{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "69c1b8dc-9653-4c36-9881-e0c1d58355b5", "metadata": {}, "outputs": [], "source": [ "# Auto-reload module to access .py files easily\n", "%load_ext autoreload\n", "%autoreload 2\n", "\n", "import sys\n", "import os\n", "sys.path.append(os.path.abspath(\"../../datasets/rsna-2023-abdominal-trauma-detection\"))" ] }, { "cell_type": "code", "execution_count": 2, "id": "b2251069-fde1-4edd-aed9-9209bd99a64e", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import torch\n", "import torchvision\n", "from collections import Counter\n", "\n", "from rsna_datasets import (\n", " Classification2DDataset, \n", " Classification3DDataset, \n", " MaskedClassification2DDataset, \n", " MaskedClassification3DDataset, \n", " Segmentation2DDataset, \n", " Segmentation3DDataset\n", ")" ] }, { "cell_type": "markdown", "id": "4b36c45b-cd45-47b3-8edc-ea81e3b36332", "metadata": {}, "source": [ "## Classification" ] }, { "cell_type": "markdown", "id": "5dbeef1e-c08b-4378-8a96-00ed9a0f094b", "metadata": {}, "source": [ "Streaming dataset\n", "- Data samples are downloaded on-demand and not saved to disk.\n", "- Set num_worker > 0 to utilize multiprocessing so that data samples can be prefetched and preprocessed, and keep the GPU as occupied as possible during training." ] }, { "cell_type": "code", "execution_count": 3, "id": "c3211e87-0da8-40e1-8afa-84690f55250c", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "batch_idx=0\n", "img=[512, 1, 224, 224], bowel=[512], extravasation=[512], kidney=[512], liver=[512], spleen=[512], any_injury=[512]\n", "series_counts={21872: 147, 55910: 162, 27601: 176, 63666: 27}\n", "\n", "batch_idx=1\n", "img=[512, 1, 224, 224], bowel=[512], extravasation=[512], kidney=[512], liver=[512], spleen=[512], any_injury=[512]\n", "series_counts={13664: 138, 44622: 148, 30990: 123, 15777: 103}\n", "\n", "batch_idx=2\n", "img=[512, 1, 224, 224], bowel=[512], extravasation=[512], kidney=[512], liver=[512], spleen=[512], any_injury=[512]\n", "series_counts={23622: 216, 14060: 181, 29835: 115}\n", "\n", "batch_idx=3\n", "img=[512, 1, 224, 224], bowel=[512], extravasation=[512], kidney=[512], liver=[512], spleen=[512], any_injury=[512]\n", "series_counts={62741: 196, 1320: 168, 10745: 148}\n", "\n", "batch_idx=4\n", "img=[512, 1, 224, 224], bowel=[512], extravasation=[512], kidney=[512], liver=[512], spleen=[512], any_injury=[512]\n", "series_counts={63666: 141, 15782: 212, 23062: 159}\n", "\n" ] } ], "source": [ "cls2d_dataset = Classification2DDataset(split=\"train\", streaming=True)\n", "cls2d_dataloader = torch.utils.data.DataLoader(cls2d_dataset, batch_size=512, num_workers=4, pin_memory=True)\n", "\n", "for batch_idx, batch in enumerate(cls2d_dataloader):\n", " if batch_idx == 5:\n", " break\n", " \n", " img = batch[\"img\"]\n", " bowel = batch[\"bowel\"]\n", " extravasation = batch[\"extravasation\"]\n", " kidney = batch[\"kidney\"]\n", " liver = batch[\"liver\"]\n", " spleen = batch[\"spleen\"]\n", " any_injury = batch[\"any_injury\"]\n", " \n", " series_counts = dict(Counter(batch[\"series_id\"].numpy()))\n", " print(f\"batch_idx={batch_idx}\")\n", " print(f\"img={list(img.size())}, bowel={list(bowel.size())}, extravasation={list(extravasation.size())}, kidney={list(kidney.size())}, liver={list(liver.size())}, spleen={list(spleen.size())}, any_injury={list(batch['any_injury'].size())}\")\n", " print(f\"series_counts={series_counts}\")\n", " print()" ] }, { "cell_type": "markdown", "id": "96aca65a-e3b5-4fd8-bd04-5d6002c4ee81", "metadata": {}, "source": [ "Unstreamed dataset\n", "- The entire dataset are downloaded to local cache the first time when running the code.\n", "- The subsequent run will not redownload the dataset and will simply access the dataset from the cache directory.\n", "- Use this if your machine has enough disk space. (size of classification dataset: 90.09 GiB)" ] }, { "cell_type": "code", "execution_count": 4, "id": "5a6aa1dd-c651-4a72-a851-1fb1495a3038", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "batch_idx=0\n", "img=[512, 1, 224, 224], bowel=[512], extravasation=[512], kidney=[512], liver=[512], spleen=[512], any_injury=[512]\n", "series_counts={21872: 147, 55910: 162, 27601: 176, 63666: 27}\n", "\n", "batch_idx=1\n", "img=[512, 1, 224, 224], bowel=[512], extravasation=[512], kidney=[512], liver=[512], spleen=[512], any_injury=[512]\n", "series_counts={13664: 138, 44622: 148, 30990: 123, 15777: 103}\n", "\n", "batch_idx=2\n", "img=[512, 1, 224, 224], bowel=[512], extravasation=[512], kidney=[512], liver=[512], spleen=[512], any_injury=[512]\n", "series_counts={23622: 216, 14060: 181, 29835: 115}\n", "\n", "batch_idx=3\n", "img=[512, 1, 224, 224], bowel=[512], extravasation=[512], kidney=[512], liver=[512], spleen=[512], any_injury=[512]\n", "series_counts={62741: 196, 1320: 168, 10745: 148}\n", "\n", "batch_idx=4\n", "img=[512, 1, 224, 224], bowel=[512], extravasation=[512], kidney=[512], liver=[512], spleen=[512], any_injury=[512]\n", "series_counts={63666: 141, 15782: 212, 23062: 159}\n", "\n" ] } ], "source": [ "cls2d_dataset = Classification2DDataset(split=\"train\", streaming=False) # Download data locally to cache dir first (only need to download once)\n", "cls2d_dataloader = torch.utils.data.DataLoader(cls2d_dataset, batch_size=512, num_workers=4, pin_memory=True)\n", "\n", "for batch_idx, batch in enumerate(cls2d_dataloader):\n", " if batch_idx == 5:\n", " break\n", " \n", " img = batch[\"img\"]\n", " bowel = batch[\"bowel\"]\n", " extravasation = batch[\"extravasation\"]\n", " kidney = batch[\"kidney\"]\n", " liver = batch[\"liver\"]\n", " spleen = batch[\"spleen\"]\n", " any_injury = batch[\"any_injury\"]\n", " \n", " series_counts = dict(Counter(batch[\"series_id\"].numpy()))\n", " print(f\"batch_idx={batch_idx}\")\n", " print(f\"img={list(img.size())}, bowel={list(bowel.size())}, extravasation={list(extravasation.size())}, kidney={list(kidney.size())}, liver={list(liver.size())}, spleen={list(spleen.size())}, any_injury={list(batch['any_injury'].size())}\")\n", " print(f\"series_counts={series_counts}\")\n", " print()" ] }, { "cell_type": "markdown", "id": "48214bf5-ffd5-4d88-a329-ccb46392ac00", "metadata": {}, "source": [ "Modify the configurations of predefined `slice_transforms`" ] }, { "cell_type": "code", "execution_count": 5, "id": "e1dce7ab-2412-4071-9fd9-6e0a1a5f7b39", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "batch_idx=0\n", "img=[512, 1, 150, 150], bowel=[512], extravasation=[512], kidney=[512], liver=[512], spleen=[512], any_injury=[512]\n", "series_counts={21872: 147, 55910: 162, 27601: 176, 63666: 27}\n", "\n", "batch_idx=1\n", "img=[512, 1, 150, 150], bowel=[512], extravasation=[512], kidney=[512], liver=[512], spleen=[512], any_injury=[512]\n", "series_counts={13664: 138, 44622: 148, 30990: 123, 15777: 103}\n", "\n", "batch_idx=2\n", "img=[512, 1, 150, 150], bowel=[512], extravasation=[512], kidney=[512], liver=[512], spleen=[512], any_injury=[512]\n", "series_counts={23622: 216, 14060: 181, 29835: 115}\n", "\n", "batch_idx=3\n", "img=[512, 1, 150, 150], bowel=[512], extravasation=[512], kidney=[512], liver=[512], spleen=[512], any_injury=[512]\n", "series_counts={62741: 196, 1320: 168, 10745: 148}\n", "\n", "batch_idx=4\n", "img=[512, 1, 150, 150], bowel=[512], extravasation=[512], kidney=[512], liver=[512], spleen=[512], any_injury=[512]\n", "series_counts={63666: 141, 15782: 212, 23062: 159}\n", "\n" ] } ], "source": [ "slice_transform_configs = {\n", " \"crop_strategy\": \"random\", # center, ten, five\n", " \"shorter_edge_length\": 256, # default: 256\n", " \"slice_size\": (150, 150), # default: (224, 224)\n", "}\n", "\n", "cls2d_dataset = Classification2DDataset(split=\"train\", streaming=True, slice_transform_configs=slice_transform_configs)\n", "cls2d_dataloader = torch.utils.data.DataLoader(cls2d_dataset, batch_size=512, num_workers=4, pin_memory=True)\n", "\n", "for batch_idx, batch in enumerate(cls2d_dataloader):\n", " if batch_idx == 5:\n", " break\n", " \n", " img = batch[\"img\"]\n", " bowel = batch[\"bowel\"]\n", " extravasation = batch[\"extravasation\"]\n", " kidney = batch[\"kidney\"]\n", " liver = batch[\"liver\"]\n", " spleen = batch[\"spleen\"]\n", " any_injury = batch[\"any_injury\"]\n", " \n", " series_counts = dict(Counter(batch[\"series_id\"].numpy()))\n", " print(f\"batch_idx={batch_idx}\")\n", " print(f\"img={list(img.size())}, bowel={list(bowel.size())}, extravasation={list(extravasation.size())}, kidney={list(kidney.size())}, liver={list(liver.size())}, spleen={list(spleen.size())}, any_injury={list(batch['any_injury'].size())}\")\n", " print(f\"series_counts={series_counts}\")\n", " print()" ] }, { "cell_type": "markdown", "id": "4daf61ef-5747-4133-aa88-681e0d77a599", "metadata": {}, "source": [ "Modify the configurations of predefined `volume_transforms`" ] }, { "cell_type": "code", "execution_count": 6, "id": "216e24a9-b7a0-4545-a4d1-d9d513b3c993", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "batch_idx=0\n", "img=[512, 1, 150, 150], bowel=[512], extravasation=[512], kidney=[512], liver=[512], spleen=[512], any_injury=[512]\n", "series_counts={21872: 96, 55910: 96, 27601: 96, 63666: 96, 15782: 96, 23062: 32}\n", "\n", "batch_idx=1\n", "img=[512, 1, 150, 150], bowel=[512], extravasation=[512], kidney=[512], liver=[512], spleen=[512], any_injury=[512]\n", "series_counts={13664: 96, 44622: 96, 30990: 96, 15777: 96, 30334: 96, 7987: 32}\n", "\n", "batch_idx=2\n", "img=[512, 1, 150, 150], bowel=[512], extravasation=[512], kidney=[512], liver=[512], spleen=[512], any_injury=[512]\n", "series_counts={23622: 96, 14060: 96, 29835: 96, 15406: 96, 62641: 96, 2260: 32}\n", "\n", "batch_idx=3\n", "img=[512, 1, 150, 150], bowel=[512], extravasation=[512], kidney=[512], liver=[512], spleen=[512], any_injury=[512]\n", "series_counts={62741: 96, 1320: 96, 10745: 96, 32240: 96, 2703: 96, 687: 32}\n", "\n", "batch_idx=4\n", "img=[512, 1, 150, 150], bowel=[512], extravasation=[512], kidney=[512], liver=[512], spleen=[512], any_injury=[512]\n", "series_counts={23062: 64, 10084: 96, 43451: 96, 39290: 96, 29209: 96, 7443: 64}\n", "\n" ] } ], "source": [ "slice_transform_configs = {\n", " \"crop_strategy\": \"random\", # center, ten, five\n", " \"shorter_edge_length\": 256, # default: 256\n", " \"slice_size\": (150, 150), # default: (224, 224)\n", "}\n", "volume_transform_configs = {\n", " \"crop_strategy\": \"random\",\n", " \"voxel_spacing\": (3.0, 3.0, 3.0),\n", " \"volume_size\": (96, 96, 96),\n", " \"axcodes\": \"RAS\",\n", "}\n", "\n", "cls2d_dataset = Classification2DDataset(split=\"train\", streaming=True, slice_transform_configs=slice_transform_configs, volume_transform_configs=volume_transform_configs)\n", "cls2d_dataloader = torch.utils.data.DataLoader(cls2d_dataset, batch_size=512, num_workers=4, pin_memory=True)\n", "\n", "for batch_idx, batch in enumerate(cls2d_dataloader):\n", " if batch_idx == 5:\n", " break\n", " \n", " img = batch[\"img\"]\n", " bowel = batch[\"bowel\"]\n", " extravasation = batch[\"extravasation\"]\n", " kidney = batch[\"kidney\"]\n", " liver = batch[\"liver\"]\n", " spleen = batch[\"spleen\"]\n", " any_injury = batch[\"any_injury\"]\n", " \n", " series_counts = dict(Counter(batch[\"series_id\"].numpy()))\n", " print(f\"batch_idx={batch_idx}\")\n", " print(f\"img={list(img.size())}, bowel={list(bowel.size())}, extravasation={list(extravasation.size())}, kidney={list(kidney.size())}, liver={list(liver.size())}, spleen={list(spleen.size())}, any_injury={list(batch['any_injury'].size())}\")\n", " print(f\"series_counts={series_counts}\")\n", " print()" ] }, { "cell_type": "markdown", "id": "3ea630b6-b7b7-47cc-9d20-69a26df9747f", "metadata": {}, "source": [ "Use custom transforms" ] }, { "cell_type": "code", "execution_count": 7, "id": "42f0ac2f-701b-45b2-9d8f-0558f019235c", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "batch_idx=0\n", "img=[1, 1, 224, 224], bowel=[1], extravasation=[1], kidney=[1], liver=[1], spleen=[1], any_injury=[1]\n", "series_counts={21872: 1}\n", "\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "batch_idx=1\n", "img=[1, 1, 224, 224], bowel=[1], extravasation=[1], kidney=[1], liver=[1], spleen=[1], any_injury=[1]\n", "series_counts={13664: 1}\n", "\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "batch_idx=2\n", "img=[1, 1, 224, 224], bowel=[1], extravasation=[1], kidney=[1], liver=[1], spleen=[1], any_injury=[1]\n", "series_counts={23622: 1}\n", "\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "batch_idx=3\n", "img=[1, 1, 224, 224], bowel=[1], extravasation=[1], kidney=[1], liver=[1], spleen=[1], any_injury=[1]\n", "series_counts={62741: 1}\n", "\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAakAAAGhCAYAAADbf0s2AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAADs6UlEQVR4nOy9e6xlWV0n/jnnnud9163q6qrSou0xzURtgjwcEB90+0BbheExgo+ZgdGgE5CENARtjbGZOPSo8RWJxJko+IBAJhF0RjPaPgANcQLNoIATBKeFBru7uqruveee97n3nt8f9fus+p7v/a7H3mefcx91P8nJee291tp7r/V9fL7ftVZpPB6PcYpTnOIUpzjFEUT5sBtwilOc4hSnOIUPp0rqFKc4xSlOcWRxqqROcYpTnOIURxanSuoUpzjFKU5xZHGqpE5xilOc4hRHFqdK6hSnOMUpTnFkcaqkTnGKU5ziFEcWp0rqFKc4xSlOcWRxqqROcYpTnOIURxanSuoUpzjFKU5xZHGoSurXf/3Xceedd6LRaOA5z3kO/uqv/uowm3OKU5ziFKc4Yjg0JfW+970Pb3zjG/FTP/VT+D//5//gm77pm3DffffhC1/4wmE16RSnOMUpTnHEUDqsBWaf97zn4dnPfjbe8Y53uN++6qu+Ci996Uvx0EMPBc/d39/HP//zP2NlZQWlUmnWTT3FKU5xilMUjPF4jJ2dHVy6dAnlst9fqsyxTQ7D4RCPPPIIfuInfmLi9xe96EX4yEc+cuD4wWCAwWDgvn/pS1/CV3/1V8+8nac4xSlOcYrZ4rHHHsOXf/mXe/8/FCV19epV7O3t4fbbb5/4/fbbb8cTTzxx4PiHHnoIb33rW+fVvAmUSiUsLCxgZWUFtVoNS0tLWFxcRL1ex/r6OhqNBpaXl9FoNFCr1dBoNAAAe3t7AG5YCyynXC6jXC6jVCpBOrClUumAR8j/x+Oxe+3v7x84JuRJLiwsYGFhAeVyGbVaDQsLC6jVaqjX66hUKmg2m+5/tkPWq9vCY6zf5wm2IbV+373NC/lMY7/77l2s/PF4jH6/j+FwiE6ng9FohL29PYxGowPHs1xZvrRM9/f3MR6Psbe3595126zyAKBSqbjfdN9g/9P1h65T9me2Q7aZ5en6ZP8PtVuOLz1esqJSqbgxNBwOsbu7i8FggH6/j9FohMcffxyDwQDdbhfb29vodrtot9vY29tz9/pWRKPRwIMPPojz588Hj+v1enj961+PlZWV4HGHoqQIa5BbHfyBBx7A/fff7763Wi1cvnx55m2rVCqo1Wqo1Wo4f/48ms0m1tfXsbS0hEajgZWVFdTrdSwuLk4MMEsQaCXlq5OQg5llyEHnE5TAzcG+sLCAer2OarWKZrOJSqXiFNTCwgIqlUpUgIeErD42q/LIi6yK0ne/87Yzr9LOSk1Xq1UMh0NUq1UMBgOMRiP0+/1M11wul12/2d/fn3iFyuH5CwsLB4wo2S/1NVkGl3Xe/v6+U4ASsj6tFEPKVSoon7GlEVNiUkmVy2Xs7e25sUQltLu7CwC4du0atre38cUvfhGDwcAptWkV5XFEqVRCo9HA4uJi8vEhHIqSOnfuHBYWFg54TVeuXDngXQFAvV5HvV6fV/MA3Lhx7JCNRgPr6+tYXl7GmTNn0Gw2UavVsLi46LwnDvrY4A8h5Bll6exUUJVKBdVqdcJ7qtfrpuDxtUeWeRShvdJ5Y5Z1l8tlLCwsoFqtYnd31wnpkDEQMl4sheJrP/tiqLz9/f0JzyVmpIQ8In2uVDYW85DXi7baZ4077YlKI7NcLqNSqWBpaQnADWOCx1y/ft2doz3FU+TDoSipWq2G5zznOXj44Yfxspe9zP3+8MMP41//6399GE06gGq1irNnz+Ls2bM4c+YM7rrrLiwtLWF1dfWAwNAKxBIGGiF6b1pKrV6vO8XUaDRQrVZRr9fd4AoNXJ+V6js+9fcioQVninAsysuLUXqxc7Mo+3K5jGq1OuENDYdD5wnpa9IUl+6bkkrLAstroiGk65ewPBofZcfyqfgsulneB11P6nUQIepQemS6HmngnTlzBsAN7288HqPRaGB3dxfb29u4du0aNjc3TxVVATg0uu/+++/Hv/t3/w7Pfe5z8fVf//X4r//1v+ILX/gC/uN//I+H1SSH5eVlLC0tYWNjA+fOncOZM2ewsbGBxcVFLC4uotfrTQgLCQ5MDqjQAJJCxuLgLZpPQwsPxp1qtZrz+EhbWFRjioD10TohavCooai2Wdc9jaUfAp8XPSopIKXA9sWL+J9uayqo9KTSSDG4Usr1/e4rP6aorHYUEZfS5fPeAzepScZ3gZssUa/Xw87OTmF138o4NCX1qle9CteuXcN/+k//CY8//jjuvvtu/PEf/zHuuOOOw2oSgBsd8ezZs1hfX8elS5dw22234cyZM7jttttQq9VQrVbdgBkOhyiVShPWUh5LNYSUQcbBTSqCFOTS0pJTUMTCwsIBbn8aRZV6flaklH0UlaL07vK0T95nKRCr1Sr29vbcd59XIA0bKhfruVnCPqSIdPu0YcW6QkkN2jsKUdvaS5b9wWq7TmHWCir2LHzt0fdEGnpkJarVKpaXlx2lXqlU0Gq1cP369eh9OYko+loPNXHida97HV73utcdZhMmOh+F+1d91Vfh7NmzOH/+vItFLS8vO4UkY09aQcU4/CyBZrbLJ0w0qtWqo4fYVlIRrCMv/XBUY1JFIjVG5zsuS8wntQ18dqSaqKzYD63ypYLiZ1l2rM9pgS1jT7qd+t13LVk9Gq2sZZm+a5bGmNWWPHEsHSPzxa5IpTcaDayuruLixYsAgJ2dHWxvb7tpNLu7uydeaQ2HQ7zjHe/AV3/1V+NVr3rV1OUdqpI6KpCUSrVaxerqKtbX17G2tobl5WUsLi46D0oGUUPlxaxVfazvmBS6kGCyRKVSCbbPaocsM8sAOsmDrWhMo+h57sLCguuDsWelvR4NZqzJOlLK022y2ik/p9DWug6fcpWsgS7T8u50TC4LayDfpTIKeaDVatUpqn6/j0qlgt3dXXevUzIrjzv29/fxmc98xlGg0+KWV1KaNuFcCKb8jkYjDIdD1Go1lMtll2VYr9ddJg/TUAkdYA0pHW0xynhUjD4haOUyHX51dXUiddZ3vXJwWZar5TnMkuIrApYVHDom9FsIeazyrJDPhJZ6tVp1/2tajAJUPnMtuHWbfIJbC2pdru4z2uPg59T4kVU365RKOaRopMcn75tWVLou/bt1rQAmxhOVu4wLSgOR0z86nQ4AoN1uu3fGs0+RhltaSVGZLCwsoNlsYnFxEcvLy1hfX3eTd32C3qdILBokheuX5WaBnBNFui+rgrLalmpxzgIhpRi7h1nud1YFYpWdWtc0kHXQk7Im9VrtYJ+yvBFtpITK0W3R5/m8LB4Tm4hr1ePzqHxtttoIZEu2IGS99KT29vacMVAqlRx1x9+Bm4pscXER4/HYzXVrt9tYWlrC5uYmut0uNjc3D2QJH1XD77BxyyopWlucR7S6uoozZ85gfX0d58+fd0qKQh+wlZPluuuObw0EbYX6hEvM4pIKSs6HCimdaQRrnhhLlnNCMQ59TOx/q17fuaFJ1pKuspTTLIWLjEnRQmcChfYWeEzMCycsoR/qq+yLFpWc0qesPmi1Rf+vk0Bi3pSvjXnAenZ3d118lywJY4N8HnIOVaPRcMZvrVZDv99Hu93GU089hVarhV6vh36/P5EMY92XU9yiSoqDuVKpuLTy8+fP4+LFi7j99tvd6gx6mRbg5iQ98suWJ5XVWuRnLVwkhaPbT1BBLS4uOmWaoqBCbQr9llUoZ1VQmsaUdEoKQsHzlPr1ZysuoZWVT8Bn6QdWGyRklh+TBDStJcvzTZjNKwTl9VlzmWTiQuw+pLRB07aM5UjlTANNGhGyPcBkYoNGzACU/1v9Shsq2niQ86doYFDZnTlzBp1OB51Ox8mS2HJVtypuOSVF7pjUGOdEra2tYW1tDSsrK8EJr9ayMloJWN7ALDqetNzo8eUVlKmYxXVY9yskXEKYxiq1lBTLsdqmszWtc/IYBb5jaLRYk001faf/83n3ISosBOscaWT57otuayo0/WddUwgh7zpLG2Jl6HsgmQ4AbsLv0tKSi4Fz+aThcHhLr/nnwy2npBYWFtz6e8vLy7jtttuwtLSE2267Daurq1haWnJWk1ZEtJa0JxWCT1HJQabrSOHUOf+p0Wi4hAlO3LXqk99nGT/JCi38U4VPzOPwIVUAhJQP3yW1JmMYFi04LXhfKpWKm1pAhSX7RpZJ5Dye1FUMsWuh8VatVidiNzSkOH40g+Brn9V/qaj01IpQ21JjWSHI8S/LlGwH+4GkRilLaEAuLy9jYWEBFy9exNLSEmq1GsbjG2sAbm1tod/vT+z4cIpbQElJ65MLxjK1fG1tza0ksbKy4mg+6SlRGbAzyTRSYFJo+QZMaCD54gAaMnOLwkougCtXlohRdqE6Z+n9xWJ1obhQrKysbciirFLpOEkNS4HlqysrFUrFSHq3VLoRvB8Oh64+BvH5bvVFbaywzcxSLfK5+5SQz2CKGQfyu9V/fG1I7S9WarsuS8aRZLkyG1HHqSg3yHqsrKxMKL3RaITBYIC9vb1TJaVwopWUdre5WOza2pqbC7WxsYFms4mVlRVHAbJDjUajiVUmpNUsLc8Q7RcakL6YlL4G/iYHhtx2g2v1WasR+OA7JmZ1FuEhWNSZFPBZzi+iDUC6JR6CT0hOEwuy2lGtVl3MdDQaOaXEbDPpaYQWc9XfZf/W50yDPN6rVhbWPUyh3+SxseeY4oVbhodWptKzZiyK5VOWLC8vu+vjViCtVguDwaCw/nJScGKVlPSeVlZWcObMGVy8eNF5TaTJuKeSdNf1CzhI9/mUivwurWuWHfNyrO8EKR4mfJDm05N3fYolBbMaHFoBaWqPHu+82jeNVwvYUwzkf/R6ZL9iHdpoyXNNpVLJrS4C3LDEZTJDKNlGC3erH2uEaLk88AliabTIe+irT95by7vx0ZiaKtV9zzdpV87Z0gYW6+P9ZJy4VqsBuPGMOH+KLEi9XnfxqG6369iQbrfr5mne6jixSkrOf+Lq5RsbG24vKJlsEMrcsX6PKRwpfHwDmf9p7ysEDgZ6fDpF/qjCR+tpJZWnrDyYFY1pWdd8j83VyUr9sUzg5ioUch6PFL6xNexCXnURClW32boPFs1nKSqNkDIOQXo6+vzQNUrF7qOntScqr11mQNZqNcfalMtlLC0tucUD6BWfKqkTrKQajQaazSY2NjawsbGBs2fPuvRynSqr6Q7+pjOppCfly8IJced6oGcRGACcYuWGYqQveV5s8E+DkLKNHcPfddq0L/4wbTuz3tfQ8dPGvmRyBeDfIiKk6Hxtk2np/N23e28Iui15Jr+GkEUJW1QkFYJEnrUAdR2xicKacrSSl3xg5h4VE+UAZc/e3p7b361cLqPRaGAwGLhYMw2OwWCQ5OmeZJw4JUUhSFrv8uXLLklCbvgXK0PyyVKAhNLPCfmfT0FZkIJRC0l6UHLCrpzgOMtlVqz7xTbGBFBMcRWlnIhYrC1EW1leQxYKUJcXO6YIwSP7KV/j8RjD4RCA39PQz87qe3mR0i9iKKodMeglkKz/5btVvs9LpLyQGY0cs0yskNNduIliuVxGp9PBeDxGt9u95bejP5FKqlwuu63eL168iGaz6TL3QgJECiUZ0+LAl69Yp7HSZNk+WZfVfv3O9vhWlfBRhkUrgBhiAj2PwC8aMWVlWdTTttt6pkUJcuAmjUQrPJZVKNswT+j7GzrO+m7F2yxDUB4ry7CMRwtF3ZfxeDyxUgUhaUbJ6nBCfrVaxfXr1zEajZyXnDLd5aTiRCkputOVSgVPf/rT8WVf9mVuE7JSqWQqFh08ZpooA5tyPybtSVmKxuL/fVZqipchrWTG0nZ3d52SSqX4phFKMerLR5dKoaSp02loNEspz8LbyVpu7L7zeUolktonLGjBx23m5YoQKbGwkHD31TuN0k6dQGwZFLH4Wkp5ui2+sqzECascadjyPGnIDgaDCUOCVCDL4nPgUkrVahVnzpxxdF+73XbxqVtRUZ0IJUUBSC9jcXERFy5cwIULF1Cv112H0daI/iyFrPSiJIfNDikFrRYW1hwqQlvTKaDylfMusq7EkLXOvOX5BIG8Z9N6U1a908aQZg1LIRTlURGS+tOxsFi7fN81DltI6my/EN2eBTGlGapH9msaBqTo+D9wMCYr/+PvnPTcbDYxGo2wuLiI0WiEfr+f+ZoOG+12G5/+9KfxZV/2ZVhfX89dzolQUkwnP3PmDM6cOYMLFy7ga7/2a3Hbbbfh+vXr6Pf76PV6XktEelFUCEwd5YCX3DSVV6fTmZi4B0xay+yk7JxyBj7rlYPDstCsNchSFpG1kGfwSsGaxYKWNGVRyimljUcRWkHplSnyPhdZPsumpc6gvuzbvrZJhZai1PK2ddrrJGJp6frYGHweU0rb9DNleSxTK6pYm6mo1tfXUavVnGfc7XbdpO3jgs997nP42Z/9WfzIj/wI7r333tzlnAglxQmNHPRyvgh31OUaWT7aT3ZUZtTI7BvSKcvLy+j3+67DSJ48ZTKgplakZyYhOz/px3q9PjGR0/LarDrzwuLwY3EO/bloBRWK46W067AHuaZArSWM8hgbur/UarUJBiClXbNAUf1PQ2fehSZS6/JCSRCp7aJxwfNozDJ1XB+/t7eH4XA4seU8J/HK+im/OP+RsaqNjQ1cu3YN/X4fnU4HvV7vWCitFMMnhmOvpKic5DIkdJkBoNlsYnd3F91u1wUwrQl+vJnsTADcPCTprjcajcydI4+lT2FGr45JEzJGFqvzsGAp3Fl6UrqeFEVaxP3Jqlwsyk/HqKZtB+k+LuOVqqBm2V90rDJFCaf2lTy0t6wn9XerPdrIlOnmEpKFoadUrVbd5F65hBXLajQabrmzxcVFrK+vo9lsuu0+uCLOUVdSReBYKylSX8zeu+OOO3D+/HlcunQJq6urqNVqbmLcaDSa2GRMQj9oHf+RVpNOmtBBXUuBpAw47VFJ702uzycXvy16+ZqiITn4aRRUSLFkubf6vBQhVZRi9dE9FFxy4zzdBl/bLPCeN5tNV54Vz9D0lFZ0/D0Vst/K52VZ0j6B73smVjus+U2xOlKVcQq9TVkgFRDlEQ1bsje+a4i1QZbHBQk6nY5bpaLb7c506slRwbFWUrQYuaMut9s4c+bMROqmXBQ2xdq1XrIzhlzYVCteKj2fZyQzgnzb0VuU3FFATIikJjpYwr0IpZz6/LLc1xRhrK9BU39FQKY3S2MrtfxpjIosHpCVyGTRd1bbZQaj1S+k0VeEh2pBe4dSLsgYcuy+h1bhkF4acCPGxUn89XodwKTBehJRzPaVh4R6vY7l5WVsbGzg3LlzuHjxIi5cuIDz589PpHqG1tuTHU12CPkuuf2YkuJxErFBbwls0nw6DjWN8MgqfPLUpZW7haxUaRHtCikl3S8sRWWdL4/3eQ0+WIZQSkwztVw5uVdn/WkvymoTkG8vr5Q+xmu1+rM03mRyhDTkZGxJKjp+D01g1mUUAd1mvnz3QtOfcr8pH0gTVioVNJtNZ5Rz59+TjGPtSa2uruLcuXO4cOEC1tfXsb6+juXlZWdhcBsDZsikChG50oRF9+nEC53950MqNSH5bcbF8mTz6WN5fhbrclrvLEVB51WGIcWRUpdPKVnPI1Sm9dkSjCHPSib7ZKFxfWVKRSA9KWlwsV5LUcn6UyeSWt6Nz/vNaiyFPNwsXsSsJsXy2iVty2cgPcTxeOyWRGL8nIiNSx5P47zf7zs68TimqKfiWHtS3FGX6/PJPaHYGcgLS0+K8Fnp1ktbd7qskNWpBXUKT6+XutETiiVSB90sYi3zgO/6LCowdn7MUMmioKw6YkrSKlv2D+u3vKCVTro4Nh1AU2x6ykQKrD6m60u5rtQ4VgxZ7+E0Ckx6UZJulPdQ0/N8Pinyg69area8KRkDO6k41p7U+fPncf78eWxsbGB1dRXLy8toNpuoVqvodrsYDAYT86NigkQPJJ+SmoYD1nVrykPSNZyczC0ZYlb7POGz+ooUsqntAPIJl1TPNoYU48d3nqZ4+RuNLOnF+2grH2XG1fLL5bLbCkKyCjw2FP/J4hFZFJ7sJymGhD5GTu2wYjc+T9zqf6ExG7unqZAr0ZON0ZQkr4UKiuex3SFqmhnGGxsbqNfr6Ha7ro7hcHgit/c41kpqZWVlYtt0aS1aXlRWWJy5HuBAuGNp69WnXLRS5PXIhIkigqPTDMAYZqmUfO22aCDdlpAVr4V/3mvgs7XoxNAxVjmSAvQF1LN4ETImlSVupsuIpcpn9ZYs+JSVHjdFKZWiwDbE5kvK+89nIud3xsZ4qXRjjhUz/JrNpjun3W4DgDlX6zjjWCups2fPYm1tze1KK4U6tywYjUYHlFSKUtFBYB0clbSb3HkzlKXDz6HZ/1RQ8pU6cTcVs+7AsUEqkUW4xNqdR3DJtqZQdhakIGc/CSkoq22WxyFTwX3lyfb6BLuklWRcKnadWmGyLRZi0w1iHoL1W6idWRVVlrrzwmqzliNyCgynmFBGSRkRMgRI7y0sLLgdxVdXV3HlyhUAN+JTp0rqiIC70zKxQK6zRwUllVRMUckBqQebFD5ZrFE90PU8Le1BUZgwYWKayYqzRBZlIwdvijcRohHztkfeXxoh8lxJr9HIyep1yLoshZdy7b5jff01pTxer8zs0/QTYBtZlqLQFB/vmc4cTFGsKZDxHaksfcJcjxlpUM6aMmddMUNNZi5KozjmTfEYGq/M8BuPb27Pwo0TR6PRiUhNP9ZKSionSfUBN7NoOEfKgm/gW9agpZx0h9L1aK6f5YQgV80gXx0a+EcRsUGaRyCEFFeKgmLfoJKSGwWyr4zH44k173yZYKmUl88D8rVTl59C66UqPHkPZPsk8mamhjyoEGIC1OdxHldISpDfJXTc2QdpGCwuLrq+vLy8jNFo5Gi/aQyto4RjraS4dEi9Xp9YDJYCxlr5XCIkaCxPyjchOFYO4N9iQHtR3HnX8qRSO1veTplKA/nqlMKVu5JagfRYm2U79DPwneO7FumdyqWlqtWqO5/xy+Fw6Pb02dzcdJ54luetj9GUsD4mRVFZyBKHkf1LeztZoD1QqfhSlZSPCg2BRk8eRejznFLqLQI+hURZImPm8t5acXRptPB5Li0tOeNqb28PCwsLGAwG6HQ6ru9aq+wcJxTOJT300EP4uq/7OqysrOD8+fN46Utfis985jMTx7zmNa85YIE9//nPz1wX41AUPpIK0AkOMUHjUxyEtRxSyBL0DSpNd8i2xZTrcbYiY7DueaoV7bPm5VyzpaUlrKysuFVJrBczREkjU6FpoZ7nOci2WefnoTiz1j/NZHCW4bvXqQrK+hz6jTgJtJUExzqTHMbjsbmVRwwyg7NWq6HRaDgj96iECv7hH/4BH/nIRzAYDHKdX7gn9aEPfQivf/3r8XVf93XY3d3FT/3UT+FFL3oR/v7v/95tjwwA3/md34l3vvOd7nueWdOkber1Our1unOl9XwFjRQKxedNxZST5M99HU4rKlpI+/s3F43kxoZ6JnoqBTSNNzQtrHKKKlvDKpO/kTZtNptYW1tzCkjfV973Xq/nMuC4vct4PHar4me9p5bnUcR9SWmHNrqkV5ulPqlYQ6tT+Or2GWXaw7DGBL9bdaRkGx4mfGEE+b/etVdm+/mgr5dZfnt7exNLxLHso2DYfvCDH8THPvYx/Mt/+S/dQgtZULiS+l//639NfH/nO9+J8+fP45FHHsE3f/M3u9/r9TouXLgwVV0UQlzHih03ZRkkC/Rgut2umxUO3NijZ2lpyVFEpVLJWQVaEbJTyCC8BAWGDJzK69HL2eSh4A5r0GqBIjPJfB5l1kGUcjzvX7PZdLPz19fXsbS0hGaz6bKqZFtGo5GzPqm06vW6Exox4yTW5lC7U+KUUqinGir6s28pohjkM7TKtQw5n/IJKSgf9DUfBcE7LWhEDwaDA6vb5Hk+CwsLE5N7z5w5g+XlZVy5cgXb29tu77vj6JHOPCa1vb0NANjY2Jj4/YMf/CDOnz+P9fV1vPCFL8R//s//GefPnzfLGAwGE65iq9Vyn6UVwsGsvRkeFxsMFKq0Qqjw6EqT+6UQ1IFJ32RDiRhlJScB8nUULUXAjsGkHp+CmJfh+49KiEqKykkaM3otOCm89/f3sbi46JRXu93OLRiPgkCVSipL/MgqJ9SfNR3O3+R76jSKFA/zOHhToWvQmZVy0rKUZRr6evk8mUgG3IyBcukkuTzcccNMldR4PMb999+Pb/zGb8Tdd9/tfr/vvvvwvd/7vbjjjjvw6KOP4qd/+qfxLd/yLXjkkUdMd/Chhx7CW9/61gO/D4dDbG1toVy+sdnY7bffjkqlgtFo5OYP0CrmxoipwlRTJJKmkBaJnBsjf9NWqzWAdX30nuTEZCLL4NZl+/6bBpaHmEXwxARQqKyQoi+Xy2g0GlhcXMRtt93mqD4ZX2JbZVs4k58TwElN7+3tYWdnZyJ2kEUhz5PmjB2vLXWrf0lYc6Pkc9aCcjy+GaTXSkkiD21q/WYxGLFy5qHMSOXx2Ut2hPUzWQe4uVr9/v6+W1SaxzCt3LoWXSd/Y+iDtDU3wOx0Omi1WsdOUc1USf3Yj/0Y/u7v/g5//dd/PfH7q171Kvf57rvvxnOf+1zccccd+KM/+iO8/OUvP1DOAw88gPvvv999b7VauHz5svsulQpgp4vngW9Cr2UpSrBjWh0p1C6poGL0UCwWwHYcNnRbU4R23ucmlc3S0pILIstlpWhNyqVj+Iw52RXAxFw16TlLTz1LOw/zWfgs79A16OkTMY9FJhalLj9kfWf7rM/6HD5vnb1GYS/72mF4XcxKtJgdne0rp23kYRwIycaQRdjb20Or1cLe3h7a7XYhsnGemJmSesMb3oA//MM/xIc//GF8+Zd/efDYixcv4o477sBnP/tZ838mRmhI74NpxpzApuNSFvR8HmlZxzwhnyvu4/2tAayP4bk6yyelQ6Va94fROS2LO3Ugph4rFc3i4iJWV1cnlsxiWYPBAMPh0CVF8FzSg3z21WoVe3t7E5PF9XIzvvvps/APW1EB6dtppJapY02hKR9Z2qk/W2OK36mQfNM8eKxUVNYx+pqKgE6fl23gZ6nMssB3vFyMemVlBeVyGe12eyJRY9rnNE8UrqTG4zHe8IY34P3vfz8++MEP4s4774yec+3aNTz22GO4ePFiprp0ooFsA93pWJq4hqb6fIpKfpflWfOaYjSftH401SfPmbZTpSq7mACbxtKbtixZnjQqaLAsLi5ibW0NZ8+edV4QByUtyl6vh83NTfdMmGSxvr6O3d1dlEolrK+vu+SZxcVFV+9wODy0eSfTClDd31KFlW8VCvm5KPbCgsVoWLSxnoIivRgeKym30CR/oojrkYpReuWyniIoOP1cqtUqlpeXUavVsLOzg+FweGB+4HFA4Urq9a9/Pd7znvfgD/7gD7CysoInnngCANzyHe12Gw8++CBe8YpX4OLFi/inf/on/ORP/iTOnTuHl73sZZnqCikSGTfKEkOQn32dNSZ0KUxCSsqyCqWyCnXgVM9iGuQ5P0ZRTlN2St1McKHnLYXWaDTC7u6uWxmf2U7ATSqoXq+72CVjUiyTUwJSVpgu0hov+l7JJXVkn7SSfmLtyUN7FgGfR0VYHoo1vi2Fpe9DFjZDg/WyHZLOCz1X6WWFytbnWGUwHsWkoVqt5gyTW1ZJveMd7wAA3HPPPRO/v/Od78RrXvMaLCws4JOf/CR+53d+B1tbW7h48SLuvfdevO9978PKykqmuqwkA8Yd+LJSxH0dTlua2nqzPKeQ8rFiWKE6aWXJDQ6Lovpi0IM4z0RAa1BJSpX3QfPzqe3SGI9vZuVxQK6srLiByec/HA7R6XTQ7/exvb2Nfr+PTqfj2lMulye2OKhUKi7xhl5WqVRy275Y7YvFVqaBfjbTxOyY5VgulzEYDNx0iyxLJOl25W1TzNgLUZO6bmkcSlhxIV2O7EfAJF3GMvIqK6nIdazMZ6jGnndqG0qlkpMli4uLWFlZwfr6OnZ2dtDr9Y7NaukzoftCaDab+JM/+ZNC6qJglw82NJk3y8O14BNEVge2lJMOjspz5aC0FMQsO1PMi4xBWuNAfE24IlZw4HlU6s1m0wlgDkxai6PRyHlQ/X7fpeXKuWoUHHqFCWk8hBSrFiY+4ZLlWi2aKgs7ECtTv+aNmHKTbct6vdIT0Zm4IaVntU/Pa8yjqPjSq52T+rPGxDTPRMokUn+cM8hFtzudTu7y54ljvXafjEnJhxKb0BuCb+CmUnZyYEi6L1SXpC11dt+s00UtpZRnwicwqaxC7dbKOovg0Mdy2SPuysxNL3ksqT6uINHr9dwK0fJ5sr9wwU75/GQ/C3mYlqLS7U5VVPJYPc0hq6D00XK6n4ee26zoWl+7ZPt8x8Xao69Hz0vSdelYZ+i+8f9UUCbpOlMSJqb1nqmkms0mVldX0e/3j9XGiMdeSTG9WLrU0kqeRkFpxcdjKLQ0n61jULJcWmS6HgATNJ9OAkltd9ZObHlPOgsppmRD0IksPoS4dd958vfhcIj9/X00Gg1XJ5Nm5Cr5lUoFy8vLWFhYcMsfDQYD11eozLh77dWrV91af1y8+OzZsy5bcHt7281zsdrlu45UBeVDauxI1y2VoxbGh+VJEVZflJ6rVNDyOG1gWePOd7+kd0WEaDWrnKzjTsuQmALW90U+tyxeeql0IybFz/1+3y1Gm3dD2Hni2Csp+dKdOYuCInx0lyxLK7DQcfxNW9EsQ65MPS/qJaag9ODxXWtMoWTxHKxyYp6UpFC057q/v+9ov0ql4qYwcK0zuc+Yvg4550cbE1R8WWN2ltetr9e6D0ULkKMukGLQyiVkDKRcqy5PT0uRmFZRydiWPN9CzLvNqiA5BsbjsZs7eFzS0Y+9kpKrCNCllnRfCizaTSsiSbWEFImmzeT5vvpo6eskEMtD8wluXxt8x+jjpNL0CcjYNVvKL6TI5H3xKUPrXlvxAdl+Jkuwb/D+jsdjLC4uuvvLhAk5SDmJd2NjA4uLi2g0Gs5b4/JcVsA5ZNlaBoq8Pl9ZPs98Gsj6ZqUIs0AbdMBButnypKy5RbJfxBgRfud/VtkSFlWYx6Nl/Elv3WK1UWb6hmRZzAgslUpuYnqz2cTW1haGwyGazSaGw6GbVnFUFdWxV1JaqEtFlYfqk4pKQg9oKkXr95ROw3dpnctFZUOCK1a+NfD1d0uZynND7U45Vh7va48uJ+sg4fOlN8UUcz7HRqMxobxKpRup5dLDkvOexuOx2/aFsS0KCK6SPhgMzD2mQs9MXvu8abWi6guVU7RwsxRUljpCx/qSICxDyOdRhf5LQUy5SQ9eZhpau3pnAY9nbOrcuXPodrvY2dlxFOCsY+B5cCKUFG++3Ik3r/Wp+WJpxWVReIRPqUilSC9K1puSxRVrj+//kLKwKAkfQoPcpxBlXdLDiF2n5QHIcqlI+v2++4+z7XmPx+MxlpaWXFypVqtNWJFUUvV6/UCMi0qKC3Xm7VtZcVSt2yJgXZs2mOR4SGESLDpQn2NRaCGaOSa4s1JvrE8bLpZRZ62mMQ1KpRvTELjW6dbW1sRUDdY/i37HDR6zxtyPvZLSS94w1pCSXSdBy1rSbux8Ou4hfyPk7xwY7FhyKX6Z/Udhx//pBUpPTg5OH/2WpUNZHpQcyPKa5TmaspL/+QZ4isdnKSp+j6XiSwOC8z446bZWq7lN4LjNCjMBSf/V6/WJuXTj8dg9/2azifH4xirow+EQ3W4X7XbbTQrOs1pBSKHPWxnJ/jqNUJqm3Sn919c2bUgCk4adpawkPcixmHLvtVLzsSxZYI0vyjLOp5JhB8qbIvrJ6uqq2wS01+thZ2cHV65cQavVwpUrV1yfL3Kyb7fbxS/8wi/ga7/2a/Fv/+2/zXTusVZSWpDJDkgvS2dg+WANWilU2FHlXCb+Zp3n8yy0sPcpg1nDCjz7EKPrfJ5iDL5rtazf2D2RA4rbqnBVCe4TJdPI5fOTBg3/H4/HbosDpqzTEvR51ameUux+xs47KiiqPXJs6GcfUlAxg8DXh4owEqalUa1xr2WCNJqAScN2GsgV2fm51+thf38f29vbzjgrUhbt7+/ji1/8Ii5dupT53GOvpKQnBdzcoHBvb8+tLCD/t0DLi9YDy6RVzgcqlZK0pqX3JuGbVyOpPik8ZTq91cbUexI7R6e/5qkntQ0hWB6b/uzzhvXAlgkzpOZ2d3fdRnCMQ/HauSqFbg9jUFtbW275JK73F1JQqdAGSoh6tTDNpFKrDl1G1hT3PHVmFfBWRp1OSrLoce1R6XotKm3WMUNeP41nGVeX1zQajVAul90E3IWFBWxtbblJ6aHyU8GYa7lcxuLiIgaDAZrN5oQsPAo41kqq2+1ie3sby8vLbpVq7sGis7ZikMfpWBf/Z4eWHds3oC1rDzgoiKWSIlebJXsoxKXrerXFarVLe5ApZWc5Jsv5PqrHsrh5vBRWg8EA5XLZ8e79ft/FmqxUclIqo9EInU7HUXzdbheDwSBZePv6nFa4PgrVOt93Hw7Tu8pDN/P4WF+RdHmWcn3QE8hlPdZ2HzwHOLhwNOvKQhla7eQ1UlnK/sH26i1jpknY0JBGcrVadVvbDIdDbwLXYeBYK6l+v4+dnR00m01H8VBJkcYBsg8i37wlTQP6rHwiNBD1HC9ZZ6zsaagJn2eXcm7qcVmREruKtcd6JpxV32q1nJKiZyU9b1mGjEF1Oh10Op2Jdc6KGLRaSKcqtaIVle++Z/Wm8jz7VI/K1/99HqBF+xEyRkywDb7tPqhIrLFZFHxyhe1ixqllVEnkocmlkmIcl4zOUcGxVlLSE2EnJdVDCi61HFmeT2no9PZYmb7gP3Czc8hVJmYRk9K0ns8L0cfLY1PrSEWKpyaP0f/FBpD0chlL6na7qNVqGI1GqNfrWFxcnEgzZ52DwQD9fh9PPvkkhsMhBoNB8jO3hIzvurLGpUJ1542psH/Ok+INHUsj05qrCOAAe6GvQSrXkHEn5YI0UlhWSEHL9kxLh8m+II0qCRrdDDFQccp33S5fe0PPudlsArixW8VoNML29vbMqc9UHGslJSfFATcVCZVJkRamtHZSacQU+s1SiKGyphEoqckSvnhV6NgiIe+1T1Gm1CtjhiyXyx5RIHKdPx7PNHaub5YnUzSEw6BQfF5LqTQZ053mGrWAz8MuENpz0fdM0mG+Y0KQ90P2sSxjushnKD04bdjKbeZnsTKElEHMfpVU+FFYjeJYKyntAlM5UQhl5bS14pCQCkp+1+fJwROyzMiF+ybxhlKcQ/SQTxj5YmTyGFmO9XvR0IJHfg55UlqJ6vbqmA+VD/sG6Q3y/BL0vNrtthmwz3ONvvbLtqcYDtNQv1Y7mDnG3YppsctVuVPHkFQYqRm1qWC5vvlNmgnxxYl0v8jzPH0G7DTgNcnVKGg88dmUy+UJdij1GlIVL+/dysoKOp0O6vW6y/g77ASKY62kOMikMNIpxTGk8uJ8WR6aFKRaQVnlyzR2ndkTakMepNJ81jmyXou2yiu0Y/9ludaUY2WyC2khLpsk7wmfb5HWo6Y0fdeoBagWvnwvlUpuu4e8fbxUujGhk1SS7KspZeZ99lmg+51FbelkCK3M9PWEaMbYMbF2FgnpKfI6pLIoMgOTz57Zrvv7+1haWsLa2hr29vYObBB6GDj2SkouG2K9UiGFuBbSUnDIumLl8LvVqXiM9KJknUVAC0ifwExV1CkIlWl5Tr7frGdhKUqJED3Edw76Uqnk5oJIhFYr8dWnkSroQh4x3+V94O++bLQsYHBcZnL5DKp5Ciif5+lTjMyO08entjumcLMq5CxjSp8DHNwkNOY5FiUraLDt7e1haWnJbekB3MiiLrKuzG07lFoLArNRgJtUn/akYjdWxz30O4+xvDQOBh/HLc+V4Hl6UdlU4ZhyPRKWR+ej2iyELFCfctX3RB+TxWuaxmrX9cjBNq3wDVn7PviUovzf1wetz9OCCi+0qaMW+LP2ooCD3o30koDJZ2dRw6nPIfVatDL0jdMi7814PJlMwTopK1L6b8ybZJsZNhmPx1hZWXFeNudnZTX6i8TRyTPMAWtxWavzZoElJLJ6ZESMNqKymnYCb2qb8g6gkNcYOkZ37JiCmlZJW4MxpGBDr7zI65Wmxr+KFhRZaOB5wufRpraTYysVWbzfeQtrqZDyPK+UY3m/mDzBHQCY/XqY/eNYe1J6yRC9RFEWSF7e8oTke2zwyPO18GEdcqNDraSmVbT6mnT7rLbHeHntIWZpX0g5pXq6qdB0iK8teejOFI8yi0LVE8M1UoVL3j4ijSTLUIqVLZVAkZQg7yepL6tvhui8rPdkGno2az/KCtlPpLebJyks9j89qkajgXK5jFarhdFohEqlkjnWXySOtZKiJyVThfMOFu3VsPOlKL1Q3ETDmh/Feg/LpY55SpZysSiu2GDNQvGxnCIGfh6FZJUxLeT18+WLVc4beQwBGT/JU860daR4SpbC8lFesbbwc0od+tg898WignnNlBnTKg62Xb4zkaJer7sXUcTagVlxrOk+Pdm2iJtndeAsyiokZOR8hJS5UUVDtj/PvcpDu+nf+B4zKHyxmRimjV9pRVIUtPeoy04R9rMQDpJBSKnP14ZZ9uWYEZXiJeStY9pjiyxfMz3T0viENrLJUHGaRt7dqC3s7u5iZ2fHnLjsw7FXUvRA5F5SWcEH7pvpLoWKjzZLsYBJ87EDyMVrJeesd+202hqqTwpaJpTordKlp5hyDbE4kk+J6/+0cvLNIZt1rMSnNPR1ZPGqrDL1tcuFcOXacCFlMQv4vAtdv15eTNJPs4B+7jHB6Ltfuu9Yx8176Z9UYxeY9KJkeMBiYYqClIOMTXGrm0ajYS7KnBWf/OQn8Za3vAV/+7d/m3zOsab75NwOK6Mvi+UvhQgnI8oFX7ktOd/zpABrQc1yUjcBm9ZLsMrwCSeLxpu2jT4Dwlo94DAQ6j8+4yT1Nx/FZ8UMQ4K3aOWQaghYStdHxxUFn9LOGv8rGvo5FN0OyyiW79KgrlarE0b6tG2RtB/n0m1sbLh92DgxnhskZsVoNMLm5iYGg0HyOcdeSQE4IPj5WyrG4/GBpXOY3i43yKMy6ff7UWvICuzu79/cD4Z7FZXLZTSbzYmBXkSn9/HsnCcE2Aoqa2yC51j1+SxHn8Lkb9N4UL7rtgS8r83yXZ6b2ibfNWsFJcvPUnbR85as+nXyjs8Q1G0rCtYisNZnyyOUx/jS5+fhRcUMGx+k4ue73JWhVCo5Go7Hj0Yj9ypKUa2trbkNQ69du4Zr165hYWEBnU4H169fn6qOLDjWSqrdbmNxcdEpEO7BAtxQJNqysCxYDWmpyA7vozn43SrPN4lXJ0/4OnNMqGbtjD5BG/o9VJZEyPpP+Y2/F0HzhZSgrw3W9aR4Ur57ZCmpmIKKtXcWnoOsu1wu517VwOrneT1wX6ahPk4ipa5QH0/tb9JgkVR9rH7t/YWuo1S6sd8Un0GlUpkonyuOlMtlNBoNAJjwTKTBPS1KpZLbqXp5eRnb29u5vai8ONZKig+GQT0Z64l1ulDWUMq5QFhQWx1EKj69HJI8NyQcsnqILHuWtEyobtYPzH/1glRYbZWKWz/XrFRPzPuZZewthlDsRi8v5KPZrGkWvvXzYgitfqGfh8+I0Oek9LssnrJVZ+q1phwnqVQAB2LUcixLb4r76RWxIom813K/KbJL88SxVlL0QigE+JB8nUB21lBaq/SkADsrTs+d0uXwWFmn9KL47gt+hjryLKxqy0uzaC6fIvcJ7jwDX9aR9TqLEvZWjMyKK/nmwXFw8zz2A+3Nh+6j9uRlfUVZyeyTsaQN+SwsRa6PTVFU8lw5B4gvOeb0swg9G1/5UnBro03KBb2qhX7mWdY5jF13lnNYJ3cMZx/j71wcmTKpiIVhS6USGo2GoxivXbvmlkuaF461kpIPTnakIuYOyHdCx1h8c1wsq1Onj/qWoUn1NLIMkrxWok9BZUWIEvOVP42iyoqQ1W79roWoBJNrpLDj7yGEYiuWAC4KqexBlvK05xx7hvI+Wd5J6FkA8f6t688aX5SQyk2XMeu+GvLopZdVZBv4POmx1et1F6aY1+TeY62ktLdDT2oaSkkKIX6XsBShjy7yla29tdA580JskIdgeVG+2J3vexYhE2uLvp9FCA/ZPr0KgnUsPWWr7lisTwsjvs9KSYUoNn2sRsjzk9546jpzuhxdhxXT8R2bByFa3KfcpJdWlKKyDDhpkDMuRcj1/CyGR5Yj67B+1+CWNkxLl5Rf6rOdBidCSfFGMX3ct+5XCrSSIiwvKgsl51NQFlLjHCnXIt9jx2VBTND6IK1r+VuKkCyibTH4rHN+l79Zyxr5lJPM1qJA0zSWVYd1PUUrLHp+q6urGAwGaLfbzuCz4lKa6rQ8S30NluCXY017qJrWtCi/LOCYSxWosbiwvF7L4JqVwSk9ptFohJ2dHXdd0yRMWMpf1snnx5UoGo3GBL04SxxrJWVRZSFqJHYzpRsfEla6Dg7clImH+jUrpJadhc6LDb4YpWKdrxXULO5JXoHhs9r5vH0D2lc3rV3fenSh+1ukYrKewXg8Rq1Wc3Rlyp5VvntApPQn33jwjWOpLH1l6nub9b6F1gSU7ZPvs4aP0eF+YGSSgOISr3T9MjmNSyXlTZDJgsLTvR588MEDHe/ChQvu//F4jAcffBCXLl1Cs9nEPffcg09/+tO56tIu5zSrThCWwLS8KN/kYR/9YVEZ0kLJ0rZYh7AUT2jS6DRUT0iYWHWUSqWJxBHfKh/zRqh+6/nzHGY+yb3NZD/U94cTMEmhhJZDkkpS95uiDR7t6fuUrZ6Iru+N1Q/0i89cx2lZD70CenN8SZbEul/6N21IyuvTkG3S1+zDrBVUzCDc3d1Ft9tFt9tFr9dz94v/Z+0blrzT/y8uLmJ1dRW33XYbVldXXVLFLDGTnOSv+ZqvweOPP+5en/zkJ91/P//zP49f+qVfwtvf/nZ89KMfxYULF/Dt3/7t2NnZyVyPvql60EyDVKEc432Bgx5arOOE/iuCygrVERLUqeVbQlUe41PevvrmZa36IJ+1JSSl4A15BEXTdHkRevaxfsF3nfmWYjhZ/d967lmo5CLGeRYjjV6n7hOzhu+6pcEgDYcU5DFyuI3H6uoqFhcX3VYes8RM6L5KpTLhPRHj8Ri/8iu/gp/6qZ/Cy1/+cgDAb//2b+P222/He97zHvzoj/6oWd5gMJiYrNZqtQ6UK+MDVqeJTeTVFpfvfO1FWRauhZAlnIqiBJzPm8oCK1YQKkcL7pRzikbIC9XUnjSA5Ds/y+eXQt2R5rPqDdFX8phZUkw+QyJWl6a5pUEm76nv/hJS6PquUz8T3zWE2iyVjfVf6B4XvSpMCmJKWcu62L2ZFvSczp49i+FwiE6nczw9qc9+9rO4dOkS7rzzTnzf930f/t//+38AgEcffRRPPPEEXvSiF7lj6/U6XvjCF+IjH/mIt7yHHnoIa2tr7nX58mUANzuV3KZjmvWrYgMoZN2HaLuQ5WhhFgPAt9pBapskfEJZ/mYpYYtSCnkZWrAVgWnK0orCR+/6vIPQK6W+eaX8SvB58bM2NoCDac+yrfr6+F3Shpqq941h6bX4FJhsp9VWAN7pH/oey3L0+JZtnzXkHFBJNct2+/pmHu89NEYYj1peXkaz2XS09SwVVeFK6nnPex5+53d+B3/yJ3+C//bf/hueeOIJvOAFL8C1a9fwxBNPAABuv/32iXNuv/1295+FBx54ANvb2+712GOPuf9CA2UapE6wzeIRzMtj8N0HrWxTKRqrLH1crJxYe1PaclSQt2/pvprqHR0FilBCGhrTQCqsEAtinSffZbv095B3lZXJIA5r1RTr/oSMplmAy7nVarWJ1X1mOT4Lp/vuu+8+9/kZz3gGvv7rvx5f+ZVfid/+7d/G85//fAC2pxK6SL3xFlEqlVxAVVpfMZc4BGv2vWWVaCvL8g58SH2g2krP0gGtY9nJ5TIrMa/IV2aW83z/WVTXLLwnXWdq22LlaAMlRYlLT0AaViGjSHoQ80DMMPFRZr52WmNJli3PSe3jPpnB55D6PGLguA6t3iBT22fFgsj6WQezMGdRp+8eyX2luExSpVKZyAcoGjNPQV9aWsIznvEMfPazn8VLX/pSAMATTzyBixcvumOuXLlywLtKhZwf5btJ7EQpKeLys+aotWAOWZN6kNBlZxt6vZ4bTNpdtgaaHJRZO4JPEehrTi3LwrQ0mq+cmMDJW08qYnEs+UxSvE4LMpXbRxUeBiwlAvjjbjwndA16TFj1ZWmfz4pPNUbk8bI9FsXnw6wNCMquaYzWrAh5nkxFP3PmjEuDb7fb2N7ensjGDOGRRx7B448/ntSWmSupwWCA//t//y++6Zu+CXfeeScuXLiAhx9+GM961rMAAMPhEB/60Ifwcz/3c7nKl1xt6KGldjiL4tIcu/acrLk+0vqSZZRKk3OqeC4VVcqEw7wdNCRUfb/J/6zP86Dhsno1RWGaMn1eKuC/Hp8XqTPpUg2jvJBKJeYZyXPylpe1zRw/qc9n2ud4FEDZkSW8YGGasSKNgmq1irNnz7oJ4JubmxiNRhgMBhiNRlF5HMpB0ChcSb35zW/Gi1/8YjztaU/DlStX8LM/+7NotVp49atfjVKphDe+8Y1429vehrvuugt33XUX3va2t2FxcRE/8AM/kKs+elH0pEqlUm73s9/vYzQaoVQqoV6vT2yp0Ww2JyY5yqVQqHCowLRAt+iMlFhEkZCd07LMADsLS5eRleabpp2pKCI2ostJpfJ8bUihe1mufBbyP0nzFEVThs7V5fjGUErygtWePLReqH2yvphxFzK+JH0Zm6As6wOKvSYfKEOkcqahXK1WHUsTaoPsXzHmIgtKpZJbKqnZbB6gJotA4Urqi1/8Ir7/+78fV69exW233YbnP//5+Ju/+RvccccdAIC3vOUt6PV6eN3rXofNzU0873nPw5/+6Z9iZWUlc11Ss0v3PK/7Te2/u7vrdry0Yk4hj8dHD/qO0dcya7AeGZuapg0pwi41VjWve1AUsrTVp+j075LetAwayzDQK+0XoQAszycvnWm1c16I3Q9JrQNHezsZzcIA2aYLZEVMofF7pVJxr1lk+hWupN773vcG/y+VSnjwwQfx4IMPTl3X7u4u1tfXnfUzGo3Q7/fR6/VylynpO4tSkGmytBjkg+EA1zQhy9b/FxVzSOmkqXGTkNXJc4rI7grBp7DkfZ4nsgoBS/no/61nIT1vSTH7IPtqUcJV9l0r5Tl0ns/okF58kW0EwpskSqUvf+d/8jepqOTYJHOinw0XXdVsyTxQFO1rlZOFUiT112g00Gg0MBgMMq2ik4Jjv3YfrQuZ4TctlSatE0IPXD3p0LJ6fZ6WpaC0Z2N1tBAVJ39PVVaxZBKteIvGtJb5YaIIBW1df0qCj8S0wtFnuPjGkBboWhHL8qz+mrp9R6i9gJ3MoRV1Cpvhw0n16EPIOwa5NBhXR592vy2NY6+kgJsWp14vLQ/kwNLKSisqvUq0PibkKuu5Mln49VC5/G1aRSXL0Ep1FgNY16dpmJTziTzPflrasgiqVFrpLNMyVCwaZlrDzII0tHx7Pul26n6r14yUyiSrINOMBMe7Zj98q1Zk9cJDxxctiLMgNVPZaltMaWelsBkX48Kzx4LumyekkpKLUWpYAy1WruVNATcfJtMw+Zm/60C3Jbx83pTVgazOliJQY//JMrRgIYVhtVcnXRTZIa14i4WiBIMWenmUTF5L3SrL8gRSyp7WICOYIFQul9FqtdDtdgEcnKcj6TUdE9F9R449eY6kybIqDX0Nun9KSLqyCKUSWhppmvLzGn9FXJNPmaW0p1S6kTjRaDTcChRF030zWRZp3vDRcEA+OiQmLCV3bXVarXx0W632Fi14pzlWK04tAHxUZ9HI40XlQUr7fQLypEAqbE7Y9MUdNQtgsQ++cwg5hopqe4x9SDH2Qs90lhRgUWXPO2bL/hJa2X9anBhPitZeyCsJucmhrBkL0t3XikfSYr7zeTy9P1qX+vpSO1vMe7K8OZ+XpoPlvpTSFAos9LsWcLodPhRJs8yKvgzBd9+lN6Up5FlCe81aCVnHyZ1oAUwsj6NZBF2G9Fx915aFvpUevgVrkq6m8a16UpiNkOIr+rnNs6+melHAjZXR9/b20Gg0nCdVZDuPvScluWmLOrAWhsyKkACVipLtCXVieYxUUjKTKrUtIY8t1P5Y23g9vLcxgeUri79LoZciAI8qUmjIlOehPQptEM1bacp2yWeUZaz4rl0baizbGkPyeGuvsWlpYJ83l+JRWQaD/OyL6x7Ws5xn3ZxLKmNSp0pKwLKCYorKB21xxax5yxKzaBDdXovyy6OgUo6LIdRWrXgtxZLqLWkvM69S0ufmiSNZ31OeXZ76UtpiWffWZoizFjq6b2ahx/Qz1ufFqHN97bwncnNMXxt020PIqnizoGiaK4ZUb2cWtLlkQCy6r8j+euzpPmn1TSP8fNlLKULN14YYFba3t4fRaOQSMOr1uklbZKW3Uo61qIMYBSOPk+300TohRW1ZsbocX1ssZe17Zj6PL2UApdAr1j1MOc53rDW49bUV5XXq+8SVWwaDgbkLrq9+7XXJHbP1NVmWdirNnmVFCNYtaXkZU7UyaCUrIvu47quh+6/305olbZvSP4soO4WpoUHBJIp6vY5SqYThcDh1W06EJzUrqijFarNoLN85wMGgs95qPIRpPIhZwKLxUmBRlvK79XsMs+oDWTBtG0LKaR6Q9LPcuwiIewkpBoqP1tSUp3Xd/F0nK8n/rDb5ykzxErPCMrxCqfuHidA9yToG5bOpVCqo1+tudfQirvlYe1LAQR5d39SsMSgfT21ZjzJeo3n8lEHNhAkpFFLnSLFjzMI6IywLUnZgtp3tZmq65R1lqZd1amtOW3bTDIBUS3FaazUPHWl5Tvo+zEIpj0Yjt0goPSnZJu2RsD3yM9kNwBbQofsh/9PUO8uTHpL2liyWQ9bLtHerT/muR0+yl7CUuPXs5HJtqZ73LBHyzPO0Rz6fxcVFrKysoNfroVQqod/v5y6XOPZKysrokzcky3IxMatLvltehKwnlm3EzqEtV0tI8V0riSzQnTGP4A0JdUuo+M7XSFE6IUvZ931eiCk5IJ0WtODzLIoUcOy/u7u7GI1GE969z1PxtU3/F/JorHbI9xD0mNDnW/feR6fq80Lz1ax776Pp5T2w1hYt8jnmLct3XupYGo/HqFQqWF1dxcLCApaWlrC4uIh2u41ms4mtrS10u91cSWvACVBSwEELXyNl4VmfJWYdZ9Wbp81sj1RUdJtl22MPN7VzFsWNW9aXtKABO/Av3/W51rEpmMar0gI4z305CjRjUWAflEpKe3LA5LPNy1QAB71ZOZ5iVGPIy+d3DRlDtWDVze8padUhw1Qrq1kpqsNCuVxGo9FApVLB4uIiqtUqdnZ2sL+/j8FggH6/f2sqKQr61HhIbJ06KohWq+Xc1GaziVqthnq97jJXOp0O+v0+hsPhAe5eQm5yqAeVzJzr9XqOYuHMba6DxTZJ6sWiHmPII8yznKO9NIvyCQkbH7RQi52fx5uyPMxpKRCrjlRlmPqMixBu0nOgFyWVFHBwlXWfwgrB58FoWJmu1viSFJ/l/cgMQVmX9pik4rKMTmmAWUkU8phYW3meZnrkebHnadG9pVLJzVXy7dRrKXOLsbGMzxhke7gS+tmzZ9FsNtHv93H9+nVsb29Hy/HhWCdOsBMyo4SrEue1qgm9GoSsL0RZ5ElBlXWNRiOXYaWplqImyBXlLYTakiKE9fcUOshHhYbqz0MhZrlHKVRf3rJnDU1f+6ZEyHEghXlWyjKFMtRCPlSX/C/GksjPmnmxPLjUa/MxOFqe6Hp0Akgsxd6qN4WOTWl70ceUSqWJ9fymTUk/1p4UV99dXV1Fo9HAcDjEYDDItemWPMc3a1p3yNSOHBPAMjWWdItvDawiKLs88ZGYV5XVUwvFBXwWd95rts63BFcWhCzOohVRjJ6aBjqjT1vj2kNIMcR81G7snJj3KttkKSX9v5Xubj230LhOMYR8v1ntDdGBetuP0HOnIVGtVoPttOqx7nMRBrBEkXOljrWSkvu+TDtPCrjpmemZ7tp61JaY5KKzJGpIUFiQIpRUoa+tRQnDLGVZnTpVyYXog5hHkofCm0ZIxsouqqw85acek1KGNIysqRA+ZeWDnieU4iHnaXeo//F/GeOV7ZJyQ8Ki5GKGU8qz9inXvCuZzxuxsRRqZx6DRePY033ApOtbBKzFNfNQHKmQA4KKKhTrmgdinSrL/Sj6nqXENmaBLM+/KMGsFUbRfVB6UqGVT3yGmkWX6TYW/Xys+IoPPmXko9BDikPfm6z0vm5HKIMwFUUbAD7E7nWInbml6T5p3cUecooFwxvJ2JbsxKGBKctP6biWtzUe35jxz/pGoxEWFhYmBIcMsvqsm2kFWN6OZHVSTXMUSS3kLUNSPFn4/1m0xVeX5a3PAjSKRqORSwIqwgPUY208HkdjxRx3PF9vecNjZLlEirCPWfop1y1Xr9D1piLGJuQ1TKdVVqnjITSG5b2cxvPUOPaelLbgfA85JW1WWlchTyqljrzgAE21cPPA6iSzsMgsJV5EWYeNWVBYwPyvkYrBorinFXiyjjztSjmGx/lWdZC/WxTmYeEw659H3VIhUZZqoz8Ljr2SAvLdeJ29RHBpD235ZVFQIWUlY1eEHHBUTMzyI/UnVwDgORJZaaCiO2sW2m/auvW1zpJynLU3Y9WX14vK2gfK5fLEEjZyNesiIKdQFOWhA7ZS0r/5UtSzMC66zlklx1gZlalINSiKpolTy9IrpOcx5I813QdMZrrEbpym2XSniNF9mg7xcds8Ju/gJAVTKpXQ6/UmFm+0rj8PQu2aRqD7uGnLoEgdXBZ1MO11pwickDL0tV23LcTV+87XdGSWOFgqpBKkETQcDg8YQ3mgLWmrXuv4lDKJ1AxeeZ0pz14uYqv/y0IRp6Koey0ZoDzZzUD2cR+7HzT4l5aWsLy8jL29PTcfNAuOvZIiirAStNKxArS+IGwuNzaQCcjJlcPh0Fm503DWElkFpzwvJVBt1SPvYYi7tsoKcdwpsNqcNyaVojhC9yl0vjxvHsFwGnfSe+fnIuAbG1n7QVZoa90as6Hffd+PGixWBphvVmDs2XGaEL31rAoKOAFKSnpRRSkqzc/LeqTHpi1e2Tl8ywJpWLGy8XjsUoL39vYcJcMJcrH5H6Frmxesupiq71vnLEtZKciiUEP1yueirXHZNtkfYspI/y/fi6ZmLJBK7vf7Eyue6ISFvPElH62jry2Pl6znEeky2L90goPVpixGwVFVWlZftI6ZVZ/y9XF6Uo1GA0tLS+h0OhiNRpnLP/ZKiigqMKqVlCwzJDx0R8kzuDXVYM2d4nFsp8z0i1n3FmYVxwoJEImQsjpMoaDvZ2qMKIs3ZNFJWeInecHyueI5VzqZZfyt6DKtZyPvtzaEeM1yryvLuwfyz3U8TKQq2Xl4WPpeMi6lV9lIxYlQUlmsz1gH9CmpVI8tq5D1eUOyjUxNHw6HGI/HBwLbWTvfvKiAUF2SUtKeaIweKqpNqTGxEM2qM+LyxJJkPbquWQj38Xg84Ulxvb6YYsxLy8XuSVHxUW0YxhRNiMbPo6hmEbOKQfe/ouovSqHRm7rlEydCnc1CqANacSkpPKTFyeM1tZDqRVluum4bZ82Px2M3b6parU7FnxdtUWWlHeUxe3t73tTnFE8k66DUFrhPIcaUhqQC5SKlWeNcut9IKmsWCoqe+WAwcKtThxYmtcqI9WmdcDTPGElW8H7Lvsf2ZlVUR5UOzAorfJH1XF95eXDslRSQNpk3BTIQacV8tAAD7OQAK87AY614TAi0egG4rZiZ+afX98vSqQ5LcMh7Ygl62T7r3FkKAq3AQsaP7/nr32L1yLqyLm6aFVRSVFT0nnzpz752+J5DKqUcElqzunbLGLGeg09A+2jrlPaG+kNR1OJRVJCS6uOLHlUWmX2slZTk7kOWZ9bVICTdJy1dTfmxgy0sLDgPS1veTAmVZcrArg62y1gT6x2Pxy49mIHuxcVFt60HO4LP3bfuS4x2mQd9aNGbep01S6lZ7c3bRp/CiNF8oboZV4zdT6ueWcVCqKAGgwGGwyF6vd5EyrlW0CnlFZVsMG+aLPX6fFNUUhVUyjVZBlpWBZjiqYQUbsgAS4l1+9iJSqWC9fV1txEiAOzs7GBhYQGbm5vo9XrR6wOOuZIiYtQIhX7Mi5FKgMfyQdXrdZRKJaeM5NItrEN2Fv4ng7Ux6KC71XlYL7Nk6FGVSqWJyZOsm8fIMnzl+9oyDWSn9QlqHfuTHpZut2yf/i/Vkvf9L/uRLw1b1xFal8wn+H2e9qw9Wyqq4XDoVVBFIE9sJKuSjNVvwfLWrXR1XX8RK8mktCcrGH4olUpu/zlg0ngn8oyNVGUuoel63mN6VXn6xrFXUtryjd3YkKXKwVutVrG3t4dGo+FucrPZRLlcxnA4nJhfQugOkuLG+ygT3zVIYc+11mjZsQPIlTKsNmhFKJHSqX3Q52YVNDFlJn+X3qfPisvS5pDnJL1cCentxSxZqx6gmAVGY+A94rUxo8+3Vl9qO1IUge+YrHG7lGPm5YlNS+8RsVVpUpI+AGAwGKBarWI8HrtFCCiXQvPdZtHfZvUMCjcRvuIrvmKCuuLr9a9/PQDgNa95zYH/nv/85+eqa3d3FxsbG1hfX8fq6qqjwHRiQZGLNnKw+6gAeU6WlMtUJastd3pV3Cl4NBpNDFxpxUjBmtKeLNCCWt+LlLqk8JZrFtJitNYz1PfMMlpCdGeM2tP3UKfT6rUefTSfbK/uP9N4UqFzqJS63S7a7TZarZabE+VbZT/0vFKfqUXL+u6N9fzywtc2bcVrOkufp8vQ/cznFejvso9oyD4gz0tdPcd37fOkTeeFwj2pj370oxMa/FOf+hS+/du/Hd/7vd/rfvvO7/xOvPOd73TfreV+UrC/v39gkqvOysuLLO6xpganKT/lPJ09JedTWQJCn+tb9qUoii8PpGdk0X3ye2iGfYx2S/ldw+ct5fEIfPGGWdx3Se/RkJHJEkUi1O9SkFdRyWcf86R9zEUexK7XiqtakLLjpCPGOPhQuJK67bbbJr7/l//yX/CVX/mVeOELX+h+q9fruHDhQnKZTJclWq0WgMk0YJ/VPM1g1NaJtr6tALk8L6/g8Vn/2qKXiRi9Xs+d12g0Dsz10tZjiNqSx2dBUQMt5PnweoHJrROs6+R3/Zx8AsYXO/RZqbHrlddhbT1RhGKy2sR+wFTzTqeD4XCIbrd7YGNDi+K1PMEs7YkJo5hnC9ykvHwKSD5fn/dUKpXc9foydnXb5di2yrbarr0nOcZ8HrqENQ5njXkapLI/ZGFziJmugj4cDvF7v/d7+KEf+qGJRn3wgx/E+fPn8fSnPx2vfe1rceXKlWA5Dz30ENbW1tzr8uXLB46RHWtWVqlEivILueC+gWpZ3US1Wj3wqtVq7kXFpTMRdVv4kts08BjZ9nnDR9X5vA6L/tOUmkXLys9yAMVevnJi12QJoVkLCPnsdbr5LCGvTfe90LGpZadAGmdW//b1gVSl4nv21io1eSYEnzRQ1sg1/I6MkvrABz6Ara0tvOY1r3G/3XfffXj3u9+Nv/iLv8Av/uIv4qMf/Si+5Vu+ZcJT0njggQewvb3tXo899pj7Tw4In4WYFTHl4rOGZyXkWcfCwsKEUqrX6xPKirESKbh1e3ldOpaSx8KZNUKKXL+kouL1h/bisgRVFiWVCln/PAWQHAtcUcLy5mLQQjd2bshQzHIPZzV3KDZGY8/K5yVaCioL5mG4HBbkGn55lNRMs/t+8zd/E/fddx8uXbrkfnvVq17lPt9999147nOfizvuuAN/9Ed/hJe//OVmOfV6HfV6/cDvmtKxLO9pJ8sVJbRTBZ20ACX9VCqVsLi4eGCJEd+imTKVW++NJQeajgXFaED5W1Zk8ShjiB1jeT4682wWhoRFCacIIJ+xkwrtDZAWlXuS+c4LtS3LffYlj1hl+Txk2f+mNTStz/I37fVlNXB9/SnFIytKIU2bxl7EuI6hUqlgPB5jdXXVZU2nTssBZqikPv/5z+PP/uzP8Pu///vB4y5evIg77rgDn/3sZ3PXZXW0WSFlQGtrK2bR6d98ljwTRGSSiF5EUwqpLEqRn2X6vFRe2kqcJ6fNOq0262OkoAgdmwe+a/YpKB9dGYNlFKScA0wurySXOwoJ/izP0if8Y8H/VCVdtNeZch9Tab5YPfI+zst7zjIPc9bw9VsaiJRdWRNFZqak3vnOd+L8+fP47u/+7uBx165dw2OPPYaLFy/mrivkSU0Dn5KRwkgLRXmurx0h60fGi0qlklNICwsLaDabB3YN9qW36snFvmuz2ubzqvQkYSLlfmfplPLeWfGNkBDXykl6FZbCzavEfNcs+6BMMU7xSCwaOdY+rQyZqj8cDt3afFxWK9SGLAaNTzmleMoh5Z3VkwlB9hHftcl+kUepWHIhj0d2mMhicKY+X+tYHWbIgpkoqf39fbzzne/Eq1/9alQqN6tot9t48MEH8YpXvAIXL17EP/3TP+Enf/Ince7cObzsZS/LVZfu9L605Wngs5D1b9NAeky0OsrlsqP2OD+Hn0MDMKQEZafUwloPbH0sP4c2YMxyH1KFpqWUYt6GHiw6I1BeT0yY6efr86a0FR06Pi9kGylgGXvjJplc/mg0GrmV8/O2IWZsZZkHKN/1tRRxj0J9xGIDfG3MUpd1zixW8ZglUttqjbl5MCozUVJ/9md/hi984Qv4oR/6oYnfFxYW8MlPfhK/8zu/g62tLVy8eBH33nsv3ve+92FlZWXqeudNP8mHRu9FIqtgBQ6mmcs5YJLmC8FnlVvXIM8JcfdaebGtMvalr8/yaqz2xTDNQNDnWcoqVK88R5Ynyw0ppSwCIAafJSu3f6fnJFc3n9ZQs+6/pexjnqA8xuonsxq/ljEm25OqVHxCWh9zipso4n7MREm96EUvMhvXbDbxJ3/yJ4XVI4Wf5d3kgY7x6E6oA+FaWem2xb7Lc6WCIn/LbBhN84VgDXrf/bAUiK+tIXrD58nq832KKyumoelI8xCagrCeuU/Qpyok/V9eeo1KhyuNcLIu08zlZ9/zyAPZL6y5QJbBo8cnP+vrmqVyCnlSKfdH9xddplXnrYTYsyvifhz7tfuIomi31Lr4rumXvNBCQCZGxHh/2aZYm0P187hYXfI/DmC+y7hVyDPzfQ/VN6035fP49EoWKc81i7c0TZ/Uwp7eEVeR4IRdncmXJ908T5sIH43nO2aeCHlSKUhhQG5VpIxLhjDIDC0vL2N5edlNMI/hRCgpbc3Psh5f3b5jfBa6Fpwc+KT5JNUH+BVgTFj64iR6gdSYNxgSQlK5hig9aY3qe5D1uVntsagkfU4slpBSn+/80O+p0P2FA5xt4wKxXK2fSkp7BbMaB5YXBeCAZ5oHs5ho7POksoJ9J0UZ62kvs5RJee/1rA0GORblIgNnzpzB4uIiqtUqrl69ik996lPRso69kpKdYRadXMZf6vU6VldXUS6X3X48kjYIUUa6zb7Z6dx7ipawXMw0xuOH4iRWG3hdWkHpAen7LK9Vl6GF2Hg8PrBSfBGxKV+dqQLJd436mNSYRZa2W8fo9729Pbd1zN7enltImCuZ8/fUduRFyHOSn6edt1NU22fl+ciU7xSa/7CgPXDr/yLvdchos+5Rlvt0rJWUtmqsibu+tOmUsvXgq1arWFpacpQKeX8pdH2DVFNNWlHpuA6VFY+XL62gfN5SCnzKylJcoesKdTp5DfJYPRerSNovRVFZgtYqv+jBnDJAeQyVFPvcYDCYyOI7jHXfrLqyKqeQ0isKsfucVaH4jDfZr/ld096zei5UmpaRKLftsJCXwUih8fU50+BYK6lOp4NGo4H19XWsrKxgPB6j3W6j3W4DmFQ0qStP7O/vo9Vqod/vYzweY3l5Gc1m05WnywUmA8Upgt0ntC3KT75k3T6qJQWWN2KV4VvJWbfdN9i1UpUKUC4OmzWVPSRcsnpQVl0pzzBUVh7rWh7DCbi7u7vo9XrY3t52SkkmToTaUSRiBog+bhpvIo93nQLfM07d900+Vxl71UaWLFeWnzIPKwsDIEFjmUlWzWbTed0xTEu1s4y8ZaXgWCspucIx5xYVMft6d3fXbQmfqgBoPWnPLYvlzDJkWSEaTtaTCqsT+doovSwdc8gijGPH6VT2rO3Pgmlpu1lAPlO5MC4pPSZIhNYinAd83pIW2vNqi+8++NpgUeQ+BiZWpk9RWcfLOkKCPM+9k8yMb7zGMEtPrwgcayWV6rkAxcartCcjlYqc6Jr64KWCkp6TVFSaX9YeSNaOb3k3PmiFqylCS3hZVrWuk4ND04xaYVkK8SgNKstbDB1rfQZururOFPJer4d+v++y93xep9WOWcFqM3/3jUfrnuT1GiRCwpj9ShqtlpKSHo9PifE330IBKau78MXdtA/D6501ZnVNx15JaWgFMo/6tfckFVRoMFr/ybRzawkRGbeSv/mg+XMr3hJTZD7oQWtRf1oBaVh8fkhhaav1qCirPDQVhRbTx5lazrlOeqfl4wpLWVneTBYh7lNOVhxX07E6y1QrWN/YjXkolnLTn6dd8PowEHMEZt0/j7WSkpjnQNadWj7EvGsIWlSf3kbDQmodWbjwkCILxbP0un8+hRWiRjT0tVsrXBwVIZ7aFn2v9/f33XYazN6TE3LlecdFyFleM8ExYq36kaoI9DkaenzKMak9INkfff0yxjTosvLGJqfBtJmVFg7TMyOOtZLy0Qv6PeugTnnYUlFxYGWl+WRZukyfVwLYKyyH6kzxOmJt9nlcUmj44laSJtTXpa/dd13aIwTik2xTUeRAzHKvx+Oxm4BLD4pxKJ25x9VG6GnMM3FCPj89v470NrNRrX5rtTE02VuOp1ibWJam3LQnZVF5jONY51rtCrVBfg+xE9rQOCoGVgpiIYVTui+CvAopD0ID0RKq1jE+KyukpGS5vu+hNvnqzgN9fbpcS2FJISehPRD5PWSdpgSj817btPfIer76OeiXFPyyDNkeXrPlcczSq4wJ3hB8xpZ+5lnbn/U5+cq2PCHrXJ/xJBV4UeNrGsQMhTw4TGV6rJXUrDW4DzJJwtoBVwqdLJ3W8jD0XCoiq3KSAiDvQArx0T4Boz0svQSRVshWOZqKkffaygzMQm36rmdausYSwAT7C1PNeR3ceZmbxGnvfDweYzQaeY2BoqDbnoJQ8owsV9Jt2mixvOwYpSuVBNuh+1TKWLEm2EsvTLY7puwOE/NUTjFDrCgcayUloS2doqA7uqT4tOtutclnRery5fdQOm/WhImUY+X/eTt5Ch2oKRpCL7WTYglqz5NCJKasUsrNqsxD9JAl8HXbqaD0vZFzoqQx5Mv0m6exJp9TrO9o402ebykqAAe2gwkpnFDfk/co9CwtqlIqp5CCsmg/WZ9lfM4C05Ttu7+x31PLIdifs4RFjrWSOky32urQ8r8sAsMSyod1bdPQFSEL3EfxAPY8mzz0UlH0X8r5ebxj/ZtMeybFx6kHvH56W3LB2FkZZHnga0fMOJPgqgnWuTpzNi+1mKqgsrRbH6eV7jyov6IVYVHttcYQ+23WLWSOtZIiYh2pyIwo2Zm15euj+HyWVqhsiaI7e0hwFoUUmkAKEP18fEF4TQ3yXdN/wMEEE+0lhRCqV1r+qQFwfS6FGak9OVGXn0ntcVCPRqOJyb7EYSksn5cYMlCsdvMaZSxOP2M9j8kaz/RGJU1nTWGwJvz72i0915T7IRVVSGHOKksz9BxSkOIx5THQ2Me58jmnV6TgRCgpYHZ0n4Rltcj65X9FtOUwPcV5IuZdyf98lnHsP31cFm+LA14KUa0Urf4n65UenlaUUklpZaWpvqPiQWVFjJrWzyPU9ynkY/VRwWgvPUXw6jhUDD6jZl5jeNZ1TctOADf7uVw9JQUnRknNGqFBlOXhhSx5y0uT552UpU5CnqH2rnzrB/K30Hcd19B0YMqg1tSTNkIkDac9anm+TBnXimo8Hrs5UVIpyYWM80xtKAL6Pln9PsV4058tyAw5/dytZx/qQ/IcSSfG+ow8N2VPLn2+pg59RqvFAuTFPJM18ipCqaAGg4Fb6isFJ0JJxSzMPG51Ho9ICydLEMp0bNm28Xjstv5gHKJarbpz9LqAqfRh7JjDQkqsADiYDWghxsdL5aJjHDHIekejkXsOHGDa05F0E9szHt+YDyUFoHzu/F8nScj3er2Ocrl8QIHxf5ZVBHwGgTWx2kq7Tn22ElKh6Hbw+mLzmbRnqv+LKVOrDSFYBoz1soxbKuIiwxASeb3uVEYiT7mLi4vumgeDARYWFvCFL3wheu6xV1LaaiqyXEm76MGh19aLxTr075KKkEFhDq5arRZdeDUrZXXUFBUQziYKDYqQIIz9Zj0L37nyGdF44L2kspAxIsuC1i9J3cnf5Ev3aaamUzmVy2UMh8OJeuYVp0rxaq02ZBFyFt0rYz1a4YQUlNV+3UbLgLCuwSrDl3gRoyyLfEb6PtCoiN2LvG1LZSJkmdVqFfv7+6jX62g0GhgMBknnHmslpTubdWPzWCoMWm9tbbntEjY2NtwGhMvLy05gDYdDADApGUn1aEvUeshScRWtfI+igrIg74v8rFPWNXxWsh5wUiFYCsQSVDJbq1KpoFQqYTQaHaDi+IxlOjmhg/XaqLHmRMnf6vW6W5mf9VYqFddXZSwrlaoKIUZTyXbrfq2P5edQW0JjVwpe6zdZhi8xw5dBynfLw/WBz9miomNGZazsrGCbmZSwu7uLRqOBhYUFLC0todfruf6RBSkKKKsRYt3vFBxrJdXv97G0tORuzvLyMoCbW2zT4gTyKSspKAiLb/bx41lpD8uqlr/lpQeOi4JKhSUYfd6T7z9LEch3KeQplKrV6gHPRT4nuRoE6+d7LG6g6T8tOKvVqvPemQnHyeTVatXx/fTsKJhlv8lL/1if5wHL47WMlpRz5W+++5CqoKzvmk1hW32xJ/43zbPR7UjpZ8cRx1pJdTodrK6uAgCq1SrOnDnjXMrNzc2JTjfLhTlD9FHWMnxKCsivaK3fUq0eiaIpHX28vAeW1emLQfh4f/mfz2vVLxnzkW1ZWFhAvV4/QOPFFJWc9O0zZvT1yO+sgwqK3hMVKdvKV7/fdwqW/1OhMeV3FkaLj/LW1zvtOJxV27PCSuqRfYPPoFQquWkGup/K+PS09J9FN87SOJ1n+OBYKykLRVJkWcvVdESKIrCoKAATQlPGvoCDAz1Ph/EdHyrrqHhk2lrUHqu+9/p3UnKaVtUelfwsz2GZ0nKV36Vi4mcrfV3Dp4R17JPtZvbiwsKCi1fRuyI1SA+MtGCsDSFYgla31boO+Xvqtc8Ccrxpo0FSupZnI9un96jS9JWWAT7lXeR4Yv+0dvAuyjjPY9wW8VxPnJLSmMYLCZUXO0YGeYHww9JWGM/XcYZ50y0nFdLq1ALEUlaMKWr6RsYlpALU3pO1JpwPlrDX9cr/x+Oxi5WyLRRUzEbksXLi8DSKKhU+CvYoQI8nabCEEIpr5ckKLApWf5yVwT5vnHgllRekSQC/BZTaAbIGIWn1UgBpukh7UVYZ0yAU4A3VV9TgSylHC+2YEtADNjVGJKk/aUFXq1VUKhU3TUAKPWsSciqy0IE8nhZ0tVpFvV7HeDx2+1MNh0O0222USiWsrq6632UwPdXwonJjYohcYFm2xxen4Tk6W3IW0ApIrw8o2yk9cV/MKba2X6wN/D6L6+Xzr1QqzoNmHyiyvhRZk3KNOu4bw4lQUocZLEwd4Npyj5VHD4oUzu7u7gFrSSOl/CxtyIIsiiX1f6utlndq0WRaAOWN70lKz2pr6D/dpizIq/DZz6RxA9yMocit6WWiRZbgfUghW+23jLxZelS6bdqAsZRRDFYGo56gretOHfNFQNLKek5e0cgrY+TvWfrbiVBSEnpwSB6/aMovxjVryi+lXJ7PAUDLkwJHKjwJOfhjvH/IUwp1nFCdRcLyiixrN+Q9yevgYM27UaC11ptuiw8+rzsLt59H0NGqprfHMcAswIWFBbeOGu+LJTh8sSarH/I+x/qZvJ5Uoym1j/E4axqArwyrDfI3rXB0X/IJ5HlQm6yHSTXsq1kNj1nB13/k3MIYTpySkpiVFaMVkfx9WkgrzeK7S6USer3eRLaXtA6zDI6YxW/9bymNlHJDv/ugJzrrxIVQ27VyCFFLMVozdFwKLOMhdP+KqFcLWF3n8vIydnd3UavV0O/30e/3HQVo9QHdF63YjL5GrYx4nGybzGyzPGB5bgxaQWmlwrHiu1cpZevjrXO1YToPRaEVgI5nF4VQWamsEj35drudVOeJVlLTYha0mAU974dlUyAwFsDYyO7u7oTVpJdNinkioWvIKhBSrVwfbZblnFQFLAVq3kFl3a9ZUSdFWdw+wU4PnJ9LpRuz/yUVKC1bS6HrNsqY7TRtLIrhCNGPsj/IPpRCWxWBWdGbPoXr896PAmgwDIfDW2PFCeCmZWe590XDV36KVSw54izcPwUGYwfj8Y1VLhi455putVrtwFJNsk0+6iOmtDRSKRQLWahPX92xZ2ApKB2PyoJ5DHQtxPJ4EbHyWRbL43wrJn6USiUXA+WYSqXhfELfGhc+5mGafiWvSdcvFzGNeWmSOtOKM0al6/ZY48r6LW//0u2WskXP3SsSIeM0pd/u7e2h3++j1Wpha2srqc7MGQcf/vCH8eIXvxiXLl1CqVTCBz7wgQMNffDBB3Hp0iU0m03cc889+PSnPz1xzGAwwBve8AacO3cOS0tLeMlLXoIvfvGLWZvixTy4YF99vg4q31MhqYrd3V0Mh0O3D8tgMEC/30ev10Ov10On00G320Wn00G/359YaVguREpKR/6uLemskJ6c75XV6s5CYerBrgfrPJGFUkw5bpZKkgKZWYG1Wm3C2IkZBFL5h2g9fW5eJZzlXuh6fF685TGGvP5Qe2Ne96xoN8m4cFzP2rjy0fypbAfbmYLMSqrT6eCZz3wm3v72t5v///zP/zx+6Zd+CW9/+9vx0Y9+FBcuXMC3f/u3Y2dnxx3zxje+Ee9///vx3ve+F3/913+NdruN7/me78m1GCJQTHZf1oeqH4RvUqcuP3WASkHAjKzBYOCU1HA4dMqJr3a7jW63i263i16v5xSVVlJSefm2JvcNXnm9cp06ec3WK4ViyRpT0+X5PNVUizWrl+tTKHk9tlkJllBbS6WS88ibzaZTUjL+l7fdlvGg5/3loYElJM2nlYSmOPV/mgaUZaYqI81ISGo1K3MyDTi+qaDmVW8qplHamem+++67D/fdd5+3Ib/yK7+Cn/qpn8LLX/5yAMBv//Zv4/bbb8d73vMe/OiP/ii2t7fxm7/5m/jd3/1dfNu3fRsA4Pd+7/dw+fJl/Nmf/Rm+4zu+I2uTAPjpq6znZ/lf1qkpFcuijHUcafXLzs5z2QHZIQFMrCJAhcB4VbVadSsOVKtVjEYjdLvdieO0spG/6cmo8roYR5MDPKaAQsu/8PfQfWYdFtUh/9f3MgW6jDz94aggK1XGZy53x6XX3u/33bGh+yyNFb3iglZC1uRmSbGlCq+QgtK0ojYY9XhNeebaM5NJPbpdllHg66v6c1ZI2VAqlTJtKJhSdhF9nde+uLiIpz3taQCA22+/Hf/7f//v6LmFTjB69NFH8cQTT+BFL3qR+61er+OFL3whPvKRjwAAHnnkEYxGo4ljLl26hLvvvtsdozEYDNBqtSZeFuYlONixK5WK21JDDgQpzEOxBjlYfJ3K9zs7Jl+c80IvazAYOEqQL+mJ0ZuStJ/2pGIWmV5f0PeS157lf+u+5UXWvnFUrNCsCiek5H3GAfsu6b5Go4FarTaRXOGj/1INMEJ71Vk815TyfMeG2h47LhV5Yq55+5muR3tS86a5U1Eul9FoNLC8vOwWBI+h0MSJJ554AsANDSlx++234/Of/7w7plar4cyZMweO4fkaDz30EN761rce+D2v1ZwVVnykVCphfX3dWZr9fn9iBWppUcp3bVXyP93B9TX5PBBCdkyu9ycnAJdKN1cmIJUjv8vfpBelBZ9FA6be/1Aml/bKdB1ZEGqPj24NWb9FIha38B07DWL1SEVEJdVut7GwsIB+v+/6A7elscqXnrUul/BRe7Kf+ZZsSrkXVgxSx9dSnrH00Fgmy7CuT2Y6prAKRUPHoIpMmDgKjMFMsvv0haW60r5jHnjgAdx///3ue6vVwuXLl9Hr9dBqtbCysuLqrdVq2NjYwN7enovPsPys2N+/sYPkeDxGvV5HvV7H4uJi8oOTNMIsBJ6GrEMqPw4iWjGMO9BS9lF7vIZQu0PUnfwu22RBtleWIQd9nvtXpLCICSBf+yS1pI/P27489yOVwpSTgOv1+oTxEwrK00BjWRabINuftX0xWP1LGyIaPqXJ9qXEy3zTR2LKNmYkhaCf/1HwnHwGIP/ji3H2Q9k+/sKFCwBueEsXL150v1+5csV5VxcuXMBwOMTm5uaEN3XlyhW84AUvMMulgtDghDBO0uPAajQazsPp9XoTHS7rwxwMBm416f39fTSbzcwUjO6w+nMqUugRWa4UGsAN4dNoNNwGelJJpbbDR6loD0Ffa8yDsJRrioKy2sHnnJUyTBUUvudnneu7T9PGIOR7kcYPy+JYqtVqjkpi3CoEGdfyecXWeOD1ZB2jKffTUgxWv8xiEPm8L6vPybidPF7LpWkVla53GkxrVPvGgty0M1VJFRqTuvPOO3HhwgU8/PDD7rfhcIgPfehDTgE95znPQbVanTjm8ccfx6c+9SmvksqKoj2WPLy5jyK0rMuU9vqEsQVJV9AqpgcFYEJBpdYdi1H5/g/FmkLIMrdJx7akkMtSJ5D+XCwP07Ie5bGpXkZK3b42pLY1dvzCwgJqtRpWVlbQaDQAwP3GJAl93/nZWu3AGgOhay7CS5QUnTU2NWsgPSAavdpYsow63/OYxxQI6xlkHWsxr7YoNoIrTTz11FPY3NzE9vZ20nmZPal2u43Pfe5z7vujjz6KT3ziE9jY2MDTnvY0vPGNb8Tb3vY23HXXXbjrrrvwtre9DYuLi/iBH/gBAMDa2hp++Id/GG9605tw9uxZbGxs4M1vfjOe8YxnuGy/IjBrai1LG6ahdYB0LwCY3GSPc2AoXKzMPZ/1WCRNNg+qk/WEvgPhLEJ5TMpvvnNTrPosVvthgAYOGQR6AaT8APsa+FlTfyHPW/+exbPweZM04PLe35gxqdt22M/Qd58Oa+xZIM0nE7lSkFlJfexjH8O9997rvjNW9OpXvxrvete78Ja3vAW9Xg+ve93rsLm5iec973n40z/9Uxc3AoBf/uVfRqVSwStf+Ur0ej1867d+K971rnflWmbFQsxKnRa+B5/H+ksdhD7I1F+5np+MK1DYyN8Y5La8niIoqRj0AE8ZTJYi1VZkShpzEVZ67HifgpTB9mmMglkKHnoM0ojhfDu+SqWSW52C57BdfE6k/uRz0Qk5+hnq/0JJALpc1qWPYbv0b/zd19+1Z+Qz6kLPYt5GiI/lyGqUpf6fxVsbjUbo9/vY3t7Gzs4OOp1O0rml8Swl0YzQarWwtraG+++/H+vr6zhz5gyazSaWlpacEH788cexs7ODq1evTgiuUEq372GUy2Wsr69jaWkJGxsbrrPKJT7kCg8akrqyKCEtEKy28V0Parm3D5UTvSYuncT/dKr8vGEJgxDFIydE++6PVE5aQRXRtfNSUPp5S3qJ/2ta0vocKn/WiorvMoYwHo/dRPFer3dgUVpLeMv+ZtFlPsMixfDQDILvf1//iVGPcuIxf2c7rHlScozqc+XSbbofFJWR5ytjHn3FB3rWrVYLm5ub+PznP4/r16+j3W7j+vXr2N7exurqqvf8Y792X1ZYgdksnYOdTnPt/Owr36ekUmBRCyxLTsylcmJiBN/lttKyPfNGKuWjEVLePm/wMBUUj9fn6N+sCaGzpF2zQAp/Gj6MNVUqFbf2H9tnGWdamLNcfY3yt1AfSWEe9DlWe0LH+I61lEtWzMuwOKqQdB/nbKbgRCgpLagsN90aMDxXfo65trR8tLCRCkrOr5Bti1lyocwmOZDl9S0uLrpUYe01SavVJ8iLGNCzgC84DdieZdbVCmKIKShf6rKE1Se1sJMUlXyPGVLaUNK/FQVZHp9JtVrF3t7egfR0X3/SVKDPIwqNE+s4lm09K593w+uwlGIWT0tfX8wjO8mwxqZ1/+mR39JKKtb5LaQODlmPxVPrYG+oTSntCrWX9B4nXzJVmMpJxqlCVvlRGUAWzWcJG4lZKqgYYtRS6HtMAAOYMHRmoXimAfu6pJdlynnIKOOzyjpxWxoEKffEpyhTjFDf+bHj83pWh4Gs11kUaLjLlW5ScCKUlEZMwPmOD0ELRBkr4aDVHpbFZ/vql/RKyJsqlUouDVimljcajYkYDttsfT5KyKKg5uFBWZDPMDSvLKRQQ31AGxIU4hZNdhRAI6lWqzmabzAYJAsdy3gLGZjWKi3TeD2x/7J6ppbyS23fvJ+pTyYUpbAsT1eOVe7mwFhmCo69ktJUSVYFlaUeSfVJ6k1Sa7pdckkVwjcIUixExpxk/EnP59DtznOts0bMYo4pqHnBonUtOjm1jCyQmYAp8YzYfSkyJsI4KGNTVKzM/Iu1I/UZagVOBSmVuM4K1kaBHov6PlgKM6SoQkqWfSPlWcwL8/aYWJ8cs9PsFHzslRQwvweuaTzZkVPotbzQ2VG1Wg31et2tch7yoORvR5Xey3OcFbeR50xz77Who71mH21X5LPXwk4aRtOUX0Q/kJSzXBsvVUCzHbK8WH0WRUVlpRWKVbZWVFY7+N1n7PkUlm6rhXlk1B4lb1tCGvh5JjefCCWlMQtvijeZlqKsg4M1ZWHTPIJMCgUqKCop7UFpz7II5BFsvgHj80AsL8V3r7SCClFFWdusP+t2+RSUrx15jpF1S+HISbV5r3/a8SD7MOOenOwrPakY5HWk9BNNe1qQ5eSNLcX+8x2n2ycZlqOwpp6Exd4QecZ57NkBNzI/uSvDaDTK7E2dCCVlud9FKyppDUhPyhJeuk5r9XMeJ9vOd925ZV36+qxyUzpO6DpTEbPqfQNCKyf+FhP+8hmktDeLokpVUFmhPSGrzSHBKyHn2Vh9xKp3lmAslvFR4OaWEan1W4oq5kH7PB35nlp3qmGhn2PKuVRU/HwYOIx69TOShny1WsXS0hKGw+HE6iUhnAglBcQV1bSDVrussvPp7S1SyuK5stOzU8tYBN/1NRS5HP+0CAkZfT+s7z4FDBzM3PQJo6zWs69N/OzLkLTq9v3mOyamWK13q3/LDMDUNhQFeZ84R4/9IOsO2ynKWyoz69nrseGj1/RySSGvQrdJG0usy7oeTX9az7No5Clz2nb4ZKu8ZhowjUYDKysruHDhgrtvcsd2H469kvJZNUV6Uvv7++j3+27wMWlhPB476wCA+03uZiq3Z5dCJcRRa7qAx+rUX2uLgKKRauVnMQS09+R7VvLZSg8qZMVanksehBRUipLyWfsp/dQ6V/8vDRvfHkyzBvsos0yBG2MllrkV8v59ezeFhHtqbNKixrVxE1JUPiWpryNkiIX6ZxF9NsV4K9q7SlW8w+HQZfdl2T34RCgpUgwye0SuYScFXV6emNu0DwYD7O/vu9hQqXSDl2fn5NYGnAcgLUvJxfvgE1BScWXx2vJiFmVbXkJIQcn3rM9sGpovS3khz86ifX11Z22rxGHOqZILGcuYbQq0cNPMgY8JSe0LsWcrDZ+ismM1y+Jrk1ZWRzF+lRUxxmE8Hrs5Ulmu9Vgrqd3dXbdfFL2ZZrOJvb09nDlzBmtrawBurNxOt3KaQSzpPnpIdGVlkDskTIC0bCa+c/DoRWLzKikfp6/rzouYF6AzEUMeh+VByfdpEfK2LZpHnqf/zyNgdOq0jxq1rtcSwIdB+1FBSc+/1+tF41KxfmZ5ODEPVlKQoTpD3rBFz4UoQSs2qOdSSopR933+JsvK+/zmbaDE4PNafeyXD4ez0miBYKeQCoTWjLUVehH1Se9Id+Ci6tFCyJqLNUtPSrdFv3zHWecQeqJujN6zFNSsr2UeXirr0e3RSBnI0sOWv80D0iiT6ejT3EPpVfno0Vg6d0ypW991fdOMa+0ZZg1HzOv5zQu89t3dXbdQcRZlfKw9KQ3dGaQnUhSkEpTWXoi6kufGtiPRg0F7UyneWIrVmYo8984S/JZikO20LC1fUDpUZ4pQl+2y2mvRkvpZW3WF7rk8j31gWuPJ500dFuXHyb3spz4KMsWLKpVKZgKE7EPSQNXn6V1wrTosD4gL6Frnhrzr0DX45nNpr+2oeUJFYjy+sVXHcDhEv9/PRPmdGCUVomQo6LNmHfnq8C0eS0USEjwx6kj+Lj/rSZN5kEeAxehBqw7C8pxSPChfanVRSlbfx5TrC3mA+piQUC4ird1X7yxjU6Hy2EdqtZrbcmEwGGBnZ2cicYhlcCt6bSRI6kwKeXlM6jOz7q+MeVl9TNapx5+Pak4RtFIhzRKhOrIaCkWCY7rf76Pb7aLb7d5ayyJJaCFneSXTPhwtUCWyCL3QcZZlL2mdoqzvopCqCGLKKUTvTaugpCBM9XxTy9exCW0g8X0WCspqj27DvFAul1Gv19FsNlEqldDr9QDgwHOVisB6RoSmzbRHIs+T1xqiA0NGEKGXMtNjPVUR+Dy7GObx3LIan0XUx6QJvQdZDCdSSUlI4V50+dqTkhw9LUVtabHD+ixDH4WTwvUfhmCKKShLIMv7JoVXKEFimmvzeTKp5+p2WGXKKQbyfykMLO+hCJB6lha7FTOdBj4FosE2cHUUIOxtZPGU6YEBk0kJvgVnrfZbMkK2W/dLPWdRIkuyDA2Zw4LPyy8SvrLpRZPqY2LNLUn36Q6flSJIrccX9LOEn/5uBbitdvmEo4YvdTWvUJ/WC4x5CyHvaRpIA0G30UpS0EozdH0hy11TVXKKgRaeUpHMAjEPo+i6QuONikrP55v22q14sBwDRSoCaXDE+mjsPs/Cc86Lw2jH3t6em5aj6d8YToSSCllj2pPSnTpPXVJRhZSVFpIpa5BZZVlLB1mWPH+3lFtKh5hGQYUUQUhRZaH3sghded+0kPQZElkEuvaU+NLxDV3uvGmWeUIqjlLpxor9vrhDaCK6VuYxY00zJb77G3q+Vh9NUU4hyPHvU1LzYD9CBhehja4i6+Zmh3xZuziHcCKUFGBb6EA4YD9NXRanKuuQwkuuThFCHisw1Ml150ztiL4yfV6htqD1b4RUTNOklqd6QXpiZawPTNs/fJ6MfM/SD2PXadVFWDTYvKhg7UXxFQuUa4XgU+gyniX7WQrzkAU+RZkV1koX8nORjEJezMpw2tvbQ6fTQavVwmAwyKyggBOkpAA/FRey6vPUkcXKl5N8U5RJyu/WcUXNWE+9T3kUFN/zTM4N3TuL2pVtTLmeVKQo+NDvKe0oUmBo4ySrsM3r+YU8akto5zFafG0L9b+sKEKxF2kgHyeMx2O3AnrWjD6JE6Gk5GRe4CA9QCFelCC3PDbf/xbFR0uT58oHZ3Voa1JgHuERGtBZob00LRC08uDvGnmEgPYIdf2+ScNFe0opx+apsyjqRXtTMWMpa3ssioy/s49rhaSpLx9VH7t2qw+knjsPio2Yd7LEPK/Nqltid3cX/X4f165dw5UrV9DpdDAcDjOXe+xXnJDQSoPKKUsHDsEX7LOUlVRUMpPFpyhi1pZUTj7+3opdhZD3XoQm51oKyxJERQ4kWZ9evTzlXmQ5dp7wGUEpKIrWzHJfdD+wVnuxjJasWXLyHMsglcdmZS9mgSzjexY4LKXFJbJarRY2NzfdJN6s9/5EeFLAQe9Gdoyil7oJ8ciyQ8hlmnR7AL/VYwlyK+ZWKt0M7Mo1BH1JFEUgNTtRQivYIhSVz3vytSmrYLYo46JQlKdEyPaG7u20/cHyfnzHpS5HNitjxTKMJN14WAvyWii6DdZ1FR2vS8He3h56vR62trZw7do17O7u5vLmT4ySAuLzpGbxcHZ3d7G9vY1ms4lqtYpGo+GCxtvb2xgOhxgOh25ldO7gqxUogAOrpVMJySVEKpUK9vf33XYhXGzWB0uwTOtByTIsIaQVUSwelYe2lAJHK359bFZMEyNLwayFhK9ts26zj+7T/UYyDFnbJduhl03SjEmKojpMFEV/Zz1/lgaYrKNer+PixYvY3t5GqVTC5z//ebebRBacCLqPwo85+MPh0AXpqtWqe1F5SKGWFVLIyrRKOU+Dm8CxTnYC6VnpAS2ViWUFMY0zNtfAd23TUlmpHlTI+/MJhawDUyuo0GtWKLrsWVj0ISGc2v7U+xgzDnW/nAXt62uvr238PGtk9eLz4ih4hRKl0o2lshqNhttvLA9OhCclYz4M1u3v72NxcREbGxtoNBqo1WpYWFhwGxLm2ddE1jcej7G5uYlGo4G1tTUzHmYJS2twaqsvRo9QIeu9siR8M+VDZad4ZPqafDEA1iuTQqYVTD56b54Cx9ce33PVn0M0TB6v0oeUbLmstEuqh8Zr0OtN5rk26xzpBfkWodVt00bheDyeKe1nMQ6+Y/QE8GnrPGxlRaOaL6ae523XifCkCJnlx8+zXC/NihNJZBGgMcVkxXW0V2bVK+lEDfl7yPvyUXuWgmK7JJ0TQ8q9kW1IfaZ5vABfLMd3vPV7qjIO0S55+quvH2pkLTMPZPutmHCKMNbtlH1Z9teU1QssYyBEE08LTXH71hOV7Soq8ziEeRlydBzIauWh+YgT4UlJ+IT3rCkgS1nNWilKpSytcEuo6kFNpM4lsgSoLF+3L3UliZCC8X23AvKxtlseTooA9gkUH1KEREwRZu0zPsUUqieL9xA6zleHTxHkUXo+RbKwsHDAU9djQN8bOTb1mouz8KhYbmzR26x9y+ojqQpK9/9pPXh5T+VvnCPFMEXee3vilJS1moG2uotWHFpZyDqt+VkWNagHkmWNSwXMwcmsPm7bbQWprcGt60319CyhLamXGM2UIgiyKqgUxLyhaYST5UH5vOhZWrraQAiVWYQwjlGJwOReU/SuS6Ubq7AwHTmkTK3+LI/htvXj8Y0YsYw7y/GgvZl5UmK+Z5rXSChKfhV1H6z2jEYj9Pt9tFqtqbwoIAfd9+EPfxgvfvGLcenSJZRKJXzgAx+YaNiP//iP4xnPeAaWlpZw6dIl/Pt//+/xz//8zxNl3HPPPQeUxvd93/dNdSEWJQYU40KnIES7xTpp1o5ieVMhpRDzMqz/LaXuo/di3lMWpCioVGTxMLJgXpRJap2+65wlcxBrE//naugyE1V7WD74vHzrWkMT3kOev1VXkbC8QMsgTfXq8yq82LOahQdJTypv7J/I/GQ6nQ6e+cxn4u1vf/uB/7rdLj7+8Y/jp3/6p/Hxj38cv//7v49/+Id/wEte8pIDx772ta/F448/7l6/8Ru/ke8KFKTQ1qs9zGLQSmrRl7Un67XmVWmlqn+zlAFXFZYvX4zK157QyzqXn2WbZFalpbhi1JZVhwW5BlyKN5XynGNtzeuthai7afqfJWx9hkIIRQqk0HMolUpoNBo4c+YM1tbWsLy87BKYrDLky5dwETPM9H/ys3Xv9O9FQV4DFVVoTIcM1phyKsoozKIwQ5BUX7vdRrfbxXA4nB/dd9999+G+++4z/1tbW8PDDz888duv/dqv4V/9q3+FL3zhC3ja057mfl9cXMSFCxeyVh8ELSd9ozVFUGR9fPcJOd3BtIDVNKBUAtodl4KIx5H240DwbU2e57pDAnaaDp16jiXsU4W+9fzl/ZwV7ZZyHtshn7Vsa2rdFl1jbVvB4w6D7pLXqp8nBbhWrCGKL9UiDykgWUaWzQh9CCnpVGMpr6cR87Bjx/D/ovsDDWeuMjHNrugzz+7jRK719fWJ39/97nfj3Llz+Jqv+Rq8+c1vxs7OjreMwWCAVqs18fIhZBlPmw4rYcWYtDLMqyRCSQfs0DI2JV+WV5eCkDfls2ZlffMQeinPLWXQZkXM6vZ5UDFPzyeILS8gdG5KPZYnmhc+b9v33dfWWNt0n5OTf0NCPc9z9o3TmKetj+c1yLiYVZ78XARN7rumFCNuFuDzknM782KmiRP9fh8/8RM/gR/4gR/A6uqq+/0Hf/AHceedd+LChQv41Kc+hQceeAB/+7d/e8ALIx566CG89a1vjdZHi03SXhb9VjSkwtCKSqeAy9+0JS3bqrON5LHsAAxCaz5eUgwxOiYGn/cUUoKWh5CnbiJLskQeLy1LOT5lpb0jHpvFK/LV76OrfOfLbDV53yTtFCsv1EZfW1Mtcu09xQSpNdcuC/SzybLaRMrzC20H47vHqR79LOAzfPhfETJyb28P/X4fnU4H/X4fo9FofnRfKkajEb7v+74P+/v7+PVf//WJ/1772te6z3fffTfuuusuPPe5z8XHP/5xPPvZzz5Q1gMPPID777/ffW+1Wrh8+bJZr6ZRQt5NEfB1Nl89sYHOdz1J0eKtS6WSG8C7u7tOmPM3fra2q/ddS0hgWBblrKjUrO07CrCEdGqbi7g2KYx98950PfK3mNERKi+VPs2iGK17yTKyJjqE2srf8iiv2Dwr67laMuMwlJWFosYXvSeZgp4XM1FSo9EIr3zlK/Hoo4/iL/7iLya8KAvPfvazUa1W8dnPftZUUvV6HfV6Pbl+TYlpb4qfi4IW4LIOi1qxvBN+loNJz2eSCkyWIVefoIJaWFhwGVX62lPhoyp8Gz5a5+t74jvWgr4P2kPICp9CDXkxWaGFYBbvL4tC03Vawt9n2Y/H4wMp4TEFZXlqvuP1M7fGn/TINdOg6TyLnfAZoiHocal/y1qOz8O3+ryuQ47l44hQH2e/GgwG2NnZwXA4PFrzpKigPvvZz+Iv//Ivcfbs2eg5n/70pzEajXDx4sWp69d8r6b8il5o1udhEOzEIfrNOk9TMlx0Vh8vKT9pEUqL2rKgLaRQTqH/Y16ar56U9ljnZKGoYr8dBrIOWt89lspIC/nY9aesmm+VkXUCrKUw5fy62Lmy3lRvTHtOPgM1i4LS5+kyrTmaVrssZqQo+J5hyDPNCktW7O7uYjQaOeXU6XRc1vE015hZSbXbbXzuc59z3x999FF84hOfwMbGBi5duoR/82/+DT7+8Y/jf/7P/4m9vT088cQTAICNjQ3UajX84z/+I9797nfju77ru3Du3Dn8/d//Pd70pjfhWc96Fr7hG74h94UANtUnrXBLQUyzGrJl7bENUkGkCm+rHOBgjMeyyAA4a0Vm+Emqb5pO6Wtv3jKKUhQx5ZdKQ+WpN0SD8ZiiKcoUQyjVu9BCNkbdpa4ckVfop4DXKQW9NX5Tno/+nKctVhm+a9dGXdFeVExhh/6bto/yergLb6/Xc2nnWbxdC5mV1Mc+9jHce++97jtjRa9+9avx4IMP4g//8A8BAF/7tV87cd5f/uVf4p577kGtVsOf//mf41d/9VfRbrdx+fJlfPd3fzd+5md+ppB0UGBSQUlqqojMplB9Fg2TwlnLz9pKtOgtH33CxXNHoxEqlQqq1SqazSZqtRqAmxSgbmPqtcUGVpaOGBsYWdsV8hZj1F6KZa4VfQok9aXr1kZGFkGhr8fypGLnSWivKOZ5W4kMKYaQ5U3FlJ1so/RWYnSZ755II7IIRaoNEl8bCJl9WzRmaRzEUC6XUavVXCyqUqmg0WhgfX0dOzs7btHvPMispO65557cGhsALl++jA996ENZq02GHGS6M1idZlpwZjUTF7g0S6VScXGiWq2G/f191Ov1A9a1Jfx8nhLPI4/vs8xIAXLvKt9crBjmYfml0nGWx2QJhlQL2teeGGICPA/0s04pO4VGSkEWis+aiJ4FWcaeVlC63qx90bpO3zjLCqvco4pZtk2OS8rEQ/Gkjgvkqgxy5WTLk/Jta5ECPoy9vT2X3MGND7mPFQBUq1WUy2W0223s7u66JWJCdKOlJOid6QmbUhnJpBGNVKpDdqzQShbTQgv8lEEkBYtP8EgjoAjlNC2KEg6h69Krn4QMIVme7FM0guT/+hmF0sd9Si/rQsY+BkIrKK3YY1l/Pm82rxEWUvCxvlck86DrTjU8igTv4e7uLnZ2dlxcapr0c+CEKqnxeIxut+t2wmV2YLlcRr1ex9mzZ9Fut7Gzs4PBYHAge2zaurW3JJdHyUpHsUzLe9AChf/rsrJYsHrghgZvHgrMV4b8bN0nn9eUWrb+nrXN0kPPgpBXF6J6Y2XKZ2tRslms+5ggDV23j+7LWo/vWP3MQovnWpP1Z2mAyGkfui0pYy5Lf5q3d5bFq5f9jokTvV4PvV4Pg8Fgqom8wAlTUvLGDodDtzPveDx2u+WWy2UsLy9P5PBP647q+nV509CMWkhIyzZEl81aQen6ihLevv2vpqFl8lBMVj3z5vtTnq8+XtMrKYIypR1Zj7Eo7RgsLyq1bxW5mkwI+r7KrFvCMiKs9s4y/VzXm/eepBpP4/HNFSZGoxGGw6FLPZ8WJ0pJEVKI88YNh8MJim0WHZpCXa52QQ9KW1yWB+ETkr5BGhJg1nVa3D7PCSmoaRVDSGBqS9hSUlpR5/WCQuem0lap9fnKjdUrz7eUjZUxKp+XpPv0fKKYN1XUvkoxWtEad5YXrRWu7I+638gy5DGhZ6HHYMr16zIsTyo0nimT5gGLfdHtKgKS4mu1Wtje3nZOQhE4UTvz+gY8b2KMtpoWliXL8otSiil0ihzwWdPgp1VQPgGU+pv1v/We9V6GvOV5UylWvdJrsPqQ9Yzk55TzUtoR+m0ayBgtX3J6RAwhr0OPr5hBEiojlo3r+y/Fa8zzbELIQxVm8WpTxhjbsLe3h+FwiMFg4DL5imIeTpwnpa0XmUDBm8b5Q/r4aWBZs7TmstIeoTpSrMOUBTutsvluKSh9ru6AIYUTg97SQA+q8XhygrKsX96PrPc3VXGH/p/2mfqsbb776tGKSva5WCJOFkFVFL1ar9fdBoXcmHBvbw/lchnD4dAdRw9QZ69qSJbCYgn0cVaf8n2XHpVVnjwutNuA5fkXsZhs3nNnZYzRO2QcqtfrTb2HlMSJU1IaMkWcA5kdSyqqIigO36rgUnHwu68M2dl97fEJG3kuBYGPQvOVO+0gkl5cDJKSCinS0D2JKcvjAGs6geX5hbxBOZGXQtaafsFj+Jv8n/2FcQTLKAoh77PQ1J1laFrHh1gCH+Vofbbuh17dRa7KoevVz87XnqI8izx9fJbjgs+IXhSTJU6VVCKoNKwVyoGDAcy8AU3ZmfV6gXyXHdxCSkeyvAmrHB/FGBpAKRZ8CFp4WOfLOnTMLEaxSKE5rVFxVJSZvk/6+eoVU/Jcc0hwWn2DXk6We12UANZl+ub4hdbNywN5rSH4YoK6nBBmca/yYBo2QHuHzOxj/P+U7ssAUn2lUumAJyW9jGmDfJLq0w9I0xLW4NKdPu8DJpXJCcWxuJRUUFbHShFSliXs86QsqiXmSel6WEbIqzpMJTSNpcsJ2Lw+7RXxeWi6Wj9HQhoFWdpV1HQM2UbrP1mfPNbnCVnUsOV5ZvHqQopOPhd+l8yLfPnGtM8znjVCzzzF+wuB8pTKqd/vu8QJzgUtypM6UYkTGtq7seiP0MKvWeuSgt630kVKPXnaIZWR/pxSZxEdKrUuYLb8ON+Pk6el2y1jKRZl67tOy0CQCi7lnuixkYIs9yvW3tT2SYPHp6DyMAEp9aaUdRiKaZ4gQ7W7u4vhcIh+v++SJ6ydEvLixHtS7Ci8adbgX1hYKCSf37KYLAWlvSar0+ehdrRA07uDWhZjzCPR333Woo65+SxiX1l5rLlQmy3EqCHr2lKoGy0wUyGfi1YkPi8k9Cx91yH/D9FaPu8l9bosCszXXsYjZazHB9neEBvga4/siyk0nTV++VnG/qRhGoo3H6aymnZchUDDn7GoXq/nFpctcg7YLaGk5NwHdhYKcSnM5X9Zb7KkxaxAr1Yg+hhpTcYGro9a0AqK1xcqS9aXdTD5BI91jCV0tQCUFFdK3Uw40II9RL0UjaIUqxaQ+j7pOn318p7oPmYJ0ll6iyHlJhkOfY6vLOCgp249+6zPXRquIaPNiiWnXKMsb5aTd0PwjYdpKb9ut4tWq4XHH38crVYLrVbLrXxeJE6sktIdT2beEaXSzUVY81rDwGRmVWguVsyTkvVnbYsuWw82y4osysKzaCi2SX72CRKN1AHjs4pjZRQlnKctJ+bBZqkv1eM6bITYBn6Wx/q8rTz3KuQ9+pSJL9FJeqSh9PejgpDhFjLurHKI4XCIdruN69evo91uo9/vT7W5oQ8nVklpYS29HHZ+bmdhPZws3hStVMsrkO0plUqoVCoTcSuLcpLZVSmQA2l/f9+526yT81N81mCWlQYsJcr7JOnFmIKwBE4KJRVDyJuzPsesSd89CXk6MYQMhJghkwKeL+ci6bJDgrdIZDGOdLvkZ2sVkhDFKce8LlOPbYvmI3R/knJF92XrOkNra06LrP3Cd3ze/tvpdHDt2jV86UtfQrfbndki1CdWSUloWoAPS84jAoqxOjnzutPpuEFSq9VQKpVQr9cxGo1cfcwoZGeWSoTHyGwvfU3AwfkbloAOKQ05kOZl+c2CevCVGyvHEixZaJ28AzxUVgplFfMq+L9cV86nBFKee1YFNm1fkudbmX8hBVVUvQQnIGfxZOeB1L49i3G9v7+PRqOBM2fOYH19HeVyGa1Wq/B6gBOupKTA0Z4LlVSlUpnwWuRgzOpN8X08HrsVksfjsVOGjUYD4/HYeW+j0QgAMBgMMB6PJ1LGtcLRKfKWsJOTlK3Eidi9ygOtVK3/Q2XL/1PpwBBi8axUSiOvktTKlr/L7zHPrCiELH3LoyxKmPnK0Yai1ZYUrzWrIWGVo3+fJl7ku7+arjwsTMNM+Mra39/HysoKarUaWq2We58FTrSS0pYXudP9/X3UajUsLi663SQrlQra7bbb4kMqKiB70FO6+5JKk8qRSzZJISFpuryCUq82YbWN7xbtMS0sSjAFeax1KfBkvXnvnyzbap91nM9iTaU883gFWTy7VGoyRG3O2svm8wrdQ5+naR1rlU3o6SG+8ZDa7tB/ltFyGCja29zd3UW/30e3253YTWIWONFKSoMeC7dXlx4H90HxDZaYRST/10JT04ySmtNW5DQCQQ5i+QqtciHbd9SQxfrTCoqYBw0z7b3zKZYinsm0CipPm6btw7I/piikmKc+LWRiVIpXN43XUgSbMA/s7u661SW46euscKIn81oYj29m+u3t7TmvhqsyW6nghI9K4u8Wd26tQlEq3UhmoKLk8dak45iC0ZAKMLSES8zCy+qNWGsWpgoqrVB97ZSQil/es5BinoajL1JopN7baerUhkqKsprW+9Rl6bo0s2G11VdG0UJbGzXWSimSiYgtd6bLlcgT8z6KRiNBT6rT6WB7exu9Xs+FLmaBW8qTIrSlJjupJTCJFCpAp2Ozc8vsv9DSQdN4NRwE+lp8CF1PqsUcOt+yqEOWolYiqRap7xh9vq+8vLGMrDgq1nGqx2R5DXlheRv69yzek+wrqW2zGA79n2/ulhxLWT2lLIlJR6WP+EAjn0shdTodR/fNCreUJxXybCz6TcIn0EOBeuld8DM7u15Xj+3zIbXzai8qy7lFw6I7ffBZ/bIc33fA/xxigqEIi7UIw+KoQPeZrEsWhcqKKR/rHsbidbJs6zlYCknKADIqfAcObsHho+ZjOKo0OpGnfTxnMBig2+1ie3sb/X7/1JMqGrJzApOCna9pOpgUynt7ey45QiZFUEkR08QELK8wK02YFyEhlqKYfFapFDpZrXgffVk0LIGYtZ4ivJOiBaFeyYP1yH6cBSxjYWEBa2trjlbvdDrRLR18FKAsW9YROlZm4MauIUSX+uoLochnVFT/ztNX9/dvbH3U6/Wwvb2Nzc1Nl2w2K9xSnhQhPRsi1imnqYcKMcbD+4R1lrakXEORAfmUWIevzljcSR4nFV5I+aUckxeyHUWVHXpGWWJ6RcI3FqbxqggZ/y2q3SlCW/aL2ATbWCwsy7MvaoJr0f0uT/0AHMXHNfq4ysQsEyduWU9Kd1ZaerTyUpMmfKAXVS6X3ZwpOWFXvi8sLLj2xAKxMa9Ce1Ip84ayXpcWWpaylcfpz1ab88aLCD6v0HytvGWnQHp8PoteGylcEaJIo6EogRgqOyvtZZXj25kgFJfS9zZVaPuMixBtHBuHqXUWgawyYFbY39/H5z//eWxubuLKlSvY2dnBcDgsdMVzC7ekkpKDhB1frvBQhCfFOkj3+bYJ0e++skLIE3sqMoaS6lVpARFrb4qQ8MUhtILMQ8Xp8mKKQPYlaYAAkzu9cgWDWq3mgs5yC/VpUKQAS7neLJDPwmIzWGeRilZ71imejY/e43/y3apD/jYrzIPKl2DK+ebmJq5evYrt7e2JLTlOlVSBkB1Vpy3LCbD8bZqbTxc4pqT4uaiZ6UVSlr7yre8xus+KM6Vaq6mekM6ktLy6WFtD7Zfn+tpbKt2IOZLakqt/0MNeWFhAs9nEwsKCCzxP49Xq+kPtywPtBeYtWyoLaSRKZClfPk95nqU4YuPLiuNaSofHxQynw1xpwucN58Xe3h76/T62trawtbWF7e3tqcrLgltOSQGY8HBkJ+ecKdIwvnMlYmvl+eJOUjnRyraWPpKWX0rHsxTUYdEDEj5FlsWbIrRHpp+J9Yy0x5wVMQXM93K5jGq1imaziXq9jtXVVVSrVdTrdXfMYDBAuVxGvV5Hu91Gr9dDuVyemBiZKuCm8RD1tVkeqXzl3dJFly37NClutkMaMiHvJVaXT1H46Gb5Wc7V44vUvVwLcV7I83yLMFDlMxoMBuh0OhiNRjONP1m4JZWUdv2lALMmwIbgi4VIz8xXnlQoOqPKEhih6zkMSK9l3vQDkC1epVcNKLLNcjJ3pVJBs9l0r8XFRVSrVTQaDVe/XMuRQrrf76NcLufaME57jbPEtOVrA4PvvrZrT4mfYxRvXgWly4jRybqsVK/tuGA8Hk+sLjGrlc5DuOWUFDuv5UlRyOiVJ4hQx9NJEbSofdlMUjlVKhXs7u4GvaYs8HlxRUFbxawrZS5JSntSvBZ5bCpVKoWOpgRT26brJrVXrVbdWpArKytoNBpOUdFDJ+r1OhYWFrC8vIx6vY5ut4vxeIxut+v6ZR5rdRb0nhXLyUtL6jJZrjQadP/RCkErEV2P1d4U6PmKPgUl60q99qOELMYZPUi56+5oNJq7Ar7llBRwcDIfcHACX17hLik8vZq5lfYus/t2d3dd3fJY7WURWllwV8xqtYpqtTohfKWQlHXn3aZDdnZfHEiWKxVDEfSU9ohSFZUUirK8vJD03vr6OhqNBpaXl9FsNlGr1dxzkJ4cDRbeNyq4/f19VKtVDAaD3O3JgyzPPi/Np9+10rNiQVQ2qeyGz4OKQY5RrUjlManx06OMLH2d95ILyfZ6PWdMzxOZCfoPf/jDePGLX4xLly6hVCrhAx/4wMT/r3nNayYEfalUwvOf//yJYwaDAd7whjfg3LlzWFpawkte8hJ88YtfnOpCUiE9KS2gtSeVRVnp9bmkRyXrloNIHqMVpGxTKJYiy+RSJb1ez8U3YjtlzmLSr2Uxh6xSIo9xID242OofOqZitUv33ZDRwjpJ562urmJ9fR3r6+tYXV11HlW9XndedaVScd+pMPlbo9Fwk7xn5QVnQRFevVWmLs9a91Eiz31IbbNlmMoxpZOrZMzM17553bdZQ8oVLsCdJV5aFDJ7Up1OB8985jPxH/7Df8ArXvEK85jv/M7vxDvf+U73vVarTfz/xje+Ef/jf/wPvPe978XZs2fxpje9Cd/zPd+DRx55ZC6BSbkMiu5snBW/uLiISqXilqKnJwDYtB8tvt3dXXcN5HDlNTEAy/JWV1fR7/cxHA5RLpddSnIRHUErC4vLL7rD+axiGSAnLBonFRZ1mtVKlJ6fLsOinXT9lUoFZ86cwdLSEpaWlrCysuIUEO81+5p80evjCg4LCwtYWlrC/v6NLWTkXL28caaQEE0tc9oYV4iOY/m8/iIUclZBrp+7bh/HbaoHJc8tWqEchsHC57KxsYHxeIzhcOg2bmW/nofizKyk7rvvPtx3333BY+r1Oi5cuGD+t729jd/8zd/E7/7u7+Lbvu3bAAC/93u/h8uXL+PP/uzP8B3f8R1Zm5QZFB7D4RC9Xg/j8RiNRgOl0o3Vyam8fLEpHyTtJS0x2XmpFJiGTC+KE4m5bUgR1yjf9WeNaQUSy0+NJ8n6JG2XBVpRyTJi1yI9WtKtsTboNjP5oV6vo9lsunRzSYPSm5WDmgpoMBhMrIavaeJUoaufXehatBJOLX9a+Lxpn1EQK2taxAykLEaP1Z4ixtNhQz4zGcefd3bfTJZF+uAHP4jz58/j6U9/Ol772tfiypUr7r9HHnkEo9EIL3rRi9xvly5dwt13342PfOQjZnmDwQCtVmvilRdUUFze48knn8SVK1fQ7/edRWst/hrrsJrXpoDSq0jwP21RhjILY8oldK18yUl301AHWbwW37XoNvjiAKllyjalxhWlB6k9HauNWohyMu7q6irW1tYmqD3gxuRHLsLZ7Xaxs7ODnZ0dtFottNttbG9v48knn8T29ja63S4AOGWlt3CJ3Q8fplFAqf0+FVLYaU/KmpfI95CRGPLMUxAb31Y/yuqpzRNFjG8JZvR1u13XZzllYtarTEgUnjhx33334Xu/93txxx134NFHH8VP//RP41u+5VvwyCOPoF6v44knnkCtVsOZM2cmzrv99tvxxBNPmGU+9NBDeOtb31p0Uye8HdJw+gUctIp0kF4PJJZbLpcnFpjVFI6PbpLHWvXHoAUtKcfY0kEp8FnoMs3barOO2enysnpSPqGiy7E8Bt+91IPbEk6SomIsSlJ89JD44uKb/X7fPQvGo/r9vkuukGVr2jFGMU0jDEP3IvR/CvS910oq1AbrmlI8Fj12Qu2XFLSOPfnqtIwW+bv00OftSWlPfxrQsOX8KK7Xdxip9YUrqVe96lXu8913343nPve5uOOOO/BHf/RHePnLX+49LzTYHnjgAdx///3ue6vVwuXLl6dqp+5UchUKbd3lLZ8PWirC0ODXHlURq1BIZaUH5DTKiu216vN991mteRWVr02hcqz7HhI8lpIolW6mnVNByQnZTF7p9XrY2dlxCS3sY4zRMihNI4Zlpyqo0DVZ15H1vFnA6g8xGth3nu8cIL6TtvVsOeasOlOfw2HPjypCORHSk+LrRCgpjYsXL+KOO+7AZz/7WQDAhQsXMBwOsbm5OeFNXblyBS94wQvMMur1uqNRigYVyHA4nPBi5FI2hOzUKQKeSqnT6Tgahy/Lk7KWScqrqKgg6UFJ2rGIjmwJUNlOmSyiFYd1bqo17YMUeLHzpCDjd8uLkdfEculBcaJuo9FwXhQH9c7ODtrtNnZ2dtDtdjEcDt30AAAuOaJWqyUFn30Kxkelho7LYggU4U0BkxmY4/EYzWbTTYmgAvfRq5ZX4zN85PmxMZPHiAkdL+s+DOVfBPS1cAmkxx57zHlT845HAXPYquPatWt47LHHcPHiRQDAc57zHFSrVTz88MPumMcffxyf+tSnvEpq1pBBQellpAp1a94VMR6PXfBcTtj1DSIOaH6Wv+v30ECTg1V6i9prLBKhwWm13zp32sHuuy8WjSaFpwVLcFYqFdRqNUfzUdjyOTNVt9/vYzAYTCx1pAPPtVrNxT8lNTtN1lSK8LWUWaisaY0almHde922EPTzmAa+MiyKUv/vMxqOq3KSYP8jRd3tdtFqtdDpdCYMrXkisyfVbrfxuc99zn1/9NFH8YlPfAIbGxvY2NjAgw8+iFe84hW4ePEi/umf/gk/+ZM/iXPnzuFlL3sZAGBtbQ0//MM/jDe96U04e/YsNjY28OY3vxnPeMYzXLbfvEChwEw/ek+1Ws2cv2Q9IF86OnBzEq5UDszgY/2ERfVJGkgiRajyuuQ5WjCnpPtblIz13dcu6UVpq9cSCNojyksBhs6x2sTfZf28j/J+1Wo1LC4uYmVlxS15JAd1r9dDp9NBu91Gu912hgkVT6lUcv1gdXXVrVJBJSeNJd891/dS/mf9ZgnarPdRrmc5raCSRpKPxrMoWKkIYsZFlrZYE3V998zn2VnXcxzBvjwcDtFqtbC5uYmnnnrqUK8rs5L62Mc+hnvvvdd9Z6zo1a9+Nd7xjnfgk5/8JH7nd34HW1tbuHjxIu699168733vw8rKijvnl3/5l1GpVPDKV74SvV4P3/qt34p3vetdh7J4o6T75PI1Mh1YCy95bqxsliU7tDVILate8+tZYhRyHg53zeR16NXeU+iMFFiCxfouf/PRVlKR+Mqdti0+bw6YFKS8V5VKBYuLi26ybrPZnCiLE3s3NjZczKrVah3wosfjMUajEXZ2dtx8vPH4xjSI2267DePxjTT1VqsVpJ9S+4N1rVlRlPdieYzSYLAMllibpr02mUCRxyOaBStxGBiPx8576nQ62NnZQb/fP+xmZVdS99xzT/Ah/smf/Em0jEajgV/7tV/Dr/3ar2Wtfiag9SAz8XwximmgB6keoJa1llq/FOjae+M1WtczKwtJC5kYdaQFrqWgihJKoTK0dSzbRCOGdJ+cpE4lxWw9Pl+Z1QdMzpPjJHG559Ty8jJarZZ3aaSQ8Nb3MIsS86FoGstSUPKashhiRSheH1Mg4RsvcrwdNoq6H5w7yqkRh0XxSdySa/dJjMc3J/YyqQG46UnxNa21xM5MJaiVlE57B24qqJA1zePkb5JXplUu2855ONJTlOXo8rMOgBSqRP6nlc80gyKFIkupQ3qx0ni5du2amyfClSY4IZcrne/u7qLRaGA0Gk2sfs4ymBW4vLyMpaUl1Ot1l1zR6/XcqiO+6/J5mrFryQJdblFUls+ISu1jFgVs0W5Z2gNMsiI6oUa3fdqs2FlgGgUl70Gv18PW1haefPJJ7OzsoNfrFdXE3DhVUuObcQKd+CCz/KSHlXWwMgahB6dPmFvIuvKFzOjz1SOtwFgMJyt886Zi1J9Vn48O9LXV93xShbqvXbxfcusC4AYz0Gg03PXKOVRSiTHWRG9raWnJZfrt7e25uFaWZbF812Ldb235pz5XrSCnQUiRaI9Kw6egpqHqfMhi1BzWvKiiwSkR/X4f7Xbb9cXDxolSUpZ3kXKOpGL4oodB70ruspu3bZYnJdsaoxh1HMfnNch5WTqNXVOORdKZum1yEjPfYwomaz2+ckKKKqVs+W4JLM6Harfbbt09uS0HY02VSgWj0cgtvzUe31ylnsqtVCo5BdXpdDAYDCYWBtbv1vVbXmjMc03xXooWvNJQI/QizLKtqWVm+d2HkAdltemoUH3TQLd/MBig3W5jc3MTw+HwUFLONU6UksorbLWHI4UrYxCMWUmkzGHSA1BO6pUBW6mcdEKDti5DlBa/M1Av14QjOH+KAlOuvu0TGFmg20NFmUcApdSTUl7oWOs+W/EKKqfRaIRWq+U8IJlcQc+I95NrQVKR0ZPiMXt7e2i322i1Wm75pH6/75JdJIo0JrJAUtN5IdsuM0/1OoW87zElEaPAp2mnpYisey/vyXFTVtJoHo1GbkWJq1evYmdnxymoo5AQcqKU1DSQg4TfS6Wbkzcp6LO4vxZFx/KpqLgcE3Az+G6lqcvBE/MUZB1WGZIKBDCxYkLRkHSq5bVlpZ5SkcWbinkUUjBSwHIn3b29PVSrVdRqNdTrdZRKJdRqNRd7YhKFnMDNuOfCwgI6nY5bnaLX6zkFNc+10UIoUghLulEzCSHqO0vdeYSqNAyzxGV9tOVhImU8ScaFa0xub2+7qRNcHeWoXNstr6T0QGFsALghROr1uttCgw9NDqqQNyVT0FnXeHwj/Xhzc9NN+lxdXXWKsNlsotFooN1uu4mhpVJpQuHImJb07rRykluLSAtVtl1mosnryRN7s+6t9EqokLXClccWCU1txdoq2+OznGVSCg0Kzofa29tzW8JTQdFrktfJe7y7u+sWTN7e3nb9wfJafO2xPqdcZ8oxRSlJ+bx1TNY3Vyq1/+XpN5a3Jv+Tn60YtRTy+pzDRhaKlMbW9vY2/umf/gnb29tuOg776FG4tlteSRGkyIbDIdrttluKiRTO8vKyo2e43lqKovLVxU7Clxbecp6WVI78L0S/SOUgBY4UkPI3eV7R0IrKSqjQx84KvuvLU6eka7mkFuNO9Kr4v15BhM+cC9CS4pMJE0VTo7KsLIqqSGjKL/Y8ijCUYu0A7AWi2cYiMY1CnRUoc2q1Gmq1Gtrt9pHx4olTJSUwHA4dnddsNnH27FlHhTUaDWflykluWTwqwtrSg9QiAPdZCnTtfUj6LMTP67iXbIukr6QnUcTCtrotWlHxPmhhnOJB5G2DdZ9CnpPvWFmmTvWX/aderzt6r1KpuPM5ubfb7WJrawubm5uujHkIhyzWtsUeTAvtRYU8qSy0LZBuMEqDT36XbfSdp0MDKdBhhKznWG3MC5Yj5/2tra2hXC5ja2trYuL5UcCJVFLTWqFS+DA+REEj5xbFBpEPMuOOaZ8AJspnYgO9N1J4MrkiJuDl9Vj8uuyIPoqpqI6qFRXvg34+8nvqs/PFueRnnzDMU76ui/eRuzgPBgOXuceNDZnFVyqV3E7M7XYb3W4Xo9Eo832epQCxhHDe+kK0qa7H8qD0GPNRkaGECgs+ZSEFuKTYtWGYuh2ILjcL9HgpCrz3u7u76PV6aLVabq8zrjV5VOJRwAlVUtOCA0fHahhbkK9phQU9GbnqOevTawfKQWzFdXzXott52BaSHHhFDcKQN+n7r8h6OegZ05RTGbg2H58tJ+xyRr8UCNO2KRZnSb0e+Xma/qLvs1RM8pXS7tjz1EgZn5qtiJ3H51g04xBTmkWCso1z/Xq9HrrdrkvaOUoKCjjhSiqrtSwHAT0pPjDpUdHb8Q0ayXGHHvh4fHO1C+BmajjL8O3SmsWDCiUPWMKCZYbKD3ku8n+fkLGoPwATdKdWwCGqzgeeI+fBEamTo1P6EOuR3i6V1u7uLiqVisv8A27SyoPBwFxE2Pc8Q23x3a88CsYy0nx1ppTP8uTCuSEvJCSw9TMFMGHYAZNeUMr40HFS3S5JDfraMA1mRev5wL63s7ODzc1NXLlyBVevXkWv18s0kXxeOJFKatqHzEEkX7Sc+M6YUUhBpdSjFaP03Gi16ZXYLYUSE+I+YWBZtFqZ+MoMXVfsf4vKCA3SLHSm1Za8Ay+PxyUtVeDGs2RyBQBn/DABx2rvtMji5VvPmH0vpKjyeGhcSV7GeFln7Bqk8vQhL7uh+6EVR5bHFK2g5glmke7s7Lg9z7itzFGKRREnUkkVAWn5ATete2vNOyLrml7aotRzRyTlJ5ViSHGkWrYczHLnYHlu0ckToTbIGJX0UEOcvM9jsKilw7AMGUeU8+piHmZeZAnE+7y2UJ/KGu/x1Q3AJZOMx2MnFEOKRcZO5/EsfXXoSe7TeKrTnFcEhsMhOp0ONjc3sb297dboyxMbnQdOldT/DzmApSUsFxeVE2253E1IQIQGFAWyFGTaQ5Lem/XSM/VTrlF+ll6GrtvnTRXZiS3PTc8ti3lz+vp1W7MINd+zDFn7KfcjFH/L6o3E4pC6Dn1/rbZZ/aJoYcXYKy120kpsb+jeWgrKus5pYsShcy0FlcXjsKjDWVN6vjbwfW9vD1/84hcnYlFHUUEBp0rKhOyIes6ATKAAiqUWfV6S76WFVqiTWf/pDCtrMKWUPQ2s67XS60Peok+o+hSUb0JxSlvzPG9tAE2DlDb46LuUsiWKmqzK+mn4+VbUyNvOUBkp5YUYEOs/X78Kef1SScxbQREcJ3I+aL/fP3LzojROlZQBKifpSQGTyQycPxV6uDHKTCpCyf9L61LTfjyPv1tp3HmuVSZtHBakQuLAiSkSKvhUyLjitG3Met5hCadU+DwW+Z63XCooTlq2PCnLEAl5Lj6vsaj7rCn9mIcZqvcwn700hPf397G9vY2nnnoK3W7XXCPyqOFYK6lZPnjt4RDsuDodPc8g5oCSHYgxIimcJe2nYa1IkcVqszw5njPruJSvPcDBicdaqcg4Vt56LOoti1dVRJ3zQKytPuFbhIIi5JzA0NqE2uvIStlKZGl31jF8lD0PCzQMuMq5TFo56jjWSiqEUBwj5VypMKTFJ+NS1n5Jedo5Ho/doGXd2qvx8fax+mMUoLayfOfMkvLztYv1AjBTta3zfNDJGfr3w4BWAkW0JfUZ8Xlqakz3gSKeuRxPXF1besqhmFSW65Hn5cE8+/g8MR6PJzL6OIn8uFzriVVSEnmoGQATW8pLb0Uuc5OXNrLqYz2k3jh4qRD5kgJb0n76elMsaE4+HY1GLlVae23MLNTtLQIpsTTf9fjoIasOwpocPStY18brsdqb6mnp47I+D1+yRFExKKtca9sH/QysdSVDCQqaYcizAoTu63JMW1TfUZtDlILxeOx23H3iiSdw/fp1tNvtUyU1L8za+qEg1xv4xYRcns4svRqCdVYqFbdMk1aawOQ6eCn3QwsQzuMZDAYHln+SbSlaQU2DLB6ITwHo65sHivJO8rZXKyhfm4r0omLKpgiw/GkUia8tx0WgE/K5cjuOXq93pHbcTcWxVlIpnTtvNhbf5YrVpODkHlN6Fvq0dcmMQipCrlAM3KS9uJoBldPCwsKE56ctdguyPrkrbLPZxOLiIur1+oTCkoqxKAE27XE+r0SffxSD2tNQ0tb5eer3rQBRNM0nGQlpXMhr1tmmsUm78j3FG/QZKbosTYXOwsucBikGCts8HA4xHA6xs7OD7e1tbG5uOiV1FK4lBcdaSUlLf9oBr8GOwA3A5P5AXI9tbW3NBSCt7TskrAEn4yNUFKyb3lO1WnXHk3ZLEbhZFIkckExPldmElUqlcAV1KyAL7TRvWMqgKAWlDQc5sTkWZ5LtylqXT6lpSlH/p5OfLE/zKCGPt8dFjpeXlw+sF3nUcSKUVIrXEIMvcMvJh+VyGY1GA2tra05h8TPXYMuzpIhcZWEwGLh6qQgZ+9Iv3XZpXWVVUPIzhUmpVHLeohVLOGqDN097DjNp4rDrn5WCImScSC+6y7p9GasxJSUpbgvyXCseaZUVKuMoeVFZwTbXajU0m00sLy9ja2vrVEnNC2fOnHHejly1Qa+HloKYC03B3W63sbS05KiwSqXivB4AU+0LpOkXmVUIHJzYK8/j/1m3ENDHsf37+/vOa+TmjxJHQVGlJoiEzj1sRTVPaINkVgpKQqady1UNQsopRK/xPFLveqz5rkHPMfQ9/xjNOEtkibFa4Jjc37+xODaz+TqdDv75n/8Z7XYb29vbxyr9HDjmSooTaqViYMym6IcgJ/hK6ouKQdJjRdRlKTqdzeTDNAF10olWZuOsFVXWQXqcBpolDGeBWLlaIc2iHZqC0/3I16bU9qSuAhHzklKYh+PkcRCUg4wzMx7V6/XQ6/WO/AoTGsdaSS0uLqJcLrtZ07zxMkU7y8PweVPaO2s0Gi6ZQW6ICNxc4VrXmzoxVgeb5RJBekV0De1J5QGvdTweu9T04XCIarWKUunm7sHSywsFqfPSjrPwcKatIyTMsiqhabxAC1mUT8xbKQLaqqfRI//XbZJt02UR1o4A+jpiz1UaXVa6uWy7dU15EetzRfV5Zuu2Wi1cu3bNvTN0cdxwrJUUtz4eDAYTVNkstuKWHVYqIU7uJTU2GAym6mxsN/chkgNPKip5vIRUVHkVNa+RKe/MIrQmGIcUVNY6856fBYwB5lFQfE+5n/K4WVOKeg6bVlTzprQk01CtVtFsNicMyZDn5DMSfffQug7reH2c1QcsurFIzItaHo9vxLe3t7exvb2NVqt1JPeJSsWxVlJMBefOp7TWrHhNKnwDQsaKtIcjNyqcpiOyDnoymvaTysfnScn3PNABYwa9tcJMhRbqqZ5IHuSlC2clPKYpN1UZWkpJGhpA9i1kZBmyPVnO5fkLCwuo1+uOZgqtFRfyzGU7inxeLE96Y/LzcYlZymdPT4pbwu/s7BzJHXdTcayV1Gg0crRbuVx2Ka7MtgP8s/75n4VY59SKanFxcWIXVqlgJCwqTv4mt96wVrqQdJ8FraTy0hPSmyuVSi67kXOm5Lwp3/0NtXFWgz9Upq6T34tqhyy/CErQ95+l8GOLhOYRTvpaUp+ZFPrckmM4HB6gwa3yfRSbpOTkeSmxFZ6r14GU5cq6503TTgtpyHY6HfR6PVy/fh3b29u4du3asVnpPIRiIv2HBLqw5XIZ1WrVxYZk6jbgn8SXBdpiZeeQwhvIv+yOtWeNpkZkubps/b2I9emoKGX6MNtnIbWew7ZOffRYCCmxnnniqLWHkPdTLrllKQCtoDiufIoqD0PiG/tZ6MPUcg8LVNi9Xg/b29u4cuUKrl27hm636733xwnH2pPq9/toNpsuRVrSYnxAvV7vAI0wLR3GeA3X2KvX6267DXoaKUKd0AqK5+oFbmUWoR5oOnYlP+ftoOz8XEF5NBo5hawDzda5R2kgA+E2pbQ3dh+n/T8VPiMmr9ccQt64JimnwWDgmA2ZOGEpLIt5kB6PPC82cVcbafK7L/kiq+KfNpGiCEhK/vr163jiiSfwj//4jxgMBqbCP47I7El9+MMfxotf/GJcunQJpVIJH/jAByb+19Y+X7/wC7/gjrnnnnsO/P993/d9mRvf7/cndpVkAgOX9JFLFxUJHZ9iXEq+Uuv0dSK5KrrlUenNF/m7/jxtjEwrKZ2lZa3vRxz2ALag6VRpCOhlefIg7/3Wz9p6WW30TVeIlT8L6HbKfiNpa+scCU1r62uNKSiOC81qWB6UdS99sKaaHKYhNh6P0e/30W63ceXKFWxtbaHT6XgzjI8rMkvvTqeDZz7zmXj7299u/v/4449PvH7rt34LpVIJr3jFKyaOe+1rXztx3G/8xm9kbjxTKvlQSqUbK5RTQUmrv8j4g0wRB252XqmkgHwdWA5aKTw1n59CK06rqKTXSNpGKylZl8+jOkrQlK1cKSSPZ2IdM01/s5SSVk4xYZ3SxlkpK3lftSHga5dsh/SedAyKxoXFUKQqKIuByHIvLU/tMDEcDtHtdrG5uYl2uz0xD+qojb28yEz33Xfffbjvvvu8/1+4cGHi+x/8wR/g3nvvxb/4F/9i4vfFxcUDx/pAyoBotVoAbnhSvV4PtVoNpVLJTe6tVqtuVW8KV7q/QDrFoSGVh1zglYOCa+3t7++jUqlkDlYyvsa6aI3SM5ML3DL2RsUR497zUBPyejm/gvPSJK0pg9NHLbBswRJuur2pSiZLMkSoPVpJxmitaWm+rAjdC/4nVzqwYpkWrGdhKRGWr8+Rx1ssRkhYW16o7zr1fKoUz3XWXtZ4PEar1cLW1ha+9KUvOSV1krwoYMaJE08++ST+6I/+CD/8wz984L93v/vdOHfuHL7ma74Gb37zm7Gzs+Mt56GHHsLa2pp7Xb58GcDNQaG3owYwoTTYeYugwFgvrUXWx8HB5A1rq4tYeYS2pq3Vo6moNN9OWIkVeZNFxuObE3tJsfb7fbdQJV86C+uoxaR88Am/eQ50H7XnO+4oQXunHJepwtLycnz3wldeLOvVZ0zk8aJCn0O/FQEtF7iiBHcwOE6rm6dipokTv/3bv42VlRW8/OUvn/j9B3/wB3HnnXfiwoUL+NSnPoUHHngAf/u3f4uHH37YLOeBBx7A/fff7763Wi1cvnzZDYZut+u8Fxkf4sq/FLJyyaRpgp4yWCn3maJ3s7+/7xae1VZhbEUICntSG8Ph0Ck8ptpbawXKOiTk9Vr/x66T5zA2xfb0+32srKy4xBVJs/Dcae/zrCHbJZ+JFpizVLaa2g218SiDY4LJEhwb2viSny1vQysn61wJSe3J95j3Fos9sWxd12EyBZrJGY1GeOqpp3D9+nU3F+o4p5r7MFMl9Vu/9Vv4wR/8QTQajYnfX/va17rPd999N+666y4897nPxcc//nE8+9nPPlBOvV5HvV4/8LsUnsCN5Yr4ACnY+RtjV7KD5hWgknOXc5wAOCU1HA7dFhcyaEwlFLPe+D+3ChkOhxiPx07xyngbF7+VKfn7+/tug0TSckV0XlJ6UoEuLCx4YzN56a95eWFakfK+69U1gOImScvfYlTWcQDHoYxdcusafV0Wrcn7b90Pea4POgalx5blIes4mKzTGps+xTUPaEOGa/K1220Xi2I44zj2nxhmpqT+6q/+Cp/5zGfwvve9L3rss5/9bFSrVXz2s581lZQPMm6jhXSj0XDelE5o4LmWhxHrhDKAy0EplWK1WsXe3p5L3NDrCnJAhhSVVDS8Jiqb8XiMRqMxoRQZe9N0JyEnNk8DTTVQIHFdPx+yKKvDtFBDXrb2SENl+P6zPmvhrI8J4bDpVCoEGaOVDENqCrTPe+J/Ke0I0Xmheo9DDJWQRnm328XOzg56vZ7LcD6pmJmS+s3f/E085znPwTOf+czosZ/+9KcxGo1w8eLFTHXIuNB4fGPGteSm6/W6W5FicXERzWYT+/v7bg6VjGNlGfAyy63b7aLb7eLs2bNYXFx0Xk6tVkOj0cBgMEC73XabCYaoBh1bkgOXdXJFC02tybRdXb5cySILQqtN83oATLSJytqi/eR1+VCU4M3jjUkFJYWlzjTzBfhDylh7D3y3hPi0FGkRyRypdVA5cbuc4XB4QEFpL0q3LTR/KqUNurzQ8dqYiD0zQsZcdd2zVnAyo5BjrFarufmhTKo69aT+f7TbbXzuc59z3x999FF84hOfwMbGBp72tKcBuBEz+u///b/jF3/xFw+c/4//+I9497vfje/6ru/CuXPn8Pd///d405vehGc961n4hm/4hkxt0YOcGX18kKPRCEtLSxiPxxPbr1OxSf42y8Plsczuk9SG7EjM8NN1Eym0nx4ouiPGVkafBbQ3RSuOylBnWGlBMOs41TRl63YCBwWU77yY1a4/h5593ns0TTZnFmjFQzrdFxNJaUseBZWl71sec5a26H4QWhpsFuC9ZrayjP3lMUKPCzIrqY997GO499573XcmNLz61a/Gu971LgDAe9/7XozHY3z/93//gfNrtRr+/M//HL/6q7+KdruNy5cv47u/+7vxMz/zM2YcIATJee/v76PdbrtO1O12nYXfbDbRbDbdcQDcw85rffAci/bjf7R4mHHDVPGsnVpeYyiTjt6V7LCW9T9tZ5beHQUU28U5arEV07MKiHlD30MZe5ReE9+54oiFlDTyoqCzzmZ1L7XSZdp5lsC95V2mQidLsIwiPByfkiWtLrNqGZ+dB0irtttttFott4HhcV7hPAWZldQ999wTffg/8iM/gh/5kR8x/7t8+TI+9KEPZa3WhJzEK61e4KZgkfOrms3mxDJGu7u7bskWJl9kgVQepDroenPHXk0T6Qyh1EmBkvqjQPS99KCZRZYa20Laj4kUbCdX+7DakepxHCVQSGlhIL3hLF5xFmR9btaiqkVBJjnIfq+NvVj6vCwjz32Rhpou10cDWgpRGiLSM9LHSc/NV27RkIwNs5i73S6uXr2KVquFVqvlxt5JxrFeu09m6/lSWUejkUvZZsIB509Vq9UDKdx5gvyS+mInZjKBL401D73IAS1fumxLMc5yENGLoFDiPDFpPGihedSC1bF7JD0meQ6QLyvPem554fNO5/H8ZZZrFmEtFdS09YcyS0N1yzKAyZUqjkI/lXXSAOx2uy6rr91uo9PpnMiUc41jraTa7TYajYYLIEroFG7Sfsz4k9RZqVRy8Swgu8DhVs3j8dgpQ+k1aWstC80hFTDrojKUlJ9vXTF5ftGUH3BzAAFw8TlmOfJFYWKdH/stD/JcX4qisr77qKaUMvK0w1cO65bLgFERFKWoLIPLB0vYE1mUSgiyDuv+y+uWhl1sPpqOFUtDS69mMWuajVQqVzff2dnBE0884bblOMk0H3GslVSv13Mp0JZ1SiVEOo+Ta+nl1Go1R1XITpjVhZcem6aEJKWh6b4skG2SHpW8XsnTSyFKWlFOZi4CkgLjOy1r6cEeRvwpzz3Oc2981NG8wWchqWD2haKeu+x/OnFGl63HgKb3tBLICq0srLJSDUG2N0a967Jn6cFwHA2HQ+c57ezsuDlRx3kTw6w41kqKqeScQ2R1Mg7QUqnkvCp6VExPH4/HExYoOd6UTijjRFSC9Xr9gPfjC7ynQB7PumSKr1ZQmu4jZhFU19Qjk0O4OoaMTWkL9aTSFD6hOW15qZ6azDLV3kYR0PPk9NQKWZ/2Xqx0c1+8R9YnYSkon/FnKSpfVq0co5Y3pcuZlZIYj28kI3F3XW5ieP36dfR6PaekbhUcayW1vb2NtbU116EkzSYtS3YwrhBcLpdRr9ddbIpUIAdeCj2h/2eGDeNc5IopqNku7VVlERzSCtUBZxn/CSkoOZ8iq9DyWZsy2MyJ1UxYkRN99eCfZbwkFZblXSRiVr78bMW9rONS69V0Vx7IRAkaR8zk4xJIMiYlFZSOoVoGiuwbvnHn63NaWfnobOuexibTE1bds6D59H1i/OnatWvY2trC1tYWNjc3XaLEYY+beeJYK6ler4dut+sSImi9A5MCgR2KGXzcuRe4uaJ4vV53S4tktT5lp+XAlKs8yC3ldQZRVoSUFIPIVtnSqp6FcpDlke5bWFiYWI3DGtizVhIxpMSSZgHrGRTZlqJjUBbFJ6dwaAWlX6HxZCmoFKRQdL7rsu49/wshdi15IA0JGrjc4aHVaqHdbqPb7Trj4FbDsVZSW1tbqNfrzj2md8Q0cBkzAeCWD6HXwfXvmJbe6XTQ7XYdj8+EAMDfIXUdchBTcSwuLrrEDEn95R2YesdeYHJPK2sGuvSy8gpDn0DQCoqWKnBzDTzOoSoyeaMopLZjHgpVPps8dWjKjb9lKUvXLxcXpgClkgp5UJKStuq3PH59HRra0AkpqpjisQwnPTYkBThL0EPt9XrodDoTSRKcuHurxKA0jrWS6vf72NzcRLVaBQCcPXvWdUy5vh2ACSUiBx0zA5mJRg+LsS4K3ZBQlf9zcHLSH8smJaiTJ7IKa0m7aLdf030ass48dGMKpNcqhRzXNCTFqmMI0wrnk4Rprz9EGcZgKSgabHp3Zstj4rmhOuVzt+YdWYgJaGtc6fJSqc+QEVe0FwXAKf9utzsxUZfzonzJKbcKjrWS6nQ6biXu8XiMS5cuOeuIAXvZ4Uh1cRKvnHRLJUXKsFQqOUWVAjkAqKSYjMHkDDnBF8juSWn6hJ+pnKTlKAepFReZlUcjlSgn+g4GA1SrVYxGI9TrdSwvLztjQLeLZRxlFNW+WXqT08SidBxK7iWmKT7tMck6Y4pFG1RWrCfFg9EJQ3pcaWpcttGHedHANF4HgwF2dnbcJoatVsvFpY76eJg1jrWSYhpmp9PBwsICnnrqKZfy3Gw2nYclO5xcXWI8vrkygtwLihY/6T4OzBShIoUzPYZ6vY79/X2nGLVSSYWk+eTcLC6gyzJXVlbc5D+54CdBz440Zd5EihCkEJPBagDuXtNI0DhKVKBEER7OYcS/UiGVjvSgaNTRaLOMJUshWXSaL1FC0tb6+NB9l/MDrbJ1+n1KP7ee0SyyUnnfNjc30Wq18NRTT01M1D2JGxjmwbFWUsDNrc37/T52dnYcZTccDie8ImBylQAqK7nFAHBzh93xeOz2Y5Jzp2IWvy5bbrFeq9Xc5Fa995OvPFkX6y+VSi7tl0sx8fpKpZJTQjphQXtaclmZ0DVNAynAeF/knDLAL8xO4gCdxTUVSZPK/kslRW9Kx5i0R8W2hOJPwOTeTD5PPxU+70mjaCOsCLBN3HZDek/MmjzFCVBSADAYDDAej/GlL30J9XodjUYD1WoV3W4Xq6urqFarLsGC3gM5Xi4tIi0y7tHEczggNYVmDQxanqS56J0tLi7i3LlzqNVq6PV6qFar5jbsKQOJ9cvV12V7pBKSyRJSkMj3IufShNJ6ZfCX7eEK8Vb8sIj2HAaOusckIdtJ76nf77u5OJxbKPumfD78z0fTaQNEGidybGnPKkXxyjFLyl8zAzLbNpU69KHovkhj9fr167h69SquX78+kdZ/ihs4EUqKCqfVak3sFLu8vIyNjQ0sLS1hZWXFbYQowbROUn+kogC445meTm4+NNlXDg4uXyQTHDigSHVxOw9ZXgpfLmk0Ta1RQdGT0gNPClFr0uIsFIOkkehN0SP0tfM0kSIdWe+RvNdkEuj9M0lCek+a0tNKQMOXdReKQVnemK+faoqPdfLdoiJ1m0JUpP6/SIqP7zIhRd/rU9zEiVFSMuOI1uDS0hK63S7OnDmD/f19Fw8CDiY4jEYjR8c1m01UKhUsLS257ec507vdbh+gOizIOSVyHykqEO7aS4VleSC+gS4FhO7YjP1IT4rXrWm9WXhSIfDZMAgvDQNu72FZsieV+jsKkIlEtOD1zrpamViJExZlp2OR8j8AXm9BKygN6UHxJc9lP9NKZpqM2qIg7xkzjMm++LzSWx0nQkkR0mORHhI9mkql4nbPldvJkzqjYmFcR74AOMufA1tTgAQ/syxra3d6bJJK1Jy/T0HJQcY2MzYlPSimffuUE6+J7/K/PAMzNrh0RiKvkZ4rnxMTTma5jJIlqI6rMoy12UejUZgPBgN0u123YKlWQLoeSaFZdQCTcSf9f6i92luS58oMPqmgeA4ZFUv5yXg0y2HMOdQGnlukJ0UF1W63ce3aNTdh91bYdiMPTpSSkh2JHZYrUnQ6HfT7fbdmn3b72dlHo5HLEORnKhW5qrcv20/TDzJTSs51kApFelKpA0LG11i+pkl05pOkB3WwWf5fJLSVC9zMgOQ9LpfLE5Os5WRkieOqRA4LPvoUuCksdf8MeTfSW099DpaSYhkp0B6aL1HCYjayxAbnFUPkPeZqOZRLVhbuKW7gRCkpCbl0C5VMvV53c3UATKQ/y+0vuMYfPap6ve6SKRhLASYnrFp0GnAzONrv99HpdNz/zMAjDcnAbkqqu/RE5MRkmbFHS5F7O0mvUZbBY/mex5PKOrAoTPhstJdZKpUmJv3KNmZtmwWfQCpKAU4j8PIK85R6ZVkUiCkxVuAgxQdM0sS6f1nZfBoy2YHn6AQInq8VlO4PvvvkU1S+43WbQsfmQb/fR7fbxZNPPomdnR1sbW1hZ2cHvV6vsDpOGk6skiLG47FbTZiLyJ45c8atp2cJBVKE5IvlQrS1Wm1ioU15jlUWBQEntHJeFik5K6tJprzHwMFMr4/CwopJ+bwli1qbFaQHKD0oORdNPhu91UcRyuo4eWOp3mNIQVnxJN5vubKKL2gfqj9E68nzffEg9j0dK5bnWrFZqTylR6j/t5RlqJ8XqaCkUqdB2e120Wq1cPXqVbfCxK20onke3DJKqt1uu9gHl0Pi/5qvZmeXK1NQwFerVae45Lp0LMuqnwqv1+u5Mni+5tizKArZ+Zn4IdPRdXA5S9mpwjGPYpPxDg7QUqk04b3Ka9DzvU5pPxs+g0sqH7ksmI/ii8UmtYfDz1bdujy2U5YrjTKfgrAy8+S4zbMyuKXIilZQbBvfOSdqc3MTvV7vll00NgtOvJICbsandnZ2sL+/j8cffxydTgcrKytuiR4qDa1wmPiwt7eHer3uEi+Am9tQ6MQICVqt/MyVFiwPikpLx5dCYAen4pUL62pvirSfbqsWDiFIAZVyji9DUdKaOtjN1dN5X+nJWhOz2f6TAktw5jmf91QKSZlpKpWUnqiry9H0m4TveYTar2lDwN5nSpenkyrYx0OJErH5d9PQqz7wfnGVDk7SbbVa2NzcdJ9v9TX5UnFLKCl2GmbAbW1tOUHNWJXM+JGJFHITP6kA5Hwqlu9TLBQUclkZCc21p0w61NemMwOlovJ5apYw8P1nXVMqpGLT9ek6Sf0RvOc8V85z4/0+iZ5VTNBraCUhkyFI7cnUcpnNqgVlSt0xgyEUI/J5SKFnqJWKz/jR7QmVNQtIhkCuhNNut3H9+nW02223BqJcwPoUftwySooZNZw8t7q66jZMXF5enlBSwE1Ln52JSRZMoKhWq1hfX8dgMHAJEdJjkpCWrExd10rECj7HAsJyULDT07KUs/6t+JfVVisWVlSsKhYL4DVxEDPpg8YADQVCJ10Ak/dM/37cEBNe+po4349TEgaDgVvVRFNi2ljR98y6h1oxWQkM+hwfBSm9n7x0V0hRyfZKpmCWfUIaB8PhENvb2+h0OnjyySexvb2Nzc1Nt83JKcWXjltCSRHsqBzAvV4POzs7GI9vLjTLFHNJI5CyW1hYcGsCylR2rqAgg7eWVyLTfWX8hYqPFm1Khp8uW3tU0ssgfMFpXZZ1z2YJbU1T8cjntbu76+4VJ/5yeoBFner7n9UzOcqwPBjOd6IAZNKPXBgWCGfwsUzrGCtBQsdyLIZAvs/aY9DPVzIisv5Z9gPGsXu9HjY3N7G1tYVr1665xQBOPafsuKWUFHAzkWEwGKBSqaDdbgMAFhcXJybXAnBLFvEcKiPGsLiJX6/XcytIUPmwLg09r4nxFuDGGoR6Bn3qNUkFxcEpB6U1gHUZvjbPAzreIJUVFTizIxuNBiqVilujMbT8zklSTiGQKZBLHMn9n6w5ZzFooe57tzwVq89J5MkmtcqLlTGveUe8B5wO0u123bbvW1tbE8/hVEllwy2lpGQQmOnjV69eRb/fd0kHXPi1XC5jaWlpIjal0Ww2AQD1et3Ns+p2u6ZHxXe5/h/rY8yFSwXJzKUY5SdBBcU4GilK0pjSe6tUKu4e8BiZyOCzpuflWWlQ8FYqFYxGowPbsMj0YpnW7KP/UjHveJcliHUSg/Vqt9vY3t4+kE6uvaQU5aS9cF/sSb40fUVDo4hnoOvO0g993p0uZ9pnLJMjuO371atX3dbvvjF1ijhuKSUlIdeQW1hYQKfTQb1eR7VadV5WrVabyPqTgWi5pAppwvF4PBEzsRQVBzTrIHUF3FzQlvOHrB1QQ5AeIoCJtfCoEKUndxygswn5DAC4CcxUvACc8gfCKy4AxysrUFLG+sX+xO1brEy8rJ5T6N5ZSjNW7jT3WisWvhfhieWFptm73S62t7extbWFXq/ndtblDgenyI9bVkkx26/VamEwGKBUKjk3HYDzrBqNxkRm33g8dhNM6XHJ+BTLonKR7j1pQ9bVaDTQbDbdCu2NRsMFuhn/kgvaWlSB/E7em8kGe3t7E4vlckt7ensWRx/KmDvswUYFL+8js6iazeYELUhK1pctqWnAkMU9L4Q8HfYBGi7SI2fcSfc3q3yr3Fib9PGWByXvp/RiZR1ZFFXe+59y7SmTelPqYKx6OBziypUreOqpp3D16lX0ej202+1DHy8nBbe0khqPxxNrZnW7XSwuLmJ3dxeNRgNbW1tYWVnB0tISzp49i1qthkajgW63e4Cyo9d15swZJ0AYyJYBU/5GIarX85NbeOzv77tFYtnmGKRCk7QPBYfM9PPFa6SCmhfFF4OMs/FFK1XGATmpmTFDJldoaAXlE4ohRTYtfDEWqYj1s5R0HhWTTDO32hhSfPKzFcfTx8iX7BdSQekVJHRbUhWjfm6+uVrW9eiyCKs/53mu0mhot9totVrY3t52GcSnsaficMsqKeCmZ0NF0u/30W63naDjPIfBYIBGo+G8KDnniWv7lctlNJtNt/QS90miEqSVL3fslQIHwIQikXtOyThVSsf3eV5SScljpbdxlLlzTf1RwVMJA3ACQqar66WVNOR9jR0HTK+sQkpDrgLBvsPfLKqP52iPPQtS6Dq+W/En6/qyZqdq6IxNPmOtYLIYUT6POi/4XHq9HjqdDjqdjstEPapj6DjillZSGnKn2729PWxtbbmsKVJmo9HIUYCk9aisuJDtwsICFhcX3RJKzLKSCoB0lZzrQ6XE8oDJOSSpK1HoVPf9/X0X65Jp2zo4LgW1NQfpqIBeFQU3DQ3+J4U6vVVpAOjECisxQCLkdcn7Y01WTqWtaFgwbXx3dxfdbtddm84M08YHz5ep4inXFaM9+Zv0nnwei1zCipCevEQoZT3U1lT4ytLzw1JheZSk9a5fv+6y+I6ykXdckSnX+aGHHsLXfd3XYWVlBefPn8dLX/pSfOYzn5k4Zjwe48EHH8SlS5fQbDZxzz334NOf/vTEMYPBAG94wxtw7tw5LC0t4SUveQm++MUvTn81U0JTZdxnh+78zs4OOp3Ogc3hpCCRnhGpQL1WHzC5J4/lUdGT4ksK1Jjg0wLF503psqRQO+pp23IulabBZFIM56zwM+cP0aPVXoh8rikZctYzkeekehP06tlOxplkv5ITtrU35fMmsipg3SYfvZcVWWNfvvND0zNi4yOvgpLnyAxa7mywtbXlJkyfKqjikUlJfehDH8LrX/96/M3f/A0efvhh7O7u4kUvetHEFhQ///M/j1/6pV/C29/+dnz0ox/FhQsX8O3f/u3Y2dlxx7zxjW/E+9//frz3ve/FX//1X6PdbuN7vud7Dj3jTA7Evb091wGvXbuGJ598Ek8++SSuX7/ueGcZwCZdKN19ei5MipD7WMk11OTunNKjkmsK+natBQ4KGulNSOVXKpUmVl+XXoUsK1UZHjZkrEYaCqRppYFBI4MpwXxWMpYjrWMmofB/K1tOv7RhYBkL1n9S6G1vb7s2sk/oCaDy+fE+yHvC9sm2psJqn09hy/KtOJQ+Vparz7euy3d86qLJoTmHWfu2fE7sX9vb23jqqafwhS98YUIGnqJYlMZTqP6nnnoK58+fx4c+9CF88zd/M8bjMS5duoQ3vvGN+PEf/3EAN7ym22+/HT/3cz+HH/3RH8X29jZuu+02/O7v/i5e9apXAQD++Z//GZcvX8Yf//Ef4zu+4zui9bZaLaytreVtdiZQQayurmJxcREbGxs4e/YsVldXsb6+jnq9jqWlJTSbTdTrdSwvL7sECy5Ay4w9CkAun0QltLGxgXq97uZdlctlJ6Da7bbzALhzqs/Cl20ul8uo1+suc5DZb6VSyXmDm5ubpiDhwJcxn6OQPBGCpWjlUldyoV3+xs+kQBcWFtxeYky6oBcsz/UJuE6nk3Sf5NwcGedhtin/kwkz0su2yuJ/2sDQlC5hDXur7TzOl2ygs+ZCSRPyXJ9B6kty8bUjVIY0HKy2p2I8Hrt4Ew2cfr+Pq1evotVq4fHHHz/dVXcKbG9vY3V11fv/VDGp7e1tAMDGxgYA4NFHH8UTTzyBF73oRe6Yer2OF77whfjIRz6CH/3RH8UjjzyC0Wg0ccylS5dw99134yMf+YippEh/EBzI8wATFjjxlUKLwXkALllCbj4oPSAKO27yJ+M9tM6YSCHn+GhrWK4ioSGFkRzQ0pKXwltbotpSz5KocRSghbUWojI7ELgZE5SxFE5w5rXLe6Mnp1qKirEkWS8hvQvLy5Lp5fq4lGsmrHZZCsX6n591v/N5T7Gy9PHymlISHnQdqQoq5CWl9mf9vKiYtre3sbOzg36/77bbOE2UmC1yK6nxeIz7778f3/iN34i7774bAPDEE08AAG6//faJY2+//XZ8/vOfd8fUajWcOXPmwDE8X+Ohhx7CW9/61rxNnQqMFdD7oCJqt9tOsSwuLmI8Hrtde0kHcKklzlWq1+tuKSV6U0zM2Nu7sTMvPTBaz3J7ebn4rTUoKGCkAGS6u0zTlkJZpjzL848ztDCj0imVJtdHlMKb94T3gQaF3FZFftYxvVKphHa7PXGfNbTSseI9ersYPo+UpbLkdRK+pA/ZT/ifXpjYojN995jwtbOo2BbL0rAo75TzfOWPx+OJpCeuHrG5ueno2E6nc7rdxhyQW0n92I/9GP7u7/4Of/3Xf33gP8uKTAmM+o554IEHcP/997vvrVYLly9fztHq/JCUDLd63tnZmUg95+Kn0jsCbqwkQSEnt42XQX/GtuidAXAemVzrz6JzfO21XiyXq2TImIxUhCcBPorMEpbacgbglJqlmKTFzs+S8gnRckQsXkLFYBkOoUSJPEkSoWNluTxWr9iv263L9imokPL1GWKhtvruS1Ylsr+/73Y44Dp8ctkjuZjvqYKaLXIpqTe84Q34wz/8Q3z4wx/Gl3/5l7vfL1y4AOCGt3Tx4kX3+5UrV5x3deHCBQyHQ2xubk54U1euXMELXvACsz56IIcNWtjkp+v1OgaDAcbjMdbX17G0tIR6ve68JA5kCi45wdSalMlVIohyuex+IxUoKaeY56Mz4CTtJ5dyCgXGT4pnpfehkgkjMuYjsy419DYh2mDgc2QdGppSpZcspwTIen2GSKoXw/OkZyR/txSVVL6WwgvRmD4vLqagsihhjSKoPeuc3d1d7Ozs4Nq1a9jc3HTUHr1lnRV6itkhk5Iaj8d4wxvegPe///344Ac/iDvvvHPi/zvvvBMXLlzAww8/jGc961kAbkyu/NCHPoSf+7mfAwA85znPQbVaxcMPP4xXvvKVAIDHH38cn/rUp/DzP//zRVzTzEAhQgpwe3t7YkM5LnzKADuXVur3+y6Wtbq66rwn7i0j06ZZDgCX/CAHDgBHKxIhgaiVlPQuuN28XPMta9bTcQHpVMsb1QF2aQDoMgipjKxYYAzyXkt6z1rIOKVcnbAQUxjau2bMTh9vfdeekjSWQkkKvjhUjEbMEhMLneMDvSY9sf/q1avY2tpyGZecw6bv3Slmi0xK6vWvfz3e85734A/+4A+wsrLiYkhra2sue+yNb3wj3va2t+Guu+7CXXfdhbe97W1YXFzED/zAD7hjf/iHfxhvetObcPbsWWxsbODNb34znvGMZ+Dbvu3bir/CgiE9j16v5wYoF4ddWlpy2WByDb5S6ebeUcCNBAxSSVKBkN/mIOSySPSk+EqNH2kPQQpXPXfrpA86KYhDtBhheZWyrNTzLMjEDOnRZaELQ4hR7DHFJ/uXfLfKlP0wRiNmxawVFI9nHJnx5n6/j62tLTc3st/vH6uFmU8SMimpd7zjHQCAe+65Z+L3d77znXjNa14DAHjLW96CXq+H173uddjc3MTznvc8/Omf/ilWVlbc8b/8y7+MSqWCV77ylej1evjWb/1WvOtd7zpW8ZDxeOw6NVPDuRgsB22328XKygr29/exsrLilNjCwgKazaZTeLTO5HI4nAQsU8dlYkaewUIhyPKoKEMLsZ5EaC9IKgzCF1cpsg2W0GP/SVGCOiYmlYWOD+nYkOX1hOJF2vPUbeF7LLXc18es+KAFec363DzPh3T71taWW3/vypUrbp7d6T5Qh4+p5kkdFuY5TyoEmfW1traGxcVF3HbbbS52ddttt2F1dRV33HEH1tfXcfbsWZw/fx7VatUtRsl1vxg3WVpawuLiIur1Omq1GlZXV10KPudMyX2D9GRUYFL4coPA5eVll7jB/7jdOOfncG4WoVPYj/pcqVRIgSmVlPQ6JWY5RHwxHt/v1rly2oLVB3Q58llaiikUO9Jt055T1qw/IlXRFK2kODn3ySefxNWrV3H16lVcu3bNjbnT2NPsMdN5Urc6ODj29vbQ7XYdJTcajRyH3el0sLq6ioWFBSwvL7tYBJMoSDWQ5mNMiunhXLViPB67LEHO2RqPb0wytLYHpzAi107PTGamMea1tLTkPEPOfdOz/vnbSVBUOv5ieSY8jr/PSkj5ys1an44ZhRIcfFRxzMuRfcJ3TIxmtNqc6qla5U7bH+WKLNzyXa6ZeBp7OnycKqmCQOqPu+vu7e3h8ccfx/Xr19Fut7G2toZz587h6U9/Os6dO4c777zTxahqtZpTbKQJmWyxv7+PZrPpYl78LNNgpeLS0J6QHNR6516pEE86YkkiFv13VO6LVqZZkmh0OVIxSQ/TutZYgoMFK7PQisXlQSpFKI9h/Vy1nOvutVotPPXUU25R6VPv6ejgVEkVBEm/yawtxpu4HtzKygpKpRK+4iu+wmXYAXBZgHrV616v51ZclyuYU+FIjys0sHQswhJEejUMnneUBHSR8FFr86i3qDpjKeJZzvedK++Tj9Kz+kds9YcsykmXk6qgtGKlAcnECMafuE3PcDhMbtMp5oNTJTUDcGDIBV673S52dnawtraGUqmEzc1NN2cKuKGkuBoFcNPS52re9HJo/TYaDadQ5MK2PFeDKdh8ZzvZVrmEExWujnOdNEhlnZLhWJSyLuJeWounyjiUlSYdar/vP+2FxZSD9PJ887Z8deRBisfH+yATk65evYrHHnsMjz32mMvSPYmG2EnAqZKaMWh5cv7FU089BQD49Kc/jeXlZayurmJ5edkpIL5rj0zuP8UX1wRkhl7Mk2J2n0X/yAVYY/NxTkJcirAUFXB0r1MnL/jmdMXKiAl36/csCiqWsBGqLxWha5BTOhjn5Tp7jCHz2TOOfIqjiVMlNQdIa+7KlStu7a/bbrsNt99+Oy5duoSlpSWsrq66ldEJzoninCqZxMCYFv+jgtFCSCooLdxkeSzDt/6czCY7Sdl+OkZCWDGTo0B96nUDNVK8QctzDJ2XmkFntW1eCkr+J+ly7inGyfcAnJJi8tKpkjq6OFVSc4BM993c3ESr1cLm5qab0d7v97G+vo5Lly65fae495Tcg4p0ntxmgh4Vl40i505QIFF5Sc9B03mS7tMrH2gLXmbInRRlJSGF+FHxqkKGAxGi8zRkvNHyloB0j1L2D5+CyquYQtety+S8JyYVSSXFz5ygy21zTifoHm2cKqk5ghYbBxHpuqWlJezu7mJpacnRcVwNQmbgWZQU/5NrwFn1SiWl+XeWK+nEWEA+JYZz3KBT04HZeU7TJE9Y85VkubHjZF+KpX8fBeWcCnpQVErcWZvLHDFrlovGnsaijgdOldQhYTweY2dnxy3Dsry8jHa7jdtuuw3nzp1zcaYzZ864tHM5ebhWq7lJnKT+SHFYgpUUnrRotcKSyy75KCWWLanHUNbXccVhKWFfokos7VwqGz4fHq+vwfpuUXE+D8YXC/JRiEXNN0vx6vr9Pq5du4YrV66g2+1ie3vbrbnH8UHv6ST115OMUyV1iCCl1m63sb+/j6eeesoFe3d2dtwmfBsbG1hbW3Mp6NVqdSJDj4qLygWw11OzrEa5XhyACQUlaUGJk5jpR0hvSieWFCXU5PNIvZf62Jgy89WhKT7LuMiahEGw38i6i4xDaegsPi5rxCWOmFFL9kKvoHKK44FTJXWI2N+/uQL57u4urly54lJkn3zySZexB0xu8wEcDFBLus+iBqVQ0kpLWrrW3kkWNcjj5ftJgqbNDsOjsuJNPkpSH8v9zCSVqyk+linfWR4RUs6WgpKYZrkiDV2+bvfe3h42Nzexvb2N69evY3t7G91u160ecRp3Or44VVJHAKQhnnzySbRaLTQaDbeU0f7+Pq5fv47V1VWcO3cOy8vLOHfuHNbW1tz+VQC8sSQpmJiWK5UTU9tJHeo9jvR8KcC/LtxJgc7247XKrMZpBG/svqXcV4tak0YDpzJYiQzA5LqMeesG7BUlLM+7SCVP447vu7u76Pf7+MxnPuPiTVI5nXpNxxunSuoIgBl5/X7fcebAjb24yuUyhsMhdnZ23PypRqOBRqPhFqFNKd/6jS+915JUeFRUupzUrLLjDMtrmTViSiK2ikOKl5slAzA2Z05PafCdV0SMTxpXXN2Fq0XoXXMZdzqJ/fJWw6mSOkJg9h89nPF4jK2tLWfFd7tdnDt3zs1nYvZfKGtPly89KgaPqaSkB8XyQ0Iqlhl2EkBFpT2Sw6AAdZq3j6rT7dTHWLGomHKU9GNoT67YPcmjrPSK50wtZ2JEq9VCp9NxiUhyxZRTHH+cKqkjBno2Wqjs7e2h1WoBuLERIrexP3v2rNsNWFqPjHNxPpWOSVFI8b/BYDCRNdhsNgHATRTm4NcxKS28TjOmis8MtJROyrG6DaFkCd+cNxnT0vX4vChZHpF1wV75nzTcuAHh9va2WxiW6eSnW2ucTJwqqSMGi9Mn2u2287BGo5Gb99FoNLC0tOSO44AmTSd335WLbGoLlRODue8UAFcfAAwGg4kkC+IkzplKgSVoi/K2LGXko/osRRKieH3ljseTE5dDx2ZJmiFtDKTNu9KJPXJb962tLbTbbWxubqLf76PX67m1K0ej0S3XB28FnCqpY4LxeOyWU9re3sbjjz+Oer2O8+fPY2lpCevr61hcXHTxKnpaKysraDabbkfg8XjstrWncNOb5vHF3zkHizEyeSzbdisJBynIUzybrPfGypqz0rv5WSoNTQHqhIbYs9JeiPSSfQkzIQ+N56ZCJjvQKxoMBi4u++STT7oMPm7YaVHdpzg5OFVSxwh60UyuWtHr9TAcDt2Ovqurq9jd3UW32wVwMx2ZL2YN8ruPEuI8KXmuRUXKjLGTCovOynO9qRmROu5jTSeQ333ebKrg9ikY2e5YEobvfN/WHlZbO52O69+MLVFJcSkjbntzmr13a+BUSR1TMAuQc0OuXbvmEik2NjZcVl6328Xi4iL6/T5qtRrq9Tqazabbo4q79XKiMDC5agH/Iw0oF5+NWdAnBTrLL2sMzpq3FoLOmgPsSbhWG+lV+JbHknXwvFAaus+D0u3wUYS+a9Z9hp7Tl770pYkY02g0mthiQ272eRp7ujVwqqSOKSgguKWHnO/E3XW5Zlmj0UCn00Gz2XTbgzQaDTcxWO5TJWFlc+lNEWXa+klWVBKpk11D58SO9VFqllJhmXphYatufuf/oVhRSEHxPc8z59YZTIiQKeVXr15185x0KjkXPj7N3ru1cKqkjjn0THp6Ppx3NRwOUa/XMRgM3EK2pVIJe3t7bj1AOdfKWhbIR/XIOoGTn92nvaGs8SZr3T0Lvgw9qRR0zMmXrZfqxeln56MbdcxLf9awKD0usNzv9yd2tB4Oh9ja2kKn0/n/2ju/kKi2L45/1eaccebq9Md0ZspkCiJKkbL/1O0SXLmC/aEX68leAiMDKYigB3srgnqqCCKiILCXiqAojNR7I4LoCmlFCP3RQrG0mvE4jtas30Ps/TsznnFGm+ucc1wfGBzn7DPuWW72d/Zaa68ds5LieJP5EfNIqt4CADI+ngwWKZsh/PpiQtOn5YbDYWiahm/fvkFVVXz69An5+fmYM2cOioqK4HK58NtvvwH4OeiES0XvWkk0SQqSpR5blalu7DXaU2QUPzJyoer/tp5E8aj4/gr0STKJ3sdoNZxImPSrOSPxEONNv+rRjx+xAVfTtHFxp8HBQenO4yKw1iEQCKC+vn5SIjUyMoKjR48mbcciZUP0qysxWQixEkFpRVGkywWA3BclYlQ5OTlyEgEg90kBE8cdMrHJdbrQb+wFUnd3JROo+N/THePTx7P+6wQLgd6FF4lE5PgTgiTSx8V4FC5AkUrO8abpZfHixcjPz5/y/YsWLYLX652USInErmSwSNkcvTtFIDL1nE4nZs+ejXA4LDcI62Mb3d3diEQicLlcUrgmOsJDICay+H03dsHI5ZWIRLGlie5PxwStFyS9uKaSjTfR6bqT+eyiMkQoFMLAwABGRkZiVkniud6lJ0qDMdNLTU0NysvLM90NQ1ikZiAiCC3OshITktvtxsDAANxuN9xuN3p7ezE2NgaPxyOPqlcURT7XJ01M9A3KjkIFTK36eyrZkJMVKCNXXvzv8UVzxXOjfuhdm4k+40Qr5sHBQbnRPBwOY2hoCF+/fpUrKv0qKz4Jwo7jZLrYtGkTli9fPun7srKyUFxc/B/0KD2wSM1AxIQgqkeLSVNVVWiaBrfbDZfLhcHBQRnoFpuEReV1fa2/eKYyeduZRIIxHe4sowSLRLE1o9VX/HX9Ki/RykrU0xMrp3A4jGAwGLP5Vl+fkoXp5xcGl8v1S+9RVlaGLVu2pKlH5oFFagai/zYvsgCDwSBycnIwODgIp9OJ3NxchEIhRKNROJ1OuYoqLCxEXl4efD4fHA6HFKx415A4JyvZKsvqxG+GNkpy0NtBrED0dROnA71YTZSIoa/eoB8nYvWt/6kvUqxPsuns7MSXL1/kNX07I4FjgKKiIhw5ciSlUw0SIZKe7AaL1AwnfkOmiAmIihXiuXDxqaqKaDQqq1uIQLc+XgX8TLQAIE8RtotQxSdPAMmTRZKl8KeDRFl+k/27QoT04hIvRPrq+cJlJ9LJRfmi4eHhcWIn3t+uzJo1C6WlpVMSmnnz5qGgoEDWzGT+D4sUIxEbgMfGxmSpJfGa2CQMAJqmSfegcAHOmjVLxqtE1XThLhJV2u2CUczGylmN+koWopKJEB+Rlad31elPkw6HwxgbG8PQ0JDM2hOuvZmGy+VCXV0dZs+enemu2AoWKSYG8Q1aP+nq97iIKtShUAhOpxMOh0OWTRKCpSgKQqGQPPpDHHsv3IMiviVKLSWrC2eXVdh0r6biq9yncr+maejp6ZGrJX1yg4ghiZ96ERsZGYkRMiuybt06rF27dsr3K4ryy3ElZjyWFCmrfmO1AokqCuhjEFlZWdA0DaqqSvdETk6OzApUVRXBYBBZWVlQFAVOp1OeUSUK4P748QOKosiagYk2pMa71cyEUSxOCLq+CodI3xcIt5m4J50Y1d0zipnFC5jou6Zp+PTpU0xyg/i/i3Ggj0kJERM19vRHxFgNn8+HlStX/tJ7CBswyQmHwwBSOCiTLDjjf/jwwdQpkwzDMExq9PT0YOHChQmvW1KkotEoXr9+jeXLl6Onp+eXdkozQDAYRHFxMdvyF2E7pg+2ZXowsx2JCKFQCH6/f8KSY5Z092VnZ2PBggUAgPz8fNMZ36qwLdMD2zF9sC3Tg1nt6PF4kraZfMVMhmEYhpkmWKQYhmEY02JZkVJVFY2NjVBVNdNdsTxsy/TAdkwfbMv0YAc7WjJxgmEYhpkZWHYlxTAMw9gfFimGYRjGtLBIMQzDMKaFRYphGIYxLSxSDMMwjGmxrEidP38egUAATqcTFRUV+OeffzLdJVNz/PhxWW1cPLxer7xORDh+/Dj8fj9yc3Pxxx9/4MWLFxnssTn4+++/sW3bNvj9fmRlZeHWrVsx11OxWyQSwcGDB1FQUAC3243t27fjw4cP0/gpzEEyW+7du3fcGF2/fn1MG7YlcOLECaxZswZ5eXkoLCzEzp078fr165g2dhqXlhSp69evo6GhAceOHUN7ezs2b96MqqoqdHd3Z7prpmbFihXo7e2Vj46ODnnt1KlTOHPmDM6ePYunT5/C6/Xizz//RCgUymCPM4+maSgvL8fZs2cNr6dit4aGBty8eRNNTU149OgRhoaGUF1dbdlq4VMlmS0B4K+//ooZo3fv3o25zrYE2tracODAATx58gTNzc34/v07KisroWmabGOrcUkWZO3atVRXVxfz2rJly+jo0aMZ6pH5aWxspPLycsNr0WiUvF4vnTx5Ur42MjJCHo+HLly4ME09ND8A6ObNm/L3VOz29etXcjgc1NTUJNt8/PiRsrOz6d69e9PWd7MRb0siotraWtqxY0fCe9iWxvT39xMAamtrIyL7jUvLraRGR0fx7NkzVFZWxrxeWVmJx48fZ6hX1qCrqwt+vx+BQAC7d+/GmzdvAABv375FX19fjE1VVcWWLVvYphOQit2ePXuGsbGxmDZ+vx+lpaVsWwNaW1tRWFiIpUuXYt++fejv75fX2JbGfPv2DQAwd+5cAPYbl5YTqc+fP+PHjx8oKiqKeb2oqAh9fX0Z6pX5WbduHa5evYr79+/j4sWL6Ovrw8aNGzEwMCDtxjadHKnYra+vD4qiYM6cOQnbMD+pqqrCtWvX8PDhQ5w+fRpPnz7F1q1bEYlEALAtjSAiHDp0CJs2bUJpaSkA+41LSx7VAYw/pZXijs5mYqmqqpLPy8rKsGHDBixZsgRXrlyRwWm26dSYit3YtuOpqamRz0tLS7F69WqUlJTgzp072LVrV8L7ZrIt6+vr8fz5czx69GjcNbuMS8utpAoKCpCTkzNO7fv7+8d9c2AS43a7UVZWhq6uLpnlxzadHKnYzev1YnR0FF++fEnYhjHG5/OhpKQEXV1dANiW8Rw8eBC3b99GS0tLzMm2dhuXlhMpRVFQUVGB5ubmmNebm5uxcePGDPXKekQiEbx69Qo+nw+BQABerzfGpqOjo2hra2ObTkAqdquoqIDD4Yhp09vbi87OTrZtEgYGBtDT0wOfzweAbSkgItTX1+PGjRt4+PAhAoFAzHXbjcuMpWz8Ak1NTeRwOOjSpUv08uVLamhoILfbTe/evct010zL4cOHqbW1ld68eUNPnjyh6upqysvLkzY7efIkeTweunHjBnV0dNCePXvI5/NRMBjMcM8zSygUovb2dmpvbycAdObMGWpvb6f3798TUWp2q6uro4ULF9KDBw/o33//pa1bt1J5eTl9//49Ux8rI0xky1AoRIcPH6bHjx/T27dvqaWlhTZs2EALFixgW8axf/9+8ng81NraSr29vfIxPDws29hpXFpSpIiIzp07RyUlJaQoCq1atUqmXzLG1NTUkM/nI4fDQX6/n3bt2kUvXryQ16PRKDU2NpLX6yVVVen333+njo6ODPbYHLS0tBCAcY/a2loiSs1u4XCY6uvrae7cuZSbm0vV1dXU3d2dgU+TWSay5fDwMFVWVtL8+fPJ4XDQokWLqLa2dpyd2JZkaEMAdPnyZdnGTuOSz5NiGIZhTIvlYlIMwzDMzIFFimEYhjEtLFIMwzCMaWGRYhiGYUwLixTDMAxjWlikGIZhGNPCIsUwDMOYFhYphmEYxrSwSDEMwzCmhUWKYRiGMS0sUgzDMIxp+R9+VJqsOt1raAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "batch_idx=4\n", "img=[1, 1, 224, 224], bowel=[1], extravasation=[1], kidney=[1], liver=[1], spleen=[1], any_injury=[1]\n", "series_counts={21872: 1}\n", "\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "slice_transforms = torchvision.transforms.Compose([\n", " torchvision.transforms.Resize(size=256),\n", " torchvision.transforms.RandomRotation(degrees=15),\n", " torchvision.transforms.RandomCrop(size=(224, 224)),\n", "])\n", "\n", "cls2d_dataset = Classification2DDataset(split=\"train\", streaming=True, slice_transforms=slice_transforms)\n", "cls2d_dataloader = torch.utils.data.DataLoader(cls2d_dataset, batch_size=1, num_workers=4, pin_memory=True)\n", "\n", "for batch_idx, batch in enumerate(cls2d_dataloader):\n", " if batch_idx == 5:\n", " break\n", " \n", " img = batch[\"img\"]\n", " bowel = batch[\"bowel\"]\n", " extravasation = batch[\"extravasation\"]\n", " kidney = batch[\"kidney\"]\n", " liver = batch[\"liver\"]\n", " spleen = batch[\"spleen\"]\n", " any_injury = batch[\"any_injury\"]\n", " \n", " series_counts = dict(Counter(batch[\"series_id\"].numpy()))\n", " print(f\"batch_idx={batch_idx}\")\n", " print(f\"img={list(img.size())}, bowel={list(bowel.size())}, extravasation={list(extravasation.size())}, kidney={list(kidney.size())}, liver={list(liver.size())}, spleen={list(spleen.size())}, any_injury={list(batch['any_injury'].size())}\")\n", " print(f\"series_counts={series_counts}\")\n", " print()\n", " \n", " plt.imshow(img.numpy()[0, 0, :, :], cmap=\"gray\")\n", " plt.show()" ] }, { "cell_type": "markdown", "id": "ac731340-49f4-4d7d-bbc5-3cbf49b1b248", "metadata": {}, "source": [ "## Classification with segmentation masks" ] }, { "cell_type": "markdown", "id": "668aa59f-f302-4869-92eb-35dadada3694", "metadata": {}, "source": [ "## Segmentation" ] } ], "metadata": { "kernelspec": { "display_name": "ml-env (conda)", "language": "python", "name": "ml-env" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.4" } }, "nbformat": 4, "nbformat_minor": 5 }