{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\torchvision\\io\\image.py:13: UserWarning: Failed to load image Python extension: [WinError 127] The specified procedure could not be found\n", " warn(f\"Failed to load image Python extension: {e}\")\n" ] } ], "source": [ "# install fastkaggle if not available\n", "try:\n", " import fastkaggle\n", "except ModuleNotFoundError:\n", " !pip install -Uq fastkaggle\n", "try:\n", " import tqdm\n", "except ModuleNotFoundError:\n", " !pip install tqdm\n", "try:\n", " import pydicom\n", "except ModuleNotFoundError:\n", " !pip install pydicom\n", "\n", "from fastkaggle import *\n", "from fastai.vision.all import *\n", "from tqdm.notebook import tqdm\n", "import pydicom\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "comp = \"rsna-pneumonia-detection-challenge\"\n", "path = setup_comp(comp, install='fastai \"timm>=0.6.2.dev0\"')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
patientIdxywidthheightTarget
00004cfab-14fd-4e49-80ba-63a80b6bddd6NaNNaNNaNNaN0
100313ee0-9eaa-42f4-b0ab-c148ed3241cdNaNNaNNaNNaN0
200322d4d-1c29-4943-afc9-b6754be640ebNaNNaNNaNNaN0
3003d8fa0-6bf1-40ed-b54c-ac657f8495c5NaNNaNNaNNaN0
400436515-870c-4b36-a041-de91049b9ab4264.0152.0213.0379.01
\n", "
" ], "text/plain": [ " patientId x y width height Target\n", "0 0004cfab-14fd-4e49-80ba-63a80b6bddd6 NaN NaN NaN NaN 0\n", "1 00313ee0-9eaa-42f4-b0ab-c148ed3241cd NaN NaN NaN NaN 0\n", "2 00322d4d-1c29-4943-afc9-b6754be640eb NaN NaN NaN NaN 0\n", "3 003d8fa0-6bf1-40ed-b54c-ac657f8495c5 NaN NaN NaN NaN 0\n", "4 00436515-870c-4b36-a041-de91049b9ab4 264.0 152.0 213.0 379.0 1" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "labels = pd.read_csv(path/\"stage_2_train_labels.csv\")\n", "labels = labels.drop_duplicates(\"patientId\")\n", "labels.head()" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [], "source": [ "train_path = Path(\"data\")\n", "if not os.path.exists(train_path):\n", " os.makedirs(train_path)\n", " os.makedirs(train_path/\"0\")\n", " os.makedirs(train_path/\"1\")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Preprocess" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [], "source": [ "# Only process if no files in folder\n", "files = get_image_files(train_path)\n", "if len(files) == 0:\n", " for c, patient_id in enumerate(tqdm(labels.patientId)):\n", " label = labels.Target.iloc[c]\n", " dcm = pydicom.read_file(path/f\"stage_2_train_images/{patient_id}.dcm\").pixel_array #/ 255\n", " # dcm = cv2.resize(dcm, (224, 224))#.astype(np.float16)\n", " img = Image.fromarray(dcm).convert(\"L\")\n", " if label == 0:\n", " img.save(train_path/f\"0/{patient_id}.jpg\")\n", " elif label == 1:\n", " img.save(train_path/f\"1/{patient_id}.jpg\")" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [], "source": [ "files = get_image_files(train_path)" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1024, 1024)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img = PILImage.create(files[0])\n", "print(img.size)\n", "img.to_thumb(128)" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [], "source": [ "# from fastcore.parallel import *\n", "# def f(o): return PILImage.create(o).size\n", "# sizes = parallel(f, files, n_workers=6)\n", "# pd.Series(sizes).value_counts()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Classification" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['0', '1']\n" ] } ], "source": [ "# # get a subset of data\n", "# import pathlib\n", "# src = train_path\n", "# dst = train_path/'_subset'\n", "# dir_path = r'C:\\path\\to\\directory'\n", "# dst_path = r'C:\\path\\to\\destination\\directory'\n", "# max_files = 100\n", "\n", "# files = [f for f in os.listdir(dir_path) if os.path.isfile(os.path.join(dir_path, f))]\n", "\n", "# for i, file in enumerate(files):\n", "# if i >= max_files:\n", "# break\n", "# src_file = os.path.join(dir_path, file)\n", "# dst_file = os.path.join(dst_path, file)\n", "# shutil.copy2(src_file, dst_file)\n", "\n", "\n", "# # train_path = dst\n" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1000" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dls = ImageDataLoaders.from_folder(train_path, \n", " valid_pct=0.2,\n", " item_tfms=Resize(192),\n", " batch_tfms=aug_transforms(size=128, min_scale=0.75))\n", "\n", "\n", "dls.show_batch(max_n=6)\n", "len(dls.train_ds)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "# arch = 'resnet26d'\n", "# arch = 'convnext_small_in22k'\n", "arch = 'convnext_tiny_in22k'\n", "learn = vision_learner(dls, arch, metrics=error_rate, path='.').to_fp16()\n" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "# learn.lr_find(suggest_funcs=(valley, slide))" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "ename": "OutOfMemoryError", "evalue": "CUDA out of memory. Tried to allocate 74.00 MiB (GPU 0; 2.00 GiB total capacity; 1.62 GiB already allocated; 0 bytes free; 1.69 GiB reserved in total by PyTorch) If reserved memory is >> allocated memory try setting max_split_size_mb to avoid fragmentation. See documentation for Memory Management and PYTORCH_CUDA_ALLOC_CONF", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mOutOfMemoryError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_17688\\1456249970.py\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mlearn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfine_tune\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0.01\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\fastai\\callback\\schedule.py\u001b[0m in \u001b[0;36mfine_tune\u001b[1;34m(self, epochs, base_lr, freeze_epochs, lr_mult, pct_start, div, **kwargs)\u001b[0m\n\u001b[0;32m 163\u001b[0m \u001b[1;34m\"Fine tune with `Learner.freeze` for `freeze_epochs`, then with `Learner.unfreeze` for `epochs`, using discriminative LR.\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 164\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfreeze\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 165\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit_one_cycle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfreeze_epochs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mslice\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbase_lr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpct_start\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0.99\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 166\u001b[0m \u001b[0mbase_lr\u001b[0m \u001b[1;33m/=\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 167\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0munfreeze\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\fastai\\callback\\schedule.py\u001b[0m in \u001b[0;36mfit_one_cycle\u001b[1;34m(self, n_epoch, lr_max, div, div_final, pct_start, wd, moms, cbs, reset_opt, start_epoch)\u001b[0m\n\u001b[0;32m 117\u001b[0m scheds = {'lr': combined_cos(pct_start, lr_max/div, lr_max, lr_max/div_final),\n\u001b[0;32m 118\u001b[0m 'mom': combined_cos(pct_start, *(self.moms if moms is None else moms))}\n\u001b[1;32m--> 119\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mn_epoch\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcbs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mParamScheduler\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mscheds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mL\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcbs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreset_opt\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mreset_opt\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwd\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mwd\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstart_epoch\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mstart_epoch\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 120\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 121\u001b[0m \u001b[1;31m# %% ../../nbs/14_callback.schedule.ipynb 50\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\fastai\\learner.py\u001b[0m in \u001b[0;36mfit\u001b[1;34m(self, n_epoch, lr, wd, cbs, reset_opt, start_epoch)\u001b[0m\n\u001b[0;32m 262\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mopt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_hypers\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlr\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlr\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mlr\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m \u001b[1;32melse\u001b[0m \u001b[0mlr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 263\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mn_epoch\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mn_epoch\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 264\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_with_events\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_do_fit\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'fit'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mCancelFitException\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_end_cleanup\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 265\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 266\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_end_cleanup\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdl\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxb\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0myb\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpred\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloss\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\fastai\\learner.py\u001b[0m in \u001b[0;36m_with_events\u001b[1;34m(self, f, event_type, ex, final)\u001b[0m\n\u001b[0;32m 197\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 198\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_with_events\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mevent_type\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfinal\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mnoop\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 199\u001b[1;33m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf'before_{event_type}'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m;\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 200\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mex\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf'after_cancel_{event_type}'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 201\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf'after_{event_type}'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m;\u001b[0m \u001b[0mfinal\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\fastai\\learner.py\u001b[0m in \u001b[0;36m_do_fit\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 251\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mepoch\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mn_epoch\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 252\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mepoch\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mepoch\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 253\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_with_events\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_do_epoch\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'epoch'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mCancelEpochException\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 254\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 255\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mn_epoch\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlr\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwd\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcbs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreset_opt\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mstart_epoch\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\fastai\\learner.py\u001b[0m in \u001b[0;36m_with_events\u001b[1;34m(self, f, event_type, ex, final)\u001b[0m\n\u001b[0;32m 197\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 198\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_with_events\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mevent_type\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfinal\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mnoop\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 199\u001b[1;33m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf'before_{event_type}'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m;\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 200\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mex\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf'after_cancel_{event_type}'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 201\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf'after_{event_type}'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m;\u001b[0m \u001b[0mfinal\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\fastai\\learner.py\u001b[0m in \u001b[0;36m_do_epoch\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 245\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 246\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_do_epoch\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 247\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_do_epoch_train\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 248\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_do_epoch_validate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 249\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\fastai\\learner.py\u001b[0m in \u001b[0;36m_do_epoch_train\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 237\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_do_epoch_train\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 238\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdl\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdls\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtrain\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 239\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_with_events\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mall_batches\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'train'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mCancelTrainException\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 240\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 241\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_do_epoch_validate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mds_idx\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdl\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\fastai\\learner.py\u001b[0m in \u001b[0;36m_with_events\u001b[1;34m(self, f, event_type, ex, final)\u001b[0m\n\u001b[0;32m 197\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 198\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_with_events\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mevent_type\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfinal\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mnoop\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 199\u001b[1;33m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf'before_{event_type}'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m;\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 200\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mex\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf'after_cancel_{event_type}'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 201\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf'after_{event_type}'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m;\u001b[0m \u001b[0mfinal\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\fastai\\learner.py\u001b[0m in \u001b[0;36mall_batches\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 203\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mall_batches\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 204\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mn_iter\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdl\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 205\u001b[1;33m \u001b[1;32mfor\u001b[0m \u001b[0mo\u001b[0m \u001b[1;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdl\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mone_batch\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mo\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 206\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 207\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_backward\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloss_grad\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\fastai\\learner.py\u001b[0m in \u001b[0;36mone_batch\u001b[1;34m(self, i, b)\u001b[0m\n\u001b[0;32m 233\u001b[0m \u001b[0mb\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_set_device\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 234\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_split\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 235\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_with_events\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_do_one_batch\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'batch'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mCancelBatchException\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 236\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 237\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_do_epoch_train\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\fastai\\learner.py\u001b[0m in \u001b[0;36m_with_events\u001b[1;34m(self, f, event_type, ex, final)\u001b[0m\n\u001b[0;32m 197\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 198\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_with_events\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mevent_type\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfinal\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mnoop\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 199\u001b[1;33m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf'before_{event_type}'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m;\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 200\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mex\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf'after_cancel_{event_type}'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 201\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf'after_{event_type}'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m;\u001b[0m \u001b[0mfinal\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\fastai\\learner.py\u001b[0m in \u001b[0;36m_do_one_batch\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 214\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 215\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_do_one_batch\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 216\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpred\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmodel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 217\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'after_pred'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 218\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0myb\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\torch\\nn\\modules\\module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[1;34m(self, *input, **kwargs)\u001b[0m\n\u001b[0;32m 1192\u001b[0m if not (self._backward_hooks or self._forward_hooks or self._forward_pre_hooks or _global_backward_hooks\n\u001b[0;32m 1193\u001b[0m or _global_forward_hooks or _global_forward_pre_hooks):\n\u001b[1;32m-> 1194\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mforward_call\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0minput\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1195\u001b[0m \u001b[1;31m# Do not call functions when jit is used\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1196\u001b[0m \u001b[0mfull_backward_hooks\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnon_full_backward_hooks\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\torch\\nn\\modules\\container.py\u001b[0m in \u001b[0;36mforward\u001b[1;34m(self, input)\u001b[0m\n\u001b[0;32m 202\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mforward\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minput\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 203\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mmodule\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 204\u001b[1;33m \u001b[0minput\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmodule\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minput\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 205\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0minput\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 206\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\torch\\nn\\modules\\module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[1;34m(self, *input, **kwargs)\u001b[0m\n\u001b[0;32m 1192\u001b[0m if not (self._backward_hooks or self._forward_hooks or self._forward_pre_hooks or _global_backward_hooks\n\u001b[0;32m 1193\u001b[0m or _global_forward_hooks or _global_forward_pre_hooks):\n\u001b[1;32m-> 1194\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mforward_call\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0minput\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1195\u001b[0m \u001b[1;31m# Do not call functions when jit is used\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1196\u001b[0m \u001b[0mfull_backward_hooks\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnon_full_backward_hooks\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\fastai\\vision\\learner.py\u001b[0m in \u001b[0;36mforward\u001b[1;34m(self, x)\u001b[0m\n\u001b[0;32m 175\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmodel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmodel\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mcut\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m \u001b[1;32melse\u001b[0m \u001b[0mcut_model\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcut\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 176\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 177\u001b[1;33m \u001b[1;32mdef\u001b[0m \u001b[0mforward\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mforward_features\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mneeds_pool\u001b[0m \u001b[1;32melse\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmodel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 178\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 179\u001b[0m \u001b[1;31m# %% ../../nbs/21_vision.learner.ipynb 36\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\timm\\models\\convnext.py\u001b[0m in \u001b[0;36mforward_features\u001b[1;34m(self, x)\u001b[0m\n\u001b[0;32m 396\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mforward_features\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 397\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstem\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 398\u001b[1;33m \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstages\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 399\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnorm_pre\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 400\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\torch\\nn\\modules\\module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[1;34m(self, *input, **kwargs)\u001b[0m\n\u001b[0;32m 1192\u001b[0m if not (self._backward_hooks or self._forward_hooks or self._forward_pre_hooks or _global_backward_hooks\n\u001b[0;32m 1193\u001b[0m or _global_forward_hooks or _global_forward_pre_hooks):\n\u001b[1;32m-> 1194\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mforward_call\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0minput\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1195\u001b[0m \u001b[1;31m# Do not call functions when jit is used\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1196\u001b[0m \u001b[0mfull_backward_hooks\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnon_full_backward_hooks\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\torch\\nn\\modules\\container.py\u001b[0m in \u001b[0;36mforward\u001b[1;34m(self, input)\u001b[0m\n\u001b[0;32m 202\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mforward\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minput\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 203\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mmodule\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 204\u001b[1;33m \u001b[0minput\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmodule\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minput\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 205\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0minput\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 206\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\torch\\nn\\modules\\module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[1;34m(self, *input, **kwargs)\u001b[0m\n\u001b[0;32m 1192\u001b[0m if not (self._backward_hooks or self._forward_hooks or self._forward_pre_hooks or _global_backward_hooks\n\u001b[0;32m 1193\u001b[0m or _global_forward_hooks or _global_forward_pre_hooks):\n\u001b[1;32m-> 1194\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mforward_call\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0minput\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1195\u001b[0m \u001b[1;31m# Do not call functions when jit is used\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1196\u001b[0m \u001b[0mfull_backward_hooks\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnon_full_backward_hooks\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\timm\\models\\convnext.py\u001b[0m in \u001b[0;36mforward\u001b[1;34m(self, x)\u001b[0m\n\u001b[0;32m 248\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcheckpoint_seq\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mblocks\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 249\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 250\u001b[1;33m \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mblocks\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 251\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 252\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\torch\\nn\\modules\\module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[1;34m(self, *input, **kwargs)\u001b[0m\n\u001b[0;32m 1192\u001b[0m if not (self._backward_hooks or self._forward_hooks or self._forward_pre_hooks or _global_backward_hooks\n\u001b[0;32m 1193\u001b[0m or _global_forward_hooks or _global_forward_pre_hooks):\n\u001b[1;32m-> 1194\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mforward_call\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0minput\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1195\u001b[0m \u001b[1;31m# Do not call functions when jit is used\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1196\u001b[0m \u001b[0mfull_backward_hooks\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnon_full_backward_hooks\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\torch\\nn\\modules\\container.py\u001b[0m in \u001b[0;36mforward\u001b[1;34m(self, input)\u001b[0m\n\u001b[0;32m 202\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mforward\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minput\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 203\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mmodule\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 204\u001b[1;33m \u001b[0minput\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmodule\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minput\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 205\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0minput\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 206\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\torch\\nn\\modules\\module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[1;34m(self, *input, **kwargs)\u001b[0m\n\u001b[0;32m 1192\u001b[0m if not (self._backward_hooks or self._forward_hooks or self._forward_pre_hooks or _global_backward_hooks\n\u001b[0;32m 1193\u001b[0m or _global_forward_hooks or _global_forward_pre_hooks):\n\u001b[1;32m-> 1194\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mforward_call\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0minput\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1195\u001b[0m \u001b[1;31m# Do not call functions when jit is used\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1196\u001b[0m \u001b[0mfull_backward_hooks\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnon_full_backward_hooks\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\timm\\models\\convnext.py\u001b[0m in \u001b[0;36mforward\u001b[1;34m(self, x)\u001b[0m\n\u001b[0;32m 182\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpermute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m3\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 183\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnorm\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 184\u001b[1;33m \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmlp\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 185\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpermute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m3\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 186\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgamma\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\torch\\nn\\modules\\module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[1;34m(self, *input, **kwargs)\u001b[0m\n\u001b[0;32m 1192\u001b[0m if not (self._backward_hooks or self._forward_hooks or self._forward_pre_hooks or _global_backward_hooks\n\u001b[0;32m 1193\u001b[0m or _global_forward_hooks or _global_forward_pre_hooks):\n\u001b[1;32m-> 1194\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mforward_call\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0minput\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1195\u001b[0m \u001b[1;31m# Do not call functions when jit is used\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1196\u001b[0m \u001b[0mfull_backward_hooks\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnon_full_backward_hooks\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\timm\\models\\layers\\mlp.py\u001b[0m in \u001b[0;36mforward\u001b[1;34m(self, x)\u001b[0m\n\u001b[0;32m 26\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mforward\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 27\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfc1\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 28\u001b[1;33m \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mact\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 29\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdrop1\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 30\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfc2\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\torch\\nn\\modules\\module.py\u001b[0m in \u001b[0;36m_call_impl\u001b[1;34m(self, *input, **kwargs)\u001b[0m\n\u001b[0;32m 1192\u001b[0m if not (self._backward_hooks or self._forward_hooks or self._forward_pre_hooks or _global_backward_hooks\n\u001b[0;32m 1193\u001b[0m or _global_forward_hooks or _global_forward_pre_hooks):\n\u001b[1;32m-> 1194\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mforward_call\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0minput\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1195\u001b[0m \u001b[1;31m# Do not call functions when jit is used\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1196\u001b[0m \u001b[0mfull_backward_hooks\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnon_full_backward_hooks\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mc:\\Users\\mipbk\\anaconda3\\envs\\myenv\\lib\\site-packages\\timm\\models\\layers\\activations.py\u001b[0m in \u001b[0;36mforward\u001b[1;34m(self, input)\u001b[0m\n\u001b[0;32m 143\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 144\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mforward\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minput\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mtorch\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTensor\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m->\u001b[0m \u001b[0mtorch\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTensor\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 145\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mF\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgelu\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minput\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;31mOutOfMemoryError\u001b[0m: CUDA out of memory. Tried to allocate 74.00 MiB (GPU 0; 2.00 GiB total capacity; 1.62 GiB already allocated; 0 bytes free; 1.69 GiB reserved in total by PyTorch) If reserved memory is >> allocated memory try setting max_split_size_mb to avoid fragmentation. See documentation for Memory Management and PYTORCH_CUDA_ALLOC_CONF" ] } ], "source": [ "learn.fine_tune(1, 0.01)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "learn.export('model.pkl')" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "# learn = load_learner('model.pkl')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "tta_preds, targs = learn.tta(dl=learn.dls.valid)\n", "error_rate(tta_preds, targs)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "interp = ClassificationInterpretation.from_learner(learn)\n", "interp.plot_confusion_matrix()\n", "interp.print_classification_report()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Load directly DICOM" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from fastai.medical.imaging import *" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "train_path = path/\"stage_2_train_images_subset\"" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "def read_dicom_file(fpath):\n", " dcm = pydicom.read_file(fpath).pixel_array #/ 255\n", " # dcm = cv2.resize(dcm, (224, 224))#.astype(np.float16)\n", " img = Image.fromarray(dcm).convert(\"L\")\n", " return img" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "# PILImage.create(read_dicom_file(train_path/\"00436515-870c-4b36-a041-de91049b9ab4.dcm\")).to_thumb(128)\n" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "from fastai.data.all import *" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "labels.loc[labels.patientId == str(\"00436515-870c-4b36-a041-de91049b9ab4.dcm\")[:-4], \"Target\"].values[0]" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "def label_func(fname):\n", " return labels.loc[labels.patientId == fname.name[:-4], \"Target\"].values[0]" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "dblock = DataBlock(blocks=(ImageBlock, CategoryBlock),\n", " get_items=get_dicom_files,\n", " get_x=read_dicom_file,\n", " get_y=label_func,\n", " splitter=RandomSplitter(),\n", " item_tfms=[Resize(224)],\n", " batch_tfms=[])" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(PILImage mode=L size=1024x1024, TensorCategory(0))" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dblock.datasets(train_path).train[0]" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "dls = dblock.dataloaders(train_path)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAswAAALdCAYAAAA4WzUkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydyY9sW3aXVzTZR2Rzm3qvOpfLNqYQNgYkjDzAM5AQQgIkJGDGkBlTxIwR/wYSAoSELAYgpohCwmJgIdtgZOQql+3X3CabaLOJhkHq2/GdlTvyZr56Ve/mdWwplZnRnLOb1fzWb629T2u5XC5j0zZt0zZt0zZt0zZt0zZt06qt/VV3YNM2bdM2bdM2bdM2bdM27X1uG8C8aZu2aZu2aZu2aZu2aZt2T9sA5k3btE3btE3btE3btE3btHvaBjBv2qZt2qZt2qZt2qZt2qbd0zaAedM2bdM2bdM2bdM2bdM27Z62Acybtmmbtmmbtmmbtmmbtmn3tA1g3rRN27RN27RN27RN27RNu6dtAPOmbdqmbdqmbdqmbdqmbdo9bQOYN23TNm3TNm3TNm3TNm3T7mkbwPwE22g0in/6T/9pfOMb34jd3d34i3/xL8a/+3f/7qvu1qZt2qb9GG2j15u2aR9e2+j1h9O6X3UHNu3x7e/9vb8X//N//s/4l//yX8Yv/uIvxr/5N/8m/uE//IexWCziH/2jf/RVd2/TNm3TvkDb6PWmbdqH1zZ6/eG01nK5XH7Vndi0h7f//J//c/ytv/W3itLR/sbf+Bvxu7/7u/GjH/0oOp3OV9jDTdu0TXts2+j1pm3ah9c2ev1htU1JxhNrv/EbvxG9Xi/+/t//+43X//E//sfxySefxG/+5m9+RT3btE3btC/aNnq9aZv24bWNXn9YbQOYn1j7nd/5nfhzf+7PRbfbrKb5C3/hL5T3N23TNu1ptY1eb9qmfXhto9cfVtsA5ifW3r59G8+ePbvzOq+9ffv2p92lTdu0Tfsx20avN23TPry20esPq20A8xNsrVbrC723aZu2ae9v2+j1pm3ah9c2ev3htA1gfmLt+fPn1aj09PQ0IqIazW7apm3a+902er1pm/bhtY1ef1htA5ifWPvlX/7l+D//5//EbDZrvP7bv/3bERHxS7/0S19FtzZt0zbtx2gbvd60Tfvw2kavP6y2AcxPrP3dv/t3YzQaxX/4D/+h8fq/+lf/Kr7xjW/EX/2rf/Ur6tmmbdqmfdG20etN27QPr230+sNqmweXPLH2N//m34y//tf/evyTf/JPYjAYxC/8wi/Ev/23/zb+y3/5L/Gv//W/3pzpuGmb9gTbRq83bdM+vLbR6w+rbR5c8gTbaDSKf/7P/3n8+3//7+P09DS+973vxT/7Z/8s/sE/+Adfddc2bdM27Qu2jV5v2qZ9eG2j1x9O2wDmTdu0Tdu0Tdu0Tdu0Tdu0e9qmhnnTNm3TNm3TNm3TNm3TNu2etgHMm7Zpm7Zpm7Zpm7Zpm7Zp97QNYN60Tdu0Tdu0Tdu0Tdu0TbunbQDzpm3apm3apm3apm3apm3aPW0DmDdt0zZt0zZt0zZt0zZt0+5pG8C8aZu2aZu2aZu2aZu2aZt2T9sA5k3btE3btE3btE3btE3btHvag5/0124/DFu/j8c6t1qtaLfb0Wq1otPpRLvdLr/56Xa75TN8vtPpRKvVim63G51OJzqdTmxtbcXOzk4cHBzE7u5u7O7uxs7OTuzu7sbW1lZsb2/H1tZWuX63242tra3odrvRarViuVzG1tZWuUe3241utxvb29vR7XZjf38/Tk5OYn9/P9rtdiyXy5jNZtFut2OxWMRyuYxWqxXz+bz8v729HTs7O7G/vx+tVitms1kMBoOYTqcREdHtdmM2m8VisSjjWCwWMZvN4urqKq6urmIymcR0Oo3FYlF+lstlzOfzxs9sNov5fB43NzdxfX0dNzc3cXV1FdfX13F5eRmXl5flde7JvbjecrmM5XIZi8WirBGfi4jyPe7H9/m5vr4u730VsvSQ5rG9z+3Vq1dxeXkZ0+k0Li8vy1qyzshZRDTm2zKSf5ij/D+v5YZerGu87+vw97r1sL3Kn0XH+R8b4H7zGz3d29uLjz76KL72ta/F3t5eub6/d19bN0b6UZs39P+LXpe2bh3yeP09z4H1Fd1G/3h9sVjEzc1NTKfTuL6+juvr6/J6p9N557pbX9b1LffrvrH7GvzPa3nt7R/4m59Op1Ns+Hw+j1/8xV+sL8R71v7jf/yPcX19Xez7zc3NHZvstbMu83dEVO10bswdn826l/W2prt5XWg8CS+v0br/8dXb29uxt7cX+/v7sbOzU/ws/pq1rfWx2+3Gzs5ObG1t3ZEPt/v0Of/kecpzmfGV7cJ8Pr9zH7/uteJ3TX+NGbJPRz7Q7+l0GsPhME5PT2MymdxZd8vIuj7cZ1/us+V53nyd/HpNp/N6gcWM5cBpW1tbMZvN4u/8nb9zZ45r7Ut5NPb7DJJt+Gp/5x++FxEFXK57n9/rFMmf9cLWnKOdztXVVXS7q6VZLBYF0C+Xy7i+vo7lclk+w3VxYDaM/j5g1aD35uamACYAEX1BwQxe+S5/cy+uhdL5cwbKVvL7jDF/ey3cbm5uIiLKdX9arab8T7mdnp7GcDiMwWAQo9EoptNpXF1dlfVjjVqtViOoyUbZr+V5qQFeXs/toa9FNMFq7dr3GeL7DCwNsHRwcFCC1Kurq/KeA3ADuHXOvwbw/Nl1Tum+gCM7Jf7PAJTf64CoG5+rgSoDZn5Y9xxQAdQsN+sCyXXyVPvcfa9lp1qTu4i7ACzbd/xEBsxPpZ2ensZ4PI7xeFx0Gr2u2eHsh2g1UOS2Tv8i7gattc9mvav5Vv9tvePHYHl7ezt2d3ej2+0WeYVw6na7cX19HTs7Ow2/XgO2Nzc3hcQCaNWCao+HIDfbGNuHdfrHethG3KfLvF4jLLKueV3x6fbh9uOQJtPpNC4uLuL8/DxGo9FacO5+ZR22PfSY1gHf+0gOt5pc1Wx9DTRDevrnMeTWjw2Y3xewbEUzM5ABsRWsBpD9nl/L18pMtfthY2vF5H2uuS4CtYBlg4/i0+bzeWxvb0ev1ytCT3OEHLESTEeVFt6aIKJc2aB6jPcFHp1OJ+bzeflN361cEXfBcrfbbQDtWlRsRTe4/2nJ5Dpn/JTa//t//y9+7/d+L/7gD/4gXr9+HRcXFzGZTO6Agxwc3jfumhPKr+dr1fQgv7dOV3L/1t2zdh3rfDa229vbcXJyEicnJ9Hv9+P169fx0UcfRa/XK87ZOkZQl21A7kvt/4cEExF10Jv1O3+e3zlA9es1Z2cnCyAmg5QBs7MRti9mOdHZ2v1qv9/lyL6o/tWYyQyW+QEsb21tvTe+7iHtRz/6Ufzwhz+MP/zDP4yzs7MCmg18anP30DnN+pnbffbiIbqar5XXyr4n4tbXHRwcRK/Xi729vdjZ2Ynt7e2CA/j87u5u7O/vl/ey/+J+29vbcXh4GP1+v1yL67j/zJfxQk2WmFvPs9n4LOs1cM79atkA62AmqKyPZGvtQ50phjwbjUZxfn4ep6enMRgMGsH7fTamJifYkry26+TsPrvoa94nW+sCFzIN2O+dnZ1H2ZAvBJi/asORnaaFHmCblWEdEOY6BrK0GoBmsv0afUKhKMlwX9YtYA1E1Jy3+wdbfHNzE3t7e3F4eBgRUZQBhb++vm58h4g7M+A4fQu1o9MMgK2stSidz+Tr1ZQtr2lmMTMTYgOQSzXMgJsd/UnKawYtT639p//0n+K3fuu34kc/+lEMh8OGU3V7KKC773uPvcZDjOZD7/nYfrTb7Tg4OIijo6NSfnVychI///M/H8+ePYv9/f3ys729Hdvb20WXKM0i/WumshZ0Z1tAn9Y5Jv9dC0wMRi3/MMNOy6IzmX3it9O0l5eXpdTL5Vk5iF3HZLlky5mh2nrUGDyvzbr1Xfc7/23bzjW9FraNOzs7JUj623/7b9+Rlfexff/734/f+73fizdv3hSb/1X77fvaF7Enfg0AZKKqBoghlyi5yJ+LWGWWj46O4pvf/Ga8ePEi+v1+Ke/IemvyzOWVZsAjmsEpgSOv21dan9vt9p3gcl2QSnBaC1YBwwBjZ5d5j5/JZBKj0SguLi5iNBrdwQyPWbOanf6idvu+z6z73DpsBU7b3d2N7e3t+Bf/4l+8cywREa3lA7WoFiX9tFoNZFrIc7lFTtX4u1kYs8HMbDG/+V6uheLH/1Oz7H6Q2rmPydje3o6Dg4M4ODgo13HfUMjlclnKNvb29mJ7e7s4t6urq3J9WIV2ux27u7vR6XSK0pglurq6iuFwGNfX1xHx7hQOjpfrZKUz61urXaYBIMyKZ2efX3c9LYbHzjv30T853fhlNyvtU6lh/vmf//n49NNP4/Ly8r12qF9Fs23pdrvR6/XiZ3/2Z+Ply5exv78fBwcHsb+/X/YyYIQByzBe1FCyz8H67lQvf7stl8tSfuR9EOhMzb6hJ65XXSwWMZlMGmVT1Kvzmp0tv6+urmI8Hsfl5WWMx+N4+/ZtTCaTkuq23q3L9mSAnjNhua0DRV/G/+uA9DpHDMhinf/X//pfa/v9PrWjo6MYjUZPxg79JNo6BhL/XMtA8xn0/qOPPorvfve78eLFixI8m2k2EDdraQyATtIPB5boRSbm6Ddkk3XJZJD1F3YYgDydTsveJF7nN/sM8N0OjK3HH7JPsN3Exr6rPZhh/mlPXAbIGQxbaGu/zR5kg1gDzkQd6yIo98MK4CjT93cUmsF7ZmRpBoUsYI3ljoiSSpjNZmUTH59Buai7w1Hla3DPiCjF7450Hd3msWKI87govaAf+bfHy+bJ2WxWNhbUWDRarcYzp6FQ9vzj182yfZntKbLNn3zySVxeXn7V3XgvmwMsnMr29nZcXV3F/v5+2VREChjADDje3d2Nw8PDEgBnYE2w62AY3crBJhuR0EPALLrp70dEAdXeW0CNOizSdDq9A6AZJ6lanPBkMimAmY19eY9DThHfx5A/tWZ/8hTaYDD4qrvwlbdaqQCB5DoGkt/4tLOzsxiPx/Gd73wnXr58Gb1er2SRHOhSukNQbFCOT4yIkn01C2wdNsBG3i4vL4tPNUZg0z7gF50GGI/H45hMJncYZANkAl/r7Z+Wtq5M7b72pWz6+7JaDYDWyi0siH49g+X7UnsZLPO/HY4/l8F7TbmyUa19J7NWWXEzk11L4dI/TsEA7NJnQGRExPb29h22mEiS1zwPtfnJYDzPJZ9zP12fla9pAwHYuLi4iOFweAcwZ2OW66joP2NcB5b9YwD9kwTOT6E9pY1MX3XLjs62h7r72WxWNpIgX9fX17G3t1f0ziUcEdEAyZRb4SQNhs0q08wEwZ6hK9ybMojRaBTD4bBsBHM2CADOD8EngJm6xuFwWIB2Lp/6kJvLwzbt6bd1fib7nKurq/j0009LsIt+si+HDGmn0ym6uLu7Gzc3N43yTBNPAF8ALHIF6M4+1pv8W61WtcyJky0mk0kJiMkM+SSrfBrGnwYm+ctsXylgNsCsscg1xhbn4ZKHDCy5XkTcMeg1oMfr69hlv3YfQ+zP5J9cikHa1sX0jHG5XN4Zp9OxEXHnuC/+N6A2QHeqdnt7OyKilGD48wQM9BvFvr6+ro4pj93OPwPnHMmh9M+fP49Wq1VYK69XbW0caTtKdG2Yj76ygSCiJsjItZh/2tpTYs2+yuYyCtgjM0m2WREr9gKnxudxrjTbJ9KvANXd3d1iL6zPfI/rdDqdhmxnh29nmU+5cMlGjVzImTLGgePOZRd/2liqTXuabR35lfUMv3R2dhYvX76Mw8PDOxtA+R4/PvHC97OuWO9dCmk2Gr8Hm40/dWaVa9tvWpez7hpvMP58qtamrW8/dcCM43HKIgPeLLi5LMHfcxrDxp2WhThixSLXAJK/n6PNXF6R2zqG1kA+X4d74IzNWtGHdScW5Pmi5GFnZ6ccf8X9nDalNpo5ANzu7u426iP93Vyukcddmyeun0sxPL/T6TQ6nU6cnJzE9fV1XFxcND5fA8tuNjyACNg+wDDAhrpv7xZ2mQbR958m4OwgLaKeWakFj19FeygQ+zJKARwUopPer8CehQyac8aLVjtphrOKzQyjL2xg8nrU1sQBNnsZnGb0HoSsi3kDr/dIuMZ4Z2en0WdYtQy484/Bcy09vmmb9tNoNRuG3mYSKOsb/vny8jKGw2F87WtfK+/7c/4uOu3PoJ/oBCDZPtbZZfTXGXZKLF2G6evn/qDPngfjEZORzsZ+VTqag4LcDxNlX1X7qQHmVqtVHA0F8mZP808NDEbEHcHKu1tz1IizIMKjzmi5XJbjs2oCXvvN37nW2ff2YtZ200asok1SsPn4N9r29nYZPwyzhYnvwSy5f7u7u4VttcM068p1YbXsQLNztYJRD50NRWbePWYaBoif+Xwep6en8XM/93PlvuPxuBFg5DXlOvz2GM1w1zIWnMMJYAY851rOPy0Rt0FSNkRep/elvctY1sByTr+uaxkkW34AzJRTsLnHjHMuH8slVN5LQCAH2PXmYHTs+vq6UfLhOkgHsFwPp8q92AdhkO5MknVmPp83AukM+F036fSzS71sN9YxzwYVXp+v2hF+aM12+V2f+zKbAedPaj1rfa6RWNkX2V/V/G4GzIyHzwyHw5hMJuWhYs58RzSf22BCjGsS0JIF4j0DYrO+mbzjs+ACYyOzxxErYtJZZc9PDTCTRQYb/DT1sdVqxXe/+934mZ/5mUZWezKZlOPtjo6OYjKZxGQy+cpsxU8cMJNS2N3djePj47JwZmL4bYaV77nkwooCyGFh1zHAGTCye53aH6c26a9/u2UB5jUfH0epRT5ahqcLAWzps88BdOkFTseKYSWMiHKUjJUJp1VL5W5tbRWlwAkDWplLR3mePysWjtjBQJ4//s6A2WNnPKPRKEajURwdHUWr1YpPP/20cdqHa719DYPlHJ16jM5q7O3tlTnM5Rpsjuh2u43NTx+yI4eJfxeQ/Gm3nPJc995D/r/vdQeEDvJqwZaf6AnbjJ7np4L5e9bpfFpLTpl6rD4K0naQEgw7VRMEBsi2JWakWHdYKwegtYxQ1jWfwOHAPDPMZtbzj8G0+1djl2r/1wCO+7wOWK177bHB2PvcnJ1Y1+8vS69rusr65Pt9kTnMbK/XNoPi2mv+7UYWh+9kwss+Hp0bDofx7Nmzxn0immAZe0ANM/epZXnWjZeySfeDYJXvesN7Xmv6AVgGd6C//GTbwo/7+pOUH1+bYyt3dnZib28vTk5OotfrxWQyid/8zd+M+Xwe3/rWt2IwGJTnBTykH19m/39igBmjvLe3V36Ojo4aTsGLVKsDzHW8BqeZQc7CY6Uxa0oq1aBv3YRmJcvME2UUe3t7ZSe8H7nID8dKuWSAOYLhcX+552w2uzMv3W63sdvVqdQMsGkorp2Za6DNTLEu3B8WPCIKq723t3enbCPfF7Bqg5Sdtsd5dnYWOzs70e/3o91ul/NDHcGz3rTs3L2T2GyZwbOdPICZ+eSRx+PxOE5PTxs7kD9UttmB1br20wTM6wCQW5Zvf9aOusaY8zsD5RpIrul6ZpddSmXnbL3N9irXMBK80TefdoFM7+3tNZ42RwbJoNlMtPUMZgsmnPuiI7WAxEddWXcJqv3oa9tXn1izjmXODHTtb8uB3/e6rgNlGeyvk6fHyvVTAsxOX9eA6pc59qx/913/IffNa5YBsuXdulX725/PdqF2PFxNxswYc9LM7u5uo8/Wq+wT7Z+sl1tbW40SQJhnl1LYLgBk8Uv4PusGjTG7JIPXc6CNL/T8e2+PQfM6nfsizbLZat0SZZ9++mnpV7fbje985zvxjW98o9jSP/mTPykkoe3huj7U+pv7/hi9/tIBMwvLkUr9fr84FqcymBQElojMQo/gZKEGdGeG03V2Fk4mbWtrK/r9fgGb7nNutVpl+utzVjnM3OwuQspYcYgeF9dzrVKO5sxuWrg5TJx6QhTJjtgMA86P/mfnZmdrEOpIF6Uyk21DgHJxfZSSdBEpY6eF3abTaQwGgzg5OYnj4+PY3d2Ni4uLYhhyFO3/mesa28B8+OxLADP9GQ6H0e12o9/vx6/92q/FH/7hH8b3v//9wny3Ws0NiR9aqwGmde/9NPvyWIDyLlBQc7rvAsoO1HPNspll2zWDbF+fPmZ22U7DLFnEauc8DBVyGxHlKDuf9sKYfE0C5mx3DdYdyLvVADOv5/PTc700r/n9DJprrLSBue+dAXWNWautdZaFdX/Xmt9/ikGz5eDLbA/VzWxLaoB6HUCu/RgH1N7z9/Nncr+sowbauVm/b25uYjwex8HBQfksAXMmrLims7rc2/2LWMmWs7kuJeU9b1Dnf+6Xx1vL7maA6c9bnzyXtcD3XSA0z/VDPpdtP3iDMsnRaNQIdp49exYXFxcNrOf7PbafD2lfGmC2Yd7d3Y2jo6M4Pj4uILndbpfUhIUS4XBdc2Zy8+Lynl9zH1hY16i22+3Y39+Po6Oj+PTTTwugi2gawlr06t+cHex0Dt/zznk/mrPmCBk75RB2otkwI6yuQb6+vo7pdBrL5bKwXpzLyiH73BcA6zlxGjULNK958wFzCyje2dlp7NLd2toqR1XRrMzUU+XxcW/OlBwMBvHxxx/Hxx9/HMfHx3F6ehrj8Thubm4ahsDzmteRcXlzn0EEIP7b3/52nJycxA9+8IN49epV/Oqv/mr82q/9WiyXy/j1X//1+N//+3/HD3/4w5hMJiUy/9Bqm2tG46cNkmnvcsK199cBpoj1Dti2JYPlXIPofRbotuXPANmsjsvJLLO2fQYPtnm8x/fR+YiVjPucdpgWdITr5mwK17R+u2W5BoybzbHO5w1CLs/Itcww3BlQ+/3MvuMLbP/uA8/+7jo5yaDtPgBXk6M/Le0+Xfxx3svz/K6f7I+z789+tQZ+M8McEXdkrAaUaSbqIqIc18b/bCTP9iYzv+AQPoN+G6OQoc7zhM6wX8k64ePhanObx5fnAZuAHTNAz+BzHWZwWxe8PhQ4+3XKI3NpJJix1+uVI/Uof1ksbh/S5ID+y2o/NmBmUIC2vb29OD4+jmfPnpVzCy3MdhoWRJcu+BiVGtPrZpaERfcpExEr5Tg8PGw4SyLCDL7tBPmbscEm01g4//C5LAh5DK1Wq6RFXSqBY8ibIPkcLPN0Oi1PB0TxXGOcmSUzypmBtkOqgRBHw4Bm10TnRwOTNqptcrDT9hyh/JPJJI6Pj+Pk5CT29/eLgfJ6ZZbJfTejz2/Gz1i+/vWvxy/8wi/EyclJfPzxx/E//sf/iO9973vR6/XiV3/1V+O73/1ufPrpp/H5558XoM8cOMB56u2xLO5P+p7r3suv33eNWoCdnW4NINdYZf+fN/i5pnhdGZl/sqPyTnl0wbbPGRlkNzsz9InrOyD2uatmv2p2zpklGhuBuR+7/A1AzD4xZwa02DNvQKqx0HbGXBPCwffIpXe+l7N4D2k/bgbjQ2sP1b2HvkfLAcdDwXENKNe+52tGxB1dM1lCsy/OGaAcSIFxuD9PvcTnAebIpNYCt9zXbGsgoThK0n20niDz+fkCJnLQ53w/dJTf/GSwzPeNgaxvDwXOD5WR+973E4ndZrNZvHr1quCPTqcTh4eHcXJyEpeXl3fKTL6s9oUBM4vA5hceA/vs2bN48eJF7O3tNYxcxN0zj1kwl2NYSBA8FhCHhWHGYOMczKwgjDgvnqo1mUxKeQjp9qwcWaB3d3djf3+/RJQokB+HDdBHiQyqshPN0d7Ozk5ENNnWzMBkx0mKmNpGUrUG2VwT5TH4j1g9vYwflJ55zUxwNgI7Ozvl+ggu/WLOOQfWLBfjzv3qdDoF/GOQjo+P4/nz52WNrQwoUlZgg2ju6Tnd2dmJv/SX/lLMZrNSr9xqteL//t//W2q0//AP/zBubm7i2bNncXx8HKPRKN68eVNk9F2P99202/bjsMaPuU7EyiHbsWY2ueaokNsMlu1UIAUySHYwaz3P2ak8FuSTHxwXxr/dbledxM3NTal9rAEQ+uAMkcsiamyPx2nm2RkbA2HPtzM42WGvY4/5Duy5y0r4wS46aFgulwXEZ53H/jnl7MA///3QACxf50NsjwXKD52HDGprjG8GxjlzmD9jXaoxx5lN9We8js7o5iy2++978hsGkz0vJmSoMUauc8CcQSd9otyrVmZlvXMfuJ8Bcy0IsV1BT7AFNcbeP8wRfeFvrmnd/LLbYrGIzz//PCJWGTX6bRBtMA8W+Un55i8EmGFCAJKHh4fx8uXLeP78eTx//rzBLE8mk1J7khcxIhoOxztIM7CCScFx7e7uxt7eXgOIZkDH67u7u9Hv98tEU5oRcVs7a0BvJdna2irlDX7NwBgjDZCPiAa7ikLmTUOOaP2/HYDZGObTcw/LO51Oi4DQB6eOec0BBSUQrs0FEODkrFitVuvOMVXMLesMkPR3OBN6Mpk0HsOZGYCtra04ODiIw8PDwtCz7oD8drtdHvaSAbPHyLz5aWSus2YsBwcH8fbt2/j000+j2+3Gp59+GrPZLA4PD2MwGMR3vvOd+Jmf+Zn45V/+5fjBD34Qv/EbvxHT6fQO2/6hOtIv2h4Dkh8LmGsMYs1JZKBcK43IYLkGnCNWQNi1y+ucub9rR5T7G7E6ItOOMqJZysTnsJl2xPmEHBokBK9ZDzw/tpdmmm23nF0BNHstDPYzoOb7AGN/ptNZlXfVroGue/2Xy2Vjc7JT3IvFogAVPpvLzjKD/Vjw/CHp+Y/D+t3XaiA566YJkgzQakxyBti+j1vtvXWAOWIVEGZgjI/wNbEP/GazOD4TH0pZJD47P0K71WoVufQcG3w6qLXe+vteJwfgOaC1X7RfrhEK3M+2jHnLQJn+1siqxzSvSY1YGI/HjfHc166uruLi4uInmgH+QoAZIHl4eBjPnj2Lr3/96/G1r30t+v1+2eQH+/r27dtotW6fOMXC+KzQrBAR9XozFgWQN51OYzgcFvDIcU85nQpjGLFyCsfHxw2hoBbYgrS9vR39fr9xPIyv73MLOdeXvvGed72afYKFpRaae1toEVbAIY1rMz+u07YjZrw1w0ItFPNPdBsRjRRudqpODfF4XNaHuiuMhGut2Bg5HA5LaYUd/f7+fglijo+PG2UvfB6GH6fJnNuoMFeOniOazB/s9B/90R/F7u5ujMfjsq6Uukwmk9jZ2Ylf+IVfiO9973vxZ/7Mn4nvf//78fu///vx+7//+zEcDu8wzR/qhsCHtPuM5LvAyH3/24hm5offdmwZKGfwatb4XcDZ7IqzR7VsGH2plV5k52T2GJ11jXLEagMw+yywl8wNzpjTL2Cb6Zv1i3HZpsIg55KIdUEH/V4sFo26Zz6X65Uzo5sBP3rv+myuzzx4k7jtec6eRUTZiDUajRpZLDJothOZyTbbaEa91p46YP4igax98LqWZacGjmsgOQPmGjhexxava/4OAag/n9naHIjzv0Gur+tSKXwcfj6XKNgecC1/1mWE+A8yKHkTP33DzrhuOuubx5C/x/UIUnOQ4XFyjRxsOvA2yM+g+V3ESK3lIKL2Xr4W9x6Px+WM5p+UP34wYPaiHx4exosXL+Ljjz+Oly9fxrNnz6LX68XBwUEpzTg+Pi6G0KDUrEdmdiOaEVMtYvFEOCUByDk4OCgMJUAMgIjB3N/fLwARZ+ga2Z2dnTg8PCxOyXXAs9ksJpNJ6T/sMEXmeVHtCEiHtNvtmE6ncXV1FScnJw2HmKNL14D7Oq5p5Hues+wQYFyshBgDxkY6CSdDOYUVAlAPq+1Aw2w4zhBgjsMbDAblmtRt9Xq9ODo6ipOTk9jb22sYDOSFuaZ/9GM2m8V0Oo3JZFLeo9lwGMgQ8AwGg5jNZmVD09HRUfyVv/JX4u3bt/HHf/zH8e1vfzt+6Zd+KT777LOIiPhrf+2vxcuXL+O3f/u34/PPPy/XpVb0T1uJxkMd8LtAce3vzFRlkJydssGv/7YDWMcy58/bidYCZj5X60MG8WRG+JwzRRHNWmReB1RimwDPLi/CNviM1ez8+KHvfgSvx9dut++cz871+KE//r7fz6fg1Jhm9NllVNnxkp3s9/txeHjY2CjOeH7lV34l9vb24r/+1/8a4/G42CWXzEREY8yM0eVhBgAZLP84Tv99bA8NavPnMmPpvx8LkN/FKjtI9TXzPdf13zq4DlzbLxpL1OYH0Gh22bYEwiRvnsUXcl0HnNyTQJHnALRardjf3y+ZX2eFHCijO8g7PnZdQ7f4zZgM3umb++kMuO1B1hlsQw5C78NwtbZuXe8Ljvy5iPip+N8HA2bKEnq9Xnz729+Ojz/+OPr9fvR6vdjf328A5V6v13gIxPHxcTm7lwmsFcfXJtoptoi481hnCxNANuJ2g9/BwUEBuey2ZBF2dnbi5cuXBRDDfrLzkoePoMhElIAjBH86ncZoNGoIkI+eQmlxODYcfqLc4eFhYVYtmMvlqnbbCm6AjnBHxB3FrjU7KgSSMVHXy9F1vJ4j8VyKYEBKn3BgGIVutxsnJycxGAxisViUAOfk5CQODw/LExg9V4yBvuzt7cV8Pi/9I3hwHZeVNgcWyJtT7vymLv3Xf/3X47PPPouDg4NYLpfxgx/8IC4uLqLdbsf3vve9eP78efzO7/xO/OAHP4jBYNBw6AbsH3K7DwTn12oO+T4jWnPGEfXa5HVO2MC2VnLhvzOTRR9wjABmAGwNMGc2KWIVjOdx1xg0b1qmbAuw7ACZTAgEAHsY6BM2yvqZSxIYn+fOp9DUQLMdKt/Pa5UZqCwLBkA4WmffyBR6f4jtO9f4y3/5L8fW1lb85m/+ZoOl9z2xmwAabBs/2KTLy8s7m56zDfF4n0qrMY619/Pf971WW/Osd7XgNQeu+XtcK5MaJkysVzWGMeL+zX4O2JAXgrcMCp3N8LU9Jp9mUfON6CykIcGbySv02A/pYtxmork2/cQnezwOYq1nkFX5uRP+bs3OGjQ7A5OxifU9B7+ZwHuo7X+f24MBM6zsixcvSp0ym84Ay5Q+DAaDYtwAj7u7uzGdThuRlxc6IhpGLW96M+OCoOeUW6vVKgxzq9WKi4uLWCwWDeGmDi/XJMLUWCEimlEVpQgXFxcxnU4LiHMU6Sf9MSYaG9rMWPnM6JOTk8KorEvtmg1G2bi/HSe1xX5+favVKrXEZnlcRnJxcVGCBz+0w9dYLpelXpBxM5f+H+fP37BQH3/8cdzc3JSyF4IFB0+sCyCUs7PPzs4KC+2InfVFHnItY3aAjtTpb6fTid/93d+Nm5ub+OVf/uXodDrxW7/1W8V4DYfDWC5vNw3+yq/8Snz961+P3//9349PPvkkhsNhmZunxDQ/hjVb99l3McbrgPO7GKvMFN3HTNkZ29ndB5bt3N0/rpfLAPx/BtmZzXIwarbGzhVZoQ/YSbPKdpDYrOVydUyknVjEak8ItpFg0vWN2IvsyJhj67rn19+DNfb3sN8mCTLo4RoRUbKA7MeIWDnlDEjoe7/fj29/+9vxB3/wB6Xum0cFu/TEZWU8qMp9ATRzvisERN5MlAOMp9QeAoQfEvhmcqWmc+uC1BrDXAPH1nHumW0E61EDyO4f3+d1Azqugf/IYJO+W8czaPbr6CfXw4+go+47wbPBNH8vFou4vLyMyWQSvV7vDojF5/M9HraF70ZnIprHwfkBJ54LM801n2WbksszMmB2aW1mnTNuyJmc/PcHA5gBxMfHx8WwA3YAghG3NacIso9girg1kGYFvSgRzSiKKAtjj0AYNANeWTBqqCMizs/PYz6fN07roE9eRDYO9nq9IjgwvwjTdDqNs7Oz+Pzzz+P8/LzxUA6agSzA2gxwq3V7HA011fv7+2WMbhyllgGy00jMiVOMKDqsOIAx1zm5TzBLi8UiRqNROfPYTxJyashRqpkYNu/kEwT29/eL3BweHpZ1ghVDJpw1QA64FiUwHKPH0//6/X6jBhxDSxkJ82MQ4ODFhpGafBzwD3/4w8Icv3r1KpbLZRweHsbV1VUJJmazWRwcHMSf//N/vpzlfHp6Gp3ObfnRh9DuA9MPBcn5tZqTXAeQa0xujc1y4JMd9zo22WxwBoiWZZdhOIjLADkzr2Z4CPbzZ9wM5Oxgbm5uYjQaxXw+L0/3IwtEcM0pO97k5qdUetc4c1HbhGdG2iDYzDLrCOmAbfJ82C6aAeMzPlUJAoOglj4y7xGr0rHFYhEfffRRHB8fx+vXrxvBkeeAPtteYcvNcDN3BwcHMRqNiu1zsGG5fd+dea3VGOZ1rHOtmbFcV05hJtk6wrrlzKqBsX8zv5bDdcDN36kF327GFZbRHAAZY3jctfGjL2Se/TkyJHwe3XO2k4woRJDBMPPosXAd+390iWs6C8N3GCN9yWUo6AW6Yn9Z0/kcVKNrxm21cg0HywbbmThdF7C5HzU9dPD+0LbuWve1RwNmP5gDwfLEmR11NJc3zLHgCIqjPAPsiFtBcx0xn9nf3y+C2+v1YmtrK8bjcYzH4yKkpDsw8FayiFtB2t3djRcvXpRUP2zDZDKJs7OzOD09jU8//TQuLi5uJ63bvVM35ONa7Li4X7fbLcEEkWG/34+dnZ3ysA/mBHYl4m4aDEFFoHlMby1Ks3L4u1ak5XIZb968iU8++aSRnnTwYIX2YykxjFyXtbZTv7y8LGcqP3v2rJSdkAXwXFlBeZ369Mlk0mDF2T377Nmz2NvbKwZjb2+vwUi7XtEbjljHnApmDd+8eVP6gCH96KOPYnt7O87Pz8sGg+vr6+j1evGzP/uzcXBwUGqbn3J7lzN9F3OcX8sgMoNlO6LspPx6DTTXAHP+yWA5r4+drjNAGRBkxodx5v6hl2aOuQf2ygyVSwIMNCgZuLq6KgzWeDwu1/UufcZphjQiGs7LTp4+esOhSz1sZ/KYDbAZA6CXPjA3fIb7Eeii68708B2uj23+5je/GRERb968iY8++ija7XYph+Le+UEFnseIu09upYbTZMvBwUFcXl7GxcVF41SfL+JYv+qWQfFjQHJENPSuxhJbL/KGeAPk2o/1yICYv2v2ItuHiLs+MQOrXM5QA9XWD8gTSDXflyyGg0P302AXn0M/7I9tH3MpoT+XM8wmGi23BorWRd87nyzjgwNMJLpkthZ0GChn1rpWpmFQnN8ziHaAXZPRx8jtY4HzY64d8QjADBOLkhBZ8RQ2DDd1qLB1Fm4zG45oSCVYqR3Vu8zCTmlraytevnxZQNX5+XnjPOCIW+EDkAKacWYAv4ODg1IjzOHhr169itevX8ef/MmfxOnpaQyHw8LW5h2YTtdG3IJ0p0jpB4oJM3x5eVke8OKNiZw/bIfKXPHbDC3lJES6Di6s2KRLceBXV1fx+vXr+OM//uM4Ozsr93Eq18CTur+I1QNbvHEQpscbIkajUezs7MTR0VFsbW2Vx17TYMBYc2TDD2Gh33aANubMPWCBciHXOef0kJ2An6yUDS19OTs7Kym34+PjMvbBYFACoX6/X/r8VNs6A7IOHN/HDGQgWfttwFsDxgbV/h7ycB+Azg7eRrQGmi1LBuC2OdkpZ2ABmcCTMAks7UTseAzSub43B+OssQ84S07tsNMxUOWejNPv19YV3cV2+KFDOGefZmHwYKADceLPb21tNTbxRUTJ0qB/9BcdJkXd6XTiF3/xF+O73/1uXF5exv7+fkwmk3j9+nXR00y4eI0ob2EurOuskc+hp5xuMBgU3Wb8Twk059T3j8MoWzYNir1XJ5c7vQsoey6d3VgXXPvv2loY5BnUZXvlebHMGOhDBPG3Mxy2K/QdXfDZ6IBe5gfGOeMH+s292Cvm+mmu5f4DfA2ic8Y3YoU/rOeQAfgpvmddcXkT62JZcj/Q/zzvNRCdf2qfc39rLb9X08v7vv/j6PGDATPGBeYQIAowRjgODg6i3++X48Fg7hA0NmKMRqNiNCOi4aTsJGEZnPKhTphi9tevX5eznlHw7JxIs/EEPoQT1hzw3G63C8vMD+UVNecGAEXYcBhWqIjmOaf0bzKZRETE8+fPC0sKq009uJ00ygaw9n2c3sipX5hamOKIWyU8PT2NP/mTP4nz8/PSF8pJzM4CWq2UAFQ/dKXVasV4PC6MLc7HmxkjVudj49hZRwABwURmeGkYGI4w5N7UQbdarXIMHUdN2XjWABpjMPiYTqfFccKWu88YtVy/zdo99fYQcJwNU40Vus/55tf9ff/29Q2YI+7uYs8OOoN2mvXK9iUz3hlAGBD4SEvsnTNjEXcfOY2MAihNDmTbBzHhBzMBELmX2S/uSQBNraPPR1839na7XUAzINKA0jv6XULBmAx2HUAfHR1Fv98vThr7hQ2m/5SR4Bsogfr+978ff/RHfxTPnz+PZ8+exXg8jsFg0JAJbLBlEhsFmwc5Q9ka77sedD6fF7vS7Xbj7OyssSnrqbQvwiivA8r+m3UlYHO9bw0w5yAV4JXtLs3gsUZO3QeaPe4MmPN82H967N7sz/1q4N1g1qWn6CG+i3szJ8i6iZyMG9B7vuuxgsF86lcmg3z2s3215xjcxnrY762THRNJ7fZqTxJzQ399DX54zeNdB6jzd98lx1l+/Pq7wPRjwfODAbOBCUYUQ8XGv/39/XKk22KxaDzf28qHUE4mk4Yxz84oOy82ifjM4Ol0WgTAgMilHiyYhXhra6tsNmMSZ7NZXFxcFDax1+vF8+fPo91ul+OLaDmN4CJ+5oYoDSNjB4+QwNID3AHsPPY6MycGyFyLseIU8iYfPs//MPKff/55XFxcFEfhFLCBdQbLBudm1l38zyO7AROt1uqRot1ut9S9cx0idG+mdPoLubA89nq9Rg2XP9ftduPFixel5AUZQ86YO68h4+JBK+fn54Vlch0awZeNlY2Ywf373u4DwjVgXDNgGZRmB2umxXrt181WZSeVWaEae5T7wGtcIzNXZnYyo5wZ6QwU6Kc3+BpA5ICV/hO800/GwUkOtnXrmMHssO0oGRu2wJuCMsAwg2W7ybX8WGrGioxjJ+yQDJidyTo8PIz9/f0StC+Xy1Ka4XtMJpMYDodxfn5e9gC027ep7h/84Afxwx/+MLa3t0umczabNfYvrNNl79nY2tqKk5OT6PV65b6U3rFPAtu3vb0dh4eHJUDgGk+lPRQs26/U9JZ5Q74zSM5677XIWU7LfQbSESsdJkODf8yg+T6Qk1lQp//tn/K9a+esu08Glr6Xr8t389zg33zEIcSQ9xfwGWfc0SVsgteLcUVEI6NkEGo/DU7xPOZ6a76T66E9V3mes6xlwG+G3AHsOsbZuC2P5V2t9pl132NNH9MexTCzIE6znZycxNHRUfR6vYbDADhOJpMGcwOjwcZBn2HrBbJzhGXm5Acf70YaZGdn545jyBMesXImXkCEfjQaxdu3b2M0GkVExNHRUdnceH5+HsPhsDyww2k+19vCBNlJerEBuBijiNuyhOFwWFjz5XIZw+GwbERjcVFK2H6umcGsI0Ea6wZ7e3FxUY7Di4iyQ9epy4hVGspPz0HBHdhY+Xq9XjlykPGQlfB39/f3G+sEeMi1VDlYaLfbZcOfo3r3t9PpFPYtr5mV3HNFIAhoXy6XjUwGgQMlPhg0vwe4eGptHVhe9zvifqDsNK1Pf6gxz2bszVblE2MMpFlL16fn1GSWGzuvHJBnZsygl8/mByQ5HV0rg7JBzrYtfwb5yWNdLFYb+Pw9ytvydXOJATYj98PBQC2YyBkszwWBAmfXez3436df0C/0FmacIPr8/DxOT09jMBg0HsKys7MT3/3ud+Nb3/pWvH37Nl69ehU7OzsxmUwaR1CaCHH/l8tluc/e3l45vhKm24w5cnBxcdEYF/eh/x9Su49Fxn5ChDkwRN4jbuc6P4o42wTuZblb93e7vcocEjih55k99P3cWH/3g++j18hH1mMHrfnaYIVaw/8zBo+bQAOyBbk3sWUscH19XQjAWj8NOHMgnAGmQTbjMe4xSWn75bLSvK72zQa2liv3x/saTDx5HP7bhOJ9zHOWg3Xr8kXeW9cexTBjNLrd21MlYPgAsTkigiHgPGacIIILS+hjUnJ6AQAGCOcBKIArhNQOzmDPbA1CwWZBg8Dr6+tisImQlsvbMo2jo6PiJMbjcUyn0wKqcF41NimnKzKQNUC4vLxsgGbSke4//bJxAXCYPXYNloGhH1GNwjL3rie0U53NZg1G346UvvCAGAwrDhEFRCaurq4iIkp0Tf02Do/HaLOmGVgYoCN3GVx4niOi9MObmWhm4ReL25pJym84MpE5NwM/HA5jMBiUwCob/KfWaqD4PoPkeed3LmlAXyJu5ZbMU54n1tPAswams1PP4BMZIiCsbdhyvw1yuR92yWxLq9UqzCalRXmclDFkEGx9N3jm2t6bgM66P9hO7I1tKw612+2WrBuAO2KVceH/mvPk9bxJ2Sw3fet2u2WPBE6Ne5oFxDeY3PDOf5+KMxqN4vXr13F+fl6CUAdZPrL0W9/6VrG9e3t78d/+239rnBbA3DoQ4J4HBwelfho9x2Ezl3yPwIU+GzA/peYTVXKzDmSQjKz3+/1CGFkPnUmxHEE01O4XcdeW0zKYQ37wF2arc+Ylr7t9MO9BhGS7bOLP+62MTayfBoYO0GHfHRDwvXykK+/hc+2TwDOtVqtgkIhVWRfXR94BlfaVNNbSxAF6m5lpfw9dwb5mn4nc8H3Wg/m1rfU8R6z2Ehjw15hmA+h1DHSNdbbPyuOqtZrNeEh7MGC2UOzu7hYjzc2YNNf6YtQz02wh5dpEYa7PBVBHRHEc8/m8KCuT5EkmGuNeEc3yBYN8H9nkI9oc8TAeAOH19XVJH5qNgNlBmDLDbPbGi8kmucViUep/eWAGjK8dNxG9hdnRoo0D953P56XPlMFQJ0jtN2yeBZl1taN33RJ9JXja29uLvb29BlOOYeFa9J1j+r75zW/G0dFRYd156I032mQgYWaZfjkqReZwiHt7e6V2nvk0KKJm24fI+xxYSmxydG1Fc18fo4BfdXssWDZIXscSuxyH+eN1B3MR0ZjrDGCdGq2lgLOjbbfbcXh4WNbfT4D0uhEY1kBqDgQIAA3YXY6B3BEM4tR8/ikMu8uKcDD0FUDKZ/yes2mWXb5jx4H9cgDJ9fgOzhl756Caz+WAH3tuJp+yCDIwsIOAzMViUdLrgBPb3devX5djQdFr7Pf+/n5885vfjD/7Z/9sAbydTifevHkTz549K2uY2UDAjksH0H8TMx63wXy/32/YAfxVBojve3vx4kU57cNgPwd86BwEwdHRURweHpZ1tC64ZIFN8vZtnDKSmcmIFbPoLETEXaaZpwUDlr2BLaJZRudmAERzwIo/Qr6QS2TIn2Ws+DuuZd3CL3LgAbpuEsxAOJdAOSuJXXJ9M2AcfWQucnaX97muWWL7ceuXcQ1j4brgu3a7XTbNZ6LPwQc6l9fctoffxisZH2TwXPv/vtczA/2u9hhw7fYohhmwlFOTnngmJ3ecWjFSmxlgAJoRIBQaIElanYefIEwIscsx7BgRtogop2EgfAZJuc4VQUTIEPyIJnuBsyAosECbOYKJiljtXGWxuNdisYiLi4s4OjoqdXqc3ezgxEe9Ydg9bv6mL9RJD4fDuLq6KgARVsdgEwHnNfqY2TccE+vmzTvewABQQDE4jg0jMp1O4+d+7ufugGYrMGO3I7fS4jzNlkWsTkiBKWIzE4aFz8NAE9lbBmCxnO436+jNT0/JodKykVlncLK+GrS5/o8gyuAZ5+CH2JjNwXFlJtkA2f2NaDp+v89r6BPyToCIjD0EMPtpc3zO/cwstjf/RqycLHbGOpMDADtR9AVGBgdmlrmmc8io9zMwxsViUYJ97DT9M/AxGGCuWUd0AzsQsdr0RIkUjhBg7/Q9ZV9kaKiDzg744OAgnj9/Ht/+9rfjo48+Kv5iPp/H8+fP4+zs7A5Tjq0my5XLf5CdvDYOwFjf/f39BgvNHNhuv+8N4sEnIXiMjId9QcfHx3F0dBQHBwellM3+nc8jiy5ltE0ASHtuDRQNevgxoUUJiH1IBon5mmYK7ft5n0b/sFfITLfbLUCfOQKEEVwhL7ZL2P98OkZEFL3kdW/wNWh1FoAMDoEzJY0mwBinyUaDRhNU9oeMnWASkG+74c24zLUJB/qQ/ZyzWjQHRsaIYLt1DDL9BVRndjkTpAbPmTi1vn9Z7VGAOSJKCtDnjEbEHQNtg2ZAaIOenRQKiZIDsGAl2QwHS4EAupYvG0AMNylVjB7H4d3c3BQweX193ai3RGFcKkIj5cX1ERpYcMaK4cgRV06beC4Hg0EDaBrcwogShcJscT2nEBG4q6urEnQ4mkMRzIRZaLluxCryzkCV46L8tC4UFdDvtc9nKiMH3/nOdwpoxhCNRqM7MpLBDffzQ01yig1wnh89DnjGYCHjOAQ/ydGGuDbXNdb5KbUas2xGIeuVM0W9Xi8ODw9L6VTEilGCuaJ8yUDVMrVcLu/U6XJvA3IDIXSZezq4wcH3er3Y398vD56BNclA2bLt1CTXImizk8lMGXJDP7B1mWGiNhRw4tSwP2ebiHMHFHAiB+9Zjx2MIOewjVwTVhzQj33h5KAcpCwWi2LzYZNxup1Op1EbnLNDlNIBmAHLdr6sxdbWVjx79iyOj4+j3W6XIP/m5iaeP38eH3/8cfz3//7fG3YJXaQUJAc2EdF4GJWdqv9m7fEVw+GwBFgG/k+hHR4eFmIkogmYAUy9Xq/sQcKnG1AaWKK77BVyEGl9NWg2OVELNggS8YH4E44E5T70OwNwXwdZol/OhOayrtp+A9fZQn7xPAeDP/STrIX3q/AZxs58oINmRMEG+HGTjTc3N3FwcFDGZLvDNbiuyTHmO+JWL1yCSd/AN8i4Mz/4Y+wLpYmcEMWcGgfloNVrYsDqLJC/7wDWmMVzkrMT1mHmxL89T9zvywLODwbMCAoROEKYBdjOJysK0RDF/E4NYcgRDpghhIunMOVoy8bORtTMLcLNOGCrAZKASZQDpifXD7m12+3ysBSUy3MSEY3avhy9meGk7xggn/6xt7dXxuyIFOFgLhirI13uCfADkCyXyzu73DFerIcfpmL2GUdEfSFnZAMis6OlHIQAhQiT8YzH4/I0PUDzcrksT0L0zmLLle8DOPHxVz67m8+QmWCOYeoBA/TZyu37ZDlnHsw8P7VWAw1ued4JSNjU6TIcP0CGxnc6nU4jaxCxklHfyw2Zw+7A+HoDsG1HTjk6oEVeDw8PC9tM/3IwxIk1ZklxgtwP3QXM8RrAjLllrA4oMeo3NzdxdHTUePKlsx/MiQG0gzecHXPlYMMM2cXFRcO+ZSKAwGA+n5dz053VwoayDtvb2wWIHR4e3gHYtr8+VQPHG7F6cIj7jD7x9NjZbBY//OEPi35SEsJDn5A1mGUAPbLg4/0sl9lOshYu2cBOEVwwH0+lYf9MtLTb7RKsvXjxIl6+fBn9fr/Ipcs0IBjwP7zHutuGm9CwL8bOupmNjlgdJtDpdIpNYf8O1+azJmS4ln2T30OHIElozpZYTtEByhSdiXEwDC7w98BDGQjaXkQ0yxtzltnNn0FODYa5PjaO6wKiwVj5OQTZLu/t7UWv12s8qdk2BvZ9a2urlLfl9XTgYWbX/XRABCined3MKNtWuXzDANtA2f+bpeb9df17LMn16BpmmM9cP2bAZ2HkPYNjszAAlByBehPhYDBoPH4yN14zu2KWlc1HrdaqPiiznRG3ys+ZxGw6sdBkwIRQEbVzX4yKHWaOXheLRXkctyNYrmFDh6MwUESIUCoUxobdQuZ6KcAic48TMtNk4ctRIs7fY2F9XfMXEUVxYbe9XqTbCDYwiMfHx8V5eo1rDEOOYpE5l//Q7yw/yAJyA5tCoOZoNzt3M3UwqDXA+b43y56b2V8CJVi8w8PDODk5KbrBngYe6R6xCsB4lDjyGRENo5uDEztTN3QClpKSBLOsziDVHErEikG1DvC5drtdgBelBmZdsHnX19cxnU5LEBgRpUTDBt99n06nJXMFWHQAkbM3GHYcFcdN+dq2bei6HzR0dXVVzhCHbSRw9mY8ADbyTUrY7CIPDcFusReEz5jN495sbGL/Calrr6+JDcuSS3nICCFLi8WiBOl8B110gBWxAssAF+wN12JtXZpiBt8p7Zpcvq+t3+/HYDAo5BS+6ujoKE5OTuLk5KTsQ0K/fQKGmUj21Jyfn8dsNivvEygCSJzVQ5ZyKVtu3K/X68Xx8XF0Op345JNP7mQwIprgKiKK3PI3n0EOGFtEM2BA1tAlNtVyCha4oJZ14FoOjOfz27O7M0aIWLGjuVbaxCM+CF1wZozXYZ7pM/MaEQ1QTmYWdtxzBWnBd8m48ZRLfLBxFOPHdoEVchbJY7MfNKOe1y1n6LgO85NZY2cBmCtnzG17XWrC35kcWoc972uPZphhQxxZZEDsgfNdnCsRIywHBtfIHwPF5hAfHG9l9IL4dQuZr49zA+jBbs3n8xgOh/H27dsSyeFcMBqMg8XNC7+zs1MUnoedOAVDHxA0amtRCtIfCD/3Zow4G4QAps9gEODOmGB4qBvmOjh67uv0ECCC9/gbAwpYZhyOBH2KBu+ZBbeSO9BCHobDYbx69aqkeD2WdcCO+WE9DKgBVt5MxvVqANiyyv2sWMgZQQb9h+Fy5PyUmnWGhjzheGClDJSRQT9Aw3sbptNpyVb4CCWuz0/W3cw028DRR7Im4/G4bOCBLQFA5Vo5B5U+0hBHyRjM4FJSxZoDlPOGOcobzI7Amrbb7fJ5XgOUIz+5vCcHstkRZ1COfgEyF4tFjEajAphxogTEEdH4vtnXvLawdQYQZiHReWxct9ttZLWws67vZi2y4+L3zc1NAbR8jz7a7mE/so67v2bVh8NhKb+zPcnZScgh7OFTK8ngmQiUFhEMAo7wi/jtvb29Eqjw46e2wvI705j11DaD/yOioX9Z/9kLQjkXzztgv5EDmdxq9sKZF4NQxoPMOeNB8DwcDsv9zcyCRbgmQRz+cDwex3K5LEfrIovcG99YO03HtdSA2AziDBTx0zTwFvMEoWBCMmIVUGcGliByPp83yplyWSNzi62yb+c934vfjN+17dzTIDuvr8lBX6f2eTPMJkrIOpskNWjmPo8JhB8NmL3TnQm148u/s+PgdSYYocwRCukfdsvaEGajaMW0MHoTDgCPcgfA8/X1dZyensbZ2VlhSyNW7Kc39tSOxTJD02q1GmwXjJg3FNJvlGO5XBZD5dSFwTmLD3vDMX2MDWNmAMv3zaQBmBmPxwdYxpHYCXmzVsSqXt0lNwgh18pjthwZcJrhbbVaMZlM4u3bt43UeGbkmEMzDMwVv5Gv6+vrEsnT/3z+qtfFgAa5gY3IwIF+k42A/VoH7N/HZoeYU5B2pjyAgqDNAMlOIWL1KNdWqxXHx8elTCbrK99zijNnD2g2iLkBRi8vL2MwGDRKhcyCuuHweJ3P5GwFwSvyjGw7iIOpceAYsarnxF5yTV4naIVRMrhxZor59tpkAGuQ32q1Yjqdxvn5eQHLlGW4ZtTZI77PurP2zGPeBOYSMxhI9N9BMT7DLJPX2PONzppVdL2ix2f5NbNH/zP75M3Gtq95/GbtyEIC2h/DRH3VjaPhyMwCmPmBwQTk+dQX+1NK1gB1zIv9Q071GwP4h2ag6+wsD66BTIKoms/nZZO7swBcyzIBPnGj7xFRNr5CmOVSHGp1DSoNLpFHrrVYLGJ/f7+cNnVwcNAgEd34HnPEOIw1amWWnlv00ow91yUIwI9zPbO0BpOew8vLy1JiCmC2Dd3a2iprgO2MiDsZPPsDml/j3vhuE695zTLT7QDYmSGPj7XidZ8wBNbhsxHxaL1+8Ccdubn8IgNmHID/ZqFdrsE1c6TC661Wq3G0jyc/TyyvZacCGGBxbAAjbjf+vX37NgaDQXG6Zg5twOfzeeMsWRsGK7/vCytrpgXwmtkgPmtF4W+YJkenOD3+BqT4+2bVuV5m+khJuajfDFN20AAmOymXevhaZtQZK0EFQAahZnwwQefn59FqtRqPMs+sPWttWbD80LeIZs2Y65rMUDBGyyqyjRNmjiOaGxZwOjV5fp/b8+fPSxoyonkiCgwiYI71dBYJm5BPf6A5bR5xt2wqp9C8vsw3MueNM/SVxlqywe3y8rIAfWqtvUeCoHY2mxV2zWwuYAHmCbBp5onP4KQiomGMGadtIHPmtCYZFepJeR2wgiPAAdt+GIgyD9fX13FxcVGOkaTv6GV2yjlIyMGJbQCsPjZrNBo1NoNhY0jdo99mlGH/zYJZDy8vL8tGNDtk5IA5wEY5ILEdxt5SknJfIGufsVwuy5iwc/T5qbR+v19qcRm3ddO2y34BssD2HV01I8o6Iq9eI/tH5o178xl/n7JLbwaNWGU7sC8mdSzvxiasn+04gNSnQ9nfQ17hK+x3TWI5C8EYLi8vy3vWVQg77B9/R9SPMXPwWiMNMg6CgOCelJRwbKwzYPTVus34aNPptBBT0+k02u3bY+UowSM74X5GRClvqxFaBrheEwcdXjfm0ePPQDqDfm+adHBgkI2tNOHBng5w2kPbgy0AiuG6tgwYc0qGyfFkeNFthB11MTEIKgNnArOjrDlQM6I4ESZpPp/HxcVFnJ6els0FVnrT9U6v8jobjqwoZmZ8njOLQR+8EQ+HuFjcpk9h82BgzUjlaBUFMmhGIRx5Mo85RWPQAnuegxuPOQuu1xnBzWDZzBCCDesLK+uH0lxdXZU0HOlTQDOgy0/Zs4G2TLnZ4PF/Zog9PpyyI9+cQTH774zA9vZ2KUN4Ku3Fixfx+vXrhgE28+MynIhVFoeyBlK/lh9+46gi7m6usK776EZ+kH82CmP0fMxTxF3QbKM7m93WqyLHLhfxI5adSVksFo0HEw0Ggzg9PW2wE85uwFxipO2ImEvLCLLOPb0hznWT7Xa7nBCUy5gA57u7u43aPAgBnuIJWPbpI6yj7YtZHGcbWDMACwDBrBhrcXR0VK5rvaL0xcGQfYGdL9/BNvqc3FqQ67P8Pb8GNpAN3Jc1N+uZAwOYL4BjxIrJfiqN4/X29vYKExcRxefAtPq8ataZzbGUNkU07T822rKaWUXrO76VtTTxxiY7HkhG8JN1qN1ebd53DT7BjYE8fQI8YzcA2zmTZh/AeAmcmTeTP7bv+DOf883rfoAXY0a36KNBnufP2Uzrohs+HV+Zzxf3upmFNbikUb7AfdE1Mmez2Sz6/X7ZO0CwjjwgU8ZQtukRcSdosq3OWbPMVNtvkzEgqK0FNiZK+cFeYRP8/IWHtkcBZqc2MmA2k4IAGkQb8WdGb12qziDGUa7Bkq/j+3qXO8wnoOz09LSkfswI5ajLIJg+EIFRE2Xn4DSfr8kYMLjtdrs8kMVRKZ/3POYFt7Jlh2dWNc8N97ATmM1mZQw57cuacw0LYbfbLWUOBg0GM74nymShJlKcz+dxfHwcvV6vfA7wSaob5wqgyWP2j9fOa0OrMRN+z2N3gJdl1XPDffb29hqPG38KzcdJOWuBfLtUwWzR7u5ucapsHmJOMmuAMWbdctAWsdIDp+J99i8sBjWDfmCH2QoDdn5cW7y/v1+Oc4NRsyxgfCeTSbx58ybevHkTk8nkDusDu5zLuPidDXgOwCKicaoL4NYBmYE7Rt4sbcSq9pi09WAwKEyTAT62m7k3IZEDadrOzk45sSJn+WBrIB6Oj4/j5OSkccIGDr3X6xX7i20yoMlBKXNDDXVENMgG75Whz5Y3HCVzSw2o0+qMl/KCDE7a7XY555p7PiXAzOk1nFyD/iGD6JuP1qwx/i4pqoGZ7ItpTo9HrMgF1ujm5qZsSvSDqmzjDb7w5d6QSCDksh36jC5nJtJgzgytx2KSKhN8/BjARTTPIgaM8RmyKe4n80jwhv3JNtL3MK5gjmHMsZ0QeMh4ZmRNDNJyYJMJosVi0Tg1q9/vlw3AJgbx2b4+40J/HGgzJpMfGSjzOvfiuv4ea46/Mka0zCPfDqrRjYe2BwNmJpHNKjb8FiQDZINoBu4FcoSfJ8jAkGYA7YnjNQQNBUc52TF6c3MTb9++LSlbK1AGXN6kmPsE8L66umrsfM9gK7NllGeg/AbFDjQwHNmJZHDt8XvO15UckGInKoVFgXVhbPTB5Qd+jdpPImpvaDJzHbGqF0Yos0IARjqdThwfH0fEimFiTnGc7fZtHR7AIgdUyItfz//XmtfNcufNFjn6dWOuYS2fUkkGDLLPDyfV7XQ3xh2j541XyIyDLubPMmdmw44D+4BB9/2tS5eXl4Xt5jH2ObDGeGadBHDyOv1Axw1yZ7NZXFxcFIfuYJxG/2HAPSbsiZk7vp9TjswJJ4pErGqSqZt26Rbfhbk1uPDpD94/YMdicGPbaRvcarWi1+uVp705tZyzaBxddX5+HtfX1/HRRx8VH8Cj7ufzeSNAqZEEJj1cl2xZAPQAQLCTPhnIsuqz2WFFGUcGeb4/80zQBth5SiUZPn4R2+zAiTlzMMe6oWsEzd7EFrFifbNNNLFlG2+dbLfbJdC0fEeszktGb+mL7xOxIp/IxuKP0UcHvqTfXd4EgDYQqwH8GhmFDmQf4HkwCOt2u8WXOWD19zLDaZLMwVz+bsTKZjLPfD6XJUSsSE8+43F1Op1Cnhh3MA/O1CyXy8I2w6xjSymjsn6Z0PLYLCfGbxFx58QRM8QOdJhj5NRrwHU89oiVz7PdeGh7FMPsGqEaK2CAsu43jYXje5mVy0aeifB9DApt8JhsIllA2+vXr8uB6Dba/h7lFk5hMF6DcRT/+vq6GCfYd+bKQu4UiIMIxsj3iJBgfjLoNRPnvntesmF3HTOMW02omU8bDvpO1G1WmRIMswFeNwdZ/gxriRJcX18XsMAcsGYwVd6l7KCNvnse17GYlhM3B0UZ9NgAeU0zW4ER94N3nkIjbeg0q+s3nRZHfvgsu8ytb8xDv98vsgjoabVaZb2z/mGwI1ayg0FDB7a2tspmTdcM2yFQS+7MAOCHFDPOFdDvgH46ncZnn30WFxcXsb29XTZOYQvsbHB2maHKKVd/Bx2qBcJXV1eFpVkum493p9n2OqNFAA+LErFKMRPYAhj5Ti0TRjDk0ijmlrWHrQH4cM9Xr15Fu92Ojz76qAAfUugRUdaPOXeWiT7Zr8zn83Iefb/fbzy2Gifpjah2xH7KHbIEaZJ9hIMFwCBzh8+zw30KzftEzKgzZxAQzBfjM3sPe4n+G/DYJ0U0/UcOhgHe7fZtXTknX2VmESLETDL+1p/1dSNWgAm7TzDnIxmRUYLTbL8Zg1v2L7XsuTMPGeABMtEBB/Bmtn2STKdz+7RDPpMJKDcztdkm2L/apzO3XJ/3vA/FwJqxsgacXEZf2TxqLNJutxsb4I17+B7999gsT8YPDoLBBWbv834q7sGYsSVbW1vlKcq8Z3v5kPaoTX9EdHaO/ttpe3+Pgfv/bICcUnGZBJNnJ5WvbYF3KpZJvr6+jjdv3lSPE8IRZ6BmZ2IDTp/9HhEuB73jcHKkyW8WGZYkG2Ii68yA2MEAIG3wAacIJEYBwQTsmrHyfJqtZm4YI/0GLPspgZ5P1zYxR51Op9TSeX7dYL3fvn0b7XY7jo6OytqRfgNQwVwZ8GfD4qjWIMPvMXd8P7MLOBKiZ5wtMpejf5i58XgcT6U5Q+J6TbNLDgTZjJUZCDu1VqtVaofNLBHsdDqrvQERd89OZU0JHvmM2R3qd+0oDESzY7UjsLPyGAaDQSOoZi7YEOiyItcFe/0JCpgPZy1yto05BxiS5qwFypn54XQDAgDmHXkF+GYGzYx0RPN4pq2trTg8PCwMPOli+mt2hxILl3QNh8MGS8h6oK88Zpy5dR0365XBj4NT6uV91JuZQNtiAivXSTPfvhdjZP2ctqVO36cSPZXG/gMCSHwDG2BdUmj7iNwyLyZ6ANLMd5677Kex+xAm1NibUUVmTYAQAMLsE+j63nkdzV4D9LmXU/nIBPdhXARUyIt12WOvBU3GELYDEaun/lEak/1Q9h/O5GQAaVuFftpXM+e85iMkPe48Bpe/3RecZ3xnMgJdQiY4ktF+lrWMWPlwk5fGIzlAYo2x5c4WMc9knyyDtnP7+/sN4sZ7MB7aHsUw+8gUFsE/NugM0gbXYNvKZ2bSCms2cl30l/93LRvsD8crmSmycOFkiHqZaAu4oxKUn3kASHmeiOBhRzEmjrJwNH49YlXUzpxZqXiN/jJ3CBOCzTicdo6IxtyalaFPOdp21EqEVzOmrFPEaidrBv04INKrGaxz/bOzs+h0OnFyclIcIE/2Ys6dls0scpaJHLT5fcZs+WMsnm9k3HVoNqx8t9frxdnZWTyVhgHK5w+bIQTEcupERPMpVDkgRrap5TNTZ9DsMzKd0cGxd7vdO2AK2YaFcZ+zbvtBJpYTQBls59bWVlxcXJSg2gCUgAKWiBKkiLgjM+4PLQehOGWzOBjw8XhcdMQAwYEHQQRn6SJ/bGwyI+wnWVqund5kbQn2DRI8V+gbwYSZabNRBL3z+Ty+9a1vldNVXMKT19QOlaP10HVsGvXS2FZO/uCznmPGzNhsYwkiaLbHBBoEPGQ9hsNhA4g8hYaOMWbS0Pl83fw49gz2MovJZ2HszFDzOmvJsaDIi4+oc7mBCR83AtPZbHYngDfTa3vDvbJMmDzLZU4ErGa93RfrAPjE4A5fakBq0o6nFttHYw8pMWOfAHaWMiTmwT6M/tsuGPyZcMTWGL943m3nM6FEww+ypt4HRabJ44axpq80dAqSwMFNzoxlzMNYwA8+3thEJnPFeCkJwxZMJpPyZFpOJaP/D2kPBsykcpzKXweWM53uyWQBnRr0ImGwuE9modcBI95DgJh8ziDNx0FhjFEkgx8mnNfzucKMzcyFz3kkjUVkjMFhI4ujPTdYATPwGAkEwOfZYhx8CD1AIWK1e3U8HheHkNM8Tk0xf0TFbmbYWAuv87rI2w4Ypet2u42nHPKe01jn5+clhQKQRo6YcxQlg1b/n8Fwft+vMx/+jAEZ859ZAt+r2+2WWuyn0JBTp2gtdw5AebqbAznmJgfDOAenJXlIgdcuYrX5LaJ5RrlLgHxt2AL6DJtEv8yqRTRtD7WPDhbfvHkTr169apx24Xq4iJXt4Z7or49LNOPiwBOH7hQlc2p7iIE3A5cfZOC5Bvhio5hD/jcIcKDMXOZaVu6b7fhyuWwcxeSgAFCF88dJXlxcRLvdju985zt3HmNO35kfQJyDBG8QMlM1Go3i+Pi48djrWqkXLbOJttX0A/nIzr3dbheA7mD9KTQHWNZTZ1xcn2x9dnBpNtO2AKBi28ff2HeyqAZnMIyWVVr2Ib4mvselI7bByDcnblAWNplMysN7KOfJ9f2Mz6DN4BIwDmh32Yr1m4YNoI8m1pBx5jIiis+m3rzT6ZRA3WvizBbfycDd2MlBoG0Sa834mFPIA+sq90GWPBbsnnEXRNpyuSw2GOyFLvPY+3w0nn28/bn/Zx3op+2ZZb/T6RTywLbJ2TFK7h7jrx8MmGE0PEnZsGbGqQaYHRHyXUeojgo8aZm5yUyoga4nl9MwoP8RCoTJx8zQN6IfGJvMgiOAjq6tDBGro9ZwFoz18vKy4fwBF1zTigQzbUH1Jg6DRxtAxmcmzIA5p4YyqHTZBHPkNUHAHWU63W0w7WjWgJSxczi9QQe1kzDNPARmNpsV54WSmpkwY205MSi37FluaO6/GXf+R4YyQ+J7PyXAjKHODyUxWAZkUAaQSwase8ixf9AnNpUQROZ5d+CGAUVuLeNZd52C4/65nApARjkJ4HA0GsUnn3wSp6enMZ/PC3sREY1AL2Jla1xWQpkXgVTE6sEtNupcJ7O9drpmoZlPM+c1RpuAlBIE3jOLRtBiBof+YWvMrrGO7Xa7sGPs+scJGjgxZjaOcs3RaBSff/55fPOb3yzOn4DLpzagv8w3+mVgY3ZtsVjE8fFx9Pv9RvmImTUTGnby2Aw+xxqh82a06O/BwcGTOy4SgAOzb5/B0XHYbwdGBqHW7azj9iURzYwcpSC5VMiAzJkO+hCxvm63dm8H0JyE5WNb0QFk3TbHPt36Z/BtnUSHCA7JyDjI87z5x2CTz+bsu8dkn0UfrLt+HeCJHmBHAcg5MFgul3dOrLKtJjODrWUtHXgaB5npxnZij6hjZq8LPtO4Zz6fl4waGINx2p4hE9gsz1WeE+9PcIDlueb4zeFwWCX71rUHA+bDw8NG57l5vlkWFgMT18qY0fX3MpOZleY+UASjy6R717jTDwiaa2xRunymofvgumqnllw/wwIR2XPI//b2dimORwHMdmd2jvfpZ66vcoq71VqdqpEjsnb79rgz12TmucMJAZb4H6MD0PX4zXL7SYIGMLAZWUlwnnyeNHTEatcvR20NBoPo9Xqlxtly6Dpwy0gGw9yHeXFqzU4wMyxcw0DF7GjOSjh19VQaD+3gGDLWDYCKnHHmsnXfrGBeYwPVzIjaDuTSDtclwzRSnsG8ujav3W4X5+VskZuZEtav1bpNz7169SoGg0EB0H6AD3psWSB4RE6d0UJnuD/ssMFGxKqchTIH5gFHbIDHfR1Q07eI1WZi1/Vhy5xRs1wbnJjZz/OGPfS+BEpschqX63G+LzZqMpnE+fl5PHv2rMgCLKPZPMbJfW1Hcru6uoqzs7NotVplE4/LejLjVLMDllsTHwbLyM7JyUkjMH8KDVnhkesRq1I/UtLrGDpk1uQCLB3gKZMENPTBG7MM4JAj/Lx9FnjC/itilbkj4I5YBZWtVqsEdTnF78CI73E9lxEYOCJ31nn/jljVWLdarVJSYdBmnTeDCzMKzsmgzlggfx8dZj49XwbOfmAJOlHTJ9s372GxHYeNZfO9y3lYR2z6ZDKJdrtdSuUgvSwDfJ79SATPnDYGaHYQ5Xkgc4h9NMHidXKg4lp3vsN81GzLu9qDPTtnaWYAmyOBbJgz+2f0nz/PYHKRvr/v5kUANPId0jMwxI5sM7uBkSft6BSCDYkX3lEdAJjre+OSa8AQNJTGgA+DgpD4KCNHvNyD/z2/Fh4bqr29vSL0KAGg1MXvjAs2yk9azGwqRsO1U1aiVqvVANmkmfjbgJ9r8hrXAzSfn5+XHfJsoMjMhGUlKw99ofEdByouTaE/vJ7n1+ud5bEmp+9zc02awZjBsmvPa2w9RrsGmm3s5vN5KQ/C+Zr5QoaQW8oncPrssPfmXa9tZiPtHLge68xTPsfjcfm+9cA1cvTLLKY/i6OhPCqXfzFnfD4iSkkBTov70Gf0MzNBrAvzhA6bCcsyzH0yOMb24PQNgnC+dtSsE84ZJ8l6E5AQRGO/eDDL0dFRg81kfGbYLANmALPTXS6XcX5+XlKt9IvPm6XMgDCXczEn/qzvi+1xoPa+N8uKNyv7bGkDkojVHhb7bphQ1he5dV2zfQT+1MDOm3fx7Q5yDMAyYcFrnJ0esSI2lsvbkzUouchPsoy4e0QbBxeQFbbf9rqb9LBNx+YBUjnFhQd6ZLuTXzNTiw31Oqz7m2xAbgBjdMyZJO7HuEzmcF1vJs73Zm24HqRgLiMDN43H4/Jk1YgVoYVvx/6wRp3O7R4B1gLiwNlskx0O0LN983wDknOQlNfZfz+0PRgwZ9asFgn69Rwd4NhQ3gxumHine/0+n3GzIfXxOa1WqwiQSyUw9CgPm1g45sZ102aVPdlMtPuI8cVxuV4oR1bsuF4sFtHv9yNi5ZwAFWxosZN0agEgj5NkPrMgW4AsfFdXV3F+fl6cvtkX+ohQey0BAwi0nZuZLBtjp1j8AAme8ucd8SiRn97DGgGar66uinHKTC/3sczQf/eVzzGngAnXsBnsZfbNoNlyyHrbYL3vzZtpDJjRJ354IqOZNut4nk+cLMaeeQRMmW1Bxr2O9Cfi9qxusj75aV00B+fZ4ZISpZ/D4TDevn1bmCjXL7LWg8EgIqKxh8DXzPd2uhE9Nuvp/gJUXW6BHcvsEM3yZacBeDfItM11/yKax/DxOacrXWuY2Vpfh896DqhP5LQPAm4ebEMpAHNEfzyGrKO1ZpAwGo0aLDN94XMG2jhckw0GavzOgKvb7cbJyUmcnp5W+/M+Nuyoz0Bvt9t3NpJl3c1+A93NwBgfZ/9iNjOiebqVf7AhlquIZs2ydc0PYGFsrOPZ2Vm8ffv2znnp2CYDPweIPj8Y/aeMBOabeaJvtm9+z76OexpDeNzYCexezjAzx8xzDSdhUzMbjr207VmnS/m6Dsyx87xuPSHr5CCeOYCcJIvB9Z2lRh8Bz4BmfCjMtB9S5E2GDsQsD8yb92PUsKmxnxn5h7ZH5Y7XsWeOSmpgmQE5ivB3jfbNmtbAspXK//uInPl8XhhjHLcdEKBxOBwWUG3GyPeupQaz8PI5C5mBP8AWZ4jQMV6OyPIufAAEUbHrhc0CZBBjw8ZcYCwjVps3+/1+OR6Oexo0YvQwKE7DGvhm9sfCbOPia/G52WwWvV6v1MebjTNAYYf8yclJPH/+vIzTYDkzEjT6kIGCDcbNzU2JzjPDkksEajKfS1WeEmA2i2xW2EabDTRen4g6u5QdLOylHSdHjGEIMzB0WRJPrnPWx47ABt3G30wQQRlG/ezsrMg6xtksih8nfXl5WZhTz1FE8yxYB328x+vWBT6D7uJonUGqsR7oDpteskNm3RyU+Cxi99FMPOtvO2DnnkFyBpReBwgPs4joFnbfDxgAoHCfdbadMVrueH8ymRQQ7nWxXmKPCQTNKuZMVWboGd/x8fGjHOtX3QiEGW/erGxAmYEgOu0si0sLAN0Rq/Iisn+5Fp55ts01RrB+cG836mj9XQLN8/PzOD09jdFoVPyWwT52KWIFbi27lE2SOcMHrztNi/4ZZ0Q07UDO+tJyEMe18lw4s+eMsm2vgw9nSwDgOVPjtfN9a3jOIJ1mW8AamyyiXGd/f788ndelEwa74BcTl8jK7u5uHBwcxLNnz0qZjUF8zhLnAMp6b9xp2ePeLt0zE/2u9mDAnB0lv70IWfEYhBmMbGzNTAKSGKxTrVY8f98OFgFgAwCTQSoNoTo9PS0sLkD3PmYnMzcoF6mGWnP6ImKVwqLW0GlLIiKD/4gokReK5FISr0H+2+yo2S6M2mKxKPVAEVEeQGKF9fiJaGG32XgIqHHLSukgwiCY/oxGo5jPbwv/YTHpIyBluVwWVvyjjz5q3CsHCu43LQMABzKLxeohLG6ZWeZv7mmGpgbKn0qzcXYmAl1pt9ulznk0GlUDYoPs7LBczhPR3DzptDfzDBN5c3N7vCDOEJ2z08jsIIbS7IdPYCDwQg988s1isarXc+0wpUkAbDMepKnNkmZWGRvB3NSAH7rgekj0wDYygziugdNh7N7kbLDoo5QyuRERxS6wPpZnZ5IyyGFdI6IAZG/Og8BwahW7yL3M/mRm2Cya7xWxOpWII0953991Yx7oK6+Z/coga7G43R9DsP4UGkfI7ezsNOp97UfxszW/7QyQfTJlUrCyEasMKT6U++AfTJIQpNhP2U848INMciCEjHP6lc/jZx0pKyQ4s1zQX5qJLYJ9kzcmD2yv6B86YcYdu5EJM+YA24COIK8Gjxm05jWzbBrHoKd81sCauc1srRvjzH3NhIV1lSBjNpvF4eFhyUJTbhGxCk7op2VxsVgdLMA+JYg01hcZMQZyP/L/OUDgGnz3+nr1BFCvz7vagwFzLk2wAmbli4jipEyRs2EExsY0PRNixpDJ5J65IVQGy4ArdkTzGmDv9PS0HGhugWCMOc3IQvj+CNp8Pi8bK7x73BvduC6Rt6MgFAuwZofM97mXoykLjPvJnGen7N3QBi77+/uFOalFlbzGOrJmgBCzST7L0BE07+f1Y0zUgaF4HBllxSKdPplMYjQaNcC3mW5H5DZsjCeze8vlsnECQGa0MDR53WtMiQ1/Zgff5+bMgYGiwS+b7ixnmfHJjtWy6GAmB5Gss3UHsDwYDO6kFu1cc5CUGUbbn8Xidmc0waHLjqbTaSnLygwQcuJNS5m5AYxHNJ0Qn3HQYPnyJhvLErplIMD1DIBzH/0DE2jnB4tj5jViBXgI1pk76w4BQ0Q0Utb+jO3lbDYrT++kTv76+jrG4/Gd87yxwZ4b27wsQ5kxokzLzQGxQYsDQpMmmQG0vUIG6fNTaBAiBKAOMgwC0VHWPGLlu505sn7C0iGjru3PpIXr7e03s7+xTaE/PlnCcj4ej2MwGDSem2AwBhglo51rXx3weV4YD4G35ysHYPa3fN420MEYYzFZlPGU/aHBL/diTnxP3neg4v1R6C3jzkETzTiCvjGHDiRzv9wHE4/d7uq8ZJeJQBbCUBvjWd+Hw2HM5/M4Pj4ux89axnz8pwN+7C0Bj3Wd9WEcjBdc89D2hbbz1wyYO26mstPpxGQyKadF4MTcsjDaceRBZuDKvfjf6Sf6gwADlq3o2UCabUDQzaJacRkPNTteIIA09ybabrdXT0hiZz9AGkbASuz55m9+O+XkaCkrRF4XTjvI9dGkpz2Xvh7KELFydMydNzM4yiNQodVq4SNWJx+cnp7G4eFhcU4IPnNFGQmGOwdWGTTbIPlzBCvIQ55nyxp9RkkBNP58ZtOfSnOZgTeEmFF69uxZ+WzE3UeY+vPZuAOgXPtoFsm6hqzwoKFaEMM9HdDxmo2jU8o4eB6VS+nAzc1NnJ+fNwJoB0W2OxGrh7xERGG57JCzbBtUWydt4B1wG6R6XHyn9pODfe7p4/cYvx0H//t8Zdg4mC8HTqwfTtEbEmnOJuKsKX1DlkjZ+vg+sme+Vs3e5Tmh1coqPMcmRbCBgDGyCi7FcB9YD8rHnkpjvr2xlsZ6OqA1++ggz6AZOXcpggEP+uvjBTkJIeJu3Tt6hg8zw212m3u12+0Yj8d3yijNskY0yy8oY/Ka2zfYtjvwjIiGPXRGJZNT9NU202NCjnykpgN525laUOh7giMyy+zAmvEwPuyvSZCIJmGRQbKJDOwtr4MbsCOe78vLy3IGe7d7W/vPe8iQ72ufwXjJ9i0Wi3j58mU5pYZS0IODg5JFcLYAOeF+rCHAnSA528ifGGC2M6k5TUeCdHA4HMZkMmlEdhTYmyKPaBoohJS/s3LW2BdHQQaiNzc38fbt2wIGrWi58Rppu4jVYmcBpb9+DKvrthxFGWzhZDlKDcVGoSykVjjPUU69rEstZMCI0GK8YGdwZsyl55Z5xFnyGebRa+g5pY8G5/lzdrpcazAYRKvViuPj4zJ/y+WypBcnk0nZMMlcoYRZNumrfyODAAUHTjky5f4YGo8p38dy+FQa4zLDHLFifPr9fvR6vbi+vm6AXYM1AzGzuzkthn4wPxhgO5vRaNRgECz7Do6wBx5HDlixQWwkoU4dtvns7Kw4d5qdF07WGTFkJSKKDQFIczSS7RZ9pjnLhN6SPvdGS+bH7Dq6Yvvp6zNnsIvO2JlJ4d4u0aK8pNVqZoVyOr3dbjceyJTZIfeTObq6uipOdGtrq6yFAzWX7a3TH7PEtjkAeGflzKybcSSLd3R0VDYPU/ZDc/DE/fLpC+97c/YiZ0cimnOYM0bIlllTb+xDxpyRbbdvN31OJpMyxxGrDa74M+TFMmbAblk1aUYg58wQ13N5V2azGRdlA762gSBzkkmWWrDueYmIRjmGHwbjoJP5Qz7z3g0attjHS+bG/Zhz+uRAgGaM5b5ExB2QDPNrwsA2B1uNfjBOkwgEVKPRKD777LPY2tqK4+PjsuaMzzpG3+1jI271ejQaRbd7+zCw/f39YrPYQAwZ4Ix0xkw+F5zgEfto0vEh7VE1zAYLGVQYLJNC5wQKnEREFIDpjWx2CnnRa0Lr97iuDaSBXUQ0zlW2gTdodtSIImFsrRBu7rMjMxtt11jxWSsQziI/otQBQF6HnEIEHPi77qMNv42KUxJ8Bkfq+fTY2QnrM5pr6S1/18GP65JdDwWwoZ84VECzyy6IEhkvQRFrmtfJY+H6GAgzZTYQfAfw4Widvpud8fefEmB2ahbmnLXsdrvx4sWLhtHFuaLz6HZO39bKDPhxZsLZCI4qsxw4ULVtyOxLZn+cOeGkFWzAcDiMs7OzRlmW1w0b5rp970Gw8V8ul+UM2Jubm7Kb3wyPgR3XzwG2dTIHtvzQH9eXtlqtxkNL8tjNxtuJA2QBigZEzCPjdGCEDgCyHVRngO29GgBT+j4ej2NnZ6ekXCkfyYw11/Ja12QAO22dzLaPvhIok/Lt9/sxGo2q9tO21k9gfN+bSQrstIElnzFYNji1PlvnTRaYOKLkMpM8GXzV+pnthDfS4o/xOfnIRpcFZLkA6OWMCHpEfbSDwYi445cYKwEtmeNMbtEYB61m+/BpzDFYKNtjruf5Y64i7h6C4PtnxpzxARzJ1vqaJiI8H9kWOyPjMi6TIpeXl/H555+Xo0HJIhuwI2u+p9czYrUvgnO4sRV+Kqrnw33Z3r59erLLd4zP1hFf69qjALONN520wNtY8wAQ1wOZmXIUSlsHOGqKxvVqC+w0gZ/+kwEcE+ZUk89mzODV/cjOz46IlG/Eqoiez6AcWTAM2LmmGU36kY2CUy1ZcTxeGzzuydxmwOD36CPsDPXWzJUZCIQ1O38zjXwXJoF5dckN92ejkJlmjODNzU3ZHOk1sPHzfPCegYBZ7tq8zefzsjmAAC8beDMnZrmfSsOwWocjbnXp6Ogojo6OGoDL42YuLa8OwvJ1bQdodgKTyaSxySMbUd+PVpNtpwwXi0Vhrdk4en5+XkCEAXO73b7zpD8MrdOgmZlCrpwWjlhtdKGPbJZ1MG5dc38Yp8uimFfYYPRha2urOA7KCzILtlisUprYYObPhAfjcR+ZVweWESsG3KloyAMHsBylub29XRgj7C5sNfOdg/AMCGpgmb4Y9JhcYR793evr63j79m3MZrM4OjoqD+/x+H1P/MNTaQZptlk5S5TBM3rLj4Nk1tp+P2J11Fj2TzWZsvxkWxIRjSDMNgSwnOtqbeuRV/yUZZA+YPthZ7l/3k/Q7XYbARK6z2sAaMgUBxbol30f8h+xCrxss2g1O2viLOs1zTrreceHEby6jCGfDmRb7KCe5uwZc4C+87m8f+v6+jrevHkT3/jGNwpoNhPN2mRS0vrNHCBjbELf29srZXEERl7Ldvv2QSom3IwZTew8tD0YMOeFoFnhAG/UseTduW452s1AnNfuM1L5uggq9+WBJI4YbYwx1nYgOMMMaGFe3U/3kQUnEmZsPHQhs2Su9eMe9I9a5swkuS8ssuuW/bqBhMG354C5wrigQCiYxwp4YOPmcrna6GdwkgGjAT3jZW4cBRq0u3+TySS2t7fj+fPnRfBxrMytgSvfzXKVjbnv5+/WfjDW1KrbmSAzBhZPqdloOEDb2dmJly9fFjDG+jlYyNdwCtgpSBv4zBYapPvsXxxg1jc364SvR7am2+3GxcVFAcynp6cxHA4b9oA++hgkM3Ies0tIsvPPfcGJkA5E3u1UM7vlIDKiWUOZGRz64xQmNoTxdTqdxhhwmMvlssHGRtzdAGgHGnGX7bVzNesEEO52m0/ENIgej8flc9PpNI6OjgrgdpDOuGtyk5v1nrFmnbcdxgacnZ3FcrksKV/KgWp1jY9xrF91M6i1nhmMGdggX1mPM6jOP/YDmZDxj/Ul10Bbd5h37o8ckQ0BELO+jAU/xh4Fy9E6Ag5fAiDP9a4ARANI9xs/iezy42Davs8+nxIiQKJJgBzQ3BeIYJMcbOMfYWCxRfZ7JiCwC255bZhr/LWZf2Mqxm6bDx589uxZI5PEJsDFYtGYa5MweVMuJSg83bXT6ZQyIMvecrm8c2wpeMy2gDE9tD0KMPtv/+/olI00eSe1FxkBZ6K8KCyWQWztnhHNp9hgABxVsjnA32+1VjV+EU1Ww80ACAEm6vSOTTcLert9u6EGUM5PZtDzeYQYNFIPu7u7BRR7DGbyasaQexh0ZLDsTTnj8bgInlPiKKGjVDNM3iBghtWgxcyG5ypiVQ/u0hAzv6xjr9eLXq9XonxvTvT1aMxpBr8AjFwW4L/Nups95tgbjstB3t1qzvx9bnZ+MHEREScnJ3F4eFjkzfLp70U0gzg7OgdsObD19w2qDMByP3OrgU6fP3t9fV1km42Ezix0Op3GJtucaWHsyIMZEd7PbBjvc9zZ5eVlgxnm7xww43R5Epll1cGl7WUOFAD9llnLNP2hv7YDgHrOb0bXbc+yHue15T7IgfeBwESxcXg4HMbW1lbRa+6f59hjXBecGJRlfXb/8vdZ87Ozs4iI6Pf7jSyAg4IcJD6Vhm4axBhAe33NMGcWM3+X9cjnaGfAHLEilSyL+TNmBukzwBW5dc09QR9lXAbKEc0yz0xmLJer42CtK/zkPQAO/k1g1ebDdcH2zQaSEc1TQezfCd59MIJ9pcfge7F5Fx9lO4dNNTC3Tcv21sDbdgrcBrbLp4MxBgfpfJf1o2TNZR5m3LNtWSxuNwCSjTLIJ0NwcHDQWHfGRd/s75lf26qfCGDODWF3NLpcLstxL9nA0DlPBNHZu4zaOpbJ30MoAb/eDW/GhkVF0HytiNWiGTTxOYAjhr/m2K0ICC/OjHNQWTjmzEATQbivpo85d6SX57AWVecoH0Dx9u3bcj5t3sTn9TCTRL9tvAx6+JwNEdEpIMXXs3Ghvwbkk8kker1e7O/vx3w+L/VyXjeUqRYsZFnKgUuep+x4PWeAZtewsZZZrt73ZqDL7/39/Xjx4kUBnRF306cGybxv4I2TqTlQX48fl0Kho15fMyK0zLZ0OrelM8gXxxCen5/HYDBosBU4JGTYZVv0j//tgBzoc89cquN++3gr6yz6wqY/gkY/jc5MsYPiPLcAAJ6o537iTJFb7DCN61OrbVBjx0cwYCIEBt1P64xY7VBHr12PCZBYLBYxHA7j4uIiDg8PC0jIR+Fllq3GYNrXeP0IaKzDfJ6x08/z8/NotVrFxthO5ADvqbSsrxn0Zp3N7+Vr+Zrt9qqE0f4ior4PKc9nTr0j/7anyBxHf7qEwMRJflqb9cLgPOMA9AibkGuSuSYbF/FJBLAA6xxg5BNpsDcm3gzYfABCZvZt7xzQ833qe/OjwQ3OmQtnTjKB5vVxMxA1eHYAzgNHfPAA+AB9h5yzvcD2MLe1AA05Yx8EMjEcDgsJ4Uy8yUdsPDJqFp8DBLjXQ9ujH1xiQ2UD3m63YzQalWer58XKoCUiSjRn4WBhswGsNb6DYJJKZAMC0Wi7fXvmME7I7DCKaoBmNtU1U8xDrZ8epxeaZqDNQnG8G0bEJRI7OzvlBIus+BFRNWrZcPGawTJjYCPUZ599Fqenp8WZMi76b2PCOjGHzFleYzv3iFWqvd1uN1gmwILHgmK6xIXvjUaj8uhdjAOZgmxgsiHwfHgjU41droFpXx9Gg80MyE/N4LzvLTvIra2teP78eRweHt5hg3JaMm9MwRYACmsyy//MpZ2M5Zd+mSWJiLX/A0bJbFxdXcV4PI6Li4sYDAalFAHjulyuTrcx8Ec+CFytr6wvYNRHPPHgEewRZ4ljP6iFt6xhl5hnAgeXxtAywHHznDB/8/m8ODSfCZt1gTVFxwEivg8MJQQH97TMO5WfAZhBvwPv6+vrODs7K5vv2u3bVKsJCcuMQXMGzBkY1vSQ92pB12w2i8FgUIIAkwLZnz2FlgNS+2zPUwZoOXjOzXOX92zYh2efnvtG47tml13H7JM30BH8u2Xb/fN65d8m7gCrGbjSvPnQ47VeeGw5sM3zaln2XNRIiEww5Pkz8efyVn/P30eO+T56yI8zOwa9WZf8HnPNPoWIKEE79yLIvry8LE/lJPPk0hxIVq+h1/Hy8rLMq0tBsRec9c4aM//gQhMxJh7vw5e19oUZ5ojmbkwO/zfCzwqXBcCgNSIajoTJMui0Ato5oGgI9Gg0KoxRu90uabblctlQPBwnEQznsZo9zqUXZjjMXvBeroX2PFiwIqJsXAMk4rSImqnvy8wK1/d8rlMw9wkHcHl5GaPRKN6+fRuff/552TXO2mVFzNdDsVC0WmRoR8TYnZoyoGb3K+sPGAfcGHiPRqNSmsF5zDj0HLx4/DmAMyAxWF7XWAMAE0YbRsrM3lNyrnaQW1tb5dGkGBpkM7MoOX2LPmG0XIucZRW9gW3x5/0ezc63tsb0gdr/iCiPwCZzAsB12pD1pk7ST5ty8Fgrw0BOXdJhBgvHbkaNebDNAJhDHNgReX0MZhy4OJB32QjMNvPD78zeGphkMM44XabFevCb+5GJoLbQoIR5zP4AUP/27dt48eJFKV8zy5zvZ/bespWDMdaZ72TmmYaPgGHn+Dv6YDl9SnqdQaNlgDky+58DY5c7urGmZmDtn3KAk/2Wr+O/c/10RBSSxOV3MKn5KDGPw0Gt9ZjG97B5zEsGovQF3GBZ2N3dLRvB3W/revaF1hfGQ2PM/rz9E79N8Fj+sWHMM3bV5Qa2H87i3SdDmezIwJtrocvM7dHRUUNO2E82Ho/j4OCgkBq0Gknl+UMeaDWMgg/KxB99tD7bhj+G5HowYAbIeSLpzPX1dUl52ri7rXN4tQjUEYb/97VyRJbTBEzW7u5uIy2aox/XP5lVjmhGUzYANgIGUrl/ESv2xwKNAtIHQNZyuSyPrp1Op4WxykKfI3r66NIGzy9/wx4BmF+9elXqzbNDrH3XAYznwI7Q487rmlnmnZ2dUmfOIzHZAOjACBAEuzsYDKLf7zdSLbUAwutlFs71yZlxy9+1AXYNnV+bzWbR7/fvZWbe18a8dTqdODg4iI8//jgODg4aOmRnYFbKZTQ+x5fvOsWKTmSjZcNluWYNauDQ1/GcA9RI2XkvhZ8eCbC0naHsJ590wX3za5ktglXmAUb0n/FhzC2jMFomHtaxLP67Zi9t+AH+zo75+wbNgAYfMUVQjXP0NXgfGSc4wIY5He254X68T2ZpNrs9a/Xs7Cy+8Y1vRMQt6M57FGgZeL3Ld/j1DOq4nsd2dXUVg8Egjo+Pi/1lvE9JryNWTJsBsYGc9ZqMHp/JAV4ORKwnnu91vsnNQN4ZRc/xcrksj3hvtVoFPDv74ECm0+k0MsjGIDXQzOd9P2ceI6Jh/9Av+rq3t9c4Gtf2jACALKo3Epq8yVgiA+Lsg9wv+uJxmjE1+M/11NhrShsjolHe6b1WXkNIR2TDWAM5gsgaDodlbwK+ElJyNpvFwcFBRDQBOKUvDoyROc+P/YGJUfaIIO8us3PGExKA7zzmuMhHbfozkvfEDgaDUqtLM1PsRbVxciTn18zKGDxlQ2hFZ0J5OEGr1SrHmFiBEN7BYBDn5+cNoJzBrdkH+uAaX5wXv+2IvOBc09fC4FAvd319Hefn5400kKN4BDynKXNQYSG30COw7CQ+OzsrpRgeO46vlmqjhgwDZjnI6xyxyiAYjDvydVkEDv7k5KSUoXheqfMkmEDxAGYGG5aPDLYMlNcFQGY5mTszGm43N7dPkFwsFqWOK4Or97lh4Hd2duLw8DCOj49LYGDDb4eQ0+87OzulvMhP0nSGJTtUr69LnvhMBobZARtIdjqdsgEFOT09PS11b6yJZZbfBof0JQPEDL5osKH8plzILBL1e74vzang/f39Ozu4rU+Zbck2Ebnmb2fKfA0CUjtXfpM18Xc97+4zdmBra6vYWG9I5BpsXOY7gJT5fF6yQ2wU/9rXvlbs5M7OTmMTVwZdWYYtE26Z0DAItH2xf5pMJtHtduPw8DB2d3dL0PXUALPl3PqEzhjwZJKn5uNs970envOsN/m6+V7IkEsYIqIcDQcJBtMMwGLzbN6Eb9BpoGnQRT8BTiak6L9PyjAOyUFGLbBwEJ+vY3+TwTrXzOw+1ycAch2y++6ggzlw0Ou5i4jG8xYc/KAP1gmzuYwt6w02gGBnsbh9nDxPyMTWTqfTODg4aBBhPh0Iu5zlJNtPZIqNn4BzYwGX5fK+cQyZvYe2RwHmGlsyHA5jNBrdAcK1iec9v29nWXMm65qvS5+8yc4Gl/tR73J+fh5v3rxpRMnetBWxSl8a7EVEAxDVUn2Mi2sy5ogotbfUM5q94T48RhZA6XSnnaiNS82ZYCy4BoD58vIyBoNBvH37NiaTyR3DR2qy01kdtWWDZwOEwhJFAyxRrFxyk7MBmdW+ubl9IuPR0VE8e/askR6bz+flwHjqDb2+mZ2oAbQcUNDWgWff38Ff/v7NzU28fv065vN59Hq9xg7n972hyy9evIijo6NSmpCdg5kTOzg2ssLqOs0W0TyHPOLupiwHIXwmA8PM5tYC94ODg7I2nIwBg0BpCd83u0KA7VIqwB0NuUJuMb4OFMliYYSRJV/LDtX6CeC3vbCs+Xv+jD+HjpjJ8hoQpFO2QpAasWKkqdn2/JqdpBmYe9z0C93udDpl7sk+0LBJPNGMcqvj4+MCHLLuWn78eo0N8/y5dMB9MKBDx9vt2137PFiFjAGy8VSax4aeMEazjRksOMDwiRSt1uoJkACdiCaraR3LmQzrPa+ZAXepSMQq4JpMJuUoSPQZGTWJQd9yEJjZbL/HvAC+ec9zYj2z3zWYdZYFHfVvBy4ZaEassjRmSQ38GCvzg1+ezWbF94IjnMX2+mCjHMyTdQecunSVa5iwZDz01XbBWA/bQ3nscrksGVjWlGNhwWQw5vTfwWkG78aWfI6y2oODg8ZpQQ4K3HeToj8RwJzBWrt9+1xul2JYwMwwu9UATG4GL7WyCBsB94/JYTJYbJz8ZDKJ169fx2AwKFGpoyfuQ6ofRcK52cAY6HMPhMhCxpi5rsfHfTHqy+WybPjzmaSMJWJ1rrGjyIi7KeK8dq5thEWKWG224G/mrt1ul+PTDLpxbrBGMGOwi1am7Ghp3o1Mn1E0AE+32y3nNqIgMM3tdrtsIshzkGXK7JLl6j6W2d83cM61Z9nAv3r1qoDmp9I6ndsHw2xvbxdjZvBgB2h22Q+d4LQDBxbIpxmN7NCchcln8NKyPDtIpv9+jCwp9Ygo7Cf38dFl+filGivl/jE/BnPeJEdDP7E5BuKMx8EioDUH12aUmM9aeUre8MN9/bm8cS0zWHyfDTmAE/qZ93UYUPN6LgUzq2kGkPWi74DmiCgn4eDweJxtznZxj5ofqAGeHJDxdwZOnkdOEGJjcr7uU2jW4SxD6EueP5rnGWCR/XFuBs9eL9vJHAgbWPI+2SDKJfGvBqr2ofQL+cKXoMs+tznXvYJnzNR67nxyjcE3suujE20jfXoD16efnjuPPdtb5s2BRUTT9u3u7jYeGV1r9pHMQ0TzAW8mCO2LrT+8Tj+63W5j7wUt+1QOgjg5OYl2u12yyfv7++U6Btk5mHDAwe+Md9BZjq7LgVnuk/X5MYHwozb9OQpaLFZP0MqRe46gaqyAgWcNWOWF4pqZXTKQns1mjTQNoHexuD3C6M2bNwVk0T+DVjPHEasIzE7agpyNSo6U7Vz5jEtIuFZ2vNRI1Y7s8byaDWAu6E+O6okwR6NRXFxclA2Ovj7ABePBNc2YM1ewbDg3P2bXkWpez1pmwGlawBXBGLWEEaszswHysGI4XK5tuanJn8HROoXyPGaHkxWMz11eXhbQ/FRav9+PXq8XV1dXcXZ2VtbQjpR5tRNhTc7OzgqLUMskAZZwFBm8mCmgniwHMBkkGihRDsG9x+NxAXDOcmCUSQlyHbO9BhL02wzU3t5ewxE7Q8LcsPfAY/TubeYAxxTRfNqiiQlkD8cEe2yZzDIbsQp8zXjZYTpVTMaL+TWYoG/c2yVWdqysX023ua6DEpcDOBCH9fbZrmYOsyzUyBiTKvQj+47a920DsUWkeWGan5JeG7xZjw288vvZ52a5QhbNItrX2RdzjXXkEff0+fu02WxWSB18F34a/auVJ0asSgtubm4KDvCpVw4EaS6DgOFl/NkHE+D5QSV7e3tlvPQlB7rOKJtlztgp+3rPlf0y49ze3o5er1f2btnvGvBax60bBCOMjT7kzHrGWpkQzcEZ17+5uSl2nQAUPTf45nsOgIyR8n3cLzf8hz/Lmlu+a0z/Q9qjNv3RWq1WOePUAuD0Ta3ZwNNZMw80X4vr4XANnm3kzOSQekARz87O4uzs7A5TQoog4m7JCa9RB8m1KKfw5jQ+22q1ysHcGRxGRGFjiaDNXsACcQ/SxDUgwpj9mvthphUjF7F6Jnve0GXBYq25jq/hukzXbwJEGINZO5ojeTvVPP9OsfCo2ufPn5e6ZoPmiGg8Stn1ZgYdnhuu7dccgef59PeYd+YqO4OIaGyeegrt+fPn5RxP5tIG38AUoIUB5BjJiLuntiD/rJcNYMRdti8bN7+XQRD3a7fbBSwD/ph7B8KtVquk/NelcG2Y7eTQdRp6gMy43rndbpf9E4D2/f39BmtG//huu9184qj3OtDog8sUPDesCyUy/X6/AfCY0wzY2Wxr8J6DzJrDdmoW/XWgYVtuG4ujHI1G5amZBPImKegP9sCkCv2pgY3cvD62oesyX27M2Xg8Lo/itRy87y0zctZnbL7PIfYcG8Dap/uatHWAI4Nt+1f/72yI/R+b/XgP3UF2HbzwmrNGLtdwttnZIPqSZZh7kq2JiMa1kE/7aOuncQvzYP3g2pbxvGb87SyTAz/bafZAjEajklGjnwbSfBc9dkbe+u+1xxbVcBf2nfHVgmYTURB2e3t7jcyUgzizzZZXy1sGzA7afKDAfcQC38s29V3twYCZiaNTw+Hwzk7mGttB8+teeIPL2nUy8Mwpzgx0M6NwcXHROFoqN5c2GIwaVAHArNwwTvSRz9nRGbjyP/NIZEeq10JDVIxDNYiHha0JA4pigME8YXBw2HaydkyMn5bZPQu4i+gBy75OVninV8ycmdXw/VD48/PzaLdvnwufnSDr7Xs4+LD8eY4yu+wx1phnfy5H0f5MRDSODnzf287OTnnYUNYPg0fWqtvtNgKviOamvlrzeuVALwe+Nra8xu8cuNhJLRaLkj1ijVkXNg0RELhP/A2Atox6TR0A1uwXwHA6ncZ8Po+9vb0yZ8wRx2HZvth23NzcFHbVzJsZ2Tw/2I/5fF5A6PHxcZyfn5e+wPRgR/jbbDm60+124/LystiPHPQiEy4bA5C4JMfAyE4P0DIcDqPdbsfR0VEZA+fO59KeDIwdPNXkLvugzI5lecp6nYHaaDSKfr9fgvSn1AyYI5rnHVsOIlanalj3IKrWzfl9829bntcQf+p9ABFNXXRwl/XF60OwDxtswOhrWofRpxwwWyeMefJ9HfwRGPs4xZw1qgV8mUTIgWAmCWiekzw/7CkgGM7+ycyxA4lMdiALPnbP5Imvwfuee/sNM+yz2azsGzGuQR5MctCYF7+egTLXYA4s9w4W+K7H95AAmvZgwMyg2dwzHo8bDi+DndzyJNgg57oVRyX5Ggw4R7YGUkzE6elpOVoqfzezWBH1BwCYuseh+LvU2JLyKRMrx2uD5P5xPYNJXxvBzeUNTkNbEe3IGRdzTNQeEWWjFiDJYNhzRBrWoBwlYMxEdE5BueaQsa4DVe12u/EwCTPOyMZ4PC6fPzw8LJEtfaIUh/uxRjnw4rOZoXDLDiRfx83ynn+eSnPAE7FykjbqNbBMsMxn7wPMzKMNbc1IrXPEdh4OBAlgYfvNnPLaeDyO4XB4RwdzloFx2LBjVGtlY3bA3JNyAphurosemgHP485BHnbF7L7tnp0F+sbndnZ2yuZT7udHGDtbQPmU15+ytto6ui9Zx7OOGfRGrOwq4HgwGBSGnT5eXl6Wc1r5DmtwH3BjHf3bznWdvGWSJgdlZC5Go9GT2swb0dwUi6xgO2vAxN/LQCTPeQ0U08yC0mrrlkuMLDsGvQAr95/HQKN3PkLRIC5jC1r2/+iG/Ru6UKuhd3MfnX3xfDBOdMEg0jpte7GOiLQPs21Cn2sEFtjN/pL7uFzEvrHmXyEAfCSm8V/WHwNXE66ccuU5tR1xMOPrMJ+WUc9fxIo5N9hnLMar6MZP5Fg5mDseNWuQlKNHJpuFNLuQP5OZPDMojirz9S3ACANGmo1IPmM4gyBfh2vgCAyKc4SIUnAt6H+DAYPzXDOGQrF5jR31Pt/Xn0Mp3Fz3Z8GiTwbgFmJStvSZ805tYNYpvQFGRJSyEaL6iCgbABBQzwHz47Hk+SEQYIywbhG3pQ6tVqscGI9hzPPDNTMrbKCUwdJ9f/s6/u1mYP3Umh2nDTvz6E0vlGH4MaU2QBFN9pVmHc5sTQ6i17Ws/1lG5/N5Qx4Xi0UDuNYyAQbyBG0RqwPynSlxKQZ6z28HygTYZnMBvzh1A1yaNwSj93ZqmZTIQQT9RNf29/ej1+vFaDQqulRLyzInZAucNeL6XmvvJ0B2CFzcXwMXr7PlZLFYHRHZ7/fLfa+vrxsBA/c2cDEA89reB4Df1Wqf5x7UMz+lZj0GEPEEXM+tW83PIjOs3X3zZJBTWwOuRWlX/i4EjEsn6Sc6PR6PC+DKtnjd/axrtfpclxmSSXCA6mPPakDNvjPbJstvBndZN2oBSP4ctsWZKDZhX15eNvCLv4MdcOaKlgNS+wOCFK5zfX1d9i9x7zyu3HfGR5DE8yD6/X7jOwBY25G8nv687SOvk6H3U6RZf9vNnN14SHtUScbV1VWcnp7GdDotRjIbcg+CZtCSO5fBRgYnmTXg+nwWwSTKBDxThuFjzjKw5LoIea1f/izjdI0vtbacN4rSRzR3kbZarUZURtTHovmonq2trXJ+oSPw7IwcMeXoCSVmjBw/k2tRYeMcvfEbJQFcG/Dg6Lwxg/Uwk50dHS2DLYNq5iCDD+SPQ+PNQLgBbgyQ+KmxhZYxy1/+yfJYY60e66S/6sa4aowIMsOakvpcB+AiVsfIZVbHjK2dTURzzjKz4Pf9ujMaEasAjjX243TzfXiNDau8Z6OfwSwZGpdJmYU3eEVuOUeW+wLqI6IBMrm+HQqynR/X67F4vezg0G+eQImeEkwwxzi/xeJ2A3dElOMhHUjBXAEYWUv3y8EFwBob4iAhrwX2cjAYFPvJ8VDMa03OavOR9XMdaMvzl/+3veWerOdTaugHcjcejwvz6IApBzMZGLLWnvt3MfYRTZLFvgv5tB1ot9sN1tgkFyDKT/lDfi1b6J37jA/GXjjYzf6Rz1L/yj3ABy4vQC69AdBj4cdj5Jp5Lmk1wJyBteePdeBhZ5R08bp9c7a3lo9sSzJoznLigAYdB//kzJDxjpnwdrtd1pJnUdAcbFjOjFMyUM6A3Vl5ZMLlF5btnwhgBoRyZJMXPytaNkam2K2c/F9j5zITbANtoQIgm1YfDoeNxzT68GoLTqt1u0kPxbGjyOw4DWdpwMv/gLzlctm4DgLimp4slDw1CGfz8ccfx9e+9rVy5BfOFGNng1OL7uwkHD2i3GxG6nQ6jfOYHb0aGHBm4mx2ewayFZh7U3McEaUWkjl06QmRqeunmTPmuNNZbaw0+3Z1dRUXFxdxdHQUEdEAAsgS18gbQzK77P5np5rBtmvbasFUBtlPpdXYhHZ7dQJKRBRnBVjGCGZHazlkPuyUcD7W+QzW+T6tFnwgT8gJ9XqsEU8Eq4EobIaNu88nJQuDPHPeN/WAjIE+uNzLTpzrEry5bIM5oOaRs+MJxHF2Ec3N1lk++U0ZBnPH+mGPABrecMR6mX12RgtgxTXRbWTbrLwdooECQJtx54DUWT9KNHjwS94omkGz7c86UOy5yoHwumY7yByZlHhKjX6TGTI5UgMbEev1zdfLelsDd5mxzEDM7DJ+5urqqvE0Ve45GAzKhracEbP9zaSUgybGOJvNSq1sDozpfyZV8Im2S4DWnZ2dAshzmQMg3KA0y3DGJOvm0zbWgJn9EhG3dtqbf23L+a7nDv1nLgw26YezRNgHroXNAPgCfnmAVw4MPC7889XVVcEizLPLYNYB5Jr8GodmkiuTnjWQ/ZD2YMDM40txKuuAhicnC4IVjMEg9OuQvoE5jYVn8I4YiVIt9Cyuo06zn659jlgJzLoo2gaAvpNiIJ1jEA07MR6Pi3LB2PiJarx2dHRUnniXI/xcz7iuhpS+0V+UguiZsXjjB2PKDEun0ylHubGJMmKVpmIt7WTNZnEN5pf7kQJrtVoNcB2xMlqUBDAWHPfl5WUcHR2V+xqcWUYsm/fJWZ63DICteHaqNWCdU37vc0OWWR9nIFqtVnmcKWlc5C1i/eYrBysYPubFG2e5xrp+Zf2zPBrc42iRI5cJ+bsEYbn/9NdPOHRQyz0jmie7WKa5Hk7GzhynTEmEZdxZMNcQ0k8O+M8ty10ODDxf3gjE2LEp6/roel1kIoPuxWJRMhC2tWaIYMmxddY/6zQ2cjAYRK/XK+PmPjnbxLrZuWf9zHLm92znaoEV/XM/H+NYv+pmsEz5Qo35rPmOWmDi13PQwWeYp3WyiD9w6R66TJbFfmOxWMTZ2Vlhxrm3N6rlkkdnnNEldHK5bG7qRR5q64rvsd7788YgDt55j4DSD9GwLXEAlgGg19BzB5C07+c1CChsSQaSBPqQX1zD9odG3xmv59CEIZ+NWNkyCMqjo6PGcXu2O8YFEB0OvI0vszzV5DO/Zrmj38gCa+M1e8zehAcD5rOzs3Lm8jqQXANtNWHMhgxj5knNAlq7RmYm5/PbJ8vY0Lk+NyJKOt/H1OAwEWoE2rS+hXPdBgMMFJ+FCXYfaQapEVEcj2sp8zFfCJaVhblAgT0/TlUhIDaQVrSIVY1RRJRj7xwlczrKeDxuCJ0ZMffD3/c9GD/AF4bMaaZsGDghA7kAGEWs6p0t+DbiBsDIXE0OM4N8309mnPl+LgN4Co15YP1ZV+oFYfvsbGrNAAS5y+/X9NkB2rvmzo4AMIXR5dHOXmvXFrr23SU7rilGJlutVnEsPqIIY84YYJUcvNsuOPDDWEdEY+OLnSXg8D4769cM7vixbYMFY0w5IGYu8+Y/rmlywc0kRESUEzqwpZYp5ongmDlx9gEd5uQBiAfkDoY+s4tZnjIQrs2RXzOQ5jXbsEwkPJUGSHOwmwkW5Iy5whfWgo/7Wg1Q+70MAnM53nK5LEGv/SoPGMu4AD2MuFuK441wBszInfuwXK7KJ2nZX/nzyEImFkxi+X8HjhHNYxkdYKAHxjSeT8butaiRHAamJm7Ianm9fR/AKv2hvILTa0wKUt5lWUHeaKzdzc1NyZDb5lgmkDPkNf9fkzXb21qg4b9N8HA/5MD78B7aHgyYz8/PGyk0/7bQOsrk/Yz63QxqaJklsPHzROXPs6HBRtQOMTMW/X6/1GaiDBZgIjAAkk8TQKmykyctguC5eTctyuUaM14jzcMYSFmsa3ZOWbGyQmZQ5/5QKhHR3AUbEWXDCNEh90KwzVblVAegxsKZa8avr6/L8+XtdFH8m5ub8vjjVqtVwFy/3y9GMiIKsGftrYQ155qBMK9hdDOTV/t8lv+nxjA7qIq4nRceoU7gZH3K+sfr+br+jR6aaeH17Agod+J965cdFuwyQG84HDb2LGAQefKiN765lCoiSlkH9oPgmzlxDSRyD+uTMz7YDPrFJjZnsHLwS3DJ31w/y1ieO/+23UUnyQ5xpjlza5vK+pK9sUOE/XNfGO9yuTrX1sDZTKYdFvNGAOISFK7NKSzT6TT6/X5h6PipBVwOBAz87CizHajNV02eLb9PCTDP5/Nymk0GGBH12lj/T1s3DzUb4Pdrvj+DdDO9fvAVMpDXCXbUzCe+IdfQs/bWZ2cpIm6DxF6vV3yiAbSDOz67v79/JxAHvNeAbp4LM761vvJd5sUBvf2X2e28jq639rzTwCwG1NgsMoCAfuwQe5Jyds57iGr+4Pr6Os7PzwvbbJtuP5uDIuQkB14efwbMbpk8xA55frk++vHQ9qgaZgZk4XDHHI3nCCQLDS2zf1wzOwgDX18HsET044gyYlVrBADFwVpYES4W0A7bdc2uiaV/OG9v3IG5BQDDxlB2YCVhjpxGZpMd3/fcGawyPq9DDbhk4WTOXabiNciRqx9wgAPmXrnezKCYe3i8zBvjRYFns1mcn5+X67u0BfABaMaYTSaT8mABp3vtAHwN7l8zaBkg59fz3+vey3LyvjfWmkwILO1gMCjZkoj6uZfMJTIU0YzusyFynavXJ6+V7YcDcAN7Z4EWi9vz1n3uMDqMbsNeYTBdYwmozRtFkDvf2+AOp2L7wThhpn3KiIEcjDf1hTg5P07Xc2gyIjvJdYyLA/Ber1ecA5ksO3jW2ewffSDTZbDN3DAWs8A8/cysE/1hLLu7u41zeA0OKF9jjbhHBgi+du31DFi83rk/tgueP8v+UwLM0+m0Ua4SsT71XwPAebysg69lPxRx97SSDCBbrVYBYax7RHMfymw2K1kt5HI+n5cMiP2kg333MyJKYMZ3TBBZT+0H+T4biMlqulzQDHQteHMA5sCVfuWa6VognG3sOrLGttLB7Pb2dglkkQHPfcTqZBCvnTPeNYKJ/huM2wdm3MX4Li4uYjabFbbZdtTEhuXKAXX2p56fjCd5n/5lXTZg/iJB8IMBc47es2IYSOfPRDTZaA+K9/zZPJA8ARmAkcoDDKPcZmq969ZpG5TG/QDc1nbT8l3qAUlfcOaplXp3d7cwXNvb23F6etqoY3T9FWnlbrcb4/G4AZidCsrAJIM/BxYWaDc7fDbW+SlKXNcC5xITDOVsNivf87rUjGVuVk4rhDdgcZYs12StAAGLxW3KkXQeildzkrkvnqsMkGtGKhsGf672nafSMKRbW1sl6Dw7OyvHExmM8fmIZprbjnPdeiNLyLidhT9T+9tOPrON8/m8lFEAiukTT5RybT3rxO+849s6k42pSzkM3ilFwLnaaThrYya63W5Hr9drPNadccFGG6DS9wxYbJsy+8L19vf34/r6usE+4YwABxG3zrDf75c+caY0pSN8j7m3080sEdkodDX3ycDdDgybgk6TXfPYst2uOT7W07behMg6cMx1bMfuc87va3NQkMHvuqDDQVeez2w7ea127Uxa+Tc+zd/zcYsAfXwOfXJtLrrB3/7NGjMHBsrcwzocsQKPZh5brVbBD+iHfT720nJl4slyhszfF/DV5raGiWq+Cr2hPzmr4+wrn4etb7Va5ZhQH8HLE4n9eZ+Mxnwwf9yPdUBP6Q+ZfE7uYUywvPgFVzEYV1qHae/Sx+yTbDPXzf+72oMBMwLg1EYtmkTY/P66iIDXvKgR608syCkMgxRvSEEYALF5d78j0ojmc+ct7Ab/7q+FmOgYcOyolWOlzNRyIoUXLwcTMLrs5rXAex79vwGy54axEX16DnCavOfveQ2oYzTjmGu8cuMeXisifffb5RSM0eUfh4eH5YgpywrOGLCPQUU+zK7UQGwtKHPEy70MlnOQVQPVBFNPpbnOfjwex/n5eYxGo0bKsRZo0MzCRTQDIeSc38ztfefZ1tJprJ1BJWAIPTPwdZ2w045ka+xcnHGJaBpVG2+nMK2/OF/qo7E9NO7rzUwEDAcHB+V0HPTFtfyMueZkPVfYXHSao7Gurq5id3c3Dg4Oyvx4/ugPjVpl7CV2zKdhYDO4luc367w3FHHKjsfBnAOasaftdrtRh+2sgsudMqirtexjmAeDw5whyN/POvAUWs1X1vyqx5Z9SSaq/L3c7P9rBIXl0zqOXyBQMrNsYgfcYbtr22O7jA32RloDTc+RyTRsIc11+RErW2mG1GQTn3GQ4tKrHKT57zzHeW5rYBk7RnnicDiMwWAQFxcX5VkZ2AYHERG3WWxKHNkQzJzmrPpyubxTasW6MfcmEUwEev0JpClvYbzcD6IAu5QDVsuM5ctz69czweD5Bo89tj0KMGfB899MiDuVBcFRpZXVu7drzoHr+9pcIzvAVmt1tAxsL/elf65fMStsp5hTHtzb6YgMmHBUKOBkMomLi4tyGDoPCvEmxXa7HcfHx9Fut0udYcQq6kZo3Z91AsnYcoRfAwOAFpyf1wzDwA9z3O12y1O4FotFeTw647FT5hoYJG8oyowOP07ToeTD4TCWy2WpZ6S/PBCCuULhuU52rFn5kIl1aUXPucGYy1oMuFjzGqP/PjfkBVllvmt6xt+ewxzs1RiniBWgZp7MdtTsRC3IsTHmswTEDqiREQPtdWvpHzsJgJ+/Rx9xqr7XfD5v1PhZrsiGwJoCminJyHWDzIfTmtkJ5BSmAaDL0NjwR8BL3/zIbtdOY3cYNwA814WzRmaUch9tF7BJ3ofgNWA83DsDZo/R8maZy4CjRrowLuwScpjXO8vjU2uWB/s//q+RHNbFdcGIfb/BMe8BzGq+p1bri+8muMrBCXKDz+GexgsAba4DmDPxlUmZDLzRZXwXpSEA4k6nU8CzwTAZWoI514xzrxxEZH3hdc9/xha2s+iNT79xDbjvh64TdBhLjUajOxkY1t4PD7Et83F29Jv3WV/PMz4d2zabzWIymZQHkGEHKIFhnXOAk4kUWrYLlj3/TR9rcvmY9mDAbBb4XYaIz1lp6ZxTF37PhtfKUIsqrOzL5bJRiuGSgRo73G63SwrXTtCLbUDk+9SiQjtq+uaFBpQ7PUjU6TlAyTEOsMwHBweNuc2AwS0LeJ5jPkOaycA2YpViMVMFYJ7P5yUC5LHaPGCA9fbRVcynU+RmoSKioag2Wpar2ex2M1fE7eZHQLNBqkEQ3yfS99r7b+Yz3y+zxTUw7HXEcPozBuvvezNY5oSZDHys99ZPXnPLgNlAhPfNQnONGjjx686MGHw7e8KZvzDO1l8cqu/hlCN9dsDDXMAa2zHQp+VyWbJBpDjpN8dKwTifnp4W57q3t1d2ou/s7BTwnG2mHfQ6h5FZs+yozJTRf0BBu92Og4ODYhNMMESsHmTi4NC6nJ1/9hG87kepA875HAAZ5w7DTDBucG/ZsHzU9Dmvb/ZTttU5Y5dBTnbK73vLfpO/LUe1IMNghVaTv5o82u/5OyZisrwCcn0iVG0M2B6CN3yDy3cgTbL/tp32HGBHCFgjovg87KJxD+Nyc4AMEPemc/y8bec6WbNNvC9wMyFme0wmmFI0E2wGjGSJOH7X45jP541nKfB5PseZ8cwbAUEuszFg54QcY4LpdFpIROQgYhXAm1TMOKZmH70unkevS7ZXec4f0h7FMGcmOUdpjgYMnPNgrFR02CyzJ6XGHlgRiU6I9haLxZ3NdWaFORbNaQccMQJHX5x6d3OEyqQbqDuKNrNEnRDzAjDmrFtqnq6urgpQzcKRaxrvYw2sIDBYGAD32wEDws/xe3yemq35fF5ACv1BCbieFaPGKuf0kBkrZCmzTpzasLW1Fb1erwGUzTDb+ZmZ4pqeL69RdrTOOmQAzeuO8HN/nkq7vLyM4XBYHqHMujIPNlIu28l2IOLuubVcx2nKzJa8q/kz6DJ9cn0yQdx0Om3U5Pr0C5wpcmxw7PFF3C1/Qndy/aNZVlgZgic22x0eHpa+cL+9vb3o9/tlgysn+GDb6Et2CDWQw/smHWzPrGeuA+U63Hs0GpXTkOinS7D4fl43rzt9pnlzFLaaMfEkU8sZ34loZtnoizNTubmExvJjEGibydxlcGi7Y8f/lABz9psZbGR5ykC6Nr85+PD3I+7WjLof2XfxeYNl7Kx9lK/ndZlOp4X0wuYaJFoGuK8zQ/aZ6LczqwDyxWLROJPYgIsxUeuM3CLP+RSYTArWggPPc7ZNts/0mQA3YnV0o/XKttAEEieKOXimhNRyQsMHGy8tFosydped5bk12eH9ExCC9s1+n7FmP+S5tzz7J5OyXrc8tse0RzHMjtj4abfbxQg7Ws9Kw2+zvhFNEJid1DqF93UBLAgLta9cA4aFonOEIpcJRERhhKhnYmz0xcYlj8P1s36K0Ww2KxuomK9sNOiDWW6ztN6okx3GuojXSkR6tlZOwmecet3b24sXL15ExO1TE3FEPvGD9XJQxPq6dhRBtTFxXTb3R568/n6/07l9cMLp6Wl0OrdHAhosU5LjseNg6YOjds8hf/MDGDaD6ZQ9/XcqkT6QvXgqbTKZFJ3wPEXcBRO07FBxbi7ZQj4oR7BTtTPLBgwD6Wbj6zIF5IV6XWSP63hDqNfJGYnMnNY2t3JvB0LoC8w2Tt6pT8A6rAxBoDfPuea4xkbRjxqTkueQ+aZ8iuuT+mQMOQMCcBmNRjEej8u8uBTDdgVCAN2wvXUzscDaRURxzsvlqtTKTHJE86g75sNBt2Uz28J36XcNEPraGTjWfM9TaTngNCOZQbW/w2vOBuU5exfApgEesz3BzjorYfuQSSBv7Of9bLN8v4i7gW8m93xf23++MxqNSvYHf+DyKTCD53SdvmbQBzD0HBosG6BnIArIdTDgo/CYax9AwMk1PkYXv+bz570R1/Pr00LwvZR7cX366ixXDbOAHZxFz7gtB+Cevwx+83xn8tXfc5nMT5Rh9mLiIMwcGTRl48XfpsgtCL6ev5cHbpYrIkqERRrCE8N3YZ5woHw/K41BF9/NLG+OnqyAWdF5jcjJ4AFHz+e8+YqIjZStNxu4v54X/828RjTrPnGiXjMzuUSLKNbl5WWpjVoul6UGm/vt7++XOuaIaNSROwAy0KePBgeeQ8uXI06c5/X1dbx58ya63W7s7+83GAYML3JUUzQMCfNTuyevAXxgJAFMgHsDZYPlpwSYzSpE3HWwuTloNHBlHTDWTgPmQNosn52zweI6QJPtitOCBqTn5+eNB5pkFis7XW88s6PhXnay6CNlFQSRgHIeIW3jHBFlwy/6YBBoubRhz59zn70mvo+vRd9dn2xn6rWjb97ElAMcp9VdpmLbaR1ibtFhs4d85vDwsLFREtkg+LCMMCfW4exjLGMZCPF6JmmyjDLvtZTwU2jZP2RZWxeAWUfwCw6YcsBhO2o54b78ztmpzArbflgPeEIkgX2uTWaNvHHTBA3rnvvF53jfWRV8XcSqPNNyP5vNGiWVzmby20G358jv2x9ZLyOapU3cg36gu16vdrtdyhXpW0SUIHR3dzeeP38eW1tbMR6Py3rwyPGI5t4Gy439omWA7xhwHx0dFYY7Iu7gjpqPzSV6fK9Wzpflugaea3rKdbL/eKxeP3rTH8KWIyED0Bz9+zMIuI2SnWR2rFzPg7MCm03JyrxYLMruUXZ+u/9uZj9wHDXQT6PP/uF7Ozs7RRA4U5naHCsaDoeyDLOsOAyzUV7YbJxozAsKh+CVBZeiOvXpwOP6+jouLi7usKw+WxXH2u12G0fw0a91/c0BSU3G/L4NlQ3c27dvCzsHm3d1dRX9fr/cBwOWGbVs8A2i3E+YMLMaZiW9YQX2gzNEn0rLzAbtPnDG636NubBu5qCaz+Z0a80I1l7PGRIHhzijbrcbZ2dnRZ+8pi4nsBxj9LMjyvV9dg5sXtnb2yvOln5wrU5ndWwaMurUpRu21YGe7WkuxTIwtI3NAYnXj3uSyo1YlT1gHw8PD0uQ3G63SwlFBpzMIdf3UxT5HOth+8hcua5wNpvF0dFRYyOygSqAiGvah+R5tF7XZMzzlWXYvifLYpb597157FmXHYTlz0Y0zxN3yz45y1tEs9zBmUj0Df9rO0pQ65Q+6z0cDsvTCglGkbGIFaAl25PBkwG2gVkNCMLYIpvorzO03qtCVsigkN/+TmafvQ7Md57PPO/4MmdtrI+eZ4C62/7+fil/iIhyzCQPF8Hfw/rSL/yegfs6ebu5uSkZqoODg+j3+41TRxwMgNuwPUdHRwVT0RwcW37p230sc9ZVz7dfq71+X3v0sXIRq0fSOhJl0bIhygyeB2MgyCTilAB2jnRpNaPIvdwPHmxhEAbAc/RkhUcBs3LxXRsbDLmdGecyR0TZ7AdobrVajYeouMaJ69lgmElhbPm1mjG3IOTIl/SvjWGO7pl/lMBrjCHx+a3MEWvK/6RdPCbuVxNq11y6LAYH66Dm8vIyzs/Py1yjeAQtmZnKc2PnbXZhsbitOeeIHiLw+Xx+5yEVTvVPp9MYjUbl4RlPqeXofF3UzdrnOeTHJRnIS2aYuU4GJzWdxoCaabVTcR94n4BluVxtBjaIAyh6LV2XzGvoqnWTdXZgQNBroIvO23G1Wq1iB+izg0x0zEFAno/7GtcweOe+tt1OwV5dXRXZxvb2+/0CNLwpyDJAX3mPuTB7ab3Kgb9ljjm4uLi4s3HS9gY58X1qYDnPVw4IbTtr37XdN8FSI1ne57ZOp9cFwHzHr2cbkMEy/2ff7rWKuLtZk9/oad6g2+ncHvmF/XUW0QAXfbWe1WwvnwPwQVJlVtyZBz4LKRMRhVnGhxqkk8VxNsU10ci+mVPmMfc9BzTZn+Pj6G/EKggmkATocx3GgK6yR8klpxA+u7u7RRewH15Pl5DyA76JuA3Ch8NhzGazODw8bBzN53GblKoFqzWGuQZu14FlXnsXTnpMIPxgwIyAYeRyNJYdHc1RkIU5p+Qx2gZFOXLI5RiZtbTzvby8jNFo1HiYAZ8jUvTEuf+O/OwMEf7MAiHIXGuxuN04d3BwEBFRHgaA04SphZXkey5VsYLlqMtzm0GHjZpLLa6urorDZuwAPowC5zly7AtlGT75Yrlcljpvb3rzZ/hcBsbZWOQo2xGyWw5SYJg4N5inAgJevZO6ZvTtjM1yYMQHg0G8evUqzs7OSr0XxsObHFyyAcAm2HgqzetQA7A06wGfQWcNSHMzCLFzcPDnvuS++d7Z6FnWYZbZmOIMgANmGCFkiL55jwGywd/oADKPbPnEFrNJDq6RQffZ9X0GZPQxYrUnwmDtPqCDDXWdth2d5TUH3vQVoEz52ng8buiuHX8GkgYe2BPPMXqGXbLNxU4NBoNiH/3dPHb7gXWg2dfPP8hu/l7Nj/D/UwLLbjUgsU7P/LfBGP+vC6LXAZoMnP0dZy+RIdZtNpuVrLC/g55n/+vyDGTYuuz7s44m/daBQ84LRlfYD9Dr9YqPM0C1HuUgzzpRC/p4DT8KPvLc5IyTx1QLPPzZ5XJZDh5wBqjT6cTh4WFERNnwy9p43xF99LF5zqD5Nf6/urqKt2/fRq/XK0/5syzSZ8guy6rJEt8/YzWP8z4wbV2+Txfe1R7s2dm4ws3YaOfFzwpiY2o2zxEc72NQDTy5h6MPBMKGzw4u4rZWkAinBuStcBncGewguLkswsqdo2gipvn89mk5/X4/nj17Vk6cQGj43nQ6jYho1A6hXAbozIkbc5cXPzsXjrba398vUb0ZO0AGgPnm5ib29/fL43RRnsykeT6cGgNg+DOAYNda8r+fINTpdApYj4hGwGPHiXyMRqMYjUZxcnJSUnuwZLWAIqeyDPRms9uzN1+/fh1//Md/HK9fv47Ly8s7ho6ImnKP09PTOD8/L0b1qbV10TfNY0dmzJAaNNcCOOt41nkD6ZohNDPhvln2t7e3YzQalRph+lcDchhgAznbLQfvOHYctwMnGjYLNsmBrvUccEDtfbYntMVi0dAdO8waOPTf3APmOKejuSZ1oYzZzC+svE/z8VpCBthhrwuyYJexbayJr+t1Xy5vU/D9fr848dwPvtNut4v82S7wdwYaef6cVfL3DdAtY/78U2g18JqBXMRKr7IsudWIB163Dtk+8J18P9Yms8Z8lkDNdh+/jJ+wXHNNgy8+zzicPea3MzIGYvgqSDU2tLEvIWK1V8cZYpNmzKt/cqY3r4/ni8ZYLMeM2WtEX00MmPk2UeB72QYfHh4WH81Gfz7nTYAQCw5evPbMr+eDJ4UeHh5Gv98v7zk4w+54L4M/l4Eu47gvkHWwVMNIueTjIe3B3n0ymTSMX8QKJGbG0AvNohg0A3SOjo5if3+/OAaMYOlct9uYlBxd2DEul8vyZL/z8/PGxhU+65YBu89hzAuTv+ffjlSZB6eJ9vb2ylNtcE4Ah729vXLWo4WFB50cHBw0nGsG5+4Lwl0DPwC8/f39mE6njY10jk5d44lRoU+OnB1ZR0Tj4SZ2YlZwZxCcHssAhLUCdOQaU997NpuVI/kwYjZmZrjXAQ7Lz+XlZbx+/To+++yzOD09jclkUtbHwQtrDMt9cXERi8WikXp6Ss2yw/rSbAjtXA3EfKxfjU3KoC8zJjZamUlZ1y9sCa8T6Jm1iliVCJkV9dhqgNV1yhl00ZABzhe1TlFahM5yPeyE+2Ggl1OfGfitM+wGeLnUIx97aH1kbwLXYO4iorDnZqOYLzO/dsz02cw6wZBLmeiHv2vnORqN4tmzZ+Ve7K/AT9hR1+bGQCmDXIM87FG2P/ZfjCkHX0+h1dg0A7xaM5jyOvIev/O8s+45cPFr/AYou5YfIMwj7s0SE8h6PfPa2tf4fg5+KdnLpQ/2MRHNp1byOfw2bKhrcNvt28fcI+uZcbX/NpmY18XzmOffwV22R+gyJwLxea7PXILdrPcAYv4/PDxsbMa0/wQIb29vx8HBQSyXy8a13CevDfN6fn4ei8Uijo6OGqVv9Pfy8rIAagf460BvlttaqwFl/81cP7Q9qoZ5Op3GwcFBqdvzU6syyPT/LDAGeTAYlNpiRxAWek9EZiG4vkE46QzKMHxqQp4ghNAOLt8zO9eIZqG5lcrnO5Ka8UHd1ALi3BkvINab7vguj5L1poIaY2DlzPPPXLFG1Ahy1jTvuWTDbP90Oo1nz541AD9lHHaYPgKK+nBHsw6UWDM7vxyh8x0bNNYIMGQDwikoONf5fFX/zHX4rEG3gf3NzU28efMmPv/88/IEJN6nPpk1jVgdrcMpIZ7jp+ZYI+4GXzkAi2im/swWotdZT9cBaL9n0Hxf37ITsPO2gTcLzHpENFklB2Quq+HEk2yDAObcG/nq9XrR6/WKPeR7zkgxRuwY9Y+2I5lproGUdXOSQTzz5PQsfVgXmLbbt4/DHo1GjXXPthFdp1TLewawVdnWenwmDTJ7zZw6YGGtGIsdZ00uM3FQC9ZoyK3Laiy//p6JlafSsj/w+O+TB35jY5Hbmj+k1Xw/93EwbNk0Q4zucAoG93GQlrMEBjv2f7kEyMDbc8P4CG7tw/nhuEjkPI/VDDjHJPr4VuMDs6WW1dpcZsab+TLxiM9jj41PacLPR6w29Ps0J2y19dNjppQU0sANbEKJlx+IVKsLzxiQMq/j4+M4ODho2AY/2RPbTB/v8xO1eaytd81WPrY9Kn/M7unj4+MCGKi5cWfcWSaSNOF4PI6zs7NYLpdl05aF1EzJfD4vRpgI0J9jEhj4cDgsUSuG1hOUGZO8CYWIKaLOSOfFyikOHyKOIPixvTgE993MjxeVtJCVMkf2OQWUBcDOyykhxo6zwGDx8BTKWa6urgpDjkM0+M2b/jA+9I05Mfuc59ZpJEf7eTz0HTnge3awRNgOxDLws9ExuzwYDOKzzz6rHrOG0by+vi4ZCPqejymsBX3vezNAMnioOV07JIAmBht5qrEg97FTEetPfYlostzoDtd2sIksRKxAK7Ka5YDPZ4diG2Gmx2CPsgZ0go1qyILLMfjN3gHXUPOTX6N/nneDwrx2GXx73sySMc92/tgB5g3g6mv5nswrZVz0j2xOLkvhfesim6M815aRiChyxUOK6Fcee21+su022LVsXl9fNzYr+fPOlPl7T6nVxmX99lzlAM2+1fOX57zWDHjdF/yM7Tc6SgmRySjrM31xZhR9ds0+9t++1ay0A18CPRNUznqyQffm5qahRzkr4SAA5jmD5JouMC85yPNvrxPjcGbV2VXm3L7SLP7l5WXJmLLx308/9djpv8k+rsk4+Q7j5cQq4y7kxP4W0FzLxKGTYB6uzzVtvy1bNfBbk9GaH3hMexRgXi5va8xgFSzc/oyZFdIsLPDZ2VlMp9PyKNbz8/MGG4twYOCJLphsCz2D73Q65aEknoQaaDYjSrNhZENbrVTAoMssiNNGOEcEIqcUDETMjFqpEMaI5kNi1oG/HLBkgTBLYEC/t7dXHCDM2mg0KkrSbrfj/Py8fI4xec7y2mcWvNfrRavVisvLy7I+fNbAkj60Wqvj9vgcxtMK5FTbcrksxuDo6Khs/MtKYYdh0Hx9fR1v375tgAD30/3NwUseD595is1jNFhizLnkBsM9nU4bDi4z+1zH97Eu14Cgv8d1zCJFrE5GcdYBlqfTaT5V03KP7uZyBffNDtpgAQPPvgDmgZIdA0J0Fse8vb1dgk+XFfBjwOzx5nnI8+nsBg9SIP1qls82xSCdcVHD72tm1rzf78disYjpdHpnA7Ttbe3sZdsfrg8gyeuPXLE+yGC3271zRrbXJ2curKdeW2QHhsw21Fk2ZOapgeWIu+xeTcdsy8wOIsd+P9s9fmfwzfez7NqG+Hp5k1kuhXIAH7E6GtVZIcoknP1ypsUMtefh4OAger1e49H02D6XUdke8GNbWQskMuHAGviz1h1abR4Zv+2vfQ5ziP2l38YVkFecIQ9u4juTyaT4UeMmZ9B8ZGrOoNFfn2mfH79t7MTJOAcHB8XOAuA9L9bP/Ptdgey697M9fWh79A6lxWIRZ2dn0Wq14vnz5xGxSk3kxzCiDDBQFxcXcX5+XqIV3hsOh8WAM0BfIzsxK2i3243pdBoXFxeNKMTCiuA49eIUQo7ycvRi4WSc2ZjipHEOAHNvNLJQoeicW2g2yrVGnNvqJwzhGCLuMncWghoQyUAew2jnRdCzXN6WI+Acx+NxY5wABxgnFC4zDAQQZoe5h52ylYSoH0XFAJq98mka19fXRdGvr6/LyRnIGdc1k4+x4XHptDyHWf5rreZ0nlKzg6kZ/xwMoAeDwaAEwDgb66uNe37NTrzGrNIyYKZv6AWZLoJADLUdFE5tOp3GeDxuGPKs7zkFiKHvdDrlYUL8jogGS0laM2J1agtP4Wq32+Ux2PlpWg4G0VvbD9sH95W14T3vVwBcMk4DedbQ5Szd7u0pAM7Scf2IaDBILsPyPFnHr6+vY29vr5EldH+5DmdZR0TDuZNiJqDJD4Kw7Ob/sZE1Zhn5u76+LsFeBjaus14nl+9zy3bIfiL7RX/Hn8/v+7s1P5n9qN/DLuSSJ2xzZidzIEWGAbYxExMmQOxPDDI9Bge9BLHtdruQQ4vFojwhGJyA7/W1nb1y6WTNZnke8+vGHnmNzBjn79jmojN8h3nymvX7/XJGMhl/Al10luvCXtt/Z9bcWITxun8+og5gznqCfw4PD8vYMmAGr1hmPLcPAc33kTGPbY8CzEzM1dVVvH79OpbLZZycnDQex5oXm0UYjUYF1DKJLBTHmBkQYqhs4Bxpcu3lcll21WYFMsjm1AkzEiw4i8Gk8zqRq6+LQnrh8xyRZuVIGkeAKD7jHo1GJUWyu7sbh4eHcXx8XK6NUtoxcZ+aInrMmRFwIIGBYWywRwBN7o3x8INVHDjQD5yZ2bp1rIHnOoNryiko9TFT7KgZIOGHwdjBZgecZcJOczAYNAyf5/kxSkX/nhJgth7mulJkJOJuRmE+n8dgMIjhcFjApJ0WxmwdYPY9zAxmdoXfBlxcJx+fdnBwUPoVsaqN7HQ6d06O8D2Qc5oZRjMaHHlGcI8celd9p7N6HPh0Oo3Ly8sC5A24DW65ns+G9rgZs1t2nnaM9AH9sT6y1nz/1atXJU1rm+r0LPNOUOr6wryOJgawD9vb2+UoLuaXMSBTBDoOuCjlA7CYbcpzVHOYGSBnGeRBC7n22iVHmfF/Ki0zl/YFfo3P2G5Zd20/3ZAL+2TWMgNC+yzrngNKgz9wBN8DTOcyOoIu+kmwz/e5twNH+gtofPbsWTx79iwibnXIpNp8fvtwEp/6ZH21rJvEAcMwBxnk1uYyr4nnOGJVuoKNcYmI74PdgUmmphk8cnh4GEdHR7FYLGI4HJZzrpkz22FkgutRQkF/vK/KvtnrQ998Uo6xC8dYXl1dxf7+ftFLnrSITNgercM9ubkfntt18/2Q9oXPwJpMJvHZZ59FRMTR0VFhANwAitDvnLRhAAygnkwmJeKzwNvBegHMfoxGo0YNolMkpCfXTSpOlb9hp8xQoKi1ekAEzM9ZxxDANiEkgDLAJufGbm1tFUWIWB1BxVidXsahue85OnUfmTfPXf6N0dnb24vnz5/fSXmStsFwjcfjYkRIhVHTaQYBoML46SsgeF1UiFPnN86f+cFZA9RJkyNHOajJzsJgkOwHn8vz5Tl8SDNYfwoNXYy4e7qAx2G2NuJ2v8CbN2+KTiO/dnroDAyDHatBdsTdtHd2OAZKBvj85hB+WCmzwpwr7NIn63AtBUyfALmAT9cmenOfHQjjxRYxnv39/RLcEVRjC5bLZamZ9Hx7Du3QLJ9+LTNB/u307Xw+L2z3bHa7wdefYQzOOlA+Rq2n6wsBuCYMsKGwXjwswcCZdVosFqV8y2ucNxm7+f/sADNI9mc8l2TNeA3H7KzWU201m5eZS/7O2ZYcICOzthfZl3iuc6DRbrfvPD4d2TaT7GsSeCILnInvLKt1zewn96BG3+vY7Xbj+Pg4+v1+2bSLDIIXrHvYqRwwAc6R6WwXHDRkH10LXJhnf95/A8hhg33kLYF7p9MppYWZGeca8/k8Tk9P482bN42zrvGlkCDoqefYNvby8rIw9F43yx42mLnygQM09HB/f7+AZvcXGbKd81y58TnP57sC7McEwo8CzO7MYrEoTE7ELbuD0+QzTO5oNCrCno0/1wJY51IMWlZUvgsLbCYsYhUJkpoAFLIIdj5EoK5pjFjVSkU0j6Xy+JgXojQWA0YrO7DlclkedEEJAQxzxO3RK4PBIL72ta+VexKd5U0RWdGygtVYKTt4jJZ3uxN5DwaDAkim02kjVW+2mXsQZLh2EjDgdbEzpd9ms5kj11AR+ZOZsEIwFhQr77TmnjWwDODPztjG7THNwdVTaehoTnHWsgjI3Ww2i88//zzOzs7K5wnwMMi+FkYzA5zsPGwo809ml3OqFHBlYN5utwt7wZi63dtzkJF7vmf9oe/ocy0z5SwZ/VosVueJ0pB3mCvAq22Cn/5JP7KDzbKYnUYNyFju6cNsNovRaFSc7P7+fjnmCeBLpoY5Z7Mv98QWcB9nkWpODZ+APYQUyeRHxKq8hX7jF8ws2pEz3poTzeyy58nrxb6czLSxfl7fp9I8TtukPBd5fphHZ3uyP862ktdqfyOHBF58h7k0GeWgzwwuJ0HYNzvQohkY+mm6yJM/y56C5XJZSg4JIMn8dDqdgl2Qc+wf/oNA18yzdTzrbQ3kWec9p55D1ot+sB8C8HlzcxO7u7uNTJpBNaTSbHb73ICLi4uIiMY8sT67u7vF7tvvR9zNGgPO6Q+BhpuzZu327dNE8RH4bcozer1ew5bxHfCKgzPbjowp/dq6ef8i7dElGXQKA/PmzZtot9vx8uXLImR8ljoVntpTA8sRqyN+nKKxMnvwCBbvTSaTxiNwWQQiMdfEAGy5DkrJ5iXeM8PiAv/MWGJcURqUbWtrqzzdj8bnAKCc6BGxeuQmDocNkVdXV41zrzPg8HX5O6fCeB+hy3XQfJdaQp+CQgSKcUCxuDZ9doOJY07t5GwQHYWjmFzbxoN5x2n2er3GOpjhoD8wYV5nG00D5lzK47l7LGCuyfb73piLbGgcgJoNXiwW8ebNm/j0008bdfVmLzHMziZ5blhvr4szJbU0sBkGB1T0y7X32A9vYGU8tgnOhJhBweE6AMChotNck88BCNnYSlBIeYRZ2Ro4MBmRHW6WdwNNdDt/h896HZk7M2EHBwdxdHRUggsCBJgevu/yEtuyiNWelZz6Rm4cDJPV4WQRb5REVnwWPqdlOAuQmTpk1oGOZc1yzW9kbjabxcXFRbRarZIVNDPvPRdfltP9abUMPCLWb4I0+5w/72bbvI65M+CzrOZzv1kD7o0dYb7JGPI938+ZVq+9y6Xs4wz+TcyQGSZD6nPV6T8ZTsbCnh3sQn64mWuZM+Nq/azNd/58nkuTXWyYy6d84C/xxbDoOzs7pQyJMYNxsBUEEQTNk8mksda2w973xFyzp8l66u/yGs/fQP+xC5R/5GDYAf06WfP/Wd49n/4/4v4TmnJ7MGBeF7nzsAdqYAE9KAKF5Z7s2oBQFAyuFTkP2P3BmLo+iRRM7V70gUXi/ERHTe6n6xhzQXrEakMDY18ulwV8UreIc4WxA+TzXQN8GBj6a+XzfJkByM1CY4EyG2vn6/nCkVFeMRqNylwRxRJ4oGCsmx/sAWDK5RE2IowL8JQBJ7+zwrCrFiXlXoyLh1j4QPaarPGT5yyn0h7TzKQ8hUbKu+Z8sv7ATvzoRz+Ks7OzUpubQbMDa0CX19frbF2ykXQpQ/6dAXA2pIvFojhaZ5YiorGhzQ7dBhe9IMDE2TBWgtlWq1UcFo6FeWBssMfMEX+73jE7+YjmUXp5/NnoZzDH/OVA2mQAQJ7PbG9vx/n5eSMrhkP1k0CxUQQp2E3S2jn4ot8w7Nh3MhLc23WZlNhgR2DLzCjloAqZo2/0peZD7L8Wi0XxAdhr0uysgwOAp9ZYy0w+8R7/u8wtoslq5rmuMXxZdjMgNDPMmtrX+3vz+bxsIHc5H9fxnh58LvrjTDDN9syAz3LQ6/UiIu74SJ47YTLAQSina7Cx14SUQS4tg2bPc54z67/9pzFWRJSSSLKwvV6vZE3MSDuAbrfbRd5ti9E52GNnWrhGbV5tH7Bt+Zg+wDzrzZG1JkHARqwHsuU65ixvzGtt3njPsm/y7D4cVWuPrmHOEeJisSjHg8AURKyYK4578yMPa1E/r9vo5ntFNFlTFtVOwKUGeVIBXj7qjnuaWailsLxgnnRAAztqI1Z10zgJHDdslwEVaVEAoXfGO3K1o2Qe/H+ep5qDdfRrRjtHZ0TUz58/j06nU9IlPv4n101NJpM70bHrv+y4bMTN8JptxoibhSRybrVaZWdtHjf9hf2kOfOBfJg5siGrOcaHAOcM+J9Cu7q6amxsNTAwsLy8vIyzs7P45JNP4o/+6I9iNps1WEIDRc8xa2jn5HnK81oL9nJmh++5nAIdubm5KRktDC19IPhlnNmZOUNlx8S9cQAARQJj7u+zhekjYBB7gtOxQ8ljti3itdo8rZMzj8v2zbYBQN5ut+Po6KgAxLdv3xZ5AKR6nJRnue4/A3bbK+QIO83/gGbmgfEA3GC+DKJpLgnJNpAx5+9w39pnb25u4uzsrGF/AUPZHzyVlgPgWoCV2U6vV7bZESs5tB3397LPyQwrYNklA7XgmnIrgJt9psk0+yuAswFV7r9JMDOt19fXsbu7W0oFAMCUYvmZA9bviLtHOhps+2/72Jou1/x1Do6d0Y5YZbEYJxlu7utnCvgEDRNW2CNeY02wq2Z8sSP20wQ4Xn/PObqdZcWMvYE4J9c4UDNgpv85aMuya3uXwbJfe2x7MGDOCuS/Z7NZnJ2dlToWJp6IYbFYNMoTaDWwZ0eb75P74igVQXE0ygK59pJjVDLryW+U2obYIBWBYkwoDKyTU6P0iaiLPlEjFRENp4BDNxCkTrNWG8Vr2WDlvyNWqWucKWwP1/bnmUeUjfIRztJmkwPXhKlCIDFufB/AgNHh/qxDnuf8N+NhXm5ubko/UIwM9KbTaZFFjDV/I1822G45Qq31Z117aoCZXcoOeCKiEeDd3NzE+fl5vH79Oj799NMYDodFZnEWDu5y4GuWOQNqG+uI9UFfNnatVquxwbTdbpeMCMEysp4DxuyQ6KczJJYpdMS10OgfxzDxOmBysViUmj50x6cJ2Y7Sf9uImmPx37zna6wDSZ5Xkw2UTDEW11gTdOLwKA1j5z3Bgdeo0+mUOmkHNi53wWYyr2TcIqI8TAF7YVBf09Fs4yw39h9+z5/F6VPXfX19Hf1+v0EmENzwYJ6n0moA2a+7ZQLL8o9MG/zxmRppE9EMyHzNxWJRWEjba97Dv5jIQI7tl304gHXPa55BknXIbCo+ltpfapvx3xnkepMcY8w+mNdy6dV9/jm/lgNC7Fe2SV7DPN+tVqvMp8mLzID73OSI1dP88OMmFrFtLs00eWH2HrvKyUDOpvskEoIB+k/AlAkL11lzb8utx87flmd/1nj2Me3RDy6xIBtsXF5exvn5efkfgIRxXcfa1Yxe7R41wGyGlNKAXJNK3c5kMikbgFz/yIR6EWk5XZ9rDd0XFjSnNXBCFN4TzbpeNyIa7C0C7oVF2FxPlRU1R/UZ+BloA3QARNlpwv7s7u7GeDwu97+6umqAfO7tOu/l8rYOkU2cpDgzs+7AJMuHDa7HhJMjEuX62Tn4CUWOqu+Tqy+j1VjT97lR8316elrAEbVrPDxiOBzGxcVFnJ2dxdu3b6PVahXwxxqjPz4CygFsXiNaNmjZ2Bkw+XMOrAHPPKHSn8GxIAvcAyBgnfB9zSKZ3UBfFotFeTQtDp/5MEPioC3/thxyD/6mn3a+mR3JgTJ9MHjgfcYCMJlOp6UsgrILypjoB3sB2OBIc4mNAYvtgv0AY3VK2HWksH2t1m0KnNc8DwbgDjJysOXx1kBjzb/44RcRUcCCwZofefxUWpY1y4mDrRrY8Pcj7rKgnvuaXBqQ8j57lJhbGkAam2MW0X4tP9AKDIC8O/vLvZHLiOYmXkiu6+vrRhYD0ovvcz/sBRk5SDAwgUuKLF+euwycM5jOgeF9RAI/Lr3i871er7Dk5+fnpbzFAQP9hnB0aQbz7/1bvI7Pjmg+0TRn7rzxnrnjlCBnqG1XqSOPiEIwGGc4y18LPmq+vDaftu+ev4e0R9Uw38cyL5fL4jyYBFIALtNYN6AMaO4ry+BvDD6gODslFs5PjaqNyYtN/52SRViyQ8DYIlxESi5DcCSFwJHWdbTIfUkXZYbJJRq1uasFH55X/rZyZ2Y5Iu4I6Pb2duzt7cVwOCyv5WApYlWPzGcwTFdXV8Xh5KcoMsdmpG2I7ORr/aO2kjlyvRugen9/vxFpes5rAO7LALtfNgj/STYf+7hcLsu5owBlTnOZTqfx9u3bxiOwM0voU0xczxwRd2Q9orm5MOKuA/FrEc30P9dvt9sxHo9jOByW0iencrPzNHD2/dxH6xXBHkdcEai5htJ/E6g5KMZGIfNmcrNOct91489sCa8zn4yzBqoZT0Q0AnrfAz3e3t4uoNoOzsyb9wD4JBHYQMblUgz02+AAvWfTIY/Dzv7CgVeWB+txTb+zz7KdQFZubm6KHvAe8pKd91NpzKF9Y2bm1gX5+TXrqt/L/tPgjzXCHmfAPJvNio2x/hr4QvB4XRzQQFBlP8FYnS2IWJ0MgT3Y3d1t1PN6rxKfJUCmzj8iGkekZVxg+V5HZln/+a6JgvsCFv/vdfG8WW/RMQd+BKbcz2WKsM7b29vF/hPEegy2w4zDe5L43xiKUr4sXyYOrHuMCdvJOpu8vA808751wP1+DMv8KMCcDU8GG5Q8+HxRT1z+/Lr72KD5Ph40Bo7Nad64xHVIN3tjoD9jgAb4ximYTa5FgryenR71fnZENrSUM/gM44hVStlF84BMg1FHvDWglwXRTsXRIILpFLqZGe61u7sbJycnMZvdnoiSm5WPZsBspaoBewcmZqAtxAZW9BlDGBExGAwaO/sx0H7Cn+XHoM4t39PtMSD4qQFmatTH43FxAufn543jnHBq2TGYeSCVZkYi2wy+6zlyZiLLrnXewBd2gGMrAbE5FU/fIlYnu+B8/bAajLXZLWxARDRO1rA8+fimiCisMql95DuzKn6EtUGgx50dqt+3Y8zzRvPrOFCyRC5Jo0TMT9Y085z3GbAfBUaQMfI9n3JkNsj1ofgF3sdfYC/7/X4Zh9lQgwsHGJYr5iQHQJZFZwtcH3txcRGLxe2Z0GTgWNOnxDBnX1j7nf/OzfK1TsZqaXH7O+w0Pto6Ssmm69vdchYU21Ij0/DJGaSbeUbubA/29vbi8PCwBLjYFPywiSxK18bjcSOzSb9yhroGcGvgOX/Ogce64Jjf3u9j20uG3xksMuxmkyOilFSacWfNIbn8dGMwhO0JQYwxEaRpzibV1pp19BryOcudCQrbxuy7HSBl32O/lXHUu9qjapidXrPQ+oYsEj8Yu8xIumUg7EHUImBHCD4g30wl5SAoY21iUWyDezefckE/DV6pycNZEK1SNsG1ERQcMNcj8sJpEoH1er1GLZUdd1amdY4jO1MzSGaKfEwWoJ3HB7OW1BO1Wq04Pz8vDGNOu5m18bFayEJE08AabNEMHpADp9XMktFnzlI9ODgo93GpieeN+cnOw3KRI87HAuCnBJivrq6KrpydncVyuSwn22AELy8vYzQaNUClgQfzRVrbD+vJer8uaOaztawHepFtiQFdjZniu8vlsjhf9IwAOa8/9wcMu+GEszOzfu/v78fx8XGpx82pyhwMe8NLLhvB+WTAHFGvszcjl4kGvsOY7PD9iG90y3Z8NBqVvShOjWPH6CP38znryE/E6ugu+l5jKSFdvImS17Neeq1YhwyIs4P0DyDM6+sz/ZHjVuv2GKynVMMccRdc2WbzvwFK7bsRzYeM3BfA8bc/h54avAKGJpPJHR2LaJIwgDCunRlZM5cRq9JGCCm3m5ubUiJFPzkFI2J12gSMNc8ioG5/PB6XIJGWgbkDQZMLNULLvttMp8kxE1kG3DXgZ5trfMacb21txWg0irOzs3K9bvf2aMmIaIBlghyCDOaIsSNL2C9n+JEZ7DmlpgbRkAZ5btBzZ5iMdXJWOhMsbjXQnIMQ5ueh7dGb/rJRqjk/AyA6VXOetWbn4c/7no4+3D//AJaZNJQK5aWfLr8AvMGS2Ei4f9T54Ty9eLmOGaEh+qQUIzPejvY4bsUbLdhNznza2dtYrWOnskHzI3PNBKHArutaLG7Lal6+fFk2yLRazSf2mYnCYXLMDp/xpgDu4ZpT+us5y3XOMBZOC0fcnhM7GAxib2+vyAAnJdBsqCyXtfbjguan0gC57EE4Pz8vYzcL5Dm3HcjBrM8Pz0bd3wNMIq9mmWlZzjG4tgGcnRvRPOEDWQIYUi7ih5ug83yexpgjbh/IZFaKPtiAR9yyrTs7O3F8fFxOcDEo90YlrmP95n/6nUumrNvrGrbM8+pAwHNnXTOQok+ABwcZ1GZzhCR2hHIMHBL9j4hytm0mN/gsLDyfB0CxqZe5tG1GNjwfBuiWyXVgGdm2vGGPOT3h8PCwrPv5+Xl14/r72uw7vTYOxHiPdp+Nww7nuvIMQHI2lnWDWWRdyF65nwBYAuFaCU7WP/rlB2247AP5xy+DAwhaORZyuVyWsgNk2/tg2JDojeuQaTCzYAOTR9aJdUGJA1rjFe4D1vG4CQiyTHu9DD5dewwYNhE1n9/WbzMv3I8yKQNck4v0FzsL0WBb76P2sNnsPzo8PLwThNFfP5jKsowts29wcHFfAyC/C8Oua49mmDNz9K6b2UHe17Licc8sDDUA7Ubk6hINf8a1sTnSjlilOLLDcS0yURZCRH1ixOoJg17kra2tOD4+LuUhjMnnsMJO7+/vx/Pnz+Pw8LA4I6cxPV8ek41UBs3ZYDJmCxtO0eliBBCl3draiq9//evx+vXrUt/oYACmjxrYo6OjxsHk2UAQwNCf2vhcu2ajQ99YO4D84eFhWad84H1tPmots3qPBcvvUtr3qQGWR6NRnJ6extnZWSOFhnHN81GbE9YC5o5Mg1mPzH7WdNSvGyTb2BEUO6XuQBq5hQ3NtYYRTZbWjhZgxlnq3kGPDqETMPStVqs82tVBYkSUciEfO2XGO6L5NCyzSP7f72dmxgFyJjV8DfTVThjAakbVgGK5XJYnnrEeODz2CHB9slE4MOzG/v5+ceA4T6+BnSzrte4oryw7NOyA//dPZt3MWtu/UFcbEeU8WGziU2o1Hc226b7PeJ4d1NY+nwNIv2YdJSBxGh/bb/0lk4GP8HsGy9gbADNrXCO9HJDaTzp4AsyhDz4D3KdKIQsGxNY7rmtQan323Hm+DZb9mv+vZeENULHZxjKwsu12O46Pj+P8/LzY+ohozD92lSxSq9UqZzxzfK5L1MAnjIMjKiFPrO+sEaUhZLnpO4EIa+FSF8tYDthMAKyTbz5ngvCx7cGA2bUxdlrvatl4vwvRZ6PoxmBd85qVmHrGDIoRMEeGfD/31w7N7yNUBgY4VrNCy+WygGpH0Zw0QLTabt9uBhoMBrFcrlgol2HwO4/VUZYFyOPIc1d7jXu4lhlniVA5Sn327Fl0u9347LPPSrSZGTuAKo/gZf4jVo/ZBfDaudIcaSMTdlb002lhlHAwGMTLly/LsXkYCa6f03vvavcB6w+hIYvn5+dxcXHRcAo4Erca2HXDYGMnYCozOK5dozbPGTSy9q6Fy9daLpfFuDNGf84bSXIA5g15PvrQ/UZ+cUyLxe2ZvQcHB0WHI1bg/ODgIFqtVoO1hVnlc1ku38VG+f0ao5yZefTfpVj+DI6PwAJmHdsQsXraHw0mHuDP9fwQI9aLbB5zn4PfDDIMtOgjf2fAYyYzjz+TLgbLBhnZD/AwE3TAa/RUmuc3ov5AkYimjjnI4jXLpplPNzO5llEYReZ/Op2W01e8sWuxWDT01AEkQbc3jQPakAf7CmQs98fjhxE10KM5q4pd4GABgk4z7YDJWmDrspTavOX1sj0022ygz2eZ3yzHvIZvB5CaJT44OCj7Ppy5geTwJt6IaJyY0+v1ygZOrmlSgvXjacc+s92nhhF4b21txdHRUZkfZ9ey/zYZ+FDfnHGRbc1j26MYZkdwjwXNucTCnc+Os+ZcsyC6DwgxtXZmI9bR9CiNI1qfv4gSO/qbz+dltzyKSbOzyEpNY2MUJxBQGwUw5V5EzAgK6RcreP6O524dI+W1dFTGb4NmGGZAKczUYrEoLO75+Xlj4xSRoMtqUNzMNEQ0a9UMhmCVuT/13ESsWebMElxdXcVoNCobAK+vr0vE6wAjfz+/Zln9Ior1VNp4PI63b9/GmzdvisGzEc7gJqK+S9vgBCfJ67UUmNfX17WR9n2QIa5nOUBXzY66lhDZdgkS/aZZ71ut1bnDsMd2XIAzzjHe39+Pjz76KI6OjorzXC6XBTSiSz6LlDmlrwa1HvN9rabjmW3x2pltYszYqhoThq4wjtlsFufn5+Xx3xErZhi9NeEB0LD+OPsGseCThjwP6K/XC7ubgx0cv9e0RtYYqPm93Aj4+fs+oPO+NvtRyxIyYd/nz9f0PoNt667vkUs2HPSQqTG45lpmTLlWtiXoPQwo3/XnHQwbpCJbsMX4Fe9JQjYAaZzpTmkgJQtmrPGLOYizLbFeMl/2vdmHG/y71YJpX7P2WRNiBsE8mdgnDNEvSmM6nU7jnH7wDGQEc4H9tX1l7TqdTvR6vUZQ5jHO5/NybO26PVteVwdC2HtfGznIOMi+/Mfx5w8GzDZINjjvao587Cwf0vkakMZpoUA0zkTN98l1RDSuQZoVocrO1Y6ac4kdkblfRF04GoSBv0kz0V92mOco10yWf3jdhozr1uaxFoHVGCrGydgZqw2Or4VAb29vx2AwKDud6QOCD9jw6zhAwENEFIdJH1y76dMF6B+Km+tqmbvBYFB2ud/c3BSGLwM/xl3723P4IQPmN2/exKefftpgDiOajyW34fH8eW5ykOq6RbN8Zvv4e120z3qZmYyoP84bcAaDQlkI+uJNbjDDbtgJNvIyZrPNu7u70el0YjweFzC1tbUV/X4/Dg8PY29vr5RVMT7sCo7Vcoy8m8HLc5v3UGQwmx2R1wz9yt/hM2TaHCA5PRoRjTIS1tTXJODnWtlBZeBgG1brk/9fLpeN85EdAHmsvh+yYPlyLWcmfGqyTGPjF/3MLPRTaDWyiWayic9mefKauMyQ77uZzeV9MpAcX4lftS462HW/nanC5tvvuy/Wb2SEgBR9xiZQauXHMltOaYyZ/T4E0tgCNvgTXK/zqbahNfLO381+Fl0xAKyRCA4csFfoKwDePnJvby96vV55gidrwxGaDvwXi0XBVsy1bYf3R9An10zDcme9hHygDISzok2m8FnAOd/juzVQnNfCQeBDceu69oUAs53eu1ruaHaatNoA88AyMOIaMMt+3RGrJ9TKRNTF93gtgzAD6ojmBoL5fFUry7UxQH5sL4vOPWE9vfmPqM6gOCucnWxWvrweeX4zCFj3fZy72aOIuOPMGI8fM849iN4xiABs5oXXSQ0Dfm28vbPW7DCbb2ArXJ+Kkx0Oh9Hr9YqBNvORG8ZonSJ9yID5k08+aTwdr2b0a8Y+B73+MUip2YwcBOfr5JYZIOofAaTUG2JsrY8RK9l3yZB1PAOqiGbQGrE6eo29BYDZdrsd/X4/9vf3ixPGCTlQx4mhM+gYfbZu1eSwFvhmILRurTL4iVg9VTSXp9kuG7BERCk7wcE5OLHew2TZztpeet13d3cbZ6tGrAJy21FYSrPmlrXcajLpHwcK6xhm7j0cDqPdbt8JKp9Cy8Fuze47YDVgs6+pBXU0y7mvhVy5xhi5d+bAcmG20hkBbxrEr9juZ+IDsMvmeeQUsoa9Bvwga5Y7s522NTs7O0XPqbPO4Lj2dyZkakREDoJrdsQ/vG9fmQEkxJXv5+xXxO3TfDlW1OOBIaaUZrlcNp4QCmBeN35jPzCUMwvWPZfZZD11yZfnjzkzRuHaeY7z3H+R9oUAsyP1hzQPvuY0I5qOM//Ok8QiLJe3NVGcnWkwV7uuJzUbZRv3iBXjxOLjHHi0dsTqsH5q3Pgeisn3soCjdN5kxE5+nGhmoRj7fUpXm6taMzDFOHkzIoKdNzYASH16xc7OTjmqxqyfj9HzvAAczEy5yN8MRHb6ua4N1oAx4Hh5cpjP3zZgzvOSmaba3x9qo245IhprzP8R7659dFCMcctBctb9mg0wWKs5cHSNNW21Wo2MjW0SgM0Mdv6MbZllM+LWCcNko4d+jDO6uru7G0dHR9Hr9Rr6y7zxG6BsJus+UJvXwI3v1ubQdibPhb9jm8TmXWeSsFMGLoybtLgfHDSfz8vGOMqh0EvmEPny+hLsLJcrlisDBu/q93t5vRl/LYizE3bpRpbLTOTQr/vYwfe12X/VAmLr1n26bnmr2QB8QgY0rBunT+Sg0GtCy+VczgYR3CFzHPua+48sO0Clb9gnmGE+Y1+S/S52wAEWOu0HgXBvg1v77PvAm22cwa3l1zqb9z1A1uG/eb3b7RZm3Rk/vkuAwr3Rj263W/Q2ormRDz+9u7tb/G2rtTo1y6y7gyL6xx4Hl2DQXz8dmu/h2xk7spPnzPOZZZR2H1H7kPYowJxLAx7aasxyZpnfxfA50uI7i8Wi8YQvMyZck+siSC4FoLVaq+ONzE6bbc5sWZlAsdROG+EI8jEtsLZc284pp1hQtpzSRMgfU1dn8GAwzrhcgmJGzNFbRDQ+h+F58eJFnJ2dFaaZdfLGK5/RCyBnnlk/Gxrmy8pgo8CaUeaB0gK8J5NJDAaDhnPMhsvRsGUhy96H3Ahcas7TLTvaGnMX0XSE2V4YxNlo3+escRR832fn1phMp1W5L/KQSwas1/SDINfHnXH9+fz2wRa8vrOzE/1+v9Qu24G7zxHR0HfLtxk/Z2jWZURqAXL+DDpiAoH7evMw9yHl7CAlM5G2WZwcMhwOy7UXi9sNPGb30HE74dxP98/HVOZ6ZuxqDkayfmb/UAvAsuxm4JavSbD1lGyBfUeNmcu2ldf93XX66Dk2kPN10DuXYaBD3rBrJnC5bNY523djT/CflA3YN97c3DTqa80c5zpbynycQbJuMib7NLO36IuzRbYV9i0PAWU122ts5Gtl0GxdZ4wOILGT9rOMm/1RnJCDTvtcZcbpbDCBtK/F/cgus3cD/4I/YIzYHtdCR0QBzKytQb4JOAdxlmXLe02X85w/pj0YMJsNfQy7fJ9TzUYs/+1mIeQ6k8kkRqNRSe/gNIlIvVgwH6638bWJZm1QzZDZcNhBEyWRIiKS5mlfPnwfAWAOqRe8vLwsqRAEhGep8z0fa4fS5MVfxwzQsjGwkSAw8GdgnAx8ULD5fPX435OTk/jmN78Zg8GgHMeU+2tF9mOCcdpZ4Fm/iGhE8Fk22u12I41E4DSb3T4AAXaD+6yL8n3fP00NIBJRf2rXurkyG7cOfFhuMrvsa+QApuYc+J5Tu+i6ZShiFaBjs/wEwgzaXDKErJqVwpFgRzDyBMq9Xq8cn+isEeUfOCycm22nx+q5sV5aXv3b85htk+csOxP/NjjHIVoXTSAwdwCRfr9f6rnNBgIsfRwmzteO3KVnzirt7e3dsWWUvVESUQNp2LAsZzmA43+zhf47f99ExVMCzBFN+cr+uqaL63Qvt5oNzkBvsVgd++iAMM+xg7+rq6viW1y6gy7jQ3I/8V3dbrecq8z4ua/tnANlAC9sKSdH7O7uNp5uxzgB6mY88ZVm2R1w0BfrVdZD36OGTXIwgx3KWT2DerAE3ydrZrY9IsqYIqJgGK5hAhAADFnAnHO6DuNio+BisSjH7nrtveaM1SdzUfLl507YZmZ76Xmq4cf8ngO++/BArT0KMHu36mONRwbOmamuKbAX1RETkaYf3WtH5HtgvH24vo2r+5cnMu8A9+d6vV7ZWOYotN1uF6WlX2Zcer1eqRfieru7u3F4eBi9Xq88eSg7mDyX9PE+drT2WmaAvKHBKWozzBk0W2gB/h999FF5fPJkMmmsn2ucqEkzK48jzuO10TEbZ+DBa7BTrnm7vLyM4XB4J6VTY1UyiFs35x9aw0FlOVn3fwbI1uWaQ6zp9H1B8X2MzGKxOnoK489akWmA0XLq0LWPGQxGNAMF19i59hGHDaikv2a1/aCDbHtgUO4z3swRfaplkAwC3Hc+z71zlsZOE911f/K+DQfUgAvYd+waZxTzcANfH5DCWkVEKeEwk8yPs2YwWbzGGmBjaTXgkfU5z8E6Jrkmw7V5f0qtFmxFNGuG8/uZvayRMPkeNZvqDfAOUCzTXuP8CHaDZn/e8m/fyjnnOzs7DQaUdTUpwA+f5zjI5XJZADN2hkAS/WfDIGUHHo91/D6G3vYwr1MGvNk+MGeZ7OK7lEJmW8vcA0KNvZxl4lAD9K3VWj2AzZgKYoGfiCh2gTPa2TjY7/dLuaSDC/eT67EOkIY+4SrjnnV+Cxxm+7ou6F3ni9a1L1yS8ZiWwUgt2vXf665vOt41qma9cVjUFbtGCUBm0GgADtjyAsJquGyBXfAI6ng8bkRTbErwtbrdbjlrkPuYMfWZwTmKYuxmqiLupmp4ze/l6JVAAUfvei2vAyC02+3GZDIpjpP5Q1jpc7fbjY8++ijG43F88sknDUbPc25H6p2vPmUj4m66GsH3+bUAZObGhi0HVbUUezZU98lvNlwfSnN25iEtG2H02Ub1ocDZ1zTQyTJLY019DXTc+mSAix6baTRIpGwAGcIRuWTI1/ETDCNWMuh6f67jeXDwbMfK38gkulLTX7daoJyZm2yr7SAdEDM32EzG1Ol0Goyvg1dkB51zLSS66/0Dec8Ij93N4zTwdj04NtMBu21lHnuWNa+FM4mW03Uy/hTBMi333ePOgMxrsI5dzs1y67VC/2wb+LxJmojmk4GRQ/qQS4XoN6VkfsCX6/B9TJqDR8sWG1SzLgH4I6IEdxEr8Jy/l3ENPtVlBnxu3bp4Pt38Odf/44MZbyay+JxtLf4+VwmYTIIN/vzzz2M6nTbOa2eztfuCrtsecg+y/9PpNPb396PX65X5zDbO1/CeJspFfC9/via7NRLC8/D/2fuTV9vWLs8LH2vX9T7Vvfd9b0RkhqCmASo2hFTBRiImJnZMQVAbgk17dsV/wH9DsEIQsSOCYHZNo2eYGSSIpBmvb8Qtzrnn7Lpc69c4v8/cn/ndz5x77XPOLfa5c8BirTWLZz7FKL5jPON5ZtqaZfgcenRKRgulL0NDkWUr2aFy3TDKyEVdZgBAGukSNnA8A48TbypXyuMhbW5udsJJ2Qwc+VaAS5QDHiqDhPDc3Lx/gxRGn2+meKrep5lcX1/XixcvuunMqjtmd26fDZCZzwa46i6VAcZAoH19q/+53gt5ALbUF+V0fX1dGxsb9Zvf/KZub2/r7du3nUAzvihARwXZZaMFoJg+ov5EDre3t3szBDYCTNPDF/AJe0E6wtBqa4v3PmfyQs1WdK5FCTacpwrITCPX8vJbYNq8XdV/A551hQ2wc2VtrCEMFxGvrBeyhb6w0nf9HBGbzd6/2Q/j6bobJPt5jrIZwKUT1/qdwM1GwX1rXZZ9bR1JHYiY88IkUlw8m0RuNgEBAMrR0VHnjOKwmFZWVjqjRyABR8UGH8KJtx7nnrQ9dnyyT1rGMiPH5ls7U9lnLvspUSvyVtWfuR0Cc637TebFVlDD+hf76n5lnFk4mgs9saWAVmxg1f29/XH40T/In1MwXGcHTSjbeuP09LTevn3bLYTlTZfYSbfTi3g9M+t+dl0TILbGyMfcJ8iL20J9PItrcM+z6fvUH5RB/wKYb29va3t7u5s5dztxju04Uy9jA2wsMkZ0245GBg8YA543n8/r7OysSxlxO4wLLPOt/q+6nwbc6u9l6IN2yXgspTLKyj8Emt0ZCAlTJzaUACa2bct8wYyQECF1JNiDgQDARBjS7GQ85vl83tsahevZRscKgIgTHmvmVmL4vPG7p2LSMzIQTOWYRsORGspMRyK9NwwquV2AX8aAV13u7u7Wy5cv6+zsrDOiLeWEUGBsHd3yeBsYtRYcemrRHjPggf25X7x40VNYGdWyMeUZvwbyW5iq7kd4Ux4dzRgCGynXQ3zo61sOk51kpwwYPMEXKHf4wUbW255hWLwSn2PwY6ZrwQsoe/QCr4nlXhsxiIVJ1NsGzVFXO7E805/snzzWipIlkMlxszwl+LQsch9ROfoGMIwjO5/PezM9fsspC3l4PvqOKDXRe/rPjovrZlDSkuXkU/Nwi/cgH7cucB8+JUrHq6ofLDJgHpN3zic/Vd3fycj3wxPwmGWanHS2m2MWF5tAwIlrSI9AzlqOGW3xAkNsjW2x9RX6Ajk+Pj6uo6OjOjk5qfl83i3khedZPGzZcECL1L8ExC3HKwNbLQBddd8OezwoO/mb+5BxwD3OqGXLqSoE6EgdXSwW3T7k9CH22s4zM+yMnevAuNJXDnh5wSR6FSeL4wTprI/pAzsRab9SX7o+Q/y8DD0qwvwh6RiQjWXVw+DYZEMEo7OYKyMFq6urXTQ0DXFOV5D/jMGygqUTMRZEQxF4jNbOzk63B3FGqr3wjT70YheUFmkjgGf3A+XCbCYE156z+zG9fxSN86wACXZkzEAJrKln1d2bC6vucmHX19+/5vLi4qK++eabziD69aFWolV3UURPY5uIGLBIg0gAMwDUG+XgqfOzs7M6PT3t+j5TWvxtPklq8eXnQK3IUkvBpywxTqkT8pj5uKU7huQ9vx2B8EI9eBBlC9+bl1KeUcoYAPiIaV1kA+PHt9MJbm9vu5knFD86gv+O8GSgwRGqBKwZOWk5E76Oe9OJboElBwS4Fr1JmzjnKWCeRyR+Pp/33uDFFCyANiPjGMyMIKPPHTBw3ehDxsU6MIFGC0ig1zyzuVjcRfuHPkO8+VRoSLcNORJc2wJ5eU3V/VQMPgR5vHd28gAAy2k2fj4BFDt0tlX8ZxtDB6iwqRkYclQTZ26xWHSLei8uLurbb7/tFq0ir47q4nh7G0aCZa3ZCvOw5c5ttf3Ofk7HOMeS9trJw8lgDJxWZl2EPuNj/DOfz7uXujBLW1VdegZ18mJ8bLN5zPoeB4oxpN7WFcZ41jnc67eGEuiwLWjx6ZCsZz8uS48GzB9KBmRjyikNNmTlzlvyvKjHe/vZSNIZAKVcDAA5em7v28bDA8tOD3hV7MjgqUwntXsFelV1Ozv4jUEYLW+pYk/ZDIYwJcN5EZK9WPexr+M8bcR40g+MSS4KSsO0s7PTKZKqqlevXtXFxUV999133eKB/f39evXqVV1eXnYLAxm3NM5Vd6+/9P7M/mb8vJDBHjTe8NnZWefZWjBb/GVqRa4+N2pFl4aMpq9LQNICdj7fijb7/1DdXD+POffaMON8AkK91zfXo2SRHyIlVdUzrsyOOAoHuDs9Pe0csszDzb5zpNtG07NFKHUbx4wg53gkUEFGeYZBCL/RL74WeUdnYGyJllnvpUGkH9FP9E3VXZqZc8F5NmMJCKqqLlLPCyXcL8gsYCWNZvJJ9pN/2xgPOSR5H+U/NQDdAs2eWai670gN9WNSztZi26yvnWqB7LR2OkHevC4GvkRG06bxmc/fv4XOAJ6yk89tBwnuoA/Oz897umR9fb3bVYvZE/M9fQhoR+a8w4RTF+ywt5wNj1nq4XSIW0GM5G2u5T5Heb3ewwG7qjvswz2UydgwFsY5fmkUbTRWcbQb/eKxJaqdDr/1MfgzbbejzMnr5l9jQh+3rlyGHgWYPzS6DFm5pqfbAmMme40AIDyq+XzeRYqq7piSgXXdGQS8Mws20aI0aAwaggFhJLz/Mu1K48LbgaiHvWRPz3rKCaUAwdhpWKmfwW/2o5Wbn88zLQD0kyNBjoh7GoeILwLnzeK5/+joqKsTz/KuGFZk/tA2C7z7nqkaK0WUAkJIrtz5+Xkn2C1PP3nU9FQN5mNp2Ta2nF7zfgtIGzj7t6Op1CHrw1h5uvX29rZOTk7uLUSx/NnJs4OM3MGr1g0YPDvPi8Wim0Wi/s6zTJCLPnLbbMANRM2LrfEYM6YYAJ6NzvKiqZQZ+imjXwbt6FqOUX5VfxbIfeRjRKkBzci5cyUhL/wlkuSF2pQLUGI8GC+DigSGrQANbXZUzuPccuBawPOXTi0HznKQQZSqu5kGKJ0GjlkfWp9iB20L6Wsin06hrOqn/ngWgEW02FGPpYEY9ntlZaW3nSxA1ljA4IroMGV4ZsRAzY5Atht5y1kirsUm0sbsyyHezTF0mz021CGdPNfdToYdVvrTegPiP+uzqqrevn3bpWJgU51ySaTdQa50aNGvl5eXvbeEWmfZEXI0nGvhC6jlfLSCDukkt4Icy9DSgNney4eSlZGNVEtJmWAApl1ZGOdcLHJsHamxx2IhBtB5ygZjZuYGEGKAAeRepOZFh1X93ETK2djY6F6jSZtPT087BrMBNYO1PMrMCzZDpVdp5qAf07tyxIv2cI2np2FmCOZ1HnN6069evaqNjY369ttvu1wowE0u5mE8XDcDdtpqXkIAT05Ouog9RF7r3t5eNyvx7NmzXrvoE39PdEfJL/6fALiqn6bRAtCtj8GQn+OZlMwBns1mXbTKucjcSx2QX1I2kAWMqeW2qh/BBiTjfLG4zQtSvA4BQ2EDRn85t7Gqn4uZIM9OopV5GoUhA5zGmX72Og0onf+cArdz7HQ02unp3O3t7bq6uuqmuAlSoPOck5gRLI8HAIb7Wk4/OY7whtvqNvv3QzzYuvapk9tgfdlqG+fNE0M6MZ0t56NjZ+2IeH/ldJrT1vFc8yrjbNCK7BEwY0bJ6X52Xs3Lnq3Awbu6uupy7B3xdJ8gt5ax1HEmg1LsmQNcKf8p4z4+pBesf23HXQcDSUeNIYNUdC7b85GCRX9xvYOJ2G6e78g9jgM6wxiHvvO9Hjeeb2eP/sxxGXLu0iE0JhoKVIzR0oD5Y9IxqtoLLh5SUGYEGx/nL+Mpuo5mTBtxBsaDRPlmFjrTaQtO6SCqhJKvqnuMCuNsbGx0r841s19eXvYiKdTD3nBV3whiiCjbEazs11aEAbLXaaPHfTaeVmyOfLteRJjtwfO8nZ2dOjg46AytHQTGDAWFQbVAP+QFzmazTlGyQMP1QEknaFoGIA8J3udMQyA5j0NjMtz6P2Zghuqyurra2y8aAOupUesWG2R/e5GSAXgq5KrqXoOdEWwvTrWeob4tQ1h1/+UObuNQ21t8mvKcz04H0M6LAw/0qyP91p/5XI+xy7aTwSyf96NG91pHZOoY/UO9Way7sbHRmxXyOFH2kPPwUHR56NwQXw7x/y+Z0nGyvHDM7aWND/GqgQa2ynnLDoaxE4bPedEufOi3TVpHO1ppvqu6m/V2pBkHLB1Hz2YS+eU+1uEA7OA7oqA82wEkMAPttk11f9kh41gL/KbcDo1ny6b7uekk5bMsO5Z9ZoIc/Xd5Lt+zt/SPd9lhUwBk1+CZvgVvZAYAdWnZiOxL39MK6LYwpkH3h8jz0oD5Y5XFELAb+1hAGWhW1cKkRDQwZFX91fnetYKyklm4Hg+KvGI28aYsIlrk6lpxGHCyS4fLWVtb6zxaPLbc+JypDS9u8O9U7vYcbfihliDam09BS6fGfUkbXSbGzx5nMiJtYJuaqjvhoywrM6aCbOTdNwbzROms+PzGIIyE8+o+1LP8NdEQaE5qAY2hY3neCm6MZ/lt4+itqJym0VKCRJoz1xgDS3TERoJnsBOP+QUj6QiIdUFOnTqaTHQasG2dNASMh/rccuxnQY508z/Lt3FEjhwdJIUiI4bIIHJlAL6zs9OBJAMhDGm++dRpZ541Ozs768CP5TwN45Dz+xAQtq5bJh1jbEx+yWS9nnmgPjcEkpNy5ofocm5nSOqkZ4HgmZR7bDg7K9mu2cHJ45yz/SD1kUiq0zyqqttZyfbA0crF4u6twN6n3ETAygDO9/t/3udZ3Yw2V91/IRH/W/IO2dFx36bzzpgZ6NKvTi3JBZvUgfHzQnv6iIX9Z2dnHT9U3TnRlMHOI64XOsgpWam/7BTRD+6rFlhO0J2gGcfpMbQ0YP4UlAYzp8IM0jLKyDVe/em0CjrdnhTRIZTE5uZm70UNMAp1gGkAuAnOmObPKZv5fN5NXQBwAW47OztdfVBanjqBocxACBZlODKWCtyAmfpwLr3LFD4rG99jYW0BcQuajR7HeS59wvTOfD7vHB36YGdnp6qqN23nKficSrcgMc1mJV1VvXbbWDM1nv24DN/+2uihiFoLjCTgyggvymrovMs2L5oXyFs30MEJZTsz9AQzUCzQJZJEXVD2LNY1kDZAr7pz2nPmCVkHPKDI4VccaO+gYd7zFKWPjQEYG0/LasthzhQv9y1tSwe2qj+j6NQV70xkgEt/HhwcdP2HLuDNp6enp91z0QNZV7/g5eLiolsQbUA/BmoZ37Qtyastx2po5uMpAmXIcpkLJt2XCZqzzwzKbKeIHnpLx/n8bmG+U7PcvzzPa13s1FFX2zbqc3V11a0p8Hly5tl2FtAGb5GzDD9jtx04ok62b16/gH1yFNuzJimbraBV61yLeD79lddbjl22z/ONfvNzHZm1niINjeNVd8EyXkbCG/gogzRV+rSqn+Lm3Ygc1YZfuJ7ZQ/CD+SVtvOvumTNT6oEW/nxMAO0nBcwtahlRiA6xtwhgtbBZAGBe793nNID19fXeNCvn6XQMoFd0MrAYUwTG4X2mcOh8gDfTH94Wzjm5nkqy0Z3N7vK03CfpnVf1p2py8FvXtYQV8InRcjkWHAMpty3z06reC8nu7m5Xf94vz9iywMqR6qp+xM1jy7Y01IPjNuinp6d1e3vbvVURZU5UksiA2zMGDqdo9DAlyIWGosct2W5FBqr6PG35SeNF1ASeQS69LgAdwwJVO2E4wfCD9QZGw0rZubMYmM3Nzdre3u5tys/MUtWd/nH0iefZaKdMGgwYtNA/yZsZcTFgNhloOyfZoMRG1uUjhwk4rJP39va6lBbP2pFPztgDqJi6dQCCNlxcXNT+/n7PwXdwpMV//E/gbL5rGdLk2wQnT81xtg4lHz8BmHn7ofalk0ZZfq8A4Cl3hzHo4d6VlbvdMbB/s9msF9TyrDH2H76x0wcfmuect085TifEESOH3qlXtjleXE7gjG3OHITiO9M4hwB09i1Ygv85PtYRafOtF1wmZXCeQGDV/VRD191Re9qxublZb9++7fQlzwIvIaOUz+5DyQvb29uDzut8Pu921WKm3riCvmdtUit9xIE7dL77yXbosc7wTw6YW0j/IUJ5E3XAYOW0Ab+9YTpeJ6szHYZnADB+dB5C7E3VuXaxWPRSKfC0IEAZz0WpOLfn3bt3naHmNduz2azbRcOekkFhK3qcAMN9lv3e6lc8OQxeazwsmAgcx5wCAUMyPi4f5mcqjPNsJ8U2PrSVMbdxZAw8deRz9P/p6WnNZrN6+fJlVVW34TyesRVTS2lU1T1D+xh6aob1Y6ml/PI7wXJVf+aoZVTM435Zkcvmmvn8/UJaHOwXL17UfD7v8pDtWAEgcgaJVC8DYww5PE39AeDsS45OwJlmm0ja2TJk2YdD53yN+6XlgNCHlhtPwQOOWzNJ7v8EllX9XTZwXvgPyPAb0pBR2sRMml9owlS81zVU3YEdUmMODg56UaZ0IEwcT2DQ4s2hj/v7qRK87hfMGDSYl6r6ui+nxA2mqqrHZ36rHtuzeXw9u2p9YMfV9TDItJPmRX3Oi6UuR0dHHdgi9ccpR7e3t50NOj8/70CgI5dV1esn96Ftjxfwu+/op1zUa/DrPm3Z7Pyu6qdY+F47mubdPIe9xfa6ffxmbL2NK8/Esdjd3a137951/eyx8AvjAKlezGvstr293c0qu77gEHS0c989U0LdnMKTeMgBB9qAM/6htDRg/hQetpVwevRjz+VeD4SBFcyE0eQaFLsVrKPQMIsFc7FY9N4gB/MzPbC6utpFjg3ocsp2Z2en9vf36/T0tM7Ozur8/Lx7SxCRaHugnuZlgKvu3gqIgNInNoItoaN/LWCuJ+1imsrClREwT59xzJFo2uGpIaZuXT/eEnh8fNwDuHjtGFQbT0chGOc05DZw8MTJyUltbm7Wq1evOgWJcDKuLcH5FGD3KRvZx5JBRk7xpjPSumdIgSGXXOO1CC7TK7eRC7/pEf5zehAA3M8m59JpGzs7O70FKfApvANgZjYJvYBsGQCm/rTc+HgrUuQybGTzvjSYCX7RX34mes3RP9cXWfdzbJws584nJ4Jn4IVuRXegpxeL99HmHCvGFdDM2GFAE4QkEK66vxg0+6t1bGwMnhIBBA1MDJYNzNzWnNaHZzwLQUSXGdLFYlHn5+f33sDrRfJbW1u93GHX0+QcYcrDQWsFdVZWVrq9/bk/Z5g9a0SZ1G9tba33tl1kG560o2y5SrvtPOB0+rP/huS79TvHKIEz0W/PzFgnOzjkPc7trFTdOQrgLGMb6g/QZUxoN7KMDXd5BqwAYQfaCCaSOmcn5eLionZ3dzvbYifGOIW+aDnSdggcfFwGfyY9KsL8KUCzFZUrPWRcfR+CaAawYvd0DAzm3DQbh6q7LeBQ/Ayw0y2IFrP6254QnW+w6Ne8LhaLOj4+7qaRPDVhTxXlYKNmQEz9LZQtjzWjJDYkLc/WESWuq+qvWHc0uaq/jV6+BjSFGOa2INM2LwowKOIY07SUR2SbqCBj54ijp5evr6/r+Pi4Dg4OajabdVPEbk96pC2eGzr3a6CU94eAmuXS1AKEyOAYYOZ55+fnXaqNgRlyC+3s7PRWtrMAyBFfGwFkDKXtnEuu4xyyDr9tbW11TvGzZ89qb2/v3taI9FkLkGCUE4xyPvsgv+2M2kC7f1yGI2HJz+n0Uheuc5Qwdzgg+mfgRJvQD5ZRgy9ACelv7itHHxeL92/s3Nvbq6rqnucIvvswwXDyX0bPx5y7p0w4jURmve1mgiv0pp0k24iqfuTXgRHAk/NYq/r8jOwx3u77qr6Dlrtf4Cx7S0dHnqmHo6jYcuoOiPaLRez8YrOph1NGwA6OukLpPDvoxfl0clOnWn593GRb5HsSILpu1mHoZzANqabYX6ctsIDP67+IHtuWzufvc9Vns/eR5IuLizo5OenZZa8boj7wC6kwq6ur3RjjFFtGcZYdXLu5udsTuuUomBxZdv8Yvy1LjwLMn0Kh2NN3x7Qam0bY4NcKdTab1fHxcbeoxAIBWbnCxDAMHg6C4QUre3t7vYUsaXj8PK8Y9ibu9mS4p2XsUBaOsthjRTAfAnotao1dggZ70NAQuKYPaQf1Akh7ux0D3fl83psuQxD4UFdAc75liToRpXC5nLdgHh8fd2NK1CHBRwvgfY4G9FNTym0ayjzv41XD25dV3Sm52ex9XiLTrQBkO4WOZhLtdX4xwBQ+hF8xFkwpO8XL9XBqladvt7e3a29vr5ulqbo/VeooOXW1bLvNLVBtavWVo06UT1sTrKej6Nkj9J3flOrxtP7zTILrSn8mMMv0EJxj5DzLRAc64nRxcVHHx8e1u7vb8QEGvMVbbl8rMNO6vvX9MdO3PyfBz0SXPV7uD7cvgZxnQKv6PLaystKBZaK2yR8EhNglIcEq8oFMUWdHoRlHzzp43Y9BLwDa6VJV1QVQzs7OunIc3GGrM4I0lMnOTqR6sU6JiLTBuGcsM3KZ4JbntoJYSZZNy4hntBk7P9+23OmcnDPO4LgDTuQOY89xJqqqk0EHuHBknPZK3R0NZsyYDQDfkI5p4Asf8wZR6wrANfqEPnR/tvgasl54TEDsZ9klI5XWGGi2d4CQ8NYgjl9eXtb5+XlXFvfQkWl8AMsWesjeNYLEoLl+Bt4AT6Lc9jC9At+GfLFYdPUmhYMyHNEaWoGfwJt2jX3SSzVgN3iGsfm2MjB4tiKgn/mNJ4i3biCezOr0DoSO/mKKB4+Wsi2IgJlU+HinlOPI1JCCMp/yvInGqWWMOT4GVLKPbWjMKycnJ92r571N1erqah0cHHRAb2dnp4so8/Gb5KxYDVa3trbu1Q3+IEcZ4JYOZFX1FjxZJpwzzTPRAV4EmHIJjSnylEPrhaq7mSA7xFV3xt1jRv2qqgdMqJvTLmgfEXbnr0IGMDnePO/s7KxOT0/r4uKii07xWu1W/a6v37+giP2ZDZhdV1MClwTRy9JjDOovhYjikaKYvOYF0J7BrOrPOFTdD5pAnjbPXWVweLa3t7u6cJxUSQPuqupmeZyCB1iG79iy0PyKQ8V6I6dK4TRg47EvbPtKHdnqzPcTMKuqju+4D2xAP9l+8pwMihmcGeCmY2tqBXXSdqcTzDWWy1wfwDgbX6EnF4u7tFTGFl4hkEU52G6Pq6PsbrODDjgwjEFV9SL8BvCs9zo5OenthgQ2STnPfvJ/O4BPAjBTycwjScVmI+Jzns5ZLBbdQp1svIGtQ+/eysR7R5rhmUq0Z2yD5Do5pQPD6elf7vMbr4h4EtVmCoTozvn5ee+VvQjmkEfq3xkJ5ry/+W1vLqd/rTypt6MCD41z/gYksKLWyftEAGkHAsJ9bleCHkfv7MVz/c3NTZ2cnNT+/n4X+WerP7c5DUqrLRMN0xBYSdDsa4dAi6MmRBcAWMjZyspKPXv2rMdXKFPSotKwAAoMxs13NmDIKf8BlfCgozvoGI47/4+yMSJMb6ZeQ//YsI3RmMOHkXHUHCOJUXJqShpxb6uFHiJw4GgV1xqQ4WC4jyGP+/7+frd7DW9ufffuXZ2cnHQAyrp1Nns/FXx0dNTbPtBjO2RH0mnL80PXPEWgDBHF885Ebqv51UENB2dsIwyCGFue4X3z4SvPylg+ICKfyVP+b7u8srLSRbEdsLq5uelykquqt97IM0dEnZEbnFfAsW0GZa+srHSL+j2jjb2ija2AFZTBKR/zNa3f/p/PsI7kmG0jY2udZeDu2eq8NwOBfj684LxwbxGZwN7rSTLtCwcIfqFObhtgHV4jzc4BRXiJMlN+aYvHEHpsUOxniTAPGdNWBIoOxpN0niE7ItBZXGcFYSDpeqBIDLAAuqurq51h8UsS0ohU3XnZniaquhusfJOfI9soI7xsDDReW67EraqeMkthMqMlY5hot50MK4zsP1/L8xzZ5b40Ymtra73IAsrJed9M0dhQU8dUwkS+HGFM3uFab92HN8tv6phOiPvnQyJRnzMlwGuRz6cznHLNWCXPemZjsXifu8qHWaSVlfd7+x4eHnbgjIgS4Nn1dSTWShueg4ZmTmxEaFvOWDmHN6OxlI1eaRnOnP5u6a0EHD7maWH3qYER9UTmLAeuE4DAs1rMhrG4ylt/pYNOlNrpHeYBZBfjR2Bib2+vTk9P6927d3V+ft7pRvr/9va2jo+Pu50OUjZbvJazHQZj/EbPjIHlMQfll0iXl5d1cnLSyx+nrfzOXSYYd8uAHT6PNdFHL/KDx5BF5DiBS9XdYvbW67R5PmVir9nBxnaA41V3wagEsc4vNn/DX4BAeNZ6qOou2GPQyfMIZhmv0Aa/cIy68G35boFgyDyZ+bq2zZB1p1Oz7ABlVJx+tg7g2TgGBLF4FjsDpU3wTBZ9DWBmNoln0DbbZPiQ/OTECaenp3VwcNDlWLuPDfzdH/B7OsytYw/Rz7qtnKddEvi0GkGnV91N1bamBA368v9isajT09N7U0dEpRC62WzW5SE7EuVEepgRgHt5edmBPqYrYIiq6q3Q59kw0+XlZWf0WrmNVu4WXAtDGnL3uYVgKNrCs8yked7Tt8lwBuCAFtqXz9zY2OiUJf3BFOtQlA2HyOCEPjA/UV9HKfyaY8bTbbMT0eLJiYYpQQrU6ksDafOrFT8KEBknFYNFHwcHB3V4eNi9jSsNIpSGCAXM2GdENx1RrqEtNkR2dh258DS3jSV5jyj41rN4jp9LO6if9VYLXLd41Q40hsc7TVAXppy9roDFXJ4qd84qEWXqgfNP7jizPNYRgAnqgtFmYdHz58/r+Pi43rx506VnYXjPz8/r6Oioi2pmG81jrcBMjmU6cp8L0UfW4+kkWD78Ah6DKa7Jbf/m83k3M2B97Ahv2ic+pOScnJx0qY5eR4S8Om2DoArHkb2qu6iy36xbdZcykO3ExgDKDw4O6uDgoHZ2djp+NfDzrKjTMOwo0F7OOa3D8md7lbqq9Zv+MIC3s5zOnu2ned/3JBZgrDMyD+HQssBvdXW19vb2ugCmA4qejYdHCD46FcSzdwb+DnL45TAAeiLN+/v7vYCnnQO3z/2Zsp6O0TL0kwPmjG664q3Br7rzdLwPIx4uwsP0DEa11REYCZQwUQ4S+c1cnlq1IccgIChVd+kKnraijtSfQSdRHkWwWCw6sOy3+jnaRRkYmFRIjgLYA06G4bcBA2OSADnHx4KfoNQgOvOjWnWhj/2qa8bXLzEwn1AmYJfotUEC5+1945V7L2ZHrUxjRvfXSvRji1q80OIRCF7xrjCte/l9eXlZx8fHnWM8n89rZ2enDg4Oand3t0tjcgoA/JeGuqq/aAkQlrLRivL6HL/RIzjD8DP86PxhgISd8lY0CZ3l6Es6d62+r+pPGVv3mX9ns1lP7yDXNvAAEeeLo1fpM+QW2aL9fNuBp730E/2P88t5ch95zt7eXm1tbdV3333XBTjYVuz4+Lj3GmU7WOnkW45Tpg123E+fg7x7BjV1IvoXPert0FrRZYNnyvHLoOhDT6dX3U9zg/+ICnsvb5fD7xwzpzoZIK+vr9fe3l63Dshy7ZcJraysdLrCdmlra6v29/d7KZjIhiO2nhllxnI+n/cwCHiC57bAKX2RlLLf6kd/sJ1V7S17abNnzFI3cJ1nHoy/wDw4TWAPZnmol9NreN8BGCr1sHEMz2sF+hjnBNTk5u/u7t7rs4fAb+LKx8r6zxJhthBYMKr6ryjleoMxPni3bjSKN6MwCLvPVVUvcd/Gyq8QRYlnPpBXjTP1aAUE6DY4tPfFYgTuRYEg9Cgp5xDhITv3KKdDq6p5jHJygQ/tcb41z6lqL5yhPii3FqhEiMgtdbTDY4YRRigdFTC/oJAc1ac8+tz9Db8gjPDM2dlZHR4e9gxtAjd4xIpnojsyiE6AzDH/hhfSIXNZdrwwnKenp71ImSPLXPC4jwABAABJREFURELtZHpWx06nZWEIFPjDda5rAgHri6q7vV6ZJswIsQ139lE6lX4G7XGfZZ3g8Yy48m2jShnoKkfmkREvkkI/5FQz45a50NYp7gu3w/Vz31j+AGAbGxv1/fffd9tzsojs+Pi4Kz8NaspvOnLWd3nf5yLvTg/yWHoWk9QEf1oOYwsI4yxaN3t63/YGPmZnBdsMZhcZGxw1+IX6E/XEmeJ16ysr73fi4E2byD16gRQAzzIx/rRrfX29c8ABfBnN9kJzB8dYVE49LYOWm5YTzn/rkTznvkmwTLscWbWu9XVO53AgL/kd/WuQbF3HAuj5fN7tq+3AIruO8TKilZWVey84og44wNTFQSy31emVtOnk5KQODw97oNk8aErHLYMUj5H5ny0lw43PCCcM3VXy/2+MEK7MnaJcGAcBrrpT5B40K2Pu5drF4i6FgvKIZqahJDKDwDgiTD0Q3qq7vSKTaambX7JixWVgCGBOQWyBBAui22iDQhlmVtfdhswg1Y5MMh3jxzUJrlDYfssP47pYLHrT1jZutIu2b25udm9xczscdbaDcnJyUicnJ51C9zSVedJt+hAv9HMmj6fJYCQBSut6RzqsuM1Tb9++7fIwDw4O6sWLF90uGDb+KMmM2ia/WC78O3WF25p1thHCoGSbcN4cOfEUbqaBuM7Zx/TNUEQafQZQcSDCTj39y9R7VXWgAkCCE0/01ttoeaw2NjZ6e9JnPmjVXcqawQX9Yz1to+jovPUpz3/37l2nm9k5ZX9//57MWhclSE57kwCjxT9PkRzxsy5nvOhX5/1yTQZqHOVbWVnpbdGJjnefs2eyjyeI8/gSyPLLiRxt9qK9vb292tvb63arcKSZ9AnrBa7BBjgw5LVI3GtnF4es6m5NjLers4PI/V4TMeaE87/luPv+tNFVwwv9LFPoGzsH7lcH/5BTMJZ3vciZCM+oIa92zogqs71cYryqu7cvMybwn0F3OgvofO4BlD979qyHhVp9ZGoFc340wOyHfyiISAVWdX+RVRpborzck9FlGCfBqFMOmBroGv7/Z2w8V4TAQBBaXX2/fVVrYVFVf0WwgR31uLq6qrdv33ZG3fWwxwsD24CbMTM9xH2aES+fMwjhmMtyvzla4zKq+lPWjs4OAWOPZyoHpqjx5hEaPHWcDMogh20+n3d57KSxeObA00b0E78vLi7q6Oio2zS9FfFLPvycok4/FrU8+Ize5fU4gCYr/cvLy26s2MKMBWKMMZFRy4SnH6EEx5w3mM66JE9bL6VT1mpDRpSybpYlUxpQPz/r5r6sql66mPvebfMrvJ3+hQNLxM5Rupxt8sLBqruXD2HInH5hw0VbrJdN3p/dAYWdnZ364osvanNzs968edNN6797967bLzb1FmNFXf1pRZd9z5jT9FTIOqyqv1UcUVXn9zrYUnXHxwbLXEOajh1Hy4dzjnHIHFk2f1re/RIiP2N1dbX29/frxYsXXSR4d3e3izI7X357e7vT/wRf4F+CKy2gb7kg3dMzGH4xCjyxuvp+v+KdnZ1utstRVDsepgTBLUfdfe57GEtTzpTaiXWaK1FddG8CTPrGsmT9QCoW1/tFNQ5Y4PywJonj1MUODddnO2iLU+yYUeB61lY4HzoDiS1yWx24WYZ+8ghz1Z236cUnQx86jkgJhpSOrLrr1MzJpfPwgBA+DMLFxUUvH5gyWC1rL3Z3d7c3rWrjy7325jE0vHFua2urTk9Pe4vVHDE2Y3qf1vQmnbeU06XpXfk7DYmZEuM5dF1GWu3IeHGfcxWtGHmGwQptQAgBwfQjC4oM7PPVyO57Zh+8AMmE93x8fNwTMhRLClGr3Z8jfYq2tXgj+y2PZwShqr9y+vT0tHsR0f7+fi83ELDs+y0/GfGqup+KUdUHydYnVf09Q80H1kkZ1TFPOZKDTjEowcBbPi3rCTY9Vo5au395to20HXtyLG0sDehxWK3DbOBoM22zrCP/a2trHdjwLA5td0oV9zoo4NkzyiWKCL1586aT5ZcvXw7ymI15K4psMPG5ybhlwnzv79Zx27Wqu2CKxyhf4GV7bjCMHACW2WmBtQnOZSYFgDLZ73dvb6++/PLLevXqVfeSIGzz9vb2vYBTpiwa5MN/tsEOlNnBqrp742zV3QyRZXp1dbVbUwFQz75NMEzfpGOclLqFYz6fOsPtQJ4Tn1h2HaDK1Mqsc85QeBtPv7jJtp3oMXxk54l+8nZykINktIFdxJwSQllOy3BKGNeZr9JBMOZZhj4YMDti8Fhy1I4OzukyG0J7rWx2n94qgmvQSqd6GiFB9Xw+7wZ+d3e39vf3uwUAnuYxMKT9GCC/mYgBwiOzZ7Szs9NNO21vb98bLDZRJ5oGs9jzd73pvwS5MLbrarLRgDwl0gIKBjkeN0eZWoyXkWxyuQ0yyHuiLLxX+tLC7Cg44810EWPgfkBxwwtscL+zs9PVKcfBfPW5GdIfkxJUDjlp7tdU0tx3fHxc19fXtbe3V/v7+73IGMqV8j2lzPNaURv/9vVQ8m/KWpYDfyKj5jnznqeJKcNGIh3c1rNaxxIwUya5hcgT/cOiQ67PdmUECdmw8fZ40R7ki/uY9aFOQ8SYWrazTIwuOwzxohpswenpaRfJMogYiiA7ypxj/DnJuiOcjKUBDzzoiGjOfuZ/gIsXTWefotvn83m3DaF1NgCZcrAJ5CBTl83Nzdrf368vv/yy228d0GWwVlX31i3RPsAY9iOd7Yx+Is9sL1tVvTeIEjU3JiB/2js62AGhH22P/fxlyMCaezIglXohnfgMapCr7SBcSxZadeT6jY2NOjw8vPeyGcY6F/HjUPBsyuelMTg13nrWbeIZXA8/eUa65YQwZtSthW2WpV/Eor+WguPbHiRRBTqOQaYTnHNs4STlwtP8KOKdnZ169uxZvXjxop49e1a7u7vddD2RaHvcZiQMVBoM6uBcKAAp0zgoIxsWlAQLmpwf1Vp4gWE2k6ZHmozjaTQLNwRAzagMz+HZZjJ7zPbETVbWGdHGaPKhLaenp13fZx6U6wMwSWCPgqu6cwh4EcazZ8967Uq+bLVzomFyH1b103+QzQQrrb5dLBZdHi2r360MUxYN6MYiNf7vaIl5MGdq0uHMaE5V9e6xIqY8O+jwfYJ1gw8HIsYAdDoI1AVQ4PUZgA2/SQtj6ihV1d2uAgkgbWBch3SiIWbXzAd5nYEF44DMOgJHPxLJevbsWRd4ODk56aJO2R9pTxxtTnkfA8zLAptfEg0B4eT//M01Vf0cbsbCNtf96wAGthfA7H2S2alobW2tnj171tlYL8Aj5eLg4KD29vZ6wN72wzMgroevr7rbjhS+bqXs2Q7YHnk9Dc9ipgt5AixDKbemlO88575OPdACzD7fsv0pE1XVw08GynZsHPGnf3n733x+t2PN9vZ27e/vd9tPmteICqPbPGaUgX5yKuXFxUUvDYxv9u2GR+BHXpNNPxCAy35r4R14eVn6KMDsQX0MpaIaUmBVd57FfD7vXl6QAAdhrape9AlPFoGkgxeL91vJvHjxon7729/WixcvuikeFrpU3b0VK5mRttsgmmkBzB4YPG2Ms5PwGTTXE+bC+OUemQaMGfXCOxsDEilY1NsClrmEBj8ZXfBKWQBAjmvV3fY1PIeV+c6/pGw8VzsfeT9ABQWJcvaYcB+K4Pj4uKurlWoCvs8t6vSx9JC8pyFwn+bsBWPM9R4rZNzOq/nZ8mKH0fVsKcgWKM5oUKudvtbkcq2vfH8aQct4qyyuxXglOTrocrPviSjb4TcQcj0NeFyHbJPLz7qljsQA5hac2WbakgadZ1nfEWkGyJyfn9fZ2VkdHBzc44EW2E/Q3Io0DbXvqVEr2pm8mKA6r81IbMtWW9Y5R1DCO2AAbKqqDg8Pa3t7u5NvzwrzMhtylZ0G6VQL2yk7flXV43lsIe3M68AEye9ci/7xbKajyQbK9IN5MZ17qAXmPDa+l3J9PnFJzojagQcLee0BAUgDZvcd/U6/8YzT09O6vLysg4ODLkJNHx0fH3fltCjTbqzvCVAya+B1ENR5Npt1zpbXjfntjzg1xjTuS/OP8diy9LNHmA14M7pM4ziHEFrhVfVBImXBCCsrK73IMkD5iy++qFevXnVeLhvwMxgpZKYEo2mI+A0Dr66u3ntrnwGpI7Q2ptQd48OnBQboyzTekCNYVffzeVper/Ol+e/oQgL+FFoiBi4nUzdgeOeYGSwDnuyAOLLlNtI/bLDua11fADr9kMYyjehEfUpgMvTJqCRy6iiDZd2yiyw6qsR5g2XzcAvEeWajBYz9O8swqG9d7z6our8Yx23zdHIuMHSZ5tt0Dt2mlNc0tDwjHQSO5X++c92BzycITeCe52azuxcYVfUX8OS3+x6AlVF6zgFyvA1Yq55Dsxwt/mzJ+VMHzSbry5Qf/6/qpzT5Guv3odkX1qMQrLKd29raqmfPnnV7bHtWEPlgq1fvWZ78YZuHnKQDmfztcbZtJ0Bj8OvZG3RPrk+yPmkB3pTL5G+PS9aX4y2epD4G/gQBW3YMR4U91R3cstNI3zuV1H1Bubu7u92sAWWQFsWORt5uEJ7wa8qr7vbRpu9dHniM6+3AccxpttzHui/G1zjIGKvldCxLP8uivwTNQ14rg8Ygs2jOHlEqVzrYq3SJtrx8+bK+/PLLevHiRffyAwCpp14yBcJRHQuGB8KGmToDGO3BYgRbUyGUCyhm2sc5kGlUKddC3TKiZgrq7TbR/yTSO52F895H2uXDpE73MEDI6Xi2JWJfzrOzs3r79m2vjsfHx/X69etuH14i9LTb/UGEgbYRaYYfPM08n8+78rxHZ4snDR4muk9pBBKIVN13PlKp2/gaEGc0aXV19d4LBVrGxvdY0SZA8PMTwFXd8USrbDtZUDqklIExx5nztlVuu/vU363ooPswZZH2Jt9mn+Wz3U+OBluX2LExKM465fVub9Yr+948hCFnLAxoqu4AsXdAMugb4rdWWsbnJuceh3S4LFMJliEf4x4HSzhuEFpV99JwmC7/6quvupRHj6lthR1K6/ckA+cWXuA+RzT9PPeJbbzLTwfb20c63SP7ckgnpZObMy5D7Rxy5BKLpGyBiwDH/AZXEM3PGezEMBByQu44gJUXDs3n8966LJ5vB/fy8rJL01ksFt1YJ3ifz9+/oIrj1Nl22bu0UD/3odc0Zf96jDJ48BD9IgCzQbMVphX/xcVFnZ2d9e6tql4kmY5EkNbW3r9G99mzZ/Xy5ct68eJFNx3k7am8RRUg116VPdI0PBY4zlNnojwwjgeZYysrK70Fb1V9IaR+PpcD7EEfm2bLezKKztub/JpS6mqvsar/Cl/Ajd9wRLn59rOcDrq+vq6jo6M6ODjoTcWen5/Xy5cv6/T0tM7Ozurdu3fdPsp+HScEaLYn6YiWo5q8YcqLC1o8+Tka0g+hMS88IxoJeBIAtu7xzJKBmHk0Z52GImXU1zKUkTSuySgZlJHKNIKuY15nHWZHnhmsFhDP6F4LVPr6dDLSeDsqm8CJb9/vPkDvcs5GKSOCWacE8a67HaDWTBTHHVHCLrg+1rHeOYmpXDvGUIvHbNhbPPo5UPJV1TDAM7VANmX4k3qTKXqP67Nnz7ogFQv7XKbrQiqAeStBIZRyknrB9UvAn23OWUjLEDLQciDcV6lrHKxLx7IF2PIcbRwC0jwT3NNyTOkfcn49Y+WgoNMrh+ygy/YiXL84yHnEBPC8pzMBOW8Z6CAWC/2dvkN/uGyniTqgB1HfMb7+ELBc9QkA85gxHSKMiQeE4/4/m8267cW84tb3orw9AI4of/31192WNH6VJtFbT7+YkVyfZFAYwFOW3GtP1fnULPyjTO8d6PobtNvT9nP4bQagH1yXZBArTeqSO4DYiwNkYpgcLau6y5N00n7WzcqIcg2Y89XmjDELMp8/f17n5+f1xRdf1OnpaZ2fn9fx8XG9ffu2Tk9Pe69LRUgR6IuLi67O9D+zFeyUwVgYwOXU7UR9asm8QccQaG4BlAQ2HE+gZefHcsix/I0stIDB0HfV8F7Obmfr/gTLbnMrlarVluwP6yaX7/8uzzoq+9d6i+cikzl2vj5BCuS80ZSTdDR4lkGYjbeBtPvFdbI+QV+wsNBTvUPgLoFAK4e5RY81qL8USvnI2QS+8+P7WzbGurHqLjLrV6ljg1+9elVffPFFt3DXb+IzAIMvcwcLU0seCY60gLPTNHy922ZZthPJeXjc+sTyYb5MB8Aft8fjkI5+1tcy7/7I39jOlLFcZMf1+VwDT9IjAbp2NLyehLag18ASyKaxT8qXdzgz+OWV12dnZx14ZpvK1dXVOjw87I2xsUnLHtHODIwM8fwy9LNGmDMMb8VGgwFA5MdANJaUhwzn/+Ef/mH95je/qYODg9rf36+9vb1eHnDuR0rn2is0s9oAV/UNkKNIGQ22UTPYRdHzTO9Fyd7PXlxgb9BMy3ModwhI8N+g3aB5Z2enlwvla1dWVroc7NXV1d6iSLfXAN/1sKLlQ5sXi0X36mx7kjZwW1tb3Ubo8/n7xZ/Pnz/vXp387t273vZFXijo3ClP6/iNUp6CSi97ooepBUpaQCyjGAaV7mtHelDiBl5DgDXBcisi5Ge0jC33YYy5NmnI0FH3nAGxjsnIVzqzCYTzdwvgoSvTSXW77aS7vNxf1usSbOjpsxyHMbBp44ox5VyOOXVEP3j6Fb3N2Bgwk36VdUqQ3Jr1WNYpfmrAmf5IJyvtXUs2WnajJdsAI++qRIDrN7/5TX3xxRfd9qitIIrrkiAun53g32DZbczodAaUfNzHFotFD/xhcx3EStlznW2b4dPUU67/EO8N/U/9meddj9Q76CPLnCO97k9Hf+2gVlX3Eil2q+Eenp0LOI2RuD/lMtv48uXLurq6qjdv3tTR0VHHV7wzY39/v3MCzHepM+EFR6qTv80fy9InAcxW+MsSYMWNbi3KoDP80g8TU0GXl5e1urpaz549q7/+1/96ffXVV7W7u9u9RrO1oG8ILBvY2ujmFIsj0pk6Qd1cjgU8B9Y5UvSNd/jgWfnaSI+Bf48p+FZUb319vdsInlykoTG1B+4xxNBlpN31SrDA+DkNpupuV4v5fN7bd9Pbyjx79qyePXtWb9++rdevX9cPP/zQA80IcSooADP8lf3ZMq4TvachWR8zAD4+xlfJsysrK51cDzmDVtieZvQ1LcBJXfzc1nVDsmRD73ISUFAvtyGVdAvYpFH2tS3DWNXnWxuRVjk+Dkj2dVl2TnEmoE69llFut83ROzsYgOHWeMzn83trDuhTnOUhHrPcu29aHz/3qYHkFuFIpSwkqGzZD8+EtqLxs9ldRJJnHB4e1tdff92lYGRKlMtPmaa+PM//IR9vjbf5N2UzxzQBW9ajpUey/ekIWMZT3pMv3Qdutx12g9x04PP51N8zrovF3S4SlgMW1PvdBTwLrOM281yu99ok4wFv52ZcxXmCnuanlPPNzc3a2tqqL774ok5OTurt27cdwD87O+u2ImRbPEB/OsxjYLilC5ehnyXCXHVfuWfid1Vf0RGizzIQWEL2f/zHf1x/8Ad/0APKfABlGDELAue8XUkLWOcnX9NrpqMNfKNgqu52kOA6jL2ZzUxro0vbh8BJCvgQQ2DMqqr3DOoHpbLgwzvjAfarq6u9nCVHunJMSY8guk2kiHYBxmkjYJlFJESO2YKIl818++233f6PVdWbgbDR9JY6VhZj3v9EbUrD5f+t6e9WH9vbh2+4J2d1uN7HbLBcRkZ1fS+Uhjxlx0YjgYaPzefzzql3NMu6gX5pyeaY4h4ytinv1lU2uvR71jv70wtlWiCSdraAf2tc3UbrEPSD85azXa4D+hhD6TGfzWY9Bzvr73FprZX5nClBHsf4boHlHNfV1dUOXLm/rEOrqr744ov6gz/4gzo8POxAksHykAwlmDXYcd1a+jj5rCVDLRkbkj0D76rq2aEs31jC7aU8y77JtjDlD72RdhgeN/9br6ScUH6uF8iIckbOW06DA4gOKqJjrM9w0GiDZ4XAYLYLduaoM8G7xWJRh4eHdXh4WK9fv66Li4s6OjrqdlKxbBu8u2/thCe/PwYoQz8rYHZDU9E6r5ec04xIkAO7srJSr169qi+//LJ+85vfdK/S5UPecitS5Sixo7kY6jTE/HdkGeatuq/woZYhtQEyiKyqXqTMjMHzKSPJCig9+yQzrg2Sywa4UDb1YMUrUzjsn4ngINzuZz+X79vb29rY2Ki9vb1uwaGBkgWSCDsbqLPYh2MI2jfffFNnZ2c9sJURY/gnFcXHRpc/RAifIrUcwgQiCZKH/lf18wrhGxwfxj6Vt8Fxzg5BLaOU5zmXbWoByhZgr+pvuWgZslF1uclbQ4bc9bRh8n3OBfTzbQzTqGYbUt7TmTaloWUcfV0C0TTEjmTlPTZ8/u3ZIH8DvLEL9Fc6aDbSj3GOn7JMp3z6mGmojYAyosi2v+jq1dXVevnyZf21v/bX6uDg4J6zSvktR6xlc4baYZDnNqQD6nOtKKP5Nq/jmFM1hshpQm5LyyGF5/38bF+2323OmRe+HZTiHvM6eIExc7sdmOD+jNQio4ynZ7vz3qyT+yOj+a3ZMJdBny0Wiy4g9vr16+6V6tfX191CX2NJbID1YZLr9lj62QBzVb+hVmQ0lv9+9aKVHwu5nj9/Xr/97W/riy++qP39/c4DYT9H7yvoyC3G2TtlOHHd3p6NhAUlI9VQer4pRP7Yg01BpkzSCKqq155USK2oeFIysAGpp03cFgNgxoSpUHuUWS+mUVMBOX/aigFHiXF2XYgWwzubm5vdG4cYL9I3vvnmm/rhhx96oNkeN4Db3rYN6IfQUzasH0stoNwCJanQLUeUk5GLjEKZx9Kh5XgaaINZeDjLyv8JcFtRiqr7r39vgVrLv2WOT8tgPvS/aniqPI1OCzi5D6wPXR9ke4ge6j9/hsYwdxOiv1wfyssIODrL086co418t4IzKe+pxz8Xao1N2oe0XwZFBEkWi/czi4CW2WzWvdfg+fPnzcWtlM2YWrZbPMHzTejxHK/ke/ON25ROovmz1SeWGweyWroo9ULqiLTBD+kT/7ajja5zypfLo52Wa2ypy0nnw6mujLf70zrWYBiskA558ptTvnJMnRLCuDm6Tt+B5Y6Ojrr0DOtMAqt+0Qx9xKx+UmKVZeiTAeY0EsuQAbJXTjJgXkgAULLBW1lZqcPDw26BwfPnz7uOBShnTqNTGwwUnULAMTNMRpaphyNI9EHmjKUAVg3nTXFvGvSqvnHM6HGr3i0htFJwFN2Kht9ewWpF523wEDjnRG1ubnbOzM3NTTcO5C06X5L+tKfqBT9WNjyLfs7tAD1+KO63b992nqcViDdvNwgfMqQTPUzJJ2Og+fb2tsuDSz7O6bXkYzuyucBmrF42YGPRhSGD33IIbTCyHXzDi/xvgeOxuuT1GQ1ypN71b/1vgY2h6/nkTADPhtAl1nHZvpYh9W/WcLhtBu/wTEba0Ml+SUZV3QPHji57oZD78XOitDNQ8mc6UtZ7trXuN+wx9vfZs2fdrG5GlXPcDa58HL5Ku+i6uJ78bpXl68ZsYOtZKQtVdU8XGZi7n1oA2jzsQFXatRy7lsyiS3AcfX8GGCwL2Y92PO1c+DqeZ/vqlFbvaIJMOsXUZbgf/ByenUE3Yyvqi57f2dnpXsTincUcqQZ3ePxbYP4xQBn6WSPMDGpr8V/VnQdycXHR3WPlfXBwUK9evarnz593b+xjcV8C2gTGngo0iDaDcA5maBlol2smsMK3kbFSgmFzujaj1vx3PRMwV93fao7y3N9WXAiBjQqeY0ZkYEr2asZrcw4hUfCrq6va3t6ujY2NLsecnT+cu0h/26DRDpjeSsbjlmA/xwTFcnt7W0dHR/cEnHrRL+avDwXLjwFCnxOlsaXfEzRn3xJh9pji1FS18+j5bQcWSpmwjA3Jgal1jY9bJm20Egy4Po6Y5DVZhyGQk5RGII2cjeYQoKCvXUYL7FBW6oHsc2Q6y+RZ/j2UruFIng05/MR12e/WI61np41Zxil+6nLcmkFs8VsC0Iwu5riRNre6ulp7e3t1eHjYgWXuszyYfMznclbD9WsBe9c9qSVjSakXsq4Glxnocpm2z9mW7O+09S3g3OoPH8M+e+/jrBOUaQ7WrZkewXm+qaPbZ307m816s9xQppG6DOsJ9ydYw/VKvQnvbW5u1mz2fhex7e3tLk2X+72lIcE197376kPl+xcDmNOL5RyA2YJb9T5E//z58y4pnO1OvL9yenreL5hjnppIMGow5jSMBOIuC0ohghwhoQ/8zW/vmsEz2GrO9TAzuA3cx8cAPp9LKoP71waLMogas/Vb1d1WcjCrDTHANUFQyxmgPBs1l+v25S4EVjBW+JRFBNxj4ClcR+paRv4x9LmC5pYBTDJARn4TLOfvdBgZK8tPGnH4ytdkPVznIbDANfmdx9IRNZ+ZXB/rBZOBbMriMn3s+nC/Z2Iy0us2jTkQfA9F9dEhbrsdAf5z3sCZvrAs+3nuZ++BDzlSRrnMGrnvWzxmPvP/ZeT7KcvxGKD0NdkPjvD5uqrqAHNV1d7eXrdd687OTpPPbUuS13285aT52hbfZtta55KHs7xWv5hfU+aHnI+MFmfwzc+wLc46+hqfoy9Tp6TDk+3nPoNSPxe58taA7s+q++moroPtdwa3ciY822b8UHV/TZH7D3mlLGM8eNibBozxcNYjx+8h+qSAeVmFD9FYRwDc4QwggJnOW11d7YAyr7gGDG9ubt7rMBSxAbOVvAFzekPOjaVjLRQ2DJyjL7Jf8h76ID1OCxR1zHraWKRhbPVza6yI4vJc2g7D2lkApJAusb293V3vqBHf3pPa5Rkou26MG7tfMM6ebvXYoECshJzbtFgsan9/v4t6f//9911Ek/p6Ose8+DFR5qdsZJellpwnGMk+zXUKgJ4Eld4DNMu2jKUi9nfWNT9Z7zGwPJYnCLUc1FZ9WrNCVe3trbJ/rcv45HRky8BnPdyHBiIZkGi1m3sSKCeIwBhnn0GeSUrwko6SdYfbkIsckycsy5b3dJBbjs/nQENOXYJUyLoVXW/dWlUdINna2uqAMgvqHY1ehgwAh47ZUabubsdYm8ZAcVILaJoMWF12ynPKv69zfezQ5rNausP32z632pgOq3UtdhdZMUhmvDNgZszC81uz7MZmTuX0eHpcMxUUXIH9NgZzm0zgFwAza6rgxyHQnI7HY+hnjTBX9afMrMAY5Pl83u3tx0Btb2/X8+fPa29vr/b29rp85QTL7him81tgOvOXrYC9u0ZeY2Pj8kxmqiGFQhmZu1nV3wGAa1OpjIE0nutvPhg/g1h7ifxHmEjfcD1bhtdKw1Fn1ym9bDzh2WzWAd8sh/YnraysdJumo9Rpx+7ubr169apub2/ru+++6/GWjblz5z8ULP+ayEYhnT/zs2eMrMD5ncCM3Lox4+ZnW5bT8Uyeaxk3tyXJsgG5fN9r+XJkBEqdZHmxAU2QkIbT5Qy1ZejejPzmuPl3rsOg7TZiXM+3nwugt05IUIVucADDOinffmrQW1XdnuwGWm5fCyy7TpB/j+nSp0gewwQ5CRrGHDp2qlpdXa3d3d0u5S53pxly1EwGih6vnDEyn7VsiMv72HFrOb0te8bzsu6tPvY1Jpefx1rUku+WfXI9XC/LfdVdAI6oLgAX8Gks43E1YM7ZNMv3bDbr2e/kK2My5JrxB8gbk6ALjIGMP9gUImeOaKN1S47fGC5r0c8OmNOw5uI/g+mq95FLIst4uH5l4xDwzdxkrsmFYxldJlUho885CGlcoFYUuqq/Qt2GM3OPEtxnPWezu6mVNKYtIaeuJrclFaq3zuMa8oPTc6Rd/m3v0NFFX9Py9OwBw/jkHeeOKZDTRVgxu7OzU1XvjevJyUkPsBHJJDqdU7cTaF6OEjy3QHMCZYCSFS9jkMCKcloL/MyzQ9HCViRoyMhyzG/Fg9BHLaOYzzHIs95IJ5NrWtG01FUJSlJPUEfXx9ePtZfxwcC27kujZwfI5VkneiwdoR5akMS36079/J/fGWn2821A03FLB+VzpJZeH3OS5vN5b2GXzzMTube3V7u7u12AytfzzBbftByU5MlWHTnmvNoWIG+B0rwuAWUec31dRqv+uZOUI6HWA5bzqr58jsljC1A7mOX6pgzmPdmXxjfu19TRWb5BrnWY22rw64BIS+8Za9Gu3MHM17r/fS+BMgddWxho6PdjIs0/O2A2KLaXkFO4vB51f3+/Dg4Oant7u0vFcMpCK4/Q28ZZsbaiq3xy27iq+1PBZphWPmUyUwtc28PiGVbiLaFpDXCWDXPm1GgSbbTh2djY6Al/q21WAJmHbA+v6m4BwlBU3qCZ9tmg0gYWFGaeu5/pbeqIzu/u7tbV1VX3VsA0pI5AtUDARO+pxUcezyGg7P5Ofs7cU463np1Kc+jaVhTW5fA9dG/mHrruQ5HrfK7P5QyW65HOQcsQuf0JltOQtqZE+aSxNRjAcHpx3VD/t4B6C5S16pfHPKYJetEFGSHzM5yXad3RkvHkwxYv+/spkx1T61kodVzLNvGBnw4ODmp/f79Lt3PahmmIf5LnElAO1SfL9TNbgNbXJ8/6mUM6wuX6vz/JtwkC/W17NwTaWs/PdlCGbXVVX4e0nJVWv2QZvv/q6qoXnLAznf0+1L/UK9tiAJ395PRQt8HlWBdwL3il1a+pd1uO0mPoZwfMVf0os6OHOfVPxJA3+PHqzar3nZTvgjdT25il59ICywbhlN9SDAmKW0Lo865P63cqj5anNeRBOZpF3yWD+7cZ0m2nru77bDfk611nR4QsADltYiK/2MR0oA1jGkB4hbaTr359fd0p9+3t7To8POxynejTVl5jy5guS6lof01kh8P9makZjlgkuLZRsqJOsGxDmca39UlqyQJGIpV/AlR/p35oGZQhJzfl3vdlmdYhaRRbKRKtNmfE2eDU6RbpsI8ZlgRjmbKSuirbPNQWG92h8ct6556uqSMycv6hMv4UqDVjUNWXHc4lWOU6B5b29vburaVpjaepBWTNFy3gOWQjW4CX/0OA2eezXS1HLynBuJ/dAohD4CxBc6u/lpEzZDPXeGQfpD4AIxlstp6HzLDjCZR2uaWPrQ/9PM5TtjFVBhiYufY9vg5b4Sh+Vd1LFTVliu4YryxDvwjAnFFlvx/cnby1tdW9dpO9lm2QEoQ6sgNZcWdHGix7QIaMbwLOIc/Oxx4CVBaurHPWzRFgR5WSaYYE1YyfDkKWw7XJdC1AkdcM5aX6HudMuo7pRPkaO1UJrljgyTneRHhwcFBHR0c9w5xt/dyN6Y9F6XBYrlsRv+S11vR4AuaWUc7fNvZQAtaULytlKNMAkj+zThxrGXRP2Q71XRqJVjtbdTHw8MxMq5yUoVa9bVT97NZv7rUT7Pta45YR45zJSoNO3XIGwmCQez1jwafljD1EYzr6KVELqHGcdDfzpOWAbwAzMpp28yGb16KWA9nityEeTP5v2dahOrTubRHnPOsyBLhaPJ9tzfuGAHILmFf13whsOU/nlGf5f1X/5WEeW8tFC7CO9dGQg+A6JK+1nGDrnVYf57jaLjj4ZWzU6uMWrnqMrf9FAGY6tBVlJrK4vr5ee3t7XVTZC/wAku5Ep2i0okB0rLeYc15Pej8JBFuKogWqq/o7XxgoJKNBjhRD1Mt7HVJGGsuHDFzLWM7n887Ds2I0g9NHjBdto86utw2oBSiVh4XHz06glXnajmAabDnaDJ9cXl52r9+Gp9jlo2VUhyLgEw0bDPdlK6qcoNnKOse3atgApRHI61rAMuvpe83b2bYWWE9Zb/VD/ne9Ugckr7kOGQQYUvap+PMZJs7lMdfFfTjkUJpSH/q8oz5joMNym9eOgSDrAANwfrfWwrQAwhgg+BzJetMRyao+WHIkeEgWklpjtCy1QPBDzxgCdi3b1zrXotQrKRcPgTBjiNQjy9RhqA+tR8bI9eb6jDAnKOY7f4+11zjBdWuNm+Xb66Ksk7Ldqa/o2xzzlmPewh+276m3lqFPCpg/FGTYaLK4y6B5fX299vf3a3t7u9s6jsUGzqeiLAPgNDpVd8yUQLAVvneHWnCy3LzOgswgV7VfH5391poyMvD381yW01N8XR5zv2dbDHqzPUPlthSGhWYMZNsYp+FrGeaquyminPLx74y+r62t1c7OTt3c3NTV1VXt7e3V2tpaLyfadfoYwPxrANvJT+5/j6uBswE0ZXAdjnFGPMznQxEQ18Uy2gJy6AfriSGj1NIDY4asZcTSyLotGQVJvnG7DGZzzUDLkA8ZENczoz0ZuTJZnhOk+DvrPuQYZDlc4/USqVdWVlZ6Rjevs47hP7zlGbj8fK6gGEp9lo5rOjUcsywn74/Zg5YMJlmex+zhmMPo79bv1jUt8DvWb632tuy1wVnaz6xvqx2tegzppfzNNS1wuQwW4F5T2mHXO2ck/J32M8ef2eZ0wNIRS12WzxzSJ6nr3d5WUOyx8v+LjTDz6mJerewFfl6h6/1+UbgGgflJb4SP84/GmMyAMI1I1fiCI5f5kMC7bwyYhwy3vbwhD29IiPH22AommX6MmXPausWorhvlt9prsJtluQ1sZ7RY9N+2lgJNe+m79fX1bg/Rvb29e9EnG9GJPpwYQ/god75x1MpjkPzQAqEJdpKnuS/lz+OKnhi61+UOyaqvd13TGJufvfPGkLJvOYktGaAdCVhd/yEQa4Cc9WlF81sgk2e2DJTvzX5znxrAJ4gfM4YtcsTU49z6DMn5Q894ipR8kTyTsupxM1g2aG6BXH63QHXLJiQYTXpI1h66v6q9RmDsdxLOe/Kj+6DlTLTSQFvfy5Jl02PU0hctpz3tbYLEVlluc/IL54bsZI635THHbiigmX1FmbkBgdvRSjnJmbas92Pt/UcD5pb386HlZJSZ/ysrK91rEQHJuVDPgKcltAa6kMGyAXV+TC3QXXX/rVcun/YNlZd1spF1vYmCt8pO45/Gu0WuO9d730KArgU06+nxy7I9HrSxFcFqGWQDLLfXWwje3NzU5eVllxtloJypJNzPgoatra06OzvrnDW+0+hO9Hhqgavcti+v9z6b5r80sDnOLaerJU9pYDOymrKTOsQ0pBPymdkfrVd+Z3uz//if9Uig4z5yvWw88nmpH/J/OrrWS6aWrDykGxiD1NktQMD5od14qvoLgX1Na7eWX5N8Z9/ybYBsPW99OxatdPktu8k95t0WwOO6ZalV9tB1QzJtXZLRy9Zz/LyxOicmGMMSQ/YyqTV+rednfyT4zbEcwiMG5/xPeUs5G5JvZNypomMfP6M1zi2gb/LMPudadbXuTN3/EH2SCPPQYD+GcvqWF1C4weTwtrazmc1mXWK5QbA7PlML0nDmQLfaOSSIFpZkxjTirQj3kFH24CeobzkIeX+LGYbyjVoGe0gIW4LkNnH8oamT1hSJDbO3obGCo09b+Xfc5/4CVK+vr/fG3UAm2zXR48jjbqXEx1NiVfdTcrgvDU+OCeA6ow0Z1WzJFDyTINXPGwIHydstXTEkdwaCkA1ZS/nTplY5BBaGDFaW0+Jpn0udQjlZD65LYOr6uQ4p2y63BfbtYNNO66dsD3Vwf/i5rZmNlm773Kilq1MmLXsJKKru73iCbOZYDtmw5IUxcDo0Fg+dGzvWsrMGX5kO0GqzaQxYc491whgoTD0xZHNafTp0j+Ux77OdTD2U97eAucedtiXvVN29Zts7ZTjK28JmHKec7OfEV61xaKXfohe8ta51Z2KMZeijAfOnAMtV/cY5jxnBZgo+jZ47OgEl9cvvHIC8b8gAZtlD6RdjnubQ+VZfpoGhDDPjGBh1GS4/z5tJ0yNsRfFa5aaBtCNhBqf8VlvN0IvFonOQqqp7aYnLwkM0gLbxp59YFAo/eYFoC6xPoHl5GlLeOZ70cW790wLMVfdzF81Xvi8dSs616pWynfVtyc0QiE7DOPTMjGxlO1p9OQTibPDcZ2m8hnRe61n+nW0YAuJ+ZrZ5yFFo6aFW24acLSj709FRcpUtw2kcl4kwf04gOscxddxQf5inWjMV1rNpT5Na52y3fU2rjGXHY2hqP5/VKjPrYZnmdwZnHqovNij1Skv2/Myh6yz/LfkZAuX5f8gZ5zlD+MH1yOi873HqGe/PAFPkzmXGdK3+a/GM2wC1dkRjtzW3pbWW5jH0yVIykh4LpFN4yWG+vX3/fnEGoequc5xKAEOPAdusX147NIgpeC6zdY57oPRkh66zcTEj4iD4mpZxbdXBoKJ1Tz6PZzl1YkyIXHYCGM63poT4tkK3MKYipk42iBzPaZcs321lFsLtsGOW7ZvoPrVkewgEmb+srHw8Zxmq7qdJeHwNkkjZagFs85UNnw1gC0wOgb88NqQ7fK2fa+DhMlqGK8tyH2e7sk+s11KXDQH7ofa22uQ6GGikIfdYQr4mx4R7Wg6sdYtnxdA7XqTWiqC2ym2N0+dE1peAt5zxafGk+43/Y4B27HjK5TL3DNGYrLQilh/yrMQAQ4D7oTJbOOSh56btatnJlo0fAuGtc5Db4n4d6uMhB7rlRFBHcJt3rXpI1izfiVeMvRLXJAivqntvY4SvW4uAl6VfxKI/KI3q9fV15xW0mIL/RA2Zbm+B2Nb/odxl12docB8Cyq16pFKyIKYhTLCeQNn5fGnEWsbRdbOxazFMbjyeY0T9cqoln5lGKYF+C2Bl/b0YjCgx48Vry7kuxyufYaXTMuxDSnGiNg31V4ITRwD9OwGR92dGaXqT/oxmuGwr09ls/HXxYzJJ+WPX8b8F0rN+rT5zvVpO2piBzb5tjUeCZpfpZz5kSLO+6cQb/KbD6bHhfOYyUi6U14+BI9ct+acFtF2vX4OMp2y0+iTBM7891oDlIfDi57WOVw2/sr5FCd6GyhiapYWWAalcN4YtfE2mo7TK8v0tHZG/W8/JOqQMpvwlDmj1y1h/ZD2tb1NOrV+Gxty65/b2trPTvr/qftrkkD1xf2bgzc9yfTyTaXxgoEwbf7KUjE+teCy4t7e3dX5+Xvv7+50gGyBV9fOHmb5PBhwCxD7OtUOCk8bHkWzXw/e2DHXL22sZWu5fLBbNSFvWrQUC8xn+zuOuB8cyd5hnm2kz0pPAvTUWCQwMYlEArSlA+np9ff2eYUxAlmNB+3DEzEcW4MyxnejDySAmF145GpgLsqruZjkoh7Grup9vZqfKUdaUP+uKIUCbOsK/DRweKifrl3KQfTR0j2Um62bF39IvlG05tkzlc4eAsn/bYLtM348cI4/svMM4JQDjniFd1NJtaZAzamRD2Srv1wCaU0emc5aAOWUwATaUtjf5OfXuMmB5CBi37s3Z2qrxKKspz6cDnte5zFaEvcVH6K7WGovWs5ChDCbl9amLst99fAwLJKUNd3kZqEhbn+C11dZMHwXTcN6zg63yucfjnu3N9AzzrPnYusKYJiPRY/SLijAb1JB/wuuNDYTsWVXdCS8GopXLxPdisbi3aDDLMbWMZALvZY6NUQvcUU4Ce19vZZjHx8ofq4OZtvVKTFOLeVtkZTD0XAOpMWO6srLSRSfpG2YXWmDZC4ESsFPvlqGY6OPJBjc9/Fbkr5VXtljcLcr0Xuu+rwXG0AVWyi3DmGB0yGi15DvbmTQEOltGzf/HAKrr4x1tWk5qy9i4zcuA5hZQTXnmGQl2rq+v6+Li4p6xtw5uPdc6YAhwoZs8a5GAeOj8r4EyoJBj2YrEe5Yu+5JcVPNTa/yGAhbL1rmqv8AbGgLDKa/LAOXW79b1Y2W1HM8MzrXubcmpQd8y9eOcZdl6bOjetK1DW7S1bG7iAPgg9cMQFrEMutwW8Le+a+Ebvod23Bqa7XLgxnYo8eIY/aiA+TGeTlU/KoWQZgNbwpwGz0AzGZjfQ/sam1rTPmMf7hkqswUEk2GSofNFJ/bGhkDAmBHN61LZtYQgBcbvfLeHnOOTbbUBz2M4STkd6HLyOYwj0/YG+Dke2c40xPY43XcTPUwtpZfGGPBiGWc1dfY99ydvtYCVeYRr/UbMMSPidI8WQG5RK5oxJmdQa/Yrp79bsmzwkDNqrb2rkwxCEnBT/3xm9quPI3Mtmed5BllOjeG825HPb017J0C3HsxZCtqUhtPHW+3+3Ii25ze/3c+e+fGYok/d90MgJ+3BENgdqusQjcnvQ/9bZbmuDwFmfhtn5DU5S/1YZ8H4xfVahj89hkN9lDLsZy5DrTbn81o6pFVOa1auhUOGjg+BczuFCZb5TwAWu4PubGGBMfpgwPxjKRwbU/bZ3d7e7nm/PP/6+rqq+p6Io46tyCyKoMXolOtzOZXbAskJ1jn2EA0JPN+t13o/BPKHjGGW7WvMcLngz4qQazz1Pfb8qrrHyC2mzwgQnqCvy8UFjLkdKU//pHPh+8YAGPdP9OHkqEcabIObm5ub2tzc7F0P2aizUDNBeBr9qjvF3DKKjp4NGeIxmUq5S35u3c/5oenZBH9V9x31BJjwsNcxmKeHDH4CmRY4HTKwLsv3D8mSF+d6RtAyixNhI9fSX66j5Z0+c/sdcGlFmlp1/RyJfnbfIEfWix4jbC6zdXZ8+M2OQwZq5tshR4vfPNf/E5BX9d9rkHZ2CPB+CAh86Joh3TBkf8cizL53SOZa//Pe7K8xIOl6jwH/fG5Gd1szS1lGS77GdOvQuKYTMeT8Jr/B88Yn3JspgchClvsQ/aJSMqruGk1D/AITjERVf38/R4qq7pg2X3dNFNLRmtwxYcg4JrVAcyvi+1jK6dMsu8WAYwL3kOBa4DJilKAzXyzREii3wQY6DTdj18pJnc/ndX5+3o3PbDa75xFaUbs9Q46BwUlrSrkFfiZ6mFL55zgnWHY/k2phPsp7WoAunTwDshYwdRkPyTXX+JvfD00htsqZze4cdNczDVJVe4W6+TX7At3mfh0ySu63lmxkdH8I+CdlnRmX6+vr3mvnc1aJdDvPIjgKnkC3pePo39aM1BAfPSTjH6u/fynU2o3Gs3jW+RmsILLcitoDMuh391cGWlIfj/Fn1X2bx7G8tiWfrf8fS2O2pKod8RzSLy3ZXubZnmGiv+lL903ydfZ7/qZs3z8EtIfq5jH191CdsowxB6Sl81t1qLr/chKOmacTRw6B/4fogwDzMsAivYTHlG0vwKH0nLrEUDgCZaPEtQmQxwQtAdZD11S1c5+TckrSZbU87tZ0pe+hTUNenYWzVTfXgT65urrqGdUxIczpFTNgq38pLyOB6+vrtbm52YsqO5c1I9O0O6NT2V57jy7P96QgPtbbnGg5MnjxYrXWize4xgCT61vgxxFHO5WZwjBED8l4K42B+vjaIb7JxchDhtVAuuXk5XUYzPl83ttycwgUJuAeAwHZnta5Fmjg2vl8XldXVx1gTp3cAlPI6Pr6em1sbNzTIZRhuc66Jo/k1lFD/dICOE+dsJ0ZWMr+SwfUIDkXUVJGi5d9HTxgGTQNzaD4WGtchux2Yo08DrV4f4gvh3ilRSmnqTtaZSzzDAfP+DZo9rkhUJkyMqTHhvrMx1qgf0yPDFHisyG9kna91YaUffN6ftAJCZgfY/N/cRHmBMv2DjjHNC7HPEXUIgY7o8uQBSVBYaucIaO3jNIdyuPxM1KYDEjX19e7dri/Wm0eIgsb5bb2SBwycFnPVp1b03QtQefNjSsrK7WxsdG1hVdYe4o1xwYDazC2WCy68jDY7vvFYtFtV2iBHDOqE92nMVDFdwIYR7Oq6p4TbMPLOM1msx4gzGdQDnLdikglL6ahfsgQthR061p/V/XXIFjW09ltKW/rGj/TToAjT/RROhlZJ/dhC4xkmsWQYR9qd+ojxvzy8rKr72w260CxnSbSApDrVp3p19TfCQLdhqHUjM+ZaDdpi+YvxsjvMWCc2DuXPkKeMihl8vVZhyFK+zoElIdAsv8PgeoWUG+BxyE73KrzWHtaYNfPcHvHIpyuZ0v+hnRWK0WqJZ+t863/PmbQPEapzxPHpPy17AXl2HmjLJzmJDDjbDbrBVrRKbzXo6UPHkO/OMBc1QdJNL7lAXvlbk4tQfzPiFPLELcM5FCEyff4u0XpUbfuHTJMLYb2bgFjXp8pja5zgm2IzEwIdQKNrOfQuVRGaaTxBD2mRKfcL3yce46jlJEMvzo9AZmnrzPaOcQ/Ez2erNzct1XtKWDusXNlJ4vzVfcjCnb2hlImqpYDxymnXD/kYPsaU5YzpH/ssLYiRz7eSuGAx91XYxGnNHZj/Zt9k32aKViORuLAIJ+8pfPi4qLm83nn5DL1jzHLCForYIHct8BJ8s6vecbIKRlV93fFyHQN/26tH0HPGtTQ794bP6f57SQ9ZCtbYHnMZprGnMO89yHQtyxYtswMAdihuqbz4WsT0Ce1gHS2LfWncVDV/RcIjfXDsjJE+Xlfzv62ALPT8wC58KJ1YFXVxsZGr2yCqiwiXywWdXV11TmLBF6NNT5UR3wQYB4Cd5/iegs0DUShpmCnkKfnYLBUdTedb4bLiLGvd/2HPmP0EFDO/y2jnIZhSEgchfV39kGrzlZquXBurG6t9rQEuaUwhsq9vLysi4uLLpfOkW/vqJD3z2Z3LzKZzWadsGQ97HS1gP+v1cD+WNSKIPjTUojI/2JxF2nMfZlT2TuS60gzxqkVXWrVtTWDxLmH9ERVP/VqTHbTkfQ98GnqAH+nDLXkIvm5pXdaeob/Lf3Rekb2If24ubnZ3e83t1Iu20FWVZ2fn9fq6mptbGzU6upqXV9fN7e9whjSXwYBNoBpELMvhkDO50LIFkAE58q7qzi33PLoPGd40kEaH6dsqMVPHM9r8/+YfLV4tEUP2Zqxug2VNyS3Q/U2P7ZsY6ZDurwhu8+5nLEd4uPUdYx1AumhdrbKSBrSLckPdoQ5lnbBvw2wsQX01erqaif/Pn95eVk3Nze1sbHRC7guFosefvSzMli3DD0KMKfn82OBCwsvH6dlAPC4ttXhWTczXV5rY53Xu70PfVo0BjRddotZU4jSGFtAPdWSnuVY1Cb73c9uTQmngUqh8rOHGNHneQ5lXl5eNnfJIGpMdCpBhT12H0+yg5XtMm9M9OkoAUwqM8gK3byDsfbqfUe8MnLbAoIZyWlRziaNRay5LiOtLoty8hXcLSDHB0fR5PL5eGYFOUq5dz1bv7NdLZlx+8Z0WQL01ImWSSJINzc3dXV11RlC9wuziukouT+qqgN/BnjWA9nOxxjHp0yAAQNmv1CDPvZsowGz14j4Hut7971tcoLeh5yTlh3N77HZEZeTv4dA92OcpQ8B6tTR54fsS9rYrOPYfQ/VO8H10L3Wl0P27yFd46BAXjOWjpI6sDVmTiFKGW79t41pvVU28dKy9KMt+vsYwnDQaJRrGlwzRMsAua7p3aAMMgrcyoNM5b+s4A2BY/8fEipTGu75vL/Qx0yVDDcmJK36tgxNAnfq4GenV0i9h3jF4+JFhyw8zDwuytvY2Li3ONHXmg8MpFp7ilKm6zSB5cfTEN+mPOZ0WNX9De0ZH15YRNlDszVDb9Ti+a4bZbSm+lvPaclRHh/rE5dL2S195XuG2ml5AwiRo98yNGN1bclz9kOC6GXkwo4GQQ4M3ebmZm//U8qjHbPZrLa2troxz3UZ9BmLKC8uLnpv7LJecv+26Ncg487hZAzpO8aAfnb+52w2uzdOBioZWbZjaHtqvmkBYijPjYHe5Nsx3m7dlzRWztD1/m6V33LIx2x86gkfq7q/6D2DZa1nmKzXDBKz3kP3uvyh/hrCNO6flrPburdVdoLtVlscqfeb+4wjuT6d6mXHv+qRgDk9ih+L7OnSeO+UQWcBtNx5mavic/aOfCzzeVsGaMxLNqCj/k79eIjJ8n8CcpjG/W7Dm9M6Pu8yhhRSPpP7h8rMyLMdEIOTnIZ5qN/Oz8/vKSUiIGtra7WxsdEZVBaEedV2lpv96DLhq4/xNn/t1AJSrWOp8J1bCQ/7fpzjXNya6RLpSHJ/gj47wea5dMpSRhIsPmRcM9KMPnI02M/jGt+Tz8m+pP+8iOUhw9965pC8+x5/m8ZAtPvar6rf3Nzspk1TNxkUsNjXLz3Jsbm+vq7T09N7s0SUY/4aat/nTrnDFMAX56Sqeo4Njqdndlv5qC0daVvHNS1AN8Z/Q6BzGdvZOvYYQL0spRyZWnpq6P6qdiAvKbGIHfoPnSl5SA6WBdMPUQs7terfwinJH+5PO2Xc75lG+BfKdF4HXMF9rU0ThujREeYPUTyPvQcjmuDX2+RU3U3VV91/e1saYnsTBnMtQDhW38cYTHtHQ8LWMtBDUa7W/6FrM/LSMoCz2f19a3NqExrzqlttG1IASbTh9va2t9jPtLa2Vjs7O7WxsdEDIzYGbk9GLOfzebcIIL17KHPkJ/p01AJ95jFHBDgPT6EgWdxrPjP/5/1VDy/uaQHllmP5WGopddqUL1RqzcJwb0uROz2NsrM9pjFn0vcjJy5rLGjg+1L+1tbW6vLysnc9Y4hOZ3EuQQ9+swuS3+AJra2t1dXVVZ2entbl5WXX16aW/k6Q8msgpzI6B9QOjfnQaRg4Jd7lxYsyq/qyQ/ktIFPVDszY+fXv1r1joDJpzGn8EGqlAFBeOms5O20aCxjx+6EAk5/VopTFIZu9LL5JuUl9MORM5zP8fGOcTO/Ie1IPItu03xgHPkUv0J/eESvv5ZofDTD/lArHUWYLv0Hzzc1Np2xzuncM+NqAtRi8BaKHvOf8P+RdUu5YmsIYM7a88vTWYMIEFa3yXIYZKQHDEMAcqvuYwWoJRQoj/Wclv7293S0G4j7nc/J/fX393haEkD1M18FRugksfxy1FDb/3beOMrvfM52G7YCG+LslI4ynjddDYzoElB8yDg9RK4rkqKmvaTmnfLsdrf5t1S3PPwQklgGVLR2Y+pZnpQ5mPHihyerqam1tbdXGxkZtbGx0kWVmjjgO4fQeHx93i4IzSpXy/VDw43MmZCflpwVUud6gmO3lPCtCX+LgeoeqxWLRA9y2O9bXLbs05rCO2aFl7Gjr/xhlPnar7JTDnE19iIZscitPO8FkpiQMld0CoXlNi1oguVU2/4d0wUMYIvvP9xjXuH/Nf+mMtWbZM7DQsjOPtfk/6rZyQ8p8Gcq0DINnR5OH3lyUEVbXKQ0Zxx+qe8vTGjJaLePSYrAWyEijM9QO32tBz+i5y2gZyGQijreUwMcAB5eRXt/a2lptbm52YBmPcXt7u7a3t3sLT1wufEJkOQXAwmfeoR0tJ+vXamR/LEpec+6pgTMfg8qbm5u6uLjo8tdbBt9RsBbIXHbGplVn/29du8zUaBo8z+pY5vOb81mG6966tlX/h9oxRC3Qn46ur83ABrNGRJjX19fr7OysB0o2Nzd7DvDt7W2dn5939/nY1dVVb/bRu/pUVY+3fs1EfjvrPegTb8lnAMuCWn9YRwAhuwbWBjse05TR1v8E8ENgOX/7WEsmhq5flhK4jgFUX2Ndk/Ubs6OtutKn7l/rkKSxMvL3EJB9aLYmHWB/J1Zxfdx/D42tz7dSffhGj5qXM0Lfihy3wPJj9MUvch/mqrsGGyTjNWdSd0YaEvi4g1peV+v6IYFrGdllrh8S+Pw95j37nJ2CFiDN8lvlObqan2SiZb3SFGrqOZaasrKyUltbW7W7u1vr6+sdo6+vr9fW1lYvty4NNcdZMOgIc2ucbWgN3oYi0BM9npaRMe+E4rH1t6NdFxcXtVgsOtDlSISVXwsU+/eQwm45lx9DKPQxsJ7G6KFnYkBIV2j1scsfomWMeAsoj/3nGIv4vI8qQGJlZaV2dnbuRT4ZO2aJGHO/dMOzDfCOI008/2Oc3o8d818SXV5edjnjnm1zWkYGGnKWNncXqLqvz1s8l+PQ4v1lwHICzqExzXugoXSth/KAWzY4QV9LXlttTLA7RClHbv8YPw/Z+MfItp/p80NOsf+3tn586Pl2mDwGPtaK2qejPpvdTymtej9WONaucwvftNY7jNEvGjBnWoajzVXvO5AGo5hb0/FV4y/hMJBO4DxUNwtNy2OnfnkPx8eYe+i5nlqrupsaWybPKuvptrfavUz+5xhlpHtIGBkTR5dbCsJv6yFvHeN8fn5el5eXvTf7Oe/JaSeuk/kkAflEn55a/GY5H3PeDI4w8gmYDAZa/GsDXnXHe2NAqSXnpiHZy7xMjvk7n0EdWzKTU+Pe5ivbuAzwWwY0t65L59j/rXu94M/9vbu7W1VVJycnvQVo1JvZJq4HPHs3B69tsa5yEIH/v1a6uLioi4uLLsKMbGBDySdnDDNFCofVOrE1c2veTH5P25MpdAl0h2TMZSUN2amM9EKepRxKx7TMt0DzMuC3Jf9p81u2OcvO+4ecgLynVc6QvnjomtRPfp6xxBCuGcImBshDwNh9k/Y7n2s+NU5MkJx2pfVW0SH6SQDzMh5WkhvUAswGQQbL3JtlteqSBrRVb39zzxBjjd07JDh5T5bf8u7MHMtMF1H2WDtbIHVIiIfuSYekVf/8zTPIQ3c7ERCm5S8vL+v6+rrLeQQwX11ddRGVTC1J56CqD7i8XWGrDyZajsZkPHkFA03fcyz5I6NeOeVGJCJBmc+N1XfI0LeuHTrvaAg05Djn8XQeU/lnGZ72NcDMcrLupix7SM+0aEiPtkAq9WTfdM55p5vz8/NuxsAfk6PKfHsh28rKyoNbC1LfZRyJz4XQi6TEMB6kWTg9LZ0QT3dnumM6nC2wazDU6veWbOTvvL5lm4aubznBye9Q8nTqkSEHwM/K89nuloy5nLSVQ3Xgu7XIMuvV6pshsNwCq0P4Jp2dFtjNMs1DLR2S0XsD6ayv6+UAou/P2cu0JVmPx9j8X2yEuaq/+brfC27wY6HHELfAUss4tQBSi4nGBGcZheBnLsvkQwDEwCGj5a37WsaRfst6YIAfmm7L/z7WMv6+rwWMGDfGN/eX9Ziy+A+hIA2DxUTX19e9aJxBhYG8o8uUNQHmn4ZScflj49ECy/C9I1W5AGTIMD10jHvHZorGIlopU9QZ8NF6CcdQnVpG1GVwbWunmJY+ajnbKbep4/L6h/oRgHx1ddUBWe+EAfidzWa1t7fX7Yaxvr7erVOounshBrJv3e72tmTZzu9YXT93oh8804rezLVA7jNkCsLGkL7BokwW+CU4TLlsRZKhIbA9BORMrbEcyh+mP5btt1ZdWve3ZN5bYaY+c5lDgD/Pt+79kBzrIRqqQ6sPqu4i9C3nfkjvtJ5nXnObbKtp11DGQF7D8UzdzKBCphU9hn7RgBkARd6yhZ0VukQc8Jod0bDCT8Nrr8dkRmiBwqqHoxUtQeG+oWtdbnryQwZrqK4tpZT9yjn3w9A0VqtcrhkSCDO5j6UhZox9jnE2gMewEh2+uLjopmuJLpOzt7LyfoGR33Ll6RwbAddjmem2iR5PLcPl/vb4eOwyGmAeZ+p+Npv1xtzX2aD7eAJsymwZdNNDCnbIGfb2XLS95SS4HtwHeBya+uRFPgaMrbpbH7UAe/aFv/k9pC/tuPN66+3t7bq6uuqiyVXVbTeH/t7Y2OgANWOXOyK1giaOatE//E5H7CFd/blTS0dDHtPMtc8cY8h86BQo82gC4QTWYyAtweFQm0xjdmtZasl+2jyDtpYu8JoF1yXLshza/g6BafdNC1N8qM1yPVzfMQfZ1HKyW3ok22ag23JsXK+0y1nHZRz9VpQ5y1+WftGA2eDJkUS2vKFjWx0BoVABWgZMrQ/G22UP5QsmIz9EQ8a4xWRDoHdI+bS8ziHDmMYT0GFPL6NWrpvr2mqHjw95v9nfRC78yUiS3ziVTpAjzuvr613+XToF3qzcC2KmlIwfh8aMteXWU8KAS79cpqqtLD2jwL1V92eXUmZahifr9xCA9nVj+sEvhcipx7Eyx8CeUxQAnfnmu3QUWgZsGUe4JfetcQXYVr3f+WJzc7P3DNKuWMxnoJwzW+lQu22taFTmNScQyL743Mmg1/rXTlte1wK3Vf3c+3TcOOb9xVt9nM/IT9ZvrF2uE21x2cvo8SEAOkY59W972bKpY9Ti0bS3Q3UbApsP1RnKZ2W9W3a/1R5fO9SXY+A7xyDteSslowWOXc/UWxldtl6x7liWfnTA/LEAhM4j2gBg3t7e7s47Sukk7uwgM4878WPq7QHEYA9N6Q4Zp9a3jabvy4VNvsYROx8zpQfMZ21trQdakxlTGGy8kglbz2oBd74NeObzeS8q1WJyO0f0g6NSWV+Ej5cleIp3yMhO9Gmp5ZxmagZjYYeJ9QomeMPRxaq2Ef1QSjkdKssGP40QcpU8m2DBMpo82DJCbv+Qsm8BlyFjM+T4joEKH0uHB10MIKYMR5YNspx2kf3ZAlUtQ+q85jy3LC0DdJ4KMRtXNZ7nnXoYysin09zoJ9s7nNwE3C6/pfOH6jPE85Dlu7VTQ2ssW3yegO8hEDoEkIeAYZaXz2sdb6VupT1mfMaio2PBqtbvrFc+q3VN1t33pR5rPc/HbN99j9vDda0yhqLHaXO8U5ad/GXoFx1hruq/Cta5qjc3N7W5udkpWr/gxFP83O83wLUYoPXt88lEHLfgplHlWSnAY4bM7U6PvaV0PpTSaM9mdxG9FvhNo5VReu5z22kH9w8pF6ZxHTWbze6/tS8Z3s5SAgC/XhlDSiTO5U3R5Z+erMxSweVOJZxPo8j1KRPwwJBB9v3Q0HUPGVw/k9+uDyAizy9T9hBItcF2ShH/WwBzqL5DbYIAs67vEJh3RKj1/HQWcp0EspjpMuiBoToi/wmWzR+/ZnJaD31p8Gwb1QK8nK+64z/bidZ9GdBhNpgyks/TSTKN8WbrnOX/Y2XcdWrZhrwu+y7bk8eW0SdZtywr300wRA9FmvPYkDPjc/k76+hrWsfdrxnIzDa39FbLofAGEK3octqb3GnpIfpwxPUTkSPMfBxJZEqvBX7caS1vozVgpiFGfEgJJ3gbY8BUHvnsFD7AQ+aPpeLy9FlVO0KW+WekMgylt6Rya4HuISU21HdpGP1GP48b1zDO3u/Vb3xk0UVukwTd3Nx0u20YdKeDMNGno+zXltfPNw5xgsOWbLjcNPJJYyBy7LpWHRKQt3if3+arMfkxn8LjrVdgW8btRLT0V0sPuG5D8g0ZECWlU2NZak3vr6ys9OQzo5LZB9lW61KTHeYWjY3R50xuq/kg0ycsf2k/qu4HhbARQwCpZYtSbpate2usbLNazxuys63fQ882JUZogc6hVJSxY8vwYgLC1rkxh9fHW3K1jL1LkNmq9xDIbZWVdUd3DF0/5lC4jUP2xGPngFwr1WsZ+skizMsOUIsMkMhlJqqwtbV1b8VvCzBTjhVvMqOPjTFzywttnRujh4R4KK0DcvTKii+FMaMDLi+9cCK6vm/MaGbdxhRpa+xbHqINaVV/NWxL4fJyE9cBoIFz4WcDRFgo9WOA5V+LUa76cLleLO5eGuOoAMcxzFybjm8C6gSmWUeoZbAzipH3w9ctwDvW9mV0CdfRNsDMUDTFz/duMb7WsjM0LdsymtYlretbMp1BCa712CDPtI+Uq5a+dfQyzycAGANfLSD3ayI7VZaXtAfWmx43vj3DMJvNuhm7MZ7KY3muJUfLUM4+tJ6f/1s23iBr6D6fX+b5QyC4VZavG9M9Y9hiWd0yRHl/ylnLOU29l3bfzn2rri2dljQ2tugQ7s+65gcySOYcNsfb2S5Dv/iUDHshGWFeWXn/uly/1GIoHxAF6//pPXMP30MCMgRwh84NUcv4tjzQltJxXTmHcUzvKsGzy3IZjkK0vLh8Zp5v3eOIdQuctspD0ePgtLx6DPHm5mZTECzAfla+iWyKMP+4NNSnVnwJujy+8CwvWyAndsxgLKuIW7LG/WM5y/m/BbKpg0EJzluL1wxoWmVZVy0Wi3tOXzrx/B8yBmO83mpTS2bdFq5tLbTlN3W1fLt9bueYsXbuKpHr7DO3u5Xm8blTCyD705KfVioG48buU9hcFm5CQ/aiVa+x64buzahyUksGfe0yz0r5GQJ1SdZZLb5t6Rf38RilLW7VfczRHaK8PnnCZWYbHgoS2Plvge+h+1vPTV3j4ErmNHM8o8auEx9mpTIF8CH6xQPmqvuLSvLVq1bWnjbJ9IzHKsohIRyq47JGdohSmbQ8uYz8+j4ztBkGpsgpUO5J5QlYaSmNrJOvSSFsOTu5TZYXerkeAKOq6m0xRz94xwxH5VwXvEcLHUKS6RgTfTpq8UGLDI7SgYVXNzY2ajab9YChI2YPPSeNFfwyBLqXldVU7GPXOYfUx1uy5Xb5nKPF8/m8257NEXfK+BDHL9vxEGjO/9TX6VG0vaq6HWy8KDfvzf+toEELOJHm8ZAc5xh8ztSKJkMJnlvnIIMKO7IZZMh+HQLqLVoGOA4B3pbtGtIDQ7Jq+9ACeHl/S1ZadUk+btV1WediiPyMoXYtSy09mDO0rTITaFfdf7lKS76H2tHSf/Dh9fX1YD/bjrRwiAF35jovS08GMNNIgPLV1VVdXFx0U3xVfeFOz8T5fpyzF+TjrQFt0ZB3njSk/MfKbHm/yXwtLxFgyTPxpiwArWe0jLfrns/1f5fBt1e+M27MDLSEIoXVoMkb7lM+BsEMT7TJeXa5gND57zneHwI0JrpPLecJajlyqdAcebTjlGlXVcPTwGOGegzswlsp23lvys5QewGRTldoKfcs17NF2XcZFUljvAyQb/Vdqx/zv2XGbed3Amfq7ZzsFjjytUM6ofVa46ExHCp/6P/nRjm26FO/+MbXtHQ/5Ndpc77Fn8mDLZs4ZN+G+HUsPzjLaYHSoXuG5GfMBozdj63Nc44+u62+r/XcxC/WgXnvUL3HgOBYP7Xa1jru363yxhYMZx2HHJKWbUjHxnoxo8sOtHBvrg357ABzdpoBM+CIDnRaRovRMro0BJYeEpyWMR5S9GPlDXmqeT0CCXl6dkz5mCH533rGGFBPgD5mrN3fbFOXyfZVdY/xW9seWfFa+Jxv5zFn0eBisei9LXA2m3UvTUBYMrI5geVPT8uAklZazOXlZW1vb3dT7Sn7LQc4edNynTJiXs/fCVqHgHDreOuY63Z1ddVbpOx6Dt3TSk/ILdQALwlEs90JCsZARV5nQJ8yT9CCN/wZzPLJqdSWwU0g5nZnqpjLGeon3zeksz9XcrCh5YyZsr9bgMU6ljIyMt36zf/HnIeyngmmksaA6BhIfkhGHpqdzr7Lc+lw2wa7npb7qhoN/g21xcGjMRqS/SFdlPcMBbw41gru+f8yQDX1husGZsg0Cy8A9jljEIB1Yqpl6CcDzMkMjyU3mGgliwA3Nja6KLOBEJRTuKmMh5jERthKPhmdjh+KnAwBU59rTTWOgWHuyz0b855WuTYyvjYdjDHj8hDItFeXz/X9WRczsfuTdraUl4WSRSneao4X3Xi7Qe4bMrQTfRgN8XvV+HQev3G0Li4uand3994CUNYutPaUHXqG69VyUIeM+ZBRGWtjGg6OwbeWhxbA9xaYzhNFjm1E00i3DFWrHUPyk/VPI5d9ZmeWPZcNeqv6r6rNsbEjbDCczg8AIfUB12ELklrAfEiffm7Ucm447u88nvfyH9nzDhutbRNbZSZgz3qMgeUW+OV463/rOWO26iF9MdSuvK8VKW09J52SDGANAUrjhJYeg3K7wMcCQupkeRvCI8s4I+6fIfzXssf+beDrtqE/cv939CjPzS1oCTh8lvswQ264X1LCcU/DJ5O0Bq+1ryvfKSxm6BTIIeZNhZPXLyvsY+R7nIbh9nihUVVfEeUzaaOFLvsnQW+rTrkiNfvS0cRUMDbEFpB8dtWdB55vKeQ16VYa5HwO9eNQeyZ6PC1rpE1WkKTNZCRmNpvdezFRPtfHW6Ah6+Kyx8DUQ8B/qA8se0PyZt3SchZbz0NGDKIf0hdDhs/PWKacFpDwjFdVNbd3zHY95LBQF8bbUVMo8xqzjFZbPkeAPEbp5LRs1JhTZJ3ugEXaB5fXclZaz0lqRZVbbfH/5MeWDW/Zsiy/JQMtmzrGP/SPg3T5zKG2+JqWPbduGMIQn8IBTFA+5MgO6dXW9UMBxRwX/hsgu/3WCcY9uQ2ny8iUjo+ZVX4ygJlOyWRtvAU8Bnci97UE2+c8qAkIW8rFNDQNSpmtVe+U12oj5zKVwsDBubvJ1AbKLstC0ALN6d1lfnD2ZasPPU4eAz+nlUvO8axX9lV6mQBgXgvsa52z11polP0+geUPo+y3lvMx5pDYefI4kFLTkq/W9TkDlDqgBVSrlndKW21MZ29IPkzWU61n+NtTr/znvLeAtO6Chp7fat/Q/6GxTJ3kRbjeCYO3h/L6csaytSAs227jD/gmxcsgxGsbWuAqqdXvy/LCU6MhcJyU6RVV/XFmVidlbsgeJmAcAlYJsDPQ9dB4DslQ/n+Mbh+6ttXmlvw/VObQNe4Ly3W2a6g/87qxfnVZrXOpK1v9PqTnWnzm2Sb4bAhX5DNb4Ba+ShzIpgIZpaZMgqzeaOCxM8xPCjCnl+CIFFFF57X4XncKhjhBXV47JgAthprP5/feapTXuNwh7zKf5XqZyXMldDIS11iBtRRoC+Qmo2b9DNxdV4xnMuJisejetJc7HlRV128GQK3xMOO7HrPZrPfWHvoG0Oz2p4Mw1v8TPZ6GgGqLWnziMZ7N3u+UcXV11YsWpAIdki+Ps1M5lnGSrOBb17aMSdahRWkAW+3wlKMNJ6DZCyOHnpcANOs95uxk4KBltKr6jjn19viQ39ya9TN/pE40+EbGU9eNTfNmWUOBi8+V0h5Y99npyOshj09LPn3fEKAZczT9DY3lRA+B0pT1VltafTME0FrPfsgJzja1ymrJTuv/UP+2nIlWmSm36LDHpGYY1A7JV/aL+zDb7C0kH9KprneCXsrGgTZWSbBc1V5U3gLnj6GfFDB/LChxHkoaz5bh5Ts/rXq1QGyrrDFBHMqrHCtzTNCyrlZCZhi3zf2SkRjq2KqPF9Vl6kIateyvVFQsbPK2bhlZdj0TuGef5H+3L0ExfUNk2cYWwJHjMIHlH4eGjIcpecHXMX6bm5s1m83q/Py845EEAa0xTMfSyndIVluEg92KprR+u23Juy2HMmWLuufCGkB/9ivtc/9lXYdAsus6dGwILLvu7t98Nm228XfeYAJby2vqdgIj9JHb1opiu7/y8znLvdudcpWU/JRAKW2uedn8PQSS0z48BGhb9NBYpW0e4vcWsBwCuENlturkslqpB3l9S4YtPz6faQZD5eezxuqS5Y4dfwxo9m8fy3UN1NH1Na+0gp7m6cQ73h0jeS5TM4bwxTL0pCLMVe1V9T7vTk2D85jn5P+HwHJ6TUOCxbkWUM7vMUrPk/5w5KlldHOa2+W0hHHIGx7zmDM1xt8GLAb93kGjtbCB56yurnZTs/kiCPeHHQAASsuItLzOiZanZYHHMjzd4kucLYPM1uzHmCEbcphtFIcUf2s60fe35CH/GwAmEOQ5WX/naicZHLpNzuUdA8Cue/Zj9kcCh4dAiCmDGJnm1brPfWEQAehmJip3CWkB4jGwPMSPD+n5p0JDoKRFrT5JPdnK/RwCUcs+I+ubefvJa0OyNkRDMtDi5aE2pbM6VHbLno/VI+9LObGOGOPHMTs8dOxDKMfiIZtpoDoW4U7d3NLxQ3qS+71r0Ng4turw2P55MoC56n40Kju4qh/NeMgzGhr0DwVQCGNrUO11LePVpCAkIxgQjhk+91Ua5RZYHfIux5Rki9xOM7ynmU05xeJntWYPHLHK/UWzrQ95/BNY/nEpx6IFjKv6EWHuybfBOeoyxJfpALZkowUe/dugGWop3BaI9vXeVSCfwTUZqXMdsy6t6IinUJedeh0yKEOAcQxIpmGz/DpiNiT3fm6rfcw68aZH7nE0mmlfp21kxDN17+cAjMdoiO+XAT4+bj2eM5dj/dnimZasQS7bctGSxSwnn9GqT+uaZX+3/nMMMJ3pmEM2uVVmS97dhozQZt9k/YYi0WNyvAyN4aYk66aherTKIfCXz0mHhciyd8RqUQvT+PdjZhufHGC2cm5Fm22I+B4zakPH81ktsPmQcbHgtgZ0GU+0JYAGhS0PdEhJDdXV0YPWddn2ZWhMmS2jtF2XobpnTmqCKa6hPqnYHxqPiT4d5VgaOHuscqxZl5C8+ZAShK/938bJkQ87a616twyYyUAtIyrWAQnmht44OGSoU/dB8HvubvOQrGYfpmy2+tRjOATI0Et+PjMEBs1DTkRLTp1StrKy0qV08KIinBNHofnPPY70f+6ybgdoDFwO3Zc2E96C11Nmsj8Zj7HntMZgzOFzqsgQWBwCnQ+BX8tWq66U07InAOYhO9mSkyxj6Jlug48v4xiPRXWHMMIYphnqM/9u1fshh8T6wnybQRGX1dpKbgyEj2Grx9CTBMwGyK3OrLrzUoYoGd6M2Hot9EMgLxVEDl7LCLX++17/b9W/avjlCincXNs614rCjT1/GaXLt8egpZCGjHtGmlrt8Fvhqvq7ZUCp4Awqhuoy0ceTxyrTEQyYW3mrvpZ9MxeLRZcb33KS/FzLdSvKnMeGQALXuuzkkdbMTN5DP3jXi9Qd5k8/x8AzI7fU3fs1c+4h+X1IDocM6lD/DBmpsZSnMf2d8s9zyGHmDZAGxFX93XFa/DTmgH9OlDzYkrP8Nvk/TkjVfUCd8px2CRoCTUPPdBtaAa8W3wzZkmXsV2vbvHQMXb90GIbAtuvr+oEXxuxc2tFWO1py6k/aTJebDvFQuVn/1HmtOrR+t/632um2JhD2h+iycUDKdtqCFj3G7j8pwFx113ArYjrUzMG+fBb0xeLOE2wp5yGQO8QAKbh43y7Hyt7PMg0xbkZxfByjwPUWdK73W5lou4m+yAU52a6H2m5a1sEY8gR9fUapvNjLLzJBobfScygrBanVp5+7Ef0pKKMuzj1dX1+vjY2N2tzc7D68dIhzfDhGNHFlZaW2trZ65br8ViSx6v7iPhtB15c6Dzmw2b5lyPXgvtaiVp5hZ4/oid+eZ3BK5H2orkMOqP8vCzCSsv9STikjDSE6qhXRt4wagOUMAOeZhuVlGvCY0zc45lSOBCaPMZZPiSwbVdXJnWUr5W59fb3rK/a5dV9alv2b/1X9VJjk/4d0bEsmh2aHE/x4hmeZvoEM/lqLif1MfqdN536cON+PHPg5lOfduqqql9LhZw3Jaau9LbuZQJzrltF3eazlACeg9rEsg2OWaersLSKzvq16GFynvhkrA96kHo/R6U8SMBs0t0AQxy4vLzuBz/tbZbb+t46PPXNMkB96WYrL8fNcB17/nLtd4CR4+ppjlNsy1K1IAHsaPsYrS6D8WECKEjIoyOcP3T9UNmPfmmmw0Ez04xD9b2O9tbVVm5ubtbW1Vdvb253B3tra6gy3Dfvm5mZVVWfA7fhh2NfX13uguepu4WlGv3C2WpE26twCl0PnDAjM8wnO0hl13ZA5px1U9aNe3naxpRPM40MRH7djKMI8JkstADEExGmjgbIj7ABhb/mYC/lcNxtaAxuMprcb3dzcrIuLiy4afXNz0/HK9fV1b8/oz5Vms1kvVSWdVOQL2eNDPwGSkWFydDc2NnrnfC3jmYCzFax4TIAiAyAtm7QMUG5da3nKtMShOlpWzOtD9bIdS7uYM1Pp0Ff1A0UGw0OAfggwp73L5wzpjdZ/6uJ70pFuAf6sc4LmVp2znz1mOW6+H9ufARZ0z1BQZYxmi8/VxZ5oookmmmiiiSaaaKJPQFOIbaKJJppoookmmmiiiUZoAswTTTTRRBNNNNFEE000QhNgnmiiiSaaaKKJJppoohGaAPNEE0000UQTTTTRRBON0ASYJ5poookmmmiiiSaaaIQmwDzRRBNNNNFEE0000UQjNAHmiSaaaKKJJppoookmGqEJME800UQTTTTRRBNNNNEITYB5ookmmmiiiSaaaKKJRmgCzBNNNNFEE0000UQTTTRCE2CeaKKJJppoookmmmiiEZoA80QTTTTRRBNNNNFEE43QBJgnmmiiiSaaaKKJJppohCbAPNFEE0000UQTTTTRRCM0AeaJJppoookmmmiiiSYaoQkwTzTRRBNNNNFEE0000QhNgHmiiSaaaKKJJppooolGaALME0000UQTTTTRRBNNNEITYJ5oookmmmiiiSaaaKIRmgDzRBNNNNFEE0000UQTjdAEmJ8gnZyc1H/6n/6n9fXXX9fW1lb9S//Sv1T/3X/33/3c1Zpoook+gia5nmiiz48muf58aO3nrsBEj6d/99/9d+tP//RP67/4L/6L+mf/2X+2/pv/5r+p/+A/+A9qPp/Xf/gf/oc/d/UmmmiiD6BJriea6POjSa4/H5otFovFz12JiZan//l//p/r3/63/+1O6KC//bf/dv2Df/AP6p/8k39Sq6urP2MNJ5poosfSJNcTTfT50STXnxdNKRlPjP7H//F/rL29vfr3/r1/r3f8P/6P/+P6/e9/X3//7//9n6lmE0000YfSJNcTTfT50STXnxdNgPmJ0f/1f/1f9Sd/8ie1ttbPpvkX/8V/sTs/0UQTPS2a5HqiiT4/muT686IJMD8xev36db148eLecY69fv36p67SRBNN9JE0yfVEE31+NMn150UTYH6CNJvNPujcRBNN9MulSa4nmujzo0muPx+aAPMTo5cvXza90jdv3lRVNb3ZiSaa6JdNk1xPNNHnR5Ncf140AeYnRv/Cv/Av1J//+Z/Xzc1N7/if/dmfVVXVP//P//M/R7Ummmiij6BJriea6POjSa4/L5oA8xOjv/t3/26dnJzU//A//A+94//lf/lf1tdff11/82/+zZ+pZhNNNNGH0iTXE030+dEk158XTS8ueWL0d/7O36l/89/8N+s/+U/+kzo6Oqp/+p/+p+u//W//2/pf/pf/pf6r/+q/mvZ0nGiiJ0iTXE800edHk1x/XjS9uOQJ0snJSf3n//l/Xv/9f//f15s3b+qf++f+ufrP/rP/rP79f//f/7mrNtFEE30gTXI90USfH01y/fnQBJgnmmiiiSaaaKKJJppohKYc5okmmmiiiSaaaKKJJhqhCTBPNNFEE0000UQTTTTRCE2AeaKJJppoookmmmiiiUZoAswTTTTRRBNNNNFEE000QhNgnmiiiSaaaKKJJppoohGaAPNEE0000UQTTTTRRBON0ASYJ5poookmmmiiiSaaaISWftPf2tqnfyngYrGo2WzW/a6qms1mNbY1NNf7nk9Rj3zG1tZWHR4e1ubmZvfZ2NiotbW12tjYqI2NjVpfX6/V1dVaXV2tlZWVWltbq5WVlZrNZjWbzWp1dbX7zb3cw/m1tbXu/83NTV1eXtbFxUXd3NzUfD6vjY2N2tvbq83NzVpdXa2rq6u6ubmp1dXV2tjYqPl8Xufn53V9fV23t7c1n8+7z2KxqNvb2+44deHYzc1N97m9ve364fr6ui4vL7vvq6ur3odn7ezs1PPnz+ubb76pN2/e9PpxZWWlNjc36+XLl7W+vl7ffvttnZ+fd/07m81qf3+/FotFnZ2d1draWl1fX9f6+nrd3Nx019EO2rQMj3DNj00e45ubm1osFrWxsVGz2azOzs5+9Od/Cvr666/r7du3Xf2Tfop+/KlpsVh0H3hqfX29tra2am9vr3Z3d2tvb6+2trZqa2urtre3a2dnpzY2Nmpzc7N3jM/29nZtbGzU1tZWbW5u1u7ubqc/1tbWam1treMPdCm64vb2tq6ururi4qJWVt7HMK6urmo+n9fa2lptbW3VxsZGdw+f9fX1ur29rYuLi57sp9xfX193n4uLizo7O6vT09M6OTmpk5OTevPmTX3//fd1fHzcnTs+Pq6jo6N69+5dHR0d1e3tbSe38IS/k0/8P68funfouoee6Wvyeuvj/I/sul+rqtPLe3t79eLFi/rtb39bf+Nv/I36kz/5k/pbf+tvPZLbfh7iDXKPld+WLfS51PG+zv+5Lr9bz2rhgKShdjz2uGllZaVWV1dra2urk+Hd3d3a3t6u7e3tTv53dnY6G+zP1tZWpzcs56urq7W+vt7hAXjObUte5RrO0ZdD/eL7IHSZeXnoXp/L85TzMTRUf5eNvrq9ve30k3Fgy86Pjav70L99L/XyuJydndW/9W/9W0u162d5NXZ2gv8/BIR+ivesrKys1MbGxuig29gyuGZYDKEBFTSfz7uyMZ42eIDZxWLRAdq1tbUeyF1ZWekZMcrlfgCwP7e3t7WystLV3wqLY5RDu9KoYExQJicnJ3V2dnZP2FdXV+vm5qb+6q/+qtbX17tjq6urtbm5WbPZrJ49e9aB6LW1tTo7O6v19fVaLBZ1fX3dK49v9/sYDTljn4rcN3Y2GPOnQlZSvwYa0jU3Nzd1dnZWt7e3dXl5Wefn57W+vl6bm5s944mzjMHE0O7s7HSGc2trq/b39+vt27e1u7tbm5ubtb6+XrPZrDY3N3v8XFWd03txcVGrq6u1WCw68Ly1tdXpCPSAgfnFxUXnMKMbrq+vaz6fd79xdHnG6elpvXv3rk5PT+vo6Ki+++67evv2bZ2entbFxUVXJs5yS95skD9mLB4CSh9DKe9+3jKErjo8PKx/6p/6p+pf/pf/5ScDmKs+HCwPjUWCGXSgn5Xj6e/8DSBapp4P1WkZ8nNSBtGDNzc3dX5+3sn5xsZG7e7udnIOWOb3+vp6px+4HuCMrLqPbM+wuRlsM5jDXmc76Hv3H23wM4ZsXzq5CeYT23wIDd1nvGFMM1TPx5D5KsvhueCID6EfDTAvU6FlIoU/Fo15soDC9OCgZGIGwccy0mHA6uck0EbIGFTOZ6QVQA1wBpAm8E0P0kCaehF9boFRrqPe29vbdXh4WLe3t3VyclLn5+e1WCy6yHlV9Yw2z8TwVFUXvf7+++/r8vKy106eRVmuq71DC92yyvRTRlDtFLnPcGKeCtmh+jWT5YGIx2w2q7W1tU6hX11d9aK3nqlxJBeHdrFY1NXVVTc7hcM4m826yBQEDyE7zCJRPnWjLrPZrK6vrzsQfHV11cmV68vn8vKyTk9P6+zsrM7Ozuro6KiOj4/r+++/rzdv3tTZ2VldXl52IJlZpJ+ivx9z/Yc840PLYUxxLN68efPoOjwFGnIihyL9Q9F839MCY63v1OEtJ+dTkgEpM8PINM9jpnd9fb02Nja6/5eXl51DfHl52QHki4uLTsZxsrGH/GdGCOeXoBDPtVNtDFLVj8q2ZkW4Fuc4nRBHnHN8iYgzDtwHvqDOHteWXU1nKs975jvxDPqzxUc5dmM0n897waohZ+yxzprpkwHmT6XQfmwaeybC5DQJGNKM4GhnEgPP4KUiAFzbK+QZ6R1yH8aP+4kiM2Xb8kJbQMiMaibO+/Ne2r6zs1PPnj2r29vb+uGHH7p24l0vFu/TKxCALG93d7dOTk7q9PS0E2CDAYN3vnNK1XWizx4CzmP0WBBthZtgGfoxgcanpl87UE4aMt5W7p4xgg+ZGal6b6AuLy872YTQGSsrK7Wzs9PNtFRVdy1GFB0EYE49RDSJ8wBnADOg19Hl09PTOj8/r5OTkzo+Pq63b9/Wmzdv6t27dx3ozvSsXwL93HVZLBZ1cnJSf/EXf/Gz1uMxNARchoAp530/ZB08BpRbYNnltr6RCetxX/OhADrrYlvitCZHYh0wsi2+vr6u1dXVuri46J3HzgHSPLvLsbW1tS6dC7mmT5FVylssFp1TXXUHWjOibHBrzEI6J7OzHjvK5X5kfH19vXZ3d3sAEp0xn8+7yLpBeo4DesPPtH132sXl5WUvRdR1cUDB363Iu8fVn5zhTZ42f30IZvhgwPxzK7HH0kP1NVMx3ekpFjwtT7mk0KViGXqOB9cMaGEcqn96RzCac5QNLh299TOsnCwMCZJp3/b2dh0cHFRV1evXr3tRss3Nzbq6uqqjo6MuMteKuBORhlo5yW6XAXQ6Eu6T7MMfizctyENg2fV6CvSQA/lrorGUJs8cWM4ApxgjGy94BZ5eX1/v5Uyfn583DQMgGOPiyJQNEXVbWVnpcpO5l5xo8pbJSwYwHx0d1evXr+vt27d1fn7eAexPkb/4ORIA6anQmP1pHTN4hdKujdm3ZSOCCVRaAGYIPA9FBFuRyQRSObNrUNdyCFrn3AZsNw60+47zfBM5hofQBe5r2zLLuPud+wnIMAPCPcg699Feg2bqDFhnBg1QvLKy0ukIgmmbm5vd86yjOHZ0dNRFto0fWF9BihtrJi4vL7u2zufzurq66oAuM3FE3BNzOU+cfgS30T5SQD2GDjak8/AYuf4gwPy5AALI0xqAQPIEMx9pfX29l9APk3mqZMgb4tzQYhMbV/7znR6eQTHgzcY9223j2lJAMK+Fi3t2dnZqf3+/qqq+/fbbur29rWfPnlVV1c7OTgeEnbNtD5Lyj46Oem0wGE7F2ap7LmpwH7hvPybinP0CUXZVjYLlp0ZPSZZ/bEpQZMN9c3PTyf3m5maz32zk7cR5fQLHiORYqbNO4fj4uKsHOsnRGJdV9T7FicV6pIWQhkHUibQCIs3v3r2r4+PjDiQ/lg+GwMtEv0wamknLoIltFwAkvxOAUoaDMkPA+CEQnWUNgWu3ge+W3azqL5QFbKXdzeu4NoNn6ADSNZxqxUwTC789o+s+Sz3jPsx1MbSr1R8sFqbPkXece+xVthWgjb3mOaSXoD/Oz89rc3Oz9vf3O92EzmKG6+rqqr799tu6vLzsAgie5QIkv3v3rn744Yd6+/ZtZ/fRZawboQ/BVhms5AMGo7/5OO/c9xmzAcp9jNn7ZehRgPlzMq72JhkkjCGdTwfnxyC5qnreiz3UTOXIVAuX5xQEPpnbbCZzfpMFE7JB4/fa2lovDYP7qQ/H8Drpl52dnVpdXa3vvvuuLi8va3d3t7744ou6vb2tb7/9tk5PT7s6MY3spH6Y/+Li4p43PjY+Q9fQBo+flUo+40Miwem40HdPKd1iGfqcZPpTkCMOdubIC2YXl83NzW6a0esKvGAXwnjc3t7W3t5eVb0HuTc3N53B9f2UgWGH725ubrodMTBY8/m8Li4u6ocffujlUDOtSoQHQ4gxpN7pZNIHE92np+QgWK+PUQJOzxra5qUjiK3Mxeie1TR4zl2Z0mZlaoRTNWzHWscyIDVkZzMXNwNaucbAu2MZiHnRH4sCsX3cg632zJTlyr8zwp35xIBbR3eNPQCpPA8AmKkMAFzaCPglRWxra6vOzs66WeLZbFbv3r2r2WxWz58/79l29MzR0VH9/ve/7/TV1dVVt8OOo8qsmSC6vFgsegvOza8tLJUz+YnDHPDMaDR4zuCaoCiR/v/oP/qPHpCo97Q0YH4qhvWhembkFzDkKLJTLnxNetqU57Kq+l56678jsTmNUXUnBJSfeT1MubRApQG0627DD6NmPpKZFiZEMbx+/bouLi5qbW2tfvOb39T+/n79xV/8Rb17964DyyhIe9ez2awODg5qNpvV6elpVb1f4MBUDM8fA8hjY20F6kUc9CNC7qiwx+qhfM0s43OlpwQGPhXlDEXVnXPqj/kFvkaGHO1Btsh1RL5Q0nYemUrF0DjaAaBF1lkYS10B1tSF/GOMpnfLMAh3GZZZGyLuH5OL1Hcf0/emsee1pq9/SnKA5ClRKxpru5TAkt1gPB3O+hTs1urqagewzI/MaqAnfS/PgTfZjYWoqGdNbJdyrFt2wpHYFtBCjvNaKKPKKysrvS0lvY3cxsZGl5PMLDQOxvr6elVVpzOQ8arq2aYMvBjM565FdsDthNgRmc1mHYinT9EFXMN9ONNsU+k0iKqqra2trvytra367rvv6ujoqG5uburg4KCrK+D77du39fr16y4/+/z8vL755pv67rvvOr3ksXb7c52TeTTH3Hya/Ozx9u8cW8+cOBj6GD32s2wr92PRmCLNTnPHpifCLhUGjunh5AClEA79N6MsFote2Vmu625l10r1IBJl7xRDbEGrur9TRkZrqS/bZuEtrq6u1rNnz+rLL7+s3/3ud/X99993ix6sDBwVq6o6ODjowHZV1e7ubi0Wizo+Pr4X0csIxbLjzoc20y4WTAFYHNVAcFpbZ9nRyEWME32e5GgFIBfecUQj5RWC55myZJqRa4n0AoopzyvpMS4YW++aY8ed52VUmmMGvXYU4X/LiQ2Jgbwjhtw/BpZ/LKerBZY/FjQ/BrBXPU3AnCAj2+yxZXu03d3d2t/fr729vW67NE+RE1U2DzoPlcWnOIKz2aybTal6HyzZ29vrItPs3kJ+vfPosQEODvm/ZdDn0nZnMCcjtQ6EsQju4OCg9vf3u/by7XQAOxfIr23vbDa7t7OO+83XEp1lLAiaud4ZsPHiubW1tdrf36+vvvqqS4EgTdKzUeiHjY2NOjg46G2XN5u9fzfC/v5+nZ2d1bt37+rk5KRubm7qiy++6JxsB9/Ozs66Wa+qqrdv39Z3331X33//fdd2HPfW+pAxZ7gV0Gjx99jxMYBtYL0sPWnAvMy0fgLRBKWO7thIJhi2ULU89VbHW4Cr7u+TiHfoe23gKLul6GBeyvF9CZS531O8rVSMqrutWVBsLCaqqtrf368//MM/7F52QB+0wLJB+P7+fueBItzU2xGyMS/zoXF2BPDy8rIXLXB/cY2VJ+kikI3j0D7FPxY4+Knpqcwc/ZiUzqhBrreXdFSiFblwOTbSTqM6PT3tIjGAZctw5igTza7qp34hswCVjC4bNDu31EbWz089g0FrpXuN9eGPQTaq1mmP5d0h4wkNgXEDoKdCrq/7Dp2IfsN52tnZ6ezg9fV1HR0d1dnZWcfLm5ubdXBw0Ol4B4AygomjCOAG+HkWpup9NHN3d7eeP39eFxcX3V7gTi1qzQwmYPaMr6PUXGd5svxub2/3ZpW9vzkgEhmhD3BeKd+zvYBzz2jaQa2620GJ6/iNQw0OwfH2TJUdHEf2nT5DvSFkHieceqyvr3cvY6F91JW0sZOTk+7FTF9++WXt7Oz0AHzOsN3e3nZbV8ITAGXrk2zHEI2dG5P/h+7z78fK9JMDzMsoSSu4FmBueaCeFklQnAv8EFJPZw7VA2a34XJOWFX1GDDLcx4U919fX3fgj7Ioj+mVTCGw8gBQD0WQ1tbWOqE5PT2txWJR29vb9cUXX9TKykp99913HQB2/b1Qwf20tbVVKysrnRdLX+/t7XXTR7y1kLKqHn6pRsvYud9QNuRoooRQFuvr63VyctKNM/3P74fSNSb6/CiNcRpkn0+F6+MGvxhC+I+9jnd2dnoRm6rqTetWVTf1yUp2jGhVdaACGfYezBl1Tn6mfG9rxbfzJRNYtiJAPv5jgMoPjTDjrDPt7+DB0PVD13yIcf0lkHnZTpNTiphZaPE9M677+/tdSkKCUvPV9fV1vX37ti4vL7voa9V7u+S3Y6KTsQcHBwf17NmzevPmTR0dHXW5rs7fTxBqh851tTPgSK7XKTnf1SmPgObd3d0ugEZbCe7QHuqHjFdVLzWD/rfNc66x68RONXt7e12ZGUhLe2SnHiyDs7K1tVWnp6fdftIQs1yuH7rAucubm5vdYn92tvLMrWfPwBXs8Y7+SPqUs7Qf6iyn4/1YejKAeZnGtSI+/nbOipWCPylABsytvJdUojasGQF2W2AqG1jOeZEQyo1IUC4I4Pqq6hLYHRHKCLIjS0wDOeVgdXW1W8Tw9u3bur297QDm7u5uN9Vi0I+A46W6bkSrPb1MW/b39+v4+LhOT097glt1lwdmg+82LMMrjnpYuc/n89rc3KwXL17ci74Z6Dz0jKdoQH/NtCzISh3SijC3ZpogR7uYmqZseBz5d4TLsuoZGICAo2VEnu2Ie+rXOse8XVVd9NvOsh1GHO5l5Kw1+0VbPzUlWH5oPH/zm9/U3/k7f6f+wT/4B/Wnf/qnvyrn1zOM5BfnmFf1QS+8aX737hCz2azLN/bMBIEQnkWaGwEbnsl+4U599I5Uz549q1evXtUPP/xQ3333XW+3mCQDZtpBnbG7VXdboXn2OB1BbCHtdMDJtgN+d2Q9QTdbtdkGeibH9gVZo7yq6oJhdoyzza4Hz14s3qc4Vr2P3FNfHOiqupdq6oCay3Wke2Vlpf7JP/kntbW1VX/yJ3/SOTvUcWXlffqWd+FpzXA5DeOXJoeP0VW/eMC8zFRgCygbJLeiRXkeJjAjmCH5+LlVfWM5FIVaWVnpFj/YoNigetoFBYfS8RTq2tpabyNxBB7m59uA31EAT0+lkSbRn1deM4WztbVVh4eHdXV11b0G28rVRtz9gGL1KlWE+fr6unvz39u3b3vGF+XFsYwqJE8sI4CuGwrm6Oioy9PmdcCPiSr/mODgp6JfmvL61NRqX8v5ysiyHWjrAP9Ph9vRlqo70Isc2XG8vLzscviRO8uNp6EBJDi3OJEs9Muc5XQY7XCa/1uyRLTOPI2hX6Z/W5FoH38sLSvrCTAODw/r3/g3/o36oz/6o/rTP/3TD3o29BTlOxeKtijto/k/F8CTU1tV966zzWX2kl1kDMqwg3573M3NTbc3787OTu3u7tZvf/vbevnyZb19+7bevn3bvQzLAJny/NwcJ9toztvGZ5oE9jbxA4ScE2V3JNX22zK0WCy6Zzpq7LrYOb2+vq7t7e17qQuZqmWnPRf34RydnJx0ZdsZ3t7evncvaTLY5tlsVmdnZ/XDDz/Uu3fv6s///M9rf3+//viP/7hbAInMsYiTiHbqJTsJnzLK/BA9JLcfIte/aMA8JOhp3FLY0/D5eOYi+zovZjBYRjEYBFfdB8sZjcLQcNwDZAPm82nsHCWint5D0NdSb9qUDNoykG7vbPZ+oR8Lj/jPLhdMt+CdWum5H/wcKxkWjSBEXnFMGxHsdDCovyPOHyKAVlSUz4penp2K+XOnzxU0PwS2WrNEyGtGlL1rRuoEz0BZ51AefMrCKkAwi2YwKJ61gReJ9BD5yVxlynbeZEZ1aCPlORptwOP6Zhta4GtZZ2Ts+LI0xqOHh4f19ddfd5HJ9fX1+lf/1X+1/uRP/qT+3t/7e/WP/tE/+iQ8/pSA80P6q2UffWxotygcv+3t7S5iyfPYdpGgiCON8C3Oo7dj80zsyclJd/7Zs2e1tbVVb9++7Xae8RikU5dttp2vuuNtL/LOCHU6y36WI9fuZ9t52ogM2dZQBwh5B3jz/+rqqveSI8t0Yh8DZXKVq+5mkQDP1CXxhdNDaBvj9fr16/rhhx/q6uqq/uqv/qr+/M//vDY2Nurrr7/uHHiD5AxqpZ3+MWzqh8jkkGO1DP3iAPOYYhsCxq0o85D37GiQy8x0DR9LpWLmqrpbYOFv7hkCrAmSETyM2tbWVpfnBTFd5CmfjGZbOfi3BYt6uQy8RjYsr3ovdCi1s7Oz3sr+tbW7vZqr7l7xjaKgPSgZT78Z/BswWyk497nqLupG7jURNSJ6Y1M9GTHA++YV3YBlX891nztw/hzB8kNArup+ZDmPpfFMXdACzza01iGeYXG0x4ra0SaDYKc5WfatRzCETJfTXsthCwBg4Jl2dl+xcJb/LaD80BTr0AzMx8zMuO38f/XqVf2tv/W36urqqv6P/+P/qP39/frX/rV/rf7sz/6s/vf//X/v9NZE78m60L9bARnbPXQ4YJlrDdxI81tZuXu5hR04FgWS77q1tVV7e3t1eHjYkw9vfbqzs1Pn5+f17t27qrpb1G75y7xmnlvVB5wGoQ6geUFfBs8MuvM5DrBQD6Kr2OuMFFfdgXkHuph5ov9cVz+X+7z+gAV35+fnXZ/u7OzUt99+26VJGGNQR+yndQOLLt++fVvv3r3rHPt//I//cW1ubtbp6Wltbm7Wmzdvun2bc5Fmpjq6nZ/K5nwKsPxY+kUB5lZHtkCxweaQ4LcAs73EBLw2fBxzbhJ1SQNL2faUDVY570hxC8y6vV6YkFNalMWH66uq9w55hChzwLjfU8iz2axTFoBgIsD5goZW/iPtsgfs9tsRcP9WVbeS2kCe845gIHQ5LegczuSldFAox33iqLavy/4eA86fI+h8ivQYoJzjnd/pfFtvtICyATLH/PIDVrL7RSfIkiPT8FpGfDJ6bceRNrKdV7Yto1stHWajhg7wtHKW0YokLTMuHxt1znvW19frhx9+qH/4D/9h/Sv/yr9Sf/fv/t3a2Niov/zLv6y/9/f+Xreo92Poc5PvDALZlmYqRr60w3m+8Ad8D4g2gGRciVp6ASxph2xN9tVXX/V2biBiur29XV999VWtrq7WN9980+3ekU5nVZuPWoGqqruURDu7Lb2QQbiMWGfwq+rOdszn894+04BUnINMuaSvEiw7H9wRaewoKYW0Zzab1e7ubu3u7t5LNfSYUA+3h72THZi6vr6u4+PjOj4+rt///vc9PYlTnyDZayk8LqmXhsbtp6LHyPfPCpgfiiZnFDlBcwsYt5g7j7t8fpthbfR8XYJBrrWnbTL4a0WmKZO+aAFzQGSCNzNketj26vlPO1p9joJiethKsupuNb4BQ2uKCeHiOgu9lSwGH6C+vb3di1BXVbflD8pjY2Ojt4G7+7+q7kUxUNDZLxkpozx7wC3l5yjK50SfQ+RtGaBcdX9bqpTl/O1oU0aVW6DDINpbVWIYr66uOuPi/EcMnHe1MIDGwbNhdUSQa5CXbJeN4mw264Fsl8sx2oyBb8l6RtlSzlrj0IoutYznsrS7u1t/42/8jbq4uKj/8//8P+u7776rf/1f/9fr2bNn9b/+r/9rffvtt48u83Mn803LKXSOMTtaYNsMnDP6DA+trb3fD3g+n9fx8XGnLx18IoLMfeQxr66+z5N++fJlN8PKtaQCbG9v11/+5V/W6elpD0TaXrbkOgNY1LU1++Myba8t6/B9nrMTUVX3gK4dZMsMz84ybet9D+Xb5jFGOCS3t+/fLHp6etrlM1tG19bWuugw9g0bTgrMfD7vUjSrqtuth/cyMGucNtK6jDFI+rltT2KJZegnB8xDijFBor3HBMgJivN85l35+lb009FfrsGIDQmiBS7z/Qxsid4YZPJMC2UC4lbej3OevIgvjVquTm3lPvk/3ryV29bWVlVVt39jesFQAsjsW5QLSpg6G0xsbW31vGCej0AjfCw+tMJhIRRvmXLbGcPM1cqIcSvi77F3/7ETyWMWB/6S6am3Ydmo8pAM53dGihMgGyhb7v0cP4/6EGmqupN/jJyjtAYgTHFX3Y/6ml+9Er4lo0zhphMAMTPlyBWpU5YVR6jsiFtnuS3WhTkuCZTHDFfr/s3NzfqDP/iDOj4+rufPn9erV6/qzZs39T/9T/9Tra2t1V/91V89ed7+1JQOYAJn8/rOzk4dHh52e/q27KsDSfApvw8PD2t1dbX3MhLKgJfR3VXV2QcWj93e3nbpH2tra93OTF988UWtra3V73//+x5opmynK5paQa7V1dUuFaPqzg7A/xx3O91G64uq6oC30xLsSCNHlm/LqnfPMCbJBfsO3HB8dXW1Wx/BedYhvXz5sjY2Nuq7776rqvc23XrFTjbPRfdQJuN9dHTU2UHGkHRNsAiL/nJWdgz7/Zz0i4gwL1uJBHE2anwyktMCyjZeLcBsI+NpFdcDsqfYqhfPyOdQTkZvUBI2oNlP6TFm3pLr4bL5tlHzm3XsUbr9KEeUglcI43VThlfQImjuN+dS2SlwPYnCc63H6+DgoMtZIw2EV6+yD6R3CGAhgyPJThnxyyDs6dI3rAIe49F0aHwMJ8PK7KnSU6v7Q/UdA8upWzif17auz4hcpmEkeG79diSYDy+E4O2X8LmdPgwgjjG8zRQsjiJ1wRBzrXMXqYfbsr6+3m1n5Ui1nUM7je5rR7wcaUyg/djI89i4zmaz+mf+mX+mfvvb39br16/ryy+/rIODg9ra2qp/+A//Yf2//+//O7gd2YdQi1eeCtm+jAWb7CB6QR5j43RDxriq/xZa68eVlZXa29ur1dXVbpcL9vFFhwO4AK3s/U96we7ubgfauLaq6vnz57W6ulq///3vu63nHJxJ++46GuyTMkXd3QcAwqr+a60pg0guIL2qeoGxDGA5J9opDIxN5vqmk+oZHYNnY54MDtlWvXjxot68edPLczZ+QV7QHbPZ+3VNX331VV1cXNTh4WEtFot69+5d/fDDD936opOTk+7V2QmeoSFslDzqa38s+pCosumjAPOHGtuWYbIX1xLqjCJb0FvKIAGzn9uqT1X1PGx70hnVscFLwaxqM3tV9SKcPNdCksLme62gsu/9XAsL9xnkImgoKuplUM5xe8QJvNMgoRATKFDGzs5OVd15t9vb27W/v9/99ktNvJiQvClAgR0J8wZ1dlSQ7W4AIGy1RL1cFnXc29ur4+Pj7u2GAAbzkRdueCovx26in4ZafW55aYHlIT3gcxmR87SydZP1A9fCM14xX/WeP3k1MKlGvI62qrrX2gKW2X+ZxVLwMo6iZ5Tgx5WVlc4pzHbZAeAZGPT87wg3PN4CSDbiD0WcWzLScnJa5/39ww8/1B/90R/V119/XVdXV/XNN9/U7u7uID/82ij7YFmwTNS1qh+IqboLjrSCSI56GsRtbm72nC54mqn+t2/f1vX1dfeGPSKjntn84osvamdnp1ZWVrrUgOfPn9dsNqv/7//7/+r4+LjHl3be+E87/WITZAtb4ncEpGNIn3kh4crKSi8SPZvNugWmdiLRB1XVrWVgUW1GYek720DqYCeUOlB31/fy8rJ73sbGRpfSsrGxUW/fvu1wQtVdSqNfEub+2t/fr1evXnV55u/evavXr1/Xy5cvaz6fd5H++Xxe5+fnnXM0RMsEqlr3/Fj0WAD9aMD8sSC5FfnN71Y0J8FvTk/mtRn5zTYk0OVeVghj/PwMynUUk3LMtABht919Zy/dQkhdEoBxP8KCseOc2+mXl7jfHfnhGFFScpice+l8YV4d7XZQb0fBEizzf29vr/b29mp7e7uOjo460Hxzc9NFydipAiCA184enY5c55iSS4XXzCIFwP98Pu+8YNpsoAyg+Xf+nX+n/ubf/Jv1X//X/3X9/b//9+/xjIEzfeqpRgOziT4tPRSZMKV+ST1hOU1Kx5z7DY5TP3G9o1JZR5y6g4OD3tvSACutbbOQf/gbQmbRM95iLnVbggjKI2qIYQYAOH85F9QaMMP/fl5Gvqi/cycTRGc/DRnUBNq/+93v6u3bt/Xll1/WH/zBH3R1/v777z94ncGYbXvKMt0KPFkeMtXIL8li5oLUOI4nuHLfMf4Gqc7DdSre1tZWHR8fd/bWgRDA13w+r6+++qoLuhBpfvbsWcdbFxcX93Sv047ga+oLcEX3++VAlhXzemvROvztdQj0CzbVqYgGz7YfyV/Y3wTNQ3yY8tUC23ZkPHPsQBv2cz6f197eXjf21Gl/f7/+n//n/+nWY/zud7+r6+vrXqR5qH70y2PpY+4dKu9Dy1oaMD8WKCeQbRmrltHJ/y0AnL8d/XHZVfejvWZOmN9leLucrBP3GCy3gDnM510reI7rZq+cslvKiGvHDCJEhMDGLaM/lLG+vt6lN6DASMVwbhMvXHDEmbIs/BZap0NcXFx0ecpv3rypq6urTkGdnZ11htupH0S5/MpsKx7a6ukz2rqyslLb29tVVXV2dlbn5+e1srJSu7u73bgYYFS998RfvXpVf/2v//X66quverloJtqckbYc64k+DQ3pnaFIREvvWJdwXYts5DISNwSSDTCQ65aDDb9zXS6QhdeQX+sJyvQLTCgX/mxN52a/ZN+lLrKc5WxVzlqlYw+lHhiLOvt/q6yHIlEsKtvf36/nz5/XP/pH/6iOjo56940ZxscazacImtOGteTCs6UsAM8Ai3Nm2UvZOhA97PFHbvhtHp/P7xaCY4cMtL1LBlHRV69e1f7+fq2srHQy8OLFi7q9va1vv/22A+gO9vDtmSKAMfYf+UwbB1n+iUKDE3AkzBu0McvlGqcEWtYM0J0GlfKTeoExcYALQs8cHx/X9fV1vXr1qlZWVrqXJqWzs1i831Ly9PS0W3xJisz19XX97ne/q9/97nedk3N+fl4XFxf1ww8/1Pn5+YOBjYcc4zFK59z0U8nmR+cwWxkPgdmq+y/ogIlb1+c1lN8SeDxjmN/1SfDpMjJC7Wkpp2I8BJZtJKveCwPb5Zjhq6oTEEePES6/770VtXHdaZcVFgLnXMqcTjNYtgLD2fAbBFF01Gtra6tTRAguz/SOFJ7Gc/qH+90L/gAcXAdYRjnt7Ox0x6xQHP2nn6yQDWKZqoV4VtX7qT3SQ77++uvuFa2bm5udMvR4OSptnueZafQn+jDKPnyoT9OBbX1nBCopHfChsuC/FgjJcpBt70FuXgYUVN29/MF7jGfwAPnD6FfdTd+iGyz/rpOjYqmbaDNpGJZVR5jdV62+TMCcum4INOe1y9LZ2Vn92Z/9WeeEtPjGwKl17iF6yvLcsqlpX52O4eiyUwjNR1V3PETOPfv4D82Yos9JRcD+ePckFothy+n329vbevv2bV1eXtaXX35Zz58/7178s76+3qUHnJ6edgvFHShzOzOFkxllp0y57nyTXkIbua+qv52rHVj3lSO3OSuJHnB0mv5P2+I2Wf69YJ82XF9fd6kts9ms2z/bY+fAF7rDb+oDbP/jf/yP69tvv61vvvmmLi4uejv+8Ersx8jJh8rUp5LFMfA9Ro8GzC2hawlky5NtGR0LYoLaquoxeJZto+R7rYQNqg2Cq+4vDmzlL/uDd+m+MBgGLFtxWyHTZjOojYnJxiOnGFmgt1gsOsOZKRiQAR8R39ls1gFgFl9sb293ytJ5TbkAMY9Z0D3GtIExxNsmWr21tdWlj9C39M3a2lq3+TrX4UHn9CHPYIwA8ORoO8Wm6m5V8PX1dX311Vf1t//2365Xr17V7u5u7e/v1/X1dT179qyLUNu7HwICKEe3faLH0WMiyabUNWMg13qlVXbqAOsWl5GOtO9NJz6BtB1DwAUv0EGuHC22QeV+jB/lZ25/VX/a1QC6JaNuFxE6L0xqRYiGwLPL9b1jQHkIOOezh8g6qEUGzdQ3j2X7PhRc/5JoKH0IMs9yvWc5W9P6kBeI4/QtFotuGzoHTuBz3i3Acwla2PnjbZZ2Nnn+9fV1t9PDs2fPOhC6tbVVr169qvX19c75pH3IkwFzVXU2iNnYIQfQ284RUb68vKz19fUuZQG5SkcBe+u+57/lmbry3/wP2EVGzYdgHW9FCaFn6EvAMjxP27HB2WfoFZwPdqFyZJ2XnJFO9mugpQFzC7gOgWUEwlEKR3QNQM2kCRyTOfhOBUCZGd2092xDl3VM42ewzDOdrlHVN9QwNsas5STYmPIMR2lpL94ki9QcDU3PO+vKfWmkvUjIeUqAZ8rw25WYNvMnFS79Y08tDR0AOPuQfGPq4ldmE5Hb3d3tLY6g/1BiuejSjogVD31sMHJ9fV27u7v11VdfdRHoo6Oj7lWgBwcHnVIHZFMG9cnI85Cxneg+LQuQW6CW7xY4HgPM/mTZ1gmtGaYElfyHF+FvyrGjNpvNOsNlh9tGEycPvYV+nM/nXf6yI8PwNc5z9pF1DrLumSmXRbsdCeN3yrIjd+Z3gy4DpZSPFnC2zLbOtwIKj6UhgOw+azkGnHtqNCYTaZ+GHECXk7LjsYLPcAS3t7fvBQ5s85EDB1osdy37Bi0W73dqYPEsupidNL7//vuuTPOMccDKykr3MqGWs4eO9+wQ9hE7QGAm78P+LhaLXiTW62sS2BqDZEDG20lm33isPC6kWTowZb1T1U9nNNjmvp2dnc55JqBmPARY9mLBrBPlPURjcrksfYjt/RAneGnA7FSEFDoq2orCbG9vdwtdiDA6t8f3O8KCMbi8vOx2OqgajjhX3QkJyt6eoa8zeAUwpofpa8krdNqHQaW9cRsLXwvDOmLVApcG0e4D75WIIKQydP9BziW2gkKYvaoe4+tXn1I29yPICK8V01BkCIcJAUUJkW5xfX1d6+vr3T615hVex2plZ8XqVBCv7nedTAYHP/zwQ/1v/9v/1uV8XV5e1rt37+r3v/99F90mB9t8mIa8FXl+KvRz1LX1zIeActV9HdMCBGMAwWX4Genot6Zu7fRzzDMzjtRat1j/AJptnACt/EfWkfHZbHZvXQEyDU8acLpdGHx0wmw261bQexbJfeM0DJxrznlrzNbzWsEHruU7ZcXAy46tgbQdYZf3WLKetZF+CEg/RWrJRSuIk3yeqT22jfRTy7GgHK9ZcTQ3deNsNuuCJBmZJSLtax3tns/ndXJy0tkIQPve3l5dXV3V0dFRx0PIIICZqKoX77UCQdge1rw4Sg05DdIL5Z37v1gserOn3JfPpC4pU46QY/MyQOP+9daT1j2U6S0rwSTWV8g8MkLf7u/v1+bmZr17964uLy+7rV6Tsk3LgOGHnNlfEj0KMDvyYQAJkzg3jwHb3d2t58+f93J/nCuVniyM4EG+uLjo8mRyj7+WgubZrnMqjqrhV4TyfO7xVFLel4DSBjDrZyZ3tMdttTFJQaTdFnx7lhZWiLaghG5v3+/fenR0VJeXl90G8wDOVKj0pfMbq6q39zKUBrFjMgFmvPqDg4Pe4kT6eTZ7/0rP7e3tbl9OynSkzP2dxtYLVFCYkBXgDz/8UEdHR1002W8G3NnZ6crc29urxWJRJycnXS6dc76snD9FNOxzozFFOBTVS2qB5Nb/PMa9lsmWUq+6m0lqrWXItK5M8YLn4ANHXpBl9JFnR9xmXt6Ti4gs404p8it37aTSbnQHx7znrCPeyBKOpCPDLYK/bcCzX1PP8twhB9POfh4b+3yokX2I79wWj+NTobR3GUlNns57ElCnjYJ3HVGlHPQ0et/jSH0MzKy7HfwZcmwXi0UX4cQ2wd/Pnz+vqur2ZzbeYPtSduewrjbwN7a5uLios7OzjjcdsV1ZWanLy8uek5071th2s73bfD7vAe8MvhjPWL7oS5/zeNOPOXZ+VwF6ybuEYCOzzmxleX19XQcHB/Xs2bP6y7/8yzo7O2sucvf4PJaWcV7H6EMdW2PNZWhpwAwTHRwcdAulzCCArfl83u3Zh0Lm9cf2FA0wqu4rW+c67e/v1xdffFHX19d1dnbWfcibcuOJYnr3BKgVnU7AnB3J5uZWOk6shyEtKG6HjZ0VgsGWDQ/lU1+eRXTTDks6HI5u07cIC/Wrqi7njPKPjo7q5OSkZrNZtwDO0Wi+DRDOz8/vAUMrHzsOKJfNzc0u95IpH8rmrU5V1S2Q8ktV+KCMk2f4n1E+gADtoS5E2OkvQExV1eHhYS+izPNwUt69e9eBm5wRSIfp10xDim8IrOT1lrkhQJwRslZ0eaxcEw6dZ1cyCufpVUecUnc4UsrsENEadCkGinMrKyudUaNMplcxbp4xSmXvQIUjwJCd0qpq8itgOceDvk2wmg6idVLq9Jz6TcDiiPIYSG6toRgD+B9C7gPG5ykB5gTLQxHmlJt8jXo6n4yX5YexcFDJOjqDYtzD8wmCmY+MFfxcA/jLy8u6vLys3d3dztZvbm7W3t5eL92QF2EZi7gcZlexQ8jm2dlZt8cwfYANBs/Y8bXdsSOCA2BnOPVeK8iUx3Jc4PuWDoBnWfjnPvarwBkHPg42sV3c8fFxlxFAzvKQTk16rMwsE21OR+qnpKUBM4Dm66+/rmfPnnXTkJ6qx3jc3NzUd999VycnJ72IHzQU4eHbeUswK8D14OCg52GenJz0Es/xJnMBWyvq1IpwmzAwBnZOJwGMshLVexDau/MxK16D5aq+956eP8yMUssIDtcwJuRE2rEgFWKxWHQ5wrPZrOvDquqmW6qq9vf374EWKwPndFGPBMtVd689ZYXubDbreeo3Nzdd+oOnnzCytMm8QH8xDn5u1jeBiSNxfgZ7RQPU2Yiddl5cXHSA6s2bN73pcCItLX7/tVAqsMcCZpMd2gTINkyt3wmIhyKICSjsbPM/UzBwmjjmiA7PgtcSHFZVFxn2VOnq6l2uvKNLjuTaEFsPoHf9THYKyNQk5AP9Bf8aCKfcQFzn4EgL9Lp/k9zfvp4y/EyD8kzVMFD2xyA++YjjHwKsHf17KpRykIEE819V9fi/qjpgZdBHuf42OYJcdbd7i+1Xlsf1QzYwQbnThLC9CYDZ6YigEG0C6LKIHMBrvEBdrq6uOqDpSDV1ubm56dIFqXsrtYR+BZDzTNtIy48/lhP4z6AWvUFf2ZnJ9EwAMGXm5gV8W8dcX1/X6elpHR8f19bWVp2cnHQORIvf/PtjHNgMog7ZlQxS5LEfgx4VYX716lV9/fXXvXxShMTGpur9647/7//7/+6iwiTZQxYkA+Wq/r7IVf0pSU/tHxwc1KtXr7p9Ak9PT3uRl8xNTq97TPi5P6O9XiUKGG2BJCKiRIuIDDt3G6MDg7mcFsB3v1tB0M75fN5FYemT8/PzHqAk52t/f7+2tra6Ny3RB9z7+vXrqnoPmi1cKA2iZEzbVN1XdrQbr9055TgizFI4Km4j7P2ZWwDEvOJ73Z50XAxwzXPPnz/vXgEKiN/c3Kzz8/O6vLzs2rC7u1tbW1v17bffdpFm6pHT6Z8rtZThY48tG1EeAsr5qap73+m8WZ4SiDsVw6vjOcbMR/JqVf9V74BoA2mncGQ6BnLLmgLOw5u3t7fdVDJ1sXOMAXf/LhaLbkZnPp/33pRJH66trXUzKXZC+TjCl8EFg1e3e8xZpM3prNAH+T32ySi+QbOvScDs6x9j1D91BPvHJsuSZcdBD/NS1d1+xB5X72RUdSdPHsuUBQNkB0Cq7uy+xxAA6RlaO47UuzWr4V2pqM/Ozk4X2MhIdwZd6AeXe3Z2VkdHR52dyvYCTvNtuVV36VfGHsiFgbv53jiAstJZdr60iX5pyZLlGCfBa8Hcz2k7iS7zOT4+ru+//74LpiVANg+4LpT9IfSQA57X/RR2d2nAfHh4WL/97W+797u3UhkAIEyLVFX9xV/8Rd3cvH+jW+ZNWSgSzHJd1V1HpFdMtGRzc7P29/e7KQimajzNY3DsZ1n4TAiVlYu9L/KpEQYEngVifosO7WE7GoAvnm0qIUdq3VaIerS83szx9b12cDY3NzsP2gDX1/N2v93d3d5m6K0ovY2xwcja2lrn1aOMPbZV93MbnYvlMbTShjy+7muXbWWG50wEZXd3t549e1ZffvllHR4e9vqAtrtPEM7nz5/XfP7+zWI4KfT75/gSk2Wixf7/WIBhnsmobgJnO9o+ZxmCkKVU4lV9Zyvz7D0Dsrraf5NkGlDXn984yJTrdR9Eaqv6qWktvodf4Snq6Bx+L5Cqqt5/y7vBEPJKfdiOK3Ox7YDYKXR9ub6qP5U85BD5v4GUeagFilt6AKfBANh18nl/aEcrKt0iP/8pkIMp8Kzlyd+cI6hFAIRyHL1MIJt6kTLhD+8Rzjd9Do+xPiaDHUOgzMeIBrN/MztvoQ8IaDnAx84VRJXNNwSaqD+L6wmE0H7+p402WHawxjM46QDYuXP7OGd9QSomZAfE9UlnBn3EOLt/uRf8Qp/YKfmrv/qr+u677+4tEva1GQgZiwQ/llq6pHXNjw2alwbMX375ZZcOYZACw3uaBzD4x3/8x7W6ulrfffdd9x5yoh7sYVh1fxs3BAvv04DPzEJdPO1CRAXBIF3CObkux4rQHe4c6EwRQEAN0I+Pj7tXebYcCZ6F8NgD9wIjcotsKOjrqrt9IS0oaVDcP1ZqCHPV+9QLR5cNANw/Nzc3dXp6Wre3t13eMR97sBnRcTms9s9pc+dz2ZC7D92XGdnyIkBTlkm5AFv6fGdnp168eFEvX76sw8PDrnz6in7b2trqKTeAxuHhYd3c3NTR0dG9N1U9VRpTaKnM8/eHKsNWJLkFlFs84XFytMVkQ9dynB1ZJqqMYwtYxukzD7v9OO+WV/qDBUeO1tnYM0vBffBrgkhkhnOO5hq40C82WBhd62fkgKnl09PTWl1d7Rxlg2PqZCPJd1V/OjqBLnVIPe6xG+Ih6xKu9ToGg5Ehms/ndXFx0aWgEGnDLhg4j9FTizBb19LftjXWqysrK11qQyugZRtiXe9roEwDwGZRjqOqWX7W3WQASbs8Y5v5xN4OzraGtSuUYTuBLHrLW9s7jnmrV+S01SfIbNWd88pWqbZTbmOrzeZ9yresV91fhMvzOY+c7+/v9/ZkrurjAe9KxSzru3fvOjCNHoCfHBFvtWHo2MeQdZt1yLJR6Q+lpQHzs2fPqqo6MEMkgYpl9LjqvTf0xRdf1Orqar19+7ZOT0+76O/19XVtb293+/tlxAYCnBiMG6yZKAfBgUEMljxt0DL6CB+GMwX39va2q//5+Xm9e/euzs7OeoAJ4TPwt5KwwgF08zyYMfc3pCxvFZOL39LzBFhjVLa3t2tra6uurq7q5OSkiyqZ6RIw0ze84CRBfVX13h6UY5IgmT5IJvd5T5eh/Fo5i44cwZuemk5jz5jAd6RWsH1QCpvr4jIdFdzf3+/GLHNQnwJZjlqgZeh36/9jKI01ct2KLtvZSofX8mkZNj/7mRzL8gCO5ChjDLa3t2tnZ6e5cwa8AU8AmJ2iw/V2jOlz5wl6QWsCCo8Reg2eS9n12LRmfRxVou6z2d1rt6kjOg4Z88LFlmPiKKTJYNZR/DE5MS8YjDiaTtus0/18BymqqnZ2drpoI1t1ko7CtH7qAJP77imQda7lwnzsGVx43fY7gy0GmOY5Pq1ZAtIlPI55nW0ANjcpATXXIp/ImGeg/CynLdIfjqzCTzhWYAfXhT7FNlvWaYuBuQEx8gx+aK2zyr7LY1V3iykJfLUAosckA3cA4Kq+k3tyclJv3rypqup2N6uqbsac4xsbG73tMR05b2GyrOOnJmOJFqZbRmYfU79HvbgkgY0NXCpmG5EXL150EQyMw3z+PleIBTAwkPNc02j6uDvERiCFjethMJic+uGBegrSucbucEetcQDIEXaUIoXb4DjrR10AhtSPe2mD222DbOVlj9PpHggxi/zwFLe3tzvhN9OkUrVydYQVI0k9LEDUP+tmoj1W3Gl4yam+vLzsUmA8HhhzG7yWl++p9Z2dnU5xePqMaLujXx4DgIoV7u7ublevXPj5FMgGy8f8nb8/lFJ3tL7zt5W+neYEiYw7cl7VBs4Jug1svbsOb5pkdX0rOlfVl0XKz/pQZuoFrmWWqhUAcBTWACijfCkzrW0u0TE4BZZZompcR+QIcJn9Z11mHsIpJR0F2bQeaRn0BHPuX+cmZyrK0Ayb+8djRvTs5uamjo+P64cffujpcmYPDZ5XV9/v8UvQ6ClQyo/lzLqdcWUWxXxp3ZfBmFawjPI9LgDSxWLR2ygAPs40mc3NzY5/zd/pZOHg+mViBt520li3ky/5yTQeeGU+n3cpnQRULIt+EyFtqLqPLbwGgWvtQLQCFekc+zffjvB6jCiDtpsHbP+q+q/Tvrm5qR9++KGqqssAoK9PT0/r9evXtbq62qXj2sEYm9kZowS3H0Mtp+HHAumPejW2hcMCQiWd5I9ChGlg3J2dnW4RlfOMydNjAYpBK9GZ+Xze7ZZhr8wGA4WdwCojVUxJOp+t6g4YWWnAhCz0Q8F6qxZP2VMnqAU8PLAIEpFmMzp9iWCm05LA0H3uZ6FgWFi0t7d3zxhB5HDa2aA+eMgowAQKPC+nphO4tK6FhzCMVe893JOTk05AE9w5ymSeyOcQMWBBiNuUEaqWkprNZr0IoscbxyOB+lOgVrvz98dSRpHzu/W7FUUeixb4XF7v//5tIIWDicF49uxZ7e3t3aufgZyNDhEkvh2BQr78bJ6/s7PTvRTAYANwh8EG4AKuPQPlgAFbZAH67BDjOPNc7wedqSaAC/qFNSjWdwk47LAz9bu2drclpscDJ8LOiJ/vZ/iDrsxZJr/AiD4BgO3t7XXOD9FIZghZ+X90dNT7EMwhpeD58+f1h3/4h59GIH4CsgNi3sa2GjwvFouOB6+vr3uBkKr70XXLpcfOANIBNPM/Y2z+qbqLAOOsOTgBPwH2kEnKMc8iy06pNKhEb+MIUpZngMAGgOyqu9xhZJzyqIPts4OF9F9VPwIN7xK9zSgzZL0FYR/pd2MOcFKCcXBNVXWyUvVej5FSSLCQZ3COLWfBDVVVr1+/7maorfNSJw3RjwVol32+6THXPirC7MUDVmwmOg8GMChhQLa2trrkeu+H64gLA7a6utpFOAAteMMofOqQqRpW0FX3B8mGMIEo1/NBwfI6SBvCNBaUY8G24CYgyD60N+1oEm1KEJpkwTEAqbrb6ifzLRNgtKbXkhaL+28xsrMy5n1SJm0BEHsbN7zp1j6djo7Rvz5uJYmyBZQ41cZ9kI5GywFy+gY86hy9pwaYDXo+hIZ40LKUoNMG1vxpAJvOIDRWVzs4CZoZW0epPSW6trbWgbzDw8N7+fo2rIBS8yX1z1e2A1hvbm56aQ/WC377GDNWdpKr7ma30I3WrxhfIqRMKzMzk9Eg+HV/f78XQScKjlPJ+g/axvOJMGVkx2PIFP/+/n5VVVcPnuPFaB5X61MHPzJyhw4mWkzkC32A07+7u9vbp3c+n9/bQWh1dbVzkJ4/f17Hx8d1cnLSbbF5e3tbL168qFevXj1CMn5eyp2J/PZU8zNj8OLFi96LbTzLaX1qvZq2xQ6a70NP2ukEOCI7GcVeWbnbttX1J5ADL8MH8Jf3GKZu8BMyz4u7rq6uOrtg3kvdgRNB6qH7wYE3gLi3XczZYBNBQnSCZ6ES8PqZni3n2wEc2mCbWHWXzkH/zufzzllkHLxBA/ciq9fX17Wzs1MHBwdd/w3RGD75KehDgPMy9Kh9mJlScaW8CtafNJgoPxgoo6TeOsxR1xaTwfBsQk4UpkUWdguyQXZGJh11xBh54YDTEQy6MiqWiok68BxP2VRVbxsrjvNM97nJQN8gFEXotgA+rRSyj9wfBup+dhpylHP2IQKKYfM44CVzHf3rTdYpM5neysBRkJxJwEB4Oy7zHPd7/Ogv2mYgQLsTEFX1t0T80Gmqn4M+FCzbKczIaUsGMsrsCK8Nt4Fk1tORnKSMho0BZs8yGdzt7Ox0b5nkOr+4CONCLqx1giN6gGb0k2eorC+cz2z+wuAiA/QH13DOBo6XOQEEDZwBmhD1PD8/r4ODgy5Hmz5Bnx4cHHRlAOyrqnMYzAup/+mP3d3dbrG4I8H0Sc7YuK2WewA6YN1pWAbwtAGA5Z2EeD5jBgDy1mSz2ayLZG5sbHRvjtvZ2el+PwXy9oQGonb2q6pzkPb29jpZzJlD8w5jAxbImRTGIO0LvIquYQxYB+BoMR+nAhJsI9LrXWbm83lTz1uP8yG1j/OkJ66urnYOIgDZQS7PemZQLbGAA4bgHvqI+zMiSz+m3vL19D8OB4FE65H80IcZ9a+qbus4Iu03Nzd1dnbWvahksbh7X8Pt7W3n2FMn84Db9EuiTw3clwbMfpUxzGePhQ5LMGxviA+DjLfryIrLggxkMiLJtAZb4lDmUKSPMgwoqR/P4rqcTjUox+PK6RjXE8NpkOBtWTLyRr1y8YlBdgKGFE4rLCs7C6wFM/u5BSYzspv9eXFx0TlU5gf+O2JWVb0oFcJcdfcWPq4zCBr6TR3Me0QLbTBbEREDD//nt5W3HS3KZvcMUot4xi9NaYzRY8G9wdFQrrtnWRJEOcJbdTfGdjh4jr+r7kchnQ7RioAlcOY3oAqnyjntRLCcEnZ5eVnff/99ffvtt3VyctI9l3H2LhroBSKfVdWlJsDbdiTsdODM2jGjn0kjYtENoJVX9zIz41QF+iZnEZDHy8vLOj097c3S4bw619/T4/QlzzfwAmxZ7jC41n/Hx8fdm0LRX24rfISD7wWIjqYh67m3PeNvx9r87qgmr0tmxoCXPKH719fXu+jzU8phzjQ1BzCwffALYNnORDrCdmYcrfeWmiljVf3857RF6EzykG33MtDlxbgOsjltyM+xQ0XbSQVdWbl7gQmRacuM7am3gXVwhPp5ticdfus/BxdpE/2xWCyaM0d8E3mmPOsIZCEDVu7n1qL8+XzezfDT/vX19W72ZXV1tXsdtrHZxcVFT9+7LbPZrKdrfgw7mJhlGcrrPwZALw2YYQIzhxkTstKCSdLbTGAFI3j/4mxYK2pEHZzCgSfkPORsR3rANgQMiJUB9a66224OZeTdMRzBthHgPnuRVdUzMBi2nJKEMjJNZMRjkyCF+72IwlGd7IcEFn5mCzTTFoSlqnoLhwwK7FSko8UHA0skKOsA75kHeRZ1cvqF+ysdF/OjCaNt5WtjwTjxGm/2bl5dXa2zs7Pu/OdGbv9QXiSvPed6e/fpHLZyyO3QVdU9efFYWd79nNQR5nGDdpwqpusdZSbt5vj4uC4vL+vo6Ki++eab3m4WjvgAtgDcRKSJAGHo0Uv0WTrZjgC1one0m+NEg9jO0kA+Hf188x/XUvdMA0Ov0R4WhNm53d7e7mQ5I7pug/Oo19fX6+XLl90OFRkcwJA7XS+jonaQvQUWxPgCDHECkE2CLBw3eYcegNzu7m4dHh52+ZtPgdDvVXVvD/CM3B4cHFTVXSCj6k5+LfPOC2a9kZ2PVsAhbVFV9WycX9ZjGwgZJJunk5cJTvF2W8abABr8RhnoLqca2Q5B7i87iLYTjppz3Cl6yJ8DCgbgdmRpS+oAeBHMxdjAy3aOKNNlOMDHswDCXl+ATMxm7zcJWCwW3ZuA6UPSMo6Pj3s2nb5zvT92tjUxmo+57z62/GXpUYC5qr8TBULkaDMM4esSnBhUpkFDGPOZvo+yEuh5qyWAeU4ntaIOflZVdZENG+Q0XFX9bawcVXYdDdBafYdxdfTdysEeIXWwQfDUG+VbQTE29Kl3kzDA91sYE9Rb+DJFxEJhcGrjzzi4PckXrgvb+bhNKXjphBkAeRrKDo8BQc4GWDFSnwQpmU7E+B0cHHRlt3Y7eMrkaCiGwIvRdnZ2ujH2DIwdIRsKf+zotVJ2AHmOLLamLb0IzHyS0WWPscHy6upq7ezsdE4Qi75w3N68edNtw2jgOZvNulkGAgM2dvAvU57UyUbWkRhHZnys6i5iCKghOuxIrdtNv1jeqTdjSl+xeMeROutU6otD4XagH1qACKI9dnifP3/eOSVHR0cdQObjMlIXodudGpezTIyBUzVyxtApC1wPqKDd9MfKykrX9qdAyJh3eTDwpd2kY7i/GU8vLCO4A/DirboJAocCIlX9WWbzDH3u9BnrZDtqs9ldZJxxvbm56WZKSOvztex1nimeOcZeO5Og1+1xHzmoQ9scMXdgwLtPpC3hfj8nUzh4rvWLZ2JaQULGw/oVneRAo+049ox2LBaL7l0T5+fndXh4WC9evOi97CjrDg86GPAh9JAtfQx49rV2Jh5DSwPmjAhV3QErGPvy8rKL8HrqATIQw+sxYDYAdrTEgKrqPljmv6fEAYi5AMCg3dFLnuUpGhthBt330O6q/qu+8xrX2wDU01AZWTLQNKB2RNdg2e0w+EYg0oDZEaBMcjc9VglwMVBWFhhWVtpmOYwhyo2+8NimI8O4tXafMM+Qc0k6Di9JgZi+TqFttY12WAHkGNqpIUWJujpn+6mQ5cDHMCReOLW/v9/lvLJo1PmkjFE6qRhbPnZMHKnheusCyoNnLZvwi6OEjF1GJV2Xzc3N3htLmZbHKDgS5YiVeZdy2HUBWUvQ4T5iRojjzBR5sVpGllrg8/LysrePumXD97ofE3zSfw4G+Dr4wMArZ29cv4xOevwc0by9ve360yk99DV9ZEfK6Tqe5TRoSseX+qVdAZgRSQY88Args7OzzjGqqi6/++XLl08OMLvfh+jw8LA2NjY6nofsuBlMkQKEvHu2yIEi+CIBTfI75JkLxg8A7DY5Dxqc4JxkZgasl3g292T7aMPm5mZXN65Ht7cccdtkrrfjQN0tWzmj4QCX+dpb11Xd7YBj/ucedB7vSjBQxS7ZfpHm5LYSIKRt4Lk3b97U27dvO7CMPPLyE7ezBUiTJz4m4pxjmDR0nHs/RSDrUbtkZMS4qu4x0vHxcR0fH3cRmxQYIpQoY0AOSewk5XsVeqsjUhidy8Z5GMXTOgkQKAPBaxlcf7vjPdXvelGugXzV3YpeztvgIZg8i3s8xe20Dk9jMT4tIbahzEiWI6gY9tns7iUGHmP3XYJhxshTVgAJ80YqHvMP/YUQ3tzcdJ6/F+VwLf3h/FHvq0wbvU1Ojrl5h5kN2uB+a0Uo6UciOPC6wcdToIODg15e7traWjfl9vz583rx4kX3TUTWsxbv3r3rxseL1ehvjFHuZezZEYNmxtYKv+q+nqEsAK336LaDmveib1DmLCJiQZ95zVHLzNejfHSar6HdjtgS5cGpdEQrX55hMOmItgMVGDuvrJ/P36dp4OhQpwTejrCyuM/bSFL3XIQMb7NzQcoB5+gbnsn0LzsMpV5ilubw8LCb6mdqem9vr9tHl+ghixoNhg2m7aRD6GEb8Ovr624RpyOL7lMc8d3d3ScFmDOCbjmE6N8MnNj5cL+dnZ3V6elpF+yqunNKDNISPGf02Q5wVT8SSS4tto4yPEPg/0RJ0ctERakf4D7bRd15JnwDX7sdDtz4Y3JdAbGQ02Na5OAZ/6mfeZr6WjfQf44Uc006QFXvZ0DRl95+0qkYp6entbu7W/P5vN6+fdvJGvhqPp/31jbYsXY9jbUyKPhjAueh6z8FPXpbuUTq7gSYgr37FotFL6/RzO4pXJiWXCs8IPbCNLDL53qqKM/5HhuLjMiyt6mnJqiTvUNHhl1mRoZ8zEYVo453R1nkTHoFqqemqu5v9WZhtiFgrDxtTL2cy2zF4bKon6fZ6DcUW/anAZK9ZUBzOhHcZyFypB1Fz/PZhtCGELDMYsPczstjYq88x4ryHAFM5ZbpA7SHPgZAvHr1qhlF+CUTC5kAac+fP69Xr17V8+fPa29vrwPJOHiAo/39/c7Befv2bSc/VX25gL9bUWV/WpHlVHTwKHqi6r0BAADD43ZwIRxBZA15Ym/18/PznjNIW7yQLh0hAIB5OvUSbQfsIRNca2NuR5x+Y4s3L/w5PT3trsOBQW6RF9ZZtGbL3J/eros+ycifgfL19XWX9oRDQJ8zlhhiFtHhTHmRtOUb3qO9e3t7XY70+vp6B6JZNEVElPIM7myHrKvS2QV0s7cs0UUiqAQzeCsojtZTIfrWjqjlbzab1bNnz7o95Fu2FVlDZt69e9cFMuh32xl0vf8buHPOcpR22gEvbAHyQrANnYs9I4qM0wdwY4yZ0UC+CQhZHnhevu3TYNazyRmAsxOa48Bzsi0Qv1MPUC/bRkCt8Zjxke18jj2pK043c8ob2ODq6qpzjBxwBLfc3Nx0+5pfXFz0gnkOmGSAziD6U0aczUctSszyMbQ0YEaZtgyRQQQ5fXju3gqmqj9F2wJKWS4RRhsjRxgTDDlKZZDZAvqAG+9v6sHOiIwHxcDbUVKo5UGvrq52uXqUWXXngXqaiz6HLKD+2Ju3saD+VijpZadXjDKyt++ok/uD8/SXvf/ZbFbn5+edAktmRlhMdlAcsaNOVXc5mThceLkGY5RlfoBvfcyUKQWub/ZxOiKMDdHsr776qpfD90unV69e1dra+x0dWBXtV4ZbITuKD3B58eJFra6u1vHxcaeA3Y9OxTAPe8ycJwlfZ8Sk6m4hKcCXRXXkDfu5VpJ+nnWA99mlPbntGUbaxtCgg/5gSjfT0QCl8DVy6alTjCmOJnXGMWHrTECA86Ut5wBUr7/guGUfx9zG9ezsrCdvDkQ4Kkn+NAYbGbdjcXV11fGD9+XlmQYp9B2Gej6f1/7+fj179qxbUEueNs9fXb17vT3lteTbck472KUDQGwnmzEhaIMjDFgmx/0pEDzvj+3H1tZW5yxnyp75neg+fYadgk8Br/Bj2uAMulC+wVMLQLeCU5RrB84y5bSSq6urLm2JscQxq7p7EYkxyHw+7xwzUs62t7d7wDpnKeg/ZMYzUYkP0lZyXeIOrsGJtLwhazzfOs9lMSYO9IA9uJ5o/NbWVifXDmARrERG0D1ra2t1eHhYf+2v/bXO1nkmzO0wlsqPdf3Hglnb/CEaO7csPQowt8BGqzKsqs48WQbdAsW9CYSr+vsmOyEfJjCYczmuczKUB8kekxfH5JSCBQSw5KlO6momcU4WdUJoW/1mJsqIgIGtgbLHw8rIi6QMZC3EGelNAM91GOfMQ2xFCnyeiBLC1gKhJoMi19nT+Y5SAZQx6gmu3UY7dVmP/N36tuJLYfc5Zgm+/PLLeir09ddfdzsNYEScKuE9bb0HKop3c3OzXrx4URsbG3V0dNTxi40wCtwzTDirBisea0eC3OeehXJOcUsu+KZ9lmUWvRBZZYoygQIg4Ozs7F7knP4h4oZhwtjBLwbaVe8BYFV1UWDKBJxxzAvwqu52tMCIWedUVReJ9QtGAKLuJwcvGB8iTI6AoQfoD/pidfX9jjAeOwysxzkjZUnwQupoAyHz3tHRURf5Smcq7QI6gRlOcqe9tRg8jpPHuFmXzefz3raDT4VyS1NHl1dXV7s0HG8lZ1CKA7lY3O2SUNVfhFrVXtCfOt+2lGss1xwzL7hsyxC8mbaWGRxk0LbCZZFeMJ/PO33msbb9NI+kzueY8YJltRVQo1w7z7ZXyCCf9fX1zqH3OwUo2zPSdj4ok3ElYATwJrXC9zBTB6/gkDhVyTJHutbp6WnvRXToKGQqATTjyX/jsY+JNkNp45ehx1z/qF0yrAST4avuKru+vl67u7udQcQjTWGgzFb0mAgHg2MlltFWP5+BMuBJ4DSf3098TwVMeW5XRjFSYOxhYUzxxB2ZdGTNAplMkwqF74ymtrxZ/zcYdl3dVkffWjm4KLMEpi3HxwqI6F2CUzsBQ4JC5Az+YW9YgADCnakSVl78HlLWnAfgJGD2b49TOlL0Z/brL51evnzZi8IvFosOHBnAWql5wRQRh52dnVosFl2eqvvRvG1+STnl20CXKMj29nbt7u52oIVV4abUBysrK10EmP9MLZLHZ2fZxt7/t7e3u7baWYR/cBCReT+zqv9KXus8y6LzgtMRN7DkfgwYsup1HwbLlgsv/kn90OJZ2oejT3+QCsWOFru7uz2HlH63PmTsrbet+/xM6kb5pIx89dVXdXp6Wq9fv+52afAzDQ4ZN940SITUL3tI3Yitotz9/f3uc3h4+KQAM31Ln5h/mLmounshTFVfzyEHTleyLbVtStsJ2MuIogMOlJH23jrV0WVHaTnG7Ak2H1nKe6g3MwwOWnlGCOJeZkuq7gJfabcsP7ZDtM3BJ8pupXfxLIA+15IGx/7H3s0ndSnRZ9tdFmujt73OC33m3UNon/WQ+5XnehYYnUBeNXJLlNtyNsYD2JiPtZ/WIcnbH0tLA2Y/tOUhGlRi7NwBCeTSI7PScycyWO5UKEP+2SkJwjkPUzL9kgNkwXDbDPitBKxkeQYRWXvB1AFlkgaEcof6yX1k5jM4NLUMuzcq5zmZQ2qmTdBuoct8LfcffZXTRy3AlNNcLbBVdbftFdE/AJ2VuBXwkDOW/Ux9nR7U4iX3xxA/soXRU6H9/f1OuZmncVC8AJQxJ+pXdZdutL6+Xvv7+90rlb32wH2XvzOqBO+RJnBzc1O7u7tdZHuxWNTp6WlvmtLgwHWlnh5jcpbJU3WOb842AQQwyhm1ov2AQxtTjIejzF7ljhxheAyCc7EW7STlY319vdu+EGPnxYrJx5TLWFgP5QshkP/MrXaqlMcbh4topB1Y+sXG1jIJmQ8wxuxpXlUdPx0eHtYXX3xR+/v79fr1625GI9tK/+7v73cOUqYLOXjhsfNCKOzY5uZmffHFF91+xU+BMhXDMyK8hKyVilF1p6udy2q7XNXfCztnePNaXw/Pwge2AfAN9a7qb1mW+bZ2Pm0zbL9sA6uqJ3NEVlu7ermulM+sDnYpQTN60xHqxCYZOIDfAfLIy9raWreGy3JlJ2GxWHSvtqd8ZG119f0aov39/VpfX+/kaT6/y/+mne578wH1YybPeAUe29nZ6XLb0XPM6nhxrvvCwcOcJaKPPiVo9rhCHwqgHwWYq8YBTYI7BodzCUIpLwE15aP4GFxHNz3ovs+GxpEDK0p7QenpOfWA61NR5NSJAagVVcszy3QT160VNR8Czgn43Kctot3sQkJ/I0ROlXHEIMtEYFmUk9PN/k37MahDDlGOufsDxeOFI1mex5nyvAd3C9i2ZiKIOrnfDY5afc+YA1qqnta2ckw3Wx4AX5eXl/Xs2bN69uxZ5wDPZv03WFbdGQFAIFO9nsFpzSIABG2QHZUkErazs9MDhWyYb55hitBOlffzJk/79PS0e9mHF720dsgxz7h+jK8BZlXfiaYs1khgeDLajZGlDchi1d0WW3ZMHR1CjyXfGoAbzCJL6Df6zEab8Xd6hfWYZe7k5KQDVL/97W+75xBhXiwWvd1LXAZksGQ5Jh/b7bm+fv8q3/X19y8/Ib8zAwDMcK6trXV56qSHra+v9wAbZFBAHefzebdzU1XV7u7uMiL1iyDbQPfv9vZ29wIW7/xQ1V8cOZ/P6/T0tAM2nGuRwXACEetY23lH9s1Ttr+2tV5nxLmqatpq18vkYAp1gj/ZIznLIEpqgM5vrwVA1pFpg3n3C/JIfThPEA09kG32uHicWHyNXmbx6mw266WbHR0d9cA6z8+Zf2QdAI8copecJrq+vl4vXrzo0tWQxaq7iPxsNuthNetRz9iZJ9BHHwuaaeOnKAd69D7MrQhoAh+YOKNHnp5PwObvqjugQl4NA+3cOo5DMJI/mQcMM2B8LeAMEgrVXpENoXOfuR4GQilnZCWNIvU28EgPL6Oy2ZZ0XPidimixuNu5wXVwv1mZGThABsGXl5dd1IpV/K2IbXqqHMO7p26MEwrBEWz+O+o25BiZ7+ChVkTLU0QJitIrdX/nda4H7WnNWPySyS8hYdw9hQuA2tvb6za0z+j+fD7vcu0Wi0Wn8FnHALCzsmedg6f0rq6u6u3bt929vGnKOyR4YU9GQHljnd9qZn73SzKoF78T0DvSZP50fq35KmeNLKsYUkBbAkd2X4CvWMxGtMZb09mpcNTXMy9V9x1PdK7bOZ/Pe28JpF4ZgfJMHmUTmbWM/cEf/EG3YwntcJ3RUxmlS2ebc86frLpL0aB/sQ3UkzYQicdpOzs76/iaGQdPF6NrsE926jPd66kQ9Xb0kB1BkHXIehhQ5L2Wq+7vNGCg7XF1mR5XR2GpH/fy3MwXns/nvX2fM7hCfVoBpgyEuO7WCZR9fX3d25yAe5Ez15f25DORc88atYC9n2FHzSmn2GtveYgO8ls1q+4ca/QyPE49j46OOucoxwTn2GCXtjDDQHBhe3u767fFYlF7e3t1eHhY29vb3S5Jdq6xER4frxsghYx7GVvK/9hIcwbmxq5blj44h9nHk2ET8HGPgQr/nbqQng+/c6qDunjrpATLGbWwFwhj+BkYNg9c3uspWkdpuW9nZ6cnMG6L62JPL/OxHVHJKHQaHCiVWBpF9zmGZCjil0yfUyc86+bm7tWabMvknGK32W1pRe5y3BE056im40IKgUG4hcOGnOfY+Ld4l+vcp1zn8y7XwAweeUqr6QHLjkKSM4yCZFqbtzytrt7t5AD43d3d7VZhA5qt+Mijo3wDTUA7ez4jo+z7SvQaWW+Rxw3jQdrG7e1tnZ+f1zfffNPxrPci5X47PxyDD/xiHKJS5lM711xP39nw+uUCRJTSebVDkEYOXoMsU4ybZ+Voq3MKvZ+qZ5OQGdJpXC9HAKknUaKLi4v67rvvqqrqj/7ojzpHqep9VJZ2W4dYBt3/BmZ2Qtknu6q6bd6YhaCv6FeO+a2BtimQczetQ+CZlo59KpRgeTabdS/aqbq/aI/ryfPF+bRO9SefZbKDZr3LfRn08H7llIeD2wLLLb1tmcpgTwLtnZ2dbrZgfX29jo+Pu3aZB8yLjhTbBuTMMu21veecUxE8Bvx2ytZsNqud/x9779ocWZKc6XkCqMK9btM9Q0pc26XMZPogk/7/b1iZ/oBMorgkhzsz212FewIoIFMfyp7IJ1/4SSSKPcvGjMIMlomT58SJ8PDL6x4eEUdHY80OtEQGAcWM09R4IKMZuCRYQHqaF/j5OWak0btE/JntIYC4XC6HTDrI4PUPzGbyjPvKIvIs/9bZ2s7J+reUFx+N7ciLhS0BXtW6YDgSBKFgOINmlBoKG0/LAKUDdN2UYYJMGKVqfSGOo0UZdTZAo+Q0M0K/WCzq/Py83rx5M06IMmhkWtg083d726Z7RuVpn6M8Hh8DaEe+/DvAOKMp/J852V10AJpfXV3Vw8PD2P/V0WCm8t3XDjD7Gdrl9zIGpjkCyVQUCtN8Sj0ZMbOjkvzs4iid+cvgjz87TK+leBcC+IK8Te/RS97s9fV1ffjwYchh1crx/c1vfjOULHyZoMSySjSYdxBR/uMf/1h/+tOfRuoPIBbAZ6c2nUrqq1pF2ebzef23//bf6suXLyPKzDR7jrt3pvDsD+PO7z4NDjru7OwMJ8PPWd7cdss9dPLpWXb+HCUB2KAnrA9c3+3tbV1eXg6DNpvNxhSu5Si30nMwgOKIITTAcC+XywGaZ7NZ/d3f/d0w9FVVJycnY3cK2uuFlgYhqaesd/h+d3c39j3HYbEtgS68w4GRBEFv374dTlPqDHj1tYHlqnU7iB1gf2vPqNhGQzfnzRpAQRfG1Xqa4meqnp57kBFcdIBnB3FwSRGzTUvQapDKDINtRoJ87oUXfc2guwvCGLs4iES/vauPgTd0qFqlldphMSDH9nY7fJjuxljGDp714+/t27cjUIB+xpl0OhPjTHt5nwNCHjt0zO3tbZ2dna3xCO1FxplFtK0HyPN/lyJr5/p7i/FQV14Cpr8rh7nq6bGj/t2GLCPM5PGlx+8IEQznyIA77QH0lJojMm4H72bwrEwyksK9VbUmgFaaKYR4Vl6oAvPYCcgVyVYg6YAkaDcwtsMBiHB/DWxthBB0wI7/LOAsAsqFCI4OZsSZ/8mh8i4LjK+BeeaBZjSaMfeK/854Wvk7b8rjBJ1zrNO5y/HNaIadGerktCyAEv1/LcV5sgaw9MX7LkNDgCxAxY4eOZKc7IZxsOGDbgcHB2N7K3JLyVtl2rTq6QmZzk+vWs/XZBGbjf/l5WWdnZ3VTz/9VOfn54Ov0Ufwm/P404mk8D8R9+VytfUZBuvk5KR+85vfDAOBAUT30b7lcvkkd9pGB/5Pg89YYaQNiJ0CAy09dUs7iSJSDOitP9LZTkfaawkeHx/ry5cvtbe3V3/zN38zZlqWy+U4CbMLSHj80kn3u90G2u5DbEjbIaJlHYwcG8C4PynvdoQT6L2GAk3pj6OqBiVpD5ma95hY1rC3GQTxNdsc7nfhN/SNgalTHj3+2S/zi/ULbTWQpR35v4ErdMmtHbPN6IwMtHiNjZ8xGDa9OhyADvICXtPeEXTGCN1omthG8l5mhH2qKPT0YkbbVN5nzMczFAJWyHZn4zmQiCi7Ayb0GVp4+0Lb7V+iTAHnlzjEL4ow+0X50gQXeR0GdWQOxvE2VFW1Zjz4PwElDGZll56aCZJMi7JMgFW1mrJwdMzMaOBNhIXpFOcTWXgdKaKtFggrGZ7JKKvpbhDvPiQ49N/UWDrnygqRexLcTtHXUy3exN7GLqeiPZb5XueJ5/v83tzPtxMyFOUUzVyeMwYW5pOTk/r48ePaauWbm5t6LcVgGeBnQOZcZQAlYMtgxbMOs9nqeHXAqSMmTJtzQMXj4+PayW2kPvgoZQCZnRf+0CXU62j53d1dffnyZeyq4MVslgvLuoG932FDAU24D5kHzJE3mLt08KwNrHXBzc3N0CP5LLRhH2ocFqZW6ZsjO9RV9c24XV9f1+7u7nBOMLa5xab53VFbO7jW3w5iXF1d1efPn+u3v/3taOPOzs7IdbTusrOeupG25bWqb3J5e3tbX758GWlFjJ/zzGlrZz8oqdP4zfrczvJrKJn2xHoBB5msewE4u7u744hyHB7kkBmVtPUJlFOfUuBx9IpnYqpWC8ozhz7bar7jHvc7gyrgDsaY5xhXACV/nvGmJM8mmEc/WO7QD+Zb3gW+cdoD7Z1KT7D9oU7qwvZQB3rTu4oAlt0v84SdDjuOxkfYdoN11pt45p17kaHOCYF3cPyhv+2/x/GXKnaO+X/b8uIc5qqnXqNBiD36qqc5oQw0BtWMaEbP6ZWM2tl7tlGBaQ0w3b4kTrbLOTtTIHuxWKxNMXDggaMt9M2eommW05H5ew5oKiFHmxNs009HtqjfhsHAgDptvPmNCHqC1xQu+sWUz93d3cjj7CKCNlBWhOkh+8/tpq9Vqw3p2dg9i5/1NcaL95mG/m7w5Ig2p7B5tuQlAvjvXVBqBs7L5XIYNOdom8+YFicH2bJsWnlsicA6PxrAR7QW2Xf+JO/N6fHZbJU2AUg/OjoabZnP5/Xzzz/XTz/9tDa9y7PwIPoiI2Fcw8hBD9q4s7MzVqL71D0i46Sm2BnBcEDjqhrP2mBwP4t7oL/1oPmy6ukUKH2jbhbMEaFPh5j320kxX1jHefaI93iXgPl8XmdnZ/Xp06e1BUnoS4qdz7QVqd9pk+WfqBlpQlW1tk7Fjq951HWaltZLBnbosddWdnZ2xnHjVev79NtGA75++OGH+vDhQ11cXNTvfve7ms1m9fvf/77+8Ic/rAWo0pF09NP1p23iXmaukDHbKstplzqXaRr0i2ftEAPc0B92/DxLzTVkxYeauE92nN0uvyOLg1zMKOUOPQa4AGb0K3KT40afWUzMb+Qns0iZRfoOYDlNyXxBv3BskAHPTvtkQIICJycnw+lGvuwUOUDh6LNlyvbH42u++6VK2pFty7950Z+LPUF7+PyWitCeFyXBckZ+eN4eqA1yKsGupKCZcb03M+0zU/E/RswRj3Qq3McE3gkWHdVw2yyQGSX12KS3hJfp/qCYMOSOIJlWTkOBvjAzC54yGue+YngvLy9H1M9Khk8LsRVcN07Z3xSqqhoneHmVsGkJHfPZVOjpqJi3UARVNTxrrwROA/FrLwAfdmaALzJSlFE4QBHRYEcqoJejz7PZt10TWHR0c3MzFnGhL+CtVOgYrQRVBuWkQjiV5+eff64vX76MhV/WE+gYR34M3tJwz2arQy0MoO3cQUsWnUHPXNSEwfShMAbJyLp3yEDXGECiN6ifdtgIG2AjZ46CYaTpJ32krnRS7TjAK1yvqjUDzXHbnz59Gu92Djj0sW6D1lncXv89Pn7bs/njx48jzx4dZF5MgOxoXefg+R6DhtdUcCLZj9oOLbSgTwA4FuA69/v9+/f1xz/+cdRpu2F6dQEUnqla6X7nLDPb0dlJLxy2vbd+dtpgVX8SIP3kOzM5PMfWjMl3djyrVikE1kN2tOgP182jvBf5cnQYsJyAG4CN3PC7scXu7u7aaYA8l/zvhYeds+G2W+49w8L/2Aroh+4DW0An8wX10d9uL2iec0oQv1nH/NLlJUD8u1IyHInJqNzOzmoRSRelS8XnRhssZzpG10Eb76r11AJHAxMYGewxvcwgpjK2BwrzYNQcKTFQciTDkWpPb1hpZcSjo5uniQziu+J+OR+qqsbCLQAI0yU5pt24VtXadHeuXjbgYmrp7Oxs7KKBwNLGBKeuy+Ob3zvngO9MD3cK0IAIfjPYnwKKHlcbUZ88x5i6fa+hYBTYPSWVUkb54W0A3O3t7VrKBnU6rcC5u1+/fq2Li4thsBxFsJy4fXxmtJD3EPVg/AyWmX61DHnjfztrAHaDY4qNjcGp++C9VDsDWrXu9Bswwo/eWSP1lcFbAkEcDgCjDaP5nuLrvuZoGtdMB3Qijrj3vOZ3dgKhnoODgzHND508C4hMGdB245/ttE4jeujtrcwraQM6OYe+qaMdtHgthb6wvqKq3zEAebm9vV07RbOq6vz8fJxyyb18JnCkfnRD1x7bHJ7NtDtobrBoe839XDef2xFOG+U+2HEkSJZbUXKv03B8nTq47kBQ2nZHv52K4fVB1GOHjv6yRoF7jBOOjo6GnccRYYzJ6SfQxbhVrdtMj6Fp4wixA0fQGn36+Phth7CdnZ2xJzPjlTJkPQXm8sJDpwfl+zr98N+7fBdgtsCZcTqg04FsP8P9EM1eYQJjlzQ8lC71wFEle6wIpaMdmQpikLSzszNywRDmVOQMvBerVa0YIaNKPOf3QCMbxi663DEQ/YQW/DHVayOPULE4C4CTxoa66AeKzuDJToKdH7bvIs8QIcupJivUnAbzZ8cHBs7OQUswbl5wO01PG9ipaDEgACXh8U3A92svVnx2gOi7I7pW1IzTw8PDyItlXDE0fMfAsU3c9fV1XV1djTZwP2PkGRFkzIbY72ehodt6dnZW5+fna9EajJQdducQ2nC7zbTNcuSoiyNx3EPEit/Z99ZT0LTf4Dv5L5195BPjDrBxXnbyNm2g7zyLwfae9KaXnSN/Giyg4zD83lubaeXd3d26uLgY+/8SPeKkuZRvy346oJZz+sn/TA2jn2hvpgpQnx0uzxIa/Hicff01FBx6R5er1lNToBM7mLCziY+dPzw8rPPz86paT6VLe0V9XfH9OFZ2Sj1WaUco5td04mkb77Ls2B7yzlzkVrUCcjjE3Syl++Ngi4Nz1p3GB+bBDAy6feAK+NLAsqrWDuUxXy4Wi5EC6XHxHvBVq7xtBwdNO2jJeBig0/avX7+ONTuAcm9L6q0606nyLBn143ybd40HaCP25t+zfDdgdnTCii2VfILrrpiBEgBtAsv+34Pgev0dI2lFn8DJoNcD7kgsz1kR0QcbIDO0DUJeq1rl70A3rx4281souyiKPXKUgKPnaYwdsX7z5s0QWIzapmgXACA3J/f4zWazkReOw8GKWQrjZjDhseMef+aY2bmiT7TTijHrs+JLfvW9OVbk4OZzjrS+hmLAnH3p6AHvedHa4+O3baBIR3D+LA7i7e1tzefzury8rMvLy6H4rJDhaQMpO5BuD2DZTsve3l59/vy5zs7ORhTZ0/PUs7u7O/Ym9n2UjFxZptweeNq7UNhAc71bTIS8cY8j3hlVgUa7u7tr+0Ej04Dyd+/eDZnvAgHoPHTZbLaKTOeCnTT4CZYTILFtFbqVfbe/fv12FPnV1dU4RnuxWKzpOwcV/AmdMziSIBggBE2dOkP9OPnmM0dJPa4GW14A+5oc4TdvVkfVV9UT/UdfnIZ4c3NTP/30Ux0cHNTh4WH99re/rcfHx7q+vh75sNYRtjtVz09tJ5jLqC/X4D9mg3y0+ZSuZ5xsH/hukGbeMGB0UMkOReIcRzozmp7BrCn840Ca+dgzwsiOg1+U+Xw+HFAHbJDzdOTtrHv2hf53ttXOo+WdP48lujxBvPWY3+UZSe5dLpdjwwA7DOmEmN+ypGP95ygv3oe5u26C2GM0w5gx+d+MR0nhs7L0/21nIjne0zY5HWKvjntt6Hx9NlslsJOUjydatZ43OJ/PW2FDaO0Zc0+uQueYTjOdhSfb3YFVjwV/XrVftRJc/hA2lIpBEMCH/joK463j/D5fs6LD8JvO9h6Tdp1iNt9lxMGOVhrbjADQbwTXqQHmOwMG8rgSzNG3P6fA/tIlQUPuhkAxPTLahrLzJvo3NzdrAOv+/r6urq7q8vJyGF74uosO2Vm0weMPviSysbe3N3ZnYMcNFp7ST4D9fD5/Ypw6Q8z/XqCDzAAqiEYB3skpdH/8LHwOuDQYpp3mUddj/sVpc11VqxxBTkgjV9zACPmzQbMDnZGdBMueXfIiHQC8nXCOr76+vq7379+PKDDOlAMUdlxdMgIGH1qmMa44/Wl/DG54BuBkx4S6uR/HzHmcr6G8f/++Tk5OBm0yKIDDR2rUbPYtSPMf/+N/rK9fv9b5+XktFt9Oibu6unoSvEl73I2NC7qV7/AQ8t1FwAHL3XoCvw+dnbawa5+BuftCG7AFyEnaagd03AbsbffeTq8ZC9Bu9MTNzc0aWKxagV7u513ur393u/kt09M8q+/iAAY0QAbYdhTZdT8dPOA9Hlc+qTfT1RaLxTgMJfUf9TkgMVU6rPpL2eQXhcLMqBkBgtkMlq3o0osxkfjfACgJ7Ta4Tv7wVhKI26BYcVCyjQbdDBxTp9SDQGMgqNvKx94d7+E5lEWCZXtT9mR9LY3KFHMYsHa07hQd0808Q39JqQA4GxwCmN123uFxpM9MgZNzRRscteR519c5BqaP/xJgbPJI+R0Db0HOqCL3Hx0dPdnyKw3KaykGZ0QhrGhdACTuq8EzCr9q3WAsFt+mfa0Msw2OjrhNTqOCzkwBMgOCXJyfn4/IcU7zccwrkVCUuw2tDUc6QwbqtAvQvrOzM/a5fXxcLSLykddEcukvO8+YpjYEjr5a58KjRHiOj4/r3bt3o9+OJOOkYBydBnN1dbWmR6w7XTKy6gigp7b5RL/d3d3V2dlZLZfL+s1vfjNAs3f88IEhpn3OdkyBIP8OwIIuNvT8PhWMsaE38Ekef00R5nfv3j0BUFXr6YnwzHK5WnT16dOnIT+/+93varFY1J/+9Keaz+drDocDLIzdFH3g2Y63mOHhHuyp11N0WIAx5f3oBhfrfTvd3cyJ+2UgaXvidqNzaF+20WB4Sn8ljTzb4+f9XvavBwAjT7Z3BsxOsfRCXQd2rPtyxtXySpodOo5FmR5/7/iD02mnFucGHeVAJTu5EEiwI2Q6dfzl/nelww7fU7YGzJ0BNQPCZDZ2MHMHcrMj6aEShdjUMRsQK28ISNTXG3UneIIpqmpt8LjXURRv6o5gYxw8hWIvNOlmAF21imZ7EBP0m8Ez769zKDrQzbP2llMBuv9+hqjV3d1dHR8fDyDgqLPH28bFOaIIG1F6ch55HsCW/TAdEzinw5MKi3s6oUv68UxGie20kLvsaInBlet/LYXxAqSl3KVjUrU+jW56slOJQfdisajr6+shOx5jA+50ttMQuJ1OF9rf36+ffvqpLi8v1zbmR0avrq5GnmZGqugzEaUuApR6rOqbUidafnh4uBYh9lZzPNPxYOcg+nc7C5ZNDgKgHzgPRLarqq6vr+vnn38ewP7du3d1d3dXP/300zBUjrDC9xhBUkh87PdsNhtRqkwrSzkCwLITCpFmjPzOzs7YT5oxwaBmgKVzhA0C6UPuy4ttcl49htx8AF/Z4XMUzPr0tRTGjbxcCnyai7+rVvLHrAm596kPLacZVLCsVtUT2nlGxSmGs9nsCS9YdqiL4rHjN4PoXEyY0V/b9YywWtYyEm1nzusu3NdOpt12p14a3M5ms2Fb0WF2aDv9wOFEllF42TJFf8FpljODesuFI8nQGjyV9Oc77TfYNX0Byt6+Fz5AtzNzRqTfzgl9T/vcfc+SY5H1bFO+62hsMzKMb7CcRnBTXS5WdAlcumkD2uBpgMzNwoPu/qpWzMsz6TEDCtlbOJW2cyQzD9KROyt+orKOztoAmRk7oeuAckdjNgPPXM5U/lZO9D0BPPWgiNjCKyPfOcXsyLPpxl6R7OFLNAgBS6djCrx0ADnLFJju6Ggg6Gfha7aRY3wyssxYvpZicMvYdYCFe33NgJax856g1MnMC8/mVBzFMpJRHNeHIgd0PTw81JcvX8b2SvAQUW2izQaf8Dny74guBqXLmaQQoaPvDw8P9ac//al2dnbq/fv3Y7GV05kA0Uzv28ibH+Er98WGe3d3d2zPV1VrusSLjZfL5TBgVTUcVW/nl2BkCixTkNfOqeR5g1ucpZ9//nksQqMvgDKneCQvdPyR0SSuoedcr9sEXwLMGHen57kfAGbo9JoAs3NAKbQfJ5LUFX5jvE5OTsYMIKlVVesnBFat68YOzFatO8XmG68bICDDs+lQe6y5njNA2Ch0i1MQ3C5HRZO3KbnDEnrHcuyAk2mQcp220PqMNkEP7j88PKz9/f2RWmb+pJ7FYrF2LD1OOnVRt9O+rKcd0HAb3SY7B8Y6lhHLBDKGjfasPvXmImvjEv6YdaftmT7b6QC3YRMOyPuew1FZvnt1EkSGAAzGc2AuGT8ZKH+zQHdTMwyQDQ4LTcgnrloJoo1T5ihVrS/4wePxYhZHq2mLlVIyLALEimvai0Gin3Y0HKXmeRv5jlmSUQwurJgQejNsjk0yJQVgfXd3V4eHh2vRJj4zsk2bAZk2bjg1TE85UpQg1M92zlgHiPm+jSdJm6yI3f7d3d2xYDGjJwY6qXx+7SUBf+aWmSfMkx5nO0TkJPt37/vdKSnrAANj8zlyg4OMbO7u7tZPP/1U19fXayvor6+vRwTYxtnOKH12lBmw6C3orFtMn+VyOXQfUS07etDCaxKQe28fl04iudY55W1d6Nxh+JTgRR6Y4pXxHz9+HFF4dDbvsMFiUSDFfADtLW/mET9HH4hun5ycjCOaq75FsVhonMGMLLYJBjuZFsShDZ4xqVpt++e8dr+Tej0W1mmvqRioVK1H0S8vL+vm5mbNuZ/NVseq//jjj/Xjjz/W/v5+XV9fjzqsDzu73dn9dAKr1vV27vBCMc9jg+E92yfuy0gt9yZf2VH2jIqLo7nWF8h+6iunD7if8F3SOGnYOQXojTdv3ox95DuHA7tKOtJstloAawDNc3ZeMiBBmzIdxbbQz/l/ZpSqqm5vb8eMouvHGeeTcTMu432sRbAONC9N8eFzdt7lpWC56jsizAla8IKY9rLC5D53NktGb7rIQdc5Bt8MzEBy+pOZM707e32OWNqLYnskHw3qHTBSiDzgGDUvCrKh8S4Dpo2ZkU+MaApqR8cEOHjGGEKUAeDfHhyCBaA20KDAzAARDC7Twm5XF2kwSHh8fBzpLF5sxl86BvndgtPxlfkuHbApRY8wO0eZdh0fHz/JXU6DkIDhNRSPKXzrnD+Pnfk+6WAZgO+qag10Vj11bnJMzSO0z2DZgPP+/r7Ozs4GcGXBEgtnHCX2rA8GzrMuuWsDgMKANCMqy+VyLHakL+QL+/AQ71hAMY247/b2drxzir/QWZZNpmehNWCA9rEd1e3t7TjGFtrSZnQe+qpzLrqx81aZBp6pxzl5kcV/0ICDMqC56+54hv9pm9/tHG6CFNDHoMtrMaz/rXusx1+bXNtxNchha8cM+lTVGHv4p+rpIVbUm4GB5AvLWgZ+4Ensqp2kDmcwBuYNz2hbT6Tzls/wG/yNc4iumOIz6ujskXGK7zXm8PMJDg1yjUMsxzlz43FJPcTY+ghr6y723M92GcBDzwSpiUGgKXjAKUyWr6SN+5D30Of5fL7WBvNxR/MsHYjO8XypTG8NmDsPiChhB2q3QfpTEYVUll1dCGwKFrmKDG6G82GaZNyufxi+q6ur0QZPd3IftOB/wKOnjmH4xWKxdiy4mcF9y2mYTTTM/2lTgj6iZ0SiPAaz2WwoQxQJkRgKDoC9XOiBI8HiQNPHU/RebZ6GvwOiU45W51RR59Qz3fMGe/SdPWS9YILc5Wwjddk4vKZix8ozBVVPF5zZCbSTyDOmOaAEHeE6KJ3esAEyD/EsgJk2XlxcjJSL6+vrOjs7G6lTdobh+6p6oqQTmNMeZjooXrhqwEGfMlLtNRSPj4/16dOntfQtQDhAhV0BoB/XE5Bi3PkDfLhdPEukGxmHBm7HbDYb6Wj0z2NBcfoa09/8bv4xUPHUN/r08+fPdXp6OuojrYa+J8hIWTOvZNAEvkEv0c+7u7ux3/zJyUkdHBysvS/1kPnhtYHlqtXJkwasRP68W4KBMfL9L//yL/X4+Fj/4T/8h7WdZLJuSjc2pl3ORpDemLbUdj/HPCPIXRQ473f77ATldc+65ru7lJx0DKGf9dYUULZuQD+hJ9J5MC1pS+pm27uMDBP4ofhgJWhkHWm8lHTqdGfKGfRldseRY49T50hk6ZytBM45s58ymjiyKy8FzS9KybABq1qdsMSgY5hSwUxFAqeAUBJ4qqSHi2LM3EPaQLs9HWAG94A/Pj7W1dXV2hGajsYSoXL9bNXko3At1EyhwNyd0KcXN0WfjMS4jlQoRII9zcWuH7SL9lO4TmR9NpuNyJMLdRLhov15HHaCSnufKUD2UjsFYjr4eyrErqSAWAgN/HEa4Js8AjsjrPTztRV4Adl1esCUZw74tJLMaITzRR09SQcnr/G/Fbmjy6wQn81mYybp9va2zs/P6/z8fOTHUV/ufmCZNS+7Tc7VR5fwXObF0mYcYZwteAfaEjXBmU7dg4OLjuF+HyNMO533l+20owAItLHm2bu7uydj5anSBI9OU0kZNv0AYcxq8T/tYfeMT58+1cePH0cdBwcHa+/mfr+P95j2jpylrrBuYnYQfvzhhx/GEb/L5XItx74zzq8NMFetO8OLxWLsimEAZHAFkOV+tieEb9KGT+nRqtXsTKZpus4cV9stg7eqdfvN/fA3gJOCDHmGtAtw0E5+Rx8YmMLzmZqT/e0wi+XR7UE/IQ/eD57fPBtr+5L51dbV0AxdTsGu+z73w3QwjeyQZl/NLw46Me4ES6pW0XLP+CUfOQjnIAyz+en0wC/PYcQpG/a95cU5zEb35B5V1ZrCTubuwB3/T70j/897uxXmueDFA8n7zMRuj41QVY19TD31k0DcRpEpnk2RYWjC/sYGJa4XIXA9nXC6znwP9TnX08UeYxdFYVssH2NrUGTA7z6w9+3e3l4dHx8/8Q7pC4ocXkrA7GnpKQdhkyM2JRzJGy4+7KHqm3Jnv12fJpcGNd/5mozrbDYbCnVvb28tGtz1M+lnpco1GxznJ5o+VnhJL8up3w/gZNzZKu78/LwuLy9HLizv6Ha/SbmH9+k39XpPYctSRnbcH6/4pm4iPHt7e3V9fV3v3r0bfUQ2rQdMQ6dt8R4K7ZoCxrlYyGPksacAkhztzpxsjKNP6bQTmU4P0XHraoDbly9f6uTkZOhVggzUkbNO2V5o1QFmjy26yuN4c3NT5+fnI0/XQQPzm3l6G+P8ayrWsVU19uTmt6qVI4GzdH19XX/84x/r7//+70eaDKlF2Mfn3knh3QZbgCwDYR+TTZscRKEf/p120yaecZSc4AfyaB7kDIAsbjP9gQfMC9lf26Ypp9XYAkBvIJ2gmlP7mNFDTzidCB3l8aYd6RQ5Zazq6b7M8HcGxNx31kMxhjg+xhdO66SfOKTZT+s8j7fpZKfVzoExGaWzJS6pR7/HTr8oJcMv9PSfPUIa7ZzUrKdjOhPGii/BoQ1iZ7BoA0LmiEz2xUztqJTzlSkdMIN5iaamEc1pbnKi3QdPJ1pAeaYzGM+BQXuaNr47OztrDgX9zki9FyYiDDhI9o79DPTndxaLWDkl+GJMDUCs6O2spDHM5/NaR5tNn0QpHElkcaNPVbIRcn/s4LymSLMXhLkPCeDcr4eHh7WTLz2rZADIgh5HCCidE0tJYwkwQ85s4MlfdgRsaptITyei+HN6FBkxwIIOjkqlswvNbOxzDcDh4WHN5/N69+7dWp+qVg67DQJjYdCAnNgYZ6TZ9LPxspzn9K71pcfINOMTXfD4+DicrS7ynFFpTwWzBeDJycnoE9tJZfE4JCCeijDnddsm3n98fFxHR0dru0W4D6/VCa5aB3/sFmPamkfp883NTf1f/9f/VRcXF/Xp06fa39+vP/3pT8MevqTY4ata7djg4It3dyH97fr6em2WhufsINqmO/eYfjkA4+ec3+7IMe2zfs9UDANm86Jtud9pIJzynFiFYrvsBW9sI0mbrWutp2wrPQaOnrud0Nf0Sl2cgYXZbHVyL/rKAT7GxnjHuMDBBD/nMaha3zc7QXP+/1JHdgqDblO2BswZsnckxQOGMrWC7wxLNr4DQwlqTOwEJby3av0s8s5gUqeFbrn8tuUMO2yQKJ87SXjRHoCBYmCQ4G+5XI6pYwTm6OhoGBwbGUBsAtl8j9vl+xK484lHBkNDI0+dun6nJDDVYi8x6ekFVORW3t/f1+Hh4dr2VgbyPJtC2oHS5J2kTcdDqeCyGCCnUUWxHhwcPFGgqQQNNl9TIc/VKTxVT50BUgRsNJxbi1LmGYwsvGiZhXYGftTp3+C7HIPZbFY3NzfjVD+DWvMoxQaQmSPnFnssU6dBCz7Nl/A5PO++IJ+A2fl8XtfX1wMQsEm/acL31CNJO4N85CwjNt7fHePldDDX7ej7YrGe1maamDcoj4+PY8eF4+Pj4SBnhNEOeFWN7e1OT09HO4lI+yRIv9u6Np2AjncAFEQaqYN6v3z5MhbykqIy5dTntV97Ycy/fv06eM52wbxtAHd2dlY3Nzf1X//rf62Dg4OhB1O3dkEt3+PZxwxOVdWwnwcHB2unTvKHs+0Uuc55r1rHBcgbfYMG3IPtI2ffkVuDQqcw8rv7Q5+RJd6XtDG94EXTAZ0Cfxpsg0G8cPj4+HhNJsALiQX4nwW+OWOVOirHx/yRJ/mic2ivnQ3qsHNsp6ULLKY9TUeis+nmg5dEmX3f95QXp2TQOUdksxioToHgKZDs33x/EjCfM3Nzf7YvhdeA+eDgoE5OTuri4qIuLy+HMGWUiTSFqpVSsnfn6QQis0SzLi4u6u7ubmzY7y2fpvqdjoEjOH5fPm+6mGnJIWM/VRtQG20bbAuSFxJ6AYOnnIhYOi8JgffMQ2fw3E9HmZO+mxg+nYUcfz/Ptc7br6qRM5vRLIP+HKPvFcZ/j3J8fFzX19etp8/4G3BiSLwLQU7LO/qQDmTV01QAnkuQSpsciUVBnp2djeniqhrRZ88KGeDiCAOYMV7oA0djPJWYRs+OG9Ef+so7M+JTVQOIegs1z9hQDI5zGjgdVetZR8L4Let8fHwced9VNcbSdSALBv9ug51o3gPdASsfPnwYDk4CfjucRD1ZM1JVY9o3+SGdF9dlvef37e7ujl2cXGjL7e1tXV1d1fHx8djGLx3z7r2voWCj6GMuUjVt4YEEfAYiGRRI59rF4w0tHW1ldoqDq6wDmIVxZNJYArmzfQQ0JmjjGfjQgaKqWpMl2mRcsr+/P5y81PGmk9tim5p4A+e16ukiaadj0F/rFRw61jmwYNXjzP/Uyy5YDsqhBxzIczs73ER7oJdnZOAfZh3BhsYT5pfOATbIngoC5p8d3w73bFPS4dumvPhobAOl/M0Ncbh9StlYQDvP1/W5dIrSRr6q3yoIQ+/FbjAxuYbsY2pjgTH2nwUPhYyAeaqIcn19PZg8p5MSmJqJ0/BCm03ORkYNYGjqJ8L25s2burq6qsViMabFDg8P1077cpvcfxbpsOraRhf67+ysTly6vr4ennvmrXXjbCNvfrCyNC3c9/yefOXn7VCkMT4+Ph6L/Qz+qCcjDwYWr6UAFrLvVkxELM3zjuQgSzYS6Vx0xdEGj5uBKbxm4EbeMnKHok5ACf84spsK25GnqtWeqDi7ObNmpxK9gROIITGPwTsUZCkdCdoN3WyE4TEfEIVxMWCgfR0vAtCRV4AA6zTor9voflvvcQ2wayf28fGxLi4u6v7+vt69e7c2xnZO0A13d3fDyAMIcl/mBO2mW+pKt3Wx+HZ4TWcQqevs7Gwcde+jummry2tyhGezbwtuye3PAAxRR/rJIjxHBonC2hHbRr85Pzhp6T33AXK2w2m3PPap95EBA27zlttQVWvBGnQF8mOghy5D51mGrVs6njOfm3c7ZyOfYWY+A45Onbi5uVnLF2Zs0AFdChxjyq4Zni1kO07e6bbTxnTY7VzRRsaB7/AT+0ibFyjZTujvHHSDZL/P9sHt/XOXFwPmqvW9GbvfuSdTCpLpU4gZiKnOp7fid04BJXuctBlhwtDu7e3Vx48f6/z8fG2jdntn2V8bU0cmqlZ7U/M8i8nosyPctDmN0aZ+b+sV0VeDc4TYW8g9PDwMMPH+/fuhJDCiCdi5Zvp46sz0wUAul8uxrZGnatNTpb8YffOQwUsaM/e5A64WVhtaKwHfu7+/PyJlFuzuc4onX0PBuJk/qtYj6M5DtXOxWCzWZmOQEe+6QF1VK8fYMpmGiPtNY/IbMWbn5+fjUCJkmHudisBWYjjA9LNqtSDPOf3IAlEw/sdo4RBXrXLzSa3I1e6WNecP0lcbS9Mgo1JJP1+jDmhOycABBuz6+nr0jQWUPvXO6SweAyJs1AUveLFPGlaOxWYNAO1PAOXdKSzzjv50zrXlrnOgMdzoZuiU9xOBPTw8HDMPjLmd6NcElqtqOIqcRpkAg3v49Cwjjk/Vui5Lh6Ur2A3fn3Yem5CzIYAkeNJ8mAGjlIkEsOZL30Pbu5lB5AR9Q7vsxE4Fswx8uZ5BA6czwl+m++3t7ZC1TJukrw8PD3V2djYi9NZR7gPvr/oWrGOBLeltRNOZJeSYdAfJeCcyCKhP4Mt97gsRZ9rhxaVpM91W98X6cQr7+dn/HjL6YsAMMRKwWHnxaeVa1adJWIFNAcH0diywvJfBMoNVrSf9Ax53dnZG/vDDw8OYFmIvU4TZxpc20C8Dw+VyuTbVSdnZ2RkpECl8qQC47s/OCUhD0UWvKBZQCgCIvno6lKmem5ub0fblcpVb6MgX9c9ms5Gm4rxV6Ghv9PHx28pahD0BQUa2unFmDJLXXE/eP1XSs+b+vb29evfuXb17925y8aqF2O9LkP9rLwZnSUf60+3WsFx+m1Lf29urw8PDtbrsLKezRekAkKcIeQcnK6Jo5/N5XVxcDAPoPGlHttgVIPeRTR6qenoSF2AwF6E5muyI+/v37wdA9DHcyJX3Jed9BnC82/rVvJtBBkC9wSy6wKkwjMfFxUX9/PPPI9rKPsQ+0MiAANpajwLK871858/9AbSRjnV4eLjGZ9ar8MNyuYruV607F6aDr1kXmJbOZTV97aiR3kOqGYCjk+HXBJrv7u4GCKpapxf9wGZa/6X8Zkmdxyd/3ukEWqceTsCJ7Pv98IkxhIGU20K+b8oM9cPnlndjBWSGHaH4345b9pO2ct3v4xrPU5yiySeRYfK55/P5WiqWo+6WS2aJfAS8QW0WwHjK087Oztr6Ii98t23wbMSUHFB3OgM+tS9ti5+zDvDvSXcDeH926Ry/dHkRYEYhWxFl8TV7fl2ZAoQWOL87Cef7zawUnicNA0Pz9u3bcUQrCvri4mJtqtIg3ANlBQ3jksbBs0x7GJi6HxZYR1UyPzD7m0qji7gmDRLYGYwvl8uhJOibp3vsQPhYaN5H262IOEWI/niaiTFBwXn6HH5BON32BN4dsDNPZZ/NR8mfdqIY2y66nDzX8W2C/NdQNs0WQXsbDoAI0UpHn+34TE1JUjf850iWlSF/pAfxPFPMtB2+wKHDQc3jZA0cKAkmMleRfZCZ6rSMMWW7t7c3dnqAlihv6iWlBHpV9YtMza/WE1yjz26LnXvuJ0p3c3NTP/30U/3xj38cYJ60MGQSfWWdw3sMoD2ty3sNnDN6R592dlbTvg8PD3VycrJ2cJOjYXbcHW1Pe5DRJt9n+eO9HW/S18ViMYId0CQj7H73aylXV1dPZs2qnqY6enYtnf1O5/l6gprcvjRtsmlIit7R0dFaRNK2yYEp20jXaZ7L/k4BKBw/imng6LJ5Gd6wM+pifrG+SqBHvXYMkdvDw8M6Pz8ftHS9YBeD4/l8XlXVyo5nbr5+/Vrz+bzdA97P4TRa5qiD+wyaHciAju6v88rTBnicu7GxPrZcJwZy2QTmf6myNWC2R95t/VPVC0jnYea9yVQU/t8EGqvWT3czY5JqgAHBQJyeno4pCtqyt7c3thiyoHbtJSqLcvXJggj2wcHBAOo2TuTwMiXqqVT3waC6U1Zdbi+0MACw4bbwV30z2kSaiDZj3HO6jv6ymCeNl9tC2/Hs7WSg9KpqOChpnKnXQuLoyJQRSyNqgUq+8lQ1dGNsj46OhtfNuFGmHDf/9pqMq8e2m+7PHG07UvBJR4sEHpYB7sVYZCoI93NohyNhRCwdcaEfGAaiTWlMieZ4PM1vgE/TAVDMMwax9IlFk7PZbG1RrNswm83GIqfcHgoZ8YK3vMfRHuvVLmK0XC7XwDJOBqliaeBINeE9d3d3a+PlCDxOpFMdrK+sn/gENDNm1jM4DkwvmyccUZuS9dQF5q2pwE4GEBaLb7mhh4eHIxpGSdD+WsrNzU07c1C1ChSko2HH1/ybwCTpyb2WbQPGdFBub2/r8fFx8CT1AeiOj4/HTlVVK6cQR4vxQ1YSpNPHdNy7ABP8ybM4wlNAL3mOup1mSJvTbqct9Ht3d3eH3WGWyqDRdpj+Pzw81M3NTR0dHY16HA22jgQLgXG8mNFOvoHx1Hh31y1zTiXB3uOIOEhgPGV6Qj/zE+Nuh8O88D1R5ql+bSpbA2YI4gVe+XsHdu2pVa2ATIKfKRCS7/B3M6HfDRhiOta5tUStvOUQBurk5GQYZO61cDgaZ2/PW8Elk3saEy8uo8mmQeeZuu+dsqJ9vod3ZGQX5t3b2xt9Zzs9IlVWqFWr083Y6of8zZx2Tw+bd5lmTD15i6s0jnzvAIyFw9Hp5AvT0bSxY9HxMQ4V7TaYTMNhnkrH5rWUBMsuzjP0FlXes9m7zHTOTPKGlWnSyzKMnBrQ3t3dDR506gFHQ7PTAffDg561MFhO3eA0LIyNZ0uspKHd/f19nZ+fj62xvJCJ/hus2IAgR46oQAcb6qShebjTfXd3d3V5eTl2EnGalJ1ejuL2EfBE0zsgbVBEX7I95iXXiRFnT+CDg4OxRRY0ns1maycQdtGr5BXalrYHO5WA186+wcv19fXI7fQiuSn+/LUXpxVUre+7DD+g3xhX7jOQ82dXrG8dHWSszA+8D53jQBby/u7duyGH9MF8aB2Mjc2gmtuFjclUSDsKORMxm60cZffT70174HdnoCZBX/If13d3d8c2cF4cCe3gaeufnZ2dET32TCB20/QHD8EDlm30hmUm++3/jffcdwfa+OTQL9pgu2ubnvxE8AE6OPCSn6bxn1NOX3w0dhd9nbqXT09ldAyd/3cETCDdgRN7l45ouL3L5XIMGkLkaQnflyDi4eFhbUNxKwoGE0FbLBZrp1dZKKpWm/o7gpVRpU19TrrYIMPwfrfpAyBAYbDjhaNXmaduhwHhJVLuVe7QgH7t7++vCU9GpztjmznXTt1IxdQ5XslrSTMrbpe3b9/W6enp8MKhIbR6Ljf5zy2sf46SC0JtCKykHh8f6/Ly8omyQ/nyfzoqvp5AsKrW6rMBycjmbPZt72WfFAYw4gh712XezVQnO0AJPuk3tKGNTtew0f/69euIDBM97gyC8xatb6xDoEHqi9SLWb+fe3j4tucztGImgLrQM9xr/UVqGQ5Q5iTzv425IzwGyk45cfsAzWdnZwMcQRvvwdw5UxmVS+Dhe5Hf1A/WGZZVUuvQZ6kbXpszbEBBQAcHyTn2gMNMxaA4Ypm/8b95g+9pP61jqJdP2sG1t2/fDv7r2lNVT8Z+CoS6nba/rsspgLZbALbUidYV6US73o6eBsyegbPTfHBwMADw7u7qeOg8JTGDeD5xGDn1Sas4KYeHh+M5Is+3t7ftjjL5P2Dc8mjbbP1EQILZdHjCvLEJ81lv2xHjXkfxGdvUj790eRFgZgrbA24DWfVUeXENo5Mg2aX7vxPUTqHyHkcWaKOfw8CjmBkUDI29b0dwUMJ4aQa43Md0viO2neJwlClTNAw+s78JFv07TGVGNBM5ekyUibbg2bPzAMbGgIm2U5jWce4X78CgQicvYkJB5up4rmNAPfVtGntKhpLAOUFE8hPG3IUpsffv368JaNVqJT+f9K9T1q+tmNcNcrxH+OPjt50p2GbKvAjQsjPkMXKEONMoNvE5soVcORWE+jj8gusZbcoodYIs+gIvOKLpXGM7kMiUo9w3NzfD6eSwh6r14+cxHugX70KD4ofnaWNu5Ue7M6KSYNpbZwJCDZY888YYe79iaG8ZYfx8aicl7+N36nB02EaaE+UYA+/cQV2eIk5547rbA318bDDF4KMDXkTbfZBJB65fQ+nG8PHxcYwzQR+fK1C17iR3wZouGOEghdf/VK2DOl/L2RGDTvgWxyUXsRmwGkt4TJ0i4d8sT05/4pM93x28Mm2yTOkyim2bbViXhsa44YDTHtpGeqnxC/3gXbb5OEOedQPDYf9vbm7G+q2UtexnglwHG7LPs9ls6DtsK/16LorNOGGD7PR34Bn9MjUGv2R50dHYXeTRROSzUy48n0n7WbqO2yBYOP0eT1m4PR5oCuCY+jDGME5GWh1ZzbqcJ8xJPI6SIKwGac4fgjFgji4PakoQEwy6vzCWp9qqVrmeFsbF4tspXRh/p0GY/gY9FHYG2dn5tvOIcwA9peXpfU/LI/wGDxnJxdBNOVp20jreMYhKZUV58+ZNHR4e1uHh4bgfRQpNiIgZaPjdOU33GooBAbwAT5JXenV1tbYDTI4PSnATv/p9GXn0Z9V6FIOoy8XFxZMFLxcXF2MrsNQH3vXADkHHGzbgzqv38c/7+/t1cXHxRL8YBD88PAzQBV1wKGg3uZikcBhMmnZOYesiMqYT7XAwANCMgbQTCp+SmjGfz+v8/LwWi8WI7vGc6cluQgauqQ+hI8Yah8U6lXEi0vzp06e1oMNU4GTKrrigozJ/2YY1r1P/3d1dnZycrB1GMxWRfg0lc1k9K4ItTn2bTpjBc852+LrTEQ1cfTiQo5L+znPYJIPHqvUDRqpWwC+dMTuTRIvdRt7HdXiEtvB+pxx2OMNlyu5wb0ajEzynfHu9hOkAkObcBDsBtmlObzINbafMDznD6JLt5l0J9B1x5l7GlTQ+gmnMOJOnnW0zLXGanLbjwKDtr4F0Ooq/ZHlRhLkDjBTn1rxE4eV9GTFJA+GIp5U2URPfR5u5BiOxyp/Fet6vlXbaANlQ+/1eMb6/v1+np6drBimdCDxfR6dhCjsB9DlzBE0XR1w6h8L1oZDw3L0hODRiKsheN1EqQFSmSvAsAogHzO/Qwn21908xvWk/70QQANQZHeoEzTyYYNo8bMDCgpLb29sBGhhjImIGAKSkJG+/NqOa8kxUliiL9yZP42AeN5BM3rKCTePpGSveb3kgQsJCIaK7gHgbIHgGoM87c62B++xcf3gZQ8+x2wBhfmO61qDSkVNydn0A0mw2GzyFc2wDlrMaNoguzuu3jnt8fBzRJ2TwzZs3Y/ce8gjR055u5gRC6vPiQOhDfx4fH9d0Fm1KMFxVa7qHsXW7Hx8fxwwBoJnxpw+p77hm/ZaRKo+x9QBtgGY4xbPZbOh5TmD1lLij/q+lJB95BsHOCf10FDJnkbo/7jVowsZUrcCynS7bQP7MR7Zj3M/vnhVhfDOIBX+h8wGP8CDfvTCX4lkfUhsyJYy2G5i7JO9nECCdDerhj73cbfsMSAnqVNWQxQSGXlNCvcwyZVu9JWdXkkYph+kIow+d6oXOQReyTsApoGmjKYwF3/k0eE67Y7r+OWR2a8CcUygJ2OyFpMBRDL6mSvdcgsEsXrxjxWhwmyuGPTVpYQQMYSAxfjas3SLCo6Oj2t3dHd6Q+2HP3MrdHrWnoxzBsVJKOlmgE7wkmM5pNgMN51x7cQWRMoCG0y+gOwDl8fHbfqZV306POzo6Gkb83bt3oy82ZFaUZnxPx5iGOY0FvcwrHZ1MT9MFsGzBZHsp6EgEEZCEomERHO+wx/vnzKH6pUsC2jdv3ow9ypk2t6HoAEo6cHktdQbf0+AlEEc2vPPF4+O3XGrSh6wc7aS5feYJZAZj4xklp194K0qm5/nDcULxw0OOCtv47ezsDBDPe0nvchu93znGPoMAuVAHnnPKB21i9TzvWy6/5Q/jHLNX783NTVXVGn/bKFk+PVOVwD9pDt0x+nyaVvf39/Xzzz/X3/7t3w7avX37djgr1qVpADvADC1c0sg7qsl1dCGAGX1gO/LaQHPVSs6wZ1UrYMksB/1yZLLqqS1+DixzD/yGPFmuCTL4uGZjB+quWsmo06MMtKiT/63PzRs8hwzapkCjzrlzu6tW+dxpj92evGbeNO2yD9ZHAE6vgXL/cLwNgu2I3t3dDRvKdfCJ7X+nH5PHjRloR4LRnNniPqf0oevm8/nI0XawLdvDewnceMbH9Esn2mP557DDL4owd4voqp7mcmaEtepppOA5ryZ/7zzcqqd51bSnapUHw7UccH8HKLPi3obcIMgGnYHH2AEqbfApbBdDHf6EZimIKbCpuFIYk1mSzqZdF007Pj5eW9xEu6tWJ/AAXPgkcsXUuN+Fl8t77SwZxBsMswODozxVTxVYF33bxFPmjeRfti+zAUA5EXnzFmcoNaLSVesLR15TMSgBCJ6cnNRyuayzs7OhfK2kXDy2/D9VPGY5Lem6cCZ5p5Uwu2FYFzFmjniks2mlj3FyxMqzKbSFKLLbtlwuxywE+Y4GtfA80fAuPaCqxgFBOGsZ9U7nAt6jnaZ7RpoMUPf39+vu7q729/fXgDHtZBGzgXoCgwxwkJIE6M8IXi4WdLChqgafQU/2iD46OhrvZrFt8oX5zjSzPt8m5cdOM232WFlP0a9NvP1rK/C5+dtRe4I1TndL3Vy10mdTYNogk+teT+B7oWPV+i5F3l2jarW4Hl7HxnbAHWBGfw2o+D3lhG0TaY8PW+lsS9phX0M2bX8725TtNrijncYc0BDQDC0AjixMn81mI3rroBszoMYiU2le0CyDju6zrycYdfDN91p+HWSC5lNRZujAzJh1hyPuObNguebaNnbpJeVFEWYbD3fwJY3ZxkvvAHPVetSCNtmL9fNVtcZsnjr1PQgai2KcW0NxjqYXBsCQCLTzh6wcYB6MnqeQDbDd/m6BZCqKKcHM/uV3T1tUrXK6nSLCAQcAFy8OIgqL9wdYdpqGDSnCm/0waK5aHTTg/FHTMYFE51TBJx1tUkFxrw9u8FQckc2jo6M1pczYESkziHmNxfx2fHxc+/v79eXLl3E4CcUG1cUK0xErK2ZHJv1pZWnnw5FgZm04YMJjZyPgFIlsBzzlRTOOWNnAm5cBszb0/sw1AtDHBtmghTod3eQZ6yYcNnSbnZXcicO0hH55D7oJveX0NPQV8uUZMWTcOgr5tl5B1oni8Q7SzwyckXnnmZ+fn9ePP/442owO8lRsyq/5xsGPpIf5wbrHQRT6R5Seqe8Eiq+l2Cn0dmLYm5OTkzWg2AUmzAcJ9uBxeNlA1Tmn0NwLWM2X5jecYwPuxWIx0uFIx0rswVja3rp+3k97iMxaDiyzOYtDSfxh+TTd/buLgZzbTjutf2i3QWWne5y+ZPuOvvPhW5ahLn/Y8pBOk+mQgY/OOQKbMftsTMDe0T40zYDXhZndXAeS7fEY0ofUGVm+x2ZvDZgzipGgeRsg/Nx9m0Be1dPonQUrjQ8AzdcxDla6KBQD5fROqtZP1HLdXtVatRJCe068w7mFNsCOjPH+VFSp6C18/q0Din5HOj0eF6YjiUpZMaKQ2Nwf7/f6+nrsmEG9PIdRvb6+HgvmPM7+jkDTXgyX92J05Nd9d5kScvqY/IfS4RmABgDt8fFxnEbl/VkB2RZ4gMImRwf5xLgAAQAASURBVObXVmwkSMf4+vXrWABrpWNHMOXeytYKi2Jnw88lPxtgVdXaLAh7pKdRAwDb+UQWAMh2VK3gq9ZBsPmHNjnaZRo4lWexWE17cygH/EG0BADqLZZMA+hiWTJtPV5V66lXXKdNTHlTz2w2G7MH1hMnJydroN85gzhSRHgSiDpCaKOOkWdWhnoNrmgX+tLHONNPg6sEK0kX6stZBp41Pf186lbG0bNt5qnXUojkEQhi/OBPHCcDkZyRcfAnAxzWG77mkyRdn+U1AyXp7Dr3FfkhQslJsskrncNJMR9b1nx/6jSCNR5z7E3yRNaX0WO303W5IDumgyOpqbOog5RI8z1jc39/P4J7OZZEqj1WWRJkpzOKrNsmp17FDjhqTIAOLNFhQq7Rfi86p98J7P2sHeFfMjXjuwFz1dMFFb7m/zuP3iC4mwLxdxtXnoGxumcNvPJZBj0jTumxwBAwE9MDPpgAA2hAt1wux+EKniKiOHrmvJz8jX52Hv4U4DS9M7pC3x1ZI1rnaBepEN6OC4XFuKFwOZrTUVlHqqDT7e3tZMQGOkNrgwGEMXekmDJeHZDze/zH/bl4iXsB7M4Xo60ec2jp7QBzgcWvuUBz79Ty5cuXMbbJd52hgF6mLb9blhLIWG4MQO2QopQvLy+HMcaJcgqUo1QAbOQwDRFts1xikNKQYGi988vBwcHYJomDeBaLRX358mUYdue488z79+/r3bt3a3mSXsWe8u7iNnvdA04N4IU2QVfAw87OakZosfh2st1yuazj4+ORToZOSHqStpFpH8isZ+/slCA/3lcW0GKngPHEwANMmL1B36ecQjeX1Pk2qB2I6QC3t/7LOl5L6aLLjkwa5JrelkU7hwmA4V0HQTLo45mJzj4ZDCZv8Qn/Yrfh8bT9Obtl8JrtNo6oepqb60CI20Lp8I4xja+bNvlOB9Z8b44NzzigZ3rimII5/C7ApWfKcKScsuFxyf+7AJCxRNcHxgCcZGeW96OTTPukEUEcdgcxRuhk3cCd+x2xd/keB3hrwNyB0+7FHdrPhpkJNpVkOoNrC5oJ4qlzexn+RCliUHnWAoM3ZCPuKZyqleHOvZtZwYqhpO2eokwjbmXWgd7OwbAi8r1JczNVKg1PTxNB/fDhQx0eHg6A4mghBhu6n56eruX12riggAHNbosjc9Sb7UueS+ehc7Y2FQsY45t7kPIbAo1SeXx8HKknPuaTMaQt0OK1FAwbAPDy8rLOz88H/yIDneNWVU9kp+rpeoWpCEIaB4C75bXq2zG/0N7OkyMYGNbb29u6ublZ20HDC0syygP/dHlxRLR8AIAdRgOMN2/e1MnJyXBC6QuHBOzv79eHDx/GQjwDDhvUjk7QlM9uHJAzAIV1ANGyXJizs7MzprsdPKA9mZqW9EojSL9yTUnVKj1uNpuNT6dbMX5e98DvjuwlbdIB7nQjJXWqHT5/hxanp6dPUuNeS3HesgEzNoiSgDijp7ZdvuaILfLIuNvRdKFe685u7DLya8AMiPJMoJ+3LKWzZD41+PIsEP3sHIqUO+uoLgKcjkIH3JKvwC+MEzaVPmJHSbWgL4eHh3VwcDB417M6zAbTnwxSde3g3uwP48F7uhl+l8fHxzWdnlFmt7HTN1W15tTbbmxKuYCGfE6lTb7UGd4aMBsEJKqvWvd6fE/3P53cZCiypFeYYNnRwXyX34FgE0HMaU0DV//RP3tspGI4pcN9c0SHPphpuz/3Nf83qNw0/TOl3FF0dgIwnk4t2NlZrao1kzv3kn1bPdXq6VMz4mLxLQ/NU7fpANjgWljTe0Vg04hZyXeC0dEZY2EQv7u7O7YwY1EfwnxzczM8dSt8vxdH7LUUgB0R0S9fvowUGwChFVRVz1/QxEosoz4UA2orbDsoGKn7+/u19JCqWouq+j2ccMcWWhgF5LKLYjmSxK4BXsCWW8iRZmQ+BZC7/TaUVatTJA20DV7sNBiEpM5w+z2DhUzTT4ICSVt4lXE3PQFA0M+6LHkmwSf6yGs1PFvEjEXSl7ahk52faJl2P1ys3xMsuW2dbfKz1gvMTiyXq5X+WeevvQCS7SxWrRyXqpUjBV3zs+rpLCf/29mpWge5uXCcenjnlCwi9xmN9TXsN/YoF+vSBo+Z25pOn9tpecs+JA+aJtgj9ydtOLghZQp+t/ymo2L+3dlZHeV9eHi4ts85zqjfB02dz+xTMHMM6CPv6+QDnZq4ina4fw8PDwMwYyPQZbe3t7W7u1vv378fTn4GXQhQkZZBv2jzlEPNs9Cc+9y2tGvblBdFmHOhCiUVSgdaUmElaKKkcvPzZsIE7c8BR3u1eEh8OqJRVU9AMm103Ux7sh+s0zowPDCIQf1UDmgayxTMNB4dzUzXrAfGMWDGIzWwWSy+TdeikBBOT9sTRUOx0J50Zsz0eKTkoFXVEPhurNOxSADiPiZ/JBhPoExxTpuVrkER9EVYvR0O44dcMN5M37+GQnS5qurz589jk3kDsaqnU5Ip61aWqVw7J5Znq9bzZZ3OU7WSL0eC4D2Da7aac8Qj8xh5N0CB53d3d0faQBeB4L3WEejD2Wy2FrG17rBBeffuXf3mN7+p09PTEQ1KcG05Ne/bMFgeeBb6L5fLYXiI4NBnfvdsGcdnw9t7e3tjh5QEntANPjB9LSfp3DvKT3Rssfg2M+WFYDibVesLLQ3QqLfjqapVGoJ5tJP9fC6d6cViMRb8dqDpNRQ79Y4mMn1ftXJuMlfbn3kdHrWt4n2dY2Gn1vyRerxqFbHN8bUtsBPMTjWObE/ZcnS066Td5hX3331IcJ32xk6if6NfvMu/5WyyHVy3EznDBjsSbwDp/nozBGSV78yIptPrvlE/7bdONWZy3xzcSmca+iCf8OXV1dXAAfxu+0BQ7vT0tK6urtb0kFNaPPaJCbmvc6pSTz9XXrRLRr4wFUiC4GSa7pks7rifc3TL0x8Zlu/qf3x8HJvzG9i6HohOlMnGnHuhA4PP4Sde6MC9gKyqGpGdqlW+bwf8MLge9CnnwSUjbS7QxnQC+LKPrFe800cWh7x586Zub28H81r4eDftdOTJ04A84+O0vTrfDJ804b2puFP5TDlU3f/2vv07224BHhzRZCsxhM9OAde8+Oy1FKLLpGLAK3a0LA+pAzy+GLEuUpD387/rMtDEUFxdXT1ReAZR7CPsjfyJVjIObg9AmXQpHEOiO5554tl8J3LKDI23SqLuTPFgb3Lv4WzAbt41jQ1Q3I80EpaPqho5ip712tnZqePj4zo8PBzPAiRY8LuzszOMF+kZlJxdQQ96LFN2/dtisXiyop+ImPUCByil4+p6OkPPuNsOJWBOmbehd9/YDagDUK+heGcWwJOPu6cg792i7QxGpGPna+Zh60V0Q+r2TVjA0UgHmzxO8D0y7HdQAI/0mzrz/VNA2f01QHM/jGsSsGU9FN/nmR7jHoNSAz8D/52dnQF+HbgyDRMn4dxzD33I4FwCScaRhc2J0Xx/YkUcM95rx4D1KZ8+fXqyuJi6l8tvay3YwjOdNHgigbKftz72+LwELFe9cNEfg7UNiHsOHGfDXXKwpurBk6J0kQPn2+QWLfaayFe0UOSUvZ+Zz+d1fX39ZFqe/zPMb0bm08bVSijzyqbonIaB31Mhcp3vNtreOQShr1rlrDsviugyx4ozxdO1keiRvUY7EBhp6M52VPx1vNEppM5DdF/9rAFX1fp2gfSZ5+kD08k4GgBj+AYQ4d0cMhfr11wODw/r/v6+rq6u6ubmpgU8VU/518o4FWUq2pS3qj7NyDMzb9++HTsnpDNFG0jBcOQz6/Rz8BkAlAI4yval0fMaBoNiZJnIsfc4BpQCUqFJgm/rjg5ccJ8dgjT4yBU5e975h/uPj4/r5OSkzs7O1k47Rc95O0gbZtMGvcB360CXHFPG4+vXrzWfz0ebfagChwQ5qtfpl4xu4+x0vGce5bp52LzJ969fvw7ecrrfayndgiznsWZJB2cTeOyiqAmuDWSmeGMTPdOOmccyug3f227w+/7+/pDV1CWu35F2y6b7ZDok4PYn31MnpX7hmnUe10kNrFo/lbKqxiJkgCgzt96hCflF7tl+7u7ubgQ1aIfpZv1OP/jzrmRZfH/KWq7TYjwpNzc3a4edpY3Azp6enq7pNAcR7PRYn5nGAHTL/0sd4RcdXNIZPF7cRU07EJ31PdfgZFSKGdvRXzOvT+zLOg1Iibja0FKPvVza8PDwMLa4wiBUrR9b60UP5AgSaXY0yGB5Skjt/aUSSw/RER/q9f8GwgBm+mhQtLOzM7aW4/rDw8MwtIADgGMaFfqCMuPYbISbdhPhxmhO9dUgIktGoKa+p5Jwv10/7bq6uhpetVNHFovF2oEeAA3nw76WcnR0VDc3N/X58+cnnr3HIemeUV/T045NGhEb4zTQKMDkVS/M5b3z+bwuLy/XHL6q9U3vaVPVKtrEvQBkjJWnLJFbeBpDhDyYFxj3o6OjIVNW1oB5Urgc8SDy5bxDPwfIB+g4euq+QScDCS/YtH7kUCZmU7gHEIvh3tnZGTvb5NiattYPjLuBLv+bB3j29va2zs/P6+joaE1/US8AxrrFUTcXryngXvOcnTpKB5RNW/b97vj/117IU4W3cwFv1dOAUOp/aJ/RRy/2y3qoPwMUHW7o8AH8jz3EOaxapUFWrQO0qlqLNHcyQLEjAH14l1NTnAJkm92leU3pOf9mMIdMuv+WGXTI7u7umg1G92F3GWOAoJ3mzukhdRTH32OT+teyhjx0gSDXb3zosQGLZRDRGIvUDO9ClrQ9OTkZa6dsDxwwyUgz9HQAI3dLeolsbw2YTUATJ5XXlHLJ6+mldGCQd3YAJD1JT6E6V9keDwREsNPAeYAzF5JpWqZhr66uxoKgjL55QKpWRsmg2P931620OuDS0crKf4oJPH5El6pqLQ/T3hj5o+QeO/fbW1DlO1zPcrk6rQmGJUIFOMVbNj9N8dFUdKIDxvyfYLmq1oyJwUpVjZSbNMCOQB0eHo72I5Be5PkaynK5rJ9++qmurq42Ohmmt3mQMXMKBPdbdi2H3RjDL1aERMnMl4vFYuyEgVG2wff0JmPr6KXv5d15r+WfiAZjvLe3V8fHxyO1gfYhAxg4L7ZKnsvIn3nThgxdkO200rchcF28A1B6dnbWyiu74QD8kXEfbOET4qjbQBk5ty7kukG1+cX0uLy8rB9++GH87xk+R7ptKK2zocem3Wm6CLN1Zqf/OVXSRvi1FDsIOIHOGU9QUVVrvDHlLGeKVhfgcLoaxfdn8fOMZ8p2AhvzEeNFQMqg2QA+d+2wnQRgJ3DuaOS28L1LI3C/0z5n33kvvzGb6cBbBgDog9MtDHxNJ8sHoNkg3uDT7Xafuu/Zx07OuCftgWmEvuXkYB9QBR8cHBzU8fHxkzVCLFi3PjKOIujlPnb4YZvyIsDcGU06lILW3fcShdM9l0Jqr4Lf7Q152s7ChydmpvM+uy5ERe/u7sb9V1dXawtU8G7ZforIM0JgZeXt6fyZQpnGKMFyBw5hSBsk09BRtP39/To+Ph4CbyBsz4//ObGH3E+mdcjtrVrfT5e2URf9doSoE2aPjXnAUWB/n+IZ7vHYJ12oI5UEz5ieTLmzxVlVjSmkqtWqdCud11DOz8/r559/fgK4TK/OAGSxIqzqN+b3b8nPmeLgXVfsFM/n8zX54zo8h8w5t9j87ba6nQaRDw8PY20CdKDNyLfBB6lK1AFgqFrta+6orGkJ/9NvA3q31xE3tx0Q7V1BMBDX19d1cXFRZ2dndXFxUTc3N+P5w8PDwatEUr2uAB1KZB0aeFwzUJCGyqCHvjjaib59fPx20t9vfvOboZOol7SoLlfa4Mp5lQlIeIcDJgnMMvJc9U33s5DUvP0aiuk9m81GaoJtp21o1dM0iATDOYucEczUtX6+K/l8N56+t+qprU8glwu5k5cM6nmG56CPI7Bpe/N9iU38PYG1F6QmljJopgCgvbbDUWd0pIM8zOA6XWFvb28sAOY+9E1G05Nu3D8FpLv+0G/rjMQ37iM0v7u7G21PG79YfDsI6d27d3V5eTnWV9B+p2lgT6rWt0O28zOVRvZc+W7AzP//Fq97SgEZ2CRwzPt8HUGbSkznfxjRkZ4EpkRWMLxVq5xp95upBkeb+R3Bc4TZggHIhmH435HWTf2mX7S3cyJ8D8YZJmO7FoTKO6FAG4Dg/v7+iKjC2BhVPFbyNz22CKaZ2/2kEGHOVbJTILgDpql8HZXytTQATLs6183vm81ma3m+d3d3gxYInj3c1xRh/vnnn5/dN9r8NaUH+G6Q1Mm35RD65zg75YGxJqf0/Px8bboZfuB/viN7jM1sNlvbgskROAAVSje3m+Q+O+NXV1dVVSM1iaiy9QaK2VEhO4nU18mq3+3cRdqawJB+Eg23o391dTWcDEAxaxjSkUTeMSxEnrN9dno8G2ajm+CZMcrZJOhxfn5ep6ena3yXi6DdBsbFizz9fuqAZpk6Zv3g2UjGbbFYDHl/bcWA2Wk9FI9bB4Qd2KAA0tJW2mZmQKSzYR6bHIdOb2SwJMEmNmaxWKytneFdyaNct3zSN9b3uN9Jn+TFDCakPnQbq57mB7vvYIHlcjn0IO+z/KOHsl38jh1j4a/HFX73rA/yantJGz3bnv2cstW2s+4z7+OPMa2qMctJilYC5sViUUdHR3V0dFQXFxfjeZwKZNe7hKTT5Qj89zjAL9olA0UNYdOQJjNu8sCspP27PzcB6g5IElnJRTE846hl7gwBMWEYFrphMGBiR7YQJJgPYTWtvKjPkSIirgxwpmZs2k3D9LNDYQH02LgOj13u4ch7Ge+dnZ0xNXJ/fz9OK4MZOX0njayFwdNb/BkAQPP0lLPtyUMGSd3vUzzn/1GsROcM5FEg3McexQbdtN3T9dT3WgonvlWtp1Gk0sxifpsCHjYCvpf7EhhWrW+LVLVaF0C01HuIGoA5ApLj1kWUmVXCwaZNVetboiEb5smHh297cr99+7bevXtXHz58qOVylb6RkVEDVeS7apUG1YHjzgmx3kunEYCXOpWIlI9HBkChCwAKtJd+OL3FhtHT4Z4NSgfIuspBiuQp+OPq6qrOz8/r5OTkyWyDgax5z+ly6bwZQDiFJfkR2nGvwb0XOad++TUXgwXPalatRzSnnBED46r1vGY/S7HMT9lu26EuYOX7eI/lw7Jg0EnkFXnvzj9IO2rHydc7e5NOhH9PfpsC/QmmO15KGqJHEmz6JM+kObrQ0Vqiy6STQn/GFZno2uQASI5r5+Skc+xrjBN9s/zS/9vb2zo6OhrjR9uqVov/3r9/P2bLHCHv2p78C82M0V5SXhxhxngYpXfM8BzYnfptqiTI7sCyt4zzvQZwVauosL2fjICwcp58mcPDwxFtNoOxy4O3dfF2UY4ww/Ce/sm/NDT5Z8ZOh8Vg2ePGvTAe7cKLzZWjy+Vqw34fzrJcLsdCoOvr61GXV/mzj68jWB4He/mLxWIYZYw1OwxgsNORIpKXkaRNvGQF5P9ns9UpjShv6oem0Aqja+F1FN6R6de0D7PBgmUgjQGfSVcreQPXLlLBZwfKrdCqVjMOb968qcvLy7q8vJzc6SZ5ijYASB2JqKpRD0A2p9xR7H7GhmE2m406bBhw+kjNQj84urezszMAK/Vbf3Y0TsCaefLcbx1neZnNZmPbPa6Rz0xwgfGDD9B9eciF0668j7R1ncGO21JVI3rntnL/169f6+Lion7zm9/U/v7+CGoY3LheZM9634Ybg+xonA1wgi7uNRDAFvi511A87e49v9Px6gBz1dP0jE02qGp6q78O/Nox6ejaOdfci7ymA2u7CqgkyJXth6esO5ghtjPYOUnd/7Ynbn/S0zKZdtrXceahjaOtxi3e1tL0h2+ZBea31GkOlFmfJB/5t3TIpxwD30s/0BnJC/xO6tpsNlvbfQra0Y6Tk5MRZabtDvR1zoBpaew6hR+mynftw2xPvwMmCZw3AWEbUEo+lwCR7/aqWPhiBkighvDZ0/D9nNhno+sIhyNI5PIeHx+vee9VqxPjDJ5ps4170sH970p3vQOUVdNpAVZ6MA77nnpM+R3Q6mPE2QoKp8JRYoSXlal4+91YUrygkKPETZNU0Iwl7e+UT77LdEFhophsXDDACHCm2cAXd3d39eXLlyeLJ+Cx11IS1GY0p+rpoQT+PSNyXvjocbGS7IA09zhqj0z5UBKPWVWtRUrznTZAtM0zUJ4FothxmJIl+gIQY2HYw8PDWCzHwRdM8ZqORGU3AbApvZlyiRx4i0juMy/Tb1KumA2xUcIYLxbfdtPgeu6wYADkWUc7/eYj30Nd3fQ3Ovbq6qpOT0/XbEPSouM//lyf70vw4XsMzDIfMvfvfw2FPpB254BN1dOIsYsBoB0971qSjgvF/Jf8YAcl669agTOnMdGXBDa2DU7hwgbNZrMnaX/ItnfOoA1dqgnvSftiHvL17FPqu7RHXb3IX8fXXYoTxdutMc4O8rjvm1IZDU5zHLI/2bcp3GKZp+6uT4wXkeTc079qdXLgu3fvRpTZs3LGqIy5MUMC5pfOBn9XDnN+0jBKRgTy3jSinZfm4utmaMByRparak1YHY20t+q2k+vnVA0fRIDBxoAcHR3V6enpOG2IPysHK+8UQEcrTQue6/rrevJ7Gtj0/gzmUmH5lJ3Hx8cnANdRJEDjbDYbx1WyX6nb5EWUh4eHT1a7O5KI80E/OoPsa56KtvLm3fYq4QXzB/cRNWesd3Z2RhpO1uM2cN/d3d045556cd5eS7GXnwqa3z3mVetA1BGI2exbPjh58a4jp0D9bt7BPdQJ0PMeybyzA/ZVNXjDOoKxAvh4ir4DUI7moFzt7DrK5eABPJTREQyy0628yJF2dHrRJR1FIjbQyoEDR25YW/Dly5fRLzsNyBwLb6pWB4mwNqFqtYDGU7w8R13oQfpBsb5hrA8ODtamX2kT+9ubdxhX63H4xM6YeQz74HUWna3JZ1PnsCOQF1z+2gtjf3R0NGZA7RCbn91Xj1nOWOQ9aWNsqzq7ZzkyzRlX+KsDdJZ/gzTLEeNj+faCW89O0XfLpdvr/nSObeoNOxaUrs1JzwwqJF6i3aljeBaH01F3HGr0nRfcTwXsOifBuj11pJ95LgCSM/wdff0JvUjNcyCA+k9OTurg4GAswEf/JU5K58W6s2p9QeM25cU5zDQijVzea8GgAwmOXSxQXemuo2R5n4mUKRcZCTNDcgCCd4hYLpfDWHAP+wcfHBzU6enpUEQGy2ZG8qCr1o2vIzp5HO8UOM7fUgDTo+ocENPBwKOqxvQNEWPTESPCNUDlYrEYJwHST1JUYHxW9PqQFoMn6HFwcDAW0hHJcKSnK1bAXfSn8+z5BDihRHZ3d0e/rOgAEFZU9tJxfHDaiMS/ltLlvlJwbBJEm38AI1W1llvnFJVO9jtnLwG0T9H0vXaSiD7Z6PFOok1eDNc5WgbJ7hfOJLzM/yj2k5OTOj4+HvzDdcuK0xR8XxoRgw3rEYOUNMaMHxEWO5kHBwd1cnIyUgpOTk7q8+fPa7M4juhV1dosErLKLBqAMQ0p4wxtmWFgZin7QDtNA6enkH95d3c3Zr6og34zPglgE8Ag50TXDYqSV1x/1omT8JrkGtklqFO1ShlK+aOY/yjmQ8aMkja7i1h3gNr61brE9O30TTdjgFw6kIJMwJeOyjotwc5bBtdowybQ7H4lP7mfBoH87ue6YE7iGeSCtnrGZLlcjvRHzgzY29sbwT/6nU5Bttmf1okd1kh76/HqroMPbEeTDn7m4WG1E5Hbwfjv7+/X+/fvBw6BNx1R76LMWTK97bnyIsDM4DgStalMARa+d16XPzvj6rpR0jayVtJVtXZPN8hekJNb0uztfTuhaz6f15s3b2p/f39sqcaUQW4JZ7BHdGxnZ2eASNPSuXWdQoIWqcjSs0v6JKN0tHMEB9DhXGTnYWNIF4vFmuHk3T7YwYbUoJJT5Dx9YjrzHNOHKMXZbDai0O6L67eiS283hRsFYm+cbcicf8u7MLYe8wR1REINQl5L6dqakXnzmoHa7e1tXV9f13w+r52dnfr06dPIPbUcbuMMW+6qauSzOo3AitERVIM+3gGQ94lnno42QKZu+ueIadVqdxz0AadOffz4sT58+DDan44oxtgA0XJsI5ZgzmOAk2aFb9DAfa7/zZs3dXx8PGT26OioPnz4MBYDAUbZIQY6kcLBWoLF4tviXtPIecr0BaACCEZmkOeMZtphAeDQl8fHb1vdsV4ijV/OKpovqc/8xLoK6nBkPz+9lsG8cX19/apmjh4fH+v09HTsOODgiEFg55ClzenurXq6cNNBKn63DUc/5roB/pLm1gfIF44S8jwVHbSeZ898rqVDkDzpOjqdlcCrcwoMkt33tFG2o9l+eNjgnwACcua2+4RM5NjRdYJiXE996HF127t7PHZdMcbAsXX7unGzg4Sj45kl7iHAdnp6Wjc3NzWfz9dmv20PrPc7R86LKrcpL07JSGXCb9mYKeOYDabY4/NAuC7XmXlNPOPITRrRHGCmLJybldP0GJU3b97UycnJiDARWbb3WrVaBMf0qKdt8whP+m3D13lCm0Bz0tIeMvX7/vTG+c1T1HiyRM0Xi1XeKJ4u/aGwyMJg2l4k0ScYm6hHRtLs7XusnRLgkk6Vhc5RDNM8wbIXk5mOtBkB5pCbzNvMKejXBphz9sXKPp0O7rm/v6/Ly8sBJHZ3d+vm5mZNN3QK2RFrikEwNLy+vq7Ly8sBppz/amNrmqOkcXJyMQyF8eczDZud78Xi27QnJ/lxhCsAlAgzKR9ToMTtz4IR4DnThd8ZB/pqumVakutg9uvg4KA+fPiwtn88R4XPZrPh5DDFWbUydIvFatsmDDjgmLFJHnIqxOHhYR0dHY3xz+310imAv0wDg2svVDRfmi+SVxmL1KEeA6d5wCf05bVtL7dcLuvDhw8j8uhIfRcJhr52uqAjPGbgYTuWgZ4OVNEGgxmXDszwbgJbBtu0Ad1jGSBg5dSjqm/75vOujHB2aQMdfTJoY53pezMI4N+74J2fS4cu7bnxiVMMZrPZAMWWHwNQbJVTUbItmepkXugwSDpFLnaI0UVdIMsyR90EKWxzDeBPT0/r69evdX5+vnY/AT7PQoDJGONOD29TXhRhTgVlo2owlszD5xSI9jOp9LuBsIdKQQB82o+fR+EzwJziRF2ZP0UKARFE9lpNQ4EHB41srA1KuykIK6eX/GWZoivvgVkc7UvPnrb6pB0YjfZj2Bkjzro3U5LCguAbjCYNyF9EmDDcXhTlSGA6U9STwMl/7qMdAyLWPk2OglB5ZwHqZv9d72/pOlHur6U4KurIaMqg6QmA4KhVQAl7EhPVOTo6Ggs3DPKyeJoROWU9AWMD4PKpdi47OztjwRjjkSAqDXY3o1BV45CaqloDuTs7OwP8pSy5L8jSbDar4+PjMSvFJ/oJmewMqx0OByvMzwY0lrlMT3n79m2dnp6Odl1eXq7N6MDLPOtt6EgbMw0NRJ0SYjnIfNLFYlEnJycjjc1txKA7dcW5haaFU/ASGCdgfnx8HEDXC1HT+XYk0jSmv/P5fARXXks5PDys9+/fr/FWgh47dQkiXbCf6bzAb1P22k5s4gcX83LXVuuljIJX1Rg371sMULbTyQyhgWmmKsBb6WAlMKTAm/TNPJ32P/vLu4xVwBQU5KCrl0PDsDvIDnXxHuevGzB63A2MPUYeV9PddN2mdLTM310I0qUz5tmqvb29kXZ2f3+/1n8HIIxPrDs8o75teXEOs3NKUEBmADqVwJkyBe6ob5OXV7W+SMlMYsKmETNzPjx8O3Tg+vp6bXrHaRt4Yjs7O8PQYSBQEOnVOkKBd8N9Hsj02i0kZppNdKp6mn+UzowNuqN6GbVy5M9TllU1ALHHGDqnYeN3HAwicqS0WBFRfEoiQMxKG+CM0bWySx6xArcHzzX6UbUCtgZkSVfAIAJH/+iL03Eyh/Q1GVYDhDRM8I1lg+iFdw7wkemceAffZR5r1fqMj6PLKLWvX78OZ3axWIyoiNOrrOQBRtfX10/2VHY/M4pBuyhMawKWMaB853RMFruy+M0GzryAQj86Ohon68G/Bo4u6Qyii7y4CT5Dh0C3DvDgBAOYWQB5cXExAHxO4RJtZnzcv9vb2ydRIIyPp08TtDOmlnnLlR0CxoX3G3w70tSBLNsmUoaQxwTUvMf2hGepn0WI3UzFr7l8+vRpAEjs3FTKQcpmBxbN19ybY5z8l7NXBi+edXK9BmOuwzbdqZOJGbrxRI7ZO52+OCCUDivP2aFNZ4DnfK+/u3+um+c9m2rsAd93QM60Q9/i1BvoHhwcDPvmMVsul2OmlHdb7+dYOZrv/rq47qnS0cHPWKf7GrnMns2mPeAMHHw70xm4ME/t7e0NPnh8fBxb5G5TtgbMnjrzNUB0AtQO6G4LoH0tgWFOZ+zsrLZuY/DTwFetor8XFxcjDxdl7xyZqhWQm/KmHB3KaR/Twp751J8jrAaiZmgLbmcUrcCSsbnmSHhet4KBxsfHx2uerFMyaBtbx8HApr23oHM+tE9EJPKD4uM6gjKbPT0muwPMXM+oh+nnlBNP7eVYLZfLurm5eZKvyA4CRNWIqGZ76PtrKRnRMQ+Y9xyFdl4wi6qcvmRjwfhlhMoFuUWuHdl3fjnvcHvv7+/r+vp67NRiQ9MtCoMP0Vu8w6lW9N/RIaK0bCPpY3a9BmJvb2/oF8AuskYOYr4/o62OKDnC3Rkk2mzDaJ5kvI6Pj8d43N7e1pcvX+r6+rp2dnbq5ORkDRgdHR2t7XxDOyjeRcZ8QXs8/tDSiwJvbm6e5FAaAHk2wv0wSDFAznZwL0d+k0qBU2A6dlFQ3md+fm3l9PR0BHl8+FbaFvpm2542F5kxbzk9w/faFuTMDfdYP+d4Vz3duafq6fHMyFM63VWrWQjGE1mFB1mcnE6B2+iSujFLOrmmW1UPBs2HtoEO7PFcyoDxD7JIYA/dbHn1/XZmE0vYaeicBPfLdnPKHuPsWv7RrwnOXaABujzTZWxLwBSuz7iKutHxBLocMOtmPabK1oA5wZIZOT3FTlCqNi8CtLeYA2WGTZBDFMvM1IEAIhxM6WZEwuCArcISNNEWiE07mb5kgYv7ZhBn4Mi7GFgbzQ4obxLo7lrndPDeTDPwOFJY4AQNiEw5mmUP2TmJ1Ifn510UAKtMAy+Xy3GyF/TKiCcOhT1fBN99YXwQIk8fG4g7pcdtXy6Xw8A6IsM0NWkq1Pfw8DAcMCub1xSJytmVqhXPGtTRP+jno5cBYnaUoBGLz+BB6jR/oxiRS+jPe717DXzAu7x7QYKh7Cf1Va1y+ODhzGnzoQcYI/QMvO+1CkTCr66uBj+wNzLAhfe/efNmTbd0gAzjYiBj+ez0HLy6XC7X9jD1lCUyycwPv6Gf4Hs7L8gNdHIU1wbHBstygjNCP75+/TpOCSUtKyNt7lfqJuvuBM7MfLBzj3ev8X7EBguOYppHiC57qv+1FDuhnq62XU3QPGVnMnKa7zEdbSP9rPVt1fQssKOLdn4cAMrUKuME7IZ3e0FePQNimzsF+uzIZdsN0BJwJRA1WE47YTrQHqd4QIuORuhmYzDjCGQVrOK1AwauyGsC5o4exkvum8fB8s8fQRX0DPenzqBOjy3OXs4wg0VYW+KZFG+yAH5ADxFkYUtcZtK3KVsDZk9Pe9C8v6WFKZlj2+L7O0/PXkmX4+d7+cyQfdXTrY6qVpHl4+PjJ1N/ZgqMkAXaffdBJhhYFtk44ua/9PpSsdFmC+MUbR3hoc1p7Hxver0oHZ5DgDFCb9++HXsrp2Lwfo9EBIkYAnIsNAAuQJf5Jr3p9DRN84w+oCg9Th5/9w0l6l0V/E4OtEnF9vXr1xEtQxi9if5rKN5eLw0D/MA4kJsPPThW29tWJYhylJVi8MT7iJAS1eP5zFn2mLEVZJYuauL2wLf+nk4qjhc64fHxcezFToTZChh6AD5ZUAf4dLpRgjPkxX8A69StNkLIqceP+lK3OULHwUNEHjMi9/j4OFI1mEFzFJd2I7PuB8XOJrqPcWPMMHCd7fC7/M4Ey273169fx4mQuUMKU6/o2rQVBid8hw/fv3//hMd+7cXyynhmdDlLB57Nj91zBi9V6yDTnwkarW+yPn73LCC8loAe8MeY0k76wY4wXhdjPZ6Rc/ch9UgC6A4s+34D3QSV3fMGq4BDB3gcGHSgB/o6Ku3vHlvrE+ODjq75O8+BDTLloRtP4wk2T4DGSSPTxMDf+MT2mmcJyjiFtGq1lsKBA9rhk5yngixdeVGEmTxSCMB1iEanzBBJvCxTYLoDgxYyE9NGwsL48PCwFjF0pAID7sRyDAmM6rZk2xFotyU9TgSSqQDyZhyh6vLAoEsK8ZR3n22zY5N1uO/0zeAag2HaM01LNIq8QMASzG+h5n0G1Y4U2iAy7enpawOJBNDJGyls3ayHhdp0Mxg0qDBYYIrdzg3Xmda5u7uro6OjSUPway0AGMtxGjvfd39/PxbMAh59j6OpVespUxgtFKIL15ze5O++j9SYqqfg3rRPfnEkMx36VNL0hWjwxcVFzWazkZPMuzFOrI0gp/Dx8bE+ffq0lo5iY55pGAYcfPqeNLR8pmNp4IxMOk+fetk9gdQMpqntMOIU4DRaNkx7FzsFyEqeuAZ9l8vl2pZ1numh3V6Y4/56VoR75/P52LWFa+alxWKxlj+dJXWT8/FfW0GnkfbmgEzV00Vc3Wyhr/teP29e21Q6O5XP8/7kV97l3OVMAaLPOQNtu+s++p3mBc9AdNFT9yWxSNKf/uVnBpnSqaevfrdp5xk1y6L3JEanVdVInUQP0w7bQ+tC99cAOW1ChzM6R4O2Yz/cBtvL5XKVLmI7XbVuC/K5nZ1vi7GZEbfet8PhLWGfG7+p8uJt5WBIiJiA2cArowZT4Lh7TwcG7UH6PnscVno+Cjen9apWuYm0E+Fy8jh1ZRoDA49BsALBWCCoXiDmKREb06nocjLfNjRkHDLSTJ9diID7uZx23d3dXcvp/vLly4juHR8fj2gzXj7vZcqEfgOIzEu8D4PH/ck/pn2OY0bbnHLhfmP8MvJkUAFPoLgBZswOLJfLAdh4D4aJVJNtx+jXUKABNDEPMgbMEpB/enl5OXJxXQdykU4DvI0zmvxuwORxdGSRdwCKnLNrhy3BJ06bZSdBQwI1dArOwWw2G7zu9AyMlGlHWoN34DEvw2N8t77q7sn2Wsa4lsbc48Hz1qekWx0eHg7AzGl+pNqgm4jOMTbQinbSdqfS7e3tDXnJMbYhp70spCUSTZ1uhwFzAmfkjx0x7Pwyo0WahtdQmMapQ1gwCM+6v6+lkI7i6fe005YhyySfzy3aTaCVcp922TII33SpFTl76fYn+Ex5pn5sMzM1Cf7RFXZS+c2A2X1ycCDpkqDXJdvtz9Rj/OY2+MAkB7XQb9gqUt6cgoKD7NI5AknDjmfSadhUH+20bLGNLzJp/Zg8UlVrgHe5XI61GB4vePzw8LCurq5GNgQ0oF4HhPjLtM7nytaA2YySyi8JlwK0DdDL31M4q9anfTqAzP2LxWKE3FGAZnw+fYpXVa2txvc7iUJXrXZPcE4yOTK8n+ixE82r1rdEMVN3QNmli9pPKb80wklD7jHIsOdoRYNx9BZqlN3d3RFpnM1mAzTzG4YdsAK4ImXDY4FQPzw8jGl+ALrb3ykkC6QBsK+nt5pRo1S6dpDMI15A4+gWIPy1RZerVvTLxQ9OKaJ/RFrZWo/7oH1GeChXV1dP+NvT4naE+d9rBKj3+vp6bBtnucb4WjaQQYrlwukGVbUmCz4ZDifKhxSlwYdncaBzd53l8tsiUnaNQd7pUxoe2u/PBKTIaMp38r37nTpgf3+/Tk5O6v379/XTTz8NR8dHQO/u7o5DT3waX6YsWadQv6fAcbocdUtZIZ2CdC/zpKNOaYBJO5jP52upX8nTOH1XV1cjp57xNADnE93GjimvsXj21DbG6TIO4lStg8Wc8vfvyWdT9tv/ZwDN6VDmKYC60yz8HAX74vrtfDuiatns2pOzrrY1HajMQFTXZ9+bv3eYqXvW9Dc+YW9x9Bzgc7lcP4isarVew+/lnaaPx95OTEaZXYzJLN+Z5sc1Zjx41jbAfIUutm5nvNnil0KA8uDgYCx8JBCIs2095fdCw23LiwAzhtMMk15/B0z9fZOBcMl7OsFMgJhg2VM7Veu5LV5I5ty+rs/0lUF05LSqxtS0p34MzjxtAkPi8VogrNzyj+c7R8LttRPj9pk+fqfzkCipUEml8AEABwcHYwqa9ISq1Wk+KD23FSVmIMu4IOiMtXcHSD4wD1m5JUjO3xI8U79BNsWgBvCU9ViQHXF+TcXeO/m3TquhrwCaz58/r/F/pl90SpBcb/M2ctKBJ3jB8nt5eTmAaTo78Jdl0qCJ+3kvThx1eYz9Xiviw8PDkY5GXThPRC8B1xxyxMJTK22nBFjGMuKexin77MhIGqh0qh1lZ8yJOr17966+fv1aX758WZND647lcrUwN2eP3MYcW+utPI47bcXe3l7N5/O6uLioo6OjwRe0ZQrQsICQxZ92pHwvPMH2g46c8ht9n8/nwzFLkPlaCrMebGeY0eO0Uy62R1Xrecnd7IjLlJ3m03+eRXK+qUG5eSiDIrQt9wl3P7nO/wlCvfi3wybZh+yH+czvzFmUpNEU5unsc9UqOsoe8XYMst3QgRkb2uJAkd+V/fRfN4YdPSjIbKbTIV8EXnw9I8zZFmM09p5OkAttTk5OxumlTuna29urDx8+1OPjY/3pT39a4++pWYGuvOi4ExSIvZWcNvU0hv8gajJLGoL0fPL+KYNCx53IbeNGu3P7Nkcw9vf3R/SYYsBL7pCjr8vlau9hDm4AmNpLtyB4X1ULd+ZPWcDp+ybAbBr5u70/e2ZVK5CBIUvFOJvN1nI2+UQYicSwi4Rp1vWrqtYiO/AUoJM2sUAg2+uSztkU+OIzp/rzOsaSaFtGxVLZ+JPoM8b+tRSAPsbKW7hVrdIt5vN5/cu//EtdXV2NtCV+h09NW/Md6Q1Wdp4us6G08kL5Xl5ePjmQxLxlerO/sXfaqFo5gUQkmcZ3JDLXLVCsc8yP8EvV6qjw/f39Oj09rXfv3o2TQe1I+3/rkXSKfb2Tf/qUhiaNnUEsY8RzPgHw7u6uPn/+PHi6qtYcSvZQ5hlOdXQwoNOx/Gad68ADUUT2zyatgmixp2wTNMFT3k/ds0OMoyPN6Ck7M7ST+uA3nH/60znwv9ZCmo2DMh6HBMVV9cTmML6uw2UKNFHScUuA6eemIn7YY6cJMt7wEnLcBSsSFOcfbcHmmWe7vroPm+hhm5u/+/msyxjItOgcFhbM+17PKnAtZ6fSKe766HdmPx1xdjTaTm7OJvHdaY4UbKjHHaee67RlPp+PjRms+7jv6Oiojo+Px97ptA19T9Aina5ty4tymLupBSJUXci/8xymgN4212HCzhMk4uNV9RhgnnEeruufzWZrRzvzu3NdM4xvpsoVrV7klNHl3BXDxtH9TS85Pb8UPo9TCl0n2FaYMI77ZwEjypZRIbZu4Y/oTdW3jdPZID09+DSeKD2nqGBEPW2XfegcM9PB3+HH/KPfCDLb4Jnfsz4/B2+ZVzY5M7+24j7nKuuqGiD6H//xH+sPf/jDAA0onarVVnFE9hKsMZ6kO8D/LKjDICJDVSsweH19XT/99NOaMUSnONoEj1atpmpns1V+vKPGBvt2jnKWAWDrnS/oD7tiVK2mkMkTfPPmTX348GGcdMhKfcA8oJn6qCOd5W5K3MbRRj6jJTyDDuJ+6x7SRviN485NX3iBhbkYJLbdvL+/r4ODgzo6OlrTaQYCTh8xvbjmqWSCHtfX12OBJX32Ljp2fFJv2UBDE0e8vOsNNDEAZzYj16a8JBL1710AHBm42NauVK2nEHIvpbOjqXPt7DmQYftiIO3ZCxfbdSKUjJv5wRHp3d3dAQqRV6dW5cJPg+apSKdtTkePjhZpD1xPZyegAfyWWMN22foJmbK+4DnjGjBR2kzf3/Xd2KtzBjJg5U8KY4uDU7Va3Oi2gZkyMk5gkm0xfYqsZ/CIMqeN//Lly5AH0joSvD9XXgSYYcCOCB1Aye85IGaaZKApkMe9vjabrdIl3A4zv1eq8+e8HBQ4SpO8ODsDHsyqbwbVng7pKgDwNHikgSRzbooQZd87+nTKKumagtjRyeA5y+7ubh0eHo62m+ld783NzchDps+00REaRzIwqqnEMIpTC+k2OQ3PlfSA+UPxwh+bnjdANPh6TYCZiDqL19IxeHh4qM+fP9d/+S//ZfQL8DEVcUuHAjnzIg/k9ebmZhgydAw8cX9/X2dnZ2tyaABux80RVGaCUmEDilCSXYTagCIB7devX8f0rw9smc1mdXp6OnQAQA9A6oVmRJl9LZ1bA2cbv85gJ/CcGg8Da/85NYzUEqK9GGLuYbyqahwP7lSkPNDFRtx8UbXa5xoHxn0CtLKdG3yEcYX2uQUk40eh/ow03d7eDoMJXdE1LGqlXs8+vSbA3EVTDZpN79TFVSvZyKnvLvjV2a/u9+ThnL3zDKBTdzLXv3MyM1iBHkFe0WXwKTans7fpnCZg7q4lTRiDBM95zxSNTO8cK+Q5Z6StR3LccAqhaeqSpKt17HP2zH3IOum3bQH3LhaLtXUd7rN5yM/RD9ve7EOup3I7zBc4/qlDNpUXAeaqWgOQKFUMiZmb3z2IrieZwkrVREimTGPJMwarZrqMrliJUugP04Heis4etiM/eDLk5NJGAB65imZqBtHRG/fRTDL1RztSKW0CzUlv32/A2NVnpWRwy4lhncLJ6JtBiesx/RkDKyvo+fDwsBbNfq6YFinAU/9bYU9Fls2jOV1ctZoqfE1Tt5eXlyOlxgtHAK8XFxf1+9//fm0PTXjGKVoGb6a9oxnIKcC16hstOWnOYLeq6uzsrK6vr8d1R83gI8/iWOkylQsvWGmjQ9BVRMtRnK4H4AzPA4SZSXI/rYiddsWzGGrzj0EucsZ7PUNno5jAzQaS+i0/NqoA9hwX2vf4+Fj/8A//MBZMe9EutGRaFEeF8fYBTvSDnFLo5D5WrR+mZF1xc3MzVrwDzKFHN/Nnuc6gjnOaCYQA+KEbM0zX19d1fX09IpQJ6F9Lyd2JEvymTrdN6WY4qtZPYDOfpT3qQJOL34kseCEv9OYvZzzgX8uKdW7OsjgYk86B7TvF/Oo++XvnGLhk2/nu9hnwGR+lnFufWkZms9mItls+uYd6HGzIvGK3P/EHtLAjYgyQ1zvb6nc5yGRZTqfautXOPjx3d3dX5+fna7xAXxjvw8PDsf0tdZuvFovFmG14ybqjF1n2BFe8yNsqGUx7SqEDzsksL20Ln0TGeH8HAP2/83uqajASR6nCVDZ6buvh4WEdHx+vnf5lRnDk2gbbq+5dOlDs3xJY5+9dSYeEflogk572KC3cHlMrmjdv3ozFNgbS5CB//fp1HL9Lm+z5WSh5Ry5GsVFMr3kbAL3pdytlK+6kWyosg2sXwGC289dcfv7551oul2upKNDh8vKy/vCHP4wxRLYArhgqQJFlzDSDJrzn8vKyvn79OiK4dj5YSHd3dze2jzOtcUgODw/XTnOqWo/6JyhDuc5mszUg5CiuHVrA4v7+/ngX04B+hlSi+Xw+FtF9/PixTk9Pxyl2TivqIimbZDh5NHUw/csoC/KCTHYG3vxMBPdv//Zvaz6f1+9///sxU1S1vuiIegmUQDdAp6dH0a3QDNmw7Lid/HZ7e1sXFxcjiu/TFE2PrkxdZ2bEO2VYz7GLBoczOSL32opnMxMkbvOXz2UAy999LQNiU/+nzrVTk/d5rJEly06XEurZQuwOtslAmu8pixm46frc2VHusdy6v+gm82jiIIBhtgW5Rw6rasibbWsGLf1e09K6yFFrg27nKqMX3W7rrg7DpP6qWu3eYrBKnw2muY4OMY+QIvbhw4cRqCHYsru7W8fHx+M0UdqRPLKzszPWmmxbXgSY6ZSjBkyPefW3ByQZf1uAvM19RKrM7PZ8tmWW2Wy2BrptOLmXetm6xOkDrhvF76i3BTOVSwcC/b1TUHlf93yn5DqHhd9RkNDHBtcOkp/hdzb4J0r15s2btT1Rb25unigagI9PHnI0gOJIVToaz5UpQ2cBtueLUKaRSEWe0UpowrTuawLM5+fnoy8sxHp8/LaF288//1yfP3+u2Ww2PPmqp5HjKSfOim8TDXF6q76NM9Pink53dBkgkPT3u/kEbKe82zjg6NDmqtVx2ESVj4+PB0DHGWRGgfLmzZs6PT2t09PTAbLtdAMuOxCdQKXbAss8STvhNUfdc7cBR5/JoTbw9Vjd3d3V7373u3p8fKx//dd/XTOYVTVyxe1cLpfLNWON3sMpAow7x5LnqHd3d3ft0Kjl8tuhJoBbdH1O325b4FWcMXK1PeNAVPvhYXVAV6cDXkMxWE6aJYCuWl87YxtoWU45t/17DgBSR0Yac91DF5SDR+lTF9TJPhiI2TaZFmmT/QdvTtnNzg4bKHf2GX3jtk3dmzbb/yNvjvjDn5mCYL2WQap8f8cXjjAntjBNOucf3Z5pNsZFVTVmGy1jRID57lRJ2nB2djbWT7ivOzs7Y9tMFg/boQB3oWc/fvz4hP5T5cVzx5nTSzSAvTrTgMG8LwERGdFz8SA5KsZvBnK0D4LlNJ2N/s3NzZMtqIgyeZU0URMbuqqnJ/MwreCpsRRKaNgZgCmw3IGDjnad0kqAnJEY+mNllsrWIMV0ePv27Yi2GSBAV69a9bYwafBR1oyXo/sJfDqhnaJH97uBswEz7UiD6XY4HcP0vL+/f7JJ/K+53N7e1tXV1driuLu7uzo7O6svX77U3d3dAD2WIysvaGgjNiW3XYFuu7vfTpT78uVLXVxcjN8AZnawEuDybk/rcjxyl4M6m81GhDu3QXJUmWNXiUg6R5/2VFUdHh7Wu3fv6sOHD8Oh5vcEp7Tb/GU+yqnwlHlHa1H+jIvlwQX5Mni1c2rA7KOgf/rppyf1Qkf0Jc6vQZZzFZF5+smnnWGDaeolyvzp06cBxJ3v7n5uA2z57evXr3V2djZAx97e3tg2ET1FPxzVe00lUzE6mzUFlNKJgwYOZOSso4GV6za/ZHDCuiJtONccJElnyzo5x302m421ArnQPmXRdecsUGcncyats8nddct61dMAVBaDYetW9xXc4Wh62i6e8cxg0tnvy/Z247KpvcZa1hXoZGwsKVzgR+TRaVJuv9MFq77tBMNCPmMGZqKIMs/n8zHm3EfabFXV58+fn/Rlqrz44BJ7SDA/p4Cx4byZLActr00pIgtDDl5VrRk5ExEDZY/DEbGqVRSENrIqm/vwgHw638HBwZjSBdQ5OoKh9pSGwXKCTAtolry2CSingUxnJRWRx8b0tbdOf6g3Bd0R/HRS3rx5M4Az9CPaTJTo6OionQZxnZm6MQXgN5UOLOc1K3DzRNbhtAPn2ubYcET2ayn39/d1fn5eVTWAw8XFRZ2dnY1pL0rKaoLmNGJphGyM+B1ZJR/65uamfv7557XT/Ig2GBCTCpKRFcYSA+J0KecQW5HzfO5eQZSZnGR4ZLlcjsUq0OHNmzf1/v37Oj4+HkbMvARtnHubTnQaq4wueRwMrhkHy4od8ZyKpA70GO9Cd5GKgqz96U9/WtvGiy3lbKRubm7GMxQDAhYQoiu8Oh59yA4qtJ+DclgPgW4m0r8JNHe8Cp0Wi0VdXFwMg8mOHxcXF8NxS8CReuHXXqbAL79NRVbzmaqnTmkGxfitah1gGiBXbefUJEifCtZUrWyD9TZ1cwDO0dHR2l7UGWTp3p3F8tP1JeUqbW73Hkd4U1d0bfFsCP97vcxyuZ6aatBq+tm2un0JmjNqn+3Itrq+DDg50kwbl8vlmIHmeTBBhzmS/lUr23V4eFinp6dr9vnt27d1dHRU79+/fzKz4brQZ9uW71qdxEuJsnFQCJvbGzTbkNJQigfDjGwvo2NgT+nwvwFqTunktIIFEsVsoeP9nsqxYUlmZnU5AACPNoHClKLyb6ZNp5SmvDwrgXyuE4Zk8jTMbqdpneA6++GoGoBrNlsdM+1cSEfv/W764EgAgmelkc5Yx2PmkfyeU/44X+kdm+9QTBkV413w0mspj4+PYy9tFrOdn5/XfD4fytf0xGkx+LAyT6DMOE4ZaPLYUOKXl5d1eXk59tedzWZPcpWrnp7G6d0arKRTRohiwI+M1cHBQZ2eno7tE6vWDzja399f40vPKDgKXlXDYXRgAf2Rh58Q+eJ/T5t2usZymM6u2w1/k4JhmliGMvWANvtI4dlsVn/4wx/WTjzlXp/I6d1JTCee8RoO2oAe8DjaEbi+vh4nJUJnBytsXxK8mGZ2jpfLb9FrR5nJbbZj0Nmv11JS5tL+ZBTVgR3brqo+fa+zMb7fvMY1/jJ6nY4JtHfx+4g6IzcsHHP9+/v7dXR0VEdHR2s70vDOqQiz7d/U+ztMMmV7OjtuMGneciCqe3fqV+7FTqL/oI3TKd22KWzR0YP3pq3PgpNpvGMbS7DAmzPQtp2dnTEb6F124B/jgwTsLNQlfa5qlYZHoHOxWIy1VuwARIAEXbRteVGE2UCJgrIhr8+gFSJOlc4z64BfGolcjEF7INiUB8m1ZBx7U841dPqFQTYgkk8GmzzHqSkwv3MKSFtRTTGn+7jNtQQOGAkLQSoxv9/CaZp2AuyUjDSu5KX65DdoTf3uewofY29QMdXv56JDBgjMkuTWRJ3yg987x6SqBi+8lgLQ5PhqZDmjO4yPaZk6wfKYfO1n+MQhZReUx8fHuri4GKubyQc/ODiY3NaLSAXOmCMQ8IkNa9VqBwEAMdEoIlGsi+D9KFgi8Dc3N+OQHvgFunn3D45VZmcNTwnzaWDD/+nMmm702d8T2GVE0HJtgOixAahCk4eHh5FmB/j/wx/+sBYIQW5yoa55BWfUOuT+/r729vZG/TyXIGtvb2/sDQ0t/ZtpMKXrTZu0W2dnZ3V8fDzogZOYdH5tYLlqPeWl6mmOsvV1ymQ6bX7O+plP09ef+Tv/W9cbUNsmOVDid6IzHDFmfQvO0O7u7kirOjw8fBKUSdvidtFX0y1tXOoz80n21/TbZMstA35n8jY0oJ9eo2GAzDNv3rxZmw21bpjia9MowXz2n/eaJyiMp4MTpIVk/xaLxdo2nTxHO7qUXsb++vq6jo+PBz0Ifvl00vl8vhZQAUO+dAecFwNmjAMN9v6VX79+XYvQvNQ774Cl66l6Gl2uqicAqmo9qZ0CMTGw3sScHDuiSd4yKoGbo9gYcozNbLZakZtequtzH63AktZTf5toCL1SAViYDHYoVnRWJha6jDabxp7KZFobYTg+Pq6qb1v3MYbswevc9wTeyQfOHXY/kyZTHr+v0w4WcHkBSipCPr0jjOnkNr50M/R/z4IiY3/iTl5tzKC90xGy/2lUzS9VK9n0iY/Qja3EWAPAMxiDBM1sA2lZrFoHVF4MknnKzr11/rO3lCQ6QdtIPSPiSrvQg9ARZ4AN9+mHZ60640xbfd3Oaaaa8T1BqsH9bDZbcxjQmY7+OtUIPQi9ACVfvnxZ42/sAW3zNLFl0rIFzUivcPvNf9gS8optSL1mZIpnTZMOzJG/P5vNxhjbIUh98ZqAsx0zX5uyJV002s+lnksHzvmlU/ap06e0jwCU5cROuwEbvAk/mJ/439seZoQyI+juW+cspF02b0w5tTxv59E072bAeHeX25z2nICk5d8zfxTohcymo5Ols6WW2WxX50CYdswa3d7e1nw+fxKIMa3QW7nbR85cZLm7uxuzUETabUNOT0/ry5cvQ6e7jvz/ufJvSslwJ+bzed3c3IwojX/vGGaTYPnZFEwbRepy3lt6e54qgFENcPFinAwOeK5aX23s/lStpoVZVW2G9jRjMpcFM8EypXvmObCczyewTYGj2BFI+kEzvLcUyk0CSBQpoxpEcsgb3N3drdPT0yeCl/8zxj5AYqqYHzYZT4Tr7u6uqtb3jaUeFwB7por4f+p6DYXI+lQEF7obdFat56c6rSANydQMS1WtjeHOzs6I0DIGNiyMgx02HF9P7SHHuU4BeSQ/d2dnZ+Qm7+7ujhky6IFRJSXAJ9sdHh6Od+BYk1PN8d/8n7zvdmbUxNOPSaupWR/zqvk6DbLpxil3b968GYcRAU7Zg96LrU5OTupv//Zva39/v/74xz+OrQgXi8XanvXoWs/4OYKeKU+8z6lX/IbhIzqFnsYG5B7YfPeneboDwYvFos7Pz2t/f38sTs5t614bUKZ0cpeA2b/x2aUqGHgnQEyngmu2JS7c34GmbEOXnkRuqm2+wTV8SBpG1x/zwaZ2TF1PUOi+baojcVCmTFTVE5yS7c763JblcrVbTepsZsfsZPidbu+mvlsPdb/jqPG7F/tlQCOdoYz4IutVfaDO77i6uqqTk5MRaWbG7/T0dBwk5QOr3OaXlK0BM4of4TFYxItgisuHCSRggWksUFMeXfd/encJlrluAsM8ZkKIhsFdLBYj6oOh8+4Y1EP+qoG/6WMP1srEBg6hyIHrrmV5ztHId/qZBNG020K8yUBwryPH2U4DW8YH0GyBhG8eHr7t90vEr+t7gnfGsmtvKvB0pLjOuz3jYKPdKTL4nP+nymtKySBCayfYBdmx90//OhokHycdbSwMynC6nQZBm1LOAK6Zs1y1WoBL220UnQLkU/ZwlP0cB1zs7e2N2REK4LpbwEcb0SOkqRlE2vmmf0nzNF4JBk1Pxse5n46YeQrUxtJ6vGrl4FbV2vQpix+dJ/rzzz+PZ3EmcKir1nchsm7pdMVyuRyBFuQafoMPSP2AV6wPpiJW5i07EW7bfD4fTpEjUKkv/hKKwS/fEwDnbJF5x/V0oNFy6usOyPAbv2dwze8zhuDTu+SYv5C3qhpBr4ywu6QdngLBiT2666ZJxytph41TLBeuK6Oqqct4BkzmAIYDYn7Oesj9gRbIktd9pSwkDR0QNAay3kFP23l1SpjxBDYZ2baMO8UueZLD0tBTpPQxi/Xhw4dxgqftAbyzbXlxhDkNoY3V5eVlXV1djdzfDrhMGYttgGDmm6SHksoO5WjiYeQMtAHHjlqkEiGy6eNiuRcBnfLQckqrA89WQqZP/v+cR7RJkXVC7f7R1gSZBv8JiF1vAhsElU87XOyCUFVjuns2m42I11SfDZqdIz/lXKSCyOjy/f392uEr3JvjYWHO2YEc55dM8fx7l5ubmye5mxSPMzRH+Zn/LUedw0bJcUSBM960Y3d3d23FN++pWu29zq4rFKeJ+TqGgrUFXmOBo4QMUw9OVFWNPFv3ye3C4T45OVkDAfCIdRF6w0bT8kL9GWzoCvxpYJl0t+HNOpFF05TiVBjGe3d3t05OTkbk5urqaqRXEWhwJNgpNO6bjZOjxkTucSi8BVVVtY5UzgTlH9ctj9YB0I9UGz9rPeFnX0uxXTFATluUIMc6LaPKSe+0ZVN6bwqQpkNlp5O2JIiijrRBXszlg3qsP2iHZz5Sh9Nff9KHDsNMOYFZbDs3geakG3UaEHtMDJppX5cBYKfC17rxs+1LUJxtyEJdOeuYOpnxTxuLc5y81p3BYJqRy0yU2bsaHR0djYOkLi8vq2p928WXyPWLDy6hwMBeaJNR5uxc1WrasWOcKdCcSq4TBBfuZYqViJRBIQcxeCV4elyuj5ST5XK5dkwzQmqBwsBYIHPBzxRY7v634Lh03nNGi6FR1p/XLRg29slM9kRNayskituwu7s7wAdAaT6fr61aR6gPDw/X6jT/8N3RrOcYvjOizmcHfNkDtqGBz1HKUwr1OcPxaywcPd2VBMwJKByx87So6exPf7eS5xl2VekMM5EP72bSGSz3xYv6qMOAjDElekn0mvod0WR2IdtI1N0K2HzDNbary7UNnbzz2fG17/UUZwLmzui5/oxgzWazsfANZ4H0FtanvHnzpj58+LA2rfr58+eR++vFmZYFDCgy5u02l8tVmt3j4+NYOG0Zzei5dUrHs+a7/N5FzXDU/Hvy+ybn5ddYbCftHHn8zWu5ZsT6z7bbdfjeKd2H7vD/Vf0Y2ll0YTy85zB12GkkpYaUK8uh+dB06eiR7ecz6dBFwLNYJjuck05u/t/Zv/w/QTP0sQ6gveAicFjOMnRlE1hmzI3poDM0NYjv+ArZQs5ZgOwAVC72T72/XC7HHvlsAUxd7Jjy4cOHtYNMpsZ8U9kaMKf3YYXiqcyzs7N69+7dAEc2ogas3O8OG4BmscIygHQkwEJLJISjrs1ECNXt7e0Ay1644oUCi8Vi7NOM0WAArSBSKZiJO7CcyqZ71ve5THns/OaxMl1df/7uguKyYUkPMZVn57V63Dx2VmA3NzdrXi8OjtN6kg+SH2zssvgaihfBZMaADdT5ywJ/kLbRGQrT4qVC+O9ZvBikU8oJkpPWjKOVJtc9fglS4AP4inFJJWhATRQQZWzwbHBbtTqRDvm2TBO5dP5tN90/m83GokgWvjLD4MW+Ozurbaz29/cHMOZUUNrBNHEuuHN/oQ1jskmpJx9O6QT/Tj9N/wQt8DtAH0dhsfi288cPP/wwnI+9vb36b//tv437c0cTgA5j4mvoAZwUyxapM85/NH/Yae94lu9pp/KaeYbvtil572srXaS5c9jSUZ3iOfN8vid1px2mDlTaJjq9qWubF4bDC5nfen9/P2TNvJQ2GL7rbKuvdbLn9mXOftpbR1AT4PpaOrv+zZimCxCls2IadYG5Ljre6SKP3ybe7yLVOF+W4a5/SauqVSDW/bPNcaAu28zhQxw0RWrG/f19HR8f1/v37+vs7Kzm8/lWvN6VF+UwG5TSQDrJPQ8PDwM0szE8BKKkMe08LxdHIXiPmb5qtUiE+zF0jkyMTisiZGa092mPh5xFGzsPLO3xDhue/rWgJqgys015e1N0eW6s8j0WEO7rHBnGyIpuaoFCXkujn4B9Z+dbdP/du3fjnuvr60En6D21P/OUYvH7Uzl3gM+gOdN0usIK39xC67WXnBarmo6UJFg2TX1fZxC6eg1KDLBcB1GCnCWqWo9Sc50ZI4Cq+2YnyXty8jxOEQeYeFEw+oV3OmK1u7tb7969G0dis0Kf7/zvfmcUPftf1cus9Z71Cr95fYV1XNUqIpY6wfLvXG7ArGcZWOD86dOn4QTs7OzU2dlZPT4+jnxn1+mARQYZzEvI4sPDQ338+HGcMMm4kF+dYMR9cr887tA117JkwXHzODwHGn6NxfYko6kJcNI+ZaAmbXM6aAZrVetgz/m1BjvpNHn8LBvwJGOH05wLQXkvDhbOqUFk17dN9PN32y/zrKOl7gfv6OS5e1fn5PpaBiM8JtjpnLlHVrsovg8SyrHmb4rnjQuMCw3osfMGzGnHTTN+gzfMA9ZpfrfHlmtdlBndc3p6OmbIvLj/zwKYk2CAGxs9iHdxcVEXFxd1eno6QEhnlDvjCpNBGHsYCZbMlK7X0+w2CLTdx2Xa+PAuT/HgzXK/pz1ms9m4vr+/PwyjPbs0aFN/XdQ5wTXtd5kC1x2YTVplHWY8KzorXxQA42+B6YCTBdtClntce6EcswMZDUsvs/PQzSu+ZiWXQBmj7AVQ3Es+LRGwLrq/jQL+tZaUKV/juxWUo2/wRwLpbgYp60aO4KUEJ/x5qzbqzihP1SpSvr+/X+/evVs7rMMRKEAgYJm2OrXMsu1pzKoaBsh53Kzc5zhtQCPOMzqCejp+sVxZ3qCZ9UTSkf+tN7kPUG8QnPol6elAQqayEYTY398fx4XTXkDzYrEYOnY2m42cxIwQe1Efz/EdRwO6MI2curCbhUqbYRuVvNrxJ/fmwvHXBpptfzLSyO8eP66Z19JZmAr8GHyYvshROol+JvmVOtPR8WIwRy3N0wkOO+fqOdCcv1lHdtH5zsYZV5gPzZtuYwL/rNfvpP6uvf7uFCiPR0frTfYr6dHhBf43/ZHjxGdpnykOnkz95lleB/HoEztvHR8fr2U5PDw8jMV/8/l8zJi9tLwYMCexvFKd/+fzeV1cXNSnT5/GdkWdV7HJoPo+K7pkjmQyIlFe2c/zTBlySALFi0m8QNBM5kgNA7e3t1fv3r0bkSRvQTcFhqkvjWE3xWB6Vz1dhNF5pZvGze+Cvum4uGTE2UwKWLay87h2QCy/kwu+s7NT5+fna4CVSHOCB94zBeo64OX+2gnyZweYUTQIlw9YcUnefk3FyrpT0BQrsw58dDR57p2m1WKxGGAMWWR/TdYOYHyt8CnHx8cjqoCTYz7NqKZTjrpFgtCAdB2DYDvE3lkB/seBdqSauklzMFhANyUw5q/qaVSPa3ZYfd06y4ePpD5MZyUDCTa2gN7FYjFOMySvmdxnZou4n/eT0gL4NTD1H+1gi1IMrle8m786uvC7Qe8U73aF5/wet+81FNsczyyYn7inA9OWzymdMGUzOqcsbZZ1Tc582HHyrLHbbYCfttpt6cDxJrDfOQOp8zMyyTPWg0kH09LtmPo/6ZTtQ24tm3ZKoZGDmc4jTkez0x+baNZ9T7s/FTixLCXmScBMmz3e/G/sYtlkQTL2wIuHT05O6vDwsO7u7jbipanyohzmJIgZm+sspLq6uqrLy8sx9T7lZSXhEkha2XXFdRIJTEMOqMPo7ezsDII5HxJjwLStDUo3RUBUyXlTU0oombADlC7PgV8+pzxQaNo5J6b/JsPBfVORnPTys6Sgp9KYzWZrC7LIZ66qAZiqvh1gYIeF9+U7OwDX8QKOkXcYADD7Hd7FY4rG1G2Q8JoMa1XPa51DksDD+a/8b+dvyoGAp8y7TrlgrG5uburi4uIJj/uwEecqMwVnsOMoG+NpXuadCfJIJ/Mzx8fHYw/mzqleLpfj0CKi0959Z3d3d+1AnzRKvNupXB3oSBqnfvX/rhtDCY1oJ/yfs2I4Fj6IBDoiRwDv09PTkbaU2+3x7jdv3gwHhHssf4543d/f183NTZ2cnFTVSh8Q1U7+7WSSkjy7yZnjfufH+/prK+l4UcxLjkJvskfPRWa7e/N9+W7kJtcyGOjNZrMxy1v1bXxJ04AfkTXrBtth08NgLtvD72m7OjtpeUuAmIGkTh9ar2X9+X5fc1+oP+27AaVBNPdav3Tt2bakvUtgTepH0s3BUNOO8fcuScaa3RZw5mHeeX5+PnbMgAbMjJ2eno41aS8tL85hNjEcceA3cog4tcsb06fhTWbpCGsmm/J6iFr4eGNHRNOIdUAdosJQgDlvfYWhpL6jo6O1hUVWTsmQCaxcppSV+5sORdIgQTR96CJQfjY9WozcVBtdryPzXbEwWPH4EzojHLm/Lga5czgSFOdfOnkYQsCycyYTMPMer76mTDkbScvXWjoF7Si9QS00zdQA64SOHuZXHFjviMDWZSjcVJTwBQYSOcW5AagmcPK7KTawAG+AMTx8enpap6enA3B632Hv+uC8Xs84sb6hqlrQlsY65djXqdN61HLeOYwJiAHmBhlE422koHPyhaOwOC3Hx8c1n8/r8vLySeraYrEYNMBwOT/d48s4Xl9fjyPI0fGAJTsrU3xrHZCR5U0yik4zPz73zK+tGMRN2Qy+Z/TOdJwCuvze1ZnXOl73AtCUB97hHOcOB9hx3N3dHdsSeicaA+FMT8k2mVadnXZJ/Wa5sfxSV8opJfttHDTF39nm5OlOF7vejgbPAeVufMB/GfwwLmSWOOs3/koMg6O6WKxmdeFT6Oc+Ob+bOhxl9qw466fOzs6e8NU25UVHY/PpxnkbIYwnivDi4mKc850gI4UyFRLEmnrGhZzXzFlGKJ2X52mLqlXuIvvxel9WosYoZ9eL8Hn7lBS6HAgYq1s0tklANymyTV5hx+SbwAu/OSE+7/PY2wnqmM407qJlbjuLAxgzL/Kcz+drEeYp3pn6y/zIjDDzeXt7O7a0YqwARgmYu4IMvMbSKfqUSwNhR5ihMaBrEx1SeTLeyBgg6/Lyci3iTP0sWLF8ohDJlXU01dHCx8fHJ1FQ8zmLBWnP4eHhWIfRbZNkWQc4k3LRrdZPp7nTg9DI9OJ3iscEnUMbOgehan2hdNdvCgd4QEumNKtW06Nup0E1udzkiFM40dF75VbV2FED+Uudw+ExRPkZx7dv366l6Zi2NoKWe8v/NoDZ96fj/RpKApH8o9hmofOydHxZte6Apt1LPZJ/yHlGJw2Kqp5Ga6fe74X8HUDrnAd/n+p3Z2dTrrg2pT+RtwTNU+90vzob3vUL2ceOeu2FdbWf85702faODi47OzvDGZ5qF0FMMJSLMYP5Lp0JAnie9VosVimxDoDmHu+so+NsB/gNvZ6LyLcpWwPmjmkdYQKIOkJ0f38/Dqggiuhn0zNKpeTrVU+NOn/ediiJDDPx/O7u7pgW5Fm2TeJvZ2enTk9PB+E9uAycDysxXWgTNPEG3hYg6vreksqw8+I9bmkopoArJT1AGM7Pug9WflmX35terb1EABdepXc54fepujN6lEDeBtBKJGdGqlYgDv7I9/GJInxtxnSbYp5ijKAZjo2BBbsr+LodljxMgPpR8Diqi8ViLbLIfU6z8FaQ3nrMoJCZLfh2Pp+PAypsIGyccZqqapzuZyBWVeOADvpCXTjdt7e3Y3s5nk9jkHLSgZhNY+ExcXSnM16pa9JAWP5ms9k4lbOq1iK6poXbBQ0A14eHh/Xw8DDGkJ1KHKjweOKgsv0nbed+ZipPTk7GNlGc5pUyn2DZM0eOZG4jq37eoPm1FNu9qqfRYcbEO0NxvWp92y7/ZoBoAEjpbEnKPOPg5zyTy6f53g6qnT4csLRj+U73wxgh+zXlZOSMToeHHGiy/ZyKZqdMdyWxjtNEE3ByWAfvN62dPpV6OPnC/c+I+KbfMhhJcAIadLpnk/PBGPl9mVaXdtj9ury8rOvr67EAGazHnszMYL5Erl+Uw5yCAeNiuHKqm/2LfTAADOd6poxBGquOwXxMLkrRgBZmgfhpyL3QD4byqnbqc4TTEeYuKkI95Eu7r/m/vyfjdsqL37I+C1Y3dq4zQbNLevdm2o7prYT8Lpccbxtv9xeBB0gRNZzNvq20ZycSnk3l3BlP/99FluHf5XI53sU0Do5Pt91cR2fz7WsuXR+Slhm1cFQjnQpHMA2ykCucayIHnCBnkDKbrZ92ZT6zk5XTeciwgRPvfvv27WibwRR7eKaDDi84ysG+4VdXV/XmzZs6PDwcvwPiDUosp2mone/bGe5OP/K/9S799dZ55Hx2usByzf6pR0dHYzvNnCGyYTRoYcEl6WqfP38eQNhpL1+/fh2OCe88PDwc99InxoXUPu+aMRVsSN1lu5A8tanwrHnmNcp1NyvnfkBH09N6GbBjOUw+ohiYTkWffU9GWq23sy1TTovb3wFT98PXu3t83Q5Hygi/d3gkAaJBbbYtnUj/NsVrHge3KXWL+4Bt8+yb+5080dn5bIP/ukLQAtpN1Wkw32EgPtHtHRbBnlTVkyjz5eVlnZ6eDizGu46Pj0dqxkvKiyLMVU8PzTDg8BZsKGy28HDEBsKkZ+D35LuTyXkvU+YYMO4l+utnMxpImw3SfLgADE9ulL0ZSkY1+J2jePNeG6r0jqaAbAp7KoFOaXVCmMY3n3O9Njz+zePka/bWPXXbCQEg3LlH0MH7wHp6jkU/3lfS47gNWM4/G0Pzk/Mrc7EJ92Yb/hqKgYMjGCgyADR8bn6vegr+AKsGeoA0A1+eB+DC97u7u0N+4SXzvfPhvch3sVisrT0ApL1582acNGfjjOGhfUSrPfa0wYv6eNalkz8DUc+M5T2W7SmgkWNj/ua66WejDj15B7nYjlohJ/xPH2k/zgF0uLq6GgEGzxChe3lXVY10DvQ47by7uxsLyOlXrolxuoV1sX97CehNR8sg8TWUDhjl705TNBCeAi1V0+uNKLYh3bM5vW65nQrKpf2uWkWkU1Y8q8v//qOuXBeTf06bhDa2Vx1YpiRonuIdA7+Ub5fOVk89n0ELYwvkINNIE1vx2fHOlIPh35bL1TkYpme3dsM0ywBaYk3ntPOX+jXpdnV1VfP5fESZsQfeYu4lcv2ibeWygc4NQ7FUrXLNiDLf3NzUhw8fqmo9Ad4dSyC7DdPYsFJ3VT1hdhsjr/DOle5VtQbIMBrelolBNOAiCuP3ZOSV+vhMAYa2U4ooy3MKa0r4OtCcQMOCaFCfXqKVlIuNdieMftYAG9r5wIi3b9+u7VbBaU5ToNnAIAGFI8wJJBw1RNDxyqeAyZTwbzuGv7bSOVlV60YyAYhzl32yp58z+KFenCNojq7wFkBuC0bQ/Oe1BUSU7dww3rPZagcdlPfBwcGQ4eVyObaAo03peBL9tDHAOLOFnPd3t2GxrOf6hZSplJcEuJQEyNnm1H/QtKo/tdN1d/qAyDH6juuehrZxpG7vfgKtnOtOXyjkOztvmhO85vP5eCfOT5YEup5J8t9zxfzjSPNrKVOAx3rXjg6/JS9Ql5936YBxZ2N8nZLgrtPpLpZz7D/8BqDyWoLunVP96miXbdgUKc0yJVP5ngyo+TP1sUtn39NZ6WaLjZW6PiYNUld16xj4zXTxwTJ2WKx7pvpFv9E1dszT+bcOdBvQs+iOk5OTtQDA/v5+nZycjFzmbcuL92GGuA6jY0RgZkfrfKy0o0/2uuwFdeCkIyZKkecxwGnkHVUxwZmu7IAu73HE2QPGwDsK2dXh68k49vCyJJNuGoc0bGk06Xsa5Q40u45UklMeskEz76IuC2v20w6CwXka+1x4SZTZ92XUsxt/OzgGfPmsI0qcGDVVcvzoy3NK4TWUjicMzqAh/e1ySrmHYl52lIlFZiw4q1qPOHimgTrgBcZqNputOc/+H5DFdxxnvjvS5kXM8Nnt7W1dXl6uvd+zSW/evKnT09OxUb6jqXY2qC8BSUbVOqfF/1t2pxw3OyrL5Xp0jHeiB5fL5VraDM/nd+vE5XK5tkVcN9Zv374d70D/Pzw8jBxk3+txhz5eEHpzc1NnZ2f1d3/3d1VVI82DsTVfeuaok/VtinUGOn7bZ38NxTZmapYj0wpzanwKDCfo6oByVR8s6gBnF3Dpgi1eqNvtnuDIKf23g+rAD+95zv4maLXMdc6D+4Z+zABO0meTPe7aQF94Z2ffjbXs0HZ2NtuyqUyB/uy3de9LAHPSx/22g4Vs2/nrIs6kdM3n87XTHxeLb6mCnz59quvr62fbRHkRYO6UuQEsDTbwYMENOWjU4yhzF3H2dwbahPS0HUCdkpGEjPpioO0tEfnwOz3Y9NGDxTG6eLe8K6NpWZf/tyKZKsmkU4Ke92yqp2N01w1tk8Gz3gTN2W9HkrJkVD0FjIKgOHKUoCMVWTpfGWVKI8uneWvKyZgqU47FayqdcqYYCEMvj02X65oFWSTFqWq15y6A2XmJ/u52OTJtA+s1Bwlwq2pso4bOsHzf39+P9qOrrq+v6+bmZpw8ye8JhNkkHzDohUjwWZdqQV+gfcrQ1DhA4ykQmNEkA0aPsWXi4eFhbYFfV+xkUI91veWO+8hX9oJLFgN6pbvfa1DNO87Pz2s+n9fh4eGI8Hs9ROespexPORhdsTPA52srtrU5E2A9awc1SwfouO57eJ//9z2dPtj0PtsDZNm8wrO5iw0O69T2cu5PB1ITsHcOQLZ36jdHPjcFkJ6zx1Pvn7I31ActsOXWNVW9szIVHOvGu+tH1Urf2oFhlv45G2lHn/9t91PWLdPW+Xze39/X5eVlHR8frx2Xvb+/PxYAblteHGE2CKUz7oBzRIkssKgnGSUZMzs/BVDs7SPkKFdPEaZyxMgSmeIdVTUErGr9sAKuZ3SSnEiAdufRWiify5lKmmwCvFOffO+eTWHsIsFuQ1dfFzHwM1Og2V5hlu7dVuQJLDBieeKXgUkKkKPI3f/+/vj4besxA6mkyxQ439YQv6aS/GSH0X8ow9wK0mCFAkhi2p3ddCyXRCfz/cgYesW5qQBIAyk7y/v7++P4akc9qtYXLVLm8/kA8cmnHN384cOHev/+/ch/9gFGaZytyGkr/5u+zxlf9B207wy7HcCkv/WugxaW0XSMuO50GffDEWYDl/39/To/Px/tWywWY9wAxXZyqMNAmnbd3d3Vly9f6scffxztz3UQHW+aFknb58AOa3FeG2BOm5rXU8emPUwbnODS4HNTGzb9TjsolocE+cvlaqFn4giiy4462ybTFl9z27o+ZjCno2X2FZlwX7KfdmQ7AGo7nUDe93bgOu9BNsAxU++eqnsKDGebzA8JXP23DT/Q786JwaG3fsuxM7/QtsViMQIfRJmR57dv39b79++fbRPlxYv+KClYJlQqKqc/OA9xaipm07vt9VNPt8G5B4fnb25uxlYiFINcb6bObxxeYqPJIhRAm73aDjA+J6AZZZ3yQLv/OyacGqv8buWXjsuUN7kJyJumrgfjOyXkCThzmgkaeSeWBOF+PkGsgXJ6pxllXi6X45RHp2OkY9g5EX9pxXzROSZdxN6pDh1Yns1mwzHl+vX1dV1fX6+lNx0cHKztmlC1ilh61ipB9XK5HLmyHINKjjHbvU3lvgKOUukTybaeeP/+fZ2entb79+/r3bt3dXJyMupO2YaXrGss8ykTluk02v4NXWog5zozbS7ltItOG2jm9W4hpkGJ016gE6D48vJyOBO8F3p4tij1aAIIwDe/Ow2PPm1ykjc5/Vkyjcu8+GsvqQM7npziwc42ZQDD9/C+vJ6gNkFl2iLbTgPMDoz5OR8W5Hb7PV1keao/Bs3QyXns2W7TzTaMdiZtzYcdD05FmqfKFG5yv7GdfibXU5gOU8XjYGCdNEnb7TFxgGOqX/BDYr8uKNM9y/3oelL+Tk9PR1bAw8PDWHuybXkxYHYDUwl3oNmL/7y9EPfDlAl2purHqDEgCIqZkwHEaGO4vb+rI75M0/I8CoVpVt4N+L+5uRmHJ/Aep3xUreeQTQnsJtBL6QQ7f/P3zjDmuHXvMHMmgKY/Nlyb2sr9ydQdaO68xazLdXpbL0ccur8O2Pm63+3/LcydQ5hGwnz8l1A6RZbXTDfnMnvqDR4w/atW0WOePz8/r7u7u+EMoRAZa0c1SY+w44QOODw8rOPj4zo5ORknzx0dHY39gUkDcPEYo1vor//HwMAfh4eH9f79+7EJ/uHhYVVN53U6/ctRFwyDAwC0p5ut6vSw5dfG3velTM9msye0ZVz9DutwaOUZPtqPQfZCrNnsW7rKyclJXV1dre1yw0wORgv9yyyAAbPfdX19XfP5vPb29sYsXxr+TfL9HF+7LBaLsdD4tUWYXTqHK3er6OyGAacdJNeZQDnfl0GxDqAlX7re5GuDd2yuZ3WoI+1vphF1NJmyrTnL4nbRVjsmUyAuAXnKpr9jJ7uo8Lb2nXd1u4Z093ZlyrHImYEpJ2kqypx9eg5TWK+BFWxfpgA0ehvdwfa06GSCuNuWF6Vk0Hh7D1PgAXBLB1kUCOMYKCdw7pQa70VxwVQWKE/Fcv9yuTpSlbQQ0iwgFobUhoApV7xLCgbEDLIpCuT2d0zp9iaYzqna7vkpoJyOBvVlRM4KhHExU+f0WGc0OoXHda45CmUvM8FsClf2C8VnAJbG3n9p3DtAnQAjjWtGSX0PDlbS4y+lTCk30w+Q66l1ZNEym3z09u3bur6+rouLiwGerNAtV7PZbGzpBlA6Pj4eR1YfHBwMoEzEiX27vYUc0QSPt3f3MWBPkAT4ZsyPjo5GPrYdbhtp87GddV+vqjX6QAdK6pccn04XOYeXwrh1cmyDxPszQs3v6Ame66JYLA48PDysd+/e1e3tbX3+/HkEO6yPHh4exlHkRH+wBdARXiPf/eTkZNCyM3jIfuqX53jcBcDsHO3XUtJxonTOmsfDvLuNDfP1DoghK5ue73SMbX6mYiQ4Mw8YJFqPZEokZZPdnCqb7k9Q3dG/qp44qukAuy9u66bCuxysYlzAPNuOafJFJ/f5rMfQaWm0KbHScw5GNzbp0G+y7QnQ7+7u6vr6uk5PTwf+69ZDbSrfHWHuFHH+jzEFtOYq9iSIo1Id49r4Wghc+B+Fz3speKMoC4ypQZIZtVshbaNscNd55Pn/lMLw907xmLZd/emxcq+fgy4JirMtKXBJW7eje6/HID3kKdBNXV79nvdiSLPeBLcGtFUrMJJ8ybVM8ehA89RYvOT6ayodb5jenkXCqURROqfZNIbvHCH4/Pnz2EWH9/hIbHiJnOWHh4exUOPTp09jig0lCFAjHQBZpXhRG3V7Fspy4UOIiF6jtIlswTsGwfQtga4juklXrtuhtZHKyHUaREcLvVjO70bnWU69mt730a/ML07Z8/97e3vjpEAMNBHj4+PjOj4+rouLizVZhfb39/eDvuhtA3F47OvXr8Po0Yfc37lzitPpTfA0ZbSdw5zg59dczBsU26ekWfItxSBnyi53ZZMNc935Pes34MKRTWfA4IxrAO10BLr3TvGC+9w5rWm3kdPObli+XPcmm225y/osd/m+bnaJtDDTx31LIMzzHT7IdiZm47d0YuysbTtbk3ane7/lGx0F31hPPjw8jCizN6B4yczRixf9dY3MwTQz0yCUYDII93CtU1wWkG5g7XlYGXuKEKYxAclvpA48VfLo2E2DgSA6Yo83I2cdiOdeC6YHNQXP/dpUNoGarkwp/E3v6QD8lHGpmp6CS9Cc4+XrX79+XVPoXTTLdXb8x2fngfJ/Rj/T2HbKiPZYMXbA5C+1pMFKPWCwnDRCdli88fj4WD///PPavsaUBDhV31I5Pn36VB8+fKgPHz6MyDInxRHtxZkFLNtJzDSPqhrgdzabjU+MFHUfHR3VbDYbJ/thwOmj3w1QBJynceyiotyDDsktsnyfxyGNvZ0YaO1+ThlHCv2244jeRl7sHNFfL/jjHqLB9/f39enTp3r//n399NNP49hynCNSHrzAerlcrh0C41Ss+Xy+1uYEMx1vdrpvG/CHo5b79f/ay5SznwAy7XHn6HX1TYHH7n35fZONmwLO5ns7f7QZ54Yx8sEmU/V3QCz77L5n29L+dDTrvnc20P3J+zMqnf2Zsn8u6Ljcu97A0nqy64+vdeOTQLjDOR3vTRXTfQq4+77Oxletz1Lc39/XfD6vk5OTQY+XlK0BcwdwNwFmKy3+R/F20QDeMQVUUlDSCBmkV9Xa/pn2rKpqRJZJubABYVA5UhZlzkKjqlXetEE0BiSNWEadsqQw5m9pEJNZuvGZ+m2bbV2mlGinLLuxTIHDmclnMv2G9wJW2LfV19MZsTCZJ92WTpgcYbYxdVRzCiz73UkPK6C/hGLad7Jorz4jywA285sBKzKGx7+JdgcHB2MLICKV/BFV5mRNDh/hz+sjUlGn3LPSHj5z3iPbEQGOkWeiuX7O7wD80kZvO5fG0sbF+zi7jVk3dEvd55xpOwuMB+/JmRpKygZthK703YDEep4/jrxeLBZ1fHxch4eHdXZ2Nhwk85LBNu30jIAX8GS7EsQkn26S5U0G3LOUryklg9LZDZxCeIPfEyj7mU2AJctUCsZLAPNUMIkZj6lxzee6flivdeDrOVCderGzmclLqXeMCzyTNFVHAtIpumV02XTxzjpcM+/nDExHu00g1wHDnHEzBnKUOTFElk3OgPWn10BljrNp9fXr17q6uqrT09NhM14Cml+UktGBkCnv3SDEi4MSkFB35zFkfSYE9/kZMw3TugwckWaMby4WdB2Pj49DKQOIHV2G4ZweYkH3X+domHbO1euEYEq5TN3vfnRKwvScAuudAkll9xxzp8B1CoS+22hPMX3Xrg4ku74uB9MAznmeCQ66v039fE6Z/CWU5BPoifLzrg1eIAd9kQd+Pz8/H3m9VTUii1bo5CgDtg4PD8epfESQnR5lsOz2dtN0i8VigD6ezZ1u6LdlGT7BCOWuGxg/ZAewzGKTDDL4f95NxLVzQN0nn4pJ3V7nkaDA77LTOJvN1va2t3GDlkSAM/iQYIA0Bg7+2d/fH4v7+P3Lly91c3NTVTWi+EyTLhbftpADaMNLjBWpOZ1B5Plu9uN7Cm0hcPJaSups/nLxG79X9Yv80obkO7rvXRum7p9q51RdttnWuWmDu3dven/21yVtwJSu7+rPgFyC5kzh6Gxl1wfPFuVYotuyXwBazxg5beK54jHAPkMPCvqiCx7mn+n7XDGGSVufdMvfrPcfHx/HwuHviTK/GDD7xR2YyPuXy9XiGVa259RrTt36Pa7PTDB1D5FljIgZ6eDgoA4PD4dRtCKlbkcUkpCpaLqFEQbK/GYA0K3UnRLkvDZVNimyqfttuNOwZtv8OwZ6SmG4Pk+ZGUB4TBxlSgXurbw6Iet4wL9XPQXT/AawM2jIehKAp2JzezzL8JdeTNuMNCdYNl0d7d3Z2anr6+uheK1TZrNvi/PY4/j4+HhEZ4kgA1TJWSbqSZTZKT3mRbffAKIDy+Z7xt4AEVnPhbv0FXmhfucZp4xCKy+4y8BAyqkNmAGx6bhcLgctfPqWx8tt5tP0pB6n1AEefRqq6/XY7O/vjz22CWZwCqwPI1gsFnV0dFSHh4d1cnJSd3d3YzEo9CBl4+7ubi01LulvntxkkDcBFOrxThmvpUwBRutT29MpoGp9nnV193fpHFM2rQOr6ax2GCD1Sdrcrt5Nbd4GLLotiXnSaaQfU45agtpMz+AdU21NO5nfrZ8JBqSMdEHO50pH3xyfqpX+mKL/NmkZHRjn/y6w5UANzzuNq2qVpsNBJh8+fFjboWeb8l0pGZRNnnsyVXr76eF0daZXkUQ2USGYD0nhGXbCYHoUhukiPd62jmnDBH72ongumYPrLpum61PAN13rPpNe/JbXclonHYYpGrud6RVnXVln1uPvnhrO3xkjb0qf7+3AcILcbpwdieui7SmMz/F60uivoZg2CZxZoFO1kmmcLRTXzc3NGqCD3gcHB/W3f/u39Zvf/GYtkgwwRskBRv0H8OV/6w3aXLXKI0Z5O/LWGW7ziHWCI0UUnnd6iOXG7Uiny3yYERIHFzpAhNPhqEtOj0N77ylrfeb7SUMgwkrUGN0IuD8+Pq53797V8fHxExp6K1FAMilx1IPe5n2np6f18ePHOj4+HseS8xy0RDenjp2S29RVLwFJAOaX5jv+GkryiAEUfGTezWBPF6mcAspT7+2eS4Db3WOdMGVLLQsdWHc9U2O+6bdsm9th/ZZ9ToA4FQnNNvr6FNg2DezwZl+sr2gn459Br6nv+U7+T/r72eVydViKg4qbHJdN4NnvcCDGdXosaJvtEGOHc87e/5z+t215EWB246bAiIs7RzQjE9e38arcBt+Xg3x7ezum8QzImUa0QHW5vAZRPorR0x9Mg/JJXdm+9ECThh1tn+v3cyXBqemUjOVnEmy6vR0Id5s3jT33Zl5ZgtyqVXTLggwAQNHnO9OhonT8mbwKYLBhdXEdqRjzPgQzx+EvoaQydDHtujSMqWcAIXd3dyOKyVTh27dv62/+5m/qd7/73ViU6zSLN2/ejLQqO78AVOTV0WKDSUc//LtBr/mNPlp2bQSIOiYwde6yI6E5m5ayPwVk/P/UVOomXu6MlVNRSBdZLpcjssuCPUeHPVvIiX27u7v1/v37+t3vflcfP358ErGBRnZWeB9A1PVy/PXBwcHY/eTm5mZty7qvX7+OU78sn44q0+apaNo2cko9ry3C3NnSHP8px6urK0sCt+4dm0DoFGDu3pt2LPv4XD15bZtx79rS2cLOGct+bormuq4E5M+1rau/w0XdM89hjg4TgHOm+pv3d2DZ6V5T+KGzOeZZdE7qZy80ty6YzWatTnKUedvy3fswb5rKpmP+zdPfCWgyF23K23HOjn9fLr8daEBOnJkbw+oUDU/T5UAQYSa30nV1C4IyD9feT3ruvG+TkewUWtL/ubIJFPvaFMNuAjsW0hyvDrROtS9pZdCShgm+8ZR+gjIbzanx4F4LU3qsLl10akppU3L66y+xpNOSEWZfS/pBcxxSR0kODw/rxx9/rN/+9rcDLPOXu18AjlMpWy7hKdqTaRcGnRmdAnTTVupORZ+LV6FJ1dM9mfnkN8t8gvWcSs3vaWABmwBQy5Vn8Tx97etE/IkmA5qdnub9qn0Y1cPDQ11dXdXV1VX9p//0n+qHH34Y7bUjzAJsZgCt69Ap3E/dJycnI8f57u6uLi4u1qJbll3rldzt4zl+ntKFjD8LyF9L8QJ787udrrRDUxFaSgey0lHM+/La1N/U++xkJkBNsNm18aWR7ynb6/Z09bldWV8CW/9uu+PI6BQ/ujiQ15Xsi9tiXuBez8g91++M8FKcDpa6eIoXtilul9fCWQ8aNHONoKexJvVxXPZL0ihfBJgT1D6njDpQ41Xa6bFxX/e+jri0gZw4K9DZbJWzbMIul8u1KUIWB3qhCsd4k8fnnDxHl73faQI2R6Yz15n+pOLfBDL93HPXOjCev1u4O2A85cC47dDZfOB6cxo7HYOpelnNS/GuGdnO7Gu2N8elA3gdH/ve5XL5BMSn8s5n/xJLxw/p/HQ0SR2AzPo3cpZ//PHHsbCPnWxY5Oe0DOTKObTUnyu0zZPObe7yHrkvQS7vMz+5f45mms/hW3SIAbfp5HcncOlANXU4rcgHbADyWXCIw5D66OHhoW5ubmo+n9fV1dUA3Mic0zAIKHgGjhMad3Z2Bqjc3d2tjx8/jvaTV45sHxwcDH2LnHOPnRpozMFSJycna8C6c1S8tmYbsPxcgcbYitdS5vP5kB3zj3mHa6Y1utoln6d0qRxd6eRsW8BkuUi8kE5XV5ffvSmymnaku2fKRne2tKNz1dP0De5JAPgc33Z9n9InHaZKTOJ7EoRn+/Ie4wHwkh3zxAtTYz/V5myfI8eJQ4w7NkWZF4tv6WDn5+d/nghzEmwbpWRA4o5ORe42MWoS2IZrPp+vvaOq2pXy3bt2dnZGZMb7bToS5PSLnZ2dsR1JVa3dZ8aidKtFKV2f6JfBNPd2NHHZRtC6MtWGFJrsRxfxd5v57mjac31HmHd3d9fSM7zwZ6qPCY6ngDDggu9TkaMuWt05OqbhNk7PX1IxfaYizdDDu5IAIJ0H+7vf/a6Oj4/XDh1hRxv/eVrPDqxlMZ3ZnAp0CkbVZsPKvTbU1mvmU9dJPwGR1JMAJcEKoJYy1a7uMA07BdQFrXPB1+3tbd3d3Y2/+Xw+Ug8Av/wBjtHfgN3caebz58/1j//4j+OwEujGYj5S5nAmbm9va7lcrunXqtUCHb4D/HZ3d+vq6mpt/DweaSinom8vKTgHrymH+ezsbI0HcJYMLBIYO5BF6UDmJj0+9X/n8D0HlrNsAsZTxSC3s0Hb1pe63uB9ijZT77BOTAegan371w4I285tijKnTZrqezo7HbaYipDzvHVsp2fzO/+/dNaG/jsF0Dxtm871PM3P9L6+vq6jo6Ot3/9du2RAvOdWILtxVq4ZkfQUxBTAMlix0XXOctVqADMM77ocjQYok6/HfRiJ2WxW79+/Hwobw5P7r5opzai0KRVU3r/J40paMgZJm5cAtWxntjm/d/1JQe6u8Vw3BZiKws8AMBwxur+/X/MGU+kk/+ROLr6+Kbrs+jvnDp7KKR4+/5IBc8dnqcAMWKpW09qO1sMLj4+Ptb+/Xz/88MPaaX1Ek3NXDEeWc/eJjODSjpyCTMXNtZRDy7b512PtdI3OwJk+nq40b/N+A2YbopTTdER4P89BP0o67aRcEDUlSECUGNDsSLLvc04vNKAvHGLy/v37+p//5/950OXo6Kg+fvw4gLZpCW14v2Wf9ycvuKQs51/HwwYMHUBw8ezjaymcG3B+fj4CQACeXHNR1UcV+cyp+6nS2S+DZD5fCpQ3lQT9+f7uXR0A3Qb05rUpuzul/5/ru517z8g+V6fH1u+xPqLetOFdfd3/BssdyHcwAD1knWRw3GENrqfM5ruMz+DrdAwSX6KzaJPL4+NjnZ2dtbTtyosizG5oKqepZ+wN2eu3N5uD687nd8pyuRxK38CoarUxe4I/A23acnt7O7Yu8uIcvh8dHdW7d+/Gynzn5DhylEYtlXJ6Xp2HZyM5FQWwkE6B5I7x3I5tytTz2R9ft5BPTTFl+/0+f1rwDCwyjzTbmDMNfDdY3hYwuz3pYBgsmwbP1feXWOxAdA4xn6Y347e7u1unp6f1/v37cZAQ4Ihp+pQ9g2U7sBnBTaVtZ4zPTharVvuJ2tg4Emy+6KJwBsZuh6cSU378vZO1NAyz2WzsI9rdRx8YI/Ql40CEGUC4XC5HjrFBYoJogGxGoe00/dM//dNYBFj17bCnH3/8cW2xZ253h0EFzHmvfMaTyDVt6VIzcoyeK1N6lOL0lNdWoGsevtKlCfqZqj5gM+VcTIHlzg5292exbrUud2rDFFiekp1OzqbsUOdQJZ909Ek5dR18J4Lc1cV4eXZoCpDbzrq/3cxwZ7MoU46S22b9l7rQ91n3pLOUdJ0ag+cKfOjAS84our/YJVI92TmDP58F8FzZGjBbcRlwPqeU3Hg//1wUoGrdm0ngQpTEAzebzdbyGYksGdw7x8/51EdHR8MAY4jevn078ikTGNMPG2na54hWTgXz3b+5X88poymw2t3ray8BcQhdGmi+m945VZNT190YTo15Tis5KogiIcpscJ71Js+l4+Ro5yYetnOVdXQO3lQ//hJKKv2qPq/Me19a1vHy4QloenJyUp8+fRr7o+f2cY44I1cdWE5gnGCZdvv//N3g1nJkEO0oieXecmCngHu82DCNlw2RdYRpPTUeXlTnfvs7tGfLzQwcAAZ5/9u3b0duMzsPoTORLec6A8Ksl+bzeX3+/Lk+ffo0HA/G+urqagB56GPQDDBFJ9PHnZ2dtdMSaXdHo5cA5m1sGI7FaylpgxwM6vS6ebebgaF04CbtU8rhJts21fZN/1fVWn/87nyPF/92v08FhbYt2/AO9fre1CXZD4/DFGh23d35CN04d6kJvt/35uypn0sbkPI2JZNTtnETHd0uOwDewz3bBDbDTrO9pVO9KC+x1y/ehxnla9CxqaRQJuCeYt4cCN+HknekcDabreUWdxFGrySvqpErmUfi8hs7bKBwPHCOkjM14OniVFjd/x2YhtablNbU2OT3pBvtt7D6GTNjMqmfz/rNmP4/p4k8Fq6ji0iaDhQvEPKn6+LPQI364d3uvVMln80FAum4vMQxeW2lc7w8bshYzkLlugX4b2dnp3744YexFyYRUU+/m6csV/6zfKVxMA8lIE0APQUu+LSD7Hd59o33cs0A3zoi3wt93Y4p55c25SyO6WRdZhBq2TRNAbW0l0WXgOZc1AhQtnFlbA8PD0caG33hPnKZU3Z9kAn9vLq6WhtnIuQnJydr42Had3z5XHkuoLBcLoez8VpK7lHuveyT9h1g2AR4HQix/tv0t6ls4xxOFcun/3yti3ZO2cysN+lB/59rW4dlNr23u9+zzDmLnmOBXpmy6/50sKlrs98/BdTtjNtGunSOVXftJY6t70cP0W/0Gb+xPgZd6j3h3b6XOEkvymF2I523tukZA6RMybBhyojdpjbkNOBsNluLRJgxHNna2dkZJ08RNc5DMapW0ybOj8zoUAJyG3Ib4zSQXTTa/08pmueUyXNCv0mxmGaua0qoDKa7dtIvg1KDC7/T7ZhqixdBQHcS9VO4vdAnnRvusfHf5F1m++F5hC4V3l8yWO5K8o8Bs53iqhVoQ1bn83kdHR2NhWGMczqYyVuOKOf9tAPgx/0dSE6Zy/dZXqi36ulWTuZtrvM930+9fn/S8aVK3HnR1lPeDYQ8cfajd1SYyL3HypFkL3izY4CseVzpAzr1w4cPY6yQOSLEpN9knjROKSA1HSjavbe392QqNSNiL5XHKfuzXK72DX9NJXnbPJ58vcm+dPo9/98WHGdJOeze37WvA7NTAD7Lc3zxnAxaN2Q7puyAdQnF+mKqf3aKs94EzV3J9qCbpmTkuXflb+g5219K2uIsL+GVxBzU6Zl+wLPv5TdfS0zyZwHM9iIygrSpJGixoiU87s5MeTRW1s4lWy6XY0cMpvZMTAy0oyk2nv4OM3VG29Onjo7PZk8jTzbW3VRx1dNcHkdoXqJ4pgY8FWL3rikP0/dPjW8nOE7NSCCcHmgqig7AJyiH9g8PD7W/v/+k3Qirn+0AtYVpG/513ia83+VM/TUB5hz/zjmxYqqqIbez2Wwt3cnRzw4Idw5m3uP2WP5ypibrpF4DTL/L/GjH2u9zSoV5ygDfsuHvUzKHTkmlbjkxyOX95Oc5ncmnLnayaPo6v9IOpfNfWTTN+1kDAu1pB2k29AODBmBm2zMDb9puh8tgmjY5D9Fj+VzJMe6+Z1kuv6VksM//ayn0KYM2z4HbqXv8PWVq03NdSfn7nr5ZFl2nr6dtpzwHMp9r00vbvMkhNnDunnGkOXWqdYjvmQLv2zpIWVfyAfVk5N74y072L1VybNLOeNbJOgfdvG068FR58S4ZaQy3ec7PZHQvwWgyvd+9XK6ifFU1IsbkwzknaDb7tg+ztwyBAXI6tBN4A+U0yJ0Rdz9ycVIC9Kw3GdLto//PKXcb8e5eA09/74Q1QXZ6o25vgoas38bd9fta1tcxNECDadH7+/t2Oxg/l6kAOTOyLQ/nqYB8GtAkHf6SSyrpTk6TLhmVZSHflLOYfwmS81o6VwkQMroMv3V5zv6eEWP3k2IFnSC4A+mbQIUNXdaTMoXTbuDo7dl4H989Tl3kx46DAXF+d77xYrGow8PDkUPtd5JnDgje29sbaxCOjo7q4OCgjo+P1+Qz380iRetRT63Sb4OhbeX6JWWx+LZ96Wspad/SuZwqm4Cw6/V7Njkh2wLLKdvVvS/ty1Qbp65tan8HRlP2fF/Ku0te78DnJlBqZ9gOgEHfFHbKdlmndLTodFvex7uzoG+5h3bk+oZ81zalA/weF+PL7KNtMvRxwDdxzTblRQeX2OPvFkNNddgKMQE0uYBO0UgGdnQQBVq12g3DoA8QTQTD05AdULWi9ZRsB2jNbAYAaZwTLLtfabg7Y70JED9H6ymDP6WIEvh2Je+hvg4cpsCloU4wYPBJuwxKs05HvDqGN39lm/2X0blNNAUwO4KdvP/XAJSrNs86pGwnnZCHxWIx0p2Wy+UAVZ1Bz4iyp5Qtlwa16aR2aRm0p0uZyP5NgYxUzo7suGTOtdPHOgPM/3YEHDF2n+0AAnjTcFq2qDtnY9xP6yfnuxKhefv27dpMG4sEkzZeZENUGEeJQ6U4aWtvb6+Oj49rf39/LOaGV3iWmUKOUIc+qcf/XOU1pWR4HL2rjO1P2oVtQTX1Z5S4A6rb2K2uDv7f9vtzQDh/e64d3TXbsqo+3aErm+5JmlmfGEzbjhu48jt1p150sX7KAFb2Z6qd2eZ8nusER5NGm+i0Tcm2W0fYttuRsA2y48//L9EdLwLMVSuvods0v+tcAiQbUofLub+rg+fyZCgE23ltHKnrRUMJxv2XkWJKB2azpNGzgiICknmRVlidsac855FZIBIo532mZbbFnhf3bOME+Xlfp24z6SawwfM5lcKzzof1b+lkZb15n+tynZsAIPX5/ZmO9NcClLctBslJV4Bx5pWlw1m1Dt66BX6OZKQja8CXsp7O6pSMWy7zN/5Ph8kG1e3Z29uro6OjAUAzN9sOvQ1zOp8G+qYNOcbO3+tomfJv3ZpGF9rYUHuhY+apd6vP7aw4yMHWcO/fv6/r6+u6v79fAwdfv36t6+vrJ44t7+cQFdM7jd6/xShPldco67ZHdjjtoHUBHf9Rkp+60gHlDjQnUNkErDue3dS+/P6Ssg2YNs/ZLiXgzWdMd78ro8xTdXnMAM28v3OA/IwDEtkP/k8AnHVQbP9s6x1Eze+utwPoLykdfRyocdusQ4xZvncW6sVHY/PyXLX5XEkPYMojSI/LRHDkwYJfVSMnkp0tPFWbQDgVghnX99CObtrEUVHakIY9+5IgPQ2bhSGZdxNo7oQklYeNVuc9emV/KiYXLxbqyhRPYNjTi7XQGQDnbAYOGvVU1XC4uj6lg2Ze8+dzJY22lVS+q+rpAQB/bSXpbHlHHjO66a0gLR9VK/mbWjhrGbJ8pWO6CSynHshozpRDmjJm3nZ0NqO+5nPzl5+1TGQbTUP3Dd2TERg/1wFL07IDz7TJY2aj7X51+sigbLlc1uHhYR0dHdXp6Wmdnp6OKHVVjWj1zs5OXV5etgCEmUbroK5fvxRo7sb+NRTzOVF8+Dl3EEj5St5O29jZtqoe+Hb02xSM6mxX/pZ8ncCys/HdGH4Pj7ieBM3bPpv3ZvAqQWHXP9tKA2fe89w4pFxluzLfN/WPx5qIMm1hzUHWm7b/OZpNtXGTY4AeM0a0TjSmfGl5cQ6zN6//HrDsuhIk5aD4vtvb2wFWMhXj+Pj4yWlgLlOCY6ar6k/7ssHwQFmx2IAYMOe73fepNm2KNHfXtlHk3TiZfm6ngeSm8f0eZptSFtAjp0q8GIh2ORqSoDcNvxVZeqAvdfi23VnjrxksUyy3Lk6/ms1mawqV33iekgDXRj7lqItCJwAwgKiaNviZqkHpFLWvp0PPO+0wdI5B0s3R3Kzb9EEnz2azsTVcykUCZrcljXG2ye/ZBL4zimRD5Wuz2bfDRz58+FDX19d1fHxcd3d3o7+Hh4d1f38/8p3tHLkt7BuNHKfe/KXl8LUB5nSifHQ8uqxzTDeB4U3BJpe0k9mu7np37TnQ589Ol3PvFE9PtWPqd8tJfqek3HX2JYFv1+ap9xgX5SxQVT1JPU1HvGp9RmmKBrbDU0Em09wH43z9+rXm8/lalDlnonO8Ojp0NEga+1o3C516yFHv73GWXpzDjIKeYtAODNkQpCfg31LpeTDYcD8Fhs3tN3nHqQxgtkyXsGLwtSljks90kauOLjY+U5H1TYLqzzSqec/UeFAMmqeio65/m/sTgPhdU8Lj+w1mU+CWy1VEMvnJdeYn9b40wszz3vc7gc3Ue/+SyybnJ2eQqtajptzHMcgocE/rWz4T/HbR5YxCp9z795T77NfUb/l713+D95SNbmeVpB2fzq+fkicbA+cKd+/u9JvHYqpPmwxVAmHXTcnZOYDx6elpnZyc1Lt37+rLly9ji7jZ7NuhVPP5vO7v78d2eH5H5zhQOt77pcprAs0O3gCYkT/r17SNm+znpllTl85+bfrd90wB4qnnujq6Z58r5tspm9YBXH7rZlcM2KZKdw/0TmeT+2mjnZ4Elx43yx/fXf9zcmSa+P58Dt6aOuyow39T49PpVV/vaG2a5Mxc1epI+Fz8/5LyoggzBHlJONvEotHuXDft6LJYrI50zS3b2NMzhTeZrBP2TJvg+hSIdZlSGt2CJGgwVY+vbYou06+OyaaE2J8dc+f9FrSc1uXTyhXD7Ch1GlE/m8CYkoCWP07yItJM8Up+85Lr83dHlV/KvxQDZuqZSkv5ay+dk5x8zthmJNVHXHuBXMq3ebVqlfaQ4Jj3TS0azLJJ/rrSXd+UksX/9CEdbNMqQUzKJffaeTQNnuNx097tSeM4ZfStX0mPmjKmqRcPDg5GDvPx8XF9/vy5lstvey+bNzyuSbvs39T1rmwLpF5rgQc4d4Cx8dqNbUDvNqB1E5Dchs5T7990j+3IlF3x/1PtsK1P3ukish1f2/EwoEx72H3PSH/2b5PsZQ5zRpNzZs00mXLYs/3WObajORNtfDifzwdgTqD8SzmzXeAA/k69Rh9oHzNxzLS8RBd8Vw7ztqf8Zec6INMNkO/xHpwYIk7hOzg4eDK16vd0ApaRqg4wp3Hmtw4MZl0dWJ5SOinsWWfScNPApnLraJGKZZNR69I1sjAWNrDZXpiV53NqmoKwk4JhoJxgOfd2zT6kIPNe7u92eJkaa/dniu//rcL/msuUA9QpVMrOzk7d3d09UbTMFBkwT03JU0/eB4BMsNwtLMwxzz4lz09N7aZzmUbKOqLTB04RMT+nTsn++3nLm+v3FpybZoM8Rpk6kqUzqBzNO3Wfv+MIffjwoe7u7urnn3+uz58/j4NKAMvHx8fjFEhS7tKAT7Vtk0y+FCxP8cOvubBTVO4v7gjjFH9VrQdHujSKjic3pT50s7Ydv3a2snsf7+zqzPufs53Z5ym+6uxb1x7q6mxv8qVp5sio7+/q6triqLHH2bnOXVu7vvKZgc088bOq1qK19/f3dX19Pex3AuWpWeFtS4ebund4NtvYI+/zOqhtyosA80u3lHMBrGwypp0XhJeSkeX9/f01ozgFaJOxp1Im+OzSLrJOG6oOKHuAppSR+5nvT8WUfZj67nbm891YTUVioHOn0DxuU0AmGRVBTmcl8+GJKnNMrg0j7/Oq++SXTjj8ey5i6NqedPNvHNjw0vznv7bSKdrkNV+zwsvFRwmGud/AmpLyk4C6k1Ge2ySjHWBwscLdBAK6YtngfoMJv9cANetMkMsfkae8t+op0O/61U3F+n6/b3d3dTRvgoOOJm/evKnT09P63e9+Vw8PD3VxcTHysTFkR0dH9f79+zo+Ph6zibwzAy425N8zi/SXVLx1oe1jRpc3pVl0oDlLx6vP8bzv8//5PWW7A5zP2cLu+pSNhz6UTj+5z12fKM/ZBvfFUeK8p+szvxncO7jF/+i+zmZNYTDra9tKy1PeAy78+vVr3dzcjIOMOhuQ4PaXLB0gNlagrd2M87blRSf94WF0uR+bBMQD4kb7f/LUXOjQbDYbe3hyOpTzG92GKWNTtT5tu0lJuL6uHiuRTunQr03Gc1vFsonGU8LkYqbfxogbhEzV7fq6aSjqyWgyRtXth69YNMAK+Nvb27H4x7mf3TZypkMqv05gtzGmnQfP4kOEbZtn/xLLtny3if6+h+/U6ZxLv9PKL4267/EzXWQ5+/KcPEzJdn7v6qJfqaf4TNDqfndy1ekqy1wGDQwus49OoahaN6IJ4BNM+LccCwMA9Hv2AT3z5s2b+vjxY1VVffjwoW5vb0eqBtsPekYJuvA5NeMz5dC+RN+6ZCDj1148M9eltEwFejw2WTbJSnfdfJm82vHvJlvclSlA3NX/nNNLmYow82zyYL5rSi9aVqbuQbc5ypx9naqjc5Ztc9NebRNA6xyIDpTyd3t7W5eXl2M3MwPqKfD9PaXTvbQPR9s0TFvu9wP2ty0vymFGCKcW/W0qaSx9jZKGBgDFVC1gecpAuo4U+k1pE5vA8nNAOdvRGRG3a0ohbPLgs3QCk7TbtqTB94IoC1k33gYx3GOBr1qPsnd9fPv27ZpQ3d/fj5x1TtY6OTlZW9jZKY009NnH3D95k2KbKt7erqvjLx0ob1ugTUdzdICnzBKQOSrsOjtDUtXrgU0zP9Tn+/xcV9IIcc2/ZXuTHjnLQunSirKO596TEabUR75nqqTs+h2813V1ujd1qD+7e3d3d8fJf2wtd319XZ8/f67z8/O6vb2tu7u7tXxD8w5tSR77JWVxG/D2ay3eHaNqnYemAHMC3W5Ms778fwosd3LaPZu8M2V//q2lq6MDzZYjA7GuPx3wzDq2bRtjBX+brpZ56sbJzB2JmNG13HSpCKm3rBOm+gZQvby8rJubmzUZ9LqfDJz8EiVp2kWy09HJIM6m4FeWF0WYc4svN3qqAzSSz2ywo0oWDqKOVTVylQ2W871dpMNCt8mAbgK2VU+N71SU2u3qFIvb4pL1bWKmlwpdvj+/V62MH9GtNLZE+SmpKJj2TTCb91jwqGexWJ3ixXQsaRlEnXd2dur9+/f19u3bNSDeAYekYefZfq/AwpNWBH/NoHkTv3ZRZe5DqfM9Iw5EFR1ttXGYihalbKfcco95JXl0Ctxt+p7vStDmFIgp3ZCGahNtXV8q/a4tVSvj2BnEfG8HwjtwkHQ0sHb7Njm4gGYOm+L61dXV2hqGu7u7ms1mY799O9nUl3L+S8vilDP1ayzdglnKlP2bAqv+nnp20/Mu29rcTga/Fyh3bU0+nuqPeXjKtnS6pOP1LFlPl1rhOrP+bGeC2LSz3l3Miz7dho7GCcoJOqbsVVXN5/Ph4PLODJhYV/1SstnZX95jnGF9/N8VMH+vMrIn4ufTqPA/0WUW+E0JZDLQlPBNCWj+5uu0Kw1wGuxNAHnqvs6zzv+zb51wmw6doKbxTeP3nLKqqjGlw7M5Pfpce92nfJ9p6p1Prq+vx7Y0l5eXdXx8POpE4B3Z7uhhwU7A3JVNiph35GKG/P3/L6uCvD+nN3Khm9OtcvP5dOqqpqNE5udNvM/9LuZr7vV3g8MpkOD25e9W6Kn7OoPqdnZTndnHbH/VCjR3BiXbi5xnhGYqkm2AgX7o0rUysFFV46hs+ACHigWA5iPXlVHlbWeRvqdsC9J+LQX65UzNptSEzj5tspvds9vQqbOV3fOdDdlUVzfe/L4Nv2dJ8DrVlylHkP/Tdidvbpr56Wj/HBhHFqrWt3JFni2jWQyysfsESrsgwHL5bcvVL1++DJtd9fTcAmQYXPdLluSBtDX+7Nr0Z1n0xwueS8foAFt3v0FMVT0BYUSXyVeueipYrtPG8Tlg2xnCzgBPRaj8XL7bZRMI39SuKcXznFHeVFKAq9aBcAKRFPwEzZ3gJuNO9SG9ciKKs9lqivbg4KDu7u5GlPn29rZOT0+fgIKMNHcKFAVi3v1eY5p1/NKG+TWWjhesnKpW4JmxYPq9A4sp3waArp/7/VzV0+Pop9q8CXSbNzvw6d+7fqduAvznfV3U0tsiZdsycm9g2xnhTGPqZDzfsY1BnpL/jHh5LDsDxu+Au5QpR7UywlW1vruOdcKfQyZfE2gmhY31H52t6QJKHY93tmPKVvmezn66MKauz23t5N6/Z+na7nZQ51TxuzIYk5+bns02pM1K8Jz1dH3sME/3OwV9a5nhnlxTQJ3WT+imo6OjsWvV1dVV3dzcDFAMTru4uKjPnz+PRfHIIw4sgS/+fsnSOSQZ1c61Gjz3PcHfFwFmOrzJI9pUrNDc0AScvOft27ftyX1uUwp+1XbRZV/vftuUhvFcXtaUguja6Xpg7gTUnRClEZwCFP4/FR8A1ULl+vPdU7ld3f1dmQLQ/L19+7a+fv06vp+cnAy+q6px8pfp6TqmnDLPamwrIFkfNHMec9b1/wPoVcmowpSzbUC9XC7XIsoJmF2ek6PO+E85cR3vd7KSz26aPp6aQTJfdXxig+Y6p0ADhq3Lc8xosL977+Y0ONlup2QZ5Gw7tWr6TTmbb968GTzCrCJpBdCZ1C1kmnZ4Ifq2MviawO/3lrQnVX1whuv53JQdc5niy00zqFNt8fNT/LhNwa5t0/6pkikZKb/bgt3UZVN2stMJadc6OaKtORNEXZkG5l2m8l27u7v18PAwdrl49+7dkEHWkh0cHNTV1VVdXV3VxcVF3d3d1efPnweQngLMBL5+CdvY9TNp6YBEp3O88cRL8OzWgBkQ+z1byrlkSNyRg6pvxPBRrxZAd2xKKU5Fhbv/+e5P6uhA8XMRZ0rW5ev523Ptyu8uU+/htymD7L9sQyoHCte7cfD7XM823rDb4LYgpCcnJwMw39zcPMl1d5kCrwhPt61hR8tNxZHqTO/4azDCU2XKgFjWnc5ipc1fygeKjfrzfV2ZimptC+xe+g7qzn6kAUwHYFP93XQi8mGa8JtpzH0881xQoTPmNr6bdIhBegcqUjeYDk7PIxLK1O/bt2/rxx9/rN3d3bq4uFirC6NuWnV/U+3+nvIa5RoeyJSMDkR2dsif+WzWsen+LH7W750CoV3p9L/rmBov8+Bzbdu2dHK6yfmeuq+rsysd3fN9XdssP051gj8eH7+d0Hd1dVUPDw91cHBQVasZVdYV3d3d1e3tbS2Xy9rb26vf//739Yc//KHu7++r6qk8OrI85fi/FEt2dibxi3fL8CxmgmbWSG1btgbMU3vWbcNgnfeUg2hl/fXr17G6N8Fd1tMx6EuA6BSAtdFJI7yNcunSLvJzU8Q56/xeg28v0/XMZrMWfG6j9LppV79v6rmpftBvR4Grqvb398fBKEwL3dzcPDnpr2qVMtKBsZzC7tqwrdAul6vdW7oc0r+W8pyiy0iDlSZ069IxDAJR5LPZbEwt25n1yZ+dPGVbpvSAleqUnqBkxI7fNznz5mlfn0pf6BxS2un68j7LRPanS/8wyEg6mV5uZ8o47c1IVgKF1GWWWy/uJHXl6OioDg8P64cfflgz1FdXV62j8OfMX6Zdr6kwbp2Nyfs6G1s1DcS6Meb+TXq/s3VT9nMTqH2uL1P1pM7qgiZpvzodNfVsd1/+NqU3u7ZZjrcplv+0j17sxyFA6M7Hx8e6ubmpi4uLWiy+rRO5ubkZWzuy88Xh4WFVfVuQ+/vf/37o5JubmzEzXLUul88dcvfnspnWkRmA2KRHnysv2lZu05Za2zxftR49ySlDG4vcM7lj1ATGHbCl3g6wTgnk1D2b6nWZmhKe+r9rM32dAsFTbe7uS8M4pRi3VX5+h+/tBNUlPd4cu6pai57NZrOxIp6povv7+7q/v6+3b9+uMfuUgjJoTg/ze8smOXiOZn+JZcoIJJjxDBVT6p5lQv79m3nVMxHPAQGKx2gb2co+TaVmUcem9/OObrbKQL+b9uXTv2WkMPv2XLsSNLtOG5F83oZwSv9ktHoTTfgNhyedUL7zO6DaixZxpvxct+PKL1leE2i2jHQ84num+mUd/Zzt22RP87N7duq5qd+78twzLwXL2wDbrG/qmWzTcw6B7VYWp5BNvY/n0KUEKqpqnJxZVQMgv3nzZtjay8vLOjs7G3X99NNP9fPPP9fu7m795je/qaOjo3rz5k39wz/8Q83n8/r69es4ufW5tv/3Kmnziabn7382wJxK6XuKDagH2ov6UJQZIeG7AVL3tym6vKlMTVnyW9bV1ZuGMT+nlMZzubguLwGyec0G2kYwn+miAVlyM/QU9K7dU+Alv+/t7Y17vTgMw+rUjK79vA+B+aWiTzxn4NfJwp/La/41lk38Cq0dYcbZ+Pr1a+3v7z/hCYB1guRN9Xdg1r9Tj6+7/dkfSsql/ywjHU/7uQT4pCDwP7zk3UEMbuExwKVP4PMsR8pgR7eMBNNOOygdnbJfScNOrqbokobKxpW0DBb8LhaLur+/HzMNmboHf9k2bZLxbe1B99xrKjgkUxHSLu2Qz032o7vuT+qespUd+KY858R2/XhJeY63zdfP8dAm0Mz3ri8vxU4OQk3VNTUutrnYVeSGnGT07dHRUe3v74+9lA8PD8c9nz59qvv7+7q8vKx//dd/rYODgzo9Pa0ff/yx/umf/mkEFki5cxum+vPnKO4z9JkKkkG7h4eHP98uGbkH87Yd7xSplVt6TM95YhmNmVqkkN+nBGAqMu06ngOQz+WBdfVnnb7eecMvZbYp5eP6pxTSNnXmQqNN7e8iWO6Po4fesSOBzv7+/pgCqlpFpLnXEWr4zJ//FsBM8VRTNzX+11Kec+6q1p3kx8dvpzh6kRZ1oAPSqUa205AlYNsElp/TJ3lPZ+C7KBxKmd9TL/Fp4EJ/vC/yJrDha24DM3AYKWj2nK6c0ivZ785AG1RP6ZYpQJBjRooV1wyUmR6+ublZS/c4PDwctEtH+N+y5em25TWBZiLzlG486c/l5eW4l0/ngFIX/MX/0J1tAe/v72s2m41jzHmP39l9p32dXcw2T5XvtYsdXVy6VKQslp9NoBmap9xlXZt+d13IY6Z1pY5cLpcjfeLh4WGcxHd8fFxv3rypt2/f1nw+r5ubm5H6RHrG6elp7e/v18nJyQhkzefz+vLlS93f39eHDx9qPp/XfD4fp/P+kvssb1syYGA6dGkZ/nzJNndbzzGx0jGnD7cpvtdRPwOtDohviljk+6emlqbAbwK1zgBM/WW9XW5g977ubyqC1rWpe8dzAt+1e8opmPp9qu6p5/09Ae8mZWBgwEEGCTzYOYWVvK7HICQVF4LzSwgyzmPuDev3/bWVjjdMd0eZ/X/Ha+iHbi/PjBgkyEslmW3pgPTUlDS82M0wUac/Nxl87gHwdfWYn6Zm9FJ/OI97SpdNjcvU/1PP2+md6h/96BzTtAM4ToDn29vbcbzuxcVFXVxc1OXl5TDCTC/nmhcD5l9Szl9zmbKHdtgAvaenp3V8fLwGkqu+rSHBgfn48WP98z//c+3s7Iz0uMPDw7q4uKgvX77U5eVl7e/v13/9r/+1vnz5MmlzpuT9e5yRqfqm5JVrXZum7s/S8dUmed/kqEzVx/UpG7/pvV0d6ImqGhjOmGs2m9Xd3d04LOjTp0/1P/6P/2P9+OOPtb+/X0dHR3VyclL39/f15cuXNXD89u3bOj09rY8fP9anT59GusavJX0p0zKgJTqD79uWF++S8b3pGN3gehrS9z1ncHyfmWGqjqnvWc8mwd5UR1fPc/VvqsceUvfuri3bgGtKt4iHz055+fdNQpztes4jzz6hzDnRkfvMd+Qzzufzkcc8RRsrrQRb31Pov419Bza+R/n/JRYDV/4cgeDPqQcGut6XtwPN+Z7ML+54MPljSpY6AOq6Dc74bSq/mfc46tc5We6HI8ZZN8W5idvwoO/pIsWb5IJxSv1vveFx6WZd/JuNNdGv7pANciw5vIrdNLyOwAtKXe8vDZpfk1zDM3x3sdMxm83q48ePdXFxUT/88EPd3NzUzs5O/fjjjyNqfHZ2Nmj54cOHur6+rvv7+/rtb39bZ2dnA3j87ne/q//yX/7LcIT97ilwm23+nmvmGXjLaZ6bnu/kdYp3fN2ykPbxJXZyqmzLv1MOSIJlA0QALTNU7DrDor7d3d06ODgYs7nL5bJOTk7q4OCg/vjHP9bZ2VldX1/Xzs5Offz4sT58+DD00MnJSf30008jWv29ePG5Pj/ntFvnpA2xDn5p+7YGzBi678nBqVqP5lCHBTcXo0zVsQmQds/yfN4zpUyeA7idsG4Cw93z2yqNZIyXAPgsaewSkJtGU0Yxn4GOmUuVTJrPJjPz7M7OzthOjt9zGylSNriedXS8k9Mxv4Qh9TS45eKXqv+1FWjfRS4zLcO0A4jZQepmsZKn/F4KIDCBuEtn1LIf8F0HVAFrRGqqVjzpvnTAPMEy95g21OffUiZtEHd3d8eBAa7bY5K02gQoN/HuS3R/xwd8d39NL+T/8PBw7Me8s7NTx8fHo597e3sjrSedr+fs078F8L4msFz1NEeZgtNhW7Szs1N3d3f1hz/8oX788ccxgwbwheZHR0f129/+tj5//lz/9E//VNfX1/Xu3buaz+f1xz/+sf7mb/6mfv/739f79++HLGyyjfl9KliT902VbcZ+yp5275wqm9q57f2Jg5Dzqec7x79z+G3H4QGfruddaZbL1cEjVTXOQWD2djab1dHRUT0+Ptbh4WEdHBzUu3fv6h/+4R/qX/7lX2q5XI7I9A8//FBfv36t4+Pjev/+ff3zP/9zXV5ejrUIv2SZojU8NwWcMzUDXY7Dvk15MWB+KRjIyIOvpyc45SnxPTcjn5outYBOGUbuy/u73/xJ6SLdfjaf66ZLtwXDnbB037MkYHAkrwM4vm8b49gB+ql6zQcdAK9a7RHJdfLj2LKG9pOaMaVIeJ+jkb90DrP3Y94EUv4ayhQfVa0rKgCNj1kF9FEH0ftOiU3JoH/rFp10zlonr9me5KWHh4e6vr6u29vbtX1F3759W4eHh4Mn81nqdM5hymYq8lysRTuRS+dO23Ht9JFp0DmtSY+U/Slj3eUG8qzBf9bvZ5nWtaNydHRUVd8MOLRge0nofn9/vzbrkPL91+i0unQpGQmSofn//X//33V/f1+Hh4d1eXlZDw8P9Yc//KFubm7qw4cPIy3m5uam/vN//s91d3dXe3t79eXLl/rjH/9Yv/nNb2pvb69++umn+l/+l/9lbUHrlF3ntz9X37v3PAeau3ZtmlXxmpnud5dNOKR7dhv+TXyTtnQ2m411I1W1dpqmsdze3l5dX1/XTz/9tDbDhd0lH325/BZpfvfuXZ2entb9/f04zGR/f78ODw/rX//1X+v4+Lj+1//1f61//ud/rp9//rlubm5qPp+3NMn+/BIlx9R/dtSr6sUnD74IMH9vbpgZwHV48UsKMs9xf3rFnWFzPVMC6+8wTbfns43ottHovKdrg+tNT6hjmE30fs4hqFo/IjcNdRp1v68TwufKNkohwYvrJ8KEAWShCTtlMA2L8UxwQh2mb4Llf2t+I+9EoRgI8vtfa9nkKDmFgSn0g4ODJ04v9zlSgONk3uyMYH6Hh8wnKZ8pD9Y/dtzu7+9rPp/X1dXVmGpEnu7u7sbJWBiXrI++mU/cxwTZvu6FbvzufFMDZr+7k+FOZjrwvMkB6mS8kyvaye8dXRaLRd3e3o7xRZ7IZybSdXJyMurzuHjx4Cag8W8xxp1u/7WXTLuwfTVPvn37dkQFOdBiNpvVhw8fBk/9D//D/zB4Hd1LsOs//If/UMvlsv7u7/6uZrNvEcmjo6MWKFf1/LeJrsmL3Ovgjz+7+pJnp/RU93wC4rS5gOa0a13Jd0DfKeD4nDxO0diyZUDoBZ3mj/l8Xufn53V2drYWDQZj3d7eDl09n8/r4uJiLOw8Ozurs7Ozuri4qL//+7+v/+l/+p/q//1//996fHysv//7v6+Dg4P68uVLnZ+fjxzpTThhahy2LVk3OsW0IiBjZ3vb8uIc5u8FBJ33z4BU9dtHTUVjeC4XlE0lmicRYdR//Md/rP/8n/9z/e//+/9e/9v/9r9NGlV/bipToDkB9zYClXVu0y/61j1rOjoa1QGNrHfbqdiptiYA6frB70wZwScABYA07Z+aepkCA1MLkb6noIwyl/L/L08LCsuOhSOFjBeg2PuG8jyfm8BQ54T62hRvOvc55dPgjUVpnmI0cLu7u6v7+/u13QHcLsub3+3gAe9Oh8DAh7pME57pnIN05DLdg3e4Px3gsA5Ifu/Ah9vajSEGOw8hWiwWdX19XTc3NwMQA87YhpC28nu3F/Ofo/xaFjJtU6YAafLlzs7OWu4qdtXg2nVkmkVey3d8r5OxrQ3uIsAZ9PG1Te9LPkW3T8kFz20zI9u1if+fo9GU7kun2s6zFxAzptYXjDU7XHiLxvv7+7GoD123v79f7969G/dcXV3VwcFB/d3f/d2Ybfh//p//p37729/Wf/yP/7HOzs5qPp/Xx48f6/b2drSLkwSnnATr4Kl7nqNVp7+sg7E/xhTblq0Bc24pt23xIKV3YTA5FcXNbcK4598ikIvFov74xz/W//l//p91e3tb/8f/8X/U+/fv6z/9p/+01SLE/4+9P4mRLU3v+vEnIseIjBzuULeqq5oe6HZD22AsG2QvjAzCP8uMAiRGw8IskJBYgMQCxJINgoUlFuxAsgRmkCwbIxnwwrIXBhkzSO0Jy7gLu11dVd13yJsZGTlH/Bf5/7zxOU++JzLyVpXr5u3zSKnMjDjnPe/wDN9neN9Tq83KC177vE2AsxJbVgizE5A/z2vV5nz42tq9bUC3rU9tfa89I//taBrgis/b5rIGRvxMRyE+LNDsSGlOTX8jUZ73/L+jhv7bdXUR83qyDH5rPMxzaN/PMWBsqw2s8R+fm7eIfp6enjb6TB9yhst9WwTu2xxjjFrtjPE2Y53BbL6+TT8a1N7UPxvhHPjgx3rFBtHr4mt94g0vI7q8vHqr2NOnTxtAn5rxjY2NRpTeThj2ZZEcfhAAVwvovMxkwGt5yPo/6+Ra6eBt5q12bbZtN91Pv9pA/yLHpa1ue9FzMmWswe+aY8h3y9rI2hzcFnTnPkKMPYNlPuMNyhHzU8/I4nC/548361JSgf7b2NiIra2tODo6iv39/ej1evHgwYP45Cc/GZPJJJ48eRKrq6txcXER9+/fj83NzXj69Gns7OzE06dPC5hepLc+iNPbFjTxz4u2f6sXl7zoQ7y4bamTnJ40wPZu+dq9NY/Cf2fj8ezZs/jv//2/x3d8x3fE93//98cP//APxy/8wi/EaDSK119/vVzb5tG2GaMaWF6kbBYJ8gdlmJsUk1NabUL8IgDQ7WYAYeblc/rr37UIMtfDC1YwRKByHyAD2g8afcoOoI9J68oyrpMdn3xurqPJTo05GpKdnJrRz2lZg+aaYTTAo71saGezWXklc17jzMu5b/4OYwjVnL58yo+NGu3SJz8LQ7gIhGdZ8/z4f7ffBgD8Wc0oGeS7Pa+jS27cznR6Vc/8+PHjUnOZ7+Uzr3eNtz4K+btLYDmiftSp35wY0VzvTIuAr7+ryU3t3prjWzuLvO3+NjK/tWVX3fc2DJH5ug1DLMIWtcxYjT5M/qSt/MZMyxhR45yR90EOOLHZYSIwxPGCnJqxubkZ9+7di9FoFBER+/v7cXJyEnt7ezEajWI6ncbXvva1GI/H8dZbb5UTWHZ2dmI8Hsfjx4/j+fPnpdSX+dvY2Ii1tbXY399v4AfraWOLPJ9Zf2Udnf9nY/GydCvAvMxCZ6asKTovcjaAXqi8+cXGgmtzNKXmmfqa8Xgc/+2//bf41Kc+FX/jb/yNePToUVxcXMQ//+f/PH7hF34hvud7vid2d3eXGqd/589v+ix//mFFPxYJbBtjLDK4uc1F7VuJOq1Xi+zmsefvcoppOp3XLufd9a5VxcGCsiH9MJVVTgN/2O3fJWqL2CD3ORKPw2G9guLOSs1t1Z5n5xr598ajWhs2KLnv8NTJyUkcHx837qVm1uUE7lMG6bnPWW+0geocdXLpiEsvam3V1oW/Dfb9rBy5b6NarbTXL5ONV3Y68jofHh7G8+fPyz2kg+1Uea0Nwu2ELdJNy4yxRsz7XaHsCLY5hea1NpC56BmZbrpnOr0qhZxMJvHN3/zNtzqhID+zLfhRc0prGCHLTf5926hvmw5su36Za2tYKo+V5zqzk6PNfNZG5hf0mrEXOhz5Iuq8vr4eOzs7sbe3FysrK3F4eBhHR0fx1ltvxec///l455134r333itHz81ms3j99dfjU5/6VDx9+jQeP35cXlJ0cXERGxsbsbe3V07+WVtbK+9kAC9eXFyUvSSeJ6+f7YjHh97e3NyM3d3d2N3dLSVJy9DvSIQ54nodnIXKhgsmdY2jJ+Mm8NkWSaGd//E//ke8/fbb8Sf+xJ8oDDAajeLTn/50/NRP/VR86lOfim/91m+tKse2coba3/45OTkpgI9NFRsbGy+kgB3BWjQPNwG3m9pYpAjaBBeAayVsw9z2rGxU8+duj1RPRHMTA2tN5MICkw3ssuNuI9qwEsklBt+oVJvDXIZhgIOc20GqyXlblKC2pl77Nn3g/tpJ5zcvZyAyg/EhEhpxteucXeIAqloJCG06qlYz2IsMWxsYt0PK51xf07cZLGc5r80b39XqJHlmLbKb19GlOQa6nm+cX48lYv4mwFzeY6B8U0nGIlp0D+O9S4A5g8ac+WjTyziFEOPmHOwsL9l2tzmF0P/7f/8v/st/+S/x7rvvxp/9s382vv3bv/3Gec081Eb0x3ok001OeI3383U38cqyNrjt+0XBAq+b7asdxbbSjJvGgQ7LwQDkKtu32ezqWDmixTs7O3Hv3r0YDAbx+PHj+OQnPxmf+9znYjKZRMSVvuS+9fX12N3djfv37xfAHBGxtbUVERE7OzuNfXOUkLBZPCLi9PS0YAI71WAtdBRzNRgMYjAYxNbWVvlhg+qydKtXY7+IIoq4buzoYPZ+I+aL43d83yY6cBOoXltbiwcPHsRP//RPx8nJSfzpP/2n4z/9p/8Uv/zLvxxvvPFG8Tba2rnNZzDt48ePY3NzMw4ODuLBgwdxcXERk8kkHj58eKvFirheh4wCyVH3iHaBrDkry5QTZANbuxYj7rW9aWdsrQ2PxUofAcGw1sbK9dkrXgSWbxp7jWif6CnPuu2avuqUAXOtNMNG2M5xzRGNqINmrslZqZt4mmvdL1KFgGADVKIcOG4+ZSeD/gzYDTJzhDv3KY/bTqXH7rF6zvP9WQYzYPf3NVDVJu957azrHQW2g5TH4c1FnkOPj9MwvN425h8EMLeRbdVto6EfJ3nNM9ivgWX+JmrH0XF7e3uxv79f0uWmms1ZpPt++7d/O372Z382vuu7viseP34c//E//sfY2tqKL37xiwtt9otS5mf/9vc36Qhfv0gGFjkhtXuWfVa2bf6d5cH6yqUZlrWa88z/2dbyDAdMa+M7OzuLJ0+eFOC8u7sbFxcX8ejRo3jw4EF5DTdtHR8fR6/XKy8+8ZsIDw4OYjabxcHBQWOjNf13DTVjBiD3er3yFl7e6cBeicFgUA4U4DXutw1y3Qowvwhlw5ZTp7WaYCbHVEsp+Rm+fxFo/o7v+I74whe+EG+//Xa89957cXZ2Fl//+tfj0aNH8e3f/u3lOJ1FlI1hfq6fjRc0HA7jy1/+cgyHw3J+4Ysqgwya+SyiWe+Y67v4345IzcOujddzvIwCqNVzthn3Gvl7K3yEw5Euxm8DizDktO2HYUxpA5Ds12TX1uZVpzaegFCSgEzPVc2ZWWQssj6JaILsZaKANeeN9i4uLsoOcXgKfouYAyfGwfMwBqenp4VHLeO5vtEAnLFBBoy57pA+5nnKbfizDNoXgZOaQ2x+X+aeDJgzqPVRV/6M9fOb4pg77q/xgPnqg2ZB2+aFftwVyjYp85G/d2R4Op3GaDQqvP31r3899vb24vT09Bpgzs/JbZuePn0aP/uzPxtf/OIX4wd+4AcKaPrxH//xGI1G8alPfapx/SI+XUQ56t1GbTy7LOXr2+zmou8X8VtNp2aQHNF0Uq1jXJ5xG/mvrWcGzG2EU/v06dNyXj0lFePxOCaTSZyfn8fu7m689tprMRqNYn19PcbjcXz9618vgHsymZSSjF7vKhsP762vr8doNIrnz58XB3Z1dTW2trbKkXcRc5ywsbFRzonm+l6vV4Jc4LNlaWnA/EGAhifdvyOubxpoAzYAMJhlkUcH1bze4XBYdm0yUf1+P3Z3d+Phw4etoNxt1pRDLRLW612VYzx48CAGg0FcXl7GgwcP4t13323t6zI1WnyXF/qmhTeYXtZocn2NMij35xi/HKWrXVt7ntcWpU7tso+eq0UQ+Bwg+2EDZveTVLHTwt+o1MZTGTB7E50Bc0RzI1cGao6mwP/ZMPiEFUc+axuH3SZ0fn5eTm0A2G1ubhae4wxPjiTq9+evcs9Rzra60ZzNyX0wD+dIcT7qytcvow9rc1CLKvt69zXfk8lA1uUWtQyDs0+W68lk0nBQ6Id1iTMUOdNTG/eiPi8i26m7BJgNgmugOeL6fEyn01hbW4vRaBRra2txfHxcXnV87969G5/Z5pxNJpP4uZ/7uXj48GH8pb/0l+LRo0cREfG3//bfjn/0j/5R/If/8B/ir/21v1ae8aI6ujbmNqoB5tz32wR1IhbLUc1hrrVRay87icZQ2TGyjvS9eVxZt+as8DKYbNG8nJycxNe+9rU4PDyM3/zN3yznNm9sbMSzZ8/i7bffjo2NjfIK9vfeey/G43H0er3yVkHOvufce/Q9JRzgAV4chRNG+QW8zAkfRKaph15dXS14cFn6HY0ws9BQLSKUjV3E9UPYF1G+pnZPLQq1jJDRP66/6dkRV5Gn999/P8bjcfT7/fi1X/u12NzcjDfffLNxXQ2o1xScwUKeo3ztTeN4EQOyqD2eSz+zsnbdo+/h7wwg2ua632++4MTG1AYYfls2VXtTpLRGtcjphzmvd5Fq8+hovOeKv6mZq5Vr+KUdtOWoh/ksG4TZbH7KTi3ylA0PfXIfIua7qQ2eoVwzD9Dlh37UIkGMGXImiGdYd9ZAYRtYznxYA8M1I9/2Oz8vBy0MgPnNeuc1zZvzmNP19fVYX1+Ps7OzUk+Jo8BzvNaek0VRsA8qk3cNMGfgmAMLi+bjt37rt8p87u/vx6c+9anW6HINJPv7iIh33303vvSlL8Vbb70VP/VTPxV/+S//5Tg/P4+f+ImfiMvLy/jVX/3V+H//7//FvXv3Gnbjg47bASJ+t9lt/87jyP9nWWlrtwa6M3DO36HP8tGqDhTkZ/tNqZarGljO8+AItZ3DiDlOsh6szV2bzby4uCibAJGfjOO2trbijTfeKG14LwPj3tzcLHqX73zE5HQ6LZuF9/b2Sp95UQp6hKg3Z0oPh8NYWVmJ8Xhc7X+NfscizP7bUZJFSj2iCaqzoq5dmxWqqeY53WZcWUHU/s5jIhr14MGD6PWu0guf/OQnSwF8bj8rnMvLq5ciMA8YEr4j4uLxYbjseKytrZX6NG845JkWVub6tuSxuzSiNk9Z6FEG/sz9YPze8Mcc2IlgTa1wlk3V3nbMtO/NCR1gbs9SGCQTlSeSu7q6WgBiLtloy2JQutXr9RpvissbXMwbrnt3eYNBrjMjEVdlVYeHh7G2thbD4bDItFN8kMuHDJitsywP2YF0eQlt1PReLbBQWwePP89f/l1zNrI818C5+1MDsfl784LnbTAYxPn5eezs7DRefe3rzDueY4B5TYYXORE3kdfqLgFmUw0Q1v7u9/txcnJS1ufk5CRef/312N7evnZPrf024PjGG2/E937v98ZXvvKV+Imf+In4/u///hiPx/Ev/+W/jO/+7u+Ov/SX/lJ87nOfW9jHZYB+vrbGC7Xvak5FtlFt7S3qUwa4+frafbZhbWC5hn0MltvwT7bJtXZ9HdlTZ2pvGkdtjqwH8/0nJydxdHRUbEDeFE0gxcfMra2tXYuI82xnBy8vL+Pw8LBxHSUaJycn8ezZszLOZel3bBdDXuQsXAY/VkxttcvZWGTlXQOv2VD9xm/8Rvz0T/90vPPOO/HJT35yYf8XKcs2r7XXu3ql69bWVvR6vXjjjTeq/W3zqGezWRwfH8dXv/rVcpTKgwcP4vDwMI6Pj+PRo0fx3nvvxXA4jJ2dnXj//fcLQ2DMv/zlL8eDBw/ijTfeiKOjo7i8vIx79+7Fm2++2argamPLCmbRvdnrrimnfG0NILcptVrkgPQM/xsw598fBlmpOlLK/99otCjSEDF3lFFmjsrzUooMEmuRVMiAy5kLO37+MWjMIBFQbtAFn2EweFXzdDotrxEG5GdQhXNXMyjeuEq/6Dv3eSweW6/XK5kV1wHnMUE2kBm4+/OaEc4GNAPqXE/sNXN0KANkO0CMw9cNBoMSEeKlCtYl8I+NuuUv04flvOaNc3eB2qLibQC61+vF9vZ27OzsXJOffI/LHxbZsIiI0WgU3/Vd3xVf/OIX48d+7MfKdaPRKL7v+74v7t+/f639m0BYbaxcaz2yTDu3DZSY2oC1AW/mS2e6uM6ZpWUAcp4nnuX1sJPrsdZsc7bnPL9tb8BNzlN+bo38DGxDW9tt4+fvRc+y3HKm9NraWqyvr8fa2tqt5PojAcx5ADVwhfLnb99D2sIh/BotA/ignI7d29uLX/mVX4kf//Efj+FwWOqqamNxH2v/1z5ftq+1ebGArK2txe7ubjn0+9mzZ3Hv3r3Y3d2N6XQab7zxRrzzzjvx+uuvx3Q6jc985jPx9OnTGI1Gsbm5Ge+++248ePAgptNpPHr0KH7+53/+2rmDbeA0YvFZl/ke/+0UNT+5JMNzYwObn1ET1nxtvj/v8K0pnQ+DDJi7UzLaiXkClPIDII24ngLMEcoMyDLZgfF+B0eX6YvBoKPeBqIAW9pkIwo1cD5GDp50FDvrNEdMatERALOvR0fmyDVgPqdoPRf5dxso9ly6PX9uA+57DY4dHfe8ZvnIxwuaBzyPubwD/nEUaTabNSLOHxV5re4C2d75BAE7g1z3IvpqEajJ390EqH1NW5ttz4TsELfZ1Fqbi/pTu3+RHak5lvlay1ttv1Lbfe4L13G/jwHkmqx//By3UdMJua+16PJt6SZQ62e28VG+rvZ37T7mqs2h+Ug2/d2GahOTP6MONeJ6FJPNNW3RZahW1nGTN8z/n/3sZ+Mzn/lMUR5+TgbBtfrgWp98Xa1fbZSVGdczHxsbGyXCReR0dXU1Hjx4EF/5ylfiwYMHcXZ2Vl64cnJyEtvb27G+vh7b29vR7/fLkXaPHj1q1F/6mfZy3Z8XUTAGuzbAWZgtIFYmbc91yoq1M6iibc/pR0G5zy7L+LCi2HeVFinrHGU2iObVrW3RSAOsbIRRivBYBrKZ3wxkAcOOWvp6gCybTlx+wz15E6pfyoSus56xQ1oDL44Orq+vlzYZD9FtR1wzGILMqzX9Uos25ftrP6wF42DNALXeiGcAnT87OzuL8/Pz4hR4bp1J8D3mGYPnD5s8p3fJEa6tc8R1HqsFftqCQm6j9qz83BfpL3Tbtcxgue13m03LNqntO/63Tas5k3kM+W/kuE1Wlx1vW1Ylr5l1mf+v9TGXhLwoYK45LjVa1ilalm7Sc37mTY5cpt/xgyVRPqQ0vUg2ck53cl+mGrO1eSf5fxspvl9m4toUTFYyi55da9Nj8OfT6TSePXsWJycn5ZiU09PTGI/H8fbbb8frr79ezjQ8OzsracyDg4NihNbX1+PZs2exvb1dHJFaHzLouC3grHlwtfvzHBkMcX+eM9pyRM6gyd9nA3eT1/5ByF44v++SYf2waRHPzGbNA+hdI8cLfbyeteil/wZUsrYGpKxDBpDwGEeX5Ta5h9fGAsg2NjZiOBxGxBWANRBn3BHRePUwn9OHzJs1A8vfBoqLAJvLNrIeys4ov9vWyDKVa6tzVIZrWFPW9fT0tAGAs3y0rWu+lrWq6fTseNWyUx8Wec7vUkmGX3Ocyfzkn9pnXL8IZNfab6OLi4t477334ujoqBEcyffdxvbkYFdbHxb1qwasayUN7pcd5pqsuX+ZP2s2rgYc24JGPB9ZqbVXA80ewyK7aFx2W8Dc5pB8VMGrReQ1ySV57tuy9JED5jahonYk1+1wvV+FWGOsZbyViOvR5dy3ts/aFEQeV5vyuGkRbMQ97jy2lZWV2NraiocPH0ZElCOXBoNBPHr0KHq9XnmfOweAv/baayWd/PDhw1hdXY3PfvazJbI+Go1eGNTdxPhWINng5Qh2vs8CnOcHb7xtjrkmr8dHFe018CAihgG/S4b1d5KYJ5di8D9v1Lu4uCgHzlMekSMdBqpuu9ebH2VIW+YB7nU0mSipAaL7BPhbXV2N3d3d2NzcbPAxUVGMF8+NmMuKT/loM4Sz2azU8JmIKmdlXwPHNYNZiyJlucnGvk2GvQ78nJ2dxdHRUdm9budnc3PzGkgGYJ+enjb6RYSY+WM9uI/abfqeN/csAsxt+n9Zgq/uklzXshkZADtYtAgsu81lgHLmMa7Hnv/4j/94nJ6exv3791tfBrPIxt9Ebf3LkceafPja2v+Wg5uiyqYaaK49s+Y857FF1DfS5fHV+m+7WHtGBtLWB4uopntqz/+waFn8B9WqEV6EPnTAvGhiLJi8TtaejKNEfntWVvA1YVxEN13f9n9bJHYRMF7Ul1yycVNfI67KMR49elTGzY7l3J9FQPYmYXZb2cvNY10UoYIy+G0b4yJPtLbO+e+ax9ymKGt/f1Cy8lp0DmxHc/JcOYUPKLXDkU9Y8As7apkGgCt8ywtHHLn05kwAPG07+kw7lIjAN2TGctSFDYG0i/5aX19vvFa4zTj7DXiOQDMfNR5GT3p3vL/PejPPV/4sG8f8OWvF75OTk9jf34/Dw8PyZjg7E5TcGTBzturx8XEBwgbJnITjemfG6j7BM752Gf32Qegu1TDbdrZFYBcFehaB65uoTW9vbm7G93zP98TR0VHMZrP4Pb/n95SszQelmiO4qK9tuGIRgMzlF/5ZZBtdepG/zxHqWjAAoo1lsyltTg19yHt7amC5ZsMX4Z8a3YQJb8ITbW0uctr4O4+tFnj42GuYM9WEcGNj45ox9CAWpZRyu8vQsgJUA8DZ427zxNu8u4jFYNn3ZhDY1rfaeBZ5lW30ImD6Ji+59lmb0LUxfQbuTr37vps+u6lvbc9chqwgHZW8S6/Q/TBpmTk0+HKk5vz8vESWqdG1gYiIBijq9Zq1yXnt2wydo5EAdt8PEAS8ra+vl8PufYwcZRkXFxelDIr7Z7NZOU8YUIe+o8+O1rUBQ5dkeP5y+YUNga/PMtSWPq7Jiz8D6LpW+OjoKJ49e1bAMnNKGV0+R9Z/s97uq50W14lHRAMU04e8ebTNUf2gIJk2XFN+FyiX//gn1zFH1O1Xm01bZIdqgIXPVldX45u+6Ztar639vSwtC+Tb9JPHWQO8LhWyTrmpDWeylu1vBs1eh7bIcBvRFz8fXZAdgFq/8rM+6DrV+vdRUg00M/7b2vuI38EaZgsrB9Tbu3BkKSvdZdpdBHhr19/UZu36m9puo2Uiy23PrgnlTeC/1lab9+v2XoSB2qhmiGtKI89N9tq5pqYoLOzmpZrQ3zRfH2TsVqg+HucblRbNNcYah7h2cgWfU7aVowIZBOSzOzNQMHjwxjmXeQCOI6KcVw445eB8ItY+9o2xurws8zxRWZ6Zz4K2QXPkhzEZaPt6wHYG1lmeLRu1Wsqacbez4SzA5eXVufBPnjyJw8PDRnkLxJFNlmeIF5T47Vq0TdQ5H8k3m83Kd6enp3F6enrtaMIaYP6wjDE8dpccYctWxHU7Zt1b++5FdOht6MMEy233vmifDbCynqjZiRpQXsaeOhtTA+kZd9jhzG3UZK3WT2OqZW3eh4kLMrVl8WvPve1aLgoCRERDJy9LvyM1zJlcD2bj5V3l3pSXF3gRgK15z3zXBoRrtEwa6yYlU+tDG9XGsowHm8dSE9hlAPEiQO3f+blZYBeRFQT/A1bMuDkS1/Z8g2siknnDUG0sHxZ5znwe7DdyWcZNDpjLrXgBCNFY1pBNwZubm6UEwvrAQNpvg2OjMO37Gfy/trZWjmPr9/uN+uVeb14qxhFyPM8yBqhjnABt1+Hm+lFvkCNg4Dao0XW02I5gLVIFYPb/eS3y7+xE57XJspzvdXTYepx52tjYiMFgUE7wcGYIeV5fX2+A9MvLy7Ju7NGwg3J2dhanp6eNTZgGMh/GsVc3UQagLztlxxS6jQ1a9jsD05tA6ouA2Gw38ne1Z5janpd53PbEp/TkYE1bNHZZsh7Jz832bZGz6zbaxpSfWwPftR9n4hY5CYtoGZnMtd1tOOPDIObQmcuXDjBDOS1HKjPiqv6PlKzrCM0snlAMkuu0HJWgLo7r80/Ns45o1n3V7mkDyxE3H2vjv2vGqC3dVxOAGjO1AeYsgLW+1K7jf6ehvH4Z3GYvPAt4rf6L6735C6MIcPDrgW0cHfVCCPzZ8fHxtSO3Pgog6/HxbCKUHTWJ9VxbW4u1tbUYDAaxubkZGxsbBTQDkAFfRH6RDwNi73cAdBqMZ+DMPX4Nd7/fL3oo4koHDAaD2NraKvwTMedf2uOH9vr9fkwmk6K38nfesEibAG07AxHReO07n1uerQtyhiWinlnKTjWykI0RBswlFR7ryspKbGxsxNbWVqysrDQ2+RkwT6fTIrvIZz5jmudT62xA4pNIHFE28LZuXgSqPihlu3EXiFpx+C0fc5g3k9bsmXmmVsPcZuNusoHZ7rr9tvsWUW0cue2bQHPEXJawRfxte5ft5qI2bwr02R7aLrpt+p7Be9tzrCM8Fuwgzv/x8XHZrDuZTBobnE9PT+Pk5KR6XGMtGNIWHKl9X3PqaxhlGbBde+5NPJMBMqf5LEu92UftmnfUUUcdddRRRx111NEdprvjMnfUUUcdddRRRx111NHHQB1g7qijjjrqqKOOOuqoowXUAeaOOuqoo4466qijjjpaQB1g7qijjjrqqKOOOuqoowXUAeaOOuqoo4466qijjjpaQB1g7qijjjrqqKOOOuqoowXUAeaOOuqoo4466qijjjpaQB1g7qijjjrqqKOOOuqoowXUAeaOOuqoo4466qijjjpaQB1g7qijjjrqqKOOOuqoowXUAeaOOuqoo4466qijjjpaQB1g7qijjjrqqKOOOuqoowXUAeaOOuqoo4466qijjjpaQB1g7qijjjrqqKOOOuqoowXUAeaOOuqoo4466qijjjpaQB1g7qijjjrqqKOOOuqoowXUAeaOOuqoo4466qijjjpaQB1g7qijjjrqqKOOOuqoowXUAeaOOuqoo4466qijjjpaQB1g7qijjjrqqKOOOuqoowXUAeY7SOPxOP7O3/k78eabb8bm5mZ827d9W/zbf/tvP+5uddRRRx+AOrnuqKNXjzq5fnVo9ePuQEe3pz//5/98/MIv/EL843/8j+MLX/hC/MiP/Ej8lb/yV2I6ncZf/at/9ePuXkcddfQC1Ml1Rx29etTJ9atDvdlsNvu4O9HR8vSTP/mT8Sf/5J8sQgd93/d9X/zyL/9y/NZv/VasrKx8jD3sqKOObkudXHfU0atHnVy/WtSVZNwx+rEf+7EYjUbxF/7CX2h8/oM/+IPx1a9+NX7+53/+Y+pZRx119KLUyXVHHb161Mn1q0UdYL5j9Eu/9EvxxS9+MVZXm9U03/qt31q+76ijju4WdXLdUUevHnVy/WpRB5jvGD158iTu379/7XM+e/Lkye90lzrqqKMPSJ1cd9TRq0edXL9a1AHmO0i9Xu+Fvuuoo45eXurkuqOOXj3q5PrVoQ4w3zF68OBB1St9+vRpRETVm+2oo45eburkuqOOXj3q5PrVog4w3zH6/b//98ev/uqvxsXFRePzX/zFX4yIiN/3+37fx9Gtjjrq6ANQJ9cddfTqUSfXrxZ1gPmO0Z/7c38uxuNx/OiP/mjj8x/+4R+ON998M77zO7/zY+pZRx119KLUyXVHHb161Mn1q0Xdi0vuGP3xP/7H4//7//6/+Ft/62/FwcFBfP7zn49/82/+Tfzn//yf41/9q3/VnenYUUd3kDq57qijV486uX61qHtxyR2k8Xgc//Af/sP49//+38fTp0/j9/7e3xv/4B/8g/jLf/kvf9xd66ijjl6QOrnuqKNXjzq5fnWoA8wdddRRRx111FFHHXW0gLoa5o466qijjjrqqKOOOlpAHWDuqKOOOuqoo4466qijBdQB5o466qijjjrqqKOOOlpAHWDuqKOOOuqoo4466qijBdQB5o466qijjjrqqKOOOlpAHWDuqKOOOuqoo4466qijBdQB5o466qijjjrqqKOOOlpAS7/p75/9s38Wp6encXJyEmdnZ3F2dhbn5+cxnU7j8vIyLi8vIyJiOp3GbDaL2WwW0+k0ptNpRERw3LOPfc6f8bvX61WvX0S9Xu/W3/H52tpa7OzsxN7eXty/fz/u378fg8EgBoNBbG5uxsbGRmxsbMTa2lqsrq7G6upq9Pv9WFlZidXV1VhbWytt9fv96Pf75f9er1fG0+/3r42n3+9X+8jnbWPw//zt+eP//Dz+Z234uby8LN+xnqzldDqNi4uLOD8/j/Pz88IHx8fHMZlM4vDwML785S/HV7/61Tg/Py/t57WGR3Jf8mf5c/OD/69d20a166bTaWOevU6sGz8RzbXt9/uxuroam5ubMRgMYjgcxtbWVuzs7ESv14u/+Tf/5lL9+rhpOBxGxPX5mU6ncX5+vvT8fly0vr4e6+vrDXnIMlVbS9aw9j8/WQZns1msra3FG2+8EZ/5zGfim7/5m+Ott96KR48excbGRrlnMBjE9vZ2RERcXFw02uAZfsNX5m+PweS+Ipc1ynI3m82uPcNj5/uVlZWYzWZxdnYWR0dH8fjx43jnnXfi9PQ01tbWYn19PVZWVmJtba0hC5YPz9/Kykr1u7b59n21a/JaegzM16I++bq8vvn/2nMjIl5//fXqnL9s9E/+yT+Js7OzuLi4iLOzs4adtn323zXK88BnUG1ua7yxurraWDO3wXerq6sxGAxiNBrF7u5uDAaDWFtbi7W1tcJLtJ2fkXkuP4vnuZ2VlZVrbeQxeZyZ8n21ucv35uuRyyzb+T7jh4yT8vOzzPue2lpbL5gnajYh/20+8m8ww+npaZyfnxe8eHl5WfDDZDKJ4+PjOD09bejJmv5q66/nMc+J+YCflZWVBm7b2NiI6XQaf/7P//lrbdZoacD8Mz/zM3F4eBjj8ThOTk7i4uKiTExN6PJA2wTSVAPMN137IlQDZBi5119/Pd56660CgEajUWxtbcXm5mZsbm42DMfKykqsr6+Xz1kIALWBdZsQWoDzNVmQ2oQzA2baqjExihPw65+Li4u4vLwszI1jdHZ2Fqenp3F8fFxA8tHRURwcHMR4PI6nT5/G22+/Hc+ePVvKiLd9Vvt/kSPENS/KC2333fRMqN/vx9raWgwGg9jZ2Yk33ngjvuVbviVee+21F+rPx0E1B9bG58MCzDet5QdZw9PT0/J/zXjUPn/RZ/V6vfj6178eX/nKV+Lx48fxuc99Lj796U/Hw4cPi9EfjUbxiU98ItbX14vMWXmvrKzE5eVlQ/Ytq7WxWKb5ruZEesw4qTlwYSNydnYWk8mkXHNwcBDvvfde/N//+3/jS1/6Uvz6r/96nJ+fX9NtGYBABrsZMLeBWq7NYIrPMjC2PvW9/i6Dpfx3brvt7wz0/t7f+3sfmI9+J+idd95pgBR0e0QzWGK+gUdqgHiRHWpzcNrmPYOY9fX1GAwGsbGxUX7juMHDbo82am1lfuP/vN7m40XOnKnmNCwCy8xndrr4nmfeBIChLMM1XVELNBqj1a6pAVQ/K99bc7ZqOIPgGoAYLAHG4Lqzs7M4Pj4uAZra83If87xlJ4Tf8CZ4DVy2uroa6+vrBTAvS0sD5p/6qZ9qDPJljzy9CPV6vdjc3Ix79+7F5uZmDIfDGI1Gsb293QDN6+vrBSCvrKyUa4lEsxgoAiLVRMIs5DVwHRElElATUi8wfWBd7EURUbi4uCgMi3cHIwOC8QTxCvluPB7H0dFR+Y3TBGg+Pj4u7b6KPLEs9fv9+L//9//G+++/H3/gD/yBj7s7t6K2dXMUtO2el23N2/rzYfQTxX12dhbj8Ti+/vWvx97eXgyHwxINI8NydHRUjCbRoX6/X+Sa7wwkDWwjmiDz/Py8NbLnvkXENWAEaOa+2WxW1vbw8DCOj4/j4uIiJpNJfO1rX4svf/nL8b/+1/+KX/qlX4r9/f3q8/hsGbqts7JsdK/t/7bvbnNNG0C8K4D5p3/6pwtYznx1ExkMGoDWfmdwbIDqv3PkFzuFvb13714cHx/H8+fPi+1cXV1tAB3+NvAxKM/OUr43RxgJeNSi3znIlflgUXbC17aBcJyAmoO/TGChxtOLQKUzyAahNSAcEVXA7J+coUbPmd/Oz8+vVST4h8AdvyeTybVgrMeV+9umF2qOuXkOfLa2thabm5utc12jpQHz0dHRrRq+izSbzQp4jIgysaTdNzY2GoAZgXapBtfhvQwGg9jd3Y179+7Fzs5ODIfDEpHe3Nws9xFxsmea0yP8XF5eXvOMMZKOAl1cXJTxAJTNwIDlo6OjwqhOn8DEh4eH8ezZs3jy5EkcHBzE0dFRKcfp6Iqm02lMJpP4tV/7tRiPxx93d5amZSL/NcoRjm8kwgkdj8cxHo/j4OAgJpNJbG9vx2w2i/Pz8zg6OipGPyv+iKv5yxGjNmCDgcLIRtRLNrjW10dcjzBxP7LO5zZUOMM1I+z/Gcurzgu3Bf0fN/3yL//yB16TRWO+aT5qDknts42NjYZNdLo8A15/ZtBrIGwgDSC2fSZDTDqekktfl38bcNtRyJmNiLgG3B0Np3TT0fEcGc7zlQEyclwD5P7egHk2m8XFxcU1QFyLFHNdjiTnKLKzFvl/B+jAH8YURJm5Dtxxenpa9M7p6WlDfy1LdnryHBmvgc1Go1Gsr68v3f7SgPkbiVgggOVkMmkIsuuqnKrc3NyM0WgUo9GoRJ2o9T08PIy9vb3Y3t6O7e3tGI1GcXl5WYQV5sgLjQHO4Nnfw3xWNPT/+fPnMR6P4+zsrIzNdchEimFip1GogYu4qvOOiML0HViu08nJSfzmb/7mx92Nj4xq6cBvNMKwHB8fx8HBQezt7cV4PI7hcFic3+Pj49ja2mpEjw12iS77c8gp8hwJshGklIP7a3WFOXJEG6RFDcIpMRsOh0XvLEuvOk/cFPl72ejDyqh8lO1HXNmow8PD1khujtY6Wlj7LJfWAJIMmAFM8DrZYT53wIt6fcowc6TSID3jAV+3trYWw+GwtNfrzct9Iuaym8eTyU61+4MuQNbdrvcf8X8uzwTs8revMbAFazhqzP/+HNzjLDTXAModjTZg57o2jHFTxik7Z9a7rNX6+nqMRqN488034xOf+MTS/NoB5iUo1+TY+wQo8zdeK54r3myv14uTk5PSHl6fr8mestO4MJBTKxHzDXoRUYw10arj4+N49uxZTCaTkobt9XqN+mSEKKdiPPZ+/2oj097eXoP5X2UD+UEob258VSiXYXyjrj/K/uTkpJQr4RBjBCltwtDWSiZyDV4NOGfwXLsGw1qLUtXWyIAZQu7X1tZib28v9vb2WsfeBvBfRvogQD5H/17mcd51+qBzXANIGWgb3AKIiTRis/lx2t5AOEeya3uXjA0c0RyNRteAO7oBEMl3Ec2SuFxmxfcG3sYH9BGwTHbZ4NcZZe9bAgQbPOfMM6C4tteJYNtkMimlnt5smksrPg6CH95777349Kc/vfR9HWC+JeEFISTeHEj0mOiya7EcaSJVYcNljxQjy2eOCOPl5Q0OFryIKLtRiSLZ6/SmP9dU+l4zNdfiHCConQG5+5TLBPwZa9yWNvxGJuSLuv7nz5/HvXv3YjgcFkOHwYH4PBuOnOqFcu2eQbUBNPrA17ftM3HWCiPs1Cr9Yc8Gznbmg9+JaOvvlI5Zdlx3KcL8jUa5dKhGLpNw2YAjqnzmEpAMml1iYcDsMhCDaAJp5+fnjeg2gDoiSjYn11UzHkdcGZ9P58rlV9zv0srJZFLGa+DbBpg9N7WDABxNBhhzjXXKy0jM6ZMnT+L4+Hjp+zrAfEvq9Xqxvr4eW1tb5Wc4HJYyC9djZaDsNIjTEXkHMycvrK5eLQ9eG0KFYs8bIQDFRMPZzIPBAwjnlIfLO2zA2TjodA8CzwbQju423ZR27UDyFeV58KYWUo+Hh4fx8OHDYiRtfLOM+YSC2hy7jMLy7u9zBDp/7vIZgz0cZq4ngwWRPdrc3CzjzADcTtWy9CKA88MAqcu20XZdB5TvJtVKOXIJBRFdbHbeMJZlbjqdNiK/tWACso1MYec3NjYKWEfuwAjIL9ggA3TrCusQ+meHN5dzEl1m/1JbZNklmTmynO8xmK6dtMUYX3aazWa32p/XAeZbEGA5p3CILlOjVEuvmlxHZMYnvRIRDYYDxK6vrzcMqWtyEFC+g5khItn+zPVejC8rF4w/nzN+BOwuCEVHy1HbWnZrfD3aSYTCm2lPTk5iOp3G5uZmkStk0g6t27CuyKnKWmSZ7/y77TNHrV3TDAAmOm1ji0PNZmeMt697kZKjuwg6a3Pe0cdPmZdsv3LmNdc3+/hCAl8Ep7C/3gDYdjoH1xl8u+wjZy0csKJs0t/RX2z0yspKbGxslHH55Ctnrhzdxubn4JlBrWWY/uTTLnJ5C+3xrFzCuba2dq28LCLuxDn+t6UOMN+CSK34AP/RaBQ7OzvlxQU1BnHKFaNk5qZtCxrM5npmg2xHlogWcbpHjmjZmOdyimyMrVgQ7nwcD5slAAwdNantBIOOXh0CbLJxlv0JGFMIA+eNflkXuIQCHZCjwsii/7cct5VM5GdgKDGm3nTDdwDmjY2Nxm52DCx/146+bKMXLeP4KMqBbgpoZDKguSu0TF9vW/KyqMRn0fWLIve12uPadfn7bLMMlvNxYgbNrvv1Ua+UQhosZ4BsO5jLLvKxee6zS7G82bdWZmXn1YEqA1nLPhghZ4ouLi6KjgIwGyB7bbxXynPn79Fp0+m0od/yOuUNmcYsHwb1+/3Y3d1tOPE+b/yjpg4wL0k+Pg4h2NzcLDvhLy4uGoxl5qmRd6giiNPpNE5PTxtpFjYA5KNbeAbCktNEeKvPnj0rNTr2fi04Ob1bi3hZ8ayvr5d6rA4wd/Sq0yJAgDN6eXkZ9+7dKy8rWVtbK2DUNZE2JkR/IuZvO7sN+PC1+d7sHFvf5PQv10+nV8fJXVxclDQ1hti77DnVx+VkyxjF3N9l6cMCzXcxyv2itCy4XzQneb5vArT5evchg15nM2ttZ3CcrzU4zSdmwPf0wd+5rph7cQ7z2c/etJcj077Ox5L5+bm2OZ+O4f6S+THARK64z/uSaAfgmO15LZpte57XCdyC056/53PwiL/zXOex0j875rVs2DLEfFHa4lKXo6OjmEwmt2rvRagDzEuQC/xdBsGh1xiYiKZHGXE9bYoX54J/BIwyB3u3PtrJp2VYSdnw2qt0ZJnvcgqmdrC9yz6gLAwoi9tGKb4R6BvJML/qdBNvU6f88OHDePjwYfkMXeETdlDy3tcQ0XzJA9Gj2skXWdZqkeS2a+nD+fl5I6Jlw3x6ehqTyaSACL+pkBQ04JmxOEVr/XTT/N024vxhR5pr8/gqye0HGUvNOVtm/m8CxRHXAWztGfm7WtQzg2bb3VqEme8tl7WjYg2EbfcNgPN1yGqOMvMdwbUMNvOcGzCDAxxBplzq5OSkRMMjonHajQF77YVFOQgGlnAJZrb/YIuaTqrxQF6bHDm3c70IyLfR48ePy9+rq6tx7969Uiaa930s09/bUAeYbyALKguLQVlZWSmAFqEyKCYtYkKIfHQMwHg8HpcI82AwKOehWlhcg0yf7LnZu6NvbQDbu4NzajgzdvYacyqnozl1DsTdpZvSyLXr19fX4/XXXy+RGKKudihJi+ZNRRh5p2hr2R6ugbIxWARMvbk4l2f4O85j7/f75XhM74kwKHaZhqNHbs/PWDTXy8w3c/thpXdfpETkVZfrReNr+24RSG6LCPNZLl3I/9faawPLtkfIVP4+b8J3LbI3AeZSi1ya4X09OYgU0V4igh4wCM5YgKCZj5mNaL7515kd1sbHyRnE54x0TX7oI2UgZJGYp+x4u1+LyPigBpit5140+oyuYv4cKKhlzD1mft9GrjvAfAN5YTGCEc0zj13f42gLoNWC5GJ5UpyuM/LbtXytDVXun71EBI0+sysXQUJoDZbbiv/zpj7XgL1qEZmOvrHJynXZiAeO8+bmZiM65GMYaTPieibKz3LkOfeH/3NUtHZtNhiuW6bPLu3i+5OTkxiPx42AwGAwaJzxjg7Mx3DlDYGz2axRkpLLNmrz2wae7UTk4MVtKc+TaRld9ioC5tqYMg/ltclg9qYIcAa0bd9zr5/lssa2yHEuA6j1KYNaR39rgNgb+nJW1fuKHDyqjdHjyJ95/xHPREesrl69NZigHHJEtDrvMULGaDciGk5tLfDnvlm+GDfA2fqJ039q/GPgjh5h7l2aYdBMX41ZajpiUUDA9dnmoTzeLON23palDjAvQXkBa0rbhs8/vd78tdXcy/EsTtHYYMJ4rg8G6EY0vU3azMfY2YC5DgtD59QFz/M92ePLwpRP7MhkJdEWFXoVDVDEqzuuV5HawMCiNbQcbGxsxOrqamPjiWXJBh/ljuxkg16jtqjyTfqIe90XgJBLJyixmEwmDT21uroa29vbjbplG8QMuG2c/QN4dj+sgxbphUWRoReRsZphtB59kajzXaNl5i3bhtqc1EBqDQC3AckawPbfGejWAHLE/GzzGrj2/3zmskq3V3sBiYFxzUnIz20Dy9kJcNDJ67KyshKj0ajRfzb/W5bX19cbUWs7yuCN7MwCmr2+9If7COgxNkCzA230zX121BmM4fXxmhoX2Rn2j783z9Z4l7OU277P4/T/nvtlqQPMS5AVRy0dwSLDKPx2jaIjzr1er9QgmUFIgXIt6VHXUJmxYAKMdi01CjPbKPgahKmtRAOygLPRocaAbcrTTG8h8Rz6d0cdfZTUxrv8zhFnKEeiODGm3+/HZDIptYqu/SV6EjHfh5CBgfvVFlm5CdBnI2ADxPc5g3RxcfWKb5xzG83t7e2yCTC3m8s5DMAzgM76xte1bQjKYyRilcHHB4k01+btVaZFc7UInOTgTI7M5ghqBqs10Fgrv4i4HkXOwMv1/v7b99fAMn0FbPpzR5i9N4ex5+yPAWUNLOdxGgvAsy6TZLw81462I6fcl0s/HNH1uc61n1r0FnKfjHdq0XlntQ2aybxHRMFBGQu4fzyrFm1eJN/+fNmS0DaH+TbUAeYliEm112mmMyM7qgzzR8yZzMaEiBSMxpnObCSyl+2XIdC+qebVu//01cbKn9WAdhv1er2SomUuammzPH+1Oc3zmK9vE+6OOnpRagObtQgMhOx7cxARZlKk5+fncXR01EjdenMvzzYAdTmX+1IDLG2RZf+9SM75nB9eUkAZmA1Vv98vL2LiFBA7v34pA866wbJ1XQbJNUPeBqA9prZ1W1Y/tAHlWvuvEoiujfs2OjdHe/PJETWQ65KHNluUAbNtSMRcNnLZQw1g045Boz/LpRR8l0+yoI/Ybj/LYNp1whm81SLSOJlux+RsrIGkKZcz0Ba/LcMGociX+1MD0TwzZ35y6QLj93cm11ZHNIEzYLnGE9Zx7kNbgG0RNrCTV5vLWnBkGeoA85KUmTBvZql9D4P4BAvALoDYtcVErAyyoRzZRjDYRECEmmt4w0/uVwbFFs7s8fG3ifZ9HJYBs8dZi4ZZgdSEow1ctwnLoohbRx1BbfzRFpX19cglxxkBGMgSGRTwKmn0A6dNmE/5vhaVilhsdGv9r8lGNnoYSR83xau9c40jv3mDKVFkg2nvps+AOANo65qcJs7OutPJrk3k+5wta1vn2wBexvWqguSaY9AGkNt4jN/YIWpuM5DNG+VqUWDzYUQTKC8bpeZ6XwNfuk/uh0FbRFwD/Iw/2/W8ITBHYRlTBmkeL0TJgrHAbDbfBEg71DY7QOfslOcFHeS9CjUnlfWh3el0Wg4SaHOczANt8sY88z2b8LiP6zJoZ81cpuF59Hx4Xl1eUutr/qwNWJtnl6UOMC9JjtYAVLMnCFOw8H4xCf9HNOuuXC81m83K0ShW4vl/75x1Wgay0HMvgpa91BpQrkXYaoJBuUib98bf2RBn8GDj3vZsPyMLUfZObzIAHb2a9CJr3cYn8PrGxkYpeXKNI2ex1lK1lDiMx+M4OzuLN998M4bDYXmOoz41wBwxP0eZe3K0hedlXnf7XE97JycnZUPi8fFxHB4exunp6TXQQ3srKysxHA7L2wxt2Nh/YV2IjkM+s87M0eRcxpG/57x3Tg7w89uoFo3yPNTWvkYvArzvCtUAs39DGSgbLPsUCQPXLCdtUT7W35QBc63fGUxn8OuaWUeWc1TXQR2DN/gHe5nLH/i7Fjnv969Ot7I9ipiXOjhAlv93n3LZFu0gA7wDgc+czUJW8n6knAmgX232soYDvC4Gv5mfer1eKX2hXxcXF40Ng8Y2tJtBc7brnuf8necpYwP30+s1nV7tzdje3r7Ga23UAeYlyQbAURoWpwb6vKCOSNvY+B5ecGBvjAiVX2xgoeJeMx6CyHV8h1dZA8v26Nw3K82c9sGrzR5gjjbzu/a3DWlNaGueLfcYMKyursbv/b2/N05OTuLLX/7ytc0SbcZxUbTqRelVNLIvO7Xxym0JJZ9fZAAYcDlGTuOazs7O4uzsLE5PT+Pi4iI+85nPxObmZoM37FRnJzO3aePlmkiPn+uykbi4uIjxeBwnJyflfPbj4+PGq2utO2i735+fAjKbzarXRzTLzfg7y7V1Ws5w8V3t9B42JZ6enpa5zKA5O85tOiNf3/b9Mp/fFcrBCf6u/fb1i8AyJ6hsbGyUKDPkDIwjn/k58Idf82wyD2ZQiyxC3sjn6w0kMwg3WOZz8yPBIH6TUcn8kIG9wW/+3m1nEO+Mk2XHcknWGPxAJNfZbJ5rhxT9lbNOeRysU9Yvnn/WLoPc7KR47RinM1neGEibPMtR54wFXIpaC5CZ/FkOLni9CGYsQx1gbqGaZ9y2E9zXZe8GYIcxIdXIq3Sn02mjrAEmu7y8bAjs+vr6tddMzmaz4lH6RQMYSZ41m82Pecp9bjM8mRGzUNC/bKAjmq8Crz0jGywb2DznJoOi7CWvr6/HN3/zN8cXv/jF+JEf+ZF4++23G46Nz6DN/cgAxb9vYzB7vV4MBoNbeawdLU/ZMat9/yKEUvfrch0Fyue1OrJsw23edDTr8PAw3nvvvXjttddic3Ozobxd10gbUJYHO7MGtm1jMlh+8uRJkYFFLxfJ88uc+Jm5H64xzRuT8/X8dsDBf2fgTFnGYDCIi4uL8nIVvwo380UtwmTK+upVpjZd1rbmOfJqwDgYDGJnZye2t7djb2+vkV28vLyMyWRSHEBHmuEbrxc8sbq6WjIf7psBoOUJebSzBmh3nx3trpU3ZZDM39hhnont5Vl2kNEJ3MvvmgPMXCH7nD6DnDJXONHIaH476PHxcZycnJQ3DBtz0AdsfK/XK1kaB7a8Zrm/zoS3rUXWb/TBABpd4Ei0s9MRzdpmHIb8TNanFpjIGKXNITCI93r3+/2yb2xZ6gCzKCuLrGxg9No5pGZeMyYGKh/REhENxoTBYbDNzc1GlBmBs+Bn8Es5x6JobZuR9bgh7s0eJ38D4q1k/KwsZFlp5f6ZmT3vXo/cJ8/5//7f/zu+5Vu+Jf7Mn/kz8a//9b+O/f390q6djVzSkSmv+yLP3LS2thb379+PT33qUzde+7LQywQeMtCp8eKLgOLaGK34qU+mRtk1kRhNp6Bph7+R7Sw/NhIHBwfR7/djb2+vnKrh6/K4svOayxHaHF3aInp3cnISBwcHJcUbEcWxNoDJDivyxcZG67LcJwxaDhRE1I1YdhYsxwb1+Ydn7e7uxmQyKVHynEHKetg8cBNfvGrUJjd2Bh0NdiSZz3mJ1tbWVoxGo0a63RHSs7OzODw8LMGgHGHkBAWAEqBzNBqV7IfXLAdeHOnmc/od0dwcCGB25NnAK+J6+V+WQ9tp3uoLMSZ415lh+mDbReCK/QzZBtpO+fX1jJdz3dfW1srbOPM7F5g/+sDfAGP+z8DazgMOQD7SlvnJ8+XAQt7XxfXsa3A2jTUxhrFdBqv42my3s/3PdeAQPJJ1Dry3u7sby9I3PGCuAbns6ThCgiFCQayvrxeGqBmGDJIdTcEAmNGsgFholxWgcHinPMqH1CXjsGKxUcslGBHNXckIbc3AmFEd+a4ZzDbQzLNqYMgC4O8yYLanbuF4+vRp/MzP/Ez8xb/4F+N7v/d746d+6qfKxkfPc3Yoas/0d57/NsDW71+9cei2AviNQjUAzJpm57Ttng/6XBtiUsv+qdUWEr3KYJl2HE1DDi1XNpjj8bjoguFwWK3xNL9DLr8iop1BoWWEDX3oiNy+M1nMi42iI0PMAd/nemI7uW1Od03GMM6W4el0WvQpMkdAIgcoNjc3G2DaYKDtpSrZIa/xyKtCbbrKzt7GxkYMBoOSRRgOh42NrObvzc3N2NraKqUY/s6A67XXXov9/f3Y398vIJGXdxnEer5XVlbK6VCnp6eNutuIaLRvO2KHlrFlIO1ntWVxHOVk7nyNs0rONBnY0S7ANUej4XHmwueae3y2mzgsZ2dncXx8HJeXl7GxsVGNiLPWtc1+lgWDZfppIEl7fnue3xicnd3MW55jz4uDhtzr6DnzZtts/dnvN8+k9rhrutDtWG/zrH7/qtxsNBrF/fv3r42ljb5hAXMGcBHX33Pvz72ICPbGxkaJ4liAaCcrhoi58OSdqa5pMvi2x+goC8KLgV5Zmb8ByIaBjQD2QPMceJx4gtlJsAJGcaE8sue+KHKT5yh/12bUIL53TZmv/43f+I34P//n/8Sf+lN/Kr7yla/Er/zKr5TvcmlGBmlZ6dipoW+1euher1ciMaPR6FYpnleBFq137br8f5sTctN3y/bJ/OYTLxxZs0HMO/0jmq+Gp33WnYibedFG3UCVc497vV5sbW1dA8Bu29Fi2sxj9Dj5n419dsgj5ht1rM/aokZ5bRzR8gtaavKaHZTaulgGDQDQJeg93n5mUFyrczZgzpuecqS61u+sF+861XjGvLyxsRHD4bABLCEDNsDd5uZm+fFpMTWnbzQaxc7OTjx9+jTG4/G1YxQBMPzGfuFwnpycFMfMNsp2yLIMcM7Obrbl2TG3TBusemPv1tZWY54crfR85WfB1w4QGUTmuYDoO+M8OTmJyWTSCI4hh9neO0KdA2y5dNQR7Gy/Ab1gAZxY9ArPcFkUMtumB41prNv4Hhtr0Mz3rolmvrKjnm26I/xZxzA2nMCuJKNCWXBqwmTDWouG+To2zyBcJycnMRgMygLXIqkQihxmt6A7wpNBmr0mjPVsNiuA2CCPe6hh4jmLAHPEfKNPRFzb5MNcRMxfDd6WjnZ79t79mT3/fG8baM5pGfdpY2MjPvOZz8TDhw9jNpvFo0eP4u23324AYTsNWcnSFtE5R6VRDozF/SOtPxgMbi2ALwu9SJTtRcHsR0k1oOwUMxE0okTeoORNfpDl2OCX75B1DIjvqzmF0+k0Tk9PG8YiH2tUk1NHq3xvBtpskKMu1G8gjKgfCwlQyUfHZYNFP204DUxrMmtDXKPsmNtZNcCwYSc66mf2er04PT0t/UJ+vf7ed5Kj057vF5GFl5ksC/wA/ACcrtPHoUQeAMyULRFhjphHIF2K0Ov1Ym9vLzY3N2N/fz+Ojo6uyYZP0QAwc//W1lZjw6yze+YHZK9WluH2bLvtQDqb66AVY9za2orNzc0yBzwvg+CIJs+4vVogKdugbGMNfo+Pj0ttOIEiv7XX9pWNxvkwAEdx+TyPBTue+2i9w/XwhU+x8WZc23OCBDzXeMG/va651NSAOjt21h/mkawvcR6I6K+trZU13tnZuVGGoFceMGdwZpAGZYVS80h9L9ecnZ3FyclJQ0jxpAzIF0WunZaIiIbRIJ26sbHR8MRsFJxaiYgCBGgrR4wi2tPeGcRagLLCyuPN88N1zA2R6Br5Ps+Nhd39tiLw9d/yLd8Sf/gP/+FYW1uL3/7t347XXnst9vb2YjKZlPsg16bSDgLFsVtOB9uz9tmVvV6vnCRArd9dBMzL0E0AeVGkOcvSR9GvHLmw8csgGYMNMKjt+K+NyQrYUWj4BINQSz1fXFw0NsrSX8oz8ty1PTsbBH5TinFyclLARjZms9m8PthGEzkGaKJvcOx5Qct0Oi21w44yOdKbjRjksWV9bD1kAwll3ezUMjrm6dOn8fz583KNAT0AK6eo856U2tzfRQCdbRXzl7MpLkmqyQn/uwyB6JwjmtgqHNLpdBobGxvx4MGD2NraKvxox4j+5Yws7bM+AEEHcAyYHe32WzZz4KoWHDJw5XpKVXyc5KL1z7KIDmhbFwN3R4cdtEFOJ5NJOdLRpUnsHyK4ZeCZI7TIE3NufJCDcJZZA1SXU2TbByhmnWqA1e27bXjIcp31eJ67/JMBuO9HLxqUw9ecM99FmCOuCaEFJoPi2nWedFP2cqiRjZiH+duAds0YexFZ3Mxkfp0ntUU2KDAsXn7ub44yE8HOY8sGzkrWys5zmD1knm8AkAFvnhc/37+zp5qjTe5jr3dVJ/qLv/iL8frrr8fKyko8fPgw/tAf+kPxP//n/yyKOEcIIuZH+jCv0+k0tra2IiIaR/pdXFzE4eFh7O/vlzNsMQy7u7tlB/ltjqm5K1QDu23r2gacP0zQnB09P8ORMiJjuQ4RIM2rrF3vmKMVpmzoDcSI+OQUMWNm4w7g9OzsLCaTSfR6vRK1y3qoNrcZQPO3gasBrEF2rg/l3ogor7t3lAogMRgMYjAYNMB+HrsNkyNEGYjW9ADtIW+AOdeHEywgZU+73qgEMPM8YpBpA2cHsO0Us8sHPDd3DTQ7ApzBsiO7EVFO9sG2MHfOvLgcgyBPxPUaYNsl5pmSBgMawDB8G9EERPSVV88TnHLmwP2kj2R7WPNsrzMuiJjzD/MFr/P8LIeZF+wg0oYDclyTA1i2Rb4/Iorza37MspdLLJkzX5vLEF2uQlSaufdvyPYX/eBMtvELepZMj+9lfHbcM68AevNzM6jmcztPzGdNTs0D4CF4Hru9LL1SgDkD3/x37Ro+sxfeFlXw9WZUlPjm5macnZ0VxdMGmlFiMDTM61QRXj+KyhEQ6vp8PmStLs+M6lrJ6XRavFYTQtUGTukbY3atlcfpucztey5MGLD8PI+l1l/ms9frxbvvvhvvvfdeSQf+8i//cvyRP/JH4uLiIt57772GErHhdKTZSntzc7MYEqfInj9/HkdHR2Vnd693VY+6vb0db7zxRrz22mvX+v8q0jIRZ6/1hxlhzu3CB04n5w19Ob3sqFmOBkfMHSlnNvKzyRJFXMkEzq0BpeXEG3Nns6saRQwFYCaieYRVjrrkKC6Undk8XwYaNnzWZ65JNdA0OAE48yyDcWTLewzop/8mouYov6OcjB3wDqhlvrkGQ42j9ODBg7i4uIjnz5/H4eFhiVD6KLoMHvyTI5mmD5N/P2pyiYKBcj6m7OLiIo6OjkrEbWdn59qmP8tKxLxUD77x0Wq5DCFnKclsUD/qz+3kZTsMeKVUwyUgpNa9p4d2LdsOjMBv8Ba87VptO75Q/jsHefzcnNnFhmCP/Y4FO3MAWUoxjF2Yq36/XyK6rLXruZ39MVDPmRaPyeDVZWJ2uAHNuWTD2GUwGMTKykqcnJw05tx61PoM3WTATH/4jOfXZDBHyjMo9xrSv52dndjb2/vGAsxe6Ow5ZvBjj/ume91+LcqTBQWwh2flN/H4WVzv2jtHT/Am8aoRWqdvYAIiLG4LRia1bIBqA0btMWQAb8OWHQrmCIHK0as8bwbpGWREXH8Zg1/Fe3h4WJRoVsD5b56FMnjnnXfij/2xPxa/63f9rrh3715867d+a7zxxhvxi7/4iw1Hw1FC/2/wxXFCRDfOzs5idXW1RE3c9729vXj99dfvPGD+MIHBRwEycpuuIQd8OY1M5sffwSu1DJSfYYc2R3MAb3YiI5rREZ7F/Qa9jvLUSsSQd6dAnTq2gYPMw24vR3lrG4A9Np97zPf0YTAYREQ0ypaI1HpjXQbtOKc+xg9nBkKneV9GxPykguFwWObHztHKykp84hOfKClqjp0jpe3MEKBrf3+/lNS5VMd7GO4qsb/FAQGXWtgRms1m5Ti4w8PDePjwYdy7dy8Gg0HRvQ7YGHixxoPBoGGLAFYuVYqIEgE+PDwsAJV1xNa55M3R58Fg0Ig4Y2epNe73+4VfudeyQH+t1/NmX2qWDbjge8+ZAX1E83xfns8z0Qt2VPOm/1yWgK0hK0V5BsCeeTw9PW2cQ+1MtUEkc5jBK3POvRHNU3msdxgPYJhrs94k69rv9xtBJa438HWkmnlx0CEiiqNsx8JkwGxg7aizHS9KJ8kkoM+WoTsHmG3cMpBbBJYzQ9Xut9E0yLOhqxkpFC2RWwrKHVmqAUaYxykFDD9C5BQLygOF780WpEMYI9GDzGj0x5ubMNwIt3cnm9HtMcOYrtfKqS+Eqy3ylaNb7Epmh/Xjx4+vbSbKqZiIKIZ0NBoV5fkrv/Ir8dZbb8W7774bw+Ewvvu7vztms1m88847pf+OiDA2Cx5KysIH+PA8oYC3trbu7Ka/TDU+/7gp9wV5QflhfDF+GSwDbuF78yNymNOMEdEAy77XKdBsXM0rNgqAg6y3PEZkwjX1rj/06QA2PAblTsUThYPyrvksU7SBYUbWGQtzOptd1TzjEEQ09TOAjZpQr08et/seEQX42pBC1nEOFmSgBRBYX1+PBw8exN7eXnnL4dnZWRwcHMRXvvKVcgoBoJ+54ygvnnmXyPXGuQ45or45LuLK0fja174WJycnsbe3VyLOEXFNz9M+gAieoH2u4V50rLOibIB1mRTgm3Wy3MP3nGWODcJmImtkQM2L2InayRr0td+flzrUItX82HFlTpgfeMZR8FoE1VnlHD11fT1OAVFn7qGO3ARuQF4sj4zX4JFnWU85Ou3gmYNJOGJ5s7P1F5H68Xh8zWmwPDsoaP6Fb2iLIKGdIcZv0Ow5dxDQtjpvAl+W7gxgzqA2g+AMmiMW1zH7c/73fXwW0UwlQFburrMjbY/CsqGycGViDD5n0YJ5eXkZR0dHhbFQ/Bg27ictRf/X1tZKCstjoE0zk8E131PM734jxBm45igzStrP9Zw6Mu0xz2ZXRxPxOl8LuT1GIhQc/UPU4PLyMp49exaf/exn44/+0T8aX/3qV2N3dze+7du+LSIixuNxY+45wsjCb2G0tx0RRRFwPfNGTSzG/i5Sm1P4MpBldXV1tTgnubYSgOiXkTiyhjG3PO/s7MRwOIz9/f0SybGBy+lV+uBMTcQ84+RokvUSxomoUI740C943CddRMzrLbPzyX1cb2fcz/BzvNZZF1oec82ro74YP5xt5hdg4jWwrs7BCvqTN+LlY7IcQUOnERiYTqflTWg2+uZnl1vs7e3FdDqNd955J/r9qxS354tIXwbzd4GovfXpL7kEyaDR0WJHgfv9fnmrX3YEbTNZqwzMI5rOpFP3Lg1w6QFtAJLYZMp9nHfPOwB4BnLrvtEmZ+4S+fRa2km2nSJIkgNBdoQ9BxFzLICce18D4D/bQANZR1txDLa3t+Pi4iK2t7fLucw4iJSAWq+h73L5UdZ9Bsg+uSeXeubNiTnj7fOi0QFeh52dnTg6Omrsg8qA1rqHMUDoPAcFclaKtYG/4TM7UawPOskysSy91IA5g+OcDmn7vHZvDSCb8nWmWl2NDY+BJoYS0OxdrL7ev2mLxeR/AKsX//T0NI6Pj4sSgTExWqRTt7a2Ss2XGSb3xWAUocLYuiYUYUC4HFmyIc4erQG/FUU23I4YETnc2toqKTrmyxs8KIvIoJt+v/POO/FN3/RN8YUvfKG0cf/+/Tg+Pi4bKgAYOVJgj5c58lgNktfX1wvguq3H+jLRywaQTeZRassBy44mk91x3XI2FrQXMY9SU/eOU5qzH9kwOrqMrMATrgOGFwGUOKBcj+GxkbUsmBfhP7I6NuqOpHjTX47AMHb6X4uQRcwjvjZQjoJhkHO0jfE6TZxBQgbMzK/nkmvz/zl65LlZWVkp2R1HGT0XBtrT6TR2dnbKWxhXVlbi9PS0Cl6yznrZyY4idog1cXDFwNk2lDk4OTmJo6Oj2N7evvaGP19n54UyFyg7mv7MvAu4ZM0AjFtbW8XR8VjssI7H4yJP3vSJ87a9vd3oE/bIAA5b4sgyfYyIhixmwMxPPq/ZMggItS6Cbz2nEVEi5g7CnZ2dRa/XK3aGTA/OkU9zon/Mg+fYmWrqjN0ngkC1MXteaBc58wkpHDLAOo5Go4JZGFMOKnhjKMSYslNnO2z8RZ+9trnP8JADLcvSSwWYrTQzCM7AOINmC0OOXhgEZ6CcIyz+P2JeesDicI8XIwN3/iaFMhqNGqlcCCVF/133xbPx2ldWVmJrayt6vV5hOhQE/+cIQFb2NjgRzUL9iOZbxGw8p9Np2Xjo46QcCfLrPPO8o9zMyO6PmXk6nR/Jde/evUa9NSCamiNHvBxZdJ3qr/zKr8Tv/t2/Ow4ODuLevXvx8OHDeOedd2I8HjeAuAXSDot34ztSgqKZzWZl80g+G/auUgYG2UH8qCgb0+yUumSHaBEylI+Hq0XOzHsGDLX9BjaGji5nXWRDmUstXJoF30TMI5fwaK3W3zJs8NbrNU/Nsa4zEMZY1SLKtGEjnZ13gKVrLQEztINRZy497xHzzExtjWtzyfOZL9rEKNMX67+IaBw9BphYX18vjjFAw/1CTs/OzmJnZ6dR72qAzry3bQR8WYlIKro3l+wx1ryXIzsw3hRovsvR4ojrUcuI66U2UA6scL/BEdcRHc6RYeR+Op02HALkmSwUdtP2ydkReBB+R3YMQBkvPG1escNuh9bOHvfAz5ZZ2rSjzTXO8toxRB+yHt474IwMBwQQIGJsjigjb0SB6Y+DUcY//HZk1o41EWeew7xTQoJsZ52Wy3hcj24niGuYT+bDkXnzWXaw2eDqDZ7L0ksBmLMBcsQig+KascoTZKHKqaFFANntQGYYK8yc9smCQ7ucoAGDI7j2jBwFs3Cy6961YexSh8mzoqdcg2vtsTkK5FQRz8cY2kvlfq+HHQXXOdLnnGbJDO318LpYWQA2NjY24ujoqNGO72XenXpk/i8uLuKdd96JZ8+exSc+8YlYWbnaBf/WW2/F/v5+Wbvaunne8tE+KC82PaG4BoNBHB4ext7eXhur3znKYPPDbjcDuvw/PEZUeWdn59pRcciIX8Jgg+z2Iq6XDhl8IhN26vguO+L8eLd7rhm1Ic6RnBz9zZFY99Fpagx+RPOYu5zidFt2VjHEzvpYlpEp9JCzLTacyKj3PNi59Dx6zbM+sSF0Jis74ESmPF6uIXVPtoiTE6iHRU/iBKMnndHiGTjSl5eXRa8QvLgrxCY4+AabETGff9sDPs/E2h8fHzcyejkAQ2bE90Rcr801D2bnyfaFQJGzAshWxFw+KL/BnnGqEYEMbG7EfINfxDy66vIA2gXoERRB57OBLaJpd2gXWchvQvRc5nnOY3agDuCLM+iMj0/A8Akjdsx7vV7BH9Ytrhun1JPNsdzHvOB4We6djWB8yKvtMt97D8ZwOCzvRTBfUGqTHSlOt8lZJjuBUI58W684sOgTyLwBdBn6WABzzfg4LcH/FiL/9kTkSEsmrs3GMkdWasY1L0A2Bu6/gW/2hPCQ8IAhlLgZ3kqHdl23lNMjBss5Ou1xIdQ1YfV1VnyeB34wID7uyXPFkVP+qRlv99F8gfLixIOHDx/G6elpjMfjsuHBY0Fh4aGi7OxBT6fTGI/Hsbm5GcfHx/Hw4cPY3d1tbIr0hjB7/XjMGNvxeNwoifFcet5eBaqBt4+KapFQIsYc2ceGTgNSv3nMR2a5nZvGxLOyA50jvpm4z4oXJZ4dO9rOBiXLdN4tn/sN+LbzCDl96jfxoRPoj5+DPnVU0KUsAGdHyT1PgDF0Ty11a8BuXe8ILqBsMpnEZDIp8usoEm3VHItc7sLGaPYVsJcEEORjIZ1C97oQYfQ83BViUxybLZmDHPBAXlxulmUj4mp+J5NJw7EwXzhL4yyF9b3BoO25591ZCjIxeb0JhvicYviPV37zLJfVcR1lja7zdwTZ4JjAEQA684Bt/8bGRpyfn5dyQTLGBsX033uA0Au5/Amg7ig3a2W5sQ32D+WTfgZrxTwcHh7GeDxuzLPlkjFmvIHuZb0yQI2Yv/yMeSBQN51Oy1x6DsgSwGPoAX8PsHZ03TyX9TVy7GyIA2QvLWDOkYQcTc6RVoPmfI/bqnmrmWrR5Lb/Lew1DxhDAzPkKG12BGAAhDxHM2FOe05ZgWTD4/SCn2WCkR2RcRsR841MMBVtZ+PEj1MevInJXm2u8bVw18YQcf1oOW8UAnxwcojrtm3saRdvGm+XcZyensZXv/rV6PWuzkt+//334/T0tJGS95w7HQy8p0qMAAEAAElEQVSdnp7G0dFRHB8fl7bhj3zm712tYf64yMrOEeXhcFhOwPBbyHwkGetkAxxx/cU+/t/yA1hyRBXnyO1l0AevsuHU6cvs2NvIZhBsw86RhfAPADYDafpMvzDG/qmBZa5H1nMExrqCzIk3UkIG64AK13O7X4yTz5BTIkcus/DeAt9HxNdz5nn0/NhpPTk5KUel0S9ARK7dxN54zQBljnbfFaLmGLCMrAA6DJzR007n54wH9otjzmzrLF/md7KNtGW7EtGs73dEEqDoCC39Iyqc7T7BJnQ59zlCzdpTouMaaGc2yEBERNEF+dQI21GuW129OpLQpyR503+Wfdra3Ny8FuW3TUUP2LY6Q1QLSNFf6xc72uPxOJ4/f15OsHAkHb6nvzha9A+ZYa7BNysrK4XXXBJHP/MZ69S6W5e6pJK9U6yFs4ieDzvRzKsDERlbOcI8Go1enmPlDGz9Nwo4A+VcipHvj7gOdu0V8T9ko9V2/6I+m2BepwBYOPffYJ/PaRejyH15kwH3+MgoK7UcATFT0B6bDAHDMIrnhnnBqFoxug7KUW4DRI8/e64RzQ1GBo9OTWdPHQ8dobBnaE8QReFIGUKeNzxYYZ+ensZv/MZvlBSRnRcbS/MMc0jE+vLysgiznQOfB4thelXoo4qqGSQDEomCeTOGSx3sSGVDmyPLtWxKBllESlDUh4eH19KmBqM2FChbXmvN87Lj71S+yxpskB3h4m/LuMeFDsF5qEVb/Xdt3AY0RHoAEo64+tWx6JUcycF4A0Jy2ZT18snJSUn94thafyNTWf97vfjb48HxMdii/azfHHCImGca+bHz5Ui927gLtLOz09gUBsFjBosR0dDdrGeu2zY/ZifKa5YDItnZsH3Ma5rP3J3NZo2XlUTMbbT1t8/uzdHr1dXVYhcAdYwHcOiMac7OMgfOMri23w4HNs51yQ5Mwd/wM9cbK5hHfUpVdhAAuTXH1PPEmJCP8Xgc+/v7cXR0dG0jv/cl0Q623XNBu8wtz51MJo1Tqwh6uQ/obfjSa0hwzJm7vb29Mgd2gDx299XjN3DHacPGjEajGI1Gt7LXH4llt0DZmNWAsssY+C57rzVFVfvMCjpiLpjZcHK/r82gOqJ5vBOLXaM8Tr8ZyYzGb29aoU0bB9fgQkS083hzyol2YA6E0+Dbio4+ITB+vSwCQbTPfbWyipgLsNfM0eRe7yqlgjK2QoGBHXW38ab/HCE3nU7LW5AwiI6KeKxW2CgHe5uMwfzHb+4h1UctuY/HibiKMPOazcFg8MpEmD8MsNwG6JhjDo7H6bBe8IYlR+9dN2gZilhcRmJDhcK+d+9e3L9/v8ilMxO0h5FD2XLwfd58Rx/7/X5jY6xBY7/fLzWOyIxPlKAtfjJ/c413snu8nhOnIm2EAa+UFxkYMgfM+/b2dnkZD69895jQNc5QsTY4C0Tt/DIGy5D1Y/7xvLWtKc9ikzXnKueSAPRLdq685m5vc3MzTk5OyqbeHK1/mQkegx9rTobtY/6ZTudH9BmAOKtKuzkIxXX8Nq/YvpsHzMuAolq9uh0y/rdz6v0LdtywY2RdeRGV7Z3tFWtNqRAZDMaIjiKaC/9Studyv5p+Mv6w7bTuobxwMpmUOcob8WpBLBxp44OVlZXiIFOCQfuUGJrH7cDynIxBmBODf+ylDwhggza6BXtJf3JAgu9x7ra3t+Po6Cj29/fj+Pi44bTRn4wZGQNrw9gA5tvb2+WYvts4wh8qYLZX50ixI6+uHfF1/B3RBKCmF/HyM8i1kOeUSlbSjIl2zMwWdJiUyIzPRfS4fC/AEWDra7ICsRLzjnCuRfnYuDvNbJDuZ2C0OTro5OSkAFWExULGRhIbZRjcjEfbrDHjRRipcwY8WKkDDMwzjJ16KyKPfgWnz7hkza2Y2XiZeTRHlv05ApYjEigO5p66OUAzwOIbndoinnaS7Fy6PALwmUsvzG++D76HAGvZWUTO1tfnL7Po9/ul3Ad5tINL5HF9ff4GToNljDHGmtKdWoQOvnKtniNabMSxjrARp//Hx8dVoGK95SwMbZ6dnZUIUzaSTmGiB9bW1uLw8LD0C9DhlHF2iuiz06nME3qRDV2OZlnePRZHj3LZBM+bTCbl5JvcJ5cCmBdMthPWP3bc7tKmv1yTn8GE9bevi5ivE+MG1HjtrNvtjNFWdjrRk2T4qJl1X9DV8B76OLcd0eRVZ1htpwGh+RqAHY6VnT3zNbzJpvPMmw6Q5bris7OzeP78eUTM35yJHcO+OOpsZ5Z+8kyyOB5XdpbN6zzDZUoA76Ojo+K48r8DWFCujXZ2lTlwsNOyCqawrLEHxfyG7vdmSgNvsomXl5flpJOIaJRTwTuUxdnes4nRThsZRevr29CHBpgz2KgBEZSPd7M7ZF5TmIsGZGPDfY7oZiYwWK6Bx4jmhgXIEVXIwu66qTwmnoWhcdqRdmiDNARMw/f0j1eV2pg7/WMPLRsARw8MoqkbxPsz4PRRNhFXjOp6K48vH+nFOAE2CDKKHFCU6yztRcMPfnkDawyQYsyDwaAo49lsVja7cD8vQXG/Uf6OODEWR1CYw+xEOUrutXcK9BuV8lyZx/M5yS65IEKPLBB9Zj29Xo5+1JxdK2z+pu2dnZ3S9uXlZYniOHVHOwbvPv2C9C6OKc6lgaINfEQ0AHGv12vINM4Y18P3tA1vO0rtcpBer3dt97yB6PHxcTx//jyeP39e+ukd7NaJRGGIDB0eHpb2mYu8BsiLo7y067IbgIOfj65gXg0kmAtAFOPFsB4fH8d4PG7MuQEbMg3/RETjXjYWmU+s8wFid6nUyjraoDnbY37bnsFLrJfXEkcXgEK2IgMseJq1Z92JbNK+7aDfXkt/7XBmPc0xZScnJ0WWHaBxG7Z5lEWyWdW6PWJx+Y/53Xbcds51+c+fP4/pdBqvv/56ObHFgUQHiegLunA4HMZ0Oi2ytrGxUSLjyL/J62s5okSJMqWzs7M4OjoqZ85nh8kZCNYPTOE18PXmNWcAzY/ofWd9wYqcnOGAAA57PgHl8PAwjo6OYjabxXA4LEcL4jQTQWdszAV2xDbHYH8Z+sAaIEcb+TtH7DBUMJWvy96v217m+RFXhshH51g42jzf3L7BkQ0ADGxQHzGvOcZzdoQ8M5WZ2Z957Ahb9nxgXgAiguqzLukPHjQ1hR6Ln0vKhPtgJDzRbMwiogHMp9NpYwcr91H7OBwOi8Cen583TjbwODCGeNDMkSNH/p45ZhNernMFJA+HwzKHADFST3ZSMgBjHTx3fm6uXTYQtAy8CtTrXW2SxGNfhrLyYf4cKfY6R1zJ7mg0ip2dnXj06FE8fPjw2mal7NDaMPtZ7oejUNYBOWKNcqbsyDXrRFZ8Eof1GO0DOoiWOEvEs3D0cgrXEU3LA84w829ZJOriOY5onpThufEb8JzqJnqFDgEMoUsByRhsjDwyjXPoyFreGwE4zke+bWxsFMDKHLlfnh/+djSQdUaPAXINgAaDQdy/f7/UKtJ3wNlwOIyLi6sXQwAgHKXzZt5aZPplJfjRARDsgHWxAzwmB70Gg0HRw45QW1fD7zmrsbKyUmwBAMhvonQNreuHebZLPtw3g21Hrh15jLh+NjQRVTvTOMwEjQBoLgMBhJu37OTa0WbTHzpkf38/ZrNZfOITnygOM5tqeQ4R2VxLHhGNrA7yY33KOrisynqP4xYBypRiZUfBQQ4H3bDFGUeg/7jHuodMnE83coTdgQN0KzqFOTk6Oir9YK04MSlifkb4/v5+PH/+vLG2EfODD8zrDsbUNjTfKFfLXgjS96TWPFVH7xxZcH0iQpwFIQPbZQbCPdvb22WiWRieD9nT9nMBS7mWiHsBYozBxrrmeZmxmC+MhkGZI0s2lkStaAtQTptO/xgM8ByPj3HQvqNP/kGI2ZTjyD39wrsFlOcaa5iPtMfOzk6pFeKkAwTfY0Mg3DfXltXWG4U3mUzi+Pi4RCMHg0Hs7OyUVA5KmDQ4XruBsY0AwAOlY0AAL9hg433j6b5ImudlpF6vF5ubm7GzsxO9Xi+ePHlyI2i28mVevRHSRpjvR6NRvPHGG/Ho0aPyYhnKJHxKBITMIKNklOwYWhbNL9xP/9bW1ooxiYhG1Ju3i/EcDDwRcNf4s+bemJRT+jiJeQwRcyeMtL+NKvLAdUTJI6JEe3N0zITecYkIMuoXCdAuEW/knraJUtnw0R/GD/Ahk0SfTZeXl6VkBd3AEY8YZtbH0U/bBhwIom87OztlLTkGrte7eiXvw4cPy0kFBjwAbcpMeMHF/v5+IwrqzOhdKskwoIUPbZt9YkEGzA4SoA/X1tbi4OCgtO2IO/yKvFs+c70+6XqigRkoWxdHNGtTaTeXPFoekCNHYDmWFFn3qSd27Bwkgv8BoHY+6A+yBY96rgnSkMk5OTmJg4ODuH//fpk3eN7OLuNAnxmX2IlmbgD3ZEx8ZjNBLeT/4OAgnj9/3rCJyALtZcBuh5V1B/QyR5eXlw1eMNgmqDadTmNra6t8bmcdImPR7/fL3HA/uGE6nRa9Zccc22sHyz+0y2Y/ALODMcvQ0oCZw8Dz5C0CzHjoAEADlAyGLRg1jxfyAkfMDR8nKNC+05smt+s+eFy0z+LXTj4wGKj1zUrezOX0EM+z88F1PN+RMBtDar0syGYAe+ceOwDdUSyiYgiXI8p8j/dKXwzQzQsYzhwtQNFkzxWl6rojHxif194OEYQRRtFsb2+X6KQViU8FyNF9z7kdwaxgHUFx2io7j3eJalHh9fX12N3dLWu1t7cXT58+baSvDUTz/dlJzg7K5uZmPHr0KD772c/Ga6+9VoDo3t5erK2tFf50fZ1lBLlp45Hs2Bv88BtDiAJFpng2UVYD2pWVlQYoxDCjbwzOUNKXl1cbhyDkxX3E8MCTNqrZCaOcBD2Ss2bOlMH/ORjA99bPjthbTznFbDBhp906HxllTmtn6V5cXMT+/n6cnZ3Fa6+9Fnt7e41In6OWmd+Q45OTk4ZO6fWu6sd7vV7ZzEnkzwbWIMDz/eDBg9jZ2YknT57E06dPy5paD98V8nogj5aDGii2rFhe4FfsAcDKQR3k0keK8XdE81g4vvdbVB3kcRAjf+61dqDK4NOZTfbnHB4eNjb3wcfOFo5Go3L2L9/D69ZD4Josl7TrE2N8ugwR0/v37xdwyLxgV7Oc2M5CWe4i5gGefB1nm1Oq4OscYPRYnbl22aHtpfnEUVtnGZwVs7OaS+voq4NVDiA4E47eQK/m4Be8X5MHBz4d6LwNLQ2YfTh9FrZsFFEuPjAdhmAhYG4LBgMzwzCZ/h+CYXhPPAznfmagmz3pMhHJgGHU6VNeFHuxBsJu1wyPMuFz1zJlI08b9uKJdhlcex64H5CPETbIRAAQfoNnZw9QECgOe6OkVd33PI9Og0REiQb57EOfuuFSD/MDa2IwYSOQoxIR81INHDx4kL7bIOfIXDYsRN0QXJSbFZXXw9HTu0I1wLuyslLk3aeK7OzsxNOnT0tUoAa0+/35Rk7PCfOytrYW29vb8dnPfjY+//nPl+hgVtqsey4LcgSH7803HpcdtqxrKM+JaJ6mQ/8dzXR5A/c444ST6KirDRe8hFEwEOF7+BFg55IP+oaska2JaL7Ont9+Xs25y6+ojZgDGgczrGO4386mTwKJiMbpIY4+R0RxMgzEZ7OrY6iePXvWiMqRts+RR9YHYM3xeqwB+no4HMbu7m6Zv9pzmfeI5nnBg8Eg3nzzzVhfX4/33nuvrIV18V0g66IMRB3AQJd5fg2YLb+j0SjOzs7KsWGOMDpo43IJy4JtHXYi23jbuAxGwRQZvDnYgcxSgsSZ23lvAc8ykVliI1oG1RHzQJXLBZBFp/iRJ7IX6DCi6wbczla5b8yd5yKvlTGP1xjnhOfx2mvrUjbeoiOITqOnuA6waQzngGitfhtCVq2vbAsc4MNxwMmHBx3Fpr3JZFIA8Gg0ahwj6TnynDBfODU5sLcM3Roweye5wTI/KD0OhPbZujkSwoAMyhighcsG1IaBRc91qBg1A9xFICZHvvH+HDlhoc3EgE36ZUVjctTG/aG/EfMjWpzStbKCYVxQD4MazDr9Sz9ccuE6r9xvGBWAa+NPWxZMR2eYI2/UYi28dhYmv3nKYKDf7zd2zpqsTF3vxDzbwyVaQKkGKaF88gDjQujZDJQjfjg6XlMbCq/XXSUAleXg6OgoNjc3r536YDKQdarX0azhcBivv/56fO5zn4tPfvKTpTYPfiYTYLlwyUWOnsCfOW3rSBrEGvX7/fKGKwx3dqKdoXGdIfLF3MATOGK5LtBjh3eQAT/HPMM4XTOYFX9Ek18dUMinTrgvEVHAMnzsTVYRzTejWTYMUOhnPvLKoNORXYNmG1S+Pz4+jv39/XLME85rNtq5jw7azGazUhtN2ZWjW1n3ZMBhXTMYDOLBgwcNQH3XSjJyPTjzx5gzqMjRtloQgGBMftEGf9vxzNkN24AcPc7guA0MgycsQxHzwJkdbCLLnP5kR7JGxhsrKytF3zFunMKIpoxiV10CYhvBcx1UBLBlp8ERU89ddjgYt20zc8j1+ZhYgmmW636/33hZkHWsgafLzuiHCZ1D/9DpzCe6vdfrlQwD/Udu0fPotYwH6av3NAHwOaEK5yMHH/jxmpHVzgG/m2hpwEzUAKbLqSpqVu/fvx97e3uN93w73eD/3VGnzaGbwIfBJBPOsSltkeU8QWYKQL0Xi3ZZDJiPfloRZ8aHSb3ZDQ8nIhpKJ6K56TB/biVhZgCwG8zbwDFGosUoF0eViRb5dc8IOW2bsjfLJoRaTZAVJX0/OzuL/f39cr3LXgDC6+vrxcu30s3M7ZQifXJUkHQ4Y4yYRyJsTHu9eW0cgNpRStYMvnIqizm293wXqdebv47aSg5FNx6PWw2OwTLzwM/6+no8fPgwPvvZz8Ybb7xRon9EJ9lohqFzqhf5Y8NRW9QMXeRorL/HiQTkRdTPZDeIMnB2kMCfk3r0KSxu19HiiHnqcTabNUo7HLmJiJLJ4fqsM6jVjZgDBoyCQYlLRexA+2jKzAPWlZ5HR/0p3/J3dkTJIDnSTHs56nt+fl7WhNMXMGyOQAFsGbujy8i7nWIbT4PlLNvWGbQPP9+/f7/s67hLEWa/7tcRWYMfwG7OwETEte/5Dh2a9zMZOHszuNfBbdspAleYcsSbTGGWbdaS9TN/El2dTCbFyeU+CH40z0Pe3Lu6ulra4bocbEL+iabWygRsd8AtZJ7dLwd0HLBinFyTHVDmwmCeecbGobMcZXXphQNDPMMOlOWANzJaPr2G6GZsCnJEW/QPvvSmZEAxc+WsE3N/cXERBwcHcXZ2Fjs7O7G7u1ve1cAY+QEr2VZkvHITLa0B8NqZRIDgcDiMBw8exGuvvVbOoHUZBpNocJEVMszMYuYoCcTCoCwxPEQmmdjd3d3CLK5Zo+82CgZsfo5TovSHxXMaxIrXzOqoJ7+JVgGkLZDMFe0wTgQHoXQap3Z6BPNr79xOCO2wS5wNCfbcmFOULsLGs2BAeCC/291C6oiUo1oRzTcTRkSjHdq28s3RCeY1e744NnbaWBMDKINfnul+G1B7/uz81SIjdxUwI88RcS0dfnBw0OAjU+ZlK8q9vb349Kc/HZ/85CdjZ2cnIqJRBw3/2CDYSLPmrJWjxzmz5UgLPOyIGhkHR6Ejrp9gw/fIkMuBTFzP2HOaz+3acSaViXGPmO+Er/EP/1s20Wv+nr6bX3Fouc56wxFY12ciD3ZO+GH+akfnRTTLG3hDIHoYwEIb9BN5pZ3d3d1YX19vXIfz5Awn88lnPuqMucjym+fGwN2A2SBwOByW+s+7QtjrHDixXPGZAYTXxbbL7WSwbOCBbUC34zTh0DgAYUDsdcm0urpaTtrwfThb2HcANOWEfq8Az7SOgNczaGZc/MYOAugo98ilhJSCUIpRK/NkYy3PdPkKRDCB8SEbOYBmbJADdwbT6BvIbTv7An7x+hL8cM2vgyY5u8c8+zm93lUJHMfi2baARcBgfsERmxXBE5ABM3NLsK/f75eST054yqWYbBTmpJ7b2OtbRZh9GPpoNIrXX389Hj16FKPRqFGHiMdAnRP1JShvGMRK14AFZjLIYWJyCUZEFOZ88uRJiTK4HdfaWbhgJDxXe+Gk9ElZwIAIZY5SRMzPknR6wwope3IuYYFsHBFwmATDvL6+XsYIiKZNAxYMsiM8AGTmwzvLKaMwSLEhgUmd9kQJm6wchsNheebR0VH53Ocxuw7VDgDfeyOVI3EGdFnxEv3yjmOAHXMDyEKQUOp2YByxc6TRhthg666C5ZWVlVI/at7u9XqlXnRraysGg0E8fvy43Mf6uExodXU1tre345Of/GR88pOfjNFoFP1+P46OjhqGCf7wGnhNWWM7Xsy1nVqAmI+rcgkGY0COa+DYYCBiDi65Ht7y3CBvRJYcHTFYxxDhKLu+39ej/xzNMY9ZJ3hu6LsBAG1yL7rHTjJGyeO00+PPAD5OvVpXZMeYOdnd3W3svHe5myON3EN7Ozs7JeuAXuZabA39Qn+4pIrx+16nnPneQY/M98xnLSP6spP1ZJtjmEsznLHw9SZ4ib9tRyPmMgDQs9xC2B5Ab3byvB7oJRwv2sKWGZQRVeTZBIXcPnLro0gdtc1zyLMcNUbH8UKTvBnUm9Qsy5xtPhqNSvlWLYMbMXeOcQAIUHFtLdthXq7JdA4g1pxFA2UHxJhf+AI7yHNzu84iWe7W1tbi+fPn5QjRe/fuNdrOdebmO/REDhAYM4EzZrNZKQteXb16+c7h4WEpr2KvRQ423kRLA2Y2Tq2trZWIMp1BKQGI2QVpj9ydIuVFVNgM7cngLN02z88AnMP4c0SEBTdT+EB9H3lFmxxD8/z588ZmFXu2BkwwEJsMcoScNLcZByCPN3V5eVmABcyHUomYH22HELLotdKQHGlDKdJmZmpHvwHZ7j9KEaDLnAG2ac91WjhMEfMUMMaW6FpeW/qBsMPMjJv1hRftbGXDkB2ciCiKhxIS+NBRsNxmBgbOJmSezQbprhBzSlYoYm74cBrX19fjB37gB+KLX/xi/NAP/VD81m/91rXoFIbk/v378YUvfCFee+21mE6nBShHzHnTB/M7jQe4dHQmOyRWkNzDBhd01HA4LG1xjBn3w8vWWy57QFYMSG1grAfYAOTXCBvsZifAxiVHjQyaHVHP9YWOpuEgcC3OvgECwQeibt4QZR1gx4HnEf3FMeeEDp6ZMxHICHpkMpnE9vZ2KZOImG82yhFb5nM8HpdIEeviaBhr51S2M1zuS834mo+sI63TDQiczbgr5Miffxxlhs8YX83pz/fnABZAcH19vegK9q24XcssYNFOlufdcj8cDmM0GjUCF44our8+Ccnlnc4cmr+ZpxytdAbDANIOFoCLvQYR0dBjl5eXBbjRrjOayKkBoNeFZ3LSTC3Q5+iobbWz615LZM4ZcPrKZz7SljXImWIHG6yDM2C27qDvOB70jyxk5i3GCA6xPOPIes2YLwcGJ5NJyRCBSQ8ODhp8f1t7vbQG2N7ejocPH8bOzk55kOtnvbkPA+ZIpQWSMPzKykojDW+B8AKxcFkh4h1iDHy4fI4ksAhEc7mfxcawHR4exv7+fhweHjaOWHPqw5uf6CtRG2/CMzPZsOS5yP2krzAYnh5t8TtHTaygEEgEnY18GDTApIGDI/JcyxvWbLQ49/jycn4MlCPHfj71RXjpOEH0H4ECULNBD8F3DVkWIKfo/FObT9bQu6V3dnbi8vKyOF144faka5/DP14nf3bXCIC5urraSP8hV7PZLF5//fX4wR/8wfj85z8f0+k0/uk//afx5MmThqO5snJ1aP+nP/3p2N7eLrWfNgQbGxsxGo0KGEK5AoQwYE7h57nneQZmBsuuGT44OIiDg4NGCYIzDS5DASDnyDLf2bCiA2wU6FMGnRFNsOz6Y8s/yt76FX3DPEXMj1ei/pv7srF06RVAGaCRHX7XnkPIJ/LLW9+c6kV/cL0JO7C6enX6gOeHiLWdUfQCqW1Hth29Z90MdvMLDgAWGZRnnUCf0CWeFzsSt41EfdxkgMzc+n+DBdtc+JQ2Iq6/YQ+7gt0fDAZxenoa+/v75Y2LBpc8D1m1zjbQy2B5bW2tbOaCb/r9+UY1/u/15q/U9rGQ2CPbYgescMyxkR6z/4Y/OEEDW08wB6eWPTcmgg7IFeUqbCI1v+bsEPgIOwzYdTawVhLhII8DPHmO0F0XFxeN4wBzZqtmRz0vfiY6w+9RcCaCMV5cXMTh4WF87WtfK0eYet7R5T4uOPcNyjLK/3a+Oe8dOQfXeO2XoaUB8+c///liQKkzxMshOgXjWnF6Qe3x43UQRmfAfBcRjd2TGA8m0SDw+Pi4UduLkOaJZTEoabBxPju7evf74eFhMfTUI6GobdANfiOivJ7VkVOAI4bMwmShcQqLZ2CEGe/KykrZCGTFbkPuKB+/I+bRQtbCpQdEaXz2MYZqdXW11BM+efKksaMe79BOioV2MpnE48ePi2OE8F9eXsZ4PI5er1deXMDYbBi3t7cbh+A7VexIdUQTzBg081mep9ns6vQOR9b9YgnAgFNmzB1t4azVMiO3EcCPmwxmXKOPXF5eXsZrr70WX/jCF+IXf/EX4w/+wT8Yf+Wv/JXY39+Pf/Ev/kWMx+PCK5ubm3H//v3Y2dlpvG49IspO5vv378dwOCypU/gx4mreWfOaQ+k1dMSXNWIs6CLOHnXqkfUCtPb7/WJ8HWV2VMVrbH2A4uc7yLwIwcO+zyCB9LWP5Ktlo5A7O8fuq2XIBtIGkDIG+uWgBvNMuRanYFBeh650ZBonF11q40g0EH2HA0b/GX+OhGHM+d9z6yg+6+hMgOXc62cAR7vWXXm9HPDxHN8FsvOQQbPHamc3XwNZDgyurf/39/cbWRwIHkBukHnbUeta7l9ZWSmnpthRgv+yjIFL3H8DZYi+gD0ItLlUlLGSgTRopG9sLPNcu1Y2olmSAV/C086e+8dOhe32xsZGyY7yv8G+5Z2/vf5klADd1Abj9GZnFxuXnWh0mLNoYC32QoGb3FaO7mPHDw4O4vHjx0WHMNfMF6dZuGzTUe4az5pfHSjkGZeXl6W8MGembqJb1TCTaiHdzgsiMrPTaYM3Rw8AGvyfI8dWhihr/sczQfFSm+jX6OZUj4Hz6upqKX3w4plRzawA0+wBm/JnBgAYY6euuQYHgGsxbsz15uZmAcnMjT2tfKIF7SIInlMiNTAvY/aaOO2EQtnf3y+ACppOp41zEHku4IM0taPypKhsvBEwdrYaOM9ms9jb2yunszBHOBAoKL8UIYNlwF+bkaCuCYcvR0TopyOOXutauvcugeWIKFGTHE3jRTDb29vx9//+348f+IEfKHzz4MGD+Ot//a/HwcFB/OiP/mg5lQbZMogcjUaxu7sb9+7di7W1tZhMJvHee+8VRcYxhMi4swbwoEFqzaBHXOkn3vAYETEej8vZo5AjUjzLKVmiryjRHPVxqRKEPuz3++UoKniTfgGA3a7LP2iH+rqIOkhkLhz9tvNsw57nzFklrrFT7faoA/SZ0zkL6LXBCAMCmCdACFEn9LM3GHpDT55XbAN/5+/tCHOddbR/28Hi2Ta8EdHQobkPdwksR8zfvhfRzM7mKHKWB/Q1coFsAFYNsFlPbDDt2caYH/nc65ijrLQBz+UAGKDPY2GNnB2CP40B6Jv3EkXMX2HtF2rAM8ikHQUHUgCw6Lqtra3yRkHmyxkvn0xDJjWDvlzakZ2ZvH7gFOSQ4CJzgjNROxEjz33EXG4ILOK05OAQNt8145eXlw0Q6pNz3D5yf35+Hs+fPy8Zx4jmXgyCIOhyxm5eMW+z/nYCyJyenJyUzYB2qG9DSwNmOmFPe39/vxgI0hPsVM5GLUeCsgdY83j5n2iiN+6xGAgQih6PCSOVFeLW1lZEzJXidDqN8XgcT58+LScBUKtHjXCuBzLI9qTzLJie75z+qZ1J7X7C9JRhwAAIP88HJNtQmFB6XjsYjvpOwCZzQ5+ZV3v/bPSzB4vgkTbhjUqUpjiiTc1wv98vzMw90+lVqQQeIEfKjcfjUriPAoA31tbWisBCjix4HuApX8N6ccyYlZcj9o4w5+hVNkI1IPeyk+Wt15sfuwZvvPXWW/Hw4cN4//3343Of+1xxljY2NuI7v/M74+d+7ufit3/7twtgRjFtbW0VMDybzeK9994rcgrvOE2LjNkAQVaQVtqOjG5vb5dTOA4ODhqRnjxWxuvTIyLmcuXITq7ptnPGmrNx2BkjbzAkhco+hoj5pl7vkneE1pkqj9X/m++Qp/wd+sP9ZwwuocLg4kSyoYn6P55B3w2q4Ak2hqJ3MNSkrZkj7sEZroFhO0oGMKwX8+MsA2togMzYaD9/lvW4gSJ9sT64S5SjxO6/naasvzKodvST68kYkOGFH4hM+t4c2Yecane/XJ/rdn3ihWUfXvEeogya/SzzgwEXMm+7FTHnGXjAAQYTfbp3715ENE+DYcO+T+kBOOa3BvJsnuU59A/XeWMj8+W+5fk38Lc+Q6boD7rP2Wzk0fIGZvHeMNYGHVvjSdbl5OQk9vf3i54YjUaNki2foGZM4vWzww+m8IZFMmXgMOz9belWuxiox+HMTEdNreBco5hLMrLH6QhuTYhJ0RKZhInw4lgcJo9IDczvdDGRUjwXjMOzZ89K1Nr1ff3+/MQNe9k28BHN8w/tBPC7VhvI95nJYUzuYZ4crWXsAHO+827d7IkyBpiSqKDT5r1er6RreC4A4ujoqJEiQ0BYIzxYhKa2Qcbes4E+dZGkgTc2NmJ3d7dcA+DASYBfSNdkIFD74fnwl/+fTCZx7969Rh0XCtEpKK9FW1rorhGvEiZTgIzDE7/+678ef/fv/t34/Oc/Hz/0Qz8U3/7t3x6rq6vx7Nmz+Jmf+Zl4//33G5mkw8PDkpmw82olyud2wA2uSP+zFtYBNujUT25sbMTe3l5EzCMyKFY+i5inUx3tjZivLWuIHqCvzAX9trGzA+8omzfGRTRf6841Hov5x3rDwJRNRsylI9YGAqTJcybPIDOnVG0EAbc4FehUrs9RQuj8/DwODg7KutAnl2Hs7u429KlrTDNINfi1w+T/DXYtm4zDTpN1IetqHex1drs2yneJsg6sBReQM4+vTW/yvevdkRXm1EGLDIStnx0AguBFB4Jo03oe3sfhwm74JR3Y5+xk8bftj2WE/iH75sOI5tsEIb5H90REo8zDwNulFMZDtO25Qj78vzNj2Rl0X2gPpzl/lwNDuZbX2RbzDnrCewpYG/MU+pp76DP604Cb+u+Dg4MSUETvMB+UpCD7dmCybFLnTfkO/SNY6MApfLcs3SrCTITXQJSJzlEqoj42TO4Y6YAM2GiHtomEYkgBjC478OLXPBj6SISTiCa1yoBxK0YvljfS0S4/GCK8Mh8YbgXMWBydRsBsuACjNnou68AYezwR8zOMASFOr9Fn+k8/7DlGzI/7MUPSPqmenZ2dMn+5xnswGFxLd0HwAe3m1Ik3UaFgACPcQ6QLENvr9cqGEzteUFb6NXDCWnBuM3PHPBlAO+rAetBGNjJ3hXCGmB/vPo+4UphPnz6NL33pS/Ff/+t/jc9//vNxcHAQP/mTPxk/8zM/U2TTUQrvDiet5z0DEc3Nko4IZiXuSBbXks2iDo0ohvnFx+NZ7yDH9MXZrohoPCfv5ierwbrbiBsIQPTVkXQbphxM4FpkMJdBEMnGWfA9nseI+RGTRGpwEgxWXHKGPM5ms7IvJbdrkJp5nTl09gnjxNg5bYWN10SPcgbPfJGdYK9PjmIyjzUgZsDhe3Mk3zq5lsG6K+SSjBqoQH/ZabUdimg6dQ7sGNA6uOQ1yLrYZOBmwEq/DQjtnNIn+o2MeiMqZDAK/+YsUcS8rMC87gCbbSx9r/FZzlJgr6wrKFewbFr/gGncjuco45zsCNm+MX/gCZ8i5Ot90hl20Oue8VRtHi2H2al0oM+OrG0415HV8pF/zCvRagfyakDfQVM7Ow7orq+vlywA87ssLQ2Yc4g9MzVM5xq88/PzxlFVWQGyeDnKDPgjXM9B0+vr6+V1l9kT9aANhpzuINoxHo+LRwpIzFEXRx7soWUGYWx4vER/DRrNkBm4us8wQU6p8D2pBANxC7yjdtlztpKw8fGbcFwfSR9tkE9OTmI0GpUDyCPmZTGO1nme/KysmPI8G4wSKXCN5r1790q/OG4HoUYZ5HFCKLEcRYF3GRvRExtngFLmL69Dbc3uCp2fn8fh4WGsrKw0auzM66enp/Hv/t2/i16vF4eHh/GTP/mT8fTp0zJfdl65F4WWU6J2rrNDE9GMWCBXEVGiDmtrawUo23DaSeVYSzuoji67LwZhEVHmAd1Dn3LJV0Rz4xhlTX4mPElkqcajGBB0FUb64uKiUV5meULvZBBkw21dnPUgRzQa5DIH2fDZAGcQZJnlHgzvdDotx2/1er2ytyFvanRa3c+krRzdyiA3U5tN8LWOtNmQZ8ebttyPu0Auv8jRY/43X2GXWOsMxpBH2s06nnnMNiavQxtQpm2CPu4z9isDezbaex8LsgtQ9AkzjjqznjW+wB6gC21n+R47azkkAOSjV3OGMs9x1oPWQY6u1+SBvrgEhjHCy64tZp5t44xLeK7l2GNDx2Z+osyB67iGezMZY6AbWDccDfS1M8rMJ3jDzoF5Hb5yFNsO8mQyKae53FamlwbM1INEzE9IYEFhEq5hIFzjI3+8EYVrDOhgNhQ5x1Btb28XD4xwupW+vR0DbwO+09PTspmFzWn5XEJ7tfaynPrwM21EMOgGjY6cwLTeBMAienFd1+eFZ769OZF7bEyslLiP589msyJAWYm4X44AAlJPTk7i2bNn5agfv5XHKRf67NSy68poNxthOyt4iPTTQoYysLfe7/cbisFksFwDaYzl5OSkRPG8+dAK0scWGfzd5SgzsmawkL3u2WwWX/rSl+L999+PXu/qFfSOUPnHRhknzmCOdc2REYNRG2AbFq53StJnIPvZluMMliOioeRtwF2P5xIsy7RTkMwPujCDCRxTBwIyaLae8nPsXNgQGfwy5lq0LiLKhjt/B+DnM4C6N79a99BPO7/mDa+RDS7lPT7ZiBp35N1rmXnO5HH6uVnfua0sk4460Ufu4X/rdhyXu0Yedw4OOEpruwPwyYAZHnOWNLdbc2LglaxPzFeWaXSvs9bul4Mrx8fHcXBwUOQ+Yn6eMDzmbG+uw83Rd/pF/8/Pz2M8HhdwybW+x6AuIhpg2dlexufMlvnQwNBzYlua5dB9Zv0c+QWD2G5SdocuyMfj0lfrLutDTk3ydRHz86dz1D07VNkO03/sBI4240A/207k91lku2t+qskC+oPS4vv3798KNC8NmDc2NkqNHgJEanQ4HDbAqQfI/6QSc9ofgYT5XDNHSo+NQyh2jgbBEDHxBipOKUZESQkiRAaMrsNiXE4NQTWFnsGRjY1/akq7FiXnuY6yRcwNnO93H2wsDC4i5i8KQFlwQoGvR7gN2PnekTGO6vIbvFhDdhRTa5lBd+53dhwcJWftI+aG98mTJxER8cYbb5QoHCDFqZqaobXA5DUzqOF/KzfGSN/YHMrc5WzLXaRaFMjEnD179qxRKpFLs5gH/uc6/xio2ohzAopPU+AcXytPO4CsW04N02fLtCPDEdHgG9bN+x8MnCFv2M2bCh39qpU79fv9EnGNiAZo4F73pwZaAdFEBPMc2lA6imVj5gijHVJHfBlDlpVcguINvB6PM0nMoQMdzhy4/8yLdWV2LrIxNM/miLTBnMGw5zSvgfVzBgF3hbK+s35y5NNzi70hI5Flybzptj3H1uc1+8jn7qNLHjNgp4wpovnK5fF4XMAyGROX5jkqubKyEpPJ5Nq6ww/wsftKEIEx2slywJDrIqK8EAuw7Jpk87dP0HBtbS7nzA4g+s1rSd+wv4BgBwjAT9ZlllU7wd7IyekX0+m08UrrNsAMeQ3Rl17TPM8QuosMAfNsOz+bzcqhAJnXs77P5HVgjJeX8/P+l6FbAWZHUHu9q/rRra2ta/WpEXFtQSPmHlj2QmAORw990gZtGtiRcsmRXwyBlT4Ln883tDeGMF5cXJTjlOhTBgN85988H6F0Koh7zTiQ++6yF4MEC7bbibieEuW3x0+UJEefeVY2QI5aEZE7ODgobz6cTCbx7Nmz+MQnPhGXl1fnKrsmmZRK3njhtXFkOG9Simi+NIB54HD89fX1ePToUcPgOnJnhZmNbV4rk2s77fljOAAVgDnPdTbkrxJ5nAaeXksbPOr/IqKUT7iEwo6Qs0443xHzCAGglTQtfM8a1XQJbfvz7BQiKwagXMvnPCODDmQYx54xuLTB0WH4h5f4+BhDwAvPtFG0k2Ddgvxng5xLPhwZJIsGjwOU2eTrdGs2bpYB5hbn2HrHa8naI3NkAugj57MD+nmW7UuNajJWA7QZYFtvO5KP7jdIdhuO/N01+Tbv2LlHjg1+IubOjR2uiCZY5n/adQ1pLXhkPsp2mkDa1tZWrK6uNrJEvt828OLiopRU0l8iykQlrb8ZLyfA5Pkx72RbGzEHx/SDMfAMjlf15jz0jMEbvAOv0S/6i0NtG+QIcO0lIOZH6yCAcr/fb5y4FTE/5s24x4EmjpTEpqNP0CUZQ/h/1pZ+5qg5wRDzAO07okzb/DiD6wCE+ZTvs9xnG2/8hB4j8r4M3eocZoANwMhHyOVUbB4EA8uAOUc9UFo8x54ikzqbzWsCc+2dd1hmo4BQucYYpqHehw2AeTEiogBMjHdeoFrkIqJp3KlLxNgxBywsTOODzR35yCA+M4UZzv1DKAxAEVpeIuHUFdFAQCpG1a/+fu+998ppFjwDp4TXVztlFhGNiKEBlusaidzhOHE8GW3u7+9fe7Mka1Orhax5ttkRy+tIqY6BYkSUDZiDweDaLmC3fZcpG7eI+c54fgDLeRPL1tZWPHz4MHZ3d2MwGBTlVCtvYW7tiNScGp83njfh1MjALTvbrLtLJ0j3YrCcXWGTs2vt+D2bXaWGKfPCqNhR5Y1ctA0w5bxnUpy0z/ygZzJ4tE6yo28ZYz4tCysrK2WjLs+/uJi/Ntz13nYSrFdzRsgRaO5jLpFjg34iga4Ld7TMkUrLJ3rPwNdj5TOvj4GAHbTMX7TvEpscAb2LgJn1yDbZDlpE/R0C2enxuGsgvObUZRBlYp0Gg0Fsb28Xnl5bW2u8GZTned185Cl86xILg2ACKS6nyiDZOsaBMdtyHDyXi/E9eGFvb6/hxKLP7Pgij3b64Vf4D93Bb8bqCL6xR16/2trkMWXnGceDDZSUHXrtamvI3NewEH2mHWemyP5nm2u+c+DCfIw8u+IhZ9nM7/CWZdjBOgdcl6FbAWY20qysrDRQOUzBYHJ62lEKDKi9ODNNjkw64sGAYUZSqp4MTtKImEcMORsWoMekIXz82PtCWGx0uN6pZX6j0G2g3K+snBGIHEkyWIfRYQoDUvpmRswRJ55pwAdAtVGlL7nWazwex9e//vV4/vx5UWg8g3rm6XTaKJFxJNsKysrHqSN4ixMPOAHEwgZhuHkr43A4LDVIGOv19fWiZLiHNeD5bQA6K3qIuaF8x6UDgGr/3GWqjd9KxkbXqcfV1atTcV577bUSMaI9R6cMgOFRHCIbCPMvz3Wajme7bIk1zJtcsw6p1TEj/+4rz2aM2dEfj8fx/PnzksGyc2o9MhqNSn8Ngr35Bt5xKYvTkQBw6xSAZMT8BRAGEK47ZG7pK+DVb+Xy/HneIqLUIvf78+P8rPdqAMnOt9Pqp6enjTcD2qlyG9kQQwYlkAGTS+5Ywxqw8LhN1h3ca368C2SgmcFyHhO8YCcTOXPpQU1nsnYGWH42MuDgD23xArGjo6PCZzlA5rGgf12CYXuDg+tx9Pv9a5lL2kd+nKl2ptJjRJ6IihvQ2T6MRqPi1Ls0gb4hD2TOkHVna3iu5Wg6nZayV9sZO5N2aB3FdibHgPry8rIRTUZv2fnJzgP9YS6hDOgdRON6NmdOp9MSbDUZc0XMa7jNb6wnc4gO8ffwUNtvruWZHwlgZtLzDnOnFhz5cCQGI+BFpNPcg7eYDyfnGoyjhYPPGDBgC8V/eXnZeFWjgTQg2ZEVvstR4gz+MUwsAAAej5brEEaExN5jViz87ciIa4S5Fw/QAJe54PkWQIAkHiHPAXgjJESdoIuLi3j8+HHs7+8XhnRUH6/76dOn8ejRo9jc3GwAVY4W3NzcjKOjo2vGKUcwj46OigHf29srh5dbobO2vATl6OiovCDDYMjr47Xg76z0LUjmS0e1ptOrY28mk0n5f3t7O7a2thpetsd0l2hRnw2WLe+W+9FoFK+99lpxpB19sJKGHAVgTYg8kJVAplziQzuuc3ak0wbacpYjmfRpOp3X5+HMOsKCrvIan56eNo6zIopBRAPCmBFNNgiGh8iIubQlR2vgXTsfGEY7HwaKjAN9wTxRkgaYtq7F6FtXelzIPK9D39vbi93d3YhoBhboPwENzx1zzJyge3NZlnkjyyfPYB5dtxkRRQ/5HtbCThT9zKlp2nag4SYZedkoB6ssq+YvSuxshyDb3uz45kCEgxDZfnqeI5plMRHzDaxEg53BteMdMbfdLh1xgCZv4MfuOQodMQd4duSRDfQJMmrHFP1ChorP6TP3EwCAj7wuWRdZxq1rkR+cF2+wtq4ADJO98alfDjp4bc/Pz+PZs2fx9OnThp52BJy2DZAdCMjBRRNtkgH2fAKcCZS4Xw7e8XzrQvMS+M/kiLLttx2+HMD8SAAzi8Xik0Z0UbcZwIMywyAYFiB7ihFNITQAX11dbVzLd3hfLM7Kyko5Y5kIS0QUwIlhsLDkKIcZm/EYsKM8SMt7fhCStbW12NraKoKDoJkhScvY2DBveLueD+beEQIitBheAxQ7JUTVHz9+XAwfHjuGyudiU6qRQYCNKi8rcGlGxPxoMPpdcxQi5huMMLD08ejoqJRhOKV1fHzcAFH879fw+jQXK3ivpY1f9qzNq/ZEUaSXl5flWJr79++Xl9uY/18Vgn/MQ+Z1fvb29orBMFhhTjAozHM2vMgVDicRW7+gwDyPIbSTZuWdnfoMnPkefYIMoDMgeAMeZLOReQtdyPUGzjb0NgCW5XyajylHajAkOdVsg4B+Alg4+sz/GHbu47O898JOqwEFmcbz8/PGWdg2VPST5xoAc2oIcwVfZUPH9Qa73n/CmjtSaKBiwON5Mii3nrJdycGduyTX5vEc2HIAwG/py/rRejHi+tryWQYhWcfXHEBsXEQU4LOxsRFbW1uNKHDE3PlGPlkvA2bWO2cl4XGDIvRJG99lEEibjjRbVglQ8cZb6vvRh76WteCZNb6i5IB5ZJ7gSfZ6EDBgDrjGPM482cE4PDyM/f39RiDL9yD73iCNM+vrLVdZ92T+se7nGoJgvN03R6yx5cwDQRT4A7xnHnPG0zwNcZ+DF7ehW0eYmSRHjm1MM1i2l8MksqgGg3xvoUXpR8xfSoDR8PUwEUJGgb930fqEDAxCFiYfNG5lbA/Lz84GwIoC74o2YSzmyqUcrss0oHZEjTn0HBPxJ6pnpUi/YDwMoVNnuW2YOCLKsTyOQOM1wrj0EYDrt8UBcEljYVxpD+bGeQLs02+AzPHxcdkkheLgJSNWpI6eRDRPdYloHhfIWlqQcvQpA7oM+GezWXnj5WuvvRY7OzuNqP5dIhu/TJbzDCQMigBGyHg21o6G2Lng+QY2PvIsp2q9HoC/DIbgPSty99mRjhpYzrwQMX8DIvLDNXbU/KY/6zWXcDGeNiBvZ9rPt15Ep3Gdo0PZAHtNDTAMFhgf1+eaT/qQSx2QZ2SUc8zRmYyPZyBDPJ8sFO07qpYBGH2zLmLNahHNWtmO564GVmwLaMMR2bsEmHOgwMEratfRX9nuuo2Tk5MCzrKtzrwb0f4SiAyacdKwldjl4XDYcM5o7+zsrBwjZ5DoTEiWFWdoAbPoAvrq7FTEPIBjO++sqnkfXWgAxgkwnh/kwdjA+ihHf1k7ByONHwDjea6t3+xogqN4BTWnPDE+yHiM52BjkXVH2v18z6kdGIKErIPXv9frlYAHuIWx57VlXfwdjk+W9yyn7hP9qu3JWIZu9eISe2KujfFvAzuMoxUazN6WvmOA+UgnBMiRGysCF+P7sO624+RYCBvHiKtFBSjmvtaih1bEEfNIEAs0mUwaQuozqW2U6E8+SQQhsOfEokdE8chns+u7cw30ATa8vQyDxktIcDRIifM+9n6/XwAwc5AdJYA25RG5Jop+uuYIJycDBQNg+glA5nXreMwYak5WsAdqPrKQm/y/PeYa1SIQOGL7+/sxGAxK/+6SYTWZjxmD+cnK2P97M7DbsoLkdzbOtfkCiDqS5PvppzM+XvNsnNFddsi88c077a1Y4U2MDQYFHuR/ZIRgQHZcs9OBvnOfahG+iLgmw0S57LxmIGpDg2PJvKyurpayIqc7OYMZR5m0KfrKwNmlYESlqSnd3t4uwQuCHLm0wU44oJl+1JxO62jrV5fj+Tr0Q0SUenrmyWn5mj6o8epdJPjY2SCcmQyWaz8QsgIPZP0Q0bSL2Xnxtfk3b3702bqXl5eNDbmz2awAvaOjo8bLSKyLsYfoI3jfLzWBNwBxyLEdfI/Pdte2mXHahgIu2/QN/UQ/GPxy5K4DNdmRyJHciOvH3Fq/oBMIZhFVrumxrLsj5nrfDmoGrO5PjlSjX4wL7Sy4//Dk1tZWQ/6dxbMMg0NzEMz2PgdqeA5r4L1gt6GlAbONSMT8VccZLLs0IyskJteM5UlkATFkXMNk5wgAIJCd6ERrfdC23wDmOjVHknmmvwdMc42ZJgNuxmqP0n10RJaoFhvccuF7xPxNWYypFnVi8cfjcQMs19qCSeinmR2B9e5kOyZ5cyNzl6PXrOtwOCxRJxvzwWAQOzs7jT4xFgTO9UjZK3RpDXPpI7F8PB7z5Hpm2rRRZH2Zz8xfNf713/D86elpHBwcxPb2dtXDfZkpG0f/jdJjDeyhG0hj4HyvDYUVufWIFVqOPvA5JUt+fpbNDNTpe8T8/Gx4xuVZuWwBOfJz0CM2duYT99tZtQwSUfRcZ0NrR6Smn0z873G0GXs71tPptJRxRMzPhfb8GWzgBDj6xfiynqMd9qFw+gGnFQHu3Rb6mLIajCu60pkDP48fAiA5spmNZ6/Xi62trdJHR99qQM5ynZ3Eu0TIJWuGLRmPx+VMYsteTQYhA4vsSBi45OvMI3zm3wBdl77wOetDNLyWSYiYv5+AE5RycA5HzlSzAwZ8jNkZD5zH0WgUEVGA2fr6enkLce2oRY8VHvT7CnBI3S/rz9xfZ/Zqa76yslLwDuP3xr6IZhQ9yyPk9TDg9xwjJ7lcLqL5CnPaZayWK8bIOm9tbZUTwjKQX12d11MztzjdPNPYa5Etz2Nblm4FmIlu9Hq9UrNmo+qJ8P82miyU3+YVEQ0lDbMySRnI2GhxPnTEHIidnJzEZDJp1DfST09OZoA8gfzt2ilfayDrNITvtZfJAntjkXeLmnnyDlGItuyR10C6FRagwYAfgXekF4cBEG2GdWQrCw011KwfR64RXbKw0397rDlaYT4x70VEecOcT22ZTCblCDMLB9fVnpWBor1kz7UjTBkk+Jqzs7MYj8exs7NT+PGuk4FqTbYdSYA/7OiYHO0yWDY4gfjbyt+ZlRxV4Lf7lHnAa2eDUivdoO9sGDZwtOHwGOw8YhDhWcZrp9BtWY4ZC8/MwC6PvQZ48tw76sx1jrbyfJeneP3ND2Si0K1ExwwMqI1kUyxz7rpCnoku8kZl2sobemg/62HPZ3bWCAQMh8MG71q3WufUeCHP710gZzpwGHmVtIFSxPVAwE2AOeL6aUPZ5nCN26wR2UkHZHL5Zd5HAyHb1Pz65SSscX7xEDYKmXCwBL1le265JRjn/RhbW1tx//79UnroiHSOrEJ2CLLNsh3PNt36hvYswwa2ZH3oN1gE+591iQnbynxlskyg81lvzx+fsR45KOVoMutyfHwcg8GgwT+0yfXoKdr1NdmuQ4t4/DbO8K1qmFlczsDNYDcvbPZGbXSYdA8gT7onPwsMAMzHkPX7/bKZjbIKrouYl3XkY614NkwGQ8GM3iRoA4aRcwkG7fK9627NOLR7fHxcojF85tolp4PMMDYOXvga8HBUJl9D24PBII6Ojkr/+/2rcpKcxqQ+a3V1tREZIoX+7NmzGI1Gsbm5GZPJpAEauM8bi/iujQwibNhJK5NydnqP496IqqHo8rxkyp50nkt74zWwT8S7ljV4WanNu7Yyj5g7LbnuziAoIqq8mSOUBslZwdXutWI0T+c1QndA9K+mwOkn7Xt3/OXlZdk0bENmAGew72gpfAbgddTU/YaPbTDtUNqYeQ1yhMnXIOfWV54bf+c6XvpD+tpBizzHjMGAhjEwJ7R3eHhYgLPnKaddebbP0Oc5jAEda32UedfjsTG3k23A7GhVLUJqG3TXKJcGXV5eNqKMJs9bzTnIfJiBSM0G2ZmLqJdqIHv0yfJHljWXZUZcAS02g/EMglDcy5jzeO2wIXPOHmV7xXfwkksa6As8z1znAxI8D5YT5rKmg+HHrAtrANZOt8F9jijnNbANRt+DqQaDQYneuuTEuqkmL9mJZyyuGLAjmnkB3UtAj+e5JBi9zOeOhtfsCp+zrjlgcxtH+FaAmUFSN+pdkwaLNgLufE7JeWI9OflzD96Dw9OjbcCy6wktUPZYbLg4DcJnsdpY4DnWPN0cpSa65IU0EHP98mw2K7XWo9GopCJc08d85rRVRFwTpDyXnnvXcuUXfKysrMTOzk6pceI+CxTtA9yt6DDCvBxmNpvF/fv3Sw1Z9kZr0XGY38CYsTFu1hNB7vf7Ja1FxJ55YowoMm8g8fyZslLh/wzos4HIHnfeqX0XycrEv+04W8lmQGtZy6AjO3L5GsuLZdffGzDbYXaEC+WM3ME7Ec23OjptO51Oi8NN/wGRRJUt18gR5Qi0yzPpo6NXzBvPg08vLy+v7RaPaBpvR8YgrrdDmTdGWd/4esZh/eiSF+trX2Ng4CiTnaher1cAhjMvjq65bZxN5om1Mz94Mxa/re8c7fLYJpNJiZx5gzY8YZnOgRw7jneFDN76/X4cHByUk2cyqHDgK+J64MWyCGWAFDGXlVqgy3KZ2zC/QQDgHLm1jLs9v+ADGTXYdj99SgZzZQDrwNbZ2Vk5xQFeIVtCcIbyQ8bplxBlG4ZeYCw8M4NHzxG/HbAwQHZ2yPaVdpEjbJPnjX75LaxknAGtOB/W18ZvrI/H4tKLtnWPaL78yPzIkb/GBZR+OphgJ6cNK2YetS27rUN86xpmJtQ7FDO4rQE52sjfOXrENW4ne6pWtjltcHR0VCZ5c3OzgGAUqg094A6G88YYvLsc/YGJWCiI/qPMicDjEcHIFipApxnaZ0hy5JKZNSsme/4GHZ43GyALkBkwYl5b7UiZPbiNjY2y6YK6MRgZjxCgAfh4+PBh4ySLnAYmAsxZjPZcLRSMnTXHCGJkDw8PSzuAY6fErZzgoRw14Tk2tDnSZ6rxOfySSzvuGjHXNXnNUWdHPC2n/j8DvixbGfxENKNYbRGAbPyzvvDa+Rk2Mo4kz2azcmxcxPxEGhsgj91GyBko6xNnX3xEEkATPWCnkfFj/A0YHV1lfAbntbnxtZRQ9fv9xkZHZ96yMaGmmB/zCNFidIkNGXRxcREHBwel1pNx2PgbILFpkDV0FLpWHlADd+hM+sNYh8NhAzBlfqPf5mP44C6BZtvr09PTRvYwor4fJpdH2RnJgYM89/7d5sTY+YqIhg13G86EIIvD4bCU3+UyxIjmGwDhXfOY97HAQ9YDLl2gz1y3s7NTjg7l2cgztpLSJAcQjH/oj69hzJZj+o8+MMbKNsZ2DBuZAbo/s4OCHqB9AkzYezYL5gBD5gUHI7ymPogBHePaaZ7NMzOhj4wJ3G9Hu9HRnkvLdQbLL3I6BnTrkgzv6rQysWHKCwNZ4WTPwAvu6zJI5G+f5byyslLAWr9/9TpahI72AJ5Eof2yAgPenAbES+e5pCq4j2tWVlaK0aCm13XIeE3Hx8cREeUMQYwYgHk2m5VTH+xoGPTSHvNTM+aMmxrB/HYzAHlEFOajtMHRHH93eHgY0+k0dnZ2CuOxq57fXH94eBibm5uxs7MTz549K85MBkUGAQiDX0rhcdIPKw5Hj4bDYcl8GOysrKw0Is7whdvNfAjxmfkxO4ZtPHvXKBs3K1qDqFoExAqUzx1t5B4bAAOWPOc1uaf9GrDOUYYaeEPxshnYTnNElDPa7ZznKDhymo3g5uZmY0c6kRw+n81mDefdMosC91wzJ3ZC6JPHyPjsCFvvOH0MOKAuezKZlE3DRHTcJ2QRqkXBrItxFGzg6V+vdxVtxqnFWDpFDmh26YTBiyPcXnsDrWws+ZtNRUTSiLbmQEbWtcxF5tGXnXyEnOuWa86ns6lteo3sR5uDa7ACZTnK97H2eU2dKYFHAGHc70inATbf48TB136Lb8R8s6Czgbb/tsf0FSfXOIiMrOt+uYa+ZCeMtgB86BHrTuvPjI0yHzoYiAPLfScnJzEajWI8Hhdg7DV0GRYllozT60u/0Sc8w+RoLeNChwCa2Z/FfFvfosMc7GBDP442cwePWEd4frJM83cOnt3WEV4aMDNha2trBZTkqC8d4NockeJ7PodpXE9oBom4fnQK1xj82RvB+7DxmU6vTm04OjoqAkRbjkbwg1J1ZIZSjexB24BmBwFFj0BtbGwUMAzzOWXl8XH/dDotyoL+Mkc2OhZKR6Uiohi/i4uLIuSea8D8eDwugN5lKvSVlCkb+wyEfEwLgnF0dFQ2NWIMeS7eJt46a80GEBtsXqPLvLPxwob66Ogo9vf3y0kVjjRauWagVVM+beDNPNwWzbtLRjVTG3Co/W35ho8imnNhIJj1ALKRI6YQspsVYP7bGRjWygDAegaHGR1gw+aX9GTdY8OMcYqY60N4m2gYfebZON02+ug9ADs8TtbF4+N5GHTaRjdZF1qn+XhMgDIvq/BLTJxZwqkkmmfdg6xFNHf94+jSR+baKW/4htN/iKxbp3K/MxAEIuw8e9w1gOygB+2iN3hhCmDS/Of2MlBYWZm/4OQuEPtgWG/PcQ6+RDT3IRn4QL62RnbsXA7A//ztOUZ/m4e9dvQroglsace8yPgI2vT7/fLa+lyzz/8+7z3i+skQ2Haejzx5LPAqQRo7JtaF6EDWJstuHneeb+vcPOfYVOTU9t7zzL1kapgL5JU142+el8u7GGMNMDuwipxNp9OykS8iylnbflU25ZRgJQINh4eHZU8U1xrf2OmoOfTGo8y/7U7NgVxEt4owr62tlXMteduNO24hs6dQA832grLizAPPaQkrYINSe2o89/T0NA4PD0t6wTtwc5/8xi23XUvfOerk8XMvzOCdvESjSc26XhoQaYVlA53rtQGcZk4DSDMKyjMiGv0iooRAEAFHoXjzgBUGXitKwqkWe/8XFxfx9a9/vdQzIxQAWhQHhsjgHRAyHA7Lm8QMigAABv4nJydxeHjYOJc5e/esdQbO/J2Nbw1Y3wSK7zJozgDZyr5Wq2xg6+ivwTJkUGI5N9CJmBt0K2w+dzs5rcbzc5Q7Yp5SROZoAznwed08I+sdP4O/UfYYVq7PkTcfN4gD6lpjIoL0M5dYeM5r68WYMw/z6mM2NPN3jrpZ5uljRJSsk19171N1bLQiory8yLKKHMI/lExZt7vGE4cY/quBCX/ncWew63nCIferyBkDbdhW8dsOw10h9nXwRlLmPo/PwMI/We/Z/hmgRsyBktc8yz2/zQ85K+S2I+YgB8cuIspeoogoABUHmKwxtsZkG428UBrAfRl4uoQiz8Xq6vw889Fo1MjI0re8F8m4x3owB1ssV7XMew7WoG8o/TKWYkN/v98vus/ReAPkrLvIxFj+Ms6xXLo/Dg6gKyKuwLKDdjk4wf449AAlRezvguz0gUN5vu1IDmQyluzELEu3enHJaDSKra2tRklCjpB6MnOqMU8qi+MIswXPDGUj6uhkjgh54Yk8+qUlGfjmiC6/vaGNa/LGMYNmUwb1GAkrCpiZdugXABujhADbgNIugJM34WUFxv84OI4E+gUmBvKUTjiq7HnPCpfUFP2zB4hg8upsR50yA8MLjgQTJTs8PCzzQPTfBrDf75cNRRh3e6Q+CzIbvezo0f8M7FiDWqTDa2LFdlepLboc0QTKVkiOSETMDYbloxZ5YZ5tbCPi2txzPzzrvjrKAN/5fGNAaY5EoyOQdcuXwUFO/5KxcvbI/TZgr0VmuIbPiSq7vpc5zQZpEaEzLas4zOggAL7rN2344H0HDHBgI6KUvuUzVSEbUutLzw/RbHQGwMR7PlxKAtV4MCKuyXYNTPO/j7vMkeMMbjyfOejzslOv1ysv7KrppCzb2VnM9jri+ttR3U6e+wwI3U7E/HQJSnjaMq58Bu/ayUEO9/f3SyYU/vMbO2nf0WHIWVec3tFoFNvb241TRQzMkC/e6ufMkrNBPsnDc2P9g5x5bnJ9MngCfZqxD7zprD99xskdDAbx7Nmzxqa/rHexcXyXnQyeZT1vvWHwef/+/XjzzTfj+fPnsb+/3xgT2fbNzc2im8EnRKLR4bPZrOgR82jOsNXmmblzUNO13Xx/G7leGjCz0Q9PykahTTCIJkJmqAwW+d7R1ZyCY8C+zkbSi0KdIpPsaHjNM3JkOmKu2LMBNMNxvYEoUVeflAHwA5SSFqTvThthPF26YafDaU6E1zV/ZmYMej4TmUiyvc3Ly8vCxPm12PbGYDg2OuRD4c0TrN3Z2VlsbW3Fw4cPS31nBlYeP/fyLN5ESEoVL5XPAMzUrvtEEEfps2GA7CgZkJkH7NhlT9+8eFuP9WUjK/Lsodc2Zxh4ej4gjFwG2tlgRFyPjuZyI9pr60NE85W1GWADxFhDoqcGr/CJQav3QlB6gePU681fy5qBCe0YMEdEMd6ABK4DJDo9mecjO5yeE+vXiLnRRk9dXl6dxjObzUrtsvk662GAbQYavPnQWS8/m/G6ltrziLyjQ9CBgFhsDGUb2SDWgA/PMH8YoHjNz8/Pi/7wZjDPpx2WtlfuvszERr/s0ETUN/UaPOVrI65vlG4DxZDby/Y220w/J2OA/Gzk4vj4uGzYte4BiPtlRH5uDnAh8z4mF77nHQ+WAQJU6BT4xPt/yPa6Xx6nM1f+PMu7wSo6zTjGEXowWV5T5mQ0GhX9ZRwU0TwjHRtLuRj23frapUnwkrMw4IyTk5PY3NyMN954oxwMEDF/gQn2BHxE9oq1gie8tyJiLp/oKPfPa+3Mp3nMARzmb1laGjDv7OwURZsZ3R3wYiEYWeFxraM3TFwWwvy/FwUF6Fo0oqJs4ImIRoTKnqyjhZ5cR5cMKCOaGwNQ7nyOUYuI4tnxumgULt5U9mzoD56iDb+9x5qSoTwmH5fja+grqViUgmuVT09PY2dnJ05OTuLg4OBa9Ndp2slkUuaH6BBR3lphvV+bCxixM2XAbL7BYFqRHB4exunpaTkvEifA5zuTbmNuaykkO2I1RcVnWfFhDDKwrEVS7hpZ0Tg6k0ussuGxYoIcrc9K388wOLZSdKYp4nok0X02MPYuaINBavcwcFbi6Cu+c6kUz6akwfVvyCZGx7oMAigaCBhA83zzLs/P3zna3aZT+dwbLnHWDULG4/G1/lnPuNYvO4nM5/Pnz4sc0l+DCc8f7TBP6EGXcfDD+D3XbiMDOPfNMpz5hYg5J3HUAj1ug/m+a4CZUgw78fBClr+I+qbbGgjO15ngm6xT+Y572gILBnGef+tjHC0yicgeOoRsYg52gC0MKq2bnIUBJI5Go2vYBueYU0csNyZKYtBFtqOZX2nfgQSDamdDbLOyg8u8GsPwHeD/4OCgEfBE3gC54CYwCI5sRDOD73XE+bHdRqccHR2VshBql2ezWQm+UlZJ0M97HAg6wos+89o8ZR62M2g+qjlkdvCXpaUB82AwKEJosuDREXfQXlGuzWFA2TB6YG7LxtwlAA7rI0hc79SsQZUn3BOGQGK4rMQzSCCSDGGsvMkG5vDJIhcXVzvUfR9zwBjwthAWR7lY6Nwf5pP5y0ziumSD5dlsVtIh4/G4gP1spFHArCUgode7ev0sHmqtb5wggHfpyAPPR8nkTRFmeuYKsMOcc4ygD6/3/CLYjIFrstPiqLrnM8+v59XKrmZo7gp5PFn5tI3T/GhFxtrbKNlY1xyQiPmZqAbSTu07LennGaRloImjiP7xZjv6STTU53m7RIBSBAwZ82VDzjjZCEgUBVmmzMq1y9adNpIYsYjrpz8s4jO3hyFy2YnXhzNkGVdEFN1JhIg5tA7newNY9xGecFQQspMdMc8eAeYBygbO9NljzPOxTJSIOfZrtT1fJusCghF3iShVy/JnO11zGG4DHiIW60f/v0hf8H92ljOuwIY4RZ+ft7KyUt40mfW8nT2e52Aa5aY5a4ouIBIdEY0SENpGz6ysrJQMDNkJA7icNctzYccvByx8rR2MvJ7GVdPptBzWEBGNvUnmfTI/BtTo25yd83zyuef7+fPnsbOzU4KFz58/L84xeg08ho5Ej/o5OM1knLJecQbP/J7XuRZkoa3b2OtbnZJhpZg9rxxls6H1AqK4rSCthHN0rzZIh+Npw5tbIubpfAAy7fn8P77nyBNHcjxmR6m8UTFiXuPsRVxZWSkGmk2HGFILFoJpz58IFyDS4CNH7Dzf9hStEA1GvLHHdeM8e3d3N549exarq6vl6DgfHm+idpnI0vn5eTHAMDdGxvPNxsq8YS+PFT7IQM3rc35+XjxmAD8OD+kg17zlNE5WTF5/z22WgZrRuevk+a4BXJdj5OucvvZ3vj5/nufNUSD/kPnAaNXmPEdTMt+zpnxmPWF5dckNfMjGKU6Psf7zuAxuMcI+7YX+ZtljXK4dzGPzeJhjG9ya0ucavwilFm3xJiE7ys6q2XnxnBqwAEIpv7LhsuzltY642neAo2QZdAYw6x/zUC3i5t+eJ8ZGBsq87rW3PYiIUkJ3l8hp8ix7UHZEIMuU/2+j3GbWsZZZb3rLgRU7Xwa6lJj4LW+MiagysuSgjXnK/TOOQJbyfiHsFo4uG9LIUORgAgSPGTTnIFee1wz+Ld812bZMZ9BsGbK88lxe0DadTkvfXBppsIrOyZsJLc81Pjg6Oop33nknHj58GDs7O3F+fh7D4TB2d3dLMNFYjefYuUBOz87OYjKZxO7ubuP5nofsLOTAVrY7NTuxDC0NmI38cwdr0Sc2sRjk5FSjgacVeY4+WeGiWH3/ZDIpXqVTBJ4wIipEomFo6nUvLuaveOVIloi4puT9GbWyPirKC2BFTDo3Yh7NIqXEnAFAAdd4UJeX813OGch47nJEmGfnaE1bqnR7ezsePHhQdpJzzjLg39F8hOny8jKGw2EB+ADUiOYxVwbF1FNNp9OyY53oMOthfqANp95YK5yS/f392NjYiL29vSJkLsswKKB/zJN5zdFlC1oG1zXi+ttGaV4Wgq9qkahclpF/4IeI+kbIiOspSMjzTZTBAI0TGqzErfAsl7U6a0eWiBRbRpAz1pbd5vv7+w0gTVsenxV8RJQINdcyJ2xepd+OWiEXnnvazzyIzGUHxmTdXDOEjrRajtF9yKujqufn5yUNndeZuaHkBZ2wu7t7rV/Z8SVAALgwqEWnGCC1geLaHDCHDphEzLOIPoue62zTrE997V2gXF8OZYc0EzJV+9x/58BGluF8b14nR++9Vo4Yot+Pjo7KuxNsGyx3Br6UZjjoBG+ix/LJJ/AtBxv0er3iWNOuy3LYaA+f1AIsYI3j4+OGnNecEf/UbE7beuR7+cHhJJBIUDBXBHjTvvU1OsOZOe5l7nKgwiVp5+fnsb+/H2dnZ+V4P5wPvzAJHeNT19BZ5hvAs+1MDQs5m5bXIweDXsQBvhVgNiPnCGCuByKS6wPiGYQVTy7xqAkxi5NTGf3+/G1VAFcDc0/s6upqiVZxckZ2Alw3Z9DjlBERZQuaFSxzFTGPZiN0dhBYLKcz2HVrYaSPrkfkfkdFPE8R1z1WR8C9mcbg3KdtAEAHg0HZQOkaa96wt7e3F9vb22UjkCPYzEFmfCJZOBzmBW8Qw3gCophrFIIBOdHmw8PD2N3dLWUnKDODeBRZjmJkRWVvNSs582m+tw1Qv6yUZdkK1SUSbdf4wP6IuMaXEdfBVc1o+3/W2tkdb4bLzkkGSLlNHOuDg4NyXQ1gYyi8oSgr6Hy+NPwI+OO17ZQZwdM51ZjnKM+39YyNPOOysYb433NA5Mz6O4/fKWxvarRTTvTZG4KRdwMhMmerq1cnK3G/ga/nzDpla2urtOGXQWQdm9c315AynyY7TqenpyUSnufR9srO/l0CzDgaEctleExtTojvWwTmcjsQ629nlZ9aljni6mVC7FnxWf+8RIV7V1ZWytFj7JOx7siZWWecmCscqe3t7fIMnycMYGavDngkl2k5y4tOsHPq+XBAy0E6O3luG9mx8+y1AG/45Ux+xTXYzJsEqS/OgQQCepZbl6AYk3nMEXO5OTg4KKeInJycNHCFN+5np4pSDrJktO+AF3MV0Qz82R75WstAzcFZhm5VkkEH29LSKysrZYcoJzEw4CyogEE+i7i+Ezf/tofW6813rAPSJ5NJQ7Ds7XBov19aQnveacskO2pmjytiXoZhAJ8BFG0gvETJaqkhRzwdcSfqgqEyg9qA2Mu3QvMcGACxHhg6UtJOp/7Wb/1WSUOPRqNYXV2No6OjRrQcj5xNlhxBx9r6KCCejcGlXgxhNqC1AXS6zEaW+fIaTKfTePbsWWxtbZX2AeiF4f//f/sEFRQCbUDMM+ttHrBg3jWA3EbmH0c87ahlxcb8o2hzpMQRpKz4axEw2nEq1QDL65kdWz8//392dhYHBweN1C36izVdXb06Kmo8HjeOXuMZyCLPNj9iqDBQ9JHNNi654HctUpx1qsfmCE5OJ9Mm+iA7zBlgY+R4MVDEvLaxdoyTeQKDy/m1lGAZgPR6vbIxeGdn59qmuazzeTabedFdOUCT+5T7SZttYM8ONhErp4Q9/+ZJnPy7QoscU1+TP2/TZcsEDrKNt13K12TdnfvU6/WKnclOEmuFXeZnOByWPTi0AS/b2YLf3E94dzKZNBwp9DzZ34uL+XFx3BPRPE6RcTkLmt+2y30GxjV9aH3h7KfXwrgFrOENzlC/3y/4jM196CBOmEIfeX9TxDyAkfGY93BxjeuRwWleN2TPZU4EInjnAid2ObNo3cPzeY5L3eCHfLa9bVvGRcvS0oCZicoPs4dBzd7JyUkBV2YcJq0GTm7ydiOubw5A4VE76zfYEFE+OjoqqRWn2BhLr9drvCYTBsbocQ3OQI5IR8yPSYFhAaAA+ZWVldLX4XBYmJK59BvwKMnwpqQ8T1bqgJVaNNlzxHV+NqDEAhcRsbW1FXt7e8V49npX5Rrr6+uxv79fUrOsh181TuoyKwLmwH10JCBiDma5thYlQ6E6jcw8ANQfP34cu7u7cf/+/VaFZB6kPSsEeMB86meYD2vOyl2jzFc5AmTg7EhDDTDb4fRcZ+Nt4+gIJN/l6HHEHCQbHPr5lm2iO2Qf7Fxbj0XMwTLHLTqq7c07NpQ8l2yVX7Dg8aHAffqGv8/zY2BsUJP516DElA25DV8GhDgPvAUVw2VDFNF8WYWzXUSlIDtXRKsjIu7du1cAJ+vsrBv6B70L0EBn2fmnDc9ZDh7kCFLmPTZ3bW1tNebS9gn9wjF0bJq6S5QBq/mljX/a2lnmOY4W155vXkZ35PO6mXNkkc+9pvBpHhdt5XICO8Yud8xZX/CLjy7lc7+cyG/jNG5AJ+bMHHrRewo8XsaHbBgMe4y1v+0kWz/SPn0xiKRv6DjzPbKRbaKzYugNB8Eimm9epuTCNsQ6lb6yX4p5IpPI6Turq6sFVzAe1ov1pK8OdLBuPi3rRSPL0NKAmYXMhjWjeXuFNrJZYUe0HxNV845ZJDMgfaGIHe8i4grEHRwcNN6mx6RZkGz8ELSIORhkwkkBWbk74mXB4n3t/X6/HHvmHfbD4bAAL14BydzYMJuBiAY5OpSBXwYdUPbGmGMLmN/qs76+Hm+88UZERDx9+rRs0CNtg9e4srISBwcHDYE7Pz8vTI4gueyE87xPTk5ia2sr1tbWYjKZNNYOT9h1Vy6/YF1IjdkRYH2/9rWvxb1798obCbPBtMIw3xnwutwmYr5BlO+JPNTm+65RlmuDZjuqdiDtqGRjydw6cme5zmAZskNUA4sRzU18XkPPO/J1cXFRdAG8nQEraUGMrZ1HggAAOD8HPQJfkML0cziGE/nz2J0299zgPLfpxUy16GuNWB/GGBGlxvDp06cFMKPviMI7A+e5Q55pz9+jF2ezWTl+jrIvAxTK1riH52HUbTfgRZdm5XmpgcMcdIiYg3leu0tgIKKZ5bAz59f7vuxk+coOar7GVJsr2+wcYYY8d26/dg2fm5e4FwBtEM012FeivQAkrkUv4JhlR5HAmp3s7GD5ZRk5KIDD7c2o3jQHSMs60zwUUS9dY96zU5x1m0EsY/ZPnmsT/cz7odBh0+m04WgYIHOtnV3rdCj3JfMS4x4Ohw0nBEy0sbHROIqXfvvZXi/bAdaCcYC7PG5wag4cLEu3KsmAefy3vZUaWHanbPyyF1RTeva2curS0WKn89nVTskAPzwDD8/gMW9OtPcJM1lI3I8M/vMYMByZMTGY9uroiwWVRac9jJjnw+DPET7m2grKdVKZYbx5cWNjIx4+fFhS1ADfra2teOutt+L+/ftxcHAQ+/v7MZlMihfo8xOpA0XhEJFyNM4pbuYExZWVL/87TYMjkR2i8Xgc77//fjx8+LDx8gYrJASLubEC85w4EkYfGIPP2L6LlAFJBssZINuB8HrRVnZAa3Lt3wa8Nsxtyr/X6xVQ6rPNa9FXIpaAVpdiQDjcGFL3B8cXZ9xjQn8ACMmyoGOYF0qdXMbleXKJFLyWs3JtwDnPbXZY8vyhz3AO0NeAfTYlY7h8njXzaf73mvksZetb1ubi4qLUj+e3kvK9dTLZKtsIZNTBjmywM+Cz3vA1pK7hIwBPrUyQ3zjod4UyUM4/t6EcFMiRUOuGnOXhe5df2BnxZ7nu1N/ZcUWesClELCkx8P4hl9Q5okq/sKW5vAAsAFjGll9eXpZrCcY48srvfI4w/QaUey7zHNcCCfx4rh3UMZjMf/NDoAnZwgFhPLnkwYEor40jxnm9bKeZI3DX5uZmbG9vx9bWVuNo2/X19djZ2Sm6wU5QRJRz03NgkMw/doF1ZG6MieiTQfNt6VYlGdmY+kxdNn0BBrOnldvyxOZnRFz3Tg1mmBxHj/v9fhwdHZXUa/bMctqBCUOQDGgNsq2gsxfnmmrXY8FEWQD4jrQj99tLpd7PYIBnu0whzxP9sBeW55O18f0IsdMorv19+PBhXF5exuHhYUm/7u3txaNHj+Lx48dl0yUCZg8dkJKdJpew4AyxAxrBzbXMdsAglFJOu/D8Z8+excHBQTx69Kh8B69YYXNPDfwZZGfi5RcZCN0U6XsZqQaU81xlEI0CzpGG7Izl6Kmf5/tq0X7PPfJFuZPXxkDd97BZtbaOADWusSPLmA3k+OFzZObs7KyxC98pUAN6R4eQM3QObaKPLC8ZBHp+M6/h3Hn+AQkeg0Gn58VlCE5Z+/xU60HrU96Kljfzsj6Uxuzs7JQNWswNZ1ejHw2izaP8bosqmwApGdTxGftd0EeOMhsYsDYOUrzsZLnIDuoy99ac2Fo0sU3nGUT6M37nDB99qx3v6NNaWDtv7MfxRB4d3PKRjc5EekwGksjOdHq1MRQnyZlkz6s3xQHIsevoAT/PgcLcD8br+aw5zcwt/c4OuGWJvuc3D/Z6V3sM1tfXY29vL4bDYZm3tbW1UjbBsbEEBWqbaw2mcwAGBwYHHOCMfvHeAOx/zSnKgJ3xUz5Cv32fA5/mHzvFtwXNtwbMEXOUThSQ+mEDDBtgKzgr+jbGMVmhe4B5gTi1IW9YsWE1kMUrQUDMcDwDQ2uPCQE10KKPlCI4TcSCwQSknGyYGVs+N5PvvUs0ohnF8Zx6nvP85s9ztCErIa5nw9+TJ0/iyZMn5S2AW1tbEXHl+e3u7jbqrXNNcs35gdkPDw/LvJH69dxzP+NH0ZIyZo6ywwJf7u/vx97eXkPp0g517jXj4nayouHa6XRa0nR2AO4aWU6z3GbAnPkmlw7UFLydTXjNjnT+3vxvgr/4qTnkmZ+RNde/R8yjWUQ4LOPeq4DhQZaJNOWyLjuqHn8G6pbbiPlxSrV5MD/n+c3/1/Sm9U/bNV7/nPWDODWk3++X82fdv5xp7Pf71yJE7g+bmR3Rox2vr8u5cgAgj6Nm/GoROhOgiNIwn/7ha+zM3CXKshpxHUBDli3bS+5ZVq/5vjZwbj6plXBlsIxTGdF8yRc2Al4iu+019FjtFPOZI5UGmHzOm28jmkG2DNzacA3PsS00bvA1nr8c0IHyPX4u+MTZ2dls1nAGiMgOh8M4PDws94FLso4H0BIQIiuTwTHPtmPJGlKGib20DQdIz2azsn5sks54j+cZU9Ff11DbYfBm5JqDt4wDaVoaMDvyQWQPhUPKshbZzMY0e1o5epKJSbHhxksgvejX1ZppDfBZUC9yr9cradQ8cbX0KwRj0Hde7hERZbcp9+NNYYjpfw3Y2mjhfXnuMVD2ohzltoeaFT/X5xIVl63YuDpCMBwOS9H9b//2b5ejfmazWYxGo9jY2GicLGDi7X30iWMGMbI4Cffu3Ytnz56V+/ymKm8+QuDZYVszkp6n58+flx3KrB3tOj1P/+zgsXYGNDbeBgHZ0bhLlMGwnUw+z6A5onn2qWXFvGOqOc3OcETMj2rKEVlHC2gbQ+qaf/qHbkAWI5ovnSEybEDmqBfPMpgmGk1wwPNg3WYH3+PO8xoRDefZcujx5zlrI+sSG+baGvC92891lwYRyAbggTrnfGwkY2E8uRaVeTw6OorV1dVGXTDPYE1q0caag+B5oQ3+rs2NbQ7ZSDvk7k/E3FjXsqUvK2W+qX1narPBOZNgynbWALQGWO2Euw3/bcd1fX29IX8OVDnrS5abtXQE03bQkUX4xGU22JyIKOWH2HWil1kumRvrIMboQI5LM/IcWt7Qc/TXQQb33bqG63mO9SrBAuYAfemAUXYyLPe0xbMdNKw5CI6uOyJPBtknYGR9bVy3tbXVsNk5658jzuAETiNzOYj1q3kuBx6XoaUBM4qRB+AtwKQ1YXAK3ZOKwaLTN1FWlkwUh4Lb6DBBXO8oFUDXBtHeio14Nog22NkTJ1pKysLOBemCwWBQwKMNeK4FNKMb1HkezcR5/iyw2WDQf6eCSSW3tcM6shHw8vIyfvM3f7OUaMD4eKGea+aIYwYZF20CwtmVPBgMylu/tra2SkQ+AxGcFB874z4DklAmx8fHMRgMGrXGKBJ7o9zHM53GxlPFIfE8eV3uImiuRY4NlmufcV8ti9DWRnZ8Acre9Op5pC07QCZ0AGtt54fveK6VPlFOO+1khnB+DcwvLi6Kwsf5i2gCcOu9DLzy3HiXfo4Ao5MwfBmoWLnXooU15V9zKjOf8jfGxg6/x9Tr9a4FKbzz32vtyJUdUsbIsaMZNFuODRrMC7V5rcmdx2qgwdy5NpU5dzs1wHUXKOspaBGfLKI8L3aQ22x4zcmzjOZ5hp/IPHhjN84a/XbQqt+f70NwII2/fdJLRBQglgMnDkARXUY3RczPKj8/P2/U+LvWP4/dAJKxt+1P4Ll27GpBBmMPrjP24hrsFnY0O8QQx9AZGzG3nOWMHIAbCEJZP/CDI+0jdfncG+VxQnMAkJKsXF6HrgS0O7jBGCOi2G2OqMPpduT7RW30CwFmzj/20SM2pDniYPIgmWgbjBrldDsGDAFB+PCaYE4mxulT2sheKMRCOdLLQpqZeK69zizEOBW93tWxbBhlnm3QZsDp6DLnJmIseCaMlsFk9lit0ACaBoIeD2NwRMdCvLa2Fp/4xCfK/Dx79qysBWPx84ng4cgASC2YeIScf8kcMn7uh88ctSLa5TQxc+GooUEv/OdSjrxDPtfH5TSTDThUAx93hbLcOkKSgXQGRAYZVvRZB8BH8Dvr6Ffd1oCNHR/3l+tZ2+ycI4fZIMFz/G95N2CG8ttAPV88i37eVJLjCCrG1LqTPhgouO+04WczdzUA5PVCDnxvDmagy6wna86ho1Weax8hxXwgczghXMt9lHr4RU30l/t8D+07WrQIuDmiXiP4wRv/rEesO2sbv19myjqqxiM5MARlm8i1WffleW2zR+6P7Yx5LaL5qnqcqX6/fw242katrq6WtwHyuSOWfg6ZXssN/eP85YirUxtsp+Fv+kmgCfvMKVrIUG1++M5BGffB+hY8k3Vrdj7gUetPZ28dNGBNDK5th7F57MnY2NhoHBvJvNoB8fNxHpBlnNGIKCB5a2srtre3G23kyD+4rNfrxd7eXiOLaR5xv+BNriXazPqgq3BubuswQksDZhQfEV0mIy86A8gg2p9HXI8W5ZSDP8u1jOzo9qYQDBACAyjM5Q9mFoCnF8n9MaCu1dy5Lf7PCgIQCTDwW7C4nyJ7PFf6RHsIQUQzLWXjVjOAWfE7ou5reIbny0IGI/Z6V285euONN2I4HMb7778fX/7yl8vxfRgdGBOhcQnI0dHRtUgjnqgjja6J5DOAq0EO9zjKyNx4QwRzZl7iOQYW2XFwhMlr3mZ87hp57PyflTif+3dENNZ7kcx7vQFVRC4wXHnu4BnzfY6UQllWIuLaOgIYvUnTkW6Mkw2wX5rAGKycGaejoHnc3JvBHHPmkiqM0TJZCowvbWUe9bz7f+YLyuuVI9wZ0PBZHjvzxp4HR9D7/X45PjNHfB1pzpuzcJQ5Zo7nW85rQMIgtzYGj4Pnj0ajBq+zng463EX5zrYgO3s156CN2mTQ/GfbxD2ZZ+iH9XJum/l3KSXOZG1zujPfEXPdZJxCPa73m8xm83cueNPe2tpajMfjIh+AdzKS8D1ZMgfqHHW2bWWeIWSGvx2ldqkB48q8nnWu9RrYphbZdtkbc+0Xq/E7nxnNtSbm1ZH52WxWXuBEn8AEOzs75WVnfrMgY7bcuXrBz+N7A2bAfEQ09AjZZbL7fH+TI9lGSwNmQuWA5ZpwZaF0RCIDupqQ8J1/MzhHJ/3aWnuZKMBs5FEGrmtkLK6boZ9ENWBy2rX3aI/N0WYWE8BGOQLXGdhZYRAtRQEwZht+xmIjQP9QQP4/AyG3kZnNbRiMM+82vHh+HCy+sbERb7/9dozH41hZWYmdnZ2G8F9cXMRoNGo801Ei5hvBy46Hga6jWY5CHx0dxebmZok2UwMH0M4OQsS81MQH5PMMz5fnH4Nd4/O7SuYT/29jgWLMgJn55b6IeR25+cXKnNNFDFTzXLqN7FxH1M97NQiyPMPLlBHAH44K0x7ZDpxAxg9vmpf8G6NrRY6TbYPlc9ZtuGzYvA618UbMga7l1XPXtqbWXdlx9bNcwuJn1hwD7qFErmaQcIyRLYNYdDovBskgLzskLvPw9TWqRehsjxxdYz0cic8A865Qra81G8Hvm8AycmXblcnOae3ZdiDNj3m97ZDm4JkzVOAQAi520gyesq32aRB2Ok9OTmJjYyPu379f+klEGlvHPJguLuYndlnu7AgzL5Zx9Ip1X9aFzrAxB85+Ws86+m+dmwNJ7gtzdnh4GJeXlwVboeu8Xh6fMZZBf0Q0Nl96HtbX18t5y2z4I5rtSLPXCuxk3nCfzF/OuvNeCcB7v99vnILieb+NXN/qxSWkUXP0pwYYzKRc4w5aYWbw5//z7nYisShRv6XPkVG3R32T65r4OxtLann4YRw2IFaseJMsOMaTOcAzBcDhtcEc3uyToygR87cIWtm0RQ1qv20g6KtBAtc42m7y0TJmNuaEaPPu7m68/fbb8ezZszg+Pi4HkPd6veIM+IUtrLMFmfkwuGI+WGt4z5sA6TOv8uZoPuqoPN82lDyDNfDYHYHgO4MUK6I23r4LlJ2q/H8twsy4XeISMd94kRURbSLL1L/XUmO0T4SotlEnG31HSuCvHKEaj8dlzZ3+RylTekHkmzYimkeM1aJA/M4OFv3zS0CQQTv6GOV8PugiPmJtapHP2prmKBR66PLyaoON39aJfFmP0k+iRnZ+0W2WdWQQms1mDaeDzwBhBDCGw+G1qBogJ5d8GWyZcrQ0Zw7tSAG+Ly4uioPd5mzcVWpzLOzs1D6vfW9Zr7XpgJWfb4Bj58fBi+zM8b1tFyc5ePOZcYntMO1yjeWUrAd95nkEXJ4/fx4RUewY5xPbmcyOYUQ0Xv7lMr6I5j4A2ziDQAep8pzmwKMj5167DMytqy1Peb0nk0k8fvy4EWV2WYx1TXYaCBaAn6wr0f285dh4h+vy/gDmwccEZmfEANkyz/rDL6xL1r3ZQVmGlgbMMKVrekw56ua/M4io1Ylloc0eGYzFZFjZ2ZMxACN6DBNzv0/2sHeG4sxtwUA8K0eb2PXpazGSpAOo7UGovaM3R8oZszcTWJHX5r7N6zdz5LVydCHvFsfA4QnCnKwf90+n0xgOh/FN3/RN8fDhw3j33XfjvffeKxHfT3ziE3FwcBDPnz8v849D4c2azAXRaJ+f6QiVa9loz2lTvGOcFMCI0z3ZASJ153bNaxj2HG1qAzR3ybiaN8xfub6W732f6/YyOHb0gxQnCpW5zrrCPG7ZtgHNxjbzPnKO/iAVhxHzcZJWysfHx+UFPfC+5T9HrqxwPQae6R/AsEErvMncbG5ulno7G9EMTAxU85wz7gw8cAqp489RO7flem2vRS6LMw+wNvABJ+bwxi5nzTCejpAhm8zv7u5uY0yskU8qsAy7PzU7kv93rTb3sIM/61bW4KYI7MtKzHPNPluneZ6yTPkeR36zPuRe81OOaDoY5OdBdoYMaMwL/f7Vm+LgNyKXNR1uAO2jSn0esNf38vIyvva1r8Xp6Wns7u6WgBxA0HJpHZH5kuCNNxQ6SOQSTz7PgUPPT87OYp9yzb+JeXMgzvuWaGtjYyN2dnbi2bNn12QZMMteJQcpqQ2OuHIsCEzSH+t/sr8G3t5wu7Gx0SiBc3aRKLPJQDfPH2vN8XQ4OmxUtH5tc7rbaGnA7LOF28CZyQvrQUY0vdRF7VBmgdFgoWE4R5sjmqCdjYkZmKIwvZGEBcyG34LsiLMjWI7GeAMARnFnZye2t7eL4T48PLxWZkHfuRdmA2TYcbCXSj9r/a2Nw2DGHpoFMNcRMe+04QxDjkCwsXFvby+ePHlSXpu9u7sbEXMvD4bmb4NX2nKtGHNyeXnZeBOR73Ed1fn5eRwdHcX29najPCMrYsbJejmqDL8AMpgDG5/avN8lsBzR5B//OEKQeY7PmNNae/xt4DabzRpvArVRNRlE3aRr6FvWM3xuA+m3SDkyhROdI9Ouz7VD534ip5BLhwDeXOPUJfoBpY4BdVmS0615ruz0MtcGywYalnMbMoPhjY2Nhp5yls0bdNz/iHl6mLFzLY4Rb9qkr+atnNWZTqdlfwpOrqNHBvp2rizP7qd5wjq+FiX10agZeFvX3SWyzYMMaM0jEdftM2SQW3NA/JOBOc9wxDQ7x4vAC/YWYEb7fgtkxFX2krIoAicAMoIqthVkK6fT+f6k9fX18vbL7e3tiIiGLBAcc7AvO+uMiSw2DqLnBHmvBSKygwDVHOccyPG6RsxPEfJGf5csQOvr67G9vR2DwSCGw2EpXUMvoPeQbWeZjMXAWjlbgEODnqZ8JR85ubm5WbCBATF9z7zqoKn5Cp7nJC2uZxy8NMlzviwtDZhhmDbF0WY4s0ABMLmmzbOyR0pbLgXxvYBqJoXUKszO7ne37TIKnsv/tdQq90U0DZ6jOOvr67G1tdWIzm1sbMSDBw9iY2Mjnj59GgcHB43yCzMCnhh/O3pjZZ4jxJ7btvWg38wTQoNBh1HxxFwD6rXy/BA598kfzNNgMGi8eZF3x89ms7KhwsIPUKCfgGRHGQHZLg+BT0iB2cGgzh1AnlNVeU59WobJAMug/qb5vguUwYCBpufXChAnw9HKPH7fEzEv13AUKAN0ZCri+itnzePZeYxo1i9no7OyslIUJ+eAW95545udZxsIKINWZMivZvV85vlzmjNHmW2EHb3yWLO+zM+qRaL8mR2ftrkn4oMeiohicCMijo6OGnrR+tO/e72roAUvDqI9PzOiuYmZdUNf+6UDuXa85jB4rL7Wf1unMaeM0XtU3EaNv192stMPec6hnLGJuO5E+7s2ec+gzZ9nvUtfMtDOvLyystI4nSaiedYwxxFyfjIb+qyvkX/G4ggpdifXvUbMI8oR8w2EZIFcjufgE/3yPGQbWpPj2jzWPkd/5HUycMbekclFt7mfBtue193d3RiPxxEx30u1sbFx7V0VHhsgdzweX3OosRGOptecIjvGjgrbyXElQeaj3G52ol0N4CDIi9Ct3vWZFXSt8560iOs7uFG23F8TWJicv5m0mkDDAKRVj46OSskFzJMn2p5I9oS9w5LxZIWbx0KkDSZEeIgQ+6goe1p+hhnMNY1WJBFRPOEcZakpJDsaFlS+93ph0JweddrG3jNtOHqGo8KcnJ9fvXL2wYMHMZvNiucOA0dEUU4GQu4nmwd5dnZcXC5iwUEZk2YfjUaNyDkApS3alHmc8dQclja+vCtkoOa/HbH3mLkH/szy4bYMunu9Xolc1ObHhtWgx3OcHUXuaXOqUY483w4R/xOJsqGxg+U24R0bR3QT8m7dRT8wGPxvoMyPI3AeN/NZA3J23nxfNhyeK9fuu8yK8QIKABD06+zsrOjWnCGzLjVowMDv7+/H1tZWjEajxtrzvd/AhuyyAculeFyDvuS5jDUHXgzsMy/ljAlrjw62bsg27S4QY/f65rmoOQYRc51gPjZlJ6QWsOE+yyrkAEXOVtoOU0rp+ww2CSpFzMsE0THYyKznkdMclSSzwjMp/cO+87ZYSgsi5pFP68gst9Y3ObKc+bVtPWrXZp3IettRsD52cAic4mDGdDqNhw8fxsHBQUREI0JvTIOuIzJPOSPteXyeX/oLgPc4WBfk2dl1+liLMmeeqPGe9V12FDK2WoZuBZjdyRraz2msiOuRh1q6rPZ3ji7X+oDHBBg7OjpqeCJmEgtoBo0GRla0GRy71gnGtEKnRGRnZ6co3pWVlfJ2sI2NjRiNRjEYDIpw9vv94k3xFhzX4DJGFLzrCbMgeO49b1Z8Nkr28r1m9vB5Ds+G8iY6Iuw5Ig9zYjAdbWaDoAE94OH4+DiGw2Hs7e01dsryHL8ylU1azCHP7vV6Zec+oDkiyvw6ym1HKYMQFGjeVd1maGoK72UlO1t2WnJaLUc7qffMZSy5bZQfypLP83Xmr5pBz8YhRxb434bAyjjX+nl/g9/4x/PcT5ee2PHy3NUiIt5YY2DnZ0TUMx9ta5TbsMxmZ8TfZcfIDopLQliriGi8TROQ4Y13Bs52PPNaXlzM3+y3tbXVWEOMr4ETYyHFjp46Pz8ve0UWzQXznbNkNpZ5jYliuyQug467ROhGCPmsOVnZaXLNK+S5zYDZ9tY8lx1og2H3Iwcg6LvXzs92XwFtrJs3dzFeHxLgumF4lP4QFHFwBN62M4ldh3cdGc1nvPuHvi4CaRn85SBM/o559Nw5W5ODFh5vdryHw2Fsbm7GZDJp7NPiHmcXsMOUfDhIyLz5O07PcWmrAxPmh16vV2w8AJyXrJlPbI88FtsC5sKZBOurjwwwZwWzzPVeyCxgHmSmHO1icXNUA+bmTTS1CAy/s4GzxxHR3OFuY+w++bcVPsDQaUMLcUTzrWR879rr2WxWNgkSRSbCUqtrZF7oR804um0LkKNy2YB6Ix5MZo/b6SiP2cCFcVOHTB83NzdjNBrFxcVFOY/xa1/7WhwcHFzblY/wA67x9PlZXV2N58+flzppxk6fWN/Ly6sj56jPury8bGzAJCJhIcu8xto54tUG5jLf3AUyH9iJzKAZPmGTWkRcAyVuE97NqdUaSMeQ1SL2EfUX87gNGw5AGuvizAKEAraDnTM/EfPTIXBsaZtIi4EA4MMywTwxRgwK3xMh45osv1CO1GUDk+fL68D9yEPOIrlsKeteO80GU+gvyjVYMzJLlj/uwRBzxKSjc8i4o3Rs0nFphoMW6N3Mex6nv8tROeYnrxtjzeU9tSDRy0p+rwDraSfAOi47u3Z2TBk089u2JFP+HPvh++wkOevjF2y5nwbAq6urxeH18whgsa7T6bRRF28bOxgMyv3OWHpTrgEce5WMGSifpL6X+2jPWaY8l7U5y8DZn2cwn3k8O4uZ3+FvZJA5GQwGsbe3V96VwNxOJpMyLn4A0BcXF8VZMBayHWZdXRrCetvB9hoalMO3Odhpu5UdZvMkOgg9XuPtZenWJRnLhrEtmFlII+obC2oeqf82+CZixVl7ZiSTo0wu32ABHDGqRVwdneXzXOtmYzwYDGI0GsX29nbs7OxcK5r3eBAgFDWCRS2Wf3KULyIaBieDh/x3djQy8IApDeT9HNcuu6Qhr69PH7FX635yfBRv/Xn33Xfj6dOnjTQY6wRotlI6OTlpRPAd+XbEy+1MJpPCKxHz9DP8RM0WZ7J6TABmR8JeFcrOpJ1Ar5l5CR61EuN+5tw8m/nCz+V5Brw1o1IDLeatiObpJtTdOYLG84gq5yiW+dW8ng085P99ZCX6gXTl1tZWNeLkceR5rs17Hjdjd8S7Bmry/OQggfUgso6zbNliPtDDzA2GlfvdN2duLi8vyyk2GFwbUDZyGRgRmeIVt46SZqfV4zagY4yOFtbm05va89y/qIH9uIg1NV8wZ5bbnL63ja0BEZMdNoM8z1kGf+hrAjOWOTZruxTAoI5n4qgxJu7p9XpxcHDQeE8Dz2RvEe8KIIDD2/0ODw8jYr5/xn3lDGb+X19fj8FgUPgJecGGc83m5mYJ7vgtmI4ytwHjtnk3WGWdzeOeb5yGrB/sxDDHOPI7Ozvx5MmTmE6npfzKgN928/j4ODY3N0sJk9fMBE/Rnvd9uL92nh2soW9u2/qzFuDM11CmkwOwt5XrpQFzm/J2xBWqAWWnfXxdmzGwgFmJoggQKjNDjn4iFPQTJdzrzesZAXAGyQbAfjbGxMLL9SyGd8N7UaipZINCxDx6VRsH84CHlb2pHP3IgDnPYwauNe+0zTgY+DAmR88xlhg/M3bNyfKJAP1+v5RePH78+Fqd88nJSYxGo4iI8va12WxWogOkhXJdKc+jL+y+t4JBcBFWSnssUMwRCoFImI1uXoO7RBmgtQE7g2LSkuZByzL3eU0MRvxc19K2GWkr1baoCzSdThuvZM2AngjW0dFRwwlEJiLmbzV1DSW6B6eSe9AJrt+nP9YVPgEHg1k7BSeD2qx3a84w9xo81+aJcXg+WEe/5Ie3uVpP+thMG1KPz5utiEiZtyKuQNHBwUHJHDFmQEUts3NyctKIMnutPGd8lsducGg+sc6lb54L27ZFwPFlpJoT4XIURyD5ySVRuS3rcX9vu5TJYN33ZxB3dnYWBwcHsb+/XwAoZJ3t85Z7vas3Dx8cHMTR0VGsra2VaGjEHDuwYW86nZaSIOSPe+w4WCY3Nzfj0aNHBVh7v4H5zXwLL3uPj/cwZHlehIPyvGbnPjvz7kcONjqTmp0aZB+eODg4iIODg7JuOK2j0Sh2d3fj4OCgIa/oSsZMuwT/rOdPTk5K6QwvKwLsG5t4nRxU8ZwZ93lN8tzWgiIvQreuYc5Ri9xJrmGia96+O1z7HkJpOXJDGp0F4hkRzbMDnV7NUQm+c92hPVZ7ta7TIxJsAcbbI30I8IqIUnMH4/oM4czUgPSad+45c3TIoBCmaWOGDCwMajFyEVHqgB3lwes2gER5AIxIuRDFZ6w1JUo/iRKfnp7GvXv34s0334yvfOUrsb+/X/o1mUyKJ0skgf5i8F0Kk0/+YL0wvgZSvpZyDYNyeMSA2TyU5/UuguYMvLymGbTyezAYRK/XawDOiKYyd4TZxzKZctkOfYAymM3znJ1LR1Ui5oDVRpm3+Dnla8cRngA0OlPBvBjI2aBENKOUAM7sTGTn2DJ9fn5e2mozom1gmPatF6y/MvABhGYdZCBMepwInQMHOcLIWtQiTfCEN0rZYQBQ0CdnAU9OTkr9qLN7HlOND7NtydFUzx3rQh2zAwtZd94FYk7sENseGpTUAFm20Z6DbIMyP9bmN6J+vnOvd5WpPD4+LrqeWnmXPWCHjAPI4Ozv78fh4WHZO4Q9cpkF64/+6vf7ZS+Ro9H0k6AIZZLONMG/nMRlnqIUI/9uK2/z8zxnbc4H13sOs5zRd5c0MF/oKmTZUVfm/uJi/jZlxkR7vHws85Uz0+iR2WxW3kPhcghkmzGQgWvL/ETMX+CG/LuELGeys06wXeba7GQsS0sD5mw8LTRQm8fFZzYcNSHLjGJjQpuUYTj1x30wJsraoC0fE1WrpQKE89vGwc9yhIk2XCcTEUXROwXpXZ5EmmHYtnSwwT/31pwW98/CmJkhG8+sLBFyA48MAFASflc8TEm02fNMX1E0rhGzgdze3o7f83t+T7z33nvx/vvvl9r0x48fx97eXrkHAUWJOrLMMxEw+MbAOc8VDsDW1lbcv3+/AGdHM4giOl1nxcU83UWyl57XMwMFojWeVysn+NUOoGsMc1t21sy7rFdEcwOw++UICorPdageH/J4fHzcyE5ZTxENoQ3aY1wG3d4M49/wMu3j4JNhcnrXuoI+o6tyypJx+DdU0518noMGzBuG1Y4huopoca93FSE6OTmJ58+flzmwo52NFboO2XH9IYSeODs7i93d3QbP0T+cB6/d1tbWNUC3CMjWAjN2juzg8b/3lRg020jfBfIYvWboM8tcW3Ar81NtHjLIqQW/4G3W2NFE7Mjh4WEpmSNQgn6nL7YtALDam/XsVNnekiF0qdHJyUnBDM7+bGxsxN7eXmxvbxdbiF2xfvI8uh7XNc9kUhzdrTkOkDFSG79b9yHLrI9BOXrdOp2543ra5dCB0WjUkLWIaOCC58+fl/0ItEu2N4PmwWBQovvgobyel5eXpXw1Z/Yts3bks6OfgyrWiRk3+ZrbgOWIW276yx6qv2u7PhvWmygzBAQA5lSFiPnOc9fJ+agahNsgESZhch2FgdGoySuTpHo70g5OEyBMW1tb5dg4M/Tp6Wl5ixj3X1xclF2pAH0DYfrG9XmOLAgIgBmENcgOir0tK076BMiseWC+zwwI81JrZEclP58IGo7CbDYrJ15wasijR49iNpvFu+++G+PxuKz5a6+9FhsbG8Wzd7orRyMZk59D7Zt51AK6unr1ohmi5aTqiJidnJyU6ARrnoXvtgL4cVNWOtnQmF+sGD1WZAu+pF3WAr7PDk3E/G2PUJvBzcqP/pjg5/9fe//aG1mynGfDUTyfe7pnZo8lPdYHAxZsQbAN+P//A3+zAcswDEu2Nry1Z09Ps3kmm1XPh8a1eK2bkUVy5Mduvi8TIFi1aq08RMbhjsjIXMmzy+VyFsGiTitdby4hj52+oqg57Sb3DgCsAYte0SBnkmgLxtPGnXbS2HXF0RHPYToUvt/6F+OacwxNPKekLKEPMYYc+Yb+M8/YWXLaho3dYrGYolibm5t1cnIy6z/1oJdJo7m9vZ0Z8ozUecwd/ew4Z7CDuryK5Ppo77UU84dtnUGenTTfT/CnA8zUBf3cXkdzy2r+jh49Pz+fVo1xHtmUa5AN6GWusJ2Hh4dTcKWqJtvg6GrVfB/T1tZWffz4se7v7yedxnixKTi32A5jCIN37DBgms8+GrbqwelOQPwUYDatrWs9h/7dOCVXlsA35gvbYR9/S4CP+1kN9lsPU58YnKPTwGSs6kEL5hk9QCChk2cHQWwPTMOupG1xUJfv6fStKy8GzOml+3cPwmDMnbXxHQ2qizgQqSHii/KGuXktI9fwTs0Q9Nv5dfTTR/BgzGkDxrDiTGWxvb1dJycns7fIwCRnZ2fTG/6qHiJZ/L5cLqdlbuhBf22cEywkLTtG89zQd/fb95rRMXIZRUQQOwNtQ4bBtELOKFwadsDKYrGod+/eTUJ5dnZWp6endXx8XIeHh5Pz4RMzMASklDgPjeOxvHqQS1fMMRs6jo+PZ28kYnn+6OhoFm1Mw7IO7HyrxY5XpvakwWN5klWGTE9i7qErTor5BQfRzkun2DqD7PsMFKseXnbCZ5SjI8sG74zV/TFgwjEgtz1zYB2lsaOEA+hIKdFb+MkpPdDKOmadA4PeMrDLeeJ55DWXQbNeR4/RUzy7t7c3ARh+Q069RwQATdven8E9nlOc5Nvb22ljr+lBv+kLujIjReYP2snisWfQx8EGghT0wcGW1wSYq+Zy5Dxuxso9VY8BrYFIF+hy0CRl1SXBtR3f1Wo1ObI+8pXfsY8U+MX22ADM56CTc4u9t3NwdHQ0rRQ56ILM7u7uTq91R5fBx7niy5gImFV95SecYwPUDtd0AZZ1ttp4hnHb/oJdwCRpm9x/5zRb9uyEYIOhD5srkza2AdhEggY+ecttpWNwfn4+6Rv6a7ml7+Yjjyv1W8fb2bZp+5zy4mPl8ppBcnc/TJG/j57jtwQeAGIEHuVMBJC2qh5vbKEPCKRTLMiVstL0MWXemJIOAwZ0ufx6huHBwcEscob3dHZ2NqVg2FtbLr/u8AXo8zrOBDDpRZk+afj4/SnQRr2j/FErBdMGYQBcODcJ0IrSMn8wHhtdt0t+IoBiuVxOLy7Z3NysT58+1c8//zyBeeiP8+SXvjB+8pQBwuZF+gytEXp4iyN2mHuAD9Fm+Ip5NnB8TYDZfJSpGOmkbWxsTJs0LNPQ04AZY+H0BK+G+M2blI5unRPovtq4Mne0x1IqKxKMgeL8Qq9aMZfkN/p13hT6nm/jzEhIBhgStBm4M64ca85BRoZG9HE0xUA7DYuLeRiaOCjBPDrix2kANv6MJ4MP1O0+4fx6dcs6jT6RDuaXUnTBAhvirqA7ug286BTzxTpb9S0X85rB2QhU8N/3+rrnxvdklDFpNdKHAGCvJNA/992vYsbZ7OxX1cPbZ53LbEeUHNzT09PZyzAAdXlcHPd4HF51pHg1M53fDht1AQDasHzkb/Sroynyg571Gw25nk44PGBQu7e3N2EZbBunffEsNtVBPadYWt4JFtC+bTAYi2eurq6mOWTM6Mrs9yi9Mh0O07/Txf+fAGZ3LD+nx5oC4+/d/0T7GWnBE0V5oeC8ucRREgMmn7fqo2wwZOnhsTxzdXU1A4rcDyNggAFXJycnk+Goqtlu/OXyIbmeJY/l8mueVlVNGwN98gP/k8lfCpCTkaAvDNilgnAP8+EIva9X1QSMNjY2Zp6m20mQQL9SeBB0wErVVyeCeeXNfSwXeXVgsXjYzOH6KY6A0Qci0owvAYLBoaMfphNjAmh1zuG3XKATCs0OR5bd3d0pH82pTJZJ6Ilj6GVU6s8NgG4rnbeRQelWJzCQln+WAQ0MWIXwPNJ3+mDZzWKj0f1mgwm/cBSf5SfBsksXSbUO6Prle1NHpAGHV6nXRtORHRtDj9erB8iAT85Bv+AMe27pnwMc5ChbH6XzAXjKeiidAcwlWAdiHGk2fZw7j2E2n7yGYhql00ZJ0DGqI4GfaWh9mvKQPOhr8Jb3C1gHo9cJ0sCTODE+09iyQ0okjpj5drVa1d7eXn3+/HlqhxSDjY2HV2tXPZzTbuyCbSc1lPRC3mBp2U95zusjXkpH0TpgBKA9D50N9XyyauRgnJ3ozc3N6bi9d+/eTTaSVXufhkMQ0LKMrmB1yPR3aox1ts++JirNNfptuqA3zdPGRemM2EGhvqTfc8uLNv11k5yoPsExg3rKA+UeBs91DJ+X9/meoBxCAqTZWOIds27H9fA7eXKHh4cTY3CPBRZm297erqOjozo5OZl2hGKMSDtgeSZ3ikKTra2tKZ+ZOgyYO3BsZZEgugPSBgVmNnur9gAt/HZM3FaOyWDLQmhDhzAjWNDeIB2AQbtHR0f1008/1T/+4z/W7e3t5AGzRGtnCOfDf+Y3FKKBhwWJ+WAJam9vb1IcX758fTPc4eHhzHlx6Zywb7kwju4vFTLpGI4aJ4B19BenkZxIUhIyQpKRMLfp/9nnBEipvP0aVoN45tYrA1bW5+fndXFxMbVlJ5trjNFL+Px+f38/bXaBJzlGjWfQI96Ag3ykc+yx5ZzYEfa9yLjzc7meqSX8AWISXOPM52Yh5Ip0OSJRzm2msILkubDeZ9MhEcDUN9zn1Cvq6gp6yzyWzkACEujhjaOe/9dUUu914Cv1v+XQv2eQZOTMdm10QZiqhyMDEytAf+dak17h6P/29vZ0spWjkfCpUzkI5hDBZHUUfAB/b25uThveiJ465YN+sdIBP+7v78/G0Mmq6eXfchUoadvJvJ24pDWYpKqmwJz3Dviz59X2emdnpw4PD2evCnffDGTtGBM8Y/MfQQLOuDZYhyeMIVjV8UoSz6VN8qpwynDS27yZ2POl5Z+ckpHf07O1B+prZpDOA+Vz1UMk0LuvqSvBOoJIZMn3G/Q7bzkVi++velAQMCmgiv6z/MEmgS9fvtTZ2dnMc/KypQEooOzw8HDapcofDNh5QjaCI2PqYpo6zcOCh0E1GIGZ84QRe/rc79QYjw/jY3p77qGHc9CqalpSZ0nn6Oho2qF7cnJSGxsbs6V2lCLz7Jwp+pHAAWF0niffoS3pGV++fJmOtnPEIJ2V1xSJ8pw72pl8R+RhtVpNMrUOXFfVlJ/K8+ahjPQlwOr4ORWgHdcEjxjDBLnIoN9QR11XV1fTbn3zYOojAw0UviPn6Cp+Q/HDg95fAc1ZOjZQS1qZBgl8O6OazhAOi6/Bx46Im77UgX7z/hHk3vONPsNxxUga2ECjBMNEBP16+6QH+p3NWAYQLgYR/MYYDVK6SL4deMbw2op1vAMXVfWI7p0zYAfF10YOCtdNK8+bZccrE/yWIB76Z7TWcgOwoi6n/7CylZgg+Zdn2OR3cHAw7VPBeYTP0WdO/+JNgeazkf63Y2268D3/TJ/OwXOAoQODtmPGSr7HzjKRZID1wcFB7e/v1+fPnx8FtKCZsVm25z4yb9COtJnkuaqHvV8EEjPIBR8yR0k3StqElIOk4XPKbz6HmQazdJ3jjwF7CWyk6F0/4CeXvrnHHmO+IAHCYkRzec0MiGJHEKse3qbHDlj3lwmHSQ4PD+u7776bGXOEjmOi8NoAj3d3d3V0dFQHBwePALOjt+5reu0Z/Ur6UewhpjdM/Z23BsNb6Lz0bo/XdMQ4Qyufa+v26Q+bybwpEzByc3MzRd7ZHPDhw4fZkjDKGCDN2a1VD0vcSScbU5yZxWIx9ZfvHDOE4sShSeWXPPKtFxukdePwObi5ZF011wvMJ5tGyBVNZZ+A3ADI96asWiEniK6qKeLpjaXwFy+6oc2qmk5sYDMpuom5N3CjUJdTrXDC4VnatVOHHvA+CdM8nZeRLKecGrD4mQTOGDfLA5Gg4+PjKdCQKyWknrHpZ7lc1t7e3mylz84K9MFxoM+OThmo8zubCR0dy+eQvxx7FoOYLmiTtKTQLg6Pnf7XUqyzq+qRQ5GA2LJMyTSJqsf23cDIdScI9p83UVNn2i1vxENPo48tn3muN/zhCDNjoV7k2nJ2cHBQ7969q+Pj42llyEee0hZpWuT4+kx6+vFUGcn0U3aY3/w/55M/6GW7SGDK84UT4A3PXmk9OTmZXgZjzIbDjmw4VfXq6mpmu5Fz5qfDJR47831xcfEofS5xyYim5j3TNHnaAPo55UUpGR0Y8MR1k2iBqZqfkdhFlDqw4dMqEnDx1hgzBL/TRqZwAIxc1/391w0I/O4lgjRwMAETyX8b5ePj41meU1VNgB5vFyBOdBnj4reCmX5MrE9mGDFKx0yUjAy6DecxYqRSkK3oqMeepA2MvTwUCzQ2YEaQvPSGMrPx3NjYmPLLT05O6uTkZHZmMs8tl8vJM+ZNgVbaNiaOhHlpnNfxsnR+cHBQq9XXtyAByA0EzfOvpaDMcHxGjixGBCVs/rASdC4akfiqGr75zbwH/SleunNfUnliAJD9y8vL6U1+gDWviiD79IHzQblmOTPwZUOMX8vOb9DNxoL+Oc0CoGgH0xE+G3EXyxM0T3qkM0jdtOkTd0xDdB35n+fn59OYMtfZG4vSGHleSV86Ojp65NzkS5DME0QHvds+28ZAe/Of9U46Zu5n0sk2xfPpKORrjTJXPU65sSx53KnDMtBV1ecoc/9I5yUgQU5z/xG86mNCO5sNSCP45ddPV9V0Eo7zZwmiEeRAjxtosw+Jo83oN/xoDJHBHPfLAYLO6fX3pJPnJ3WegwzreBEsg1OSqay271x3/w2uqx5SGMnzZswORPhsZcYNJqIe0rU2Nh7evkwfacerB/x+dXU1O3nMJfUetPL/lH14yQGBl9jrF0WYExC7WCDN5DxnpWqD4EE7kmAvpmMkvEiWAREKJh5hhOntbfm6+51GyoT08j3viUeBAwR5Qx1Hsljolsv5eaLQ4fDwcMqBok0LR15PZQ+dTbdRZMpGy4rKzOWosxWkBaszkEk3ns/+4j062sWRfAD2z58/1+np6RQ93tzcnJZgOQP25uamzs7O6vDwsI6Pj+v8/HxyeJj/xWJRZ2dnE7jOfnh8Cf5Xq9XkvBgk+hD229vb2dE9yf+voaRjZDBFASh2IM0ybn4gHWJzc/NRdMLFNEtw0xniXF2hD/DK7e3tBJar5ulcyKLPWUaP4CR5nN71jsz7GvWbxzkn2DT0MmSuGrl0OtTFcpqrAjzv+XFknEhpBizcF1bRABuLxaJdyrZu8TnnnkOnp/AmLxuqbBvdjQ4gSk3dHptBPNdSPxpoZwpfjsG0NrhAR9qhfy3FewxML9PRR/bZNuZcmVaW46foYb5grh2ttuzQ3729vRkgtixZP7Mhz0Gty8vLiddxkKmP/gDm/JIN7gP8og+yj14pzlXUkdPglZ0MEnQlnUuK+dsy5Plx0CAdFfrgTZYGwASakFl0IUD348ePdXl5Odtf5Xlxuylj2Wf+8uQdR6A7Pkza0LZ52rxGXQmWM0PhJeVFOcyuvAMJ6dE7emuD2jGECUIxgziv+ObmZvZ6bOruNgJ6kpK5IFq+TtlAmo0F9NsRKj4jQF++fKnz8/NpWXNjY2OKbiKcNuR7e3vT2c0IvoUrQUkCGsZnenbRN3uDZjpHbXKOqMeRFkf8TI9UaGZkK5c08u/evasffvihTk5OZhuKbm9v69OnT/X73/++fv/730/pGKvVqo6Pj+vHH3+sX3/9tS4vL+v09LR++umnyQu1wUZp8mrt4+PjmSLpIiZW8ihIADNjRdmmY9ZFB771grExwEtAR+Sxqlfo5ievyMA/SQ8rsQ4g+je++9n8nNERoiEGPLTh6BYnYcDPnAJS9XBSymKxmKVHJZ/D2xgeItqkXl1dXU0vVbi7u5s2TnqMI+U9+p5Ac50T4mdtGHH0bDihFys60A0HhPm9u7ubjBvjtjPijZbMBTJuPeOVtwTjV1dX02pdGn5ANb9RX6bbpeNn587XkWGvmHDN5/O+pigzdHaAI0GXx5XOmp2ffMYrQet0QSer1pMOQpmHDHS80shcVNVsAzGBNeonfYi3VC4Wi3r//v0U6GAcXg0jmungW6YSwNfOozcfVs33FnkfDCWBrMtT4C3pmU5j6tnU44yHz/QHgGwsA29cX1/X0dHRtHmP9A1WwSnoQe9TcWGerIuZ08QiaRe6VUHmDfoaH3a2I6+lM/jc8uIc5nUlFTWGyYY0DbMVFcWgLT1dPECfiVs1F1wrTBQsE2ODQd8QVucaJuiHqZhowNTh4eG08Y17qh6Wcw0OAA8YVoQ6l3ipyzRjXAAAaGMPltJFAJIxiJo4EuUNkigIA/L0IO108DvzaVDqvrF576effqp3795NBvmXX36ZlnaIGv/bf/tv65//839ef/u3f1ufPn2a6kJBXlxcTMvvvDrbh+CTD8n1d+/ezeY0gQL9Za5QHgAICzoOGsq3A86vpRgE5jIioMWgxPxISUfJKTLmvTSkVmgdwHH0xs6geRADhwPn+mwUMcjkOH/8+LGqHo7Ls9xx/CO8bD3gSLGjWZZ3XvZxcHAwezPWzs7OdFwh/fRYke+R02vdmYB4BOpyvqgbuWd+HdX1i2mgHQAhQS97D6zvaWe1Wk0pVLwG232gfzhYFOTXqS0eTzoa1v3mDf9Gvzsa5TXG7fOYXxNgBtyxumoHBSDKChl6rgPLjvTB/77HvGmAZhuUNsyrwHZWiSpbf3heLfueH06/wJEDMN/dfX2LYNXDJll41Lbaes06JFdofDIGoLJq/tIP64GupE1OmeyAL+OnOIKa9OazdYkdJkAuNo4x+I2EyBf03d/frw8fPtTp6WmdnZ1N+pCVcuhDHY7Ow1/0g3bRm7QHDmLfi/nGKw7cbxueei+DBUnH5N+XgObfvOkvlbUZrapmAlf14IHY47JBpB6DZe7xUp0POqcfJrD7Z4JWPWy6sULwuNJT9WkAGDHn8EBojqDiuDH6ao+IJU3AO4YcxvSEd8sPOQejezrgQZ2+1+AhowswtesxUK96HMEwwE6j6L4eHx/Xn//5n9f+/n79/PPP9Y//+I/TWxCpDzr/7ne/q7/8y7+sf//v/3397d/+bX38+HHaHLm5uVn/83/+z5ngHh8fT20BoogArFarKRfNxcJGH7tcZgNj+MG8aZ57TcXylvJZNX+NddXjo98oBnqONvJb8qWV1qi+BImug7mirYxsp2MJcCCy/PHjxylKxJGOGDucBPM6c+2NftmOrxE9Ia0nnWV/517azyhVpweSBvlbOh4JgqAJESMbTgwUb0e07uCkFMAHeeqOAJkWzDPL5aRneE6JyjvKjD0hV9lziXwaUCVfOWji4iBBOh+WXWSd319iVL+FkmePW+9jMwF+FEfobbvTYbRzl/RnjhJIm08dnEmZsUxTryPRVTXbA+RN9Nj3vb29uri4qNPT00nO2ATIBlfsBuCNur1qQf/gQe4hXcFySqoCfOUgUWIaaJDRz852JH35vE4H06btGPPG707NcLSdFaTFYjFtuuPkkHfv3k0r+9ZNYJvlcjnRgbYJLILbHFE2v6DL9vb2pnQb34cuANO5jGjBXDFG45wM9j23vGjTX9XjEDcDo3ReKqDCkzJiDoMy14MC55ojevzhjaSAAYKq5m/YQnHkgf2eGANcLyl4YxGvdqXv5OAZADq1YblcThGsqodoAMxlpjczuN+ei3RenipmGAM+Ox1mWHu/9hRRylaECb4zx4tdyL/88kv94Q9/mDZJcX4147y9va2///u/r/Pz8/qrv/qr+uu//uv6j//xP9b5+XkdHR3Vly9f6tdff61Pnz7V58+fa29vr3744YfpfGYbCG/Q8+t1ASwG0R4vvARoRGgNCHLH92srHfCz8WOjRkYNzYeOMiwWi+ksYys3K7+U/ZExsLGwUbUj7M24jph0+c3MHw7u/v5+HR0dTeekY0wzUpYrJCzRehXFRjGjHgBKPlveuEb7meNs4Jm043oCkwQ+ScMR+HYw4suXryeH4GQSTKBuv6AJPYiONT85EsQeDkA384k+zFUpgJVX61ywKaNlYPfFus5gx/Ngw53fsVuvpcAHlks7TNi4p2yHwTXfk3/92XNY9Th9yHYbuwxP8YzPeQewut8AMfrBczhfi8ViCsJUzZ0fUpGgC6UL3qUTywk7DqLA96RawSfwV7da1NE45y6/+xoyY7vKfRn8se42H5gXkH90G0EBUi8IRn348GFaDb66uppe2AJtnT6DbKLXoLn7iE6BL9ifdHR0NO0zcaqsT63yGG0bPH5ogh5inB5/8uhT5UUR5k7ZuiRg8nMJtKvqkcHhswtLc36vuYFt5pJSMsphwqZhRemyhG/DTHsWZvKcyG/GgwLQu09E2TgqjmjO/f39dCwTE7i9vT2BPdr227NMtwQTjHlkFLt5TEeHOrINvif4scGvqplTkhFE5iePgbMnyGH00PXu7q7+8Ic/1NbWVv31X/91/cVf/EX9p//0n6rqazT/+++/nwDrr7/+WhsbG/Xdd9/Vu3fvZq8+xVgzH935vAbNXsa3onWkkvHDN7kh8rWULsJDWSwW04ZUn1jQ8ZZl+OzsbHakm5W2wbYjVVXz/MYsyavwnPPYiBgZsJK+xX3kE5OXh4PKRhYMbuqvBMPdNRtKvqNb0qh5d711nyOf60CyadIBcGhkpz3H4zxQeBn5vL6+nm2kraoZbT3v3n+QQMHfDboB3NY3qQ+5n9QBz7/BzboCb9uJ9xy6Tusk9Dh6Oe//1ouDQB6/dVjVPJ87dVcGVtIOVfWYIB3vrn47RY6AOvhAdBCwhD08ODioy8vLKee4ah7F/vjx45TeZ2AOzwB6Ab6bm5vTC8PoJwDZjppXUBLD4Ow6tTL1aurATs8kTho5uLb55tnUT/QxsUyCV+ydU0o4j/ry8nLab/X+/fu6vr6eUh8JMnh+LTtXV1cTbdE5dmR4gyDzy+rewcHBVD/jQD+l3I9k0/REP6UuMP8/p/zmHGYzo7/bc+F6GreupDdEvdfX15ORY4COHiHMFBjdHqiBjyMNZhaEyvV5+YnoFMAdbwpmub+/r9PT06luGIblC8ZFXxwVYTnY0XLusWB0NOuA81OA2XPk/6MIoBWF207PLZVzCvL9/de844uLizo6Oqrd3d3pSLgvX75MygvgDS1//vnn+vXXX+vP/uzP6u/+7u/ql19+qY2Nh7MzWcK5vLys7e3tevfu3RRlcG4k7XjJp6qm/LQOoBgEsCrAagf0gEe97PNaisEdMmDgxZywVNfxyMbGQ/oBp5dkGx044beuTwaO7qcBWDpkREMxWhhG+kjqDuetEiWiPqc/pLNow945qR0tLR84gIBX6wOUObrBfR7Jt3VXt7qRhtrAwpFfUjAA1j6PtaqmpWzAAyCfeoms0Xf0M/0yzYgWeaUmQThtGOCZbr6egIxxZaH9LgBi2iZgNIBmPl9LIf/bmzvhMehpAOyVwLQNtndV8+Poqh7bJnij04Ncg++8ouE+2gn2i0n29/fr/Px8tt8GILZYLOrTp0+P5swg12CW5/xHYAR9ht7zEbFeBaZPxhAGsehO08myy/cuoGi6ZiALHZCg28479E49igxYHnOu0EPoyOVyOR3hiv2ElwC4XkWjzsvLy8lJIXLNBn07IuYP6H98fDzT9wTc6L91gHVdRplzpSjlfIRJu/LilIxRYaBdHnN3X3pfdNzX7u/vJ7DsZ834VTXbuIACpn2e8/M21ih6Jj+NGpFk50AuFg+v4LTg4yFZcVvRomRY7kSpcc1Ck1G5jARkdGs0RxYuM0oa4jQGo5UCbw5JwTTot+KljwDTf/zHf6y//Mu/rJ9++qkuLi6mOSZ1Al7AK72/v68//elP9Wd/9mf1008/1S+//DKLjJmfrq6uant7u96/f197e3vTUX84MeTBk79KW1tbW1O6Riow8zSgmbxU6HF1dTUtI71GwJxguapmPG5+SWVDVGCxWEynxHi50wCx6rEDZr423Q0MbfysMPns4+EwdBhZoiRVVcfHx9MbORPYpXGhba8yJNhKJ9KRZY+Nfl9eXs4MhY/DM0jBgLvejDjZCPg7eghd5X6Z9jauCY7I0zw7O5vpYIwifeOYrVwqZXwAIfpGio+BOPznOaY+R5fMfx1wHkWa7MgzDgddKB1gZu59MsRrKAmIHYTxxjcDVHgjgzZshu/KKJCTxTaMeaUftAGt+T3BMml1gDbahoc+ffo0vV7dLyiiThxEb9Z2BBMbRkSUZ8iZ3tramupGdnZ3d+vdu3ezfUnpUCdtOp1h3jL9kqcNFK0Lqx6/QnoUwHJA0K+sZ/yr1cMeLAcFl8tlvX//vqq+ysPHjx9nujNTXJB/nA700XfffTfbIEgfkEcHMVLn5gtvTEPbptFn+j4KDj5VftOrsTvgVTV/q57z3bgvPR0XgzbutUBRnFx+eHg4O0vSSt9ESqLAaERUAMp85oBzK1kmiqUX+u9nYQzTiHaYfJgWoOWNdwb4Bs0drVLw8rfu3nRWTA/TyULsqCn9MUO7LoQxwYL/L5fL+vTpU+3t7dWf/dmf1V/8xV9MUec0mKbj2dlZ3d/f1/v372eGH+9/c3NzUnJnZ2e1v79fv/vd72agmb6zUcR9s7D7OrxlWgIQfWKAd2obYH/rBXrnMirRQ+iaCt38gKwwFzit3ug7cvYolhe+83/E0/RztVpNR0wa4KNskU1OtMEg+tQAp3Qhk8hy1fzoyYxOMqZur4Mjd9Coar4Zhete+bLhTR2QToWdRkoaTvpkPYlBTD1DnWygImDAeczemGignDzlgl6GTgZtBi2eN288RsbQm9l/OwdZOv7zHJrX0s7lkv9rKSlPVQ8OgAMDWSwD8CRy5VVbt5N0SeeOufQ1ByUM0G3DbXM5J5k0IaK9rHB8/vx5egOkX1WdATKvnhBF9kkoi8ViAsXgAwPHPNXq8PCwjo6OJv1AsWyathnM6+btJXzW6UI7n6P60AekoRg3ObUQp4A6mTOeZ2MlK64ZMKQOgpmcWsI8QUfzgoNO6CFsSeLBdc5yOvDwIHOV8vGc8iLA3DXQGTQDrQTBBnqp1P256iEPKyPVXj45Pz+ffvfRRmlUqh6WCpbL5eyVkCgGM4ojmO4bDEFEy8uH+/v7syVVJhslQD4lnpz7xZ83DqTH2tEovcmM2qVRzedczHwG1qZhKiDqMajOeTY9+fvDH/5Qm5ub9c/+2T+r29vb+q//9b/OIgzUh9IiZ8rpGswHc2dDfXp6WgcHB/Xnf/7ndXh4WKenp9MYbm5u6vz8vH744YdJuA1yKKYDwAdFRATDnjM89ZoAswGVeQJjZEBS9RisIYsAzMvLyxmoMjBOI+r6KPk9+a/7jsO6sfGwKsFv9M3Le95cZ/41SCZ9B1pk3ywr3DPaAe4Vl3QiKT4aDwPT0cFR5NS9juTCp/A0OsfL3U4ZQfdgmAASbKK188CpAZ5LIvnIKCswRJKtF+gvkbsObHiDkqNLTqMhQmjDOJJfSgJF60ZHHanPgPE1Aeaqnl9JSTNfOFpPIUjkCHvaINpIUJZAhc/wGfzr1d2q+VsVucY+A5xib+ZDhn/99dfZ2+aIaiYOoB/wqkEYPGd9hXPnN9TxHNd5S683CCYdusBWRpWfO49+1vgBZ8A2KufUMsh1B57sBKM3adtHbOJEoCM+fvw4tQ24tfNDX31iCXb9+++/n1bp7+7uJh1ivkK/QAtv9GZcYI+R7TXQhjd+i51+UUpG54l3xswTZaOZEawE0a7HGxMg5mKxmN4+Y0UPUIZoVY8VI4CViSIPB8VggfZ1DIujwxcXF3V+fj7Lv8Pr9CTjzVCXvXZH8NiZ6u9e4hnRMHelm34W0k5wc1zQyMDbp3dYkTlqBj9YQFwsNI4Kffnypf7hH/6hdnd365//839eV1dX9d/+23+r1Wo1nTjiqL/n2mkVjMN9rfqae/nrr7/W/v5+/fjjj3V4eDjlt7FB8+7ubpYC4pSSpCd8aMeJKLP5pju67lsuBk+OSMDP/N4BPu6jIFc2eE85cJSRQ+554D4vNRNBvr+/n6LGNnre6W1wTN3mbeTTjhDgFWBmpzPljfq4Zh1E+87Tt/JHhhLQmwbWb9bH7oMNaQLvlG9/JgWDuYMurKABVEwr+kL0z6ls6BbmwHNCJIsUrdvb2ymKVTXfYFo134TLXoeqh1SZzoZksaPNvEITl/zulYdMW/uWC/RNmXJwgWLdbD3fLX3nM3biqvpATMp5/rfNrHp4KQk8SRCMt6satH78+HE6aYm+cxILwS14x7jBkdDRnNsWQxNAl4+MTAfcc2CHLmlhG2qaGEOljnGEN+WfObXOztUq6rZeQPc7faqzYdDj8PBw5kRubm5O5zMnjrPzwbUvX75Mm/0uLi4mWjJHmXcPf3glKrEddZsP4K3cl/FUkGZdeTZgdgdGXuXISOQS3TqDQ8nlFAs5AJpJzRcr2GhjlG5ubqZl+K7/TDb95T5POBETlp3NoF5agCGo14eFUw9MST3eeGCFYNqlInL/PA/JtNxrpWaDRl/8XCpVBM0RLANkfnNfGZ8Vsnngy5cv9Xd/93e1u7tbf/VXf1UXFxf1+9//fhJ2coIXi695T1tbW/XHP/6xLi8vZ8qL5W3moepBoXz8+LH29vbqw4cPtbu7W7/88stk8DtD7Xy+pJ2NCG0xt7mh6bUU5tLpNRsbXzdU2qjkMlgqsKqanAVHaq28rUDTUBiMwUu5WmOnkbqraop4sJkE3gYAe+MibeUSvnm1cz4dgbcBov9p7LwnARoSfcGIQiufskJbHag1/U07yxUy64AC9zm67LmmTgCKT7LZ39+v7777rpbL5bSZc7FYTPmhzA+bKCk8jzx2Ry8C1HG0Dg4OHtGW+6ArO+e9WtjRhT7wn3Gn425epA3rgIyAvpbi05WqHqc95LUMFvjzOt6v6tMrKdAxf8uUj5Q/2sFh29vbm5bz2YzGizSoF32FbiIy7ZXqqgfgR9+wu4BtaAdIJ3ptHuYep2gmXaoen4iRNsXXE7gZX6S+MS3574AH9SX2SqfegcKtra1pXxV6IPtFShu2ntzy7e3tOj09nXS9g33QCT1HX+/v7+v8/HyaK+TUaVd2rJhXeNf7CswzfsY5+6bNby2/OSWDRh1xoSQwy9+trFJx2zOCGDBllzJBG0Qq8EJ53sd+AcBon7Y8iTAObTufEcFBOBE4JtnjZGLJe7q8vJyMDAJskGVGyxwgf07Bs8Hne3qeftaGI4EBDJoKknmB+XLOzBM8C02teM1LRPWvrq7qf/yP/1H/6l/9q/o3/+bf1M3NTf3pT3+a7t3c/Lox4S/+4i/q9va2fv/730/z63z2q6ururi4qOVyWe/evau9vb1J4Z6dndXe3l4dHR3VcrmcFK9BDQLIHHXeahoU6JIgZN0mmW+tpKJn/vf392cOXhbkDroRXUc+begcfTUQgY4+uow++Hcvh4+AlJdEkUWAgBUt9bouA9aMqtFnp0h5vqmvS59iLFbm9On+/n5645/PIHaetNtkvC4GF3xPHW2HaGtr69GKiB1j5hFdAmBeLBZ1fX090Yk/+uTvBrIYVa/68Izlh36lXbBTT39wcq27vcrhe01/6z5Hz6wLE0iaVzv6f8vFuan8tw2keMx2qEyD1G9ZMvjkeqvmqUm0hT2tqtkmeHhgd3e3rq6upiMFWflhZe/z58/166+/zviXZ0njAJChHwDJe3t7dXh4ONMzyAP7MNIZdg43Y3ME27TJ6K+fSeesKxnQ655N++2gxMiZ6Wy2MRZzYVpad+EcGycgf3YmsM/QYmNjY4pKM1/si7m6uqrLy8spZ5wglGXN47c+SZ5zwC/tdVdP1v+c8uJj5Yz6s0EDutHkZVSDgXrCU7hyg5yBDBEa8lIBQRZKexkcS9KdSkHhfvrg1y3TZ3uz9ua3t7fr6Oiojo6OZsqn6oF5kiF8nqSVGVE32km6ei5SmZt5aNvFoCEZaDRnBvL8Zi/YtM++us6M5P3xj3+s5XJZf/M3f1N/8zd/U//hP/yH+vz582RM/5//5/+pH374of77f//v9fHjx2keqef8/HzKUUYgWZIDlH/+/Ll2dnbq3bt3U8TRb3oyADAAMQ2YH/gOvlhnTL71YhBYVRM/o0A7B8zKk2vk9FOQPe8q91I7tPLmr6oHRZf8mH++vrGxMZ1cYj61oQMoOeoBEKTNXNWywaiqR89WPRgaH9BvuiEjGFH+b2xsTHseqB8g2OVBVj1OF0ijnIYh709a2sGg79DJQP/g4GCKMp+ens4cQoDY1dXV7MQLt0U/fM4yJQMSzBfP20gzR+Q6YjOyGKBQPGcG8+kg0YaX0n3/aymbm5uzyCpgOU8C6qK/loWqxyvClAyi8awBXT5Hm6Q9VdUEjLH1VTVLbdvb25v0+/7+fl1cXNTnz59rsVhMgZGqmnKJq+qRA2yZOzk5qd3d3QmE21lAlzkQR/of8rK/vz89b8D9lDORPGkd4e9dWcd/TwFrPiPPnb3f2Ji/nh6cYgziP06FIlDJS0w4ytVjx16n/mRFiVUcHzfnYEjyWTokuRICeO9wqgNt3Zn7T5UXR5j9fTRRBnH27EcAOo2ghdjK214DkSkAMe0BoFGsCAT9ANx2kSNO3litVtPmJV5Gsru72+b47O7uThOPMBFV29h4OBqHzTCOmFQ9vAXs7Oysjo6OZkab/uWmIwyJBdWRYQuDlV3mJRlYcE/V43MhPWeuP5mYSJEjkr4fYGrPjzn7h3/4h9rZ2al/+S//Zf3rf/2v6z//5/9cNzc39bvf/a7+xb/4F3V2dlb/5b/8l0mp0oYN8NXV1dQOrzsm0oJDdXJyMjkzOFVe5ukAWX73UYMZSXlNRpWS8olDgXLNXNHkuaqard5UPRwy7xMqkt+83E2xEe+WE/2fOYT3DMrhCyvedA7hIYNiA2bLA/3hz7Tjt9SHNhC+z0acSAvRVJamUw/mfNF/O6WpH6Fx9zyySzQPI7NYLKZ+GPSgF9GJ6dRYB+dOea5TN/rQfSTdjY1Vnn8bVUeZeTbBb1csy+Yx+Nl0ssNvmmbQ4Vsu0NvzwKpPt1KRoAS57/R955DAh86btlz5ecAsc06fsGmkAnBuL20Bls/OzmZpVl6hgR+IJkMDTtMgkAItfBQoTiP8tbW1Na1YsyLK9W7lnFRMYyPTJgEyv3m+zIfrgjAGetY70BUdAs2NA/LZlAnTwn1kfpkTaGt7b93g9B/ax8nALhv8fvfddxMQty7vgonW5U7/Sx3oAF7ySKZ0Pae8CDCPIhxW7p0R7IqNX04mv1GXozB4ygAzKwPyoviPQeKw7IODg8mrQCAzCgSj0AYRaXvd3hTkZWYMAgxrYOfc5A6kXl1dTRvRvLElIzZWVDbeufTQPZORUys1A4rM7+yEFoHIKISNnM/R7Lw4GBev7+///u9re3u7/vIv/7L+3b/7d3V2dlY//vhjbW1t1d/93d/V9vZ2ff/999P8Emlgpz1t8GIRol7wx+fPn6c5Pjw8nNJ8GCNzbAWXNGWpD6WeoGqdkvsWix0y5IATEKzMPC4UGbyzXC6nvPKqhwgVvGx5SHDq/1bwfDdvco3C/TaeGB3kv+rxxqLVan7OaNVjXkxjbwfbfXL+ogGWHRD67CVd9A9pGXbmvek3oy2uLx1j62fLvPuT/WL8bKZm2TvbIXfx5OSkzs7OpjQaA2VHqKwHcj6RO/SCZYwl+AxqoN8AXD4xJ+liGuQ1y6v5DroYPFJ+i2H9v12cL4o8Ip/wmIFfF9ACkKQO6O6j2F7xPQE5oO78/HwWuV0sFhNAraop4PHrr79WVU1gmf4zb7u7u1OuMfseSAfjFAv2ZNC2bYT1BHuKHKz68uVL7e3tTfydG8i8Ymq6maYZ2bUeSEfbdPTKG6VbWfYKDPoWXUT7XumzvTN+QadV1SMbV/WwtwmcU1X17t276YUyyDBvTWa1BhniPQmsgEBfR5k5T5uVYrCGdXzahgwUZDG9GUe3r+Kp8k/a9Fc1B8sWCCuzVEAeMN+r5m9kSqOHJ2PBoF8GZiiBo6OjOjg4qMPDw1nU14bHiph+wDxEftIDhNhu26+zJgLj6HZuCDNwRnjv7u7q8PBwEnCWL708mX3IiAcCOaJv3stvNuTeTOm6kuE6pUi9FjrqMHBOr29j42uOU1XVH/7wh9re3q6ffvqpTk5O6vb2tv7X//pftVwu68cff5wl8H/58qUuLi7q559/rp9//rlOT0+nJUdyo1Cay+XD63739/cnp8SgAJrYYeiMsI2rafCagDLFIBBgRGqAI2/wk0EpCtinY7h4rnPVxMA2jxYzsOL7uv7jXMKnnIDjqK+NErzniITl1fe7L3lyRUaVOyfLDiW6xsbJx06ymQng7OheAhfGl6AwZR5e7iJXllscJXTv3t7eFC0iWscxc7yaOCPZdrqXy+XkyOT8UR88YyABYD85OXk0fj4D7HnxELRLJyeddMtoBlUMpBM425F+LcWnAJE+xhvyHLRJPnfgI52WEahO/rNzmk4wssbLR2ib9AfmZHv76xtbq2o6p59zlqnbp2fgIMC/ONLmR/pxe3tbnz9/nlaRq+Yv5HFfq2oKktA39sOgn2jXzgG0G20IzIAZn9NRTf2VTjHyvY436ZMj+Tl3uarHCmr2B1p6bF0w4Y9//OMUMMH+mx/AQo74f/r0qX766afa29ubcJ7fpEz/3Hf3zzxsB3sdiB4F80blN70aO6MC/LdxpPi+LlqVwmZD6hQIR5YROv9V1bQMv7+/X4eHh9PuTYO+bCvHQ0HocmLMWJ54IpxXV1d1dnZW19fX9fnz5+nNZ4wBo2NGJffzT3/6U+3u7k6A2Z509tuOiL3ZpGl6h/5sJcLYMqXCEfSRgFEMilyvd71awGBwv2p0tfr6KuyLi4vJSWKM3RmPzPWHDx/q9PS0Tk9P6+LiYpqX09PTWi6XU47V9fV1XVxczM4Ydp8ojjLai0/P1A7XaywJaDiaDXqQw1b1sErCNRSmeSb1QQLkqof0oPPz8/r06dOUFmCla3DKHHguqCdXbNARAHDrIoyr0w/geZ817LZ8vJ4B2Sh66pSqVOgOCBhQ2EgbmFm2ksdSxruAhJ/38rrHYQcQfeNnMmq8vf31lbWXl5eztxZSv6NFpiHBAa4xv/kSDYwrKxLmUy+l49jbWfLYs3guFovFDKwB7j3udE6es2r6LRX4Gn15dXU10Zp5tVybLzoAAv0zwtf953PqFkAb8oYTRrQR/mAF8Pj4uD5//jzpcsu6ecxg2afQ0P7V1dXshI0vX75MK5OWO0AuQJtceQIH3LO/vz+9rKSqZkeaJsZ4Tkk8NOLfLiKdgawE4nZgbLuRR+718a3W3dQBPaHFYrGYcpzBNVVfnYv379/XarWqX3/9dZoX2wz4YLVaTbTEwbu4uKi9vb3JvgOa0a3GFtDctHOA0bz4v2uF6DcB5qrH+cpVNZuERO3JCAlW7Z0QdYVoRHHdhqNa+/v7dXBwUO/evavj4+PZGYwoxC5/12PoPLlkRhcbS4yjNw4Q2T44OJilibBUkUvUy+XXnOzPnz9Pbw/q0jLoY3fNdM7ocDd3/m4mzEi8FVTXH2hg58ZGB0VWVY8iQW7DESSi9hYyhNRt2fPc39+v9+/fT5tAMereILK5uTmdwwyo4pXcFjYbcPOqwZmdxNcUfXJJpwGaYEStmDBYrMCwQkMeoJ1M6LezszOBYS8ZXl1d1S+//DJFGXzms/uUoJviSFjVA/+xjOi5NJgmGoV+sQNEZIixkxpB/SlXXe4rsk5dNprWR1WP8xf5zb+ng5B6s4vqJz+6ToObDAYwptVqNdvwYyeVHMbDw8NJLxuIo9uI5BkcW/Zpx0uynlv3l2KexA6YHiOd19EZHcPxWZnalqlar03GoQu2kvQH5xh7Jc22q6qms80zIMQzbifnv2p+Brh1vFMZcc5Jjaj6KiOHh4f1/v37ur6+rl9++aXOz88neQRwJ0hEbuERdNNqtZqi6+h59ITtB/XzFlCP0zjAjoN/s34yv2SE04CU53POOgC8bo5d7+iaZd68bP723gnoAo0YL/Ocqzo8g43+7rvvqqqm9C3shXUvdVvXcG4+UX2cPQftTJfEIfTH8jui13NonOU3HSvnCfdvCFc3KAtSZwQcXSbagzFzPhaAjGXXDx8+1I8//jgBZee/mYFR+On1mckMktJ7S8+RawZuMBER5IODgzo+Pp7axovb3NycHcJOP9jxS4pJlxpABLcDzElLxtoBfo8/BdxCYdBkmqSn598dYcPjT4Dstpl31+clFY/PAMrRXZQZmzPhk8+fP9fZ2dmUF4cTQhrA9vb2dKwNb++zYjG96Vc3ZvchU2W+5QL9bHAYg0Eic+i8NsCRIzWWNTvCVfPz009PT6f0GINlg2Pm2qkZnYKkLRRs7n7GUCNXOFT0JXlysVhMAIHokZV+goNcuTGIyKXOlEnLLPd30WmKDWCn6JM3PR8Gjl7B88oP9ZMeQr+2t7fr6upq2th8dHQ0gRdvsGT+qh5OG+IsbKdA0RevJNA3nrV8m5/S1iQdso3Ua3aUfESdacE9Po7wNUWZoQHHavJGXMCEbZf/Ekx1OtmOSlXNQGcn99QFzUm5WS6XU+Qbp5VV4svLy/r555+nwInfLOn0xtVqNXufQNXDWzfRTWdnZ3VxcTGNjzcdou+sZ9A1DsRAk+3t7Smv2uNP0GtsYBva6S6Xjo9TBxgHdLjF97lN21++dwA99aYdB+uvXNlj5dFHPJ6cnEx02NjYmCLF5KT7/RQ+/51gIps5OT2HtE3Ty3jH4xphHtuXfPY55Z8cYeYzAwU42kPpBjbrhJQm3h/RCyfYVz1MKMvw33//fR0dHU0RQoNJKwLn2ZiZ+L1T0IwLJZ3RHIiOYDgyxXVvRquaL/c5QZ/nSSmhD14qyrFVzXMW88/G1femgc8ID/PQKdDkAXtyGFoK9DaDJi2yzXRA+O7xdA6D28I7JTLCko9zVKtq2hTIKQFEWD3fNqJWGJ2Rgc9eIoD/t4vHZSNih4l7iOzYKQA0ma6OsDKXBq0YLQAL/UhHt+Np9zuNlpdQfR/OKi8dwhm1c2/HwZFzaEDkif4BPBhPggOnMnENXWIn2f8pBtlp1DqQ7L77+XQ4O6cPve1lZX53BAn6slzu1Aje8mXj6rlxepNzEqnfdGAM0NbpMOgX6ApYZwm3k7u0HS7IriPXOITOLTegfi0FUHl7e1ufPn2qi4uLKZgAuPEqq212BwbzvwMd6xxZ61C/nZXNfOfn59M7CgDG19fX9enTp2lDHsBptVpN0V/4lX6nYwoIv7m5mVL0qOP8/HyytU5BYuXLDrxXykgTgYdtg/Mv8YdplPbZNM9rHV0zWOVgY1cnxfiG51wH/GBdZtBsxxNb6WvsfzE9379/XxsbG3V6elpbW1v17t27KSUHnch+BHAYepz5JkDqebYeZOVhpAPShlifrAPXXXkRYE5v3gwBc6a3Yy8oI28Q2qAPYSDJ3wCTuo+Pj+vHH3+s7777bsoxNCBex7D2UA14ksBuj3us3B1RAXAaaPge96FqvmHPRpsoJ0Y1j6DL/vHZDJARdN9LrhjjATQk4EFR0HeiK50n67nDS6c/BsodgEiwCc34g1bQyLSlDvNZB7ZQjEdHR1NaD/N0f38/HVHkvHJHKDOf0YV+/tbctW+heH5yuRH6OaLDPHMPG3DTOMI/LLVBS1aLPP8pm8mznRNiJ9C/OfpjeYP3ALiWAxsALz2n00aE1OeoE61KOUhdlwrbjqCjWaYLz6X+6njNDk7V/IVBGcFNcM/9Ob9pYIna7ezs1PHx8eSE4PxUPQ6ksLLjTXZEmiiMNc8+dp4q9RJ5YnXATrd1ofuQ/AQwdzTLc+Q0HdfzmiLMlMvLyzo9PZ3mLVOQqsbHylk/rwNhfg4Z5jPXAaOU29vbaTMf4P3k5KSqqn7++ecpiIRMsDJEIdWEOSS9o6qmnGVkE8eOOTfIZr4ZBxsl9/f3Z9F4bDM6wDYqV8c6DJL06HCBS0ZKE1B3znDngK9zIj1PtIkco/utj9AP0Nr6Fd2Dc7NcLqcNzIvFwz6X4+Pj+t3vfjel4dhR42U1zAHzjUPsvTKJQbw6liB4dI3SBSFG5Te9uMRgE68Aj86RkM67cnFEjme+fPky5Z5mdHFjY6O+//77Ojk5mZZuzKhm3GTUjC4jDDbYyWgdcE4DZEaueny2cW54yzpzYws5pAinjYjHwPfsi8efY7GhoM8GOmmsHVnxXDrK5r4jZDbi9CNzmrnHBo4+ZJQLIcRA8sdzNu4IlpfbaBMh5zfm//T0dMoZx4Dyqk4UN/13dNB83oG911BSdnJjDwbAOeV2FB219xxVfZ1/byDld+sKOxvOeRylMNBnR1VQ9BnhQVHbYauar+xgDJE9jCH38/xyuZwO5XfqF85vrjJ0wQFo4O8AP/OP5SONKuNKJ79z6jxfI8DjYgPIfBhcmEZHR0cTCCIvNAFlyjX358Ys+A4gTDHQoV8bGxuzc6M7EGunxLQxD0Brzx0OI3Vbj3eBlW+54MScnZ1NNLfNSYBcNY9AZoAk7Rw8OAJvGaW0HmVTpzf6HR0d1c7OzrSvwW8qxMFFxnF8eZa9SzjkyC2vbTbY9oZgToXxKlmmd9jJ5RmffFE1t322f+iBdKhdbzqlpuEIN2XQyDY/dY+DBYkfrEesOz1+njE/sA9rsVhMtPReBr/0ipNNTk5Opsg+dNzZ2ZnqIiBhPqmqKR2DTZYEUc2PtkdJx/w+As3PLS/OYYaBnVPs961T0vPsOm3QBdFYNrXi5PcPHz7UycnJlOvr3fwmgCc7AR5MAqEdTXK/XR/3dYCc6zBJRo+cE5W/GUjDmDAUJ2UggHYM7DF1tKQfpp3vSQXHuB2hwqHgNysNjipymzkHjNMGzcbJfafedC7MF46IJ39l5JuNRG5zsVhMy0XQl6UejhniJA1yF1k+BCz7xA7TdsR/r6E4qmyHraomUIhsOxILACK9gfnw8UxVD2+rtLwYgFlGE/Carvmde5A7cowtpxklZrx2zBIou+6qmpQ6m0d3dnamIyv9ZjsbFl8z2DUN+HOKAePxcVidw0DxtdRH/M8oqenH7179gQ6O5ORYGOvR0VG9f/9+6sfZ2dnUlqNtBhhOtQBowy+eN+oE4BgEwK/w0igw0+k06nFUGQCGvuXZlOPXFGHGjn769GnmVDrK2vEjdExQVvV49cC8RkmwXDXfu4C+he/Y87O3t1cfP36c9pbQPg62+RHewWaQQkEElNcrV9WUPuF8e2RstVrNTg+x/nFQZWNjY+ojufhe1TYOMRB+LoDrHBLTOX9POfameOMdz6H7mn2x7mKFjVVz6MlZyjgWRO/9dlU7G8vlw9G8VV9PMEN+kFmv5vGyGFJy4NX7+6+b/niHBg5OBt86vNMFEUy30bysKy8+h9lRNzrPSws6MNmBZkp6URl9cuTlw4cPUxQQpYfAdSDLRthE4b5MWrdxMQCzoXV9CQgdHRtFTYlGdYbOS8JsrOEYNRutHGOWFMD0GP08xbTgPvfV/w1sbEhpA2HIVAYrDxteG25v2HQk1xFc2s9zIh0FTh4zKLOzZNB8cXFRV1dXtb+/PykFFKHz5VJYk+55/VsvCWzMb+nUVc2VjV9P7mgetDU97PAQ/VosHl7DnbrAPNI5fAmmvbzIn40sfYAfMKQ85/pcF8cQYrS96nN9fT2d8U2ExEYK3eSVDko6m6vValpV8saZzlimM+lrVY/ParUz4LYNOn0/fXVUys4zhXxmX7u6upqlqBmA0F/+QyP3G93skzbQh47ckR4CX3nlLEv2GZpbR2PLbIvM11x7LeXi4qI+ffo0O/ovAW/VeBOzda7ni2I5s9Nlfc5zd3d3s5dy8RsgaHNzcxYJ9+oPIJtVHadL0A94i5VFxgXfAcIIgDiP/uDgYLI92F50h3mV/u7t7U0b/xy8sp1xUADg2NGss+W2mZ19Tfm3DrF+8zylvaUu8za0gvauI4OI1hl2eL0KRZ0G3PCCA5S5f8B7iNDD2N3b29s6OTlpV7LSTmR/u5KO3XPKi9/0x3+Yn000XYdtRDthzQ77dAiULuF8Xm3pHFn+wyhpZN0nipnTgNjAdVSsDKoe8rLt3SVTG/jleBPY4i0zThucBGcuXTQgx85Y3VfXbS+V+w2eHKW3cuhyPWkrgVQuP9k7X61Ws1di5kbQBPr0xRsWvenB8+Qoajo5vMTky5evb55y9BQQw++0QV5mJ4zrHMRvsQCWmW8MQdXX8QGAct5QcHaEbBDIXbPecJssrzp6uA4Y+3c+Z1QFPWD+c8qH23MEOvURzhIRFZ9R6pxuIlS046iZ6800pU7HbG5uTlEz7rETMXLObGhtNL3U2jmovp6093xYXmzAuY8oE8DZNsJ6Evr51AmiuuYrzzFyx7KsDT4be21nUr90hj718ebm5ky2XUfmSI8A+bdYAMxE6NM+V/WOvfWX7URnR1Ne4Anz1XK5nFIsDZY2Njamk1b+9Kc/1cXFxWxzH4E5VjJI2XBgyrpjc3NzAly25YvFYlqtvb+/n6V6GLwTleYZ7Aqr2VUPK5NsAM7xWq7t3CUd/Wdapu3oAmQOaHV1+l7u9z1Ob0o+sHNsncE9doK45pQ3ZMkOMvVubGzU8fFxnZ+fz063Ydw8n4E2Vg0B5H5JXeKtETheh53WAequvCjCjEJhKda7W1OozPj2WtN7pdPOgzbQ4QgjL3ukN9cp/04pZD8huic2ozWdofL93GPg7mfzHhf3xUDRAKCLkvv5NBLrmMOC4dxglA/MaVq576a7wRA84bZH0VieRWAtLNTHOY32+DFc9D3HYyPneXIENecX+h4fH087d31QOtEtciZ5xobUzozzvF5LMTCDJ5gLlJP5GOCS52lWPc7xN2jyXHBEmVcSOgNiA5Rzhrx5HG7LKTkoXp+1XVUTGMYww2fwEEYToI2D5X7YYcugQKZnjGTI8md9kPrGdDDfWRZtADqHE6OUhrvTjUn3nCdHj3khEwEP5IU9AVk3vAM/ZDoLtGUeAdc2/Mx5d5KS58F0zhU+845lu4vsvaby6dOn+vTp0+ya57mqHulr0yXtbFcSbNgR4zlwAqtKgB/ScXjjnvtmp4h3EuBYeUUBPW07bv1FH4kIY+sMlPnLtAofc+djUeF3g0I7bbSZOfrp+I/AcwbcUi92c5DR4Pyd/5YZ+pQrKdDCtsz8kjgGgGz94na9kdipkOhd6oM3WEVgc7hXneGty8vLuri4qIODg2kcDoK4dLjLtEn9+lR5EWBGOd3c3EwHUlfNX0ZBp22YEiyzBGIm8WsxGeT+/v70RjbnWdr4dMuP+T0NCL+ZaPyeipHnbeBo24qUcSeDrzN6rpNJN3PxN1oWM8h03WmU3QZjRygwDtkfzzvfbWzsQEEHAwd+T6OT4Bh6kiNlHunm2GCKutkk4t3znhcDhxwn0RGWo9ikQMSdnDqEmOfwcv1iC9PitRTLErxGySPTbCT8gg4KdIe3UKbIbBopz03KSafEOoCYY0EObbThO5ZfHRmxvjFPUzY3NyfDTToGffCB+1xDL3C9M5ROQ7DjVfWYj1I3We90gKfTcTYkGVW1QcdhTmfDBs36Abl1cISooefHusf9AljbmDu1zzQhx9H0cLTQ9ZoXcpUr58R9M2B2qt9rkmcK+cAOgmQxn+MAUtJmZXCnas5fljeeR868J8mrKKenp1PArWoecOAV7OQMez6INHON9sEU/Ddf7+3tPdoomgE4+k1fkHEHbVxv6jXTyvdkyaBWAmb+p6yNgPSo3nSq0T1demTn/BgwYwcMiD1fDjrYCcFWooNJW3OwhX6BIXCMfSqH52a5fDi/246Jc9+fcjJ+a3k2YGZXKweB+1WTafwoCZZgeIMmPB7vVF0sFtNRXySV2wN0xII6TSgDro5AZqKqx5HaZE6uuW6PjeJ8yA6wuu6s00bDkbhUVAk6uJ5j6sC6Aa8FCPrl/Hm8juqlonUKDc/lygL3ul6E5vr6etqQ5+iec0YdebLwep747KX2jCjlPPIcy3FEyDwOb1ICNCO0RCGSx19LyQgz36GDFbcjSJmOYTmAp5hDQBBAjXn0st1IiVlJUmzcPP+OOPo+nvVxcKST0R9vTGKsKGqUuCNaTr2wo+/cf4y3Nyc5WuVoSDqi3izpcaZOzc/UlX82gNbXyAjGJjf70S/vF7CR9bMY0OPj46qq6RhHO8sGGualjY2Hl+PYUCPj8JLTxHBYur0L1gnWPwbSvmbDb8e9c05eQ/nll18m57VqHvjwHKCv0rEbjXkdAMkgEnPLpmGO7kTnezOxbQwOKrnK8GsGy2yP7Cxa5pBTVnCcp24eppgm6ETGYvtu4NgBbkrSMG2s+zGiL/Wso/2IT1N3J7D3PjHGbfuX/U7cM+ov8mR8UVWT08uL52jP84e+JUWTNBvrBfjKqWDMNXq56uEFSO5rOhsvAdDPBszknH3+/LlOT09n0TV3IKOB6wSP6xhfBgdIYikFBnWU2YySJSMalK5vlGQmG4aMSCSw9n0dkxmgGUgncHY02YLoe1MwUTbpSXZG03RwG9RjQ+g23N+MyGDMMpqcoNERZ4MLnCSixDwHv/FyC+eXOQ/Rit/Kl74Y9CWPJNg+PDycvVUSOlLHwcHBtPuc8fAqz3SkXkvx/JvGdl6Tvxl3ru5Qtra2ZhFcQKTniWgDPO48X+pL41s1P6u4G4cVJPPm+XRE4v7+665wlox5FuOK/iHiaMDtsRqwMx54lk3KAEvGmasxlu/8AxhUzZ1R5icjrEk76wNKyvbGxsZsibTTZ6YzdTsyhPySL7qxsTEdR2hw7U2QBlDWKwa3ODI4rpm21jl21lPJR55D32udkfsyctX0Wy+8vTT5q5vX5B/bDJ43oHUx7zstinq9ZO/NoNh8+ITlek6iIE+YfuF8pv203s9TMzKd0Ss7OU74CTkwX2QE2TbaYN321E6IbQ3XE0e4T2mvRtdoz/NnHJZj80vU0kHyPKLj+d/V1dl4F4Pkzc3NyVlh/jmFiuDAarWa5o0+kqKW81b1VUZ9Ljc0znY9PsaBfrc+fm55NmAGLP/666/TRoKnPKMEyx1IqXrIJWTZ5uDgYLYBzoDSBiqVu41I15eq+VKD+5/9MvMnQPeSjksaJUqC3qRFCmwarA7A5rj8WweY814b43Vt+Ddom6kYBrFcTyHnXoAUoAFhsWJ1G1Z8NqL0DSVtXrOgAIIyGuq54PfFYjEdkt7xzO3tbR0eHtbFxcVMubIJ8Ckl8i0WaI5SA+x6Y0XVnA+8GmRlvVw+pLeYt204ue435znqSrECtIE3v8JD1Ok0EebO6QUoR/gDueac1tVqNUW3jo+Pp41l9CfpYKOIIgZkZ+4d99Oui9Ov0Hl2JlI+U5eYro6c5j2eb+rqdGg+kyAIeXD0jecMMhkr9sIbLhOkIV9Os8joqPe3AJC88W8ERDpn1n2wPoeGqePc19dQ3H8XO5zm4xwn9tb0IEDGPb43gSK6l3PLyWVGpvwSCvRApj6ZN6senEmn41E2NjZmATbGap3MmJz24+cNnrzR2aDZ8uM0p+4YRoN6BwsS/LqNHHPa9+yL209Hmd86G576zLTIPGTrFX6zvYYOuWKWTqqPkbOuQbYdJKh6eJERK1j0A7yAPrAsG1dgd+xUc286xc8tzwbM5+fn9fHjxwnVe1I8+e489+WfJyKjjERnbCxQtiPDYe8hlZufYXmgMwRmSF/Lv9Vq9Yihso6OIeljgowuopT96MbL8+v6kGDYxR5xV0caWBQPeb42TnkvgsNYHelLw2bAW1UzIOqIu8H6CES4D7TtPLc8Ag0a8p+lIBt9zyNLx4eHh3V2djaLcHnJ+jUVeG57e7v29/cn4JkOHQYFQ2jlaF3gSIbPUmcFYWPjIZLtCGznvKVRZh6r6tE9KEorQ+7pjhKDR8ivBMS/e/eu3r17Ny0HU79TNhwxh4d95JVPCDE/GLjxHHTd39+fnS2bBt31eE58j9tLEO1xj4B4tufxOwWFaCN8Q9sJTFerh7xSb/5Jfcj1+/v76XX1FOQX2pOmZdq7nrQvNrKW51FUKfvmPM3X5gynruucouRR0445r5qDIdtQCis23ggH7c7Pz6dXTm9ubs5OSmAD4P7+/nQ+soMvVXNb5XROSu71sZxb3qoeQFhu2LMjzdiTHtDBNLVT59Qz+m0apw6znBjUey4SW+X8grdsh/JIPJxw71fi+ZTJBPd2cJ2qgX7tnEie9zh5FhtAaobTJ/2SqMViMa3S4QxBJ57JDdeJjZh7A2h0H4DbfP2c8mzADFjuwFUCOANSd9zKinu9Y7KqZoeOQ+Aul7czSGaAEaD35xS8NMY24F0ELOng/4w7BSGVbhftfm7bafAYgw2pr1t5+D4LHHSxN08/7ZX5Pq8CIGT2REcbOxzBcH+s0GiXa9RhYbRCMs06OhFJNC153m9xw3nze+2Xy2VdXFxM+fWkZqxWq1mKwmuKREFz5Azlwm/QjehnVbWKhvscvbUhwKAulw85rgBEp2t0TpDbMF8n+Bk5LDYClkNSMTY3v24IPDk5qePj42mzUUbd9vb2Jn525Ih0DU7hAMSlrrGc2KjirDg65nu60jnLKd+peywPme9dNU+lsfxlZNERJUceUwarvqYG4EBdXl5OjlMH+pGjxWIxpXdAT4zj7e1tHR0dTc900Ua3n3rCNIEnoZ11EA6+dd4IZH+Lxbxr++vP6cz5f9IQwGU9zG/cb3mkHfY8EYzwyTur1ar29/fru+++m/Kb6UPK8mr1sM/E9wCW6YNtiOeaa9RhZxI7Z+eK5zw22y4/09lp6iFIxzM5xq6kLTdt/d9z3BXjIZ9CYTl4qr6uL46s2+nwM4zbgQs2BqIvd3d3p1ejYwfos9N3qmpKL0IuAdip4zINI3kocZlp8JzybMCcS+lurFv6SS8qOwejgvSJRjnHjciNGT7rhAj2NAzYkynT6+uAtYk/atdtd5OSxXWaST2puVTk5Vzfn5+pHyOQUWPaNO0dbU2G5zuMmxFgb/T00pn7lYp0sZifhGGPOKNdHk9HW9MtHRD/7nGbn6B19o/+ILw+05N27u/v6+LiYjrBxdfzmLXXUKAjy5k3NzePlvzsQJGukTrA47ZhYqkNnvFJHDjCdm7W0a6LjHIdZZxG3XxpueBlJIDVvb29Oj4+fgRczfc2nAZSTjWww2caY2DTobVTSvF9ueToOl06oFP1EGXsaObNmYzNNLKMux0bLMsG9+KAOfrGGNDznTOA/HlfANF8wLyPBKNN+j7iHQO4vG6daPCUkavXJNNVj9MsLAcec+pX6107hPzetZP7CtAT7PfgeDBWEJCdnZ2d+v777+vk5GTStT7jPkG7c3DR78nT2RdsgH/zZtF02ty25z7lK22z5cYBnXSO0355jLaj1nPuj+dqNG8eB7yMHGWE3KtxiX+SXzwGnFiuwQsueTwdOoOMgd3d3To+Pp6OHMxAqleTv3z5Mm2ux6l2dJr6rU9H2NRl5LSMyrMBM6XL7bKy6RS5O26gs7Hx9TxXn7mHwu1ymKivq9+MRhkxpJmvA80ZaRgBdcbh/ynAKWhdZC6Fg2c7enZ95po9XuqwEHRCkWDFffH4EZLVajUDzIzdy5YdjT2fph1GsRuP+5FgI2mTTojH6DpZ7s5XOnt+rGy5l1SNxWIxbajhCC0Ah5flXlMhwooznEoGui0WiwkwUwwgq+Z5hoAc0xMwmryZJWWpu2Z+gi99zeOw4WeHflXV4eHhtCOfvRNpAGxsKc6NcyR0Z2dnttnKDifyhSxlJIwxGix7jgzY+b3TK52sW159jdxRghYZRfKzNkaZluJ5gBb88erhzc3N2V4VO7TQkjkCNPMcmy8T4FfVLHKfehg68ZyBeurwriRwei3FjkyCKAdJMiqa871uzI6iUuBTZAyHcmdnpy4vLye5WywW9dNPP9WHDx+m5fnOObSznbY154x7GVtGG3nGfGw7Rx1eTfWY3KbrMr1M/wTHXOd/B3BzbMl3XWABHnVfqJ9gQto45o/fLMtuw44jdjwd1m5c/Ob2Acz8TqT5+Pi4Tk9Ppxx3gi0EXEgVZM6wP8g1/YEGnvOciw4/jmS/Ky9+05+BkTuRRja/m3kMtInMAZIxtJ70HFBXVxpfmKAzuvzu73weAcv8TB1pgKrmKScdGH/K4+k83ryn64vvTeGldIDYjDaKUHfFxtN8kKDGSzMem3lk5MD4et7vfnd1uT4rxMXia5QhT3qgHkdYt7e3J8VvBbRcLqfcO45YNEB6LQWDxxnFuVTHmH2mpjf8WS+g1JA750DCA1UPRwd285XFkVjLmmXMbfvUBlJHAPyr1de0AF7B+913300bjUjFoT1WvjweGxSUuQ2TX2UPbczvriPHwO+05+hyRxOD75xPz52jLfSb8fke+pTnLVufOH8UQGJd7mhWVc30+fX19QSIeUEVzzkXEZDsNAjGCi/5/G/rgM4gug6+Z70J0lK3PhWl+haL5dj6mXHYOXEx70AHR5Hhi3TmeIYTMHizX1XV/v7+FHEmMPbDDz/Uhw8fprQsVhpxjKrmPJeBjSy0bUdyFHRKkJ+/Wabph+1HgmXTq8MDfOd/58hQEoByn8fOGPOe7EfSLfWF5YzrXXocv1s/pu7mGZ944TqsF2xnCNZ8+fL1Tbt3d3fTm0MdxV4sHr+MyrxoPTkKWBmj5PXnlhedkmHBM+FsPEcddYetkO3hGCybIFWPlwn8vwO93W++J0Gknx31P8F21u96PMZUQvm7BYF6TINR33KcFmT3vQPy2WbVwwaGEf07Ovu5HKtplcDAvJBM3DlhNnjug6OAnSB0jkzVQ7QTHnSfiOCtVqspz8qbkQAGRMH8el+fmvEaysbGxiy9xIqtag7ibPTs3XseDTjNQwAxOx/PUVQ2fClf/mzADC/kmbpe+js5OZnSBgDLBph5xGPKriOXgDnLAXVh9JM+pn8HpA1kR3TpdAil05GOGhr48pvBftUcdGF8nZ6RZ5wyVkeUSG2ys+Q8ysViMeM5niMa7LcfclzdcrmclnazWAdBb+uijufsdHd6a/Tct1yYF6fAGahwT/Kkda7lwcCnas7jtgPIuNMulsvllKu6ublZ33//ff3000/Tio6X9uFD82UH9uhT2jI7QWlDDR4Zl519SgJGO8ppYzOaSzGO8fO+b4Q3TO/8nnqIktjKbXQpmeYJ5pXgAo5uyg061fsekqbYEJ/BPwogeZ729/fr5uZmWplgHwl2dnt7ezpsoKqmM/GtRyjJs4zB/TVdR3PQlRe/GrvzEqrGrwXuQAgea0ZhMj+WdjygBFZmIBMgwd1Tz7i47e5319sZrHX/zeidYoIOFrRRH8zQKdzdPXw3o2LUUvl1QpljNEgdCXiC6E7IDaByucfPO1qWCqiLbPM/AZrrd6QhwTtRmMViMTvzcWdnp66vr2eA2fmcrynCvLm5OW2iurm5eRRxsOH58uXLZAwpBsyd0TCA8lnHpLiMAMnI0XJJ/kN/wCfOg6XPh4eHE2gDzPHZbXDdfeR367AEx2lM02Bz3ZET+HCd/PlzylynU7rd3+sABzLitJbc5JvnpHZ8DtghVcmBEG8oBUSbjrYVXiEwkNrY2JgZUfNeyr9l3/OWOoixdLnL/vzaQLNpmWlvXXBhtKLR0YLi1Juqh4AB9aMr7+7uamtrq96/f18//vjj9MrpjCbbfqVucUmg7GteEbUd4j5+X2dPfD3t/FPBLNtX688R/+QK7ghPdGPPkv13NBrbBC/kEZzmFfaSUQ9gOoNYyUfIMrLOaqTnMHEPji8nYSwWX9MeNzc3p42iBKXMawQ5XB9yjJ4wTRMj/JbyoheX2AvJ6JJ/z2VABJH7WX7JpdTuEGkr6BSepxjJTN7d30WsfF8C52wnr3Xf8zqOAuPJ/qSQZbR4XVspyB0Nso1sO8fYGST6hUCOFFpnyLJOaOJrFkQbc7dX9TjnrgM3o6UrAx3AIAbcETbuub+/n3KXafP+/r6ur6+nI5GgXwdWvtWyvb1dR0dHVTXfn+C3qkHz3OEOrbxEDu1QttDOKQ7dproOMOdSMMURWHgCg5v3u15euUoKmI+jsjFNIOkzWavmqznQwvXY+e2KwYEB/kje83PnILq/nZyYpo4CWc54Pp323PjrTdnUb3owL0SZoDNgGf0Pz6X+8Gk4Nzc3s02VyKp3yNN/j9U06wDzyC50wBp6jVLTvuUC/9ped/8TaFY9TmfjGvOHvAFcyE8FMOM84dx899139f79+9rf36+qBx3sHOWMKJtHExh3f2nHoEHOMe0bq7iN7pq/u76UTfejA/HJ74mXOlCezzqY1Nllj9lRdOv3TNWxPvcz/J5nTYP73Ca0cDqFdU7qG/hotVpNK360z8uMqIvf+I6OShCf85IY4J9SfnOE2aCZyYUgBjAmur1cntvY2JidjDFSZJ3grgPMnYBUPd59apCWgNQgjT67nq6MgGPnrVoRdL8l2O3AZlc8Js9VAlEDxo5mrsPFiqsb91PMmaDVY3Obpk8aPysE/tur7PretWtD7HN23T6OHF6v6wIEnpycPBlJ+BbL0dHRdISa+dt8QXSQqHou8yLbKNvuLGGUIEqxi052ES7zZTffNk7romP+3REmK+3OSK1zJKseznh27nEH8pO+gGUvf3Z6ryvWr9Q9um+dzrRxtIFPGmd02GDJhXq88QrDjKPEOe44WfCSo83ZRwMOyyq8ZsfZJXV68uxIZxlEsMr0v9Po/p8sGV00OILmBj1Vj1clzf+spHlVknQtwLJPN2C/wIcPH6bNtWAFHM2UYdujPJbNJe/1dY8/ryUGwanv7CzfbZ8sG11JvZQR77RDtmnmPd/jvuc8MUbmIh38DD5QMgDKvQbS3eoPY+QZr8pYlxAIxa6S0552EvrbDrFScXV1NfEZx3YavNO+wfNoDkfz9JLyIsCc+SssqZgAVl4II5/tFSHAVoQjMOhn1oG7rpi5OwFLxlwHtNJwduC+A8xux0zuZ7KN0ZjcPzOtveCuXpQUnw0ErCw7wJJtPwXYOxp0z3ks+RnwgZB2QDrny3PbGbcEDxSEzYaEAo8S9cIAuC+c7YxAv6ZydHQ0y2fNqD0R0Kurq+kc3aqa0crAiL9uU43BqYvbtHJOhdYBnJSFjPxaPuyg0y6/mXeyHeqzzCyXy9mqgkEv95nn8z+ROUe6U/Y6PZS8bTqkbh2BvNRVyFg3b6ab9Tn9th7zvPpFJdCZo6TIUwQwVdUMOCfg4Xx0t3N3d1c3NzePju/znJkGjAHgD1BzsSM4oudrKY6KGxjnsjtjSvvc6Wnbf+YWDHB3d1e7u7vTsZS7u7vT80dHR5NzyByYj/NkGuquegCBHYDNz+nwZV385jQfP5f2oaND104HgB08oNjOmubWP+Y598ttdE7w5ubm7OQnxskz7oOvJWhPTGDaOYWDew2wTTfmmL6tVquJN6oezuCnj9gZbKlPZbq6upr6xNFyxjM5PyN88lJw3JUXpWSwFAaxCIubgTzhCKuXHBJgJ4i2p+eBpuLPiV5HjJGn5/bXAe6R4eLz6Fp+TjDbeZE5HmidwDsZ2wrCzGz62ngtFvN8xQT0HU26cVmoRo7G6LvbTqXgfnMtI5Dwi09DSC866W8DnwqBHd6+xwChqmYbD6jj/v6+zs/PZxvJXktxxLcDWB43IKeqJgOK8fUSnwGGQYadDM+tjQPfuyit6+kUfvcbY/A50G5/XfpMJ+OmSxpQy14a+QTcfnW2deiIfzv9Cvjg9wQV+b/rP3LmZdN0VOiTz212OoYjtqScJX0AWhwlhfGEVrwsKEEphtrgB8NKbmN35nauqLkfgIou6ui0rATNrynVykvYHofTruzwMm8J2iyjfIcfOBUGkLNaraZc5e3t7bq4uKjlcjl9d845/GGeq5oHlEYRQOvjqvGZxQme+ZxBuqqa2ULbUoptVIc5bIdtV/x78lsXwPO+CPprOU277D0YXhk1j3vs9IWIre0b/91P6yNv5PPcZI68AyjwhIOj1GM9aaxI3wls3NzcTG/W9ctr4Ml0RIwfcv46h+El5UXHylkB2VAyqV6+qqrZ9fRgKRCI685N6TypDoSNwCr1mwkSoNmopoLt2unayMjzCPB3EWpoSz02Cgi3J9/MbaBc9Vjo3RcLpxVUeobu34gGSbuXMp3bTKXUgQWP34oM75M3RQKMfNYvz6Ty7xQV/9nMZ0DCnBAdY/zQnuWjDx8+PFKW33JBASXwofAbx8l53BhgK1IMtfWDwYaBdgJ0O9SpuFP+OgNGHcmfVvpWprnKs650fTHvuB6D3wRsluuRnLp0gNn3+Xqne1w8t6mjqY95c1/T0EI7A13nsXNf8tXt7e1k9Ig00xfOgrat8PGipD6532xSzRdrcE/aGn7zUjRyD386NzrB5Uv13P/NgoylLBrcMM+2BxmQsGPhfHNeBW+b7cg1J+ow1wC3DgxSRjY+7SOfqdO2jftTV3RR4bR5DuwlBkmc4M8JaG3HKR1gpi/eQ+FVPjvZ1jV2WqGtnVjrNurINqjLupI+O6XKp/+w2uMVCzuW6IPkw6urq7q4uJiO9OTlNdDFQQwDf+uq5XJZZ2dn0wu28gVkxkTmWdPQqynrsN668qIIs71SJimjUzlZADSAdYJqclyyLRMslwf82+h71cNyTiccfi7BaBrxkSHqQHRGg1NwU0Gk0beAdNF7/88xuf4EDQnac+mzMy6j8pyIcveb+7Luno7WSYflcjl76Y15c7lcTsfOuCStRtE87+TnXhvXm5ub6ZQH9wdF4GPmvvXCSwPICa16oAOpKHk6xgiEdBHnjGZxVJBTOyidU0hJgJiy0/G+f0snzfK2Dgxl/cnjGKNc3elAf8qYZR0AU/XAd9lX8yx9pv9JF/Nm/h/pwUxNoi/0zVFej9fHxCWdDWoAoxsbG9Mxhua5/f39afnV/ar66pCyzM+4ceL29/dbnuR/GkYDZutEVlDTMSTy9ZoAc85XVc0cD2wLgNpzb/rAa07F5LnF4iH673qqvqau8RZN8modoU9Z4Zo/07ZlwOkbq9X8POW0xe6vHWWedTuU5OUOcHegv7P/9Nc4pCtpgzqMkP2lPpwT+ug0G9PUaWgJStNp4HcDbewtxwOuVvPjA9PJWCwW00ucdnd3p42e19fXdX5+XldXV9P7C+x4QN8EtavV15SOX375pba3t+v4+Hj2MiPT3vNlXdlhi9GcjMpvetOfFaiVCcrJ39NrYPLSE/OkZZ7UCCCmZ2kC2BilIHVEg6Ad0Oyeyd+ynXXgrwOMViAeWz7jkn3uin9Lj9jM2PV9BMZ9n38f9dO/Z1uur1NqqYzMZyiKVHBV8+Nn3Ld0xnIuEgSbztyL0fF9KA5SM15L4eg1K13Gyu53AHPyTPdHLmMqeXSAI87d81X9ZowOEDqSkCWXVHnW19yOwb1lIFdzUk4yupwyYUCQZ87bIbbSN1jpgHrXVoLm1Emes6wjo2aOsFbVLOUhQY4Ncb7V0Q4n/5l/Is2eR0eUk67Uv7u7+2jDz7qxZoSY8TlKZ572aS4dn76WAq99+fKlLi8vJ/DjtAjLkaPNdjJWq9V0Mo5Tc1hZ4B7+s6mPs+jhlQSdLmmrO3uFrHV63frZckN5yk7l/YD/Dlz7mdRJqVvoa6bodfbf1ztb6N/tjCM74DB0Crq7qqZINPPM/HROAwCfVMerq6spGHR+fj7lSXusXnmomkewPXf7+/u1s7NT79+/rx9++KHu7u7q7Oysrq6uZufz82fMSP13d3d1enpa7969q++//37CosZtiVueKiMb0pUXAWYrH0eVvAnKgkhnPFE2GvxO7qifX60eEr87AEvprucSrH+3YRgRNr2drGcEkCnd9/ycQmbmNnB2f7qxj4Q5+5LA2X2wMenGkEyXUYCn+uCyTnl1iifv9ZJR1TzdIq91bTs6lkAY4eM3e895dNr19fWMP6u+Ko7r6+tHUbJvuXgp1XTHKC4W89fc2qGrepwz3K1EVdVkYK0/8tkEzCMeqpofmG/+pI+AspTX0Z+d+uT3NFo2/umEZj8oGNA8fi77b5lYJws5Zj9rHfocwJw8nGN1GgTjdK6y5wMQxdw7TcxR36qHaJ7PON/b26ubm5vWISBVyobUIJ1rWQx8KfA7dTkv0k6dn/0tS7j/two6qqomoEF+sR0Vy2GC6NXq4VXG/PnV76kzOO1quVzW8fHxTBZtb9NZtOykPeR652RW9bze2aEROHWxPnEaQiczFKcv0F/Ga/uYuiBxRVe/++456IJpXCfCDK2gDZFot++VfeokOHJ6ejqBZa/mOh8ZvZkrjKYn/YOmh4eHdXR0VB8+fKiTk5Pa3d2t29vbKXp9dnY2vSgMHvPLqDY3v25APzs7mznQ5kXr45EuHzlUT5VnA2by1AyWrVAynyVBiY3o3d1dHR4ePjKYGd1LgJMDT7BjTzUJNCqdwU5PZQSQO+auejqnubtuA5xgNZ8fAfB1E2+Aw/dcQvV9qWjSKI+8X98z6rPH9RxF1o0fo01Jxebnkl6pzFwHY8s2vfSYCtK8fX9//6oAM8bU82Fwt1p9fZ00Cm8059AzlwOrHiI2yTNeTuP+7rSIqscpOSNnsaoeGaz8y2VTyx7PJ3/SXvKGV9Mcjbb+8sYW2nROoXWZo0emy3MNPm2bNp0OHa02+XfT03Wl3gYYYyy90phAwXqH9gEnBteclU0bVTWlDTkKnbTueCeNJPQ0T+ZSP3bKAMCfv/VC/7sc5kzLyAivI/DML84NqW7eu+ToNbrEZ61X1Sy31S/pSTBoJwx+daR2ZOMtgzybINptUTo76whpyrefoS/OH7YjbDlPGe7sYQai/EznVLjfpL3wngAHjRyEc79st3iDK5tpAaSMEVDrDbjYQ4C297k4sGJZA9ju7+/PjtXc2tqq3d3dOjo6qsvLy/r8+XOdnp5OUW36Cy/e3d3VxcVFvXv3buL3pE0GHc0rnounMKLLiwCzAfJi8bCZz964l9g6zxXiVT1WxJmP4twqC6cHug5M+nsSxdGkJOAIHI++j/77vqeMUiqCDuy5dMLP/WnsR0oin832TV+DCW8WGPVrHROmMvD/df3sFE5GBqGjNyuMDr/vQBf1ESnJ6BJK20csORqTRy9+62W1Wj1anoN+Gxtf3/53eXn56LmRY+NIXvK8+auLRNjYVI3PZeaZjv993zqZNF+PZNVtpTOVcpJGMY17AuBO1tPYJp2tqzrQPnJUs21om/LUOSA5hymfPOcj5qzn3Z7TNPKlKfBc0tzjWi6XdXl5WYeHhzMadv1LemSqAf3296S9V5h872so0N+bcTOa7A32ljvAl082qfqavlVV03n08P3u7u6kN3F0RvQdpbjkdwdDqno59XPrsEDKf9bbOZPZbtbruuwIZ189DttQ9ynbz75Y13ms/CeqTD3sC+sAdtKElQfSLwDFAGiOAiRViVOkoBv34FzCM06dSZBNtBq+8T4J8pO3trZqb2+vDg4O6vPnz3V5eTmB7t3d3drZ2amzs7O6vr6uk5OTmb4xTRODQn/bnJEN6cpvenGJFQjXuceEcVQSBUdHIbSVkME2z/k8T9dlgczoQCrNkSHpIg/8TwM6+j2BZQqln+0Ml+9b93v2ed09+bkz8L6nG1/SbDSOLvrvOlLIR30dAXB+82cvGVopITAIYZfrZlpkPfTJbybzOGzY8aZRHCwZd0djfcvFJxwwFgPmq6urKWpQNXduLVvwBEaTSAeKjPscdXRUIEFkVc10CW10TlwnSymj+dfdl06DrzmC5D5XzfkKfuoid508plylPqH+LkKSY4Je64BD1uvi8a9Wq0egZZ0uNRjOnMLcSJVL+fTL0SpO0cj8yPv7+ynKacNd1Z/n7ZLpJjmmjjfob/b5tRQvlzvoRUm7Az1IkQT4YGcBTJyug57Y2tqqi4uLCdQYFyC3tv9pN5L3KLlxP+WuC3p0dnldGYHiEfB1W+5z8s8IjGUQwMHFTk+swzGuC7tlu2TcxTwih17xJ7IMMPbxcfB/4j+nLzpoavtq3U4/AOQHBwdTUNRHIC4WX52Ag4OD2tnZqf39/To7O6vz8/O6uLiYdMTl5WWdnp7WyclJLRaLWYA1cWTiUdMy52Nd+U0HxiZgrnrw4H02syfay18M2McBdUC4qmb3joyBmTQB+Kh0hi8/j35/6v4O+HZ9H40jacHvCeyyjBTHumJam8GyHooVrJVfN5783gl8tjOaM0dHnHfo5SYUFK+qtrB6nKO6fe9I4SGIzt/PJc/XFGHGABIB9N9yuZxyl10y8mejQgTh4OBgBozzBA7PY9Xj5bNcpfJvbnNUPPd5Lb+PjFq2NTJm3e/UkYY3f/P3ddF0K/uqefTdsmVeH+mLEWimryMnmHazdKDCxnSxWMzyZuGH1Am+t+rhBSUZ7b+9va3Dw8PZeD3+5KXsf6dTR4AtHfTXVtKu5Gqwx+/VQ9I20KOZb44OBOx4Tjc2Nh69HtvBjXUrFu6zdVEnX1199C3rzt+zD6MVIOuRzt53/POUzU2+G+mP0bO+ZwSAAciO6gMqzQNVD0GOfNMt9ad8pTzQXrd6kFiGft7e3k6pFqzoIvfwEfjw8PBwAs77+/tT+gdRZs5jx25vbm7O9kXQD/fJ9HxJeVGE2UvUKXT8hgLDYzCzE3KHyQ04zMBdNMV5QgZIGe2s6t9wk4yOcuBa99f9VvV4mWRkCFO4Oy+xA8q+bsM9KusAbndfGl+KIzYZzeu8dWjPvTaSeX/3/KjOBGPmrxReVikQlK2trekoI57v+pn0oA7PMd8zPwoeJgLG86mIXkPJ4+JMx9vb29nGIe6pmh+O73m0bKMAWcrLvF07xTZKbs9tWh90EQLXl6WL6uS9XZudke7a6O4bOV1d/uYI2OfYDZQzipL9yevPNcpPFfqdQHbE9/TBr76Fb3CkHNG1XDsyyhhubm6m0xiyjYwMp7Nh+Uy+y/4nwHxNOcxVYx61DTQggoaOpgNciPh3gJWjIqseANXt7W2LAdIh6frsebHuXgeA8/M60Jyy8Vzbn7LPWJ0S1emKDqN0eiRXmLoVkRGmAChfX19PEWZWAZw6mPzsVB3bMesV+uM9BjhMVQ8rSu6T8ZXH7WATPMLmPVYqaNe2Z3t7ewLOV1dX9fnz5+ndB5eXl3V0dDTda3n2XHeAeV1woCsvOoc5AYGFAuGBsI6yeSmAzrF5A8Yw0SmdIKNQ0+NL0JglmXkkUDZeI+Hx96ciWM8t6XFmnzoAOuq/f+8YpYvK+NluiW40Fl/HW0znoDPeLxkXCsEGMKPC3O8Xl1B8VriXDHO+8Mo9Hkcw6JuXkJyzhdLKc8W/5UL+spU/BoBlum7+Rg4C8+Fr9/f3E8hh/tYZMorv7YBh9mdUUnbNLyMjt65fWS918h96dr+v61f3e+dkuz4bqFF/O+fejnEalpRLzydzkfOQutogwnqG4608t34ZgvuBAc28eAyuj87y+EfgqrM1BmbpCNhJf60RZoN+n/TT6VmvCFmH7u3tzY6QM20AOuh9eAU9C13tLHNizggEev+Jnx3Jinm5k3Pzs2XBbXafM8qcxTyXKRv8ZmcB/Wq57mwQ/y2bqT/s6HRR4MQp2V+viNKGUxtp3+l6rPLjyLptg2z3IfUENpLn0l4y//TD9oUXlkBDosvn5+d1eHhYh4eHk7NtjGP+p55uvp9Tng2YvaHJ4JeOQFyI5HMaKfZIEDJHGcxIPuanA6ujwWZExcWClKB4JBgjwEw9XZ+SUdwv3/eUAk6hSkGjDx04HYFUnkkQ+Jy+uN/deO1tdwAm+9QpKoTT4zdg9nhNiwQQCDbjTX5ymwYAHT9YKVAH/+F5hPQ58/otFY/Fyn21+no6Rspw0t4KqZt3K6vc6JV1dt+tC0bg0fPcFcaTzm1336gkr/KXKzEYnlEEO2W3uyfbfQp4Q+OOdxm3d68/NfbUobkMa3mxfnbUKYMkBtIcDQfPEAW7u7ubjizjXsufx8SmoU7PrXP46SO6pLMlqX+8ivRaygiEeSzQws4AEWG+sxeBJW7SMKAfKwEGyNfX14+cjORh718yv65LwxjJZ4K1dfc+Byibn58LqMBAjC9PpuC6+dH6M8eZdi15ktLZLdpnPtiUlxgibSjHAiZgpn7rYeu+nIfc6GgdwP2kgVQ9bDJ1fWz6szOATkFHkLJ1eXlZZ2dntbu7O3vHh+0Otifx0kvLiyLMgGYaRhFnfvFi8TVqsL29/cibh7AM2GH33KRlhdkZgwRZndfmtjuQ3EWIzeAjhdoB5TSctP+U8HZKwQbejN61NSoJ+EZGv/vNpQPVHcPleAygsv/5nL1j6ncdVi6+NzeOZZqNNwIgzDmeBAVErpKv3Cb33t3dTW/288rHaykdfVCUl5eXj0CCZTh/SxDiOes2Q0Jbz+GIF1PRV9UjBb4ObGYEyHWOyqg+/5YynzzQGULzdqdHujYdsR0BNwOHTgdSvEybbaYBdnspf9m25wVecHHdgKI8XSPBRb6hrDPkVY9fkTtqu+oh+GNwljSz3bJT+JpK139H7ZhXIspE+qADr7++ubmpra2tur6+rtvb29re3p7AVdX8RWNsHOvAIWWxWMyOIXQk1+eUPxe4Js+PVnN8j69lXc/V4SkHDj5YbrtIddLDfcvfRjqXsTK/7rujrLapGVHOtheLRe3t7U1gE9nwpmfqQQ6N5/iznYS/qANQC99cXV1NG32TtlyDV3xiC87A7e3tI1sFHZ3OlfbD155bXnwOs48IgZAdascb8BJv1cMbofj96upqUpz2XFJ5plEaAciO4bo6UhA7xumEbN3SkNvMSen663azvx7TCJyODGJ+xxh119Pwd/3KvuRz+UwHRDuAb2HOvq8DM11dyRfcA+/lfKZ3bMWzXC5nbzfzfwNl52Fh+PPs1m+95PxBm+vr6ymq1DlMFMuccx+537TITX4oVYNB98lzydygN3KloQPEOUYb0xFvJd/7c0aE/buB2sgoP6WY01DTb0exEwR1MuXxUlL+U6f596d0U5YRkGeOcZi4VvWQ1sT8b29v1+XlZd3c3DyKMrNaaf7CFnHEnMdJn5wamCsbBHroj/dHdA565wB8y6UDBflXNY8Ys/kKnjs8PJyWz6vm72I4PDycvTUQuvqISvfDcmrs4Hnxa6S5lvK6zna6zbTh3M/zXUT6OeA823hOX/zf91q/ZR0j+5sBiaqHnPONjYcXBRmoU7BdGXQC+PpeVm9y9QraJaZw+3zOvT+AZp7tUheTJpubmxOA98oQbRmcUx+yD21yD4Kdx5eWZwPmy8vLury8nJZbUIRePnGkwMfN0HkiG/aA8Fi99IBBzFB+5/2tA4GUNGLU0wHvrMv/O2P4lNDY2PleX8+6EiyOhNH9yvvzu41itjvqxzpajIx1zs060JyfrTzdV9fDHCDEVsCeT3gz+97NsRUBhtk5dCnEVhpVD8tx9OU1nZJhOlU9ABqiSTnuzCuDfiguv66cZfYOUMGzeVqOZd6KmeJ7ku/TEHYA1mDb43XpjOw6HnL0xc+v01OWhXWybvq7/XT21qULpH6CTgCWrv6ubxRoaJqmnFiPWwdALwPa3M9CZIv7iSJlXx0B6/SaU2OSHhjN5D2DEMCFweRrKwmSc5My4/PpF9jn1Wo1OTCO1G1sPGwo86ocm3tNJ9p07i7FgJjvI/vgseRv6LB1tiXlN+3ecwJhLiMZ9/cuIOf7Egt093VjyD5Yf3sTvNvH6ewCBmmjHVXe3d2dvU0zdZwDGGA9xsacsEqETFY9vNeDNvxSLMZKWz5yjnuyr/Bw2iXa4n7zPGWd7szybA3whz/8oT5//lzX19fTZPBaQ3Y5suOR5RqiCM4r8bIPA+W7jwKz8k0vpuqxgqR0QuCyDiiP/ruuznB2QjYC0qkg1nnDHvNIWDzufK7rv4Fod1/WPTLmNqgdHTqj+xRj5vNu2zlZBl8WBLdroTMvvWTe3GcbWaIujiyb3zuQ8a0WK9vFYjGNh7f7dcDJIMJzC+BxlN0bjQDQnHDgPQ+mbwJflHIaOZ7zChbjGBnP0YpGZzDX1TOSr3UgOevgHgNP6jLf5f0dyLXRNa1cR+oZG8puqdftpN6gZDTW46iab/6jnUwB8rxinH0KBjbEUeBspxsrtPRLiExrg3OirKZ7bjJ+TStHVXNe8WfPNzILeAEIb25uTm8szRzQ3d3daanczhJ60e9YYG7t5PLZvNgBasaQpbPp+ftz7HTaiq7el4Cp7vlRvd2zluOU78Q6tmemZ7eSXvVwRjOgOaPD7ptTtiw/6QAjk7STm+0Sa9FX2oTfDg4O2r1PHg99t83Bdtnxdlqgj3z1UXve7PiS+a16AWD+4x//OB3lASH29vampdv9/f3a3d2dNmOQ50RInQF6IlarhxeTMJFpKDvwU9VHlpPIIwCa1/jcMdqIAbN01+2Ndczp76OI82iJKCPxmf/dtePomhXdiDYJTrKvI7Dswj0AXjNpKqRsy2DKApgbVUzrvJZKxgbTUfKku42Mn3FqEuPyq6U7ZfgtF4MI+s7xRJ3xssHtjC8F55i/XBr38hjgBHCdIJ52nb7Bs/C1Ix2dAUyFXfWQD5c6ZWRY8zfPd6cbEqg+x/k0YOvAAtcc7eOvi8Sz9Nnl8aWznuPvgGnKJGUEKOmbN4cxxxi33NzHEYQ7OzuPHNKkoXWa++ZxAAAt84A6jKnbR86d6+xd9q+tpEOaIIFjyNDR0IWoOtH9qoeoI0DbtgDAnM5bpmp5ngA2li/P5Trb2ZXOXq+z/Z3OzoDaqB3GN+pD136HWxIM530deB79lqtnBpecUJO8jB3rALd/d5ptzl8XiISnqh70lU/d4OUk9Ms6JANkVTUFo3g+QX9iC78wyYdVEPFeN7+j8mzAbM/CTOYlWgslnXXHfB/CmADGxPafc5s6gUrj5D6mYejAcV7rNoKkURyB33W/dULf9SXpDI2eKuvA9UgJjPrWgeVRG/5tpOTSwNK3vObn0+tM/ugAWy5Hret3Kh/TPoG5QYgjLlU1A9CvDTRT6PfFxcWUjpHyxfgdubJBpp6tra3pVatsBELenYtGgaaWAXiW3dJepkeHWCnn0mbybwcIR3O1zmAnb3VtjersgLOvr+NZO2++xn87ITk/lhPPoQ1/Gp8OGDPG/J66nnps9BzFtU43GAZQX19fz/IhiTL7pQYAX+c8d2AhHZLVavUoFcRRNJwML2OTS/2aSjf/jDtBLgXwc3NzM/Elc+JVNAMQ6vUKAG0msMnfRlHYdNpGILgDpyNb73rWBaLcrq9399uJG9lI65nRPR1I5b/rN1DtwHfiFf+GnJA6kzR2lN+YKT/nPBubuT7kiucd2EOmj46OptWkbo9LAnCDZuswtw8/k+lgHqX/9POloPlFgNnMYTALcawgc9B08P7+flrOyd8zakh9XQI79Vnpd+UpcJz35n153f+7dmz0ngLQI8ZP58TXrdy6cY+ENyNzvuclgPg5v3f3GIzye7brZRnzhCOH6dV6hQKBTAFye6Pidt02xQCC373ZwvmUrw0wW2GuVl/zFn3uaiooR6kcMeYzc0J0+fb2dnKiPcfprPgayo15trK1Uk9aj2TXSp+x+pl8dqQ30pHN+9LYpFytM94GFXnvSFcwB94Ul0bW9M1Ijg2OI7DPAcmdbkrjbjoAOh2JBHwxzz7+CjCMTHsTnwGzgewIEPHdARvSXgrHOAAANAZJREFUC6GDxwGwZIN6F5l9LSXnnvn3RilAD9FlTi3gM7QEsOBQQ5fMMe2cadudjrc7m8H9XelWk0Zy589dW9Yj5v9OT2TpbHuW1FWd0+y+5O855sQ9XQCq04+s2nS6zkFQrxzkRk2At6/lfqGkH7JkbLi5uVn7+/vTMZOur5tTPvuElc4O4BBvbHzNgvBYcg/OS8uzATOepZdmuvC9gTRKMr0FlCOD5zkG6wIxumUb3+M+dGWdAesMYgd+1wlM3uc+dQbMn9cZ0VQslJzwdREeXwewmIm6PnbRrJEhzudHNLKzxbPp5WXEy4oWXkKIO2eM/+aXpG3XJ/ct2zWNoZ3ph6H3xpjXVBaLxQRmb29v6+LiYhYBNpjNFSWKI/658Q9gQoQqgSUG3M97N3S2RZ/832Phfydf3b15f/6WIDl1hPu0Tqaf+o2xdtFRDErKUBcJdl38vrGxMZMP5/rxjM9gTfBDW+lEdvRyMYi3bUC/eNM49aRjj5Guqplj3Omj/E8aYBexurq6qsViUQcHB9OrdjNqmpHT11ay38jkly9f6urqapLLqofoMmmXVQ/0JgeW4+c839CK0gFfByTS2fJz/N7x1gjsjmxz3j/SB6Po8bpncnx5T4eLHLTK/y8ZE7I8An0ZEPPKPHPo01ASeCOX7qMDV36DoOXbp86gd0Z4ZmNjYwLLCZTT8U56WJdk/TjfOLpO67JudRsvCXA9GzDTSQhpcJkKvvP8IIiBGES2QvPkJNjuBJHJYZLz96cEyX/JPJ1DkPX6+S6yNPr/lJAlIM17kwauY6TY7YXaKyM60LW5ro/dtaeMSs5jMq/rQxF7+a5r0/lX8EK38mC+dQ5lJ5wJDqwIMlKzXC6n13SenJysHf+3WFjuBvjnxlxoBp9AF3gol/qd4+1NfN4UAo15DifHGzK2t7cnoGT5Tj4bRXv935/XRaZGn0d6yLKfz+Y92Z9OP3V7Eezg2lFLGthQZu6g2yKyyHxYLzDP2X8Dc/ffpTNGdnKRTdqkb36DGN8NCry0Cj94pSKd+9F8pQ7hxQkAAJ+YQbHT8ZoAc9oQR5XRV9DTm6c4LWN3d3e2icrye3V19SgNJlc3ck7Ms53tzZKrfXmPsUcn86kTuudNq45+T9HVY/PnddjCNPCzHf+uA9NuL3OKu2Jnf2dnZ3IOMxiQkdvspwOnXpWqqino0tlzr8BWfeW1w8PDaRUjo+rdWOm/T8iyLcYZpH+0ubu7O/Gox9YFYp4qLz4nJ42OI0BmDg8UgGLFi3JyrjPFwpV1pbFMpZB5zuvG0TG068w+rTPGrjM/d33J+zohXPd8d0/2wxEVg78cSzI+z6xTGiM6PfXsqL5UOjZQ6U1yzTtmLfQISx4Z5WctePlnQ2BBAwAaMDoSzq7y1xZlNu2urq6mFIqqx8bA4616fEoJESpSr5B753ZbtqnDUSqOpmKpPY1j8tjIwev0xjrjODLkHSDv6ve9Xf3d9a5P3XiS96sev6Uxl2VNY9fjZXSv8NGfDpBTH8UykPfY2CKjthWWP35zfjvGk3QAfnMeca5+dLTtbIflG5k9Pj6eAcqM3sHDr3HTn8fqSLnTrnBQVquvb/dkk77zzQFaXrFI3WAZT1mndLrA/7PfKYsJhl1G93ay85RtdR3rbH/SwvdnBDSd3XW4YNQfj8My2NHHxX3a3d2tg4ODmcNppwcZMI4wYDatDT4ZYwYdDeqZ/52dnTo5OZmlU+Gsr5sPt02drIgsFovpRWKLxWJ6KZ6j2Pw3WB5F6rvymw6WTAOzLqTte1A8HEMHcO6YmJxHK3JKGlwTM6ORyUwdOM3+dsY4gWkKouv3fQnEUmm7DjPUyMPr+rqu5OaqVF4WJOi3ToizvafG8pw+WigT2LNka0WcCsc0csSpizLTVvKH6/U4fY06PR4Dy5ubm6EBfw3l7u6urq6upghz55Fn5H1UD28Hs4J11MigyXPko77QGTxPX/i/Tta6MtIDHRD2XweYOzl4rrFbJ9Omle/NaLzHjL7IPOSUvfzuZUovV6JbAUzZfwNd84bHlPrLq4Vemscw+yUEOAAGqQb2fuFB0qOLOHK9m4vMx7d885+IfK5gvpbicRFdvr+/n3JHKRwl6ZUegyDOw/aqASAn9WhVL4/mA+4x6OxsSdVj5y9XDzrZ9u+sKPqe/DxyVPMa97r4uvuW9mY0thz3Ot1gGmTqwwiP+bmtra06ODiYjS1fLGTMlvVY5/CsbYVXfN0Xb/Dd2dmZnb/crSKbDtSXDrj3NaAvmAP4nsi363sKk4zKP/kk9s5wdWDSAycHyl5LRvu41wS0os3vfibTPrq+JkN3QtH1v/t9JLjryrrfzUBZ7Fmuqy89fd+3ThjtCbs/nSIZecnuTwdwXG/WV1WtAXSeI8942TlPWMglptE4nTLQLe9iUL2EbPqzkYHnu7cXfesFWl5dXU2vGIWOVoTkFo/4x1G6q6urOjo6mmhjBetjiKpqRjPoma/IHUUL/d3/6bN/Twcr70+aPNXeU0Y3dVNXHEhwHR2N0Qv8p35fw3h08mJH08/55VLWyT5BwW0kOM4VRtrz6Qqew5xL5M9LutDG+s50InUgaUC9nQ3yXFmGXQf863ng+2tbOaLknPtlYd47cH5+XltbW7W3tzeB6owaOpXHurHqQY90jlYX3EiZTdCYoKuz3aNrftYgzyXlFLuXst6VEbBNsPyUvrHj+VTJeuy0pC3tos9uE3lj1SBPjEGPOP0haWXdnvta0CnW5QDmtOfuX+qtDAB0c5wHGjAWHN3kuZGNeE55MWBGgdjjT89guVzOIsepqMlxJA8Kgif698QzUff39+3ybgKzkaHqBPUlv+e1FNqujH7vvq8DupTuNIl1/UzvfBQhfAmQGCmMUXmKll2Egmveheu39qRitGI1jaoen0RgQe+ACoIKaEg+TCMEr97d3dXBwcGzaPItFJTmxsbGDDA74r9YLGbnT49ywaDRly9f6vLycjoNh3my9891nnGkD+DUgSva9X/LTd5TVY/4gs9ZOiPXRT3chu9/CpCnYbRxdUoCvyWfdQ5A9sd86nsMCM3PBti5euB8RMbRrTCYD3wPz3Y50ejwPJ97JMfYHMAdesDtm6amAfU5uomT7WdNm26Mr3XlqOqh/wQWvKqwvb1dnz9/rtVqVQcHB9Nrw6EDAMRHTSK70M807uhkGfJcZR/T4UlQ2+X4jwC0/xt0de0lz1CeY7Nd16gfWVI289519tU0QjZS3r2SM6KJN9N63wpnplO3dQB8ZGeEOeE+bKtXJrqTOWxf7Bgb29neJk2S96jj9vZ2Oiuce3kpnstLwXLVbwDMfnNX12B6+yOlz65khCABDQbTXr0VW4Irfk+BeApAV42BYhqovC+ZcR3Dd21nn9KTXmeo83crqc4jT4H28lQu/z5Fkxxz8kF3bUQD2vcznaHrFIwVgiNk/j1p5nYdsUoawMcZWXOU2ekDeNT7+/v1448/Phrnt1pQmsvlsq6vryfH1cawaj5eRx+q5jTn/+XlZR0cHEzK08dRHRwczF6hamCMgs1oZM6TS2ecRjzbPZsAufs8MoAjuR/xuvtEGwaJNnQ8A33TMFrOCSR0Bs5tUo9TYe7v72fnslomR7rTutjPVM1B9Qh8euz+bj1lm2EegkeIMqfNyRVL0x/n23wM+IaOBvim32sCzB24AEwkkLm5uamLi4uZLvCcAIguLy8fRRrTWRrZA6+k5G/WH2kP19mkUTQ37Ufa6Y7Hkldof6Q7Ui783+2ObHiOZ1RSByV47P7nPV279CtXlpwiQV1eWfQf8mTn3n3mN+tz2jKPIdt2gumn++BrjGG1etgPx73X19eTI8CzPqEp+eEl5dmAebVazaJLRIj9u4EFBrYTLAynJyU9UwhsxT363AHyLOsIk95LJ9T5fWRku3afapv7MrrjOhJMdiC36+9zxv0UCBjV7T6lEvLvnSOT9O6UbPeiAHufWRd0ybSBVMYGaRhPg2M/5+sADUe5uWd3d7c+fPhQHz58qHfv3rW0+xYLRvP6+nrKYax6WEmi+PSKXH6rerxkT33IqR1g3gYKjxswOmc95Ywy4tvuHkoaMoBX3vOSejtAlqVTzN19IydvpNMyApcg0AGIkdPuiI5PKjLPj/SNdXA6TF6dsPEd0Zv+5zKt5Zl+UhdHR6XcJnDxvCPvRK3t+GGrSEVIfUxU7TUWy6WvsVx+fn4+04HoOANr7PXe3l5r6+34OF+Ysg6kdHOXn3M+u987Huvas53q2lpnF0dj6u4xPqAkIByVtInuV9deRvCfCixQNxviAJ4868CJo7/JSz4imOIIs2mU9tR9tw1IGtlOV803HmYUHbvllSu/Fjt11QgvjsqzAbONZHqVubsYgntZnN/t6RI6h2gmkhnEytdAMj0aX18u+9dFp1B1S0VPeXBPGVVP3m8tNjRuF9qjoEZecDLRU0yyziPNMT0Fdn1/970Tfo+tA7h8z5WIBG7deMw/nWD7uDTXa551vbnpamdnp77//vv66aef6vj4ePJ4X0MhHeP6+nqKMnYKDiWUoLnqceSNZdzz8/MZSCWqzNF1CWiq5sDJy36j0sk+ZR1Y7fiziy6vA8Gj6yNQ2PF81+8MLnAtAWj350BFpi1QHN03P+dmY+bM4MrzznPW624DfrLDifF1lNuGMKPMFAAYYMwGtmquB3K52CuSOzs7dXV1NQHmjY2HM9QBzD4Cy6Dwn6LP/0+X1MvpAFdV7e3t1c3NTV1fXz8ar3NX9/b26uLiovb391tZt96GZ7p9KB3v06+M/uUfz6z7Wye/KbNP2fjsZ1fHcwB0zkXybNrCkfOwTm/lb8+x5cyt5c0YL1cauzQ8nKkM7iX4TQBumrgvCX6rHg4t4H5Ss3zqRjdeItLYIqLM3iBIeYkj/GzLbmNJx+kMwMOK0DvdnQ/lHGQ2H9Bpg8BMt8iQfBdhzoHnRsJuiZWyDvR5YjsB7p7p2sj61jH2OkPr/qZSzHZTmWXpnk8g/ByDP/reKaZ1fUlA342zar5c9hxP0WOx8uoMo426vekEL4vF15cefPfdd/XDDz/U8fFx7e/vv6pIFA7r9fX1oxcSOCqcijTBdDrEBsw+S5n68fppH7qnoesAMbI+kp0Ezet4trtnFN3ujFPO9chodm3nvRkB9OeRU5j3YMAywME9qQerHm+yzSi/78tXInvuE5ABnPw2zo4ObDCkbzaqXIM+HEO6Wq2mKHPqjS6yjENA8Wtyv3z5Mh1l6BejvDaQnMW6rmq+ooBTf35+/ojXmUu//Onm5ubR2ctd9L+qHgETAyi300VB3Xf/71YnLKf+3RHIkZ0Z6YWX2jf+p06ijW7PhO/P6HzWn4FEFz9vmfF3+pJ1ZL0OeCawTT3i/ufRrbbt2Te3n3NgnZX7j3KukGUHbMxzq9XDUXPU4wCN8dBTAZksLwbM9jQMmEkUt4LEEzCIRokSWfDyV0ZLueYlM4DKuiN+OuA4IoonM41fBxCfAsjPIf4ItLsfTwHKp0C3aWDAt86YpwFeNxbmpRtHMnfWaaHp2jMoy/tGoOMpw+al5gRHtGnFAG/Do7nhbWtrq05OTmp3d7cODw/r8PCw9vb2ZmlKr6GQw3h5eVlV45WEqnnahemU9OHazc3NND+OIrIBI/VCAlV/T15IMJUl+WwdL4/q6mQ7jeS6OtddWwdmbChcLPv0NQFMylGCPteNQ+TUJ+9idxvoYurI+UdebOjQEX5DLG1j4MiPtD63jNqptZFz5ClXgUw7z615x8em0Y/l8msqUeckrwN3r6F0DtHFxUVV1cyhpaQOzmteXVhnO0by7HtHp1dQ1q32ZBtdPZ0uSFl+DlB+qn6D1REYT1uW4DD7yPgtU34eZyTlK22cMYP7kkDfAaRMkVinR41HRt899lzZzyBpp1u9AdjRcfYP+Vk7bLliYto/F7NRXgSYDXATMGekAUUEIRiQo8+3t7d1c3MzI54Jx0BQZt0OXIPoznMceW4dqE6m7ATC37POlxB+VDLlIPvb9SvH0vWbezIK5HZHEZWs10ohvc6qxwqzczwy/WEdOOb+UbFBRPjSIzbY63Il4U2KPW6nI8D/7969m6LJOIycK/m/gw/+TxVWejjkvTN+mbNdVTOghB7wf55brb5GkX1EmXOX3d5TGzOsLDsDnHPO/1y+9/WnjG227++pJ/LekREeGeAsHQhM2eK+NLjm3c7QMf6kZbcK1+Wuuz027XhlZmTw+L+9vV339/e1t7c3iy47yrRYzF+3++XLl8nZssFLeietbfgTYCTgh08Z40g3fetlZAMXi68O0vX19fSa5JT3zvmqWp+W6fxX2jEYG/FsRp6fkhPfl39V4/O2abOzpevsetd+96zb7kAtn7GbCXCxWQZ21jcjOkHDUb/WjdW8jS7gu53UBNwjDJF6OPVxp79cb57+xbh9sgv9sh3wiRymC86YV8T8EhPG/RJ7/WzA7CU4iO3oUJeyQRjcnoF/J8/NHgLRDofzqceENMPxrP+SCHl9JDwunVHO3/n/FNHTCxz97iUJ/9YZ7QQFORaEDMaykeCeDuQ+d0xZRwoE1/xbGh1f6+Ywn3c9o7rMJ52Ry3lAqHDkHPm0sDE3R0dHU64y8rC9vT37ey3l/v6+Li8vHylB6Mh1R5dMUwMkAww/7yPpmBucaM9RB2yzLcro3oxW+tmRI+zn09h0RnxkQLvfRyV5MyNTju6a7zsDbVBsPW1d7WcAnU69yJNoso+5uujASfYZetO2jZ5BFDpre3t72kz2+fPnOj8/n9o3HeAlv2K9i3qnXszVS+dAUuBNXj5Em4wdG/TaysjGdYGqji4+Yswy3a02VT3QjHrSKaU/Pjd/HehbBwY9nu53t29ajOx6N78jWzai9eh68msHaNeBt84W+rnMGx+1McINTr/LutO+rysjsJwrYtnHqvmRhNYfroc+wT/oMLdjjOl9Gd4HMerDU+XZgJnNEAzEYDg9cu/UtgK3cOXSLQNh+Y7Jcd32dJLwXeQ5j7FJQOV67B12BLTxzD//niWVUtfn7h4bl/Sc+N3MPIqyd/30vCRo7oxzJ4S5lGSmdnQi+533ds/AUxmB7ObddWZErVOuFhzXCaAjysVGIJaMl8uvO8TfvXs3RWYQXObNAOS1FM5MNl0tY/BJ1fwIsSypzNED0NI5zgmQ4WU+m4YZrXH/0hiOwHI+v67vXSTanzuw/dS15HfX598ceXexs23adXV3AMZ/TrlIXu10DG2N2nPJlRsvnSLj3leSTv779+/r5uamPn78OB1zljJsWqG/vFE0dZfpxzWfDMB47SRnsQ17jaWzC2mzF4vFbIWn6iFd4vb2dqor+Ytr6bAkiPHKMe2uk1X3ndKBb8tsJ7spv6NIrb+bVs+x6+5n4oGRDfI1y1tnc5MOBpF8T7A4As4j3W1ncrRCNCp5bzquVfN867Q1FGPJTuY9J1U1S+UzluIenGu3Zd5M+jynvOhYOYwgDUDc/HPEt4tAIywoTwZqAsIANzc3M0NowOvvCeBIRk9CQsx1it/3PwWUs451BnfEhF4q9L3QoBPeziDzPZWAx7pOCdCuDYn74vZGBjrp8BTI9Z8NknOUsnQ0zbo6OuXyaudkYRgBzBiN4+Pj2t3dnVY8oGUuY/l10K+hkBZV9RiYdRHmrng+eC02cosO4Fgq6vJJIl7ST543qEtn0bzdKW2XjJQ8ZTif+s0Ry3Xy1tEoaQfgy0gwtFksFjN+zLaSPiOZILrMkX7we8pFN14HMqx7sz/ZFy8xp0xmHdvb23V8fFzb29t1eXlZZ2dn06oPz7BR3EAs58A07PR15jzmSkg6jKQYrlsh/NaL+TbBsnVv6muCAuYPByVMQ35Dnv1Gz9S7OSf8ts7GjnhzNNZ8fmTDR/Le0S1Xe0f9dOlWdLv+dvd0thp+7OoZ2ca8L50C4w3mKPVYZ8t9rdNN0G61enjluu/NoEfiBq+iuSRItg12G7maxT3P4aOuPBswcxSUo0yOGmUk2QQ3mOYeHw/kJa/cqNJ5UhQrNRvQTpH7/ixJMAvJiKDPIfLoOTOnl4qzOHJiwemMm7+PBJkxdeAnFWg3hqyfax3Nu93B2Z6LI5lJr2xr3XzkmHM8ALgEYnxP/mMjH8CY01o8L+ncvKZyeXk5Wx6lMLaMHOX4zLu3t7d1cXFRNzc3j14GwQoVBec7I8x2OjC6IyDaAbSUET47otVFtXP+urEmL+a1zuC6T9lX9w/lnjotgb0Vv0H7SK+ZdhsbG7W/v1+7u7uzNpE9AynT17Qybxhouc2MWif/5AqUdQc5tTs7O7W7u1ufP3+edrz7WDvnJnZAqNOpThMwMECmCepYF5pHX9NxkVV9MMUA+DnOJvK7rqBTHUFEflM3Ql/z0sixGTlD3bV1jpOf6f58j0vy8cimjWQw7WXayCzu+7q6jHW6oA8y1j3P567dlNPnYCXXlzggf0eGRrbedjidKs9zBkw7vrAj5xUu50N3tHiqvCglA8BMxxCS3BQFILaxTaXs/JLlcjmd2YnCtFfPYAE0VnZmxA582shQT4K+TmieI6TrwNFIIEZCmX3yUuYIMIzaTGYyEDDtqh6fo5mgdCS4/p5R5pES8zO+L1MpurYywtMpxFyFyD5meoGdOOhrg0y0y320w+e58uap11T8cpGkPcrZESZ+q5pHXbhuGlMfaVe8WjeVaucEeRm3M6JPOScpt130uuOh7lm3m7qiq6crHVhOnWTe6QIACdJtCDoD5FUaXlBDKpFlxDqIfnWG2GNwXzu55P6sx7zS6RGvTuJAnZ+f183NzcwBcwS+c17cXhrYBMzYNDb8maYY2dcGlrtifVv1OPUq58Tyy/2UdKDTznfObQfSE7ymnI0c9byGzl5nd83DI9mvepzjWvX8s3o9vgS4HY27vqbDsg6kPvV81mOn3HVlv9f1z3JNvevG5jziqsfpZMYi2FIc1RwLssu9xoH0zXNsvOoV099yQkbVb3hxiRWKl7E4H7Pq8QQARFyHf+O786Q3NzenZUgzXHofOdGdMU0PsPNK1hnTvDYicgrjiNHpSyccXRkJwahu9zmZLpnHc+E+ZOTGbbjv+XIEg3QMnhWV52kEtNeNr7vPSslCkhvVDMz540Bznt3c3Kzd3d1HYIQxJjg2veHP17Tp7+rq6hGPJM08v6bfiC5ZcIi9ibJqLi/wU/KE+clRVwNZK+t1hmSdMe0c7ac+d3WtKx0IpXSA2Lozf8/o1whUAJIzx9fPGVA+5QRRkl6jiBArif5sfrMutOx4rjc2Nurs7Kyurq4epUekI9SBdNOS3/LUpo2NjSltCHDMbwCozil5TSVlpfucpbODVY+j0NgCg83Vav4ynNTfnl/L9Qicms+T582vnSx3vJky08lUR4csI0eiwyCjMdG+nx9hg86hfQ4+6ABoVzf3Vj12hrtxdHzhey1/5gN4znzpFC4+02/rJkeOk+aex1zFdNpwhxWfKi9ymzsgbBBicGFP04ofb933ODJIFBsBou7cjNAJYScI6U1ROqHL5zvg+xRxnxIs15kKZCRQ+bnzYg1Wsy23X9Wfp9sx3jqA6k0y6SlWPRgyz6/nOZ9JYaDdBFJJmxxzRoaSD/M7bfsFOqyOMD4DC8ZhwbRx393dfVVnMXcOD2N3RN3Lsna21skWddLO5eVl3dzc1N7e3nRf1dzbdwSkm6fOYK8rIznoZC3lsxuPr41+W1dGUdfOSKL/6Fu2l2A65Zvj20zTDpQncLbeTYexM64YuHVGk2JDmPolc7m5vr+/P9V7fn4+izAju5bH0XyYrwyCvc+ms3Ejp+E1lORjgxR+c4Svql+a7wAgxekxfB85fyPAm33u5Is5znn29wTLGQTr7Ho67vmZ753OSXzRgWQ7pOvuS5no7sln1/VvZMNT5vNe5KOLRlOsx0a6OOlnYAwPIlupF72pN20D7dN2rvh6Xtmw6nkAROMYv0R//6Z1pnWM04FlPjttA6PrY0GIRDFIn+1oYljhjYS4668VRTeZnpgk/kuIOhKudcrhKQOddXhMXbv5vEFyCslI2PJ7ni5ho5r9oA1v8BqBHQwuAuFc087I5zgT5PllI0kn+s2zW1tbtbu7W7u7u7P3z3ebYCxkfK/6ulnp4OCgDg4Oam9v71VFmG00EyAnWM55M08lcEtFu1wup41ch4eHU33PMWQ8X/Wwmde6pRuP73lOQWmnYXoKQHfgO6O0GVH3fV0765wQt7Vubhy143fPUxdtSrDulLt1fXP/sm6DYwNjb/jOPhs0o4s5dg774BOVfOJHgkD65jEacPOdE3F8H7+l0/Aai/Wk5yLlaF3KwgjAGfjw3fcaKK1zatbZvZQVtz3SH3l/J0OJB1L2R/ZxZGef0jej+7ONBIjuEzyf+s915CpO2k2PvwP9jDuBsfnoqdLNRwZEugKfOGCQ43Cdjjbbga6q2SlW1J1B2P9PAHNnGLp7PLj00P1Ob1I4EmyxAdDMkQTv2nWY/bklBaUj3kj4Rv0Zgc+kX3rt2Y4Zq+tTCnJHq6R/ZwRGICgVghncQtPd7zpxlDoQVDWPOo/o5Hvpf+cQpHFzXjT0MU05LYCIMMrBwNnRk8xb5szlnZ2daXPgS5d4vrXi6DxAIumZQDgdsbyH73d3d/Xrr7/Wd999VwcHBzMQ3BmuXGZ1xCHLOkPU3Tuao6d+W/ed0kWQDaC51ukeO/UJ3lN2OuMM4Ex6MgdpSEf1dLqpAw0pr36mAxvWAwneGCOOaZ7ItL+/X+/evas//elPk753pDlLlyKUfGredr4jv1n+XzNgpoz0/eg+6GHAmvaku9/2P9vtVorcjvmgA7fc34FlSvd73rMObD+lw93/dXKUdY5WyWyj8tmnaEt9tovr8FrKaP7m3x3M7OTf/Uldk+OlHt/vFCscaYN+84XHl3SwM8azVTUFzTL4cnd398jJfk75TRHmroFUKggVis1RZp95u1jMz3/EWDNAPIx8ycGoX0lk+vIUOO3G9lzh4Z5k4qwrmX9d6bz+NEBZVwc4DWhcb0aOquZvcrJwmqb87vxn9yXHwH/ayiU1jy0NcC7fuN8WZor777YtMBjj3d3d2tvbm/qwWq2mt4+5H/zuqNjOzk7t7OzUwcHB7CUQ8Pfu7u7auf2WilcJvBGSOfOqENdy7tNR6YASNL24uKjT09M6OTmZ5ahlSR6ws8Z/838uA7uMZLJrs5P/URnpok6fjCJrBgiu1/LWAe40Vtl2B+7cdso4NLQBM2hJmXJk2zLktmxAMwq5Trda5rKvR0dHdX19Pb3chHq7VcGu/hwHxhOD3DklaZNeY/EcJmDzvKwryX8daOuAWgeAOiCbejf7PwK+vof/3YqxZXEkl127nT7zuPzddHa7aU+q+vOXk77ZF8uRdaTlN+sY8W3qDc9l6la3NaL3aFUn9YDr8fdufF2KVrbN/egrrxY62GVau72XlGcD5nUKzsJDFJnOo1wNhokie+MFS2zU1y3ljZRrJxRJxBS20fdRO8+lTdbRCVoaLl+zIHRKKIFgMlHWnUKQitF9MxBKkMy9fM5raSw7A5vLpzm2FMoOkADsMKipCH3etwWCpRoA7s7OzuzYI9MzgZzBPikXgObFYjF77TP3vaaSG3L57GO2uM/A2PnP+b1q7Fh//Pixfvjhh1lk2aWTpy7CbLDGPZ1RTLno5LyLXvn+5xjsLOvkMb/7f8qdj1qybCRIpc00TNbPnWHzuDvQ7Oc7oG2DmYCn04kjA+/7PbY0fCcnJ5PMdacJrQMitO85uL+/n05w6eYJmeheavLay8jpq3qg3yj9cWSD8poj976Pep6Sq85Wd9dHvOlnMmAzsvm22+v6ZXpkv3g+V2bX1Zt4Ie0+1whCUnIFMHk49YLrzP5mP0dR8VHfnxpnZ/O7OVutVrOos/W/9ZKj1hmAQCelPgerjjaqj8qLUjI82BwYRpdXaWY00B48gNpvneJ+G4ZOGA2AU1GmIKQx7gRqNNbunnX3d1GldUa6UyzdM+uUTPdMzpOvjwBzCmnW63xW12mgbOW57sUdKdBpYJM27oPrSM+xc4yoB2fMxpSTAxA2b+5zDrKj8JyeYaVrpWAH8bUU5gBA0B0VadCV6Tx85pz2UaTKdVxeXtanT5/q8PCwXeobKUVHOzOK4Dz5/Fu37NbJqvly9Gwnu1XjvGSeGd3TyaUdP77b8JsWaaxyk6Z/M7ilH50OTrkc6ePUZflcRpF8f4Jmz2kXjVqtVrW7u1uHh4fTGyqpp9Olnb7KVajlcjkDzB4v93dpYK+tpK5KYNP9xrUEP3bcrDfRsaatgYz5tysje5jPe0zJd50dyDY7+exota5vXR9MT/O1V8AcFMt6zJ9us8MFxkN3d3etA9M929XdyXbeS3vWEUmrXDHOfnRtZ3Sb/7SDbupW2iiJRbDpDjJ0oHmdbejKiwCzCdBNLh330i5AxIaVKOPNzc2k7BhMHveRynskCI42plFNpZ/XXVcH4LjH/2l3nUFJemVdfO6YK+tbJ8DZ964eRwCTOTtwwGc7P8ytI15m0hxrOhJVj89w9f2eO4OxjN528+WTK25vb2dAF/6ww5AvxOjGVFWPouGr1fwkF/MLkarXdEqG6cj8cuY6AJg8sDw5wY6UwfaoWOl9+vSpfvzxx6ntUb9GhsLX7MQkP/J79zzzmboj/zoF3cnZc5Y+s450vNIBTePk1Q7Xk/q4AzyjfpiPWaVx6eY0AUCO03KR9Wc/HNWmvtFS7WLxNbq2t7c3gYSc4xGt3TfTGZp1p/jkfLzm8pz+d/bPvJSRO0oGJawn+L2TX5fRb3acE/wm8O1k2fX7f372+LvfRwAwbbTtpnPtOx7tMBVlhHvy3pEzMRp/3uP/qTu6e6171ul706i7luPqaI9cdnsMPEY7IdSDruzoaLl/yYrwi4+V43/3B4OgdA16/YY03txkMEPEme/5iuGREFStB66ORHUCk890kzcS4vx9naLxtXVtp6JO7yiN4FMFxiFamL85mmB6syLQOUU2hCkwBqdJB5gzPycd+OxjnszU66Ij5h33hXHwnAGWaWy6Gizj7BGJshB6OczPvJaSclxVM54BLDu67Eg056UDYEYFZ6vq6/nPRAjTKerALt/NN6n4MnKTn5+S17zXPLbO0Ff1G8xs0JK3E+Sl7Nv5yJ3iVfOIvVOpTDva5rplybmBqetY7vXbGrPOlF/qSllPendg3v3ks1cmXTfPstHWr3Uf6QTXAd0yBYk5HNm21x5hTrokD1K8ekTp5Mh6k7k2f2daj3mgW411Hzv72z3P55F8+tpoBcL/O8DW8az7m58tDwnqRjTt6qFAxw7j+DO2r9MVWdbxcYd5PC/WJ/Qp97SM6km597xZRh248thw5D1fth0p/2nv/Vzqw+eWZwPmNEodUGZyPcAkMkunZnoiciae0zV82oHvM+Bz6cCaCZ2fs7yUiOtKtp+Cs07o1hnpDpikwuGP6F/W7/6ZnjYo+YydG04zybnJNjqlmfd2/cZwrnMWHOmlv7u7uzO6IVQJhjt+4jvLi9CCsXo1o+rrK+N5Wx5n3r6mCDOlk2f/B0A52gyg4qivLhWlm4fV6muU/vz8fALl5JN3z1X1KwvL5fwM99FS7Dp+51qnG56rB0Z5cF29NgCOOplGjiJ3hshy4JWTNPgeu0Gox9/JVFcvdVgfpC5Lw5VjTrBkucfw0g71+R6XjY2vZ54TiEmD2M2F+2ln3GA6+zca62sq62zIaEzWBx1P+Vns+kjWM0Ls+zq7wGfb95GMpjOVz9DGS2hi2Vg392mvfE8XDMq2ed7BF9PXtPT9vmb60q5XZbKObqxZOr3jtvhsgNvxUmKDdfxmunSrhZ3T0PFN9jdlPOfhqQh5lhcB5gRQuVxPEjUgjUlzVM4MAvE3Nr5uyPKyjgFzRiw9YBMhGbsT9JcA4acU5HMYpAO9nQA+p+8JXj2ejNDZ8GZqQ7ZjJYNhzbk2iOX4NNc3Ug75+4jJs60U+Kp6tFScygOhSqNnRwDe87nPCbJ8fJ29Z29+IS3jy5cvdXNzMxlg0/01FMux6Wl+St7xSTdfvnyZAHOn2F1cz3K5rIuLi7q6uqr9/f1p78M6pZqGJvmkW6a1onUUciSX+T35dZ0RHtXT1Ul/RpFR9znnI/XeyJBYF3UOhJ/Je22kEpQkAOoMczemHD/tprHn82q1mu0z4DrPbW9v197eXl1fXz8COSNamX9HQQED507vvvbyFMDowGk6QV5VWy6X06qe0zLYq9TJdQLlrk8jkJx9SpDcAcGU5RHv+1r33XTogLLbx5Fm5TydED+boLmbm1xBS32dduc56RJdGYFlj6uTFW867Nro9EEnU9Y7jJsgne1xxxt+Jucn7YafeW558auxO8Ds6LKjzHSI6BH/OXZrZ2endnd3J7Cc+UcIIZEEt23l7ZLAbbFYzCJYI+Holn47w0PJaMSorAPB/r0TBhRPeltdHanYO5CaiiuVVnfmYhfh8goAkcWkey5JJQ1TCXeGlf6lMkhlYwA8ck5S4OG1pAUrIF7+8XjNK8gEv5t+r6UA/P2XzleC6sxdhgfSqLq4Hsr19XV9/vy5Dg8PJ/p1y8EJePnLqCqG2yUjE6ksMzqcwLgbS6YaZOl0x+i7n7Eu7UAxbXaKft2yqJfGqbMzXAbvpl0+7xU/30+bOc+dHnCdI3nxPdiPdPq3t7enF11le9Aogzr39/d1fX09s2mpU2yok9avsXRymfYzdbFlJJfDuc+8ki+o4g2KrjPb7uobAXZ/z3tHsph9pp2Ux5HeypI0WgcA01lPsGwMkwAPe+d+UUe3SrMO2zw1pnXjzM9eLTbdPYbuubzWAf+06dbFPkkt5Z32rXe6gF9VPcIqLy0vAsyUBMsAZadhZGHitre3a3d3tw4ODmp/f396eQRL3QbNMNxoiTs9xg6crlbz3NyOWCkwNh6jceS1bPc593fCZmHqwPRzJ9sKPgFfGrwU6hQGJ9ublpwm4c2EXcTGdFkXuUnP8SlBzyPqrEgMttOA+ziz1Wo1jcN0hx+TDvwnoswGpNVqNb0xcN0pId9aYXOfN+k6DaNqDoIMWJD/dWAi+dYKa7Va1enpab1//752dnZm52D7GUp3PUEzbXbym7ydjr11To6hc8S6a933NM5+PuU8DWVGjdznjKoxj9YhPEP9tG26dXKW9Sd4dURsBKJGRt99oR4DaV/P5Vl+M4geHU/otu2M3Nzc1NXV1SNeM0jO678VeHyLZR0Y7QDhyEGELg422AmCF7134Tl9G7WH/UlbT1/Sdnbjooycy6zP4xzZ4E4vJT+N9JH/cEqsay07Pi2ik9sEnDmOl5bsn8fUgf2Moo/mYB2QpnTjI4MBvMkzHW1zk+Co3ZdkHFS9ADA7B5bGPUFVjyOYLjs7O3V0dFRHR0cTWN7b25tAht+aZk81z2cGJPkvFbe/d55QZ3RcuiV9SnpUeb+fW3ftOcD3KSYafa562Hle9QAQnWrQKQx+45mqmgCUHZq8D6XoY7BGim8UBc4xU0dG8jOi69SKVO4dYDYQTvCe9KZeb8ByOzYUq9Wq9vb2Jr5+LYUTMZi7/O5lNsu3HeanUimS7+/v7ycn5fLysi4uLurg4KDu7u5qZ2enXcnicxoESjp+nZFCn3SOedXjnfypO/I82nVgk2Iey34mYE6e9PNVc8BrPocfnXfvOnK5N+cjAYhBK/JCHbkJye3nHLnPWXdHs3TyDZpz3h3xzDdFdgYeXr27u6uLi4u6vLx8FG3KJWCD5+zfayudLeE6nzNCSOly9K1zzZfeTGp6dvsU3DfzoXX+U7ajq+O5tOiAt3/vwGfXpj93Kysj/Zh86uu5omr5GtGHtnJcKeMje5vPZICE57whNwvXO2c5adaVrq9ut2qObUZ6jb0NXVupt18Cml98DnM2auPkSDH/d3d36+TkpE5OTurg4GACyKRjADAAz3t7ezOj5mPmHJYnIuX2IbYNpw1TZ0j931HHBF6jMmLc7tqonmTWTpA7A5v9Z564z2cU2/BY+adQJIMzjx6rGdf1u46naDYCzvYKO4fGYGddPYzDy/w4XN6gYuWUvJBL5OZpgyfqh599jvO3Xm5ubqalaqLNfi02zoLf+NelcKTRSyXm/6b33d1dnZ2d1cnJSe3u7rYns3RKN0FrJ+Mp/ynLyUPpSFNGG0Q91nX8bhCXuir74reiUhJQWyapE0d2BLAd5UMOElR2/XZf+c9S+8jYut11Oq9zEKyDso+mB/3a3NycbRo376RTd3//9cjE8/Pzur6+bvdEZBTdsv8cMPZaSgeAqx6v2JinUk7yd39OOnZz2OkGt7MO0KYOsO3ugKn/j+rjc6dnOptrubH8pD115H0dYLTsetUzf+vsba5CJ8DtnM7UQUmHLn3B7SF/nd3MKHDSsMM3/F/nWBBlJp855xaZtUPdYaR1oH1d+c2vxkZJsyS2tbU1RYhJu3j37l19+PChjo+PJ5DsewDKBwcHtbOzU/v7+9Pb0zAMzm1cLpdTm9vb24/ON6x6DMbSEAK4uDeBWRK4++y2niodeBwBCzOLP+cY/Vsy4QhQW3m5713/3DcbYxv8DoDYILtPZtCMAqYA+hSVVIA+WQBh9RhzzO4D1w02MKQ5PisaKwUcNATXtFqtVhPfv8Rj/b9dnN/Jucs+AcNOg/+6l5q4jIwNbRr0XF5e1vX1dR0cHMz4wTniFM9tJ7/dfXznnqfOal0XBc26u2vrnoUeHWAwQB3VMdJDaQy53qWsuLgt7u/a5F7o140j9Vf2p6s3+2ad4Lp8PzqAvrIqQZ8ysml+vb29revr6/YIRLdrPfkU4PrWy0g/WnZsYxIgO4I/ckQtfxsbG7MXQVE62o7Am0vH20514LeUW+rsVi5GMpNgcySnVY/TVOlX5wgY0Hbg1mOyfRphDkdwU1ac2uU2/b3Tzfk5U0LSVnfyk6tgna57jjx1GIJx39/fzw4eyLozCJj9z7G9pPwmwOwohwEsrws+ODion376qT58+FCHh4cTQOaPqMD+/v6UnuENgBZE7oVQm5ubU1sp6O5fJ9BV87N18/l85rnGsCsjT2nd524CDRyzLyPBdh9yHM4Bs2CNnuOvy3s23RNsVs3BWPYhI7QZdUuB61JvTKN0BHLuOmBkRWZlb+HiN4Pl5XL+ZjmumS9fU8ko3OiNf/4to8tdGV1Pvru+vq7Ly8s6Pj6eRbiJbMN/yV/Q2ca5+51iOcp9DetAReZgpvEhmtI9P6KHwaL/j4xzRm27KLQNha/ZkGV//JsNYWccrTM6w9Pdm3V34KTrk2md0c8sW1tbs+MOzcvmI0604USXdSDNtP7/hcI4Mp2RYFfaaK6zokaqJH8Aadt/y4gDH94Qzfwl0E3nNwF4Z4vXAezO/qZtckndgjx3KzZux59TntymVytGfV4H1nNslrVsrwOoaQc7HNEBT9eZfULe0oF1SYclaTkC5FlH9hcb3OEXB2S60umt55bF6rfA7LfyVt7KW3krb+WtvJW38lb+/6S8rlDYW3krb+WtvJW38lbeylt5K/+Hyxtgfitv5a28lbfyVt7KW3krb2VNeQPMb+WtvJW38lbeylt5K2/lrawpb4D5rbyVt/JW3spbeStv5a28lTXlDTC/lbfyVt7KW3krb+WtvJW3sqa8Aea38lbeylt5K2/lrbyVt/JW1pQ3wPxW3spbeStv5a28lbfyVt7KmvIGmN/KW3krb+WtvJW38lbeyltZU94A81t5K2/lrbyVt/JW3spbeStryv8L3BGgXbGAIoAAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dls.show_batch(cmap='gray')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## CAM" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Detection" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Submission" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "myenv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }