{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Image Segmentation using ResNet-34 and Kaggle Carvana Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's start by doing it the really simple way. And we are going to use Kaggle [Carvana](https://www.kaggle.com/c/carvana-image-masking-challenge) competition and you can download it with Kaggle API as usual."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%reload_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from my_scripts.ntfy.notification_callback import *\n",
    "\n",
    "notif_cb = NotificationCallback()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fastai.conv_learner import *\n",
    "from fastai.dataset import *\n",
    "\n",
    "from pathlib import Path\n",
    "import json\n",
    "\n",
    "# torch.cuda.set_device(0)\n",
    "\n",
    "# Important to enabled the next line.\n",
    "# For image size 128 training, an epoch took 1 min 33 s instead of 2 min 11 s without this enabled.\n",
    "torch.backends.cudnn.benchmark = True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, install [official Kaggle API](https://github.com/Kaggle/kaggle-api)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install kaggle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unauthorized: you must download an API key from https://www.kaggle.com/<username>/account\r\n",
      "Then put kaggle.json in the folder /home/ubuntu/.kaggle\r\n"
     ]
    }
   ],
   "source": [
    "!kaggle --help"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "name                        size  creationDate         \r\n",
      "-------------------------  -----  -------------------  \r\n",
      "metadata.csv.zip            81KB  2017-07-24 18:06:08  \r\n",
      "train_masks.zip             29MB  2017-07-24 18:06:11  \r\n",
      "train_masks.csv.zip         15MB  2017-07-24 18:06:11  \r\n",
      "sample_submission.csv.zip  202KB  2017-07-24 18:06:12  \r\n",
      "train.zip                  405MB  2017-07-24 18:06:52  \r\n",
      "test.zip                     8GB  2017-07-24 18:21:12  \r\n",
      "29bb3ece3180_11.jpg        107KB  2017-08-02 23:32:23  \r\n",
      "train_hq.zip               804MB  2017-08-30 20:12:44  \r\n",
      "test_hq.zip                 15GB  2017-08-30 22:12:12  \r\n"
     ]
    }
   ],
   "source": [
    "!kaggle competitions files -c carvana-image-masking-challenge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "%mkdir data/carvana"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading metadata.csv.zip to data/carvana\n",
      "  0%|                                               | 0.00/81.2k [00:00<?, ?B/s]\n",
      "100%|██████████████████████████████████████| 81.2k/81.2k [00:00<00:00, 1.11MB/s]\n"
     ]
    }
   ],
   "source": [
    "!kaggle competitions download -c carvana-image-masking-challenge -f metadata.csv.zip -p data/carvana"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading train_masks.zip to data/carvana\n",
      " 86%|████████████████████████████████▌     | 25.0M/29.1M [00:01<00:00, 18.3MB/s]\n",
      "100%|██████████████████████████████████████| 29.1M/29.1M [00:01<00:00, 25.7MB/s]\n",
      "Downloading train_masks.csv.zip to data/carvana\n",
      " 80%|██████████████████████████████▎       | 15.0M/18.8M [00:00<00:00, 11.8MB/s]\n",
      "100%|██████████████████████████████████████| 18.8M/18.8M [00:00<00:00, 24.0MB/s]\n",
      "Downloading sample_submission.csv.zip to data/carvana\n",
      "100%|████████████████████████████████████████| 225k/225k [00:00<00:00, 1.89MB/s]\n",
      "\n",
      "Downloading train.zip to data/carvana\n",
      "100%|███████████████████████████████████████▊| 403M/405M [00:15<00:00, 26.8MB/s]\n",
      "100%|████████████████████████████████████████| 405M/405M [00:15<00:00, 27.2MB/s]\n"
     ]
    }
   ],
   "source": [
    "!kaggle competitions download -c carvana-image-masking-challenge -f train_masks.zip -p data/carvana\n",
    "!kaggle competitions download -c carvana-image-masking-challenge -f train_masks.csv.zip -p data/carvana\n",
    "!kaggle competitions download -c carvana-image-masking-challenge -f sample_submission.csv -p data/carvana\n",
    "!kaggle competitions download -c carvana-image-masking-challenge -f train.zip -p data/carvana"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Archive:  data/carvana/metadata.csv.zip\n",
      "  inflating: data/carvana/metadata.csv  \n",
      "Archive:  data/carvana/sample_submission.csv.zip\n",
      "  inflating: data/carvana/sample_submission.csv  \n",
      "Archive:  data/carvana/train_masks.csv.zip\n",
      "  inflating: data/carvana/train_masks.csv  \n",
      "Archive:  data/carvana/train_masks.zip\n",
      "   creating: data/carvana/train_masks/\n",
      "  inflating: data/carvana/train_masks/00087a6bd4dc_01_mask.gif  \n",
      " extracting: data/carvana/train_masks/00087a6bd4dc_02_mask.gif  \n",
      " extracting: data/carvana/train_masks/00087a6bd4dc_03_mask.gif  \n",
      " extracting: data/carvana/train_masks/00087a6bd4dc_04_mask.gif  \n",
      "  inflating: data/carvana/train_masks/00087a6bd4dc_05_mask.gif  \n",
      "  inflating: data/carvana/train_masks/00087a6bd4dc_06_mask.gif  \n",
      "  inflating: data/carvana/train_masks/00087a6bd4dc_07_mask.gif  \n",
      "  inflating: data/carvana/train_masks/00087a6bd4dc_08_mask.gif  \n",
      "  inflating: data/carvana/train_masks/00087a6bd4dc_09_mask.gif  \n",
      "  inflating: data/carvana/train_masks/00087a6bd4dc_10_mask.gif  \n",
      " extracting: data/carvana/train_masks/00087a6bd4dc_11_mask.gif  \n",
      "  inflating: data/carvana/train_masks/00087a6bd4dc_12_mask.gif  \n",
      "  inflating: data/carvana/train_masks/00087a6bd4dc_13_mask.gif  \n",
      "  inflating: data/carvana/train_masks/00087a6bd4dc_14_mask.gif  \n",
      " extracting: data/carvana/train_masks/00087a6bd4dc_15_mask.gif  \n",
      " extracting: data/carvana/train_masks/00087a6bd4dc_16_mask.gif  \n",
      "  inflating: data/carvana/train_masks/02159e548029_01_mask.gif  \n",
      " extracting: data/carvana/train_masks/02159e548029_02_mask.gif  \n",
      " extracting: data/carvana/train_masks/02159e548029_03_mask.gif  \n",
      " extracting: data/carvana/train_masks/02159e548029_04_mask.gif  \n",
      "  inflating: data/carvana/train_masks/02159e548029_05_mask.gif  \n",
      " extracting: data/carvana/train_masks/02159e548029_06_mask.gif  \n",
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      "  inflating: data/carvana/train_masks/02159e548029_09_mask.gif  \n",
      " extracting: data/carvana/train_masks/02159e548029_10_mask.gif  \n",
      " extracting: data/carvana/train_masks/02159e548029_11_mask.gif  \n",
      " extracting: data/carvana/train_masks/02159e548029_12_mask.gif  \n",
      "  inflating: data/carvana/train_masks/02159e548029_13_mask.gif  \n",
      " extracting: data/carvana/train_masks/02159e548029_14_mask.gif  \n",
      " extracting: data/carvana/train_masks/02159e548029_15_mask.gif  \n",
      " extracting: data/carvana/train_masks/02159e548029_16_mask.gif  \n",
      " extracting: data/carvana/train_masks/03a857ce842d_01_mask.gif  \n",
      " extracting: data/carvana/train_masks/03a857ce842d_02_mask.gif  \n",
      " extracting: data/carvana/train_masks/03a857ce842d_03_mask.gif  \n",
      " extracting: data/carvana/train_masks/03a857ce842d_04_mask.gif  \n",
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      " extracting: data/carvana/train_masks/03a857ce842d_06_mask.gif  \n",
      " extracting: data/carvana/train_masks/03a857ce842d_07_mask.gif  \n",
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      " extracting: data/carvana/train_masks/03a857ce842d_10_mask.gif  \n",
      " extracting: data/carvana/train_masks/03a857ce842d_11_mask.gif  \n",
      " extracting: data/carvana/train_masks/03a857ce842d_12_mask.gif  \n",
      " extracting: data/carvana/train_masks/03a857ce842d_13_mask.gif  \n",
      " extracting: data/carvana/train_masks/03a857ce842d_14_mask.gif  \n",
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      " extracting: data/carvana/train_masks/03a857ce842d_16_mask.gif  \n",
      "  inflating: data/carvana/train_masks/0495dcf27283_01_mask.gif  \n",
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      "  inflating: data/carvana/train_masks/04bd942b463b_01_mask.gif  \n",
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      "  inflating: data/carvana/train_masks/04bd942b463b_03_mask.gif  \n",
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      "  inflating: data/carvana/train_masks/04bd942b463b_09_mask.gif  \n",
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      "  inflating: data/carvana/train_masks/04bd942b463b_11_mask.gif  \n",
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      " extracting: data/carvana/train_masks/04bd942b463b_13_mask.gif  \n",
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      " extracting: data/carvana/train_masks/04bd942b463b_16_mask.gif  \n",
      "  inflating: data/carvana/train_masks/0789bed99cb8_01_mask.gif  \n",
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      " extracting: data/carvana/train_masks/0ee135a3cccc_01_mask.gif  \n",
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      "  inflating: data/carvana/train_masks/120c1dc7b116_01_mask.gif  \n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " extracting: data/carvana/train_masks/1b25ea8ba94d_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/1b25ea8ba94d_16_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/1e6f48393e17_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/1e89e1af42e7_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/1e89e1af42e7_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/1e89e1af42e7_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/1e89e1af42e7_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/1e89e1af42e7_08_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/1e89e1af42e7_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/1e89e1af42e7_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/1e89e1af42e7_13_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/1e89e1af42e7_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/1e89e1af42e7_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/21a7e6726ee3_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/21a7e6726ee3_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/21a7e6726ee3_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/21a7e6726ee3_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/21a7e6726ee3_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/21a7e6726ee3_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/21a7e6726ee3_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/21a7e6726ee3_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/21a7e6726ee3_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/21a7e6726ee3_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/21a7e6726ee3_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/21a7e6726ee3_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/21a7e6726ee3_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/21a7e6726ee3_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/21a7e6726ee3_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/21a7e6726ee3_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2267f4aa0d2c_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2267f4aa0d2c_02_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2267f4aa0d2c_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2267f4aa0d2c_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2267f4aa0d2c_05_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/2267f4aa0d2c_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2267f4aa0d2c_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2267f4aa0d2c_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2267f4aa0d2c_11_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/2267f4aa0d2c_13_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/2267f4aa0d2c_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2335eef27de6_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/2335eef27de6_04_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/2335eef27de6_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2335eef27de6_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2335eef27de6_15_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2335eef27de6_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/23c088f6ec27_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/23c088f6ec27_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/23c088f6ec27_12_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/23c088f6ec27_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/23c088f6ec27_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/245f9c9eab8a_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/245f9c9eab8a_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/245f9c9eab8a_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/245f9c9eab8a_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/245f9c9eab8a_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/245f9c9eab8a_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/245f9c9eab8a_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/245f9c9eab8a_14_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/245f9c9eab8a_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/26ccab021981_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/26ccab021981_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/26ccab021981_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/26ccab021981_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/26ccab021981_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/26ccab021981_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/26ccab021981_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/26ccab021981_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/26ccab021981_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/26ccab021981_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/26ccab021981_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/26ccab021981_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/28109f18d9d4_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/28109f18d9d4_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/28109f18d9d4_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/28109f18d9d4_11_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/28d7fb5ba432_01_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/28d7fb5ba432_10_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/28d7fb5ba432_14_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/28d7fb5ba432_16_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/28d9a149cb02_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/28d9a149cb02_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/28d9a149cb02_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/28d9a149cb02_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/28d9a149cb02_09_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/28d9a149cb02_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/28d9a149cb02_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/28d9a149cb02_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/28d9a149cb02_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/292f59c6a347_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/292f59c6a347_02_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/292f59c6a347_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/292f59c6a347_05_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/292f59c6a347_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/292f59c6a347_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/292f59c6a347_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/292f59c6a347_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/292f59c6a347_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/293a0fa72e5b_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/293a0fa72e5b_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/293a0fa72e5b_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/293a0fa72e5b_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/293a0fa72e5b_05_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/293a0fa72e5b_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/293a0fa72e5b_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/293a0fa72e5b_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/293a0fa72e5b_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/293a0fa72e5b_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/293a0fa72e5b_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/293a0fa72e5b_14_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/293a0fa72e5b_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/293a0fa72e5b_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2990f858e939_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/2990f858e939_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2990f858e939_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/2990f858e939_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2990f858e939_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2990f858e939_08_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/2990f858e939_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2990f858e939_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2990f858e939_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2990f858e939_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2990f858e939_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2990f858e939_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2a4a8964ebf3_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2a4a8964ebf3_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2a4a8964ebf3_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2a4a8964ebf3_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/2a4a8964ebf3_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2a4a8964ebf3_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2a4a8964ebf3_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2a4a8964ebf3_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2a4a8964ebf3_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2a4a8964ebf3_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2a4a8964ebf3_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2a4a8964ebf3_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2a4a8964ebf3_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2a4a8964ebf3_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2a4a8964ebf3_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2af7c265531e_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2af7c265531e_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2af7c265531e_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2af7c265531e_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2af7c265531e_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2af7c265531e_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2af7c265531e_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2af7c265531e_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2af7c265531e_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2af7c265531e_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2af7c265531e_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2af7c265531e_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2af7c265531e_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2af7c265531e_14_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2af7c265531e_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2af7c265531e_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2c57132da7a0_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2c57132da7a0_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2c57132da7a0_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2c57132da7a0_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2c57132da7a0_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2c57132da7a0_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2c57132da7a0_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2c57132da7a0_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2c57132da7a0_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2c57132da7a0_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2c57132da7a0_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2c57132da7a0_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2c57132da7a0_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2c57132da7a0_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2c57132da7a0_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2c57132da7a0_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2cb06c1f5bb1_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2cb06c1f5bb1_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2cb06c1f5bb1_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2cb06c1f5bb1_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2cb06c1f5bb1_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2cb06c1f5bb1_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2cb06c1f5bb1_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2cb06c1f5bb1_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2cb06c1f5bb1_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2cb06c1f5bb1_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2cb06c1f5bb1_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2cb06c1f5bb1_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2cb06c1f5bb1_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2cb06c1f5bb1_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2cb06c1f5bb1_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2cb06c1f5bb1_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2cb91c2543fa_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2cb91c2543fa_02_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2cb91c2543fa_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2cb91c2543fa_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2cb91c2543fa_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2cb91c2543fa_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2cb91c2543fa_07_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2cb91c2543fa_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2cb91c2543fa_09_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2cb91c2543fa_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2cb91c2543fa_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2cb91c2543fa_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2cb91c2543fa_13_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2cb91c2543fa_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2cb91c2543fa_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2cb91c2543fa_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2ea62c1beee7_01_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2ea62c1beee7_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2ea62c1beee7_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2ea62c1beee7_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2ea62c1beee7_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2ea62c1beee7_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2ea62c1beee7_07_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2ea62c1beee7_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2ea62c1beee7_09_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2ea62c1beee7_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2ea62c1beee7_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2ea62c1beee7_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2ea62c1beee7_13_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2ea62c1beee7_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2ea62c1beee7_15_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2ea62c1beee7_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2f39abb12388_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2f39abb12388_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2f39abb12388_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2f39abb12388_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2f39abb12388_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2f39abb12388_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2f39abb12388_07_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2f39abb12388_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2f39abb12388_09_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2f39abb12388_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2f39abb12388_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2f39abb12388_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2f39abb12388_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2f39abb12388_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2f39abb12388_15_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2f39abb12388_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2faf504842df_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2faf504842df_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2faf504842df_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2faf504842df_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2faf504842df_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2faf504842df_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2faf504842df_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2faf504842df_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2faf504842df_09_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2faf504842df_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2faf504842df_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/2faf504842df_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2faf504842df_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2faf504842df_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2faf504842df_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/2faf504842df_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/304437bad7ff_01_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/304437bad7ff_02_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/304437bad7ff_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/304437bad7ff_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/304437bad7ff_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/304437bad7ff_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/304437bad7ff_07_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/304437bad7ff_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/304437bad7ff_09_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/304437bad7ff_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/304437bad7ff_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/304437bad7ff_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/304437bad7ff_13_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/304437bad7ff_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/304437bad7ff_15_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/304437bad7ff_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3071362591f7_01_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3071362591f7_02_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3071362591f7_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3071362591f7_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3071362591f7_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3071362591f7_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3071362591f7_07_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3071362591f7_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3071362591f7_09_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3071362591f7_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3071362591f7_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3071362591f7_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3071362591f7_13_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3071362591f7_14_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3071362591f7_15_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3071362591f7_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/31186febd775_01_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/31186febd775_02_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/31186febd775_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/31186febd775_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/31186febd775_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/31186febd775_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/31186febd775_07_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/31186febd775_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/31186febd775_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/31186febd775_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/31186febd775_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/31186febd775_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/31186febd775_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/31186febd775_14_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/31186febd775_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/31186febd775_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/316bbfd3d93d_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/316bbfd3d93d_02_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/316bbfd3d93d_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/316bbfd3d93d_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/316bbfd3d93d_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/316bbfd3d93d_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/316bbfd3d93d_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/316bbfd3d93d_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/316bbfd3d93d_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/316bbfd3d93d_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/316bbfd3d93d_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/316bbfd3d93d_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/316bbfd3d93d_13_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/316bbfd3d93d_14_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/316bbfd3d93d_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/316bbfd3d93d_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/32edfb7723ff_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32edfb7723ff_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32edfb7723ff_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32edfb7723ff_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32edfb7723ff_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32edfb7723ff_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/32edfb7723ff_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32edfb7723ff_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32edfb7723ff_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32edfb7723ff_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/32edfb7723ff_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32edfb7723ff_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32edfb7723ff_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32edfb7723ff_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32edfb7723ff_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32edfb7723ff_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32ff007d9505_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32ff007d9505_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32ff007d9505_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32ff007d9505_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32ff007d9505_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32ff007d9505_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32ff007d9505_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32ff007d9505_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32ff007d9505_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32ff007d9505_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32ff007d9505_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32ff007d9505_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32ff007d9505_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32ff007d9505_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32ff007d9505_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/32ff007d9505_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/33a310ea7462_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/33a310ea7462_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/33a310ea7462_03_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/364fd5fd7569_01_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/364fd5fd7569_11_mask.gif  \r\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " extracting: data/carvana/train_masks/371f057d1242_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/371f057d1242_02_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/371f057d1242_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/371f057d1242_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/371f057d1242_05_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/371f057d1242_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/371f057d1242_08_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/371f057d1242_14_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/371f057d1242_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/371f057d1242_16_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/3afec4b5ac07_13_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/3afec4b5ac07_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3afec4b5ac07_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3b45f83ba3fa_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3b45f83ba3fa_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3b45f83ba3fa_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3b45f83ba3fa_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3b45f83ba3fa_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3b45f83ba3fa_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3b45f83ba3fa_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3b45f83ba3fa_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3b45f83ba3fa_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3b45f83ba3fa_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3b45f83ba3fa_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3b45f83ba3fa_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3b45f83ba3fa_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3b45f83ba3fa_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3b45f83ba3fa_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3b45f83ba3fa_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3bca821c8c41_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3bca821c8c41_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3bca821c8c41_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3bca821c8c41_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3bca821c8c41_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3bca821c8c41_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3bca821c8c41_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3bca821c8c41_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3bca821c8c41_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3bca821c8c41_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3bca821c8c41_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3bca821c8c41_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3bca821c8c41_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3bca821c8c41_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3bca821c8c41_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3bca821c8c41_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3c16409ab9db_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c16409ab9db_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c16409ab9db_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3c16409ab9db_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3c16409ab9db_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3c16409ab9db_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c16409ab9db_07_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3c16409ab9db_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c16409ab9db_09_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3c16409ab9db_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3c16409ab9db_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3c16409ab9db_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3c16409ab9db_13_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3c16409ab9db_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c16409ab9db_15_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3c16409ab9db_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c54e71fd2c9_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c54e71fd2c9_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c54e71fd2c9_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c54e71fd2c9_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c54e71fd2c9_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c54e71fd2c9_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c54e71fd2c9_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c54e71fd2c9_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c54e71fd2c9_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c54e71fd2c9_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c54e71fd2c9_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c54e71fd2c9_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c54e71fd2c9_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c54e71fd2c9_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c54e71fd2c9_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c54e71fd2c9_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3c6acfceb552_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c6acfceb552_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c6acfceb552_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3c6acfceb552_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3c6acfceb552_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3c6acfceb552_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c6acfceb552_07_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3c6acfceb552_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3c6acfceb552_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c6acfceb552_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c6acfceb552_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3c6acfceb552_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3c6acfceb552_13_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3c6acfceb552_14_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3c6acfceb552_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3c6acfceb552_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3cb21125f126_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3cb21125f126_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3cb21125f126_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3cb21125f126_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3cb21125f126_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3cb21125f126_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3cb21125f126_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3cb21125f126_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3cb21125f126_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3cb21125f126_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3cb21125f126_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3cb21125f126_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3cb21125f126_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3cb21125f126_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3cb21125f126_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3cb21125f126_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3d7a1030deeb_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3d7a1030deeb_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3d7a1030deeb_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3d7a1030deeb_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3d7a1030deeb_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3d7a1030deeb_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3d7a1030deeb_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3d7a1030deeb_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3d7a1030deeb_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3d7a1030deeb_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3d7a1030deeb_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3d7a1030deeb_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3d7a1030deeb_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3d7a1030deeb_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3d7a1030deeb_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3d7a1030deeb_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f202616a2b9_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f202616a2b9_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f202616a2b9_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f202616a2b9_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f202616a2b9_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3f202616a2b9_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3f202616a2b9_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f202616a2b9_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3f202616a2b9_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f202616a2b9_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3f202616a2b9_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f202616a2b9_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3f202616a2b9_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f202616a2b9_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f202616a2b9_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f202616a2b9_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f3e362dea23_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f3e362dea23_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f3e362dea23_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f3e362dea23_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3f3e362dea23_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f3e362dea23_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f3e362dea23_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f3e362dea23_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f3e362dea23_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f3e362dea23_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f3e362dea23_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f3e362dea23_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f3e362dea23_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f3e362dea23_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f3e362dea23_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f3e362dea23_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f8d611822bc_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f8d611822bc_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f8d611822bc_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3f8d611822bc_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3f8d611822bc_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f8d611822bc_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3f8d611822bc_07_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3f8d611822bc_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3f8d611822bc_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f8d611822bc_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3f8d611822bc_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f8d611822bc_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/3f8d611822bc_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f8d611822bc_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f8d611822bc_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/3f8d611822bc_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/40851e617b93_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/40851e617b93_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/40851e617b93_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/40851e617b93_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/40851e617b93_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/40851e617b93_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/40851e617b93_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/40851e617b93_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/40851e617b93_09_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/40851e617b93_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/40851e617b93_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/40851e617b93_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/40851e617b93_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/40851e617b93_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/40851e617b93_15_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/40851e617b93_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/419687d50dcd_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/419687d50dcd_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/419687d50dcd_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/419687d50dcd_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/419687d50dcd_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/419687d50dcd_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/419687d50dcd_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/419687d50dcd_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/419687d50dcd_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/419687d50dcd_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/419687d50dcd_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/419687d50dcd_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/419687d50dcd_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/419687d50dcd_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/419687d50dcd_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/419687d50dcd_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/42415ff65013_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42415ff65013_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42415ff65013_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/42415ff65013_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/42415ff65013_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/42415ff65013_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42415ff65013_07_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/42415ff65013_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/42415ff65013_09_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/42415ff65013_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42415ff65013_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/42415ff65013_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/42415ff65013_13_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/42415ff65013_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42415ff65013_15_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/42415ff65013_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/424658d9f222_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/424658d9f222_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/424658d9f222_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/424658d9f222_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/424658d9f222_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/424658d9f222_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/424658d9f222_07_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/424658d9f222_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/424658d9f222_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/424658d9f222_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/424658d9f222_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/424658d9f222_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/424658d9f222_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/424658d9f222_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/424658d9f222_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/424658d9f222_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42a3297ccd4b_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42a3297ccd4b_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42a3297ccd4b_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42a3297ccd4b_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42a3297ccd4b_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42a3297ccd4b_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/42a3297ccd4b_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42a3297ccd4b_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42a3297ccd4b_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42a3297ccd4b_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42a3297ccd4b_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42a3297ccd4b_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42a3297ccd4b_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42a3297ccd4b_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42a3297ccd4b_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42a3297ccd4b_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42b3feca1993_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42b3feca1993_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42b3feca1993_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42b3feca1993_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/42b3feca1993_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42b3feca1993_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42b3feca1993_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42b3feca1993_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42b3feca1993_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42b3feca1993_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42b3feca1993_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42b3feca1993_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42b3feca1993_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42b3feca1993_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42b3feca1993_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42b3feca1993_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42d81612e2ce_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42d81612e2ce_02_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/42d81612e2ce_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42d81612e2ce_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/42d81612e2ce_05_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/42d81612e2ce_07_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/42d81612e2ce_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/42d81612e2ce_09_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/42d81612e2ce_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42d81612e2ce_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/42d81612e2ce_12_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/42d81612e2ce_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/42d81612e2ce_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/430f0cb5666c_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/430f0cb5666c_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/430f0cb5666c_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/430f0cb5666c_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/430f0cb5666c_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/430f0cb5666c_07_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/430f0cb5666c_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/430f0cb5666c_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/430f0cb5666c_13_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/430f0cb5666c_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/430f0cb5666c_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/47ea8f25c948_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/47ea8f25c948_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/47ea8f25c948_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/47ea8f25c948_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/47ea8f25c948_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/47ea8f25c948_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/47ea8f25c948_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/47ea8f25c948_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/47ea8f25c948_09_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/47ea8f25c948_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/47ea8f25c948_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/47ea8f25c948_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/47ea8f25c948_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/47ea8f25c948_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/47ea8f25c948_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4856fcb85be0_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4856fcb85be0_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4856fcb85be0_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4856fcb85be0_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4856fcb85be0_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/4856fcb85be0_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4856fcb85be0_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4856fcb85be0_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4856fcb85be0_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4856fcb85be0_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4856fcb85be0_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/4856fcb85be0_12_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/4856fcb85be0_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4856fcb85be0_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4856fcb85be0_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/48b3f0c936b5_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/48b3f0c936b5_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/48b3f0c936b5_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/48b3f0c936b5_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/48b3f0c936b5_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/48b3f0c936b5_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/48b3f0c936b5_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/48b3f0c936b5_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/48b3f0c936b5_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/48b3f0c936b5_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/48b3f0c936b5_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/48b3f0c936b5_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/48b3f0c936b5_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/48b3f0c936b5_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/48b3f0c936b5_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4a4364d7fc6d_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4a4364d7fc6d_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4a4364d7fc6d_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4a4364d7fc6d_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/4a4364d7fc6d_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4a4364d7fc6d_08_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/4a4364d7fc6d_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4a4364d7fc6d_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4a4364d7fc6d_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4a4364d7fc6d_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4a4364d7fc6d_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4a4364d7fc6d_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4a4364d7fc6d_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/4b74275babf7_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4b74275babf7_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4b74275babf7_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/4b74275babf7_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/4b74275babf7_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4b74275babf7_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4b74275babf7_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4b74275babf7_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/4b74275babf7_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/4b74275babf7_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4b74275babf7_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4b74275babf7_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4b74275babf7_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4baf50a3d8c2_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4baf50a3d8c2_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4baf50a3d8c2_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4baf50a3d8c2_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/4baf50a3d8c2_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4baf50a3d8c2_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4baf50a3d8c2_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4baf50a3d8c2_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4baf50a3d8c2_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4baf50a3d8c2_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4baf50a3d8c2_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4baf50a3d8c2_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4baf50a3d8c2_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4baf50a3d8c2_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4baf50a3d8c2_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4baf50a3d8c2_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/4bea0766c14c_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4bea0766c14c_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4bea0766c14c_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4bea0766c14c_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/4bea0766c14c_05_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/4bea0766c14c_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4bea0766c14c_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4bea0766c14c_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4bea0766c14c_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4bea0766c14c_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4bea0766c14c_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/4bea0766c14c_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4bea0766c14c_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4bea0766c14c_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4bea0766c14c_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4dc8a7fe7c02_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4dc8a7fe7c02_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4dc8a7fe7c02_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4dc8a7fe7c02_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/4dc8a7fe7c02_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4dc8a7fe7c02_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/4dc8a7fe7c02_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4dc8a7fe7c02_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4dc8a7fe7c02_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4dc8a7fe7c02_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4dc8a7fe7c02_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4dc8a7fe7c02_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/4dc8a7fe7c02_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4dc8a7fe7c02_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4dc8a7fe7c02_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4dc8a7fe7c02_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/4df1536de792_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4df1536de792_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4df1536de792_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/4df1536de792_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4df1536de792_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4df1536de792_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/4df1536de792_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4df1536de792_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4df1536de792_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4df1536de792_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4df1536de792_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/4df1536de792_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/4df1536de792_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4df1536de792_14_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/4df1536de792_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4df1536de792_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/4e308ad8a254_01_mask.gif  \r\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " extracting: data/carvana/train_masks/4e7bc95552ed_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/5a194c1384f3_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/5a194c1384f3_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/5a194c1384f3_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/5ab34f0e3ea5_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/5ab34f0e3ea5_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/5ab34f0e3ea5_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/5ab34f0e3ea5_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/5ab34f0e3ea5_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/5ab34f0e3ea5_08_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/5ab34f0e3ea5_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/5ab34f0e3ea5_12_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/5bc30efeb7bf_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/5bc30efeb7bf_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/5bc30efeb7bf_05_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/5bcde75955bb_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/5bcde75955bb_15_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/5d95d80e10a9_01_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/5d95d80e10a9_06_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/5d95d80e10a9_09_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/5d95d80e10a9_11_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/5d95d80e10a9_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/5df60cf7cab2_01_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/5df60cf7cab2_05_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/5df60cf7cab2_07_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/5df60cf7cab2_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/5df60cf7cab2_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/5df60cf7cab2_13_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/5fb012d30fd9_01_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/5fb012d30fd9_04_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/5fb012d30fd9_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/5fb012d30fd9_11_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/5fb012d30fd9_13_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/6131a03dd028_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6131a03dd028_02_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/6131a03dd028_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6131a03dd028_05_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/6131a03dd028_09_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/630335e37f40_01_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/630335e37f40_05_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/630335e37f40_13_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/630335e37f40_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/630335e37f40_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6343156803f9_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6343156803f9_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6343156803f9_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6343156803f9_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/6343156803f9_06_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/6343156803f9_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6343156803f9_11_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/6343156803f9_15_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/64f701f36437_01_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/64f701f36437_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/64f701f36437_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/64f701f36437_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/64f701f36437_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/64f701f36437_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/64f701f36437_07_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/64f701f36437_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/64f701f36437_09_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/64f701f36437_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/64f701f36437_13_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/64f701f36437_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/64f701f36437_15_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/64f701f36437_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/65051cfe0789_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/65051cfe0789_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/65051cfe0789_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/65051cfe0789_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/65051cfe0789_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/65051cfe0789_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/66fea07e1152_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/66fea07e1152_02_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/66fea07e1152_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/66fea07e1152_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/66fea07e1152_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/66fea07e1152_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/66fea07e1152_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/66fea07e1152_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/66fea07e1152_14_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/66fea07e1152_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/66fea07e1152_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6752de44b721_01_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/6752de44b721_05_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/6ba36af67cb0_01_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6ba36af67cb0_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6ba36af67cb0_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6ba36af67cb0_04_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/6bf969856536_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/6bf969856536_03_mask.gif  \r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: data/carvana/train_masks/6bf969856536_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6bf969856536_05_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/6bf969856536_08_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/6bf969856536_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6bf969856536_12_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/6bf969856536_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6bfd601be25e_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/6cc98271f4dd_08_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/6cc98271f4dd_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6cc98271f4dd_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6cc98271f4dd_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6cc98271f4dd_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6cc98271f4dd_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6cc98271f4dd_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6cc98271f4dd_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6d21aad248e4_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d21aad248e4_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d21aad248e4_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d21aad248e4_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d21aad248e4_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d21aad248e4_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d21aad248e4_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d21aad248e4_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d21aad248e4_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d21aad248e4_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6d21aad248e4_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d21aad248e4_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d21aad248e4_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d21aad248e4_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d21aad248e4_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d21aad248e4_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d375bc2ece1_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d375bc2ece1_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d375bc2ece1_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d375bc2ece1_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d375bc2ece1_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d375bc2ece1_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6d375bc2ece1_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d375bc2ece1_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6d375bc2ece1_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d375bc2ece1_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d375bc2ece1_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d375bc2ece1_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6d375bc2ece1_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d375bc2ece1_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d375bc2ece1_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d375bc2ece1_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d77433cc7ce_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d77433cc7ce_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d77433cc7ce_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d77433cc7ce_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d77433cc7ce_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d77433cc7ce_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d77433cc7ce_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d77433cc7ce_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d77433cc7ce_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d77433cc7ce_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d77433cc7ce_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d77433cc7ce_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d77433cc7ce_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d77433cc7ce_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d77433cc7ce_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6d77433cc7ce_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6dc8783eca68_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6dc8783eca68_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6dc8783eca68_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6dc8783eca68_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6dc8783eca68_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6dc8783eca68_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6dc8783eca68_07_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6dc8783eca68_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6dc8783eca68_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6dc8783eca68_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6dc8783eca68_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6dc8783eca68_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6dc8783eca68_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6dc8783eca68_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6dc8783eca68_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6dc8783eca68_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6e016b8b3617_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6e016b8b3617_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6e016b8b3617_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6e016b8b3617_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6e016b8b3617_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6e016b8b3617_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6e016b8b3617_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6e016b8b3617_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6e016b8b3617_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6e016b8b3617_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6e016b8b3617_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6e016b8b3617_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6e016b8b3617_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6e016b8b3617_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6e016b8b3617_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6e016b8b3617_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6f6dced498c4_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6f6dced498c4_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6f6dced498c4_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6f6dced498c4_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6f6dced498c4_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6f6dced498c4_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6f6dced498c4_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6f6dced498c4_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6f6dced498c4_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6f6dced498c4_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6f6dced498c4_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6f6dced498c4_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6f6dced498c4_13_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6f6dced498c4_14_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/6f6dced498c4_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/6f6dced498c4_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/70b6a79565fe_01_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/70b6a79565fe_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/70b6a79565fe_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/70b6a79565fe_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/70b6a79565fe_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/70b6a79565fe_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/70b6a79565fe_07_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/70b6a79565fe_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/70b6a79565fe_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/70b6a79565fe_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/70b6a79565fe_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/70b6a79565fe_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/70b6a79565fe_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/70b6a79565fe_14_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/70b6a79565fe_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/70b6a79565fe_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/717689f3e788_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/717689f3e788_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/717689f3e788_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/717689f3e788_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/717689f3e788_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/717689f3e788_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/717689f3e788_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/717689f3e788_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/717689f3e788_09_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/717689f3e788_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/717689f3e788_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/717689f3e788_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/717689f3e788_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/717689f3e788_15_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/717689f3e788_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/7251c8797749_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/7251c8797749_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/7251c8797749_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/7251c8797749_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/7251c8797749_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/7251c8797749_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/7251c8797749_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/7251c8797749_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/7251c8797749_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/7251c8797749_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/7251c8797749_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/7251c8797749_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/7251c8797749_13_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/7251c8797749_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/7251c8797749_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/7251c8797749_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/768f299c36e1_01_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/768f299c36e1_02_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/768f299c36e1_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/768f299c36e1_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/768f299c36e1_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/768f299c36e1_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/768f299c36e1_07_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/768f299c36e1_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/768f299c36e1_09_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/768f299c36e1_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/768f299c36e1_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/768f299c36e1_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/768f299c36e1_13_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/768f299c36e1_14_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/768f299c36e1_15_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/768f299c36e1_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/781c5338fe02_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/781c5338fe02_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/781c5338fe02_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/781c5338fe02_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/781c5338fe02_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/781c5338fe02_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/781c5338fe02_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/781c5338fe02_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/781c5338fe02_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/781c5338fe02_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/781c5338fe02_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/781c5338fe02_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/781c5338fe02_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/781c5338fe02_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/781c5338fe02_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/781c5338fe02_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/784ca55262c2_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/784ca55262c2_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/784ca55262c2_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/784ca55262c2_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/784ca55262c2_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/784ca55262c2_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/784ca55262c2_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/784ca55262c2_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/784ca55262c2_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/784ca55262c2_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/784ca55262c2_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/784ca55262c2_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/784ca55262c2_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/784ca55262c2_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/784ca55262c2_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/784ca55262c2_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78bfb9c780db_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78bfb9c780db_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78bfb9c780db_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78bfb9c780db_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78bfb9c780db_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78bfb9c780db_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78bfb9c780db_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78bfb9c780db_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78bfb9c780db_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78bfb9c780db_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78bfb9c780db_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78bfb9c780db_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78bfb9c780db_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78bfb9c780db_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78bfb9c780db_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78bfb9c780db_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/78f63d808555_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78f63d808555_02_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/78f63d808555_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/78f63d808555_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/78f63d808555_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78f63d808555_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78f63d808555_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78f63d808555_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78f63d808555_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78f63d808555_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/78f63d808555_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/78f63d808555_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78f63d808555_13_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/78f63d808555_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78f63d808555_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/78f63d808555_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/791c1a9775be_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/791c1a9775be_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/791c1a9775be_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/791c1a9775be_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/791c1a9775be_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/791c1a9775be_06_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/791c1a9775be_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/791c1a9775be_09_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/791c1a9775be_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/791c1a9775be_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/791c1a9775be_12_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/791c1a9775be_14_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/791c1a9775be_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/791c1a9775be_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/795d2ee07ce2_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/795d2ee07ce2_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/795d2ee07ce2_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/795d2ee07ce2_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/795d2ee07ce2_08_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/795d2ee07ce2_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/795d2ee07ce2_13_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/795d2ee07ce2_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/79a7691a90b1_01_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/79a7691a90b1_02_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/79a7691a90b1_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/79a7691a90b1_12_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/7ab9747cf6d7_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/7ab9747cf6d7_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/7ab9747cf6d7_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/7ab9747cf6d7_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/7ab9747cf6d7_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/7ab9747cf6d7_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/7ab9747cf6d7_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/7ab9747cf6d7_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/7abaa38c227f_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/7abaa38c227f_02_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/7abaa38c227f_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/7abaa38c227f_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/7abaa38c227f_05_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/7abaa38c227f_07_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/7abaa38c227f_08_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/7abaa38c227f_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/7ac210ba75a1_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/7bd1142155ae_02_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/7bd1142155ae_03_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/7fbc761387f3_12_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/7fbc761387f3_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/7fbc761387f3_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/7fbc761387f3_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/82f72273d23e_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/82f72273d23e_04_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/82f72273d23e_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/82f72273d23e_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/82f72273d23e_13_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/843763f47895_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/843763f47895_02_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/843763f47895_04_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/843763f47895_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/843763f47895_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/843763f47895_08_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/843763f47895_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/843763f47895_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/843763f47895_12_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/843763f47895_14_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/858841907a4a_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/858841907a4a_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/858841907a4a_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/858841907a4a_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/858841907a4a_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/858841907a4a_13_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/85bc655a7523_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/85bc655a7523_13_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/85bc655a7523_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/85cba1a00135_01_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/85cba1a00135_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/85cba1a00135_12_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/8603668953a6_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/8603668953a6_11_mask.gif  \r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " extracting: data/carvana/train_masks/8603668953a6_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/8603668953a6_13_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/90b65c521a8b_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/90b65c521a8b_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/90b65c521a8b_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/90b65c521a8b_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/90b65c521a8b_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/90b65c521a8b_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/90b65c521a8b_07_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/90b65c521a8b_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/90b65c521a8b_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/90b65c521a8b_14_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/90b65c521a8b_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/90b65c521a8b_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/90fdd8932877_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/90fdd8932877_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/90fdd8932877_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/90fdd8932877_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/90fdd8932877_05_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/90fdd8932877_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/90fdd8932877_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/90fdd8932877_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/90fdd8932877_10_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/90fdd8932877_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/90fdd8932877_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/90fdd8932877_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/90fdd8932877_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/917f262f1608_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/917f262f1608_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/917f262f1608_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/917f262f1608_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/917f262f1608_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/917f262f1608_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/917f262f1608_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/917f262f1608_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/917f262f1608_09_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/917f262f1608_11_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/917f262f1608_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/917f262f1608_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/917f262f1608_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/917f262f1608_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9274d0b3caa8_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9274d0b3caa8_02_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/9274d0b3caa8_03_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/9274d0b3caa8_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9274d0b3caa8_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/9274d0b3caa8_09_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/9274d0b3caa8_11_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/93881caf9f70_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/93881caf9f70_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/93881caf9f70_08_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/93881caf9f70_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/93881caf9f70_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/93881caf9f70_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/93881caf9f70_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/93881caf9f70_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/98ee0624de87_01_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/98ee0624de87_03_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/98ee0624de87_15_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/99639c826ea5_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/99639c826ea5_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/99639c826ea5_09_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/99639c826ea5_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/99639c826ea5_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/99639c826ea5_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/99639c826ea5_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/99639c826ea5_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/99639c826ea5_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9a2bfb24ba6e_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/9a2bfb24ba6e_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9a2bfb24ba6e_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9a2bfb24ba6e_05_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/9a2bfb24ba6e_07_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/9ab2a45de8c7_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/9ab2a45de8c7_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/9ab2a45de8c7_04_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/9ab2a45de8c7_09_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/9ab2a45de8c7_11_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/9ab2a45de8c7_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9ab2a45de8c7_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9ab2a45de8c7_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9ab2a45de8c7_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/9c2e82c23803_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9c2e82c23803_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9c2e82c23803_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/9c2e82c23803_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/9c2e82c23803_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/9c2e82c23803_12_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/9c2e82c23803_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9c2e82c23803_15_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/9c2e82c23803_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9cc257b449d0_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/9cc257b449d0_08_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/9cc257b449d0_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9cc257b449d0_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9cc257b449d0_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9cc257b449d0_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9cc257b449d0_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9cc257b449d0_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9cc257b449d0_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9d8c465a0881_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9d8c465a0881_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9d8c465a0881_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9d8c465a0881_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/9d8c465a0881_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9d8c465a0881_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/9d8c465a0881_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9d8c465a0881_08_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/9d8c465a0881_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9d8c465a0881_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/9d8c465a0881_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9d8c465a0881_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9d8c465a0881_15_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/9dfaeb835626_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9dfaeb835626_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9dfaeb835626_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9dfaeb835626_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9dfaeb835626_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/9dfaeb835626_06_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/9dfaeb835626_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9dfaeb835626_09_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/9dfaeb835626_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9dfaeb835626_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/9dfaeb835626_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9dfaeb835626_14_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/9dfaeb835626_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/9dfaeb835626_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/a070dbb32d2b_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/a070dbb32d2b_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/a070dbb32d2b_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/a070dbb32d2b_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/a070dbb32d2b_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/a070dbb32d2b_06_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/a070dbb32d2b_08_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/a4551c5409e3_11_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/a4551c5409e3_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/a46baa0b3ac0_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/a46baa0b3ac0_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/a46baa0b3ac0_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/a46baa0b3ac0_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/a46baa0b3ac0_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/a46baa0b3ac0_09_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/a46baa0b3ac0_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/a46baa0b3ac0_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/a46baa0b3ac0_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/a46baa0b3ac0_14_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/a56f923399ca_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/a56f923399ca_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/a56f923399ca_07_mask.gif  \r\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " extracting: data/carvana/train_masks/a56f923399ca_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/a56f923399ca_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/a56f923399ca_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/a56f923399ca_13_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/a5fea424990e_07_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/b1a27da4f01c_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b1a27da4f01c_02_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/b1a27da4f01c_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b1a27da4f01c_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b1a27da4f01c_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b1a27da4f01c_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/b1a27da4f01c_07_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/b1a27da4f01c_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b1a27da4f01c_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b1a27da4f01c_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/b1a27da4f01c_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b1a27da4f01c_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b1a27da4f01c_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b1a27da4f01c_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b24fd9084449_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/b24fd9084449_04_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/b24fd9084449_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b24fd9084449_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b24fd9084449_09_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/b24fd9084449_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b24fd9084449_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/b24fd9084449_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b24fd9084449_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b24fd9084449_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b24fd9084449_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/b38c4e132183_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b38c4e132183_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b38c4e132183_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b38c4e132183_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b38c4e132183_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/b38c4e132183_06_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/b38c4e132183_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b38c4e132183_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b38c4e132183_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b38c4e132183_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/b38c4e132183_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b38c4e132183_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b38c4e132183_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b38c4e132183_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b38c4e132183_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b44091aa62e4_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b44091aa62e4_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b44091aa62e4_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/b44091aa62e4_04_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/b44091aa62e4_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b44091aa62e4_09_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/b44091aa62e4_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b44091aa62e4_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b44091aa62e4_13_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/b44091aa62e4_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b44091aa62e4_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b44091aa62e4_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b58cc561e560_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b58cc561e560_02_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/b58cc561e560_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/b58cc561e560_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b58cc561e560_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b58cc561e560_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b58cc561e560_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b58cc561e560_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b58cc561e560_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b58cc561e560_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/b58cc561e560_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b58cc561e560_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b58cc561e560_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b58cc561e560_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/b63a6f7952d4_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/b98c63cd6102_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b98c63cd6102_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b98c63cd6102_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b98c63cd6102_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b98c63cd6102_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/b98c63cd6102_06_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/b98c63cd6102_08_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/b98c63cd6102_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b98c63cd6102_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b98c63cd6102_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b98c63cd6102_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b98c63cd6102_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/b98c63cd6102_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/ba7e7421003b_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/ba7e7421003b_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/ba7e7421003b_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/ba7e7421003b_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/ba7e7421003b_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/ba7e7421003b_07_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/ba7e7421003b_13_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/bad53871c7d9_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/bad53871c7d9_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/bad53871c7d9_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bad53871c7d9_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bad53871c7d9_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bad53871c7d9_14_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/bad53871c7d9_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bad53871c7d9_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/bb2f95262773_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bb2f95262773_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bb2f95262773_03_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/bb2f95262773_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/bb2f95262773_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bb2f95262773_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bb2f95262773_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/bb2f95262773_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bb2f95262773_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bb2f95262773_14_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/bb2f95262773_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bb7625a3f1d4_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bb7625a3f1d4_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bb7625a3f1d4_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bb7625a3f1d4_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bb7625a3f1d4_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/bb7625a3f1d4_06_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/bb7625a3f1d4_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bb7625a3f1d4_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bb7625a3f1d4_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bb7625a3f1d4_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/bb7625a3f1d4_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bb7625a3f1d4_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bb7625a3f1d4_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bb7625a3f1d4_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bb7625a3f1d4_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bd8d5780ed04_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/bd8d5780ed04_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bd8d5780ed04_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bd8d5780ed04_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bd8d5780ed04_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/bd8d5780ed04_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bd8d5780ed04_08_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/bd8d5780ed04_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bd8d5780ed04_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bd8d5780ed04_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/be86e79f1225_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/be86e79f1225_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/be86e79f1225_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/be86e79f1225_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/be86e79f1225_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/be86e79f1225_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/be86e79f1225_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/be86e79f1225_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/be86e79f1225_09_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/be86e79f1225_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/be86e79f1225_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/be86e79f1225_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/be86e79f1225_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/be86e79f1225_14_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/be86e79f1225_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/be86e79f1225_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bec93f7ddb19_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/bec93f7ddb19_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bec93f7ddb19_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bec93f7ddb19_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bec93f7ddb19_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/bec93f7ddb19_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bec93f7ddb19_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/bec93f7ddb19_09_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/bec93f7ddb19_11_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/bf92e198d9b6_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/bf92e198d9b6_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/bf92e198d9b6_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/bf92e198d9b6_05_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/bf92e198d9b6_15_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/bf9932f7aca8_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/bf9932f7aca8_12_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/bf9932f7aca8_15_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/c24b8293eceb_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/c24b8293eceb_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/c353e364e931_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/c3dafdb02e7f_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/c3dafdb02e7f_03_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/c4ac16c0dd59_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/c4ac16c0dd59_14_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/c4f1840b2a65_13_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/c52b272a5329_05_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/c52b272a5329_13_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/c53e374fdd72_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/c53e374fdd72_15_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/c6f50d44f141_01_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/c6f50d44f141_04_mask.gif  \r\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: data/carvana/train_masks/c7145a80089e_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/c7145a80089e_08_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/d0dab700c896_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d0dab700c896_02_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d0dab700c896_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d0dab700c896_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d0dab700c896_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d0dab700c896_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d0dab700c896_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d0dab700c896_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d0dab700c896_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d0dab700c896_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d0dab700c896_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d0dab700c896_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d0dab700c896_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d0dab700c896_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d0dab700c896_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d0dab700c896_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d1a3af34e674_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d1a3af34e674_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d1a3af34e674_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d1a3af34e674_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d1a3af34e674_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d1a3af34e674_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d1a3af34e674_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d1a3af34e674_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d1a3af34e674_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d1a3af34e674_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d1a3af34e674_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d1a3af34e674_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d1a3af34e674_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d1a3af34e674_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d1a3af34e674_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d1a3af34e674_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d22e6a2ca6df_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d22e6a2ca6df_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d22e6a2ca6df_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d22e6a2ca6df_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d22e6a2ca6df_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d22e6a2ca6df_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d22e6a2ca6df_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d22e6a2ca6df_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d22e6a2ca6df_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d22e6a2ca6df_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d22e6a2ca6df_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d22e6a2ca6df_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d22e6a2ca6df_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d22e6a2ca6df_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d22e6a2ca6df_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d22e6a2ca6df_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d326cb5c3d12_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d326cb5c3d12_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d326cb5c3d12_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d326cb5c3d12_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d326cb5c3d12_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d326cb5c3d12_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d326cb5c3d12_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d326cb5c3d12_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d326cb5c3d12_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d326cb5c3d12_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d326cb5c3d12_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d326cb5c3d12_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d326cb5c3d12_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d326cb5c3d12_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d326cb5c3d12_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d326cb5c3d12_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d3d0d2662918_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d3d0d2662918_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d3d0d2662918_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d3d0d2662918_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d3d0d2662918_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d3d0d2662918_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d3d0d2662918_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d3d0d2662918_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d3d0d2662918_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d3d0d2662918_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d3d0d2662918_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d3d0d2662918_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d3d0d2662918_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d3d0d2662918_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d3d0d2662918_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d3d0d2662918_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d46244bc42ed_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d46244bc42ed_02_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d46244bc42ed_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d46244bc42ed_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d46244bc42ed_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d46244bc42ed_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d46244bc42ed_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d46244bc42ed_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d46244bc42ed_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d46244bc42ed_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d46244bc42ed_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d46244bc42ed_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d46244bc42ed_13_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d46244bc42ed_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d46244bc42ed_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d46244bc42ed_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d61b6bfeabb2_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d61b6bfeabb2_02_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d61b6bfeabb2_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d61b6bfeabb2_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d61b6bfeabb2_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d61b6bfeabb2_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d61b6bfeabb2_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d61b6bfeabb2_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d61b6bfeabb2_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d61b6bfeabb2_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d61b6bfeabb2_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d61b6bfeabb2_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d61b6bfeabb2_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d61b6bfeabb2_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d61b6bfeabb2_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d61b6bfeabb2_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d8216041ffa9_01_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d8216041ffa9_02_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d8216041ffa9_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d8216041ffa9_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d8216041ffa9_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d8216041ffa9_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8216041ffa9_07_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d8216041ffa9_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d8216041ffa9_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8216041ffa9_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d8216041ffa9_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d8216041ffa9_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d8216041ffa9_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8216041ffa9_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8216041ffa9_15_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d8216041ffa9_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8e1c401ac3c_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8e1c401ac3c_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8e1c401ac3c_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8e1c401ac3c_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8e1c401ac3c_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d8e1c401ac3c_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8e1c401ac3c_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8e1c401ac3c_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8e1c401ac3c_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8e1c401ac3c_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d8e1c401ac3c_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d8e1c401ac3c_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8e1c401ac3c_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8e1c401ac3c_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8e1c401ac3c_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8e1c401ac3c_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8f11603ef08_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8f11603ef08_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8f11603ef08_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8f11603ef08_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8f11603ef08_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d8f11603ef08_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d8f11603ef08_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8f11603ef08_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d8f11603ef08_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8f11603ef08_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d8f11603ef08_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8f11603ef08_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8f11603ef08_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8f11603ef08_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8f11603ef08_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d8f11603ef08_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d9b2ded58b72_01_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d9b2ded58b72_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d9b2ded58b72_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d9b2ded58b72_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d9b2ded58b72_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d9b2ded58b72_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d9b2ded58b72_07_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d9b2ded58b72_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d9b2ded58b72_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d9b2ded58b72_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d9b2ded58b72_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d9b2ded58b72_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d9b2ded58b72_13_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d9b2ded58b72_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/d9b2ded58b72_15_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/d9b2ded58b72_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/db09fec614d2_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/db09fec614d2_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/db09fec614d2_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/db09fec614d2_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/db09fec614d2_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/db09fec614d2_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/db09fec614d2_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/db09fec614d2_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/db09fec614d2_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/db09fec614d2_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/db09fec614d2_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/db09fec614d2_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/db09fec614d2_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/db09fec614d2_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/db09fec614d2_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/db09fec614d2_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc1c5c2b9e49_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc1c5c2b9e49_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc1c5c2b9e49_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc1c5c2b9e49_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc1c5c2b9e49_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc1c5c2b9e49_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc1c5c2b9e49_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc1c5c2b9e49_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc1c5c2b9e49_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc1c5c2b9e49_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc1c5c2b9e49_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc1c5c2b9e49_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc1c5c2b9e49_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc1c5c2b9e49_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc1c5c2b9e49_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc1c5c2b9e49_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc995bf5296a_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc995bf5296a_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc995bf5296a_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc995bf5296a_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc995bf5296a_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc995bf5296a_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc995bf5296a_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc995bf5296a_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc995bf5296a_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc995bf5296a_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc995bf5296a_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc995bf5296a_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc995bf5296a_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc995bf5296a_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc995bf5296a_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dc995bf5296a_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/dd47eb7ac4ee_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dd47eb7ac4ee_02_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/dd47eb7ac4ee_03_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/dd47eb7ac4ee_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/dd47eb7ac4ee_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/dd47eb7ac4ee_07_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/dd47eb7ac4ee_11_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/de3ca5ec1e59_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/de3ca5ec1e59_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/de3ca5ec1e59_10_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/de74550a306a_03_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/de74550a306a_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/de74550a306a_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/de74550a306a_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/df642435a951_01_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/df642435a951_04_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/df642435a951_12_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/df642435a951_16_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/e114fcbb9723_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e114fcbb9723_02_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/e114fcbb9723_03_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/e114fcbb9723_11_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/e1d2c25f3510_01_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/e1d2c25f3510_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e1d2c25f3510_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/e1d2c25f3510_05_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/e1d2c25f3510_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e1d2c25f3510_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/e1d2c25f3510_09_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/e1d2c25f3510_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e1d2c25f3510_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/e1d2c25f3510_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e1d2c25f3510_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e1d2c25f3510_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e1d2c25f3510_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/e2230d0ceb02_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e2230d0ceb02_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e2230d0ceb02_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/e2230d0ceb02_04_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/e2230d0ceb02_08_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/e2230d0ceb02_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e2230d0ceb02_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/e2230d0ceb02_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e2230d0ceb02_14_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/e2230d0ceb02_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e2230d0ceb02_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e597d76a0c33_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/e597d76a0c33_03_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/e597d76a0c33_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e597d76a0c33_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/e597d76a0c33_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e597d76a0c33_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e597d76a0c33_08_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/e597d76a0c33_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e597d76a0c33_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e597d76a0c33_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e597d76a0c33_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e597d76a0c33_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e597d76a0c33_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/e5fc2c1c4a8b_01_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/e5fc2c1c4a8b_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e5fc2c1c4a8b_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/e5fc2c1c4a8b_05_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/e5fc2c1c4a8b_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e5fc2c1c4a8b_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/e5fc2c1c4a8b_09_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/e5fc2c1c4a8b_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e5fc2c1c4a8b_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/e5fc2c1c4a8b_13_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/e5fc2c1c4a8b_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e5fc2c1c4a8b_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e6892bf10d31_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e6892bf10d31_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e6892bf10d31_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e6892bf10d31_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e6892bf10d31_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e6892bf10d31_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e6892bf10d31_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e6892bf10d31_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e6892bf10d31_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e6892bf10d31_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/e6892bf10d31_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e6892bf10d31_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e6892bf10d31_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e6892bf10d31_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e6892bf10d31_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e6892bf10d31_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e8f607100c1f_01_mask.gif  \r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " extracting: data/carvana/train_masks/e8f607100c1f_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/e8f607100c1f_03_mask.gif  \r\n",
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      " extracting: data/carvana/train_masks/f3b482e091c0_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f3b482e091c0_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f3b482e091c0_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f3b482e091c0_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f3b482e091c0_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f3b482e091c0_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f3eee6348205_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f3eee6348205_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f3eee6348205_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f3eee6348205_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f3eee6348205_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f3eee6348205_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f3eee6348205_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f3eee6348205_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f3eee6348205_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f3eee6348205_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f3eee6348205_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f3eee6348205_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f3eee6348205_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f3eee6348205_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f3eee6348205_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f3eee6348205_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f4cd1286d5f4_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f4cd1286d5f4_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f4cd1286d5f4_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f4cd1286d5f4_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f4cd1286d5f4_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f4cd1286d5f4_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f4cd1286d5f4_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f4cd1286d5f4_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f4cd1286d5f4_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f4cd1286d5f4_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f4cd1286d5f4_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f4cd1286d5f4_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f4cd1286d5f4_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f4cd1286d5f4_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f4cd1286d5f4_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f4cd1286d5f4_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f591b4f2e006_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f591b4f2e006_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f591b4f2e006_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f591b4f2e006_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f591b4f2e006_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f591b4f2e006_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f591b4f2e006_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f591b4f2e006_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f591b4f2e006_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f591b4f2e006_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f591b4f2e006_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f591b4f2e006_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f591b4f2e006_13_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f591b4f2e006_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f591b4f2e006_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f591b4f2e006_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f70052627830_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f70052627830_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f70052627830_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f70052627830_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f70052627830_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f70052627830_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f70052627830_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f70052627830_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f70052627830_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f70052627830_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f70052627830_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f70052627830_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f70052627830_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f70052627830_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f70052627830_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f70052627830_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f707d6fbc0cd_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f707d6fbc0cd_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f707d6fbc0cd_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f707d6fbc0cd_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f707d6fbc0cd_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f707d6fbc0cd_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f707d6fbc0cd_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f707d6fbc0cd_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f707d6fbc0cd_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f707d6fbc0cd_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f707d6fbc0cd_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f707d6fbc0cd_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f707d6fbc0cd_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f707d6fbc0cd_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f707d6fbc0cd_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f707d6fbc0cd_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f7ad86e13ed7_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f7ad86e13ed7_02_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f7ad86e13ed7_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f7ad86e13ed7_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f7ad86e13ed7_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f7ad86e13ed7_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f7ad86e13ed7_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f7ad86e13ed7_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f7ad86e13ed7_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f7ad86e13ed7_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f7ad86e13ed7_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f7ad86e13ed7_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f7ad86e13ed7_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f7ad86e13ed7_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f7ad86e13ed7_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f7ad86e13ed7_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f8b6f4c39204_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f8b6f4c39204_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f8b6f4c39204_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f8b6f4c39204_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f8b6f4c39204_05_mask.gif  \r\n",
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      "  inflating: data/carvana/train_masks/f8b6f4c39204_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f8b6f4c39204_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f8b6f4c39204_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f8b6f4c39204_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f8b6f4c39204_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f8b6f4c39204_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f8b6f4c39204_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f8b6f4c39204_14_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f8b6f4c39204_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f8b6f4c39204_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f98dbe8a5ee2_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f98dbe8a5ee2_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f98dbe8a5ee2_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f98dbe8a5ee2_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f98dbe8a5ee2_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f98dbe8a5ee2_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f98dbe8a5ee2_07_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f98dbe8a5ee2_08_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f98dbe8a5ee2_09_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f98dbe8a5ee2_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f98dbe8a5ee2_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f98dbe8a5ee2_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/f98dbe8a5ee2_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f98dbe8a5ee2_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f98dbe8a5ee2_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/f98dbe8a5ee2_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fa006be8b6d9_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fa006be8b6d9_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fa006be8b6d9_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fa006be8b6d9_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/fa006be8b6d9_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fa006be8b6d9_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/fa006be8b6d9_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fa006be8b6d9_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fa006be8b6d9_09_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/fa006be8b6d9_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/fa006be8b6d9_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/fa006be8b6d9_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/fa006be8b6d9_13_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/fa006be8b6d9_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fa006be8b6d9_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fa006be8b6d9_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fa613ac8eac5_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fa613ac8eac5_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fa613ac8eac5_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fa613ac8eac5_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/fa613ac8eac5_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fa613ac8eac5_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/fa613ac8eac5_07_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/fa613ac8eac5_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fa613ac8eac5_09_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/fa613ac8eac5_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fa613ac8eac5_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fa613ac8eac5_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fa613ac8eac5_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fa613ac8eac5_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fa613ac8eac5_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fa613ac8eac5_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fb1b923dd978_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fb1b923dd978_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fb1b923dd978_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fb1b923dd978_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fb1b923dd978_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fb1b923dd978_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fb1b923dd978_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fb1b923dd978_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fb1b923dd978_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fb1b923dd978_10_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/fb1b923dd978_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fb1b923dd978_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/fb1b923dd978_13_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fb1b923dd978_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fb1b923dd978_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fb1b923dd978_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc237174b128_01_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/fc237174b128_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc237174b128_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc237174b128_04_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/fc237174b128_05_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/fc237174b128_06_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/fc237174b128_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc237174b128_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc237174b128_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc237174b128_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc237174b128_11_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc237174b128_12_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/fc237174b128_13_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/fc237174b128_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc237174b128_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc237174b128_16_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc5f1a3a66cf_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc5f1a3a66cf_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc5f1a3a66cf_03_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc5f1a3a66cf_04_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc5f1a3a66cf_05_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc5f1a3a66cf_06_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc5f1a3a66cf_07_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc5f1a3a66cf_08_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc5f1a3a66cf_09_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc5f1a3a66cf_10_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc5f1a3a66cf_11_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/fc5f1a3a66cf_12_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc5f1a3a66cf_13_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/fc5f1a3a66cf_14_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc5f1a3a66cf_15_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fc5f1a3a66cf_16_mask.gif  \r\n",
      "  inflating: data/carvana/train_masks/fce0ba5b8ed7_01_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fce0ba5b8ed7_02_mask.gif  \r\n",
      " extracting: data/carvana/train_masks/fce0ba5b8ed7_03_mask.gif  \r\n",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  inflating: data/carvana/train/fff9b3a5373f_11.jpg  \r\n",
      "  inflating: data/carvana/train/fff9b3a5373f_12.jpg  \r\n",
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     ]
    }
   ],
   "source": [
    "!unzip data/carvana/metadata.csv.zip -d data/carvana/\n",
    "!unzip data/carvana/sample_submission.csv.zip -d data/carvana/\n",
    "!unzip data/carvana/train_masks.csv.zip -d data/carvana/\n",
    "!unzip data/carvana/train_masks.zip -d data/carvana/\n",
    "!unzip data/carvana/train.zip -d data/carvana/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "%rm data/carvana/metadata.csv.zip \\\n",
    "data/carvana/sample_submission.csv.zip \\\n",
    "data/carvana/train_masks.csv.zip \\\n",
    "data/carvana/train_masks.zip \\\n",
    "data/carvana/train.zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total 47M\r\n",
      "drwxrwxr-x  4 ubuntu ubuntu 4.0K Jul 16 18:20 \u001b[0m\u001b[01;34m.\u001b[0m/\r\n",
      "drwxrwxr-x 14 ubuntu ubuntu 4.0K Jul 16 18:07 \u001b[01;34m..\u001b[0m/\r\n",
      "-rw-r--r--  1 ubuntu ubuntu 376K Jul 20  2017 metadata.csv\r\n",
      "-rw-rw-r--  1 ubuntu ubuntu 2.3M Jun 22 03:41 sample_submission.csv\r\n",
      "drwxr-xr-x  2 ubuntu ubuntu 228K Jul 20  2017 \u001b[01;34mtrain\u001b[0m/\r\n",
      "drwxr-xr-x  2 ubuntu ubuntu 252K Jul 20  2017 \u001b[01;34mtrain_masks\u001b[0m/\r\n",
      "-rw-rw-r--  1 ubuntu ubuntu  44M Jun 22 03:41 train_masks.csv\r\n"
     ]
    }
   ],
   "source": [
    "%ls -lah data/carvana/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define directoy and file paths:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[PosixPath('data/carvana/train_masks'),\n",
       " PosixPath('data/carvana/train_masks.csv'),\n",
       " PosixPath('data/carvana/sample_submission.csv'),\n",
       " PosixPath('data/carvana/train'),\n",
       " PosixPath('data/carvana/metadata.csv')]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PATH = Path('data/carvana')\n",
    "list(PATH.iterdir())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "MASKS_FN = 'train_masks.csv'\n",
    "META_FN = 'metadata.csv'\n",
    "TRAIN_DN = 'train'\n",
    "MASKS_DN = 'train_masks'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### View data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I don't really use the CSV files very much other than getting the list of images from them:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>img</th>\n",
       "      <th>rle_mask</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>00087a6bd4dc_01.jpg</td>\n",
       "      <td>879386 40 881253 141 883140 205 885009 17 8850...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>00087a6bd4dc_02.jpg</td>\n",
       "      <td>873779 4 875695 7 877612 9 879528 12 881267 15...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>00087a6bd4dc_03.jpg</td>\n",
       "      <td>864300 9 866217 13 868134 15 870051 16 871969 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>00087a6bd4dc_04.jpg</td>\n",
       "      <td>879735 20 881650 26 883315 92 883564 30 885208...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>00087a6bd4dc_05.jpg</td>\n",
       "      <td>883365 74 883638 28 885262 119 885550 34 88716...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   img                                           rle_mask\n",
       "0  00087a6bd4dc_01.jpg  879386 40 881253 141 883140 205 885009 17 8850...\n",
       "1  00087a6bd4dc_02.jpg  873779 4 875695 7 877612 9 879528 12 881267 15...\n",
       "2  00087a6bd4dc_03.jpg  864300 9 866217 13 868134 15 870051 16 871969 ...\n",
       "3  00087a6bd4dc_04.jpg  879735 20 881650 26 883315 92 883564 30 885208...\n",
       "4  00087a6bd4dc_05.jpg  883365 74 883638 28 885262 119 885550 34 88716..."
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "masks_csv = pd.read_csv(PATH / MASKS_FN)\n",
    "masks_csv.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>year</th>\n",
       "      <th>make</th>\n",
       "      <th>model</th>\n",
       "      <th>trim1</th>\n",
       "      <th>trim2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0004d4463b50</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>Acura</td>\n",
       "      <td>TL</td>\n",
       "      <td>TL</td>\n",
       "      <td>w/SE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>00087a6bd4dc</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>Acura</td>\n",
       "      <td>RLX</td>\n",
       "      <td>RLX</td>\n",
       "      <td>w/Tech</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000aa097d423</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>Mazda</td>\n",
       "      <td>MAZDA6</td>\n",
       "      <td>MAZDA6</td>\n",
       "      <td>i Sport</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000f19f6e7d4</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>Chevrolet</td>\n",
       "      <td>Camaro</td>\n",
       "      <td>Camaro</td>\n",
       "      <td>SS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>00144e887ae9</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>Acura</td>\n",
       "      <td>TLX</td>\n",
       "      <td>TLX</td>\n",
       "      <td>SH-AWD V6 w/Advance Pkg</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             id    year       make   model   trim1                    trim2\n",
       "0  0004d4463b50  2014.0      Acura      TL      TL                     w/SE\n",
       "1  00087a6bd4dc  2014.0      Acura     RLX     RLX                   w/Tech\n",
       "2  000aa097d423  2012.0      Mazda  MAZDA6  MAZDA6                  i Sport\n",
       "3  000f19f6e7d4  2016.0  Chevrolet  Camaro  Camaro                       SS\n",
       "4  00144e887ae9  2015.0      Acura     TLX     TLX  SH-AWD V6 w/Advance Pkg"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "meta_csv = pd.read_csv(PATH / META_FN)\n",
    "meta_csv.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_img(im, figsize=None, ax=None, alpha=None):\n",
    "    if not ax: fig, ax = plt.subplots(figsize=figsize)\n",
    "    ax.imshow(im, alpha=alpha)\n",
    "    ax.set_axis_off()\n",
    "    return ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "CAR_ID = '00087a6bd4dc'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[PosixPath('data/carvana/train/33a310ea7462_08.jpg'),\n",
       " PosixPath('data/carvana/train/f3eee6348205_15.jpg'),\n",
       " PosixPath('data/carvana/train/9d8c465a0881_02.jpg'),\n",
       " PosixPath('data/carvana/train/c87688f6960e_02.jpg'),\n",
       " PosixPath('data/carvana/train/08a646be6b30_07.jpg')]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list((PATH / TRAIN_DN).iterdir())[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=300x200 at 0x7F9B48A8D400>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image.open(PATH / TRAIN_DN / f'{CAR_ID}_01.jpg').resize((300, 200))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[PosixPath('data/carvana/train_masks/843763f47895_01_mask.gif'),\n",
       " PosixPath('data/carvana/train_masks/34b0c08544a5_09_mask.gif'),\n",
       " PosixPath('data/carvana/train_masks/8b4b87ad7be6_16_mask.gif'),\n",
       " PosixPath('data/carvana/train_masks/61060ada97c9_03_mask.gif'),\n",
       " PosixPath('data/carvana/train_masks/5df60cf7cab2_16_mask.gif')]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list((PATH / MASKS_DN).iterdir())[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAASwAAADIAQMAAABoEU4WAAAABlBMVEUAAAD///+l2Z/dAAABHUlEQVR4nO3WQQ6CMBAFUAkLlj0CR+FocDSOQuLCpSxdGGsiVmZM/nQEjEb/X7+kQ2fastsxDMMwDMMwzP+ljLd0GRYmdsqwemKXDGsmFjOsja7i7ir2pioSG7ZgZWKjyarE7I1zspDY2WR1YnYbmheZ3a32wboN2EPZTfWxYmaDwUoXa/czG43KDoLh6iQ74WXjcWbn9UwFstbHSsV6xMQcmd2Sq2KlvqFby9Qn4NoqyQbIgmT4QNeS4SMot83YEd2szsf6lUyptfNW+JgeN3gEnazSDHVrGUO3dHgnQ5P0EVZrhsaXbBlryBYx5/aS/R4LWn3Vbel8PrZlTw8letoKH3t660fEGsUGxPSPCFRqh+GassQ+hxiGYTbPFQZ2H+w4cdAqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.Image.Image image mode=P size=300x200 at 0x7F9B48B0B080>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image.open(PATH / MASKS_DN / f'{CAR_ID}_01_mask.gif').resize((300, 200))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Each image after the car ID has a 01, 02, etc of which I've printed out all 16 of them for one car and as you can see basically those numbers are the 16 orientations of one car. I don't think anybody in this competition actually used these orientation information. I believe they all kept the car's images just treated them separately."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "ims = [open_image(PATH / TRAIN_DN / f'{CAR_ID}_{i+1:02d}.jpg') for i in range(16)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AmZw1lG7B0AlAGGQpgImTKtHf3++5fbZ6y/Ly8l0+E8iLh34cBMzoTHtbV+o9EZ9LkgRmkgQ/u+RCTJk6AYD3z3Mcn1M0N7cjGFSwYMG1AMk+w9aLh4QQmLtk4VgheZiCpmmF4yEAxgxQKoFzBlkK58VDSgIwmIZ4LIlZs2eMax4CmQaKHxc1TUNnx5LUe556fs1MjmGY9+MnF16AGTMnw4+HjmMaQHNzO2SZora2Jndph41PFvdMp5fAX37JpqwsMA8Nw4AshXI7Ja5jUg9bgBLZ/J5oYIxDkcMwDPO5zuo0p3ioJnXM3G0q+vv7Rzzrulh4mL88ZNB1ho72xUIe6rqOYDAIAKazDeCnF/8Y06ZPhJuHnnKOUzQ2tiIQkAUP/eShGRSxyTWbXs7Kw9R5CslDxhgMw/CUh24QKL7HdHKCg1IKXdehyGWexnIGp0gA8UQUusYwe85Mhzx0b+/3Oh8eFn1aPFf43I7FixcDoDjuuONw4oknIhrvEcdIxAgWLVqEG264AXPnzsG5530vjyNSMAPYvr0nFUbPvvW6dRtw1113IRAIQFEU4RmpqopAIICahdd47tfVtQS6rkOSJCyoudr3+I8++ij+85//gFIKwzDQ1FyXsU0wGMaCBdciEJSx59x98L3vn+343p4OAIC77roLH330EWRZNg0XH7Q0LRG/p7kl87xeaG9vT78hOhobG3PuU2xRy5GCUpr63QTf//73MWfuVCiKIr4nvAxNTU341S13YObM3fCTi/4nn6MCnCKZ1PLi4dat3bjnnnuQTCbFNQWDQWiahlgshpbWBs9xbm/vFK9r6+b7Hv/3v/891q9fL57L+oYaz+3q6uoQDAYxb6/9MnjoxgMPPIBVq1ZBkiQ0NTXA8FEWjfVdCAaDIISgsWlhXrKhqalJvJYVoLa2Nuc+4x2EkJQ8JLjooosweWqZuOeEEGhJGR0dHbjzjrsxbdp0XHTxuXkclYJAgqpqMAwDkpwZwbIr+U2btuC+++6DpmlCjkuSBMMwoOs66uoXeEZy2ts7IcsydF3PysP77rsPGzduFBxYWJspv2RZxvz58xEMBrH/fp/Cd845I+svfPjhh/Hee+9BluUUDzWP36ijdmEjwqEqSJKE+oYF4rtsaG5uTh9HYqiryy5H3ccbjx03JJmgpaUDgIyLLroIEyeHEAgExPdqQkJnZyduu/XXmDRpMn5+2Y8c+3unx00eJhJqVnlo7bdt23b89re/haqq4pims80Qi8XQ3tHsObbt7Z2glCKZTHrqWgv33nsvNmzYYDowsoy6+gUZ2xiGgfr6eoRCIey7z4E457tn+h4PAB588EF88MEHoJSisbHeVx7W13YKQ72pudZTHrrT8XZ5mE0vj1UXj29NbkNLSwvAZdTV1eHYL30B0dggwBUABJzJCIYkNDQuRFdXJ9av24xrrvZWiEA6PalqMfMDTvHrX/825zVMmTIFwWAQjY2NqKmpQXt7O8455xx85StfQSKRQEtzB5oa2zLSKkNDQ9BUjkRcx2uv/tP3+G+//TY4k2DoxFcw1dbWgnMCXZXx4er1nikcezpg3dpNMHSCZMJAc3N75qo8gDkjjRngnAHgeS1vlkgkHEQ3PbHxi3xTQc3NzYKH8/beA4pcBoAILjKuoqHpWnQtbsXWrR+hZkG953Hsx48nIqm6YYLrr78p57WGw2Goqoq6ujpce+21qK+vx8UXX4zzzjsPANDWugiNDa0Z3Egmk9BUDk3T8OLf/u57/LVr10LXzMh0TY33c7SocykoCYDpAaz+YF3GudwlG++8vRIECphB0dDQ4pt6VBQZjBkwDF1Ei7JhYGDAsZ2h56egi9nJyYeLbW1tgofTZ0wGJUGTg1wB54Ac0NHQuBCLl3Rg+/Zu1Nc1ZxzDjXgiAgCQqJIXDysrK6GqKmpqanDVVVehvr4el156Kc4//3wYhoG21kVobmoHZ1KaD9CgqiqSCQOGTvDyS6/5Hn/NmjVIJgzomr/D0NrSCUUOgxtBrHz/Q3EuP6xYsQLgMgydoL6+2XcmbkApA8AdPMyWTeju7gZgizp78LuYOedGvvLQ0ncWDwOBoJCF4AqUoIGGpmux9LoO9PX1onZhpqHjPnY0GgVg8nDp0htyXmt5eTlUVUVtbS3mz5+P+vp6XHHFFbjgggugKApaWzpN/rvuSTweRzJhAFzGS//7asZxrcm7a9euNeUKl1FfX5/Rw5UxhiWLfwlZCkFLSlj5/oc5SyvefvttGDqBoZMMeWjnmaLI0HUNjBl5Tci1njNrW7de9ruPo5pEOuI9dgG8iGz/sbffcQsoCaC2tlY0RRff224KIQSxWAzXXHsFlixZkv2kXMbiRTeBcRUtLS3YsmULJBrMuks4HDY9Iq6CQ8NwdAB7zZuDY449Cs0t9WhoXAhFUVBf7zQoWltbxetnn30247iMMXAmCaJyzkWa2v4Xj2nQNYAZZmSTMYZ4PO7/EzlHIBBwlAFcfdUCT+Jbnp4XvIi3uOv6jPs2ODiY1772c44nLL1uEQgULFiwIN2cH3DUqhJiCqFoNI7auvno7Oz0OVp63yVdNwNER0tLCyKRSFZDnTGGSZMmQZIkSDJHuEwBiI7KqjB2nzUdbe1NaGhcCMMw0NDQ4NhXeLRcxquvegvTgFImeKAbCU8eRobiSMR1wUPOeU4eWt63lcbqaF8McDmjybadh471xn1w042/yoiO9fT0ZGw3nhR7LixZsgScSQ4eigl5dhAdw9EB1DfUOGSQJ7hs1msSHbW1tYjH4w556NUMvaysDJIkgUoMwZAExlXBw5bWBjQ0NEBV1YzIiRXhY4zh5Zdf9rycivLqtIKkBji0jG10DcL4tBSqxUO/ejvTaEx9zwja27o8FbssyyPi4e23/cZRe8wYw8DAQM79xjOWLO0EgZLWy9ZkPHv3llRbtqHIABoaFzqzXV7gMq5beiOoxNDc3IxoNGqbrOuNUFgW8tDiYUVlCLvPmm7q5YYGSJLkLw8BvPTSSxlyDgCCgfK0XoYGgyUzzm/oBLGoCkMnQn5lk4cARLaLMQZmmAEBLx7adaTXud1obenMmGC8s3j4iZCo27cNATCFTG4wlJUHctY8RGODYIyhqbkOupGAJBG88fq/s+4TLlNyzqCtrZtvKjsbUSiliMfjnh6PRaLm5rQX7Reif+yxx5y/lDEzgpEFllK1zlVZWWkaJEgTmHPuiP64jT63UgkGg2kDJBXl5Jzj5ptvdpzzk4Z4lCMWi0GSzfvtp9CtP0nmOXloHauhcSF0IwHGdPxnxXue24oZmhLLGdVra28yr8/Fw0gkIuqXvXhYV1cHZpipKr90ymOPPebgBGMspzPnUNapekF7+gzw4GGOaHg4HBbXbu3HOcdtt92WdT83itHJyRY5SsR1DA4OCu4I+ERLRFPrLLDGr6FxISRFhaFzvPXWW47zu5/rcDicwUO7TAHR0dbeJBwuO6woqcVD9zHmz58v9qmtrfWUmw8//LBICVrHcPPQ3U7Gfb26rmdMBrJvxxgDJU6eulFeXu7Y18Kym/15OB5S4rmuSU3QFA9T9agkU+86WmLl0VLHciIaGhfC4MMwdODNf76VsZ2dM6FgRQaHHPeZmFF8AI5INaVU2AFWSt2NhoYG4QRbUUs3HnzwQTDGHOPV1dXlua3X9QOp2nXFKe8Mw3Dw0O9+uB0ityO4bNky3+sYC4pay9sfMK+Bs9cQLVy4MGcx9EiwdPEyxw2YP38+nnjiiawNS+1GlQW/FIxD+XJVGIzMoKirbXLMnmOMQdd1QSCDJTMFrkHxztsrzc8JExEliQazXrOqxRxKnTGGBdc2ZURp7e0UcsGe6rV7f8zIPluu2I3OXKkgQsy6XvON//JcI1EUDXUdwkCnlKKpqQnLly/PmlYJhUIZrYW8lHzGH1fR1t5kfm9QXHvNQl8eBgIBSDL35OHK9z8UPAyFTYFmRdT9YNWH2s9Vs6Ae5WUTxHv3916wC87515qpUkqpo96NGTRrarRYke/zQQjB9ddf7y0P7bzMc6Y4YKY3RTkMV9DcUo/lf3xM3FOvyKWfPPQae0epDdHR1NSUitpQLJhfB2akz8G5WbrBWKrlmpdBwmW8/97q1PEYwmVKXjwk1MhQwLULGwUP7b/VK3rkBYuHhBDMnz8/qy4bz3A7GJxzdHV1wWFmuOVWnjy0jtvStDgtD0kQzS11eOKJJ7LKw7LyQFb54X4t7i3R0dbWJnh4zdU1AKeObZJJUxeHQunJYg6ZalCsWrnGPLhLHtozM+7nx56ptP4W1jQgHKp0XKuVGfIcWxfqapvE65aWlvRxDIpEIuHYthAZxXHFaK8fZQ2sLJtWve+guJpXZxsgTTUFoIgQEh2BIIUsKxk3wY5EXM9Q6l7C1W3MAaYgtr6zQufW3x233yVqhSwv0L4/Y2baycJBBx2E/fafJ7Z54YUXfCOiVkqBMbO42frOqsmzCJzvxKrVq1eL14QQZ3oYyEg9jDdkNzCldIoslf7x4mO+ho2aNLnQ0poaM6KDSgyKEsDw8LBjWzvP7Bz1mtXJGHNECu2wDALGGELBSjCui/c333yzMMxkBRk8ZoyJ9DaHgaOOOgyHfv7TqZpdhmeffdaXh9Y2VpTA+tw0cE2haQnSXONHKcX7778v3uu6+eyXlaVTnqbS899/PMCLi+bYSJ5pYufOzkb+2eShrpmdDuzyEESHLCsZPLQjkUg4UpZ+M1nt0UXrz54WLAtPcMwIvv7660X0XAkQT06FQiHx+sgjj8S+++0l3ls89IKl1AE45OE1V9cIozRXGtYOe3TXMAyEyxRUVFSI35aNhxaKMWppIfu1SRnyX2RLHM3ocwcsAH95GArLWXkYi8WE3PKb5W7JQ/ezbwVDOOcIh6rAeNqRuf7664VedpcHWce29DrnHEcddRTm7b0HOMyJmc8//3zGtVr728t/LHlu8dAaOwIlb27861//Eq8Nw8xUWDzknOPGG2/03Xe08rDopWiu9IAlTEE0z31GMzA3/HIZpkyZAio5yfazS36CxV3Xe3q+dsVqh0VOU0hWpQvnbd62FTUKBNMRFXst5JbN3cJjX1BzrSeJF1zbZLY5UAL49ukn4Ttnf1eQ+m8veNctuY+zqKtDKHlN04Ril2gwb4Povt8/BMAcd2sW8ZlnmjPjOOc561YtFJNAzae3qbu5NQBnfZEN+f62X/7yl6YAcB3jpxf/CEuX3ODrqQaUsozonF1YxWMaFtY4jXzBBa5CVqwIE0MwkE4t7+iOiAjolVdd5qnUF8yvS7V9CeKLRx+Or37lBHEtL7/8sqdSd/OwuaUxVQJgRkob6lsED/MZQ8YYHnpwuXhvKaPvfve74jM1mZ9CKzbkJw+d24uIZR5rs3vhpptuQlVVVYY8/OnFPxKGnhtCHvq0oGKMIZFIYGFNg/mZazvGVUgyT0UpVQSUkNhvsD8pHPGrr7lcfG79t5SwWVMexNHHHIpvnXa6GJ9XXnnFsa2Xs8MYQ2tbs6hjMwwDLc0dYAaFEkiPuZ+RauHxx/4sXje3mBmdU045RXyW9I9VFC1ycdDqZmJxz21gmjt5rXWfHbfdvgzhcGYbnwsvvDCrPAwGyh3v3cabrkHwkHFnORCILhxpgyVQUV4lvhvsT4rXFg/t5wBM59h8FkL44tGfw5lnnC2CNi/+7e+ZTnYKliPNuI72jmZoelzYAJY8JNQQz4FVZuLHxyce/4v4rrXNLGc6+eSTxffuzFEhUPStiHLBrIcxEFAqoWqRzA1G4BkBALiMWCyG8y/IbBEzaXIVQHQziuexayJhKsSG+nTIOR6Po7Ky0tEWxkwVZxod11x7BVqblwBcxrXX1KOlbYEgOEAd0UkLVlsPEfWJD4ElYzDkMJQAgaam0tmGz0OeAuM6QqEA6urqxEzTcDhsDokrGuuHlStXen5+4EH7An9MnSd1neMlOuQFryguIQSUcoSCFVD1oZycyxkJ5jKSCQNXLrw446vJUyaAw6zB0Txm7lv1u40NramehoY4p66no6lNzXVmpNV1GTULr0FL0+KUkq5L8ZCbwsygqJpQlnm5nAv+A0AiOoAAYWDgCIXN38IM6psCs49FMBhEU1OTWcSOtPJAjfwHAAAgAElEQVTJ4CHRAWTWu/3zn/8UHLOnW3efNd3z3J8kWPKQkgAYYmkHhwNmv1odOewhJ7iMyFAcl/z8ooyvpkytTrcXYh48TJj1u3W1TSZXUy2JAGvCjIRQOJTRQsjiUOeiVlx1hZlSvvqqWrR1LISum5N3GKOonuispbNeW5MZAWCofztkroMhzV+W+ssmD0EYysuDaGquQ3Njl3AgKaVQk5r4DcIw9jBsXnnlFXEd9nq5/Q/Y27aVrXZzHMlE7xZBaZhBFSN13wEQZ0ZHQPSIzDFfgsvo7417tuqbMrUaHBoSiQRC4cz7EE9EwLiKxoZWSJKEZDLpMGgZM8t8vFoIMcZQWzcfDXUdAJdx2aXXoK1jIZJJNWWIUkyoNo1Xtzw3+xqbYxQZ2IEAMaAzAwZLmp0xmDl50dIVdg7Y9UMwqKC1rdGceY+AuPZ8O7C8+uqr4th2Hh5w4D7pjcawMIAfiprN1kB7eUp2chBCcPXVV3juC8C/kN3DY7r55ptBCMHUaRMdx7KO941vfAMtzR2eRdyiLqSlBS3NHWhsbMR3vvMdxGIxJOJmP6mm5jpHCtDuKdtTQ5LMoKkMDQ0NIgVkthnKXAe6o92qQyGorbsSw7FhQEs6judV9G6dl3MOcAW6bkZPrc8txWBP0yNLs+X77/uDOG7NwmvEfSKEOGot80kFFRvyLbC/4oorTCVu8SPVgH6kaGpqAoju6VAAwGmnnWbWtnpw26pDW9S5FK2trWhubsaZZ54JNWl2FGhuqfedFCa8+pQHT6gOXePo6OgQPLzqqqsyJkK8+eabWNx1fSriyNHYtBDR2JCYEMG42ZOuvr7R21vnsvDUOdcQCFJHyrOhvkV46SZn/cfuL39Od1wQKTT72MB8fhz93nxQjBH0XFwkJNWqzOKGPQU5QjQ3N4NQA1OmVmdcBwB861vfStWIZ/LQmgizdOlStLW1obW1FWeccQY0TcPQYAzNrTXCsPTixNDQkCkruSp4uGjRItNJITquuuoqx/ksLna0L07xl6OtowbDsWEQXUV5RRC6kYDBkmhpafGMGLnLliRJyuChLLsWkfDRL1b7GkqpiFpasMvD1tbWcWVYWsg1JwIALv+FaQza9aXjt6aCP7mes/r6ehBCxGRTN8444wzRYcINa6y7Fl2H5uZmtLa24uyzz4ZhGBjoH0Z7e7uvYQmkHVlTHjLoGsf1S38lAj9XX321Z7p9YU2DyUOuorllAYZjUVBDQ9WEMiFfa2vrHTy0aonTco6L/plW6l7XddTVNuWdTXzppZfEa7fc9+1/6YORyMOij1y6a3K8wKGlZuSlu+8DEMLUrIfI42RcxtCg2WRaN7zzFU899RQMIzXIrnubTCZNJQkNIBoo4zjkkL3w2c81o76uGRUVFXjqz49hzpw5opGrNQvNIsr3f5Bu8rtu/Rr8z//8jxiHD1a/l4qQpZUMIQQ//sn5AEyPfe3GTaYi4BLiMc02Zs4aO7vhaUIDoabSbmltQF1tExgz6dHc1G7zqrwJ3dfXJ44LwDnTl8uOCSVqInvNUjEpdMCfg3bvklIKgyVRWVkJa2UFq+HyiJGqSVrU1YZEctiT+88//7zvOCWSw2bkUzNbP1HGceCBc9DWUYf6umazhk42J/7cfffdOProo6HruojEMMYciwys37AW55xzjvjNqz9M1zNaHJw+fTou+OEPEI/HMWHCBAwnEugb1LCl+z1887RTUFVVhQ9Xr8fzzz/v+RyLiDYxZwgrAQn1DTWCh5RS1C5sNFvbZFHEfX194vj2Z4UQs2ecnYcSqch6G4oZ2bholtcEkF7hI3ekyX0MAKYsYxLaO1vSPX9d53/00UdBiIxAIABVc3JdUznAZTHzmzKCAw+cg/aOZtTWtCKZMIQzC5gR6w0bNmDt2rXo6+vDYYcdhl9cfgmSySQMw8C27o9w/vnnC6W7YeMaz9/x45+cj4GBAYTDYQwOa1B1GU89/Tw+f+iRWLduHaqrqxEIBPD4Y3/G1KlTceSRR5ppeFukiTFz0pAkE9Q31KChvkXIw4U1DcJwliRvFbp27VpHtkrT0mVbjDHnbHMeynpfig1+XHLLQ1kBJkyYgELIQ4kG0bmoFUk16nn+v/71r6bxGQ4LvllIJBIAl5FQzZY7lOs44MBZaG1rRH1dMxKJRGZnhRQYYygrM9uvMSRw2aWXIanGcfElF4h7uKNnq5A1ViZRlmWceNJXsP/++8MwDGzZNoi+vj784433se8+B2JoaAiSJEGWZTz7zN+w33774YknnsDmzZuxePHitP3BUiUGMGfI2/txWvLQHHvqaVivX78eiXi6DZ7FQyujZR/HQsvDojcuAadyB5w9njjnaGxsREtzBxrqmxyRCkoC/j3IUuF5e5omHo/CYElxY93CllKKhoYGPPPMM2hrazOjgbbjG4bheE8IATMYJADX/3IxHnzwfoTDYbzzzjsOAeM5ycdKF9iWwbMigBaRKaWQaFD0krPC3mvWrMc/37gbgLM3paET8RDZz2derOmREWqmfurqF5g9saA46jG82j1RSnHjDbeI95f94meO7+vr6x3tPAjVIUkKzGXe0scoZuTiIGBGeVqaO9DY0G5GKrgMIEcPPI+6TCtik0imi9Tt48MYw7Xzr8Qrf38dbW1tqKurA6XpehszAqiKbQk3J7UoAeCGG5fi3B/8EOed/33EYjFMnz4d7733niMqaP3ZDTGRAoRTuVCa7gBgd3oqyqsRjUYhyzI+85nPQGUGtu7Yju7ubihyGJoed4yjSF+TdDqJUorGplo0NbaBsXTxuhld9ebLTTf+SlxDQ+NChwFeV1dnzuq0fhNUZDikRQ47//wMzPnz56OluQM1CxrRuShH/0oLHjyMRqOgEsswLO3X0tRch3//6z+ora0126XZ5J9VNytOkeKYBODmW5bgskuvxMyZM/HlrxwrIjJWy5UpU6ZgzZo1wulxyDFXWzQ7LzjnGI4ksHHjRqxfvx6hUEhEfDZs2IDLLrsMhx56KAyWBCVmirGjowPvv/0OTjr16zj0858GYwz/93//53CmG5tqxSRHuyzgnHmkxRl+d++DYoxaWhscxmVDfYvT+SYa/Hho528xych85GFNTQ1aWzox/9p6dC1ud8hDX2fHh4cgOpJq1HF++3kvv+LnWPHWu5g/fz6ampoy5aFN3xFGoesGlACw7JYb8LOLLxN1iIQQfPGLX8Szzz6L3t5eMGbOPzj3vO9B13X09vait7dXtAGyOEdJAJFIBDfeeKOtq4Isug9IkoTy8nJ0d3dDRnq1Ki5RQDcQi8VQObEa8+bNw7nnnovy8nKEQuZqRh0dizBv3jycc845aGpqQkNDA2gqPe4I+niUZ9zz2/vEeC1a3IR4LF2asmB+nWNSj1m6UDh5WNTGpVuJAcggtDVQnzp4f7zz9kpoKncUXDvImhr4JUuWIBZV0dhUK74LKGVo7OzEHnNnZaTcxaFSs8JOOvmrePXVV01BGEg/ZIGgUwiqRAPRNDCZ4fXXX8ddv7kX06ZNEz38rPoHi6j2+jj7+S0i2oWLrpsrQwwPD0OSJEyYMAHTpk1DOByGLMuYNWsWzjvvPBBqmNEfg6Kurg4dnS2OY1vnda+bHgqFcOGFF+KO2+9yjINXR//Vq1eLeiRJkjB58mTHNk3NdVizZg0eenC5eNAbGhrQ3Jx7Ochigp9itwvUgw85ACveehfbtvZgxswpwsFxCNMUDzs7OpBMGKJUAgBkKYSlS1swZ86crNfBGMPRxxyJZ599VtQAW58HAgGHU2TIDCSmg8sS9pgzD1deeSX+/a//IB6PIxaLwTAMaJom/rsdHYt/lqLXdR39/f0IBAKoqqpCRUWFWK7PmogWCARwyCGHgFSEsKmnG9vWbcQHH3yA4YSGr550Ih5+4EGUVwQd42caxUz8HsbMWcOXXnqp2SOVy06l7sK7774rXltOmB3tHWaUoqN9sXj2mpqa0NQ0/joY5FLuXzvheDz7zN+waeNWzJ4zM2OftANrLpsbj2lobKoFsbI9JICuRR2Yu+esjHG0wDmHLMs4/IjP4cknnzQ5YOjiHPZJEwCgUR1E1QFFxs8uvgxnn302BgcHsXbNRqiqikQigaQaBTMoND0OXddFA3RN0xCJRMzFLCQJM2bMQDgcFnWclhwbGhpCb28vgpKMZbffjB/86AKccuo3EVAqsKNnAI8sfxyrNm0GNTgo42CUYO8DPoUDPvdpcM5x6cU/x/HHH4+zzz4bb731H5PD1IAkSfj5z3+OZTff5hhDL4Pv3/9+y8FPu2FJKUVbexM0TUNb6yLhmI1HHuaSh4QQHHPsUXj5pdewbu0m7LnXbG+jMsXDrkWLzPIxm16WaBC/vH4p5s6dm/UagsEgDj/ic3jqqadEDXBWeRg39XJvby8GBwfxx4f/BFkBDj74YNx+++1YtWoVksmkmM+wbds27NixA3PnzoWmaUgmTINwxYoVWLVqFQgUTJpchR/+6FwcccQRWL78z7jvj3/A1772NUiShMHtPdi0YSMmT5qOw758DCiDI1AkEwoiS2BEgpQy7ha3tmP9ujV46qkn8Oabb6K+vh6BQADVE6bg84d9Bi+88IJDJpqDn65DX7FiheN32w1LALju+i7E43G0tS4SwZ+Ghga0tDSNkAneKB5XyAdixplHvZH99emnn47KqjC6urrQ1roIVDLS23AZkkQxPBxDS3MHYlHVbJpq85CsKMtPLrzA91rsXvIJJ5wglpy0rsPqXQWkhD2XEBkahqZpuO3WX2Pa7nMAooBKQUQNjsGBGJKGjoGEir6ogR0xHUOSgUg8hkg8huFEXBgAkegw+uNJDMcoEgkKphOoGkd5oAKBYDm0JMNHm7uxYd1mrF+7AS88/ywuvfRS58o+qaUj3R6d3aC1GxZ7zN1d1Au6Z6VZkGgQf3joEfHeqi2y3zdFUbD//vvjkksuEd8RBKDruVe2KEZ4cdHixbe//W0EghR33HEHWpo7YLBEuvUGlwFwDA0No6mxDcmEYUbabeOZTJq1sj+/9KeOmlX7n3VuSilOOeUUcwlG9+oNPF0GkYwZuOfBx3HbPXfhgksvRfdgBNv7h9AbjaMvaiCiUvRqGqgsYTgRRzQaxcBwBMNDEUQjCUSHk+jrj6A3Gke/riDOAqDlZZCphMTQED7augObNm9D95bN2LRuLTZv3oyBgQH0Dw5g7sxZ4JyjvWsRzvned1FbOx+77bYb7rjjDtFc2s4tzih0Iz0LkzGGadMnibG2t+syBz6thO77/UPiNzc113nOYq2oqEBtbW36O65AkryNp2Isz/B77+biUUcdhXgigrvvvtusEafEwUPOGYaGhtHc1I54TMvgYSKRgKwAP7vkQt/rsfPxpJNOEo3N7UaH1RKJMYb+nggaO27A+6tW4tSzTkdffBjDhoooMTDzwL2xva8Xg8MJ9PX0YnvvILZu78OODd3Y2tOPj7buwGAsifKKatCghB2927F6/Was2/AhPly7Ghs2bMCqVauwdetWnPi1E/C1b5+O3/z+YdQ01GLe/nMxNBTBF47/EphkIDkcg1weAq0M4+AjPo39PrcP5h04DxOmV6N8QhVOOv0UfPjhh2hqaDSNlVSv4BkzpyDV8c4hQ+33IKCU4eE/PCq+t5pzu3VYMBjENddck75vXIFhaJ73udjgx0M3BwkhOP7446FqMfzud79DS3MHZFly8JBSgsHBiOBha1tjBg8ZV3HhRT/MSx6eeuqpGfLQiiSKe2YEkEgOghCCb512Jq5acCWOOvZIzN17Hgb6+jE4nEBPfwTd/Tp29A9g6+btUOMGFF6G995diX//6z94+OGH8cADD+Dtt9/GdUs70dPXi30POgRvvrUSXctux5aBHnzz9G/h62eeimg0it13311cJ1N1wYGyqgpUVFehYnIFdt9jJk78+pdx2DGfhRRUcFnNNWj/5fV45533UD2pEu99sAqXXPwzbN/xEZ5//nmEghU45JBDHJkq63eXlQdw/30PZ5WHjDGEw2HU1NSkx5EEHRlFO0YqD4s6cukHd0RThMYvvxyMAV1dnWhq6ALjOiRGYVAGQ+epOhCKhbVXAzCEdymDYFHHEtPjMgxItofEMrzsNYqSJOGYo4/Ec8/8DYRTMGaAACirmgBd08ANA5wxSIRAClfhjNO/g+kzZ+CAww4HGENsOIL+vh6cdsap+NODT0EOpYqaGYccVtDHepGIJgDOUTVpIhQ5CBKgkIiM7/7oDNxz233gCCHEAEaA3WZPR++OPlRXV0HTATmgYJ/PfRYvPfUk3n33XSxd1I7Lr1wIzhjqa+vQ2dEEpFpFEIMBEgVnBAZzetjMoGhtbUVNTS3AaSpixFMGu7nNk08+KdLmkiSJFhRemDJ1kk0QAX//+z9w3HHH+m5fLEI2W72al8e+cOFCJJMa2ttb0dq8VPBQJwaYAYTC5koVTc1WWYXp5UscaG7phCLL0JJJEHs9p42HeipKwxjDF446DH956hkYGgOImVKUpXIQAElDQ4CEcOaZp+Fn11yB/sgQpMEYDv/KV/DKm28gsq0Hu82pQE93D0768pl47E+PYOLkSWa6x6AwiAFdM3tighLoqgbKAR06gsFp+MbZX4eiKHjuzy8hHk3AMAwkNRXR7h0IBoM466yzsGbDejBm4JfLbkJv93ZMnDEN9fX1aGtrw+9/9yBOPOk4VIYrwLVUpAEEiqJAVbV0dIgE0NzcjNraegcP7bjjjjsgy7JQMu6Mhx3lFWHb/QOefPJpfP3rJ/tuX8zwk4WEEHR2dmJ4OIaurk401HWCcR0KZDCmwzA4QuVlIJSjvmG+uQoZ5+CEgALo6lwKiZg8lFJKxUoDUkpFpJoQAs4Yjjn6SDzz9PNQExok2Yz2lIUngkOGphqonb8Qz77xCm699VZ0RwZSvQcNHPCpg/D2e+8iOjCMyknVSERj4DJFmapBCgUgl0v45vnfw1N/etw8N4DPHf8F3HvDMvz4qvMxpFH89vplUPsGoCgK/vTok/jNA/dgMLXE55v/eAfz9tkL1ZOqMNA3iEAghHWrP8TBkz8DymSsfHsVdN2st5w8ZQI6FnXCIBpm7LUbztnrBzj26GOwfPlyzJw5E0cccQSamutQu7AZVjNtt8K9+eaboSiKMB7sdb/u+1Y1ocL2Hnj55ddw3HHH7gSW7HxkRMVtaGtrw/BwDJ2d7ahb2G72iuQUEmfQQRAMBhEKB3Dt/MsFD61xbW7rQiAQgKFpICnHklLqWMGLUCoijEcecSieeuJpaEkdsmLA0HVUVU4V8lBBEIoMnHvBtfj1b+/ALb++BcmEgcTgMHSDgMsy1FgCBmcATeIzXzgKcU0F5wQr/vEvrHzpfbzzzjsIhUJ44P57cedvfoeHnnwG9z2eDrC88Nxz5hhQig0r12PPPfcEZRyhsjAUScbUqVORTCaRTCYRjcdAQRAuDwGQ8fqrr6G8qhzhsMmdiooK/OeN13H2hd/EEInhzvt/jym7zcDmjZsQiUShqiZ3Z83azdGJo6N9KYLBACilYllq6z65UVFZZrt/wHPPvYgTT/ya7/b5guQ742hXQNd1Djh7iXECcAPghIFwCoPrIJwiEAjgr88+jQ9Xr4USkKAmzZSaxhko467l5dIzrmVZRlxTIYUUsy5NMdN6hqYDlECR0mFngzNww2ZIEA5i5iMBABLjYASwz6iePLEKN193HU7+3pkY7BvG8NAAmKZi+/btkAwFXHamjqgEcG6AM8nRNiYQCEBVVQQkBTp3GnCEGiBEQlV1JaIxFbNmzUJVdTW2bdmA/o+68ZUTTsFwMg5Zls1VVRKwKWgOgwKyQcDZMEKhMqiqmppBLmP2nN1xyMGfQVNTi0h7dy1uhUQC4IShuSG9vGRjY6OjQN+8Ruu3pWbSN3eI8aQSUFeXubKS/UEIhUK7PHykqiq316Iwlsk/ThgUyWxu/uRTTyESiSAUDohUhA4OYliK2XyQEzEVSjAlIAmBxhmYZK6aFFDSvdlIypA3bKk2kQphHJykjFBQcAIAHGAcCqFYdsN1+EXtfMQMDQPdvSgvr0RS09C3ZRt2DPRhyrSJYCpQPrkaRJbAjSRWvvW2mL0NOI2WdI2uDq6bz0+CqZAggVJg0pTJ2PrhesybNw/nXXA+tvX3Yt26Ddhnn3lQB2OYuNtUBIiEE044AUcc+nncdtsd+OsLL4Kn0uG6qgM8irKyCpGCTyYMVE2owBeOOhpdXUsgEQo5oKC9oxESoSCSjLqaRpGKra+vFy1J0tyyKzyKluYO8U6SJNQ3zIc16UCMu81wKCsr2+U81HWdOxW3NUHC5J8lF4NKCENDQ3jiqccxHImBSjDrXDUNKjOE3CMAmGaIFCaXKHTCQXQGKNSUN4Ggw3i1y6RMQ8LSJcSUi+CQONDZ2oTfPfQABmLD0FQV0WgUgWAQjAEJLQHD4NA1hqF4BPHePkyaMhkfbd6CoaEhzN1nf6jcAOXAts1b0NfXB845dt9rFmQioyxI8Pen/oZoPIZf/OIX2LDxI0TUhEjzMcaQ1FTsNmsmBnoG8OSfHsNes/fAEV/5AspDVejp6REOCaEGAoEA1q79EAcfchBisRj+8+r/YffZszB16lSEQiFIMschB38ev7r1dhiajkAoiM5FzZBIAAbXhTyklKKlpQWEZjrbEjHvVwYPZYLa2hpfDhaLPHTz0C4P7TwMB8vQ09ODv/z1zxgaHEYwpIBAEfpF4wwSN3VbIpGArhsIBoMwCEQQQydmzTi3lT64HUjCUyVykqnTCOcpOWhFNk15KHHgzluX4aGHH8Tg4CAMcEQSw+BMQtzQwAmgJVVouln/C01FQjcQiQ8jEYvhoWV3ghOCZ557FjfcdCMiSQMz95iF8gkT0L1pEwgh2H32bFAAlEjQCcOWNesxc+ZM9G3fgTfeeANqNI6qKZNw8Gc+neEUlldWQNOS0KBjysQp2L69B/F4HP/6++s4/KjPQ5YBKQhEh3XInOCNV19DX98APvuZQ6EoCgJBikmTpmD+/GvEZB/GGOrq6kQJkl0eWvdrZ8nDojYub7rzXm6v22GMQeb+K09oHnVYXvD6zfaJPQAgccAg5n/AFJvM9h5If2/Yhtn+PTM4nn7mUQRIEJ859lj09PQgGY9gx7ZusxbP5vlyzkX/LUnm5jJltgdYURTRt9I0ghVRs2Epi6QRx9y5e2PLli2YM3cupkytxk2dS3DGGWdg/099Oue4uOtLvb6XXB+baXICg5qvJRoSvyuZTEIJEFRJQSTV4dSYmI7Ajh07EI1FUF9fK1KdlkIoNqV+wx13ckmSwIzULHeiger+XNMYAYiRwQ03KOMwIDm2dfMQyOSgHfZz2F+XB0NoaahF09JFGI7HzBpJpQyapkHXdfR8tA1Tdp+C7o+2YurUmVB1HSo3oBCGjas3inuoqip0XU/VMSVh6ERwTlHMSTaJREJwEDJDZOsOHHLIITjsiMNRNXUyHvjDcmxevxFM1XDWWd/GoYceikAggPqaBYjHk/jFVdeiu9eMNOWTenFz0AIHYFAr6i4JY1PTzNZGZdyMrHOoYpWVoaEhDA0N4bLLf4JwqMq8LzRTqBYDD2/6ze2colxwg/FUxoB5NwjzkoeOiC6XUiuOjE0HWNdjv3cSB9544w28/vorWHTzL6HGE0hEYwiXlyGSjINpRNT4WhN5+vv70b99K2bP3QNbNm4CZTImzJ5hOvuMYfMHa8TktCQ3MG/vPfDGX/+GhJrE7NmzcfjRX8BwzEwPWoaIGQQAqidNNFdxSWjYuGYdpu42A5WTKkQNeSAQEBMjX3j6RZz8jeOhc4bXX3gJH23dgVNPPRXBYBCBQADrNn2EqVOnij7A7vEllEL0lefplYascSoPcRCVAkQDM9JdQ3b0dOPKKy8XdZhueVgsxqVbL4NokJl/Q3mDpNo6echDiTvlmlf/YIkDehaOWvLASw5a+N/nX8DZZ5+O/fffH5HkkFg9StM0JHWz3jypa1CTTPDSqrl88ek/Y8PqNaiqqsIzL7+I9s4OGCowc885kIgZpd68do0wcGfvaa6Op1MDksEBVcdATy9eeeUVUIMjUB7G/p86SNSw2x0hxhi4RMyorG5ey4drPsCcmTNhULPDR1l5AHrMwGsv/x333XefaPckSRIURUEwJGH2nL1QPWUyuJwuu7Cfg1ADYYVA0mWAaGK1H03TsHXrVlx59cVQZLOfsV0eWlwc/8blHb8WF8dSbGF245KnJrmQdFsHO+wzXO2fgUtiHz/kMgy8jEz3+7UfvI9/vPE6TjznDET6htHXsw1M0zE4OGi24bAVGlsTGqzIgGOt3dT31iQEOyEB8+aXl5cjGhvE1KlTEYkOY9Ye8xAMBjHUvwOr/v0ffPP0s7L+nnyQYXxyyff7kUCh6QgZABhIT176+U/O2/XC1MZDwMYznp7VbPFJ4v5OjptT2Z49t3Pjde/8HJvt27fj3rvuRG1nK2LJhNmfEhwDkSFwVUf/R90Yjsew25wZWLd6AybNmAYZBB9t24SgrCA67Fytwd782n7dljCyFGcwGITGkxje1oMjjzwSX/7qV5AEw/0P/RG/uOhnqG9uwkBPL2bMno6GmlqEAxRv/vMtPPbYY7jpV7fjyaf/Io7rhtez7Amevc0V4J/qkZCOMhkEoCQ9ea0YeLjs13el5WGqppsxq6OEv1xzpyvtNZH5wLrfMkgGD+0ctr6XOLB8+XK0LmlDd3c3EokElLIQtERqNvfwMFRVdcy41TQNQ339ANERi8cxPBDDzD1mQ5ZlDA4OIhqPYfCj7dB5urvAYPdWxONxVJRX48tf+xKSrgb9ds4Eg0EYqoZAOIR33lqBQCCAfQ7YX4yH1RaGUorKcADxZAyMMtx7652gUhDf/tZZCIYkSJKEcDhsKvmqidjSvc01IM7OCQLE8OSmFxclGML4Eg8AACAASURBVI7vGEnL+kt+fO4u56GvPHTBrhPzCfy4HWovQ9QroON3XoMAO7Zuw9NPP4k777wTMT2KZMKAxkzeWZMZTWOSQ1Vj0AwiDMtoJILlv7sXEqG44YYb8L9vvIZE3Ey/T5o0CWXVZi/sLevWOjoWVEyqhgyCWCIOqjGQihB4XMU///fvkGQZmqbhkCM+b84WT/1mK60vIra6jmAwmMo2Egz19qJ66mRs3boVs2bPwLpV63HD0uvMuSYVEx2TgwgxjdNQOIBp06Zgy5YtWNx1Pa688koccdwxtgFP89FTJhIDiq0rB6cjk4fjpsCIShwgBihRQKkVQUoZlQbxJLjbk5a4KQAlGA7i+0VC7Pul7B/xPhskDgwPD2PVqlXYsGkTkmaMHpHefnRv64WmcrFSgKqqUFUVyaQ5iUHXdaiqmtFM1fLCrVni9j9d1xGJRKBrwOZN2xCPaQBjeP/dFZg6Yxbe+2AVXnzxuZzXnQv2ptl+3+fzuZvIGiMwIEFjxIz6wdaSqdjgUhD235LrevN1VuyfGcTfsLQQoBJmVZcDRhQByvHUY4/g6tYGxFWz72qS6dBYeka4Shh23313JBIJEEKwY8tWbN64CXqCITIUh6Zp4s/qMWjdd8sYsCaCWbWgVtnJQfsdDFkKwUzZmrzdtm0bLrvyCtTOvxpXX34p4kMJdHZ2Ih7TcM8996Cvrw/Lli3LOnb2Gfme4FJehiWQJcJi5yCXipeDNlCJm5N1Uq/94J5Z7vW73Lu732fjrwwCRgmYqqG2fgHm112LrVu3mt0slDD0ZHryoCXfEomEkIGGpmFosBcVlZXQEmbEaN27K7Hy3yuw/oMPsWPTR4irZp1aPB4HoQaGhoZQWTER991/DwZiSQdv3c4IYwxSWTo1GCCmA6soiuPPXJOcYvq0aagIhnHbb36LefPmQTcSZj/EVNcOzjmk7m6cM3OWQwGDGAAx0kGQLEEMPyfHMDWUkIu55O6uRq66PDfX/Ghq6dZc+tj679bJIsPDObZs2YLWxiZs79mKfQ86AIPxAUSG4oj1D5pdCFJ6NpFIIBpNIhqPI5bQEY1GEYlE8Mzjf8Lye+4BBcFzL/4Nr7zxL0yZPEMEeHp6erBh9QfYsPoDoZOt39nfvQO9O3oQj0QRTcRRVVYOUNNGGR4eNkuiEgkhVzVNE/2uGWPCFrCupb9vELoObN26FYFAAP39/aAADJZEMBh0yGLrOlRVxXAkhg3rt0CiQdTX12PK1GoMdffkbwfwNAcN2HvA5icTx9WEHtP7dnp1gAHT1kxNToG3xwPYwu+pULvEzVYUqY8yUuKEEJFuIoCYYGHBUnjv/vs19PdFEIlEsHVHH37yk58AehK9O3pw6TVX4vV//AN77rUvEpEkGOFC8NlbVABwRC6t9/YbaZGHUopkMompU6eiJ1W4bs2EHRgwG8V+9aQTUT7xbDzywH3Yd++9MTwwiFgshmB5GdatXIGysjJUV1djv30PwpotW23NWHOnxkWNliixSkVOYA2kf0TTa2aho+a02CdUEAOUpKJAtmilgVRdJJB3llFOscsgJi/lFO8o48JDl8SwptLlAAzXCcoCEp772z9gsARWrFiBH17yU+iGuQRgkmsIcIL169dDiycRG4pAZQYMIymi49ZykRMnmqlDe29Byxu2R9KDwaAQgBMqKlF3XSf+96/P4Ynlj2Lz5s1mf0RK8fbbb+Oggw9GZVkQ06dPh044nn32WRz66U/h5JNPxg9/+EPccsstWLp0qRCu2aKTWSOXXko8T2MzF4rRwLTLQut9+nPn9SqECpmYzRlyy03rvcVTuOVo6jtFUXD33Xdjx9bNoAEFv7v/PvQPDSIZiyNUWS2Ur0QIdDWB3m1bkIjrwrhkXBVyb82aNYj0RyFJElTN/Hz27Nk4+bRvYPGiRZhUZTZAX/veOygLV+HxJx7Bj396CWbN3cM8R8r4sxpZ22v0Jk2ahHgkipCkmBGhVLQyEAigIqSgujKM/fY9CPfffz+2pSaLbFn/EQ4++GDoui5aHwWDQWgqR6+sYPO2HkxnFJtJOpsBwkApAWMaKKHpqKVP9NINuyNQjPDikBfvBJ8kahZmAtmDOq7n2zJO9FTtrv24MgjAOQLUTAWHFAN77rknpkyYiG+d+R0kEgk8/sjDoAEFw8k4BgeiwpHRI4Ng4EiKwI6Bb33nLKiqil91LsKrL70MxhgmT56Mm266CT/43nn49OGfR9+gqVvtbdkqKytRUVGB7du3Cw7bu69ommZeLwNiuoqe7m5MmzYNuq4jFos5egRbxqYl56yJYVQCIvFhVE+YAMYY5syYjtMu+hk0TUMoFMLsWXtix44dolSOBhWEJDPNbfXKlGUZ5QEJwbCEzx50AP7v3fdzLbjpuMd2xzRfbo4L49Jv9idzEdaQqPWFY19Yk3DgJDSjxBFiT/dyNHnuJr+XchvY0YvK8qkIlk3CdFXHW+88CokBDz/8MD5YtxEnajoCRMKHKz+ASjjKysoQi8XMWhIpU9CEQiEEg0Hx+9wpLEVRhOcViURQXl4uQuGMAtOnT8fAwABuWnwdKiaEoaoqjjnlBDz50HJs3/4R5s7dG088/hfsOXcfKIqCN994B/sffBCmTZsGEOKY9mA3JL3GgVDH1hm/JV8UsyAFvGdC2q+ZA5mcA0AM5lDq1vtcESJGCWQOzyG1c5gQAhnAiy++iNdeew3hcBgXXHABmKaDEY4NGzciOjwAQyeiptdIpYR6u/vBOUcoFEJVVZVwbAKBgOhVaXdurAh7RYW5nrPF0TjTcM0llyFQFgZjDKvfXgFKzPo1i+fzr7waCxcuRFttExjTUV5ejoGBARz/ta/i1jvvwvrNm3DaaachwZjnMzEm2I1Onn11HwvFzkcLlFJTfjHmqMV1ywy/iKO1ncRTNYESFfLQy6A2iGmo6roOAoZJ1RWQCEVl5QTULbgGjzzyCAzDwKq33oYSDKTSjZtgGAbC5eXQCReTObhEECgLgSgSVFUGkVM9Vg0doVAIyWQyFUVk6OnpwYMPPoi95u6Jnu07sHn1WshyCDNmzMAJJ5yAOXuZayRPrqjCw398AJ/+9KehJnXM2WseQuVlIuqnKAqMMnO/zVvW4qTjjsWvfvUrVFZWijKjN17/N3QNmDxpIqgEXHXVFTjnnHNw9NFHgxkUy5cvx1lnnQVFMWfMr6wIYO3zL6D6sENTo8RTE0Y9ZonbDUtiwC9x6OWAFyuydWawyzsp5eAY1mROmK/tNZdekXKJm862JMuYNKEauhGDTBVUV1djypRJeH/lu/jSl45GLBbD0NAQHnn8Kfz2nl9jeHgYO3q2QlVVxBOpThSUwABPG5m26OWvb70dfZs34dWXXoYihxGLDSMUCqFmQT2Suobp1ZOwdOliSJKEcy84H4lUkCcSMYNK1qzsaNRs9G4Zn8lkEiFI6NNVKNysrbWeW0mWIVMgHhmALMvYd9998f3v/8C85ngc5/7PD1BVVSWcpJ5t3aCUYsuGjXj9tRWQJAnR4SReffVV7LvvvohEIjAMA+Xl5UjYdJbF7Upq4LbwTLC1j+NYheDGA/fOKP/xu8d25OtsF3XNZUaNUQruImD79/a6DI2b4eKQnN8C7xpnUIjTA8tVn3T//ffig/feB2MMXz7+BLy14k1UVlYimUxi1pzZQinLsrkEIoECKpmKW2cMMgkAEgXl6XSV3SCxT3Sh1JwMYy+utWaEhcNhQSRKKfr7+yFLHBqnKAvJeObpv+Kwz34Ohx9+OJbdfBvKy8vxgx/8AGvXfYD+SAxnnnVWxmSRgoBLZrouh8fuJ0gvu+iCXV5jZOch4M0FEe12Rc8tHhKDOepk3bC4Z82gzAeSJKGsXIYWUwGiw9CJSLdYBuA//vEPDA72Q9dTk6w0FZrVhooQs10WDZp1lYoshB+lZiuVignmJBerJsientbBgNTEpmg0ivLycmxdtwaVFRPxpeOOwZ8efxS33Horli1bhlnTZwuBHolEoKoqeocGUFVVhUDAXN3ii186FlVVVY7xBLyjIrnKEbIqZh8u+u1DKS2KmstbfnM3B/zLT7IJfcuA1HUdUjAgeJoPCCFgegJBRYYsBxAKhfD/3L13mFXl9f792e30M32YGcpQFQwoIqDBiIKoMTYgigUTa7BL+Blj1GgSwYJii8ZeY0NBJLEHOyLFgqKoKNKkT6+n7vL+8Zxnn33OzACmzvdd1zXXzJy697PXXs8q97pXNBpl9uzZzLn1JqZfehl33DknR0dkqU5mZGSm8rnnniMUEowUKTNNwB8hFm8hbYtxgaUlFa4OJrHcbFCspU1kcHbUYFoKVVVVnDDxGF5Y8KJwDoN+tm3a7Aa+Eidc2bOK/Ufuz+SJxxMIBJh9401YluU2ozmOQypp06dPnxzcpaIooNhcf/1Mmpvaufbaa933FBcXEwqF0DSNm269hUF9+3P4sUfvcg1d3foXMMHQ/bC/UjoLcnISN3mBtcwsdya2bePXDaKRAOFwGL/fj6rZhEOFont65Qo++eQTLrjgArchTOqbvAe8Ax9M0yQeS7Nz507S6TSxlAhcYm1t6AE/juPwyt9fJJVIUlpSQV39DoLBMH169yWVStGrVy9aW1uJxWI5GewBQ3MxuxJ25Nd0HDONP6BhqxqYaWbfeLPLpX3ZZZexdu1al8oLsvhgVVXd5ppAIOBmL6Vefvfdd9TV7+CE43+O4zjU1NS4pXX5OfJ93sy8zOgrAYWLUxH6VPbgsVIfjqZ3iQXuKku5p/bw/0TmEvJuOMvOyeBYiifaczLxoAKGDX6fvseetsTOdLWgXpGfOXXqGQSDQdra2jAMg4GD+jL+8LGiMzxh0dwsytHxeNzF+MhIOhKJuM05UilqGsTEgHhcEKi7YHpdJxgM4vf7KSsqJhqN5uAzZbTjOCI7UBgSWAyfz0c0GuWo2YcTDBncf9/DhIsKwLKZt/A5Jk+ewtFDRedafunBK3vS6df52sk0W8eS0O4i8+4auUs96QxLZGWyP450jBzwo4K2681ffqahqHuUBK6sLKOxtg7FMokWBLMlFDV3ZvzPTzyBG66/mXXr1nHDDTe4DkbSMvGpGqGQ4Djz+VWXicA0TeLxOIlEwsUIyZFnyWSSxqZGGhsb3fKPpUA4HKb/kL1Y+vabXHrpcfh8Omu++ppnn3qa79Z8Q68evQkEAny79iu+/motTc11jDzoYNcZSSaTbNiwgQP2y7IaeMu53r87kx+qK/+XM5hd4U+9a5QfbEM2OM2Mc3Lfl1/azDrzJjoKoWAIvz9KJBogFAqh6zqzZs0iEolw+213cfvtt2OaSRf/3dLS4sIodEchaWc3/2OP+6kohVuqm0Fqbm4mkUjQ2NhIorUJ27aJx+PUNNS7uGBVFdRIReFiKirKicVivLDgRd5++22q+/ZkzZrvOOZnx1BXV8fIkSPZvHkzAGu/XUNhQYgbr78h6wSkHHqU9yQQCLiObL6IhkWFW26+Hdu2aWxsJB6Pu9yKqqoy+7Y5ALTbXTOYyNdmL14mk767ZopOpLuQ+nemf5YCmqqigZsgsfL2BbkvA+46em1ieXkpbU2NjB59EMuWLeOggw6jta2RRCJBfX09DY012LbNoEGD6N+/PzU1NTmBp8ui4LF/MsApKCigpKTETfxceeWVWJYl4BGqn3CggB6lYUKhED169HB1ef369axcuZLhw4fTu3dvd58vLS3FTMSp7t2T8887E8dxCAaKOOqoIzKYR9Pd51VVZcyPs4000tErKytzk0PSfu+q7Pz666+7jTsvLJxHe1uScePGuRUnOTpVnr/f73cZDuTkPp/Px1MBDeP2exg283dsIwvvUhUj5/v3xA/alXRr57IzWhZAzOPEg6X0REde+VfLC/kX2nsjeKOuZDLpAn0ffvhhRh84AkUR5LCCjmMFdXV12LbNIYccwpQpU9zPSyaT7gbe1taG3zCIBkMUhMIoiuKWLGPxFpqamigpLMK2bZqamkR5s76eEQfs65YxVVXlmWeeoaqyD9FoVHCIJdsoLBIUJldddRVpR6WmpqbL85Rr6t2YHDoWceRV2dPV3dPr0N029XwcqpuVzDtOSwHN6ogtkvLPnFeuQyq6FGu2baVuh5UZIarlOJTSwfQe71VX/xbAzQKlU44Ys+cCtE0SCUkrIkachsNhgiGDwsJCTNOkoqJCfIeTEs0RmU36m7XfYiMyRZoDY8aMwefz8eADj1JWWslfH3+a/UcMo7ZuO2PGjGHZxx9SWlZIr349AdwI2zRNFs5/nlH7j8g5f83JOD2ejK6jqZ0awc70uHNj7XSJi+1uuteVdOZoWBlsmixfW0pusJ0vnZUzI5EI8dYmQn4/gUCYSCRCJBJxR+qapkkymeTyyy/HtkWX95atG3OyRyAox7zz7b2/HVvDcWx3BG40GnW7sGOxGDU1NZSXlzN//nzMRBLH0gj6glSVCYdQdtmmUikOOeQQ3n33XQoLCnnnnXdIpVKsWrUKn19kHwsLSkkmLKr7DHCzQ7Ou/yMlxT248MILO9WXqqoqXnnlFT788ENisRjXXXedC0e6++67RZa+qIDq6mrS6bSLMd5TEa/ddTWnuziSXYk8PkkT5LV3riPpEbuLbnHFSnHssccyd+5cDj5wJIrahx07t9CnTx9Wff6JO1Euf8qOWEMFR1VQFB1/QCMYiLrE448//jjfffcdNTU1JJNJt3Lo9/td4nGfEcp2VgcCBAIB0eBYWyvsXzDI1KlTefLJJ/nggw/cBE/aTGIYGlVVVSwFnn16fs7113WdkuIe+Hw+wuFwDgZT9lp4mV9UVXUhSLsqQR9++OG0tLQQCoVENjcTcHlpDKVD6/f7XYhdKBQiEAgQDAYJBoNomsbjQ3vS2++AmaUly65r7rX8Z6VbO5duWdhjGSXBqrfZRifjgP6bN4bdLXSuopvMuWk2Tz/9NDtrtpJK2qiazZFHjefIo8ZjW1kFcpsjFBPDp1BUVISiZueLRws68qcFgiXuzG7vcVRWleXceI7jcMopp6A7ChigKCKdLrvP25VmHn7occ44ZxqJRKLrcwdQso77v0Wc/zubt1e80bHX6FueyTqQ0cP/gA7qGayOZafYsnGDi3cEUEwb24N99eqC90dRFFJJ281ui4YkExw9OzrMI44jxlYqioOiOPj8KobhZ8vmZrbV7KS9XQDk+1T1FLiigkKCwSBjxoyhsLAQx3GIJ9oxfAorV66ktbWVdZu2oCgKRjBCIBAmEAi4QVpZUZS2tqZdlqazBycwXDgdsyO7fF/O/7uHanS3Dd6LkfTCKKToKKAIvLhsEMt3Kr00Ut61KSuKsn37dhS/To8eYmN85513OO74o7GsJInWNJapuOXGpqYG0mZSjJTNNCLk43S99lFRLReL6/f73E3v2/XrKCoqYtv3m3nrrbeEnpsyWyBmi4fDomKjaZqLyU0kEiz54F0KC4RNjMfjjB8/3nUUBg0alJMNksf4xJOPUlpaSiQsAm95PnfeeadYDyMPl6ur/GHWdbS1tVFUVCT4UkPlYvBEhiHBTGSpu6QtUNVdZ9rF+VlZHduFLnY3mykDF3l9pd51Jt5BDF7Ztm0bzfU1nHfeeXz99dcMHz6cTZs2uRlDLxOFZEqRDmAkEkFRFD788EMWL15MfX29C7mBXE5R+V5pZ8w0KBjYFtiY7t5oWgk3455Op2luFuMh3333XTczWF1dLfDDwSCVlZVomuYei7c3QepbbW0ty5a/L95vhGhta2XggIEMHDiwwyQ773sB93sKCgrcYMpxHMrKynJ4OJcvX86BBx6Yk1iQZfFgMEgoFCIUCrnwgj/84Q+ofoN0Os3fXnyVY489FgtBfyWTdrkXMPdfHWWXnKO5r+3moqoqDp4SuJNxNj03Mfz3OzplxAHg16C4pJQ//PFqQQ7eJugyvJ1g+QY3P5UPiE3e0Tu8BgBF3Aiq4nMxm+7/quo+b9uW62PrCT1LoorIJlimwnnnnUcoFOL5Ra9xyLgJuzxPr7rlc4x1VhbfzaoBWYOa0yz0b+rs/U+JLFt78bz/aT3UsXjhhRe4/oY/sfCFl9B1PcexBEg5FkoqUwbKOIqmabpNPKZpgiJKlXaG2dlbPpJ6A7jPy/NRVUHW7/eLn3A4TEPLN6RSKQ49+CcsXbqUpqamHGMWiUQIR/w0NIrMeDAYZN8Ro3Iic4kjls6C4zhs3ryZsOFHUdUf1Brm1U9vY0Bn/J9e/ZWYOs3O6p2l7lk37/9KcqA/DuCQR4OTeV3e/9A516WhgKII3slk0ke/fv249957OfXUUykvL+ewww6juandzUpKKISXTcBLTZX/Xbquu9meQFAnEi6ivr6eYDDI/L8vZOfmre7nSWdXjJBNUVBQkPOY3+/D5xeZGvn5Bx34E1atWkUqneK8aedRVFTkOpRe2javjBkzhsXvLWXq1Kk8/NfHSLXHSWOj+o2cNfaKbdtEIhF6VhSSStps2LgWgP79+wvKl0Q8J1PsFc0RDXqdiZa5ho6motliWoqtuOn5zpWgG4ijqWiWLQK8PbhZ823i6s8+4dRTT6WhoYE1a9a4uEkvG0ogICAYGzZsYNSoUTz22GNs27bNJTb3Oq2RSMR1/pPJpKub8ntDoZBgEshgy/PL51mcue3C1SorK0mlUuyzzz6ugyq/L2ctMvRsMniBbIXoy69WZSZhGW4Gc6+99srZ+3Vdp7i4mHA47NpD6STK7/Wun3R+U6kUbW1tjB8/nnQ6zT/efhPdUdyM6FFHHUWvXr2IRCKEQiGKi4u57LLLMBUHLcOqsH79ehxNZJml2uY3PKPYubrokJPs25V0a+fSG6nL8/HvpsOus1KP9/E9kc4aevKfl1gJTXPw+VTq65pJpUwsK0l7ezvNzc2uI9AZkXvOBp/57SAU37bynFFFGF9N9aOqyWxJQtOAhFBGLUMbo2QxQSiiWxdHd7F00jAnk0mOPfZYSkpK2Lhl+x6tiw6geJQmE7DKFfJu3rsjvO1QynS6V3TuFUMREzc0T4nRq4deJzkfRvHP6KFtp/CpGo888hjTpk3juWcX5AQzgLspY3qzlEkX2C3B5ZIsWDY45Ac1DtnHpe5Ix0+WXnRdF1hhW2PU/iN48cUXWbRokYvhkecuDV9ba4KioiLOPfdc3n//fVrjqZy1iUajqKpoGDIMg2QyySUzfs1VV12Vpf76J7KGri5mdNTVPzX7vIJ4Ts04A07GGxA42e6th17n0rD5QQQNXghB0FAZccC+fLryCyxLULiAuH6/+tWvsCzLdSQl9jbfkcznPAWhU7LULQMNmTX5/PPPefnlR8Xmb2vYTsrVrVAoRDweJxqNAqI0LyfnpFIpwqEI0WjUdRJkh29ZWRnDhw8nEAgAuA5lfvOZbHz0+XwseX85KcfigUcfFqVuRUTI+fdq/n6iO9K2JqjuM4C6HWI8pWVZlBeXuMwN3muiA6qmomQwiDmBQOa1LuxIF13mLm62m+uh4uz+dd7XSznmqAn07VXJ9u3bXX5nmXGU2MBBgwbx9NNPU1dXR1tbG++++y6aprkBR3NzMz6fj3g87jpZ8nc6JQ4sEokQDkdcZ03+9mY1U6kU9fX1+P1+SktLaW9vd3GKfr+fSETMfvfCPbyNQoBrOztgUC2Lgw78CalUyiXdr6ysdN+naRqvvPIKzc3NblbVm/W3VDF5y1GyyRvNzjyuaUybNo2ioiLuvPNOQqEQQUPe3+JYF73xKovegBOO/zmvvfYapuKg+3SUVPZebW1tzaHD8/pZ4HU0LaG/GD/I5nR75zL/hGHXhMpdOYM/HBPT8TO8z9u22DBXfLCCAw44gHg87m6ugpi1XZCdehQ7/7O9WDlvOSD/O2WmB9pzUvxyXJmqqhnHUwVyS922k8reDI7IJEh+rGQy6TohXgqYf7YMIzf2Tn/TMZukqCq2m1ndfZnyfyUuhugH6KF8n1f2RA8DukJpaW8aGhq48MIL2bRpE+3t7W7jDeB2B3ojfu+EB/m37MrOL1d6jyf3fGIuADwQCGTOzcZ2TFqaTV55Zb6bWZCOodR32QTkOA7BYJBZs2Zx3wP3U1JWid9uI5lMoqoqoVDI8/lpVFUjlYpRs227u3nsag1/iOTrH4jN3nve7obv6mtmJGc3FDdjoJBzv3YmXellOt7GXj8awbffrHedO9msJfUmnU6LTLc38M3onBfWI3VBBhnhsGiIKCwUEIm//OUvtLa2uron7aAvYOA42ZF3suzY2hInmUxSXV2d0/DhOA6JhCAxlzr3+uuvM2nSJDE8wsPB6s2CWpZFykzzt5dezFkDbzDkDdo6s9Hy9WXlIut69HETGTCgmltm/okvP1/F6B+PcZk6uhJpPzqFbZDd2A1N92SYLZciZncTaf7bomUawrz2r9NJeB6xbZtYcysff/wxsViM9vZ2NxCWAeo333xDIpHg448+Q9M0KioqKCgo4NtvvyUYDNLS0uIGFsmE5XKOhkIhIuEQWoHm0vZ4j0Pqg3eflQmekpIS9/hls09rayuJRMLNHgIdMuCQvZ5yHYLBIEOGDBH4c03j0UcfFd+ZcRS973NhVqqFaXYdTCuZhIatZB1OC4v7774H1W8QCvso7xHFtlTKy8tZuXJlZgykhqYrvPzK3zDRKCwspK2tDVVVibe0cdddd1Hf0oRi6CiW3SUu2z1msQqidL6H+3S3di41FBQl92JI6UyZuyIA39WN7y0Xeb/HNFOAjSYjSCU76N2xACWFlYYzzzyTFStW0N7e7hrAVCpFS0sLDQ0NbvZHGlap/Pmp+a7wSt7zdakKPFky8dkKqqp3oHYQI9bSmKaNZaUpLCx2S6utra34fD4KCwvp0bOK2tp6FMVB131Ylhz3p7vf0dW67amoqiqySXnv08iWM1VHZc/zy/89+aeJvTPSFe4oV0yCoUKSbU18/fXXLTpD+AAAIABJREFULvB706ZNhMNht9xhWZaLDfI6A14nU1EUGhoa3E/elVMpAxfbtt2OQ8lzqaoqsViMd9991y3hSEoMCSBXVdWl2CguLiXgj7jnGgwGXRC9bYuOSJEVVfDpYGgaqu1gmybFxcUUFRSQSLRlHCcVXVexbZGPVNVc3e6Q+d6FeO9v73s1OrenClk9VOEHZWn+k7I7O+aVrvTyrLPOYvXqrzKl8KQ7gUnqTyqVItaewnZSbmbS+7w38yKz2z6fz81QPvPMMy4dlgyEZdOWZMyQBPwAluVgmQ79+lejecbLebNFgDs9x+fzEYlEuOSSS2hra3Oz8tKuhsNhnpj7tKB2Uzp3FOVaao6No4ryrqPpAm6gODiKhWLr2DjYgKGJLO3V1/yelGlyxBFH8OiDD9C2ZSs+n8/Fwu/uGnX1nILAyWZfo6CrGhaK0L/M8//qhLV/l3jxul1VYvL1b8KECbS0tPD5p58RioZ45sHHOObYo2hsbMYyHVBsbEvgui3Loq6uns2bNxNrT5FIxsBpRtMVgkE/4XCYoiI/qpKdvd5VMJXvWHope6ReZu2SltMUI0vsgUDAvReGDBlCZWUl0WiUVCpFKBTinnvucYeZLF68eNdrp6l5OEa1w3rKYMTSs9lLMpALBxvNBtUwwBENnrYlHOOtW7fSs2dPDMNgy5bvUTUDsDA0H21tbYTDYS6+4EJuvfVWrrz29xiGwcxZs37QPu44oOzBKE/o7s7lLsoU+dIV0Td0FcXb2LbolLXT4vNN2wQLbMUW24uqontKGfKrVZ+O7dhs2byNsrItxONxWlpaaG9vp6mpyaUHisfjtLe3uyUZb2penks+PqSzFLv3nLwbpHQ05d9ex1NmsGRXpTD2WdoDuRnE43EaGxvxG5o4b8fObqxOdp3ARmzynUf3XtnVc/Kaes9QyXyX4tgomoJiKziK0m1mk3Z1PnsKtcjHmOZeXxssOHDUfqTiCV5dtDqjE5BOJ91O6lgsRiwWc42kLCfJjdo747u1tdX99N3x2Hqz6pKPVdM0WlpaWLdunWvsvBOcYrGYW5aSmLqiohJURc8JlmSJVJZQZXd70G9gaCqGT8O2FHZu30FhYSHRcAi/Ybh6CJkxe4qNbZsZB1M8Lv/fUz3s7HX57pe8Torj4Kgi2FE6qZz8r6SzINj7HOweivH3v/+d8YcfRUVVD15+8RXi8TjptIVtm7S3x0mnk6RTDrZjkk4L3RKZaRvTTLnXQHae2rbNhx9+SG1tLel02tUVae9cnsrMHGeRSQddVykoKKIgWtTBbsljltlOWTqPRqM52dF33nmHpcuXEfD5aYsJ8mpD00Ht6FiqTqaEiY2u6Kh6pirmWhkFRbEBO3PNbRTHIejzE/BrfPDBBzz+xF85dNw4Nq5fz/btO9lnn33QNI1JkybR3Ny8y+vWlXgbUzs+aYvhZ93GEgrp6r7qyh6Gw4J1oKS0lP79+9LQ0MAjjzzCQw/fR0uz4I60HZN4LMkzc5+iuLjQ7cKPRor55S+mEvQbHHv8RAbuNYiHHnuYglCU119b1MG+eYMH770iKziAW3UReHK/2/QiCcv9fn+2p0EV9IF33303ra2tfP755z94nRw1ewVdhhUt84SEQCg2OJn9NfO3tHUye6lkqn3JZBJ/wGDUqAPYvn07sViM1/7xOkuXfMCXX37NQw89QGlpKU3NDRgaOJaNrQou4ltvvRVHza7Rrkzbv1I1gm7uXHZ1cvnGtSuDm9Ms00HxzcxngaaI36BiK9KJEhuXbJBQFAVVU7IYSBQuOfOX/O2t12lra2Pjxo0u9kN+l3QyDcNw0+xSZFQuo6T8jGX++XSFB+rKyZSfLaM1TdNobGyktbXVNf4FBQX06tWL3r17k0olcHBEpliT4OQ02EEsRToMJratd3ocXqJ32H1GL/9ZLXO+hjiAXb73vy0/VA/l31K8zSwdyysmhqriUzXKqvujqiq1NY0ulkdRFBJxE8tud53JfAC8tyQei8V261B6z8mrN1Ikzs51tjIOsW3bbNmyRYxyzJAgV1VVoWCgqYYb+XthFpJeRjoJAV1D1xwU1XGxfD179mT16tVs3bYZPZOe0XWBI5bOiW36sTDz1jv3XP4ZPexqXWSJvDtBNbzXqTN7533c+7z8u7y8nMED+7Fy5XfsvU9PmhpbmDx5MjNmzGDo0KE5s4mFXjkkUzES8UyW3EkJ1gsEJrOpqckNaiAzrk7xYTuiciPpe2T5XAa1xUXlInj5bgMjR4rJNtIxzT9PwxB0WJFIhMLCQoqKiti+fTuPPPKIOFYFYukkqiGuu+VZB5D6DZpjAw4aApeGZeN4GjVw0pBT5hWvTyXbMfQws2fPpnfv3ny56nMcx+Guu+7ingfuZ+jQoTQ2NuZcA69d/iF6mG9nVMiUdlT0f3Gj/3eKrHTkS1cJoGHDhjH3uRepqOjFjwb3Y/CgXtx///2sXr2a0079JbqhEouJTPrw/YeSTCaJxWJupeT3QxM4ZhQal6O+8wYH7LU/N95+uzudDrJ2LBqN0rt3b9cOtLW18fTTT7tVw2QySWlpKUcccYQbsMgJTTfffHOO3duV/BDHS7PJOo14eym89RHv/+Ixzck+pjjZfdfv91NVVc73339PMplk5syZ/PKs0znisCOZesaZ9OhRxhVXXEFJcRmxlmZQVeG/KkqWf1lVXQaGXcm/wpjxf8q5zC9tdeaIddxYM80wnjUU+5eW3TxVC8jgglT5XWm+37yV6upqd2OVJUG56Vt1W5g0+URm33izuEiOjmmKMo2g6HCwHdwNf1e4lD3NgnW2Lvll8vzPlIB2GY0piuJuBPX19SQtm2OG7stLq1agqEbGsRGf5ZAW2VsNFF1FjjMWHZDy+O1ON7R86UxRu4qC/9Wo6d8pXcEC5HN7ooea5qAoNoqS5YQTTptQzK/XbmZfI8iPfvQjDr/kcH53xe9pbWvk7rvuY8qUKVRWVqIomuB9y3T9p1I2aTOR42TKsqU3A7Q7ZzOfQsP7uAxQVFVl27Zt9OzZk0QiQWlpKWWllTQ1NTFv3jza2tq47dY/uw1p9z/wCOGCKLZt09xcT1lRMT6fhm5kvy+VSvHGoncYOHAgd999N1aqFTMRywRjafSAH9Aykb2JriiohpptTMpkoyxFOgS5QVq+PsnHdofrzC2jd5NaJB2rMbuq5nirIQCLF7/NgQeMZO+9B7CpZgt7DaniF2efSTwe54ZbZrN8+XIee/Bhpk6dyowZl1JX10gi2cZxxx1HIpEQ/Ko7G1waFSszu94wspyWlqmQTMdJJNsIBqLYlsC0rVq1ioMOOoiRI0dy/vnn87e//Y2S+q30PvJ6bpp5Y4eAuKysjCVLllBfX9+hkS0UCrkUapZlicxARjQbHF3FQNgtQMz29lCg5dvHripesvtXbr4/PuQn7L///jzxxBOUF5dQUlJCUVER+/5oADi2pyPcQlUzWGVb71IPu8K4d273nG5F45ZPYwWd9SR470O46brfiQqZ3+CBBx5g1sybmDdvHslUHMfWCQQF88m+w0YQDEaord2BruvU1tai7F1H4v27CfY9k0cbe/L0I/fz6aefYhgGo0ePxnEcDjvsMAoKCrj88ssJh8OispJozYFxhFQxDaypqYnnn38eXdc78Gd2dm6dSc5rFDPnOdsSgXGudJ6EyD6XFyzmfWb+/1u3biUSiVBXV0d70iSVtJk5cyaFpSUc8dNjmLZ2HY899hCOCn5dx3Ys97jlz/z58/nss886ng+736v3RLq1c9mZMc3P8GWVwuqwIOK5DJ1FXh1WGpZkMonhU1ysmRcf17t3b7eMnH/zfLNmHb88cG9eXvIp0WiUe++9l02bNnHccccxYv/Rbidc2kxiWSL75Ci5iuw9tx+yJh2yX46Ol1LGe5wySykjt2Agim5AbW0t99xzD9FolEcfe4CyA3thmjo+v4JpZjgywMXWgchCyS5PjYzDamsYutwYbA/wvKOT6z0+r0OTb/hVVelW3ZK7glh0xMh2vA5uadkBNcMy4P08x3G4++67mfvskxx5xM+YO3cu/oDGzFm3YYQC3P/IQ3zzzTf88eprePnll2lsbOTkU35OMBClqKiI9lQ7ji26zN0suNswASiejF9GV7IHIP53HCfzt+e8MTLz40UZtGfPnhQXF7NixQquueYaTj/9dD77x9/xb/oQu88oF5j/xNyn6V1ZweLF7zJhwgTKiqNomoNuZDeexsZGbNtm1KhRbNiwQQwI6FGOiYNjWyi6lnFqHSwLVNXo4CirqomiqhiKgmNrKFq26xIg7XivRedlY28HfX5m0Pu7O4jX/nWFM8u1U5lOZ13njKmn8+2333LSlJ+zaXMzf33oSSYcdRAXXXQRt988h9NOOy0z3MGkprEOR9XQ/CFefPUfbjazqryE1159g6effppUOsHq1WtpbGykoKCAWbNmUVtbS3l5OUcccQSJRIIePXpwxhlncNZZZ3HxUSMZ3FqDs+pZLtzLx6JIX26d82fSZhzH1txy5EcffZSt6iCyoj5/0D2vWCwmKgAqGGquXVZ0C7BQVAcJqtldgsIr3oDM7/e7Wdd0Os0ZU0/niquvIhIIsmTJEjZt2sQvzzgtk1m3UZ3MDGenIzY4nYNRywTtu0gsdH58Tiab2j0kH8YgdTP/XPx+Py//fT7xWBK/L8j0S6fz61//mrfffpeGhgY+W/0lBiqPPPIIiqJQWVnJ+edfxEUXnU9Vz3KWXLo3Z57xPtc8v5z9hw1lwuE/IxQKcdRRR7mNYIsXL2blypUARAuClJeXUlIqmgN7V/agoaWZutpWvv32W/fYo9EotmW7TBIaHffOjiftdfC6vhaqZnewM+67OqlQev/3rmV+dUKOLZW44wMPPJCf/uxoLjrvAm67+89MmjSJX5x6GtXV1SxatIgnnnicZNJG8SloFi4toWZDMBLio4+WoWl+9/vzg5x8BpT/XzmX+ZJjSDLkzuJHAbSci6I5kFZtd6auLE/LzdfwKdi2ScinYam4+CHvZuO9gfKVIBKJMO26W3n8uZcZPHgwm7/fjmWqXHLJJQwbNoxx48YxY8YMdwzk+J+P5aEHH+PTTz8VDRlWgnPOOYd169ZRXFxMMmERiQbcUqGkOrLMjBNHOsfJURB8bgWFIdpaEySSAp+3efNmnnjiCXr37k1FRQWnnXYakbAg//3b3/5GbW0tALfddhsrlq+kZ3UfjjtmCne88Bp+XwzdqHCB+LIDTorjONiKgeooJEwTw7Tx+VRS6YRLHaJpGraqoKrZLJII0vWcz5GZ1C4jxk6Che4iuYYAwM40n9ioarbLVeqhndkUbCdL5yJ1Std16urquP3225l2wa+Z98xTHHrooXz22Wdu9qSiooLy8nJee3ORaIrwG9x8253ce9/9bN26lVAoxJsvC/ycolrg6Diks00VWsDFvGmaRtqMu9xutqUy6/o/8u0364XDgihPyikWGzZsYNKkSVx22WUYhsHatWt56623UFWV9z9bwcnpr2l7eRF73/YhM6ZfiaIo+FSFVas+QVVVli1bxthDx2TWKjuDNxAIsO+++7J06VJQTJKpdjF/OIMTFtl2H5CbdYesriiKIJcXM58d0plSvWULTjtN0zAUaaAtLDdZlA1spJ57N8b8xrjupIf5G042U25lGvu8rxbnMWzIPmzdupV5z71AIp7iV2dP5fxLp/GHq3/L8uXLqaqqEhN4/NkObhyddKZ5IOVYKFaKUaNG0bd6IFu2bGHOnDnMnz+fBx68h6uuvJZE3KK9vZ1DfjKe555dwKGHHso7b7/P9Et/Q03NTr4P9GBwkQ+rqY03tzTyi9/9iYMOPMBtAKuoqOCll14CxaSqVzllZaWUFZbw+uuv4wsHUDQVfyhIS2scx1bQHVB1G4fcQHtXzmS+eCergbjOktZIQpoCgQC2bXP5lb/jpJNOEsTrOHz51Sri8TZ8qgaaRVrRsKwAPp/fve+k06wrCo6mZibIWZlxxVk7IZ1Zd7qRJ6PanXRPSlc6KJ4DyDpG69ev54P33iNpmwwbvA8vvbwQvy/MDTfcQFVVFTt27KC0rJjfXfkb5s9bSEVFBaeffiofffQRE444jJOfr2bfcefwwF8e5ILzp7tTks4++2yWLVvG9u0ZGj3FFFRWZhLNMWmpb6WorJRvvtuMqqqYaRgwsJp+/fqx+K13aGttJBCMYqiqCAi8KqKY7Mp5/CFr5PUbvMFrVwFFZw66FNkjUV4uYCWTJ0/mjDPO4Prrr6eqqoqVK1cyduxYLv71dN55fzE33nIzl8/4f1h2EtBQTBtFtRj94x9z0kknieBJkU6uz6VNyofs5VdE99TJ7NbOpdfRg2wknnmWrpD2otMr5S6Wbdv4AxpSYXRFdRdNgm2lQdjTmzkU9qFrxcyceSNHHTmetAl9+vRh6mln8Pnnn/P0009zyCGH8MEHH7B9Wy3TfnUhl/6/y4nH4/gjIbas2851N8xGVVXWrVvHvHnz2LptO1pAJ9baSjqRZN+hwzjvnHPYb7/9eO3NRbz00kts3bad5uZmwmE/jqrSnjSJFBfyu4uvpqKiwiVj7dOvH+PHj6W6qi+O43DLLbdwwAGjWLJ8BU0NKY6deAIl0VIam2qpq6vj1Tfe44jDhhMpzTp93lKVi83DRkXBr8uIx8HQg1l8p2O7wCfHcVBtB83vQ3MgZVseJ1Lp4FBmnVHtB2Vz/xviNfiqmuXQEyKcSE1Rc7Y60VQlzlliByF7foqi8NJLLzFkyBCeevpxPlmxjAsuuICLLrooM34szOABg1i3/hs0Q8OnibFfRUVF9OjRg9GjR9Pa2sqsP/yJ999/n0A0TEFBKC9AyjbUSKc+HA5T1qNKdKTHEnz33Xfouo+i4ggLFizg+++/56mnniISLiYSDVJaWsrKT77g0EPHsmHdDs4991wURWHq2Rdz5uQgDROu5v+ZK/D5fNxx5xzKysro128A3377bcahBcdR3ax7PB5n9erVJJNJNm3aRCgUYuHChRRHw5mOXQVV0zoYNC8kRZ6jdAQtU0HV/KRtB8e0UXQbyxE8lrJq4ddFpstEdjJ3rYfyO7rT5p4NxszMsYGqyiYxxdVJSVnkOGJU6aWX/poZM6YTiUQpLSxh/vy5nHDssVxz5ZX8/KQTeX/5Uo4+Yrz7PU1NTbz99tusWbOG7du38+ijj+L3+9l/+CiWLl3KhRdeyJIlSxg5ciSrv1hDRUUFZ599Fs899xzRaIRevXrR2FRLMBhk7KiDOPTo8Sz/YwXPvdDEKXe/zPE9BjB5wmHomhi3V1xczHPPPQeKSb/eVVRWVrJjRx2tLQlGjP4x8dYmge9MJFGsFGi+zLnuvqFkT0ucsjrlOA4bNmygqqoKVRXUWXL0rmEY3HvX3eyz7zCOO/YEzEQSLaCBoqFoGqqavR5i5omFaZli0IXj4IAbuGuOTcq20HXBjJBf/pfnI/W+O9lD6XQIMVHVfCde/N6yZQeNNXW8t+QT9tlnH+bcchMbN26kvr6exoZWWltbiUQiNDe18srL/0BRFDZu3MiMGTN48sknOenEU/nkk0949tlnXaq/Cy64gCuvvJJ77rkHv99PZVUP6utrGT1iNOvXr8fvL6axtQVdF9PItm3bhm3bmbngaTau3cSgQYP4/vvv0RyTVFpBxhf51YB8J3pXkg+N2p1D1pVe5ldnvdAkiQfdsHEthQWlhMNh3njjDcqrKvnggw/o3bs3Tz31FEOHDqW+sYE3MkkA21IJBDUO/smBTDj8pwLHn6H1MhSFlG0BJj6fmrPPyTWR19xbbdwTUbqT0ubLM/MWuAcnTq5zrqlUKoXhcRhzSseK6TYadBVt5T/mTUln10fgaEDDttNs2rSFdxa9y9vvLeHwwydw6qmnUlZWRlFREZFIhKUffkjPHlW0tdcz77kXcByHNWvW8PXXX2OpsjzeMYpJJpM0NDRgmiaJRIIvv/ySX535S5as+AifphIIR3Ach9LSUkKhUIe1EJ9nYllparfvYMaMGTQ3tXPMCSfgD/iYcOg4AGqbalBth3fefp+5z8/jgBGj6duvN/sNHdjpZ3r/VhTFU/6xXRoJxdBz1g5EBiCgG27E31WpQEbyslFEyumnnPQ/392zemjiOJqrh97zVFU1Q2puuRly0zTRDdxMtOyWlVQ/hmGw+os1ooEm0zThkGbmdTeyZMkSZl3/RzZ/v51wOExTUxM7dm4jf/kMw0BTNfr2HcjHqz5C1wNdOkTZTcokmbQIaAY/PXoCwUAUy05yzTXXUFRYxsZN31FeVsU369bRp6qKWLyNysoefLNmHcP22Yud9XU89+RctK1fkA72ZG1TLdu27wRHp7KqjNLSUpdCaf369Yw5eLRb9kwmkzQ2NlJaWsrnn3xKayJGn8qetMRbuOBX0wgXRNF0HU3z5TiP3nPw/vY67jm6miGEjyda0bWAu96aP7P2mYymonnpr7LflZ/x6g56+OzzCwV/QxcQDG9pUs5kT6VSPPT4w8yeOYe1a9dS37iV2XPuxrZtjj/+eN5++00aanZi6EGRQU4m6d+/P7W1tQwePJinnnqK4cOHs/fee7N9Wy1nnHEGJSUlOI7DQQcdhGkl+OrLbxk0aBDbt2+npKQE0zSprq5m0qRJlJUXUVZayKihezPvpfc49axphDWbWCzGzp07KS4u5qGHHkLVbMYdMgbHcVi3aYvbBOb3+2lqaiIS8NMea8HvN0iaGrFYrIMzkF9a9P7OXyMQtlaO70un024mLftZNoVFUZqamrjt1j+z74j9SbS1Y9s2L740n4KQ6FxXDB2fL+g6jt7v9QYuXriKYujuNYIMWTa5OOx8URSFqSef+D/XQ2EPTUDHcbIVtfxybmvMYfHr89lW305DQwNWIsW1117Ljh07WLduHXPnzu2QqfMMCROVDhs3g+59HCBtJvH5VEYO34+tW7fSnhSsGps2bWLBggXcdttt3HL7n5n5h99z+OGHM3bsWKZPn05jYyM+n05TXS3FxcW0xJI5x78r6er5/L1gd5JvX+T/Xs7Wzr7DcRwCQR1dC6AbsPdeP+KRRx7h1Vdf5cwzz6SqqoqSkhJOnHISjzz2GDfNuh7TSuRkIyWHrKr43H1Z07QcfQSwlM5tL8AvTzt5t3rYfQBFnYg4GYFp0bRsejb/ohiK6vKuucTimo2mZ8uvEjsjy5KdiXcjkxdb3DjCsRQl9jSaI5yg/UeN5Nxzf0W//r158MEHGTJkCPF4nA0bNnDpRdNobW2ivq6ZLVvETOXVq1fTt29fnn/2OXyqRkBXMAwFn0/N8MWJbre+fXvRt28vbDvFnXNuY+13a/ndZZczaGB/+vfvw4ABAygsDGMYCn6/RsgnPsunOvhUh2+/+pJJx07miiuuIB6PM2HCBH4z42L26l/NmjVr2LRpE7HmONFIMQ89fB9jxxzIPnv3JeTLxZ95DaUsabrGUjEzBO66S87uOCJLZCgqhqK6kT+6RjwtMslyBqxbgsyUPcEUuDzPNeguWSNx/pKSp2OZADLBjyWcoVRKEOzrhsioSViGZVkEAgF3bW3b5us1X5BK2i7noG2pTP/1RcyaNYv9h4+isCicccgaGDhgLyore/Lkk0+631tWWomiGmi6Q2E4QtBQXX3o7Cfs1/nTNdeyz14DSJtxEb36FP7617/yysv/YMVHbzN+/Hi++eYbCkIhKioETKKwsJCePXtS19TIzbNvY/2WjZx5yWXUBMNs3VqHbalounCot2zZwnnnnUdzc7OAVgSiLs+hpmn07NmTlvpGfjR0MCeeOIlxR47jzDPPRA/4cdBQM3yHUhfy71dvyVCuZYdrooixl+FwmEBQcC2aCO665uZm4ukUaccmJQH/DoCJ5pgoSudzf7uHZDB+asdyr3tfmZbo7HZSaLrIMv368ssEdvAX51MQ8lO7fQcLnp3Hzi07SCVt0macdEpw/61fv57GxkZWr17NEUccwehRY1i1ahWXXHIJ5eXlhMIBppw8mREjRrB06XJuuukmLp1+IUuXLebee+9lxowZnHHmVCqrymhsaCUWcyivHkZ9fT0P/+UOZs+ezb333ouiKDzwwAOgmAwfOoTNmzfz1bfraGlpYeLEiVx77bX8/OQp3HHHHbTGE6iGIODfuXUb8M81HchAT9M0QqEQvXv3dj9HOpaWZaE5NrYlBhVEIhGu/cNVvP/++3z00UecNGWSKHcHQmJ8nqoCHRMf3uOTnc+6IeyChggmU6kUScvMKcKK/gHxIxoBu1cGXeqe2JezFQa3WmLZqLZDOOLnrXfeIdmWFBVETeHXl1/GrNk3MnfuXEA4k/LHu79Lx1I+buVfVsWkIOSnby/BNJFImPj9fs477zz++Mc/MnjofnzxxRfous6KFSvo2bMnDQ0NTJ06NePE2Qweuh8tsSw0oiu/QDrAXWXGvYFMl/rn6HjdLelIevfDzhxLmdn3Bisyg3n1tdcx8cSfkzDTjBs3jlcX/YP9DhjBZVf8lmt/fw12KklN7TZ3mIZlWe6+Y9uiRG7ZSRTLxE6J/SltmW7fhF8DQ7Hxa7n31e46zKV067K4UGLddSBdZn0F9AzNBSDwLJkbUGaL5AJ4S1xefI1XOgPZuhkAG2xFIWWa2KpKKmXh1xSampqItzvu2KmCggLOPfdcVM2mqbGNVatWccghh+A4DtOnT+f5Bc9y8sknM/rgHxOPpRk4YDA7dm6hqKiIq6++mhNOOIH+/ftnjkHD5xME03fcOYfJk6aAYuZMaZGXbtu2bTz//PPMnj2bdDpNMBDljLPO5PW33uCnE8bR3NxMWVkZc5+ZT2FhISeeeCJHHnkkiUSCaDTKYYdOIO2obNlRS0FBpMOaeEWSIxcUFGSB3JqNqolsqYGBo4rNLO3YGKguabp0TOU1VCzBJ2chr5WCZdtomupmdLuG9x9yAAAgAElEQVSLqKog0/dGl47jgCrOJ+TzYzsp9ExG0ucXm42qaoCFpvk92Lgs16XMtL/25iKG/2iYu06q4mPIkCEUFBQwd+5cxvx4LD179iKdTnPWmedw3Z9u4IrfXo1pJTj44IO57777WLZsGX++8x4sO0kqleKOO+4AcMc/KopCJBKhqKiIDRs28Pvf/56JEycSj8d58sknefHvr1JRUQF2mLXfbqCgoIBwxM/QYYN54MF7OOec5xg8eDCWZREJF1FeXsWC9z9j9YcfikqBCqTTBINBzjz3HM4751wKCwu57LLLCIV91NQ0UVhYiG3bxFub6duvN0VFRQQiYQKBMOFwFEUR92w+kXt+2dq70eZnAHRdz875dXRQhG5pmo2hitF60g6oqupShNmAT9FcpI1hyIyo7z+lVj9YBCwo25xo26K0WlZUTHNri6irOIDuIDcyTdM4YL99WfHxam67607a2xMs+2glI0eOpKGhgXg6ieYoRKMl1DfsJBAIoOs6++67Lz2rqrFtm5UrV2KmYc6tNzFq1Ch0XWXhwvmkUqJLtXfv3liWxcpPBE1PeXk5AMP325/nn3+ehtZmvrjhK9AU4mYKDA0Th/nz56OqKv369yQajbK9VlRs7vzL3Zw25WTmvfB3nr3+evr89rdcccUV3HrrLaRsMedeVpU6q0jtKmupKAo1NTUUFhYiIUk+n09ssp5MaCKRgsw0p+LiYnZs3soNM/+AbdtccsnFhMNBfL5gh+EY+YGP/F7vcSmKgpkGXc8SfMfb2gmEgliATxWfKTd5cd27z1atqhI/KsR2UmAqRCIhWltbUf06jmPidwwCoaCAxWTWRXKfeqfWuNcp8790KuXfkGm4kZczk2EvCAXZsn0bJaUV2LbN7bffzimnnELajHPWWWcRjUaJtbZQUlpAjx49OOmkk1j5+SomTBCVxm3btmFZFtGgjwy3egfxZmJ3FbjsKusp9ovsF3jtl/cz29vbGTp0KDU1NTnOZmtra44u9e7Tm+3btxP2Bxh79NH88rSp+EJBLj7/Ai6++GK2bNnCq6++SigUorGx0Z2KJhsuRTncQbVNUXiUx+MoaGpAcH2TP3hCntue62H30dhORFVVsJIIlgeVuqZGiouLxRzgtOAHNMlijBRFEcB0Ok5FyccS5L/GqxhZbEEaR1HQHPBnRnPpuoKFRiKRYNEbb5FMWIwdO9YtUafTaQoLC3nzzTd56eWFtLe3k0qlaG5uZsyPxzLvr3MZNGgQiaRwSJ9//nnOP+9ibp1zJ03NdQSDQQzD4MILL8SyLC666CIOGftjJk6cyJ1/uY9PP1rOwoULKS2pcAHolmXx4IMPMnXqVAL+CN+s+YqfHXk4RUVFLFq0iHHjxlFfX09xUTk3zZ5FOFTozupVFAUrkeK9D5ZyxE+PcA1sZzeS7FST+FSviAyxhQJY6ATUDNbPyTavaA5omp7tKFcUdLKbg0/TxfV0tbJ7qKeqqjhWEkUFRdHYuGUzA/v2w3EcQj5BuKtguI6242QxozLI8eKmRCbdRFEcjEymcfny5ZxwwgnEYjEaGhpwHIfvvvuO5cs+5jdXXsFjDz5MOp3mlVdewXEER2RjYyP9+vXjiAlHU1NTQzgcxrZtotEoPzv6eG68aSajRo0ilUpRVlZGXV0dZWVltLW1ccIJJ1BZWcmcOXP44osvuHT6hUyePJlPPl4lMoaZDvLS0lKSyST9+g7CtlT8vgCGYbB48WJxPkYmc5HZhGX03t7e7upSS0sLkUiEZFsMVRNUM5GiQgJh4ViGQiE3syNhEbLhSG7e8rM627zzgfPZ5wSUxrHFNZCUSo4mdFFBIRwMks7oc9Iy8akaGlk8p6I4XZYp/9uiqiqKncLBQVXE1I1QKERLSws4FoYqGTU8pS3LoqhIEJUbhsFtd93G1Vf/jhdeWMj9D95LayzO9+s2sHDhQvbZZy8qKnoxZcoUNm7cSDKZRNd1RowYwciRI3OCcE3V0LU0asB2dW7p0qXEYjGCwSBpbL7dsK4DVVC+KKpFdVUvNmzeRltbG+2xZtLxBAMHDgQzyQMPPMCll17Kn+++i7LKKup27KSiopz65rYONt27AcsKlXxs586dVFVVkU6nxR6iaSiq0AefTyUaLBKOddCPZoPu96HqmjsXer/9hjJo0CAKCwvRdR+aprtl8M5sZX4TmleE/cy+T9M0d461XF+36VHL8hh3NoLwfyGqqoKTdtd/08ZN9O9fTTLVhs+vgJnCTKcBUW7+6quvGHHAvjR67k1hC50OOqHZub87SKZj26c6jBo9nI8+/orGxkYuv1z0Mzz++OPceOONXHXVVSxZvoydW7dx0YXTmTZtGu3t7ezcuZP333mXAQMGsHbtWlpbW6kqL6G5PdHhq7yZyHx4Tr7I7KM3mZUvsoI1ePBgNmzY0OFzCwsL2bJlS3aNyeqCzDimzThOSsBhfvOb33DHHXcw6aQTueWWW2hqaiJcWMCY0QcyadIJnHjSJJx0Eisphgc4ioOtgu1YmBneYWkPdT2zj2kqqirw3KlULAO78qNnWHcsZc9tYffYvXchCgb+cIh4axsFoTCGKnArti06bw1ddznNUBQaGxspKirKucBy05KEv1LBZRQlL6BP0TBzohThTCWTicw4yIxhdWy3m9ZUTBYvXoyqqgwdOtTF1jmOGBtVWlKBpmls3boVgMmTJ/P4448z9fSTqaurY9jQ/dm5cyeJZBu6rnP88ccTCoV4/LGncByHRx95gpbWBp6f/zdUVaW4uJgNGzYwZswYampqCAULiBYEueKKK/jH629x4pSTGDp8f1au+Ij6+lqqqqoYsf9ogr2iQBa8Lkfyffjhh8TSAnskCeClIZM3l9xUdjV/3It90hAUMQrgd7Lkxm5TkOO4o9UEqF1MhWmsqycajaIZaqajshtRbyAIoGOxGAP69hIlhTQulk9iLAEXIuAVuZ6maaIDPlXBth3XsVL9CgsWLHAzw8cccwzr1q3j9ddfp6ioiH/84x+cctqp7KirRbPhuuuuo7q6mvZYM61tjWiaRlt7E8FAlJqaGt555x3Gjx/P0KFDmTNnDuPHj0dRFNauXctRRx6Dzwjx7rvvMmL/0RQXFzNr5k2k0+kOo+wcG4KBKIZhMHDgQF599dXspmloGIqNqoiOeMMwXIfEcURWPxoVXJexWIyArlJYWEhBQQGRUBgjM79cNqqYpplTZpPZ7vyAJ99wd2X43ddnflsKYNnoKG5mRFVVjIwtkPdtc0MjhYWFQg9xuo8eZujGpB4WFUdcbCAIffLevyDWasiQvXjzjXfRdZW3Fr3BPUu2oVf8mGXLT0HXIpw/7TwefvhhLMti8uTJJJNJ+vTp40I5JK2aJNf/9NNPXdyWl/EBQA/6RVbKzNDwICoYAHZeB66q2fSoKGXZsmXogTB33nknpmly/z138suzz+K222/m2muu44033uDrr79mxiWXcs011+SU+PIdOG/5srm52R1NKbOpPr/q2huZwS4IhtGDfgoKwoTDYTEtKlrkZnyCwaD7er8/mPOd+Q0gUvKPK+dvxedmyL2Tr/Lp9trb20UCQCNjD7tHRUexU4BBr17F7Nixg/79q1GsbH+Cd4+NxxMM33+4sAtYGQ5SFVVJY6s2qoebNp/GqeMXC/uqKAr+QIDPvvgcO8MSM23aNPbee29GjhzJmeeew9gxBzNv3jz69uqNYRii4TEQoKCggJNPPpl58+ax3377MWrUKOp3bst+haLQWdnXy/IBXdMHqqpKS0sL/fv3d2FB8l6UcIxNmzbllKe9ldL8PVc6ljKhEwgEaGpqQncUUorJ1KlTWfT2W9xyyy34NZ0pk39On+oqDj5oFKqSaab1+1B9ARTDh2L4cTSB+VWNgJtxzy/pq6rqYU6IZe53P51R7XV5ubpzQ891113nDB8+HCDrQDq5uEjA5fHr6qQ7a9SBXF4zL2ZGsewcRfIaLHmR3178HsuWrqS9LdkBxzls2DAX2yOpLKRIA/LYY49x+E+PpKamBtVOU19fz9atWxkxYoSLTQTcTKHP56O1tZWAPyK65CorWfLBu/Tr149kwsIXDjLp2OO56667mDhxYs5G7AVcy4j4448/FoqfwbQURcIcfPCBHDL24JzXd1Zi8mbjvFG293U5DoAjspWaIyAM+ZKN0lSSyXbqd9ZQ0asnmqZx6klT/udgo9fffMNJtLXn6mAnnKWd6aAIglKe9cjNon322We89dZbNDW2EY/HiaWyumSg4vP5GDFiBOl0mrq6OhYsWMBRRx1FU7uYDb910/d8/NHHnH322axdu1ZsUqRRELOY/X4/Q4YM4c9//jPHHHMM1dXVrtGQx+fVdW9XeVFREcuWLeu05KNpWg78RFEUysqLaGxo5YYbbuCee+7hoYceYty4cZSVFzFgwAAKCsIURwsIFUTx+8WMYMdRXR5WQSmUxVHmG7183co3iDLb2AFY74jPklUOXddJWrlNQJqDh6MV93vS8QSqz+gWevj2O4uclpYWoOOYRIkLl+VKRzNyrtvMmX8kEC5h3lMvYhs2OJLDMcnRRx9FrDmOo+c2UFiZLmADsdFI8nKveDMs3v93K5n7Z+TwYWzdupPm9jYGDRrE6aefzvTp03nsySc4aOQoSktLOf7441m7di3r1q1j8ODB+FSH+ua2HGo5yO32leXy4uJCUumEy/er6zpBXTiMvnBQQDMCAXdEoZwi5MXxymBcwjWkYy3FMIwOupi/Rvn2EIRz7Tb45EE9JBUdQNrJ2pXuoIcPP3KPU1JQ6NpyuV969c0b3Dz51Ot88ukSdtbXUBAK4/eFuXT6hWzfvp0TTjiB9vZ2+vbty9q1a5k+fXoO9lBSCHq5nJubm9mrfzVtsRRpy+SFF16goqKCHj16kEwm+fSLz3n99df53W8u57XXXiMYjfDKK6+AaTFlyhRqa2spKCjgoosuorq6msbaHdS1xcT+5GTHJnvF61RK3OPgwYPZvHmzS6+WL95r6n1//t4sAyXDENUv74xzGQA5jkM6LTDAdjJNWVkZLfF2l+tTHoNt24wdO5Y+ffoQiUSEnmeelwGStNlSx2VALzLSesdqQMa/sixB8QZwyimn7FYPu3Xmcujw/TylgHzWe9v937ZzSyJyIeTf0tBojgNWGjJ8f64hypRupeKYluAi08gaby+VTMrO3jgoJoqSG22sXr2a0tJSRo8e7fJWWpZFW1ubG22fddZZVFf14sbrZlFSUsJZ085lr32G4aQEMFlTFW6//XYWLlzI2rVrWbFiBSWlJZQUhwTe00yx1z7DGHfET7lp5vVMmjSJ77//nokTJ7qZHGl4JVZTURSWLFmSAwfQHQXVUTIKppM2Yxh6qEtDuSu8m/cx782pKGZm7JovZ9KE7JCUpTxVhXC4kMjACKCzefOGPdaV/6Qk2psRrUeGqxcOHgOKkbl5zZzSlXDaTHfNJM+kaouI3bFN9t1nMO8vXoZhiLGOfssiZWb1OJFIsGzZMgB69+7NVVddxd57782CBQt47733OOXUEzntjF/gpEz69+9Pr169uO++++jVqxcjRoygT58+2LbNZZddxuDBg4FsZtU7CxogEAjw3Xff0dDQ4J5D/vV17zPZzJURx3Gorq6mINpGTUM9J554Ii+//DIHHXQQDmkiAR/RYAhfKJjDcarrhlsSl1F6ZyL1VxpdaYA7O84OAY4ir5OOBdi25eqoV4c7C370gN8tVf2vRRKIS5FOiPcxkySqauDYaUxTNB/GUiY/n3wat912G1t95Tyz9CPOGGhQWlpKIBAi3iKyzabiYKkOKgLmQNpCUxRQIW6mOhC/dbbmwWCQeKKVPZXyHiWs+34jP/vZz1jz3VruffABbrjhBvr26s28FxZw8803M3HiRM45bxqPPfkEqu2g6tlrZ9uiGa64uNh1fgNBEWD4/SEU1eH/Y+/Nwz2ryjvfz1prD7/pnFNVUAxVDDKDCIigGDACAsqgbfRJEIdW21xjImjfvok3pq9GTNIOHVtN+t6YPOZp7+3WNokJRkTUGIzSToiGSQYV0CgFFFBQVWf4DXvvte4fa6+1197nd04doKCOefb3ec5zzvkNe3z3u97h+77v7Oysn3Pf6XQYDAZs3ryJ2dlZuokkSvtEUeqjVm4BzvOcOI59pDNsy7Ja2tvJ1tQiHBN5o1KKCCGt0yMNvnOBRCFL9VkIiLDG7M9+du+ar+tTic2bZjFGY4x1hLUxGAxZXgVt3JqntSaOHqXX6zC7tIlt921jPNnJb/3W5bzo3Beza+cis3MDFhcX+exVn+ddV/4hV77r9/y+fGP6YEhImH7WWnPbbbdx7rnn0u12kVJy1dWf47yzz+GrX/0qRx99tOWg//GHeM5znsPVV1/Neeedx1vf+lbA9lfd+ch2pDZMSgPRGXt5nvOsZz2LO+64wx+Pu6edToef/vSntXV/pQxLaLxJae0Yx310+k4IgSwMIolIZYRIrE50mSRrOGakaY8sy1hamodHFTt37mQ8KkAs8ZrXvIZnPOMZaC28w+Mc9DBbG9pK4THb4xU1HV+u0DWnfX5+bc/3ujYu4ziGmIo8LHK/MNg0UHXzQg+24qhMIM8hTu0DDxSFASX9vHCjYlSSMB4vIZVEZzY1R1Gwe/dub5hFaYIBjNZ0jPLkWCklRZGBwI/E1oVkx44dfOlLX5p6Xlu3buWMM87gxz/+MR/72MdQSnHsEUdhJjk333wzX/jCF/j93/993vuHfwDKVpKf+rzTOWTrIWzYeiDXXnstxxxzjK+6ffvb386WLVswxnDkkUdy4IEH8id/8ifMzc0hhG00ffzxx3P77bf76+PgBEhKiGNFHFnuaFhw4tAkqU9D88GqeYBOQZTTd4Sxhpo0gE89SpxYHnrooStIxtMLKRKb6jMlp1xge9v5xcNYwnZwqlV0XGJMbnnBKvHX1NExhBBcdtllLCws8Bd/8Rde6TjnKNzetgfu59++6Y1cffXVnHLUAezIOrzwl8/igYd38+xjDuWxJc3u3bt529ve5puUH3LIIYxGI77//e9zxx13kKbW87TjJAUXX3wxWZbxve99j1tvvXXla1B6sMaUDaKNXGbc9Ho9LrjwpWycmeWYY47hJz+5h699fUyqbDonjFA65e3oIyulZkKEDqD7vdLnpxmepjG1xUU6yy/gbm21YEQoZdvqrDeE2ZeiyO0sdm0wSmGyCUVmW8REacp4l+bQQw/l4C37080f4f98wYHkeUSeTbjrrjvIiyHGpLbXYzlNxgT3QmuNyBspbdkociijG8NRFdHfUxSz0+mwe/dusonhoosu4vWbX89hhx3GZz7zGQ4//HBmb76ZD33gg3zgAx/gvLPP4bijjiYzmk0zfR54+FFOPPFE7rrrLnq9nr2XMWzcuInxeEyapqQyIu116fa7zPV79Ho9OoM+/f7ssoiOMyCdPLtIp18nSscnlNFQBpuyu2J1t8jLYEgOWH0QS2kFz0AkBIUo5TCxhAKXWTjiiCPWLiBPIVxWDWxdgh3RWlVDG63RBQgkAs3FF7+Ut/+HZ3PttdfwnNNOZHFxEYDrrruO0WjEKaecglKKG264gS9c+7laBqPci982gIrscI/dC48hJZx/3kVc/u/fztt+660Mh0O01vy3qz7L0UcfzY9+9CM7Jer1r+Stl/8Gv/Hmt7J9xyPs3LkTrTXf+MY3OOKwA3nosR3LnGWlFHfdddeyezlN5zj5cXLQH6Rev/nWP6Xui7Fruomq+d5OP8ZxTBzHdLvdGhe9uQ/nBLmIp/sdZnXs/QkoKwE/WAhh+68qjRSJ5aYbg5ISG7grz69s6YatXwVgw9z+a5KTdW1cQln9WJ6wNiBFVM631hjqC0yYvrbGJmS5IS4jnPYmlRZ4rEBDno/ROsaaOQIZR2R5jpCC2dlZv12oUobaGHbs2MEjjzxiSeBxSp6Nq8+K8mFYYYThtm3buOqqq4C6kt6yZQvv+J3f4f5HHuL000/ni1/8IvO7HuOxx+b56nWf57/86cfYvGkz73nvlRyyZSsnnHACt9xyS+0Y3f9pmvrqbqUUd955p98fwnlaBmOEbyAcFkv4z5ZwXvxoNPLtdBxcQYvWuZ/Ug7HXQIjceunS3jO7gxxRVuEKA1raiRs2/VPYa7eOumRJpYlEhDY5eebOoT6K0KUmpVQ+yl1FuxU6y0EapBDkeX0Cwhte/xv8j0/+N3bt2sXBBx3Kjke3o41GisjeK2MVVjbJecVlr+Zlv/oqZnPNUiTZPcr4y6/dxYKY45z8ZoQ2vOO3f8cvuOGz4QxLY4xvu/KJT3xi+kmLymsl4Mq56GHTsIuiiE6SsrS0xFlnPJ9/vvkmW/DUS5mbnSVOEjr9Ht3eACGsc6hU5KvCnaHq5GxaOtztf6VUbLPop35vLOcvfN6mRUmllFbypJVBrSXrZeyeXcglWudIGSEKzTgfIw3oSUFWFORGE0vl06rj8ZjZORiP+vzmW97Gr5z9fC79yzs57YiEjfM7OO7kU4nThGw8RmpQSth9FFWK2esMp8+EBnKkkth+h/b1jJxY28XQRcVDNB3OrVsPJo5T8nzCX//1X3PjjTdy7nkv4uZ/vonDDz+ce+65h+c+9zQ++9nPsjQa+lnjnU7ip0XZnn8JhoIkGZAIRX/DRvrdDt1uymAwS7ebMjs7i0piojim15tBCBt5T9N0WYTJpRpDw9EZoP56lL9XpQOVCGXOR4rE9KVX21br9ntUmZ31hKjTxRS2EUORpQhtu4O4aXhgdbrUxs+hv/2Of+bG732bF7zgBYzHGUYLPn/N59iwYZOdDiYNSdxDG7teaFPYR9BRkIzVhVrn9HszfnysjBQ/+vGdnHDccTz3uc/lzDPP5P3vfz9XXnkl9z+0nf3mNrB9+3Z+84rf5TWv/jX+3098kg/+8X/mbZdf4VPgS6MCXUiOOeYoiqLgpz/9ac2O8M5GKn1xYBSDQJGkERiJigTdqEOB7XMcS4VIIi9HMzMzfnzjoNdn49wApQRR0it1DT6yHkYYQ1pbKI9GSTsdqvxet9v1suXqAMK56WE2sVrfXXFWWFOR2+fcRNhScnvPCwFKCMTjYFGue+MSSu9cl+PqghS4kMILb5PzYW9MjJQVdyVMbWtdX4Tc64UTKqwH5r6jRcDpKQuHtNa8853v5PAD5vidd/8Ru3btCo6h7m01Mc372bZtG//uit/kxHHGbYOzedml/5U3Xv0Qk3FOqs/g2P/juTxr+z8ySDr8wbvfU+N5TPNUiqKg3+/7dFHdEwQnOe9973v5vd/7PTqdjl+U/PUoqqk6WtsZ065Yw3lCQggwoFTFD7EGRPNc64u0bbrkFpt6BMBWvK4Ppaq1RlN660J7gz3keIEdwZfnVbQ3JG2r8rVskvlr6QyqSy+7hOc8+0zuvvtuDj/sKKLYcm3tM1/JkRIRepLz+ts38D9O3EGCYWNH8r9fdCpJvotxcYE9kN+2v6bJWNPgXOWsG7+nw20rjmPGS0Pm5ubYvXs3d955J6/81V/l29++jk7ao9vtkqYpUtr+gsYYP/Iu5B6F8uf+h+l0jGmRTSEEO3bsYL/99lv+Pqv0oQsgqvWdKEqwBtS+h41gFeWikVWR9ACxrLI4nk+bGWQ85uMf/zhvefObWfjK7/DlxyZ86Svf5R/+4a8ZZxlFUOwIkMRV9wtLWch9IaWh4PLLfwulFK94xSu47777OO644/j7T/w5x57xQpIk4Y/+6I+46667Vu+JJzSRikHYiPvrXvc6jj7+ODZt2MgHP/hB3v3ud3PxJS/mlJNP49LLXsV+mzcjhODB7ff7lkmuh2mapnS7XQZpl5mZGQYzXa/PXJo76XVLA9HqGhcZcpHB0Ih0jh9UnMqV7kloPIZrENQjW/60hbAGSTCpCyxNyJTfkbaYGqmWd0rY18gze67DxZHNRgiBkgryYK3IctCVbpxMMi644AL+56f+hsWFMaPRiDN/6QW+sLQoCsbjsTeIDjjgAP7pa1+p7ddomwYfDkfsv2GOSZ5hjGHbtp/z2auu4sYbb+Tggw9mbm6OBx98kJ/85CecddmrufXWW7n62i/wwQ9+kFtuvp1fPusF7N6929/vB7c/TBRF/OQnP/F6SQjhed8+Yq10yTnUxEmVvUzTtMblBau/04EtCLN6T/puK1EUkSpBocfEUR/K/ThKlduf64vssjuLi5Zj2el0mBQFshxOElI2nC7NsqzGrXQUAqiisi4IJuSU3s0GmtrFrddrdXbWtXEZC8kks0alDc/mJRG8qlQMH2xPgC5JwO5mNSOb7gHI83FwoWx7CGOsv6iUYnE0Ik1tBCj3N8s+6P1+H0HMW9/6Vi579a/y6l97JY/u2MH+Bx/Cn//5n9uHRDQWJVP3fJswZLz8okuQBv6NEsAEoSRKJ+RGEokIY14BxvCOd7yDjlret7O57clkEnAnLEajEZe/6c0k/S533nYzP/jBD8gLweymzUwKQSITpNRlVWNVoeeuYVFMynRRz78nRO7Hm4lArKSU6EJjlCQu76H1lmwKCGGFUEqJcUU/gOvptx4gpbR8Sz32MhdGZtyDKUTquYz2ehWW0lEUtWp5AJS0NAxjeOklv8LHP/5xPvaxjzEzM8Mtt9zCc593KouLiwyXhl6eZ/qzCDr89tz1vOumo/kvzxvwwAMPsHXrVsZFwuxsj127dqy6CIXyYRXMFBkNXnMLW6fT4V3vehdSSt75znfW0vZCCHQhQRTs2rWLw448gs0HHoiQhiKXxAObGUiSrn9OQ66RU6Zh2qa6pnUHsMlrmvYsOZ5Sc5FXBs9lk1IuuyfKVGV9Uvq4EetFTRZFYceplrxlQ1WJakyBVJb/O41SYTLJ777jtyhkwYc+8FVOf+6zOev0Y7jkJRcySGcYseAXI2MMk2yJLMt89sb4QkrJVVf9PT/84bk0mV0AACAASURBVA/Ztm0bX/nKV2wF7E+3cf9Qc+1HP8q73vUufvOKy/n3l19Rc2aaRRKTycS/dtlll7Fz5072228/3vF77+RVr3oVmzZt4qMf+b+54ooreO1rX8uzn32yjRhFfQap8gVrG/ozdLoxs7OzxN2OTX93+sRxvZVMkiTls6RI0x5FUfgOBc2Zyi5F7oy6ZjanWVTW7KThDFZ3fqPRiF531vaExEaCDAYh6/Lt7lrI/V2J27mv4I7FXbNCYClqMgq41CmTxSFaKfLM6sTRaMT5F5zDzp07uO4fv8EPbr+Z8Xjsv6OUosirdcbScJwuzWv737ZtGy++6EK++e1v8Z73vIcvfelLPPLII5xyyim84Q1v4JprruG4E5/JaDTioYce4o8/8Ed85E//jPPOO48TTjgBIQSbNm3yYz2dbnF0CLDRyY6KkWnsDcNB2vXGpO82MNf3MqKl1Se28KsyNPM89+0Ki6IgSVPieKOnR2VZ5rcbRh+dvhuPx54+NJlMmOn2/PtO1sIIPNSftyYX1NlUAoEfyGCCtlrBEiKEIHHBETRmjT7O+tCaKyBchMKIpBO4ZuTFPdRVmjfkvdkLnecZhR4SkyCMgUiVRReRVyp5bqcnuDQiVI2X7T4LkqTLic86jqOPOp7Lr3gLr33ta7nkkkt4+csP4cMf/jBvectbahwIV/xjb2IQOWos7lJq/vLuBW7IjuZjJy4Q6TFCaIrRGFReEXSLCUwxLmvbCoxKrW37pCuvvJIf/OAHZJHAFDl/c/U1/KcPfojZjRt49NFHOXzrFhA5BQmFsdyZJEnQxhALy7tLki6dznJlp0Vs+weWD5lt9qz9Qu7ukb0glTHqjG71OELuTyesUzIsZcgajC6l0KwIdHKnDL56L1xctdZlFFxi1zLB5z73OV75ikt56OH7+dSnPsXxxx+PEIJOt+LtSCnRZkLBkGdvOZ2zD19gWBQccMAB3vgcjUYMBhuWG4zT0PiMe5aUKnjjG/8d73vf+9ixYwfv+4M/5BlHHsk1n/krjn3mSVx++eW8733v4z/+x//IZDLxJHrXvN01ld84N8eb3/xmLn7xBT6q5JR3aEg2FWGTauCMz/AaN73stRrTdmqP+64mIi4rs0raS9n/shBNt2Z9RC5jIctQf0whM/+sWVR60kVBXBTIGXHjiaXJ/G9vupTdS4tcf/03EcWICy64kO3bt3PLHT8gWxoxGi+wYcMGlharLgcve+krOP300zn2uCM5+uijOfHEE8myjLvuuotbbrmFJJEcc8wxfPKTn+SSSy5hbm6uNhEkfFZ8RBDLTQfLv7z99tt5wxveYFPYxyje/va3c97Z5zDRBX/7t39rewhvmLGL/GBge/XGKTObZkpufOy5lKHz4dqs2ehRh9HIcv7CopywANRx34bDoc0gBNxKZwS5bfs0pVkhEyZA6YhOR5EZ7e9TzTEL6Fzu2ZgW/VwvUMoaX3UnplpnXF9bE0l2lcab4+za81I874znsLhgp2Xdc889Nho3mSClQptJOZij/my7SN54PMaohLt/eDei1LOvfe1r+fCHP8wxxx7BC190AVf85pv5u7/7OzbOKa6++mo+f/UXOeGkZ/HqX7sUgC1bDmI4WmTDhg3e8VCR8a2nnOMSRREznR7poOeNONcf2vEhXSDBXhvlaSE2Ym7lx40ZtUGt3MtcHMdMJhN6vZ7XjaPRCGOM15lQl4EmZaO5Djk4fRvKZhioK4SlmksTLaPwTaMWSWkn7+k1RtDXtXHp2tdoMwEBRitvOIJGRsvHMoU8Ia2rVJl7PUlStLYtLGSRUfjv5GXU0l1YVVMm7vu2EAHOPvsFLMxn/M3f/A3vec97+OAHP0gURWzatImzzz6b++67jxNOOMGnjxcXF+l2u+R5ziGHHMTPfvYzT4x2hF4APcp53uZD+PrPdhAXPSb5pNZZ3y3IrgmwO3c3hcXOic5w0dcwzTVcyrjmmmv49Kc/zUEHHcSpp57KZz7zGYZLGe+58t1M8jFGSYysj3105+4qpV2j66bSkyYDYnTgjRdEtthJSqSwhnVNcM1y5TmtLcy+RqXwlWsjUItMVLDGp6byIF0z5EceeYT99tuPbDRCAkLYOfVbtu7HN771FW679S4uOP8i7+AA7Hh0u40sZzDODN++/mssLS3xjZN/nSMkZD+8n05xB3eOjuJDL+uysLDAeGz5v44uMhgM2L17NxdeeCHf/OY3awav4+a45+SKK67g/PPP57JXvY6zXnAGhx7xDD780Y/wve99j29961tceukr+d3f/d1l918XEkFEt9vlvgcfYHF+gWdsPdTPFHfKeH7JynMMtghFSlIZ+RYcUGUY3P+hvAlRTjfplPyn0kheKR25IkxU886dA2SUrBmW6ymC7ovBRFnVWhZ+hJxwrbV1QoqCydg651JpxiPbTH4ythGkbDjiWccfy9YtBzIcP8a//PyHSJ1x6nNOIk36xHHM16+/jtHIRuj/8bovcfXnr2I4HNLtdmuFBs4pX1iwjc37/T5SSp57+i9x/PHH85m//XTNeXD394f33s2Rhx3CZKy59tprefW/fR2nnXYaN9xwAwsLC3zzuq9wyUsu5KUXvoT3vvv3EUKw//77M9vtM7NpA3Nzc3Q6nRpXDaooZUi5gMoZnJvb5FOx7vNu0Xd6WErpU5zhAh7K1Uqvu/cyo0uHQFMQ2SlzZZ2AKrnmzgAIC+OaQROnD5frmn2DUH+45y5M627YsMEXQs3NzdmOKcqepzPYpJREsY1+HnXUUczPz/txiFlW9Qm2/9sWUOHfNh2+jQsvfDFf/epX2b59O695zWu4+eab+eYN3+HS17yacZHzf733Q/zaK17Jrbfeyjkv+GUeeughohikgoP3P4B00KPf79cMSiffTm7C1m0ugugcGGcbxHHM4uIicWyzWp1O33/HHW+v1/P2AFQpbGdEuih6Z9D317Ua3hIxKYuZHQ9XqI7tMiBs9DgOqGg2DGKQ2vhATxjkENjzc2OaQ2enKWfNLJFYoxyua+NSSss9kXQ8qXd5EUX9grgb5/haoXfl+Jm+ElpJVKFRomxfJJz3kdRS6uHDrrVGT0YUkyU++alPcfyxz+aoI48jy4fcfPPNXHnllbz3ve8lSewEDdd8+u1vfzvnn38+d9z+I/7Nyy/mpJNO4vbbb/fHvri4aL8zSDk13cn7j5/hYR2RxLMUKkV2x0xkRGfyGOPcGh+ON9LtdsmyzE5oMROiSKFklw9/5D9zwfkXsXHTDB/96Ef50Ic+xB133MFpp51Gnud0u11OP+35tq+dTBj0bYWfWSEqpMqUto8k+R5tBm3yUtEWoB23NaoZil7ZNu5x+BsIxp6tj0U9fPjcwtiUC7uwZ0yWhnQ6Ha8oQt7l5g2bmeQFUWQjkkprJIZzf/mFFEXBMUd8ny98+R8YDcuGvVpx1llncc455/DDu+5h//3355Of+P8YjUbcffd72DkaoyjoRIIsK/jCf9B8/C8/hpSSfr/Po48+Sq/X89zbr3/961Z5pQO0mWC04tff9Gbe9KY3MTs7a2UwtSmdy694C7fddhsf+chHKIqCU045pZbyP+N5Z3Hj92yLJCEEKjIMZrr86Yc/wmmnPJtNmzZx4okn1pRwntlCsyRJ2LlzJwceeKC9rlKCjDFS+cUYUTcUw24QcRJZY1YAJiqbtw+JYuuV2881MwINWRI5pkwD+bScrMaVVp+v933blzDK0klc4YTlAmdVoWHp8GRZRqQ6RJHVYUVecVqziWY8yhlmBaNcM54UzO8ectBBB9HvDXnggQcYj8csLi76nronn3yyH3Prh05QIITB6HqFteM4SikZj8f88Ic/rBlyDkIIjjvyGB7ZsR2prHF52GGH8fznP4+/+qu/4sQTT2TL4VsYZhN2bH+Ia665mtNOP5W5ublaT0pnVLrzHvQ32GtF5p/DsCOB07eO2+si70SKbjl/vhtX0cpa5onlafHQCcJECAVaaGxZYkIhcpS2jkxmqvVKN9LhIezI0YqOVJh6y6x9jWYhXBj5hXrGwa3DzhlxuskWNSVIMaTXswbe/Pw8CwsLnoud57mNgJbrtSvAmWRLXv6vu/5rnP3CF3Ld9V8jiXucdtppZFnGPffcwy233MKF51/Ai170IjtScTLkkCMOZ9OmTczNzTE3N+d7QTpHwhuVjV6krn1QOPq4ylRVRqjV90MfBHO6xEUo3T7qtSHCX6OiKFAIpIFYuWOw41KllN4piYVEkqNlDETloIJS55kIgUYJTSEipJ5gImVHLRsgNkhjEEbVHGwbzKui9KYcf1q4e+w+uEZ9uK6bqF/zpS8aY0w1S9dUU3Kcp+lubhjtcOkY91kHGw0yaG0VTpiGtZXK8TLDwS9occyuXbtII0s81lrz2au/zB23/8hONtl0IEcdfTjZxBa73P/Az/jZv9zPxk1z5PmEpaUlH0kM0/ej0cgXyczPz/P+978fPT/mZ4edh1ERSSdGdrciYk0kYONt/51Ov8OV73q3T/W4ti5OUN2D7K6Fm7SxZcsW7rvvPp57+i8R9zqYia3MveXW73PySc/hZS8/H6VsP0c3rx0qvpqQVejfYdnCayI/Xg+qyRKh5+QVdtnXze2jCSklL7vo4n2+sl/7xatNyKFyhGnbgqjAZPkyY9M9V6EcSRGTlY3YtbYNr939cUpzaWmJ8ajgscce48FHHuWmm25iaXFS63E4NzfHIVufgdaaBx98kMcee8wrcRflU8qOlNvx6HYfOTfGMDMzU0ujhNQNJ9cu9eSiD267Jz7zFHq9Hnmes//++/PNb33dGxazs7McsN+A7Y/Mc/311/Oyl13CuS86m06n4wt4hhPtI5mhUnUKOHw+lMHTSOy1z73TF0aEwRldy/3kWMhaBFwZljWubkaioDICXHcJIQQvvfCCfS6Hf3/Vf7dEk0a2BsqFrqgcNacbnXyNi5xsKWP3cJHhcGh/ljJ2797Nrl27GI1GLA1tW6DxeOwbNud57qf0hAb+tHRdda/MMv0ZQghhCw0XdnHyKSey7b4HWRgPWVqccO+99/LpT3+aZxx9FM985jM5YNN+HHvckZxxxhls3ryZft+OC03T1PPqjVZMdIFSKUUx9q1Zmvc3jag5fW7dyLEpyFrqLzAM3GI+7XynRS2FtAWgADHJ1CyMf/6Em0aWYFPLmmqefb7sOy+98KJ9Loefv+azJnRmnMHuHZ5A7hxfcDQaeedkNMwZDocUesx4PGZpaYnJZGJfKwrfG9rJX1hbQVZl69xEuSzLGA6HVmcJY8cVRhGpiliajCn0mF6vx7nnnsvBBx/sRyz7e2eqgFRRFJgy7e+4nkmSEGF1VZaNMRReb4WGdHiszoB00fM0TWuZrlBXh685R8k5gzZDaeVJSonSEZnRdGIrBkXg/EYIv95ayp0mFqBkSiGoBcwihO8TLkVFIxFCWE7llKBP+Pda1uX1HbnUZRqosOHyKK5X59U+G1ycpmHp+WTGGgMSgQ7S54VQ/kI0U+Fa2+brxXhIJ5IU2k4/ybIFnv/ck7n77rsxJuKxnQ/z3e9u94KhlOL5v3Q6S0tL1gvL6scppeSn/3K35Q/1N3DggQeitea9V/6nMgr2/trNDNOQWgm2HLDVE48XFnfy85//nDPOOIPt27eza9cutNbs2rnIYYdvIY669Pt99ttvPw479EhuuukmtJn4azUYDHjxS85BaxtMV0nFNXUFNoWAuGwzVFBda2XwwqiMJfzGpjIqQ4J6Af4hdeMfnRHq7PzQ8FkvcPJTFfOMkGE0e4phHHqmzvDPTEYsbNoErcmCebR5ntt05aSaGx4jecbWQxkOhyxORkzGml27djEcDvnx3XcipfRGZxQLhNAkMmHLli30+30WFhZYGu7m2GOPtYo6g3vvvRekbR0VJ1UqBmxUcW5uzhO7hRC+2tFFQG+66SZv9Dlu0QvPPpMvX3Mthxx0JkvDbbz4JS9ifn7eGwFCCJRM6ffrvSxdBClML47HY+bm5sqCOOlpE1JW6UqwhSvSGY8G3zpJ6agattBsBRYp0AH3TwXeOHiiuhTV8TS7SuxLON0XqR4iqprg24UEMIX/XCEUKGV7e5aDEkxUeD0SxzFZnNHtxRTFwKcpx+MxSSoZDqGj7VSe8Xjsp+GMRiNP2XDRQndPXBupUEeH0ayZmRnfoH80trSJhfkhcxsGPPrzXfT6Cc985jO54oorOGD3PC+98CLG4zGHHXYYhx12GJs3b2Y8HnsHabiUEXdtMUUxHNLvp0Dqo5Jh1sCtCekUvmQcGIhSJDZSE0nyoiBRCRIoRE5MglF6j9xwrTWoinMJVWrbGQDuGCr5y4PvT7z8+credbRUuw4C4foUztYOxx0CXr/NzMzYYrHehCzrsri4G/IOw7TLeDLCbJhlcTxivDC2UWOpKfIgUhqrZYGUZu1FmqZs2niAj0i6hvoC911rDC6NhsgyUuh4tj0V+WlIzrBzBqHW2rbMiyKkqqq73TFEUcSuXbv8mFGtNTKJSU1lUzhDNNR3Ukom2k7gc/28fYeMuLJjvLEqwF2OTEtPLXIyKYEiL4jjiKywr7ihLzUDUlr6m3OaahH4Bp4oTW39SOwUaDOxC4RwyiGvecUhCTtE6FWHacyibPXgxlX5z6N95NJFPV2bH2WKmldm23FMwFghf9ELX8D8/DyP7NzN/fffz6OPPooUtjpspabUoSdmjGFhcSfz9zyGMYYohihWpImt0ozjmMFgUONPjkajyqvDRh/mZvfzaXYXgo8Twfbt272Cuvue0sOJIqSw/fI6nR7nX3AOWT4GYaviZJZDpKwiLApLHzCgjV7GSQONQCORNgQvpA+jN1M5QggKoNCFDeuLilfrt6Z1VVSxTtJA4PqhaqQ2PpPQPD8pZTX3uJMCCmGqogZlIC/qVY9ZPiTPy5ZPxNx3n507m000C+MhE1MwzDTDJRsFSJLEE76FEAwGA1+AZvc/4uf3/cRXck4mE+644w6v8H20R47RY1Hrhdbr9XjwwQdrxlTTsAYQ5RUYDAZk+ZBbv38TRx11FItLu1naNY/Wmje+8Y10ux2kSJFKk5t6YQ5QG6MnhECR0+/G5MUIKCdzlBFMp9winMdujUEvZ8IudjYlWVZ/B/uKhQSTlWkg6yS59HIYQQ/P2y4ABXtqx/R0QcZdQIGUZPkYEacUOvNRMqLyempNZKpZ94CPDEdR5CM3rjLWRZNH45hsYmxqMun7meKbNm3yI2md4eb0T5gdsZGdzC+8rghSKk2azPLsU5/FDTfcUOrWLtseehD14IOcdNJJnPm80/lf13+LqJvy//zZnwDWiHnd617HwQcf7GWl1531qbqoU0/FhxxKexl0TeZEocvenNX1gFIvZbntOVjC6dvKSYwwkesggP9eU89JKctBnKX+KuW3vEF2BKkRXu+tpufq2Y/1lRYPOZZhRM5He8u1Lc/HZNmIVAkybUrdb5BKkM7OlU5Hdd/c2lYIfDGMe8/JmBDCO7tSSnQR8AajKquRJImPDLt7Gcf2dy9Snv/o3nOOqtOzYZQ+jmNr/ElBoTNf8BsGB7Zu3UqmbeFlXKayDdZZdc8JVLQB79SrCGlgseQze+fDpeYFVc9jARiJiYw91SBD6K+/sjKYpikLCws+5e/OJXT4iqh0tqVNm8dC+sl5YWDpCcnJE/va0wMp7LhALQxRJPz0iDC8a+c21yvwplfuFSijMbbPzbJ92VYBXa8o/YOc28a27gI7gcvznEh1mJ2dpSgKNuQ5ncMOYcvmA32Yf2E8tCTkifGenftuKLguHen+N8HCIIRg9/yjNc/CCYjjWtnXqmjCeGxbLPX7ff8wRrG9Dq51R6+fsnHjRvpzs/6hdouBkAVCS3JGRKrDJMuQKrJtFqg3ZS2EdFUFIC0vExP5fm3Ne+HvG1VkM4xaQtVrdL3Apzt05dhAFWUN02sy6aD8omSJ1giBpE61cB6+FAmj0W6/eB5yyCHs3r2bpUmOVoKF+RFCjD0ZXErpC8McAd5FERzVAvApKScnbr8uven4aOG5uHRU8/wAv4gXRcHs7CyTbInd82UUSgh2DxfRD2sOOeJwzj//fObm5qy8GkFuqt6BoZMU7sMuygmRAGM0WuSWP2kMRSGJZISQBbmTp3LR1salFJenYGvcXcOyNkvhe05PTxsBuV6oQ4624xazPM/KhaMuV+65CwtFxuOxj0S7xdIZm3Ec0+9nLC32GI1GfgCDq2J1E2+csemMzNDpDh0FN3VEqvro3DvvvNNW55Yh4qKk1z6442F+/uD9dGcHTMaaZ55wMme94AwGg4HlShJjBOSlsaiAxBkEAZczbCkTx3HQEsw+w0lqq8AV1XPjU+FxzGi0RJRWhRhCCBYXF5np9lCuCIMYLasisgJQMuTo1qHIKUyEFsI7pe6IM6NLJz80Tut8y+q19YTCD4IA+8wIoxGmTIsXAmMy0GOktjSDvKhGaXa7XXIMRYEP4rhnd7Y3qFXnu+hgkQsv12B5h1Fhm6gLVZ/F7QzNbrfL0tISUSn3Lu3tZMbR0UJuLdT7Ybvfk+F8VaWtYi/jbg2WUjIucsYjW9Fu25zZtTD3PUutIZsYywkOi3CEEHQGfWKpfOGODOoTnEFaXXNDQX3iThh4c+tB07B0zzKswJ0N/i7NepbTM1bvUuOwro1LRG69EiA3wQScAK4tQhPhgiClRBQFmsqDEUJAVE1T6ah+rQjIoZBQlJFOQd1Lc95HmqYMBja1pGTO0tIS6aBHIa2iXVqc+LY0EJCGSzgFHQqHO26oGpmH5+bnWjc8Efc915crjm36U0pJP7GVld1eQr/ft3y4JPVemova2t+2Ma57YN1Rjcdj/5BVB1RVmLvqcLQuvcblnKTwvJvn6u/XOklFgnNiFEZZnqhLX2hhe9VZ1zIJUuUFUlpzxfEq8+AeO2PenedgMPBVkPPDMUSJj1brQnpD0EUsXW+4cIAA4A0IZwy798WUhbipVJ2h6e6D6/1n37cFHFFk597GccRcfxO9nh2pF3VtOn3Tpk3sv//+DPobkCq1DoSSEKSEwmsapocg9JorxepSTp5kb+wUJOfBg42oN+WnCRcpcvPhi6Kgs8Lnmq+ul4iRNUIMeW6I4w6lH1GLIkGlo0Jd5wzLkKceRRGdTofhcGh1VtL3ju7CwoI3Jh3/cjgc+tQ4WMNg586dtnn5jB3lGE6Bco5EWuoGt9D1+31UJ6HT6fgq3V6vZ2eAxz0yYzscAMSlbjLGkIrl7efCBudhVw+34IfvQenYS4mIOthhWxKDRBtRMyzddR0MBojAWDfG1JwUZcDIeqN9QT3qU5mVFZrGS4Uct6AbYyemaD0pP7s+jExRaCICniWNdVkURCpCGUUWaTtiObgvQgirK01Emuia8xtGPQuBbTYuQET2tRjhC02Il18/F8V2z4CrP/A1FqqaXtWUpfC5gGrbiVR0ykKekEZU0znCcmt7varPNiS+U0roQOTG8mqlyG3wzNFdoggN1pHOJYUeEsVdTCMTK8uUti458c6wnKanQv3uJvm4c51MNGk6vWCtQn2muz33tbVmW9fGpeUSOf4U5eKiURI7JqqB0KAMjcBwe7VinyxHaI0pbHVpFf51FaS2lxylV+aq9rxBJ3LfG0trzWiY0elEHHDAAeweLiKIfeTSNfB17S4cUd5HbRpk+dATCdPoYUg9NEp9BKgk50ZRRLcXk6RlS4M0JVHWc+z1egwGA19Y4aIXLtIRci9ctFJKiSInCnpvuVGQ7to2FWa9PrR+H6Yp19A4tlg/4mnPOSqVnjvOGFEmwezMe5dqBWNy30g/L6wSWFxasMUyQ1Mbuemu97jI6ff7tfsRqQ5zc3O+KGs4tE3VXQQp7GcYRkSdARC+7iLazvgMPfQw8pQkSTnW1P6vlCKmclhcL7iNm2ZRqeXzukKLTqdjZyJHEcJFz0w9ihgq55CDFEazHVx1ZP0+VJimUJt0BQfX182dE+BTQLDcqAy3t16gtUBK4fVbaDyFk6PCKCZUWQQpJd3OjI3kxQUI7VuhGa28bDn5nEwmjEYjhLBFbK7dkHM4Djhwk0+Tz87OosdZ0CpNewM27vZ9qxc3P9m1EXLTgERsnYheGd0Ko4rGGB+5hzLSE8WMi+mLvfv/4YcfZvPmzVMde6c7Qwc9/G742+ljKA1nabNqplwHipKnHFJ8Cvd3w7as67zpY0ir6FBlPIczvfc18rIBvOt+IVSZ4aCaumaMIdZ2pK8ubGTPrSxSGApLByYStojEBW/QAiUloqQSIerOgRR1io27f86IDK9v6HAQKYSueI3hmgowWlikNzuzTMdkRoMp10niQBasXo9Uh4mu6E/NiU5hdwIX0S+JE0iXKRECdEDkiQRCdyiMIZtMvNMWGnpNuQmf9+Y5WLmPsa3VKkdFiHpRVkTFw68oG87Yzh9XFmf9rN5T4KINdsB6SYguSuOu5GJO80CgbqCJIkMHnry7CU3Dxrf4EJWRp4UqW+tUQuKUeCcdEKkORb7bp5iGSxOibopMbHsgV3DhhH6UZ77BtttHSIB2CjRMgzcjl/54y2Oxc701hqzGIXERVRUZ79FFUUQnjb3Sn52dJUqqViJhNGmcQ5pW16kgqi3AYW851/9upQjSSp5R9UCEBHHXd3F9NK+eprAsHaM+X1wZapFERF4z/DrpAIEgjo1tpB6n5QInMEiSBLJs0fdZS5IEPWuNwtHQRpz6/b53Usbjsd+fi2qCjWAOBgNveIbcsTzP7bSM3GCyaiyoO8c0TUnSutEH0ItTn9LqDzrWOenP+LGOzitWMiUunRbvDCnFcGnJT6hw+3S/w79dgZhxzpWcLjfT/l/unFRYTpNpTuOpK1ILG0VykaN9D3fECjtRrFo4XWQilL+m04maWIdXFySymuku4wRBPbMStoNxqb8sy9i0n+WCSykYPaM8AAAAIABJREFUDhfJMhtNLYoCXY42dbSLuNtBa+H7AoaN850+EliHxR6T8kUM7jgchBCe4wZloIDKWGxmdpzuPPDAA9m1a5ctVKMyKN2xNFskTXN6p8mO25Y1XirdFdKnlKyMhWarHretZlRrWsbGFvgkNQdwX0LEKTGOp13dE6g7YgI72jMTOUYZEpUE615pPCplg0UY37PV3U9/bcrtOdkJ+Z3utzGGxI0+xXGsQZWcy2m6IbQDjDEMNsztMfBhlEsXC9ykQFcEFD53jkZSS2UHLat8RTj2/rrj1VKUbdIMUloHwwWBQh7zSucS2g32OguMUbXiO7vOO+deIQSWxgC2+EcK7xAZo6hOYXkHhtWwro1LJW35vnv8tdY2BSYkCIkoq6GkwFc/Q2WwGWMw2dhvz4W8w4UvjAAUAjv1pkw/WUiEUhgTKhODVJpON6LIYx5++GE2bdrEMJvQGWi/2O/etUSaWm7jeGzbLnSM9h4CUFscwkhm06tyCjPkYmopymkxtl1GIhVxmpCVY+JclClNU/qD1EdtZ2Z6xEL6fnFJkpDrjKKY4B4Yq8yTZUb4Suj3+8temxZBWimqZNM/9ZT4ekkDaZ3V6BfWsKwiGaLQCK3JA6PS3zsTVQU90vH51DL5cwgNMCdrSZLQ72vfcSCcwevacTj+pVss3d9hZHNpaansCTn22x+NRl5ppWmKkFWVpJQSqTVRZHtfujR4kiSk/RnSNPXRp0h1yEVGnMTLIpNgi3/G47F3QKYpKW0FwP4TcHVXk79Qqc/Pz3sjIsRKxkETWkvCt4WIl1FV9j0c11EgZWUsueie5bm6QgAnYxqjNGSRja4L69x2SmM0z3PbiaOISDu2H2me577q3i2EeW6j5SazTlM/TWqZILdwFQKyTHvZEEIQR1U6zi/oyhm+kjSuFi6XCWoaWu45mUwmVf/UNVSyusi/m8PsjnXa77XCZa7CrFJo+DQrb53j3kRoFDgjB5oymzyhY3yqMG1d0oWltBSU0UZljSHXQsd9vhqCUiF3VdfURxeG1yY0NqfpjpC7CHWZCNu0hY6IS5W7gh8hxLIsizvXZhFT06HxgSxRtW5zxxjWHYT317f2M6nNnsi8apNWRqzDa+UMy6aR6Y41/O2vbXAcvv6iQcuz79vIqMtKULbECj/nruNane11bVwaMsJDbApVM1oRVq+Fi79DgbF8jeD7AJMitzymNAbCfRi0NjVhsxdYIAtJHHVRUnPkkUdSFAVdWxJAltkK7tnZWYwW5LlmOJoHE5EVOcLgU5Qu1aExlrCO8K0eoIxwSoEIWhrkuqDIcmQSo4RACUnUSX1KdDAYoErhT7tdYiHpdKMaByWiml0axzFJpIhcQY+wPJeoYViulpKcZjQ2lW6YjgofhqZX6e5bUWRTpGIfQNi0N2iksK11jJ4gtGA8GSJFRJaPUbJUCEaX0XZNoQRZUaBkjFACEyjmaQuSu4eenmAiosgait2uTWkniW2pYaWmgy4qOXIVlS6C5Qp/jDHk2nI/88kEnRfEacJoMiGR5b5E7gs4vvvd7/Lc00+ll3a88eJ4ulpAkva8ISxFhIxipFDLWpSE97rf7y+LwjeVYmisrIRpEQVgqmG5+nYiLKVBr7jNkHO0ryEVTMa575nn0OTPurfC65xIRRFZiYlMyXc1ziAUZLlGJTGFzohUjDEFUSzL1kNjlBGgFDKKyYwmSTokSTm5REmElGTjAhW7BSwuObHSrpeFLciRUUwSRURl4QLgx8A6o9NFfYBlBoZL4Tu4qFSdLx4tO//QAF7NWViLvqv/zimKag75aDTyfV0rWA5lXc5kKX/1bYe60O7fRs+ljFY97qcThag6ZoT0GmEiv2bkDYMwxEoBh2nGJNRT26HDKlw2EktPMPYDjQlb1X/NFoU2MyJZXFig37ctrZZP6FreOs39HcqH22b42s6dO9mwYUO1rylrIWAHEmAN9CiSIOw4xpUCO26d8M5cI/pur58qnxcoiyAAU0YhFeE0wlDmVku1h5nUtWBdG5exGFCYkTcGhTFVZTEae03K36I+gspeMON5HFpXvccqSHKTo6KEOFHBQ1ASPey3/fYk5c0wVbW6MVVD1ThSNY/dpQDGo4JePynD4QVa49OaURSh4ojcGRWmbhxrXQ6KL/vtyUj59DnuQdPapxHDWbhJFJF2u7ZfaGSQQbp8OL/Lp16ltItDOGKvZsSDJxW7814NTUUZNr5eC9yILWPWhzIVZoBhCW1yxtk8keqic0eyty2dhBAlP7hUCEaikhg0xAnkuYtQVjIVpsLCa+5aSQlhqyRVpMizcgHtRCgZk2UFk8kIFdnPdLtdGznI8npUVQibMhdQmKrIJ0KAFN6hEcI21XUOyKtf/WqWdu/00Z6k20EhWBwN6aRd4nKKSafTodASpK3obqb6mguyk7mwUj1EuJBMSxFOc2AeL5Yv8vb3NNhFc31UiwszQMrFWn+9WgTFSIxYvpCH92KYTbysCW0QwoCAVFnnVMjIVvuiGQ5HCFPSi3QBRV5SIBQoSSxjG6HSdpRnmsR+/0VmDclIKrQUGGVqi40R1KIv4aLmit3c8YfnEfIew8i2k5tmVCbcvnsu1iIz07axHBKopyFdBXJz0Q+jYCtFMF2ELHi1fM9mddaHFML2bY9ywEFzCGPT2+C6p0iECYIFBNQTKm6zQyibDk1DtBkdhMrIk1QOujOSphmWzX2EukhrXZsC1EQYkXT7bkYtw22GcIal+2zY7cVdFad7dBE8A6aqwQid7mlZTfu6wsmhNSqNd0Z0mXmqH6ddp5qYRh2Ydl6RWJvZuK6Ny9FwgbS3SDYZ2HQdkOcgihyjAoWDmfLkWQ6QEw5jDBiDLkPhGGXHHqqkZr1baMIueVIbZNlOQQhBXi7guR5jZ56Xk0biDo4n6Cq1XeWYEF0vMEVRlOPrrJD5maG64n26BdgZoM7oc9wkU1Yti7gsMik5PWHaIRYSEZdpWWMjVHZRL+jPzfpUQp7nxFHd+LMGkkufCbRZrrRXUtLhYuauv4vGNqOXzQffcceyLOM7/3QdL7vo4j3KyVMPW7gliz5SFeT5qBEZD3pACoWUMYVQFNotGpWsLiws2ApUUVXxNZVV2IxayxxjBEnS8R79ZDLxBT9SSnQyQRd2bnEnKaNaZSufcZEzmyS+cMV77Vk1yUcIgSErtz3EGIkQ2hd9GSkQ0qYgZ+fmkLLatyBGRmKZUxJGCUIjWkq5rDI9xGqL+p4Wo+b2pvPXwsbeOTblWFfYoZLVWvLdG6/npRdfsuJxPV0wxtDrpSwsDGsFDq6xdKQ6FFQj3YSunJjMaMhLHSHKxv6RdYiKScXNLIoCbfJy0ba0m07SwZChtULJ1PKFpSyjhClJ+b2CKmIYqeX3ayXDKpQPR51YCU6Gwh7HIR3KGaDToj5Nrt5qxzHt9ebfoowAhd0KQpqTO9bJZOSd+ArLDc161LTw52jXr4Jv/tN1vOzCC1a8Nk8XNh90MLOdBRaGPYwZVzq9LLI1RdUaCGHXIV3GakIHoWnMuHu2kuPp4J/T8n/ZiAQ2MS1SGr7XpGA0ndtpBm4TYUDI6XNnd0xL49v3rFFpz3vl44XlNIv656JyjS2QUpeRTVsnUhmT1bk39XETzcBAE1/78pe55OILp74XYl0blyLRZKM+QksG0YTbfvoQRx5+oOdlTQtFVxckhkSVPMIIV3whhYBCI5UhEi462byhYU/CDEnFu8pyOzfUVVRJKYlUx4+Mc4rPcdscCdsZiT5VoKqbnJiKz+cE0qaGRiWvU/hKuFRVRpsotOc4hd8PhdtVZkKXQo/plKkjY/JgHF61uEZRxSOUMkfGdj6uM95X8/qnved4LQQ95dwi5iINw/kF4q6bEay4+u//jl/71VfwgnNftOK+nk6IRELeB6MwSiCKgxBiu089q7J/mePJFCJwTKT0EWxjjK2oDRSsU6bhguidnUiRlNX/WZYhlERGEb3yHk50QaE1igTZUbV2H1LaBVoUUW3Cih/D2S0Va8lVznNDUdhisiRJKCZLRKmdlauS2KY9s4w0scVGdphA1VTfpSybStCdj/u7+btq27FnbmRIJ7DXqt4Cpokq4rC8V5uLElmZsw6D3ad1xiaTCbd+88uceva5/NLpz19xH08nVFQwGQvSeI4oybj33p/YyV6FJFKJvZc68lWeTi8YrYmEoBCCVGErX+PqejqOWOUs2Z7AcSKQSbeU8R4TXaDLQgMpJVEkcMMkUFGtaX3obDhdFE5Xgfri7T67WoYjdADChbxJs1kNTuZW4kBO+/xK2w0jXS6CNu31KOqgde6vs1Jp7f0w3Wr/zzBGoZSlaf3t//wzXvX6X+ecF523x+N9OtCJC5bGPWSc09EjbrtrkSOP2a/WQ1IpZYvIciszWttWfoW22TkhhM+2QeUkrRR0gLq8NqOMKzkuK8ENmHBV2CFc2nlPCCOazd/TIuSh0dY0aJufC+EcDOvMdUrDMSwgGqNUWnvWhJBUm5EYk2GrxS1VxR3jcgfHOt1FYfuQuvNIkh43/q8vcPIZZ3H2Befu8drg97JOIYWtItSqYFHHHHLYVsxkiX/66tfReYrRCqOVr74KPaJKyB0pVWGbrSuMismMQOvq5jpDQYjQys+Quu7FuIiMUuV0C1WNpXOLlRMGx2lUSvlCCBfRdL/TpI+II19Q4dq82GKJHp10QGfQRyYxcbdDN058xEmlCUSqvr2ycjeKInpJSiyrohGjVd0IiKwCsG2KIpQXsganwkSefLzyQ1eF4Zs/man/7+5NURSQF6T9HpHqct2XriHVhpe/7FdYmB9j1PrwfUI5jMT+REkBqsPPH3iM3txme8+FdRAmumrU635CRbC0tFRtN4jyOSfAGnpWecQkyMQaXnEco0QZrRbCf6eXpD7K6aKQzRT7XH9AL0kZdLokaZ3+UEXtLXWhGyckyqa73QJstxuRpj1bkYw1YNwUJx/FbKRqw4jsSop/GsEfpivY+t+2itvKVKUwQ9SVt50T7p5Pd0/cPGO3sEUq5vZ/vp5YaE498wLGCxm+J9M+hhYxOYZcZIwyOHTrMSSp4Nvf+S5axhiZ+AbwS0tLVlYKbekOZL5AR5uJ15Wu/669f5pEQjcue0tK27tPxBFaRsRxhzTtEcVdUClGJtapjlRtcQ2dpPB3GKlyOjKUkaWlpVpF9OMxFpqYVgwYPhPNhX1alGqlCPn0/cnaGhQaGa4S10Yzl1f7umcwzydobfnVadLje9+8Dlkscullv8Fw95h8xeZuTy+KctJQoSNGej+OOmYL3WSJ6776BSgDJVmWMRov+L6qxhg7ZELa4tOcehq62UZoJcMMAppbgJWc0Wn3TUpZ6/k47XurwcnvtOKwaRE/F1wII/irbTvU31pLssxgjApkOsIWHyaBwVjZIL4VmJfl3BufYTcDd1+q65SjdTWMxTnmt3z/GxTjBU454zz0GPIpfVunnsuaPrWP4NLDlngrUAJ0MssLX3QeGo3gXxgOF9HFciWwjDcYCEToJYd8CCnLULXWaJ35yIxTGqHSFMRg7I3UUqBU4nkRzrhrGpyAL6hxrTlc2w8RRzY9nsTIxH4/Tq1xkaYp/bTjDUJnWDgjwx2TE3Zn+LqUeCQKYqm98WrPPfHC5os/xhPP+fRw7YDMckNvOUelXnwV/i21IRIFJh+hsyFFlhErxQ9u/j5MHiXTi7z4JS9louwYLlVWoq4HhHJoIm0pGfGAY48+AZ1romR/jOyihXU0XGTWRQGhUohh+yaoqkidjIU8WCmlN97AtqSI0wQtRdWDLLIUCVeF7boDONmrFk2DkNaIipOyYlAW/jlQSpEq+16vZ52apNdFpYmftmTHhiYVx1jqWpuP0JBcbgzW/26+Ni2CsDpcs2lXQCT9/3UsJ6g7g8pFL5WKueWm79ONH2U0eYxnnvQ8+9wrfL/F9QB3vD4zEWmM6PPCXz6LWGgSpcnnRygD/bRjjcmgnVe4kFSOj0BKQywMqYq8IdkZzCJEhBARSiVlOtw6Fppq8Qn740ZRZ8rCVsHJkEMYpXSFIeFn3e9QnqbJ0rRJI1WkOvI/1gmxcBEezzn3x2s/K3z2odr2NINGyqRc9KPaj23/Ep6fqhmWWmsefvjhoEYgp9NJ+N53biRVDzLKFnjeL72QXMQYhc3s6PXBunR6CkCrAhFLhsVGLnjJpcSppBtnbLv358RRFxGXhqjARywXFhZq93UlYw3qBmJ1/aPaNV+5mj78XLU9Y4wvGJtmlK70WlOvuW052yCMqofOlLMHwu8VhSDLqmEolcOlanrUrfXhtXfrRbV/Vdu2ez107lyFt6+Gj6pm8m5fVi9KxhPD9dd/i0TfB8BznnMmRpWdJtLE0+n2hHVtXIZGU+gRQ4SIBCY6ku7MLFruRi/t4tZb7kDJqsl3mIYNMV35FbgWMba00bbzqR5obWedUxHIiRQiTkmS7jJj1S0CTvmGxq4TEMd1Q+SkKvKGh7vRYepGS+ENh7AfpduX81jcb/89ESOi0qARjkulykavMXFsm157g05Qu35uGs00hIuVjSJVbXEsd2uC0BN0NiQvRugCCplyx49vZfLInRTZhONOOY1J3kXnpkYtcPtfD3D3Ko67/n/vBaoUo+y1i6IEKWN27bQV5FprP1KxihBS+z+MdISOjqNWCGErGIkUmdG2zVTpeTfv9zTOmZTSGpOxrBmyLhJtlVB1PEoptt233Su2KEqJ405NpgCkyTCycpCWL9Bu/2trJxW2UXJY6f43IxLLW2NE5UI+LfJt39OF4sc//SnFw/cwHm7nmOOPY36+T5ELH2kHvPO1HuD0iFJp7VobZX8KuqQb+iCHGCb86K6foWS3TKlNGI+XSqc5w5icCE2EbYtmZSyxhmSpH5K4h0p6PlIdRqOdHFWtWWKEcJ0AnIFWjxBOi2iHMj87O+s/u6fozrSoojP06mlyXf5U/DQnF82WMfZYcmyf3aBfrW8i3YymrV553tyfTXdXBuLGjRvRWvPdb32FxfltDBcf5rTTTmM83ozOs4rW4KLM66TA0T3rUdRpOJSAjMjVRo581om2d6WZ55bv3UA/7fDY/G6MMczMzARR6xhXfFKPohFst27A19+vnv+6EWozG+GoZa21N3BDY89tu9pPtW/3O8y8hWhWsrtnIkzvg92ni2BCVD5jouZg5TllazCCn9yfQ2bsiGG3fhTC6qdwXG24/yptrnC8TE+N0qZmqOZ5zu0338Rw570kep4zn3cqS5PNFMWYLPBppJS+y8OesK6NS6uc3CKx3Pv0F1D0KTobOeGkZ1HkhkKP+PKXv4ykR14Ma5562Bg4nM0NJe8oG5OPxvzs/m3kxYjxZJFJtkSWj+v7BBz3yP5tF29n/LkG6m5fPuIphI9mubYasZAUekxcDrifNh6yOTfXfddFqdz+w1YwtQVfpbbBdZl+rQzMulEcGjx+uw2H2TXxbl5X8gKhJyhya1ROMrSI0bLPjTfeSM7DmGyJ4489je7BJ1NIkGbsU5Ju/800wr6Gk0OntCo5tEaUVzzSgErZsP9GkqQHKuWb37jBtkjJ695tqACcfDi5kSIh7gzIgyq1ythb3uoHrFJpFn95I0AmnmIQtsIII/HOYJUiYcuWLaUxUXGEXdTSzcMVUaex+IY/YN8KI0gVli/S1fzpHTt2LHsv/F1/b1L72zk37nq43z6NJgS3fecrGP0QebbIM7ZuxWzcSm4SIoxPG4fHFBoq+x7OaLZ/L4/K2vM3oo8WCUcdfyQTXSBkzj/8wz/STfdHShupdc/7pMjLyThR7dn3ei4valzd8FqEhq41Mp0R5VKe9Xtfvyd1XrLbZ/18phlToYzVjUr/icb4PncuUobFIqHRV/UJDRFGQK3RKv1PeAxOTkJZta+PaoZPUZTPZK75znV/j8weQOcLnHLamfQGB5GbBCED+kK5HacP99Si6+lCtS5DqA8dPcVf7ygCOctzzjiTbCKZ29jhO9/5DkoOMMbxfDPCVKy7Ty6IZP9ePm3KOQHQdByq95uOrZSSBx95eIpcOQ7jhKIY+/u7J8dBa+1H8brjawZ+HEYj11IqaZxHJUfh/XWGY/ijDHSieKo+cvo+5L03o/1FMa49g1Gc8J1vfJ188hDFeInjnnUSycxWRiiiWGKi6vxDI3et+lAsT222aNGiRYsWLVq0aPHEsF5c8hYtWrRo0aJFixb/CtAaly1atGjRokWLFi32GlrjskWLFi1atGjRosVeQ2tctmjRokWLFi1atNhraI3LFi1atGjRokWLFnsNrXHZokWLFi1atGjRYq+hNS5btGjRokWLFi1a7DW0xmWLFi1atGjRokWLvYbWuGzRokWLFi1atGix19Aaly1atGjRokWLFi32GlrjskWLFi1atGjRosVeQ2tctmjRokWLFi1atNhraI3LFi1atGjRokWLFnsNrXHZokWLFi1atGjRYq+hNS5btGjRokWLFi1a7DW0xmWLFi1atGjRokWLvYbWuGzRokWLFi1atGix19Aaly1atGjRokWLFi32GlrjskWLFi1atGjRosVeQ2tctmjRokWLFi1atNhraI3LFi1atGjRokWLFnsN0b4+gNUwv/CYwVSHqLWe+ncIYwwAQgj/956+s+x1kYOJGq9rEBpMhCFb0/GvtL8nA7dNKeWy15uvrQhTv+3TvieEIMuHxHHsP9/83Kr7EzlSJLXtTYPbhvvdPI+ZmZnpX3waMb/wmHHnsicZnPaaIUMQL5PHlT7v3zMTf+2nymi4D61A5FPlfk/7k1I+JbK60j78/TWrqx8nM4YMpdSa5HbZ6+WzHG5vpc+Gfzs5dK/1+/1ffDk0ZlX5WFEGRI4ulusb9161gwhEXtvPnvbXlIvma3sbU/XMKnIYysw0OVxNB+4NOWz+v17kEBMtu09Ppz5c9tmmPlxFB+5pn/tUHwZy0sQvmj5c18ZlE9NuSCgEj0egVtruHiFyBGJN+2venL2BNQnQHr+r16RQ4zh+3Me3EtxC84uKJ2WUmQhWOPXVtiGlBCNrC6HWuXVyGhCyINzJSov6WhbDva1Ymw7EapgmI3tSgk8GKzlrUkprVOlor+1rb2AlOVzt/SeFctFuyqmUgNDUdld+tnm/9iSL0xa0tZzTNMN0NaxmwDWxVjlcy77WipUCBI8rcPA04gkbZU9EH4ocKSp96D4LGm3y5R8PnYI9ODl7WlOfVn3YWJfXmz6EZMq3pmN9G5creSkr4Al55c33Ag9oTw/LnqJEIVa6+asplLVi2nFO8zr2hNWU55MV3l9kw3JPEbYng9WiRdMgpY2oS6X3KCPe012DjD6ehXevQeQ+grFH+XgK78GK5/sU7vMJYQ/H81RHW6ZhNR0Z3tPmYv9497GW956o3FrHjMd9v1fb31p17tQI1nrHvtCH5XtymZqQVcRvD3g8Mrgv9eG+xmr6UJu1OzrrTHvuHQghSmEzU1O6j9/j0lOjRc19PpHI6ZOJRK7181Pfc+Hx8vfeMCyfTDphXyyMa8VK57WmYy7l0KygkKd5x9Z4nLad8jvN95ofXSFy9ERl9KmCPc4csYoaklKiDaumi8LPrr6v1bFeI0QOTypdtwc5fHzbr+vDx3tce1rkny45fbyRSL3GQ3o8criSXnlStKenGNPu9+PJ/D1RfWjfy6lKRawcWn24cpRxtfu83nSi1/OrXJ+1yqH7/NTdPA368BfGuFwLvwOCi2YiCLmRoWcTGopN41OU+3HpIOU+s+fwu/v/qRTW1W54PX26umBYA9ylUvdgWJrG/yt9bhWEXNh/DVizMjURTJWHYIGeyp2pOG1Oea7FKVppoXfXfZp8Pt3G5zIZmKJQp8nTk1F0a6VlrKdFfBrWqgeXycFq+rD+zekvezlcG0XkiRjCT4f8hbK+/M3V5XAt9I616MF/DXL4hOHkcCUjyr0udGNtDmRrlazNWuWwGVUP5W6f60NYk07ck3ys9v5Kcrg3nZpfGOPy8cIYU9pMe4g6ihyMMyxXT1FKsTZu02rK48kK65NJEa14XOE1oCLtFg0X6fGkeaRYLlprUarrVaE+maiRkAVGi8CYlPW/KdPchfvCKhxM6oUQT+R67cmTXwueEg6tyKfKjZRymZMz7TNTYarXf9F5v9PweKLq9twNhmLZe357Sle8NmHlqyiK2nWbtgBNe30tmOacT3t9b2LPWRpdk5tl768gh6ue/wrb+9eM1QJAfh10a4+oX3MpJbpwDvbqPOPmvvamTtzX+kKqcJ0oX9tL+nAa9qZT8wsp8WvlX9o/pny2eYFF3QB9ounttQiiEML/LDvWKZ99ogj309zf9C+EqQcN6Ce8f7uNX0jRelJY1eGQgUw1ZVIESnQP9At4agzwx3uv97bS9Qqzdg00YcRite+u8u4ev7+eKRl7Havpw8DJXi1K+XixXh3GJmrH+f+z995xflT1/v/znJn5lN3N7iabCglFAtI1KtIU8XrBe73XgiAqWMArSAkthCS72V5SSAiE6lWpIvjFcuGK/FBAkQsqRQJcahJSIL1ttn7KzJzz+2M+M5/5tC0psIH7fjzyyGennDnnzGve593PoDgc7rzsG3PwXlEO/yhp1BkaP9wb9L4LlVIW4nEP88NdyU8ZDn1gEV904rSZKakx8LANw3hPGGK+gDmQMBg+VuzaIQmQg1AQDiCyVgvwtKehzMeugPKDtLAPGTPaHNxaPggNNG9Dcd+NeArhMOfYXqD3JXj/faSc0CFtEiRFFOGLgynNg+Ewf24LFs0RRKWylIvicDeEnuGW4PnwkGcx3xvZ2cVwuM/RPsYPP7BucWDgBIDwuV14SfmBx7vsMi3BuHfVfb47AuZAWWKDBRr/Hw2AgWDO7NBv6bkfddr7ay8wu31hwRpqqEVARRJ7dteVM5xY5ZFGQ465hGDehsJbhsrXiiVg5LdTbDFw3EJ7AAAgAElEQVTfreSkPUTDCS0peU0Ij/sadvYmDbkkUbFjwhk2NgbD01DilEcK7U4sJexZHO5OWx+qL6FoyaG9JP3vLpWySL7n5nq/mHxg5ShOQwHhcBa1fY2Cfg+Ep1LMdKDze4A+EJbMQfD3YaWBkvuGTfkF0YdIQ7Gij0Qa9hz5GAxj8f8wWZQGXQtUiZIXobqqewqDw+3b+0XD83ztPX74oXaL77IkHb4vXA1/kLIIpWhfFYRKUWF2aYiGIIR/aOOzwn+XwFKhYK1yrMF7s1Dv7lrX9yYN2cIxQpXAEUu7Ml+76c35IFMBTvfC/IzE73Ov0GAexb3ED8MW9JHoGh/qmH1vF5AJ0dh1LO7NbPiRNbvDoN0GRti9NsyX80FnAuFSTAMdyzn3fzRMTHqaeTYbcM9bQkYa8yxGQ3KP5rvCSzBUxxm+O21fpN1y4w5GH0KL3LBqNIaxV4IffhhwOFhZnF0dv88PpYgUDYHZE+THdY7EdzQUfuglPuZhrwQ/3JvVaQa9d7eevA+SlBS+iA8RIx0KDRdQxaxkH0TanQ9tsPInQdvvQZD2B4KKxF2a5u5v1fiBmach87QiSuN7yA/3mfkeRvjK/+FwuJbBXC+ONFTWOrcX+OFIntuhrJ9BmFqYSvDDwcLo9maY3cid5SK0Z0Ahs67wXTQpj2Rw7i4F4A7P0XDv/TDTrjDDfIvIXqCR+m6G4rIfyGr+f7Q7/CiUfRrCn9LprEV9L9NIwuWAfclPaCwhYO7OeD7I60o+DVxzefeF88FoJLrFh0Rhb+sI54kjenaHlTU1pIlWxRfyXXxJ7yc4fXO31jrH9L0nYiiyJYnyAvz3skVjX/vYS2XBAoO4LYrM716mfW1uw7Qv9/29ooI5GgBbwfa4xcrpCGeveyBGoktyl/vzHn3DI/EbKMb7iuJw0DmSmULq702S7Uh2i/tUsm+Z73NfoH2jlyEaNJEiA8wsAw0B9n0qyDpU8gXFsMCYfyz/XP69+cf3CGXmcahlSUo2M4TtpobT3kihgkSxgWgAHO6t8e4r8zhQOZscGsBqtCsLxr6IwWL9ysdhSYFzCIv3cC07e+va95qGFP/r0y4q2x9UPliMpIgUHixYl4vzxL1lXdxX5rMUPyvwLg7SxnBpT2FxxM/ysIEwhA9+pDLCPVEIfY/TMCyWH4Y6b8MqFwE5jFTI0tvuDbf9D/o8l6QBsLgri9GHbh5HgCttJFuMBqIg1m0AAXMoeBpM+d+XMDmoklPiGhgaP9ydfuzJ698vGrCf4VCNEt/1npyXYbc1rKvfJxoMrIO6hIpM/J4SMIc74aUskflWSf/a4VAx4bRYu8NrtIiWOQANtHDk9yE8d/vKx16KSo7lfUwWG+mun2I0YCH6PRDKMhANdVEcKTSUhR0oOldDVWKHk5k+0udrqDRo7GU4Xn8XcDjiDAh7m0pUZdnTHrYPCv6GRXsxvGp35/ODmSYd1LDcM83tzgLtuu57BnrXzWqCxZ4Z/pgHY3AlrZCDCEsDjTX/mQNZOkcSoxBC5MzdsGLS8j78/LbeC1JKobUu+s73dl92ZSEthgul00ghc7X1DxntCnaklCjNbi1AezIG03XdYWFiT+FzuDgc0AszAqy/7ycNhR8WHCuh4Az1/e4pDPptlOKHpej9xCEUL/Ukpcyt172X+zJcGjkr+CA0WPBw+LdpabQbpa1lEYuvvRntRrHttBc0rIdvLRvI3TaSLEPhfhpGiR0QMrQru+WMJIFvX6BIVCB0nLaWRVy36BZQsaI4zCf/PQ4roW0XaW8zGNPcNSFwwFgj+NAv8ANRGBdKKUZXV4OK0dayiEULbwIVI51ODYrDPU3D5ZV7UvEZjB8OlfYEvx/OuD4wPFebjK6uRooI7a2Lh80Pw//vKg313Q3kTdxd2pP8ENitJKi9blh4r60ow6G+vr6czg224DiOQ3vbgsxx71YpJUIIlPKsetMvu4gxNaMAUbLNgLSkpaUDwxDU1c0pGnScu6uNxJPXVeh/0FqQU/ajyHOC6wdKOtJmbtuha31NJjNMXGVjmfHBQadNhNAln5/9oHVG0/S27hqIWfv3KFeicUmnHPafPIHOzs6S15ZSFMrLy993H1J/f7+Gwo+xFB4dx2Fex7WZv3We9um1Mf2ySxg9umrA95MN3PZwCIqmpoaC915AWuIdzmLFe3cCrV2E1IHmHoxpAGwVtj+EazOLhe2kCnBYVKAt0WbhgqKRUnpWem3l4LCkApjBoWMrJu03LgeHpXCX39a+h0MHpcjhh0opotEoSilc13sfl07/UQ4/LEVevKGkqamNaNQq4IdDxaFHxXETYFKJktfk3rDrOCypVBVps3j4gXf/cHCINnGVXcAPB8Ldvo9DLzTHx6HrqmDuLcvyhEvg6plXUVYWG1rYVQaHsViE2trZexSHe40fZsi2C9flofLD4rjSRCIREokEphHPaasUDg0ZJW0nB+SHewKHHxjfktaa+fPnA4Jzzz2XKQeOJRKJZM3fKk5LSws3Lr2V8eMncMn084HBzO0SrQSJdArXdTHMgedz7dp3ufPOOxFCBEJtJBIhlUqRSCTomNdS9L7W1nYsy8J1Xeob5hS9RinFL+79OWvWrAkKpNbWXZPTf+9/k/r6OqIxi2OOnsbXz/zKgH2+//77Wbt2LbZt09LShFtiLubWdhCPx1FK0dRcN2CbPrW3twe/DVNTX1+fc/6DFqsF3lgWLFgASH70ox8xZmw8Z+ERuoyWlhZuuukmJk2awAUXnj+UVhEYaBgSDlevXsvdd9+dUapUYAUVQtDf309LawNSyoLFoaNjfsCc6ubOKtn+3XffzYYNG0in00gpaWisLdrnuro5xMuiHHP0NL52xr8P2Of777+fFStWIISgtbUZ20kVvW5ubQexWAzDMKhvmD1gmz75OBRCYJiauXPnFvb2A4RBACE189rnUwqHknKam5u5+aYfM2nSflzwo+8M2J6nuEoMaWHbboav5p3P4x2rVq3hgQcewLZtHMfBMAxM08S2bZLJJK1tjUGfwpUuOjoWYBgGrusyt770O/75z3/OunXrSKVSGIYxIA7LymMccfgxnHnWVwcc5/3338/KlSsBBsRh3Zx2ysrK0FrT0FicZ+dTW1tbsB5ZEUFtbbH+frBISpn5/iTnnnsuBxw0LnjnQgi0G6O1tZXFixczfvxYLrr4h0NpFSlMEomhrcurVq3hl7/8ZYAT/1vXWtPf309be1NRAa+jY/6QcOjzQ8fxBMZiOJRSMmfOHMrKyjj6qI8Pyg/vvPNONm3ahOM4NDbWoykeqlFfN49YLIYQYsg4bGpqArz5j5dZXHPNNUO6b7g0ojlq/gsfaAFob29HK4PGxkYOmXogEascTxvPWNuwaWyqY9Hi+WzbtpXZswoXmHzq6+8CwDKj3H773YNeX1VVhZSSuro6ZsyYQW1tLRdccAHf+973kFLS3NROc1N7QXxEVVUVqaSLY8MzTz+bIyyGkzJWrVqFndZoZTBnzpzgmjDNmzcP04zg2havvPz6oLEYr7zyCsmEg+sIGhtbS15vWSaOYzNYIGv4w3VdNzsWd9/Pgh6KC7m11ZvD+vp6JkyswTBMfByCQIsEDU3XsGBBOxs3bGVuXVPJtvy5SCR7ANBK8JOf3DFoH0aNGgVAfX09s2fPpqGhgRkzZvC9730P0zRpb1tA/dzm3HctHBzHIZ1SpNNp/vrMcyXbX716Namkm4PDfPJxqJxIAQ6LuZteeukltDJQrqShoaUkDmOxKForHMcekpsrvAWa1hrXGb7hZ6QlYAyFL7a3LQBt0tjY6OFQxgjjUNFPQ2MtCxa2s2nTRhrqiyu+Yerr6/Oej8HPfnZXzrli76KyspJ0Os2cOXOYM2cODQ0NXHHFFZx//vkYhkF72wLm1jWhVa4XxLZt0imF64gh4RBtlsThggULMM0IdsrgtVffCnBVyuX54osvolxPkG5qaqPUPtfxeAzHsXHdoW31GN4SUmuNnR6+x3Ck47AYtbW1IbCor6/n4I9MyeGHWgMySUNjLQsXzmfL5h3U1TYO2mZfXx9CCEzT5I47BueH1dXVpNNp6uvrmTlzJnV1dVx11VWcd955SClpa51flB/atk0y4f0/EA7Xrl1LKuniOqI0P+y4FtOI4TpiSPzw9ddfJ51SKFcOuC7H4zGUcoeMQ9d1c/hhot8e9J58GnIy4LBbfo9psIFIKbl20Ty0MjxNMJzFp0PbH2WO9fV3UVt3DQsXLsxpo4C06cWFCIeWlhY2bNhAPDZqwL6UlUcQWFgRQXlFFGkoqkdXcMCB+9HW3kRzc7Nn+WtqygHC9OnTAyHy8ccfBwqZdXlZVZCwk7b7i5ZxSCXdgCn7bSSTyQH7HIlk65ApN7soBccy/fIB6bt9B6OW5o5g7v37S7kj91XKH8OCBd7c1dbW5u4ZnscYhBD0J3qpb5hDR0fHwA8J4bC1tZXNmzdjyChQOqSjpqYGKSII6RKLewHf8TKL/SdPoKl5Lo2NjUSj0UCD9amhoSF45uOPP17QvlIKgRX8dlUKw9Q5SpBSCscmUFh8BSORSBQfXoap+u5apRRaCTraFxZd2G27tFBZ7Pi8jmsLEge6ujyl8YOAwWK0YGF7Lj8sQUK6JJI91DfMoa2tbeBGtcn1S25CSJfm5mY2btwY4LAUVVdXB9biaMxAYxMvs5g8ZSItrQ00NjYSj8eL4tDHwiOPPFK0bSkiwTXSUEVxqJVBMuF4YRFal+SH4cV91KhRAY5cR5fEYSqVyrl/MPJxGKadO3cOeM++hs/8/vrr8pw5c5BG6QQpIV36+ruob5jDvHnzBn5IBofSUDQ2NLN+/eZBcVhZWQl43rN8ftja1hjww+bm5pz7Ghsbg2f+/ve/L953rABvQrol+WF/X9rjh44YEj+MxWJZfAvTC7PKw6GUklQqlT02hLjLjvaFBTjs6ekZ8J5dxeG+hV6KDzSVEHR3d2NF8gTREpNtRcSgLyIaM1BK0dxSj6tSKOXwwgsvBOeLlXmJx+NoBtAEhENzS73HjDJA8UHpM71wxneYZs2a5WnUSgVCar5l8+677y44Pn/+/KLXBuMMLepKKWzbLhp07C/QrvQ+0oGourq66PGbb755wPuKPXOk0UBWIzutPddLaH6klEWxJoTwBNBBcGhFPGbU2FSH4yYBxbPPPlvy+sB1MlC7wqGhsdYbS0jwlVLS27czR4HIx01LS0tghW5pKW7tuvfee4Mx+m2EQySKUX4SiuM4geLjP9u27dzvf5C58xl0uA2Am266ach9Gak0IA5TBolEIheHhipp/RgKDqMxI8CN0mlsO8Urr7wy4D2WZRU9HghjwmFu/ewCHBqGQX9/fxD+k8+/lFJ0dHQEOKyrKx6mc9ddd+W8d6XUoMJLWIkeCIeRSCT4e7B6jTkCa4a/a62HzQ/3BQrjMJUQJJPJXBwWK6pONmRlMBxWVFSglPLCx4SD69oD4lAphRURA1dPyeDaO5jLD/sT3YCH5WI4bG9vD3AYKOd5dN999wVj9Pu0ePHiAccZXoP9dTkfh76b36di1VjCVAqHS2+4JRjvnqSRz0UZWMhQygsQXrJkCRCaoBBIhiKk5E/srGvqAvBJKWlubuZXv/rVgG7maDSKVkaOiTufuRX7DdDW7lkzlSuZdU0dys1d2H1zdiQSKbrvr1KKde9uQmuNNLzFIHADFtnU3v/nM/Hwubl1TZSXVQXHhBABGA1FSVeRf/+VV8wM5m3mzJnBca2MAsF1X1jIh9pHIQQLFizIXp+xlpfU2IeAy4a5Hdi2HfSjsbGRh3/36IBhBvF4PEdJ8UMU8ilf2VA6nYlbBrSZsWLnCn2+5dCKCJROFzJcV7JyhRcXjFCBkmbIXCUmn/x2w/9q5zR4we8ZMk0z97saJOSjrjZrEZs1a1YwF8qVeyx7+L2koVYPKMChf36A/cIHw2LdnNackILm5mZ+9cB/DY7DvDCEYlY+n79lO+ME8enKlTQ2tBbgsK+vz8OhZRXnh67k7ZVrAxzGy6wAM6V4FxQq9z4/LItXZrsnRPBNFqP89q+ZmY3Bmz07G7un3KEX/R9Jina4zwP1SwjB4sXXD64QanPIVQvmzJmTNeAILx5xIBxKKYNcgZxHlrA25/PDefPmBXytGA4TiUSAw2JjU65k+VurCnBopzVKuSWx6Ht8wsrx3LomRlWMDq7xFS//fH54ST5dPSOLPR+HrtwzFRCK0chf2YtQYXadgdLp7GIuIrtc+wkgnfIWw5bWjCYiHKThZVp2d3eXvC+ZTA4odPn9DaxLoXPhwHbLLMvJOFuyZElgTjetXOHQ/2eZ8eCDOfHEE5l66EFBe3/6059K9jnI7A4JDkopjyFm5i9cmy78URYb60svvZSj4VeMigXntNY5zLVUX0Y6lbYaGbiqeALArlAy4TGrto5MfHAGh7G4meOWy6dUum9A7CulciwIYSZmGEbwdzqlUdoJ/l60aFHgYgyHU4SprKwM8N71CSecwNRDD0Jj47oujz/2ZMEz/X9h11YYh3PrmgKBoCDDfQArx/PPP49fIUIpRXlFNAe7paxd+TSSFvV8Kt03I1iAB7ViD4FSSe/7b2rO4tB3Mfb29pa8L5FI5HhyfNd0mMICcQ4eMvzQWzRNECoHhz6+I9Hi/NDHp9aak08+mY8ccgD+FrZ/euKpoveE+5jPD2fPmlsgmAbjGeBbe/bZZwN+77ouZeUR0ul0cL5Ycll4XvYFGogfpu1Cl2vB2Ia4NXM65c11OIzCihjEy6ySbmZfEQkLXsVw6PM9/57weu0fy8fh4sWLQziUxXEYzeYgnHjiiXk4/J+c55VSvH3Xt1LKExAzOAxbH4N5LEHPPZeNGXUch7Jy7/vw9bL80BSf8t/VcPjhiEbwQBqSf67AIhMuKjpYun+J5y257kYvTiN0v5SSCy+8kOsWL6Xovr0UuoGUUgHTBA/Ac+u8zLSw1cfroEMsnmFewqYsXhGc37nDc5lrrZl5zZVF+z5ndj2O4xCPl3HK547j7G98K7j/T3/6U0kA+4s2wgsB8Pvlul5sVXhBD/e1FD34Xw8Hv9vaPcCeffbZwbFopLLgnn2BBvvIcphCxlpZzIo+HLrtttuoqKgoePbFF1/M/HmLCtr1+2CZWU3dZzxhl4wQgrq6Ou9Y6F0qpVA6TSTqCZCaNKaRdf/1dmeDxq+acVlRZnrNzFovg9MwOfXzx3PWmWcH/XzqL38dVFP3cFiH62b77ydJFSRgFJlXv/3fP/wHION1aPGqFJx51hlBm9FIeYlZH9k0KA51mnwKKxK7IrRcf/31VFZWFsTNXXzxxSy57saiFjilvDjI/HcUFhqVUtTPbSYaLYyZC+MQYWMa2TH09bgBP7pqxhUFfE0pz+rtui6VlVV89pRP8Y2zvhl4lZ7889NFx+lbqLI49EOivLb9uNTwnOd/Q/n0/z3yWPDbN1acc845wbGh4HAkKjiD4Sgfh9JQA1rOfRporIsWLaJiVKygnYsuuihQfItRsfCMMA5TSZe5dU3EYoWlkJROY1oUxWFPdyLwKF4984oCDCqlqJ3dguu6xONlfO7UT3PWmWdncfjkk0X761shwzgMr8sNDQ2gzULvywD88JHf/xHw3ltrmxdL+vWvf927TescD1EpGi4O9+lSRFmAu0SsMhzVi1JOcE7tSglP7VmFrrjy0oJTNWO9uoSxWIxkqlBj956ZpqmxLXBFOo4TlBnySxPllxvyATB7ztU01s8DbXLF5bPomD8X23YCRlo9uqKoOb+8vDxoo2vHZrCTOMoNhGwvCxekUfjMcOZYPB6nsbHRiyNRJjheCRwpi8CkiGX4mWeeCX6HgX/kUYflvKsPInnufhfTNHEcskwqo+RIUbzkVcldKrRJT3eCq2ZcVnCqqrocaXjWmbSdqwAp5cXwIhwaG1qxLItUyivZEY5fi8ViOTgM9232nKtpbb4W5UqumVlPx/y5nvas04CZY40OupuXlGMnezwcRsq9+3yFrIT7K6zAlJeXc+WMH3HTjbcFOIQi8VrCAQotqP/zP/8T/A7j8Oijj+S3v3mwYLxh2hcsRgOVTzONGOBmaggOLxO0KBa1STqluPTS7xdcX1VdjsamrKysKD/0XYX5OPQVL+VKIlGvpBoUCmiz51xNc6OXJDdndhPNrbNIp200NkpJRlUWLoiu6+YkQ/R2bUO6aVztCTdBck8eP8yfA6UU0ajF1TOv4Ibrb0YpEzvthRjJIS6yYRyGF+YjjzoMfu39LvUe9zXKx46PQ48f5u3FnlG+hzV2beLYcOEVFwK530BVdXmQBFMMh74xp7mpHcMwsG0bIQSO42TqqhpEYxZzamcWfbTPD30ctrbPIZHIJoZVj64oarDx3fFKKZxUL9JNo9AI6VXaKLYuB8MNhf9EIhFmzJjBDTfckMFfJDuXoTGWojAOw/08+pjD+e1vC4+XouHuajTiOelQ4juEEF5sn5+ZO8BG7oNRS0sLQrrEywq1HSklZ5xxBnW1jUW1JJ+ZL5i/mLa2Ntra2vjOd75DOqXo70vT0tpQsKDnu1l8k7k0NOmUy4J5NwRlLK6eeUXBM32Xjeu6uK6ipW0W/cl+pKM8cGc0noaGpuKmd9/VoyW27RKJRIK4SKUUc+tacszywb1FtKS/PPlMcN63WvoUdquXcgUVu34kUKl6nPl9FEIw65qMuzWDw6Fo68WopaUFhBMsoPnP/spXvlJQPsOf+1TSswJeu3AJTY25OOza2Udra2uAw2KumLCLUkiFY2sWzl8aWHWunnlF0R0sGupbMljVNDTODOKRysrKspaq+saiFs/Ago7nBho3blxOEH393Oac/paKmZJS5uDQ19KFEEH5Ep+KZUiH52IkYRBKC77FcBiO8wtChYZA+W01Nzfn4NDvh9+XM844IyeEJnxNOqUCHLa0NtDW1sa3v/1ttNb09iTpmF+cH/rvwLcKehZ1m3TKZdHCm4Lz+fzQx8TcuqaMQCOorbuSvr5eHDeVo/zMndtQgL/8dlzXZcyYMYHlS2tNQ31Lyfvy6am//DX4vfDajgCDPg7955RKjBupNBx+OJTSQkOhlpYWhBA5im34+f66PJD1bsH8xTQ3N9PU1MQ3vvENlCvp600xb0FjTh3LsPURQlZOnUaTJpmwWbx4ccay6HD5FZfkPM9/r3Nm12faEMyafVmAQz8ZbMB1WTghHqcYU1MZWPiVUjTUtxSEkhSTeaSUOZb6axd5CW3F+GFra2uRmQ916YNouQxrKcX2NXXcJBUVFeBX3hdOwX1DooxAMG9+G2m7v+i9f/7zn3FdzzLg5gHCTntuoJTd5QmISnDYYfsxb0Gjx5RcWTKz0B9TR0cHs2fPRjmS2277KfWNM0kmk8SiFXS0z2PHjh2MGzeO4447jo9PO5pUKsV553+Hvr4+unb28de/v0pvby8HHtjPueeeS01NDal0n1fTKtGPZXmLjGl6lqQXlz1HKpVi/Lj9OOfb3+G3D/6CxqY6GuZ2BPPd2uIFNXuFuIsvcMuXLw+Kakej0Zy4It914LcRi2SDkv1j+wrlYyqMR8dNZmIOFbult2Vw2NbejO1kY4nCz37ooYcKArj982m7H7RJIpUp/eRoDj10UoBD13VBDBw7O39BG7W1tdi2g5QmZ3/z64wbN47u7m6Wv7UKIQTpdJoJEyZQUVFBX38XF138Q0zTQEoDJSOktcXaNau48iqv1JZt22itSSaTAf6klFSOGsPTTz9NVVUVo0eP5vzzL+Cuu+6gobGW+rnNKOVd29jQGsJLJlEtj9+tW7cuwKHWXvZ+OCQgbEXxFMTwjh0j33IZjtkuhUOl01kcihBPHKInJ2hLmxgySlt7k4epIn158MEHEcIr0B+2znsuZhu0STK900s0VIIjjzyAtvYmGupb6OtNBTFpAOl0mvLycrZv62L16tVs3bqV0047DSklEydORAiDSy690Mvgjkq2bNmCEIJYLBZYo8DbhU1KSXd3Nw4mW3cm+PVDd/GlfzudY489Fq0176zdwPnnXUAsWkFvXzc/v/d2Dx+uZ5GS2sOPgACHvvW9saE1GH8peueddwJjg2VZQY1Qf25yrHmquAK5L9Bg/DAajZHzfRmKwZbkAgt6hh+2z2suwKH//MceewylvFhdTe66nE6nc3Bo4q3L7fPqaahvoSxeyYaN77Bq1SqSySQTJ05k7dq1TJ06NagZPHPW9MAT2dvXzcUXXxwIdV1dXYGSnUgkgnjfK6+ajtaaW2/5Ca3tN7JqzWscdNDBlJWV8e9f/lf+8uQz9Pb2FuW/riPQWiEFAQ7n1s/OwaFfIzngh0Vo5cqVQeigZXmxqaX4oXZjofZ2n0a0cBkOps0XMCErkLW2ttLS3EFDfVvGYhYpGnuUQ0Wsmzt37kRINwBw+Pk+zbj6cv7+txdoaGjI1MXKPsd2EjkaiC9QGcANSxdz+WUzvBIaOl2QGOM4Dk888QSfP/U0rrjyUjZv2s7VV1/No48+krEsmoHb3XVdnnjiCZTySnUYhkFV1Wi0zibe9Pb2kk6ncRwH0zSD+oSGYSANz/Lj75gRjUaprbuG1tZW3nh9JYcccghNzXNpampCEglc+kopDDPrasuCUHHfL34VvKe2jrlBMooQgjmz6xk1alRwvSaN62oMo3iJiJFI+Vj0f0OWGba0tNDaMo+21oVeaYs8fBVTdrQyPDdJXh1GId0cwTK/H03Nc3nh+ZdoaPAsQuFn5cchCyFQbi4O29vbcVWKdErx8MMP89hjj9HZ2RksiD7TcRyHr3zlK54QWFnJzp07A1eXz2zDyThBiaVQX32Ne8bVl1NTU4Npml6Wr/Syttc6a4nGDDZtXufF+rY0Mnr0aLq6umhtyyhmyipkwkXc4rfddlvQn4XXduQkPrW2zCuIl/P+7RsY9Ck/KTAfh42NjXBrUl0AACAASURBVLS3LQjxQwrixwvmMsQPfSz6i2YxwdKnxqY6/vrMc4FFqBg/DIfe+LRkyRJuvvlmuru76e3tJRKJ8MYbb7B582ZSqRTxeJzq6mpGjx5NKpVCax3s9OPzIiklpmkyduxYTjjhBMaOq6asrCxQXIQQrF27FoBTTjkFgBUrVqC15vvf+w/Ky8vRyuBfv/RF1q9fj2mazLzmSp579kV6enrYubOb6upqpJReXc6GVpSyir6DXFL8+LbbiUS8azvmteQknMyZXU95eSjWUtgIYTCY9D+SeGWptRly+WFb63xamufnJIOF2xgIhz51d+euy8X6cuVV0/n7316gpaUlU58yi0Ofl+Xj8I033mDixIlcfvnlSCnp2r6DI489htGj16G1Zu2a9YHAWllVxuTJkwv5dxFXsb+2Atx042309fUxZfLBtLS0YNsefqWUnHHmv2IYBuvWrUNKSTKZJJlMcvjhh3uJodpEaT9vwwsnaWtvyijcg+NQSsmdd/w8sLzPX9CWo+R0tC/MuV5Ix9v4Qg3s9R0qDke0cOnTYMxUCMFxn57G888tY+uWTsaNH120HYGF1poFCxaQSroe4DNANo0Yixe1e9lcRZ7vk1KKE086jkceecQDkMp+IK7r5mRHuqZCJGyU6Wk3VsRzE7R1zPVcjsKr6H/ppZfyztoN3HrLT7hx6a3s3LmT/SdP4KH//g3d3d08//zz1DfNp6pmDNOmfZJIJMILf38Gy/Q0uo+fcGLuczPxdX7Qr23bbNu2zav6v30nL738AitWrOC1116jo30hVVVVzJldj+u6XHbZZVhmHMPUnHHGGbz22muYRiyY52LhAM8//48A/OBlOYc/uGsXzSOZTLJwwXXBNc3NzbS1FXcHjTR3ZJgGUni01nzyUx/jHy+8zPp1m9l/8oTi8UUZ1838+fNJpxRNzXMRGRxaZpxbb7meAw88sCjT8sk0TU448VMBDt0QQ4hYZbmau7CRjhPgMB6P84Mf/ICenh7S/Ql+/dCvOP8H3+VjHzuBtNB86lOfYty4cSg0/3jqrzi2g2lKPnLk0QXKUzqdJplM8tZbb7Fl7TrO/c43+Y8ffp9EIsGLL/yDJYtuwIqNwjAkLc2eNdwX/oR0OeGEE/jkJz9JR0cHq1at4rEnHmfU6Er+981XEEIQjUaZUzuT9tbFXn3azNwVY3DPP/98tm0hCjLqG5vqSCaTLLr2+uBYfX09HR0DFxAfSYu6T4Mp3p/81Md44fmX2LRxGxMnjQ3uKYbDxYsXk+i3A4VICIFlxrnt1hs46ODJJb9HrTWmaXLK507i8ccfD2Jq/T65Tm6yS1onefDB3/Pcs8toap5LQ0MLC5dez7jMYrtl03Zqamo46pPHBXHqfsa21polixbz9J+eRJppfnrrj3lt+Zv0dNt0dq5g+fLlgKc8T506lSlTpjB+/Hji8aiXURyPE4lE2LlzJ/fddx+HHzGVDWs30pvq5cTPnsSGzdsRKoFpRtnvwEnAJDZsXU9X/07Ky8tpmtXArLnX8LOf3Jsj3BZ7L88++zymmU0Yyc9kvnbRPFKpFAsXXBe8s9raWhYsGKSA+AikYolckOWH0z5xDC/+4xXefWcjUw6YFNwzFH6otSZilXHddW0ccsghA/LDaDTK5049mSeeeCLnGcF3EjI2dfcnWLlqLWnH4bhTTmbH+k1UVFfhZLw5hmFw0IT9WLp0KVOnTiWdTvPuu+/y6v++ySGHHILr2mi8naEiUa8KQHl5ObZts3r5GjZseIfVq1fT2duNm0yTVoLOrdu4+2eZpFhLexbQ3l62bNlC544eLMsiEokwefJkvn/ut5gxYwb/9dvfsXrN25lwuey3Pn36dG6++eaggLuUhRUhPBw+m5O4FBYswbPIJxIJrl24JDhWW1s7KD8cKolSsUsjgdLpwj2y8uMhINel7G+rNbdhBoJs0VFXJenrdbhusbewtLQ25Ahk6ZRXYHfe/NaigfD58/T0//ydhx9+2CsOnYkLcl2XhrkdQekYV0HftvWUjZkQtNHWOp+Oa9t567XXSaWSXHXlLFzX5YApE7l+yc2c8i//yumnn05ZJMq2bdtIplKeKzlqcMFll/CLe37Oju3drH7jNS+JyXH4xOdO4t+/+iUqKytRyiGZ6qe6chLK8AD30AO/RsoIm9dvZNOGNVRWjiESiVBmlSFMxVtvvcXbby3nyT/9mW9/42xsoSmLVyGkF6sViUT43Kkns3r1aqSUXmAxHoCjkXJmzJgRWKKamucWLcIOXnbd9df7C7tBfcPVRCKFMTRhJlJWVva+S5qO4+hirotSWJw3bx5OBkJ19Vdlkhe8j9x13Zx5aG6pL8Dh/Pnz6ZjXkhNakE8+Hv/6zHP87ne/Cyzi/jPq69ppn+fF/CgnwtbON7h56b2sXr2a225dyhdP/xpf/uZZ3qK+ZUvQnongK9/6Bm++/gob3nqHv//972it6VM2hx12GDPr5uDK3CoMLzzzPC+9uIyeru4gBMKUMGHCOBKJBIl0ihWvvMZdP/0xP7joQm9cKo403GBhMUzNhAkTOPvss9l/yn7ER5lEIxVBmIVhGEQiEWzb5qe33I3jJmhrbwpiCU0jxuzZswMcNjbVBYw1fwHcsb2bG2+8MThe31CHaRbGkfk4lFISi8X2ORwuXLjQ2x6RDA5FNEcR7ulOcMPSJWjtesXxQwuw63i7JM1b0DjoLl9aa555+lkeeeSRwIoeKM+z65k3v5XH/vhnPnvyqZz/gx/wpTO/Rn9/P1KDNiVjx49j6mGH0XzVLJCCz//L6WhDIBWc8IXPobTm5Wefp7e3l/7+fiLaw0TSTnPMoYdw+BFTueLyq70QiMyCi3CoqKigpqaGY445inHja4hXWkjTwJRRML09piMxi0n7TyTZ3UtvbxIFRA0zsPb41lE/Fr1y1GhamudTGa8EPOG6rWNugMNIxKR2TitCeIt+c0t9YKnKpy2bd3DrrbcG5xqb6vEvK8YL91Uczp8/P1PXUdHQNBNBtgKFq5J07Uxy49Kb0VpT3zAnp+h6OqW8HIaOuQMmqIX54e9//3va2tpy8Fw7u4X2efX86JLLueiii0g7No5WbFy1lpXr32HatGlIKZk89WCEhs2bN9O3ZQcnHDeNe+6+j76+Pnbu3ElfXx/V1dVYlkXNlHHErThpOxFYzHsTvZRFoqANlKGIWTHSVoIVy1Zw5JFHYhgGAhM3oimXcbTpWTnj0kRLEVjdTdNEWCa63+G7536HlaveDsYopbeVtJ3OWk0DHEoJ2sQ0YtTX1wfXB2UVKeSH27d1cdNNN2WOGzQ2XYOfxLs7ONwnLJdDpblz55JOO3R0tNHSdC2GVrhCIpWLUmDFolimpLF+Fi7ePtnaVZhSMr/jWkzDwrVtRCigW0qJkiANiUpnLXKf/cwJ/PHRJ3Btr3SQUopYtApDSnRoT20RKyOVShKLxenpTXLR9Et58dllzJhxJaYZ4647f8rXvnkuBxxyFNc0N3LSKZ/hwksu4oFf/5rJY7xC5l//+tdBKF56fhlKedtZWVaU3t5eysvLGVM9mpqamgz4Mi4hqfBer+K4E47jhb8tY/+Jk5hwwAS+8rXTgjl74M7fcMgRH2HilEk0XtvCyV/6Aq+/+grXdVzLjKuvwXEcHDfNE0/8GUNajKmp5pZbbmH69OmAt+Whz4h9N3uYwkCuqh4VOg5PP/13/umfTi24biTSQPG7+Zajuro6+vuTXHfdIlqbF6GUwhISGwfpaiKRGCaauubZCDeNkllmumDeIqKRCK5to10vwcpxnKAOm5QSx3GCjFUfh07as5pLKYlZo5BCkE558ZKz51xNZ2cn9/78Tq6/9Sfc9LOf85VvfQMDwen//iWeeOxx+nZ2I6Wks7ebd999l1isgmXLlhGNRnEchy9+/p+YeuTheIZrD1cgEUqxadMmxk6cgNAgNWzbto0r584hkeijoqKCyrJy5rU2MaulnXGT9qN3xw4eeuh3nHb66aRSaSIRE9eRbNiwiRuuvxkpJePGjeN753+b8RNqiJdXEI2ZGIkIlmVx8fTzsWJRko7NqFgU19UsWbIkECYty/LCP0pgakxNdXBOSsnf/vY3PvvZk0c8BmF4OJw9e3bAD1ubF3nxl1qitBfSMHr0aExTUls3O1Of1YtHA2htW0g0GsVOpTAywpEfBuEvgL5F0dEunzn5eP7wxz/h2gqlPYXYinpZtA1zGzlg6hGs+tUv+ezpX0BqOOEzJ+GaXlzj8pdf5c4bbmHy5Ml8/NOfoiedYHzNWLq2bmfr1q1MmDABKxpldDRKRWUl48aN87af7AIszY9/ejemNLjhttuYfulVQXWC7u5euru72bBhA0cccQTRihhf/vaXef0fr1A+qgrTtBhVVYmtXERZlDGjR7Fx1WZ0Ok0y5ZBK9zIqWoUZM0gmk0QiEVKpFJdfeQHRaJRZVzVwxOGHeRUQhPc9LFx4HSJjAYtGoyUFS4DxE8bm4PCpp57i1FNP2edxmE+1tbX09yeZN6+dlqZrEa6DNkyUdpCuV0GlPBphxpwrAIVUGiUFQsPC+YsxDSNnXfbDzcJrjZvpy8knfTqHHxqGQSxWjpCaF1/5X665ppbt3dsAOGDqR+jcsJlPT/skCSdNLBbDECaOm2bM+HHce+fPWPn2mxx44IGsXLmSiooKurs9/lhVVcXO7i7OuuRMDEeS1g7YipefexnhQG9/PxUVFRx+4uHYboruTT30p1N0dXYSNeN86tRP8/ILLzGqvBIQxPcfz5jRVbz9xgqQklgkgmFZxGIx7vnNfTz6p8eQKcm//NtpuI6gubmZuXMbAI/n5Zcl8jeVgewWz6VwVTN2dAiH3rp8yimf2W0c7lOWS6UUWoB2QQuF0BItFFErRnd3Nw8/8jt6uvswLYlWBmnlotI22pCe2VkaOI5DfzpNzLRAafqFS1SauCivTICQQYyhaZpoV+Gv/X41e0Nk6gAKncmLEBmh08+czQr1BoKPH3kUE/arZu3a9Vx19dUYGh555BFa2zrodxUpO8WnTzqJzq5OolYUKQWmaQF+EoyBlIJlz7/A6KpqDATPPf1XT8iQkm9dcB6OdrAsA8dRpFIJKioqUcJEaZeKSCWp/i6ImKBtXNcvuirYuvYddnRvo683QWVVBRUVFfT09NDXn6Zny3Ze+99X+dWvfsWVV84IysgI6RKJxJg27WN0d/UH8U2z5symqtIrou3h0k+WyII0nBxkGAYNjbOB3Dp5I9NyCdnAdImrnQB/Ph4tI0Jvby8PP/I7erv7MCMGhvSSmxw0hgZhmUGMrbZdjGgEqXQQypCS3p7dlozjZuJtilGuOzSLQ28ePdy8/uILvPrqqxiWyZf+/Svs6O5FCBhdUwMRL/GmLBbDRiGU5tVXX+XjRx9DZ1cXvd3dPPv4X4IF5KhPTeOgww/F0QpTGCihEQqE1kggmU7z7turUbZDKpXiyE8dSyqVYtSoUTz4wK/5wtdOozJWQ19/F1EhePTRP5LY0cmGdRt59NFHOPsb38kKP37ymHSJxyq58OLzmLj/BOLxONFoFMuKBIkcUcPEtOJct2gJQpoYwtsVqqq6vIA5Cg06M53tbQuC50gD6uvrSmJwZFmMYDAc5vPDWDzilRRKZ2vrehmrTiaG0cwG+Uvvf0d42JNIr4xPEWHCyCTwGMrjjYbWOBKE9nhhonM7S2+8mYtmTAfXYFRVJVWjq0krFydto9BoKaAvxV23/YQxY8bw2dO/wNiJ40kqRdyyEIYk5djEDM8iHYlE2Lx5Mzu2beOtF17mpK9+DqliRA1Y8fKr2Ol+Hvn9o4wfN9kTht00oDAMCyEEHz38cD528seorKjEMk0UDtGKWPDuo8QQKrNJQMRmwqSJvLPiXaKWZ7mUpoEhJJFYFFMKYuYoZs+eza/+3wMIw6Sp3kv2MU2TxsZGDFPn4TDsTpc5/FBKSX3DLMKl3z5IODRML6xKSYGhvVhIMxYNwmtMJZCm4WHQcUkb4MehGoYX5y00CENiCA+XPvnrMoCrXW+NzsydUJJ/Ovk41qx7l/b2BdS11GGaJuvffJuK6kqQEjMe9YxJVgwXly1r32HMhNHYQrPsyWeJR2O4rsuGDRsCT095eTkfPfajxGvKMC0LbTusX7se6UoOOORgHFtBzEUYmp0bu5HSMwx1b+9m0tQp4EIsEsOQEmFosLyySBGgp6sLKxoNNqUoKyvDjBiku5JsXLedUVUVfGLap7jhhhsRQmAYBguvbcuMW9JQ1xzMU3Nzc1EcCkBIL6lxb+BwRAuXN/z0Nm2I3BpSprZLakyuGLhek5Ffwk3rgJka2rvfP15wjxC4PtB9YVMUtumTlJLPnfpp0mmbd9/ZSG1tLeXRGH/5y19ob29nY1c3E8aNZ/Sk8Z4AK63MY7JxpH47wdil5t3Va3lnxdts2bTZi7VzXaZ98hNMPuLQ4D6veHAlrjCCcb328jKOPPLIoE2lFHayl55tnWzr6szsUyoQ0osH8ROINq1+h/7+fn7xi1/wve/+ILCchU30Uw87lJrx4xg7diw23kLlKs9FZZiauM7ulKKVZ1Hq7+9nx44dzJx1qbcjUWje/HmAkSFc3nzHnRrwdmgAEDamKo01V4DIFAF3h9D7YvFbhgZbF7ZfymIQxuGyZct4439f4vjjj2f0fgfT19tJNB6jfHSVJ7TprJYbjUZx3XRQF7Gvp4eysjL++7cPYjkentZtWM+pXzyNqUcejq8p+0JKFnNpVr7+JlJK7N5+KvefwLgJ4ykfVc0D//lTvnz+2ZihbqczFoq333iL5S8t49xzvs9//ud/5mwXGA7Ar6wq45PHn8Dp//JZT8iMeG4o0/Qymm+80WOyxx77CUTUAp21ptu2jWmaxCwH6Xh9TiW9eojbt28nlU5w2WWXBhZ43yIy0tziN/70Hi0NF628b0yTDnBYDBdh7OWfs4T0ql1krgnzvzCVOu6fC7evDRkc7+vaQXxsNd2dfUgpGT1pfFCgIJlMetnjUqKU4Ok//hFDwbGfnIatFWPGj0UExardIPHKf19bNm1i/ylTvPqVRjbzVaERjuLNf7wA2uS1V9/CcZwg9lZrjWF6QsGUj0zmxM+fEgiskKmgYWiSaRf6HbT0Yn6jMenNl/CsQOFktJhpYRpRxo2dxI033spRRx2FxhO2/XAY3+oLYEUEMVcERblTSc87kUwm2blzJ5dMP59YdFSwyMMIxOHt/6mliOTwQ+kMbMW0tRoQSwCGMnAz1VSKXatUtg1LSDQE+IVcnutfJ6Vkwzvv8s//fCrpdJpHnnqKf/vivwCKVS/9L9X7T8jW6BWgMjkU7772OuMP3d97Zlrym//3AB/96EdJpVKsW7eOzs5OtNaUlZUx7fPHo2yH/p4uOrd0MnXqVFxLBiFCjuMQj0TZsmUz48bVsH3TdkTU4uDDphIxzByhDrz3vXXHFibVjAv2tve9MdFolER3issvm0lLR3swdksUJh8H82YWx2FEGAjbRUiHZMIJcNjV1cX0y/+DaKQix0I8XByOaLe41BZap7J2QG14C67I/o0YelHusPDogy9/hvKF7SzASx3P/u0z2y/888mkUim2be3isssuIyINHvrNb/nlL39JbWsT557zfX7687sYt//kzEAz/0mJV2S80LWstWbrhvVIKdm2bRuWZQUul+oJ49i4fj2OUkyZMgXDMDCMCFJrhBQYgJXnsrYsi1VvLqcsYiCEIB6PB5mYESsbq6oNyR133BHEweS7IwBWv72KNatWM2nSJA445GA+8YlPsGbNGqQU9PT0YsQqcNAIYWbHWlbO2LJy7rrvvzHIJgNJKXHJxspNv6CwePN7Tplq/CITG6lc5f0a4PMailAJhczAx6UXN1b8nvCiHsbd5s2bWb92FT/+8Y9pX7yErr4e0iLF+MlTME2TRCKB46ggS19rzcqVb3HEEUfQ2dnJjm3bcFM2nVISceGdd9/lgAMO4Mwzz2Ts/pPQGS3Xtm02r1mDbdtEq0cxfvwk7JTHnPzQCMvxihrHTAsXTZmZjbPSWlMmvDp/R338SNa+vpyHHvw9/++BeznnW/8RXOMzQqUUPd0Jnnz8MZ7/218ZPW4sF170/UDItKwUF19yAVprbr7px1x11VXcfvvtfPSoY1GujSEMtOuQUK7HMwAZtUhoKBtTQxlw768eAuFi6KyCo2W21u1IwKEUjlddCBu8GP+AH7q6NF78eQ8v2K7IXZjDeA0rz/5x4WaFx/A9AX6F92mbCE44bhqP/flP9OzsJ1ZRRkVlJejstV5NXjfweGC7OFrTk+hHWAYp28bMJAsppejevA3XdUnaaZQEE8kLTzzFQUcfwiFHfJTKMaM5+RPH8Ytf3g+mQTLhsPTGeXzjzPNIp9MI4e0F7rourgM9PT0sf20FpoLjTzuV3t5e4vE4Qgg2vLuRmGFhRS3MqEnadhBulOiYUaSTSZyE4+E+Gg3GYZoOiU2rOOc7XyUWLeOSSy7je9/9IUoJBAqtbKQ/72mDPjIY0xZELVKAiJcxOl7G/b/5Qw4/hBGIQ22B1giyhh5XgHJFpiB4sU0hCnlivgDpSjebDCYKz0spA/d3McGTzD2WkEhDYgLHH38859x4Paee+hlExKS/tw9XOqx/822aW1u46bZbscriXhx4Zjey15b9g4MPPZDEtp1eMuyWTs4880xeffVVTCPG6NE1dHZ24rouqVSKv/3hKQ44YD+EaWAYBm+++SYHHnoIG9a8A3hrrTQNXDTptEu/naJcCOxkivWrV2JErGxIWeZVG44iNbaGRG+vl61eWYllWTiOQ6w8xu0/v4W1K9diq4hXiktnv8MCchXep+tiSi+8yk1rEr4VXZkQNQMcVsfLuPeBR3Jw6AqQYng4HNHCpU++Vm7gQlhDH4ZgGSaRsULmuxylKhQgS1kmDZ1hkkBFNM6hhx5KWbWFZVls2rSJmVdc42UuHnQwb731Fvfc/wBJ28E0Yjz5178RixRa66TUKOX9D6Bdl2RvP93d3Z6FyDICVzg6KwinUiksYSAMwfrVXumNjfLdzBQpbxwIlr/6OpBl8qNGjULb3j6jvT3JYEH3+9Pb28trL7+CFRGc+rl/Zv/9Dsy5PywQAmzatIktW7bwyj+W8U9fOIXTvnAal112GRMnTA4sCJddfjEVFRU8+Ze/YkRjKMDFQGekTlf5LvWRu3uFZ5EQmTirDEDyFJ0AsyWYavDbd+UwsJUIMtqpDleN8+7RWvPss8/y+c+exKrlb3D5jGsYNbraq7vW2U1fVzf7778/sYjJO+94DE8qqBxTTdWoUWzfupXu7m7shBcr57tiDjjgALRSuBGDlFBEMmWpNr/7DtIyMaVAOQ6WJdm2oYtIJBJYdLAMund0UjG5nLO+/03vmYa3p7kfH+S6Lk6/SzweZ/6CNqSIBgWGfcsWZHe8UMoTHDav28KSBTdSPXYC0y/7YbDYG4bBFVdeimnBxZdcwHULlvDCCy/wxS9+kSOPnUZfKsmAjhpt4OJjUMIIxF+xOr+DfSeBsEw2QCV8z2DWSVeQY5X021IZC1I6nWb79u10J/t59603efThhzjl9H8hHvHCRJK9/Z7SmrEQdnV1UVlZSU9fH28uewUpJWvXruXQY4+ipqYGASQyma1SgaMVSBG8Eyklzzz3d6oPGs+BUw7gjRXLue3Fn1BZMYq+rm6qqqpQyrN0+rG3foa3J2R6LtlXX3uLRNLBsGDaiZ9m69atlFlRdCbOOep4eOy3UsTsGKmUg2tCRBmknTRYBrEYQdu9SpGwXRYvvY4yK8LVM+Zw5jfPyZ1Q4Sk4pbLNweOHAQa9lzVi4zDD+JOlFssS5GMu57Yi4wyfF9rDoqEpsFyOqazimOM/Rc24sdi2zYL6eoSbZsGCBUgpSaQUPzzn22zr2Um6t5+lS5eiDBHUp9QqjcbGSdveblKmQDlw1FFHsWzZMq80kPJ2pBo7diwb1m8JYnFt5RIzPKE4apXxzspVwbfqJ+ikEkkS3b2MHu25xh2tSDk2lgAbm7iM4KY9C67W3tpdWVlJZ2cnnZ2dVFZWenU8M2W5Djr0ILas2cqjjz3O50/75wHnOvjetSg4PiQcalB6eDgc0cJleCBhrSV8rJi7R+VpN8WuMxHBRoQ+eP1YEN/VJ5XCEgaVY8s56KADiJleJuKbb6xk+fLl3HPPPZxxxhk8+eST3H73XSiluOKSK0kkEhiGwR133MHMmTP57Gc+jxGxUKkkQgi2b91ETAo2rl0zpHlQSmHICHbCS+AJ1b8OTN2GYSBdcELJSN4OF4Vt+ZRIJIiZFumUtx1gMpkMtCPXdVm3YhXP/PUvKFcyZfLB2ITiqwZwC6fTaf7w6BM8/tiTlMUrSaZ6Of300/nIRz6SyWhXnPLZExhTM46HH3kssICMVAYaVkKCcABDo1RWsDTwFI2wa0dK6cXrqlyrj5u3sIf/93+7hkRmfvuWl+7ebZzz7W9i9ycREZOtWzpZunQpfX19XHbZZdQ1N7Jq5Vouvupyz8KsvEXS7kuw9u3VxGIxnJRnyXEyQfG2bdPX14dUBJaiv//5qSDbN5IpvNu/am1g7Qy7b7Tt8vYbb1Feno1xlFKiHJd0f5IH7r2PI448FPCtC9mQC4ANb69hyfXXMmH8/nz5y18OBBB/r3FfsPQVHx9zPd0JerrX0NG+kMrKMVx8yX9gGCIQNG3b5vLLL6e2tpaNGzfy9sq1mKZJRYW3heqoyji2bXPIIYdQWV2FGYnQ359GmIX7XI8U8nFYTMAMU77gCIXCY/geH4+lwn3Cvy3LYvJ+Y7FMyc6dO+npTjBrxjW8tGoVV185k0RPkn+88hL/duY3WLhwIdOnT0cIEdTw891/vb29wRiEEPzb175Cf9oreN+9YydKAo6HTx93viXbNE2+dc43sJXLIw/+d5Dszs0Z7AAAIABJREFU1r+ji3eXv80tt9zCBRdcEFjSfYXHr74gpcTJWB1XrFjhbaPqOhx82MHYWKBdhDAwhINAgG3T3S0oLy8n1ZvCiJkIpTG0gZ12sU0jCNHAhETKxo1EaGltwFAm3zz7XJraW0m5TmA5Hy6NVEUbipUWKvQoWkIG1jUfe4FS45bGa8HfGUEHvKUt4J+Zdb+9vQM37bL05ht49+3V3HPHnfzX7/6b226/k/2nTOarXzydrWvWUTmmmlhFOTZZl7SrQDiKAw/aH5FZV7dt3I5O+9b2zPeHQXXVWDZt3IZtCxzpsG71evY7cFIGq9mqHaZpYtteYpFlWV5N13SEaDRKRSRGKpUilfJ27dGWx1vTprdJy6Y172arGkTi9OzoQUREUNi9t7eXmiljOO/8bzK/5Tq+e+F/FNQ4LkrC3S0cDnWdHtHCZT4VG5QfaxCO6TD8Rc6/SGfB51OYgUrp7eZQWV7GUUd/lKryKi+QPJXCcRz6+vqYc3Ut1dXVXDPrKsaPH09lZSX33X8Pl19xCV/96leZPn06TjJFRXk1TzzxMF/84hdpbW3l1FNPBWDL5o1UT9zPq+BvWPQ4ycC9nF9iIZzpGsRTae8amRF+szFLuVX2S4Erv9irXwj7rbdXMXHKhECoLLOiKDvFhT88j6rKSmKxGGed+S0MGcUyPOuodpwcx4cvyPr98fuc1i4WEseBhx78fc6zKyoquOyKy0u+15FKQdyJ0t6OJAJAo/GEQXQ2ZghCeCxirQzj0V8ALVfhKpsjD5/KquWr6O7robOzk0QixebNm5nXsdjDpa1IpVKk02mOPfZYrl9yE2+9sZJPfOzj3H37nZ4mrrW3zZn/PtJpKioq6O3tRQhB1/ZOjKiFiQTpWXOSaW//53Q6TSQSoSvZj5tJ0jEMI4h988nHVW9vb64VQ0rSjk1cmp7bM6MRSVcErp+uTVtZtHg+48aN40tf+hKjKkYHlnlfwQkLmD5mlVJBLGX39h56dvTys9tuZ8qU/TnppJMQQjBx4kT63D4aGhpy4pn8eDl/8wHTNAPsSin5w+P/M+SQhveThBBZK6LWOVYcKT3LTjGBREqZ9WaEFmav0Yz7C8D1Khz49fViETj26I+xbfsmtm/rpL+/n/Xr13PnnXfi2F5/uns6ee65v3vJLHVzOes732b58uX89JZbaJk/P9jyMB6PM3bieJ559Ak6O726xK4gEBL98JwwT4FsnO/aN1ew39TJwTz0ZlyH297dwC233ML3v/994rFRaOUE79nnqVLKzK5N8WCTAtd1WbNiLYYyqRhdzvgJNaBiOI4VbDIhpRcOYmGhE5poNI4SBjt3dnrfl6uprKrAtm2OPPJILDNOZWUlV1xxBdOmTePRhx/y6gWbks+ceBIVVZUkbVVyoR/JPDF/ExPI72/WRp4TJ4nM+ba01hgItPT4aFiJkRAYRlxB4EXw4y19CmP8qaee4sF776YsPorjnniE7Vt3MGbMGO655x6mHXMMJ3/uVH73h/+PJx98iHUb1vPT22/HMr3a11JEwFDc/rO7+M53v4ULlEVjXHLJJSxdujTDi7LPjUajTJo0iXXr12DbCsuy2LpxE5OmTA74JIDOJNJo10EYXpKRMhRaaF5++UWqRlVQJSMBvtAa7ShMZZOORNCuS6w8glI2ttQYrkEikSaZtKmIxkn3pYlZMb77vW8TUQ7PLXuZT3z6uAKZIvt+/HeTs4JnFYI8LO4ODkd0Qs8tt2cSKXRuIo3Gc5UU07TDv31GlR8jqLUXD3bk4VMpj8fo6enLbEsVEtQye26bpklNTQ1333035513Hg888ACPP/44q1evZuxYr5RELFpBPB7HNM1ga0jHcdiyZQtnnXUWTz/9NPF4nE9/4RR2bNkWLI7pdO5OPUAAsmg0iikk2nZwnDQHHP1RNry9ildfWkZ/b4Kurk5qampIJ20mTZnEqaf+E8cffzzjx4/35sF1iUgTW/Uxbsz+JFJJ3nzzTe677z7+9re/BcJDODknTGEG4u/uE7ZM+a4m/1h4kfZ/+4w5Go0iLRcVraDc8GoVmmWS07/wz3Tt7MPV/z937x0nVX318b9vm7azs51ld2FBehdEQY2JomLvscUe1IgaS5LniSQao+EXzZMQG8Ru7DUETDQxKgpowIIoinSk7AJL2TazU+/c8vvjzvfOnWEXMMnzuL/feb10lpk7c9u553vK53xOYYbaKzde8/1vfKkXegiFJURRmjG7wxixtx6Kkq9XAoEAI4YcxN133820adMwDIOWlhYCgQB7cuVqAbJOJbOuU2VZlov5UVSbZDJJUjdZt+oLDGyOOfY4qssq0HwK1dWVObiDimlmyWSyKIqEbUuEwyEsC7RgAEvPYFnw4dIlxGJxfD6VQydNpq6ulm3btiFJCpZloGl+JMl2Z40rqk0wUEomk3EzAYqskbWzrPt0BYNHDndLh5atY+o2o8eN5NQTT6KiooJjp5xA/34HuU4kkoVlGe4zKHRUOBdQmNnMl81zgY1iccwxxzBkyBDq6+vdkrmXQ044Mn6/n7Vr1xIMBvnW0cey4O2FdKX2ngTSG/TwoSefLuAXdINpT4lQtuy9Mo/ef4vnHg4sG6ZpGtXlpezZs4fOzk6nzJ1rPlFkPxWVpS4cQpZl7r77bodn9bbb0HW9ADcryzJtbW00NDQwffp0NE2jvb0dWZbxBwM0Nzczf/58DEMnHI4AFqmshW1JyFo+sPjTi89xypmnuyMfZVnmZ//1U0pDPk45+Qwa6ge4dsQ7nUXXdbLZrEv8Lyb+ANhk3cYJB7fu4NCRJUqCYVRVpaSkhDFjxlBZWeleHxc3SlGJ2GMjxfpTGq7gueeeY/Xq1fh8TvbKHwxwyGGHovmCGPvJCuUw6N+4HnrtoVe6W0d6yoYLPfxPZWQ7OjoYM2QQ8XSKN998kz1trZSVRnjj7XcZPnw461ev5NHHHqRp6w4aGhqwLIMdLds47dSzMLIpPv38S6f5JpvCVpzgdspRx/Lss886dk3oSo6XV+jT5s2biSc63eDXlA2GDx9JNpufIa5KcgFVkKIoxHNwt0wm41SMJMdBFT6HqqoElCCZTIZwpJT6fv3oX1dPKBRyG5D8fj+PPfYY06dPdyc+CZ1b9skKKisryRhZjB7WJ6948ZQ9buPRzQPRw17vXOZL1N0fp7cEvj/Ix+aNG7jg/HOxbdstAft8Ppqbm1m+fDnt7e10dXURjUZJJpNks1mSSWfGeCaTYevWrW7DjISTAfH7/QQCATRNc2aABwIO0a/PR1NTE3X1tTQ1baG6upqBQwZz0kknceihk6ipDqHKTqrcNFQCgQAbNq7hoQcf46OPPkBRtBwWJIEk5ZtxBN5iy5YtDBgwoJDfys470ftLX4vPSkpKCIfDLlGw4LITzovAeAiHWAzoUSzc7YQhLd6nKLPKssytvgoml2qEVQOkAOg2hAJw+KHMlm1sWev2mHvbot6dc+ld1MX7+xeLQw89hI1r1xGLxfjqq69obW0lGo26jQLgTOyJdbWTTjkOViQSIRgMomkawZBGZ6dj2Hbt2sX69euJxWIcccQRBVlq8VvezLK3xAz5YEKUykWmUxg8r56J7mtRZhRZJpF1FFl1Uc4Xkbw3++hih3PH1dzcTP/+/QEHQxwIBBwnyM4HKt4MpPieOGavHSvO5kuShCQ7WOK6vv2pr693j9E0Terq6pg3bx5DRg7n2ClTXQYJ7356w6L+0JNPuyfZ06IsdE8sKMW6uD876X0GE5k010w5jNe/2MiePXscu5jQXchEc3MzoVCIiRMn5rKnWYwsrhNnmiamlaErliIWc3hUVU1Glj06lHHmeQu9E+clMtfOfbXQdSd77vf7ue222xgxYhi27TBjpNJdbN68mT8+8QzRzsReTo43ILFt23UWstkcti43CQgAyWDw4ME0NjYyatQIfH7VxQl7HUagQCeLdVTT8lnPW2+9lZJQGXf/ZiaKorBq1Sqam1ocUvZIhNp+9Uw+/HCee/EF5xj2kcnsDXrYXbAt4GTCHnrfL37dl7iVuqJX8VlP8ve//51LL7yIu2f9lisvv4RXX3/D1UHDMAhqMldddRU+n4/29nZ3bRLd3GK7jo4OfvKTn9DUvIl5f/6rG8Bns45ue5sSTdMkkUiwfYcDuQkGg7S2thKJRJgwYYIb1Aq7J0kSmuas64GgQ9QfCoXcARFinRX6JbYVeuvlq3RtZ468v1j/hL22bZt3Fiymtl99txWZvdbtfZTLv65z2evL4l6ckRDLtl0Fdi8y9Ngt2dXRyvHHH0//uj4sWrSIdDrtKpMQ27bpytGwhMNh9uzZ43RmBQIuhnLAgAGYhkRaN5BlZ8EVZXNJNol2JsjoCTo6nFIJttNA4ff7icVixGIxvvj0swLMWc/iGN/yMqcE73XUNE0jGChl4MCBBefgle4eROGoFy/Eo0aNYvac2YSCIbd0Wl5ejiRJDB06lISeRpWUXEnRcSxRcMuX3t+2FIncaOmCctav9Q6kLpUZtspIxSaiKMQsg37LvyQw+WBSkoks5xW7t5WFxPGIooKgvXBxP5KESvcMBF6xbRu/IjNz5kwkSaKqqopxYw9xMWm6bmFZNkaO2iOTjiNLPgIB1S1Hp1KpXGm7ktKwQ4BbFqlixPAxAG5QEI/H3VIkFC6yXgfTsqyCLLbf7yeTmwxVkBH03G9JktB1fS/jKRrChNFOJpPuqyRJmIYz/UVCw7ZyVEF6lvq6RsycKqtKACMLWT2DJO09pcirG+K4vJl2YWBVVUXzSWhqwA0CDcNg+/btlJaWUldXx6BBg5gw4RDmzZ/rGHbZUe7epn/F4sWtiQVddHRbloUqgPtFyqgWvddd5URImZHkmIt/yH/P+BH33/cHrrvuOvRMp2uDxowZQ1NTE/F4nEAgkHP2cmNMc2wWdtamtNS5Dy+++CJtbW1cf91NaBHNyV5pBpblNJCJoEPolcBlptNpTMPEthSSCZ0ZM2YU6KVwTMX5eCnZxHE4/KhajhPQn8Ox+VxMnJj+ZJoKX23cyldfbWbBggVomsaoUaM46KCDqKury2cc/c60Iy/MwmHd8LNixQref/99ampqwVYZMniEy2RQUVHBkCFDmD17NrptEg47Va+hw4dw9NFHYyHnG2P+RVzc/7YUPBsevCSShJ2zfxJ5XSt+LZbuyuvFr3vtt0jeW/gGra2tyLLMJytWFqx/oVCIr9atZt1XWxg1bLCb5RM65PP5aGtrwzRNQqEQc+bMoaury3XYxPqPZGLb+SBckiRCoRCN/QfR3rEbVVWZMGECoRIfpZGg6+R5AxOvrZIkyc1cCp33OqEiaFdVlWTSyXSKgN0ynWcwk8nQ3t5KWVkFpaWlVFRUsHnzV041Nqfjo8cMp7GxkRVfrunRwczfw8Km1O50sCfu5WLp1c6l4BZTcp1KgNv53JMz6VXUaDTKYRPGsWtXgLVr19LW1sa2bdsoLS11QOYpg1S6i/a2GDt37iSVSqFpmjtZwfk9Z1azTwuhyH727NlTsA9hyCRbpqSkhEgkwqCDhrnZJfE7JSUlBSVNUc7pKcrOZrPs3LmT5uZm2tramDBhAps2beL4448nFovR2NhYEN15szfd3XwvZyDgNucYhsHzLzxNdVU1wZCf0tISduzYQVtbGxMnTmTHjh3U1dU5BPLgcBV6fl5AAVzogoV7bt7xe4Lo9T4kxmzcxLWnHkdjawK9rgqpqwOtrAJTKjQeX7P58H9NBIYN8theejB0xXpZ7ORLksShIwez+blfk4lJ3PzX9wrmtQuDJ7aFPAbXNSyeiFtwM4rFVEg2m3U/8zr54j6Vl5ezYMECWlpa0DSNyZMn88EHH3D88ce7xtSb3RQRtFe3RCTtPXbv/jRNY+jQocyb/wp6xqK6uppjjjmGyspK1q1bl28O0hQ3ILElx1GybRuyJpLPQ5+FjKU45XXFylN06bpONBp1MwyHp7oYVVmFLAdpDSpsTcRpibeT1oJE+tVgKhZywI9PVimPlDtNbbJC44C+GLaMovROx1LooelxJM0cps3VyRy+fJ8RTpH0lBF6/vW30SWTGbfcRjab5ff3/A+JeIYZM2a4meXGxka3ulPs8AlHzybLU089RTQaxe/389HHSzjxhFPRdd21X8KOiiyOZVkEg0Fs20bTNNch+Mc//uFmk0466SQ3+yjLMoGAQ9odjUaxLRtFVtEzjrObSsYRYymFuLY7t19F9uecCAPbUrBsA3AaONeu2QiSMw5Xkp1GDZ/mcK2KypWwe4ZhUFlZSXVVX/r27cvds36bw3lKrmPe3LSZwUOGu89sKBDkvD4DeHlLE0pJrjqSw8Ad6GL+fyXepllkGVvCHTTiuiLdHHJPGGAvlOBfLZP7tBC1VeVs3e6smQJeZpomJx03lSebt/D222/z5ut/54Ybry3Yv2mazJkzh+qqvlx51eV0dXVRW1tLR0cHAGVlZaTT6VxixoFiSJZoMHOql7V9Gkin02zdupV4PE59fT2lpaX07duXSCSCzx909bitfRednZ3ouu4wttg2W7ZsYcWKFaTTaUKhEJbhcxNd2WyWQCDg2l9blZHNfGOlyLz7fM53ymuqGDlkGDt372LJO4s46aSTaOw/iG9NOpyln3y8163ZF8ZcknPP5r/gKvZq59LOdcxi5tO2+8pQelPK27c0MfWEKaxYsYK2tjY6O+K0tbXlyt1NrkMkDJumaW4JELrPmIooE5wFv6Ojg7KyMtegiEi4u9nahWWefHlbAMwh/3BJksQnyz/Gtk1Mw+kO27BhA9lslpdfeZ7jjj3RzRh5j6/YCJkyyGbhgg/5BhwLh47o20dNcfer6zr9Gga6TkxVVZXjiOaySobH2bAshyLEUiQyhoFfzqflZb9zPTXkAtJhWZbZdmgZP92zjdn1o7n/rt8w9MoLyE4+HAXTmbuaOw2rl9hUWXa6vi0r3+SwP/EaTK8YpsXLM3+Adcb5fGgPpLysmq6uLurr693ts9ksJSUlfPrppwV0KqKxwDRNtm/f7uLfhBPplX3BXSzLYsWKFSSTSbcss2LFCtdh9WYo9/db3nP1/m1ZFtu2N7Hskw9y55Aloyd4/W+vgq1y5JFH0tHRQWVlJbZpI+UcRSnnKG3d2uRUCjz7yWJhG47DYkkS5DJ0kk+lrNrBwSkWxHfv5MqGYURKNCQcrCkmpPUMRNO0h/wkUjZ9OrJ0dEbps30bZ573XQbWNGApFi7ZUy/LHAk9lMHppv4ajmRxebEneIEQQR3U1dFKJhmjtLKcE489kbfeXcz999+PYZnOdJ3c9xULd4GzbZubb76Zrq4uTNMhqz9h6iksWrSIiy66CNM03epOsTNRHKB4s+1/+et8bNvkiMO/Td++fdm+fTs+n4+FCxcydepUF8YhcOdtbW1UV1e7x2jmxql2dnYSjUadhIXtJBAM28DAGUdoSTKQwcrx/IlOX0UOU1paWgAVSafTKIpCeXk5VbV1VJeXYVkmyWSSdDrNnXfe6RKqe2XUsHHucUmWzfcuuZKdDzxC1QmT6ZJUJAlH/+R/vbP3f0tMCfAEYDJ557I76ckWivf2p4vFZfJiyWazDBo0iHXr1hEIl7kJDxGQz3vtL4TLq9yKpRgYIfbT2dlJIBCgtW0nr776KieccIKbxdy9ezfhknKwDSwr68IqRCBrmg6VmizLaD6Jqspa/L4SWnbsYWNyI0a28DyFf6CqqgudEGt5JNyHhrpSGhsbASd49/l8RHKNtZLPyWpu27aNDRs2sHXjJjZvayqApxVfR5GVrQhHaBx8ECNVH1tTUVK+kLu+qkX3ztscCMKvyDf9HAg+E3q5cykidesAEwnei3vIxHHMmDED0zS55LJLmXjEEUQ72sl0Jbjqqqs56ZST3C5Hb7bIWwq0bWeovGlbGHaOe8/MY7UikQiSJNHZ2UlpZbmrcCK13dOiLMqW4KG2yTkVwskbO+ZgPvzwQ0pKSkgkElRVVTFw4MCCcowoYwaDTmdiOBwG8lig7h5Eb/ZKfF90B4sUfTqddp1lXddzQGbJfVhN03T4wcQ52o4Sy4qCLUlIquoQESuaW47yducKTNyvM20c1KealGYhS5JjtGxPpvBf5DH9T4skSWAXj8/at3S3raZJNG/axqfWEJ6e+TQ/+tGPqKur4+GHH86VZE3X8ReBQiZtcsUVVxTQqvj9fvr374/ARe7cuTNXUtfdAMabEXJL+nZ+zGS/fv2or69355YLEfonGnDEuXgdAS8+U4g3ay6em8b+Axk+bCTr16/Hsixqa2sJhULu7/fp06fAyLvPjGTROKDe/T1v0Cj2JZs2liJhGPl517YEugRtVTV8N97KPXoJkYZ+9GlvxzZBRsGoqqCvamFHIuiREFKXwbxHX2BZxyYGXXUdyDl8GEquvtc7dBBy9GlyIRwIDoweZH/lxeLfcEq8QaKxNsoiVUho/GPBQiorK52SISaWreQ5S2WQ/Rq65Vyv393nzDb2VjQAHnvicQfSlKtwXHvttUQiEfx+pyrU1dVFMuk0VHntk2VZjB41lrVr17JhwwaWL19OJpNhypQpTJ06Fdu2+ceb/+CM088gm3WcgKqqqgInVWT+w+GwW73yQoVMK8Xjup94OktTRme1z2S5nmBdOkFGt5D8ELA0fJIPZJt4eydywOeWLhXbxDQNNxspiNk1JIf8XgITCzOTJFBRzupPV/Pjn82kXyrDiQ8/wTtmB0M/W8PyIybmaMhsTEl2Xuk9DqYmdaNr+whw9qWb3elud+91VyYXoigKl156KZZl8cwzzxSsU2I9F86dbdvMvPu37n6S0S7uvPNOFEXh5JNPprW11a0wRqNRIqVO0BoMBlGzTonclCUCfg3D6MRnZ2hpiaFjoDhM8viDTia7orzGuTQ5e6frurtOV1RUEAqF8OdGPAaDQSzL6e2Ix+NkMhksy2Lu3LlutdRW87jIisoI69etprqmb4GOF18fRVForGvgsAmHsOPVV6k0fYxs6Mcy1aRFVQruXQFhPXvjZZ3xz/IBr4O92rkUHH/FQ9m9UuzA6brOrbfeyuWXX86Sfy7liSeeIiR1coq9GlkLINcmueYHl5JOOZkZcaGEgRG/JxZhERVIgE/TkBSpgCza5/NRUVGBbdu06W0AbjQLeaMmulO9iiawQIFAgOrqakKhkDPVJFdyOvXUU11snHhAotGoGykJJ1I0QAijLHAkYmEW24lSp3COwYn60mYWI5UhnU6TSqWc2eKJBCtXrmTgwIHY2SyZrO5GUgCSZWEYpjMXNVfuUWXVzQArAR8BRXNLRuKapVIpHn3sUSoqKx1yZKDPwg/46WHfzmWlnf5rpMLJFN+kCExlcQlHyIGWch544AGam1tch2rW/feSjkcpDflIpTK0xbo486wTqauuZ83G1Xy+YjXBYIgXX3wxb1jI48rEgi14R3sSbxNWdyLOpU+fPtTV1fHVV19x1llnMWjQIHRdJxgMuvg30W0rMMuiJCMCBqGv4vNMJsOoUaPcIEWc++bNmxk61OG/FNyX4lqKcqQiSyi2gipJDu2TZWGaFgqQsQxkckGIprgNLLIks3TpEiZ96wj+y0hRtuhtbhg7msFamIaAD8lXhtSvFKIGfgVKyiI0/uB0jnp3GX6/H8PM5KbN2A6pumz3GniGrchoNnst5MX2cX/62B32urvF3LJ0goFSQqEQv7jzDhLRGPfeey9nnnkm816dj66b3dOmFWVAbdt2dVSyHefEsBz7O2fOnL2OT5ZlbrnlFle3MhnHNtXU1DBhwgS3YSiTyfDBBx8wZswYVFXl9NNOd/G/IkHgzcJ7kwheEfZLws+GvjWM19OMDAQ4yZJIxGLsbm8jZunsVCxW+UoYQpCSVAefbd/C8COO5rEl7xM4diq+gEYykaArmUAOmCR2xTj5zON47MEn2bS5iZf/8hoBy2bshEOQzAyLFv6Tc848gVfOPJdPxx9C/aFH8tn7b+I/cgIWqjv1CAlkW+41gY7ggy6Wr1vWFkGo99/id76OqKpKezzurqGOfpuuHog1Uhyft0k1GAlz1+/+B8uCww8/nM7OTpLJpDPrPIeFFI5pHrOruM2794SCmKUqTe1xTM3gs3iaF5q3YNXUIwdMSk0/O/U2VFMlEAi5gYgX2gQUYOC91+D8888nGAy6PoFlWbzxxhuUlpZy8QWXcNn3Lubtt99m586dSJJEMpMhEomQNQyCls3USVM4Wymh5uXnGR+sQfZL7Il2YC3+EPmMUwvvX/GFzemfKYNm48LWDtQe9m7nsiij0p0Ul4I1TeGGG26gqamJRYveJ25ZXDUgDOXtvLopzR9ff59MznG0LIt0Os3BBx8MgM8vo2l+nnjiMZzdWe6id8YZZxCPxwmFQi5lhcjIWZZFOBxm0KBBrvPobTDwYtWEcvt8Pt566y2WL1/ubCfhkqObcr7MUEyYvr/r0Z3s67cFxk1VVe644w7i0Rhte1pJpVIcffTR/OnVeci25zikPFWTrcpcd810YrEYWzdvcWEBmqahaCo+NZ+59Pv9PPHEE5iys6C7D5XkYGO91yx/4L2DOHhfUfO+3i++R+KcxfapVIqKihKMlM7V117HX/7yGp9+sgbLWkNpaQl1fRsYNnwI/3xvORkr30nrkxQM2wkSBHb2656Pi6VUZSzDwpZg9+7d7Nq1C9u2eeaZZ3o8z+LzuuGGG0in0wV4O7Goe6lf0um0A0zv6qR///570YSJQEjKlV0Ezlcjn4V1t5NkVEVFViR8iowqK0iKjKY4ehmJRFBtCXvcWO5KxZk38jB0xcBWfATLLTrbOym3Kwg89gfeU6DfyWeQ0WrQ7B35E7NBkhQkqXd4l6ok0x38rvh+7C9T1B3kp1g0TWHPrl0AXHXVVdxxxx3c/MMb+MlPfsJ9992HIsn4lbxdkG3nXsk2TrleBhsWgBikAAAgAElEQVQZ27ScaobtsMHCvmEWtpRrAPz1r933FEVh+vTpbpVGcKoaps7EiRPd4Maydbd7VtAU7auK4+7Tkx29s3ULM7pCHNxXJillsU2dwUOHoxgZxto6x+g2W2IdZP0yJ06aRGVZBS+ffi4xslTpMvjC/OblB3mj8SAMfylnnXEGc2Y/iKKazLjxGv7UEsZMtjOxxmTNF1/it1ROHjmc1qhE8h9vsy7ewmD83dSZRSvhNy896SEcuGNYXI2AnnsF8llIK9foaAG5ARWShWTLjBgxgk2bNlFeXo5pWqiaiiKZSKaEbhn4FRlDckYri4y419lUFIXHH3uKC793LpDj/E2nwVbdmd5QyJOrqip6wqLWNqiuKMcKBPFHNzCqvC8tpkHL7i5OCfZn5uerOObgY3lp8zoy4weR0aooU/2opoKtmtjJDEkBVbMsjGwWVfaR0WNkdYvScADsLKbhJI0mHTaBhQsX8ugTT9G3pg+/+/0sXpr3KmvXriUlW/iIM7zVYODmXbz65lxG1A2h/6jLMGWdtoo+7HjqaY6sqOS1A7xXEk7WXbbBlmTgwBacXu1ceqW71Hl3Mvv+e6moqmHjuo3s2bGT2ff9hobTj+aU75xGMmoSLA3jyxmSxYsXkzUyrFq1ysngZZKoqoxtm4QCJVg45eJwSYTXX3/dVcSrr74aSZJ45JFHsCzLpVsREY43gv860ZxbvuzBuRTb+P1+UqnUXtehpwfb61wKSknLsgoiEMMwuO222zAMg/qaWtra2pzzUZ2oOZnowsg6HIJOlK+hhXw8+OCDTpleUTnnnHPcB09kEGRZZu7cuS7oP9uNYpqmyYvPPc8ll192QNfp/1p6Kinu774Wb+v3+wuicwfHaVBVVcMLL7zErFmzSKUyGFaWgY0DmD59OmtWr+OwyaNZunQFsqccJYivZVne75Ij9MlbzXLB4Lm/7RwkQTAgdCdCn4t1evbs2QXbCSqumpoazjrrLDcQE9QaSBamYbt0MDZZVKXncosg1RZZBABVVpBxMv8CciHLMvPmzeOCSy5Csmz8mgMlqKEPN3dsYPu8v3JBwGTc965h4UMP8pP//iWmoRKyomwkzvjyDNndntGwEkii/bUXSE+H8e/oZF4cPKslWc7zrifx5SaSXXDBBZxz7ndZvHgxsc4ouq5TXl5OW1sbEhaKpCJJFjIqtmXkhljkSnW27PCWmiDljFomvTfHoddGieP04i3/8Ic/kM1mue222wiFQsRiMfd3Lcsia2TAdrLeIssEebo0UbVxr2UuICm2n5INjwYz/FcsRZ+ARm1pJUY8gxQIIpeV4k/rDC8rJa1b2MhsNTI8uuAdfnjOucS0EGW1pYwPlPGtyy7nva6ECwXK6Bl2tsU4uyJJuiqEIkvU19djpbNUDh3L/M8+5/DHfs+Ci69moCQD5j6d/29SlCId6ino3Jf0vD5aYIKJ6WRrATOnk4ZhOPhOTUa2nXvlOJ4OTc/QoUN5/PHH6devH35/GMvOomkKsuxHR0exfU7CQnWcVO+zoCgKe/bs8dD5qC5VVjH1lPhbURQW2TFOkCNoukUi3sbo2mrakwnGSyV01mfIUsL/03Ayc1et4xdDhqFmKqjvksmk2zAVhZRf442RFVgJHU31o0gqwUAFEipWyockqySkIMFgCYeOPxi/plK2fQeV/Yfy3QvOZ9iAAQRKwoT8OSheRkEPQ5dsMmT5P7l/0lF0LfgbWz/azIBD+pN+7z0iNRGsroxbmd2fnkmePyTbLp4g2fP39gfW/ybl+Zfn2vtS2OLPPv/8c75z5GQWLFhAR3sXixYtQtd1dF0nEAhw9tlnU1NTQzQa5cUXXyRl6MhWnuvsexedSyCoMu+lVykrK+Pwww+neecOotFOduxowTJlbEvpdt9C3EU7VwYSmcHi7NLXTf17pbiR50DFLNqllKO78R6rYVtoOVyFjVPCLC8vp7a2lg0bNrjNT4MGDeLTTz91z0NTnUYnUX7wlsuEEhfvH2D69OmkuxIcc8wxpAy9wLGRZZnLL77wG7ewz788d6+HpCc8a3eGVixq8+f/iWXLPnNB4aotock6gXAZTzzxBI888gg//fkvWL36S2687loeeOAB7r77bmTForysmlVfrgO6Lz/1qE+SgWUeOE5mX4HRgSwiPV2XG264gWQyyc6dO1EUhXfeeYdUKpV/XnKR+0033UQoFGLTpk1s2rSp4DcXL17MhAkTqKiocOlgABKJBEuXLmXo8GEcOnkSpmlSFgoj+VT8sh9ZdnhA+9bWsmTN55y3cDH9tFLs0hCDlQh/+tGFJNa1IJcEOPn4E9jUvHWvgOLS753/jevhC6/82d5fo9a+3hPZ3+7x4MZe5a758+fz5ZdfcuONN3L66afz7nuL6ejowK+oPPDAA3R1dbkQnH0dTzEWzDCcbmyvDTMkey8KM+/veL9//fXXE4vF3OacRCJBMhUjq9sFk0m8pXHv70iS0wTmk/amnLIsC8My0fVObvI30lgWYmggQlAysfqWYW1rJqFLlJWEsH0quj9EZ2kFfe+4kXc/+icVWiXJtlbkn87kjXOPI6w5UKdQKETwuEs4sqSdsmAJHR0d7GzezuWXX86AofX87pezsEv8/PmFvzBszEE92vf/P9jD7rDaeTFcOJxXvJhuMfBEZDQlSaJlxx4qKyu555576Nevn9N4KznUVpaZ72cQySBJkUllTBcm1t7eTmlpKYptMH36dNpao8Tj8YJKo9/vd3VdsFQ0JWL8j1pBOKsjZdJ07mqi3IZ4Uqc8HKB9/VoYMZZliSTHRnyYvipU1UDVNGxJQbLg2QVv83jHdrTRB1NfV+eek8OWYBLt6uT5V57DShs8vM7PwBqVXdt3M762inF9dJLJJLfdekfBdQ1HSjj9rbfZEU3g001Oq69H9YVQp05l8zv/QFEU3r7yYmS5+/zi/taLA9HDXp25FFgYrxQvdl4D9tlny/jTCy85HeHeDJnqND68/PLL+TncsoxiG6QzGU477TQ2rl3FP99bDpJBuLwKFIX3P/jYWcCMLMcfexwfLfuY3bvaCfidxplirFvBguT+L0fPID4S+DLvKxT+vR9RVQXLMgseuAMJEgoWD1t16XTEsVq2gZrrrjXMNA0NDezatQufz+dyA0qSQ5a9c+dOGhoaGD18GO8seoeskcI0TcIl5e4MYeFMmpYBMlx03gVomuYS1JumSUvTNvx+P7fccgtXXXuN2zXdm6Q7Q9dTRloYsL2/b3Duuefy2Wcrc8bDxudTqKnowxer17Fp0ybOO+88BjU28NMf38TIUUORNJU1a9bQ2NjIwIFh5JyypVM6gWAeoyh7MkXdieztgN6PKKqEnaP5QTKQvXA+u2d4gHgWuivV26rMnEce4srLruDtt992txclcdGNq9tOhgpyfKB+P9dffz0fffQRq1ev5sTTTsGXGyigBHzO30E/5eXlXHDBBZSUlORA8iE3e75gwZscc8wx9O3bl5KSCFPGT2J9vyG8374DVQowavRgpow7gj9v+DN2zm60tbVRU1PT47l+k9LTogt720Pva/77YlRrvmHLsQtOhlbomHjOZVlm3LhxnHfeeVxxxRWUBkPceuutRCIRZwDEAcwy7jZIydXPxfuaJGHLOSyxKhUE8cX34A9/+INrx7sLss4++2yam5v3ugYCZqWqKj7V55Y4xX/eBh/TLONFw0Re9gm3Hn0kg+KfMPf+lVx44Q+I+C3SkkUgVIYW1KjUJbj7YY6N7ybzlzdoDYdZsGsH9uyn4ccO7Y3P58MvJaksr8DOGlRVVVFXUwmawsxf/IaMbfLF0g/ZsnUD7fFdHHHEEb1O94R4IV9Cegp4e9JDcNY6RckHso4eKu4+RHJDiPiNaLSTQDA/s1sl7ydkMhk0n1SwrppmtuBaCrsTUC1sRcGSNaqrq51ElCkxZ/bDTJ8+3V2jhH0ScDhv0mRYIMDP5v6Zh8+5mC1zZrNlaF+O6TeI8kApumZSeeTRZGWbcZrM5rJKwtdNY93OPZSbMsloO6VjBzH0pov41eijmRMJgSSh5foTLNtGVX2sWr2erliWeDzOpQfZ2CjII0qANKksSFrAvd7ONVVY/ORz/LysgQ07O/hKVmgztlPnV1hz34OE/TB20lFI0v5HPf47OtirnUsoNKbdcULmldZAkpwJMmY3a62bNZMVsCBrpDAMg+985zt88cUXLo3FL3/5K9asWcOR3/k2X61bz2OPPYZl+fjo40/IGln6VlewY3cboWAk75QVG8D9OIlO5JXfznkIC7/TLQZRfF+W96YhQtuLx22fJXnJQ19gq0iynbP3fgwzzRFHHMGmTZvcDNG8efNY8eVK7KxBZ2cnTz75JO3t7Xz6xUpq+tSze/dul6JD8qmYONyeZ55ymou103Wdl156yeXt8oKXlYCPsrIy99+9Sb5exs6g+PCLGxzEb0qSRCyVYMmSJYwdO5a5c+fy+uuvc+ev/x+yqTQ/+9nPWPj+Uj5a8h6PPPoHysvL6ezsxOfPG+TudOHfPVfT3lt/u9NRrzgLg2NOtNysciEmFiHN7+I4LVsnGXNIfk3TpKGhgWAw6OIy4/G4W6757b2/R7Fg2rRpdCa63GNRVRUNhyRY0vwEVA1V0/AFA/gVlUcffYht27aBpvD555+7xyJJEpdeeinDBo+kra2NTNomFU+weNE/mXDIOOpqKnmtaQe1tbXuvnqL7CvQ3vtvI6cfxZ/L+W7f3MIu5odLkuQSohuGQb/+fVm7di1LliwhmUzy1rvvcNLxU/nv//5vZs++H1WTMc2eO34P9Jy8eFoXDyo7Tqsi5ZtzhEiyiU/xuUGeotqYRt5Znj9/Pqqqcuihh+5lD0VpU+DDBb2XKF97x4Tatk1XeRnffel5/hgsp/7Es7jvxSf58RVXoikqUsiP7ZPZtmQB9674kG/X9GdXMkkyG+edts2c+vtZ6CknO9bZ2cmZfWTmrtzDwKH1VHVmeXbOXQSDQbq6unKk9GN56+1/sGbNdr71rW/1eN+/aenOHhYH3IX20NHDQp0o1EOgUA8TnQSDPiwrP2NeYBLD4TCWZRHSfFiWgWllGX/YBHY2t7hNh0IsSy5IvsiKhW3nBg3knEy/3088nmXn7haHzUILcN9993HVVVft5VwmEgkeeeQRYrEYJSUl3H///WTOOIXXH/wf0skUW1bEOGrwSCRJwdfajtWvDE31UVLbn1nz5/ObjEF90AbJB2YXa+/9hPVrNiDpncyMZvlteV73xHVub2+nw9Z4abePa8sVFMtm8+YtGIbBtm3baGxsJBgMuhPT8Kkcc8HZXPjS3xn5/fNIqBJbUQhmFfBLnHzmeXy69nNKPKw1xfdTrC3i7+6e8f1Jr3cuhRQaGCcTI8ugSaKFXi0Yf+RGq1ZRt6xkEQz5icczXHXVVbz66qtkMhl++tOf8swzz3DwxElcdvllvH3Cydxyyy1868ijuWXGf3PNNVcT8IfJZDLU96miPbc4AphWFlk58M7m7so+B7JdT++LLNP+ykk9lVIV1XYzEBndOa/NmzeTTCZZu3YtazZsYvp113LrL+7klBOOQwsGeOWVeaz87BPuu+8+JElyKJOSUUxLRladcqWeSPHSn/9UcA/QFDRNcfgLPbg/TXZIkL0K3Zul+FqqqrjeKpJpFY46yy3ipmEybtRwVny+yv2NrO5QWY0aPYx/vv8h/fv35+OPP0by+Tj3wgs4/ZRjOXbKCRhZ6FMbor29c69r42U5+HevmzCa+zvfbqUgC5/Lltoq1eWlzlg+nHGqSAZZw6S2j0NNJBZ1wUag62kOHj+aL1euRU+nCQZKeeypP5JMJvn1Hb9ClmUSmfxcaZ/s6NScObMZMGAAK1ascI5XcwynyKSastNN/swzz3DjjTe649t2tezkvlm/5faZd/Lz2+8kFCz9/4T+5YNtC1n2LgxQbNrzmaE8564zEtMpLSpkwJYI+VQsQ0exbQ49dAJbtmxh0KBBXP2D7zN82GgURSGRSGBZFv1qG9iyraXb49tnYMvXwOdJBpLkOJmAO1HHsh24k02WbDzP8OH3+wn4wxiGwdKlSznxxBML9uXlGBSNGkL/RNmztLSUBQsW8Oabb3LTTTdxwrRp3L52FRf/7S2mlJby2HOPIFuQkiwqAyVolkTl9T9ipenQekmyzLfAdSzvvfdeFEXh5ptvZtCgQVjY/H7WbznskNEcftg44vE4ALNmzeKss85i6tSpvPq31xg+fHj+MvRS/KVw+Lxrsyy7ph1QXSobd73J6aFwJNPpND6fSkZPOWu4JNYCpZvgCJzspkTWtrBsGVO3eeqhRznljDNJJBKO82k6vJNdXV1IMpg52kGk3ChYyUaMli0tLWXp0qUENZlMIoZuSVT2qaOmpsbloNY0jVQqxb3334cl4U7HmT59OqZpMnLECOZs3UqbKiOXVyBnTBhWRyLTRUhS0Y0Mvzr7HFLZNClTJ2Wk2PnWhyzbvh4Lk4RWwrb3FjJyymS2DhtbcL7HHn0UX+5KcvXYSloNkwbFYtCgQQAMGzYMgHvu+S033vhjAHyySsKSGXD2iUSq+vCjK6/koYceIm7GeeX5Vxg1YiSjhw7nzXcXMHbsSCBPD+hN+oj7A/lkyNeRXu1cekszQIEBFakRQSpsShAJleDzySST3oYFD/Ytl2pMZ7qQZYXXXnuNZDLJ448/zsSJE7n99tuJBEuYdNgkMvEk5eXl3PyjH/Lss09z9NFH8/bbbxMKhejf2Ic9n3yGLDs4w+5IrP9d2VeZu7gM/nWyBD1tL6KlcDhMKBQilUrx17/+1Z2JPveVV1iz7iv6N9Zx1NEnsm3LV7zwysvMf+2vnHPOOZSWltLR0YFaYqDYilOOEGVxOe/ke18FHlUA8EWZa38L0/+15AMbA0nSkCQTuRvWYJ/sUFyYiuwAn3NGN6MnHGOUjbFhwwZAANGdEuXEiRO57dY7CIVCRKNRFi5cSP/+/Tnp+Kk09OmHTZbly5cT70hSXhakM5pw91kcXf67IkZM/qviLdFblpMpiEajSLJEKpnG55cJBCKURapceiLRrQkOfjISKaejvQtVVelTW0lHexcKjvN5+8w73cEAkuSMXxNE8rYErdEOLKyCzKksy5g4WGLLsLj+hhtoa2tD13V3rnskEuGe//kd/zXj5wwaNOg/mg3+T4rQQ1CRJNNznPkOcK9tsO08lZJhppBlBUm20RQJYf5lWcGyJDBMZMXAsg3SKaeUeNpJJ3DQQQfR1dVFa2srdXV1TJs2DZ9PJR6Po+u6i30t3q9XJ4v1U9DQHLDtUpzFzzAN9GyGoOaU1uOZLP36DXRZKZqaNzFu/DA+WLqMgD/Mm2++ySWXXOI6QSJLKaBRwtn0+/3cdddd+P1++vbtS0tLC5FIhCeffJJRo0Zx8skns3zEKF5Ytw47azlduT4fEfzE7TS+T5ZRU1PDgAEDUHL2TGTQrr/+ejdbKsjp9+xuc53caDRKe0crF118Po39BxGPx1m0cDFDhw7tFhr2TYuwh47+OZ3EIgFm5/CSmiSTzbF9WFLuAxzHMplMEgiqyLmMZTDkrJ8hNbSXvnT3HIr3vQFWKh1j165dHH7EoSz/8GOGjR5JNpqlrKyMRCLhUNvZKmC7kAtw1u6Ojg4U1eklOGjoCCoqKti+fTszZ870TObJjxUVz5Mp55ksNn71FTPHj+au5t289tjD7JZV0ooNpoVuGmSzBpYEC6QSMtVh6mr6YtRUYw+qI6yVQDCD7A8h+cJU5DKl4tz61DZwXF0A0hC2U7T7wmztTLIjIdMqlXJ5Q4Jobk0Q1SChe3v27OF3v/ud+9khhxxCZ2cnsViMN998k4MPHo1tm6iq5GZyu6tCdDe0ZX/Sq53LPA+W0eOJiVFxlp7lvPPP5Pzzz0Xx+7j66quxrMKFV7FAz6aRfTaNjY20trYyZ84cfvnLX/L973+fa6+9lomHjuW5l15m06YmqsrKWbduHc3NzTzy2KNc+v0ruPziS9i6ZSc15ZXE09keO2v/E7Kv0vi+brL3AS1+r1jyhkIinU7Sr3+9O1Xgq61baGlp4XvnnUMqk8E0M3S0d/HQ7PsYP348S5YsYerUqdz/+3uYMWMG/fr1Y+fOnchyBk2zHFq2HJUTsuzi8Iqbm0oDIW4cfgRi0fxXUvD/m5LnKTURWCFh9L3X1SRH15A1MMy0+77gRwv4w+4MY1lSAafkt3jxYp599lnuuusu1qxZw4ABA9ixYwefffYZTz31FCtWrEDTNMaPn8zK1SvpjDrRueA1/U9me71Tqv4V8eqe97iy2SxIBqFgJX6/n2w2S0tLC88//zyfr/qSI444gtVfrCSdTjuUVabJoEHOQhsOh9m+bRdBTcH0dBlblkXazCL7NWxZdqEtiuV8ds011xAOhzFNk1QqRSqVIpPJ0NTU5Db6ifPdsmUL5eXlBAIBSkpK3MWkN+khiHvsw7L0Ho/Ntm0k0yIY0pzMTc6Z0uSex3XKsoalKliWCnYaVXWazpLJJFd8/xJ+/rPbqaioYOXKlbz66qtceOH5RKNRd9EJhULOIu75Xe+wBrFwCeq2wvPZf4AsnEHTNAkHZTJpAy0UYFjjQWQyGVKpFMlkkuqqvuze1U5dfQ2K7Ke9LcZzzz0HwEknncTYsWPd40omk8yePRtBrj5kyBC2bt1KU8v2guNauXY1G7Zs4tILL2L0yFG0tjpUbaIZpEotc7kIxW95z0mUYIWdlSRnpvRDj87BSKbZtn0n9z0wm0jEoWi7+eafMHj4sL0gA71FCu2hiih9e8UELNNCMh2WDDE7GwlKwv6CbbvjWxXZUK8dKYZPuAM5ZJMjv/NtHnv8IQY29KeiooLPP/kULRTgkAmTnCl3kaA7m9vr9liWQ1we9gdpaGgglUrR2dlJXV0d0WjU3aZYTNMkUlrq6ryu64Rr+3GtAcHyMmKfLWNYeRn9bRW/LbEwlWTAeRfDnmbqKisdnchlA3VsLENFxULOxunM6lRVVbmNsOl0mkQiQUfnFt6TBiJFv2LckEG8dvctlPkkfoHtjkSNxWLudRRBlEjcZLNZOhMOh/WuXbv48Y9/vFfJW7EdWjp3QEruWhU/0wekJ71Ncb3ywit/tsVi3p3Yto2MRSYZR5Z09nSkuebam1i+fDmff76cO39xe965wWlYCQb9tLe309DQgG3b/PkvrzNs0ABmzpzJ0KFDGTx4MB988AElZRFUVWX08BEEAj6OO+44br/9Dh5++GFnjJhs09yy2y0hdleC/ncWpn8V57BX6VvyYdm6+5vF24lUuEN8naWquoJUMsuvfvUrpk+f7pAcqwpbt25lxIgRyLLMkUceyXvvLuSee+6hefs2Fr33HieccAKK7eBDxIjM7o5L8NCJsunaNRupDVdwy333MmZwXW7r/D3rDV26L839U48PiQu/kGzSyRRBX440WhKf5RsTxLOmqX7uuOMOMhlnmtP7779Pc3Mzs35/NwveXsjTTz9LKBTi3Xff5dxzz6W1tZXLLruMY476Fss+XUZ7expZMQsCm+5Gjh6o7Asv96/ocPH3DcMAI4MpqfTt2xdd17n55pvZsXsXV1xxFYeNHc4rb7zB5RecR6wrxT/eeott27Zx169muoTZkmyya2cbwdJydx+KBTU1NZx77rnuAADxKhZy7wIvnFzxnmCRqK2t5Z133kEN+hk1ahRjxoxh+PDBePXw4gvO7TV6uE+oi+UEi4aZLtCJfTUCea+RCDYNw0BPxp2FqK2DpUs+Zv78+ezatYuTTz6R4SOGEGtvY+UXqwlGwvh9JW7pzLZtWlpaqKur6/YYoXBKWbF0t71INCSTSSojJXR1dREur0KWZWbOnElzczMjRozghz/8oTv5pKWlhbKyMmfUo5m3p901YmazWSxFKniv2P5edtllhDQ/ra2tJBIJF0okyuqKojB6zEiSyTi2pZDJZNwARZIk5syZ4zSqBRQuv/xyEtkMA+sGomkaoVCIe++/j5JIKWVlZQwcOJATTzyuYIGXJImLzv9uL9DD+ftcl8Gp4mQyGRcffiABa3F3P3TfmOZtIhO/nU4n6OzsZO7c+SQSCZcLVVVVBg8ezKKF/+TU004kFovlgyrT+Xzb9i0kOmNU19Xyw+tvZuPGjcybNw9N04hFnV4BdwiAbAMWmbQzStSU87ZI0zQuueQS9uzZ43aai8qMGPUspuh5WVWECP5NYbtKSkooLS0tyOCKQErolniOvM+3uH5iSIuu6/ztb39j/NAhjDpsEuFwmJqaGkaNGsWezt0FmXzxn4qEnYNzKTYYFO7jQPSwV2cuZdlCsfOKZpqm4yjZMvFEjKDmjBvUFAlZDtK0eQsjhhyEbdt0dHRQUVHhTuKxbD1HlOvw7QnS57/Of5E/zHmEK6+8kmHDhhFPO5HL4YcfzsAhg0l1xfjuOedw4QUXcMMNN3DkkUdy4YUXcuzU43j2xRd7fGj+ncUe9n6ovs4iLx4+57tZ11AWLzCZTMYFAtu2TUVFuctPOeEwZ1qBYRj8/a03GTt2LFVVVXy0ZCl9+vRh4ftL+fCTZTz1+BOs/PxzHn30Ua77wTXuXNe9Fo5cN7xlWW5HaiAQYPyEcYwcOZKrr77SebBkCdsWkXDvUE8vXg28RsAAycIng2XpBP1gW2ISk4FkWe6/wSlcGoZBOh7jmmu+z8OPPM7kyYdxyCGH8PLLL9PU1MwLL7zEsmUfcfvtd7B+/XqmTJnCPffcg2XrtOzchmFmsKUk1dUNdHV1EYvF8g7cPqS4YQLyOurV4QOZ9tKd8fe+J8vOJCnRoBXUZDoyWerr6jAMg4cee5RoWzszZszgssum8c8Pl7Fx40YUC8rLKunsjPGDaVfyx2ee5s5f3O50kus6pZEg2LlpVbaCjU17x24ef/zxgvMXY0tFxsi7GHUHH7Al0AJ++t+BtMsAACAASURBVFWWu5G+c516x0QUISJTU4BZsyw3a1FSUuI0u2gKmh3s9t65uuhtcvBcE6EfiqKg+INoFtTW+iivCDNp8iEOnCOTJt4ZxTRNampqiKUSZA2Hd1fCaXxoaGjAMAxSqRSTJk1i2bJlLuRCOATiGAQHpdC97oIdkfEXk8gq+9SRSCS4+b9+QsOAQdxzzz3cfdfvqKmp4ZZbbuEXv/gF1dXV+eYIxcKFUuVm2Zumia3KZC0DFGmvfRcfh6I4Qbbf73cnUAkHQmTzVnz2BeFwmI0bN7JixQrGjBlDIBBg5MiRnH/++ciyTCgUQlMDVJZE8IdDzJkzx3EEAn63VC4C9EI97C32sHBdtnI6qCgKsXgX4UgE27bx+bu/luJ+iusnRFxDYC/dLNZRb3DkjPuUCYfLOPfcc4lGoyQSCWLtrcRiMVr3dDDl2G/T3t5OIBBwaYRsTAzTIJFIoKoqP7j6OhoHDaXfwAF0dnaybt064vFNAAyo7wfAjp0tGLaFGlQd8I9tO6VxLHd8snDQvOuwyPCnUk4jsT+gIMtqQfORwEILW9bV1ZWrBBbCS4odyeIEoaLaLFy40KUMrO3TwGmnneZyBSeTSaLRKNt2tbB0yQecdfpJGNguRZ7f78e0nbSIWA0UJTcd4WvoYO/Q1h5Ek2RM2wHUSpLEwkVvcsxR3wagPBxyMWsGNrpp0tq2i1mzZrF27Vr27O7gxbkvYOXKsbLkQ9Ys10M3zDSdHXFGjD6Y4447jvLycoYPH85rr73GuHHjWL1+HWvWrOGMc85m2/YW4okUDz74IMOHD3foDoIB/Dmi1WLxGk/oPktQ/Lc3Yin+TnfG9us4m2I/Xo47y7LcMZJim46ODiKhILIvyM3Tp9G8cwextg6+e8FFXHzxxcTTWXw+H6/O/TO33/5zUl1xnn/+eQ6bPImzv3uBe1zdlVbzxt3ZpqQkyKTJh3LWWWc5JcpsEkX2I9kSkph5up/o+P9KZFkGS3ezEO+9/y5HH300kiyhKA6OSrJyGBnZcCYaGCqKKmEYlosdFuMQ0+k0sWiU0046gba2NjTJKeHecccd/PW1eYwbewgffbiUu+++mwcffJCf//znqLZGeXmEslgZhxxyFIsWvVtgtIqPV5Zl0uk048eP5+OPP3ZxZd774jVsxe95DbjIAIqSnheiIqJmLzZakiTXsQQKzj2VSrF9axOlpaWcfvrpTDliIlu2tfDF6lWoqsWcRx/i+5ddyhcrPyWZMZl13738cPq1Dh7qoINYvWq9U36UTQSUy7QzSFL+OcwaKSQ5NyWmm9K2LO9NlyTKbD6fj0Ag4M7vNr/xPFFeJEnCGXRpoyoBFi9ezJRjvw3ILm5NwEqgZ3oYca+891NkUYRNtW0bPWMR8IdR1TSnnnoqU6cey8aNm/now2XohoElKdTU96UGZ+Qt5PUnqzs2JhAI8OWXXzpZntwY25qaGndeMuSD4eLF2KtrooFC81kYWQevPHv2bBRFoaG2D0OGDMGUYd2q1QSDQc477zxefvllqqqq0PU0nR0pZNk5JkuRsLBBddYGxQvQzV0uVVXJZDKEQiEuvPBC/H6/G8glk0m3LC4cAeFUCMhHbW0tp5xyips9E4MF/H4/T7/wXEGXurd0KRrb+vSpRMFAlnzYyoHb+v8L0SQZC489XPQ+Rx11FACRcClYNsj7zgIXTysrdiCF9PS+0A2XBNxWURSn87usrAxN0wgHfJSUlOD3++ns6MLWDXRZ5+OPP2by5MnuOt3e3k6/fv1y/QY+EtE0EydOZOXKlYATrDa1bO/xeohJYpKFiyP2BrRi+pPoZFcUhU+Xf8HwEYMJ+MNuNSVrpPLn6aEmtEzPdcr5eALDu379Onbs2EE6naakpIQhQ4ZgZOGkE09zm5G6w0v+/e9/J6E7dIMAKhKKqqIpCuRsg5nR3fU8awuOWHuv9aYn6dXOpWU787erqqpobW1lypTj858BkpwzpDkFnHrC0dz/wO9pbnI6GG0dbMXGxvBMHnGcAdtSqK+vR0XiuOOO40c/+hGlpaUMHj6KcaOG09TURHV1NUcfdTgLFy5k1KhR7N69m/Xr16MoCi3N28hYBpZo/9+HfB3ogbfz15vu9r4vIgwBEBdj9gzDcI1UKBSif//+9O3bl2g0yvbt24nH407UX1lZUB4EsCyDyqpyJMPCsCwe/ONTNDY28vzTz3DciSfQ2dnJww/PYtoPrmbatGl8f9olWJbNXXfdRThSyvU3/AjbtjnjzFPYsuErVq5ZT8AfxiaLotpMmzaN8vJywuFwQQOHMA62bdPRuYfy8nIU0zG8ltw7VnbZzmIDdXV17N69m2OPPbZHCIRlSYCGpVrOwDZZBA0Kqq1gaU6mQ3SmBoNBvv2dI1mw6D1mzJjBF198wYcffshfX/sbS5YsYdSoUZSUlFARCdGyYzctO3bT1PQOQI+6IUTTNFatWuVmQbzZIvFqmiYDBgzAsizWrVvnZpe8TWpew1S8n+ISFTiORigUct/3KRYNDQ1k0iZzX32NjWtXMW3aNGbNmsVTTz3F+k1fYVkWCz/4jKVLP+adxe8RKClj8qQxDBgwgKamJgYMGMCa1RsIBFUssyi48nane45DluVCWjDP/HJvflY4AH6/n0AgwKbNq2noWw748zQpvUBkOwuSj6rqKna3tzFl6vFIlmN/ustMQ/cVj+KA2KsP3iqHsJmaGnSfVwEdymazJBIJFw+WSCRob28nFYsTj8dJm1k3S6PrOtg+urq6CAQCtLa2ugFLJpMhm81SUVHh6pI36yOOTxxjxBdACpXQFu2kra2NU089lcmTJ7N48WLee+89LrnicqKxNh567FGCmi+HrTVAytk7CW689ib3mDOZTIEzIBxbkVWTJMnlzBTOpHCSvZk3y7LcDLuYxGWaJnV1dTz0+KPuc+Vt7BFBoLcsKRgTRowcQntbOxUVFSj4C7qtv2kxZQPF8lFZHaG9vZ1jjjlm72pGER1fcUZ4X1l18bdlZZEt28H/WRaWlIcYeRu0AFTNxDSlnAOXzjVUyQRLw1TkdEfVJLpiSSZOnOg6Y5ZlUVNTQygUIh6PM3r4CF780ytYepb29nbnvltZ6GYOmvvMGU4DoWgQTKVSTik9F6iJtdYL0znooIPI6jarV33qOrhCr4R4A3ivGJJNZWmZy+U79fiTCxJTonwOEAwG2bRpE01NTW5QKeAfwWAQv9+f65534GqKJDtYWdHv8f9y9+bRll1Vvf9nrbX3Pt3tqkml0lVCQghpSMSA+pA2gqFLQBoRkMaAT+Qp8H740PH0J6ggiggPm5+ggP5UWmGEPvjogiAQCBAJgYQAla7SVaXq1m1Ot/da6/fH2nPttc+9VSnfGJA7fnOMGvfWuefss5u55przO79zzsywd+9eTj75ZJQBf5RJarOypZ3LlZUVFhYWwpixBDJPkTj5vyzm5z73ubzpTW9i5fAQbTy4sMlLpCTQ8GQyIc9zHvfYJ5AXimc/+9lc+JALuOD8C3nxi1/Mm978Bt76N2/n81f+O2effTbee97xjnfw0pe+FGMMo2GYO5qmlY+FV3I0OVKVlpx32hYgreySNhqzC3jfvn3s29dEXFmWRdL4bBVinndYXxuxOOgzmVpu+v4PuOQJT6S/MM8zn/lMHvrgn+SDH/4Qr/+j1/LmN7+Zn/6ph/Od73yH33jZb/KFf/93lg/chXOO1dVVTjz1FE4/60y63S69Xi9W9AZuzDiOfptNeUj/MmMqptOtY0z377+T7duP4+67727pocgseth2NpsKVVtAng1wOkMXXfLegMHiNpaXl3nSk57EFVdcwYPOP5ulxZ10u13e/va30+kazj/nLG676w6+f9Ot4Vl3G6REAiURKVSR5xtSRu1zS8/XGBP6QUJskp9KikYWRcGFF17I5z//+VZqKz2e8Mda4k1En1ZWVnjG03+J5z//+dx25x186atXsb6+zh133MHxO3byrn/6e37qZ36Gv/nLv+JBD34Ixx+/g7e94+1c8oQnsnPnTpS2HNi/POMgTVujMY/MSZyCT2ZNq4ppoVlwCp1ZHve4S/jClVfwa7/2wtrxWY+Tp7aC3L7vbk46+XiWDx+gMIGKERxmh1JtasNmAe1mRUqzugoNuhmLbzIDztPrzqPVhOXlZcrSsjC/ncFgwuLiIpPJhF27dtUV5CPGa+usrY7iBJ1RFRr/B/SxCOm3LI/fIRuxUooDBw6wvS56SM9LKRXS4hPLX/7N/8NwOORDH/oQ11xzDTt27OCz//Z5Hv7oR/HOd76TD37wg6wfXuFlL3sZ/X4/jhrVWvO2v/3r1nFTEZ7a8vIye/bs4clPfjL7brsrdMKode6OO+5g9+7dLS7cAx/4wFg4pDMTg5IcHavp5T7Luk05boJeZlnG/v37WV917Nq1CwBbeXJtmPwIi0f/M3J4eZ3FxUUOHFpF+wyTWZqZgC5mqdJsx2YIushmOphOeAPAWnTCyZxNm0twlGUZ8/PzDIdD5nt9qrwiVzo2QA/nv0ahDdP1EZXynHfeefzwB7fwuCc8mcOHD3Pxzz2W933wA5x22mns27cv9CGt6Q/WWpaWlth/96F4vD947WvZu3dvLJRZWVmJdInZ641p/xo1P/vsszfcl80yk7N7u/ybTCbcddddnHvuubz3ve9lMBhEx1LEZ/VndZiDoWj8hm3btoW/yVAXQhspbTxKhbZQp556KhA6eQwGA6bHqIdb2rmcn5/foDybiRhD2Thf9rKXMRwO0Vrznve8h71799LtzNHpdDh06FDgA9kxo2HJhz/yQU4//XR++XnPZH19zHOe8xymzvL5z3+ehYUF9uzZw1/+9V/xwcsv56EPfWiIFij5zOe/SJ7nbNu2jfn5eQ4ePEie19WZKvTumkwmR632FiWavbY0gr831HMWfk8lRZw2Sy8IQiDf45zjrLNP4wffv4VnPvOZHFg+xD133c1DHvIQ/uzNb+KVr3wlw5VV/v2qr/CWt7yFP3njn/GUpz8NpRSHDh3irLPOYnV1FUrbcoZlU5DUmfc+LnZBZ8WYCB/GGMPem35w1Gv/ccmOHbs2OPdw5ArXIwUJSqkwq5aKolBoVZCZLgvz2znpRMuDf+KhTKbrXH/99XzgAx9gz5493HPPPdx96B4WFhbYvn17PA+hHkjbCXHenXMx2InpmJr3mfLDut1ueFZsDNJEZlPjZVnyla98pVWwdbQ2XOn96eiMkXIMBgMe/sgHM1oJacUdx5/Iy1/5f/HAB57Hv37m0/zJH7+es889h4WFBeZ7febm5rjllltiWvUnzj+Pq77y9Q0p/aMFdi29V3X2wk258qqv8ReXPp2XFTlXnnse/+13X8E/nLxUOzquDthgdWV0xGP/OOW0004LCJYvkw1IrvveW1FtZkPFBrRe9xnGeKydgqrIFDjl8ChM5lnaNpdURHcigpJlwTGrqorR3Brz2ybs2LnEyspKRApHoxGj4ZQy7zAsJ+y5/0nctPc2tNZRb3fs2AE0KcZ0vORoNKJUHbTzPPbRj2FxcZHLLruMZz77l7jrrrvYuXMnl156Kf/7E1fwL5eHooyqqjjllFP4/g+uB7f5qMp0nxmPx3S7Xe6++27e+c53tt9Yb8C33npra5ztNdddi+6014LWGgstR5Lk/4JYZlkWA7I777yT//KQn2JpIUs2+xAU3PLDvUd9vj8uWVpaavFlw1D4pmhH+TDQ40j81WNeq4nM7idhjUJV92QtbVmfQxlR5UKbaO86nQ5zc3OhoKoOHqYTRy8vMCYUH916615OPelkvvTVqwD40pe+1JoYJ22rRqMRg7nAux2Px0zLIcPhMCD2tR1O6RKbibJ1D6cZkWsXXr/Wmj179vDxj3887p+zYozhu9/9bqBflBMMTZu/nJCzt7oJaqQALc9zHnRO6JcZfIWNzywNiITqdP23v33E55fKlnYuZeOSKHozB0weomy08m86nbJ26DAPPu98TjnlFFZXV7n7roPB855OKafhWK961av49re/zfve+yF+eMvNvOvd/y8v+q8vpWMU3/ve97j+hmt505v/gssuu4zHPe5xeO/5ucf+HB//2L8CcPvtt7fOWSJxQRdThySNZLwPPSUlnT07nzdFZ2fRBjmmpFfTezCLmMnvEjHNor+p8mutuXnv3dHAf/kLX+Sf//mfGY1GzPf67Ny5k//xuj/mV1/6Yj744Y9xw3Xf4sRdx/OA08+ITo7Smkp5yqnHmMAvEWcxdaTTNKsouzhNci7SKPa+Fu8MntDL7Ujpndm0YioxGlUFSk3I88B99KYKk2mqkv6gj7LB+Xroz+zkoQ/5L6FQY7qG9zAZ21hENC3HUW/kn1RKV1XFeHUdq0MTe6mcFuRmbEsoLVNv2bY9BG+7jw8tpNbX12MKZzbdPZumlA1ys4rk1CBJeovcQOm44NwH8vWrv82nPvUpLr74Yia24jWveQ3nPOAsTKfg2muv5etf/zov/OXncfHFF3Pbbbfx3//Hb8X7m6NrbpJubThHE2c1qHD/fab5nVf/3+x7w//iDY95An97w9dYHpas/sO/8Hd/9wb62QLrh0v6/T7GOLyFhcHWMJPjqtzQi242WJTXZh3JVD9F0nSz9xVUIRixcea2jc9Qnn8aFEtK2TlxxHv1WocsUyzNzTOZC4VGop+rq6vBQZy6WNW7uBRs8hn3P5Nbb7mD0WjUQqbS65w6i9GwuGM7V111FX/xl2/ijW98IyedeCrj8ZjvfOtadu3axd69eznxxBP57Vf+Fi996Us5dOgQS0tLrBwebnpvZ1HSdB23kKQ4VS0LDHK5/85F53KW35YiTfL/js4wytHN+5Q4DtxxN91uhxf/119mz549rXMzWWj4nTZVvy8ldZItYGp+YJoR2EzuLRV+rNIEvBpjcko3QescpTzdbsby8jL9/jwAc0WXqppQjsZ4E5qzr6ysRKCpnIZsm8nCfnzttdfSywuO27adXbt2NankmWwphL201+vx+te/PgbyEhAoFaq9jz/+eHr9UEC8f/9+9t99KGbujlW+9rWvHfXvkbOspT7AYZRG1wNmjAtOpqV5dgs+I+tm/OSDf4rReDXyVvH1VC/lapizQuaPS/r8vPPOO6bz3hpW8wjiXYn2mjxTERa3WLRToD1YUJnClXVPLOUw3lOVY+xkgq35SEWW08kLdu/cxmg6wVd9RtWYybhk/4G7uOCCC/jHf/xHTty9m59/3BMZj6f88vNfxF+99W/4b7/2Uv7kj/+U008/nel0ysMf8TN8+tOfZm6+i8Kga4dDkaONQ6uMqnJ4b+u2BYQHZkCrDG2gKl2YQmmh1+vEB6kNrZ+osEnYyrdek5/hmrP2aza0XNJ1gUP8XTmmk4r5uT6j8bTuO+gwOme4vorSYQTk6uphzr/gPG688Uae97zn8p3vXM+f//mf829f+nd+//d/n8OHD/OSl7yUW/fdwiWXXMKDH3wBzpeceeYDKDomOskm84EsnyCSzjm8dSgfFN4oTaHCtAVReu9KPJqqmtDpzKRX7yOZm+/inYr3HDZWSacbevpa2tfPo+uUpcVkHq0zXN3CQmeGrG7CnimYECoPnVdUTMlccA6t1+RFn/ltXexkHDm3ENIWgiZEvtt4wng6RCuFcorl1WWGq0NKV2KnlvG0pBqPWOj36HUzpqUF5bCVx/mKqnR4guGsSoe1PjoUEsSJzKasoE6nZwU333QrO3bs4D+u/Ra337aPV73qVSileMc73kE5Weeiiy7ive9/H3P9AR//+Mf57d/+bW6+6fusro25++A9/PVb/iKiWJnpUvmNvfWOLpr5+QGVK3n9778a70LAeu5PXMj9739/nv6Mp1DoBSAUBUydpWAj/+++lP9sB4rUwZxFLDc6pRkqz8FbNLUjn3ewdhKdR2gCfemxqpRrtVoJm7GJgXXHaKzSdPo9JtMpizu2MxmVTIahL+X6eMT6yiqj6YSVew7RyzNM1qWcWibTEbZqmjs750Jjbmt51CMewdVf/RqPedzPc/4FF/Lrv/YSzr3gfM455xzuuPNWLrzwQi7aFsalTqfTgAyqIzdt3yzbkP5tQ6oySSOK+MqiPGijUc7jTDv1rZQiUxrtFeSG0bBkuH6Ixe09Xvf638NaGybTqGAX0I1jY5PAYivIhiDa67DXzNhDyYzJZ+Rvs8fZLCiX4Ef6PWqtWVtbo9/v471DBgfMAiYLCwvx/yE7o8m7HQZGU6qC9bUxc4OAaK+srKBrG/zlL3yR5zznORw8eJB3v/vdvOIVr+BNb3oTg8Eg9rxMJT1fCbadC3rhvWdtLfCPQ2CbxYzdvTmWR0Jv7+0zStXUc3H+PbEwESDDY7RjfTThom7OT5s0A+HITAJMGUBV9Xpvri8MEjm2c9o62rqJBN/MhcbUyuO9w6Co6hnH43HTy00pT6Y0lpJOllN2csqyw/z8fIgwik4kj08mE7pVj+FwSF4Y7r7rIM973vMoioK3vOUtdLp9/ui1f0zR73H+OefGmcfnn38+V199NXNzc/R6vThvtNPpUJXg67Y/YVZ32JDivO3kiaSIi/wt5a6lFbjyu7R6ECOeOjlpNVhaaKF1qPQaDofRATEOuv2Q1pTvcpMFqrp56ng8Zu/evSwsLLC8vMyDHvQgBoMBn/vCv9Htdvnyl7/M77zqf/KwB1/IK3/zN7G24oFnn0W/36fX67Vm9nZNTlbPJpc0eGEyMlXP+PXNBBG5Du3Bm4AMbJVN3XuP0nHIBLDRUIoBTGV2U6qsbxAMBegQ9cv7YkTuISsKtPPkXQ8l6F4GWpPT0CWCkW36EkoLHWknIanG6XQUdKOsmJ8fxKrF8XiMsyENKE7iqAp85MlkEgsYpK2PtRZbqfj51DDJ75KSkmu21jIppxiT47E8+9nP5obvXs8v/dIvcfDgQR7wgAfw7euu4cD+Q7z/ve/js5/9bMg6rK1xxmn3w5uCf3rPu6NDu2/fvpbON+ioO2Jhk6y1Q4fuic+q0+2yuLjIC3/l2XHkmbcl6IA+GWPQqj2DeCtIQCbar8m1H6lv5JGOs76+nlAcFF5BZvJEj1XcDDcEDDXftiyrVuZBa01ZjiMXvdvtMphbZDIZRp0bDAxuUsbnPF5cYm1tLabPpz4ELdlE452J6cCg95Ysz/j4Rz/GoUOH2L5tJy+87DJ+6xX/nSs+9b/pndjj8ssv5zWvfi3Pfe5zWwWMS9sWuOfARidB7uGG+3yU/2/6N9nIN2EyiT2/8Ccfws0338yBw4foDQx/+PuvRtV8YQnMnZNjJo3E8+w/7XD8qEQc5eg0+vqcVUYAzja2Nkv1R+xX+po0C+/1enEvk+9I7Yn0ifTexfvkXLPGhbsrSGKv16vt4wTtobuoyIollNJ0ezlaaw4cOEBRhIKzRz/60bzuda/j1FNP5Xd+53cYDAZxL723+3/Ev3tNZau4ZjbTpdTB3uw4R/t+2VOO9DkQn8PRyQu+fNXXOe3kE7hr7SCf+tAnyIt2/YU4yWlQJPdWjnUssnWs5iaSGsvoCNUbS2r05bW0UEWIvbEJs1KB6+MqJuWYyaSiLMesL69z4KRD7Nu3j1tvuYMXvOAFrX5sk+k6nU6Hk085gfFkjfPOO49t27ZFHodwF4DWgoN22w/5mW5+8f2lBWVbEHzkl5DFdMssMdoYg/Eh2vWUrA6DURYHT3gbqePpfYX4bNPplFx5Su+YTsMUk7m5OQ7ccReHDx9meHiVqR1zz8E1Ljj3vIhCykzf3bt3s2fPHubm5hgMBqF/W67Jsk78aQx0sxxvNB0TergFrqVC18RhlCVXiiLTeBPuVa40xhxjiPQjFqfyUPXus9BhI5njHp1M2+5tJpIuem0c3of35UXOZGwjB3B2cknmHJUmtocBmO/1Y3DhvQdVRacuHZ0pjmUYi6gpijBr2eV5ILtPJ2HUX5FjbeB0TSZVNMjT6ZTRylqIvkdDKmfJvOKelWUog56ObRk3/dTxFEdERjtC0DNB942q+OEtN3No/wF+7SUvCu00bvght915B3ayzNe/+Q3e+ta38opXvIL19Uvx3nP5v3wAAOsmXHfddeT9LkYXcYKPFIlJta7WmsFgEAPAsizZtWsXRUfHSSpSGQ4GXTuUVhm0MqANGo03GTpT+GMN1X/EonXot+pmXtvsfcK5FY6V6JAEI1rrow47mJUWxw5i8YnQciaTSWyjI6PrjCkSG94nzx3d7oCVlRXmd24PRUC7FynLMqB4wyEH9h/i8OHDrK6uRoej6OhI/yhLGJbrvPzlL+fGG29kPB4zXFnl0ksv5Vvf+hbXXnstf/Ca1/HzT3gCV199NU4rLnrYw/Hes7y8TLeXxd7HR5MjOZuzKXJjAr9wNCz55je/ycev+ASv+aM/pKMz7HiKznNeeNkLKIqCb3zjG1xzzTU88tE/xaMe9XA6nT7WOoxR0SEK31VhXVMgJ9+ljz12+JFKzDL5ZrToZo5RyvtOETtxHFOKhdY6Keg0cQ9sEME2XUGprC5iU2RZJ9ZciE+Q+gshSDaoXGMnjjzrx6r+Xq/Hcccdx3B9wlOe8pTYy/SMM87gbW97Gy972cuYn5+P899n6SZpunwDLUCQ7Tq1fLRexLPorhx71p9oSYKeOz8VIDeej/eezBQ85jGPYdeuXayurrK0tMS73/U+PvO5j/GiF/0KWZ5chxK/Y2MfzWOlIKWypZ1LlXc2LnLqSD2B23EOV4WFbpUh0xnelGSA6VT0CF53P6DlcYOOm16q5KoIPfSUi5tOWmk468VvJimKkiJJKTcyXVzONb0FpVFwWZZ1RXAeeYuyWUgj4TzPUTSIwcK2UB1srY3VxBvSOYnI4pfWGWLAzz333JrkX9XOcxelHKHNTjjP2+/Yy0knnh4bx6Zk61ZUO5MWkt9lc0qDAaUUCuh2O0c85/tCtKubxyZGQ6vQmdDHyAAAIABJREFUvimmylVT5eicI896jCdrG/hXskkEfcqAIr6eZQWo2smzJapOkWM8lQ9c4iwPvcbCutAtXrI8w8hPzHOM6dbGXU7Asn1ugHPtDa3ft5E3q7VGHb+T9ZWDPGBpT+jNObKcMA2bvfee8XgcswAyMaIcjhnbkun6iPm5LmvD9do57sRjG5Px9Kc8lW9f/11+93d/l4Vtx6G1ZufOnQwWd/P0pz2La79zLRdecD5/9da/4fjjj+fNb34z1lqe/OQn87GPfhLvDDp33HLrD4GwAZvM080yjAuFJUrbMKUmD+PmpuUQTx6dTQkgpY2XFFfI/Uud/f8MIvijFO1C82/v/Aa7JTK72QEtxxKOvQvD7HFFj7vdbkS3oSnYE8f13goUpTAgIDkT7FDR74cAdHe3z+LiYmzrsra2FoYFrK9R5ZY8z+v1obnqqqu44YYbeOvb/oo3vOENXH/99bz61a/m/e9/P49+5H/hmm9+m3e+851UWCbDw5xzzjn84Prv/R+lHSFMg3r2s5/NzZ+7ku73vseFlWdOGyh63NCx3H3TDZhiwO+9+rV859pvMN/tc/nll/Pud7+bM886hYsvfiyP//mHBbttXTMSsRYJAlLgIUW6topNNMbgpiW+qnBFToboYQP2aN10Z4GNPNRjlRYIM/O6FOLM7iGyT0qwL3upUgpXgy6m08ObnCU8o9U1zjijw5e//GX+9m//lre//e3oIufWvTcBsLRtjn37Ng4hmZUNHN2UezrLQ5U+ln5zF6w5RtNiLe19mR5XaB95nvPYxz4WowOFxVrLlVdeyZWf+yL9QcE55z6AW2/bi/nut3jxi1+EsjO+Vd341/lNdK3OsP1nZEs7l+LsQdM7K4100nSN1hpbKRQ5eZajyJk6S7feXH3WtAoq8qbwZlwP0s7zHs4F1E9GV4kBn1Ylk7JE2YbY7rWPiz9VqizLyFRQ/LwIil4URVT0NKXXOKjdeIx+X3pAhgo8cXBn4XlBCdKea9IjzTpH5R3a+bhpeqPDCLRyRFEU8TPi9GpV0Ol2GRQFrhwF7o9u2mRI6guIG4RzLv6cRWjlmcj7UyczdTajU5k4nvdWIf/jFqtCk1kICKY479NpVacIO3jafUPLatRqCZNG7cE5dXhlg6NUp8AqOyZUhjZczdTBkWpFcSShSQNJqhKa0WKprgAzOte0SBJek7z/wIEDLC4u0t89H4IPMyDrWHp1sVzKcRKqiczvnusW3HLzvpACLadMqzIWGlWj4Igur6/yoLPP4aabbuKTn/wkn/3Ux3jYYy7m+c9/Pn/3jrdz660385nPX8muXbt45MN+Fm0c48mIj3zkI2EYggSBdYTtncFZTVW6iNpvxv9M12B6j+Q+CvomyGtmujGy3woim5sxpibfA77efNTmztIsXQY2IiIiqdOVFt6Nx+MYgAKxqrvX68X7KXZInL+0C0XqKElhpuiwUhmDpUDn0EU3pjInkwnz20O6fLR6mMOHD7OyskI5De3M9i8fZHV1lWc84xm89W1/xXHHHcdtt93GTTfdxB/8wR/wgQ98gAeefgYog/cq9Op0DV1o9vrTtTubHXrlK19J6R2/+rwXMLntdn646wR0r8OjX/iLrC8PKTFcNPasV2Ou2fsx3vinf8iOxQXOfMD9eOrTLibPCxYHPVYOHoKFheiMGzMN96O2rc7VtrCuSJ6fH7A6KuOI4a3iXFpryaRVkKpCwVyUBrk7Fgd+1tGfBURS+zcajeJ+JrYxRSolsEmRemnTV1WheHI0GkUbWhQFC/0BSinm5+d5zOMeS1EUTGzF9nzA7/3e72HdJHaeke85lmsSPUtBF6lUH41G0fk+UvETyqG0iWsJYH6+S683zyMfcRHD4ZAsh9EwBMp33HEH3/zmN/nIRz7CwmKf+fk5TjnlFJ745Mfwla9cxf3udz+e8YxnoJRibW0tNkjfLDBNr0POPQw02bzTwpFkS88Wv+KKK3zcnH3o6SZzstMIXf5fVRXl1EfUsMJDZaPiOTyOjc6OKGU3C4bRdIrGgOYF4+mEad3jSoxoqvTp/+N5VeMWAiLfmSKacs6S+pSxYvF8ut1NJxmICLQvm+XS0lLc7MVxkHskTsby8nKYcJIF57EwPo6B1MbgFOCz6PQZYyhMs0F473FWo3RwjFKunadGYMnjZBPjm2dkjAnRkc/I87oYShWhuEUV0clJr/fSSy+9z3OSV3zyox7q6/BZNBSCXKajLUVmF6rcN0GH080bkqgx1SOfxaAqTXOmrWPEkKV8GNGxlIsnv8+mrSLPs37Wo9Eo6q2IcC9TYyNBVUSSXNMWyTlXV7OXjMdDJuvD0IpmUrK8/x5GoxE3334b/d4CKwcPcc/hZb5y9ddid4D/+I//4IUvfGE0gJWtm7L7LPJK0zRNt9uN03XkejudDkqpuuo7OOa9Xo+io2NKXP4JJ1hoLhJIpT9/8ZnPuc/18GOfvCIaa+181LnNNmc48uY+qwci8pzToFWOk3LC5H1yr2c7d4iMRiP6/X7LhglaJwGJOJ2y9iUjI90QptMp2lWsra1x8OBB1tbWKMuStbU1fnjznVx33XV84hOf4D3v/Sd+9SW/wW+8+DI+94Uv8Z5/eT9PffIlXHTRo6nslJ07dnPgzn3s2bOHfXffydkPfBBXX311RLGPtg+2N9lGZM2kqFmWZZxyyimcfPLJHL97R1zvc3NzFMpgMlq6JvqstY49iPNChWllKjSxzpWum6jnPP1pz9oSeqidx/mwPvEZVoGygbfvCPoZ7+mMbdzsXqd/F5rLZn+bDdZFNyVgkSxjnuexqHE0GrG0tBR55en7J5MJ1XjIeDzm05/7Ei9/+cvZs2cPF154ITfeeCOXXHIJp5ywizv2H2w5i9GnqM/DWstrXvtHrO67ja//3d/zwKHngk7O1FvGxnB7OcUYxcETT+DU33w51egw//NVvw0E+4XP2LVrF3vOuB8QdMTUXFKxxQcOHOA73/lOWG+qigBQlmUM5gqe9UtPZ6E3IM+Dbnkdpu4EPyeP/oBch+hd1Ou6Z26nm0e0V0Tek9Vg3bHsy1sauUz5QUBIKcY0Yv1gRVG9C5F8Fl7T1mEUqLrysfRhDm+udXS+gLjApaoqoAIB2RQ+iTGGTr1BS4Pq2RR3nudQWVRm8JRMbONYSrSVFuVIlC9cFEGOZlsZzaJXco5lWUbys/AYAbQxdDt1xbYPqJtzjm5dibzj+F1o57Eq3N9cNU6r856sU6CUJ9cucPKqwCc0WbKolUNrg6NOU3kXnHYXIlllFVCn7rSOTVvDc1PkSqNMaI1glEKrvBVBbZUIXcTKMlFh1mrj2GW1g7kx+kw3+dTIauPICIvY48Cb6EhGmkae1WEQ9VyIAucdRmsqO21FwyKpIZAIeW1tbQMvWQIEcUrTVJxzjtFoxLZt2+LfgbjZSyBVVRUL89s5dOgQxhhWV1dZqBGZ1BERZ0KM+nA4ZHrGlLW1w/SuK/jOdTeQZZozTj2ZSvnQ8snXiH1VUnnF6tohTjzu+MCzrNF6QXC1DkUpi4uBt1cUBfgspm0Hg1C81O12KTqazORIe53ZuerpfUnXWfqe+1oiEu2hUiQc4M3Ry80C0vRvUuyXtv9Kubvy2TQIB6K9S4NWeT11OmW8bLqBpQWOMkd7fX2dfr/PZNygysKXlXGKA5PTnZtnNFpnbflwmKT0g5t5xCMewetf/3pe85rX8K3rbmD78cfx/Zv2cuvem/jud7+L8ZrSwv3PPI2FxT4r9xxiPB7H9i5pi7uUEtHv99Fax8I2sd2pYyRFTAIELCws0OnkKG1ZW19G7w/3S1ox0euR+QzlFXrqoGieg4ybVEpRlQZvwrm46RRXB07orVHgCNTT0zohh1qLjKnMPTiVTKTxWY2wE/aHBEmfDci11pGyMvv3VDZDOFNgQhxMyRpOp9MYCEO7qNZ7T1ZVrBw8xOLiIirPuOqqq/iN33wJnpITTjgBn4Wxn3nWY3V1dQOg9Ku//hJWV1d56W//Pssv+XWOKx1f/Me/Z9/tB+hvX+KiB57NBT/3cNYXlsi9561//VZe89rX89l//RTHHXccd9xxB9dccw0HDhzA+ekGWyT/5uZDID0YDOh0wyS++V6H7du3M1pdgaqsZ9f36nWtsMYDja7O6nJcn3U7qYBMd8E3e8za6hrzC73YA/ZYZEs7lzJvWsQ5l44s3dQAZtZjtQrjIcuG91Eogw+NCulmdQNqlTiRM3641jpknSobuYC50lAEVJMqKGknz3F+SlVNE0ex04LBq6qiyPuQU3PrmtueIgLyvWLkJLIQBUsdhHSCgVXBkTTGUEmVXF4wqUArjVHTesqGIVMKYyq0CggjqsLoZBSZONS6g8FD5sO98bWTldEicYdSQY9zFuPrWcyZIWPziF+cWeUhr79zQ5/PmouyVTb1VNrpxWrTdOTRzjs879CuSuucSnmoHe14D3y4PwBoXZO1HeA3OEXt4+qIpsgEKpGmErUxiHmeR2Mi+rRjx45WhCsy2yd1bX2ZwVzowLBz506Gw2HC8zQoXaCzjMJ0KIpJTD0F1OBEzjrrLC5+UuDr3nrr7bzrXe8iyzLW19fJ85ydO3dy3MICWXZSa1RmURQYb1FkoCx6567mPI2mtFW9qSxFR0na6Mj1yvHEuYm6nzhJ6T1IbdB9LVprSgls6+vWaEibqPuGQiSf8d4zGgW6i6xH2YA3+45Uv1JnILW56QYdEXjdpmOkRUASkE8mk8grd87R7y1QTsuAKnfnmEwmEeEUx0uqfufnF+j3+wwGAx5z0SP5zKev5FWvehXf+MY3uP7Gvbz97/+JvXv3ctlll/HEJ/083hnmFxb4wfXfY3Fpjvn5eW6/+x7yvG7PkjVBXZ7nsXOAXL98f9HRMSiRQEtQHAliUBVFpxdR8/F4jDGG4XBYp8GTQpVChcDSejKj8SqDLIeqze1r3e9ya2QZW7ZHUqvpMA8FfpMsjqcE1+YNzjqJs98z60A2WSO34XNaa/r9PsPhsOU4pkFiisxDEyjlyvOLz3oKf/Znf8bHPvYxPvrRj2IcFCoEz/28g9VT5vodxqNVbr/zTrrdLv3eAtZa/uHt78A5x/9645/HTE66/tJzTCWlJHV7WR3Q+NihQ4AkCd7lerQJRU39vMP62pjBYMLh5fWQWaOkyonXmuc5zjpcFooXN9uXUydW7lUoQA2I/NzcHApNURx7sL2lnUtnNUXh0UqjfAetNk/npGKMAWtxEJ1Ha21dlBFkXAXjkCuN9hsjfK01VqpylWr3oAEGnS6u0HXqZlQjKTnONShPnueoLKS1u51uwz0SvlRduDGbnk9RFfldCg1kJq3wOOWcc2MovcOpnKwI/Son5YRunlPhMPkgTjQIBk5hZAPxGZkJfTCtLckzQUAd3hgy67D1vcypGiczFQ0Gh+5qlM0iYroZEdsSHMz0dUEPZFP3vjH8W0mMb7qMzFbnCaqdchdFxChoVWC0adElMhSeEkWOV83UGW2SRTyzpxzJGK+ursYOCbM8yjRFDk3hkSKPBkPOqfQBHSMzkfRdFEV4vb5oaQki7TUEPc/znNKHhuXR4a0dTkFKDVXtKITA4uyzF/nTP/3Tuim3RevQs9M5FSuGgeiMpNfT0EzA2oBeTqdT+kUnfr9VpuVgikPV7XbjOhKUam5ubsO9FSrOVpGUaiOB3qxdrEqYTqtYgauAbscQuFPUI0PbaOdm6XStA1cb74k8MaGB+Co++/T9adCrtcbXQX6KkEJDKbrrrn1s3749frbf7wdHoAwbpM5c5PR2Oh2WlnYwNzfHtm3buOixP8tnP/1l7n/aKWTdAYPBgOHKIUajsu4SUnHOuQ/GTSd89aqvozt5cBRr/RTqhGzk4myIcysBkzjSVekwusPi4qChV6lQUGaMwegOWgUHVLo2SMo8RaNSyoXPNDozkZNKlmPr73XO4fXWcCpF5DlVVYWyDldZ/IwTmIImMjZQkePx4WeazZEgSW+kdERdqilBsxxq+cxoNIoDUmR9zFLKgGgfBVUVR1Bmix/cfztPf8qTueWWW8iyjO3bt3PPPfewvLyM1pof/OAHIYOiDX5asVKuRMqS1B/M0ieO5LPI9aSdZGRvGAwG0UaL/oitBSLPdVhO6M8PICtarRklZS4jK4uiIAOUAYfGOdNat20+fuhYEAAQh1Gd+KzwGZXdfFLQrGyt3XtGin4PnKfExV6IIrMbuFUBlvdlhdMK7RsnzRhD6cqACNWIDQRHR9ROFE0WdMpXNEpjAAwop6jwOJ+R15u3bJzWlmGkX52Wjhw5BYbGcbLKkpFjzMboQX6mfDxxFMTARZ6nViiT4QCDCYCFUlAT2KEi8znWTzGmQQZ1jYZpXW+sJvQMC4hrcGCdqsCGhu4FzXlYNjpPsnhj8YBWmOS60uuQZ4ULHFirINMBGTZaU+HRdXplqySB5Poqa1FahUCl5qfI5pwW1IS/BY6wtbbuPtAgPBHxlM+i8L6c/VqgidZTwy06CsFJWF8/xGAwYHFhRzDWqoAsGCGrgg+c5TkWH5zFukLR6hA4GFTLuBlVF294cKrRw0w2gnqWea7q0YFGc/DgQY477rh4v5yboo2OoyczFEURpj84nQesTRV0+vXfVVOsFvS96RSRVsIDiUOposMpRlTQ28ZQNki+VdDLi7iGVK4xPji8uVH0evPRZogjvJVks01KuM3Tuo+ec4E+kRY2xc+q1LHcKBtSjbFQo0aMEPpMhXUB7S7yftyotQJ0cMQlyMc6lCpaDroEk9ZairzPiSeeGDdaq4hIuso1eR6CEe99XF9VVYUer/PzdOcGnH7m2Xz1q1/nqquuYmX1YHivClSkPSecxDe/+nWUUgyWFuLrMm9ZnOeUfwzEAiZZF71eL9KbINhMKawqisAbl+DfmKaKX9KyszzhtNDJ6A7eNVmqkFGSQtOw1p3eWoWOsW5AgfGNrff1VBiMjn0/JWNhFVBfv2Hz1Pjs/1MqhojoiqDKgh5vtj5SwEbsh3CzvfdNm8JRxe6TT+JFL/oV/ubv3oEiBLhn3P80lg+txgzHwYMHUZlBZQHpyx34zIDvxmPJ5CpBA2ezA6kzLZmj2SxlmimQQt00Q9vvh3WXZ6GfbBg7WdDtNPQm0d+5ubnYGq4oCjKfARarPUo1dvaI+zplvcaD05mZ/x+kxZ1zscecKGxLger/B52tF63RsV3R7IZsZtamVWCrNnoINXIpHFc1Uz2oNbqGkqxzYDrBSc0LOnnoG6eda0X0zrlgmANBityIEe+h3EZURJRCFNQYE5xnwPsseAuqQvs2MmWoULoIhGqt0c5Q4ekWc5H3Fq+xrlAPxjXwB73zOCXpVWr+JFQ6tMihUuiincKX64M2jwWIpH2JosQgpQifTtJpqYhB3gqymYEL9x2oUdbEblLZKjjuSt5nQlEOFVBH235jReRmkblILLzRmtJpcpWFJtI7FliY3x45tFLRZ3whJx9OzoXAKvTKc1gyOl54sGGqxfKh0MvNH+G2O6dCAIMhUzbqaeEVu08+KVRy+xJ8E8BpK6i6YlL3Uc1V0AWjHUbllBrQGXlmcK6KE4HEoRQnb9bZS1Pes88qXUOtNRIDt3rzN021qXYVxiuMNmij0b5Onc1yZu4jEX2YDkeYTpvmECdjJUhmWlQXfg9ZhUaNTf0v4REn9k7rJj0mjqZSKjxneRTa1Y5jQqXwGdZNEnvgwDUOnNgCQQ9brcwIM82tteBqHi2NMyzHL5miXV73irQ8/vGP59GPfgT33HMPX/nKVyhLx9raGirPOOm0Pa2gnDI4r5XyZF61ZoSX043V7aKL4ih0OoEO0u/3oyMsjk7Qe0ev3y7YSekXodNBXv/M6kLIHnnWZDbyrB8d2SyvbecW4lxKAJfneb0PalQ9fU0KkGytR1LPYCUjQnBYAop5dJQvtZGSEUxpFmkRWYpyilMm6z514FJ7KxQZcfLKvOSpT34iV1/zTW6++Tauu+HG6PAVynD8iSdE+5h5RaWabgzTSTjubPYqDXZ7vd6GRupCxZDsiTFhcMDc3FyrYCx1VotO6BssBWlRZ5VnYj2dTgFZTqZV1GO5b7L/qrLC+1CnYVTGoQMH6PV6dPo9vGoXVMl+HIPIY5At7VxuQMSSDSN9j/Jgj7JZx6KVegrNcDwOsHNlUVkWjfC9nQcQ+U6zKV95AL6s6NQRrJpxnJxz5DogR6Wp8N5ikr8ppXBaxfSrMprMQ+k0WjWOQDhmNxq9eB90tzba4U1OKzQqFlXM9/oRGYiRkieMHVTgdXsDgfq+yn3oqBiNpvdGDHH6mjj0khqSZwdETpKcw2b3Ss5xK8gsYiD6khmDw1PNGERfcyhbfcR8FlKLpm0QIUk9UjXXXI8Qk81e69DyQwGj1RXyhQW2bduGd8EJsD6gg3JurnY2M9PemBtkSIMNDogvYWVlBV87Wogxqas/q9oByJVm6gIS61A45+PG4VWY/uSMRtsa1cVB7jG2NpBzS6gc0iyfcw6jKjxFCL50velGx9JEZClF4QLHuGodBxpe5Wx6SjaczHQbXUy4X4EnqrFKYbICrxROuQ0B6VaQrCsOdYYxVeveoNqbOdTpaSUoRCOzfe5EZm2scAyVD4iarzntYmuMNljJM/gcVDsQc3UGJBWlwlhbVNVyMDKfkxWh5VdEx8TZlW4WWArXQReBwlEk3Np+f57du0+KvLvV1VXKMjRoD1QLV3dEqPtMerAVWDelQreoI5PJJA5HkK4YsknLhi7IonDbgBrRLchyWh0IpCp4NF4lz7cH/VOg6MfsV7qJp85QCKy2Rr9VaNNoRI60j8p75OyDPQ3N3erChpjFkX0ntjOqPX+tGhZS2jdVjj/rzKXp5tZ7begdmfoTwrnVWrOwsI3OmX2OP+lEVleHrK6usn///tDLd21IWYX6iukknMPUNx08lFLs2LGDW2+5I6KYsjalqwsQA+K0IE6oGqJXMuwhRWnT3tBCwwg2LSfPehRFQy8L5+SwpiCv/YoKj05aycl1i0ghZ9g7KpxrajFacqT2STOypZ1L2GjoUlH15mhm3i8iC9RSR8z136X1hEkQyiNJjLQUERGU9jpV8lnh67g8C5yzTdIYoQ0PoCpyNCUOrXR4f14jKJXCKoU2YMsJeZbTUZs7wBseOm30K4XRsyxjWnMv0sXoTcBhldocn2mUq8D4Cq/bKaR0E09f896glI2GMlX6FvnfedDp92SIk7XZ9d0XslnE672n2iRNpaxLAoCN1brO6lgIEF9zLjiIqmhV+KNUMhu2YDwdUnQ7zG9biinKKAliJchB0P3mfOVsJS3pjSZzHlXUzdtdEiR5jyWkF3WmmVYVJAiTBBTadFE60EYUU5R1ZFmB8w3fSWvA60BCJ69TabWTW6fvA4LfDARoUCONq3mCJnGUrXNkWRPxqyRToaliylJ41yptpQRhVKzK6vsLSvvQ1zLLMJmPTkaYcrQ1ml1G9Do6H02/01TXxFZolW6+BS5mSTKcm7bsplJh8xH6kWyYVlFTbEJw7lSOrm0ptQPufRYQbR1apKTopCCX4jTFzgR1OzPF7BqX8zdk9blEx0spVE3NCQGcJlcVRacI1djQagmUFm8IyjWdhvGm3nuGw2HtBIRMUzWeRKekcmGDF8QzDeRlvK+kB0VXO10Tq+g7RR9tmtS4VC4D9PoLGNNu8+RcRZY3jpDY2FnHaavIZin6tC2Vsg5DWx/lc7Mucui6MXN9vhnrLO36Yp3BDAda0Gz0tHWctPMKSJATskdynrNZN9G3UIAViggXFhZCv9XRiMn6OtPpOKaiIQRf3mkOHD4UpuBsm8PWzkHa0kt4vNba0FqtllkQJU2Ny36tlKLTNYHfWwcreR46E4hzKoFPGpABeJOHyWNoyAq89nit6daoujyXlHNpAmevdY83A/eOJlvauUydC4nq5PWoNLXyyhxg7aSJS8LdiRuiakXuovSz6cj0hvsa7p8VpxVpG4bZY2yQugWDrVvP5LpxAnTtuOGz6ClXZYXRHUbTKk5XOdJ5Hqlha7oZQ7PYJD0UN9sZJZr9PSqTzkKaNb2sGUS5LD3B0xEUTqLMNAXWLDjvQ9sopV393MICNJ4tM3Zvtpp9o2OYtB0yRU3LmMYqfiByZL0KXCQJVrKa71gmKFMq3nsOrhxmcXGRziAYJDVzDvKcqloPLO1nJ4ZD0nQSVQPoIsNNyzBmVCe0CedRuacqA3rZNtQFUBeYVeBVhXFh9rnXBVSBr+igDZX5DE/QSw+Bk0l9j1SF8jZ2CUjXetqSazaSTiu8ozOjO1jn0EaT6aY4bDaoIl0Lqh40oBXGmzqjUB1z240fh6SbRrPWc7y3gNuglyKBW10hgZsU9VSzlWKVpUocQ6EYSXqT+p45rUA5tAusdaVt3apsY+bIVgqtM6bTYd0APyMzAenUWjptVDHgqruY4fwU5RsnxhiDdQ6vFTopCNQ0yJ4ir9OKbYqObMYQHIF+v4/3Pqa1056aMi3NTqboPGMcpxBlMSUpDfirqoo9ViVTI8UTSimKohedTUnnpuim9GZ1LgR22uWMx4cDdSTPMTXcG/aIrVNYliJu6X7UAjXqfVP26EYCBNnQeGqpefYS3CwvL7O0tBSdexHpdx2OFHjr3vu62CT5liQIDmhlFWsLZh3OcO7TGNjGQio/Qalu7CIwHA6Zzs8zGg2ZTse4aTMgwnvP/EKfqvQhNV2j3uKwHT58OE6mSp3Y1E6nqW95n/wT1DINnooiTBPUWlPk/TClrDNHnuUURUZRNC3bRP+0lq4YIXA0RqNcCgqF9b+2thbaMmmNY/Px0/cmW9q5dL6KnLZUkeNGrhqUx3jwzobRRaZuqZNwHgXBhLYDlW5K3ofI3TYwEEaFeddiYDOtsWVFlmdUhAWyvr7O3NxcEqlLuq8uwFFQuXC+Sltyr7BKY7zr+nPZAAAgAElEQVQQ5QP3wWsVK9NFCSLKlKAW0BQ1pE5iKveWUk6nGIg0KWnhHYXNaLPjh2egoe5T5FxVL5isNuTiHAC0p3OAwvuwGXaKHK9U5LZmWjMdjlB5hnZbBLnUFWXZbji7maPjnAZc/F1rF3VUJ8/DJnFJRRPJpwtXiOHdoohGiZn3iaPkXE1dMJunzdLzlF56KbqjTZtY7r0HrfAmozCGyrlkbVCnsGpEsghpRa2g8oEzpzITUX45PwnyZlNZIDzpAp2s9/RaZ4PK+HtVoRMe5qyeikORbjQpEmWMiVQQ61yoprQOcgcUdQsiF1HY+1rieq2rNsOzak+GavQyOJTh/kvz6KYgytSoNjTIm66fm2oOBmxMP+JcmB1ATfb3OaG6tG0rrNLoTOOAojNgWlWYvEHNy6oCozFZt14rusExXQHJhm+dC4UUBCAhpv58OJ/V0ZhBP6TUlTdY65m6YQt1TjmUzrnWhCFppaWUYjxex/ZDBfSg24PM4J0jUxmlrxgMBlGXWmlrH1Ku6d/EYXDORW5dQIId3rV7qwZ7GI4dOPIh0O525nC+jcrdp6Ka7IZSORKsiH52TEZpq8hNjM4xzU+onSfvQxChQNVdUYzRLC0t1e+aCd4lnQ7haB6Uci1HdTbLFP7ftEDSSoZTNFm3SDurJXBlidcmdkMqskejDNcpybodlG0KaKYTS4mL3MqqdChlQisfpRiNRjHgkONK8WDj+DXBsAxW6Xa7rK6uMjc3F1HLoMOD6LsP+n2MyWPAY4yiUwRdSycFyr3TOpyHMjmuLqjM6vswNzcXUVfvHaVz9Dt9LBalj81t3NLO5dryhLnFXoyUZjf0tNWAITgoOL+hyni2GTk0UVPqECoVnLuo9DMKpwFfR2O2DIbRex/bssxuflpAPOGLOI9ToJQO6SAPWoeWIM7RirxS0nKKvoqkTqYYppazkWzIIi1+TDI2UJCsxtFueI/hNBqTkF5jiAKrOorq4n2TBgdBl7NofGXz0VocDbBegXcokyOnmmVZ3PS3grhpgVNl0z5ok8IS+dn+m8PVTlgrrUZSEISbea15drIZpd8z+x45J+V9KzCRz0kQkeqI/H06HqMFYawlrgsVoNXSp+0pdMNt9gHZA8jqTgTaNfNnhaMmMqu/s/rpqI2+37iBtmgUyfXrLKOsr+1IqHzrO1zDE0uPNTuJwjmLyUSP3abndF/Ijdf/kDPPPi2scVu11pRI+P1IwWCQ9FlIkAGNJrp6vbfXer3+AWsdoRGrxhhwtYpoJcMBIDcF3hML13zdiFwp1WQCdLCBYRm4VmakkKr9sh42YLJ4hmJjcmNwPhxjfi60gXFAZjKUq8iLAm9BmyYlOcvtlnsobWScc/T7HbxXTCYjlIXSV8Gp9dA1PQIXTaGUxvsQUBdFgbOBXiE6JUimfJcgl1plmDwD51EmVPc3gb3Fex0/K304lbYbwID7Svy0IOuGrhdhb7atwjsJWIWL3tKjTY5XliXdfo9p3d/ZOTdb5nOMJ9bY2lnRWgfgSWUoHZA7cFS1c4tu08KCruqIFgq1QpzVYE8tk8kIqqY1YFlaxlWJqycUWWtxNgA2zrnYGkzOaTqd0u12o9OZ6orYNVkv3X6PrB5NPT8/H9B87/DW0e33MCr08I3oZlGj5HlBplV97WFtCuKrtcFkGc7V2cf6+jMVuJfOunrQCUynY7y3OHVse/OWdi67Hcjsfkq9Mz7UVFGLoojTbqy1gYgq9RBGo+s7NVtAATNpNIjIjPyufQITZ/U802nZ2hRdUjaVbnpp1BQWX8Np9GRU+JDa1Abtw2YQsuxtEregSanMch7Spr7ptW2GNsr1yjFkIcvc1fSzwakN6IdSoYVSms4O39tMegmVg+20/SznJUWSnFMIYRg03isgNLn3BKTl8ss/yi9ccumG6/hxi8LSHUxx00WUGcb7P9tHbfbZNMtLE3oEBq5bc48Cei0pcQkkoI1OAq2pUiKtQEJrsBs3IDlOqiPR8dSmcSjcxv5ssyL0E+98uLIsrAlpV5Smc4qiiNMcUsR3VmbT+xvvYZC0NVg8njEUSVo8bVK92XekyGVa1Cafh0B3MRBHrCml+MYXr+Rpv/CLR703Pw459fTT6PopB9d7dPt202Bb1pNz001tABDatQnHewOVR3R28w09BNfU06UynKWmDmXNxq6h9AEFlrZiB+7ez3En7G4FAO20al3tXj8bbx1W6dgRRKuACjpXxWeopJiMdqAltAdFB+srbN1ualavZgM1ATF83WmhKMJ0oMwGx7SqqtDpwDSDLvK8G+1YUZi4sUtA1+l0Ij0mZCkUVlm0ysEotMkxSsdJS1m2MTDsdDKUn+Nzn3ovz33OC+5NTX7kYt0YTYW1fWDauoeSErdHuNciwiecTqfoIg+cbtpFZvH9deETPsMoHYM97y0NhJ5hlcPQtptiDzxlKDyr6n3f6Dqb6GqfoWl5pbWOk6HSWgHRWUEZATqdHF9WkSoxnU7JbI73G4viACZjGwOP6XQa+n+qjfzexoGtmJvvYnTQo47JWFxcjKj41Fnyfk25UE3bo6LbQUkaPMtQNajja/ugMJhM7qMHDCFT6VHKYwVZBaxripO63S5f/OIXeNaz7l0Pt7RzmeUayw5UVaL0kL03Dzn1tN3xwQoxG0IqHNdUgaWy2aYsP9MqPeG7BUdVoU3Td887FyepSFPYFCna7PtqF7NWlhrd2eQ6I+Tv29WRkkpJUaDUgZW0uHAp0s2mqhoysSiqMc10F+8V1oJziqLo0+n0ufPO21lcnK8NYydxdgTlDU2YgxHWqJhWcOR5M2PdOU2W6ZazlJ7/BmOURO1aaz75r5/gksc/kWc+9emb3K0fv5guMBmAG6L1mNvvWmb79u0tpxxA68CihLaO1X8FmsImeb911Byi9uSm9P5shsSFZyubc4oSB6jcJGXOSuWoumm/6Mudd97J7t27ow5DQ+rWugjnllQWNseqUX7nqSpAF62IvwmomuAo9gY8ChqdXm963amjKI7zbHFYqkOCTqU2YHZT8963Ap30HExdDOR9xSeu+DBPufQZ/PSjLz7ief84pdP1jCYZvd4UX63xvR8s84CzzhCwL9qYjbqXUVXDmGJTeXPtKSUoSDXz2UaMh0orqironNZE5y+21kpawck4wKIoWNq5Ix4nXe/pTxGlVMP3TJA/vG6qidmcn2w8wsVJ9CLQpJwtY5ENNGlypRTOht6/SoXKWm0NGBeLPyeTCUWh8L6KHMqs7tVYaY/WCq2bAEgQL+cchZY0vkxSC5s71NXnKKpqitKNLReEN89zPvnh93PxM57NRU962qZ68eMWXThU2cG6dXS5xm13Vpx8ynExuHEuZGXaDmUTiMtrdtIeRGFqFLspaKz52NKXVzXOZ4UHlTxb5+SOAg03NezvFVppVldGEdmDUK/iVHJc1V4Tgh4KiJCms2UqU1UZbNHoqFIKO7R05gLCndLXnHMsLLTbcMnflLbxOuX5+5rel1IrBNTy1Zhud46eUkzrnrOdOpAvtGl1z4nnJfQEXdtOXcSCUeHzStayMYvh9U4xz+Ufeh+XPPVZPPxRx2YPt07ucRPxumBUTilRuGqRE05ZJHdjPvOpT+Fsw+HSusCGuYPJgwxKXlXUv7cnezTvb9LP8lDTyETrpurbORejDUH8qipELbNpQJHUcUzT+xvSTVq3Nkz5zHg8bm2AQaGrDa16rFVYqyhLT1n61gIB4jgpgffTe2GMYW1tjbm5hdphaaOgbWc9q3k29f+ysMnItZE0Wc8yUKq9gaTGUxzhkGZVfPWqz6Griic89vGMRhN8tjXSQFoVTGxFhcXZnN07j6dvPN/42jWUpY36NetYSvHELJoZ7rFK7u0ssp5tMAyz5G5Vz2NPiwSgSadAVuuBqXVP4ZzG1wVlu3btik5r49jp2rHU9TkUWNvwfdMeiuOq0ffNnAPIyLIiouCic5sFfqIvsyhmirSGz7bHuKUpzgZNDrqeog6dTie2xJLzS2kh6TpyqsdXv/RvaGN40hN+kdGwbFo03ceiyKnwWK9Qap4zzrwfuVrjS1++EmfFLkxwbhrv2cGDB/G+JMu60eaJnqbUoCNJ+lxK3/BnxYmXfxsDeF3bo5LRaBQ3x9b1KEWGahUypAUN8p5U0r8Z3+gkEPunyvvkWAIc6CLH6wKnciwZKutiyShdDSyYDjrvBQc2V6hC41T4TK87T6/XYzBYoCh6dDp9TKeHyps+iRkOoz1ae4wBa6fRLiqlyJXe9J45rSiKLp2iF21jt1ji3z7zHjJTcPGlv8x0dbpl9FCrsC8rcnS2jZNPPI6uHvG5z3wqtKIiBM7p815dHUXbM1s7ISLr2pdV69m2gJ/aGcxoBnXM/i0UjoVAJOq4M/Tm51B56CBRehcHr4iOZKYb2qAlDqYghMYYtOpijG61BcqyDlnWoTs3wHQKOp0w53vQ6TLXLej3+/R6Pebm5lhcXGRhYYFBf5Fer0evnzM/P89gMKDf79PpmjDitt+jM+gz6GYM5jqhC0GhyPJAlVoYdFhaWqLoaFAVHZPF1lvRicwaRzXN5sxmamJW0XRj79VAbwlSdHfyH9d+Aac9T/mFFzAZ21C0eQyijmZY7mv58Mc/5lMkL+Xz4ddR0yl33L7OjpNPqD9RoVQznD5FP0JKN6k6S9LCWm+M0mffJ8Tv9ma8OQK32aJJnUs5p1DgYpLzO1J7B0mzNEilS4pd0k1ilteXOqriKKfvl2tPHT4Im7T8X66/OR8bo3cRSY1DPSpStWc1y3fIfRIn+aabvs9PXXAWa6Uh8zm+hupDs2fFJZdccvRc7Y9BUj1s8dWsC2kV7RgentKbXwDSgEEMbLOZe+9ZW1tjfn6AFFiEz8xyY5u/zaZmwvMTR1YciQa5S9tfQJpqD0jiZDKpna1mDXgv7S8k/Z4WfDmMaXrHBcnQuplkZW1TmQtE5EX0NbzW7k8nv2+Gksl3pM55ioynx0nJ8ZJqVarNdRMELHWolZvWm4nhG1+9ip/+2dOY+lPpKLC6DjZrjvWll166pfQQklS+c3XKuOS6b3+fB//EQ1hZvafup9dwUUWONA1KZLPnsRENlWO1HYW0HU3Kc0yDaCDa05TuMPt9DUe7ec6pTdLOx81U5PDhwywstNdhes6zKPZs4D77vphN8tPYesgkRR4S5IxGo3r+eeDypTop1x2utV0NLPcs0KYMn/jkFTz3GQ9jZXI6nXwS0V+xh0996lO3jB6mgIxz9RQ9PwWvWRuX9LpzWFfFNRmkjYzLc0z1YxaRPprupeBH1EFPpBpBcERFJ9MOCdLKUD7T+j5VhaDD2vi3MBY32PzSqji617kw4jLLFNU4pMc7nU4s8lF5FtPkqT7bSlH6MJ1s9jolgLMutClUla6r3es9KAsjKOU6c6WxZIzHY3q9EKQI0iq+RtpIXUCJlGZkPCijUcbwlS98lUc+6lQm9kRy5WJrO0E6j8Uebo1Q6AiSbg6zxsm5Hr7TY9ep8+BK1Hidz331Wh72sJ8h8PeaHnDeb2xA2yjkFCgSI1dirUSWDfchPATx2KsNCi+pgLD5Q1rXEdKDIS2SZSkS2FRNa60py1FdBdY4esYU2JrzA6Ck4k23C5wajmSQWWTTGBMm5tQvSRQdNn9p6greBwdDqQYlmkVxN3Oi5RnJ4g0TGmqH1DdOhGfCXTevs32bZW5ujnMecCYH1y1ae5x2GBc4Lda52lDf95JyxCDZeEzNF3WOzkDjqoNkJdz4w7u431ln4lxVP5uAPvd680wmkxr5bqcxtZ7lBqdFJtTvS42oOKAZSm1EEUV/U73Pc1VH3nP1+xzWKrzXaC0IXg5IeykJBJpUdzjXog52QhuVECRtnP0rRQlKKQ4evJvt23fV5x/+nqIbsxzIINI+RzbriizrtgK1NPiRNHw4nzCuzBhfO9QWY6pmTrSbcM03buC0++9kbr7PuQ/9CUYjBdk60yzD1E6Amtmo7ktJ9XAW5QUNSnPuuWczndxFVij+/YtXc/HjH8twKDzhdtN5PYNAtCkcIrPIeyoZUNbnUNSZkfC6c9PYo28zSQOBWZHPHKkQMwaoWhP6ejXHXFxcbFEl0p/NvQoiQVikeswE4qk+a7rxPQ7ZtC2mU5ArHftpyrMJ66sZaSqggtaOsgwFIMZ0mLqKj378ci752Z/FL53OE570FO4ZWrJsDatyqB0Ni8fardG1QO5hOoZW69BWzLugU4NBhitX8dWUfXeOOP744+N6j/e5rMLEMWvDbHXnYrUypAH35sW4s7/LvU5bExoPlfJxgpBQGbyCSrU/A8kAAlWQewem+Q7tCDQmBYVx4A3O5WSZZWlpif+Pve+Ok6Sq9v/eW6G7J+zubGSXJSzBRViCAgICIup7iqIuQX1PnqAiArI8QNgwOc9sJgriU8JDEf0pPEUQRYKgCIsESRI2sDmxzOzMdKqqe+/vj9tVXVVdHWamd7cH6/v5zGe6qyvcuvWtc84959xzLcuCadsKhELTiUxFEyoEJRmdxqGqmfqSOhDNcI1T1wCMC1n7mmQqaIBD0aSOVgAQbsDgmRq0SiwjOxliGoWiRpyUC7vdmqZll86FKT20XDgyE5BL+775xlpMP6AW1VXjccKJRyMeJ4CaAtE0UEKdGsyixIllFR0Wl7liGrKhHNUx4gCXkicKrEgNTj/9FKhCgYIk1r/xAjSiZjoxDdNMQgjT+bPrMMoQOM8Ylczx2MnzU6RSFhgjrnBhlvRymw7OvR5BQrLhafvPPxK2BatbkGlaDLZRYV9r06ZNjrCUJNIcL5F7Fps8JuuJArw5l7aQtQs5uEdHlpVywpYyvK86393C2C/o3c9AvjTZulr2S6qqKiiJYPXbr4GIPlBLw5QDxkEbNwkpqoJxmQdl37PbO+YPte07qA4P5bNXXX+uNtIamHo1DjniEFDOwEQCjzzyCBRaA8aIU+jZht2f9rqvnjQBF/we6ezxdu5tdokwm88yZ9Jbl8wuR2ELeMlDgWhUdcpE+b3X8lHIe7VHw7LumwpNI04en91Ot4J2b6+rm+IUHXa334Y9U9L2gGe97pbDC9sLZ3tj3bUL7f50BjGuKAEg35UIonj4tw+BW/0w0gJHHvthjK+ZBkVUQ4MANO97ag/GKpGHeTkIQJBqKKQKp552AuK7+8GMPjzxxKNgluSvfL+yKRxB77U7dca7T/a6WQ+6XT/T7ZHSXOdUcyI+fsPODfe+Nqftv+w7mIXHYBEi516Cnp87pcT/3vlluTsCZEOGSbPGuds7FI1GEY1GZejcVYJLTvCJIabG8PBvH4JqDkKoCr74hf+APvFgRKgFlZhQtex9AVl++6tU7CvYetktC/16mXMOQSMgajX2228yVJgAS+DBBx8EhNRhQpH1fTklSGfSWOyao9ln7DWo3VG37DPJzXP3OgCy8E/CBQCdyskwlGbKDrrC7G4vs8MTokJQXa4ipchlGLPyN4JIpApQdVAtBoVG5GIBGZ0vUyiEp/yQEDJXOKJklg9VFUQzBqimRqCpcrUeuxC/Fq2RyzRGIqAKR5UeAVGj2UESzab8VFVVOXpeURREMiv7KREdXCj4w8O/hWW8j0QyhUMOm4Xa6qkAFJn/qwpnwRh3ZNLdhwV5Uslh8RAhQoQIESJEiBBjC5UyJA8RIkSIECFChAjxAUBoXIYIESJEiBAhQoQoG0LjMkSIECFChAgRIkTZEBqXIUKECBEiRIgQIcqG0LgMESJEiBAhQoQIUTaExmWIECFChAgRIkSIsiE0LkOECBEiRIgQIUKUDaFxGSJEiBAhQoQIEaJsCI3LECFChAgRIkSIEGVDaFyGCBEiRIgQIUKEKBtC4zJEiBAhQoQIESJE2RAalyFChAgRIkSIECHKhtC4DBEiRIgQIUKECFE2hMZliBAhQoQIESJEiLIhNC5DhAgRIkSIECFClA2hcRkiRIgQIUKECBGibAiNyxAhQoQIESJEiBBlQ2hchggRIkSIECFChCgbQuMyRIgQIUKECBEiRNkQGpchQoQIESJEiBAhyobQuAwRIkSIECFChAhRNoTGZYgQIUKECBEiRIiyQd3XDSiEeGK3gJBN5Jw7292fC20TQoAQAiFE3mvkHEeszMGq6zcOEJ73OsO5XjEUOj+ltODv/n0LQngfPSEkZxfG09A0zdk33zkDtxMLEGrOeYP29W9zf6+urs5t2F7G4FCf8PdXvueQj4el7uvZnulD735ZLhY7/3CuuTfhPF9RWPzY3BEwoShKzv4l8THTh/5z5juH/Z1z7nymlI59HhILgit55VMhXnBhePrQs6/dvxm5aZ+7FDnov6Yt34Yj54YD97N2P998PPRzxc/Df1V5WC69bH8OQj69zJm/v6Q85IxmdTcACBUCpsPDkerlPcHH4fAwSC+Xm4elHj9cHla0cck5B0TuQ/U/nD0PCggAhIMSXQrbANgPrNiLU/BKeR60fZ+FjEYPUYsgiLR+KIpS0rkKwS1IgPLfx75CkMApBxed/lE47NO5DZ4guPlWTIjmE2x7Uqn7r+vAZ/gBwbwM2jYSfgSdJx8fKaWB7as0lPzMhAoQE4CW81PB44klZZ/rO6UqOLfkIKfI8yvEx0KGVSky3n3vxfYvpChL4SGlFFyM3q4bkTwUBijRR33tcmHUeplYALQR68ccp49QQRULnksSCwSlc7HQ9dz//Simq4o9X79hWUwvl4uHbrifVTl5WNGSUxpy+87TEii4iQVKShPogaOOEXo1S1GmxfbxtKdIMySJS2nZ8ODv00o3IgHsEQOjGH/kSHx43Hc/31IEqbvviwlRp11lNvzdnoXgHazg7SWCcw5aRBbnvfcA78w+RRl4GMSJggaqUAEY2X2EClupy/7iRftnNINtu33D+W04/Mzybt84BAsavTaEuq+aF4hierno+zKS+3F5x10tyTh95PZ8PPbLxZxTjyLSWIxrpXCREAIQlmlM/nd8OFwvdl23zC35vMN8bmNAs+dHXhITK/uXe5Rne9GH75wrN4QzEri9m/7PQaP+Us5V6PeCSjuP4g5StiP1FPmvH+TtqxjlnQf+ex9Wm/P0M6XU+Qu8piKVN1XchjhAh+FMLsU7PVyUfTBALBDK8l9vmB6bkpR1How1HgLDaHMRIz2Ii5zzjKdyZAZckDzLJ+v2BUptw56Wh8We4ZgYgA8HIxkw+o8po17Ox0d/JHKvoIhO9n8e0SV892tzsNw8rGjPJVB6+NGzn+1iBjIhDyWYnM6xak5ekTMaIvlDkv6wTKmCPt/oKZ+B6R9Z+T0B+TwD+c7pPZl9n/mV+HA9B8PFB0F4Fvb8mJ5cXn/epAwz+sMnrpc9jwAtFiZ3fx7N6LzcCORjQGgyG5r2bcuDcvBoLKRkjAhCBYQoQbH7lVg2/5cqJcjeAtuKoVB+XLl4XJKHfCS5bCX8VsoxQfyrRE6OSC9nQAjxeBwDz6+48ivd+2XSMlAgelgOvezmWVBkJYiHpepl/7VyfwxwfonSBnij4Um5eVjxxuWokHlIhDIUlkl2vpmVl4yBo/qA7cNuYgmjo3y/DdfT6Yen7T4FbueVUkrzhtAL3rugECgQ7nShXH1ZqfAoywCBms1fs4VpcNpAkAL3by8lNBQEt1IvtG/QfsWOKRnEyjvIkTwcgVJ3HZOvnZWovEeDQoOOoqYZsQJ5aCMfH8uVA1tMHu5JL5J7YJcTnnSFXkcjD4Hce/Dz74PGx2DwEvLDM3sKn1xzPwv/WfeSXh6Ovh6VXvZt89yf4PAPBotyR9CSQ9uj5eEHncHB8CspUj7jxh1ecoc+K01Y5LaHwzays/9LPTZwr1HPnB8rGHE4VWQEpq3Eid+jmRvizSd4RsuxUkNAQfuVS+FnPWWuhH34+2G4ff2v5VkvzMV83vUAeejiYaEJOWOpb4aHLA+Db3Hv8/ADhVLyyX08HA38XK1U3hZul1s2ItM3hWRl4BVG3rhhojJ7eE9BqJkRaXlu20/WYuQttP/eQt5rZl5kLoxcYztPzmAxDMewrNSXHcjvMRwxMjwciU1a6XmBo4atUALyqQK3obK5szdR1NNAeJ6BAAVn+cOHhQYPxUqnBf2vROS0zcdDj7wuYw7+vyTcXmGhFoxIAKX3baEwuftzkPMn6Pe9AX978sLmoeLbz+2YKBF7y+HzwQ6L2yQOKikSOPusdOQLkw/nuL1pKJQ6aitK8L1UmqWSQkP+UHOx2m45sPMunb6zR+Qjy8/6oBmYxZ5zsd/3NFfGUn8XbKtQfYqlfJ6hUtq0p8tdDQfD4UtBfhVI5QhRAI4sFADypLwMUz+XS7fuC36OKlI4zH7KN1gstxytDO29hyG4e4qtd7Z4qUWJy429bViW5XplLM1SCQqmVJTinSkKD88ywnSUZXb+VTCWuFIxKIlb1DsAh53LVb4BpN8zYyuwfT1wHE7FB29uuprjeRsLFS8qEYEetIBKL8Pp35E+C5uT+8rhUwgFJ4vaXBzGO1uq53K07+gHx7gsSZhmRupur6XLGzccAo8We1O4jqq9buXje+H3JPa18imEQl4MP4QQeV5mmhUOJQqGUgVnJffdSJAbsgyaFFUaH8u5sEGloRzt3FPvtd/ArBRjrJR2ePZxV33w8XA0HCxa97ZC+quc8HrQeGBkLHdFnvyopGhXKSjLezAC+wXYO3JwTDyJkm6qgILOkrg8HqOgWbqVCH9uSakIFKYB393hrkrvi9Gg5LBtgMIplK9GKfUa7UWMzLEkOIeDcnHHsqyiQrMS6iuOBkGTvHIwEvnmHuTsQY96JcqJYbXJfscL9JFlWQXPWcoqLKVs29coysUi/eR9V2m2b11y0F3ntxSMll/7It9yxE4tt4MsYD/LKu97PNy+rTzGloCyEmAEIaByCci9FR4aifHnqRlagtFT7vuoRCU0UhQ1aIbhvQRK438lKqORIk/UCWkAACAASURBVIcLefpKVXPXbh4uxnq/OWHtYco1jxLfg3nVY7V/PRwMqIfshqqqw/fyjNF+KYgiPNwTq3KNth/3pt6x9XIpbXb2c0e78vSvfT5V3bdTaj6AjC4EXwJ7CaPQIIxVQTCiHCN/35RJ8Yx2EsfeRrFR+vDa68v7LbiiVMDRJYTQxppxHtjenFmlo/es/SuUxgJQvI+c37NctFeF2pMT9yqNl2Wp/LCHUWmycK+izIPuSoF/8lGx98LxcPp1xQhTM0aCD2RYPAh5XfBBQjWfoPVtH64HbiQeOzeR9rQREHTuUg2TvAZmOAmlNBRIJ3Bv2xMCcSwJWT/ypmSUwLtS3qWxHhYHhjHQCVBEzlKbAStFebCH3vNK4+awKz/4dcy/uDwM4l5B50Tgdl5Qd+9pL7BbH+8tDFc3F6sCYaNSqjEAY8i4LJiH4l7CMF/IIk+NvL2NSsjXrBTy2RidF3DfoWC7g0bcedbDDTpXqdf8IKGgcGWuXOkC3oyRzhQdyW+VhEAuBnl7PdGaPCVg9iAqTfaMCO4ZunupNNtYBlV8HrcR6OU9/R6OWV763u/R3Ee5+3hsSM4M8hqYfgEa4Db+IHgs9iaKhin/BVFKov1IJliE+VlZ5Lu34Sb2j/Z6HwgElVwrQbEPN3pTCsq1LF/FoQyeS3efjMX+KSgXg3ID7e/ECvXyaJCnpGI5OFSWc4z6DHsQwyKei7CjNYJGEh4vBDvUvDdz4UptU0ko8yzSsSxMR9reUrhcrr4Ieq6lnDt/2aTc/fYUSgr/5AmhjXZi2VjyoBcd6Phr4O3D8O1YKBEzrNBonny3Sr/HcqFkvezqH6rwou/v3sa+yE0frV4OnDE+gv4sx3rnxfCBcEW58wwo0cFh7NXrFyIDY2zEo7PRKPHhlDfIRxznt70oCMaigPbkuQgVlEIuo7mPlbob+XgYxLFyGpgj4X4QJznnoAQV1aeVjnz5V4SQvT6xyW6HEKIgJ+zf3f/LgeHwsJKM4Uppx0hAiQ4uXFVHhr0eu+98ZUwpG6leHi0fy6GXs41xycIKjCpWPHP9BCja4cSCrmsgUNDVsRzXr7gN4FFYlinzi4abY1TC2qf5UI6XYKSGqaIoxXfKYMzmm+wllMJB/+w/CBXjJ1RBcILW5l6sWPYDECgl8XC0CqWSFJKbh8MRzIEJ78L4lzYsh8tDu6/GT6gCETF0ti/DimU/AHgUpmkU5KHtBd6bXPLzo5wGcDnKsvwrFjrPh2Hp5QwP9QgBETF0tC3FsiU3AzwKw0iPTC8XwJ54TqVGdYqhHHrZ2R5UcaSCQCq5NEcikRBArpDJN9OKMYbu7l5AUDAGEGqAkggIIWBMdvy8K7+Hurrxpc0+ZUBrSzdUDWhubsybeJz1WlFIe50DoODcvkZmW77EZfdxhOcnsTP6K3I+yJGZqkSL36fvnNTH/exokUFV5VJnlkkcYV1IqHBGQahAKmlg/5nT0NfXl3NMsVBkdXX1Pk/KSSQSolQOAoBpmujtWZb5rjg8UBQFnMvZuvOu/B4mTpyQ9/l46+pRNDe3o6oqivr6hQDJHzqRhq2XhwDPeIEIhGAl8zAvSuFhRlmYVhqaGvPcZ+CAKc85c/kloKqqLJjOVY+wzstFoYJxE5bJMX3GFIeH/mMK8XLs8TAjD7uWAQCEkHKUUgpCiBzkALjyv68oKg/d8q25uR2RiIampgbPcw/O0aaQm3N56GzLXNdzX3uAh4ybZZGHgJ3nTwHCwDkHge5wupA8VGgEhpmCkbbGvDwESl1piMOyLPR0L8/8RjxeOVseXnvdNaiqKuH5IKOXWztRVRXFwoXzA5+7X37azzPLR6AwbyQPHK6OlocZlEMvexwZDFA1AtM0ITjN6OXCg0Kbh355WCoPCSGoqqoqysPK86WWgKBwDyEEvb3SsLz00ksxcXIMCo0CRApRIqrQ3t6OW265BVOmTMJll3+nlCs5BoEM0+Tu4W7Hhg2bcOedd3oehKIoYIwhHo+js6s1cOTS07M4YwAzNDYtzNuan/3sZ9iwYQMsS5ZnyLdvU1MTotEojjryWJx73pcK3uF9992HdevWwbIstLe3govgpfXaWpZC13UIIdDSWl/SKK67u9sJb1GFo6mpqegxYx2EECxZsgQAxeWXX466SVGP14SIKrS1teGWW27BjBn74TuXfLOEs1IoVEM6bYIxBkUlBUtOvPvuBvz85z+HYcj0ENsDxTlHKpVCR2dLoPDp7u51QpGFeHjPPfd4eNjcUh/Y5oaGRYjGdBw95yM459wvOr8EhUbvvfderFmzBowxdHa2g+W5t6aGHkSjURBC0NScv41udHR0AMAHkodBPKCUQoCht0vy8IILLsDMAydB0zRnH5uHN99887B4qKkRWJYFwzCgRwqrj7Vr38Uvf/lLpFIpZ5uu62CMIZFIoLOzE4TmypHu7l5Hbhbi4V133YWtW7fCsiwoioKGxgU5+xCioLGxHpGohqPnfARzzzm7YDTo7rvvxtatW2GapnQoBIBzjob6JlTFxoMQguaWRYW6wUFbW5vD/ViVhvnz5xfc3/+OVtrkl1LSFggV6OlZDM6lXnbLQyEEKKrR3t6O5cuXY+bMGfj2xReWcOWsPMynl91Yu/Zd3HPPPfLIzPtiO0oSiQQ6OlsC9fLixUshhCjKw7vvvhtbtmwpqJcJIWhqaoKu65hz1HFF9bLNQ8YYGhu98tU2zjnnaG/vhkKjGf7PBwgr6gVua2tzPlfXRHDttdfukYoZlRM/K4Cgl8p/w52dneCMoqWlBdP2m5QxLC0ABACBIEm0tDagt7cbO3f0oamxreh1DTMhrw8FP/7xXUX3r6mpASEEDQ0NuO6669DY2IjLL78c3/zmN6GqKrq7lqC5qR0QqsfNXltbCyMtPQ3P/HVV3vOvWbMGpiEguIKFC4PJ3tO9FKoSBTM1vPrKPyF4YTf8Sy++CiPNIbiClpaOnLVcs7M8pbdDiAKeVRf8S0+VskZsJQvTUsNAHR2yD5uaGzBlah1UJQabgwABFwZaWhuwZEkvtmzegYULghWYG4ODg/KDoPjJT+4GUDi0M27cOJimiZaWFixcuBDNzc24+uqr8e1vfxuapqGrc7Hkvy9PJ51Ow0hzmKaJvz3zfN7zr1u3zuHhokXBinXx4sVQVR3c0vGPl1/PuZbNf5tLL730kvR0Q0NLS0feHCJd18A5A2O5Sz0G9Ylpms5+QohhrVVciSjlneCco6tzseRhUxNmHXIANE2Hm4cCpoeHzU3tRc+7e2CX/CAo7r77Z0X3r62tRSqVQmNjIxYuXIjW1lZcdtlluOiii6BpGjo7O9HY0JqXh8Xk4YYNG5BOMTCL5DXUbB4yU3N4WCjE+cYbbyCdYhBcQUdHT16+VMXGOTwsBaZpeviZTEinRyWlsOwJdLT3AEJ19LKqarA5SAiVPGxbgCVLurF50/aSeBiPx53Pd9xxh+e3oAkx48ZXOcbd/Pnz0dzcjO9///v45je/6cjDxoZWCK5k5RJMJJNJyUOL4PlVL+Vtz/r16x3OLFiQO8ABgN6eZVBoxKOXC+lRm4fMIoE8tO9RoRGvPCySe2maknf2tW0e7gl8IJi9dJkkcGNjY7bmZVDpEmIhmRpEY9NCdHV1FT6pULF08U0QMNHW1oatW7dCoZGCh8RiMRBCQChDJKoAxELdxFrsP3MaOjpb0NzcDF3X0dramr2MEJg3bx4AaYA9+uijgecm0JwXx7SSULXcfZhFYKQ5LDOjSDOeKr8idyMay44iBSeOUvLDNhY552A8XbAfAGnkupU64DKSPqBYuqwHBBoWLVoEj87w114lFuKJ3RnlviTwXO5SHtevvBmqJkecW7ZskfVcC2DipHGAUEEok8+XWKiuiWDG/lPR2taIlpaWHB4CrhGtUPHYY4/lFJh2j5g559AjFIoqcqohMIsgETfALOKcI5UeytteIQSqq6uzikFQdHctAYTqaQOl1LtucwkhtN6eZTkelt27d+fsV0jJV9IgByjenqVLlzqKjqp5Jje6eNjUvAidnZ15z2eXe7vx+ttBFY6enh5s3rzZkYf5BjqTJk0CpZIjkagCARMT6mow84D9JA9bGxCJRDyeFABobW2VXGAUjz/+eN4+sK9LKIOiZp+vM3mIK0gmTGQyACCEQDqdlV1BcjEWi2V/4wQ93Utz5KHNQxulyEM3D+3rDQwMFD2u0lFo0L10WQ8EV1BfX+/wzZFdvgokieQQWlobCvLQPu76lTdDUQU62ruwefP2onp5Yt1Umb5AGfSITMWIRBXsP3Oaw8Pq6uocedjS0gJA8ul3v/td4LndkQPTSkLTc99NZhGkkpbDQ865w0M3B908rK6u9vze3d2dYzi6ecg5h0BxQ7G3Z5l3sM15Dg/LJQvHjHFZ6KbSSYJUKuURMIWgqKKoYrLd5K1tjeDCAOcWXn755YLHVFdX5xDAPUsSxEJT8yJvbc4MhuL9zn5+Yc05l8Zw5pj29vYchc45xx133JEzy2zx4sWec/nJ7A7Z2nmrkYj3ZTVNE7qeNWhyJq/4UFtb63xmjDmfb7zxxpx9xxKKvVhmWkEikYCe6T5P8eCgc5SQhG0ru6bmReDCAGMmXnvttcB9ndGsomRXYkFAMjqx0NLaINviro+mcMTjcXDOnZC63xPQ1trlKNt8o/R77rlHCvPMvXLO0dnRW/A+/fdhWZbDOXcu63DCNxMmTHCOdfPw5ptvDtw/33kqHf72moZAMpl0Bo5B8sZzvM3TAtA0zZFfcqDAsWrVqqKTDoJ+d3OxpbUhszHbPkUViCd2OzwIknWdHb3gTCp2O83BzVXOOe66666cAVG+wZz7HXG32TTNHHloGIa3QkkRvrjlofvcN910k2e/QjlvlTbAKQWBetkuFRjANwGzKA+rqqoAAI1NC2GxFACO5557Lu/+nHMoilLUAK1vmB8oD2297B7MuM9t8xDIr5d//vOf57wP3d3dge2weejhMgMsE560FkDy0K2/R8rDW265Je8xoyrtNuIj9wKK3Zj9u53n5i+bU0ioFntZW1tbYVrJzM5SGT/wwAMFw2q2MC+GHIFLLPT09DijdTlazgpLe8TNOXeEfA6Eio0btmbOxxGNZbw+RdzkbuFtt62hvkUmHWeg67rHY0QQ4DZ1Yf512RwR2wCxQ5Lufh/rwtQ/m1YIkTHms17HwP/DwHXXXYdkatC5Xnt7O375i/sLnisWi+WkQwQJRvefva13cafTVhk69w4kDMNweEiV3BAU5xyr33lXfiEcsSrpcZfhm8KJ7v7zNDa0QteqnG058iDPQM7G96/JGr+2F8Lm4VgzIIvBz8PeXq8x76kzmMFw3rHWlk7nGVFK0dzcjAcffLAgD6uqvSum2flrfthGpPu7rXxteZiXhzrxDKSyF1OxZvV6ub+wZFsglXQpPHS/G355KPPws+coVR4S4gvfuzzzY4mPe0ovl8LHhvoWJ7QLAM3Nzfjdg4/k1cuUUsSqtMBKBKVMSOrq6nL0cnfXEo9etj2QtgGbTy+//dZa2RYFiESVkvWyuz02D91y3R/JGQ4PW1tbs4N/VvpAaTgYO4xGYfLZoQlPyHCENfHSKQYIFe0dzc42Sil0Xffke/iRTCZzQiR+Egcl4Pu9jemUd8bZypUrHQIEhcMBSHc/pCA97bSTMeuQAzIeV44/Pfpkwfu12+P2VjXUtzjXtKzc/LZ8eP755z0vRHVNxHOsPwQ2FuCfKZcfirdcjr0u7ghXizLSHJoayxoKxAJVZDi6EA+BwmVcOOc5pVncwsUWnJREwEV28LF8+XInZ02PUM9ztv80NRtWPP3003HIoQcCRJ7j8ceeCjRqATjGJ+ccyWTSOa+dG2p71d0j+0KC0O1Vs98bt1Lyh8DyoVIHOaXwMEeJj3CBiVRSPj9HHhILiiqg67ojM9xw93sxuWFHiNy8A+BMuOCcI5VkToUEzjmWLVsGziiEEIhEtBxO2Uan3YYzzzzTIw+ffOIveQ1Mt3x287CxodUxYHIM5AI6ZtWqbM6oaZqoHRdzwuOcc2eyWSFUIgdLk4lKVh/6B9gj0MuppCUnnnbWO+ewU39sI88PzmU0xv3MgqKD7ufu5pEtJznnMNLCo5dXrFjhcMKWh/4/h8fCwqc+9QkcdvjBzm9PPPFEXh7aAxi7/XYbWls6nWsWGiT58eyzz3rulSrckYec8+Jpghg+DyveuCzm0ZId7PLSZBSw/XkkuP7661FTU5Pjmbrkkks8hPJD16o8Iwv/rFjGGJoa2xCNRh1B5xCEWA5BBQyoiu78vrsv7SjVa6+7KpDEixa0gTGG6qpx+NhJH8FXv/IfjlJ+6qlcpZ7jtRIWWtsaHWEghJDeHp/ngfPCIbSHfvcH53NbexMIITjvvPOcbcXCE0BlClM3gvKMGE87XKFEH7Eid2PlypUYN25cTn9fccUVWLZsmef8bkFjTx5wD2zcIWrGGBrqW2S4j3g9RlwYMj9OCIeHNoYGLOec13z/Si9/XF4eAND1CE497aM4/7yvOgbpk08+mXOPDg8z7wMIR2dXKwwz4bTV9jr6Z3RykX+xhIcf+iMA+Wza2mXY9Gtf+5rzu0KrAo+rZBSThZRSMMa8citoLecC5wjC0qVLMX5Cdc72efPmZbyKwTx3K/EgHhJCUL+oOYeHgHy2qgaHh5RkrxEfZM75vn/t1c75nGMz8lBeX+Ckk49x5KEQAk88/rSzX155yDmWLV/iRK845zIXlNGcVKJ87yEgeWhv6+ySA5rzzjsvW7qoSP70WEGOXva9m1ThXk6OAMuXL3f0shuXX365THfIw0N3ODmIh4ODg2hqbAvkIYjl8JCLtEcvD+7OTha89rqrPIfZ+9QvaoYQAgrV8dHjj5Y8zLSjIA9d3sTunk5ncrEQAgsXNDo89KRyFOjXP/4hm7vc1CwnYZ5//vnZHfZAEfYxWYrIDfmiyxqMMgfDi0IlWwJLKQgV6RTDVVddknOOSZNl6QlN08B48EgJxEJba5cj6P25PIqiYFH9dTmHcc5R3zAfrc29gFAxf349unuaYJoZ0ghFTtRw7W+3KxqNOoK8772tiFABi8skd8vMzNQWFEH1twg0MM5AFRlOveqqq3DTTTeBEt0xBN0hoUJ4+umnnc+qqjov8NHHfBgPPFDZBmMxFOIRYBvNDNFoNOvNsSeXFTk2EBkeXnPNJTk/jZ9QDSEEqqqqkEjmTgoghADEQmtLJzRNc5LHCSEgRNZEU1UV9Q3BM2znL7gGne3SeF24oAWd3fUwTQsCJjinOYaGbchGItnQt0qSoMwAhwBV5CQfwRVwhsDagVK4Se9CJKKhu6ddjtK5Ckq1TBQiIPwZAD8Pbcw5+gjcf79t9AQnv1d6eLIoDxUFHnkoCh9bNCIhVAiu4Fvf+lbOT+PGV4EqPC8P7VBhS3OHw0M7d81ui67rOTy029jS2oDmRjmRoaGhBR2d9UgmDYeH1TXeVAv7s6ZpzueYTkGZ4ZGHclZtcXlIiEBHRwfa29tBie4YgjmDtjwDSZuHdm1RG0fNmY1f/7pAn48RFOKi1BkMmhqTBvpoV9YSKjijuGLepTk/5ZOHHj4IA22tXU5qBmPM45XMJw8552hoXODo5YULG9HZ1eDhYd3E2sB+cMtDYSWhcBMWZyCUQTBaWC/bfCEckYiG9vZ2dHb0glLq5J3aYXC7fm0+PProo847537fjz3uKPzmN7/Je9xoUdGS1PEEFRmxE0JkPkEZFm9vaWkCoQyxKm/82T7fl7/8ZSdU57+GbXAu7l2Ojo4OtLW14etf/zoMw0AyYaKtvQmtbflLz9iTfgRMqCqFkZY5fPb2IG8RIPNQZI4GQUdnPeLJOIhlOJ4eIQSamlqCwwauEaYQDJOnTHCEs+2Gd4e+CMnfr0/9+Rnnsz1Kt2G3hXOekw82FpHP43Pt92WJKEr0gqPBUnJ+bR4Gcfmcc87BooVNzjXc+9iey6VLl6K1rRGdnZ244IILYBgG+vr60NHZgrb2pkCPjXMuYsnQqsJgpJmrKDxw3fyrPW2xBVZzY3fmXAKL6q9CPD4Exg3oena0b/PQf02bh/YAjBDiEf6tLZ1OxYRi+MvT2RBQV3ebY1S7zwkAPT09OX3nRqV70IHgNgohsGC+nChDiT6q2Z+tra3OLO+g88ydO1eW0wrgupHmWR62tqKzqxX/8Z/nwzAMDAwMoK29yfGiBHHCsiyHh0IwpJIMSxfflJ1QtvD7OfcthEBTQ5fDw/kL5iGZTIBxwwk1CiHQ3Nyacz27HfZ/yzKgqMITom9t6Sw8OcrVR08/9Tfn88rrl3r2c3vT8k0yqlSU+r4E5Zi6B9zDgZ1OZetl//Hnf2Uurrt2UeCzSSXlNRf3LkdnZyc6u1px4UVfRzqdxu7du9HW3uRMLMvnxbZTewCZttZYnw1PB8lDPw8bGq9BKpUE44aMXGaiMm556IZbLxMioOkEmk48PHQbioUGic89+4Lz+cabVuTdb/ny5Xl/Gwkq3nNpj478oyS315ELIzN1f5jeIT+ECk2tdsJyQW159NFHHUXlf5ymIetMpYx+OZrgBIcfPh3zF1wDSimefPJJnHLKKRgYGHBGSzZZhBBQFAVXzLvUIWdf/y5cdNFFiEaj0HUdO3fuhGEYiEQizv1TSrFw0bXQ1BiuuvoKvLVmLQ459GAYIo10irn6LGvcefqWUQAyfMQ5B6FAc0s9Wpo7wLmkR1NjmzNzl/rcTvZLvn79eieHg1LqKZzMGfXkvJjpiqedB24OAtk+dHPQDo07PCQclKrgI1kAS6hQlWhG8QZ76+6//34QaDk8jEQi2LJlC+om1uJn996NE088ERMmTEDdxFrMu/IyWfqltQvTpk3D3HPOdkaz7ntRVRWXXnax43Hp69+FK+Zd6hhmb7/9Np588kmceeaZmDJlCuLxOGpraxGPx6EoClLxPphWyhGgQ4Mph6v+pHNHgGd4SEg2p62ltUHyMCPEGxtac56FG5RSbNq0yfHUqqrq5M3Z13JPHLF5mO98lYZSZCGlFFwY0rsh6Ki9RaoSzRTJDz7Po48+6uTgPv/8P1BXVwddi2LBgkWwTCCZGsTWbRthGAYsy8LUqVNx7XVXgTGG7du3O+Fx933YnDRNE1ddfQUYY+CMYsuWLfjS3H9HRK9Gf38/1q3diAMOnA4gOyjhnDmDYSuVBOMmDMNAjHOnpp/su9yKF+5+tXmoUprlYUYeNje1O21WVTXQoFm7dq0nh72/v9/5jTHmyXdLp5BpTwEPFirLq14KFy2WynjZMv1NLOQozVIgVBBo6OntCCxppipRLF2yEmtWr8fTf3kCiqLgV7++z/FScs7xvSu+i42b33F0bV1dHeZdeRkopVi/fj04lzmIu3btwmuvvYadO/qQSCRgmiYURcFBBx2Egw46CMceeyx27x6UOb1EFu9353IDAOcmOIdTBpClU7CY4Uy+GRpMZT2JrjQ6Dw99ehkkVy/b8hAozENb5imK4lmdzG/QJuIG3DzMl1dbKg/HhJYvptxbW1vR0d6Dzo4lUhD6BGqg+z4zinK/DAMDAxAwAw1LG9deey3+/ve/o729PZMLlh1h2GF55+UiDG+++S4sy0I8HsfkyZPx1ltv5ZQaIBYHo8Gjj7VrNmDmzJmIaRRUEeA0W5dSURTHAKCU4sorrwQhBNu27kIikcBpnzgBT/35mWwiupWdWelPoIfw9k9bexNammUxa9sIzh8G4fjR7XdC06Q3t3dxp8e47Ojo8BKSmFAUDUIUDnNWojD1f3bzp62tDZ0dvWhv65UeapcwzctBIIevfX19YDztmQXr7gvOOdram/D3519GR0cHZs6cic+d9Rns3LnTScc488wzwTnHjh07sG3bNudZM8bwzjvvwLIsbNy40TkfpRQKB/zpxP5l7RKJBOLxOKZPn46331qLd999VxoERIdpJTFx0jRccunXYZkEnKTROH8h9OhETykPPw/tNnAulzljjDmhc5uHMjzulQNywoq7fzhuufl2RKMynaOru81T13D+dfUYP358NqRJrZJ4WEkoZaDT0dGB9rZuNDa0o7unPWembuA7HBC2jMfjMgfb3i5UKJQgmYzjxz/5ET73uc/hi186C4QQvPTSS1AUBf39/Vizej22b9+OnTt34ogjjsDatWtzwtduWWcPtJ977jnM3P9g/P73v4dhGE5akT/9x/aEb1i7DrFYDAOJOA4++GAcccQRME0Thx52ED784Q9jzjGzYJoGqKqg8boGaNFxntBgIXlIifQuiszgzuYhJbonl972ankVO8edd/wUiiJzX5cu70B8KMvDhvoWp45h0HOpJLlXCMW4mCMPi0CmK+TysL+/H4Qyx7C0LAt/+tOf8P7772PmzJmYNWsW3nnnHRiGgfqGdhxy6IHYvHkzAFkkfPuOzVj/7mY89NBDnok/Wd0nU7gMMwFd16Fp0nmTGozLgUkshpdWvQiqAImUgaFEHNOnT0NNTQ0GBwdx3rlfg6Zp0DQN1dXVuPHGG9HZ2QnG5cTgts5rwQ0DQgg0XFuPaHWdcx+UUlgmnHkiQXrZlouALI3Y2tLppGhk9bLwvKc2br/9dsSitaCUYsnSbk+t6a5Ob5lC9/XLgYo2LoNeOL+RYxP5+BOOxQt//wc2btgqR7OZmbqejsp0em9vL4w0dwwAQgg0NYabb1qBWbNm5Q0VCSGgasDJp5yAhx9+OKPcstdQVdXjzuac4/3330dfXx+SyaSTd/Tiiy9i9T/XYDCZgJlMYcqUOjlxw3V/mhaDqqrYvXsXqqvHg7E0+vr6sHHjRmiahkgkgqqqKkw/cCYOPfRQHHbYYaiJxBBPJWFYJiZOnIiXX34Z3/jGN3DnnXfCXiWho7PFo+id/iE8sz07IeB73/sebr311kDF7sbzz78ATctSyW1YAkBPbwcGBgawQcvkCAAAIABJREFUuHe5c3x9fT16eorPUKskFOMgIQQfPf4YvPjCK9i29T3sN30yKLVyX9YMD3t6umGZmVp/GcGgqTH84JblmDVrVv52EB1VsSrcettNmHfp5ehLxfHCy68hnZaTiqxUOpMPlE0Ot3Mt00Yca9e9jc9//vN467U3ZEkhqmPD1vV44dlV2LFjB+rq6nDKKadg/4MPhKqqYIwhnWIYP6Ea27a+B0IIqqurEY1ynHDCaViyYjn+88L/wje+ezFaF9Tjaxd8HWd/+av40Y9+iJ6lvVAUHYlEAj1dKwFIT3hXT7Y2ISANyiBeUkpx2eXfwQ9vvSvX6845qOtVff75F6DrmnO827AEZGgylUqhp3upk6bR0NCA7u7ChZsrTdkX46EQAnOOPgKvvfomtm/bhWn7TSrIw+XLliERNzw8VJUobrxhJWbNmgVN0/DWm2swblIt3tu1HaZp4ozPnIGB5IDjGbLLpQmTYtyEWmzevBHLl6+EaSWxaeM2J2WImRw/vfun+PgZp+Cggw5C3YQpeOKJJ7B+/XpHbtiD5draWpx2+sk455xz8L2rrsOMGVLW2fV5Tznz0wCAjsZmmIbAp/79LFBdw9DQEBYtWoRHHnkED/zmAXz+859D99JOKIqOVCqFrg4Z/mttbUV7R3Mg7wQyVQkEz8rDK76LW3/wI1CiB8pC+/tzzz0PRZGfLctyDEv79yVLu5FOp7F82Q2OodvQ0ICuruIzxysBpeplAI483LmjD1Om1hXk4dIlS5BKWh4e6rqOH9xyO4486kN47733wIhM+5l91JGZCIdA3Ijjhz+5DfHdfTANirvu/ClWr16NHTt2eHQ5Z9J7mhgYxLx538O/f+Gz2LRpEy74z4tx7MknYtq0adn8WEqgKSo0qkDQ7MDtjVdfQ83AIDjnOGzOMdA0DaZp4tVXX8WLLzwPIzGI1994HatXr0YkEsGM6bNASRSGGARRKJYs7QFUObu9s30ZGGPSOebTy7bhSag9uJLfFUXBZZddhh/e9mPPs3C46DIsV61ahVi01jmfbVja+7a0NiCdTmPJ4hXO9paWFrS1tYyGHg4q2rgEci3pIHc8IQRf+MIX8Morr+Duu+XyeI1NCzNFUTPCgjMMDiRw/Q0rAHC0d7R7DMF4PA4uDFz8nYty3Nw2bKIKIXDWWWehsVHms9kvjK3Ibaxfvx6bN2/Gls07UFNXjWi1DjCGIz5yDGbNOdxV80qW9GDCQlRk89NsjyETHCTCMso06qzxTSHAOYGiAAkzgXRmpreiK9id2I2Zs2bixVV/w9xzzsavf/UbCKFLN3xmtO4tDEtgWikoStZLOWP/qRkXfUDoMGO8a2oM//fA75wcIjuHyr2vZVmoqqrCFVdcgdtvvx0AoGvVEIKBECWv+71SkY+DQgicffbZePXVV/GjH/0IANDY/H0Q2KtSyEoAu/sHcNONt4AxWd7FvbJCKpUCFwa+c8k3c5bQhFDBmInTP3ESWjraceGl38KuZL/kDmcggiBtJXH48bOx7rW3MWv2IfjHs68iGtOQSqdxzKknwmIpfIN+AyYMcJWg7sDJeH/3exhHxuGz//F5mAYBFykoNIbdPAE1TmGaJnZs3gnGGOLxOA455BCYpokvfelLeOn1V3HJ9y5zUj3au7vwyCOPYPHyZSCaDkFj4NyUXieYHi+6ouYWriaEZvLjsiHrmTNnylJChtdj5PZcqkoUD/72905XdXS2OM/KjVgshnnz5jk81NQqWJYBVfXO2h3rPDz33HPxz392O/cp5aFdDoaD8RRSySSWL18pn1t7u4eH6XQaAwOD+MM9v8NJpx8Py7Lw/vodTmiPMeasMU5IBCJiQBEaDvzQDFiC41eP/RqcM6x/fQMOPm4mImoMzz7xDECAc75+Hjat24wHf/t7DA0NwbIsT5h53Pgq/Pynv8Sll1+GhNBw569+g1PP+CSqa2ucMGQynnTWH29ob8U7r7yOl59/AUee9FGohOLy7/03Hvj9HxCbWIdvX3YZzv38F/GVr31Vys4MD4WgDg/tvnPkIQ+QhzNmyIlSpi8/2aXQVSWKhx/6o3M/7R3NgUZoLBbD5ZdfjltvvRUAoGtREKKMGS96qXrZloe33XYbABnadWqWZpYS3t0/hBtuuEHWX2xrdHiYSCRgGAa+fdk3wBjDQHIApmk6S7paphzQJAYG8OP/uRu7d+/2hH2l/tdQXaNjxeJuzDhgFubOPRdTD5yJV95+G8+/9ibMoQRO/+wZiOjVmHnIwfjiuXNdd2nLXxVRcPzgph/i+OOPx9//+jdYjOHNl17BVUvaICwGEtEwe/ZsXPjdeaCU4uRPfgqpVApf+9Jn8Y2vfwsHHXoIuno6YXAGldOMV1xOCOIGcnjoVFoI4OHMA/aTk4K4kneQoygKHnroIRDInP1iPLTlBCVq2XhY8cZlIfiJXF9fj0Qihd7ebrS3dctZWIKCZNbdJKosptra1gBYaQiazTVb3LMMuq6BmSaUzMjZH74BMuWFAHz8lBPx+0f+BDNtAUR6jKJaLaiqQDCGZDqN11/7Jx5/7ClMnjwZ1dOqMfu4I2CaFv7+zMs48eMngWqW6xocFCoe+fVjUEUaFoMT9j7t7DNBIgKqUMAJ5L4CeOEv/wBAAAhoUDA0NIjaCTWIx+OIalWIVGmAKmtcXXTRRbjzzrtR39yEns4WaIQCQgCW9FSKzGQHxrhHUHR0dKCxsdnx0Dq5k0IFhCxTYnuBYrGY0+agZzVtvymu78Azz6zCqaeeUnZelBuFQgVBit3mYU9PFzrbl0MRHKaADLEJikg0M3uxwxakkoeUC3R1L0NVNAZuWRCZviYKRTrFcf2KZZj94SPQ1tOJoeQQrKSFdDoNxST48PFzwJCGIARUECRTJp576nmYaROGqcKyLCQSCVCF4SMnnYBnHnkGqqqiNj4ORxwxG4JIvjmhGsuAKTS8/uzLeOPlf0BTY0in05gxYwYolTVfn/jz41h8/QqsWHEjKEUm5Aj89H//F5/85CfR0dGBWKwWN6xYDiXCsXxZL665Wtaoa25sQm9Pm8fzoQgAlHiUvJ1/1NbWhsbGZgjhfxYyt3XlypXO/tFo1PF+BcHPw7/85Vl88pOfqDgPpR/D5WFjYyMSiRSWLl2Mzo5eEGaBEQrKGRihiGkqFMHR0t7k8LCmejyGhhJ4e/UbuODb5+L8r38RAwMDsCzLMShVXUPf4ACOOvpIKESFUKV8ffXFN8CYACBzFdMmw3uDfZhuTsXjjz6DeP8Qtm3bhtVvr0EikcgYlQpURQchDLW1tfjFz+/DlddcgfblPVi7cQ2+s2gBhBB46Tm51j0HcPoZZ+Dpx56AIMD4SXUY7NuNe372U1x04ddRrUaQVlXMPupIvPri8xgaSmPueeeiuqYO76xfBzY4hJ7eDiy8rgWMc9Q3t2Fxd1OOPOSQXjPTzEbAKNEdHtrykFI7l5ACoFiyZIkTxYjFYjkrqLiNganTJns499RTT+GMM07fA8zZt6ivr4dlcXR0tHn0MhcWYDKoER2qBjQ2NsEw42hsbER9cxPeeuOf2H/mDKTMFEyDwWIGTIPDMuJIxTk2btyIe++9D4ODcTBmykm2igqAQ3AFqm7hkYcfwpfPPQ//++v7sWnHu/jJr/8H/e+nYQwlMG7//bGitQvjxo+HnRzPDBOKbueFU9i5uSlQXD7/Gtxx063QqmNQ0jIytPnN1Zhz3LHgEIhVV6GqqgopIw1V1xCxGP7vocfwmfPm4u9PPQsKDe3NXehc3AUu0ljc1Y6rFjZDB0Vrcwu6u1oygxUBwjiEQkFVBYqmgltevdzZ2enwEHCn1Mn81u7uXgiugFCZh5/Pyw4A02dM86Qa/fWvf8Vpp3181M+dlFoce1/Asiwh5aUtUCmYsEAEhSAcggGCcGiKjqGhIfzu4QcxOBCHHlFBie7k7VgQiEajYJYFblpgjEOJ6KBcCgEiAEOTs70JdI/XkLhyugTxJsGqXIARQGTOIYiAygFGCE467gg88fjTePvttyEIcNhxh8FkAoJTKCSz/CIFKNGkQlcEmAUogoKTFISrrhuICcIUKLoGRi0ISxqCxOCAEGCcI7l7EENDQ5g4eSIYGIb6hjB+ch1isQg2vP0udDWCz3/+bKzdsB5UaLBge4Ey3iMOWOZuxCJVIIqs/J9Op1FTMw4nn/RxXH/9jbAsmcC8bHk3FKJDEI7WJhnKUVUVbW1tIJR5PZFCGkc2Otp7nM+UUjQ1LwCl2Xv1Jw5Ho9F97kIyDENkE51tJS4/u/kY0aIYGBjAgw/9FkODCbkig16NoVQSNJOYLUs0yRE3MwX0aAREABwCQqGwiKz5qNGYk0weFQQT6mqg12qIG0MwUqbzfIaGhlA7aTIoGARXwQEw0wThDNs3bUEikUDd5PGIDw6hespkyT9FweD2HUin0xg/eTxExuusKhHHiNB0CkY5lJTAi08/B9OSEyZmz56NmpoarFq1Ct/67jdBdBXRyDgIIZ87YwwqE3j44Yfxla99DV1di6EoCs4/7yswBINhGU76iCZcQs+yYAoOwQSYNYDx4+ucCEIyYWLc+Bocd+xHsXLlDU5+U+/i9gy/VDQ3tEkDmchVjFTN77WUz8ve1tHek801VQkaG+vzetArk4cA51L+EeHlYSxShf7+fjz40G8xuHsIWkSWEzI4A+UCpuBQQaBVSRnJ0/LZ1lRV46BDpkPXOZKGQMpMgAjA4gyCccdrFKuugiAE8eQQIloUjBOYjENYBgxuAEJzDFFKBUyT45W/PY++Xf1Yt26dq/4lharo0DQNn/3cp/HCCy9g9kePwdT9p2Db+i3Yb+pk/PP1dTj+zNPATcuRx5QqIIyBaSpgGNi1fSciiorXXn4BVIngtM9+WnKJMkTUCHbu2AFdqCBUIKqpWLl4Ma6ub4CmRgDGoQjiyENKZfoIEQQECcRi1U7o3zQEqqqjOObo43Dbbbc7+Z/dPa1QCIUgNEceZpc+5Bk5xzPPSW51y0NFJWhu9uYmViIPvXo5E4kI0MtueWjzUIGOtGk4HKC6BkVwCG5h7ty52LJtI4YGBzF1xnQ5qGFpyTuDIW0kkRoy8cxfnsOzzz7jREuEIKAUMidYJTjxxOOx7t135POZUIdPfOpMUFWBxQFFyLb95qe/wHkXXYTn/vwXVNfWIBaJ4pAjPiR1nKZBURQkjRSiWgScCKhEgSUY3n39Lfz58Sew38TJAIBjTjoBhx/1YVhUpvYY6TQ0DnAmYAgLEyfUoW/7TuzatQvRaBTxwd3oaGrBFZfPw6lnniHfA10F42moPBs94ZxBhXyvFM2ASlSnz5LJJGpqxuGkj52CG26QS4gSQrBkaaeHh3Y6h5uHWRlnPzv53+ahnRYgJ/FlMRIeVrRxecPtdwlVyxg/QoMqzKLJpqaQHhBW4iuoZG4/3/727wLIeA2Dj7WvqYhM2R0WR2tLJz5x+qk44rijsOW9HQCAGTNmOLPY5EmynhuVUOcanhmgIrsfkB2lEELkbwD6tu7A4OAgqmqqMH7ieLy39T1oVVFMmzYZuq7jrZffwP898DssWXEDDJ7f5V2sPzQSUCsPciKI9DIpjpEBAFHNgiaI891Ic6fU0datW7Fg0ZUeg96+L6ByhOlNP7ldEGjgTAFIdpanIifx5YD5BiE23Bxxwz1BwO53Rcjtc+bMwYur/obph09DKpF2jD97zWOLScN0y5YtzuzEuro61FRVY+OadRg/eTzef383Zuy/PwaGBrFtwybJH4VCGBb06hhmHDAT2zduRjKZxIxDD856DhnH808+C13VYBgGxo0bhw996EOIxWKYO3cu3t60GpRS3H/fA/jaRf8FwuW7ShSK9kWNWLp8ORRFwQ033IBYrBannnqqh1f+3K18Ob1B8PehG1yVPHS+c7mqUZRnIwVGmiMSiSCRSGDX+zuxYMF1zuQRuw0VzUMAICaolV8elioLGWM49aSTYfE+GGmBtJGAmZlIYFlyVRSWzqQQqQrMpJztapom0uk0UpaJiVOmOZENd4TDNE08+9ifsWtnP3bt2uU8b02VXj1N0xCNRjFlah3+7fwvI5VKSW+8ANaueQt/+L8/4br2ZhiJJDZt2YzJU6dCVbMLMVAqAM6xffNW/PE3vwNjDP952cVOdQsbkVgUyb4BpNJDGDdhPOb+21m4/7cPlawn8kFzlWbL5msCQs3I9Yw8lDVHVegRCp1ywLAyoV05cSiVSmHne9tx7bXXOPwbS/KwEA8ZAQjjOdsUAUyaNAlnf/Ez2LZtKwgT6B8adAYmFkvLMn7JJPr7BnHv3b9AX5+crGp7koHsajaUUlx/wzIsWPh9VMXG4ayvnAOqqZ4qBABgqQSP//wBfPqLX8LqtWtgJtOoqqrCjIMPhK7HPKtG2caWjMrI9yDeP4Cn/vQ4Xn/9dRx99NH45Bc/hwkTJ2L1m28hWlONWKwmsx595h0gAooAjFQafdt3gkQ0bFm7Gice+xG89uY7OPb4j5bU7/neZUppjjzknINQmp2gKaQDwU61ikQVVBMBZlFwkYaRGWAahoGdO9/DgoVXgRBlVHq5oo3LW358h6dxpcxissNrQQ/B/QD8BqF7f7eSU0SuYek3Kv/7yivxyrp38JO77gQdTOH8c87CU39+Bk8//TQYYzjm43NgQkVEUbH57bUgqpIlsAASZhqzZh/urK7hhr3N/s8JQLjAprfWOOchuooIlSMby7LAIWByBp0oiNREMGnyeEyI1uHlF17Dpz/9aSRNDmtENSECIJRMEVgBCEXOaOc8s53J/xnkMxwU+GYOu7y2V3znwn0vTH/040AeBhlDNpdKNS4tCKggHqPSRvOiBnT3tGPCjPFIJBLSKDIMxONxWJaF3bt3Y9oBB2LLuxuggTqTOexcOMuyMHHaRGzZsh01tbUwmQVjIO4s50kIgaIomDx9Mnbs6oMCAsXMTrBJGmns2LgDaVPWqpw9ezYmTJiAaDSK/fffH6RaQW1tLVRCwWgMugLce++92LZtGxZdcy36+vow89BZ4GkTLS0tuOqqa7Fp21ZPn7j7bzjGZQ6EkrvNx79817WhuMo+UUrBoDgCtdJ46OZXvn6z9/HLN/v7uKpqnHzyx/Deri0wDMMpH2VwqdxhyRqngBzomDBhxI2M8WiBCwtGWpb+mTB1MgTJ5i2mUiloguCxR/6IzRu3eWrlapoGXdeha1XQNA133HUrmhrb0Hvz9fI+Fy8D0xVYhomaSAymoKBCHkcIwaSZM502cc6hqwRbN25G3bjxeOHZv0LjGk4461OevrALTwsCDOzYJdOiTAv7H3QIdva9P6rnkg+UaFkO2gsA5OGjGxr1yuaxIg8Lwb1PbawKP/vZz/CLe+9AT08PvnvppRhKyvxK0zTBhRy0WJaF93ftxv/c+mOZW5lIyEgjsrUubePPNgDvve8nEFzFlVdeibMv+KqT5uOGRYEnHvw95nzkBKQGhsAYkxGicTWYOnU6CCHYtGEdKAdUQjH9kEMyRzKc9vGP495778U//vKcs0LOnJOOx6Qpk6FpGmrHj8fAwICT3yxcy+cCMtUinkxgYMcujKuuwfLeLux/0IH493//PA6d/aERP5N8E6tkmD1XFxc63v5uy0PH8QHFqVJz+bf/qygPx3TOZRBs5RzkgXMrcL9h6bH8MyMBe3+C/J4SSin+++qr8cv7fgFqMlTX1OC9nf3o7++XowcF2LZlO3Q9hr5kGiZnUHm2qLOpEGhcxfq3ViORyJZAciuMKVOmyFGFYNkSCcxCRFWcUVmaW6BMNtJMG9hvv/2we/duRNQoFBrBoDkAw0jhT3/6E8764tl4f6Dw2tQlwyc0HSFS4moqgCQtADBuvwyVO+Bxwy+0OOcyiS8PbD65eahmfJ823+xR/sD7O7Hy1iWgGsXQ0JBT929oaAgsbSA6oRbY3gddUcHTJtKwywgxcIM7q1BwTgCT4YTjPoJVf/2bo/ztQWU6ncaW9Vug6zqYwiFUDcKwwDjDe9u2g7lWI4lGo6BEB2PMqaVZVVUFTji6Fy1A25IepASBETfRvngxFl15FRKpJBRC0dXVhbPPPhsdHR34yjcuRETTccnF38GpJ52MSHVVSQqqINw89HOviGB1no9rGVkBfy5TZcGtQDQic13tAbC7L4PkViqVwtJlHbj//vuxddu7MMwU0inLUxdQ3rc8oWVZYNyQEQ8BJyUjnU47g5j0xuxny7KwZcsWxPsT2Lx5izOYUZUoVFVFJBKBruuIRqNQFAUL5jdg+YrFaLzqWiy+5QYwlcIyTBBCkEgksGHdJhx29JFgEKCEYOOa1VCjOkTSACPAtP2nS0NkcDcIIdBrqmBmKgWwtJz8Ee/bDUDmaE7bfzr6du5Ca+MiXHXFPPz24T/g4osvRppZOUuMjgZcmKCEDksWAoDJvfnC+9yaHC4shkgkglQqhUMPmoma6gk47PCDIWDKFeOEgdNO+QjWrl2Lc889F/39/TCY5BRjDKlUCv39/bjvpz/D0GBKlgjMlDuzjUlVzS5iYhuWlFL81wXfwv/71c9xxhmn47H7H8TRHzteFkBn2YgEpRTHHXccFKLAUlVn0QZiMuzaugWx2mrQjC6iqgpC7AE3x7333ut45m2j6/WXX8Epnzwd2zZtgaqq0HWZpqdpGrSYrOpSVVWFXbuyXtfJkyeDmQzfuvwK7NjwLprrF+DKa67DZz7zGcTTuSsNFoN/sOnBMPjn5p0jDzMyhLgGj6VgTHkugcKjJFuQusNBORMGMggKT7q3B3mS7N/d0AjFvHnz8O1Lv4UJ1XU49eTjsPqdd3HbbbfhsMMPxsdP+zjeXPsuCLMcIesueGx/twlrb6uqqnIepL1NVVVntqbt3nZ7Ne37pJSirq7OKWqtV8cw84ApiGo6/v7Xl/D8qpew4sZbsGXH9rx9WRa4vZaKKEnB+w22eZdctM9lq3+kDhQfrbs96H4+2Z7wIP596lOfwu8f/D/sf/B0GMJEYmDQKeabTmUnVXCFgHMTxJKDFNsosDnGGAPjGS+TBadmoCw9RD0DGSGE4xUAsobLzi3vOfcZi8Vw3LEnQNMJIpGIo4QPPPQA0IiGqKIBagR3/u/dOG/uOfjhzbfjzTffwMknHI9BxqFSBcccORu//sUvMXnmgdhvv/2gaRr+9vRf0Nnbk9sR5cAwvJbF9hkrPPR7zm2O6bqOu++4FWeeeSbOPeerePOt16Drusy/HRyEYRioGlcrUy1sDnEDMBmEaWHQSjvcI4Q43nHDMGR+o2k5huW6t9fBNAQ2btzoyDdKdOi6jkgkgmg0ikgk4nARAJavWAwBE509SzFhyiSndFYkEsH6N9bi4CNnOwaF4xnVNCfcud/MGeh/73385r7/hw8feTiisVocc8qJDk/tYymlWPXMszj1jNNh7u7HP156GX//x2s49MjZ2LpuA/77iovx1JOrUDd1MuomTvSkI+VDvolWDoeCBjxC8ezjdiYEeaIr1YNugzCOuWd/AaaZBKFZfca5LF5vf1YzZXh0XXf029q1qyHAkE6nkUwm8dSfn8H27duxZcsWZ7az7YyxDUF74qh9Tvu7oihQVIG7//cn2LlzB269/Q4Q3buanv2sNq7dhA8d+WHZflclGHsJX7fx6pR54wyCAJvXb0T/1h1OKaLjTvmYzF/m2UUB3NciCkXNuFpHBtu63DRN/O2Jx3HU7CMwZ84cPPHEExg/aSoG3+9HMpnEiR87HtNnzIAlkDfaWFSeuT2XeQbapchE932VwsOK91y6cw+BzCgd3lG6P+yjEZlr4O4ujVDPEJACnu/28RSZHEdnJqCvQb4XnxHglltuAQCYlgVViSIej2P27NmwDIZd8fehEgskM6LJnoZ76iNyzgFNPnQrlcA4XctMtKEAJRCMQwXANFl3kGsKLAqnqDqlApRqUAUBEwwWsVBdI9cEFxbHpo3bMGVqHYim4uSTT8b6NW8jWjMeQslfUsJupx+l/CYhwBmRhmUJqNTZun7lIWc1B3gt4fKc23zL9CWFHPQAcrNGKLjIhiCSySQ6W5vQ3t4OAFj9z3dhshQsy5IhxJgOjSpQCQXhAmnThGACIIBppSAsASFkErhlWYgyAYMLCJMhTjksYQGUgjAObnLQSHZpUAKC8XoNLFM42/p29DufFUXBATNn5byLqqri+GNOwAv/fAkMDKvffANfPe983Hf/r9De3oyenh5857Ir8Oq6d/DUHx/DL37xC6TjCbz38ougRx4Jy7KwfPlyOfGuzCpTckkOaDjnjlAdiWFZqfDz0M5riygqamqq8Oabb+K4Y4/CnDlzYLEUNqz9Nzz7t2eRSlq48MILkUpJfk2bCjjL2wm5qpFhGEgkB7Bm4xpZ5zSd/v/cvXmcHGW1//9+nqrqvadnzb6HBELCEvY97IuIBIwCXkFBFnG5iCBw5aosEZCoIKCsgoBsoqAiiAKyCESWQEiAQBIImSQzk8nsvXdtvz+qnurqWUL08r3O/Z3XC6bTXV1dy6nznOVzPgdbSArZHHV1daRSKYrZEkLXqBQrCMcll8uzobWV9rYtwVQdtZiqTGU0Gh3SvSqE4MILL+Tqq6/mih9cyq13/Iq+fJZYLIZpmkyYNgHXsnFCeFjlnDQ2NlIulwP85he+fBofvrc6YD7QXJWpF8RTcW655RYKlRJ/e+ppSvl+Crk8sVSGZCrO2vfe4YO165k6bSJjxoxhyZIlXHfddaxa8yGOrFJgwVAd2arODJdVF7ZXNh/m+yM5lqNF5CCds32miYaGBp59djkdHW3MmzcvmC2vgpIgMHZqqayKxTKbN28O+E7BO2dNRoOAQDmPYYdPBQzhzwIKqMt+yNXXXMmF53+Ta3/yM4hVScfBg1jENREE3crp1TTNo4NzvLn3qgJULBaRUqIjGDdtMslonBfXb/Sav4TwqknxGLlczmumtZ5JAAAgAElEQVQGUtvreoBZNIueg1p2HNavX88bb7yBYRhMamzgzZXv8tG6jSxatIirrr6CPXbfh0x9kg8//JDW1lZSqRQtLU00t4wnEtGxbRct4sFEPjbTGdK5mr9Qo4Nb3cW/oIOjOnP581/eVXNwrusOwUAOLn8rA6scgrJtEdX+d3zo1g/WscOc7Vi5ciXLli3zgcYWCIdUOkNjYyO6XqU3UPg4dbzgcXtJKanYlZp9WyHAtAfJqXbQhw2ukjAIt2RW6O/p9cniJVJEWLNmDeeddx6mtm3K9YnJPxk1jYaM0UjY3+HwuIM/VzKcHjqOQ6VS4YF7f8WSJUsCXVDOvZSS0047jdtuu43u7u4gM6RK5I7jYDseNskyveaJnp4e2trayGazOK6XVcKycYGKX/ZzXeFhEIBMJkM8Hg8c3K6uruCEHMcJOrPnzd3Vo5rS3SDjpcj8j/70sSx/63XeWv4Oe+2xB7Nnz8YsV2hvb8eyLD744AMWL17Mkutu4OKLL+bIIw9n5Ztv4EiDM84+i7jh6e0n7WBuVQbp4cc5lKNND8OVmLAOuqbFPnvuxEfrNlIqlZg3bx719fU4jhPwBi5dupQDDjiA/v5+TLOM7ZiBXjm2rOG7DPDFPgF1eLqYY0sqlQptbW0sXbqUeDwelP6y2axXojYSgWOp9CXcJKF+Q0pvbOV11y9B0zSuWXIdLqaX4ZE6HetamTt3jm/XwbIquK7g2GOPYfbsHchmsx7XruOSyWS48sor6evro6mpKTh/JfF4HNu2Wb16Nffffz/XXHMNjzzyCIsWLaKzs5Pu7m5SqRTJZJJUKkUmkyGZTNKXK/7LOjqsfm1DJWfwoj4aMpdhPVQ66Lh5Xn7pTdasWcMXTzqFtrY2+vv7g+84rpfVW7VqlWebwgkNUV23wnynYWdSSm+8rq7Fgmk2QzKErp+h9AOlVDrG4iuvIpmKIxwd07YQmprQ5FDIZ0kmMji4SAnSkQhD4DgEGVLPOZRIR2KLUJLLMIjohh/b+Qwc+Ry53ADd3d1s2dJNsZint7efQiFHV1cP+XwWx4HOzk5cTdLT08M7b62gt7+feDzN3rvvSjqdRgjBQH+BZDIZXAPDMKivryeeMMhkMhiGweTJkwNbfNPPb+Wzn/8c7giZ9q3at63o4UhO5bbo4f8p5zIwpoOOeaQS9kgyUvQZ/nxrAPnhpK2tjf84aRHPv/AMlbLDn/70JyzL4rDDDkFqBNGaWXEDQ672aTtlbwSUb2CDhyT0u7rvAyqKJPUa8ADOPqm5KqFHIhHi8bj3JVenvr6eq666ih//+McUCgU03eVvz7zAUZ8+ks7NA0POZ7hy7iex+AcA420QIcSoM6ZhGUkfttrJ7H9nu+1m8M5by3n77bc5fuGxNDU14dgyoN+x7FJQSlIYOBX1q/2EsZPDYW4UZAKogVx897++zw+vutzLJlgiMMaVcrWZB+CNN96gXLK92eQNDWi6l8VUBk2VNtPpNB999BHbbbcdiWTEA9ELL7PU3t7Oo4/9kUSiLoji4/E4xx9/LLfccgeNY1o4/OBDvN8VIzfQfaKO5zZmMJWMJj0cDrITvvetra08+eSTFItFyrkCl112GWvXrqVYLHpQCGH5QxhsYrEE++yzF2+//S4HHngg0WiUilkIRuSppgqz4jWSqalPKgvlOA7dXf1s3LiRVatW0d3dHZQvDcPA0OPV5h2/JD6Y0iRcKXEcB013ufnmn/OjHy3hlVeW0tTUEgRdqgyuspQqMzQYh6cyWZs3b2bMmDEeN6eu09jYSCKRoK6uDsf2no1YLFYtt7sV1q5dy+aObiZOnBjoeLouzsyZM9lzYor7XluN3AoiZrD+blPJMiQflyEaLXoItXZO13WefvppPvzwQ3q68vz0x5exZvU62traaGtro1gsYts2hUIhWO88LG85sGuOLRHSy3hbloWanmeZoBtDm1WGrNPDjI4Eteb4n4UI74f4Af53VcNQzWfD/Fu9Duim/N/w6Oaqt0mt07ruUYLpuo7UvO7s1atXs2nTJiKRCJlMhvnz5wdrd7HgrQXlcpn+/n6PLiwdCzKqyp42NTWxww470NTUxC133MUpp5ziFdC3AdLhHXdVB7clQyml/L/f0COl11hjhuZe2wK0QbVqofBrobfD9C6DndGPe+BH+nyk9zdv3oRllRjI9pBKpeip9PC5z5+w1Rs1HDB2OEdfShk8dIMlTNAbPr4AO4fwSN39/V65+AcUS1mE9DKhBy3Yj78+/hQTp85g7NixtfsCEN5fW3gG8xMrFobxR36pyJum8MmB6T9JEUKg+ZiXsEHVRO0VsUN6OJLjKaXkqMMO5dVX/0E87i1a/3h5eYA3UmUZLwCw6e/vx3Ec0uk0u+++O01NTZTLZbLZLAPZPkzTrMEcqTJ2IpEgFouRSHgduV7G0sNifu/7/+Vh5SoujlupwWsCbGht96k0YOzYscQT0WCahNqPCpY0TaNcLjNu3DhKpRKlUgld1/nxkmtJZ+qIJuIYhudYTJ88gY82etnMu+66F9d1GejZUs1OQPAMa1SdqE9U94I9DoM98kvno60MqURH4A7SQag+941rPmBpW5VH0pZw6WXfR5d1tK57i3HjJmHiEBEaV1xxBWvWrOHBBx7BsizefGNljR6YVpFsNhvYjkQiwbhx40gmk6xYsYJisVhjYzUZJWIkkFo1263JKELaWHaJ4kA2yLir74VxdOGS5oknLkJgoGsJsgPe2NxEIhFQzqRTdcF8ceVkhvehnMUpk5PE43Huf+DXdHdvoVwu8/3vf59yyUbTCIIkhQstl8v09+WZN29eFQpg21xx+VVc8r1L+eVNf+DI40/DkeawLCMQ9D5gbGNAJKQzoh4Ovr+jRYIpWQKkTz5uWRXuv+8e9t1/b4RT5P331zB92kyyhT4yuRSloo0tSgyYJZxCjoqtk7DKCGkhTQsNl349RsTyRhB7v2GAC7oOAkF9Jh3YNJX5VmVtpRvqfRUAeROkvLU2lUqxZs0aWltbSSQSzJ07N7BzSj5u7VcYXvWbQOBMDh5hq44lvF3YIRZCsOsudey5x77EYrGapJNZ8ejmVGCUTqeDQM8yPTyobdlYGnRu7iE78CbxeJy9d9+VbG8XmfrmQBlH0sPAzolhdHAbrsnHyah2LpUEXGK+s6PmvSpR74UlvEB8EovFcIBg732HRQtPoFAcoFKpsLmjmx/+8IcsXLiQlpYWGhsbMa1iQOiulL1SqXilTKsYZAlUdqpYLAaZqQDT4T9EQzJUrh6UsQJMnCuRUg+4CXUDUqkUqVQKy/S2i0S90Y2ZTAbHqWz1GukMn8GUjgtCYIeAxmFcXpBZkVu5/sIBxBC6jtFkUKWUYHvE0yMFMOBdJ5dqs9ZgcQEDm2Wvv0k0kmT6tGbSqS7OP/988vk8l112Gf39/R7n2oQJxONx4vE4AwMDtLW18fJLr5PP54OodXAWKNztq4xrsZQNMgOK19F1XZqaM0ycOJGGhobAsGUHiqxZs4Z4PM7kSdPJ1DWhGxLbNmsmL4VLmgqUHovFcByHhx9+mFdffZUpU2cSiceC48vn8zz79xeYPn0WmqbR0tLCxo0befWF51i06ORh9W9rxmk4gxnmfw3/O0z1VCNicAAgGAyyHk16CMPbMuG4NDrwuQMO5o+PrEPHrrETe+49l+/+4HJM/BngrsV3vntJcB+OO/pTpFKpoMO3q6uL7u5uNNkV2B7Lsmhd3+YHMgaJhKjJmtu2jeNaWBWP5FnpSJUj0PXLn74OSQkImpqag0VXzbGXUvLyyy9zyCGH8Oabb9LX1xfo+3HHHRfo+WD+PajeL9d1iUajNDbVUyoVqK+vD8r+6nlQ1F7q++Vymd/85jece+65TJo0CU0XXHHFZei6zs033MTkGdNY+tqL7LPPPp5NlLVMIjWZ9xBcfzgnNNxw6jghKjZX867R6IxvgEFcx8G11/jJ3bdz6lnfpqOzjS/tuBMrnniGc2IRUuNn0tnUS/G1FaS0OMkGj2UiGo1iaDoVLGQlyvE9nVjRkYPycOYy/KyHexegyuWoaVqgW8qmTp8+PWgGcxyH5557jsmTJwe/MzgpMBgbrI4h/FrRHbmuywsvvMBAdgCBoKExzYknnkhraysRI1Fz/OFyt5Qy0EP1uWJkEJrExEH61QB17sFvC6/EH8dzXqPJFJfMmYqVTvFabBxvvfs22+L+/DMNt9vaLT6qnUspveadcKQ+OBUexmR83EkPwfgMo0jDfRb+XvjfAIbhlZJuuukmPn3sQlpbWxk3bhy5bIn+vo+QsrVa6vSNmq7rAW1HNBqtiXhU5A2wYcMGpk+fXoNTUkZWHUt4Lq/KCoC3mCfiXpnVtsA2y+QGrKBUHjNjaJqXIbv/vt9w089vYGCgzydYH6oWMnT+yjAKIXAZuuAFC4tdew3D925o+dP1iF6F7b/e2p3835WRGnjC3dWD3xsshis4xLHYksvx94ECE8aOI5/PBx39sXSSq5b8CM0hIL4NR7319fUs/PQxHHPMMdx3332MGzspCFiUXkSj0SBjKYQgn8+Ty+UwTZPe3l7a29sZGBggHo8jhKCzY4BNG7oD/GZHRwczZ86kPtPkd5uXMYhhWU4NL6bSYdU1Ho7IV61axa677sqWrj4sywpKmUIIJk6cGuixMqrjJ0+rcVa3JjXlftcZsqirFVnlxYUQXnNfqLHq4yAxqgloNIqryWFL4aWIy9Qui5eWXMVPd9iFe7+wBxec9W3O+/bXeeKlp/nPc7/OKaec4p2zaVeJlU2bzy08MWjs+c53vsN1113nYSTjXrakWCx6DWKxWKBX2ZxNNlvAKVm4wkEKHUfX0awKEc2gV5RJyRS6rjNu3Lia7KByRIW0g/JjGLrhuBWEG+WAAw5Aag49PT1EohLL9Mr5y5YtY9ddd625l2ESbSXKRl77ox9zzlfPobe3m1mzZrGls5eJEydyww03sGHDhkB/pfSaQPV4lFvvvAMAXZd85tgjvUY0s5/k5iTphnrAL+n7v6WSHa7w8PBKFZWdVJn3sJMZzsbX6KIIcR2PUj2E4ZMtLa7LAYfvxx2XXMZf//AYX7zkUnIvLyXZ00W6WEQ0t2ALh42bNlOOVogVJX1OiQ8LFX6e0qkYFsId1ORKFd4z2N6q18NBglRmMRqNBuvto48+WgOrGD9+PJMnTx7WbxjOVwg7lYPl/fffZ/r06UgpOeywBaxbt46+vj7eW7WWTCYTJI7CyZew7xIWhcW3bZvJEyYETUXBQAPbprm5GdV0FIlEaGpqoqurC2HBOY8v5WfbFXlcTGdy4wTk1pI74XPW3Nrn6H/AtgGj3LkMZyyVbO3EPu6kw1jFkXCVI93wkd7r7e9i4oYG9jnwIJYvX8GWzl4sE/r7+5FSkkgkqK+vDyK1WCxGXV0dyWQSICCHVdGP4slSdAXK0XRdl6X/+Dv3/vouzjnnHKZOmRmciypDqYegXC6Tz+eDLFUsFqOhocEDCg8M0NXVRS6XCxyPslPi+RdeYO+9d8Eue7TewxUiw+evM7KT7h0wIFUHH4FDomamKt9RDv2S/3L0ZIxG0gVVFt7aduCd1RdmzSK+ZiPd773DiSXBaYuv5fNX/YCk43L55Zdz2WWXUcZCl5JZ06ez0047YVkWmUyGvr4+1q5dy1N/fZaf/OQnLFiwgMt+sHjEY1VGUBkex61Ql0kwdtw8dC3Gpk2bsG2v5K50RBlb27bBLNHfn0P0RzFjJpPdOEdOmcpTZYdEQicW9bJchh4BYQWlGyEEl19+OR+s38izzz4bOKPqP1WeV3qeTqdZsfwt7nnwN1u9huFnVf2NUjX++uCshqjNJil4jTsoEB3RXriytsN3lEiY8SK8+KVMm/4HHuTgvz3JW+ddyPkvvMTru+zNKUcezbsffcBfnn+Bb3z965x3/n/S29vNnXfeyXXXXUemsZmKW3VmfvSjH1EuDLDuww+YNXsHcv3rkVqesnTp+GAdlY5NHNw0lgPrxxOTcWZNG4/ozyJcl6hh09LSgh6N8Jdeh3uNUlB9CWcKlePgOhpSq/ITKpHEgvPK50ssWLCA119/nbq0l8WfM2cOluUFyQ0NDaTTaaSUQZl83bp1PPzww7i6X2Y3bX5x860e9ZdTnSQGoPkdxBYuUnisCcp5iEjBzjvO4emnnmPsmIl0d3ez7qM17DB/56HHPBKsQ1bL4wouo2BGg6WGJi/Y5+gMdAY/N+rf+axFdnMHu06ezkFLLmfVb59kR03DNWKIUone+mYyA3kmjZtE30Avf3z2jzw6dg6FWS3Y+WIN5CYs4Uwf1FaMhksQhQMZgL/+9a/su+++HrdlyA4p+6RgReHkjQrsVWY0bFeDTLyUgaM4btw4EokEs2fPxnEcpk3dLmA7gGoAFT4fJeH9q99Xx7Z+/XrGjx8fQEps2+a3v3swqCio76t1aIft57Fw4UJ+oRnMmzSRD9d/xJgxY4LfGimDruxjLRuPwpL+azo4qp3LTwr7pJRxOIPwr0mVTsHs6scS6zj2/XW0benmytdeo1Dqp7+QoynViKsVgXTwzfBDMdgxCx+n+k8pb19fHzvttBP77XsQRx19WEBRoxQ+fH7qwVB0HJZl0dfXR1t7KwfsfzAvvfQS02eNRytWKBQsdpk9k890dDHj6WVEJzXz1xnbYbllpKwdoTb4uJXj+3HXUkJ1zKXEIxYeJEMI7YX7v9s9vBUZ6fy2VYdsITB6i1hJg5397tkXz/oquffX88jytznj0Xsp5/p5+d13efZvf+aQgw/CMKJEolHS6TSGYbD77rvz/AvPcskll2CZDMEKKVELek2E7epMnzaVY445hhtuuIFsNktPTw8Naa/JxnaKFGQFw4oT1UBfsYJv7LIHsUSGqCGZnWwkamvc9/oLTPzMZ4PmDOU4BOVnXeeqa38ScFiGKUJU0KTrYBgCx6nQ0NDAWytXAGqKxvDmKKzXI1URwrqo9qIcT28D/69W/Wu6Ts34vqq+/d8KciIVQb5Qxj7uU2zs6mDiDjtRQbBZdzn99NM57sSFvPT2Oi759rdo6+xl3s5zuOXmO/jHstdASEQygRaLIXu2sMeGTRxh1BNr34wRy7DFtJkuLXpmRBk/azvGpxroKWcRxRITM3W4TUnPUXQElViU1X3d3KNbFAvFmvumMjbhLKPSC6jaxfAibOhxj43g6KOD7m2FubNtm8bGRi699NIh2SU1elFzQOg6jr9Ihh3LwWvB4NJ6NBph3bp1fO1rX6NnoJ/f//Z3bNy4MXBGtul+QeBQ1sBphmtAFdVKjvckePPOETYCfUR+wn+HDBsAui7RKTtz5FFHcc3hJ/Dyaedx5EA/HHMCZtTE3LCF+LRdsLDYiGDATnLfgQs86A9DGxKVHqikS7gUDsNDIZSo7dTf/fbbL1hbFWNBLBYjHo/XJHJUpjMWiwVNsWoNjUQipFIpnn32WR577LEaZhZbgrQ9h9aWnt6FZbj3wu8P9zd8buFrYwiHukyCTCbDzjvvxLixk7n9jpvBJzx/7/23uf7nG4LrZhgGl/9wcZVFZ/BBhPTTJsS6o7DULliDeiK2tXF6VDuX27p4by0LES5Vbs1ZVcrnYX4cvPvpAN7oMYSDcCW2ayFcB4RDW9tmdihZNC59A1Fxcc08iydO49t//wt3ztubjnyZW5a9ijxuIbYwQOg4wqzBUoYjLGXkbNsO8BXqvBKJBL95+H6OOOIILrroIn685Hq/GUMEEV+4i3M42W36XN5dvZoF83Yg8tJSDko3kDRtOqwWdnAkda6L07aFU3oK3D9/HjaWXw2uqsnWMrthGelaDzcBwxag+5G9CMEaR4ty/k+DnEarxJYHf4/1wTtMPu4UtqRMWt7ehGgxmbZqOV/cfnuW9XZw+v6fIqWP59233mXBUYfRle2nki8AOlG3wtVX/5DtZs+ivbOfunSMV15eylVXLiYejzJ//p4YOpi2RcTPqDp2GV1zcR2Httb1/OK222h2IzjNjaQ7N9OydAV71WvMTbRw+fp32Wfm9kirzCE77kYkZzM27pBJNkMygmPEOPSkkzG1aI1DYFpuDebo7LPP5plnnglIiJXhltJBOjaGJpGOR/D+9or3aW1tRboSYVuYrhU8d1LqKBXzXg/fvLY1Gew0DBZD1LYGqsZAtchrLrjCwWF0LOojnUspbvCzrjYKzTNYVyyxZ07S3dsLmmfX9GwHu283nr2uuoaK6+F+999vAWecfjqmaVIo5djc3sYXH32M/T9/CpQ1TGli2C6P5TqYtP0sZvb1gSuJVkoY8SRafT0dnVtoiTbiWCZdcXi/vYvv4yB83ORg7OtwpdSwPQlj2BTsYvXq1SxYsICGhgbq6+t55513ePTRR4dcg+HWAG/R97pyNfBsuJAIHFwsNKGDdHF9/KbpWmiOxMUiEknw3HPP8cKLf+eIeUczprGJq666ilgsNuS3t+UehcXDZofgir54z5CDdD1MqnAddCGx/L+jJNauKU+r+1iXkLz42nMkoxGe0i3m5Lo4rtILHR8QmdDCy7EUB3c8yabG3bnsrbXIqZOwe2waGhoCjGSYESNM2K/WSPXv4crI4aAzwAD7r5UdMgyDZDJJOp0mk8mQSCSC6k5XVxe//OUvh+xrsKgsedhh1BxAYT9lrQPnCpCi9j3HcYLvK3iFrXvbCH/7wU4mgC4dJkwYQ3vbFpqboryx7B1c802am8ZRV1dHx+aN4Hp8nYZh1NyrbdFLDR91Lqs6hyDonXeE/KcaK0fL+j2sjFQi25btRvqs+n0HbLCxkX52whYO0vWNHIDmYWikD/R3XZAB2NrLDo7r7kLizdSekmyhfsw4TosYzBjXyIxoI7vNnkVEN+hF0G1a/PT5Fzj06qvZac5cmseNJWIIKrZLqVQOTVexkIgAtK4i3TPOPJ2KWWIgl+Xr3/wGjmMR0aPoEYNo1MB1obu7h7Vr17Jy5Urs7i7irkATEsO2GPPUc5ywyxzGVKKIPfeDsoNrlVi2cQN7NdSju4KKrhGRAlcWkeg4joIbeo529W9VPqmGqSCj4W49YPjfljD901ahACPIy/f8mgP7LUpOkc4P3qFp8cXwtXqihRK7nv097vzK5+nu7Oe/Zo1DzhxLs6vz7tvv4Ng2YNHb208ul+OZp56htW0jnf29IKIcetjhHH/yl2hoyPCHP/6Wl178B0lDY86uO7PHHnsQjdcR1TRMbTOpCpxRgJb6BPTqVGbtCtvPIVKRPLVhIz+d9xkG8hWijiARc8nlCqQ1iZmpx47GqLgaZjRFMlqFX6jGDU+8e/WnP/0pcAzAe34imkSPSCKGjiZBNyTlsskOO8ympaWFgdxmpIj6z5qDI0AXDv5T6L3nWEipB38/CT0caWuBbzdsp/p6FMhwzhmAZrtcfv/dCKtES9nk1UqW839wKT9dfAUnn3wyf1y3iUMneGXjKF724+yzz/Yw2oCuRZj3xN958ZrzGTPvSHLlAXpiLvlCL7N+J5D9BaShYwtJV6lIgxbBmjaWcSKNa5XJuXFa8/1cbkhirkT6WZ3w8YZL4+HjV0F2eEH3ModRkskkhx56KLFYjMbGRi655JJgRvhw18TrevVslIaGg4OUGlLDhzo4QcAihAa4XhVFBy+gkSAEUT1CpVLhnl/fy7QZM8jlckydOhWAaMzwj90ZUQ+35f6NJLrwYESuv71wQRfC01WxjSmj/8cypAJou4xpasLseYkDjzyOCy/4Nn9//BleuetW1jz8B4rlPhrTUe6QLfxx781s7ulh/912IRKN4rou6XQ6wBmqBIliwZBSBphwZXcqlcqQqplpmuy+++6BI/rAQw9i2zb5bI6FCxdSLBZ57LHHOPvss2lsbCSTyXDNNdcEjqgrai/vP73+hHQPQaBvNWumv42UElc6vi9R/Z7cSpVESkldKk5fXx/JZJKzzvkqyXiCeCbN2nff45577qG+vp6B/gLYteupZxfdmn19nKhgJjzJUALCdbCHqTwOu49t2urfJFuLUEZ6fzhwLwxH82OjS+HTGqnP1Gu/nKepgfOuD0IXAdaiWCx6nH1lCyMSoccsYDqCSLnCGbPn0tnTzZh6iZWzsIRLYyRFQ0TnlnSM7U/5PG6hnzH7H0Q+10frmo2UiiYIE7MC0boYyWQS07Kx3Bh6OYqWsmlsSrOhtcOPxD0sRySqeel9JKnGeqaMn4jul8TLlolbsJn2wmNsSjRy4bhmsuZUbBFB1wy6UlGaTz+VW3eez7HnXUDKNig6NkLTiONi6hVw4piu6V9DxSFWm8m0B2Uqhrt3WxO1ZVBu8nFyo6UsDkMztsM5mCPp4dwFB2P/9g+YlQKrdJf9l9xCvn0TyfdX88La9+gsDjBh3lwSFZ2KSpIJ0HSd66+/iYpZ4L331zBr1izKtkvZifBuVx7hmOw5NsGYsfU8+fvfceh++wZZxJWvLsNxvKaXrz73GLHm6fTVQf0RJ2OJMmbEJapFIaHx0Bvr2XH2RGbEElQck1jepDEtcSwXo64Ry62w3M4xNjMBLerxV6rfAZDC9PHBVQC916hmEtM1olGwLRNbk2B5z1a5XOazJ57E1GkT+eDDdxHSISoFaDpe96xNRK82EjlWFNs1ffyuGjBQxU4Pp4f/rFNYU750Qfr6aI/WRR1Pz/7w5KOc9ZX/BFdSkhqFikSWChQKZdZ/sJYPEy0coWlg2qxdv47pkyfUlM0KhQIn6TbFa+/h/Z4lNI1rZt+FC6nYJqZtUDYM4kIgdIf6Sh2aHuGuW3/NaV8+G+FINm9u46JSH0119cPqf7jEOXhUbVDK9kvm9fX1/PnPf8YwDGzb5owzzqCxsZHFixdv3bEENM2z355N9/LNQvpsFEI9m86Q7Fegx4ApTITwSqFTpkyhvb2dTDIVQEH22HUncNX5lPzvR2r2VbuoD5+d3Rbxsq3btMHO7gsAACAASURBVOn/qgw+/rXvr2X76eMolCtUyiUWL17MmV86nWePP54Nvf10dbTRkGmgaeJYdtEjlGZMIpFI8Morr3D44YfXOJSKfkfNrTcMI8jEqWykysoBHHbYYQgh+NnPfsabb74ZvK+yfloswpNPPglAc3Mzd955p8ea4gc7YRhFmL80DMEZ9hoE//NFOY7C8Rq8fG5rTfr3UVPJCb+T3cULeiD4nueAWohQyjKsL+MnjGVDaztX/PAKzjr3q9x9992MbZlAcWqBb33rW1x77bXel0wb0y1jxKKBzmnD3LeP86WAoEnN214A2jZ1n8Mody7Dzopy6pSEjVd4oR+aUfJuph7ie/Q8cS34DcUhWYvd8Zj0m5ubqVQqPvGwz0Flmnywdj1Tpkzh/Z5N7DZ2Mol4mkQk5td1bTY5kjE/uwZroJ9Vq95HL9t0FvPs+J2zePazX+biF59loDHF9AlTmTtrZwAef+IPnHDi8UgpSabiXH75DwB4ZFURNxplTMrr9DakS2fF4IydvUjGtm0uvOCSGtC867pEhaCYa2On0kQuPPdTuFfcgLT60TMN5Pv6SWkGdLRzzRfOpVFLYZp5+io26XSanCGJOq43JUNUS4yO44DrBvRCrmsjpYdRCzvwI2FJw/JxGefRkS8aOfs92MEM/zt8LbY0xWlP1fHahs1cfffPOSvawoS4IF82GUi6UHQ5Qo/zwso36dt7nxpog67r9GkJcjP2QI+WMYQg6bockKoLno/+fGEI3MAwDFxMpr79FklL0H/dj8gcfQjLlr3DnnvtS1SAi4n78GP8ougiYwa6dCn25dDSUexyCdJJ3rzlFxQiOX53/Mn85sILAqzRzjvvzMknnxxQaMRiMW7/1Z0kozrxiEY6FadUckF4EJCoJgAbu1zB0QUbP/rQm6Ry1bXsPX8mln9dDSMGUqLpMVynWjHw9NDH0ulaoIe271C4roWm+dv61151mAZNJOr5H3StPm6xN7YxUv9/LcPZP8MQwUSmVFwGlGZnn3MG3/3Bd3njjTfY10izugyzoi6zZ8/m13ffGgRymqZRePhBHszl6eoT5HI5tpcRxhYirKuU2akugSw4lPI5DMtAqzN4u30Te5xyCu8++BOii77GJQMbmTllWuAsho9RlTfVeD3lRKhzUdjwKVOm8NBDD3lf9MfgaprG3XffDXiLnKvLGuyaEIJa0uyhkB1139V74TLrSOXPRCJBqVSir6eXloZGZsyYwW9//yiGYVAplojHIj5+T1G/OSG6taH2UOmhagAMdz4PPt6tvTdapPbYLDZv3ky6YSK5/iymY7FmzRpK5QLRTIZG2yYVm4ZpmmTiSV544QVee+21ALva0dHB+eefT3d3N9FoFNM0g8xkNBqlXC575P6+nVHXbcuWLbz66qu8+uqrgA9/k16lT7EfgK8jPna3UqmQSCTI5/NEYlFcXWJTLU97qTkrRMa+7dUpz8bUTtvb5vvqf89xK0ghgwlEEnCEA67DmDFjyOVyXiOwrvHlL57Ke++9x4XfOp/7f/MQjz/+ON///ve5+uqr2VzcjC6TCCGor69HOh5B3nD2cLAeDj6+wWOzwcMDb4uMaudyOGM6OANZNQxqQs3g930+qRpurqrhK5VKpNKxIA0fdlIbGxuDxpXw7wshcGxJR0cHk1a14syag7Q1ylGDYq4PS4tz+sO3sfSiJmJlizn5IoWIze5ta9iwroPOrMNp0yex3bKVfG+/BcF5uk61k9axIRpLYePy+fnJYa/LQKGMjMSpi8aDzrbwceq6zu19vXw0KcKahx/GfOwvtLS0wN4nEIsU0YplXCqMs03MuIFt6UyJGJTjOg2WIC+qxLC1tDIWuvCna/hkb1JWeb/KdujBptrtPpIjNtzD+Ek1c30SMlyQM1zW0tu2duFwHIff3P4QXcccyviGY5n19DOsHTeej3CpCIEVdbGyJd7p72f8VG/EouoKdByHle+9yyOVCew2oZ6CPYAR8wIKgJaWFl+3a3lB1b03s2VOz7lMax5P8dLLaPrvxSQbI2gLjsEyTeyKy683reOLc2bjFF1M00UYJSrJCEZR4+o//Rk330XWivHwr29DM9KYvsFdvnw5X/rSl4KFoKmpCWm7rFj5BolEgr333hsXC1wHXY969ECOQBMCYTukG5rYsGEDBy3Yj0LvZjwsU3WCi2taVAQY0sFGcXpGgmvv6ZqFhg9bsH2HUVT1rApOB+HP0P1n9XDw/f93yuCFwHEc/vHKy1y/5DruufdXfOHkM+nrW41lWTTUt/Bf37mQ+391Jz+59nqad92fr9+0hBMb0nzrvAtZcu111YzImefQWylhOg6647Aq30c7eR684Wq+k26k3/V+zxIujutixjT2W57krkIMbUs3zz37Il/96lcD1gslCuajuFCFEMH85nB2b+nSpSxdujSoFuVyA1i+06nrOpqMgusiHdfnxyRYkD8u+5LNZkmlUjUZUsAfClCdbAZ4tgyYMXMKr/xjGePHj6dQKPDEE0+w/977cON111MuZbFtb4SkriV9h9Eb7CGl9B0T7xfU8VXtIThOLQ51sIQX+OEcgNEgtfZQp6uvlwsu+A633f5z9tlnL+64/Ve0t7cHVGiK9Pz666/3aHUk2K5NxbQp9JS59NJLAS9pc8UVVwTDGEzTJJFI1AQiQghuuukmZNRAkxLLrpBMxpk1axab2tZTKlrU19fT19eHYRjMmj6FN99cSd4uBfjveDxOPp8PGFvQBjmSw0z5+ThRCZ3BMlIAoz5TfkiY7WU4aWiK0dHWz80338xpp53GhRdeSDJTx1XX/oidd5zLxIkTefG55ykWi15DEl7n+1e+8hWELKM5eo09BH3EY1bHFtbD4c7p42RUO5dhUY5TtQwGHu5FbaHXEnzLWk44F28CQzKZDCJpqTkYkXiN0Rl8g8MZj/DN0CMWW7b0sn86zr333sOnjv8s49LjSBhRnFKRGz77Rda156jYFUTEwtw8wOvLVzNOSzC2PkOzWceyniKr//xHdj7h88G+1QMkpaSixXi+vZW/VaZx3YwCJdvDIqmSluLCKpVKwbGHaRRkRwd/X9/P20Y/uYIgGrNwOlfTsupGdo5mSLVoPLoxiyayjHu8hBOvp4TLwRMmsnLRCUyZ0Bg0FqnuYEd6zoFqlFKRuON690cnhiG847D8SShV3dSC+6Gu+WAy3LCM1ui9Vj9chHBDeqjVdL3buiRbLDJj6qyADNoWYDouUgi0skDoUdzGFjpyA4xJxAIdcF2XdOM4tI0W/f1ZUtPrABlMU1LR+BvLVtQ4RqrcuaSjixvLA/SUisi+HnQhSbZnOGV+P0lRT1e5nx1jzVgyRlw3kRpoogEhbbrlAC3ZInOnzuahow5C3ndvDfeo67p889vfQvd56VINGeIRh6jU6e3tDQix1eKYy+VIpxNYls3KVe+TisbZuHEjheIAk8Y3YuhxLBPQPO5U6Vi4mNi6jsBzOoQtcIXqQK+WxL3n2w5Kro7jjwUkZMCFHRhVJcoOqHsadkpG24I+nDhOheWvrOHYI3tZsOBAXnntGW6++WYuvujSoKwI8NVvfA3HcWi//x5+GYvxo2t+4n/fIZvNIqXkpp/fzF577cX8+fPBSPHKypXM/ezJPPDO2+za0UmjNJC2S6+weM+BJ3bYgQU77IxMJVmyZAkXXXRRMLbuuOOOA6jJ0imaF2WjFJPAX596gkrFIhrTmDptokfoXyzz5ptvEk8msc0SIq6D66JJhV+DreEcw+XnRCIRJAiUeITuhn+vI0ih2C8kll0i19tPpqGe+XvuAZbNn//8Z5YuXcpFF3+bdDzuOaSOi21nAbBtFwvpj7v0nCTDMDz98u2hI4U/zcYJ6LEUrMNxnIBKSd0XFSBuKwfsv08sZsycyjvLNpDPZ3nggQfYtGkTmzZtore3l2w2S6VSIZ1O8/Wvf52f/eImGORABby+UYMrr7wS13WZN28eb731FolEIsh6q85twzAQ2FSsCpMnT2ZgYICNGzdi297UJWE71CWS2AJ6swXGT55E64drQDg4UiKlRTIVxXEq/+NrW1vtHLkyN1yirJqQqOX0DL/vBcMWa1Z/RGPDGE77wklcfOn3uef++/jyF08lGo2yaNEiWts2seyVV/nv//5vYrEY5YqHC37iiT+yaOEJoPsNigFXrhOCnVVtYPg5Cevhv3KdRrVzWWvwLa+TSnqLuSeiStmAz82knBXbIV8sBuVsTdOIx6Ne6lkDcGoocUZKYQ92NNXfSCRCLpfjV7NmsF1bOx/+5S9sjubJZjWa9ATPfeUU/rH8LXQpiJY1IoagPGMXsu0bqHy0Bc1up8XQmX/sZ0ik05RKJerq6oLjdV2vpLjLxGkse6sfU6QwDKhUKkGzhCpH6m6V50odYyKRoH9ihocWHkxWVBCmjS0jxE2wXYvnHA9H+p6zhr0OPoq6h/7EimIO7bjP8I6r07n8dWZMOarm2kgpEa6L5V9PlQVSD4Gu69iW7RlSUXXYFUamSvgtGbw4KEVWC9FwfGf/LhmCMZRhvfRKt4NpRfAdcc01uf3221i2bBmFQoH58+cHlCZhUUS5nZ2dTJgwIcj2NNXF+MFukl9usHhoY4Soa2KXy8xtamD7eB4Rk3x20fEc9+kTgn0pB/Pc+gz2QUfWlipxWbZuHXkpwIJdZk4nf//9vLdlI67rkqnYNKbjTImm0Z0S321O8Pbtt2FEElhWGSPhdcva0if79fcb0wX1mWYMJOUNbbhO9T5alkVrayvztp/D668v97otDY1f3X0Hu+20CxPG7o2LiZRxkB7PmtCER8EivQYvKXyi60DnvNJjODOgcFmxuLdomxXXJ7H2WsBjuqeHFX+8XCymGtaG6mLYwR8t4j0j1ZJyVNPJ5bv9UXE2iUSCU089lZXLX+eXv7yV7112TaBH4OlYLperKQurSsm5554b6MmYMWNoaWnxsjvb78D7s2YH28ZiMRLA/pMnYwG33nhj8L2CWaZcLvPHxx4hO1AkHo+zcOHCYHFSnLu6rmNZFg899JBH/xLTaGrOYFZc8rl+bNtm1px5uGaJ9vZ2YrqgYnlBh2maQaCrrslw929r1ZDhAgcppY/ti9CT66JQKPD8888zZ9ZsTKvInbfdzjfPO8NftGvnnKPFSEgNW4DjmGia91fXDWy7hOuCTgyPQVgQ1bwA07ZNdN2fyMNQPRwMBRstokr8Qtj+s+KSbDI57dSzuPLKy2lv20J7ezs9PT3k83l0XWdgYIBEIsHnT/gsyWQy6NJOpVJceeWV1fPUNDA0Vqx6h0gkQtmxsEpeJrHsWBjSwyVmMvX09PRgmt70MENIBvIDXHTRRUyZMZ1IJML8nXbm8MMPp1KpMHn6dmz86AOiQhBJ19cwXPxPnnF13GEscVhGcjoHvz/4ddhmT506lZ5eb1rWmeeew9SpU/npT3/K888/z4QJE/jc50+grzfHY489BuCTxhfQ0cn1d1MoDniUS3rcX5t8WiY/0eH6GOJIpKqLYQnz0/4zMqqdy3Bq1nE8OpPB4jGXuAjbCRy+aDSKIyxS6SohrxB+F7Ycnp4kvEiNlJ4OdzrGYjEK+QrPP/889Z/7HFe3tlKwbLyIoELTipU89/TTfOpTn8K0LGwpkc0Jko2ziM9x0PU9cQ3oKdrIUglN0zjiiCNob29n0qRJHubEKjFB07hink3WH8HnYFAxTeKuhiZMbFuQTESHkL8CmFmXzs5OdpizHYsWLaKjo4Ojj/o0Z511lsf9JiQTJ07gg5Vr2LzX7gHZ+/jx43nv5Rf9a1Dxy1jV66Cc2zDGSkVfQkJUi1E0K8F1tcsVDH8UYLXUUzsrXfPR6+GHdLRkj1Rwol6HSWvBd7p9HjE1zaRcLoNlkysU6BAd5HI58vk8pXKOlStXsuOOOwIeib66jo7jUCqV6O3tRUpJU1MTi39wOXEjguuUMM043Zhst8d8dlt4CvXJOJaozh8HgoW8p6eHUqXEfffdRyzuTajIZrN8/WvnYTsOKanz3tr3qItoXD19Kk5jHW7ZxdUilOMOmh5l7uHTWfm73yGEv5DGozUBQFCuci2SySTl/ACxWAwjIrxRgCEqkTFjxpAveAvMwMAAtlOhlM2z2x5zvX1omj9JR9QA9i2rjCMlhmth2nrIJmihZ9b0DSCADLhdNU3D0DUsszpvWBh6jeOoaV52vXo7/SYeHx83msqS3vlGcf0GO8dxqGuq57++/99UKhW++pWzSKcakCLCt759ERvXrebFZ//O+xs2snDhQiZNmhQ4++r74DlKitMvHo/z4YcfBk0W4bGz6rqNHz+eRCLhNRAYWg1Rky2hZyCP5ngjZ++55x7vfiosW2g7Q9N8OjUdgUFhIIuuQ8WqoBtQtlyam5vJ5vpIJiL0DzhB5Ukd/0gL9HDvhaskUO1UP+igg3j55ZeRUlIsZZk3bjf6ut5j91125Z577uHMM8/kvvvu86aeJRJ+5swAXXrE/K6L6ToIRJANd00LzQBDCG98n+YQk5KBgQGSiYwXYLngBLplDzryKpxoNAU4EHZ6q9AGw4gSS8f45rfPo7e3l08dcZT3nPvNXIVCIWCXULCI5557jsMPP5xPf/rTRKNR4nEPGxmJREgmk7zyyiu88sbroFUJw6XmYNve2M6WlhYKhRzF7AA/ufNuxk6cwpGH7c8tN99BVNP5zne+wx2/uotSLs+ZZ57J+MnT6Ni4nphZQgiwHRlgOmHrlbKtYXSBoKw9WEba59b0Vtk473ccjIiG5kAymaSrq4umsWN487XXefG557luyY+5/vrrOfHEI2lpaeHyK76HFIrnWnDaaaf5wY4DooxjOiANKuUKESNBIpGg4oTX3I/Xw/8flcUVtmb4T4XtIF0XhDc/OBaLeYBYu/bmKadrcKOJkmGdSbOM6zhIQ6dimkhZVSBd14MZ4Kr8oleUQ5VESskhhxxSgy2CKoDddV0qZc+heOONN9htt91w3ApPP/00J510kqdQmsB1bX6yOcWUVIR3OtsZb8RI1ycxW9vYe7sW5tZXF2J1npVKhZ6eHizLIpVKsbmjm9tvuwvbtvn9o3+qYtJsm7Fjx1IsFr3j8RuXHMfxJwwZgO1fJwshhk+fq/cMw/DP0yGp6biORsWx0YXENS2KlXKAe8GykbrmkTQEkZwDo4RTsFaqGBxNk4OrOt7CS/W6KIyVlJJ77n6QRYsW0dfXR19fH6VSiVnbb8fKZ55jfTHHwQcfHHQuhjP1juOwceNGoOq467qHk+lY/S5LH3owKC0ec/Rx9Pb21jQCKbza6aefXnOcqjzpOA7z588nm82S1CR/W/4Whx56KEDAB6cmOzi4OJrwum+FwMCbd6uaK+IJb5zkOd84j02dG/nFjT/FtqrYVF3XWbFiBfN2mI0WizC5eRrjxo1l9ozpxGNp9GgCoUeQQh+ykCo9sxkMNrcJR9lC1OKiw9hYVUI3XQcqleCY1PMihJd5llJiupYHYtdqHZHRIWEss0enE4vFiEQ86pwbbv45lmUxduxYjjr0cBKZZo44fiH75HppaGjg3XffpampiReef5nOzk4cxwlYL9Q0kRNOOCFoulEOJgzteFaTwUycEYmjt2zZ4gWXto2mefexubmZjRs3Eo/HsWwLx7UYP348+f4BHnj4N9x+++0ce+yxvP3228yYMYPLv/ddIkacaDRCudyDEa1lqhguERB+rxZK5Z2DwjRnMhlKpRIvvvQc+Xzec5xbmvjoo48olUrsscceLF++nAMO3IczTvuCpycyiiYNLFwiftk/HAwbQmJXzJpqjRGtdpNnMhnvGKwilbL/TGtVPQzGlRKeWx0ZNgP275OqPRRCBKVr9Uw5jsPvH3/MWxOonaWtqlea5unus88+SyQSCfRQlcCFEAG8IOc79VJzME2X+vp6YrEY3d3dnP3Vc9jvgAM46bOL+MPvHycqdZKZOhZ9dhFvv7eKZa+8zi9/eTt/+ctfOProoxkzZgwDAwM0tjTT25cbcRjFYNmaM/ivVtjC+GS1n6HZa5vubm9Ebzab5WvfPJ977rqdCy++lK+cczb33X0PN99yIwAXXXQR5UqeSZMm8d1LLwrsoGV5/lP1Prh+wFemYrpsaG1j0qQpuFp1QhAQTNQDMN2td88PJ6PauZTSQQtxPylDkUglyfuOnQZBp55mOwitmknz9jFytBE0Dwwq8waLlGbgYOPYaqEyMU07WMgsywroMQZjKmzbJhqN8sEHHzBz5syg7Dt4G8dxqK+v58EHH0RKyb777ktHRwe6rvPlL53pOctSsso/zk2yyvv1lFOdQarwVep81MOsDFS5XK5RHCklnZ2dwcOsymPlctkbCVkq4XXhhjM3duBwegpbVbjhplYIaRMVureoA4mIPyMdQa5cIqZ5107N7tZckHr4Xo0O9axm6ADX40NzXZdMJsOWLZuJxgykJrGFxPJam9E1DYTFN7/5TVasWEEul6te23KZqXvuxgTT5MMPP0RIm9WrVxOPpYnFYsyZM2dYvVX3CaqGaaTFVS1WavIEUJPdzuVygU46jkM8Hg9hFofuL/zac+skQhNoroeBymaz7DR/V3pfKCBtF/wMWSQS4b333mP/vfbBiEhmz24knU4Tj8eJpZJ+WcbFslx0vTrIQB2zp29KPEdHUZSock5AHSZrJ8EEGfyKg26AoLrIK8MbYJ18iIzqDA838Y1KPQQcSUDqHR5V19bWxp333u0997kCl156KatXr6a5aRy2bbPPPvsM4Q5UXd0DAwOBbVP2SemRwl+r0ba77LILb731Vo2+hJ1MBy/bafq0QLaEzT1dGIkYAsG48c1IKSkMZPnPC77Jpk2beOSR33LooYdy+NFH8dSfn+Tan/6MC7/1Tcoli3hCC45nuMU+vFirZIIqXWezWerq6oJO9bpMgu6uXiJRiXBFUKrv7uojEokweeJY2jvh8CMO5j9OOon6hrogs+ZqEikEQuh+MG4GuhbWO1eTSF1DSmNIkKJpGuk6r7wvRcSDLrguNiHddwHd43bV9aHT0v5dIqWsgQFt2rQZw6iOLAwHIjag4dP9OFWmBo/P2Q7Wp8AZd8p46BUXTdfB1ajLeOuE44AREZRKpWDm/ZjmFnaZO4+mpiY2dLShaRrbTZvO3nvvTURqnHXWV7jwwgtZv349ugER4TmT5XIJITSEcIfYgm0VldVX56rgJ2G/IgytGdwYqmxduVxm5syZDAwMBJXXUqnk2aCKyazp02lt/YhscYCD9tufxYsXc/755/PsU09z6623cu43vsUpn/s8i394GQsXfoFEIkE2O0A0ahCRCmfp3xMXsB0iUqJpBo5jM3VyE5DHLAmyFZv6hgbAq8YpfLAhBK7r8M/YwtFhNUcQQ0gcKt6NwGBLbw8tLS1UQvg3D5vqjXHzbmJt2VIp8UgZiHCzzmAZWlJRVD/eQ1EoFLj44otZvnw55XJ5SAaqWCwyafIEnv3DHzjg+GMQtsR2ypgVt8bZFEKw6667BkpeLpeD+eDh4wg7eoOd2cEyXMZB013i8ThP/OlxJsTrmLHH7vT29gLUOCFqLrmwHdDCjTYallVG16M1xzT42Ab/W1Ok6CHnJpVIBguAaZpIr6U3OJaRzuvfIbqug132+MukpL93gEwmQzafI5JIIl1wXdM3uGHDAt/9wfewSxW++MUvsnbt2ppzMgyDadOmIYRg6pSZuK5LoVBg3bp1OI7Dlq52z/DqXmZwv/33AZygq9VxKzhu8JPg6ghp42Jj2S643oIpNccfbdbAn598jCmTZzBx4sSgEQygVM4FOuP4QYvSP3U+gyXAnAE33ngjAwMFPvOpo7jx+muIJaI4BZv6ZJrp06cT0UQwCzqVSiEj3hg2w4ghhB4sNEoHvX+7PhxGOY4armvV4KjDjX7hDG9YIlGvi9cOEXbbfpYorLPq/Ac74+GRhP9OMYRnP7xbbrB+/TrihiSdSAbYM+UwKgc9mkpw7XVeA4+yLborOPXUU9myZUvgZCp7VB3kUJ1wAgTZTPVc9/T0MH78eGbOnFnNLvvbJJMeDYoKhqLRKI888giFQiE4FweHfD5PLBbjx9dfxznnnMMtt9zCxIkTaWpqIiKirFq1is985jNEo1Gy2Sy2bRPRZeD81ojq8HU9O1YoFNhpp51Yt24dluXBNlxMhLSRmmdzJ032xpTGYrGgopJKxamvr6elpYV4PE46nQ6I06ORFG5QBjYCZ94wYriuVfOMSOmVzGuDI2o+D7KquveMqv0W8lWScM3nW1VO0GgQQ0hstxzo2sxp41jX2klU6kT16tjXQHck4DgeFaSikxJDs3bA0NHAoe1sp8y0idvT19eHlJKzzz6TS//7Yu666y5eeuklXn1jGaeefiaFQoHzLvg2O+08h+OOW8jUqVO54447uPZHP+WCCy7w1lnbxinbuDo1pOzDybZc97CNUNurzu2ZM2eydu1aUqmUt66Gmlc1TSORSNDZ2emdrhAB7ZLjOF7vRH8/u+yyC39f+gqGYdDU1MSN113PgQceSK5UZGxTM9vNmsaCBQvI9nYjHYuiJtBJY0oN3dVxfJ1XtsHCxcX16Y4MYrpBNCJIAWgOlm1i2X553fXYGlxN/lN6OKqdS1uARoR4XYpcLseYMWM8OgqfksKRPtZNzQsWFoPLqoNpYYYTzQETE6gtmwvbDBZux7G9Um7IARzI9njYthB1wmApFsrMX7CAN155k0qlQl9fH/GERwybyWTYcccdiUVTwY0Pd44NEWF5TQ7+ebl4xl6Rsbqul+7etGkT77//fvCAK3Ji2/IW+H32PTCIGAeXY13XJZfLsXjxYiw7h+bauK4q+4CuV8sIkUgk2MdgsLxqgsEVaLqLEdEIz8ZVDkOA39E1KoWiZ7Q1Qh2V/37xMuQGWkQDyxtZprIiGg5IB8c2cHG8eySE11jmSjTN6YougwAAIABJREFUJWdV+MXtt3r7ccB2vSk0xYEcZ5xxBuvXrw+uRzKZZN68eX5ANC/4/Vwux0svLiUej5PNZmsMRVhUpKxwS4qKRdM05s6dyz57HxBkqsLnt9O8+ZR87K/K2nV3d/OlL32Je359b7Cd+g3FDaecjdbWVqZtN9ObWd7QQKVSoa2tDXe8i45DIpEmnvAcSkcKov44tnBJsdo05QVy3hQV2/+3Ch61mkzHYPyreh3WZ133ZjNHov71cmXA1RYO1pRzVnFsDNcddXroYiIwSKfTZLNZpk6dymlnnMWp//E5dFmlTAs7hVB1ZIQQQTPMAw88gPv/Mffm0bZdVZ3/Z621m9Pee1//EpIAIQmQgAkEgYJIk9AEpRGNIogNgqWIJSqNv1KHlKMUKYJIM3RIqZSWiIVFIwVUhSgJCRp6o0AgQBrTh7z+3XfvPefsvdb6/bH2XHvtc89NgkWRu8Z449177j7n7L323GvN+Z3f+Z0Kau/ivdyzZw+Pf/zj+da3vtVu9rotenDORYdRgo/jx493eshbN2Vjskqv1+PWW2/l2muvjSl3bdq1eNeuXfEz77jjDv72b/+WL3/tqzz5qU/j3HPP5aKLLuK3fuu3+MxnPsPhw4cDuj7oM50lTknC41TksZ/9bDaj1+txww03kGU6IFZF1uGWjsdjlod9RqNRTLP2x6PYX9oYw2g0omjURFJbSuck2GR4lnKlccrglccS2gVD18ZkXgVBjXavCvBQzTy9fghq6spFyoZl+3B/rQtp636/H7IwDz6Fj112Bfv2P4jHPOHxvOd//CVmfZ0NbLw/Pmt0i32N8y40KZjLktzbc+aco58V3HPPPSilePjDH85jHnM+z7joYo4fP85zn/tcXvOa1/CkJz2Jq6++mqdedCFfv+FfecQZZ/LlL3+Zyy+/nLvuuqsJIEbgHbUO3kJRFJsAqHkHSirVvfesra1x1llnkec5d999dwyq5os0B4MB3ntuvvnmmBWUosO29qCLwsszrHUoXJrYKXfecw/LSyuMegXeT/nFX/xFPvShD3HllVfyxS9+kde89tXs2bOTcb9kaWmJ4XBIv99PWu9qVN5QFpTCZAVaN7KCRqG9x+kM41twwZginteBA3exc+dOct3/tuxwWzuX07V1sl6JbSocOzfC+5Bq8b6pNNVxc5pfXOd/nk+9NfRwrHWdqMLiyQkLgDLgjaGqHEoFVFIW17W1tU2VfbJwyHjUox7V+Zu1lo2NDe6+6wC33PLFeM5Z3nLstNbYuv2MFG6HzRvpnj17WF1dZefuXTzpKU8nn6v8mk+1Lpoz6Yhw5J6D3Hr3jXzP2edsQkvlf+kfnV638GQgPLTpAqKNaxcbFZZkke1RzpH3e2EDm0076ZUHemQolFbgPJim+4LtLj4yD863vD9toJ8XnDABIazrGitcQefoL434m7/5G6wGVbtNn5VlGZdccgnXXXcdS0tLPOlJTwIW8wDTe5r+PH/M/P2SIdWvzrnItxPU6Td//Td405vehFY12muMNvRH/c7nfPUbX+fQsaM8aN/+Rgh5yp49O1G2Yml5meWVIWUxDNypIm9sNziP3reIZV1XjZpAOF8JYMJXWYwp4jqgtaeqJg3q3nYOkjlKeZcyH8YYFFlsrZo6Xr6JzvMmWJ0lSO52GHJ/jh0/FIIAo/ivf/o+7vrWAXq9EYWvoLI40xaXiSTUJrtwDuXbNLZzjm9961t85CMfWXy9ogfpG1kSFYoNthpiG3L/5m12MplQFAU//dM/zaWXXspv/uZvMt3Y4Iee/wK+cdON/MzP/Axf+cpXeOzjv5f/9pfv5ZX//mX4ZB1aX19ndXWV5eXluM5IAZLJPLkO60ev12sQ8pxSZwyGJcvLy4xGI5aXlxkOh+hCnM6QepaiEudaulQs1GlQXbm2MLeNMoLK8M6RZV20UvauDn3ApAVpjtoGO1bkKBU0N3WT0qyrGm/0JofngRrLy8scPnwYaJ+NV7zsx/jcP93Aq175C6z+1ft54b4Hc/1ZZ/H973wz5z/6MTg7C9aSXMK8nd3bc+a9ZzAYYMo+Gxsb/MRPvpjjx49zySWXMJvNeOITn8jnPvc59uzZQ9YrOWX/SXzumk/z4f/1AS78vov4mw+9j2/ceAvKzhpVk6qxyXYvlXuyurrKeDzeFLhLPcLKykrkLMu5bbXWSnZF9kX5HpMF29KqCGh6s9ZCu/5L2n02m/Hl679KWZY8/OEP52tf+xo/+VMvgUpRVVOe+MQn8sizz2C81EerIsxTkWOyDJ3nZFnZef7CaTdd9yqLyjOU9dSurQ/R1Civ8CYgpcH2K5Q1UZ3nvsa2di57o2HHww8tk0JaMCWdenwnHbaVU5IiL2laOiza4WF2rgJkw8mofI1rSK0hvVs3fMpAgv/rv/5rHve4x8UoVs5rnpw7j6AKEfrBD34wp512WkQlZAhU770PHYR8l8g+P+4tmkjnUKRJ8jxnNptx1llnceONN0bulBj2J//xU7zsZT8R5ye9pq2cl3g/Eq6JbCzx/Jo0h9E6YMw+o0R3dCHlPqZptAdyOB0krwKS3iJeYV40oY9siwLH9zlHf5DDEbacM8vi1yscbjbjPe95T3wt5e+kQ1LED33oQzn33HM5evRopGkIimMXOEpyL2VBkXsk98wYg8fyW2/4dVZWVsjzsoNSpZ+xe2UHy8MR+/btw7jmWbGO5V07WF4JkXSRhw5T9WRKb2WZEF6IzdvERl1ENdvgJxTUdREGQ55LgBWUGlSjg7kolR3nT9VkucK7oCEnaVLvPdq3YsNSXHH99ddv+qwHYijyIBei2us756wdvPZX/z1v/J134iwUwz4jU7Jx/ASK0IoOY1C1oxJSv/XRLVRG49Tm4GazvRYRbUody/l1Tsa9OQplWdLPNZOq4glPeAJ/9md/xuc//3nOPfdcvvzlL/PKV76SnUvLnHbaaXzpq9dx5K47gi0k69NgMIh8d6XaLmsAvV4/IlTj3oDhaMB4HORvRO6tGPTjhl4URRD6T8SsxTEQEEJrHdGpqPnruq0Iw7xZNjZONKhRq6oBLRiQovXyuzguWhkUCtOg5gpQRQj8Dh48eF8m8l0ZR48eagJAS9ZQxRSKJ5z7EN7+1t/mF//P37Gys+COn/gh3vv0Z/Mf9j+Ivb/xWl73S6+il+X3ahtbDaUtw5UlVo+Hwp+nPP2ZfPNr13PJJZfwpS99ieuuu469e/eG4qDVE4zHY7701et41x/+EUpbfvk1v8HFz3gmf/7Hf8Ta2hpL4xFqMkHrLnjjvWc0GnUcRqFhyN4m/2L2ak4GUBzKsizxBOms6LQ1oIH8XxQhKB6WeZRnKooiAi1ia6XJ6I9HjMcrPPWpTyXPNc6HjkMSPOFLpC5Cvs+YboEOpKoJDt3LIn82z3O8Vk3eCJwLeVKhB0lm57abb79f92xbO5fzPAjh7ikDdRI1ZORovTklvZURbyXvEIwpj4YVjslQyuG9o/I1hTasN3IzeRFS09dcc82/6YEJSNcsyKboMqYk8zxvepPWKPIorTKdTvFU7N93yndmoVE1//Iv/zJ3/eH/XqY4aU+oFo7OfVIdKQ/HouueR1hlLhdtROI4F/J6pCG4toPCAzwyxClJOqQY13G64+tz6PCuU0/mnruOgZoyJSBFIc0ehmGx7JUgSunnpWoH6VzKRnfjjTdy4403bnIOnHOE3sqA74qPz593OoSrOR6PFwYvYhMSsPzJn/wJ73rXu+KGu7KyQr/fj9E3gNJBzshOZ5iiwBF6ORtTYi1ordCajp2lVJf5NFJ6jc6piHqmG0GXx9kGpkrbgBwQHE1oNgYXiOyu2dzPOeecTdf+gIzMROQnDWKHg5387hvfwMc//nG+8IUvcOTwURQZa7MJO8Y9ZrMaaxy51WHTUF3bkYK6VAFgoT3oNoiS3+9vdmHeWd2owu+33XYbr3vd6zjlIQ/m/3zkozz/+c/nz//8z3nb7/0nlvadxn9995/hlpfx3rOxsYHJ+p3PERvMGoWD5eVlpifWGQzLyO8dDofRqczzHFM2G3je6/CGxbbSRhZpqjPPc/K8dRLSORTkX2tDvz/qBPTyHfO89I5T4rPI7hJ7luAmVOyq0F1tGwxDjWuCEds4Xs5ZnFU84syzeO9fXMoVV1/FTTfdwnRi6fV6nPrHf8Svv/7X2LlzJ294wxs6LUC3Gp01zgNVGyDfc+ddnHfeefz5n7+b17z6l/j5X3w1N998My9+8YvRWnPHHXfwhPMfh/v3L2Pf3gdx8sknc/fddzPzlqmrqRRkmcW7VpZsOp0CXTBGhjiE8wGCtMOVZyPLMgplOOWUUzh0PHBD+/0+hdYURRYr4kXvdTgcBsm0fi/aZ1ijslgHIZxh2UeFpynfL/zmMF9Zx37l3Np9owr1KUYT1TayENisrq2xvLyMSdbIRWvtGWc+5H7ZybZ2LiGBlxvH0jdPoKZBunCdBXeeVC2fMT/kRgkysr6+Hm9YimiGf2FjrusgGm1MweWX/32C9mzuXbvVtWz+PaMoMvDBAGazWUw3h2Om8fg8z3FexSKcTWNOS659vUEaNv1t8QaiTZjzsl/EhVNSTqmx3ZdDvShtnj6UKUfVuRoIKIrWmkzrb6Oz6//bER9SBV5OymtUoEOTZTpeq9iTODEvffbz+ey/3M4ZP/9z/Pql/5meKdFJp6L089PXFp3DVs7gvTkCRAkJHZ+TwNGt0bqxh2gfunVC6RZsbYWMS5HH3v37uOCCC3j3u9/NPQfu4owzH8pwOIzt24bDPl4bZvUUozKcVtTeUWYFeV6idYbWci0eY+S5ylCqS8dYdL3Whk0snaNFfKb5+UxRJUl52jZbFttVbodhlA18Erqos1zDM5/5TJ71rGfhnOV/feT9fOpT17J+wvCa1/4qb3/7Wzl+7AiDYa8pbFGx3ay8P0eDqWPBGJCglIJYLh73N7h2znHqqady6NAhrLX87//9vwH4iZ/6SX7wB3+Qfr/P7v37+KsPfoylpSXuvvtuLn3zmxsaSqOlqzxFmWF0TtnLybOS/qBk0OszHg7o7wvFOP1BTq8coA0sLy3H6ymLHFOW1HXrvMimbW2NUo4s6zVZrNB9K9h/eI5kX5D3iu0EJF7FNVPmRByQdA463DoCj9EYg3eKqkpQd6NRRqP8otX6gRm2Dtxn52qcC3aU6T4zO8XaKfv2nswPPv+FfPaaz/BPX/oy09kG3/jG9bzl97+Cs90ONOlQqu3iBO0eDbCxFlpBHj0RZPP+9V//lYsvvhjnHK9/7a/xlKc/mbqC8847jyuuuIJfeNXLefUvvZ7XvfY/8oQnPIHf+I3f4Nf+v9eE4NrC4UNHkWrx9D52gk+l4r3r9/sNkpiTNQGGdwqTKXrlAKU9w7KkHJT42jIaLbGye5ml4RJ5L6CSeVEElQEyTG4ocoM2ObnJ2ZhuMBqNYyGo1m0Gpt/vR8dWnElBuuVcZY+eB+RS1DKgtBqizWuyrG05XZbllsWLcR31Tabufoxt7Vx2HBPbcBDpLmRGdXlu6diUouwHvkb6N4lERqPRpvfIEM5X6/Apbr31Nnbt2hXP8774F3LcwiGb/hZOQgfx85tTfp3obuHYYuGfM5L0+3u9HjrXaKWZJzvHT3WtFtuiarv5RTV9T+pYhuIkh8LgfVNs4luJqe0w1tfXwwPYC9XtQfUxqBO4xOlO59Bay6cPHeMZr3gJV//xn/GqV76ev/rv72JjfTPKLuP+OJqpbNa/bcy/T36XtqqLjlk8NjZCEdbpZ5zBsD/glltu4dxzz40SWkJqV8qQFQVlrxftpd1I5oPCLjpwb0M2A1lc5bX7w0/Tul0oZSGHbroyV9uH64b3KB1qxbYawSYUz/3+H+H7L/5hvnr9tfyP9/038jzn9a9/PWvrx1hZWeEd73gHG+vVpspecchb25K1q/s99xa439vQWkc1jCzLePWrX80pp5zChz/8YdbX17n88st5y9v+gJf86It4+ctfzq5du2IrwcF4RK8/oOyZmFLs9XpN4U3BqOwzGocinbIsQ2bJB4WMyWQDrQMHs6qnZL0+oiwiHWQCopQ3HLlpY8PtfIS9YrNzLzQrpTzOtUho6vzPB4MCQogjGp1MbzEm+b25A4b79zx8N0aQsHFNcOpiC2Lr6oaKU1NPK84991zOPPsR4W/Ns3XgngCMHDlyJO696+vrHDx4kNXV0E7z+PHjQIsI13VNv9+P+qQAr3jFK/jIRz7CnXfeyWQy4ZxzzuHqq66hqip++7d/m7e+9a289KUv5YorruCjH/0op556Kq97/a+g8BRFr+NAChcydTLF2RJHTuykLHPywkSUUYq/iqJgUIT3iG3KOl2WJV4rsgbdVo2eb1lmVFWwq1HetkYVlBu6e6i8XhRFRFlTUCtdA1N0vZUpk0IhhYKoPbsITU9HFzhb3IRm0djWziUqRNHGE1E5ZR2qWdCmVUVeNLmrZMGVgp0UnZBFDe57QRSHSbhnWgeHYjAYsLa2FvmKAlUrXYFveZHf6QKA+0Kp5Du1LkAHpMFZTQfJ9FlHrkMbt8Dpld8LyuEgfvZWBT0yJCUkx86nFBaN9JhQ/KJDZbluH/Jsa2/5uztUzWAYIsUWvW01zhSb0WqZ2yc/ZD9/8p73cMHP/gd2nTriiis/zjvf/qccPXqUz33ucxw8eJDaTloU3G9G1+bHltI4WyHXC47RWoNujleSOq9xbuv7PH9Ptdbs3LmTY8eORdrGrl272LFjB71eL6RYjIHMBM06IM979PuqiZpzlGr1WOezDvPflzpAKSo5b2/zdIxF5x0ObAs0lAqqBmE+mspf52Lguh3GInsQm4S244xzDt1ww09/6Bn8/M8+jKmbcOMNt3PllVdy+60HWVtb43nP/wG8t+zdu5e7776byy+/nN9546U87WlP462PfTJuOcjynP/CF3D3eEA5HPD+97+f6667Ln73t3v+/X7JqSft5ejBQ2it+exnP8sPv+C5fOrTn+PIkSOcccYZLA2G/PIv/zLf8z3fw2Mf+1jefOkbWdm9j9FoEDd24Zot9YcMR734u4AE1lryXugrbtGUgyV6WVinajylyQiNIcLGu7y83MxdRVVVLC0tASFLFdLaLbdy0QYsBWpaB8aatS1Snmaz0o1a/sn+lGVZpK10PttvH8cSCAUdWuFc0LMNDkwAYSob+OIQirZsVeFnNZP19fCc2UADy5Vjsr4e1UZy5RiWGTNv2bFzzGSjjnQaKYK59a47OOecc/j69TcyHo8j2vyHf/iHXHjhhfzUT/0Ud955J7fccgvHjx/nQSeN+eQnP8k555zDc5/73Ab4CbUOqVMpDqQIuxtjKMoWzSvLklKHVHavX9LrBZvQRQ61jTQg730oJsv6UTdVaBgitwaKLBOk2wQ1g7k6Bbku51od4vRcoe2Sl+7NYmO9Xo/V1dWYNWozrAat1Sb77dREQMd3StfHEIzff8BnWzuXipxcBx22uCGyefMLUWNwnOZTFvPHzY8UWpa/i8ab9LEVUvdkMomLwWg0Yvfu3WTZzTEl6lzdOnH3tcl/B0a62WjTOJXNQhV+D2nbUKDUlfAQJ0Iicq01b37Lpag7jnDbFe/n6GOe0FxL2/M7TZGnBjnvWN0bXyNdXOPrifKy8QSh13DQ//UcfSdGqlQg9pJe82K6Qzt+/Md/nPf+1d9w7NA9/MW7FMeOHePWW24nz4acd955QWKrCWggOOt//4nLqOuaydp6XFji56Y2lv4PdPTjUhtMq3tVHVBuDzDbEjlv0ZqusyfH1XVNVYeWbnv27OHwPQe4/utfQWsdI26lFIUJVYvOidByy1MSsnjKfZufe+hu6Knt3FcQk/59HkFS2qIAbVTQ12tQTOMbbT7T/r4dRroBpSn98JrDGPBVha9rZhIE1ZbKWuqZ5aQ9u/jhFzyPWbXO6vqMyy77O+q65uiRoHH6m7/zRl7x8p/lxNoq7zxwI69+8lN5xOqU+t3v5mSt+CZTnmZzzl7eQf4jP8TuwZC3ve1tW57vojXYGMN6NaXyDjub8ZbffxNvfuef8prXvIa//Mu/5PTTT+fjl3+Md7zjHbzpTW/i6quvxlrLyo4RvV4vyqws9YeMlwb0+30GgwHWWsY7VuLzmUPToSykwzc2NiArKHJNgWHmPLOZZTBoK2nbLNYAKQwTTqeMeZFwmX+5P83Vdp9XFvNTJZjUWuOso/ab+duaRsbHf+dBi3/rULGTVuAqewczX6E04Coyr9hI5HZmsxmTyQSfaTbqGX7W1A94T608tbfkgx618rBeofD0+3mU/llfXw+8xKzPzd+4gXoS2gm/6lWv4rLLLuM973kPl156KQ/aPeDKK6/kwafso9/v85/e+HYuuugiznvUo1k7dpilHbsDqljqKNMja2uv12PcC04nyjJcDhzd0mRRjSDrlXHfS5HFuOe6UHzrnCMzQRqLzEQlC0FfpQNRoE5UTYAdUtbyueLgyfqYNsBYtK+G+9LWRfR6vU21JfJ+Ac3SYrS0JiJtCJDu82mm5/6Mbe1cahcKarQC1OKHy1PBFsKe6QJ8b8N7T1VVm4jdUowgFVvymdZazj//fE59yBkc+cwXeN2DzqJeP8xtj38y1fc8grVScdH3PZ0LLriAfr+/4AvTTb/e/Pf7OZwnIiubxGe578VoOp3yht95Ey8991H81YsuYek/voazV3bwrFMfwXtPehCGwINMjWs+fZaOedRyfjNP0c3UyNsP+O445d/u6DjCSUQ3f333Nt8/9uJLYtemX/mVX2F5ZcyuXbuo7Co33PQtjh9fZWNjg/UTLnZcevSjH83KykpcWAQxlwXmU5/6FM471tdPAC25O0ax92Jb119/Pbfccgunn3Iat9xyC/tO2k+mDceOHeOf//mfqTV86EMf4uqrr96EKooTXJYlBw8dZNBf4qQ9e/niic/x8p/5Od7xB2+i3y/JewaMQRd5Izrd6PctoFGkG/Y8yrMorai1jqjGVovtVmP+8+ZH5HULMnqvn/bdG/PZGKBji1VVQW0jGiTau7PZjKqq2NjYCJu892ysr3P+uY/m4JHDrJ7Y4MiRI7zz0v/C29/8n/HOUOQDDhw4wM1PeCwXf9+LOZA7HmT6TGrLE3ft5NCBg3zgso/GzQy66V4JRuX8hHawZ88ueiaHegpFnw+8/8N89atf5YMf/CDnnXcev/df3sigv8Tb3vY2HvnIR/KsZ1/Ivn37GOQlS8tj8tzEIp3BICCTpiwYlFLt3YsUqHS9Go/HnfOT1rjpBqq17qSoU9RnKzRfxqLXF60NaZo8zFMI9LQuoOlBrlUR36O0DSLWtHb5QA/ZK5VSzHDoTHPonkNB39bB2kZopWl1E6TlBtMrYjX+Rl2jyxzlPXrS9qzPTI9+P4s8bnGuUi5gKG5RTOyMI0eOcMEFF/DXf/3XvOENb+C1r30t3/zmN/nbj1zGpK647KMf4xd+7uX4Wc2+U04ODuR4HJUGgmpBQEXFyUxVKpaXl6kb6kRVSde9XicgFmQPoBzmTS2BI8tUA8KkmSiF9zW9nrQGncVjxKmr6zo6d8LbTffU+fVT61bFQNbF1AFNbV5sbpGtimMqz62gxc7qKPXoXaCCLULuF43tt5MnIy4E+LblmZ91HJCtnEoZ8jAL+pg6OOlDLkhLuhjODzEi7z0XXHAB13z2i/zKO/+QW3/3TTztRM15115F/U+f5uBgwDmveiVvessf8Kpf+Dl2Li9HAwjfO235Zn7zdcyn+BZVJcuGIue+vr6O90ELTDgqa2trZFnGaaedxsMf/vA2gvSezPT4oRf9CAfuvJvRWY/lJV/5OtY5rv30J3jP+z7E8/btxE5nOK06yE06N/ME4vkUZJp+lCIhAO8Mziu0KuIcxGN1KEKxqm3F90APrYpgd7DJud6KoysLRQcpU6F12Rvf+LsNGd6hbBDt9lXN+vo6t912C9d9/QZuv/127rzrVm659cZYTCX3G8Iceu95zGMey9LSUlwQZbMXm3d+FiPzG264gVtvvZXff8vb+Z8f/Ag//8pXcNuZj2WZI3x5Y4OjlaenMw7OJhwqC07t7+cFL/xBbrntNr75tesjKiQco0OHv0W1PsGWJddddx2TyYRX/PTLeMxjz25ki/KYDg+V3O0CKc+CpIDm04XzzmQqCSP3IY28ITi7hw8fZjQaddCktCp3q2fb+aaIbhsGNzLmr8M5R4aLXT9c41ROp9PYFtY5FykLs2mo6J3NKurK41XGrHIRNQ5rYFhLJtMTDEclX/rSl/jnf/5nYHGwLvM7j+bv2rUL54J2JsB0tsY5Zz2CLMs4ePBg+JxZxYUXXshzvv+ZPPKRj8StH+Bbdx9i545lptMpL3ze85lOp5y8dzdLS0sRuRTEKe/3Ine3TV+36UgJxtLzlGOET7e6usrevXtjoLKoKUFEpuZQo0Wo+X0FRM5tLuaBrv0prajx6DxDNcVVItW2HYakZGX9996zf//+KBLe7/c79idVz+JcBs56QCZ7ZRabi4zHY9bX1yO1YTqdRq3H6XQaP6O2E/zGBmtHj1NrzUt+9IfRWjNY2oH3PgZV2lXMbMVDHvIQ9u3czb79uxkOhx0VklihXeRonW96xkotRTVtkWb6HMg9FIczXK/YSlif2kDQMxiMO/YkFD4g2uZ8lkbmWLpCpUVPQHw9XdvSLFsKiCxKicuQczLGBDsk0B2iWsf98ynj2L4rKTTIi0c7h28W/bDRb3YeF/FaBFafv1nisG2VUhPPPSVkp5Cz1pqjh+7ki//4KXw94RO338Szn/0czjnnHJ72nGdx9kPPYH1twste9jLe/JY/4JSTH8zpD3sYGxsbHRQ0ha6VUugyxzj4+7//e57+9Ke3CKC1QfNRBcmB0WgUF1hxWGSzGQwG9Ho9JpMJN998MzfddBO33347t99+e+uYNEbb9cDDAAAgAElEQVT4xS9egzY5f/hHb4+GNRqN+A+/9Eq08zilmtaGi6OVeWd9K8fS6hrti1BhrVSUG5K57jhpyqF1jfHZtuG7hfRV97V7K/IQceVUqqmu66Y7j8V4j2sKmqq6pprNmE6nHD16lOPHT7A8HMD+faweXw8Bga2wkxmTmWNWB4HzvIl+v3b9l4G2z+18oU/6XJRlyY//+I8zdTU/9ZKXcOLoUcaf/wTa1jzB9an6GT0/YUbOH//pHzE4eJT/+Rd/gVJBsw0VWi/efvttqDrY2iMf+UhuuOVmvv71r3P22Wdzx5038ZSnPoEsy+gPBqAU0i5UFrrJRo0lI89yMqXR+t4L3rZCgOaPqaqK8WhHRGzFrkTrcxFimdqpd6FS0/gWJTLbqLAsIG7TcE6NqsRMhY4nzjqqWbuWSCFEXddMJzWTjSoGHCKSf+JEQLwFsdmxs+D48eMMhsF+q5mP/DRxWtNgN3XEArrTIk4HDx7sBDv40KHkyJEj7Ny5k/POO48vfemr7Nm7g1f9wqs5cOAA7/qL93PLLbdw8cUX84xnPIOjRw/ypH/3vYxGI5aW2t7eQJNuNBRFP36ntM3TqqCuPFopTNajchX9vCsmL5voyspKK5Mlds5mfq+MRU5j+n/qOMwfk/4sG3hQbWiCmgRoMIDzHkxSxHofiPx3a4ijIs5Q2hpU0Ea593meo2qH6Q1YF85gs5fXdtIE4AOGo1AYs3vPSkSWJTiXnwUlFP3e2fIOVldXOXz4cNC33LiTmQ8OrHFwwTMu5GEPPpVerwdA1iuRzjOpIybFpWkb0yiqrgoUDpMFQKauZ+RluAbpVCT+wWw2i0FNGpTMZjP6/X5HfD+1L2k0AJsbo8zbV7pXiuMuxy0CdxYFRQvXQJ811CCC9i1tkxOlVNT+XfT+rcb2di59FqRplA9p8Qa17G42Gc7WsdhGax03l/mqvbQfbXqT0g04bS2XHpt+DvWMnTv2kuc5n7/mM1z8nGfxib+/go997GP83u/93iYU0nvPgUN3x8/oXOKck+KcAwVXfvLv7nN60nmYj1rk56IMDepT9FOM3DqwfgOlCxSaX/nVXw3G6momkzVEjNXoEudmMXpadN7zw5LFQizjMnSmN6Gg6TXLfZM2aGHy/u2Uge/kuLdrTW1j/v9oX7ZCe491DudV6GvbpDGFk7S2tsba2lpHqNkOmgrBtTUmpcd4S0a7oKf2vOh7gSigLujf+973Pnjf+/itX/+1Te+V+Zf0fV4oirIgyzIO3HlnKBA5/XQedtpDQnXuaBQCm1nN77/1v7B3xy5e8IIXAJCVBShFUfQ3pRX741E7t5nrItcL5nb+93sLCrXe3LM4XczT12+66SbOPPPMzufOf6ftxkIP6LDTDaCicg7ravJC42yJVh6nHD4Lm+Rsaqkri3caW8PEVpAb7HqwN2cUtfJ4gpyPM0FTdjqdsrS0FJFyWyvyQoXqXdci1mJjQmtxLnQsE1oGtM+0BKZ5nnPb3XfyqEc9ihNHjnH02CGqagNVK372ZT/DRr3OBz7wAW6//Xae+LjHsDpZ58n/7ns5+eSTg6zQaBg6juhuZS+0m6PKNBgDSqFlTbeefl6glI98cTmf1EmKTivBDtbX12PB5nyKsfO9c0Nem81mm9QyomOV0H+8bte79POCHJbvOCnbRRJr3gZk72l5hC7qOFZVRbU+wfQKegyx1nYCFuccflbjlMdhcU7Fz+1lurNvyZ4t1dxiB9JNp9frkfVKct0eU7mMtMIf2tSyMYa6Al20rQ7zPKcmOLerR4+xvDun8AU1Hudn9Adlk8oG6gBAiUi6OJZSkyDgQlEUHe74vLOXouopEpqOlMMr87+Io55mgxYhrJvWVNU2R4h25sE3jn2liO1hJci+P1RD2ObOpVVh4sVrNnRRy7TYYGOyiskCp0HG/CSkzqaMecchTY+nnyPVV/L78ePH2bd/N1/76jf44Ac/iJtWqEaKQCItWUBSg5F+rJKGSQ1A0ggyhFshD1SvkXHZCslJEQUxsCzLOgUzZRn0unomyCgsLQ859dRTOeusM1hfPcKOHTuCmLX3zJhRFP1oJcYY7r77bvbv379lgcWmIYR1P0O7YlORTjcia9BK1bak3A5DUuJb/n3uPNP7qGwVN+G6rvE6tIiTBXQ2mwWu5fp6VDPw3nPs6IlIbSA3UHu09p0oV9AipRT9QR71CVObkqh6vpf4wuEztNExnTibedbVrHkGM5zWTCaT0ECg6WG/vLzMzp07WV9b51uzA4yX+uR51kF8xBlWeYZ1BiPEdOMWVsKmiO98Olzm595SkvOfFVPdabBiSh5+ViOOLpSb5FlKEar7CqS+W8M3Ldu0KshMRuUdTjlqC9Z6dFZgJ7M2Q5FpbBUCjI2NoA9Y0abKhA9uZnnkVVlrmU0dFRVGB6SoLIZYYzuIlKwt87+nttbZzO0EazO+/vWvA3DmQ07n/PPP59prr2U6XaPMc37ix17SrF2KF/3YJazsGAQUEk1/MO44/7IRG10ytTWzahYdjjzPqe2EXJXNGlsjVbLzgENnU20cgqqqWF4OhUDVzJP1MnLdPjPzKep5GhZslmGLNA0qrA+agxmhkMz5zYi6CKgbH+T28PdXHOy7P5RyzdwZqmrKoMiovIZaU2caV4ZUuDjzqWpLXdfoXpirRXQBoReJg+b0ZomdoijIlY5V2el6UTiHrYPDWjW+g3UOjAnInAn+hRUACk+GIsty+nv2BCQ2F5S+SK65LYhJwam0/fE8+p2m3AUNFP1u4ZWm63a6x27lF6T2Kz9L9krs3aqmF5oKQVi0X9XtnpdmfCPC3th55R3m28yLb2vnUob3Hl/V0IkcHVXdbPrKoRbgC1uhSunPKQF93jmTZvOSbpa/OR0M+tzzH8vK7r0cOXKEE0eOsd7ILVRVFVEpudkVjukk9BOXzV+iDzG8tCJMDEh4LPPpnJRTlpJ10/ZlQOQkFWV4LfbZNYrxeMx4PKYsSyaTCcPRDqYTG7pQ5BmZansvy1zt3bs3GKit2FivGAx6mIyOQYdbMgtpnE5Fc7eoR+5D6mAGww/RVLZNCOzp9cuYt5d5RCP+TRmcDpxK7z31ZD2ildPpNNpKXdccP34cW4NWObt37+bY+gm8KSiUIjMhLSm6khAWAUFcQrDSOHM5OJtFdDTlOEJbwCZRdUoWl7+LfptzNc7XaNXHuikHjhzH+YP0s4KVlRUOHz7M0tISx44d42Uvf0nDueqRFX20yakqF5El6xKEXYVisU6asBmeBtGh7iDl8+d5f9MzMU2uCrwPTlRYXLuHeaPxOvwzzXcs6ov9QA2tCqa2RmsTKCuNCLTIYllrsRqcafToKtVRufCZxtiW7pPllsJpUJpqVlAUvkkR1tS16thWSrlIsx/pWiaISiqjUpYlzs9QatCRdztw9DB3HvgWvV4PVWScOHGCXMOLX/TD7Ny11KJbKqffH8Vn0HsfuqoUIWCZORudj1jlSo1SDdJibRCKntsXZY20CspEgFqC/hCQOPoDjVWOIi+4/fbbQ3vTuYBoUbA/zyWO6B6hkCVU8ajg8CggCWzkvCA4stIh7H7b+//jIYUoAMY7cCGr4r1D6aZlpocq2W/zPEfpgIabrKXuKIYxQInpXaOT9XVzt5mU+iGvyT0T+osxhpmzWFdDBsprCtq1T95nrSXTmsKENbnIytCda1bFAFiKWtO2uKkjJ/aXno9zLt67MGctmhmlzxr6TT5XFDc/0jVyPkM5n22Rc0v3Wa0VijzRS1UorTGNFFvdNIERR1dGWkD2b7G8be1ceu+DrqWq0Xma2nK4BqGMD7OTzTPt+rLZmZSROk3pz7JQijGlf3fOof2EWe3RKqfXG3LSSXsZljlr4yFra2tMJhPWTkxi2lIqN9erKZlpHdd5JCmFubVuWyum5GN5aFKDEicgdXDS3qXyEOZFK4UgDuWgyCJHE3R48HWzidcW8jY66iygDfl8NO41D1hi5A1KZBVon9AJ7mN/dq7tvuSN3jbkdegi3pLOScc8Ag3twqW1xs1c6NcqgUbjTErkLhHraLjMiekGs9kMZxS2VhGNca7VOpONS0SHq6qKPE9BTCT6TAOTtKhNFmHh5qWVgvI+YwISUZQtFUUpRc8ETlFeBFHq0047jWc/52lBhLoc4ZRG6RKlNL1eI05uMnCt7BVKB/60OG6qQTGbNE2uNVYoEqruOJbpfC9ajMV+vC5Q1iXIfY2mTUNKBO8VoDW5DxG+dh6n23u7pa7od3k4nWEauRJBDeXc0r7BssZAKwgt6IjwC8VmiqLgxOqEXs9S13kMjgcDy3TSyqHIEAdTHC2hcaSpSpO17Q7j+mE9eaEj0iQ2trKywng8xmSe5eVltAoau0XRqmxYMmrfrsVeBX1F2ahlfZJN1SqLUQXGeLzJgnPYzJeMOF9keN/2jW6LJZJn3GdMKs++ffvi3K2srEQ0eBGdYtHwPpz3vCqG1joygSxskhKsCRzMbRPkOB8QV+fwzbVbNw3PmXL4Rv4uz3NQNbYWgKEgzwB6CYevDURkfRInLA125x1MfPv3+cBZjs2cg6Sym9ri8WR5m6au5b556PU03lu0c+i+oTStuoXWehMaLTYkQZggo56MvMypNjaA0Pc+LwaIGFyeJ+l+pbAQM3rpvrcIWV8UYMszK0BB6oCGZ9CjlW+5k+J/SMZGQB9jovwavgV+0sLdb2df3tbOZYYCY/A4nJsF4roTqQYRBxdUSSaymZx5/b9kzG9KzgXO0HA47ETe84in9566+fyKiiwLG53IXMgCW5Yl00lY+Ge25viJVca9grUT07jgClclJQKLAc0jkZJqEmdgbW0tpgnEANPjhAMiG0oUhi00KysrUZJBFlUhPAvfVJwoVc9wWbGpuEnmziow8eHMUKoO/I0ix9i2slmkNTr3pRlplM7cZ2+nscgW0t/n0/je+yhkLY6dbPrzaC2AIsOZqrO4LjcqA9KZIrWLlNNj3RQRX/bex9R16nRGgrruavClkbjYUFGE6vhAkid2ojLGMCyDPpxUXY7HY3q9HmVZMlxaRuvWDmVhMiZIEgGNvFijZ6pqHHlw8HyG1zo8z8qBCk0yrcpQKhGwJsypVkV45nXgogkJPUw+WFUHjUCjsXW74VjdilJbWjsz1mGbhbUmIEuLUNUHcsj9FnuK96pBqKG76ci97vf7GGOYTqesra0xGAwo8sBRB1heLpnO1ja1kGuKdjl08FjUkhS7Oeusszhw4AD7T9odeXQRQaJFUDJctCsJhIVWIVmVvN/DmIKiEFmY0N1JkNqUe7iovZ1cs7WWfqGpGo53qzqpqZymLMLnpSoUmbJYchw1+ZyDGPcIVWMS3l6e51Gdo6qquH4CKK2pfYLWqzpsyD7DKoVRXdqW0TqmZDvfSSp3U1Gzfbi/raauI3goAZHVyqINKDxeC52tpCxrrA1746x54DLfOi2ybsmQPVjak6ajxoPSoGiE8Nvns8YH1NM2tCO62Y4sz5naulWecQ4jz78PWSbTULKsasEApQLyZxX4akbWOIfRR8hMPMZ7j8fHNTvrGVAG7xVeQCs8ag5tkaYNEhhLKtsroMmoSIibzVmC6GmKPnQKBjkXetQ7bTEu21SYYxXkUkgmt1cpnIIchRdgYjrDlMW3pVqwrZ3Lqt5oNoEM4zVagTZhwh0NkiQHqxqnMjRSAaZkP9sStUxT4qFF2GQT+T+NqsIwOFc1789CJWzhO9D+dDrF6OA8TqoZeRnaNWWm10EuZ7MZzrm4+Ev6CuggEuJwHD58OCCOg8GmlEuv1+tEd7PZLGp5CdJlTEiL97MC7erO54jTkm5c4YGxWLu5IhICVB7SiAptPU41qW+Zq+bmHFs9zp4dO8P75qRenHNgGlkG69CezmK7HUbKcZx3Kuf5f2EOg95gOpfyN2jtL896zBx4Y3GmivcRwv3Ls9AZ6vjx45EsLouWcyFNPhgMqKrNkjxit6lDOs/bESdQAop+vx8Rg6IcRWRLHNl+bhgMBpE7LH/33kNmCHJDOrE3E+fHNhtGVmYxQHTaorVDuywunNLW2itCClHmWDdFaFIIkQYkRlMnCFZAiLJofypvkGeERtJkC1SbZvMLHMg0cNgOYzqddoKLVPJKRlocIA6lnH+e5+zetT86RVmWceDAgRAgj3YEqoQPFddC67HWsn9/QBGttQGFadJ/e/ftDMVnOgkWTXvv0wyKoDuylqm8jP2axcYELW/T0tDPC9amk/bvTfV+inSl3HuLQuvFaevK150WeVniMBpfoHVIZXqtYyo6Pc43lds4g88Muek6u+uzKYN8GFKPKgQ4+GDb4kzYZsvVTSBz75h4jVKg1OY2ug/k0Do4614FJ0kbKIpetJm8aAIBZH10+HoDVJ+ieczSdSfuK7brFGHa1Gy756joVDpXN3SHRvDed5/XQpuIJorzpnUQpJe9Uiki4JGpGlUHB0qrGiWV0nLPfIXK2wxOGnRasjaQpt2Tp9MpRalxnbR3jtYNUOYaJ1zR0df1KiDkAjhBWA8h2Gf7vaEwF3R83dK8qJr13mfgA2qp594r11LbCdr024BaUuQiz2SIlCJ7P5V/t7Vz6ZyjckGqRCepyXSTjKktZ0A31Z02IcP6DKkglffKwgvN+5pILK2Ckw28ResUztVkeHyWxQWq0FA3G3JZlnExXxr3uOeee4LjWFcNclizsV5Frpz0IbU29GbdsWNHOKfGEUidGaUUJ598cjz3NJJPoz5ZxMVIWh04E49VRUavV0a0dDqdNrpvHm0cVb1BlgU9LgM4V5FlZTy3jjPlHAqNMzYW70jkJeewtLTUEIKbaLEsQto9Gb6qIW/lOLZKeT4QQ1KQck+gG6Ck9qia9O60rsMDqzXetQubs4q8LJjMpngsutaxR63WOoqkG11S2wkmy8iyndGZyHMDKpDUJbUtRWTQpu7FdlKeTuoQyz+lFIcOHWL//uB0FGWQo5LUt84zil5Bhmc4HMZNviiKaL/e5BG9hNaBiFxmXaDn5iymtFzILoT2nxotosMePF1+rpG0tdabbCNd1GUe0uArcp+aqFxrHXlE6T1U1kVndLvYn4xAU6g6TnsaEMrcTqehLzY+YzxqpXUm0xN418qpOec49dRT43uregPnepsKC+Q7Y29jZUB5oH0e0vVont6T5zlOB0kqycaITUqqUVBNkUSRIOPQ0aMsLS2159PMhQQ86UifzUVC/Yoc5+qANmY5WUP7saoOG7tv9hIEIZPPbSRZbEPdyYKtCbolmZl+r0B7x+raCQajFfBtQJqum4sc30XDewPUCNUrRfAfyOE05CYEwSmClzqGcg/CMQpFr7NvSPYkM0GOz+FROgALzgUeqvFtYVOudHQUnQ7rR27KznlprcPxzZSGz2/uMYSUr7UNeudjeYqsK4FaV8XvFic6nrcxHeBDsiZO5SD7sg1IfdUUpvayHI+m0A5tgkPsG8F8CPZRSPCnxDkM+2ApXc60RzuLMS46uvPXLWtqTGU3DieA9Q7t9aa9Sq4jaKr2O/fONogpvmquP+vsf/dnbGvnssaRJ9yLeQQybpYKkM3UEwpJ5o5PUaPO+1X3M2VIZDP/nZUH5yzeVRijY3QuwrGSPppsVEHKIs+Y1VXUiOuVPqa1BcWUKChFHpVSHDx4kN27d2/akGVzkOOPHTvGyspKm1IWKZmEoyeE47wITkle9tBFRmZUPOeNjQ3youFo+RlGleA92hiabX3THEJYg5XzWFWhrEFnGUrpiC7Hh1EBWUP4ljc3C4XJM2rn4r3LtMZvE+kNcfjCRuHCtTmHcxZwaJ2FKNp5nLONU6kodA/nQGfNQuXDniz3TzZaoSPIQp1nJYoK61rnYTqpKIqMus7IsiIWmknRl3yeBD11XTd8J9+cX+jYklY4Skpqz549gKO2M8bjMf2yR6ZVcGTRFEUbnBhjoiNcliXeBLFgcTxS/pNSKsjdCK+R1nYCOlA0Kezg6GnaZ9Z4FyqTkpHGy4uoLenn50p3jq8J/G0yEx2IdMjzpXWw25Sisn2Gj2gPhHOcTCYUeY8777iFPXv24V3NoL/U3AsbUcgQSI6oa9ehv0BT5FBv0GPcoW3EgAqLR6OUDuegNHU961StWjdl3F+ONqB1cMIyXYAGpcLnDQaDtvLXOYzOybIi8PV8hmpSgDTndsr+k1ifbFDTvecRhZoLNOSaZF1OHfAsy8JGnw9YP7HKeFxipQrcB26m8MS9C4ics2DyJvnrMzx1fD2ej0/tWgfHshlp84z0HMPxzbqxKVjafD2hB/r/lfF8x0Zm+kTHpVnL0iFzHrnqFnSWZAObfK8iIH21Cz23JQCFZo6QpHsY6d7YfFLYv70O62zeZkDS4AiCs1h5R0ZISwNUtkZnWagPV4qN1eOMxgOMUoQyOUWuwBnXOJ4mFk1CoPhYrQDXnD2QGSZ1RT8vqJUjLzI++/nP8L2Pe1ziuLXPr9Ld1p4eEEm4uP54jaJJ1dvNFIq6rjcpyaRzJdmzFqjKgTp5hkLxZCiwFJvMUMrjvfC3qyRDcP+Q9G3tXLpZHiq9VKt9BV1Ubt6IoEmpJfwDl0SQ6VjkPKZj3kv3Xhw84Yi4iCbI5qp1EHPGG7IyIKF5WbSoQyMnI+ciDoFwkCTV5b2PHND2+1vNuHTBHI/HHeI+tK2jrK3o90fkuaEoeihtYxq+bM4rzzS5DWnRjfV1Vna0PVS1l2LGQEcOc2bR8+WXcb6Ck6JVBmZOkzRcRLgXzdQ676MG5Nr6OuPxGJzDe7C22vQdD8S49dZbedCDTm6uxeFcqMCT6NPWM2prF+jQabSG2rvmZ9XZ/FJRXeFy9Xo96sqFNFOdxRSmBCPWZjgbjp1MJkg3CNekncNiD3UdCllcI1MjdlWWOVpnzaKh6PUKjAlSNL3eLoqiINMaXFupHdCooJcancwiDwgTraMqzllE1SAEC83m25kdFebEOYc2WZzLdMyj5E4kWZKMQpzpOQfDqC4RPqK3yTHz70uHoDHps/pAj/XVGeUoICyiNhAyDoZTTjmtsRXVoehIANPORbsBpVmg/qBtLSqvRyTaS1W2w7saoxTGlFHKKNzDEqObrEmjNOG0x9q2g4hUdItDkmUZOkHjQsqNjpMxmUxQvnEw5hA/OWY6nUb7mw86UlAh/Bz+NlpaZjadkQ+ysKFaKRTRKBRKE0SldVj3AkIpe0aNc5osX2y36UiLAeelZVLTa+0xmztGo1QI8rbLenj4wAl27F1CNfuhdwrvk0yU16Bcm4XQAbFTBrwFZYJDZb3C+lAUFPeFORDIuVCMZauuBJ9p3iPH+rlubjHjSHuHtNZg24ygyfPOsz0ej3FYcEFZARtMziXkBa2z5D6ozvfJ+YqNO+1wOL7n0Y/uHJOen6xVqrE9srD2Qnf901pTLXAsoc2spWPRXMrr6d9bhD/9bOH7hqDGe6F2hdm09+IzpWNbO5dF7umpVdbrUDGdLijibM5vMq0mZjOpTZHJpuGztpVkQrJOb17s8+k12lQ4pzGmqdbMc1zD3/LeM6vWmc18TBVmvXaRX1sLZPmNjY0QxZK3Lap0t6WUIA3pQpQuyCnKpbXuHCevR56mbrmTWmvKYog2Li70ZRnapgUOVOB8LC/vIDN5mBtVAxlYhzEV2uRMZ8cxOqRjB4MxEJC9LGv4roIy+xrvXUyVd6be+1glHOcbxajXDynlWYXTmquuuooXvOCF36bVfOfHqQ86k6yYcvSwoz+0kcSvmqIl7xxKghwv3T7aNK2HUNASUYg2ZZ3KXsmQlJGpevFYaX/mXOjEctddd7G8vExeKGgkJaId+Vmb+rTifNatHEtj+85qBsNWQFi6SGjtySiSlDpkucboVmpDGwNaY2iDmihDJXzdxpmzqnUYWmexaXlmdFiive5sAp42pa2U2sTVTce8fQmaBF20q2rSQzWEriEmlGk4kkXXg3KuQWTD83btVVfx3Iufc28m8l0Z/fGQYXkzq+uhT3LoY1zF4kAR7k4LtmKwSxsEdJGyEAx672NLRDk2SBDV+Cp8zqiXU9eSHrdYV5Fn/Yi0yOdWPihIaKWaoKRrFx10m0a3sJE9s74FC7TWsVI6XffnR9r0Yh4FTOkZ84FuMeh3q2ZdHVPc6b6irGuqtWt8I5+lVdYETVnqY2wakdKRrNNtBqp9pttz07QoUsDzwyYPl112OS/4ge/f+su+S2O4czcDM+HoiZBcsKotaBGnufIOdED3tA5oV+VdbCFoXSjai7I8ptuZRoZSCttwutNpNkpjspY/K566ULKccxS66SCnmlvsXPQPOkFrbSEzeJPhXeA7NkhIyDYF9ijGO7zVeB94vdHl9F2t0rB+heDE+pDh0arA+honTrcHretY9BXeJ6/rTdKKle82JZgf6bylNp9ea2qLQeFF/KdZ8/62CUWW9ZrnNTiU4fOCPX76qst53sXPvBcLCWNbO5e6NNRuCeVnGDfjjoPH2dMIm0KL+smkpSRsGc7qKFsUqrlsTIVrVYAC5wIjy9ONDOMCoxyKHkXhk8gkR+s6kL+zjKNHZ5EbZK0lUyZWCEuLseFwSF2BddNOaijlS0XoPEl9S2TivWd5Zchko46SIpHT5NqKd0GXoFnQdRBCRtWRLwciU6LQOsd7FyD/xqHITA+jAx/V+wx8EHkt8iFGB76NnOu8REMkJjfzG0fzEHfuT7KJZDrwP7/wDx/nguc8j4suevq3bTP/L0bRc0wnGeMVT58J11x7hHPP24F1jdZfo1XnrMaYlptqrcUqg1btwgkt5ULoCqJFGSRgBjGFLZxKWSjkPtc5PPShD+0EQE4r3Kxq+F2DDmonaVHnHFkuDtso2rJwbwOdIms2BHEEHabpCW501lItjCYU8GTRBiFBDGSBnUMU5XNlEzeekBbSi7X80vfI2OqYdHTI6w1hXxsHdRUQtibwdPqYA7AAACAASURBVFaqQYMUl1NhPmcz+NgH/wcveNGLeNxTvu/fajrf0VEWmml1BkXuyPSEG286ysmn7ARC+rXUodhQ67y5P0H/Vxc5vqq7m0uy1uU6j/bqXJUg8JbSZFgUWbJZBedQU5qcIh/gmeBdEee8pCsNk6LHErDgsyiITeMQeNWghc2Q5yRFSlL7Ekci/Vv63kU/pyM9t/A8LrYzT9Hyff1m21v0/YsQ1JTelWU9nKs5dOgoe/bsmcusCb8trC8f//jf8bznXMzzLn7gHUuAorCsbhjynsPYiuu/eTMPe9jDwhqomvm2bNqLITzvdUOtkHuXIujQcsLnRzqHVgHWxuLeGLg3mTZtdIc3mwZb6XcppfBZuz77OTvv0Lpogm0CLzjeM7VFJiTpwlQ5h3OQ52V7bRIwzwEwUriTjnQNXMQnThHyTk3JHCIc0uTTzuemMmZKqUZCcRLBq3A/DO/7q//GC3/0Ei644Fmbzm/RWJwT2iZDkbNRzfDK4HWf/bv3UWQzrvmHT0boVikVSLXNxhreWAdkpvmnVRE5DCE6aG9M5V3sBDTfUae96XYTcqJUKPFXSnHixAn27t0b+WimDFW0/X4/VtX2e2OKoqDXzyjy0Eu1KDXDUaj+Ho/HLC8vMxqNGAwGzWtD+oOQKpVjpJBD9OEGgwF5P7S9Wt61k8HSmLzfoxj06Y2G9McjhoNlev0s9uYVZyA4FZLqDOnSNPKXOdFadxZxVBXSHnMbulJJD1K/gLKQzYm/Y9G+AjtFW8M/XP0x8tzw+Aufz/qxCVZtD/N0Ksdpj1eGiV/mMd97Blk25W1/8A76Zcuviqk5HYpcdNGL1azzyIls5pnpkWf96GwKyiQ20Ov14j8p1CjLkuFwSL/fRxehGKiX5QyHQ5aWluiNhgyWxvEzlpaWGAx6jMY9Bv0lhsMho9GI8Xjc2FtJWbY6f5Gf26Tpxa7T17UOPGP5GbqIbBrFy7/5edA6CCbL83fgwIFNc592l7q/YxPK1Ty7xjX3p0HlZb2I7Q7dFO138Okv/COlyfihH/lJ6g2HW0ABeSCG10VIT6OobJ+9p5xMlnuu+Yd/oleOyEyPzLSFE1IgYHzLQdSm1f2cd6RK06CKTR/ufl6AqsnyQN0Q2bJgC72m13LN0aOrHF89zPJwQJ73yLI26EjVKIwu8WTN85SsA2ZzgVauQnHGvOyKnCu0juU8Wimfe3+GbMbp8fPOaLr+zTtCKW910Tmmny3ObAjkQl9qkfkCKMvAhYNwv6666io8Fc++6EJOnDhBrbZHWjwoPSisy7D0OePMR1Iy4R8++X9CJzFfYajJaDvRxO44qt0nUoessyZsce/SFLHxIb2O3hxUzleYp2PRZ6f1DIvuvfGg3Cwg2KpbFyHHpBmB+euBYM+lyehl+ZYtkOUz5wOWzn5MmlLXiPSi/A6tUxyOb7NaW3HIw/syjCnRuqAoBmRZKLQyuse1//QZjK34sR97KX7mcOb+tWVW24VPtGh8+GMf9eJJp0ZnPDhbURrF9V9ZZf9DBhQ9F1PcLdG6q+sEXYJv+nuIQOrQQk8JkT3HZD4S2wVpFAegrqcc+tY9LK+EnqnOBiOb1N3F21pLXYWUqVRrWte2+vOuSWMlfChbK4xR+MaxFY5dXigG/aXYR70mkR7xTYpIK/x8+kmFdmNZ3qZoUsmSkDhI2qA16SpUHTTMGkcgOAlt6kgQKt/0Dfe6QLlZixwlUZn8n6GYzSZkueaqK67h4ueczYnZSeRq2lTSEc/5B5/7vAecxv6hj/wvL/ce2vvqXQ9lpxTZDXzislWe/JTTmdVTXOOkSwQqG5Lzs27nJhfmP7TGs/G4WCQhklAEh07apsni4o3GzQLft/IuIk6VdxF9dM5hsvYZn3dwxQasncXry1AxZa+Ux2QqOMGNKLJWBauT44yGuxrbsR2bmOdKel2QsVkKIz1WXh+NRqyurt4n8jSPUm2FTs0fm6lWYNy5sGaYrOCqT32G77/wTI5XK+QUWB2eRWUdTm8PO/zAh/82rocyIp3GW2w95cjh4+zYsSs6NWnALce3/wfCfkovci7YUXiuq0jhKcsypA69x5iCwLsmpL+1x3vN6uoqy8vLkSYT78lcP21BSrZCHWXcc889oSPY3FiEVKdjPi2YfkcaeMyvSzE4agrQvFKbvqcbuGRo3VbQbrWXBmdSNfzXVrM4nE/RNrsoSv7p6n/k/Kecxvr6UihKS7qkZCh+4Ad+4AG3ww9/7KOd9VDszFkDfg2mM2667Q5Of+gj8Goj7sPC8UvRQ1lnpG5h/p5JRm+eP7iVo5Si5OlQ1m1yaNOxyF7k+2MV91xR4v0d8+cjqG2KlN5XdkbOResiItrh+C7qGMZmabKtzkupvOMkA+RZwdWf+AQXPfMMVqd7QmejxGE3xvDci59zn3a4vdPicrGJsLdzDqsyyDTrrua0c5Zx9XGcd1x15Rd4ylOeglKBoA0Okm4vYTMJFcmtZy/dZHzgCKpEqF3V1HXjtPoapdruJdJ9Z8ee3bgqcCkzE5reZ5lCtLfkOoxxKDVgNptR6gJrTdtqjNYAAwcow2eNs2fyuAn3G4Hq6WyNfr+P955e0RpHhgKtqOPC1Y3oBUVQvlqIIjlnybImJV8If6YUIS2UdWxMpwwG8zA+KNcQg+wUlAoP0BzcX9c1JT0+++UrOPu03ej+Q7ngKd/H8dUalc+otYn8KufcJrmiB2rMR6rRydQT0DD1p/PkZ3vszFKoe3jve6/mRS/9UWzto/MoTmXrtCkcFda19Acp7NrY2Ii0iWrmKcuQ/lZG45VCGYNvHIy8H1LnGTo+zTpJgUgP2fRaWiqJxXiPz0JKsJclPXFVTa7z7jOoFcbnkHvqI56pOsJ4ZTfQKh9IBO8JKbKgLzdjpgjqA3MjnVOtdXQshQqylWPZSVfNbQxt5N+ci2+5x0GAvYfSFf941bWc+7iH0Ov1ePITz+XQ6gydWzCzqJcbKjS3lx2mWo3QbFLKoLIxK7tLqskGqIrrvnIDj3jEIyjKMAdhDc2wdoZ2vlVBcA5vg6C3URqfWbyDymmMgf54BIhjqTsboUy7c5bRaBTWqUa/sr1HISWojVCAdKMWsLk4IXUMU1QvvVb5f94OUifvvjbq+RR2ugF700XP5lOp7d/qcF1bOKzpOVrb9sdu040GX1dcc+3nOedhexkOVjjzsQ/nxLEalYWWwdqRBIDbyw5lP44OklE4N8CVPU59aEntj+Bq+NpXbubsRz0yopbGQ5U0WZD5T2lh8j2xOMYJ4jtrqRVz5wOLAw/nXKcrtqwtMUhvAgpdtK1mU2c2nfXUFubtAuis7+n1dPZB7yPXOB2bHVwpGGuLQMOzJCnvFrjd6n1K5XjfpRylxaRyrdrUfOkLX+GM03czGq7w+Cc+hiMnLFpV2DyHxv/SWt/vfXl75B23GOKZC2zb/msnHEBnS3g15ikXPj2Qiv2UK668nGNH16k2QnFDVW80nUwqXLURDLYRDFbW4alapE0VTZukpre2n0WeZpriKMsypG6adJQ4byEd1KaiUvkW6U5RFAWj0YhiEISrJT2a5wEtHY5K8sLESktJjfd6Aa4uBn2yRqtSNDOdVphEg1C041JendY6oIOmxNJC+ZIaN6aIyELaEg3C5jAoSryvWzRu7uFyWjViwy3n084sn/7431LWh9iojnDe2U+kt3QW1ihQs4CmNmuFRLFAJ2p/IEeQXsgW/Gs3Fe89/P/sfXeYHMWZ/lvVYcIm5QAIEJgcDBiDMRj7wHc/ODibbDDZBiSSQCBptTlrV4kkMGCiMcFnmyMIsDHGgMnBJgdbIEBCEUmr1e6kDlW/P6q7p3umJ+zuSMxCv8+zj0Yz3dXV1W9/9aX6SgJ0aQpOPftMgIXBzCQe+t9bkejToMgVwsNoLcCw75MQImqpQTxne7EQYwyvvPyGUPKp8PpJrn22VSo5KQ6qqkIhFBFFLKqwy1DZz1aWwlCVsMNHO8SpqqrjjbbPJUTs/asoith1RZEhh0NWGFOETCmJYOzEiaioHg/G0hNMeus8sXOTE5aVJEg0lNMad3925xUlEglHafU7J/PcTD6KQsWaMzkxEPztb39DIrUe8ZiGgw8/ENHwaIArIJR7FoYwlq5OkZnf9FWBUhWUqmCMQpQTETwU38uwPRZUDYHTCPbefz9INAqTJfHkk3+FFmNQqAY9OYB4YgsY12CYSRhmEmrIFcojghehUBShUBSEiPC2zRvRF+rIOlmWocgRIQdlUc3AhCxyW7kMEzKIHBb1TpVIVhg8U3GzFRD3Ig/3v5lGcabnOp8X292W+7p2aoT9m63k2jywj7UNHrfx7hfe9SrBqmt3JQrDpHjlr0+BmWtgmHEctP9eqKwcD5MRyNxbmN0dKSsXeejmnv3HuQRRwoYBsCqekApwGsGe++8tdtvhSTz22GPgTCw6C8uKE6lxr3i2v7M/i4W0krMACvCm2wBwnpGfYgl4c7BtxdLePtfe4caGn7xhjEHTNA8XvIqj5Y13rZUA0hy2n6Hd/pYtW1wyizp/pml7I20OULjnGbeMFN9pOebidMicc906TvwZhlizQXgYT/35YRj6KmixFHbbd1co1WMR4xyMG1Cp5LmubQgUy8OyDosHCBAgQIAAAQIEGFkoD1MoQIAAAQIECBAgwNcCgXIZIECAAAECBAgQoGQIlMsAAQIECBAgQIAAJUOgXAYIECBAgAABAgQoGQLlMkCAAAECBAgQIEDJECiXAQIECBAgQIAAAUqGQLkMECBAgAABAgQIUDIEymWAAAECBAgQIECAkiFQLgMECBAgQIAAAQKUDIFyGSBAgAABAgQIEKBkCJTLAAECBAgQIECAACVDoFwGCBAgQIAAAQIEKBkC5TJAgAABAgQIECBAyRAolwECBAgQIECAAAFKhkC5DBAgQIAAAQIECFAyBMplgAABAgQIECBAgJIhUC4DBAgQIECAAAEClAyBchkgQIAAAQIECBCgZAiUywABAgQIECBAgAAlQ6BcBggQIECAAAECBCgZAuUyQIAAAQIECBAgQMkgf9UdyIdYvI+Diy4yxpzv3Z/zfcehg0AB57yo453fuAa/6wIAiCHa9mmzEDLbopTm7Ue+digdnF3AGIMsux43z/3oCSHiEOiQJMn3WL/re74jBgiUwZ+X8f+KigqSs6PbCKXgYa7xztUGlZj4jcv+HBkiD4fCt3xtDZaHgOv55uEgkOYh45rg7hB5aJ9nt5fr3JHKQ/v/mfLEV3ZZ5+fiTS6uMdM9NgyMp9vKbJdQM/2ZkJLIyuHC/SztfqW/8PIqkyfOYRnysBhZlm40Wx4WOt9+niOFh8XKw2Hx0JKJ6WMYQHxkrusZlysPfeVnEVwshof5vi8kBzO/GyoPy9pzOewHW2DyKgb5HpD7IeUSSLnay3x4pehTsdcrFn7jTyn1nYT92h+sUl+uYIz5TuZFg8u+/MjVBqXUw13v2DJHsQQyeDhEvg+FG4M9LxdHioHf2A2nPRuFnulI4ardz4L9HYY8pJK7bQpKVDH+Nhetf23FEiheJvpez3q++eRXpgzNxYnM74bSr+FybSgYKfwbLIai5Nn8okR1vqIUoJL/sxkO99zIxyv3MX7nFHOcB1zOku1DRT4jpxgUMhqKQVl7LoHcCs5wX7ycbRADlFAw03usb1+4DJLxsPJZSPkUy0yLplCf3X3yu5eCyqvLerT7nQlJknK26UY+D1aWl6DA8YDwVLmFSLnAPcY5OeEHYgA+XtyC57holL4eAE5d7VofCQGICSC/hV6MkNya1nqhSdqPh4MRskPx6NvnfRUKxGDAGAMl/hEQ9zHuf92wIzlDApcBuNsUHiMKVUR6gLRM8ZGJwBCVCuQ3kAflPfRDDsPPD7Y83Jo8GWo0YFtCeA/952XPMbnAZYAMnQ9+yKcT2M+3VDws9rfBPkdhmBHrL/d1GCdDat9G5pxcNOcydIZCKG/lsgSex1woNIFmk5VZ1rvr+xxWQKawGiyZB2slFTonE+n+FSJx0U0WjaIMA0v4lA0GEdLOdT7H8AfTc70CFuhgBelwPOlDRo7UieFgKJNzXkOnjCZ7StQhK/6UUpjWqYOSRy6e+b67ljEOWPzMoWACecLNVn+GGrocDOxrFCMDbZTq+fsZ2lvrWlsTlKhgPsqlja3tcU3zkAoDnGQ7XPKhWB5uTT662x5O1LMUKFYxZibFYC5d1sqlnzArmrjEAMDBcygGfkQUuW5+R3vzOnIpSLlIUmii3xZC1d2P9Bf+lkgpJ2c/r2Um/CbwsprUh8pDZ4LlPuNsGSsZuUuOJ80J9zAn341SuHhY2FK3P28Lbg0Fop8uJSQHFwdj5BSbZ+SHcuJcLuQzzjI967mMkULRlcLc9s9z87tWMch8NoWelV/f8xn0edvP7GvOdJTho1Sh2hEDYsDJvPOMMwegDJ2HTrsFeDgEDIaLw+VhzvbtsSqQUzlU5IokFpJ/g+1HWSuXJUEhQedWGt2KJTGc/xcTmi9GKGe+TPleruG68DPbyX2ArWBaYS47HO3ySJSScN8oOBOVnv4uk4/O/zPH2s3L7JxP+9hilNxCnvRtrYD6ctL2dvlM7sVY7IV4mMtrVM5GTbEohgPMpCCEIa3M+zxv12RmeyHdnwG4ZCK8x8J/LAeLYhQw9zGZz9X+f6aHsmgvkcXBXBwQ+dA+3w0BucZtJCBT9vg+ay6DUjuM7k7BMpCXh86BtqvdpaY4PMxtZGcqSsXycLBrKHJxy827TNnqPrYYLmalh9n3X0IeAltH7pW9cjmc/MpiJs1i2s+VSzKUh5HLMirk9dwayFZkchA2xxDmvX8rL7CYUBCQTe5yE7jD56HLynZyJjM8S37fu65voxAHhxoWGgzX/FZjDge2h9LDSUuQOpUOhqL/8vT4DCX/9+uDYrhrcZRb4S9SnDKf790olBs+XOTzNA1GWfBwgFteMQCUpqfIYaUJcVpeqT4lRvHPtvjn752fCnMMyK2wb618cqCwt3OwSqu37/ZCJhkABcgw36EieVgKufi1kKr+VpO4NX8vSWEvRy58Eyai/LdYLLFLF1ovBxTlHcp3jEdhzLWSr7gwz9YYq8Eqh0OplAD4v1tezySDXxpKPuT/vbx5VRbINGqK5GE+5MsNd/+VA7L7IdKj0pEsi5PDACG++VbfPOTjVYF5eSjw46HfXzkgV18opda4+Y0dy/g3P4bDw8EqtWXvuRy6lp62Ph14crpyt5tvsszXn0wLqhRhoq2FnC8UMQBCnZC48507SZ+Xzws5UpDPi741VmeXE9fcyFWSiVK7pE2BXL6tuMjv6w1qeS3c+Vy2EukjK91nDjK6k++7Qsdsq8UgeftGGBizJ3XXgiZbJrp4WGo5+M3xpPshPw+LauHrxMNMZCxcSnOT5Y0wlgqDXouxlfpRMhS6obwPiMveP3EG7KLAzBz8JFxMf4r57qtAsVZarhJNALbZ5F4uY1YMGGNeHuZZJOCZ1HMVSP+GYVCeSWJkjW8whoOEw0ea/pznvR7K+G6rc7YWCspJKx81wCCRyTMu+5ZWKxXKiVNDQdEcK3Je3pa59WX/dhRdMqhoYroE6hAERLEWfLE5SdsSQ0ogzzP5FHtPX5di6rmQlc/jM1acSf6TunX8N3GiKjok5TEOS4+vExcLophxHMZ4D2cst9Y7kBn+HPR1MmXgEManXCs2bHX4zctZcwrdKiHxcsOweeiGr+OsyFO3ERfL/okOV3PPHkivIurd1mzroJwmr0H3xR0Sd41xOd1TOSAzhJYfGcZQ1vZ6JepPmcP2+BaNIrxsBZv4GkzyW+XZut9vH+/wtkKp7224K7kBeMfCPUaDBOf8a8G/koDLRY/FoOWE67yhouzlp/2OEsNZOT+Y+90WPCzzEcxG7oTXQXous0oabD2UPVF9kDM07jPOhmF87ZXNXAsUPN8VvatQceHI4XrrRgrvCnGHcc3LvRzvejE8/DrWGvR9zoNVfrJSN0rYlyG0UQ7c9SsYn5keVM5pUFsbRUcdcsD7LtJhyzs3hpu7Wi65rzm5lOHocXbJcsEwjEHJu5Ln/pe0tTJErsGlVOyPu61yCMuBqDaKIlGucfH5Xpbzh3VHyl6+XwVEIrb/jial8B6N+HEczHZjBXgIfD08l0Wh6HFjHi8IgCEvnBqqhylXW6Xgbin7lOm1tCd0vzqLASwMR4YNMzWjFJ7LUho6Q+1P3jUQeSDLxXuHga0QNShpa1sJRVtIBQecZXvftlH455tizX6dsbXCkVRiW3Uv9RE92dl50QXyi4ZSKNkPI3WsshY9ZX5XCJljOwS5WOpagqVqpyTP1J0aVIL0jK8jssbZz0jx5ZXPvFzKfgwDJTVOSo0SRRtslPo+R+TbkbVAhhjZBak98Nt+z++4IVy7CJQrOfN6B9xbd20FZC54Gonw5SGor1AlhIBDzygBA++5JXaqlSvv/FC4PExGOawSliUaifwrRg7l9HiUSBbm6lfOa+fB1uRqrk0HBuUdzXRI+OShB/CXiVTKkcNaaOwyjKTBcKQceZiv/WFVxQHKkosjT6paKJgD52cx5aihN5jJZSRN2PlQbt4FN0bSZO/pK5f9c3htq9yekEq8H25RfRshyJvDluk5KvL8oaJccv+KhdNXuwajlGmApxVz4cH96or2u7Et89tsT5SbJ/k445t3OcQFjkVt+ZeBkcQ/G3n7nOEdJ9TcKvJwpJXCGpKH1EdJH46n9RsZFgcKFEd1hyl8LPBSJvGPxJc9H/IS0Z1jlGNS/7qNRyEMtUgvgG2+AtddemokPKecSkZmGDLPOA660O8I9qAXXNxoGzs58nkJLZ/8069qYh/2dYeSgpAHXwcOAnkWyg5DBg5mbEbaOBYD/50It86cXJI2ht1CuSCzVuAgSVzqPI2RhFz9zVqB9hWWKBkxKCrHyB9bi4ODqUdaTAL41lwUkzd5/RvOvaKN5CJzsb7KZH8/D+LWxHBXDnswxNSMb8xiMmCr1ab9uvNwSP0YglzcFh708grSZyBzyzy/PKOs73J5N3Llum1FMMbAOR/23stDQclLrmyjiX0kWJyFeEiJCgbNP+/yK5pgTNP05YRff0qpYG41HmaMbTG8+TqWIfJDJj8pUX1Lldh8LJaXxeab5zsmFw8HA7++2m0OdYvVghtMFLVgND/87nskes6LmZfFge5tMnOXCdtacnFb8XAw/R/M++PHh6zoTgYny0kOjgw2DxJqiIDwCNpa5mPxwpsAFoZhJsSPeXYCKDZ8WMwxxZDI7SkqdYFdWR6c3TAoi2mYQnakCdRBv4zW+KghAgIJHW0LsXD+EoCFYZqG4GAOHpaSg+UASZKcz8MRwIyx7ELz7s0QinzfRjoyuVgMD2SFQ6IKOtsXYfHCm0ARhWHoDg9LPS65+lRK71Bm/mIh+enmYT7ki+L4OjFKiEIljcrZOMpZ99cV7ZJlCQQSOtsX4ZpFvwIlMkzTAGdkUDv0DFf2lYqHQ8mhLZaHQ8W2yLcs9p5JOQvceDzOgexJIdfkY5omujrnW/8X59i1nkxTEHza9AsxYcK4ggoSYwzgFO3t8yBJBA0NdR6vp3/+A4X4mkHo7fYx1ucMrynnPO1RzXGM94Tij9V1HYoccSXvF9cmzcF9SmRQiUPXdVAqgUAR3xdI3jaZDkNnmLzdePT29madU2hhVkVFxVcuUQfHQ0PwsGu+xQexcEKWZRiGAXtJ+GWXX4LRo2vy8tBpn1N0dvbANHW0tDQ5zz3nRGgCICbAJdjPVVjXBJznSaDnFCXjoTVZ6EbK4SGQRzD5tJm9SI8CxASlFKbJwBmxjKh0TTo/UKKCw4SWMjBx0thvBA8BIQO65y20fpfAWHq7W8ZMAMCc2qsQClMARdwep2hqakM0GkZt7eycHHHzNi0HKRizuZ7+LmeEycWDnN7VQchD0zQhS+HChrGrTUrhaTN7pTkBIRTMpEUpDZSoMJkOLWU48nAwHCSEIBqNjigeMq7BNDi6uxcKueTioTAIxDlXz7oC0QoFxfCQmUBLS0fpeDhEeejc/1bmYea87OWhLQ9NyLICzqSCiqIiR6DpSZgGx4SJY7J4mHmNofKwrMPig0V3dzcAijPPPBNTdhrn8d4RHkVbWxtuueUWTJgwDtMvviBnO+mXRFj2mqbDNE1Icv7x/PTTz3HPPfc4/1cUoYCZpol4PI72jmZQSrMEZVdXtxNaaGiszdn+fffdhxUrVkDXdRBC0NRcl3UMIQR1dXWIRCLYb98DccKJx+cNzd9///1YtmwZKKVob2+FbqR8yVlf3whVqQAhBC1tc5yyOflWenZ0dDjXVkMUc+fOzXlvfihnSz0XqAR0dS0AOMW0adMwZlzEmXg45w4PlyxZgsmTJ+LCi84vplUwEzBNXhQPP/tsBR64/4/Q9BgIIY43lHPu4WEmbB5yzlHfMCdn+/fccw9WrVplKcvw5SFA0dhYj3BExb77HIATTjw+PQY+z/Wuu+7C2rVrYRgGmpsb/asyEYbG+nkIh8MghKCxqdZSovML09bWVnF6Bg/LZReOwaKYsCTnHD09PQAknHHGGdh5l4keHlJUoK2tDQvmX4NJkybjwmlnFbwuY4Aih5BK6UX1c8WKL3DXXXdlTVSGYSCZTKK9vR2Szwy0YMEiGIbh4aGfE8TNGUqpr+zknKO2thaVlZXYa8/9cNrPTsrb59/85jdYv349kskkGhvrfd81xhham+dDURTrurnfFTfa2tqcz1XVEcycObOo80YyCCHo7u4BM4U8HD027MzLbh4uXnQ9JkyYiGkXn1NEq3RQPPzssxW45557QAgR8lOSIEkSTNNEIpFAW3uTr3Ewf/5CmKYwwurqZzv3k8nFe++9FytXroRhGJAkyVd2MsYwd+5cVFdXY4/d9xkUD5uaGnyPYYyhqaEbqqpClmU0t84GLyIYkIcYdQAAIABJREFU3dzc7HyWFaC+vt7ze8kWp5Wkla2MYkJBXV1dAJfR2NiIXb+1E2TZtoLEHycJNDXXoadnHtav24TaOf4PzN1+ItkPAJCogjvvvCfn8TZqampACEF9fT1mz56Nuro6XHrppTj77LMhyzI6O3rQ2NAKzlxEJgZSqRR0TSgOLzz/Ss72P/nkE6SSJphJPQTxjEPnfKhKFIYm4523P3DCN7nCRm+//TbAZTBTeCVyhXtCagUAYWm6+5+LiJxzZ8LjnENLffUlT4aLYpTd9rZ5Dg/HTxgNSZJhc5AQCtAkmlvqMX9+N9as/hJ1c5tytmWPR/9A2tN25513Zv2eiarqCHQjjsbGRsyZMweNjY2YOXMmzjnnHIRCIXR29KC+rjnrWadSKaSSJrQUw0svvpazX5999hlSSROmQXIaDD09PaBUhqHJePut9z3X8uPiBx98AC0lQt+trZ25eRhSwZgpwmmO5z83NE3zpJ64eVgs30ackUMMdHR0gBIVjY2N2G33qVDkKNw85CQheLigC2vXrkFjQ2vBZm15CE5x++13Fzy+srJSGKMtLaitrUVTUxOuuuoqnH/++VBVFV1dXWiob8kqT5NMJqFrHIYO/OONt3O2v3LlSugaB2cSamv9jfKFC65FNFINsDA+/GBZQb588MEHSMR1cCahq2u+JxXDnQunKCKka5rFbX2r615FKDaQKnhOuaPgvGzxkEBBc3MzJk4aC1UNwY+HCxbOw/r164riYSze54z5XXfdVfD4iooKAEBjYyNqa2vR0NCAK664Aueddx4URUFX5/xsHgJQVRW6JqJ1r77yDwD+Rs6nn37q8HDOHH9Dw+YhM1T866NPvDqAD9w8bG+fl5OH4XAInDOYpgFd4wW5aPPQvo+sVKMSorxn8yIxf0EXOJNQV1eXu/QGAEJNxBNb0NBYi/nz5+dvlMtYvPAmcOhobW3FqlWroCpRALnDUNFoVIRIZI5wRAaHjqrqCHbcaTu0tjWiubkZiqKgpaXFc15LS4uTU/bMM8/4952Q9Mo2rsFkKc9KN8YYTINASzEYevr4RCLhvS1rYrf/VFVNK4GMoKO9G8z0T9B2K4uZ32Wio707S/hs3rzZ99iRikxhumChUCznzp0LKmtZNTDtP0I4YvE+1DfMsbztecBlXH/traASQ2tLO1atWgeJhgDkHvuxYyaC0jQPQQxEogp2mDIJTc11aG6pRyQSQVOTV7F189KPh4wxxONxh29UYpBk7svDeExzeMQ5z+Ih4OViRbTGmwbQ0ePLQ9M0vXUvC6Cne1EWD7ds2ZL3nHI3cvzg7nNPTw8oUXH11Venc978yokRA7F4H1rbGtHZ2Zn/ApY8JNREc3MzVq9e7cjDXBg9erSQQ1yDrIgQaSgsYYcpk9DS2oDm5maEQiG0trZ6DAA3Lx9++GHftu20HMYYCDV9c8xtHhp6+l2JxWJ58zOj0ajzu2lwdM9b6FvP0vbai84UVjB7uhd5rssYy8tD9/McSm7fVwV3vxcsWACwMGbPnp2/0ggxMBDbjIbG2qJ4eO3imyHJHJ2d7Vi5cpUjD3MhGo2KMaQmIlHFkYfb7zDR4WE0GvXwEAAuv/xy55qPP/64f9ctT6bDQyX7GNMgSMR1h4eMMaRSqbw8DIfDafnICHq6F/ny0Pasis4Ynt/80D1voeddY4xlGT5uDCfvd+RJUQvum9aSFH19fZBkXlTdMfdxuaAoChjX0NLaAMNMgjEDb775Zk7LlzGGSFTxva5DIGKgpbVBPCBXO5IkIZkacPJGMydrxhjaWrscK6OxsdG3Dw888IAzmdvnLVq0KO992lad+1qq6t2KMOslKDB20WjUVwjfeOONXztvkft+UgmCZDIJSTZ9f09P9CIHUjjX849lJBIBYwyNTXOFUWHqeOedd3LnWzKh8BUav6bmOhEKyuDhwMCAI/wyOQgAixZe5/AwM5xi47e//W1Wnwoacy7BaL8H4XDY+Q6AE+J3kPEuZo5JVVVVlhDmnOOGG27I35cRgHwrj/WUhFgs5hgWAJCv5iXjmihmnQeSLN7/hsZagBjg3HS8OZ62XM9AkoVnORdXOXQ0Ndc58tAtYwZim8EYc1KLMjFvXtqb09DQ4Cy4cf/de++9ntQHxpiVKmBdP8PQ9vOEa5qWJQ/ttCS7TTukmus+q6qqPEql/fnGG290jhmJBg2QX07b8jAc8cmt9YEk84I8DIVCADHQ0FjrRCXeeOONrOPcz6KqqspJHfF7Rhw66hvmeHjIOffIw1wLZLs653t56DN3+/Gwo6Mjff1MDiKbD6lUKutdcCuFjDHH4MqFqqoq57N7Xl64cKHzOR8PB12+aFBHf4XId2OEEFxzzTXiPwXqaxU7QC3NHY7rmlKK1tZW/OH3D+W1CiKRiMeSEAuJ/F8W98NlXHMsNmZSNDe1e/LIGGMwDMMRtn7WETMpPvrwY8uC4sJCAyxXee4X1u1Rsl+GhvoWVFWO9tyr+z4K7YM9t7bRaa+9vR2AZSWZ1DP+I1GgFuKhnffrKV0yjDImc+fOdcrIUCrSIf7w+4d8OW4/r0gkAtPwrqTN5KGfEGRcQ8/8TqfP8+bNyzpH0zSHh1TKFtaMMXy87DPxPWFQQ2mhni8EY/Pb/Vc3twnhUKXnONM0PSkX+TB7Vp3Tp7q6dF5osQswgPIycgZjmDlKVBGF54tBfV0zdCMtK1paWrB06dK8zzQcDsNk3vCv22tiI+tZEsORh4YOK5riNTwSiURasfO7Ny7jk48/t9oThj9jzJJduRexcui+PHR7ad1KAoCCIU6bh4QQzJ49O62YbsWQ5FcJe3w88tDn96Fg7ty50LR0Wa3m5ubCPIzIHnkIDIKHXa3iN5NaiqRXdiaTybQRlOMd8+OhLIVz9teW15k8rK9rzkpJcyvMhWSVzUNAOAbcPNwacq6s2V2IhOnfJZgslbbMhylItZR4YC2tVl4mMUAlhnBExsDAQM7z/EJ/btjWi/tfmxju/3MmAyRNqmuuucaxeBU1Owzp9jZymDj88EOx+x67ONb8X//6tK8XCoDHy+km9NVX1TpeB/dqzVzWn4233nrLuT/TNLNWq2emBNjIDAOVEwqFBihNW+YOD23k2hKyCKSSJggUtLZZnmpiQFHFopR8XHN7R/zCLrYl7vcc7QU9jDEk48TDmUWLFoEzSaRThNIha/cxIbVCWOAw8YMfHIbddp8qwoYmxd+e+Ysvd4F0GgcgLHL7t7m1jQ4PdS3jXvK856+//rrHaxmOyEgmk87vuXKWR5LBk/s9kcQ+9nCVtnLqDQ7eM5FKmlDkiMjjtLlODKgh6hnTTOT0WOZZjGQ/d1lJf9ZS3LMCd9GiRU7KRDhCs7gECA+XMJgMh4eMazAMA397+vm8fbN/s98xm4e2AuNJzSiA119/3dN2ZVXY8Ti5je+RhKJCpS55ONhi87l4qGscEg2hs6vV4SGhJlRV9aYp+MCvzmsmD7POcclJxhiSCW+ljcWLFzs8VFSSxUHAXqsAMG7gsMO+i52n7uCal/+as7+SJDltxeNxpz8tzR0OD91yvhAfM727kaji4WGueXk4KHtJWkjpcHt1SlV77LrrrsPoMVVZk9eFF50vwsw5wnE2Ed3ubXf4BBAeALcyYv/GuAbDTIrziA5ZSnsH+3pTjuV11dVXekjstmpM00Q0UoXDjzgEJ/z0JEcReO7ZF7Pu0VEoDeJ4mZpb5kLXDeceGhtaPWECG/mUpYcfesz53NHZAkIITjnllPS5Bbye5YpCSod4HukyEM7xwzB0rr32WtTU1GR9f+ll0zC/Z7FvDg6Qnvzcgseds0spRX1dswg7+/BQUYmlIGqQJdU5r79Pd9qdedXlWZO67eURSmYUhx9xCE45+TSHh88+84KvEGQs7dVk3EBrWyN0I+EYPPZiDTs0ayMflx5/7ElxDKXo6BSC87TTTgMgJhWJ5s8XLFcUmtg9k2iJdu5YsmSJCKlltHfJJZdgwYIFnsnODcMwPJ6WzEoBjDE0N7U7eZmZ59vPm0ODoTMPD21uz7zqiqxrMsYwZ84cK5e3God+7yCceMLJjix79tlnnetn/jnvDDfQ3tEMTY87fa+vr3cUjmIn9T898ZTz2XZWnHrqqekDeHa+4EgwcAry0OU0AcScMdz7Wrx4Maprst/bCy86H/O6FuT0Xuq67pm/MnkYi8XQ2NAq1h+40ivEjRkIhYWilykP+3rTeZNXXT0j694ZY6id0wDTNEGJgiN/eBhOO/V0gMswTRPPPfuiLwfteRkQPOzobHGiBpxzZ42GLf/caXe58MTjf3H6ZfPQMy9vBc6NuFJEWWU4iArAhKIo0I0EKKEeYhdrYTrgMhJxHdOmTcv6aezYseCcIxwOI5kSHkx3+7Iswp8tzR1O2QPAyqlMJq1VhgqaW+qzzgWAtvYmtLcuALiMq6+qR1d3A3Q9TZjKKq8r3RaGiqKkvY56HDI3wMBhspRIduYymAnfGpaEms4EoKphzJ5zJa679kYwls4lcrvwCSFgplUDLgMvvphWYt1hx7332R34Q/bxIxmZPBRjZEJVomJCIka+6FthcBlaiuHSS8/L+qmmRtTHVFUVmp4tUAghDg8lSXI8gZIkOaVgCCGYWzfL9/2oq5+N1maxoGbu3Ea0d9QhlTIsxUVGtCJbqRN11mSHhwN9GwA9AUOtAIdY9Uhh53hmX9M9npGI8E60tYoKEOFQpXVe9gTmJxSff/55zzE2DjhwXzz66KPW98WVMSlH5JNrshQGIcySh64ozlCNHEsezrxqetb1q2vE4hfxDFhWv+zJurXFSvmx5BWl1MlbVFUVjU3ZFQcYY5g9Zya6OhYDXEJbWxfa2udC00zLKytj9Jgq33GQJMlSNBj0ZD8kpsNgJhSVQEuJ9BxRM9W/dqFtbCuKgvb2drS3t4MSFSG1ApSoIEjvBmS/a36OjRdffNHjeLCx/7f3di1Uyp9j6MZIUDpt2HOGLFXAYH1Zvw96brbk4YwZF2W1MXbsWHDoiEajzrzshp2r6OYhAGeOJkTUy51bNyvrXMYYrrjyUvTMu05UJZjTjI6uOmia7vBw1OjKrHthTEQTbR0gJBugpgaDiSiKvRI8Fw/tNqgk5OHVs67AddfcIiIRRLVSrXIPl1s2Pvfcc1nKPgB8+4B98MgjjzjjW2qMCLbme6ns366aOcfJtxzOS9jW1gYOHTWjKrLaWb58OT799FP84vyLfMNMqaSYWHu6F6GjowNt7U045dQTEI/HRV23jmY0Ndf5us8BeCx4KnEYOsfC+UvS1njtVZ7j7cm4sb7TCgsQXD3rEsRiAzDMFMaNG+dcq7Gx2Td8ZAt88b2BMWOrPSGpxoZWJ8/OOTfHROX2kLZ3NHusQ9vaZ4xlrVIeKSgmHDRrliWgbB4O8aVtaWkB4xqqqiO+v59wwgmOZxkQCw/OO/cCXPDL6U5Jip6eHrS1taGtvQmn/ewkJJNJbN68Ga1tjelQewYcPnANjGvg3ISW4pg/f77z/GfPmembhN5Q12FxlaO1rVbkxXEdlZWVLh425uUhAKdenDtVpKmxzZOWwTly8vDvz73ktL1wUbez2jZz1a2dyJ5LXpR7eoYNv9XEc2bXeyoUOF7eQcrHlpYWcOhZhq3dxnHHHWfliGdHc+ywcve8hWhvb0dbexNMlkI4HEY8HkdrW6NHsXR7fAA4qT62bNJSonYnMykY13DppZd6rmlzsaWp2zqHY07t5YglYiCG5vDJNE00NDT5ymFv1IlDVuBU1DAMQ5SSy0w1yfGO2/KQUop53bnD3/kWu5UbB90oJA8JIZgz5+ohycDMttra2gBiZBm2dh9OOeUUUV7Q51r24sTueQvFvNzWhl/84hdIJU0M9IvScG4eUkpxxx13OP93e6pBdGgpUyzesULiM2bM8FzP5lBTQ5eHhwMD/TBZei41TRP19Y2+PBSylzvHjRkzxklFMoy0Awvw9567n83zf3/Z+dzd05F1rN1GocW/fm3nQ1l7Lt3Wjftz5j6yhpm0VkLlr45fEFyGqkTR1t7kawHtsssuWL9+PTbQDTjuuOOwdOlSbOnfiFhMhE7++tSzWL58OY7/n2NgGIZYcW55jDjnOP1nZ8EwxA4umqahojKEqTvvhp/85CeYOHEiHnzwQcycOROMMYTDKvoH+pBI9YIxFZLMs/JKGNNhmtxJcB7YvEnsiGMVIN64oc9FPMl3LBljAGegJD2uzS31aGxoBWNiIrItPk/IN0O+fvHFF04/wuGwJ+nafkFsKFL1oB/NV4lcPAS8HjeTxxCJROHh4VA8RpYy0DWvDZoe97Xyn3nmGWh6HFVVVViwYAHWrFmD6upqxGIxnHnmmWCM4dRTT02XVXEthDnv3AuQSqWwyy674JRTT8C4ceMgSRJ6e3tRUyNKAk2b/kvIsgxCCPoH+jBjxgysXr0ad9x2Hz7/bBXGjR+FiooKp1+GoTtGUHKgHybTwcAhmRx9m2MA0qkDfsKQcc267/R3rW2NDg8BoLmp3eUpQ5b1TinFF198gVQq5eQa2vlKgFgc4lYM4jENI8S+dpCZs+0Hk6UQiUSQJQ/zKORuOJzmMmRZRkdHhxMezsRzzz2XPsf694P3/41ly5ahr68PO+ywA669vhucSTAMA+PGToKu65g0aRIWzL8GRx11FEaNrkQqlYKmaRg7dqwj5wghOO8Xpzv3vWbtKpx//vmQJNHW6jUrwJkESeaorq4WK5PDYSSS/eBMgp6IQzdS4CaDBibKY9kenRwpJXZo1X5nZErR2DQXzU3tVsSGoqG+JTv9JQMrVqxwZKCiKFkLJ92fU4n8q3zLDcXKQ4MNIBqtgDtSMdRoIriMed0dvvMypRQPPfQQCBHPh2XMTYYhPMspvQ+6rmP58uVIJBI48eRjoes6XnnlFYwaNQqKokBVVQwMDODwww/HRx995LRx5tknO58/X/EpLrroIufaK1YuB+fcs6C3uroal19xIdas6sXdd/8GupGCYYoybvGY5sgx9wpv97gYhpGV9tPYNFcY2Vak0c3DHBWNnOLugFCS3fIwE/GBjLSjYa6DKGvlEshPZBvt7e1ob5uHluYutLU3eQRoTjL7rODdvHkzUlosTWAuI6QqePDBB3HooYeitrYWnHMnzPjjH/8YpmG51qmJ8eMnYt0Xq2EYBg44cH8cc8yP8a09dkcoEnZC49FoFIZhYNVnK/D4k3/Fxx9/jOuvvx6aZsAwNDz99NPgTOweoKgSVFXGuHHj0NXVhfk9i3HlzMscpRVgaGvtBmMin27e/DpwXYdkrUqMqmM898+ZBEJN73ha4SPG08ompRQtrQ1obekEY+ltHj1hSCsUZIfEbrn5DsiyIH1rWyNSqfQq0do5DaiqqkoTlOiQZRXpbbhyP/tyQTECtbWlEx3t3Whr7RZ5LcPgIYfumdA5k7BixQr87ne/w5o1a6DrOlKpFE4++WR88q9/49d33oExY6ux/fbbgzGGDz/8EC+//DJkWcaECRPwne98B+PGjcOqfy9H5cSx6N3Uj/kLunDJhZdi/ORJiMViCKkVINR0nr8tACmlzq4W0y85DyZLYcOGDdi8eTNCoRCi0Si6OhbDMJMAi6CrZy6YpoGbDFdffTXU8BjPs0zEdaeagWPkWDwEsb4jYsza2ptEXh4Uj4FCiJ237BXAN954o7Oyd8HCeYjFYs5v9fX1Tukt+7mJPOmRw0Mg+110G912TlZnRw+aGjtEvmkxBo6Lh7Zy0NfXB855TsWSUoqrZ12Bp556Ck8//TQ+/fRTfPLJJ6itrcXnn3+Oru55OP6kUzF58mTIIeCDdz/Eiy8+j8cfexQTJ43FCy+8gN/ccScMpPMXjznmGMgKPDtLEUIcA93mof2bnWr05ZdfOp9/8ctzIEkS3n33LfT3DYBSoH7WHISj4wCkK3UYujd/3E4ZEYPpTbloaW0Qiyksg9tPFqYh5KGqitJ0rW2NHmN7bm0jKitdVRCIDkoL87CcMBh5OGd2o6gBPEge2tiyZQsINX0VSxuNTXPxwvOvoKWlxVqcIsabMVHHkXENb7z+Fk77+Rl46KGHUDNmAt545VUceOCBeP/997Hi89VZ1S/83nv3wkNKqWOAuz/LsjDKJEmCLMs4/ec/RTwF/N+jz+KVV7owYdxUZztgSqmHh847bVIwiLJ1tpEDwJGHtsGd1VcPFxluuvHXCIdFXm/P/E6PPGxt6fTeY4l5WPbKJeAt/ZDpwbQF4cHfPQBvvP4WVny+GjvutB0o9Slsaw1697x50DUuch9JWqtfuHAhdtttN6hKFPfffz+WLl2KdWs3WuS8HowZMHSxY8ojjzyCyqowDjnsBzjg4EMxefJkUIlh6l57QWdJEIPhuRffwZPPPQ87LY4xBmIyUFVBuCKKd157FamkiagawoFHfh+EEBGC1nS88MLfsceOU7F40QKsXbsWl02/GP3JLfj7cy9h2vRf4pBDD0JNTY3om0lBmQnGTBAmFm8sWLAAMhWr2+1CwPX19U54xr3AQ3xhrwoX/VQUBZdddhluXHKLc6yHiC5h+o9/vAlK095kt2IJiNBkMpnE/J7FjoLZ1NSEtrbsFWojIQyUy3NECMFB39kf//zHO1i3diMmTho7eB5KYSy5YSGmTp0KWQrjxRdfxFNPPYUtW7ZA0zS8++67eOKJJ3DQQQfhu4d9Dwcf+UMceNAh+L+lT0BRhaGTMK3wsWYtzvr35/jLc68gGo3itedegCRJGDt5IiZtvx2OPvFEyJxA5yks/b+H8cm/P8DTf/4LZs+qc1ZhXnnllUgkEqCS4FZ/fz923XVXx9JXVRW/uODnqKiowNlnnY9U6nxIVAGhJnoWXwtKOJLJJLo6FovwVHe3MAJd45bmoc0B7nj9L774Ytx8880QBehtnnnHlFKKl156yVEsOeceQQoIZTOVSqF73kKnncbGRrS3tw6NEF8h8slEADjwoP08PAQxsjlr8bCnpweppOkYRIQQKHIEN920ADvttJPvO2nL3aWP/gkbN27EqSeehDffeh1qNII/PvIYOHR0XDMPhi5j3wN2B+ccRx77I1QtrsCSJUuwz3e+C8YYvnfM0diwbj0u/cWFuOyyy/Dggw9i1CjhFbcVSQAYGBgA5xxjxoxBOBwGpRRqSCiXkUgE4VAlJEkSpdpkGaFQCFWV47B6fR/q6mtx373/i5pRFUgkEuhsF+G/uro6p/RWpjykkq00GY5xNW36L3HLzbc7Brf7Objx6quvO4Y25+nIkn3s9TcsxsDAALo65zvf1dfXo7NzZK0cz+Sg/RlI8/DbB+6Bt9/8l4eH7vNF5EzwsLOzE6ZBPIZ5SK3ATTctxM4775yXh7Is40f/cQSefvppyzOdNgCikWrsuOsU1Dc3YeljD0HjJhjR8eCDD2LCTjtAjUagbdqEt956y8lRNwzDKbhPCIGiKFAUxfldlmWP8WMrk4BIo1AUBYQQhEIhqKqKP/7hYeu9qkTXPJF619TQZaVoNDjzcmZqCJXgMYAppbj44ovxq1/9CgRK3nn51Vdfh6oqzji55SGlFN09Hejr60NP96KtwsOyVi4zhaFfSMhWMP/7v/8bb7/9Nu6++24AQEPTVSC2V8OaiHp7e7FkyRKYBkF7R3N6ZaUVDt97773x97//Hb/73e+cvB4hxCTceee9qJ09B1/29WL/g/dCY+c8rP74U3zv8O9i0U2L0d/fD0Ik/O8Dj+L0M8QqLM4J+ga+RCQ6DsRgMKmB+3/zAGqqqvA/P/0pLjj9JYRCIXDLYr7wsgvBJQpN56gcNxorP1+Bprb5CIfD2OfAb2PNxs2477Zf46ijf4Bf3xoBlUzMnz8fv/rVr3DdDd0wkwZ0loLGUqjUCZjCnB0nTMMApZJjJaXd6bYr3JrMXXHJyduNhyRzmEZa+GaWb1DkCB76v6VOex2dLd7QpYVoNIorrrwUNy65RTw3qBDhElp2nqFMDIaHxx9/PN58803ceuutAETRaUKs14wLKzQ2EMc11y4C56bIP3UJ3GQy6eRZzp5VB00X+brXXXMtTj/vbBx34k+xcPECnHvuuXjrnbdRNTaMeEhFtRnC+DFjrUlYgm6aYEkN8XgcKS2Gn597HDQjgrdeeB6QJEyZMgUpmDhv2oUAAMY0nD/tQvzy8hmoVKtw1I+Pxv777IGHH30UCxb0QFWqcPY5p6O3txfVNVGsXL0eVZEwDEVGVTiKqlAE/Yk4bv3tbUhBxawZM9HR1oaKUQmAhBEOh618Yopkwlodbik8dgiSUiqqF3AdhFFnfHeYMknsBWykF1zY3is7PYNAwZ+eeMrxItiL5jK5FYlEMGPGDKeANSUhSBKBaQ5n9dW2Qb6QYiYXjz/+eLz99tu47XahlDc111mhbjuKYWJgoB/XXnstOOdobmnO4qFpmrjwovOzdvCwZcBv7r4PS5YswRm/PBO/e+T3iIypwQ/+62BIFRJCoRBMQ8Wbr73leJypQfHee29hw6aN2G2/byMSiaCqMgKVhvG7hx/FYf9xNA7Yayq6OhfANE2MHj0akkLBTFlM1rKELzf3Q5ETqKjaDlJSA9E3Qw0nIIdjiCgqotWjIckyKkMSEgkdsQ06ZtY14P3ly3DF9Evwr2XLBA9NCkoVJ5qTWbqLmRS6kYQkyc67PmXKFIuH6dXGaaNIhDFlBXj0kT9BkgTv2juyS17puo5QKISLL74Yt912GwBAVSry8rCcZWS+9LWf/uRkvPdulyMPW9rmeBQgAo7ezb244YYbhNe9Ne1pt50tuq7jwovO93h/nfMzUuSOPfZYoSBZ9SkBscXxD37wAxx25BGorqyCSYC3X34NM66aCY2bCFdVODuPxWIxmIkENMZBJcA0ODiToWsaUlSk24RCITA9hZBpwJQIVCpkkUlkhCtGgSUGwAgQlRTQiIYaKKgaOxaSRLCSxhMGAAAgAElEQVT9lB3wu9//L5YtW4Z4YgtUVQUlqqioAT1rXjYN4vDQxvY7TBQL9rS0x9/DQ0ohS2E8+sgTjsLb1FznPB8bui4WQU2fPh233347AECWIiWTh2WtXPoh38ReV1cHTTPQ2dmOjrZFYNxwVmOJHT9UKJKM1sbZMBkDIQoI4Wjv6MTLL78Mzgns4uWhsIIjjvghnnnuWUSiUXTN70FkXDUmjxKrr+uafoEZv5iLnuuuQzyegCQpME1LmZNkSIxCMwYgQQExRD8lJuOss87CQw89BE3ThMBkgpg1FZWIxRKoqqxBWAailZXYY5+9AQAnnXQSQBjuuetunD39Ihx25H/hk08/xvUL5uHMs86BaXKsWLEBN998ExZ2dQGgMGGCmmKivXZhD66YWQdD19Hc2IT2rmYo1ktJTGsMZQmKKnnyOimlaG9vR0NDEzinGTukCMXwhhtucCw4O/E5lyAcM2aM6/kBf//7SzjyyCNKzJBtCz8eNjU1wTAYWlqaRAFoi4fcWhkqyzIqKiKYNftKCO2IQ0uZiEQqMG9BBzZv3oJPl68E4xquv/56zJw9C4tvuRHfOfQAHHr4wfj78y8gkdSxZWAAh37ncLz77rtIJBKIxRIwUxx9/ZvAUjogCUGoaQpScQV/e/YvCEcrwQkwbtw4kGgIhHGAcUgQtVWnz7xa9JEJY2zqXp/irXc/xBHf3hf33HM3ZFnFdbf/Glyl+Nfb7yIECRSATji4wZAc0GCGOToWzUckEsHPfnYu7rnnboTVCBb1dOHKq0Tx3sb6BnTPawUspZKYTDCKSp6J2x5fm4f2+5k2chgoFVEH+zxVVdPKp8/zGjc+HaanFHjttX/iO985cNg5Rl8F8k3sDQ0N0DSxQUNLc4fIv+QUjBtWiJmAEI6m5noAhqeebVfHQlSEo4BhgFvPiEOCooRw//33Y9OmTXjooYdw/vnnIxRVoUQVmH1JvPXmB+lC09Z1OOEAGO655Q4cfMh3sePue0LTNBCJon91n/NMCSF4998rcOfdd+Hcs8/Bpk2b0NLZjA1mAv986R0nLP6j/zwaoDqefHApCKmCQiVQRQZVVFSOGQVZJdjngP3BTYZRVdV47733oFAJv/7t3Xj1n2/g5RdfwvePOBy6ZqC2oR49Xa1QiFXDkjNQDlBZ8kRs7H/d8jDLawRgyQ23QpKEPIxGvWVzMo/dfofJHnn68suv43vfO8T5vVw5mM/I8YPgoYG2tha0NPWAcQOUyCCmIZS7sHA0NLc0iBXYLh52ts1DNFwBPZXyLI4WvBJ9MXXDUaIOPeIQ/PnJp5HQAIkz9Pb2gahAZ0cP5i3qwguvv4r7br4Tmzf1Yf7iRaLiRiyBCy64AC0tLdi4cSPGTJmMn5/23wCE53p05XjcdfNvACmdZ0uoqEG8dt1qMC4hElIwecJkcBkYNW4nEJNBMxIYO3ocNm3oxY+OORq6kcKy9z9EuLIShxz9Q9zUuQA77DgFFZXVDg8lezGZyWASACBWFQ6vc6O1rREN9W1wb7aSHhyKhQsXOmMSjUbFphc55OEOU7bzzMuvvvoPHHLIwUU/31wgfkWWywWGYXDBYaHIMMbACQPhFJwwcBPghEGRRBLu0scfRX/fACIVYXCDIpFKgoLA5KI2mUQBwzSRMkz0bVyPzz77DJ999hkMwxIgpiUAiIGlSx/BGWecib322xe9vb3QDB3Vo6vRP9CHEAlDQxKff/gZfnL26QC3wiQkBYlGYBAOiVlbPBKGWKwfoZAKzgF7t5xELIZHf/cAiJU7QSSKQ486EjtN3QWMmWlrn1IwxkWYhTAMxBJQZQXLPvwIAwMxTKiOoHb2HJx48ilI6Tp+89u7AcLw1ivvI2kl8xPGYVIhmBnXEGYhJA3dKtQqrHZucmipXowaNca5diKRQHX1KBzy3e/h2muvd1bxLlzUBYlQcELRVN8KSZFBuAhruK0vO6wkERmciGfY3pbe9UWSJDQ118K9qCJzB59wOPyVS9h8PDS54fAxEopi06ZNeOLPj2PL5n6oYQXcoDCYCTDu8FCRKTTdhJ7SrdAfxUf/eg+JRAqpVAq6Zgolnxi46aabcNmVV2D8dpNQXV2NgYE4AKvQNJeAcAiTJ06AbloFp+NJZ3UkpVSErcMh9PX1YWAghmVvvQtCOQ478ocYNXmCFfo2rYnUxDv/fBM1NTXYYeedBC90A59/+hkYgAXtTfjRkT9EKmFg34P2xwk/OwUb+zZb26vJYDBRXVkFlUognCEUVlAVrkQkEsJRPzwKbZ0LkNQ1yKoiis0bsrPSWRIvJ0yTwWQDiEQqHAUyFouhunoUvnvwobjmmusgEQoGjsXXdDs8bGlsd4yc1tZWT01MSikIhGLFLTa1t81zxkiSCRoa6nIql+XFQ3uSsZUhw1cexuNxPPbEUmzZ3I9QRAVMCZqhgxkmiCTCvISIRYKGwUWpHMbFIixCEYMOiQGSJEPjIudr0qhqrF+/HvF4HIlEAtOmTcP111+LsZPGIVwVRu3MBjS0iOfg7LjEDUhchiQD/3j5ZYRCIeyw+x6Ysv0OWPflenDTu6FEJBJBuELBT398DM466yyEwpX4/k9/iJAZwUcffQRFUbDHPntDZylUyRFs2Lgefb2bsf2UHbBpw0bsOPVbkCSOULQCnJsYN24cIpEI4okUWCKBSIXYmvbc087Agu7FMIgOmYSgMVMYJAQwJQJ9IAnOBlBVVQPTNJ2/iooq7L/fAbj5ZuGJI4Rg/oKOgjzMZXC75SGVgObmdBUHv93MyoGHmqZxwb/88tCelx97Yin6t8RQURlBKm7AsOYcAxwRRYUsUyH3UiaUkOosQpQIRZzrkFUFAAE3mfP+Eg4o1qugUyvlTKKgOhM/guHoHx6B+vpGXDxjOmQpDIPqQNLE+2+/j0ceX4orZl4NGpKQ7I/hy3Xr8N477+KTTz6BXBUF5RSyFIJhpqAzXZShsr2KMEEIByUqKiojiMdEmcHq6mrsNHVnaEy8L/39vQiFQtj05SYoFRHsvvceMBjHlg2bMGbMKNRUVuHis8/HdTcugaZpoFyBAW7lFzPL8UMceeielysrK/Hdgw/DDTekywa6edhU3+rwsL293eKhO1Jo61FiDPPxEBiaPCxr5fKGO27ldl6BDWrktpgyrSmTABJP/7vjjjvimWeexr/ef89ZUW2vyHJb/2vXfYFHHv0jrrxiNrb/1lRwzQCVJei2IsY5xo0fhfdeeR/HnpEuRKqDYd2KL7Djzrt6+tHf3+/kaHz++edgfVuQ5CY+fPufMDU4QnW/7xyInfbcE6IGX3ZRSrs2n+1hMDlDoncLPl+5EpNrqnDuuefirJ+fCc3Qcc/994HxFF568U3LAioMd96MPW7u7wExjjnHX6ZgZjrZXtd1SDJHWAaQIuDQRL1DShGLxbBp0ybMvHo6ZCninAOkiVwuk/p1v76N2zsmUEo9HMxlwef6PhQK4cAD90N1TSW+/HItlj70MNat3QRN00QIxApB2ovE7r77bkyfPh2jt5sIkBTARdhChIRlJy/N9urYk7SzGpEQEEXCmDFj8OfHnkCYizD09390JPq0BKZO/ZbTX0kCPv7gI7Gq0NCw6667w2A6Vi9bDk5FPqcaDmPaOafh5JPEKt4zL74Y1dXVCIVCkBUgJFs5b7Li1HmLVqgYXVmN0aPG4/DDf4g59XWeMcksalwIEvdy1WkHAJfthHjJuX/DMBBVJRBqAJrIKQyHKpFIJNDf349YvB+zZ1/tCG+7JmG58fCGO27lFBXgSIcHZZabayZJe0DcctD+zYb9vmeeq1g1g6eMq8LqL3uRTCahaRpSqRRM08TMmTNx1923gYVE6DhEKkVaj5Yuo2LXs0wk+9G7eh02bdqEb+3/bUyaMBFr1qwBAE9EhDFRH1AKESx781289957qB5Vg9HjJkGyFshIkoSd99lDcNtgWL9qBapG1WBMzSj0DSQwfuJEoShKzMnBDIcqQSMUNCUM5FBlFONrRuOicy/CBdOn5VT+CqUiZI4bYwyEUpjUXjCZ9qDb4fAo0dIhXitE3NfXh4HYFsyefbWnJmY5GjnX3XYzl6WwtZOcWNwq53Fk6q78aDf/3HOM/Zt9rH2cCDdnz0nu3+3n4+b3kUccgmX//gh/euIp/PzcM6AqUSQSCSFf4ynEKYOpAzREwFI6TNPEqy++hDfeeAM1k8bDsDJBwhEZqZRVLxoAoRw2VWQpLBZAEtWZvzRDx+577wUA6N24EapKMX7MWGxavxljpkxGtKpSeBFNDt1IoGb0KEw/8zz8+MfH4JjjjxvC08jmoRO9sHgIWPJQYpBoSERNVQKVMlBDzBVaSrwr/f392NK/GXV1tVnXGaw8LGvl8qZbb+eZQtD9LwAnpPz9738fEpIISwqIKjuruOPxOF577TV88cUXePXVV0W1fiZlFcH2TlI6/vf396F3Uz9mzp6FKTvtCBPcEYKVVWEkk0n8+71P8e0DDkCoMgoQAyYBNq/bjCm7fgvRaAihUAiUUgwMJGAYBmRZxqpPlzsT3puvvAaZSo4ycOxpJyIcrYJpanArM377k9v9XbdmDU466SQ88Nv7QAhBpaKgbu4cfP/73wdRZOy66664Yck1+P2Djw/7eeTN++ESQMzs74o4V4Lp+Z2RtHC99IJzvnJhesOvb+duweaejDkARrKVbj+Bt2HtKqxfv95Z6W1XHrC5CqRrpDHGwKHjN/fcgYpoDa6YO9vhDaUUqz9fiW/tuY/HKLL/tevy2cqVaQpv1WvPvQDFyt353pFHQKcc+kAClIpFEQN6EjDEoh0JBBN33hmcMKxethwGFwZQX18fqkbXoOHKS3DkD46GruuYutue+I/jjkE4IiOihpwQTCgUQjgcFtUNdAPhcBhfrl6LHXfcBfPmzcNR//WfWWNdilBgFtd4tqGWqZxSSiEhHS0wiTjP7k858PDG2+/0sKyY0KSd9mJmcNT+PwdgZEzozrn9SYySOTBhLOLxOAYGBkQOr+UZP++889DQWIvDfnAEiCpDMsNIGrqTQ+veJvHf74jcyw//9RF+eurpGDtxPNZ+sVpcxzVp2e+BoihgKQPLPnoX//rXvxCuGoXxkyY6k/jYyRMxZuJ4AMCaTz5GtKoSk7bfDhtXb8TEKds7K3UpFSvIKyoqnAUZikqgJZKorKyEEg7htONOxuLFi5E0SldY31fe2TLS+peSHCWIiOmE6YHyk4duHuaak93Ix1ObgyxDgcxUmDIVVLfjw92+xIH/POxgnDv9QjQ0NODQQw7HPgfsjT/+4WFomoaN69ajqa0V11x3Lf727Av43mEHg5piEeo/X3sdzz77LKbuvYdTPs2WjbbcdcP+v9u4D4UlhMKVCFVEUVldhfWrV2K7naZg/efrEKmIYsruuzpF3UNURkqLIRyNoP7yq3DKKadjvwMPKDj+g0VOLgLOnG1z0TOfENMx5IciD8s65zKXx8394u2/396oCIWRHOhDOBzG2x99hKqqKnzwwQd48sknncnbyY/hMghxJW77EJ9AwezZs9HU1ISVK1dihx2nOKVR7D1rOZOgqhQDiTgSWnp1tCRJWLvic998nHA47FEadV2HpFLHrb1x40ZoK1chEolAURRnV5/x48cjXBkV1q5LiVi/fj0qw1E89czfnBWSmmFg/vVLMHW3PfH+2//E8n8vw+WXzUQ4HMaxxx6L3t5+obzQwcsov3sSgpLlVSxznmvBhASTpV+Cr1x6+oBLFJI1UUuEgnHmCMV8sAXkAfvuhafXrcaY0ROQTIrQta7rzspEu/6pHU4UYWqCY4/5H/z5ycewfvVK7LPvAVi34UvBWcMU/LEmUbdyGovF0jy1FFhFUaBKsuizxfloNIoNWwYAZiLVrzseE845NGZi5ScfC49UKARY7e/8rV2wYe16dC5cggnbj0esbws+XfYRPpr/Ns6bMQNkFMfmzZsBAOPGjkW8fwDVo0dBlmX09/dj1IQaJIw4Jk0ah5uX3IijjjrKyS22rz1cBTOLa9aEnrmq1WPQMAYGYTza6U2Ueutiljv8PDsM/l4iGwT+0YgYTeFsWcFfJQ0DfX1OpMfeEYxzjt/+9reYuvNueOm5l9HSMBcP//kvqBk7AalUyqMw2l500zRRWVnpKVRue9pteWifk0qlYBgGZs2ahVmzZmHjhs2QOFAzQZQTWvP5Sny5eiWIHEJ1tBLJAQ3x/gHEE1uwfq2E7adMgZlIYSAlal1uN2kySM0YcXOaBElVEI/Hoeg6XnjzZVx05rn48steXDnr6pI8C2YS0Cxt3UzLRS6BQfdXMLkE3eWdt4sYlmMOpjsfNRN+3+fzXFJKAZNBITTvvkWUUlBYhpGP133JXfeip3sR+gd68cqrL+AP9/8RK1euxMSJE2GaJq6//nqYnOGoo49EaiAOEAIdYg5WVRUff/gJJk/ZAYwxRx7bBpMN90IiW54ahgFdpxjoT0LeDGxcEwJkhlWfrYAkhRCKhMEBR25rxEQ4VIktmzeh7Zr5aJhxNXbbbTenvBtjDLphFJxjCsFP1lFiy0PBR8azj7GUniHLw7JWLm3YJFRIdogiFd+Cu2+/A7EBEaqx9xFNW1TpJ5O52tkvEd4e4FVfrEMkEsEj//d7XHb5TOyxz54wYCCZTFo1ytJbO2Y+PFuYZoXpXeQ0TRM777wz1q9dh+XLl2OXXXaBmRIhBnehU0opVq1a5TvpMsagUQpYu2vZAllRFOixBHbaaSfce++9OPPMM7Girw8/+clP8NjDD+LFF19EJBLBtGnTUFFRgQ8++AD/fexPHE9vihngUnb/fZXDTKXS7zfuv7hipMDJtZFoOsxoPd98aQIAYBAFl7/3IeQ3P8AhLI53UwzXJBMwCRzvDqUi+T8cDjsc5Vxs31lRuSumT7sMxKB475/vgFKKXXedimvuvx+maWLlF5/i5l/dhkgkgk3xJEaNGgVArPa1+WJv96jrOojVb845ampqsGblKifx2xakADBx4kTEYjHEYjEkEgkoioJYLAZd152Q3j577oe/PvkMnvrrE/h//3U8Hrj1Vuy215749sEHoaKqEr2bNyMaCqNvU68juBlTEQoRnH72mTjvvPMwtmYUjj/+eGzcuBF/+OMDWPXFl+jbMgBOCbg0dM5kvs+ezy6vUbZALW+4JzVKqeOZ5MhWHk0CwGUUAV5F0vG6+yjcY9Qa/LOSQk8kIVmKpWmaUFXVCe9u2rQJ0WgUu+yyC+7//YNgjGFgcx9CoRDOOeccRCtU3HnnnYhWjbdKBSVwwgknoD9lCIMlA5SKkLqtkHLO0d3djQceeAAnnXgaent7UVEtVvuGQiGAKzCSGvr0PhBCEEv1ozISRe+GdUjFRNFySaEIRVSsXbsWYasuqyzLqK6uRtXY0ZAIxbL3P0RTeytkQnHljCtAqYpLLr0UzJpzdD54XlCJ+ytdbs8lTVc78IPfvFKOyJU6UCidym0I2Vx0vIEZaRyecXQqRFg6gdur6UoNmnnlbITDYbS2NUKVOPREEv39/dhh553Q1NSEjtZG9Moy4noKa1Z84SwErI6Eoeu64/V2e+DtZ2LPx7ZHk3ORtzxx4kQkk0kMDAxAUXTIXAaNqoiqYQxs3oK4loLEgV133RUG5yAKwejxk5Ac6MPCW5ZgzsUzcPnFl+C5Z1/ExIkT8dMTT0B/POYZr+FCjKVpbQdtotgI42BR1sqlfaOmaxJ3ex4IIfjkk0/AOUdIkoFQCIlkP7QUc7xAbm+QrdzZ5LMnWY9rn6Qn2P32PRA77TQVmpbEQQd8G3NqxYbvvRs3wTRNDMRSoDLB8uXL8ac//Qn/n7r3jpOqvv7/n7dM3d3ZRt2lSxOBYEOxggUrKEYUjaImYjcf7BprLEnsGiWWWGNvibGCwYKgKCgi0qUtLLJ9Z3enzy2/P97zvnNnmF1IPp/f1815wGN3Z+7cueXc8z7ldV6nsbGRPn0EbQq6D0WC2jUF01YyIHpRjjcMg8GDB1P30w4GDx4MwLIvvmLchPGOsgI7lcQtSzSFlJSUOPgnuU/Lsli3YgWpZJwJEyYwZMgQZs+eTSQSoby8nIfuu5+NNVu49957eeCBB3jssce49NJLaWho4G8vPMPAgQOZMWMGmqZRUlLC4sVf8NG/FnD4EZNIWSZ+f+4IuC7vnWaTbdSx6UyJu8podkdxZzC7Kv/I9/oqaYzS3oTD7dwTNWjSU3iDAUf3pI5Go9GddFRiZBKJBB6Ph0AggG3brF2zgVOmnYaiZhsN3KIoCslkkk8//oT2WARdV7nmmmvwBzU6OjqwLYGt6WH3obS0lNbWVsfBtG0bn8/nkFJLA6ooCl9/voihwwZRWlrK/PnzmXjEEVRVVXHa9F/xzjtvc/rpZ7BhzUZqNm/mhJOm4gsGsIoFxkg6E5ZlEWttE6VzxWTrJpvRo0cTjUYpLy+nX79+xGIxTNOkoz1OW1srkViUaCSNicio7k4Gp9NFvYvXCjqi3UgKnbeqqgJrqmSfNs0WmQi5QNuaKDHaCqh2bhe+e9HPOf/2Du77++tceOGFJBIJQDQSSNyaoii89tprBAIBzj77bDGBx0xgGAZtbW3MmTPHxe/YjKbb3HjTbdTW1vLDlnUkYh14PB7RuGaY/LhuJW2NzVjYmXPS2Xu/fQExYrK0tBQbP7Wbaxi053AsyxJYuAzvoN/vR7UEHMrjLwJddao5Ho+GrSoYtoVqmdiWIsr8be3YGRJiv9+Pz6dxwzXXcvfdd9OjtFg0AkU7aI8kMFEcsvf869+ZdPqeK+guqJe7se/uJMLU5wZpOc6hqqLa2fdk5jE/ubOTLlqFg6J8cTu3TU1N/Or0U6mpqaGiV18qKyt59JEnOf306dRs2c6nny7g2WefJxqNcsnFv6W8vJz/uepKUu0RSkpKGDZsGCtWr8JXFMo5Xpm0kjCjYDDoML5IpxTEM2JrCkWlJQ6EwzRNwpF2fD4fWiIJus7GjRtFsG2Y9OnbA19RECOW4L5HHuLG2VfTq1cvNmxci63AEZOP3mX2srO1aHd1aFfb/Se62K0xl48+9YxdCKgKoNoWv0kp8M1ivKYNaQtLsTEMG6+tcUyk0QGUy3JfV8Bs93dEIhGSySSbNq9nQP8hjiML2TS4ogoDIbGUhfbtBmZnvglVBUXR6NGjghtuuIGJEyeKBd+2SabaicUtvvlmCc899zcGDRqQGbEHYKEomkijJ+OOYZYKr2kaw4cP51/vfYBHE+z/EyZM4Mm//oUhg4cLR3zTOkaOGE1HRweJZMQx/rquM2bMGI499liCwaCDT7rhhhuwTJVEMsLDDz+cIYX1UF5Zwbvv/wvV69npvDtVwowB3R0ldS+i3Q1j1Bm2Ml/k6y0vvcRFR5zE/al6FEt3+AOTyaSTaZY/3WUY0zQFaTketm3bxiGHHMLbb79NPB5n4sSJOdco/xlOpWO0tLQ4x2GaJh6PRzQNZX7XNI0+ffrwxhtv0B7poKamhscem0NJSSkefzFpy3Sid9M0US2btT+swuv1OiTWpaWlvPzyyxxxxBGk02l21G2jrLQHO+q24fUVESwJMunwQ2lpEQ1La1evYciQISSTSaadMiVLhu315jR1qGp22oWCh7/85S+MHz+eefPmMXr0aKZOnUpzawu2pdHU2pJ1ntg1TEHuv7MF3Xk/Ty6bdc7Prodznn4250ZrdgajS/a88/Uzbecu2qlUypnZnS9uXf7kk09YvXo1uq1w7XVXOnPpw+Gwk2n3eDz8/e9/Z8qUKc6cZXd1yLIsDDNBU1NTFkdsZ8fYPvTQQ8QScR55+M/8uH4zoVAop2QeLC1h/tz3GTlyJJs3b2bEiBEs+3YFoVCIqv69wZVB8hUH8etBMcY03Iimafh1j0Osnkwm0b1eSgJBh49W1QTkQz5LuiYyVl6v6GBWNVHC7OjoIBKJEI+l8fh0WpojqB59t6FFXdrETpzLQp9RFKVb2EO3Htq2XbAxR0p+gw5kkzs7r4+7lkIlXrc0Nzfz+eefk0qlKC4udvDBpikYYkbtOZbKykp69uzJN998w+LFi/nzYw9z3tkzOeqooxg8eDDLly/HX1yKrqhi/K6uk07b6H4fHgVs20RRPOh+H7qiEo/HHZ5MEOupqglyeK9PsGB49ACWJSbuSPH5fFhAUVERoaCYHFZVVUVJSQn+gODelt3cybRdMHPZGdylM8nPMudmhHdPD2H37GG3dy5hZ8XULI2OjT9yTXuEFdtr2EMtIapZbGho5qmaDawaOQhfKju6rqvsWP777gvv8/lIp9MMGTKEcDjM22+/jd/vZ8DAKkbvNY6mpqacLID8KTFwuq47+ApVVUkkEgJXmTd3e6djdE3TkPuzLNHNlU4n0TQPeqYr9tJLL+fcc88VXa/JBAcfcKBT3pbZ0emnnsGCBQuw7FSG79PvdH7KOefYOv6Al3Q66UwjEFG/h6qqKnr27ElZWRnjx4+nrKwMwzAoKyvj4kt+y4233Mz69euBzhW9IFazE+mOzmWXXfJdlFPbPlmIvt84vLooK6dSKRKJhJMFSiQSTqZOZjHdzqWcStMRaWXLZjE3e5999vm3ssj5pZxEQiz4qZRr1nKGuFjTNKdUr+sqH3/8KaqqMnnyZB544AFisRgXXnApRx99NIsXL2bbtm2UlJQwYsQIALbVbqZnj74Z8vY4ppkmkUiQTqcpKyvj/vvvR1UFW4A0/EBByhaZOZVSXFTmOKFlZWW0tbU5z1ZjU5jtdaL7eCccV951cCRPByWIPf/17rSod7WQg1js85t3CsmuIACvv/469fX1qKrKJRf8Br/fT7g14gTCsgQox9hFo1Ha2tqcY5DfYRgGgUCAeDyOZaecoCocDjswps8//5yxY8fy7Tffc+SRRzJs2DDWrl3L+vXrCZUGWb9uE4cffrijC62trURjbQQCASZOnIiqqvz005RLoOQAACAASURBVE/E43F8Pp8zFaUkJLDrwWDQeU1ilN0jJKVOBYNBvJ4gmm47AY58P5VK8fvb7uLGG2+kubnZsZ+JDKF6Vwv87gTUnTb3ZKQ7NZblBzlS5H0vxDzQmT7+X0FR5H7WrFnDxo0biUREJlI2T/btWUFrayvLli3L4XJOJS2KS/wZqkIfp51+CoZhUFRUJAjVTZPGxkYHZmTbtjOVrLS01Blr7PN58PuDTr+E/K+oppgapirUNzYCUFpUzOzZs6moqOD+B+7eST/k2i8wnOL4jTSkLBNZbP5PSuS71MP/Y3vYrZ1LaUzzjzGtgfrRR8zaYyi+bR1sTkbYllK5K9aAZWYdN3eU7MYsujMku1PaXLhwIYpqoyg2fp+IhmzS7LfvgU46PP8znb2WX9pyH4tlWXz66adMmjRJdPhmjJ4k89V1XXS8NTeLeav5ZTLFIJVKUVtb6+xX1/wMGDAgAw6Oi4je788pz8t9y/dKSkooKioSI9RKSvB6vVRUVBCLxaisrHQyprquU1ZWRjweZ/LkyQB89c1SFMXTtfLbGopqI0f4KQXQGfL4L/71Wd3CmBZaxDsTtw7de+8fiYZjqKrKrbfe6kS5yWSSaDQqMiKZ1+Q0CpnlkZgfmS2Ui6NsAJKLeSHpTK9lWee7776jubnZuW+y21Huu6GhIWeMp23bbN++PefcLMtyjPDJJ58snBFNOMbxeJxUKpV1mE0V00rS0dFBKBTKOZbi4mJ8Ph/nnXceixcv5oILLhDcsgWuB+A4BnKGr9fr5f777ycUCnHeeeexYsUKSsp7OI5WweujeHLwwjmOp6srUkp3WNSffOZ5O3+h3tXi7CZG70wK7eP555+nvb1dsAhEIiQ6xEJr2zazZs3C4/Fw5513Ul5e7sAwiouLufbaa4nH47S1tTnB8dy5c0UGB1i+fDm33HILzc3NmWyORXNzM42NjSxc9CmJuOGMMdU1P8FgkMmTJ1NXV8fChQs5/vjjHVx6LBYjlRacmzKg/81vhCNsWkmKioqcAEraOpktcwcubhsMOGwHEh6kaRp33P5HB9Z0xx135BxDNBoVAWKmq3t3MuhdLvSZxbwQDKI76OFjzz5vQ+dMBO7XdjfY2V3Zlb5fcfkleDwexu13AKFQyEmepFIpttdsoqJXXwAMI8XMM88gkUhwzz33YFviXp/367NJp9O0tbWhqio9evRg2Yrv0TSNoqIiRo/ck1AolM3QZxJBuQNGcn0L9+syaSM/IwMYKfkVKQn/SCaTIqBJWuj+AKB22qj371Rx3Mebf53/t/awWzuXjz37vK2YOytTQoU9336flV99xcHTTuUPNWspKuvpGL9CWEs3Nk0qQqG0vDSI8sK6sY/uDu5AIOBkIAtlRvOzkfkKlN+go6oqAwcOZM2aNXz//fdEIhG8Xi8nnniiU+JEMfB5i3IcWvfvMruZSCQcoLGmaWIudOb7U6kUDQ0NjjFOG3GwRWZ0wKCB6D4vqpltSHLjTJLJJD6fj0GDBhEqFVGazApUVlY6mU5N06hranWUviuM3K5KlN3BuXzyGWFMdyfKzn+e7rrrLmKxmLiGiRT33HNPjnMpKV4URaGoqIhgMEhdXR07duxA13Vnyod08mW52J0dkrous5LNzc050Xn+sS9evJhEIsEZZ5zBe++9R5++Pago7yV4AfWAQ5WR/wzYtqDsWL58OR0dHViWhd/vp3fv3iLLmtmmrq6Oqqoq5zht2xbj9jQrZ160hHO4F313dkDTNEKhEBMmTGDu3Ln84Q9/cJxx2WAiSdhlo0YwGKS+vp7t27dTX1/P4GEjRTa2Cy3aST8L6GN3WNSfeu6F3dbD3c0IFbL/pmnyyCOPOIFNuKmecFM9lqYQjSTp1bOKxuYmSspKOw1iNEuUlGfMmEFpaSm127fw97//3WlaO+ussxxiarkPie/dsmUL7777LoqiOM7tuL3HYtsmffv0B3CI3OV41FgsRlFRkbMf+axMPvYYyioqKCsrozjgcaoF6XSafOYhRVFQNcsJnFVVRVN9zlpRUlLiXBNFzcJLLFN1HOpYLEYsEUf3BnOCm0679bvCDxeAEnUHe/jUcy/Y+folOVW7Stb8X0sh3b3l2qsZsdcobE1kFqUvkEwm6d+/P6tXr3acNsuyuPjii7n2yv/B7xMB7oCBVUyZMoX29nanwiRnjEeTicx0tSKqq6sZ1L9vTgAtxW033U6nDOABx1bJQEZul/88yOOUDrJ0NMvLehJPp8hvm3FTjP27XeYFddFNWeSyi//1zqVc1KVIRTUVhd5vvca2z79m29X/Q7KhJWeRlRQvbqoX+RNylTL/hrqdS8uyqK+vp3eGlFcCxN1D6/OjFbl/27YdxYvH4065043/dOMfbNumsbGRmpoa0kaWF9PnLaKquhc9e/R1CIHzxR2B5zuz+VhRuTBLHJLEbiqamtut59APZJ3kNOJFD7kPgzS4FZUhqqqqGDBgAP3792fVug2g/xud4gW6yi8898yf3Zh2podSCkEqQFzz3990CynbzHkvoHsZM2YM06ZN45JLLyFUEnKcMymmomOnDKZNm0ZxcTGhUIiKigr+9Kc/OYuwxBV1dHQwbtw4pk2bRmNjo/NdMsMso/dYLEZTUxO6rrNhwwbq6mspKS6nI9LK2DH7OLotz8VdNgSczE3+OQJOttLr9dLc3CwMMqbAGYFDFu3oOwIuIsuV0pmUkX0wGHQWhUQi4TxTXq+XUCjEiBEjOOGEE7J4uLjoDpaOhdwvwMeff8GwoUMz1zV77PlG2B2p50t3WNSf+dtLOy3qhaSrbQoB/fO3VxSFZ555hubmZkKhEBvWfY+qquw5cgyWZVFTU4NpW1jou3QmbNtGNW0sTaHEH+TMM8907qe0x+4MjgwWJF5efl88HncCZlUTnKtyG6mDqioaL8LhsIMxlqKqKn6/n4EDB3LSSSeJYM9KEoumsll2M+Hg6+VwDRnMOc5m5hmorKzMec3r9dLS0sIf//hH7rnnHmpra0XWVPXklM0LkdiraheY4byGs+5gD594/oVOeyGkuNe2/2vpar/XX30FW7Zs4cQTT6S8Zx/HL5CNaPKn3IdlWUw65DD+9sIzmKbJs88+S0trA6lUirZwlPb2dnbs2OFAlzweD3vttRc7duygurqaqupejhPqxs3vdD0UMeJSkLBnfIeMjpWWljoBjBuSkV+5TKVSpJKW833Svxix11ja29tzvs9hgigAo9kVhKNTGKFLF3fHHv5XdIvni6bYXLZiBTf+4S6iK1cKbEMm8yOzK4lEwin1SsJqudC6G3TczqQ0Xu4O2R49ejhOpd/vx+/3EwgExMB5WXrOzNTOLz/JTKp7gc6PZOTf69evZ9y4cTz55JNMPvp4QbuRicTdnWqSC04eu/x8/vfki8xCmip4M8TtEl9nWRbINH/GWKKq2LrgG7MAk9xyqDy3f338Dobi469/eYjSHn1IxwwefPABtm3bxokn/5IDDzxQ7NNljDpXbmFhd9sZ/X8knWWl8//O3+7+++/m6quvZsuWLbz44ovieqtiktM333/HV98upaysGLBIpqJgi2g2Go2KZhefyrvvvku4LUxZaZlY0BXQMkGy1+sllUqhB3ysWbOGNWvWAGCq2eDAfYypVIoZM2Y42edAIICmaTQ0NLB161ZH7wsxFbij686CGb/fTzIpypHl5eV0dHRgmiZlZWUFabTcGQTDMDDSJm3hMIaZwusV10LTNDES0O/HNE2qq6sdh2POo084pcuhw4bw6qsvc+WVVxKLiWyWxN9NnnQYgwcPZsEXX6G6y3RKhtVERvvyvnZFcP0zy+4+G50FPIWcykL79Hg8lJSUYCSiwg5W9mH27Nls27aNV155hbq6Oow05C/z+c+GoijYugK2TSwW48knn3S2u+KKK8TEMpc9ls6a29Gsrq6mra2NRCKB1+sVAbGZIJkw8XqE/W1ra6OhvpFA0OPojQyWpHMRi8VYtWoVa9asQVEU/H4/06dPZ8iQIUQiESLRsMBFJy0S6UQWQ5jJtrudydraWicYCoVCzhpxxx13EA6HHZx+OBxmyZIl/GLf8YIcPGMH7TznUprHne+EDbaWcQq6Yn/8fyceRc0hI3bbv3w7WMhWwr+X0exKh/O38wZFNU32Kci1WVIUeb1ivOTll1/Ks399kra2No459kgOO/wgYrEY9fViipTbGZVVShmgL1q0CJ/Px6GHHur4FTJ7KanaLMvCNBSn8Reijj7L4EVVBdNLLBYTOuRx6Zrmd/wXx+7iQVWzPRwyuJrz8AMAzDjrnByKLw0EVSXk2jwlN8hxBoJkGiNNBaf7P7c8LntCdk8Pu3Xm8pm/vbTzwdkKny6YywfvzyWdtnMUr7q6mpNPmAKQU/6IRqM5zRIywhg8eDDBYNDx+l977TWhjLq4cWNGjqKyshLLsgiFQpSVlREMBjOzlFW+/vprli5d6qLcyD5IToZGyUQQrkwg4Ixlkq+Xl5cTiURyInpN0+jZsyczZ850jG8ymRSlqnDYeWAk6Le1tZVwOOyMX3OXJeX/Xr16UVRUlJPZlQ+FdFzlgh8IBOjVq5egUgiHaW9vd0qmspNYVVXmfTwX3vs9tl5Bu5bkn7WVeL1eFn21lDfffJO77757t+63E91bGWJXVeH8s0//2SP1gnpYQPKN4EMP3UddnWj6uvyiSygtLeWWW27B6/c5OmHaURTDQvH46dWrF6FgEQlD6GxRURG1tbXYlpbTRSsl31GQf6ex8MiZv7oLjlFgdKrbEdU0jWuvvVYQ/KZSRCIR1q5dS3Nzc04A5T5XqQNSZ+R27u7gQiUf55jyAjJ31C+z/8lkUjjRHiguLsbr9VJcXExZWRk9e/bEowdycJkDBgygtKzI4UwM+EsIBAL07NmT5at+AF1zjGhn/HvZDL7QxV+fM+Nn18NnX3h5t431rjCWnWWW5GtvvvmmaLpJxqhv2M7DD80RTRLF5YweM4pTTz1FNLYYuY2Tne2v0PG4S+h77703gwYNyiFglyJ1QlIgSVyws0/FyCy8GdtqmtTW1mLZKccBhGyAJbk63cGTz+dj//3359BDDyUajRIOhx3WEPm9hZqB3E6nhK7I75SVJtM0qaqqIplMsm7jFnGMebrnfi467QpGY9bM/y49lOK2Hbvrc+yuAyq2EzpipdL8+te/ZuLEiZSXl+Pz+ZzKZcJIk07bDpb7V7/6FT3LQ3z0yQKWLVvGtVf+D21tbWIEYns7bW1tNDc359DDSYdT+hMej4epU6eiaRrRWJsD0UglLYcFxH0NZCIMyNEhEAFdRUVFTrY8P6gBnKpVR0eH4/BOzDS2jRs3jrnzP+30WnWGj3WLzKQXfD/DcDDr7F/9d5fFCymxrgW4+MJz8fp0bEN1sjlSVBtGjdyTo48+2nEq3dhICTAPRzvwKGKSgu5RMkYkiarqFJUEsU0gM9g9GU9QWVnJmWeeyWOPPbbTcf4nmTZbEZNe5HHlYzB3R3bCvaiiZN2/f38uvvhiBx8ai8WccqfEnno8HqdjOJ1OOzjNTz75hEgkkukeVjMBjEpJSRGnn34GtiUcheXLl2MYYk6voqmsWL2Kz+7/HcNDLZx676v022sim7fVMn78eMaOHUtTU1On5+HGiQAotgKKiNjPm/nzO5edGdNdPTvPPfcUa9b8KLqv7eyYPdUWpxdPtuLVPVT1HUA8JahOPv9sASP2HMmwYcPQdZ36+nqRlVa82Sk8mcsDOPfJySHZeu77+duT+7o78JFiqsIRdTuel156KaFQiHg8LvQDwSnX0NDg4IM9Hg89evQgGo2iqqqzMEtHQOqrruvg0XK+V17Lzp4Bj1chHU9gayrt7e3C2cwY3dLSUvbYQ0y2KAqWOFhMTdOoqu7Dl4u/Zu/99mXTjxu4+LJLWb16teh6JncalOPoKoqAiFi202zWHfTw+Zde7VLh/hNMcGefnTfvQ3bs2E68I0JrazNXXHEVBx98MBs3bqSxsZG7775bNHwpHmxVQVdUFCxMO1PqtlVsxUKxVQwrDZaCrVgi+2Ep2ZnHliW4N11ZPcWGe++/jw/f/wCPx4Pf72fQoEG0t7c7GUjZAGeaJqaVRFW8O9NzKRaxaIJwWwvxmIAAqZqVU+b2eDxOydHdqHjggQcyZswYJ4vlTlDIxV82ZoBgVtA0Dx7dR6i0GK9XNJt5PB48eoBgkZ899xzBwsVLhJ7R+SQy+d7O5UyF8886o9vrIfxnWMuuAhAREFmIIpuBlsmiSR2zFQvbNCgJFXHM5BM49NBDGT58uHN/o9Eoqq4RjyaIpwX9m2DFAK9XUFBddsH5ROMxWltbHSx8KpVi27ZtjpMoK6IyCSRL7KqqMmnSJHRdJRwOE4slnOSW9DsgS0/ohq3lB97SwZTZcMDJxMuSuW3bjqMreaxlVadn7140teSWyZ1rDKh5PR+mAool/lZwrcOuz1h5unje2buGZ3Rr59KtxPLmLP5qAXsNH8WWLVvRVA/PPPMMhpWJLFwGykwbTjdzeXk5TU1NjmHy+/2YqoUZj2OraUxDpU+fPvTt29fpEhMRTBRN92JnmorKysqc0XambTnOYWeLtxRVVQW/lV3gZ0ZynEv3NgC2imUbBT/nvj6FyqHSiZXHaNqW8NtsG93rwUwb3Hzzzdx3331OQwiKhWEkKCoqwevVqa9vBCxM00bTRLkMW0XVNQ475NAsFilhoagttKRLmXnGL3n8ySeoHtCfX/7ylzthQtzXptNuQlvjnLOmdxtjWshgdvX8GKkYv7/tLhLpVE4DjnQuLaL4VA/BUDn33ns36XSaf/7zXWbNmsX1119POp0mFhOclUYa+vTpQ11dnbiXSB3Jw/fYeo7+qIreqR7ZqLnOZeZzpmqhWarjZOaLNJCyg/KUU07JyZxKaEo8HncgKtLQplIpFEWh3+CBBHSBOWppaXH0ozPn8sijDqdfOkJbsJSmSIILLvg1f/7zowwYMIA//vGPtLW1kUoZ9KjsRVl5iKq+/dhrtOjsvOjiS0lbJqFQMZ98+jkHTTiQ9957r9P7Bq4I31YAtVs4ly+88vpOypavk11lJaUUXsQNMMFSLFRbcNu+/OqrGAlREbnkkkuYMWMGc+fOZfPmzcydO5ft27eTTKbRfH50RcW2UgW+Lfc4LUvQaxmKiWqrWIqV+d6s7c75nCEC4cGDBzNjxgwikYhDeyR/mlYaVdF3di7JJhRkZaYj0uo0OLq7wp3mnMy2EvPu9/s56KCDnPKldEIty8p2/ipedI+Kpmb3FyotxuPR8Hr9BPxFfPnVYgb0r6aoVKxHuyNyQpVq4yz65/7q589cuvVwd/TNLbvezsI2bAzbQLWFwyV/txRDwAY00CwJxwHDsAALFFFtW/btChYuXEhZWYiSklLS6SSgYhgpFEWjIy4xi4aTcU6n07Q1NjLrwvNpa2sjEolkgpgEtm3S3t7uUHO5z0VmwKWeaZrG0KFDHedP6pLbwZSS3x/hhhyVlJTkNMhKXZWvyeDIgRQZBj169HDK/pU9emXw+FHHMezMthYKdPJfszXVSZB4FJVzdkMPu7VzmW9MLcvi/j8+yKGHjycaiTs8eYqi4PF4KCoqYsCAATz46J+Jx+NoVtZpC4VChMNhysvLaWlpQdUsUrEOqgcNQFN9TgnNsiwnWohEIhQXF/PTTz/h8Xmx0ImG2wmEigGRJYTCGDdHlIziFxJbF86BrWOTxra0nRo7Ov1cV28r2Uijs4dZs8hp0LEVQAOvqjBmzBiqqnvxzTffoJo2mt+b4Y3zs+SrHzBNUziTHj8+Veess85yIrRkMskHH3yArutEo1EOPvhgzp31G+rq6hwKGrd0mfW1Nc4+85fdxpgWWsjdko+7tYGbrrsaA83JTrtFsaL0LKvk1jv+wL77HMCUk47iqb8+nylJt6MoGpdeeqlDBtzY0Jpt6Mp3Kl2yq0x6Tondzu4v53MuHetMh9wOpbtM7vf7aW1tZfbs2YAo43R0dPDcc8853e+Ak1UYM2YMkyZNoqmpCcMQI1a3b9/ubCf1bd6Hb8Oiv5JojqJqHrwhmzkrS9lrzBC+WvwN199wNbW1taxcuZLy8nLqd7Rj2hGam9o4Y+ZZLFywhC3bt2GmOjIjXHct0uCfNePnD3Jeeu3NLhvLunrdjXHNdQYsLMtwSmH59/TRRx+lo6ODF196jkiHqIQsWLCA6upqbrnlFtHtj5b5fGGGAvlcdPr82DqGYjuBjLSnbuhQaWkpbZkZ57fffjutra1s376dd999l3322Yc999yTmpoaBxKUfx2i0Sivvf4SM2bMoKmpyWlohKx+STxcIBDYCeqhaRrFxcUONZF0Tr2eoFO6lBlRVAWP30exL8BTTz3F8uXLqWtupLa2lmeffZbjjjuuq9sMdP4Mn33Gaf9VeljI8cyfKCa2NQBrp5LsTqIYjo11s79ImxaPx2lpbue5555j2PDBePQAXp9KU1MTFRUVpFPiGYgl4sSTSTRNNP5JrlY7nWDq1KkCtx0XVc9QaZDGxkZM02Tz5s1OJdTn8zn9HLIiKM9VNh66HUB5TXZaB1xwAVn6VlXVGWaiqqpTGZLUa+6pZ4qioGt+PF6xn0AgwMknn8yQwf35x/vvkkruTLv170ihBNDu6OF/RUOPe+HSgxYvv/6GMAgZnbUsQYkiM48TDz7U4WZ87qUXsGyb1kg7Hl2nrb0VzZNm/N77smnrdkzDxBfUufPOO9m4cSPHHHMMp5xySg4wtqioSCiymSYUCmXKGmmk0yjHre0KT+Y+p8yRI0uaiUQarzf3fkljJ8/ReVC7cCxARBxSETQFsPWdDDaWwOXZuopqi/S+R9Wo7tePhoYGNmzY4NAuxKIxIh0Jmpva6D+gL/vvN4G33noL3TYwbZVnX/wbpE2nYQUAIwWawsKvvmT5qh/Yf//9mTZtWqfXorDSd4/ApxBQvTPD6S7/AvTo05eGhjosK6sPUm8NyyJpijmzU449gEVLVvPOO+8QCARIJBJcd9VsnnvxFWbNmkUsFsPr08gGKp2D2nclbr0SzkWhGchZHVM1cgIh93WR4tYv2UwjISTSaPqKg5hG0lm0Y3HRFPb1ki/4eskXmIZYnIcOHcqRRx5JR0cHGzdudM7r0MMnU1e/lUdvupJj9vRhpMqpqvbSt09/xoxJ8vIrb3DsCccTCoXYZ599WPTlCoK+Ci6YdSKpVIrb/3gHmg133fP7na5JV0b334Wr/P8l+Zm5XTVHuF/PNqfYgImmibK/eFEGGGSC20yWRbG47PKLuPtP97Nly2Z+d9PlnDfzKvr374/f73fmLntUCyOdwpTNCnnPRSwWIxAI7HR82WtuoVsW6JnzsvWMWcw6m42NjXh8XhSvzu23356zn8WLF7N48WIArr32WsLhMCtXrnSOwTRNfD4f675YzNzLJ/Pu2nY6ygYxev99mDdvHh9//DFLly6lf//+9OjRw0k0yMBClrcVBJWRpvr4acdWgoEQK35YxvDhw7nj9j9y6KGHOhi9k046iYfmPELKNmmPR6murmb+p19yww03sHr1ageyVPh6dP3azy27q4duB33nz2edRDEiMpPdANFgp9sFg4R02nB9p42imlipJJaVxrIUSoJ+Nm0MO7CcVCoFSpGotiH027INPDrYphhGonlFM6/PpxE1dF5//XWOO3aKuPcemDnlaFZsa6S4uJjrrruO3r17E4lECIfDTnJLnpc85mQySWNjYw7DRmd2xH2PpW2WuHdJV5RO2Xg8Fv6AiWkomF4F0xDb1dTUsKNuG4cdegSabnPdddcxf/58xowZgz9pkmLncdLuY9kdvSs4430X0q0zly+//pbtPj7LMvjbM0+z7LsfSGdK4fkRbmdZRFHis7EVkS1CF/iF3/3ud/Tp0wfd7+OEY49i/keLWLtuJQcddBCjR49mwIABqGp2xFNno9P+tyIbONxSyDl1S6Eb7X4QuypXuN9TVZW+fXuj6Qr1dc1UVFQwceJEzjvvPOrq6tB1ndLSUj777DMef/xxp1NcjoJTdQ2rQJyiWWLfwdIS9j1gPCedcOJOx57/U563lDNP+/kzl4Ui9Z0at5z7tLPjv2zpYt57dy4d8RSqaWMjrp9pxSgKlnH99dfT0R5n0+b1XHPNNbz33nscdthhLF26lEAgwJ/+9CdaWlrQNI1YLOY0KBR0CrsQ9/12O8f/8QJWwOF0f48UVVUxzASKmiKZNAiFQpx4zHF8+eWXtMejBHQvJ0//JWvXrmXVynXCkfB4sExRBjr44IOd/di2TTQa5csvP+ahPz/Jt68+wMp4BeFwmIamRiYeeQRbtmyhd0UP6ppa6Nuzkn333ZcHH3yQN998k9NPP539x+/NlGmnOuMn3cfp/ilFUZRuoYevvvmPnTLo7mAm97rvrIeWJUZB5gdJcj9iCEMc3QOmoWDb4novXbqECQcexvbt2zniiCMoLS1lzJgx9O3bF8uycsZ3Skoo93fIJpquAp/O3rMtreB2ko9SURQx/SdToiwuLgZbZ9q0adTW1uYwdqAluWja0UyrChBL2JQEY9y5QgPbZOTIkXzzzTeMGDGCk046yWEZaW9v57vvvmPlypU8/PDDjB2zDzU1NXy/ejnJpOmURcUzmXWYPIqKpXrYZ8wvmL/gU1atqWXzlvV88O6bnDVjOm/98z2mT5/unFe+HnZneyj1EHL1x30Ps793XWGRTksOtlKznDGc+VlO2zYc8nbbNjEt0YQq6dYMw0D3VvDAAw/Qr18/dF3nm2+/4rDDDsvJoDv42UxX9vvvv08oFBKTd0KVzJw5UziPdoorL7iAAR21tEViPPvV90w761yeeeYZHnzwQWdSXWVlpesYC/Qhu+iy8m1uobK4xFZqqs+Z+lNWVkZNTQ2bN29m9erVlJeXMGzUaN555x169eqFaqW56667OPHkZkkBbgAAIABJREFUaYzfZ2+CwSAvvvhiNshylcftDDG62zl2H4v8/X+jh906cwlZB0ss6AZDhw3k++WrsBUbw94ZZ+j+3e10araBpRik0waWKgraL7zwAr2q+jJy6DBeeeN1MQkloDP7isv48uvv2X///fntb3/LE088gaLY9K3qydo1GxzKo64ikc5Kpp29X8hplWP4OpOujHVnC2WhzwaCHurrG/F6vTQ1NfH8889zyimnYKjwyxOmUlReyaTDD6FPv2qefPJJrrvuOhoaGjj55JP56KO5xJMJNE928ZBOvqkKeJ+maZQEgjkRbv7vEijf1TH/XJLPFSrOUxrN3HPR7FydsG2b/fffn3333RevJ8iNN95INJJEUcBSBDn9lClTKK2soH77T9i2TXV1Nbfddhu33XYblmWxceNGqqqqnGg834jv7vX6v8qMZMs3IvPucFk6+5SZMJEFU1WwMvyq1f2r8XqCfPTJAsEP6AkSTSR44/V/4Pf70WyLiYcfzNJvv6G1pQNVs/jXZ59A2mTmzJmOozB8+HC+/245gdHHEFz9PfG4j9Gj9iIabmfkHsMoryhh5J5D8fl8bN26FZ/Px9NPP830M2fw1ltv8fCcx/nss8+cMZryvu4qy9AdRNoPoY+iRCcaUdyOmL5zmVvJLuA2aUzTQNdV7HQKMLBMG12xsZIqtp2ZyWwojNlzFLW1tSRTUYYNG4bH4+H1119n9uzZWFaWd6+srMwJfNwlQnepT36/W7qyY1kqFyGaKrrGgwE/6ViCWDTGxRdeyI8//khRURHr1q9l608/8Y9//AOAI444Iov3tvxcetMDWLf+jl/uWYlV2Yc90mUE1BQlxeUcdeSxJBIJKsorWLFiNUOGDOGeux9gwMAqdF3n4osvpqamhlAoxDlnnsvLb7yEaQZQuqBm8Xq9HHfccdx6+90s/3YRNTU1bK+t57bbbuOHH35wxmf6fL4cR6o728N8yTqW8nmXjaAg9bDQyFLDMDBtMfkOReAVyTiOHo+nk6yohq1pWFYaxVIEpMy2sUw7x1lKpWOE20QpfPz48Xz33XeMHj06Z7qXbdtouk3ayI4N3X/83lRW9OXZZ5/lzDPPBAJMPnka353ek9LD+9Jnz5P4/PNF9O0zgCuvvJItW7ZwzTXXOBSF8+bN49prr6WqqorS0lLhVNo6b771Oh988B7HHyc6y31+MTxCck3bto2CB92TzQan02nSKZtYIs7xU06kLBqheuAAHn/6r7THo8TSSZYsWeLYg3gyhW1p+DUfv/2fq9B9OrVbNnPqqacKjCYu30OxRKlbE9dUXmNN03ICBbceStldfezWzqVtpx0jKiPj8XuP5+DgAG59+a+0xBJA59nKbKOCiCiTyTS9e1eRSqW49dZbuf3OG+jdYygtLS1cf/31zLrgIpqamnj2yad47vknWbNmDW1tbXz//fcMHz6cxoZWfP4s0bc72+jOCrl/ytfd/Jbu9+U2ksfPLf+OUcl3dncXYJ1IRggWK5SWVmCaJsOGDSMWi7F161aqBvTnsPET0IN+zjjjDC6/YjYb163nvPPO46GHHmLRokViDmvQTzplQMapMF0OlwQjjx07CkWRIy1zIzi5rTuy7E4GVeigiJDFg6+gWgqoCgbZCNxSAIWcBxPFIJlIZjhFO7jyqt+iqipPPPEEJ598Lq+8/AabN2/miskHEUHhgP0nMmnSJC666CIOOOAAiv0eTj31VBYvXpwTgITDYQfDmr+I745j1FXQsav3CuHn3Pt0O5sej5ipHggEKCoLkUpaqIrB5MmTOW/W+dRs3MT69etRFIVXX32VjniCHzds4YTJJ/LNN1+xbuMWiovKSPtEV7jH46GlpYWXXnrJKSEFg0GuuuoqwuEw8XicRYsW0adPH2eUaXV1NTfffDN9+vRh2KiRbNq0iaMnHsHLb7zmlN3zn0dZzupulR3RCS9LWziLgfhbQSd7zIZiC53MOJNSVE3JlCIFF6CteTBME01THZ010oazuCUSCR555Enuu+8+/vCHP7Dffvtx++23O9lOXRPX2TRNjj76aN58803Ky8udaxqJRBwnPl+3dsdO5cAv5FQmwyIQKqZ64BDefu9DB29X3bsHhx88gY1bN7BlUyOffPIJU6dOJRqNYlkW+44/iLe//JYpJ/yeKy6+iD/PHMbUl7dQHurBlVdeyejRo9m69acMxtJP//79OWbyscz7+GPQwwzbs4Sbb7iWKSdO49STprNm7Q80NTVx2WWXUVZWxvgDD2C/8eMJBoMkEgnOu+B8LrzwQvYetx82Bn6/n2XLlnH4UUcQColt/H49x5GS0l3tIcj7JknwpZMist3yuZQlb0NxMUEYJoZloagmmi4zdaJpDnD4KbPfIUSuF9kEjQcLC0WzsS0D1bKwLA+Q5MXnnsZMpNi8fgNtvXsycuRIRo0ahdfrzYUj2Dqq4iWdFoFvVVUVO35qJBpJEizyOlyv58w8nx1HTKD6k3u45x+P8PRTj7Phxy1MmjQRj1fh4/kLqK4egKLYbNywlYsuuoipU6cSiUQ49Zcz2HfffTnv3N9Q2bMH06bPEIGsqpE0DcKROLFYcyY4xCmJq5ZN2s5WTL/44gvS6TQ+n4v3Ul4Ly6RHzz5s/6mG0aNHs2bDeuLRGCG9mAkTJvDRJx9z1FFHoSPI/G1sVMtG93mF42+aWKqCrquAspOvsismj86kW5fFX3pt525xTxpOnHEq5004iPeW/YC/LJjTlOCU6vJEeuNlZWXous6cOXNYueo7nn3mRSZNmsT06dNZu+FH2ppb8Hg83PK763jz7Xdpampi3bp1fPjhh4LvzwOtLR0O39r/JmvUlXTGCbYr8PTuiDTQAF7Vxl9cSjwe5/0PP6BP1QAuvfB8Jk+ezL333sv1N93IQQcdxBNPPEGvikoOPPBARo7eiw1r1zFz5kyi0SjBYFDw05Et19q6imEkePbZF+jXpyfrN20UTlhmMdRRRONR5piEIfU44Hop3aEMlIVnFC7xWJbooLMsC8NMOJlYKe4xpACkTWLJBIZl8uijj7Lk62XMm/chzS2NlJX24LTTTmPu3LnU1NTQ0NDA888/j6pmG2XkoqMoisM32plI570riMTuyH+6wAUCAdqaG+jRtzeppEVLSwvz58/n5ltu4LY77kVRFA47+AAWf7GUN958BUVReOGFFygtLWX/8XuzYP4n1DeHKSqtyIHA/DtOiVcRDRfV1dUkLdFVuXXTj/zlib/R2LS1wLOm55xv9ymLv5FjD2WzSb4YhoFqp52GKbdkcWxZZ1OWGVOWiWJmu6tTacHXF4/Hee21N3j3g3+xadMmiouLOeGE4wgEfSQjMfSAj3TKznEMABoaGujZs2enwYj7XLoSd6Aei8UIlQYJenzOLO9TTjmFiy++mCOPOpxU0qKyspLm+p8YNW4kK77bTDKZ5JhjjqF37945kJatP9WxdPEnvPraG9x6663YlkZ5eTkXXPhr2ttijp0sKSlh6NChIkvk89Da0ERxiZ933/kQgEVffMb27ds55JBDaG5uFjPZ/SW0tDZgWRa9qwcQj6V47/1/cvfdd/Pdkm+YfMJxjBw5VIxJNa0cW5gVvVvaw2xZ3OjSLhiGgY6CptuZtVLqnlLQkXZ/rrMgxK0r8to4FG3pJMlUlNbWVh7582MkMg1iuq4zYb/xRJKCEF02cgH4fcU0Nu3g++WrqKio4MYbb+Txxx+noaFBzCj/xX4sWbKE319/EwNjG3h58WoefPoZPv5oIb37V1FXV8eovYaLOfZJixUrVvDl4s/p228wqmURiYZ56q/Psc8++2AYBq+++iqa3+s4k4Wm+bivRVNdPQD77bcf4XCYaDLhrDXRaJT33nuPm268jZFj9uL2W24knbIpLi7mlVdfAgSjwZDhe6JpuVlgVRU402J/AIOuaBB155jceOrd0cP/GudSimIKTMZ1195Ae3uMyoqeNLfUd+pUSpHEucXFxUQiEc497yxG7zWWWEzMWH7ppZeYPn06F1xwARdddBEdHR1cetmFlBSXs2zZMkaPHo2iKAwePJjvvvvOySLJqRHyZskbmD+Qflfyv41O8/F0XW2T5fMz6FFajpFJi5eVlbFu3Tpqf9rG558tpKWlhSVLlnDkkUdy3HHH4fF4mDt3Luf85tc89sijTvp/8+bNDgG7qnhFJtk2uPWO20mnbTo6OhhQXUZ9XQvV1f0FrUHG4dHJKqyqqqRtC3dCvTsY05dff20nPXQ/N4ppoWhgJePIJcLJHmWMh8QDya5EOSP2by+/yuOPPcVLLz/P6aefzkUXXsJee40BxeDaa35HbW0tt956K5adcjoT5dgw6azH43EmTJjA/PnznUx6oedaLvKFdLMQDm9Xkp+tL7AFNiYHjz+QH9asp6Ghgauvmc24X+zHueeeS0c0wuJFS2iNtBNu3s6555zP7266kbHjxnHV/8wWWc+2FsEnZ6tOY9q/m+2SpTC/309VVRUVFRUs+Pgjnnj6KWdbHQVbUx1HS5Txupceup3LQiJnO5uWWDwltU6+FGqUkE6XatpYmYqRaZoZPtA0HR0dPP3XFwmWlhBvjzgUUwMGDKChVTSx2JagppITSiBbsWlqanIoeOSz3lm1JefZyoMSJRIJelWUYqke0uk0Tz75JIu/Wsghhx/JvX+6k4svupybb74Z27bpaG2ib78qNm6sQ1Fg9uzZKIrCqlWraGlpYcKECSSTSWLxdhYsWOA8H5qmYaShvKKUSKSdU089lfa2GPfddx8333IDN/7uZjZv2cj999/Pyh/WUlZWRo+eZXz44Ye0tLQ4sBHbtsV41USMmTNn8v7777No0SK+XvQlf35sDmeeeZozkMOjqKKpJWMXFVOULcW18jrXbMap07qBHv7DBqNLmyF0MdMMSK4T1Rk8Qkpun0UWG57vYLq3kx3c6XQCM5mipaWFVDpGc1MHTU0NtMeyIxorKiocLt5gMMi2bdvYsrmWm2++mT322IOarRt58cUXaWluJ9KRcCqjtm3Ts3cPflixHE3TWLduHatWrRL7TUPPnj1pa2ujX79+jNyrmq++/J7l362kqbmOJ594hiOOOILNmzezddsmdF3nhhtu4Kqrrso5N9mV7QTGXi9tbW28+86HDB4+lHHjxvHZ/Hmcc845aKqPsWPH8vnnn1Peqwd7jRjK+vXrOfaYE53rHAwGMRSb/fYb59h++X0eRay3IiPqc9ZkRRGVDVvLxeZLe7i7etity+LOSbqMYdqIE9CLuO33t1BZWcYVV1yN16tnlCtvkXNlNN0Xyev1ctUVN1JaVkRbWxtffvklRx99NPPmzeOkX57Cjz/+SP/+/Zl59rmcffY5fP311w6NkaKaGdoWP5ZlOTOQ3c6h5LjalUhD5k73y/KI/FtimLraRz7wtrPFXhp0wOm2HzRoEGs3bEbRVM44+yw+/+RTTpoylSuuuIpFixZxwklTGTZ4CC+++CIvvPACiqJw/vnns88++6DrOg0NDQ4uw5ksZIHq83D7LbdSXl7OiOF78bVpcvY50zMlZpOftjZQXV2NmXes2exH91FNp8TvAp+bpkEoGKA13ITXp2IZFqqGsyhnDaHqTECSNDuS7zGVSnHyCVM4f5Yoj++o28qLL77KGWeezL77HERxcTFVVVWYpklRcZBQKERjY2POdCR57ZcuXUppaalzfDLbUVQkdFxie5QMztOdWXWX3tyZsELZg0LBS2eLRDDoJxJu5fvVK/H7ivnXp5/Q2tjA1Kkn8/e//51zZp6Jopps27aZ22+9kXvuuYd+/ap46/WXWbx4Mfvvvz+BkjI8isXGraI8Lsu5u2reyz8H+TORSBDQvfj9fkLBIjZs2CCusW3JXlXx/Gnu8+weuijhF44oBkaajEOXyIxotXIyXfJzkBsM5OPZnOy2aqGiiVK6aVJUqqCYgp7tst/OYu2aTcz713zC0Q5KS0tpjbQ7DBqWZYGt4/WpJBOmE0xZluXgz2RTQigUcqpJ7ok38ngcOi/bzsnQS5ogVJUbbriBcDjMww8/zNHHnsiAAQPw+TXWrl3LiBEjKC4vpThQhKLEUVQvDz74oBOcqKrKV98udb7Pr3k46KCDGDx4MMuWLcvg+CAYCDH/X5+haRrHHHMM3y9fxYwZZzoMIpJVJJkwOe200/jnP/9JIpGgo6MDVRFl2CFDhjBv3jw+//xz1qxYyZ8fm0MwGKSsrAwQGNL2WEz8bZo5GEXRkW9kSpbdozSuqpYgMXfZQ8XKcokWFxej6HandkV+ppCT6cYTu/92f84t7pKtW7+DwSBKwqSsTAElha89Tofmob29nXA4TEVFhTPhxuPx0KdPH2fEc0VFBV5PEJ8vSVs04dgYRVGo3bqd446dQnt7u8OF6vV6aQ03snXrVr7++mv8fj/v/nM+Ch7Ky8vp27cvt952M48//heGDxvF5Zdfzk03X8+kSZMYOnQobW1tDnVfSUkJqVSKMWPGcPzxxxONirGRP/30E7OvuEwEa94Av738Sh577DG+/fZbXnrpJWp+2sLWjdsYPHgwHYkYuq04yYe1G39k/Ph98KgW2JnhLZqgF9JRHcJ2WRkIBoMYgDezrQkOM0TmLu2WnnQPq9mFyCgcIJFM4FUhFW/Ho0BHa5ibbropY8DSBIMlGIbBzTf9XnQyKwqqZqGpGnuOGsbee+/NK6+8QiJu8NIrT/PUnHsYMnR/Vv6wjBVrfuRvf/sb/fv3Z9asWYwZM4a33nqLww47jBEjR1NUFhSGzrDQVF/Ow6HrOj179mTTpk0O35Z0CmWWqFCq3x29ux8aNw+hO4X/n0h+yU9GKQAJM42NoHaItndQ3bsXx58wmauuvI4Re43iq6++ItbewaeffsqwYcPo6OjgmGOPZM/hI/jhhx+w7BTplO2cpxuHo1o6R00+gcrKSvr160efqrJsdkRVqe7XG0UR3X6KqmeugWi0UjWVQkWin0t8mo5pJR26qdaWJiory0iYCfzFRaiWjaVIbHDKuZ/SkcbMdgLKUqWc7oBiEvTqnD/rXL5ZupwFCxZw2mlncP11N9HU1MQ55/4KzTYY3G8YK1atzOiWyFy6r6d88N2QB4D29nYURcnBa9q2jdfrZciQISxdujQn25lIJHKcE6mLcuYtdI4rlouC+H6VkpCftnaxj46ODt75+z+47dY7CYfDTJ06lVdefZPGxkaibe0kEyaabnPJJZcxZswYNmzY4EyWqqwMURosdmZ/e1DJ/HPsnPv5cTucKgIT5l7giksEjU4s3k6fvj2EHqfT+DWBC0TRUEw9o4fQXXRRNDwkHcdw08ZtDBxUnenEt/FonpygIb8aIu+fO6sIhYOI7PXUQNfx6l48/lL2PaCCsWNHE4lEnNG6yWSStrY22tvbac9MJnETjqdSwk5IvtOSEmGng8EgO3bsEPyDsvKhqjnHmU6ncwijS0pKUBSL22+/nX3G789TT8zhi0VfYyowfM8xvPXaKzz00EP06NGDm266iR0/NTNyzz1Yt247KAaapaOhggtioaqieWLhwoV89sXCrDOhqfiCAY48bCL19fVZJ1ezCLfFnUytbYuRgjt+auSISZNZt24dTzzxBAMHDhQDJOJRPnznPU48+SRS0TiVfXqJZwrhnPi0AMX+ALYCiVQKVIG5UxRF/MxwaNp299NDTdNYuGgBhx56KLrHQwAPIsDRd8l04taz/L/deGdVlfyscqa2oB2S28nkjNhew9aE3vu8RYLgXtcJ+KP4/e1iTGM0SiImmngSiQT9+1RRY9Zx7LHHOiMfW1tb6du3L62traRlcsES3JbffvstpmkyatQo0uk0kUgEVRVjZ6dPny70JGXT1t6MZYnA7LTTTmPLli1OAqC5qZmi4iI0TSOdTjs6P2rUKObPn8/YsWN5/PHHHd000lA9cAg/rl6Lrps8/JdH+W7JN4z6xRiuvfEGNq1fw7Rp0zDS4Pf7KausJFAU5L0PP2Do0KEiG+paV0XiTneCGNWyUVEoKSrCIgPlyuAvNbJ6+O9It3YuNQxsVaWlpYXi4mJ0XSedoZZQFAXTEL/bKYOUZRKNNmImUlx0/nkZBv4U0VRC8F1F42yr2ZqZ2lPMeefO4s033+Ciyy7Ftm3effddiouLOfbEEzj11FNZtWoV7e3tzJkzh9LSUm688UbC4TDNzc0YhuGQm0ppamoqSBIOuZmkzrI++dkG90Pn5sqSHIIej4dIJOJ0mpWUlNCrVy90XScUCmGaJvX19dTW1gKCa04+iNK5MNKiKcm2bXwBPwu++JI5c+bwm19fSN++fdmxYweJRIL6+nruuusO/vSnPzFx4kR8wSCNdXVYporXKzg/k8koppHF0hiGwUf/+gBN0zhxyrH07J2lk3FHsfJ3RVH48ce17LHHHnjUQM58559bLDvlYK9isRg9e/Z03rNtEwNDkNArCrbtFeN3FJHJtFUTn2o50aHMNMruRJ/Px/HHH8+8efMYN3pP9hgxipqaGpZ8vYy6+lpSqRR7DR/Jpm01mJaK17Nz173buZNOpLzP+aUk2SWZSqVYu3atw/+WPR/huAwePJg1a9Y4M5JNM5uJkuIuI8r7KgMpwxCYoIDuxbY0nn32Kd7/4G0qewYpL6/gjdf/wYLPP+bww45k8ODBXH311aieAOvXryeRSPDGG2+wcu0a9v3FOGJJYaCbwh0Eg0Esu8AkGCX3HGzbxhPwo1o2hpEmqAYJ6F5aG+toj/fl3nvvRVW8gtdRsRwSbNM0nRKuhg9by5Qsu4EopoWieNG9JqYJQ4cNyr6XWVwLZiPzMj+FyuVSX9yNE7Ztk07ZaJrqDHfQdR8JJU2gJISeTuIJ+DGTKUKhkDOPvrW1Fcuy6IgnicViji1OJIQtljQ/pmlSViaCTo/HQ319PZWVlU7mX1HEiEWpx6ZpoukGiZRwoD14ufWWO/jiiy847LDD+KF3H75s66CsvJg5f3lYBFpBD6HSHvi0bSQls4Et9FR1nTsuBwLIwAuEDr///vvOdZJTqw459ED8Pj9lZWWEQiEaGhpobm4mmUxSWlrK9ddfz48//khHRwfhcJjpV93Gcbe+zgV7pTn33Aux7bSAt7imrSk2FPn8zj1Yv359xh6qmN2E8xdAsVJYqpfK0jKam5s59JBJIiOmKc40MHfmEQpXN3Zl391MMaKj2SSVMh3spuI0T2ax0WA6/K3xdAodxVkTHaJ7j0JHRwc6HmKWRWtrK01NTQQCAUKhEMuXL+eXp57ERx99JDLlmQSPhZrD4LJu3ToAKisr6d27N4lkxJVcgmBRX2fm/ecLvuTggw7HNIShOu64KYRbI1T2KHVsZzgcZtCgQQwcONAp4cv10UhD3bbtDBgwwKlejdt/XxYuXMjRE4/ghONPwrZtever4sN33hPPlM9LeY9KvF5ZFcilHdJ0GwyRgJPPhBSfJhzPdDpNrE1UKTyqyHbubmNPt3YuA4EAkUjEKR/kYy1kpJOyTWc+tplIOXggORNWjp9LmQYjR45k/bpNLFu2jBuuv4XLLj6XH1Zv5uBDDuDSSy7nN+fMZOzYcZxxxhm8+uqrjB8/nueee46Ojg4wTGp+qkVVdYffTBrqzh6UQil/d6apM5FAZZnlcks6nSaZTDoLOeCk+yU3mHvqhG3bORNJJA7KMAzWrtlIUVkxiqly1owzCHi8FBUVcd9DD3LVddfy9BNPsmTZtwwaNITTTj+Fqr4DuOeee7jzzjtJG3FaWxNYloHHq6GqruwYadKGxZSpp7Dvvvs6mdt8PjRJsKyqKiNHjhSp+Xg7tqXhDe5MvPxziJyQI6+5FBlNuz2bbFCQNYqW8v9x9+7xlh3Vfee3qvbjnHOf3eqWGkmtRwskIUtCIEC85IB4CJAsQMbYJBBMMHESgvEjIWMYOwnDjLE9sWfGCSEJiR3Dx2AMQiAhJEJMDAhsY2EhyxaS0PvVkrrV3fdxHnvvqpo/aq/atU/fVkQmuNtTn76fe/s89qP2qlVr/dZav+XQxqN1A86RmwxfTVktS5aWllhaWuLtb387Dzx4D5/9zPUR6fPeU9VT7rr/XhYWFth9ynJEEAVFkTWQ/t3URH4/QY5g6xBSOkKSeTA+77rrrmiozsvqzp07eeCBB1hYWKCu63i89HPGaQpteMZ553HH3fcB8JKXXMzZZ53HqWfs4aKLLuK0007j9ru+x7adO9ixfz9Pe9rTOPPMM7He0TjHynHbI7fn8soC+w6ut3O7dV6x9Y7b77yT2267k09+/D/z7ne/m23btnHXXXfxo1f+OAcP7ePggYOc8fQz+Ik3/lifKD6JQmzfLuddZzgc0vx3OmL9dY3FpQGbm2tYmxBOJ2M+tUbGvMGZvp7OY4oWiY4QypRAORUMUymKGAwWglE69EwmG4yUYrS8xI4dO6IO3tzcZH19nfHmjIObIQwpa6mpQyW5956VlZWe/DzxxBPs3LkzypcxhqWlFaqqwTg4//zzecfffxNXffoLnHHGGXz+mqu46+7bueSSS/jKV77C//mbv8X3vns7733ve1EYVrct8ei+9bjJpmi05AXO87UapcMsJ3m+xgFa840b/xTo093FtCgFXismaxvoMudjn7yKCy44uz1q6HZ25Rve1MpfcdgzsQqM1jzjmWfjvefRRx9lsLgQK+6P9pjWnoVSc3BjHTJDY4NBF+6j3wVqK+cmfS99f54GB0QOpVDURgfW+yZGaQI7hUcp11ZEhwhRUQXH0mSKzc1NjMlCyL6Vp/X1dbYvrWA1LD5xiD/+4z/m+c9/Po/sfYAz9pzFE098kjwvEr3vQPnWwOyK1/bv38/+/fvjNZ++ZzejUQAB5JkJX+vFF18cP3f55Zfzkhe/lOuu+zwf/Y8f5fTTT2f//v0MBgPW10LxkVYFVVXx3Oc+l5tvvhlyQzYs+cLnPse//X/+Ne973/u46KI6MJxYAAAgAElEQVSLmEwmIZr4J6GYVmnFsMzIsmD8ztejeN92OFIAOryvkoiUz3CE/WDbzh0ATMaTAIJlh+uercaxoTWPMCRPLM3BACKKIrlsblZTT6bYqor9jCeTCYfGGzS2YWprpo2nqmqmswmohne+853ccccdfOfWu7j55pt54tH9XHjh89i160Q+/vGPc9FFL+T+++/ns5/9LJdd9hqqesrJp5zM+u3j0EGgpdhJ89/SMY8kzP9fFtLhxspT2wgE6dwqKV42BnlPipnSzUe8Igu86pIf5vobvsab3/xmfvM3f5O3v/3tXHvttfzLf/kv+djvfJTpdMq//w8f5t985KOMRiMuvfRS3v0z/xCtCk466TiGwyF79+7l/PPPZ3XbItu2bWNlZYXl5WXKsuwZQLGrR5v/J0avVN+DcH5abr3l2/DGjmj4aA0ppIGtOxts5Z3PK0+Z7y4HKSDOpdYMFgPivfPEHTz7ec9lY30a8+mm0ylKqRBinIaOExJCnEwmrK8H5oLZbEZd13inWZ+Oez1tZb0453BWM51OyfM8OFxtr2+Riflij/SejjvuOKqqYv/+/QyHw4g4yfDec8IJJ7Bv3z4q51goC/7823/JcHnEwsoyX7z+83z6k5/A6yGfvvoa/tuXb+Ccc85BKcXJp53K+oGD/NN/+k95+tOfzvbt2+M1z2YzVlo5ebJN60O/8it84XOfp65r3ve+9wXDeuY4/bRncMUVV/D5a65idXUH5194HnY2ieskoFgmbuxiYIvTc9ddd/5PkqT/byPow46Xcz4/TZDXrSiU5sOP8/OXMhDkeR5lQV5Ljy1OhyDgIfQ3oq6neO8DX6kxjEYjFheDPpDQ+WQyCX2cNyccOnSIbduX2NjYYDIZU5QhBHjySaf11s1sNmNpaYmNjTV27FxCNYpbbrmFn//Z93Pvgw/x0+/4KX7qp36KH73yx/niF7/Ij//tv4t2nocffpiiyLjze7ez67idPLpv/ckn+MlaqhpwVvebBrRhdhlWd/ohR7PpK3afega/Wz6Pc6r9EYW96aabePFLLmLncWf3NvUwAj1MmPPwe9euXQDccsstT379f01D0mi0asi1wpnUSDQRcNlqj0vlbyu0HfpOTl8fGbQOTAfGB/fA03W1UdZRaYWrHQ0+5A42DbOpZTQM+6XolOXl5db5WSfPBpRlyc0338xFF13Ehc+5iEceeSSsg9r39HxE9WmIfL5z4567H4ifP/PMMxkMBpFCSGyG6XQakdTXvOZHcM6x5/QzWVk+jo985CM8/elP5yMf+Qh/8Ad/wKOPPsodd9zBD7/8ZXzoQx/iuc96Nr/8i+9ncXGRP/7ajaiivQ4NBs3iygpVNaUoMgaDAS99ycW96KnM8fxz6dkwqiHzGa7VhUopskEo+rnjjjuekpwc08alavPYvA9Jzso7vG3IAGtrfF1D01DVk1jhKF6JM4pCGeqWkuPQoUMRfhbk5ZxzzuEzn/kM5557Lu96z89ycGOdwTDjpu/czCc/+XuccsopXHjhhUynUxaXRnzvzntjOFwpFcObqSE4L4jzRkaaY5klD24rw7KHzqiGPBvG/Azx8hcWFmJoWxaZzENjWx5QaxkMM/BZDxEVw+Mzn/tCyB3CcvXVV7Nnzx4++tGPcvLJJ3P8tiXuv/9+LnnlazjhuB1sX17gzLP2tMnsC+11Nuw+5WlU9ZjZLPAaFkUomkhDwWmO1/x9N00zRySvueCC836wAvZ9DJlbODxnLfW20+c2b4hKSEWRo5WlsRVNDUUxaD87xGSeTHusmwUO0QUXDSy7aOPxw6Zeh44ojcUbHRPqtfMxf1JCklVVYa1tESPP1NYx71OMVe89a2trnaw6E40M51wko07lLEXhlVI89thjaK1ZXs5osoyahgE1/9s//xd89Hd+m1/6wIe46Y+/xkf/9Yf4zd/6KHv37uWqq67irW99K48++iiXXnopJ530NP7hP/ppLn7pK2I4NuYe+ywgwPSNeqNL3v/+X2IwKLCN4hf/l1+K1+mp2blzJ+/6R+/h/POfxWP77mNcNa0+ULi6whhFroTFIPDiKkB5zZ5TTv5BiNT3PdJw9pHkTDbmeQNzKwdoHjWCjvxcnqvk1ckQvSHHFxTdWktRFCyUg+AANaFrTpaDyXJM5hkMToidVE6oa9bW1ti3bx+jvGQyCLmI3/3udzlw8HHKsozt7yQ0KDqkrj3nnXcev/Vvfo3P/cFn+NRVX+TQ2n7uuOMO7rrrLt7ylrdwwQUXsLa2xokn7sI2Hk+FrxtU/v1teX0dLMmYnfw510T2BhwYo0NKjA5zdPDgQX72eUMW1zS5mnKIZS55+Q/zzLPPQycE8d3G3kRKt1i81Rq0z3zmM7+va/9BD+PaXFjfcHgjha3D4fPG5ryMimyl+xj0Uc0sK6nrKVXbxWffvn089NBDIephLSrPKEyOUiOayQbDJR116NLSUutYj9l5/DYGa4He7eGHH+bnf/7n+c53vsOtt97KO9/5Tv7Vr/4f5IWhbTp1+DiCM9Ih4Z0h9ra3vY1PfOITPSaF+ZFlGbt37+YTn/wYhw5uYpuGCy64gBOPX2ZjOuM//eff4a/uu41Tn34Kl7/hddx4YzAsYxtsExySyfrB0NVHad7zrn/MpZdeyvU3XLslENUzKhPkXikVA3Lzz+DMM888woTMTc+xTEX06U//jseGfBPf1C2U23VJEVRHqm/rumYymVHXM6z1TCabVFVD1ViqesJ0Y8a0rqgmUzanE757+52Ug5ylxRVuuOG/8NAjD/Os887n1r/6S97x1rfyxNo60+mY7cethvyxwQImUxT5AKU9eI02YVE0taMc5NjGo7RHqwxUuM4iHwSFozKcb7r3bPuADfFYzkKWh+Mp7cF5nFfgLbnOaZQFLwvakZkRRmm8nVHT4GwQ7qYOPVR7yKgFkyls0xpDyjEZz6ibgPQOBgOa2jEclfzFLbfxzW9+k7OeeTaPP/oYO084nhe94CKUDgjXzp07Q1eCwQJ5YVgcDDB5wSAvWFxaYHFlkdWlVcpRyeJwkazMKLMSrwPUrr0GA7nOsVgMBgworclVFkLJHq54w08cdeqNa79w9WF8q9DnYxPDUV6Tz0mKghhggs6mhrZtPFmu8U6hlImfr+sZdW3RGuraxlzD9Jla2zDZnDCtpm1epxiGjvF6IK+ez3NTyrA53cTVjmk9pZ4Gqpna1eG1poHaUnmLVhnjSQhdVrOGupnhLHgsk3EdHSRxVIJcBdRVrnU4HFKWJe9617u44YbP8mc3/Tn//F/8CqPBkLqecfnlV3DLLbfwsz/3j7no+S/mYx/7GLVtuPvuu3n1q15J3UzBwcbmLLZsTJ0xY3LOO/dZjCcb5LmhKArybIg2UBRZdMi+/e2beffP/HSLJJSRQqxDXz0ajTLtxuYVyigUjje+8S3HjBweKS0gdUq32tTnP7vV99PUo1TPSl6tfE4ckqBzw+4bCgVtKMQyhs3JBpkB5zXewiN793LC8cfj6pAjP9sct5XVm1hbc+jQOhsbG2xOpjQ2pISMN6dYV+NsQPF37NzGZHPGVZ/9HAsLC2RG8Za3vpXLL7+c5z//BW34M0SVDhw4wC//0vvRHp79nHP4s2/9BeuT6WHzBUT0/7idO/jABz/Il677Al/5wz9kY3MSQQlZl2Ls9r9vUMrTNI7hsOTQoUPUdc3ffdvbufwtf48/5QL0vnv43Z+7gt/4V7/GJz75MX70ja/roecQqNy2io7IuOKKK466HH7uC9f6uPbaLlDCyAJby+c8Sp4O0RvCOGKMYW1tje9973ucf/75gMV7BTicA+8aVOtAOwXKeSrbgHUhN9U6rDJRRptmhrUB8dROnO5NprMx+/fvZ31twh3fu4/Xvf5KbvmLb/PiF/0tnvWsZ/Ged/0DysURT+xfi/cgP1vZTfPRxvCapPPqeP2SZ5sae/Oo4cb6lP/2ja/zzT/9U4477+U87+QRAxOYamg0mIwvf/nL/OJ7/xktR33I+3eecpBjdM7vf+oTbN++ynduuekwdhAZ87LXve/QOuRdypUZpSNV0uWXX/43m4pIsmO0B6c93oUqNJkcyS8UZeK9Z2FB41zZViMOAv3LpMa6BWYLTcz5WVtbIzsv57bbbuPxfY/yghe8IG40s9kMOxtTe83K6iJlWUZjamFhoccJJcbCfAhJa92rsJ1HElLUS6rL5V7SzbMeTyE3kWdLFVmsMANo7ATVOPA5vjUsUoqMpml6OXHyXUEmNjc3GY/HodJzbY0dO1Z54IEHOOuss0KbqvZeJ5MJk+kmg8GAPXv2xHkYjUYMhwMGmSEzoQ9qloeuKWWZU2Y5xoSKM3AYNCEf24EF68O1eCzKqlCp1hpRx0ZtZH+kijNVCJEcPgl9p0i6PPu0mClSN2XiInZhJQClBkDwdIfDAudy6qZjDwiyA6PFBQZu2D7bEJqs65rV1dV+6LdF3K21jEaD+Np0Oo1IZ9M0TGqLm9VUPhgKdb0trpuqqmIIXSqAUyS8qiqsm2GzLq9TCuBe+tKXctlll3HzzbcwGBShecGb3sB0WvFrv/ZrfPf2Wzn1lDM4/Yw9fOrTn+Ztf+ct1LVl5/E7ueeu+0CZnoKXZ7CxPg30MdiAQOY5482KvFAx0rCwsMDb3/62XjW9hIokZcGYtNCsC/fPbxhHazxZmoyMrV47EpJZVdWWJOxyHPkpiqIromydqBStHwwG8dgSgfDeU+QDBuUSqJAjvmfPnmA8lDBtahbKQcs7GLhfl5eX2djYYO3QJofGG0wmWczvrKqKoszY3AwMAnfeeSePPfYY/+b//g0Wt61w5plnc9FFF0UaonPPPZdf/uVfDnuHc4EaaO4xpvMpKTsf+OAHOfHEEznj7PN52asuZ+8D9/Dyl7+cH/qhH+L666/nG9/4Br/9278d51XW+Kmnnsz999/PZDIhz7sCt+WlBX7pH/8UTzv5DJ5+0g7e8nd+go//3n/gjT/6Zo6k4WSu02c8jyAfzZE6Gcof/rqMeZR8NpuxsbHByspKvL/JZBK5UeUenXMsLi62hmU8WtSXudKRnUN7qJuQy661xra55z6JFAW01AQHoKXqKssST1tQZjW2mnHZZZfx8lf8LQblIvfccw/ee3bt2hWNy3SIkzGfI7r1mgzXL/PgWjvvyZ6n1poTjj+eN17x2vbuFcFcyyAP5zl48GBv/pWHoixx1jGdbLJr1y4++MEP8IpXvrT7zBEcF60DtVRIiakiMIbR8RzOh/8/1XFMG5d5nuOMwzkPFInCA5NpsjzDWkXTgLNFNDDFs5CcHbcc/i8ethh0Siku+eGXgGqYVB0fVxr6oQkCmpUFddtxQBSRHEeGGHAAZCbmLo2KMna/aPBt1WdndEhOXKi6njEcLMUQkCiYPM9xWsXvStWWdr5/vYRkcqV1RGzmvSy5bsmZkrzWsJEMGY/HjMdjHn98b0sHU3L88cexurrKMC/Ii9DT1TmHU5DleahgV10+qTGhK4ps7lItnRJ4z4fz5F7TiuZjYRxpI0/vQ+Y/NSxTFCnNLxIDR9AQIOkt3IbOW2/XZF3+W5mVFDaLlbdZlsXcxxhyV8M4h865mL8lCGLdTNC6JMsyNtanDIfD6NAsrq6QoWLoRinFeDyOBqTwwikyJk3FoUOHojMmOZ9SQBRlupXvzY0ZV155Jb/7u7/Ltm0rvPtn/iH//t/9J2666SZOOf0Z3HPPPXzmM5/hwx/+MPfcdy+DwYDxeEye52xbGnGvAa36jpeMwTDD+ap9z4dik2FOlmWceeaZnHjiiaxuW6RuJuSNisZuF2ZrkSgbqqKzLIt/A4cVehzNkRqJ83Ip/5dwdpqOkla5yiiK4jC5TtMc5POpcSqviWMvzutdd93Bjh0nUBQmOrHeaxpbRadLvgeGQgddUFUVZhqe83CUMxqNWFqasLq5SdM07Hv8ABuzEGIfj0PXnOl0yoc//GFuuOEGjIfjT3wad955J29+85v5+o3/jSuvvJKvfu0Puey1r6NyXcTAOX2YkQ398OCD997Hof1P8Pa3/ARaax5+eA9veMMbWFpaYtu2bayurvKKV7yCG7/+J8yqTd7znvfwnve8h6Zp2L17d1hjbX57nud88xvf4tnPewF/9s0/Ye9Dd/ML/+Q9POOs3UFet9p+Y6g1b/mUu8+kLTyP5hAezizL0C4UH5YD09NnIQXL9oyvPM8jkT6EeZf0B/m/9w1KCVl3fy8XZFPaFcruIXmMSil0kYNTuNbJCWugjA4xiFFXUlUNi4saZzUXveC5DIdDvvWtb/HiF7+Y5zznOXjvmc2mEUQSxN45xz333MMtt9zCxsYG3/7mH/HeX/5f+dUP/V/8xm/8Rk+3yOilyRn6OmWL8Lq1lpnezjWTA7x2YRdDvZ/777+fpz3taXz1q1/luc99Ll//+tc5eGhf3G8H5SInnHwiV199Na9++Su59NJL+Sf/5Of59ndu5znPOqt3/GCAt804fEjvMFq6DnYAiVa6bYrS6YNGHY7abjWO6bD41Z/7fS+0As6F1nqKzqhzzlF7F8MVzglaYoE+yqG1pq4rpBxfKRVpCqRjjPGtEKksCrXH9qq1u43c0zQ+GmZpeFSMWkFF0nyRTnl3ife50syqkDc5HCxh3YxBucij+x5n+3HHITQMWRYWYoSxWyQqNXahQ8RSyFvuWRZnSvFRFF0oRow/rT2KAlRL7aAqKttSGVFjmw6ZKsuyzb3K8L6JfwtlREpVE17XvXsIw8bvdxWClit+5MeOehjoui9+fsuw+GGhH6t7G4C8L0UzW4UrjzRSYzVFn8VoiHmRidKEjsC/M8J8Tx611tx4441cfPFLo/FXVZM2NGx651aqW1vWdhQfaWX6uApGpZ2FvM7JuGJcz6KBs7a2xng8ZnNzk7W1NYwuueOOO/jyl79Mnudc+4Wr+do3/pSPfuTf8Vv/9sO8+cfexK5du3j1q1+N0pZLLnkZ137+v4biicTTL4pQdSv3LjI9Go3Ytm1bCHuXmuXlZQaDQSwyCzyJih07djCZTFheXo7FZbKeglItQsOEdhN4/etff/Tl8Es3eGUds2ozrps+uXEY85vafHTlSCG9edlON8j092QyYWlpKSLegjop1RFpy4YXaKm63EzooikybGuAuqruOSTjcQibr62tMd6csba5wWQ2jfRoN//5rVx//fW87/3v5corr2R9bcJtt93GnjNO4cff9HcYDDN+8id/Emst5z7zdO763v2sbR6+kYs+6oqTSiaTSQ9BlDkT3k3vfURoAZaXlyNbh/eeS191GX95x3fZPLjGSy95ATt3bmd1cSlEdgYleT6IzrakZUS96DtgQV7/fsKRP+jxxeuv8fgs6DqfHUYNdqSQeFqcM5+T6b1DKd/rTGR8QLhlfmTfD323Xa/BSu27vT4c02Bt1aYXdcCLc3WXHmSDfptMJqytrfFD5z+Pqh7z5p94K9dddx0f/Be/xOlnnsHt37076lDRfR/4wAc4/fTT+YVf+AUuvfRSRkXJ4weeYDab8bGPfYxPfepTvOMd74jRUNn359FKWY89pg1jGG9W/PmDf8W7vr3Cv336JlKO4JyjMRmZbbj4hc/n4MGDAG2ksIxUWOIQfe7qL/APfuYdIVWINuzd5voK3Z/kmovcQeJYmi79Qb6TK81rX/vav9lhcTC4diK8yjGmrRwXgbQW7ToOLGNEWPO4QYpgCvqXhhdso8gS47AsS2gr1GezWbcpt+StIXctJzOhSMBo03pGQfl4Z8jz8DCk0EfQgRTyBxIF3N5qZmJVt28KnM7YsXNXRD+1Dtc5GITijxTVSztcSDheEElBDURR5nke0IL2O2kyvtIarwOiWpoQfq+cxegS7AzTojnS6i3MsY8QejCi+902AAJdj+QrKVyL4s6aGm1yimIIqNYYNXjJ4+Go61Fg66T0FGm1tp0jVSH+tCgLcQYE9ZlHu+FwNGr+vZTuKjUsD0PZ6eiEUjQzfDfngQce4IQTdnDBBRfgfRPloCxHvevoEupVu/l196SUo2iVYV3XDBYXetGCpmmgCQp71tSMJ9tRSvHAAw9z6NAh7rvvPvaccQqDcpGPf/zjfOB//1W8D9RHv/Frv85FFz4nhLyoWV3Zxpe+9F8oBzlCRwKdAyTpMGeffTb33HNPXBuy8Q+Hecz3LMsyroOlpSWcc7EaPL1nYwwPPrCXM55+KocOrbO8vLxl/9+jMay1ZHTcj7D1Ri1j3mAUGUllRUYqd/Id0Q0PP/wwu3btinozReckpUBkIM9N1HXGg9OaPNdRF4mTkxYERUfJFKimJYm3ltXWeVhdXWVjI7ScHI/HPLF2iMXFRV70ohfx3ve+l1//9V/n8ccf55xnns+HP/xh/t1H/iMnnngiv/WvfxPnHHv2nI5tWjLq5vAimldfejn3338/Wd6Fup944gkeeeSRHkBQ13V03nbv3s0Ze85iMMzQqsD5kGJw0003Udc19z9wNyfv2snqM08nwzHbHDNpicWHPhhRpiypfQcEdDqgAaVwvsuDS5Gjoz2892ilaHyGSzpbyUgLcmSkEQd59p0Tq/A+vOaNQXlhrQhFdt6L06dwrsZpQxaP73GuoXAFlW73xMZiVdgztc4xxkXk0fuEZ9kU0OaqLyyWnHvuuXz39lu58cYbeWTvA1RVFcPjcl/GBOL8X/mVX6GqKobDIbt27eLd7343e/fu5d577+WCCy7gVa96Fddccw1vfOMbI+KZzoVwVKcpfUJvGFJKRvjJIm9/5DrevfYmzjkZTjUTDqw3TOuGa9/7GgaLK/gDB8jznJe97GXMppbBYEBRFKyvTfjqV7/OM848ndJkKOepddXOZxfNMmGa2wcX5C6M1hCVlrKtIaoJ0N1TGcc0cnntF672IqDznSeAXr6XbNpNTUQcxGsXYW6cRWWKXB2eOA1EQ07QQG80NG14T8GsDhQI1tr4HoScI/F6Tdv2yjuDNu6w0HRa0JGGU8UQSBWIIEZK9XvxinIOBm/TIbHtpptyDwqykaIW6eacogzidctmMW/EyLHl+lNPMW4o7WaRGkvh/92mkqs2RKDAZFlUnNItQLwkpRQ/8vofP+oW5heu+5yXuYzhl7mQ5PzfIq/p/EAnx6nyTY2DVFZS40BC6VVVxSKd+ZSM1IFJFeJ0Oo2sArPZuHUmhu35YJgXTNuCOec6g0HkQORH5CA1TsQhSo3ouu66/EiupnNhg3300Uf5y9vvDNx9JkflIfezsVN81TBr6tAZpc0ZLooiIuNZFhgPvPchfG0GceOXuQtNElZDmH9xkaXlIcPhkIWFBRYWFnrFPIJYFkXRK1iRNSZDa83rrjj6vcWv+9IN3niwukHZjvR8HpmEIxfsyOhC150M3X333RRFwamnnsp4PAY6AzP9fopEpbLeoeo+yp1EK8QwE5lKo0+ylkSHikwF3dTq+VkVW6dubm5y8OBB/ujGbzIaLvOrv/qr7NixnQceeIhTTzuJ2+64m4ueewGvec1ryLzi4h9+CQ8+eD/f/e53qV3OkfY8mcvTTjuN448//rC0gdlsxvr6Og8++GBEa8UwGA6HEYVcWVmhLEsWFoNTs7q6ysrKCisrKzFvf1RkbZ5v5+SnCLo3GqWynlxqrbn8sqOPoF97/Re99z6Gxw39yF46nkwORa8A0YhP98CUDsvaCqWyqAdns1mvc1N4v6PLapouRzi1D2LRIZ6mqWgaz3Rjjcl0nauv+iKfvvoa9u/fz/v/13/Gvr0Pc8opp3Hrbd+Le9+b3vQmbr31VoqiiH3FU1SyqirKsmRzc5PFxUUuu+wyzjnnHFZWVtixYwc7duxA69AYZu/evfzcz/0co9GIzc1N6rpmZWUlHhOfYSnRdkpVFCwYyAclp520O+7XDzzwAHvOOIX19XXuvvtulLaUZcHxx5/AT//0T8eo5Hy0sHaa0mRR9oBW5loqLdW3RXySa6mU4vJXv+ZvOnLZeTxbdrjxGXiFUgGqxmdkeYNtMkzm8b5BG4dWBVZB6UxnFCXUI3Lc0GoybXHXQAZKB2NzkOUh17Furf7SRMHKi47stWkalOnyTCDxFOYKfHq5GIkBKcbmwsIC0+lmsmkolBLDcNoigYLKEhHLVJBS4zBFz1JDU5RkahiKwTrPf5huwuIFdjl/LiCTKi0kCYhkyKXpcr80oVjLGx29oQyFdbZN/E+piY7ekPtMUe95w04UWBpWmEeV5tFrrXWLANdRNuJxfYZz095xUsdnPt0hNURT7knnHKPRKKLT4gCIEra2ivm7cm2DQUe4X7d0Hyk6JTKSIg+jUYd+1nXX1SfLalZWtsfr3XPmM7jwwgtxPhid+x4/yH0PPcif//ktZHnOynHLlIMBq4tL0cA1uqCmZjhchNpC3lFxpTy4o9EoVoAvLi5G2V9eXkbr0G9Y0IL5jX0eWUmf3bHigIdNPOSDGq9RcxW68OR8luln0jUvDuOePXsiyjLvpMj30+OlqRZAb4MVRPxITSbEkJT5Th0XMbQGg0HQrXmNHyxQjKrA3zcaBrTm4hfz1T+6kV/8xV/kG9/4Bg8/vJcTjj+Jpml43WsvR1tP4xsee2wvk8mElZUVHn70ICsrK7Fn8/w6zbKMBx98MHY2mx+i74WGLs/zaFQKt6eg5EU+YmG02M9FbM/hTQ5Zjo662uN0Un3tHChLU3eRKZeX/8Oy8z97FNrgfIWRUPURojPziLjIh6y/NBdYZEAc1TSdzBgp3gXnLIOBpMcFNg2tBxGZBDCmc4RSXSl/V1VFUQzxfhYL0s4991x+7/d+jxe88Lk89tAj/NC5z+TAgQNxD1RK8fu///sAnHfeeZx55pmRLUFQTtE5eZ4zHo+5+uqrueqqq+L5BSDYtm0bhw4d4rzzzuPWW29lMBgwGi6ztLhEU9M6+IYygxNPPoPBwoiFYsBjjwDQPvsAACAASURBVD3GvffeG/aSLMz3vfd9jxe+8IW86MUXsrq6ytJwRDEcINHCrQqHct1GmvDktClBKDxdmVnU9UZ3cknf0Hyyccwbl3DkxHVtHNY1IRTpxYvJMFngBfPO4ZTBKNWivXM9ko2LtABBcQ5wKjFeVbeZSpg7B4j9oW28LjHoxPtKQ9FpWE2Okxp40IX65nMeZrMZw+FiL49SlHqWLc4pfx9hdjEy0wUFRCQSOhRt/n1Z2N3GG4zDdB5EUYiR0oXXTXuOsptn3YXroQ2rZJ1iNwlCClCUmmwLj/doDUUOSX6PFI8cSYHKmJfb+aKIbjPVPdkJH+7+ThHk+Zw5Ob4oQK1DyEUIhFNUJO3fLL87DsGQSH/w4MFWtsJGNm+oZlnWQ6+BWH0pnxGjJS8KskF7HBWUVIYKRqLXOF+z64QTOfvsM3npSy/BVTPAUbeh0el0irNhXqZNyHUTVFsMmDSECwHp9EazOBgGgzdrC8va8xtTxPsWuRSDPTWUUkfiWCkss2SgAkE3CmqfYQCjHX6LYJXIjUR0jAnRFHk9fY5HMqCD0wEhXUU+E0KRWptI8yLGlTz/w+SZPoem5MvKswibfdELQ3fGrGnZPxYYjRZomhnLy8vs2rWL5ZURV1/1RZ7/nGf1HLCprdG+4dxzz+XAgUPcecc9qELHfMpUN6WIbIrYi54T9Ed0nvxfjIjFxaCfh8MhRZFRlBlLi9uCgVkULC4usLi4GI3Ruq4jGp+ed57uSUmXr8yEit3m2JBDrTXOOkhaAXrvW4e4wXl7mB6UMZvNei1q5yM10DFqzMukMQZlHQ5aoKIzLp2zgOrphHm0Lo0S9gpLM82Bg49z9jmn89mrPsE1n/00s9mMO++8k4ceegjvPYur2zEmj3y7QmifpndceOGF0dg0xsTPpoV1mRngCa0/TzvtNEajEc9/3ovIC8VDDz3Eo48+SpZDXuTtNVseefh+iqKIRvfi0gJFGZzlYVYwHBVsHHyCQgdwRlnHkujDMhjeMr9ZlkUeVVSD8UUMi3tqlM8DvKZaI9KH0DjJXD7VTqR/I4zLJ4PajTF4Z8jyKunTGiYscjRFLq6QOCwbjXy+sVMyMwhGg2kVMhbF4eHP9P/zNB6pgZTmEk2noSpX8j7ks2KgiGJJYXx5kOPxOKIxYqClHj/0E/UlPy62nUqUZBo2F/Qm9dz7hk8d7zHPBz3Pu0Mkde97HULaGcEpebqM9P9x0SVzOX9/R3s0dtoz0rU6vHp8Xk7mR6rcekozMSKfjBYG+jlzqWGbIt3eh1afsinK96VCev6YIEUKYcOUkLIggimykB5HHAuRvdThkGuqqoqy6LjTtNZkZgBZSMcospxmOmMwyCicw7k6GnpVVaHzWayGl7xqMZa6IpIQgehV4LfFD9Fha/OKlHU0zRrDwRLGa7CW3BQoHGjQymOd6xni6Zo+VoZV4OsmoQXR4CXNIrz24IMPsrKygi7yluGhIfDs9ZHNNFIyv946mZ43AEKURnrNh5zpMMR5F2aONNSdFvWkuibQBOleDqzouch9mGW4tpggFC6MKReXKAeGf/CPfpL1tTHXXPNF1teDg3LBs8/jW3/6bW79q9tBKxa3LfUMVileEF04nU57RpAYfmIACxopsi3V0UU+QhvH4tJipGcry5JB2f1fGxdRdUE6MzMI3MZtgaNqgY/5dCK5pJAy9FSz3X7wI6BZRZQbTx3lT6uiIxKfq4RO0yLSMY+yO1fjXAe0BHClTR1TOd431LXkXPq54wQ9t7FxiIWF5f7xrcY2Du+DcRAQ6JxTTz2VQ4cO8brXX8bHfvf3efazn8WBAwcoixH3338/hw4dwugyOhEyJHWtaRq+853v9O5pPlKQ7rXziGq6ZlIQJt0b08IgfODytdrSoLENkbVDCnuyLMOpmsY6fFlgTNHq7wDGeV2gk+5Q0ehshzjy3rSo5lxq339vHFtac27MP4TDjEyru64JPgtIZPp/39ImaCi9xuEj5Jt2P8jMIC4CUSbzHpBchxhZogjSXDSncjQNOh+iPMwaS11b8sEiodq7C4+kVEMiXPN5i845jj/++J5BCh1K0IUMOth73hOcN9JSxA36tEzpcaztFECKcM57+nLO9PjxGjJDJr1z55TM/DNNvUxjTJvywLExTAlKYb0PoUmfoRVAIKqH5D7a5P758HjoxTyIzwz6z0qOcSQjNeZiJc6CjFQuBUWWY4vX3H+2NsqF956yLCPCLuHs+dxgMQbmKXzSnKk0BKOUihypm5ubkfwc1WDw6AyU0kHpIWHRLG4OWVYGhJPOqI5hGe8ZDkXGOyMwODjCqNClKCit8YQ1X2TB8Bb0uWl0T2YNFu06hZ4aHEd9tDneTqse35xSivX19djP2DnHybt3Bf0IvbUn76fOouidHgoFcUP3vtOHqZ4CyPOu4CmVi8FgMCfHgcEjpZOZj5CI8y1zn+aSiwxOJy2djB7hjWdp23YWVlY57rgx7/z7b4uUWI/u3c/TTtzJE/vXYr5n2JQNM9f0ulKFPOplnNXRsZnPqxb5TUP2YnBKEYUYlmUZjJDFpUFc87IGJbIkzyKdA+/o68D4gOX5HRs8lwB2VqGL0PQhPHeRRxcLPOfTiNJ0qzTnfD66FgzWLkwO8ndKYZe1FdQea2vE+QxyVJEhrYU7Pby5uRkjLKnRNq0maKVYWFigKAr+3jveEgzKgxt4Ntm9e3fobNY01M5ifbf/NXVXtJnezzwYI/fr/dZFbU3TRH0p30k/k64FcXa0Do1XhPHClMPIniPnEVshVNY3aD1oj9dg0GzV215+Sw0EztHoEC0Rp/2pjGPauIQu+RTAKILgakvjQostKEI3Fy1IZBXDR1qFTQXn2hL6bnF2eQRZQC5jeDDhvNN9w0EUS2qQhfA7NFi8tWAyvHd433K6qUAHk6msTaING6wIwHwOX6rgvfd861vf4nnPe168tnSjl0U5jzp0KGbeMwzh8Dyp+WRf+ax4i4I+yjzEfBldYjR4b/G+fw7Z6EPhToso+yPngXVwe3t/zqMUnXAfA8M5RxaJbGXojq/M93OBH3/8cbYftxxJpZ/MaJxHIefnEfrKOZ2zJ554gm3btvVaZ847BSlKlCo6uaammfUKutJzzh+zk5MQhpLrcs4lXJ3dBgKhRWmHjjeI3lVKhWKuOUMpPdeR8rckdyvPB/E8YuAuLAxQKuvJWHxiIvcmFJPlKmw6Kysr8dqDg+lwrqOjORaG04E+bVrNGGR5KFxU4JxpN9JAyWKgMyzbsZWOkLHVc+5kr+/QiFEYEaskzy51UCNSnWVtJzVPMAQ6+ZDQePpZeT7T6WZMYUhldTjKaXzYjPOsoCjDtZTFkKycUTYT7KxiYbTCbDZjekpFVddU40mvk5uwHYyrGd7rGDGSSFPk8W0N6nw4CCHH9rqHw2FEWvOW5zcWipUZtatZHC3E9SbGqTEGo4Mzp01I7WpsTaFHhz0XaAtm/LHl6MT0GOd72tArQGdthXET50/oA+PYgtcx3fdShhdobYAWYZbXZR8DyLKyfa1G2RCZrL0Db1Cqk2lBHMsBgGF5eZkDB/YF0GfmKIq2xqCG008/nV27drG+vs6hg5uhc9TmJnXlQpe/po7XMZ1Occ5RV1s7/vPrridXeZ8FRtaQrIXULpHjDIch51iKyIwxLC+tsLwyCl3zFhbQRRH3zxjV0Rpla6wPkQdx9lNWgvkxL3PzBVxPNo5p49Iii6otuFHgVEg41VqHbi5NE5wTQSlsTkYnrLVPOCjluNaSe49qH2BhimAkpEI/5+2LAk2VY+NN8JcUaAp0rkMVp1I88sj9nHTSSRRG4xQ0PvBZynFTz1SUtFShZ3S9x6WPp3gt6eafVi6nm3k6ZKGKEhdoPUWByEwPJZSFK9WS8qO1jkZM037BoHE2oF+Vn0FjI8qRbgqCTBwpZzDdRFLU71gZsrE083Cq9PSeTFleXg4k5QZ2Hh/IgucNm62Q+PjcfAZ0nJYSxgGNovU8W7G57bbbOOuss9i+fXs8RoqIuja8Oy8X8izS3COlpOpa9YyLFEWaR+rr2mNafthQqRk2fGFOmL/v7hqy3hzMo2WiXOeNH+8bJOQ7j6qmnwvrFKydYUwRr1mOmYY25d5Gy1nYjHRQ1OPxmIWFHF+3edFH6CH81z289zS6YZArgjvbbtrpsm8reJ1KojM+wwgZd1sENI+0yJDQWJZ1Ds2+xw+y/bgQXpyPfMhI+UbTZyvOaUAKO7Q75ShNUWKRzxTlj6/roEsL7xklCFSQTU1RBEOvMhWmaMiHAxbaY4hRKewf0+k0pFZQRzTUWsukrihNRm3B0e+cVuQjlLZkZoDJfAz1S+5lysKRZQt9ZFK1aQF5xsb6Rkg/UQVK+db5jDG13rxqrVHi7D11UfmBDkPYcxUZ3nWOn3MO7OG8qFr5XhGI8a0ho/t9tlOwRf6/FZIr+1BAAkM6ja+bMHPy+RiX74rN5BpFN66trWFMgXM12WAUoiDKsbCgIzOF0SULoxWqqmJtbY3pdBo7RtWVY3NzE7u8HLqb1cRGEun9p+g79PWWRDNFv0oUKU3hEKdFXpfPrKysUNd1LCLLBwPKonNyiqIInYqUQylQ1qK0RbsCTYO1IeVF60DYj2rpr3Rbu6I1dm5PDgjo/w+Qy62QHkhzMFr42CefT7pqNPgWBet4+uShGd2FJAXpNK2BmZ53/hqsAuPaHAilUMbiqkCNolzO+sYGS8tDTj755HAZbaKzVgqlGrw/3DtNcyti/mR7rqWlpajAnAvJ3c4FAlkxHuJ56LzKtNAm3VwlNKCUwmmF1mVI2s014ILnlxCyk5lAnp2FUHVIplYoQayMx+SaSVWhlMY6j8qS62o3o0BYbyL6AsQ0Be1VzH8Nnrrv3dOxMAKxbxf2HY/HMcRijMEsLoQuTL7N+VMEWbJtTqrqCoFAlG6rZFUItbvEEYpV+qaTb2NKDhw4wOrqKs88+7wtUw1SVN07A8oehlrJ+9LBIm3vl6LU8nseIU8RqnC+Lv+2aRoeeughdu/eHa9Jwj5puNN7WQvSsKBPZ5I6IYHfViGh1TSXNFXYzlnZW3AuhMy17hvY85Rfgs7JMSAgrVprbKbxrkY43472CE6Dws35kL2NPEW603QZyTuPKR2d/twqfC456E3TsGPn6pZOkZynf30d+X8aRpdnJgZD+gzmcw1TxH063WQ4XAwypzUG8HSOiBigIpPWwmCQR7JrkJaU0skqEGsXs1kk0a7rOuY+V7NW9rRCt0h4nucxrzQ1UtJc+NQgEMdN1lWe59TeUmQafM3yyogsB6UteV62nbLKUMDjA88yXnJDiQbbsTK8960+nOFbSj/vfUzVcM6BKtDOk5l23UF/n5Y0tFryMC3O28N0WKp/4neToVRYv1aHJg8y97JEgmGlCPnGirLMCM0hKqRIVesyOs3WWhqlGORdfcJkMmEwDAw0dT0IBmUTcsqXlkdMJzXNSmgYgV8Cwv5Qex2dhjTNTjik52VG9nkIaRhpd7sUIZf6DSkKK4oClWexYM8Yg8mykJZWFLFznnOOylq0trhZKPrEFygD1iuM6QrXtA6IJqqIXJfQOjhP0dk+po3LiH60mzQEr8l5R2HaHB86ZM2qLIYQINAlVHTtqtJjCopp2rzMMGFZMLhIKkZbwbM+VKlpBahQtecBZz1ZrlvkpmJpedjLQ9NIJVt7K1ugi06rKACVsxijBYhFFzmZaQ0WreMinQ+zKhVaQqILagd1YymzrruL/AwWVuIC1m2+UZ7ntMV2KK3AWrxueUA9WDzK9/NiZPFrFVBPqRWRvBJBxWTBeqWY2QblFL5dRAooJDdwbvPSOqDAx8IIimeAMR2vqoRY5pWdNy3RrHMYn0XUPRiYHW9eMDYFlem8V3wI6RgL08YzyBSeoLiWl5dZ3b4t5H4aFxSD7ioz0/ClUgpvNB4dr1sULxDRpDzP2bdvH8vLy93GqRUmQY8l/DNvYKboZoponXjiiRHBTD30FLm1tp9brPUgOoxiE0UZ00K91X8u/SIwoSQRfsAiXm96z2EEIzXNi0qrh9PX5OdYGVF/uRlN3b2WGmsynHNoFyhLPB6TaWzTOnYtIu5sZyB6p6nrUM1bN5MoTyGq00UioHs2MlIqodQgkFSFNM9XnkuKUM+HDoVBIeSRMqfrxLFpgI6EuqomCOF2+jxTveJcjnM1g0GoOpfctFSmg94JuYNatTlpWV8+wuc7Op30HsSgTA3PQZubKK/JXM5mM4oy5M55T+RHzDIiiiTHPmacbVOCm0Xj90jX5XT3TMWwTLksRXcENgZHXvRTxFJ5g8MjWaney7IyOA4usI/I8G3+piPIS9MEh3ar/RPE0SmwdkI2KBPZCfm1k8mE4XDYdnAa0tTB4RiPxywtLQUHpapwdiez2QylVMz59QqyoqDQppcqled57BIoP7PZjB2r26LjNRgM0Ca0bBzmwZgsTFvvYUOBsqDnxhhyBUYFIEfWQvidx78r6yl0h+R6N0NlJV4lrDHiECRdmNxT3JePaeMSV2FUhgeUtHfyXVJsT9h8QB+VUpAZ7Cx4qFoplHHkuqBplUeuNI2zZNqA6hSljeHJoHgbGjQ+NGwPGg5ohdxrnO9aO0KnYNPcEBnzIdHaA7bBaAm5Q+NdDEtplbX5mi48TJPh0UConGy8Q+eBmkWS0zNtcK2RWpZl4JEsAAtOOYzKupSC1uARL0ju2/vg7aXGRXwcyf13rwvlCDG5nblzpGhceqwUpUjPo1reS6MON8SPxgjX7Xqbpox5jzoYQXXn0DiHxYc8OOdwWuGtDYVl3uGVDk6DIihqyRVuF3xeFKxvbrKwFApRjDKhXaiDTAGuH8qWDVtrHWi6fEaWFeCbYCBYCHl0jiwfYpVjZTUQ+7qmDsmItkK1xn8qz+Ldy/HlGaaUNrGbSWUp8gFV1eDaYrZU/tPfgnimG3UskpMNxGgKXdJOU+zSJfcdrqkN8dBFN/porCCbXVcu+T2PlPTTT44NChjnG7yT4iZNlnVrECB0Oel3AtEanA3dSmTOoqPaOsxGaxrnyNpKbK9A+wKPRWfBuFRa9dZqqtvSvMk0qiS6MTWQBoOA/KTHSNdTl0tn2pCnxdp+u0itBcWGwOUHznXfS9eoGLGdAejaiIOhaYR3V5BOi/egtY9zlam2KYV27Skdg3yAzjWNNYDryVwaJZhPfdLGRNRZ5kZSleQzi4uLEekXQ2VhYaHHNXy0h/NNyKPconp9q2hjXGMJAmYbxXQ2ieFbaI3KLYrP5Heqd6Bf8BP0VJte4C3K+ZZ6LIR2F/OCjekEWuz7yNcb7qkoM2yjsEDRNkzJMk2RjwDHaBS4Lb0LsrW6ukqDwraRv431cXAYXNsNMGHWyPPAl53RFlGWYQ5sq1+NCsWjo6KMUce6njEYFtROszAcgg41DVY7hlmJY86Bz3OUAVSGtR1TiKyF0DVPtf9CG+1caVwzA6MpspK6RZi1oeeAzRv5RxrHtHH5+N41jt+1DD6gPE2iZFLBSrkqvQ3tIbMswytaGpKGxlqQifHBEIOwmQeeTN3mLmm8UigPmWnDb0kIPnjyGq80mmB05EVBU9nW083wOJTvaCS2GlplkGto+gaoFL/IfWV5yLezSndIF5qspUxyFrQxodQky6gbF8ITNnhrrmkC3UVrWEKfGkGENzX0jM57AnSk9IT+5tAhG30vsNu0U/6y1Dhts2jb38TrPFaKIzOzRN2s9cKw6Ujnp56D19KZ80rQ9nbMCUjTNEHpZOFZWWvZGI+7IjLncHhsVYMJ8qC8iwUxYujpJAQDUFsHKlDy5GWRrAnPaLTIxsZG++wMOsug6St4uUelVKDqMR3BtnV9toI8K3FYQOOcbLDdmt1qeNq1pj1G56A9yuu2xWqbb6p1Fx4MlWRB2QFKa7STjaefp5Xm/wbjUscqyq3CstDl8ckzeYq69Ac+9u09xHG7VqgnU/JyGGVRa3neAfFL16VzDm0C80JIFXAxfOm9xwVrqk2jCOiKR6G9bxFChSfpby/2RHgoeNF5yrXPzPZSK6KuURmzahJ7c8/rF/lc+l2lQutI7xVatxyKMdzeOVVpUVFqSMpIUyGckwKxLr9Pqa6lZjh+DSbHuQacR2UGYzyb4/UgT01D6UocWZA9rcnzAq1V0q63Q/JjAaUKfMu56Rdm9uYpcXTk/Vnbkng83vyfLFH/Y2O2oSkXQGHwdHmxMuafbTQOu1fxnphWVFddUwhtSNar6+3zaXFfeq5+ykYbUVRN0Jftdzc3N9F5Rvi6RzbZ0FJS/t/luntfYIzDuYxMKYzJUJkhtw5ra/IigAhaZezff4Bt27YF4MAH3bGyshJ0pDNYW6N1RtNUQJBxqx2ZN3hv0VlOPZtSDkfBwNSEPV5DpnNWV5cDXZeBynadnELldlvUlKDBovO0DtdcZAZv5bm0ecSu45f2Mo+AbtMwaj/Dmwy0wzl/WLrUUxnHtHG5/bhFjLaMNxbR+Vo0gOYtZ60zTGbxTuPC/LU5IcEaxwflJ8rDt3CvFcOyNSqBVmGGfEBjpco8IJ1WNrSsoKlrNg6usbq62vbILjA0bWW7bu2iw4tVIBTDhAcbEJlcdQbCrJnz5OsujKp1CGPJb9B4Q/Au2jWXZzoWVGijQ4jfH77w0w3ImEBOa7IMu4V3PL/xStg7zT9KQ6PhXrskdUG80vN3fwtCdZitxbXXXMdrX/maLWXjr3NsTh4jyxRaF73Qc+pRzxudIn/QpizgQWmCgHYGi3MBPZJNXwOHDh0KHIWiLHybIdciTCoLMTRvHdZXZKpbxsaYLjRPoOOSlBBPYE9w3pGToXHUk2n8rjgjvkVaBYWJaIMiGLWu7XplWqcrERmtCma2wQLWhV7YZKFQKUUiU+TSyfprnUhs6COMLkA1KOcPyzvzWqFUEYptfEauPUp3jkx6/A4Ny6PhmOaOpmjTVuvjuuuu44of+bGnIio/0LF924jMTZlmq+R07T+trbdU+hHVAVSCWrqmwZgMjUJp1YYMfcfO4H3/eKp16ts0D6DVkZLb2VKiEZDB+LX2WdhGsW/fo5x08gm9iEUKFKTXGw3ZVl6axjIcBp6+LmVCIldiTPYZEpyrg0HQ5uJKTq/oL/ndNL6NEgV0OqUKappQhKTaNb642BmDAJl2WDS5ou2WlsWQa+q8pOfN5xB7aeeaPrMU6U1fv+OOOw97xkdjZMWMERVjfzze91Fo2CIv0rYOgUQjfCgIElSv53P6oB/TyIXsUWlnsiOdU7f7qmqL+Zpm0l60OJAhTB4OI0ZllxscnBiJXijKctCijg25aR3T0kDb1AFg9+7dWGvblLZwT2WZY0zRgg2Dds/MowMkelX26oXRcsuAkPX0U9M0bMw2ybLAkWqappeikUYMrLWxnkJkJ+wvBaZNOcBVYX8wOtHbbQ6zDihv+0U0DbVroz+5ZzZVDIdD/uS//iGXX/b6/66cHCM++dZDFZq6gaJ0aD/hzns3oxCkHE5a6z4BaNZVts5sQ+27Nmby4OKG633s0yz8flFpt5+pfagAl5CgbPjbt4e2dnmb8F+7bjpDmDND6YLGGxR5yLlTOUaXPU/VWR0qzVy/PaMsmJh0TidQch3yvvy2zqFyIUhtq+CTIQtH5lHoOcbVjH1PPNEjhZXKN+gq3OTatO6IhdOK9HAtcs6ugCNwlKWhzsBb1lcQGu8Nn/7UJykHOZe/+tLvX2h+ACPPDTQOX1egaowpUSqnroMy6jaqBuFiS+/LewNkWNvPY0x/unCFZmVlJR7D16E7Tdhku/CjUiokcRcjLOF5x2dOx7QgrR3j8dpnZ1VwbOR9bRyZCsoxz4Z4XZCVC+g8/I0p0aogMwNUNojyrVWBJQvX0B6vNFnwvn1Fg2f//v00CcKRouTOhRw330xx9QTta7Svwc7AzvB1tx690bHqVKtgeMq8V87jVE7tdPyxZBEJnq/oTRH2qKATOg6tNV+6+iowJZdfdsUPQqy+76EKjbUlpVnH24Pccft9W35O5kv6c4f5sei260eGYm1tLaDgCRrUk9n2WUq++7TudKlV0CSy2/uOyF0T2DQyM2BtbY0Tdh3XO898kUbUZQp0PoQsyGFZLPRIq0Ec4oIsK2PagxRuSVgzVAGHY6aGXuccVwTSfkdRdih36iAXRUlRDLuf4RI6H5KVC+TlNlQ2YpArlE77tIfe6kL4HdMyslApLrl1cm1p/3LnXMzpFh2steaGL11LWSzw7Asu/L5l5gcxTGGY2AW8PYC3B7nv3r1bfm5zc5OqCvJiFZ38tPrCaRV/4l7bGoNdCkaHTqcFrPOjQ6Y7eayq0KPb+BCClr0rgky+X0QmOjYdXY551v4YvFNoVXTy7KvAbewqxusHAlBjuo52woG6sLAQ6YPSwh1prxvtGRX0eJZlsSjMlAVkhnIhcNmKzMUwe1t4liLeaYFQRH91sAnSew+0RJLakaN11oEjjUX7Gm+HXH/ddfi84oWvfMVTkpNj2rjUqqCymkbVKLPKM04NLbVu+NIfkhWrzKYdN5kYNmJIbpWMn3rMqXUv8Lw8EBmyyCPi2DQYD8M8POjaOypneyiVCLnWYSMU714MWoGz8yR8lW6a0E/elntIwwNiAIpx6J1h1gTIvLYqGpTzYWoZsuGkRqYxJYuLy3F+Ou/N986ZbgTpAg3nkI1bOEihMzQbnKvia+lxQrGL4Y++cgPaWX7sR9/E2v5DOH1sxMUVwWhpUDR1Tl1PQFUtYhSM4iAnUsUcDGml8tawBOcqlLIoW4Hrt3YUhybld4thZ5UhhjjouOlAm8dTB0RwNptF7znlOBRjIr7S2ECjMZmGwoXGRlQqM4OerMxvdvKaHDe9BzkGtB1kLIzKUOW7tLSEbRQqG7SdsbLD1hm0CG8r1ykinOYS9dZua9xK1eQ8KgownYRoglXBSXRaso3IigAACzpJREFUxbVoCdyz3nQ0PZgF/ssXrwGvefUb/jbVeAJZv3PF0RpaFVTO4l2GZpkzn3ESqn6Ir33lemZNjqw1mT9jQgs60SGz2SzIllYMlxZD+k/yM2/sGQ8I+8ERKGJSZ1v0GnTVsU4rtm3b1tO36Xkkv1DOqaxDuUBRY3VIE0l16nzINT1mp+8tdT3F2orAStAhShJ6z/O8rQIvYheh9P6MMbEgTQyFLCsJbW0LlG5QyjOtfXC8tA4UPXaGbaZYa5nNxr25TNFykfV0bcl8Aii/yNe//jWMHnLZa97E+vr6MaUPZ7YJQIlaYffJqxga/vBLX2t1YNDvwZA6/PuR/cLTM/agY0AxWvqo9+Vuq5y/dF8UGTl48CBZVpKrfjV/ofvk5XLuLAv1C9p5hAOyswdslK08LyiK0GUsM4G7VDovhVagC2jjKIxH6448XwxKOU6kCpKoXhZeK00WmQS08+S6LVgjgEtC9xbnRzU9AnZBzWWe0qK5+WfodUFl0/mU6nmDMcHG0dkqN996C5kxvOHKH2e2pnHqqenDY9q4DN5jG4rUCm8CuveaS1+NsmNyGvbvW6fBBGSkrU5rmiZ2akgVkBhbspnPezD9kSXC1d/4Jm2Cf/q+KC35GzqDTJAiOU7tXQgdtsebv2dBUeXvFEaX488LjmzCaTGRGB2pNybfS8Mv4XuePDdRMMXbD8fLknMXPYLXVOmLIulQ1Qbo5lrmVUZRFPzZn/0xIzPBNxMueenL8aZNFRjOd/g4eiMN+2dZa0xhKIoM1BRURVks4h3Js6uwdnaYMW5Vl4c5Ho+jcpL35411Y6SIxuJc1ys8IshF3kNdouJMxKr2Xei9avMO8+GA2rvY0QFgbbxJ0zRsbm4G3rZ20xdjQikVUX4h2LdWxb/jBqE0ZZmjlO3JiJBXWxUcoWntmTUt4m/KoKxNHp0wWQNVVTFr2jCazw5znlKHEfrGyGg0ipx1eTYMxhJZG+KVGG/Gf/3yH1HkB2lczaWXvQ6rAj9cPhwcM6wFog+hjYzoDJ+fxA9ffBkLZkLuHuOWGx/Auyyi5aPRMtaqNirQoUBxI21/ttKBgjjNG3apgwOtg0RwdAWZagj0Q5myscp1UjlmTUA1BSGUvu1VVcXjWhs2VlfVKFcdlkMp50z1YJDPjCeeOBT1l/TyFuQp0BGpNnTdoTWCLslxhFNQqLpS41uMiDwfUBSBSN17z3Q6DQwbmEDT1kwD4tNs0tjNUMlez2KIOFx7MEBifq+1/NUtNzNcHKNLeMUrXoFVDqsc2aA8pvSh7MtWgc4GWDJe+cqLcc0Gzk+ZNuDbwrn54QnRCdGVMsThcyrwLmpVHBaRkQhDKo+iC2UeNzc3Yxtbb/KIwsv1ipEKXT6sOELe5FHnRcdJD1Bmkux5hiwrg/GVD2NkMcs6IEjWWOgg1uUhK9UR6kOHqgsDjMpDJEycNLxH+zZ1RDV46rZ5REdLNM9nnO7tKUK51XMMVeMKZ7suZXVdc8t3vks5MCjtec6zLqFRYQ6/n335mDYuZUObh8O90VhtaPIBy9tX8HbCwG7wF392K8F46TzTLowu1ZRdvk2KejZNFzIPr01xTlPXHu9VhLOtyuIDkM0yDW+mI/VQZQPuF3xkreLvE5Wn+UiyuabHluPUQvLsDc7p+LoYlamQzYdeRLmnYfbuc2FzEgoFmaMOmXNHFFYgzomMcHxBVhru/d5DjA88gBs/xgXn/hDrk5rKdahzipYeCyPNa0lHDKV6zazawNs1anuwzQ0q2mc/az+dta/lbGyMI1KZzpM8E+grQCFWj0rQubbmJouKMCivLMqbjPT4gtjIcVLZEF4+CeWIgpT7T48p8hjWVt1LjQAYVzM2ZxWTme0VcCilIh1TmmYRIwN4vAopJJYshEdNGX7aORHUPYb35wzLdF2nf8t9yo9tNDd85QtUh+7GbWzykpddzMGNJVxTx/QWOeaxJIeQFIi0w2eWRmXUejvnvvAktDqEd2t856ZbwHeOolJdVbL3gV5NHIx0jg4f2WFyOq9XlFJbRl8kPUF0CQS6tf+3vbt5kaMI4zj+q6runtmZiStEgmJUMBfjGxjw5CV/cyQHiaAxEDx4ECSIRPAQclHE3XWdl+2uag/VVV0zSSBCo4t8P9Awy+4s81Jd/dRTT1ftOklulgOC+XyeL8xjlqge281zslX5uxyC4N5ZXbt2bQgaXQ4g43SmydeSNDiK/9Mp7mPdKi5V0+W2nWeginOxU+yfUrY8Tc/ntVGNVbCx7jl/X72GQHMr+bV2F2dq27iriw+tnj450Xr9pyon3bz1qc5PlvK+VRvGxIZ0+dpheWNWmqmTbWRNpUVjZcIfMhfnevz4Fzk3G5+vOh5mf8vhpHFx2bZyeZ64404cFIYQcrvqbdxjO123d7udlstlfp2x7cR2UM5uSFJctmpMIsVDuQ2mhE0vL4VFfl4aZKSsqqnmOn7lqoyxcu7ZDQFSP5UCwvT5pZ/TY9vUqhQDS1NXcrOYEW3qWrUZM+6uisuL+RBnJTbnJzmzeXhexvc53iNRTv3n2QJjpDro55+e6OT0N/V9pw8/vqn1uVEnL2/H0jjXv3w7vNTBpTG1ynq9MrhJnHOSrbSxS31w6325IFmd6cHXX8p0Tm3by/txgfLyYnbYYe52Y6bR2ibfCPDo0Y86OzsfLmQ+d1KxAdaytpFzM8Uawv0L9zgtHQO2lB7fD3JT0GCVavb63uUAIq7NNU5Rl/UZsf4vZbLcEBD7oRONP8fXmF5XU3ym5dpsTn3vZG2Tg426PpIxde7oUyYqBcQpy1AuUZLeX1XNZUytplmoM0e698Vd2c2vutic6Y23V5qvXtXWG1m3X5xd1pe+6O7if1/1guPg9HFz1W6l2VDw3YW/9PDht7kQ/fT0VN57rVarXDNcZnJTYJ+Ovm/3OoPxoj526rGOsxraefzsmmHrr3K6Ke0q0XXxcRI7v3E6P50v6QKb35obF5Qub97abDbD7ifxebudP6hvbPbWtkuBa1kHmf5XGcxaa3MQW053Hc4mpL/z3gxtdZbbYTlqb5pGPjj98P13Uncq3611+7PbclfeVNsE2eBV1QdBy9Cuy6DpvxRvkjt8LZVCODiH+iPJHOmjT96Tuk7bi9919+7nCt4p+Njmgq0lWxVtar8/LPujF2cqqtxfSEXwOyRBD7MmZWY5lfm0Ia69mQbGh4P1TuPNgL2UM1mpdiwPHobH6mOdmpuN2a3UXsvliEJo1XW7IbMUlzCqqri7SQhhr8a968a6Z2utVDltu/H3MSie5X6yck2ur2+HQX+8edTJNEcK9bHu338gmVYKR3r9rde0PL4qb5xc8KqbZ0tTpMvTH8Z2GKe/0xHbSfx9/v60UKiXunHjHfXtWvJr3blzR31otO16dRr3zC5n4bre5Zm+su2l0pbD8zFly1P/svecoj2Vs5mxPaSyiWfX1Ty8hsfBRr/XtywWi3wdnq+Wcs0il+lIygual9n1NCWesuplf9b3cfmktCC6Mfv1qGnjlNrEPs/4oG67i4uha3+nq8O24qpelfHyYRfr2y9atetO33x1T6E7kd/2uv7udR1fiYOzPnS5Gih9fm3b5pmMl2GePyUMAAAA/HOXY0gOAACA/wWCSwAAAEyG4BIAAACTIbgEAADAZAguAQAAMBmCSwAAAEyG4BIAAACTIbgEAADAZAguAQAAMBmCSwAAAEyG4BIAAACTIbgEAADAZAguAQAAMBmCSwAAAEyG4BIAAACTIbgEAADAZAguAQAAMBmCSwAAAEyG4BIAAACTIbgEAADAZAguAQAAMBmCSwAAAEyG4BIAAACT+RsRuuAv7Sw1zAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 648x432 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(4, 4, figsize=(9, 6))\n",
    "for i, ax in enumerate(axes.flat):\n",
    "    show_img(ims[i], ax=ax)\n",
    "plt.tight_layout(pad=0.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Resize and convert"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These images are pretty big — over 1000 by 1000 in size and just opening the JPEGs and resizing them is slow. So I processed them all. Also OpenCV can't handle GIF files so I converted them.\n",
    "\n",
    "The steps: converts the GIFs into PNGs so just open it up with PIL and then save it as PNG. As per usual for this kind of stuff, I do it with a ThreadPool so I can take advantage of parallel processing. And then also create a separate directory `train-128` and `train_masks-128` which contains the 128 by 128 resized versions of them.\n",
    "\n",
    "_Tips: This is the kind of stuff that keeps you sane if you do it early in the process. So anytime you get a new dataset, seriously think about creating a smaller version to make life fast. Anytime you find yourself waiting on your computer, try and think of a way to create a smaller version._"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Convert train masks to PNG images:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "(PATH / 'train_masks_png').mkdir(exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "def convert_img(fn):\n",
    "    fn = fn.name\n",
    "    Image.open(PATH / 'train_masks' / fn).save(PATH / 'train_masks_png' / f'{fn[:-4]}.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "files = list((PATH / 'train_masks').iterdir())\n",
    "with ThreadPoolExecutor(8) as e:\n",
    "    e.map(convert_img, files)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Resize train masks PNG images to 128 by 128:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "(PATH / 'train_masks-128').mkdir(exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "def resize_mask(fn):\n",
    "    Image.open(fn).resize((128, 128)).save((fn.parent.parent) / 'train_masks-128' / fn.name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 32.3 s, sys: 608 ms, total: 32.9 s\n",
      "Wall time: 8.87 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "files = list((PATH / 'train_masks_png').iterdir())\n",
    "with ThreadPoolExecutor(8) as e:\n",
    "    e.map(resize_mask, files)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Resize train images to 128 by 128:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "(PATH / 'train-128').mkdir(exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "def resize_img(fn):\n",
    "    Image.open(fn).resize((128, 128)).save((fn.parent.parent) / 'train-128' / fn.name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 4min 2s, sys: 640 ms, total: 4min 3s\n",
      "Wall time: 1min 2s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "files = list((PATH / 'train').iterdir())\n",
    "with ThreadPoolExecutor(8) as e:\n",
    "    e.map(resize_img, files)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "TRAIN_DN = 'train-128'\n",
    "MASKS_DN = 'train_masks-128'\n",
    "sz = 128\n",
    "bs = 64"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "ims = [open_image(PATH / TRAIN_DN / f'{CAR_ID}_{i+1:02d}.jpg') for i in range(16)]\n",
    "im_masks = [open_image(PATH / MASKS_DN / f'{CAR_ID}_{i+1:02d}_mask.png') for i in range(16)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So here is a **cool trick**. If you use the same axis object (`ax`) to plot an image twice and the second time you use alpha which you might know means transparency in the computer vision world, then you can actually plot the mask over the top of the photo. So here is a nice way to see all the masks on top of the photos for all of the cars in one group."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MTM/g7nvuBiDnimM7KIoC9VokP7NtTi9atxjDD+BYl+88sSCVDjkaqqoCLDlO5LkzuHkQBiGKshjRV5ZloSgKpMpYS9MUJ35/AtMz07jnnnsAEBmKLDCvKbmytXYW6xUWrBUkQssp7I1cGVwIF9so6ai0qCsRnFRVhVQ5G7Isw9Gjb2Jmegb33CtlynVdOI6DsizZyed53vqPJmmPP+J8sAR/diUbGyNTlwezdTQwMDAwMDAwMDAwMNBwXUWSLMuSaUBUC+E4yPMc5+fn8cUXXwAAZmdnUa/V8eWXX2J+fl4eZ9n46WM/he/7nGLX6/Xg+/61eZAxQfmmI425VktpGAO22g8TXaZOm7n89+HJLcAS8l9g+P+rfibvlG/yW2zSZ7B2yItixEvtCIGiKLC0tISvvvwKADB3fg5hEOLzLz7H0tISAOmde/iRh2XRuUpbaHc66z6FYZzeGON60/hcQqOhpdTxSjbou6zI7HKZ0e/VBHivK8RJPNLkXFLlF1hcXMSXX3wJQOqqqBbhi8+/wNKikivPxcMPPzzS52Wp3V73ugoY6qUVzdOVzrpmcrWiq+XIxS7jPAbfJnTSoNVAtedUk2QrQob5+fmhTM3NotGo46uvv2ICL9d1sX37dkk8pOy/60WmVoNuD36rMjWO/cf1H3odiPr/G0RnrYtN0vJlSizrZk5wbBu51n08TVOc+fgMvvzqS2ayq9fr2LRxI7q9EIPBQJ7HAt44eBDTM9N46KGHAAC+78O2LBRlyYadqCoUZTnSvK9Uvx8+dBg/uPMH2LZtGwCZpiSEwCCO+dqObXMjW9eTQ5skCRzHGUmZKIoCjUYD7XabaziCIECapgiCgOs/fN9Hos5HypZyacWy1ENqsqsr5iRJEIYh0jRFvS7DzL1ej++XRr4sK1iWDQvDe5RFfC7yPOOx8DzZeNSywGxLnucijhNMTLTQ7w/Hm54rz3OEgbx2mmVwXRe2ba9gQRupKSsKhGEIUVWcEuk6DhaXlvD222+hXqvLcxc59jz9NMqq4sUvSVP4anwYenPU5Z2Xb1CMK1O2ZcFSKXbyQIFTp05hYX4BUSTTfTzXw7bvbcWGjTM4e/YsACBJcxx/+224rotHfvIIgOE7L8uSDbwKcp66jsOpeNT5/NVXXsXtd9yO733vewCAZrOJwWAw0hfG8zzEquEmfZYkCc8jkoGqqhCFIZbabU6pCIIAg8EAvu+vSNPVc9KpJotklBwpJD9BEPDmsF6vo6oq5Hk+vJ80QRRFsvgVVMdlw3FsVJWAUIosDAMURYUkSVhBE0tgGIbIMpn+UavV0Ol00Gw0OI1EzmcLvuchzVJ+N/1+H/V6HXmec8pkluecOqu/E8/zUJXlCFPa+fPnceLECdTrdb6fJ594QqaGaWPrqaaNjJtQpoDx5Yrqj2w1l0RV4eS7JzG/MI9aVAMg6/u+971t2LJ5M776WjokiiLHsWNHEYYhtm/fDuDiuorSZYFh2vThQ4exZcsW3HrbrQCAVrOJNMvQ6/XQbDb5OfqDARzH4bmoy0Sh9aCp1WpYWFhAo9EAIPUc9Rmkawoh4DgO0mV1iSRPuiOG9JReE0x9a9I05fsZxANEUTTCXpujgG07sCwbZSnlJQrDFXJlWRbSNF0hV91uF81mk2vBqkrAsmy1zgz4Gfv9PqIoGpFzIuOoqoqvkytZ059PCIGzZ8/i/fffR7Ohxtu28Phjj430oqmEkHYEDMaBBUmAQro+zTKcOnUKi4uLvEGv1+vYtm0btm7dii+/lBunNE1x7OgxNJtNPLRd2n+e5w1litZI1YNTf59U93T40GHc8v1buITD8zwkSYI8z4f2n+OMpauEEKhFEeYXFvi7jXqd5XHUBpMytVxX0XE6yQvpMAKt2/r3B/EAtVqNUxUBoLBK2LYFwEJVkq4KUZYVkiSG75O9KJDlOYLAZ7usXovQ6fbQbNSRKjkj9jzXdZHnOWpKV/X6fTTqdWR5zu8wLwrWu/raYy9rqC2EwDfffIP333sfrYkWj/djjz0m3502tp7rrqn9ty42SeOCDGAakHqtjrNnzyLPcvzshZ8BANqdNhzHVjndUhnleY5XX3kVg8GA81B14gZ9gXMdB5a2oaGGmb1eD5+c+QQbN24EABaGqclJtDvSY5Eq48/3PHS6XQDA8ePH5aZHDOmWaWJ7vsfNOZ944gl4nod2u42pqSl5vjTFuXPncObMGT5uw4YNuO+++9BoNJBlGQuF6zgYqHv63b7fyfN7HmABTz/9NG8YPc+D7/voaF7/48ePoyxLpGmKp5/ew+NTVQK27bDSE0KgKKSioM9effU15FmOx3c8zorD933keQ7bthFFNa5tee/ke1hcWoTjOLzYbNmyBc1GA/3BAAF93/PYa0RjleU5Tpw4gSiM+FmCIGBlPYhjAGDjUax3ytx1Asu2kWuNlX21+Duugx/d9yMAwOTkJJIkRhSGuO222wBIw2Tfvt9hcnKS56Zu+OuLlKs2YUx9rAyzJEnwxedf4M4f/AAAMD8/j4lWC7Uo4hpDWuAD32eZeuedd5AmsjjXdtRCr4gkaG4DUqYajQb6/T6vBWmaYm5uDqdOneK1YNvWbbjr7rsw0WpJVkx17xMTE0jTFO12G2+/9TYA6bkrixIv/OwFNiRp7PI8Z7l44+AbrLR27noSANDvD+A4rjR6NWXmOC6yLOfz7Nu3D2ma4bHHHhtuVD0PRV6isEtEYYRYzfcTJ05we4Mf/vCHAOQaUavV1LozfA/sidWu/eknn6LRaCBN5DssyxKVECjynOWxJAVsvO5jw7ZtaUCr333PQ5JKg+m+++8DIOUqjgfwXBe333E7ADn+h944pNbags8FJUMjusp1pZNDvWPHtuG4LjrdDizbwvdv/T4AoNvrwXEcTE9NsXGTZhl830fg++j2egCA3//+90jTVDaXJBbYqoLt2Gi1Wjj7jXSQ7H1+Lxt9+gbi3LlzeP/995ErY2nrtq24++67Ua/XkWXZSF2sEAJJkuDom0cByA1aFEV44skn+BmjKGIHBcnVsWPHUFUVsjTD7j27AEjjy3U8BEEwEil2XQ9ZNpTJ3+37HdIsw+OPP75CriyrgO8H6NFYvPN7dLtdlFWJH/1IroMbNmxAs9FAXhTD9ggYGmhkdArLwmeffoZ6vc5rY1EWsqa6KIaEAoqEwLJN1cM4cF0XSZrymE60JtDr9ZClGfbufQ6ANLo910FeFOzQdhwHhw8fRrvdZtshiiJUyr7QjXHPdWHpLWVcF2EQYGFhHo7jYOvWrXwv9XodtShi26MsS/i+D9/30SVddfwdJKm0/1hX5QXCKITjOOi0pa7atXsX6vU6Op0OO6zyPMfZs2dx6v2hrmKZqtWQ5fnIhorqrI4elTKVJAl8z8fjOx7nORpFEQLfx5LmoD927BjKskSWZnh6j7T/+v2BtGX9YERfuK5Anhf83d/u+x2yNMNjj4/qKnIoBL6PnrL/3nnnHfT7fVRlhXt/eC8AYOPGjWg1myNs1EIIdtDpjpTPPvtM6ir1/quygqgqZHnOjtFKtV1YS111XUknpctR8d6LL70IIQR+/vOf4dzsOZybPYeJ1gSCIEAtimRxuVIue/c+hyRJ8Morr+CVV15BFIZs7NNiVVUVBKQxQT9VVeHMmTPwfGm416IItShCo9FArVbjCQCAU48s2+b/jwexFKZaDZ7vwfM9OK6D/qDPXvOiKPDWsbcwGAwwOTGBOI4RxzHKssTGjRvh+z6fb2lxCVVVYTAYoCxLBErRzS8scEdpiipZtoWyLDkaRb0DyEtG49Pr9dDv9eE6LqIoQhRFMpKjvBb0Q4JG3jAhBDKlbN87+R4vEIHvsxCRciSGtKqqUJUVpqenMT09LccoSaQgWpbc9atNalVVCIJA/vi+VOCa360sSzTqDZRlyfddFgUqs0EaG8QCRO/zN7/9LdrtNnbt2oVms8leV6IqbrVaaLVaGMQx/uzPfoXFpUUcOnQIhw4dQhgEsEmmlIySTOXLZOqDv/4AtnJmOK4Lx3UxOTmJLM/R6/eRJAmSJBn28lKU45ZlodPpwA98eL7Hn4VhiE6ng26ny/P/xIkT6Ha7aKhIS66UyszMjNxQeT58z8f8wjyEEOgreaTv0z1EUcQySRHfLMv4nI16ne9Pf0ZJ+VyiXquhrrx3tEmh767W+T2OY/iej1Pvn2IZ9X2fO86nWkuDNE1RFrL3xeTkJCYnJ9nLaSsijVJ5HMl7SP2uhBDo9rqoygplVaKsSgRhgCiMpIxDI0UyG6TLRhiGvI795je/Rafdwe7du9FsNGSUME3huS4835f/Ko/z88/vRZ7neP211/H6a6+z0eQq7zGz5gmBvCj4pxICpz84jcCXrJM078h46XS7SJWRSXJD3mjLstDtdBH4gZQrW7Kd+r6PNElx7uw5NBoNNBoNHDx4EEVRjOjOsiwxMzODMAh5zV5cXASAYY9CpYNI70WRdHgNBgM0mg0M4gHLA/2QruLv9geIBzF830ctqqEW1WBbQ6eMLlee543M2ziJEfjBqFx5HoJARpop8uq6rpRnW3ryN2zYIB0PUYSiLOHYNgoVkSUbwnUc2Oqnqir0B9IYLMtSEgYEobxXtQZwypORq7HBej4MEYUh/tX/86+QxAl+9atfodPtotPtsmOnXqvxcUIIPLNnD6qqwsEDB3HwwEGOJOlzmOZQoctUVeH3J05genoGSZJgZnoaM9PT8H0fCwsLSJTBDmjtZXRd1e0gCILVdVVX01W/l7qqXq+zDiGZou97voeF+QXWVXJeBQgVyyw5FNvtNtrtNmpRDXEiN3A0rx3HQU/JlC5j8SCG53uo1+uo1+ur6iqSed3+S2IZvV0pUwFvWOg6VTmkGd+4cSM2btwobbYLyZRaDynS1O/3pZ4q5I/v+whJV1VywwQh1jyj4bqKJFVlibIoOFQXRRGSWBrem1SEp9fvwXFsdDodzExPAxjuTJ955hm89tprAIZseMR6QsdRGpsexvzoo49gW+pFKU9EnueYnJiQaUTa5oEMKNoB1xt1PPTQQ5xWA0jlSROBvvviiy/i6NGjeOH55/mzWq0m0yL6/WEosiowPTWF/mAAIQSW2m15HSVc+1/fjyCU4dEszeB6w8kGAN1uF9NTU1hqt0c8FpMTk8iyjL3wjUaDN116SpNtj9KHu44rFeLSIntPKuU5bLVayLJhuoKATN0QQnC0DEJwGh5dhwRDT5GaX1iQnn0V5aDx7g/6ciyJ5TDLRurWDC4OiiC2mjKE7bkeL4yEMAiQZimSJEG9NkwVGsQxfvHzn+O3+/YBkN7pqqrgr5J+srw+48yZM/BcaYyR95ZkplGvs3ebQvaFovEHpAdx+8PbR2SKUs5cZWwCwF+9+CKOHD6Cvc/vZQUYhiEc28agP+B5WZYlpqam2MtI/5JT5sCBA3ztxcVFzGyYGdnczM7NYWZmRhp7Kl0njgeYmJhEWZZYWmrztYUAG2TAMIpt2zanKJKzgpQdHVeWFaIo5HRFQOanU6rf1OSkPFYIGcm1LOSaR47TXNU1Z2dnEQSBStVz+JnbnTYC3x9JpTJRpMtDVcn0L5IrMlD0nn6yLUWK3uIiWi15nGVJx9Zzzz2HV195FQCQpRQ1dQBNV5ETQm+k+emnnw438kqG8zxHpNJGKZWb5KosS075abVaeGj7qK5qNBpIkoSdJICMdL722mv4xS9+MdIawLFt9Ad9lpWyLDE1Ocm6iuYyOeBe/t3LaDRVeluvjzAM2WgFZGr4zPQ02p0Oy1VRFphoTSDNUiy1l/h8FuxV5UpPJ3TdlXJVNhqoSoEwCpT3W76/LM/gOi4qUXEUmpyCURShUMYxGYVFUaBUUbqzZ88iDEJk+TDTw/d9dHvdEbmqjFxdNvSU0cnJSeR5jm6vi8mJCQByzhVlgUEcs0wlaYo0y7D3+b145ZVXAMg13nVd+LYNSvwnmaISC0DK4+zsrNwgeC5nDeV5jk0bNyLWHHm0vuq6qtVqYfv27ZziDYDXa1tLHfzNb36Lw4cO45lnnxnRVbZtj9p/RYHJyUkMlEyRnpTpcSV+8+vfaE6RDqJQOhhoznW7XZapJslUUXDWBKWVU2RGlymCrqvjQ9oUAAAgAElEQVQc11mpq5pNZhKkiBKgyVRVsR1RKfsvCkOUanyItTrXbM+zZ88Oz6dY+TzPQ7sja8t0Vt21lqnrKpJkYGBgYGBgYGBgYGDwbeO6iiSVVYVaVMPLL78MQBZMP/vss+wVA8iDJLB50yb2cgkhuKbh+b17AQDn5+dlfY7GxkURDJ1ZSOYfCzz7wrM4sP8A3nzzTQDA7t270e50UKvVeNetp5YRKBzpex4fZ0F6N/r9PnvxXnjhBRw+dBgLi4vsKaG0Hd/zMYiH3u3z8/MyymRZaKljB3HM5+91pXeh3qjjscceg23bnMcZRRG6vR7CMMSrr0pP5eTEJKfnfPDBBwCAP/3TP+Woj/485A2lHX5RFjKPtlbHyXdPAgD27Hl6mJOvRdriOIbnesjybIS4wXNdDrPq74I8dwBw6tQppEkK2xnm5Xuhh3feeQeP/fSnXK8SRZHswn1Z7Ec3LyzLQrPZxJEjRwDI9K2f//xnqITguhdAytDM9DTnX1NReqfbxS9+/nMAQ5nSQSlelmWNyJTjOHhy55N4++23cezoMQDATx/7KaIwxMLiIkeByVM3IlPKs+1pMlWoc5J3HJC1eG8dewvdbpflrKoqmT4YBiN1egsLQ6KKVWWqR/Orhscff5w9hoD0tg8GA4RhyJ7KVmsC/X4fruvi/fffBwA8+OCDCIJwpNi3KApeu6hepCxLdLoyN/3kSSlTzz77LKpSIC8y+J6HvMh5LBzXQZEXI33fuP+VltO9PL3vkzOfDAuVVcHuoD/AqfdPYfv2hzhtgdIrTHR2fFiQRCSHDx8GIHXVL3/xCwgMI5WAkquZGdZVgGRtXVpawgsvPA9AytVyJq7V5KooCni+h58+9lOcPHkSB/YfACDrHcqqQtzrYUJ51wdxvOJ9xnE81FVqflK6jC5Xu3fvxptH3kS32x2JGhHxUDyQa4TneZjX5IqiQXScgEBbea6bzRYeffRR7tEGyOhwry8jTKTzm82mjDxbwKn3TwEYypUeFSO5ohRYuscVcvXMMyiVXNVrNZarqqrgOi5EKUYiBbVajdcaQqaNDQCc+fjMCgKAfr/PcqUXjxu5ugwoXXXojUMAgDRJ8fwLz69o2uw6DqIwZP1Fqcqzs7Ns/80vLADASJE/EYQst/+qqsIzzz6DQ28cYnl+5pln0Ol2R0gaaN4ut/9IV9HcJLuIMiQAYPfTu3Hs6DH0ej2WF12m+gNZ1uF7PuaV/QdgxPaMokjW+sZyLak36nj00UdVfbkcn4aq/46iCC+Trmq20O/1R2TqgQcf4CyDVWVKzfeyLLmOStdVZVlK0gYlL4AkdIAr63qpDs9VtVTlBWSKxvKTTz5BVUqZJNbnXr831FVU74hRnr21wHUVSZJscgNO34lCmVdZVhXnpEZRBFcZ8oM4xiCOZSGZInKYnZvD7NwcNszMrOgArjPQkeDNzc2hNdFCr9fDc889iyROkMQJbMvC9PQ00jRlg8lxHM6lJFCuKxUcpmmK/mDAC+4wZzlAvV7H8beP8/mIrecnj/6Ec0V935fFgEkCIQR6/T56/b6cvOqaExMTmJiYQJZmqNVqGAwGnNNNk57qpeJBLAsLIelnFxcWsbiwyOFgSj+ksCul29E9NuoN+IGPvMjR7XbR7XYxv7DAY0npJUIIuI6LMAzhe/5ISt3yPFQAnP9K3x30B1w0T0ZzkUtKXYFhzq1QNTAG46GqKqRJMqwNIEY1IXjO9dX8obQZSl+1Ve3d3PnzmDt/HhtmZmRal3o/RNlfKlmiOXPu3Dl+X9u3b+fan1qthiRN0Ww0sLi0hMWlJT4P1U9UVYW8kMqF7nkwGAzTfoKA5yvV1h07eow/I+a8xx9/nGuufM/HiRMnWAHQtSltSVQCrdYEWq0JZgvSa6Rs20ZDpbsuLCxgYWFBsu1FERzX4c/oWN2g0lMRsyxDlmVoNBrwPR9ZlmHQH2DQH2BxcZFlL9dlynMR+IHGWCnfaaGeV8/tpsJikj2qe9RTKy3Lwvn581zQXKm6CVNcfnkoqwppmnItW7MhGeaESjWp07qsGN3oh0hvms0mzs3O4tzsLDbMzEgjQHP8UL0ZMNRVs3NzsC35bh944AGWN891kWUZ6vU65hcW2EDU52NZluy86vX76A8G6CvZojoEqjm1bRsTkxM4dOjQcD1QKUaPP/44Gs0GGs0GPM/Did+fYOdhr9fj1Fqq9QuCEEEQwnbsETZXz/OYbc+yLPS6XfS6XSSxZIutRbWhXNnD51je4oIchGmaotFo8HlZrpaW4DhyzAZxzGuRqATX9ZJc0rukNcTzPLY19PqJJElkI+GiHLHaSK5ovAEw+6HBpVEUBTKV0k1ppuREjpMEcZJIMgbloB2Z/2mKyYkJfHP2LL45e3ZYiqGd37IslFxLKutp5ubm2Fm7a/cu5FmOPMt5rtFGhpzQpBPoHa+mq2jzNqKrVDrs0aNH+flonj32+GNoNVtoNVvwfA/vnniXdVW/30e/L0sO4jiGH/hwXAeO68CCNSJHZP+RTJG9Ro62Wq2G+fl5zM/PMzunbr/pqeG6TMm04VFdRQ6cwWDAx1ZiWP9IdU6Jsj3yooCvghZU5uGtIlNFWbBMWZaF+fl5aWsKrcnwGjsdrqtIkqfYNohe+4477pBGjBCYVjUukgTAQn8wQEPV3GR5Dt/3Ze6l8qQRT77eH0gvZI2V0fXpJ5+i3W6j1Wqh2+txvQ8g6xOmp6Y4ikEbA90QclyHDSsC7a51GtRBHOPhRx5m7x8AzgMPw5AZ4ojdjfJayaPQ7/clPWM4ZOixbIs3H2QIkQdDCIFIdXSXxfUyZ7zVlLm9VCOk57zrNUNklFEESgiBCZUX/NZbb+Hhhx/GhpkZpNkwJ1VAcMG7LnDLGbdYIIXA3NycHLN6jf7IvQHyPEe9VmePBSC9tGScG1waVDhJ7+h7t3yPGX5o7Ddv2oQkTaS3SnmuHNfFYDDg3GJAUgoTNT5H8qxh5E+XqaKUCm9qcpLf55BwxGYPmQ7O1Q5kQW6qsTtGUSSZcxTZByA91g88+AD279/Pm2+KhEaaTLmOi1hFjcqyHOayq4iVTo2cF1LJ6GNGhlWj0cDM9Ix61hgWLGYdAqQHjeSJvGuSTljKOR2X5RkAeQzV7r391tt4aPt2bN60EUmasr1sweI1kNccjR5WJzGhXO8vv5J005JgY0h9Dkjvv1MYWuKrRRiGqLTahlu+f4ucg5aFufPnAQCbN21GnqfodLuYVPVktEmAtp72VERSAKvrKrW2f/rpp0izFHmeY3pqCn6gaKrVfBdq407fXx5tD8OhXNHfGvU6ltptRFHEOiwMAtx1111YXFhkGQiCYChXPSlXjuugiAteY0j39lSNRVVW7PLN0kxReRcjBifV99brjeGNWlLfBaF8PtIXy6NGQRAyGQNdw7Js5EW+qlxJchl5Q64nPdYkwwBkPZFY2XqD5Oqrc+cAAH4g6448dxjxpbqQEaMc0qArTdbDWJC6PmMygvsfuB9VWaKX9XjtJMO+KAquUyJ2x8D3sWHDBgDS/guCYCTrxLYsFGoekdPt008/ZWZiYuwFVI0hbQTiITmCXt8OKJlSskPfbdTrSJSjjfRcmmV44MEH8Pprr/Oz0GaiVqtxJMl1XCRxwjJF87jT6fBmgmw9IQSiKIIQYsT+TNNUypRqpQJIW7Hf78Nzh5Fhcl7rjNBkk7I+zHLAwohMvfXWW9i+fTs2bdw4whZLepOeDZDrBjkv9bWNami/+fpr/i5R79P9eK63IhJrYfW17WpwXVmSQghkeYZ+r49+r49NmzYhUJ4tYiMhA6HRaCDLc2Rqx00TnH5oN01ebqK4tW2bC78BYHFpEb/85S/5ZVAk6Y1DhxCGIbqqKa1eHOr7/tADjuHCTUwkFCUChl5A2rDlimKbFAQdQ9cgBipH7ebJO1eLIrzxxhtot9vMQvT000+jrfrG6OwmQgi89OKLUgEobvxHHnkEjUaDd/hEQEEboiAIhpEfzbuQ5dJLGPgB2p022p02hBDYunUrBnHM40YTn0KljkoXofdVliV77Ggc86LARx9+hI8+/AhZKj0VGzZs4DHzPE8ZlGAvTaDG0WA8kFeLxu+O229HkqYo8hwbZmawYWZGOh4sS84BxeBEi36mqKID34ejPDqUoqDLlC4T7U4bTz31FCZaLXZW+L6P1197XUa2tAVd35hzNKgskGYZe3BdV25ypFfRG2HGkzTJw4LaLMtYAXiux4YMyW8cxzwPbdvG/tf3AxiyZv3shRc4jY6esV6vIwxD/OVf/iXfo+M4ePSnj0JA8LW7nS4zBRITEK03uoeUWIBcz0Wn00Gn00FZldi4YSN6aiO4Qqas0XRhIndI0hSJKuK3bdnf5vQHp3H6g9PsLNmyeYuMQFhSyZIzg9cMe2VfM4OLI45jQHl34zjGHXfcwXOLGLKSJEYlJJkNeVuFSnMV0CiiLdnno1JOqxFdpaW3Li0uYffu3ahFEXr9Pq/RR48eZQeFzkZH8qF/RnJFXl3q3aKv42mWodlosBOtqipOxyvKUpIFeS6KvEDgB0xo1O50uGB837590sGm5t3zz+/F7NycJIBQskH9Afft28fe8bIq8dBDD8FXjHRlWaLb7XKGBDta1LPpclWWUk4812O5ItKnXr8/otfIZtDTuKAMcHI65nnObHdpluEPf/gD/vCHP0i2SSGwZYsmV7Gkgc6yDK7aVNmOM9KzzODi6PV7islMNj/duGEDChUd16P6nlq3KJPIVwZ2qtZ16ktHjgY96qgTfQDA0tISdj61k9NPhfrv4IGD6A8GSNW5yMG2mkyRzmHGY8Xyq+sqQNo8lj3c5NH8o2iZ7/koygJBGPBGbnFxEYuLi2g2Gnj11VdRVRXfzy9+/nPMzs6y3UeZTpZlYd9v98F2bNiO1KsPPfSQDCSoaE2322Xm4hG7Wc39kXVERax0mdq4YQPLFK9jkDIlqqF9ZmGYKp9mGa8/lmUhSVOcPn0ap0+flrJZCWzdsnVEVwEyCEJj6yjCh7XEdbVJMjAwMDAwMDAwMDAw+LaxPjZJljXyI3v/rvyc9p8U2aBcaHnoaLNKapBJfZLIa0ARJ6JrdFRqTxiG7DUDhp71eq3OdIt5nuPZ557Fs889C1EJzkfWi7irSvK1c81NVbJ3lyJb5PUK1TNQugAVzpKXikgPZNqM9DCTJ1onjaCIFuWwDuIB127pTWeJTjIIAoRRxF4RooDUvWZHjx7l8aTnI08NdYGmnNQ0Tfl+6efXL/2aw57kke6psLev0hZ0uk3y5JAXkN4p3WMlZKrIHT+4gz1JriMjfgcPHOR3rPd1GUbzsHJuGQAY9l7hOoA856JVvSCWaKCrskSlIiXkYab+BkRJ7KnCV/JE+54HC0OZopo0qq3ZtWsXdu3axREn3fu7PI2MSAbIY0dzUwghi8ZVHR95wOg8eiRVTyWVaZ2y0d/S0hJazebIepFmKcIoRF7kyIucm3BSxBOQ3uGiKNBQ3nXyHk5PT/P8tm0bf/3Xfy1rHwYD9mjqDabph1KD9UiZYzt4/fXXWU5ofNvttqR5dYcRBUqn0L/vq/oJPQ2VIl63fP8WZHnGFK0WLBx9c5gbb6s1dGQ9XgV6X6UbFmPqKt/3ZToV6QFVE6tHuSl9jlJE2BOupaVAnSPLc3gqYkskRIEiWaC5wnU9KiK1c+dO7Ny5E2mScm0hyRBBz7AgeQuCgCOQMkvAH/EIU/QqSeJhb0C11pN3mUkULJmWHgQBarUaarWarPfzgxHd3FXUzpmmt4nSX48elEWJZrM5Etl898S7nJGg61OSA/qhQnRKmSXP82uvvc7jTWtHpyPpk11vWBexnIhIf4+kt2jdcF0X99x7D5I0QZLK9CjLsnBg/wFeLyEE93XRf5bPLaOzJHzPk2Q0KqpYCQHf8yA0/UWZQY4iYbAta4TARn9HWZbB8322oZbabV5XaQ67jsvyVxQFnt+7F8/v3ctziGxQ6q/HqWBaXZ0QguvtqDwBkCUWeoSnqipetymSRP2GWM9VgvUjzekgCCQVuAC3cgAkORjpKr22x/d9mQKYpLIpOyQpk6xrl/+d/uA0fNXvkuxRiiKTTFqWpVqBDEbsPMd28Nt9+0Yiuq7rYmlpEbVI9gslpCqV3dF0NTDsiUX3A8hI2+133D6yDlVlhYMHD47Uhdm2vaa6al3XJFkYfRBS8Nx7gIQGwxxHEopx4HseBqpBJDDsS9Tr93Hq1Cm+iVwZjrUo4lDeUnsJgzhGo17n4ksiU6j0PFeVFqdv4kjJUI8jAGg2Gnjl5VeQF8PuwSRwrutizzOyE/L+/fuRJAkOHz6MXbt2sfA7jiMNJYFh7rjK8dYNTUrr63a7CAN5HduxOQxqKyGjSU+pFPSZrgwAmRvuez5z5QNQBcmSeSyOE+6kPNGaQJZnI0xOtHjYts0h7VwtEEmSDCeASlUQQnDNyOzsLGq1mixWVHOC+1hoxegGGqzRAnBaRKgbOLH9jOT5Wssl8cKoRRGW2m2uEXNdF6mqQ3vv5HsA5LwkYygKQy5AX1paQhzHXGANDGvMdOOSek6QUUn3SCkN+kJ78MBBbuRHIIPvyZ1PAgDePPImqrLC0TeP4oknn+D1gMhGyrLkx5c9o7KROrrBYMBFr1RHYsFiJVupFNM0TZmMhFI6iqLA/MICJicnWS663S5qNUnSQrnoaZbCth1m0nPV+2pNtFim9DxvSpXgGo1KdiZfXFzklNcgDGT3d5U3T/cziAeqXkbKEKWnmDTWC2O5hFRVBaHNOdu2Ualib93xYF1AiS9HTa2vxHzaqNeRZvK9v/322wCA6alptNttTE9NYRDHXIuTFzna7base1LvMFXXHmUFG9auEvI85zWB6hGzPMfLL7+MmZkNq9bB7dy5E4CUqyRJ8M7xd0b6vwBynsEa9jNqNZtcv8CF7WEITzk06LuOq1L/tG0D3QNtqoBRRkZ6JtmsUxaaUz1iXuRo1G00m030+304Sq4mWhPIslFdRUQu5IABFLuk4+ArVecHgPVmWRTci5BqcTds3MAyaVsW/CAwuupCWKarRmpdAU7vBrBMpsY7faPRQLvdZl0z0WpxWuqxY5JxtTXR4nkdKucBINd8cu7W1NpJTgX9Hkmm9HvP8xytZhNFWY6kux998yg81+P+RVVVydT3osBze58DABw6dAhJkuCNN97Aww8/zOtHVVUIoxCD/oDtR8dxeHOub+yJeIg2K2VRIk4SKTtiaNcR4QTZWzRv4zjm+d8f9KUN5vlcC1+Wqil5FI04Aqem5EaMmkbTPZJM6ax+ruvizJkzw1p612EbhTgJirxAnMTYvHkzP1uW54iiaMU6djVYH5Gk5dANNAy9KAJS2VN0wVKTlAqUKWd7XJAHiHbzRG1NRXFlWeKHP/whmo0GirJErhg3PNdFrVbDu+++izhJmCWEJg7lZ5MXWW+4Rw3C8jwfqRXqdLtwPRfPPPMM79x1rzp9JhffEqISqGvseLOzs8iLHHESszes2+1yFIw8CbUowocffoiZ6Rk+bseOHbLhYC2SxeVCMohR5Ic2RbrnhL7rez6yPMNSewmTk5OYnJxELaqhKAu89NJLqEUR5wanWcqecoLenVpn6ovCECdPnmT2lqgWYdu2bYiiCPfdfx/uu/8+abhBsFeFIhu6YjOQGNEbuodFK3qmTYeueC5HngBZJCs9QPKaVH9DJCWO4+BP7voTZoPLtWhHrVbDyXdPIkkSzm+m+UeyWZYlHHdYE0Vd1fVILjW2cxzpcXzkkUeGURG1ZlBOOikQiqrMTE+zQvvm629QViW6iuK0Xq+jo3K1de9eEAT49JNPMTk5Ccd24NgOntr1FN+jXucwUN58vW6KorHkFQzCQFLrdzvMakQbnxf/6kWEQcAylWc5OzTIc0rXS1TuO3n3XdfFmY/P8Fpi2za2fW8byrLEI488gkceeQRxHCMKo5EIQ71Wu+x5cNPgAroKQoxkFNhaXc9yY28cZMqrzPNGRZz0eoNbb7tVOvqW1ZA1m02cfPckut0ur7Hk7KK5T/Of5mQURfwzv7CAer3Oc67f78OxHTzw4AN8bZIJT4tsWbakbBYQ6HQ6HEmem5tjHeg6LlzHxeLSEjPp6YyMb799nB0uAPDYY4+xQUjeel3H6pEjAh0XqkbM3V53yGzp+0jTFC+99BLCIOAasjSTbFyOO9R/QkWqkiRhe4OyRD795FNmi7UdG9u2bYNl2yxX9ExpmjK7YZplI/WXBhIX1FXAiC3DtXKAfDfVkGRqHPR6PW4wHEUR1wf2+322b+68807UFPmB7nxvNpp4//33sbS0NCJTlKGkZwLQO6ZIqu/7mJ2bQ5qmPDd7vR6KssCTO59kZslSixbR+eZmZ1GVlXRyK5rzOI4xOzsrZcACR9qyLON6PZLxjRs24KOPPoKAYNvqyZ1PDqO3KmPC8z3eZFHWAwUBJlotflbf8wEBzC/MY2JyAhOTEwijEBDASy++BACsjwfxAGVVDm1HFQmnCK9e3+jYNj755BOUVSkJVCwLmzdthhACO3bswI4dO1CWJWq12kjrHRrLtcS6iCTpm6Dhh6NeBDpGV9ZFnjMnernKsZeEYumg48kT1ev1OGz5vW3bRl5goAz8H//4xzhy5AhazSZ6yitFBWh6SD5LM5w8eVJShecqNdC2sGPHDnz88cdYmJd0rEmaoN/rYWpqCguKorUoChYEfZddr9fR7rQxv7DAXoPTp0+zh5o85GEYsjFHnjMhBM6ePYt4EMNx5TO6rqTm3r59Ow4fkv1yyqLEHz/6Ix548IGRqBi9g65i9COv/KZNm3D//fcDAI4cOYJGvYEszxAramf5XiTBQ1EOmUwyjY2IutMvtZeQO45kPFIMfN1uF8/seQb9wbDXBxFjlEXJDIMTExOmyBwY2QTxR1gpY5Y6Rn+3FgBLeb4BsOE9Doi+mzyo7XYbU5OTcOp1JtnYtGkTRzcpjQ8AHvzxgzhy5AgmWi30VS8ZcjToEaI0TXHy5ElkacbsUbZt45577sHXX3+NLJXXyYsc58+fx8zMDEc5e72epMdXkRZAyl6j0cCgPxjp9XT6D6dhWzbCKGKZovvQGe+63S5Onz4N13OR5lIhkiNhzzN78PLLv+N7PHHiBHbs2MHX7vV6aDRkih/JlHwHNrZs3oJ7f3gvAODwocMyRSJL0FeRK3qpZCgSSCZd1+WO7rlaS9qdNmpRjcf27rvvlmuW+j6lMnW6HV7DBnE8EvG7mTG2rrJtQEvzqaoKsCy4lLoI6QkXY0ZoKSJCa9/8wgI7IEivbNu6FVVVsfFH7+/ee+/FW2+9xb31AIzQAhPSNMV7J99DWZVIEzmPhRC4+5678cknn+Cbr78BII09ml80b8h72+l0MK3oldM0xaA/QF7kaLVavJE5ffo0RCV11e6ndwMYRj+JMIS+f37+PLI0Y+8xpQM+8MADOHToDQByHn/44Ye46667OAosjSZ5b2Q0VWUFywY2b96Me+65B4D0zEdRhCxPMYhjlivbkmtOYRdD+0BlZbiqrx8ATkXMsgyWrdLEYeHOO+9EkiSYnJjk+yYCC2JDC3wfrueNMFDelBhXV1kWoDFGVmpMdTbhy9FVYRiOpGnR/NuyeTOOHz8OAJienuYIJ5EiAJJZ780jb+KBBx4YKUsgpx7pqiyT9l+WZZIJDtLeuvPOO/Hee+/x+pAkCZaWltj+lI8sZZ5sPwDYtGmzjM5U0lFIfzt16hQCP0B30MHPfvYzvja1qaGI1dz58/jqy68UY2RdDbscr4cffpjtvzRNceTIETz88MN87VarhX6/j7IsuddbXsgU1E0bN2H79u0AgAP7DyCqRUyXT2sWkZqRw5PusaoqTisEhlHpLB3qaMuyZKmFEJxxVKvXkKggBb0DYgy8adntDAwMDAwMDAwMDAwMvm2si0gSYYWXbpmHznYc2FpIta+aX9qOA0vtQmVN0ngeT0rjoR0sFZCdOHECnXYHANDpdpkXPgxD3kFv3LAB9ZpMv9HrC3SqVEDu0judDsIgZK9h4AU4cuQIirzg79YbdezZswcLWodyPc+WdsYbN27E2W/OypQ25R0GgCxNEYbRyGdLqiEmpfTQuShliTzulDfq+z6/BM/38MUXn+NH9/1oJOebil3J2+H7PuzCRr1eZw+g7/mYm5tFvdHAgf0H8NSupwDIXX4cy+a1POaqCNB2HLQ7bT5nr9dDnudohCo/t6zQH/ThuS5H7qjxZqqoIgHZfV2ncL/pscxLt9xDZzuyJ44uU/VajQspAaLfHk+mqOcL5dlPTU0hSRK89OJL3LfFsixuUEvkDgCw4RIyRRCVQKfdkT3L1MNkaYYPPvhA3q81rFP6i7/4C26mDIDPSyF6ANi6ZSvOnz+PqBah1+thy5YtfG3yTJPHb3FxkT3wFPmZmZmBH8g6hVR5y8nbqUdxp6amcP78eUlVr84bRRFHPimC7DouhJBrAl03DEMsLi6h0ajjwP4D2PPM0wDAlPxpmnKkh5rwUQoxINeSzz//XKamqghy0pf3akGmcwFQNPqysfUbb0hP/fN79yJR9VQGEpfSVfKj4Zzt9Xqyp5i9zC85psezqiq0mk1ZoA1w/5NXXnlFqw8YsFd9anKSa15brRZqkfS6Ul0RnVOXLSEE2h3ZQoJ0led7+PjjjxHHMdcmBGGAXbt3yQaSykNNPVkcx2Gv9cz0DJbaS2g2m/j666+xceNGAFImmo3mSN+Zb775hlORiBTFcWRDzDAMOQpNUdyZ6WnWk0IIfP3V17j33ntHPPiWov5fWlri8wkh++3QelCv1TE/v4B6o4YDBw5gzx4lV1WJMilVE0w5Fr7vS9Ia1SMOkHL++eefAxZG1ixARopIp1mWhSyX+urE708AALY/vB3DOJ7BpXTVcgILWWNWB7Q6dNe2xxUpxBC7E6wAACAASURBVHGMer3Oc7AsS/ieh//7X/5LnutlWSJJElkfp1JJAbmW2449Uu+t9/nRIxmdTgeBH/DNCyHw8ccfj2QjTM9MY/fu3Zx5AWAkY0DvNXR+/jxqUQ1LS0ssU4DMiJjZsGGkhnxxcRG+74/UFRVFzinrwJB4qNVqse1ci2poL8m1gPQXpdt5nsfzX+oqgWaryfPf8z3Mzs6i0Wjg4IGDHC2uykq20EkTfh7f91lm6V/XdfHV11+P1E0RKVlRFKyrKO23VqvhjYNSV+3duxf9QX9NddX60HqrpCuMKB+Cyj+lwTx//jwa9fpojrdtj01bQfzq9F3KO+11e/j+rd8HMGTZWB727PZ6qESFI4ePYOdTslCVmsaS8gHkhJmcmsRDDz3EYcI4SRDHMU6+exJPPPkEAHBforpi/wGGKQzNRoMLCu+++2588/XXqESF48ePY8+ePerYGnq9LnyVVw0A01NTqITgrseAnIDtdlumw2XyM9/3EQSBbEirNk51VTPiuu7IfdOm8vycbIhYlAUEJIseGXQ7dz6J3738MmzLhqNy5umclm2xkQbIYkfK46Wi5Kqq8Pt3fo8gDDhFoxbVmCmFjEF6H3mRY/78PJ8zzTJOi7xZsVq6gq58CJTLTYv/uXPncPttt42kDFxOnncUyWbHtGBKEg8X9UZ92Byz1+M8a1cZe4BUeiRTnN6miB/04m3P8zA5OYmHtj80bMaXphgMBnjzyJt4/vm9AKQB0+l2h0xbGBI8TExM8EJ/z7334Nz+c6iqCidOnMCzzz4LQBpQ7fYSolqNN0STk5OsGD/99FO+n1T1lqL1inogdbtdzMzIBrPnz5/H1OS0rG3qSCfMxMQEyrJCkiSYn5dzWI67rOcgBf7UUzvx8suvwrIt7gcDgFMm9HUsVnUlxEgESBn/6KOPuO4EADZu2MhpgQP1fM1mE0mcYNAfcPpQTA1ODcbWVVQfQQbU7OwsbrvtNtja8ZeTEuJ5HjqqDgEA90qqyoob0ZJzTvbOGqYG9ft9xEmMd999l1OiaXNOrFyALIje2NyInzz6k2GzSJVqdPToUezYsQOAlN/BYDAiQ57nIY7jEUPyh3/6Qxw+dBhpluL48eN47jlZfF6v1WVKu+uwXE1NTTFbpe4k7A8kMVCaDcmISMf+e/+ZbHb9f/1P29Bpd0bGMwgCeJ40wP74xz/y+YQAGs3GUK52PYXf7XsZgEAYhKyrGvWGTGXVmLioXivXxqwsS3z11Vcoi5IZJltTLU7NIqInyTDpI4kTbrYLSF1FKbE3K8bWVerfspAyNTc3Jx0Pmv13OTLVUHV2NF9rtRo38CZ9QTYZ9dsknRjHMSCAd46/wynR9H3d8e77PiYnJ/Hgjx/kxuudbhee5+Htt97G/Q9IeSSSrWazyY4HSs/Une73P3C/bJouKpw8eRK7du0CIFnt8jxDHMe85gRBgFoUodPtsk1I8ukUBWIlu5R+rt+37O1USOeO0jFUB1UUxYj9V1VyDSKZ2L17N/b9dh98z0clKr4f6oHm+cP0cGKM1NNsy7LEZ599Jp9Lycbk5CSKopAENqQ7WxPo9rro9/p8XLfXvSx7ZRysj00ScHHlo1AJIb0Gyqs9OzuL2269lVmDLhdUTE45wXlZSuaRiRZ+/OCDAJQ3S9H2xlrOMi2Y7aWlkc+EENyZG5ACTTtx2ugIISSbVZrg9ddeBwA88eQT+PN/8Ee+JoCRwj9SWlVV4e/8J38CoiQvipMAgF/+vU3w/VvUfXzI1wGG3dAB6fX+m//wR7BtG//if9gEAKyojh09xsxXRVkgDEKcPXsWt37/+3xfZKxyTmqew7EdbN68ma/XHwzg2A7iJEbWzXmXPzc3i1pNFsAzG6Etm9US6xcw9GxQ8z9Aet3CMES/32NvqO3YTG9JdRbUldswcV1c+RBonGh+zM7O4tZbb4Ulhixc9mUsOr1eD1OTk0iVN9hXtOK2KmIG5CLouS6SJBmpWUuSBBYsuTFRhhIZRET5D8i5qXu36JytVgtRFOGlX/8aAPDkk08yOcpHH30EAPiP/+uUFQWzf+U5/tZ/+H32AJalZLb85d/biCi6VRWTfsHXo9zqF1Lyhn2Kv/2PZLPQpqqr++KLIwgCyfCT/y9SiR564xB7JumZZbQ35IaigPRiW7CxdetW9qpTtI1ywg8ePAgAOD83h3q9gVp9WNwOSBY+cgLROOqUsgBw7w/vRb1eRxzH2LhBeiSpDUExKGRRLuRGjIrqDTCWrhJKVxWlkqtzUlfpjHeXw8SVZRmiMGQDiujEo1qER3/yE3k+DB0auq6ijdDC/AJnFFCEVq9nK0upqyzLYrkiD26328VLL8lC7F/+8pfMfEUy2el0MDExga+//hq7/y3Jtjc3N4f//G/djs2bNyv5/RwA8Df+g81MtmPbss7Jth2kaTJiqE1OTuJv/6P70OtJtkcAqKrPODo0MyN19P3/rMLiooM3/l+fDTJJwy89zkms1oiqhGVJUgWSq16vByEE4mTAdMKAkqtGA/VafcXmK01T3oB2VaaJ67qsq+66+y40G030+j3W5Xmew/VkBIo2tTVFFlCaGtqxdBUT7VTDTdLtt9/Ofxt+b7xr9lXzeXpHopLtK7I0w+7du/m+HMdBmSRMFABIO8z1XMzOzeLRR6X8UYRDp/AvKylTQghmxiMSj4XFBW5W/ud//m9gqd1mpxUwZH4DRqOUcRLjH//3Aj/4wQ9Qq50DAPy7//hPURQ5hAC++koy81GLmFZrAmmqGq9mGV74uz9gJzgAnD9/GAsLC+j1evjf/tMn+NpFUeJ//x8FPvxQ2pM/2vMbWVNp2+ge+5EaH/nfLbfcwjIl20bYnDF09OhRAMDs3Cwa9cYI+xw5RYiEBpB1zCRjxA1wzz33qMhsh6Nina6M0FVlJbNKIAk1yKGyVlhfWm+VAj4dtmXB0gpf+/0+LMXSQwu97PcwXiFkLYqQKDpEQHrX4jge8cBSmkktipAp1g1gKAgTE5NYXFzk7zM1MNEQVyVEIbj/ETBUUE899RRefeVVAMCf/4M/MpsXLcq9Xo8jWeR5pqK21XoKkWKkydZoNLg3EimeL774AufOncMtt9yCv/kPZepGkiT49T//EbI8Y1rwOI5hWRbef+99VqzkCZAeenk/9XodSZwwIx0AWGGIJ3c+iddfex2+HyBOpGLfum0b2kttTp0AwDz8+nv/7LPPVhSkN+p1JEkivehqUUuTFLZjj3gvu73uTR9F0rFqobkGcgIQpW6/35fd4G0bQo2z7TioyvEU+eTEBAZxzHPYdV10Oh3uOk7I8pyZaQhUbN6amODUM5p7NO8BGbYvUCDwfVZMxHD108d+ildefgWATDN69JcH4Hke9vBmQXDfFvKukRNBpw4HhsalbdtcjE59y+bm5oaEJJaFTG3mOiq9ZuOGDZifn0cYhvg3/yPpFfu7/+QunHz3PfzT/+5V7N0ro12STtjCYNDH0qKKINdkNC7XvMxeGGDXrqfw+uuvw3FtNvy2bN0qmZE0Q4u6jlMxPACc+fgMhBAo8qEXfKLVwkB5/3v9YbFwv9/H5MQkBrHcmMVxLGmgx5oBNwkuoasASX5C3eU73c6QKOUK4LmuJN8gevqqkgxZydAgIE93GAQoypJ1RhgE8D0fRV6w0aUzTjIpUimZY32NJIXStZ9++mkceuMQACkXSZJgw4YN6Eb/FQDg7/zqVyjLz1TLi+8BALZs2cLyDwwJFDhtLxhmChBLn2VZHFElIqU8zzE3J6NGi4uL7OA4e/asvG9RwbYc3LPzr9jgJaMrDEO88oqUyUZdZmSQ9xqQ8rdr91PYv38/bNvmNYHkKi9yXsuodxNtlACpT/NMEjvRs0i5GrAXH1Bp7nmJidYER5KoT87lOKFuZFxKV9mWBTgOH9Dr9aRNqFg9AZXqNub1IhXpY2eg6+LsuXMjESNbpYY3Gw3J0KttdKpSsjnS5ofWVT1VvaoqVKi4lxgw7E32wvPP43cvvwwAvE6TDQqA+yf9eO/L2Lp1KwDp7Pq7/+RH+OabbzA/P89zU7JTuijLgh11RZlDwMJXX3+FSDmRP/74I3zyyWfc4xMAPE+mdxdFgf/vX/9reT+KbXXiLmDz/UT9Dyaf+bN/X26cfvsv7ke73Wb2PACo12p48skn8cbBN2B7DjodKQMbN27CQFGL0/uStpqk9KexnZubk/cmgMFAjsVEawJJmqJebyBWus+1XSRJyhElAOh2O3CXERmNgmbHaq6t1WGIGwwMDAwMDAwMDAwMDDSsr0iSgriAY8VybAz6A+zcJWuADh06jDePHsWOHY8Dqq6cvE9VUXJEyXVdZFkO29YaurqeamLqwA9l5KEqKhx/+x2kScaF6o4tKVbr9TqqSoA4ISzbwtO79+DA/v04+qYMb+7cuROe66OqBIqCvu+qhnwespTCsT6SRHUzV9GXM2c+ATCs6ZDHecoDX/H9FEWpCufikaI33/fhOC7m5s6zh3swiDldjz6L4xhhGKHX6w9rl6an8cTfeBOHDw1D2a7tsOeTXofneuj3ZfOwTHkwHdvhpqBDL6XLm3QbFntT24tLqKkwL+UVh0GAWMtHBYAP//AhbMtCVKtxnVKSpLBtC6iAX7/0GwDSC5GkKUJFhQsA7793Cg9v376CB96iSXWTOO0s1XhNK4AYEprwUEivW1EWeFoRARzYfwBHlEwRVYMtBDw/QJHlnD7kuR7yIld9gORxruMgSVI4tsNpXnEc4w8f/AFFXrLsVKKEY9uwIOA4NhybaIlz7Nq1E0ePHsVbx2SIfseOHapPT8lpKUJUqEU1xPEAni8967IGIOL5DQD+9/9nDAZ3IQgq9JT3llImzp2b1UgccpW6Woyko/3/7L15kFzXdeb5u2/NPWvHvnHf930DRIqbdsmSLFvtbtvtluXp8Yzt8bR7ot3TMx5Ph2fpsSd6iZmettuOtnrGjnBbblGySFokQIIgCZAgQQAESAAEUFgKqC2rKjPfvswf976bmQVQAhWSTYO4EWRVJV6+fPnePfece853vq/IWFuWxalTp3uvmTLr7XWl/RiGwDRM8jzrq4wJhoaaVKtV3jv6HgClcglhwP1feJlwXpKZFOLOQkAUFVl1A8e2MQ1BlqrqM5m0ozwlS9FQojhKMIVJlmR64TQMCUNN4lTj4N977yiVSgXTMhgaHgag2/UxDEESp2xXVYI0TnEdKQJtGtIm97yxR9K79tmOQPTm0UfItkyhdK8KwxJyfcv7yIIMYeBYcu1+RImAb926jR3bX+L+B+7vNS2rPrIszTSltGmYSjvMHEh0xqoCaJnKrgKfw+8eltUfdVyWpeRZRiYgz1IqZZUBjiLuu+8eXnnlVV58QcJ7HnnkEWJywjDQ4pVxHOK6JZKkJ8SY57nUa7FsPFUpeeXVnTz4E6/y6Kc+xcyM7Inoej5RFGIpHwFgmkavR0plukH6JSkaG/ShQjyyLFP2gH7N8zxOnT6tyXjK5TLHj59gy5bNDI/IXj/bcamUS1ozTH6XmJmZaV559VX+yf8poUFJEvAvf9MhSxNMQ9p+HEVYlimF1C1D25Xn+Ti2bLYvrqeoZodBRFnd22PvHcM0ZfP42NgYAEtLbdV31eWVHa/IaWIYZGlGHEltKICDbx/kxptuHCDPEJwHLiY+WF/o37ZhWAoloNvKpU31Sw4YpoEwDELf5+GPS5t6/vmtfO+553j4kYexFSlQHEY4rovndTWiJMsyXYUt5mapVCIIpYi96xQ2FXD40CE1/3sVGtsyCcIAy+whd8Io5OGHt7B9+0tsVxDNzVs2k2cpWWZQODtT6eQ5tqWhsuQZtmWSpRmhQtlsfe457rr3HgLf45WXJQ33P/93I1i2jWCNjq2EAbNzMziqr6e9JKuzlm2RJIHyyTIWWmovsnPns1QqZV19aTTqdLoetWqFQPWfJ0nKhg0bGBsb0xUriRgy6XY7nFRCySdOnKDVWkAgGBmVyIoHv7RL0qSHf6wh8s//ye2sXr0ahCCKYly7pJ5NTJ7lmEIQKz9ZUZqKcRJrf3z4Xdk7azo269ZtAKDd8bBMkzAIdYuK67gIUgRCf+d3Dx7i+huuV/wF2kEpva3+amXfGv4Dxodjk/R+AS0MfJGi38dWWHnXceh0ZbBfr8kSY9frkIbSWRTQsSyX+kZZlvHSjh2A1DlqNhrKgJSqr4IePPDA/RoD7fuSicrzPIQwEKYykjCiUi5z9z1388buN+T1uFLA1TIrupSZKAHaxcVFvSEqGsmzLOOnf0UGX1EkcZqe5+lAq5+5qj9wkxs+A8MQA2VdwzBwSyWtAJ0oTYFKucz09LS6RhlU9nPJzyvNjYcf+bSG8ex46SX9+dVqTV2PdN5xHFEuNl2ebPDOcwYa7yzL5rFHH+Xpp58hUgY+OjqK53m0FhZoNOTmp9v1KLklsjzThlytVnEdh67naT2LarVCmqSEUdQj0MhzsjQlzTK94SsE2NILhFxerKPYmOq/8xxyaU+FfeXkyjbcntZDmtJttfD9gHpNPqN2p40Rx6RJquE+hU5KnuXs2CED7JtvuZlms4khJB4Z5EY/ThIeeuhB3QAaBgHCUIglJdIMaD2ka6+7jgNvvw1IXHWsCBEKaJ1pGrqJ1PMLoWa5QWq1Wnztn0p4T7c7zMmTJwdIByzLYnJyUsHc5EayrRppl5baGKbR69FQ+PB+CKtQmPckSTTiqgjgigQNyMSDaZj4nq+DJ6fk8uqrO7n3vnt5+3l5L2ZmZpkYHyfIAqrVXiLDFAaGgQ6Kk1TCCx9//DG+/Z3vLmO1LNHpdLQjHVUOzDQN3cvkOA6WZdHtdLjtdqlnUa/XSJOUIAz0cw1Ur6PU31EsQkJgmD0IyUd59ENGi5EruIj2Y0JuYkpuCVMzfsqkXJKkfRpiCzrJUFKY+qJfD2C7squbbrqRoaZsjC7syrElfPvBhx7UUBpJxJNLv5Dn2q6EITfd1113LW8ruwqCgGazydz8vE7KSWirfG9hA1Gc6ATUf/0/S7+0fn0JITbz1lt7mJiQfa3T02exbQeJiJLHLyx0abVaRJGE1o4qyGo/7Ly/Qb5gmy3WooXFRbIsw/d8vvSlLwJw5swZGo0GURSz/SV5f9auWUeapViWqeGHct2I+NiWLZw+LX3szp07+eXfvoud30oBeQ31Wo04iXn0sY/zrW89pfuFAkVS1A+9t0yTBHBUghWgVC5jCIHn+2zctEnex0oFw5I+qNzni0Ml7lzY6eLiokpUfbSBrGmaSn+l7MfIVIJPoANdgaDT7eg4rxiGaRLHiT4uShKSNMFcJjBsmSbdbpc335TMgtdffz0NJYpawOUc29Y2VcRQRc9zQcalfZBh4DgO1113Le+88w4AmdKwDMNQJz1Arqd+EPQ0xVyXpaUlKpUKjz3+OAAvbt3GQqvFp3/hXT7zC3LzH8cxaZbRmp+notaMubk5hoaHCIKAaqWm4WhZlpOkKUePH6PTlhunKI6xHQc/DPnKT/2UvtdvvbWHd995V/eaHz8+yenTUxiq9x5kf74pBE6ppDeb69avJ1Lf7S11H3/xl34J0zD43d/7XW64TiYj7v38DuIo5uuPjvN7v2HqviLTMCm5JZIk1SROnueRZSmVchm/eA6uizAEgR9x+eWXAz2CosAPenDCWPZg+X6gNagWFhYU6+D391UfxOY+FJskjR/sgwsWX6J/w+T7PtVKjTiRi/XV11zDvr172bXrNVlNAsoqi5ylqZ6oRS/L3rf2Mt+SvQ6nTp+iWqvqyQpSLM4puQwPD9NakH1Gtm3LHhghZMapuBgBXuAzPDzCrMJQ+0GA7TjEaaKZoVzXpVwpY/dVfaIowi25zM+0GFK4/yAMiGPJFFcEWlkms8cF1TkUE8jHcR3iqIetFoYktMiyjLDo+cl77CNaqMsy8TyfudY8VbURNAyDmblZrrj/Lziw9RPqfAaZyqQXeM9SqaT7gTSeVSkny4BbYbfVe0ZHRwmjSGeuF1XP1bp163RWJYojEDKbfvjIYfUcYnJykjTpBY5BQBRFlEolbrn1FnkvHIdTp04xPT2tKxxZnp03o/0RSnYDcj4s509dnqXMybFNh4XFBe0UHn3042zb9gKvvPyyZqNybFuTkRTVnDCMpE3t26tx9zOzs5RVn1ExLw0lrjwyMsLsnGTEqdfr+IGv5nnviZiWRZJmrFyxkp2v7gJgYXGJcrlMmiSanKPRGOLMmSnSLNdBSKfTxfM9jFW/i2HKKo0fBIyMDOP7vq4kWZaJYRrSaRUNu+r+uCUXwzT03HZKklAkiEJC1YMnELI/py+QTGJpY0KIgbUkSVOIY/6/P/0TAL729V9k7bp1vPPuIey1cq6PpP8lCwuLkuY4KpiwHFzXIc17xBqGYbG41GZsbFSKlFpFX15CEIZMrFihX5tvtWQFSQiOvHdEz4ckSbBdRzuoOI7peh7lUokbFMuSbdvSps5O6+RRmmbnEhP0Z+U+QrZV3OMBhjr1X/FaludUqzVaCy09HzZv2czWbdvY/tJ2HlN2VSqVsB0H+miEi16yvW/t1YQ6M7OzVKrVAQaonBzDMhnus6tGvU4Ux0qwthcoWKZJnKSsWLmKV3dKu0rSTGWUaz1WRD/EtGQ1uNiEC7UBsFb/LhMr5HXPt+alSOTQsPZ9pVKJNM04e/YsNZVcEQoN4LiSMOGsStSZpgEIsizl9JQkbhCG7CsWCJ3UmJ2dZWRkhM9+7rMcfEdKPHiej+u6dLpdbX+nz0xJAqc8Y/Ua2Q/V7XaI4ohjk5Psfk0SSdx2221cedVVmJ/boTd3/+n/uox6vU4UhjiOq/snSq6rr0MnQVQvluu6vPOO7MnI0pRECXAXPbme2gxVKxVuvPkmQMYBk5OTzMzMaHuJklj+3r8mn8eILna7skyLzOhVkgoCHUNVbUH69XqtwVJ7EUuxCH7sY1t49ZVXefHFFzXLW6VSJomkbyo2P0IIXMfhjTf30GrJ/rTJEye5+uqriSK/5wdMgWlajAyPMDsn48R6vU4QRppZtxAotkyTJM1YsXIVr722W124gecHA0y9qdq82LbTS5xnOQiDJM10BeSmx7/H3//7G0mSCV3tEkKQRCEIQ5N+lcoVwjDG8wLm51t4XiE5YUohddXrC/D5z3+OAwcP4gc+W1UFeWR4WPa5VyqMjMnN2NmzMn4qNlTF/TaEIM5SXUpN0hRDCEzL4nrFknnkvSN0Ox2uuOoqxlesACQjZKfd4cyZM/yDf1Jj9WpZnfqtf+hJ1EWfj82yjHqjQafb1eRKaZKQZCmW5VBSFdtO1yNNU2rVCrfcdqv8zkIwNTXFyRMnKBlqU5vEshc0zfr8Ur8Fib7/X9j4UGySzslQ5n07vb4FpFKW2aEiIB4fG9dqyDtflZC3e+65B5AP1FKLqFsqsf2FF0nSRCtgr9+wHvKcRqMhOeyBv3z6u8RRRBBF1NTONc1lQ2alWiGOYl0CrlYqtLsdPN+j3pQ72x0v7WDzxzZLiJm65k6nzWJ7UWajima1kosfhFzz0Lc4c1Yabb1ekzA839cVFcMQVKs1Vq9eTbUmr8frenQ9D6/rSTYjldkosoVxH4VqEIUI0IEQwOmpM1QrFWzH0U7YcV1cx2Vubg5LOYY7776TV19+lSRNeOVlCRm474H7sC1b0qIWWR/VzNpVVM8AzaEmjuPg+z6f+9xn+eY3ZTNgodS+sLigs2lFY7BtWZyZOqOfdZIkXHH5FXpTJgCrXCbNMt1EL4CJiQmOHT2mgwzbsknS9KJ3LD9o9FeOiqGzlnnvmE7QYag5pOngiybY3DT57tNPA3DvvfeSpCl5nmmoiGmZPPfcc6rSKOfmqtWrAUmxa6nF/5lnnyUMwgGbKipGhmkMLmCKAcg0TR2MvrT9JT71mU9J6lyVUJidncVUUFRbZblq9Rruhn/NDddv1sQgq1atpOt5RFHMmrWS+bE1P8dll1/Bnj1vEniKVth1WVhcwnFsBT9URC6OQ7lcIU0Tbfd5lpGqbLAmCBES3pgmif5swzQVvM7g53/+5wA4dfIkt916K9977jmd7bv2/m/y9vOfGIDTSLhcTLfT0fe72WzgODae7/OJT32Kv1ANtvVaHc/zmJmd0Y6nXu9p0Bw7egyQjiuOYq659poe2UUf4U2RQbcURfiRw0ew7F6yJkkSnQn9KI8sywaYt4rEkAD9Wp7nBIHP8NCwJr/Is0xWJRA88+yzgIRnx54nkxUq8DMti+efe544TTRj4eo1axBCUG/UdVb22WefJQgCgjDUdoUhsC1boh1ygWEov5oXBEQ9Bqk3dr/J7XfeRp6jN8OO45KLXFamtK+y8Zu/zWOPfUIHnTXF3LZq5UpN+OH7AY7raJkHkL4qiiMa9QathZb2D1GSEAYBtVpd23lBi+/7AbmytU2XbWJxcZF3D72LrzLm69avJ/A9zk7P6EqZrSjChRCcnZZsXxvWr6der6vgVpE5mBZTU1Ps3beP6667DoDHfqbLtj+9A9txeOyxR/nOd/5S3bJc0iln6QArWblcxjJNXZ1yHYc0y7jmmmu0T3RdmRDN8kwHy7ZlMTY2xtGjR/VcGpAu+QiPfskUOH+WP89ykjSWCTa/p0W3tCQJUV5SVcV7770H13VZbLd1wrzT7fDdv3way7E0mufa664lS3Pq9Z5NPfNXzxL6IUEUavSMnD82ORmmafXFpYIgDHBsB1Otk08//QyPPvYopVKPsEMIQxED9SrQQRDQaDY5cuQI//2/kbbbmvsFOt0u7aUlqgX8NYowTINKtaK1vmR1U857yZQq5+b0zAyu6/Lpz3yap59+BoCdu3YpsoMKK9QGJggCcgGrV69iTpEjOWWXOIxkDKeghyW3JJPiSncNZEWuVqvRaDQ0acrS0pKuABdrwfyJeQ4fOsR99z3Awty8tpVf/p9KFmBuTwAAIABJREFUPP8nt3PixAk6Xbku1utV2p0OlmUxpc5p2TZxmHLt9dfpmWDaJo4ipClsyjAgjEY5cPCgrkhneVEQWB4B/vAR4SWvd2lcGpfGpXFpXBqXxqVxaVwal8al0Tc+FJWkYiffXz3SGe+CaZWcKJZlz3JJZtgWlxZ55JGH2bZ1m8Z+P/PsswpnnGj9I9O28XwPy7bZvGVz8RHkeSZpHft41e+6+25y6DUNGgLHdQBFaiAKvKwkXTCFwZ133QXAS9u3yyxtnmOoDHCj2STNZcm1aJy3LBvTMoiTlCuvuhJAYiqF7L0pqicbN2zgvaNHmZ2dZWZewhqGGg1Wr1lNt9MhVlTiIOFGlWqF5vAQq1bK8ubkiUnyLMMplcgV8cOKlStYMTHBwuIibZUtLM6389VX2fwxmUnb//wTeL5HqVLR2dBavUHg+7Q7HUoa5tQhzzNq9bqmdfSDUFaYEklY4bg9jn/HlQJjBXwwUz0p/RTGAtkDsWHjBv16AW8S9Khk8zxnZHgY27F101+WZ8zMzDDRp0T9URyGahjtb6ov+mk0gUMmeyGSJNZ2tri4yJYtH+Opbz+ln+fu3bs1xWeR5TVtm67Sznloi4S3FRCfTrerKyBJmvLAQw8qGKQ8X5rEktI4S0njWGfiRJ7jlCTM5a577gZg16s76fo+eZphFM3b1YrEHQO+6tEQE/8Hm+/bTKfd0dmnsfFxwtOnKZVLmoZeGIbsr8lzChBZuVKmVCkjEHR9T1dtwyhicWmRHAllAlizejUjIyPkOby1Z498f7kHNSrojsMoAiEIo4hM5Pqz0zTlySee5OQJqRmzdes2GqXPs7TU1pWDbrcLORoWBxJfbtqySmpmma5+x0lPELtowC/EmR2nB1ewLZvYjNm4ceMAVLZsWWRpT8ut5LqMjozguI7OzhVCtx91m4Je72cxCvkJQ/ReSxWBQpL0dKq63S5PPP4ET337Ke3vdu3aJQlD0h6kpfBVhmVpCBGGQOQM2FWcpjyo7CpXxpvECY5tEScpaZxgWEUVXuC4JWzb4a57JCx9x/aXcEtlDAx9XBhFBGFAnsMV9/85ILPRX/qJLxP6AaIQgExigjDkzNmz+r2WZdHpdiWZUL9dUeaaq69mcnKyj3LYZmJ8gjAKdQ/R0WNHpfC4ZeEqf3HNtddyYnKSHHTFuFwpMzV1mkq1ylv7ZH/Vxo0byWFA8D1JU9qdNiMjI4yqnsCFVouu53HV1Vdz2+23A7Bv3z7u/8Ir7HzqIdI0ZUjZ3Nz8HI7jUC1VNQpDVodkr1dRLcsU6cKatWs0JKpcKsn4AugqX+W6LmOjYzi2o7P1gR8wPz/PiIKjf1SHrM4O9h8ZhgFGD4uY5aonKIx0/2Sn2+UTn/gET3372/pcL7/8iuzbjmPqVQX7NOTaa1o29997nzqfjMPaXQ+78FVJygMPPUSagVEQN+QJjuUQRAlpEuqygsilTTmWzd3Kpvbv3UcUx9SqdW0XUZSQZAmmZRPHcq4naYLf+G2+9k8/yfS0EhbOUfDZYRYWF/V9IM+IwpDLVG9OEIYkScLet95ienqGOO7J13zxi1/ktddfY2KlhJLefsftuG6JMAp1LyJ5zvj4OCtXrGT/vn2ArBAt+j6nT5/WwrhpluEF/oC8jplntDsd/DDQOojyvkrx6nXr1wMSpr5y1Sqmz0zz5KOPs23bVkCuL3d8citPTozz3isSubC4KHVG/aC3vuRIH7Zy1So6nrw/tu1gGZCmuRaTrVarNIeGqFR7PcNxLFtHxkZG9Xzq20bo38QHKOB+KDZJA2xBLIMK9X2Zgu2tGJZlYZk2mzdv1oJV5XKZJE1ZbC9px2XFMaVKhc1bNtNalGXLSrVKEsc0G0O6/0goBhXHdbBVw3S7s4Rt20zPzKgmTvnZB85Ok6jGugIqs2LFCg69e4gw6hlyqVKhWq1y9OhRDQ9IkoSv/voZDr/rsaYqYUCeNysnXp5TqsiFfv/bb9PxuhLvrUVeU4IoxA9D6VAKkbEsRRgGXd/XZc8oSSSTSJJo6GGaZ1IbSomhAczOz9Go1fn4Y49x8uRJQPYPYQjCKNQb0NZCC9dxcFyXBXUfY9UrEiexDqqjOFavJSy123xcYfCf+973JAEGQj/HMAypVqsyEC/IKeKY5lBzUOgwSTQUqgg80lQSOXjdXpk4SRL279/PxJYtA4z4em71vXYxAx0KCEOu4UBCaUjkWow5zTLKpRILiwsMNaWjthqyn+zJJ5/g3XclRnhychLLtul22piit2DWGw02b9lMW+H4q7UqURjRbAyx1JYLfS4khMiybRxLztX5hXm8LMPzvQFBym6nQ5KkxHGkiVPGV0ywd+9eXMfVm5dGs0me55w8dZKbH5M6E5s23YVpWQhDaIdimSZd38O1JcELSL2tXEgI4RkFzTl65D0wBJYhIXIFvMAwTU1QUsyVufl55ubnpSZZQUShtNasPhHBMJRMQ67rkKj7vWvnLh5//DE8r8umTZcB8Prru3nwkzv5q/94s4ZUpGlKpaxU3tXnRlFEpVoljmVfxJaPbQFg27Zt8nOcHgY/jmMajQYvv/yyhrWGYShhCn1MWsVGrmhCBun0ojjW3wmkIPbbbx9gYvP4OfazHMRwMdsUoGHTWp+kYJQzDW1XkdKMW1xaYmRI2lWz2aTT7fDkJ57kXdXPMjk5ieU40q7UxsnOc+rNJg899KDuj6nXawRhRKPepN1Z0tdimBa2bWP325WX4QcBXreroYDdjhQgTuKYSq0HjX3jzT2Qo+Era9evxy25PPDFnex+U9rGF774RcIoot3tsLYQFRcGw2OjnDg+qXuAHMvm7YMHiJNEw/ds1QgfhKEM7hRMPo5jXn9jN/fdey8dQ/qqW265hR07dmAYgq9+9asAvPHGGxiq4b643wcPHmR4eBjPD7hV9SZ0u10M0yANe5CmEydPYhhS86sgijhz5gyXbdpIqVTnZcUgFgQBq1ev4u0DB7jy8iu4UwmDbtu2jVjZQbH5KQKxPW/u0c/aj3xGRkZUH5jQc6QgbNIkQ8jNped7uJmMDcIoZN++fTz04IPn9VX942K2K6GYx4pnnGeSUEggepp1aYJpSDIM15CbVtdx8HyPT33yU+zbtxeAk6dOUyqVSbO8BycrObilMvc/eL9mWHUcF8/zaTaaLCnoc676bWzHwVHw1/nWPF7m0+l0iKKYVM3hbqcrk3S+r3W/EILJyZPs339Ar6erVktB8OOTx7UO3hUPfJMvfvmntFAzwOnTp9m4cSOnT59mQkHjJKvqKTzf1/GS4zgsLS6q12JNYvYzf+/v8szTT3PTzTfrBHYYhXS6HQ4cOKCT0vV6naHmEMIQmhHQ9wMs22ZoZFgnONJMJkVNw9SJGUv51zRJGR2V/UyFz1potZhS/YXDI8MsLi7SaNZ5+ZWXOXbsGACXX345tmNz9uxZJm78D/Jz9nwVz/fYu3efhiSmacTw8AiGKbTNmSrxh5CbMJB9jFEUEcWxhpBnWcbevfvZvOWhHkyuvx/7h0DdfTg2SQgYYHkR5yXoO3HyFGEYMTcrG1UNxVqSKYpigFJFKshfPjGhqydLnTaOZfPmnrf0PTIti9APsF2HVGE8q7U6U2fOcOjIkd69zCW9YqFEX5AdhGGE7di4fYERQBjFCGEQFc3frksOdDxPZ2bTPOfgwXfJ85yuwmaatk3NLbG4uMD8vJx4lmVi2Y66D8UmB/IokXSYYdQnbiYpWj3P79GXmyYYhlQzV70SthDMLyzgeT4r+xrtsjSTTYZqo/KJnzvI3Nz1BGGoqwenTk+RpXIzduWVknUOQ5BEMe8dPabZsBBCM8UIDD3RV69eS5ZnLLQWdPCZJClpnjMzM6uzhY7jyqpVGOkGYsO0ZEZVGPo4K8voeB7NoSG6igiiXK7KwAXRa4JVnfkCBl57P6r5i2IIQzWTF/1+ysZyzZZPlue8c+gwSRLz1t79gGzALrmuJMpQc2tsbBzP99l02eVkaiFb6rRxbJvdb7yps+CGaRKHEW65pOdCvdFk8sQJuekuGPcMGWglWYrI0Yt1FEaK6MEm1T0f6tkjOHNWNn6XXJdavc7Hvvwa+w/IYO7qa65jvrWA6zi6GTyOYoQwMS2bunJklmlx9OhxhOiRj1iOQ61WZ2lpkUUVmIKkcrYsSzJgqu/T6XZ15SZUFKqdTlfLC7jKQZUrVZk9TBJ2KEbN22+7jTAIKZcrGldfKpfZtu0FjhxpcMUVV6pHZ5DEMUeOvKc/VyCwHVsJUUNdZbzr9SYjoyP4nkeugrShoWG6vsfcXEtv5CzTYnxinCwHVxFgpHGsqxSozHieZgRRxOjoeI9oo1YnWWZTovi9YL1Q46K2KcC0ZN+a0JskSVgjMvS6GycJp468RxTH7Nsrs7W261JyXIIwIFH+ZnxiBV3fY+Omy7Sv6nhdHNvm9Tfe1PZi2lbPrhSLU715PrsSmMLUdlUEE1EUI0wDw7T0hj1OUmzHwRCCaeVPK6UyD33pNV55dZo7775DXo9CDTQaTebnZTIx8H1JTlGrMTMj35vEMXGcMNRs6p4+y7TwA1/ajOPiL8k5v+j5WLbN/rcPUFcsp+8cfIdOp8Po2Biv7pLkEmEQEsURQ80hFpVI89DwCFGx2VDste1OhyzP2LRxE5OTskJbrVZwTIc0S3WSTxIqGbQWWtr2b7/jdvbv38/P/UbOv/2tWCc3R0dHtbxFEcgahkGcJJw5e0YzCjpCMDo2RhBFOlFnFH7XtHTPVRRGeEHI8PAIbVVdqtXqxKm0qyL7WsgynJPEu5gpwFUQXiAcslSSOGT04pEoTjl1alL2rqj13TRNKdzreZqVbeXKlczNt1i7fj2hWmPjJMGxHfbs2YujnmUUSzpqt+ySKMKceqPJ5KS0qYId1lCEIlEUYdu2JnmQGxRbCbjKa6zVG2RZrgRPe0LltXqDIIhYd+efAvDlr/wMYSSZjIv1vTk8zNSZs5imRUtVkkJfklWNjo7RVsRDCwsL7N+/n263i+O4srceeObpp1mxciUnT53S50yzlDAM2XjZJt0Dm6QpJ0+dpKz6jQBKlRJ2YhOFoX7Nth1MMyPLUl01iuKCVbnHCGjbNgsLLW66+SZNnz8zM4MQBo1Gg9iPNCLi8ccf5z9/S/bSFi1oo9f9EYe+dT+z8y1tZ5bjMDYxLkXM1WuObeMHgWQBVYnaMAoJ44h6s8HSokwelRULco7QFfbBhN4Ht6MPxSbpjTckhbZeFFQGPFe/F/9WMAkVQbdlyc1L8eBAZlxT1by1pBiparUaURSRKUpsgDSKMG2pIVRMfNdxaXc6WkulOF8SJ1QrVaI40lCvghI3TVK9UUkLCsgoxMjl5xRUraVSSe92yxVJEX7VVVdp0grfb2OaBmma6Y2B53lUqxXdnAcyo5LnOdVKhTxHV5gMwyBJE8bGxjR8MM9y2u0OlUpFb0qCIMA0TFzX1dvQJcU6VyqXOXHihDouxA+2aO2K4vtpFXR13bZtYzn2AEtgAb2wbRuyHomCHwRUKhXqzQYv7ZCZvIK4YWxiQmeSJBtTwrHjx/X9FkqzSSq6y+83sWIFmzZu5PY77+CVV2Ql0SuC2H4+AHGu07nYg7k9b+45pyG2YA0qghipXWLi2LZmt8syWVJ3XVdnpPww0LpLbVWllDS8UXFiQG46DEsqeRdVwXK5zOzcnPycolohBGkqdV/6CQuyPMdALnRFhspR7IlxHGuCiCRJOHz4MI3du3n8yScAxRjpugN0+WEUEscxzWZDaz1MjI9TLpeZmprSAYwwDFqtFkmaUKvWtE3FcayhIEXV1TIlw1Gaxj2ihGYDAcxMz+j1xS2V8Dyfffv2EanN1BtvvMl9991HmqZS8wt44vEneOutt/j8523+x/8i1N/ZdV2W2m1tU6Zp4nkejuOS5Tlzin2pUq3Q9TxMw+DgQUlFWyQ1Vq9Zre9tmqZ0ul3ePnBAX3eaZVhq7SsCt5HhYa686iruvOtOnn5GNgD7CnYxYFPFz/Ow3F3MY+euXRLKqv4ukkaWaeo5H4UhwpAN20UTdpZl+IGP47qaHMcPAgxVgVhSdtVsNiX1b5rqjWuaphiWqSiBe/Ca5XYlm6wzTGFiiB4pShEglCplFhdkANZoNgj8gDzPNZnRTY89y4kTHg8//LCuQmWKea9IEoLaBGSZ9mcg51KpVMIPAr1mDw0NUavV6HS7dLodnRCs12ssLi4xOlLSWeYkTRkeGeYzn/40u98o2MKkT15qL2k5j7NnzzIyMoLjuJrlTAhB1/M4PXW6j7kxwjQN4jjSpBhXXH6FRi70w7vzPMfzPL72TwUvbd8OwMnXv4If+ARBwNv731b3Ud6LtWvX9SQTkpgwCnnnnXd04Fgpl1WgKjQNdbVW49prr+X2O+9ku/qMIAxlnNNvQ8t+wqCNXYxj165dEmrVR3xiGIaGJ4MkMbAdhySONVGJlG1YwnYcTTzT6XYlw2oYEar56bouURwPMN4Vya8kTvpsqnKurzIMULIiRZxYXCNIMqpivjuOQxAE1Ov1gXh0amqKf/ZvqoyM/Zx+LYpCbMfWPqjb7eLYDp1Op/c5hqBWr9NeWtKbrkOHDpGmGY7jMjo6oufh+MSE3NA7DmfOSgKEgo24vdTWG/iChMeye3pmWSaldcJi3VHHpWmmtEblZxQQ/jRNdIwahqHW6yz01SQxk6XlawqYdpqncnPp2BpS6JZc7vnMDn5y4wb+79+SCZM4kRXcdw++o2OMeq1B1+viKrkLAMuxufXWW7nl1lt68Z/v9xhA+1hXZSJiOezuwuqzl4gbLo1L49K4NC6NS+PSuDQujUvj0rg0+saHopLUr6wM56f/hh4evMhyhXEkG+TyPipWIeSOPgxxCqE6JUYpezL0ycjyXJfiQZZlDdNUpAM9gUvynDiJNXa2fyRporMBhmGQZlIBuMBxyqxjju/5lFVj9sNfeZ3du09z3fXX6YyW53vU63Vsx9b3wym58poss6eXkgvyLJPwsj5tjuL6ul53ABtdKpckzlSd07JtkkwKFk7PzMjPcRwmJiZYai9xlyKhOH16CsuyiOJYZzFqtZq8NiE0uUShXVSp9AR00ZoC8n7p7+P0tAL6hWflWwyNKMhyME0Lz/O1jkAxJLRSZnlarRYthfMtqgzFz7fe2qs/q9A4kPdQQZKGhxhXDb0X40gKMd1+eKHq/TNUVaj4mSwT3rUsS5I0qNllWZbEXweBtqmwrzewGEU2sF9DKI7jgUpk71ihmZSLXoWiWuMHgaZqTRJpX2EU6TksDIOHf/oNbrzxIX3uwA8QRi7tr683zrRMzk5P696AHCm6Wa1V9XdI0xTTMjFtiyRNdKVNKBHVRIkqFycwTVNn80CK0ZbLJZIspdEnCDs8PAyipwNnmiY7duzghhtu0CLJ27ZtpdVa4MTJE/zdfyTF+H7/nw/hqEpecS1ZUUEX8r4VWfQsl7YzoB0seg2wxSggLXHSnxk09fsKytswitm/X0Ivx8cnBp7vvn37l9mUTZ5nZOoktXrtom9CF4owpLi5wjQgl5UQbS+2LbH7/XaVS4h3v12ZloSKF9o7gK48LB/Fs9TrbhxrWyzW1zSTMCXDMMjIyVRm1y2XFLKirXuS4jjWWmpXb34KgKWlkEceeXigQmSaUhvQcd2+CmQKCsWQKohUp9tlaHhI9icW/scwCKJQV3iLNb/T6eA4DouLi7q6BNK/7N69u+9mSyh4mqa6z6lWr+F5HrV6feC9hmEwPDysYUXVaoU8z3Ddku6VlVqCYmB9StOMarUqpTdyj/vulU34+b3HqVQq/Ot/Vh7osTIMU/rTIt4wTeK0R0gBMo6QfWvgKhrqJEnZpxrlm6pyV4x9+97WWfhBu8r0fRlWshcX5TBUq4WOrWRslqe9ap+lKiGWbetYL4hCDdXu0cHbZLmEVhZxWaJ0K6Mk1j5PEp7ksmWjr+rjlFw559WaFgUB1UoFIQSdTkdX9odHhpmdmcU0TT2XhBBSw6vvuGs2f5vPffazCMOg05VQ7jSX5C9+EPR8o+rRRfQqIHEk4W1xHGviBdu2SZKY0ZFRWQEuhI5tS/bl9fVsZ6rvvNDQBGnPRa9dseafnZ7GdRzyPNNQYNMyEYJlSCKJTCnkXeT55JomfYDQn5skMWkcYzsW02ck6ViapPoZa8KxrkepVOLIkff4zD+Q9+zaa67BdS1+51eynnh9mmCZBnma9ohU8pw9e/YghNB9YY1Gg5yct9/uISYMIaSuVdwjc6vX6lp0/QeND8Um6X3HhVbEPiRd+K7rkmapLFUqBxmEAZZp0RxqMt+SmO52u8PqtWvxPG9AtK/dbmtoHvT0Ws43tO5SscFUf/frMfXjmLO+c6VZhq0aFEHeuk6nQxCGmt0njEK+8Evv8f/+3hoa6rX20hKWbctJV5AnqIY6U20u5QklTt/EICP7MUIF3v/Mec7AZlH24/R6S1rzLQL//AHJxTzOq/B+zp9/DcY0wMnSVwQX8u9i6toKFmDbtn6etz35PEnismb1ag4dlqKs9VpDw/eK4MJQhAR5nuuyfbfbJVFsioV9aUii+lng1kPFJOS4rn4tCAJCL1Sq3vL4er0uj7Ntrfydqo2V1/UYHZFNrkPDQ4yPj7Nr1y42KCz5xMQKNm26jD179rBa60yZUrS3vw8hz0nzHEVQ+Dc4RN/PXEJ+VTDTXmoTn2fzfDEP2Zs1SDB0DnZK/5kv+/vHMyzLGhCebbfbpGnKxo0bOH7sOCAh37Ztc8tjf8XMjEw0feELPyF1VPrIPQANmyk0wKAPepMUm/iMcrnM2bNn9aa5VC6xuLjI6dNTmEJoIiXbsomTmI6C9YK0lwcfeJBjx49pxrskTeh2uhLuqjb5gR9gWRaO7SBq8nxnp6exTYulxUUdnCZJShSFuK6DpZrbgzCgonoxCts1TYN2u41lWgM9wuMT4xJqn9h9x0oh9oJYafk4B276AfCng75KJY/UvW2327rf46M0zuerfpDv+iDBYJZlejPU/9YszQZg061Wi+HhYd22AbDQWtB2VszhMJQizKZpMnz1vwPgiSd+FsM06bTbmLaMj9I40zDb/laNcrlMFEW6vypLUrx5jyOHD2uChiAIuOvOOwiCUMc18uCcJJd+rUgKSG1DqfdVXHccxzTrDXzP0z21JddlodWi3mjoue55PkNDTVzX1RsigFKpTKs130dIkit4YEZc9L3bDotLS4wODeN1PT7z2c+q12VPbZbnOjFbq9bJkf650O00hYFtmWz50gJ3q6T9//rfpDiGpYWbQcLgcsTg01bXr6HyAIZBvgza7/u+hqz/oPEh2SSJZX/12IO+/7ve57j8+4XPP8S4wPP5fkCWpjSHhvQDSpOMLM3I05x//C/k7X5+a5fLr7iCVqulHYchTKVybOqmtjzLNa5cjyKIVH8Wjbiavayv2iX6QJj6c9RuPApjvRBkeUaW5gw1mgS+NNqTxyZpzbUol67E70ojsS3ZKxEEgaTDRDrLrudJQgud7hQIBKZpyoXoAu7dBT+wnHOaWM+3LGZZ2rsc5OIqDEPTTSdZqvtrLsrxfRy07lU4j+30V9vOfd8FfOyFXJs66py53fda8TNNE37td3L+w/8+zLrb/wSA4++d5rEnHmfy+AmGh2Q2SAYROUmc9AKKXODYDnmWE6vmXK/razrZcyilcjlPikCpXC7LjU7H61XfhIFjyz6pgvWqvdTGtmzKpYp2KI7jUnLLbN78EAfePgDAurXreP75rUxMjPOX35FCvRs3buDY8UnCKObAgQPqGi+j3mgMOLdKpYJBrppnB6urP7axvGqeZQNBSpbnCEPoarzMhvpczCM/z5w932Z/uWnlRWfQD7kzulDKWmFIm8myFNNUPURC9vnNzc5Sr9fU9eVs/uKrHD06y5Oqry8MfCzLJAxinaFPlQ8yhKEZX4VKxkVRpDdJSZTQXmxjmzaWK+fD5LFJ0jTFtR2Z7FBVniiIME2T9sKSTqytXr2KI4eO4Pu+rizblo0pTNySi6OCRM/3IJdBUCHYaZkmeZbRbDSZm5NZ60qlQrPRIEtTzQDb7XQ4PXeK8fEJVq6UpEWVcoXJ45Ncc/VV5Fmus+ZhEFCtVnn8Z/ay45uSNtr3fZrNpiZBKsb7Ppr3WzCXvZ7mPR+ZAyLPpF31iTl7wUVsVxfoqwqvcc7bB4xNHXUB9uLazuB7hSBTya3iU0zTpF6vE4aB7Otze5uVUrmM53lYyjeUSy7TM9M88IVXmJi4AYC52VmMcUGSxIhMB2MEQSjZh9X8j+OEMFwkUqLP8nIMjh07DrnQfa2//Mu/zI4Xt2MIQ/Y4qvla9OnEadLryVHfLYliLe5uOgae6kUqKjIil74ujiK9vjfqdeZm56hUKwM9j3Nzsww1h3r9TKlMPA8PDzM1JUVjS6USq1etRgAV16Vak4mLdw6+I4V105SSKzdZnu9r6v2CQG1mehpLCBq1Ontefx2Ar/5XY/z73xnFdt3eGqzCW9GXOcwQGmFV0PSjCKsMwwTlOrMsG6hEf7/xIdkknTuKJvMf6rgf4Q5J9AXlIu9rBlO/979mCoNqvcLP/rc9NfA4ivjD/22cOIp4XT3w+fl5bqpWWFxc7GUSslSyadmWdjygnGv+/hDEgjpWTpiiktR/K2Q2RjeZl2uUXFc14MkNVrfbpUuXarWiN3cPPPQQJ06cYDLPdIBo27amk3UVc1JFvaegey2uJc/z3t8/ynGeDdJ5/70vG5qjmp/7mIoE9DINF+HoZSTf34b6becH2toF2pS4oOzp4LZW05Sfx5Y/+7VD7Nw5wz2fHeb4MTmHv/yVn8TreriOq6EwruOQpAlZlumNRZ7ndDoyS9VVegvFgjroHHsJl/4sukBWpYQhdIY6yzI6Sx0JV1BN+YFa5Gfn5rTGy4033Mjs7AypouyQjfeBAAAgAElEQVQGaT/r169j48aNHHxHkiys37CBY5OTPPbYozpp8dO/doI//F9iKpWKpj1P0lRmLZ3SOfDkv86htSwUAYhpmnqTZOb5RW1TA6NvY62rSfRe6/16/td7p7kww8ovcJdUQF1KpbLO7DabTYSAbtfDVGv557/+Hjte2s9XvvJT5Aoyt7CwiG1bWJat4Tm5eqapmn8gK0tpmhIEgW6EL5dKmtin2ChHYSizx2nK0tISVQU9Kzkuc3NzmpYY4JOf/BTbX3yBLMv1hkgYAsMQeF2P0JSfY5oSBmSbFlVlk0cOH9FQ3eKcjXqddntpoIpcckvc+cgdvP7a6xw/LlnwJicn2bhhA2EYUa1UNbogy1KSJGXTpk1c849lxvnf/naTltJ16T2X93sSHyAIeR9fVQS75PnfqM3/uMcH9VX947zvuUAmwDCKMPp0gAoUjtXXgiHynCgMcByJEigY+BzbRpBjCkMH4yPX/AEb7qrzsS1P6JipWqmSpAlpHJOr4+ySK31VmvWS16rSEceJXkOLpIEAvv5LXwdgx4vbezIoWa43FnEqYeZplmr7kfPKUH6wR8yzFIQ4jq0JflqtBRqNOnEUE4dFNchmaGiIPM81iVK1VqVcKjM3P8eIgn/GUYxbcpmdndWyHaOjI8zNz1GrVDh25D3uuFMyZW7dtpV6o0G747FihYRyR0rbLEkSveZUy2Vcy8L3PKqqYjU3Pc3o0OW0PV/XjgqG1f4YvBj9WnYFHNoQht6UCsMaQFd9v3GJuOHSuDQujUvj0rg0Lo1L49K4NC6NS6NvfCgqSediedVPcZ7+iQs47oOo6V7IKM4n+j6z+H3gNSF44PMv8/JLc9SU/kNrbp7rt8Dh7Z+lpTCQpmHQaXcol0q6wpOnGUEc9vp6kA1n+qssKwsL9bPIAuoegb7rofeKzhr4ni/x5VGkKZ5LrsvY2BhXX3W1poPdvft12otLfPrnD/Kf/5+rALjx4e8yMjyC4/bK1CPDI3zjd1eRpanso0DRepsWqRKEOx9E5Zx7/EOW/3pTYFmFyTAHMlRpmpJmib6NEpf+Q33k34qhv5rOUL5fpvt9jltenP1R21SBN+8/bx8+vMicV8sVOm6J2ekZ2kppO/QDOu02pVJJ9xW12x3iONb9RiCzzlEYyeZTBWHIkbaQZZluAJaVpewc2YE4jiU+ulTWcAev67FuzRruvOsunaF+8cUXmJqaQgjBqlUrAZlpjIJQ0u8rWIPv+1xz7bUsLiwMfMa9997DN77xDe6+5x5A9pQ0Gg0y8gHKWkM1wktK4x9fp18PhXgeOKTunSj6rlJtR0I1q3+URs939d+rAW+kXsrPQdsN+JUf+EEXcIzIMU0D07BxbIv5uUV9/tb8PGvXreOye/4TAG/ubvPlL32RNOkJZLqOjeNI7ZdC1b7reWRZThwnmlwgz2Uvj+s4ml47SRJOnDhBtVrFVv1DiRGzetUqbrrpZrqdDm/ullIfc/NzZGlKnOe6B/Ybf/zHXL5pE3Geatvwuj6Nep3M7vWOWJZFmiSYpqF7lwwEzVqdyWPHmVAZat/zmJ+b49Zbb+Ott94CpN/dsX27bMxXn2HbDpZpUqvVWGgtaCpp01RSBikaBuv7N9FsNDRK5MJGHwRTv7IcQi/6qtfSrmSTfPHPF7ddXbCvOl+ceJ4YUVzgzTJVFUnD0pJBAg6QFYharcpCa55Gvckv/KbqK1/qMDI6QqPe5M+/KW1qzeqbuOzyy7AtE7ek4KHdjqSudlz9ZbxulzTPicKQjoKMuo7D6OgoiwsLvPfeMUDJzKQpv/T1r/NH//4PAbji8sslJb/n0Wg0NErBKr5L3Iu28iwnFylkQiOOFheXJClIYpDbskbSqNdlBUkIxhVd99mzZ7XPGVY20e12qVarUoBeVZcqlQrVShUDofWrOrbNox9/lCxJ+PjDj/C9v3oWkJIA7U6HFSsmtF9rNBoyFkgzasOyQluybaIwoFaqMKo+2xDwtf9ukd/7TacfLAQZZKa+tTIKVkgmIXo1INkn2avcCQQYF1Yj+lBsks5p0OtD4yxfUC7kuB+17lq/0fWfWiz7meU5Q0NDNBoNPWFWrV5FGEaUH3maLJeGc9VVa7SQmBaL7NN6sq0eFnn5lxJCYKhFVQjRY+LqP0a9pX+DZanmQsdxKJfLZFlPjymOY86cOYPnebp8OzQkcacHDhwkijYCEtM5PTNDmiSazEGyoaxSIpe9+2QYBlmS/+gfxnnG8g0SFEbSd8/UYljc0wJaddGOZY1aAzb2fR6J6BMXGAz1LhAWdMH39DydZMtgoiCbYU+dOg3kPPGE7J3odrs0m01OnjypoRFRFMuSel+DZtG0misiEUD2KSj4UG+T1Nsc9W+SgjCUGmnVitaRSpOE01NTbNu6lXpdJkKqlSqh0jwpsN/TZ89SqUgNo0LnbMeOHZiWRblcpqnYeGzbZueuXdRqNa677joAjh8/TrsrGZL6m4LjJKFSqQ7Acf86R6GrBdK++4NN+CDP/uIZ56y1IIPeZfci71+b854dXnCv0QWuo1EU4Tg2QeBr6Nkv/Q9dhChRLneYn5fQl7/4829y5swZLMvSAc/w8DBpWlKBV2/tlBC3nn+SbFaZ2kRIf5EkCRPj4wRBoEVna/Uak5MnAMHNN93EwqLSPrNsFsOI4ZFhPv/5zwPwZ3/2Z6RZhgGcUppm7aU2q1avUoFUcSNznfxYvXIVANtffJGR0WHGRse49dZbAfjTP/lTrrvuGvbu3YvbxzpXrdZI4kQzzRmGwR133MHhw4dZv26DDpBnZmb0hqmwQRC9pGYRqNELzH5YT/eRt6sL9FXLodxFIk0syz5caMhRkAEthwj3627+3G/MYJsmtVqVY8cOMnlcruU33HADlUqVSrXCJ558Up/v5MmT5FlGp9NW1yIol0qSSIDCr8SSFbIvBvE8nzyfZWrqDAvKfizT4uu/+Iv8wR/8AfU+aGqapCwtSsHb4j45joOB7JkthNwFBfOl0H15cRLjd0PqozVCtcFKk0Sz/04rwfZKpUKn3WFsfAxfEUnkec7iwgI33Xwza9euBaS47dLiIttfekn7pcWlJb79radwHItckYSBZOBbsXIlkdIdBYjiRPZhGSZCJfyDTpfQ9xgbGubIIUnMdOUVlzM/O8PP/rrFH/0LmYjMkILDIkNrygkK6DwFyWtv7cp6cUCepxdsVx+KTRIUhjHwwrndrx/guB+2Qfb9r+4Hj0q5wuF3D3PllVfSmpcOYfrMNHfedSdZlnH48BF9bb7n0+12NS1yqVSi5JaIoqj3aTnnfjehFmj1X5Eh/36jfzIksRTxTJIEs2+nncQJS4tLAyxetVod13XZ8uXXADh9aparr76a0dFRZuek0rqnSBviPiGyPJObkSxLNfXwj2t8v+ChWPx6jn6wB+dCA4+/nUOcYxvn2A7ncex9/uacAO4CbOrCLKVwDvJYo3iPqpD2P5eR4VHuuvMunv7uX/Lc954DYN269RiGoFqtMqccSvE8HcfRfX6u6+I6LqVSST/3KAwlvewyuyqqtj3HApVSGUpo0UGQG6IslX1P09OSQt80TaIgwjJNusqh7Ny1i6uuuJKx8TGmTk+p615Hp9ul2+5qcomxsXHq9TqmafHCC1JkstGoUy6vI0tzglD2d5RKJSzLVtXav7l52x9QFIHd8uTIxT3Of+/PSXIvLxaAtp/+vtb3P+Oy812IQxeCaqWMYRh86R8e0wyk5CV8P+C9I4e55tprAfjJr3wZ07IwTZOJcSmF0Gq1OHXqJJVymXanq85p0Yti5ZValuyXMSxLZ2ZNw8T3fEBo8UjDMOlkHSYnJ5mfmdUJhDAIcWyHeq3Ov/qX/wqAFStWYBomh949pAO/KIw4OXmS5lBTf8WJ8XHWb9hAa6HF5AnZV/Qrv/IrfPs732Z+fo4Xt26T5xsfZ6G1gKnWBJAslJ7XZWJ8QttzGAbMzc6xbu1aup0OiaoOr169hiRJiJNYC1/atkWcJAOyIed9Vh9g8ysf26BfMvr6/vqPuXjHhfmqcwpwCP2enr0V6IQf/ACiKETQ2wRXq3W++qtTSohYPuNKpU4chgwNNbn22mv0JZRKZc6ePUM8lehq6MzMNJdfdhlnzp6hvSR7gLI8p9uRlOYFtX6pVicKI0puSbM2zszNMDV1hvmZOZoNuTm3LIvf//0/oFqpUi7JKsvJk6ekX8rlZqT4/s2hpibJKnyLaZlkiSTb0RUr12VkZIRNGzdy9L2jvVuW5zi2TUMl/m6+5RYq5TJhFPEf//gbgBRNj8KQ7S9u16ghYRq4toNjO1glZd9xRLVSYWZmmpHhIZ00KVcrEIUsLHYYHpbfMfBDXNuWvlOtOY1KldrwMFEQsUKtJa3ZOdasXUuGrAirm3tuT7WKIYy+RENOrje+vcRodsE29aHYJBVLcOFeM+Qi01uW+zI2P+A4ffCP8Nou9JR+EJCT88qrr2i61Fqtxvee+x6XXXYZGy/bCEh4zuo1ayWPv3poYRBAySXw/QFdlZxcZgyWLZgFQcMAheV5Rn9TfDFsxyYMQoKgYOJyNIQhCAP1XSTTUZ5nWtNlaWmJ5lCDNEs1u8np06cldaMQOmOQ0wtYC/a9H+koPFA+6Lz7Rz+RRJZlvXumxsW+SdLEIvQgDPpu9d2+/ubH4jiDYr4PQogGMn79t375a+9ruX3ny5XeFr0suyl3SBjC4O/8ulQNz9KMUsnhE08+qdmeBAI/8LEtW2fLy2Wp0+X7PidPngSg3V4ijmJs29awBN242dewu7z61K/n5LjSARRN8FmWYZkShlBAWKMwwDJN4iRmbFTSfQvDkEyQfsCmyzYBMDwyQjOK6HY6Ot1ZrlZVQ72p2fLiSOramIapoUumUp9P1et/E8Pt08rJskzbUH8y4qLPel/gOCdZMHBfetVaWXH6QfbSjyVh8Pe+1/7Or01h2xaGCbXKiGZEGxke5c09b3DF5VdqeuByqYIwBV7Hw1LUxGOjY9TqddI4ZdWqghDIpL3UYXZ2VleC4jjCNAaTTsKQVRbDMEFVXcMwpFwqk+UZQRjqwKq91GZ4ZJhOp6Np70+dOsXqVauoVCvaFsfHxlhcXMK2bW2TtVqNNWvWcPrUKcJIJkNefOFFKWmhWCdBrv9+EFBv1DFUxJBlGZVKlemZGT2PozihXm9I4oZaVc/lMIxI0pjXXtuNYcrrCaKYWr1KGMbv8yDUK/mydXPZYx8cYkA/sKjSLa9wmObfjM3/dYwL9VWFXypuo6yRSP9l5L3n8X4tGqL/hEg2uq/+6mntQ+p18DybVmtOV2Oiep11a9cyNztLmmbYygdNT89QqZRJ0oz5+aKNwmTqzBRhEFJReo1CGMRxRLvd0dT4C/Mt4iQlsH2WFKx1+sxZpb+XaBKSOIho1OsYhsm+fXsBuPPOO+l2JQopzTJEPz9BnmMahoaDWq5DEsfkWQ/WeuLkSW679TY2rN9Asy5fu/aaa3nmmafxfZ/Dhw4BcPToUdI0I00TrVkY+L6C2vY0AmXCEwxDaFa+IAh49513iaKQM1NTurq71G4Txymu62iClDRNSBU7ZUErbpgmfhjRqFc14USjVmfvgbe57oYbte8sYHVZ36wwhCBDXk8U9XyVaZrSb/aZrfG3bZPU/9Mo/sgH15XzHSfJqgZdUpZfSBfMhWdn8vMely/7KX/dt/UJqRGkArDxzU8RpzG33Haz9pOPPvooYRAoQb8CI6mC+fFxDSEyDAPLsrAVNhTkIhqEIYGiB+7HRwshMA1D6x/JTLqDZdsEinGoYCBK1GIMcqLVKhUFR5POqFqt4Dgu1WpVl689r8OLL76AafaC0wPbPkm1Ktlaigx8lkuMbRRHGMYFA7Uu7KiBCXGe96h/TxX0qn9kfRvKfrzqxTiEyqgtv/ei3zaKf38/O1te0BTLAjchyJWrKl7r0VOr8rfScsjyVG/oBVLvR4hcVY7kOwxD8Pf+0TR5lmudMddxEIZByan2LC7LcJw6AqgKubAuLbV5+rtP88lPfYorL78MkLSoRba8sHVHQSxydR5Ai8VmCoJXOL252TnCNGW+O0NJMXMVME3bsXU2ugji1q5dg6dY9E6ePIW/fh1Hjx7j+htvBKC1sECe55w5e1YHl+8ePsSKFSsQhqH7C9M0JU8zhGHqa8zzHJFLuuMffSXp+5+vuHdp2hPq7Q/a+jeeF/soVo0fdjOY99mfQK5nSRRRVwFLkkQEgdT3KdarvEg85DmGUfgGKe741V89ja0CFtep4rgOURRQLlXYvv0lADY/tJmZmVmuvPwqRN+GIUliBIIwUJTWyrzzLO/TkBNYJowONxgdlhDR0JfUw0uLC72EgiE4fWqKOE2JlK+Jk4Q4ignDiHXr1nL0vfcAqNWquK7D4sIiblOeM00TWgstTp8+RaUss+arb7henl/06Iqnp6fZtnUraZbq4K2roKm1Wm0g0HYdF4HQmiyWaRLHCbbjcvc996qvJ/s10izD7wtugzDkxZe206g39AJlmpYMvPrmuZTZEMvWz/MEL+qzBv5UP5M01n8YplDvFxf1xqh/KE3jPn+jAt48H/BBWZpiKa0dQCNE0jTtEww21DqO1pAs9IeyLNGw6Z/9jVmaQw3iaBRbCdW6rg2UWDExppnPDNNkfn4eqWkU9Qk350RxQppmGi2TZTlpkmCYll4Lsywny3Lq9YbewJfLFY4fn+Sdd9/tibeaJpZhMjoyyvSZswBsWL8Bz/OYnZ3STKr79u3n9ttvZ3pmGscwyfIeEimKIhYWFrj77rsBKVpsOzat+Xmeeurb8nryjBdfeIGdr7w6sDG3LIulpUWaTSkGniYyGeeW3QEK8AIh5Do9UXnHkgyWhX+vVWpMM8PNN9/Cvn37OH7sBCDZ8XRLiCXXIcd2SJMYTFNXvsM4pt5sEKYJlvrekWUyvm4ddrXCQz8texu/80fX45ZKZFmq16H/n733jLasPO88fzuffM4NFalAAQVYLkBCiCBjBZItIVuWLbWCPZI9Wran5RlJI6fWmu6ZnmmHWbPmg1s9tmec2l6Se2S1rQFJBoQsCZFBUAEQBVSmqqi6+Z68854Pbzj7nHuquOCyhavus1bVvXefvffZ4X3e9wn/5/+YhmzaHcdYEoJnWpbMTKZDTsRqQevnt6W4JmuyJmuyJmuyJmuyJmuyJmvyGuUNkUlaEYnJ4Qv1tpGfZ9oGuobrnMqq4oamaI5VKhW19733W7fy9g88RhAGGvt67NhRzahTr4gIoqqbUKl2GPSj6Pd7GjqWJIOCM9HTYlAXoOAvCs2bJjFRJHo+lGSXcJHO93QUBkRERjDqJDrVm6YpnieiCCoBc+CR95NlUC6VeHFJQC+mphpESYKFhSWbDaZpIt6pYZ5z3oYxvFHnPrB+Psg51ClDnODMew69iExDsdQm0xBwNkMheDIJJU0T2fVcROc+8tmTRJGJYzsUpK5kZEKfjVwGzETDl9RdVisVrrvurTz37DO48thrrr4awzDo9Xq6IDuKIiRSVfetsDIDLBPV62/d9JQ8Z1kfk49ehmFIuVzW99hut6nX6ziOQ13CGvbs2c3S0gKGafD006Kmr9/3depfzQXVag3PK+B5rs4k+bJzu6odVM8skXPDqlpR/SPltWSFLoQM0qgM3bPGvp/h89w+oxOiZ9tkSUy/39PHmRKq2csVTJdKJVnDKtaBj//GAhgGrlPS4z1NErI0Zf26DXS7XX785h8HRG3DtW++VjTA1NmXLmmaDhWpR3FEGIpGr8UcZE5dk6nWFdsiiUM81yFN1bEJOy7eRmNikr4kKmm1O8RJyszsHKdeOcX0tKh9qpTLLC4uMjk1yUsvvQTAxMQkL734EuvWr2dK9mCZn59ncXGRvu/TlY2/N27YyPS6acjQzHqTk5PYlk0URlonlY71+n0d4a7WqoBBtVrVaI1eT0BdO90upmXpjLFt21QrVbq9nn5mXrFAv98XsPJRJIIx+meeeVa991EQcx4/OTjuQpSVT2LlaqOYfzVCJMtExicbWAVxFBGFERMTDU1M4Ps+nufwa78XUvCkHZVWMCRMTO3XajWJolj2EhPfLhqvmliWjeM4OdvL0bU/ChXpOA6e52HbtoZ3nz59muMnTrC8tKSRO55X0kRXal1S53Udl40bRKPjTrtNHMdUK1VdBmGZFjOzs8zNzREGAZdcukM/k7m5OdrtNnfffTcgbErfDzBNk0JBEQDFeJ5Ht9uhKDO2xWJBEnoViGPZB8p1NdmDIgeLogjLsnBdT29L05QojjUZkrqXNE1ptztC9+ScZ9uOzvwpncxIBnV48oUXK2Va3Q6NRkPrqYFgwjt5+hSTcn22PZdEZpGUvZ1mormtaZojmjR+/l2NvCGcpNHL1kxArxffvuoHsZrzG4q9dfz++Vof28YqmZimQVMWe37y8wu43lXYtq1xrm96049w5PARDh8+rBvT7dixg3Xr1onu2nJxLJfL2uDMQ+PE1xpDdRVqn3G1S6JJmWy6KR0fy7J0gfvc3BzHj59gbm6WiUmRbt26dQtbtmzBtm06sjPxm+/4B579h5+g2+tpYzCOY/o9Ub+kDIMojjVkIL84nAsxhi2Rwa9jfruQ5VzrlIaxjBoDI6czDENCx4bH4bBOigaPWSKM/k/81pzcz5KkH1nOppQLVu6Ls9znAu4nHJCrr76aGckqB2ICbzabmKapF6N8fVpel/J1SepntVoV9OGuq3UySRJm5+bo9Xra0alUKriui2EYnD4taqkcCQspFUrc/OPCWF1aWuTkK69gGIYuUq2US4ShT5JEurh2cXGBKAoxTVOzhxk4GIYqHj+37HZnNe7PIhekczTydwYDCMkZWFDhzPqXpgmu6w3Vn2RZKptKin2LxSJLS8t86n/tadr5NDOYmpwcap7caDTotFsEQUC329WQ6G63K+bxTkfP+UoP8oQ74lbENmXkYQiWrTiO8SQsqVgqEwQ+U9PrdECy3e7omsADhw7rbZ5XBFM0SVf3ODs7R71eI44Ttm7dCgho680/fjMPPPAALbl2tjttaZQNqManp6dpNBqYpqnXtEcefRTPdSkUilx5paifrVbrtNptPM/Ta2Sn3WbP3r0EQaDrZyuVKruu2kWpVOSZ555j8YkFAFzXo1gsUqlW9LpNmuLkoLsrXvYKfRgPr8s9bPFjnHeQL2W6APVsnBiIQIBylpTNYzvOAPAdRTTqNXrdrh4fv//nU+ze/RSe9yO6yetScwnP8+j3+npcmpYpIHNppOs+bcdB+bqWZelabBB6NWA+hO9///uyJcIAgq6ch3xgLIpEMKNYKkn4tBDHFa1VVPDarbj4foBlmSwtLemHcPLkCRFAjxOef/55QBAA9XrdIVrwLBP2Xq1e03pfKpcpeB6lclnXCFarIhhQLpdJExkIyQTkXcxBYpteI3NzmOOIUhDLdHWjXTJYv349rutw2c7LhijWfb9PHA/YHAsFESC0LEvPY0masGnjRprNJq6CQroenW6Hw4cPs+e+W8SjsAaJAV2OEicyUTBidZ5JZ1chbwgn6VzLaueUbJUh2cH5xi6RWjrdLuVSiSSJNWXjI49+nZ/+6Z+m1WxqPKuFyfbt29mxY4c+No5jut2ujiKCqKlQkb58V+hU9XmRkUBxL2coVpQXP1DQiE6nI+iK5UIxNTXF9PS08OgtVcwuCnGjKNL72baN7YhoQN5pExmtAQ7XlIay6mlxrh2XHEu1usmV9z32O9cWm9ctZzDyxtXrWZal989UP6IRStuCV+CDnzoiaoFSMRGqcZaPSo3S4arj84EDEI7K6dOndeEzCLauarVKFEWa5ljRvo6SeIwGH2CA8+50OnqRUhN5vV7XRaXVahXDMKhUKuzdu1ef1/M8Op0Oy7LGqdlq0ev2dNRL3bNhGDiOTVyS3dNnIly5YNq56GkWRaRJomtZzpUYuf/1ttdpmJ33Bt24uhLNsPXa7z2W9LuWnHejSBCNBIGv9/n4b84ShSFpMqjNcWSxv2kM2Nva7TaObdNqtYjjmLk5FXwwtKGmxm9+HVHvzLbFPJ53mixbME8ZhqlrBmzbotVqip5k0onf98yzBEFAoVSk1xU1ScViEcOwsOR5VZ3HehkMbLXaHDt2VNyP4/DoI49iGAabNgtq7+3OdhzXoVQqaSepWCzSbrcxTZNKVayxO3fu5MBLLzE5OUVVUuvPzc1RLBZ5+umnNYVxoVgkCkMq5QqG9O46nTZ7du+h02lTqdU0q5lhGBQKBQzTHBhvsnbRyenv2ZaUsR+NGT/jdPm816Mxoh0dvWHYIMcwRF2SXCeSLCNT4ze3X6/XI45jPvGbgs662bLZtm0b7XZbP9csE8xqcZLo+mRF2pNlGaajUDYiC+P7PsvLy8zMiHqhVrtNq9laEVyL40iiFSRKQdYnZVk2CFS7Rbq9LmEY0lN03YaBbdu02+2B02aaZGRUK1VNBOZ53lD7Fs8bEJVs2LiRgucxMSEC3X3f16RcirUuSRL2798vmR6FXlxy6aW0mi0xJySDWnvhfFi52jiDNE0Iwjh3f6Ykc7Ag1YfSaNT1uhpFikAhwXFcCoVBEDVJErrdHtVKRd9TsVQkiiIKhQJlWSPY7/V58oknCcOQd0i25e9++Vo9t6jMVpKkuJ4r3mt+cI0AYcSfq9OxN5STdO7yDauT1U9EZ7qyYbUul0qkmeBiv/a93wXg2re8lzRJmZ+fpyIHquV4Q00v89ei+k/AQCHy0cJRYy7KKVl+++g2FQFRn+eLQvNpUscQQ6Ld6ZEBnlcACfF48zVXUyo9xH1/9aNMShYvUURfGDJabcsSkYg4PqduSaau/yz76IzHP/dgeoPKOX8MupJ2AB3Jf0fe6AIBEVOsO4o61zTg0/8hYGGhQLPZHHJ2VAO7vD6Irxt2skYzrL4f4Ps+juNo4gSnz+sAACAASURBVAUFFQrDUGc+O53OCidpcGuGdFgG0LxOp0Oz2dTblFGrjFl1Pcq4bMtsULVald9v8orsmRaEoSBicRxdLKzgd1Ec64CHbTtkks5VQ2LlM0kz0STvXOmVMNDGBRmGjRN1n2eKhufOeI6u7I0pxsj4h1yWKL/jGAjeOLEse8ioiqKIeqNBvLzMx39DGHmBD67nEYYhL774oj7v1VddRaFSYUmOd9u26YWBLFIfBND6/b6EB4V6rrdte6jpMgh96XQ6OI5DpSKNqgxsxxXZILVfGHLy9CwvnzjJgmwF0ag1SAlEwbeEgAu0QiThNIYmZFhuLpOmIpu8Y4cgWTl58gR+4GNgUJXfXSqViJOYUrGkr7vX64kId5byne98R1+353ls2XKRhu4+88wzlMplup0OJdmTJYljXM/D9/uDgKVpEoQB5XKFpcUFTQaRJAmtVotyuaxJAVRWS625+jUb+T8YRjiswsYw8qwFaturHnX+iCLS0X/DimeZIYKvSW7uztQakCSawEqsMxaf/b2IxUVL79fr+5RLJY3wsRyLKIzwCp4mG0qSiEq1Tq1eZXlJ7Hfo4EGWFhdJs0yyu4nrCoJQInIGRFn9Xl8Y9rmeRlGoemEOqN17/T4GhkYfIO/XtCxcz9WkCGmWEUsIrJIkTijXK0xMTFAulwglw6PI9LqEYaihsgYiqNJqt/U5VFlHuVzRGaeF+QWCwKffczUKwzQtDAPiONFZKNO0KBZFqxptW5qCaMS0TK2jSZKILF2/j+d6Giro+75gs0vQz9xxHFzHIUkTyq7QU8/1yBBrqnoW9957r5hHDJOXXxbU/457o7Y31HsxR1AsgwHFsF6yelkjbliTNVmTNVmTNVmTNVmTNVmTNcnJGyOTNBqJy0URXldccpUHrRqWd0a/U33RINoRxzGf+d2Qfn8XIKJ4SZJQKpUoKFhES2Ct8xA1lTHKSxAEens+25OvNRrNRuXxmflMUp4OO59WVqIgfX1J31qtVkkzZC8lcZ5yucZFF23m3/1fRf7kdwac+EgYgjqf53mkSUIYhXhODprwj5Rx0IQVeaVxUd0LUc6xTo0elYcWDUHwclE+9b22ZeEVChpf/PHPzdDphPi+rzMz4tBBhnO4RiMbgsSpDFJeZwzDlDClQJ+vXq/T7wvMuYLL5XVncMkDvRkHxbMsS2ei0jQlCEOWlpY0FOC5557jlltuwXEcPvjBDwLw1a9+lTRN2bhxk9apOEkoFotkZBo+FCexhkt1AtkTolbjeBCIqKjK+GaZyMRl2eonrlXICuy2eCAr9ll54OuLyv1LF500GL3/M8BQX03/TFNAWtSYdV2PX/rtBRYXFjREOssydu/ezfTUFJdedhkgyA+CIGB2dlaf2/d90jTRWc482Q8wlAGJ48G4y0PwqtUqjuPoeigDk8XlZU69clLDS+MwotvrUKtWqZQFvK3ZEv2MRK8icd2GZYmCd1kDq+Zq27YJQxGJV+tSqVTmhutvoFAs6G36ukyD5pJq6CraTwRBwLVvfSsArWaTyclJfvCD52m1mvo7Wq2W2FdGzJM0pVatiVo/uW6aloUvM23lSlWvp6Zp6Ii4uo78GjdOjJwdoJ7n2P109sDI/5DnGD7jBSGj6JDcHJe3sHQmWz0/CTXNE9zUajU+/R8C5udbNBqiYWm73cY0DE688oomD+l2O4KcwCugnvPy8hIvvXSAvu9rau5et0uxUJRlCAZFSYClaox8P9D7qsyLqCeU7VBktss0DU3wYCDGXZRr4WJZFiZCD8rlknwMgthhGPWTyrGZ0u/7uK6YNxxH0HBbljUgfEHNCQN0RxiKWtelpUU9LywuLrBjxw4qlQqtlkBCmKZFwSvg1bzB+qwKEHPZU5XdSbNB5tpA0Orbtk2WCmi9OKdJq9VmeXlZQ2AzMm0Lq35KfuBTKVdYWFjg+089JZ+tWJ/dHBS5UCjIzHKqr9GyLfwgGHpmenSNck+tUt4QTpI5ohB5SM/rmybOLeTDfNXzycK0KMJzHAK/SactFhTLMjXbxsKCMNRcx9EQurwywXBjS9WXZJyTMwo3UqKw5ur3M8GKRrG06nxqIe31+vT7fYIgYHJKsA0tLCwwPTVFp93iF39LLBx//O9LmJaFbZmyqZco5jNMsEzvdfcTObOMA3Cv/HX8yLlAFh3OvU6tAFWtwEfkv8fQX2fZDoWCh+d5fOyzrwDC+T95UjR8taQhJQ4V+ObRgMHoOFd/5+uPFDujMr4AjUEvFotDBuOoozTK9Ki212o1XQSv6jtarTblcon169dro/H6669neXmZQqHAMQkFuPyKKyDLiHJ1G2EQYlmK0kTBAwxsS+hiWS7A27du4cjjBfGu9FwgoKtJmmDa53AcZ8ZYp2toy5mMvRUbLgD9UmMmD7fLbVdi5j/Lfz6ifwqqaUoD5FP/vqcNGQVPtW2bN19zDa7n6XHcareFgWgY9BTJQpZhSdiL4zjaWFIkIjAMrVM1SAqe43mersNrd4Sx9Pz+F0kRjpGqmwKo1xpSV8Tfk1PTWJZJnOTYWaMISwYC8w5/Rkaj0eDlYy9z+eWXA7B58yZaLVEXoXqkqWs0+qLBNAjWrXa7TRzFHD8p+q90u10OHDwgAwkqyJJQLhVJ0wFjq5EkhKE/Mr9keJ6L6zoUTE/DZSvlCsvNZZrNZV0rUSh4BL6PYZna8Bo4zYO3bSAhZGNIbYY3yB8riBuMIc/pfFer1ZY9ZMieN7n9HWlLKYP/v/t3LZrNHpZpMD8v5mzX9fAKBcrlCt2uIsWqUqvXOHToEKdOycblmei3ZNsORRmgECQQAmZnuAZpMgjK+X4giU9SfS2myRBRkKqBFT3DJOStMQFkNJstDWEtFItyHRromG07GIYpiYyG4WSerFntdNvyHl2CMKRULIoaYMTwCsJQE14A+HHMxMQkrjtgYo2iiImJCebm59m+bRsgbL0TJ0/QbC4PzR2jAfg4jnVARq27cQ46/va3v13PWX7Qp9Np0W439fsSTq5Bp9PmySefAOBDH/oQf/d3fzfk/JbLZclwaWh7IQgEc1+aZZpJ0jStIdtWj51XC66fRd4QTpI2VuTfZyzcO8fy2gx45YYOxTZW7PGr/3OHpaXeisHU7/sDZqIzGGqqwHa0g32etW6UwW4Fi9jIT/VPedp5qvDRJpCKyQtgeXlZU8H25MTiuC7ttihWVAwzkYxIWpapJwHf75PKxf+cU5pm+fEx2HyhUqeeSc61Tq326Q7Grvjbti0c1+W/+Y1Z2m2RUVleWhJF3oWCXkwAXTORn+RU9DY/7vNOUj5Krow+NSlHUUS5XGZpaWkoKj8aJFDkEPnvBOFkvfzyy4RhqK+zUCwQRREtGTkHUSdh2zalUonLd+4E4IknnuDWW2/l0Ucf1c8+SRLiKKZQLGjdc2xbZ3b7PfF8ytsEo5aRI2xJpJ4p4+ucETcYmex4PyYDexbjZbX7nbcyxukZxxL4avpnyjn//b8iGOEMcxtBGOIVCjobG4Yhhmni+/7AaY5jFlotkA6I2k8UUmfagQcxPsvlMq1WS9ccVCoVPW6nZH1pu91mz549zM3N4crobxSnuo5OtZuIwhDH8/D7Pc0C5vcD0kxksdT5VBP0KI7Fv0joarfbxQC2btuqr7NUKlGv1wUyQT4e13ExTINOt6Oj0XEUs2/fPjzXI5K1snEUCRp0qUeAdig1vTDo2j/XdVFx5igMxb5hyIc//BG+9NdfAmB+YR7XdalWqwPihjjGdpwBixe5dedVVGDV9c9DGe7VHfIvXVYE4M6AUlCZ9CH0TZbhBwE/86uHAIjjywiCgH6/R1WRFaQJ7VabUqWiyT5eeOEF0kQEqstSJ1zXxu/1aXfahHIcGaZJkqTatlGoAM/zSJJUkpMgvzvBdR3BiCevO4pjXW9UlN8T9AOKpRKu42CXBjTcvh9oG1A9mVRmSXSzVNMU9pXrEkWxduDV2uKbwSBDLJ2IvJ05NTHB1i1baLVanDx5EhDzw8zMDO12m+MyyJevXR+1HdM01WufIoRRDos6VgVqHn744UFwRAbhFSmKeoedjmgGre7xb/7mb7TjpWjKg0CQUERxpM+3vLxMY2ICM8s0HbvjQsHzCHNZczGOZDzwddiJbwgnaTQLdqYFeNWm3SqNwMGpx2Vb8qcT6V/BgqKclWwASZA7O45DqzWH49icksXarutRKpVI01QXyjk5eNE4woXhWxlm8srDjs58XyvPme/zoqB14yBNGpoge270+/2hSKPv+zz++OPceuutAPzm/1Hmj/83k16vQ6UsJqUojjBSMcGlZ7rUkXsQTC5nkSyTQe+zF63rZzjax0JsPOs1nE/yT61Tw0N18IcrJ28ljYkJbvvYXpaXbUJZANruCKiDgnwqB0aRmViWpR2dfHBgNGuUDyhkWaYdqrwzpSLDqvhUXLvQgfzknS/+VPLUU09RKpeBAazVk4GDfIGo6i0Dg0h9mqY8/PAjNBqCihjEGHddF8u0BhFJR0QPwzBk06aN4js8T0B3w5CC1D3bcQZ9kkC/uLG6kDPQV6NT+Sz1WeVCsdpWIYOlw1i5jTMjOwxjkLlT4+d/+aMKMzOiN0qr1SJLUxIGY1YR9Ni2rbeJomgBNVLjq1gQfXwUjFvpkBqf9XpdE/jU63XNpPq97z0IKGi10GGl75YhmRfjRENkHMchCkOyDIJQFXWb1Go1mc1SZoXQqySOsV0PW9P5Tuh7V5mfblewfdnO4B4rlQrzC/OUSiX27turn4UiochkCsayLB14NHP6p8a1DuiFIY7rEgaB7oeUITJ1GzZsYGbmNLfeIuiFH3zoIZaXlrBMUxvRpmS6s217ZU+f3AbVtccc0ZeVBppaq0b2M0a3nd96t9q1ygCCKNJBgWKhoAO711xzDQBNCSPLU8T7QYBlO3Q6HU6+ItAMtu1g2MLxUt/Q63Tw/T5Bv08qs/+27ZBmQi8nJydpSOa4VDoBorekGNeuK9Yg5FoE4LmuJhBSToDjOhrloLalaUYYBDiuq9eGOA5wXYcwTHWmRPUY6vd9HMcmyBF6maZJsTCAq27csEF/x5NPPgmgSQ9GRWWEVmRgxtib+QyPZVkaupu3MRUDspXL/BmGgEeuW7eeuTlBSlOpCIKjPALE80RG13VdDa2zLAvf93n3u2/hmWefBQQBTL1RJ44TPNkHShE1GWPWtBXO+CrtvzXihjVZkzVZkzVZkzVZkzVZkzVZk5y8ITJJq4qTvAaY0OoDnoPMECivGSDTRXYiRCQwXga5zIv83zAGsJ1+v49liR4SKmtUrVbpdDqih4XERivYxCjJwtkySfnoeP73M9Ucjf4cJXEYV6CeZZnuhCwKgGPJbS8iJYpIolQq6/SmYWTMzp5m/foNxMmAjtywRATDVM1AxQcrrnHouldsyR1jyDhctjI6boyJuq1quJzHkfFzrVOrjWb6vo9t2zoq9CPv/HvgIsgyOjKK7dg2URTSaDR0fzAYRIvyvcJ6vd4QUQMwlEXK64KSNH9PI0QHjqQ+zrJMX6Nt27JDuKBKnZmZlY9HZFwTEo07V9jvPGHK1OQklUpFwIjkd3legWqtqqm7YVBvqGhT89ssy2RqShQV12o1isXioKEnEsaYZWSGqM8YrXUxRn8nV+g8KiM69aoZJ33YymzbhSarhU0ZI+NuXBNnAwUTrWgYXBgEpIDf69GT0J5SqUQcRRqCCSLy2+v1KMlaBhB1SqWiyCbFcaybySokg2EYgx4q/T4HDh4kCiNNdtBoiM+CwB8QSXiuhoHWauJ8vW4fPwyxHUefTxWyN2U/MnEvIeVKSUeQlV46rkOxUKTVbumoebFUFHDbIBnUNiQxR44cGWqB4XkegR/oOiP1HJEZunEZPtUM1rZtXEdksCPZd0ZFvC+55BJc12VhQTSTVf138nW6BoOslNaxMZDvs0J6xuyfHxpnQ7ecr7LatcqyLVxc/T4zhD7+1v9p8tJLghr/6l1X8Vd/9ZfccP11xHJsWbbF3PwcYOhMUKvVEuiDKGJB1i51220KnkMUBLo+NIwiLLfAxo0bxTiQL6tSqQj9NAwNxfM8DwyBOlD3lMoMT5Ikui4oSTIKBW8IIWQYghSiXCrrdVLl2KIo0vup9hGGYeK6DtPTAtpaKpXIsoylpSX2798PoH8qJNAPQ1TmFcT8sri4oMmQQGSv16/fQLO5rNeWpaUlKpUKhUJRZ5Le/va3s7y8zJ69e+lKiG65XMY0LRzX1HNLHIYr6tbyMq485dXkDeEknWtjVdz8qy/mKoU5VIJrIA0rvZOchLMVD9hUxo7c92d/9SC2tREyaC5Llh3LxvM8bMtmSTL0mAa63mDISRq9Pvn9K5wkuf0MNz+0UIyeVxhppmj4Oua5q2ZiSZro56PYinpZD8exmZycIE0VM8oS05ObSOJI954QxfGCqSUOY0bfRd6gG9zsypXC0P+p52GcPTU/dL4LaZkZI/8EDuBqzqjYpz74qaMA9HqbiKOI5aUljUOel32HsgyNwwYoFCyyTNTvLUv9UfVC+eJc5TAN1eapMTZSUD861tI0FbUehoEpHZ0gCEiShF6vR683qCd0PZd2q4VtD+oxYlk75Dg269atA8RC0Ov18DxPF8OapkGv28N2bOxcMa5lGkMwnDRJiCU8o9cVk79jW/S6ApKXo2sR9R/GsBOojPHxQJ7V6FR+/1eT7HyOK6xKVl1bwvgapaGZ0DBkk9WUJx5/HIDJqSlKxSIZaJhXv9+nUCyysLCgodqFQgHHtoVDJPXC8zzm5+cpl8tkWabrJ4rFIo4j4EaqZ5ff7xNFEbVajXJZOD9B4Ou1RgUpuq0WxUKRvt+nJRkiLdthanKCJE01S1wcJ6RphmFa2pErFAsYmNIRSUS/JSmO63DZZZfpAIkna4juu+8+3U/JcV263S7lchlbQvgs08KreEJP7QE9hkIxDl7P4EkrRrIwDOn1u8RxlGvGWaDTaZOmIiC4c6dgD5yYaHDXXXcR+D7r1q+T9xjhShYx/QpzNUkrRsY4Qob8n6P75893IckqdarT7oBhaOc/iiL6/T61+iauu+5tcp8WP/VT7+OJJx7X25559lnqjUmiKNLNYB0JXW0uL2mHKA19otBn0/p1vLD/JQA2bt5AvV7jjp+8k6997W695rRbHWzHlmQNyuD3JQmLpQkZ/CAgTdG1RQBxJOp3VHAOBClIktjS8Bfj2nEdXfOnjvUKHlma4Qc+aZLy6KOPykc4qCFSwTXP8zTcbvXz1rkNgpVKRa3jYegzPT3NyZPH2bz5IkAw60EqSZJ8eS9FBLHFkg5QPPXU9wmCkCAI8YpCdxsTE2Sy/5S2BQwDLwf9G5VxMLxXkzeEkzT2Bb7uiKXMBq1iTORZQPS1AJj5upeBaZ43zAZZIENnX2688Uaef/55+v3+EHPIcrOJZdmUpEff6bTP6CTl71o1lBzChb5WJ0n+HGwSRlo+wp2XJJZU46lgDBFRkFjeSwgUKJdKWhFd1+HdH3mKB77yNl0s12jUCcOQbreL67iDJywdzrHXPxp1HbOgGGSkoy92JHo++G38EnShyLnVKci5IWeVfr/Pv/1CkQceOAiIiJuKJCujrVwukySJbC43IF9oNpukWUZZRsVALDJZmpLkMkkqq7Kaq1PjXz2NMBB1D06O4KHX7xMGoY7YqQCAZZmC6ahY0IZRp93BcWxqtRqtVkvfY6PRIAgCPTmLWkQR5e/3RS2HYZo6QKHrJeQEb5mmNtxUxBtnUOMUxeLakjTJ1XzkAiljsoLGqnTqH7ksXmBe06r1avR9GIM5kNwa4ngu8/NzvOe97wVEMfKDDz7IRZs3Y8nxgGEwMzODIQ0AQDdhNnPf02m3Kcg6jXwDyk6nQ7fXI0kSXXMKwkHIE/iIDK5Lp9NheVFkVEqex9LCLI3GBKWKcqYiDDJq1SpLMnPkeQXSTDDF+b6oKXIdGz8IqFZKeF5Bs/XVqjXiOOahhx6m2VyW+7p0uh3qtTodGSyI4ohisYhl2fSint7WqDcwzJHxbSimvZXvpyOZ+hzH1QXias5RjWhVEb4KCO7atYv77rsPy7L4zn95i/wSYWyuIBYYHRNnyAatzHKNrl25fS8gvVqtTtUbddI005kb0zSZmprk0MGDrFu3HoDJiQbFgsf7f+Zn+Mu//CtA6IrtuHQ6XWrSLkuimCSJmZ6c4NId2wHYtG4dG9ZNc+L4MTavF1n9zDBxKw0sS7DMKfa5OI7xCh6GYeoGtdVqhSwTTZLdimgPUfAEhXan29XrSmOiIUgXvIJ++a7j4roujuuwfr24F2E7LnPy5EnNrhpFEQZi/XBcRztPeZpvhfzRJC+yRuuHIb7v5+4nptvtcPvtt+vM+cLCAo1GgwcffFDXIqr6qizLWL9e1GrOzs5QLJUolkvaKfUKBRGkMQbkNRjGMJJEbhuV16JdbywnKR8FHrPtn+x71d/DH+pfTUOhdlaaFGmaaMPI9y0NpevKIlcwZNfhAL8vFqgsS0Dy3RuSYGDAQZ+DDaUC6ifWVbV99c9DXK8xMkZkBiyfScpHtmOZXUtTEdWyRHdpEEW6aZYSxTHlihjkvW6X22+/g2//v3MUZfFcGAT0+32qlQpRGA/TcauM2Oi1jrx7Qxp+ans2biJd4SCt5nlcGHLOdWqVh9Trder1Gu9617sBeO65ZwkCQZWaN9xUpHtFUajUnaF9lZOUK3IFhoyiLEtYKQPDSd26iHYbsrh2YCgJ2lJBLzpgwhNOimDgEiewbYtyuUzf95mWLF69Xk/3Y1ITvepXY8pMmLo3GKaIFfuKBU5F3OI4pt1xcR2xaCqxHRsrtQTodyRjRm7buOzQqnVqtTJO9y4A/VoxhygHdWQbI9BEZaIMZQENg1/8rXm2bN3BwYMiqHDRRRfhOg5XXX013/nOdwARVKjXasLRyQUKbBk1VtsUiYOg1R9ElLvdHoHsHaIyogJGFhJFw20ogiAgy1KtA2kScdHG9ZimzcL8PADrN24kCCM6nQHDY7/Xx3ZsDGMQDPT9vswEi4xZSfYV6/V77N2zl16/R7UiyH6CMNBMcgPK7SK9bpdWv0lFZrvCKKTT7WjounyQK/Q8L5qkIUvlPQ/QDY7jcOWVV9JoNFhYWODQQcGSNjE5ge/71GpVXRQODEGpgJw+5W2Dsxhl4wy2V9Gb833dWu1a1Wl3BA21IudIEt77i/uJIk/3watWyriex769e/R53//+n8YPYkGQE4jA2PLSIoWCh0VGT7ZrmcsSsijANmDHti3i602LytRGvvjFL0kCE3HOiYkJ+pLo5KKLNgMiAFetVsnINET14NGDmjxI9W2qVWukaUa5UtZZsVZTsAY/+L0HtQNfKBQwTIMkHvS0tCxL2GBRJMaiqR7TAD6eJxRSfZZ+WDBp0zR1K4I0TfnABz7AV7/6VX72Z38WgK1bt3LgwAFuuukmfvCDHwAwNzenr1mRyYi+nakMbKrs9aDHoppXLdOk7/u4ufU1D7l/PZq0RtywJmuyJmuyJmuyJmuyJmuyJmuSkzdOJinn7WXwj4t2ZivhOOPEUrTT+QisgrPlms1lOVdyAH0UELg4jvnQrx0DoN/fTrlcptfr0+2IqHCxVKLv+3Q73RynvardWRlYGkVoiL+z3PYhpHv+yDF3uBKCIHDboxmmXNZMVqKmaYppmWSJwL+CiJRARrvdoSb7Daxfv57FpQVKpZKO/tuOjR2Jzs+u4w0KVNUFwIpC5jO9LR2by8ZE6VTElrNHCEZhGReCnHOdWuUhcRyzuLhIRfaouP6GG/jOt79NFEU66qyaK6teSSpyFkYRSRzT7/tUqwraE0i6/QHcLtN9SvIZooG+jo73/H6WZROFEf4IfbiAvoposCrqDoKAer1OoVjUkak0G3RBv/nmmwF4/PHHCYKARqOhoUteoaDhUXEcye+2MBimM4/jmCAMMQ1DdxxPkoRGowoZurFmHMWkhoDb2bYz/F7FTQz3OhoHA8o9Icjp1GrHQ16PctsupGySujs9X6kM3bj98nOcaWqoXT7zNzMzw9atW3XmxrIsbrnlVnY//TSbN20C4C3XXsvRI0f42te/rteQizZvJrMsDU8FWG42KRWLtFptipLAAcQYa0w06Pf69HpiXapWq/ryFJzadV05Li2yVGzrLC9x8403sH37xbx4QNRp+EHMiVdO4UcxxaKk7a1VsR2HdqdDuSzu5eVjx7Adh2XZp+xd734XAM888yyO61K1LJaWRQagVCphGpK2WbY4UfNEsVDUNMuKcjhJY51RONPqMTq8VW2GbQ8Ku4MgZHm5yZ69e9h5yWW8/e1vB2BmdoZGo8H9X7qacklSG1uC+thx3RXflb+KcXqV19NX0xG1Pl8ostq1SpEWdKRtVamU2blzJ/v27SVJBByt3W7xtrdey+LiIh/5yEcAOHH8BDt37uTw4UM6M3/Rli1s2rCBhdlThBIOnYQBRc9h3bqNzJ0SVOGvnDzN7m99j3KlhmlaQ8QkcZywdetWXaJw+NBhwjDU5EMg1pZCsaDriAD2v7CfNE3Zvu02vv3tbwMwOTnFzMxp3dAZBjVO+hkhiX4wsExLUtGLdUSRtZimqYka1LqmKMh/GDI9Pa0zaaLxrqj9Vbai7/scPXqU6667jlc0PfugVkshM4rFIkmUkGUG9XoNgBlZMqJg8yAo1y09L0jJr4uv4zm8MZwk0MYuoGEhmjSB14abX+2AOOM5R6AsgkVOOEYDhJqJYQiDJ5JGUK1WZ8OGDRw+fETXK/h+QJKkTE1N6sGiWHNEQbqcDIbgdEbuPtTn4+4zG7M9f3xGlqlzDDsZoxA8JY4phoSofbCEoRYPGpmZpkm/19WDt9Vs0Wg0uO1jL3DXn1wKiAJg0zSpVqv0+8Hwtxj5e8tdyGg9xcrbHbk7tSEbGjt5vP8KOOUF5Cz9sHTKypjcHgAAIABJREFUMAyeffZZLr/8ckBA0d717nfzzfvu46abhAGSZSmuW+Bv//a/YlsD9sSW32Gi0cC2HVotWUcgm62KGjl53anWCgwj0+cUP4fvbGWQICGOE20YwqBLN2QkSZqr0bDo9318v6+N2PXr17N161be8pa3DPWc8DyPVqvFiRMnAOh0ukxNTQLoIl7bFjjrNBvUPQVhQL/Xw7QsXbgaBAG9njkEk8iyDNNygBHoRE6fRiE9oxCLs+nUamSF6WYM1zye3xq1ChkX+BmpJdXEO8Av/PppyGp8+ctf5pqrrwZg8+bNeFWPi7Zs0fVHc3Nz7N6zh61bt7K8JIy0hYVFPvyRD1Mul1lcXAQEBKjdanL33XfT7fZyUE3RqygIROE0oI9xHFc3dI3jGMMwuOmmm3jL1VcB0Jo7xYmXj3HChKqEvL3w4h7CKGFiaoqZWVG7VJtosLi4yPzCgjbS2rJJpFfwcF2XBx54ABDkC90wpFAsUKsKg6fv97FMi1KppOeafr8vm9gKRwuEnnmFAlk8YJo9yytA6LTQ9YHhig7M1Go1tmzZws6dO3n4wYfYvFk4pmmScPefXMbOnfbAQMWgXC6LBqE5OeO4H3GIhhyl/PGvUi+ytlaJZycc5ETrRa/X57nnDvHEE0/qBsaPPPwQUeCLNeiKKwDRWFj1NFKzpGUa9HtdsjRF8erUJ2rUqxVOvfwyy0tiXD/x2OMUpzZz8OAhHMdh3bQg8Vi3bj0TExN885vfZEKyQjaby6RZpvt2Ia85DEUDVFMOWcuysEyLhx5+SNtWMzOnmZqapt1qaRif53mYhnDM1XjNExKInnkDdjzVq0jZZqreTn3+w5BWq6Wv/Rd+4Rf4+te/wUc/+lGeeeYZAO644ye4/fY7mJk5TVnCcVXtv7onEH3UXM/FsT12XLIDgCNP2KJfWpZrMCyDmPkeoGp8mYO/kJtWJW8IJ4lRhcjh57XRy9kW8xHTecQwOpOogbyy8HJgcBigX4Iga5D1BbmJTRE3zM/P4fs+lmXzgQ98AIDjx09w//33UyoVc0V2ghQhH1EeZIvG46pHZUw5kT5+nIxmoobn6cEfqby/NJO1Gzlnw3ZsCp4HGLzlLdcCUK83OHL0EJ7riQg3gwiGWHxNPTGpZ2gIjxN9tSPR6LM5r2Jc5J7D6M2oGi9j+EzK4RxMFj8cjO4/m5xTnRpPNX+mw2ZmZ7lJRmSnsoz9+/frztogqEDDMCTN4L3ve59e9P7TF77A0tIi27Zu0zVvoR/q+1kRXcxUEAAEcnil4STslMFdBkEo9dga0h01MWdkkpERvKJHHETYtsUlF28H4Kpdu2g3m7xy7BiTNWHgvWyIOcArFWW2Fbq9LsViCa9YyDkrKhpo6CaalmVh2RaWNeiqHifx0MQv7iPTxA1GrlGyYZjSezEHc4L8L08FM6BMyb91NUYyzkAWPiRncpAupEySkJxuZGnu2apPM/Hs9WeDYzIyvWuWwfGXj8vMoHinszMz1Ot1Nm3cREVmU/v9Hv/qQx9kaWmZRkMUnnc6PdFuotnSTsnc7By1WgXTsqiWyrrAfbnTxHYcWs0Oji2Mpjvu+Anm5+fZuGEDF225SF5PyoMPPEDo9zjx8lEAKq7F5ZddimHZ9PxA75eRsry8TKUqDBvPc5nxe5iWSbstAoTlUokkTSgUBBudjoqbgvlOZGzF8ykUPEEHbmSaYbVQ9IgjwbKqnoVtW3Q7PYqlgm458Wruf15fUpmJVUGKfr/PU089RbfT4bKdl/H1b3wdgMsu3ckVV1xOsVjW5wnCkCxLZQZroFfqfSv310AEQZXtoK5QzL3o9evsmjI6557P69VwkCUzGLNWZSSpqElRQaxqtSqaudoWp08L1saPfPRjfOXLX+YTn/i41qn5+VmWFpd49NHHqEv9WVxY4KJNm+h3O3SawgF/33t+gr/526/yrnf8OI8++TQAUxs2EVseO3deRhiGbNwoGn4/99xztNttqpWqHu+Tk5MiQ1qtaPKSMAiYX5gnTRNSlWA0ZYPmKKZQlLV/aUartYzjuNhIJtVY1FFhgO2IbY7tkmYJcZSQZoMAYxiGujm7m8t0iubug0zLP7cUi0WdNVpeXmZ2doZ+v69rsb7//SfZtWsXjuPwXklec9ddd+E4DnEcD1GkO45ov3HPX/4IAJ4rSDLK5XIuMxzIbPHKFgGjobx/UU5SLtimtqyIggrDe+VdqUVHT1BZJguk84xw6MzNgCp40O173PyTB1CkqeiHZJqGLPocXI/jODqKsXnzZk6ePEmhUGTv3n0AtNsdPvGJX+L5H/yARx59GBA0r4or/vbbbgPg4Ycf5vTp03JwDIrQfb9Po9FgXhbNVioVybJi4fuiI7PYz6dQEGxaCt6TJBmlUpFOp6OdumKxJKkze1RlFA8glJ3T1TOp1muEQUiaZjoiGccJt912B42JOruf3gPAkSPH2LHjYmbCGUxDFgWTkiYpju2QpYz4ryrKrQgixPa805n3cfMmWGYakOb57YwVI13Fo7I01opjGMJRyxvL57usVqcwpEGXe95ap3KpG3Ok+FN0tLfI0kxPgo7j8GM/9zhZJowbJaViGTD0tbiei+26/NwHP8Ti4hLzsvt2Y3KC5eUlPvThD+pC3Lvuupv5+XkBx5GsNmEY4ki2LBUlLngOlmVqchRgkOmNYj1MTNOSBbixvh5LGj227ZCS0vMF/KLb73Lp9ot5x803c/yQKOj+wZ6necdNb+fY0aN0Zk+LE/h9KtUa39+9G09G223H4eSpV6hONnRRqee69Po9LNOU/cMEY6TqSq7gGA888ABZ9jNDEMXh9gODdyi1STqQKgBiyPdqgpEN7Td0fCZ0akjHOINIqFg+uCGyV8NZ99XAnP9FiynfhVINQ60/6VBW3LAMbMPWxpLjeqRxSpal/P5/FtHoI4eWWVhYwO/5PPyQWBvufO976feEERFJ4oVywSPJMur1qp43C0UP0zJJs4SCdJJcz8N1bBxHMMxdeqnI7P+rD3+Mo0ePcfzll/U4On78FaIoxDYsmlLXCp7NHbfdwnPPPMOWTYJVyiFjcX6OdrfLI088AUC1PolhWYRJipzy+cHzz+G6rsj4yofT7bUpeAUMUlxnQA2uAhKCREI8M6HHYiSa1mCbaYkMr3JqoijB9Rzx2VCwYGX2NJNzmILP1ut1kiQRvVskQ2SSJLz1bW9j586d1Bt1lpsiw3bJjktxXIMoCunL+aBarZEkMUZqaL1SM+bgJ1LvwDZtrftZOuhBOOiRJgKGgrhF30guAKHvhPNbjJH3JuYy5YaKHymGYWLbg3Xo337B46GHUu68830cOHAAgH37nqVarfHAAw9SrwmHqN5ocPH27Xz605/Wx87MzHDvPfdgmDZbdwja9007dpI8/hQvHjvFum07AUG53ekHGKaJZZns3i2cJ8dxcF2HJI3ZfJHIPtZqNY4ePUoch5qsoF5vsOOSHdiWxSG5hsRxjOvaRHGIVxBBhiAI5XgYZIvUupRHFEWxKHkwJDRc2XrCDhQ2qdqmflfr4NATfxUPwTQF9NV1XZ2ZUg6XaZoD1lW5RuWZn03TJE0F+Uscxxr2++KLL/Ke97yHU6dOsW3bNkDAbP/sz/6Mz3z2sxw5fHjoeMuy9HN0XZcsy3jmW7dRq8m+VI5LuVQU9yiv27atwVolRQWI01wwS6C5zvoIBs9idbutyZqsyZqsyZqsyZqsyZqsyZpcGPKGyCStjJQYEi00CpdaKSKNnQvsMMhSDO1nGDkIypiTjLuM3LEC7jL8HXGMhsAAnDhxgizLCIJQe9rr1q3j2LGjzC/M89nPfAaAe+69l3379mFZlq5Tetvb3sbDjzxCc7nJr/zqrwAQhaJ3y8GDB3n88Sfk94poQa/Xo1yu6AjU5NQUy0tL1BsNskykcDvttkxHVrRHPjs7w5133snmzZt1cX2hUOB7DzzAU089xS//8i8D8Ddf+QphEPLOd76TK64QUZXde/bx4IMP8qO7dunO1buu2kUYhDSbTU2vWSh62Lbk9M9H+8707M/i0echDMYIqlIfP+7PURgQKqWVje55nsoqdWpUJ6QuZUb+CQ1q6PTZs4w0ScnIsJ1Bo7sN6zfQ7XW5556/B+Anf/I9IlKKoXsjJEmG64mme5s2b6IxIahRr7jyCtqtFidPnmD37t0AXHvtm5mZmeXUqdMsy2bM1VqNdruD6Zk6i1spFahUyvi+r6NmCwsL9Hp9wrCr549GY4Ig8CmVy0ShGK/tdot3vvOd9Ho9dl19FW5J6M/Ro0eYnznN4489ynWyZsQzDZqLC3iOzYTsudHrdLAtkyxLdSbLMEws1wEM3cyy1W5Rr9dptzt0ZQG97wcCntH3dXR73/23MzHhDkX/VHRthRjDkUa1DWR2YwRmm0OwgM7Cv0qsbCi6PQKNOfuR550M1pYctMrIMIYwwIaAuhkChiY2GRRLBaLI4vjLxwARRb355pvxHE/3L/rSl77I5//N5/H9nhw/4quSOMLzCiOZc0NDbEDUNdz/zfuxLIutW7ZqGuK9+/bxtuvewtLSsm6AfMmOLZx6ZZaTJ17mR9/0JgCWFudYXlwUfY1kBtPvdvAKBbZefgXPPv+Cvr80FRC4I8fEvZTLJTAM6rWGrsUrF4u8dOAA87NzlMtFnUlRmQI1J6nno34OZ7yzkZ+DsZ6H4ozCUwevwtDUy6r5aJZlujheXc/0umlazUH9xEMPP0iS3EyWZdQkrLbb7co57GzXJ/TOyEzSLNXYOsMwsMZcn0jODo+d0b1+WPTN/1wyenuGrE8yshT9XA2DKI4EQZSENLdaLfbv38++fXt149iDBw7SbLZwXY+pKdnrKE156aWXeObZZzUtvu/7OK7LwsKC7t/14EOPML1hE4np0JjeoL+jUhUZ3N279+dIAUQWp1QqMjsrGtTOzc1Sq9VptZrU62LM9Xoder0O9UZD985cXl7STZIHzyDV2ZMBqmbl2Brd9nrGxhltaanX6rx5sgj1ufqXr5UdLhsZHGvbAkL+0Y9+FBCZsZmZGaampnRN5NTUNJ/+9GfYt3cvk5OT+hxBEFAul3VNValUZv/33kujnuHKbRjo+c+0Br3eBAx/+N5GTcczzRfj5I3hJCk9GNmslGV0x1GIxxD2Xk2Y+aciDcGVPS6GYXVnMtiVcZll6dA58g28AO6//1v87M9+AMfxdDrx5WPHmZqeptvp8uijoqv6jTfexOLiImmW8YSEMHz0ox/l/T/905w8eZKZ0wLG0+/3mZ+f58CBA7kUqkWWCTzum9/8ZnZdJQpssyyjVCwwMzPH0pIYgPv27ePUqVPYtq2x7I5j89RTT/OOd5Q0uUS5XOHaa6/lhhtu0IMtCkPWb1hPt9vl3nu/CcCb3vQm6vU6W7Zs0ZPFSy+9yMLCgsDCS2UK/IBqrSJ7c4wYYGpRzBkVmZENvQeB52doQGhnaWhBGYHo5X4bN/yFYqtF60x7nSeySp0yVvyS3zBYoPTUnA3egzIYXUdMWr/02wscOSx6Wbz12rcC8PWvf42f/9hHOX78uE67P/bYY9x62+0kcUy5XMBVPU+yjMmpSbqdNrfdeisgauO2btnG7Ows9bpwzIMwoOApY0VO5EZGEAo2IPU909Pr6Ha7bN68kSXpYH3pS1+kXKnQXG7yrz/1rwHodro89tijXHLJJTz+2KNsuVjo7vz8HDsvuZStmy+iKSGBpUoFr1SiHwTc9Y1vAHDd266n3e1RrdYxZDNKo9vFsGzCIKDkCYPTdV16vR6lUpGDB08CggjilVdewbZtHpdzQaHwLjqdzpAhl4cgrFbGBZnGLarDdvcY/ckZsLmTD6wbY1T7zmMZtz4ouGru2bquQ5KkGg7d6/YgA7/f58knngTgqquu5k0/8ib+/M/+M4Es1p6cmubZ555lamoC2xZNGJMsET2Del3d1LharXLw4EEWFhe4/1v/AMDGjZsol4scOnCQ9es3aNx/GIa88OJBer0eO3aI/i9LSx263Q71eh1DztFBEHL44AEOHTzA9dddB8Aze3Zzx0/czt9++St4st+Q5bnghxw99rKG1fZ6Phs2bsJ1XWZnBdNYHIYYGGzYsF6wWuVIfF6LkfJqcjYHSdyX+F4FHxJ6NGjCefjwYSxLBFyuv/4GAP7iL/6cfr9PuVzWBqBlWURRNFzvcJZ7yLIUXS6eC0hpIJnAp66sPdKwTWl4vkog8V+6jDLdavT3yFrlOjZxGPDRzwhynJPHLRbm5tiydSvbtmwFoFGrs+tNb6LdbuvAcLvdJs1SgiDM2VEmpVKR9evW6fc5OzfL6dOnSZKETZtE76P169dhWSb79j2roWYgIHFXXHEFCwsL+voENDqjWCzpBuKKfGd+bk47STt27ODw4cPYtq2dNtM0sW1BEqIc9XPZAPZs4/RsTtPo5+PWEQW/yztOcRwThiGmaWr4YK1W46qrrmJmZoYjR44AsHHjBvbv30+tVmOrtJmLxSJZltHtdnVQ54XvvQ/bzrBtWz+XNMtANtS2TLVuyWayOTUiGw7IaFmlg/nGcJLGyZjFWhVDDu2mPlP7Z7kai6EAubFiBc8YjgCuJHLNf0sq6nNkAV2agmlmerIFqFQr3H3317jiiivZvFk1GIvY7AlaQsVasnfvHtI0xXVdbrzxRkBEqYrFIhdt2aLphm3bZvPmzezcebmuvRCOh00cR6RpyrGjR/WzieOYcrmsC3mvu+46iZ0d4EqzLGP79u30fR9HTg5RHGNbFn/4h3/IBlmYaBgm73vfT/HIIw/ztuuvB8TCvHfvXrZu3cphia/dt28f8/ML3H77LQO64lhQPYrCQ3uQqdA/RPR16N3kfp5Vxi2GYz4384a96L756uc+32WcAbyyeGmsmBhkuUyUZVmScS7TjZB938d2bHrdHoePCHzxO378HRw4eFhmnsT4OHTwEM/s28fn/6d/Q+BHeuK1XVFj5Hkuf/RHfwTA7bffzokTJ7jzzvfR6YqFp1LaQM8PROGrokvt91m/YR1pmtKTTpJlWUx4E7Rabf7iL/4cgInJSZI44aabbhw0nKuUaTQadLtddu68gu2XXAzAqWqNSrnC4UOHqcps0GNPPMn1172VbTsuoSYZeh77/pPESYbpuNiynjBLMjqtFhdt3qxrGiyJa/f9gJ2Xiexs3+/LprEuc7PCEbNtG8dxhujRRzN5qzEwV92kctTJOUPWKO9gj6s/yh9zIUk+ez0qA84OsUgXikXtxFuWyfe+9z2iKOLKK68ERFbze997kG63o2m4i/KYUqk4aKSZZYRhxMTkpO5KXygWePnYUd761mup16p6bdq67WI2btpAt9Nlz+5nAdi8aRPT69Yxe/oUR6XBcv9993DllVdyw4038t3vika2t77r3ex/8QCHjxzj0p2idsM2bYolhywTZAYAl8rxfFoG+AAc2yKJI4qFomxwKw2sZKXR9XpktWylO3bsAODgwYN4XoEwDFhYEDW+09PTbN26lR07drC0tMSePSKD/fU/v4JLdph0u11dF+i67lAhOox30AxJ0DBqc6xY54bUTz4b5W8PPuCCWLuG6oUHEb68TTBgjRPbdu/ZzSWXXkq/39f1nGmOECtvzwVBwOLCIi1JspAmqczuljTxQsEr0Ov1mJiY4MTx4wCcPv0Kl10mSBumpqaYmxMBgDe/WSAcHMfV83K/3+e6666jUqnoAMXCwgLT09N84xvf0Kihfr+vDX0rlwFJkoQkSc6pc/RaZVSn8hkitRYBWifiOCaKohU1SZZl4XkF4jjii1/8IiCaYr/nPe/Btm2NAPmP//EL/ORP/gRTU1O89OKLgGDE9TyPA4+8n/ak2C8I2hSKBeIkwcyRoRimiWkMEiBZKphjDePVg4n/sjJJY64177qs+G2soTyIugxBH/KyImAxYqxnhi7EzYtpGmSZCcQaPmYYg1S/igZcvH07u3fv5q1vvY6vfvXvALjxhptIEsHstW698Iovv3wn8/Pz3HvvvRSLAoJUrVbo9foUCgXNStTv+5RKRUqlIoFMMUdRRIaghwxlnxkQyvY7v/M7fO7Xf10y0IlBbVoW/X6fCQmP8zyXbrenC+sAzCTBsgUj3333iazRxESD73//SQwMPWFUKhVqtRp+3+cfJL9/wfP4H/77T/Gtf/gWnrtL7lcmSWLZQX2YWSXPdDfuncidVuyvZYwxn++loKNSppnrVwHZmcbE+SqvUacGCKyVsC2ALM2G0uymaZIZItWuIkXz8/O0Wk3pyIuo2RNPPoHvB0xOTHDRFhHFbrWbFLwCv/97/zu33nIrN9wooBJLS03KlRKlUknr1DXXXMN3v/tdQScsdaXb7+PYLpZh6mxWtVah1++TpinVioAxxLJTuVep6CieZVn8t7/0izz55Pd56SXR90VBCN78lrew++mnNYORiUmWQqVSpdcTzHytbpf9Bw5yz/33D4pza3UM08J2PX7sx0TvpLu+/nWyVMBFCiq7ZEAYhTIaLSbx3/tMSBSVwICLt4tgxOWXm3ieN+QYCSPT0n1ixskoG96rRQjz++rfjQEL4iiboJHblt+eO/F5n0kae39jnrPqhRdLZinR+yPDcWw9Zy8uLnH55Veybt0GHnn4EXFcHPGpX/sU/8///cfUJBy63+9TLBb4+Mc/wYmTopfIV/7rVyiVynz845/gS3/9XwA4fOgQv/65/5EXXthPEES6W32cRDz00MNM1Cf0uz516hSGCY1qlYcffhCASrVOs9nk8ttu47HHRFZzcblFnBm885ZbqMhC+N179/DK6Rlsx2bTZsGMZ5gm/V4fy7J0kG7DumleOvASJUTgTMGaMhLdsygvrxU6lI9q56PYo6L03PM8Op02cRxz8cUXA9BsNtm//wVuu+1WFhcXNTRv86YGURRpsgcQ8Mi5uTkNv8tfwzhHSQSPBuucIMrJr4Hoz1eoEnmA4bCdct7JmHtbqVKZoLEPQz2+ut0upaKgZf/7vxfw7m3btnHs6FEN7QTx3KM4Ik1SXAl/LVcq9Lpdet2uXlcwxDvudrv6tfV6PZ5//nkcx2ZpaUmPjwHdtq8DHLt27SJNU5rNpob63X333Xzwgx/kzjvv5J577gFE9rJerzM/P6+dpEKhgG3bPxQmutGsUH6bagsAiqxJfK4CPSo76zjOkD6maSpITgyDXbuEXViv1ymXywRBoFuEHDhwgPvuu4+PfezndXuCU/t+Hr/vU60WNdqpWq3S7XYxLEM/MxGAF3qS6mCi0DljBEo2ZqlitcGHNeKGNVmTNVmTNVmTNVmTNVmTNVmTnLwhMkmDrMLZPTvpp+rfxsGsyBTUKneuXO3RaO1LHiN8tusTWFH1/ciUroC4NZdFvUO/77N582buv/+bHJMFrR/5yMc49corTExOaA94z549wkM3Te775n2AgAvNzs7y+c9/XvPci+I3i2azpdOeExMNkiSl3+9j2TZ/+qd/CsAnP/lJtm3fjmPbNJvC+7ZtEdVzXVfSoiMozA2DarVCW3WuLpf53d/9XT73uc9RkrCiDRs2UPAKbNu2XdMxt9ttKtUqd919ly4yT9OUr/5/d3HppTvwCp7cr0WSxFiWpetVRl6ijqZlmqJ4TCht6E8ZzRh5VyIgMCa6PTSWjFzkwMgfed7KanVK7jT2L/2kMgFjsC0bEnXaTENKVHNFFWUVDfRCfR2u64CBzryQicjZRLHBE088zr33iijgu971Tt717nezvLyks5xf+MJ/4pOf/CTVSkVnUEwMXMciywYp9SgW0LssTZmfFzjxL33pr4mikImJCY07nzl9mnvuuZcrrriCSy+9BIB2p8vs7CwHDxygUqnQagp9TpOU+bk57v/W/ZSLIvofZSkvHDyIYRgUKiLS3+73sR2XYrXCrKTqv/O9d3LfN+8nCSMSmeVO0pgkiZmanOIL/07o+NR0kXXTAhevIqQqiyZoksV1K8x3Hhevnm/+Z377auF2af7153VJ7TeSUZIHi+0XUj0SaGjpq6mVgWinoMhBLMsiCEPCMNTQ5xdffJEsM3jHO35MN1r90Ad/ji984QtEYcjysph3bcumWPT4gz/4AyqybcPk5CRpmnHXXXdpYpByucwLL+zHNA1qtSo7ZbQ2ilMOHTzE1752N5s3i2xuuVQiI6XX6eDLqDCkpEnC3/7t33HVNdcA8OCDD2FZJmEY05OQpltvu40jx46TGQYzMwIiOhHFdLsdfuymG3FkjaFtWaxbN83kxAR///f3UJSF6gqFMU5eS61SPnt0tkySQmv8ye9Use0pfum3F3Uk3LYdsizlySefxA/6ukY4jm9lamqKTqejC+xbrRYTExNnpFMegioh9S/LrXPZ6PWJOPiK+x2Bueq+W+epDO5/mBRldF1KkgTHtvU64vt9tm/bzoGDh2hIooSTJ05iYEjqeHnWLMWzPAwG9T5tScig5noQtozt2GRklIvinYe2aBkhSKgMTav/4osv6nGg2rP0ej1qtRqzs7O6liaKIsrlCidOHOeOO+4A4Lvf/a4cd9mKzE3+efxzEXaM+x6lh/lrVDX4WZZpuB2ItdxxHH0e1bMpSRL+f/bePN6uurz3f69xz2fOTEZCICFpmKUgEby0FbUgarXO7f3Zer33ttrBvu7r9t5eb6+2Vqu21qqtIiIBHFBBhFBQtKgBDGMQIYQEyJyceZ89rL3X9PvjO6y19t7nJNh6L4bz8ArnnLXXtNf6fr/P9Hk+TxRFnH322YAgNlu0aBGlUolbbrkFgL1793LhhRdSKhW5/vovAzAzc4Wo36039HucmRFwuygKtS2r7jMKQz1nLNPO0MQL6c7cJn8fX14UTpIezkZaAUWp3+XHXQZyusgx2R53NpU05InUz/R2sotRr/3iGCxL8KpHkXKSkkVZ4VyLhRKO47B//0HWyMl0zTXXEIUh73vfH/ANm71+AAAgAElEQVToY6KGoVgsMjExwUx1hv5+ofRe85rXcOedd/LhD39YD8Czzz6bSy65hHKlog3EdlsYSY7rZgr/bv7GN6hKZ2poSCwYQSigUPmcS6udFCyWigXuuef73HfffYAoqCuXK9x44016EalUKlSrVdFhXBq8Cxct4qabbmLt2rX6uv0D/RiGwfT0NGNjQlkXCnkGB0fwPI8wiLoco/SC34nP7vy8Szd0vz75hzHbbqmPTDoX3pNVTnROmQZCBWtDmJTxm1pcYjRbjTpJGIVYqaasjUadyckpli5dQttPiqVt22Ggf4AvSId+0aJFNGozHJ2a5NJLL+XxJ34KiP5AP/nJDn71ogt1Y7lt27ZhS8WoYBF2wWb7j3+MZVpaQT268zGBT04VipbLZd797ndzzz33sF9CRi+77DKOHTvG+Pi4TuXHcczAwIB2LJo1oYTXnraWj/zNR4hj0TgTBFw1J2uFPNWPLIZSocjRY6NcfPEWQCgE32thmkkzZc8TSvQf/1eevCRzsExLG14VCa9S+O50U0AFa2yn4CY/j8xV4J7Z1uPYTE2ocsJeYjVIOnCgv3aKSSk1sSJZtK90lmlCIZ8jCkOK0uGu1Zs8+eRTLFy4mDe9+c0AXHfdtWy55BIe37lTH/vKV76ScrnEV7/6Naan5TjM5wmCkKWOQ6Mqah1s2+Hxxx8nCAIqfX385Cc7AMGgaFk2IyPDKP96enoKx3GozlRZIGEuzWaDWqNOvdnk6Wf2yPs2iaKYYrlMQTrsD/xkB4VSmUKhwK9sFoGGvXv34jUalMtlRkZEHcHBAwfYtOlXOHzwIL7vk+9watIGmNr+QiTLYps1rNWYvuGTS1K1FKLfku+3CGUj2sHBQarVKtu3b6dQLPD4d38DgGJR1JoUi8UsxLizDi8VjOh0ktLzJWOfyXNE8v4tw6Sz2vqlNK0ENKpXUDv7rHN58U5Cue5GYcTk5CQLRkaYnkrWcs/zcHOOHlthGOhaHxV0yts5Wq0mpXJRvzfTNGm32xiGSa0+I+/NIIpCms0mw8PD2u6xbZtiscTFF1/Etm3bAHjggQe4/PLL6evr0+MkDEPGx8e49957ufrqqwERBJuZmaFYLFKSffUajbquf0vX+/wiZLZ5Fsexrn2PokhC6NDQ8DiOME2DKIr1HK9WqwRBQL3e0vNMNH51qFQqTE9PMSpJj/bs2cO5553L5OQEGzeeCcDLX34xu3fv5oknfqq/d8vz8P221skgnlnQQZoSR8m8TuZZrK1MLaoXZMZBOvEJ9qJwkroZt2KJLUxvVTVHqQaGHZFNIUlNUW8mp+yDOpGFOYpCWQSb9vbR9Umq7ubggd2MLFjA8uXLOXBAMLAU8oK29e8/9WntAb/2N19DoVDg7W9/G9/4hqhd2r59O4cOHWJkZIFmhHvkkUd48sknCcOQX5EUxIsXL2bdunUUCnl8P9AD89jRo4RhiB8EtKvCqenrq2BbLvfe+0NdUPvkk4LGUg1icf9tXv/61/Pd735P07e2Wi3K5TLr1q3lU//wj4CY8AsWLODYsWMaV2+aJpZpsWfvXsolUdjruDZHjhyhXC5jzIbonCVT1PlZZwSta2gbXVMCmMWg46VTm3Sic8owzUymVdB/dxfuG4aha2IAHRU1LRNbLiOqcWOj0chkQAzD4Jk9e3QUrr+/j+0/+hGnnXYaP/zRvbpB81vf+la+dcst3HPP93UEqVgo8rGP/S35fF7Ta8dRSKFQzEQGHcfBdhze97738Zd/+ZcArFq1iltuvZVmo6Ex0HEcMzQ0hGrmDDAwMMDCRYv4x09/mhXLVzAoWfS2bbuThSOL8PwWi5cIprF24LNr1y7cvIsadbbrEhsmpXKZSRn9P+/c83j4wYdxbQevLZyugcEBPM8TjpNcO1atWsXk5CSVSkVHSEulkm4AnW4s6DgO5XI5U0D7QqVXpN7qKBSedUWUtUqob250Y73/LwU//59JJ916HAv8e5y18ZJ3rDL4bZ98Ia/rUkCM2VY7YLo6rQ26waFhdux4ENMw8GWg4atf/QqGYeI4DmecIbrNe56HLesiFBV9Pp8j59pEUYjXFIYiIAuog0zAynZs4jhi8eLFPP/8c4BgTiWO8LymbjTuByEm0Gh6utF4yxespcuWncKuXaLeJ4pCzj7nbAYGBjTj10MPPcTmzZuZmJzkda+7iu9+7/ty3ygTlf63vYvsmE47R4ZhYJpJcbySm/5+mag7Af7zB2uysXTMJ/+byZYtCaNku92WzdtlfVkQzErF300iEWcaqRtG0rQ5kwGLoq75lzqrPPYEH8gvqXStIYZgJxaPST0rqM3UGFkwou2WMBTogVarRRCmgsDlYqZWFsRcsyxLvzuV7UizslWrVfr6+jJNvE3TxPMEy+HixYuZlpknz/N417t+h6NHjwhqfmBqagrLsikWi3zpS18CRGuXMAy5/PLLdT3T61//erZt28bMzIwmjbAsi1KphGmaqSzn8c3zEzX2e7aPkNLZJF5tUwEANX/SdYQKXdRsNoXutW19v4q0q9USuu4nPxFsnldddRVbr9/KxRdfpAN9Tz31FOVymXw+rxkBVfBkbGyMwYHBZJtlZnSfYRpYppXJGqrvYKTmlCJQ+XmzsS8SJwmI41SWJtIvybKVl2/LYtg0ZAp6qXQFiTC0s5Tsl16To6jT2OgdFQqCEN8PZDE1+nPfDzKGTLvdZnxsjJbnp6LCMZ7XwnUcXbh66623UigU+MEPfsCITMt6rRYbNmzQUW51jde97nV885vf1H1j4jjmtttuo1AosHHjRs1B/+ijj/Krv3oRjzz8sB70O3bsYGZmRk98EFmj3/u93+NjH/uYnhCe5xGGIW7O5Y1vfAMA99//ADt27OC+++7TcIMoimhJsogEgjDN1NQ0Q0P9Sbq11c70ANBOq+on0ssJms1p6kIimL32ymwDMFLKLAxCTNPANC1MOTaiaO6F45ddbMem2WjiSApiwzCo1YTzUihK6Fi7redGmumsM2Mrtse0/ZbuXl8oFqAt3rViNbQsE8Mw2L9/H+vWnQ6I8dpqtTAtg7okP7ji1a/i8Z072bt3D7/267/G3d8VFMa3fvs2Go0mK1et0s5Gq+lJJWRQlGMq57q8/urXcezoMb5927fFddqCqeijH/2ovuWnn36ahYsWMTY2xumni/vZsGED+/bt41//9V7GxgRTUVlC+WzbZnp6mtGjo/L7WFi2Rd7OMykhrOOT4+SLRSIiYXQCURSwoFLmyte8ll1Pil4yhw8fxrYsDGK9Phw+NMHXPr2CwcGchhM2Gg1BwyyjbyDWkXw+n4HbKaahXjTgndC62eAasynULkO1E7o3y3Z6ZBxPdoNOGclJdkF8f7FN7GMAQRhqZlEQz6XZ9HBdV2dunn1uP2Cy/f77dbb+j97/Pm684QaiMKBSFo75JZdsYcnihXzwgx/U46FUKhPFMUEY0vSEM+U4Ni2/DYgspNKDgR9Joh5XZ2N3796tv5NaU9V3yuULtGXgwnYcfD8gjqUTBVixcOSbnqfvZ91p63n44Yc4a/NmfT6v2WRycpJWyyOXW6jnQS6XE06eZHEE2W9QwnN6EZCkx6ht2+RyOW1gmjKDvPUTi1PvydA9Z9Q92rat544iMrpra55KuUKxWOTyy/OZrIJiHNPsm7ad6c10PDE7DTX5U9snhtmlvwQRq4Qy6/2M/6eMZ79osW0LP2ingtuRJAxIHNw4jiiVS0xOTHLdR4XNNHKmS61Wx7RMTdRgu5YmylJ9d2ZmZjRRVa0mdFAul9OQMCXFYjFDVACJjZDL5YmiKMVMafHDH97LihUruOQSQdazfft9VKvTBEGg5/2rX/1qPvvZz/G7v/s77JRsqAKaJt6rCjZPTU1RKBT0Oi++c5JtTZ5DrJ11RR6h7lM5NOp43/e7srVK0lnRdNBC9XVT21V2TYl6Xn6KkCaOY7700ZHMud/1gVF9fXXv1WqViYnxzDPP5/Pk83nuuutuHt72SgAKRVfbmXq+YeD7vrYxlIhegKltsp2MIpoCMAxLwl/JBC1OVE7emTcv8zIv8zIv8zIv8zIv8zIv8/JzyIsikxRK7nvl3CVeboQK9sdR2BsoP5doaEgCNdIlTDE6s6NE9H2JCMMo5c1HWJaIHvp+lMl2AbqfCSTN5ur1mr5OLpcnl3Px/UDTFObzeTzPyxTAhWHIb/7mb/LRj35Ud2uu1Wa47rrrKBaLujmt67qMjo4yPT3NI488wvbt2wGRIXrssccIgkB2BU9SuK973eu4+eabARGx+NjHPsbAwIAuLhwYGOCRR0Tvpr/6q78GZLTOzZOTEW0Q9ROWbWHbtq7RaDYa+H6bKE4awia4fePfvQSo5xDIRAVEzE5ljgBiM8kmqvFkmiaW7XCySuD7RFFIFMror3xvtm3qbFondGguKRQKmJZJICPM7VabKBTj1zVF9KlcLjMxMUUYhuyRfbQcx2X58lPwPE/Pkxu23sB73/uf+OIXv8j99z+g6ZJXrl7Onr17OXzkqI6iLluxkr179gjyB0WPGsMXvvAFcrm8jggHYcQrLr2Uu+++m//5F38BwNe/9jVqtRrlcpnHHnsMgJ07d0rMeMTIiBj/oo+YpyPPRU2g0KLRbIpeMDJ502q1RXrfMHS0MI5jvGaTRx97lFNXrQYEvCqKQ9Gxva8kbzumXBa1HGreq+Z4nbUN6X+d234emfM4o0dGtkc2qbsUViWT0ln6kzuVFMieIEpiK8lOa31jQMEt0Gg0dIaoVC7jOA5+u515p416g/e897189atfAeCvPvQh1q5bx8KlS1CL1c9+9gSPPPwgp566Vq/FzaZHEEYSXlSS25rYsqFlHEU0GwKeOjU5Ra1W01AgcfHkx1wrQLvt02q1KfeVaTZEFN00DYZHRjh08ABxLHTaypUrOHhoP8eOHaVUFPezdu1aGo0GmzefxcOPPkpR1l+I/nkWYRhqEguVuUlnjRzHodVqZYrC+/r68TyPer2uI+Q3/t1SGW1P5oeCp1qWRU7OUzeX00XmCY2wheu42I6tocHq3XTOy9lkNvIUUSvRIw7dCZIwjOPiVP9vFfH/v5BWy9PQNwDTMmTGwMw0o2+32liWhdeS1PZBQLU6xeDQsF6LgyAgiiPy+bzuS6TW9ZmZGa2DOjNGc0mlUmFiYpzVq1fp8Vqr1Xj66afZs2cPl19+OQBnnrmBqakpXNflne98FwA/+tGP+N3f/R1uvPFGDVF77Wtfy/j4GMPDI3qZHRoaolarCUSP/C6zZQ/TDW3TffSALii2+u4q46QyS+nspLK3BTnZ3FDuGz65pOf2bpCByIL19fXrjO9tt93GO9/5Tnbv3q3ftYKbWykoXRAEPUtmZtOJppHOJCkLMJuNVuQnmXr4E3z/LwonqdkU/RVUgZiofTDJJrriRDkdp2eAVuDpbQakazIMAwI/yKxPgt89JAhCXcAWhhHtdoswDIiiOJMKNU2TfL7AtHQYTNPE932dkgWIQgGZsUxTfz/Xdcjl81imSSvVcfkb3/wmV1xxBd//vsBul0olfud3fodrr71WF56HYUi73WblqlX82uWXc+ONokeG7/sMD4/Qbrd517veCcBnPvMZ4jhm69aturnZwMAA73//+/ngBz+oHZ0P/NmfcfPNN+O6LouXiEngOA4GBq1WWw9ey0kUjzpWFUWKYdnryf87Sw+HKLvdkPeVcPqrFHYao2zbDs5JDGFI0tQSFmSI5o6WbWVgDaaCL2psau/zVatVDQcAtfjGmJaBJ+E+jUaDUqlAHIe6qHp09KiurRiUjeGKxSJbt97A7/3+73P//ffzgx+IPi0HDh4ijiFfLGhY395nnsEtFHBsG09ilnO5PO//o/fzuX/8rCZNwTD47ne/yznnnMMXPv8FQIzhKIpFby95j67rYGrFIcZ1u93Glg5ztVqlXBRzxWt7tP02bd/HdiXsDQPbsjFS87lRrxOEIUuXLNGQQKfPplgq0vZbWLao7/jGZ1ZRKLiCbTI1NntJZ+3QbE7SXAv9iRp3Jwqvm+1sWfvt5DXmQMyZOE4gYen2uskKZBD4bWzLxJBw1zBQhDs2g4MiCPbc8/sZHB5icnKKN7xBwJx/9tOf4roud267nUJeOOu1mSr5XI5iscRzzz0PiKBYFMUMDg1RLCRw6OpMlZlaVTBDybnt2MI5CvyAhqzF0exURlZfdhIIOI5DsVhmZmaackk4WIZp0PKatFseQ0MiSDE5Mc6SRYto1Ov0yz5Cq1evYXpK9IyZnpqmXhdQJ88TsMN0z68gCDIBQxABhHw+z/DICOOSoGVqahLP8/jOF88gCBTkx8S0zEzNpOu4un+Lgn6nHae0k5SG4SnphPx1buu1X9dnnS6okd6OIr7DMBJ+3SzUWdkaWaPvZJN2q0VMhGlIaKplSehurPVIFIXYlkU+FWCafOr/44wtt9Nqel3OQqlU1LDPer2G77fJ53MkZRdRB3R/dlE1o88884yupbnyyit1cPlrX/saIGqNxsbGZKlF4uhfc80XmZ6e0vA/RYrQbDY0lG3hwkV4nicY9mTwXjlyvRqJK6bT9Lb09we0M5T+XEn6nGkIqXqOWz8pGlRrlkaUDopTjkiil2JS9xjHXPe3I7zjj4/S9Or6WeQLOarVaTZt2sjRY0fFeyqXuOGGrWy77kyGhlQds3COXdfRTrKAnluyrl9BYg0Mw8Q006rKlL8nwZY4jiGSvf90JsbqVG+zyovCSVJ0wkqyBkFq+egRTZmLvlsv/plITaISxAtIriFw14bEncvO5lFMqVTIOEdiOzoTlETyPIljjjULit8O9EKtDCjP8ygU8jK6J65TKBSo1Wr84Ac/4E1vehMA119/PTfddBOmabJmjWARGh8fx/M8jh45wnXXXZdhQhkdPYbv+3zxi18EJO1sq8WrX/1qTTFrWTYf+tCHGB4e0fVMd9x+u4jaeZ6+H6/pYVk2lXJZF8FVp6scOnSIlufpzu+mxMGalqUfrcAHx5I84Re3uIu5kERv059EYZiMDNNCmQBqGERRRHgS1yRZliVwuWbyYFSBo6rFi6MYw+qYV7P4ueVKGduyaUvnRVBvJnUEIAy3mZkZmVEVxo/rurqD9qGDBwFRF2SaBtd9+cuEQcTb3v52AK67/suUyn3M1GdYtFg465e+/hXctPV6yOXp6xPG5dj4OH/zkY+Sz+dk5BwueNkFbNmyha1bt1Lpq+hnMD01RRTFDAyI4vYgDPHbgs7VlQasZVk6Y+p5TWYks1Gr1SaQDfHU4uo6DqZpYZhJA7tCvoARw6FDB2lLmuRCIY9pm5RKRfxAFRUnRbCdyqsXy1emyWsPwoVOOZHI2HHPcdxjswMjsySfxNFuJY7riPGu6o9MEZ2MiDK6yPM8iqUieclk1261xZrjh3zl7wUN97otO/GaYi1ttcQYWb3mVGzb4vd//z/x2c9+BoDBwSHGx8colyt6TExNTZHL5Rk9dowDB8S82rhpI5OTU9LxSMxtTZ1vmpqeW+szSAUds/oWwGs1CcOQvkofM3UZkIgjTj11FX6ryZveLHTVM7t3s2TxYlqtFqOy1m/D+jOpVCp84uOf4Morr+SU5csBQehQr9cz0XyVWfJ9X2e7CoUCnudxYP9+bUzefu16+Z38VDbWwnZEfZMjgx2u65LL5bSjBb0dHxU8U7V+nWQQvQITvSL8x517aQepIzbRZcD2OPxkziRZlilsLytZC5VNmH5PtuvIgLTYL58X82tiYkLPH8syMEyTX//1X9NNhM8++2w8z6NUKmnihW3btp3wMzVNk3K5QrvdzrLblUpc/PKXc8EFogl4s9mkWq2ycdMmTch16StewbPPPsuKFctZIgPQjUaDV73qVdx7770pRydxxL1U4Fw5RMp5SdfYpZu7pmvo0k69OjZNNa7+Xf/xRfo8Yv9kbFtm4gxpXWXK+UDSNsc0TR2MydQ4xRFbP7mY3//zqg7QT0xM8L17viea+sps2Z3b7uTavxnmnHMWZMjAjBRSQ51bMMVmdWf3HFWItASZFkd0kVGJcx7nxUt5UThJxUIBwzQy0VWR1YlI03wqWEMmQzRrADylsrKaPH00EKU+Tr34jNHSXawpCv9D+XvyuZrgaRYV1RNJR7nyLkEYUunr05kkVTheLpfZsUNQt77v/e/nwP793HzzzRw6JDqtN5tN8vk8V155Jffcc4/OWqlBNTg4yBVXXAHAzTffjGEYbNu2LaOM3v3u32N4ZJitW7fq51+v1chJKAJAGEXEUUzTa+I1RRR+ampSUIrn87T9hE3GtEzh4et30RmP/MWKmhTyLwxDwMuSaK+BIWFNycJontRGnQgAJNHRdEG0XkRNA0GPCer5JbMm+2wE1CZxMlU2JI5jSmVBQnDq2jUcOHAQwzD0uCwWi7Raih5UHPz000/TbrXYtGkz1ZkZ7pEO/H/9w/ex8/HHeeSxnRw5IiJNt3z7NiqDI/gtD08aSpX+Pv7DpZdxxvozePJnPwPg4UcekX1n0H1jqtNVhoeHaPs+LVXc7jpYtkU5XyKQimd8bJzRUWHYpSPahgm2IaLO6SUilD0z1HqULxZoNmqUigVdnHvRr16IZZs0PY9vfna1fGYJpCet3HoVZs8VAZyNqKGXvFB4XkzKUUpYalI/skomw+z2Aq/1yyjq/XVmF4zIyEyZSl8Fr+npPkkg1qQoinjPXwgn/OixDfzgh9t5/vnnWX/GGQBEoXBkTAMiiWaoVqv09/czXZ1mQLI9BYHPzEyNgoLPAbueflroKsPAMlOqPVLw8TThRPpbzaYfhaMShRG+39Ju18KFC6mUyzx27Cg7dgjmqscefZRLLrmEMAh59tlnARgZXsCXvnQdZ6zfgOPm6JMZJmUYdjr+ruvS39+vjcTx8XEcx+Hr/7hSG1CeVyOXy8lMmoK8CyIHlTkS2xzNupV+V2l4q7oH5SjlU9DyTlhPr58vVDTLlro2yZwyMo7qS0vcnCMyRbYKIIl/mZ6WhqCoL5XL+G0FHYtoNpq0223+9AMfAOCL11yDaQkmyHPPPReAgwcPsnz5cqampti4cSMgHBUVOD6emKZJLucyNTWpbbj9+/dz2223sXjxYkYkEcvq1as588yNPL1rFxe+7GUATE9Pc9ZZZ4l+mtJBm5ycZNWqVQIqmyLFajQaXZTzyfdPHMg0PE5JYi93Z4i2fmJxxklS+sa2jY5tqbEnabMNw8gSiBhmZogqUgnTyAb51D186WOuhui/5y8ixsfHiKNY6+ibP7OKV7zi3Mx3VL+n11l13m492fm2knmUdu66dozjE7b/Tl680bzMy7zMy7zMy7zMy7zMy7zMy88hL4pMku3YPVPh0BG9kdEWI9XrRpQZJZkLCapSJ0r9SP+uJJIeeIJTFdFRUO6yuq1IQsiS83TD/9L40SRtaRLFES3P0xjqzZt/hbHxcfK5nOijBDSaTSxgeHhYRxzuuP129u/fzwf+7M+YnBBFfzfcsJVms8ntt98uOfxF1K2vr4+pKVE0f9111wHQ39/P0NAwrVaLK6/8TQCWLF3K5//58yxYMEIsIw2tdls0DCwU9HcaGhzEMEwajQYzMwJLHsWxoNZOeeE6/RrHujmeoi81UtmlfzdJXpCIxKX+Fvejfmb9f9MwwLb1fUcx+vufjNLZhySdgVDbbNsWFJqZAJJMpWcgqlAsFjI1XZZt47d9Go0Gppd05N60aSMPPvigxm6r4mzLsjTttaDVtXjiZz+j7bfZfJboyH377Xdw4OAhfuvNb+bOu/4FAL/l88pXXsrCkQUMDwkY3V/9n7/mqad38cgjj+peMIVCXkZmDV1gPjg0SL3RoL+vD0dCFBzH4ciRo8xUqzqi7XkehoSNFgoFDe1RPTQMwyBM9SsijrFMk7Ys4u2v9GEUCkRhyGtf+xoAajMzVKtVFixYoNcwx3G6ooCqXi69ZuiC1Dkw5ceTF5JdmnWKduyXXaNfEomjLokjQS+bkNQk8Kn0PPJltlFR8CtKWi/wNKnJocPH8Nttlq9YQSBRCYHvMzMzw+BAHwVZa2Tbls5wTkxMyG02CxctIvADrb+Cto9p2QRhICPzsnGmI+rwwsDXOogUZCbJHcdJnYzc2Gw0KBYKNJsNDU9tNur85IH7KZeKrF0jep+dc/Y57HnmGUzL4qzNmwEx3jdt2sSCBQuZnJzUjdMFgYRDvV7TMCINT/d9/fu3v7CO4eFhLGtSj71CoUC5XKbdblEuF/V1XFdkkjrpvjuj8b2gcyo72CtDm97WSSxxQtIBs+uVAe7M0L70JM5AykRtjICMpjMUhUKBeq2uCZnabZ9FixcyMTHB333y7wDI5Rze9va3Y5qGztKo9XzdunWawOeF9pqLETaWakA+MzPD5OQkvu8zLdtDrFu3jh/84PusXr1aH/fwww/ztre/nZbn8a1bbgFgzerV7Nixg1qtliL9SvRTJ818ZwYliqKufcIwZOsnFneNT1GHl9TgqeN6IRcsy0xsbDleTcPMoh6kXadgrZZl6rmmbK70vInjmEWLBKxv+7fqmrRIzdOzzxIw5DTdd/r+etXudutEg875YxhoBZWew+mqm18quF3vRSeWadfkYelaiuMUmRPHHQ9A/Z09wJJGc6a5W9y9bxqzqZJvhgFRpFKY2e+hDC5AsNuEEEYhUVuc57777qNcLuO6OaZkPxjTNKlU+li79lTNylKtzjA8MsK2O+7g8GHRDPZ973sfo6Oj3HbbbUxOTupUr2GY5PN5CbkTBYLnnnsOZ519NjfddBPbtt0JwPDwEMVSkerMjG5uBoIBae/evXowuW4OA4GPVcakKnKNUxZSL8Wja5N+ATVJ2jESF5fXgYRhy5D2fTz7cfImf17YxC+D9OqnY5rdC2gYKkNp7hUjCALZL0WOcd/HNAV7olJGK1YM4Lf36GaoICN+FwsAACAASURBVIg9KpUKrutqsg/HcXU/hiiGaemEG6ZFq93me9//PtWqmANDQ8P89GdP4jUe0mxfq9ecytjYBKtWLNfwmlp9hl27dmWYqw4fPkSl0sfRI0c0zKLdbtNqebpxK6AZrxqNhnCYpP6IMYnikDhO1h7XsYki0UBZYa2bjTqe12RgYEDDZ/3Ax7QMvvm51ViW7DmTgnx2Oknp95V2kHoFj47XM2W2cT3rdvFhx7699korqjSsYc7bOakkisKMMo9MdJBIzw1E7VrsoJ3r6ekqruswNDzEooWi/9GChUs4dEz0xFPTTznSz+zerdfdKAzI5/L4vq/nTbFYYmpyEq/V0mxylpvDa7Vxc3lcx9bkQ4I9LMCxbXKOOL4d+Mk63Vlnlvq9XC5RnRJF51Ekzjcw0E88FRL4Pu22rNEwB+jrK3PG+g1MToh5PjY+TrPZ5N57f8jVV79Ok7FEkSAfajQaGoI3MDBIs9ngK586hSHJWGnbU0xMTBBFSQ2D6pFULpc0PEv1WxLGWrZGIwudjzX5khqzQqc52LalWTaVzFaTdOJ6I/UkU9NHH29k9ZH60Tm7T15QuJA4jMS/lF6PQwkPV7xCQLPeoFAoJiQ8jsO9Xz2Pt7x/GQ8/9CgA45NjbN26FcsydcNg13WpVAQ8U9lb6XqeExEDAf9UjKibN2/Gsixe/vJLaMk61KmpKS677JVMTIzrcf3Od76T22+/nd/4jd/gqquuEtcOQx544AHtIAEUS0XtIKlgpOu6usaok4RK1ROlnSTLskR/NLlN1fylnZLZ+nyJeWJgO8puVaUUFnaK5ETpJRXwFMdZmo0w2SbOF0Wx3rdarcr6/KK2D0qlkmD9lEElcW/iDkSPpbT9L2pBzQ7bUwTq1YuSn5EO0MdJkDgV0TrR1/+icJI6jbnOZlrqd8Okq6TIiMkQMxgIw0vI3JkkhZVMS7qwrfNv00y8ZbHgCmY3RfMqXoSJaWYdrDAKMQ0TWxbNujmX6swMttXQEfdWq0WjXmPnYzvTdyMiGOU+hoYFM9h1112PaVtMVWf4z3/whxw6KGqVdjz4IC/fsoVly04RdOmITNRjj+3ENA3NOGRbFkcOHcI0TY4cEo6XaYnGZL4f6MhNGDb0d9U1GvI5pyetiC6YGGZSA0RsyKJLOEECmRMX9b4RTk9sdLthXdlAiaaPUhnHdA3cySiCvSddiKwynYky0lmkXnOq43xhGEoKcRmRkuMg8AMd3f7IHxVYdcGDbNiwXlPTi4U62ylbsVrFsWhceeWVVwJQazQ5eOggds4lkgaL6zjcd999EIVMyev4rRZDAwM8/PBDFCW2OQhDSqUy9Xoto2QCySr2+OOPA8Kg8jyPXC6XabqnHJVCIa+JFgT1f2dGxySORaQ+bkvihlIR27GZmZmhLp0v27b56qeWMzDQJOeKe1TzKJNpTtUozUXUkF6HOtdLcV9zG25zZpYy06A7KzvLUT23nuwGnWpKqO055GSJI0VGRmzEeE2PKArJSUOor69M4IdUp6bYt28fAAsXLaZSKhEFIc8e3AvAhg3rmZmusmbN2sQQMcQYdXM5/LYwEOv1GoZpMjI8ohsvFwpFHMcmCgMaQUsHhUzDwHZzQCSbzXZEZlWQzzDkMcma2mp59PX1UavNaKdteGSYwA8wLZNvf/vb+sn82q//Onv27NHIg4mJSV75H/4Drpvj0KFDmqHVskyWLlvK8889pzNb//R/SrRaNqVSqIkfXNclny/K+gnFDFsg5+YwLVM7jOpz08xSeKs6iyCVBRaBCiNThxxFIb4f6Wh+p3QWwv9cwbVYIWESQo3erdBVZjJZmLtY8k4yMU2LiKTmHMPAlAVbmmwoNigUHME0qtjfwpAwinjyqafYuHEDABNTU7T9FlPT09oQbzabmgY7XSt7ohlBx3EYHR1laGiIyUmhg9rtNitWrGDnzsd48sknAdiyZQuu6xCGobbrHn30UZ544gl27dql2e22bNmCYYi6KZXlUhnNzgyXapDc2VTcslSQU9mwJvmcS6lc1k5EvdEgDAJJGKTsNdkiJcXwaJomtvxbO0mGaKFi25aeF0l2NssfkAQSDH0NoTPFvFQByUWLFuK6ogGwciLjOKbZbOI4ttY3QsdG0pFN5kgYRsJhSztC0v5TNqGJIaaaIWwUcRFhSRtxUk9l9apTmkVeFE5S1AP2ZGiPKDWQNcwu9eXlA0h7P4lhmPZM1WdpB6Z7kijjOtP7IxZ0i4aVeKLK8zUMk2ZTRBI2bdzE6OgY+/Y9Tz4vDKJ6XTgb+UJOKw/DtkTBbRRrUoRCIUejVieXy2llFIQRlb4+fvrEE7qnj5PLCV1sufz4gYc0b//YVI09zx9k34HDVGXE/tixUSzTxGskNIymaUIseka0W3V9P0EQA5aeTIZh0Gq1KJVLemHJ5XK0vBaO62QW+MD3adSbqBEYxRGOJYoxwyiBc5lKAXRG5wxDQN8606gpaySWL8MwzeTaRsJk0i3p86eKEFObj5c9+WUWx7ZEEXfq+amu5GrdicMIFWXJTLM4zhgDpmliWKLjtTqf6l4ehqHuf+I1Pc45+2yefOopXVxbKAgjp9n06JfsdNPT0xTcAkEUYYImAckXcyxftZy+/gr1mhibBdelXl3H5jM3cded2wDYvetpmjPTVAp5bWQ5jkujUSOfz2m4jsiSxRkyBoilwZVEqXzfxzRt8vkcjUYjYc2yLFqehxc2k0hcHNL2W5RzZZ01GimXGT12DMu2saVC2bN3DyPDIziOqyOGcRxJZZgUk6tt6ndIsufpl5KF33VGoGPtBKv3J7Lws2WUMn8Rh+mId2IQkplnvbPFnRtP9qySYcRYUhGDfGexCMMYmcJnEYgJdLf6GNsShvy/XHcmAK9488NcdskWvnfXXTp7UnRzzFSnOfXUNTqIZ5kGDbkGK/ieYZjExExMjmsyh3q9huO6+G0/YxgBsoVF0osmCAVRQS6XZ2pKGH59/QPU6zVMIzFYLcfGazVxcq5eOGZqdcIowrQcmp74foV8nv6BAcZGx3SfvzPOWM83v/Ut1p+xnoGBfh555CFA9IzyvCalUpHP/5VgnXRs6OurgEEC5bEtXMfBcewMHCmXc3X2SLyDWDP3qbkURQm8OHkOwiESaIMk6JEZ62T1kv4HKFxEl23dmWlKbdfwRe0cJfM3Vo5TnCJuUP0cU+f9RTLEvhgkRpA/JVUSCaxf2CViHz+IMEwrFeQT4/qer56N/TYBozt6bJRly5ZRLpU49VQBBa3X60xMTNBsNjXqob9/ANd1mJmpMTEhsrmFQgHbtmm1Wnq9D8OQa/9miL/6whC7d++WNOIiG/rNb34D0zT58z//cwC+/vWvs2zZUhYsWIDnifn67LN7edWrfoPvfve7rFt3GgAjIyM0GjVc12XrJ0RGyPcbOM4y2UajJLf5emgpJINqlaPGr22JOWBaJpZp4rdberQ4jkUxnxMOkXJqTBPHtjIZItOycWzR1sKVgZlMlqYHakg9n57vU5ewCLImFeyJImFHFwp53X7DMCTsP07rKzF3hZ6WNqVCWhim3hbLzFBsGHrSxbEKiGedILWLmrpRD2TZbPKicJJmkxPC//47BFkyhnPceUJlNCg8suLtj2W6LnHQfN/nVa96FU8++TPuu+9+QBiJjUaDWm2GckUYk76kTvaajVTjSk9EHeNYw3iCMML3fSqVftpyUF2y5VLcfJ56s0m+UMSUymPxsuVYhoHfarJUUk1uOON0jhw+xBM/fUwbb2ryzlSruLmC/C7gh76I8MvIRC7nUigWqNfr5FwxyNvtNoVigWajKfrtAFsu2oLv++zcuRPVOM8yTXw/wLIlZIiU4ZUy5FIPXUcEjv+iOvfqdoRnGzInuwGXlqTeIBtN6SXpuopYRsZ7wbzA0IubafoysmTjSQPuFW96kAMHYk5ft453vP0dAHz4wx8CRN+DpuxzVMgXaHuC8bHV9vVY2nfgAIuXLWVyepqSzBA1mx4bN24iCkLt/FimQc7N4XlNbRQFQdLkM3GIkt5lKkLnui5RFJHLJc5ULpdD9Z0QtMNJ00zBbJTTxmWagahUFjVSjXodx3FYtXIN27f/GICrrnwdN35yB2EQZqJuwkkye0TixPPNvMGOvm69DLkkqEPXtqwk7zA9P4yOU/aqneh0wrrFyPw4mUXUMabh3HGqtjGVCYxCGa2VmfkgJAjEGluRLSN++LXzGb30bjZt2qyhaA/cdx/VapWzztqsn3ej2aSQzxOEAe2arJezLfL5HLmci+eJeRXHEYHfIp/P0Ww2ufBlFwGCjc5xHNatW8euXbsAOHDgACtXrmTt2rV86EMfAmB8bEzW+7SxJLyt2WwINtN2W4/ZZcuWsUf2dLngAsHitWXLFvbv308+n/Sx2bFjB+NjY9x//32sX79ej48vfLiPMIoIfAfXlS0w8nks2yYMAnLSEHUdh3y+oHsqQTZKnYbnGB26IT2n0rULat9uw69Dt5yIPlIX12fPSpyC/AhnSUWy08oqG4U35H6dc/hkhoYn2YD0GiUM5WSaxTiuS7vd1tkXQMO3bvn8WgAuf1ud3bt3k8vlqFREtqJUKlIslWi323quWrZNEARU+iraAVFU8GmIpnKY9u/fr5sbg4CHnnLKKbzt7W9n716RBQ5DwewYBIHOnlx88cXs37+fyy67TNfmtFoepVKZT/0PhzhWkEBHs92ls13i8XTXxRmGgWGqQCfYlqkbIqt7ty1bBxiU3SqyQ3amV5j+vqah+wWmr9tZA9SzxCL1eZZToLN5vfjXezgnTpL6e+79uudtbNB1v5lp3eN+jycnL95oXuZlXuZlXuZlXuZlXuZlXubl55AXRSaplwfa+dmcx6fgD1nYXeemzvMLjHDmTDKakUYAiqyR8ODTJA6GTP2pZqvlSpn7799OqVThlFNO0d9p3759WJatWeswDfKFAn39/dpLrTY9XMchCMJUUblBbJqE7RbITFC+kOfU09YxOT2NZbsUigmDS9518L0mzz8n2JNWLlvGsmVLeerJJ3T0RdVNWZapoRtg4Nfr5HIFolBFUERj3HK5pKMnAgMec+bGDbKrNJy27jT6+irsfPwxHTVtNBuUiiVs26YdtPVzT0MIMjAwkmK82aQHGEKfqgsJNMv27jOc5NIrcdQx5FXmQLN1xfLvrro8UUugMjJBEGIYBo5r67FVq9VYs3o19z9wP3fddRcAf/wnf8I1X7iG6elpDcMhNvB9Aalw8jl2Pv4EAIuWLSE2TGwnj2FKYgcCLDtHtTrJsmUrADh86CjVWh3LNsnLLKcFmIFPEASZ7uuK8UpFtwX+WUQEVTF4mt1O4aNBpPgHBwdpNpu6CFgV0npe0uV90aJFsit7WT+LRx99lL5KH/V6PUPIoCJ9nZkk9bv4KdaVOM6+rGRcZ8dwr0if+v699kuLukYCYe3eT5xG1Lh1y0toPpGtl+2UTE2Z3FdB8GKSSLWCn/QP5nj+J2+gWLpTj8UFC0cYGx/lH/7hUxpK2t/XR61eo5AvENviGq22R63m66JnQEahG4RhyEUXXcRll10GwOHDR/j+9+9hx44dLF4sahxU9rTeaOiawO9973tAUjMIIlIfx7H+CQkhw9DQkCYOeuSRR1i5ciXr1q3TNVelUonNmzdzzrnnUiwWefAh0f8vkNlVx3FTtXk2+Vwep2zr+SIIXnK6J1unpHu/JFDUzuySmk+9I+EKMq+lB3Quo3t6RdC7NnSjGzrtjPTnmfowI9nnZE4e9RK1BsUSbtXJcqyaoqahcGq9V5Dmf/nyRi6++gHa7TZjsrZtYiJptNpZG5uuC1LzU11P7eP7PqVSmbGxUQ2Fe+yxR7n66qsZHxvjW9/6FgAve9nLuPvuu3nNa17D7bffDsBpp53GXXfdxVvf+lZ93Ztvvplms0GlcopeC1qtFq1Wi/7+/sy10+yL6r6U/rAsMyFVsCXLnKwRB1nnZFqYVlKiYFomttXB/KiyqxgamTQbw7T6NysDdec7Nbp7AnbrLzqu2T1X9PVTqJf05JxNJ8729wuRF4WTpKQ3xKfHfqnJ1OMkye89FVn29+M9O7W/KvZUf1sSXx5FkSY7uO+++/izD3yAz372nzQNpOd5nH/+edx77w8ZkLhzPwxF4W1eMGOBaOhqySK5uiw4NG0H13Xw2j62HGi1eoPp6gyGYVHpK9GSjHluziUIAtxCnlWr1gBQKuaoTU9Rnanh2OJ4UcweUCgWqNXFdQSrSkir3dRFvGrRmZqa0krr0ksv5dChQ5TLZc2Mt3Xr9Vx00UVEUczhI4cBAcfwfZ9Go06+WMhgtHu9JyOOeyugzhfUwWo3l8yuoE74FCeHaLRdqu6os6TFSM2pONZ/ZzpoRzFuLumAHUURYRhJOJoYK3ddv4nf/x9VNm7cyHPPPg/AP3zqUzSbTT74wf/Nxz/+cQCqMzVcR1BtD5TLbNj4KwA8d2A/lUFhtExMirE5MtjPwYOHOHLwIC2JTzdtR8KBYqo1wYJn20kbAeUQKXafKIq0IlTsP6JOSXyfMBSMZbZt8+pXv5q6nBcAS5Ys4amnntINnpVSKxaL2rgKo4i+vj7q9Qbnn38+IOBM7baV6XaeVnBzGX1zyVwO0vEUwaxF5xkjLU2XmgyYuVDPWsn1uL+TVXT9UbqOIvXdbUdQ5Md+UguqKOXVWAwjMA2bH958vi70PuMVt7NhwxnU63Wee+45eYmIQr5AvVHT+5177rmsXr2aZrPJj370I0AEKUqlEoVCkYGBAR5++GFA0BU7jsOhQ4c480xRD3XG+vU8vWsXe555hgMHDgAi0OZ5HsViMTVfHE1somDg/X19TIyP02g09Hc+cuQI55x7Lu12W8+/U05ZzvPPP8czu3ezfv36jLHkuA6O7STQIFvUBObzhQwMqJuhM5k/aYO217zoZbzNBSHKzAOxMfmX3t5Lehh+nS3VFYTueLpJyQtQd7/c0hnkjA0Bveuos1RtLdSYCUPBkph2fHK5HNtvuYipqSmueJdoNN5o1LuONU1Tj/e03khIhcTDLxQKRFHMJ/6bwR/99QgzM4Lu+4knnmDDhg1885vf0rXmQ0NDeJ6n5yiIAPuSJUs4fPgwCxYIZrypqalUnU5Cya2urwImyiFU8DgQwWTTUpA5k7xmmRMkF5mmriniD7MH62NnYMwg0UvpIGnm3cwx13qt/Z1tLOYK5M2lOxLoXBLQM+hwmo537M8pLyonKS3d0cxeDhG6r4va+4WUJ53IszMMNDe8YAaTmFZLFH9HUajPk8vl+NjHPsZv//ZbGRoWTCbfuPkbDA0N8sY3voGv33wzIDJOhiFqmkqlpNdDo9HAthyKErMeRjF+EEhnLNTHHj5ymIGhYaxaE1MqpLbn41hWhihhZqaGZVrCuNUMPeqbqRyOkJHhIWr1GmGk2FIEC1ilUtEOk4qKF4tFTjttHSAWke985zv09/ezbNkycd+SjrLSV8H3/VTvjbhLGambyuCPZ30Xczk76c96Te7OfV4iop+9kcJ8d+6S7ackCmeTZ6UUDCQLp/g7Igh8Xey5YMECdu16kJWrVmomn337nsd1c3zwg/9LF5iffvrp7H12PxgwVa3iyvG1ZOkpYFhYjkOfGnPNgAWLltLfN8hjsvC74bUIo5BczmVA1vm1mg1sS2S1VKRRGXfJ/QpjrNFoSEpywQr2lre8hZGREbZv387k5CTVqsj4qh5P/f39OnNaq9Vot9uUy2VdC7J06RKq09McPXpEZ4FV9qpYKqYIGbqVSa/fTyh7Pss5TvSY7g9n3z/NDtp5UHpenfTGHOgobdrAEMxJZOaQZdkERqifoWlZWDEy8i3GQ9sPiKI2CxYkvfHuu/VCvn7gAL/9h6OsXr0SAK/V4vChw/T19ems0YMPPiiylX39Oss5MDDImjWrGBoawjQTCuRKpUJ/f78sGBfj83Of/Swg1nQ1R3K5HP39/dRqNfr6+uXnM9i2TbGY0PY+99xzmKZJq9XSGeM//dM/5e677+biiy/W5xsbG2X37t2ceeaZPP7445qq3LZtTEPU+qnIvKLHhyRAl54v6ei6iqyrZ6H2nfWdnej8yB40a4ao6/fuP2fZPhfRkJDEMYq7tp2s0vmkYyPOIBqUqMCDDjJIO0MFvUCs+c2mhwF865/W6G1v/oMDBIGfQRmoYEC63kdlJdXYuv7ji6hUbGZmalQqfTqAVpV99s46a3OmJ2CxWKTZbGpHp16vccEFF7By5Uquv34rAJVKH9d/fCGmmWSuBE15BcMwKMlaJO0kOQ6WmW0PIQLqph4cGefnOOPdEB58hmXRMI5/7GyZouM5Sb327TznbEmR3kG92feZDS3xS59JOhGHaM6HKey37j+V0UG6/5G+CmrRysLxVJGyuhdDF56lWfjiOIHe5AtiUV82PMLTu3Zx44036Pu96qqrWLFyJc/u3ZsYWvUZ+vv7adQTJq1GvY5hiuawKgLg5vLSUfIpqCLxZhPLcUUjsmJJF+5Vq1UG+vqYqc5wcN+zAOQcmxXLT6EdBLiyOL7peTi2IyMewrj1/ZAgDHSRLiSUz61Wiy1btgAiAnLFFVdgWRa3yMZoY2PjjIyMyKLbpBlcq9Wi5cU4OSdpB6HfR8fvqfeWfTsdnxnGLEd0ToDO/VKfnGAU75ddBAQ11o2X07+nRRM8pLJG6ni9TxwLBpooztDpWpYofg2kQjEMg8GhQZ7Z/Yx2mNev30C5XObAgQMcPizo6oMwxHEtDNvGzLlacT3xxBMMDi9gYGCQgwcOAnD62rU0A5/B/gKFglAeQRwRRSHNlkejXlVfhHwun3GS1HdJR+JUUWyj0eBd73oXIAzFZ58Vc2Z4eFjTDZ9++hkcOLCfiYkJJmQzZ9u2WLBgAdPT07qw9vDhI7JBZlFDU5ctW0bbPySztonR1/Nd9Ypqz7F/+n0p6MNsCmyu64kTzT5Xkv3/7dG4k0U05CMtPUhR/LafeS9RGGlokM6eOBZRBOMTo3rcFIt5hoYG+OHNS9n7rCgIf/MfjDIw0E9fX5/uEXP06FHd80udr9Gos2fPXh577DEJlRYBhFqtRqPR0H8DGnqUy+X0nF64aBGjx45hGIYmWVHzZmxsTBuDy5cvZ9++fURRxFve8hYA9u3bx/j4OM8995wOkFSrVc4//3yq1SoPPfQQN31KrAmFgoiWFwoFHVFXTlI62j9X5jUJ3GRhd5n3NMs86vwsHaXu2PG4cLu59MnxHKS5plRPcpWXiAiqpzhj1xmGoe2LNHxZoQCUiD5aLo4tGgyDKB34xmdX0Wq1kt5jUdQR8BOQN8MwePd/n+KavxYBvXa7RavlMTDQz/98zzTv/u9i/lUqFb7zne/wjne8QwcPWq0WmzZtwjAMXvYyQWgSBAGDg4N85Stf0Sx6Wz+xmFJJQLmV/adguGEYMjwk2r34vi9Y6ywrkyHCEE1eBQF08h064WzpbFB6/vSCYSv4XZza1ms/9W+2uZZ+np1/n6gD1vlekq9tZtfe1OT8ReqneeKGeZmXeZmXeZmXeZmXeZmXeZmXlLwoMkmdMlfWSMCydKFF9+epn70TeJ0YyHRaOw1BSyAkultvJgIluOtzuZzGmlbKZRYvWczExCTVqohw337H7QJratr8x9/9jwC4eZejRw5z6623MjMjaiqKpSKu6xIXwGu19Z0alokBGlM6U6ux/syNHD02KlK6MsKwePECwiAkH+ZYL3HnOcdmcnwU0zIJJVwvisEPfMIoImqL75pz80xOjDE4OERd1kgNDQ0yNTXFe9/7XgoyU7Z7927++Z//iampKR1VzOXyrFmziunpaSxZ91SXzcIM0xDdqNORuhPBJRwHX/BCgwa99z/Jw3MGGYjdrHA7GYRT0bh0hLaXpOekaYroqIIPRVHI9m9dyDlXfJ9du57S5xseHmFkZIj+fgHhiYGnn9lDsVyhWC5zzRc+D0BoWLSbLV5x+eXkZL3Qs3v2EPkBq1ackow516VZa+LkcmCLsWlh0Ffpx/OaOmOrCnFVbRIIWKvrugyPjGgK8NHRUZ566ine+MbfYnBokJakAP/Zz37GXXfdRalUolJJovDT09NYlqWPHxoa4tixY5TLZY4dOwbALbfcSqGwRUAZFFQCwDBkvxU1J9LRv45tnQ/fkPTdqc907xaB+9L7zQYV6nq1BnoMQO8o3txRulSNxUsg5C2xBh3bxH9pUocwComjZM+YmCCU8DsFZQ0gCNpUKiWduWk06pRKRRqNJgsXCr1y19ZBRkdHecN791KUkLVTT12DZdk8//zzmYyp5zVpNBoMDQ1run7f98V6bBgZ2vswDFmwcCGujGZPTEyyceNG3XgZRE1So9HQGR8Q88UwDFmHJ/TFoUOHuPDCC/nqV7/Km970JkD0g6nVapx33nnce++9OE5SzydqcBPzw5A1GY7jEIQJIsFQhegJtIMoioniWEOQdG+kOIHdq8ayiqgouZCRzQhJnTQbJiGjs4zjURInh0C2Jil9XPL78SPsiZzEmLvOr69gJB01SUEQZGp2VGY2XZMkiEwCwsCn7YusT6vdIgxFU1VFyqPOp0hJQOgvx3GoVCqpMgibKIokhM5hxQpBHnTw4EFarRbXXHMNb3jDG/T9bN58FlNTk1x44YWAqPP73Oc+Rxwn/YIWL1ms649UPa+BIDrxfR9TIhkKjt0NUUtBn2JiTdygPup8jqJVYpRZ/42O3EgyzwzdSxHIZHTT+3Yeq8/RcxwbyTyIlf2e0k+peR13bMugifT3h86526H69HW7b2euTO/s8qJ0kpT0SvllPsfoUljywOMa2nGckDEkVkIWaqdOFYaRxr6mC0lN0yRfKLDtS8IpWffyW1mzZg2GYepeRc/v20d1eppCocRnPvNpcZxtks/nsWyLq153FSBYULZt28azzz6nFWa+WKLdaFLsbb3ZkAAAIABJREFU66cuG8Tm83mGhvo5NjrK5OQEplQUQRDQXylTLBaZll2hc4P9slgY2rLpXz6fo+V5lEpJce7pp5/GM8/s5bd+640MSbYiv91mx44dfOlL12qIUqVSodEQkLzly5frZxAEAT/6xoWYloBtlMtl2n4bv+0LuJ1+Xz3eg3qWHEcNGJ3QyK6PxflmPcnJb8Cl5UThdhFZti7VJ6KzV1Ig+5ekm8ip4EF6MfV9n4fuuJRdu54G4DX/8SkmJyeYnJyg1RJQh1NPPZXT1q6h3vDANhkZltCGIOboTJV/veceCGTtn2mRd2x+9K9NLFQtRwPbdWg3mxRkP6VWs0XTblCtVrXiGRgY5LTT1rJ27VqWLl0KwPR0lXwhT71WZ8ECMdYLhQL5fJ4vf/k6AtmhXH1n13XxPE8TlSxYsIBnnnlGNvUTz6JQLFIsFimVSixcuFA/x1iSXSQ9q7pHoVJQppHU5Blqe2q/zmGt941j2VSv+/OscstclS5JXbzTUVIO3Il2qD+ZZTZWuyiMiGTtWRzFogA8DvQ2SGCfyqhrtVsYpsH0dEKOE8cxtVqNIAg0tC4mplKpsO26M/W23/ovz2KaoshcQVsxDFpek6HhYdmrTjVadjQblgogWLaNAYRBQEs6WYsWLeTBBx+kWCxqZ8r320RRRKlU0uOhUCiwYMEC9u3bx7e//W1A6Ibzzjuftaedpo3OY8eOMTAwwKc+9Q/EcUx/n+hbY0sD0TRNHDmHHNcV9xNF2gjOGE5KpDFmxXFSH6Z+RlGia1R9RWfQp8NJ0kZo96s+QZltjvXet9c+J2asvYT0l3KQOuw7BQ1N90kSjUhjPV7b7bbWXWocmqZJLINlqimzIihJmITR/biu/ZshWq26PtYwDMrlMs1mk4/+qZgrf/HpU3nqqafI5wvceOON4rYNg/e85z3EccxHPvIRQATQBDFWxK2fF81ki8Uclb4+DNAQWMXQF6UgcknsKRWcV9BSCRdMxnbcta+wcWPi2ExBEueqC+rxKmZxfuaChs+V5OipAzu2v3At0z2vXpDuO468aJykXnVJnTTEqU/l/7szSjESQ5j2uA1DThzVoFH9nu1wr7JG6etGUSyiCcIlT11TGIfTU1PaqKpU+nj66adZumwZrbZQZosWLcJxHPbv20dRFqm2Wh5e0wMD7rzzTgD+5c5/EYYVkMsLw080+DJp1Oug2UkMvIZHs17DdVxdSLhy5SqmpiZpNR0OHdgPwJJF5zJTrQk8q3y8hUIBxxbRmLbMWO3dsxevWeeGG7biSgMzCAJBuhDHmUaa5XKFkZFh/XwazSaHDx/Bcc+hJRW4YRjYlk3szM6m1RkhiDs+Nzs+B+ZgI0y/167DZpGT3+BTjhKgCU4yc4pYRruT95TuYq8WVtHpOiZIdQCPiTUeXNU0qIL1VqvNihXCid559ynUanWOHj3Ka373SQAOHNhHGAQEUUS+VKFf1jBYhkGuUKDV9LBlJskmImx7EPqEkTT6LAPbMXHdvKZJtiTFa7FYZHp6St/3gw8+yI4dOzILtyankNvSNQ/ip3g+yglaunSprtUD6Ovro1qtZjIHrVYrE9W86/pNVPp88vm8joybqci4Vi6p96WdzcxL7N7vhGg5O2SuQ9IkHbNHDWN5fCqi11Fn8VJwopTPk6H7Fuk9TEWRboltju1mgg9xHBOGkc682rZNEAbYjkMUi7XYb/vYtiDqUS0V/CAgDFWjS/Gsv/bp5USRGMdvff9hfQ0R+MsyUylDJ12YrVi9Oo0g27YzxeyK7avZbDI8LGolmk2PfKGQiY5fffXVHDx4gJHhYV1fdd5557F3716iKOQHXzuPYtHW13BdVzhvqfU/lM/IT9U4GoYh9kk7NeIXQVIkXoAONJCa5wZk6yySB5KZf2ljNPXQssfI68Rxdr70NvvU7lHHZ0JPJToqqXfOSlaXnezSRdwgcw1p5IMiF1IscJBQgKfRD7Ztoxr0KlvNNExBsGWalFLkIKrWVq3Z6fVcEYqk528+n9f7/M2fhLzzTwcEUkaKZVlce+21uiksJMyS/3L9JpYuEZnhQqmIpbKj8vyWbWOYJlYcZ+/H6Mj7yO9qmAJhRJcN23tsppvEdu6X/r2z9u9EEAVzbu9h66WDH7pmKn2d9L7pbXJ799US+y/ZLb0+93Kiet5yT3nROEmdCnY2CkLohjtkCvzUr+kolITRdZI3CEOp41Ra+aeMc0kFkqZR7nV/IvrncfToUT343Vye/v5++vr7tUKp1xv4QQu/HWg2OQXPEEaUdEAadUrlCm6uoGEN9/3ox9z34+00q1XsUokoSiaZ3/LoH+hnWkJ+fvzDe3FtAV/oHxiS9x1hWjZhql+HKv6NQRdHRlGkmexKMtqhFJRpmhw5ckRvUwX86feiFrSe8nMYeXPL8c71EtE2KekMIMQd/6U/A7qMqq65p8Z/j3BPeq4IStZAj0uIMU2LUqnM7deuByDwfRzbojozw9X/+VnGjgojL4jADyKKhRIDsqdS2PYhCgl8izBQWdyAiIggDIl8MX9KpT4sy+5itEsbiCCKaxVDVloBhimIj+r9YlqCXSgIAsbHRXa20VAd0l0dPKjN1LBtm+3bt2vlmM/nKZfLBGGQOGBKuaUN09Q9diqkXsoitYP4oc7RY1uP3efl3yraR0wZ43NETuc+lcjYEicAFMUyZZpWxnG3HZsoTIxuwzAE7CyKuOnvl+nrh2HA2/7ocOZ+1D1mmMJkBD4tvQKSrVaLUqnEt7+wjt/6L8/L+7E4sH+/CLTJqP7111/Pa1/7Wi644AL27xdBOq/V4o477uDzH+5n45lFHWiwLEsYhWnnBxHoyD6g7rmRzvp09hrLzB95PIaBob5PLwNrjqjanPMvu9esn6Udou59Y6KIWRyleek083r1KOtE91iWhW3FBGGAJWFrYRASRiFhEBJItEsQBoRBIGCbqSzuXBIEgQ4IhmHIl/92Ab7v86b/uk/vU6vViOOYbdcJdNEpy05heHiY00+3E0i7mo9RlEY6i9FhmpkAsQF06Qv5U9xz933Old3ptd/Ps63XZz2PTd1rz797f4Hs/rOcL1k+ZoPB9rybFyzzxA3zMi/zMi/zMi/zMi/zMi/zMi8pedFkkqA7kpUlUkh5+j0cwkzmR2WR9HmSf+nzJYekryEukHxmyKxUlETT9VFRJqN0z1fO5pW//TAztRotiZFtNJu0vCZxHFOvi4jFwoUL8YMAvx3o/kcqNW/ZFrYsLjxy5CilYgknl9OFhKNjE7RqDdxikXazgS2zQX5DwO6atRlMV6RWvXodd6Cf4eFhfBnxm56apq9SEVmigoh6T05OknNdWu02hbKkAI9CnY5WsMRmo6kzWgpSkcvlWLJkCVEUplKmsSyUFH0Hern56ZqKFx7m7hXtOP5+L6loemfmU2ZSyU4pHWE+sSh4jGp6pTNSRpw5nxor6qfv+/h+G8NAU2sTRbS9FmYc8/VPLUeV3QZRTNsPeMefHKM2LaNuQYAJGMRYCgLkCLrgILZwbAHLGxgchDih+Bb3IKALCjYKSdO+fD6PZaUKxw104z41x9stUVdXq83oqLXCsluWreFQoo9MSdYqiXOWy5egioL1o01nklLPH8OUdUXZqHam1igFzUiF0BJARec2I5uwTQNX0vJSmhL/LtKVoTP0POvKKPWAb2V+F6FjDMPClOgByxJohyhCZ2MNw4DYIDKymaQwDOVrT/RlHJvc+HdLM3P67X8ssv5pqmQFveuMyqd/gljffd9ndHSUv/9zoVf+2ydsokiQmRw8eFDvd8cdd3D++eezc+dOQFDr53I5NmzYwMDAQFJP0aGr1TPp6tOSiqRnsqSdj/H/Z+/dniU5zjuxX2ZWVVdfTp8bMBiAXF4lyCJoyqR2KRJcSbxIAHdFyvsHrCIcYf8Fuw4/eP1qx76sHOuw31YOR1gKO+zQriNMKZYkyJCWJAiQuBAAIWllhzdAkMAAmJlz62tVZaYf8lKZVdV9+pw5gzlz5vtFzJzu6qx7fvndv6/hRQpGAGDR+WpvkqMVT4nxK0LHZ9a5tf1TsK2+rq5rdO+IqHATdEU4hFECgJnXkkkwnvh3ohKTBygTCVHZNVsKaJ2tDE0NISuFJLVtJAJ+aspwM7z67f8IADDeNsVREpHgs5+ty9IrafJTXRnvJOFQ0JCSgSnH/cw85TwI22V1OHMkj0b3HxclCfkAd/fSpPO1z3jNj9G49jrY+T30oK4iEsRrQniNumNczdPMsRkL6bjrKK3TnSnZ4lIoSV2Tv6vKko89bQQZu/pOdgcbvhA8eH8sBLGLrupNnPdkBIs4LI/Zw+tgrBM2QyIbDof48//lV3Hz5i0fmlDaCiyMcxRWcfrFL97yDNC52pk9CQu6jD/yyHUkaYKiqNC3VY2uX3sY5U6FrfEYt2/frkMOOAeDqaDkujBLWYHBxLkPbY+ZYrHA1tY2sl6KLKnzT/p5H7P5DMcnpqmhu4ayLDGZmGtdLpe+nr9LAP4//6cP46Mf/Sh2d+Pwh6qqABa/v5Xs4EyKUujeXff7aUzsajMm7fLndPd3t41x1lox2owIMGpKvH89/+v9nKDj8i7KskRRLFFVpQ9VWBZLqKoCwCC4gFYu1E0jEQx/8ocPw0ViM6XAtAYHwx/8l+/Y05p47kpLf5733n0XQpgQntTmMw0GA6RpEoVEFUXhK1+53If5fObnttnP5AQuFgsopaCU8j2R8jwH5zxqIl1VJo9kMpn40Ke/+3czyEqCpxw+8pDF+RWnIQwtQPPzqjHhb6fM+cCmQdgQnv94Zhs0vkTNs7SM+VdXWIoLrdNaoI4YYpYvMU8DgieAXkA2egNxm4dXV6YM+VjNl/63f/mBljDYDEltfnZYLhdI0xRFUTfI/Jf/LMF/8V/PUBQFdndN0RWXe/HSSy9FTWFf+PMv4rHHHsFisfDV7LS7RpuDC9Tz2OdauO/2bxeisKQGrw+x7nir1Z4V41l75Co6a+aHaN18xgxsRYPvBxGxAboRLm55izN8+XErjHthGJ4rshOGVTtZsrl/Z0NVbY3XIomld2YKC7nKw2VRWqXEyaQA48woU4yB2XHK9tc0hpGwSayh/Ui/WBFK5g3+zRwiNOa75TfrOE74BDYWw/z49roW/87bNN5x7m5Rrq04hfTHOpXIcHTnYdadsROXQkkCGsK0blftOOuxNFDHO3IGKHgFyI7ynqpaSYL9Hj70kCPWZni7p/Em2chS05wvx3i85WNSi6IwgpkQmM+NklRVyjO0P/inN+zxTGlTyNq7dOvmuz4R3l0D5wJaKRzces92nDav0JVvZJxhYu9HVqZJ7Gg4RMHqnIzbt26Bc47CFpcANAb5AEVVYGmr4KVZYoVB5ZlelmXI8z7+7z963JeN3d9LsDXagpIKLLGTF43FJ7Ss6rga153b0U6PR41/v9rKkUOURxd+D2jrtFjj0HPLnFXW0aPSLWHMFXtwCn9wNHAuPNPinANMgHEBpSpPPwzGygYm4DQLrk1lIi0V/vhfXDfnYQxKK1S2FDBgSPwP/uk71rruKh0to8IS7tyr7juxeRLOS+oqcLlkdvdc/ud/vockSfCf/Vc3AZimmfv7D0EIgY9//OP+WfR6PRRVaZjrORCtYSFaTNzSVDBWazQSzE9jGoRN0Eood6X1dS0YuUIop3lqzBhhKhu6l8I5AG49tmExEePddzRU2WIOUtbtHbQCypJ5OgxzOJpKklsHwqIlXXRhPK6m0I8rZHLz5i38q/9uG1VV4Z/8c+aPlyQJptMp/o//0ZRJ/rVP/RquXds2xgatY+ENgA7yApl/HnFRBTc+uPCWdTn0zDYt0q376lK8Vnz2Qt0aelnPW1i0NjKmrRAcGvKaa+WDh1aOuV6xHWjN4SYYY36eNseGxYhCpSs0yHfRLawRxMyzQE51vNXyqu3tbVSyMrKQfcciMY1gpZK+gE9tM+NwxWLrnLXwnnjn3KsN+UHhDzfPGgPrc63UtBre2dWTvWst6/reyg2sf6hpr+PcXUrR6WjS56q9Ns1bauPSKEkhujR8t918iLfr0NkWPPzTPElKScQIF2m3ADthE+05rIN/qEN5hsORr7qltRXkdJ0gmCam4pWsKvzJH5rSxFJLa53Wvqx3URToZZkR9EpzrcYyDlRFhV6/j6IwAiHjJpGXMYayMEJh2jMV7IbDISprNdcwpSeFED40KU1TJEJAaelLKjNWW1tcNRnHLAcDc4/1eQ1DblbJ4sy4lTvnZldIygZYPTwWAjexHjwQwqKu/7ZoKpINVgsXvmBDyDcalr7olMF5uPWMaq38/E+SFPO56RnDRYrUWfyYNMpPVUFp513ixhDBQuFSgGkBIRgSZ1mHwv/+P3zQ974A4EuvKqU84/zH/+RGq0u7ExabgqQQAkoppGnqO7AbRcr00/iT//5Rf787Ozt4+KGHsf/Qrn8uUkokQnRay5oC4FmmYttotpoxnD6UoRkySbgzhKWLQ4WoHR1RW45D6zHnMBXy3Chr9OOyqi3UcOscA5Nmm+IKWgvPB9x5wrnu4AwCYbhSK1wQQK83xMnJCfI8978/+uh1cM4xm83wx39o+MByuQvOOT71qU/hyc/Xx3F84KGH93B0dOLP40LvmiEbLeGr9XBrnh6qGp6OukKnuhSf1hNB97gOAWxT3hKLrV3mwHbLEUKMpvezKzSuafhy87lpvAuLSWkrj3WF2zX3ZYwbAzSrvVNccDAnL1q5Z76YI0szZFZmA4wxA9Zg5QqTVEpaJ1BMe6ZaJYJrOX1u+BQH5xhoPj9gdUrDKmVm1blWFeLyh4vlv0A0Xn3uDjlwneLURpdTY52yF8uJm4AKNxAIBAKBQCAQCARCgEvhSeoqPdr8DWhYtteMa2mpPqzO7B3+5LxHbrfYFe6P3uEV1/V2CykrVLK0VsP6mrMsM83CrE5alsqHL9VXYcaKIPwhzzNwmDC6LLUWDGb6QwgGFIuZ7yANxsAS00DQJciPhgPMwFAsl5F13XuHrFctSQSUVhCsTnbkwoRIccHR69meNSJBkggIweHyBZNEoCiXNl7d2c6UsU6HXjistmicP+RuE0t599irbr0LrdnRdsb8o3BjVlldwvy7VsiOrt9zXb64tlz7cAMhkNjEWTev0zRDup2jKCssywKVcl5XBcY5sl4GkduGkkpDlhJKAdAu7AjQlbYWc3svPL4Gd/1N6+P/+i8e8bHpzfyOOtwivv80TTEacf857NUBmDCLLM3w2GOPYTIxBVTyPMdyucRgNERpy5R7b5gxU/vrZYyZeMFG2A8D6yaMNV6/eGN7UxQEWZu7CRtinQe1NabBM9peEoZECEgoaF1HNTDt5qLLSZImZEcm4NyEfXLBISRHVUlIaeaXUhqCm1Du0Fvald+7ynPctMxrrbC1tYXRcOjnXd4z/cmuXbvm85SGgyFGoxEODg98vmoiEkhlvK7T6aw+J6/DlsL2Js4y771wK+Y/02jTSuiKa9xPvA7G5408c/HDaO1zdt7S9Hpw45Wwm42XW0ZryQOJLlpaQ1/NdbsrlLR5MNM/LIwkgt3WFOzanqQ0tZ4hXfMZaKBSxrPr+Frf9rcMG0j3sp7PHSxKQ7um76ANMfe98RjAZCQMrZz/9oqZcydHV96QWxE7axHtEs9rFsjHZvtqPtNVQKP5mQEmkN7fj6O7cFFsXpN7BI1z148dzfd1Ghur9Yb2eTbBpVCSQqEqRDPfgYcTCt0My7kXzfuuJ0mdbxSGAgn70OLJoqPQJCuI6VUvrj5elmWmPj9nPg9CCAEBk6znmV7CAMbBOYPSwj4DaUKMdFDMAcIKjgK5ZUbFsoBSEqPRCLPF3C+ws/kM/f4ASiRglgCL5RJcMOT50MetAyZXqSxL7zp2oXK9XurzQ0yjP9OE1t23ETi5b1jo7s+FM4XuWCOgtpWi8ytE3TirsnPVlaP1cPMqXLXsR8bCIdYGUC9Jvpmy36brRTwMdQCH0k0lKbUCm9k3EYCsACYSiCxBbudchQpVZea3a5InZeVphdmqP0IzMK6RBAaOqpgF/WVqJmr6NtUKkVtrwvnqQgKFMOuBu0elJfJeDqmk7/GilMLWaIQkybyAmPdy9Aeml5mrTMk5R97PTVVJGz7rnlcU2+6+N7cF99Z8L+vixqN3ec7fz4umuPEgoDPZPESXkBPQmquQ6KpBwhrYmBa+GpZSDElqml4mpZlfZVVAVimqpIKUpR2nICsTXloFjY3D/CN3bmmTx7tCY5Mk8aFBWa+HLMuwXCzRy01BoCzNwAXHaDhCYcPKmQamsykeufYIJraXGLcGj8V8Ac4YVMMAqRv8uBaYQsFvhaGg8TxbczqgK5czEq17jbHQ1ojRsrVuTivdZFU3qndCvctHdmH0rtBMfEEPLjrpCO0wOve5KSeaYwRPkQkvE4bhaUpK++7rkC8WHNf9lZWEr2bXCOtzOauA7S2ZJkjAvfxXlIUpxsVqw5pJA5ERnwzRNDp2K0pt5T808Jlrb6/Ibk53yb1gDGiloHTwC8MkW79Hykj7krvhLejRnYRfmlcT7MvgNSQvvMPzTx2Ni5XIs/CqS6Ek6cZjdeWwuaitLlIq/90zFKf5BoIad54LWSeurqrkY4R+f6A6erihJTt5UYdjggXevR+lJdIkRVlWvlFrkiQoy8o2/ivsNgGgMszQ3ooQHAI8Si5knEMrk8xui3ghyXpIsgzLqgI4h7aMtD8YAdBeSHMQjEFDRcSTpHVFFfPXEL/Sygt+buKFcbNpajqlm23OoqCQZXl0PKU0EpGad8gbORldBNcB7a+t8+dTYTrF10KCEbIZ6hLVV7uJnwZDUZResOGCYTFbQAiO1L7jxXyBNBHR7I+YTiO5UiFsRKvhvB1hnp8XTpyizw0dJ2nqrWZKaqhEI1UJKiW8MCclh2TcNIl1tAsJpOYqwipePEG0UCc8h9YKWsHnM0mprNJUNxtM03aSuhFggrlu54gQKdI0gRC5986maYY8z5GmqX+OLufKlIm1ScOWCYkkqS/TPq9QAfJrUmhPcAad4H2GwltgqIxoKt6/jVW/M2sMaY1rcChjtVX+N2fFVapuxBs2dryyYPDrbFVWJnc07/kCHZPJJColDxg68HRlH6tIOKqyMEqMKwHOGKCNAKR9tTqT+O3yewCYBt5JhST0GCmFsioMHWgdrXVaK+u5sIaKxFbQY/X67hSk0ICQJCnABfL+oN4mBJgQUAASK+CnVlBcliWyzKw5mjGUlUSSpkZAFZutt61Rq+ZzR2Wv5j5a16WX/Zim9Z05Yw+CohzB30D4AwJBu3GyhjgKk3hf06bWDFLW3u8kyZDYFgbtIJo6P8VVQbyqYMKWs7dvUCQCWmlfLAcA0iy1PKneT7viQSFfAuDCXFjwXpjlTWFwEecCoR4RFjsKPZ3cVmjj9VDD1+z7rRxNCQGpbK5cVO47lh2hTJ6TQB1xBK1N6W+xgYKxbkDL5sAiw59XpoBAsXBPL84rN4aDWGFh9vk0aSJUNh3vMyJkfLF13bRYAeSRUlNrBHWVwNgLa/Zxp4yNKloDVSmRZGZNEtxEShkPtJ0bWkeOg3W4HEqSdoqDeQJlKQFocJ7BPQAp3QIfWp/Mo2TMDzPCfllF1oVVhSDOhnbpQm/7tW+ecw7FVd0fCLBVvbTp52KFyUpJmNKPGkrFkyisJmesTtxbAqN7sYKoY9br7s8phOG4psLo/oUVyDhn4MKUaQaMwucs7vU1uuNoBDEMlvF0U/Ppi8CdKy+mNHR9r+46lXJCsr7SjMf08QmKE4AbgV0pSGvl8kYI1rDE2X91ZJ2hu2hhXeG3dmEl7tEKYSjFhRwAzoJqi30oeKu1FBxKJkhUoCRZi7cKjAeuGENI45wbJqqVhlLWQ6prJdlfqlbeol4nzdY0wHktiCZCIE0TJEkKYeksSzOjINmwO3PuOlzPKyzBu9Ad25poG8zORgOnDb8I51FYMc3daijAmeffLhJwleDWX1nVimGSJNBKo4ItmGMFuqgSlg1LbZccNkxdeUeSTeYHg3+SWpsqjywwJrr1mou69DckkpS3FCLDZ7TdHhr2mH+HQB0aK4SpPAmYkDnNOHhIL3a+h+XsuwQif/nu2W3+kDcdWe9yxmOcdoaLMZ81rd7B5+jn2K7tQ/NWedyuGrSJwnGPwLUP6Q/6/r7LsjTKSlhkhrXnnP9J1xUjmdaBsB8Y/qyy4F+H1tabWBsywnHmY1vBbtqewjflKHaTt3euOXdWPrFmu47UwPqZhfTrnpVu7hz8VqunDQXpTFfahLZXGAj7iBUpBw6G1BqHgVqZBpgv7GKU3s3kv6srJRIIBAKBQCAQCATCOXApPElJIhpWYW6tazIaY6xgDHWHcavp2vAUh66Sp6G35DSstogF1h6w1jF9SUkVll91vVmEj10tqxJSSpQ2n8cfX8e1/F2foi5Pkks+3zS8ZV1J9TBp3YXbeU9SEG6XJAmyzIQUuXsxXiWjz4cJtyaWfI0FvesZN12zd2B60EFMErOuxti72BXicHWgtQIXteVaKfNdaniPjhCm51YcCxDGeMfzPQrJAgAbHupiRp3rO6QJk/dnxoU5cJwpKK2gpPKJrsYLpCKPhfssZRV5Q13ehacVlkBp5Y8BhJ6kei44T60Q7f4wxhOkkQbhR2maIE0zCNt42YXZuRLKbj/OuQ0JaHvawhADZwfzlsmul9e0VnYN2XBrm4bOT1TO4xZ+Np4QlzujrjRNhXChvEKYnISqqqArc/NplkW9uQBDP6ZISh3OCTgvjmssCbvWu18D7y4UoJn30GrFoYWjVTfaFIDQWvucI7d/M3cj5Bsh/3J5Sf49cwFrsq+3uX0aFnbvae7yNp8Bm+bMneY9av6+CR9q5x137bXJ9Tn/gXdTND7Xx3FePQMdeLbtFtUt01wVaO3W/oBXce6gaQ7SAAAgAElEQVRDpwBLMiIsswEAHc/Eezpab7JjbO1pCr+3DhfM80im2US+CULWdfCb926F515zHStvYeORwbmb57Dnbvpjwp87DrP2ShpReqftbCPMay9PtD340PLk2Q/N96O1NjlnAJS2Te55PCdcc9/TcEmUpBRFEVdg01pjuSz88zQ5PiYML8yB6Kq65dAVTnUet7V/MTp6xHDuXh8nzgEkVl3wwqkjegnpFIvKVv2R0r9IryA1QlbUiut1wmPzHruqAa66p6hKjP3ulB9T2a4OUwOc0Ch87Lrb5pUsv4TVz6a5OLSuY8VvFyPc1fvUVc5qBZvzq8t4yqJEkiaeuZZVUVcDcsqGi+UO6Cd+RvZgVqpnaDALb6So6VGpWMEKBYBQKWHMxJ0rETe9VDZUSKt6HktpmiKH25RWkEFlLxevHIYZaS0t/cQGFM45EsHrykIB42BM+/C/JMjRcEqS/y64D1NyShJnHYxZaz8uYlCBINnaFjz2eEMHU+6iqZWkchqNnYageSHM/AjDWh8EBUkp0+9L2iRRWUnwzCgSLsY9hY7mvYEVkm2otEO9RjuBOTAW+nAX7XMFfANLbsKbtVaB8Y5DKeaLk6yrFuvW7/Aa/DzmPLhG3g6X65iHTnFiwfbW3d+J1asL6/hJMOZUelmz79pjXxBCIyjgqrDVecRNI/BVgymwU/rvYVNvN4XNfHU9cYIZydHWlcLQxmh7TXtxuFj9oBmAZkPiToWoY62vuWDj2IGi5H9vKCZ+W8fx1mFTmjo15HXFcc4ih3WN3ZimtN5ghiuwMPhtlfIKQFZV3Wiecwgro8qwmfCGz+5SKElKySi5GjDzyli7ausCgmTGFpyOpFfnmqwvE9mNtYpGy2puXoQIqr9pa7nnjKMKPDLeQu67pRsBMVT4lJSRhh3eqhvH4pU0mmjrCDq0DHJmtexISbITiyO4P2ZzkniUu+QaIjafGwutI+E1nTI545/Py5rCSi9xfpr5293N+qqgkiXSXgphBfRqWQJam7lnn2lVlfUy5t+TVZyY+ezAmI0z1sFixOrfzCFCjhWLSE2hLREJFFdgioHbPDGlFbjiUExB8dqbyiWHkCJ6h1qbxMu6gheCnKR6ITRKYGi5d++eBddfC4iMmbLMAMA4IHidhwcgqILHYiWLcYDxBoN19BVsY0HiLFbTw2nMpf3TaZM5FMxPGboCZp12ayszFTnDMuy2CuFVhlIaaSqQJGYumvLuuvbKwvEqt86Y/XylqYbFmNk8AN2gNaNVBGsnq7305nh2WtvDhvu6udzMPw15WRePDPd1qA0lrJufBApW6zwN4XNTnFUdOE0J6hx/2rgui/VdgpTKF4ZxxYV0YFwxFRCvbmaEyxPlkXwkrU5jnr4xTFQR+dQLeH0sQw52fjqZiDHffiRUFmrDeltGac3B5v7WE9Q1N1r7N+SgiDM6+jmvhWnDxXzdqJCWYyP76Uc5k6y2hqZ0x7ZOubXrwjrGcVtV2vzMAKsgOXkBQKvwyypcCiVpNptjMBh4QWRp+/qY0C/ltxk0p2CjcAMYILstaJsoRuuUorCKSi1IIvrLGANHrfAZywcHQ5DgzNoCnVLKK0nu9rwAiHrbuj4dnX1xmgtJsErUlUNq5pZaizkXruxy+GzqLtF1meXa21QzR8Q7daDJ2LqHNawO5+RWRoB2JW5rIS8Mw7qKCIVaLjiUjL1psqrDNVlTSAv+GivXujO58dqHyobGDafU+PlvQ1D9VHYCoGYmwZ0xMKuMCW48lVrUtOfmrQuvA4BKmvL5noYQe8UcnJcoTobWnklzzn2lLqdQhQzc0IXwC6+7ex9qF+uG7iD1U3ILeiBINpeR+NE2aKBjW/fQTcasHteNUNA2i27oab7qChJQ97Zxz03Y4iecc19ExylJp69XXUKDpTmmGiOdctRQnCKeVpf6Dg1oYTj12quJ1nBHq7pW6sP5Hsxrf9VuW8OqG4UVXSDWKUebKk6RstcxrEtwu2i41hrm8PXaW3ve+Uayy/2K+WyO/qDvDbRVVZly94nwiqKLGFj1GGrxpkOQxylzsPlOG0q9F+AbXuDoN3ecLq/RinPAKW/u+u4imvfTHuBo/LS9T+chp/GhTmUoWtfaIYG1IbCWhUMjTKs4ktZeCdIAVGWKuUXG/daVdePqmicIBAKBQCAQCAQC4Ry4FJ6k5XIJUzTAeDGc1mg8KXX4jrP8hzGpRnkPyzC2PUYXEVpXH6zxmcFbvQNHb8MabywiPnHdxpE7bxJQe5LC40dFHcIkXnde1GUuzxJu14xP9RZExpCKOtyOc4awPDR8UikP967/eUdSlL3Svp5o46pnfmdepHi8bm2TskIZxEFfNSitMJlMfL+uNE2hlERZld6bAmZCHcDCOWFivuNCDW6OhTlyZhLGDetqeqyfuZsfgVeHmxwLpk0eTxj2oAXAVe0NAmOm/HF4cx1zXVTGkxR7jN0x6s+m54W5ltDjFOZjpEG+hv8tKo1vcjZ8TpI5sL3/MGba3ULb4r6RhXqddXzNbnfHiwTfbBdwr4BBiNr7UNkm1VcZSirMpnMkaV3IwxRKCBtDmrmwmu3UDzGmD0BD2bWznWzRVdQh/Ow8Ws4O3vQk+UGty2lYYYP5qXnwW8DTmpbe+q7blnVnyb9QPrzi/Ot+7xwTjtOsc3O0d2dc0Dqcfs/GA1vLAS78zKGqCiwXyxV73/9YLgswLpBl7hnU/MRNGSm70iiakszZsHKv5nnq+vytfTrnXCO0rjkDHD24Brfrxp2KTT2MAf27c7XonTGg0ZKmk8b0iu3+msLfN6TRLh7J2ntYqcPfSzPk0T0N0yi45uNKKwjOfVirkhLzDWnqUihJSikcHx/7rvbb29tgjGE6mXjFaDAc2Pjv+P34XATHUPT6SjDNKnGbotnIzH9uHEJbFhU273K9V7QVtCrbpVxD16FG3ORmhCFzIgrb09HfWoitH4aJcupwWwJeyPMJcoHrmAFeSXI5LMw3jG0Kky6/JL5vZpW2U3FGbef8Xug26biqT4BZmBeLxXkPfulRVRWm06l/d1kv89uZC6nkAlpLo+QHjyssvOG2aDCEuT31+9/MINGsjgfGfFeG0FWuAeggn0I3k1vdOVy4gt3GwX1YargWtMikjp1o0xSLczJqRa3rfoK1xN5PLfDGu0WsvCN0aROsH3dWIjmnUMHChr7SzoE6b3S5WGA2m53r2PcLpJSYLxboW16VZZnJLa0qiCTMq21K0zVjj9CUSRDOi3oGOQUp5CuwId+eShkDgv46LheO2dCSdvBprPxEl+P2DYwV9a3oOs8jOjdrL9jnCLU7z+zcREHa6LfNjn6hCI0PrvCMeWw21WCxxMlkclev4Z6CMSzmc8+b+/2+bQZv8v0A0/fPhU+fNfJw1fCNlHHG4lCuDmG+a5/zKi93C34lWXVtrFFka80xTt2+4XNdeRxWG96asj7Q4KfNtSiQ7wUPcytjJXs2m+Pg4Pbp14lLoiTt7e2iKAooWefnTKdT7Oxs+4Xi+PgE/X4fgEZpOzHX1bu0b3haFAU4qyv8APCJ1jIoGcyiF9HQVoNJ5B4u59xWnqsFK+2ZlGNK3H4PLRFthULY0t8u3huA79YeN2x0xBlJsNG2uc3VEkIgacSeMytsqkap8Jb9JRQ2o2R0M7oWJhVq+bTJwJmvwMRgyt22oj47LJBd1oIQ7WfHMZsaQWxrvIXFfBGVXs6yDGVZQusSed4HABwdHWF7e4yiKP24yWSCvb3dlee937G1vY3+YBAI/LBNIIUvFiKlhODcNpW1hRJsSePZdIbhaAgAmE6nYMyVBbZzna+2lBslxi3+dmNAFwzO4o1aabf7eetakybjE7TOyaAC2rANlp1YqN1nc90hjZlT1aXufVEHwFfEiQwqzPpJQ4GQAQBvWdh0x6fWswrvqUtYjW6yzThOOWq81RXdYPHvnAsvoBgeymz8dr0WVDam27UIKAqFfj/HbDbzc+zWrVu49sgjp13cfY2t8RYGwwGWS8ODpJQolksMR0PvRSttM/PhcBB51hhDZPk0PMl6Dey7cbTJGYeyyr7zUjkvgwPnDIwn0VxRyihKIULlvC6y0iGUdVjKncASFuFx6l+Yq+e2hYa6LmPGJmgZWlbRRTDOl8oIlbtV99O6vxXnrU/UOPtmd1MUSwyHQ38MQ2Oh3MG9IpBlxuMvpbR0NffP9r2bN/HII9c2Ouf9iNFo5ItCAeYZLBcLJGniC3oVReELRtURRQxCJJhNpxjY5zydTMBEEldoVApgzDRTt+9YVlXbY9QRoQCtW4V3/MfGfUSyTTguNExHO8TC/Rl1vxinRBJFx2axhOquVSMu6NLiz8Eu4f4teTKkvSazahgmV92LWye9gmoPw7nw8n+e5yYKLbjm4WCAuVW4jb4AHB4eYjgaQVoeBhiZ5vr166uvIcClUJKqqjIlpy1BlGWBw8NDSCkxsoLaYNDHcllEpUuFSJCmhoFPrKVlMBgAtiBCaCl2glGoOIXfV6FmTrrtTQIiC7mTIeNluJ6AniC4SUxnQaIzZ3UIFPyE6Chh3rgAF04lbJ+WyNUbCHetyQ+0mQUCxSxgHs178fdqt7XoALa7fPMcCJ5DtFPXyG5wXpcfd6/DWAzMXZVlCSUlGOfeYzccDnB4cIjBcIjDw0MAQN7rQYhLMf3vCrRSZj7Y51xWJYpFAc4Z8r6xgidCYDadgwuB5dw8K864L5PtlNHhcITFYhmt8e4VxuF2tfHBy2neGVNPbM26y326RbE5M9xvCBhK+BuwolpXtH+t1HclsdeVuWKjSachpctiHlxXfcForRfNceuGvV9QSrZuxyiM7pu2Jc8ZlkvjfU2SFLdv38b29jbm8zkAYG9vz0cDXFVorZGmmZ9vVSUxmUxQBUx5PN7CYrGEUhqLuXteCfJ+Dsa451X9fh9SLmDmpC0Mwpgpb69kJEjU8zKeh5Egohtr8Tqle8PfhJ3rIS1pKzgprX0oUmUNcWGPJaWMmsdMHOCZPUrNa1k77OxH3vB0zXVi82Pt7Oz4d62UQq/XQ1VVKJYmIqaX93wYtKOrNE1x+9Zt7OzuYDYL6ap/rvu5H2DooPK9x4plYZRHxpBlli44R1VWSNMUhTVQMMYgEo0kTbG0USH9QR9FKSPZRwOAUpCovasiSVZGHMUcbXOERoFgY2wIax57HU2cZbKdfnHx18Y1shXbW5fkf2rfS5dcuUr1W2cE9L+3ZFBjyHQRZSKp0B8MkCYJjo6OADiDLkMvz3FyYmgvz3OrdKe4efMWAKNPpNbgdxqocAOBQCAQCAQCgUAgBLgUpvQkSW1ZVQPOU4zHY+R57jXW+XyJnZ0dHB0eopfXrunDg2OMtkbGgwQTLiSVy10KQl+CvAP3d5UXqZmv5BvWolGG2Bn2QgP3Ck9SfAKACxYlyXl3YmClNuVlGxaASHVn4EFIDBiLGtEisAKyICdpVQiCKb1cPwPGUOd3mKsDY13Wl4573NAU451rG6rrSimfX+U8fKbkrW2aWlYQwiToOcsUY8BiscD2zjZy63nL+3k0564ahEigZW2N5owj7/dNKfDK0Mfto2Nsb+9gsZgj8zkWKQ4PDpDnfW9BWcwX4ELYRrHN+RC7zpndxnxfF/9D5FUKW2A6eCtWENoTWfXquJj42EDglY0DDppFGtxeJlww8OT6MvZ1uJ0v0NA4m2YspnMNX7ghvCgXfRe1u2n8bW6/F9AadUKrbQbswhLNNgUhEjRzEYvlMrL0GQ/lvfSJvR/gkFL5XG4hEgyGI1PAwYZin5xM0e/3cXJygq3xNgAzDw4ODjEaDX1olQsbCWmKcQBSR1buOgTanN9v9zwsDGUAdOO72WY3+Q06GF+jNS87Qo265nBVmlDmRIg6/CUMtztPONE6b9cmu5/5dA1PXXwJ/qibGvhnswmUdF6jHGmagDGNXs/khGqtcXJ8hOFoFMwBjWWxBIIMsjzvod0x9epAShPG78Ltsl4OISpwwVGWhkcvFgsMh0PMpnPvAciyDIcHB+gPBn79LwoTUqVQz13OGBRsrrqdm6JL4GjwHeCcq1mXdyiUJ5sy2gpcJE9oXlGzL5N21xLxqibnQ71mNO+xFR3k+irG+7Lgc+vYjfOYIeEIDVlVyPs9O0RjPptC93OkmVNljMQwnU6wtTUCYKKL3r7xNj7ykY9gvL0FwDUwvo8KN2itURSlnzxZL8NoNEKSCJ8IfHR4CK0UkjRFzyahv/feTezu7YFz7pOw8jyHqmSkBJnYVREt+M28n/BaumBiskNBSddV7UKe1FCSfIdojbpIgwtF6wjrAeLQoa6wIH9s/x/qCRoek3NwhMwU3UQZhTh5SbZD4Qt+CMb7ydzkth2uZ1hm2ayLvynKss4rqgWJOplTSYleL8NsNkdqK1AVywKj0QhSSmzv7AAwFRXXFfi436GUtnkDrkmhAGMCnAOzhRHOptMZ0rSHfj/3r+Dw4BCDwRBpluHowIQm9vt9+47W0AYaylLznUbKg27P23hIpBC1GFZDWWocJjxRe5N2eYA8Ipk63C6oWhcZUmJhMXoca+ZvFEh6keETF4iwT0v40MJwZc4ZZrO5X3vL0tDUYrG0QpzJG7jqYAw259F87/UybG+PwTnH1Iannhwfo6oqCM79GnTzvffQz3MwxrBYmDCqXpZaZVSayqaolfWw5xTnLjQcwXuCX3c9OcCt103aa8+7TedkmIvnrycwvrntru+IDzmCoR8e0uo5539bT2ls6bjGiLg3DvML+fHaK9jsaIx5gy5jDNPpFEJwH5IqpUR/0Md8NvPjiqLEVgddXeWikSYsniG1fcaSJIWy+eYu968qSyyXyyjd4uTkBOPtMbQGDg4OAADj8RiL5RIIEvV5kiABIJXyMmbd6azBJhrz5Sxv/rTUDR387Rp5N/nEqUfs4Km6QePx8LZcFyk+XiYI9nG5Rh3K0qrLaaIsS/QHhn5cNVUeNHsHtE/JePeddwGYtelDH/o7qKrSz5+mcXcdLoWSBMASiHuwpmGflJVPHt7e3sZwNMK//5u/wYc/8mEAQC/LwDnDwcGBX2SSNIECq3OIYAUjziAS4a19UspWHkOz2pXft0tQso0v15rh/DGasZt6LUFFybUrlCRnmfMpeDbmWwXXHjGu6PyN85kDRmN9EW/W3LM+v7u35o076/26dN3osWkdWfXXQusoUY8z5hOlAUNEPZXj5OQEe3t7AIA0y5DnOSYnJ0EuQeWT0K8iykoiTRMktpJdWRYoFgskiUBm49sfevgahoMh/t//52/x8EMPAwDyvA8hEhwdHqFnmblIE8jKed3a78lPr5AmOukiVIhWK8mxCr4ZaqU7NGQor6s3TxVajV3FRqc81YNqr1KoTjtBVHd4y3z5Zbg8jrYivkoZvGfQ2iaQO8WQ+ypbBsaDNJ/PfZsGWUkMhgPMZ3MIYeYT5xKMXf0IbpN74/IilS/O4IS8ra0t7O7u4MUXXsSHP2x4VZIkyHo9TE5O0O87Jl8hERxay8BrB68k1VOiXWzInLtWlNzvBt1raWzUPX2MHVh/DLZ5AdNepFtLldZg9l44Y6Z4ENo8aFOcqiCtusZLgCTIe6mqyihNvZ7PNZqcnOCR64/g8ODQVx+VUmIwGGAxj+nqKjdqTtPMN5AFnGfJ5MV6Hj0cIklTvPvOO3j4mi1ioTWKZQGtNXZ3TRGmxdwYR5WUcS4QN+0mlJNbXM4uOpSlMynWNdocqBtRVdTgnM39LpIjnEWBAwJTeNd+ocGjmagM1NXm3HM85dwbDgMAm5Nkq0NrjdHWFhhjPvevLApsjcf4xS9+gccf/2UAxiBeLAuoYJ6cnBxvLP9dCiXJVclx2mBRmATzsqw848myDPPZDB/92Ec9o371lVfxoQ9/GFmWeYtdWZRIbblIR3RKKTAbmhaG0nQt3E1FqUtRWQUfgtcl/+lagAqZXvMaukIEw+2RhwwIqn90WAJs0qAOQtTWhdsh8jiZf/G910y4y2jnA6iCP61zdVj9dOO610Ekwj8XpQxlFUXhr7OqKlRlacIv7bg0S40VIU190l+yJnHzKiBNMgAaStbLHmfGo+oUJ8YYjg4P8aEPf8SHH/zt3/57fPCDH0Te6yOxtDedTJCmaTQXorkbrKztylROqWhb7Dqpap3xwH0I5pAOfmT+cgKPbSPMtlnuu/4tCF0Kt3taC5kB/PHr07PWtvDYfsfQwr3hfd9t5H1TJcheCDhnWC4Lv34Kbqpw9Xo9rwRlvcxUR0wSX0o/y1K/z1WFYebMhycWhQn5dYn5gCmmc3D7AB/7+Md9GPjf/PVf40Mf+hB6ee4NNUVRgGUJGLPh17DecQ2YsE9n0FNwveniadJcYdnaxOsGa2rfW8c2bo1vzd+cEdIZ5Vwp9Ki3n6Mx6126oxneYUg5lWOcmabq5xmzqdjis6n8vFwsIazlOk0TLJeFrWprntF8scDJ8YmlK3PeLDOpBw8SXRnvaThdawN3HYJnBNrtnR3TAwemau0HPvhBHB4coLRGnl6WgQkBIUxYLGB75ui6SjFg6azDa9SKVgA2lk26ihm4/UMZh6+al6s8pBeBU47t7p01xrcMlu5eoh6eaI2tz7E5DbZEhxbtAUmaeoNBVZWQssJysfRzQmuNYrnEY489hpvv3QQADEdDbI3HmE4ndeGuMxQYuvpmPwKBQCAQCAQCgUA4Ay6FJ6mqSihV9+UoywqDQR9lWXnXmqwkxtvbePuttzAcGuvcJ554AowxvHPjBgZ2W7/fx3Q6RZqm3grhrN5Kri/5HXqPQou4s45pqGC7bpkMfJ+gIOQkjgLSflt9GS1nr0ecsMuCz9YIEljKwXTgI40PraPtXeEK5r/QvcqZzdmIeqqYUtvtR3gOG+E5rSRKwZf71ACyNIWsKmTWipskCTRMbHJhreNSmmaPvbznQ4iSJAms51cPaZqiKApI2L4rQqCXm+R7Z5VczBe49sh1vPXWL5BZT+xHPvoxpEmCX/ziFz5csZ8PsFjOfYlfIKAp5TuUwOXamS+1Nydyp9o/jLFmg/tu03DLlAXrQdLhaeI45w7UtB16Zet9Qyt958zsDAetva6N9MRO3Dtf0XpwLlAUNmQsSSCEDWlwntgkwbIoMBwOgigL1+OHYWE7l/esd+kqg3OGqpJBKKIpCS5lBfeGy7LE7t4e3n77bT/XPvbxj4MxhrffegtbWyZ5eGd3G7duvYs87yGxdKW14TcJZ6htmHGwZwitA+9l01jcRTtdvzXGNP1GLU+/88oioCuljLdoTSTEeUPuVoXjNjlnd8zD5mFLXSE/zTDwzZ1TGiJJPA/SOsNkMsHJsfLvf3t7G1wIpFkWPbcmXWVZ5osQXUVUlWlM7XgL5xxSVtAaQQieCUMMvXPbOztYLhYoigK7I5Okv1wsUCmFvNfz0TNSSmibXhEVFQHWe5POik1jxlaFsN3NkOtTUi4agmqDb8f7mR5r7egQfwSNoJUHQ8SZ28EnK2+7vV1DM+W95WVRmube8znG4zEAQyum/yPDeHvbHkfh1s2bGG1t+ZLyADaW/y6FkiREAs7rRDuTY2JuzhFOkic4Pj7GtUceQVWZZL5iWaCSEtvb28hy447ljOOdw0OMRiPfyE0kArKSrTylrpA7X8luhZIUjKzD6yzqMLjVikjz967Qzlh46zgU6x7LwMBEPSm9a1mrugkua8/I+j7iRodRpFDjvKFrvAmfk7TpotF5lG5UZemLebiCHKbJpRHyOXeV7cromGmWoVgWgSKLKAn0qqGqKiitA6WGoyoLa4yoqwjdfO897O3t+0p/Lvl+d2fXhwotFwsopcH5itBT96A5wGxeUljUpEkP2m9333382rk5lFOSXI8uIA6ta19wLFLVhoj2/YWXtXEAwYb3ckdM+YKwWCyi3j0md1P5KlKDoake5cJXAKMImOqjKqCj1RVDrwoY4zZsx9yntBUkq0r655AkCQ4ODrC/v+97SFVliazXw7VHHvGC33K5xHQyQZLUBR6YUoA2oUCud54Q3PXDjMNG9QXNniiSND5e2G/Qh6qbL2CoQ4cqKX0OUn0wE47nCjicW0kKsMZUYb/cyfxjHXz4fKF2gJFf3r5xAwBw7eGHMR5vYT5f+Iq0PZ7ZohzSNAGGTUzv9yO6Ct/7VYQxjutAFtI+J7LOxWKYTKbo5T2/DvX7fSRJgvl87vfN+328+fOfY3dnxzeY5ZybeQhE52gVs7rD+RmGZ68dZ/82jQ93kw+sVooaMzww8HujuQ+r1/5fmM/VPLbbj9XfguOffx5rGPqYHta9x3Z2d81aaWlKa5NewbnwSlCSJBhvb6Mo6l6PaZp6mfE0sItYuAgEAoFAIBAIBALhqoBykggEAoFAIBAIBAIhAClJBAKBQCAQCAQCgRCAlCQCgUAgEAgEAoFACEBKEoFAIBAIBAKBQCAEICWJQCAQCAQCgUAgEAKQkkQgEAgEAoFAIBAIAUhJIhAIBAKBQCAQCIQApCQRCAQCgUAgEAgEQgBSkggEAoFAIBAIBAIhAClJBAKBQCAQCAQCgRCAlCQCgUAgEAgEAoFACEBKEoFAIBAIBAKBQCAEICWJQCAQCAQCgUAgEAKQkkQgEAgEAoFAIBAIAUhJIhAIBAKBQCAQCIQApCQRCAQCgUAgEAgEQgBSkggEAoFAIBAIBAIhAClJBAKBQCAQCAQCgRCAlCQCgUAgEAgEAoFACEBKEoFAIBAIBAKBQCAESO71BQDAv/pnf6yjDdp81c2BujHMb26ObO25Ytxmv2uotfudctozX8dZoDc96YZgG+rNjLENx3Ufb/P9149zvzdHtfZrfHff/vP/9h9vdiH3Gf6oQVP+S8fc08H2rtnE0J5nm87hlTSla5pqzeFzTOmN6eBiyWVDrJ5im9JBvA9vfGed35vP/qw0tylNNcddVZoCLp6ulN6QtzSPfcXy9yYAACAASURBVKd0teEb2phXXTK6ikbdRV51FvoluurGH/03f6JD+umiKQ3Hh7ABr4pxZ7xK2+3unHfOqxpHv9Dj3TnuPa+6bDR1KZSkywLG2IUqMIRLBK0jRcktuoR7D2bfhGcYXZzuiuE8DIdAOAseRLq6aBCd3n2slLmCZ8/MwPfletbhomnqfqDRB50GKNyOQCAQCAQCgUAgEAKQJ6mB98WbdIGKOdMPtpa/Cp2RJR3eJMI9gnsNOtzEYovaWQ63IR1odg/eeuOUD7pljnAXcdF0teEO94KuNr22cx+f6PT9QYMvd+GeO1gaF3AnNOVx0ce7CBCvaoE8SR2giXG1ECcR6EvhtidYNEOHr3gQJK0thPcFDxhdXTSITgktXDRNXXIaJRoweKA9Seu8RuEEuWiZ+iKJ4aIteJeNUM+N03KQSFG6p+i0nOn6t7NiUzq4J57XDZgN5UMSLgKb0tXGhU42JJerENGwiVBIdHoXsMFzv5dPnLHg/BfAq8zuF8f7LhREAy080EoS8OC98AcK7r26CiqgYg2XCZFAZzY8kDGQZLEjXCSIru4OiE7vDhhjrUp25kO7ut1m2Kza8en71bhomrpfafRBpAEKtyMQCAQCgUAgEAiEAKQkwWjHD6KG/MCAPIWXFvc8vOAeg9Ydwt3Ag05XFwmSD+4uGLCy3LfvUHQJePhF09T9RqMPKg1cqnA7H54Zul/XNA7z+zVe3kWHz/GgIVbkIm32AbvoCj8XeLj3kyBXEdN5moTdwUXEX1dsv7Jw97mqyaUb9v5cTRvBicN8hhYNReS2mvY2vpF7ccNr6Pg8TfROG+eOedFM7dR58yDQ1oZ01RzPOvjYnSzvqxoGn4euNsYqWsS9EaC02uwa7vTaztuUeePjh8fuGnDF6aozOK4RgndPn8H7xasuw2smXtUCeZIIBML9h8vAUAiEBxSXzQr+oFq5CfcBaGre17hUniTC/Q1iVIS7ifuhOzmBcGXRUYlr4yp5dxHEdwhthF4o3drUiU3HbQDiVVcH5EkiEAgEAoFAIBAIhADkSbrM2MBAtnF/ik2Nbee0dpA1j3BX0LBem02XpDs5gXCf4qzhcqvKFd/LsLvTeA7xpAcR99BdQ7zqSoI8SYQ7BjEjwl3HJe9OTiBcZbTo7ZKTH/Ekwj0D8aorBfIkXWJsQlybVtTblFA3tcNs3p18wwMSCB3otMR1WLEvQ27EnYIEO8L7hrNMtQa9XWbLeBcNEV09aLg3vIB41dUEKUmEu4IHiYgIdxf3a3dyAuFKoEFvl6VgQxPEcwg1uubnpnP2vP0liFddRVC4HYFAIBAIBAKBQCAEICWJcOEgix7hokFx3QTCPQSRH+G+A0N74obb2Abjzj7xiVddLTxQ4XYmR6b2fba6la/AytCCJi1csFv1IkMaNj7WhvTd6rjeFXOrz7fIXAS01vWZndLG6qskD7iBfw72GTFLE7przCbHu+AktHtFexeKDfMGNdQGg9jGRgitdTS2a7/mmPh6YpxqUaMERML7iUZfm2jtYZYnsQ15312gq01x6lmJrs4A1vFZW1kk/l1rxOFwDGac+wtsvHabsxCvigddDZoiTxLh7uEMCwyBQNgARFMEwsWD6OqKIRCTOxQk/1l3jOvaRjg7rghNkZJEIBAIBAKBQCAQCAFISSIQCAQCgUAgEAiEAKQkEQgEAoFAIBAIBEIAUpIIBAKBQCAQCAQCIQApSQQCgUAgEAgEAoEQgJQkAoFAIBAIBAKBQAhAShKBQCAQCAQCgUAgBCAliUAgEAgEAoFAIBACJPf6AkL41lNR52zTzIsh6p8MAFBKQSnT+Zdzo+8JzqHAwBmDtL8tl0tsjUZYFkVr/CbgjJtuyrq7qzJzV2a7N7uxHQMbN7oeK7sVh73ONuwcrKS57yRNoJWGVBKCC3s5GlppcMGh1aYX5y7A/dGNn1mr7XGzq/LdRNS92WxY+fuVhqMfO080Y909ye3vUmtPI+4Zcc4hOEclJbjdVkmJLMtQVZWnpaqqIITovIzWPHXdzsOLAMA0i+gnfE/RHDtvn7pwv/C8wXy9cJra8HjNcSy+wGjcRXYnb503WHOjcdG1deBBoSngVLqC1mZMQFfuOTt64ZyDc4GyLP0zL4oCvSxDJSUSS0tSqZXrFWNs9btuzu/o8jacHxHJraa/lXQajt1wepyZrlYc168jwfm7+JK/xg2vb9W7OAvNrTl4fRkr6PDK4hSacrzHPWelFKRS0Fp7mmKcQzB2T3jVRb+o8O7fd5o6BRfNq5rb3fGb+258fdG1deAMvOpSKUlNWJ3DQyplGIu9QZEkZg1UCpWUAICiLFGWBbIsQ5KY2+v1elD2RbhtgnOUVfU+3s2dYSWD2nRdDpQaDR1P6hXKH+Hqo7ACmmMYaZKYxQjwypLWGrP5HEIIiCwz49IUgFm43EKWpak3TFxadKyNnhYcCRBNEe4QWmtj2LNCWSoEoDWU1pCWV5WWVwkhkPd6AIB+vw/GGFQgDHC+ufByzxAwa0cHut4Au2HzY9nxRFcEh/liEfEqwTlSKwM6XiWlxMLS1JXgVURT9xyXU0kKLHDNuSClRBlYujnn0eTnnGNvdxdFUWBZFP6QUkpPUACwWC5XWhIuG5qeKT+hNcD4ZhqxIwrGmLemuX210mCaWeGYiOVBQp7nUFJ6JuMMBzrwKGmtsbO9jUpKzOdzv41zjiRJvNCnlLr0NNVlnWvN+U0typvS1GUXcAl3BVIpKEtPjkc1LaO7OzuoqgqL5dJvDz23gLF6O0Hv0mLdFD+j1ZvoitCF0WgU8SrlvLOBl/Yq8SqiqcsBykkiEAgEAoFAIBAIhACXwpPU6TkMvEluTJqm0EEekguh44z5sAYwhqPjYzDG0LMhDGmSYDqbQSrl47yTJLkvtOamlTvKjdIANvQYu+NIJaGVNt/tvkoqKK3AFenMDxxc7oTzxAKAoyln9bY0laYpMhvCIDhHUZaeFgFDn+qShzB0ha2GntnzHItoitBEmmUmZ9Zaruv8GRblwx6fnCBNU6Q2DJxxjqIoojj9fp57r9JlxSoaiuiNeBXhDiCtF0kH8p/jU4mjqSS5eryKaOqe4lIoSQ4tZamhKJVlacLrLEEksGFBWnvCAYC810NRln5bmHvk9tWXnOkAMZG0PtuvUm12H94drTSUVtE2WZnFhzHmk/kIDwYKR1Osdse7ULswL6JnGY6jqSKgH7fvZWc6AFq0VG+utzn6OPVQm9LUZQ/rIFw4Kpvr5xQilzurGmGsvV7P8zAAUEERB/f3vjDm6YiYgo/1l03XB6IrQhdcgROfk25zZ8PcIq31leFVRFOXA5dDSerwGkWKkv/IjCUhHGsZka9uwhiKYmleelDJpJdlUXU7KeX9MSGa/JGZqipghlg421D7Dyv8KBYxcMWUXXzIkvCgIUvTSHCTDfpycFXvHAOqyhK9Xg/L5dLPo/uBpk4VOBmIpggXgqahweUkeV4FYFmYXCRXuKG0Qt58sfBzdVEUlz8nyWENeW1cUZboitCB3Bbg8pFESgHWm+SgGYNU8krwKg+iqXuKy6EkAesVJYs8zyGryiffmd1MucelTXxdLpd4+eWX8NBDD+GXfumX/JjhYIDpbOZdsP08R1GWd/WW7hjBA4gSzpn2284zsRlswQseWFUYIIS4LywshAsEY9CBYiSswUFp7WmqKAq8+OIL2Nvdwy8//ssAzOKcJgkmkwlGwyEAIBHi0ocFrUp05UF65nnKw6+lqQ09U4Srg14vRyXbvEoGCeXL5RI/efll7O3v4Vd+5VcA2KINQqCqKgwGA7/tsq/LURsMC19Fy/Kxs7TdCI9LdEUATClvGRRuMJEvHFIpFLZIV1EUePnll64EryKauhwg1ZFAIBAIBAKBQCAQAlweTxJQh9atCImZz+dR4zBncbt9+zZ+/ubPAQDvvvsusl6KN998E7dv3/bjPv/5z0e9kyaTif98vyFsiLep5u+t49qEHJnSmXaTMs3E7jz2PcwqY2vdxITLAVlVhqZc4QZLU7du3Ypoqt/P8cbP3sDh4SEAk/j6mV//DLIs86FAB4eHvljKZcWqpneh1W5Tq/37TlP6gWkred9jNp9Baw0R8KrS8aqf13Q1GPTx5s/exOGBoaskTfDrv/7rSJIEmaWrw6MjHwFxWdHVTLbZwPZy8arWWS/4eISLhuNTwsptjlcdHBzgzTffBGB5VX5FeNV9R1NXk1fdV1pCIoQTvwGYuNKf/OQnOLh9gOHIuFEHgwEe+8CjKIsS77z7DgCgKis8//zzSJIEn/17fw+AbTCrlOmfZAnHfRdCRF2dOef4zjPfxROffAJ/54MfBGAm2nQ2Q5qm3m2ZigSz+RxJkvhqRYvlEolt0BkKX4wxzOdzDK37FzDhF6PhEJPpFIBhrEIILJdLf40uqd6Fxrm4WmWr/jHGfCxuUZZI0xSz2Qz9fh8AMJ1OfcPCOjG4BGPcECKrr0/YbvA+FCsR0KpO7gdMlcDZbIbxeIzpdGb3BYRg/h3leQ4AOD4+xnA49AnL7p6llJHCWhSmGXDzmb377rt45ZVXsDXaMufhDJ/73OfAg+aLWmtfwTB42A9cF/Pm/elGN3MHaRlPYufXcrnE6z99HbcPbvv5MRwOcf3RR/DoY4/inXcMTc1mM/zo+R+hl/c8TaVpCm7DX/18tY2ew4aYUkporfGD7/8AT3zyCezu7gIAtra2cPv27agyEbTGfLFAmqZIEnPMxWIBIUQUhqSURr/fx/HxsZ9bvSzDdDZDr9dDFRRvEUKgCPI8tNa+UbWSys/F+XyOXq8XXXtVVRhvbeH2wUFNUzNDU2EBDKAC5yKaw1pr9PMck+nU35+SCkKY/h1u3zQx68j2eIyTiVkLGAOSJIXWGmVZ+nVjOp1iOBiYrvLuHdrqaEmS+HlQlCWyNPX36q7n3XffxU9f+ylGo5E9D8NvfO432jTVYVBq0tSDgE3pyq1DqX3Py+USr732Gm7fvu2NfKPhCI9cv4bHHnsMb/3iLQBAWZR4/vnnMRqO8JnPfBpA3Qyzyavc+h/yKqUUnvvhc3j8Vx7HtWvXAJgw9anlKXVjTQR0ZXlVB11prZH3ejg6PvbreK/Xw3Q6jegqTVPMbcNpN4+b67gQid/OOUe/3/ehh0II9PMcR8fHGFi6mthz+N4uMPZTzgU4Fz6U0eVXhLwqSRLPD929uGvc3t72z8M3mGdAUZQY2hDHiaUrqZSn1eVy6Y/p7rEsS/N7UHzD0dVrr71W0xUsXXEe2Q7TJDm1qelVtzVuzKuUiqrSFUWBn/70p7h586Zf84fDIa5ffwTXH72OG2/fAADMF3M899xzGI/H+NSnPgUAER11yX9h3pNSCj/60Y/wsY99DB+08h9jzDSDLkp/bs45FotFJP/N7fdwHnbxqizLMLV8wc3rNE1QWSNmCM65XwvcPJzP58iyLLp2KaXnqS5019GtDbozz9vRlOCQlfQvpSn/JWni5b8WTY3HmATyn1tTiqLw+ZYLK8eGvEQphaqqonXD1RDQ9h7MNRqaevXVV7G1ZeQ/zjg+93kj//k10K67Han88Bd3RtxXShIYQ2WrcQEm6bwsjCLwxBNPAAB2d3cxnU4wGAzwoQ9/CIBhEt/8t9/E9s42prOZ32YOGQviSZKYhcxuE0IgyzJorfH6669jf38fgHlp2+MxyrL0i9zSCl69Xg8nJycAgJdefAmL5cJaFY3wXpYl8jxHkiY4PjoGAPzmb/0mRqMRDo+O/MJaFAVu3LiB13/6OkqbP/XoY4/i8ccfx3AwiMpaumRfzjn+7M//HACQJim44Pidr3wF88XCPDNrTTk6OvKLwws/fgFSSRTFEl/80hfN/SkFxZWPkXf3XEhzHW7fZ779DIqixJNfeDIieGkF4zzPPSN89ZVXMZlOAACf/OQnAQD7+/sYDAaoqsp7M1x59tBryAD87I2fYTgc+lyZSpoFpKgq9O37VEpBKuUtuIT1SJIEy+XS5+dtjbYwmUxQLAs89fRTAGAFIWMVv379OgBgezzGv/3mN6GhcXRs5vB4PI6a9flzCAEWCF6cc+S9HpbFEq/85BU89dTvAgBu3LiBR69fjxoBCiHMwioEJhMzd1577TUURYGqrKLqjnmeI8syT1NPfuFJjIZDTGczL/wslku89957nTQ1Ho9RFIWPb9/b3cXJZAIpJf7yL/8SQL1efO1rX/OC1mAwQC/LcBjQ1I9+9CNIKbFcLvCV3/kKALPgF4VZv5xCU+jSF6Nxc/3bzzyDsqzw5JNPegEtpCknpALASy+9hMlkAq21XwP39/e94uRol9vYfQA1bTCGn//85+j3+1jY9cEZhaqq8sytqiqU1uBC2Ay9LMOiQVez6QxVVeGpp2q64tzkKX3gAx8AYOjx+9//Po6OjjyvCnOTfJN1xgxdMeaFSiEE+v0+Do8O8frrr2NnZweAMWjs7uxAJAmOjo78/lmWIe/1cGx51YsvvmjmgYafN1VVodfrIc1SHFs6/8IXvoCt0QiT6dRf23w+x1tvvYWfvfEzT1cPPfwQPvGJT6Cf55gvFn5t2NnZweHhIZbLJb77ne8CMPO7KAr8/u9/HSeWznu9nlecnGD1wo9fQFmVWCwW+N3fNeuGowtnVASs4cPmr7h5+93vfBdlWeLzT34+oitXNbfX63kDpaMraOCJTxq62tvb84pTyKvCHBn3nt58803085iuXINgJ3vIqkJRlvdPAYF7jDzPcXBw4A1Eg/4AR4dHEFzgs5/9LAC3ThpZ4rHHHgMA9Pt9PPvss7h165afm24+MZuTCxgZI0kSU1bcnlNwjjTLcOvWLchKYnt7G4B5x4PBALs7O7h9cGDGWl51Gk2VVYm8Z3jV0bGhxyeffBKj0cgYvez9zedzvPPOO/gP/99/QFEanvTYo4/h8V95HGmaRvlZu7u7hm8XBf7dX/47f2+GV/2ev548z5HnOY5DmnrhBVRlhcVyjt/5nd8BAFtqXbdoqlS1UQQAvvOd76AsKx+p5d6Bo6l+nvtG2S+9+BKmsym00vjkf/xJf93D4dCPd+9GNeQ/AHjzZ29iNBx5+U9Wxti6LEtvsGRW/jtPrtYq3FeSpFbKe4CUUvjmN7+F45NjfPGLv42t0QhboxEWi4V/YNvb29je3sZ8Psc/+kf/KY4Oj/DsD57Fsz94Fj1r4Uqs5u3+OUttWVUoqwpKKbzyyitI0gSCG4UpyzIMBgMcHR/jZDJpdVIPk3WPj4/Ry3rI0syPy7IMs/kMx8fH/ryvvfYaTk5OkOe53yalxP7+vmdSaZbi9q3b3oslpUSv10Ov1/PuYyklBBcQXIBxQyRLa7lz/yYTo0SmaYo0TTGdTTGfzZGmKfp5jn6eI+v1oLQylWK0qaPv7ksEz8xZC1999VX/bPJezxPRMugkX9jqgkop/26ckK6sx6EKGF7YpV4qhZOTEyhprkNKibyXYzgYeku/+3eexPsHFVJKDPp9v3j+6b/+U8wXc3z961/H8fGxnb8ZEiEgkgT7e3vY39vD8ckJvv61r2E2NR6lHz3/Iy+0OcHB0xSMsOX+mfn+U6PEWyaUhjRlF3TACZJmPiRJgiRJcHhwCM44kjRBL+uhl/W8Ze7k+MTPmZdfehlH1ntZlKU3Kuzv76OX9/x8vX3b0NTM0pR7Fk7pcYoD5xyCC8jKFIpx18M5N4rYcOhpajabeZoa9AcY9AcRbbu57pS88JkVywJZamjK0Xee595yqLX251FSgTNzXfv7+9jf30du++o4K11VVRCBscPTlJQ4OT6BVNL/6+U95L3cn0drE+hBNHU2aK0x6Pf9+/vTf/2nWBZLfP1rX8fJyQlOTk6QpSkYgOFg4OeclBJf+fKXobTC9773PXzve9/z7z21wkNY4auS0r9jZ8jb2toC5xy7OzvY3dlBbosUTSYTfz3huuo+nxyfoNfree8PYwx5nuPo+AjHtvcgYwwvv2zoajQc+nOnaYpHH30UQgi/Pr/99tsoyxJLyyPcuQ8PD2ulX3BwYZLIpZRY2ApknlfZyIcmr8rSzD+z3JVRt/zbKUhAm1elWYrXXn3N034v4FUturI04+iq3++jsl7wiFdZgYzb8tRKKUwmE0NTAa/K837Mq+7JzLx/MZ/Psbe7Z+SzssS/+b/+DaSS+PJXvlxH0sB457gQ2Nvbw97eHqqqwhd/+7eR93I888wzeOaZZ7xynwjhaUqGNGX/aRij3HA4BBgimirL0ns7HU0B3fJfmqZGC2NAPze86vikpqmfvPwTHB8fYzQaRTR1/fr1aA6/9dZb3pCXWYUstzTV5FVccFSywmK59MoO5xxTa9xwNDCbzbwnqt/vo9/vG5qCawWivCwI1J4sKSWKpXEMhPJfL0hrcS1GOOeYzWdgMB44926EEFjYSp7umM1q1WwFTfXyHgb9QVv+u+B5d195kpTWWEyn2B4bbT5JEggtvEAAGC22spYmZz0e9PuYLxb42td+D9/81rcAmJentYZIEl/lxD1k51J3eO/d91Bai4+zMjsL1d7uLm7eumXOYz0iy+XSe1XG22N85jOfAbdNAt04BzcZvvXNb+GHz/7QW50Bo/W7Se0W8qqqsLOzg9nMxLw76/pgMMBiscBf/MVfoJ/37T0WXhB1mEwmeGh/H8cnJ77SS1mWGI/HWC4XOLSWxq3RyDC8StYuT6V9SJEjgizLkPeNhcdZGqX19jjLvBvrrC9KKozHY9iHjsL2P3ChG5xzE7YVeCNu3LiBNEsji0OWZTg+MUJ82GCYk0B3JpxMJv597O7soigKnExOsGOtZpWUKMsSarn0NOWsrr//+1/3NOU8mU5QAhAJLWH/lxs3bphypGB47733ANSeqO3xGLdsPqETphhj3vgxGo3wa//Jr3kPL2BoxYXQufnxjW98A88++yy++tWv+nEDGxbnFBjAMLW9vT1PU45OOedYLpd47rnnanc+FLbGW349AEwIw/7+Po6Pj7FlvcBVVQU0ZWLjR0Oj0DNZz3WtNRhnEU2lWYq8n+Pw4NDTlPOgbo/HmC8WdbhPVXoFy4UpuWpPYegGhABnDKWqm3HfuHEDIhGRlTNNUhweGSE2rP6UJgkJdWeA0hrz6dTPh52dHVRlhcl04q3R0hri5ouFp7/FYoFlUeDpp57Cd75rvCyz2cx4OoJ1DjBhWE4oAozV+6233jKewLKKLNxJkmA4GPj1Pc9zVLZSrLMAj8djfPozn474nLPyCiF8GPOf/dmfG7p6+umI7xo+O/eekrIqsb+/j8lk4nvcAPChcc/98Lk65FtpbG9veyEJAE5OTrC3t4ejoyP/HMuyxM72Doqi8F6xra0tn58cerKdsOXOkaSJMX4cHHpDjFLK09ViWURhdIlIvLIL1HQVhhkaYVRAVZX36L3zzjvI0szQpg0xTNMUR8dH6GUZZBD62xUaROhGIgQODg+wu2PDs0dbKMrCvxOH2dys7WE0kNIaX/j7X8Dzzz0PwCgvji5U8D7QkP8YY3jzZ28iSRLMZ3Pv5XShbIJz76Vx88IZrwFge7y9kqaSJPHr7je+8Q388Nkf4qtffdrzGtdker6Ye94npcRD+/s4mUyi6syOVz3/3PN1eJ4CxltjH84G1DTlFDLAhPju7OxgWSy8Z8vJf1VVAZYNGPlPROXDkyRB3ovlv+FwiKIoMLaRVu7cggskaQIuuA+ZK4vCK1IhTQnOUQZVd7vkv17WM/KfdZwAlu4vWP67rzxJBAKBQCAQCAQCgXC3cV95kjhjGI/H+MGzPwBgEvK+9nu/B8BYD4C6F8Xe7q6P6XZhdccnJ/i9f/gPAQA3b90yFrQgzj508znrWlmWAAN+67d+Cz/5yU/wwgsvAAA+/elP25jSY2xbK2ARWMscFouFCWGwoWyAsUg1E/K+8Pe/gBdffBFFUURhMc4rNZ2ZWOksNfGxzhvlvEGuB5RSCsfWGjDa2sJnf+Oz0fWMx2OfzP7tbz9jxo1GmEwmYAz467/6awDAJ574BIaDISCCLtVcQXARJcFLKU1BhsEQr77yKgDgy1/+km3qa7xIzrq3WCwgEpMMGFrrXQ5SmPNQuqpr9n288cYbraTK6XSK13/6uklwDgoyKK0hyJu0ERiA8dYWfvB9Q1OL5QJPP/UUZOBxAOCLKTjPZd7rgQuBm7du4atPPw0AuH1wYHL4OmgqrNZVVhUYZ/jN3/xNvPTSS3jxxRcBAF/60peQpSluHxxENFVVVUQXZVlivLUFkSQ+xlwpU3DBzSsA+OIXv4gXfvyCD2MFbCjFGpoKPVaHNoRVa40jWynp4WvXfPy7ez4ulrzX6+Fb3/52vW0yBePA6z99HQDwxBOfwGBgQvJcsE14T765n1Q4Pj7GYDDAK6+8AgD48pcMTS2LwuQbOU+U0uDC5ns5i7kQSG0olPNOadQ05ba98cYbUNJ4xLU01zOdTvH666/j05/+dD1HGCNr9xmhlcLWaIRnn/0hABN2/NRTT0V9/hhjNhyzLmCQpinyPMe7776Lp23u0q3btzvpijHmc2YB0zRTCJOf8Vd/9Vf43ve+BwD4B1/9KoqyNNEDQb5rk1fNF3PPqzy9WCt0aekQAL74JUtXNnwPgE/wTtMUs7nhu72sh5s3b3p6ct4gFxqulMKJtT4/9NDD+I3P/UZdeQsxXTletTXawnQ6Befc86pf/cSvYjgcRsnfztrtwnWBzeiqtPeotELCLe8K6CoZDqHCwjQ2PD8sGPTGG29AKolE1Lwv4lUOLuGceNVmYAxbW1v44Q9rmnr66af8+wNMxbt+v2/eu8v1khLCRuT89m//FgBTMTIMiwNsVI+dNz5ntCyRpAk+//nP49VXXsX3v/d9AMCXv/JlVFWFyWLh5/XS0lRIV6H810VTjn996Utfwo9//GOcTCbRuKqqkKWZz21L0xTv3byJwWAArbWX/1wF3UUqJgAAIABJREFUTK21j1y49vA1L/81eVWWZfj2t2peNZlMwAWLaGowGJg8enc7rJavw+IQx8fHGAwHkfznIqd6Webfzf/P3psGzXVm932/u3ffXt8N65AgAe4bCO4ACQIgCM6QM+SMpNliO4kdW5HjWJbtD4k/pBJXKRU75bhcqYrLimOPLVnOKJItzUjkgCuIhQQJEFwBEiAJkgBIgMS79n5v3zUfnqVvgxiJVJgyNXwPC1Xgi367b9/7nOec55z//38UtxVDdMeBEWTdMPQ9H4tVRZ9KpU9lBZ96801uuSBWZXnOF8ny+wvVSUplazwIAoIgoFatMZQ8l4rvU/F9BvKw0Ov3x+Bzlm3jui4Li4ssLC4yPTX1qSAxppaVpmRpytzcHMEgoF6rceedd9Lv9en3+tTrdd2yH0aRXghqc9bcg1gExf5gwCAIGAQBYRgSyynQ6nUKz3n48GHtPAqXetfmu6jX6tRrdRzX4fXXXtfwhXanQ7vT0a+1TItarU6tVmfQH+D7voYhOY4zBn/rdjt0ux3CMMSxHarVKktLSywtLZFLuIJQw0r1FOuiclEURRrbGicx3V6Xbq/L4tKS/gzlUOIZWIJf4ZVGz1Ri6pXCnVKCUd9HwngFXyRJhfpKjlYZn1+Y145bxKEv22ezWB5AFO7YQGwyriOEQAKJF7YtiyAI9KEnThLNWZibn2dufp7JiYlPESbHFejEOpibmyMaRpRKJS13rA7KSjFS+Yo6KCsVrzzPBcQijun3+4RhSBiGejxAqeBTvu9TLpd56fBLY7wE27a58647qVarVKtVbNvm1VdfZTgckuc58/PzzM/Pa25GEidMz8wwPTNDNBwdwpTPFiEF3U6HbqdDGIiCgO/7LC4uCt4T43wgpfL3KZ+qjHyq1+3R6/b0ARREQUg9myzLNFxP/X4g74kKxpZlYYAMuI5+hsNwSJZnmhOoIEqtJYFvL+6fX7zk8i+2RZKLo/1KPnPPK+n4lYP2JbXnO5Kj2Ww2+fiTT/j4k0+Yktj9IkfTlO+X57lOpj45f55YKrRt2rRJc+EU3LUsIXbqsKNilVqLSSz+rT8YMJB/VHJW5NP5vk+pXOLwocNj67hcLnPbbbfhOi6uIw5uR146ohXgZufmmJ2b0zy+4XDI9PQM09Mz2n/VId6WBRA1tmMw6DMY9BkOhximgeu5LC4tsri0qKXWi7wGtW+oWJIkCZVqRUOiFC9sQaoNZlmmY3MYhuRZ/vP9Kk3FgUlCWHWsks9mMBACHcNoqJ+/aZostZY0KT1b9qvPbWEY6sOOoiCog40yVVTzXJdWq0Wr1aIsuX6WZen8r9loCI7ORXwqyzLNYf3kk0/02r5r811YtoVlW5p36vu+3ouL/ql8JU7iUf4n/6iCiOLSqfcvl8scPnx4jB9fLpW49bZbNfc2z3OOvHRErzkVe9W9iJOYmekZZqZnGEZD/f4qDqhc0LZt+oM+/UGfcBgKn5L83MXFRS00kuUZWSr/yHVc9KlqtTryKZn/FX1KDQBWanyuK7iExdiSSv6XZdtY8sCkvh+GAQWfStICNNKAhfkFjMIepr7rF2l/oTpJ6lChErFLLrlEJ9KzktewcsUKomg4ps5k27aW21YJSX8wEIkZ6I1KLW7DMLQa3KlTp3A9l4H8/SCUFT/bplYT3ASVBBaVbrTqXEmQrlUCBsI5ev3+mAxxEARs3LiR5557bkxSMo5jfN/XVW/bsgkDIU6RpqmuDAZBIOQWC3KvCttpyQRX2VAS+SoV8bsYaEEH9dmWbWuSnJ7MnGbgjHfcBsEA0xDdnWZDqCkdOXKEW2+9lempqTEFPvXZyjmAseS3yGNRzqhmiliWRW7mOLZDnIwU9pQwgDIDxuSLl+1Pt4rsOISBWO833nSjVGUb6gq1aRiaw6cVz9KUblfwltQabnc6Y8k1/Byf+uCUDjJVKbYCaHGCVHKgAP27xQnprusKZUu1kTKSUM2ybMSJiGM23ryR/fv3j3UpkyShXC5rP7EtsT8o4rxSF1KSrqVySRdElNS3+jdl6qBUKUj+GqZBr1AZdByHNEvJs1z4kjTTGFcRCoIAy7QFT6Mp+CtHXjrCrbcJn1KEcf2eaaqrfCD2F2QX+kKZZMM0x3zKQiTfKvgUeV5FW651fz6rVatjKo033ngjeZbR7XW1XxkoxcOICalE1+l2sW0bz3WZmZ4GRJVY+Z32K9Mkk4UKtQ5PnzoNCPlqx3EKKqCpHNHQ1+uhKJFd5PWVy+UxsR2/XKZ3Mb/auJH9+0Z+pQ55lUpFf0apXKLX6+G6LkEQ6FiV57lASJQ83XWyrRE/Q32fIhpBxSp1rd1uVyAd5HdRne8LyfPFWBUMRJEnyy8Sq6anybJRwcJ2bO2j6mcqNkZRpPciA3Sy/dHZswBaxbYoqaz86sJ8Y1kQ5bNbvVan1+9hOyJtvfzyywnCELew1oXwQUyr3db+0+l2sSyLeq2mX9ft9X5urIKR4NTp08Kn+v0+frk8xklvNhqEw6EuOhST81GuV9L5n7JatUpf8l8/5VP79+sCszhoR1Sr1VGOadk6Tyv6lNoHyqXyWKxSYg3q85V0uW3bVC/wqV6vi1/0qVQWzgxTf2dTddrkHiYKpyKHU2qaLx95WcequNjJVYe/ZPyeqwNVehGf+lDFKtMiJxdc2Vjcb9uxx8RaQHbY+WJl8/9CdZL6/T7kua72rF+/XssXK9WtQRBoGIM+hcoqlZrjoBJzwzDI5Okzl4R/0zS1xj3A0tISO3bsoCRlvZvNJs1mk92PP04QBGMzeYrOok62SglLQV9s29ZBTCV2ClKg1OnU9agDWJZlujqXpAleydNOof64rsszzzzD/MI8tVqNWq3G/bvup9Vuj6kFKbLgU089pa8nTVM2btyoq3cKDhdFEaZl6iqGUiBSUME8z4kj0T71PI92u0273SbPc1avWq3vuwoGlpxtoRzDNE1sea8cx9Gfnee5rqgeP36c48eP66r4qlWrMA0T0zBFYp+LoKUre4Vketn+bOv3+7JFLSpFM9PTouNQGF5pmKYOKKrCpl7THwz0GlXVVJWwFDfVMZ9qLXHP1nv0AUmthQP7D9DtdgWZ3HFwHUf7aiKTSQ0TkgFNrcOBvA7XdRkOhwylSpaqsBXV9dQhXa3rNBOKdpYMJtp305Q9z+yh3+vj2A6O7XD/zp1C9l9WJhX51zRNnnrqKf26LMs0JHdUqY+JhpFU9BNqlZYMMMXvorrERZ/K8oxVq1bRlxU1dX8BvU8U1R1VkUh9tgE6mTj+1nGOv3VcfI5psHbtWv1dBoFQ+BMHNVFkcWSXb9k+u6k4pO7/zPQ0aZaNHbKVWIeKCSouqI6nQiiUSiUNQSl2/NRhSr1fp9Nh5877qFarY2v+1VdeZVFC9op7voLrFdVUoyjS+7Hq6F7oVyq+Gqah92yxv5u6uAHisKOq1mqNqz97n92rYT+u67Lz/p1jQhJqVIVhGOzevVsrgyVJws2bbqbkjbpi6hosy9JqXyoGq/dUhR9ASy8rkvqa1asJgmAsrhkYRLHoBF7oV8U4KbruDsMo0n4loF4mX/va10Z+Jf12MBjonxX3xGX7s63T7Qi0UH/AoD9g9erV2sf8chm/XCaTBaRyuUx/MNDUgjzPxVqWXTxFTYgL68OQBWU1G880TbrdLtu2bRMiBEmilYNffPFF+lJQpahMCUJARe/5aaLzP0fOT1IIgIv5VNFvVZ6kIGoY0qdcIehQVC9N05Q9e/boQ6Tt2Oy8f6c40EsZf6VcaZomj+9+XOdlSZqw6ZZNlEpl/X5RFBHFAuJeKnmUStKnsmwsPiqf8lxPq+FiwOpVqwllLNU5N8KH0mS0vxSl9Is+5TgOURyP53+mxepVq0dFyiDUQkvq3iqZ/S/S/kIdkpZt2ZZt2ZZt2ZZt2ZZt2ZZt2f7/ti/FIcm44I/qAF34c9d1MWQFTokaaEhQoa2u8JTkOchTqWphFitxcRxjSkKs6zh0ez0xI6hQ/S2XypKzIapJd999N3fffbeYqiwrbRfq5BcrhBouVDgpq2tVUALbtrElkc/AGKskaOnhApwgSRJarRalUknfC9WBUZDAIAzGPvdCrHbFr+gqhi2hg+rz8jznuQMH9LwU1a1SkqjFTpmCIKjOguu6GBg8+tij+rmoa+x0xKDc4ufEskNUrDIahkEsqx9jkIQcrrzyCr0gSmVRvXnh4AtiXcjK94WEzK+kSR+60Jcu/LmrIAeZ/IOAa8VxrP0iU5hiyRcrSoAW4SJqbXpyHShhE1d2TYvYZFUtz7KMh7/1LR7+1rcIh6GukIfDoa5EqTVX5CooDlsRc52mqSbKqrUjulKu7kIpzkORXwWiGzOQnebimvNKoqqYy//UzLEsy3SFTFXTfN9nGA0FFyHLmJycHPuc5557To4oGFUkTcvUVXDl957rafib3ofKZX7/939f+6+qxPX6PS3DqiyRXQI19wMEnzOTHVpVaVSdqA0b1uvurJrn9vzzz+vPUO/1WffpX2TTa+NiflUwV8Ig1X1VHYckjnWHLpMQYwWJVl1TU/6b+iwFRVYiPp7naR6ZLbm2ruuCIZ5zHIsRGNt3bGf7ju10u11q1epYBdjS8abArUtER6gs4UHqM8qlkp6tVxweq+KD2g+GMp7pjm2Wj8Fala+qTovggYj7kxTigHqd6jIbhoH6L8+FVLiKE4ZhsH//fhGLpGy9mh2lYrR6P78yGtFRjFVPPf302HNzHTE4t1wq6xEaKl5fyDlRnQElEw5oIZX169drX3NdlzRLee3V1/Sa0ZxEvtp+9Vl9yvM8IaRQ6IbasrtRjGlFVJDi3Kl9vsiFETLvo+6jgrEV9+Jyqaxhn1mWcf/9O7n//p1Ew0jHomLeovK1oj8rcRU1ezPPczzPk/C4kuYKKu6tMnXdxW6p4ziQC0htEe2RJIkWHrItG9uy6Xa7mleuEUdyX7LsAs0hSZmYmBjLyw4fOqxho+q6lRVztXq9ThAExEmsfSrPc37yk598KkYr4S5P5heqA633vAIXS/loceanYRhcddWV+jrU9z986LCmqZsKJcYX51Nf7n6vYegJ48qEA4w02tWiLGIcP6v5vj82g6ji+3R7PSzL4uUjQnFLYUYN+Xf1Of1+nziOxc8KyQiM+EiAVnMrJl4KizoYDDTG1TAMDr14SG+o6n3UIrrzrjsBeP55oUJ27Ngx7rzzTu1UURSRJgKqoKYzqwRO6dYDeuGKA4vQqg+CYAyrrn43TuIxcKdwUnd80yEXkLdhRK0u3q/f65Mko9lH6rX1eoMwDBkMBvpeKKiC2vhAiDR4nseZM2fG8LlZlumhnQDz8/O6la5w7HmeU6/VxlTOlm1kn8LryudQnHtQFBMYveazwa3K5TKtwlyTarXKMIpodzq88vIrgJiyrRI8T0L2AA2HBfQzVlCEMZ+SBNQLfWpqaoo4ivT7ZVkmD9CGvh5AHx7u2nwXAAcOHCBJEl46/BJb7t6iXxdFEXEU43quhhGp6/XLZa2oqXl1Wa5Ve6YmpxgMBjSbTT3PxXUdkjTRiSIwpthY5EP0e2JvWDGzAoDZuVmajSYVSRRWftGoNxgEgzG1Ms8VohuObWPJvUQlBufOndOHOs0nkQEWBKQliQTJXc2qUsNsL9yLl42Lxqjiz4t+xQV+VUyq/iyrViqEw6Feh4pv2u50eOaZZwBYsWKFTOxKmhMFwq8COWQ9kz/L5LWlBfEA5VdZIa4qYQk1PFO936uvvCpmbBW+i0omv/XwtwD445/+lH4f9u3bxyMPP0yvwJW1LZvMEhwtQEOH1AEQRHxO05RqpUq3K1Tw6nLGlGWJAgNAo9yQc4g6+no8z8M0DDqFZHLQlwOfXUerdIaRKCaWSiXCcKj3n3pDzPgLCzPJ1LU5tq0V+4ZSdfPU6dOj+5GjeZXFfMH1XMLhiMcYhCH1Wm25qHeh/RyfMgyDXArVgIxVqiD+57BataohriD5dz1RdFL5n+d5eg6TEloAsU8Oh0Mh/FMQ1MklnK/oPyqGFYvoiiKhZh3VqlV+8pOf4jjOiJNuGIRSxOXuu+8G4ODBgwDs3buXXbt26fccDocMQ1FUTEwRWyYmJsYGpAPMSUGiklcaKTnL+FZUrTOMUf6YmUrMLMM0rDG+4yAY6AHkigulDoblclkcjOT9adQbgjsfj2KVbdsMJcRXxSB1v99//32yXF4P4v4VD4edbkfuqyMO4mAwYHJikigaccD+v9qXopN0oY0dc1SFAMbIXeKfCgo/soKUXXBg+dNMOYQ6zWd5rg9O6lS84YoNlMtlwcWQG6JlCdWqo28cJYoijSdXi66Ig1YLzTRNjZu1LIu5uTmKqibtdpthNGTbtm1jCkSqwqaUuFRVrd1uj/EnZmdnBWY7TahWqlQrVa2kUnyd7/ucOHEC36/ok/uWu7foqsuo02bQbrVFNVnyJ4pVNFWZV6pIzYmmVv7zKz7N5gQH9h/AlYp6+vXyIKc+T1W91SBPtbl4rsvJkyeJhhHRMMLAYM3aNdTrdTZu3MjGjRuFoxumVhHzfV93IZbtAismZ4x8LM8yMvkMRGV3dCBJs2wsifospqrdqhNkmWIIpuM4mJaYAn7ppZfqqpeSw0+ShEa9wfG3jrOwsKAVwNQGO+ZTpqUDj/Ify7JYXFwcUxlSB+etW7fq79Lt9QQfqdClTGJRMWy3W8RxrKvo586e0+u7Vq1Rq9aE6t5gQBCGGotu2zZnz56l3+9pP739jts1V0rtJb7vMwyHlLzSSKjBGBUm1PoPBgG+71Ov1el0xWR2v+yTpAl/8uijmggfBAHDaKg7xuo9R8pKIw6LUob64IMPRhwL02DFzApcx+GGG2/ghhtvIEszXM8lz3KtkuS57vKA5gvsopXIQqzKZawq+lUqRWb+PH41v7AgpN1ld0/5WRzH2gduuukmUZVOU1F4kjzNeqPOG6+/oddtEIZa1avI1bMtW/uMiolqPSl+RrfblYlgxtVXX607WwqZoTpH/X4fv1IRBU1Z+VZ29qOzBGFAkiZMT00zPTWtO7gC5SCUatvtNm+8/gZZnmFZNpZlc91112kuh+KmxFGsh1cWu13hcCi4hooD5ArRn26nS6PRoNFoUC77xHHM7p/t1mR4JYKU5zm2M+qeq2KoSobVH891ee/ke3rfAFi7Zi2u43D77bdz++2343melm1WucpEc0IXWpbtz/Yp8lwUuGTbQHBpc50Hpp8z/1NDZ1UnKc0yqpUKQQEdtH7DeiryuUVxrBErtVqNo28cpd/va4XhIipBXU9R4EfFC8U/Kvr/yffeoznRZOf9O7UqX6vdJssylqSyqco7kzTBLwslZ7Xm5qRqJAZ6P+h0OlqsRa3ryclJzp8/T5ZnzM/PMT8/x5YtWzQyYqQwbI7xelX8Vjw/dT2K27XUWqJaq1KtVYX/GbB7926tqBxFkThw5YILrH5fqeTGcawVpRXH/PSp02N8wOmZacqlEnfddSd3yaaB8mu11zXqdS1y9kXZl6OTVHAC/SM+XfE2L6jOFauvFE7un9XUgaioqpZlGStmZnip9xIAq1atGptppD7v+uuv54WDL7C1cY+W/1aqccVZPsPhkDdef4NhNNSqHADXXHsNbx57U1dFBoMBi4uLeFK+HAqVXgmfAPScoopf0ZAJgBMnTpAmCQmwZYuohlerYsEWr7/b7XLqg1O6/Q/oBOuOO+5g795n9TW+9957AtogT/MYo3uuO0+WTW6Kk/79u+4H4PHdu6nWanS6HfqDgZ4mb5iCKGyZlk66FHxJq3Qh4F5RHBNHsb4/lmVxxRVXEEWR7jIkaaKfh5r2XK+LCuCFrfqvmulD0NgPjU/72AWdpDRNhY9dcKj6zJ8rNzw152hxaQnP8zQ0AWD16tVjKkHqkHDTxpt4/rnnueHGG/TPoousj+FwyOuvv040jLTSoWVaXH3N1Zw+dVqviSzLaHeEMpjqLhXFUdT7KZicKYOQUiT74IMPUMTWmzfdLF5bLmuREQUjSpKEU6dOYdvO2F5i2zY77tvB03LGy9LSEq+//jq33nqr9m01S6U4h0YFe9M0ufdeMdfjwIEDWlUoCAI9H8PAwHM9LZIBaGiEI9U71XMxTJPBYEC5JKe3ZynrN6wnzTIa9Yb83VjPuunI6r0nK55FkZqvrF0kVsEF8argO5/yK2s0Z840Pvv8qYlmUyuygtgP250OM9PT+jPK5bKOYQpGDWjV1KqE3MFIjdGS3SSAKI5E4S+OtH9alsW6S9ex1FoSIj0I/+t02qxcuVK/TkHHixB4dbgwTHGIVzHs5MmTIhHDYOPNG4ECUkCO7gDRGXvxhRe1ah6ImNZut3ng6w/oOVD9Xo9jR49x/Q3X6++s4HG1Wo05qXybJqkW/7nm2msAgcxQ/h8EARV5wDINseckaaL3P1WEHYtVpZImuRuMYtWGKzaQpKN5SpVKRSBH4kjnBkkS4xUgU19Z+4w+pZ6DyglS5UeFNfx5TCkB65lzuYBTT09N6b19zZo1On9SIxQAbr31Vp478NyYOmvx8KDWRzSMeOONN4R4Q0GVbcP6DZw7d07HRMuyOHvurJ7bpa5HzxGSPr60uEipXKbVblGpVPSh/MTxE6SZgPeqGXfqUFUcwzEYDDhx4gT9Xo+pKaH+p9Aj27dv54knnhD3Nk04fvw4G67YQMWu6PczEPA/1YkVe4LB6tWrufbaawE4dOgQ1UqVYTRkMBjQkN1fEDmt2ncAfRAreZ6OW8XukvJnwzC4/PLLSbNMx6FyqUx/0CeOYv388wJy6YuyL2UnadmWbdmWbdmWbdmWbdmWbdmW7T+VfbkOScXWKp+uYFtS4llBtQaDAZaUkVY/+zyDpIIgEK3JArTAc13+7x//WL9GyaJ6rkutWtVty6nJSUrlEkut1lhL8EIIRZZlQhY7Gw1ltWyLE8dPMDs3q1urzUaTH/7wh7Q7Hd2WBUFOC8OQSqVCpVJhenqaJBHwgk6no6E8URRRrdZwHVdLgLdaLd3qVLAbzxNS3kmaEA2HRLLiqHhSvl/B98XQvUXJSVDDxGzL1m1ZNXAzyzNyctFmlXDCRqNJr9ulXq+zb9++kbRjlhEGId1eVxPt1PWXJPZXiWS8++67uuukNPLV/VRwDsMw8MtiWO7RN45y9I2julW+bMI+BWG4oMNWlIc3TZNev6+lUE3Zvf08lZksy6jVanR7PSGEUhbE12eefkbDetQQWCW3qtZms9HQYicKrgB82qfyjE67I6QUpO+ZlsmJ4yfo9Xt6HZXLZR555BEhHiHXmZqRpMiznufhV3y5xlM++ugjXQHv93tCuMEwNYRhYXFRVx7V7zcaDcJAyLomcaIHSBc7QkKQQsCkapKHkKYpcSJ4C7VajbnZOeZm56g36iRJwqrVq5hoTjDRnMA0TMH1ixMOHDigybRxEhOEAe12a+RTcrp7lo8GjZbLZc6cOQOIblGcxFIGfTSlvdVuSbnpHMu0OHzoMIcPHRYV8WW54ovaxQjmILpEViEuab8q/Pk8fhVeANlWsJ0f/97viVksXklDWjzX1YRqHatKJZaWlrSYkbjsT193t9sVg1Tlf5Zl8c677zA/P0+SimGO9UadX/6VX6HX6+n1VZI8qEBKhiuJ4zQTXdu5uTkNhQuHoeSRBmPxy/d9KpWK/tnS0hJhKOYTqsHnKv5kWaaHi7uep2Oh+myFjojjWEsTu56L7dhUa1X9XFzXZWFhnjzP2b9vvx5xkGYpQRjQ6/VGstGSL6L4WXEcQ56Lzphl60GjamaZ8i/PdZmfn8d2BJfptVdf47VXXxPf4c/RAflFt5/rUypOSbGPnswBin72eXyq1+tR8jztU44U7fjxj388FjgHgwG2ZYluoBxyPjU5iV/x6XQ6untUzP+KoiudTkeIjsj/omHEe++/R6/fG0FTfZ/vfe97zM3P6zWsOHFFusKKFSsxMPB9n4WFBe0r/UFf5EqWpaGkyheVWMlwOKRcLgsusOdpf46iSEpvZ/r9yuUyZ8+e/dSIAPW91GBc0zKxHZuJiQn9u5ZpMTc/R57lmu+byFgVBqHIhxnlf6VSSQtsKAGWDz74ABgJF+V5rvcJ9Zz7gz6NeoM8zzl48CAHDx7EkkIvX6R9KSLfRcnkarEVfqwWoFJ+mp2d5bJ168S//Tk+15dcoyKRORwOmZmewfVEG7zX61HxfYHxLuBIh1GE67i8+OKLbN68GUAPDVMPFcCxHRqNBps2bdLJeyBnaLzy8ivctPEmAI2zbjYaGm6nHE8tDoArr7qS8+fPMxyGvP7a6+y4b4f+/f6gj+u4uhWqAkWRiK+CVxzFOLLVP4L65KMBmwruVIARiEcjNv9+T+I+c/GQVq1axfnZWQC2bd/G47sfxzTMMdWtaqUquRIjQqta9HFhced5zocffkiajdqtU5NTQmmpXNZJarlU1qonijTo2LZ4z6843O6i0Lriv0kTRFhzzKfWrVs3BgX6PNwJ13Hodrv6kK/eP01TJhuTAHq2hCJBK+vIZ/jKy69w4003AhIKd6FPOQ7NZpNbbrlF+5Sak3T0jaNsumWTvu40TZmcmGBxaUn/TA3TU4ew9evXEwYhaZpy9I2jPPTQgwBUqlXiKMYrjcjkCjpYvB4xY8NAzVcBdEEiz0dwwiQRidVgMNCHftdxyTIRSFVRot1qUS5XaDQaLCwuALDjvh3s2bMHA0NDFgD8sq+TBHU9SqWveI22ZXHy3ZPC9yXEY82aNWIgb4Gor94rLuyLP2/A7FfRtB/9HIi4slweRi6MVblUrgPgcyTISpFRreOKL577zMwMjisgQCphjOJY/zugk8mXXnpJwzfVcOYkG83b8lyPZrPJxo0bNa9HJXD79+3nlltvAUYDjFXRQb0uDEOazaZeX3feeSd7ntmDYRgcPXqUWk0I+5RLZclfGkFb1VDMXq9HsQuWAAAgAElEQVSn/65eE8WR/hw1XF2pfinrS05wcTh7uVwmCALm5+eBkVqYmiMFsO3ee3nq6adFgdUZwZoqfgUMxrgjavZVUYwoBz788ENMw9S+r2JVrVrVxPzJqUkNy1LCSl2ZW3zV7bP61IgrK/bt2dlZfN8fmxlnGsZnxocr/l4RnhyEIVNT05TKIn6pGZZxkow9q1a7TZZmHD50mK33bhW/L7mCSqENwHEdmhNNNm3apAdCKwXKZ599ll/6pe8AYi2oQ7v63WqlQqfbJUkSTVm49bZbeezRR6lUq7zy8its274NEHBOJTK0sCBihlLqUwITIIogcRRTrdZot1viHktubxxH9Psid6zVxOeVSiW9rosHloV58RnRMMLzStTrdR3n7r7nbvbt3SfivFPSeZ3v+5iGSSA5fYCG516Yo545c0ZyEcUeNj01TZqmNJtNnaNOTU0Jnns2Kqiq4cJfJN3iS3FIgj/9oKRM3UiF7Zw9P8u6Sy8dm2INYH7G+9MfDEQwUYILEgMZRZFefEqKu0gUB6R8uEm73dYLUHVsVHUcxMIa9Af6PQC9mff6PQ4+L9RKHvj6A3Q6Hd3RUZ+hFH+WZHCcmZnBsi290T715FPic7KUWrXG93/9DEEoOmGu43DFFVewdu1aDKkI2O12+O7fWjeGWT948D+QpCmua/O9v30bgFaNazS6/OgfT+rvVy6LpPXsOTFdfMcPXsZ1S0xMnKH33q/p+6oGU8ZRxN69ewFYWFjA933KpbK+P4osqEi/4hq7guuU5Ti2CHobrthAxffp9fvacYIwEIorpkmlKnCzpVKZXr+HuVz5/tMPStKUXKaaDF/0KWVKyOOzWCSfo1J582XXplwuc8cdt+vXFaWzdfCQ/jc/P6/V6NSmfDGfAnTioRSqFhYWeOZpofb17W8/Qqfbpdfva06DbdssLS1p8RAQCVq315VE+Ig//pM/AcQGXq/VyfOcS2/7fUD47rp161i1ajWpTIBd1+ORv3EZtu3w2muvArC4+GOCIGD1mlWsukls6vv+4DbWrFmL67maQzccDpmamNIHLYAH/+px6o0GaXqC/vt/ExB7gQqCS0uLmo/x8ccf02w2dXKonqk6DClfabXbpFk6Ng7hyiuv1OR/JWEcBlJ1aRgxPTOt3y8MQ/2cvup2Ua3HC3wtz3MwjDG/uvSCWJWrN/sMFkURzUZDF8vUiITBYMAdd9whL0G8WRAEYwps/b6oMg/6g9FzHg7JczEeo8iF6/f6Y2qhakhtq9XipcOCp3v7HbdLNbiRyuLU1BStVmtMLXY4HIrOTaXK//pvZzAMUUT7y39vPVmWcv78ed5889+L7xPHbNiwgWuuuZZ2+z1A+OVf+wc3EgYBTz4l4ly59FMmJiZEUewpEZcmJiawOhanPjjFPb/yIgDnz5+n+96viZEY8iCWxKOB5Oo+BmGIZVqiYh/32L9/PwDzc3NUKlX8ij+WW5SkKI2K0UpcxmDUcVexaqnV0rlBv9cXBT0MfYicmpxiEAy+ZHCe/zT2WXwqy8QYgiwVcWBudo5LL730c4k1FC0IQ6qViu7mpYX8b7vK/2QXvdPtYtv26HlK7lyv19M+NZRiH57r6kJImqQ6qQ+kT6nRKYZh8Cd/Ikal3LfzPpEDlUr6dZ1ul0a9TjgcsmHzHwEih/qtv7650EET6IAf/p312LaQ/f7ww4P6fs3MzDAzM0Mq79mP//c13LfzPg4ePMhv/C/C748+I4QdnnnmqbHRHrVajW6nOxqzI9UkLcuiJw9TURzhOC4zMzN6XUdRpGNcmqbsfXYvAOdnzwtURKGgp3JhpRQNaDVYMRxa/GzDFRsol4SCnopDakC26l4B1Gt1ev0e7hfIS/pSZZIXJZsXzJQQIPXCfr+vddGLlmefTVJTyemq3y+VSszOzpJmqQ4cruMQJRGNRk224cXPszxlMOhTrVXodMVD9VyPLE9lQilP31kCRo7rOXoRGZjSEbfz7B4hlJDI6nbF93W1sFwua2WqiYkJAFqtFkmc8N3/9gzffOghklS8Z5pmdLtdPvrQZ3ZWEFUHg75WClPXIyAJKVmWY1mjw6HSqv/DP/wJIE79rufSbrWoXy6Id81Gg1s23YJt29SvFIFscSGlVveYm5snk4kxwEPffIhHH32UUr2uN4nVq1bT7XV1tQVG1RflKACnT58W11Wo2FUrFU1cdnVCaAjVPUYH0G5PONGnN86vaCX855BilVmWhSXnHwGibS87mPp305Q8/2yByJVJl+rwZBJqEw5D/X6qXe/Lareq5KmWuyslrGE0C0EkIsKyLCNBzGNSvxvLqdsPPLCLxx9/XPxMKuKJGS5iffT7fZqNBuFwqCtu1257jF2r5jSESRf68wwwyLKUDz9S0ssG84uLBIPncV11uEtwHJckiXUF7q677hJy+UmsD5ibN1s4zhKdzmkmJ6bEvTBN+v1zPPnkk9ywQvjPcJjQbkG1WtEVMsdxeOTbj/DTn/yUSrWqD6GrVq4aq7Sr+6sIscref/99Sl6JxaVFalL6Xx2QisRnR86zajQaY8IUfrm87FM/xy6W4AnlQkMffPuDPrYkLOcKEm6ItfVZzLHtMSU0y7I4d+6chqwCuoJdqfgkSayvKU1ihlFIo1FnbkHEhmqlSk6GZRqkcplkWUIO2Lali2pJklCpVPj6N76hRX1cV6jZ3XT/U3qLaLc7TJgGaZoRhuI6S6Uyl92R0un22Lt3tJajJKZerXH11Vdz1113yVshDhn9fk8nS4PBQCvQbpFoDZFUucRxxD//A5G+hMOA5w68QxQdY25uNA/nr/z9Tzh48CDdx8RhSsClBmPFA8uyuGfrPezduxfPKxEMxLWvXLWKXrc3JuNtmiaR/F11yDp96jTkEKfxqAtVqdDr96nX658q4sRxrEeYBKFQV7twhMiyXdynilQLGPmUaVkokoVQkfxsPlWv17VENoj8b25uTkDdZC5i27aWwC/mI6qTOVFAKVQqFZ1HUeh65Uk+1sFXcW7nzp1s/vbz8neP0u31pHz2aN/u9/oShnopAFdddRUAg35fwMbl69TcJ8/zmJwU6931HDzXo9sbKe89/NdP4LouK248yZJoJPHgX32TRr3O9/72lTreKpgfvMcf/B8CrVX2y+SZFI2RBxmxj+QEwQDLEv7o+2Xu27GDRx97DL/s6wPVqlWrSZOEMByOIReUzL6KYR+f+xjbssU4CtkQ8X2fWM7iVN/ZkmqfRuGZd7odatWqvtdfhC0XMZZt2ZZt2ZZt2ZZt2ZZt2ZZt2Qr2pegkmZY1dvrXU8YvGCCZZzlJnvHAAw8AsGfPHp4/eJB7t24dyThKic44jvQwPUdWA0zT1BV1y7IIwkDgQB1xeg7CgHfefpssTTVkL4rEqTdFSLhasnSW5nDffTs49OIhXjz4AgD3bL2HkuuRJLFu/xkAeY5tWiS5rE5YJqZtkWU5kay67d+7j3u23UtXCjeI75LLKePwS7/2gb6eb//qKuJ4mv/4h39ImovvGIYh5Dl+2dcVX9u2sSSUTXE/gmAgydmZhuyVKxU+PneOyclpvJLA3Q6jhGGU4JUqzM8LrkS3O+Djc49jmGCq72eaZHnGrgd2MTlxDoAf/eMJPXndMEz92iAMybJc4L1Hgp54nuCnKMzvmdMfYtkWlWqVaSlT2R8E1Ot1er0eTz+9R6wbwyRLc8rlkn7+b735lpCQLlRjJNOp8PevgF1YijMNOV9ihP01TIM8ywnCUHPb9u3fz8EXXmDL3VtIpLy2bVpYtkMQDHTVOk1TolhI2Co4ixr+SJ7pSnQYBLz7zjuQZ+IPEMeJnDuSkhvgyCGMWZZy333b2b//AAck7GXnzvvI84w8E51bgIpfloTsNs1mU/xuksp5WugOzx//9Kd848EHSdKEN986DsDmbz9HHMWUTJOVa8WamZtLNFTBdT0tfV32K3K7yAkCURFuNOrEcSruRziU9yImSXOyLGUgu7hPPPkU3W6XZqNBIDsyfsXnlptvpuz7tFtt/QziOOabD32L3/u93wMgiVOyLKDZbLB2k4DOnj/6n4v5NrbovGkJ1TgikRVE1VWzbEtWOlNdGTx95gyVSoWJiQktyZqkCY7tEEUx+/cL+F6aZJKTlOBJqMNbb73Fxo0byfPCyAVjtMBGMuMXFwP4RbIcJeuthGSkcIhhapx3nudk5MRRzLZtArazf/9+Xjh0iC1bNpNKP7AMC9Mwx+b7qe6omqsEontpGAZZOuqAJHHC6VNnSOOUNJHyt3kqrsuwIM9xHDl/y3PZsWM7h188xKtyoPPWrfdQcl2iaEgkpb1LnscwinAsi1AP4zaJ4gQDg//mHwbyOz8KZBw9dpyy5G7U6w0sy6RUKtNfkty6do+cDM8r0e52C4PPY9I0Y9/+AxoSmGYp9VqNr33ta3jSf8vlshjQ3A80XDYahvS6PUrlEkEouqliBlmZ2bnzlMsihpRKHu12i1tu3cQtAilLlmWsWnU9v/nrn7B27VpgfFh1PAzwffE5rcUWzYkJOUdOoR5ssiwnTUed8lOn3seybMoljzVr1gAQBgNMU3Av9u0TfuW4Lp1Oj3q9Tizj7vHjJ7juuuuAkd8U/ae4ff8i+5VhCfiVUdhIsjwjzwpQcdMgSzPSLGX7ju0APPvss7xw6BD3bt2qu0FpmmLZNlmSjqFVoigeo6lYpkUSJZCjIf3DcMj7J98nz8VoBgDyXAystUwBWVPDTQ3Ycd92Dr14iCMvHQbgnq1bcWyLOIk1JzpLU2rV6ljHWHR84aqtP8VxxZqxHZe1X7uEc+fO8urrrwOwYb2AbX744UesWrVKfL9kEYOcZnOCdquNKWOnZYpOTFiI0d12B+o1kRsW+N6dbhvfL3HunMjX3n73BBtvuoloGOlcOElTSl6JLM/4S39PvC4MQl46coT5t/5LDTVPTAX7M/T9zbJUjmcR97Rea+j7Gw5DGvWG9ikkxzbLcr3gT586LedXlbSfZmlKngtkyqEXBaTWyA1MTKJoNCLgxFsnuHnTzeR5wacwPt2W/Byx6ktxSMpyMSAsL3yTT0HoFAG5AA3K85x2u01/0KdWFTCXXr8rlJsKG1mWZThSNet5eaDZePNGmo2G2MwUtEdCvrZuvWc0UXs4FMHfNMijERHXtEwcx+ba667lrbfeBKDkleh023heiSgWCZRhGDiuTafT0fjtIAqwbaFE8uBDDwHws5/9DLJcYKgldMwyLX74G2fpdruEoXCG3bsf161+wzAxbJEs/eAHP6BSqRIM+iIpBfbt24/dbjM1Nc2SJIA3mhOsWr2SQA4jVN9x3WWXEScpUSgC5mAQ4JVK7Nq+gxUrVgACenHgwD5OnjxJyS3J71wmDEL+6I/+kEZdJKz+ZTHX3nADSfJ1du9+nKkpAS3q9/piYOEw1O3fMAw1kV8NgbVsiyzNGAwGXHfvKIi0Wi3KfkUTgJM4YTAYkKSJnmRu9Uw5hbkIYcg/9XfjF/y4pH1EffdcJm/S1wCMTCjueJ6rX58mCUv9PkEQalhWr98jSxMcx9Zrz7ZtSnL44quvvgbAdddfR8X39SwiQCu5bdmyZUx1sIhL1jAEKVJy3fXX8faJE4DAN5fUpHsJs1SzuhqNhm77e25JJjs5t0vu0wsvvMDqm/89Zz76iNsuF8mTZZfYtWsXtmUzNyc4Ek8/9TSLi4tcdtllzM8v0GgKuILi5AzlYFyAYDBgcWkOwzD0PDI1H6LX6/Huu+8CcOzYMXEY6nQoy+9tmTZPPvU01WpNf5d6vc769ZcTxwmPPPKI+C6exxtH32DVqlUaOtG47yxJmrLlOz7/8G/19PNSs1iUkhag4cKO4+iDk+e6JHLe2mZ53X7Zp9NtY1suJa8s10kooHqWoXlfWUEAYmSf9qmvQgniU4FVyjRljPxKJXdFv0rSlP7SEmEYUq2M/EqpCyoIcZyMYFuHD4vk65ZbNuG5npzJI3zFsR36vR6bt2wuTKoPMWWmGWcZSQHe48pYdfyttwCoVKqcPfsha1avwXXE61qtFvV6jW63S0VyL5Is585HnufsR2fZtv1bAHzw/gf8zr/7d9yzZQsTU2J9njl9hjRLKXke114r9mzHsnnltddYXFzkV777K2Px5ic/+QkzK2b45NzHgJxZ0+uz1GqRSR7X2rVrBZ8Wg9nZ8wBUq2I/CYctDUsKBgNuufUW3nnnbZ3wNleu5OVXXqbX648dQMIgZMPmkibC33vvvTz+29dz//338/RTz4ygV5JXGRYGWvtln/5ggOd6Gu4qOH4OQRDyta99DRCHO9OyGQwCqpIrq2CtcRzpZ7i4uHRRRdyvmql7PmZSEErFaUP8D47laAhrlue0Wy16/f5YrIqThDzLNJ8lTVJsyyLNMl44KPg6N0shrWKs8qVA1913j2JVIDmakGtIGyifcsZ8Sv1sqdXS/uz7Pq1WawyqHEUxP/yNs/T7l2nxrCNHjnD1NVfT7fVYuXIlIDijTz/zNFdfeSVzsvhmIIrDiwuL1Oo1PcOyVq+RJonm9AI4nsv8glClVMUyMZcvIYxCFpZETpiRsXbtGhzHpS25srVqjVbYIk1Svb+4rst1111L7c7jrLxRHJz+8F+sJ03Fa1TRXfH1d+3axZ5n9jIrBb3KZZ9Goyn5XErMoaTnT6khsLZtk+U5wzDkOhlbHdeV8G9Df5coivTA9ED6o4KzqubBF2FfikOSYRhgipOh+v/cyLlQVc2ybRaXFnS16IGvP8C+fft5/vmD7JKDTD3Xw7EtLVkIgqTquRZHj71JtyvwkXNz81QqVYbD0YA+MLAsm4nJKeakeketViWKYoHTNk3NV7At0SlZuXIVhw4dAqAlB1d6XklzIEzLAgxs19Gn9MwRB4CJss+SVBjxSiX27tvLffft5Nu/ehIQwaTVMnj00cd0N8ayLb7zne8wPTPDP/nf/glXXXs1AC+8eEgPw1NVjBtuuJE8z/joo7PU5AGm7PskSQoYDEOxqPuDAZVajSwMcTzxu6ubYmL44ZePUK9U5XcR06ZXr1mj7+39O+/nyaeewCuX9NNyMofjJ05grz3BX/3vppgWuSb//H8SynSlcklvNtVKRWOA3377bUA4o4GQKS8qiDUaDfIcbrrpJv2sT506xfz83GhIYhJfhH9TbKsU+0q/uGYaJqKAIqv9uajUWLk1dnBybJdWu6Urwrt27WLf/v28+OKL7Lp/FyCKB05ZyHQqXkQUi4332LG3xnzKX7eOXn9QEBJIyYHmxCTzC6LC3Gw2NQ7ZsW1UwdCxbZIkZdWq1bx8RFS8bUcMMnUcV3dP5uYX8Ms+pmXjycGotmXrYc5XbxVk2Mlr58GY4u/8+m/wm//zbwJCceu119+g5HnMSx+/fP16kiTBtmx6/QGDQGy4USJ4gnGa6qTRsm38apVGo855OaQyHA5Zai1JMQrhU47rctfmzayYmeGVI4Lwfu7sx1SqNRzX0Uv0k/Of0Ol2yLKcRlNU3O66805WrlzJxMSE7uYoxcqVK1bwV/7+uzhyL/k3/3gS03UZ9Pt6sK5jO9iWzVKrxUcffaSv2zAMTMvSFb9BMMB1XWzT4YYbbxC/6zicO3uOjz85x1B2yi6O7/60T30VTEjgmoCsKJuGiFuFW5CRSb9awpexateu+9m/bz8vvDDyK8exRcfHdfSeleU5jmXx6muvac7cqdOnWbduHUYcab9K8wxMg6mpKa2A6PtlhkksOrOGQS4vyrEd4iRl5cpVvPiijFWtFitWrCIYRppDVKnWGEYxk1NTdCWPYNM39jExuYaXXjrCS0eOAGKA5Ne/8XV63a4epN7pdllqtZiensGS8fTsuY+5fP3lkMPHn3zCUBay4jim0Wzw/R/8gPdPCm7rkZeP0O/1ieOEWL7n+blZ5hbmsU1LC51ceeWV2LaN75fJMjlUPs9Yai1xz71bOX1aENk3XLGB5kSTbrer75ljO2IfsUzdGQ7CATd/4xk+/vhj9u+b1kVQMTg9ZWJygrIv9piFpUXBLUlz3j0pYnSa5uQITqIrfbXbE+IVjuOycaMYlmtaFuc/+YSPPvpIH7qGw3D5kMSoa1OMVaKzZIxGf+QZruPJ/E88jwce2MW+ffs5+Pzz7HpA+FSp5OFYDlmeaXTJcChGuBw7doxOTyiozi/Ms3r1aoKC+IgaYDoxOcmCVBoVkvVS5MoYdZAFV0n41KEXRTGj1+tTrVaZnJjUhw1broMwHDIhUQ+D6m8SRd8jTRM+eOcUIAptQRhQrVapyiLw7NwsV115pR4qC2CZJnPz8ziWxfsfvE+1Ll7baNS1IrPiwTUnmkIO37K1cmpNonFWr17D3Jw4TF2+fr1UHB4Nv+7LApkS4AJxAFXCXRs3iuHqV/zTHvv2HcDll2h3JE+pWgNyrZpbl4PKLctiaWmJer1OpaIQS0PiOCbMh7zztijuW7aNKbuLqqPdlx0yy7S4XsYq0zSZnZ3lwzMf6kNoFEWfCkf5RcLT54lYX4pDknKKUe6W68qBVgLKc4ZBn8mJKb3ZGggYgm1ZPPnEk4CAvEWxKbtHYnM0LYs9e/YSpzEVmfCvWbuWPBeVbgWNe/KpJxmGEcNoKB+0OBhYmZjDYmBiaUeGcBhhWQ6W/JyjbxzjjjvvIIpiYkk4i4axUPyx3dFJO4qZmZlhYWGBRLZhv/6Nb/Dee+9xx8MHCELx2c8deJ5ev0e90WCXhBj+9m//W15+9VUsy+Ky9eul44qE7v5dD5AlMc88I+BoJc/Dtmx832cgCalZnlOp1rn2umtEi1PcSBFUc3Ty1Wq1mD1/ntm5OTyZQMdyE0mzTKu8PH/weQwMFhcX+f73vw/Av/7X/5r1l19Ou91mYWFBJ6Pf/tUKK1eu5Ef/yB1TWTJNE9/3OXXqFIB2hquuvkpDuZSaS5Kkugro2BZT01O89/7JUXvcEDMtTKOYxKkv+dUJRmmaju0ESp7aMEat54yM/qBHs9Ekkod6wxSzkTBNnnhSTN/esmUzWe4QhqPu0iAY8NSTT2Nahk6KLl23Ds8rUfYN3ch78skniCMhoFCXogZ5novDERJGW7jGYDik5LpYEiq0Z88etu/YrtcdoJV0lpaWCtLBfXq9HldtfZRwKN7xkksvJYoj9h84wPU3iI211e5Q8ct8MjvHjm1CDjlJUs6cPs0br7/BYDDAk5WzyYlJLl9/OZZl6e+tFBWzPOMd2bFdWFzU81s8GaimZ6Y58fYJTp06paVWvbLoYv34xz8eCVLYNoNggF/2WZRJ8e7du5memeHaa67B9+WhS3a5JyYmueeerbo6fsvvD0mShH/090bKZ6lUfFyxYoaXX35ZPFfEY79p40adpInqtoA6qGdj2yYzMzO89/7JwtoZQSPG7avlU6Dk3gtdIwlfLfqVgUGv36PZmNCIAtMQBSYrz3niCSEssnnLFsqlkiCJq65qkggxHwOmZXXpuuuuE9VW19VP4IknnxTzuPLRXpymKZZlY5gmIlqNDrHhcIhl2dpXDx58gR337SCOYr2fDodDsjwjCEKmr/sdAJ584jjffPgRrr3uWp18lUol0jTliiuv5OjRowDYrsOmTTfrRAjgkksvYeXKVZw8+a6Y3ySr81EUsXr1ap55+mk9NuL73/0eP/rRj4SilYwN5z85r8Vd1EElkTLEtXqNUMLtDNPEtEymZ2ZYJ0eCxElCGIQ0mxP0ZYGh0+1SqfiE4VBCvoWs9/T0NPV6nX/0b3KefkYoY/7ktzZQqVZJkoSlVks+QwO/4hNHMbOyQCK6tTHX3XC9hhi7ruhQiNmF4tnYtk2aJLz99ju6A1aUiv4qW5ZlY1uJ6o4UYVJ5njMIBkxOTBEORwImBmIPHeV/W4nMiCwTxQbkvz/77F7iNKEq87/Va1ZT9kpYjk0uoV+7n3iCJI5FrJI+Ia5FwJcv3O3C4VCIsUjI27Gjx9h06y1CzVUdrOfnMSyTWrVKu/w/AvCdb/4SrXYb3/dpToiDU5qlOuapzo0S1jl69ChrV6+R15OzYmaG+fl5mpMTugCQI1QeB4NAI21yctIkJctzpuRekiQJzWYTy7a59rprAJHz1Wo1Op0ea+TnzM8v4FgWpm2TyLiS5TmdThu/UtH5bb3Z5Lvf/R4fnfsjhnsFKmoQhpDl5LnIa59+6mnxHSUUMooi7T/T01PYtpDeP/ex6Cq7joOVW9y86WYdJ+NY+FqWZhourpoBJ06cGBWPCtDlL8qWhRuWbdmWbdmWbdmWbdmWbdmWbdkK9qXoJAlBhXFOku4kZYogKzpDaZroSuji0iLb7t3GYz97TJ8qX3rpiIbaqQKo5Vj0BwG2a3OvJNIq0nqn18eRXYgkzbjn3nvJ8tHpMU5EuzJOE7Ik1qd9Iwe3VMJxXO6UMqbPH3ieJMsouR6W/PBypUIeGMRJgmGI63Zcg7n5BbI0ZUoKEzz4X7xJnMQkyQTP7t0HQDAI+O73vs+/+lf/ildeFfCjDVdcSRAO2XzXXRx98xiG1rVHTlwPtQyx6zqcO/sx/f5Ad9C8UolGo4ltO4TDEb8kSVK8UkmfwiuVCt1eD89zCSQcY9PNm8iylFKpxEGJ7e0PBjiuw/oN69l3QJDtq7Uq33r4YX7rt/4Fa1av1YNnszznvffe5/u/3uP4vk8AMV8jyzL6/b4WrHAdlyRNuOSSSzSMzpWDfk3D0njwcqnEyhUrKZVK+neH4ZClpSWmJicpQusUsjnXf/vFNlMO59UQhizXUCHVGcjTnJJXEjLyBSnf7dt38Nhjj+rW+ysvv0KW5wyCAM9RA/ESBkGAX/HZvm07AF7ZI41TeoM+tiUHXFo2992/HQyTWHIN4mFEteITD4eEUUquOAN5juO5WLbNHXeK2S/79u6jVC4TDALdiQ2CgNwwKPtlhhLff8Xdf0yv1+N7P/ihhr/2en1c06TV7lCW1bk4SsgNg8fGP7oAACAASURBVKmpaS28MD+3QBQnOK5HzXEI5eeoLmcRcgAGruexsDCvZ0+4roBU5FIyHOC2227X8sV79ojq9MzMDD/94z/GK3n88i//MgC/+7u/y+TEJN1uV1edgyBgbnaWudlZDS2+/fbbmJmeptvtjJFOS6Uynlfiv/+nHR79kXhejuNgmgadTnc09DIXg6KbzYaE244gw7bp0JUwFL/sMznZxHO9AixoyOLiooSLXKybJO3zDP75C2oCUTCC1406SSa5ISvguUGpJAR8FGS81W6zfdv2sVj1yiuv0JeDXpWwjlcuY0hY8+a7hex1nCZ4nuALKPnoDNi2Y7vmX6hrsW2bJE1Ik0xXuA0MXE/EqruklPbB51/AK5WIooTFJQGTMU2bWq2Cv/7/5MwZUdXduesBkFB3xdGzbZsPz3xIOBzSlgOgSyVPCCUZhva1pXaLWqPOpZetY/b8rB5UWalWqVarnJ89j1cS+8nefXtJs5QHH3qQRx8VcNnpFTPkWa67xiCEMkolj0E44PY7xEy/OImZm52l020L/0AMb51ZOUOr3SaWYzJs16I/6NNoNuh2xLW4nsP84jzlUhnLtth5/04AHnnY5y8/8CoTzUn8qvg+Zddjqd3BINfw9xyIk5QVK1YSyHgquM2i0q4GZFcrYji075dRiyeOYxYWF5mU4z2+qibm8BWElqQcvFGo4Wd5KrgmWaJRI4uLS2zbtp2f7f6Z/v0jR46QyNEPWqTLcQjCAMtxuFeiB5DD0heXWlo4yLZtduzYTpbnWrQozTI81yFOE9Jk1O0xAbfkYbsOd24W+d+LL7yIV/JIk4Q4FntstV4nzTK+/Wvvce7jHfK7CIhtr99j/3NC2GPnfTvJ8oxqrabnAHleicZEk5tvvpkVM4IXfvSN12kttoTYWTTEk3t0bogO1MTUlBYx6HY6LC4tEicJrbbwi2q1immZTExO0v9I5GVxkjI3P08cp1rsrNFosLS0RB5HuBIptWrVKhYWFgijoc6ZszxjYWmRiYkJbv+WyP92/84N1Gs1XNcjDId6rxwOQ8qVCq5tU62LWKcgdUkU4UsIXp7ldPs9mhMTWuTGcVyCcIhr2xp67jgOjXpd8zUB+lmfxaUlDW38IuxLcUjK0uxT0DoFYVAqGEma4LmegJ9JtYxarUa70+KbDz3EO+8K6MvJ9z4QQ/Z6/RGPJ0+pNxrcu/1evTlWaxXCYUSj0aTTERtZbhhYEresoHpLrRZJEhMEgYSsievp94RgQBzF+uFesu4y3jnxDmE41ByPickp1vpf4/0PTtORmM2yJzTzb7n1Vn7pbwrVujiyefypJ2m3OrpV+9f+xn/F7t27ufqaq0ULE9hy992ASKSaE016Ujnr0ksvxTQtyuUKTTVTaVEEFrFYxe/PzMywdu1ackwNa4jiCNMyGQ5DzZXwPI/mRJNOp6ODulcqkaYJnU5HkwsHwYB6rSaGwkqH3bBhAz/b/TMMw+Dhbz3MH/zBHwDoidKLi4usl8PRVszM8O7z3+b1117X3IcwDJloTnyqdWpZQhGwONQySRLCMNSH6SiKOHbsTbbJKdjCLg4LuhhW9RfFxDDLUZFBqUeapql9KoojKn6VVrtFsyE2Fbtu0+t3efChB7UIwekzH2GZJlmW05JYa98vMzE1zeYtd+lZBkQx0TCmUW8yCNR8EJMsF16jkqdhK6Ld6dLrCU6DIpj3en0gZyCVDAEuXXcphw4dFpAb6VMzK1dSqVR45dXX+M5/LWBh1157E7/7u7/LM8/s0TMuTNOk0Wxg2QMuX79efD/L5rXXXuXqa67mow8lX0ceKH3f59zHH9OYUBhqUyhXlX2trCdmEIUsLCxgy+Dq+xVByK9WNTw0zzOq1QqmaWmi8c2bbubNY8eYm59nnwyOXqnEN7/1TfY+u1fjxsvlMsMwpFz2tU+89tprXHvNNcysWCGShEKSniQJvl/hL/1dQaZ1HId//89WceSll/T1uI7DipkZ6UMjPk3ZKxOFkYZCGQaEYUQQBHp4YJIkvPHG0c/kU7/wlkNu5KNYleWSYJ5pHxNzpSpjftVoiAGMDz74jZFfnT6DX6mw1FrSwiD9IMB1HLbv2E5Hcv3q9Rq9/oB6o0FPJt2WLdZVJgctg/Cf/mBAEIQEg4BcxqqBjFVJnOhYtXr1Gp577iC1ag1bJn6Xr1/P3/gfWizMX8VaKUIwCANsx2FyclLHxDzPue7669mz5xkmJFzo5Mn3aDaaTExOaGhqFEeUvBKmJYaf1yR/olKpaJjdouQp3nXnXQzjiEOHDvGrv/qrAPzLf/l/yX0n07yGXq+HaZq0O5+wTypgbt58J71+H89zNXfDcVyWWkIYQfGMHEdwVWzbwbJN/brhsEtGRjKMNdy83Wnz/zx7B4/97DHa74h1PxgM8FyXl19+TUN/h0lKtVbHsExKltifLMuUBSVHJ2+maQoBmMKMmDzPOXb0KPfee+9nXX2/kGYY49SKLBXKdqaZa59Sw0Z7vb6GBjfqddqdNg89+BDvnhT533vvf4DjOPR7XWyZ/9l5LvO/bXSk0E/Z94mGEY1mQ8MxMcXBKc0zSpLr2u33aHe6BGHAYDDQ1zjo90nSlCSO8eWhpNFscuLtt0niEZd65aqV/Gd/9xz/4T/+Ry5dJ2YdXXbZ5TQmJjh+/C3uv19w6U3LwsgyBv2+hph1ux3effdd1q1bx5GXBR+wVq0KzmCnAxgaCmo7Fqc//JDLL7uMvryvuSF4VllBxCUchly+5nKSJOayyy4D4INTp6jX67RabT7+RBRHLll7CUEQ4JU8Mka5led54hAq1//i4iKTk5MM+gNdlNn5l17ln/0Di9tvvwPPK3H31nsAOPLSEZb+X/bePP7zq67vfZ7z2b7rb599JsskIWExIZCUxUBEUQi2BAq4XNCHtei12kVa22p7e+1Vetvax/XSRy1WLdcVhdJeVNCqgAmLRAgJhEyWySQzmcw+81u/62c95/5xls/n98sAP1raG8ff+SOT+c53+WznnPfyWtbMnIztmjWZTJBBwINf/KL/TlVVzM/PI2RD4TOQhJEp5odRvQ7lRcE0nfpicFEWHDlyhFfdccfXZMxud/cSzwVM7K/+9AeN0K4nryqfJHlCflFy5sxpyrL0C2uSJCStFlmaegJpu91mOk3pzfS9Ss5gNCSJYkQgXY6DDCVFVpC0EyMFiTGEW5ibZ2Mw8MGll19VRuzAcQ6yLEdKx+MxC3NVKWvQFyIDc2vSaUYUhaRpRqdrk5I05cDB/fzgT635IOh3P/x7CCl5xzvewft/x8j+XnftteRlQa/btwIQ5hoZlSODMXcVlLjVYjIe02m3OWexnUVeMBoOGQ5q8upVVx1ifnGRaTr1G0plH0oFXqoyTTPCMDAYfHufzEKVEAYB63Zynjt3HlDMzsz6yrPWmmk6ZWlhkfNnz/PWt74VgA/8zu+QpilRHJM2jBH3799Pv9/nV/+1UcHL0ozDhw9zw/Nu8GR9MPjxJKkr3GmaUhQFDz30EEOb6CatFlqrTRuPWYQ3TxlHIXjnz779ikyVfvWnP6iFlL7K7DhKgQz8nMryjHPnzlEUpefDuK7cNE09gbrT6TAcjZlfXGA8NEtwVmRG7r6qfNKal4XpTnValLlblDO7mQ089y+OI5Q2BQYjU193LLa6bxv5emMY54ihs7OzpGnKt3z3A3y73WSOPPwo4+nEmiDX3Idev086nXruXytOUFobE0JblV9dWeHE8ROEoTEm3HdgHwBRHBmlKil99arVanl5Xzf3BoMBo/GYPbt3ewNWp+gohCDNTcKYJAlJFPuNAoyD+sbaOu94+9t53398n70+MdPJxODtnfGoNvehrEpuvfVWFhrfb77KdC/AyPNHUcSPvvU4uQ2+W+02N9xwA9dec43fULLMcAy7nW6tblhVjEYjHn/8cV+973a75HnOnXfeuUWqeMveYTtcP/gz/8sVOacAfu2f/ycNNW+iTpLqYLwsS86cOWv2Kpv4tlotWokpVmWNeTWejJmZnfVV79F4bJSxhKByxQcpKPKcVruN8gI1JXOzs6ytr/ulza/nqkJo4YnceWaKYGgIY0cAN8UQtKBrOyX//L19nnzyGGVReuGhbq9HmmX0+31fKAAjNnDq1DO+K7l3715jTB0ExLEVSoiM6pszfAxtYrIxGDAajbj2mmu8OuVwNOLA/v2srqxy5uwZAO666w386vv+H/s9E3+O7jy7PbOfBmHI7bffxmhUd06TJGE6TWm3W/5eKaXQtmvhVMXcWhgEAZJa86fT6Zr9XCk6FoXxsd+4mY3hgHv+9JN+fRJCcvDQIa46dMgH1lEoGU9SkiTa1I1N04wjR47YANfMybIoePWdr94sV7x12Hn1N3/me67IefXr/8eHTPxn/16WhVGyl8I/X1mWceHCecqyYs3OqcTNqSzbtM5N0yndXs/Hf8PxiCSKkWHg90MhJVVZkrRaFLYDmBU5c7Ozdq+ySXQcocqKUpk4yO8tWWZiMq190F7mBWEcUeS5f21tZZV/9PMB7VaLP7vPoG/ufPWdjMYjsjTzRYvBcMji4iLDYf0MK6VIp1b+3sajBw8c5N5776GVJAwGQzKnomw5UwcOHCCKnXw5Rhk5z7xVhpDCo0wKj5hITSF9OvVdut2795gkySZFgEdVhGHo9zkw+/FkMvFKrJPJhDzP+bG3Pc1Lbn1prRQ4MYWejfUNvukWI77VihMqrfjkPfei7OQr85Lrn3cDz7/xpsY6qygro1LojjFLU7Ki4MiXH/aGte1Wi6IsefWrXuUtGSTCo4k2RYFye3PqOZEk/b03/RMtwF8kJ/ErhfDtvyLPLYyklg6WUhrPkCCoVdBUhdaCbrfLul2A+/2+D/jcqJQyE0EIKieTmyS+UuUWUSmE0cq33a1mgB4EAa1Wyy/0YRjS6/UYDAa+GmDItIElqJsb/u5fniXPMy5evMjHPvYxAObnF3j961/PAw9+0cPbkiSxJDXRIL0apb2yrGwlsXFO1g18aKuNYRhy/MmnTPfALg7XHj5MlqXssrLeYDb1yEphht6zxtyD2CpnuePRVjXmkq0EjicT5udmGY/GvvpfViVZakiNG2sbfmO/++67+chHPmK7HJtlWeMkZp/1AvjdX76eVtIy8EMbKHS7XabTqWlT2wprp9vhhS98IVIIPvnJT/n7HwSB9ydxv+G6RqJ+EdBXbJL0d/7aP9bNuVIphbSwGRcY5FYNLrIyxGDue1la+Xz7WlbkIAKi0CjIgQn6yqryAT1Y2KydL+432p0O0+mUQEqf6KuqIggEZVl4xUcwi3USJ8azyMK/wiCk3WkzGo1o2yDkNd/zABuDAbfcfLMXJFlb32B2bs4S6+vEOraLvCtkFEVBHMeUeeEVs/bt2csDDzzAMydPcvU113DN4WvNb0cmoXRu62DmVG7XItWopjnxGdex3b9/vymuoL3/12A0RFeKubk5X9FUSrFyaZnllRVedpuRLr///vsp8twETqpe67IsJU5axHHMrS+5FTDwCVM0yT3MoiwLWq02n/rUp/x8/qNffxEdm+y4e50kCUVuxGdG9nrPzs5y+Lrr6LTb/Omf3uOvY1mWfNu3fetl/VyaW4+QXNFJ0t+9+6c2FfSc79imgp71sYriuFatU4qiLGklif9slucgTQfTJaQ96xbvIEfut9xvuKJaFBkhlVartVmIg3rONwN004lt+70qCAI6nQ5aa/7Bz5lTeebkSbLcFCrc/hfHRkY+y1IvZpRlGUpVPPPMKQ+Bve7wdQyHQxYWFryHijmHgCCQRrzIJk9lWZLnOadPn/Y+QcpW0Ztz7cyZM7zmzm/hwx/+sEeFFEVhBUfwHjFhGNDtdrnhhusa9iBGgl1raqEErYy4idY+2JVSolWFlJJ2q+1/uywVnU4HVamGN5zmIx/5CCc+9zamdt2pKs3MTJ+iKL1iXr8/Q5pOCaTwyWYcRdx8yy2UZcn99xu1y+l0igC+tTmv/hImSX/b7lVcZq9SvqCXm8JWY22XQUBp55qLHauqAilot9t+TvX7fevZWF++qjL33PjJmXsexzFpaiS/3e9kmSkWb2dOhWFoi/R1Afr7f+KiKdzFMZ+39/2Vr3gFp8+c5ksPPWSCebDKyeY3amVYjDhRt+uL9qPBkPF4jBSwur7u9xHTaYmY6ffZZWGxk6np0qyurrJr9y7AiiZFEXme++LkaDSi2+0wGk3o2D0WYM+ePQyHw012Hu7cXBwQx7FR0GvEFXEc0+12WV1d5Z577uXEn5siebvdtrDyvt87nXiJF7/BCCk5jzQnC95ut1GVidldvNHpdrnpphsJw5BPf/oz5r7aLte3fQPn1I5ww87YGTtjZ+yMnbEzdsbO2Bk7Y2c0xnODk7RVsk9Y+UJLNgdTEdYYJ3OXGFa2da50/XkpJUKGpFnmuznTdGrkj6XwWaUQwmfvrsKdF4WpMInNlVIn5TkcDhtt9trfwFUNtK2gNztOQhgnZK01P/vLptMymUy5777PcunSJS/D/dfeeDf3338/aZpy6NAhAN9q1hpPBBWWGyKDAAEeTz6dTuj2ely8cMEfY57n/jgc1EnadutoNPJSis1KSrNA7M7HVdLMeZhr7qqKeZ6T57mvoICpUHc6HQpbtXaSlEEQMB5PmJub9ZCTIs9pd0wFz8lCvu77pszPz/Of33uNr3ZMJhNzLfPCV+arSvHwww8Tx7G/113rbv3wkUd8F7LZQamUOdd+b4aFpQWu2CHFprniKmPeBwRjNgc1X8kNR/52IwgCykpTaeUrsKU1GC0KAzEAAz1yXUInNVyUBWEUGiNbB3UQwpBgpRFEmLV8gzRLPccmiZ1AREU6Tel2u7zqLUaQ4dy5C1y6dIkD+/cj7HM9OzcLwrp32+PWWhm+nZQ13llpyrLahC+/dMmYw1511VW2k2aq9R4em+f++rlqWfN8XHepssauAOPxmKWlJb7w4APcdKPxMkuSGLS5B+77oihi7769DEdDbx76Qz/8Q/z7f/cLgIEjgJnfYWi6V1mW8ZnPmMrZ4tIiN914I3v27PHVPWUr4y9/+cv40peM0e8b/sajPPhH38pFa0rongmlNVWe+zmaphmPPfqo8Yubr8mvVaV46KEve5ljs/4poijyZPldu/cwZ72ertThxYXqljQaC7+z8A7XMbncvCqa8yo08vdpmnrvF1fhhka3CrPXKaX88+U6okIIxg0hm1CGfp9ye5hDMkwmtX9ZYqF/3/GOL3P6lOngCzt/Ahn445HSyIcnScv7KVVVxalTpxlPxn4OjEYj5ubmkFIAbu+Tnlc6NzfPyuqyP57JZMJwOPRG5WmaehELd4kDGfDRP/gDur2e52Kl6ZROpwsoL8iQZeY3Tpw4yb595lzm5+dRSpOmY88zMtV/szfnWS1n7uDfUkj/fIdhaDt60u9VYRBx9913k9814d/8Q3OQDmoUBKHfO133wXV0zTUrefDBB4mimFnLU+v1enYPe8SvK1JKD3N317bf73t47ZU4tnpFCcsNcnEJ4CGbzVEpi6ZpwH6DIEChN80p9z3N35DSCORXSnnkQVGWJk5QqsGFCew8NrBm50XXardMvCPqGCyKYkbjEWEY+fWhP9M3MZtWdK2xsAwMXPu1r32th/857tDMzIzvTD11/DjXX3cdk/HEPx/j8cjEg2VFEsfEdn/I8hwhSiaTiUdXxHHC8uqylZ83n19bX6esSsIgILFxYhgEjEYTWkniYXR79uxhMBiwvr7u16M0TX3XyMW8LsYsy3LTujWZTGi1WnzH617H709/E4DVo++k0+347irgIe9lWXkkBOSkaUoYRn7+KNttqirl/cjKsuKRR4yRr+MsuvHoo4/7rrsQEAQhSlVebKnX6zK/TcGU50SS9BXHNrnBglrFCy28u7W7aYFVlds6inIzrMHfZFXDhbRStNttVlZWWFxc3AS7KcvSQMCaRLI89y1IMA/Wvv37+OH/begf/t/7vd8njkMOHTrkg5jPff5zCCE4eOigT+SU0p5vsCl5MT9mglTvXdE2CV+jfdxutQlDYyTmHohABj5xc+cYRRFREFBUlVc+C4IQMPAEp7zUarWYTMasLK94J/FKKarSBIcuoalURZEX3lfJBWBCSubn51hZWWVpySz6RRCQ5TmtJPFJzaVLywyGQ97ytzTXX38DAHNzs1RVxa/96yUetQ7XQRiAMpyQg4cM0Xh5eYU4jsmtE7O9sUgPezEvjScT1KX//6Gm/7PHprmy3fdpQWALDE3eINryB7V7XpWFlW75fs1m9Uptsd6qotPuMLBBtvMWqarKQ+viOEZViltf9wle+lIDoTx69ChXXXUVWmtvSqeUSc60wMM2NLUHmzvumZkZli9dMnBZO9+HgwGqqojjhCCUHjLX7rSJoshw7GwBoLCQ1l6vVxv8NWAgbiN30OCm8g4ChhsDut3uJjjHwtw8VVF6dbvTp04hhCCJ4wa8sU2WZT5JdQH4+to6Txw7Rppm7Nmz217HlvfVuc1C+DrdDln2X/mHb/hO/v7bDefDFUGcEa85fmOYXVWlhzgJ4XiXsgGlCtDaXOrQEvqnk4k3oP3LNv6b5tXXMSIbvHnepw3uHCzdjcFgYODlReGfYzDBzMzMjA8chsMhf+WvforJtFcHQVlKFEb0+j0fVE2KFCmlDYZqvk8cR6Rp4PnBh689bBP4ktzyEQNrCJnnheFaWJ7uYDBgdnaWG66/njPW7Ljb63Hw4EGeevLJmj8hBDP9vp1H1ohdaabTCUJIz3FSWpPnJcPh0BfLhJB0Om0zpy2HwXBYq01X33mLmSBKNQLxCsNmUCinKFiZQK3V6vDuXzbr0z/+gUvMzMxuKpD0+l1WlleI4xAXwLhEFWouiFKa2BpLu591f2pdF0mHw6Evkv6lGpeJ/y67t/wPHxIhtJ0nNXdTKc3q6pqnGUwmE37y50N+7icq/sY/NgUBxAyhLQrE9vnIsozFhUUCKb1Zar/fZ319ncFg4JOFXUtL5FlGlmd0rcqp7nS90uja2lrN3S0LyrJC69TDyDudDigjNFMXyyVKuzjX8n0aEEYXE06nU8qytFD1Or5VtljjhtvnsizblISGoZlPcZzw1+6+G4A//INf48Tn3sLcXA3JLXJDl5FB6PdYaXlPRVn4YmlRFoZb1KCXb8mZN43C+l2BawwYVpIX3phMa5/QrzGeI0mS2PK3r+BC/VXOySUWGmMk2sQ4gnkgVLNaIQRRGJnXbXap7GolhfBKbTKKTKBkH47MJSVt0/2II4PZBmPeurGxYbsZ5jt//rf2s7KyzGRc8Nn7/gyATrvNm9/8Jj716U/zzd9slD+mU9M9QdeVwSRJfMeryQXQWqOVMQN1BMEoCpmMJ8zMzHjM5nQyNpyKJPETIgwMiXCapj5p02if9LnAyBy/3lTZc68FQR1ItuKEdsvg7DMngRrHzPT7tJIWJ46f4GUve5l/vVKK+fm5mhTe65HEMXlR+KC11W6hleKZU6f8MR44cIA9e/bwA/9I8/GPP+TvY5blCCk4+mnTfQtDM9lCO3ndNVNgkiWbyJWq8q7yV+T4KtJ9fq58DT5ic045YqifQ7ZJ1cT7CqirN+41Nxel9FUjgdlQOu0OaZp6WXGtoNs23DNXIUvTlDve8ud893e9gw984IOAedYXFxeRMmDVGhXHrbavQHr1KEvXDALpn+vpZMJwODBJmH3fxmCDKI4oi5wLF1a4dZ9RbpRC2vOsVTaLPEfbylyzSxsGAVrWxRiBIZbqSnk+5OLiIkJpKqW8sMNoMCSdTum0O3UnNk7M7wrRqERXXtRCSrFJdOXSxUu+Eg+wb98+er2ercaZ900mE+6441UMBgPe+ENOXe0kpx/8HtIs8zzGbreHVspwAJyYQ6lMZ1CXm5I2bZ+H0Fbqy0pRZpu5n1fc+EbOK623bn1fcRR5aQoTNj6plEIoDQFI4bh+ml6vZ5LpOPbFspmZGfLcVGff+qNPA/DQQw9x8NDzOPLwEQ7sPwCYzoZSijRNWbPKqGFszMizLPUJSDpN2dgYMDc7y/59++y5KCP6o/GFNqXMHJLSVIDdeTuF07nZ2VogCYFWiqookfZ94/GYv/qG7+TDv/thcvtcddpt+v0e6+sb/tpIzN40HU9ZUSZpQ8HC4jzdbpeqzOw1zBHC8IOk7fqpSpFnhd/nAmmTmjCw64b081xaoaQszbwi2s/92m7+8A//kPt+95V+zVpdXqbb6ZhioU1ulKpsBb7mm2DXJ9XoOJpA1ATkjkeplPLCFVfm2F78Z1569oR51nu/WvTcfNt2YmSbYCilqMpaqlwpRbfT5Tu+78vc+mLDD43iRaqy5O0//gRnz5rn8MbeDFWl+Pzn7+cVLzfy++PhyFietFs+SY+iyHcvvQiFjf/a7bZfd6+//noeOXKEC+fPs7C4WBvvCmNpU6rKd5KCIPAduKqRZAdCborrtNaoqtrE28pTY1KO0gRu3zabKyjteeqhFQlSFlnivt8Vdcqy8BLrr3vd63h4/59z7wdfytycKdpLabrNcZyQWU5fhCBIEtJphohtQldptBQu6DCv+Xt0mfuttVeV1ZYbLKTw8V+lFKPJ+Nmfu8x4jiRJzx5bW7DuNfjqm5BR0Qk3Z7xa++CpSdyv7EPRhMZpaiUNAIqCPDVCB6qsahhRZiBm7/zJVX/hF+Y7vPe9v0MUxVx7nZEc/sM/kLz+rrv40Af/E+OpuSnvfOc7+aVf+kVuu+12n2C1222qqiIbDms52LGTHZb+hrvz11YPxi2wYWjksZcWF31lcXVtFYGBDRVWwc+p4gVSNEjFFRXWTR5HniuRYjP0Ks9y4iSi26lbwo6kr7X2m2gURWysr/PMYMCb3/hmv7D82/e8h8XFRZIk8fLjpfX5cJMFILSwj6IsWV42FZnhaMTZs2e597n7LgAAIABJREFU5uqrPBzx0KGrvHzot3+73QiLhH/x4277MUNhxAKEFF4ZRcvLwDyvoLHdueLG13qf3vIe2Uze3XMkJUkYmo5OQ1VPmdZELR2lta+MScSmKtfZ8+e545Wv5IZXfQSA0XDIG77zzXzwAx/0gibXXvN8xpMJ7SQislXntY0NM0eErHc/LZCBQIgIIaw8s03GozAks9+XpRkz/R5UmtmZGb8pONJqs1NUO4DnTKfmO91zFAS1QEpZlozHYzTaB1Tnz56jb5OXM8+cAkwAWxYFWivufuMbAZibn2NmdobxaOSTu6oqjZdLVfo1wx2PUorBxsCTySeTMQcPHmJ+fs5vmPPz8wyHA7rdHi+3vm433/xNJG8tETLi/HkzfzqdiP/4f84ZJSFHIBaVFW3RXl4d8IIwTbK8CxSv1PGNnlfbHUEYIJX0suxCCK8C6yq9LsFxQh4uQR4Oh/z1HznOa771NQyHJjg5d/4cg8GQ1772td53zlWEq6ry0KCqKo18eFnLGqMNqkDrukJdVQY9IIO6oFdVFYWqu0pOcGdxaZGLFy6aNcB+5dkzZwjDkKWlJV+A63W6xHHM/Ny8V5csygKVV8RR5DstQgqkMHLRWWqCzo2NgRG6yAtfwa8qRSCkkRF2qpHCVtSFJAwakC4Figpd6fp3yI11RpKQWMiPKkte+cqXk2f38IX/+hpz3N0uaZ4hZdAQQpK4/XrzM6E3PQumu1ta2J2D8V/Ze9XlxuXiv8uNy73nskT9y312e1mShU+GPpEBU7zLsowv3P8F/7x22h1uueUW5hfm+eSnPgnA8296Pr//e7/P/gMHvAx3FEV88t57eeMb38ie3aYgd/bsWfozfdI05YJV7+vPzBhvqLJkMjZz9M/v+ywz/RlfDHeF5UAGaGmAh4Xt5OZ5Yf3aSj9/8iy3Bb1GMaMyn9FK+wJFXuRGHVAI/+w5CKgQwisH5oURQlFWCRIMvaXIcyqlCKOQyHbG5ufmef7zb0K97X4e/vh3bLrKmxRt7VojhGw8900RhsZ927KG+uKshVNCnQRKKf31MlYom+HQX2nsCDfsjJ2xM3bGztgZO2Nn7IydsTN2RmM8JzpJz0IwuBRQbMFvN143f73MvwFSa3Sz/WcrwU1ugjBsLp9lApv+LXRQrSAglJJWEnPXDx3hqquMIdj6+gZLSwn33PslDhwwcIXhxgaHDh3iDXfd5TsgQgje/1u/SRiE/NiP/igAv/LLv8LS4i6ExnsmhGHErl272Vi/5KsVYRj5c6wLJsLwg4WphLiWvBCaoihZW10xLsfAYH2ddqtNVZZ0O65zk6O1Qgg85EBjukmC2mk6DEIE1EahQLfdoVLGU8dV1JUwXBVH5MZ+RgCzfWNU6H57YWHB+N5EDf8ICwlybvHuPkzTlCgMPd5XKcXq2hrTycR3tp44dox+r8+1h6/14hK9/gzv+leKf/MP6/MzkAaNaGC/jaP3FamoCjy7Ff2V5grbfJ+wc8d1KR3ZVVsJT/MXjbK8OHdlpYWver8fzP0ti4L9Bw7wt/73kYd69fsdENdy7z2/zWDDPEu3vfSl/Pb738+5s2fpWW6b68yMx2Nvbhu1Ent/5bNI9fZIAFPRFkKTplP/r512iyydohVcf911vqKV5hlFkSNF4rvFQhioXZZmHirhiLtSSA8f0kJTqpJ+t+ehDoGQlEXB3Oys521srK8RhhF3ve713pTwt3/r/aRpZqv15uh7vS7j8QStjSSxg184zLiTrwXjXTZNU2668UaPbx+PR1ZkYejv1+c//3kvme66uDfffDN/+2daRFGXljXvHQ2Nya9A8G//6YL9vgkO413Lx2vf+bpSxzd8Xm3zd6WQaKk3fVaVFah63SzynCSJ+Zs/tcrS0hJnzhju2Xg8QoiIleVl78uS5xkL8/MURc4jjxwBTKX4JS+5laKoULrukmqt6bTavho9nU6Jw5B0OqVt54rjO6kGDFVrA58TQiACY/4JMBmN2VhbZ3F+ftM6kaUp6TT1AhEvufVW/vOHPkQUR36fC8OAdJISRzG6MvNPC1NdbvIR02nGgCFZlrNoBUjCKEQKQZ4ayCxAlDhYtjD7lnCVeW26d7LmLAsMakFVlZ/7VZGjtOJVd3wza2v/BYBn7n8bgTC8QRnYzqqoUAqiMCZOnIx0yniSGn8z4erV2nbfFUrXEPvt8if+Io5tx3/P+uDl37Ptyv82L6l7xou88J5KWmuSVkISx2gLxT5/7hyvec1r+LVf/VViC6v86Ec+wnWHD9Ptdj03++jjj/H93/d9DAYD7/nU7/WM2EGS8NmHzXy881vupMyNDcpLX/ISAL744IPkWUZRlHS7XY86SuIEVVZUqqqNYydTAgF5WdaxlYXoojSqtOIUoUQiEA3ecFVWCG1EJtz5VVohsegP150tSgpl4PiO+4fSIJwXofD0jyLLmen1eOHzn0+3bczUP/1fXk6v22djY+B584PBkKowVBYXmwcysIulxuHBLteJd7fUQVbdULbbFdjPGruS7T0pz4kk6Vlk1kZHrRnIaqG3bDCNzzWFDZqJEHjzrKqqfDAAteZ9U7jBKXf8gCXeBVLSbbfpdDR/9MenePjhhwG4++43kecZt992Gx/4wAcAOHjoEK9/3euYTCbce69ptzqlt+98wxv4jV//dcAQwuM4RmnN3j1GjSfLC1ZWllGqot3u+decQINvttuFweo5eExqmk2JgpAgjmlbU8k4iojjiLIShvCBwWC3koCyqkmrZjEPDC7ULgKqUn6DcJMkz3NkYHw9nLeU1s5kTHrStlIlu3bt4vrrbyCdTvmPv/IrgMG89/t94jjmovVZml9YoCpLsjzHhVdBEKC0UahxCZ/ZKI03iAtKwah+HTlyxAcjURTzzXfcgdaTejJJSejbry6gawT3V+LY2pX+CnMFtvm+y1EEtd40n5yPSxiGm+Aj7v+/7x9cAExCPhoMKMsn+MIXhIduuiA+jmOOHTvmfoQwCNi3b59vvX/+858nCAJuv/12Zp0qW5kbPqFsiEugzGOvS1A1TKnT7pClqcdVCzRFbmB4UgjPIaoqo8DXhIJCvV64jScKI8rKcEacoIKQRsGv02579F+/2zXqQ6OxT2j27N7DLbe8mDSdsmENmouipNNpU1aVT7DSNPMcpdwK0zTvgZRykwrl8qVlvjidsn/ffgAOHjxAEBgfD6f69PKXv4wwjIz3mA2A+/1Z4z9nvXrcNZNS0u12+Ts/a+7Vu/9uaXkTUc0B02rTdboix/+EeXW5UXoISr2nueteQ0ALfur/jlhbk5w69YznvxhT2zVuvPEmzwt885vezHve8x7PcwO45Zab2dgwwg8u/gjDkMFwSL/XB7MtsbGxwTRNqcrSFw2lMM+MVsp7LKGtKhkmSHHw8SiKuPrqq+h0Oh5GJIRZk/v9Pn/ldiM2srS0BOKToOriXafTQXYlg41Bg5enqJS2fCjz06pUZKlRV92QppAyNzdLmCSgqk2wuqIy17bb6TUQwZqqVFTUHDtXEMjz3Kvyaa1pxS0+97nPcWC/4Wdd9dfvo1KaolLc+59ut789R54X1oex5mbNzPSZTlM8+k9I68tTF/Su6H2K7cd/W4eDywnEtufRpt/dJty1yEuCUHphKjfKsqTd7nihhLd913fxL9/9boIo8kWsV7ziFSwtLfHkk09y4vhxAA7s38/62rpROxVONbWknRhFype/wsCh8zQjCkOed8MN3PdZY0RblRWdTps8y00CYc87iWPS6cQULW1C7YW5gtCLb1VBQBQGm5QDm3Gv9g0DA/F1zyKA1ObZjKKo4SdWUVmv0jopEagwJI4jKq1riLA0vptBEHD4sKGj7PqR4/z2e/aTxG2/DhkOWEUUJX7eS2mK9oqvTTkTDYig+z4HDfe+kV/HPvWcSJLATZRNLzTbJ/WLW15/1ufs30y3RfjXqqpCVaVPjOI4JrP47R/5aevW2+4QhlCWKVlWS60WRcHypYvc8cpX4Ha40XBAGAYce+Iod73+dQA8/PAR7vuskfZOnOt4GDAaDPiTP/ljrwh33XXX8+hjj/HUU0/5qvWePXtpJy3i2YS1tXX72chWWRpLhT1/Q0nShJFVHIoiut0unXabFUtm11pZXoOgsg9wnqW0WjFKK682FIRmozTnZDfc0pjWxnFMah/e8WRMr9thYX6BG294HoAVSTDvixvYeKWMyd5TTx33ql1g5GQvXrxoXOaBSxcv0W63CKPIdwhA0O60abXbPmB1D30cx75SIgJJWZUEQS1JORqNGA4HhGHSkIK23Q1RBxbqCt94tjdX6rd+rTll+Hx6c3ynFYKalxBFEVHfqGV9798zVew0Tclzw3NYX3dY6YwkTMjSnOl04iV619c36PeMYd2hQyb4SuKEKIx5/PHH/e9KEXDtNYd56snjzM6b56g700MERubflSaFVv64XZkhCiK63Q55lvourtYaIaHX65hAzptzGl6HI7UCngNiNqPaDbwqTNLglXe0MeuNwsgXMpQl16K1CToxWPQbn3cjc/Nz/OZvGKnUbrdLVuRIIXw3p8hzEJLS4sKbhoOlVXJsFnuUVZ08ceKEP5d9+/aR5xm5lWBttztkWWaKCPb7punEbpq1IA3aSL6vrq3VMq0i98IYvmPfMBS8csc3cl7Vb/taI5A1bxZsgm6TkB/5Z2bdHAwHPPrIcZaWFlhbXWHFVqn37d3HhfPn+A+/+F7e9jZj7PjRj36UbqcFCL7nu78LMLK/jz76KEtLSyZBAU6fOm2SovGYtr33s70+nXabqqx8QBbFobFm0HjeWpZOkWFAFISURel5QHmWk8Qxw8GQvt0bhBCMxyP27tnrlez+84c+RCgDWkniOynTiTEU73a7lKXLaEq0KnHrFNQJe1nAYMN2m8PQF//cjShLg3qIk4QL5y8ghFvLQpKkRbvd9nt0FIW+MOBNfeOAsqq4/fbb+PjHPg5Y4SENUdzitW9/yP9Oq9XiY791C72e6agVRcHGxoAkSRr2CFjBCNF4dHQDFXFljm3Ff8/in9R82E3dKL29ObWt5NPyso1YVh1kyyAALbjtpbfR75tn+InHj/I33/nDfOADH/Br7OzMLP3eDC99yW08+eQTAOzevYc0nVIUm/mlRVGQ57k3dA2kZGVllW636wshMpFIYQRMptOpt6+Jo5hAhpRUuFxOO7GJBldWCkkgAypRS8yXZUlllewcH1drZQv0qvFsmuzVzCFbKHScRKto7K6rEIKJFCYQbxQeut0uWV6wzwq+FHnBS19/Dyfv/27O2s737t17KArT9XKiNGhtO8Zf43bZ92xFrrhGiTuXZsHpa43nRJLkCgcuD1WAaxrVaY59TdQpg2u8uX+rh9u+fSnGbyg9+0D/6D+fIGXbaqc73XUjW00DVtSKY3q9LutrOSsrKzz62GPmvYWR/2632zz2mAngOh2jUNXv9/1kyrLMVuYE45GppD3wwIMsLS2S5blfbPfu3cuZM2eYrE09xGw8Gpmukaj9ncB0j1xVKy1NEtG14gynl09z4YLp0lx91SGuv/4G9uze7fXhDZHdJBdOPEFIwYnjJzh27BhPPfkUYBaGwMIRmz4DK8Cpk6f488/eB5gOT2B1/91GniSxUZ2zykbehylKENKoHrlOVBwnZrJnhYdUSGFclQWSKDHBm0SSTqdESeSX024QUo6n7FmYRVkI3nyrw+jUGTocZuoEJ7SiCkJkEDaqIsJ77FyJYztzxclpbmdOGShlLUXvaJTIwMt0ttot3vGuc9aXqK5c6SBEIFCBbdsLQxBfW1+j2+nWrvRxjNaKS5cu+UX02LFjZFlOq9XyVaXXvvY7CALJNddcS2GffwKJDIWBe7lpr0CjNs0dI7jSoioq/wxGUcTy8iWSKCYvSjI7JyfTCVVlZPDXbZcny1Im44ktDphzTOKEqippWcl9czgBVVkRysCTRcfjCfNzswxHI170whcC0O29hFarxe/89u/4Do/Syit0ptNaeGFtfZ0gDEiilp9TyvpNhTJsBIhWkalSvrt75ux5njl9GiHqOXXTTTfRbrVpt9q+C2WEKkBQk4UnkymT8YR2u8v8jQZu10ralIWxEXAbfZLEaHFlE8y/0fNqe8PthHXnVggo8ozv/fHTZKnZL6bjMa0k4czpswDMzxr4yurqGoevPcyLXvgizp49D8Dtt7+Me++5h263y9GjJnh77LHH6bTbDAZDnrCvCWE8z7I8Z912fJeXl7npxhu54YbnbfIijKMYjebCBdMxPnP6tFGFDAClfIllZWWFA/v3eaVJMEWwVqvNNddc4/feaZrSimOqStVFCmmUZ9NpRhjYQkEgkTpAKYGyxZBSaagUlRDI2HoJprmHubrjDsOQfq/HbH+OpaXd3iJCK4UA651k76HSlLbr5DrBmhZRFDIajXjDd95lfrsquffeT5FPUxI7p1tJQqlKvu0dX/Qy/h99343MLyygqzrArEpDEwiE9P4/WrNJuOlKG9uN/ySbX7M7ElrgLT6+4UP7/xgVN/uAFEXBXT/wKHG8x0M0n3rqOA888CDz8/O+U/L40aO84PnPp9vtsseihi5dWjYF6ShktxVuCMOA9Y2BgdLZwnCuNS9/mZmnbn3O0hS0keJut1q+YBzHEXEYUBZ1spnnOaPRiKZcfhzHBNIILzjPp6LImUyNB1LbCZJYwSKHwIJaxr5p69Lv9Wh3OrZ2VHv/yUBSaUUUR5w8eRKA5994E+k0pdfreSXXpcUF3vSmu8nfMOJTnzYFhSOfuMuivoqGL1xpivpNURzwolJ129X8EUjpqSLNJMmjzBow2q81njNJUvNP6f6ypSIQxRGDwcDov2Pkn8MwRKtaCtv7BKm6+9Cfm+XE8RO8978c9t2KqlSU2sjq2ueHwXjMxQsXWF1d9VhPMApbWptAsQ5EzEFO09RzJZTStFoJStfN47jVoiorymnqj3H5/HnuvPPV9Ho9bwr5p5/4BEu7lpjp90mt3OfN3/Qiev2ZzZUryz/YWN/g7LkzfPpTBtsZRgFRFDPYWHdXkGeeOcXRo08iZbMoY1RDzDNlqwYoVKWtTKntBlUlVVFsqrYIIYycYqNqLRCkU+Ov4Spu4/GEXbuWyIsCgdyUsWutabe7nr+ErgjD2gzW32sZA8KhBKmo0AJ0IMksbONA3OF5V11HOJySSPP5zlyPC4MN3vXjZ/h3P78LgFVVELYS8lIRWox4lZZEXMFJEluhqfZP3egGaWwCbv/SeK9sfggTsLdbLf8cpllKEsVUVcW7/oVZ1LNswPKlNYSUbNguzWCwYfDASvkKs5SS6cTItA+GG57f1G61qFTFrt1LHi4chCEqnVJWhV/Uv/TQFymKgi8//GUPDw2jkDSdWqNl21Fx/CSN9yaJ48TMY6V9ta8oSqIoJApjYyjYrELZ69j0eHKvN+Vgg8AkRe4Y2602QRgwHo28ElZVlZw8eZIwijhtA9kwiijLwqvogfFsMbDFwENitV63ZsgaGTUgEEIilcGTS38nbbcjlgiLEy+1gshwHKf2Pjz48EMEIqDKjV8VmAplr9ulnSSkVpIVIVmYW+TY0Sc5/oTpTH3fu67nN/+v3RRV4TdgEYD8+jOAv1DDimny1eaLbf77P80ftsLZeA2+ejV766WMG75ZZZHz/T9xgQP7D3LRJiVSCvKsRCvo9Xv+vWEQ0u/NGIVCj7SQvPIV38zc/Bxf+MIDgOGMriyvGoVUF0BIzWBjg5mZGc/N2L1rFysrKywvf3aTyXKaGpnwGsatCCx0s9Pp8OY3vxmA8+cvMD8/x3g89obmX/rSl9izZw9SBvzmb/wGYLxjytJU21s2SNTANM3ottsUqd0TEQRCUlHD0iUmyTCFAueFFLGwuMD83Lx/3gMZIBGUpSZXqY/UAwRCC6TG+8AFQYAIJEVWeCPOIAzJipy4k7A2MIWURx99hIWFOV552x11YrixysZ0hIgDj6K449tm+dkfm6CV9utdFIcIDaqs/ceE9Yy5kkczznNzaau9xNbOkvCvb+kcCbH5719hbGel0pi4Tzo/R8dXzTKGoyHPm3kef/wnfwLA3r17CKOILE059uSTgCkcxUnCk089xeFrrwVM5yYIQqQIvNT+ZDIhThKePnHSz5PhcMh0klqjVQudDSujMhy3yNMpQVl37udnZoyKpI0fIxGhMQXpfGqlxvszDNN1DhzY73mHOpDG8F0IAjsBYmsqre0cBkNlcEVAh8SJ4rg24LWFeO1KQlpRqJIXfJMpCE6HI2Nsm+c48kOv1zN82Tjm5S//KwC89rUZaPiX71JUVb2/B0FA2VCH1EKYOa/xBphSBGYtsEqWUMc4mmY3SqPVjrrdztgZO2Nn7IydsTN2xs7YGTtjZ3zd4znRSYK65br1teb/O3ibG2EQsLAwz8bGwHs9tNttkihGxLVj9Y/99Bgh95FOpr51+OSTT5q2fZaRZ7Z1bttyUkpflZ1Opx7jrxQ+W74c8T9JTDejqup/c6Z0QgS+W5LnOR/+8IeN273NzHfv3k2e55w48bT/7LEnnrDtTdUgsBm+QFUZuJ/j+1Sl4uyZp9m3b79/73g8sS1iXcOkhDmeMIw8XCiwKiTuvJ59c7ZUdCxB3/19aWmR0Wjk26qdToddu3Zx/PhxW7nHX193Dk0C8uXanr6t7i6xLctubGww4/gToxEXs5LDvXlC21rdeOY0C7vnWV5ZJVHGsLMThaRVRVFUSHvO3U6PfJpyJY+t1TTXnnY3ZGv1zb+m9Zb5aObFYDDw1eS5mVmKPOed/2Sdxx49Bxj1tvF4TF4WpLZLoyoDGinL0v9gbE3yijynqpTHdHu/F13znA4ePMDy8jLD4dBXxs+ePWvnZK3umKWG/yOE8PO+slydJgl6PBp7XpHj3wlhVKy05TQ4N/CvfjXxyjtlaTygsizznB2lFCsXltm7d5+vrAdBgArNfMwys16FReSNIx2kKMsyex6lP+7hcGAEUsKQfFo2OhOSAEFI03DadtCqGrIjpPBrWihq4YkoiAiS0HM+imnKBI2w1VOA2dl59u3fz6OPPcHMjKmC/9LPzCDDnF6/wyQznd3xZEynV6/PV/T4qvPlGzXqb1SqYjIpiGMH5wzp93tMxiMC2znNc0VRFARhiFaayHYiUlIqpWzV1oqVSEm70yHPC27+pm8CTKdqOp0SJwlja7QdhoE3GnfPdt4QNnGwM2d8vmlP1NoaSpakacr73vc+/zuVMpDSJkLivvv+nOFwwNKSQQC4YynynI7d99MsIwhDiqqqifRBYOZiJdBu6lbGlLXSynMe1zbWWd1YZ35+3gsmzfZniYIQVSiCJPAiRQpBJEOkCH0lXSuzNiSdtofqFrogimNarYTQ8idmun1accLDDz3kn5NUlcwuznH11Yd4/wfeD8DV11xNVd6K1HhSjRHWMLBmfy2V9lCmv+xja0y49bXL/f2/9/ekpR44s1cwz/vq6hqf/sxn/LqbpilBENCfmfF71cWLFzly5Agb6xscPHDQfKdVKK2qilXLG4yiiDzLuObqq71Ig/MtW1hY8HHZdDql2+2ytrbGbK9HHJvfLoucPM+ptCKwfPg4ipmdmaHf69Gyc0CXJd12i+l06rmy/bkZptYfzVEmwiBAYKB2zSevqkoTT9o5MZmMKSoDfIwtYqKVJMgwROmKqhJsrJhuWTtp0UlaTEZj5qy/YZqm9NptNIKZRQMb/sM//iOklLz9XVfzu790PQCDtQ3iVgJSbrrBwqrnasdDtiuxQTCZ90gLmXTQTPM3tv2gPGeSpO2MMAiIwpqkPy5Lzp87jwwCFqx8YDpNyTKT2Pzkz5v3rayskWW54RPYZCoMQ5vU1G03l0BJKYltwiMDSZqaTUaWzeDJLMK1satRoJKyQKmaFGd4Peb9TiLRbShxHPvAcDgcGVliIej3LcZ86pR/hG+9h6HBhbZaCbNzc5w/ZwLUxcUlbrnlFqPmY7HjrjWMEA01Ol0nII2NXjWkfN1rxqi1Dqq1+3wjiN23dy/3338/eZ7zghe8wJ/f2toaL3jBC3jqqRMIUUMUjRqe8FLBUkqExBOA3e9s/T+HeE1EgKM9jHXFqcEaQSA5YPH3WiqmRUlvtsv3/sjTAPz7XzhA1E+Q7YQsLe19VYgr2aBvKymxAbPTW5Pe5tsanxWN5yEIQvr9vleEy4uCd//SLErt8xKfTxw7xsL8PGU69QG/ScBNIlzY5GM8HtPpdI24QANmNh6PabVaRmWuoSC3e/dulpaWNiXZTZwxGP5CEsfe8A5qo9U0y/x5tlotA/trPO9u4wutEa7DeV/2Ojaumf+dJGE0HHouIZhA8qqrr2Z1ZcXDg4MwpNcLbRBbk2azLLcQDCcYUdhCSF1EmUwmtFpG/SgOatEGV85RZnLa4yot96WGnYRSEJSCoFIIu97FQhIGFZUWdPtWkCGJKHVFVeW0uuZ84l5CFWrGxZSZ2GxuQctA9yZFRuU2oySi/B+QKjyXxnbny/a/8Cvv1M1/abfb5HlWC88oxTPPPMPZs2e9AuhkMmH//oNcc83VVGU9DzrdDpPJmOUV4ROnsixZWJhnsDHwELyp3X+m0wl/9pk/AwyHNYoibrvtNr939no9TzJ33ITCKi42TVBdIdGpIzpFuNW1NfIsszwLW5zTml6/R7vd9kW+6dQYdk6nqU/MTIHDcBelDP2FEkIYg/DEFftCUAqpNamF2gaxEV4YT8ccfcpwrqSUzM3Ps7SwwNzMjJ1IoIQkCAU6CnxgVZUm4Xv4y4940aMoNvFIlk79dcymE6659jCdfp+P/eknAPh773oXv/hL7+W+z/4ZbRtbJFqis5wgjBpbnTJFm6Ch0qkqX8S8Esd2z2w7xH3zxm3+7ja/zhgzB3jBLEwclKUTppMRi4tG5EQKwcZgw1IKrO3J/Dy9btcahpt1t22PAPdoAAAgAElEQVTVVbMs49ChQ4CZu0IInzQBPP74Ua6++irW19f9nNqzZw/nzp2j1+uRlxW5clL9FToM6SQzhMoqohYFg3RKjmZx3nBJh6MRk7Kg3+1R2PgyS3PS8ZSk1ZiP7v+k3CTMhE2c3PEMRiO00rQ7bf/Z5eVlo0IchMz3+sxYwbLJZMrZlQ021jZ4Wj8DQFUUtJIWWZEjbMFz/959zC8sEMiAN3z/IwB8/NdvZjIeGwit5ecZjppAS+F5YWhMUUEImxwBwiRITQ+YZ8nOf5XxnEqSarSge6EO0MEEI5Px2AdQTmo0imPfFRleHDA30+fv/6uKlUuXABOU66oErYwCDyao2tgwD7QLkiaTCePxhKLIG52OgCiOvLJJPbGM+oxJlMxmFIaRDdxqdY0wDFFKUViSM0C322M0GppKmT2HxcUl9u3ba/gatjq3a9eS32g89tsGlgLzG26SHT16lOXlSxRF4V9z11JXFYHXyVfPSog2pyL18B4oDUK4yffqT5w8eRKtNZ1Oh0cffdS/3m63qZTzY3Icj2e7aJsNNKDS1aYOx6ZnwL0P6CUdYxENFFqhWhFniwk6N5v/nl6fQAjCICQfGV5MIiMqLQhkQIElK2bZFV2be9YaIGpC56Zg7lmKQdT3u/FvSlWkacbMrFVmygvOnj3L3r17OXjQVMhWV1d9IOUqv0VRMhqPEVJ6pTYZGJ5CHEXGt8QGQGtraywsLNDtdv38mUwmXkDEJf2mw2Kc0N3xJ3GMlJI0y3ySkxcF62trmzYZF8jNzMz4pCaOY8qyNMpxjbnSLA740dgovSBJHCNlQBhF/lySVot9e/eilfId1jiOOXz4MMvLy1497MKFC+zes8dU7Oy5dLpdwsCoZvkkJwyJ45iwQR62NwltCzZufamUQmtFOp0S+HMQRCKgowVRZblPZYmuCpSA2AaHoh0iA4HSFaJl1qaWFHSTmFYcMhyYAkyZ5ywsLTAaj4jcepwkrG/Um/wVObY5X7Y9tPueZ0d2za9zKpBFYRKifr/PYDAgyzK//7RaLc6fO0cQBFx91VUsLplO+sbGhuksNZ4drTVrq2ukaUrklFitxUKn3fHzXKmKXbt2cfbcOQ7ZeT4cDr3X3VYp4eafrrOUxLEJKm11/ZmTJ0mShKuuvpq+LRJeuHCBMDTKk6ORlS6OQiaTKZ1Oh9VVo9g6OzvHeDyyyant8EiBCKQRN5BuvzBVZSE0Scv8hi4rf8FdFT3PUpZXCiaTAU+OMwLhKukhURASyrCRoJiKdaudMLVcyGmWs7S0SKcT+OTu5PGnefqZMygpmLUV88H6OoEWxCJCVuYYLp08zbvf8xL+1U8otD3uyonNyNAnbMbX8Mrlz243W/lvKkJ89W/c1rva7ZYX63DcuDve8jmOHSvZtWu33/OklLTbhovq+JwXL15gY2Odfn+m5jM1xHjOnzdCKkIIPvaxj3HdddfxQivqc/jwtQRBQKfT8Z89e/YsCwsLjEYjSq0QsVWXq1wXpSHyVSnSNGc6mpBNzdzL85z5w9cySlN6XYPg+OKXHuKlt76YJEm4tGJiZmctUVWlV5hzsWye5zxpBb5arTZhZLwDXXep1WoZ6X8tOPP0KRI7x7UQyCAgjELG9hrEcURajkk6bSMAgSlmzM4vIDHqgADLa6vM9vub9kSFQGmF0IHn9JmO0mYV3mflFV/neE4kSUKIZwfqbkK4zA9TrYqTxCh8ABHQtRCCtTXzEBw4sJ8f/qkVhBacPXsKsFW4rKAsS0/qXlld9/4nRVUb5xk56WjL/NEIq7XuvVEiQ1QzXaO6wh0EEq3xUADXNVJV7c3QarVI09TLiYKR2HVBjpuILgh0iQ0Y1Q63QWmtecyq7YHphJnvNtfi1KlTHHI+Fg0yum/pXGbDb/rbPCspsq3NZhcqz3OiyIg2uIRvZmaG0G64RVb4ZLauMFZbbq9o/qXuegjhpU+FEIZMW2jaFmK4kY+h12IaCI5tmE20KCuu3bOPY0+dAOsXtdCb4UI6ZZqXxJHtrhWKKHhOPP7/Q4ZozBv/2pY5ten/m0lzE0pkRxSGRj7aBgdv+VvHeeqpFebn5/n4x4307Z7du+l2u2xsbPhnOUkShJSUqvJfqCtNp93e5PUDZl4opXww1XxtaucLGMhNK0nQQGSf65FV9gqDoJYatvL9URSxa5eB8AgpKfKcIAi9kIRSRu40tKIoRXk5uN2zh0umxuMJvV6XwWDgxVkCKTl69AkOH76WhQVTxQuCgDNnzlglSyPccM0117C2tk632/HFkcR2wAILtwCzhjWVLj20ThoxFSFAYn/byrf2ej0CCx/qIJiPW+xKOsxIK3KTFeg0R6uK0lLe45kO8XyfESUXhyYhWjvxNOtnL/D9b3kLTz9zGoDH/2tEkJeIaYbCBrUiYLHV39a1+4s6xDbny9f9vV/jNSkN3KdyilR5QWqr0ZWHfZZIEbK8vMzp06c8tK7dapsOTBzxohe9yL+mtabT7dQd1bwAbTq6rrA1nU64cOECL37xi72XljOOdZ1fczn0JiUsf21sgc9Ai9b862VZboJaHzhwgOl0SpplxDZpS1ot033tdv0xdntdGBiLCum8X9CUmL24cogEbbpIgdIEtvNaZTlCKZKk9hLU7ZhCFZRFTquVEEXmdYfcqKqa7B3HCUkS0+32vBhLWRak6ZTHHnncw3TzLKM3O0NelWxY2OLi0gKD1RX2zi/SEua75+ZmYZIRlgHYIq9CUyqzNwnbrVKlvmwSfaWM7Uoxb39s91pt73elEBRV5fcVgGeeeYYkMcmAW6O7va73M3Nx3e7de6z9xRr33HMvAN/y6lcThkYR0UFYP/3pz/DiF7+YY8eOcdNNNwEGijY3N4fWmrNnzX7R7/cZj8eUZUlnpselqXm+dAhhpQkrRWKTmm6nT1WUpHnGcN0Yto/TKZ848af0Z2b83h8GAQ8ceYTpZELkPI3QhjaCIrKwdCf8UuQFe/bu88eolKLVjus1UWvarRaLi0vESYcTx08AcPLJp8xbAijsPcqpjN9VKE2mB5AXtNsdvue7v8vHjK3FhEpImFZEtrxdaSi1RqE9WkkgjJdtQ/XGI6egFmD6OsaVXEzfGTtjZ+yMnbEzdsbO2Bk7Y2fsjK97PDdK6VslGxtdjiZvXylDeHPuwdM0JZ1OfbUZ4Ad/coWqLDh97iy2EMNwfZ2yrBiORt4baDIeEUURldK+EyQCY7QlpfQZp9dV91Vc/HFtha6VRWmMWy1sB2q9eWn5VGC6L0opw39odLHQ2kN+wFS9gyAwUodOO9/6kmRpxmQy9vr5rVbLwy8c5Gf37t2mA2O17bHHrO319SACsaWTwxZSZANG4Xggzji2lSTMzs6itPZt5FarBUIwHo1s985JG0vbxNKNQqzYlPXXB2C6SA5rKqUhqMeB9CTWsNs1XAld0Z413aUJgidOn2J5eZmehTqMxxNAb+KAZVlKK7mCawSX40mIZ9cjvyJPaQu0oSgMcdtVp8uqYs/evSwuLnLwwAGg9glbXlnhwgUDI9AYmesoili0ELPdu3eRpTl5URCFob8nu3btMnA5C31zn0dryqKgsM9hWZZkljvkuD2txEjvq6pu+zt+UhNSu7q6arxR+n0vtBJGkf+doig2cfWa19K/tuXfy8IIRIRh6OeSUorRaMiRI0f8Z7MsQynF2toac3OGQ2cgtxGj0YjCio9IKT1k0BHjoyiqOZNNWX3LxdBCoLYURktVGvwOUCqoCBCBIrbPfTtKEFoQC0Flu0GVhmxjSLcVcv2S8fAYozm/MeATf/xHfPL//WZzX2TFNEtpd9r+8hRZum2c/1/Usd358nV/4eWq2o2vlFJQFLlHQmwMNjysxQkT5HnGoUNXceHCJdqtthUBMF2XIAjIs5yjjx8Fal8j43NlO6qV4sW3vpi5uTle+ELDL51MxszMzDAcDn3VezIxgkDtdtvDYqfTqREmaUBBHedQSklRlgwsVBMMquDE8eN+HrTaLbqdDmVReliuq8gPBgPLecB6tPQ2SfVXWpHrkkJVlLabo5UmqBSh0EgrAd4LI+JQUOY5qfUAU0ITtEKiuEUQCIfWQ2CRIpVC2N+RoSBMIlNatk2FqlSIMKBEe8K8RJNVJToQPraoqorF2XkiJcDKMd/1jjdyzx98lO/5X5f40PuMOXsoBIWysEC/zugrel59ozlJ39hLpUmzDFVVRujEdo02Nta58cabuHjxYt3tsJzRsixr+wQ7ZmfnvHBOHMceAu74qmtrqx6p5ObQrl27WF1dZWlpqeaXU3t8ra+vU1DvGapQlHnlrU2CKEJq0xHq285pqQr2799HriovcCS0YGNtnfm5OR+LBTYWDqP6GDudjqFGNHi/nTwnSVr0ez1vr3PixNOcPn0akNz9lrfxpre+EYBf/g+/xoUL54jaCYXlZwWtmEpVQG0r0263ee2dd9JSkA3Md/6Dfyaoyopf+KeJ5wMKaeJJGsJkiK8wV/47rCmeE0nSdtutURgymUx8YhDYxGNhcZGTTz8NwOOPP8nRI182i53duK6/4QYOH76WwXDAi150MwB/9Cd/TJYVJrBp+J2UZUVe5I3g3EHl/MFuPvbG/ydJ7CeJe4iU1uiy9EkVQFGWBqcNnvSulCaOI6+kBzAdT4jjiNDC6wCD/29A4hwedjQaEccxvV6fbrd+qE+ePMm+ffsa8BxpIHsNAYwoinzysxUusfX+uGTRYdFd4uQ4JmCS17IsTfCpfY5lcOBag6B2EHdJ5hYQqdkYhJ8QUgoCLWklHU/E7c71Wc/GCCnozhkM/fr5FYqNDWYXF5i1QflwMiWc6RMlLXJ3fgKv/HUljssFc03xhvqNz06mmmR0N6I4QpW1b1aaphw/fpzTp0+z3xq/fv7++/1i7xb1MIopq5KiKPyzWpYl7XabGQtvczCeTqdD2xLAXXKwvr5ulIUac8A5oEtbfAA8TK+qKr+JJHHMvv37PXQNDDxXa2MW7c64KAqvXuTgrZuuRaMQotzfwZvVSSkZDkd0e93anRw4cPAgx554wn9Xv99ncWmJKAz9b2dZRhhFdDodD/8LpERayJ0LTN3xGY5h815pkxzq2iNGoQxHVYr/j733CrLkOu88f+nz5rVlu9p7AA00vCEAgkCTAmhAgZREDUeelLSSqAg97EysRg87a2JjYvdhZ2IiduWloQzFkRQhikakSJEgCAoECNtwjQYaQHtTXf76vOn34Zw8N29VNdjgYjRQq75gENV50+c553P/7/+RyerVOE7p9DoYg4DMFeccczw8XWel26Qq1wzbtIjDAWgJFW3Y/23QbnFx9jxmSeLLHYee76NlyZA5KTWuaGMOuOz5ctmnu8zfNE04IPll8vrZIAiUcdFojNFsNrEsk06nreZQuVxG0zTCMCAIcybXlE5XMCbm5AuDwYCXXnpRQeFAGGSdTgfP81Qw4/rrr2dycpJms1no45WNBNFyUU2P01QZW7quMzY2TrO5QkUWdS8vr4gG5uaQaTVvZN5utxUbVpIk6K4r6hmlA2JqOoZuYxsZmSVnQZpiJRlOnNGoiGPLmokWhvidLn5OJmQISJ3f9XHqLlEg4YxZKMkhNCxTrGWWlqFnKYYGcZTXeAywLItMT0mlzZDqEKcJpmViy3Xwt3/7t7lxzz4OPfBhXvvOdwE4/ezzGHFKt9lUUCPLsQmSiCRLVC2INiy1ujLlHa5Jumx+h8s6nYZjWejSybByRsUsZfeunXTaLVot0R8riSK0LMO2TNW3J7fRTMNVTdMffvhhDMMkSWLuv/9+AD74wQ/y5ptvcvDgQZaWROnAqVOn2bNnN9/61re46667ADFHPU9AZL00wZMQay1OyKKA2A/J5Bj2NcA0SG2DUGoHzYTeoMf41CSDjqwftlzml9uMb/KwytK2tgwM00TTjWHtf55UyELVpNzzyvQ6XV555ajs0Sn6HRqGTrfb59vffJjNv/hpALZfs5e5ziJ61YOOgP8ZcYzuBzi6gS4DHFXPo3/uIoblsfiGqH2aaYxTckt86jMX+fzv7xLH6gappq+y4jQFTR2uQwJwp2mMOkuXOU7eHU7Sqn+PROlWKSOrEK3VZablzJkz3PzhRwAYG7uRQ4cOEYcD5UyJzIfJtm1bMWUdSqvVwjId0BNQi5EmaXZHiyRNwxD0wOnQrM7rd7SCUkhl1MwwDOV46ZomyBbiWGWIsizDHwxEtEtGBh1XRvXCUBmDnlcSZB1FunFZuKZrGl7Zw/eF4smZ5YrKyPd9Go0GtiycVe9R4seHlMFDQoVi0W2+by7F+yjSmZumOcJSJm4zwR8MsG1LvbM0EY3ANF1X3zzNMpI4HhbL56JpqgYjf4+aroNuQO4wGhZaBmONMToS+/36G8d47023YqUa+24U+PvahI2fJvT9PrkLWHJLhFd4gz5YVbS4Tj3FcMdV9WD5MVLCMETX4IYHvgXA4cMrGLrO0uISp06eAIRBZNs2juPQl5G0/qAtGiA7Dl2ZhXr1tdc4cPUB1SzylVdeUddJ01RlRcVtaYyPj7N582YmJkQhumEYRFGk8N/ASHAh/2/OwpOPz/zYvBawuF/eXTwMw5FaKUH9n46cu8jalV87d9DyORAEAXGScPDgQVXjFEWRcuZU7ZJpQpYRyHmU72eYJnGcqGxXEISKcROtAP8ufCOVF5XNovOMMUCsZbSjAVHfV7UTumVilDwcq6YUuIlJo1IhSmMyqUSrlTLX7t5D6rocez6W3zXCrgoa/b5s+GcbmnJGr3j5AfPlnZYkiSXBiKQgth18v6/qIgCuu+5avv/9J5VDk4/jKIrIWVO7XWGcOI6jnJpmUxg3OUV4vV5XAY00TWk0GoRhqLY999xzqsF5rmNvuukmSqWSYrmDnLkxwDAMBoMB9VrO2urT6/WYmppSY35yapIkSSi5rnKs8sx0tVobaTYeBIGg7c5rBzUNjGH9KohmsFYGdpoyZgt9OOVV8NAYlLr4fi/fkVTP8JOE5iCkJ52fQRxiaBqG6+DIc9ppih6J7aads98aYi0JAhJdfJtypUpjcpxP/tRP89ILh8VlegHRUpPeqdM8/8yzALzvnnu494Mf4h/+/u8kqQSYniGCG1lKVqDgeufrdq5kuezc1GXtFUYhnllipSno40HYP/v27UPXdb7//e+Lq2qCREdDG9pCmghImJapdFWWDgPyX//619X57rnnnhHGyH379pJlGbfddpu6F8dx8H1fEBkZFoF0NqqmTaM2jjdmEnXF2F5ZWqbd7xL4GUkm1ujJmWlcy6C9uEi1Iq6ztDDHzMy0yKRKPWdiYBkGujGkwNfQyFJRO5/rrzhJ8Cpl9l+1n/m5eQDmL84SxzG1Wp0wGPD5P/8LAA596AM8++zTBCsrmFKXpYOQquOIFi6xvHZ/wNmXj+J1fHbPbFHPF8YJBKHaT7fA0AWB2gi1N4ywQSrMVIHdDrhshrt3hZNULKxi1d/Fh9INg57vU5fp+NwwmZqaVPCANE3Zd/XVnD19Ui3g4xMTxHHCK0eP8thjkoNe0wXrnYZyaKIoxnUtKpWKilC7rsug7zN7cVY5LSCoxnMIgCMXzNwA03V9pOdJKiPVRcWaM+WpaZqJYvYiJMxxHMXklW/LCRtyQ0+/+mpAKJ5ORzDm5ZGI4jZztRPCqAM0fN3SqJL377quKjyfnJyk0WjgOI4qVhwfH2dhYYHx8fERlhff91laXGT79u2srAglPD09RalUEiwxMsKWJAm9Xo9Op6OUa+5kappW6PZsYRommSaySQBJELFtfJpmu8nLz78AQNX1ePKFF9CylCeOvCjeA58mRmQe8sUrTqNhiutKlvWKytdTuOsQpRT3MnSdNE0UbC3NMizDIEszAtlnTGRfBT38DTeIjO0LL76Apmls2rSJlnR8gmDAiy++SKPRUPA9EIoiikRBej53syyj0+nQkcrg/6+sDg4Ut+dy9913q7/zuVbMoOVkJYpNTmavkgL5iud5aJroA5NnpkzDINU0YlBwOk3TMCTkUGVxNW2YNZD35Tiih42X96rJv0OcYtkWeiZY7QBs0yDNUiJpWAOERCx3WuyY2cyKnNut5Vmuru6gZupM1kS0Per0sHUdKwLsnGrcYHZuATNJ+a3/W9zPv//NlF7g47oOiSTzSOOU9B0Gu7wb5VJzab0nX7PCrlpzcxcrj35mI/sN902SFMd1CVpD+KXnlWk2V7jllpsBkTF68MEH+epXvyr64JnDcZ4kCUEwUOOhOHaLrJF5r6RikCzPFuU6CIa0+bkeePrpp5Xe2717NwCbN28W8HjJ+pjrlHK5rHRIfnwmg2WObY8EC9JUGJi5Ps7nTRHapyFgoqLH0TB6oCcZRqbTWhD6cHqzS8lxqVWq+Pm8sk38gU+oJThJBI6kwq/WmNq6lVePv0nFEXreDyJ67S4LrQ6GXJ9uvu029lx3LbcdvJ5nXngegEEcY1crnDl3hsefEAb0T33kIbJKA9O01Puem7vI3NK87EkjJIffBkk6hBMmCWm6FuFxpckPXDl+aLhdXjqx+nT5/HjrMziGmBOVcnnYH1IG1EW2cxhsNQyDNEnVKQQaoKJQByACjoZhiGBiv6f2syyL06dPq2BgPhd1XVdzULSucSQLpUtZZlPjdpt6qUopyqiWhPMz5gZYjTFaQZ+zktiqv9yCksW5i/O428X4akw1CNIYR48xczhCCLbjEgYBtkwshEGoeojGEs2QaRlRHFNvNJRzd/DgdQS+j+uUqJRrzF2cA2DujRPcc/AmXnz5RSKpM2zXotNpc8s1B7jz4I0ATGzfxWtf+3smq3U8+e2ieEDqOECmiM2iJCUjw7AsQhn40wxdBOaTIRpEgcq0VcQNl5mZ/BdgJW7IhmzIhmzIhmzIhmzIhmzIhly+vCsySZcVH5BEAyXPo9MR0KpKpUIcx5w+dXok0ltp1Dn8pRf4yEc+AkCv73P2zFlOnT6j8JUlr0QQRCRpxqZNonbFsm2SOMWrlFmYF3zxzz7zDJ5XUhGEvXv3AjA5OaF6t+TRMENmKqxC/UQebcihO/l+RShPLjmeO8+oLC0tsbCwwNLSknq+nFI8hxvlTctWN+4Tr0zA6FYX1ML6WSQYwuhyPLjv+4rLf35+Xv1W7GNTrVa5/fbbVd+ZXq+HaZrs3bsXy7IUnGplZVk9Z/4+Pc+j2Wxy6NAhlS3o9XpkMNJU1DAENjYKY8aq43K/Lu3FZU6eOI6R5cX6KZGWkaJRrYiMU2vg43ll4jDClPBGo9A9+0qUtwvP+EG1S2maihogldkz1fjVZaTJlSn0OElYlt+6UqmQITIfxYaQ1WqVfr8/QgOcw+MuNTbfCVG9v1j7jvJ/P/LII/IZh403i3C9yclJtmzZoiLCtm2ruZbvF4ahyCJlw/5OYRji+wMBU5IYd0/2E/NlM0EQkfY4EVQK+fk0uT3NMvxgUOhJ4RAOBKTJymmbe33csofjlRWkoOq5nD5/loGlKwp9yzB49sQb3L5/P7aEzFVdB2p1OH8RdBGdO33yVebCAY39u0lCOW9LZQaa6H1jS7iybVkk4ZC+/UqUy9VV6s8fULu0Og+lwZC4qDAN6o06iwuLOI4Yk+MT43Q6barVqlqLXdclimIefPBBvv3tb6ssbZ7pdBxXRa7zY9brW1eUS83FIkQbRNbHdV2SJOHMGdEo8tSpU1iWxdVXX83U1JRqch5FEd1ej0q5zIkTAqq7fccOGo0Gc3PzuO6w5lgTuNFRuDgQJfEILfZo3FjW6iHqYGO52/ziIrHjogcBmyRsykozbNul1+0yMT1DT+ry1NRJmi221+uUZXP3zDJJdR2vWueIbL3RX1zkD//zf2bX1VcxvmUGEFC95aVFprZt4b3vvUd8v/FxgkRkvNK8BlrTRBYriVSG2DA0elFAEsWKht0wZXbiCpV3Gkqorckc5RmjtWNd7FPcPx9r+b4ZiSQM0wrIk7/9/T3ccsszknyhrC6jIe2vND96tLQBoFYTNN5hGKpj+/0ejzzyHe6++y5lT/b7fdlYfEjmEMexys5mZESycaxbcml1mtTqYxgyy1P3XPqdDqUsZrMr7MSelpI4DuXt22lJBAiRT60+RhallGQz5rF6ncXlFexSiVgScummRRyLfn45CVmcpuiG6O2Zl7KEYUS1XqfTapPFKa9K8qIPf+gBdu7ZzQMf+hGeefop8cp06DVXcDOYnz0PwOkXXiRcbjJZKWPZ4p37YUCa6SSx6HcKAlJnaKJHWqrJPqCaRpKkAm43QlqVraX/vsxx965wki73ZgdBgKZp1GWju06ni2ma3PbR7+L7AnYWDvr8zv/z29xx+2185atfA+BnfuaneeqpZyiVPLWYDoKAq67azwsvvqwYqDIE5M5xHFUj45ZKaoCWSiVee+01QBhQN910E0EQqOJq13VpNptcuDCrmt/l/ZBM01SKqdjQb3WtUPG/tVoNXw7QYr1PlmWq1iKfULmDlTMK5fvlE7R4nbdalPLz5ax4xX1zOFGx47Jt2wRBwKOPPqocrFtvvRXLsnj++efRdQ1PwhLL5TILCws4jqPgA2EY4HklnnrqSWVE27bNjGROy6+fszB5lSrzC8JZW1lcwtR1zBRqshjdjwZkmo7l2vSkwXbPTz3Hi/9wP55t4/d99Q30K7ka9m0qnh/EgpePnxzSlUN4xFjM8de6Gh8rK6InimGYdLpt/MGAel00hpuZ2cTS4jKd8+cpFfolhWGoGrsOb+Wd/UbrzbfV/y5eU9d1Bf0DYeCtrKwQBCGhHF+BZOSr1Wrs2rULEHPXdV10XVfGqilhdb7vq15mnU4XyzKlgSuLxuOYKAxVQ2aAYDDAsm3iIMB2HKrS0VlaWIRUEC5Ecv40anVSDYIoQsYOWO60MMoeackhsiU7aBRR27GFY+fPcfcB2T/HcHjs61/nffd8ALC6csYAACAASURBVGSdRDSI8FyXsB8QyfljpRU6vk/Z87BlwXrc6VN2hixMV6S8TcjPD2TBW6dOcL2+S512h1qtpgzAYBCg6wZBECp9smXrVk6fOoXv+zJoJrZblolpGiwvLzIxIQKCg4F/ycdZT1e8FTQbGIFPF+sEfd/n2LFjvPLKK9x7770AtNtttm7ZwtLSkpovQRAwNzePV/aGkCap07IsG5KpaJqq8y1SsGayDi+3g9MsIzYyQoaESc0kxDNdtk1voSUh6TXbxnMcauPj+MsrNGQ/tW5rBa9ewcPlmeefA+DWO+8iSlOCdkvVggxcl/fe+R4GukZPEmWcuXCeQx/8IFNbtrJpUjhORDHTW7fSPH8BpyZgSXOtFWa2zHDs6BGakvkvdSw0W0D+849j6BsBPeBtMkgOWc5GjlodtBgxnbN1tom1NQwC4iRWdo9j27znjtt58cUXKcnyD9JUPIs2dNTIUrI0EfDPQimD7/tMTEwoRtO8RtayLFW2kAfE9YJzltt0pmkSJhF2Q+iBoNcjSiOWtZDElOy/rk6jPkU48KnLa/eDAHSDsVBnsSfWgJLjYC9H+KS0DbHt6IkTBHHK9t27uLgkdPn4pk3cfvd7MR0HLFl7G8aMjddotbscOyZs4ygMOT87S9l26ffa3H3nHQCcnZvlyKnXeePEm3Sa4px7t25jU61Oq9Pjddl0/ebrDmIYMHnVbpBQxsrmq5k7/DxZmijWTjSNhGHiASABsjgSDBVqXGWyfqDAoq1llz2e3hVO0rqTZJ0HKJVKxFEkKZ2hXBZZpfvvv5/lZRG5NjR4/498gG/9wzfZuXsXAN/57j/y8tFXueH66yXdIFRtl0e+8yiO46oiNBHZNkjiRBnsjcYYnU5L4UNzlp0oijh27BhhGCojSnQ/z5SDIe5RMF5FhUh6PtHWq48ovoulpSWFQc3Pl59H13VVJF88VzFjVXSScsNzvXdd3JYWjODi5IQhw1b+N4isTx7ZKBb2DrNlw/tZWFjAdd0RquR+v09ZNgssvoMkSVTUBHJCCY2+3+P8BdHQUktSwsEALQNfsjalQKVRo93vgcSp+oOAXt/HK7lKYVqmNVzcrkC5pOK51MJQqEUC1jAJ6bpOkg6pPxNJYW8UiEvCMKBcrhCGAffddx8AtXqdMArp9fp87/HHAdHkuOJVFcFIccy95b2/A7Ja4awnxRqNwWCAYRhDtj7TZDAY0GyuqOOr1aoifTh69Kg6tlarqeJeEOtDTspQKg0VZl78nV/D9300XSeMIhXwsGxbKdkoDLkocd7VcpnlxSXmzs8Oa0Z0jemZzdTHG7z8mrgfzdLZc9VVGKahyGLcShUjSdDqKU+8KOr3JkyHvTffylPPPsUNkgm0S0Y/ibF0jZOnhCL79G8Z/NF/miTwB9iyZsMtlRQBxJUql6ur1tQC5gGwdY5fTe65zgVkzVqsAjtJmsj1NeGGGwWWP44i5ubmREApChXKII5j4jhm69ZtLC0tAqxboyruJRt5xmGpojayz2rJGfEsyxrRb1EUqbYU3/nOdwA4dOgQ3W53ZN88o5zlhmYuMmCTtwTQpV5KsoxUH9ZR6tqw0TIIGyjVUmJdw5IZ7m6/z5n2MpZrUZYZudQwCMIQx/Mo1atkPUls4Vr4fg+nVmOPdOSqM9Ngu5BmfGDvPgC+9uUvs3OsTn8QUJkWDujBiRspVasEg4BaXj+dpCy3W7T9PvNd4RD95E/8ON1+Fyol2he2ATC/skKCho5GS9IfW5alaMivRLncOXV5FOCZSDSs3jWff8VN6doKSg2gQCwFYNkmg4FPvV5X1N4LCwscPXqUAwcOcFIyK6dpqrJNiqyq2GJGnjSOU6amp2k1m+QsysIm0hWTJECn0xmxKcWt6SpInmgQSyrtiJRq2cOulIlkUE7TUgzToNtsYcp1w0DDMGz0Tp99mwQpwsTkJvyuj+bZtA1xvpvGDrLUbHFuYYEDe/YAYFerXDx3hlPnznPinLDBOr0ebsnjjjvvoNfLKcBPMj8/z0RjjLFKjWXZlDy2dLB0tuzcxpQk1WpdmMPSdSYaY2gdcd9l02b3A/fSevFF6tMiaBG89DJ+uwvaEHmCrpFGMWkSk+UBb106R9roxxbv759xJumtupivF3kbRrfgw79wBMPYo6BcURjy9W+8RDDweUPSB46PT3Do0CH8QaCYnV56+QiOK0gEckPENE32799HrVZjfkHA7eIoUsZ0s7miaFWDIFBp0NUKJDfw82fLM0l5pqUYKS9mj1ZnfGq1muKkL8LlLMtS11kd9VuPrrv4jn+Qk7Q6Y7U625U/T84+lvfqCIJATe7R95NQlXCFeqOOrmmcPHmS6WnRg8W2bc6cOa2eCYTjdObMGc6dO6cMv3xxsCxbOWPVap1u4ONaNhVZNJjGKYNun/fcehuajJjv2LOblx+2iOJhBszQYCBhm1eirDunxA9vGUHRLrWfBlqmUW+IbNDSYiR6iIzMxwzf7/PJT/5rHv72wwD86EMPMb8wz9995cv8/Kc+BcBX/+6rDIIBY2OCsjiPkuYsdEWihHcaevdWDpjKluUGmTT6ijC6HD6Xk0zk++cFtnnxak55fvz4ca677joAxf7VbDYVo1iv11NrSH5vhmFw4MAByuWymmfdXo+VlSYlr4TnlVRPitMLC2zdvIXpyWkVACh5Zc5dmOXUmdOUJAR2267taBiMVRsqy+dZJWzbobFzkvOSMWih08NfukhYMnninFg/3fEKm/fs5tTSIpqc45pj4QchtUaDSGafV7otJiSM6UqVt6WrRg9UMNYRQy2H+LBmo9ozywQMKwhC5ShblsXY+Bj9Xp+uXMfefPMNDh48yBtvvIHrumpNPH3qFK7rsry8pNb31bpmzfOpW3nrfVbP0zxYAMM+ZZ7njYzl5547zHvecwftdlvR/+eBCF8GJYrvQWM4JzNNspxKHrH8mho6BvqQ1UqDTNeJSenL92h4DvFgwJOvH+WB294DgN/tC9ZIDfq+j+HITMHUBEmvQ9vvMS4NNep1KFcBHeZEkOLee+/lzYuz2J5HKO/31ZMnmdyxC9Nw6Pcl6YVpoZc1/u7b38KSeqmTxUxt38qRE2+yKMmNoihCs8wRe8EpuZjmkN3vSpM1a3KWrXWI3mYWaS1BytrzrIFbr39zCh7d6/aUgX7dtdcRBAGnTp0aGu3FcxeukQc2cofIcU163a4MKIbqDg3D4Omnn+bOO+8EUFTfg8KcyEsn0jRF13Q06YBVymPQ65EOYjxD2Kv1ShmSlMlSZfishk6cZQwaFfSqCKKcbM/j1cfQTbDknQ+WlxkrlemXSirrev7cOWLLwq5UOLBf9PXqhQOCKObU6dNcJxmW3//+Q5w6dRq7VBKwWIk0abWa7Nq1k8e++yjnzwpo3US5it/rYyY6WxpinrVPzfLU85+FOGHPnt0ATG6aIukHRGaBsMW00A1dwGrTPHst2JOzYiZRZvHE2jsMrFxuKHaDuGFDNmRDNmRDNmRDNmRDNmRDNqQg755MUl6sioQPrgNPGMiu3nmz1E6ny9z8HEeOHFFeo5aJIrhqtarqeeYXFzlz7jz33vs+Dj/1/PCaiAhVXlNUr9dZXl5hdnZWRa5yymrP89i3bx/Hj4voahiGNBpjtNutEbiQaZojkJ6cUKEYjc6L01dnaYr3BShyhmK2qghRyOmJ879XkzPkz1fcbz1Zr04jj2xfKjOV9wtIkoROp0OapgrvHoaBypY1Gg1F+NDrdWk0xpiYmFCYeNGwTx9tAuo4IyQX+X3FUYyWDlQEoNldAUtHK1nsk1ToZgJpnKDHKSuS9tKwTN7/r30e/vyNlGTjSzfTiOO3E5365yUjGSG47EjcehE3gCzN0A2d7dsELKTdahMkA9IsxTBEts+2Ra1Zr99TdWM5DEcr9DHq9/u4skv36h5dOeX9pcgV3glZLzq+uggdxDhc3WMsn5NJkoxkZ/N5X+y9lGeYXnrpJUDUjJRcl5WVpqLpL9Y85dcJw5BTp06zuLig6rgOHjyI6zh0e1163R6+LMDfum0rZadEFCVUZN+LTNPYvnMHW3buwJfwt2q5Kpo9Rxnbp7eK/ZKYp598mn379zCzYxcA6WDAxfNnoVbCkHCt0niDxWhAbBn0ZeR/q2FioeO3uwp/X6/VSa7gAnO4fF21RtaB+3CJLasOAfJaWZe8+DyOYvy+T5IkzM+LrMbu3bv5+69/nZ07dvBLv/RL/Nmf/RmAXG8HWJatxmwUhZfMJq15XnU/l84q5TqtCNPOkRZBENDr9ZSe7XTaPPzwwxw6dIjnnntu5PxZlrF1qxifseyfJwrhhzBfQ76cvNG4loGBQAcoMm1dJ9Eh1SCS3fFiA8aqY5ClnG8K5Mn2chW7VGPx9Ckmt2wm9MX4XpqdpT45QcV1CWRdRHD8JGEU89prb5Dk2S63xOmlRfbcchPyzti2dTtZplH3XKKB1GOmjuWaZI6FL5uhB3rKqbkLvHr8DS7Mi3V1y+atoGkjOj8MYnqyfuRKlELliNygoWVryuzf3hk11mR2RvQhrMkAZfLvrLgtyyBNsR2bhYUF1VvowLUHuPbakKeeegozr4cpwPeGqAAdTZdZZLktCAJct4Tv96nKTL+GgPCVyxUOHxY26o033qBsoeI8y/sDmqaJKe0ZE41YCzj25nHulsiFlcUlnDDCMy2QCKg0zPDjiMmpSRYlccP5xQXuuVcQjHDuLAB+q02cxGhBwOJ5kfWpbtpEN05Io5h5mUktN+pEcYzjOuyUWZ8LcwtMTE2hW+L+IoneqtWqmLpJySlhjQtbMWh3GPPK1A2HUiTmSrfZZfO2HRgazOZlNI0q55eW0CbHiROJPMHEMEVbmEQSWKRDfPCwZ9LI0CjAoC/TtHh3OEkw8lBanm7NRhv1OY6DbhgsLYkXNzk5SRzlvR0EBEuk7Ut0uj3GxwQLWhgGmKbNE99/UqXjNV2n1/dxHBdXMn90Oh2yLKNarZKlQ4PF88r0el3Onj3LmDxnpVJhdnZWFdfB0FFZ3YBVPac2rENYvW313zBk+ypC4HJihtXQoOI5isZbXhu0Wi6lHFc7U8X98uumaapgErVaTbBxxbHqF+D7Pp7nqQLFTZsEtE4wugR4XlkZU1EUMT4+Qb/fU+8qDENJrKCPGNCmoRMFAZ50kmtbZ5iY2US/7+PLiaN1A6qWS+j3WLhwAYC5pUW27NyOW3LJQjmZ4gz7X2Ii9XKUzyWgCkVHOElisixF04Y1SZqu8eGPfJhOp8NHP/pRAGZmZpibn+Oee+7hjTfeAODBjz7IPz76j/R6fQVFFeccQu3+WzlJb8XWlUuRqCEIAlVQCyjClGIvtJzRUvSikexYkhEpV2oAiwuLQEa321XzzHEckiRRgZj8misry5TLZQXvffzxx3Fdl9tuu5Vz58+zf5+oiUjiBNOwME1LNUd2Sx5RkuK4DnVZQ9nv9ahVK4R9HzMU82zQ9dm/dSfj3hh6IvvQaAYTW7YQhL5qqq1VK4xPTXP08SfZLHHsVpTxEz//Kt/484OSRwyIU2z3yoUFgdSxmqamyKV01bo1FWs2FOp/1oHvFUd+Xn9bLg/rjBYW5vE8j507dwJQqVa54frr2bZtO4cPH1Z6o9lsUiqV6PW6IzVAl5LRObK+flo9j/Km4sV+X/m4N02TUqmkoEVZlmHbNk899ZTap1Qq0e2K+8tZ8OI4plwuCxKDvE+SDE7ogC5ZFQ00THTMzFDbNN0gNjUSA3ByJtYu7Thi87YtLF4QRt6WWp1Ws8n8wiITExPEEnY6MTZBhkYap+ipeO7jrxzj6gPXYiU6aZQHQ0JqlocZgSadJCvNmKyPEwaQSaYxx4Wldo8wS/n4T/44ACkZQRSQmQYf/zURfH32q9uJ4pgsSZXxbTkuJb10ye91RUtxnF1WoE/OKTlPi8etqUpZHbgoOEjFbSKYkDIzs0mN19nZC7z44jnueM8dPPywaLA+vFxGziCiG5rkCNDUhSrVCn5f9IpsSpilYeg0Gg2yLKPdFgGwI0deYefOHSNPl9uDlmVh2w59X5IHpSmN8QZjSURP1uo1Bz3ixWV2TU1TloyReppiazp6qYwnbdzpxgSUyuJNbBYBilKvD3v3ct3Nt5B9UzxfMwyZHK/RjWJqhYBco16n3e8PSS1cF8d1RN+8jo8nyXwS3SVNMw697z6+/KUvin0NiziD+U6bjmxGq0UJC9mApZUlUhkI6cXjnIm67PK2kK9JSZKQaoCpFxrDZqCLd602yVc/6ixx2fKucJIEXjtVRZeZJsZYVhjVGqIALoojVeAcDHxpUCUjBaYJGW6pRKcjMNBhHOHaDhpDWt/BwKdUKmEauqJF9bwy11xzNePj44pyc3p6ilOnT/P444+j67pqnNkYGyMIQuWcwZDau6hAcoa4ooIp1iu9FQY8P3a141UkaViv1mg9nPjaV/7WmPRiZqpYK5FL/h6jKCKKIsXOAnkDtbIyBosNQ++77z6q1aqqi3jttddotVpUq7WRxmo5nXp+j3Eco2UZ997zPpryuwYmrDSbDPo+C+eF0vMSDSvT0YFQknTEaUjJdsiiRFEYG5ZzRbPbZRkjWmFdw60QEb8khluKpgtD6K/+X7GI1vf6aJqObQ+XnrwZ5ZvHjysssaZphIHoIv7qM88AsH/fPhzHZmV5GdctYVliGRoMAhzHlg60CpnIv7VLbHt7cjlOV5Hue/X8VXhwffS5i7T7UFxnBuq3brejyE/ya+SNO/M6J0B0Kg8DlpeXleKpVAR+/amnnsYwdNWKoFKp0e/38byyiiqGYUSjUSNJM9I8o1utE4chc7OznD5xEgDPdhkMfNySR28g1jHLNbn6umtwKx6pdH4WWy3GpzbR7/lqjjumjZFlZGGEKZvOmo5FvzdcD69MEWNPTRu0EUdpuIf4dZXrtGaeDbvBD/cSNs7Q0AJotpqKNh8gTRIOHjzIyZMnOHbsGAAvvvgiH/7wh2k2V6hWq2rdLZVKxHEsSYCE7oyikPXkcmsAV+uPPOJdrJ/VdR3DMCSRRIGExLIUKUpFsjTmbSMsy1L1emmaYpom1VoNs5C5ywOdpqTI1jUNAx1DGzYL10wD3dRJTI2+dM42b5oh7HYJwgirIiL4x86fpzRIOXjwep54+nHee7uoB4mjhCTRcSplepJ5rh8nvPLmcSJTpyNZHoM4IjJNMkMnlIyVXtmjbMLScpuu1FWW6/Dyqy+L88jAh2OaOG4Jt+TRkfMmjCJM0wJNI5Y2yCAYYFrvDlPtn0TWCeRlI3+tyT2NiKaW5uJ+q3VGVtAzeVBiuJ+mGNSALFXogXw9Hhsb47qDdaIoLMwDrWD/jdprxbky8AcYhgaaRr0unA3BUpnRbK6M0IJ7nqfIgmBYk5RlGXGS8NSzz4prZBkTlTK3X38dfy9bWFy1eTP9lWX27NhJFud1PDaO6UDPx9HFs2ybnmb5+RfIooh6fs9xzMpTz3B6dpaBDDx0oggrTrEqnnq6BI1uu0O1UWcgG8Q22y0q9SppnOLaNrp0xgZxiG4ZdMIB1aq4UtjrkeoGjalJTkhSoKmpCcxGncmZCTJJMrSSRFx3951EgxhN6skgjUlgBKWiGTqGJmqSRogb8i9S1P/a5a11746Zl6XyoYaqRfyvMKizFMO0iINILfRkgsY5isICBK+DKZm4cuMLTcC6HGdYbG1ZJrfecjNHj76inK4bbrieHTt2oGkan/3sZwH49Kc/zTPPPM3tt9/GsWPHlCGvaVAul4jjcARis+bRpLVa1D3D77QWbrf+8ZfeNnSI3uoclx+RL557tRORU8rC0GHKJ2+5LLq/A5RKLr1eF9u2SNKUB2VWIU0F/MgrezwimY4eeughms0VHn30uyItDVRrwvAbFDrER3FEtVLl6ecOo8uFqh8OiNMU27IVDXFmaIRpio5GJL+La7n8/R9dxfQmjxys1w8iSoWMwZUmumGMKBsN0ScgWxXxTiVEQI0PTUMjW+u8pykVbxgNrtWqDPwBwWD4jXRd5/XXj/HQQz/KG6+LrNHZM2dwbJtBEPATPyYiqF/4whf42Z/5Wf7kT/6LNKIk9XUUUio5pOlwfIVhhGHoI1A2eZsjjvxbRcbfruSPntPU67o2MvbFvMhW7S/frfI5BURCOH2SgUiSwLRaLXW/tm0r4zeHoPq+yLCVy17BOUsYDHwqlSqDQcAbr4vI82233cbEpIeGVqDQt7AMA0NLFcPZ448/zo033sj5i+cJM/G+szjDKll0gy6aMTTWX375CHfdfZcKMnmVCn4/lAacmHu18TqtbgfDsTCkk9TpdKhIeuMrVZRuKq7BpCMKOe+Nggb6aieoeGwGupaOBjCyjCzNSLOUYrDLc11JJSy2mZbBV/5oPzc8cILt2wVU6+TJE+i6TqVS4fOf/zxTU9OAMLayLKNSqagsjeu6I45/fp3coBs+3/qKZbVeypEBxbiLMESHqIlcH0eRCJq022015g1Dl1T6USEYJ3T7a68e5UbJ4KfpGlEYYloWlgwKJIkgAk5NQ7HAaZron1IyLby871KY4ZVquBWD184Kh2X7phnePHEaFuYxzAovvyhojP0kJNQ1EsukFUqom+swPT1BZWyLYk5NdAOvUafV66tPWNIy/uLP/yu33HST6hE4O3uRew/dy54feYBMZqGQGer9e69i7+5dABx52ABdzOUcnhjGCWm81ra4UiQvqV/LaDIyqbg8EyZDXzWGsywlTTOyLM1b7JCRYhjmqM2saTJCz+j419YSYPV6PS6cX2bbtm0Fpt++YCLUUE5WkiQCclfo02PZJmmSyOyrONZxbM6ePYtpmrTbIkhQr9d59tlnuPPOu9RYSNMU13WJ44THv/c4STxkfbxw8SKPLC+xY5Ogne+FEW61RjcIsQwJy8s0SDMgxRoXKIPU79KaW2Bm0wx6KM7X6w7I4oyZiRn6Ug/2Z2cx4xQz1TAkBXiz51OrVfCDAE32SZrcvJlXj59g3549JGmmAuLdXlcwBA4GxFJXWZYNus5ip8f2a66W78Kh3W6LFhgyUOd5VfwEtu3ezcEffRSAlx75EGG/Lxh2U4nMsG3ZHqFgD4gPMnR81Ze9PGj4v0C80YZsyIZsyIZsyIZsyIZsyIZsyKXlXZFJGsa7R/NjWjbclmkag4Evoq4SRmCYJnnhfyj75GhkMvI7jOqSpaRZRpJoKrKlaRonThwnCAI+8YkfBeDw4cM8+eSTfOYzv67gMo7j0O12ufrqq9m3bx9f/KLAUuZ89p1OR+1bhKONPF+2NjL/Ty1vB0ZxOcfmUeu8GWizuaLeQ6PRIIpi+v0eP/rQQ6pOY9OmTXzlK19henoT588Lnn3TNHnq6ae55ZZb+N73vifPHShK8bzZWrVapdvtUilXactGfpZlMV5t0O12iGVExXRd/CjEsR1MWR+RZRkTY+NcPD+rCuFt1yG9guF267CgAqOpf00Do9CYTR0oQmkjWShdEw1NP/wpERk9/qaOYei4JYc4GhKSHDhwgC/8zd/wwQ9+CADHcWk0Gnz+85/nWQm3i6OIhYU5KpUqy8tLKpJdqZTp9XpyHOkjt5Wmych9a7J55GUO6+FrebsHXMa5LjW3c5henqnWddEHI4cVwRC+NzExUaBDNmUWS1OwKNd16Xa7aJqGVxo23Dx+/AR79+7BcRzGxkW9pGgmmrC4sEAYDbN0L7zwPP6gr0JjhmPS6XWpV2v0JWw46Peo1xskcYJliQh8HMbEUcSP/9iP8+h3HwXgT//sz0SzZ0MnleFZt1S6VOLhypH15hQaWQG6UejWMwrpyLO4WnHT6mhmhqaDnhXRBxqdbptKpYIhG0Xquk6lWub7X34vt99+AoC5uYtkWcbi4iK/8Au/wF/91V8BIsvv+z7dble1YxgM/HWzsKv7/BWzTCPPXIBlX64Uj2m326r3IKAIUqrVqjqn4zgsLCwwPj7BOdmXpV6v02g0RP2fhE57nodlmkRJXIjW25imQZKk2JrQA4am8cyTT3PdtdeyY+9+cS9Jwt5bbubisTeYrFYwbTHmS4aOoaUEGtixyMZatSq1HVtp+n0iCQOySiXm2k1cr6zWt3AQYJgG3/7Wt7j//vsBuP6668iyjCQIVWbZrVo8f/gwm6an1bd+308+zT/+zXsoVyrEcu72uz3GJ8Yv+z3/85M14G6ReRkWmshawNUQ6zVVRoCmEABrUTEGKBPNGNEnw8PXonvy8oicVAiE3ZNmqegB2BX2aLVWFZA8w1TrqWEYDPwBtuOo6+TZ0pJXGpI5DAZARhAMsyBuqUQQBDiOo+4hSRKq1Srf+MY/iCyS1N9pluGUXKI4YrEl65wGAdfv2MnR48e57w4BIyWMwTQhjvBl25yBnnHy7Gn6cUjZEON/ZXGJ5WYLP4owZR1kCHglB8t1WJHPt2nTNBdbTTLdoFIS8+zI62+iWxZBGFJybDS5Zk1OT+E6Do1ajZfku82yDH8QUPY8jhw5Aog5fvPNN7O0uMhAwosX5uY5cOAAfpywkLfPGATopjWSNYyCELtQ+lGUtWvV5dl/7wonaXXjyuEPhUkCUskMu2+7js3kxDjNlRVliJdKJdJ1+getPbVGr9dTDR5B4P4HgwGaNmS4OnXqFPv376fVavGFL3yBn/qpnwLg61//OkmSsGPnThYke1su6/UWejc4Sj+srKcQc4hVzl5UVKz9fp9ut4tt2zzyyCOq0e+v//qvE0URrVaTmmR1uXhxlvm5eT764Ef5xje+DiCLdcvSKMxhSZZaLOr1mrqfbrctCuvtHFqZUakIo6DqCehPu90mzRK2bttCqyngJoah4/evXMYgUeM3skH9tQZiQNHZEGbGCPxVKgNN09Q7i+IINBj0B9jSsPB9nyiKmJmZUTCT3bt3E0UR/+pffZK5uYsAimjl4sVZGo2GgmzCsLahWPS9seTgggAAIABJREFUmgny3TqPLsXKlzs/tm1j2zaDwUDBJzzPo9USDJlD2KKB7wvnKK/ZWFxcpF6v0253ME0LU0IbZi9eoNNp0+v1cGU/N9uyycgIg1CtY+VymVarKdgxjeGyb5gGnV5XwfK8ssf0zDSdTkc9Q5TEuK5DyfN4/wc+AMCTT34f07ToD3zGpXMWRSErshD5ipVC3VFRNAloVf+WHvyoYs7UvvlJsnR0vBT/Wzx2YmKCfr+v5kWR0Oamm28GxFg5ffo027dvZ3Z2lr2S3OPM6dPKKc9raB3HIYoisiwb6Z2Uk/Os6SFzCdKGt+Ms5Tq6Wq2RyTqPfB7krHZRFBdql2w2b97C7OwFpS/m5uaoVqs4jkOp5Km3mmUZruMqUh9d11lcXOTChVna0qianJwkCEOeO3yYvA+t67rceP0NjG/bzMqZswSmrGPVYiIyYl1jIKeLo6eUooBAy4gkvNA1DcrlMmEQccettwFg6LpgOtN09cy5cdvptNVcO3v2LGONMaamp9U76vX7Ujf1seR6UC6Xr+hav/WHjib1VMHYHQnkDfdbLWm6dg1er/57vfKItfeWKZ0UhiGTU4K4aHFhkddee43t2wXRRn5dXTfoS+IqgHa7g+04hEGg1ucsi1UQLHeE86C7YZiKObjVamGalgosgwggh2FImoi1JQ+aRFGEaTqYtk1fBtamalXmux0qtQoPP/EYAHYKnlsiNTQC+eJDU+N8t8PSxaHeJYPU1LC8EhUZWDYtg6ji4mcRVl3opZbvY7sOYZLlBJQcvGofYQqWDmEUM5C1enmZpVaAHBuGScmyaLda7N61S7335aUluv2eWrcW5ufZtXMXjuso2K6uIci84lhtE0yAiruh+CVH/vV2LIh3hZN0uf6d53mE4RAXH4YRU1PTpGmqOtCvrCxjW/YI2UE+QYpEAIZhEAQBn/zkJ1U0a8eOHRw5coQkSRUj28zMDG+88QaapmHbNpOTouGViMoJWt3cyCuVSu9opPpy5J02GN+KSKL4W7745wxexYLdNE2pVCp87GMf49z58zwriwtXVlYkDn3AphmBm+12u/ziL/4iAO97370AvPDC82iaLvG3wgCPIkGFTpapLFZuAFarVXU/vV5PsZPlv+/du5cXTyQ0m00MWewbRZFSqFemrB6HueGTDZWSKhbPCvWsEhuepSNOUqkkKEuf/pr4Ro39f4xhGHiep5RSo9EgCAJmZmZUBvD111/n5ptv4YknHufDH/kIAC+/9BKOY1Or1dizZw+vvSbqALrdHp5XUgZcLkWiklzWixS9U/LDzqn1agWBEfY+TdNoNBoqu+T7PoPBgF/+5V/mvKRardVq/MVf/AXj4+OqiH18fFwSNJRIUxQWvSSZOSvViuoGH8u5Uq1WiZNhBDIPAuXiD3wq5QqTk5Ns3rwZEPPZMHTm5xdUjaCuaQwGA3zfxzByEooee/bsQdd1VmQQxHYcJq7oiPclJHds1v2xWDMqIuGaNpyA6xHvDE87dED6/f5IVrLf7+M4DtPT0yobZds2SdLm1KlTHDt2TBnZMGSPyx2LMAzUGC0ai3kwokhecqn7eruSO0TdbgfHcVTDcYCdu3Zx7uxZVTsFQ3KJyckpFmRLAcdx2L59u8yWivtXzZh1na6M6i8uLbIwv0C322HLjGBkPHPmDK7jjLTRCIKAl468zE03Xo+3YzNxJPXIwCfNwHBsrPzdmCadwMcwLVxpBC+vtPBcF9NU5OM0V5rUazU0Q1fzrVarMT8/zyuvHKFcKcv3nvLeu+9G1zTiwjfo930q1bI63yAYDOuw/4XIcIgVnPPLPLbYNqQol8qGrrdPcd8wFNm/Wq3G7IVZtT2OE/7mb75AtSodhmaTIAio1qp02gLtMtZosNJsYhd0Wq7PbMtSOjYnPYqiWNky9UaD5koT13UVYViv1yOOYyYmpgjDEF0fzfhGaaLqfVqmLxIKlk11Wjh3rmmRRAlRGqsM0fm5i2y55ioW201RywxYro2m6ZimRZxnu6KYKAlIMg3PEbMiziBLwDQtLJmQjlM4f/IMpmVSLrsYMjOWJgm2ZbGytKwCq+1mEw2NUsklkPpLIS5si0CSQVSrNXr9HqVyiX0y+HP6GVe0hWFIlJQmiSCpKaxbWVaA1YxGiNd8//XkXeEkXfJW1zHY0yRR2we+T7lc5iMfeZCjR48C8L3vPUYYhOtmc4o9HHLWqvHxCf70T/8EgHvuuYePfexjvPLKEe6++25ALKK33XYb3/72I3zmM79OWzLdfPzjH+fhhx/m7NmzCsKVD+78eleCXIoFLx+UeTq43++zY4egqwzDiG63QxRFTE5OUm+I9/O1r32Vn/u5n+XJJ5/iow8KMofXX38dt+Tyn/7jf+QXfuFTABw9epROp4PrlkaINrJMTIJcarU6/X6PlZUVpYBrtRpZJvpC3XXXXYCI2Mn0iIrm+H1/xGC8cmU1lLUAQyUnPigY9wXSlGF3arE4e15JRTS3lMskcczS8gpjkmba93327dvHH/zBH/DQQx8DBHuhruvs2rWLlWVRwDkzM8PnPvfnJEnCysqKWuAbjTq+72Oapgpc5BT7uj6kGl8dACn+959SfhA0dTV0KY5j1UU9f+af/umfRtd1vvjFL3LfffcBIqp41113sX//fv76r/8aEHNKGJBV2q2Ouobt2Ph9fyQTNQgGlD2RTc2zRl65zLUHDmBaJrrMzuYtD/r9PoHsp+T7PoNgQLc7DDaYlkmr3ca0LCZk1qjkCfbQSqWinjkv0L2iZZ1htt7Qy7JUZjjUFjkehjAiTcvWjXCvZ6iB0Fk5y5lt26ysrJBlGb/3ewJW96EPfQjXdTl37hytVotaTay71WpVQYVyMp44jmWRuTbiJOWZ22KbindK8ucU8PgQwzCUQ/TmG28wPb0JyzLV3Gi32ziOi+NYKjg5GPh89atfFVTI+pCYKWeilDQYIkijCTricxcEVM8rl3FshzAMaHc78lAN23FY6XUp1yv0+uK5O6HIDNiI/nAAWZoQdHu4tk3NHMLxB4MBXqlMIEkopqYmabXaWK6r9NLs7AUOP3+Y66+/XmUKSq5LnMQMOgNeeOEFcY9eifHxBp1OV32XStUjjt757/FuEW1dlrFRwhMA1kBT4a1cp7di/F39e/G31cfZtk0QBNiOrb6nYRh8/0t3c9U9X1G2ULPVRNd0/vC3avzWfxJjs9PtUpMkJXlLBV3XiaOIkFBlWQaDwRqIa6vZotfrMjY2oTLAui6ownvdLmmWYZnDUg/NMBn4gSLSmWt3uPNDd/HK4efp5EFt0xRjyTBwXLFf19QZr1dJshhLOj+poRNGEZZpEMq2KWGW4KSi5UQi35HlWFimRb/v8x/+9/8AwP/6v/17Th8/AaSkWqrg2GEQYpkmgT9Q+sbWTRzXod3pUJasfnEckcQxhmUK2w2xLjm2Q7/XU7Toft9Hl2yx+Xql6/o6WX5G2EffrmwQN2zIhmzIhmzIhmzIhmzIhmzIhhTkXZFJumTaa50COk3TlNdo2TadjoBv5Y1MPa9MFEZrMiA5hCCPzui6LnDCtSr/5t/+WwA++18+y6FD97F//34uyEakzWaTOI75zGd+jW9+85u89JIoObv55ptVP6A83HEpqN1b4bvfbfJWcMHib8U6Lt/3cRxH1R4lScKv/uqv8Xu/97tUazWVlXvkkUc4ffoMO3fu5MQJQWGsafCX//UvsSyL2VmRyj5w4ACHDx8mDEMFJcmpL8mGhZRBMJC0yiUFn2i1WhiGwW/8xm+oqE8QBKRZimVbqs+I67oKtncliqYXYT6QkzEUaVLE76OZJApZpnyYZpnI5JUrFQLZyPm1736U5eVl3veJp+jnPUOCANd1+djHPsbDD38bEBnXXq9HrVbjb//2bwH4+Z//OX7sx36MRx/9LkEwhP3EcTwCbQARYbtULVIxM5xDb37ge/nvMPfy+8+LciuVCh//+McBkWk7cOBaypWKiiAGQcBjjz3Gli1b1H5f/vKXZSNBncmpSS7OivquVqvFxMQkrVZTRSrN2OSWW28hiRM1V3zfp91pE4URg7x+03UJQhHdy2uJ8h5Qed0EiCilbVk899xzav2bmp6W122pCOjY2NgVn50djp+1cNb195e/ZtoaNadll4bZrV6HXdel1+updddxHElsE/HIX94CwK/8DzvQNIPt27dz/PhxapKOfWFhkVaryaZNM7Tyom4ZgS1eq6gf36rW6IedQ3nfpnq9IVtEjMIBr7nmajzPU5DCxx77Hr1elzR1lX63LItKPleyYWYqTuKRaLztumRZOlL/FwQB/X4Pt+ThyPGdZRkJGammkaCBjMzbblmQPGWQV/tbhomuiQazmlxvdE3DcF0WFhZUG5Jer8cTTz5Bkg777dx195285z3vkVAgoat6/T6vvvYamqapusWxsQa+71MquYSSmGIwCLDMd4ep9t9C1tbF5j/8cJH/t7Jh3mrsrjfmc3szSRKWl5ZV/eXFixfRdZ1jjz2ksoCmNSEh0Q6//b+Ic/2P/1dMt9fDKdgbpimyt3GcqPUyyzIsy2bTpk0q03js2DF27trFqZOn1FzJsyau65KBgljrhkEUhqBr2BItE8URnShkcud2AglDTaMYIwPNNGjnNtzMDBdbLTLDUGPOMAyiKMawHAxJte8aJqCRpCkLi0viWK8MGVTKFQ4cuBaAb37jYTrtDpqu4UcDMpmKKTku3U6HkuOQyMxoZGR0l7p4JU/Zj55XwnVdnn32OYVmuP6G61lurlAue2qcXLhwga1bt2LYFv2OmD+ObWNa5hp7QBDmaGt5Di5D3hUzT2eV6Zbl/8lGdI+ua7LTvfyQusnA9/nKV75MS2L3fd/HsuwRGMOlagXe//7388UvfpEH7n8AgF/91V/h9ddfZ2FhgdOnT6v9x8bG+NznPse5c+eUIbNz505ef/0NwjBUzb8UNlobxZr/U9cprSdv9x5+kLOUT9pmUzQ5HAwGTEwK3Gur2WRpaZH/6Td/kzAMefzxxwH46EcflAW62/jSl78EwPzcHFu2buXf/bvf4uWXRe+KrVu38vzzz5MkiTLW4jgW3z0bMuvpuo6uC+MjV/7T09N86lOf4pvf/CanTp0CYPm1X8LzDJorTVWHlMSxqq+4EmUNkjsbUjIMy4+yNYab2EuWoSu0XYZhmlw4f55NeQ+GXo9yucwL37yfrTcLuM/k5CSf+9znuOaaa9Tif/HiRRYWFjh06BAHDlwDwO/8zu/wiU/8BPPzc0xPb1JGUW7QdLs9Nc8ETjsaYRbKHaNi7cTbK8V8a/lhjcDV0Kn83/mzjI2NKbbMdlv0IHr++efZu3cvD9z/AIuLC4ConfA8j1qtxsmTJwGxVn3/+08SRTEXLsyqHjjtdotmcxnHcbjzzvcAAva2sDDP5OQkloQkZTgsr6ywvLSkrm3btujVYVnq7aVpimlZZJKQBYTx7LoulmXhOFJZWwZhOMC2LWWYJiTo1pU7p6AIvZC6BciLy4vQujUOkCb/LytourexJidJguM4arz3ZYf7LMvYtk30SfrjP/5j1Tsoy1IFf8z7+f3x/1ljaUkYJ5VKmZ/9N7Mj1yg2Bs/X3SiK18yHH5ZAJQ9k9fs9wjDEKtTzfuITn+DixYtUKhUuXhQBgHvvfR/f/e53R+A0ec1pEASq4XulUqVSqRAEgRqzcRyh6waObdOTgTHbtqnW6/R6PfUM5XKZTrvN+fMX2G3tRpM9jKxYg0joCQzpEJnieR3HwW8Jo/OZ557FdhzQRE0eiDk5PjHJlpnN2HK+ZGkGuqhR2bpVNOT+4pe+JGH/4Mpj84Bfv9+jJOuebLt0ZROiKFtJ/jsrQL3VHCmSibw1ccPl1B6tt996++eQ6XK5jK7rqs9YqSRqZ1utlurhtbi4SBzHdLodNdZ///+I+ZX/OZXNnOU6mcQi8GQ7hfkqSgQmJiaUI5ZlmSwlqAxtXllX3+60KZW8EZbUOI7B0OhLCJ/hujz6xBPcfsstJLY4PkYjiRNs2yGRj2+XynS6Hcq2SyZtq7JZwo99jBAFCcyhvnEcU7aFzl5ZWqZarbKysqzqh6JQEHlFcYxuGUTS8SIROsXQdfV+TPk8cRKr9ercubNs3bqNqakpxsbH1PPZUi81V4SD9pFPH+XIt7eRJgk5UbEidkvT0VpRTRtZsd+OvCucJMGUWhiYWrbmWTJJj1jMGsRxzI4dO3j55ZcplwW2WRgkax2V/L+5gZUPyBMnT/JHf/SHgFhE77vvPnRd59ZbbwXAdUuE8qP/8i//smLtCsOQwcDHMAwmJycAQRpRvJ56vHeBo3S5119vv/W25UqrVqsRhiG2bTMrs2+5EltcWGB6ZhN33HEHAGfOnGZmZjPnz5/nRz7wIwCS7a7FY4/9oypO7XQ6hGGAZZkq+uh5ZUXckH9Dz/MU41O1mkdNF/jd3/1ddF3n4ks/B0Ca9gmDkMZYQz1L3+9f0cQNqxkVMy2VTeSK3zP/XWPIIlQkdxhmo8IwYnx8nIUFYcjn2YZut8ubT/wYAEfD/4+9N4+3rCrPhJ+11h7OcM+dpxqAKhCEKgG1KWKiFCIqomI08eeEiqZFW239JWo6nS/J92l323YcUIkgmjbKjIY4g6AMQgQHpgBCgUxFUVTdqlt1xzPsca3vjzXstffZ59YtNN3l5b78invOPntcew3v8LzPG+GFr7oJZ599tknMvOuuuzA8PAxCiMnd830f3/zmN1GtVlGtVdFqNc19UUpRqfgm4jc8PALOeReRA5DPTWJseVPZ7zKSVCSGKV5Hzzc2hSwAvOIVrzCGRbPZxGWXXYYPfvCD2L9fTv5jY2OYm5vD7OysocV/61vfinPfey6+ctFFGBkZyRh+KIXnSaIavW+apvA8D9u3b89FBrRSqr1zOlk4UtFYAOi025kCqZS0IAjAFI6e6v6UyoiT62V0qys5b0ILIaSgonGVY6SSHgFACEN60W1gWLthaYPD3mYT4wCK8azdNu8fAO760Wl4wRk3gRCCiclJUypj3759uOSz4+B80TCDAsDFnxkDIQTn/o1U/HRkqVarYWxM5gDt3Pl0z3s82DVNj+HBwSFUq1Uw5mDzZul93rFjBzZv3oydO3fiyR07AMjIzznvehcuvOACM5+MjIxibm4WtVoNRJmsYRig3Wmb6JhurziKwAU3BggXAq1OWxWiVfkYrRb6BgewYcNGuIQBmj46ScFSAaQEjlbAEjkPiTgxeR8nHH88BJHee2PIBR0MDgxAJBnDqOd5Mo/lF7/I3qMQoJUKKKGG8KTVaiFNE1SqFTN2O+3ERAVXomgmSC2qnmt+DQKw3IodpFBY/GBp6svylpIkQRxnhY4ZY5idnTU5s4BkoIyiCJVKBYuqTAklcv6Xxo1ypnCZnxjHiXEShGEIzjkGBgawZo0kGqGU4qGHHjYlbQA5RlutFhqNhpwTdJFhIfNTU8ERKYMq5QL1eh2zzSaI6nKEMSw2O/BB4ahxMb+wCL9SAU8Edj4ugwNHrFsP1/XggiFM1LUZlaV0ogRNxb7aqNcRdDqIwgjVuiYkkQgGv+ojUSV6ACBOEjQUeZDOHHp6505EkSzZoteliYlJuJ6LocqQWZcWm03UqhVUKr7RCdMkBaMUcRShqhythBIEgSSEMazZ2kAqzrHL7BeHhJFEiBwV2uJ0PRe7nt6FkZERC07DUa1UVZXizEi69957cfrppxuoVpIkeOSRR3MeXC2UUtPJoyiSTDnr10uWEQCbN2/GunXr8OCDD5poxeLiIiYn12DTpk04//zzDQvU2rVrDWRP73v559fgnL+czg00HV0CssFqe8K1lH3W0Bf92X4OnVyr26KYJA4gR+e63BD0cvfT96WfXVNlAllI+NJLL0XKU3Pc5s2bIYRUurRi/LznHY8jjzwSX//6181CccQRR6goUTbZmfpWIOY6Gl7huq65j3q9jpuufAE2b36ecTIxyhQzYmTuxfO9f5fk5ENFmEMRhVHWf1KOmZkZDA8PWQmiOpKUJZMLAQNzsAPTlEqmJq2QpWmKMAzlX+VpihQblc3UtLjYxNDQEKampvDYYxJi+Wd/9h/xta/9IwDgye3bMaiIH4ZHRrBvelpOsJZXViv4dt/UzHr6fvbvn+lS4hhjZoxqBU0rgrbSaY8bbWAAmVJn90NNIKEXPtmOvFTJ1dfX9+15PpIkRqvVMtf4wAc+gIsuugiVSsWQz5xyyikYHx9Hq9Uy8w2lFFO7d8N1XaRpFiVwXRdhGMJ1XdOf9fNpo1OLni9sw4lzDtdxjFFaq8o5llGKjiLpcD0PcSg9/57yfBLIcSUXKdlOXtU3rHsrVRyXIY5j85yEEMzOzWFwcMBi1YxK+kNGgqJ/IiAAL4e1FY/X86HeL47jnMMPkFH0J37xp5jeN43p6WmEoU4yX4PhYckWqt+9pv7mnOPiz4yZbUIIvO3Pd5mEaUqZoQq3IT/6XPo+GWMGdl1UMoMgyDk3W60mBgYGIITASSdJ2uyvfe1r2Lx5MwAJmQGAY445Br++/34QQgyD2NzcnCzv0GgY9jvHcSFENxNfxfcRJQkyODwHowxccGPEHv3cYzA8NIw0ihG0A/Aoo1gnKSBijkRFrIhLQImsgqWjWMSRBFBBGGj0H/xqBVESw2cunnhc1rCan5+H73kglBoKeNd3QdXcNqPG87HHHmOiAjXFPhZH8bLoqn9fhVKCKIwMXJhzgZmZGQwNDRqnDE9TUE3UYUePyiB5xlextBLcC2nUC2Iq5175HuI4Rq1W6yI90QQ6Nlz88vMm8ZYP7zQD3/NcdDoBGAGqVe0YXoDrujjqqOeYiI2YEgrtkjnh9PoURzEc1zHzcScMIJIE1GEGzhnHERYWFnHkkRUkoZyjO+0OFhaaGHF9xIHSt4kDEsk1bGxQooE6i22kbgJSr6JeUYyYcYQglCkQuuRKGIQyElqtGCNQolZlWwhY7ckFHnrwQbieb9jnRkdGEQYBxsbGMmdbmpg1WUPDXccBc13s2r3bMF0ODAwgjCLFgKyM2Tg284d5p+ofRIaiKULvlpKVjY1YlVVZlVVZlVVZlVVZlVVZlVU5SDkkIklCyMKH2lPlui7GxsfAKIOrwtpRFBnr3S6od+vVJ2PPKT/AMcccAyCrRWJHT2zvgPa66XC77/uGd316ehqUUjyxfbvxSrmui8HBAezcuRMf+MAHjIftzjvvlHk4IyPG46wTX3uFbLXY3jy7DYpiw4psj4V+PsdK5tTPWFY/5kBQjoPdZm/X2PJKpWq4/GXyosypOGLDBgO327nzKQRBB0ceeZTJP7rqqqtw8slb8Ja3vsUUKpUwJYabr3qhoV89/a33yFohICZEnSQJxscncN9PXmGKvEVhhOM2ZSFoAODggMoR0PTHZRCplSRJkpiaDYAsGiojNpkHRQiuKIEtrwoXUD5uAyvKj6csylkmP77sBPj+RXjta18LAHj5y09HvV5HGIamwN6FF14AQOCIDRswODiIz/91Ft3lfACMDVvU75Km+O0fmcpFWHWkxI4QFcX2vuvxTCk1EVo7cTxNU5mPY+U/6ONsmmR7W3F+KetP9tyzsDCPer2O4eFhXHvttQCArVu34uyzz8bDDz+Ml6lCrZ7nodls4sc//jHOPfe9AAC/4uPyyy7Dvn37MDQ0nIsiFK//TPp11arbRADwJDXX6KvXZY0xxpCoqNHw+iHs37cPSZyYOTqNk2V7535fJQxCBAr2Dch+Nzg4kINyL5kcXig6a7aXeLWXI8Vreb6H8fFxDA0NmWhXHMfoBB0T+QWgyI4S8w/IxtUVX1hrxvfb/ny38erq8cIYU2M1i8bqcWHTh+vjtAfezimMoginnXaaiS4vLi6i0WhI9IN6lk6ngwe3bcP7/tN/wufPOw+AzAWZnJzEzMwMKMlyPPr7+7Fx40Yz37VaMq+RqnqIgESoUMbQCQNTYoAxJtcTAQRhCB4rYif1llJwMKEpwBMZQUoTU0+GxwKEMdQadXhqDM3Mz2Hv1BQ6zZYpWlutVMEc2W46OgIhk+v9im+89fV6HcxxEAedLNJNu0k/VpJQSmQunJpHCAEGB/rhug4cRaQhdatlIj/U4nUghExxmz1Xl5VyKIv29oJa26VmGGO44gtr8TaVAxip3B3OOZhat4IgwGGHHQZCCBZU3pPruhgaHsaclY+m1z0BCTcLE9m363WZV1T1PLQU1K9vYACbNm1C2AkMjTclFNVKFa7jZnXGkhQpT5BygQGF6lhcWMC++VkEe3abWnscAow68H0frU5TNTUBYXKd5ap95BgWIJRC8BSemiujTgeN/gEEnQ4OU3mUggsMDw2i0wmyunyUwXEYuBCYU20xPy8J1Oq1jMSFEFm7VHBhaMZBCCijSNNMP9FvR44j823ZY+qQMJKiMMDiYtPgpTmXFd5bzZapKJwmscTPh4F5UN9zUfE99NXreOSR36hjpeJUhLkV4QFCCFx55ZXYunUrbrjhBgDA85//fDiOg33T03jLm98MALjtttuwfft2XH755Vh/2GF44xvfCEAmUm/fvj0H/xMCpYMMQJdSVZReBlPZ4mnD8PS1fd9HpVIxkwogk1eDIEAYhl3QsmKCuRYbnrOU6PMNDAyoRPR5kxek4VJbtmwBFxw/+MEPAAAvetGLcNymTfjWN7+FV7xCkmWcfvrpuPrqq3HjjTdi0yYJt5iYmDCLq53UPzY2jm9/eQPWKsxurV7D1H2SgEETdxBKFOSDd4XdBQH0qkUJNZj2lShhJ0Sn3TG5epTIHJMwDMG0oehkSpvOtBAUEFop0FAGIdtOLiJy8tHQVQ3/AhQkYdhFu93C97//fQDAa17zGoyMjmLnU08ZlsNt27ZBCI6g01E5ZVVzvOd5ufcehjIf0Fbc9EJhL1CUspwhpfcDuiEUnPNc/oI2tvR226FiF4ITGIOwAAAgAElEQVTVx2rInT2elzKQtHJJCMFZZ52FiclJvPe90viRNaXOwt69ew20bnZ2FlEU4U1vehPuv1+yyd1zzz1otVp44xvfiBtuuMGQjkjjT4BbsFZ57eUX2zWkKAA810HF9xEGoakG31pYACMEIklQq6p8piiSVc15CtWdkKZJqbG6kiSOY0RhiJqCyRAIVCsVtNttCJ3PIrhxxtjJtcbpYG0w6Uz6tx7Q6GKOod4mr5flDHGegjEKxnzT/52YgTKCSiWDwrXbbfksUYhQQZWTJJGMiGmCNJHn/ucLjkAURTj7L3Ybh0SSJObcNnTc9/0cwYreruHQtmHfbrdVcWJpbLzhDW8ApRQzMzMy8VpdZ/sTT+CpHTtMjpTsq6nqZ/I6krWubXK0AFljSZKQOBlUKUkQcwlB1+sk5xyzc7OIogRepYIEqoiucqgJF0ig4ccCKU9Qq1YNSUMUR5jetx/z258wL5YyBggBz3VN7gWhBEkcg6cJXJV76/meVDIpjDMQABgjcBgz86rUZVbuWhUEIVqtliE2ABTEN06gB0eaaodeJgWeVvVXwiFFAYZHUDh2CQf1gb7nzptbg2gupUMfK4Rcr674vJzf3/GxvUCSgBBq1jnP83D88cdj27YH8cIXSrbKubk5TE5MYG52Ppd2IR190jAw8y0BHIehtbiAoSGZtjA7MwOScqRxDE/dE6EMaaUKpNxASwkh8neHYKYlDSzuAPWxYTQoRaDqfy0uLqDTbCEKYvjqvuVaLGsh6TmvUquh3teHWr0G1/OQmnU7Ra1aU0QLmZM9CEPpGFQpGLMzs9KJQbP8T50D3em0DVRPcA7XkXBgYvYjEJyDoOT9i2J/WZ6VdEisaFIp8s3ElSSyii6lxFTrZcyRFM5zLRMFolR6iR669bUYP/4SAEC71UGtXs9Z89q7JYTAJZ+VrFBv+fBOMMawceNG0ymDIMSFF16A97//A3jooYcAAPfeex9OPPFEnHLKKbjppptwwZe+BEAmUmtc+L59+9Q9TvRUoA7Gu2vjT/VzFPOY9F8dVYnjGO12uyt3SRuHZcpLL0Npqf202JXfbe+8/k0Xmf3pLbfgXe9+FwDgc5/9LD7+8U9gy5YtxhN711134vTTT8dVV11lMOnf+c53ZCQkCs3z3XPd6ahUKhgYyDwOmj7ar2VJf2maIo7iLny6DJZYzyGKk+zKEqngZ0n1HADlIpfUavD5IptSMienyMhUSHc+Hcz+xFT9TtMUi4uL+MX3XoIX/8kvAAA/+ckNcBxmlCJAnmtycgKtVhtf/kTNLI66aJ+d+2RHe+xIUnHh4jwb2/a96eM0k5etaNrRIXu7Hit2rlIxN7CXwmrfq/6n6X1HRkZlblenYzDr5557romWaY/38ccfjzCM8MQTj+OXv/wlAGB4eNhEZ+2xxhg1TiB9rzrytVyHh/bGyRvnaDVbMk9TE30QAc9xUK3V8JyjZNT9sccfx/03ngHHYYbVCGoeWMniOi6Enze4OecyT8XKccsoJLNjC/YQNGFRTqFbYkqy1xU7umv3PW2Q2NT6On+vWAJDGkkePFXYUX6PEcURUqaRC7J/XfGFteZ87/joHpPvZiuInuflcvqEELl+qP+2222MjIzgmGOOwRVXXAFAlgp44okncMIJJ2LXrqcByEjS+9//fiwuLpqx0dfXwNzcrFJGM/KSMAixffsT5hpJkoBRhiRNjL6QqNzEvv5+rFsvGeaqtRoopfArHFGaGgMtJQAnAoJYrjQuEINjasd2o29RIvOUGMnyxRxQxWonJC0zgJRz+J4P18tyK3VBXZoSY4D+4ycHMDwsC9yauTtNIVYwEytjFJVqFa411zNGQYgLPSBkP8uPoIyvrFv5tY0iAdE1HotjCcg7G5ZCAvUSvV6URfXtNesbnx7BWz60E65Lcky9juPIPGuTu9dSuXvcrLGUagZlhTBSjpnFxQVUq1Ucd9xxaPQp9AhzsGfPlCSIUFThrutI9AE4KMsimjxJEIkU9SF5bIwUgksnmMekrjZU9TE+OSnzXzWRklA5OwSAMurTlIMQNTYYNXlFjb46mouLaNT7sPNpOcYZpeh02rmgBhcCjuvA8VyT35zEicm9tenwJZlXxrwHwORraRFcsSVyhSo6SDkkjCRCCPr6+kznAASiKIbrepZyRhAGsg6LnuilRysF5wy/+dezAABbXnMr9s/Mdi0eRe+xZiXx/Yoxcq666ioIITA9vdco53v2SFrSNE1x0kkn4c477wQgw/7VahWcc1x1/nr1HEkX1A/IK0z6ecvaoKj46cndPqboFbcXpCIsT7ab9GyUJX72mhQA4LLzJrv2t0UvWu/929QYn5/6mmT5+81vfoPLL78czz32WHzoQx/Ck09uBwBs2rQZjzzyG4RhaGher7vuerzqVa/CK17xcuNJ73TaBvY0MizPOT8/L2EuylsJAJ6iem932uZ9Oa6szMxFNugooSbUmps8DxLa8vskvl+F71fM5MqFJFio1WtmQSZEaC677ECRTZx50Z6XrM9o2JmGvUiaTkkrff8NZwAAjn7J98AYQ71eN4v+sccei//+oTYYq6JWyxQt13XNflrh16w/RWiP/RcAkiTt+T6FEGaM2tAJfb63f2Qq59ywDSI9edtQKk0GYTsuigutPeb7+mQ0r92W1MM333yzqcN20kknYXR0FP39/Wa/mZkZCCFw5JFH4oQTTgAgk9iFENi/f3/BACqfFw6mb7eaTQz0S+bBhYV5VFwfjFD4Kin4ZaedhoXFRTzyyCMYUvtFQYiK76OtvIyASrhfybggAK7nwK94OYMoDAP4Fd+MI5tgIfM6SKhqL0NJiyCKgH+Z76/McCpCsW2CEb0OaLY1HQ0GoOi/I7iRg0jNEWEgKcE14QkAXH3hBqRpird8eGfOKNYRJs1EJwQ3EVq7TRzHQafTQacT4J3vfCcA4MILL8T73vc+NJtNcz+tVgutVgsPP/wwXvWqVwEAfvCDH6BWq2F+ft7UdNH09JxzCKWoMUrhMIYkjk1uv8sc8JSj02phx/Yn5TMnMcIoAnNdsIpvntvMEzzzkBMAaRyj4mdMdlxFij3mGMUxDEMsBoExlADAoUxGjCxHAiFSaY3j2DB/ShIp2Vd05IQ5DHwFEzcQAjQafYaxUwjJWFitSmZhIHMG5UaF0P97Zuv4wcKSeyGAiuuRvV4Asr87Tkb6EEYCnu9DcJj3GkUR9uzZgxe/5BTMKRKPxcVFDA8Pq+hs/p4plTqNo9Z3IVy85MUvQRyG5nhKHfieh3arlbUtAFAgSmITkXGZAwKAEIaFRVkeAi6F67hyHKk6Yany/XCRGXySnAFwmGOMXKlnyejpgw9ug6NglNNU6t/Te/aauTKJExNt1v1dpJK4JBXcQAIJIZIMIk2NTiPJIiyondU+OZ3WckYVI4rLkZXrnliVVVmVVVmVVVmVVVmVVVmVVXkGckhEksIwQrVakYXbIK3AOI5UvR2d5JbmvNcA4LpMJaC2DWb51qu3oFqto93poKWqDM8vzON17/kNvvHpUQBZWPtd/2Ufnnpqh/Hs1Gp1vPvd78Z9992Xq+nSbLXwq1/9CmeccQa2bt0KADjvvPPQ19eHgYGBHGzn0s9NKGy4jSfOe5nLYDBlXgqd8Gp762wL2fZKaQ94kQK8Fz2xPldv6Z0/BcDAhb7y33XOhSxyCUjPyejoGM545Rl4+umncc01Mkl9YmICP/zhNTjrrLNw/fXXAwA+8tGP4OJvXIytW7di505JitHpdPCTy58PIDbUxNVqFX6lAiKEIXiInAi1ak1GBXXSH5HV1xllVsZenrRBPp14pg6o3wtJ0zRHm03Uf67jmMRRQglEztOdRZW6IQcUAEdZdzDeG0oQRzFGx0axf7+sGfb03W9Fva+O3+zfD1fBae/44TSOOkpS4bquizDSBSATScwRBjmPt6bwLsLjbAiD9tQVoynF3AmdM2H/dslnx3NlBWzP+zl/OZ3zguuIUxFCW5a8q7dlkTuZLzcyMmKKxN51112oVKo46qgjTZHJ2dlZHHbYYbj77rtx7LGyAO/OnTvh+76B22Ueszz0yr7+cqIRBMDw0LDxPtYrNRBCsGZy0oyPe+65B0NDQ/iDLVuw4fAjAMgaO5WaHFOaDjaJEwP/WKmix1UOWgc552kKfCHKIkYZJt7uKUJvOMCrOlBehBadw2ejBzTUHMjQCWVRJx0xchwHrnoWggCcixxUT/e/K7+4ziJ42IUgCNS4yveBJElya5UuJ3D//ffhla98JQDgPe85F2EYYWpqytyP53lotVqYmprC3XffDSDLgR0aGsL0tESARHEMoYpN6nZMk0TlLDiIQl0M04XvuuDIPPg85XCYIwtVJilYktEYgwCCA4Rl3ns4MPUaAQlZjoIAnagFT81v9WoN1HGQpAkcV3nhk9TUE9QUzQKyuGa1VsVPLpcFSdesGUIURabeDiBzTXRBz5UoSZzAswolcy7U8/tIFPmILrqbQ4KoepplZChdUPriV9GbjKGIQuqFAOqGfGeoA/sYjWDiXPaPvnod3/3KAF79rm2oVBrm2P7+frhWxFafp0h6IttJ1mLTpAqMUdxyyy1o1PtMfvam445DGISy3+q1SOX2xyIxEZmYpICq3VRVUR9BAKQCPI4MFJsSCsdlcCjDYij1sna7jU6rJdc4HbihBEyROYAQUzCXq7U3iiLUVU0lCE3ckYAyeW3HdZDqSJWQz5cKGQWXkVwZqR4eGjLvS5PUUEZzecXmvRHk9L+DSYE5JIykiu+BMWoelDEG6vtyoleGk4bi2fUhCGRCul+pYkYVYvQ8D612C51OgECxraVpiiu+sBYSDULMNQghuO666/CBD34QgJzMZ2Zm8POf/xx//Md/DEAufrMzMxgfH4frutihCt2Njo4hSWKc/7eeSXq2FSgbnlNUYg4G46rPpRcOO89ICGEmUs02VFQSNStRWU2g5UI6yvbTxdI8zzPFLL/2KcmM8vaPBNi7dw8ef/wxtFRCLQAcffTReOqpHRCCo9mUx+/etRvr1q3F7OwsbrvtNgAw1a012xgAzMzOoNHXQL1Wg1C4UsZcEAokaQyqyAbAmPycS3RVyZNWsxNSzjK1YoQLJFFsxo0QHL7vg6fcLDSMWgXudIKxOtxOaxQECgNNQUge8gZYRhKIqQ2klbFGXwNhFKJPEUgAwIYNGxBFIVrtFjzXQx/Ub0QpUJ3AXDwIAiRxgjiOskVUyKraiaW4CZGxS9pQAN3v7fGoF7PimNIGlD0+LztvMuf00PmBb/vzXV35N0WjSY9dDU3t7+8HIQTHH3+Cyb8bHR1FGIa45557rGKbg9ixYwdGRkYwOiqdP/fffz+mp/fBdZ2cgQdkcKpiHuRyZXZ2FjWl9FFCseWkk/Dg/Q+Y93/OOeeAEII777gDH3+/KpLoOJienobn+3B9nUuQmtzAlSo6v1WLrosSJ3HeIBclUFbLUDKbNFxS1yYTS89LSyWVa4WMUiITu5WxkqYcjMkcRT0OOp1AwVvsvCLdZ7OxwZiLJJE10XQ/1uuK7ey74gtrkaYpzvnL6VzhZ7sul4ZENxoNVCpVrFu3Dl/9qqyX9o53vgM7n3oK1WoVzzn6aADAt775TTz66KNoNBrYsHEjAGBm/35TrFyzZQpAFo7lwrSvzmsmAgaSZEPWNERHQ46SIESVunASnWxEIShBwgWIfjcEoCDglBlYX5LKnAjP8+Ey7WhJEXc6IA4FIQp6CAFGqVQIE5WnpAzum696IdatHTDvUNavsxV4kjHirUCRrHYChGgHb4paTc1HhqCKZQ4Y0y494NUlDtBeULleUtSjehlUxb+9nGd20VlCIkRRiEs/N4H3/D/SoKlUKpicnMS2bdvMfqOjo8r5zcxYzthXBYiAMZKo44KLFHun92CwX+ph27Ztg4CA51fQUWOPE2BkbEz2fyHbu7PYQrPZBA9j+ApcxggFITJ3iZtuSKQzmhDEFiMmiKz9ZGDqQiDlHAnncL2sfp+raqm5nmt0c9dxVA5T1r5pmiJVeVh6bXMohee6cKsV+MqQu/Ybx6HRLwk9tLonBFdOjQK0TkEFc+9smUPqkDCS/IqPOI7N5MpV42o8MyA7hxDCFOwCJGa5Xq+bhHAgG1TMpvgVmrWKW9SAAmvXrsXOnU/hq1/5CgDg3e9+N6ampjA6OtrlKXz5y1+OtevW4cILLgAgJ/y169YBiI1ioLHXOUw6MuMpbyTlczyyz9k2zoVZ3HTRMcdxEccROp3AFNOT2xk8r4a+vjr02282FxVuWxilVSrFavk2t1i8l7yUTSaeJz0BcRwjSWIQAkMBPjY+hv379uHWW2/B+z/4QVMsVD4DQRTFGBwcMve4ZcvJeOSRR7B37x51bs8osQvKGBsdGZU6BnjOSNbRB08paoxSk7pp7p8LgEKynuiFXRw8Jvn3Ser1OjphYJIcgyhFreKh3QkyBZs4gCJt0IoAB5EYfmLl2UAvAN3YX6raG5AKXr1eR7vVNvk10qtOwByGJM4mVsokW43vZxW0kyhBrS4jg3pBbPQ1ZLVzSwnVRkKOvlhV+U6syKuMQOUpwF3XMd527WDQNMBBkBXv089YJGzQBtaln5voGuP2uH/7R6bMgvnPF8joy/v+rok77rgDmzZtMsVgb7/9dgghcNpppxmv6a9/fT9OPPFETE1NmTF+xhlnGEz+P5x/vvWms2RhO+/Q9twfSGq1Gt76FsnmObVrCkKk+IM/epGhkv3yRV/GwOAA7rnu5XA9lQfiu6jWqiCUIVH3GIYRSos7riDxPA8pT8CoVohjVKoVxcSqFnQny0+xnQ7dQpYVRQLKjaOyeTkzXPQ8D9Onoyg24yVjh7OpcCkkMZsLzaYmhCSr8FwPFTXHRsppIc8nn1My28W4+sINplA45wLn/s2chdSQRk0YhmAswebNm/Gzn0nH2JcvvBCAXGcfV7TgL3vZy7B161bMzc2Z9evaa6+F47hwXQedjsyfYI52HKSGudNXTtY4jAzKQCjjg3OelQ5wXakncOWdJ7od5QcuhElIVxtQrfgIoyx3yXVdUEIlBT4kM16tVkOUxFlkHoAgBEGnYxTbNZNrcPf1p2P92gqIImZoLjQlQ6vnI+V6buM5wp2VJnL+DeF5ss2TJEG9XkMQBEZf04QFdpc3LHbFYaC+PxMncNm4KkPjFA0j/RxF3c/ex0YUdTodjI+N45/+l3yv7/4rOXYbjQZuu/12AMBLTz0V8/PzMkod2RE1Yp5RF06VZEADYJQhVPMxdaVB1QkDOGq/TtBBq9lEu9M2hWjjJAaEQNX3QUIVkZF0tvlnIVnReUfT7zNiHKw8VUaOSAEdQWOOCXQkSZrlMav+LN+vzL8zkR49Bi1UFE85YhHi8CM3mDy1vr4+8FRxDbgZEoSn3MzFssHlP6H+k4/ye2YkRVEECFiKvDAJXVljpl2Lvu/7xpAy1XqTREUNBLhQXmYIUCaVBpPE6bm48BMuzjwnRl0pdF88/ws499z34uQ/OAnVmlSgTtl6CigjaLcDfPaznzHKX5xE+PuPxvB8zygnvlLu5cKTwWHkM8k7UTektmcWMAEFofKvvsk04fKzIGYxSpIEIAK+78GvuKZjgjgg0HSNatA6FBXqQ3ZC1WnU+QQ4TL4bEfL6JPOwCRV+tVnhdEIxFxyxWiSqtQookXUv9OT/+b8meOfH5OT15QsuMLTpcRzjla94OeI4wp+84fUAgLGxMdx22224/bafoU+FYL990ZGo+AzMcQy7YZokoIzCYW5Gf0ypSdBlxvhRrEtWLEQzh9reOPv3lShREoM5FIkyNphDEcURmEMNrX7G+pNNdBDWttxkT0AIhW5mySqjZh+qFQH5n6y2bSnsjIBwCuJllNsilgpLEARmjOtIF2XUUOImcWIgQHqCExr+w1MTCSOEIE2l0aTHY6oMpziOjecLQsBxmaEuBYA4SUGIgO+7EAImWVRLmqamz8lFVHrm8xGFFJxnUayLPyOZ7N7x0T1mHyE4pqamMDk5aaKm73nPe7CwsIAfXnMN3qzKDjSbTQghPe5f//rX5T3GMc455xx4no9qtWoiuc95ziT+7n2SIvYtH94p37VarDXMyZZiUjHnHAlPcNkVl6nfKaASZnWy78DQEPoG+8GqLoRmlkxjEKYWHtWOnpexUa1UkfTexDwzY1TVinPMkydxnE382uDWUb6iY0bj7XIBJ2U5Wduk88eu90fUu7LORYQxlkXOCZSxy+XJgBgIyUO2i/1DowSSJIWbKEdDlCCMJKwlUduSJAVlUpnxKwpekwp84zMjEBw4+y92W4aXQL3eh/vuuw/HH/88AMBxx21CX18dV1x5JZ5z1FEAgLvuvhubjjsOzWbTwN8ZY1hcXMCGDRsMQkE7PQjNPNyAgAMX1HPMq+CJSlh3GKoqUiHpw1uoVqtoh4Gp1QPOpQnJiKEwJsrZEkWhUeCiKIFIBBzKDISo02zKqDsEuFoTHcaQJAkc5uBoFSm77dt/iL66Cwhh5hyHyX6UxHmI1QpeqsC5huzLh3RdD1GUqP6qlV1uFHQtQo8dCNgwEaLXI6GdfJnetRQkuZfjQTvo5b3mHXUAcjqq/m4Tp2iEgmFlJhQ85UjTxDgekjjC9PRedNodvOD5Enr52KOPSorsTtv0LVlqQOp/7XYLni/PWfF8dNotJCIzqKlDQagDbgUbXMqQdiLUiAcR6W2uHDthYpyqnTgCAZGwUrWWB2EIRqkib9B6p4wsaYgxADDCkHIuHZvELk2hDCyW1SJMeWocep4n7zuOY1SrVcwvzJlxnyRSr9v19C4DS2+3O0YfT+LUXIMQAovLIW/gCuvPMpeqQ8JIApCbBLQyXgxblrGI2JhPwBiNIJRmL41JHCdPXaPIpylHEHRw45UvwEvfJBnrBgb6ce211+CEE443DD1bTj4J3//e99FsthAEgVH+Lv/8WnieA8ayhcdxmLqnPIShOMMxZj1XISRY3GazZOl9CDLPRM5wLJtIi14Vy7Vp2lOFJgkhxoOvr2mHKO3tthdeGrMESeronXD5eZN404eeAiUMP/rRdQCA3bt34+Mf//8wPb3PHH/RRV/B1NQUhoYGjce9WvUU+5JjlGXNxERJRgsv84w0a11JM1gDmQC5gVwGfVlRor0Bdq2jkt2K23LjbLmXQrYYmb5iu9DVELDfEnMYKKdISWZYEOVZt/cjrtX3LCOJOUwVkbOLvJJCnp6MHEvDKQ+Rsp0uKedIlXHFuTC0oxAZ252dp6TbyWa3sx019nUu/syYaZOFhQWEYYgXvehFOOFEuRCmaYprr/0RGo0+bFd5SpKty8EDDzyAI46QY+Lhhx/GpZdeirPOOgtpmsHabKY9fT+6GG21Ws1BGHRuiu0FFYKr3Eft7Qsh4UMeGmqBuvGbL8D4+DgIEcbRIOFhBIRk4DBCVrbjQYrxcGVf8duYhstrL0IJiuy1xjNqzfGEZOui3T+X8qovxdKof9cwPP2dMgLHYUgSufYFQYBUjWdoyBpSEM7ACceVX1wLbay982N7wXlqcpgA4Oabb8Ipp2zFK1/xSkMBPjkxgQ0bNuLLX77Q9PdKpYrBwUHs2rXLrLs29b2JGgnp8ONpFjXyPA+UUSRpCkc9p2bLTZIY9b4aFuZldKpWqQGcG5Y19RIQRBGIlQbQ19eHIAhACDURtP5GA+1WCyc8/wTMzsmI8eOPP456vY5HfvY67N8mkRVRtJijUVcPkbFplSh3K1F6ITqEoAbhoGv35Y8rW8KVwWRFtHsVcO51L0sZUmXjQ4uOItnjzV47tBHlOMywufUpuu5/vuBw/OEfAXv27MHzjj8eADA3O4eJiQk8+uhjBm0hnd0cURShWvGR6PILRK6Jjusi0vDWTgCAwHdcQDnTfceFy1wIzhHzzCFOGAFzHERK//NVyYBm0DGN7KogQBAEGaxaP6+9ZlMKlzF4cMFo5tyUOauJCYAAKs/JcSRMTrVtFIVwXYaR4REsLMjx6Ps+PvzhD6HZbJqAwbZbGqZotJ1rWVYi5LeRlRvDXZVVWZVVWZVVWZVVWZVVWZVVeQZyiESStPc580IThb83MAX5Re2WbZPVqhkcha8klMFxPCRpYjCXOk+Bp6nxEnPO0d/oRyfoGGaZV7/rQSQJxw033GTymTTkZGFhESMjI/jGp2XdnpGRmqkdoa1Y36+YyIsOeRYjMUCGd14qCRfIojRlXuqyorU9W7ckkdA+xvYg2uHkXgngIsdfn3mps8rKHGEQ4ltfOhxvfP+T2LdvGgAwODiAT37yk7kCoYwx9Pc38P3/fQwafVk7Sk8L7YokEWQQTEoZKKMglGXtTRVpA6EW4kWyrOhaSWpjz/ZaiVKWeLqcY4DyvpWrai6ybcVIkJ1ql4skUelhBkFWyFTvb59TYyXtW6AAEwyCCjDY0RwKxtICXE6PH93XuUlqzyrap1kfTrnJDdKsXvb405/tNtGEETZMSY8fe9wODQ0jSWLMz88b1s577/037Nr1NM4991z8y7/8CwDp3R4aGkIQBDjssMMAAGvXrsVdd92FkZFRxHFsIuetdhuMMfi+b8ZVvS7rurVarRxkhzGGqy/cYKAbtVoNrop+M6ugr11DBwBGRiq5BHzzquwkWGQRjBUtxefT+QEyVF2+j9yo/j4zD6fg5WNQntGKxCIrXl6MJJWxpJZBjnLXUL8zxjLIjsrjSRI/BzHS0FbDJJnK/AA9XsJQeoD/6X8N4z/+9SwmJycxOjoKAJibm8N111+Hs9/2NpO0Pz8/j1tvvQUf/djH8OADDwAAbrjhBrTbbaxduw7tdqvrvstQD1nx+Tzpkb1fmiQImylcvTmKUfV9VKp1dFQtMEEI6rUagjg2Eewg7MD1PURBZHSVw444HKOjw3j44YcxNy8jSfdc/zI85zlHwfUCBYkHBpR5f3UAACAASURBVIcGsDC/oGCqFvKEZG/W3CNWsuRTEwCl21k5MDJqJHL7262ST2vouVt+TSuuVUBPnacsolSuG4mu/bQeZ6L6SYp6vYZWq4VZxUSnUw02btyIG2+8EQAwPjZmQWzlsTq3nnMOcAJPpVEwShDFKYJ2G1Bw+v5KDZxzdDodMJVDlBBudDW9tjLXg6AUKU9NeyRJrFj1ZB68blwuOGq1agY1FzD3qCF4ROXmE0rQWpzPIr5URtBkzSt5eBxH4Cr3TsNnBwb6EYYhZmb24QUveCEAyW585513YGFhweQ27tu3EY5CG2nSNwFhCFEOJMtdqw4JIymD6OTDzkQIg+HOgW4seIEQcmA4jppk1AtweFbcinMOwTm4EBn1p/pcrdUwphikbvv2ANqdDl79rgdNh2632/B9H5d/fhJHHXkUxsfkQlGv1+ULdxyD41xyIsuN3vJFaSkjqcwYKg7UUmXWSiosbitbEO2FdCml2laYiguwEEJVfQ/wk8sHsV8xD579F7sNvEHfw8WfGcPk5CRGRgYMNarjyI5flhQJIfKwD0pVrgzNbZPb7XbS5zMP+ywzk8oNpaUMoeI+QAFal+FDu37XYsMc7P3zCaFmZwsznCl+Gla0lEMgg7UyUJotphkkQ4X8EznxS0Mp7xCQxk5mEKUpR6Koxw2dsjKmbMPJ7qd2W+l9dD7gl/7fBO/6L4u45JJL8NKXvhSApMWvVCrodDqYn58HIPP0rr/+evzt3/4tPvGJTwCQxA2vec1rcNttP0MUZUx/u3ftAiGjSNMUX/976cCp1WpI0waq1WrO+cE5R6WSJ6OIE0mGQ6221QQ0+vnCMESSJPB9v2u+WvFG0UFI0Wj5XYpdMNG64NLjrfBuis4y21ACyseVreDZRpfOE7THUJIkiKLQrDWacEXnCdoERwAwNDRkCrkvLCxg7549ePzxx005D8eRhVabqqgmIA204eHhHExNj91eUKkMxhOBKkInO4eZEAKXOahQZpRyRhje8NrXwaEMv3n0EQAyN++nt/0ML37Ri0BU7tJP//VWjE9MYGJi3FCAP3D/r/HAg7/GTVeeiCOP/CMAwPr1NXQ6bVRrdQQdqQzum96HkdFhhEEIjaUUQuYyCaLzaiEdfivcTAIOjH4vNYTkL9DzOyFLjEMLF9vLECq/r/IbKxs/vQwn24FGCVUwZ88YR3Ec4+abbsKmTZvx8MMPAwBO3rIFc/PzKm9XjikNUa1UZK6QsemTBIQxVL0aIgWdbrVappC7JjdzXenYZxAQVBeJFQjjECJJUPfl/YgkNfqYNqbiKDb03Tl9UjlHjSMx5QYG3Gg0jPNOpqskiKI0N0c4DgUhDGNj0mGyZs0kfN/Dnr3TmJ7eq56liaHhYYyOjuKb/yAdh0NDDZUjGGUstkSO76Xe2cHKoWsklYidPA1oRUfAzvshYEhTDsqYxWSWKQC2osUUnaJmItqwYQM6QYAnf7UpxyZDCcGpW0P0NRoGiyyJCuTErA0vM1isa5rvltCSxyx7qfp+7Q5pY16FEGbh6YU7L+YulXlAyrxwB7q34vmL2zLjDjj2ubLWy+57fSwuLsJzM0ry006rIU1SxEmcVTa3owfqIyXSMyEsphlqIkM2Xp7lttv3mI8kPdtiSVKWE1FaVtSpR+OV1aewWWW6T5OPOhXpW42jQHDjTdfnk5NztrN870VlkhSmFWkwFw17SZvMlRElD9D5TDzlJlcvizilJtfBzvfRoj3W8jd57ODgIFxXGkLHHXccAFkn6cwzz4SukwFIb+KOHTuwb99+4xHTldefeOIJFTWS4/6i/1ZHreYhDEMTXZLsYZKxT88d2slgY+SpNXZ1rmUcx+Y5dN6g7/tGIS6LPj/bJJcz+tsnJS3vmsSaEwHD6pVzHlheBnsMlxnwSznXynIwivdSPHelUjE1xhxHjos4jsFiZqjDY7VODgwMoNN5Eq1Wy9CC69IacRzjdsXudeaZZ2LNmjW47LLL8LrXvQ4AlCEWYXBoCEGQUfgXo0NmzickY8DkPKec6f08zwMTAi/e8gfY8ejj5vef3XQzXNczzHMPP/QQ+mo1vOTUrfjprbfIc6YJJibGcMcdvzLXv+GyE3Hs0cdg8/OqEGaOkUbk/NysSTav1etYmJ/POR8kIYikHddrmp0LuDKlOHjkgLKdW+WiciIPNPYIyqn1S47r5UhcKsJkTieyKG6mo3Kz3czPytBxHIaREenYWlhYgOf78H0Pf/qnfwIAWGw2EXQ6iOPYGBpynMXgXKIeUlVHiLgMoJARThUwcJ0qkjjC3OK8ceRzCCRJjDCJAabLphDAcVDta6C1T65PHvXg+V6OWKlarcqoDU8NU62AACUUzGFducmMMnQ6bbO2dDodMEbgOC7GJ8bN8/TVa3Bdz+j39957L5rNFkZGR1Cv18y14zjCTy47Eb4vr9Npd8z1Nbud4ziglObKEJS9q7LvveTQNZJUFMnA7Ur2I5Ahx9w5kPX9AzWK63mIosgYGkmaYnxsDHGSGHKAxcVFeL4Pz/cRdDo5LnjNYiIKE2/+HtEVtVjufBfHcU+jRg8+24BaSuxEwl5Gkry3kvYsUYxsZpeyds6oHpkJhTabTYyMjMjBoyEM6pwVv5JTvI3RZ0XYCSHS+DX7aQU4M4jMzr0bIvvYe6/fe1nK0Cl7t8uJKMkd1R+16PT0ZNsRIYEcPI+AABSggnYbUAXFz/RHdYzeRzMXZUhdfR+0a9EsjjdtJKXGuSGNa+nxS0Cg6g45AtzjiiAiS3JNeQqhCh4C2kiKDQU5AENPniSJ9PpB1iP6yeUn4sVv+Dk+/elPAwD+6r/+V8NipGuzzc/PQwiBIOjgox/9KABgamoKv/zlLxHHMVzXNZADz4qW6wRzzfZlG0TFItOAftcCtVoVlGaLjDao9BjXiqxNBGE7ZZ5NxlKxv+tIp50cfjCJ4su+brGNczCXLJojoSwHHve/C/itvTbZEE1t2CdJAjeSDKURc0CJHC8LCwv41pcOR6NxNY455hhz/jPPPBM//8UvjHd9fn4ehx9+OG677TZ873vfA5DB+lrNFhyLcr0MOlh2j7pumV7H161fj8mJCdA0xf3334+6q8uGADW/imanjcOPOBwA8Pq3nw1QYHF2Dg2lvDkOw7ZtD+Bn/3Iyxsak4nfE4UDCU8zPz5ve4vu+gZDbzhV9z9l9678cmqxgpTOxdkuvfimNp/KIUokBUxZRsnWMEggrsHxDqfjd7mtF1IOejwFpGMj5PTARHiEEGGXYsHGjYS6dm5vH2OioLLiuHA0DAwMIQ4rFxUX4VR+CKEZoSCrvJE6y/s4c+MyBX2Fg2mHMBXicosYYKmoNCZIY7aCDKOEYGZZG29z+OcOOagw+hbJgLGOH1KiKXLtwrZ9yDA4OGEit4zDUajU1/uT+u6emsHvX0wiCAENDsizM+MQ4nvvcQezZs9cEMB64+UwMDg6iWk8No7Pg0kFl32MYSNRDRZXM6SUHs2atEjesyqqsyqqsyqqsyqqsyqqsyqpYckhEkkyxIEuKfhUhRD6aJA9UbmJq9iSAqeViYHbEsujNoQTtVhuVStWEsv0KQ6vdUQQBctvwyCiSODKeZ23RO45jCliaArZORoFt+yGK0SRRhi8vEVM0tcTqLfutFx4WyDzJOvJT9JZor4h2ruT20fvZ4WTYSdx6WyZcSDiPAExSeF9DFgZNSYoo1kUpfTium4/CCWG5/80NqT9ZzQjbi5u9WZL9M5t0P8nu8dng/X4m3uKlju3C/FvRIXsbBLKokSraVow6mVwjKnIeeCAfpSgWdTafzYu0o5wAYBF2lHgktUdPer+yu7Fz2PQjUlCT8GqgfiK7XzvHwtRk0vXM4kTBIriBxlFKsGePLFbdbEpv4T+c/0W8/vWvR7VaMZGp4eEhnHjiCZiZ2W+iQ+sPW49LLrkYvu8jDAN89X+sU/cuc/8oJYbGm/NUeeoyrysh2ZjW0AvmOKAkg6oCWT06G0cvk23zycf6cxn0amVLyTOWDbFew+4ZBpg45wb7n92JImjQ9YcgTN8u83IX4aBF1EAvyLYN77bPZV+DMWbIS2yCB9d1TQF0388naMfxHpz60lMBAFdffTWOqx4LKDgQIOtu7dz5FF796jNN9OWaa65Bo9FAkmQEEfo+8vT/5egHjf7QEdiR4WFMTExARDEOH5/ExvUy38FzHMRJgoX5BTw9tRsA8KPvfBuPPvkEYgh4ypP+kytORKVWxdjYKGJV5JISAogUtWrVjL8oCpHyROULash+ikq1kqspZ/LMiHyj8hk4+MrGPcj/54FEsIkb8vsW16ViVKl0t64I71I5RGWfu9a/QtSojAK8DLWhixlL0ioJsY7jGJd8dgzvfd/huO/eewEA69evQ19fHzzPRbst6eWjKESSRAZ9Eyq9qdNpw2EU/Y0BBC05voJmG0ONARzznKNwwrGbAAC+mvOrtSpIRa5L+/dNY/e+veCMoqnqDf3yzjtV/TfPjL0kjZGmCVzXMesXICNjAwP9pt6oo+pbUkqRxDGoKnmzc+dTCMIQQSfA+LjMO0x5ilqthodufS32qOiPEAKVqg+eCgShjLRVK67M2SWqPhwkEQRRMHlT/sL3UK1VS+F2xfexXDkkjKReUJ/id7sxuk+SfdQGQW5B5zxnZBFIpZ1bWOY0STAwMJArSNlutcyL8D3P8NXX63UklCIKw4y4QRlHooxoQVgkFCUDp+x78Tn0sfbiZiuRZeFg/dc+xv5X/L0U4GtvUwaM52ZhXlK4L9sQYdb78is+Op0AruMYSAWALmYw0172tfX9F5AHRfIAQuQCQyjJ/VZ85meLLBtGt4zzdJ2DWLA3a1tRSmF55r1m73CpmmFFA6soYRQoQ6Bo7HSPLyG4gqzqxU0bTwSUClnEGaoPUWmQcSvXySinnsVmp2B4GlpqjA0IzCjiknXr1oEQgiu/2MBr/+whc+x3v/td/OcPfQiLC3LhmZrajZe+9KVIkhTXXy9rjD322GOo1WpIksT8BbKC2vV63ThwALlwadgrkM0VQgjDQsmEAJRiyVge063/Ahnpg50QWza3PJvzlP69JVW5coTm53FqOY0E8nWSytaNMsdH8fNSSqK93VYGNdOrbVxrOLjuT2kq187hoWFTP+i6H/0IAHDGK8/A1NRuvPAFL8Cvf/1rADKH4fbbb8fWrVuNs6DRkLVRjtiwAdN7JWuqzgcskjnofxr+1+l0TB9tNqXSuW3bNjzyyCNozs+jv1pF3NFKWQVJnIASipouEhuFEJSgVqvh65+TSt7Emj54vockjhArJ0fVr4BRina7lSuULXM0OmZMeq4n5wuStS0Fza9d+O3n7kNd5KOTkm229Mo9KrGGDmK33+WcpXPjiuyn2niydbVarYYgCIw+CQAbN27EzMwMOgrezJpN7JuexvzCvKmn5PkeuOBgLMXi4iISdc7+/n7EUYjZffswOihJTl5w7Ca4HJh68inc+qSsPdZXqQGQ9cMSxdDYDjsYHBnGUc/bjFjEuXuOosi0z+TkJJhiOa2p8Rgr4hPPdQ3UfGF+AfPzcwiCDlzXQb2mCuF2OqjVqvjhPz0XxxwtYbau66JS8VGpZHOJ6zpIkxQCQqZhQLMby0LLmeqQ6XTa+E2TrP7hgWS57/2QMJKW81A2ptMs0FwVQaWkUF254FogBLCKy2pJ01RFnjKa6TiKAOtanu+Dc8nGkXJurGU9KfuVSu5a0plNc7lUsD8D4Ba7W1kOkP3MWkExk6hF/V3EgtpKkb7H5Xh57d8YLU5WBLCqR2fOd220KMNQZOXEKCHZfVrHhIHEgmuiC7tNZEV5tY3znKGlr2c5/tUfYpTsbD99L5nX9dloHC1XyvIM9Pcypchsy4K3+UXcmsDUB7PdzlfSxqzsPPlr2OQNmVOD5I7XRA56m13hPH8z+ffueY4au935fELo/IYsqdsoozTz1uv7ZDSLMnHCQa3C0kIIQ/gwuWYNADmBT05Mot1p4wdfey4A4HXv+Q045/iH88/PvQPHcUEIQRgG2fk4R19fH77x6VG4bubBd125r1YkNatdsc9rw8c4LtQ84vv+ARVkOwJdbJvitmeD9GonLQfrnCgdh1ZTer6XP5/oPjexNMHiuygaNXZksMuhVxCbOlt/dxwHURSZnAp736IBLfuzA4fJsdFsNjE6Morv/2+Kl7/t3wAAmzdvNmvqkUceCQDYu3cvjj76aADAT396CwDNkMUxNzsLXylQSZLgHz85kCuorJ+LUop3fHSPbENVDNM2nDS5ilfxEfAExJfb2zwFZRSUEDQjOQYd18HlX1yHal8N9YYc+1EUqUK/HFrD4EmMFAKO62bFbblASqQzUM+NKVfOQWsO5EQ6VqjF2Lryx1SRXEeKEJKYoewzoFUQkftN7oCedpNtfOryIsV1rBgdtyOnpedUN6+No15R19ycAQ7OUwwOyYLd83ML4Jzj1ltvwVFHHQVA9vUkSVCrVpCmOo/NQUWVSGm1WgCXzxDHElFQr9exZcsWqI3YcvIf4jtfvxiu9dwOcxDxCHEkzzk0PIzNz3se1px4Av7t3+4BAJx44ol4cscOMMUGKU8Xo1KpYLHZxPbt28sb2GqzarWKqy88whAyeK6LarWKyYka4lg6FBijBkGhI06IhRl7QrE+JmkMmUtMkEUeCShoztEqICBSkb1bS5Z6h0vJIWEk9ZJS73XZfoUwqolCWIp810Rjfy/+1rX49PZVEMBEiPRx9jaiIi+2umZPfgcyXmwFrXiMbRTZA7HM8HpGE61RUHv/Zv9urltUqKxjiucybUssko5C25lzELl3LkKkjaFC5KH8llf6YvPM5EAR3LLFIyeWIZT7rrYtlchehOx1JcZbTIdmIiQCVMjJUZ+3DMLaS1Ht1Q9sR0TxfrLrCGmcCZF7Jg15Ml59NQ4pp+YZ0jRFtVrFwMAABgbk4njjlXVMT0/jDe97zBg5cRyD83bXWP/Wlw5HtVqF6ya5e7WZ6+S9kK6xq+eR3H6Ume1lxo8ttsK7VBs+W6ToTPi/4u3vsTAt536W+/7K3rdWBpcqTQFkBpP+y6iGeTLMzc1heGjYKGDf/e538bGPfQz33HOPYfyq1+s49dRTMTc3Z5wFAHD44YcjDDMD7eLPjAGIej7DZedNmvsqe25K5VySWtFiCgIqBCgImBrblFHAoUghQFUUmguONElBBcB0nwCBIBycpiCw1npBSt9Xr/lGE3IQTpZc11aCWEu9+d5rP+tbF1pAiB76ym91b73HUtGgKiJibIe2iboyCkooKtUKOm0VuaxKiNiuXbtx8sknAwDCMMLc3ByCIEC/Wi8IKGZm9mNQkRy4ioo+iiLUG/1I4xjX3fBjeR1Q7N2zF2uPPAInHLdZXsfzgGoN8BxAwVqRxIDLACIwNjkBAGjvfBpzs7OYU3WcdDs0Gg0EQWCckno8Xf75NV1lWORP3BhJmjHaZobVBF/Moci9OYE8lN+852ws5ODHy9D/nqmsEjesyqqsyqqsyqqsyqqsyqqsyqpYcmhEkkq8O8Z4N7/pWIxlXVIAvOicIYCCfmUOgIwqusxb0R0Tsfaxzl5mo+ZoykuiK2XfRcFz20vKPOE23E7DGIAsb6AXDv1gPYcGPFc4russxAI12c+k/uXC4Mbyz79H7Rfo8tfkon36D+2KLpHivlDvJXOjq2heeVj/2Sy9okbPKIIrN3Z/Lw7dwucinbf9OQcvsuB2ZjfT51jXb/Kr6H7n2itVRjpBLOIXe39z6W6YFaH53BBzjPruKW9fEAQqYdfB4KD0DDYafVi/fh0e+/nx2P7kdgAysf2NH9iOy86bNJFimWzugjKC/lpf7vnlP2rVVZFevLx3llgevszTXwaZK9ZTKvOQ2tfPNdWKz5+gXXNsr1xQ/XtxW166o5wH04a5SGxhXPTKJyp+X+oeNTFRsQ8U4Zc2zK5sbRNCoBXK/AvGGCYmxrFr1y7ccc1WAMAfveF2fOpT/xNvfvObsW69JCXZt28f5hfmcOVVV5jClpzLHJ6pqd2o1/PQ92JOUi84aPHZKaUAo+BITRFDomJADqghdqJU1eojBHrK4kLmOHJuEWgQAXBZx9EEwon1TzezvTG7IWjyG9tNvrJHVS/J5yGVRY2K++Qm3n9nKRtjxXEh79O8cAAy+kiRzxFkjCJJgK/9z0H84YskPHR8Yhw/+9m/AoSY2lp79uxBkibYv38fKtUq/vFTch2JohADQ0N491/NgMUyN7Ve68Pdj2xDf70Pt95zh7xHIXPjKSOAItTiFIiFytGNJKTWZZJ2vNHog6to8aMohOMwXPnFtbl2kM+cLZLy0eV7cBwHriqy7DpuF3RXw12plW7BiVTqKbfWVAXvJzS/BnerH6Tr9f+2eWeHhpHUhdeBWeTtfcrZTkQX6kB2PltBWBpLWtZ+mZEGgFAQwXNGkH3X5rt9w3rfkpPrNe1AL04PujImorKFrfibzbaynE4iu3VBGTqQkWRtI/YzW5Cf/KkK8dHS38revzol8ufNGUol99tbVq0lWw6UY1GUUmXuAE1ahK7Z8DkAhgmv6760gdRlb3fvv2yxjbPC/ecMAh32V9emnEpGPgtuZxQtayISRMHtCM0RKnieZ5Lc9bV0jRkNwet0OnjgpuPw/BPzSfD6n124dimcddm4L1Ma7dwsG5Jn11jqpXA+G6VMOVrq+1LHHuw+SxpdPV7Hcu+n15pSpvQV+0hZ3oW9PwBT20vX9KrVaiYfOY5kwcwf//jHWLNW5vA98cQTYJShUqmgrRi7Go2GIiqp4ZLPyrpElPKehry9fak+K4TOfpC/M0JBKZO5QXpeYAyUQMKGdPFyfT5LNy8sZfpOStqSqPawHTlELZ2Z00NvW7kiG2/pYZEp4dl+Ivf5/4SUGT/2nFiWX1/sm3GcgHouwnZg2O00dPSwww7DL3/1K3kcsnp7+xX5T61aQ6PRgBACzcVFMHW5WqWG5vwivvCXAPEkXPXcv5lHfaCBxWbL9CVKmCwoy1OkkWIUZlQVlhVwrPx83/dx6ecmDElQGHqoVqtwnPxz9jIKhRBwmGdgdkIIpCkHQLqMJLuNmGAAA0BhoOrSYJIEbEZHVYaTXmvl89Fl6QUHs3YdIkaSlryx1MtQsqXLcMlZR/plSe1FTuIw55Ydp6yxyhYg0mUEicL1SC9va9fZuz1tS0mv/QghJulN5yXY+/9W+QNFQ6T4W5kFU9xfaG+9fYay7/Ioe6Ho/l1fJu91M3sv4xltQ2xlLzr/ftKlSFnGRtH4MduKXgx1nNqh3FhSUiRryQ5XE7Palac8u1Z28W7DzPSZEg98Dw8AEda+JDuXnciuGanykefMEALkGNUGUmoVndULhaYUr1arJslci/a+FSN9OoJcjCJ3JQovoYFoI0i3T1EBtr30z1bD6LeVg44QHWh/3S+tHM1iVLcsWqRludEum7XOptfWipM+RjMfFvuhLTrnrtPpYG5uDhs2bMDevXsBAL/64Vb8h1ffjIXFBcw9KPMgGo0G5ubmQCgxOQyDQ0MIOh1c8PE6Gn3Z/du5dkDmIFyOI9KcAwyaXphSSf9PCYXOAadEGkeU0ixRgVKAUKUP5I0fSmjufMR8z+8ntwvrM8xx2T2u9FhSL73g0JZeDpIy8hJmiCJcOa4oUFE03GEYwvM8rFu/Fu32LwEAnutjfm4RjUbdIA+iKEYURZKEBwRpRxX69itwqYvEY/AVPf1X/y5BrVZFmvYbfc11XbzzY3vBCEWUyvF8yWcnAUbBCDFGFxVQjKZZwXI9xjjnOaKkXhFaAEgSjjSVOmocJWAOha+KOgNAmnIkSQqAgLGCbi9kwXkAkEARO1KlL1T2Ukq2/RZySBhJZcZQWYPY8Dm1BcX5Q5AssWspL4P8rVxhzrOlZBfIweks40jvWWYilQ11k3hWMoEfbJK5Xjx6KTEHo9gQYEnIYKllsYShkk17mbEqd1nOBFiMHJZE6XIXE71/675dc41VkVKEqZT1w9LIUVm4u/BdK3KlRpQVpZEb9J9uo6h4bQGRM6i6lMUSQ8zeXjxn0ZCy9z8QIQjR806huwqIXD0lrVxqA6RSqRgjpejwKLIk6WOKCfO9vPi2t28pT38ZMUyRzMH+LffMz0KjaTlEJ8uJBvU6/qD2W4b+rO+laHSXrRXFe7f36Vl+o8d9F73LOgm8v78f9Xodc3NzOZKGx3/+Jzju1GuwGEgq/HZbkpc4joMNGzYCAP7bB1tIOcfkxDiCQEdoe/dZAPkafCX3SikFYUyyPqrjHELBCAWznHeyvwOEMrPYU8JAlYPEzKHaGWcZSdpAyo8huZ9UnrVDpZw05SDs699j6VaSu+ADFnxa62m2Lvd/0rgqjit73BT/yveu6s55LgQX8DwPgab7ZgyMMSRJgjt+eCoA4OSz/hWjo8PwfB+PP7YdANDf34dqrYZPf1SgXhnGYJ80YJIkQZJyECpL2ch9G6rWkQuhDCKeClz89+NSN1NRmhpjII7qx/q+lVPOhsbpCLLneWZM2etAWcQ2v+bId5cPthEAREVTNUU6BSE8156m/I8gEMqYosQa78W1XHRDoJ/perVK3LAqq7Iqq7Iqq7Iqq7Iqq7Iqq2LJIRFJ0o6AXtEke5MQmUdagCikahnBcBG+VUzgJoW/9nFWDERouJDI7a0JG2TkSh9qXByFByyHph0M3K5XhMn2FjPGDPRG76Mt/GVDPUqjRfbHfPTMeNl7eNuFdQyI+V9hn/IIRUmAodRPlAvUa09I6UMcKE777JNecIEyjHHp8T0iRD12VidETw94MfeorBCtfU9d+RT2/iUwutLCthbMTxI9FI7v8Ry6TpK9nWq/E1G1nISwqn+LLo+3EBxhmIDz1MAahNCFX+U/uU2dluh/3fOX3sf23BXx+2XvsmweKkaNivs9GyNIQO8oUq92fcb5LIioyAAAIABJREFUfc9gv1IilWd4DXt90d9til97fyCDnhb7iP1d518AwOLiIjzPNbkYruuCUoJHbnud8VI/+OCDmJ2dhV+pIE3ltokJ6QWPo9jkOAHZsxUh50KU1UPLt4OEETEIyzMto0hQCfbqKpQAlIAwKyeJMTDqgFl6gM5ZykWATDSbwtCCy7MjT0akI9Ikt5atZOqGXIbEAfaxc9I10sROwejOWf/dyYHGkB2tKMLEdRRSf07iGI7jmEiSht9FcYTJSUlZf+03jsPi4iJmZ+dQrz8HgFxzZmfnMTE5jigI0VH5rsxhYK6DNE3QUTWVqrUaBE+RCGGIT0jKwQiD6zimR8VRjDjogEPAUSRDzKGmILkejzbcu4goyJeWyMYgo3b+rdzPdRwYoqUcqiofYbXXqxyUV7WjWUcFwHVGoVAjqoRI5pnKIWEkaellYxxwP7sRzMRkK36ZGt2t/OVUbPsq5tgc8E53Dm0gCet3PbGRbErT+9kPVaZ06PspCxH2ktyCRKlMyiPZxMyFACPUdDp1Vv0kJduseykzekqMJb29JyzQgiD1SqjrVT+iS8ytd0PrikH53mJPssu45u+x5N6qZXh2vXW7fxJL2TLNnPXXJRPGy15Cj/eqc4KIIOB6kTNMldmY0hCY4qvShA68hKEuP16Rn1CE6tsChlSKiLxymcuREt3nkDlKyApFCt2wllJICGgKpEjN+ShzwBSm23ZkuK4LyipItDGVgy5kCqkQAlwIQHBrTCF7f7qRuGxBSlj2XNbYydpHKYSqsGiube02XTWOciKXF5H/bBn9ZT4A2T3y48oWW6lfjhzQYDrAezrQGmQrGGUwzeK2suK0RdiNfvA0lUWRGaOyICYkuxfnHK7rgSmF7ogjNuCFL/wP2Llzp2WMJeh0OqhWqqA0g59qaFDxuf5/9t6sy5LjOhf7Iucz1tDV3QCndSmO0iVpApIIkJAojgBJmPQPsN/uz/Cr/TP85kctLa1lySZBgqQpARDZaDQ4gNBwl0yIIho91nDGnCL8ELF3RubJU5VVXY2uqo4Pq1Hn5MkhMjN27HlvnVdRNXgmYast8VwB3BDWB7hoA1eNNMqR8KveZ74fIAh07hItRSQMSiUhrDyu2npr/gohIFWVzaSs8KVKcXIg1EUpOyTfEogrwdD85UV8dZvNCNbKRoeNZ5UOmw2VKznOWmPN+hyZynH0rqMwQpppxedjH/sY7t+/j8s7V7C3v2d20w3LA99H4XsYbIwAAEVZolQSURgjMVXr5vM5huMh0vkSoelRVuYFlDS5rCYET0mJJE7Q6/dQmkm8WM6xWCyYPwE6NJyKLNh01uy/Z/8eh2GV2+r75unqAgyADg30PM8YSezjzXNqGP7KsgSxRCUFpFlPK0MtACXgiXBFwBPNzx152ZlQknyOv9ff7c7K9mSjUoO0n2dkawXrYQrBQg0vPTXLaiVd0MS1p+5aIhHeCnNU9T0asbGgm+HrVVy0WjgPhaVstb1QBWAwHPHveVlCeAKBITwFyZ43uzwpJaJzwj1ts+6P9MrmNKsWc3ur9RAa47V/s60FjdOa7srm3NqEoK9Hu7dY922mUykD+rMQq/HpmkHaDHx1KBcFwtPxzYFlRS3LHH6gBXUAmM8XJl+mmu/KzGypKnVDKVXrfq0vYFGArWA1hT0BXhgtUVt7WWDl8gAQfgtrkrKibT4aoHLuwqJx2VCeKb5fWb+xOrS6YurDrPVFVaeq7ss6jBZ6Zd0jyV5KCCNg+dUYBSAVAM9jYUwBKKVCIYua4UEID8L34BFzUApCSghhmnNaErlsMGHPE5VMQAqaMGNCQybgZ2kpd3S/DSHNXqOlAgLPgx9U80vZC/EFhfAEryF6gxGKIHhdl5KoyFZCKp5mrzt6fla/29/tR+l59f2UUqtynxEYDlO42pSi1vu09mvmx9mepTYFuj0fATzQIPDZU0r5egBYGCMFZmtrC2VZ4MqVy2zN1pXtBihLyR5arfSUa3P16vern1PNQk1GDosOPCFY2WnelxYIrTUGmr48v2rSDE8gCiPmu1oANA1iq6URSniQZcFNQf1AK4tK2ue72FkRwtBQWRJ/Udqzp0reFgSBpdjSuwN/VzWSbCj2StNtXf6wpDerYTnp8lXEjIQt7VXTXfB1K4HeHpe9f11BklIr10Up+WBS9IIw5HspywKbm9vo9VIMhgMAusFslqUoCj1nyMMaKHo+VXn6aDiClAp+HKMsjKc39M0tCwhllBep/6Zlxsp/GAYIw6Cm8ACKi0+QgaK5BtA9+74u/FPKkpUxX0l4vofA9xFEWvUIwkAbSJQEiRdCmCbnvt0g3ePzkjVCyQKAbszLVfDIK6skGxh9IYxDo3oLnp506IIzoSSxTLwy+Vcn5VFo6ut8EktoQ/P3FZtfc9vR1+x2hLD+noYwURF9JSwKS4ExNRJR1aAHK0NidRvqC3L1u8V4zPd1lfzah3mENqKUtQyZ77allsZgCdRHwbZcAmTp8GsWis4hiOcQUkm2UmoowFRWom2eX3kaDqWANVZr9gYRQ7G8GbXiDA3rNLt4jGLcwraqOdccy5ptwtMKhT1Oac6jhQ69AnMYxLrzNbxKh12/6qlib7PuXxDDNvspcGEZW+FrnoP2W7mu8AwdqNrOAvS4yOhh/1YpaPZ1q4vrfZpGBtsrRr+FpoKZvoimR2kxeiEEM6uLCtKPLPkMEtDGO1qLhT1vDp9LTTZg80EbFM62ghXLeTWTuninTuKRepAw8cP352lFWwB40HYeeraeEZgVe4jIk1SWVXiqlFV4DgmSbaGR9c/1a2sjS72vGP21P1PhlZVqkLaV0ZbP+YL6n+d5UGZiFXmVEH9YKOdFQhWypR+QlJX3pZJHjvsMWgysEO3v3qIfWvvsEHKlVrlU3aPVfv3147bPZ60ZxCdERb++77HxAKjmW55nKMsSRUGGApr/9fuTRs0jw6g0RsfKGAMoZVdgpKN9fgfN+V+7S8vzaYe8+qYQiudZfcbMNt8PqnMJIx8cRSv8qCjJBoanaSKq6qwpI096VREKYwTRXnx94hKCvbxH4WKbKBwcHBwcHBwcHBwcHI6JM+FJWq9tA7am3XSr1tAMYhRWOcNTGmXzepxvRDiWxedoa1wXex15dASAumvUDMl6Dg8Ltl1ED+YY1mT7HbV4rJr7imayfOcR0vOhU9V8VxcOUiqO89ffJVs6KYShagS57ixNa5htias8mHbp7CpMQVlnafRzsSxFp+Z3sEIua96Xyk3N+x15qhU/z/o9DxkO2Jqpqo11++Gas7VZ7xvfqnlcT1zuMp7m+/YaOwr7r/VZlmW13njeqsepZf25aOhye9Uzrj/odjrrtgaVRVkPgRTWu2zyPo4qqF+mWWRlXX4U/V77LKy8GTrIXkItD7L9e/W9nl+7NodVAFXZbMMLlKhCZ6zcJ/KuVZ6ksrbe0b+yrDe8bb/uaiNQ20puf7dDjMiL1PQukSep8sZSQYbVa9s5gQqq1vOQ7uUi05Uu/1xJEXrJlqYsNu3TzepPaHoxm8+vtelrw+tOqE+ZNndgY3UWaPDJ+j5tIah0XH2bhOf5CMPKoxYEAYIgR5bpIg1Fob1MpcxRFvV+eXr+K/Ye6f1Kigrm69D80mG1q8+lrWCL/Vvz2Xqep71IRBs1T5K/kr8EUecdovFf7ZFYIZNmVcGK60nQeQUfQzmH1dLUXfY7I0pSxcQ16sl49HsnOiHlpf0C1dcTj7RxWqzwiQ4Hnd6CVxO67IlB200MQdcpIe2FhT+YSU7fPY/Dl+zf28bV5V6VGedhYzy2s50IBfRXNUJWLnbvCcrhqxpAwnxXkFI/hyAI18R5U0IsnU20Lp78a1Mxtx+sal+QWudH2wvpSCv2fFxR2L3K9d7lbOrYq4NqCRUyv9hCrBkP0+pxYIe+Wf3DqgpPhx4GW7Fqe+TN9yGan6GTgwNLOPQ4tI6EG3VsYeb8QbQ+v9Wpe5iCdPRvbaSgUK3BldKrOFRLi2KrRgozbFZa6He7eMo6SClZuLeFmCpMt6F0CdRyXatr1vk5D8t6mLRuVMabegNb+xhbqKIeKvZ6ZytJ1PiyViFrzTjaipbY4Ubt+Ule635aQCSjQpV/2QwZt5U3+3yURyKV5PNcRNB7qRepkdC5KdR0dE246SFoUyyZVpRa/0xXhce2jXyNo8Ihjxt22jzWDuW0UZZ+ZfiUPgqvRFkWtTDNsqwrTl7pcU4lDYnmm6af6jk3Qx7blCTf89hgRnfoCQHPKPq+59fpwtM0Qfl2pDTRdsCiFVEZFYS5gq4EWRllmxydeifaYd/a6F6vaisaivBhOBNKUjP2kbZpoYNeqK1ANc8grP1Wz38iRWYdaJG0vEgP1WN15HDqgkzLDvrvMYnUFppWhM5j4jCBmEZVN9ZYgqQl3B7/+VYMTVunSmthEK1Ef1FQJS7r77Sg6LLSxz9fl/wGwGJC9ttqKEorikN1kWPP09Zz8HUsL9L7ZImtO60qAZK3mbF0U9ZQW28qLefw42ySb1OSVvZvaHfrTh/4PoKA8i5E66NVF1xJqowFtpIKoDm/Wz6bLY3zrW5rg0dVHllIX3d+CzRdGnl2K7+RJ7KFScpSK0nCqwsszXzEmgJml9S3zr2a4H34d9q2rsqrbY2mPAhbqapyksratnWK0rpWGc2qXWSAsrc1PU5a8PQqwU+sCn6kO5aWYAppmt9aa6YtVF5E+L5nnik9GB9FQaXn9RZuJnqKqFUnBepeBp4GtkB+NP/jcx9zf/sYAin9tpJFcysIApMzZ7aXAFS99LWUCp5X1gxXZSlriiJQGcb1sX7tN9sTZOeh2zm+gktxW8eQkuTXCxc1jQe+73OBBi5yIipDgU0/1fpX8dXqmVUGHBo/rwWQvC8XeLAaRx+FM6EkFUVpHijbyZj51Bnx0ROOLbpAFQqnjm8b7gJW244pgJ1q+NtRlnjarePpVhLbmx4ennjWeY3CuKKwdRQGm9JWTal6oHdYV7DtcLs2K8RFQlkUyKwQFyE8UN+d6pEqHEZTK9O6Ieh0YgC2gtQQwlpOvzqGo69gdhQ83+yiH6oxf7sUHDluT5Km1/vQMaJxT20azbqQILO/1jHXm33Iy2CPqdq2uu/K1jWGF+F5VdhGqYtheJbiJIRAeYENDwCQZXnNwKIt3auGuy6hdZpPtSlNq9BCchvFWC+QGR9q3h6GdbitOK0oN12oTqDmgaopQ9b5+DqaIdPFW5We1ss0FBBbeLPL6NNfuz+N3eOJtjW9SU0vzrrr25/tc7b1jGLrv2VFtxWk2jajgNoevqIoIIRAGFDFO7/z8zqP8DwPeZ6zVyQIfJRlUQsz1MaJ460tbeF2JCQLKVZ+UzBzoWHUE9Zaas+lNgW+S7XIde+yeSzNrWZpe9uzUw/rqxtBdaipMGW76ZgS0nSQoGNLKbV81ZC3FJ3VDo2jsdqFSzyrLK15XqT4tP0mPFF5knztDbM9SeRZqioSgmmHqkSaJwQK0zyUPOh9WmuWpntXuMHBwcHBwcHBwcHBweHYOBOepCxN4QcBaDieZbFsaojrjddsTqvcSYfhQUN7GqFg5spdD+5+jePiAfI6zM7Huxwf0fDMiDWf18BuqEceAdE4n45M6fqU7RKqJTzP59r+AEyib9bxXOcPWZ4DWYbI9CGJIt8kNivL2lpZUtpCWOueCCojr6r9V0hIWT0nbKqoU4g+8+laRmt9mBoeGWFt63JV1dF2JOwPbMVvWbjsa1euzMbJGvs3X4htiVTV1VXbqfg+7Ptd9Q+wDVK0nASrz0rnp9SPtz1UZVkiSy8uTQHAcrnUYYeh5lWUuF970q2spWs4XjsoZNg+H4XqCXsiquoPO3DpHdViQel/dZs5HUan9ExjV3vuqvrujS/W+fhE9bWEeg7W6AHg8dVuk0JkmK6qfbldFdGDHbkgdGNYu3wzeZbtVgHsSVKqQYINK3bjb3NbfchVSFHTEr5yPtHwgEkFJXTxBppjRVFguViuXOeiIMty3SC4p99JkiQAtLe6ylM6Br8QqxEETa+rsHvNWXtAEHeyvCaNlbS2f/OvIf4mWdeiGVDvc7d2R7oZWIVLjPdICB0VIqWhT0E5eZWHRJcE16Rjh4dSehN7ZcvSHCPge5S/Jy3+0JjrVkQJeYxqnjJUhUxsbxDLdXaRE9OYuZbv55sQvpYcQH0Oa06IxrrAg2h67gSEV61Oui1Itzy3M6EkUVM4r8WtR3hQneah4AwOqjkaARxrjLXEa1ZWrO+iEoho2zqsMME2WMyqduwaoa3rnXieQFlU8el6EakUp6IosFxeXMZTFAXKsjTGBw2qaicEdaovjxHGQSGwtGjZIUaV4lQtaiTwCJ6D9bDUVeHoQUCV17zaYg1dtAHgkIFTzZnpongd8XzXq5KH7Nsw0KjG700l8bBrK2BtCOIK34GuUKQvYYQJIbhXx3w2x3Q6PfSa5x1ZlkEFgTXPPc4NqMfHtz/7k051UoiaNFddj9jR6gWOs25WZ9Og/ipNA9WKwapJd6jP0+YoWnmD2b+2JjUVJ6PUKFihbpZhwj6jFAJKyjp9NPiNss6nrPWwLdeI0FbAoX4b5hjVokyJylxBuV1FUXBoHSlNvmXQm8/nuHfv3sp1LgqWiwXm8zm/uzCMasI+ACtf6TiwDHocklXRCjU5bZuHtSkoV9fazmg1eKFe3KQaqvlYn5tUOMUehCc93f/IWo+1si0hTSgh8WMhRK14Ce1vy0Ik9wVmHlLYIV8T1by1VcBmcQban/KK4NVzmoSlKNE4SK60t63QnrXeVpcx0qmoP0AhUCtAQXwKVp5SUZaQpn/aUTgTStJwNIIu+aiH0+sl2N3dQ7/fZ+JI08x4mEqeGEVRIgwjFEXOC2ZZllpALlUlSFBsZ1nyw/ZpHwsrQoYBHXeU0P8o4oZrV2xefw0Ta/7WtNzReTlG1WJU0jAdu9rKaaiJHpUUNmNolmu1rQrUfT2KIggB5FnOv8VJjCIvdMlcKpvp6wZmi/kccaI9K3/4wx/woQ9+8BRGfjYxHo+gVP09VQnF+jslIOd5jjCMzDZddjTLMqtkeIkw8LnJnzkbC8q286SphNjCzbrtzX1OMp9sZdCGoDwEo9Svoxd7O+co2BZe+7c1in3znG3nti6i/zQNEeZzs3Q/WcHXXherz1o076+p1Jlr2xWRkiRBaXIieN00FcLyPGdmu1wukSQx0rSaJ3t7e3jyAx9oHdtFwc7OJZSlRJ5pj1kYBsiyHINBH5nZlqUpojg2Zff1M8wy/eyKosq9kFIi4HLP+vmTIcOu1FYWBfzAR9tMIuWJwNVJ19GbgRACytAEj0cpFHkOBV2kw+y4/mG0/dZU4C3FZWU+NsfX4j0lPlRTasy+srbwtPgNhIDw/boRwDq+eV0pvRUaa1OSmjkoTYGO/mZZjtFopD/nGZRUiMKIjcJ5kSOOY5R5icDIPr7nI+knSJcpZK7f/813b+JTn/4ULipG4zGSXsJV14TQhvPxeMzC7my6xHA0QrpcIjDNVYVQ8P0Ay+WyRlPUOH6VpgRfoywKI1Osjkcp1CpG2nNFNXfEerlR76JW9ueDVKV42EoQbaPKknYFSj6fB/jwa7ycSuELQcZQXeCh2WAWUDUlVIgQlMvEniRQ4Sdb+bAqNHIjdcFKkZ33RfspKKY/8i7ZDWarY7xWPmnraQJa1huNx4D5XJYF4jhmQ11ZlPACD2Up0ev3AQDpcokwDDCfL+AHeiz37t7Fhz/y4ZYrruJMKElRFCJNU2RpCkALwfPZDJ7nITbhQlpZ0kIdeTGE8IwwV4XnBUGAstFXwF68uKJH2d2i7Hleq7C3IqocZiZ8SApUG9G2/bbSt7rBzOg31bg/0SAwYlKy5V5bFwttzmgMuqG8KaWJxhLiVIPxEZF4vgcou+9FPXk2zwvIskQUR8gyTThBkGBvdxebW5tIl3qOXb58GUmvt3IPFwn2fE/TFIv5HL7vYzAcAgDCMESW5YiimBm3IEum76Ew23r9HtLlEoBAs+yz3r+yABWqbp3h+SPqKeqCDFWWMkDvvKawdLzXtczIjEu07bcGtvWKmGRNScIaxafrWB/w+KZQ2DD4VfusXLiFFqGNDWR4UFLq0FelEPj1JPgwDNlT1OslODiYYDAYsMJw5erVWnf4i4g8LxAEAcJIGxWKosTBwQHyPOcwoeFoxIIbM2/Ds2xlajZbYNDvGWWIBPVKSCcFy4+j1hLIrTo6/dZYg1feuuWxobVcSQkIHczSOqceFNZJD6OBNlpuFmOpeZysed1l3MxfgEZlx3oY3jpP0lHfaZtNVwICwhcoLW+V7/ko8gKj0Qjz2VxvC3zcvXsXm5ubLKj/l4/+lwtNV4vFolYMJU1T7O/vQ0mJ4UjzqvHGBhbzOXr9in7yLIMfSMRxhDzXzzkIApQcPmZDmVBz/ey9KERRHL+s+APBnq8AK0r8M+rFVmwFiT1OZjvtVnlWql5HNpqKDm3zPAWqZGfPe6YcZQzVjfHYYaPVba0aCUh5sj0/UIo9u8r2GlG0R+342mjYyDccDZlW8iJHksQoixJZamS90Eev10dR5phOJgC0Z3J/fx+j8QbLNE888WR9bIfAFW5wcHBwcHBwcHBwcHCwcCY8SewONS5T3/cRx3HNa5RlGZIkMWEI5CHwsVwWNau3H/iQCrVYZM+yCtm14ZsWILZuNS3Rngc7Fhot++hNlVXq8DC407TP1UtyNwZUfbQ3H7JfXXcX7fujcgm3nldVfzwh6juJNecUq+5W1fZFKhN6AhS5dpnbJVLzvAAl6lVNCSWKooDnVX00RqPhmju7GNAWtcqaFkUhPG8I369CDBbzBVvmyALV6/Wwt7uLKI7YWp6mmX4/wu4tsNqYUYhVT0XNht3wIBKtNa26h3lHV0GTrR5GU11GVNeCZaVeR/uwQiBgkuXVapPl45X9b1jGD7l2F2gLoxV+YXviUFnimrS5sjKZjaUVky65t0UVhpWlmQ4d8zwkJlxVKWA6nerwM2Mtl0pxOfCLiiDwa9ZZIQQSw6sox3E2nWK8MUZR5GytHhnv0nQ6Y8+bDienEC/jXfCVafhcleqnMPR2UmhYick62qC15qFKSgjPB5TSJYABKKlzN0Vt//aZ2dnD23aEah9T67mN17Q234FaGN+hURpNehOoe9Y42knVclbt99uELUesi1gBtCxCniTf8+F7PqSSzL884ZmomTl6fR3VsFwucf/+fVy6dAnLbMljPEkz1fOC2ISmcjEAT2A0GiFOYr7vNF1gPB5hb2+f99ve3sLe3j6Wi6WVK6nDvWx/v/B0ufiyKHgu1KKDGliVaUTrb0cfZz6vREiQDKTq5KVs3gMdblHFMPDfqjGqgmf8HJoePAhICFAYnTRhdM1y11o+EkKtbKt6Rh3uSaoiKozHCMKipWqb8ARIEucoJFh0Ywo0ALXSS1DCkD6zYp0nNl8seEz9fg9hFEJKicTXfEmWEvv7+4iTCHGiaUpKielsjitXn8RMTXk/yr86CmdESSoBCISmmksQ+BBiACE8lCa5ihLR7cWiLHUIiF2rvsgLwPMgjWsPIPdi3aV3ZFy/QW2JtAUS+s0WwNqOaVnMFU6/4WJTKLKvB9Tv9zAliSvArYsfN+FRnGRnCac1cm4IbnyedUKvxQjpXM2kW82cJFdsU0rXIROi6rGVZznCOMJ8NsNorOPB5/MFRuMxsixjwV+pqmDIRUSW5ZBlycwjCHzEsf5MIYfT2QwQAr1ej0MYptMJxhsbyLIMi8UCgF6MylIZeaXqaK8kCSBVqBCFM9Re8yGhmbXcGyM4NXNxOkF4EKYiz0oREHNu2H9bwHOtEaokmyELjZCko9BmgrDPf5jAWAPTR9cL18fcHA/RYxjFELl+/2VRcHjdIBgAAIIwRBxHWsA3NBNGEa5evYK9vX30+z0+42w66zi48wnK1yM6CMPIrDMCk4MDAMD+vhbkhqMR5/pNDg4gpUR/0OewvOVyCd+jXivV+T1PmUqUxCcK61W2Geeqzzavqc27Bk1IgPMCVvik5z2EpsCNUKK20E8SJlu22yG5ygicKzzcEkSVdWwzrLx1DRACngKUqJ6F3twwaKzZ3qZMKamqZpiegFQSgR9wPkdZlIjjGJPJBInUcyKOYnziE59AmqYIIy3EJUmCxXyxOuYLAsqLpWcbhiEGgwE8z8NspteT3fv3kWcZtra3kZq0jNu372A4HCAIQuZVeZZD+LrKGyurPlV+k7Vmw+9rM/maYo0VhWhFYUJDYWoRLleMa55WvFlZkYIrQNbz71eLWMAoQFJaF1JYUZL43DW5bmXgDG1ws5QkBRMWaBn0BBoigi4QZRuPqGiUJ4Aw1muq5+k8cyEEIrNNeAJxkmC5mDOdx3GMJ5/8AO7fu49eX9NZGEdYGjnoKJwJJUk3D6sm8HJZwBiAWWhPkhiyLJGmKSIj6C6XS2xsbiJdLllwTtNUvwQhIK3qN0pKwOqy27Whq1IKoDhKNOZqMxbTKgwBez+z78PGsQtHtFnV287RfFars7qmDIo1+9Wsfx3G1qZs6cWtbr3TC6yeJ3lRIAgDLBYLzr0piwKj0RCLxZLnjj7X6SurZwVCCARhYFmhlVGEBJeWHY9H8Dwft2/fxsaGToaUpUSaLpHnBba3twAABwcT082+qn4opYQnRK0whJQlx9HbqOQ7a8G1PK62cmx+XK9Mr4EnBBRWvVBNBf5YsOfgGoXjRLC9Z4fsY8M2ghxmDMG6fcy2NuE0zzIW3MIwhB/4tZLDWZYBSmF/fx9PPvkkAGA+m8H3fSRJgijSa+/+/j4Gg/66O7oQIM+AXQWqKLTXp2/u3fN99Ho93L1zx2qQGWDn8mUc7O8zr0qSGEWea4+ved9+oDi5ucpPWh2H3nb4rK4pDIfRlE1/YrWQyKmhyQvaFCV7WPahDW/zcWiYbZLlAAAgAElEQVT60HuxPOMUgaA313mMHn6bgloJgKv7KV5rBQTSLEXgByiNd3E2m2FzaxN3793F5tYmAGB/bx/jjbFORjd5Nvfu3eMCEBcRZVmYCpFV1VVAN0Elfr196RKSJME7v/sdJ+5TZNHe3h42NjYAAEWRo5SScysBQCldHIUalxLkqRsCKrQZAWt8rqlX2I2ZOeEInI/EkhM7evS2Sh4l35LitVwKqXN/lQJAUTV0ElsBMdeCnd8t2pcXMuZ0yOdRfAp9UD2fuaIVvc5Vni1qzq5FdjLA6nEKv/LOCqHX3SiOTM40sFimeOKJJ3Dz5k186EMfAqCrJ0ZxhKTX4/k0OZhgbGSeo3AmlCSAHqB+cEWeI4xCIxBXTEYIoRm2mWzL5RLDUpdypoonsiwR+B68wIdnJiczoS6C1yELIWDN7TZmcpiwYjOIE0lsa8DzbvXa9hYugWxvbwxE2e7W1t8r1Ao30LMgRmaVeiwsz5+wvUXNsbYoas1nK7TWvBISsVxWyk+R58h8H3GSsBIUJ4kJt/PYY5IkCS5wBIMJYdDMhhAEAXyupkXeWYnhcMiFTO7dv48Pf/hDmE1nmJjER10hB/B9K4mZBZzKy1IW5Uo1OMZhntsWi3B31OdNTbCy/hKjYkGmdTBmXjXD48y56WrN0N0j0fSUrfv9CDDjbVuPWs63QutNq7g5Q5FnLMzB8xAIXZaYeh7NZzNkYYjxeMwWW2I4s9mMK1Btbm6w5feiQi9BghPptWdNoSwVYmPNTBJtuBkMh1x46NatW+iZIg0Ukri/t4/hcAjfVxwaq0NYdV83Lqxghd41seqxtYWtdTui8sQoVXmUKKwcR9DJCVG3ZR+2YzV/W89BY2yet81rBBweGsu0aXhTja2tFm2oDquvJ23wPI+NRp6vP2d5xsJ5mqbIsxwf/vCHmdb6fe1p1HKOPs/ly5cvdLsKXYWtUmDyPIPnaWGY6Iw82VeuXuFX9u4f/oAPf+Qj8D2PC6RkWY4ojnQUkhGmy6KAFAJ+EFiRDqc5s4+8Qf3H4gNV5e9KITIbWCEi75JQdS+sva0enke/eXwupeqGZf29GSZvjtNqkjn2cDPJaqrK6vMUACRsz7BNT6T8aIXN9wOLTSpmVzXvG7QSTJU3ozhAlkpTqMPIgosF9vb2cGl7G3PDi8IwQhBEWC6XyDI9J7a2LuHgYP/QeyS4wg0ODg4ODg4ODg4ODg4WzoQnSfc28rkHR1nq/kc69rvyGvh+gCiOOXeJEv50yIMpYQudaBwEAedjeELUeyqswxoLlrAtAW0xyi3el6YVr25FO62AhnohieYZV/KBUA/bqYVZNH9T1VFH9oPRpsfqMUhVeWtV45hWA06zm7y5th2Tap6aVIqtbnmeIwhDFEXBcf7kUez3+1aDtIA9SZTTpuOT30dr0vuMsixqOVe6P5IHQHC51MV8jo3NTWRpisTklYzHY8znCxRlyfSYLlMUUiKOE+7noXx6htX0VxBAW+I40EI3tR/Ntip4oEogPeJGeQpTCIFFr3StNYets7TXklJRtyZrT5IJ2+0UrtlYG1q8OcddCXSBGKuEauNKvCYJOxyj+r+VfAVAoT/o81yZTiaAEJhOp9je3gagQ/BG4xHKUrJnpCgKzOdz9Ho9zOe6JGuapu9vnP8jgO/rXkc2XwqC0DRk1NvS5RL9QV83czY8aGtrC57nYf/ggI/t9fumd1vCtFYUufbqetW8kWXJyf6tBnB77gJozig7tp8hqnA+QXmoinqjtDRqxdGkePh+VRJ4Veq4osKqX0zDal7bH8xrbMqpe41WB9MwXutzWTRQTxmnze3lv+3fAaAZ1WD/JjyB/X1trd4Yb8APfGRpxrlGvZ72LIZ+yJ7cPM9x/959jMYjlmmmk6lufXFBoZREWVaNPvO8QK+ne/dQ/pEsS2xubuDOnbtcPOby5cuQssR8PudnKgDMpjPEvQS+eaalkro4iSwhzQQpixJBGKwTR2pyUG1O2ct5y1w7bHvNo2Sm8KF5SV0IjsjGxMsJCI6g8ZTHniQ+paHvlbxdb40nqeN4DstLao5Rj6P6SbOq1ePrq5Y+NkkS5je+DDCZTZGmGbZMuOpoYwOlLBFHCcuCeZZjPl9gMBxwbt8yyyD8burPmVCStCAC0FsoiwJlEKAsCwhhYnqFhzRdQlh5EMPREJ6nK+FR4r7nhdjbP0ASxwiPiHfuuujzWSyhgxQfW0myqwJVQt5q1S26p1OBRc3KjJGvY11zRZxbw/wo1nTds2lW8NGnUq1/2/Zbx3Ts6ja0b5tyVpYSuSnmkWUZev0+BMDhdtxZWkpmMqWvm2FKWYXE6KapF5fxANrNTHRRliWyLDMGCNO0ud83DCYC9QxIkhhBEEJaRVKSXoLf//5djMdjzrugRVEIwQJcEAQoyoK3A6gYxyHhDW19HI4LqUxGkh1y1yW/rnVA5g+t6VZc+clyNlrUtS5Gm7XDa7CkZk4X1itfbdtn05llRREYmKprY1P4ZDqZ8l1Q7HdRluj3e8jzqplsGIZYLC5uWBBAhgHJgoheY3S4XGQEtSiOkeeFyeOjSlPaELS5uVnLi3zv1i1sb2+bapsmHEYfwfusUzrat3QPJ6L1mENkLWPjUQWOToZuc70tKZxDkEyDtWZPGQCr4Uc02Q+zi4IaddYNLG1jOS6UUtjf00pSv99HHMWYz+YYDHVBFN1jLOdnDmg+FgQB0mWVe23Po4sIbcCrCinkmTZ4KQUOTfWiEJPJFP1+n3m8lMrq+6ffkx8GuP3uu9ja3uI8Lt+qmtwmozx0rBM2G9vb5rTW59tovWkQrBQQQRXvoFCVvjrsfvWVaY2isbUpPmRgOJQurJ8C3+4xWo3dlg/oe5txpGbdhzYi/OHd/wQAPPnEBzAej3FwMGGFKE4C5EbOqXLStKyzXGZ8f1TwrQvE+zpZHBwcHBwcHBwcHBwczjgutindwcHBwcHBwcHBwcHhmHBKkoODg4ODg4ODg4ODgwWnJDk4ODg4ODg4ODg4OFhwSpKDg4ODg4ODg4ODg4MFpyQ5ODg4ODg4ODg4ODhYcEqSg4ODg4ODg4ODg4ODBackOTg4ODg4ODg4ODg4WHBKkoODg4ODg4ODg4ODgwWnJDk4ODg4ODg4ODg4OFhwSpKDg4ODg4ODg4ODg4MFpyQ5ODg4ODg4ODg4ODhYcEqSg4ODg4ODg4ODg4ODBackOTg4ODg4ODg4ODg4WHBKkoODg4ODg4ODg4ODgwWnJDk4ODg4ODg4ODg4OFhwSpKDg4ODg4ODg4ODg4MFpyQ5ODg4ODg4ODg4ODhYcEqSg4ODg4ODg4ODg4ODBackOTg4ODg4ODg4ODg4WHBKkoODg4ODg4ODg4ODgwWnJDk4ODg4ODg4ODg4OFgIHvUAAOD/+F//T2V/5y9KreyrrO2rvwICgFTyRONQLdfT15H2l8Zv7cec5DonwimeSkN020t03c+zPq8/pvv56vuJ6of27Y3fm9v/2//+v3S78DlDV5oielL88+qEEkKsp42Oc7m+n9LfhWoMjn+trt1xPp4qTZ06Hnze14/xGt9F63f7mRznOmINrayc4zGjKeD0eVWTf5yMnuztFa9a4U0nIJHO/O2RkN9JaOcwWnwwXnUUja3lVR152n/73/7nC0lXZ17+60pTHd/ORZD/akdccJpynqTjQqA2j7oKcQ4ODmvwGNKUEOJECpKDQ1cI85+14bGGozeHB4WjqToeB5pySpKDg4ODg4ODg4ODg4OFMxFud9ZBloOaq1XHSqz/vcP5TgNKnK6/9XGw4js8enBI2BE01f2EpzOuh4IGiT4O1jeHRwSaWjWyEhWdHZesVMdw11PmQ11wWrzK0aPDoThtmnoM5L+LRFPOk3QMrEygizMPHBweCR43mrpIzMPhDGOFrNy8a4OjR4fOcDTVCReNppwnqQsO8xrZ86GrUn+Kc6irpe+0cdEIweF9hlCnSlNnmmF1oJXDimM4OHRFq4X7pN5ZdLdUPyo+dFI4/uXQFV1pqnORkwsg/7XhotKUU5K6wlKU9FfRnSgcHM491s31rjTQsp+jKQAXl7k4PBqs0FGDzh53OHpzOC4cTR2Oi0xTLtzOwcHBwcHBwcHBwcHBglOSjoOLqyw7ODwaPOY0dZEtcA6PDmc6/NTB4RzC0dTjibMRbkeCwrrmYWv2Fy1NxRRWBY+usf5tTRhXd7I/HkI0yv74EP2yp023h936iRq+nqxJ2DqsvJvGXOD9rPO3XukxEU6bjfnsZny13w26NnWj99CV1lYbka4bcfNA++T2x3MU63DIUNc17z1s/6NoZ927eVCszBWaU48JLQHozqs6NF9W6L4Mdc5Xs/mTla+wklu0jpZWXnK3yz4S+bEjrzou/++6fWU4R11nHa+yd0FFT7zfRaevsy7/daSpk+QHPTDtnTP577g8qfkuPCFW3jdQpxXROO5Bacp5kt4HOAuEg4ODg8OZxwVnVc5z63Bm4abmmcTZ8CRdRLRUQTlX1m8LJ7MgOFw82ImramVTbbvDsdGFfhyNOZw2WqtLnlMyPow+HO04nDWcB9p73OU/50lycHBwcHBwcHBwcHCw4DxJp4gVq4DeeOI+FWfB8/S4WxEcgDNn2npMcJK8CgeHTmhEOuhNLf1gzhFOmlPkeJfDqeC40+gc0J6T/5wn6aFgRRk6p/PHEYiDw6NBk6YcjTk8FKywqvM5z05KH46uHB4ZzjjtOflPw3mSThMtXqMHsg48AuPxaeZFCCHWFXlyOHdwL9LB4aKg1XLdEvFwFqIZ1qErrzpuBUkHh5PgOErOWaU9J/+twnmSThtn3DrwoHDWhccZyvrXtu0CrIhnAA9aitjBoQsuSsTDOjg6cjirOK+09zjKf05JcnBwcHBwcHBwcHBwsOCUpIeBi6NE13AyK4LzLlwsCKxO8LZtDg4OZx0XLdKBcJEs2Q4XE+eN9h5HLxLgcpJOFRehApWCrH3vGiO7dr81df+rZ2U6IR/Spbk5QofTQ/NJ09NtzuXq/VhB1Kq5zZxAWL/R5+a2xwnHvF9+9nan91Y6Ofo89v5txx5nzVo5mrqYdz7DYwQhAKXW0pPe5dE1RVm7ljejgNSadX2lP9rpjOt4UOb/bQxGAMLQTaOnW+1d0D6H3MD6tfB0cOTZLoBccWHQsiYTTiT/1Ujq0b/nU5X/1CpdrXtGXWlKHkWLtOaeIo06T5LDw4dQpyAYtwjkDt1xKouGrQy1vQ/R+M363LbN4QR49IzUweHC4XEz3Dg4PGxcEJpySpKDwwVGq41UiFO1tDg4ODg4ODg4XDQ4JcnBwcHBwcHBwcHBwcGCU5IcHC4i1niLRHMfBwcHBwcHBweHFTglycHhMYAAnFLk4ODg4ODg4NARTklycLiAYHWoxaMksCZXycHBwcHBwcHBAYBTkhwcLixalSDnTXJwcHBwcHBwOBJOSXJwcHBwcHBwcHBwcLDglCQHh8cEzofk4ODg4ODg4NANwaMeQA3Uwd101VWi3tOYuutS116pFKSUUErB87S+5wkBz/NQlCU8s39RloiiCEVR8H5FUcD3/TXDaHQJ7tjA0ROe3le1H9Ps0Lxy7sYhbftbP+pDOnZ5llJ3Ug6DEFJJyFLC8z2+rlQSvudDqnrH5XXjO+2u413RvG4t9+YE+11UNOeFqn5Y3VkI3q4MTQlDRwD0XyVRlCV8sy0vCoRhiLIsEYZh7dgu43lksIfR7J5+XJoq9b0GYQAlFUpZwvd8cxkFJRU83+t8vuaaIaymu8puzKdUbX630eLDeN5rHp218fGgLQDH51VSrvAqYfYrpWRelOc5wiBAlucIAs2ey7LkY5p42HS1lveJ5tc1797uIf0+0pXNh1fG1qR7fcCpozMPesx5FeO05D/fR57nvH+e54jjGGVZIjB0VhoeZ4POe1L5rzNqItV6+e9w8U+sHn/YJaXeLwgCXovomRHf9n1/5XxO/jtrStIRyLIMQghmKIHvQwQBFColQEmJ+WIB3/fhRxEAsBAnhOCHF4UhyjUC3fuFkxAfH6NQ/3sEakSlUGdetO200Di/wxmCpRABmtF4AIRZMENDH1JKpo88z1EUWmjzjeDW832mu7Is39dbeCC0zMsVQakrLdC52oSxNYYSh8cDXXnVYrmE7/ssvIVBABgDBfEqMkacF6wV/BxdOTwAOtOUkf8iI/8FQQABbWwoLDp6VIL+A4HFv+PRAO1/qNFD4HTkwAsm/50rJSmJY5SWUGYzDiISKSU2NzZQlCUWiwUAsKUhCAI+RlrWu0eBlcl6yORsYzq0rSuhE6MRQlvMBQQ8oQVjqSSUMNbpExJJGzO7SIRy3lFb/2jOGGWplBLKoqWm1VoIgc2NDeR5juVyydt930cYBMx4iqJg6/dZhT1H1zKOjvPWpinyRAnPGCOkglDaKHNmvGgO7xsehFeR0lRYx551uiI0DW62UY9o4yg4unJoQ1ea2hiPkRcF0jTl30n+K4qCj13nnT1zWENPwPFpir8LUR0rK3mwVCczxlxk+e+czBIHBwcHBwcHBwcHB4f3B+fDPGVBALVYSgqhI4+KALB/cIAwDNnd6nsesjyv5UuEYbg2f+Jh47A4VPu3Fc0cdUvdScLkZCl13pECJPT9l7KEkgrSO8bzaElQYO+WHb50QawJ5w4NbxHQ4k0XAlEUcYyy3r3yUNpeyv2DAx3Caryvvsn7k1Y8eK/XQ57nD+2WTgOHeWWPS0t0HNGP0kQFoKIzTzo71OOKLrzqYDJBEAQcEu57HvKigLToNgzDc+E1ac1nUBaf6sheHF05rEMXmtrb30cYhhzC6hmaKq2c2jiKkBuv0nmAzaNq/KojTVGuuYCoPkv9zB6q/HcBcK6UpLwodEI5CW+eTt5sJozHRjlSZlvWEof6qBSkGg5RkLqilB3do+bUUklO4iPGW5RFlazvn4D5tOQ4HVp0wuH9Q0NZaipKhUlwZZoyYSylSYglDPr9WqgD0aJNR2eCpo5Ck8nw5mpbs3jJ2lNRgrFUfAxtK4uSaepRhvU6PBp05lVxXDNSSCn5GBIGaR6dZawT4mxDXlde5ejKoQ1daWowGEBJyYaGvCh4P0Xyn1XY4TyjM01ZMp+SChAWTZVaSXLyXzvOlZIUhqGe/IYg1iWzSqX3IWWpMNVN0jRlxlOW5aNbZFt0oVbvUq20i/mjdIw2TcTjxtUKCEhRr14mpKjHqHa6hcO9Riu/O7yvaPMa2YoSQQErChHNDds6t1guoZRCEscAgAJawFsul7UqQmQRP6s40iIvwLl6R5+sOoZoiAVborGu53K4UOjKqwoj9FPUQ57niOIYyzRl/nRucpKapCXq/MrRlcODoCtNUd4s8SopJZI4xsLKp83znGnuPIALbwmjgBh5qysdUHVUAQHp1eU/WZqc9Ici/51/nIOVtw6pFFsIfM+D53mQSnGSXpZluH79dWxvbeMTn/wEAG2RC4MA0+kUw8EAAGqJsY8SXQo41JLNRX1ydmYWDYXL87yqcIOUENCWueN6A2pWgzblzuGR4TBFiRDHsQ6ba3hbi7JkmkrTFNdffx2XLl3Cp//40wB00Qbf81AUBQaGpqIwRHbGw+3WzU3PSs88iYWRDBbEaKSUgNDPqatnyuFioROvev11bG/XeVUQBMinUzby+b7PCednFtayso5fnUSxcXTlYKMLTf3i5z/H9qVtfOpTnwKgq9v5vo+yLGu86izIf51gsSNuC0HOtBPIf0JqWmSaKiUg0doC5ig8DvKfM8c4ODg4ODg4ODg4ODhYOFeepMLElgorZjsvCty/fx+///3vAQC3b99Gv9fDO//xDvb29gBoN+3Tf/o0oijicKDdvT3Exh17ZtAhJYm1dqre2NHzQ5ZyBVXF55oLSqWTYVdCkZQAhNJ/gepzY5tSlPpiN7ho7PfAUI2/Dl1gvZFWzBeLWjM+8rDev38f//mf/wkAuHP7Dnr9BO+++y6m0ykAbcl96umntOXbhAVRwZSzjFr4p2jZLrrTFHucFJimOB1D6tjvU0+4PzV6cniY6MqrekmCd/7jHezv7wPQDVSfeuqpWjGHvf39cxUaZMNu0tzVSn0iujqMV9VWQeNfr1nkHU2dB3SlqdFwiHf/8C4mBxMAgB/4ePrppxEEAfOq3ckESZI8mht5EPC0NV6gjjRFHqea7GflqdO/Gh5U/rM3nWOcCSWp+RwpuU40FkKpVK3ST1mW+O1bv8Wdu3eYiQwHQ3zgg0/iSnYFt967BUDHqF6/fh2BH+DP/vzPAABRFMEzYUV2Z3OK/7Y7pRdFgWvXruETn/gErly5AkArXtPpFEEQ8LU9z8NsNtONzAyDW6YpgiCo5Q4ppXs0TSYTbG5sAACyPEdRFuj1epjP53wNIQSyLGOFTimFoijgmaRFz3QiXy6XSJIEnudVyfV5jvF4jN3dXYxGIwDAdDrV51LgpH4lAd8LEHhBreKL7wfI84yfRRD4hs0I3m846ONgMsVw0EeWF+Z9CgACvucjzwv0ez0AwGQ6Rb/fR1mW/MyyLFtJTM7zTIeaCFHra3X79m289dZbGA6GPHGeeeYZ09/JqgYVBLXqUA7rQUyD8h+WaYq33noLe3t7/E76gz6efPIJXL16Fe+99x4AYD6f4/XXX0cSJ0xTOoRT0xQJeEQ/dihnWZYQQuDVV17FH//JH2N7exsAMBwMcOfuXSRJwvNDQCtyQRDoRpuoaMouHEH5Unv7+8z84jjGfD7XIYVmvtI4yrJkmqK8qiiKsFwu+do07iSOMTM06Xkeer0eDg4OMOj3AQDT2QxJktSqLCmVQwgPQni1uel5HrLMpil9T/a9BEGAxWKBjY0NVkqFEHpfAWRZzveYpqmu5GQaJtIzzw3d2PdC1+BcMyFw+/Zt/PpXv+YwFAD4wjNfWAk5bKuwxntcgATorujKq0opaxVU86LAW2+9hbt37vI76ff7+OAHP4CyLJmuZtMZrl27VqMr3/d5XScakIYPBL7PTZ/p3b766qv4oz/6Izz55JMAgCRJcHBwACFEVUXP97E4hK7sfA/f9zGdTrG5uQlAr9lFUaCXJJib/k5JkmC5XCIMQ+Z1aZoiiiJdCMZaE7IsYzqi/lC+7yNJEuzv72M41Ov7dDq11gES8oAgCBEGIfMgLTh7KApNcwAQhgHKUlbV8QBEYYDFMsXGeITpbE5vEEGgx5XnOXrEqyYTDAcDKFSFoBbLJecy23mYURQBptgNjef27dv4zW9+43hVB3SlKbvfJaDn129+8xvs7u7y+xgOh3jyA09i5/IObt3S8l+e5bjxxg34gY8v/PmfA9DzleYlyWqUn2vzKpb/fnENH//Ex1fkP9/3eX54vofZfK77B1pzncZLPCgIAkjT9HZ7awuA5iFKKYyGQ+wfHPAYy7LknCoASLMMABBHIRaG3ujcJ+VVAtrQGfghV6eNogh5XiBdpuj1+uZ8AovFElEU8lzv93uYTKYYDQdIM30sFYkIwxBpmqJP155OuQCULR9Tz9LONGXWByEEnn322VrPNKUUyzQ1WPnVx8WZUJK6Iooi7O3tMUNP4oQJ5M/+rFJ+8jxDr9fDRz7yEb1fkuCll17C5uYmL8pRFPHiRARBTIQUEEALkaPhEPv7+/jv//bfcfnyZQDA3t4erly+jLIssTTxsEVRIIoiRGGI6WwGAHjj+hucSBiE+nFnWYYwCDEcDXHz3ZsAgG99+1vwfZ+FOkBPlrt37+Kt37yFotQE9oEnP4CPf+LjGI/HbFkBgNFohLIssb+/j9/+9rcAgMnBBFEc4Wtf/WrtvpM45tKzAHD9+nWUhc5B+cpXvwqALA4FPM/n/ZRSTEREnC/98EdI0xTPPvssE0Mcx7X9JkbQu379OmZT/Vz+62f+KwDg0qVLGAwGWvEzEzkgxmF5OIQQ+P1//J6ZMaAru1Apai4oUJbI8vx8JDqfAfhBgOVyyXN4Y6wF8yzN8PwLzwMgARvwhMATTzyh99vYwEsvvQQBgQOzqI9HIyigRj8CWhCwhW5avCfTCd76zVv42tf0nLv53nv4wJNPYpmmtYaBURQhjiIcTLRl8I033kC6TKGg4BsjQZ7niJMYURSxBfFLz30Jw+EQU6Oc07289957+Od//meUhb7GzuUdfPrTn8bY0BBdezwe4969e5BS4qc//SkAPbcXiwVe/M53+JklScIKGs27a9euoSg0k/nm898EAK5iZpdSp7EDlaL68ssvI89zfOlLX2IhMYoiZoS9Xo9p4Pr165jP51BS4TOf/QwAYHt7G4N+v5YfRoxECMFlcAHgnd+9g16/hzRL+XmHgTaW9IwiVpQlX9uhG3q9HnZ3d1k46ff62N/fh+/7+MIzXwBAArLsRFe20AZogS4wggXRlu/76CUJ7t+7h7IoWaC7e/curly+jDTLOHeD6SqOMSG6uv4GlukSSiquclUUBcIgxGg0wrs33wUAfPvb39aK/HLJvKosS9y6dQv//u//jnSpr7Gzs4PPfPYzGA2HtWtvbW5id28Py+USL7/8MgA9v7M0w/e+913mnWEYIonjmof6+uvXUZp8yb/88pcB6PUkigJEUVxVbDUFMWw+8KMf/VjT1XOrdOV5HuIowsxc+80bb2I603zrM5+p6KrX69UqEJLAC1QeMM/z8PvfO1512vB9H8s05Xk0Ho0xmUyQLtMar5KyRL8h//3gBz/AxsYGK/VxHHPxAtv44/u+frf0Ln0fg8EAe3t7+Ld//Tfs7OwAAHZ3d3H1yhXkRcHvWCml5b8oYpq68cYNpEYRsKtVep6H8XiMm+9p+e/555/XxgijxABg48m//PO/sPx3eecyPvXpT2E0HHJZc6A7r4rjmOVooqlr165BSoksy/CXf6lparnUBo7hYMi5W3muDQRKVbzqpZd+iDRN8cUvfpENDGGolS2iKTL0vfHGG5hNtTJI8omvBLIAACAASURBVB/xqrIjTdm8T5baKFQURfXMikI7Pk6RV52rnKQ0TXFp+xKKokBRFPjbv/1bSCnxja9/nZmF73n8wDY2NrCxsYHlcon/6Xvfw/7+Pl579TW89uprLACExmtE/+ih079SSlx/4w0MB0OkmdaK+/0+Njc2cO/+fRYgyFILVBY9IQQmkwniOEYYhRDmv8DXnZ9v3ryJpJcg6SV47dXX2MJO/6SUuHTpkp7YYYQojHDvviaE2WzGlsTA9zGbzZDn2sI8m80wm80wGAwwn82RF4V2NZsExtl8jn6/zwQ9n80xn88RhAF6vR56vR7iOObSms0ym7awlC5TxHGMt956i4W/KAy5tK0y3r8wDPWk9nSZyZ2dHezs7KDX67GyV5QlCtMJ27eUIxLwptMpZClRlAWKskASJ0iSHi90yihWF6G05/uFsiz1O08S9JIEf/3Xf43lconvfve7ODg4wMHBAaIo4vmzc+kSdi5dwmQywf/44ouYzWa49otruPaLa+zNIEuclJItQYVRPsqyhFIK11+/zjSVJAmSJNEL/f37KIoCeZ4jN2VahRAobZo6mDBN0LYkSXCwf4DJZALh6UqNb775praiDQbIsowt4Ds7O4ijmOfl7u4uAGA2n7NHKolj7O7uIooith6TRV9KiTTLatsm0yl6vR4/p9lshsV8oY0S5v5iY1W3aYqYnGY+elueaUvar3/1a6bROI5r1km69mKx0J7dPMf29ja2t7fheR4zRbpvpRQnOsMIAXlRYDKZoMir562vlfD6I6XkVgoO3bFcLrG9tY28KJATryolvv71r1W8xljFu9AVAPYalVaFL5uuAODGjTexsbkJpRTGoxHGoxG2t7Zw7/597jFjV66UFs85mBywEEXbgiBgYa3f66Pf6+O1116r8TjyPF25ckWHtEchwijE7t6u5lXzOcqyZDqgUHfbYOB5HkqpDY40RhIa+/0+0+psPsNsPkMQBhgNhxgNh4jjGFmW1dYLukeiN02zKcIoxK9++SumK1rblCkIwLxKSR4H0RVZ9tfxKs+Up5ZSOl71EKCUwnAwQL/XQ7/Xw9/8zd8Yxfp7mE6nmE6n6BmDlQKwMR5jYzzGYrFg+e/VV1/Fq6++yt4UMshK8loohbwokOU5sjxHKSXeuP4GBkPNQ0j+29jYwN1791AaRYVkNxonzZ2DgwOEke7ZSds8z4OCws2bNxFHMeIoxi9+/gv2GvlmTpVliZ2dHURxxPPy/u59KKUwmU41TZ2AV5HRkGlqNsN8PkcYhCwze6Yok7Toh5wIRANKKSwWmse99RtL/jOGeGnKsDflP9/3Wf7r93oojkNTJgqEIkESw6uYplC1TjgtnCsTRhgE2Nvfw+aGdvuPRiNkeYbMlPgGtFCdFzmWyyV7nHq9HtI0xYsvvogf/OAHALT1VkqpQw3sKidmUtiL1507d9htePfuXQBaI9/a2kJphacFvo/UCGI0nvHGGE899RRPOqByowZBwNt++pOf4ic/+QleeOEF3tbr9SCEqHmXyrLE9vY25vO5/s1YRqSUiOMYL7/8MgJfv9aDgwNsbW3p+zQC1nQ6xfbWFvassIY0S7G5sYk0Szk2fjQacVUlGg8Rfy1sI9CW7b3dPT6W3diGaOlZFqW2Skola9aSNE35mQAw1Yy8Wm7IrVu3tNWvLPj+wjDE/sE+YnMdoLKwPt4BDMeAUT5HZi5sbm0iz3NMplUoqLbO6F5atrdwOpvhu9/7Ll76wUsAUFmrfB+59e4U6r1efM/DvXv3MF/MsTHewLs3tTVtPB5jNBxqGjZekCAIkOc5e2lpv6f/9GkOXQPAipDdRPDv/v7v8eorr+L5F57nBbRPNLWYIwqpn5rC9vY2e1vnVggQoC1tFEKQpRk2xhs1QfPg4GCFpoo8x+bWFvIsZ7oYDodMUzxfLZqi64VhiCRJsLe7xxbJsiyRZRnG4zHyvGBG4Hme9n77HsYmpDazFEyi3TAM4fs+coueb968qT3vRc4euSAIsLu3q73BZj8hhKOpYyLwfezu7WJrU4fTDEdD5JkWvCg8B6jCjbvQ1QqvMsKB3eD55s2bzPtu3b4NQHtLNjY2NB2bd0ohqHbo83g8xtNP1+mKwqNJWQIMr/rxT/D8C8/zNjI6zmYzhCZ8TSqJra0tDh+3Q17zPMc//dM/VbkSUmFzY7MWljeZTLC9va1D8Awvz9IUG5ubyLKMIxSIT5LxQT+aqlornS8KI/SSHnb3dtlLNxgMkKYpxqMRK2g01iAIIEvJ9yZNJAV5nwCjdPo+ZFFwmNitW7cQhZquHK86XUxnM4yGep3b3NpEnuWYzqpQ0NII2ktjJAbA3ocXX3yRaSrLMlYoZAuvstfXu3fvsoJ07949AJp+tre3a1UnKSSWZDFA09RTTz/Fc56OpfMTnb3yyiv46U9+iq9/4+tsWOwZRW4+b+dVUspj86rpdIpL29vYPziweFWB8XiMNE2ZLojeiY8AlcEaqMK4A18b1g/2D5jPkSLT6/WQZVktjC7wtUGCvE5SymPRlB3RQDQVWTRFRtrTNOydK0+Sg4ODg4ODg4ODg4PDw8a58iSRu/XVV18FACwWC7zwwvMQQnBCW2AsA9tbW6xle0JA+D729/fxnW9/GwBw5+5dhGGIyEpIti26lFiW5TmUVHjxxe/g5Zd/jF+++UsAwBe/9EUsTSInFSagjtA0VgBYLpZVVT0qOGHiP4Eqxvy5v3gOv/j5L2qaN1mP4zjGYqnvJQxD3Lt3D/1+H0IILsiwu7vLcbYHk8pK9syzz9RC5YbDIaazGeI4xg9/+EMAwGg4wnQ6hed5ePvttwEAf/Inf4J+v7+Sh2B7xADdAf1g/wD9QR+/+uWvAADffP6bKIsCS2OhIwuKUjrWXeWKE+gC30dgOmTbsdlkxSa36zvvvKPjuk2/A0BbLd/6zVt4+umn+DghhLPMHQdmDr3yj68A0CGt33rhBQ7rASqLZ9Tvc3xxEsfwfB937tzBCyYe/P7uLs+XpvXJTmYlL+6LL76In/3sZ3jzzTcBAF/5ylfYmkuWJtsTSVgsF5z7R/H9pZk/WZYhM/v91V/9FV6/9npVrMTsp8MUEs4/iKII9+7dY4s0Wdgmkwn6/T6klDg40FayS5d28Myzz/DYAE1Ts/kcvV6PcyxG4zFm0xk8z8Nv39I5gn/8J3+MwWBQS1Ilq6UdrluUBQ4ODtDv9/HLX+r15mtf+5qu5pTnCMOI4/KLokCRF4CoPGCBlfNEz9wz+RB2Qv47v3tHx9GHEce8LxYLvP3223j66aeZRgXF6D/mCebHxWg4xCuvarpaLpd44YUX4HkevzvfVIY8Dl0RhBBsNeXk7TyHguFVP/4xbrxxA4DOzaNQU/Lg255dm1fFcYwwCJiuKA/Vzn997i+ew89//vO6lbjQnuYojNhzFMUR7t69yxZ9+rtnhdsRr9rZ2eFcLTvPdsa86kdm2xizmaYr4sWf/dxnjYc1r+UyUn4x8auyLHEw0eG3v/7VrwEAX/3aV7lK2qDf5/wLysuyvQy+yU8pi4KfOT0fO2Hc8aqHA6kUBv0+/uEf/gEAsJgv8PwLz0OWJQqSMWCibba2uIABecIPDg7wne9U8l+zYiTJf3ZlySLPIZXmVS+//HJN/iNvDnmB0zStpQcAFq+KIvZIEq3QPwD4i7/4C7z22mvIsozHxQWGohizueZVcRTj/v37XKSLrn0Ur7Llv5mJTCL5bzgaYjabQQiB69evAwCefvpp9Pt9pFZTa6KvMAxrNDU5mGj571da/vvGN77BHqLBYMDyn5QSfuDrsDvzzI9LU57v6b5OAGbzGX771m9rNAVUIcSnhXPlSaIu5BSXrMNMquRVYeLsdezynI8rTZxnGIa4e+8e7t67h8s7Oyuxi1SZi44ppcTdu3dZCfvmN7+B1CQOUkiQMjGsdmgKxYJKKZEXemLNZjPM5nPM5nMsFgu+NuWCKKWwsbGBf3rtn/hYCh965tlnMBwOMRwOEQYh3rzxJjPa+/fv4/79++j3+zoEDwLj8Rjj8ZjD+excp+VyyblJ87nORUqzFH7gI+kl2L2/i937uxwbaxOzHYdOz2EwHCAMQ2RpxrlQu7u78KxcjfligfliUY3DExzzS4mYhUkYD4MAnolxD8MQwoTeLeYLlEWJLM24DKzwBHb3dnVMOfQCacemOhyNPM+RmcRSer8k7CyXSyyXS6Pc6vlCMdVUFCBJEty+cwe379zB9taWzksyzIZogUIQKO/l1q1bkEozgL/68pf5fdKcpv1ocbVz9KSUKHI9p2fzOc+thSllTsKXlBK9Xg9JL8G1X1zjeZFlGSJDU/1BH/2Bjs2+8cYNPsfu7i52jWBaliUWiwWuXn0CV68+gbzQY7LzgoixhUGAxXyOxXyu1whPIIoj3N+9z7HkvslJsPOziDlT/lC/3+dwnelkiulkit3dXa5CRjStKzPpHJBe0qvlgVFVJmLQFOZHlTY9z8NiuUBRFkjTlN+BJzzs7u7W8l/sHBiHblgsl/BMruhsNlupcApoA1xXumoeS7yuKAqeN+/evIkw0JWnvvWtb3GoNCVC03zm0JQGXZEyRHyK6Iv2O4xXpWmKOIrw51/4cwwGAwwGA0RhxInrSincuXMHd+7c0fzHKIuXdy7j8s5lDnVt8hiq3DhfzDFfzHW1MBPis7+/j/39fT03DU3ZucXEh5muBjoPt8gLTKYTTKYTPdcNXc0XC17zStnCq5ZLLBYLTgwPTJJ/YWQOGvd8PtfvxfGqUwXNdSpXLYSAkhJxnGCxXGJheFUcRVz8AwDP/SiKcOfuXdy5exeXd3a4SEMbryLaee9WVSH5G1//Os8PoAqVpfnVzNEry5J51dyiKTpeCIFBv4+BUW42Njbw85//nI8lvvLMs88wTYVRiBs3bnBF1q68imQr4ltCCEwnE0wnE6az4XDI5wOqSsoEW/Eg+W84HCKMQuRZrnPbZ3Mt/xmeNjf3u1wuOc+P5Ok0y7AwvPs4NEXv3/d87O3vITCODmXyyk67WuS58iSNR2PM5jPWtD/60Y/qMqNhyJ4ZXfUj5xKlgCl3ulxiOBgws5kvFjXNFQBgGIZt7SNrK1nSaOIN+n1dAKHX49joKAxRNpIxKVmVJjWg47x3d3fR7/c53nwwGOCTn/pkPVHXTOp+v4+5KVnqBz7yTJcqVUqxJ4kmf1EWiDz9fJaptgymaVojTG2NDtliTvc/nUzR72trXxhqZmsv4s0qgHRdAYGiLLC1rePvX3/9dTz11FPY2dmpWfeoJC51UadnpqAFY1JQyULqCYH//MMfAOjymsKrFjIAXF6WGA6NzXMWus4Y9Pu1Cj2f/exnUUqJdDbld2znCHHFs6LQZYE3NtjrejCZVO/Eeh8k+DRpqjQLI9EUVeyxaYqUHts6lxhhjWiHtlFiJ3mh8jzH5z//efzs//1ZzUtZmCRyqrSYJAmyPONkXpsuqBgKWcdJ2CXapHukUq9EP0opQOgY8L4poRoEASsctieJhDq7JLnneVBSYWNT54Vd+8U1/Omf/Sl2Ll1CZuUklbJi6vYz5xwNUm7IswdwuWkq6+2Hfi13Saq6YmQnwjt0w3g0xtSioY9+9KNcXp7oYDgcIjNVBY+iKy4uIKviOSt09c47LLBFUYRlqmk6MXlOvSTh8sJUpW0dXdH8GgwGukrfYFDxqn4fn/xknVcB2tJPhYMAIOlpuun1eijLkukK0KWMbbryA79WjASoyuUHQcCltKmc92QywWg4BqDpinKBbZ5ONMB0tViyd2hjo6Krp//0aezs7ECWJRs7Az9gox7nfPk+oJRp17GeV1F+nwiF41WnCF1pTQvKAPC5/+FzUEphNq8qwvmmKAIVNQD0/FimKYaDAa9hs/lc54PZvAqVjENr++/+v99V8h/AvGo4GHBLE8obpdwY+5xJL8Gg32cFDtAFxe7du8f8DtC098lPfhLXX7/O842MG71ej2mql/SwyBbM47ryqoXh73RvQRBgQKW0oY0Buuz9sLZfsyAC5Vax/JdnpiVMji1Tzvz1a6/jqaefwpUrV7jaHKBzAskLRO+B8jO70pQf+1yVVleo1jyutHjVafOpc+VJOpgcoN/rsXX16tWrWpM3kyNJEn7QYRhyFSeaINQHgnpBUNUMmgieEQbshpj7+/t49ovPotfr6TA1U43kRz96Wbsap1PEpkRxYRZVCvmTUkKWkpMESZs/ODhAkiQ1i4WUEqPRCItlZbkjwUcphSiOEMV6kiW9hC1x9C8IAvz45R/DEx7yIkde5HjhhRd01bog4OeTJAl838f3v//92nU+//nPI4ojrsZD1YI8Uy2Q3LvkArbvj5SmycEEk4MJlFS4cuUK5vN5zQLtCY9DrbhyFiqiJe8BVUTJ8hxvv/023n77bZ2w5/n40Ac/xMx0Pp+jLLSVhirCkKXOoRumxs1O7+Py5cu1IgmA9rCSwEbviHohTWczrg4URRFbpMka5pnwhTiO+b1NphM899xzNZoRQuBnP/sHPZ9NiGkcxyyoBJYVvCxLpA2ams1mWiCKIhYUyXooPMHjpoVfSslVuKSU6CU99grZFeFe+cdXkC61p9UPfHz5r77Myaw0RnpW//ff/71u1gxtTHnqqafQS3pM40RT1BOmSVM2PXqehziOsb+3j/09bS2/evWqft7SKiOuNF2R5zUMQy14KYUoDLliEB2T5Tn+9V/+Ff/6L/9qwh4EPvKRj3D1zGW6hJRSe5yNZY8seg7dMZ1NdXVR463/wJNPsoWZrMdKys50BYCrQJFHkgp8cEXF6Qxfeu5LuqBRlrH1+Yc/+hEneQ8HAwwHgxpdVR7Iiq4iE4pOvKosqyqupcWrCHZIDXkvpdQFejyjyPF1yhI/+clPMJvNmK998xvfYA+pTVee5+H73/8+TOs9NnxEUVRZoU2oKnlzQxNBQdu5aqSh2yjWJZD39vZQliWuXr2qqzxafE1BV5mkJHig8t41eVUUhkizDG//9m28/VvNqzzfc7zqlEEl2YkHXN7Z0ZFDVoViCkO1vRALY6BOTWQO/SZNFBBXpzNKgF3dcX9/H1/84hcxMJE6SZwgiRP86EcvawXNlOwmeY6UajqnLLV8SsVPgiDg/l+lJQcVRYHRaIQ0S2vzFaiXFpdSy3925EEXXkXXpmqOP3zphwj8QFdaLgt87nOfg+d7fD7ybg8Gg9p47CqsXJ1V6OdN1XBLqd/NbDarhRYS/doy93Fp6sMf/jDfy3w+R57nujeVoanQ6hd4WjhXSpKDg4ODg4ODg4ODg8PDxplQkthFZv4Zo9FKJ/fENCklC7AyViugqqdOR1BeS2nqrlN/Ajsmm6zYVHd/vlhw0YZqTFV3Zs/z8Myzz+CZZ59BXuTo93qs+UpV9ViyNXcKheglVdysEILzC8iysVgsAFU1xwSq5FMhBPIsR57lEJ7AfDbnRHU6nu4tjELWyGezmXbpWk0lyfLW7/fZEpckCXZ2dnSMbam9Qzdu3KgllVNsO4U00HNMegn3tYmTGHGi+yt9///5fmWtJAvKbIowCBEnce0eyTpB8E2YRe09QJeU/djHPwYK6qZQj1f+8ZXqHRurDM2h2lyy5hZvf8xBvXvI+iSNdVvZFmErNI5g93wg2B4Rsq6Rpyq0cmE8ob2TpfFYfOUrX8FXvvIVZFnGYUB26XnP8yBNqWOKp85NE0bylFAPCBhvMOd4GMs4zUEKWwJ06dMiL6CgcwZmsxnnQNDcmkwnCKOQPbb2fKVYaxpnFMd8bBzFGAwGOn7aWNJu3LjB9GT31iA6s/OMBHQBFspFFJ7A3/1ff8f0YHvQQtOXjC1+1nOzc5+oCAz1kSL80Uc/yuclGr9x4wb8IIBvviulHE0dA5FpqEjrM8XcC4DzLKmISBe6ondANLk0ebG2ZTeKIi67m6YpnnvuOTz33HNQUnFTW8qfpXC92XxeRWGYawRBwHk4FF5DdEljEUIgjuKKDyQJe5DJmxoEAaCA/YMD9Hq9Wg6f7/sIg5At10uTFwFUvb1oTuoG8TnT/NWrV3X4upnHr7/+Onu6mD4MT7RpoNfvcV4DRYQIIfDSSy+xdZu8WNPpFL1+D0EY8DntfA77faVZhtjk/fm+r0PDIfCxj3+M+Wkv6cHzPd0Px4QHqUY4O7CGrh5CCNH/z957R9t13fedn9PPufV1ACREEuwECfZOECxiJyXLkm3ZipyVicfJxGN7xfFM7GTFa80kzj/JJJnEs5ZnRrOSLHsiy3FijahCUWwAG1jAJoIFIHohHvDaraeX+WOXex9I2VTMxLT4NhcWyMtbz9m/vX/79/uWT9L4qPmfkk/XcGLJPyrLUne9VXdGoYRUB111ccf3lXG5bs/zBOrGsvDGfAFdz9VQY8Mw2HbbNrbdto28GHUv1XtmWaa54SruMdA5qIpTtd4rIZ5xu4bxeB7/3irnMS1TdyQVDHr8vR3HocgLirzQnZrxofj0igISxzEGBlNTU+KalAVFWfDmD9/Ue5ya1wpiPt4pE4JkAsqqfrNjO3zve4/oz1d7VafTIQiCVZ065eE03p1ybFusS1KITO1LZVGyadOmVdxdEIbq47oACnr3cY1PJifJ+HAlJRUYyltBGYH9l5pHBb6v8d6ANjYdDIc895xQJZqanNItQl8GE0CWZvq1Ck+uSK7jXB7LtrTAg5qwE23hDVOv1zUm0zAMtu/YgWEaH3DgTpKEu+6+C4Ann3wSx3F4+umnueaaazR+u9FoYFomSZzQagqs9uTkJCsrKwTyMKeuWaNeZ9DvYynCqmxb6kRTfma9Xqc3pqff7/c1FlZje6X6kG/5GgOvDGYb9TpRHOvNr9VsEUYhcTLiZylXaN/3NfRkKCGCBw4eHB0a5SKRJAlBTXyHQX9AURY0m01N1PQ8j3qtrrH+a+O0cVpsnU4etuSBBEb4bDF3P9rbNxsN+oOBfs9araaTNqVK1Gw2BXTB92nU6/rzhqEwtauPYcfVQq6gN+oxpVylihCKuzTuQVSWJc8999yqeFLfy7Ys7vzsnQC8sPMF4ihm586dbN26ddXcVDhz5cOhzPiazeYqDpHiCGqvMLk5K26S+j5qgxmHUqhkVz2WZikuLtNT09q3okIQwAWEK9K49Va7JZLMeHVMpWlKXoyUNxUH5MCBAxoXXlHpJE9d26pUB2Jbf3aj0dBJ/9r4EeO/cly1mk36g8EInodUlur3eWHnCwDCsFwmhxMTE/p+JWkiYOGepw9k/cGA6elpoijS/Avf93Ekf0MlIGVZEkURy8vLzM7MAAKi+/DDD9NqtvS8UXtkrVZj69atADz22GNMTU2xY/t27n/gAR2XwnRaFDpa7Za+Ft1uV/v6jb9nkRe4ntgne1KsQZjEJ/o7qsO9Er4Y58Gqfw+HIfWGEJRQaoJJKpLGRr1Okqb6+rRao7hSQ8WV4zh6H4yiCNdxOHzkCJYtXlvllfaVU88bSPPPdevW6ett+b4+AK6NsfEj8j/F51IFHluvr/9lvC61V6n5Ua/VSLOMMIr0XtVutQXPTh581F4yGAzEum2aZGpPkVQKTxbLQBTixg9GIOakKmLPzc4CYq7/6Te/ycz0zCqKglpHbt12KwAvvfgSYRLy2muvsXXrVn3gUwWZTrejfcpUsWBcoU4LraSJfl4UhRpeVxajNepH7VXj+2kURdRrdRqNhs7/oigS/Nwg0MUcEFysD9ur1HcfV5S2bZsjR4+exiXONSwRYGlpSV9r7TuVjZoXH9f4RHSS1PjQSqSqMDCSd1SVKsMQ6ibqYPLjqjB1ez3h0Cz/pGkqBBmGQ0xDVLwvuPCCUYI2dnL3fI+33nqLoii0Yt44p2C8+6KqYsqteWFxkUajIQ5lshK+tLTEoD/grrvu0opIgF7MdQesEpM/igR5r9ls0mw22bNnj66edbodOt0Op06d0qaB49WoV197jUajqavUt99+u6iCBLURJrusWF5e1iad6uSuklBVaXFsEfC9Xo9Ws0Wr2dJVx0cf/QG+PARFUSQS2kqQ8HQ1SFa5h2MYfFXR279vP0makMgDz4YzNhD4PldccQVXXHGFrpykWaqvg1BnGn74Df8Uj1VxNRZTsNohXCX2BiLRV/H1Ucfi0pIgi8rKXpIkNBsNUpmk+77Pli1bdGV7XNWw2Wzy2muv0e/3NZdDKbOdPuI4JgxDHVPj/L3x56RJyh133KHjR8VjPlZVVHO6Kitazaae2wcPHBRE8jD8AIdhnA9oWRZvv/02jbqI6SAI+Oxdd4kqZ1HqA36apvRlYWW8QgboKqJlWfieKDgMhgPaE23aE21R9TYNHnnkEV1YiKJI8CaqCtuxdTddXYckSfS6qKrwhw4e0tVCwzCYnZvF9302X7qZzZdupkJ0JPqDvl4fTNOkJ8nJa2P1+G8VVwuLiwJJISumihMnjBfFn8suu0zPZaXEFkUR09PTvPPOOyJRl/Oh3WqxtLS0ai1fWVmh1+8TSPGF4XCo1VDbrRbzJ08yf/IkKysrNBoNrrn2GnzPw5fcQSUZPM4p6na7+LKAoP6cPHlS8EsMNEKi2WzqPVh9tmVZ7NmzR1exbdvmPmnhoeSXFQdSdVTVUDGmOr9KKj1L5V7VbtFqt6gFwiz3+48+KroJUi0zTYUy3Xisqs5PGIb6HqoO3v59+/V6AHDGhjOwbZsrr7qSK6+6UqM+hsOhXiNyeZ/Whhh/bv6nkArqn7GC9HjH/KOOpeVlPS8cyYGpy6Je4AcEfsCWy7foe1qv1XTnZ3JykldffZVev69j3HVdnfSr3xIEgT6AjHNTbdtmamqKE/PznJifZ2l5mVazxTXXXrNKMrwsy1XzWqiRxvR6vVXcnmNHj9Hv9/F9X3MR8zwniiLN7VXFvvfee0+IUUj++Z2f/SyNRkNy5MQ/aZoyGAxWcbu0LLrkzJqmKfaqOJZiHFb6EwAAIABJREFUMxNMtCdwPdEpeuSR7+N5ni506r1qLKbUYTgMw9X5n+uyb9++1TF1xhk4ts1lWy7jsi2XrUKdjKNMoo85pj4ZnSS1WXxI67kae47aVFQnSYk0KPLzjzuCIKAoS/Ix6eFhGLJubk7fmMmJCQ3nyfNcf8dLL72UV195lanJSa0YpG+WhFKA2AR++MYPxUEjG6lhXXjhhby3971VSnYYaMiRuByV9pZQ1Y6ikFW1HJ0IAcyfmNcVtc/e9VkA3QpWGwWI9z9+/DhZmlGWo4q7ZVnceNON7Nj+tP6cvXv3csP11+vPaLdaWmRCHeLUAWzDGRvYvHkzINyj6406eZYTRpH+DRijir+uQMrkVrWeAWpBQKXa5vJ5hmlwzjnnkBcF7VZbf7bni+qe6qj5vv+xui3/lR0fElOr4kk+xzAMkHAAQMNGx1UEVeL9UUar2RQLl4K0ys7s7MyMVpOr1+sCDluOZO4BrrrqKnbs2CEqRfLz0iyjXqvRlQRyAM/32LVL+h+50v+oKLjgwguIwoj3339ff584EYcpVX1SSYrqlILYeBoN4RWx0unoWNm3bx9JmjA9M8M111wjL2fF/Pw8jUZDX5Oqqjh+7Dhplq7qLvm+z52fvZMdO3aI35Kk7N+3ny2Xb9HXVnVvsyzTBREFaZiZmeHKK68E4Pvf/z7TU9MMBgNRvZPf3TANIftcFPqeqwOjKpCAWAvE4TDHtsSaY5ommzZtIssy3SWoygrTNrXIBQgftQ87qH4qx19SXE1PT8v5LjoqqqvvSQEDQCu2KeSCumfnnXceu3btYmpqSiflSlTBsYVkPwj1qddff51Bf4Djymo0BjOzM0RhpIUaLMtieXkZwzD04dm2bf09xqu4zUZTC/iovW7Xyy/TarWpqoqtt4qu06IsHKpDFgjUwMryCmE0EgBS0L7bbruNZ55+FhCd1/3797Nly5ZVKo3qWqu4UuTvubk5Lr7kYgCef+55glpAmog9RHXQTMMUhYfC1Im7EnZQ8EkQaBQFtTItcR0t0+K8888jSRIm2hP6Wli2pYs7ILpVP25i/xM5PmL+J/4y9HVWOdZ4TP04oMRmo6GTbBDzNowi5mZHkvTNZlOjB4ZShhrglltu4dsPf5sbbrhBz/fhcKg9MZUSZKfTYdeuXQIqp7r1lRC2GgwGugBclRW9fg/LsnSMKoEfJQ4BYg+ZnJoiiZNVao5vv/0WrVabJEm49W7RdVJFxL5UnQXo9XqcOHHiA8XEWq3G9ddfz87nRVc6SRP27dvHli1bdOwp65jxvUoJvpx55plcsvkSALY/tZ1WS/iZhWGoC6KmaeK4DmZuYqq9aiym1HX0XJdEFubLaqRad95555GkqV7nTMuEfKQICjAzPfOxo4g+UZ2ktbE21sbaWBtrY22sjbWxNtbG2vjLHp/IQ9KHkfZA6rSbpiZsalyo1FRXEt4fdaiKrYLsKJ+UP/rGN7Q0qZJEVZU5BXfYsGEDlmWx0uno149D2sbhBd1ul6IsVhk2HjlyRDQ2K2WCVXDnnXdq+IAiwY7LFldVxezcLN1Oh6qqNP7V8zyyPBNV8yjUrcdOpzOCElUjycWRzKqP5/laYMKyLE3gr6qKxYVFBrI64rouXfl5ICqZ/X5ftKpdh3a7vartvLS0RJ7nPL3j6dHvyQuSJKEvXdYBTTpXxN8sy6iA9/bt05ULy7J0ex3QcELdlTIEIfalF18SnbbTnLQ/1eM0CNDpUXU6xEF5PiD5f6oC/lGHMshUYigqpr7+9a+PYipJtDG08oAYym5Ts9EUXBj5vQV+OtVcCwUFVTy28R/wzjvvcOTIEf1dTNPkp7/wBVrNpv4MT5JBxytpM9Mz9Po9PN/TsvdCLKLE93wWFxdXQXaUxLKKKc/ztLmdglQoHuC4eatt2xw9emQVPERBcS3L0jGl4m2iPaFhi57rjWLq6ac1BLYsSg13GCfwKyL5SAzC4eDBgwAaZqGeWxSFFpXxA588y/F9n5deeomXXnqJKI4073JtyPHfOK6G0udIDVWJ/tNvflM/puB8eZ5rGJzvedqceFxCX+0JwzDUcykIAvIsxzBHokdFWdDpdOj3+zqG6vU6Dz30ELVaTUuKq0r3OJl8/fr19HpdzdVQn9NqtfX8U3GliPNBEOjXC2J3soocbxjCED3wfZ0HOLbDsaPHPhBX6n0Gg4Howvme8AdsNvT/c1yHxcVFyqpcvVeVhY4rLcU+tlep76P2qnGfJzVcyRHpdDui25EXeL7HG2+8wRtvvCEq9J/2LtKHjB+V/1kStqru3XA41NDucVjrRx1Jmn5grwL4xje+ofOqJEkYDAZaolrN936/T71RXyVdrfY6JTBRFAUTkxO4juj2xklMnMQkacLCwgIrKysabup6Ll/4whfwPI9Ws0mr2UTJbo/vVdMz0/R7fZ3/qnnoep6OlXGD2TzPNW/HtoX311BKkKv5qpAVH9yrjq6KKSX6YJrmKP9zHVzXpT3R1u/nei6LS4ujvUqKwJSV4Deqrg+g9yq1X6rfu++0/E/RayzL0vGs/ODKsmTPnj3s2bNHcAz/CzUKftT4RMDtdFv1R0AZ1FBtP0U8XlhY0G7FihT747RbW80mS8vLGgbQbDbp9/tMTk5qsYIkSbS63TjJcjAQmOqXXnqJW265BUCTR/MxbpTrurTbbS6/4nLddkzSlJWVFd59511uvOlGQLTtEwlvGVf1Un+rAL7sssvodcWG8/JLL3PTzTcBaNiRUv4CRkHrjdTkFI8ozVINW1SqV1mWEUei1evJoFO+SoBWh1EHKBDmao7t0Gq19Ka/bds2nnjiCelb4+nX12o1PfHVfYqiaFVgqvt86OChVX49M7Mzggsm1dhAtFtNwyRKI92irqqKSHq8fJrHh0GA+JAYUc9RBm0qphjj9/w4cBDf91kei6l2u81gMGB6ZkbDJBWXTKkBqXvXlzH14osvcuutt+rnapz4mEms7/vcdvttGgpaVcLI8pHvPcJ9990rfqdpsrCwgOu6Gp6moD81iS8HOP+C85mfP0Ge57z00kvcc889gIgLRdxVcA7lMq42DEBDTx3XoSPdyhXfqN/vk0iCueu5mNkIAw+ruRUqplRyOj0zrdeEu++5m8d+8Jh4H9dbZfYJI2NY9Z7qu6m/i6LgyOEjUj1IfPb0zLT2mlIxOs6rVGuBItArRc5P8/jLiivHcVheWdGwUbVutlot1q9bD7Aq0RnH5QszzZjt27dz2223AWKNrQXBKghRFEdMTkxy8y03ryJ6V1XFiy++qPeaVrOpD1fqNyifP1VkANi0aRPHjx0nCAJefOFF7rn3Hv1cEHvHuL+S8pVSsaGh1oahITQK7tPpdseUYwPN/1XfW/kyFUXB8tKyvt4GBq1WS69Pt99+O48/9rjYS8ZUBev1OgYGrjMquCllWsXJkG/K0aNHKYtSiwxNTU9peOEH4PRJugqqNG7M+WkdHzX/q6oKZNIOcOrUKc45+2wqqe4G6Dzwo4xaELDS6azK/waDAdPTM7RaQlAkz3OdYwatFh0pzDM7M8OBAwf47ne/y733iv1GiV+NQ8OVIuqXfuZLulBiGAZhGPLyyy9zxx136N9WFIXm4gGaPzsxMaHhfxdddBHLS8tUZcUrr7zCnXfeKa+ToXnlytRV7SsqvwOR1wW1GnmW0xsrVqvPUuILnuuRmZn2SwMx/9V6sLS4BIj5bJqmXpdAxNT2p7aT5dmq/E95LiVOotdHtfcXkvIhLxDHjx/XugAgCpmVLFSo9cP3fH3d1PdBUlDcjzGmPjG73gc2H/iAyokwpDIoylGQnHXWWfrGiZd89GNSr98XASBfq5KvLM247rrrADF5VQUrzzKNCVeSpeEw1MmDIhE6jjOSmSwLjUFWCY/jOMzMzDC3bo6XX3oZgIsvuZhf/cdCYevyy68AwJbVqb179zIjOQMAP/erG6UUpolti8Rq044D3HrrNjqdFV5//Q/k622uu+46gqCm+Uf/+z+08XxB5Lv+huuBEafr6R1PkxeSw4AQq+h0OjoAVMWhqirCSP4muVGtX79eJ4tK3aTf7xOFIc8+K7DjJ06cYHJicmT0K4eSo1RJcK/X05VEpRh03vnnUa/XRTdA3gMlXgGisqq+o+JSfNrHn5XQjR5SBNhRMnfOOefo/zd63Uf7zDRNmZyY0AtZnueCNxFG+uBTliWWaRKmKY5t6+LBMAyhguFgoN3SLcti/uRJWq3WaJMxDc6/4Hwuue27bN58qf6uKyvLXH2fx8rKf9Tf5aHrb8A0TUIp5iEM9TzCcEhduounacrf+kdXkmWpTLZEx+Whv3kBi4uL/O6vx1q1TvE66vW6XuB3vbxLJHsV3P/AA/p3p2nKa6++pnHVeSY4dCdPnmTDepHYKvnWsiz1BhVGIa7jMjc3x/Ly8ug+mQZpkq5SX1pcWKBeb1Cr11Yl3b7nkWaZLjJ0Oh0hy2zZegM///zz8T1Pd/VAHCItS7iaT89MA3zARuDTPv6y4mp2dpY0GR0W8jynKivNr1HcUtd1tUQwiEONWrdV8SgpCuIkoXXB18jlvf25zS7N5grr1g11UjY9Pc369Rv4YjyL550CIAwPSbGUAk+qzmVZRp6/T5Zlek+Iooj/7rcukRy6jdj2SQCefVbI+d555516LS+kip4iuIMolgwHA/wg4HOf/7z+jaYpkANqvme5qMTPz89zxoYN+vqAKA4oIZ80TbFMi/Xr1+s9Io5jzRVK05Rnn3lW3q9TPzKu4iTRqpH9weCDe9V55wkF2TEuSZKKA2xRFppT4bmeLqx+2sdHyv/kv6vrdfLkSc4666xVgj1lWX7kQnkiDyCl4s/K9TIMQ27ZKgrfhYyTsiwZSCQCAOv/Jb/2uwaD/mtE2UsAfOPfbORv/fIv068qvvJ3BS/2p375DJ599lkuuOBRzjjjTAB83yNJUn4+3UCtdhSAfr+nRbLUZygJ7pMnT+q97/f+kUetLuxbTMPkySeeBMQ+MjU1xZYtW1YVDqMoYt3cHCudDgA7d+4kiWNcz+Nzn/uc/o2DwUDEVDmKKd/zOXnqFOv/nL2qVqsxNzen8z8l055lGdFpe1UQ1D4QU57rksrcG8S6odBDapx73rk6/1OxXVGRZim2Zetihuf5mFb2sfLSPzGHpNPHhwWNdZqHRDgMtVACqhJqmhTFR1t0XNfFMk1yuWCWZUmv18MwDT3RVCfFkgpPTdlhCnyfMAxpNOqEckNxZTXXMk3KcUldCrEZyE0riiK++vfm2bPnEJs2nQtAns8zPx9z8cUXE8kDSJ7nOK7L1NSUJoo2m01WOiu4rgdUuqt24MABrr76alzX5frrxeFHqaj0+z19zX7tn7h0ux6t1iy2LU7fg8GALMt48smchkwce70uQVBj165d3Hjjjfr9lKRzvyeCthbU9MY4Luu4bds2HnvsMRzb0Rvu+vXrSZN0VQtZkdYNY3TNjxw+gmmZlGmpK7G1Wo1er4czVklwHQHDaNQbrHRW9G9RG+/aGFXiflQuZhqGiB35hMFgIPzGJHwVRFL3Ya9XMTr+GeKxUkvxGoY49NqORSnj0g980lR4deVFoQm4CiYzNT2txVAsyxK+KK3f5WceegiAL/4Pn6EsO0TROl1hVlXt6elpfaCJ45gdO7Zz+eWX68OCUs8SsARxACnLkjiOxirEYr56nsfU1BT/7N/n5PkxAFz3FJ1uF8NAv+c9v1gDAv7+31gYdbSNkYdNLRCHwF6vi+O4vLX7Lb0RKmidKriA7Pa6Dt1uVz/Ptm1dofODgCgU33Hd+vU6fsdjKpXdH3W4ef/99zVUQR3aalLy1vM83XlwHVfADH2flWURU3meY5jmmiDK2PivGVcfNgJZSFLJvW3bxLKyq5LGWhCQZilZnuJ5rvYNGQwH/OL/NM99991Pv/8mAJYlhBa+9a2TOI60tVhZIUpiLr30Ur1fWJZFt9tZtT6DOEzneU63K5Ivx3Fkt7dGKOdmmqY8/vgT2ueskvPuZ35FrOGu+76es7Zt43kCDveff38TAP1ej0ajqVW6QOydYj/MtchCv9/Htmx2796N74lEK6gFOLaQbO52xHpQq9eIw0gelqSNiONw69atbN++A9/zdfFv/foNAs4kJZzVtVDeUWp9O3TwkIZFKUGBRr3OMAypBYEujJZFSZzFtNotLa0/GA7WoOFjw5DBMNpHVg9LKQwz6uCrnFDdTwyDqizEm1Wn7UzjjxkVRV5SFDlpKiWuKen3BjjuyEsv8H2yPMexbXzP03nYRRdeyK5du1atsV9//Gri+DkmJibp90Ws5FnGDTfcIJACiwuAWJ9fePFFKir6ci74shsqbC3EWuxIiGyz1WTQF93H275c0Wg2hLiK4+jfLQ4lOd/790ta7Gdu3Tra7TbLKyt6niWJgKNlaaYPoLn0QTNNUx/+u/0eru2we/dunU+5nocrZdCH8vv4ni98kuJY3zBlA7Bjxw4M3xjL/zbQ7XY/dK8at/M4ePCgiKl8VJirBYHwLgsCCtX5DiMsWxSF1Gf0+j1dYP24xieSk7Q21sbaWBtrY22sjbWxNtbG2lgbf1njE9FJqk4vG5iGcg7TJCxDPhaniZYNfebpZ3jxpZe45eabRxXcssSxHfIs1xAzwX/IMU2DshydYEV1bGSkmOc57+3dR54VWKa4NFkqKkkFBXW/pl+fpSn33nMvzz/7HC++INqtW2+5Bc/xyNJcn4Id26FCGKz60gTVcRz6/R7tdovlZQGX83yfvMjoLnQ0DCjPc+I0Fl5CsvqY5SllWRJGIYZpEskW59TMFFEcUpbVKuPYdDnFNEdEdTMSmO5ur4st4QGu62HZJr/5z+D3fkca/jkeeVGSRgkNaU47HA7JckH6TnMJHfRc/MAjzRJsyXVAdg9cx6GsKt0NKrJcEwlVjcc0DNnuNnCl7OzRI0cEodIPOONM0aJOkwTTMCmLkueeEUa/VSnmR5bl1HxRVdz77l6uuOKK1ZLwBhi6gqT++nHYa38Fh4ohOQykmIgx+u3KnLmsSm2s+uRTT/H8zp1s27YNQ3MAC036rGTn0nEdiizDNEa8C2XyF0UJbTlnBuGQd956C6pKV6SEgIIv5Xw9DYdpNOrcc+/dbN++nVzGz9nX/Ucu23IZlnmHhsxlueg8lkXJ8vKS/j5JLDy1Tp6aB9Cmq4NhH78YtfIb9Qa9fjQmxWwSxSG2ZZPnhZ4ZaZKSpoJwqir4pmVpWfvj7wuRiFarxYYNG/ilf9hhy5b9ADz8tQspCtGBUdeHyqDVbLHSWSGQ87UocgwM8rzQnaSgVqMqZVdHrjdVKarReV5gY+iuTpqkwnvMMLElJ0IZWVqWhSPlvo8cOoxt29RrdQ1NjaX4RZqk7HhKyJT7QUCWpNiBo+WLX33lNa644orVojifxpgCDGu13YRpCAhKUZX691uWJWDLFdqO4cknn+S5nTvZtu1WjErKgpcFJcJHS3WXLNPU3mFZNkJEKBEQyxN7SFGWvLrrVQzDJJCPCTEJsByLjVf/EZsvk1BUwDBv4vjxY3iBlBLu97Edh1q9ztKSiKFGvcGtt24VIiayGqsEKMJhqDsltuWQ5aJTqaDkjuNx6NAhVjpdbfxqWxZxnBDUamRZSk3uf8eOH8OybNoTbdavWye/ukAUHD5yhM13vAvAz/7qpeR5yHf/7cXYjpjHXuVhSzRBKrl+niN8WdI4wZN7iOu4pEks0ohitP8IQ11bx09ZFCKuskxIssv1TXj6CWsKBafPMhVXJo6E9xw5fBjLsmg0GpxxxhkAxHFCVZWEYayh5qZpUVWQZwW1QPAI97y7l0s3b/7z46r6yY4rozKojFEMVAZQSnETRo/Zpk1v0OfOO8Re9exzz/H8szvZum0rjiWNSPOUvMxl51UZjbvi3w1G8M6ioLIM8iLXkNGiyHn77bckj3vUefneI9/n//3BVfS6XQ2xjuM6cZzguR4//+WfB2AwGOLYDkuLizrfOnzoMPsPHNDGtSDiM4ojbMfBlvOoPxR2FrZlkSkjZM9gdmaO2dlZHSemZQleVlly8OBBViTfrtvtUpYlX/qVQ7pb7HgCpeCbJid/+Ivi9YZJRUWeZ/ralnlBzfNJokgilCDwfAwgDiNtGSHWApGvqb24Vm9gKfEM+X5ZmmJQiRgbs8OJ0wRMKcAlp7RYSw3t0QRw6NAhAimksUHCZ3MJs03TjJ3P7xS/z3Yw5GOBL9aWPe/u5YrLLz9tgv3F9qpPxCFJK8Ix6rdWMnlTDxmloZWkFJmrKEuWl5YYhiHNhuDNDIYDraSmJnqe59LxvGTn888DcMWVV4gb4Y1I2V7NI0tTbr11q247KjO9sizl5FKiChae43LJ5kvYs2cvIDhEaSq4SpYlJlsq8f5VhSaTff5XDnH48LIg2srFP4xCqkoJD4jWoTIhsyyLEtUaHSVAlmURyqAdDAYsLCxKMQO54dq2VopRm4Jp21RFSZKlevOoEEZtS0tL/K+/L/Dt/+BvLkvzsUmGMrgF1K2QJpPiesdRhGEoUh76ek9PTXHnXXfyve88olu9cZIIDfw4JpKk8ImJtiYc9/ujz1HGexs3ikOSUg8Mw3gVZjeRKkbjeFgFJ/o0j3GVRWCVkqKOMwOtBqiKAkplbTAc6Jjq9XpQueR5qkn/SZxgmgIz/uKLLwLC56gWBLRbbULloyUP7LduvYWyFLET+AGpJHUq6BuIDWxhcZELbvkWExtE4aHTtTl18hSe7438U+JE8hNH3IOFxQWoxAFBxXNXeh69/vrrmPIAcdZZnyGOY22iCWhVOsuyxNwpVTIYkeW5cPGW0J4wEp5Ls3NzvLxL8Anvv/9+Dh8+zFVXX80ff+OPAfiF//Hn+dPf38Q1116r4/7p7TtYWFyQikIiWR0MhrqAo7gKQ5l4Kv8wGHG77r//Pr773e+N4BMSXx7HsV432u22hi4ouI8vYQphGHLhhRcAUK83KPIczzNpjhGVlepnLCEMRVHgOI6+rp/moYwsVQyNq5ieLsSgTBPV83rdLsPh+F7VJ/BdLNPSECzl79Pr9Xj77XcAuPCii5hot6UviuLwFLTabTZvvkT778WDGPesf829992DaV6M2jwXFhfxfR/bdrSyqGEYxGnMTTfdxFNPPQXA9TfeQJwkREnME088AcBEu83VV16JYZhagCQzc06cnCdLU06dEkW+ZrPJ0WPHNH8BYNAfkpcFd911NxOTE3zta/8nAO2JCTadcza1RmN0KEkThsMhc+vXYcs5//wLO/l7v/EbGNbz1HzB3Xj8G1dx6tRJ7rn3XhK5hzz7zLNatVVBW/uDAa4rSOdKhCkMQ73XmbKgUxYFvufx4IMP8p3vfhdXrzFin0mkKS+IuIrjGMd2GCixFsfBdhziOGbjxo2AgAaZpim4S8o0O8tIk4Qiz3VMKqWwtSGRcKflf1TVqM5XQZxGQvVN5jLDwVAcjpNUKz8KYRpb5Boy/wsjoc5pGAaPPSbEb266+Wb9mBIwEDGWceONN/L5XxY5neM4/NyvXabVhms1ccBttVrce++95Fmui9KHDx9mMBhw7Ngxvf56nhAuOP7+cVpyfY+TGMM0+amf+ildcKmqiieefJL3jx/X/PNWu41hGHS7XZ3fwEica35+XnOyN2zYQKfT4f0T7zMri2Bf/OkvEkUh23fsYPKSfyseu8rnO1+7iNtuu00X/jzPo9fr8cD99zOUMfX888/rIpraq9QhpcgzJiaEOEQYhhRZJlSblSeczCnuu/8+vv/ooxr+FoUhnu9TlKUu/jXqTVHcr0oNewykwE2v1+PmW24Wj/kBaZaQpbneT5UohWWahPIeFNKk++P0HvtEHJJMwwSDVRsPFViVtSpwHMel0+1Qr4uF55577uapp7bz/PPPc69UpPJcV+PqVYIWyQVv95tv6dP84tISGzZsoIijket9mpCXBZNTUyxLjku9ViNOE61WVckTqG1bZEXO3Lp1vLzrFQCSNNNGYmpxLKQsq+04moTd6/UYDAeUZaXNxMIwwnFF50Wp3zQbDcJYKFUpBRzDMLAdB7MsiLuRru4ZliXIdKZBKSvXJRWUlegqyElpuw62aeF47ugAKmVUWxNtvvvd7wDwr7/xZX7zqycESb0hF/q8ACoWFhZ1ElxR4TguVWUQyyStLAudhI6bGpaVOJytW7dOk1yXpXt7nufs3btXXrMSoyywbFtvWipx9FyPS7dcBgg+x/Hjxzlx4oRelBRWfLz4Zoz9t0Yp/2QX50SlRJWBASpxnysqRiFVEfg1Vjoruihw55138OSTT/H0jqe5X7rbt1ot8izDtmv6/YtKqLW9/vprdLpikzn+/vtceOGFrKys6MU7sGuUFbQnJvX8bzQaOp4wRqaA/eGAh35pD/AV1Jfs9wdSHnREaAUBpxaCLeK1ExMToutTFpx//vkAzM7OMj09vUoxqyxFoWM4DMcSlIosy3FdB9MwSRNlaiyujet5etH1Ah/fF7Lgt99+OyA2ig0bNnDixAk+LwnmT23fTpKcQa1W02RY07LwPCFdrEnIRU7gCjy6Sp5sxxYFiaqCatSl6/Z7zM7MUFFhyvgpE+GOPjc3J6qMoFXQyrLk7XfeBoRymZI/duQBa6WzIg0LA664UojFOI7D8ePHWVhY0GThrMjJinyVKM6nMaZgJKAxXplU/672KsMwcCyXpeUl3T255957eHrH0zz/3HPcfffdgEhOoigWSbWs1tqOi+s4vPrq6/Qk73NxYZGJiQmRXMj9IggCFhZPMTFxIx3vdwD48s/+DGF8LxVC2lshBVrtNmmaUVHpddc0RDHEDyzukF1kVWDyPI+7pRJdkWUsLy2LAoKM08FgyMmTJymLEdKj0+0wMzdDGEbMrRNJ2k9/8Us8tX07R44d5cTJebbeug0Q5q95ljEYjER4Gs0W8ydPYTmOVsHwgdrCAAAgAElEQVS88sqrePfdPbiux1PbtwNw7k2HOfTCFynKUs/3NMswEHM3lHuQ4zqYlkWcpERybzAtC8cVuUFZiHtmmgadXo+52VlgTPChEtYD69atWxVXjUaDNM/Yt2+ffl6VZ9LKYtQVsG0b3w/YcvkWfa+PHDki5MYZCUWd3pn8VMaVaayq7FdUMqZW71VeEDAYDnVn76677+LFl15i586d3Ha7UG10bIeiKjCMkcKwykNefnmX7i4dO3qM888/nzRLmZQJf5al/PM/WE+9tkCaideGYRfTEB3RcSXWTkespwsLC7z4kijoxXFEWQoV5EDmZUmSkOUZnznrLLZJZclBOOS5nc/z2BNP0myKA3yz2cS0LC646CLdQTYtmzQvSPNCIyscx8H3fQaDAUVR0e+JXLHfG7Bx45nMzM5iyCbCy7t2AdBuT3Ds2HEA/vbf+tv0e3+EZb5Of98vA6KYnsQJZTXi2SZpil+rURSF5tyDmMeu563iRtqOIxsaKqaEwt/szCyDfp+mNn8VKKbJiQnNuw/DIZOTk+R5wZ53RQdZGczX6nW9R/f6XUzTwrUdnf85jsOJEydW5X9ZnsmzxGj8RWPqE3FIEm7xo/9WUp3GmPpPSUl/0GeiPUGWjyoxSrTh0UcfBeDmW26hKIWLr2oTOq4jIDxFQUNOyjM3bhQkNMfWScz3v/99cgkJU9Wnqiyx7FGVXV18o5KdEcfVG8/zzz3HtttvWyX9KbodCa1mk8gVj/UHfTq9HrZp0WiJqmK9KdyfS6mtr35fW8oX5xI6uLS0RKqIdralE8ezzzqLMzaeqX1TQFQbVdVTVQHVKItSb+omAjJSq9W45lqh6vcf/sN/IEluptfv84RUULnjjjvo9XqsX78OWyadavOMolAnrM1mk6IQpMiHHnqQh7/9bUAkx2EYsrC4oKvSSjbWc11OnhTqR0EQUBQFF19yse6K+Z4HEmLVllVv27aZnZ3lwP4Dq+bO2vhgTCnuqmmYVIaCcFUkaczkxCRxog64QqHRsm1+IKtud9xxOyYmSZbqeMxyQcquKDUs6/wLLqAsKyzbwZft78efeJxut0ecJFolUcRnxTASviiKDHvJtkfIixkG/b6OOdM0iOKILM308+IowpQKbArWWpUlXhAwOz2jF8DBYMgwDKnKks+cdRYgyJ5pnuH7Awo5X4tMQEhtyyJJEt3lTJN0BCGVw7IsfvCDx/jKX/sKR4+K6rYSFXnjjTf4rJRkLfKCavafkyz/tj6gXXn1lex8fieu4/Hwt74FwD333StUNYNAi1A4rkue5URxrIm5rVaLPM8Jo4jPfe5zPPzwwwDUG/UPxFSr2SQvhFjM/AkBPbRsoRZ06aWXasKubdvUgoAoTrTkrSX9bY4cPkIuN2vbsVe5u3+ah4LRjR+Ixv3x1BiGQ6anpnVciaKFgWXbPPqDHwCwdetWXMcljGNdoe71e3z7iSe0dxDABRdeIGCijYZe25966knm5+e57cu7SBIhQTwcDnB8lygKCQJfPzdJBDzV932tIFWVUKvXMUBDbA5L6FitXiMciCJYv9vDc12WV1ZYXJIS9bmo1qZZosWI1F79C7/wC/ynP/3PAOx6ZZeI7zyT3X0FdTdwPR+nGlWUu90uvd6AxcUlNm78DCAqyssrHTzP5drrhBhREPg88EDCwf072fVtcei6/obref2110mSRENxbt56C8i9L5OdNkf6LY3HVbPVwskyBuGQhz73EA9/S8SV3qsWVsdVJjvOJ0+Jvcp1hC3IxZderA+MyvslLwpacs1zHIe5uTkh9KDmDh9vxfuv7KgQe5LO9Soh4mCM9nPRaRAwZ1X8dlxHqD0aBk8/LRTUrr7mKup1IXGt8r88y9mxfYdExsi96vzzRGckSXn+OYEu+qdfm8R1aiRpqrtVWZbh2CI/UrLyIArd+/fvZ35+flXxzrRM4iTSMLoNZ57J9ddfz3e+8x0e/o7Ig4qypNFsEgSBlo1fXFxicnKSyy+/Akeii5I4xbJNGvXmSMSgEgJAb/zwTZaXl/FdEc+NRp0rrriSOIk1oufgoYNkWU5eZFy6RRzWn9/5PJ856yweevBB/t2//XcAzM3O8N4zPyXsXOQh6Zprr+GVXa/g+z7PyGt7512fZTgMaU+0dffMcoRP1LjtSkt25IZRyM//wlf45jf/FBCUkkT68bUkHN91XYbhkCAIOHXqlH7MNAwu3XKZXlctS0DF0zTViAtbKnzu379/NJXKio87otZ6vWtjbayNtbE21sbaWBtrY22sjbUxNj4RnSQloqDhdmUlq3Om7k5URUWtJqpSqvPT6XS4/fY7+N4j39NF81ekLGMx5mZtOY6oHtk2224T1ScMAUFb6XRxZCfIdhxuv+MO8rKkkCf3oigJAp80TYX+u8QyU4nWo2Pb2hB218u7BOYZWJEyxJ7nUZQFh48e4au/Kaq6pxZiwijEMkympBdJvV5ncWmRoiz5zGdE1VuZgbmuq6E4YSQkTEvpK6GNY2sBlm1j2eJ0D2gJ4iRJdBU+z3PtoDxuVpsXBY7l4PuiKnLdddfw4INt/sXfn2BhQUhXZlmqNf5VyzsMQ9mxMHBlVSNNM6IoFm7IdqUr0EVe4LmeNg5U3zGKBIledeTKqiTLM9avXz/iVHie/M6WxoPXgoDpqSk8f2RYliQJyysr2lDt0zoM09AkTZDdWcPANCwqZEyVleTxZLrzORgMuPuuu3nkke/piswzTz9LHAsBEFWd8wNf8HwMi5ukmXJeiM6lYZqEkfJRiLnv/vvBMOjL6nS9XieouXR6XQ4dPqzx363GJMMopNFsalhskec0Wy0mJyd1h2jhpOgqJVmqf5/wBUopq1JXw+bWzdHt9xj0o5GkuGniuA7tyQndaStyYd6aJSn9fl/zFbIsYxiGzMzO6AriBRdcyMzMLIuLi6vmmGma3HDDDRoqkaYpZ599DoOZ/4fhgb8DiMp9rV6n0+1okiuGiee7dHs9AhkTURxjGaXAsMs1LMlSIZZRFlRluSqmlOt4YzymJJdCwR4V9r7Vaum1wJOeL44zkumvqopWq0VFpbsOivOnqrCf5mGa5ge0iQ0JF1JcyKqscBybosj1urS8ssxt227je9/7ru447Hr5ZVzXozcYYClhniLHsh2mpqa49tqrAegNBzRrNbIio5Twyy//3WNcseU60bGaFnvI+yeO0w/7lFT4ZUApA8b1PDacsYE8K7QM8cLCImefffaqe19SQVUyOTXNsaNC8r7dbLKyvMK+fftFzCDlfg0D1/NGpOw45hf/+l/n4Ye/zbr16/R1Of+C8+j3Bwz6Aw0Nz4qMIhdEbNsZwds2X3oppxZOcmJedGmarQYTssutKvOu77N791tsOuccrrxP8Kae/k83CIiO52orCNsRXkyGaeouXZTEmEZJu93WHYo0S7El3248rpSReVVVq+IqjCKSJNEdgAphZrlubk537pRPYlFWhMkIHjkzPY3ruXqtjeOY5eXltb3KWl2rN8pSaJCYJpWhBDYqfN8jjEbQ6V6/z11338W3v/Md3c159ZVXcV1H8P3k2reysiK65rUaV18jYqqqxPr+S/+ww+zDApJs27cJEaGKkaiPZZImCbZls3//fg4ePASI9T3Pc2zHGS0HhoFpWeRpwi9+5RcA+PrX/4hnnnuWiekpDWnv9HrcfNNNrFu3gZ07RRfLMG3SLOXdd/dwifQ9C2p18jwjSbMxWXAHPwhYv349QeDz/lHhx7S0tMzhI0c5e9PZml9smCZZUTA3u07L8tu2SRqlPPqDHxAnIre6ZPOlJMl/prP3b2oRpQ1nbBAG1p1lJloi7i3bptFs0B/0qcmYGEYhJiM+LYxiKi9yOtI+AIQwh+t5hMMhsbITELRmOp2OpqgYpkm/12Nyckp3mh3HFvfesjU/KwgCpiYn8T1/Vf63srLyse5Vn4hDUlVV4mLJC6IM+EzT1D5AaZZSrzXo9FeYaItFxbIthuGQB+5/gD17BZ7x4KHDOLbNYNy5uCxoNptsu22bJsjW6nWyNGNyckJzgAxrxI3y5YQeDIZ0ez0GgyF5lpJJvk84HFIBcRhq0nOj2eStt9/GtW3NjZmYmqTZatHtdvXEUJyBer2uJ0atXmOymqLf72txiFarxWA4JI5jvbEKjLRJFEYsLCzog04tCLTprT0GD1SGXkqFSMGphLKYr5+n1bvkhA7DiP37DzAxea2+ZmBIUnFX+0mUVUmj1qAsC0zTk59RYNsWvucRxZHG4j73zLNkRY5tWhrnWhYF9UadF3e+qKEbcRzTaDSEgINUKzIxiNMUzzFHykuGIYjG0nwMxOb25ptvsm3btg+fa/qX/IQPCWHQcIVCCB1URqXjS5knDwZDzQNo1Bv0Bz3uv/8B9uzdA8C+9/bTaDRY6XRIkTy/NMF3PW6/83atytZsNUiimHq9qUn/juNimCaW7dCULfb+cEgVlex7bx9//X8+RRAISEqSpExPTfPee+/pRddybEzLpDJGJoIlQtQlTmI91/tD4RthWOZIYMAwGA6GmKapsda5VJMzLEMLwBgYOKajfWtU7PY6XebWzWHbtt5wBwNxiArDUCeXnudpQ2a1gD/wwP08+cSTQrlOFSiKnH6/L9S+5AaVpAlxHON6rn5tXuQEfiCEGOSETbOUZqMhlIXiSBd7nn3mWSlMY2k+RlmU1Bt1Xtj5Apn0pirynFa7jWVZqzxwFLREXZ+yKMiyjDiKNeSxqkrefHM3t0pV0Q+ZavI6fgqGggSpA1FVYZSC/6f2KqGYJURJWk0xj5vNJt1ehwceeIC9770HwP79BxiEsSgS6kRRFAe3XL6FVB64pyYmidOYfXvf41f/sUiWgtp1Utmx4vCRQwC02i0t0GJZjl4Te70eK8siUWzJOE8SgftfXl7W0HK1B3Q6K3rdfW/fPvq9vkxuRJzHScLE1CRLi0vMzYkD0X333cfjTzzO+g3r9fp86NAhzjnnHDzXI/UzfYhotyao1+vatwuEMWgQBJiGpdX2zjrrLB1bZ5+1CYCDBw9QFAXvvPsuoXztkaNHieII3zT0vr24tEwtCKg36gyG4nlZkVMLaoLnK692mmU0G03KLCOMI25VcfX0MxKCa6+Kq1q9xgvPv6DX0CIraLSamKaJJwuMlmESxjG2NVo3TMMgk35PSnwjTVPefHM327bd+mdNtZ/4uCqKYhVvOi8LTAxMGKl4Sg+hoqqoqQJRVRLGMQ88+CBv7d4NwKlTJwmjkE6no+ezgvRffvnlWnX1of9+r/z/AbduFeua47p4nsfS0pIW1CrykiiMOH78ffYf2L/K16socwxjpN5mGAYPfe4hvvHHf8y//8M/AGDjxo2cccYZMhcT8Xxi/hTLyyv0egN94MuyHNtysG0HS8EE80zA160RJNYwhEJzENSIohhPch6LquTtd96l3mwyNTUFwMWXbObIkSMkaUp7QsR9FIa4vlDRu2TzZgCOn5jnrrvv5pvDf8Pub4qC/0WXXEQURwRBTR+cev0eruNSbzQYKKVZSf0I41jP0yRNaTbqUAhlQaWcu/2p7ZRVRb3R0MX4NE1xHZdXdu3S+3uaZTSaTc2pBOTBVexzqggKjPI/e2QevXv3brZu/fj2qk/GIQkDMEcV7kpJBI4q4WUFe/e9R5ZlvPnmW4AwevWDgDiKdMdhbnaOYRRyzuysdlLuDwa4jsOuV1/ThmWGZQoVDs8jl6oaflBj//6DdPs9LGOELy5k4mDbtr4ZaZrhuA6W46rYxvUEDty2bHK5YVYYhGGEaRj6YPDuu3uYnJ7AcV2WpKFlp9fVFeETJ04AcPTYMaGUZ1ursMsqeXE9dySvXRQsLi5iKnNdBPY1z3NiKVkM4pBUFAVZPlIBM01THzSCSRF0jVaDLMv45d/p8q9+W1QqDx46gIGQaj3nnE36tXlecODgYW3yZUhzt1J2L5TQRrPVZnp2hu7Kip6sk5NT9AZ9FhYXtfqLbdnMzK2jKErNfQLR6bNsR1ddizxnEEZMTk5roY1GoyW4M5xu1GicRuD76EaOfxVHZRgYhiXIBwhOn1EZVKYh4gsoSjhw8DBZlvHGD6VsqOPgSWKmup9nbjyTlZUuZ519jl5cwmiI63i88cYPRxLXEkOepqlWtGm227z19jtC8lQu/mVZMD0zxc/9+lE8v60LAJUBBw8fYmJqVFkty5Jev89KZ1SRKhVp2zCEEg5S0rWqmD95cpX5Y0lFWRS8Py9iyjAM3U3VgiJSLbIsSxaXlrDlshjUAopCdHNXVsT8MiyLubk5nnvuOR6S5rbdbpdWq0Wj0eAP/0Bsjl/96i9y8803sfPFF7n2wR0A/H9fu4CzN20iy3NaUuHs4KHD2KZFUZWcf+GF4joAWZKyb/8Bjb83TFPwHPIcykpX8lo6pjq6czA5OUW336Pb7evk27YdNn7mLCFDrAjNGGLzrdDCAYZhEiUJU9MzOrm0TEu+5tMdU4C2YkDKeIs9S85L+ZyirHhv3wGKImd5ScSV53n4vk+c7BM8CmBubo4kzfD9QBOPiyKn0aizb/9+4khximK2/swL/J2/dieFvMArnWVxcG7W8XyRNCwvrwgxllqddEx1azgMBVJAdjhACJicPHmSKIq0oEqz1aYoCnq9PkeOCqL3sDcARIV8KOdDe2KScBjRbk/wxZ/5EgAv7NwpxENMU3dtXd/l2PFjGIZJWaGLclmec2J+HsdxRsqWvs+phQWOHjs2Ui8FOt0u9Xqdve/t1dfRkIqvtpzbX/71Y3zr/76OJEn0nray0mF+XqwFF1x4kbhohkGaJOzff3AUV5aJ53rkeU5Vlno9abXbTM/OroqriYlJuv0eS8vL+PJ5geuxfsMGkizX0ueW7WBaGc4YXzlNUuIoot2epC+vY7PZWosrxO80DGPElZV/xgn4FRV73tuLaVmclJ1Gx3GYmJhgMBxoc9PpmRnyTAjZZDKvE0iZnFdffY3f/1Mh6tPtiOJZt9PTh5c47mCaJo1GUxuSr6yssHfPe9ostVB5XZVhWbZUvBNz4Qs//QX++E/+hM2Xbtbrc61Wo5DKbeq3XHX1VViWzf4DB7QaZF6IHLXVbutuVa1W03uVObZXGYaYH2VZaq55S3ZHbXvUaYllB8xvBySyKFerN2jU65w4cWKsCFbx5u7d9Pp9LtwmhLsuv/Io+/adi+/7Oo8+dvx9qrKiLEvOO18opGKIvWr//gNkSrVR7VVFQZammu86OTXN1PQ0iwsLdKXgxPT0FGEY0pWFGBB71ZkbN1KOXW/LMvH8ANO0sJW6dZYxCCMmJqd0B7nZaJJkGR9nTBmfBOLgr33utyrTNHVyU5QlpiS5qkUvlU7BnufpZKmQN8F1Xd2FEOoWBrVajU5HuIE3Gg29YYxLsqrkSG0cnpTSdV1XV1uTJMGVm4vjODpq4yQWuvaOrathyu07L0YkZ9MwSdOU3/qXFkePCl+VY+8fI00TNmzYsMo1HKQErFbtEafsoiw0idq0LZ3QlWWJoduRQlXPdd1RlSxNcVyhla82hbKqyLOMbm/kheH7PsOBqGp40n3d9zzeP3EC0zR568n7AJifn8cybe2gDgjYnfS4GJczFaTIBMd1dQVRKH0Jh2qVGDu2LWBaY070YRRRCwJcz9OO1LZylzZMBvJatdttzj3vPGpBwJNSxhZEx+Guz352NMGMMV3803Tyf+mf/PxPZKHu1z73W5VpWboSJ6CiIrlQMSVgI6aWHQaxwCVJIjxD5HtJNVbq9bo+LKiYEjK26vAyImarz7BtWxYYRh2Mick29/2N3TQadQFpk4u6mo/D4VBXt9XhR8UqSP+wOGZJKlSCOKhMTEwIp24511UX1TTNVbAz1QFSn6FGURSceP99wq6omDfqdaamp6nVa3rdmJyeIssy6o2GTmxbrRZRFBHHMbMzQiVrZWUF13HwfJ+ndohD0iuP3KHXuPE1rCxLbNvW65CwELBWXQf137aU9VebY71W079ZxZR6L3XtQVRka7UaWZbpxxrSu6MW1OjIpGByYoJN556LYRjsellInEdRhOu6q7uzn8KYAvj1z/92xZjEbCWTFgVZhpGnkYDmyfttmuKeWNaqfc6RxH91ER1HJDmu5+i4+p3f8+n1evi+qxEBRZnjODZpmpEkqqMZUEiouZJxB/EV4jimVqvpx9IkpUKuv3LeYZiEwyEn5ue17UOe5iRxQlHkTE8LaeJOp4Nt2/zsz/0sjz/+OACbNm0SKAbX0QRs3xNCEZZtkSSpTtSmpqbJskyjGkAUI3u9HpZlsbgoBCKSJOGcc87BNE19wArDUMzbfl8nS0kas2XL5fyTXwv1WlKTcVHkhYbKqnVuMBhQb4wgdIOBUKOzDHP1XoWQ7tZxZVlkea4lptVoNZskaarvTbPZFLYWlq0Lo7Ug4KKLL8Y0DZ6TQgFVWYJhcLtEWoh78OmLq1//qX9QGaahkUS5VNK0LVt37NJU2E+UY5BIwzQY9AfU6jVtTdHvdaVi4lheW8H/9ofr6ff7vPOOkNW/6KKLdGFYrcVpmhLHMUmS6Dm4b98+TENI9HtSPArAdR3RvQxq/PQXfxqAhx9+GMO2OHfTJtoS7jUYDoV9Q+Dr+1jmQrDEtixdEFfUiFlZaBDfW1l2oPevLE0pqwrf81hYWODIYZFTKp+hz3zmM/rgtbCwQGuiLVWJxSiKXPiF+b7OE/u9Pmkc47gjBWZV2H70D7cwlDD56ZlpIbtuGjof9TwPy7b0fVC/ZTgc4joulizAg7ChoBLqsirHVTFlScoNiPXTdV2B1FLxGARCRMP1dK7cajbZdO65BIHPU0+elv/dddfo/v8FY2pNuGFtrI21sTbWxtpYG2tjbayNtbE2xsYnAm6HMfINAaSfy4iDAAIvKjxVxgwNK9FhKMZMZ03TpEJUP1VlWlVOYbVEtOpejVeolXGsqj6pro1pjnEdkMaqlajYjbTlEwI/wKzMkXyulAOP42isgp/iea6ucqvv1ev1MC1Ltzcd1yVxEnEi115DlcbaAhoWqKraZVFoiJoi5a4sL+vPNlTHTvKS1O92PWGkq8iFg+GATeeew6mTp/jsV14H4E/+j7OxHYcoHOMAFQWgDLxGt6YoSizb0QbA4jHxearNCyPzL/XbQHS2yqoSxn1j+FPhG1PqVnaW59rIV+Fw1Xjr7XdWdQ/FfR1VFeuNBlM/wYTZClbNV6RH0nhMua6reTgKV12Vxch7S0FTDYMsK4iihFpNdnjyEsMwdbUbBHdF8SGKYuSjIIRZTC3DfePnn8HzAi1AomJACYqoP4Dmw40bxKluSK1W01WqLBOchzRNdWfXccT8U0axIH0eJIR2fn5ePwZiPTBNS/OcHMchyzLdyQLRsZqbmyPNMn0tsyzDsiza7bauJhuGkCuuMPQc/spvvM/X/9UZYn06rbuq/M/UvcuLAs/3ydRn5LmOGwNDV9bVfRuPqfH1SlclTVNDktVzI2mULcxyRUwlacaePYKL1mi2Vv395u7dGpoivNtsynJ0bRrNn+yYArUGjRa6SnJYy9P3hrLEdmz60usoCALxPCodXwIKaxBFMbOzokszlFxa27b5lf9FVHCTRMz9MIrG9i9DSxKPox5sxxHSwZZFkSuuhEA0dDtdTWhW3cY8K1Dl1cGgz+LCIv3eQK+daRzjez55buo9ptlsCs8laxQrl152GVmasv/ggVU84lMLC7Qn2riOsxoBIrkM6nMUnzZN09Fj0pQyz0fQQcWpCwKfWJLRgyDg6NEj/OP/6zx+86tD/bw0TQUaQ8ZflmWYlkCjqP25KAos09LoCFdyJZTlxrioQF4K4aZirJsBQhBCfQ/1W4Qx9Uj8pKwq3nlH8KZPF2rY/dZbutpvmia2bZHnBaX8Do1mk+nT9refpGFIaw81cgldHLcuaU+0CYchpmWO5R5CXKMsSsJMrLu+7wuof1lw9f2iu/DgAw9y6tQpAb28QMDEVBdpOBzq+xaGIWma8sM339T8uyxLMTC1/L7KPaDCsmy5/0gZfNkNqdVqeh+o1WsM+gPiONYm0iUlr776Gudu2rSKH1pWFa7ccwBtSKzQFCDnWFURhiG2bbMkZfnn5tbh+R7Hjh/XkNF6o8HKSmeVsJVpWRgK+SPjsdlqUjWEvLb6jq7ncO111xHHj/H0nwj5/USK/KRpqmGktmOLx11Hf8cojPR+nWTpWL4mkCfje5UhubyGNKYHgZZS8ae4kVmRg2loHjUI7pLO/6R4jRq733pbe0uJ/M+hqkZ5faPRYPIjxtQn45D0o4b0E/vznzZSxvvLHK48yP3Wv7C0MWok1XBM8wrdOrRtm2azqV3CQbR6lUO7SjuLPJcb8PhBQljRKXiaUtkxGE04dYjK85xUKtupzcweO9woKJaC4lVVxcqygFNt3LiRpaUlojhiYVEQaeuNzSwtLeN7/ioDvD97fMSb+JHf66ONPM/1dzRNlWAbGhIWDsNVic2nZnzI7fhA7HzI7fI8l6pEX7OyLMGoNL9JPCZUvQThUiYbea6FQq57QMDOGo0WeZGBoVQspfrNGORWzeHTYbKw+vCnnq8gaqY52kTV/1dJGYj2vSp8aLEC5eAehiTDSAs6iE3YWZWI+r6vD0c/kH43X/rSlzh06BCvvPIKWy4TRnfr169nanKKYRhy3bXXAvAn/+lPqPgqVVnqw0QUx5RVRSELNB9lVMboAPsXHwYfPa5G0EpxP8RkUvdj0O9rHsCnbpwWV6KwkGm45HA4ZGJygs5KR89PwzApipwgCDQ03LZtrv/80zz4wP10u/8/e28eZNl13/d9zrnrW3udmcZMD2YGG4mVIEhsBBeIq0gJtMRNCy3HUayUrFhJFCVxbJer4rKt8qZyKalEckpWzCjWwnCRZIIACJIghwtAACQBYgAQ+zqYpae7X7/t7ufkj3Puea97BkCDGv20oNoAACAASURBVMoQ0D8WONN3br/l3nuW3+/3XYT7XWmLHBMIrLYwWD2Vs2kC3yew3n+uOKiUMT21fFQw47hSClUqy+GEYX/AcDQiTzO3QY/CGK2NQWQdtUBJXWxwX1/DxnrPJRB5nnPs2AvMznaplEIr830Sq9AaWFU5mMwTYThRf5ubmzMQG5t01u+d5zlSyKniW8mpU6e47bbbOP96czGevvtjRGHE7Mwsuf1+hSqMwmoUueJK/X71Ru/sxdaJ9sXHWL0mmZjcz8m4Gjp+6Gsx0jSl1WpN4IrdDlVVbRJkGo1GeNKjKItNPOxWq8VoPHIefIONPu/42F389Id+CiH+BmA4sGVZGn7Q1PpVP4M1xGw4HPLkk08aL70p0+Yszc3m3vPcuKgL6u0pEYJGHFNUk+cYIEtSmq0mszOzrNm9Va20F4ahK3JJKY0n5xQct9frmSIdk/XP9318z3PQ0bdddz0ADz74EKqqiBsNR1HwfJ9Gs0mapS6xAKwC7QTeWBSFS1Dqzy0E/OD++3nHO96JEMYn6Wuffqu7V9P71rqpUK+bdcLkeR5VVpHZa1kX7nzfd0WK+rpuK05zgH3pdau+ZhOKDa4YMRgMyLe5Vr1KkiSx5acXMVl7iY1BnVrUSnlnNba5IVFKU5UFjzzypNtUdTpdbrjhTTz6yCM8+KCRmpybm8H35kzl21ZKxklC3IgdMc+8njJGl7pwmXVdVXBVfPvZ6oEzPcjqirzW2iVEWkqHla8x9JXlBAFODr3XWycKQzLfd07iH/m7T/AHv7VAEAZT5rQvvclSZzV51RNsaR0v9tZSWH2cyecQUrgqbqkqBha//tqM7Y0prU8/1xzfvHALIah05VS9hBQ2qTH/DuD7gjzPLN9gUhltt9v8zd88RlGYil0cR4zHxsC1tIpPgKtMe0K6Kled1G/6/NJDWR5IfV6R5WTSqDnWGwotpTGXU2pyTGkQZkGqK4hpkqLR5GlqlMm8yL1nFEWbutymklbg+R433XQTYA2e85wDBw9y4oThYzz22GPc8La3sW95mcSOlfPPv5B9+77OcDDg4x//BABfP3w3N//BG5mbndvc+XuJcMTml41tToQvdtqW40qriXABdkx5El+YzaWqKqPI95qO7Y4rTRREjiMTxw2GgxGtVtsdm53tWr5XQGQ36N0Lfo/3/MQv01tfp9UyCVZR5k40od7MaG0UHqeTJJOk9NFoI//vNoS2UJDlDG1nqxYkKXIjcw9mk5gk6abiUZYkNJstYyhslRLbnTZLS+dQ5AVt+xmzNOPhHz5MWU46rGEYctkll9j1p8LzbKdUKcqiYNDvu3NrBUopBE89aczB9+/fz+qpUywvL0+utxCUReHsNwDa7VlAcN2117tC5Hve0+N3/mHgNqNgNkgzMzP0ej039g0vClqttksWXz62N2DM1Lr1eTl97CpVTY5pEFqZcYUdV1oztt/rtRg1x6zmZ+d5bk3rl9zzkYwTw7Esi03mrWEU8u5f+B5veYspRDXi3Qhu4vnnnnMFim53hjCMGA5HEy6h1lSVot8f8KR93rIs4+TJFdrtthtTytrRmPeKXAKvlBFJqKrKmdm/773v40tfvp31tXXHz0mzjCgP6a2tI0TNbfNRlUnc6vVLClBTokJgxAqwz4BX836rCiVMgSUIAsq8FmRo0ltfJ8szDp13EDCCZSdOHGdubo6xnXNq/mSdlIHZ/9UF91pVdnV1lfEo4fDXD/M2a/GBvpOvffqtthNlkUtKOaPzutMshBU2CyDww0kX2PfRqkQg3bUw6n3+K1r7tjOmKj3ZeWrsmJLC2eMopZxq5cvFqyRJOj2m4TXTx2DrBu703zv7n2V75zUaDb54yxf56f9qj6uEq0rxwtGjbGxsOD+LosjsZD+pDlVVhdBQFSVBVGfzU9936o7XXSRpK5EAynaRtobneXjgYDv1dZ2+hrWHjphS4Gu2WvhBwO49ezh61Cgd3XrLrSws/recOH6CKG5M3sS91JZFQmz6x7/SEEI4lT+tDRxmussg5US68/USZxpTZ4oznWM6c5MFwxBe2QQFEEIQxw20VtRF7CD0Oe/6z3Ly5AWOUDocDtHaKC+qsnILYVVOBDzqZHg0GIIUxldoaiAKKcx4EVX9oSkro1DlIAzSQ0uNrIQ7pur3tQIiYBaevCxBQ+D57jvW8sN6Cn5rCPE+Qk2u5fLyMo1Gg8cee4zSVtHDMGJ+foHhcMQ9934PgLde/VYeeughwiDgUSuvHvg+F739L3j+uz/vZGfPWpzlqXC6oll36DwpXSKrp6DCr6c407iqqsqJJYAVAArDTfCe1dVVoiikLHLOu8640n/ko38LZef0jZ6pcJdKEYcGfuRsMnSFrASlxh1TyngJIgRlXrgKrrZj1Pd890iUeUFRlSSjhL4lQme2q2nupzmzFbesEqTE883mdNDvMxqOuP1LX+LdViDnrrvuYjgaMjPTnRQfUiNvHljPItf+9Mw8UpQ5ysr1BaFv/ACzlCuuuMKc5kmGwxFxHLkKsJDGMycIAicZPRgMGA1H7N69m4ceMoXIBx98kP/907/M5z73Wb5/q/mMNWRqGn6rlGI4HBpkx9keMGfYzJ3p36fRIzXU1pNyU2d5+8iNv35RlAV+MJl3q7Ki2+my0dtwCe6//NRuNno9Ot09bo659957WVtbI0lwctFGzXfM0tKSk80+ccLAqqWUbs73fZ/BYMBTTz3lYNdVVdHpdFGqcjLtdedDa42Uk0667/vOauaBB34AwEUXXcjb33YD9373XleUa7fbrK+uGdltez/7oxEaRVlOxK60NsnyeDzaBIk3l0RMiRGVgEZKDykhT6yinNC0WkbpshZa8KQg8H2SdOwKxlobmLwfeAhdF+MrhBXkquHtLevn9/TTT7tO20/fdBNFeZilpSVu/oOLATOH1TD3eg6sRVPqhGz6OZZWwKa+r3mebxL8eqnQ9lpMx4uNKfRkr1JTD+QUPBitt73/2xFu2Imd2Imd2Imd2Imd2Imd2ImdmIpXRSfpNKih46a+CNfIZYj69N/h7KPtthvj0Yj3v+/93P2d/4trr70WgOefP+qy5ekuV5kXlHnhukZSCIo8d9AjmHR/APel6tfxrXRlMJUZozSVKreoX2r3fgCqrKF12r2olBPhjJo83h/0mZEGz13LnS7t28tbbnqKf/9bc5vvypkuuD6bXKStLzvVUWBSLZiOqpwirWO+n6qUk43dKjrwWotXPKamz9tyjrCQOjndzNHKkosn1RiBpKJEoF1lb/9Vf8ob33AVy8vLjkjZG40wXJaSMAicfKsqKwMvLUr3zLVbbVtBV87fR1emla4qNREukJ6pqGtjPGxeULvqe2W7tqpS5GWBJyXDgYUBSCN9XBe66+/UaMSUpSFr1zEej5mZmXFiIAC33XYb1113HVmec4OFJnzzm9/k9ttvJ240nI+aAJ547HFTTZsijodBQBgE2+vy/dge2SkBDndkS2dY66kxpa18eTX5fkJs4Ve89mK746rRaho5YQvhUhbeLKSkYaE4jz76Qz5z+FqyNCNNfgEweP7PfuazvOvGd5LUwgRNQ/7eLGWrEdZHsD4mhWB9dZ0ojkznxg5Nz/OgUiiB43P4nkdR5EYoYQr1ID1j41k/i3VV2/cmxt6RNd3Mi5y5OSME8c53vIN77rmHqpqILFRViRA+KysrzMzMAnU1PLdwJY8gNGNIYiFHVUmzYfgTzz73LHEUU+SZM9g01gSKqiyQwswx37nrO8zOzdLtdhwksNVqccsXv8hzzz7LR//uUwDs2rXI9++7j+/d8m5X6a/Kkl27dtHr9Qij6EcaX25KPOOzcYZxtbXDJL3TOrRlpdBTv/ua7iRlueGJjSfiC1JKsjTlX31qNwDra+vMzMzQ3+hPxEIuudTxyWr4/2g0Io4ChsMh47GBPktrHVMUhbOwGI/HnFpdZfXUqusqVlVFGAYMBimRtXMRYuIFqdRE+Ehrwx9qNpsUmXmu//BT/w+f+Lmf473vfg/f/Na33Odut1uMxwm+5fVFYcjczAy+71lInYGCCqHJswkfEASeJy3XvOYSatMNkhJPmBkAzNjxpEBrxfPWambX7l14UlLmufs+RVkaKKH2HJ/d8OAqKiXcWpemKY045sorr+Suu+4C4MknHueSiy/hhz98mEtuNGOq2+1y+eWX8x//7Tmu41RzDlutlrOhgdqSJiDPMycuofKMoiq33U2qr0sdLzammOI6C2rqiXIwyq1CYy8Vr4ok6TThhan99aaFeis5dvr3pq/RWV6ntz1vCoGqKlYf/mVufcTc9A/+FwZrHQS+WeiAOA4MtEEp/JoQbnXhw3CiZIfWZpRuWhyZtOnBQcpq8lyNRzcfZ5JMRlPKWeZ15ZQ3juE2KT0hs0sJp1ZPMdOdYf/+/YAhEq6eWiWKlsjzqQTuTCuLbY2e9U3dNl9wq4phLQowjUl+Lce2x9SWqA39BBO+mxAG0rPJy6yG8Fjfrvq8ShkPiKXL/xCA6657J0IInn76KXybDHW7baqyYDw2EL46qam0QlV6apGw/Bttn28H5ZpsDHVVK3hJCyuajAkAiQQ54ekJ3xQFfD9wGGoppYHuCGF8OOwibLDSJb6cKHMVRWmJ7BPoxnnWV6jeeAK86U1v4vDXv84H3v8BSps4PPPsM4yGA8I4dot1WRQGoz4FE3ypqG/jWR1X23yxae5iXayZ3ry91scUbH9cJUlCHMfueg36A448eIT//rdKrr76anv+G8izjCLP+MpXvwJAGARcd921zM3O0bWqgv1+n8XFxU0CJFmWkWUZaZpOJSWVFVixog1uyZBUFi47fe5wNGI0HDmxDWHXmWnvM096NJoNPM9zil9RFGIYn4I/+P0/AOBnf/ZnWF83G8Iafhk2myhg9dQqy8vLDsLU7w8QGG+waZEUz/qZ1X6DaE0jjgzkyZkdC6OUB3zLbkSjKOK5Z59jz+7dPP7YY4DhGB23hrXnn38+AM888wzXX3c9114zchu6P/xtA42PbIK0nZGw/af89Fc7Ex1geuzX42orHP61HFEUGfXO2sMrz51KXD2/rK+vsba2RrfbddfQeNMldDodl7w0oogkGROGoRMriOOYY8eOUVWV89h58MEHnfKwlObZCkNhOYKRe/7rPYPve3i+7zhE7v3i2D0PQeEzOzPDc889x9gqrM7OzqLKCt8mKwBBFBHFEUWRo7XvXk8KaaFvk/c2NIip50YoO89ooyxqiwLpOHVJSM0110pZyLiYcJqsL+g0B0gIga5KdFXhSbNGP/fcc0hPcs7SklPEPHLkQXbt2sXDD/+Qy6xAUZImPPTQg7zlgz9017vbNffjj/7tXqfSWn+fMDQcJVd88X0HF375EGx3TE2bxdc0ix91TL0qkiSoF59NBzg91ROnHX8x59yzuYfY7ms1opjBYEC323UyxG+/4e3cdeedrPfW3aKnVOFIe9XUJk+gacaxq44HQeCSmunvqNGWuKsdLtuQ0ywO1K2OBomqEcjAVku0RtjkS7okyoQUgsouosMsZffuXYxGydREtc6jjz7GJ/+Hef7vf7FrW1fsbOO8t/tob1UKqzf49XepJ6DXcmxrTJ2GmxcTcvgUUF7ryhIu60NGvWZaeSpLE+bn59l12X9gft4k1oN+nyNHHuRjH/uom5iOHn0eKQQbvd6mDWfd/ZsWLxknyWkqNWEQGJK3JyfPlzbGkQjcxgtAepa7VwuflEbyF61dMlWUJb7vmUq6EI5TYaqFvlPqqSNNE/zAd99ncXGRzKpIxparl+cFP//zP88dd3yNvi2OpElKs9nmYx//GHfc8TV7Xs69N7+LTsffXrXYFkm2t5k7u5ur+t5M/1xbJgCblApfy7GdcRUGIWma8Vu/b2RmV1fHzM29nSRJmJk15Ohhv8+Xb7+da665mhvf+Q5gonI6Ho9cpbfZaJClqb3vtqgWmWRipjszteAbXl6e5/TW152IgVKKLM9dkmLep2A8GpvXtSGlSVqm+TBRGIEW6Eo5ewilKnq9Hp1Om7aV9202m9z4rndx1113uteMG5ERNDl3P8loxFgbrkSlFHEUoVVFpe2GDg1aMRoNKS2XKo4j8iylV5V0LQm/1emwuLBAHDf42Ec/CsDNX7iZ3Yu7OLWy6rrSWZKyuLDIqVMrzhS5LEsG/T7dTtdJGF/709/gyFc+QFKlr2C0nGFfso14qbExvS7VKp2vl4KeqipC36e+jnme0Wm3OXVqlT/73GEAbnjb23jkkUc4EQTu+VpYWGB+YYGqrFwBGqDIM0ajkbMyWFtbc0lozRU3XY4CKSfm6rX0ehgGjgOnlEZ6YqImXPMvMWNo2hDZ8zx+9//8XX7t137NmYp/+ctfRghoNlsMhlY0RZukOMuyiUS8UvhW7t6wyE2SU00VJevz3HVTipZdb8oiZ3ZuBqWVQyAFgc/C4jwvHDuGL3x3zPcMH3ti8WHnNKUd/zzwA44+/zyNKHYFij27dxMGIQfOPdcVTKQUjEeJQSPVSpV5gZCCj/zqU4RxRKttjanLkr/4/QUEgpMrKwAGleH96J3SFxtT04WGaQTE9Fja7lr1qkiS6mJcvbVRGIjPBBBWJwHYas+kQyKm/m369c5mTDYb069sN25Tb54kpqqRJIn7ndXVVcI4QgrPtfiLPKMqC7RSDG1lwyVGYejUhjzfcxtVV8EVps0qzAfb1G4UQqKZtBSNeom5QrWEq0aZhVZMrq7W9picfEUv8Hns8SdptVsoO2E0my32LoXkSY60z7TekmiZY/WN+nEkItNYQnf3Jw+AfV8pPSMzDejKDGYhJErXkrWvbbjddseUZPMx88SYDqB0vWlzzJMSqdzDBQIKXTG2yls/9csP85Y3v5k8/ymk3WRlRca5Bw+gdOU6N0tLS/iejyc9hJSb1IrAyoraCpn0PLQyE38t5WsEJAyhva6MDzY2yLNsU/JbWen8aan9qqoIwoCqrJxQQpqkRGGErhS+H9BsGChApTVREBoIj51kA884iDebTdfFCqOIMs+Z685w/33GU2x5/35W19Z481VX8Uf/8Y/M74YhV199NXfffTe7d5lFtD/o8/5feoA7//xtp9+86c75po7FNps/295bTZ8oJhPtljc3Fd8JNKv+kFord570XrtjCkDozd3xevoXevMCJAOJ0ILR2MzvJ0+e4OTxE8RRxPFjxwC46KKL+OBP/xSDjZ7r5pxcWWHfvmUjSmLnXTM/Y4pl9fCbKpRNJ0lKGVW9xflFtwELwoDhKKHSFZl9n2eefgYQhHICuxFSGISeAOnbTWVZEEcNqrKYIBiEYHZ2hrW1def589nPfpZPfPwTXH31tTz8sBFP6PXWaTQaKK1I09yN8wPnnsvy8rlWdEjYz+gTBhGPPPIwD1k/oYX5OYrCeg7ZR6y3tsZ4OKKqFL5Vyzv/gvORQnL4G4ddgWTX7t1ceOEFBP5lrmo9HA5RSpGkiUNMvOENF5Flf8EDX/kAZx+Csr21KgxDcqsWVlUKjUIKD41bZBGvBI301yyk7xuvOfslO80W/fUeC/PzJkkHvnDLFymrissuv4xaC/D5F45y7Pgxsix13ZPBYIhGkyQpkb3HfhCaApwQNGI7t9ceXFU15flj1IGzNHWdF/PMCoqyZDweb+pO5HlBWUySWWUlvGvBAoD3vuc9NFstRsOh8wsapWOiKCZJElptc0xV5nfTNHWLcRiETqp72h+0Hq9KVY5G8b73vY8kSTly5AEusV2eykKh33jRGyjqtSr0EcKjLAvXwTH7IFMIqdUq//iP/4SbbrqJ4WjIQ1aVeTwakqQpl1xyiZMz73Y7FsamHYS8yHMajSaN2KIN6iTU8/lbv3kCENx//4MAHP7/rrHCJaevN1psPbb9qP3V6ntdF16nk7HtSo+/OpKkLZVRqc0maBqTK6b/dDACCwmYPgFAn71ESYtJ9qk27U6E/d/kU0ohUFWJH3p89L82mM0sX8YPQjb6A4cfPXTgXKIosDykGqddoIVRqSvteRXaQJCUdpvdQEs8DbIyXRFlMa1amG5UHEckiam05HlGs9miLAuH6dbWwFAIJjhvKUwSJTSV/TJ+4FOUFfPz89x2620AvONtNzDfnePPP/9n/Oo/MB4Ev/dPu/hhQKErxxmRgWc2qNrmXWdx7TGTz1QJZOvCZj+/UpXrlOHV5+nJMXvOazXElj9l/cPWsbFVQbL+nS3nBb6PrBSBvWRCCVJg/3kH+cm/eT8A3fZbyJKERqPBRmISp2anxcbaGr720fYhzooMrTS7FnczHA2n8NJG7SeOGpQ2IZK1GiMTOfkKZYahhSIA+CyTj1OkEC4ZQ2t83yQ59bOJXRDyvHCV8TzNWDlxApSmqCqX4InAp9AaGfiUNrlWpYHjjQcDDh04CMBzzzxLlmecf/CgMb0DsiKn1BWPPPoYS3vPAQzH6dTqKkJMFr1xMiIIQvM93E2b3kyJzcdgs9rlS8R250AxPaamutBb36QsC/eaBktvIYxi6ml7jVe9feGRVSUinMC/VJoTSkloN1tpmZIWOT/z3zzJZ//8CACxH/Hut72LtVPr9C3v9O7ePYzTEVHoO4iaJyVBEBIF8PRTTwOwf98ySplVIa9NXosSLczGbuWUqcp2O12qsjKeW3hUqXnGiqwiyXPWhn2GVgp4vT/A1xBpiSiscWMUIEKfTCoIbNeWAKUrhCcnT4iQpFlBo9ly8vZaw3/41Kf45Cc/ydXXGD5umqR84eYvEAQBrWaTtTXjBdXf6PP4Y08C2nmVCGEUIbVWdNsGcTEcjIjjBlJIx88KwwCtjCQ02qxzTz31NGVVcv1117N7t+GwjEYj976PWghemqYsLS2hlXL8kLIouerKK3nve0r+5f+knNGl0kZBT1WV6z4E1nz7Rdezrceni3DiDCfZFyqrYgpuNzlvE8T+NRyVBC0Fnl0gko0RnbhJPkrJaj+dMGQ86tNdmJ+6ror+Ro8wCMjsnkeGAoIQqRXUyUShCPwQX/pOfl94JrmpmPhEpnmKUBUC7XiWRZZQIcHy34pies+gKZme8kzH4p/+s39mOXg4FJAUE75PbeC9mc8rjMIfgtSaE08bFp/J+mTrY2E8hyTf+54p1AkpKIuKMAqcsXTNZTTFrEm51PN897yD6ZLde++9nDhxjPqZLcuCTqtNkWd0OyaZKoucwA8pq8JBWMPQoCw2+obnVycrnU6HdrPJ3Nw8V1x6KQAbq7dx3+3vMWt+NeF7IU3nrtKTDqv0PPtRTh8QW4vx0wqB0zD26b9vt0P7Gq5P7MRO7MRO7MRO7MRO7MRO7MROvPJ4VXSSXNTk6r/ky5zNwouBKE1VWV3yLWxvYhJRFFFUOe/6xD1E8V5zmjRdmbwoufotb7a/m+EJo8KlG9q9D1KYyobNnguMeaOBRVkjMgQeAk8Z1S5tK5BfvPUWbrzxRjzPY27O4OCzLHMKI9PqOdO+SO572op9XeFuNJsMxiNGgyF/48M/Y8+BfJzx4Z/9GQd/aHbbbAwGtGfa9Hob5lgU0owbjIcj07k5q5UwfYa//2WOvUZjS3fWwYGm7/mWP1/smAZKKcjynDlhIAztKGYw3uDDf/th+gNTTc5GCa0oZtAf8PBTpnq7d98+IiFI+0MnHhKHMUkypiwrgih0Snae7yOEJMtS1+WpyhKhrZGpg/ppSl0Z2EU9Z1SKMPCpCkVklXOKLEcGHmkypjNjqtOjcYKQgqgRO5iF9HxazTZaGQ8JUXuoaKtmVIFvO7ae7+N5El96vPD88+bjKMXS7j2MxmOEhfB9//v3k5UFcbNBq2MgFceOvsChQ4fIi8LBZ3zfJ27EZo4Rp1eZTzumfxy8n50xtd0QWO6mfe6kkPh+gFQKXUNEgdD3OPrcs2gL+S3Kiq995ausr/f4+//4HwHwz//Fv+bcc5c599xljlkIXuj53Hvvd0nGCbGFpz1/9Cij4ZD5+XkOHDxgzoti07hTipmueba11iAF2jM+SRsbprK7srbG+qDPqMzdWhb7IUJKhNZ4NYxOmm6REjjT6EKVzhNsgvE36IZprqzxOCr4i7/4T2RZ7d0iCMMQVWn6/SGB5cWmWW7G2RQsqeY2et5ECGZmZtYaU2s6nQ5gKsRFUTA3N+f4WYuLi0bBLI5dBbnmVY3HY+dV1Wq18KQkK0sSy2vxfZ+5uTm+fvgw/+X/cgl/9Dv7AMizjKoskZ7noHme7zvI/E6cvShVBXqCyOl0OlRFSZ4lxLEZA+naCu9/3/vYvbCIsp3YqKrIez3GvQ3isKYTCEa9PmGhiCwHr8xKqkpTCImwG5cwCBjnGVpotEVdSQTCs0idKQix0gYvdPq0K6y2Vj0KzDPdbrcdp68ozLMeRhGpNS/VykDP4lZj4u9UlAgpCIKAGWE4ixOemvlmdUz/XHenlPUBmvYtLIuSPXt2s76+7mB9Qgjj+zfF0/Gsd1Fmfc0A+v0NqqpiPB7Tsmqce/bsQUi5iYccRZGZG0rtxrdSiiQZI6xqrG9VMY+/cIyFxQVOHD9B185ZF154AVddtcof/84ygV07sywjCmIzRu33C4KA6iUEHqa9Gs92vLqSpFdlTKBuhgM03QKfZndAmqUIT3DJpZdy5CGDuVzau5eszLnk8ktQdjB6IjAyqFVJWCur+KbVKpRyG9o4jNFCoqWYcH8sDr2yi1StmOJ5npMmrmXEu90ueZ47/G39+2dqMyqlQGki21Y+8cxRgjhi9zlLDC1JTwmIGjHjoiCpzMb2o3//OL/7T1pUyYi2HYg6LxmuG+fqAhyE7680XgcE8peKrd++fn7ENlvM01FJSAJQlaBZmt9veD6/9OtHSda61M6xGxsbnMoy8CSevelrL5ykITwiPB5/ziQV3dkZRpTowGM8TlyyoirF3OwMe8/ZS3/DmNplaWqkvLV2yntaCqQnVUo93QAAIABJREFUwfMQ3kTdMYwi4ijmm3caydLLLr2UUGnm9uxhzarJBRaHrrRm1Dd8kWSUUOUFuqqIooiWXytBKrSQxqnbn2DRldLkVYFnx8quxV2srKzQaDV59tnnAIy7uxS0Ox13XlmUSOEhdGk5PeD7AckoYUpu5aVDbJOP9OOI1/mYAlMwk1K4BVsIhe976KJy9zQOAv72PzjF40/M4I3NPJmOEpJkxMzcHH/+n24B4EMf/CBfu/3LHH3iGZcMX/mWq2i124RRwlpvIqkbRDEneuus/sCMi8D3SccJ/Y2e4xFkRU4hNEIK/KnnyYwdQRwHE1NlZeS+q0o7+4fKg1wV5FWFtLAbUWg8bRXXpl4PJqqh9et5nkd/o++4F5VVLBsNh3Rnum5DKKd4iHVC5Hme4fJq7TaYGxsbNJtNut0uJ08aOecnnniC8diol1133fXu9VRlTKLrcRqEAYHvG0ll+11mZ2cZjUd0Om0navH973+fwPdptJqMxyNXdJmoYU02k4YCcPZ5tq/3UeUJD6SgtJAwJSCrCoQv2WW5mytrp/jqF2/lwx/8IJ16bekN6CpJQ/iEvoFsrx0/zvw4IxCSVtcU2oKZDsr3GeUFJzZMIXc0GtLudNCeQLhimTDIfLRLpgC08ECceX42+UpdPNBgxR0msLUAKQWtdhvZN8/R6qoRGAmCgNAmENKTVga8cuNksxrbae+K1ljeuZEQn223KcqSp58yVI8DBw6glGLGKu6BKTy02i0L2TavEwQBcRw77g4YGG8jjimKwo3HRqPBeDzedJ7GcJCUUk7qWyll1OWALM3cfEBTG7jjFG94Y2ODNE248RPH+NL/+yYAK4FfEfg+uk4CHb9+e3E2x+irK0ly0lmTjtJ/7tqkmPp/iZhs1BzBY/IJG60Gv/gbR+m0d/H2GwwR+4VjJ4wL8iihsF2a0oNxnpKOEpTF3OqyokgzIw1eTkjmnh8QRiHSVuGl79n/fEOkt29/8NAhXnjhBbIs26TgUlXVaR5NwKZOUq36JpRGpWbDGwYhgzQjjhv0RmYzGbdbRM0GaZY5N/fv3Xsv7ehn8TTkNjkLhGR2dsaqrNSkvLMT21Xser0vPGc7iiJnac8usieNO/nGOGNhbp640yK1/KGZmRk+8+lP85Mf+EnahakUpeMxXqlpBCGHzrsAgN5wQJVbOfxW0w37LM3YGAxIxk9MlOw8n7IoyLPcqfZUSoEEIT1XaUqygiiOaLVaLO0xXdwwiJmbm6MsS9pNU4keJ2NSuxkb2ERMlRWtRhPhBTTjmNLyH8x7SLTvTzpsvsGzG+EPW1A4tcLMTJdbbr2Nn/zQBwE4ubpKYSWzx/b1Fhd3ufFYOlK+ZmVlhTSdEI1fLl5M0fNHjZ0xtf1QGGUq6Ty7KvAn8s0Av/qPelSFQowyGJnNuFcqw3VA0501Y+PyKy/jK7d9mShumKQfePjhRymrkiuuvIJdi4ZfE0TGl2g0GHDsuBl/aZ4RRCFzCwtO4VT4HrrKqFAoVeHZO+YLYT2IKpQbQyUqjMinZN2F8sjLwryc5V6E+Ei5mTcs7Hf1A9/xWvM8p9vt0ohjJzzUaDYpipxer8fRF45ywYVm/DcbDacKNr0RbLfbm0RWZmdniaKIkydPuuJDq9Vibn6elZMnnbBF1IzwYkOYr8njeZajtTZ+LbZ4N78wz9z8HMdeOMY9VvHODwIn53/y5EmK4qB5zSiirEpDmrd8RB/fMZG3FXqbBY3XefFBIMw8KyxPM0uptCJqNvjcvzsEwDs/epIb3nwV37zldi47YI7N+wGdxT3EUchTzzwNwPLe/czkGl8LsH5bqhGReJK1PMOLzT6ql6dk2nDA67GHtL1JrdGiFs0w4kHmc7L5Xm1VHa4TK60Z2cKy50mSxOzJapEhrTVpluKNfedLaTqoZoxmdTfUr4UFJl0sM1YnKrN1p208HtPv99Fac+i88wCTvMzOzvLwww/T7/fd7xsLjIk6a1lVxndTSqf42mw0nIXBtO1AXeCoO7bj8dgUSOx+FCYy9kVRMDs742TXPfu7nhBWtMXIs1977bWkacryfjO3/eFv70Hb36/Vn4MgYFqobGv8OFVVXxVJkhBbCL9TVasJ33H724Kzfb2mF4e6k6QxKkfTn6ooc5577hkW5mZIE0sQ1BWPPfIonh9S2oQqLXOyPDOCCjWMTghkpfGRRLX8qufjIZGFRln1m0wZA00tBFoamVUwEJATJ06Q5wWLiwsAnDx5Et+aVE63I2UNc6iTJPualAqdm4lqptNFeZIfPPgg3XlDQizW1zh54jiNMCKyHbB2qvh7/91JPvWvF92iRSjJfEhVhS/8sybcYKjrr+8F5ZXG2bj0UkNcatJjpzina56FX/8nCU+srJGlglyZCe+bh79BGMd86bZbCa0qke8HCISpctvF6N3v+wkWhKascrIk5R3vfCcAv/1vfpt2o8VFF15AYSE7vpVoLa3JLBjVnkoZc796XWp3WiTjlLCUjHpmUn50pUeWZQSh7yZRPwjIstRABuzz2mo1CZtG8VGUJU27cAlMF61CG3Uve0WljPCCwPm59LIe377rOxw4dIh77r7XfEatkJ5HlubuiW02W2ZBkZ5T4SqygkajyamVUywvL2/rfmj0WRsFO2PqlYVC40uBZ587499VAtpBMht+wPNPP8t5i0sUa2ZzspYNkAjysuDxJ58A4HsPHCGX4AlBMjDn+VFE4PlkWU6naTb3vjYQIqUVy+cYEZCVlRXGaUrUbE2peBZ0vQB0hc4LSiuqoNIMoSoiz3dV4WGeIz1p4EAWlhRIH+F5xDKg3iM249iQzsXEKLiuIk9D44IgMAUATzqoLMALJ0/SnZnhmmuu4a7v3AnAhRdeiBAGWlSvS1mWGS+m8dh1mWq4T7vd5pprjLdUr9fjySefoigmYgdKK9JRiqoUkd00xnHMRm+Dhx56yG3y+gNjRDo7O+d+N00TkvGYTrdrBF8cjFKAMuPM9RAsJExuY4NhelDbG6fb7CG/ZkMrU6St4dh1cVgJzcf+3tMAtIL9PP3II1y0dx8HZw2dQPWHzOGTDxL2t00RbE9nBn1iDRkEKHuPN/KMfjri5GjAoE4MPInwze7LJeqV81/G4aFtccH+9fTPvuVnKQR5npPbInKr1SZJElZXVycqrlpQliV5njnRCKO+a+B+dUd6smcDPZVtTx4/wcBazXhS0ul0kFI6AYV2p8ORI0ecVQeYpAZMQbOGoWILE7ooHH1DKeVQSNPy2UopY5Kd1ea9Y+I4MmIU9pjv+8Y/SmuGo5EVBjJzRBgEJOOEdnvSnf3MZz7Dhz70IR6zAitFPo8fhWaesd81DENGtSHv6RoWm+/ENi0yths7wg07sRM7sRM7sRM7sRM7sRM7sRNT8eroJMGm9o/mDB2kV9AeOtt1GdfXmpYftF0kIdw/oIqCpYVFyAv6p04BkFcVi+02vdHY8YfCwMfzI7QfbqpEeEIQeQGx9X9oeoERaRACz3ZupCcRgY8MTNUvzSyJMQqdIEPNSZqdnTVV+LJ0nhk1WXZaCrE+p6oUUWCqHetrPfYs7aY512WcjKkvwOrJU8x02iS25PKmSy9l49QqH/mVdf7090wbXHmCjWGfMG6cVbzkae3unXjxqCE09c9T4+iV3hJfazrC4x/+84r8+NMAnHxiTGumCb6HsBXmN1/5Jr777buY6c64ChdYw1EpKeyHufX2L0GRs7S8l3arxV13mgrz1Ve9FYEhTQtbyfODgDCKCPzAVcFrvkBVlA7HnoxSgsWQIAhY8Qx/IckzZmdnycuCoa3Uq6oi8DziICBomop3s9HAE4akniYptpBHGIb4jRg/CFC+rVdZKIHSir71h+rOzvLWa67hlltucdd7zznngPVlaNmK3UZvg7n5OUPQtVj0oii48MILuMVK0/5Vx86YeoUhNGjlxA7A3GNvah3Ik4T154+x69B5XLjXmCrTjLn0J97Fp//s87xwylR68yI3lWqtmLPci9FwiELTaDZdh1blmrX1NT760Y/wuc9+FoBPfPxjfP6zn2NtbdXNsTPdFkU2RpUFOi8IatiOBk8JyHMKZeB/5y7toopDjg8H6FqYIIhQhaLpxwZGiIGb1vxbKacr25vXPs/zLDRuhVW79klPEkcxa6urHD58GD+YcC1q35K6wh2GoRF5UMqtTc1mEykl4/GYU/Y14zjmkksupigKvvHNb7jzfM8HISjsGqvRBH7AaDxyrzczM0ueZRR5zoUXXgjA0888w2g4ZL23zt7lfe7zVFVFZTmKdUybkb/sY1JfqG2f/PqN0PNJiwRtoZvCkyAFeVU4BMD+5WWOHnmYdDhkfp/ZZ/gtSTUaEUqoCnNfNo6fYFb4UOZsZKZL0/M0Q5WT6IrSPoMFpvuCFoi6S6MtqkkIp8VuUE4VvEhXcBPczoohhFFE137utjVBrgUdwHRfgiCg0Wg4KF+NkvB8byJDr9QZHiHLz7W+W2GNepCSfr+PUprFxUUA1tfX2bt3L6urq27/V1UVQmze/ykr9uBZv6rJ9zay2zWMTlm/wqIo3Ot1uh1azaYRSTmD1Pb+/ft55NFHAUjGY85ZWmJpaQ++P1n/LrvsUm6++WbmF+bda671ejQbDWQwgfN6coto0RlEqM70b3/ZeHUkSWedCHmWmUwTR9dN0DEpNid0nu8jypJkbZ2oMieO1zfQSUrW69O07siyXxBGETIO0dZvg9AnbESEcUxoJ4sqzY0SSVlRTsHlhGfM5aTUxHYDFoUhaZrSajZZtUZfge8jPY84bjjsq7S4UyknvhfScocqUdG3C7M/1yGjotPt0rLwiTRN8D2JFpqBxbg+u36CUHgcOPdcMgsJbEUtzplfZDQeU8HZXQS2+axsl2fxWo0aEuKuwhTf75XeDg9N0/PpakU9ZfTGBblMGKcJyg6K2TDk4gsv4KEfPoK2SUWuCyI/YnlpDxs2eS90wa7FOUbDPr/4c7/A5z//OQD2Le2lt75Okeduou8PhnjCYMX9ehKWHlQVldLOl6g502E0HpOXFY8++yQAF198MWu9dRpxTMu36lh5ju8ZVS9hN33jZEh/WBIEPoGGcd98zlYc09BdItnGt8UDfB8lrNmuxYxnRUG/t8F73v0evm0TvqooKauKmdlZN7+laWow7gi38AiMk/nigrdtGM/Wv/2lY2dMbTuENEpvvk3ipScpMP5rld1grK+s8t4b3809d3yN1pyBp+5eXuBrX/oS5yzvQ9j59OCB87jioov50z/+E06trgKQZymtmQ5hO2acmuJUpiq6u+f43d//d7zlsssBqJIxQZbTLTUzTSvcsD5C5gmoEl8Iug0D11tot2n5IbooSSx/MJqfYxRK8lKRWF6f8ELKoqRFSG5Ng1MKVM1JqgsvltcwvW6bn82mcHbWqHOVZUme5WaD43l0um17ruEAjcdjZmfN9el0OlRVRafTccWQ7373e6yvr9FoNBxPyfM8wjAiScZ0u5ZnOB4zzAc0m033maqyJAgC2u224z8kyYgwDNEonrYcljAMCOdnWV1bs36B9bxpvBqlJ5yqptIKz5uYh778w7K9cfV6h7t6SAJvopimhTHyFlI6U+Pnn32GN19xBQvKw9+wBaUkw/MD9HhIo14bmg1KLVgd9nls5QQAPalImhHj0EM26mRBUxQlQkkHnUVhinOeQNcFAQnSkCtsjXwzJwmmZmKtyYuCwCb8gFVXbCDlgjvWbLYQwvBzan+0ojQJoW8FvMAmGq4mPynOi2mVZSfioJnpdqmqynGAlpaWSJKEffv2ufEjrLCElNIdy4sCTwiCKe6t53lUSjkRBjBwuW6ng+d5LpmKooiiKCjLkpkZM+5rfl9vY4OjR4869dpGFHFqZcUkPw7CB29+85VUVcX5558PwKW/eYL/439tbuInFkVh5oFyqkjxUknSWYxXRZK0dTKZVuDSP0oCdTbXcmFw6AI2eTs6FpnU7vN6GqpxwmxnlkqZB2NlfUA5HtOWgnxgBnfsx8RC4kmPyn4/BXgIhNJU2krJ+h5VMXFWNwftAmUXqZo8nlis6e49ezj/AkOQPXz4MKFvKmw1rtZtkqdwmxqrgMRk0+n5HlVZ0R+MaNuqwai/wbvefgN3fPUrzDdMcjZY6zE7N0+clfzmPzbf79//q5jBeBUvblgJ87P7CG+LDPs638+5DY39eVOy9AoV7gSgVUlZpDSbJllY6DTZKHPSdEzNe41m2uzudHi0qvBjsyCcd+FFdNszID2WLX8uCH18Cel4xB1f/grvf/f7ALjr29+m3WyRiAmuOohit2gWzhDWYJWl5+HZ77LeX+ea66/j6AtHubC4CAAlFZe/6VIeeuABlJ3UQyFpCEmZZgR2oq7KCk8rzpmbo9Nq01g2n1MpTa4VhYDcXsGqqmySJJC2u5sXOZ1Ohx88cMRVC4MgIBCCZDy2xqumaFHjrKd5HapS7N9/gNRySCall+kJp2YPaVfZP5uxM6a2F0JKdFk5nL0UHkobLk6Z2Mp1b53vPn8nV1/1Fp4/YcjIzajJ3r17GQceIjZz5xe+8AUWf67N+QfO5dxlIzbi22LZxZdc7PgKn/6TP+byiy/m0v3n8sT3jXHz8fsfpBNG7JvfRe+k6bIc2LOL8bCPJ8CXgsgW25rCI8YnbjbRNgEZyAqNMCp21sRTU6GLyix0djPih5LS0lfrOaUmZk9LEWuN2XROEb1bzRaNRoNms4lSiobdoBZFwe7du9Fa07LKV4PBgLvvvps0TV2VGnDdpTpxKsuS4XCA70+MQeM4dh2fmlDuW6n+8XjseFPC8kWazRYda4Z58cUXc8cddxCFIUmSOAuMIAjQvjF0LcoJ4d6P/An39mVCnv1y7WsyiiwzYgB151RAibGHqKXaD3/tMNde+EaOJSVX7TebaXwPlELMz5EcN8qpzflZ1scZgzgmt0m0DiVVKMlV6ZKNrCqJvBAfmMgjmKGghGSquTSJLVwXbdfS+pjhu+YEgXab+xMnTrBr927CMDS8byC2xfIg8PHs/s33fSuE4rlnOAojkxQJ4Tis9b7PCKkIlBUVSdPUSXNvLl5Ijhw54saUsomP1tqNi1rEoSzLibqdXauknBQF6n+b5gN2Ol02NnqEYcgVV1xhv1fAYDCg1+u58Q8wHg5t0aJiaJEm3e4Md955F41GzO233+5+v9n6JYo8d6JQzWaTPM/tfncLSsbem01xFk3NXx1J0qR3b+LlMsQtF2Dr5fhRG1PTzsmTY9q5M6uixPeslLbSCKEJAp/CVshHGz0iBao3YGzdxfc2OmxoSS9LGVk2rJKaXFb4VI78nakSlefMdGcYDa3og4JISvBD55QuAo92u8PGaEjYbBh3YoziV+D7LCwscP99xnH5mmuu4fDhwyzt2UNZJ0lC4Pk+Ukojr4wZ3KlSxEFImdsELVfEseDhJ57k7/zK3wHgq7d+kYXODO1CE/RNUiZODXnjwrmUR9egY12vB03itumSqbxiOxs6IeWm+zpdnZk+JsSZ625bq3v1pPJSse2K4F/D2JTP8+ITynaugBaQUCBnI8pjRkI1VSlBKNndnmHDwjFXj52gEcb86i9+ksaSUebaSBK+9NWv0llYmOrISrMZqzTvufHdrjsbegFVVlKVFQ2bhKdFAXgEDd+RagtVIRFkReYWhFKUfPpzf8qHP3wTw8R8xoX5eR5+4AFanoTSnOdnBatPPUNDeJy7z0Ch9uzeQ5llkFS0IpCR6bqqRsDzKydRvkdnxnS2BllKDb6ovWQajSa3fvFW9i8vu25Clqb4gSHK1xu4fn/DqhFNFtYg9Dl06JDdzL30dOwQk9u4Z+bEl06InTjOzpjadhRFxmxnhvFGTZj2iJsN8txUtWFS1b3/vh+4Z2n+4LmEQcRIV1x6+WUA7Nu3j6Co8ALhyNoqSTj2zDO88IMHWbNKdjdecy3ndBZJiTjvgIXXVBU6y4mDgAsvNEWBYW+d2bhFu9FACCit+Ek3bpAnKaEXMLDrSCYUq+kIVSh0YDcd0iQlVV66CnclKoTY7Ks38dqbKDyCZjw2G7WWFZw4dvw4i4uLbsNVJzpxHOP7Pt/5zt2cOrUCmA5UTTDfCmnTWm+qhNeQuGlo3HQCV5+X5zm+7xNYYYo6AWs0Yle1nrGiEvfeey+DwYCw9tax8uXmHk+I67pSyJeDLGs9mepe6rydAKDZaLLeW6drO5Ay8BgPNhBSsLBgRKjwJKXWKCl45HED33rD/v0QxHzna7dz1fXXAjDUmnG7zZNHj3LfC0YR8cLLLmNUpPitJrmFtcVRiF9ofKGdJ5K21ipaKtRUcUpXisD3rP3DRMFOWPGr6eTBD3xLXzDP6759+0iSlDAIJugBYXySFhcWGVrIdlVWzHRnrJS2XX9sF6fT6bju0A9+8ADr62vEcWzFTqZggfUnnpIkrztHdeFiOuoxVf85HXWidiZ4qe9PBGDW1lYNbFBKHnroIcB0zxqNBkEQcODAAR559BEADhw8CMDJ4ydcopgkySYbgPqYqio83yeynd2qqkySugXNNfWlz3Dw7MSOcMNO7MRO7MRO7MRO7MRO7MRO7MRUvDo6Sdto/ZzW5nQ/nAnMtU2M/WnZ5wQ6MHkvIzks67ZnLdKglfGT0FjSLvzyP1hHrRdIMmZtxynJEhSSAsHu3XsAOLm2js5LGmHsqoVze3ajPcnKygla1l08y3LKrEJoqEQN6dOmPS08YumTZKZ702q1GA6HfO2OOzhhjff27t3H3nPOod/vu5anUoo8y/D8rRr9HmVZEFqinIcgHw656g1v5Ltf/ioAYZLzlT/6U7pasLdrSHYyaDObQ9TogK0O/MpvnOB3/rddFCikH2+6Xy9JsJs+7wyCHWLLz9P370yVlJeLH6e2/n/u2NY32yb0Tmr4wMfvxc/fzJHvfw+AKy+9nNVhD1WULC4YXsGzzz7Nw888Q29jnQ3DRmNQVZx30UVkGnrWcdwXkiIruPHt7zDVOFusuuat1/DAAz/g2eefo2O5HI12GxF4FNZcDgwUNA4CijTDt+NxVxiz94KLePp797kq7/PPH0NuDBmurnKuHXvz3VmumN/NeHWdwPIG5eoGndBncdcuxlrRs75GRVXSaDQI2y3GlhCOEOiyogIHu/GkZyWHe44nUWUV85050iwljmojZ+NE3um0HYTHkNk1UuK4EwjtcOebQbE1xGt7MJ7TMPRb72v9l50xte2QQpLnhes4BEHAIEkIpgxSn33uKMHMAlWasLx0AAAlBVlecNGlF1PZ7svM7ByBKgmD853c9xOPPELD96jGYy497xAAJ58/yvHHHueyiy5il10bZFFQeB5rJ07SmjP3Zi6OIc/xSsU4TejOGD+m4foGQRiSjsYoW63tj4YkVYESOOigBkqt8YR2FWqFttLf2vF1DNxuQuYGaDYbKKVJxmPn3bK4uMjMTBetteseAdxzzz2kaYoQgvl50ykYj0ckSUK323VV7Dpe7Jk60/Ez+QGObLW+1Wrh+wF5XjhYrJSSwHolhUEw4Zkohapfb4rP6V73jJ/IhpRnAgS9aLzWu68vF6qqmOl23PUdbPRptRp8/NefpdMxiAQhJSUwrko69vnKBYRCs+e88+lZGXzaHe6+70Fml89FvWDRCFrSnV3g1HqPjr3vOiuIPIFEISxkrRIVGkUltONfaiAKDPVATnFk0BpfGCnv+rkWlucjPQ8pzbjI85xWq4nS2r13s9kiz3OzNlgYXLfTZW1tjfvuv89x4KSUFh7adB3SjY0NELarqfQEK/hXHPUzG4YhQgiyLHPjNrYmtPv372f11Krb966triKEoNPpTHXfcoqiRCntVNdbrRYnisJ6Z5lj9fjUlX7ZYVV30M5WvCqSpFcEH2EzZ+mMal1asz1zHn1m6J7YfKTSFVL6llgtJuehzH+1t4JShNJDj1OwyioNBcvnLPPQ0WdoKvO73ajDsD8iCkFW5sl44v4H6O4/h+bSLsbSQt7mmyRJgqggFGZi0LkiyzJC7VGOUmo32Y3+AM/zaLTa7FkyI+fpZ58xv+/5ZLbNHAQ+wvPxrOMzGPfp/mBIfzTg+KpJsA7t3cdNN9yIHzU5crNxiJ8lIGjPs2d2DlKzaVQipxpnyCBgwwpG6KbPfLtLT5eUWiM4nWw3oXbpM2/kzgBXOC0dPgOJ0hx+bW/UthVn8RpEJXjPr/PkyreZsbA19iyx8MbzYLQBFiYWPNHk/OVlHn78UQ5e8kYA9s3u4uTRFxhnOcLCkY48+STnLC/zhS/czCVveCNz1nvpuWeeoSwrDh48ZPDmGJ+iQlXkZU5pyeSl8Jjbs4f9b3wje3aZRZS1PuNHHuOREyvI0LbvfQ+/u0ARtIjsDHzs8Se54LIryNsdQjnZCHq+h99qQX+DWesz9mxvHS8MEVMO6lJKojBACfBiz13rd77j7Rx54IgbU61Wk/6wTyOO2egb+N/sTJdWs2GNPc14nJ+dJYoCYLxlTNg/61RGaOpsUm8TALD1CdhaZDCsp50x9Uqi1WxRZDnSPvOjJKFSilanQWGT63e9990s+jFf/PM/pzxpimDPjvvsvfRi+r0+pVUvnZnvUBYF0UwLaX3FTqUDknJIoxmwoszrqdmY+aU5XhivcWj3kn3fMZ1GyPL+c/Dssz1YOUWn1UblBd1WE6xAhBiPieZmWdvYILGPzqksZeSBCnzHU1JCorSmCHAmzVoLUBqtFcquXwZ6Z7mydkO3snKKbrdD3Gg4A0hhoUi+59NutTn8ja+bzz4a0Wq1GI/HFIUZG77vE8fxafCeMyU9kzjT86lP+zm08KWyLGi3W3zkIx/l5ElD6h+PR1xxxeV861vfJAh8B18HjdAK1KSYUFn3ozMV+jbDme1Z2819Xudjq9IVUkinqNhsNEjSjPMOHnQKhucePMS4KLjoDRfx0Le+A8DRE8eG2nu2AAAgAElEQVQRqkIEkr3zJgF57KGHOOfgefTykiA0SdL8zCL98ZBDS8v01w0NAiUJNQiMEBWAlsri1PVkx6IVZakQSjvFNzAJkW+9wWoqQxxFtNttVlZOMTMlXqK0Jo4i5y0UBhHzc/Okacp9lhoxGA6YnZlFKeWU7hqNBkIIxsmEVxeGIZ5vjJPrP+swPMHTx8SPY+6uE6IazudbCsf0566qiqIs6J0ye8pP/uIn+fznP0/ple7csizRWiGE7xLQMAwpy5IoihD+xLepLEs8KV92az+1TT8r8epIks5wE890HdxZNTa6/nFTomPbO9uoztSbBr312CbhCFM9rBcGUXd0BIbArbXbvIEm8j2aCrotU8VL1nusnTjOs08+zvU3vB2AuOMhdu8iqUoW9pgN2YFDB3hi5RiyrCau4SRUlqzm2Sqlrgo84RMSgFYOyy49YQeSdhXN4XBIGEZIOTEC9DzPEl61w4WWZcH8/DwLi/McPM/wNPyy4t5vf4ves0e54cqrzHtnGZ6AZJzi2epLoxHQiBuAJqz5IYFHWZXkZY6I4s3Lijb35jQe2ZR85Nb7PDm+2Z7vxXg25k6cHq+npeiME+OPWLGUGqIKdjW7bJw0KlzlAw+TdgJkK2bVShpfc907eOI799DwIxK7tej1eigtWJxboCzMM/M//8b/CA2fm2+9nW/ceRdBPZlXmvmFOYqyYGXdvOYoT+mtr9Lodolr2ewk40Gl6MYtFqSp6M8mOU3gymveajczIDzBoL+BaDZp1ATZ4Zh2s4UuDdcQIE9TyqyA4ZBGENCzXI7+aMRMI6ZQioat9I/yjKo071DY6qUnJc1GTBSGKEf89snLDOkLAmHeu9uZJUtzqqpwhPUnnnyCOI4JgstQVV29VKCF/dPeuloohh+t8iwwHXixpSixM6ZeWZR5QeCHDuMfxjGeUhR5wY0fuweA2YVrGPcHvPOnfpKRFdT58jcO0zl4gFkvoLAXMstKAt8j8kJOnDz2/7P35kGWXfWd5+fc/a251r5pKQmkkgRaGIl9sQW0DbaEaTuw3RM27elojydiIjyO6OmI6T8npnt6PN0d0TMRY7xgDLYHArw0tC01QhiEtSCBSggkVCWVVJJqzcrMt979nPnjnHvefS9flQpMx4gifxFVmfne3e8557d9f98foNmiFpothuvrCGM09NfXeee9vwB5wehZje/fcdNN8PwJhr11ZFV7tLxEsrFBtLpKsrmBM9J1DI2lBU5tXkCGEd8y9QHe0iKZ74DvWjreUjgoUSKlwMTuUIUw+mNigFVOEEzG4uLCAr1ejz179tA39RM7VldR6ALx++6/jwlSQ9l7rReKl2W5pfC8knnO0uxmF3Ooqkh/lmUMBgO+8IXP2yLz5eVlNjY2aDQauoDdXM+EnGIyX5SUOro9E6QVSum5VT83CnUZNXwwa7/85EmhdHBZGrIQ33X5Z/9ykzOvaBp3gBLYsWOJXpriGgdE5gVKFniBx/MGPdPZsxsRRfjk3H6rtlvSIoO8pBjFLJp1vEhzyixFWVouQAqE0nQbrs0kaUffdz3SLLN1Rbq2rcHS4qJ1GJ5++mnSNKXVahGbOl3Hcdi1axdplrHT0Px3Ol2++tWvEsextdUEgl6vp4MFFcFJkeN6rmlYbeacAJlJPa8cbe/BfIfoYqiAH4VUTH0Vs129VjDPtX47efIkv/7rv27Z7QLf521vextZmnL06FFznJA8z0wDYRMYLUuiKNKZOTmpF9ON2Gtzat46camL/iGfwevKSZpyVmbpFeftV30/AxtSs1XrF5GKcnc6BjV9PCE0nEYgdKTD7qNpiUtZWshbmiasRg3UeMxooI3JwPVZ2bOb5fOnKAO976liRCFLVpaXINODoOsGbB57AbfZIjGO2JnRgJEqyV0HxwzKZDCi2e4SOB6e67K4rKPwUSOiKMspesg0TcnSjH6/Z5mzWq0WG+sXCMKQhYVF87w0y5CLRBgyBzfPiS9scMetb+JkXxfXNtsNSkcSNDw8HeTk/Pl19rdXGA5GNFY1BE8Egn4WEyx0yAtFXX2oee9VqWlGQ/PgRd2Zeq0Bfgl2k3lO15Vu3NlFcR5T5A+olKUAGQYM8txmMbxGl3aS0D99Fk7r8fHUo0+ztLSbAzsXOSm0EVlGPqM8J0MxGmjYy2iUkGSCd93906SDEU1Dr52PY3ob6+zetwfPOET98ZD7v3y/ZrYx1x0tuzh5wVKjzdiw4J26sMFbbn0z45bL+Qv6evKyoBVGyHFhe08s7FhBpgmyKPFM4CCQEHgB5Xoff98uS+29+8B+HN8nlZKq7HVhYZFza2sUeWmZiRpByBPffIJmM7JDLE1jVleWGY6Glvq/1+uxurJKnmesmWsMAp8jNx3hAc8lk6ZHBVjXpZoB9XmtttByXERm3r015qo5uD2nfmCRhcQNXfqGnWm1u8CwP8ATgtwYSydPn9K0v74gNlnNWMCOXbsJw4h1Q+rjhwGjzR4yi7nmgIblnTv2IvloRLtQhKV+oiFNHvvU5/BLyZtvvEFfyDPHefzvH+aWm44QrGrjS42H+I0A8hg3Cjm3qc+za2WZwHd5eXMTVpcAKJoNPcIcMUV2IBCUQlJUxezonlBCOCgTGFNKopSYclTSLOOaa67ha1//moUQ9TY3ueHGG3jk4UfwPI9WS0f2Nzc3GY1GFqoDE9atqgdaXWaj5Zcj9e0So9N83ydJEt797ndbdq12u0Ovt4lSmoSpYpH1XFdDvPJ8Yh8YGI+sz4PanKrm0wQqflmX+hOfpfWaAVmaERqov+cITjx3jFtuuxXfMIgmWcIrZ85yyxtuoLtHZ1PHvR6y0LqltaCDzcIP2Bz26C6u8PzzzwNw/XXXEXkejivo93TmMopCMqRmhyurIB04ssRTtTUSRaMREo/HlEXB4Te8AdCG/JNPHmU8Hk1RZHc6HYbDof3M8zxefvll7rjjDnYYJ+n++/4LcRzT6XQsbLdykPzAt30uhRCGJtyzwQQhhGVgDMOIJKl6WM6XOuHKj1LqfZbSNCUIgqn+Zq7rceTIEc6ePcuigc7nRcGDDz7IvffcQ2Ay5xcurNFstiiKjNCsG1mWEjUi4jjRveTQARXf9ylnoLgwZ5pV9vuWIDs/lKO0TdywLduyLduyLduyLduyLduyLdtSk9dNJmkqNjovKjNHVG376eNd9omn/6wfq5ZlEso0EyvlJPrqaCxrURb84//hJQCCMGI8GtF2HVqmaJZSUo6G7Ny9k5U3aerX9mANiaSxsArrGppw+qln+G9uvJlTZ89y4vQpAG46fA2x7zCQBbG5rlflKQ7s34+Hw769+9h7QPfXKMqS4XBgqVQBfD+g0WiwbLJNAFle8MCXv8x4PLa3qvGfAU6Ws9zQ2N5zJ07wU+95L7vf+AYodGRjnI5o7lph/cwZlvddBcCTn/1Lgt0HWPYDeiZbJT1fU6NLieO4kxqK6r3WM0S1dz0rs9mmyUva8usWmQcbmo0kXMnxOzETTdFQ68vMIMyIdBxau3fy6qkzqFSPhY2nnmTvwX2cPPEC167oMbjcXeH02nmWooaN+MSqhDCkH8csLego9mAwpHloN3FRELVbFJmBLjUi9i9che9D3/QU63S7dNodBoMeqqqrQ5MnJL0BvTWdsb3uusNc96abwXdoLuu5NxqP6TQaeLh871ENhbp6ZRdCguf6YMgYSqUzxM8cO4bbX6f7Zj1Pk7zksUcfZTAek5ms00+9//00wgYiqnLJOmtU5jlh0KUw2SDHDciLDAR4XkVx6nBh/QKB77GyrLOuR48+ybe//S2Gwxtr0Tldi6ThvTUYai2LfTmjV86si9UY2JJR3J5Tly2tRoPxOCGq+vuMhshS0mg26JtM6cLqConM6ccjfNNXLEXxqU9/hv/xt/8nDh3QEeUCiPwlhOzw4INfBSAoFcvNDpFUxGZs99c22beyTBknnH5Vw/L27t/HG48cIZUlgYF9JmVBI/IZjIZsDkaMTfQ5PXcWtdDhlcEmgam3S5QCqfBKOfUuC0dHz6todQU3m45IC1tvlJs5eerUq5x69VXa7baFSPX6PR7/5uP6OFLponN0VLiqWRgbOGKz2cTzPIqimIpS/7B1FfXi7QpuJ6VkZWWVtbU1br5ZN+X9oz/6Qz72sY8RhiFhGNosVkWLr2C6yfNFYMxTGVq77WVe7E94JilXJX7oUyR6LKm8oN1sETieRR/kZUFvs0fuCAJjWxVCUGQZo3hEu60JTbKyZHGHJkaoSgeyIsEPPOI4xg/1WHB8FwdXw0grBuxC4Za6TtyrZZKyJMX3fc6dO8dDDz0EYKGY7XabTZOxTZKEOI5ZWlqy47qClD722GMWWhfHMa1WiyIvbJYzNGQUaZra7FJZlshSIpW047KiIS/LUkPU3Om58l8TYleX6rormGw1x/Q9R2xubvDOd76Dv/mbv+FnPvSz+t7ihF//+Mc5/eqrvP/9ujfil7/8AINBH9/3KQyZUZ7njEa6RteSYghNkiEmqHMLHZ/yHS5yz/8QPfW6cJJs4WPNiLNQq5pCn+suzTEELqdz/Vy5CMRPKYmDA8Kx0DE9GPU1SbPHrj17GL/4Mr7jQ2ZmXlngdlqsdnay/tyzACxfdxBaLdgcgcFx7jlwEPbtJ37wqwyN0stkgXQChO/hmYsqy5Jus0WgHG49cjOZ6b3UWeqYLtI5mcGoB2FAlmVkeWnTtVJKRqMxnu/bCeWaZmLkpVaaQBinyHMbcGPE2pOa0Wz1rttBCvovncI73wfghRde4Pr2DprdJWt0NojwcklGBkFkCyMrmerLIurPc84rucg7gomxL2Y+t2NmdlLMOe+VKtX91heU2eZ3lwu6Kx3B/hvewCNnTxPs1MroZG+DZy+cwFt0OdvXjfxaykfKkuMvHSfZox2i3NM1PRJBYHofNTodnn/pJAQe1+/byzgxdQDCRQlYu9BjeVXjzv/2/v/CeDTCRVjjK5SCZquLVygOvUHDj47ceANsjsiKjGBRX2Owc4++yyznmWefAWD/2zXRg+9AYWgpy0ZA2IwYtwP8VsC3Hvl7ANLA59S58ywvrxK5E0MrCAL6vYFVUMefO0a326G3uUl7QRvPrUaLtc01FroLbPa0Em23miipX06FWe8udGk2G6RZopsHmpe3hY5GAErXSVxuZap4LeOuku05ddkiC22gtA2EZHOzRyMI6fcGFmKz0e8jI48y9ElibUx88Oc+zFfve5DAdznxkm7+GhcJO3evEEU+Tz6rdcPtN9/CQObkCh79ji7q3tHuoIZ98tGQTqbHSLhjgWdfPMbb3vpWSwzSWGgxHg3prCzx7PMvcNUNNwLw0uYma/1NWrt2smECEsL3cSS6T0wF5UFRKIFypQ0AKFc3RZVSWedFN5iENEktbK3T7pAXuYXNAchSkhQJruNqOI4hfqjqGLrdhakeKXmeXxYz1aRfk5z5e3rfSQ2Vfi/dbpf19QscOnTQFsy/5S1v4eTJk8RxbHuzVftUvfsqqK6Gs8/A/y51oduMkJclhSMp84LIBISajQbDXp9mGLF5Qa+di6srbPb6RK0OZ05r0g2k1LBsGeGYfpMPf+2r4CjScUy7rdfiZBwjEHzggx9kaNbdOEkQoYuUClVU7HQCv3BxPYFraNWEA7lQHHv+GEPTDBW08T4YDOj1euzcqXVKlmWkacrGxsbUXCnLkjAMreMkhMBzPcbZeMIIF0YUZYEsJcL0LXOZQE8nPbtchC8su10pJwQK9Z+wdT78KKUegCjL0vZOA90P0PN8vvu97/GhD33I2sdHn3qKD33oQ5w8edLC7bIsw3U16UMVmNmzZw+vPJnSbDRwjI7VvacKfM+zxA3zamynYHYzCY8fVl4XTpItAaplj6YcJcCGdS7GSDdzvMlO1Rai9lN/Vjk61WcW619ZMmjFIRQ4ngNezSBQUkeJEQRVQ72y5OyZs6ys7CEwkynd3CDu9/FWF1g7qyd3ksdkozFhDjvb2pjsn1vn3Dceobm8xP5dmjLxxf46Hh6BZdbTDQKLoqDMCprdln0Wo0Jpwgcp8Q22Mwg8iqLEc10Ko7iCIECgi82raIDr6kZpzTDk1ad1Qd3NK/vYeOkV1v7wkzSXtNE5vv8BouUFVjtt5Ehnje664WaaC4uocWJpxlMFP3Xvo9z/n95BWkqkM1NXIWq9yIUDmIi5ZRYS9l2Iqc/YOglmIwmz21TfVcbcT0rUe9YhquPmq2gpl+colULw1PFjtPbt5eDVBwF44i8+z/WHbyRPMnxpqLlLgVtIjp14gb3X7gGgs7DEOE7wQpdz53UdTthqcGD1IMdPvsz5/pjVrnGegDKDhaUFRmM9Nr/97W9z/fWH8VzX1hAVSQpeQH9tnV379gPw3KOPkyYj3EbEroM6s+WGAaWSOKXktpvfZB6EyW6WCj/SETspS8ayoJ+luMmY7orO8pxc36DVbiMFDPo6KPDoo49x++230Wo1qIh+43hMEHisrZ1nyWSxijwn9EPyLKNpWMaU0oZWFIVW0Y9GI1CKMAgmWaOKAhxVS/ZoWlqlKirmy3CS6ttdKgixPacuW6RSdLod+sbxDcMACsmH/+mz3HCDjo5++ztH2X/91YAgNwZ6r9/jHe96B//mX/9bmot6zf+V//af4Dh6Ld5c11kjN/DBjJPb3qWJfnwpKZIEkRdEvtY1jx9/Hq/R5MuPP07TFHqLskCkMVmSEjU7nDGNY188f47d113HQJZ0TBR+MI5xHQcPgWvoipXURCGBcO3YBoVWHQVKVYafS1kWJGlKf6AdNN8LcD1H18E6plA7CAi9gDRNyYvMGlZRFJFlGUWRT2WSgiCwUfK6vJahVzcG65mg2f03NjZoNlt0Oh1rdALs2LGDo0ef5HP/10GiqHKsCoRyDPGE3l8T/qmK+M88nYtelNVi5ioueQ8/yeLi4HgOnjGIx0lCkmd8+cGvcM9H7gXgT//fP+dX/8k/4dQrr04Id/IcJVzCRoMHvvp3gEYFCKVwgkl7FD/wUVLxt/ffx9Kqbgp+0803kRYFrpzQdeN6uAEEuJZsRzgOj37rMQbjId1u147XRqPBwUOHWDt/3jZ6tXZUjbJ7PB4TBAFxHNtavTzPSbME3/NpVCQNWUFR5viBb1tBuK4mEnGMjQTaqUAoXMdDqvL/NwfbNnEvCk177ji2xr0sC97+9rdz//33c2D/fusI7tu3j0//yZ/w8Y9/nGefecYeS2eQBI2m1pNP/Ze7aTUrEggdeFdS0WxE5NmkKa5QAiWm0RFVcG9Wf1kkzQ/xvF4XThLSGAFWkVc5tXrUW+mFW4dygNkU28Tw07tP8nIK7XUrZM0OVxpyM7EZJ/tOWY8C3/EpCwmuYZxCK0vPcRBpTts8xuG5TYYbQ5y9kfWKRatJgGI4HJH39QRrt5ZRskEr8InPayXjJjn7l1fZjMcoMzDkZo9uu4lMMtuMyRcKKAnbDYZFzumhVoTjvGDnygpR6Nv7GcY53XaDIi2JTMZqPBzTCEJdCG+eo+u6lFJHFN9z0x36mZ1bw1/tMMoScvMwlroLCOEzPt+jYaL6raDB888dw/F8egaK1csT7rr7fdz/2RS37SGrIDTCvIOypj4kQqAjl2LiTE2QHfYXFKDktIG4dciLrf8Lc1QxvceVHMCrd92e/az+92yneg2hyW3vLABZlPSTlD27d3FuXY/XPXsPkQxzoiBibIya3HMRjsuhm44QGyY7f5zREC6u4+C0tUJQDrz8ymlcx0c4Lmmqr0sqRZmkbKyv2bGAgKLMdaTNGH3dRkjD8YiWFthY147XguexurTAMEtpmbGe5Tkyz1lodfBb2tFveyHkJWWSWmUb+DpD8953vYsHnnicF87pSH8eBhSlxFGKzoLe/+yZU3zjoRHveMc7+MZD37DPbjjKkKq0VPtRFOIoAaVg0lOmJPACHOFYtiLf8ymKEiXRRcTouIEjXOPFVtl1bXQhMGxC5vFYGNTWAl1HiMkaWF/TphJMju3LMRkY03/aw9YYcaolt54V/kmIiCtXFxZXJrYoCwSw2V9nONbjc2lxkb/67Of58Id/jkDqLR0hGPQ3+emffg9lBZ0+cYzBsE/gefyjuz+gj6ckRVkSZymhIetpdTok6xtQlpw3bRb6QUDgerSXlonN/MvimLAdUYQZ4dIyz57R0Lxd1x6msbhAFAR85etfA+BNt97GcDDEa7XxTU+/fq9Ho9Vg3EtsEXVBSZKMiKLQQl+SJOHll08ag1AbNkEQsrGxPlXAXZZ6nPq+S5KkhCbaX+SlDlRIaEQ6QKIUlv2yzsQq0LC8Sl9oshRhDET9DhxnAv+bOEmOvQ7fwJeazSZSSpIk5pprrgHg2LFjSFlSlDmNKESICYuYUgUoiMdDc0xBWSrqhBXzR7wAR5hMVxV8mKdv6gGMWV01vfGVPLfCUuB5E2hdGEVEy10ubKwjTFDg5+/5OYabG+TxiMxQ7Tsm4DeOxywv6cDD2TOnQZhWJ+aZykLheT55ljLu6Tn60FcfImo0uOOOO3ADPa7zNEMZpMCT3/o2oINYhSwsPXxoet45jmA8GpHnGavG8RqNRvh+aLKpeiwXhU+SxLTbbfuZMIamVCW5GfMIYWDZyo4Tvb0y48jA7dwqoC/tceBiSBw1N2hwKakTRMwGHuqf1xmUXdfF9z2aLb0WnDl9ml5vk9/8zX/O9773DM+aLPlNN93E+973Pn7/9z/Bz/7sz5oDKhzXMXNLO0Dv+9gTfOMv3gpCUMVLXN9DFgWuqKknNWF/rd61MD3KJNMIBz2tnGndd5mBi23ihm3Zlm3Zlm3Zlm3Zlm3Zlm3Zlpq8PjJJWwFz6GZ1Yiq7oH/O2V6pesDGeuxTR3RMoXXdLbS1Mmr6M1X7booOUvdG0h8LlFC4QuCagx77/jEO7D/AE08/bXtX+IHPG4+8kSeffprSpLFKPMaDESECaWBF435Pe8CuYGyyVVfdciMjB0hKHBPFC6OIUinSosCJfNZP61Tv6p69uIFgMM5pG/pkKSXDYUrkeYyGOoulr1fQjBoWgqdc3cjNUYr1vj5e3LtAMdSF946BC5166QTr6xu0m03igT7eYneROE5odrsoE5GJVnbw6sYa0cJh+vXmgLbqrh6ZqN7AJCqAkFu2m8Ai52WCtvbM2BrjU4a2tp5Zmd3nypZ5hZ2OoyEyVZQ4akSE0aR/CQCeyx133slLL77I0Iyj8Tjh8L799Ho9/CpCrBRZliGK3M5X32RNsiKhMPhpJRRX7d/DMJM0HAffXFIoBF6nQRjsxjdjyfVMxwoHHEMRi4C0yMnjMRjIaD8eEYUB0hGc7mla8MAUYz9y8mUWGxqf/pZbbsVvNnC7XTD49OMvPM+53jpEAYXjMjKZ3PbiEn5ZMo7HNnLWXVggzzMefvjviQ396s6duzhzRlO4rq3pLNSOHTuIgshCEUD3WyuLkpdfeZmrr7oagBMnTrCyvMJwOLK9k4QlOqnjenQWXSAQTj3yXC+qr0ejq5ds0+lbpoTAhOW21DjNRrHNIebOF7NOX+wkV5hIpWmqm7U1Nh6Peevb7iKONcxsYWGBez70c3zj69/g9jtMZl4Ik7mXZAYGlKcxnuuRx7GlunVclyiKcFyPoekvMkpTXnnlFfbt2k3b0AgrP2A8HNHLiwm5keeTlgVRp8sr/T67rr1WHzPwOXvhAt/9/vctxv+733kKqRRXX32NjRgHYUCSZYRRw0JE4zRBtNpEjUkzzPE4pixLgsCfKqz2fV9TK5va1GazYXvydbsdsqyi750zRir0B1sjvNO1dWbdEo6FJdXHZb0WpHo/1fUsLS2ztnaeI0duotPVmeFTp05x62238dn/eAApS6sf7Dm3XKoE4cyxWGZvRiBwJ5OnhqbYuuc8XTV93z9Mb7QfG8lLHNezbR9KoSiFpBSS/lAjF/IsI0tiUNLWoo0TrbeCKGTVEJIURUGZ56RJgmOQEHmWkaU5zUbT9uwJg4B0FPPNhx+18M4sz4nCEAUWVtdutfCUzooqpWx/INf1GI2GLC4uWkKSRqNBksT4fmD15/LyChsb6wyHQxYWdJ1tNY9myz/qxCjANLLKyvRnsxmiHyVxw7wxV31WkVW0Wi2KQhNQ5NmErvuZZ57hkUce4X3v+ynuvPNOAJ577jlOnz7NG9/4RpvJLcvS2CXS6pEXXnieoriDJEmsTqz0aP2J6fpcmJo/FdRu9rmY76ba0VxmVfbrwkmaP/8rw7fuwMxbXNX0T7AN6eY3oNu68MxLK07tp3RDzZLakFboxdJxkCYFGpcF3/zOUfav7sQPdU2S8hwe++7TtHfvYMPAMV4SGUOvICglQUPvO4oVSkqanRYj06jw5e9/j73XXk1jddmSMQzynNJ1cVwXAXimHsp3XFx0IzavwoL4Pi4aTuS5Wum5niDNM1QhbENE1/dxfA/RjHjm1ZcB2Hf1Hi4MeritBn5TG8GbgwHhykESKfF36xSz313k/CunOB0PyQxZxVLL5ej3jrLOVeA4W9XCHGO93kTwYgWHmmlptuN55fjMGogXSz/P+fhKlKqoeebjGgIL0IxrQeBPMMZZpmFqUlo4plKKOE5whGPrzhzHYdAfkOcFkXGSRuMRzUaTUpYWO5wkiTWgKkdDyZIQl7goSZLYQtQK16URhbgO+J4+99LSEkEQUDLxGXKUVpaBh++bQtrFjoY1LC1w1jgqrlA0XMGJPGPFQHjyZ58hGQwpi5KGKewtXUF7907ObW7QKzKCCmpUFEjDuFNnF1JK0e/3WV7Witn3PRYXFynynL6pXTpw4AD9zU3bGwYgy3JefeUVFIpvf1vX/i2vLDIajeh2D047pkzPk+n5UIP7iFk46by3Pi1ThpqYNdzmBSEqUTPbTStsfalXtpOUZxlRt8PQwJyzNGX3nj18+YE/473vfi+gYWtFWXL11Vdx+ruhGdMAACAASURBVJRmKn3+hRe46667KKcgYYIsTQkDf1LInGeTAm9j5IVBwNVXXUVZlGwY42Q81GQmbuCjigqmKXB8j9IR7D10EIxDtN7b5Nljx0iLHN/V5wn8kAvra3z/2HFr+F137bU0mk3GwxGbPT2Ow0aI4+oxPzb9W0ajEZ7n4bquHbNB4LNnz17SNLEECBsb6yilaLWb5Hk+5XjMg/5aqa3hitk1X1nIe3XdFaxI1+tNnKSKRKLartGIcF2X3//9T/Dbv/3b5ho3rG4ty8LU8en9nTk1d+Zip/+eV8PHHCN1tkzgNebKFe0Y1UQppSHEJjgkS0Wz2UICqXk3SMVgOKLfH9I3gdwsTfF8jzbQNGNu3769CKDVbFqWuG9961vkRU4cx3S7uiav3+/jui5xHLOwqGtpin4fIQR5nlkYaV7kuK6je/SUpR3bZVni+z6bm5u84x26dnDv3r10u10+8YlPWF3X7/dsP7Cq/1EVWLiovfka9uh/Tanmzzxnq66Pdu/WNcfnzp3VvZw8zzaTLcuSw4cPs7i4SBQ12NjQEOEbbngjy8tLOI7D008/DWjosu/r9a+ap0kS4we+tU+r69E24oQ8TSc+qrTJRAfZuN8c+WGe6evCSZonl6Pw5/nXwFRR5uR4lz/w6oOhihkJNJH1BL5vCqmFQJrzpUiuvelG8lHMwLD+jHoj4iJF0qWxVxMynBqP8XcsU2SFJX1oLnQos4yo1UJlOtKwceE8stEgUYphagZMIWm1uqhCIks4sFcXqQ/jhIKIVuhgAva4jiDwBUla6Ea4QMMNkeiaicBMZMfTLCrSEbT26cF/atQnWFkmFopXDHtS1GxCGDHY7HHuFY13v+bQVdBpsrS6jBPqSdLodnjxe+vkroMn57/BHwZzPS8KJ0S177Rxd1G2vJ8MvTNftihpXQjqeZ59/nmW4TgOnU7bGkAbG5sUec44HtuFfv+B/WRpRiOKSExkPAojhqOhpvM0Ud7hcEQQ+Pi+z8gYlt9+/AmO3HYHKklRaYYw9TllWZKjcDzHMiIuLS3hB6GuDzAMc4XUfdJd38UztXHjsqAvYBCPUV3j/AiHQZpw5LZbGW3qMXz6/DpBFBD4ARfMPBsMY5ZaISPP5Vy/h2cU4ThJcARE4SSzliYJnudOdVWPTOZNCGHrSCqa17IsyW0hrsv+AwdYO3+ebldHFYui4IknnqDfX7TMSfpViamf9d/njW2beddbbH33taxUnW1SmGDP1uNN/TXnM6OQtpzqyp5gzVaL0WiMbwydTqfNyZde4uAdLn/zt38LwFvuuAMB7N69mzVD433gwAGOPnmUwaDPzbfcAkAUhJRFgUDZRrRpnhEEAX4QWMUfpwmhH+g6V+P4NNstyjxnPBghzdreajUpy0I7XJ6LMgb/d7//LHkp8cKA1JxnvHGBsNXEdTw7Pr999CiNRoRAsH+/pk9++djL5EWO57l27kspabVaOFPkPx5xPGY0GtpAyvLyMnEc47oumxv9qfF9KanGdzWn5o93bEF4pQPqzHrV/pomWevYXq9PFEXcfffdnDUkSgcPHuRzn/ssFy7cQavVxLUpH2H/ifpJ2RoqmCU1mSuX/P7KDiy8llQNhOu1bEopBr0+D37lQQA2Llzg7Xe9lSLLcM12nU6Hoizo9fu2AbjvBwS+R5ZmHD2qA1FHbjxClmX4vm8zE0ophCN47LHHLCmPNIHFoihqGSOHLMtQStDpdGwWKAxD7r77g7zwwgu2ae2hQ4d4+eWX+aVf+iWaTX2ez33ucyRJzOLiEpubG1P3Wxn+lVTB4R/EkL9UtqcudVr9y5F5Abq6/jlj6h2Xl5cZjzVLX7U+OI7DysqKyZxNgvEHDx1iZWWFJ554gje/+c2Azu4OhwM2Nzftu9m5aycvJylhOMle+75vmAJrBmVV8leP+b3GPPyxdZLm39fF0t1YzSxgC60xoKk7pzZXc3+fZ6jPfYhK2WySNIWdlcdaoimSAU6tr3PHnXfy3DPPojomghw4LDR3cGpjg8CwvK2nOavtBdJMkhf6eO2ogXI9YgS5Mfy6qztJckmWjOiYPgCuF5GPElRW0nSwpAijomC42SP1PDJjvHmOZuRJ45iDBzQLWC4VuM5UkavMJWmWMsoLW/R+zz/+ZQokXhSSm4Lyv/5PX6TfH9BtLaFWze15DWReILMJHSVqTKB8fGUY62YG8bxCwNn3MF+Eed91o+3i205kK7wPrnCHac4znPekwlBDAwqzkFV9SpI4sSn1d//i46yvHyIMQ2uYxOOYV0+dYt/evXahH8djQGhq0rJSOClpmmpYkllEe8MhFzZ6urhaSssk5AAoifAclDu52qzIcQQIT8/rIpfaYCxyxuY8H/6Fe3n08W9y4Oqr+fZTmt63PxyhwpDn19ZYNErLWVomSVOkH1AaeEdndYXOrlU6gc/Jx7+JtIafTyMMUSgLJaggivWopFKKO++8k68++KC95mazSX9zk0ajQWgK448fP85f/8H1vP9X1lla0k5S1Gjwd1+4i507u1NFsxd/rZevRKe2s1BWEGqytioMIcSWfevOWW3nqWuZt99lXdqPraRpOtVPJ4kT9uzdy3g8tpHUo089RRAEXHPNNTZK7Xoeu3bupCgKvvMdHUUtihxKyYGDByyNsOt75HnOeDSq6NR00Xk+JksSG2hQZUng+7ihj2fYJZXjgOOD79Ebj1kw/fGE7xNGLsPxGM9E14UQSAXpeDzRl46DVJCMR5w8eVJfj6OJE6Qs7T2HYUi73bbPArQR8/M//3MMhwP+6q/+yhxOQ3mXokVareaWcTsvADDv+4t9V61Fvq+zWpWjVEnFNjZ5dwlJktBoNDh37px5BwWnT59mYWGBoshr416gyc/rCoPK6KhdiP5vFt0wnWmt9p12suyZpuaRuOLn0KxIE/SqSAmEEERhxOLiEpkJDkdhxOPffJwiz+kaEp7V1RWEIfKo9I3jlIzzDFmWBuqp0Qx5UTCOY+IktucNgoCbjtzEwqJei1999VVeeP4F3YrBvIPBcMDCwgKNRkS/37cMbkeO3EhRFNxwww08/PDD5twOf/3Xf83v/M7vcObMGQA++tFf4POf/wLD4WCKTKlOmV3JPFvocuVSdu2Pyumq/6wCHuvr63S7Xdrtji1zSdOUv/u7v+O3fuu3OHbsGEumXcKx557jgQce4GMf+5h9N6PREKUUyyvLNAzE9xtfuIswLAxqQ7/XPM80AYtS9jNlYDFCOJO1whFbiBZqbui0WXSZz2WbuGFbtmVbtmVbtmVbtmVbtmVbtqUmr5NMUpXGe40NL7bBRTznS0FWZre92DVpkVu+V0rqbs1C95EBWNm7m5fOniV1BMrRUUVch/V4xOrBAxRmu97aJqoApCA3xay58AGXLC8sTEIJl7yQyFLiCf2qVhaWIC8JPV/zG5jkzZ7lNv1hzmg4sH0dfM8jiccEYWjpjpM4scV2qqgyPwpPuEhHMU50xPyzn/9LhOeiXEFisgxCCFrNDkUhaTR1JEFKcFydCq2uu8xLPFyKtMDzt0IfX+t5XyqTVP9R/aLRDvVs4dRGM79P5AfMQP9YiX2GrzGp8iynKHUvLYBWu2WLhneafl233XorG+sbnDlzxvRs0LjqMAx57rnnbDH4rl27AUWWYXr5aPhDWZbEcWKvyfNcNi+sEXgBQikLOVVSkZc5XuBRMCEVKZISHB3VBnAKiZAS33VRZt+/+NLfIB3BiXPnbXFuEIWcPX2BPTt3kVdjxVfkhSSIIgvbEL7LxjjBKUtyJSafC0EpdSPmagRV0EQppY18HTlyhKsOHeLRRx4lMZHKzc1NFjptBsOhbUZ58y0385/I+Mqfv5lFk2FYXFwkDN0fKKM6RUEsJqQNsxDly4IWY7q5TGWOoB4Fr6LrW+fL1nX7H1gr/GMhdVhXWRTkeU673abfM6Q3SUyr2eLhhx/mwAHdV6xlIGi+77PfZPV3rKzS29ggTmK++93vAmjaYyHwwwD7fFH4ns+BAwdYWtZUx0mckCaJxn+bF5ClCWEjIs5zugtdXJM1ygqJKiVBGFkIn+foBuJho0Fm5kur1dQ9lhoNCz0SysFzPRDKFrhLKRmPx4zHI3YYIolbb72VM2fOEEUh73znOwF47LHHaLfbrK2dp9PpTupLLiIXyxzVs6f1Me0bIhff93Ubi7K00J6yLPnMv9vDr/72GQvZ2bVrF47j8KUvfYkPfEBTrn/96w9x7Bs/j+uOaDQiu25Vc2zreN4KPZ1fE3iJbPAln8JrQ4auNHFdVydNK7snLRiNxuRZbqP4jShi88IGAkgMIuHUqdPkZanRNOaZaaiexBUOu3ftBuA7T3+HdqvNeDy2GZAkSXBcjQjw3IoUS8O7ms1mLUvp43kuSZLg+z4f/vCHAPjzP/9zPvCBD5DnuYXmVeO0LEvuu+9+AG6//TbSVOu+ikBkUks3kToBj7D3spWA7GJysTHzg0L45qEZ6tnZ6vMJOUuTwWBAEAR0DTFFr9fj137t17hwYZ2dO3fimuf79Yce4kMf+hAXLlyw2aBKnn7gA/bYq6srxHFMlmVWxw4Gg1otV3Vvpo5dKZvuEVKhnItV2c7IZRqArwsnydZKVHejagX2dahctXl914sc6/JPfZkDSGjccX2xlkpqaJG5srWNDQ5fdz3DJLF9ktK4wGu1uDAYarYbYDnsUFwY0QwD28OBQveOkI6wEDrXgTjOOHvuHM9//zgAkRcyanYoPZ+v3Pd3DEs9WFuLXUajEWmW2AcVRiFJPMYPfJynzH0oGA4GuMLBOn9SIYuSIi8Q5uTdhUWSPMN1fFy3pqCEw/Hnj/HGaw4DujGaKxwcAY65vyAMdWFj4OsGhTOv5PIconnvwP43uRl9YVtraWcmgN511hC8csWp9RkCM42qsVvbznV1ozqvYvtQiiSOkWVJ02CEG1HEupxebDd7PRYXFggCnyTW8LQLF9Y09tvzaRll1Gg0LLTTrRz1wRDhuEjhUKQZ0iyiKEVR5igRkpqeCW4YkBY5EmnGrIa9ho5D6IeWwag/GtNeWKDIczoGjjGOY5aWllES29QzdH28QHddq9bpwPUppOSVk69SFqXFk5dFbjqCuxZKpVEzgmazZYv3pTTwP8GUIsyynEbUYH1Ds+19+nd30u1GdDodezwhBEtLS1YJV3Ip+BFTjHLVd5PPtjB06b/sDzHzu44pqPpW1UHt+ab/npYrOdgwK+12i3gcExioZuE4tt6hMmo6nQ7DwQBZlrzyyiuAdq6VUhw8cIAVQ/ixubmJ53ksLS3R7egxuy/frw0tpSa99oTG9Tuuw5oZS8lIX0Mjaug1Fl1PmI9jXM/DHce0DBw0zzL8KJpy7jzP04agAlVW9XYZRV7QjBrkhR7HeV4QhLoBeWXcBUFgHBOHm2++GYAvfvGLfPzjH+czn/k0v/RLvwTAXXfdxde+9rWpsT4t04v2xYmUJuvOhJTJtex22oFzKMqCT/7vq3Y7VMof/OtFfuNfGrILQ5wURiH33fe35v5yul1da+I4bs1JcuZc78XIUaZ78FW/a3TejL6adQC3HMvM31qd4BWuqhjHMWEYEvqGVKQbEoWhdd5BO0ZRGCLzwjowZZpSSIkfhrhhtT47BF7AYNBnfUNv12hEKCTtTovBQNcfRVGEUpp1sYJkpmmKcMAPPIQZWr7Q8FddDzNp3vorv/Kr/NEf/SH33HOP3b/X6/HBD36QNE3pmWbTjUaDe++9ly984Qs2oNDr9eau7xUE70dF3PDD7F85L1WfMa27qxITXTfmOA47dmh48ObmBq1Wk6LQfcZAO6pJEvMHf/AHvP/9H+DGG28E4NY3v4leb5Pbbr+dP/7kJwG4/9O3cPevPmkdIMBAE6vzVYFVT69Zea1HYA3WatcHBahpXgJr+83Th5chrwsnyXqDRpQw8c1ZSL0pkNziLM0avzaKbn5cBGd5MUNkqoapOpGaXtKVUhPqVWOcBGGERJAWBblhHErzkihoIijwKiMmK1h79TS7du6gafCwo3iM67soT5CZxb8UCtfzWFpZssbXrt07EZ7A8V1OvvwSnmngdfrMaRCC7mKHgWnKFkQBCkneLyaGjFREJmJSGuYupCT0teKr2NP7w6HGCZeF7gIPeJ4gTlIWl5asY5iWBY4QOMrBNYZWEDTpj4eGJv3yImeXN6FnKRzZavjX6tXs8fVJttQwXcmOkn6m9b919cn0pJo8q3oEKYpCHMe1Rt+582d1V3E1TbFbSonnedaZanfaDAdD8jy3xbDnzp7VhZyrq6wsLwMag+66Dp7rUuZgSpJwcFDC083ljLNeFgVIiVdrbkshkVIRpzllqR20VrvDeDjC8XxKpcf1i88d541HbkQV0tbLJXlBIwzxHJexaX7sFwFRM6S3vkHohzpCj1ZwAhNBN4PFFQ5KlRRFbp9Fs9nk1KlTLC0t2douaZ6NUpIl0+jQcRyiqEEYhrb7OjBVtHo571U3tKyvggKlHPvZJPPjTOZV5RzVnCQbud8SYZhnus3dpHYNPxmSpulUPUFZVI0mFS3DljgYDBBCsLi4xLphdhJoB/qFEycYmvX58OFriYKQPM+sQySV0tlKpWzDYcPxphnizLNutJooKekP+lTPv9k0ZAppguO4vPqqZtZ729vfztGnniIvchwTkJClxHdcZCnpdrQzNRoMaYSR9pdnGrpmWVrLBHtkWY5Spa3L+4Vf+AUArr/+ertueJ5HFDUoZY5ufllbu2fG3Lz1v74m1Z0kswfVqi+l5NP/fjcoCAMzdg3zlVKKz/w7rSOzLOPj//M6CPjU72oj7/bbbsdxYprNJrreEHvOi4/reTpEzPl9coz5wYdpO8V+Jbay6l3JM2xhoUtRlpbVUQnBaDhAlZKGYU5NgpA8TsmKwrKuNhoNSqXIysJmC5WSFFk2tZ5W2cUsy+x4rVhXx+Ox1Suu69Juty0RAcCOHTspy4LRaMi73vUuvvY13Yz5ox/9KEIINjc37VqeJAn79u3jk5/8pD2m7/tkWUar1dY6lIkBP1srX68Th8sLIF8uccMPKlXtLWzNJDmOw4ULa/a7sizZsWOnJZ/xPI8zZ87w0Y9+lC996T+z15CLua4mPHrq6FH7LJrNBkfvv5tGI7fPpSx1HWYYBsQmAOs4VQ3ivHk2uecqcTFF3mZsPzW1r97/cuR14SS5rquNoZrSLg3dXwVV0S+qMgJmDqDU1HfzPPF/yMBRAnCrzt+T4wkhCPyAonKI0oyiKBG4JKaHiiMcVKlwJKSJnsgOHgsLHUbJGGekB2LQCMmKjDTLNeMCkCupIXGuYOc+nToulKQoE9IyRYQOhYn4hcaRScZjG7EvixyEwHPdWrdnQZqkmoiiGjGOoChzKAr8wCiUOMELA6JGRN8w9Z0+cwpH6B4wG0NtBAeBjihmMkdWsLzU5Z5f/Aj/8V+lhK67NcszAy2qnuWlmLwmhsmMRjEKxRp89fdW+ymUdhLqSvBKhjW4roc0UDGYZJJkjeTEcR2KoqTZbFgnXJYSqRSFKvAMnOWxx75JmmTccfsdnD9/3uytKMsC13UJTU+jNEtZWFzQ88Q8/PF4zMbGOuvrF+gZIog0TXFch3anQ7fdsUivQkmUA7k5LqAjhZ5v5pG5Fykppb6PCiZYZClCSuJ+n9iw7e3asZN0OCLwAzxz14VSlHlGgSAw+8qyJE9T3n7nXTzy2CO2R5MmtMjwTFE4aEpYz3VMMX1FHVzSbDa55uqreeGFFwA4cPAgZa4X/j/8N9pJqlj+KnYj/Z5cgiCwUTuYGIXz5oneZ6rZm5kGNYOsNqwnsMut0Qobub/MVFAddogQhi55co1X8HSy4jgOTuCQGYp7z/cZj8d4nmedmiiMKGXJxsY6YaANqDRNCMOILM+sUXXq1CnKokBJyaqJMq+srpDnuXaWzPzLsswGMmS1HkrdS86rZR9z05/M9wJGowkhw6DX57prD+v3VYOquK4LUqGMQxT4PgJYu3DBFp7nZY7ruchU2mivJnApee9732upfG+55RbyPOfuu+/mkUceAeDOO+/CcRwe++Zj9DY3qWytINBkMXVa8OpnfR64tcDIPCfpk/9WZ+Rcx8HzwPM9+zyqyLNXywL7fsA3vxQSRQ3eetek342ebxLX9SdR6ino0/TA1pH12TDc9N+qShptmRN1HbcVQqiUDmQphKUjF1ui4FeWpGlKq92ymT7X8/j8/30VH/nnJ/AqWybPcBwxFdBRZgxJoQw8VUO2UdI6OTBZT13XtXqucgDCGnOpY7LC1eegiQWCwKfRaHDy5Zc5flwjeh588EF+8zf/e44fP2b7AKWpJinau3cvv2iyqU8dPUpZloxGQzvGi6KYYm6DieNUH//KBExgglCQUlqSknpmq7rH6j6rY1b06nWHRwcvJkG6JEnsNvXtqmBHfW7+ye/umrquNE1pNBr84996yba78DyPL37xi/ziL/4ihw4d5Jlnvgdots+rrrqK3/u9/4c//j/0enfdYYfCQJann4WaCsxMCFgm2QphA38CYTKvrv5Q608716RxkOoEb9M9My8lP0FAiW3Zlm3Zlm3Zlm3Zlm3Zlm3ZlteW10UmKYkT4+EaKI/xlB1HbPGU9e96vwlkeRpGpDvz1jxJhSlOnpxzHgVj9fmUCIVUmH4iE9/UQSCUJinITUFqFEYaqqOgZeoakiRl3B8hHEFgIlqykLiRRzwa8tJp3bzV8Vw6iwtErQaq5jRX0awq6+PoS0JIdEmRuV6nqpkSEwpEWXtYVcRdmAenIzImci1dC2Usqh5Na+cZxmMQwva9aPoBzVaTKAyQVfYsSwFFEAWTqEeZM4pHwNYCxYtJvZnsxWAZjqGo3QJhqL2Xusz7bPr1/sPT0q9XSZPE1JAZmJjjaHpMySRjKwSep6NreT6h051gkfWxyrIky1KefPJJhiarGIQBUdRgcXHR0q9WGSTd08Cc13Vot9v4nmd7h509d5Y0SxmOBoxHI0oTOavGlDAwTTDzFoGoxYUEev451DMtiqjZoNFs0jKNAKveCnmWkhkIXbfbJU8zHWlyTdTZBVWWDId9TXlcXYcvaEQNnZGrQYgEiqLIbbQxyzK9n5S0Dcyjt9mj1WrwR/962RJbVJTE9QzR7O8Xk0tnPS8jyvwjCES7rjNVK6oqALhTfzNXbsQbNBqglJJGQ0di81xHhfft22tr1OI41k1MTZNFACl9GxmtSHSKTBM+DPs9C1/p9XrkRU7UaLCyYpoVm1qgLM+mYHBKqqkIrO855FlO6UgNN7NRWGGbv05ggiW+p/OrVdQ9c1yiKGRpYYGOGcfPHj9Gr9djYaFLx9RNDQYDXNej2WzaRpFK6WuJ45hvfOPvAXj3u99NHMecP3+OlZVVBqYJaFEUNko96Y0zmV9VJLweHa/XK/3Zf9iH6zq0mlUmVOC6Lp7nWR0bhqFpculbgge9jc7m1j8Tc/qEXUpms0sTIpV6RnXWSLFfWKmWZ+HUoNFqzvxR6grWVLoG6MKFNUuq4LguO8Qq49F32Liga/DarTbDfh+lJJ0KHjoa4wjww9DWceequGTkv25PSCm3ZPCrn9W8FUKQJAn/4l/8Cz772c9y+LrrAHjxxRd5wxveQJZltrXFjh07OHv2LNdccw2Pf/ObADz00EO87W1vo93u2ExZpQPq11NlburXA3qu1Mf/VH1srWSkrh9mGyrP2lN5ns99Dq7r8imT4angf7P6yXH0nKz3iwJotVokBim1sLCA4ziMx2Pe/va3c+LECUBnkD1fN66/+qqrp/Z3Xad23aI2pyrRfzv1Wr3q2uooCqOL5KSh6aTudqqWd2sd+8XkdeEk6UW6XngswHEQTr14UhtLk99nnKXaE53Fdupttv49a3jMY9CZIMK1VMxXSjigQBaFLTCMx2NGgyFlUZKa9GiWpASeZ6EWAMoTNNpt3HaA3NTHi5OYfjJgfbhBbrC5eC6UUjs1RnE0w4hWs0Wz0cD3AkpZvf5JZ626M1ndSm4K4fMkI45HJOOxhQuh0BAixyXytPIPEOzqLtFqt2iaNCoOZHlOPopxjZJpBj5ZnlMkKdLR53BUxMbZ87znI8/xyF++ncuRWSzu7LuoFpb5C6DaooAuchYmsMwr25grTL3ZJI2vAw+q9gCF+T5LM7uMOEIgi3KKWUeWJVEUsbGxMYG/SEWvt0mWpuTmXI7jEAQhnXbbQoWKorTkENWCuH//fqSpUajXlTnC1YucnDBpFZlZ0GvwUNfR24kq+AEo1xiO1Iy+QpMuuJ5LaGr3RskYJRVBGDDO9bwdZZo0YddCm7veehdHn/oOAOsbG8gorEoSAWgEAUqWBm43YX3cuXMX3W6XB778AADXHj7MeDREoYhqvWQqI3De2jMLN70YBLW+Fl582M//Yl44YV6fpHniOK4t4pUSSxig5FaH70qVZqvJ95/9Pte/4XpAF4CfPXvO/g4avoIy/VnMGImiBkkSUxQFvumDh69I04RSKYKaYaOUIh6POWfmgFJK6xhH2H55KysrhI2AxHHseHddFyd0cISwhc+gDQtHOAaKot/PyZMncD0XB2HXirKUCBSe61lHDqVoRA1Go5G9l3a7zb333suLL56gYQJo586dY8eOHTz99NN85CP3AvDwww+zY8cOFhYWydIJdKYy/IIgqMF2pIEPwaRQfGKsffr/3G3v0feFgeJVwQcHz/cJfN+uMWEYEgSh7aEEk3qKai3UMpln2jiddfjnzb/pMT7PUBVCWGik3UOpmV3nzOF5vccQW+sGryDJs5S1tfMT8iChe+2FgW/JAG6+8SYoJV/9ylcYj4ZmT0Gn22Vz0Ccxwd2o2TCP+dL2n/nUjLXKUSmtQ1I50ZXj8txzz/GmN73JOgfHjx/XDKYLCyybWlvNVBqya9dufFP+8Ja3vIUkSdi9e7ftHzZvnZx3pnYmxwAAIABJREFUfVVQY7b3l+d5W5yfeVIPMNTnQFmWluCkfj16blTOmy53oeaY1AMvkXkvUklGoxGf+F+7/Hf/i27Y3mq1ybKUrz/0NYbDIb/xT38DgM/86Wco8oK//v3r2bnT2I/NCqLn1myVObrPQcPoavddK7fF2nXSrKOiFm9Qtfn3GiRE8+R14ST5vq8xwWbBnMVlVj8nxej1G1Rb7tcWvL6Go3Sp2qWtBXQVmNt8ZsyNUkkbZf7IvR/h+PHjvPDCCVotHRVZXOiSJpmuDzKLfykVo3iIcF0WTFPJDgt24Fc43FF/SJrExKMxuZmcSTYiH43pOy4IQVlrDKmvezo/IoRWCJVCkVIbwAJFwyj1ZqtJq9WkEUQUsb6XwBhzUkrbVV1JCSYqGZuoQRDqyEDgT6KmnuuSxrGtIblcmVU2W7pROz+IETY9RrbK5UcSfhylMsTqUaXKEJhiaDTsg4E/yfrleW6js6AjQHleEjWiyXZC10AkSWLpgj3PYzgY6Mar1XiUyuKi2xWD1769jOKxPX9lTAgMm41UNpvj+Z4pJJ/cWxUt0h1mKydamJVRWmIoRzgmQiWo0Mie45MVOcqbGEC+5+O7HmsbF2hnLW6/43YAHn/8CVOT5E0ZnGmREgQhP/3TPwVgMeeD4ZCDhzTlc6/X44//zTLt9sRwq+okHGeaOWs2q/3aY/wiDtBr7LbFQbpkcmrrl9PXqP+rh65mt7kSJc9z9uzda7Onw+Emi4sLCHGGs2fPAhPFr5gYOGmmCR9KKQnNnMzynCgMrfMM2IhuUQu+VTVvWZ4zMtnYOI5RUupgXD3K7AV6/CjsvHTQ678jnElQAUWZ58iavvF9D1lq/VAahyhsNEmzSVE1aOfvM5/5DIcPX8sdt+u5EgQBa2trnDlzhutMtP2hh77BL//yL5Mbhsh67UcVra/YXat1qSzLqSzTn/77vQgh8P1JNtbzPFzPsc+sco6iKLIMfJNgRH2ubY0iz2apflSyxfZg63SbnG42aj6LeLiSMQ96vuzZvZsgrHSLLtJ/4j+/m3t+4xgAt992K5/9sz/jpptvsmQO670Nvvf979PstG3wT9eiKJOl22rf1aWuEyup/q7GZZ6PCMOQc+fO0Ww27Zg7fPgwO3fu4pVXXubQoasAGAz6PPvss4RhyIKhwy7ynGeffZYdO3Zccm2snJR6A+T6nKmP0TrJQ7XtbGao2vZPfnfXlEM1IZSYRujo/coai6u0g7ZykqqaJSGEdRb9wGf37t2Mx2P+7N+37fn/2b+C8WiE7/t86lOf0p8ryV994jre+IbrLbX3xsY6y8vLKDWptZ2wTNbmhajN3kvqmEmyYDqlMnnO+rMfMycpCANkWU71KJhxE61sXUxmb1ZZeEvto0s6TJeeTLXlTSqEYwarUjjCwROOzS499Z2jlFKxuLxIYvoNrfc2EQjazaalLO12WoyTmEKWE+9ZKdK80IW3xqjqRi0IImgvTuB2wgGhKAtJLktKc6ulDrshy4mXJITAdcykq0EvhGPgezZqpSMqaVngNfS5k6KAstSGnV9FDcy9ew5Ns91oPCbLchaaTVKjWF85dQoUrK4sm2f32kt8PbpeL1yfeifzNI3eY+sncyJ2MKt8rlzV4wf+3DE/axQUeQFisngWhSZNCMKgZtS45HlMs9EkMaQIeZ4T+IFeqCsHvJQ4/nQhZgUPKGXJ5qaB5khpYXuqBtcKw5BWq0271SJsGiibiUA73sTAk1JqHgJH2AxrURZQyEnUCHThuhAUZUlRGV6ugx+G+EFgo4/JKKXdbuMJDQ2s4DeT6NqEJU44k4jbM888A8DVV19NlnuMhkNWV3WEbjgcstBdIIqiqSheJfWC1EtlYGaVY/V7fXP9+1Q4estxphyky3CO5s0fWWP5E0LguNMRvSs98AA627KysmyNhLIsCYKAL/7hDbzxXZq04+TJkywuLmrCkKY2Ovq9nnFiJuQCSmkGO4WyzFBClJqdyZlkSjzPoyxKXMexAcAiz3GEQ7PRsFBqhCCOUz2mmGRZJQolQSBRhsDH9TyKPDNELeY8hvlOOALXUE72+j063QU8r0HTwFjjOGbHzp1cuLBOr6ejx3meE0UR73nPe7j/ft0j5ld+5Zc5d+4cYRRpggozOCpDsyiKqXlQBUf/7D/ss59VmaA6W1jg+3j+BHZU9WyrZ6YmUP3pnmLaEHVqtgZMM0VulcuJ2G/RVTOH07Agmzuqfb51rmkDX03NqytZV43HI6JGaMlQqoyO77p8xmQQ9/xvJ7nn5+/hS1/8IpnpRRePx7z/7p/mS/fdR8ewBI/jsUYkML12wrR9V3cw6t9Xa3EV2KogckII7rvvPq6+5hoADh3UwbClpSVOnnwJ0PrrH/3Mz/CJ3/s9S7TgeR7vfOc7bR8vqKFiasmASsfMjjUd4J44SxXhSXUvn/l3e+y1z95vpSc8z5tChlS2Vt0Z085hnQhioutc04vQNdke1/n/2HvzqNvOsk7w9w577zN8851yc0kCSgaSG0ughYJiUNouRItCdNFLS0GpokqrqrsaaWtV6Vq9enVXq9XYgC6h1RJLKCwpUGoJbStobBkUmSWRkBDInJDc3OEbz7CH9337j+ed9nC+e+69id589zxZN985++zh3Xu/wzP8nt/DsbREjHWTydiTSbj9qqrC771rHY8++k0kSYJvsc/syJEjeM5NFC0ejei5Hjp0GMZoSCka7Y7HCzWImPFZIxhEA6gVmYuhddyl3kTQQZx/XDtZEDcsZCELWchCFrKQhSxkIQtZSCSXRSSJNdwpJkpU5N667LLnAtQuOAkCyUEt3bERe+vKe2ludwfW7M0QpweMAWfMY2nvv/dBnD13FllvgOPHycI/cuwodnd2iNbYerm2t7bAGKhmhU/E5Rhkfargnlu+ecZhNLd1bO09MUZWsgDADdIs8kpqQ5A4Gz0WTPhIkqvfwhkD4wJMhKejdQVtyONYOVpSwZEmCfq9HrRN6j979hzObZ7DNJ8itVC9SiloVWIymfrAVD4tkSUJVpfXOt5ZtwSKx9leEZebEveV4CX0W1rnfhJRFE8biZOeY2n2dS64h7kA5BFObHLlZEweu6qihOxEpmE0GPiaLELXo1BCiBB8tXC+wWCAwhKcbG9vYdgbAIzgqo40YjKeoJjm5HW3470sS0jOwYXw41m5SJIQfuw956abUORTTCd5LdcO2kZ87UzHhERe5JhOc+9NXllZRT9L8eD9D+Ker92DI0eOAQB2drbR7/VQmtKPe5kQREhrjZMnTwIA7rzzThy/6hj6/T7OnaNE4z/4zRuxu7eJzBYtdM++C1oXe9Gb7+nSoHfRbzOc5aGwbHNMtcdYTB9P0FeOOOjfrKJ+ECXLUmxtbiG1nubDhw9jd2cHaZbiK3/6SgDAjS/7A+zu7iKfTjEYEARFygQykajGYw+ZW16m2l6M1+c5V18rhtrkeYEsS723FoCvpTRx+a9liV5/AMYpL4kFDBIcYty/QWYgs4Ty+ux7K1XlvcmuntLyyoqt8zLA2bNnAQBLS8u49eRJfOmvvuTzsG699Vbcd999uOr4cbzhDW8AAJw+fQanT58mquaqTvetlCL65oju20HrsiwUn3XziYsQ9bIMvX4faZr4gr7cQoPjnApXDNMlmrttLkE8huBRkrcG57Ltzb4EqR3PEHmzw8auS7Qjw+3i0QdKmIHWCsISd1V5iaXhEKPdEYR9n+/4txw3v+w/4QXf8QKc/LZvAwAURY5xkePvG4XCrl+f/sxfWph/uxhw83tXXo+bhzObc8MYw97eHq6//nq8+MUv9hGQrNfDvd/4Bu644w4861nPAgDcddddUErhx37sx/CRj3wEAHDq1CkcPnwYn/70pz0UNI6gduUmuf7q9vvtt1/VWkPiSJDb7tofn9OtLQ7eFj+LGILnxoo2NtLMKZdXCunXWIKwylpUbGPjENVKjEhcsizDYDDAjTfeRLpnVD+JMapN9YxrSD8ui8JHxpq6HIu/uA2tgCrBi9rrZaPwsx1/s577fnJZGEkBWlefoOIXGecFxQaRPUHtWZKRVYdpdUHpYlhXfGy4nj2XJmOIAeB2slKO2YmFfZWuMFgawoDh/vuJT1/IFDBAliS+HoUEKRlKG5S+ajiDTFJwMA+pkJxDGzJ8vPohGJgU4FKCcY7inA0HG0PGkfsHi0W3SbuIBpkyGspU/vEZRvk+hnEoG1zUhu6VM0bkESC4jZQSq8tr2LPJk0tLS5hOp5juTbyR1E9SpDxFwgS4YdDz8NGzkEvmJq8mC4zxiXchZBoKhLl+EvpIezFitd8Psmij6n0+noCiz0I2q2prgFGNAleA9cjRI0jTHs6dPecTUh0xQzx20jRFbhm8HHSn1CWmkynSNPWYc8EYimluJ10OZvOntB23Wimq2wVSgLTWBBly92b/wSifG3L7l28HMwbMME+2xsFhoKGUgYJlrOMCthQJksTVSTIY9vtQeYVhb4CR7duDwRBZSuPWKXNKKcBoFIXyBhFjDLecPImzZ85Eb4DIHIqiqD2rpqEUf2/C8VrJqxEUolvO8/ssA2kGlKfpeGjnBJrW/gfdIVEUJfqDvncgMAb0B32MxxNIy5b4jb94DU7+tx/D1tYWcgu7VlqBVQwrq6t47JuPASBloj8cwBhNeXwIBWMZCyQ1UkgkA0k2vyNzsDX7BOfIUlLo0ixDUSkwo4lYwyo8zAQnlBtF48kESSIJshYrFhZ6497zzs4O1tc2cOrUqagoMsPu7i5uuflm3PHXRHIyHA6R5zke++Y38aEPfQgAEVm8+tWvxhe/9AUILqC4bTvRskImAu//5avdpSEER5Imoc4LFz6PL2mw1rl6Y+4dBAOp4WxtwKudMzEoZPuvB13K1DwKloML+e9eQWsbSVp3jZt4rZq/psvTUYzRKPIKXDpSIIWyLGCMRmK3aRh84nefj1T+Ff70/7sNADCa5lhZW8FwZRm3/B0ynF7xXd+F2/7kNpBOuL9C3GRvi+dgB2HVmtj0tDbY3NzEr/3ar/nj3/zmN9eg2CdPnsTKygre85734kZL7HL99ddjOp3iiSee8BA855RsOsXe97ZjLWeZg8w176UJA3ffnSESH88598yUjjSlSR4khaD8X+ac9gLCGkjcwe1EyJly41Frx5an/TV6vR6KIocxHJyHsRtDZt18d+bMGfR6PQ9vBOLgRp3RtlualpN9PlHKTTC2Ls7xcVkYSa4j+KiRx2d2JaF0RY86zknpe+4LXPXtxk6d25v4f+1mMR44UzSzL9OEl2qMIaw4l94TN+gPUNhiXW7gKW3AFV1fSpu4agugOapxAFCl9XTw8AyUNtBlBV1VYDDgcMm5diJuLBJKa88kFt+f4BLOqvF13U04WnJLskwZdXQNTsbWdDrx59OK6JGJTpa5M0HpCv/lV67B1dfMN7nHimiXkeTuxwCe6cewburvMHCC0hh7GK4EYWBk/LpJw0ZmNAvmhoGlcXZYXwRPlDHGU7I+58YbsTRcwh/+vx/1DI26LFEZg0QmlA9kz5f1elT80p4vSSkfqajK0I+tt5wxcgj4Es2cgQsBAQEtbL9m5Ok1JiQbublCGwNd0X4J4zQGGDkHAOvwMAySA4mwXjxFA08ZhVTYvLrpCBN7eimD0sjBbAQt8d60siwtpXLw6H/v974KDz7wAI4duwr/z7tvpHOOdpGtryOLcpKo7VHbgFqfj2lnu4yk+O02Q0MXMvfX85Nq3oTImdA4hjWL2ALBw+3j/gdamQOARFL00kUxVFWBgUgP3CPTRuGOP/5uVKrCi15DdNgPPPggAI2TJ2/BxOY55DkZWlJKv/ZJKSF4KAIJUA6fsc4y1x/c9auq9Ox0sPkCQDS2gdCfOYOx0aX+oA/GKMfKHw8DLgRggNI6SJaXl7G7t4O1tTXs7hKF91ve8ha8613vwmte8w/x8pe9DACwubmJo0eP0jpn+3F/MMBwuATBEyg1DeuDMXj/L59AmqUYDGzZCEtvnqapH78yTdBLM6RZ5qm9hZSQQnrnDt1XUN7C+KISBkopCLsWW/AHSIdw+SgAwDFnPWUvcxlKtbUmNpDiMcsAaARm3zAcw7aDHUnSyljGQUcgkmJ7ewfLwyUU1snADHDV1Sfw++8e49VvsgfubKEoSpx9+FGcsg6qSimwjsLZXe+rKx/UkyLY71VVoShyPPDA/fjEJz7h5+3Xvva12NzcBGMM11xzDTVnZwePPfYYXv/6H8Vv/dZvAQBe9KIXWcp77deB3/i5VWRZRutkFM1xTo24fa7tzQhnQCCEtidSIrGFyQHUxocjZzGGQwqBXq8fyhMYDSkE0jSzDoy6QdTUo2IyFMbIOJpMxt5IKktbZD7LoLXx0eY8zyGEwOrqCnZ3yRG5sXEInANlqeDXkVoQhIWPQG0tddtJ13FfSUfnHe/bsCh4YrqjuF1yWRhJgLFhVas4KFp4YCiJDwCZPC1jpm1B0mHWwDFBae8yiPQc7GsuMb1UqpbsrTmgVIUs7SHrE5tRPxtgOppCMobBkLj8d3Z2KWE3zWrJ7MpGRfyipqh2kUySkGTn+0Nos0XZuTsEQ1T/CNbu8V8io05HEbKWy9d6sg0g7PPJhEBRVVAmuLkMDHn+wdGz3oXxeJeSaTOJwi7q42KK1fUNLG2szJ1uGidSxowtLa9K9J5j6Fc4D22IQ9Hwi2NTDu7CY1CPTDimKzcOnEghiaHOPmcHtWOM+foPVVngi5/9HFZ6fTy2tUX7ZSkZ9WmIUipVAcYm9NvnP86nZCgpFWoYGIJ1prZOi7L9RhsaAwbw7HYQxOLIIoPYGANtDGTsGao0BoMhdnZ3/JhK0xT5dAKtFQY9ghsYbSAFh+YCxiYKD7IMeVVBGwPOE1g+AmhdIZESnDPfxsSy05Vl6elpH7j/fnz1rrtw5sxpD/VbWhqCy/r0ykWcOB4zBol6f2XtuijB0I//1Y3/piOkHkmM+0NjHvX/s32Dhb+0O5sVbEI8hloR/AMoLurjYV2cw9EIO6OE+m+FtJfhS39ERsTu3h5OftdH8cUvfBbPf/5zAVCk8p67v4bHH3vc08Rvbm1jeWUZo/EkUqAILj3o9zCx5SG4BpjRENxgaOntz27uYNgfoKoUYIyHKlWKCIK0Ur5khBuLBsZ7ip2zEobo+AEywqQ1vlIbEX34oQfxvOc+F4c2DuH0aaI/H4/GSKTEZDLFddc+EwDVS7n/vvvpgUQ1/X7nl45DcAatKrsOAmkikSYphBRIbEQuSSX6vQF5uG0/01oBnIMzCSac8ScAsFqEKDCXNYEqdSXPrRfkC+y2lM4H25q5PVqLGdwYiscL7VQzpoxjZouX8bbSf5BECCIAcg4vYxj6vSWUlQF4iOiMyxKHj1+Nz3+MSBP2xiPce9+9OLe5idf/NPVDgpZy+67pxed5TmtBnnvYWVkWLUcU9ReF3/o/D+Gt76G+nmUZlFK46qrjABhuvZUiVnt7I5w+fQbPe/7zkTq2vXMP4sMf/gh+4id+Ej/5z/8FAOCur34Vw+GSrSFI7UmSxDLJBdZUY7SdU0xEbR8IFuIIUgzR5t65ySCFAOMc0q0tIkOaWIe9vc5yQjULY0OCC4E0ScCFCORcDaOs6zMQSFj6bt6xvwmRoKoIeeQiaG5NKopQY7CqKu8grJ+77lBwUql6Pc1gINX309E6RD83HOoX4BS5bIykC/utaXGe7xzn/3mWMFCtFm0MFK/gXkaSJkgYIJn0ilFRFDBaI0sTbFomr42NQ6i0webWJjYs81VVlBanXXnWLQa74EazOp/DvdW6rY7J1AC1+jhozblBeRL2czHNUUFDJAm4xQoro0kRUAqjMbGcLQ2XIIXA9vaWr520trqK6XSMpZUlQNW9I0+FXCp2/EoWBweL6x/llt594xDVf7jxhiX0RYbPfeazeMV3fRcA4PNf/AKKqsIkn2Jga7dMphOkWQ+VqgJzjpTgFsPsDHVtw/2FotB/XP/IicvfU1Xlcyy8GANoDWW96wCQyhS74z2kvZ5XAPOqQDrsIUsS7FoWrl6aYTwZI01Sz4w3nkzQGw6Q9PrY2tzEqr0f8q2QctMF3QiQA417vnY3jh+/Cn3rMBE21ytNE9+e7uiogwXpaLx3ebnmU9Rmyf77d0Xsz3vG1ueuRe3gSYeBaTfHsb0sy5BPc+8YW1lZxlc//iqcPXsW115zLwDg03f/OV70d1+ME1dfjZGF793z9a9jbzTC0tKKr203neaQUqCqSl8oWVclYBimkwJDm+twaHmI7d0RVlbWMZ1OKSoEorgvqtI6AZxxRNJyJmmX72DfKRjG+QgnnnHCKzvj8RjPec5NkFLiyJGjAGge2drawtGjx/ClL30JALCxsYHBoA9jDN77i0d8sfhUWi+19Va7NqYpUaGnaaDMd/ToIfJq28YoSgzU+3YbMdDthW/vf+nSYsyNoz9s/mtdqeuZi5bFUGSntGtDDL6FDnWNeoMBTjzjWlx1/Gr89W3keKgqRfXJqsAA5yIYVBSd+vDr/uWDKMuyRjnv8uJ6vRIj64woywJpmoFzjte85jX++I985CP46Z/+afz6r/86Xv/61wOAzd0b4j3v+S287nWvAwDcdNNNeMc73oE0TX2tL2PKmrHjJKbYdu3pMpJcnp4QLFo7uYfGxQ64JjzOlaBo5n0HA62NeuhyEjR/mwUVbzq5m/vWddzZYzc6SVgbrbP/fKPFoY9qyKN6Psa+smC3W8hCFrKQhSxkIQtZyEIWspBILpNI0nziPTXz4N47dtm/CFW3MAMsZ32qJ8EYmCHvnlFUIXwn38P9998PAJCJwOrGGna2t8FszkJhFLZHexisr2B3Slj0cjRBmqS+zgw119A5ta55qC/qRjukidFsEls4J7Cw1y7zKTgTEFJ6nCq0AQxVZd9YIea68WgEJjhW+wMPnSj3Rji0cQinigpMNGtfX7qc33ewkHlFSlnLX1CaEkqVUtjdoRyEt/9MH6/8oV38+Bt/HF++/XYAwDXXXoOiqvDAQw9id5eiNDJNMB6PCaKTBIaqRCbQVYw5JkiBqxsW71sWZY39hwpNmxqUi4ERLIfxEKXhHJXimFQFVEHn5alEURXYmewhs3W9ChggS6AFR5LaYpSyj0mRI4fGyvoaUMbRz7iItRVb3da1cXd3F3//la9Ekec+v0MIKq5cVVXElOTqt8Sewdi7XY/OtFCx7pc54D/zs+PNL/VzXZljsDn3zIIXUu5aeM+untLa2hr+7ANUgPXs2Wfi6qu/gieeOOVhcDfedBOyrIfxeIy77/4aHVtVGGRDPOfGG3B4naK7qszRS1Lc8OxvxVe/QuQJH//Un2NpMMTWziY4BBKW+rbILEWaSO8hZ65tUU6Zz2Ey8AWZkzQB5wIPPvCgh8gMBkNMJlRQ9od/+B8BAJ71rG/BE088ga2tLbzqVd8DADh+/Grcc8/X8N5fPAJtpj43yBWCdf+AqP6RTDwkijEWok22adqEfFW3PHbl7jXhSfF+XZ7w5nGz8wHbesSs8XcxY++pinJd3uKeeXiuLn8shqNlWQ9FUUYECA7aJb2uVBQ5tNF+H9qPiBJ6Webr873nrYd90WYX7XWskpxz7GzvAHDQOI0PfvADePWrX43lZcrTXVtbgzYa29tbyG3twIcffgg/+IM/gI9+9GOeCOnhhx/CYNBHktDaCACDQb8GmQNCFCkuJhtHmzyZiRBEsiATcMF8njsXoSam7zcswKYdSoMJ7uGIPmJlfzPGgPFGzs88b68jOttETMS/zbutc2yyaA6O7s+Lafy1+8EiQuLcpXkV06eVkdR8aDPx7+Y8v1+gFNOcovuc+WJ8EBwMDMwAI5vQujxcwrlz55ClCWAH6e7OFnqDPopiisrmQGwcOoQqLzHNpz45t9/rE0Qjz6HcNZ5E6yLGoHd2JNoLyiWSG4MkFZR0b+GEnFEGlGAcezt2EmECvSwl2k17bKUUds+cRQpOkKgnca6vJ513/H4BC8tBXoRiEo2W1OxjUytOlyQJBsMBFa2z/XVnZxfbOzt4/wc+gMNHCDJ6+1/fgb/3kpdisDTE3ogm/16/h53dPZw5exaTCW0rioKKVlaVN4YSIalgJaf+5a7j2pMkiWeEM9pAO5ins9WhgQpQUP7+SqUwXF4iIhML60l6CQTnGG3mkJZZTxUFKqPADFDllvq4LNEfDMETgZ1zZ7G6smobM6N/2CHk6GBvvuUWfPGLX8Ddd90NY26mZ9HrQSmFwWAQxjPipNugxLkK40H5auOxQ1edrdQ15Xz9e1aO0rxykMfPTAk2xUxxSllMlTsejT18xlEBHzt2DJ/9gw2UVYkXv/YzAAhuNx6N8ezrr8f1z76eLskMnnH1CVR5jhe86EUAgF97xzswSDPc9eXbsTIcAgBueOa34MzOHl7wohfjhS95Cd76C78AgEgY+skQo/EowGk63r1XTKIczu3tbRw7dlXNcbG3t4fPf/7zePnLX+7vZTAYYDwe4xOf+Di+//u/HwDw6KOP4rbbbkNRHMLG+jrKyhXYpEKwSZIg8UZS6ovBCkeKYuGuDCw4Q+wYElzCTQhOKYsNkxju00yAn2UkXcwYAvY3iOY5fp7rHuSx1oZIumca+qEj4TCW4Aog0hFlIdvBSCo8Q1xsWABk3EsLu5ZS+nIXseR5jiRJ8O6fpzXgf/x3OU6fPo00TTEYDPDJT30SAPBP/+mbcM89X4NSCmfPEmnEQw89hGuvvQa33HIzrruO8qZ+7ud+Hr1ehv/8juPY2Ahwwi4jKVBxOwILWr+EDHB4KjJNUFXOmR8/zsdWIywzYf33xqY20FyDs+jaggOGnmeXc22/vjcLetcFbY2lq/zOrPOHL3WjqCsnnb428/xQI7Hq3GcfeVoaSbFHOTwgE/2/Ieb8L2M/KZWC5Jweq0vuZAyCcwyFlBlXAAAgAElEQVR6PSTW+s5kgpQLCA1oq2Ctra3j3PYWOGNYt2xhezs7UEojy7IaBrSsSpRl6T3Pc7V5zrmzNXC6Ts2sAgqACfLiFVXp6RT7aQZVFOCGYW2FiClQKeyNd/Gv/tn/gHvvI9rzhx9+GI89/jjOApgnFnYp8uTmZhw8aRlLjfeua7kwFL3UhWW4scpKmiT4+O/+N/iO7/s4HnjoAQDAtc+8Fnd/7W5Mi9z34TzPcfMtJ2vMb4wxpEmKM2fOYnubSB+IJYu2J2lSi2IRbbfxhlNZlt6gcl5nzmkfrbQ3QFLGYJQm2nzb66Zb28iWBsj6PUx2yaiXTGCp14MqSv8ohssryIsck+kEq2trgJrpRfARLaO1NxiN0VBVhZ3dHc8I6BJSjQlMWuRd4z6a5J4P9ckmM1xX4urFK2KXsv+857gixlazS9j5tEnr7iRW0J3n2nmzy6rynttPfPD5ftvjjz+O4Y/+NUobEe1nGZ51zXV40UtfiOkmjaGf/Of/Ah//o4/i0YcfRjGxXnMh0O/1cOedX8VnP/c5vOIVrwAAfPn223Fu8xyqSmF5QDlzlVJEuW/aZAcwxucPrq6u4dSpU1hdXfVELp/61CcxnRLV/3CJDDSKIm3ipS99GXJbD01Yj/fhw4extb2JtTVSPIlJK/WGEtCdf1SjAnbjBWHMND3u7jnHzz1WOuPf98upcN/n7c+XMv5mlSa5mPM+XSWUQXDf41zNEEmaTKaWnMO9WyIdMSZE9bOsh8l0UquBVFUVqqry5A1AyPeJ+5H77BAAAEVckyRBnk/xO7/zn/FTb3kzAODRRx7FZz77GRw/fhWWlmkMTKcT9Ac93HLypC8jsba2apkWNRgLZBCBeCGQNAhnKEVU2a5GmCup4cowkLEQEX/FOUYuMhcx30nZVvV9kQHDfG6Wu7Yz5OY11ueNBs067rx93dtDJhCyzUKUNVNs4+iT3zT/2HpaGUlOahYhayv880SQ5jWaDANkPwPjnEL9dntVVTBlQUQHVqG74RnXYbp+CKtLyzi0RnC0LMvw+x/5CLIswxOb5MVYWl7Fud1d7xUAiALV0Ry78GdlqvO2b96X7aEU++4EhHo55A0ti4JokUHsZZPJBIO0h2st7eX1z/wW3Hn7X+N3P/hB3HgDeT6zJMH66ipBrNInOe1txu1erMfuwMo+QYJ4fHDOAR7Gg1baK/he4WAMqUzwyQ+9EA8+9BAA4HvfeBfAgOWlZU8BvrGxgXu/cS/Gk3GNYe7QocMYDgc4tEF1VowdspxxTKYTnD1L9YZ2drZhjIG0kSYAGC4NoZQiKlYf0QwJriJi5tKqQj6doGejRmv9IdSkRCYEOCMGIl1WYGVBCcHO4TEtILRBXyZkonV0k3ixhqGCts4gevzxx3HzLbfgl342weoqHZznOVZWVlCWJXr9nm9jDLXzz8I4+F6szNFLnNVlu5S8eE6b5d1ubZsjMnI+uZLGVdPZ4KCqTSPJQ1lEKLSc5zkpInZsDAZ9jMZTFGXplbeqKrG+voHbfufbUVnY5/e/6R587KN/hC9+9nOAhXM+79ufi9X1dXznq18N7FFEE4JDcQbRy1AphTvvvBMAcPMtN6NSFf7qy1/GlvWkZ70sajO11UHZEN3LeDzGLbfcjHvvvc87P4SQeN3r/iEeeeQR9CyzV57luPfe+/CSl7wEGxsECXzooYewvb2N6XSKI4cP++gpkTOktVpHDnoXOw27CmTGyhuP+n5XhMiNiaZXfD/F71KM/3nOez6l80ozkACXVhCPn9hwciUSDKpKEbuufTTKFj92FNt0LDGl9Xq9FvGVM5QA+Cijg5YDoV8KITxc713/a4Z/+b+t49FHH0EmBP79L/x7AMCPv/HH8bKXvZQMKEt09AM/+FoYY/DgA/fjQ//1Q/66H/6N6yFkif6AxkovpbZxIeoRIlu8Na5pRvA66R3VPlJkAGIsdfcY3NH7OQ+cNNeKeWTW2Gluj7/HesSs8dBcuzqjUDH6xRpHMdV7zRlso2r+fDb6dD4U0ixZEDcsZCELWchCFrKQhSxkIQtZSCRPy0iSk1ox1y5ruGvTBcLuFAOmMNCmgjYKqa3hYDggNEOPJ+hbWzPNK0zP7KBXSeydIo9dKSSev3o1elmG9NmHaL9vfQb+8C8+hTNnTtdyQZaXl8E5Q1GSZ2I+CvD57sfBkvbDisZetyRJkKRUC4cLF7ZWSJIU11//rThx4gQA4PFTp1BUBdIsxRMWm/sP/vvX4S//7M8wWF7CTj6eq30XI5fibbuSPHX7iVa65flOfKFM6jNVVZFXK5G45eQtAIA7/vQaKhjX6+HrX/86AODvvfYvsbq6ht991zX40bc8DgCYTCY4d/Ys8ukEzn1TVRXAOFZWV7C+vo4TJ44DAE6cOI6iKFCUpa9LNBgOMZlMsLuzi7EtwlmWJZRGy9M0yFJkaR+rKSV+f+fffRFO3f8QlpIU43MEUxqkGR565GH0VpdR2OH1yNYZ3PScG7B05BD+4nOfgUxD9W8iaTCevMQYqoujVYUHH3gAAHDy1lvxl5/+NDhPPExjaWkJUkoqqGdC7gRjwKyuV9/e3Il17OOOu0hY0CUMgYtNTH/aSzPfteb1rkdo8zz3/SHOjZlOKdE7L3IwLiE4995KVSmUukBR5L4A9PvefgzD3jPxAz/xDTCbe/H5L34Buizx53/x5xDOmyw4lODYnUywtLyMydTWOVMKSZqgiuoCVlXl6YJdsx08NM5XWF4Z4OGHH8K1112DU6dOAaA+uLW9idvv+DKuvfYZAICHH3kEu3s72N3bwaHDFEn69Kf/Ah973y3Y2FjBZDLB8gpR6wtBxXiFkL4mDOeCoscsRE+ZhdlRW2yk21KUMx7qs+3njY5lXuhP/HnuYy5hKFxIuw6iULHceG4zcK83vAfaj74HOLSUjibbFl42HKPxuAXVE5KjKHJP1qMqBSkFtGHQmrZJKb2uk2a2WHNZ4e3/huHH/nUGLoSHl/7+7/8+3vjGN2J5aQn33XcfAODIkSP45V/6JfQHA3/t3/u/n4nBQKKXZVi3pCsM3EPI47wgn29kt1WqCmOxGRnxz8RFWEN/DZEk9xs8SZKPPEXRFsY5BOc0pvw7qUd6urZ3/T5rn/jvxYzTACWM6wmy6Fkwf1td0tzvQuRpZSSFhxthlpupFh3855eSjwQAMktQagVTajDpir8yVEZDGYXCGiCil+A7X/U9uOvzX0A5tUqVqjBcX0GZFxis0AA7u7OD0WjP890DBM/Z29urwTHmY7ebT87HyON+d1CJrNfDYDjEeDLyv1VVhY3VVbzqld+Du+74CgDgxS99CSnVjOHrd34VAPBHH/4wPveHL8c434ORl0ew8qAvNJciLscHsLk0RbvfFVUJkUhMLSyoPxhYqEPpDeYnvvIGPDie4LnfrnH7H9Ok/MQTpzHe28Pm1jZ+5M2P0TVUCQOO8XiMvb09/26olpJGmqbo2eKvy8vL6PV6SJIE6xauR5hsIhdxdZI4A5gy4Erj1EMP2+soHDl+DM9+zkn81Z/8CQBgNJ5i/fBh7E7HSGwl8OuuvRbfuOceVPcLvPA7XoC/sgx+GmESdgqZgSYiCWP8s9ja2sLyyjIGg1CPgnOOnZ0drKyEgsqMhYWrvsjUK6fPMoietC58kedpGkbu+1PBpHc5S23d6VhbjDHI8xw6YiqtqsobRx5u1x9gPJ5CG3hjqpdmyMsCYMw7trhgGE1HeM/bjhLDKIA3/NTj4GmCfDpB30LeKBeDI8lS7OzsILW5rf0sxc7uLvqDgc8zLKvK5zu8721U66gsSirsKCT+8b89CwDQSuHQ4cNQSnl2LtM3SJMEz3/+8/39Hz50CCO7fq1ZqPn2zjaGwxtQliUOHz4Cx0orhECSSAgho/EQcjSCQhdITpwSyDnBd4TgteKV+0F65pELgdnVtncor5cqV8o4ckIQZBMp+rB5PAacB50vTTMwhprjAZbIw8HtlKqifCPYbQTBG0/GyBIaExM9QSITcMGR2HQCMKDICyilsGxr5ZVVCQbgvb9o8IZ/fdqvA1op/Mff/E3s7O7i6FEaP6O9PaRZBlVVeO9bKV/1+PFlrKysYDgcorBpGf3+gPo1azAvWsPJQc3jIso1mC8jyDnjrJYe4c4TG0cuH8qlTNBYCmkV/trMGVDnHz9dsNZZv7frAtbzNp3zaJah1JpfWbtdXWO+VbNsn/s5nzytjKTOm4wdC7RT9z5o7GfPdz5sJgcDrwBdKXAwSGuJT5mB6GfYHI1wfEg418898DXc/sh9uOn6Z+O5/92LAQDJ0hDleIyiLJHZpNkHP/clfPd3fzc+//kveEpJlwcihPAMc8y2UQiB3GJkl4ZDTKZTnHr8cZw4caKWaGesJ7D+OOpTt9Ya2io3Lm/EPQejDcqCFL9yOsVuVdKCazHvZ848gdHuDj7+yU8gscf+6rt/HaosIWVgJFtZW8XmZA/94QBaqXoO3YzOP/fi1kzKm7F/c5A0FblLNZwPjLC6Me76G1Cf0BgjJjo/uVXKY8ddbsBkPAaMQVkUXqFiRoNzYNDv4QPvJGOqqojqXltWoh/5KTKe4iJ3Lmr0jW98Y6YCQ8mu1Nb15WVIKTHRJV74PZSwni/1ccvJm7E3GuFb/sHLAQCCMSRcQkYeN9br4RWTKe66+27c/pWveA++hgYX3OLWaWEeLi1BCokzeY477rgDAHDryZMAbHKsw0szYGl5CCmlL4jYbL/7S5/396bNGh+z+vG+Y6JxSM1AY21lb78xe7FK6dNV/FwZjQ3HruXGUTyeHL2wm9vjHAhlCYHKsvT9uCxL5NMxOA/8ISKREIkAVxraKoP/6Z0nADvf+8sZKiPBGEPMaaSNgcEh+u5fUdyHSn88A6CqEv/h3xExzz/7X7axtbmJtfV1TwGutcZHP/YxfN/3fq8vHPsdL3gBfuiHfxi7u7t456+8EwAxPKZpFvKN5P50x06cQhc/09C3XF4fh0tfcu+gmc+klGopdE6Bjvdzf7sIHmqf/Z/mAjRje4fR1BWBvdLXKmHn2BAt1NEYi6OzzI4jek9ZllmDiYp207ECBjaf2o49zhmqqkQipVcPh4OB7y+pdWQYY5ClqXfWAQDjVKZlZWUFH3xnHz/0rx4BQLT84/EYaZp6IpbJZIIP/eqzsLKygmc/m0hKlpaWLFGDQGadGcTMaKXRd+JyHHG/832LO52O1ebxuE/p6HjGeI1IibYDjNXJlbqisV3irtN04Hc5Ktw73M+I2nfN6DKIMDv/KT7fXA6OOeVpZSQ92bJfh/AP25B3OjUcyihfQ4UpSrYWMsEfvI8gSD/y5sfAOMMXv3YX/uyLnwVA3mzDGYbLSzhymDwO1xw5gb29PYxGe9ja2gQQFtMsy7z3kSqPGyRJWuP9V9agyvPcMoWFRaG5WDcn3HibmyRiI0nYkZfIBJoBmnznAEgJHE0muOvuu6FKVw+GQ/YyaGOQLpER+Pk/fgVWj67j0Ue/idXllU7/2t+GQnUlKHEXKi6pcZZH3P91TDK1wIqFonnl29gk2sorgtomhnPBwJWr1WDIY2Yn81CJ3DQWyDAJ/uhbHu/0QrmF4szmJnkCdYUznyM65UJX+OydX8bq6gqGA1t7RRswZbC3vYPTp04DAMa7u+CcEmYdNMkJZxwiEX5xlYIoirM0RVUG6vI777wTWv8d9FJXE8kp03VCBvdb1+cuudTfL1ou4rQHXZkDwvzp5tgYatelcDeVidhIMlrDKLuPU8osMQhD8AgzzkAqJIOxcBPDDIzhdgg6vJwBY8o712J0hf8vbIxaxfz/m2+w1+9Da6o749aLyWSCpaUlCClxw403AgCuvvpq3P7lL+POr37V0///6fufi42NAbKMIgAsiqI6Q+lS+nf8jGcpR12e7GY/nacdf9NyubXnqZamcdhkV5ulCMc6DGD7gqUAD8a2sjDN+rFVVbX6QrwGue9VVaGyhv5//dVnASB9zUW0nKP62279NjzvuQycC2/INYl67B1En2a/55jFuWUwMbc9sNt1PdPms+uS/X6f9VvTobBfRGk/h5/7Ho9h2rj/s5klTwWq4fLAQi1kIQtZyEIWspCFLGQhC1nIZSKLSFJDmiFHDgZhDCTjKLUGKvL4pYYDCki4xHVHLYxo9z4oBiwlGXhq8482z1IRzXGBB+6mBPcnHvgm0iTDeDzyFnm/37N8/iUqS/M6Ho98joaLNO3tkcd7Op3g7Nkz3pvR9LI37zEUTWM+IbKeH8EAZmBK6x1hDNooVKpCYimVs14PeTHF7mgXq7ZO0tbWFoaDAe76xPdhYCmRDTN47PQprB5ahymqmfCd+PPc4dELcFZfad64ixL3iBrPtQ0pUrRLDE8FRUpcXpDRVC+oKksPTzNGUzVwKSHc+ZgrXKesdy9cs/nKXB/97bcfa/Vxxhh+5H9+AgAVzFTGoNfPMJ3Y3A8GPHrvA9jKMmiLBzeVRpokYIyhtG2smK3pkkkkood3/++ER9dK4U0/s4k0zXxEIM9zsJLyRVzu1te//nWcO3cWXISil2BUNJeiChFUyHkBI/gQhfJm1JQIJcKjcXRppAndsOX2tv08eVfq2OoiaWjKrDmt02ttHLymDrkSgvt6IMKVntAa4G6sMWgDUOCJjuXaAMa0PJ8uCGx0+OLyD1g88DWoHSZEnP7D/7GCN/z0KSRS4tAhylc99fjj2N7ewp/8yR/7ZhdFjk9+6pNQSuH9v3w1AOCZzxwQzflohJWVlZAY7jzM9rN9GH5+CbA5ZksFsFr/ZLbeWLMLdkFvmvThzffgjnEFSJ9qmQUdXkhdmlGI5rt022IYK2AjvaB37GBmxsTEEO58Ibcp3kb7A/F4DPk8vFarz7Up3uau17yXuO2O2j+WLgIuT+cSzf0OSkubGQyrt712XftDc5y5u6sd0nGeefpl/H7O17dnIiii9X/Wbx6OGGGG62to68qzWjxj+2y5oo2kWVJ7mQBYpSEYg9IBPiE4s/UxNFZtkt/7334V/tH/9BhOPfEYcs/ONYA2GqPdMQa2Mvpob4QxmyBJAhuWG+i//farwmCyRdCyLPNGklLKGk2rtYk9HohxcTT310M8IpxoczFnBkht0TLOGBQ0NAOYnWzoHAZpmsJYbPyxo7didXUVyyuJz6XqDQcwFcNotIe+7IWw8QUYR90vBnMbSX9rMKWnmbAwCwHoViSMheugBtcBoCkHwuVJOKhnDPkESKmRUkC5mhdGQ6nZWOUujH68PVZS3/e2YwAA2e9hNBnjH/+bs76NvV4fFaaQ4JjYwpzDrEcGjjHg0rEacfzHtx1FURVApZFIm0dSUm0bZnOlAKDUVNFdColpTsbYX37mM/jU770QGxtpND9QwcyyqkJfjxc9v4213kHt3TQWiS6cdlMuCI/NUFdAF4bRXLIfhCSGPu+XQOwMBe+kAmyuDhGpuDM6I4nGh+tDGkwDmhkP1QMzEDIBMzpSCsnUIMhsaI9fI2Loj0uSN4Cru6K0xm/+/Br+yc9ueeOlPxiAC4HNc+f8tttuuw1Ga6yvb+CGG24AQIVoi6LAsWNHkReFz8WI7P76dG4b3WR1ZZzXeiVjzG5rw7Nq+3QYTTON2znGVWBg2X+3WTLv+LlSx1lzDMXbGGOU3xnBsmLoawzBptxZwAGlnJFkz+yv0bPEPXUjifm/TeFceMOLM0HjjYdcOwZOSpRhERsqOQq1DjWfvCOt2RVbuaIRE51vKasZTa1mRgO/Zhz5E0S/dchMQ2YfmWUgUXO6x1vXvNg+cVMXD/Pk36QsjKQ5RGsFgFhCXBI2swQLZVH4asjHrjqO975NoSjWkNroy6QooQwZG6MRJaOvLj8DRV4gTYmFCAD6/b41hKpQYEyImRhLKWWNCc9JEy8f7x/v0zSSGGNwdbgASloHY5CJgLGXqLRBlqRYX1uDtsZdlmZUUNAYSDtZ7O1sQyQS/V4PqFo+iwuSJwtjeqUuPBcjbUMpSqKNDRVtoI3yFNdGKxitoI1CYN2xhQIbK4Cj9eWRATIrGtr0BPvrG+MXiyovwA3w2//XsVoUi+llDHoZPEmS0tDKRsUsblxZQyHtDZAlCcqRJZ3gHL/99qvwpp/d8uQUADz1eVlRnuDu7jZOnDiBvMjhVjpHiiK4aBshDSOp0ziiD7MXww6Zu483F92O358spq4rQWYp3+fF4zNGehxnwXLgNrLBuFe0BGNe+XG7SU7Zo0TKEPKUBDeAJVgJo5f+zyJFzSmD8Xv2K0nkSe+lCcajPbznrYc9Lf8/+ZmCCkynKVJL5lCWJX7nl0/g5Mlb4UALZVliOBxgNBoTxbFoPwPmnlscLWr8rSl7Uf5jrR/v0/e7IketffYptv5krEELp90+wuprC0XK7SuPiHAAgHGE9FjLDM8Zg+vWjNXpsutSd/K5vKH4gKaBRMZZatcaXkMFGKOJRt86LoSU1HbwmpGkFeVEaWPZKqMc1dq6aOrb2gZCaFqMKqhJY37xe8U33pyT7Fl81LZ2uvmMny6ChlnHzIqw151HrDY3/W2uRwsjqUPqyhjApCCKSSHCIsMZGBOocot5ACCzDNde90ycPn0au9Yg6g+GqLTGpMxx+Ch5vad7e75TOW+G85IAIVrlDCAXBYq3OeUyNn6abY8lPoeTppHEAGh7/iRJ6B4Fh7SJ7IPhEImQBFey12UgprNCafQs5axk5Gk3lQIzvKUgz2pH1z3ECvKTsZBc0YtRh4SE7jlCdB4aRNEgaEN1lqJIklLKsywCRPxBTHbaRxq1MZCJhFb1yTEmbTifYuL2cUw+UBqCJ5AygegTgcg0n0CpCoXSQKRwMluTwlcxNwa6qqCKCkWlPU2s5gIwBu/9xSP+ulprCCnwpp/Zwod/43oAwPraGq65toLRBlkvVHQvqxJJkkK5+4y8gF2GUG0hYGH/sGnGwrjPc2r93mEAzTwyutwsb31TDjp5QxNqNyvyGjM1ArOflXH2kTcC7FzMEeB2jAGaXodTrwxjMJxiKdrbDxrMaCg4avy43zEIBgQqbYLb8dhgdxTMdDYARNff6/WQRCxe/+VXrkE+nUJFXv2bbrwRz3veMrIsCyxegmNvbw8bGxsYT8bo7Gk1RZC+x0Qw7l6dMeUgebPWg1kOFffbpcz/F2oszQtXutLXJD/ne3PeWUFhriKiElOb+uL5VFsYKgxs3bBAAR5HamMJz705Z7GoWzI4WkgXwQQc3E5CCulZfR3M20A1zwYhOIRllFMe5hfdX+ShrkHrGvu5JnVtbwU6IyPJIztc9Np+bp5y3nVkliNz1v4XtC8L/7qMo3nWoCdzTC2IGxaykIUsZCELWchCFrKQhSwkkis6ktQVwWhayAoGkBwlFGSaeFIFSkgXQCJh02ohkhRlNcH6+gYGQ8pT2tndAZjGUEhPjbq8vIqyyKGU8tA6pQgikaapz1Ny9SXi/ZyH0rXd5SrNwr67z3HEqQsCwjkHA4Oy98c4AzgHbD0LABBSgIPBaI3lIZE0qLKCKgqsLC1B+DQURoQNUoLNMMNneV6bv9XafJFO6ivdU7evuDi7+zojEkAoaxPBCDTl5GkiYPDbHO466oNgNo5jMW+ME01qnFPgrt3EmM9qk9uP29/WByuYjCdQhfJRU84YjBBggkHbbUIkHv7gIHgpT9DrZR6q4SjvkUhPSuEcWkYbCMnxgXc+A0ePHgIAbKxvoCwLojW39yK4sDmL0ZzioCNRhKgWLZrhIWzt15CL7t9dh3U6++c7/0GPIgFtT+p+eRTxPB3nyPhtnFOXiPJrOAAupIXC2WvCQHLqe4a5OZIIeJSmaC1gx5iwGCTAQ8M5Z3ATsfPSJzIhtF/cHsMsApD5c0wKhp4tS7E0pAgt1UtiGA6Hfl1J0xSMMfT7/ahchYQQAjs728h6PVcHdx9kAav9gSdBiR6GibO13M9xdKzjrPFcdBnJ5daevy3xc2QNeTajj7Du9+lJDgxCnck4GtQhQnAbrNwvksQt3M4iANzYtuiLykG3QXT5RhufFwVYdIR2KRCNSFn7qrO/sxn7usKxAFjHfdiQEYx2hZftuToimOw80/esqFDzfVxsXpMf/iwgLWIadNOmm2jJU7EGPU2NpChMasKEfsFnYbMTOb3CDqAyGqVWYDC+85dlhTRNARZwrjIRSEqBSVF642B5ZRmTyQR5WWJ12VZxLgtPutDvU/2WyiZ4Sylbho+rSuza7JVAzqkNQKdy6faP73PfjsyAnq0nwxkZSTKRvkq7qiowLpAmmW9DmqaQQkAIgbHN5RguDalQqFIU+o4mq1mKxCyMa7x/nIOykPOIYeef9bCfwhK/I6tkRQmwRsPirOGdBBq2jgvjvnYE15pqEzFNya4ACPcTrtEsAhkbFlUETWi1PeozZVFAK4W0n6G0Rk6aSoyLCRKZokKoaZQmCSQXAcKjNLghMhYuBdVDA1U8ByMWSFdwkHOOJE0w6A+wZNkci7LA6uoqLZqVHZupgExSXwmenjUNBRPrfLNtnxrcoL5fPOfR0shq79v9Hu1nGMAdXt6OKRMrA/Fl7UrawG8slDqAC+7z8Zx0GUyziBt45HQCA6BdbkQ4h5QCRgfDCQZgkhNJilUAlQJBXZmpOSl6WQ+8sjVgnOFlaxKZqD+kMvEKp6NFCLkA8H1paWUJSZKgLEtfTNadbzAY+HVJSulZWN3aMBgMUFUVkiSxjj5SN3TUjq5UiVD/yOWmBCa74HAIz8y3/QIgP83fmSViiraiNYaibbHy5vSQQEhx/ustJBLrqDNRf6/9teL6p3HeLVZXqOkQA2FQM34ccYPPq/XnE2AsHsfWHq/1Jadv2dpeLOhhRtdzu6fTKY0nFu0nGAwz0LEDEcK3Y3aukYXI7dNVTGww1p+UbWP7F3+Vxj26PyFnsX1kPBq6HO1Bj6yPgH1WJf+ZMxZtay+KXVg3hkkAACAASURBVHlaf1NyWRhJlWVsc0lxRVF6UoLmhAnEEysDGENDvw56gdfoIqvURJ2wdWAwKAIulIyPhEvoooIwLkkvga40JLhfpGA0mGBIMgGUdkBog14vgRBAYRU+xgApqeBYMHjs4mhCbo/7LbMkEHRP2j8nKlQZFMwmDj4c0/Zoziqg541DxiA5Jwp066Xp9QaQiQTnzCYpgjwZnGNalh6bW1YVuKCERqOVx/HGE1BY7OKhYzdxEXCgLB7w8Jj68L4Ag7ayZ8CixEwXqQvJmpyfv7r001mETJBPJ97AFUKiKEqvhAFAVVZw+nBsT5ESqGsEIEpT/o8LrBjDwTgHZwbaWKIEAMpUUNp4bx7AkMiElENmKberCjAMlQnGvvvLGPOsjkCgro/7tfsshPCTQVlpiEEGzVkwxoxBL8nAACQuz0hVICUnOB5EkkJyYa9PtP4AGU3MFpn11dnTFFmvhzQNbI5Z1vdsfdweSz8R0QvngdIYjIGKgoYFKiw8ztvvjKmm+9AZRCYoZMYuLtEiw0EKG2fCRx6C0cyiwRSUPX8JwLYtjCnXVqWqGt2tywcLTGmmZhQeRFFKI+tlmIwnACi6LrjAdDLxfUQrQ06CyKHlbM6YwoQxBik4lVvw+XoazFLOu+inZILOwzhcOIZxRXOZ1hCJNVRgIDgHkwkE57X1zTmyeIRIcG3wRhKntjAejBIpBbhg6PX70dzJKWFdhPWZCw6lFbgQyOz8UpQFhBTB4eVbY/sXUJ+3G0pbjdzLLxc+KwuxGgAGTyDj7svtVVvnWkOKxgAd2lbUmKHcL8B+ZqbRaA7DrL5Qc1L4V1W/tVoDojmg5ojwLhT6f+ScOogiOPVvp3MJSd8LVfh9siQjRzIPz8/lwGoTOZE59+88jDMEgpBI2op++Fwz3i27IukaztBhYCLoYYCNTNnvJr44B5jtX60LNaRmpkfOwy6Jx0W0pXEPxrYtQf3H6B5Z2FhrmqE1qNZ17RLi1jSvuUWWT83G1doPZNL93A/RzrxuFNEcyfxyFTex9nwYau+Y/oY1NNb/yHlJRexdW+bV/y4LI4lzbmFsQZGXUtrOFhbi2MolaVjCXpouiPYm2tzoVOTOqG8z9S882s5h2YX8m6KaKJwHBZ3ZN03KvVMmElKUTKgJUVXVeeECoRnthOBZCXXx83Oyn4EUU4q7GgSO8YSojwWEkDWvgeF2IZn5OuxkD02e7FoTDUyHR7tuNrUHR7vt9e+cIyT1gwYPvZuwyB5kKasSIkk8YqUsKxitIdPE9/vgDGj3GYI/mNp+9dokHRqAU7CsEkXH0vGxd03YpFduF8eYLtwpVLEy3owudUVNWQR1C/tRhMiuXAAczIjV+gIpj9y2i5wDtJ2DS4IMOfpiKSWSNIWUYQwIIUiBrXnTuFWyDFxYmblnFD1rZww130LTmcpa2xyjWXwuVvvdRDsY+3tzW3sW9C1tSZKk/iilYiO6/v4OslRViUQHhUNVCoYTy1WYy+NyC47UhDoiRU4dNTGHquprGnnGuY3ku76kIWzNrZjcRxtNtce8vhE5AZ1bHOSl5UJYT7hT4I3vj24bs05Jr8wAEDKUlQjOjPCdRZ71oOx39J+mcdL6vbvPzVYnu+WC4D0dF2Pe+2CNlToQIowhP9bo+bfGWqc+3H4+jNX3cYotY3Vn8EEPPnHBoey4yfMcUkoMl4bkyAMwmUxqDrP4LxDeJ+fcRgQbNDf+S/uYucS9qGa0pKW4xM7fy0fq3ZC1t7W2GO+kq61BbnrpOCxei/zvPOq7PH4jzB8zc+2LVMrZa1VTUwzbg8POGX9BB44p2c8nC+KGhSxkIQtZyEIWspCFLGQhC4nksogkMcZQliH3gKB3HFUVvMcEj7rw8wIN72bbmA2hfLDgGfLRj+7IjPtcO7d3IsQFXe1P2nioGKXAEwGCu2shRCsEOIsKu/4ba+3TlDhi5fbrik4B8DVmOu+RBSxrEyJVP8Y9jC67v51X1Gp25AUNx8GGvOteuFlRRMbqFdS5hVPVn9/B9XobY73PztuvNYSk+69sXh0X3BIvIIoaads/Q6Ip4Dzc3bj/2IvnoGnxs/cFVr0HnSIzhttq6RZWpCzEL456xnl5zRy9uG86LyMQ1wlzfSDchxtnQnBPAe6hSFyAMapB49or0wRSSB8Zc5Albskn4vuuPRN6MLXn47azeTyS+wnr8KjtAx15soQxeO+c1sbPA01v+UEWzgXl+9QQDg76E8aBI+Kpr1lu7gzPyOiKcsO8Z9WAg9eiRi6pXRsNrh38XNfgZeF8JpqjXf/jfptfj4xzjLPa+HUR90Au0YZnx9/DOlcvYN4l5+2z++3fNe/UPjVc3LUxEnnOXZinidNBY1x2XSV6du2m1dc7Y5zjvL1e7TdeKJLursFqxx1UKSuFJE0gU6ujlCWUNmCV8lAtV4+LkAl2XLioHqM8WID6IWemBlVm7kCgDWGeQ9z83CQp6NI8WOMaPkpSDw3Of93zyLxn7I6cNkdIrO/yrt1arTvf3F97Zn6OY7X6aN33ef6771AT4d5CrIMYE+aroDfPDwu/LIwkx24WOmAbtjFvaGw/CQwZ8KFzABFuv6txbUNplsTJZcGo8Rf3i5Zk0ia8A03UaXzfzRpIXft4DOY+A7BpFO2X5OorSjuFN8rH4MwtjPHi2L7XoLya1iBpD4logeu+WddoD1+tH+t3nNEGtx8pHXXD6eAGUgmbHZRaLhikTFAUha/T0Ov3UBkDhgbhR7MrWcw9Q3jvMQSuCeWcZZS7a1DNPQYwDmFCATsew+q80a6sXtMm8YjbHK4Xrh32j27NtleIQBghWkZSDMMLv7n7o3Ecjm9PwP7Oa9fuNIaMCYvGvFCh2pe2EvdUSVWp2juQkgzOsBihZgAcRMl6GfJp7r8naQJVqRpstNn33d+uOVcm0hZlrhtExkTbtGNy5NDMwqE5AzcOxukMbjvHEmUeWJQjE/qmG4Oy1S7XtymhHf46XUZS17b4r7uX+j2359suw2kuY4rF54sAcH6tmXG+fYytLth3LLOGaNjedFzObyCFqcMZ1vG+BxtuJy2LqMuX6/V6KMsSeZ77ebfXy5DnBRgzUX9lcBpUgDlbnaimGhivP9Qe47xGC/NUNpcmzb455/5PhrRd6u3fu1rXbkKXcTTPcZFacUmQ7PjY9vjpclgE30fd8TSv/ndZGElVVSFNk4gOW0NrSrB2D9sROVyMuOTMiw0czJvk5RYOU4tYUME9zjjsmgbOJLQxUOSarR8bKX9dbHVNCbkfIU8jVmRmGUhd2wEgseQLYGQUkaFE13CU5M6Qsgf6j3ExOG2Vb8n272IzDTanPO579GxRSoeFnrkoZIgq1FimDqBUZYGs1/NKKylxCpwzX3ySoobN/mXIKIrmGaJX7X4XLe9apEA50VHRSfrOYXRk6LhcJZBCqFTlE96lixDFOUnuu/0LwBe27FKw4oKZBi5vUHhFUQibiG6NnyRKUGecIk4+n8rmLznvvL9v266Ga6emWBnAki4ET5r77AzBy1mYU0AQxlRsHMSRioMqjtbdkdQQo2FVc2i5KFI90sL8/nE0Wwgi13C5MLHzgdmBqpn2BAj+WB0oIOpGEkD9Lr4ObYslRADDO+PeIIrHS3sd6VpDZkWYY0PJKzL1nfZ73N0GUnOXaN/488xTzvrddNGLN521Xfe5X+suVs5/3YMiaZqiyHOff8TSBDJJyMlnHXp5XsAbw/aBEyrAzbph/Mx6Dwzt1e5CpHZmY1pRqfj8bMb2vzXpiKQ1ySxa93MeQ2jW9pYfsHG9mplzAc7BLqHD2++8yXHgdOOYbOjpZSSVZVDOQYaF1sYrLbRt/m62n1ETq1EtysnuA2rnDW0MURJ3Le/B1rGRZD9LCaZdJ2GAMjBMw3hmKEuDGC9u3LGlzG6giIwkdZFGklcuGQMXYZtgNtlXBAVRiHrnanoUzyfOWA37UwevLaboGI5dA6w2OFi0jehxuYy9TPV3xBi/oD71dBOX6OreZ1GQMptmKRI77PO8QJJQQrivf9QRaaX301aEms+vy0By32NDibzlPECGotNoRtuYVbyllAjD1IcJW14p7hR1NDxWrA4JJQWQ14xkERk9jDUiuLwOM+waU/5eW1vmk9nL+hz7x5HW6Dk+NcZKHSrmDVkZInKXu6F3qTIajYjAxvaRfJqjKAosryz78bC7sxvNM+0x456bn/M4PIzOwFhab1NbnwQXcLVZ3LaW44+ZAJ+NN1vjtsuoaa4NXXP5rH277q8p3lBy0Ki4UfHXfX5r/Q7AcjjWjmkaP3MbTAA5amixPc8xzehY/Eza+wb9hdamerQq8t87R0pkDMXRpctAzX7KZLQ3QpqlSCWNgco6GTjnFnZAJR64ZyZzRzIIEdN726fEGusAY/5hxq9oXuid61cz9477TOQAi699QY6B+LpPktTXxBlnNmZGXcsuI2g/Z0G0oWmIuTbMPGh/qTe/vXL66TGKFIXaokCSBP1vXjm4eKOFLGQhC1nIQhaykIUsZCELuQi5LCJJSilMJ1MPrQm4fyCGR12IdEaTmnHPxs/dXvTo9wbGOo4m0WHdURpHvWqsV19ZOtg418lwV6yznmvhI0kd7kGG+mY+Az7G0Hh+Da9bvb3w2yiKJAJkRHDvLRENGAk6vOvNd2CMDhSr8Q36fKK2F6/pP3MeAfrs8Pdtz15MQw0EuKbzIFRVhel0ioMqVVVhd3cXPZvwKiQRJFRlWaN0p0hOswaRzdtyrxYscpbt7/lpwotcH2iSZhjDPEQ0pjVmIPpvaQtP+roYNW+haXnSuQh05nHEyUWNnOMoRLti4gXXd7u84/XoWNivHUVrfjc2P6TmgQ87dH6fS7qgHi2P3ZMPfaN+4ZYMV6sqRFWU0sinkyf3opeZlGUFVSlLh+7mX+aLKwNUn4rZyEQ8xzMwgBkI26c5CxFc56502Q/GGF80kxtW+42uGyLwdVgdBUVonvUDOERD7SbBY8h0uLbbh/kGsVYUCrD9K54X7PpFv7mdogZ1SKt7zuiwM/fz+88gadg3IhX95sZiZz5dV6Ro/21OaK2K1z/mo0nh+Pr6FdY2wD1Jfenp2Je17O7uYRnL6NtC9owZVGUJzYxHsSS2dli8DpDYec4+Z2ZCSn4zotPUJbpqJ3UJcxEiex66am2Huc5zwTLPeS/kHvY5fy04s08bmNtn1vb4OI8+ia9Th7Q20VheQmXmlnQHe93xQbeJ00KU0hY94taqCtPJfPrfZWEkaWMwzXMkFobQH/QhhIRSATrAucClkDd0vYhOQoaG/hOTPTTPwRoDL1bamvvRQHOF9xgYJ/iRjharJrOe0ioYTn4nUxuwriYHweOYLXzG/PncIprIpHXPzYRfABCJI2lgIScjUqod3K4JqerCrDefQydiwC4Gs/KSuiaKrkHS3I3qllAbKcfN2AWKDi6KAjs7Ox0NOhgihMD29jbUcAgAOHLkCMqqwN7uHhKr1Pb7feT5lF6Bh4Ka5nzjZT8Yq/vdGRR149i0visVaidVluPRQfKSJAkw0sggquVjODhSPN5Ye05ltmZZTDgREtRD3ZdwZL3wMjizdZKiIpwdz6XL8QDGHOLP7dh+rF3b5pF9FADmfn8KFu8u+Jgr/Lu3u4fNzc0n/ZqXkwghsLO9g9QW+F5aWoLRBvk0p/kaNhG90T8dMoQx5otQwtCwa46P5tzpIHpdz945GpxwyWvz+izpMggYnIEUGVO2BtisUzWnihacxn3vUqpqG+bsq/vttx8kaq5zNB0d59te/6152ti3yawWGRx7dGx4NM1rxMyIZt959+kuXHCMRiOUZQkAGAwHyHpUPNb1badzuLkfCOOjqXs4Rlf3QvzT7sKhziGsMafPlFnviLG5jZmnTPYbf/Fv+63vF3Ut1jh907E9w0i6AOla6mLjTGuNqlKg+t7UN6bTHNvb23Od/7IwktbX1zCdTP2DStMMo9EIy8vL3jDa2xthMBigLMvogQYmK1cBvT8YQKugdAE2P4Vzv3gBUfHW2NvX8lKQdCn8XS+WMw4IgEFGSpn23nLnaWSMQ6LBiBV5xv3gV6xldNW86AASGfKFGGOUz+GjKcwvsM7b6xODI2VQ2EKIjEcGoVUiOa9XZGec1ZQyxsIkxVzCu1UqGWdg8TN1CrQO74YiB7ymBHDO2qQN9ruqFHq9rPZ+ARZNpmFgGOPytbS9f4MiJ2aqc2fP4thVx1rv+qDI2vo6VtfW4N6UNho727tYXln2z3V3dw9JIilXyUZxq6pCqSr0sp6n5jY28gLGalEfl9dT+eTavBXxdd/jiJExtvI1s+9Q2X0ZB5fcFjCm48qqJMUtqiznPOw18X0sXtQaCxwof4YM5jjqFTzznIvaYkpOgnqehvPyxnmULex15NiozRv2ebLGcS3lsmE8GbfQGkNe+0iaRljUikabaqps5JAPkbKyrDx7pcudcQrKZJJjaYnuuaoq9HoZxuOJX3jObW7ixIkTOMiytLSELMv8o2WMoSgLLC8vQ1smyd3dXUgpiQnPzjcw5Pzb3t5GmrooVFvJc9YUYyGCQHT+wu4fK4j0ueaw6kJDNAwfd7w3imLnlt+PxztTn63th8aY8AtV7XnVnHtRA+rfUNN0/HlnKE7OGdGODTSMNtN+PvYCXR9bTlM3XvYnb4idP/XL6KpCr9/zv1VVCa21nzeklJhOpzAmeLjJScNRVUS0AwBnTp/B0WNHW/d6UOTIkSMNvY7WBSmln4Mm4wmyjKJJwkYIyrJEkhBjq3NiVbqCNlSw3L9c63zjES10VVUQM9iDZ0krB7djH9c3a3sa0xjj4Xz7mQZG630da/RxPtOlss8xTaiYulLKI4+SJIHWdTRX11oUO+xFpNPFzsHGDQIt+5CMl7C7I1OY5Wyon1cIbkkZACESkE5X+OeQ9TIopZDnJZaXSU8syxJZliLPCz+mTj3+OK697rrZDyySy8JIqqoKPEr6LYoCW1tbKIsCw6UlAMBg0McTp07h8JEj/ka1DmG0GA5jGpOjm/hjtjgGhn176AxpGkytzt9yVoRkWD/ZEh6COlDDgx8n7HIdea2blrIPK0Z0x3bBcxOBUgqCC2RZVjfGora758QFRY2cUcp4VAsjMpI4o7+itjA3FkxtoIwC06y2n38eImIG4w7OEUWTujyCdhHt9TJPa+0UhaoME54QNGlmWYrcwumEFJT4GcER19fXIWXSvMqBkXw6pTFlX3tZTrC5uQWlFFaWVwCQx64qFaQU2BuNAAC9LMPQRp+cQSmTFNrUoXEqYmX0E5RdxGLvdtzXYmpurakPO0pjADDCoBmljKW1pERfjdEtZTA2Apw4RiQyoGIK4bg6dxgX4O3FrXnOaGO3ty1e6PZbVLrO1XaR7X9c+0RzHV7kBQCrvDKBsqx8JFZKibKssLq6gr3dPQBUt2R7axvLK8veA3z11cdnli04KKIqcji5PqqUwmiPxs6SXavWN9aRT3PvnHP7KaUghaw9I61dPaVAo+7GkHtXAUURw17D35o+E33oQgrAn7NBH147OBbW3a9ZfZDFbI1eTJMrruv0kXLU9Vs3tmbf81yIzBNwnbcJTVldWwtoBWOQ9TIURYGyoPEipbRrc32eJAfxEsYj2m9tbQ1pml3YxZ9GUhRFjUinyAuMx2MIITBcorVobX0No9EIjDOoKjhvyqKsrRek8NNLNVGfDGPKOcvkxah/T5rUjHnU1cbYMTZr3NWcZ3OIc4J6gq94La8qOAd26zo150j42TmEngqpj8n6k1KqqjlrhJC2JpJ1BmuNqqzQ7/ext0drVZZlGI3GWFtb9SkWx44dmzt6tSBuWMhCFrKQhSxkIQtZyEIWspBILgu3n5QSVaVqnrPl5WVkWQpnSU7GEzz7+mfj4Ycf8R7ujUOHUBQFjDE+rF0UhccpONw1F/UK5u63OLpCfy7Mt9DMSbKRRP9bvB8DPHGDAQPTphbZ8jC4CJ/e6ZdubHK3oErl79V5+Ys8h5QJ0iztPFcczeHMes2d3czjCFiw3Ln9F2Pam2f29ZKMATdREVBwGE7U7r5GEatH2+yF6Hm1zksHjG3UI80yLC8voSwr7812YfuiKHyV7rIssLO7i6uuugpFQX3HVLOL9R4EWVpegVbKRyrTNMHRo8cIqmjfx2hvD1nWQ1VVGA7IC571Uuzs7EAKif5gAIDwu1ImrQxiF1mKIy/NPjw74kqRTw4O6aYhYcesgS+kmSQh2lcbn62gkm55eusesNgzpmu/A4BSDC6JPi4cy4TL8YjGQI1Yxl+s9d1353hb/HeWzLvfeWVWFKkJYRDYs9GQLMswHA5QFKWHiimVA8Ygz5mHY5RFgbPnzmF1bdXXN1Fa197XQRSZJLZ/03fOBQbDIdIkQ1nY3KxihJWVFYxHYx8BKFDAaEBI6Y81Wtt1iKJEdD4OQKGqwjYhuPeU1oVmyVrXM90EOk2pETe4QyPPqv/EiICk3hftNt8GhM61T65cV+sbDd1n7+gYNuPaXefs2mrqx8yOJjUggnNEnWLZ3d1BWVCEtj/o+8i1G0NFUWLz3DkcPnI4RFGKolUfsdfv1XSXgyZCJrYchF0rhECSZWBw9ZGAvdEYvSyDkP8/e2/WZVdxrQt+sfrd78yUBML42MYGN+BjGhskMK0bOHDK597nqrfzWv+g6rHqZ9yHGuPe4XvO02muDQZjYzohgTACYfCwjY1Eoy6b3a292oh6iIi5Yu3cKe0UCZlKxcdIlLn22quNL+aM2bqUh+15HpIygedUId8u25zj4jAGzhi4EOQVcF0X5W4/0xk38OzQmhvBcNWn0p4YVV7drRe1YkLU5iZ9LiFEVUOB6dxz80pm/73SFS9yB5s95tV9VHpinmcoSxmqqr1gRcHhBwHKUvZeBWRUzfnz59HtdihioigK0m+uhD2hJXIukGcZTahhGKDVasHzXMSTGACwMRigLEtEUYSlpSUAwNraGjqdNjzPo5ykLM8R+j5KXsqcHswMNop4U0TaxrrIJJ/+3VT+qjwkU+CYRQmMRRIDuMNr4Xa687r+Li0khKEg6t/VnzqW2XM9CMhk+Kr/iwvP9RAGIQqVpyWvol5ogeLSGatVAZP3U3e36kVSfUHJVPhS9V2Kb0f1LHhZyu+5bCY8ks9cTxXCMft60jRFu9NWuznY2BjAdRzaVpZchTRkiNWYaLVa6PV6SKZTimfudjuYqMXWfoTs35JCz3BB4KPZbIIxho01mVx/7vynOHzjTWi2GuSOv3D+Inq9njqGnFCarRayNK8dX+fAmQuimhHiMoqaEIIW2cwIZ9OLdc45RKlCTl0zN6J+j3J0qP2YD8zkDswTMvIa51SdY3JxxlDx2DEqJFaTtiwEYbr49aWZCly1yGe1bZcLtzO3zHKhOtHVBYlstUACJGf6/b4+AdZW1wCAOKX3kaFh8u8wivCVr3wFo9EYDWWgksV2CuxneJ6HNE1p3vZ8D71eD47jUNjdaDRCq9lCkiZkvHNL1ZDbrfIsirKAx1xlaKj3opMypB6yCphrETb3nTI2b9zrxZS5nwM9QiuZJrdtWgzMGbNbqj4zC6PLVhC7wuJGzOyz6Xyzc8wWx58XyjSrhc2qAvVwn9mF0oJhOo6LqNGg35PpFAJAoyHnWs45ut0uNjYGWFqS/JtOEzSbDWRZBt/IXdNGwP0IzSktP1zXRavVghACExUytbGxgYMHDkiuGHmuQRBA8HpYq6MWRFXOtdKJypLe8V5bdJr82bRtke9dAbQgVHqd2dOOQRqXs+kUjcbMwmHG4KkN/juNrULsNk8fgozbeZap73FD9+YIghBpmhFPgzDAl798MzY2BmgoPjaazYUNHntikQQAfuAbq10OgKMsC0Op7SIMQ7x7+jS+c/vtAKAS+zim8QihSuZv+j4gZDI4LUC4VMoYGIRuNqrLSc5Yp7fjTdKeJLMAAgOjikV0UJCYUt+TuUaMV9ejmwgywei6zYBV0ztjer6o0avnSgs857RIiqKoujaoJloqZ6PmITLyOMjUwlh1nXTd8n+URK7uXS+6HGOBpRdOZl2kknPwkqMQVYd6naBfF+Dq/ua9CsMjyJhU/huNBpJEWr03NjawvLyEixsbVJghy2TZ68iw5sVxTMrdfgRjLsKwAU8p+VxoRYyjpxTiIAjQaDbxzjtv45u3fRMA0G530Ol0ZGU8FXccT6ZwHJnsWT37yjCwqYDJnIaUs55c11GLLGPBby6S5nlkq4OZv1bVj2ZXUXO/aix26t4gBiFcVTq+WiTNXqO+D7N6DvRvpgC5gnI399M53qidQiWE6kofIJt5mwq3HwSIokh65QGMx2McOHAAf/3rX3HzzTcDkE1VgyBQwlY+r8FggG63s2PXvBdRFDIm3vEqpUz/qwsyLC8vI01lk1mt3BZlAddxazl3Hjy4LgPnjBZEnMuICsepF26oxraed2ffKQA4NJ/WlulM/15tqyhb54BeZG2yb88b25cb4/pMM9byaidW23er4wjj98thqwXSLDaN/i3cQ5fLi1gUjsPIw1EWBUW8aO9IMp1i5cABXFpdRVNZtRlABhg9PzHmAti/xgfJEVEzSOV5BsYcMjKsOCsoyxJZnlNbizhN0ev3keS5LKYCGT0ji0NVxmYuBFXr5YbCv5Pz647gc1qAACAOuq4LCIFSFy4DwBwHJeeYTCZoqkWSNpqbiyS9nTnsc8lJmp0mNhsjJJ/0POv5HnzfV1Ww5b6yiIODMx9+iK9+7asAgDieIgwDNBoRlQVfX1tDVxmDr4Q9sUiS4Vc+kURWyWIoyyp8w/cDCCFw85e/TN/76wcf4Gu33CLLRaqQD8d14TA5GHQVLM6Vx8aYdUnRWXBNZHqONPTftZAih8ERZk8YXcWt+j+YAweAcOoDkDMOxqtkdrpmY6Eij1L9nms3s6kM69ANJTDLohLg8ll/IQAAIABJREFU+jL0wsb8W7AqzElb+GvnNRZXzFjcVJ6pujARArUiDWBsIQvO5eYvP/Ap8dVR1fY454hj6XEcj0bo93vo9Xo1t3y73cLa6hr1Ymi1mphO929PFxqb6l2kSSarBgpBAqXT7UIIgW9+81s0OR4/fgx/93d/h06nS2XjXd9FWXJ4HqsphbOe1EUTIXWRERp3hpdUL+D1eK6VKp7rSdKKBNu8wyaFUM0LeozTGK4Xa3Aws3A3jB5CCHAhUJZ8hlNzrO1brO+YqPoczVMEtxSUQsxZ4lwO9eexVXU715OFGgBZ/c/zPLiuQ+F2w+EQnU4HNxw6VIUPNRqIoghJktBxDh06tK/L6gN6ce3ULdeOo4rHyDEbhlIeNaJGrZqWcAV4xslApOdTWbFJ8kovquQzZTPnNt+h/r65n+aiyQnau/ZvVWnV5BAAOLVxS4a9aocrjr/aqNtqTlCT/JWWH/MWP5flyTzv0qzXaPa7MyGCM5do7qi2L8bALM3I6+H5HtIkRZ7npKuMRiM4jiMLfqhraHc6qmqbR4a/ZrMJNe3uS2hdrCrsw1EUAq5beQ0cx0VZFnLRqV7KdDpFs9VCMp2Sniir33lwGaPqrGVZgjNZRIo8DpxvM7nic8Ks56hGvs1XeLXXTN9TRr6iqAzVQRggCkOURUH6pKOLc81VxD6PpdzmBdFmWup+i2pOzQsw5iBWBjtA6sNOnuPGw4dJpjUaEcIwVHOrvPYbbryRCjtcCbZwg4WFhYWFhYWFhYWFhYE94UnSKzzHUda0LEOj2URZ8ipcoSgQhgFCFQoCAN/69rdRFgUuXrxE7uooijCeTNBoNCrrQslVXXij0R6whWV6ccyG25EXpmZNVutQI9mXrH8MqjO62i4YeZMAUCje7MLdvAedgKdD5nzhb4oh9SLPCMOoHYiul3KSyLS3lScJc7brfStQcrIQVWlJh4GVm+NM5d9mgEe9K3PtkhmDR/1pGD75+GNwIXD48GEAwOHDh8G5gB8EaCqv0XQ6RRxP0Wg2yIonr2tz8vJ+gaeSYU3vThhGyIuCrMi5ClMYDUeUk3TkyP0oihxnz5wlnrU7LcRxjKgR1fpt6VASGv9G2e/Zwg0m5oXimf/q8vP692rH+nHMnCQ5/uef02zMKPv/AACvPJ/aQq68BExUfwtt7WdVM1pBeRtbW9Skh2jmPrHZBjc3olTvN3MfQm9bMExkXjx33VAp/5DNdnWxCoaPPvoYnHPcdJPk1I033CCLwPg+9XjRhR1arSbl/hVFQZ7G/QrdF8ws+hOGocwnLSuvURAEaLfbNY44joNkmlQFhRyGyWQK3/cotKoshQqZrjzwcq5im169liNmqKQsvHPl8aHH/qzfhdX+VRyb8WoJM7JBO1vnDOTqu6gNdDqScUPm1ysP7mXk8TwOzPMi1S5o8/nm7mMc67NEZbXaLeKG47jIsgyTyQR9lX/U6/fhMEbFhwDpyZUJ6SVdW55nC3vpr0W4nszLI/2LyZ6WjDmUS5MkKRqNCEEYUuELPwhQlCVKzskDwqEKEkUReaa4KnkNpwr+57sYbnelNzlLma08s6bueeWTGlFVQK3ljhAyQqfjdDBV3ks9rzDjAnRbAlaTZFeKf5jdPn+/LZy5tL/WEV3XoTVBkqYQAJWLB2T+GWMMQeDD96V3KY5jjMe6mI7MGy2KfHPxpS2wJxZJruvBzBFIU61oVaEJrhtgGk/RX1rC+ppMLHY9D0Hgo9NuI1QKneMwDAdDuI5L3+WcU7NSHUteC4n7DI5XM9zOzBe6fGUSY4FklqYXDOCyoAOgQugE6jkR6nd9zZ4q3FAWJbmsdZGGPM3huA4aYaOuvGxxuwxG4z0jjMq8bopZ51WfHPNZVL/Lf+tNYmV1OxgRd0JUiznz8uYVbQCki/XDDz8EIMN7vnTzzZhOp9Rlm3MOXxFmpHq6OCo80DWayXWa3X1duGE2dwhgMvRDmOE1DuJJjMM33YSRCpMqixJcCPSXltBRPSqyPMOnn57DyoFldLuyx9Jsry29TTe9nC3isGlhxGf6MgCUO6jzlcz7AAyjgT6uaWCYO+HJpcrsNhVqbSi6VRjb7EKGQYXQsmpBLSAwt9rYVjHlpuKlQu2ulNA+ex20QNoONgd5zwgjtVjOcpw5cwaAbOx4ww03VE1Q1feCUIY7U38syJDVNM3oPLXww30KHWaqUZSFqsxVNbn0fA/T6RSNRgOiqObpMAxlw0ZXhxAxXLp0Ed1uxyh+4RphrPIckgPeJp1u8yJJKoGLDJPNc3vtoPVNMwsi44NNuFwvs9lNmwwBO6i0bnmkRZXjHVCiJ+MJzpw9C0AaGlrtFuJJTM8+CAJwXqIsOS2mp9OpLEQ1Tajv1jSOEYT7mVt1+aB73TiG8cbzZLgicxzq39ZqteA4DoIwhKO+7wYBLl24gP7SEtpKfrmuS/OW5m5ZlttuJvu5Y9bQbH42sziibQvKBIdCGYXSh6rUBxkyzeC5Lj1vXeyCsaonEpkkxQL9zz4DLpcPWOQcnFeG7jAMZA6tmj/zXBqwpNGhMgK2Wj2pi+rwV8+nprRXAtvPFgoLCwsLCwsLCwsLC4vtwuYkWVhYWFhYWFhYWFhYGLCLJAsLCwsLCwsLCwsLCwN2kWRhYWFhYWFhYWFhYWHALpIsLCwsLCwsLCwsLCwM2EWShYWFhYWFhYWFhYWFAbtIsrCwsLCwsLCwsLCwMGAXSRYWFhYWFhYWFhYWFgbsIsnCwsLCwsLCwsLCwsKAXSRZWFhYWFhYWFhYWFgYsIskCwsLCwsLCwsLCwsLA3aRZGFhYWFhYWFhYWFhYcAukiwsLCwsLCwsLCwsLAzYRZKFhYWFhYWFhYWFhYUBu0iysLCwsLCwsLCwsLAwYBdJFhYWFhYWFhYWFhYWBuwiycLCwsLCwsLCwsLCwoBdJFlYWFhYWFhYWFhYWBiwiyQLCwsLCwsLCwsLCwsDdpFkYWFhYWFhYWFhYWFhwC6SLCwsLCwsLCwsLCwsDNhFkoWFhYWFhYWFhYWFhQFvty8AAP7b//Xfhfk3/SHEpn2FsX3zpwADIGY+EXOOo7czxuZur/9u/D17VvPPzYfa8ryL7bjYbjuLxW5i3nObv58z8/fW3zM/u9J7md1vdu9N399iv3/+f/+PBd/atYX/9n//D2HyZx6nBDRfsKOcWmz7gpxaEAtzalew2Jhf+GhX4JT+23wm2zmP5dTW2GlZxQW/quvYkmfg5h8zn22fI3uaV+JquLP1dxzH3fZ3trMffboFX6+03z//P//7vuTVTssqvuCYvdzYrj5T/zIxc3H6T8upy+t0zkJ63VbH2Auc2hOLpGsJTD1uIgcx18Ji72DLidicsOSOX8j1XA7XI6euZnFkYbEt6CFGtGJXpdTtF1jO7U3sRVk1z9BUXQgspxSuB07ZcDsLCwsLCwsLCwsLCwsD1pO0CGasB3ITq1u+t3W4xb4g2BdvoVj02iz2OITY5Fqexa46bHaYU3sas8bI68D6ZrE72OSVlRtrlu9Nny9wvD2JHeKR5eMuY5dk1Zbeojn7AJZT2zvMHr7HbcJ6kraD2ZD8vTzYLSyuBVxnnNpPwsNi72ITj+ywmwvLRwvG2ELjwHJqMew3TllP0gKYa+GesSLITQvaOhYcQ+wqkui+KOw3Iuw7LPB+djOSelFO7QssIoAZ29sJvRbXBi5n4TaH4aJDbS9T8TPQxcqvPYQ9Iqu2nIOZsJxaAPuVU3aRtCA2JehdB8nlFtcuGGObqgPJXzZXDNotWE5J7FfhYrFLmOHR9Z5cPgvLt72FnZdVVz/W5aXMWyjBcuoy2M+csuF2FhYWFhYWFhYWFhYWBuwiaRvYd2FAFvsWDNiyhCp1/toD4V3XO6f2swXOYhdhh5XFNYJrRVZZTl2f2BvhdpogWzXkq22onJzz3aLbb5pYHXqLZqVGlTkzT2hT9bmr4bEwf60fYDcUKMEXu4bZZ7XdZmBXurfPmp9hfnvumfa5cjq3detMWAMYIwH0eXNqcyPSBTlVO5j56xb9K/YiLndLV9HwdVHu7PT8cb1zCsD2ZJWxP5vTAFNgMRk0/7AGZ7bsM2P+epl3czle7QZ24BLmPR9qkrzNRuWLYvYYjp5f9ef6uHo/dr2biCS2Jav0Z9h5Ti0Eyyl5uAU5tVBBjMvssxc4ZT1Jewh7bcrcKaXNwsLCwmLvY6/JIAuLax2WU9c29oYn6XrGnMpee8HyYBdIFhYWFtcB9qgMuhrMk0ef1ZptcS3C9EKJTZvk9i2+shP9KS2n9g2nrCfJwsLCwsLCwsLCwsLCgPUk7SC261a9Ugfn3cCVVv/Ww2RhYWFxbWNTvxe58apl0I5ayRc99Wxa4nVk3bbYCrvnrbGc2p+wnqRdxLXWwdkukCwsLCz2D641GbQVrMyx2CuwnNpfsJ6kncR2xtQiHZz3COziyMLi84flj8UXhjkW7s8kg3bU6L3gBSxo5b5S5bodrX5msQewS+/Tcop+30+csp6k3cImY8PeVJDsAsnCwsJiH+IakUFXi1mZZGXU9QRh/MzbNk+J32r7NmA5te9gF0kWFhYWFhYWFhYWFhYG7CJpN7H/F+EWFhYWFnsV+1QGXc7CfT1aw69PMGwe4PO2zX6+A6fdh7g6Tl37YXfXVE4SAyAYq3XXnbvPTp9YoBr4ZsdloWrfi82fXaughvIQtX8B5Tpm82v+z63EItiWxJqNWd1qv8+1e7bFjnNqp9+PGa4gjP4VTMyMi708GS/Yd0OAL7DT1pzatOtMx/OtuqJbLA4S/brTvHp+NQ7hGlENBOryy8Q2ZVmNp+YBRW2nq4Mpc7c6zww2VRgztwm26TNga15drQzasi2PmbsB1MbNVvOvxaJgc34Xxjs3PhdMzs1i9jvGtu32TNqjnJrlCsM8DlzpcJt7T12WU3MUB82dilPzzrj1VewGp6wnyeLzw040ZbOwsKhgOWVxHeNzM4ZchldCCGtMuOYwsxia3UYr5ytsE3aJ+tmxA7le87wUXxDsIsnCwsLCwsJib2LWGr1Lfjq7ULKwuP5gF0kWFhYWFhYWFhYWFhYGrqmcJAsLCwsLC4v9i015sHKj3rBpnx07r+EpWjSX1sJiP2FP5/buEqwnycLCwsLCwmLPYZPS9gXpcHYxZGFhAVhPkoWFhYWFhcVewRyvUa0a1xdUTXa2OqSFxb7HoraB64gW1pNkYWFhYWFhsbdQq3osdiUUyHqULCyub9hFkoWFhYWFhYWFhYWFhQG7SLKwsLCwsLDYe7COHAsLi13E3spJmtfFvPax/Fu7wAXn4JxDCAHHcWgf13GQFwXFE+d5jjAMUZYlPE/esv4eZo4PzHGxs5kOxQqCCTDBIK6iK3P16xadlLF1hZ1aePaC4QC85AAAz/cguEDJS7iOS9cguIDjOpc9nu4kvSlGfOaa5j2rq8XVhjvUrsAcR3qMfZaLupawQ5xyHAdFUcBV24qyRBgEyGe26e/M4mrf41b82AtVeHaCUyY2zUdbtEKfzZWYN0/My6ewoUOfHZd9gsbz1izQz7wUApxztZvcz3EcuI4jeaO2FWWJIAhQFAVxqSgKuK57mdOa3eYXe8cM7LLya668u4ys2vK7DFVu0aKyiu8srz5rXpE+z+eWn3SF4143rL2CrIIQch+DU/rdaK44jgMhOBhjNI6yLEO73UaaprTNcZwt3+emeXOH34B5V180p3zPBxccvORwXIfOywWH67jg4Asdb2Edz9zNvNUtdO8dww5yam8tkq6ALMvkIkgJDM91wTwPAtUgEJwjnk7heR4C35f7eR4YgLIsUZal3O8aS8rckkzbTbSbt8gRe0PptPjisSinptMpXNclI4OvuMUYIx75vk/82qtYZHJfeDFhOWWxBbI8r/HK9zwwxuq8EgKx4pUbBHI/35c6EGO0cAqCYNd5dTVjmb4jUP/3SvgieSWARfU9i92FEEJyQy2IfNcFhAAXgviR5znyPIPv+ySjwjCE4HLhpOWXNk7sJr5ITmkOaUN3nVJiZ1fi+4xT19QiKQpDlJwTIUzBoQUP5xz9Xg95niNJUwCVJdzzPBRFQd/VhNnrmB3EJlGYs9ho1CSRngMmvWPqu4JLiyJjzFqbrzNsh1NFUWCaJABAnibP81Cq/cqyvKzFey9gIcG0sJHMcspiPqIoAi9L4lCu5I4wPEpCiC155e8hXm2nDPc8Y57etqhR8vPm1dxqeftIqdvPKDkHV1zSBrpZr/pSv1/T/wDpjfWV8Q8AkjTdVf1vNzmlI6McJhebXHDpVWbsqhdL+5lTNifJwsLCwsLCwsLCwsLCwLXhSjHAUMWf6pA505rAAGwMBvB9v+ZazYuiZpELwxBZlu3GLWwLsxYHMy9Ixm5s7zglLyG4KqeqvstLDi44HG7XzNcjFuVUEAQIVFiQ6zjI8ryW2xf4Plm/9ywWsJQtnENkOWWxFXT+hM4/AgAVQkfWX8ZIVunQcNd1keV5jUe7GW53uZwJ87N5fYzMCIjthPTsOK/M8xq9l2rXbZ29ex5+EIBzDm6kTACQvDJyYYejERhjCMNQfs/zMJ5MUHIOT4eV7xUv0hfEKQ3NH0kp5alWPOPONmT3opzaB96ka2qRpIsx6FhtODJ50wxhAIBWswkuBMRMqIO5T57nX9yFXyXMsLpNv6s/S76Y8KwS84UkibGtLGRYiBlDb3F9YFFOaYHDjRAgDXOBtdexyDVaTll8VmR5XksO1+FhnHNwYwwSr/S4MeQSFRLaC4aHyyhzi2JP8GpOPsZOFhqy+PxQqDw/kjeQ3OAzIaxRGJIBD5C6HvFQf7csdz8n/QvklD40FxyCK34pThVlQZyiYg7bwT7n1DW1SPJ9n6pvAdjSupakKYQQaEQRACmAwiCguG9AJqzrxL49jVneMIAJGVcqICiudOHjMIBxVptsOFMEWfRYFvsGi3KK8xJC8QiQSmAYhkjTlJSV/ApVuK4VbFWhbxMspyy2QOD7NeWtnFNNFahylPRiKcsyhGGIJEmIS8Vu5iTN0dvmWsJrJTPVP4acYmC7xqsrWbirzy32OmaNDDrigSqxAsgLuUAyq0MGQVCrbrerOem7wSk6DKs4pJ+Z4tii+e3m9V6ZU9c+q66pRRIgFzyaJK7jwHEccCGQqiS9LMtw/PhrWFlewTe/9U0A0rXqui7KskSkFk6+7+99b5LBm1rZSFYNwKtRwjS5NCk45wCToR7acmdx/WARTp184w0sLS/htttuAwBKLh+Px6Tgua5LhVH2LBaYs122fYXUcsqiBsYgjIXRVrx6882TWFpawq233grA4FVRVLxynD0RxrpIsvlWcgrArsuqmoV7niJqsacRhhGKsqgZ8hhjKMsS0+kUAJCmKU699RZWDqzgG9/4Bu3TbDQwmUwoXLwRRRRhtJv4wjg1s+ByHKcq3MA5GKRnlm9znrkeOGXNnBYWFhYWFhYWFhYWFgauKU9SURS1/kaOKsiwtraGs2fPAgAuXLiAdruFjz/5GMPREID0JN19993wPI8S93Qi+rUIXRYVwMLWNIq/FaCcE0pz4rJB36ZwEMEAJuS/QPU7M32r+ndzP2DfmRP2KRblVKMR4cyHZ7CxsQFAemLvueceBEEAX4UtrG9skPV7r2KROPTPlVOfFcLy6lpAqXilc/0c5WVdXV3FR2c/AiB51Ww1cOaMwSvPx9333F3r87K2toZGo7E7N7IVFqqkb8oDLGyl/jx5tWW+hGBWZO1xxNMYQghqXu66Lsmqjz6qOBWGAc6ePYu11TXa78jRIwjDkELsxuPx3ku3+Bw55UDncQnilPZicSGLOew4p2iHnSCWmPn3i8OeWCTNPkIx03lZo+Qcge8bCWcl3n33XVy6eIkWPK1WC4cPH8bK8gpW11YBAHmW4/hrx9FsNnH06BEAVd5BWZZUWUg3JfNcl8IbuMrXePXVV3HbbbfhxhtvBCD7y4wnE5mnYSiGaZoiCAJajMXTqeysbsSUF2WBRhRhMBxS+F8UhpjEMYIgqIUB+r6PLMvo+9Rhmjm1ruxa0dWJi4DMzYrCEPF0Stc4mUzU7wxME0cAjuPCcVxyZcskPhd5ntE5Pc8FF5IQ+s34nodJPEWn00YcS5e36zoU3lgUOVqtFgA5MbWaTZScU25LouKEzUTcoigopt90rV+6dAmnTp1Cu92W1wiG+47cJ7tsG+PE7DGyFfZ+iYHPhqvlVFmW+MO7f8DFixcrTjVbuOlLh5EdzIhTWZrh2KvH0Gg2cPToUQDahc9QlCUJIME55VSY8eBlWeLkyZO45ZZbsLKyAgDodjoYjcfI82rMAMBUNYfWizHd40KHWgBVbHocx/RdoUKbup0OJnFcXaPjIMsyuj+hxpmjilbocah5F4UhUqMSZrPZxMbGBo1DM+RQc4pzAcYcMOZQ4r2OA9cLU0AacPTv+vl4nofpdIper4fxeEzf9TwPYPLY5rPQ8w31ulJ9r1zXJYUzz3NEYQgB1BpqX7hwAe+8/Q7aHXkvDnNw5OiRWh8a85mYoDG22wnQXyAW5VXBOYIgqPHq3XffrfGq2Wriy1++Gb1uD+vr6wBkPsVrr72GKIxw/wP3A5DV7bbilee6FCrL1Xs//tpxfOf276Df7wMA2q0WVtfWEIYhvUeHMWq6rsdSmmXEq0r5YvBcF8PRiI6XZRlKXqIRRYhVmJPumZbO6T/jKrniOuo8aYooisAYI1mX5zn6/T4GgwFazSYAYDSHVwCD63rwPJ9CezWvsizbxCvGGO3n+z6SJEGv18NkMqHrrriUoaM4vTEY0DXq95UkCc1xGlmeIwgCMIBkjhAC58+fx9tvv41Op6Oet4OjR4+AqTlG7+e57mbl1Kgqej1gUU65qnmsntO4EDj9zmmsrq2SESEMQ3zlK3+HyWSC1UtSVpW8xLFjxxAGIY4o/c913YU5VRQFXj/xOr5x6zdw6NAhAHIsjcdjuK5LugxTnPJ9f5OsAqp5V8ug8XiMfq8HQI6joizQaDQQG7JK639m7hFjDK7jKj2p0qP0/onKvWeModNuSx415H6mrNJPXnDAdTy4jreJU3me0/j0lZ5gyl3f96Ws6nYxVpzSskoIgbIo0YjkuxlPJvA8T+q86phZnlN+mNaZzaI3emxwIfDJJ5/g9OnTXzin9sQiaVFEUSSVE6UENaIGBhsDOK6DH9z7AwBSoHAuK+DcnNwMAFheWsJ//q//Bcd1MBhK71Kj0SDF3Ayl1EJCD0nHcaQwmMR47733cMMNNwAA1tbXsbK8DAA0OFzXhed5cBwHI6XcvH3qbWRZhqIoahVYwjBEEAQYqut54IcPoN1uYzweo6mERJqmOHfuHN49/S7FsR++6TC+9a1vodvtbno+ge9jMBzilZdfUdc1Rr/Xx0MPPUiN1aIoogWaJu8br7+BoiiQJAl+/JOfAIBSGgVc16st0MoyB+eCvvvrX/8GWZ7hyJEjtODTJWsZY2g2mxQvfOqtUxhPxoAAbr/jdvlulpfRajapypp+5lrgaOKAMXz44YdoRA2aBDjn1Dlbn7ssCmR5vi8KCHwRiMIQG4MBcSqKGtjY2KhzyvchIBcSX06/DABY6vcrTg0GAOTiQQC02NDwPK+mWDiOg1arhdFwhPffe58E18ZggJ4a13pRI4RAEAQIwxCj0QgA8ObJN5GkCQQXVI0nz3I0Gg14vkecevDBB9FqtTAYDmnhlGUZzp8/j3dPv4uilALh8OHDuPXWW9HtdlEUBbUGaLfbKIoCg+EQb558U12XjGt/4vHHSUGMoghRFGEwGFSceuMNFLnm1I/pXrSANDmlBZPe9vzzzyPPc9x///2koAVBgEIVxvA8j57PyTdOIkkScM6JU0tLS+h0OsiVsAGkMOPKgugaAvfs2bNotVo0v5SFLNCR5zkpHtpQtN0k4esZJKuU0h2F8m/XcXHvvfcCkO+kLAuwL7PamPvP//hPRGFE8xwglYT64qXilVYmXcdBo9HAYDjAqVOn8MgjjwAAPvr4Y9z8pS8hSZJaU9t5vErTFAICrlMZrDzfQ6fdwSeffgIAeOKJJ+C6bs34VhQFLly4gNPvnEaaKVl142Hcetut6HW7ymAmz93rdjFU53z55ZcBSMWqyAv8wz88QbwKggBRGGIwHJIi+8brb6AsSyRpgscee4zuRctyk1d6AaY59Nvf/hZ5nuPo0aN03Y5qZeC6rlRQtaw6dQqj4QiO6+D22ytedTsdUuL0O6DKYCavzpxFu9Wu8YoLgTLLarwqOa/NjRZbw2EMWVHQ/OUHAZIkged6uOOOOwAA/V4PaZbCc10q1NVqtfCLX/wCwXJQW0AsyqlWq4WNjQ386U9/woEDBwAA6+vruOHQIeRKbwIqTkVhSOP7zTffRJqk4IJXnCoL+J6PdqeNTz/5FADwxD8oTsXxZk6dPk3nOHzjYXzzW98kWaXvsRFFKMoScRzj1FunAIB0rUcefYQWXr7vIwxDDA397+QbJ1GUBdIkxWM/kpzSRkPXdUkHE6iqQuvv/ub530hO3V9xSs5r8vuBXxVMe/Pkm5hMJnAcB3d8V76vXq9Hsores2n4V787jOGjsx/tCqeuKamXJAmWl5aR5TmyPMe//du/oSxL/Oixx8iFyJi0fAW+jwMrKziwsoLBcIh/+tnPEMcxThw/gRPHT8D3fVrxaiVAWw+KoqAfzjnefvsd+L4P13WpV0yz2cTGYECLIQC0MHDUhOk4DtY31snK5vnyJ2pEGA6HGI6GYI6sKvL73/8ew+GQFDN97pWVFVpQBUGA9bV1CCEwmUzICxao1XxeFGg2m4inMeJpjE67g3gaU9Ux/TOeTNBqNimkI45jxHEM3/dJ4YvCkCov6WerrQfaS1SWpazGFIQ4/c5pOl6g/jUthQCQZilK1YW+1+uh1+tJq7kikb5v/QyZ8Rw55xgNRyh5SeeOwghR1CAbCp9KAAAgAElEQVSlXLqQLbaD6Syn/v3fUPLNnHIVp1aWl7GyvIzhaCQ5NYlx4sQJnDhxgqxn2mukJyxAen31exNC4NSpUwijECUv0e100O104DgOJnGMjcGA3jtZDRW3GGMYjobECb0tCALE0xij4YhCck6/cxrj8ZgW7XrsEaf8AIG/mVN6HE+nUxSaU4ojnXYH01hySl+jtgqanJrGU0ynUwRBgEajgUajgVBxSl+HtvybXmAhBPJMWqffefsd4n0YhqQocuWl0F5nz/MgIHDo0CEcOnQIURTRcTWn9HUCoP49JecYj8c1ToVRiGajWeeUENeNVXunoGVVnufI8xz//u//Dl5yPPajOq+0FbrX7aLX7SKOY/zX//pfsL6xjpdffhkvv/wyRQZ4Bq8454AQyIuCfrgQeOftd9Dv98FLjlaziVazieXlZWwMBmDaOqvmVcbYfF75Fa9cT1qsP/30UzSiBhpRA8eOHas8uOonyzL0+334gV/Jqg3pHYunU6qMGQYBhbpLq68nfzwPJS+RKu+tKauaBq8m8QSTeALf82u8AlCTVWZ0gn5eaZrC93y8feptKY89j+S6lmUaWZrR8UxZpe+FeMUYXMUV/cz4HF5FUWR59RkhhEAURVRo6FfP/AqDwQAPP/wQOu02Ou020ixTRj2QXJlMJvgv//RPWF9fx0svvYSXXnppW5x68+SbaLfbyNKMONXv9XBpdZXer14UmF4WABgOhwjCAGEQ0hzsuR6KssC5T8/RGD527Fi12FY/eZ5jaWlJzv9BiDAIiVNTNQ7b7Tba6r515MP6xjrWN9bRbDaR5RmNcdd1SVY1Go25+l9DGdFN/U8/b1P/0+M/SRN4nodTp05t4hTnvMbnJElIJ+z3++j3+3AcRxpmhCAdBAAthDVPiqLAeLI7nLqmPEmeGgBL/SUAQLvTRpZlVI4YkBN2mmVy0KoVcBAEGE8m+NnPfobnnn0OQOU6d5UCrqEnOa2cuY6DTz75BJ7voSxKsrppxaXRaNTyNPRA0uXHO50O7rzzztpnrWYTaVYNXgD4xS9+gdeOvYbHH/8pXUur2YSjrAtaQSrLEktLS4hjGZ+rLV9hGIJzjmeffRb9ngyLGE/GaESNWrjMcDjEyvIyBmpBBgBZnqHf6yPNUvIKdDodIoO+bm1NNhWuIAzQaDawurpKFnzOObIsQ6/bRV4UdO2yykyTBA8glV/t5dLvgTEG5rooDFfvuXPnEITSmu65Hj3vwXCAMAhQGpVqPMM7aHF5eJ5X41Sn3dnEKTBp6TabMfu+rzj1v+HZ5xSn0rSmmBAMpQWQlqIL5y/I/UpO3l1dhbLZaNC2KIpoDGqLcLfbxd13300hNoDyYhmKCgA8++yzePWVV/HYjx6j62moEJpJPKksdmWBpX6fuKQt3vp+X3jhBdp3mkyxtLwsFS41rudxKs9z9Ho9ZFlGvGi325s4Nc+7pI0VG+sbNN9oJa7b7SJNs2rxyDnNI1rwZ3mOJElqTUj1eczmv+fPn0fgB7VwjiAISFnWz8x6kbaPLWVVllXhOZBl8yeTCSkFOuz6qSefxK+ffx4ASHFwXBcw3ief4RWDzMkYT8bodrv45FNppe52u2g1m2COQ179KAyRK0XH5NU999xT41Wj0aBwGD2Wfvvb3+K3v/ktHn/icfJMRVEkjRyTCaJQtd7gHCvLy8QrbQzToTgn3zhZKZQl0Ov2arJlNBpheXkZg8GgklVZJnmVZpWsardl9IFSnvTzqRkGAHiuhzAMsb6+TpzUXlQpq0qymjOHodlqwmEOhUTleU4RD2aYr+e6EMa5z58/jyDYzKvReIQwCKgZKhfCepG2gZJzJJMJuh0ZbeD5HuXQasi2FAmm06nhxZUpB089+SSeVfqfDp9ehFOXVi8hyzKp56yt0XlWlpfJqAvIMP8sz+uc6nRx9z13yybRV8Epz3URT2I6XslLrKyskP6n5QNjDFEU4eWXXqaoiTiOsdRfQm5E1ozHYywvLUlZpfZLsxT9fh9ZlpHc7ShZNY9TFPoNmUMZRdFcTklvVxXOqOV7XuT0bvQCyXw+OgS4MM597tw5hEG4K5yyks/CwsLCwsLCwsLCwsLANeVJAmPodDp49dirAIA0SfHTx38Kh7GaZcB1XbRaLUp61lVNLl26hJ/+VObcrK2v15I2AdAqWYfVAVWX5wd/+CBeP/E6Tr5xEgBw5OgR+L6P1dVVLC9Ja2Gu8hnyPIdQxy3yAr1ul2KfAbna9TwPubI6AMAjjzyCN954o5asWnIuE7PDAFNVFEGfs9GQYWY6f2k8HquEOJCFrdFo4N777q1ZvtrtNsaqX4D2qnXaHYwnYziOg/f+8B4A4Nvf+TZarVYt+dtMPK/CoGQYXKvZwqlTMhb2R489Jt2oymqq71vHD+dFXgtt0AmBpsdJhyRpq8GHf/uQwjP0vUwmE7x7+l3cffddtTEihLiuksk/C5ji1LFjxwAASZrg8Z/+FMzglHbTt5pNCi8lTq2u4vGfSu/n2vr6plwwx3EANW50gZS8KOB6Ln7wgx/gD3/4A+UlPPH448jyHOPJhKxcZq6a9oAk00SGn3keeU/AGDUL1GPm/vvvx+/f/H3NklYqL2cYhkim0rLt+z5WVQUxxhhZudbX1xFFEYQQGA4lp/pLS7j33nur8AzM51S73ab461lOmdUE9fWaOYtFWWA4HKLZbBKnHlOcyvOcPNEA4LiqgAur8viCIJA5SDMeIJ2Eq63lH/7tQ/KW6XNPJhO8++67uPvuuylswVGc2vUO9dcQGGPodjo49prklZZVTI1ToAr1OXjgAHlZHMbg+z5G4zGeePxxAMCl1dVNlVh1FARjjHilPZRPPfkkXnzpJbx96m0AMidBe3l1hENpeO01kmlCY0fLIME5ySk9Rh544AGcOHECqTomIOeINE1rOaOe5+HCxYvEK51HOxxKT2XJSwofOnjwIBXh0efpqFCpMAzx3HOVrFqEV/reZosbjcdjtDttnD59GoDklaes1mbCvm7mK7ggrnHOKWdFW9J17tMmXvGSQgiBGVlleCksrxYHg/TMEKfSFE8++SQE58QfQD7TAysr5MFkjMH3PAxHIzz55D8A2B6nBBd46qkn8fzzv8Fbb70FADh69CimSYKyLEkHy5WuaGKaTFUIq09507wsiVNapv3whz/E8ePHa3qR67pIswxRI6pyijwfFy9epGN1VREDnbfHOceG4lSv1yf9T5+n3W5jovKennvu1wAqnn0WTnU6nYpTjz5KXjLPq4pBFEWBNEvhsMqjrfVtPe/pY+a6Oqg6z5kPz+wap64pT5KeuOJJjHgSk7vVVIhzldg3nU4p9Ea76KIowrnz53Hu/HksLy3RAoDitJVyLoRAkeco8hznzp+XIV6ehyNHj1Sx+0GAjY0NNJtNTOIYkzgmpUSHEwghkGUZ0izDJI6RJAmSJEGs9tXJ2EVRUGz1a6+9Rtt0jOl9991Hsaee7+H3b/6e3JQbGxvY2Nigwdtqtyg2lAsZiqMTvrVL0/d9lfwt47uTVIYehmGItfU1rK2vUYK3zqHQz0UvJHWsfaPZoMa84/EY4/EY6xsb9AxyJVy1gAnDkHIzzGNThRMlhPQz14jjGGVRIs1SKlmpc77kvVau8k2VTSy2RJIkcFWYzGQiY/03cUotMqa6upMKx3GUi3+WU84cTnHOKeb43LlzVAXy7//+7ykPLstzCkdK0pTCMM1Yf24obZp3mlsyT62qNBmGIaIoorCeUgkn3/dx9OhRdDoddDod+IGPt956iwTUhQsXZHnmZhNZlsFzPbTbHbTbHTAwKoigx+tWnGIOQxAGNU7p+Gl9LzrUQD/TLMvQbDYR+AHyIsd4NMZ4NMb6+joZdMaTCabTKcWlCyELWKRpijRNkWUZPQ9PJd5qw4POFdSVAIuiQFEWsjSsKuW6emlV7m/klJnFHiyujGmSwHFd4pWWVQzVeM6LQlUHjWux97o4x8VLl3Dx0iUcWFmRQt+Y18ziNnosXbh4kRLSH33kEeKqVmrKsqy9U/25yY1Chf/pPIXYkKM6fwKQCdevvfYanVvLqnvvuxetdgutdgu+X/GKMYb19XWsr6+TgXA6neLQwUM4dPAQFQzR+zLGkCQJ8Woax5jGMfGxETWwtraGtTXFK6UImrmHesxqWdVqtaTMzQuMhiOMhiOsrq6SnCuMXEEtq4KwUqT1cYs5ssr3PJnz5Tg1XmkwxnBp9RLxsCxLQAhKCbC4MqTROKGx2W7LEFYBUK7QRFVQmyZJnVMqV+b8hQs4f+HCtjgFJkPJf/zjH5EOp/VKPWbNxY0pq4q8qGSVmgu0HNUhctoQ1+v1KDdJc8pxHNx7771ot9potyr9T/NkNB5jNB6j3W5jOBwizVIEYYggDAFWFWDQPzpMXBZekbnrWSq524gac2WVySm9aNH33Gg24AdS/xuNRhiNRlhbXyeDgeZenudwPReBL9MzTHDOKS3D932as3wVnid1j6l8lrvAqWvKk9TtdDGejEl5vvWWW2Xsve+Tda7TbmOaTDfF6I/HY4pdBmR5UZnwXFmozXwkraD97W9/QxAEmEwmWF5aohVwGIbodrtgqOcw6HhNs+yo/luvlH3fx2QyAeecLAJZluF73/sefvfC78jqrRWwRqOBSSwr6HmuhziLiVjakjBSCeq8rOJp9XfLsqxVdclUqdd2S1rMtXI0GU/QaDTp3KUiqz6eWcKScjTiKZjDUPKSSsSePHkS99xzD5ZVzK4Gg7L2C07H0u+yKIoqr4hVlYp0/wPHdcDAKDcMACX/zr5Da5lbHMQpX76Hr33ta5jOcKrdbiNJpqQ4AHJsjSeTGqeGo1GtihpQ55Q+3ocffghfHT8MQwhe7bui8n3mfV9v0xUaddlTQOYkjUYjZGoRpK/xzrvuxEsvvURWQ70YiaKIygC7nkvV8YQQZPHWCmtZllQ7NM1SNBoNcM5rnNIFFIhT6lrHo6papT6WySluKKz62ep8ScEFen2ZD/H6iddxz/fvwYGVFeRFlRvmui4KUZCRAZDVCEvXRa7Kq6qLpAXsRx9/LM/pOoCQsf1FXs1XOoGZjA1K+dOlzC2ujG6nSwUGAOBrt3yNlH7iVauFvJALEy2rHNfFdDqlHDtAVnq8nKyaKk/93/72N2mtVfyJp9L6rEvYR1FlkW5EEYrL8Iosz60W1tbXaxUQW80mbrvtNrz++uvENcdxkCTSw6t55XmeTHZvtaSlWI1PLgTiOEaz0SS51mw2KVJB80pz1fd9tNp1Xo1GI+IVGcnm8EobIORznNCiUHP8xIkTuOeeilemgS1N0loUhj5WTVYZ201eOcKZyysxyyvs/3YUO4Wm0mX0O7755ptpoXrx0iUAwKFDhzCdxmQQAmSuUJIksv2Iepe6/P0inNILLf0vIDkwnkzQbDQousLsu0ScakRoNBpIDVnVarWwtraGtsmpVgvf/OY38fqJ12sRNTrqYTyR59AGBu3l0dCyNAwqI6E2NJtVMk39j9psqFaXo9GIFjBmQbN5+p++xmksW9wUZUG5YsePH5ecOnAAWZbXvj9rxNb6mv5MH18baj/95JPa9Wgjh37eXwSnrinz4Gg8QqvVImvtYdWzqFAuz2azKR+kVpKU5bosS4QqeU+/+FAp2DpEwSx5aFbNGg6HeOCHD2Cp35d9jRoRokaE53/zG2m5VZO4ttDqY5rWBb0a1y8zUVYOmWSYEoH0KlpfjyamvF5JgJKXlCSbpilZ0tuqzKVWeD3fwz/+4z/i0qVLtap8QRDAcRz86plfUWW9sixx1913IWpE5MWi1b9abEaqx4Z5XbIiibzHMAgxHAwxHAwBAdx4w420ECSvguug5KXs0ESVXlyqfGS+L08peX98/4/44/t/lJMTkxOjXkBpi10cx7TNDJ+0uDJG4xFZ4CaTCQ4fPgxAcarRQFMtCPQiQ48L7U2tcUol++vPy7IEU5wKg4De0Wg0wqOPPkqhP5orb7z+Bi5eulTz7pLhoVYxr6TiLLq643A4rMpjq3uJlNeyyCtvpi5AoQseaE9rGIZSOE6ndI+O4+DpX/5S3kshf5568knyBGuvqObUM08/Q9ddlIXkVBTR8bSXx3Ec4pQOL9L3aYYzhGGIwcYAg40BOOe44YYbMFYV+DR/dGPNLM0qz4Eq8uCpROJMhQP5vo8sz/HeH97De394D0VewHEd3HjjjTQXTJMpBAT1zPE8D67j1JRCiytjNJZKPPFKyapSRQ3ohbb2xjquC0dVgNJhlXpsu0rwc8PToSuomorZxvoGHnr4ITq267hwHRcvvfwyeYlarRZarRYKNd7cK/FqNKLjadlQco5up0PhqhraOk6yqijJExNPp+QdFkLglZdfkaWa1Rh75OGHSV7O5ZX6r8gL3HnnnbUoDD1/uK5LlnntFTBlVZ7ncJiDMJIlkHWi+U2HD2OqyuhrDprGEb1NR0f4Bq+4ENKglGV477338N5770n+ug4O33iYODlNpNd3E6+MSmgWl4cOqdOepK9+9atU1n5lZQUrKyuYqr6UURRVVdXSFK7mlNKBPNddmFNHjx5Fq9lEPJ3KirphhOef/w2EEJjEMY050/BrVlnULWB8VZBgOBxK47XBKc45Op0OpknluQWqcNgap5TuGscxydnA9/Hcc8+RPhTHMX78kx+T4UJfY6hkzjNPP0P3mOe5LC4W+CTnttL/9DxgymfNu8FwgMFwACEEDt94IxlLzMbY+jt6fgGqAkn6WehnmGUZ3n//fbz//vvgpfRi7QanrqlFkoWFhYWFhYWFhYWFxeeNvbFIYmzLRHth/Pi+D16W1FtBe2N0E1jP86qELyb7F7jKMmC6zF3XJUua4zhkMZ/EMVzl3dBwmEP5GI0owoMPPogHH3yQLL86HyfPcxk+F4bkHZGhYFUSmWld0PkaZk8IbXHQ1g7OeVWGkcsf3b18MpnUvhtPp3CYgyiMZI+WeIrJZIJOp0MJtjrkSVtakmmCZJpQPKxpddMFKmbj2HW8tkYYhnTd2lpRFAWefvpp9WoZWVDiSdWLSaNQ70UfH5AJzVme17xC+vq/+tWvUk6SH8jY2ldeeYX2K0vZYEz379A/eoxt2n6dI1S9drS1R3tYzHLaDDKBmwHUw8H3/SpfRY1B00Oje6KMRiPJCRUmIC3kgewhFIYoigL3HbkP9x25D+OJjK0ejce1+GRAlmzVvAAMN70am9qTq69NJ79HYQjHdWqhA9TsznXguA718tKhPaYlz/U8MIfR/DIcSW+25rsOu2OMIYxCilkHgH6/Lz2nykvz+uuvU5hcqnIVAWzKnYiiiHqtaKu653v4j//4D/JW6+sZT8bEKf1udOy4aRn3lJfCdV26Hh1u9/Wvfx2+58P3ZMJ+nuc4fvw4WSmpAzosp2hszNz7rPySHsyKV7kKfWFKJpmtJ4QQKFUIl25mTmHE6nilyoXRXEuzTM6riqtCCIRRWMsZffChB/HgQw/KXl+NRq3/n/ZWQQiKwiiLkryqRVmSjNTREVpOasu3jtoIlAzUY5vGcSNClmWYqqaz+jrTNKU8Bj3GUlXe3uSV9ub6gY80S5FmKVzXxdLSEgQEyYGTJ09SqJRQP0AVLquvp9tRDTinUzSaDTSasqDEL3/5dC1JHJChR2EYIgqjytOmQ70MTzdjjMKT9bv2XA+85Ljl67fQNTaiBrjgOPbqsdpcpAtFWFwZrtKrKJdO6Rym3qJRGmNdpw6YOkapcmS5ENQbSOt/gZI7mks6usd1XTz8yMN4+JGHkaRJTe7pz4XSPfRY0JE32rNZqveue9yZuUK6MJWpJ5oFvswIA50Pr78/HI0QBiHpRX4g+/y1Wy2SUUmS0DF036cslWG4KysrYGCkZ77xxhsA6r3HgCqET0dAtdoyZDhJEvJSu46LXyr9D6jC5yaquJHnV++D2soYeUU6X7apCr6YHu9bb7uVnoXruOCC48TxE3QunVtorhvm4jJrjlnsydikrWIKGWNyu7o3rQgIgBLw5ES32MQTRREGgwFN7s1GA3lRIM0yvPKyVLyXlpYoQc8MONFuR85l0z5AFo3Qsa5Uoa6UXZC1ixeQOQOD4RCJMSmnaSobByoFqboX+eKPHDkCADh27BjyPMdbv38L9z9wf61ySFPF3Jp15GfzOSrlsqTFynQ6RZqmqslZ1RNJu0C1EqmPZca5pmmKVrMFxhi5V3Voj+7TohXOTreDaTytxcgGumu2Evj6egLfx4dnzlQ5S2UlmJsqb2pjYwNgoKaNgIw/DlUohsUcsHqyqoBcAIFCeqvcEz0OF51MAFlRcTKZ0Ltsqop4nufh5MmTtI/rutjY2EAURVheXgYgx1JRFOj3+7W8hjzP0Ww2KTzGcRwMBgNSqgAplHS4jpnT9y//8i+44cYbaTxoQcY5x/333w8A+N0Lv0NRFDh27Bi+//3vU6y2TnI1hS9V8VLKIlBveKfDi6aqmITDHEo2jcKoKnphcDtRRSx0fPo0ljkp7XYbSSq5MlU5Yc1GA/E0oXfT7XSR5bJQg1a4dOEL3ZcCkJxyXRdnzpyhd1PkBfIirymI00Q10G00az2obGjQFpjhk8as0iYrpdV5pVIBFoKuLKl7LGWqZ88kjvHasdcAgGSHw2SFRs2N0WiESRzL9+hW/fJkrmGCRPVaiaJIJr2rkCUAFIJu9gVzXRe/evZZtNotDNV3W60WyrLEeDzGgw89CAB44YUX4LouXvzdi3j4kYep6IPO622320iTlI45Ho9JIQJA1+8wB82WnPPX19ek8SAIiS+CC5JVupKqqOkDEuPxGGEUInIj+m6SynCkZrOJJKnyRnrdHpI0kQVYKOQpIMNGU91LlueIwhAf/PWvVT8ZCLiOXJzpHMVz58+h1WzBCyuVK0lTtJrNWsN1CwNzuCUgxwMgDVhQxjwY+s2i6CoDsu5LFIYhuBAYDIf4zW9+AwBYWV6R+U2tFhxjfJVFtTAyx5guQqDHgu/5NaMyIHMEL168iOWlJdK3ojDEv/7rv2J5eYX20wt8z/PwyKOPAJD9lKbxFG+++SYeeughymXUc4oO1wbknDFNEqRpSvniGxsbMr8wk4YKABgMNhDHsTSecWXQvwKn9HOejCcytNFzK06pED95/pT03l63R0WFzGeRZhlKzolTOpT9Lx98AF4qXdh14DpK9jareSTPpPFDV7JuNZtot9pIs/TKA2BB7A1Pksac1V3NOilEXVCrAaGtPNsV4oPBgKwIDVVdq9VsIo5jsjLfetutAKrmsHpfhzl48cUX0e12MZ5MMJ5MqAQkWQKFQOAHNIC19Xiokk61Z0dbEYQQeOCHD9D1hWqRY5LMdWSlqtFoREm4AHDh/AUMhwPE05gm9yRJMBwOEUURVcNqt1p4/733qVJcmqV46OGHpKUPVdfiLM8wVsqtvidtZTer5QW+tIgMR0PqTN5oygTLXz3zK4RBQOdO01QKEKOqoLZUxHEsJzpFxCAI8Jc//4WukTGGL930Jfieh7vuvgt33X0XPN9D4AeYxBOK8y/KqjmtRYUaqwyeMchEavIuOA4EpHeDrDHbsHbqBZK2OgtlqR6Pxwj8AIEf4Jav34JITaJm/lun3cHJkycxGo2qHDNViWdjY4O8Krzk6Pf78NTnpvJmcmp9fR2dThe33nordWTXCaC1cR3IhZAuLa6r9Jw7dw6cc4xGI7LOacFlWuX7vR7+/Kc/S0ucmoce+9GPpFLqyYa5vJQWZd38zzcsz3oO0xa3MAqRpAnGkzH6vT76vT7CQOZMPf30M9LqqXJdtGAKfKMKl04+NvLFylLGsn/wwQfIsxx5JgXf4cOH4Xsebr/jdtx+x+3wPR/NRhPD0ZA4xRjDxJhrLLbwms3IL9PqrRfnUN4D7e1eFBdU2V8zfzZUubOaK9/9+++i0WggUblv2pvb6XTw9ttvYzqdUgXSpX6fjFG6cuo0kfN0r1c1ddXzt/Yyc86xvr4OIQSeePxx8mjq6IaV5WXiVbPRlDlzEDKXWI3ZMx+ewTSeYjwa16IPAKXYKXnRarXw3nvvkaU6SRI8+NBDZPy7nKzSv2slkyJNlKzqdDvodDsy36rkeOaZZxBFUVUhMq+3P9AGWcprVJZwnfv3t7/+jXjOwHDw0EGEQUC80gbJWj6hMpBY1LGVrBKGB05HDcxWo9uOrFpbX6coBD0PNyLp/ex2uuh2urjju3eg1+thNBohzTKSa2EU4tRbpyCEwGAwwGAwqFVmpB9H5rWbua6j8RiHDh5EPJ1SPt2n586h0+nihw/+sDZnT5XRvaqmqCrOqeJV6xsbWN/YwNmzZ4knOipgNB5DCIF+r0fjOgxD/PH9P0pDhBLwTz711CaP3HY4leUZhoMhOu0OOu2KU7/61bPUyFffq8zp86uoByNfUN93mmXwXBd/VYYHbWg/dMMhhEGAO++8E3feeScgpD6cJAm6nQ66nQ5KzqkYzE5hT3iSNCk2DW/TQqA/F4IsCSZhhLHfomhEEYUxADLcZsIYbrzhBmSpnCSX+n3kRUHhEroj8QM/fACvvvIqWbcBUMEHs1JHkiSyZHeWUlUOx3Hwla9+BUVe4GNVEScvKtertrRNp1P0+33EcUxWuDzP0ev3qKqIvu/T755Gv9fHeDLGU089BQBUZllXVQJk+eALFy5I4epUFjvHcXD06FG8+mrVg+Avf/kLvvvd724KVdRJ6Ho/5jDcfPPN+Pa3vw0AePHFFxGF0roQK2GnEQZhrZSkJofv+zWrSp7nyPKMrtF1XHz9G1+XYRmqioq+pnga04Kx2WxS9+XrGlpZMyvJYIZjaqJCWRKn9ITkOg6EUW1wnrV8HtqtFiZxjLHyBOmJ7+CBAzg+kly54dAhrK2vY0mVDNfW8SNHj+DXv/41CSx5+XISPXTwIB1zNB7hl7/8JVzHpf0YY/jq174Kh0gSOjkAACAASURBVDlUETEMQ2wMNrCyskIWbx1qMBqNKHRPV9rShUA0V/QkffDgQdx77730fSEqKxsge1R88sknMhwWlecmiiL84Ac/wKuvyr5uWZbhL3/+C26/4/aaB0yHZej+ZpxLZetLN30J3/6O5NQLL7yAbreLeBJjmiRU2QtM3qcWmgBqx9bcbSghmGeyFCsguXPrrbciSVMcOHCgGhYOQxZnNA/1e30UvvXMApjLK2CGW4zBAVDCiAbQIdaGR445DiAWqxh44MAB2QtPWY4HwyFWlpelASyR76nb6VCYmlBhRABw552ywmO30yGlfDQeS0WJMSrKUZYljh07hjRJSd4URYEv3fwluI6LT899CkD2U/J8Dx9/8gl6PVl9Ucsas5/SeDKW4d/JlMLXAOCDDz6ALuRzz/fvAdRzStMU48mEZFqWZdhY36hFRwBSzn7/B9/H8deO07lnZZVZSlhbmfM8h+M6uOnwTcSrV155Ba1WC1meUVlp+T4ZFUoiWaXuLVRhwvo8VGxIGTMdx8Ett9yCvCjo+cjKkg6F0QIyHHeT4fd6xIKySnsvHFfJKr65PYGzDU9Sv9/HcDik7zDGsLa+joMHDoArXupFu/bk6t5L9913H37729+CMYaDBw8CkHJktuBCMk1w+p3TquBJ5V1aXl5GmqU0x2Zphlgp93r+ZoxheXmZypoD0vPZ7XYxmUyQJAmN1xPHT1BFP21o16HTuocSIGXLJ59+gjSpDAE6zPzRRx/Fi797EcCVOaUjPfJCFkM5fPgwvnP7dwAoTrVlSLqp/zFHhboXJb1zvTCLoog8eoHilC6AAkj+3HLLLcjyHEv9JfX+ZepNarQLMXsI7hT2lifJwsLCwsLCwsLCwsJil7EnPEmbwBiYSlytbVbJw3p1qVf4gBESxBgEX8wyk6oa9GYyuBACP//5zyk2VCeMp6lc9S+p2M5Lq6vIcvmZtoQPVZiQGSLXbDWxvr4O13HRX+rTdX/wwQcoi5JW2Z1OB3fedac8x5JcKa+trZGnRVsmer0ezp37FFHUIE8TIPMv4mmMMAjJq6I9Wo1Gg6xhSZJQeVqNRqOBTN2n9ih4noePzp7FHXfcQZYEvY8u4wwAYRQCQnZC17HkgR/g4qWL6Pf6ePF3L+KxHz0mr0eVl0yU5RMAhVPp0s2AtID86U9/qsX76tEgk+eH9L6KokAYSNc3ANx3371UdMACm6x08/L9TOvbaDRCp92u8v+wPe+s7uatrXtpliHwffz8f/5P9LrSqso5x/LSkkyc5Zy8s+TCV2Fz8vJlX4e19XW0Da54rsyL0+PYD3x8+smniKcxjcNDNxzC3ffcTWED8jHIxHEzNOPQoUM4f+68LGaSJNRDZRpPURQ5NtbXaY5IkgSdTgexuk+9bTweodls0TjVnPJ9n0Lh4mmMjz7+CN+783s01kvVviBJEuJU4AdgYOj1exWnggCrq6vwPR8vvfgSHnr4IfksS45kmtR6SwW6+ITj0FwQhSH+/Oc/y5BE/UZFFU5EobtMWkTbrXbFqSP3qfAMm2Q+CwZAzPO0zoTejcZjtJpN6ggPaK/kYufR0QTaS37gwAGMRiM88/TTaCgOlKrYQhiGshefeqfLS0uIoggbgwGFfTUbDUxVCJv2/HTaHdmqglfzp+NIzywDo/2Wl5cpH1Z7VNqqrPjGYEDW7V6vR6E5urk7IC3AS/0lrK6tEi+1nNKh3FDPiRpcK7mk9wnDEMyRx/P8SlaZHmhdQpxCXFW4bK9X59Wl1UtoNpt1WVWWKMoCyXRK85+vyrE7jkOW62aziT/96U8Aqn6JnudRVAl5sbIcnU4HSZLgj+//EQBw51131ppfX/e4gqyi3nAquiSOY6n/zYS48gX1P+3t1+9Av9Of//znOHjwEABQ8ZIsz9Hv9agMeSOKyHOqc2x8z6uK8Rh5seOxbMuiQ5zjyQRZnsFhVU+wZquJRx59VEY6KDk3HI0oJUF7l26++Wac+/QceYb090ejITqdLkpekqxaXV1Fu91Gq9Wi/VzXRZZm8IOqgJbruhgOhzh44MC2ORX48u9ev1fLhV+9dAnNVgsvvvgiHntMcoqXHEkxI6uCALws4bhVTlOz0cCfVPh6XlRREWEQqDlmQ+3XlNFGrosTJ2TxhocefBCBEZW0E9gbiyQlZOaG3ZkE4FyFB8gHcPHiRTS/8hUZknMVybCddhvrGxs0gHQYztLyMtodOdGbPYyazSaF7dz4vf+BJ+8oMRy8htGZ/xMA0O12UZYlNeQDZGLboYOHcM/376m5UX3fx9NPP02uUU2GRqOBCxcuAJDCbaxyPLSAuve+e/Hiiy8ijmOcOH4CDz/yMADpwh2Nhmg0m1VTSVUNbDgc0jY52ELKVwKqOvVmUp2OUTULKujBXZYlzn16DoBKomSyaZpeTD32o8fw3HPPgZcyNIEKY6gcDVf1KABAScI65E++RIGzZ8+Cl5wmxJXlFQp10ATT9xTHMbmOde8BvXC9XjEvXMEUPhpc50mo8XXx4kVqVHc1IaxRGCLLcyRl1fA3SVMcOnSIFhWxqnYVq/5eZmiP53p45dVX8f3vfx+AfMfHXj2Gp/75fZz7VIb75NkP4TZkpSE9NldXV7GysoIXf/ciJY4nSUJFIPR+Os673+tR6MS3v/1tXLx4EVme4Xe/+x1+8pOf0ENsqqIkehFRyy9RaDQaaLZaKPICg+GAtusm0roAgsMcwAH1kwJkaAVT17W2ugZANqx1HAcd1SgaAB555BG88MILMhxQKXsA0Gq34DCHenMAqDXZpcqaAD46+5Hkugq3W16RBTM8o7+Y53nERzNMyXXdWtXP6xXEqy1ChAi6GpQq2kGyCtUiaTv5E77vywaUagFSxLFSTvo4dEgqdFNVYSpTle9iNca0snXixAk8/LCUF5M4pnwFM4y13+vjrrvvovNwznHj3/93PP3/3U7Fg0ajEfUl0+NQ9+/q9/s0tu+66y68+uqrEELgtddewxNPPKGeE6MEcr2vVibNipY6JK8oCozGUu7qAhKu61LRh3mySi/+OOe4pBqNFkUBhzno9rrEi4cfegi//vXz1AvOM2SV2dQSAC30zMT1sihw5swZyrUFgJUVmewfhSFKtU3LrTzP/3/23jtIruu+8/3cfG/HmUEYBIIAg5gpBktiBgkCICkxSZRpcW2Lktf2Pnu9TlXPz7aqtrxvVVve3ffW9tbzc5AtW2V7ZVM2KZEURVJgAAkQgRIjwAAQAJGBwaTOfdO59/1xzj3dA1IStNarpaE5VRIxPT3dt2+f3zm/8/t9g76ePM/ph+GPvbffD7NXFXQGgImJCVatXKlgq7l+zqmOoqA9PSPXXV8dfBYtWqznoKVU6Ry1vhb7QLVSwfd8Nj67UR+sAQ3F1h/FNKjWqlxxxRW6oB8rv6ZvPvpNbr3tVkAWGWYbDSzTpKFg11NTUyRJwsjIiD5AXHbZZUwcn9BCX+vWrQNgdGyMsB/iuM4cddWiyFhcU/G5et0uQTAorvi+T6fbPfWYmpRzOEmlWm3BYwRYvXo1Tz9dxJSnHy+VSxgYc8SQdEwNCXylQnDw0EEMjDkxlaTpnKKCaZnYmeREdTuq6KhUC08Wy/jnjA9OdL5PNe57qdwVp8vjx4+zYsWK9ygJnWoToRBQKP42iWPNh/nYRz8KDFyGkyRRhD6ZuERRRKfdwfNcjJV/Il/QcYgP/Fs+9b/tI1KqVD/zmxcTxzHt9hv6hN9ut2k2m1xxq4vrShW9brereQHj49J4sNM5zIkTJ9i3b98gaC2L+y63+JPfCxhbsIBHHnkEgKVLljIyOsoNN9ygca6u62rZxeJzbNu6jVSk+J7P+k+v158xDENe3P7iIHlLE3zP58SJEyxRRogFHyPLMl0JL5S6lixZog+B/X4fy7TodXv0+j02b9oMwNFjRxkdHX2PM3VB7isWkXano2VUbUdO0XPOPYdyuSxVmVSlpXCjzrKMBarzV1RR53lJ33/z0UORy4sYmJqcYqVK5oa7Oaea0BXGxgVevMDqR1GkE7TCjM73faIhpbeiazo1NaXfTwjBWWefxaqVfeqqw3Peb52g0Wjgerv0vF54kYcQgvUreoyPywP8qlWrKA2JQ4DsQhXV7WEVrfv/9wsxDEhTgWlOAHDONTM88/dXctHFF+lNyjRNjh07xhJl7AoypgpOxt13360/Y6fT4cXtL+r1yjRNXM/l6NGjjKvENlOLOjBQsuv1KJXKLF68eE7HyTRMkjih3+uzebOMqcnJSUpBiXK5POf7KnDdBS+l1W5rYQ7HlvF3zjnnUC6Vabaagw08jnEdlyiONJ+ikJH9sedOqPG++9JJsaWFaZQ60+SJSVatXPmDX+d7jCiKGF+8WM9Dw5RV6ExkmgtaSHoniSRwF5XiSCkdtlotPR9MlVgen5jgrl/YDcBl6w2gSZZt1t91t9ulXF7Afb92GN//JiCr2aWSVD8s4qroSJ6ckN39i4sIghJCpCTJGwDc92sX0+/32bp1K73+2wBce801PPE3l8xBFLy4/UVEKvB8j3tuuUd/ljAMee21177vXlVcQ5Zl2vS2INaPj4/r9yg4iO12m263y/ObNgFw7Ngx6rU6juvMSdR93ycTQiqroRRWc+Yo2p5z7jnavN4bQqlEUYRpmfp7KZfKxD9CFa5/yeNU9ippkGzq9XRiYoIzzzwTY0jaW/KdTy0BTNOUSrmsUQ+FxH632x106lX3ZGZmhlqtppFEbVVAwkDndZna64rOKUCvK3lK5XJZd2Q+8fk3iaKI6+9ZSL8v1/Hx8XEAbSZdfBbb7pKm+/XcyrKM239uxZCAlozd2+6vk+c1edC3DwJgmhZxLAvbNYXiePPNN9iwASoViVwCGRdBELBly5ZTjqleXx4WY2Uvs2R8XHeuhRA4tkOr3aLf67PpeRlTk1OyAFsuDYojoIqGQ5y+druNgYHt2PpenHOOjKlYmWwX97Y4cBUFP891dVHyRzU+EIckQ8VCPudng5MBd5ZjAwbF7W0pyVCDHEN1HDA45QRZV6QKKVGlVGKapm6buo6jKxiu6+rq80Vnn83efftYt3atbvVNTU1ROefPeeCBtobRdbtdRCYYqY8wNS1P35VKlVarpTtPICdgqKB2RaWp2IgC1VaEQRfq879bZ/UNl+A6cuMVIuX113ewb5ulF+Gi8zJMfO32uhgYGnIEcqJ7Sj62gC91Om2E47Bz5069CARBoBeBQkGk8LwpPKuK+3j1NVezedNmTGsgRLF0yVKiOJLJ8BDkpBDFKJLFAwcOgCGrsFZqqXtWodvt6qS3+HxRKJO5Trej77c3D2HQ43uKohS/V7Cs4omdTkd74mhCq2mSZaqyV6Ba86Ef9Mip12ravR7kAjgxMSE7KkoMxXEcsjzToiLFc7vdLj/9m0exLIuZ2b8AZPflwnNz3nhzQIotKoD9cJBgtJptMgU12L//AAD79u3HsgwMw8JQ15plUCoHXPWxq3BcufwJkSOyllZMKt5nyZIl/PJ/6FIqvaElYdetW8d//a2ccqWMrQ4bPeWSnsTJoOCSxvheAOQDOEcYEYmQV155heuU/HghY+v7Pl218Xq+D+RzpFLLpRLX33A9z218jhx04rd0yVIazYZWDiruT6TUzYp1bN++fdq2oNjspCeVLBQVB748yxGGoFKu6Op9kiSkQsx3kr7HeL/DjmGaWAxgwp1OR8LFVScCiuLDqb2HpyDfxRqJ6m4mYlAACIJAkrnLZeIkwRhaY9MkpVKpMDE5CcDE8ePc+QtS5WpySj7vrbfept3tSPhnT67ZpVKJ8fFxTGMAsZmZmaXZbOD7AZdffhkA3W4PyImimKpCYQiRYRjQbp8gzwfw1unpaTzP46KLLtKfz7IsrrpzE3mes2zZMgDO/Mh+/scfLqXT6eg9uqh6x1GspYCLDtTJe5VMGG09j0ulEkmc6MMSyPXpxhtXs2HDU3jKYxBgyfgSwjCcE1dFh9UwDDJ1z48eOarly4t9qaRkvQPfHxD4o1BDbwskTLPVxPO8H0ps4HQeP2ivKrr4xdB71fD9+yE6SZ7rMtto6Dnjex4HDx7EtExdDA8jma8U3cEi/jKlolaoNgJa0MMY2kOKnOnEiRNcuvZJAKrV6/C8iHfffVdDuycmJrTnUnE9rusyNTWlobUgpftTkWo0UIHCKPbSwo+ouF+u6+J5ns7BFi1axP/9Nxae5zE19SYAj375fOr1uhRsOYWYcmybTruIqTJpKmOqmMeu57H6xtVs+PYGLEUDARlT7U5bC8sU11jEY65y4aNHjmLZUrWueF6RCw8LfBVqleVyWaMw2p0Oge//SP3H5oUb5sf8mB/zY37Mj/kxP+bH/Jgf82NofCA6SSaSJG7mcwl4OaAfMmVnKc5Sbr5lLQDPPP0Mm7e+wJobVyOSgQlqFMdUKlV9oi4qbJ7rzjEOE2lKvx8O2qVZxptvvoVIM12QyHKJoTYNi5s/8wrvvCPbmzte30MQBDz22OMkqsuTCoGdpFi2M4RzDVi3fh2ObeH58pQushRTYfwdReoWaUKm3JmLmkqkuBxHjx5l+3dkt6rRaIBpcPjYUf7haw/gWEraUQh8v8TN972i7+GjXz6fTAhKpTJJIitxgR/QVVWA4uTu2DaubZELQayqXJZpYZsWIhVacrHb7RIj26uRqmTblk25XCaJY3JVWXddh04YYpgGeYa+52aSkiSyEmgoIi6GSZxIF2hXQesOHjyM6zqUyxUWLpTymt1eX/Jd4oQN394AoKUwLcPCteV9fPONt7jiisuHJo68nUbxs/7P6V29KzwkTIpukAF5wUGSzymqciIVGgr3zNPPsHXLVm686UZdjcmynDgRBH5AruBD5II0TnAdW8ulGqaBSBKyTEJkQHYh3nzjTSrlKkkkq3Cu7ZKJHNOEFR/5mu7I1Not4sSk12xpguzn7v8ccZKwY8cO7QJe8CFkpUy+Txz2sSwTz/M192FswUJmZqZZtGgxX/vaAwC02x2iJGbjc89rSdYwDFm3bi227ZAmsZ5LvuthmTZxnHDNNdcAUnzhN/+zS6l8gmZjFoCNz9mIVJDEsV4LLNPEdx2SKCI1ByR4z/HoRyGFLIZtW5gYRGGfWH1mLwhUJ0/JRIOETaj1wbIHps/9MMIwTEzL1t10kabkOYRRrDvDExOS5+gHJc444wz1mglgEMcJ27dKOWUJcXVIkpSSL//2tVdf58orryQV6QDSh/E+7RPmVnVPw5Gf9PFy9X85Q2Ixhty/EpGy5uY1ADz//Ca2bdumDYyL15JiRPnADBKI4kR50qknKm5OHMdYtpoPacquXW8jsnTwWBJhmYYkrucZkSKKj4yMsPrGG9i+fTvXfErCu7Msw3E9Ot2u5qZe/pErSIWg3+vhOjKuHMvmyJGj9KM+d955BwCddpdvPvYoWW7wwlZpGVGr1BgZqeO5vuYHFHwGicwYmNEapoVQnWANvTZMXM+XcCfVzbn0w5fxX74iO57//t/IqveFF12IrbwHw66MF9exyfOMsN+nXpMdgH6/TyhSHNelQF9JQacMIVIctdeYhuQAxnGE5/oD+KBpItIU3/cHUOM8J00SHMfVkK53332XwPep12osVFLQURjiOi5xnLDx2Y3y9QwLkWa4gafRI7t3vcOHP3wpw8wb4/3+fXqHFJwMj8tzGVPGSfcgz4mThLVrVf737LNs3bqV1Teu1qIIWZ7LHKfT1bCsLJcGr74/6KiUAolIcR0PS+Ui3W6Pw4eOyO9KDPyXJLQtQWRCQ5Vdz+XmtTezbds2tmyRMXXTmjVggGkaiEyhXchwXIff/SOHQwc/DEC7LTlHL7/8Ej/5kz8JwKFDh5idmca0LJ2PpiIly3KOHjtCMQnSNCFHIoeyTHKLABVzBrZt6diV64dc39N0IL4VlAKZTylOUuWcPyed/QKpEJjqc6epzBujSObSIOd1OSgR9SPyVCFLbHAsR3KN1L0xkF5KQmSYRiaTaCRiiSzHNAxc9VxpvCshr7YlY/LAgQOS72harFB7VSYEpmGQxKmGmoNEPqSJoKqucc87e7nkkosh5/vvVZz6XvWBOCTpi9UtMskxyhhwjXIgTBM8z8U25WV7rku/15cE8EDC25qNJtVaXZI0h7gOnifNGItF68qfuJJyuUwwpM8u24gd7rr7Ln1tn/nVQ2x5YQt79+7lscfiuVhn1YotiNCfuutORkfH+LM/+zOqqo06OjbKa6+/xujIqIaomZaJyDMca0C2FmlKKQhI1eQCybnqRyHj4+Mas2pYJkeOHuX888/nptU30WnJA8/TG54mikKefHIDYSjbm5/5lc9gmSZ//9+Xs2HDt+U9U4eyT93zKSYV9EIaeZa56uqrcD15kNuyZQtdBWEr1OgchRG1LGugAKZM0spDyl5pmrJgbAHr16/nsccex/Mk/C+OpZlZHA907eu1OmHYJ2fgD+D7nnZvL5LTwtHdNAyNC06Vs3VXkYaLueQ4LsmPGJf6L22Yhklm5IPFIVfKP3k2Z8GQQgAunjUQ9ihMHwvydrPVplyRim5F6zlwXRxLqsE9t/FZAK6+9mocz8MPhmLKcQijiKs+djmjYxI33O12OfOjXyPLZaIkoTqyKHDvvffy6Dcf45xzzwVg0+bNVKoV+mHIsuXLAThz5UocW7bdixa/ZZr0ulLF7rHHHgckUXTJkiW88vIrjCrOmmFZjC8e54ILLuCpp5+S15hlbN22nVarxU033kSnpWBvroNpSWNm15OL+szsLIvHx2k0m5QrcpP5/b9eyIP/9CDe7BewlfLmzPQMlXKZW2+7Va8ZG769QZrqui6lklyver0eti29ooqY6na75MjNxLALpS8p6nLnnXfwyKPfxFcFFxlTPkkSy00I5hB9C5x4IcjQ7/dZsUJuPIXq5bCHjaF8fEzD0HA/IYSEGZ0i1v+0HhoaPsCI5+SD/6qR5Zk2AAa5vs92u/TDPpWy3NC7vY6ct72uhkh7novtOHS7Pe2vdc011+A4UjEtUetcKQgI45jrrrtOz4Uw7GtoXalcoqzee6Yxy/qfeY0Lb5rmnXf2A7LY1ul1ueLKKxlbIGOj1ZHqrIZtkanP0uv3OXToMK7r8opSOxRJwtlnnc15553Pps2KbzA5SbPZZNGiRQTqeo4fn8D3lQF0nmt4bq8nFSjDMJrzuV3XU4cm+TxZ6Oywb9+7fP63Zbx897t/SPfob7Jm7c0axvr1hx7UcOwCNrp40SJmGw21vxYJZorn+VSG1L7anQ7lcplPf/rTPPzwo7qoEEcRfhBoA1CAWq1OFIXK4LK4xgpJktBoNrnmWrlX+X5AksSIONevJ7JMv2cRp81mU/JsftxhrKcYU3mWS56KMQBANRoN2u2O9k7sdDu0221sy9LQOMex8X2PMIx45WVZRL7woouo12t4zoDDUogJffRjH9PFt+K6DHMgCgDyIOQ4DhdddBFvvSkP8MXhu9vrUVV7p23b/Oe/WsjMzIymBJTLZY4cOszHP/5xplQOliYJpm0xPT2ti4ZZJkiSFMsyNQcuRwqYxUlCv9ufs5ebxsCkGCDNhPZnKw5elm1TKpWo1aq6MHPrbR/nxMQTpGKdzj23bt3KzOwMJT+Yw+ft9/uQ5zo36HQ6ZJnQ4l+ANli+9dZb+PaT38ZXkMCC1hEnCZHi4tVqdcJ+Hz8INM0kyzIJL05Tzv3QhwAZU3EcEUXJHH7WMA8epCL0yb5q/9zxgTgk5cUhaSBuhmEZmEMy4JmRUQ0qzDRm9MKzfs1aNj7zLJs3buK2W2T1uF6t0wtDLMfWGOFatUqn2+XFF1/UN7jf7zM2OkoYRQMCd5pSLpdZ/zOv8dJLLwHw1a9Oahy/yISWH09Fyp1338XDDz+sCWdPPfU040vGWbHyTL0ghqE85OzZs5dzz5OJ38JFixgfHydJEnwVjG+9+aaSVM00gTsVGb4XEIUx+/dLMl65WmHFijOxbYfNW16gpA41hUzlvffeq8UcvvGNR6jXq3zm125m6eVyAn7jz86h2+vQaDY1/tSMTE5MTrJ02TJaLSXIkMRUqlXiKNYkfEMp/XR7Pc3NysmxDYNsiEORKTfy4r4MDpYSsz4+Pq4fm52Vik15nvPGzp36u7Fth1KprCuNzWZTy0Nf8RNX6rkzOTnJ4UOHdbAkIpX8rbmNJE5qJL2nInzaDdPEZOiQpIgT6lH1mEEQlJiZndHE/bXr1vLss8/y/KZN3HrrLYBUUIuiiGqlrHlFnV4XEzi4f7++l9MzsyxbIQ8yReUq8EtYlsWS8XGWXvZVQJJC4ySl0+2wZs0a/vZv/waAZcvPYMvWLUxNTTGq5PJr9boqZpQoFaZ0SrGn2+1puX8RJyxctIiw39cbQhRGsuNiDtT7DMOg0Wzw9q63WaCSw/POOw8v8PnWtx5n+/bt1Cryfeq1GuVyGcd18YWMFc+T0vulSlkfBHOR8VP33svzz32ZPVukcMPihYtIhSAaSgTTLMe0bbygpDtljiKaZrnkWBbX6DgeUZLq+WqaJu3pGRYtWkSapHojleT5lPHxxbrzd+LECSrVKnme887ugTxxsVkW19NRhqLVSlXHlGEYHNh/gGPHj2EWBzQDXN+bU3h4v/g53UMKlHgN+RwZ9Xw4zpA/O7ZLo9mgpBKE9evX89xzz7F16zbWr5OCOY4tu0ULxhboP59tSLn5vXv2avPxQwcPsXLVSnq9UAvZxEIW08bGFjAzKzualXJZVm8tizQVWolr7X2vcuTIcS6++CIqimsRJwmtTpvzzj9fV4D3H9wvSdhLlpCr6m/YD7nwogv1/gfgqGTyyLGjWr6/4NIeO3ZcixEsWrSIbq/H5NQUQanEyIgkj6dC4LgerpcPCmtC4CAPl8Xa0e60MU2TZcuXa6XFm9euZfPmP2XP5rtYufJMAGzHRYgcy3Z0Qe7wwoZVDgAAIABJREFUkaMsXLiQ2dlZreSUpAIhejSarYF4QrlCo9EgzwcqjiC7S4lIGR8fH8TV5AkqlQpZnrN71251H2OyLMMPfGy1V7U7bUmWr9Z0XJmmyd49e5mamsJQOUSWZ3i+T1rwzCi6J4N/w+kfV0XxpUB75EYu/23MPSQ5rsv0zLQWbrrt1lt5duNGXti8mVvUXlXwwCzT0kXpREnG79y5k5bip01OThKUAkQYDnUzDQzTYGSkzolJ2Xmv1+tEcYRlST58EeiWZZOmGUuXLOU7L34HkBy8SjkgDGPNBf3cb00xPS3zmKo6yBkYjIyOEccJtipaV6o1WseOkmU509MDtb1oiIsOstBZoAvSTBC4vv69YZqYQ9YdTp7LnMmxFWpAxplpScW+opB28NBBXMelXfoPTL3xeXnPkoR6rT5HtKnT6crCoWvqQ47t2Ni2T54zJ09sdzpakc52lTpyEhMnyZyYmpyapFQq0Ww12bdvHyBtZQzTxLQsjVJptprqHla04IRlWby7710mJycxh5oXQRDozybn03um3A8VUx+IQ1KqFt9h4p5BIVdY4N4MkjhmwciYPjUmcUKWCGxsntnwNAA3rbkJ13WkbGMh+5tlbHlhC73+wFG7UqnoRL4gJM/MzvJzvzPNU0+9yoyCy0m/k4RSucSChQu5/fbbAXjk0UfYtHmTVHVTMq/9Xp+rr75GyiSqL3eTUsu566479eJoO9JDwbYcuj25+F962eW8uXMHF5x/ATvVYeHYseNyYzIMlqvk84YbbuTosSNyM4pijilZ5JGxEYJyiddef42RMQmPu+7qa/iHB/6Bbzz8sN7U/88/r/F7vywrhGMqEcUwcD2PqekZLQt5+RWX89J3XsILfJ59VnYKPnH7J6Sin+/pzdq0LHKR0Q/7emOt1qrkIiMRgjvuuJ2HH34YkBWUXq/HiRMn9KGmUqmQpCmB73NMyYpbloVhwMWXXKzniG3blEpl2u2WVjkrxju739GLaUGuHVbQ+3EcQqSyGlwILRTRZRpDQik5/bDP6OiYVmMs/INsy9KwxhtuvAnDMGm1OzpGa7UaTzz+OFkmtDrQkuWScB0rcjPAtzds4LzzzqN+3pfpdpTiXS54e9cuVp29iu3bt3HZ5VcAYFkmy5YtI4piFg+p/YRRRBwPKrqFDKyjFmiAXt5h6bJlvLh9O6KA/1lSuv/SSy/VG3GlUpWHkkzwzMaNALy7fz8zjVl+6Zd+iT/54z9malopE/X6nH32WURxjKU3UjCFSbPZxPNUdc6yyIG169dx0xrp4fCPD3yJ5MivMzo2Rq8rX++G1Tew8ZmNNBqzPPvscwCsW78Wy3KwHQtDVYkc18EypMy4aQ5EFgwFTb3n05/m4YdlIWR0dIxer0uz2dTfQ12RjAFOnJBKfQXJ9ZJLLpnjZ+E4Dp1uRx+SbdvmzJVncvTYUS2/nyQJvV7vx16qGN6nwj0USwNYFnTCDiP1EWIFcy6SGCvPefLJJwC45tprcRRBuagUB0HA8889L+HhqqC36qxV+J6PZVs6EXniiSclBEgI3YEsqsaB7zM1Pc1NPyXhqWEoOLBfKmQVe5Vpmpxz1tmE/T6prTr4ni/J8IZJty/3pVdeeZ1yEGilQ4AFCxfAlJRDlnAxaDZbWu3OM2VMNhpNKtUKQRBI24gJORdN26JareEHPg11wJNCFF1y0Ot7FMcsXrSI6ZlpFqgutOf7XHvttdx9Nxw6qJRhe1exbctWTMvkueeeB+DGm25EiEzKfau48oNACpNkmU4aa7Uq5XIFy7T41D2f4hEVVyOjo/R6PRqzDb2WLRgbI0lTXNfl6LGjgFL1M0wuvfRSbUNiWRa+52lvLJAd9ZWrVjJxYmJQlI0TKTT0Y25X8b0KDcNxluc5nbDDgrEFRHEhaCMFEmzb5ttPSqTMDatvwLJsoijUEKx+GLLh2xswrIHww5mrzsSxHYJSoDtTG556ijiKEHmm7RdyddAo1sI8Lyr5cm+yLUvH7qZNm7nxxtWUSyVdqLvwwgtpNptzRLps2+axbz3GHbffoWHTstticOLEJBUFGe30utp+pijyFZY0pVKJoFbTRcsszyDNJAJB7dKO6xKUZHGxr8QTwigiiiKSdACdjpIEb9TjY1ddxcvO/wBgdOGvsu2FLZDDyy+/DEj5cdet0Gy19CGwEFIIo0gjqur1un7snk/fw6OPPArA2OgYnW5Hi6OBjKk4jnGDgIlir7LkXnX55ZcPOrtxjIG0GihiynVdzjr7LCYnJ+cUN7q93o9UZGheuGF+zI/5MT/mx/yYH/NjfsyP+TE/hsYHozRoGpiGOVSdk3AGaRImHzLyHPIckaS4Sqyg0+6wdv16nvrWkxpDven5zfTTiNxEwwiazSamZTI6MsplSrK0ONXmec75N8iTbvL2Lnbs6FGtVrWEt+/7TE0f4rOfu59vPvoor73+urqggc/LLbdIQ7Dt26UHkRBCV/z6UcTI6CijC8boK7GDRrOJHwRYpkWtKit0U5NTxGnKnr37dHXB9XyCwCMKYxoNSfbr9fqMjS3EdX2OHz+u5UQDz+eqqy7i2Y0bcZW08du7d1Ot1bnvvvv4+6/KCsHTzzzD7//Vbezb9wIvPy5JxaZl4joupSFzv0WLF2O7DjOzs3NM0Kq1Kl2FKQfo9nuS+GiY+IFqq8YJYb+H47g4tqPFKVJVhcvzXLfMLcui3+8zOyRnaRjQarUZURUJkFWDfih9JzpDEpelwjxXtTgKz4sxVXn8cR2GaaoKyIDTZ2LI1rPq+IkswzClq3XRrm62W6y5eS1PPPG4bom/sHkzpXKFdqulIVcjI3X6UYjnudw0ZKaXpAnVSlUTaX/+d2botA9iGBahqnrddfdddHo9Vq1axdTUNGcq2Izv+5imyYfOOw9fQUEnJibIM8VR1Py9RBNDbS3E4lOr1/EDn9nCkbtcJooj9u7byzkfklDXbq9LkiSUymXtBB5FISLLePbZZxhdMMbFF0hp4i0vvMDud95h3fr1+IGS1c9zJiaO45cCXRl0bFfiv+OIkurE/szP/ixPP/2PtPb8IuWyMqaOYwzLwnMdLTSTpCmWaUshFxUn0mfMJiiVdXe20+uR5zL+M8UvAzSkqvB7ATRPz1TiFiChrkIIxsfHNR/QtizSNKVUKunuvC2ElrItqniWLW0S5jtJYBoWGAOYmB45Gj2QZzm+75Gmie7gNppNbrrxJh577Jv6O3n55ZfJM0EUx7oL4fk+vV4PwzTnGIXn5DQaTb3uuo7DzWtugiwnTgtZYoFrO8w2Gtzys68zPS2hRZdeeqmCK1vKRgMOHDzIyMgIE5MndCXcsW29/hecWsdxSFIpNFTAVg4eOoTrOBimoSvKtXqNCy64gCeeeEJDXRYsWMBFF1/M5IkTxEms79nI2CiLFiyEId6b7ThEYUgOen1ftnw5pXKZ8aVLNUF9YvIEYyOjdHs9liyV/i3Gkj/Asm/EMNH7ZBjFOFZGRlYsd0RhiGO5VKo1ErUWTc82cG2HNBOIMNTf4fvFVariyrIsXGfQ/emFPRYsWKD5KrZtE0aRlFIvIOh5TrVSIROZzi1SIY2mf9w7SaZpkTOQiC9iJifX619Ghue5pGKAUpiemeamG2/i8ce/pR97cfuL0vw7DPHVfRVZRrffo1QqaYEiz/fIRUa709FdojRNuWH1arXPqL1GCFzHIRUpSZJi24MOhedJifmrrvqYfm/TNImThLt+UcKcu12B73t0u12NTjIMWH/rrXLOqw6PnWfEaUJJQb0Brr/+ei1Q1FZ8pomJCVqtFlmWk4FG/mSZQKRC5UtqwpsGlm3huA7tjtxvqvUajmXTjwY+ameccQa7d+1m2fJlXHfD9QC8+spfk2+5ANu2mJqeltdtGkRpgu3YmmfUD/vaoLlYEfuqq5SkKQzJeA/HlDu8V/Wk31GRr4tMkMQJixct0vFjGgYizwmCYOBxJoS2hCm67pLrGOr88kcxPhi7Xi5xqFrEIMvIkE5JhedRGid4rk+n22FEtf7r9RpRt8+6T9zK3l1yUu7avRs38OiGXf16lUqFKI74iY/8hCbUtTttLlu/gcOHD/P223JhtSzpYN5SBFSAq6+5hieefJKvf/3rjI2NMjUliXb1Wh0MmYjt2vW2+nuLd/fvp9fvMaLEBZYtXYppmbz51lskCmNeHxnl+MQJVq1cqSFEi8fHKZfL7Hr7bU0adByHRrNFqVRi2TJJtjZMA8MwCUqS11CQbhcvWgSmybXXXav9X7Zt2crYwgVs2ryJj3/iEwA8+eST/OM/Pchll3+Yn/+CTCb/9r+NSx5UHGlCarVa0Tr8xX3sdmWi5jiOJoRneUa5WpEqMGrzz1OBadk4Sru/2Ow3Pb8JIVIsyx6QwrOMcqnEli1b9b3IMuncXpDNi3sbxTGW8mmCgcZ+nAy8LNI0ZefOnaxevfp7TTV5H9/3t6fPyPJ8zoEoyzMyJM67SO7TVBAEPu12R85npMFhu9Pitts+zu53dgGwZ/deuqJF2O/phXW2MYtlW9z68du0h1fhy3Xg4EEuvVl6QvR6LkmSIkSsOTz7978rvU7ihPEl4xw+fBhAe5J4QcASZagcRRGZyOb4HhiG9H8wTUurTIX9kHff3cfk1LQmn+ZZhh8EVKrVAS9OyHkaRZGeBGEUUa1WOe/885ltNNi1W37uu+6+m69//UEe/eajevNYMr6EsvIXKpKbNBM4po3IMlptxdEYGeXqa67GvO5N/uw/yoTznHPOpdvrqQKJnNciA8c26XR7g/uYg++6pCLT8zRJM6rlsjocCtatl07rmzdtIklSXNeeY3xdq9XYsmXL0GMptVpNKuyp6y6EHOIhLoatnOVN0yRSiWQcRWzbtp11a2/+gfHzPiJCp9XIcjHHvNxQMUWO5uxkWYbv+TSaDUbqEvpcr1l0um0+/omPs1vxxA4dPAiGgUhTvXZ22m38IOC2W2+lpVRIhRBkWc5Iva5NLAuPJZFl2iC20+kQxzFr/9UrzM7O0ldrdK4MMQ3D0EmnSFMmJibwfV/5cqFiwuDgwYOa21OIdpiWpYtlE50JyfuwLC1CEEURe/t7ueeee3hCwQlnZ2cplQJa7TaO61Aqy78PggBTJVFFXKciReQZrudRzK5uv0epXKLRbOh1Z3x8nOmpaVzX1ZC5n/3s/QTBgzz2lQv14c4PAnkocl1dQJVG0VLpzFXqm1gmvvKRsUyL9bdIvtjm5zeTiBTbHfAikjChXq+zbds2zRURacro2Ciu42goo1x2c+k14w4guRJGPjhY9npdtm3bzvp1a0+mjr4nvk7nuMoyQZbPPSQVXJji0C4yge/5tNptvVfVqgatdouPf/wTvLNHcsTeeWcPrueR5RkNxZcrlUqMjo5y9bXXaJ6fkSSE/ZCRkREtUFVwrjEMfDX/G80m/X5Iv9+TcNAhfo5QJuXFoXdsbIw97+zhN35f8OabewE444wVlMtS3KMwZf36N77B+lvWE8aR5izGccyiRYvYu3efVl7ct28fGXItLtbxfr9PKoS+P44SXDIME8sGLFMXXEzT1GITRdExz3PSTB5MikK+bdtceNGFvL1rl/Yo++jHPophfpeH/vQsrURXvJZtWdr7KBVSBTWMIl0EiZNE01mEEKwt9qrnNxGnCY5taYpNrPaq5597fs6kr43UJfS/oFFYNgYypuyhos5AT0CuBd1ul23btrFu7dof2V71gTgkGYaUT83Vx8nUMmEZUKQJIod9+98ljVN2vC45O77n4XsBYRxphZKlK84gjEKqIzVtuFitVRGp4K033+Y//aXctLZt28bbbx/GME2NP200GlT9gFqtztlnnwNI6VbTNBkdG5UO9mpSFwZyeZ7rypfl2NLoS1ViARYsWkie5/T7ff23jUYDwzCZOD6hDwH7393P6OioJL+riSpxoyamaenFYu+evWAYjI6NKiPcQqWnzYnJE5impasdZ6w4E8s2OXToEG+9LQ9ynu/x6Z/8NA888IBWZbnv1+7jd/61NC1LYnndJxybcz50LnEc6+r4gYMHqFalEe6qs88CVCCmgn379pEWm4QyTMyyDNu0CdTmWqtLmdRGo6ENgUdGRmi1WzTbLZ04WrbNGWeegchzvTiYtpLGNIxBpSnLSLOc0dEFOjm1LYs0K47Yc2bZSQIOJ//+9Bq5oYivml9uUGC4c3X3c+Dd/QeI45jXXpMdUsdx8H2fJI71HF6+fDlpFLNgdER/l61uG9tx2Lptm06ykjjmt/4vg52v78BThNJ+r0evH5KmKf2enKvLzjiD777yCjOzM5xZPVNXhvxSIDkRtq0x/77v6ySxuJ6C82QPqUOOjozQ6bYxbYvxMclnKkzr/MBn7165aVWrshNqGAbTqkJWr9c5euwYlWqFSqWiMd07du7gs/d/nr9/4B/YvEnyHz70oXNZsnQJlXIFRxFSZYJVJssS3fns9rqUymVs2+X3/lSuL//9D7/AxZfcLw8hqvK5d+8+HFsesFaddbb8spQwxVtvva1J3YYyBkzTFPKB6bNfKnHGwoU0Zmd1R2GkPkKr3WZqelp/N4HrsnT5MqIhx3LTsjBtW5nvybdOooh2t0ulUmNGSZwXGPNcanzL61HxM6Ayo6/99B6mrHrrn+V6lBv5YP/KDXa9s4c0Tdix4w0AfRgJw1AfLBYsXCiJzdaYntupMpPcsnWbntvlkkxCPG8gnhH4Afv27qPdamsxIc/1+OnfOMrsTChfRyV6juthmpYin8v5uWrlKhw1nwpeQxRGSqAj0V/qxMSENoQsOiqVqlS6zPJczy+RCarVKm/velvvVTk5Tz39NCtXrqTVatFSyWij1WLhgoXkDP5e7q1liVRQEuKlUplOp0cqUprNtnrviiJ0o+dxq93h7k9+Esv5Fvu33QPA66/vhDzH9T3OOGOFuh6pIrZ79x4dVxk5nuMiRAr5QI0uKJU4Y9EiWo0GsUqsR2p1Gq0Ws7NNPc89L2D5ihWkIiNJ5ef2XRfHNQl8W8tbh70+YRzjByXdFahW6+SGXJvn7Es6qAaxdDoLDeUY6n/FkHtVbqDzhCw32L1nD2ma8vrrOwDZdfV9nygM9cFzfHyJ7DIuW6bNuaM4xrUdXn7lVV1QSIUgiWL8UkCm0DiVWo1Dhw/TaDa10rKljNV1p9crrC2kerLtuHrttCybJEmp10cpvjvJ8YV+P5RzDFi9+kZ27nyDyy+/XOd/3V6TY8eOy/mnHmt1Oro7OSzcIAvFjsx/1LUXzzEtaQcBkpOLaZLlYCtbizyXgg2LFi2m2ZTNgeMTkiO+ZOkyZtVjEpl0NeOL9/Pc1yQ3/MjRY1LISwg+dN75xZuSRDF79+4bcIZNE9eTa4tIUn2IDEplli9cQHN2OKZGmG3O0u509UEOkbNgwUIwTK2UaSDRFNVqTYdFv9en2eniBwEdVRAaGRlFZNmPdK8y8vx/far4a3f+H7lpWQhdVRKS5GoN9OrjMMKxbBzb1ktHoehmKOI0KLlGkUn/FjWxU5FKYuYv7eXYcSkOkAlBvx9SrVa0m7HneVpy8VOfkovtgw89SK1exbQs3dqDAXQsjCMNecOQ8sSe52l4QJbnWOpve71CEc6QP3e6GuZSrVbpdDo6sAGOHDkqleKE4FwFFxoZHZWSiaVA6dDL54pUKNGCWMN72u02vi8na3FgDMMQ17G5+OKL+da3pFSyECm33XoLlWqVL/47+bxOt0OlUtHtS/nxJMSw3+/rjbmAgiRJMkd2UVYZYxzb0X9fKpVkJWOocmpblhZa0J0ktVmlQ/KrFXV/SqUys6ptXS6XufiSS0jTlFdekdKerWaTcrnM9ddfP5hgJ/stMPj5579432m5/fzKXb+dDyvTFN0B6WytYiqRTteO7ejvrujOmYYx6N6IDM80ESIlVgu9Xy6xcHwx//oLDV1Bf/XVVwm7faJ+SEktbt1eF8MwqZQrHDh4CID77/8sT274NvWRmhJgKGCaMc1Wi2VLlw3UaZTXg+xwyIdSkWrCdBGPruMQhn0mTpwYHKxNg+XLljMyOqLV4EIFM5iYmNAbT5KmLFgoxQ7azZZOYsulMt1elwsuuIBnlXWASFPOXLmCZcuX63trKTlYx3GwCvVLpZTZ7fbwXXkvqtU6f/XlL3Popc/oawyCQBN7i89ceMt0lDxx8b0UVTTbtohOiikp0a1iyrYRCiZUQBwA6iMjxFGkizq1alXFoqW9ckZGRjj//PMpBT7f3iAl0nOlVrl27c1zvSdOHoZck3/+P56eMQXwG5/8Qp7N6STJpCAfKugIVel1HWegzpplpEmCN+S7I+dZTrVW0wIGxR5j27ZO1KIowrJtLHMw3z3PIwxDfM/n/t86oZ8X9vtUKhWmZ2b0/nfTmjW8+sorc5KCMIpYsWIFhw4d1HFeJICdToeZhkQZ2LZDFEcsXbpUFyIt0yJJYqrVmlad81yXVKQEns9ll0lI+4MPPUQUhoyMysRFJ5giZemSJWRZpoWUjh8/jmVZWlK7uI8LFy6UQkhDVe+iK1Yc7mrVmiR/uy5/93d/B8D0mz83sDtQH9syLTCkp0ylWtGPdbodXEf6KQ3vVeS5hBoOoRlS1VXT379hyO+i39ed8lpVejS6rqcLQOVKhUsvuQTDNNi4UYq2FK91k0JayPlkvGePKv5zusbVr9/9u6cUU5YppbBPzv+sobwjRx58HcfR66nM62SOoeGdCpGSpqme14UqmvQoU4ecVOjjm2kYGpoaKVXkwPfloQrZ2fjdP3JptZps2iS9fDqdNp/85CdxHJe2UtZ76KGHOGPFCq677jqde5ZKJTzP44WtW3TOW+RYtm3P2auGbWM07FPpXpimoZ9rWRae5+P7nt7/LNvi6LFjLF+2TM9NIQTjS5eQFR6I6ktwbYdHHnqIsz90HgDbH7ke8hx7CAnkuq5uGJQVVNC0LLrdrrzHpqW/h3KphMgyrRYNMv+LlChDsX9lWabXwbbalyoVVRzJcr2nlUolLrzwQizL5IXNL+j7k2UZN9+85ke2V80LN8yP+TE/5sf8mB/zY37Mj/kxP+bH0PhAwO3M3ASRa5ley7LIlGN5MVzfJUsEhjEwjipVKggB9ZEay8+ULfV7/+0B7CzHMQ19Wm21Wuzdu5eDh47qCqxpmnjKtLSQ2RVCYNvWHMz5XXfexRMbnqBarWo5RhgYZllpihvI0/xMYxYD5Xivrrto3xfSjQCGaRHHCZZtKwy2rN6lSYJtDTpgjm2r6oCpq2vkOUGpRJzE+H6g28BZlitOyKBSWSqV1OeztYTrOeecw+s7XmfPvr3c/7n7AfjyX/4lz258jquuuorf/gPJpfriv3MRQpAmqT6Jl8tlZmZnqFarg+4ZyOcMdy2yHF9BS9JMUFbVwjAKZVXEMrW7chzHEt6VJtqXxcLQn7fQ2A8j6RESRREl1SnLgTfeeEN91vKc/+58403d3jYME9uW3iFFZapaq2pZ2dN1zOkSn4TxBkmWtk1LQbgGzzWR3B3dXbJMTJFRKZf5lf8kq25JnrL/yHd46aUmqapAhWGIiKWHT8FnsU2bDKRzt6re+uWAOIlpNZuMjI5y0UVSKGHXrl00Gw3twSA/BGDkSra7qCY72KqqpPlVhkGlUmHixAldaarXa7iuq2JjIL9aVOM1IVs5qWdZRr1eZ3ZGVtE938d1PQ4dPMydd9wBwAMPPMC+ve/iOi6joxK6G1TK0jxSEUkB4ijBtmNcdwC9NQyDlatWUSo9ytvPy9frdrtUFXypWK9SVS30h7oORbdImiqnmuuQCiHXAs/X31e73cYPfOI00fEDA+JsIUJRwPMQQnefkyTVMTU6Ojc+du4cxJQ0lbYRItWVz2q1ojmSp+so5OW1TVIuO23ScFI+WJid6+eqYSsCeDGkiEJOr9/THJk0k12odGgPMVUlOVWiGiChcXmW85HbN0Iu4ydN5LyYnJqawyVtt1qy2xGFOi49z+XokcOIVGiT59nZWYQQlEslbezYDkNWrlwpP7KqzJqmievKTpY9VFmv1WqE/T6vvfaaujdyvZk8cYIly5bq+eZ5Hq12myAI6Cu4uO3KKr8Z9nVlv1QqEcYDH0NQvIg0wTYtTVqXpu4xtXpd72mPPvowu56/QzWS5HVLPoSN6w2EElKRSqifH5CJAQF80I0e1JGFQrgMr6t5nks+rzkw7AxV5y8VAk911NNU8Kq6L/X6yJx5sWPHG3Pez7YtBTEu4qp6WsdVNtSVg0JOX3YBhxEOIO+3Rg3lGaZlDm9d+nWGuxWFR1zBrSveU6MQhtZSa0i8RL6Ymj+Kc138zlT7aT8M9fv87h+5kmJgO1x66SUArFp1Fv1+jzRNdezdd9+/4puPfRPDMHRe1mw2GRkZQYiB6XClWtGcwOI9CoRHTrF/DbqNlinNZIs1RiSJgtj6mleXJRmlQPIEi/XKVGge27J1t7nX62EEBnd88pM8/dTT+nZ4nkccxfr7CHyfVqdNtVbVcZslieaTZ3mmYelF/Bumoa8nTjN9HcU3a5gDQZdA8RhFniHSDHJjiC+Z6b2qWhtYFADs2LHzpJiy58ZUrXbK+d8H45BEkQsVUnayZXoygdGxJQfnjp97C4A1a2+mE9r4ZZtO+K58ju9hRAlHjxzl6FHJa2g2m3R7PUnk9gfmW/1+H8PzqKrkrR+G8kASx/zFX3wJgJ//hV8g8KV/RKqIeiDN8+I4plIuD4iY3R6NRkN/ISA3j+KAVCQivV4L3/Ml+dwY7La5yLBMU2Otc5FhKdjg9JTkT3ieR6VaxbFs0jjWyZLruuQKlpAoUmmuoH627Wi/lCVLl2jS64vbt+v7E0URL7ywhVWr5Ib4xS9dwRd/tY8XeHryt1otCW0YEkoIIynu4LquxpK7rkur2aJer5MkqU56XddFpEJxqQbQIn2A1PyZIVL08AJo6P+88vJdAAAgAElEQVRT3+H7TCY1hEgHC5o58DfQSivdnj5g/jiN4cOsAdqduriVEp9tYFkDkneWppDldBstdr0pDd9a/R69NCHJM83FKBajLBUIFSeu45AmKWEqdMJumiaf+cxPsXnTZrrdLtvVPCyXyjLpDyMclcgkUYzjuRJWUEBLRaZEHtDCDXITkt9v4RtTQJK63e7A10tBbobdul1bJq+u42KpzwCF4fQYWZaxe7ckBn/+c5/jq1/9Krt3vcPFF18o31txFcu1suY5LV60mCiO8DxLcxEnJ09w4+rVbNmyBWuNhLru3nyXVFBy3fdd1As4UxAEjI2N0ev1MC1Dx+TIyAimZdJqtTR0qV6vy/tzyqy7U0Px5ENJv5xCAwUoUIWeoeLJj9OQuPcffL/f+7z3IOXVw4beD3Mkp6nVbGqitu3Y/Op/jNi1a+C/4roOvX6fRYsWMT09PYCllMs0Gg1GRkc4elT66p111iqyLMfzDA1pcR2HzLZkgUQlZbVAqoe2Wi0N7SkU3+S8lTFtWxazs7OMjozoBOdz99/Pl770JSzLotvt6fgvIDFz4FSpkAqBItOPoUTG0iTVxGzTNCkFJWzX04R7CSkKmJg4rg85V155BZb1OHu3fFLzBC3T1Al5YYbuurLYEfb7WJapPeT++eOHQ8YVe9lQOjAw1W23tejTj9X4HqHxP/+8uTH1/Z43p2hoDgrnuiid53KvsCz9TTuOw9GjR6hWq5x//gUAtFpNKeTiezrOLMtk8eLFJEmiYc6VSoVyuUylVCJUc1OkQkPZB5c24NcYhjFUrM4BKWRUHGBEKoiiiDzP5kCx0zSV9yIz9GumaTpHYbpcLsl4zDLWrLkJgBecb7Bv66fk66j1IQxDeZCLh+gWQ4feLM9/yEj4PiM3+GHiytAJ4uBvirWl3WrPMXH+fuMDcUgqSIraOGyOFLgcBjlZIvjiH5dpNj4EgIgitjy/kW4Sk1vymRecfyH9RpvG9CzttlxEhRByohimVm8TIsXzAizLpNlo6cswkElGIVvtOA5r167j0Ucfxfd8yqpTUSzmcRxraVwjlxW+yBhUwosEKYljGrHEnRdY5Xa7pRNRwzCwDBPDQFe9DQb/DsO+el9BEkfYtqOVrgBsy8HQRa/B5C82mcCXJ/K9e/YReD5JktBsys99ww2reXffPoLAl8IQwOHDh1n96Rr/9P+u1BXzUqmEaRRmpPI9RmoyIWs2mjo5bbValNXG7HqeltgsBB3CKKSiDoyWbdFpd2Ql9iR2an7SjmXkxlxHcv2L9wscQy8MFMFqGrpblWZCK0WdnsN470/qhhVHojyX6pGe6w5UhITQfB+Rq405z6n4Pp/9zWNMNNTcyiX2Ps4EHcW1s0wLEacYuaHxzaZrYVk5tmViezJJOnb8OKMjdfo9qRBUU8IpURhx7MgRlixeoq/bdeTBOkz6OnGzLAvLtDBUvICs5tu2RRINBCcyIRhfPE6SJLr7LKtaBq7j6opblmVMnZjUYiOeW8iJDjDrhSrmd178DnfcfjuPP/4EOxUp//rrryOJE44ePkpJcYi63R65kWNZKblac7JM0O60uPqaq9nwlDTqPfe6r/Pdb92EZVmafySlXHPSJKVSlY/Ztk2r2cQPfBzb0Ztju93GsR1GRkb0526329JNXpzageV7ksJPelxk2dAGmCNy6f5eJL95Jk2lT+vxfRj0xlBcfb8xkDguBCCMk58wJ4szgHarg+f5Osn/6V8/QpqOsGTJUuJQ7jciz0iSlF6vT7lc0RzYbVu30Ww2ufLKn2DnTinW05gdGFxmQv594AfMzs5K8ZZCeCWOEGlKtVIlVQcVx3E05yBU7xEEAZ7rau4rSDVTA0MiNtJ0gNgwBAJBkqTaKqBIaNIkpRwo+d5ckrOLYh+guFqyM110ABzbQghpSF7c+zOWL+e73/kOiy7+Co3dvwBI1EJXFRN81bnr9/sI0yDLZLHo1HLyUwuYU46roeJDpqxODMvEVulZlmVaTez0HCfvVcYPjKHv+7yTq+vF8/OT1W2/9x45+F2mwtE86blKsCU3dE754ovf4YILLsBxXI4ekQX6IAgIgjLHjx1jRHUQbduFXAoPVcpy7xNpyptvviUPx8oeQlp2qM5lPvzORW5n6NxKZBmZyMlNtDlubuSqMxXrIqFhSASAYztDhwgwMKVImHpMpBmZELTbbc5YvhyQh/brPrWNV59Yq4t3ANVylTCKdIFhwCfLtGjCDxzv+b7en0d0qn9fdNtASu0IWVHVpvBZltHtn9pe9YE4JOW5kgDXX1pxtwcnejOX/4s6HRqTkqh6YO8e0l4f37Xpq1Phrjd2YuYWWTKAC7muq5SuhiBEpuxguK6r24HlkuwKzTYajKmDwVf++q/52c9+lttvv53vfudFipOIECme62HbNs2WJO4lSYzrOLiuS6cnuyr9Xl9CU0xr0AZNU/nv3MBT7+15PgZS6ryQApYwtBjLcbRina9EIQxDyjsWVW/DkP24gqAvP6OUg0ySZAAjSFOSJFYbha9fc2SkzuHDR7juuusA+O5L3+XI4cPc/W8Sblfy4X/wB/+Nm2++mRe+cS2HDhzU7xGGIdVqVVdKatWqJo9bjqMDyjRMtWgEdFQV0LIsCQ06qfL9fl0kqVl30jDeZ6FDkQCHoEoFVKLYbC0lj3najuGSpH6MOZVSo1AKzBkc1ovHhxTYXMfjl7/QIksdAlU86FohcZKQGYauMNuWhel4eLZDVxUobFNK6BqWRVdt9M89/zz33XsvN9ywGgPY+NxGQBYeli9bLj0RVHEgF5kUl3BsTZrNsowkkvC7OTAMz8HzXCqKQJqkKX2lZFdA/Xpd+XNuDjYE07TI7VxVxwxNaB2pj8jODQbTCn7kWDbPPPUMF11wAW+9JRUjn336Ga659mop5azubZqm2I4lYQvqnlcqFWzbIY5Dbl6zRt7Hboc8fwYhUt5+TkLwbMciiRNK5UD7vvieR6VaIYll9bEoSGTqYDJnwxuSev5B44ep8xlKHlfdcJn4WpZeg4rrOZ3HsMrUD3rOD3qeAra+52+NvCgQDV7Hti0pbqMOFYcOHSLLMlnMU+8XeAGlcplWq0UYhtorrtPp4DgOr7/+OgsVbGtycpIPf/jD7NmzR0NE2+02ixcvptVqkRYiDYYkgtu2Ra83IHpbholj2cRi4CtkGia5OYjJMOzzuc9/jq98+a+JRUqlphJNVe0WYgB/tpUwRZZlg8JikmioVLFXCSGr4yIV2LZ8vUq5jOO4eJ6rC19pmrBu3TpeevklDPPLAOzedCejo2P0+z3CsEAZGFp8QYj/dXN3eF4JJRZRxFXO6R9XJ49hxMM/93m6KGHMLcQO+zENPXhSgULmCQY5hmFhGEVOIX+fJLEuwCVJQrPRYOu2bay+4Qb9mB8EjC9ZortGpnqfOIzw1FzvdGL27tkrBRzUAd4wDMzcIGOwjshiP+S5gWGApaC95DlpJq0yhiGixWcqurtJkmCZFnGS6P3PMAwpoOS6Go2QpinVSoVyqczSJVJted3atTzx+BOUz/5TPnqRVLyrVissW7aM/+ff+/rtCjGHNBOn1uH7/2m8J6b+J/eqeeGG+TE/5sf8mB/zY37Mj/kxP+bH/BgaH4xO0klNg1x1kAzAUr+wc6j4Pv3Zo7RPyKru7NQUpUqJNEk1FCDJc0y3RJoJDVUzVfvPMAyywkxPJPi+J70hVJel3enoNnxRyR4dG2N0pM7k1JSU2VYc0kajwbKlS8nzXJvsObZDHMWkSaLxjrZtY1uyCmikA6iSYym4kPrMSRiSZUIaZarWaNjvkYoEN8+1t41IE0SaYNsOlmkMWqu55GpI+Vn5GQvYlGVaGpLheR62ZdNqtvRnDXt9KuUqY6NjbN+2DYA77riDrz/0EK1mk2OK23X55Vfw6iuvEdWeYc1nZCVhanqatTffTCpm+Mp/WQhIz4vCFDFJEi3cYNs2jUaDsbExzeOybJs4Sd5bcPg+Be6i+j1csR38To5MdSCKF8vyHCPLh7DfpuaznI5j0DEaVMuMfG6hzMhRMvtCl8Ys08JQWOTi/rmWTdTr0W+3SRTROk8ErahLZjuaF9cNY5IwouT6iAJG43tYloXjeRjK5LjRbPDQgw9KuVXL1lKnruPSaXe4+u6rdadxpF5nx44dHDhwEEfFablc0hhxd8irKM9scpHRjWTFu/BSMk2DTmsg8w+SR1TAMRNFcC1w2YU3Q7fbxcil/0zBBXFsByEydr29mygcQI1efeU1Lr7kYloKwuq4jvZ9qFUUpEKktJotSuWATEE0Rkbr3H3XnTz9zFNcsPpRAD7/+c9x4MBBLLvHl74oCalpmiBUN7xaq9JsF/h2yXkaluAvVytzhCAGk+L7zhj9rwEkZe4fFBLyMOjOCpHpqqpcX0/vivfJEN85Vej3q5qe6vNO/rOTStqmZdPtdjXcO89hwegYzWZzwGsFpqenqdVqGIahOzIHDh7kogsvZHJyUs+JWq3Ga6+9hoGh985rrrmWo0ePkAYl3V1KhMCxbMpBCUvtNTMzM3iuS7/Xp1R4myBx/o5tQ1GtzXIe/Md/olQKsJKESO1BhqnMOo0BLDczZHcqyzI6ShbZsgZmkYXcdyYElmVjGJAqXyIyQaVSpdmY0WIOcRRCnvORK6/gySelAfxN977I9kdWU6mUNMcnzzKSKNIw7FPhPJwMozO+x+Pv8TrSz3/vexhDfA4Jgczm7HPZKXaG/yWO979vgPEDeH7f43lGzpwY03v+SXzAQXZwKjDZkxArhnwsz3Pu+zVphn7xxR9jx86dXHrJJUxOyjm3YOFCwhMnqNXrWjQsSVNWnrGCqakpFqjOrms7LBwbI4wiIgVZdR1H8fKGgLmqm2+QDwzjUV2RPCfPB+IEKOSMZVr4pSKvzVT31NR2FaZpKTRJpq1rarUaIhX0/z/23jxIj/u87/z03e858w5mMACIiyLEQyQk8ZRIkCZNWZQs2ZFkOceuZa+ziaMqZ2NXvDl3He9uxfZ6N4k3V9XGjiu1sZPYkZ1YlmNHjkiKlESKhwiSIgmSAEEQ52Du93777v3jd3S/7wyIkcSkaGCeKhtUT7/99tv9O57j+3y/0ZBTp0Qfcpok3HffvZw4fkL3TZHnxLMxvj+tfYis1GsIb4tQvsTTpaQb9vZnv92cKqNM0jSV0iff+Zx6VwRJGYiBXnZ6DQMzz7UOkJVDHsXkQYQxEott3bQhTqhUPJJIQHksxyEII+KkcPJMM5ObedF4F8UxURQL6E5S9CYEQUCaJFy8KIgOHNvml3/5/+Rnf/ZnOHLkiIb8WJbF6qpQ/r5w4TwACwsLorzqe7Smp+U1c/qDvubVF/cjFZTzQhBPOSBZmpCl0jn1HDzDlfdbBEme6wpmKbnAAximhWXbOI5DnhfK76Zp4ti23ggHgz4zMzP0+8XAEqx+QjvpuW89C8Af/ac/4vDhw7x56hSPPfYYALfccgv79+0jTVP++I//WB977rnnCKOIT/2U0HKqVqu8+OKL3Hb77fzCT/fZIzGtQRBoXZjWjIAz9rq9MQ2ftzOhIWFsOiHGzpPOWpmNafLaqnH4irUJ2IBZOlAuHyvmROUAWZap+13UE/vs509ipC5pGGHkBfOim9hkJQ2HMAxpVmvkSVpoV+QQRCHd4QDDVdoINnESU/V9glGAYUpRyG4X3/P43S98gapktRmNRlSrVcIw0lCaXTt3cuf330UcJxw7JvqCluMlLbSpnEYB0clxHA/PVVDXFMd1JDubZDrKBEFKGApRas+TAnY5LCxcJEtTpiS8rTU9JZILOdx15x0AvHLsGOvrqxx75RXed/PNxW+UfROdtupFdKlUK6J5Ftk/1O2SA/fcfTfHpLhzu73O3NwO+v0+P/rTYoPas2cPvX4H0zT5jV9qaSdWMfZMsnD91xjb5e8xDMEeOsn0dUXPKdgEjlNyvC7l7L3NeXm+CWpffUdZ1ygY4cteUoBmU4h6t1otLQo5Go1oNBqsrq2RZxlHjx4F4NZbb+X555/n4MGDuo8HRKLPtmwN5f7a176GZZlEUcwPPPRRAC4uLnL6zGnyPNeO30xrhjRNGY1G+rt73R61Wo3hcEhVBmfVapVatcr3f/+D/MGX/oBQEvvEUay1wIr+Y/FPlhdBt2JuKAukqwApzzLdJ5imCd1uR+rJqOclCFt27drFkSP3APDoo49y68cf5rbbbuN3/uleQPRBZnmKjU1mfGfw08vb1q5VTiyU1yVlV/qc2kBmUppjk3v91s7bGhR2s79NPmsDkThU/kLxrnIsSwYhpfc1v3Mnz37rW5o5dWl5mfceOsRTTz1FTybqgkDM08FgyEc+8iAg9s5GoyGCZU2YlGoxYnXXJqVe6yzTv9W2LakDZpSWDUMERKUxlaQp5AZpnurzVKLUskwS+fu73S55ljHVnNIJf1MmHc+eOcP+/QcA6HW6uI6Dkc9qLaZhMIJciN5m7+iMMvhO5pTWSTKMMZgdfGdz6l0RJGGYAoM99vvF1DFlSGkBP/Y/nWGu2WLmkCBuiKOQ5fVVEjL660JgdBQnWH5tjKkjjgTDmmmaOpNctR1GoxGWXYilKqHUaqWq+5Q67TbTU9P823/zbwHoyQxupSKEsXzfH2tWDoNQZFhVMBZF1Go17rjjdt7/fiGylyNUj7Mk1S8yCkOWl5a4cP4CbSnkFwWBwCPnhRCfeFwGQTgiTTMqvsgshrJhXW0+AFmSkeYJaZKgJpPn+ayvrTO3Ywdt6bydO3uOarXCoN9nn1QnP3vuLCeOn6Db7eiN+ZWXXyHPcw4fPswnP/FJAHbsmJGEGImeJJBz//fdz1cefpgf+ksOhimYwaanpnn96z/MxYsXdWYwjmMajYI+cmwEXCZo2szKQmrKyn1aV/qGo6zAXk80dk2aGGBYMoAxEFU4z/N00HFxYYEdu6/BNkyySDj3URyWlizx/2u1GlEYkwSRrrzkUaSddhW8VGtV8jDi7JmzDPp9bjl8GABbLuajUajHR5qktNttDKPAE7/y8iu88PwLgOhVAjHPGlMNbv3gB3m/FLMMw5BnnnmG9bU1LOlkRfJ+HMcuhDA9DzvLcCyb1EjIZRZsYeEi/X4fI8+1wGy306E1NcVwNOJ56YT+5b/yU/zO7/x7Lixc4JvffBKA+x94gCiKBMZcZtu7nTa9bofp6ZbGsU9NNUVwYZrccfvtgMSP5xkLF85rp7Zeq9Fpt5mZm+OWj/wJ933f9wGiivWP/nauxa2BDRv3O2nKSVAkLOXgrDzPrlwzpHM23j+56apy2fNKbeS64lR8tDyDPden0WiyuCiSd6tr65w6+Ra333E7Fc3YarLe7dCoN7Atm5tuEtTgjz/+NTzP49Ch92JbUrg5DGk2prAsSwc6WZbRaDQZ9Jf48h9/WXy5KbLPh285XJAsAMMoYnVlVa+3aZrSXl8niiJN9DPTajHoD/j3v/M77N6zm6EimEhSHSjpShIZqZmSJAmeYtGLU5JYOG/kcv/LRQIsSWJ6XbFPVnxPizerhIRhmszNztLrdblmz24APvOZT2uSpR/76wIdkckkw7/85RaOW7lsAk68j8m3/b25gZMV2MmknkLBXMm2YW5MzJ3v5jxt+UZfovxM84k5Om6iN1AEUOoL5bnymOplO3P2HCdOnKBaren1dzQasbS8QqVSpSERBXme0+v2sG2H1rToG1xbW+PkyTdptVr4MsmQphlmbmpGO4DMzLEyWR3JMmwFbcrFYzANxsowWZZDlur9GIkeIc2KxSY3JHOpoed4u93BMk3iKNZkLK3paSqezz33HOGM7EnPspxOp0scF1IQeZYLf9WAPE23VEm6dFz73Y378pxSCb3JObXVvepdESTlJuSYZKopDgMjzzBzcGRU7aVQzaF/cYlMLraWYzFVqTFKC0hXnmV0YxG/KsfIdV38ij+WKQjDUPPQq2Y1kUX2MAxDQwN2zM6SJjFZJjLQ5QcfxzFBMCoqMllCGIYkSYwrGbIqvk8Yhjz1zaf4xjeECrNjO5qJSukFgShniiZ1sZEZiNJlvVHnZpmhvuGGG4SmxCjA8Tza62KDO3fuHIuLi0RhoAMqyzRlg5+hsxOJJHHodDq8+qqgUt+7bx9hENBqtfjWs6KSNDMzg1fzcBxHP8ckEWxE3/72t3U51XHEM1HPGOCG62+g2WzSak2z3ulKPRB4/+HD3HH7BUzTJAxF5W9u5y7+3k+1x6aCgWSxyw3NcKeY7eSI0WfKLucJ/oYcy7KJEwXRyDEtA9OwNGyR3CixAV7JtlmwVFie52AUmmJpmpLmmUgehOJZLSwvY4cRrWaTXI5Nz7VxXJtBGNGXDr8loW224+DaSt9qpCGkgQy2u90ug/UuQRByx5138W2pH7Jv/36GQYjnuBgSCuC4rsjklXQtAPxKhSiMNOuTYRgM+n2effZbfP3rX9efzbKMer2uEw8/8zN/jcFoRK/d5dsvvwQI1rnRcEij0YAcIklZX6tVcR0b13EKooQ049grrxDHMddeexCA3/zXv8npM6eZ2TFLRc6Bbz37Lebmd7K2usZw2FcPmzffPMWnPvVndCN6vy8qu4PBgDhe18/RMGB+fl4Ssojz5ubmOHr0eaqVCkefew6A2dlZ/sb/dSO27bG2JhJFv/UP57+LrWXjnBp32YWKvZIXSBLhvAp63Ez9vCsawgrFoyk3fevCjyqKGFs9r6AkLiV/ZYKjBLVDSGK0223NgDgcDMnIeeXYMT4okwJpnulKfZZmGsrz8Y9/nDiOhcMj4bKmYWI7NsOBHPeIOK3dXmfH7KyeL6ZtEgwHPPXNb9KTMLjBYMCnP/VpVldX9T4wHI247rrrcB1Hs9jFccTx4yfYtXuX1PATwU8YhKRRLNi7JKw9A1IEC2xHOmqu62BZNmGWahirygrbtsnea0TwU6tVqVUFYcXuXeKY73t0u12OPv+8hjk99NDH8DyXfr/P/NxOcS9hxGAw4Kf/txFh2NV7zL/5RwXD5ga7RIxUJsUR15lIUF1iXgliKZkUKjHxju1VV/C0Uk9EbccZaCa68u61lfNArEM5RRC0WYA5SXQjPrcpXla0XhgGlinY5gCMPNd70kgm0M6/9pqGba7L+TPVbHJhYYH77r2XF154AYBapcpwOKTX62qfcN++fZw4fpzbbr+d+Z1z4nrnFzAtY8xvxTBIJcFJkiS4dlEZzmX4rgkZZKU2z3JNlx9HMX7FJ4kLHTbHsYnTlKqEbYPQTprZMUu1VuXAPpE4X15axjQMms2G1oFSWkgf/uWEf/LzisBJUKMPhgMs1ymHlRNvsjimPP/iWPGrxo9tbU55nkcUF0kZVZHOciUvsHX/790RJGFg2iah/FGmCa5pYOcZlsxm/+hPHsfpeQxX16h6EmoSxrTTkLOdNQJfCscmMYbp6T4kKLjRy4NNOfe2betjylE0DEMzjERRhGkZVKpV9u/fz7lzAn968eIia+vrGIbBofeqylYk2Ink/8mLyR9Z5J8UvWKSJNrxS7OMHCGMFslsfSJ7j/r9EY8/Jhy/J554iixNhTChrByJy4spkue5rgC4rsfh9x/mwx/+kA7uVOas2+3qTevEiTfIsozFxUUCOeEVS5LjOPT7Um+jWiEnxnYcXfIVVIsGYRQTSZz3c0efF5oThkm9WtVB25lTbzG3cyfTU1NUpSBYZ73Dz/1KzhNPPsE3f1/AIizbIpWLQDnQHQUjLMfRQmSqb008azXNxLEkifW0siyhwZSXmKSMS2SgrhTbsC/ItSln4/Jk2haDQLzjer2OmSYMwwBXOvwBOTPXXYtlWgQjAZmxLYtBGEBu6CyVaZhE8nuCRNLgWwI+kMSJ3twM02B6epoojLi4tIQtKyBpJqBxSZbqqmSaplrnZDLz43oFM6VlWZgmnDhxgvdcdx0A62vrxHHEgIIq9V/8v79Gf9BnqtnUMFvHdrj2Pddy+62343ouJ0+e1N/xja8/QSeJdO/FysoqtmNToMTFHNi9R0BKCy0hg9XlVcGoKV/Gtdce5O4P341t2zqg8VyfPANyQwr/iUxcICHFhqHmbUaWZtz8vveRpkVl2TRNPMfFsi0qcj7/3K+kdLsBYRTz639fBHeVWpV+v6/hwurZVnxf6LHodUqOD6O8LQmYcpLGJcFUpQ9S6vO7wgMkQOSxJxA/IJymcg7HlNnf4rGK/zDzvDQ3C6dLXykXE2gMxojMfMsEBIj9Ik4istzXXqPjuAxHI3y/MpZ9Ni0Lz7TwfF8HG2meEQ6H+L6vdexMDHzZj6f2P9u28H2fC+fPa+FLgEcffYSFhYvcfvttABw/cQLXdXn66afZvVsEKgqeZ1oW7U4HT967bZpEUUQwHHDLLcLZWl1ZoT8Y0KhWdI+jEuysVAotqKmpKSxbJGNUz3GaZAz6fSzL1H2CWRrj2BZ33XF7kW3PUkaDIfVagySS2kmGhet4HH3uKT784Q9rivWf+LkFyHP+za/u1gGM7ThgGNIBHMrnY4/twcoEpLhAcGgzcsbdvlwk8xT0yS76lHVV46qYV+j9eDNQldrny8ct/UFjw8lbKl5MQusu0eOc5YL5NI7jMQh/mmXUGw3ashIbRhF1r04UFvqVGAbtdpsv/eGX9PfFQSShoTlvvHECEJDRKAql3yTG0/z8nEg6GcVYD4KQMArJc/D9Co4MkpqNBq7rEkahHjf1Rl0LkhdJbVf6vBmRTEZkUj7DcRwefvhhAG666Ub27d0t4bdi/O+an90gyqog1v1Bh//hb4r99Df/4U6iaIjr2hglcVvbckhT4fPabtHjOwqGeu8bf/LjySL1PMfPYWxOqWNJUrD3mVK0Gwo0C8Ym176EXRW59G3btm3btm3btm3btm3btm3btq3au6OSlGfkuaETJrZlYhsGtpliqSa2OKK1c46madOR2iHL6+u0jd8stM0AACAASURBVIwwTxkq9WDfI0smy6+5/neyzFrGAqvzylh7x3E4e/Y0cRwzOzurIQeCeCCXKvOJ/tzktXQFqVRJsm2L3LKKbIO8l0mcv2VZdLtdwjBkdk6UYINRgGmZRGEk1ZOVanAuG6st3ZuQJBFHn/sWx155ueh9imLBr2/ZhBJ6oX5Tv9/T/VnLy8u4rid6qqTuzGg4FBWskvq3Eg1T5Ux137bjSGY/m0xmMdrtNv1+X5BJyOybX6lSqVRwbYcbv+8/AfDpT3+af/A3DGqNBiMJpxKMfraofJSax9Uz1kQludDbMjbNMI3/763gz/+02oZCkirBT+omGSZxFNGQWeIgCAiikKlmkb21Kx6nlxbZv28fFiLTPAoCDNOiWnMxgwKOaVmiyVUxx5ThqY5ZCEL6vo9tO2PCza7jECcJSZLqzxc6YON4YlDYfXEsjEJMw5AkDyIzPjc3K4hZ4lhniMlzkiQWkAx5b6PRkNdfe41zZ8/K/qeCxGJF6iOpeRFFYt6ZlqUZGm3bwrEckjjW922aJrZlk6aJHq9vvnmK06dPkySJ/g1zc3M0m00GgyKrXq5Eq/OUqG2e59iWo+eUKA/m9AcDPacG/R7ffvFF3nfzLdzxyccAaDQaPPa7d2Lbtr5v0zSFvo1lF9lrzZ7EGJHOZJa19DY2KVte2bZpkdYwxjLh6t+3717JN1mDRLnXoAS3QlTSBVmCWA+zLKPRbBKGIc8++y0A1tfX8LwK9953L6srq4VenmXy9a99nYc+9hAzO0QPhGmYLK8sF+yWgOP55EnCcDTihReeByAMA2677TYOHjw4prUShCFhGPDEE0+IX5LnnDt7FoClJaFjGAQBd999N6dOvUVzqqlZWwfDIZ7rEIUhx155GRBVzb179zI7O7uhn7ScwRelzow8MzQLZZEpz/U7yLIU0xDsr1GmiJ4skiQRLLVSX6ZebxCGMcPBiEceeZTpllgHP/D+9wPwY3/9vIbG/sYvz+A6NnkOUwqiaJqEUaR1WMR35yRhKFEQl9+DJgBEpf+4OuaVnjtqj2IjhO47ut47dWOIyrG6Xtk3yyXUbpCmLC5eBKA13SKOEyrVCqHsqW232xw4cIDXj7/O3Kzw4TrZOp7rEQRD3VN7/PhxduyYpdNp64ptvV6j1+sxHA312j493ZTVXoG08SXJ0HA4JEliGvW6RhkofSDbtjVawzRNTEOsPEqjU/nFpmFw660Cuju7YxbPcySpl9q3LQT7YoHwEf1MokqT5+LZ/MTfXJRw1ZwsiUtrXK57gxSyQ8HfNvprxsS/6n9u9e3mm/z3Zscub++OICnNMW1T9zGQZ8RxhJFmmHJwOJUK7XBEteIxFIgBemQERo5R8YlSMSgNQyxcRl4OjtB/U6awzeMsZ4UgqypvGobJe667jmA04umnnx77fBzHVCoVVhTdo8SAj5kqERuGLtuJYCKX91XcY55nBa2pvF/LsgiCkW6GPX/hHDfeeBO2bQtWMlsyCVUq5IieIwXJsOQCHgZBKSAbEkWhoDuWE97zPMIwpN/va9rY0WhEngtcuSq3dqVauXB8y05cLh079fsMuUEJPK+nqZtr+L4vcKwllpgoDJjdMcMN1wvY4vlzZ/mZX5xlaqrCr/ycGKKdTodWa4ahJOAANOQvL0Fd8tLz3jCdriZnruS0Qclhm3gGliVYEUcSPpKkKTtmBHvV+rrokWm32wTDEa+88jIPffQhQPQBBEEgAyNFpS3oRR3bLm0mmYaVpomCkQoYim1bhEGAr3roLAvP88jkZwA99rJsPNlRjDnxe6qVCnkuFmHFevXyyy+zb99+VlaWdeJg717BamWapu6hs0xTBGdxTJqm1Gq+/O6YVmtGNInLRAIU8N1+XxyrVqsS/prq+xb9OgZZViRihDimMcYC1+l0GQxGDAZ9lqS0QbVaYXp6mlarpXuhqtUqniee66Dfw5eELd1eD8e1xxpTDcPggx/8IIZpatjU/fc/wN13R/z+7/9H3nr2zwJiY21ONRmNwvEgCcbuUY2ny82nq2J2Ta4hE2vPd3y5DWFTjmpuKf8tjhM8z9VBeC4aL4jCiCATEDPHdQnCgIe/8hW+/8EHpTiyEG82TYP/+B/+g24KV0QHd955pw4CkiRhOBxQrVY1lbbvexw9epS77rpLMyq2Wi1c12V6akr3MARhSLfTZWqqyZtvCkbGLMs4deqU+HsQkGfFvmTbYsz2pOh0EAScOXOGpaVlvZ5cc801zM6KREdZPFmdP5J9w1mWYJoWjlNKEKYi2ZKmsU60JElCHCdkWVxKRNokcYzruni+q/u7PE8IxZf7Gf/y/9pmMBjwb391t54nSSbgtK7sZRb3k4Mh73VDDLxxjBgT80z/54Yzr0xT+/XbWr6RLuNtTv6e7mfcBHYvSxNJACDGTZqmuI5gGB7Kfp9rDx5kOBwKiLV09ioVn71793Du3BlNCNRsTpEmCffeex+PPCLgbbV6nZXVFaZnprW/pESUK5WC1bLb7bG2vo7vuVQqVeo1MbanJZvyGAmF3B/TNNXjPZVtHiohr85TQd+ueQGVdRyHNMkEFFs/VgU1tFDerGGq/QxUbiPP4XM/t0hOzm//473E8hpZmuK6LkGSaOIix3GYnp7S8NWybd4htkV7B329d0WQZFmWyKekpYgvBcOwSGWk2Q0DFs5fYKre0I1ykWcTmRlmvYoVS6fMMDENAyMtU2sqWtEy2tUgjhPZJFm8fBCDKi9lwKMopFKtsHffPjy5CC8sLFCvN+h2O8zOCn0gU1Hilie0qmxQvPQwDOUgNXTWWjQ8m2Pv1rYtsizCth16Uq35Ez/4Cd44eZKzZ87gV3xNOlGtVrFNk2A00lkMz/dwbBuv2dTPwrFtnaXRDhHo+1YOYI7ItKepx1AOYN/35UJha5y2oCy1ZTOtXTwHhMPtuq5mEVtdFX0YlWpFO7L1el0rNPe6HXmswaDXI41jPvWXBJvTF3/9OuI4xCg5bzqbbhS0mAbjQZO2UpbqqrAJvHV+ib9FcaxZHQFZnUwIo4j5+XlAjK1Br4dpmjz5pGBve/DBBwlGAbZVUICrYMiQuH0QJDpKPV6ND9d1MTA0q6Fy0uJY9rzkReWmUW+QpAlxHGtq8izLSLNMYqPl+tDtYloW6+vruqI5NzdHtSqaUcsBlgjECjkARWVtWxbVWk0f7/cHeL7HaDjSm5T6nVmW6QDOMAzsWMgJKIafLDPHnSbAth3pxOV6jsZxgmGY0ilz5PVTlpZWpK6NJMrwHFzPx7EtkiTWzly1WpXzy9AOYpoJNkHX8/jAYZER7/d6fPWxr/Ijn/kRXr9ZUI3/7j8/wKA/wLacsdZZY2K9MhAJic0am6+2RMRmv1c/p7d5Pnnp/LG5uaGdYmPFVHzMGAvCQTgovu/rYD0MQ2zHJUlTvvb440XPXJoSxTGzs3OaibXiV4jjiKNHj9KWyZD9Bw5w6LrriOJYM5+apsHc3Bx5njOQGiq+7wu6ft/XgVMtSXBsm8FwqO/btm2Wl5e5/vrr6XQ62NLBrFardCTFsNI5SxKXlZUVnUgDOHXqFKdOvYXruVz3nvfoz1qWJZrPU7W/uxiGwXDQ13tVlqZUqhUcx9FrWxCGmJhUKr52/vq9Hp7nc9NNNzIz09L9rpVKhTAMGQwG2gFNkpQoiviJv7FIRf7u/+//nhMIDsPQvZMiySoSv+Mvd/M9KN8sMLrC59GYXSLxkE+e8w73EG/1EdsyiWbkBQV4LvvZ7VKibk2yqHq+p+exaZkcl4x3WVKQXcVRxIkTJ6hLxrtAEm6dOX2a9zzwACAIUsSekowhMgzpu8JQf8/MzAye5zEajTSSQiUiypIQqiigGN/UNVVSTBOKyf26jCDIskwzp5Z7kvR9lZJ04vycH/+fl/jtfyaIH4IgIJRIjOmWmFOj0Yj1tXVcv2Bv1u9ns5exxZf2Ts6ed0WQZNuioUvRgTqWieW4eKZJFIoN4MLaKvv27BZMIxUJz7Et2r0OuWlgSSKANM2wZJatcIzElMtLTbO5/nvxckWgotjlyi9fUgfLUj0I3RKAuZ1z2iFUA03AjaSzpJz6clOn1nMwxu5HBHO5PnU0HNJoNpmentJO1Tee+Ia4J1PQNaoN0rZtKhUfxxXPTVwdDe0xzALCZ0qYoaIpV05QObtgWZZ2mFVlSmcc4nImrnCANdywNOlGkj4SkMGQjWNb2ulcXVkhSROqlSqzEgqydHGBqakpTDNnfl4EoL/wTz3+9786wLZdMhXcZeI7TNPQujw5ghpzQ5Z7vFv2qrANW8olnLg4irRel3hnIyqyMgOwsryE53pUq1VNzf3FL36Rj338Y5iGqRu/q9UqTz75pJgDci6naUpOTsWvaKhPtVolS8UmE0URtoQcJGmix50SmHVsRwQjeUGsosZZmfgkToQzVKvVaE6JrPOZ06fp9XoCYiY3joWFi/hS4FYFFeVxX5XOEUCtXsOXGeVmU2xmtuMw6Pdl8D/Qv7HQEDLksURXtmzNDikojW3H0jAJ0xJiz3kJemWagpEop9CMCcOYKBJC0Xme8tQzQvT52oPXsv/AfmzL0ZU/x5GBbhBqIgkDgyP3HKG9tsZ7pYTCr/yrJr/w+Q5JlmnxbPWcDbNw1w3DwDJMyfI0OX4mHRyuaCsnlvSxzaAKk+fABkiD3H02nF2cVlzPtgVUzLaLpNpwIASDTUuOuSyjImHOWZZpVjff86g5DlEc6WruKBUOfxzHNGSVZvHiRU6fPs3OnTs5cu+9ALx58iSrqytj63sURTSbTXq93ljWe2ZmhtnZWXbMiHn+/PPP4/s+58+fp9VqFc6bhGyL3yfGZ7VWY6dp0Zppsb62rp9DkginSjGxjkYCVXHrbbfrhJ5lWziOi2VHeDIRE0chcSyq4c3GlL5vyzQlK5lqhB+R57nWnao3RPKu2+0SBIFOQoIIQufn5wlGI01w9OnPn+QL/2wflkR2gJDZ8H2bQK6LegxcYg8yL7MpXcmw8O/Etv4UtuhIb/GCKtDI8lwnZpM01YGBSoJVq1VGo9FYO4LruCwuLjLdmtYisVEY4vs+q2urOtGm9ijDQKOGbNsWcLvhYKylw/c8fe9llI9KIChontqXFOpp0sqtJuq3qPNUYFXWFyr7tpfTm1IWJwmf+fwbgEgo1Go1giDQLTNpmmq0g/6eS16ZMQbJt7V3cMpsEzds27Zt27Zt27Zt27Zt27Zt27aV7F1RSUrzDMM0cU0RAZt5ThoFZK6LI5sz/WaDxHPo9EaaNtVxHHLfBdumIrPRcZyQZ5GAueUKXy+zc3lOlhbZvALulsvPSo74UkY4z1MGgwGzsztkX4zISiVJwmAwoNls6oz7ZlSgm0FUhLZILkupksY0zYrmU3k/jWaDMAywbZtaTZT3q9UKF85fwDIFNKjdXpM/xyCKqvi+pzPkqppj2zaRyhAkCYYpIIkqMy/okwWcRmX7Etnw1+v1de9GmiTYshKlqITLeOJyc7wCNpbVjk3DIE0zgrDogRD9S7C+tsqgLyCFzXqdfreDZVnMzYlKUsVx+NiPv8Z/+fd36qa/3MiL7La8oBJR3TT7drks+JVkhrEB/rOhZ0JWOpRWEkAwEmrgSZJw6MgfADAczpDGsRBAlhWi+fl5HnvsMRzH4UMf+hAAX/nKV3BsZ6yfJcsycnKiKGI4EFAYy7LZvXsX3V5X0G3L24yiSGTtslQL2LmeC7nIqtVls3SrNU2z0aRaqep3GgQjmo0Gqysreh7u378fwzRZWlzUEJ5ms4HreeQSOgBKhVyM/SAIi0ZVx9Hz1CmNd8MQ0LYdOzz5fIaiP9CydFYxDAOSJMUwTE3pbxgGmAYGRQNwmqQEcaCFqUHQqzuug20XwtCqTzLLUkzL1YQtp8+c5tVXX2W6NcOchP3uP7CfSqVCrycqrwBhEOjKnbrmsN/nwT//Gk986V6dGVdwybJcQp7lpIxXkYzx/3H1mIKUTPSRXBY/X5pjYzBGEM3PpSuMkRSUjqlxBwiNo+EAx3X1+5yeniIKI2Z2zLJw4YK+TpwkTE9Ns7h4kTmpDzQaDalOTTMY9PW+Z9s2U77P+toaL0pNF9M0uPvuu4GC4MeyLIZD0Uxe9OAJUXbTNHX15f3vfz+VSoVut0uWZYxGRT9Ro1GnVqtpPRnPdfE8j+FgSFXudYZh0O+N0//XajXa7TZPP/U0oczY77lmD4cOHaJaq2ndwW6S4Do2dZqaUEHNd9EfpV8Mw+GQLM9xPVdD89I0ZWZmhjiONcxwdnYnnU6bxx//Gu+7WQj1zuyY5ad+vkun0+G3/4mQAXBdl7W1VapS02rMNtuDLrcvXeHz61LQuncHlDcX+4OEIKtxWHacfVkJueWWm3lRakgqdIRpmszOzmr4OAg/KYoiarWarhodPnyYRx55BNsWZF2A1p9sNBoaRtofDAjDENMUdN6KvMRxHIHQKKGYAE1qUobrqeNl31SRUug9MUmk6LpT+G+mKXQU03QMqlf+V/238qF7/YH2Ff/q/zFiz54Wv/p3PI2MUnt+lhb3vNl4/04BCu+kb/euCJKyPBfNnMr5TRPSJCM1My1OmBgGZrWCRUoiX25smEzN7CCIYl12TIMI17LBKDVNGkCaSgiLspwoinG9YpNRfxQN1+KlRVHEjh0zDEejsWAjzzIOHTrEhYUFZuRAL+sxlQfPZGmyjBEtmxqoenOLYwyjqbGgAM899xzz8/OlJloRtFmyDygvTZDy/SgnL8sy0WsEGm5HFGlYoLpukiQEYUiWpfo6WZ4TB4EQNJSbY55logydFboxiimlwLrKx2uMY1hBNPGahoHj2PyFP//nAHj26aep16o8//wLnD4tGn+PfutZ9h08SBQE2BKqZNkWSiwtzyawscbVt9mUTbGUabsEzjtJU2q1ql6kVH/aYDBgbW0VgPvuu49HH34Y0zS1k7a0vEitVmMw6PP884IJy3HsgvBEzls17pI0Zm1dXK/dWWd6usny8jKdTlvfjoDZeUCO7ShonZiLURyyvq6gBW0UM2UZG21ZFtdff72eK9N79rC+vs6+vXu1o7OwcBHHyYo+PETzuyeTC6L3oxTUTPTqYYgmbdXXp+4bOebLcyCV+hBqIzRNS4sAlnuk/EoFy7J0giJNUsLegDRLMVVCyHVE35JjYRq5Fq21LYtatYptOywtC1axxcVFpqam2LVrN3/4pS8D8MlPfBLHceh2Ovod1qp1brzpfdzygR7/4u8XavBi/polyLCAAZuT6ntXU9JBmg5fNplb4ydu8VnkgDHOclfsDcbYiWrsgBhzzakmcRyzuirgaY1GkwcffJAXv/1t5ufnGQzFmB8OBvQHPWZmZlheEWOkXq8TBEOxTsqvybKUJEwwDAotuszg8ccfp16vs1P2KIrxZmtYH4jAw/M88jzXDmGz2aTdblOv11lfX6fVEjC8URBgW5bs3ysSmeQwGgU6WeBXfGq1GsPhCLVy1ep1bNthMBhSkUHI6VNvcfHiRarVKjfccD0g1iJ1HXU/SSKSIVGe62DKc10Nh0+SmHAo1hgFE2w0GlrA99y5s0xNT/MDP/ARjh0TfX1vnTnDze+7mVarxZ//a2cA+P1fOyT20S3uQZdL6F3x88q4/C8sr7eXt6261Fs7L01SbNskzXLtj1qWrXU2W7JnzTKFOHKlUtVzqtfrYRgGYTDSGmSmaXHbrbfyjSe+wUiOzedfeIHP/MiP0F5f03uNYjSNwoKsql6r4ToOQTAiDALtWzUk6VDZ1B6pemj1r5a+3mSQpPrNy+dEUaz3C8dxdDI9m/C3ysx/oo3EBFLqtZr+nosXLnD89dfZd/sKx776gwBMt6ZZWVkdg9xtTBGVXfktjoJ3cMq8K4Iky7FJoog8EY/Fdxyq1Rq2ZbK8KpjjXnvjDV5+4wSZCYo6xPN9rr/+BjzHxZHIwYrlEAUBubkRSZiVsqPkObZjU6/VNKObamYTyvIiGBoMBrQ7HUFbXK3qwKLeaNDpdJjdsWOMcnFMHZnxPiV13JUL8zizHhsGmyI0UNE2iIZ5zWwn/6a+RzWoqwAkCAI6nc5YFgND9O8YpqkDqizLMGUviGI5M02TQRBSq9eISljypdVVbMcZE+UyxAc2YPNzkPTO4riarKZRqEInSUIchRg5PP206LM4uG8/hgGHD9+sHcf11TXu/PDdfPFftalI+lZB+GGQ5Zne1E2jPFnl7VyFWe9LYYYnAyXHtglGga4CNhoN0iSh0WjoRf2RRx7lYw89RJIkfP3rQtS4UqkwHA6Zm9vJyoqYo5NNneqYEmwuqqYpx44dI45jPM/TlZ8sy/T7VnOqnKlWpuZO+Xcqh219fZ3FRUH2IZTsY50RA7jpppuEYK5p6jl+8eJFUWWW81H14Cm2OwyDRArvuYBl2wwHAz3O1VjOSr1/rueSZ7akbQ7G7rH8+0QFOCKJE70ZIf8pV5pV5TrLEioVVwdgjUYDz/dZWV5mzzUik12tVhkMhpw7e5YH7n8AQApDu8zP76LXE5nKTqeN71cwbYv/7mfPA/AbvzQtMoqONd4DZnDJbN8V78RtYmMb+Xhj6djflY0151+mAX2TyxFFYq6o954jqO1Ho6Hevz70obv4wAc/iGmaPPzww/r9pZno002SmKasxgKESUKlUinGmMw416pVXVnEMKjX6yRJwsWFBaAgOrnxxhs3zMPRaFR8b5pSq9VYXVuj0+noNabi+yRpSjAY6F5I1ce6Y8eMvmZPksVYlqnnSzAaYVk2lmWTy/FoWxau7dDv9XjllVfkeQGH3nsd11xzDZ7sVx6NRqRJTBRGeu6Lfsdc7MlJMfcV1f9gMNBZ/Hq9IURrbZuD114rnoXt0GjUWV9va4KHv/UPLX717xgkWeG0vu0etJk3OPmZK9g27FWXqLpu+XpbDH4uMw21Wbbou84kOQ/IJJiUvKhIoXER0ESYhqlFzmv1Gkmc4LgOo6ESOhaESQ/cf7++04rvE4YhrltUM1WQFIZhkdDOc90PZVkWsfT/Tp06xcrqKvv27tWV3H5fVIlN09T76KX8zoKBtUjCqMpRkWRI9PHJAEsjUuT1ytIV6vO24zC7YwfnL1zgnh/5JgDf+L0P0WpN62DxcrbVOfGdcCFezt4VQVKUxti2hSfZnYLBEN8S3O53/vA3AOj0bOI0AcMglS+g3xtw8vUTXH/de5mdEtnaXreL6XljD911HBLTxHUcDRmYltndWq2mqb3VoHBdd6yhzjRNDhw4wGAwoCE3Gc/zdPT93HPPifve4ot+O5ssW17OVCk0lY24juNoxfO9e/fSarUYjUaFZoYc4ApWA2LTK09IEJPJcUT2WsF4BoMBu/fsoV6CEYRhSBzHTE1Ps7QknGXXdWi1WrKaYWqyC9sWE2l9bU1PStuySc0Y2zQ5K3U2rtm1m0rFZ9++faytCTjhVLPJ8RPH+Qs/E/Ho794FCKctGI2E0ysb/YNRsGn1TtsmTdFXhZXHVelwkiS6ggKiMhgnCa7j6GOu6/DVr34Vx3G47bbbAHj66aelzs5AZ1pVENxoNErBjlD8rlQKBr0wDHXlR+kYiVsUpCnlRfaSwd4m1VkQGi3lSiwwFri99NJLeiNSm8nNN9+sIQ2e57EsKf2jOCYKQ1n5KZ5XJueGggzYnruB7UdR7AudCXfsmFeiC1b36LhOwUApn0Gn09GOV7/Xp1arkWYJcTgkScR3j4ZD2u22WNskTCOXQWFrbk6/hyhOWVi4QKMxpRnFLMsiiiMM22SqIZr3/+LfWuHf/eM9ZHIjVr9JVYff7h1cDTbptI09gfLzmHxWqnI48beNT1DkzIWfWGz0jmMTBAGOq6DLJpVqhW63o3VV5uZ2srq6iu/71Op1BpJVVDGylqmA8zzHk9pLanBbloVlmkRRNPbuC1ISYWrMHjt2TB+/++67OXfuHGmWaebSJEkIw5BqpYJXggUCmNJRi6Xz5rquJgpSyYJWq0WW56ytrpGmBVR3OBwIbT0Z0HQ7HWZmWsRxqJN8nudx5sxZTp06xa5duwDYe81eTMfAcz1NDqF0Y0ajAZ5f1RXnSqXCaDTS+lQgZChc18VMUyp+EXgFwUhDnQB6/R4f/dxbPPrbt+r553ouA6llphw927b1d1zNptf6Tf622bHLExJtbV3auH6p6v74UVsSTdlWQThlOw5upUKv1+OmG28ExFhSVPWKKlxcdVzrKyPjhRdf5M477+AFCWtNk4Sbb76Zil+mks9wZNVIo3kSsS7b0mdTa0maprTX2yRJwrUHD+pj5fkOBdmRILwapwBXOpuTny2z16p5Okn6UIbqldFQhmHoJE6n28U0DI7ccw8zktzlyD02//jvBlSrFT0n/UoF27EJg1D7dbYt1z/77edKsW5tfvy7sW3ihm3btm3btm3btm3btm3btm3btpK9KypJrudhlGhoDdMgN6Hd6XCNjAiHowDb94izVOcJLMMg6A85++ZbpHMiS91sNrBdj2QiElbNphcvCnXkCxcuaLhaGQanYDhlgb0oinjrrbfw/QoHDhwARJT/4osvimb2kt7KVmyy1Pm9mMowmKapYYLnzp0DYHl5WcN5yt+tMoNTUyJLvXv3LmZnZ2k2m/pc9RxUNQlEhttxHGq12ljZ2fM8giBg/37Bh//ss89y/vx5kQUJI3wJd5jbOcfea67B271L9zecOf0WjuMSRSFGLJ7Fo489xr333M2O2VleeUVgv/Ms45YPfABvFHH+nIAG7dmzR1NKKvN9/5I9X1dj5vtyVqlUsCyTNZnFIc9pSTFZVaV0HJc8TRgOh7r/yPd9fL+iKehBVIharRnZWCreb6NRZzgcsbS0pDUhPM8nCEalBs9x2yBk+g6ayniZpqn1u1599VUJixNZ3VtvvVWfX9C8ivE+Go3o9noMB0MNs1DaS7q/AQijiDiK8HyfJBZz1Pd90WpVTAAAIABJREFU0cA+HBVrjldk5rQQZpIQjAJmZgrokeu5hEFIpepR8RqMRkWGrVatMBoFLFwQ86LiVyWpS0dn7FS1sNNpa/iR49hUqzWeefZZfvRHhcBsvdGg319namqqoFi2CqKZ8nO5Gu17/d2TcNeN0DqVgZ0gXclzGs2aJj9RPW+WZenqR6/XFRC84YgbbrhBz1Ujz4liIaqqBbjV+p3nGgo4+d/qBstVJfXd5Z46gIcffpjZ2Vn27t2rz+/3+9i2TbVa1ZVjkJpmpkmtWtUwIAUpak1P05EVUQMhkLtjdofO4MdRhGH4ZGnGoCdohBu1CoNelySKmJkVgu6dTodREDLdmub0adErNBgOqfoeu3ftEoQwiAx+HIue3G6vq2G5QRDoilohUJvR6XbxXFdTQbt+hTzPiKKCYjlNM2794K38l98qJAocx8H3fe2HKPN9/7/qevenwb7TOVWGq05WZuE7gdttXjkan6E5aZLpfUNVBoMwxPc8fN/X+1q/3xM03qaBmRbrs9pvUlv6t3HCoC/20rIfdeyVY9xzz4c3EKQ0Gg2NqFFESGmUSA0wcT9TU1MMBkNWlpd1NXV+fn6stUN9vgzjVt+txqBpyraFUjVImYLtjWliyvYQhZoof1Z83tAIkkajQRAELCws6F5lgBvvf5YXv/JRWjMC3ZUkKYPhgIpf0fcQRiHVapU4Spi0y42f73XNflcESaYhmMrCWLxwx7JwPI84ibnjrjsB6A36PPLoI3iV4sHFQUiapvSSNqd7YmDYjsO1Nx3CcWympF5KGIb0+33a7XUiqV0gBrzo4VEBUb8vmluDINfnZVkmG/EMhsMBzz77rD6ueiomS5qXs/F39nYB0+WvpxZnNRkdx9GDVYnWluFn5QGtmuYHgz4nTpwYayj3PE8LZqoJZpom8/O7uP769+pJMj8/TxiGfPWrXy0awmt1ej2hM2E7rg5+z7x1mtNvvUW1WmjRfPpTn2Jp8SJLS0taA8TzPJ597nk++YlP0pWK7JZlcfToC8zu2s39f1bA8o599QfxKz555mjYBojA0So7328Lb7kybau/M45jBv1QQ2SqtSrD4Yj19XVukdCBdruN59g0GnUdWDQaDbpdUd5X86fVmsb3Pe66614NZfva177GkSN30+/3eemllwFkYJWX/k/ec2mxvhzcbsPv3eJ5aoMoz5PRaKQZgNI01XNcQRJqtTotKX43PT3N/M6dAg8uHbcgCMaYvkBqXGQZlmkSjpReihTxs4t+H9WvlWWZDvbjKGJqeop2u61ZLYfDIa3WNGka89nPfIZuZ10+yz5HnzvK6vKyVnQ3KIT/1PqwvrRKqzWN7bh0Okq0uc5LL73Cvfffp/sOkzjmyJF7eO211wq4lu8LEepL9dxcRQHTVsfZhr3AMLQ3tmlj8liwtHHdj+OIKI7wZcLq6T+8lzs/+Ti7du3S8FABUd7PG2+c4JlnntYw2DRNMdMYxyn0wizLFN9llJxKHcHlpZu8NNy1/Bs9z2MwGHDixAk9L3zf59ChQ8zPz5MkCZ2OCH727d3PhQsXJNmOCsAMWlMtlhaXdGAfhCFJnOB7PnEu5paQwLPI80g0dwBJGON6PvWKR1+ObYOc3bvm6fX71OriOSwtLmJbNu31DoeuE+K0aZbhV6v0ut2x36N6kqIo0mue43rUpBaNcmT9VCQ3er0+09MC9miaNq7r4rpF74bSljHNgu3VMAwRrL4dPPwqsC3/dhXUTO7nm/pdl/ed8vK4n7jOZJtYHEVkZb/CEILFeZ6Ty3Ho2Dae51IrQS+VMHs5MMmzHM/3iZNYQ7Z3zMwQRRG9fl+TZ/V6PchzguEQR+4XbsWm0+nguGK/UYQHoWyVaDandKJb+FQ28/PzY/pHiWSo00mvckIERfYl+tYpB/CqZ14mxqFIOlqWtcHHNE2TIAi0pujKygqZTIS05TxtNhrc8r738dBDBv/kfxE+fJKmNOp14iTRhFye60nI4mS/+YRtMpa+173qXREkhcMhfsXXTrbnOIRByJ1/5hustQVl6WAw4N577yOOYxYuiAbS5cVFTBNs09Ksc0ES8cYbbzAIhmMMdariUH6RahFUg6rVajEcDqmWMlwi4ywydWVhLVVVCcNQD/53AltcXjC2EnQpB1VRM6qK0uQ1yw4cbJ4pKH+/Ot+TYpognMnz58+xuHhRHwuCgGq1OlaFGo2G2LYtMuE5mkkoqST0ul16vZ6+7z/6o/9EFMUcPHhQ43gd12O6NcPDjz7C9IzIDL558iTvOXSIWq3O9dcLBqPXv24zHAwFTlYuInEc47muVj+H0iS5mjaizX7rZtU1JEGIfJ9ra+skccy+ffu47z6xEP7hH36JYb9PlhXVJdXT1mrNaCKANE1ZWlrk2mvfw7lzIpBtt9tMTU2NVTRNs2BOmyQ5mRyTW3dKt3QajlP0/pTns1IXLwvlKfx2p9NmMBCO0sLCgnYQVUZ45855Dh++hTRN9WbklqpKaqx3ez0MTGZmprWY7CgYEscJzWYdNVJHoyFJklGt+sUmuqNFGMYM+11+57f/He99j3Dydu3axcGDB5ibnaMn7/Geu4/QnJrm9RPHefPNtwDR1L+8soJhmJyRvX/PHT3Kz/+9n2cwHOrM+urqKp/5/Jv84s9kuv8yCEOhlF6ulKuKw9Ye+xVjm47Htxl8k2ySk+QOm390Y4Z7ZscMq6trmqBGBen9fp+DBwW6YXFxibm5eQaDAXfeeQdHj4pKUpomZFlOGAZjJClFYFbug53kERvvSyt+8viN27at9yB13nA45NixY7z66qsEQcBHPvIDQCFGG4YhQSip/l2H4UiIpytWPpGoMxiORvqaMzMthsMRluETD8V4z9KYIBgSJQmur5hPbXrdLnGa4lmKPryOZZn0+n1OnBQCl6ZhMjvT2vBeVR+vbdslh9Ci3++TpikV6ciKXuCQZrOhK3q333EnnU6HT/7F1/nir12nr5mmAgWj5QRMkygMx9ah0ovYeOwKta3OqXxyzdkkaIJc0Ltv4fFtSEmXg6/S99uWRRCIaoiSQ8mznDAKNTERiPX0zZMnOXjttWNC5VmaYtm2JgUJo5g8SoBC4mQgfUzf9wgCWSywHXIvJwyGmnXOkkHJoN/HcV2CsNhTVc93mSgrCEKi6Bx1mShQa9BY0CaJMkTQrk7bWEFWK0PZn7RsG0f27Zd9axU4NRoNjWwyDJEg6Pf7BRFLGGKYJs899xx/7Rc/CMC//gc76XSEBIzal0ZDhTyZfIlb2Ie+x73qXREkVTwPyzQIQ/HSImAUhqx32rR2iKySZdusLK9ADk2ZIdt9+DC2abGwsMCihNFlOYLggeLl2raN63pjMKw4jkmShJmZHXo9ErpHU2MBhWXZuqm77NwpJjmAZlNkkMJwa8QN7yQUTGWkVRm17OSV4TFl7ST1HCZhf+I5SV2VMCSKorFNb5KJDGBmZgdhKKAJ6rNRFHHDDTdw8eJFahWfbrcn78HhwLUHeOvUKe0wq8a+peVlujK7cMcddzAKAlyvot9Ffzji2KuvY7k+O+dFI+4P/Y+v8cVfu07oYKgGxjgWk/m/QkbhT5MZhQekj+WbHEvSVLJmFaXy5tQU62tr/NLPisX6urv7uI5DFIV6zCiCkySJdSW1Uqny0Y9+lDiO+fZLL+nvWF9fZ8eOHezdK9jXzp8XsLAyBEDc1jsHQ72UTQZC6reoRV5BTNWzKDNXQqEfkWWZztSvrCzzxBNPEIYh83JsXn/9e6lUKmPBVHt9nXa7zcKCpxtk4zii2Zxmz55dWsMGMvJc0J+vrAja9MFwQJqkggmo12bhvNh4br75ZoIgoNVs4cqs4okTJwjCCNO2uOmmmwC4uLjE1PQ07U6X73/wQf0snn76Ge458mFOnnwTENnL1dVVkvgazUY2NTVFe30d4zLO3JU9o4RtxsS1mf6YPl8dKi4w4QCWGAM3fLz429raOq7jaLKCPM959bEf5L33fonrrhOO+AsvvMiRe+/FMAymp1t6Xilo7Pr62hiZySV+4eZHjXEylXLVF9CMWWV2Vq0x5jhMTU1pgqQjR45gGAZBELC4KCjJg9GIW265heFoSJ6rLLyYl77v6f1COE82H3voIzz2J38MwPpam0a9QZymdKSzWanVSLMUx3Zor0uK9GaTNIV6o05HHqvX6yxcXKRer2HbDr1+gVyoyUBIVZJc18OybXw5r0EEU3mes7S0zAMPPADAyy+/zMGDBxkMBhreCGBLRlmdpDFN4TiXx8NmDt3Vslcpu8ycKn0Q8k2kLci3lDXTQYD63+Xvmvh+z/NEi4A8OYrFeHQdV8+pG66/nm6nQ7PRGJsrmdwvNBujbdMfjHCdAiprGAZ+xefJJ7/J7bffDgh/Mo4THMclCCQj6WDIjpkZBn2HURBoEpA0zbBthzguSFcUs91oVMA7Lcss+YwqGVNi7CuULjZUbcpPKlFkXE6qkTuTBQjLslhdWdHEDTkFKZGaz4KYImDPrl3slPvfX/zbK/w/f1eQuKiEgpCJcaRsgH6B4++N8p82Ofpd7lXbxA3btm3btm3btm3btm3btm3btm0le1dUkvI4Jk1NHKl071V8MAziLOXV114DoN/p4DkejXpdaz1YhgmGgVerct37BA1js9ngqW8+qSNWQGatRrp3AEQEOz+/i263o++j1WrJiNzSEKJaTfRhqGi43HRZrVZFT5Q8952m8txKNl01xanofRIrXsaGqv+tepeUlVWZy9TnKhOucOyKwlhRtQKa2tJ1Xa2r4/s+p06dkuQPiYYqed4Mva6A2ilMt8o69no9ZufmxPekKcePnyCJU3KVTTUtTMvixRdeZMfcBUA0s3ueUD5XjciKsnWSrnhjc+eVbUVLwTiEYKzRNRfiwYN+X6vS+55HlqYMRyNNZ/qhD32Ip578Js1mofytssi9Xk/PjSgS1ceFhQvM7xRZoR/+oR/ixIkTOI7DiRMnADGnHKfQ+nknKqtbPV/BBNVcUd+vjtl20bcxCTcAkWH2PA/LsnT1rdycu7QkNJr6/R6WZTE9Pa2PiV4oW2bSJDV3FLG8vEi329YaL57nceONN2IYJvPz4jl2Oh2G2YjBYIBn2/o9OKbFjlaLwXDItCRiOX36DIcOXcfK2pqGzFXrQtftlsOHWbgo4MqmafHIVx/l9ROvs0sKhVarVRzHwbJtYrlmDPp9/EplrDINW8ODX2m2WWVIz6uxEzeB1pX/pizfcMXio6XzfM8jy3O97qZJgue5fOM/fIgPfECsrx//+MfodrpMT08TxwlzO8V6urK8IvvuMi3oqtbfrdpmUFh1XJmSl5gkQoqiSMLYReX1P//n/wxAxa9oqFIURzzzzDNUq1U++EEBuxmOhqyurmIYBYRc7B19zpw+zf59ewF4z/5reO8NN3Dq9Bm+8uhXxXmVCr7n0+52dUP4YDCiUhH9sAqhEgUhBjmj0YjpaZ9Aoh5mZ3foflzdP+g4pEnC62++qftG4iTlcz/+Ob7whS/ovfjAgQMsLS1x6NAh3veLYj/91b9tYDuO1jiEone2PKvK0PCrpZq05Tk1aSUY2IYrbuVxKf9wYv+ZrGKlWaplUtS7A/B8QVj18sui1/a+++7jqaeeYm1tXa+VzWZD9KGappauiZKEaq1Kt93mmmtEv06326Xf6+P7vqYFP7BvH47jMOj3eOihj4nrTU3xzFNPcT4K6Q0GpYrmUPprRZU4TQPtByuUU9E/ZOonV8zhsv6RgWGk8t/Scx1/dKiqXSb3PwCrVF2u+H6hEyh7IssQxW63S61W4+577qbdFr748vIy1ep1hEGg22jMkg5T8aJExW8SIDxxgxN3vvnf387eFUFSreIzCkOyXDgdw9GQJE1xPZf1vmD1MG2LMAywDYNYOjFngxFBHFGfatLaKbCdQRZz95EjDHo9Tp48KY4FAamEFZWDg16vi+d5/PRP/zQgWNmGwyH79+/XjtLv/d7v0WwKpqckSfTny7hMpwSB+G7tUpvQ5axc4lQBUhlrWoZclI9t1qOkmsihYPWzLEt/VunNhGGona/hUPQfOY6jg6FmcwrTNKnXGyxeXODAgYMAvHHyDaanp6nX6xrG1O8PGA5H2I4rldXhtdePa07+VN+nARhYjqMJJ1qtGQF7BM02VHFsLMvR5eCxZzX+4L7DJ/2nzCY2gEuNzCgMMS1Lw3iCMCRNEmZnZ/UjWpKN4UoTC5AwGJ9araYDa8uy2Lt3H1/4whf4yZ/8SQBOn35Ln6MC9Y997GM8/vjXtEP137JpudxUWnb6VZJgMoEwGSip8V9mo1PzrqyVEkp9JaG9pM6TRBmDEFsmhBqNur6OmrdxHPPcc8/h+0U/4M0338woGOE6DmYa6z6SP/zSH/CJT/4QYRhpVqOZVoup5hT9/kDPydn5XcztnOO1148zPS2cxuFoxOf/yudZWlrUArxPP/0M9957RODBS0mfsm7SmF1lcLu3tbchawA2gQWVg/uyq5iLj04IkIZBoNfieqNBp73O3M6dHD36RQA+8IEPcPz4CfIcbrnlFv7kT74MCJhzlon+23ZbrJ1lHZeJO9rkZ43f9WRyAcS8UExtaj1Q7HCGYeD7PoF0lqanWgKmWyI/SeKEaq1GmqY8+eSTANx9zz0cPNCgPxhw9ozoo6vVa1iWxTNPP8Of+ej9AFR9hwvnztLvdfjkJ34QgPk9ezj6wrfpv36cBQnvzTFk72yMIzUZYyOiWq3hOg6dTocdMnh66KGHdL+teuaLS8t8+ctfHoMUVmseqyurfPZHPqs1XUzT4tSbbzI11STLZO9umFAxDCzX1QmpXPaFGKa5YW8y5L+bv5GryMpjb7M+pU3ON4wtBkmTwdElvxeyPCVNC21JseZnRHHIP/8F4cv88AtTZHlKGI40VDnLq6KPMC/mTZqmVCpVWjtamsCgUauT5znLixf1uitYRTOq1QoXLojE8NrqKp7rct9938ev/8tfZ5cUEHdTT7dI6LFZrWGaJr1eT/tbAhYLhlEOzXP9bwHTl0eN4r7HWAPVvCcnIcPKDQxbHRMXyLOMXq+vfcU8zzl75ix/9s/9OXZKf/2LX/wDHnjgfl5//Th79+2TlzYZSc1CZb2+0AncEBCVAqWybbq6fZd71bsiSErimDzLNKY+TlMMDDzX1RnXqu/juD7DQR87ltTEnkNuGozCEaFUA8+yjOOvHKNRq+lsmSJiKG/ygn3G5a677uLNNwUe3zRNnnzySW644QYelRmpz33uc/zmb/4WMzM7qNVqRY9Mv6/7cMoZ5f/WVg7QFDvdJHOW6qMoW1khWTmr5V4NxVaS5/lYFUplC1XWTNGOVyoVHEdM7uFwwI//+E9w6tSbzD74/TzyyKMAfP7zn+fMmTM8+uijegLUanWRUbMswlIVy3FcBv0BdTnBkiQmihMs29RNjPWG+GytXtdB7XA40pl9ZVdVcCRt0iEzEBmysQydYZCnGV4JV23kGfVajWA4IJJ0m8//8YMc/oGIC+fPlYhCEr34qnf56U9/mrNnz/BjP/bf8+KLIhu2c+dOXnrpJVqtFp/97GcBEVir/qYN1YlNqjfvpJV7CpWp8aJ69cqOX7lXS/1bJq+Aggyi3KdoWRaVSoU0LbKPSSL+bTYbzEqBZkWL2u12uUZueCurq1T7AzqdtnY4X331VaIoYu+ePZhY+DXxHqIo4mtPPMErrxzjcz/+EwA88c2neOGll3nj5Jv/P3tvHiZJVeb7f05E5J5ZWXv1vtALdDciKNBsguIyIjSogCK4jzIqqOOCPrPfudd77zzOiAs4LiCCIKuIoLIjm0DTNtAs3XQ3ve9de1XuGdvvjxPnRGRWVtM4zv1hWy9PU5VRkZGRJ8457/Z9vy8zZ88BIJ3JsG9/P7mgYB5k5nz58uX85je/4cwzz9Tf6Q9/WA0c0fAs/EaTPVhHf6lGXERV+x7NVRG+/nuktkFXk0fVvM+ksP8m8TyXVDJBLdCHdr2GaVkIgW44vG7dOkzTpK0tz8aNGyO1QRJx0BZ59qoOofV3i8rkTzeKWlDtNKKNZ5PJpCY/MU1TF72XyyWdUVH7dCaToVwu4/u+Zux67tlnKZfLnPKWU3SB++DgIPn2PEYuQz1YTxkzSUdHB109vbomacumzTi2zcLDDuOYNx8LQHtAJGQIg40bN8rv4Ps8tXIl2wcGWLx4MYXg/ar+qFwuM64a0Lfnef+578MyY7rQPpFKYpgGP7/hRr0vnHzyyXiux/33P8Ab3vAGAC74Atx51aIGFlbTMCYafREH6S9RbwGyJqn5UOQ3vyGgwARnJ1xT0fMmrj1ZktO4lqUr0HieaQo8T6JllL2l7L90Os0RQTNZ0zQxhEEimdT3FLNilCsVmeEJAmNt2QzDIyOSeCGwo0zTZO+evfieo7O969atY/GiReSyGX7/2KMAfOiCC8gmE+zctpkPf+gCSsF6XrX6GXbu3EVfXy9Kpdq2ZLzL5/PYtrL/pJMk9WBkHxJyfFStrK+9JA/8YB8J5mR0dDx88D2EL/CC8+QI+riez969e7jkEpmE2LB+A+0d7eRyWd3aJZvN8vzzL3DkG96g7Uzf90imUpTLZT3euWw2eNpeNOc+kd3wvyGQ97pwkmq2pDJUxm+1XJFeo+uQD6iEx8bGsAyTVDqpC85q9ZosfPR8nGCyWJZFLChEV5uWMnSaGTve/e53M2fOHO666y5ApksVHG1wUEbPk8kkZ5+9goceegjbrkWMJkEi6HGimE9UdPjV5I+mkW0hyvCKfr+w8DUwfOVMmvTa0dRpM9uY7/tN38vHNA1tvPm+x+w5cxgcGMDz5DO4+OKL+c///E8WLFgYdDtXRqfPSy+u5cwzz+Lxxx4HpJGnuPdjwfP3PA/X90mnUngBJEv4kirecVwN6/N9HzOA/ilDVFG6N/SGIhoNCeXQpl0VEzcEP4giRdizDANc19asMYZhBmQMglSQAfEcmzX3nU61WmHe8bcDMhIdj8eo1ap0dMjMRCxmMTIywpVXXsnXv/51AB5++GFWrDibtWvXctttvwCkY6DYuZozSSFVrryhKHFIK+a7ZpKSydZM4zX8xo7ovqK4V9cKAwoTI+7h9dW68H0vKHQVer+W0NWa7i0hr2UFkL4YhUIp+H4eo6OjpNNp3c/FNE3dI0ntN+VyGSEE23fsYumSJcQVO1ChgBFPc/iyN/LkqmcAyOY7WbJ0CUe/+XjWrXsZgLVr15JKpykWiowF2QTHdnhm9Wpmz57LXb/+jfxsw2TRokV85COCb35VfvdqrUI6nZLQ2ohjNCFiOwld9CElgiajTBlqrYyOyLmTDI2ged6GFPjhx/g4jks8HtOwYgRBn5QKQ0ODANj1eezc18+JJ57I0OAgjiZp8MikU4yODJPPS5IhNSdbBSoa7q9hfTVmvRRZA8h9Q67HcL3YtsowG8H3CgrXY6Z8jYcVU73BbBzXZsmSJZrYJZFIYMVMHnvsUV3MnkonqVQrGJ7Hb++VmbJ3nv5WOjq7SKSS1IN+b6ZpcPRRR7Fz925GBuX47Nixg3nzDuPZZ5/VZEsjIyMsXnQ47zlzBS88v4ZqQJl/169/w1krziKXb9PF9QhBPBHHrju0dUgosh84hWee8W5uvPFG+dkInnji97ieSzHI5C5btgzHcWhvb9fZPCuVkhnaCLlDwz7VkEg8dNeWoammgwNC7qm+H66Lhv1G7TMtYGAK/hWmQpCQfV8E0P2I8yPM4LPUZUSgHwm3eYGkoQ7WZC0w5C3TRACVclnTgu/cvgN8H6deJ5uTduuO7dvp7evDc10S8SB7addIJSUDbzw4VqtWMEwD2xWaAr+/bhOLmTh2jQXzZJZl1ROPMX/uHI45cgmrVq+mHpjwRxyxhL/6qzMoFgva0fnFL24jm82RSCQxDLneVaYpHreoVuX6rNUqtLXlKRYLZAJ7e3RkWPfTK1dCtkkrFqNSKiFEENzIZalUqpTKJY4//nhABgkcx+H6n11PJpNlYECuv0WLF1Or1Ummwt5S1do2stksw8PDrFy5EoB0OolTr5GIx4jF5PcrFIqkUymMpkc94YV+mGZo1+pY1R9HtT9F3DAlUzIlUzIlUzIlUzIlUzIlUxKR10UmKZFM4LkelXLQoC2ZpFoqc8Jxx/PrX/8akOm2er2O7Thh5Ctw+U3DQKCoAg0Z8Yx0BU4FqbtKpaLxnsPDw+zZs4fOzi5du7RgwQIcx2FoaKih38ldd93F+eefzyOPPKrhf0IISqUS6XSGjo6wZ9D/6+yEYfz3+rmT9cZQRf2O47Bv714SiQTjQaf0bdu2kUwmefnldRxzzDGcEeDEd2zfwe7duzktfRpvectbAHjooYdIJVPU7TrxIKpoGRaO6+C4jqTdBIQhJIQpmdS9NRLxhMa9p9Ipfb9jY2OkIk2HJ5NDv8t5c8RbIISvI3FC+Ahh4OMhdNRNhHCHIPLrC59EPM74+Bhjmz4FQO+R1+O6LulM2BgY4JhjjuG0t76V0REZLZ01axbPPvssmzZv5p/++Z8B2LljB3fddWdDJFrfpR9G0qFxfjfDQ6MSfdYH6rX0p3zm0b5PCp4aheWp+1SQAQX5FUIEDXVlXWRHR0cYrUZmz2q1Gl1dXZo+XxW8mkmLl9dv5E1vehMAnd29steb49LVLQv1S6USe/bsY8/evXq/mz5dFghnc1kWzJ8PSBiyMAy6uoWOAj7yyCPs2buXPXv2UKnINZ5IxKnX6hhmFFYmgnnzFxZn0zA1lSEKIKwNkI6g2LkBS6UKjCPn+UHtke/LdYman0H0XB+DWEzWJ6jlIGt/5Lr7w29OBeCv/3oR44Xfk07L2p5cTj6/wcEBUqkU8Xhcw6QVzO3VMq+TrcPmZs/NCIRW11JELYrwyDCEPpZKJYnFLPbs2a1bBbiuy549e8jn23juuWcBWLx4McViiWwoBnxZAAAgAElEQVQ2hVeX3+/wY97E9o2vkExnIlkxQWdXF4ViSffai4+PYwjBwoULdZF4R0cnuXyezZs3k85kWfX0KgAWLl7M+HiBbC6j4cSmJW2LZCqh97x0MkWlUiWXy3HyyScDMDo6wtzZc0jnsgwGWb5kIkmpNILv+xoeWSwWG/qpRcX3/Ya5chA0Bn++0nIOBroqCplTSko067Wmd6rskFBZqKYMVHA0vI4/6Xsn/j2c72ovV2tj567tICCeSFAJ6qs7u7oChILQcDJ1O4l4nGpV7u+jo2O4rsfMmTMZHZFzs1arMjg4yIJ58yiMyFYQM6b14bsO9/3217x5+Yl4MUkg8uL6jfT391Mul/XnnHXWCubMnYsQgs2bZF+wBx98kJ6eHqrVKqkA/nrBBRewc+cONm/erLPSsq9oLYDThzVShUKBZCKp9zvHcejq6eLY+cfSH9D533f/fZx80imce+65dHd36u+TTCVACGo1m1RK3rchBLlcGw8++KDObvcP1Mhkj2N8vKBt+HQ6HdbFqr1WTw0ReRE+x6gEpUt/lP5/XThJji0xyyLIpdXtOm35NiqV3Zwe9PR46KGHdLG1MjoUZEexroEchEQioXHQIFPqiUSCnp5ezfJx3nnn8dRTK3nDUUfxla98BYDVq1eTTqexbZsPf/jDAFx99dUkk0k6Oztx3bC2J51OMzY2xvDwkDZElGHUskfPf5Oh9mrSrMz+VDIWFBx2d/cEzQo9TjrpJP33M888k1tuuYVUKqVrw3bt3smRb1hGqVTUDpXnS0PbK7qBEQYKmiFEiC8WQsI7SqWwENAwBOl0CtM0KJdk0XoylSKdTgVL5hBWLK8ivioAb4AAhZuFOkcYIjB01Vh5Go+sFLPv+5RKZTo6OhgJ4Cyjj6/Asixmvukmtq6UtUbDbx9mfHycG264nkJBwky+etllbN60iZNOPIH/87//t76/XC47wdlRCid6LAoFikJRmoMD/5UeSwdyuFqdq/6uWP1U7yVVEwg0wAWVM9XXN03vP+q8z372s+zbt4+hoSH9GQ8//DCJRIJisUQmk9bHR0dHcJwKlhXTirC9o51EIs6m/fs1e6AVs3jjUW9k7pw5WnfUa3WGR4ZlICe4nm3bZNtydPf0Ugye1+mnv42nnnqSO+64g4u+9E4AbrtyDvF4PIAham86+PVV8OCHqDTXizRj40VwXIk29ybg58N1Gb2yED5+JJgh+4OENQOqQazvh01/9+3bx9YtW3n76e+gt7eXkRFJepTP56lWqy0biE/GWBcGJBpJgSCE2UXXYTSAMdn11e+lUknXNqpgW61W1+RK/f3S2LKsGNNnzGD/vn1a569fv57jjjuOoYF+7WzcftMtnHLyKfzmnns5+uhjAHj80YdwfUF3Ty+2E7LJCSHo6urSML/+/n5su45pGFTKFf7lf8hAzo9+dBX33H03IyPDurntWWe+B8syWbRocWivI/u3bNu6jeeek3WYvidJXLZs28KnPv1pQAZDTjt/FZuePIdCoPuSqRTg04h2nNzZPFSl1deUa0IgjAYMnnrHq17zteiAZke/mSE4el5zr7CoHtqwYSOu41IsFPT+3N3draGzSpfFE/Gg3kbowLCya13X02USM2bNZt/uXcybPYd8u4TgPbXyaY5YvJBlb3gjq595lre/52wAli5dSldXFyMjI2zbtg2QjcF7enpZs+Y53dPvHe94B+Vymf7+ft0TLJvNsPjww1myZInuqSQZ8WrUajVd3qDmqk9Y9+66LiMjIwyPDHPO2WcBMDA4REe7JDsrlyvk2lRduUcyGadYLGtWadOyqNdrWBHyqGnT+jjl5L1c9Y28HjPXceQ+26pWrwGZGtZhNssfSxL1unCSDNPAilmaHaZYKFIsFvnO31ucep6M7Jxzzjk8+OBDjI+PaUdFTqrGwmq1wSvnCWSBcqFQoFQq6gc+d+487rnnHm7/xS8455xzAOk9H3fccQ2Tf/78+SxcuJDh4WFWrFjBvQEOenR0lGw2ixCioR6m1QKbbNG9mvxXjb3Jjh3MZx7ofVFyiJ6ebvYFjXyVk3TFFVdwyimnEIvFiMcTGIZUMuvWreO8887jd797mI9//GMAzJw5kxtvvJGOjk5d21Wr1WimaXZdFx+ZUVyxQi7G8fECT3oeTqQBaCwWo1wq6e7WLW7+NY3Hn6+EEWmAsI68yZBThq5OJYWKSNcuIddXqVTSAQFF/b7lqffrOolnn32WD3zwgxx77LEazzw+Nk6xWGTWrNkce6wsoN66dWtDY9pWjnyrOokok2Orvx2IovhAke/Xuj7VuVFWP3VcXV+Rpvi+r52pWq1KPB5nxowZZAPs92OPPcbSpUtZtWoVK1asAKQie+qppygUximXw2aDsoFtGstKaEU4/sK4zJoa4XcYHx9nzZo1uJ5LLejenkgm5N8jzq9pmMyYNQu77jB7jiR4eOKJ31Mul1my5AidfUql05RLJWKJWAP0O2K+hGN50KN46EiYLDqIb9/oEaEXZsQ5gqA2QkwcYVU3V697mKbRkJW8777HWLFiBStXriSdTmvnSdH0R3WVWkPNwbuJgYtGvRp9z6sF/prPU7TZIyMjZDIZYrG4prJPpVLSWTFNXXPsOA6lYolarab3d0Xy09bWhmvLud3e3sZTT68ik8mxY5esZ+qbPp2nV62iWq/z8Y9/EoBdu/fR0zedkZERYnGZHUqnUvKZZNJ0tHdw//0PALBs6RJ27tpFLpfT2a5f3fErYvEYVoQBc3R0jFgshu9DPqDgnzFjumzeHNQ9RceoVpWEGyD3iCldBROdHjVvaNhQDno0JpmLzfqhVZCulS6K2nXNc9r3fb2Wrvv3bj7xtSFGRkb0fV/xTwm++H9shDAaiL0k2Y+r79VzPWKpGAMDAzpw4Loung+P//4JugIa+6VLl9HRnmdv/wB902YwEtS3ZTI5hoaGqddrun5v3bp1WJbJmjVrNFIgHo+zY8cO1q9fryn5b/vFL3j/+9+P47o68FCpVOQ6y+e1fvd9n1iA3tHEWMKnu6uLyy//Fs+uXg3ApZdeiue51GtVMtmM/s7jY0Uef/wx1q9fzwcvuACQqLHnX3iBrCZmkE6bzHjnQxbmAJHhed4EvRMNSB1oB47WuL0WeV04SZ7nURgv6AHN5rI4tsPSpUsxTZlm7+joYMaM6YCvMxPKWI8ytdVqofGllMTY2JjelJWnvGPHdj7wgQ/wwAMP8stf3gHAKaecTG9vL7/97W81HGzF2Wez/uWXueeeezjrrLN0hECx+UQdBnVPryZ/Sohcqwj6nzKqPtn3UUqiVCrhOA7nn39+EBmDz33uEn7yk6s544wz2LZtq3ZkTz/9dG677Ta+8IUv6mJVIQT5fJ5YzKJUkuc5jiM7XBtGA+lGMh7n6KOP1t/pqm+0EYvbZLNZnZlyXZe2fF6zxujvEQ7IaxqPP1cRgePTANhQG0k0OOd58sAEZyJ6LTlnU1aSajXsmVUuy94MtcBY2btvD9u2bm2g7rzv/vt462mnkc1laQsiSscddyxPPvmkXrdR0gX1Wh2TBkij8RaluFfH1Hny3icqwwnj00IJvlaJBmgU3E6JYrur1+tMnz4dkP0fPM/jzDPPZHWgUDZu3Mixxx7bAAV++umnOeaYY1izZo1WZOVyicMWLGDrli14blXvbalUCsd1wJWQHvnlAsheQBwBYJkWtXoNgdD7VaVSYffuXfTv7+fFoEdTJp0ilU6xdes2jjpKMnMVxtGMY+EAyjnWOLSHvlHXcpa0mjtqPU1yvFGMCLQuCjMKz00kYth2PeK0yLsRQhAPDP5qtcrePXvp7u7mV7/6lTZ4pk+fTn9/P77v88sfHgbA+Zdsn2D4tYLMmabRsEbl1xX6va/F6FDog7a2NnzfZ2RkWBuOJ5xwAnPnzuWFF15g505J963aUPT09OroumVZPP/88yxZcgSdAWFMqVikq3ca5XKJvQHkZ2hokM9+9hKeeeYZbrzxJkA6+0uWLaOtrU0H9gzDoLunlx07dlD3qkzvmwbIaP/Dv3uYhYsX8p4zJFz8phtvxPc9FhxxBH/17ncD8MD9DzAyMkahWNLsrmvXruPCiy7k2Wef4dprrwUki1cimcAwTaygGF1BaKOzp2E0o/PqL8ZhApVdBRqdpJZjcOC9/dVkMmfoYN8bbSWx4LAFPHjjbAaHBjWCw4oVcOwKyVRStyWplyVrr+t62IHuNAxBMpHkyCPfoPXKiy+8SHtbDtJpxoNenGteXMviRQvoyOfZtHUrK9e8CMBpbztd20HKRl26dCmu53H88cdz6qkSkvvII4+QTqc588wzNfJgfHxcZouBWkBckkylqFQqJBMJDQU3TBPPc8mkU9reSqdTeJ6LIeDzn78UgMJ4gVxbLoBpO5q1+JprrqFSKdPT26sDJjq7XC7T3SVhsbt27eLww48AIRr6XzqO00Dc4AtDQ53DVietnn2Ysf9j5C8MUD4lUzIlUzIlUzIlUzIlUzIlU3JgeV1kklRX4JBWWtZSjAyPMPzIewAYG7uReDxOrVbT0ScViY72AIo2QVQesOqBYtslXWv0yKOPsnTJEt74xqM45hiJY/7F7bdzztlnc8mll7Jzh6Tj3bF9O/fddx/z5s8nl8vpyKzybGOxmM5sTdYnabJeMH8KaRU1/69c/2ChgmrMBwcHdQr3uuuuA+BDH/oQF154Idu3byeZTOk+VN3d3fz9P/wDAFd873sArFixIsKPLz9H9a1R0XiQ451KpUgkErrxZVt+McViEcdxNObWdRxGR0Zkr4Lo9/ijR+TPU4Qho9JhSZLq5uJHBsMP6o8i2CkNsWuMyXiej+3Ymh7bMAxN1qEyE6lkStcHqi7bhhAUi0UMITRm/x3veHvYl6lprppB5261ZqK/R6EOzZHs5j5g0fMmg+JFz5tMDhRVVNGwaPYreq+WZRGPxxkelrUh06dP501vehMjIyP09EiShRdffFEXsqv3Dg8Ps2rVKs455xxNXJNOZ7Btm3g8TrVao1INM6WmYeL5nq6dUJT66VRaQ+ucoJ4yZsV0v45UKoVpmNTtGrGYzEb4SKrXer2mi9Nj8XxAfRzS6gcj1xojfgiLqps92MB+WBE4yd+DuqRo/VFjNkl9lqxLUjommUzgOC71elVnbp+5+60Y4jGSybSEHQdQtlKpRFtbniv+KU4yKeEr13+rD4CPfGX/q0LlWsGSGqnBW6MYmiPz0Qyz67p0d3dz1lkSOv3SSy8xbdo02RfplFMA2LJlCxs2bMCyTN1XbO3ateTzeXK5Nt13qVKtsnHTZpYuXUoqKyFufdNmcN3PrpeIh+DebNvm1ltuCfrTyP0pn2+jLd/Ohg0bmDN7Du98xzuD+3P42te/xvevvIKXA4TEeeedzyOPPszLL7/M7t2yuWelUqVWq4MQmnJ94aJF3HnnXXz64k+xfcd2AFavfoaO9nZM02BwcCj47DxWzMKNND6fdPX8NxM0/f8pk24ZDcQNB6/DD6ZkYLL3HSib9Grw0p6eHoaHh5k1c5a2aVKpJNd/K83F/1SgVpX7cywhe0viy3UMYJkGxWKRt73tbezauQuA3bt2E4/F2LN7F76rKPvh2TUvMmfObObPP4zzT5aIJ8fz2LplS4MeXLduHQsWLqSjo0PD1k455RSee+452W8saAdQrdW46cYbsW2H3bvlZx+/fDlHLltKd0+Ptq0c18UyTcbGxsjn2/TnVCoVPM/le9/5NgBf+OLf4jkOlmVy3XU/15BAkNnTffv2aUjhQH8/CEE6laKq9E0sTn//fixzut5oVQ/DybL2mjjHVxmjV6+9PFh5XThJtl0nkUho5h2BIBaXzebSAQvG4LqPkVvwo8AgUzUBqjFeCHlLJKQRYRiGLg4dGxsjnU5rWAzIrvSyaaLPjBkSez9zxgw2b96MEIJZs2YBEsLw5a98BdMw2LNnT4NyqNVk3yQ1iaJO3oHkQH0pXqu82sN/rZPjYJ0utcDq9TqVSqWB4eyGG26gr6+PZcuWkclkOO200wDYuHED3778Wxx11FG6/qitLYfj2NRq4fw3TQPPc4PGhKGZYdt1Hn74d9o4XfbWV1h991tx7HqDUZ3JpBoUD1FDrqGQ+DUNzZ+XiKCmMcD3+4Jgw2nsv6JLJDTcR3YHbyjeFoJyqUI2l9PPrVQq6eCDklq9RixukU1kdIDilFNOZmRkhJ/f+HM+8IEPANDfvx/J1KUKyaUBIHskqabFUUUn7zM6P6LscQCO07qmIooZV68Ppng9+rfJ1rNSPE7AuBmtZTRNk2w2Szab1TCjxYsXs3//fp5++mk9FrKuUe5Lyqjt7u5hxYqzGBwc5HOXXALA1VddxUB/Px0dnezatUvXORmG0aCQ1Wc7jkO1VtHfzXEckskksVgs0lDUx/M9PN8nm5E1UuVKCdfOgO9ryKrwfSrFEqYVQoOEMCaQE+CLQx5xF35/+VPVeUFY6yX/3jgWEwMUqEXZdL3QQVLTToiJzoiseVNBBHliT08vf/jtaRz59ntJJpJa1zmOw/f/JUFnZzsjo5J4JZlMgg83fW+G7AMT3N9FX9obubdQooQq0fXQTNzQvF6i6y2cp2kcx2ZsbEzvE5lMRutrBeUeGBgIgqJhzU57ewf1eo2VK1dK5wTo6uqhXC7y+yefijRudsjn8yxZupSXX5a9wvL5PCMjo5ogAqBYLFGr18m35alWqtxzz90AASnTMPgedgBB2rJ5M+VimWQiqY/NP+ww3v/+c7nn7nsYG1eMlRJOddddd+l6sVQqxa+vXkwyOabrSyzLYmx0VK9lLUI06aZDWVExiSL2J/7U5zXX9DVfT/2Y3KmZDGYa3lIUqH5woohBJMmN13D8Z/+e5LxL5P6ez+UolkrYtksypXon2WRzGXzfxwl06oqzz+bmm24mkUhp2Fm1ViWXzbB77z6seII1P/qRfH/QR80wDN2H66tf/Qpr1jyPaZps2LABkPpGBTiVHti9axednZ2kM2kWLV4MwPPPP88Lz68hkUho/ZVKpTjt1Lfgeh7T+2SQZcbMGaRSaS776lf592/+OwDbt27hD3/4A5u3bMUXFsccI5lYn3zyCboDBtYbbrgBgDmzZ1GpVHBdl6EgmDhtWi9btmzFdd+g6/dc1yWu6rhaPRn9DAU+AqNhTsn9tEHPvwbj73XhJFmWRaFQ0Dj7aqWKYzsIRJgNMkyKWz7DyPAImzdLOsO3X7hGX0NtjpVKBcOQ0Wh1LJ1O6wyUMuoURjMWi2ma3VwuR3t7O0NDQzoTcdVVV+kJv3jx4oY6hLa2NgqFgnbuWmWS/hRkCgeSVuxf0dfqsw62DupgnSpl0MViMSzLoq+vj/e+972AZPFKZ9IMDw1Rq9XYuFEu0KGhIc444wyOOOIIFgeLsVKp6M7s6h4VU5hhGFph+r6sRYsnErpebO3ateRyOcbHx0kFz8txHIYGh8i3t0/cPv+ClI9Q3o9iB/SFZq1rVEAicJQihg2Bo6GKSn2PdDpFqVTEtqVjkEgkcF1PN7QEePae08GXdPnq+ZZKJWKxGJs3baZ6qjzvoYceIpFI6EzwNf8mmXts29ZGWjSrqEgLlKiMTTSLnEymdPNVdW7056vVIP0xkaYokYRpmg37iwqg2LajGe2OOOIILCvG/v5+rchOP/104ok473vf+7RRu3DhAorFIr/73e809tu2bXK5HMPDQ0GRu93w2YZhNDRQVmOnqFZLpaLOzKpxSSQSuI5HKpmkVJZMR6ZpkEwmiFkWd161EIB4AoaHhsjlcmFdmxyACbrmUC+daHYChIiuq0D8IOPUVE+hjbZoTaAmbWg2/PyI4yQz6dHPtm0b07TI5XJh1tYwyOfz7HnuQvbu3avXZd2uk89XiCfidHbIteb5Hr7n43qunrOe6/Hzy6fj+z4XfVmuQ89zpUMcWYNq7clgRrhn6+/ZZHyqn4qsZHBwgOnTp3PeeeexdetWAJYtO5JSqagRGgC7d+/m/PPP57777tPrpaurk927dyOEoRtSjhcKmKZBrRYWlOdyeYrFEk+tfJpkULNlmkXmz59Hf3+/vl/TNEgmEtREHWGg97euri7a2/P4blhcX61U6Gjv4Myz3sMdd9wpv8vAEN/59ncwTYtkSmWW4WOf+BibNr7MCy++AIDrubTlcpiWpcesMD6O17xg9Jr6C9JVTa/95sX0mq8nGq7Ryrmf9L0tgmIHCpQ1oxlUI3s1Dz3PI5drY3hkmF/+YD4AH/riLuKxGL4v8IK1l4gnOPUtb0EgtAP/6KOPkUqlqVYrYZDEtilX68RjMdat38iMmTLAH4vHKZcl2YIiJ7v22utwXY9MNqP1xYcvuoi9e/eSTqf1fX/hi1/kl7ffTrFY4oyg/u4nP7kaIeDLX/4yP/zhDwGJGnriiScoVyqkg8+o16vYtks2myEeUIVf//MbyGVzdHV1U627rH5G1t+2t3dQKhXJZLM6CTEyMkI1IGZRNZS1Wo1UKoXn+1iRoGOlXJYNtQ/0AH3kAmxaO0LQGCyXD/ZAV9LyunCSfN8nHouHbFGWied6IELHw3EcDM8gnohz1FFvBGDf80fiui6FYoHlK34PyIJNy7IolUra6XrilydimibLz35cT95HH32UF198kSfuOJFzPi0L2OLxOPPmzQMkZS5IqvDHf/97tm/bxsyZM3VPJWWMpYICN3XMCvozqUmtWPaiEe2DdVjUAlTQHfVeZQw2G3utXivRLCERaWUYNkcGm89T0CIFaaxWq+RybdooBLjn3nt4zxln8Njjj3Psm9+sU6tz587FNE2uvPJK7aSqiEY0k5jNyoyFbdv6e1uWxZy5c+nq6tIZxGXLlrHm/jKJeLyhmD+Xy+F7XqNBJ/+oF4aIZCsORYlZFtVqVXcDl0yQTtCfJJpZ8SRRuB9lsfKiQW6EbwRQn7CLtcr6yLlp6muZlsldd93FJZfKDMhoELm+9NJL9e+u62hjyHVDI00IwY3fmdEy6nfRl/bq460CA1GGSSWt1plix4oqvmaoXnSdmqYZ0KBKJ1x1LI/eh8qo1Wo1fSyTyQQkMp4+f8+ePeRyOS666CIdSTvt1FPZuGED1WqVtevW6WObNm2it7dX90N68sknqVQqLF++nHXr1uuxzGQyOpOlRJFYeJ6nI9mKCVQxBKmxUtkkVfxvGLKfR3t7B/uDXh+xmCXZxFw3jNIKX0brjJCwQhiN0dtDUWIxCZWJzkXF9Kj76TRlWCdIK+NXZ24iEVGdnSEo+g6PmaZkT3QcryE4l0wm8TyXvr4+TXYgCURsbNvW91WtVjQxgh3oBs91cT0Pz3W55Xuz9X184NKdOjsJ0NaWZ3x8jFyuTc9D3/eJx+MNBCZRh1y9BhmMLJVKOjiq/nb//Q9w8sknaR2txtE0LcrlkPnU932sWAzHCdADlgU+mJGMU7VWwzAtED61QF9Uh2TfGcMwtP5KJlPg+8TicYlcCVAKpXKJZCKJEGF/m1wuS3t7nj+sWk1vAJdddPgRLFi4kA0bNrL6GUkyde555/Ptb3+bjo48bW0SZRK34kG2IEs9yEIJw6A9l9NsruFsaA7gTKRuP5QknojLrLVyrj2P0dFROrs69d7p2A6mpXRUNCPgT/CjtIPUIqMUFcMwGuwihWyIrl0ZBJHSCgHUqhVFlJU3FzzfbCbbQPq1b+8+cvl2HThQ9tP69eu1XTJ3zmxGR0fw/TALa8Xj+J5H3XFIplKSSQ9pW8n5lWNwYACQrJaJRJL9+/ZjBszR3/3u93Acm66uLgaC844++mi2b99OR0cHv/qVJDHr7OxgaGiIb37zmxopZRgGhWKJr339a9zxy18CsGvnTvq6exgbHUWNTiqV5qSTTuHhRx5FCJOjjz4agGdWryaVTvO+976X5557Tt5jsaizyMpW2bptq3aY3MjzsQLorHoiLYGYwdh5rhvaehhIRyli/zU7TAeQQxfoOiVTMiVTMiVTMiVTMiVTMiVT8kfI6yKTJITAcR2EJ3071WDLsZ0GJ7Feq2PX7QZ4gOqZ8PSvZbGn4zj4HoyNjWo4XiweY2hoCCEEt912GwDvete72LJlC1/6vy7Z7FGAzGocffTR/PSnP2Xx4sMBuP322znxxBN5//veR71us3r1MwCMj49hmialUklHn1SUK5rRUZG1VyseP5BEYWemqR6Z9KajdOgKBhF934E+t1UKORplhtYY8+u/1ccXviGjYfV6nf3795HJZLjvvvsB+Mxn/gbXdZkzezbzDzuMjQEedvXq1Rx//HIu/fzn+cnVPwHgwgsvJJ9vb+ib4zh2QyYOwhqYLVu2sGjRIgAevfVY4onGmrRYgMut1+0QDhUtaAnkEA7MAfK5OI4DwbhYlhXUKUXGIsisCWiKxjUNjhAIAwyMCJxKRmbkvAsjuGvuewdvfNcD/PjHPwbggx/4IENDw4yOjugeJIpoQwjBz/6jF1BFqeGcCz9azr+ff3u6PhaFT6jfP/rVgUnHInq9aJSvOVuq4EMKq63qMKKEDNH1Ha2DU60IolkxBRuNFqzfdtttLF++nLNXyCaAQ0ODuK7L8PAwJyxfDqAhdh/96Ec1zOgTn/gEN998My+//LK+J6Dh81pBCDNBrZHve1QqMnugaiBKpRIdHR3U6rZujZBKpejo6ODhW97E9Okp/bzwfU1aEFwQDzA8TxeVixbwu0NNqtWqRAyYYYZb1R+p8T9gFulV5NWKxpv34omkCvJcGTlWukIEdW9G0JQ20LmOzNTXI3U86p+q6fQ8n5u+OxPf9/nQF2UPonq9FqwX0VBPMz4+TiwW04iQRCIhr1+vNxxXBEyJRJJ3vutdAPxh1Srmz5+H7/saUXDWWWfhui6XXPI5vvvd7+lrCiEYHhnVmSOh/9dyRCPZT0FQSaczCMVigVKxgBCCWCyhM6ogKFfKmELoSHoul3uxHFEAACAASURBVGNkZCToVybX1bZt2xgcGpY0NwE9+8+uv5658+dz2LzZbN0qkSf9/ftp7+igWqnqrTaTSVMsFkkmk5F1M7Hu5k8Jz389iqprzubkmGIatOXbECKS1Y/UokfVlzzAhGxSK2leW80wbHUsuqaUTmgF2Wtef83vU2IGfbXUvvDjb7Rxyb/GqFZqjI7I/b2zsxOBz/x5cxkYHASQBD2VSkCYpFALFi4OTt3BwSceZJG3bdumM5KKij6ZSlKtVEinU7p1B/i6QbOa61dccQXlchnXdZk9R2aQP/iBD/Ctb32Lo48+mh0BiVkqlaJWq/H9K7+vdWQqlWJgYBDHcegKKLyr1Sp333svqVQaKxZj1dOy12lHZwcXXHABTzzxhNZxmXSatrY2Nm3apLNq9XoNz/ewIq11hBAIQ7TM5gUnNL0M7ZyGv6hnxcEDOV8XTtL4+BiVSkXDBpQB5XpOaPwGMJFEMq4ntoQK1PFtv4F1y3YdOju7ePTW4wCo1YsYhkE2m9VGx+LFi7Ftm0KhwPPPS9xwR0c7CxYu5KKLLuLyyy8H4LLLLuOb3/wmHR0dCCEolSR23/M8rv1mN5/5Z9n4FkLDqBmX3ewkHSxxg2b0oNEYanbElLwWZ+i1SKvPUTAeBbHo7e3jk5/8BCALbq+99lq+9vWvs3vXTg4/XNanjI6OcN11P+X888/nvPPeD0j7anh4kJ6eHg2jAx/DEFhWXG82rutIR8pz+cWVsvHl3Hkp8KXCU3foBfAty7KI6h3lCKhUvO+K5trkQ0o8r7mHjUw7C4FOV3u+hHxMxPAaNG8jhmEQZRsyDMUEFM4PyzKpVms8/ovjedsHJfTkZz/7mYZUKiPJ9Vxq9QQ/+49efDwMUwUUrAnGvoKDGV6o4FTNlO+F0AvF1qXeA/K+PvzlfQ1r5UD48maJKsFWhCbRNanGKCRusHSAZDBQeh0dHRiGwcqVK1m5ciUg9yHHccjlcrrOr6enh8WLF7NhwwZuvvlmQAYTFLQrnU5riKO6Lfk85O+K9ETuRXKvqVQqnHfeeQwPD2voYH9/P729fTz55EodbMmk0mzbug3hz9cF/fhyf5UBGgUzC56F5wPKgRSHPDbB91z5TxlvwkSYRlBZFNbwTdwzmVCwJcsDm4u6wp8KEBLWLRH+9OV75fyMvlkAIkKKEq2ZM7WTFItZOI6LbdsRsgPZ16tWr8sAJeC6HqYpnf1bg33XcRwu/Ns9uuAaIBPAidrbOzQETzd/9GUjSAW7rlQqLFq0iN27d2l4ez6fZ+7cuVQqFQ0tMgyDF158kXvvvVfD44QQjI+Py1qs4LxIE7xoqX74WzBXhTHR2fQCeKHn+7iezyuvbAQkCcqSI5bgex7rgh5iCnZrWTHqgZNlmibFSgXTjNHRJRn43v2eM5g+fTqWcNnwsoTQ9vX1se/5CvjoOhQrnSKTlrWUUXZRubdFnN9DWE+BhFSpnpNKVG2Pgp6JBqa7qLMU1B81NP9r+oAodDzy/FVwNWqXRe216HmT1ZY3O0nNokolon380qk+/vNfBvj41yp0BCQemzdtDho+g6fgr45NrVohk8lq594wBJWKDChnMhlqaq0IWXs/MjKi7egZM6azv16nWq3qQL7juAz0D9DT0xMh28rS1dUtgyjBur/hhuv5/Be+wE+uvlrrBklKkeCUU97CcADz27hhA6ZpkU5nqAQlKtWazZe+chlXXnkFODZzgzV+7vvfzz333kO5XNb36Pk+zz33HNGaTTX+pmVqghTZx2mShdAQ5Q0CdUbz/ivtGf2EvINfVK8LJ6mtrU0XpoI0vJtrbhzHmdAtHKTzUK/XGxibDMNif/9+nX0xDIN0Os3w8LA+9sorr5BIJHjggQe4JGCQ+tGPfkQum2XlypV683dcl7/7u7/jqquuplAYjzhyWSzL4of/M4thhHSIrYr+mkWd8+Ev7zvguKj6o6hBFs0YyYhh6G1Hf1fnqn+vVgfVKoqvXrc6portL/7HcWzbplgs8PzzzwOwYcMGzjjjDL7xv/4Xn/vc5/SzmT5dFgXffvvtmvGut7eXXC7Hzd+bxZmfkItRZUFUMby6P9u2eepXJzFrltxYBALbkRmjWDzMZghbSMM6sNiipAVaOXJwjuqfq6jxsAIssjAEvqucITUX3PDZhsVGwWs5bgAePoZnAF5k81FOkoFhhEWqnuczb948Hr1NfsYJ5zyBYRqycDkwkq77jx5J1R8zGhgnReB4eW6YuVFz3fMjWVI/XAde4ATgGy2VVjQDFZWPfGX/BNY7dc1ojUeUGCF6LtAwNxXRSFg7GNKUq2h7sVjk5JNPZsGChXT3SINqz+7dslFvEKUDGB0d5frrr2f58uWaRXJ8fBzXdclms8TjYfDgQAo8kUhox+uyyy7TGPSOoAnn4YcfDhjcf/8DJAIj9BOf/Djf//6VZHNZ7bwKYeFjNgRshVAR1/Cg53sc4suKeCLRQIXeEBSLZtSCvzcmaEWDoyTUMVoYWFHDLmL4acdJBMZc8J/8rOZaPWVYqaOmPmZZJpblBTT1imHL0UQ8isDAth08z2+oxSsWi9xyxWw8z9PZpVKpqPWRbmBsWZTLZQzDoFwu6yBJJpPhlFPegmWZutnqRRddxP79+9m1a5een47jMDY6yrnnnssvgxqI/fv3s2TJEl588SUSQfH4pLaTL6TxHFF9zXrONE0ZsRYCx/PJBntUtVLmmWefwfd8YsGabmtro1avU6lWdZAgmc+Q9MFDcN4HJWNlvW7jeC74ji5mHx8bCxtkB+Ndr9cpFUukM+kJ9+4H/wUvDulaP9OyggyhfC0z8I3ZemX8+lFfCSYZm2hwIXIo+lIFtCOkK9EsUNSJ9r3mdYU+L3qsVUZJ/T2KYCiMjdOWyxGPj1MJ9mfP85jW1weer4PFhcI4mVSajvY8m4M2KkIIcm15TMOgUikTs8LG4MpWU3pk167dDA8PkclktO51XY/e3h4ZTgnuJ53J4DoOQkAymK+jY2PcftsvOP744zniiCMAuOWWWxkbH+ehhx/RSYlsro1a3aZWt5l72AL53tFRrvrJNaTTOc54919x2GHzAbj11lsRQjBn9myeXiWzS5Zp6H1D6XLLimnWzoYx9TyY4AGrMW541cCY70fqPfVj8fX/XlVeF06SaZnSkIgsElUAp0Rt0r7v681WFX6rolH13mpVUoqrvgW2bTNeKHDvz47k3M9uA+DOO+/kU5/6NJ+75BLdfft7/xjnwgsHmTZtmqYq/N53v8vHP/4JPvLRj/Dd73xHT6xYLE6lUiEej+vPVgQNk2WKmhXhDZdPO+C4RBdrKyMtWngYjZRHzzvQ+1vdWyunrtU11fXmzp3Lpk2buPvuu3WB3ksvvUSlUuHwww9n7949ejx++9vfctZZZ7Fq1SqWLF0KwHXXXke5XKZYLHLtN6Xh+NGv9vOrHy+ko72d9napMBOJBMlUkhkzfBJBb4F6vS6L0eNhMbpALjjfac6O/GWJZcXwI/aBzLrIaI0RwEJ8Q74O6cGDzJInLd+IO4QvXPleQ21aAAaGEQYyJLtWGxBS6O9+9gJc16NareqM6+GLk5TL5QlzVsHTbNvGUX0hvNB5UZuo78nXrudGnrvZEEBQ12tWWCrDcsPl0xrmtbrOR7/aPykcT4k6rmB0ah+KnqcKgKP3U6/XyWaz7NixXWeC2tryjI2Nsn79et07KRaLsXjxYvoHBjRL4LRp08jn85TLZRKJhL5ftf6j6ztqrKr72r59O/Pmz+ehhx7STmmhUGD58hO49NLP8/TTMrN11VVXB4ajRUUTN8SkgRKh4VUK2SeM1Pu+f7B6589WLMvCc91I8iJ0fBrmszoWnNbq/JYiIkGdZmmw+WR63BBG1HPF9yPOK9G1GqxpEdUHAjC1QWGaRvDPDIgiAoPfdhoCcqpfV6VS0dmlWq3Gxy4bYHR0RBtpmYx06DOZjM6mgjToBgcHaG9v11C21atXMzQ0xDvf+U7uuEMWj8+ZM4f3vOc9DQHUdDodEAfFEAecbKGDofc73w+z0K3WtojC1z1y2SyCkMm1Wq0STyQwLUvvjmPjY7iuSyqX10ySNXucRDJBabTIrp07Abjgggu4apVFOpOmELDpOjj09vVSKpUm6N2o7m+4x0NQLMsg1yZbIYAMwNRrVdKZDLatAhLSy1HZIyW+aLK1mtcIEWepyVECGlqFtAomR49FUQitHKpWbI9KohmrVDpNvVbn+m/18eEvy56PmXSG9RvWs2zZMgoFCUXzPRfHqeO5Dl2dMijtui6VgNTKNE39dVSmKtpXcHx8TDuDysa1bZu2/CKGh4Y03K5SqRCzLFzPoz8IpM2ePYvR0TE2bXqFdQGF/tjYKJd97Wvs2z/AnXfdBUChWGLOYQvZv38fI6Pyvq1YAsd1ueCCC7jmqh8ze/ZMQMJVN23axPZt23TLiVotdO5U8CmVTpEK2GrDAKqhURGRtGCIEorSOAhfzyX036L952i9v04ihzg4YkqmZEqmZEqmZEqmZEqmZEqm5LXJ6yKTVC7JqHLUC/c8L4hghh6iotaONi5VUBcl9XqdmBVndHRUF37FEwkyAW22aoaZSqXIt+fZtXMnO4Noz99/J0GxWOD++x9g+fLjAVi1ahVjY6M8+OADDQ1qr/znBPl8Gtd1dS8nFVmOQtRawdUOtiYp2kCwuWAwrAMJIT/NEbIocUNz9ui1vm4WBX38p78Z46Nf9RkeHmbpsmUALFq0iB07dnDOe9/L96+8gt6g8dhpp51GPB5nxYoVEShkCHtQsKTbfzCfVCqFaVm4nioglvUYqWRj4z0rZjWkmH1P4t+FEWZMhBA0Z5UEE48dSiKj+o3xEs+TkSZVgK/gdIIQmuPjRaB2YYRcZ5wiot8twiPyYz16e3sBGBgY1E1MFXRMwcaa+xqp36PHFN2y50XPk+c4riNbBQTHQLxqJkn2LgrJX9RYqTX1829Pb7gf0zTxPI+L/3E8HNdgTJppxxX9P9AAO1J7xrRp07j55pv59MUXs2+v7EOzfv16UqkUs2fP1tc7YskSbNvWTbBBkiyMjIyQSCRIJBJ6/ahIYatsb61W01nuW2+9ldNPP12TnshnM8Djjz/G7373MG1t8tmcfvrbeGntSwy8FKdcKerryb0kjNDJXnRyjfmmitqLsI7pEBWVRVJ0tWYks9SI+JgIrWvIJilpUSvR8CZ1mj8xM65hRpHjQpj4vpr76piqszBoTkhIlGCUeEM0EDwkEkmqlRqGaWrYkaqxUPMV5Of98oeHUSqVuOALu4CQgCeZTOpm7gDxeIJUKsXu3bs58sgjAZg//zBGR0cYHBzkk5/8JABPP/0027dv5w9/+ANf+MIXALjmmmsYGx+XNStBDQTCD7JvzZk7tQ80jumEmkfPk+81TWIB3Ajfo1qvgRdmEnzfp1wpIwyTWDwsjq+7Hh4+64N+gIctXMj+/gH6Ott0w1vZ0PYEisWihuAJIejv79drXB1r/v1QziKBrJOJx8OaHamjjID0I7T1RHNIPwK1a6b9bs4oTfg76L526nObW0Ooc9S8j6KEor36lCh7qxXRg1p/IInJ0qk0O3ft4tpvSrKDT/9DjFKhyOOPPspJJ0sSskQiwZ69e9myebNEeAAdHZ3EYya+55JKpiiXpe0p27BUdZkCyLKVWCxOsViIrL04+/fto7unR/eWVJlax7Hp65ZonkqlpO9d6ZBZs+dw9U9+SjyRoBSgDE5761tZuHAx8WSSZ5+VtN69fdOoVivcfd99LFi4iF07tgESWu4F9no16B1Yr9dJBmQsap7n2/NMnz6tIXst7XxXU5lPJq2WityKw/5j8tjB66nXhZOUzWYajBbX83BsG89zIwaPS7lcwzDCfg2maWBZJo4TZd0KsJzpjDa69+zdox2sX/7wMAA+cOkOfviDH/LOd76DvsCIHxwcxPd9KpWydnje9ra30dXVxf79+xscNMPIUK1WSaVSepNrLvqDyWFwByPNykuOQ1iv0Sol3+qz1fui0ux0NUvUuGxVxKjGp1AoMH/+fHbv3s01P7kGgDPPfA8vB/ChWCxGb69ceDNmTmf79u10dnXwox/9AJD41fuvPwrPixRpGoCQhrFKt1uWCbaEjMQ9uWhjsRgxI4ZpNir/eDwm54ho3BijHe+FEWL5D0XxXD+yMUjRhlK0+Fs0YxDERMNNOU6NVhueJndQ85RgPTqyWz1h4CCVSunO3QpKq3oIqTS678dQuGE192y7HignX58nHSkP13W0AWTXbW0caicnosjC69na8YluwMpxigZrIFR8N31XQgZKpZJe58pI/NhlA3qsdC2j43LD5dP4+NcGtZIxTZOL/+ZvyKTT3HmnbEb5xje+keXLl1Ov13nlFdmvbfu2bfT29nHLLbdoZ+jss88mn2/XhClRiKO652iwqBkSmEql+P3vf088Htd/SyaTVKtVOjq6mTt3jh7bR25+M7mc3dSvRjV7Vsrfw/MMhBHZVw5t/wiQ31sExDIgS/Qkmi3cWwwRcWqafJ6GJpcH2H+aG2I2v0Zdy49e09e+WWNtHnqOhDqhEZIHymEyg3PV5xr4nuxlo5wS23GwTBMnUhvneZ7uP6R0rOd5nPvZrZoRrpmxdP78+bomybZtZs6cSa1W070IK5UK+/bvZ86cObz44ouAXH/ZXI5yqUws6Jsjv7Bo2Mqi+57XcKyxjiRqFNciBqZlGni+j2mZYUNzFcDxZa0ygGFa2PU6cdPk8KB2Y2y8QD6fx7Ftkkm59qdN66NWr8p9D6W/TTLZdBDoCcHN+tmGT+aQ1lVCyNo3ZQDLJuVW4GSrAFTIbqdr7yIO0QTKjglrb+L6UdC0aH2aqnFX8zqRSFAPbL7oHFalFfL+RcM1rUjD4KjNpGHXAmq2Q3d3t2YVLRZ3c/zxx7F16xYSQc3aiy88z+GLF9HZ2cGuXXsAGBkZls6PZVKtlnUArlAYp1arkcvlGmoHTbOqGSblOMr+ifv27tXvVWQ+vu/hBb3VarU6HV2d+J7HcMDAl8+3E0skae/o4I2zpL5Yv34jA0MjVGt1sjlZ93TzLbeQTmfIZTPM7O1l4WFvBeDhRx6mWirR2dGpv3cmk6EwPk57e4fWVdP6+pg9e7bsdRnsswcOvjUGaieKSiq82nmt5XXhJNl1m1q9piP/pmUhEDiuq7+KZVkYQkYYFHZRYr/lz1g0o+LJZnOFgjTK2gJqyWqtpgvd6vUanutw77338KlPfQqQNIz1eo1Pfeqv2bVrV3A9j5/+9Ke6VkLVESUSFplMhuHhYR0hdxxngpHVClcs9G4eXcmTH1NRW3k9yfQmC+aFjlSZpkEsFg8afirF5eI4Lq7rED5q+RnS4FTX9PRnCY3f9iJKVDQck86rvFpHRzv/89IyF32pot9766238OWvfJX9+/Zy6qlv0YtRCMGpp57K5d+6XBuO7e3t1Ot10pm03uhczw02mokOXzKZiGTP5FiYZqj8Pc8PmjtGA7lhwV7ERjikM0mGAF+ICDuQMpZCBawchYlD0WTO+QIwGmoA/AZnKnxfrWaTTqcwjKBhYtAIMcpeKemAa4CBZTU6uL7v40aIG4RQlLxRp17ORdcNI3mO4+J7Pq7n6QZ00pGyGxysas3E81wMw9TKyPehXClTrdb034BAacu1EmaIZJRdOoTy2C1XzAru2dUR+GQyIfcYz9M1DbZt8/K6ddx99926kPaEE05gx44dLFmyRF/v/vvv581vfjP/+q//yrXXXQco+tWqZNMqFvnxN+T7P/H1IZ21ijpOvu+zcOFCTbU6NDREe3sHY2OjehxnzpzJ9OnTsYNILsBLa9eSyZwG+NpASSQsTLMxIANB4MWLGAmHMl1kIKZh4jXUuPmB4ewTE8EeGyw2HYMg9KEa15o62CJF22QTKF3XYOgpZyjiJIWBAggx/NJAkHuBcpwEvm/jeQa+rwKURhBhNXXtoet6GIYgmUprHSsz8z6GaWoeF0nSUCKRSJBKJfXn/uaaOMViiQv/dg8dHZ361letWsUJJ5zAxRf/DQBbtmxmcFBmnVWA5YQTTmDVqlWMB5kjkOtgz+7dxOJWSDKjvmL0ZzhEEX3h4XqNNcMqsCgMg2Q8EdY7+57MkgYZWZBZREkTHmMsWFdt7SlEQL38yvr1AMyYNYtiocDeHVuYf5h0GGOxOG35Niqlqjb4qvUalmUGjmnkiwg/aO4d2gETsiiHkCQSCarVmrYfXNcmlUpSr9caMiAqqyQCR3fyWqPJs0pRcT23obm653uajlzrqqCliMqmN9ciRfdd5XA1E/0o5yraaHx8fDy4lrzeHT9cwLHHFkgmU2zduhWA7u5uqtUqw8MjOlgcrTU1TUOPiSRgiWsbFAjY8mRtrFo/sj1KvaHxeS7XRrFYkHMx+N65ZJKxsTHiiSTZbA6Amm1TqdtUqjXWb5ABvd7ePnq6uvCRewTAGX/1bgwhmD9/Hl69yvjYsB6LbDZLoTCugxHVapV8ezs+MiAh7ydHvr0d2x7Vj84MnM+o3aq94YY1LxpsneixP2snyfdcuQHrrJHsyyH39Eg6U4Dj2trRcT0PQ0A8FtO0mjHLwkyncFyXrKI99Fz8wLBxAkrBB39+FGd+fB31WpUf/UBmNcyYhe961O26XlhmzKJWq2OaJrf/YB7ptDTuJVsJdHd36ftLJkO43YEkjMgKne0QSkH54UMXIoiy+2Gq2RAmCB/XlZmWcPJLqJPrObIvEBLWIJ1NRw+jjAD7DY6OEIExa0Q2oFZOEh6eqzI8TvAZkv//59+Zxse+Kotz63WbW265mbe+9VSWHXmk3jDWrVurs00K8nXz92aRzsSJx+JhFC+ALUXZ7RTrEn5I926ZFoZpyHS4MhCFQHINGZGxFZr+9VCHLmjxfcyGvjZyowmLuhW5g98APRT4YATPXxHHacc6vJwQJqbpNx2DeFwVfYfZR/lZVgNUQSpERcoQRuSiUe/wq4TGX+TTGophVeGq63g4rh18jg8kJGlFEH1MOx6u5wTBg+A8xyMWl9E/z3f197ZiBq7j4ePhBBG2ZDKhHaKoEy6EieeF2V/Zg8bk2m928el/kMGacrlEX18vmUyaiy66EICdO3fgODb/9m//lxUrVgAy6vy73z3E4Ycv5uwVZwGQyWZxHJndqdVqZDLtwZhJBaSyYNExL1cqugC/vb0dy7Joa8vpAEWpVGJgYIBqtaqV7WO3HkeuzQFMvR7lNRoNgjAyFzH5ff+Qzya5KvsZvPZ8D8M0EajMKo3KW9u5ahWJyDECbR7NGAWXEI15JrnHoff2IHkSBAzQxyQbo0GtVsey4sFxGTiSa0QFH2SQzbYrDTC4YrGIbduaYa5arRKLWYAgEWRFTMuU89u0cL2ArtjzMLIZbNuhbiunQma2Uqkkt/9gng5eeL7PJ762C4HPvr2SHe/559ewY/t2/u7v/56bbroJkMXjfb09ZNKp4B7k4E6b1oddtzXVuLx/owF5Es3IzJ4js8AnnniihnWHhEcGpVKR555bw85duzXbWDKR0CQ2imSl7te1M+gHOqhWKRMTArdSpqdDBkv3bt/Ktq1bcOw60/pkUHXz5i1UytMxLUt/RmdXF+PjY7qvTTgHRGQmyCOHMozVsZ0G+y8Rj8semEZontp1O7BNwqCAWktRhjoI9Hwkc6QIgZrRNLFYrIER2HNliUeUrtt13DDYIFS/JgIiAZUdUhkuP8xiBaIyysIQmIbaT21tN/lItFOhUMB2HHJt7foCjz3+JCeddCKO7elAihWgIPA9EKHTlkjEGR8fJ5vN6mNjY2Nks1lMM0QZeJ4KloSbk+PUSSTi1Op1Peae5+GZhtSakUCPZZrUalVNePGWk09i1szZVCoVMkGfI98LoN74uKapn6vveRpaqQIPiUQCfKjXq5x80okALFmylP/xmQKmYWi2Pdd15WeKMGuoAxyica3gh/tkeDTqWEUdqFeX14WTpLxyNc+NQAEYoL+N7/t4QmAKQ54QiEAOlhf15i0Ly3VxVI8lVePkutjK6HZi3Pr9Odi2rWlMvXrYXyTaLNB1PW767kxdDwByIVuWJRWkMtSsGM3sOa1qheJRuuoDPK1o7VHz+WpyKCdC1XG0guZFr9PqfpqNUnVeq/tRvVei9Ri+75Pw4vz6GhkpXPHJDWzZsoWhoQE819NNwirVCqViiUw2w50/lrURuWwsaKZnNDhJiimm0XEKGvPqGw8MCeE3RBKFzpQRHgTww7qavxhnqUla1ac1nYHUPA0WXtPvoJznVxvGycbZaFAyjdIM9VSvoxCG5murRnrCAEuEEe9GiBFBBC2ma58A/bvEp4dz23GCuqemOidhuLhuuPF6vhdAZgzQbEuBMkXoTNKDDz7IxRdfzMknn6zZvu644w5OP/10crmcrs8oFousXbuWb33rcj7zGRlpf/jhh/VY/OBfM3heCAFRdUnRMTdNk4H+/oa6EXV+lKJZCEF3dzd3XbUQgJ6eUEkqCn1FNy0VkF5Arfemv8Bl5QdRymjEQDFGRme3/v0gxqgZHmQEmbwok2Cr9ROFfLeqhVXzpFQqBAaUGelLZJJOp3VDWQizMPLajU2D5bwL6f9NJ9ifgynnCAdcHxMf4YIQYUsOy7J45ZVX2Lp1GwD9A/1c+vnPSwa5wIkvFAq8+NJLLFywgGrQYLZSLtPR0cHgwICOHLqej2FI9IgSBYeyTIslS5YAsHbtWubOncuePXt0n7IPfehDzJ8/n75p03jqyafYGETIBwYHMAyDRDxkknQdl4ItG8/mgxq+8YJsoOs5DncGNOXd3V1kMmk6e7oZD5jsnr7rLdSqVWJxn66g7qO/vz9Ar9SbkA6t0mKH7sJqrqlUMlkddrPKmKBCVNpWbVWGmJBtb6UHJ9eNLVK7LUU1WFfvgcbccVjbZFoC10VniBKJBJlMhtlzv24XQQAAIABJREFU5uK58rO6unqoVCR1vgpiGYYJvguGETSoldccHR2lq6uLoaEhXf6RyWQwDKNhTVWrVTo7uxgcHNDzurOzi2KxILN1ii1VCOKxBAhw3EhbkKBdRbUi94xYzKJULtHR0cn4WNAgNispxc1kHMuKaYfKMi1cx9X6SY2FQlwcc8wxAPzqV7/iHRdm+d1Nx1AqypqrdCaNJzztHofPpTmg8KeXQziJOyVTMiVTMiVTMiVTMiVTMiVT8trldZFJQhXRR3ED+p86SabuDRFh2fIEwjMQvocRRNg838MQJqbnY8XCBqwhVlsec12X3r4+xsbGufs6CS0YHxvj3P+vvXcNtu2468R+3Wut/Tyve8/V1ct6jCWwEQ8PTorY4wll8/gQJ4R8CJ4qIASSCsXMhKpkUklVvuXDVE0VmEwxDGA8A0NKUDwHCK4wUJ7JVGIDicuDbSjL+IGwJFtX0r3Sufc89mM9uvOh+9/971699tlHkitXR/1TXZ29e/fq1atXP/7v/9/9a2NfPjKc7m/+04dxeHgNjz5iHDhLq/Yvi7KnfaFIbOeBHBTPC+DANUNckm3aKILklZSxmictI2laURTn3iuW5AzVJ+klT+y7t7cfODJ+9FcnODo6wvf9/WewWq/cuBSywP/xy9+Aa4eHuHZt6u5LJoMkXeD5BvjfopCQzM+mkIWL1sZVsGYq+QzO/iHfvBokDq5VTEbVchXtX+2v22YeDWlA46Ai22iSeN/43zggCpes0xoxEXHaoD3joNrX9pI2ic/truvQto3VMpGpYIfG5kWi+dV2RvKuOtXrt4bG7q6x6W7bDmdnC+zs7GBpJeM/+qM/ij/4V/8KJycnOCNTn8kEH/jAB/CHf/iHTgL47LPPom1bvO1tb4NSr7h1QRFAuWaMxiTWIsXvYDye4A/+xdsxmUywY/02i6JwEQMJshjOdv7mW0+xGQf3jWAmHVoHdXli0HObp+aYyZhrJyH95p+5ljVeG3yO1HXdszwQQrhExVQv5V9LGlp+rgghWAJwyqfUOq1UJ7156nq9xsnpKb7ru7/b5W85PT3Fc889h7/+67/G33q3Mbv5+B//Mb7/+78fP//zP4/3vve9AICdnV1jclrXmM3m7lm4LwZgzsmyLDGdTt0aOjw8xFsfewy/8KEP4cEHjQneU089hf39fXzrt34rHnvsMZfL7dj6M1ej0j3j7thE5Kzr2plI7u7uoK5rlFXhTALvvfc6vvjFL+Lf/NrfdA7qDz44QtPUqKrSRditqtLSI5fXlG5bDJ0Dr6ot0jew6K2yMPnE3BwRYY6kGP1zMTwM+bZHyUqNLwxZV/StMKjefDbH8fEd679ntD5HR0eoqgpPffazzjfrgQcexNNPP42iKDCZeHppsTzDer1CvV6jrIxl0zd+4zfi+vXr0Fo7n76nn34ax8fHmM1mwRp/6aUXcd999zkLh7OzUxRFgXq99uaESqGqxoEJq4bGcrVCURZorPn5bHcPL7z0Er7ywg0cWBNdOR1h7/oBjo9OsDi57fYQoxGr0bQ1HrdRVl+48Tzuv/9+/Kff+734iZ/4CQAmwupnP/sUJtN34/TErMe2ba2Z73Y09hBezXl1VzBJ23ZcSgkFbwYihICWGlKzkIvWiFJKDa3tC2cq7NAMTuHq1Su4evWKa//ZT36b/Wzq/3vvLLEiU5744FEaneqcCURZlc6/g4dnJRtZAvlM8P7EnwG4qDqAZ454WHB+KJbcqdaCzNa4PwjHpntvgtY6iNhFoTSJKDs8PMSjjz6KL/7x3wzGrGkafMPbBcbjMYsC1jr/I+54Hs8JU2beJWeShBTB+AqZnksxUX3ZsZH5YXUGf4+ItbjWNgxT3I9t+rSpjfh7PNdT9eN78SiaHEREKqWcSS03w+Nhwcm+nQQubduittHxuDCDrn3yp0z0zP/sR7+EX/zFf44f/uEfdhG8jo6OcM+1a7jx/PPOV+GP/uiP8IEPfAAf+MDfwfPPP++eqSxLPPPMM6iqq06g8Bs/8xB+8B+80Iu2RIQsjQsF6ZjP5y5S33g0wt7+3PhxWnt51ZEPpEABb69Pgge3rTHfyTcVIsGBKYoiZ7G1Ewda6DfXZ4Ri6x4B0WNcgfReFpt58zJ+DSVl1Vq7KLBVVTmmhs6e1LnBzVhTTFLTmGtNsKPaJKTtWqyXxmSoKAocHBygaRrcsKHw9/b28IUvfAF3bt/BQw89BAB44okn8PxXv4r/+P3vx7M2TcetWzdxcOUAs9nM3ZuilKXW33q9dpEkiYB897vf7dbFt7zjHagt03b16lW8//3vBwB8z/d8D5RSeOqpp/CJT3wCgAl+slwuAyFHWZaYzWb4+q//eudw/+d//ud49pPfB60aHB4aE/Q7t+9gMh1DSonjY8OAXb16iOVygaIoQ7NloZ3/jS1AcvJcEgydyfEZkxKMJevFgR2091uKzZJ5O8N9o3XE5CAs2IoPJ+2DBvTb8Z9PTk7s/i2dr2tRFPj9j/w+/ta73wMyyzs5OcZzX3kW09kUy6UxO2vbxvrqjKGUP1O/4zu+A5/4xCdwcnKC+++/H4AJgPDEE0/g4MoV/OuPfhSAEQrs7u7hhRdecGZ5bdtid3c3CKvftg06NNY827o8VBXQtJBliY58pMZjPPp1j+PTn/4MKms6eH02wc3bp5iMSlw9vIYvfd4ENKnrGqPxCMvlwpnz/siP/AiefPJJ/NQHP4iDA0OHl2WJRx55GH/5fy8xm5s+rpYr5st8MbxWmu+uYJJSUZGEk9Hp4LsAc16l3wU7HET/YHAtBhPYOIxL6f16TPQMuI0dsHmXqsoxP27daQ0llGPU6HrqF68XOxZy34qYiOT95nabcdZnIuhos57P5y66CRGCRVE4aR+/vjf8AxL9FJz/lT1EKRrQZDJxxCXdl4hETsByPxD6TtquVMjz+L4CTEshhNsQPRO8+fqh75cV2zIm59VLaRo3HW4X+T502MV1N70zCutNBBzVJ0KQyri2JbZPj0PCprRT3M+PNnpinLrOOwe3bYt1XaNtWtDcnM/nUErhySd/BT/+4/8tAOC5555D27Z4+OGHcfu2iTz3zne+EycnJ+i6Dh//+B+7Z5zN5vi5/2UK7m+nlML/9pP34L/4H17Er/+TtwTjxAlg6vNsNsN0ataplBJd29ls61bDrjrnZOwEDrqvmeV72iam9NIi1rLGjBJ8uammN9K6yXwvibqxZof7GfEzJN7TyQ+AayCbpoG0vg1UhwQAm/aDIYET3YPaM4KzEcpyjaZpMLZS76Zp8Ms/AUB/GO/52+8BANy4cQOPPvIIPv7cx117XdfhF3/pl/BDP/RD+JM/NuuAAkrM53PcuvWye5aqqgICmJzvm6Zx51Jd1/j85z+PxWLh9oGPfOQjODw8xGKxAM+ntF6vg7Vj7ml8uA4PD91affvb346XXnoJn/vc5/DJP3gvABMkZb06wXQ2dr4kJpJaibZtMbeE37peQUqrefAyVedn++Y4oV79WRwz6QAT5ASyCe32sBTTNdQmK7W/acYceY2SDvbBUIPs+sAYLMNkL9B1ylnRtG2Lw8NDrFYrd/+3vvUxrJYr7B/sY7WyeSB1h8nUBCarmwZNY+i/Z599Ft/1Xd+FJ5980tFkSin86Z/+KR566CF853d+JwCzBkg7RXsBpecYj8aY2eBjlRDotIbSmgVcUdCw9Ked11oKfOFLX8Lbv/mbMJnZtDBnNTCqUI5HqE9PnWa57RqM5QjXrl3DSy++CAD40Ic+hMlkgm//9v/QrbObN2/i//z1d2I8GeHManZ3d3exXK7wKqcKez8Xx93BJCUkZ1roUD2KPiMxNMn9QeGv89/9jSaTMSjnCgB0nQlDaRxY/cGxrutAGkFtSrBEioDTKAXRwhJ9lBhO7hovYi4to79CCCfdvnnzJgCf4I8Tf2R6F+dPiZmIIZOKuIzfnxgfHyXI1+faLh5ik4hQMoWgPtJhv4mYdp81/CvUgIKVfEfmdpBvUuJtANtqfqguAD/XRcjkb2pvk/RvaN3G73mTGd5QGQkHOEPEze1I4MC1synJ5FA/Ywm91jqQttM/Ir6apsFoZMyA6tqskd/78OP4T/6rv0TT1PjJn/xJAMAP/MAP4D3veY81xTMHwrve9S6UZYl/9s/+uZM0Hh8f43c+9Fa07TqIhkV9+ZX/9T6UZcgcck1SURRuLEjINBlPXFQ/PhZFURgmKbH3pvBmWlubtEYBExklKxQu4AX6zNSQVooNt5QS3EJBQ0N3fQaem1u7NkXfPI7q8uu11kEgILqW/3Vdjs4rnq+L1hppL4kRO7L5VubzOcqyxHL5LPZtKPzpdIqzszM0TYNTm5x9tVphMpng6aefdlYKk8kEO/M5blgNK4EimNGa3NnZwXgyAZgw4+zsDMfHxzbJpqlXVSbSVtd1qFiEVWKylFKYz40p6rVrh+6c/epXTbCnz372s/i3v/5OAA+hGp25/sym017CatI+T2eG+arXa5uCQYMpI8IXP1R2iTC0t8SWLqkzJ/Vd0Brj61LYs4W0QsozU+cLCIkREoiTkFI51bOlqVbcp5OTE+zs7mC5WOHoyERoPDg4wIf/4S7+zV/8B7jxvDFBHY9HWK9XENh3wb60LqC6zuTonEycyelHPvIR3Lp1C+9617ucJvZjH/sYbt68ifl8jmeeeQaAWXtt22I8ZgFJus4EeRASxzaX4Xg0BiBQVSUaa+K2Wq5QjEZGuGLN/8qyxPX77sczzzyLl+2z3Hv//Xj0bzyET/zpJ/DEo4+6wDA7Ozs4PT3FWx56CJ//y88BAPb39/H444/jxo0bziyd9qHFmc9XarTUYT7UTdiGIdqWacqBGzIyMjIyMjIyMjIyMhjuEk1SrKY0n4WMeHLtWH9Xryf1tnpNnicHSpvP7BYCAl1nkqeSwyVJw5RWzqmv7Rov3Vah1M025LtnTVJiU55Yc0O5JYJHS7DIXLsSc71cQkfXmySqfekvaXBS7XDEEv1N2gKSko1Go2SbRVFgPB5jNB4F70YIEfTT52IJtV1xn8K+0YfBR+m1E7fxZpJ+E7bRJp2nIdpkHnpem6/VxDE2g+Mg007AzylaI3ydkLZpG7PC8zRJ/VxOfn8YjUbougmUUs4ZvK5r/MbPvAX/5f9405m3/eZv/gbKssTb3v42rK1JxV/91V9htV5hPps7J+9v/pZvwu+KBebzmU0+GY4FaYB8mVknZO4zGo2c2QNJU4tSOp9CCiYjpQmMYky/aY+jHEl+7bnPXLL6plhSNgfLeesolj8KpqUPzBZV2pIiNZjavztnhs7OFj4fuUaH5urQ2UDrhiS4tEdT+/wvvz42DSeTzli7RJYHD73F+MK98sorqCoz5377t38LAPB3/97fw5e//GVcuXoFC6tRnUzG+MD3/edQWuNTf/bv3HN/8UtfxGQyRcfM40iT7POUdZgAqMbjwKxo/+AAUkosrLaqLEucnp7i8PAQdd24sZjNpi6kOK3po6MjLBZn6LoO/8/vGzPB1WqFxeIIDz7woPPx0NbcoW0bR1tQeoGikM73cDw2Uvmi5GSY8P8cbXO5F9ZFpP7nnTne5C3U2ApBwcEQ/pYwa02bfcevgZ8TXOMVapW8mZ031ZvP54A2ezIlFdda4+u/7uvw7DNfxosvvgQAuHr1CmQhwFOcKGXMMKeTCf7GW9+KL33J+LZWVYXPfOYz+OQnP+n8xb/t274N73vf+3D1qvdhvX79Ot77vvfhn/z0Tzut8WKxQFmWqJsaVWnm/Hhc4fjkFNNyjpGzGuowm81xulxA2RDghZBYnp3h7OQUDz9ozL1/+1/+S0BpVKXE03/xFxDWB382m0MIgcXZKd73vvcBAG688AKee+5ZLBYL3HP9OgDgzz/6XVCKQoyb/pycnFgtWN9H8tXgIrTIXcEkCQBaDMVPsrBqVEBs3DvMBAeQWiASkCL07dHQgT2+y89T+khrWnv/I0ecwDBE/PBpuz7zw21hkwffBvBgBtxMgg69oiickx7V4YcUfSYfId7OkG3uJt8l+p3MeQAEJkc8eIRSCovFIiAcq6pyGaz5wUymQdsQ8OZfv99BnSh4w2slzjOGMfQOUmWvN2PK25vP52iaxs0l+l1rHSRa3cQox6atKRNSqjckUKA2uB8e9224cuUKfutnZ/juH/yM+31nZwef+fRnfJAFbcyUTk5P8PHfeRcA4Neeew7T2dSawXkCmK9F/txd12E6nTqfxaIoMLdEHBF/ZWHMrWQR+nFxxovK4jEhs9aeidnlpucczjPRufA1XD6YwFDgHW76zM2WeYTQWLgBwPmMSikdUcVN7OLz4jxzqNjnj5cT46UcA2JMhH7nFx7D9/19YwbUtR0WZ2d4xzvegRMrVHj22Wfxjne8Ax/84AfdM0qt8fDDD+PmSzfdYGlrMsWTgN65cxvHx3cC34uu67Czs4PZbOZMe7quw/7BAep1jaapcXJi8hqtVktnPstNEH/75x61gYqMmfvBwYHZe9oGRza57Xg8RlkWqIrSmRodHBxgsVhgPB6582u1WptzjyVDJ8S0+2U+wbY5n4eEbEPnSuwHTv7r5BKhlHLBarbvp2eChhZqTJumTfWE8f1kQQjW67VN6j1z5pinp8dQVvhHfkEQArIo0DQNmqbBffeZZMWLxRKvvPKyM6EFjLkdX8vmcpO3b29vD0888QQAEzSl60ySV1jlwNnpKf7sU59C23XQ8AoDCUDVDSbWBPXDP/fzaJVGvVwCdh8piwqQEvPJBIUQmNo8mavlEteuvQWLxQIf+9jHTN2ywP6+CcTy6T80flNFac7TyWTi1iP523shwsXwWmjAu4JJsnoj/90yzwqM4FdeDcSfN7VApJB9u3G6B7uWh4427XopobLO0dpGEBFSmKh68Rph7VVV5Zkit4GnFtOm39IYIvLISY9+44djwNRt0KqktF2peqlyIkBjYo0f0HyRNnUYljgmTKls6HAOvw9IOVX/3ZraAxLaS4ghH4LzfAt4HedXoQBn083a2Xb+pubeNgwx/eUREAGfOJmYAQIXKtC1o9EocG6nOnH4/lQ/437EdWOJOU86y+v5NoxPxdWrV/DMJ0wI1KOj23jhhRt4/w8/5fYcaQ/C3/uFx1BVxo/j8PCqHwMe6IbaDjvt+kU23VIIFEWJsiodUTyqRijKAkUhnSaJPheFZIe4Rte1llgkKa1VIgl2v2h/vYwY2k9T3znDzoOCcKLbXZaQZgf7l6RqOqgfr1uefJuvbc5UE2KfJP5bqJXsh+RP7Sf82eJxKMsShR2L09NTw5xVFU5PDRH0K7/6K/ixH/sx3D46wq2XTaLlb//2b8dnPv1pFNJHAXvwwQexWJxhtV7hV/+xERD+4D8wTuBx5DLqG3++09NTR3il6vFokFpr/NpPP+gEgYbhQhCcgvygurbFeGyc8GnPMeNhxrGu15hMSKsVLhITpcwTFERvCLa29ZtI0BfPtdTnjdfD02z03X5w64gYpIAmtJxpLFRIC+Pt1Yxx0prv/7QHe6ETTU8N5X+zn0fjCvP5DB/91x/Bu99lQuB/4QtfwGw+w62bL2FsAyosFktorTGb7eDZZ57FdcskzeYzTCZjq9k0msqUYAUw83O1WuFTn/pU+EyBH5dNm6NN8AbAnBfLxQKT0QittXqQRYeiKDEdTdyxVBUm4uNsOsLto1s4PT6yYyZw69ZNzOc7Trj/f/3mv4/9g3173tizvDPjv16vez7E/F1o45Te8/+kupsYo03WJDHuCibptRCzSVMe3W8jZpDO6ZBztNVW1Ukhb2UcXpK3ycwhhp6td80WGNL6AHBE0NDvBM60pOqeN6lixMTjtgzZUFvnbYZxX8/rdxA8I/4MvGkk3hdFapxTm9DX4p78LyfCYpPMpmmcA3U8r1NzIQ5MEN/3In1MMYkpIQPXLnFNksk7gcD84erVq/jSn7zNCX9Igv344x26jiLoKXYIM2kaNx+JXlNZlq6aFBKykKhKn+utKitjzgEfVt+PVV9j6+9tD1ErJnVyozcJIRfvoSkpd5znja7j1xpNTrTGGNP0eq67uJ+p9XLevnuemVNK+MHvt14bwooYkYceegh//tF7AADf8N4/wM/97M9CQ+P9/5EJw/3hD/8C1qsGV68euLws6/UKo9EYv/iPrkBrU/bLP3ENQgj8wH9/o/dcqf5sOkuI8SLLBiMw8Oa7pLHizGhVlqgqFgyirFCWhSOkh8fMfQrKksvoddbCXyacJ3TbRE8OlvfmDZX7VuMNN5xLYQ8ABb8VGBNnaLjoduvVGmdnZ3jyp65j9D//GQBgcXYGIQXKonQ3Ho/HUF2Huq5RFAW+YkPjz2Yz7O3tYb6zg6m1GKjXa9S1sa44OTnuj0tvomm01sy2LAuMxhNMyhJSkqZaGUZPAwf7V92zKaWwXtfOXLxdLbGoa6xPBGRpco1S34uiwGw2dXTr7q5Eva4xGldJ4X7QO21D40d03WvREm2DHLghIyMjIyMjIyMjIyOD4a7QJKUyAlhDFlBiLavX9J9trbR9NyW/ZFIw+sa5zhS3KgSrbPpg1N061Eho4aS3sTNt2BemvXiVGqRN0m9u3pDySaK/50nSL8qNp8yVUn2P68X94L5WMbhEgf5ycwUj8E77sonoPffefVYlARiWhAd17LyPJdGxBO8iJngpR+/UXKAwwgCcJLqua4ytQzaZ26X8iEKTic0SZt7Gts8Qa1H5XOf9aGySPa9xAmgOm2zqE0gpsV6v3P27zmidfHhnDZAJROQfNWQSxc1cna8l808kyThfZyZvi4yk4GRWEmvJwfbaC29vb0iQfwFHUpMtjPQ4OIN0+NfM7dKYB3HLhZQJXl9w7e4zNF+31QLF9c/TKKXuS+HFh7RsWmvnpF4UBe7cuYOmaZxv0L/99Xfie/7rz6MoCvzu7/0uAGB3ZxdluUTTNLj/gQcAAKcnJ/iHP15jNpu40MSE2K+V5nVsTvir//j+AY2zQFWFZonGpypcL0Xhy6qqtNrZwpWRj5+5P+1LEoae4VJyvn8Eg+v0tRke8TmVmvtaa75t2UL/e5CPLLEk0nO//1lrT5JyjaApi9eKhlI+OXDnwlkrG2obKKQJIPZ1jz+OujY5wYQErt97HV2rnIloVZWotUa9WmI0GmPH+vt0XYeXX345CIA1nU6xt7eP+c7cmVgPPRdtMGTWVxQCQhTQSqFeG+3ScrlEvV6hbVq80pjgElJKCFi//c4836/+1L0ohAAKgWpaoSjpXFWobK40b3LcommFq2P6lXL/sER5RE8P0ZPb0LPb0rx3BZMEhC+MT8DeTOfMkv21Z+ahB7aXiKAeOHeCzgiYl0tf+CJzjFKqCf4iI1O/8/xDfDc2MzFDB2RsthQTcMn+XpBJ2rb+uQR4gnk7t5x+MwXnv+sUkxTNozcrtjKRlGmmqFdvoHyIQUkxWXE5zduiKJzZGvnmEKNF12w7zy76LEOIc5cNZ3P3DFFRlEFdn2OpCxzwpVRQSroEl6adPjuyiUmKhSO0D8TvxvgjccoikBJBiHOI8V6v3nyIx4b7wQF9hhogk0thRzwi9s45V84zRx9aW9s8A6879Ayp+w19prnIze329/ddcmUAeOKJJ/Anv3eI9/2df+cm0q2XX8He3g5m0xk++D9ZArObwviMC0wmlMvQrMPf/KcPBwKXWPjCBQGpQCRFIXtr2pSHTNKoqlxEuqqqrHmd95ksZAEppBU2hIIGMFPZQPCXeD0RFdKvkJHex4fWCBvG188/2TdKDFKcS8m/ewOXY7LrsD4za6IojB/9wcEB/vd/9jgA4Hv/my+iXq+NH92xCWYynU4hpQ9GQv5HdB7yM7Gua9y6dRMvv3xrq7MRANa3rK+RtMmnBRNK27qjUYVf+kcmqbO0eUULIV3+vVFl/VkFACjHNJKJYNM0GLlcf9oFkSEYE2RiKmNGqd/vbejk14K7gkmKn4Fz6ElFEfushYCIpQmc3WeNpghlocOlwglr1x6vsGFduYUnwrLYbnKINt90sA0xESlCb5vD8bVOnG3bjKX4Q0xTTLyl2rGNbGZ+6Kf4c4qZ+hqMwaVFT1axnQR7qC4PcrDJFlkphbquoZRyNv88KXFKgxQzC/E6Ok+4sAn82pjwHWqXEgGa/hBTZ75TwATzXH5NK5tugOp7gm+7hIpxeUo65/cQQAgihgW0NlLOcDzCg55kFcLTfDDSqTffmkpp8DlzAKSZpAvvwZxWFva80X0/o95lG/bd886KrfbkDfX5sx4cHAAAjm6/Ag0zvyj64nQ6xT3Xr+H//cjfdkTeXz39V05rTK63JGAoihLeYb7fJ7OG1OD4cAbFnz2+LhGcUkoXcKIoCsiiMOH0C5sMvSoDoU1wreC+kFaLBMmWiLBriKUroahV9NeVDb6GNw3Om7++Tp852iTQTmmczquUok3N9zDQw9Dyoeh6p2vD/MznM2uVpHC/DcbwGz+zRF03WK8LqM5oYcuqQlmU+P7/7gbatvVh57V2aTC4YIPmN9cwmX6lO0Y+UoDGkx+8NzinBbUnCkxmBX9o+7tdZ/Ys0UJDK4Gx9YEtyxGm0ym07pwvLPU93j/9dy8ENQxoejy/FvQs4a5gkjyGZ2uSYSIGKR4gt7eEspj4ToPyGc54ESWgB6R3wk8O8zVFsIvw7wBBF/+2zaEVOwbzOpsOwE192Aapw39Tv4d+o3a4adCm+0Br917du4/nQGpOmEY2PNGbG6k5oKMNUKNvbvdqEM+9eHPkUvjxeNzL2QKEURWBtPnnJi3VReboJoaQ3zslQTd9pUOrH/3RTF9iimgcAH/Y0vOZHUsIMr17des3TWh0rD0i3GIxgx0zGkfqfL+xrfvyRsS25hyktYvnRpKZSp13iXPkopLveK1uw9TEdVImqCnN5aYzhwjXM5ubiAKuSCGxf7Af1J0bHK03AAAgAElEQVRcm7h63/SN3wQhBO4c33F5jYqiQF3XqJsW5FKttdd4pfaSTYwTvSNjqucFAxTBjkflK8oSZVHaiJA+cENhJfsuvYj0AglnbmcZJLtw3DP7Pcy+B/qd1Qs+ZzikhEEAHGGX1CiJuCrbR4VdJypmrOO90LTqKUhfNiwA95/X6xpCCEymY8eUzGdztF2D1WqF6zZfUFVVODp6BXXdorVnyOnpGbq2w2/97CNomrb3PHxdxubsQwjP1daVkeCM72GO6aJ0N8wNhdxmpJSANDlIy6J0mjMKeCKE14SRgIEdLew5FPgaF9YUmQe5uQgN8mpp3hy4ISMjIyMjIyMjIyMjg+Gu0CQZgakICjRJvrwCwcVhJx7QMPmxPsg6EscmKPYejucnSUFCwibY70IbjpgcaoOY+4IkRJHEoqfxir5uyf1uY+oQO4tfTLrXb/P16tu2JiWxWUp8TV/r4N6wC0GcVjNulr1luZxHLCUGEu9NwJgsxKGKt8TQ3OTlFPq6bVtnozyfz520LfTZkcG1NOfi+RLPw/PMjqjtVP+HrqHfh8z6uMkN+UPw/hhNk8bE+lxpq0kz5hMkIacQ4H2tq7lPr3eJcm8qYq+0n41vDO93/DzRhTQAfg0ilKleVlD+G0JqnEjimjL15Ai0Sqmzg1e3kvFN628bs7sYmywZgH6QkE1txb8l5xCA2XSGpjVS84nNLUSS6a7tMLfJZlerFZRW2JnvOLOiru2wXq8xHk9wekr5YExC+JTWiGulhzRg9M8ELTHlZWnM6oqiDPwiy7IMNIRkkmfaoDZ5uyxwg7Dmdj2Lkv4YfS3Nh96oiOf30Hx0Lg89BVOUFiZet0YdYnxwlT8HN2kdYtKDkyTUaozRaOT2Bgrc0LQNmqZG27ZuvlJQhvW6QW3zSxayQNt2kLKAUsC6NsF++LnJacNtNSY0FmRGKqWwuSbh8iQBgIaCFnA5wZzVgdBQ7FbS5hWdjqduvldlCdV1LjgEAJdoOnS3oHVqPgN+jLXwQW748KboltdrDd0VTFLSbGOoHlN/ChGapKTrnt9e6u6C1XF8GGOSgo2OKlOysKHM8yK89jwMLVBelnKsjb/zdoaYlxSReV7fNiHFxHH1tNusbAAopTxDLLWAsUzgO52NHMNbs4yzYCpYIuQFJMszYkc8oOIYwXFJET0uKKBPbDDAh9kbEYSMU59e3j6SXQqpxMPc+ZSYpLquXVQ2Qtu2bv5RMuU4iSXvI9+A6RDhc33IbGOTIOE806V0pDyFrlOBfbgQ0pn2+ETLxvSOj7tP7NpnfELzPF8uZQFyIva/xfmPyLzOlwkhLEFBZXRluP40EPh0Crgt8NJi6DCO50RMkKcYB3dN6rwQ4TmRyr83GNwhIZDYxDhtWse0DuN+x+fIUOJKfw84n8LFcgFogcl4gsISZet6jflsB3WzNmZpFpPxFF3ZYr2u7fcJqmqE5XLpIuNxArFTnesP+WeQuZyGfX86PXIli7BVFD4PGzfNK8vSMUpUJoj5sfWM75Jlkl2LloBIjM15ZZlhMogFqkNrMTWdHeXhiG37OWKuPIUiXFl8/7BF3j/AB24QrizGaDw287X1yYvrZg0pCuzt7mG1MozPuq5RjUbQ8Mz2aDRC07RYLddWsGDWlNIlVFeiU8oxeJ1SAdM1DC/MUU4o5/29af1AAEJUENK0DcAEkbAJycHOEPJdqorSHQrEWO3s7LhxLMvSms6P2XuUvg8xAWP7G5b53zyD2qcd+bXmXW53Wt0VTJJqjVM2DVLbttBKQcrCDXzXtUBkix/ESAhmo+4d5jGE3cBoIvB6OjGpNBScqTDMhVzT5erQz5ItPu1f4MXQJ05Nd/ttpxal+S28qbexDUWWJAlLs4znQERsH/uuObFlPwcEmDR9EcJnn1baSHLcXIcNnioEICRCsswQkEQMms1Ew0dXMRFYNGwiNHstRR+6rPDjbv7fdgqjaoROKayss/RsZ462acw7d0SP9syUG9P0Zt8zyQa8oOAcJoIzKPGhx5ki79fDo9/490ahTVsbVtUwETqoKwRnyvgh6p+P1gCgXTCFlD23EP11pZT3jwoZr1hQQM/EWzT3aNsuGuNUCFT0vvuDJJRkpw7xGHSg8LsIbQ85IQBKMGsnQFs3KKwTbiEkWtVBtR0E2azL18Y4vxEgpLDRpfyoxX4uQkgzJ6Tf57TWbpxIMisLaV+R7mmINIa1677Q1NdMhGsO/tDB2Ulh2Zw0vAJ9jwVnnuGuqqrH8JE2LbWeh5hFIYR77qoauXu2dl2PRhO0XQcpS7dWJ9MZNY6pZaaU6jCWBUbjsdsTjLaoco7rdF8e5SvuY/zZTHHJkioXVrPkCVQS4AQJLe31UhTuzBdCAFqgLJnGGMoIPuA11YUsesRaGBHP47zotG9keE2FZ0ZpcmsW3bOjee60c74Nv6Vr4xtGwgcYeoIEf5xWNvSO9owTMV2sbQ3hrY4Y/eDXT8isuevcWjFrjG+LddOAiFcqrqqxOQc6BVkYxmc0kui61u7xhW3P7rcC6FoJm2MZXafQdTJgkpq2M1YJXZgOAoL2Ku2/09i7UOF2jbC14tNDOE4Egnz6hAgEB6RhhdZOO1XZqJBaA0VpgzAVJUajMYqyouMGwgkePD1K42du65klCuUuHB9H3C+3CBEsifvF19FdwSSVZRgCUAhh8y4o58xsTN5spAuanIZiMReFoxh8jqWd54K3u7Ha//8Sn/CecX/MX63jekME14VuvEWZQCxLi4NYuM9CQGhLnNI8t7+aMuG+9SRHrD3a5jrVuUWiLBNmFpLgzV5aKOuEzDeZzqbLpkOpbVsvO3P0kR18zRlmCmSy/QRJM/IhOCEDhIRAnNvkPIk3qe2J6aBnJumev+dQf92n4PDrbyt9YYQ5S4zIJWZ0Qk23Z8p0ML9JGMJEC2zt8vsi2sn64Wb5b4L1n3OznEC0JbxZO3Bh09plSQfM/IJ1cGazxOTHuMQYjcZo2wZ1bbSBUgqUZQUpBVqbt6dpant+bW7LSGsvsOkKtm8KuIhdWnJizedjie8frgXtvsdz2dTxhF+vG1uWxb/HAr0YQ9YMFM3SfC4Q6yulFFCKTOZ8ThZav5S/KDnvhTeVM9EyPaFu+uGj0UnL1JCjOl0vhQz6LYSMTr3wPnxh9c3/0vslp48uG5TS9h2ZUTOaBVhTR39WXYS+om3MfY7Ev57WZgwM1zDGdJUGnOmKqQwBI3yNtamp9SR67zy8DZ0fgHDPTDDN0j1MHa01pABKS/R3XYO2VTa/nrmemPrRSLHgQXBMBP8ubGfM+gJo3nMhAc+hV9h6QpLWSDohUCElpGWSKJQ49YfWlQsG4QcFsG1SW+FRKrwm2JUpY3rH3ou2ZUp3iFP3GHrI8wvna9hoJDIyMjIyMjIyMjIyMjIc7gpNUlGU6Lq144CNLbBA04S5VJykmHhMrtZ3H6w0KrI77skgUtIw3k4kyqWswv0b8iaFlcDrkFF3YqeLqGouhmEpC0mqQ8lILK3SfZG5u3q43bi+4L+k2xDpOknNVKo/kaQ+9TnWHvjf09KcywiSysYhiKUsXCJEbr/LNQ5euhzPdxHO+4RyKeUrEfvgmRVsVeCKaYsgjYmS4g3TOgzb8ffgpg7C+vJEdx/UaqXnnFLhPPFSPrh7+bELtV0xhuZrX+PE1yj3Iey1CEQ722CwjeD6TdJ/7QWk9lFVoEc0Y9/pKEFq4RMIUnuX3X+i64yGuqq8xsL4mPn3V1qTkngNaR1+9xD94uh711pz72iuac3naxysI260b4YXSr25lqn/XlMBXr4WiLXHfF7xwBlxXrGiCPOK0Xj3+xr65fn1rQKpuVsMbC8KNb5eKxVqkkiT0U/m3DfJHV43l30tEcqStK7eJBowpmU01sbaaEuPR60DXaMOrCI8nUNuFbG2XghvucIvMTXYWZLwJezvt+YsC7VHKbrF+4b6/kirCWU+Q8prJLtCkJoJbSshRAshvLldUWiUpdH6ty1bFzDrxPVD+DXmNUksoAkLbU9aU6IhyMzOWOowcztptEFlIkEzHwNptU4QzCKBcpPxPScy9T0Pno6wI1lI63Zh29nSHwm4S5gkrZXzHSB4Mztf1lNd6iSd5ioHZnkDdWwHfFHcnmXMnOm2TlSkuQbhom8ENubud3Ig3e4FbTMZuGnQUP2hDXiraEVDTBM/RDdcF/CFbCG430X/GjNmwW4RN86q981FAJM9Pex6aILSYwIuIZTS4KbsZp0VzlmUR7/xDv6eQQoZze3HqsfMxOcTfM4lyikS3EZ4db7Z1HU4yQKGiQgO1SOGtiXah+psWlPxddvWo3bPq5NqbxMztO190tf3dr3kvbnJD0X6EkIEfiCXnbAziUwLZ9vedYDWjUtwCoTm49y8LUbMpGy8r1bOZMRcy88szzBRwJuYobnIHOdnwxAhn2KahgRv55nKbkLK9M77ORFBZ/a5vn+jtkxkylStf4aQOV34vJ7pjH24zJXSMa9e2CMQ2q+GTFIKfHwoSfa2psZvdJRlhfV6DVojFP1tvV67MRiPJ1DK+Jalh8K+d0aoDdGFQ3A/RXSK91ViAkABa+rl2yOfWNNHf54SE++DFVRI7Qee5AnXWRjBGCCyXUoB7QKrmOukVGy+WvpYCyjuq6eVZRI0uwfNT7umrMlowPzYz0IIlNaETrAyEphxPyUyxzP99b5GnEkSUSTQFAvpx/n8vE8AUIgCSoR0tvFr8+OwrZ/fXcEk1XWDqvIRY7wDpreH9A6pkaRYDGuNeBjviJ8JETFLm0iGIOpJ1FgQCcVzRv0bf432u/MOQ9e3iJvn5X2hW5oZ6j0C31jOu56VEaEQSubT9agVLq3pM0p04PGDnnocO+ymOnw5IKUMwoECxrmzKBR77v6q4esrIUN43aCVhpACJUq3bojIkUJC2khTbdP2NVGc82YEDN+MOSjSFRCGzx5iTDghmtqQuTM6L0u1mcKrYSS2YUA2MUnnXkuW1+6Qpn/2uzAa/+Bwg7RO814gpC654KEopI2m5hMcl6UJOkRatqZprESW+5bR2eVPl4tMA5NwMc2o6MDfQfUk3Bdl5mOCHUhLgTn4/NxmLaQI/4usC1O3z4iEwjCzl/n9IBSUmWv89SED5IM2cM1cbIHgzix2JZcMhgK8NJMUj7dWGkoqFw0wrnPZ4IPuGNCeYphWUxb6rJu/gxpTYmbp/OflfYkqRLhYzHuMCXaaWvS+XRTdFEkfMdKWCaH+0ufwnWpbxsuJlokjBJtyrSRQUECHAmVZhZYU2nvvkb8kMUla6Wie2vnONUlUzpPJCsMYcgsV94+uZEwSBALmyWunwrLB8zTqX0rgEQuMtNC9GAcusa49q3jy5/NwVzBJ69UKUs68o73SPWmKUiEBFyAm0D1L7n+PKT8kmCF2XW8r28Q5WSilQE6dwcHEJRCwBMnrZHp3EeIsRvKamHCMyjx9vaH/CYlAgJ7EMSoWnvnxTXLCItyYeBl1lUtuaNMyGlwx0M7lQllWNp+CecaqKtG2XSCpCgmVPgERCiNw7vx31/UOrf7vGhoSErLwTtnavjNd8LXbbyclqChEObimOJOUChUObE9IDjEeKcn7EC6yVl8L87U1cRxd05N6Cz/mnBCm3DYFkypeZmIOAFbLFWQh2TObQAmKmYiacyw9DuaISUzqc5BiYNJjbRbqRRnqTb9vo7nkhNymQC38um0sHDaBH+mcGaUyoon9fWyePZFmdEIGSEPr0FTZ1kZqfM1Xoh3ofPes03n7Ae+j0iHtA2wOsf5Gx+LsDPOduVtTy+UKWmuXHw8wObP83p0SXNGngYNq231Jm9xvQ1ZI7uwhiyGk1mN4cJqlUQRlVK/frZhxAbTmGk7l57RU0IqEfxJlGc5h0iQBguXb045RCu9ln46lmugxjJwZOqeMtE7GatXTg4IWK+N0NaI1kGJkU+cSGyc3etqa8kMFwSVMtGSBwgZxuUi0yBy4ISMjIyMjIyMjIyMjg+Gu0CQ1bQuxXKLrTIx2SjDJVY9ewhRJgRLtCQFoMGkAFfI67O+QNsmXSSeWCgz3Iu1UpzpIYaSLseTV1PchCbfSYmwjcQ6Ybsb999AXnSVlK4EQRIRlQ/3plfd9j0w77H3E2iSE7yTVZvg3KXBwdbz9uO2PEKycVPqXVzrXdR3qunbhb3m+Ez8uEun0n/3EpCCjBC8AMlMa8SuOg63S9fybNWMBTO4L7WtpYUwR4pwYZv3FLbLVG71fU2Tee1HAZwMfULGHoUUT64NrILU2edbIFNjceYMJaighC40x0J/rKTE3/y1aUz0pNe8rl8RF3TPrMA5bS5I+1klh3r3qVCAB7DqFsvSBQNq2dTm4LitOz84wnU6dKZSU0iUyJUm40eK2iavZewFg1pngPzFterxFpjPQh+3R7wLcmsEseR3su4HUtmdl4bXwm8xTgye7gHb0Iu2cp5ViV9rrXQ1bL26TAtP43/3jc/8jK5WOzhUh/Lr394vvPVQW9ZhJxekvmZ3xPnddh9om072MWNc1imWByubo8aZVPD3E9vMLoHdK89/vuIG/rHvZtC/7l+/raZ//LSYWRdgerZtYI+m1NKaErFzSQYSYz31UDljaUsCHCXfd1Nb/iN+bNDYCVeUtHXy9IU10XBRpglJlkeZZktbH5kqia+L6KZrP+T7FfRBiKw0QaZNcX7Xx6Sxk4TRJqlMuae95uCuYJKUUVuu1WxTT2RRSFjaRlt+sN0Y32XKTTjJV9u82CtmgbryhKwUtpWHOXJZif/ppt1BfP5MUwSdbrPYMK7KORgRdYLvLJjupnvl1A0zY0OgHPCd94fcfYGQZfRZ385y780PHH1Q0TjSH2qYZIGQuB5bLJRZnZy5bdlEUzozVJy/kB4b7FHy+KOL3OtSS86fgVIrtkdbaO6TydRTXY89A7fCNnyLnCG66wtpJPZ0GvGkumQKAjZSd/zqh9g+em6/FAQGN60/wPL7MHNZh32IhSJArLl73/KBJmSloDS0KL7xht071WUqffd35ZbHgH4uzBV555WVcdjRNg9XSjM9oPHL5SGhvqeuaRUfrgzOk25qW+YAFVEKmY5ygFjaxMYJ7C2HPHrbvCjbHNp2d55nRbQrOsMlUdFufpE3md3wc/TMTMUh7P08ODXhC1vUy6q+PeEb1Q3MeERHsQ8wQ9aXP9MXP2TatI96EkMbsWPi9rK5rLC+x8EHACB8m9jze3dsFILBa+WeeTKZbn9dbm/xqyxg5IR2bC+xzgaI3D2MXCgCWeVZ27tCeqhDnIiMGPBTohTQLEEZZDTrt/sEFi4FWUBGDRkyK8atjQgG3RhJ/uRCxJzyJ6Ex4hic+04jR6b0L16fwrFJaO7M28mkKjny7IKWUvXGH7r9zLgRXWqFtWqDyQp/1eo3j42Nsg7uCSdrf3wfgswJrrdG2DUwGbDN0Td2gKEsUhcRyaTjAsc26rboOY2u/ul6vUZZFqCmgg4AdCPHLhv0eQ/O6lklw10fMBk+26N+tJwKpdfOiES0S0avv+s7a4+1ACHfPmzdv4sqVKxBCuAzjk8kE9XrtCU12ffCkQWKvDcym1oYRDIrss8kwHLBSZtFCRcESbN2A8YrvqrXxQQMbb3sIFoV0TohlWaFpaoxGI6xWawDAbDbDer0CIDCykqn1eo3JZIzlYukOo5s3b+Le++4bftY3OIqiwMGVK6gqylSvQWE/KcxnU9cYjUdQSjOfnQJVVeLs9Ayzucl4v1gsMaoq0AEA8A2dO+4n3qVFsiySSqWY52DNcmIFfg0CZk6prnMbNGA23ma9dpsrb0Pze5DUy274FAnISb5YnzXrV2v3Fwp3yvujlELdNGiaBvP5PGhP8XtTn0QkOkkIMuh7MSBNiw+9WOrWI0rhSblqZDQjXduZOVL4A86FTlUapdWgrJYrjMcTrNYr5wx7dHSEBx58MNm3y4Jr1w7RNI0bm7IscXJyir29PTfeJyenmEwmNsGs99uqqhFOT08xnU4BAOv1ClIWgVO3CXFLkdZModnv4ndOhJcGDwHuhXExIRGLwKIzB3B7u4B3tu5c9CwRXEffebClGOf6DsRCRkfkeeYq9kPQOpUEsh9shs4LfpyaMgku3PbXapvENA76oh3BS/IOpfjz+72Q+7saolo4Bk0pjdVqhZ2dHRdhqyxLrFYrKKUwn5g94ux0gZ3dHZydnrl6J8cnuH7v9d74Xhbs7u31EvneuX0Hu3t7rs7i7Ayj8QhSFm5N0foyEVvNmVbXNWTM0Nj5k9KekA+5+zwAQ5ehT6AjXkc+cJQpozYj5kUIaG2Cu/h7ANyyI9VnyZkerfpCOXsv+qt0B2jlw3i7ucr75p+RLDjMUpGB0J11MqDVnfCO1gQ7z6uydMnrtQksEKxnEmxSYBpqk0J9x/S5kAKtTeRdliVGoxHqukbTmEA6k+kEqlNYr9eQhQ/kNJlMsFqtXL+/+tWv4rHHHsM2uCuYJDNAAM3Wer3C2WKBoigwt4TaZDrF6ekpdnbmjkgw2XxHUEphbVVnRVkarhFgm5YdasbB8gzpPeYoYGEpIEO/niE4fZvd1poJEUhvAQxL9Gxf+oIqU7I4OwNggl+s7SRQUUheKYSbqEBCvhUzjwMgLVLMsCXlNsRUUvtD9QauHcJ6tXYMcdM0qKoRFoslxuORKxuNRhBCoLHzYDwe4/jOMfYPDpx06vDaNcxm02179IbDeDxC23buQDGZuBVGo5FjHsuyQl2vMRqN3CZjqguUVWnDshpmW3WUs8IzAdrOS8nWY103wYbJNz7OYKTM2wSrzxknwqb5wzdtd2+toaOId0HUnPherjuJ/YA+skOpYMIFTUIB1kZZloZ5c5nYhae0Em0HOYji+/KDhXcNCAU3dN0GaWrcSllW6NxeaO7VNq0bU1lIK2iY4PTkFIA5jI6PjzGbz5wp0PXr14OIXJcRJhJXETAHpycnAIDd3R0AwN7eHlarFbQWblyFkFitlvbcMWuNBxHhjIrSGkqo4JDfHpt28AgpKW90DvF1FV5KOZk8Q3P+7fpCwZhRG2onHTCFhAIB68fqxX3uL3kedZBM/PnvYV/7SyusT+vXtCML6TRA0+kM+wf7gAZOT80aUiNz8XhsBHj0nLdu3sLhtUMszhYAgKuHVwOzx8sGv57MeNR1jbPFArIoMJsZ+m86m9qokdJFOBOisBE34cZvZ3fHBgILA1+kGPAetlg6QdCgqB1vyr6Z0ukz6ICfy+xeyUBE3FQ0TX3FawrQoKBGwglXwhQpzmJLBhM/rURICDj42c0FkR3RzlQen+vENOGc4Xc0dofJ1NB/WmmcnZ1BKeXKiqLAarnCfD53ygIhBe7cuYPr16+jbkzZvffeOxjEKUYO3JCRkZGRkZGRkZGRkcFwV2iSAB/HHTCc32QygRReErdcrnDlyhWcnZ6idCZECifHdzCbzzGejG2ZRgdKUkUctTUlYLp3pTcpVz0EAGXEq85fAvDaGAnvTKbhOeiwERI/+Wt1yjNJh+WuhxukdNLapFbjCURRGv0/mW5o03cdCzci0x7BOh1KCEKJnbD9FsxO29n0av/8gvouCmieOYVLA1lfBrVRAWzbUqKzoYdV12GyuwshfELLxWKBnZ0daK3QNj6XyWK5xM7urtMulWXpJA2XERSSmMxHikLY8g4LK3Wr12vs7e9juVg4DcB4PMLto9uYTKdOYmW0TCKUBPVM7wBtJajmndLcpcALPtmrZnMFcEIuG3o1epDzchnYZoymTFttTqSxEoJbIABsPXNYqxvoTfccknQj1NAKWZicEyz8uITVCEH02jHrPm47/b23dlN9E7H036/NYIhNp9ycmEynmO/O0baNWx9Na7SIddM6La7WwMnpGa4eXnN7t+oUiuJya5KKogRPXCyExHQ2Q1kUzhF4va7tHqTdWVWWBVarFqNRhbU1DR6NR1BWGkwW+bKUNleOcvMh5Y+rk5/9yZFCbGgEkLkMk4ZHWhouBY7Dj6e1O8N4vQI/pOt7UydbI/qNyihwA7UDd13a/Km/5IVQrHla9WwMaTVbTQdgtbGrNdq2dXvtaDxCva4hhLAhmU29uqkDzfF4PO5p8i4XyNzbPKOUErPpFKNR5bSuS6sdODtbYHd3F4CZAydWm03mwsvlymr8/B6rtTG91sy0TkMgygULt0f2ppbVmhKts+E5+q8pNa/7WqPwezhf+30jWkg4U2cyBTT9VL07u/luLkRsVqqVuV5L3bu2PyD9s9PM1/69OqX6eZJYJeGu9S/DmdhG9xbC7L9c6zrfmaOQfu89PTnFZDpxpqqA0f6v12torf3eOxphtX4DBW6g5LFkv1tVI5DVBpnRrZZL3JEShfR+Sicnp7h2zzXUdYPjO8YJazqbGR8c4SeQssyRYMyBYi/vPEhrm6nhCQ+ljD3o1uZkwm+kAdOwzeGSKKM2iDmcd3NnchYcIJFvg2D9dZsIb1eHCzRqytVOH1Jhr43ttwjGRwOBSQcthKGEwLFlUjWqbMZqoCs7vHDjBqazGXZ2jE13WZZomhpdpxxBp5TC4eFVaK2xZ+2cjSnZxQ7mNxJM0BM4W20phTMxJTO6s9NT43jO1M7HxyfY3duF1sDtoyMAwP7BPup1A1FwEwbhGC+aM13b9KLScKFCsDEiWgcggs1/BwBZFP3ThIPU8JawJOdV3q4QIojhJxJmRXRfzugEv7mn9nBmdCzjOLfLJmIX0fXxs9O9A7OqaD30fDV43yKGLyRzE+AHD4yZ8N7+vmv7lVdegRACe3u7rlbXdVitVqhr8zyjUYV7772OO7cNQw0AYiRwZk2JLiuKQmK9bkGjW1UjHBzsQwjpnv3k+Bg7O3PU67UzA+m6DqNRZYhmYZhPrQ1xqJV2pnVFUTqTIvI12j4K53biJnvzvmEQ24dp9plb6+hSHfwFzjcJHDIXPb+b/edJtedZp1cAAA11SURBVOOreWKSmKHN/EWfYaL2zPc+O2rkMPzM11aYY++tDYOrOuV8Qmn9VFWFqTXz1soQuicnJ85vUWvgYP8Ay+XSMdgmSuldQap9TWAEXJ3zlS2KEju7O5CysP7Fng4cjSp3pt28eQtXr16BlAUzA56yBNf0vpi5szOeSgiQGIOdMkVDcAXbZYPrQiactcLag7sfn7fevE4E9dJ9s2s92MttUlYnoPTr2FfSMBEa/X3cLUVQkkZi7Qlrdi8SdQTYeayUOStjU0iEZ1qyHWJutXa+0qvlCifHJyjLkvn9Ggbozu07ODw8BAAslgtcv/c6OtUFcQO2NWO+K1aeEIa4pcmvlEZd16bcbhS7e3sQAF588UXnHKy6Disrnbly9SoA4Pj42Ic7dtEttIt0Rei6zvPoschogGDnhIoLYKBC57lt0SMQaZIkDJ7jiHKckCTNiBQmYRifrGQ3biRVfUZOxIs/kBamyMXUgeM3Br8psYPHttsDO5los+jVSh6Gxg4VMGGtaTOtayNxWq1WGI9HOHrlFewfHAAwROB8Z47lcukY8a5rodTltTaVsrCEFo/WpFFVlTtwy8JIOl968UXcc904BiulsFqtIQTcmlqtVpaI82FZlbL+bsyWXGkffIUzPo5Z8Z3rMQ/nIUXnhJIyG25UqT5DxDZDEm5AcI1tyCTFkoH+lA9FZoLV5f2l/cJJ0jihGDOGCNMNbkLsz+WiULL9IgUnkBC90mDdj0YjTCZjFwzl9OQE1+65htu3b+OBB+4HAJydnkFOJCbTiRPO3LlttPqXGeS7RwSdcfYXAJQTWB1eu4a2bXF2duYCxZydnuHgyhXrR0nHrtmtNTTTFPkE0DTru1YFZ9frBlqbkcAKWvuQ+UrD+TOweRz7JA3hIozRJn+kze2k+xAQk740lMbHxGJwrTkDuYSfNOVeEGMYIqm9Po5O2qZpmC+RsY6ZzqZOmv3KK0e4evUqVqsVZtOZqzedTXFmQ80Ddv+9kF/aGw9l6c8lpTqb+Lxx62z/YB+TyQSfe+pzePiRRwAAY+t7fHR05AQ1xr+2Ntoj5TXcQkoUhfc5M+dYzBwBfj9E4jcgeskhnyF8ez66ogI7AoM2z5eR83D1fu0F/WINSBvQgTRJYGeP67AmTiik74KARu72/bMvFi4KsPMm8TBSSk97Ev3MzmSi08/bJWj86qZ2eypFFjW0vKmwXCyhlcbt27cd47RcLLG3v4fVcuWu1VpDqO32pruCSSrL0jmWA54A4w6yJBU/PDxEbSXht15+GTu7O2YTsS9oPp+jbVuzgZO5XduZF86YnK7rvIYoIlz4Zw0TQtAcHIzgYyrBQWaLYZvX0WOcbFupa4mooyAN0hKenMgjE0POVPkOpUzuWN4OgDE//btzjZNZYP3wtPFTcwnB9kenuwT0GH6edLh69RBf+cpXXDCCo6MjXLt2DTs7O16zNhlDygLT6dQRI7PZ3JntXUb4qFBhudEo0cE9gVIKe/v7LujI7aMjPPiWt+D4+NiZUY3HYybVNn/btoWA0ezxSFdSUkQec4ekszaAjpfzPpsP6YdKi9b8b/TMbB2S1CowFYraGiTzaM+IiqmPRcR8KeXzCBVWmy3tX/f8G0Tb2wZuCDQLjEFyARzOIVyjJ0FRFmisaV1hhVVSFk56e3x8jL39Pezt7Tln8sl0gtFoZKJw2T3o4MoBTk/Ptrz3GxPmXBKO+DXO5AXatnNE3sQyS2VVuVe9rmtr6rpwwYiM9YSJ2Mq1RhREgNapSuYye+0gWXtPcsvXhqWpYk1Q3zk8zeS8GibpvDZDawd6khTRac6l7UwB6XreprBlXPgXChuDYDSRJJNbM0ghsVqtcHpy6q6p6xpaaWc+Blhzu9pEbKV1VVVDebcuB8qyCGgzs5YKdJ3PG6W1xPGdYzzy6COOeXzqqc/h0UcewXg8dvUWZ2eoRpUVNBBB7Jlhnh8rzXeGe2d45LBzZFDuG88ZarNviteflkO0Vt+UzR9x7vQEoAChIbQdM2a77vutrdmgDjRXZAauGIOVPEUiwaATzqU0QYATXNIoUF9iaw+NxNMnzrGyLN0ZVFWVNcE8w2rpz6qiKHDlyhW3R08mE2hlNFDK0n8Xcbe43OKJjIyMjIyMjIyMjIyMC+Ku0CTBmfEYzlFKiaqqrCrNSFBMgj4jlaHMzA888IDhDLV2arQ7d+6gLAqMRiNXJqW1/Wa5HMgMqKdNoV5EXGxnsyRzqXks+WKKlJ70yihWNP8GrmzxnHnIcYeKTbra/0fx7wubG4rf2zmv9UQYQW+NLWt0F9NGSh1tJGppSYZXqxrJnAnbEGiQEhoAMmFIawoCuQQAuLCgSik8//zz+PKXv4xv+ZZvBgAcHh6ia1uMxuNA4t40LaSUTjpuNJBrXFbQXOWhY9u2Q9cpp01r6hqz+QxN07j8N/sHB1gtl1iv1y6k8Wq1RqcUqnLkpNtSmlwGXeeTNZrkcSLyP2Imqm6S+bkFVrf3mZ4FtMZEWMikV51WkJDB+oG9QmvtHKPJAZevWG7DzfNmxJJqX8nU4aVawJW754jLAH9ndg9h7xtou8LLgu/BGuJ9JSkj+hDUBvWJQ0oU1gRMSonnn78BrTXuv9/kEbtvfD+atkNZlc6mu21bnC4WmMymTrIn12uI4nLL3YzVg/cXMiasIyi1dpL/tm0xm80wn8/cu5pOJtDa/OZMfjqFer3EZDJ1Wqi2baG0ghD+fFFs7sfvNvguNC2LHkigrRNz0V9vy82i8cVOK83OoISUNzaL26TB6eWr2VCXEukO3Reuu72Vb9v2fihcsm+uY+beQR/suhSITKcEtO68BFxTVirmC2JHtiwLFzyorCqXFPaee+4BYPJDKq0wm82YGad0wR2orKqqC/ilvRFBSZD9mI5GY9R17Z67bRtcv/dePPvMM87F4K1vfSuKQuKlF1/CjtXG7ezMcXxyivF47Nw3hJbQWtkzwKtkYgNJc+/wuwB6eZf6vefrlLcDa2qnbb6teD6ePy7pZUEuDsyvRmsbjMwnWzW6JbonVeNr2PyV0miRwvWt6OD1d+UWEbwRKpfR79Q+o0G0UlCddwOQLMaAqwMElhEchZTOaqhtW7zwwgs4Pj7GI9YE88qVK+Z3ARfuGwCWyyUm04lLV8HX13m4K5gkCtrgc0+YvEdCSme/PR6PUa/XmM3nLvdAWZbQSqEoS/cud3Z28MKNG9jZ2XFqWWJ6hBCOcSrLwi22ni0/Y540jKrcbJDhhJE2Bwp/4dvBb+A97iSgvNhHHvZL+3+tZSJlIW0+Jx9tz0cNgVMzuuujw5IWenjIIazIyv2C1zAx92NzO8HKqK47jQLTQjPGAvGOkDzstcJfP/0MALMg9vb38KhdIISyKoOM903TGJWrVhhZEzwpi0ude8IQFj4CnWFo2uC5i7LE2dkC0+nEzeHpdGqc0+vaXTuZjHHz5ivY2SlcFCEhhctHFhzggv2DnYM6TIpnEgf210rg86e9wGQraAFI9Db7eMPm3z2r5H33gpR85IvBKUv7bAKCJTW0e1cZHiSqU+hUh4LMG9my5+2ZoA9hdvI4khIfm2BMgq7Fgpnhg91dY/v75S+bNXXt2jXcf/99WK3WgflzWZm9lqIItW2H2WyKpmY24lWF5Wq7iEFvVHBiBwDapkU3atF1nSPKxuMxFmdnKKvSMVOz+czk9bMmqQAgConbN1/GwRXh7OeFENCdhpLKvf+2aS+Qf2qY2UghtfdzoRkwzBCl8s5wRmmIabpIpLYUYbbp+pScjROIsf+s/QXxuKVMlT2jGq8zcL7LrfPxdILnv/o8AGBnZ9dFPJxYEzzA7BFN3fi1JpUzr+PjdZnzjxnXh4IJCpaGoVwsnEB8Mpng5s2bOLx26IR8JvCJMqZVpfcRPDs9hQBQFEaYKoSAUmbt8oS1nmnmxJctY4JvWWy7pvrEm2eQVG+tnAdj3mcmk7+E5kSvthMA+lxOSerNT1N+dggJIQFpzzpN/k3RGt/U995aFcbSrmD0aAegZcm4q6pCYelobi7OfWw5lsulyzM2Ho+xt7cHIYSPeH1m8st1becevpAFxpMxVKfcHNPg63AzxOUOLZmRkZGRkZGRkZGRkXExXG7biIyMjIyMjIyMjIyMjAsiM0kZGRkZGRkZGRkZGRkMmUnKyMjIyMjIyMjIyMhgyExSRkZGRkZGRkZGRkYGQ2aSMjIyMjIyMjIyMjIyGDKTlJGRkZGRkZGRkZGRwZCZpIyMjIyMjIyMjIyMDIbMJGVkZGRkZGRkZGRkZDBkJikjIyMjIyMjIyMjI4MhM0kZGRkZGRkZGRkZGRkMmUnKyMjIyMjIyMjIyMhgyExSRkZGRkZGRkZGRkYGQ2aSMjIyMjIyMjIyMjIyGDKTlJGRkZGRkZGRkZGRwZCZpIyMjIyMjIyMjIyMDIbMJGVkZGRkZGRkZGRkZDBkJikjIyMjIyMjIyMjI4MhM0kZGRkZGRkZGRkZGRkMmUnKyMjIyMjIyMjIyMhgyExSRkZGRkZGRkZGRkYGQ2aSMjIyMjIyMjIyMjIyGDKTlJGRkZGRkZGRkZGRwZCZpIyMjIyMjIyMjIyMDIb/D5xRcp+7W+aHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x720 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(4, 4, figsize=(12, 10))\n",
    "for i, ax in enumerate(axes.flat):\n",
    "    ax = show_img(ims[i], ax=ax)\n",
    "    show_img(im_masks[i][..., 0], ax=ax, alpha=0.5)\n",
    "plt.tight_layout(pad=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MatchedFilesDataset(FilesDataset):\n",
    "    def __init__(self, fnames, y, transform, path):\n",
    "        self.y = y\n",
    "        assert(len(fnames) == len(y))\n",
    "        super().__init__(fnames, transform, path)\n",
    "    \n",
    "    def get_y(self, i): return open_image(os.path.join(self.path, self.y[i]))\n",
    "    \n",
    "    def get_c(self): return 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# train-128/00087a6bd4dc_01.jpg -> train_masks-128/00087a6bd4dc_01_mask.png\n",
    "# train-128/00087a6bd4dc_02.jpg -> train_masks-128/00087a6bd4dc_02_mask.png\n",
    "# ... ... ...\n",
    "# train-128/00087a6bd4dc_16.jpg -> train_masks-128/00087a6bd4dc_16_mask.png\n",
    "x_names = np.array([Path(TRAIN_DN) / o for o in masks_csv['img']])\n",
    "y_names = np.array([Path(MASKS_DN) / f'{o[:-4]}_mask.png' for o in masks_csv['img']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1008"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(x_names) // 16 // 5 * 16"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So we use a continuous set of car IDs and since each set is a set of 16, we make sure that's evenly divisible by 16. So we make sure that our validation set contains different car IDs to our training set. This is the kind of stuff which you've got to be careful of."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1008, 4080)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val_idxs = list(range(1008))\n",
    "((val_x, trn_x), (val_y, trn_y)) = split_by_idx(val_idxs, x_names, y_names)\n",
    "len(val_x), len(trn_x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data augmentations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "TLDR; you should use `tfm_y = TfmType.CLASS` when your target is a mask.\n",
    "\n",
    "Here we are going to use transform type classification (`TfmType.CLASS`). It's basically the same as transform type pixel (`TfmType.PIXEL`) but if you think about it, with a pixel version if we rotate a little bit then we probably want to average the pixels in between the two, but the classification, obviously we don't. We use nearest neighbor. So there's slight difference there. Also for classification, lighting doesn't kick in, normalization doesn't kick in to the dependent variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "aug_tfms = [RandomRotate(4, tfm_y=TfmType.CLASS),\n",
    "            RandomFlip(tfm_y=TfmType.CLASS),\n",
    "            RandomLighting(0.05, 0.05)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "They are already square images, so we don't have to do any cropping."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "tfms = tfms_from_model(resnet34, sz, crop_type=CropType.NO, tfm_y=TfmType.CLASS, aug_tfms=aug_tfms)\n",
    "datasets = ImageData.get_ds(MatchedFilesDataset, (trn_x, trn_y), (val_x, val_y), tfms, path=PATH)\n",
    "md = ImageData(PATH, datasets, bs, num_workers=8, classes=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "denorm = md.trn_ds.denorm\n",
    "x, y = next(iter(md.aug_dl))\n",
    "x = denorm(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So here you can see different versions of the augmented images — they are moving around a bit, and they are rotating a bit, and so forth."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(5, 6, figsize=(12, 10))\n",
    "for i, ax in enumerate(axes.flat):\n",
    "    ax = show_img(x[i], ax=ax)\n",
    "    show_img(y[i], ax=ax, alpha=0.5)\n",
    "plt.tight_layout(pad=0.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Given that we want something that knows what cars look like, we probably want to start with a pre-trained ImageNet network. So we are going to start with ResNet34. With `ConvnetBuilder`, we can grab our ResNet34 and we can add a custom head. The custom head is going to be something that upsamples a bunch of times and we are going to do things really dumb for now which is we're just going to do a ConvTranspose2d, batch norm, ReLU.\n",
    "\n",
    "So at the very end, we have a single filter. Now that's going to give us something which is batch size by 1 by 128 by 128. But we want something which is batch size by 128 by 128. So we have to remove that unit axis so I've got a lambda layer here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Empty(nn.Module):\n",
    "    def forward(self, x): return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OrderedDict([('Conv2d-1',\n",
       "              OrderedDict([('input_shape', [-1, 3, 128, 128]),\n",
       "                           ('output_shape', [-1, 64, 64, 64]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 9408)])),\n",
       "             ('BatchNorm2d-2',\n",
       "              OrderedDict([('input_shape', [-1, 64, 64, 64]),\n",
       "                           ('output_shape', [-1, 64, 64, 64]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 128)])),\n",
       "             ('ReLU-3',\n",
       "              OrderedDict([('input_shape', [-1, 64, 64, 64]),\n",
       "                           ('output_shape', [-1, 64, 64, 64]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('MaxPool2d-4',\n",
       "              OrderedDict([('input_shape', [-1, 64, 64, 64]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-5',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 36864)])),\n",
       "             ('BatchNorm2d-6',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 128)])),\n",
       "             ('ReLU-7',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-8',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 36864)])),\n",
       "             ('BatchNorm2d-9',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 128)])),\n",
       "             ('ReLU-10',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-11',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-12',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 36864)])),\n",
       "             ('BatchNorm2d-13',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 128)])),\n",
       "             ('ReLU-14',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-15',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 36864)])),\n",
       "             ('BatchNorm2d-16',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 128)])),\n",
       "             ('ReLU-17',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-18',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-19',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 36864)])),\n",
       "             ('BatchNorm2d-20',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 128)])),\n",
       "             ('ReLU-21',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-22',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 36864)])),\n",
       "             ('BatchNorm2d-23',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 128)])),\n",
       "             ('ReLU-24',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-25',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-26',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 73728)])),\n",
       "             ('BatchNorm2d-27',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 256)])),\n",
       "             ('ReLU-28',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-29',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 147456)])),\n",
       "             ('BatchNorm2d-30',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 256)])),\n",
       "             ('Conv2d-31',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 8192)])),\n",
       "             ('BatchNorm2d-32',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 256)])),\n",
       "             ('ReLU-33',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-34',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-35',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 147456)])),\n",
       "             ('BatchNorm2d-36',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 256)])),\n",
       "             ('ReLU-37',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-38',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 147456)])),\n",
       "             ('BatchNorm2d-39',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 256)])),\n",
       "             ('ReLU-40',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-41',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-42',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 147456)])),\n",
       "             ('BatchNorm2d-43',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 256)])),\n",
       "             ('ReLU-44',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-45',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 147456)])),\n",
       "             ('BatchNorm2d-46',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 256)])),\n",
       "             ('ReLU-47',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-48',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-49',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 147456)])),\n",
       "             ('BatchNorm2d-50',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 256)])),\n",
       "             ('ReLU-51',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-52',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 147456)])),\n",
       "             ('BatchNorm2d-53',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 256)])),\n",
       "             ('ReLU-54',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-55',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-56',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 294912)])),\n",
       "             ('BatchNorm2d-57',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-58',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-59',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 589824)])),\n",
       "             ('BatchNorm2d-60',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('Conv2d-61',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 32768)])),\n",
       "             ('BatchNorm2d-62',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-63',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-64',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-65',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 589824)])),\n",
       "             ('BatchNorm2d-66',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-67',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-68',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 589824)])),\n",
       "             ('BatchNorm2d-69',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-70',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-71',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-72',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 589824)])),\n",
       "             ('BatchNorm2d-73',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-74',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-75',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 589824)])),\n",
       "             ('BatchNorm2d-76',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-77',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-78',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-79',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 589824)])),\n",
       "             ('BatchNorm2d-80',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-81',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-82',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 589824)])),\n",
       "             ('BatchNorm2d-83',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-84',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-85',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-86',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 589824)])),\n",
       "             ('BatchNorm2d-87',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-88',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-89',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 589824)])),\n",
       "             ('BatchNorm2d-90',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-91',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-92',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-93',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 589824)])),\n",
       "             ('BatchNorm2d-94',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-95',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-96',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 589824)])),\n",
       "             ('BatchNorm2d-97',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-98',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-99',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-100',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 1179648)])),\n",
       "             ('BatchNorm2d-101',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 1024)])),\n",
       "             ('ReLU-102',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-103',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 2359296)])),\n",
       "             ('BatchNorm2d-104',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 1024)])),\n",
       "             ('Conv2d-105',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 131072)])),\n",
       "             ('BatchNorm2d-106',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 1024)])),\n",
       "             ('ReLU-107',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-108',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-109',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 2359296)])),\n",
       "             ('BatchNorm2d-110',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 1024)])),\n",
       "             ('ReLU-111',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-112',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 2359296)])),\n",
       "             ('BatchNorm2d-113',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 1024)])),\n",
       "             ('ReLU-114',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-115',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-116',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 2359296)])),\n",
       "             ('BatchNorm2d-117',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 1024)])),\n",
       "             ('ReLU-118',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-119',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 2359296)])),\n",
       "             ('BatchNorm2d-120',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 1024)])),\n",
       "             ('ReLU-121',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-122',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Empty-123',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('nb_params', 0)]))])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "models = ConvnetBuilder(resnet34, 0, 0, 0, custom_head=Empty())\n",
    "learn = ConvLearner(md, models)\n",
    "learn.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "class StdUpsample(nn.Module):\n",
    "    def __init__(self, nin, nout):\n",
    "        super().__init__()\n",
    "        self.conv = nn.ConvTranspose2d(nin, nout, 2, stride=2)\n",
    "        self.bn = nn.BatchNorm2d(nout)\n",
    "        \n",
    "    def forward(self, x): return self.bn(F.relu(self.conv(x)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Note: Lambda layer is actually something that's a part of the fastai library not part of the PyTorch library._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "flatten_channel = Lambda(lambda x: x[:, 0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So this is our custom head."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "simple_up = nn.Sequential(\n",
    "    nn.ReLU(),\n",
    "    StdUpsample(512, 256),\n",
    "    StdUpsample(256, 256),\n",
    "    StdUpsample(256, 256),\n",
    "    StdUpsample(256, 256),\n",
    "    nn.ConvTranspose2d(256, 1, 2, stride=2),\n",
    "    flatten_channel\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we are going to have a ResNet-34 that goes downsample and then a really simple custom head that very quickly upsamples, and that hopefully will do something. And we are going to use accuracy with a threshold of 0.5 and print out metrics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "models = ConvnetBuilder(resnet34, 0, 0, 0, custom_head=simple_up)\n",
    "learn = ConvLearner(md, models)\n",
    "learn.opt_fn = optim.Adam\n",
    "learn.crit = nn.BCEWithLogitsLoss()\n",
    "learn.metrics = [accuracy_thresh(0.5)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OrderedDict([('Conv2d-1',\n",
       "              OrderedDict([('input_shape', [-1, 3, 128, 128]),\n",
       "                           ('output_shape', [-1, 64, 64, 64]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 9408)])),\n",
       "             ('BatchNorm2d-2',\n",
       "              OrderedDict([('input_shape', [-1, 64, 64, 64]),\n",
       "                           ('output_shape', [-1, 64, 64, 64]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 128)])),\n",
       "             ('ReLU-3',\n",
       "              OrderedDict([('input_shape', [-1, 64, 64, 64]),\n",
       "                           ('output_shape', [-1, 64, 64, 64]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('MaxPool2d-4',\n",
       "              OrderedDict([('input_shape', [-1, 64, 64, 64]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-5',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 36864)])),\n",
       "             ('BatchNorm2d-6',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 128)])),\n",
       "             ('ReLU-7',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-8',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 36864)])),\n",
       "             ('BatchNorm2d-9',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 128)])),\n",
       "             ('ReLU-10',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-11',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-12',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 36864)])),\n",
       "             ('BatchNorm2d-13',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 128)])),\n",
       "             ('ReLU-14',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-15',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 36864)])),\n",
       "             ('BatchNorm2d-16',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 128)])),\n",
       "             ('ReLU-17',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-18',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-19',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 36864)])),\n",
       "             ('BatchNorm2d-20',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 128)])),\n",
       "             ('ReLU-21',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-22',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 36864)])),\n",
       "             ('BatchNorm2d-23',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 128)])),\n",
       "             ('ReLU-24',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-25',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 64, 32, 32]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-26',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 73728)])),\n",
       "             ('BatchNorm2d-27',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 256)])),\n",
       "             ('ReLU-28',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-29',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 147456)])),\n",
       "             ('BatchNorm2d-30',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 256)])),\n",
       "             ('Conv2d-31',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 8192)])),\n",
       "             ('BatchNorm2d-32',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 256)])),\n",
       "             ('ReLU-33',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-34',\n",
       "              OrderedDict([('input_shape', [-1, 64, 32, 32]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-35',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 147456)])),\n",
       "             ('BatchNorm2d-36',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 256)])),\n",
       "             ('ReLU-37',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-38',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 147456)])),\n",
       "             ('BatchNorm2d-39',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 256)])),\n",
       "             ('ReLU-40',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-41',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-42',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 147456)])),\n",
       "             ('BatchNorm2d-43',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 256)])),\n",
       "             ('ReLU-44',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-45',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 147456)])),\n",
       "             ('BatchNorm2d-46',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 256)])),\n",
       "             ('ReLU-47',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-48',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-49',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 147456)])),\n",
       "             ('BatchNorm2d-50',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 256)])),\n",
       "             ('ReLU-51',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-52',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 147456)])),\n",
       "             ('BatchNorm2d-53',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 256)])),\n",
       "             ('ReLU-54',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-55',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 128, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-56',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 294912)])),\n",
       "             ('BatchNorm2d-57',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-58',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-59',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 589824)])),\n",
       "             ('BatchNorm2d-60',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('Conv2d-61',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 32768)])),\n",
       "             ('BatchNorm2d-62',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-63',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-64',\n",
       "              OrderedDict([('input_shape', [-1, 128, 16, 16]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-65',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 589824)])),\n",
       "             ('BatchNorm2d-66',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-67',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-68',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 589824)])),\n",
       "             ('BatchNorm2d-69',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-70',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-71',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-72',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 589824)])),\n",
       "             ('BatchNorm2d-73',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-74',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-75',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 589824)])),\n",
       "             ('BatchNorm2d-76',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-77',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-78',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-79',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 589824)])),\n",
       "             ('BatchNorm2d-80',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-81',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-82',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 589824)])),\n",
       "             ('BatchNorm2d-83',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-84',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-85',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-86',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 589824)])),\n",
       "             ('BatchNorm2d-87',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-88',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-89',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 589824)])),\n",
       "             ('BatchNorm2d-90',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-91',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-92',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-93',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 589824)])),\n",
       "             ('BatchNorm2d-94',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-95',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-96',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 589824)])),\n",
       "             ('BatchNorm2d-97',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('ReLU-98',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-99',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-100',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 1179648)])),\n",
       "             ('BatchNorm2d-101',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 1024)])),\n",
       "             ('ReLU-102',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-103',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 2359296)])),\n",
       "             ('BatchNorm2d-104',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 1024)])),\n",
       "             ('Conv2d-105',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 131072)])),\n",
       "             ('BatchNorm2d-106',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 1024)])),\n",
       "             ('ReLU-107',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-108',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-109',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 2359296)])),\n",
       "             ('BatchNorm2d-110',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 1024)])),\n",
       "             ('ReLU-111',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-112',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 2359296)])),\n",
       "             ('BatchNorm2d-113',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 1024)])),\n",
       "             ('ReLU-114',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-115',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-116',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 2359296)])),\n",
       "             ('BatchNorm2d-117',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 1024)])),\n",
       "             ('ReLU-118',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('Conv2d-119',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 2359296)])),\n",
       "             ('BatchNorm2d-120',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('trainable', False),\n",
       "                           ('nb_params', 1024)])),\n",
       "             ('ReLU-121',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('BasicBlock-122',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('ReLU-123',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 512, 4, 4]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('ConvTranspose2d-124',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', True),\n",
       "                           ('nb_params', 524544)])),\n",
       "             ('BatchNorm2d-125',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('trainable', True),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('StdUpsample-126',\n",
       "              OrderedDict([('input_shape', [-1, 512, 4, 4]),\n",
       "                           ('output_shape', [-1, 256, 8, 8]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('ConvTranspose2d-127',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 16, 16]),\n",
       "                           ('trainable', True),\n",
       "                           ('nb_params', 262400)])),\n",
       "             ('BatchNorm2d-128',\n",
       "              OrderedDict([('input_shape', [-1, 256, 16, 16]),\n",
       "                           ('output_shape', [-1, 256, 16, 16]),\n",
       "                           ('trainable', True),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('StdUpsample-129',\n",
       "              OrderedDict([('input_shape', [-1, 256, 8, 8]),\n",
       "                           ('output_shape', [-1, 256, 16, 16]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('ConvTranspose2d-130',\n",
       "              OrderedDict([('input_shape', [-1, 256, 16, 16]),\n",
       "                           ('output_shape', [-1, 256, 32, 32]),\n",
       "                           ('trainable', True),\n",
       "                           ('nb_params', 262400)])),\n",
       "             ('BatchNorm2d-131',\n",
       "              OrderedDict([('input_shape', [-1, 256, 32, 32]),\n",
       "                           ('output_shape', [-1, 256, 32, 32]),\n",
       "                           ('trainable', True),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('StdUpsample-132',\n",
       "              OrderedDict([('input_shape', [-1, 256, 16, 16]),\n",
       "                           ('output_shape', [-1, 256, 32, 32]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('ConvTranspose2d-133',\n",
       "              OrderedDict([('input_shape', [-1, 256, 32, 32]),\n",
       "                           ('output_shape', [-1, 256, 64, 64]),\n",
       "                           ('trainable', True),\n",
       "                           ('nb_params', 262400)])),\n",
       "             ('BatchNorm2d-134',\n",
       "              OrderedDict([('input_shape', [-1, 256, 64, 64]),\n",
       "                           ('output_shape', [-1, 256, 64, 64]),\n",
       "                           ('trainable', True),\n",
       "                           ('nb_params', 512)])),\n",
       "             ('StdUpsample-135',\n",
       "              OrderedDict([('input_shape', [-1, 256, 32, 32]),\n",
       "                           ('output_shape', [-1, 256, 64, 64]),\n",
       "                           ('nb_params', 0)])),\n",
       "             ('ConvTranspose2d-136',\n",
       "              OrderedDict([('input_shape', [-1, 256, 64, 64]),\n",
       "                           ('output_shape', [-1, 1, 128, 128]),\n",
       "                           ('trainable', True),\n",
       "                           ('nb_params', 1025)])),\n",
       "             ('Lambda-137',\n",
       "              OrderedDict([('input_shape', [-1, 1, 128, 128]),\n",
       "                           ('output_shape', [-1, 128, 128]),\n",
       "                           ('nb_params', 0)]))])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "learn.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As usual, run LR find and train it for a while."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f5455803481646bb986cac34476298aa",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch', max=1), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 88%|████████▊ | 56/64 [00:14<00:02,  3.81it/s, loss=3.29] CPU times: user 20.5 s, sys: 4.9 s, total: 25.4 s\n",
      "Wall time: 15 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%time learn.lr_find()\n",
    "learn.sched.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "lr = 4e-2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1bdce49fd6b94d8e938e52c6e9421688",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch', max=5), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch      trn_loss   val_loss   <lambda>                  \n",
      "    0      0.175499   0.164023   0.93855   \n",
      "    1      0.126078   0.11622    0.952671                  \n",
      "    2      0.105822   0.114652   0.954679                  \n",
      "    3      0.094272   0.099023   0.953703                   \n",
      "    4      0.085624   0.088139   0.959781                   \n",
      "CPU times: user 2min 3s, sys: 26.8 s, total: 2min 30s\n",
      "Wall time: 1min 34s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[array([0.08814]), 0.9597813439747643]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%time learn.fit(lr, 1, cycle_len=5, use_clr=(20, 5), callbacks=[notif_cb])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.sched.plot_loss()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Analysis of the result**\n",
    "\n",
    "After a few epochs, we've got 96 percent accurate. Is that good?\n",
    "\n",
    "It depends. What's it for? Carvana wanted this because they wanted to be able to take their car image and cut them out and paste them on whatever backgrounds. To do that, you you need a really good mask. You don't want to leave the rearview mirrors behind, have one wheel missing, or include a little bit of background or something. So you would need something very good. So only having 96% of the pixels correct doesn't sound great. But we won't really know until we look at it. So let's look at it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('tmp')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.load('tmp')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "py, ay = learn.predict_with_targs()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((1008, 128, 128), (1008, 128, 128))"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ay.shape, py.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The correct version that we want to cut out:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9b46caacf8>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_img(ay[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's the 96% accurate version. So when you look at it you realize \"oh yeah, getting 96% of the pixel accurate is actually easy because all the outside bit is not car, and all the inside bit is a car, and really interesting bit is the edge. So we need to do better."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9b46d3d438>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_img(py[0] > 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's unfreeze because all we've done so far is train the custom head. Let's do more."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.unfreeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.bn_freeze(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "# array of learning rates\n",
    "lrs = np.array([lr / 100, lr / 10, lr]) / 4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With cuDNN benchmark enabled."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "31359907be91491eacd639b22841252f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch', max=20), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch      trn_loss   val_loss   <lambda>                   \n",
      "    0      0.067885   0.050644   0.978268  \n",
      "    1      0.049088   0.042999   0.9821                     \n",
      "    2      0.039807   0.033946   0.985709                   \n",
      "    3      0.033211   0.031423   0.987082                   \n",
      "    4      0.029628   0.029189   0.988278                   \n",
      "    5      0.02701    0.027501   0.989043                   \n",
      "    6      0.025741   0.026826   0.989046                   \n",
      "    7      0.024148   0.025348   0.989573                   \n",
      "    8      0.022486   0.024925   0.989342                   \n",
      "    9      0.022097   0.024011   0.989791                   \n",
      "    10     0.020981   0.023307   0.990627                   \n",
      "    11     0.019947   0.023106   0.990409                   \n",
      "    12     0.019217   0.022634   0.990954                   \n",
      "    13     0.018658   0.022451   0.990642                   \n",
      "    14     0.018196   0.021879   0.990888                   \n",
      "    15     0.017566   0.021348   0.991257                   \n",
      "    16     0.017089   0.021414   0.991607                   \n",
      "    17     0.01663    0.02106    0.991534                   \n",
      "    18     0.016186   0.020801   0.991547                   \n",
      "    19     0.015767   0.020696   0.991844                   \n",
      "CPU times: user 11min 58s, sys: 1min 33s, total: 13min 32s\n",
      "Wall time: 9min 48s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[array([0.0207]), 0.9918439965399485]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%time learn.fit(lrs, 1, cycle_len=20, use_clr=(20, 10), callbacks=[notif_cb])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With cuDNN benchmark disabled."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "aff255364f11454e9b58b1c4b2bf1e1a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch', max=20), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch      trn_loss   val_loss   <lambda>                   \n",
      "    0      0.015785   0.020673   0.99169   \n",
      "    1      0.017603   0.022358   0.990212                   \n",
      "    2      0.018592   0.022732   0.99128                    \n",
      "    3      0.019646   0.023073   0.990465                   \n",
      "    4      0.018345   0.021401   0.990871                   \n",
      "    5      0.017203   0.020322   0.991719                   \n",
      "    6      0.016402   0.020434   0.991706                   \n",
      "    7      0.015707   0.02045    0.991949                   \n",
      "    8      0.01529    0.019834   0.992149                   \n",
      "    9      0.014755   0.019734   0.992234                   \n",
      "    10     0.014321   0.019756   0.99238                    \n",
      "    11     0.013958   0.019861   0.992505                   \n",
      "    12     0.013527   0.019761   0.992431                   \n",
      "    13     0.013237   0.019764   0.99273                    \n",
      "    14     0.012983   0.019742   0.992547                   \n",
      "    15     0.012557   0.019709   0.992447                   \n",
      "    16     0.012256   0.019784   0.992856                   \n",
      "    17     0.01197    0.019746   0.992907                   \n",
      "    18     0.011691   0.019741   0.993008                   \n",
      "    19     0.01147    0.019642   0.993041                   \n",
      "CPU times: user 16min 26s, sys: 2min 20s, total: 18min 46s\n",
      "Wall time: 15min\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[array([0.01964]), 0.9930412665246025]"
      ]
     },
     "execution_count": 171,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%time learn.fit(lrs, 1, cycle_len=20, use_clr=(20, 10), callbacks=[notif_cb])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After a bit more, we've got 99.3%. Is that good? I don't know. Let's take a look."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "x, y = next(iter(md.val_dl)) # x is the car image, 64 of them in a batch\n",
    "py = to_np(learn.model(V(x))) # the mask, 64 of them in a batch."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9b486dcd68>"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = show_img(denorm(x)[0]) # ax is one (at index 0) denormalized car image\n",
    "show_img(py[0] > 0, ax=ax, alpha=0.5) # py[0] is one (at index 0) mask"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Actually no. It's totally missed the rearview vision mirror on the left and missed a lot of it on the right. And it's clearly got an edge wrong on the bottom. And these things are totally going to matter when we try to cut it out, so it's still not good enough."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9b46b80c50>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = show_img(denorm(x)[0])\n",
    "show_img(y[0], ax=ax, alpha=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 512x512"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try upscaling. And the nice thing is that when we upscale to 512 by 512, (make sure you decrease the batch size because you'll run out of memory), it's quite a lot more information there for it to go on so our accuracy increases to 99.4% and things keep getting better."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "TRAIN_DN = 'train'\n",
    "MASKS_DN = 'train_masks_png'\n",
    "sz = 512\n",
    "bs = 16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_names = np.array([Path(TRAIN_DN) / o for o in masks_csv['img']])\n",
    "y_names = np.array([Path(MASKS_DN) / f'{o[:-4]}_mask.png' for o in masks_csv['img']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1008, 4080)"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "((val_x, trn_x), (val_y, trn_y)) = split_by_idx(val_idxs, x_names, y_names)\n",
    "len(val_x), len(trn_x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "tfms = tfms_from_model(resnet34, sz, crop_type=CropType.NO, tfm_y=TfmType.CLASS, aug_tfms=aug_tfms)\n",
    "datasets = ImageData.get_ds(MatchedFilesDataset, (trn_x, trn_y), (val_x, val_y), tfms, path=PATH)\n",
    "md = ImageData(PATH, datasets, bs, num_workers=8, classes=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "denorm = md.trn_ds.denorm\n",
    "x, y = next(iter(md.aug_dl))\n",
    "x = denorm(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here's the ground truth."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(4, 4, figsize=(10, 10))\n",
    "for i, ax in enumerate(axes.flat):\n",
    "    ax = show_img(x[i], ax=ax)\n",
    "    show_img(y[i], ax=ax, alpha=0.5)\n",
    "plt.tight_layout(pad=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "simple_up = nn.Sequential(\n",
    "    nn.ReLU(),\n",
    "    StdUpsample(512, 256),\n",
    "    StdUpsample(256, 256),\n",
    "    StdUpsample(256, 256),\n",
    "    StdUpsample(256, 256),\n",
    "    nn.ConvTranspose2d(256, 1, 2, stride=2),\n",
    "    flatten_channel\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "models = ConvnetBuilder(resnet34, 0, 0, 0, custom_head=simple_up)\n",
    "learn = ConvLearner(md, models)\n",
    "learn.opt_fn = optim.Adam\n",
    "learn.crit = nn.BCEWithLogitsLoss()\n",
    "learn.metrics = [accuracy_thresh(0.5)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.load('0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ce0422d8317141dfbef774ef86bfeeb7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch', max=1), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 80%|███████▉  | 203/255 [04:16<01:05,  1.26s/it, loss=0.901]"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.lr_find()\n",
    "learn.sched.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "lr = 4e-2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c0b6bc333b7d4ebbb0f8dd13133fdbc6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch', max=5), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch      trn_loss   val_loss   <lambda>                     \n",
      "    0      0.053045   0.056443   0.976122  \n",
      "    1      0.034384   0.03848    0.982819                     \n",
      "    2      0.029025   0.028036   0.98826                      \n",
      "    3      0.025769   0.026095   0.990837                     \n",
      "    4      0.023503   0.023225   0.99101                      \n",
      "CPU times: user 1h 17min 27s, sys: 7min 36s, total: 1h 25min 3s\n",
      "Wall time: 31min 16s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[array([0.02322]), 0.9910101739187089]"
      ]
     },
     "execution_count": 187,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%time learn.fit(lr, 1, cycle_len=5, use_clr=(20, 5), callbacks=[notif_cb])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.sched.plot_loss()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('tmp')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.load('tmp')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.unfreeze()\n",
    "learn.bn_freeze(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "lrs = np.array([lr / 100, lr / 10, lr]) / 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f2b020f9f2684bcbad5394888d0cfbee",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch', max=8), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch      trn_loss   val_loss   <lambda>                     \n",
      "    0      0.016866   0.012258   0.995355  \n",
      "    1      0.009588   0.009799   0.995858                      \n",
      "    2      0.008489   0.009014   0.996504                      \n",
      "    3      0.00801    0.008541   0.996556                      \n",
      "    4      0.007585   0.008287   0.996624                      \n",
      "    5      0.007114   0.008004   0.996836                      \n",
      "    6      0.007005   0.007713   0.996924                      \n",
      "    7      0.006721   0.007581   0.996972                      \n",
      "CPU times: user 2h 40min 40s, sys: 12min 6s, total: 2h 52min 46s\n",
      "Wall time: 1h 27min 54s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[array([0.00758]), 0.9969720689077226]"
      ]
     },
     "execution_count": 193,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%time learn.fit(lrs, 1, cycle_len=8, use_clr=(20, 8), callbacks=ks=[notif_cb])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('512')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "x, y = next(iter(md.val_dl))\n",
    "py = to_np(learn.model(V(x)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The 99.7% version:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fa846cf9a90>"
      ]
     },
     "execution_count": 196,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = show_img(denorm(x)[0])\n",
    "show_img(py[0] > 0, ax=ax, alpha=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The correct version that we want to cut out:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9b9f1a6320>"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = show_img(denorm(x)[0])\n",
    "show_img(y[0], ax=ax, alpha=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Things keep getting better but we've still got quite a few little black blocky bits. So let's go to 1024 by 1024."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1024x1024"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So let's go to 1024 by 1024, batch size down to 4. This is pretty high res now, and train a bit more, 99.6, 99.8%!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "sz = 1024\n",
    "bs = 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "tfms = tfms_from_model(resnet34, sz, crop_type=CropType.NO, tfm_y=TfmType.CLASS, aug_tfms=aug_tfms)\n",
    "datasets = ImageData.get_ds(MatchedFilesDataset, (trn_x, trn_y), (val_x, val_y), tfms, path=PATH)\n",
    "md = ImageData(PATH, datasets, bs, num_workers=8, classes=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "denorm = md.trn_ds.denorm\n",
    "x, y = next(iter(md.aug_dl))\n",
    "x = denorm(x)\n",
    "y = to_np(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2, figsize=(8, 8))\n",
    "for i, ax in enumerate(axes.flat):\n",
    "    show_img(x[i], ax=ax)\n",
    "    show_img(y[i], ax=ax, alpha=0.5)\n",
    "plt.tight_layout(pad=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "simple_up = nn.Sequential(\n",
    "    nn.ReLU(),\n",
    "    StdUpsample(512, 256),\n",
    "    StdUpsample(256, 256),\n",
    "    StdUpsample(256, 256),\n",
    "    StdUpsample(256, 256),\n",
    "    nn.ConvTranspose2d(256, 1, 2, stride=2),\n",
    "    flatten_channel,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "models = ConvnetBuilder(resnet34, 0, 0, 0, custom_head=simple_up)\n",
    "learn = ConvLearner(md, models)\n",
    "learn.opt_fn = optim.Adam\n",
    "learn.crit = nn.BCEWithLogitsLoss()\n",
    "learn.metrics = [accuracy_thresh(0.5)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.load('512')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0e32e4a197ef4411aac5e21703377343",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch', max=1), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 72%|███████▏  | 731/1020 [12:54<05:06,  1.06s/it, loss=0.116] CPU times: user 22min 31s, sys: 2min 45s, total: 25min 16s\n",
      "Wall time: 12min 55s\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%time\n",
    "learn.lr_find()\n",
    "learn.sched.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "lr = 4e-2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d728d67007d0450ba5ee73e8a7d57c0d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch', max=2), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch      trn_loss   val_loss   <lambda>                       \n",
      "    0      0.011072   0.009667   0.996724  \n",
      "    1      0.00825    0.008175   0.997013                        \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[array([0.00818]), 0.9970127060299828]"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "learn.fit(lr, 1, cycle_len=2, use_clr=(20, 4), callbacks=[notif_cb])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('tmp')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.load('tmp')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.unfreeze()\n",
    "learn.bn_freeze(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "lrs = np.array([lr / 100, lr / 10, lr]) / 8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Resume training from the point where we stop the training at epoch 15 previously."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "dff6ba8bbf1943aa934c6e5e489a50cd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch', max=25), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch      trn_loss   val_loss   <lambda>                        \n",
      "    0      0.004155   0.004891   0.998142  \n",
      "    1      0.005067   0.005655   0.997962                        \n",
      "    2      0.005128   0.005889   0.997714                        \n",
      "    3      0.00461    0.005717   0.99765                         \n",
      "    4      0.004372   0.00531    0.998056                        \n",
      "    5      0.004275   0.004979   0.998043                        \n",
      "    6      0.004037   0.004815   0.998145                        \n",
      "    7      0.003934   0.004865   0.997999                        \n",
      "    8      0.004223   0.00502    0.998106                        \n",
      "    9      0.00415    0.004842   0.998115                        \n",
      "    10     0.003837   0.0047     0.998175                        \n",
      "    11     0.004021   0.004518   0.998168                        \n",
      "    12     0.003821   0.004748   0.998147                        \n",
      "    13     0.003632   0.004656   0.998237                        \n",
      "    14     0.003683   0.004457   0.998251                        \n",
      "    15     0.003567   0.004629   0.998135                        \n",
      "    16     0.003487   0.004385   0.998262                        \n",
      "    17     0.003454   0.004546   0.99824                         \n",
      "    18     0.003489   0.004387   0.998334                        \n",
      "    19     0.003503   0.004257   0.998329                        \n",
      "    20     0.003333   0.004442   0.998278                        \n",
      "    21     0.003314   0.004375   0.998324                        \n",
      "    22     0.003169   0.00438    0.998337                        \n",
      "    23     0.003208   0.004365   0.998367                        \n",
      "    24     0.003272   0.004338   0.998363                        \n",
      "CPU times: user 18h 41min 28s, sys: 1h 31min 20s, total: 20h 12min 48s\n",
      "Wall time: 12h 12min 2s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[array([0.00434]), 0.9983625430909414]"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%time learn.fit(lrs, 1, cycle_len=25, use_clr=(20, 10), callbacks=[notif_cb])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('1024-cyc-len-25-clr-20-10')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.sched.plot_loss()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.sched.plot_lr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "x, y = next(iter(md.val_dl))\n",
    "py = to_np(learn.model(V(x)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the mask over the top of the photo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9b2ec5b7f0>"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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LRbz66suIhFDrIVfLh8yJMx8Aw2uHDuDChQu4fv06SDDMTM/hs0+OY//z+xM+CQ3qaCtOmfRt0CDBEAQRiqU2lW0klXz6OEN7QBMRqrUqrl676tYHkj1+4803rElim1MlPO5hbm5O/VL1I8KWLdtQLhfVOG08IicmJnDm9JcxkSQGcIHXXnutqedPnTqF8fFxVOZrKJfLAIDXDh2A53mQ4kZeHhYRsRAGWkSR73Tt2g08seuJxmKp2ihZqc7L3BNHSC7EyUwIgXv37mXmcf7cYnCnC8NfGVPtR0c/cn6//J2Xm2OWGcPOnTuxe/duc21mdqb5TXZZIMLZM2ecAfLZp5+1n18bEMrh7fC7hxvqjLJw9uzZlsr78uyXqWse99Tkb4y7d+6CBBkzOucc1Wq1pTrYSL6X59lEsjGCIGycqEXUIzqSq+x4kQvCMuU8spSB9RGJCBw+CMChQ681OHQ4rTofGxvD6OhdjI+PgzOO9957D68dOtByzfXGsDt37wLE0dvbi7m5OcmqWhy3I000Y5JkACOG19+QsrEWYfRku3v3LgDJAdy8cROe7xml3HvvvYeDBw/C82JPT21tESSw//n9OH7suGO5mpmZSXAsdtXS1haCdC2HYsMBwosvvWTqWc/aIgTBcXtX73fq5Cm89PJLiLlxSuVBcenO81kWtmOfHcPBhE4rj5OozM+nrnHOwRso8OthfHy8bplZ2caOc21aWxZAkJYN58HMf3XupyBAFOHDDz5SYogkAmAExmXD82SDk2W713mrNM/s3QNCBALhwIHWCYcERxRxMEh2e//z+2SxRMpi0kaXaLMutG4hMlHduSddvtesXY2168awe/cuvPn26zh48FW8+OLzxpv2g/c/AM+Rw/r7+1PXpCKviboSBxGDiFxRgIhQLPrIO31etgdAApibq8DjBei20annMyZw3apYC0aKeAAQAvj8+AlZTgN/jWq1mimytG8R4Th9SnJzWQSIiFCpzHfVvptlQzyAJvSIGYOZiBCq/RCRiPDUU7sTDzXv6k5EeP3112E2g7UBxli8ikOyy1o/cfr06bby1LOpWXmbgYF7Hnr7+vDiiy9CkDQHTk1NZSouOeeZjX/+/Pn61SJZp/n5+dhjxNqAR+nEqQnIOcfJEyfd6+pTkHCUi62CEuUJEpicnGyKALRabqN+0crt1Fm41vNnz37ZNnFaDKKzrIhHjCyePbtxbt2+bb7v3LlzwY3ocZ5ibVuBEMLI1npFf+WV7wAA7k/cVwrVBpkseByQES16enpQLpUAwBA17VGhixJCpHQTjDHcuHHD8rlI2lniSh777Fiq/IGBgaZqKoTI1W0wxnD61GmrxDTpY+Y93J02qclp/X/jxs2G9QqCIHWNLyAWyOzsrPM7a4vEzMx0fgYNx/UK8WgRhAvnv4VuuE2bN4AW4ODFGEEgUlaW9vKREeJkffY/vw9gAn7Bk3kLoFpND8pmkFzZm4fAS995UX4TAox5yBpoL774YqJAcrbPx+KAy74zxpQjlWfJ7IR9z+1tqnYTExPORLetVgwMk1OTTeWThCNuwOWILnxzEURRZloNe3Lr+4VCsanykmCM4dNPP62bRpq5va7auPdIE4/kIF6QhUSBZa5vzePevXFEUeSIGIwxeL5c2T8//rk7QJoYKybMIEuvqM3A455pmyiKMtMUCgWLvdfqSZftzxrX+l1FgtA0tfUdhDOnzzgxPezndHyPTm1kJFWOECJl+rf7hIFlii3FYrGtyZ0XoyN5XUQRbluc9MPWfyxP4pFqMzIj175lN67v+wlmuk52DdEm9SfgzJmz4JyDJQ5Q3rFjBwCpiJM+J0m22vqdKN7eql538JpbzLhV6YtahKpUKpYool0klO+DPvhZNzcxXL9+A/Va8LNPP7M4FP0pUu+fXV+1XcDy9CUSapKrOjKOKBIg0jaV5Cvr94iPwop9OdJER5fz/pEPlfI8w+oBlxhqFIv5nEfeRCcixelQKn3ajM1w6dvL2QUQ5faCLYZ2EsuOeLQy0XUHMwY888wz+XLhElJwHaBrz9N7nOsbNmywBphVnyWq2sjICACgVqtl3JVmQD8xmAnAxQuxWJiFLIvIzsd2ZqRMQpJ64Th4EXp6y7CNwCDgiy9OZHI99VCXyDKGKCJ89dXXyHo3yW2lCU+xlE888uvBcO3a9abrV6vVEWtbHN8LHVpdTTxSZlSF9FVLYWo9MzMzA0BO1oGBtLmxfp6dS21Dch3A6tWrXRphsamffPJJajI4a2rSuoxWvRpjhWmsKkx6WGjLBsxcfenll4xzmX4mT8yRz1Is2mg/Xs6xefNmOfmIYhEowzSZ3ocEvPrqqyrPOO3szKwurjmFqXGNIOO74oqK0gwdK4ThcHVxmEVXFOvt7a3TFNnEQEaOSN/bunVripPRyTL7ekVh2lk8eDAOQO94tGXWZmGxt82w2XWz4jjxxSkln+tBqyskQIgwtkau/nOzc00zQ6Tdrw3tzHjQLisrDyJMTEwo34uizjj1WKFQcBSWQjkmRVGUkT3H/HxV+Utw65kwtWrbvhdmQjNS2wkShBMCWnUlVB1c5aXOJ1sHA0CJUXG94qxdPxDOfExNzqh3iEVDsOzmLBQK2QXWwZ3bd5zfemvB9h1bsevJxzMJS55/S57uZLHQ/cSjnRgI6vP+gwcAsgdRVq55nE7dQpoEEeH+/fsAgH3P7cvs1D1P77EGAHMJTG41pKLU9vXILD8nI20anpqeAgCzb6RueVYZQkjfCNtHQ/99/NHHcRmqHGpBuZnmRgDGGXrKPU0rJnXRjvKcp5WRrrNXfP3zzz9308UNnSqrpEzereCrr77KqLPkJIeHhzOfOXYsafqWyBqSi2md6XriUV8JpJFYZphkLINaIBcKnqcqbQWU+N5+fpk+DiRXRK0ku/DNN81VJXkrY7BkrEew1WsiEkap2cik+OJLL7qWBwacPHnSlGNNwdQkZYzhuf37nTrlteL9iQmTSqd5+pmnAQD7n9+vdg0rzQhj+OLzL1J5kFObZP1ccK5d89Opkiu94U6Yjq4qfxf81jmPrPYeHBw011MWQsoJk6m4wDoltVy3Ruh64lEPdacvY2Bq6w4JlhY7ltjMNflgGox5YBzgHoHxdKg7xjzsffZpABxXr94wLvVAWiehYUdAbylsobEkcHzw/lGTh+9zZA40kuJbuacI7kH6yyjOKGswEwlw5jtigBARhoYGdMXzq0aEkyfOKotOzMmsGh0EQPB9H6Tc2rVb/+TkdL6c4mQO867CylsIgbGxUZPANg9/+skxGJd1klsLsqwtjVwBkoRifq6arjKLtywA6a0BMkAQYPuhPCwsD+LBWO5kzyUBROCefD3Osl9Tr142OuELkqqKIJw8KV2sh4eH6g7yoaEh/ZTyN9C/Gsovbpk5vhc2+845x+VLl43PwnP7n8tcCfVE0t6nJFxOz/htWBOuWq0iDENHEcw5c8rXZldDBOBO5qT7uOUqlvlOzRJPnX8STz/ztPP+IlEXZ2xkDDw93vKQFFU/+eSTlANc0r9j77N7c7jJ5t41T+fRiaVzWRCPhi+aQ1x6e3ulezWFzeSi8lBbn1MKUpbzvQGIwY6Tunfv3mxCqJS6jMVuzh8d/Sib43BdNACKORPjo6E4C6bqAFJ2B7WrVQiBd955BxcuXDB1y3YZT/sPSMWgbVZm+Pjjz6CVLwTCZ58m5HJG2PfcvnzdC/SuW+DevYnU/XKpJGOWCGkmLfgJszERvjl3QTFD9SdWVpvKdud45dVXVBrLE4YIRw4fMQRHCGF0P9pWBQC+19om9Syi8NRTTzm/k+Zxja/OnkuJ6vXReU57mW7Jd2HpC62LDMMjQ7h96y7AInleU5OkkhmdYONB2HgFYMYr0JzFQjDEyVlplAPW+g3rcP3a9RyfixjOyW0q3yOHjyhzsCxLR8oql8pmgxpjzExUMLk579ChQ9njL+P1du95El8cPx1bx8ExOzPvpA/CUClINVET6O/Xpsw8fwQ5oc6c+dIoOfW7Pfvs0yAKwZkHMIZdT+7C6VNujJDrN27g8Sceb6ySSt2LRStpbcpY6YlQq9VQLBat1bx93Vfexro1a9a4XBGTIm7SWe3evYkFat4WjmXBeQCxYqwV8WVkWJo+6x+gtLDmb8ZV/euvvjb1aMac9vjjjwNMigt6lWtocrNMtZrVDsPQrNaaiGjFbBxIGCqal7pt6wFyxKsRZQVIihXO+5C7surtAe5RT/rPSgctzrhiUaHAIUQsBq1ePZqy7sht/zEHlseFGI9XR4SSn57nSQIEpOpw9MOjjsiVTNOoi+y0yeBUGklxSoaNyN4tvuKeXgfGp6DZ9InfpVJRXiUPU1NTDctRGjr1PWmhSVpbnAxy85aTUA6IPU/vUm7ZjQmInFUM3357GQB3z3ClxDPMUpgyS4nKfXBekGKT0LoLBiEk0du1axfefPN1cI7MeqWkI2tScy4SqQTkuCd8/PHH0ApGPbG1eZXq2TxIxtQgS98h30PGJ4kiAUERIPKVhfbkU5IgjKnYFJOMwwEwxqF9ejZv3mzakNSYIO0qn7FYECndVANfIN1fQgBBELlElwmsX7/WSaexZeuWTAKtnSDNS9RF560tj4TYkge7wc+cOYNXXn256WeTEbLaRRiGZrUdXT2qKtb4ub6+PszMzOHKlSvYuXNH0/zp/v37Ld2FfAchIniehyAI8d6R9wEAh14/pBSA8SYwLYZlBcrVU177lXCPq0DEcrIyxnHixAnse24varUaPI9J0UVV46WXX9JsheLA08QQAD75+BMY1xV1fdu2banJk8cVXbxwETsf327eJ/kW0oCToRQW1n4ZABs3bsT1a3Jrvi3CHn73Xbz51pvpgql5buDUyVMZVxme2PVEZvqxsTFc+vaKWxwRTnxxAgcOthuUauHoeuKRZPVbmdLaFZwob89GnXJbKKcejh87rmR/aonVnJ2TwZr1ClzXFEuxlciE9SMCWASAgXNCGNbg+0WT15EjR/DGG2+Y5yMR4Rf+3pdKJBhDrVaDEJH0HhWE89+cx4MHD+D7PjjjeOJAAbt37zYiIWMcnHuIoov4m7+1zuym9TwPs3OzOH/uT6EJle/52LVrFwYHB/Hv/tWYDIjEZT69fX2YnZsDifidNm3aBKLAIei3b9/OWI2Bq9euYudj29WFRDMZNY8b8Vw+GycWQuCxxx4zxCPR1NCBjDJ4kMyrSegwA3b96zkofvFF2ocFyN8B3QidEna6nngAsmGT8nMznnNEHJ7PEQbqfA3iAHIa3LCcWhQQCerRqrVFhver1UKAOPoHeqBDD+bBjnjOGYd2+p6cnMTw8GB+8UyZo8mDECGASElSSuwTgHxvgTfffh3v/PRdCEF48OABBgf78fN/7yxAQKlYkhHFJidh3N4Vtm/bnqpvSulnUVz9LlEUoVwq45ln9riEkwFz83P4ld++7HA6/wEvo1IZQ7lcBmMMExMT6On9Gn/wL3sxuno1fOJgjOOrs+lNa0QMEJowCAhtDWGJQAos5j5ipSwgCOAMYEzA8xj2Pvs0Tp44CUA5kCn266c/edfEY7W3VEm/ovoetMlyNXr7+nIe4FakdxdC8Dgc5Iq1JR8pDsRqrHqcyb59+/DZp3KD1fj4OFavHmmK8LRcPz1RE3Kv9hF44YUXmsuHMUxOTikFp1Qwfv7553jzzdedfSVJcE9xWdmZmjEtfTUkF/P555/juf3PolatoVQqYb4yb3QrQRjA9+PhYbgfW/diN7b67ohAZDnCqXt2CEeCJJJ6AjAup/js7Kzy+CT09feBgeHv/9czKBaq+Pd/sNOpU7LtiAhhGMKzfS502cyqS52xpH+uXr3a6DxMOyIjEJAiRpRh1k6Wcfny5VR9OedqfKR7L1Rn+mTmqV8m8Q7m/iL4LNlYNsSjXfT09JjvZ8+excHXXl0y89a9e/fM92a5JQA48cUJyUkwDiLRWNSh5qw+gEz32qHXcPjwYRQKBRz43lFcux5g/fr1clLoecIZatWamfBmxbT8MfSk1ARAuT5AMz2a4DC18uu89LPamhSFkTxYiwQ44+jp6cF8RZp+ZTsAM9OzKBQKKnZH1ka8GOMT41gzNpbSKfaUAAAgAElEQVTfXJkWr+y0o6tHMX7vfsN2la/cWNi9fOly3ftJfH7887r3z319Hk/ufrKlPDuFZUU8tKypPR2tG7naZgag3OOjMi8p+NxcBX296c1fDMqRi8XmPjfbWJ7lzEMk8nbaygHEOeH0qbNgjDAyMgxCFHOODeb5qwdeNYGRjxw5IveekJ6AUVq0ZlD7SCKISN40Vg0zz2MPTO5J68rv/hsf9+4ShgaHMDsza1bPpImy7ndzSa9yCRbbllSMfiTWM9gR0Hwud/QGQSTPRWEx8fF8jjt3b+PQrxzHf/dP5VGgjGXX6fTJL/HmW6sTFMF6LxanN6ZtstNpcUTg2X3P4J2fHFbiJHcJueY6BEy0+rogjqRjK+PAk7ufQB7RqXuWDBO4c+cedu/OT2IVjqyBtxBz77IiHoBSeGWs4pnXAIBzvPzySzj87ocAZGSrN948lL36cI6sIC9uOcA9db7GqlXZux4Bbf6T03bfc/tgTyq7G7OUoPbW7h07duD8ufM4fPgw3njjDTPZkhYSziSbnxuSz+G+Gfbs2YNL374Lz/Mcpaw+ytGYmDWNsEynmsvQ1+WKm008GJeiTqzEVeebsPjIT870pOQWgYE6R4bM/f6+fszPz+Nf/sEY/vKHz0hOhXP89MdHZF4WPTPiGUtPGUmMk7qHpP6EDHHr6enB3Px8yqKSnI55CnF97c6dO6l7IGDt2rXp6wCuX4+DBBllMaXr+bB8PpYd8WgHciLHE/rBgwfWHpIkcqVWk9epk6fAGMfrbxzMJkJguH491tTLidNSjc23zZs3yyMOGj3fYOzYxIozjoO//BFm5wQKxSLm5ytGHBEigiCSogQJRFGEMAiVadRyqrJihxqXeDAkiYfxC/E8xU1JRyyPe/B9efat1E9Ii41DPHxPkiXuGQXwnbv3cPnKZQDPpNorJgOELAJtGL+siZbRvlrMeunll/DuO+8iHgPZeoZG8/fLL9On5tXzUL548aJSysrBq03GzBqLWs+19KSj24lHPXHEUh7agyJbnvVw4OCreP89yX2c+OIUDhw8AM/LanK9gkozp+kakpzJO++8A+38dOXKNWzevBlpDTvHhW++NXWqd1Sg63GpWQOKi6VYT3Dv3j2sHluVOdCZqqM23ynBQHIjECaOBoO0YMzNVXDr5h2Mja1GFEXxDlNNEHSdiMAYh2dvrycCMYLnZ01CV7nIkn2oVnMhCLUgBIJQtrKeCdDijEwbRRGEOrjb8334nodCuYz93z+BH/8fe0GCUCoXUa1UIcxbA+P3JjA2tjrVSlqAy2jA5BfTB57nxbM0s+UJAFf9lt3RWpGrlcV6/G7dujUzPRB7/ur2OHnyjDlVzq7g+Pi4PMysLjpPXrrawxSI5eRm72ftlGWQ5l57V+TRDz+UEyVD/HF/x99/+tOfmu+cc2zatCm3XpqV3Pvs3qZZSkkkWOraqHLF1meUpAuT1hZC9pEAUo8Rs+ov/vxhTE1NYdWqEUSR9OUQQhjPTiGE+6dMrvp3pK6l0unr1r0oikx6Xb9I/6myzX1VB6HLiiJwxuD7vuRS1HGOd+/ewyeffmqIwP79+1O6j9OnTsf6GyPOUKqNTANa7ZXsRwB46603M3dcu5a+fJHl448+znxeB77WkC788dGVep8SGDN+NUm0em5wp9D1xEMjqWxrFZxzHHztVXOyvRCEI0c+QBCGYElFFxFk7AYd8wF4950jYPDkdUY4cPAVMB1VPIFarWbkeemf0drRAMYiofDMM89AO4nJjWY81Q5y/wOHjPNgnKtVftzEn5iZncXt23dxf2IStYgQhAKRAIgYIgHUBCEEAxFDSAK1KEQ1EhCMIyT5V+gfQGlkBKzog4RAROpPEQyy/iIhxZ+QAOaVwHgJITxE8BAKQIAjighRRBARIYqASABRJN249acQMihxEAYoFHz09/Xhu9+XPhjFEo/7TUiFZxQBJGKTcJJrsPfEAPGiI68lRa9QKb6HnHsxcbZ+s3RUdiKGSiXtpMi9eK3gTB19Wke+LRT81EIpC+Aph7H0LNHvmZt9y+husWURcPDgQRw5LF20GWP48IOj2L5jK7Zs3pKZvlYN8OGHH8HujqeeekqtItkdbYeuEyTgseZOgs+DEdGEZH3rxcqkjCA1QBzT5O7tu9jIOYZXjaC3vxcczCgv7Vikj+1+HATCN+e/gahGxmNUroYMTzz5BOanp/HVydMAyejvN2/eBIQA9zwTi2TtunUoFosYWbcOni9NusQ4JibGcfeOPHybhcKIBhRF4KSiwGkOgUlpgIjAiaFYKmNiYkKFE9gHlrNxLAgCFEvpto/CtKNgo+30ggh7nt6Dw4ffq5suC3lm9IH+gZZM+MKyDqXKeAhKj2VJPBo1uL2K2ODK1PudV76Djz/62Cj6Ll64jG8vXgJjDEEo3aA9z7NMpPFZra8deg2el18+A0OlUgHA0NfXBy/j8GiulH8a2XnFXgNCCBSLRVSrVRw5cgRvv/12OjVXSrWYR3fL9OTqtOft/w9zcyEee3I3AhGhVq2Cc475SgXFUhFBtQbOGTwQzn19HmG1hkgbV5jkMCgAzpw8iaf37EEUCZR6yhifGAf3OIIgRG9fH2rVKsrlMqbn58Ar83gwOY1dT+8E54SvT55V3p+Sg+IEkAhBjGFwcADgHNW5eXDODdHq6+tDGIbwPRmE+crlSyj39OBnfv0E/uKHe8A4Q6Q8ibV158MPP8Rbb70OQcJwH1ljh4jgF+pPBQZpBeOZym+tTBbysHDLqgUAJ06ccMUbdf35F56XBLHJmc8Zx9ZtW3Hp20tWufL/06fPyFgxS4hlI7Y0QtPiDAGlUgGvHToAE/gHkrUUAvDgg5OnQr3FCjzOOV5/4wA8T4kqLNYnQJvLlHxNQg7g5/Y/p/K2nKUcH4O47voeZ7GPhvS7kK7SL7/8itxMqk6d13nInbQMAlw5XEmrB+PMEB5BBMF83L07jr6efoyPj4MrFljrJYJqBRCRdG9nhGvXrqFWCyG0zwNjgBLbBDgggKnJSZQH+sALHrhXQLHUg57BQYRg8Mo9CMAAtQk2iiLMz1Wl+AEGYrHoJRhA6nutWgUnGU2eEKGnpwSiCEEUwiv4IA/wSz42b92CKIrwxYkT8ODhuWefMW0iPwXCMABFAiwi+ScARISgWgNFQv4psVSarF0TbjzhPUD5Ab3x5uuybglTb2yaTww3ktsAktC6jVhPy+K/DGjivXnzxuRVMAD3JyYT/E2W5i8n3zaxbDgPaaXK5zZSq0niu9be60nJGcMbb7yu2FDLPyKe3SbPYrGIAwdehaAIpE4v8zg3OzulcjACGMP4+D34xQLAGKZnZ1CpzKNarSIIAkRhhDCK5KC25W1Y3pfQ1VAEwphHGcbWSX+AU2fOIHHGPACGDZs2Yq5awZmzX7vvDTk5fvbXv8C9e/PYsGWzKb9UKmF2dhbFYgFhGCLUyspQ6S9MMem2v3XrFvp6e1GpVhCFri6AlAwviIwYc+v6HQRhLWmQcRCEAVChOOYIyHii6iDFxIBVY2O49u0lgAiXrlzDuvXrwBX3oJW7iJSuxeIcAYZAEATT1iU5kT0u45LKUIkAmOwP29dFE3lt4YudzGAIbNyn8ZjM8r0pFotGDMlU2icbR5Xp+77DPcUOd3lC9OJh2RCPPFDiM+uenuizs7OYnp7G9PQ0KpUKwjDE4NCQoycQSrb2YO2cZMCJkydh02kSAkzpCgDZiRERwIDewQGACBcvXQKgD3pODAbGjKzuvoMs1XVeYnA8oAD1rMUKW1ZCMmua3m1BKBYKuHbtGgQRdj/zNAhQPhwBPM9DwS9gdnZWciJEiAJh9AxZ7coABEGIWq2GKJIHZBtzMGPSaqIGdqRM1TNTM0bxq9sgiQgMYViB3txWKBZQKBRMcCMwhmKpiN7+Pty+cxtbtmzF937wLX70+wE2bNpo5UtgjPDNxUt65YnrT4Qt27ZJ0qSIHIsinDt/HoAUDzhXfiecweM+CsUiyqUS+vr7cejQ6zh8+IgRg/Q+HJm5Ziflx/lz51PvCAAvf6dReIhsUlD3XN4mdSedQvcTD8akyU4RgJnZWdy5cwdzs3Ny05Bi14G4uQ01V5+cyzRCj1U1+vXESglvjOXsvbUGIGeJ1V+YycAI1sQgcJujQDyW7ecZYOrHMoiNWa11aaTd6PVGNyS85fUgkxff/Nsf4f54D65cuQowD0JI34larQIAKPhl1GqB0kPIlVoTA7M7FdLZa3hwEJOTk/C4jyAMZMxVkqKHTsc4N5UmIQBOEILFfaK4EZNec1qR3MYfCQGAo1qrobe3F9VqgCAI0NvXhygM4fECNm3Zgrn5eXz55RmA1oNpxbShxhwC7qm8mgM1Y4UUp8TjQ6CE+Y+AiADUgGoNmJ4B7o4DDFi/aZMhGJxzMEE4eeor00dMjTnf97F6zZgkwoJQqVQQRRF8zwP3GKIwRCSEw8lKHUgy2JJsT8Y5CoWCCjEhRS7Nud66fRvrjLeqzXdm/V44upp4HDt+wpg8NZKyJrPMYixO5Hy6npA6TZuVauY5e7Q22WlSd7I4KnPOOG7cuAmfFzC2fp00narI5mEYwvd99VtWl3MOYZn+tEKPiCCiyBxeFUWRWqF9qTMKgkxWXG6vJ7OvQ4tGmW+r9DCemny1Wg09PT2oVCooFAogkhHFisUCNqzfgOPHjmHj5k3o7+/H9Gz2SWpNIaub8vo6oRDVYoyj+FSisVAWLAa54JR65UbNz0+eVDonMhl6XBJNzhkKhQLK5RKGBgYxPDyMcslHLZAWqJ07d+Ls2bPK+sWMMvjCNxck8VBiI1O+Ne78cRm+hfAqXU08hK2UNNDabq0TcGVtO1I5Y2pFTy7bbUJT+YZN3mSPNBibAOIq51U9S+NtCzwAUCr66O/tw4MHk3jqWRW9nSIwAB7jKJdKmJ6eMc/qiWuIBmIZnoikGAI4m9dAcTubfSVKX1OpVtWAzQ7Ak6Vo9LS5VxEsEYUgj8ViAgHFvh4UigUE1RoO/vJR/L//6zPgntf+hHD0O00MFmsmxiQgifh+8lFY4xhgCJX4HAkgqgaoVANMTs7gijoI226n4dFRK69YdD534VsMDw1hcHAQxWLB6GRkKEsBn0uirzdeLoR8dDXxaArZy5f6pI4u5o5Cs7mK1LneXLq8YcwakpX4+it/4wPcv1/FvfsTcvOful6r1aQTVyQc56fWzq5hirNjzlGSpLiPeHXONSSkoF3l5YNyZ2lPTxlRGCEIZJyRIAjhl31s2bYN9++O49rV6ygUn6/rLLWYfeaMM0rfby3fZFb187Gn/+zsLGZmZuDdvOnc19wkVwRDCILncfhtnHKnsQxNtS6NT3oKOrDauJmYGAu636XwPA93795FEAQYGBpCRALVahWAjAQWhpHxbQGkfiKMIoDIuJqT9anhLJraZKgiWjEV/lHqTmLrhL11wFZS231IkOy/djJjjCnxiCMUkYleNj09DQFgbN0aTE4+QF9/H77/O/Eu1IeChmMknz9pKnvSfzGH57rly08dec++Tyo8pYA06zPPhwBHNcNhrlksQ+IBqeViAmACDJ78Y8xiw3SDMUDFYMh1KtPJc2gLJ/kn7RcEfRhQNjfQ4msk/hpdbzVfAPjN372Lvr4+TE1PYdeu3WDg0qqiFK0ghrm5qvRNIcmVRGGYOrHN/rN1GqT5b3ugklTk6SMhZaWUmRNavIT5bn/qfMxeF2IAPBmKj5TSEAQRBfAiBiEYqrUaamGA8+e/NuLY4miPMqDHj8UpNfdQK5nnI7kokiIOzh8xRCSv6xEsFwbkz4smsDyJRw7qbWxagtJbvN5uOp3a3b+Sl9+lS5dQrVZRq9XQ298HAUJvrzx8Sfub6E1semOc9up0rlub3kCWFkpSidxo5sykIThHKlgEnRSXYd/XikZNxCqVCoQQCAJZ576+PgSB5Jg2bt6EaqWKSqXihE5Mtk7G6Kjbdo1BGd/yUxFsctC4jLp5agKcaHebM8l6ppNYfsQjtaTUo86Je4RkD+Yv71aabpRYTEBfveplDIzf/hfzuHLlCoIgwMZNmyAYoRYEAOTGQHswJXfjCitPQcI4agm1fT+FvIGZJS7qdtXlxPZat62VuGO8ZEUckpFzjsnJSQDA9u3bpZzvcXzvH3yTXY/syrWQdjGw0JH1cOv/CChM4w6wve0Ae3KoAWc91oghTNIUUpy6fZ1Z9xppZh3rbeK6U8s6IpSNwb5e/OY/u4/5+TnoTWD/++9tRKValZvMwDA7PYWB3gFMT8/g8R3bABFhdnIS/f0DYMQQ1YTRZWhFqiMnAwnxJOYktD7CqW4m5ye5Cm7lzZRy1eo5cAaz9V6Xpz1e7XxFJDA1M4uenh4QBMKoBs/3UatUEAURbt64CaIdses/JJfm+v7U6ZGFGSAaIPbNAVjDsurFpbUtVdkct0DWhsFOYlkSD9u+3kw6832BbJvl95XZ7y4xSV7NSEx2ChY/m1c+pFLyb/6DC6jOT+HM2RqCmvSZqNZqePrt0/jLHz6L1atXg3OOb7/9FoIIU9NTKBQKcot9rWbMrVo8ke8mFZNJHxmzLydRF23K1SZc3TjaoSwOO8hifQiLTbX2doBSqYQwCDBfqcSTQr1rsVhEwfcxNz8PIulA9vxLL8Ir+Ch4HMePHQPnHOVyGUIITIxP4D/+L+7h3/0rGRzHY4Tv/dY5Y+ItlUoolUr40b/ejPlKBcIy7ccNnc8tpXtEP8LidInBES82jSxkzSEdc8ay+tQZ450OVbgsiYdGo4Omk/GJaQEEpN5Jgk7szA7kl/OE/BACtUoFk5PzCMMQtbCG6nwFJAQmZ2bwq//ZVfzkh6MYWTWIq1evSv0G44iIEAYBOGOoVqpyZY9kUGYiQqlYxNz8fGolczxF1TW9N8goO+ESkNwNXoqIeAWpACUAveWyig9Kctcqdy00tUCakwuFAqrVKmZnZ1EullAJq6jMV/H4E4/j8uXL2PnkEzj/5ddyjwuP2cRL336Lby/IcH6+74FzH9zz8PIvXcbgwAD+7H95MpcrXDiWXuCNGawkgel8WcuaeDTDYqZEjzaLsWEmkSpf7zJxuIY6I7KeNSDvlXR6EQmUSiUMDgxIBWFUgOf7oDDCxIMH0vkHwN/6hxfw0UcDEEJgzfr1YIxjbmYWnHG5rycIoCN9FgtyX4sWXaQTlr10Km4gcU27WXu+r4IiW8GaLGJiO4Z5RAhqNTDGUCwWMa8IVqFQcEa4dlArFAoIowi+lfc7P/0JmM/heRxRJLBq1QgGR4ZRqVZQqVRx48Z1EEbA4GF2bg7zlaqqMofvF+H7PkidF9toAaoLSwJJdZQz8DLuLyK0Q17iasfLWX4K0wTsCGPNnF1SL62+3tFmVpSC2b8bPsJyzbVhGIKEXKUHBgbQ39+HtWvWmnNXisUCOPdw584deB5HtVrFls2bEUURpmdmzAYzqfRUooYQ5oCgbNZW8Rcsfhk94T21y9PzPBMNS4d81GKN/mSQeo1CsajOzpXKW195O8oxb5/sJnUqviKIWvQMgxCIIkS1AFEtkPs8CGYP05UrVzAxMQFS1pmBwUEMDa3CyMgoRkaGMTDQj77ePvT29uDv/JM2fEOyFF/NpO/AwGqOg1gCCoUu5zxSNuw6IgcnrQeznmHZJkQ7LVP6CwGY82TB5MGQjXQrPCHX2qKI3uRWL007mJ2fweVrlzE8OIiBgQGcPX1K7RPxQCLC0EA/9rz1/2B6eg3CMMTMzDQmHoxj1apVgCBUo6r0BFW++0T6FLh4I5YM0EPSL4DIvINgykBMQMGXp9kxztSuWbnLSG8JiF86eyAz7sGH3MgmN6ZpfUiGuogxhCAUSpJT4QwIawEKxTIYgJmZWfSUy1i/fgNqtRoKno/f+t0H+L/+x1F8/x/fgO8NYXh4CKtGVmF6Zhrzc/MgRGCMEKgAzKLRfFus+WgGhD0wCPJoVIIJhg3etujRaV2HRlcTjxWkMTg0hAcPHuDWjRsYGxvDE088gWKxiPv3J3Hnzm0cPnwYgDyyQStEJ8fvY+bBlNFn2GKEiYfK4ujqjDF19KM8O0UfGelrt3WCOpqBZOQsJi9y5rqoA66re64hiXG1uzX7vr3I95V7pIcsEcIwksQsCDE/M4fe3l7Mzs7CL5VRLpfxm//sPn7841mEYYQrVy6DlF7lyV1PYmZ2Btu2bQP3i4rAdaNBvruxrIgHs5alZuXUpmNEal0fdLSvtCbdKNIVd1KfnsdWjLzyTWCZZuuonjnyxy/izb/9Ge7fv4/x8XHlzAX4vocwDLF5yxasWbMG/f39CMMQN27exJ3btxEEAUqlEvr6+rQdFgzyNLYoksF2gqAGxuRWdg55IJSKm2i2r9erm7HeWGfUZjUUixvc9Ktt+bHjpDgBd6B0KBwgJl3VPUaYZ/KM20qlgnKxhCiK8Od//ufo7e3HwMAANm/ehN6eXty9dw/Xrl/H5OQErl69ioOH3sinWg8BqUA/C6hXK+OqHSwr4gHAmeQatg+CIzqoiynNc5yNUnpK1lzHsQDyPSaBOBZqPXhZZrwM1NtZCsS+FjGh8bBx42Z89d5GRELg7Nkz+KW/f05uY2fybN7HH9uBQtFDP+9FEAbYumUL1q5ZI4P/WK7ndh0458o/BGbHpR36X//W9wlALQgwPz+HWi1AFIUgggqiHPuK6MDL0gAj8/KUstQ+nqGmPEfNsQvKMQwkt617PM7T82RdPd8HV7qXQqGAwY2D2LFtG/rUbtvR0dW4fecOpmZmcP36NakIZtLc6xWKGB4ewf/5rzfIemZ0KPE6hF+Lu3UmdzNpdPunfifl2zpnwsR5EJJqzEYiy0J8QZYf8chBs7buRs9qaAJhiIzMuFFGugItlV83Sytf45SlFZSeh33P7sOVT/eBiOBzhqff/nOMjY1hvjIP7nFM3pvE6OiYtDAoL029ucytuiwjeSiR/anvRVEk95MEgTELep6fEIeg8pOk2vPic0gKno9isYhSqWT6SscXMS7x5npgmtTeb2PX2/M8Q0BKpRL8giRSW7ZsxtT0NKq1QB47yTmO/tkr2LhxIwp+EVcsP5QsTlK3dV6/sLhrMh5skGaBWKgeIyYa7Y/VR4Z4rACo1uTZIHpbOmcc129cx9TUDIIgwOCgDCxTKpUabru3lcVBIKN46ckbquhX0r9DxHE/EXMvMeRMsvPTQX70btlisWicvBwPVyIUi57yvo+ft4mUzTV5njzCUrp5EEZGRrBz5078xQ/3AVzWYeuWyMQDWcHC0NXEw9rAXd+VnMXxxBzrRkJmZDlnmjRXF5jVSTOH+QrAmGtJprE5GIdbsq7b9U/qV0yLJNNyjps3bmB0VJ4uR0LyzM/vfx4XL17C1atXcefOXczOzjj7WHp6erBqdBSP7dyJUqmEIJCmT82pmI1qamIzJk9w8xKrv66r9hHR0ckAeeyBDDAc113/RVGEWq2GMAwRBAHCsIZVo6tgDr4i3+UAiRnOqVAoYGpqCrduy9gVQVDDs88+a8ZKf3+/3POiCKVsSs80s2n/Bqu4ts7ZUkMzPkPt+hUloXVATJvK282DdMT+zrBCXU08XDBXhEh8c1JaCs6s626u2dBelPp7c1VsLLYwwMT6TPkXJUSlvDpnXY+iCH/tN07jqafeRC2oOKv3tm3bsGbNGty7dw+cc7P7dGxsDKVSyclHu29nlecoNJtoE6nYNBpuJOVx7ZfhpFeKKyJSriVxv1fmKzh79msVj4TQ09OLkZFhjAwPo1qtYvuep5QXq0wvhMD09DSCMEQhsds28x20CJNIl0Xs6yInGbWaj5Nlc5SoHnHILrd9QrJsiAfL+l5fh6QtiB0oXA6g5Opfr9nrpTH37IHZRJ7Z5cjnj374Afb/bMEoRCMRgauAwIwJlEpFbN68SYkArmiQ0vBDiiPxasXNYd1kJqckf7HaIJtrsoP+2KRR7qVJ615k4RnfGVAql/D8889BeoXKA5ZkOcLoS/QzkluKMDDQj5d/8TCO//nbbbRtrLfUhL27sbQmo64mHkknrVTTOOJBfJq8ua2/tCHg1tt81MTDC0qbJQ7lxmgA4eKFC/iv/nuOZ555RRKPSMjQgkqcAJM6kEgH17HMorkcBIvPK4EmAOqaeUYTDaMgdJXWdv9JvxGL38ppIoZs83Xs9h4pK1ocUNm5r8oTJMCJ47l9z+L99z/Atpf+BJc//RWnbVNOiHC5P3O3Q4SjU85ai+X01Sq6mnjEyjbrIOMc1PW6yGtsIov4xHqNVPmIJ4i7T8F6MncSWqJMBlvsllQHCWsAASAhsPXFP8Jf/4092L71GfckexXZXD4rrIkMgFgD4kGQZEmLHJorSYd7zDyTBi7xAABmnWdijoowpaWDIicJh+YqzIEXHJBRw2J9i/0MgYzH8O7du3Hi5Gm88r0P8eGfveqItZkcLdJ9ES9g1gFdFsfVjk9F60Sgkc4jc9kx18xQNP+1ts4l0eXEIwElz2UpDVMdn1xVsjo2pYis0/maULB4yKfvOyW6tXKUc2k1qq3RSU3GjLpzEli/fh1+9rtvq81jNZDQx0cS5PGZtrdnrCzLOuk9/ZusYmNlKWMwZ77I0/Ns+khOPlJ/YXuuajMwmQloJj5U5HvTVHpSQh1PIAmgjrjJIy4VkizWjZiyhfQN4YzAucDo6Ch+5rtv4S9//GP8438xh9//50Vwr7XAv7Zvj+mfuLLKp4M5YrTZbd0pRoER7HHHnFGrx40l56lPsupinu1AnbqceDR+w84ycMnc6mk5GmkpFrdmnHP88g8uoFpl0qeDyUOLjIOVZR0xeTShAE4SAPt7vLpqPwxe9xlZaHyKHIPWwVBsQUBsxo0dnQB53COs1T3tQ0K2NY3iSSTP843DKGrrzMEDBxCGIX7lH93En/4Pj+W2QbM9Sol7yVbNWWYWAWR9LmtD0QUAACAASURBVN2c6W7iYVkl5DKYr4do1CDM4RjSoomdDzXZCTbyFIYdQYYo9YP/ZhqVShVCCFy+fBlbtmwBlOlTiy3aj6JZ/U2eKKN/x2EAtfdn+ujD9DvHxMNwE9xVzsrvHMwhELGoBYcTicXAWKcDR1kquSYyTmkAEAQBTp06hRdeeAHDw8P4pf/0HP7v/+kJXTjih/NF3CQUyZPjJUskzaIodWDrhJL8g6lGxrUsO2RuGR3Ul3Q38bBgm+wcOa71nGQO2nqSdM+1WOBWJn8jk2pWXrF4lS9t63ra0nwUhahW5xFFIaKIcOvmXWzcsBlEYUrvkcd91EMWEbGvESLjRxLvyk3COsmPM0BwAFLckSdzyrcyPiIgc18TKFNfBshdpnH9ha3QpZgDkn+ROTQqiiLzzPr16xEEATjn2LxxAxgEiCWd2nLAzH+6UOhpa3hQlqH9YQBPaHiEejJLyNC/m/X/TPkKpWqVUfUOoauJh/azcAQEiilzo4nQaBNXI7hptGIUTkeYyUmxI1ts4sybtM33ZBYH4/s+wihEJCJEkXTI0mKKJhhRJA9IKhQKqfyaQR73ocWWWJ/CzILrPMNiToAJl1DY76WvJRWmmvPgnDsaPqNLSSpIrd+aQ7LFFs45Vq1aZdonCAL83X96C3/4extz28CuY1IxKhWm+aKrYyF0FigGfexW9iFi9pjP4LZza+vm1zzapypdTTyWN1oVfXT6LLHKncj/yX85jlo1MhHFV60akUGCKPYG1auuEMJh3x3zaYY4k5wkSS5Er+xCxOtcMo3kJIT1NgyMuWKH/RkTD6k0jb+TRaTiCag5k9gaxJ26anHN5r6S7RCGYfx828jrs7x0zeRl/241H5fDySdBncGyIB7Oiye4ETtNSmGVuco2aEojUjc3sGx7jV1c7m5F4yPhTuL88lziQWGkdp4CUSQnR7lcdiaJ/tS7aPUuWf2nXcjTq70LewWPq+8eANU8ohTBsL9L6c1SoDKeWEmz9CtxDFanTsTlHhdFKDThEEKYvTdEhKoKT5hEFsdo96erP8tGrONJj8x6PGi931mlaa5XEuxsESZZE71Bd6EEpbuJh9XuzSmO3PsLLj41qbI8MVsvKVYAw8ojgwW2RCGt+5iZmXG4C60YtK/ZK67+1BOJc270AO3oP/K4kTxkT8QsIgLoQ7Nt3UFWHeNypeFWkLL+kPzOmZ96d0047LJ7e3uN3klGV3Pzb9Q+7qHq2QtAWmxx7rTwO+9a86JoNh5RscW2TSc7p9Er5xMblrqe+XyeApSzzN/22SC6LJEQDYjcA6UbhyQkGXSYEWSYQYFf/ocXEUXrHHmeSO10tbgPbW0JowhQbDwAE1/Ufs88B60s7sL+LVIE0E2n8/M4l1HH6ihu9W/Odbg9kUngdL42h6VNuUSyTgWfmZPlbFFFp/dV3FXOOf7WP/oWf/T7m6FHAudcBoIWAjDEITtMQfw9cd2MAVsv0j5MuXYbIGYdkkpW+5p2zhMWp8HYQkhGjO4mHuqzE1zEUkNPrMyNXxbyOpHMYJYDkIGDGDPnrtichwlqbBENQ1h0Os3Ccw6uY5hCDkxufU8SB/M7yW1Y1+zrcf2t/tOcURbxSExIbp0Kl0c8jG5Dta3kOmKxxUvoO2zRsFAoOERnamoSnG9xWP5InSZvn1C3gjS6m3gkrS11WNiGeTVxPVtCbQBby9+gLo5OBMg27Zn7enLpVZUwPT2NqjoRTrPl8qR7GUhHcx9yY5z8M4pTtfIziv0jpG5Bem2mat5APCErHerqbGACJOv3jtsjLcaIDE7I5lh0G+tzbbXIIVR8EQYYAmpzHjreh24rzb1Uq9WU8jhp5dNvLIvLEU9chVdTK7vRQWQRqDqqOcnhNlGAU5b9TuTcaRfLgnjYsFe8rIZ32tQWcxoMcKfcZD6QjR8/rzX9sZgCsm3zZDJIbetnVkfyLKVj7BbumHx5hF/5nesIqv2IROAoRKvVavzbOgXODukHxX1ogmGHF0wiVjymCQiSbWPen9L9oSa3btNcZbdNLDKUqSKRJ+n6kHXwtuImtH9HEAROOMUokgdH6d9aTxTWAvzqb1/Bn/zbLeYdtc5E9iMBiIzakZSyMVl/IksUNG2UNOnq9G7aPDRayPR92yeEWffkF6WTcYQbN95Mu+hq4pEFBsTxMHKIQ9xwrr9FPQKiuYA8OT4mFkj1eHJV5Yw7BMROo3tM56e3k8cJObxE7EwiQiQ4xoaHsHrNTty4ccNwGJVKRZ6iVi67bDwQn3BPBCEIUSRUNHTX2mJDT0r5fEw8GNN7TKwWsYhcsr2y2if7dxzkRn6kOY8sXQOZGKeyJUUkzBzV6cIwBFPnx2g9hyYw2uqixRitVCVSMUhU3sZiEwnIQEIxMXXf2yWukljqxc49N1bqvdKEmyWetT4yGrXBfSTmhK6rLNkiH+1j2RGPxUIjkaMTYFyOJsaVRyUJx/rBOTdD0J6InHNMTc1j49q1KA3247I6RiAIAtSCAJVKFYVCIUU8oIiGHRNUCADCddiyYU8E0iwVYsKhmQn7nmGGc9uQWYRG5uWGAtSTSw3tJNHgaeJhOBDhRjkDFDeiQjEyIRBZClbGmCPWbNmyBevXr4e23MgIapFUKnIG7YKvq6ePpHDJRWNoc/GjhK4mHo1WNFsWdlbSPI6knohjIBAP4kR9DJfADAXXiYhJpyads+RiRGIiULwaAUaEsU2IIMLk5CSiKMLAwAA45wjDEN//7Svw/ScBEogCy/kpihAENYQhqRUt5gj0rlcSmmkV6ogFuSM2G/HKaq9NLieUvtYIcV/K3zrOqm4Ixtzf9jNMZBE6JUJoRSkIXB1SFUWR2jQXP6fFN88roFoNjP5jZM0oCojwq//kNv7o99ZYQY90U2iiLvuXmXoxQ4icF5M1Q8wDx5xb3F5Kgat1QRZXsBDEdbOupbgbV7BZCO/R1cRDI5O9SwzcLMKRRK7cnkonU2hRRk8ix0Rn28mYFC1ZgpjlrTRCCBQKBUxOTiIMQ/T09Bh5nAAMDg46+XieB4EQVKuiFkbYvn0HfvLOTzG2ejWgBrAe8LGoQVIOt3QE+rrclmKLSvGHkYU1pxLfbolYJJEUMRN3VZ0UsdcTziJwecTD5M0AHb5QJIiHqT/nYMx3FM1rV49B3J/E/Mys0d3o+ezkb+l0klyhoHQYhbq6ili+cnR4tmiRKR7XybNVdMKKtCyIRyYyiEXuammO7LOgBxysfBLafZMXaQphFQ+9mzKujx26T7OpmojUajVz6BIgd3n29/cbjimp44g7l8AZR29vHwoIcf76bTz25JN4+6238OOf/MSYFP2Cr7gP+a6ueiKhxyHpPp5uUs32y3KzaUUzsnLyQWZdZ6n7tj5Iq1ykQUHvjtWxQ5J6hrg8HXJR+tLEXKPc/g9wzwPjXCmppdji+z4QAb4IUSj4Js8oyve+dcpVFIZbBE+/rd5uJ99BiatWbFZFKZ02SrW3XRQgCWKiRRMNCW2BYtbvpI5Jc1QLRXcLYXoJyKCSDM2/fkwKrD+m8yD5x+WgzsqTM+74QkhWM6u67oCbn583bHSpVEJ/f788b8XaJp+1AiQ7WwhCuVhCT7kI+AV89NHHWLN2Lb779tt48cUXFXciXbL9gg+/UIDnyQORdH2ZYr+TOy5tENkOV7ZUvxj6IDdPXTYpQi2/SwInSIYV1Omk70yCk7EJuyEcsYnW8zwUfB8e57h16xY2b96MvXv34uat6xCYRalUcMqPotjMrZXTeiJqYm8frWkPVTNkVbU4rAPA9V9H+YgEEoYD+zNJsxZSi+4mHjZyiEge3IXXYgtV53NDBDLEnVQayIFgrXqxZUfproXA/Py8kYM55+jp6TFmQWMyhUWAmntx1IIaPERgFKFc6sX27Y/hg/ffx9zcHDZt2owf/OAHePGFFzD54AHCIECxWEShUIBf8OWpap4Hrg9d8jzDmjvtRVqHoJsiTWT06kpJQqz+4uvp3iCHECUJhyYYunwy9bEfia/ZugMpOshgSDJaGWMcnu+hoN7fLxRQLBRQqcio8rt27cK2bdsxOTmJmbkqaiii5HOjtGaMOWZeu7/0MRE2x6g3KCbPndFiGOPyDwzud5u4J//cBkq3aCYzTWbs6t88Y5zZ5SwEy1dsSSDuMB32DtaET9jgbflby7WQ4oqcMvFKFlsuYF2TxKFalVYODwy+x8F7ejJ1Hc34mNRTDlfmK4gEw+mvT6Nv/R6USiWsWbMWfX39+Pz4FygUfOx//jn8xm/8R7h79w5u3LiBEydOYmhoUA1mBiG4ZP2FjG0aBJFx1eacIzK7TOPJLYR7zoeMBEZKXZzzPpRYj5grHsXN6PZLFlGJ20PutpW/Y6uFnNweOJMiCefkmGYJQBgEmJ6axb59+7BhwwaMjo6iWCrincPvYu/evfAYx/0qx5BXMxPf3geUhB3iIA5ARBCKl/AgjywVBHjaZI/sncGMpFJd6LJIxKIH1HoJHdowh1tU5TfmYJO/VZ0WQD8eGeLRLiTzoUykjIFTIqgvxYOEcYagFqBQlPb+UqkkB3BiFWiGWDRfP+k5yn0f925OYvOeUVQrFYjIA0MRPb09eOKJXfjss2Po6+vF3r17sWbtWuzYsQPffPMNTp48iZGRESVvM8Bj+Bu/8EsASX+P+bk5fHbsM9y4fsPMbL3yGsvFYkgtTYJzfZSlJBxhSKjVaqp+QF9fCZ7nS46Dk+EUpqemEQQ1vPXWWxgcHMSq0VH4vo9jnx1DsVjEK985gAsXLsADx/DwCGZu3DLENAs292qLnPb2A0EEpgkAA0goky9L7nGKwzBKUVI9D0VSjc6tyYZnLN6Ps4RYtsQj19pSh5RqawazfqvMzGdSo04gRCJCSZ28XigWnMFg2H3mltMueIby9D/8z2+j1LsZ81VCRelRNmxcCyEEeso9OH/uHIYGRzC6ehg3btzAhQsXsHv3U3jl1Vexf/9+/PCHP0SlUsXw8Cr4vofe3l4cO/Y55ufmcf78eYysWoXXDr2G7dt3gBAhDKQl4vr1a/jmm29w5coVecZsoSzVRRwAOLg6wlHGCFUqZNXApHw5BMlVlYQwPhKM6Wd9o/CNRARpSo6jgREJrFu3Dtu2bcOWLVtQKpWk7qJYxMz0DIrFIr788iwuXrws250TojDEunXrcPDAAYyNjYF7Hm7euIGPjh7F7t27sXPHE5iYGMfFi5dQLJYxNjpqHMa+/zvX8Sf/dlvc9xYXoseE62wF45vDFVehFx+jj0esIzHjTLWPM06YPADc9jdyXcoTUO3GPW4p9WHGMAFgFBPTvDwWguVBPOzJBEW5c6wF5LIARkzJc4gyYgqkuS0SEUBAEAbKfEooFDwICgGmB5NMr8sSWn618s2uW/5KYtsh7BWNMY65uVkM+B5YCJw9exaPPf4Y+ot9IHhYPTaGwcFBBLUazp+/iJ6eHvT3DeLMmbN47LEdGF29Gr/4i7+Id989jDCMMDdXAWM+vvn2In7t134Ne5/bh0plHlEU4fbdO5iamsLRo0dRKBRQq9UwPDyMv/Zzv4CtW7eCcUkoPCXVTU/P4O7dO7h06RKuXbuO2dkZMOaBK0VltVYF931EkdxDAhGiVCphbM0abNq4ERs2bEB//wDK5ZK0hHg+OOMolUsIagEuXryAz7/4Ase/OImPPz2GDRs24Mknd2FoaAilUhHv/PRdvPDCC/j0k2OoVCuIogDf/e53sXfvs5iemcLHn36KsbENGBrqQ9/AMG7euoei76FYKmLblo24f/8+OOf4+uuvsWtNP67PTOlhAz1lYy4h7sPYimfrDfQuYKkg1WZmgnawi8eYFouFUewmxAvOgUgYTRHjHEwIuUCZtARJ8wRI+beYhUcRotxFbIFEQ6OriYeeTIBLALSTTvZD1iQ2l1gqDazVRcbYlCsGCOAeR4EVUs/aW7vlihLnb69WtlYecHfWNoMksSuXyxCMIPwSnnvuORSLRYxPjmPD6jW4du8axsZWY3pqCuVyAeVyEZXqLPr6+nDnzh1UKhUZHJkBnuejp8fDF198juGhIZAgDA4OmjNdg6CG1atH8XM/99dBJJ3Vrly5gqMfHcWRI0fMu0hnK46enl5s3LgBe57Zizff/i4KhSIoEghqNSkCcgZS7LnRFRBhcnIKt27dwpdfn8PExARmZ+eMoln7tQDyHN1Dhw5Jl3qm96R4GBkZRhgG2P3UbvzFX/4lRlaNqK30wJNPPompqQf48stzEIIQVEPcuT0BQGDb9i2YejCJ2dlZDA4N4fbt2yAibN22DVF1AvOV+cw+yDIRuz4/cCYkQ2xWNRYObdoHjEcxcTdPLa4ItauXM262YoDDcC/G4mPKs0Qpq/5ZYNbYt+dBO+hq4gFYEzPROLnp4wclJU5MXFu+1L+jMDI/GGeOVSSpxGu0Tds25bVKNDL05yCSSrqIgCov4Ec/+hH8QgHf/zu/ivGbt7F27VpUq1UMDQ/j7r072PHYdpw5NYfBwUHcuXsLMzMzuHz5shOk+MSJk/i5X/g53LlzG2vWrgVjDP0D/aoJ5LtVq1WUSmWMja1RO1HjAVmLCPNz85icnMT4+DgOv/+hPKWOBEYHB7B9+3Z4noegFuDG7Zu4e+8eKpUqGJf7SzzfQ09PDwYHBrHz8V0YWbUKfb29YMpFXBNp3y9I0aynB6VSKdYRMIZjxz7DC/tfMntWAGCgvx/Xrl2DEAHWrduI8ft3sXXbJkxOTWB6hjA8PIib129geGgIYRBicHAQp0+fwrlz5/G9n/8Z9JTLpo20j47pCT3Bs5ThSLufp0YIU3uelDgHlm8A55yDQx9N4V6361JPFEkSD1tcz+PEW0VXEw+tSba5CehrebAVUypuhd3dekJHtQClcgkiEubIe9mpwuy9UBlaxaYtKZpIZIkl9rVGYotmcpn1vxleDHjwYAqrhgdAQmB2bhZ/+L/9EKtXr8aePU+hr7cPYRRi9egYatUa1q1fj8uXLmH1mnXo7xvC6ZMn8L3vfQ9/9mf/XikZezEyNII/+eM/xq//3V+Xg18fSK3KLJfLKJVLSrSTbHa1UkUYhiiGIfrKJaxeNYwd27YYl+4gCEFK3i8XiwjDEIMjw3iKM3OurOfJPS12aETdPp7noVQuGc7DtnpBm2iVi/itGzcxuXMCjGsizXDw0CFcvXoFD+5PYnSsDCaAvt4Sbt+sIAwihNUaCkW5d+XC+Qv46KOPMD0/h7E1a9SJ9lIs830vs68cpSfcrfu+NS6EEGY8ScfFSCrliWuNqNGJ2MuT2YPkeZJLYQweSb2bzWkkCVtWiMa8MJixLk/qRBaCriYembBZrjpIijz66EGCZIv9gm+UVmQ2fZHS7mfvnkxqzE1Zde5nsbvNmG2T+c/NzeLuvXu4evUGnn32Wbz8ne/gT//0T/HB+x/glVdeAQCUS2Vcu3rNbCTr7+8FIPDaoVdx7txXqNUCs1L//+29aZRlR3Uu+EXEOXfIObMya8qapCpNRmAQAjHYlkEYlhncDchYZuj3DPaj/Vb3emu9P736T6/1+l+3e2EbaAO2AEP7GVwGCSyDmMrYzKBCKpXmklRz1phVOd/Me889Ef1jx47h3HMzs1KSV9rrbq1S3nvPOXHixInYsfe3pyvT03jDG99gzbEiXqhuBAVkIHHUgp3Z2NlvjEHWypDnOSqVHLV6DSdPnMSRhx/GxQsX8Z7fvRtpmkC3M0AmSJIEaSWFkooCBA3Kd1DuQvjZkGRotMHtt9+O++67HyMjwwAE+vrqmDp3FjBV3HzLragkAlN5jlaLcrgODAzg3NQ5VNMUZ6am8PAjjyJJEpK47PwQgGNcneTzeYRjULaD0wbjgVa3fRn/hzGy0BfDWB8cPsfkxHTo1cTvZzXJwSrVHUMZSh8vBm1qJzH/oBrOE9Sya69L+n+OjOlIGsPOOkopryMK2smkEhb9RyRLslRRxDNeCJVfb6UM/uNyctpd39BOMjY2hptvuRnTV6bxqU/9v3jlr74Ct7/mdjx69FEIKTA3N4dW1sL83DwGBgYwM3MJy41ZLC010Nc/gN/5nXeBF8GD3/oWhoeGcfbMGbCHqrLOVlJISAlICQj7lz7TGEp2dALtvpVqir6+Ovr669DtHP/8/e/jTW96E0bHRvD3f3cQwggMDg5iYKAftXqVGBh79Np3QCZN+ieFgRRw/5QgJqakBDRwZXoaw8PDGB4echjM2976NkxsGceB/XuwMD+HxtISmitNXLp4EZVKBcuNZUiV4InHn8Qvf/kw6vUafvfu92J4YADzs7P4+je+uQZj71yMZe/TL2rvDyNAjmsiGDe+VtAHGku+PtiM2EWf87SywaBsTsU9NO5fGKb3YtKmZh7RaraTDDy24WwLBtxdCgDGQInYFZyBK58r0zIku1B4NwVoB2EnqtDbcD0MZLXw607vPuP021B9geEjBm2d2yr31Pc9e3bj4UcexqFDh1CpVLF923bnfp6kCVaaK1AixcryCo4+ehSXLlzGsWPHkOfk2j0w0I+xLWO4/2v340//9GP4xgP/iHbWDofZ9YW/MGOBXdxKKuvdSe9JSoGZq1eRJinq9Sre9ra3IUkS1Kz6I5nxMIMSgSdvyKis1cJtDPazlAJ/88W/wdfu+zr6+vocc8+yNh5/4nH09/Xj0qULgMmRphWy+DSbWFhcgITED3/0I1yZmcUffuSPMHv1Cr74hb+GlALXXbcXr7rt1aWSRASMhvNIBEmFSt9y4HEr4to2TtW1v0kRO6sLO3+kUpZrk21RG+2ypoX/ov468JTvTQz4xbKwhLTp1ZYyN9q1Fq/WmjwNESz0oAnpkjMEbTMoW4axgKaC42MF0bU46UJrSxk6vxoSrrV2TmrMQGCAVtaiGItcI1EJMlBo/dDQMGauXsUD//iPaDQa+OM//iiePfYc0iTF0tKK9YtI0Ww2UalUMDg4gMXFJSglcfDgQbzqla/C4cOHcfz4cfzZn/4pkiTBXXfdhVtvvRXG+nEEj849tXNROH0chnwdms2my6daq5OaU6lWoXXbcwJuo0O4dods4meBdpbh7NmzeOCBB9BoNKBUine84+3467/+a9TrfdA6x623vgLtrI3Lly/jypUrqNfrWFpaghAS2mhUK1VMT0/jjjvuwH333Ycvf/nL2L9/P1qtFoHReY5Wq+XKYJa9l7Ij2oQMPz4/pNBLmUMVAI+NGOGBYHcNvErDao7z4bBYnijcI/Yb4fckfIMvMgPZ1JIHR0QSsQhIjjisVQpjKMONfZGcPYpNYcaKio4JCas3B/cJX074GxCoKl34VSiRhL+VIfXFz8LQswCkx+dGW58R5XB2FjlPnDiNPPfiK4yEUhVU0tS5lw8M9OHTn/4Ujj52FNfvvx5KKeRtih5N0xQQwNve9jZIRf1YWWni5pf9Cm685SZImSJNq8hzg+9853v42Mc+hp//5Kd4/NGjJFnkOZQg/xoJm4VdGFIpDJBYSWJpaQH9/TUcOXIUaVIBoKHzzJkeFahimhImChTjRcifz549i3/553/Gn/zJn+DgwYNYWlpGJa1BKInxrVvJfK01kjTFDTfcCJUoTJ09j0qlhlazDaUotmdocAi1Wg0/+vGP8Pxzz2NifAIrKytoNFYgRYK2Nmhrg2ZGjLlIa6mqRSwrVHM9aRiTwyCHMTn5YFhQnlREL13AqquxUxnNTWG9UdkrNZy3jJ/w+uC5Rf3XEEKTilhUs7o+2dq06SUPonBR20Q7UUSjQGaD0ZIkcS+AdwzHlS1ilLcpvsNdX7hbN332pSTmPU7gDJBEbSNJT548hV2TvjwilwlQttxko7EEYwwuX57G5z77OfQP9OPuu+/GhfMXcHXmKlrNFp555mkaP2OQpgm2bBnD1NQ5VNIUb33rb+G73/0ems0VaK3x8MMPo9Fo4MEHH8RrXvMaDA8P48CBGzA6OuJ3QHg9XQCYmJjAvn37cPihw7h08RLynOrGhiMZetEa+xznz53DiRMncO78eZw8cQLGGFewigL9anjf+96H7//gn9HvUhlIciZ7/nliTBXlIpgP3HADnnvuWXznO99BkiYYHBzCiRMnUKvX0d/f5/AEtpQtLi5gdJjM1YFngKfgx5BhcFAcR0uXUfg7X6sS5aQOAeEy1Yf+GkL6Krfuc2Bp4fcoAySU500slwRzvcNSs3ES/5oL5Frpf7vnv9G+zCIyMwXjd+SVlRXUa3VoEQBQ/iIAcIPLEoSBRbhXKZzSaSfvLn10vaaLxOG6yDsDdAFIs67QRiM3Bu/88DN47rlTWG40UK/XMTI6CmOo4HXbVZDTMLCZ09uUolBIiXZGyZLf9Tvvwr59+/Dww7/E1NRZLC42iMcKYHx8HE889hjyPMdA/wD+w3/8j/jyl/8Wi4sLzn+h2aTqakop7N692/ly3HTTzegf6IeUEjNXZ9BoLGFpaQnf++4/ER7RbuKtb30rbr75ZijL2I0xOH78OKanp6G1xi9+8QusrKw46ZCdqGq1Gnbt2oW3vOUt+MvP3AtjDP7Dh/8AB//u79DfV0e1VsUdr30tLl++gmqlirGxMUzumsRXvvJVXJmehpQSlUoFKklgrJSilIRSCZKEPGGhyBv2woULuOXmA3jg3hvt9Onck8usaqudU2aRAwAB5eYvvXB6D8YY8k4VAtoeN0VOZkrcBbR2WIcDR5nRiRADseBe1F/g//ry/7EhAWRTSx780MIVSqIFLCSJ9VmrhUqthtxoSMNxEzTw7kXAX0qNsqZejmH4ewOUNKdkAoTMqKO/XRhFMJnYL8IBkTZZjLuWyy0IirSk6zS0aWN+YR71vj5UqxUA1ovTSCqpYMiSpBK49IVKKQhp8O1vP4iVlRW88Y1vxG/+5m/iwQe/QyqeAV7z6ttx7KmnKWlRtoK/+ItPYHBwCB/96Efxta9/HRfOX0S93k8WC5ngn8AfgQAAIABJREFUzJkzOHXqFADg4sWL2LJlCwByZtu+fTvq9Tq0aSNrZ7jnnnswPz+Pp545huXGEtpZhizLcOTIEawst1CtVcllHgLVeg0CAmlfiq3bJ/D6170OX/ziF/Hss89CqRTVahWjw4MYGuyHEALVSgX9/f2o1WoYGhrCP37jG5ifm0c7y1GpVqwlxy4ZpSxg61VMAwPTznH65CnU+/sA45M4FZM5bXSLLZtbBnnwmaQ2aN7QUDrnnGnXTpuIqThpwvefr2HcTxtj1ffik2xccdnUzAOwOzNbGZSEUBLzc/PoHxxEwi7PQkTSiLOJR8zdZ8gOQVj3ogyL0PZ3XYhpDETD9Y53GYjKVoe44U4phb563xQHwgK4cP48cp1j9+7dNmFvm87NNe00Vj9O0hRppUJgJQyq1RqOHn0MP/nJT9DXR6ZTbQyGh4cxuWsXZmauotmkOJf5+Tl88pOfhBACN95wM379N34DX/rSl9DOMrQ0MaUkSfD4449Hof1btozjla/8Vdx1112oVCo4fPgwVppNnDt7Ds3Wihv//v5+GFC92HqN0jCOjI7i3e9+Nz7/+c/j+eeew7PHjgEABgYG0FhawSte8Qp85StfgTFAkihMTU3h8OHDOHHiBKrVKqg+iyS8I6H0AdKacWSAe7Ekq7XGmTNnfIZ07TepMCzfg+4FIJReVleJpJv0EnswE0kl401JCOjc1/dltZAthkIIFxsjQRKGNKQOGZDvTZIkLo+uTNhSGD7Karls16ZNDZgS0fYshUKW5YAR6O/r92Y8sD091POsesOmCouTULLaTgCMncSE/UwOZSXd4PPXANHW90z+s+9lQTNiXCBwLbf4KpRSOH3qNDhClc2GjIMIyX4bwi50ypE6Pz+HVivDmI0HkULi05/6FO666y4szC/g7W9/O26++WabbkAiy9o4dfoUPv2pT2FpcQH7rtuLj370oxgaGoIQAvV6HX19fVR0u51jZuYqvv/97+P+++/HwYMH8cQTT+LMqdNYaSyT5SelREXtdhsjIyN4/Rtej9///XuwtLSEqbNn8clPfBzz87PI89y23Y9Xveo2jIyN4tW33w4DynDebhO28eSTT6LRWCbLijZI0wr5kcCW1SyMT5gX5MyZM9G7KFb3499CP5/o/ZeYdteiTtMqvdVQ4uTfw3fqz49VmOI2xJ6pSZoQw7DhFu2sTeUjOnq08Xm86SUPAJBS4cyZM5jcvZs8IiWJeexoRETDkmsq0ENOwcYC1X6AOL0ctVueDrCbiRUiPt7pJgz3u7AerTlMl7aFK0wk7XOwtGEbcgyynZPkIISAEZR9VBpiICdPnIAQAjt27rC7q4r6wpYZ7sPWrdshhMTszCzqfXUIITE+MYFmcwX7rtuHr33ta8iyDHv27sVrbn8tvvPt77ikR0IaHDv2DJ566kkAwPbt23H33Xfj0KFDmDp7Hs1WE8I+F1t4slYOpVKo/hRSKgwODOB3/od34pFHHsHhw4fxk5/8CD/72U8sEE7Jc6rVCur1Ptxzzz24997P4ic//in233gAU+emICAhlcDg4ADOnz+HWq2GkeEx2nE1p1RgkDH2x5A2b8v58+dd5T1Iyr3B74XeTWf8Six6Fr+h5Pz1HuOM7OE5AEycEcxLIL4Naehz7sBnv+kJKaMwC84WbwwglIzn2gZpU0serLKcOHGCIkNBOiw50AQ7rRD0XUmXfi9NU0pDZ8Vr/pempDtXa1WXri9N0+gcJ/5KtepECCvSl/2FiH09iqoJt83p+7X21+eafA9arZY351mK5Bbbxrlz5wCIwAICv+O65L/SXd3X3+eYnxDAfffdjze96c3o6+tDpVLBmdOncd9996He14ff+73fQ72vz8WjGGOQJAmuXLmCj3/843jyyScxsXUCH/nIH2Ln5E7U63XUajXr/j2I8YkJfPjDH8atL3sZZmdn8ZnPfAZHjx514yeEQLVK72L37t344Ac/iGZzBZ/61F+Qv0ithje+8dfwgx/80AGqi4uLmJycxPj4OJI0ASACU6Zw80MI/8wGwOnTp9DO2pEbuldhYzUl9p2I32V43bWSV58CF4KgvaJvkz8vcHM3Vgqxf4UQ7h27djiXB4PQbHRw0ndnOspreo7NbG3533///zTF5DiBcGbFxjiAjRiOlRoknx9gDmBFofuo8cDSllQOjJapLv57CWCKOG1d8ZoOzIOvMQZv/Z8ew5nT57C8vOzSB/JtIic4A+zYudOXYrDSGS+UMg9K/7vE0NAgXnP77Tjy6KN48qmn0GxRGcv+eg2NxjI++MEP4MKFC/jZz36GdruNVqsFgBYcM0CSpBSuu24fFhcXcfHiRQACed6G0QLVWtVlAktUAghgZGQY73vf+/D3f//3mJ6eRjvLoWFQqVQw0D+At771tzA7O4unnnrag8DRTl18JmElTsYYciwvr2Bubs6rggxWS7K+9Ner2LtvD779xVuj9trttksnsF5Mo/i5VIrtcn7kVkCj62Y8Yx6m2I7x+BxBGYHUwtkG7VpYnF9AX18/WNwRAP7vg/9tQyxkc6stFvjr6pEpBYqFQyN8QHsTaHem4fDrjmPdWMzqYfkhAxHufL//rU9YFB0f1kfnzk0BALZObIOBhmnDlZns5odAeIHG7Owc7rv/a/iDP/gD3HTLLTh06BBmZq4iyzIABgcPHnSFov/Tf/oojh59FE888YQzswJwxbafe+45CCHc+YRDKBdiPz4+gXe+8504ePAgLl++hE9+8hN2cARJg9UK7nrLW7B96zYsLzfw5JNPWkwjcdXr/MbROaIc8JckCqdPT/kNhReVCPHv4vX+3XUPlFtt5hTH99peIqteBih4E4QzKNZzfHb/aG9iHQgA0G7nGBwYJEdDyzik2rjysamZR4hMA4FEICwrsKBVdE1kyYg5vy7ZeY09blEHx8W5Ge/MZAI4IjaJhedFba/zt9WoTFTmncmFaofHrQibZS3U6jUnVRhD1eKEgANZw1GQUkBrg/7+fnz2s/fiP/+v/wve9a53YXZ2Bv/0ve9iZWUFKysrhGNkGT7/+c8hz3Ps378fd955J7761a9icXExUsUodSHt2tVqFdVqH97+9t/G6VOn8dOf/tSpJWmqXO7QNK3gV37lZbh+/35s27Ed9376LzE+MQ6da8I1jB8HJlcKU2u3pqSNuzl96vQqY85exzZwzb0ji5tE6kMcVRsu32gkrxFEDc9fdW6IAE8tSF3GhmOwlS5kIL4vmixQhiVFjaSSot3OsVHa1MzDJeyJWandNmgxxy/Ko9V8Lnvc8dQwQTNedwTrCAA4T0OAfBuO6LV5I2lmubYBTgkSqyBeehBOFeGu83mx70cIyNniSybWkY3JrSoVPKWI/VGMMZidncV1Y9eRKVdTHlYGagEgs7EygHCMRNq8GyMjo/jb/+9vcP7cefzxH//P+MD7P4QrV6/gGw8+iOXlZchEYLmZQUHg2DPP4dix5wBQyP4f/uFH8Iuf/xzHnn0WiVL49d/4dezetRv33nsvrkxP4+DBgySpgEIHhkZG0Go1Ua/34Y47XottE1uxbds23H//19BsrmBsyxhJEYpLK3iGSjFAlCGNso3RAuKcISdPnIjedWQatYWhpBF2fhlImbh34vEgZiAFHALlVDTPF39bF7EaIgQgdDSPAJo/EfMP/DzCvjKzo25YVc+GfChbOe+FJE3e1MxD2mrxUpSpLobEg6JYF8p5vPBClDw6XLCESK9mUGvsThbGDsQTiLEXJ8HYyVZm9nMXlfweTlY+UUnLVIJ+e3xBOgbajU4cP4H9B/ajXq9DSULbG8vkpZqoQRcQtryyHEglwklVOyd34r7778fc7Bw++KEP4kMf+hAWFhZw+PBhnDp5EnnWRl8fuXo3Gg3keY6/+qu/JFxCUk6UB/7hAWf1qPfVUalQsh+tNVSaYnR0FHfe+RsYHBzCwOAAPvFnH8f4+DjYShIOGOMqUkrUa3UX2h9GOycqQZZlOHbsmMcQIOLVbj/HACXdi5/9WiwmEVZRcvxaKLL0FbrM8617xDafRZ+Fe86w/fAvZXXbKG1q5vFSUzGmsyxtIKkIAlxKkskYDU7yUnQ8c9chAGojYLSomBK5zFMMmAoRLCIE16+fjj9/PL4/vMSmtUZ/fz+uv/565DrHysoKms1m8Dwk/o9t2YJ/+IcHcPHyJfzRH/0R3vzmN2N+bg5PPfEknnjyCYfi12p1KuOoqNhSu52hklaQtTNUK1W0sgztLIOSCjffdDNe9opb0dfXj5GRYfz5n38co6OjmNi6NZIRjc0rK6RErVZ1dX1hgLNTU64q3769e1GpUhj+0ceOrpoSIaJAPQnH6d9jVfsiealkY7SpmYcI2aSOObHHKopxIWEDKN2ZnaMQfKIUB0uz+hDm7pASMIISJFOlHppYhq4TKon6ZEzuxcbgWdhlvps4awQISWdYh8Ff4b0i/XUu+sE9qrMMmZjZdMNeWGJ4/PHHoRKKwO3r78ee3bthYLC01EC7ncEYAh4nd+zANx54AEtLDdx44w14y2/dhVe/+tWYmZ3BQw8dxqWLF5GDPIEhBWSSoJVnyLUGmk3s3X8dbr315RgZGMTwyAgOfe97ePqZp7FlyxZsHR8n3EH4YlNJkqCv3od6Xx1nz5zF+XPnAJAvT5qkThWTQjpJg5mBsZWzu0kBFH4fgtuAkNplWltNeii+v2vFOVwfVpFg+L1F5wiu7FJSRMr+g71Gw5vsve9KKJnAHd8obWrm4XZLzaqD6DzOY9lVCQ0vCIDQcNGBMQwvQWgLdTuHMiUBTTVMhTGu5KCypRy9yzG1R1hu7AFYFG9LpQgLeiEAcaUQqFaraDQa4aOUSi8bJU4C3VhawtNPP039lRRGv3ffXkgp0WiQ63pfXx1nz07hv//3L2F6+jLe+Y534H3v+13MXJ3B9MxVPPTQQ1hYWICUErfc8nLs3bsX42NbMDDYj7NnzuILX/gCtm7bBgAYG9vCj40kkWQN0Bpnzp7F4uJCxzsHKB8LZ1oHAGPVt1BtLJsv9FCFr4GVgqnMl6PIKLzZv9PaUlz0xfdevEfxN5Y6SxR1ANcuFTEO4u/DvwPdF87atKmZB+uqrPOHyDGM9V8wFg+h1QRCxQ18mjyJEMhkNNq/ebpBnlMbuTZQ1usQnN8zkGyUdbgyNveDATl3hWCkMWEMhYl3fyEcAFy0lAD8Yokpuo9SYmZmBsvLyxgdHaWFaRPdhKKVv0dB/SqWgFwvGSA3OY4/f9zv4oaicLdu3UrJdCopfnnkCB458ihmZmYwuWMnPnDPPZibW8DQ0CAaS3P4yle+ilauMToyCqMNduyaJKmiVoMUEqdPn8bi0qJ7J/w+u6QKcuSAYuO/d54UShiA3y68OiilQNX2hdoJhsC9n5hFOIBbUC85ErjotRyqtEbDOur59kLhmFs3hvsNFD1NIULMwybeBheeggPlOa+Rx+LiFBbubi9gA9rUzKNI3q282xn2VQi/MLkWC78i9zLDmhmGq5pRIZ3uw0nX6DzAP0oG/4UAZmXEpmEhBPbv34/5+Xk8/9xz3bSyl5ymp6dx8eJFGmMB1Op1jA4PY3JyJxIp8c1vfANnz05hYmIc9YEB7Ni1G9DA0tISZuZnMWtjVxKpIr+cjZALRV/3IoiXqhACrVYLszMz2LNn19pXBxtBKFGwqbno7AfAObZJmbiNzG9qpewjesLy3zufqBsJzpwXXfHC5+jmZh4RSuzzEhjTaclwE0gAWTPzZQN4d7LNhd6W4T0EhM3m7S0r7h6FCc4AYRi2TUmL48zrfJ9unqgdvyNUe0w0OQGgv78fSikqwbh7EqdOncKzx0+6tq5tEXUhEez44efCOa+547WQaQKTE9Ca921FKzdYyVswqcHQviE0ATRzDZ3lyHUbotWEqqYYHR0jvGVxCcuNRqcqUbSOlIwVZcBPofPclruM1YWuUovw0akDA4PYv/96PPbYY84E761NneqKw0aCzYHff2hqL1peHGOxUqgUEq1WK4p6ZbzG9917lAbDvq41H2Jt4Q/xpmb7+u8V82DAsHM5SBjDhZpYbFVOjKzWqqzBxAvZqhFsvi2aXoFwgI3zUrQHIqZCIiq5PrNVwu8iJghK4p0xyEliHbIQ1dZgZy5unyUtZggay8tNl7XK5AYjQyO4Yf91MNrg+IkTLkCqg4pqDFCqyojQ9L3KpBLC4BWvug2pkoAxaOkchy8KGCgkIBWubSg9YtamILlcADubx4FWEzccuAHtdhvPPvssfvTjH6FL6tDCPWlxMSPP89ypCvR8kSJf3n8BCOul+pa73ozlrInmSoYbb7oJzxx7DjJJoSEdGC4ku4qTWZyKhcd4SBE89fkyDFxSJ2cxI3O4QY60QikDRJx1pvOZTaCKuHPjkH7nB8WMsbMhUml0APqV1Hq5VtrczMNSme/E2hf5xRA5YkHYibA2DhDiJUXihD4ysvT4gKO1AK0QrHLJgeB3uDBmx+1o1rR69epVpEoiSRQGBgbRarVw4IYDePb546V5OF8K4gVhtMblS5fwhu0TkBIQhlIBUEImKoBt0IYGcOZCBUmN8m5Q/o0XV71biyQEbn35rVB27BKTYqG1hPl5qlH7xf9nG2o1+KpuJe++m0oaA+Z0nVKpY3AvpemXN5R/bdrUhmyOmi1NMb+GOY3P8XZ8W/fDXsN5QXnBh6nsi6g3ALhaKkAAWjEYikhiWMvBiC0FfK6Q3jsyZCKsplFKQYFca9xwww2YmppyyZIp+zdZfu547R1485vfjEqlcs3qy7XgNMZ4l3AA2LlzEkgq0CJBnii0pEAuFLRM6J9IIGSKXbt2YefOyfhe16hlscNZKIavZirl9/v6196BG68/gHq9hsHBIZw6dRrT05eRJAlmrs7QuTaRdtkiZ5Um8gkJj0tpnRp5nvh0ikAspUTPA8QuA/Y7gmdbi4qqsmu7sEaK/RdiLUh6ddrUzINffJhWLdYBg10ZuRPPO3CGYIR4s2O03WslpBoAGnmexTioYC9V+ithAJ2TvwfCPq0t82ttAtylm2Ma73p0rN3OoWQKKYEjR47i/e//EO688004e+YccgPIpIK0UsP09DQajQYOHDjgyh908/OA0CSW239FIvUgyPptM387FUgIKG3QrFSxmBtIpBBKU2Z7Q/IG/5OCvivrq8PjJWEgNyI+C/u+hKbnCBao6781o7/uda/DbbfdhqWlJfQP9COpVGAEkFRruHD+Em59xSsxOz9PUlSu0VhaAgSlfNSQyA1l7NKC8saH/xD9o44plUKp1MXWFBcrAGsdkRBgVZfUEl0ybSJTsuj8nUjbbHGd1jdh4kUe4m3GeCa1EdrUzCOk0HGGqRjPEf4tfo7bCpyoEAy3xUw89hCnwDcmR64ztzBDEJcvL5OQ4u/0lxlXcWeADWILidusVqt4+JcP4/BDD0Ebg/e85z04duwYarUaarUaKpUKlpaWXE7RUF0rjsV6wNXVjksh0BIS35yS+PbMIH55YQEq99fkeR6ZuPk7S3lrtb8RCh2rsixz6kKlUqH4D5vI+dSpUzhz9ize+9734plnnqHnsW7/A/0DzvoGFABT276xIQMoMIWQigwjPoh40dpJyAxCrqFSlzWplAqk7NX7FfbvhdC/CcyjKwVzTwpZLgI7q5QIv0Qkin9tPslQHSGiNIZS+lICWpMvH03UtbGO9ZCUClr7aMcv//kuvOF/nMKOHVtx+vRZPHT4ITx69BG8/vWvx/vf/wEkicKPf/xjGGNc1OuOHTtw4cIFtwOH1qFSKg7CWqQz/OyKQiKWsQdzeFbtwmtNAwuLsxgaGoZSCvNzc2i1WqhWa1hZWUG16hMwAXAJkzoEtrI+mK5fOoiKVSd4+ctfjkajgTRNIRMJI4AzZ87g7rvvBgA89thj+MEPfoh6rU71Y8JEx92smcFu/cKWHt3AALasAn0XweHuT9nlzob8jhnYf6nd6zc382DTqQFCMZ52zcA1V4QcVa9L+giPdSwqe7/QfEuUWguL3Tl17vTGUHWh3U9G9/DH4yA/q75H54bXa51jdHQEUkrs3r0bMzMzmJubQ55n+P73v49f/OIh3Hbbq/Abd96JPM/RXFnBN7/5TSRJQjsu4EyZoek3vpeA1u2uQWFlO5SBxKLO8es7JCrpVpw5m8Fog8HBITQa5NaeZRmGh0cwOzuDkZFRXL58CQDQarWwZ8/eQKpbjwTiHaOifgTjK6Dc84yNjmJoaAjT09MQQuDipUt497vfDSklrkxP48iRIzh27BgUJEZGhtFYWkK1XrNJgmKpI3xZZAEJIqwtw1GFczvfezCWTrJU9olCqZnVGBlfY0c9HotOcvy3m9Rhm3ghJlqmTc08OhZ+ZJEo6JElTML9VjI3tU0UJBD4Zgh0Jo0JRGH+zIWMyMbP5lTtcBJWX0LR16tB6NpnZkShVCOl9xNot9uYmKCKZ5mtx7K4uIAf/vCH+PnPf45f+7Vfw6233or3vPe90HmOf3jgAZw6eRJcDCvEQZhJ5HnuGA1nBiuqZWESXodXCKAmDKqqhpoWgGqjLVuYnVnAwMAgqtWqw3bGxydgDAXOVSoV1Go1tFqtNRl7CJRXUipdqSPG2yl6SyUdCH3lyhXUajW8/g1vAAC0mi0cOfIIjh496t5jtdqHm268CUeOPOLSLIbPWfzM38PcMLzT8zwpayN8riKFTH01PhpifNdCxfnbNaHyNdKmZh4sOrJK4LAK4ZnHmnqzW43e/g4In0EpUE0iZzCBgBmIjklhjKEdQ4iO2lECbMIlhkE7Py/EeFJGlp2wl4bARoreNUhTBa0N8txg+/aduHTpEpYbDWhDTGplZQWHDh3CoUOH0N8/gDe84fW4+73vdflUL1++jIMHD7rAL6fGCIXJyV2YmjqLiYkJXLhwwTELY4zLDJamqVtwUiloSNw+meLB821AJNiZXUEiaxgfHQmeJwe76ucAhsYmIHSb4EJrEWJsgpMHGUP5UZlxJEmCVquFofFBzMzMOGamdQ6jqdSAEJzgl9q4447X4pWvfBWEtUY99thjOPrYY5i5etVhG1nWRrVaw65dk2jbewsgSKy9DrVECLjM/SU4g9bkECYk+cOYDnCYgzGFBZf5/xzCICIJgT9361c3xhIxQqeavXDRY1MzD8HWEB1mKjfxKltXQ53nM8c1IghU0/70kMo4dnimKCx9o40TRQEbD1Oak2Q14qA6slYMDQ9gfn7O9Xvbtu0wRmNq6owz/XIfl5YW8a1vfQvf/va3YYzBddddh7179+LDH/6IxRwoEcyRI0fwy18ewZnTZzE8MuiKRIfFqqvVKgC4vKNU85aQvZFWhnfuHITWLVTEKES7hbaIp5QQZIZUMEj0CjS42q1PIM07vlIqSiJdqVSQ5zl27NiJ6enLuOmmm3D8+EmbtIjUFG00DhzYj3e8851YWlxErV7HwvwCHnroF3jiiScc5sFjlGUZ5QOp92NiYtzlMh0Y6IeyJnNn9SgT/UveU7cjShETbK1Q9nkD7UpvhvCOA/7XMa+7QTHrpshi80Ia2uTMw4n59pvjoBYALV2MRRXam1IQDr0JG3YSDizqHRwo4ANxjVzfr6K1p0zsLZOUnMha6CUfW15pIk0SPHDvAdz5uw9jYGDMtpFDANi+YwcA4PSpU071KCLup0+fxsmTJ/Ev//IvAMiSsHfvXkxMTODtv/3b2Lp1K5597hl897vfdeoWq0qsylSrVb/4lAKg0VQJqtkCfvHcZTTSIaQAYJadlCKEQAIqPN5GAqUS/OqWtpP6QuemEH9K09QxkPHxcczMkMRw4sQJ3Hbbq3HLLbegv7+OWq2PInDPnMI/HTqEkydPYW5u1rXBYHE4JpVKBVu3boUQifMZMQbYZqN8i+8s+q3L9247Po9BpVpB6HIvhfcBCX0tRPT/kqhaw35A3e8X9j9Sh/ic0is3RpuceRAZXtQASJ8Q1q+j89yV5RUX10KIdQxbi7JVCgTmsk5vQIfCm9wG5dmI2ZxEUQOvT7JoGWIbodTR8TLLdGBjoPMWMmNQsbsmF7S+cGEKaZpiy5YtpHdbAHb37t2Ym1tEq9WGkiz2t+39KKN5WGrw1KlTOHXqFB566CEAoYekcKI9F5mWkmIxfP0TgQQ5RE5gX0MOoF0ZxpJWGB4AdEtjsm8FK2YARjaRAGhrhUfmKhh5/me47sZbnEoUFrPOssyNR5KQdDQzMwNjDLZs2YL3vOe9uHjxAo4dexrnzp/H+XPnSFKxwCtLMCyxcJrFWrWOts6RVioY37LFYQdKSKRK4uknn8Ctt76M3qXRkLA1dQP1pfiW1Lr2/9CN3LegWYo10paBlB3Bv0WfD4s4rYpRcP0ZgKezsc6FvpTli0n/JpjHWhTu9tVq1SWCYT1aSOFygoRSpsv54AQaCwYy42BYJMzIbgByyvGYdwiUaSstcRssrZSBaEUgyzESTRNKapunU1J5xjRNoZRCs9nEuXPnYIzB5OQecPKhoaEhDAwMADBYWFjE3NxVCCHsLuzryRSBZu4Hq4Z5nmNoaBhzc7NuESulnFohhMDzzz/vwNdqbRfapoGaBOYX+pFAY6mZoKlbqKQKAho6W8GgzrCSUwi+EMDl6WnUamTGZVwlLP0YqhvT09P43Oc+G70fVnWUPT8MkKtWqcRDluXo6+tD3+AAPbcxdiwMZubn0WwtY2R0DH/3id2QMmbsXakgVXazrKyHpLASRmACLrnNOrpUlFS6A74vFm1y5sFc1KzONK3a4VQKy+hZ/A2xUiOsHTxIIOSRixBU9cwkdz4XYTh2cGU4maJ2YiZS2nX7e6PRwMAATfA8a/ueWEbIqfVDKwkATJ09C2MB1YmJbRCCLEdDQ4Oo1VK7A8MumAzLy8sOz+BcomHdFWYWi4sLGBsbw8zMDPr7+5Hb6FVmMIcOHaKxgbIlDVteCE+rAAAgAElEQVSQug2ta4DSkCJBLtpItESuDYQSSKFxysKGSZK4fCn1ej1SW9rtNoaGhrG83HAMgiVC/svjzkyNSzzwhlGv1zE6NkYSV1D7ROc5rly5irzdhpQCaaWCaqViHbPW5+0azsVw43ghTm8m+L+3uZVVrlulX6GAI0O1Kvj9RaRNzTz8zt55LFQDjDEUcRjsphEzsUSWMLu4RbG9OB0ZtUvXKDv6xvjcohFm4kRFu8BFLFUUpY5wp8qyDMIYDA30Q+vcirEaFDQsISX5ekgIfOOzB/DG9zzsrqX+5DAAskzj3LmzUEphfHwcEAIq4derobWAlCmSpOJwpHa7jXbedpKVMVT0+urVK9Amx9zcHC1sLdDfNwg2UVKNlxk7UG1QQncBgxRSWmZt2lB2XKUQENpAc6ChALQGqmnVuXGztWNm9irGxsawsLAArTUGBwcpcbPNoubHjnAXpRSUTKGNRl99AJVq1VYAVJBCUb+MRrud4dLFi27shBCAoHtD0DiyOsMlQsMpYnFVejRjqLC0INDWz1HRuc0F1jhWRYTh7OjUpjSAlsGmIzrVExNIFkXYnkFfZsalJG2LdqN9MXjJpmYeRSeuSLQHOtQN/uwyh7FaAi8pGFPm/hsPZXiLEMykdrxLuvcjsZ6Sa4CkoYoA+Gpkwnh/BmPI/Zm74IL1YNDf14+//bPtuPs/n4zMyAjGpd1u48KFC64fAwOD6B/oRzvLkOfki0JGK6rIVhXVSOTVxmB8YgILC3NoNBpotVrQOdA/MEBFs20flVRUF5ifmUHnwqQXFNgSvAdrmxISaVqhYtxWOmu1WhgZGcXi4gJarRa2bNliS4CmUCrB4uKCk7y0Bur1flQqKYRIaCHbtti61VhqUJU4AEbY8p+F92iMwfiWLTHgXYAHihYOfmZtTOQc1qk6xOTHivOMloCwJa7pZQwhVD/Dse1KUTh+GRx77bTJmYe2i83He9i1Yo/bxQhKTiwhKfFrFyNM96HtPEL3CIVJf09/PNgJgzN1IMU4LMQyh6WlJfT19QGwpSU0gXThOdRUiOxazMYY7Nu7Gw9+oY6rV2fx/v9yzo0JhHA1OMK+LS4uYHFxoYDEU0h8vU7lC1SSOAbE+vfIyAjGxsaIEQkLJKYp7b4GSCsJUiS+eLJl2jyZGV/iqGiXaEnQMSUlUlsXWEppo5xzLK+QhDE5uSsAT4V1ZEvBYDWFAtDvUiUwuUar1cLM3Ix79lid5GcX7lueawwN13D/Z/YjSUJJEbZUp78m3LWjNlefWPwy+YV46deKtZ04RQDKrdKa5GLVIvhxlfP5vZHKztnExTXhKkXa1MxDSK//+V0eADMLtmIIuEnJFhbralMqqUTfgx28q84q/MAXJQoSOHxeSs1mGxTPEw4UjLtjJ1G487lslP5MDtuWQmJ4cAj1ahUPfmEIi41lLDeW8YH/et71TQpVaA/uM/VHY3m5gWZzxat9ATbDDI8rvg0M1KB1jnbmi2ePjY36dgFwcqEQIA6lttzmUuGEzj6xtHcpl0pidHQElUoFQiT2vee2TXoH7XaGZnPFgaM8xvHzGVtBrbMkBvsKCSHx9b86gOuu24t6XcME/Y/yf2oNJXwqh/jd+blWOnP4GuE3GAFhh0p2rPsYfC1r0K15p/aEalFYUKycaH34ab8uzteVNjXzYAqlC96RWfWQNoiNxyA00XaaRT3wuNaYhdeSqO+LT3mm0dkITySeCI1GA7UauVazGXE9wFrxHKO9CpYkVNmsbgCZpBgcGMS3vziOrJ2hnbXRbhPo+Pv/ZSpqq8ggQ+CxTLXi4+zrUUZ+DIIK7sIf8+oVCu8pXiB0f2Jqrj0DhGkWOu/pn8OpEhyfA7hkw6H5/f6/vA79fX0YGBjA5GQ1Ggc+J9yYhJRuE4qYVFG36RyY0p+ddFfyHP639asUri+FNtdu4YVJHcBmZx6Grdv2K2hwpJUyOheYVRcEoPO8Q38UVs6kAV8luEgIm9iFzhd2t6S+8KQp4iSel+d5G4uLDYyOjqJer0eLNPxLtWiseRedbfK5LI34rOzCOXJpnQNSIGtrQCWQBkikgUkV7vuLvTBGI9Pk72C0r7pWZKwf/K8X4r6tk/w78FHAxfggOi9mGKH6YM8oMLmcfy4dk/LvpB596c92UI7TJEFirTFJolCtVDA6rKgolVJRX1j6onGx78tY6UBqq2IikGo6JY7IZBsyaZYIETJAQDj1VhQC1QQKTYSHOp6b14VjOyaWKQSEs750y4y3EdrczKNAEdBp/F/OkO7G1RifghAsMnon8tVSEHqQtcsO4H4O9ONA1L86O4PBwSEMDQ2V5tEopYKI7x8jZpDOScsBgxKVSsWCqsTkCGfQ0FpanwwFZXV4qFByiqWQv/nY9o77+e515lIJ+xj+5fND02p4bhlzKrZbVDWKxKBoGAHMOUKlkqjXlWtDSUUMxLq0J8rjLFTwW6JolQN4HtDrJvMvWW4c0Mpq2LoE2TJgQoByoparEXo1y0mxr6FmvsYlsZS5rua70qZmHh1qB2MahnGFYLFbRIj/Y92QgETjjpePboBR2FfJnL9sB2B8JcRjFhcXMTg4iJHhESsVrR71GzKL4sLrxnBY4uC/WksIm0lLKQkYu0MaBWNypCl5WiYQ0NJA52GMUPnC5/uUjX8HqBucWzyvG47SjcJ2QmZVbDccB193RTrMhF+lVBJSSCRKIU0IP6FxUm68OEiRcZqwTfccMD5ozpIJLB1a56VpDGwDXZ+XGGuMOZSZ9dcaL3tl0IY7o/xCc+3SZTfa1MxDSPIGdJm+HdNgRRqemRgvusVl+Iix+AErGzj/wkwAYdNmVr6QjTaQicLi4hJqtRr6Bweci5EQXiRejRFw5srwlLKFXfzNi9cCnLKQdlEB6RozEIoS4BitoYxPElMswh3u3mXSgu9v4HsD3/EyZtN1IbB43QXDcObHLtJOcaGSFFL4LijPODEPCSGM8ydxbRh0lP7sYPDIOxZa+F1bqxGD4R1JiAublRF0XMC48XRjaY8IG9Xr51JhvpZgnBtjBi+cgWxq5tF1R4QhAJF3s4KWEdeu7S4qO0sN4knOE0lr42vXBtdQ6cUG6v39qNdrCGusAuhYgFHfS5iJFCLKU8Hn+yJXMrIuhBOeF7yUlpEIL2ZrTan/JCSyLANXH4uZT+werwLrR/EcbQyF4xtDIeMeNLCqYhAPFDxHmZoU5Tqhh/LPLikru5AyRqYs42EGwsF7zipn3yVJFDw2xkoZMdMJsaNi3pWilNRN9Qp/Z4kmcwWeOlXjbnMxesR1ZpTv1lY0z4L1slpMzEZpUzOP1Ui61G1rnNclFH419aB4XkgrKyvo6+tDf38/NPfDxNnEQ4e2UFp4MShmGNIxM1dWwlhsSGryDdEkvdEOqYiJCOG9HA05izWbzYipFJ9dkqsr3S/YNUXIQAIy0hcKD1UlPk8E1wsQwwglomLyobJxcKpD3kZiTeBCwDFzasfjDcxAXsoyBS6hUFcV+d8PbW7m4RBOHf9mrA3EzUcJCF3KTGJXdAYwvJjug+VCvTEW65VSLgdnX73PSSzSwNWsjaaJaTPqYjdlU8AK2KXe30OY8P6xvk+fDahokIGQHk9gJqJkglbWgkqs5JALSJlDpAJG+3IPIQ7BuxPHrMRgWicOEzGB4FjY7+LnItMMLU9Fic5LlnHb9NdnIidvUkAq+pwwtmMlEV9zVkBKZeNfOhlHyIDifyXP5i+K/rKCwSqJe15jrMVPRBIZg+w8uYUD5+z4YA0KJpobMzulXX8NIsYlAEAbW5a5KBFvfFPb3MyjC9Fk7tyVeCC7SiRlEgjYMzJ2zCJXbq+2cH4Id3/H2eJF7m4TTJDyZ/C36yYFlYn62mhII2GsJxMHsrXbNnlO2zIJJZEigdYGWtCOyIlwQtyBGRsvqm6ZzUNQkRlqmXpWJnGFbRXv0+3ZO9UHC4pa1UxKqsPDVrVqpYosyyh5UaCqMDBKnxPXh1CyCe/TTWUJXhf1z6pVHeoDSxxC2Lwn4d7lpaDVaD0YxnpxDl4r5HfoI8uZaa3LGtiFNjfzKI5PYAwvVoPzNjMDYbyut67buBchYEDif27jTiAKQGDBiO5SzBXAQ8Ca2zoYu9tXo0/FRdTBGKWEsHViNLyTmhDCLZo8J1VF2RqoK60MaZogy3LXZrFAkJDSOkL5Su8AOiQUVpe4nSI+FH7uJp10wxEY3wnBamGr+vn1Zhe5pHE1hk3XVLZRKolUpMTk85wYpGRpRbp2E+sS3w2XoGemxeXVz47NPPjCgFt3YhyD6u+wt+rGF21HX4PP3KOyvtH7efEqCm5u5sHoODOJYCVqgBgFeNdnicAnCRIIzLSOgsVtPQmZDAyyVkYBYxWfSyJcFH4nKhexw7tIKwkJ+AzZ8Um2jSg7WSzFuJ3RRdhqSEmmWM7t0dfXZ/sqkaQpcnsOq1hSKOQ2wM4xBTtomu9VYmUJsZsy4JM9XcNj4fXrAQjDZybchha6e/5ARSsyISquROMiBCBt/o+0wviHRJooCBgkSepUswgoFRS1rLV0UlHUHyEAIR2OIfiduM4XXNdLnpcXdZJYqSvXHhReB/7itBGrssegaoitsP4ChIWoorbccTr/hcAym5t5AHZXj6MIAUaQPfHuVdzpXemEjq0jAFMNnKmNc4AIE1tZEOjCxr5Fz/WL4h/rswVxFuVietnCDDGN4q7P5zabTQwODrocFmlKjmFtTVm0jBbIdQ6VJBB5DlQqVnT1UkYWMEhu3yVRKkgS3Uyx4fcydYefgxlS0ZeCAV+2cLH3L0kadH9mVO534b1sySNUOK9SrY2LIVJKQVq1jaWN8J8O2gufqahukZTf3QpTJJYtikvXWUHcvbqrtuuhTtW9+zHXsRfJ8rK5mYeh4CYjhC/ExPiQfa/a6XD2nBK/DAENU4wYMnCZuxlQ08ZA6BwieKHhxKK2mHN3AovRZw6GCoLUeLJEapLpxEzCRUtipi2rKA2ghUt+QwFkdiElirKbCYWKrV+SpzmazSZgJHIIJGlKyZnJzxpZuw3jIntB+IB9bnZjD6WPbv4h/tnKK+bxucyUisc1yAQMY5Ak1oJiyN9BWPUEtl5O6JvBmcekSCCEhFRwoGkYhJgkChKegYTAaSqlNZPH86MM2C1TvwoP48cn+MvzyeM4/t0zLwmpkzFz++XHy/mPDnBBQ6K6FIVz11a5VqPNzTxAoueL6Y/P1Gq1XFGk9ZtsRTTHuun4gDfdsgdomaViPURZvqy/R5DZO9yJlVLIjYYxwuX/AOAykAtQ7g0pJLJ2Bp1r5DpHmiRULTVgXsbmSw0XubHiOicCkgFDLfqnhAmNw3kqhXB9Noacq3KWJmFNquy7QxeQXwk3zy75dikmSgGC3M/TCkmLSeLVkjRNbb4UimNRIvbODR3GTKCylVmdXoho/69NTk3/V+j0pmce6wKWpF/UXS0XEM7aICRltPbXFA0xZXprLNp3sxB4XZ3dn6/NFFYEIDkXhixUmgsXNy1o8uNgxrGysuJ2WaO9apCmKbTUUEY5SS7su4C3rAgI5Hm7Q30rk5YQHuPxKIyNFILwGEFgZsrSlX1OqYRnKtbRC9om8VEEjnLyHWnjUoSNVzEwUMoDwqzqaJ2Tmdbuwm5MjInUGFNQSSImEmEcoV7g/tcxY7qt3ZAZdZNgYonOD2/IjcsA+ohs8h8PQvvcN2xKEIj9k66VNjnzyO2cLCxAw5iC/QqsLn0JAqnCimDhzDa2gS5ZGSw4K9x92CcjNCcaUM4JWAmluINRE7GY6PAAbjfCTgwgyFpjNGBzeIGT9DLg6dQWu8548dRqNYcjsHgMkIrSzjPkeUkqA8DlfDXK2DGruv7mZN6KBs6Fqxe8eg2Pj/1NWgkysUPPEgwzMGU9VyWAFAJZnqFSrTn1CQDSJEGuNbnbV1KbEVw4RgLhcTHGV7jIlQSsF65/N+69WEZVXIgaHGDpdYt17+clGFvJCd2PRhjSGiqKKPks/Dt11jIRbLK2sRcioGxq5mF0AiNaDkBzxINastaLi5WAQR9lG54X/tZNpTDBxAnb9buvz8DlzZvF7q4e7OYWd/Ecu9swW4sAQzsO/F2DfBvCymtUV9feB4CBcAuV0xowXuSSC1tTns41jDQu87yQAsr2U9u8pD5zGQeP+ed0+TpZfZPe8mVsv5WdzLkh60MiyPNVCIEEqV/o/MyCfCdcykE7dolKIJWE1u0OxsDvhMNfQvCZjxu7iEJrDJ8b/u2gkoW8KogaqLnCObLx24Eby3DR0zukv2VTqCgR02/cOfub8BjhC4NnY9rUzGNxoYGBkapdRBb4sbTaAPgK88It8DLicgwcXn1txHIKO4zBTQopuzOL7q2tfjCcSKWnCGlBTx+OTqbZAOg0ArkAjBEwkvOiUNvKgqwKCkUHLpVyQWY7ua0qoew9mAEB8GPBHSuAwEJIm22dGJAUEm0L4HKflbSZL4RwmEwoTRhO+GMZCOda4Wp2rHoBAQajc1IjC8PnahZvUmCDGcfGr9eRh6v3xPVzdqO0qZnH0HCCUyeOY9++m6FNRhYMq/zxBDGwHpM2iTDtTrzLFVD0QBmPEWvjfS2Ez/zhdnt7mnSAqUCYy8Fxef5myl4ML6IYuzBWVOeeRtdYvicgKKO6dqIIYHw9WZLEvIDERZjDf65dQUmFqC9e6uGFrTWgpCJw1vrBOJCW22F/CAOLtQgvJgfYU67zCINgiVFJCXDZRSFQBdXhRbBIQgYA+HSFxpBlhp2tQssJbOlQadul/Kr+vebaoBL4prh7WXWyw4pRSsZuF0Ftg7JzAhU1zMxfbL8o2Jbd353T7X5WnHBqNEi6CzQY245BUnASNHrjcT6bmnnkRmD/vl146pknceDAjU68DKmdtZGkCVkTCv4DQNliLCbDCXZKWkUe27AqCae5DuWeUGXh+4RemWW0GtBaPC/PDaQiqxCbHz1+QdnL3WIKJI0wEpUXVYgbFB2/iiZW3p252LRjnHbHh93pjTEQhiSNMKLVJWaSgoDegFlq+KhkB9YGeEQ4xgKx2dcxCUMWHmVNrJGrOScsDqQOfscEj1B0cZhHlgYWjvHE7wUd0opxYO7q5IFR9nBd37n+eb0WywyetDzRsQbCqFnvFNnJrHgj5HFVULh0YWrNZ+lGm5p5wADLucSBG/fh9OlnsWtyPyDJY7JtMggAiRJorSyjWvPAXunijbi7dANOZ1LtDuLeNmM7BMk3roqYZSwGMKbtY0TcBIl3ssjyIkSHxOEesER8zPMMUgq0Wi1yO9c5YBhUtBms+HQp7C4jHOhYnHgiiIgNdf6IGXEofoBbKGsONYYlDp/Ng2OCADhMREBAGqDZaqKaUvpFndu6sYG06DAM7kfuJRSEDNYyqqJOr+wDKj5uQwTceZIYf972zm5ak8t6mqbWK9fnlXWLrcBAJBgr0JYzCZLcWPorTjF3bXc1KN5AQlYZkz/FOGMiDU8natER7GYlSba2EM+gzGnCaCAxkFkFJ08+h337J0v7uR7a3MwDzCmBPXv2IcuWce7sZezYNemSsAhpIsaxVnNlLypcCAC6gFNF7GR16Gmjfh0AZcHKsgxpkpa2QW3bncbuqDEWUtidLANhUR7wk7goibgWOphh2APBd/GMw+7Gy40V1Go1soAoCaO8tCGDhRMtLpuop91uk1htj8kg+ExaBmEvhgPDA38Nj7tQMABLT6E4L6V0JS6r1WrHLt7tvQrH/koPv2TEjDacBx04SMlHbTSELjAxARiToLUEzMwcx97rtwKmtuG+vThJJl4icjo7BKBTpEkVe/Zsxcljx2C0gDGdDmRrSR3+JxH9LUPahRAdk8v/vrYouhaFalNIoXs4qwOhTu4Weol4Kgv99/o3UbEqfdiXIk4SLshwfDrOU9JWblN2QXqnOM4ZGraplHIBeUopqITyg1Yr1SjjubTgb6KorLQL4rN9ShIq9uTAUyndNZ7PxE5h/Ny1eo3SFoLGV1iVttt7LN9M/D06JY3y91+URr2Uspqk4u9H0ocHzo3xrv/2ArRarVIDgNYa8/PzmJ89gx07dgEYhli9VsOqtKklD+OyVwtoQxnAgRT7b7geSzPnMLuQYce+65Egs/p2Dpg4XwOZIwOX6aIAwee5hRkzBq7nAQCaYy5sTAQdZ526O5rlrAyROqOjHB58jKwNAahl/7BPg4F0DKIz6M+3BXC1OR+By8ec+B+Ex3OIPRDiIgIwXqpQwhdwCs+VigPHgEql5lQlIQAqcyjdzm+tw/Z8uwAskya/CglpcRxtVRyOw3HXCDLpSqtmGOHjgOzSpOBBW9GOx5KxFgg7JYLNIdYGCOQKGVAwulbc0/77uslD4+vBvoAwJz0CXMRiSFEBdgMJCjlQNhqcnktDmARaSRx//jT27RnF8NAuUr+RIX8BYtSmZh78zvzkAWAkhEhQ37INg2MtTJ08huGtu9Bfq8Egg68dWoYvePDLmxRjQDXa2YHocwf45PpZ0DlFWIzZg7ydum5MHJynTVzQKOxjcaOwPAXhJC72LWQMgM9V6r6LTssBLVRiHMbWOVVSQmi2mCiyOUjPOHKb9lBJRTlE7GLnvBbSPrrzai1IS7DMgtUSJawruvDue7xLSwGK9UHAjCxTMTwusiTfhp0HIUONIo2LY7AO6lTFjN2EYhWIhqP4fX1SKgC3EXSqVhbXkBJpJbXqlZ2/MsH05ctoN2Zx0769yIW2fUPJ2FwbbWrmwQhzJ0kkuUBbJpjctx8qX8Ezzz+LyR37Ue0DGF0vadH+FaU/k0k0DErbmEgX5sUovV8JtW3uS+6HCbx6OG2ACQaEFwxPlPB+vGOHeAb4fBM7RIUSTkcawsKi0rYujhTUPxaN8zxHmqRgJD+GR1g9tE8mHUTsM36F54pY4JZhG6EUIQS4tkso9Avr3u6bDJgq2DnLuIfiIEO2aCHu0QugMuxEdPn9Wtos+ywgZeGoFliYX8D8lXM4cMM+ZHorcrEImBSARDtrQaVJl3WyPtrcmIf9SzsDe3JSOrVc5FCCzHaZqOLA/r0wZh5nz5wENKseNiK1jEznR218oBcvzgh7CEY61PmLRNcwA/OJaOxdHAJuhHAxFRwhGz2403UlYIs+sWpjwOJ+nP+C/SiK/YsxCxl/Z7Oq7PzdMRnbHSPIe9RVbbc4QzAwbqykIOuLK1wg4ULgnX+Iu8aJUJ7ZFV+Z8W7v/JeczQwE6K8U9PyMhQQdQ+ipbISfGUlCNXclhI3KLsPRjFVVjG9gDSZQ3Hv8ZlScE11bcJ8kAGnoOWE0oHNA5xDGJ1EyMMhz+nzpwhlILGHPgT1o6RQaLRhU7JzLIRPVRf5dP21qyYMBQV6E7GxDky5IECMAgwS1/kHsqtZx6fIZGJNi+7YddkK2EXL9jihdNmeG4j7/dczB74ilFgOgIKmUHwtPCTGQoqTjpA/jrw8ZQTuqHaI7+lRE6ItthN/L/D68hYJjIuyC1dr5V3AGMrALufbu5ABJAULZzF9gqSmQbKijYPNttA3ad1J8BkliE7HUkkQ6vJBYgik+D+NPVMfW50vhdI5JkniFtmxMVln0fnxDoL1TxXAqRYkK6vpvR4j6SGNngI6UEx50N0DbYPrSRWjdwuTkOHJZp7iosi4LEdxvY7S5mQdExDBiC0dhcUISP6kIbN2+G0COlcYCZq7OY9vkJIVsSw9WRcI0m72Yv4TtluiF3RYmU7PZRLVadSoC99A+kfvOkzvEQiJ8A7wb885vIGDzjgRjUZzg/C/MHMbnFamMofhzCXCFIquWhIS2EkWoagghYHIuZB0vVKkU7ZbwpmEGPg0p/M6SwgzKp+qDL4rN94zUNp9smLcFPsUgfI5QZXPybCT5GAAqSSxuo6IF59TFVTQO/5pZKrLqVORQ5mB2hBYT1s+Jb9CbFrYRbY+3jYExZIWTRkBLAtxzkUAYgekLU2i1mpjcswsmF8hEBcrwiBQ73vm+N0KbmnkIJ3mU+F2IWLp3EIGLgVHoqw+gtrOKs6dPolKpYGLbDitVsyRSbLJEKilQmCy4nAwqlaQk8Q17q/rdKW/nkelUmwAriVQXfl4vKhclo44dOsA0IjwkYCihJMNeqB2qmRLwNgwLYoqAxzKjsMMurSrGL6zoJSrsNVGfg0UsEEo98TPyc/O927mmvB5SOuuLMQbaJsLpsuUGt4zfN+UXYamkM5J7VXCRj61rMcZSJs1flszsZgkfNm/ZkeuTlgJaVpGiiqXZq1icv4Th0RFsGdsCrVM61xjrA+Si81902tTMA4DTtzt+73q+f3+ZASAUJnftgNYaly9fwOLiInbvug5SCkgVqhJx8hphCxuLYKGsF0gVwlcxC9UVY7xlgQHSMFv5apOT5paI3M+LQKj91UkikQQgZaE9f78wC3p4jVv4HDjGDJrHKZACdK7JKctKVBxbYQAnqTBWwX0O41WYnBt8yZhEGJPFdrzK498PBbqBqvqt4awXMmvGaUgi6CallbcT+W8gmFekaxTaC3YEJ1NaScV6IrMbeqhSAoSKSpVi5tIUmq15bN86jsGRSehcIdM5KlbTNVrbHMCdvkpOfTecqmFjtMmZRxHP9Q8b6Wsl79rYlyYgYWQFEAZbJrZhdMsEYFbw7HPHsWPHXgwM9IPcj40Vpb3jWVHi4UUYLrBO8hYNtr2zeA5jkAMwuk3BeyZ3MTlhfALvO5zkxxhAyYQWSHQrvzszc8hzr7Kw6ZdxEQaAWcrg84pqT3iuMd4qAruzK1ujhE2tjBkY3u2C8YIQTtrRARNzeERRcgrGmFWgIvbg301BdYS06SpJ/aNQmJiBGnsPf73HdkSgWlEWskp0P2agQggbLNj5/k08YSKm7lQxd0LoxWGlj5yu42BEaSQkqoDIYHQFU+eeR5o0sXPnHrTNdkgp0M4JyE2VlZqCoEG3eSFeIlxVb124bWT80doAAAJ7SURBVBfa5Mxj40SLt3NkpBQQuo4bb3wZsmwZp04dx/DwCEZHxu323qQTjULM9WMqq1lSRuFiBIBmcwVVm91b2yTLRWcvjl9xTk3ret5Od3NOSUgp+hLX79DbkgPLQgkgtNR027nDXwSseVoG+Iy1CFXYRRxwYGopyy14gIaMJSpt2fngQRteEgrbFejMrcqXhhuECZJeK6WiVJUvJhnGOkqC8fw51Ldcaug8w7mT5yCTBrZvm0SaVNDOFJBY3w90nyYbSQ+xXvq3wTyCh3dSa3hclJ7aNYGKsIaVRFWxd8910CbH3PwVXLp0GZM796Be74NBZu/XuduFZtHwWOl5gapDSYurALSfQK7jJLw6CQBW/mTrUgHA8+ch2uFM0BeWBsKo3DLwt+xz8ZyQIRFT4TB4YcE+Y+vlWOnCSjw5597oGKswMDG4V/FzKJkwMyn2V8TLxz+HHf/gGcLnEcI7XoX8iS0enAe1OH7u3RSHK2TAAegbcCf/YCbAnEIJwfUxwfSVK2guzmFgsIrdeyYghIQAqSdS+DHlyF/B9w2Aa5Yc43EOGcrGRQ/xUnGlHvWoR/++aVM7ifWoRz3avNRjHj3qUY82RD3m0aMe9WhD1GMePepRjzZEPebRox71aEPUYx496lGPNkQ95tGjHvVoQ9RjHj3qUY82RD3m0aMe9WhD1GMePepRjzZEPebRox71aEPUYx496lGPNkQ95tGjHvVoQ9RjHj3qUY82RD3m0aMe9WhD1GMePepRjzZEPebRox71aEPUYx496lGPNkQ95tGjHvVoQ9RjHj3qUY82RD3m0aMe9WhD1GMePepRjzZEPebRox71aEP0/wMfoXZDxJXcZAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = show_img(denorm(x)[0])\n",
    "show_img(py[0] > 0, ax=ax, alpha=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9b2ebc6390>"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = show_img(denorm(x)[0])\n",
    "show_img(y[0], ax=ax, alpha=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot just the mask."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9b46ac5390>"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_img(py[0] > 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9b2ecb2eb8>"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_img(y[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ded088f255b14730bdb7e141db213d5d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='Epoch', max=40), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch      trn_loss   val_loss   <lambda>                        \n",
      "    0      0.005643   0.006067   0.997681  \n",
      "    1      0.0054     0.006054   0.997656                        \n",
      "    2      0.005204   0.005574   0.997634                        \n",
      "    3      0.005528   0.00666    0.997664                        \n",
      "    4      0.006686   0.007286   0.997451                        \n",
      "    5      0.006337   0.006863   0.997468                        \n",
      "    6      0.005324   0.006193   0.997629                        \n",
      " 66%|██████▌   | 674/1020 [22:22<11:29,  1.99s/it, loss=0.00508]"
     ]
    }
   ],
   "source": [
    "learn.fit(lrs, 1, cycle_len=40, use_clr=(20, 10), callbacks=[notif_cb])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Noticed the train metrics stops in the middle of epoch 7 because I have to shutdown my computer as I am heading out. Fret not, I send the train metrics as IFTTT notifications to my mobile and here there are:_\n",
    "\n",
    "```bash\n",
    "epoch      trn_loss   val_loss   mask_acc\n",
    "    0      0.005643   0.006067   0.997681\n",
    "    1      0.0054     0.006054   0.997656\n",
    "    2      0.005204   0.005574   0.997634\n",
    "    3      0.005528   0.00666    0.997664\n",
    "    4      0.006686   0.007286   0.997451\n",
    "    5      0.006337   0.006863   0.997468\n",
    "    6      0.005324   0.006193   0.997629\n",
    "    7      0.005142   0.005845   0.997886\n",
    "    8      0.005111   0.005904   0.997774\n",
    "    9      0.005092   0.005472   0.997967\n",
    "    10     0.004898   0.005497   0.997801\n",
    "    11     0.010694   0.007598   0.997152\n",
    "    12     0.004787   0.005513   0.997856\n",
    "    13     0.004599   0.005142   0.997935\n",
    "    14     0.004655   0.005915   0.997716\n",
    "    15     0.004294   0.005211   0.998055\n",
    "[0.0052112686, 0.99805523208291195]\n",
    "```\n",
    "\n",
    "It took me ~37 minutes (2195.4s) to train 1 epoch on a K80 GPU, roughly 1.99s/iteration. The GPU memory usage peak at ~10 GB. The full training should take me like 25 hours. So it's kind of slow. I stop training after epoch 15 and that took like 10 hours."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('1024-cyc-len-40-clr-20-10-epoch-15')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.load('1024-cyc-len-40-clr-20-10-epoch-15')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.sched.plot_loss()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.sched.plot_lr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "ename": "RuntimeError",
     "evalue": "cuda runtime error (2) : out of memory at /opt/conda/conda-bld/pytorch_1518244421288/work/torch/lib/THC/generic/THCStorage.cu:58",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-214-0e9063f14539>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0miter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mval_dl\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mpy\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mto_np\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlearn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mV\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/anaconda3/envs/fastai/lib/python3.6/site-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m    355\u001b[0m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    356\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 357\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    358\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mhook\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    359\u001b[0m             \u001b[0mhook_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/fastai/lib/python3.6/site-packages/torch/nn/modules/container.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, input)\u001b[0m\n\u001b[1;32m     65\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     66\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mmodule\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_modules\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 67\u001b[0;31m             \u001b[0minput\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodule\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     68\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     69\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/fastai/lib/python3.6/site-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m    355\u001b[0m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    356\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 357\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    358\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mhook\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    359\u001b[0m             \u001b[0mhook_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/fastai/lib/python3.6/site-packages/torch/nn/modules/container.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, input)\u001b[0m\n\u001b[1;32m     65\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     66\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mmodule\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_modules\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 67\u001b[0;31m             \u001b[0minput\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodule\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     68\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     69\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/fastai/lib/python3.6/site-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m    355\u001b[0m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    356\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 357\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    358\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mhook\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    359\u001b[0m             \u001b[0mhook_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<ipython-input-96-71014f3389c5>\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m      5\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mBatchNorm2d\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m     \u001b[0;32mdef\u001b[0m \u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mF\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrelu\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/anaconda3/envs/fastai/lib/python3.6/site-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m    355\u001b[0m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_slow_forward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    356\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 357\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    358\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mhook\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_forward_hooks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    359\u001b[0m             \u001b[0mhook_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhook\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/fastai/lib/python3.6/site-packages/torch/nn/modules/conv.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, input, output_size)\u001b[0m\n\u001b[1;32m    604\u001b[0m         return F.conv_transpose2d(\n\u001b[1;32m    605\u001b[0m             \u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mweight\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbias\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstride\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpadding\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 606\u001b[0;31m             output_padding, self.groups, self.dilation)\n\u001b[0m\u001b[1;32m    607\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    608\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/fastai/lib/python3.6/site-packages/torch/nn/functional.py\u001b[0m in \u001b[0;36mconv_transpose2d\u001b[0;34m(input, weight, bias, stride, padding, output_padding, groups, dilation)\u001b[0m\n\u001b[1;32m    190\u001b[0m                 \u001b[0m_pair\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0moutput_padding\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgroups\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackends\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcudnn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbenchmark\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    191\u001b[0m                 torch.backends.cudnn.deterministic, torch.backends.cudnn.enabled)\n\u001b[0;32m--> 192\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweight\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbias\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    193\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    194\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mRuntimeError\u001b[0m: cuda runtime error (2) : out of memory at /opt/conda/conda-bld/pytorch_1518244421288/work/torch/lib/THC/generic/THCStorage.cu:58"
     ]
    }
   ],
   "source": [
    "# Boom! Out-Of-Memory.\n",
    "\n",
    "# x, y = next(iter(md.val_dl))\n",
    "# py = to_np(learn.model(V(x)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The issue here is, GPU memory is not being releases after training is over. To [resolve this](http://forums.fast.ai/t/gpu-memory-not-being-freed-after-training-is-over/10265/4?u=cedric), follow these steps:\n",
    "\n",
    "1. Delete some variables\n",
    "2. Use `torch.cuda.empty_cache()`\n",
    "\n",
    "It works! I was able to free some memory. The memory comsuption drop from 11.4 GB to 3.8 GB."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "del learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "torch.cuda.empty_cache()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create our `learner` object again:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Lines copied from previous cell\n",
    "learn = ConvLearner(md, models)\n",
    "learn.opt_fn = optim.Adam\n",
    "learn.crit = nn.BCEWithLogitsLoss()\n",
    "learn.metrics = [accuracy_thresh(0.5)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load model weights\n",
    "learn.load('1024-cyc-len-40-clr-20-10-epoch-15')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Resume by re-running that cell that gave us error\n",
    "x, y = next(iter(md.val_dl))\n",
    "preds = learn.model(V(x))\n",
    "py = to_np(preds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.cuda.FloatTensor,\n",
       " torch.cuda.FloatTensor,\n",
       " torch.autograd.variable.Variable,\n",
       " torch.autograd.variable.Variable,\n",
       " numpy.ndarray,\n",
       " torch.Size([4, 3, 1024, 1024]),\n",
       " torch.Size([4, 1024, 1024]),\n",
       " torch.Size([4, 3, 1024, 1024]),\n",
       " torch.Size([4, 1024, 1024]),\n",
       " (4, 1024, 1024))"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# DEBUG\n",
    "type(x), type(y), type(V(x)), type(preds), type(py), x.shape, y.shape, V(x).shape, preds.shape, py.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fabeb1e9e48>"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = show_img(denorm(x)[0])\n",
    "# show_img(py[0][0]>0, ax=ax, alpha=0.5) # this line give an error. fixed with the next line\n",
    "show_img(py[0] > 0, ax=ax, alpha=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fabeb2fe7f0>"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = show_img(denorm(x)[0])\n",
    "# show_img(y[0,...,-1], ax=ax, alpha=0.5) # this line give error \"Invalid dimensions for image data\". fix in the next line.\n",
    "show_img(y[0], ax=ax, alpha=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fabeb108b38>"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show_img(py[0][0] > 0) # this line give error \"Invalid dimensions for image data\". fixed in the next line.\n",
    "show_img(py[0] > 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fabf19cca58>"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show_img(y[0, ..., -1]) # this line give error. fixed in the next line.\n",
    "show_img(y[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now if we look at the masks, they are actually looking not bad. That's looking pretty good. So can we do better? And the answer is yes, we can."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}