPn/35D+V2pr67jt0zfzyK+/SEl1M699/TsJh/1YhTQ9IykOdOcYnbLoGYZo0GRsusCzxwUTGYnmsnlmr6DI66OuxEPO1LBML+cul0gH4hnBwISbeEajKGiRzjncs1PQPegnElTwelTKit30jwpURRANSd5wgcTjmrGRb6lW8LoEP30S+kc1xuImyayFrmgU+zRqwjqVFaUk8gWEEAjVRW3FP97W3NPFQMzGdiRdIzZSytMdzsuKuU3VfPOzt/Db27/G/PmLuPXjb0I1FnD4pJ8TvWFaagxWz/NQVxpif5fJ9iMmZy/TUDWL0miGR3e0YtkhfB6FXAGGYoJUQUMCD+yCyYSOFJDOCErCklxOcHy0wCVL3Pzw3iq+ckcpuZzBrffbfOinJm0jDp3DFunczJEHtw6vXuviohUq4YBKwOvwiy0pvvTrDu7ZnaFjyMHrhpGJAPmCzvE+7+ke0n8YNizzo2tQWaKQTCVPdzgvK7y+MK1L38pl134PNbCR+tZrueycdZy/NMTc6gB3P6Vx8ESQ8oib4UmT0akCuYzK/nYLv2+A6zaU0VrvZXe7n6hfkMzp6IaD15DUled5dt9cIj6dfF4CFiWRLFv2Cs5ZkcfvyfLo9gyzqqf5xWMm374rT++IycPbyxidVMgXJIoCH31DO0tmJXAbklhWcnzM4ckuyVjK5GDnBJVBnfKQhq5IpMwhxMvQNfplijgTLjTLly+Xe/bs+R9//tRDn2duzX5GJr0s2PAzVPX/n9H5vzBNk3e+9+MMTxfY2a2yYpbkLRfYHDopGJ2GeNJmfqOP5w/luPnKDLuOFc/YXQ9mMIw8axaZLJ+t0dbj4faHBSOJDCVenVdvzPDUcR+XL/XTO2LxzD6T1fPh2QOgGPCDD3YxGaumvmqCQyfKyZke/N4pdh0tQ1NNcjmLHUcdFAU2r1DZut/GceANlymcf8XnCIfDL+m4CCH2SimXv6Rv8jLh/9LVt39yP+/72m8pCWo8/6sv0tL4MnE9fRlj2zZrr/4gJ/rGOH9+MY50aK7z8rsdk2iKjmUZzK3QqCy26BjW2DDfhaYKjnVlyGRtpBAUh1QGpyWZjM3y2XC4B2pLVZJpSXFIQ1XA49bpH82gKQJFCPom4KLVbtJZybZjOYYmJB6PwqUrvViWRTyV58BJB0dKjk8IYtksBcsi6PWz965PM6u+7CUdl/9fV//JxPg4a1/1BTwum7u/vo7mBTf8HaM7M5FS8tmv/gs+Z5BUBvIFydBYlqeOTVFVrPPGC8Ic6IUit4VpCx7ZI8jmQVPA43K45epJ3n17ObMrJR+4GBIZmwPtkkRKoaJopnWQlJBIm5SWOHz3YYGhCxRrkqpAgIhPQVNBCCgv0hifttB1iBY5PHNghK4hi5svKWF2TTmaYpPKFnjrze+gqLTxJR2X/19Xf86/fucjKEIwmQny8Y/+453T+2uRUvLZW3/Mjh0HeNerVf6/9u47PI7qUP/498zM9qLe5Sp3417BFIOxsQHj4EDoLZcQAoFAQhJSgBAglIQWStoNgQRCDb13G4MNtsG9F9myrF5W23dn5vz+sPO7XEJyA5E11up8nsePVitrzjuzfi2dnSaAU2/LkM4k8Ls1FowLMbS/n7V7kuxsNjl1RpCQV+PlVSne22SycHyK3129hXjSzd/eGkciadNlJhg9sI7OqM6QimpMS+O2v8CEYYJ3Vu27UOWVp8WJxPJ5c7mNZUsKgoKZkxo4c95umtvdnPLj0SzbnUUaPvJEhCNGleOyk2xvSXPjjy9m/gG+UnSu9Son9ugNHHU2D70wkD+/WM4brz3ldJxewe1287v7folAY/JAk4vmZTEtmDJaMrAcQj4XHV1ZCsKSRavyeH5FJ+9v6eLS0yLc9p1G/L4MybTJx9skliEpztM4ZkKMM+e2cu0Ze3nlgyQfrc8wfojBys373kyYNz3Gk2+WsXqrTkVxIzPGb8RjxNmwI8iwfjEOGZzliAk28w5zEQ7CI69bdKZ1+pdnGTU4dsAnecr/duk5x3PJvAKuPzPEtbf9xuk4vYKu63z43F0cOqaKonybDkuiaTZnHlFIYQgm1miMGezm7dWSiiLY05Rm+54k8ZQk4NNwGxBP2SBtjp5o09oJ/UsEgyr8jB7sZ+JwyZTRkobWBEiBEILaVsn4Gp2gz2L04CxfP96gqlCQTVu8sDRONGFRVuSlskRQF5WUBjWK/AagkbB1agaoc/N6UnFJCT8+t46QL8XDT7/ndJxeQQjB9VdfxrbOMM1dMZ78MEk8s+/813hC8osnYjz2Hgwf1MXWesH4wQbzp7mYMEgyf1qAVKyE4RUW4/tbrNlqkkq62FavMaDMhcel8cmWJKu2Jqmptnh3vcC0BWFXmnnj84nYLoQAW0JRnuCQmiyXfq0Lt0fyxAdpYpkAeAsJuvMpDkdJZ2xq6y0Cec5dMKyvao9IUmlIxtucjtIrCCG4/gcXMu/YqbyxzKQ9IhhYoeNyBUiZOp/UpciYkG8I5k/2sGWPzSOLMgREmj9+y2DOlCAr1odZtaUI00yDrrF2d5pbHu7PTX8ZxLodPmob/NRUGmzcJbFtGD8sxfBBHQwbEGHUIJ2aKg9ej8WGnSWc9uNJvLOilBOmh7hsdpALpmmUhX10xZIkMhb1HXHKS/Od3my9jiMTPSHEXCHEZiHENiHE1f/p8gYNGsyeZg2PS+P1dz7qjoh9gqZp/PW/f8G0CSN5a7mHZxdBU5vJjnqdgrBk1tQE7pDFX5Zk2VCf4uOdCd78OEw6IxjWz2JrvY+n39dYUyd4+9druOabW/l4UyFrt1UigbJCGDrAzU8u2ElJvuTFxUEKwxqm5aOpzU88EWD9Tg+7Glws3+Aikdr3H8+QapPRg92MG+rCLWxGjBjL8Km3OL25+hzDMCjPl6yvE/iIOB2nV3nqdzcyb85hnHm4znHT9vDehjhLNsZ4fXUHs6c1Mv/ITp5aFqGpLUNrp0lnZt87m51xKC0SDCqzqam2+crRklNnQVOkDd21B59H4tIls6e5KAgJtjVKdrVAXZuFaUniSUimJdMOSaNrYFs2zV0Sl6HRv9TLgDyB3zCJpkxmTBrOmid/pA6BccBvnirlkP4hVm7Kifdae8xvbv4hR8w8ERuL8hITl0uyvj7OnpYuDh8C67cW8tUjXBw22mDkAIPZUzU0IYklXOS5bFZvtFmyFnY3SsYNNtjZYLJia4ZQQCNrSW58VtDSbuHXUhS4dXY2S3ZFBB0p6EpBfbtGU1uARStK6UpJokmbrOnCZXfR3GlSlN/GYVNMfvj9K/B61GGbPU1iUlGSZkR/2+kovcrlF5/N6WecTziU4BtHR1gwRWJlomzcEyEvYHLIUMHI/hrLt5ls2WszepAPEOh6hvaoh4vur+DNjW627DQhGmL68CxXfa2VVbVxuuJw5KR2po3pYtroFNlMgA/X5jF6cCv9yzvZ05LFZXjIZn0MKPWyfns1HrdGYdgg6NVpi5m0RjJoniIevfsHTDmkb906ozv0+MVYhBA6cB8wG9gDLBdCPC+l3PCfLFdzaxSEDaLpg//mhQeTUNDPz66+BICrb7oft/t9Dh2bxWW4KQjbVIVd9C8SDCvyUVykc/0zLu5/dRA/WWixabfAJaBf2OaDNSGwDT5YXY5E57RjY2RNnY6YJBzUmTUlzjsfe3j8TS8+d5ozj/PgdtmMHJgllrCJJlzc9pxgaDmccUSWycMtpo/SeG+Vm5ff3shllxQ5vKX6ptc/8bKj0URKy+kovYrf52H+/DOBM9m89hmGVT/Lqp1e5k2CfuVRykOF9C+GlpjFsGqdq+bb7GqClz5w4dGhvkNj+QbIC2cZNcDHzAkxxg+1+NvbCTThpTjfoLosQTjP4un3fGhS8tqHWcYO8RL0acwY08WrHwks06AkzyKWTLFonYnHpbGhxabE7+b9lVvJD6kLGznhnBNqKPY3kzU1TNPEMHr9ddF6hK7rnLVwLmctnMsb7y3job88yMzRYRq6dAaXaqzaZdOVtVi7o4OQBwzpx2UkKC0TpMwU6awfy9p3TpBtS5q7bCIJ2N4uGVWmkbI0wm4bf1hDYLNwhsbR4ywefXvfXr5Mp2TaiAy27WZUpZeKPJ0djVl2tRXTGbG554kwN15SS2vU5MAetKl8nvGTDidfvoltQ/3eOqoq+zkdqVfQNI3Dpk+B6VNoqN+E76lbGdHPz6YdOuXFgsY2nbpmyZEjLJZvhsnDJULALU9ojCgfyI5Wi/akyYXTBY1tktGDkpx7QgMVH8bZsMOmvCjN5joPY4d0sXaLh/ygm86oj13NcTbVBRBCMLRSEE9ptHQKttUnGDfExrRh5qggH22L0tzSjql+v/9SnHg7cSqwTUq5Q0qZAR4DFvynCx07ZijlRWmK8rM0Ne/+j0P2Rbf85BImHfNLGs0j2bQ3weX32LR3uJncT1BT6qIs5CHohqr8fYd2Hjc1S5QMf/3JbkKuMD//XQ3JTIIxQ1qZOGIvlcUJ1m9L8+w7o2ntLMPWBRLB4OoU768O0tAaZGj/GGfOjZAysxwzzMW4foIBFRn8HgvL1ikrsTlyxqQ+eX/Eg8GF551ENNFFa1eE//7rS07H6ZWGjzmZW392J7+66kSSqQCX/qqEZKqAr0zNw+8yGFZtE03A2u0aBX6dSExwwowEmQxs3uFh5SYPa7YV8PgSP79+w8szi2w+2Sz56jEdfOOkLmaNNQn5NEJejfqWLE1taW79sxe/oTN5mKC9Q7Jhp01bZ4y2iE2R10AIjcmH1FBeHHZ68/RJ5517AfmhFNWlSR544Han4/RKs4+Yzh0338bl3zyHOWO9NHfafLgDHl0iWbczzrLNadImSAmYbsZWhuhXBF872sXYoTog6V8CPpdkSKHN0EqN44eapDOQNnXGDtYY2k8jzw8Bt6QiX3LcOEFbp6SxI867azNsa7CYP83g8KFuCsIaQ/u5ePq9QYwdriYYTpg392Q+Wm+w+BODl5+7w+k4vVJF1QjO/+b9HH/ct7jopAirtyaIxHQ6ulxE45LCoEZzh8banZILZlsU5LVz5Zwovz5XMG6Yht+nsWRVmIffKeT6p8qYPsaitiHICYe2cfbcFmx3hOEDLKIJH0dNiDF+aJbz5pkcMTFLaVGaaNzEpUkyGRjaX2NMjY/JNV62tyc5bMpIpzdPr+TEb89VQN2nPt+z/7n/RQhxkRBihRBiRUtLy/+50HPPOI9URtIZ0Xj5jTe6L20fM3JwJVd/+1wuOe8sfnSmYEAFHDJEw2WAz53hxNEWo6o0wMA0vYQCktI8E48ni9uA2gaL4QNbeGulj/U7fexpsalvSdPQmsawDb5/doLvnx2hrbOYdMYNCBIpQVOrhWVJdM3L9j1+LFsja0r+/JrNu0tXks1mnd40OeGL9uq8rxzJ4FIfxeEwr72rDov+skLhQs4/7Sv85MqLOWKMjWXZWFmT0gLBJ9t0XlmqsXqLjqYJPG6N8mJBOisQwKJPEtS32Nz0WJhoVDByoGRHfZon3gzxygcBdrdqDKiOM3W0RUWxzQvLuxBC4NIFx0yWhAKwvk7SmdRo7koBEqSgaXcdjS2dDm+Z3PBFexUKl/DiYot7n9KJdW3vgYS5qbQozMlzZ3Lxt39EMD9GwpQUBSSnzShn7uRS2pIafo9OfsDAY+h0xiUBr8Dtgk11Jmt3S0ryoDRfUFrcwsraJrqSUTJWmlW1Gk8utnhxKVQXC045UgICKSESAY9L4tMF2+slNdX7zkOvKHIj05K6+gZnN0yO+KK90jSN8qIkUw9Jkk6leiBhbvJ5fUyfNpXD5/2JAZVxnlllsqsjS3GeQV5hmt3tEf78Ngyu0Jg8zM3mXRKBgdctuO6izdx6+WZ+91IliZQHjQTPr/Dys0fKeO79IkiGeeqtMEvXFvPcuzWcdLiOru+7MExtvcQ0JXvbJW+sgI827OvV9g6DtO3h1XdXO7xleicnJnqfd0LIP1z6U0r5eynlZCnl5JKSkv9zoS6Xhw93FvC7V+G3j23qjpx9WsWA2Yw//Dpils3G3SZLdnRw/vEpvnFigsauNK2RDM8sSZCKCM66bgAX37pvrr63VefiX1Vx++NFrN0qOHOO5KTDM+SHbBpa4aGXgvz4/jJ21AtWbfHxyWYXP7w3gEAn6E8CEt0QtEd9JNIaZx3jozjfxYoVy5zdIDnii/YKYPLEkTQkJM9+1HiA0+W+CeNGcv5FN7Cm0SKRMVlwJOT5dJJJg1lTMrR3mQhh8fhbXixbwzD2HTJmmoIh+RZFbovF6zQqSjxEE0W8szLIC2tT/O0jjYpSk90NMKLcR1UxXHoK/OXNdna2xEibMGWwnxnDfEgp2RmDuKnz3VsednqT5IQv06uvfnUmi7e6uPu5AJmMOiTpPzGqpoJ7b7mLB66wqC6SzJpi89J6WNuiU16RorUzQW1jiqpCqCrKkh/MkDUlEkFFqYdBFT7aOkqZWFPMrLH5+IIGEwZqRKMa29qhIWKyfOO+K282t1vE0wKvBpqALXvglQ/3/aIaDkD/coNf3v2A05skJ3yZXo2ZfhHL1xcTieaxZ2/TAU6Y27y+IJde/gfGDipjeGWaeDLDT8/ZztVnbuMHX6tnQ63k5WVpJtUEGVIdoX9FhIJwEr83y7VfzfLId1Ks3lJOoUtHTwZ54vVKXG4f6axO0BtnwVEJKgqT7G0xeOglWLzJZE1DlmTaImvDxl3QGrEYWQyTBxj8+FePOr1JeiUnJnp7gE8f11AN7O2OBS84bhY+l8SnpYnH1T31/lMDB/Tjh1fdSrByGLVNFss2mvgDrcyZIKlrETzyXoy2eJyxNYKrzoB+/WwuXhjjkWvauGR+EolANyz6lUU4ckITRSGJx7BZOFMwa6rgkBrJlNFJvrUwTsAraGpzM23sbk6e/RGVZc2s3GiwclMGIWxGjFA3nXXKd74+H6SFIbN8smGX03F6vYrSIp78zS0sPGEGQb9GaZEknbFZtdkgkbY5apLGvOkGbV2wehccOU4Q8FlU5cGAYpAIbGnhcUFFsU51SMeOutixx8f4YT76lxsEfG6eWyx4cWmMN1Z2oGmSNfU69R2CWBbKfQK/C+Ydru5L6ZTJU06iwA+lYdi8YYnTcXo9rzfAWef8msvOPpFwABZMtvDoWZo6BNG4RABZU7Jlb5aL7unAH0xQVmwhsyaN7RksC/oXe4mnBYUeg/p2m9W1grauNB/tSrG+Ic17W2Brq0YqA1lLMKI/3HppivPmZTnr+BgDK1rZUZ+kul+h05ujzxo9ajItEZuGDosPP3jV6Ti9nmG4ePy+H7Bg/vk0tGq8ubSY3Y0BRvTz0BULo9lhdjVANG5RWdzBX16p5oq7xuL3udhW76G5w4Nt6Vj2vquiJtKSgM+grcvLqs3FrNlWQDLt4vBxbtqzWba2ShpiXRw11svkYS6e/ijO4x+n2N4Uw22oawV8GU5M9JYDQ4UQg4QQbuB04PnuWPD8OYcxdZCNLiU/vu7G7lhknxf0e/jV1d9m62t385WvXk9rROedjxtYtqGFw0a4ue4ckykjoTAsWHCoQSzpIZMVDO3v4ojxgovuaMXjaWd3YymTR2kUhW1KCgAkrREbXZNUlOiMH55hQIWL3Q0a7Z0h9jToZLKSVTtN1myzuPv+a53eFH3WmOEDGF3hI63nseDSu52OkxM0TWfWnFM5Zv7PuPoHPyZpGTTHLdbUa6zeJnnmfUhkIJ0Fvx+GVrpwuyQDSnWOHefixQ/30h5L88oGMA0PBUGNddss2rtM9rZaeNwaHreLqUPKGFVdTFkQfIZNJisRQqc8ACV+wZU3Puj0puizQgEf00eYdHaZnPqdJ52OkxOEEJzylTkcc9JN3P3zaxhUpPPJZkltq0DXIewXvPiBSXPEZuVWjeZ2QdqUrGmAB5dDZwpaY1DXCpv3QsaCsNeFx9AZWilpjEha44KsDUUhaOiAdbUa2xp1qktMbv5LgEWrJI++uInecI/iXCSExlFTPJQWWny89mOn4+SMceMn89cHbuX8C+/h6Q+P4K3lBexpSlNRkiToN3lzuYZh2NRU2tQ1CdpjkraIIBrPMqhCkJ+v43NDLJ4lmjB5cWUrG/ckiSQjZE3ImC4e/2GUoBFn1uQuTDtLNJ1lbwzIRtnbkaS2KUIqrU7j+aJ6/FJfUkpTCPFt4DVABx6QUq7vjmULIfB4XKSyWdrbY92xSGW/gVX7DpuoOuUpXKUfc8Ptt3HVKTFSmWLeXemipFDSGoN00sPmHeU0tFqE/CYLp1Vyx6NZqooDCCRXnFlLWyRMJitZu82PbXnZ2eBj5U5JPJph594ixg/1MmIQLF2bwWOAacNbSwU/TKXxeT0Ob4m+SfOFkcRoitpkMhncbrfTkXKC15+PF3jyoTvYXbeHc75zK+9+bNGeEBw5ys2waguvbrNqu+CQGo2Xltq4jQzFoSIefqeRDsoBje/P11m1Kcv2ujRtXRJdpOlKSiYMC5FMWkRiFrq27xfPgbpJLJnFoxtE4lG27Kxn2KB/OE1a6QGhvAFAHZZtEI+3EwioPUHdwe0NUegNseblu2hpjzD7tGtYVy8YVC7oX+DB5zII+dxYSFqTgmRMUu01ISPJZv/n/e9EFty6QWlQZ96hLSzd6CXgktRHTHa1ZykN+lm0yY8lBW5dUJovaGiHiQNdvPnuR8w+epqDW6Hvqho0mVjXEroSgrXrVjDmkJy597WjQkE/4OfqK35ENpPhp9f9AMuQ7IrYpOp8XH1fKSt3GhR4Bfc9LTlqjI/yYsnMSY0s+2uY0nwDTQjqGtP0K/Lx1toIM8Zm+NVTaW44L8Wm3T7OmJXkd99v4exrillfG+SMQyVL1rip70gzpCzADXf+lZuuPs/pTdGrOHIpQynly1LKYVLKGinlTd257Nuu/yYnHS44fJzGq2+81Z2LVvabc+RE3nvuMd5ck8+9T7owiWLpUcoLI1x9bjMXLGjkxku3M/WQLi4+pYPh1UEsO4skwZ5mndLCOPmhOPUtAk3T8bhgXH8PuHTW7c3y8vsaz7ytM31MA1853ODbJ/spCQtsW90bxylv/PEqfMKCTIKTL/u103FyUv9+1Sx6+h4OnVrM2mbJqto41aUJktkMDS2SlRttpo1wUVaocelCN1HbT8idodAT45MtXZTkuykvdpOxIJmRBAMGeQGDgrCLrAmt0Rhr65qoKrLZ2ZllbbvEwoVLXdrfMXffeAV5eRbzj8zy9OO/dDpOTiopzGPVG7/m5KOHsaRWsCcqyAgPaWEQ9kJlUDKyUlIckGxtkJw9J8XEIVl0zSLsyZKyBGlLUFFkEg5YpEyBS3djSR2fy6bYLwkaNk8tMhha7eOIMT7yggb5Ya/Tq95nTZm6gLW7kry7Ic3rb93jdJyc5HK7ufXmuzjp2OOYM87HzImC5ds9NHUZnD1bcM25GjXVNgGf4PybC9nbqbOj3aIjYbK9JcvwijyuOLGMgWUanXGb7z8QZlBpHgOLC7nnkSEYLg+tUnLc9Aam14Q4Z0YZNaVeXIa67+sXlXM/4csqhxOJ6zS3Gyxa8xxzZ89yOlLOuvPG3/DtH97Kqh17+MVxERpaNWwb/F6L4nyToydH2FFfitutk+qwaGgR7Nqbz/fO6SSVSTCwuoW3VhRSXihxGxkKAiZTBuexYWcc29JYtydKwJukpEBn7CiLgF/d88spZcV5GHacZDbNW++vcTpOTrvxR9fQ0Hkfkba1HDsty54WnQ3bXbhcAp9HY+IwaOy0MKWbaFcMMp08tkhw5jEaG+osTC1ASkraO0zaO02yNlTmCxo6E7THMuxtzVIR9lIXlWiuIIP6lTm9yn2WYRh852Qv44e00drR7HScnHb7zy+lesDDvPLGMrY1CHa32UwfaGNLDa8LKgsgmoTxQ238Hmhs1omlLMbUmPgNjfNuKyWesekfErgNGFLm4t1dOmVu8Oqg6ZLOrizhoIHfbzP2EHUpeCcNGlTEbS928PTyMN/8eoRgKM/pSDnpsCNOIZYK8+IrLzK0VKPYb+N1gxA2LgN03ca0Bavq9t/rRFoYGgzelEBogpKCEL+5rJMtey2GD9xNV7yM0TVZNjaZNEd9PL44hCcL0r3vYkdfWzDT6VXudXLy5mRF5f3pSmYZUGGyauWbTsfJWYbLy2/vuI7vXHAGx/20gKv+28erS/N55NXBvLuyEomPbfUSQ8tgW5KiPJuRgw0ef70fy9bWUF3sJ5nSkWgkM27OOTaBaWZJZSSjBmfZ2SR4+O1WdrU2MLg86vTq9nlXnjMbn6ER8ga48oaHnI6TszRN50+/vJzf33wphaEEre02BfkuxtQE8PkEw/tDIm4SMCSjqgIMKs/HFyjhww0eOiJeijySRNJGs/btATdNqG0x6UzaYARoS7roF9bo589gZaPqXCKHHTXrXLbV6Xy4SfDIwz93Ok7OEkLw3QvP4cG7rqWmwGJEkYUUGu1dNsm0RVMnBHyCdTt19rSAx5PF4xV8sEmjvcNmQpWgOqTjdwukFAyr1vjJyZIzj/Zy2Fg3Xr8glbHJZBOMHx5T5xI57KyvXUVFPujS5OwrfuF0nJw2Z/Ycbr7hFkb01xk32KC9K8PMySs5dtoqfvuCSVEYRpZC/wKYM0rjZ2dEOGqSm+YILPrEzeJVhUwfZuH3mnjckpeXVBBrdXHyqCzHjQqTtcC0LJJpyKrrsXxhOTnR+97lVzJhZILTZ6V57qWnnI6T885YcAyZVb8hY7n44+uSgmCcx98K8MTbPnY3eKkqb8XQU4wbZlKan2JbQ4q5h21j3oxtzBibZd22DB5XM22RIIlUFmlrtEU0hlcFGTMgwIQaD0vXq931Trv+u6dTHC4A3ctfXviETNZ0OlJOKy4bz5Dpj7OutpSd9Um2NaV44aMWlm2KsLstyrgKGFxs4AvkM7zcS1syRUkIUmmb1liWj3bsZUN9GykTTEtSmefFpdkE3DbtCZOuZBakjhCqW07qP3AsSzdr/OgvJtf89y5aWjucjpTTqirKePO5eymvqqaryyI/nEVqFtEU1LfB+6s9PLdckhJZLNtNVcG+2yoUhTQGlwgiKbCBicMhFROQNanIF3QlbTJZm+J8k8WrDPw+dT65k0KhEIcND5BJRXnugwaWr1H3qzyQAgE/t9xyO0cdPo7CvACfbCrn5Q/DxLJJpoxMct5Rgj9+J87sQ2NYmSL2tgqK83VGD/JRUWjztTvyWHBjP5ZvyCORiXPUpFZs06R/eYyyIhu3T1LXYVNdrs5j/qJycqIHMGDAaN5fo7Nll0FXRP3gPNCE0Gh4735OmHM0zy7NMrBM47VlQYry0gyqMDhiokW/MhdlRRneXZ9k2fo8tu7O56P1BpYl2VkfYFudRnuXRjigEfQHqMjLY+FhFfz59TyiXWGnV1EBrrhgNpYtiZuSV5esczpOzhNCcNdtN3P990+jNJilusjF5OFZlm+wqS50g4TdHRppDBJZm3Q2icsAn2EQ8vnpSFikTZuSsMGIynwOH1bAxqY0G1vS2MJFSB0OfVA449RLGFXpoiLg4p1F7zodp0945P4fcuWVX+eZTwSRrMS0JabdgVs36J8XoK0tSCIFQ6s0NjRDMmNz/omtnDW7CyEEzy6GukZJY5vJ66vTjCiCZAZWb3UzaXgU01S7Hpz2h5uvwG24KPD7ePaVx52O0yd89ZTzmDXvErbXB2loKuTOi238hkl1uY+m9iK+/1AR97/lYm9rlpW1Fi2RLIMrY1wxP0pti8GStXHOPK6O0+e0ceMljbyzRnDBiZLZU2x8hoWZVrdO+6JydqJ3/PzLiSYK8BkGV/+0W6/3ovwTbpfBzVedzi9/ehmtMYHPbfPeKoNXlsKabQk27bK54/EgpQE3N/w5xNX3V9DaqeFy2RTmC7oSLqpKbIJ+i/aYZHdbisFVXUwYDF632utwMPjuhSeSX+gnJQWnXPWQOuyvB+i6xlFHzuTyy6/C78vjufd1drXE2N4YpbkrhVczySYtQh4vuzrdxFMSXWjUlBVRVZhP1pREkpKmriwf1FrkezWws0TTaaTQnV49BZgwdjxXnHoI91yZZWj+i5jZpNORcp4QghOPnsi6569nxshqLJnlkx1RVmxtZ9n2JAUhOGG6hxEVgmlD3IT8JkdOTHDu3C6+PhfK8vf9TCovEgzKh/Yk7O40Wb4nwTNLAvjUHj3HFRSW8fufTOS6M8OUuSI0Nu52OlKfUNWvhvmn3kdR4Si21Wqs2erho/UZ+pe3MmtMiqsWxqipTjN1kE59i8m4IRm+emiaS4+CZErnrsfLSGd0Xl/Wj+11AR5+zeCFRS52NsUpKSl2evV6nZyd6AkhGD32CABiiSybN292OFHfMXH8aH53910cceQkJo80mDkhw1lzs7yx0iaWBIEg7LM4ZSZMHpVmwjCD1Vss9rYkOHpKhmeWS/64KMlJM2IcNraTEQMSTB8/wOnVUvZ74IbzQELWsnn4hWVOx+kz+vcbyBN//CXz557KkIpStjcl+GhrM15SuDQo9UN1WGNHW5L2jKQ1ZrK7tYU97c0UBASmJZlY4UbaNgiBlKC51G0yDhbnn38hQoCuWXTsfczpOH3GwKpSbvr5Nfz59gs5fHQFeyJeLNNLTZWLqmKd/LDOgFJBLCu474li3vqwGNPyMXygj0Ra8vxym9c3C9wuwYgyN4MLvbR2qkneweLc075N1hToms3uTerc8p4SCIb55re+yxnnXMWxU7uYMjJFWaHk6q+kOH5ihq8dm+TKMzqpKrJp7YqzfY/OktUCnxvmTE3y2tKBvLJMMqxCp39pkCH9/FQVB9G0nJ22HDA5vcVOPOFEhg2pwrYlf3vyT1iWOqeopwgh+Mnl53PFFT9l464QH291Maq/nxMOlXxjvpfDDvHQlbIYN9TFoWNbCAczmKbghcVuJg1zkbKgtSPEjno/b6xMUVG8w+lVUvabOXU4p80aCXaGC69/hHgi5XSkPuXsU+ex7MU7KQiX4A/kE/L5yFiwpS3BhuYIhlunrguStkaez0NZ2EfGBBsDTUAyu+/qZ4buRpppp1dH2c/lDlA+cA79yhuINr1IMqHuBduTJk+cwjtP38+hw92EvEkWr8vy6DsxXl+e5oWlaXY36WyvC/DaUjc7m5J0RC0CXo3JQwxsBLvbsuxsyxJN2fg86kiHg4UQgoWnnMZFJy9hQNF7dLTVOx2pT+nXfyg//NHDTJuQ4vWlPl5aWsieJi+asMiY0JqIMqYmzvQxDQghGT4gwbQxbWzdpROJQ22jTVN7hub2NE0RdQTKl5HTEz2AC84/j1lTPYytSbN11e+djtPnhPJKuODi+5l+5M+Yd2gXk4dn2FmfJRnXyGZ0BlY2MriqjcmjExTnQ1GeZOYoF0t+kWbisCRbdgeYPclPNOVyelWUT7nvmrMoyfOTyVrM+8btTsfpc8JBPzuW3MuWV38JpDh6nI5L0wm6vXRGYwzJkwzME4yuKmJ4RT5IkFLj/QZBSvrANrGlSdClfnAeTMoGLWRv+0g21/bjiUdudjpOn6NpGk/+6W5WvHgnJ00RRGOCve02GUvg1SGVsemIW/zxjTjrd2ZIZKA8XycvaGO53dRFTApCBsmUmugdTAbXTGJt7Sw+XDuad1+52+k4fdLQKQ9xyZX3cfZxtWRMjc11fmr3FjGyqpT2Lg/tES9et+SEI1qJRA1aIzoXzIPTjpWs2RFl6eY4WXWqyJeS8xO9kpJSjp11OF5PhmR0Kbt3vON0pD6psrqGsUfcRChgs2V3lpZOk821Xm57qJwP1/fjiLEaJ8+MUFliIwQU5iWoLEnSryxJLCHZE53m9Coon1KUH+Seq0/Fb8DWujZ+9cdXnI7UJ1VVlLDylV/zxicJ8nxewr4Alp7HrrhBSzxLMpNhxa4ONjYmKA5KXGYX2ClKAi5cAvx56qbOBxNNcxGsupSmdmhoifPm6w86HalP8vr83PHLXzF3ikHG0ohlNPx+qCh2MWqQm6KgzaYGiCQFuxrSTK+QzKiEb8xyM7BUQ2rqDZSDzdAJV5I1DRo7sjzyqLqJuhM0zcXEWU8QT0E2EyDkh0FVEXbWD2TLrkqG9suQzRayYkM1f17UyuJ1NjvqQ9iaht/jwlRH5X0pOT/RA+g3bAGlFQFGDaxlzYq7sS11uJITCgtLKB16IcdOg4kj3PjcAtPSePINL6YVYdiATjbXaWhCYNtgS8nkkU28uRJOP/FIp+Mrn3HaCdP5+skzaOxMcs29L9DQGnE6Up/k83n52x9+Qls8SWs0gkQCgl1RnbwCH0eNzMdvCATsu2EtknYKyFiSay852dnwyj8YMHAooyct5PVlFr9/eAVtrU1OR+qTDMPg2mt+zuAyC9NK05E0EULwznrIWgHaoynq22yklLh10DWJS/fR1iE47+QjnI6vfEYoXMThc7/H6k2CFcu3sm3rJ05H6pOEMPjq2fdQWhBlUGUL44Y2AoJo0svsaVnCgQ4sKfffk3LfueTRlJc97RmmjKlxOn6v1CcmegAVQ77Bs4vKWbe1gPv+8CS2bTsdqU8aNnw6C+ZOoLJYY/hANwuPbufGS2o5ZEgXoUCM/qV+9rZl+MUDBdQ3WxgG/Nf8FNXVVU5HVz7Hjy8+kSK/G6TJN675A4mkehPFCeNG9OfBm84nkUxgpToo0roYXyqoztOoqfTh9QSImRJbc1EUDqJpOronxOnHH+Z0dOVzjB8/nXmHaYwYoHHv7x4l0hV1OlKfFA6HuPcX3+OY8Rk+2pHk+Y87GVQg6V8gCHh8HDPOS3M0Qyxl0ZnMYugGIwa4ueCM452OrnyO0pIypk9MM3lUjHfeXkx7e5vTkfokw3AxY94v8PkilBZ2UFmyg8PH1TJ2aBNTR0fZ06gxb1Ihf1vWxv2vNdLQIbHwc8915zsdvVfqMxO9kpKhnHLmn1i6Lp9X3/yQG35xm9OR+qyBo/+L4cMHUt8SY/SQKH6vzbsrynj6neEAjBxgMHpIilWbDepbQsw+6RaHEyv/TEVJPrVv30ZJgYeX3t/GkON/imWpN1GccNr8GVxz+WnomovysA9DE6yvy7B0YxIpJYOKDcZW+QhqNoZMsfyxH+F2q3NfD0Yul5srr7odSx/AS4t2MOf0nxGNqVsuOGHgoIHce8MlXPPVPGYMDeHSweu2GVAMPjc0RBK8uq6DTQ0WDe1Jvv71CwmFAk7HVj6HEIJzL7gHT3gWe+obufPOO9jb2Op0rD5JM8oYOvleuqJ+0ukwHrdFV8zDk28OYOceP9ua4IRpBlOqAxh6lrt/eib9qkqcjt0r9ZmJHoDuCnLJhafgdQsyiU5eeflFpyP1WUfNuYTJEybxh2eLePOj/th2Oet2eKjvMOmI2zQ0B9mws5CJx/wF3V3mdFzlXwj6PTx0yyXomkaJluTKa3/ndKQ+6+eXLeSaSxayvaWdVCZDyK3RFjMpzZe4DUltRKcuapJYeT/jR1Q7HVf5FwzD4FsXnY0lJbd/ey+Nm36i7lvpkKKySRx/4tlYpk1Dl2Bbi05Tl8VvX2ti694ElnDTntS481d3MWTIMKfjKv+CpmnMO2EBttQ4bnoDHduvxbYzTsfqkwxPP8KD78LrkSxdXcBNf6xm1aYwwp2mKZYmHvURS0s2vvZLvnaiuk7Dl9WnJnoAx82awZXfOglNE7S3tzsdp88SQrDw1K9z5ffupKXdS+1ejbfWmPzpdYvHFmUYXWNy1y3fcjqm8m86etpIHr7xbNy6oK1NnavnpOsuW0jL8gfZ3ppiS3OSra1pFu8SPLFa0pkw+emFc5yOqPybqivL+O2vLqGqROAzVK+cNH3qFB598C464yaV+ZLSsE1cesFbTEnQz/HT1L1ee4tAIMiF37yMwnwdjxFH2uoiH07xhYYzeNqTxDJeRtdYHDY2yiED87jh9DKOGevG1nWCQb/TMXs10RveIZw8ebJcsWJFty6zq6sLv9+PYRjdulzli2tuqufl5+5lV1MXi9fqHNI/y/ixh3LBuef2eBYhxEop5eQeH9gBB6JX7R1R/D4PXq+6EbfT6hs7mHvRnWza3Ypp2+gyy+RRA1j62DUIIXo0i+rVf8Y2YyA0NF39wuO0eCLJN666m9pde0hbNpGEpLTYx6LHb8Pl6tnfJ1Sv/jO2lURKC90IdutylS/Otk22fXIHya5P2FRbxMZdBlvqdB647ya83p69OnSu9arPznLC4bDTEZT9SsuqOP+imzFNi++l0wQD6peZ3qqwIOR0BGW/qvIC1j7/c2zbpiMSp0i9Nr2Wpn4RPWgE/D7+ev/VSCnpisbJC6vXprfSdJ/TEZT9NM1g2KQfADA6E0V3BXv8Dclc1WcnesrBxzB0goaa5ClKd9I0TU3yFKWbCSHUJE9RDgDDrX5edac+d46eoiiKoiiKoihKrlMTPUVRFEVRFEVRlByjJnqKoiiKoiiKoig5Rk30FEVRFEVRFEVRckyvuL2CEKIF2PU5XyoGWns4jhr/4MrQ3eMPkFKWdOPyDlqqVwd1hlwbX/XK+df0YMigxle9+lJUr9T4PTh+TvWqV0z0/hkhxAon73XR18c/GDI4PX4ucnqbOj3+wZChr4+fiw6Gbep0BjW+8/8Gcs3BsE2dzqDGd/7fwMFMHbqpKIqiKIqiKIqSY9RET1EURVEURVEUJcf09one79X4jnM6g9Pj5yKnt6nT44PzGfr6+LnoYNimTmdQ4yvd7WDYpk5nUOMr/1SvPkdPURRFURRFURRF+Ue9fY+eoiiKoiiKoiiK8hm9fqInhPiZEKJeCLFq/5/je2jcuUKIzUKIbUKIq3tizM+MXyuEWLt/nVf0wHgPCCGahRDrPvVcoRDiDSHE1v0fCxzI4Mjrn+tUr3qmV/vHdLRbqlc9R/VK9Ur1qvupXqleqV79c71+orffnVLK8fv/vHygBxNC6MB9wDxgFHCGEGLUgR73cxy9f5174rKyDwJzP/Pc1cBbUsqhwFv7P+/pDNDDr38fonrVMx7E2W593vigenWgqF71jAdRvepLVK96xoOoXvUquTLR62lTgW1Syh1SygzwGLDA4UwHlJRyMdD+macXAA/tf/wQ8BUHMii5o8/1CpzvlupVzlO9+h+qV0p3Ub36H6pXB7Fcmeh9WwixZv8u3QN6+OB+VUDdpz7fs/+5niSB14UQK4UQF/Xw2H9XJqVsANj/sdShHD39+vcVqlfOORi6pXp1YKheOUf1KnepXjlH9eog1ismekKIN4UQ6z7nzwLgN0ANMB5oAG7viUif81xPX750hpRyIvsOG7hUCHFkD49/sHDi9c8JqlefS/VqH9WrL0n16nOpXu2jevUlqV59LtWrfVSv/gXD6QD/Dinlsf/O3xNC/AF48QDHgX3v3PT71OfVwN4eGPf/k1Lu3f+xWQjxDPsOI1jckxmAJiFEhZSyQQhRATT38PhIKZv+/rgHX/+coHr1jw6SXoHD3VK9+vJUr/6R6tU+qldfnurVP1K92kf16l/rFXv0/pX9/6j+7mRg3T/7u91oOTBUCDFICOEGTgee74FxARBCBIQQob8/BubQM+v9Wc8D5+1/fB7wXE8HcOj1z3mqV472ChzulurVgaF6pXr1qU9Vr7qJ6pXq1ac+Vb36jF6xR+//cJsQYjz7dpnXAt880ANKKU0hxLeB1wAdeEBKuf5Aj/spZcAzQgjY9xr+VUr56oEcUAjxKDATKBZC7AGuA24BnhBC/BewGzjVgQwze/r17yNUr3qgV+B8t1SvepTqlerVeFSvupvqlerVeFSvPpeQsqcPKVYURVEURVEURVEOpF5/6KaiKIqiKIqiKIryv6mJnqIoiqIoiqIoSo5REz1FURRFURRFUZQcoyZ6iqIoiqIoiqIoOUZN9BRFURRFURRFUXKMmugpiqIoiqIoiqLkGDXRUxRFURRFURRFyTFqoneQEUIMFEKs+9TnVwkhfrb/8btCiDuFEIuFEBuFEFOEEE8LIbYKIW781Pc8K4RYKYRYL4S46FPPx4QQtwshPhZCvCWEKPmc8Z8TQpy7//E3hRCPHNAVVpQeoHqlKN1P9UpRup/qldKd1ESv98lIKY8Efgs8B1wKHAKcL4Qo2v93vi6lnARMBi7/1PMB4GMp5URgEXDd5yz/IuBaIcQRwPeAyw7cqijKQUP1SlG6n+qVonQ/1Svl36Ymer3P8/s/rgXWSykbpJRpYAfQb//XLhdCrAaW7X9u6P7nbeDx/Y8fBg7/7MKllE3AtcA7wPeklO0HZC0U5eCieqUo3U/1SlG6n+qV8m8znA6g/AOT/z0B937m6+n9H+1PPf7754YQYiZwLHColDIhhHj3c5bxd/KfPD8GaAMq/+3UinJwU71SlO6neqUo3U/1Suk2ao/ewacJKBVCFAkhPMCJX/D784CO/eUeAUz/1Nc04JT9j88Elnz2m4UQU4F5wATgKiHEoC+6AopyEFK9UpTup3qlKN1P9UrpNmqP3kFGSpkVQvwc+BDYCWz6got4FbhYCLEG2My+3fZ/FwdGCyFWAhHgtE9/4/7/UP4AXCCl3CuE+B7wgBDiGCnlP3vXR1EOeqpXitL9VK8UpfupXindSajXre8QQsSklEGncyhKLlG9UpTup3qlKN1P9arvUYduKoqiKIqiKIqi5Bi1R09RFEVRFEVRFCXHqD16iqIoiqIoiqIoOUZN9BRFURRFURRFUXKMmugpiqIoiqIoiqLkGDXRUxRFURRFURRFyTFqoqcoiqIoiqIoipJj1ERPURRFURRFURQlx/w/Z/8SSmnNMOIAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def plot_umap_label(umap_result):\n", + " fig, ax = plt.subplots(nrows=2, ncols=4, figsize=(15, 6), sharex=True, sharey=True)\n", + " plt.subplots_adjust(wspace=0.1, hspace=0.2)\n", + "\n", + " param_list = [\"theta_E\", \"e1\", \"e2\", \"center_x\", \"center_y\", \"gamma\", \"gamma1\", \"gamma2\"]\n", + " params_map = {\n", + " 'theta_E': r\"$\\theta_E$ [arcsec]\",\n", + " 'e1': r\"$e_1$\",\n", + " 'e2': r\"$e_2$\",\n", + " 'center_x': r\"$\\theta_1$ [arcsec]\",\n", + " 'center_y': r\"$\\theta_2$ [arcsec]\",\n", + " 'gamma': r\"$\\gamma$\",\n", + " 'gamma1': r\"$\\gamma_1$\",\n", + " 'gamma2': r\"$\\gamma_2$\",\n", + " }\n", + " cb_ticks = {\n", + " 'theta_E': [0.9, 1.7],\n", + " 'e1': [-0.3, 0.3],\n", + " 'e2': [-0.3, 0.3],\n", + " 'center_x': [-0.1, 0.1],\n", + " 'center_y': [-0.1, 0.1],\n", + " 'gamma': [1.6, 2.4],\n", + " 'gamma1': [-0.1, 0.1],\n", + " 'gamma2': [-0.1, 0.1], \n", + " }\n", + " \n", + " for r in range(2):\n", + " for c in range(4):\n", + " ikey = 4 * (r % 2) + c\n", + " key = param_list[ikey]\n", + " im = ax[r, c].scatter(umap_result[\"embeddings\"][:, 0], umap_result[\"embeddings\"][:, 1],\n", + " c=umap_result[key], marker=\".\", s=5, rasterized=True, cmap='cividis')\n", + " fig.colorbar(im, ax=ax[r, c], shrink=0.5, ticks=cb_ticks[key])\n", + " ax[r, c].set_title(params_map[key])\n", + " ax[r, c].set_aspect('equal', adjustable='box')\n", + " \n", + " for r in range(2):\n", + " ax[r, 0].set_ylabel(\"umap y\")\n", + " for c in range(4):\n", + " ax[1, c].set_xlabel(\"umap x\")\n", + "\n", + "\n", + "plot_umap_label(umap_result)\n", + "\n", + "plt.savefig(\"figures/umap_color_params.pdf\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "8c64ef21", + "metadata": {}, + "outputs": [], + "source": [ + "# def plot_umap_label(umap_result):\n", + "# fig, ax = plt.subplots(2, 2, figsize=(8, 8))\n", + "\n", + "# param_list = [\"theta_E\", \"e1\", \"e2\", \"gamma\"]\n", + "# params_map = {\n", + "# 'theta_E': r\"$\\theta_E$ [arcsec]\",\n", + "# 'e1': r\"$e_1$\",\n", + "# 'e2': r\"$e_2$\",\n", + "# 'center_x': r\"$\\theta_1$ [arcsec]\",\n", + "# 'center_y': r\"$\\theta_2$ [arcsec]\",\n", + "# 'gamma': r\"$\\gamma$\",\n", + "# 'gamma1': r\"$\\gamma_1$\",\n", + "# 'gamma2': r\"$\\gamma_2$\",\n", + "# }\n", + "# for r in range(2):\n", + "# for c in range(2):\n", + "# ikey = 2 * (r % 2) + c\n", + "# key = param_list[ikey]\n", + "# im = ax[r, c].scatter(umap_result[\"embeddings\"][:, 0], umap_result[\"embeddings\"][:, 1],\n", + "# c=umap_result[key], marker=\".\", s=5, rasterized=True, cmap='cividis')\n", + "# fig.colorbar(im, ax=ax[r, c], shrink=0.5, ticks=np.arange(-0.3, 2.5, 0.3))\n", + "# ax[r, c].set_title(params_map[key])\n", + "# ax[r, c].set_aspect('equal', adjustable='box')\n", + "# ax[r, c].set_xlabel(\"umap x\")\n", + "# ax[r, c].set_ylabel(\"umap y\")\n", + "\n", + "\n", + "# plot_umap_label(umap_result)\n", + "\n", + "# plt.savefig(\"figures/umap_color_params_2x2.pdf\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "82f5573d", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "da51b4ca", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/NeurIPs_umap_plots.ipynb b/notebooks/NeurIPs_umap_plots.ipynb new file mode 100644 index 0000000..88a8993 --- /dev/null +++ b/notebooks/NeurIPs_umap_plots.ipynb @@ -0,0 +1,553 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 24, + "id": "15ad76b3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ], + "source": [ + "%pylab inline\n", + "\n", + "import os\n", + "import seaborn as sns\n", + "\n", + "from astropy.io import fits\n", + "from astropy.utils.data import get_pkg_data_filename" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "29275830", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def umap_mock_lens(x0, y0, n_nearest, umap_result, umap_x, umap_y):\n", + " # Distance squared\n", + " d_sq = (umap_x - x0)**2 + (umap_y - y0)**2\n", + "\n", + " # Get the sorted indices based on the distances\n", + " sorted_indices = np.argsort(d_sq)\n", + "\n", + " for k in range(n_nearest):\n", + " \n", + " # The kth closest point index\n", + " idx = sorted_indices[k]\n", + " \n", + " # Get the corresponding key of mock lens\n", + " mock_lens_key = umap_result[\"path\"][idx].split('/')[-1]\n", + " tmp = np.where(umap_result[\"path\"] == umap_result[\"path\"][idx])[0]\n", + " idx_pair = np.where(tmp==idx)[0][0]\n", + " img_file = os.path.join('D:/Datasets/2023_strong_lensing_data_set/data_set/', mock_lens_key)\n", + " image_data = fits.getdata(img_file, ext=0)[:, :, idx_pair]\n", + " \n", + " return image_data, idx\n", + "\n", + " \n", + " \n", + "def plot_sample_images():\n", + " output_npy = 'D:/Projects/2023_simsiam_vit_lensing/20230521_powen_umaps/res_092/umap_result.npy'\n", + " umap_result = np.load(output_npy, allow_pickle=True).item()\n", + " umap_x = umap_result[\"embeddings\"][:, 0]\n", + " umap_y = umap_result[\"embeddings\"][:, 1]\n", + " \n", + " annotates = [\"A\", \"B\", \"C\"]\n", + " targets = [(-3, 10), (6, 4), (15, 6)]\n", + " imgs = []\n", + " img_ids = []\n", + " for x, y in targets:\n", + " image, idx = umap_mock_lens(x, y, 1, umap_result, umap_x, umap_y)\n", + " imgs.append(image)\n", + " img_ids.append(idx)\n", + " \n", + " fig, ax = plt.subplots(2, 2, figsize=(5, 5))\n", + " plt.subplots_adjust(wspace=0.005, hspace=0.03)\n", + " \n", + " ax[0, 0].plot(umap_x, umap_y, '.', color = '#D3D3D3', zorder=0, rasterized=True)\n", + " for e, idx in enumerate(img_ids):\n", + " ax[0, 0].plot(umap_x[idx], umap_y[idx], '.', color='k', zorder=0)\n", + " ax[0, 0].annotate(annotates[e], xy=(umap_x[idx]-1.5, umap_y[idx]+0.3), color='k')\n", + "\n", + " for r in range(2):\n", + " for c in range(2):\n", + " ax[r, c].axis('off')\n", + " ax[r, c].set_aspect('equal', adjustable='box')\n", + " \n", + " i = 2 * (r % 2) + c\n", + " if i == 0:\n", + " continue\n", + " j = i - 1\n", + " ax[r, c].imshow(imgs[j], cmap='cividis')\n", + " ax[r, c].annotate(annotates[j], xy=(5, 12), color='w')\n", + " \n", + " \n", + "plot_sample_images()\n", + "\n", + "plt.savefig(\"figures/umap_sample_images.pdf\", bbox_inches='tight')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "2772ca3f", + "metadata": {}, + "outputs": [], + "source": [ + "def get_umap_outputs(output_dir):\n", + " res = {}\n", + " res['umap_result'] = np.load(os.path.join(output_dir, \"umap_result.npy\"), allow_pickle=True).item()\n", + " res['umap_testsets'] = np.load(os.path.join(output_dir, \"umap_testsets.npy\"), allow_pickle=True).item()\n", + " return res\n", + " \n", + "\n", + "loaded_umaps = {} \n", + "loaded_umaps['LenSiam'] = get_umap_outputs(\n", + " output_dir=os.path.join('D:/Projects/2023_simsiam_vit_lensing/20230521_powen_umaps/res_092')\n", + ")\n", + "loaded_umaps['SimSiam'] = get_umap_outputs(\n", + " output_dir=os.path.join('D:/Projects/2023_simsiam_vit_lensing/20230922_powen_umaps/res_094_simsiam')\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "25b92608", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", + "No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def plot_umap(loaded_umaps):\n", + " fig, ax = plt.subplots(ncols=2, figsize=(15, 6), sharex=True, sharey=True)\n", + "# fig, ax = plt.subplots(ncols=2, figsize=(15, 6))\n", + "\n", + " ms = 6\n", + " keys = ['LenSiam', 'SimSiam']\n", + " \n", + "# extent4-tuple of float, default: None\n", + "# The limits of the bins (xmin, xmax, ymin, ymax)\n", + " \n", + " for c in range(2):\n", + " key = keys[c]\n", + " \n", + " umap_result = loaded_umaps[key]['umap_result']\n", + " umap_testsets = loaded_umaps[key]['umap_testsets']\n", + " \n", + "# ax[c].hexbin(umap_result[\"embeddings\"][:, 0], \n", + "# umap_result[\"embeddings\"][:, 1], cmap='Greys', bins='log', alpha=0.8)\n", + " \n", + " ax[c].hist2d(umap_result[\"embeddings\"][:, 0], \n", + " umap_result[\"embeddings\"][:, 1], cmap='Greys', bins=100, alpha=0.8)\n", + " \n", + "# sns.kdeplot(x=umap_result[\"embeddings\"][:, 0], \n", + "# y=umap_result[\"embeddings\"][:, 1], ax=ax[c])\n", + " \n", + "# ax[c].plot(\n", + "# umap_result[\"embeddings\"][:, 0], \n", + "# umap_result[\"embeddings\"][:, 1], \n", + "# '.',\n", + "# color='#D3D3D3', \n", + "# label=key, \n", + "# zorder=0, \n", + "# rasterized=True, \n", + "# ms=ms,\n", + "# )\n", + "\n", + "\n", + "\n", + "# ax[c].plot(\n", + "# umap_testsets[\"RealHST\"][:, 0], \n", + "# umap_testsets[\"RealHST\"][:, 1], \n", + "# '.',\n", + "# color='#f2a400', \n", + "# label=\"HST\", \n", + "# zorder=3, \n", + "# ms=ms,\n", + "# )\n", + "# ax[c].plot(\n", + "# umap_testsets[\"Lens2022\"][:, 0], \n", + "# umap_testsets[\"Lens2022\"][:, 1], \n", + "# '.',\n", + "# color='#4379e6', \n", + "# label=\"Sim2022\", \n", + "# zorder=1, \n", + "# ms=ms,\n", + "# )\n", + "# ax[c].plot(\n", + "# umap_testsets[\"STL10\"][:, 0], \n", + "# umap_testsets[\"STL10\"][:, 1], \n", + "# '.',\n", + "# color='violet', \n", + "# label=\"STL10\", \n", + "# zorder=2, \n", + "# ms=ms,\n", + "# )\n", + " \n", + "# ax[c].hexbin(\n", + "# umap_testsets[\"STL10\"][:, 0], \n", + "# umap_testsets[\"STL10\"][:, 1], \n", + "# cmap='Purples', mincnt=0)\n", + " \n", + "# sns.kdeplot(umap_testsets[\"STL10\"][:, 0], \n", + "# umap_testsets[\"STL10\"][:, 1], ax=ax[c])\n", + " \n", + " \n", + " ax[c].legend(loc=1, frameon=True, fontsize=10)\n", + " ax[c].set_aspect('equal', adjustable='box')\n", + " ax[c].set_xlabel(\"umap x\", fontsize=12)\n", + " ax[c].set_ylabel(\"umap y\", fontsize=12)\n", + " ax[c].spines[['right', 'top']].set_visible(False)\n", + " ax[c].yaxis.set_tick_params(which='both', labelbottom=True)\n", + " ax[c].set_title(key)\n", + "\n", + "\n", + "plot_umap(loaded_umaps)\n", + "\n", + "plt.savefig(\"figures/umap_main.pdf\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ef6f49cd", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c77325ab", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "36e48b0a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def plot_umap(loaded_umaps):\n", + " fig, ax = plt.subplots(ncols=2, figsize=(15, 6), sharex=True, sharey=True)\n", + "\n", + " ms = 3\n", + " keys = ['LenSiam', 'SimSiam']\n", + " \n", + " for c in range(2):\n", + " key = keys[c]\n", + " \n", + " umap_result = loaded_umaps[key]['umap_result']\n", + " umap_testsets = loaded_umaps[key]['umap_testsets']\n", + " \n", + " ax[c].plot(\n", + " umap_result[\"embeddings\"][:, 0], \n", + " umap_result[\"embeddings\"][:, 1], \n", + " '.',\n", + " color='#D3D3D3', \n", + " label=key, \n", + " zorder=0, \n", + " rasterized=True, \n", + " ms=ms,\n", + " )\n", + " ax[c].plot(\n", + " umap_testsets[\"RealHST\"][:, 0], \n", + " umap_testsets[\"RealHST\"][:, 1], \n", + " '.',\n", + " color='#f2a400', \n", + " label=\"HST\", \n", + " zorder=3, \n", + " ms=ms,\n", + " )\n", + " ax[c].plot(\n", + " umap_testsets[\"Lens2022\"][:, 0], \n", + " umap_testsets[\"Lens2022\"][:, 1], \n", + " '.',\n", + " color='#4379e6', \n", + " label=\"Sim2022\", \n", + " zorder=1, \n", + " ms=ms,\n", + " )\n", + " ax[c].plot(\n", + " umap_testsets[\"STL10\"][:, 0], \n", + " umap_testsets[\"STL10\"][:, 1], \n", + " '.',\n", + " color='k', \n", + " label=\"STL10\", \n", + " zorder=2, \n", + " ms=ms,\n", + " )\n", + " ax[c].legend(loc=1, frameon=True, fontsize=10)\n", + " ax[c].set_aspect('equal', adjustable='box')\n", + " ax[c].set_xlabel(\"umap x\", fontsize=12)\n", + " ax[c].set_ylabel(\"umap y\", fontsize=12)\n", + " ax[c].spines[['right', 'top']].set_visible(False)\n", + " ax[c].yaxis.set_tick_params(which='both', labelbottom=True)\n", + " ax[c].set_title(key)\n", + "\n", + "\n", + "plot_umap(loaded_umaps)\n", + "\n", + "plt.savefig(\"figures/umap_main.pdf\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4e98f870", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "f6800e0f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def plot_umap_label(loaded_umaps):\n", + " fig, ax = plt.subplots(nrows=2, ncols=3, figsize=(12, 6), sharex=True, sharey=True)\n", + " plt.subplots_adjust(hspace=0.5)\n", + " \n", + " \n", + " keys = ['LenSiam', 'SimSiam']\n", + " \n", + " param_list = [\"theta_E\", \"e1\", \"gamma\"]\n", + " params_map = {\n", + " 'theta_E': r\"$\\theta_E$ [arcsec]\",\n", + " 'e1': r\"$e_1$\",\n", + " 'gamma': r\"$\\gamma$\",\n", + " }\n", + " cb_ticks = {\n", + " 'theta_E': [0.9, 1.7],\n", + " 'e1': [-0.3, 0.3],\n", + " 'gamma': [1.6, 2.4], \n", + " }\n", + " \n", + " for r in range(2):\n", + " umap_result = loaded_umaps[keys[r]]['umap_result']\n", + " \n", + " for c in range(len(param_list)):\n", + " key = param_list[c]\n", + " im = ax[r, c].scatter(\n", + " umap_result[\"embeddings\"][:, 0], \n", + " umap_result[\"embeddings\"][:, 1],\n", + " c=umap_result[key], \n", + " marker=\".\", \n", + " s=5, \n", + " rasterized=True, \n", + " cmap='cividis',\n", + " )\n", + " fig.colorbar(im, ax=ax[r, c], shrink=0.75, ticks=cb_ticks[key])\n", + " ax[r, c].set_title(params_map[key])\n", + " ax[r, c].set_aspect('equal', adjustable='box')\n", + " \n", + " ax[r, c].set_xlabel(\"UMAP x\")\n", + " ax[r, c].set_ylabel(\"UMAP y\")\n", + " ax[r, c].spines[['right', 'top']].set_visible(False)\n", + " ax[r, c].xaxis.set_tick_params(which='both', labelbottom=True)\n", + " ax[r, c].yaxis.set_tick_params(which='both', labelbottom=True)\n", + "\n", + "\n", + "\n", + "plot_umap_label(loaded_umaps)\n", + "\n", + "plt.savefig(\"figures/umap_color_params.pdf\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "43e766ff", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "d207d83c", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# def plot_umap_label(loaded_umaps):\n", + "# fig, ax = plt.subplots(nrows=2, ncols=3, figsize=(12, 6), sharex=True, sharey=True)\n", + "# plt.subplots_adjust(hspace=0.5)\n", + " \n", + " \n", + "# keys = ['LenSiam', 'SimSiam']\n", + " \n", + "# param_list = [\"theta_E\", \"e1\", \"gamma\"]\n", + "# params_map = {\n", + "# 'theta_E': r\"$\\theta_E$ [arcsec]\",\n", + "# 'e1': r\"$e_1$\",\n", + "# 'e2': r\"$e_2$\",\n", + "# 'center_x': r\"$\\theta_1$ [arcsec]\",\n", + "# 'center_y': r\"$\\theta_2$ [arcsec]\",\n", + "# 'gamma': r\"$\\gamma$\",\n", + "# 'gamma1': r\"$\\gamma_1$\",\n", + "# 'gamma2': r\"$\\gamma_2$\",\n", + "# }\n", + "# cb_ticks = {\n", + "# 'theta_E': [0.9, 1.7],\n", + "# 'e1': [-0.3, 0.3],\n", + "# 'gamma': [1.6, 2.4], \n", + "# }\n", + " \n", + "# for r in range(2):\n", + "# umap_result = loaded_umaps[keys[r]]['umap_result']\n", + " \n", + "# for c in range(len(param_list)):\n", + "# key = param_list[c]\n", + "# im = ax[r, c].scatter(\n", + "# umap_result[\"embeddings\"][:, 0], \n", + "# umap_result[\"embeddings\"][:, 1],\n", + "# c=umap_result[key], \n", + "# marker=\".\", \n", + "# s=5, \n", + "# rasterized=True, \n", + "# cmap='cividis',\n", + "# )\n", + "# fig.colorbar(im, ax=ax[r, c], shrink=0.75, ticks=cb_ticks[key])\n", + "# ax[r, c].set_title(params_map[key])\n", + "# ax[r, c].set_aspect('equal', adjustable='box')\n", + " \n", + "# ax[r, c].set_xlabel(\"UMAP x\")\n", + "# ax[r, c].set_ylabel(\"UMAP y\")\n", + "# ax[r, c].spines[['right', 'top']].set_visible(False)\n", + "# ax[r, c].xaxis.set_tick_params(which='both', labelbottom=True)\n", + "# ax[r, c].yaxis.set_tick_params(which='both', labelbottom=True)\n", + "\n", + "\n", + "\n", + "# plot_umap_label(loaded_umaps)\n", + "\n", + "# plt.savefig(\"figures/umap_color_params_others.pdf\", bbox_inches='tight')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f8a8f03a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "da51b4ca", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}