{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# End2end"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "562f8b1a5552667"
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2023-12-27T04:54:37.058418058Z",
     "start_time": "2023-12-27T04:54:36.096882240Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/daitranskku/miniconda3/envs/mmyolo/lib/python3.8/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from utils import *\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 17/17 [00:00<00:00, 654157.50it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "17\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# IMAGE_DIR for loading images stitching\n",
    "IMAGE_DIR = './data/data1'\n",
    "file_names = get_image_file_names(IMAGE_DIR)\n",
    "print(len(file_names))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-27T04:54:37.059157725Z",
     "start_time": "2023-12-27T04:54:37.038593151Z"
    }
   },
   "id": "c92d32d06fd6aee"
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Step1: Stitching"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "c4449eac71ad728e"
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [],
   "source": [
    "# Setting parameters for stitching\n",
    "\n",
    "# horiz   (\"horizontal image stitching\")\n",
    "# vert  (\"vertical image stitching\")\n",
    "# auto  (\"auto image stitching\")\n",
    "# no  \n",
    "wave_corect=\"auto\" # no: for good results with vertically stitched images (you can choose vert or auto), horiz: for good results with horizontally stitched images, choose auto when stitching in multiple directions"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-27T04:54:37.059583530Z",
     "start_time": "2023-12-27T04:54:37.041425948Z"
    }
   },
   "id": "ba4a6582bb076f88"
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stitching images...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 17/17 [00:00<00:00, 880286.02it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "run drive- cuda\n",
      "Loaded SuperPoint model\n",
      "Loaded SuperGlue model (\"outdoor\" weights)\n",
      "kp len\n",
      "441\n",
      "0-0\n",
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      "kp len\n",
      "408\n",
      "1-0\n",
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      "1-16\n",
      "kp len\n",
      "468\n",
      "2-0\n",
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      "kp len\n",
      "458\n",
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      "kp len\n",
      "396\n",
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      "kp len\n",
      "396\n",
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      "kp len\n",
      "348\n",
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      "kp len\n",
      "323\n",
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      "kp len\n",
      "320\n",
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      "kp len\n",
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      "kp len\n",
      "460\n",
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      "kp len\n",
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      "kp len\n",
      "481\n",
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      "kp len\n",
      "390\n",
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      "kp len\n",
      "470\n",
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     ]
    }
   ],
   "source": [
    "print(\"Stitching images...\")\n",
    "file_names = get_image_file_names(IMAGE_DIR)\n",
    "stitcher = Stitcher(wave_correct_kind=wave_corect)\n",
    "panorama = stitcher.stitch(file_names)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-27T04:54:55.369454963Z",
     "start_time": "2023-12-27T04:54:37.043119323Z"
    }
   },
   "id": "df7e347283fc8ae1"
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [],
   "source": [
    "SAVED_DIR = './results/{}'.format(IMAGE_DIR.split(\"/\")[-1])\n",
    "if not os.path.exists(SAVED_DIR):\n",
    "    os.makedirs(SAVED_DIR)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-27T04:54:55.374911372Z",
     "start_time": "2023-12-27T04:54:55.370504392Z"
    }
   },
   "id": "ea6dc389513b1d2b"
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1500x1000 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "True"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 10))\n",
    "plt.imshow(panorama)\n",
    "plt.show()\n",
    "saved_panorama = panorama\n",
    "cv2.imwrite('./results/{}/panorama.jpg'.format(IMAGE_DIR.split(\"/\")[-1]), panorama)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-27T04:54:57.515148959Z",
     "start_time": "2023-12-27T04:54:55.372561178Z"
    }
   },
   "id": "f67fef83abe27b03"
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Step2: Detection"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "a123906a2e467615"
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loads checkpoint by local backend from path: ./pretrained_weights/best_pretrained.pth\n"
     ]
    }
   ],
   "source": [
    "config_file = './mmyolo/configs/1_crack/final_model.py'\n",
    "checkpoint_file = './pretrained_weights/best_pretrained.pth'\n",
    "# build the model from a config file and a checkpoint file\n",
    "model = init_detector(config_file, checkpoint_file, device='cuda:0')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-27T04:54:58.300937507Z",
     "start_time": "2023-12-27T04:54:57.515287067Z"
    }
   },
   "id": "d7a705bdff16200e"
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/2 [00:00<?, ?it/s]/home/daitranskku/miniconda3/envs/mmyolo/lib/python3.8/site-packages/torch/functional.py:445: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at  /opt/conda/conda-bld/pytorch_1639180588308/work/aten/src/ATen/native/TensorShape.cpp:2157.)\n",
      "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n",
      "100%|██████████| 2/2 [00:00<00:00, 14.57it/s]\n"
     ]
    }
   ],
   "source": [
    "crop_height = 3000\n",
    "crop_width = 4000\n",
    "total_bboxes = []\n",
    "total_labels = []\n",
    "pano_height = panorama.shape[0]\n",
    "pano_width = panorama.shape[1]\n",
    "for i in tqdm(range(0,panorama.shape[0],crop_height)):\n",
    "    for j in range(0,panorama.shape[1],crop_width):\n",
    "        crop_img = panorama[i:i+crop_height, j:j+crop_width]\n",
    "        # plt.imshow(crop_img)\n",
    "        # plt.show()\n",
    "        # inference\n",
    "        results = inference_detector(model, crop_img)\n",
    "        raw_public_bboxes, raw_public_labels, raw_public_scores = mmdet3x_convert_to_bboxes_mmdet(results,0.1)\n",
    "        merged_boxes, merged_labels = merge_boxes_with_labels(raw_public_bboxes, raw_public_labels)\n",
    "        \n",
    "        for i, box in enumerate(merged_boxes):\n",
    "            # image = cv2.rectangle(crop_img, (box[0], box[1]), (box[2], box[3]), (255,0,0), 2)\n",
    "            # image = cv2.putText(image, str(merged_labels[i]).split(\"_\")[-1], (box[0], box[1]), cv2.FONT_HERSHEY_SIMPLEX, 3, (255, 0, 0),4)\n",
    "            # add confidence score\n",
    "            org_coordinate = [box[0]+j, box[1]+i, box[2]+j, box[3]+i]\n",
    "            total_bboxes.append(org_coordinate)\n",
    "            total_labels.append(merged_labels[i])\n",
    "        # plt.imshow(crop_img)\n",
    "        # plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-27T04:54:58.442033355Z",
     "start_time": "2023-12-27T04:54:58.302609551Z"
    }
   },
   "id": "26cfe74a0bf2eca6"
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(panorama)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-27T04:54:59.465372227Z",
     "start_time": "2023-12-27T04:54:58.447591355Z"
    }
   },
   "id": "472586871bb449d7"
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1500x1000 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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vxPBtqqPxyjJ2fHcaE+/cKpsMCnESjIlVPHfccQe33HLL0PNwOExhYeEI1mjsscpKsNP8AJidfcR37x3ZCr0NMxCg9eopeLscsn/XDI6DnRmgZW4KMb8iXGTRU1AAGoqe6sbYWYczoRAjGMDu6gatsZ5fR8WOfPpm5NE6KxetoPTRCB2TPTTdNYNxj/Si7MSMDrWjduS/UAyT/ivnkFyrsNOTMXsysNsSWWHV3tqRrZsYomNRzBfXU/xiYnWPWVTAQFkGtdePo/DxZlx92ez49hQmfn3T6AyChRhDTmqAkpOTA0BzczO5ublDx5ubm5k5c+ZQmZaWlmGvi8fjdHR0DL3+rTweDx6P55jroSwLZR1+a9p2hvYmOeprPR6USvxad6KxEfvlqlxulHlokZUzOHhcrzf8fuq/OIN4Yl4y/kaNuyfxhexr82COxgDFMFGzK2ielUw0VZHx0AacCaVUfzWJnH+4yX10N064B2dgYGioRgM2wLqtvPVv6mDK8pBSmKmpdC2aRG+BpviZKH2FSegDzdtz0TT68x0KnrfxPvsGOh4/PferFMaMydg+F90TknB9ohmeyKF9eoDeDwbx18m8k9FMx+PEd+/FtXsveb3T2f7VNCq+10g0kEdsXjnmi+tHuopCjGknNUApLS0lJyeH5cuXDwUk4XCYVatWccMNNwBQWVlJV1cX69atY/bs2QA8//zzOI7D/PnzT+j65uQJNLwvi54SB+WAGVG4uw6t8Egcg8DeOEnPbRr60jdSUtCTimm4MEBvmY1/X2LOgxEFpSHvqUbsmj0nVLdjoVxujJICWi8IEUlV6ANTLwZyHDxtBvkv96Ne23DU11u5OeD10D07h75sE3MAzIHEubhXEfcm3rCn0MSsOBdtQt5zbYm5GaPAwBWzaZpnUvhcFCPm0HXNLJoviTP5njD2th2867BBa+zOTlIeXklw+2SqliQT3GwSqIvTk2fh6tMUPR2jab6HgcvPYfJ/d6F31x53UHg8zIx0BmeVsvdKCwIxCv5m4/1OACMrTt3lmuxXLNIf3SKrdsaKlZvIz5+PnZFCzisdVN2UTEV1DvHGIw9bCyHe2XGv4unt7aWmpgaAWbNm8cMf/pD3vOc9pKenU1RUxPe//33uueeeYcuMN23aNGyZ8WWXXUZzczP333//0DLjOXPmHPMy48NW8ShF+/9bQPtsm+InNNpQ+J7ZANoZ9mtYeTyYeTk0X5JHNKiw3ZC6y6F1lsLXrMh5vQftMtl3mQ+rT+Fr1fibbOo+Emf8L23U6xuPp6mOiZGUROdV0+keb2D1grddk7mmk0iOn4FsFz1FBqk7bVJqwlQtSab81qrDhiPMyRPYdV0msYCDf79J3su9qLhDb4n/iNd0h21cXRGUo6n+go/Cfyh8j4/sJEwzEGBwwUQGMixQ0DIH0rYrsv/v5C8XNvx+jNQgseIsXHuawTSpvbaYnJX9oBSd5V6iAQUasjZG8DSEsbfvfOc3Ptbre700fe4cuifZpBSFUc+nkblpkPoLvTguzfjf1BOXYZ0xx8zMYM+XJlG8dC3Nn59DPAnyf7z69PXICTEGHM8qnuMOUF588UXe8573HHZ88eLFPPjgg2it+da3vsWvfvUrurq6OP/887nvvvuYOHHiUNmOjg5uvPFGnnjiCQzD4Oqrr+anP/0pycnJx1SHgwHKOR/7Lqbbi1YKbcBgRqK3pPAv+9B9ifHf2PQSego9RIIG0QAUP9YKTW3owhDxNB89BR5S9g2CqWie48PdrQk9V4+9v4HYhTPY/UlF2R81+9/rxtuq8LUN/02rbEh/cS92a9sxfxCZgQCRORNoOScxbBXca+PpjNNT4GYgSxELaHxNipxXO9Dbaqj/yjxSd9l0jTfpK7KZ+JtejL0NKH8S1TcXEtypCC1vgq4w+xdPIu4FX5smpe7o9enLsbA9EHq9i+r/F8Bfa1L0p33Yza1HHAYzMzNoumYi4fGa5H0G2oS4D/wNGsNO/BMayDSIJx1TExzG9mpS9kJ/SDGQa+MKG4z7r9OYy2TeNHZflUxSo8LTpclc3Ybe38TguZPoD7noLVBE0h0mfnvbCe9m23fNfLztMbrKPHjCDr15Jmk7Y5iDDtaLG2RC7FhlmDTdNB9XjybjNytpuLWS0LpE/hohRMIpDVBGg4MBStHS7xJoTSKwL/GBbkYczEGHtqmH5quk7YyRtLcb2ruwW1rp+uQC+nMUyobUXXG6SxKjXGk1MXwvbjtsiaD9nnNonu3FiIOrT+Nrd0CDOxwnGrBIahyg/uJk0FD8v7sP69K1SovZ99F8zIPf+QdaO70qRjzJoKvMpLcsTv7zisC2TvTe/YdNrjOzsth+VyneZovC5/rpy/fSm2tgDWqyV3SiXSbNlUEcF/gbHFL+suqYltMOXDmPhvMNUqsUWas7aalMI+5T+JscUte1YO/cjRnKpunD49CmIvR6N2ZrF/uuK04MD702QCTVhTYTgaGvOYLZPUhPeZCewsRwkiusyVp19CBDaY1TsxczPxcn2UtfaYDknV0Qt7Fr9p7WL2vD7yc+awKRDDd1H9CkrbfIeSSRUj526Rwaz3VT/Hg3xp79icm4x/SmJl2fnDcUPAPEveDp0rjDmv6QQcHvqrDbO97mTcRYoSwL5fPh9PSgK2fQPT6J1N/LPCIhDjprApRLAp9ETZlI97jEz3bbrejPVfhaEkMzR9NRbhH3Q87KKO5n1x7TNQ2vFyaV0jk1CApifoWrV9NbaKANyF0xSPtkL9FUSKu2SfnnNvTAAMyYhHaZmDX1iTfSGrujE7Sm+cvnkrorhhF1cD237m2vrzweBi+ZTrjYIu5TpO2IEwkaNF9ok/aGRc5faxJfcsfzhW6YGNMn0To3yEBWYkgrsC+Gu2OQ9mkp9Ocq3GFIrrdJWb6dwQUT2fNhg/L7e1D7Gui7YBKRwOG7JaRW92LsSAxRqIw0OioTq2iOpi/fwLHA06kZyFIE9ugR+VA3p0yi6kupBKpMfG0OaRs72P2xTEJr4iTVhukrC9CbY9Jdrin/r/3E6/YPvVbNmUrDN2xiG9IwDgSjyfs11oBD50ST7PUxzIhDJN3CiGmUDf1f7MJ5IoOsB9fLJn9nCKuwgG1fz6P8vjCqoZXt3y+l4jstMmQnxAFnTYBytEyyVkkR0cKMo77evaeF+P76k1IXZVnU3zyPaKrGvx8yN/UTTXPTPtmFPsIUZHe3Jue5ZprfGyKaojDikP+nGuzmlsMLH4WRkkJ8xjhQCteO+uN67duxSoronZpD3aWKyT9upmdaNn0hE8dSxJMg+40I7uY+nC2nZidXqyD/pP29vBtmapDYtDIGs9zsv1ST/5wisKGFWG4q3eO82B7IebaeqpvzyH1VE3hlD3ZzC0ZKCnVfmoa3TRPcG8XTEEb19GNnpRJL8xIucWMNaGJ+RequCCqe+C9ndQ/IrrhnIDVrCvs+FKT4u6uJvncm0YBJypMbT+mkayHGirM+QBkpVn4ePXMLaFpgYvYrrCN8HpkDidVEqTVRPC9uHpW/nO2Lz2H31S7cnQalf+vGaGon3tQ80tU6rYykJCLnV7D3CpOUXSYFD+9Gx22czk6MtDRarhxPx1RNUqNBf75N6laD0P9uJHz5NNqnmiQ1amyfwtOpiaYooqlQ+J3XR/q2xOmgFB2fWUByQ5zOiS6MqCaepPB2aNIelOEecXaTAGWkGSbKdeQV3DoaHfXp1iGx5BlDjcoA6nRSLjfR90yna5yLwfRD41TuMOS83o2xr4nmqyaSWhOl4QIP2oBx/1NLvG4/yrIwSovoH5+B9/lNZ31bnk3MzAyq/nM82mcz6f4Ixs5ati+dxPiHY5grt8m/BXHWkgBFiFPMzMyga+EEevMNbDek7bRJ2dGN3lYjy0oFcGDeWnkZPeNSqL9Ek7LLIu6Dgbw4GW+YZL/WDnEbWjuGVquZqcFhE7CVZWGUJLJm27trZYWXGPMkQBFCiFHEDATYc8tU3J2Q/4cqVLKftgsL0CZEA4rYgZRFVj/DluorB3wtOrEJZpYiuNsmqSWK+frWd8yKLcRoJAGKEEKMMsrlpv6mOSgNno7Ex25KfQzvxlp0KB3VH0mkQ+jqAhIpClouzgUNyQ0xfOv24JTkMpjto/Yyg/L7u8bEDt1CvJkEKEIIMUoZfj8qL7Hje6QojY7JHjydTmI7Cr/COfCR5mvVZKxITE6PFKbRPsWD44bk/Q5GXNN4vsIVNih5Igybd8q8FjEmHE+AMiZ2MxZCiDOF09cHO3cDYO2E7OVvOqkUhs8HgLZt7ANBh7UTQi8cODexhJqPB/E1KXJf6yc8Lpme987GdiWGhDK3xElavgWcRNbr+PzJuDbtRQ8MoONxmSMlxgzpQRFCiLFGKeq/WslglkP6ZkX6H9ckAg/DxDlvOk3zfXAgh2LG1hid4104ngMboNqQ/48G4qNxR3NxxjueHpTD04AKIYQY3bQm/wcrmPT/7WEgpKi7bV4izf6McjAgZ80AWesjoKG9wkXG9ig5KwbI/1MNaTtjbPtqNsaMySN9F0K8LelBEUKIscww2XP3PIr+GaFllpfgXhtlJ7ZZ8Ly6DRyHyPlTsL0mbdMsbJ8m79UYe68w8TaalP728D3ExgLD66X/fdOHttvIeL0R3dkFgN0dPqbJw1ZuDtu/UYyn1cRfp7EiGjR4u2w8/1hzKqt/1pI5KEIIcbZwbCb8qoHaj+RjRKH+ijhFfzZw/XMtB/dedz23DhdQ8JSJfeEMdn8Wyu8J018cZNvdBVTcaY7oNhPHRCnMCWXgstAuk53XBzD7FdlvJO5y30fzMSP5w15S8NfaYXtmvZUejODfY9I3NYJ7Zj8dtQFStxukbe1DpQYhPydx6Y7uMRnEjXXSgyKEEGcI5XJj+H04vX1vOxlWzZ3Gji+7mPyfHUSK09n1KcXkr9WdtH29TrbYwtnsX+gmsBOMA7cV90Hn3Bih5xO/s2PJisEMhVbg6gNXj6bjwggT/zuGXrvlbXtUzIqJqO5edF8fmCZ1ny0n7oNY0CFtiyKWrIikgbcD0rdFcL2yWfLQvEuyzFgIIcTbenOQ0rEgh/5sg4JH9uJkpdI6N0j6tgGsbfuGstyOlI7PVtJ+cYTih0xaZyY+77UB7m7I/XM1dlv7Ya8xp0yi6oupeJtM/A2JvZDMqCZ9az+u3U3EW9reNiuvGQgQmzGOeJJJ2ww32iCxI7tKrJQyI4kAKOuhjTj9/afq1s9IEqAIIYR4Zwums+uaJMr+OoA2Fe3TfHg7NWkrG+iZkUN7hYW7B0K/Xnfa8qwYSUk408fTU5xET7GBr1kzkK3onz7ApH8/9t3blcdD26fOIZKqiAY1aVWa/mwDcxDiftAmFP+5nviefcdcN3PiOOovD5FWHaNrvIu8Px/fTvRCAhQhhBDHQikav1JJLCWxAabtBufAzMTolH5UrQ93WGH1Qe59a9/dsIZhYvi8Q091eQndk1Iw4omekLRVjcT37MPwegl/cAYNl2hSdlokNTloQ9E630lM5v3ft59PctRb9HhQpsngBRUMZlh0lxq4w+AOa9ouiTDxp1HU9j1D5Z3+/qMOBxl+P1U/mUzpX6B1hht/g0PGiiacphbpSTlGEqAIIYQ4LmZqEKdvYCgIaftCJenVg7h3NLLjplKSmlRi/ocDOa91JlLzH8FgaTqdE91Dz7XBUHZcgJQ6h958g+CeOEZEs+8aTdFjBi2zLTztYMQ1cZ8iZb9Dys4ezM4e4ntrT+q9WgX57PtkMWYkEZQNZjuouMLbmrjH9KoY7meOvIrHnDKJ6s+nYfUq/PUQLoOkRoURA3Xg2zRrXR+upq5EvQ98xfZ+ZD6RoEHoufqTfj9jiQQoQgghToiVm8O2bxbhbbHw12tCT+xG2w7K7aL+6hKsfo06uExIAyrxx+T6GL4NtQzMLCIaMDFscIUTM1s7yz1EU8DTpTEjMJCtSN8ex9MRoy/PQ2++wWCWpuw/15/yISXlcuPMmUxneWJ3Rm1CTwkUPTtIzfUWpX9x8Ly+/Yg9I8qysM+bRtc4L7YHBtMV8RSNt1WRUmsTLjEZzNIYMRh37zZUcjLNlxWRvrWfjookwuOg4IUYrmXrzrq9lCRAEUIIceKUwkhOpv3qqbSeF6f0EU39hS58LYpoIJGV1oiDty0xT0QfSP3pDoOvPbFnkDt8aDKq94192G1th76UlSK6aA4ts1zE/ZqC56O4XtsyYvsK6fNmUvMJD6HXFD2FBn3jYkz6ZT+qam9ii4KjUYnozCouZGBiNr15LjqmabytBgMhB0+bAQYEdzmkPbkNZ0IhNR9Pwd1lUPqbsZmH5t2SAEUIIcRJZeXnsf+jJcT8MBiymfTrbpxNVSiPB6MwD2dv3dDSZjOUTcf7yrDdiozfrxtTS3KtkiK65+TSm2sykKMxYgqrPxGMAYRWD2C88sbbvoc5oYxYXpDm2T6M2IEhrgM9TCqeWAkUS4bgHofGhXEm/6gHe2v1qb2xUUICFCGEEKeE4fWCYZwdk0IXTKenJInuUoN4UuKrMu+1+FHnpxyNkZQ01MviDAyCYzPwoXnUXa4JbnbRPSVO4dPge3z1Sb+F0UYyyQohhDglnMHBka7C6bNyEykrIeUE3+ZIwZzv8dVUrM5h23cLyHvGpO5yh+L4XLzPbRqxIa7RRjYLFEIIIUZAvLGJijsb6KgwcXVY9Gda1Hz3nESPi5AeFCGEEGKkxOsbKPp2I7H3zWbfv1g4fptdd87A06ZIbnBIW7YLu7V1pKs5IqQHRQghhBhJWuP651rK791LcIsLX5NCm9Cbb7D9eyUYMyaPdA1HhPSgCCGEEKNAvLGJ0M+aEiujUpKpv34SEx6IsutjqZRuUmddzhTpQRFCCCFGER2JYLe1E9wTZ+8HkgjuhNpvVmK+w6qXM40EKEIIIcQo5F+2FdunydgUZrAkyuCCiSNdpdNKAhQhhBBiFHL6+pjw1fWwsZqKu5rZc21iC4KzxXEFKEuXLmXu3LmkpKSQnZ3NlVdeSXX18Ox3g4ODLFmyhIyMDJKTk7n66qtpbm4eVqa2tpbLL7+cpKQksrOzue2224gfyEAohBBCiAQdi9Jz1RwaPlBI6cOw64tlYJgjXa3T4rgClJdeeoklS5awcuVKli1bRiwW49JLL6XvTXsUfOUrX+GJJ57gkUce4aWXXqKhoYGrrrpq6Lxt21x++eVEo1Fef/11fve73/Hggw9y5513nry7EkIIIUY5XTmDPd+rpP72c9+2XMqj6wnUxukLuSh5sof+K+cMZaY9k51QqvvW1lays7N56aWXuPDCC+nu7iYrK4uHHnqIa665BoCqqiomT57MihUrWLBgAU8//TQf+MAHaGhoIBQKAXD//fdz++2309raitvtfrtLApLqXgghxNhXe+e5KAeMGBT9dufb5jsxvF52fncmaVsV/uY43aUusn+xChz7qK8ZjY4n1f0JzUHp7u4GID09HYB169YRi8VYuHDhUJny8nKKiopYsWIFACtWrGDatGlDwQnAokWLCIfDbN269USqI4QQQowZJT/aTMlfmil6tBknHH7bss7gIBPu3MRgpqJllov+HE3zkvlndE/Kuw5QHMfh5ptv5rzzzmPq1KkANDU14Xa7SU1NHVY2FArR1NQ0VObNwcnB8wfPHUkkEiEcDg97CCGEEGOZ09ODvWMX9o5dx7T/jtPfT/5P1xFNc/B0KvoKNHu/u+A01HRkvOsAZcmSJWzZsoWHH374ZNbniJYuXUowGBx6FBYWnvJrCiGEEKONjkSYcOcm/E0Orh6Fp/3M7UF5V5lkb7zxRp588klefvllCgoKho7n5OQQjUbp6uoa1ovS3NxMTk7OUJnVq4dvKX1wlc/BMm91xx13cMsttww9D4fDEqQIIYQ4Kzn9/QQeWsmZnrbtuHpQtNbceOONPProozz//POUlpYOOz979mxcLhfLly8fOlZdXU1tbS2VlZUAVFZWsnnzZlpaWobKLFu2jEAgQEVFxRGv6/F4CAQCwx5CCCGEOHMdVw/KkiVLeOihh3j88cdJSUkZmjMSDAbx+XwEg0E+97nPccstt5Cenk4gEODLX/4ylZWVLFiQGCe79NJLqaio4Prrr+cHP/gBTU1NfOMb32DJkiV4PJ6Tf4dCCCGEGHOOa5mxOsps4QceeIBPf/rTQCJR26233sqf/vQnIpEIixYt4r777hs2fLNv3z5uuOEGXnzxRfx+P4sXL+aee+7Bso4tXpJlxkIIIcTYczzLjE8oD8pIkQBFCCGEGHtOWx4UIYQQQohT4V2t4hHijKQUynKh4zHM8aV0z8waOhXY3o0ajOAEk9DrJKGgEEKcahKgCAGYqUGaPl4BGmyvwt2tydjcM3S+a3oqkaCiLx/GN+QQbzxyUkEhhBAnhwQoQgDadkBD56w44/8Qx3jlDd48OSuwFqyyEmqvymPbXYWU/Tkfa/m6EauvEEKc6SRAEWctMxBAZaTRcnEebfNtglsVZX92CJd6obTysPK+1jiFD1ShkpKo/rdCjIWVjPtTJ9TU4vT3j8AdCCHEmUsCFHF2MEysUBb90wton5LYMVvZ4OrVZK/sIG2Hj7r3WXSNdxN66cg7ikbzAuz7QjkDeTYlj0exBmzq3p9Of2GQSbduxBkcPJ13JIQQZzQJUMRZwcxIZ/v388h6zkX+rzcD4PT2AtD8+QX0lEHyPk3m/6zGPsr25WY1FLyosEqLqflMLq4+RVKTxoiaKJ8PDgYoBybbHqRj0VN7c0IIcQSR98+lZZYLX5vGsRJ5zFJrorj/uQ7GQIYRCVDEmUcprPw8Os8rJJKq0AqiqYrsfzoE/7gSIyeEnZNB27wAjqmIJ0M82SZ1ZxyOEpwM0Zr47r2U3rWfutvm0TUJjCjs++Jk3N1g2BrHpYj5D1RFg9UPoZVh9Notp/7ehRBnNTV3Gq3nJA8997ZrogGFp0MT3BulbbqH3OddY+KHkwQoYkyySotpel8ekTRFcI+DEdd0TjCBRFDgCmtCK7tRvQOEZ2TTn2fQm2/Q+9VK3GGNr12T849adCyG7ulFWRZ2OHzM19fxOIX3rqbvitk0XKCwBgzy/rYLLAs9OIjd1p4oqBRmxUSqbvdT+Mg8ktfsI97UfCqaRAghUFV7yWkcngBN+zzYaX56yvwkNTlo+x1+iI0SEqCIMUd5PGz7WjaTf9qBs2MPTJ+ANg38T1QPlTFzsmm7uJCW85IJbDcp+XsYNu4ADg25xE+wHjoep6PcxIxoXL2g+wcO1XHOVLonJJPcEMF8YxeTv5VGR2UuO24pI3V7GdagBgW9BQaOBUmNGmtQ42uP412ZqGds1jjqL/Bh9UNyvUPqP6uxOztPsNZCiDOZ09OD09NzxHMpq09zZU6QpLoXY5I5eQLVX8hg/FdWDjvedX0lg+kKV78ma3UXRnPHqe2xUApz4jgaL8nGedNelyl1Nik7uhkoSKF5rotYisPE37Rjb9+JOaEM7XODA3rnHnQkMnQsmuWnbXrijYwY5P7vFrTWdF4xhebzHQqfgeSXqrG7uk/dPYkzhuH1okoLobXjUK+eEMfBKitBe47+Pev4PTQvCOCYb/8+qbvjuDujRNxxXlv+n8eU6l56UMSYpD0uPO2H79SQWt2LuaM28QWelETDp2eSursI5WjcL21GRyInuSIau7qG7Oqaw045gGcTFD1jYkybyP73Z+FZkEnG79egnTf9LjBM7F37ALAcm5zlh04d7IgN/nEl6WvHU3dFNv3ZFaRv6Uet3DQmJrqJkaNSUmifm8lgehYxP2Rst7H6HXzr9mK3d7zznCtx1rEKC9j7ySKSmjT+5ji7L7SwU5wjlnV1GLi7FckNDl3jDWzfkT+PAjXQXmERC5ikrzj2lAzSgyLGDHPSeMLTMghsamPH57MpeSqC+cL6o7/AMNGV04iluKi9Lk7x701c/1x7+ir8FsrjYeB9M2ibduTfBYYNnnaNFdFkvLQf3R0+bF6MlZ9HZGIODed7cYXBGtDkPLuf+L6603ELYgxSs6ZQ9y9BBrMcnEAcNWjiaTUxolD893bsrdXv/Cbi7KIU5vhSogWpb1tsIMtN3KNIqYvgWrdzaGXkYW93TgXxQKJnOB4f5JWXvy27GYszixnKZvt3iin9i4O3rhuaW3EmFAGJiWEHx12VZcG0SQzk++mYbDGYoXH1KIqe6ka/MXr30VGWhVmYj/Z52H1tBkkNkHX/iqOWN1ODdC2azGC6IvRaJ87maulREUdleL0YeTkA2PWNJ783UYhjcDy7GcsQjxgz7OYWJv84lX0fyqTguRqMmRXULkohuMshrdYHPT0oy6Lutnk4bih4foCCn20CwIlEGO2xuI7Hie/Zhz53BoHd0JerMDPSE13xb2J4vYnygxFSn99F98Vl7Lk6HeOKSgJ7HKyIJriqHruxCR0/0anA4kzhDA7i7N470tUQ4phJgCLGFHvbDrgyEwC1ez9p1Sk0vFeT9nSEvmvm05Nv4unUZP/PGnQ8zpFHTkc3Y812suqyMS4sYPvd4wluswjuiZO8tYVIUTo7r3GRtN9ExcEaAHePpuzH27E7OzGmlqN9LhquKCI8voC0rYrM360bEzkPjpdVUkQsLw1r216ZNCzEGUiGeMSYYk6eQPucTNL/upHYvHIGM100XRXBDrsJbrXIe3gnduuRU9WPRUZKCoY/iej4XDon+UhuiON7eRtOX19inDg7i7bLxtF6QYyKbzUS318/9NrYpXNone7GiEPOj18fwbs4NayCfJreX0Tcp8CAnB+defd4OiiPB3teBRhgrdouWzaIU+p4hngkQBFjhuH3s/tr00mr1rRUavx7TDK2x8ABb+vAqMrUqlzu09NrYZiYk8oYKE6l8bODJD+bjGFD5up29N796GiU6p+eQ9Yqk4y/bTlqfoQxTSW2H4jL8MXxM0w6Fs+jqxy8bQplQ/4/O3C27ZQVPuKUOJ4A5fB1mkKMMsbMCsy0NFo/MR2lIVjTj7fRJJKuSVq7D8/Ta0ZVcGJOnsDO305BzZpyyq+lZpRT8y0f4WILZ3cyvUUKf2OMusszaf34DAAmf7MGbUDD/5tG16cqscpKDtU1EEC53Ke8nqfUge0HxLvg2GT9vZrUqkTeHU+nZt+V6fR8dO5I10wI6UERo5+ZmcH274wjbZOJssHX4dBTYOLu1qQ/cPRVLiNFeTyEr5xFyxyFr0VR+Mstx5VG//gupjDT09h90ySiQU2w2iD3uWacPXUotwunv39oZY/h9RL+4AyaFygCNYrkBpv+LBMzCsrRpFb3JQK9sfeRIE4CZVnoORU0npdMYK+N/6+rRrpK4gwkQzzijGCmpRGdWcquj1rkL1ekPLuN+Ixx1F+URKR8gEn39EsOhzcx09KITSmma4KPgezEzqWuPjCiGnevJv2VQ7lVrPw8oqXZiddFbFQkxq5r09AGBHZDcHcUX1UTADoWw25uGbH7EuKtnAtm0T7Fm/h3/eT2MTdJ2gxlo1wu4nnptM1MBgUp++N4/rFmpKt2ykmAIsY0My2Nwbnj2PNxTepaDxlbB9n94cQwRHKtQe4rPZhV+05dr8QZxMzMQPl8OGnJNF2QTte0OKFXDdIe3QyAPWP8UFlryx5USjIYBgOTc+guTfzfckxFLAUKlofR67fL3AQxouLvnc3u6xST/79udn4mk8AuyPzl6OtJPRqzYiK7Pp5BLOjgaTNxd0NfgcYdVhR+58yf6C15UMSYFplVRrjQxeSlLej9jdT85wzSNzNsuax8RR6bof1X6iB7E+SmpdF0bTm7vj4db7sidVccNPTkW3R9ehITfhdDvbYBV91+Mt/8PhefQ+2iAL7Z8/B0H/pN41jQU2iQ1KwZyFZD+3EoDf56jbfbxvf4Ghk2GoOUx4ORlIQuDOFsqjot1zSSkjDSUuk8vwgUuLttfK8mrq1ys9n9yWxiyZrJ/7EbAG1kkNSiE8NTJzPnj1IYyckH/qjou6icmP9NUzY1pL1Wh93UPOy6yrIwc0J0nlcI6sA9xTSBl2rQkcRnVyQnhfRtmu5xJo5bk7OqD3V/NTr2DvU/sDO6U73rrMlvJD0oYtSwSopoPz+PlgWa8rt2o3t6qLlrFsGdkPGblfIld4pZxYVs+3oO438fx9XSQzwzmf5cD4HN7ei6Bpz+fqySIpygf+g1KmZjV+3CKinErt0/9MFpJCUxcPEUOspdFP5tP/G9tSe3rmUlaJeF6u0nXt9wUt9bAAums/sqP+YgREsiBNZ4yfnVulOafdacNJ6OH8HAP7PJe7ELtCaW5qN1lhetwNuuyVyT2HDz4GeBmZHOnhvLiaY5TPh9D3rdu88UrVxujPHFtJyXScyv0AeDbQdCa/oxexP3rl0mg1k+eoos4j6Fv8kh9Y02Os/JpD9kYPVrsld3D9VRuy2aFqTgvOWrKm1nHCPqsO8Kk/znwP/UBnQkgpGSgsoLDSsbzQ3Qco4XIwbh8Q7j/i+CtX5HIt3AGCNDPGLMsYoL2X5rHq6wwbif1BArL2DPFV5SqyU4OZ2MpCT6L5nKYJqJt9PG1zRA5+Rk+nMUKg55P1ub6MVSCtRbFgG+aejHys2h7X2lALTO1viaDVL2OfjaE2W6xrlIqY9jDjj41u7G7uwGx8YqLMBuaUVHo4m/8wPXMaYnti5or3DhWOBr0ZgxiPmhe4Jm4m+7cLacnl/5ZwMzLY32D5YzmK4YzNB42xJf2Lk/PAlDEMbh294aPi87vjuNssciGC9vOL7/70phlo9n+01pJNdYZG6J4avtTiR1PMK14xfPpO5SN66wGv42NvgbNZmvNKDbO486hGwGArR8ZAoDIUXOygju9n46ZqSSvqETamoTE9OPgxnKpvYz44mmalxhhTkIvrbh9+9rjePf3EDfjDzcHVGaF/gJT4oz/o8xjFc3jKnPRwlQxJhiZqQTfs8EmucaJDUpCh6rp/XCPIy4JvjHlSNdPUGi67r5X+cR94PVC44H4t43ndfgbdOoA6l7Pd0OgVf3QDyO3dEJgDFlEtHsRO+LZ2sd8XG52D6L9ikebC94OjSxFEUkTePpVIRW9hEu89FTZBDc4+BvjCQSiUUiqJkVtM8KoBXE/Yr8v+0j3tD0tvNjDL+f/vdOoT8r8QWZtaoDmtsODYOJYazcHKpuK2HSbzrRpqLu/ekU/37vCfVYKcui6YZ59OVr4hlxknYnPr/NKOS83odasfGorzVTg+BJbDjntHccNsyhXG7s+RU4bpPucW56imDcQ23Q0Y3OyaB1biqDmQptQMnDDcT37Dv8IscZGJ3UwECp46qDVZBPzQ1FxIIOBcs0vr+PjaFUCVDEmHGwi1bZENztENjdz94P+olm2Ez4XeRtP7DE6Wd4vRipQZye3uHdy0phFReCkehVsTNSaJ6XgjYgGoTiJzpxNm4/6vsqlxujpIDW80O4+jWpT2+j9z3l9GeaZK3twtm8Yyj4MCeOY8/HQ8RSHIy4ovjJAeou9ZG+VZPy58MDWiMpia4PTafpIodxD8fx1HagDUXHghCRVAPbA9nrB7F6omBr2LJzVG0NYJWVYKcnH/V824wUImmHegOsAche04NyjvzRbvRHj9y78BZq7jR6i5OIBAwGshXp2+Psv1SRvMsk/7mO496c0vB6cWZOZO8H/WgTxv+2BXvHrrcUMmn7f/NIqYsTSzYIFx/qbTGjiV6OwSxwd0Huq4d6OIy9jcMDTcPEKi6g7fw8ogGFt8MhfUVDYtfvY6izVVqMnZFyoCEUzXNTiCclejbStxzYlHRLzWFZd81QNtGKAlrOSQxLZWyP4avvQ+3ejzMxsbFpx9QUBjIPTlCBpCaNGdWkPHz0H2PmxHE4AR8AkQwvZsTB6j0wH8/vYt9lXqzeRO8LgO2Bghf7Ua9teMd7Pd0kQBGjXt03z8XTDl0zY6S9YeFr17RNS6QsH/eHNpyafaPqS0K8Swe2bW+6JMRgxvAudSMOwd02/v2DGOurDp/foBRWSRGd83PpLjXQB0eUDHBcGl+TwtuV6LLpLjPQJvj3a7xdDik1Yajeg/L5qP7WJFJ2GeT9qRqnuwdlGmith65n+P0MXFhB3G+gDUV3qYFjge3VmFFF6f/sJt7YdKpbauiezYnjCE/NAAXdZSaedo23++i7SgXXN+M0HVoGrlKSCZ9fOjRJ863iXkX3eAPbo/G1KPIf2HrkZbqGyeDls6n9kEP5V6pxenpQLjeRS2YwmG4SLjZwh8HfZKMcSHmlBt2bCFqdaAwcOzFpNDeH7nn5dI8zMaKQ83oPauOOw/6+nQtmUX+xDxzIXRnB1R1Bbdt96PxgJBGkHhjSCU9JByCabNB6UZSKO5uJ1+1/x/Y1DvTCDONyMXBhOQMZFj2FiqRmPfRvCw3B1/bihHtQBbmEp2eiFYRLzMS5vTb9mQaDGQpPF6TuiuF9ZVsigeDsSfTle+jNM0ips1EaAhtb0fVNQ39X1V8rY9L/dKJ37UMFA/ScV5qYc9MRw3xhPVZuDjtuKiW01kEraPxADM8eL6nVDmZM4+mM43ppI8p9KOGikZVBLC99VP7AkwBFjC5K0XfVPByXwtsRp3O8m0gG+JoTk8m6KgK0T1Nkr3UIrqyTSY9nCeVyw/QJ9Bf66RpnoeKQ+2o3akftMaXkt8pKiGemYETiiVUmWg8dC4/z01uQCDR8bZrsl1pouSCbaDAxl0I5YEYgucEm+ZnNQ/MGzMkTaHxPFgBxP/ROiFHyN3A/c/LzUyiPBzMvZ+i5k+Kj4ZJ0vO2a1KpelKOP+Cv9za9v/8Q52F7IWtdL28xkHEuRuitK0sY64k3NR712279W4uo7cJ0tNWjbwSzIHTqvvW5qP5RFLEUz/he1w/Z4ejMrJ0S8KBttGrTM8WMfGPYzoonMtI4LrAFN5oZerMZOOs4vYCDTwPYlhgoP3QyJpezLumFj9XGvUnEumEX9hT48XaBsTej1Toz28LDPEisnxN7PjCMW0Hg6Dp9/ElozgKulB7u65pivayQloaeMw2zsOGobvS2lMKaX0z4rlYEshdUP2et6wdGYvZEj9nSZoWw6FpbRfKHN5HvbsGv2HKqP14uOx0f1Kh8JUMSoYqYG2XvjFLxtGl+HJvWVvTihdNpnBOnLU/haNNqEnGf3J7pgxdnHMFGzK2g8P4XwpDiTf9Z9TEn4rNwcIuV5h573xoay4ZoTx9E5J4umS+Jkvuoi+6VG7PpGdCQy9Mt+/9VF9BY5pG9RpG/pxdi0EyM1CECsNIea67x4G02y18fwv1FL/EDCOjWzgnjqEX6Jv4WrvT8xFPJWWmPl57HvkyW4zu3AeCoN5UD6ln7Uyk2JMsqAeVNon+Y/NCTwJp4uTX8uFDwfYTDDRXB1PcRiDE4poHOim0jqodc4bohOGGDcLzTqtQ2Yk8bTfFEWkXSFVoneLE/Hoa8CMwaZL+3Hbmg+rCdTzZ6C2dn3ttsLmIEAKsmHk5lGLCsJgNYZXhwL4slQ/I8ezLpDvT7adk58k0+lMDMzUW4XHRcW0bwA0rYqUvbHaZvmwh3W5D5Zh93YNKq/wI+VmjuNndf5Gf9wP8amGho+P5O+IgdzQGH1KYw4ZG6KYkaH97559rQd+pwdga9/CVDEqKE8HnA0PR8+h9ZzFCV/72fXNT6MqCKpWeFYkHfvmZ+cSBw7NWcq1f/qI2OlRfZft+H0DaDcLpTbTWRWGb35ia5s25344g3sPfRlE/cbdE4wCe52cPU71F4OhU+D7/HVR71e39XziSUZtC5wGP/HQdTrb+oWVwrldhM/dwrtFV6iidiF4C4Hd/ids/FE0kzCJYdveabsRA/DQLYm/5U4vhe20vWh6fSHDOJJBwppSK+yCbzRSLz28F/nVm4Ip6v76EtN37RaxirMY/tX8yj6h0PSq9WHVqi8eUXNmyYYGykpw3qxDL8f5bLovXgS/RkmPaXg6Uz8uEjb3oOxqx60c2ioyDAxpk9i3wdTCex2cA1oUja1YKcnY2zfe3o2rTwwLypSkon12hZ0PDYmJpEeD8Pvp3fRVBouUAR2Grj6DyxtNiBrRRuRvAC2e/i/v958ayjTtKdDk/NcE71Tskje2YW2DLRpojdWnbKEjKcsQPnFL37BL37xC/bu3QvAlClTuPPOO7nssssAGBwc5NZbb+Xhhx8mEomwaNEi7rvvPkKhQ2u6a2trueGGG3jhhRdITk5m8eLFLF26FMs69pxxEqCMfmZaGgPzxuFpH2T3NSm4wor0Kpv977cp+IdJYM3+d9clKs4KZmqQ9isqaLkwRunDmliKRUe5iRGHgqc7UI6DGogceSWGUhgzJhMPenBXN7ztUAckvozrvjSNvuI4gZ0W+U8dmLx5Cr/MlGVhTCyjvzSIuzPKniuSSK5T5P7xKPNBTvR6LjeR906nbZobIwYYYA5oQiu7wXGIB7y0zEk6NG/FYfhWsvrA48CxtOoYvhe3okoK6J6SRm/egUDnTa9xLPA3OgxkGKRXRXE/u/ak35dIMFOD8KbcKZGcFKJBi6RH334/JSs/j5ZLi4kGVSL53I4YvfkWsWSFOZgIXt48hHQynLIA5YknnsA0TSZMmIDWmt/97nfce++9vPHGG0yZMoUbbriBf/zjHzz44IMEg0FuvPFGDMPgtddeA8C2bWbOnElOTg733nsvjY2NfOpTn+Lzn/883/ve9475BiVAGf26rq/E1e/QPs3E16TJeaSamlsnkbFZ4+2I4172hqRMF+/InDSe2g9nJ1YDpWom/mTfKZujZKSk0PfeyUSCJr35atgkUyMGaTviaEPROclEG4lhkbTqON62KI3nJpFc7+AOH30yK4B/RzvOnjo6r51N6wKHlJ0myQ0OwX9ux+4On55f+IaJmexHpSTTeUER2gB3j4P/lWo4sPLH7u3D8CehDix9dfr70fF4omelr//I/3eVwkxJrHzRto3T13fyM7yKI3vzEuV3sfz5YNbg3osm0F1soa1E70pvoaL051U44V4wFM6cyZjrqtC28657pE7rEE96ejr33nsv11xzDVlZWTz00ENcc801AFRVVTF58mRWrFjBggULePrpp/nABz5AQ0PDUK/K/fffz+23305raytu97Ft+y4ByuhmhrKJTcjD6hpk/2XpWAMQTUksE+wtsZn8w6Yj//IVYpQyvF7scyaBBmPtdnQsOnSsr8BHb75Bak0cd+fbrzzrHuejP1cRDWiSmg4McR5MfifEu6TmTKXp3ABGTBMepwnuGD5nKbAvRtLWxuEvsu1E7+IRQgArJ0R0fC6YitYZPuJJoOKJz/D+vERCOVcPBGrjpKzah93ZBbZ9TMHoadmLx7ZtHnnkEfr6+qisrGTdunXEYjEWLlw4VKa8vJyioqKhAGXFihVMmzZt2JDPokWLuOGGG9i6dSuzZs16t9URo8jAzCLq3+Minuyh+Iko0YBJzG/SV+Aw4curkN9TYqxxBg/NTdFvOZYMBPz+Y0o7nvYqpEGiFyMjHbu1lTNrVoQYCXrtFvJ2paECyeQe4fzg+GwaP1A0/KCCWEoZWh167gpD6FeriTc1YxwYGg29lDhtJCVhZGWwe3Eh8SRNNBWsAZOG20pRcYXj0ox7ZOCkLm0+7gBl8+bNVFZWMjg4SHJyMo8++igVFRVs2LABt9tNamrqsPKhUIimpsSa76ampmHBycHzB88dTSQSIfKmNfNh2cV21DGSksA0UUV57H+PC1efYvw9VVR9p5zslQp3WJPUfJTEDEKMcce9J4pjn/iqFSHexO7shM7OI56z9tWRtfzw48rlxvD7aL2qAiMGSmvqbpuHv1FjDWpS1ydytjh9fTj9/Tj7+in6zn6U283ApTPwNfSR8dsqlGliTCxl17XpZBQveNukc8fjuAOUSZMmsWHDBrq7u/m///s/Fi9ezEsvvXRSKnM0S5cu5a677jql1xDvnpkaZMd9pTgdHtI2GeS/EgcHei+ahNVr0HyBTfbrJhmPbZVdiIUQYpTQsSh2V5TsZ/dhZ6fh+CyCf9iIOaEMneShrTKbwYwQSc3OoW1HDiQ59DYPUH2Dj+Cm+RgxTc7fdlHyzXdODXA8jjtAcbvdjB8/HoDZs2ezZs0afvKTn/Cxj32MaDRKV1fXsF6U5uZmcnISyYhycnJYvXr4cr/m5uahc0dzxx13cMsttww9D4fDFBYWHm/VxUliTigjPCOLhg/E8ezxEAs4JK8wyH+ynp1fyMNxu0jfFsEa0Iz/r13ogUGcvj4JToQQYhSK1zdAfcPQvHB7526MmRX05alEUsOoJrpoDr35Llx9Gm9nYqC+4CkTf10PvUVJbL+7iMlfs0/q3laHL9A/To7jEIlEmD17Ni6Xi+XLD/UjVVdXU1tbS2VlJQCVlZVs3ryZlpZDCXqWLVtGIBCgoqLiqNfweDwEAoFhDzEyDK+XqpuzcEyF7jcp+f56Ji7didWv2fa1bDztCtsN1osbMF9cj93WPia3BBdCiLOZ0dZN4b2rKfzJenytMYy4JuvlJgK7emmfkljQ4u6OY7b34P/rKgr+YbLj9om0f64SMyOxDUEieV4G6jjSiLzZcb3qjjvu4LLLLqOoqIienh4eeughXnzxRZ599lmCwSCf+9znuOWWW0hPTycQCPDlL3+ZyspKFixYAMCll15KRUUF119/PT/4wQ9oamriG9/4BkuWLMFzpP0RxKhhZmXhFGWjlSK43aRlnkPpYw6RC6ey5yoDHJsJ/xvD3LANZ2BQlhALIcQYdjBPlY7HMV9cD5DoBTdMBq+ch6+mjfjuvUOLHpIeXcX4pzzYCypo+EQ5Vr8mrXqAhsokjCjkvt5zIMvzsdfhuAKUlpYWPvWpT9HY2EgwGGT69Ok8++yzvO997wPgRz/6EYZhcPXVVw9L1HaQaZo8+eST3HDDDVRWVuL3+1m8eDHf/va3j6caYgT0nltK3WXgaTHJ2mAT3O3QOsNNPAky1miyV3Zgb6/BkcBECCHOXI5N2dJNkJl+2CkdiWC+tpl01wy8dd30/yyO+WQSeQ9uIfy+yXQurCQeG4R7Hz+mS0mqe/GOnItm0V7hpXOGzeSv1zA4q5Q9HzUov7Xq9KSsFkIIMTYoRdO/VRJNg7IH6ti9uBB3OJF92F/VQtyJ8Nze/z6mPCgnPAdFnNkMr5fGSh8D2YryW7cm9iZxwFvvkuBECCHEcFqT87NVuDthx5cK8Ndrcl7vobvURfMlebRcdKRMLUf2rhO1iTNf3TfPxfZqgjs1af+7mvDVc+iYYhLYrSlY3j/S1RNCCDEKWAX5DJTn4OqNYe7cj9PbR85PXsfw+9n9H9PJ/N12slcnZqvEdezY3/dUVViMXWYggNPfj9UHea9EcDeG2fsf8xnMcij/5pZDO6EKIYQ46+lwD+3TiokleTDPL0dpyH+2A2XblP2li7ZPzcXb6ZC8sxvDjsC2Y3tfCVDEcIZJxxUVdE1IjP6ZL71B4w2V+Fo1JffvlOBECCHEMHY4TM6PXj90YN40Omek0jXRwNsOeU83EQsF6JyZih0ZlABFvDvxi2fSPl2Rul2T/uBKUAYo6MtTJzUBjxBCiDPU6s0EV0PwwFM9vZzG85Nw9YC/+thXekqAIhKUwr5oFnuvcFH210H2v9eH62PzaZ+mUHEo+1m1ZIIVQghx3JxNVeRvSuTT6p+UdcyvkwDlbGaYdH9iLhnP7WH7HaV4Og1KnohQ80mL7Fc1kYBi3I92YLd3YI+91ehCCCFGEbu1FbOl4ZjLS4ByFjMnlDKQabDtu4WU/SmGu32Aqi8mM/E3A0SyvCS9XpPYIVMIIYQ4zSRAORsZJs1L5tNT5hBa5WBGXHira9l/dTFpGzR7P5RM8VMDEpwIIYQYMRKgnIX0/Kn0FWomfHU9RrKf7d8fz0BWMbmvRwAIvdqHs6VqhGsphBDibCYBylmi/6r5tE0zsQYADeMe6cHwean67kRyXlSkPrYBpz+RfM0Z2aoKIYQQkur+TKVcbgyvd+jh6rWJjBuk6JF6XD2ahgtSqLp7MnkvQOChlUPBiRBCCDEaSA/KGcKcNJ6GS7PRFhgRiCcxLPx0TJj8nw0wMIi7VxPcG6fg6S7s7TtHrM5CCCHE0UiAcoYYLAwS3BuneY7FuN/WYdc3ouPxofwmzfO87PtoHgD9BTZlf7UlOBFCCDFqSYAyhpkZ6ez7QjneDo3tUfTla0r/3o/u7MZI9icKeTzUXuTF16zJfaYee38D2tHgSNo1IYQQo5cEKGOUmRqEnCwcD8SSFe4uTVKTonluEsydOlRO2VD8VA9mW5j43toRrLEQQghx7CRAGaPqPz2FSBq4w1Dw9yaiBakMZLpIfWUv8abmYWU1EB+ZagohhBDvigQoY5TjAmsABkKa6i9l4wobFC7rx+nqHumqCSGEECdMApQxRp87g64JSRS+fy/7nygh/8U4ytZ4X9mG098vOUyEEEKcESRAGeXUrCns+liAeNDG12ARrHFI295L9K4cvMWazgkukhts3JLHRAghxBlEErWNYobfT+e0AOP/1IWyFcU/3EjgTyth9Was7gjhMoU2IfDExpGuqhBCCHFSSQ/KKGGVFjMwIQscjXdvB/auvRihLMKlitY5AUr/FsdISabtY9OJpCp6ix3KHhvEfGG9DOsIIYQ440iAMgp0faoSNPTnKrI2RGm9IIf+j+Ti7gYjCmlbDfZcaRGYMo6859uxt+1IvFDrka24EEIIcYpIgDJCjKQkjOxMiMVRjqb5XIeJ/zsIKzeRDqQrxb7/rMQchLhXUX7XTuz2DiS9mhBCiLOBBCgjZUIxHVOCtMyFzPWKirv3E29oxH7POURSXXg6Y4TWxKl7n0H2GrDbO0a6xkIIIcRpIwHKCFExm9bZEKgxyFy2i8GKAho/XcJAWZT01QZmxMQctJn02x6cjdtHurpCCCHEaSUBymk2+MF5tJxjMZgbZ+Jv+4hkeel4IBl+76L0wb0AOOEenJ6exJ9HsK5CCCHESJEA5TQauHIedf8Ck79ehQoG2Pbv2STVWZR8MUp830pJRy+EEEIcIAHKKaYsC7Mgj56ZOdQtgsl37MTu7KTnfRMZ95co5ourJTARQggh3kIClFOs8xNz6ctVDOQ6TP7mTpTXQ+9HF9A+RZH2Yr0EJ0IIIcQRSCbZU8RIScHKzaGnSGHEIXOdgrQg2/+jGGVrxt+/77Bdh4UQQgiRcEIByj333INSiptvvnno2ODgIEuWLCEjI4Pk5GSuvvpqmpuHfxHX1tZy+eWXk5SURHZ2Nrfddhvx+NjvS7Dy82DeNAaunEfDZ6fR8OEyzCikb4uRsaKJ7V/JJHulwv/XVcTrG0a6ukIIIcSo9a6HeNasWcMvf/lLpk+fPuz4V77yFf7xj3/wyCOPEAwGufHGG7nqqqt47bXXALBtm8svv5ycnBxef/11Ghsb+dSnPoXL5eJ73/veid3NCLIvPoedV7vwNpsULO/D9/d14NiYkydALE7VN9KZ8KsI6nXZN0cIIYR4J++qB6W3t5frrruOX//616SlpQ0d7+7u5je/+Q0//OEPee9738vs2bN54IEHeP3111m5ciUA//znP9m2bRt/+MMfmDlzJpdddhnf+c53+PnPf040Gj05dzUC3Ps7mfTrbrI2xlErNoJj41wwi+23pNJ+bg7j/seW4EQIIYQ4Ru8qQFmyZAmXX345CxcuHHZ83bp1xGKxYcfLy8spKipixYoVAKxYsYJp06YRCoWGyixatIhwOMzWrVuPeL1IJEI4HB72GC2Uy83gB+ahBiLs/kgayev3A6DPm0nD+T5SqlxkPLYV49UNI1tRIYQQYgw57iGehx9+mPXr17NmzZrDzjU1NeF2u0lNTR12PBQK0dTUNFTmzcHJwfMHzx3J0qVLueuuu463qqdc5+JKOqZpUrcrar+bS/6TDnZLG/W3n0t/noO3FWIp4PT3j3RVhRBCiDHluHpQ6urquOmmm/jjH/+I1+s9VXU6zB133EF3d/fQo66u7rRd+2jMQADbCxO+sYHAviiZL7vx/3UVOh5D2ZC9GrLXxSi+ey36DJgALIQQQpxOxxWgrFu3jpaWFs455xwsy8KyLF566SV++tOfYlkWoVCIaDRKV1fXsNc1NzeTk5MDQE5OzmGreg4+P1jmrTweD4FAYNhjpNnhMJm/Xo3y+djzCUXWqnbs95yD4fOR/0I3be+P4K9qQcfG7rwaIYQQYqQc1xDPJZdcwubNm4cd+8xnPkN5eTm33347hYWFuFwuli9fztVXXw1AdXU1tbW1VFZWAlBZWcndd99NS0sL2dnZACxbtoxAIEBFRcUx1UNrDUCcGOjjuYOTzI6x66bpZD0dZ8dH/Pj3a3wpE+ioMCn7djuDu2tGsHJCCCHE6BInBhz6Hn9b+gRddNFF+qabbhp6/sUvflEXFRXp559/Xq9du1ZXVlbqysrKofPxeFxPnTpVX3rppXrDhg36mWee0VlZWfqOO+445mvu2rVLkwhN5CEPechDHvKQxxh71NXVveN3/UlPdf+jH/0IwzC4+uqriUQiLFq0iPvuu2/ovGmaPPnkk9xwww1UVlbi9/tZvHgx3/72t4/5Gunp6UAi4VswGDzZt3DWCYfDFBYWUldXNyqGz8YyacuTS9rz5JG2PHmkLd89rTU9PT3k5eW9Y1ml9bH0s4wu4XCYYDBId3e3/OM4CaQ9Tx5py5NL2vPkkbY8eaQtTw/Zi0cIIYQQo44EKEIIIYQYdcZkgOLxePjWt76Fx+MZ6aqcEaQ9Tx5py5NL2vPkkbY8eaQtT48xOQdFCCGEEGe2MdmDIoQQQogzmwQoQgghhBh1JEARQgghxKgjAYoQQgghRp0xGaD8/Oc/p6SkBK/Xy/z581m9evVIV2nUWbp0KXPnziUlJYXs7GyuvPJKqqurh5UZHBxkyZIlZGRkkJyczNVXX33YRo61tbVcfvnlJCUlkZ2dzW233Ub8LN+d+Z577kEpxc033zx0TNry2NXX1/PJT36SjIwMfD4f06ZNY+3atUPntdbceeed5Obm4vP5WLhwITt37hz2Hh0dHVx33XUEAgFSU1P53Oc+R29v7+m+lRFn2zbf/OY3KS0txefzMW7cOL7zne8M2+dE2vPIXn75ZT74wQ+Sl5eHUorHHnts2PmT1W6bNm3iggsuwOv1UlhYyA9+8INTfWtnjmPeAGeUePjhh7Xb7da//e1v9datW/XnP/95nZqaqpubm0e6aqPKokWL9AMPPKC3bNmiN2zYoN///vfroqIi3dvbO1Tmi1/8oi4sLNTLly/Xa9eu1QsWLNDnnnvu0PmD+yYtXLhQv/HGG/qpp57SmZmZx7Vv0plm9erVuqSkRE+fPv2wPaikLd9ZR0eHLi4u1p/+9Kf1qlWr9O7du/Wzzz6ra2pqhsrcc889OhgM6scee0xv3LhRX3HFFbq0tFQPDAwMlfmXf/kXPWPGDL1y5Ur9yiuv6PHjx+uPf/zjI3FLI+ruu+/WGRkZ+sknn9R79uzRjzzyiE5OTtY/+clPhspIex7ZU089pb/+9a/rv/3tbxrQjz766LDzJ6Pduru7dSgU0tddd53esmWL/tOf/qR9Pp/+5S9/ebpuc0wbcwHKvHnz9JIlS4ae27at8/Ly9NKlS0ewVqNfS0uLBvRLL72ktda6q6tLu1wu/cgjjwyV2b59uwb0ihUrtNaJ/8CGYeimpqahMr/4xS90IBDQkUjk9N7AKNDT06MnTJigly1bNmyTTGnLY3f77bfr888//6jnHcfROTk5+t577x061tXVpT0ej/7Tn/6ktdZ627ZtGtBr1qwZKvP0009rpZSur68/dZUfhS6//HL92c9+dtixq666Sl933XVaa2nPY/XWAOVktdt9992n09LShv0fv/322/WkSZNO8R2dGcbUEE80GmXdunUsXLhw6JhhGCxcuJAVK1aMYM1Gv+7ubuDQRovr1q0jFosNa8vy8nKKioqG2nLFihVMmzaNUCg0VGbRokWEw2G2bt16Gms/OixZsoTLL798WJuBtOXx+Pvf/86cOXP4yEc+QnZ2NrNmzeLXv/710Pk9e/bQ1NQ0rC2DwSDz588f1papqanMmTNnqMzChQsxDINVq1advpsZBc4991yWL1/Ojh07ANi4cSOvvvoql112GSDt+W6drHZbsWIFF154IW63e6jMokWLqK6uprOz8zTdzdh10nczPpXa2tqwbXvYhzxAKBSiqqpqhGo1+jmOw80338x5553H1KlTAWhqasLtdpOamjqsbCgUoqmpaajMkdr64LmzycMPP8z69etZs2bNYeekLY/d7t27+cUvfsEtt9zCf/zHf7BmzRr+7d/+DbfbzeLFi4fa4kht9ea2zM7OHnbesizS09PPqrYE+NrXvkY4HKa8vBzTNLFtm7vvvpvrrrsOQNrzXTpZ7dbU1ERpaelh73HwXFpa2imp/5liTAUo4t1ZsmQJW7Zs4dVXXx3pqoxJdXV13HTTTSxbtgyv1zvS1RnTHMdhzpw5fO973wNg1qxZbNmyhfvvv5/FixePcO3Gnr/85S/88Y9/5KGHHmLKlCls2LCBm2++mby8PGlPMeaNqSGezMxMTNM8bHVEc3MzOTk5I1Sr0e3GG2/kySef5IUXXqCgoGDoeE5ODtFolK6urmHl39yWOTk5R2zrg+fOFuvWraOlpYVzzjkHy7KwLIuXXnqJn/70p1iWRSgUkrY8Rrm5uVRUVAw7NnnyZGpra4FDbfF2/8dzcnJoaWkZdj4ej9PR0XFWtSXAbbfdxte+9jWuvfZapk2bxvXXX89XvvIVli5dCkh7vlsnq93k//2JGVMBitvtZvbs2SxfvnzomOM4LF++nMrKyhGs2eijtebGG2/k0Ucf5fnnnz+sm3H27Nm4XK5hbVldXU1tbe1QW1ZWVrJ58+Zh/wmXLVtGIBA47EvmTHbJJZewefNmNmzYMPSYM2cO11133dCfpS2PzXnnnXfYcvcdO3ZQXFwMQGlpKTk5OcPaMhwOs2rVqmFt2dXVxbp164bKPP/88ziOw/z580/DXYwe/f39GMbwj3HTNHEcB5D2fLdOVrtVVlby8ssvE4vFhsosW7aMSZMmyfDOsRjpWbrH6+GHH9Yej0c/+OCDetu2bfoLX/iCTk1NHbY6Qmh9ww036GAwqF988UXd2Ng49Ojv7x8q88UvflEXFRXp559/Xq9du1ZXVlbqysrKofMHl8ZeeumlesOGDfqZZ57RWVlZZ93S2CN58yoeraUtj9Xq1au1ZVn67rvv1jt37tR//OMfdVJSkv7DH/4wVOaee+7Rqamp+vHHH9ebNm3SH/rQh464vHPWrFl61apV+tVXX9UTJkw445fFHsnixYt1fn7+0DLjv/3tbzozM1N/9atfHSoj7XlkPT09+o033tBvvPGGBvQPf/hD/cYbb+h9+/ZprU9Ou3V1delQKKSvv/56vWXLFv3www/rpKQkWWZ8jMZcgKK11j/72c90UVGRdrvdet68eXrlypUjXaVRBzji44EHHhgqMzAwoL/0pS/ptLQ0nZSUpD/84Q/rxsbGYe+zd+9efdlll2mfz6czMzP1rbfeqmOx2Gm+m9HnrQGKtOWxe+KJJ/TUqVO1x+PR5eXl+le/+tWw847j6G9+85s6FAppj8ejL7nkEl1dXT2sTHt7u/74xz+uk5OTdSAQ0J/5zGd0T0/P6byNUSEcDuubbrpJFxUVaa/Xq8vKyvTXv/71YctapT2P7IUXXjjiZ+TixYu11iev3TZu3KjPP/987fF4dH5+vr7nnntO1y2OeUrrN6UcFEIIIYQYBcbUHBQhhBBCnB0kQBFCCCHEqCMBihBCCCFGHQlQhBBCCDHqSIAihBBCiFFHAhQhhBBCjDoSoAghhBBi1JEARQghhBCjjgQoQgghhBh1JEARQgghxKgjAYoQQgghRh0JUIQQQggx6vz/0RopdhW+xBMAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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SS18gAkJAFEWj73sTyuo7pfW9/OUvxwc/+AHcdNMJBjROqNe0ZQqCH8uqb95CY4pWKq06fu6Q1tedASIV+G6utM6+70FEtqaapuH1g6wkma+UtFOtVAooomz9NG1rzrdd11mot1rFWqlbt/PMMlUBfv2cdOocgI1gh+yHzp3DnXfcCRChDQFR6TRMRHs5MO7Xuu+PnyNSulcZkkolp+b5eu9Tn/a0Yp1oXdo/jSCLMWIYBvzd/+1/Q9/3+Hwqh6DmD7gcO3YML3jBC2xbSLePZrMZbr/99skwTxNSwJoWpNeN6ZkmJgAHKMGKI1a9f0p030ig++tq3gSyb4a+R//FGNa2JfzzU++qLQG1wPJ/bwSCfF1ek9br3nxt9TmBqg6M9SjUFgplaIUviHOU9eNdtz15Yahj57RREnBDskVlFgonPLS+cRjQdJ3d4xmf1QcU2xCj90twmmAtVFRYeqGsQkHbUgjrCVB0ozGUH8obXF0pRgYQ5Kw0KJmyWauc5QtunHRc15xZlS6k78WYgg/Gq4X6VL9q2qvn3ropfS3oWkET/2L9gKOJtXHS8dV+OiBn2yx6nwIAELrZjPOsCMDxW5/69znP+WIZr7RmqdQWGhh07/NtzSDGulT8DlkzCbB1UxcPFOv1nbcGsx+O933xwMq2PwXAWai1ABL/PIi39BTYavtqJUgtTMGBfABrypW2qR9GtDqecm+/WmG5f2D3RvdM3X8/dkajnpY8LwVQUU0xb55/KFir+RJQ+gDa70RoUuKIRLCj8ne8/vUWTbW/v4/d3V3s7e1iebDEwfIA+3schaXWnb7vOVpL8gB5x/DPVTkENX/A5dSpU/hLf+kvAag0GsewlHFbISoATNZssrBKwkAIanHwj5cCoQhrlfq9AABgmon/zS9uHyJdMH3HtFXLGcdoz/C1Cd8KeZcKEj8+/v31tWKvG5npFX0D1jSpKX+bIkIHpbXjsUCeZ7SjgBB9nzG5ifst8qNpMPQ9QtMUfie22B2A9XPvmU7TtjZn3nSvGpivTzVZY4CuHq0jprQ2rv7dGk7q58hbRKiiHwsbB9b7Age+K/CwRgNuDD3j9/NeM/YCQLvnE8ptu0bXibOiRTc2/p0EtkrVxdOnClQPBuMEbRlISR5YsdXG22umwLnfPvDWUgiNJ7CVYjafYbVcmXAKTQMCMMaY+zrh11JvZ6SUzApCJNspQvd+3XhaWtsylfdPWTem1rPW4dcU+4hFs/qaYK94UtMwaFX/KH2HKSKUo/h0PFpnyVKrl3cArp3+k/td2+4VucZtxfOYsk/RfL7g52Qcfdv9X1+s3epDROtRlYnIHMV9XRY27/icB05+3G7I77R/MqdPf/rTizXCzxkhO5+/EeMwCsjjSKvdvT30fY/9gwx+9vb38bafe+v0uz/Dcghq/oALL7R17cQTpmlgFYJes7h4hp9QAJ9KSSq031ARu68XQOEcqPf467lKZ31RxuyKOjXzfaKRxLSmgGoHtC1T76sXXjEOj/E55YeMKdvYOSGh4+afn2IK9WIvAJ0U7yzo+zHFPEBkJnP/rG73FNEUWpcwLrXKaH/qyCNPM1PMKsWIbjZj871sp1BVjxdSteZYF6M5129jnp6+p/ojfajn0CJOdH7cWKuVIJQVrrVLx7X2A/HgwoS53O8tgLX27K02UzSq9ywWC8scW4Ai1ybrs17nGta3qKbAnbzP5xkqfDPczAzDiGEc2KdKQGkj7xtiROd4kgdPnk6L+XDzWGzluTFMKJ3ZYwUu8pSVllcPdqaiBvXaGCMCSCKHRqz6ngMaiJBSaQFQOtNSO+7bdq8bc35HQhvKKM+kMht5vSow0jYbDwUyYAwBQe7p+wHzxbxUUl3fah5OVG5Te6f/2lKs60XnolZQCkUVWKOtGxV9VyBy7gTEfXL38BpjQB4EaBNapJbHaEPuvcna4PzViD5rUPP4Too6LJ918cja/wNKTbVmkMC0WTFXbC8wE2mttdRCxd7vvuui9IRet7MW+qahpZxufKqvABXOzWX/sglYn/XX6zZZ/a499XgBMGuC36f2mp0xYtVqdewrYaVaL/nxTeUetWcuvg/KZLyzYe1Yq/fpb3D3+/4Mw5A1w6bB6Hx6vID2c2Nj4badAGbswzDYuwtLRCWAtX/++lRfvcXF3j0B6uqx8Yx2jclWtOj7AKAIrS6erWjWtgcUAHiztxMERkMVzdVm8jqst+6jtrEA/q6sZXdOCvhJSIHKPmi33Gcgj50JqGqtz+czhMDRTpoTRoUtwFuJFpnoAFFNAwAsCs8XXfc1j/D1AGltfescFAqW53c3+MsAgTghYQjohyHzrcCJAkHr9KvP+0jS+p3aFrWuELH/i7UhEBAksk/Wg/oSaV193+d610AZ39+1DWaSZ8b4p1iHdCxtPQPgoIz1carb7nlXfV9ugQ0Kb0lPbDPWc6jrWe81EKX3ufeYT1og1/4c+abUrHyfSZZ9onxE3xMth5aaz0GZzWY4evQoh0NLorciXFrOFOq6DmfPnp20atTM48aFce/agne43ohdCNxrAzUgMUZbCRy9R03ohablBHJd2qbB4Bjf6KwQ1oMJYesXXg1obrSIVWvQUVkbz+QcJ6s6AZi/xlrfXRsKAaHXtO9uDkwTTHk/vphj+d070CpTtegSJ3A9wNR2qwWnmCM3htpe7VsNDupQUxX0fjw11HUKHPmtjwIgunktBHc1dwXQ0fGs5twLO6MbpeMKmOo/00Sl394npQC5KUfmpZQsLL1og28TSouNp9lCG/drSt7j+12AH70OjarStauElevXn5xJqZjPWqAYnTqARkRYrlYFvdXrTd+ngnXNklzxDri6/dxPCVnbmkBJb+YwL+8axtHCw/0c931vaQyMFmVbjtvC1oBREt4ZGARhHPk3H0lY03JBmzHatliKEV3bYtWvMIwDiMQHKY42DRZ1hZw7R8cyIUenFYCWYFucoQnFlqQHXcWWjliBdvf2cGRrqwS64jtZj7/NUrWGDfwBhX/RGrCrgErBByrZ4wjFrFc2/8rvkOtuRBkzJVFBXbXGnmg5BDWfg/LcL/5ifPNf+2sWUtfKQm3btgQVqTSjF9NHBBWZhYZbo+0bIdmamPUdnqljDUutlVq4eEZWa1F12KVn9PpM7ZxZa7TrC6N8943uUS3D2gVMJvGaEsb2DqCIoqif0zGswQlQasokDFG1Nf2uWolqv7rAVSvWLaba3G4RF+L34C0EdZSXRoZEp91puz3TmJrDNUaYUqGp1z4MHhwUOUa0fjdmOp6NMHg/VrYO3Lhq3/07vXCrQ/19yoCibtd/XzeQBWvh3O7aVDPumsEqKJzanrXQbqWris5dYwqmLj9Kc0mxmPxGBs7YnA/zifD9rcFG+bpMUx5Q23zpeFIGtjXPmMo/NPW+WiiV95WWm6ZpLGrGz623TnrgWfumWXJIAU5t1xVWpEAB1AQ0oTG6ZD+WuZ2/5J3KSepR/yIQ+720bSdgRSKmliMISfyt8pbmKMqGD8tOMp6haSRSDgKKCLPFHE3X6oCUc+3mjYjD0CkE9KsV0taWbRPLazhppIxlBn5YAwq6vm2MKqucf29KKacBqOZzDQC5wjwo8/58IfMbBYI69nGMPF8yv2duuw3LgwNcuHChJrHPqBxuP30Oyt7eHrY2N7G5uckHa85mmSnDOW5SGaa5hnPTDYQ9ZROnXZtiYhOM1BgfVLNdBwlTQs4TvjIZHyXhF50XLsoAi7B0qhxzlajd+2+0UOpF5Oss+ufGpL7XnNVuUI9qlL6uAojpPwfUtIU2VpWQsxBLytsefkxUQ623MGpBO8pevwp8vw03Op+Muo31GGqfbgQiiag4qsLf75mhPj8FJvTsIaRUHBxYt8lbwmpAUc+pH9sCOKHcgpp6z1Qf6/4rEJli2PW9CnTq0Pa6Db4eTydaCp8SE2T8L4S8XrMGlApNV8Gyzjv06YoG6+IthDrXZrUBzHpUrwOLdHJWlhp0etr27/dr21uKxgqEa/i0jZHzwwHyGvTt8nPO60TpCew/FBrEmA+UJMrh35po1BSSxM72Ora65gic2ykltvI1ak311ghZH57XmDKiY5gSEuVUCgzIpO9tBjf1GtPvTQiYzWeZ/vWvWFeD3IOUQfka/aqFpvK9s37UFnM3j0VCSd2ql2c2NzehiMTPSa10eFDjfhSnY57hEALu+e7/C/7Wd92DJ1oOQc3noCyXS1vUapJs27bYf6wFSwYbJboFSmbqBdWNGJYXFlYnqnsrWTaFsLX+2n/Fa8+1NlUDksHMwKXpnXlzMk3Vhxd6MHYjwCU3ZBBS+XfUwsgzBA8ovNAp6q9+v5Fg9GAuVe3W831QtbEOC9UxXczna+BRrxXAcaI9mhFW3187PtZzUwtg325tq5/XNZ8nE77M5BW0ecA4xcySG9t6HO291fN+ruu5BVEhwNfW0wRoqX9bY+pEJnyIKPvCVD403n/J110zaiK3Vab3uXmr+wGsr0VF/ST/s3p1LjDNJ4yeXBtr3yzr4wQYsfGpxk8BTz2ek9ZNlPzEz7UlZXRt9jylWJdUWtW4zjyeScZxtLEXfxqVainJb/mMLLVYDeqHIz5+BsadQPcRUIDzzyMGhW3T2vqOMWLvYN/aO8h2sgJhi0wUC1OMCW2bjwzxeXR0Pft+xxgRR2/5oLX8TvVan+Snbq5tjTpeWa/jNfrQOXL37O7uFsLHz6PnUfp7nZiz5sV6btoTLYeg5nNQ9vb2GBl7wkI2F8Mtdl2IWrJQXa+3FlJrjBjrjCS/I/9Wa5P+hb8fYPJ11AtfmYNn7J5QzSGVCBz1VL6jWDwTY1IIWLdgA9EaSNH79L1TTNX/5n83QOosTyY481AaYNHPdTv61YoBG5URCV7oewavFgtts46njq137K3b7esFyvT/U32qx3VtXl1JKRnTL2hKis8voUxdnUCVBoL3y3CCWF5QfFfa8ab7KWZnj1dtrceYUI7N2vVqPdXROIUfVlUHEWv73idjbUxdH6yP3lI58YwOk9c+CJS/ar0TQmqNB9T0PgEu9F71V1H/NAMpOgdxPY+Id7YG1o/S8GVq3cHRXbbIZH8U349RwIHCoDhGgJC34MRhWMeHiB2Hm7axfocQ7H6Nvur7HnEcsVqtijHSNheWVXnOh6HHGM0hWH1pDvYP7DTzrutsa5gbUQLwIOAopWhbUlIxb9k6sMh8iDBru5xXBiW/8vPvt9SL31MqnNP9fNR8rgbqBsxTVkzz8yWPRbHU1dIz7S9TvmPt8hMqX7A+NVOanv7z0Tn+jCX9rlaYEAJmsxmOHTsGANlaDCBG/hZCKTg0bXcxfzeYzRqQmNZXMUNldip019D5GmAoLQz+HbrN4RmfLYhKg6stNz6dekqp9KeghBAaq9trJF4Yad3l8DghkFIxdnX7fBh0rZl6kOQX4ZSGUwuPQGQHLhIRJ7urk2+5Pug4dl1XnNqrf7WdtYDzZzt5H6VivlPeM7f2A5N+LrXG5t/nQejU9Xp8fNirXXPzoM7OquXamKIMO57qjwoMncMacBV/qzFb0zIrAVXTvxdM3mLoD16Vm/OZOm5s1B9E2+kZs183U8qEguGk3SAHXmRpFo7D8mNetWXxPGcKnGrfLGeMW6NEcgaTr8sBAaTEiegmhKP/Xo9zPW9+ffpINX1PwjoN6jyapSME3lJqGgyyHWZzJdYBBhck204MgsziIXmZdFumkcCN4KxyXhnwxfM447NJElCKEtK1LY4fP86ZiFvKB4oCud8ORHNmYvYlGdMICoQU85rS+U4xIgroWCwWPE4T4NzTfx0QoNFta2sBpVW4Vtr8XNqcyz3eIo+kzs2i6MjWKfclX6/ppva39O+rf3885UkPav78n//z2NzcLDL4hhAsKqlVkNI0aGSvuQY1HnEX2jxRwQSZB4kJFIRAZQI1Ax+VybZmFL7U9zneVzI0oDgNeUoDz79r3evvmjJV122bItCUUuFvA4iQ1b3utM68puqxdmJdwOrvXrD5xetBXQE2nE+LF/TFe1Mq8jkEl2odKhgcw2skykuTUGnfZ5r3xY2J1hEdKNL2eguFX+QKihQYmobt5niqX3U9ChKmhK0CPG9irwGuzUMqTfi+rtq5lBOyccSDPgsqGVXhrOvAZl1qAemtW1O0qePgnZs90PaM3+YWKA5/NJpApsNiLVHeYgY4+lGdT/UZLzBsXEUolpiFCsBCCmREWBD5a27hKrB1a8HGy91fz6t35CfKFlJ7B2AHiCr9FevSAW4ta/10Y0BElrzOZ+DVCKYQAsakmYCTJRPU8WVHWwX3+WiCWPU5Ky0wumsarzARErntuYYjmQCOvPL054GqB/8K9HxOKc/DWrHSElHBS5rARyAkGW9CkrBzbn8gfm8/Dpi1HZoQMOqaU5pxY+3B1xSYrC1rtVKltOjXknfSv1GW5ykQYjwgef6SAVkdsXgjNwsUVKOfn1h50oOaV77yldjY2LDvU9qEXcM6A0mOefjPcIvbEwXXW/pcePTtnynawjeutUc1g5qpCrddT2o2df9a0b3pchxqPxVtmxYfUlxv/+R7AsbRnVQbswbA2lOpEa71O6VCq5kCNkU/3b0A+z3U4IUEaE4tSn2HAkbrT/1eIovWqYGf1IJRUtD7LTnrwwTjr/unDMnTR9IxofUtN723ZsD+vhBcLpqJfk8VT+v1/Z6pepDt3zcFHOt3jSZIGtHm8tqqrXg2R9q+CYau7fbvK8bxBiBIBa9/zxg5nNc/o581Ys0LCQ8KLTssym2smq8wr0lQSGNtT6KuOOFcTcK6Jcp/1r6ipC19h655oKLjin9Mjlf1nB9342+uLnuPnMhdPCcP8G88p6u+x6zNR30AfHacDp4PVPA0mpAFMfMEPnSXM3QDvR4xohYx4Uvadq8krPXLrbOU2DqkJ3h7pcA/4+/nbT3OnxNEqAcIzcRkBxGnlJjmUPr1oAJI+rdtW9s688CkpgO/HkOTnZPtXDDXZptmp2hYlvQaFFVjVJqXSppXOlf7sge8a7IqKZ09cUvNk96nxhZtJYT0d/8P7jNbVfzzkGRCWgGKib7RpMMmNxnDAJzw1Pc6LWFK8BbtTEkfg1Rm9xkh3UBguRqLBaHv8H/rd1sWSUhOk7HcBwfWPeh1kfp+r2mv5cvW3qv31mOTGdv0NkWx+FAJH2Empl27MbBTjqsx0NpaycrKTEiteQ3atkFKsRB6qm1yPgkeh7brTPCpw229ZWZtn5hHDyp0HohoLeJIxyuEsCaIa8BRCHBgMieMFhUg2mYT4p7Bm4zktZME/fBcBY400a0HniBLmpaEDgqhO0Gbvq8FiJpgujUtTTFm/56Y+DyeMbIjszqjqnWmddq639qM1bu89k/aNgEduSvOHANtg/KcULQL7jb9o2NcXq/Gi/I7kgCnENZ99Xx22HqMlD8W4FrXnht7olKAIeS1s+Z/Q9l/rG3aDP7EShhCQBxzJJS2d6zWZ91WCoShX2GMvE51LGddB6K8zRsaAedBgEe1Na2CveBD7r110ABIjqBwwFyBFAFAFFwq79M1TNDkc+tHrOh7DfxUkWLWLpmbtsvJFLOckfuwzkdN6aHsS6jPriWQ9PTgfs8qkL7L7Qgg0yfRuv9knjt5Vp5/ouULAtQAKFCpFmOGfKH4S8JY+DMKTcZxbFvsXiitC1ThZW4vP/9eMQ54Qpkuydpe8bIKpHk+qJrJjcZoCgQVzK7SmhUUASgsAZrOW+vtZh3YcjX9Lv/W9XasO5eVbXCAq/L30Tb7BeSdZvU+qq7rQl5vVz6Rt+97BAoY+t689C0aSECN0lCvVhtwG2ezWQ5pV1pDua2pddXCV9vSNJx7wzNUPXOqBi4etHkmWYNAAzMCjgpwegPQ28iWrd/m8QfkebAQKAgzb1iGJ+e0KGtNLZwmAPw8y301GJsEaq7vUxaH2lLqLV1I+Vyb3HayHFRd11nbvWZfKwY1naqwp8D/tFeFoHCbycbXUyrHxC7Ie1AWL2QKsAaIH4+cE+ZAWaF0oFSgTGCt6R7uB8r/YmI/nEKQgXI/fB0hA38/D1FAV0r5sElv9VKfFA+y/Pz6bcAYI5+K3bZAVAd4Ee6Brco6xymhyPeiyob3vTJlqOI/evxElsm6XZvpk9sl4xCTm0XOX+PBx9RY6xoex9FO5vb3KDicyu6s/9P5Ckp7Su/u/qljLPTvmmVF6lM/GqXpLENVcSWlhDUlQ4vHNp9NedKDGuDGk6GA5EZnkdg9yESVNRLYbwUDVk2MgJRyllfV1AohUhNH1YY1AFAIgbUH1n4qGJRbXOVz0++bYhbqX8SaSxawWWBWliiH32NMhTZqC8U1xQtgXqQZ7asgrAu3URTRCiAaYHVazJpG5xbsFDPIVoBSmHOk0iiHBHLb9w8O0ISmMJFr83XbwkJJtS3JnXQspQbIvr06PqCsMZvzcqWdrfXDfa5N5srgDBC67wqite46n4gJUaExZeTK4ZOfete2zPDLNigoqWmytsjUY+NBngeJU8CmGFOlN29mR1Y6DOimhOVyaZEwU6BT26mMXaPC+J8NwXqhzEuousGrAMWGHykPy7zMQAhEOBHcKiSEJiDGUax6oRDWdcRN5mfA1avXSp8Tm6ei42bN1mdvCKzdelVH2jzn66AwAWa9YX7mtqAcrfs1YbmiokQokVje5J+1gWA5aFpJiOfXugEJB37V/1JBEFJOlumVFKQyvJ6I2JeHWPiqZc8c6Z01eQ1wJheViPWoSAPrWA/FNoCP0rpNRHZ8gTxgz61JlFrWufsKoJIg70Gm1ccqTgYZbRxaam5caqJXgQC4/CsT4GESAPm/umcqi1YBixGTaJ6F86O+R+670TkXNQMm9xzXDcco1xGvY/W251xr8ZmJUrmPWwGbrGHAGD/ARKdbKxoFwONR7tPr0tDoBUXvXmDXjm1a9MyVEBQQwgjeP0vCXKdAgGcItem7Fo4FjaBkBP73NEoYZmAhAbCvxdbmFmKlgfl3KfCwtlDeH7f6hbEpOK7bVdNyDcJuZJ3gPfwyd4/+Xgsd/2wQB9rCz8X1Sz7kOWv00Mh1i56tjUDVmJeM2cB/Rdd6rS4F+HTvqc33nha0n4McCxHd1qreG8fRIk3m87ld8yG3tZO1ASkd90LqZzq1dokVxOZxot86vipSyBYDirWr33VMS3rmdRfd/Nt6UFkiAKygM2nX1uYmlsslojuDKI99OV+qRCXXJn0uplhYkUzxgPDhuB5C7tdu4RjvrM8FoCWy9cPjIykPBHjzGVjBnmcH/876YqCwakvncqfoWva/QUGbgj6bN+bCFi2Xsj8LVH6EALVUFgoZynXvj6zx/NmvMf85wYWn6+8UbH0mlGvDnvO07EA6psCO44+FMlXNof6t+exk+SysNU96UKNFF79HoHW0RQ0Oam2hrrEQNvKoebVTKWSK9/BDa6nf63fXzGONcVTEQflmY0a1oDeGmZCtN7UZXD57TSBryfkeNacCsDB3AmEYenPwKzRI15+pcGavHak2AUxHZHk0r++oGTyAYjEXbaDpcddnlPE3Td4uYfoB+qFHiglbm5uIMWK1kmgnAwfZQqfRR96i5ZmvOV+LFuQZiua88f3WdtVbSZ6RFSAz5jN2PJOqIzc8aC7owNXhs1rbvcS+NMzDXQ4UwEzemS5hRBoFLDIdZVpQC4Bnnn7MyGuV9bqirDXWv3th6AWq38oraAYsZGfzOYdwu/OT9CDD7Oy8nsBOv/utmww4UuYROiTabT/21Rom9w5CsjGGgSin+Oia8GtD2yQgRwFqIUyxDogTOBS8m81EIDpQZvdVvJMHkMFN0ii3/Exehw6gB0IiZP/CIGMQ1iP8+O86fzY6TTmCiseV1t8NgChh6HvElGwLyfxanGAn5KMZ+r63YIDCF07mwTsRe6UoRg4kmMvRC1q3D8GOcZp2a4DhabnrumILOPNqBn6eT1odTtm09vv3Ao+5k+DHO1XrJyXdKnV0696hQMr3sar1933vY5UvGFBjAlZLIee95ls9lrLmA5SLXQefI3BcncrH3KLgr6V3fZ3Kul5w0rg17c0ThQojJaKie6otOK1BAYEobkDFxHJb15M7KWPiBa8WliwkNcFeI6cBUyjrnc1m9rkGKbU1oxDU5BhamgKZWVoGiTJASkUqc+2LghQvNGw+guRaSNn3qTA5NwFpjAiBfYWg4CRw3/Qgz3nHmYXTOKINchpv4hBTtTb4sFAisiMPOBy6MQtbAixEXIu2y6f39zQEZEdIvzWln5Uxq0ndZ1T1+SxqhqUtaMVBmumOx1F9Epgne4uE60nSXEW53oRkjpUFsK6seTrWtsQcCKuVD6PHlNa25IJZiQwGFP21sRXwslqtQEr7TljoFmN94rwKNm67Np3MOuXN6mT/FZCe/O9ZEJSgv7T8gNaVkiTWhiTAJ8mcZBDLdDaMA4A8Dx583WiNeGCt85/ce3UcdJsnAZnua17i5kz5EinCE4bqBXS9VsdxBKW8vRNCcKdr53lOSBbN5i0ZuX9BLDd5S0r5mK0jATwAW2zUcqf1FBYINxgKprU9XSe5bYgtM6EJRVBCrWj72fZjVtO6nxcD3xZAUCrzdbvX5kHnGXksCl6N9XQccrH8ikzDcGOi26tJbzLergSEz6o86UFNLUDt92qKvTCn6jd/T41Iua5K0CqDIkeAxBqRf27KilO8L5T362SrybMWdjfqt/Vf8ZHZmzOjVKtNbk+J7vXaVHv1+iiaSNs2pqGlFI1Y/cKv61xn3uvI3guKfJ0dCoFU9AtY3zrRtmeQJEzMaXw+75A6hTLjGDH0A/qhR9e12NhYYLVcomnYeXSl2YRDKBKaKQ1o0jN18vNWFA8+fFEmVpu9tX1jBbo8KDQrhBTV5hTIdHLujX/OO0TWQgTktkydoFGzvgIbAix8V39XwZhcn9q2wRhHtG2HEJrMQG361q0UehyJMWKnTXu6zP4MUyHmenqz01CdoPVacCsJ2vhE5TJ3h8/9U4dG6/MxpsKfwsCT0a6j51S2pRCQMv4s6hUE5WdLCyXZuk5GG3xPTStBLCGjs+pBwGmgUGydmR6kYynbmRSmhaUH3Krs1OAkg6G8/vgfQCFbNqf4BsDWI4teSigz6ZKse7F8xMSh1UjM6/QwSgKhaXNy1bbtjH/4rVzdIvLAQv1qPJ1qPZkmBWxQjuJSCxSvx1g8o3XXCl89vnkOg1mN+r5f88MpwO7E8+W4p7V76+KfeSzZU9fr17EqRGtvUd7yGO//TMoXDKhxEj0LMXef19ZKySkTKVYNy7VSTapUDaDcy9Q2AKVnvTL7qbYq0yuZvNJBMjDjGfwUKPB9qDlP8OMCMm2vfpbrX/dW91tPKkDbtkHTsqMsL2C25DBTkKyZKBlc+Z7yc5L9dw86dBwyKPF9dswgZEH1WGekqCDXMYrCZMY4cobZprV6266VRI4LsOYrYM5ZAzxQVfP3aIwQxbypBqv3N21rVoEpJ0G4cfMgSO+tBYAfM++ToH0uIkocoPE+PhlQV2NGnl7kswh6BXHaX0CtOOxTERpmwI1kmPbHTYBggjKEgKbNpvnFYlGkFWjaNoOtUJ7vpTShv+Wt1DLRmGe8um4VdKqwNz8oHStn4RrHkYFMk0/eNk2/aeDVp8KHLg9r1mZZCzAe4PmD3kP6JVehq9eAjs7/2paN3J15HD+nwABJtgSDC55Iau1ZF6yqNNg1UkWm9NtSkEWUrbf+2IisnJQ8ICsUkhSusg4oH635iX4ehtE+c3SgWmXY0XccBj52IfEBmAr4iYL5F+k4kv9HeRvSyw0/7nlt5D7MZPuuCflYET22ofBxcjS0LmcyYPDg27+35kO1XPByqf53o2em5t//dRcm77X5dO/Jv8OB9s++POlBTRZiWQMsPlH22ZhCnySaj3ITz8gFiAOAbRkoQ9KFpFkrAaCbdUW4of6dJAJkghkleZS2T3NkFHut7tmqA6wFgixzpVqSPFgyoKA1WTWZuagg9T4iYxwziKO8f6pOxDwH2c+CF+L6Cc86V0AGTOTqoxDkNNy8teGHTQNuCmHlrU2AheragoQy3hKojuOI2WwmkRDZ0W61WqHve+zv7+HatSvrIZTyjtA0GEc+f6YfBowjb821bWsOkwSS3zOYGIehSNymzNMcAZ2w4K8ZnHghMmUa9sLZC7vaKRDIIfqEUhAncPZVNT8DMP8Srn/gEH43tylptlH2VWhlqzYEzsgchHaHcbAD/oT4QVQCRh0XHe86J4wHrD4ZG5B9vnxf1cLhHZhtTQXiYAAHGLVPTaWdgwir1cqsfEpDqhAUfEFtLSYUUMxtDWjIfdZFq1+JSJzpXT1uHDzY0OJ5BUAG4gAOe87bY2U2W98uXluZJmy+9VVrcs5ZaUAGHHxJSWlq3blfeYmfO6UB5rE5eiolaXeMaFsBlQJiuA5VGIDZfGbWGt1G0+1rYZsAZYDnMwZrUb7g+2rKgYvA8kcVALC0Drp+fASYB+eTyqRby+M4FtGIteWo8L2r58LN7dTnukwBmfq5Yl3o+xwfhoAYlTcFWC/A9xMvjxvUvOtd78Kf/JN/EmfOnAER4Wd/9meL6yklfP/3fz9uvfVWbGxs4FWvehU+9rGPFfdcvHgR3/RN34Tt7W0cO3YMr3vd63D9+vXint/+7d/GV3zFV2CxWODs2bP4oR/6ocffO7hJIrW4uIHzA+8W0lodqBEsldeQzMyp7/A+HLUGwseSJNOCivc6kKUMv97yWi6XBhzqs1R8fwgApZJAS4GjQ8CChIlL0LxtlWUh6Z3RdEwV0AzDKMAjitY6imApGSxBD4cLBQhSAUoEY0bZXA6nza+fpwVCEXXl54pNvXlx8fQla7/20Qs6IsIwCLMIQILMR9NgNpthNpthPl+gF8fB2WyWLQWkh9m10tYgY6DAToVC9suorX/1QZhNBWJVC1UJ54VYE3L0kDo26lh4jQ4oj1DQNnk/IgaRZXZirz2nlNAGyRcSHK2TCAcJ7w0g0XDBzqPEvg9to1a9wdrRBAfmUgIhW2HsnmorKMZoVhWmCbeGEyRCjb8UioIyU0Ase/yPt9goa+iOUStt6VwoqGWahdF80wRdVr4pQLUeTYcw0JOZvIEf1UBIlKzkgBw5XrYmbKYtrzpG9q5K0DVBc7FEs0b69bu+JeS2cwHhhRWoduCXrXix4Cf8DscH4I6oEXoYxlEUNEn0OI7oxLrJSyFYNCpUqDvBrkpNkN9jlLwvaZTtKW6DWmDayrkeyCBkkLWr679YR8J7tS1M46Mdx+OdkAFYXY3Qm49m8vOSAVM+gmQUxUCfGYbB+IpuW/u6PH1MWZfq4n8rrSulJWlNtgJmLbfn4WhPAG4SWVjIXScXn0h53KBmd3cXz3/+8/HmN7958voP/dAP4Ud/9Efxlre8Be95z3uwtbWF17zmNTg4OLB7vumbvgkf/OAH8fa3vx1vfetb8a53vQvf9m3fZtevXr2KV7/61bjzzjvxvve9D//4H/9j/P2///fx4z/+44+7g3551QhSSxblYCGBeklmRuMtPyFkwUjB592oUC8phpnwC5los/dbKEzzUlQz1wgXoCRYXVRwgrs0VvN3T6C+v/x7zASI3PZs1kz5AEXSiCXOCuqFE4e1l+bhGKMcMFftubr7QvD9VqCVF2d2+JwGoiklAzRaRR7/bMnIQCFbjzTqaLVaYblc4dq1XQDATCxtMSY+mT24KAkBYeMwcC6TNmfdbZqm8GkpDv5Egiqt0eYi3XBeU8rmZq/ha339MNj2pBcYedxKpqmHOAaxoHjmWVh8hFa8Y6xnhD68dg1caki+rjShmQQGsCkmzu8zjEV7VV9WTbTOburXTqjAh4KzmCLGYQTgI77yc43kFgHKJHwhcAPZakXFe11HeetGgam+N2sLRSH/n1QJm4pnFMoOuRo8D1tDTbUGnn/XunM1HtQneKd+b9FjWoFlxNbt3Nb5FDFdiOOrbQOWSkkNvnXOfLsURChwtb4I3TUhoHE8NoNoKgShB/8goU3KYz6KQ/A4Dkb3QbacdGsKjn61j8nVrWO9Wq2KNVnQALKjMEisdwq41Loq86kW0OQUiboNRgXEfkCqqHhwqmcX+nH1a7gGMVNAB7ixtWRNzlR0XshRb87zfwvZi8koq8/GWvO4z376mq/5GnzN13zN5LWUEn7kR34E3/d934c//af/NADg3/27f4dTp07hZ3/2Z/Ha174WH/7wh/G2t70Nv/Zrv4YXvehFAIB/8S/+Bb72a78W/+Sf/BOcOXMGP/ETP4HVaoV/82/+DWazGZ7znOfg/e9/P/7ZP/tnBfj5TEqeWPmO7Feg1xVBlhOSF0tNXJ5p64LV2v3vuhAyOi1DjIGceEq1sikiRioPW9TnABTndNQmxcJ8KQqsngarg2Hba4ktEqoJgcisH1H6E+NoYK6XZHL5YEBJsCd1hiagH3q0bUDTdBjHJQBgHNfPSVHw4dvvLUP6PckWBqOAZGNq4MzmUcYjpmxGrsZzTWOnfGzCMAyYzzqMkfu3Wq2w6leY0QxDz0CyaVuhKWb+y9WKGWJbRveEwGCv73sEcSrWdzYtn9Qbk1hYkvRP+mQnuldCyTu0mr9B0xiYaVz+IC16JlWdhdTX54WNgq88ZGmSNsvtSqVDl7sl6snMXqDyxyYENE3LdCOCgQUL0PdDcfisnqtV+wRZ8jM3HtyG0cA9t1FplZUKBqgKdPKWsa73GCPargUFQr/qjc50LHKiwXyiuPltVJZdpRPkUZB1kopDaLP+UY5zAWKobCfp/FXWq5oX2KAX4N61xeUuUeur0oDyQgoERAEGep4SERLlaDOS8SUQBpsL94wTpgXNOSAanJ9JSonXHmYCSJgXtU1j0YZBAAtv7XGnmqbhrUPro/cb47HvZC0YgApkDu75sQzmVSnR41H0eaXBIOkBADmJO7Dfjo2hrCty/WUayrRsyihKJUSLHqR7/fp1bG1tIchvPvigXtfajyn5UgCZlArQplQ7ZcGZok9vzTM6dMozy1oU79P714wIj/nGxy6fU5+a++67D+fOncOrXvUq+21nZwcveclL8O53vxsA8O53vxvHjh0zQAMAr3rVqxBCwHve8x675xWveIWFAAPAa17zGnzkIx/BpUuXJt+9XC5x9erV4h+AQoCB8n5yef5EsMWg4Gbt9FqHclHUke083jrgmaAuBi2PFcJndufq3d50CkcMtdPXVMlVStSC1pwStLFJPpN7v095b9dlW4C3WPK2lArRQIR+6DEM7GTrI2IEhuRxEJDlt+hKs6YIQ8r3cduywJjqc6rmvAZ8/r4Qgli8GHisVj0fFtf33P4QsLm5icViI4OJJuDI1qbQVs5G2s1cEj3tK/mtjsxAfPSM0hofr5DWGIC12wGLptKUk8yJ36ryAFg1W+9oW49fHYEVxQk2OlN7MX7a15SFCdO21wjVYiegWJ5VHwYVCObImxL6fkDrkoz1fW+CxTN6vxVVA2KiYCBJtdpsoZPtUltnTPS27SJ1932Pcci+GzcSCJZKvwnFmBYWEyK3VaRJ+TKPsbrdHJu+lIAMfSA0HWxc13x8qmKKsm8/5e/KUvR9/E+tUGXggh9rr0wAmV8YqPe0pMrbRPsImYbns7ls0yWjrfmcHfMhgDmEgCFWjvRQhQpmDUwQK41YmUxRkLEPoTF/LwWjBFaGuhmnYYCBJmmLbDW14kPZD4P40I3C+zgSSf0elV+OzvcOkJw3kqMqOQuu0bDNXbK5UIWLgWzKJ4JHdrb3kZu+1A70tYVM57K4zwNhnaeKtv1cTm1fKauueZiCXr27UL4/B+VzCmrOnTsHADh16lTx+6lTp+zauXPncMsttxTX27bFiRMninum6vDvqMub3vQm7Ozs2L+zZ88CyCClsMSgRqCyIHThJtjCUiuL/vMaTvbRQAYilVYNyBH1FBjZe41XNUkvyOGITAGWChNHlF778u8i912ZQuEw68dD+mYMMr/C/rLWPqBpWzmfhJlAShGj5LnI9BrF4bNMLrVarQyUqT+N91VQFp5S/quARy0AqLRf6y+tLwrby9XFo0BT5tm2fETI6PZLCAEbGwsADBCGoZcFCAuXnM/nmM9mWC5X6GadnLSrW2fATHPUiKDvxYFUAQsR78GrU6z3l9TzpbRPvtQgx2t5tRamgtb7IygY0OKfK5wJ3W/+UEF/XpUXOFO0F+MISs5iJhPVNA3SmByzTOJIXzrXNpK3xs+1Ag11YtY+jpEBhd8OWWO2yMkBVT7pFkn9jq46y0uv1+BJ69N2ef8BVWiUDvgfCnWUhLBsPaIqRtMuy7GuFB1CQz2we4r6ZdzJ1eev8dwouJK6Q84YTaRO3WIB00n270jqG+Gtwvl7drwORr9qMQGAoR8sTX9oGqyGnp3JASAm3jpMCU3b2Fa81qF8QtuidTAtufPLTIkUa2+Tz3gjaJ3izC7b3gpmfXv1s1oMGwEvmhtHwYWuNbVke4untlMVjMaSlnL7dHw5h1CmmaEXsNRxfqyuYwDjt6L7vi/8aEo+SQXwmALB/jcv1mr+UtOafvfryDXdrtsSSO55lWMpObr77MDNkyb66Y1vfCOuXLli/z796U/zBZ1ElANfTKBHkfJIXsClQx2RDnoW5gAswZF9T2r5KH1D1PfGBAQRGmUO8tJaKxsds84LOvGhaD4DpTA+y9eASsNzxRNsMo6rCzz3Qf+xn8x6an1dheo3E4JYCprAAiexBhtkv1qjSUZZtDFyGLXvn2omfp5MMLh5jNW4rGlu8le1u6IocHXzqMx7HKNFNFy9ehXz+RxD32PeLcxqACQcHBxgf38fGewGLMXSE1OyTMOAbP/0AwJxxuXVis+M4r18wJ+XpHRR09OUpuStPX78fLTFmoM31pOf6W8GyKQOBTcW5QWUgNQBKYAtNU0QAKdO2lBH78aZ9rPFyb65/tRbYtqmOjOzCt2xAjT+r9ZFxBquXtNzfpIII7+F5/06DGjpWq7mQS1B3vJRFOEj9UaTAiPPzBUogEpTvdFFNvCYJkx8Y6HQOMKx9nr6yZbQqp22hko6ycqHQgPhQ67tZo32As+BSaLKDysltJaMTviIW8tBrGxJ5shbOtSq1rQNkLJTborZH0izRfO8lSdwK39RcER+2zfkNWughMgCApQ+lqtVbrvOv9KOrhvjRzkiVOdcnfrNmdh4XHaHGAUwW/CF8LGu6zCMAwaX1bo4sgF5zRS05ebL85RaEajrKT5PACHPe80ShHV69N+sVl0Dbq2v25s+8/I5BTWnT58GAJw/f774/fz583bt9OnTePjhh4vrwzDg4sWLxT1Tdfh31GU+n2N7e7v4p+X3Q4BrGo5NcraY+IWaNdbyea+heyDjFwIL8Ky5aL0qFGtGrmhc3x4aXsjZkbMMYdb3JIJFYBT9Vk0Tvs8wQmUH4TwW6kiqWoRfCE3TGshTRsIMIRlD8JE29ixgAk4dflVzVYapz/i/xRzBM8jHXgLKo2sNVYWrHVpnyQNbzOcLbB3ZQggBe/t7mM1mGCP70/T9gNWK86wksS7lxFfMhBqSDMQyFkTCdCj7HsXoI6Di2jzVIcvW9rQenq176v7QTB9irM/WToSe3rzQ8JppreVNWQSMZiQXkfdT43fkrnkzuxfz3im+Vjpqa5P+5tul20AKPHUt8DM5CdwwDKBAchhpCc68EM9giCZBoJ795Rm63lN+z530Y6Kahad9KBj0YwtVddz3AmQga7zV2LnFXLTfO8tzX7woWBda+rsHvIqqWFlxh7TmrllKi5TkPuEvum5DIHEyZh5rDqwoAbHSdlbwGaSmMecGqh2UU8qcQZU/5etqMpjNOqQUkWIqDukMckYUWwaZVwzDYNvsRBzl2HWd0W3btuzsHAI77K9WFhnVOjDeuuzEAK+1tstWfHOcjwnXrl3DKJbIVoAMAejmM3RtZ3xVfc6Un9TKwLSVu1Sa6jVQ32P1Yb2s8SmsrwNVuq1emfP6WdCNVPHPrHxOQc3dd9+N06dP4x3veIf9dvXqVbznPe/By172MgDAy172Mly+fBnve9/77J5f+qVfQowRL3nJS+yed73rXdkJEMDb3/52PPOZz8Tx48cfd7tupPnqX/P7cIwC0NDCbEaHm1C93/46wlHhn9+j2xPJzjEhV4d+8VqyXgecT0Zwb0/M/LpZZ0yCk7eRaC+qSXmiirkdDthYrY4H6riZv0uqFwgzJf2s++gqRLiPhDjm8G8/9iYgkSRpWbLD5rym5tuiViQvbG1+3TwU2oDOiRuGmNTCJcI8jlZf17VYLpcY+h57e3vY3NzEfD7nrTcxXRMR5vMZxnHEke0j7BTdsyNuTBExjoiyhRUk2RdvZfGY64F6RnOxinZSzRYlY/BbRuqk6PfidZzVSqPP+L81A/EMTBmkMkXLB+O0ZG8FTDJ/xb6ECeIsgknAd4yj9NsJloTCmljPqaeXejttClyllH2LfBSSP9+okdT0dbSifi7WYX0NOTpojWl7etPv+qz/VtEr3Dr0gMTWycR3HTWiXF9dSj6SnerrcdU1pS30Y5CQz+Oyg0gJ5jui9flz7AjZD8e32wvWGEcDITbe6rANAT8gOw3d6NeFmHte7PmT3y7zPF0Pm9XkiTD+FIwWmA/kNAvqXJ4SO/NrXhhdH/5770CFjsdyuSysjn3fs1VRLIzmhyRJANWqHZEQkXDt2nWMMbIiK/3WTOKrsc9b2yn7dhkYDyUt+fEv5VPJF6b+1uvhser09LVGk5UhwPM4nau8Ip5YedzRT9evX8fv/u7v2vf77rsP73//+3HixAnccccd+M7v/E78g3/wD/D0pz8dd999N/7u3/27OHPmDL7hG74BAPBFX/RF+Oqv/mr8jb/xN/CWt7wFfd/jDW94A1772tfizJkzAIC//Jf/Mn7gB34Ar3vd6/C93/u9+MAHPoB//s//OX74h3/4cXewnjxDh3K9ZAe6HO1hY9gen3qh7OsuwE3KTMXeRIIiUyrSVZj2gNzWQFPMpzQZE/g7pzSP5tCZBbnXjkpgZn1I4AiMVO5RA2UW2nEYASoZow+RbdscGqugpm0bjGPM5+RI+G7uGM9HKxalcRidplbuvZdjVQFAZaR+jl37ivsh+X8I2WmWRERIf2ezDgcHB1ksE2FjY8MONlz2KwANNjY30PcrrGLCYjG3fqvfhyYmXC6XaDv2SdJ5DKHcZiyAWciWDSUNGxOxzA1i+q8TkxmIRLZceGbkAaFqv+M44jfe91R0MzJTcHJ0AoC1xKHP46z0qWMHtTTAaF/XmmrcWcsHnv3s3xPrQDKlQa17CqS0zWtz6Pozxpzd2G9leaZp5JbyFpYKrTq6pAYyNaiECti19VsJC9TXU/E5z33yN1qLU8rbouTGOo9v3hYXUw1LDFlTxUK29qEo2izusxsn/043DgAsxwwcqCNyxyK4AxR1S0jTPei85rECZEjBW8RsndCw6oTMRzWyCokjKJs2II5i1YrZBy6Ctz9t7iBbvM6KrU72fpsEIDSNZIynCEIoxn+Mo0Re5bn2qTXI06WnoRgLwKfBFNR1GIcBfc/WnARguVqiIbmeeAxuO3sbCIT9/QMQ8Zh2bYt+HDlyEBEt8RZdN5uZsssyROSCW++mjDjlpZ5jW2Pueg00psCM5zH+u68THvykTMM6V57nPNHyuEHNr//6r+OP//E/bt/vueceAMC3fMu34N/+23+L7/me78Hu7i6+7du+DZcvX8bLX/5yvO1tb8NisbBnfuInfgJveMMb8FVf9VUIIeAbv/Eb8aM/+qN2fWdnB7/4i7+I17/+9XjhC1+IkydP4vu///sfdzg3UKJM9+PkZ17k5TV1Bk4GcLj4RaFJm4oJoxwaW0yUMhxB6nyatTA6BzyAkuEGIkQEM9dp4GFDAQMG6ysAC9tWrYo07MKqlgybyVtyMmObIvRyq6vUEPP6zQyjkegAO7UcsD6PMZqDrTEtt02Qlf9So2jbVqx3aW1eKbBA99tdngHV2zsEQtu0xjgVLKiQP3LkiGk9KSUc7B9wBMLIob6ah0cFJIdnj4gxC4kUI2KAAbTWhXsDAboF5pm9jq+RCkS7ocwY+F7VKHNW4/l8ztfIWWYCZ50do3PCdeOtFp3/8l++DP/X7/kPdj2lxMnO1PLWZMfa0iIpjMjkLhVtB/JcQmjyX/7o1+O5z/2E0V4S+p6KZPJ0WFgQhCk3obTmeYWgkuEFPfBcaHZnuV7Rjr7DtkEn1oW9twAqdXFMnhlFMfeJssBWs0OtYXPeHMrrgkpgRJR7nHS85W8tbPSy8iz3Yu0c92aCH/Da5oR19n4SH7qRt5aCA+V+21BTRAAKLlrEmPM26f2U2KIdx7E4eoMCJ2xs0Ni5U8qXeSzFR0W5YxMys4qsEEQkkHPsHobB/FPg2mwKHHgLPjQNUuztkNQi71RwyQiFnmLK80tgyxYDr0HGQPgBOhyIf12MCZ3yx6QJWFXG8DEcAeyb1iofSLz29D0RCQ01xs9IB0cIYwqwrtOGTXy2pCitVvf6Z0oeVlrnpLoCKK6voRu37/GUxw1qXvnKVz4mkiIi/OAP/iB+8Ad/8Ib3nDhxAj/5kz/5mO953vOeh1/5lV95vM27YZsmJwIoGJcyJ/+MMUL+0TQ1v8duc+DuTym5RZzbkZ+pHAsVvDrhm60LtcNeFm4qrFSQKqAxx9PkGVZmVCbkK8aV+52FqyJ+OwQwaB/UVyjZ+Hhgo74dKSUgwEAHASDxRdBQRW2Ld7jWVmvOin7VmyBt5Ywp3/Y6E2+95VLs56ZKeMrYqaNoSrxF1XUdAynicQgtt3+15KRbm0c2sb+3j341YGODLTdsVg5IIRrImc1m5p+06ldZoAtqCZ4xklg9BPzYYXw6h2y64XEUYKhMtqY1tbLplpTPMgxkaxUBWCwO0HUdlsslNjY3sVou5blVphkxmSsTMmudcMxgGh73C6Jhs1WJ8/Iw80rWGwVsmkHbJn+CzXjhrUXz/HjLgY9Y0flXf6mUOLzc1+SBr1/fto3XhGJ9G82stU9N6KZ3onhAeq8C0FtMbd6hitJj+EMga946JopR1BqUkgNSBm6U0QDe6pv5o669Cui4/uXw+/y7Ahne2nVrS96d80GR/JTnxrY2hQY0RJoCRwpm5/wMAhNLV5u3YegRmhYQhUnfaZF7Mq8U5Sy4JJbUxvlqaX/c1CWxfrFS0mUrrPM/GxX4Q/qfB9V4olpwi2M+BJQPYCtLWq0QB83blcdet5htmylFttZIXhtOeso+irN2lh22SblF5nG1pVbH1Ft0a4uJV7SVVmrg4deR3rMuc50nowImfc8NFJEnUp400U+PVWqm4Ae+9jnwjIqofDYD3vXDKp1sZOCTkU7RDm/x8f4uxlI8sHYqu9fctKj1pGtba2uKJcgqNDU1geg/aXEGZpnJNk1w76iIWKw9cIQbnWYRRXtpAp+Sq/uomvfCazTZXJ8yv9XfqkWnbQ4hL8LaAuMBTQKKCIRyzjI4TUkFcg5h7fseScaDM9LKfnfDZzsNY4+YIpYHS+hhnv2wyk7hkLNcEDGbdVitegdSnUAQfhFTcnl4hBnp9oyj17ZtGARRzu5MlB1WbX6Ejsw5tmdm3EooaEJ2UlZS2djYyGMnDpGpooHZbIbVaoVxGABxaFTtW5PYRSTk8PQMwMYYgeC16hIVJAGWgMyFWyc+vN+vWUKZyGxNGTGQmLfqODol5/OxdyD7FWkJIixYIShBSbVZ7YBa/q+2oRAMstZAGQQV95YL1BSMYq3I7/Kf/A7lWf5VOsFIbtyrvkg9BV/wLTOwlMfYj5/34dIAhVEUHO2NWtXUn0ktv7pmzD8FKa8zARFAKk6hNr8VBe9Nw3WSOCcnDbfPvn5GI8Ib1OHX83Obd5LUEyA7E2yQw251W4aEFi1KToF0jMZ7ta3MU9sCGMdxRL9acRg6qFj/HEXKoel2vAnlsHjNV6OHbypvabvWxs/TCpDpx9O4Xy/1GNRznZWudetfnRxWley14sHR2iVnuZl49DMtT3pQ44FLyeyQmaYwedbG5YIt2gqRqpZfwPpc1rY5hHnUoMTMg/LbarU0q4plVUjr+54GCgBD4nnhZyCm6Df7QBSDwoI35RT/PuurMgMDdQQDFd7i4d+pzFgXr2YODoEwm88ym5b67GBK6UgIGfDUKH+0BUyFgDXtq1qQ5lBr46/7+7zPrCAFWAenALBcruyevb09JMpRRcvlEgkJG5ubWCwW1g6N8qBAdsK3apgxMrChQIWG54tuy8HNFxEz1JiyRY4dICn3E1mo69EMOj59HPjMGYmsQIJlvdVzaNTRkEgS4RGx1mgAjOvTCLEUOVcPBd7S6iWsNY4jogje/mCFUSx1TEujqn4OuMYibF8B5LrPlWLwErgaIPV04Sxxup556y8VFlCuWhw/oyYWbEQwusy80mYVzCXdJ2hnitWg2EBxAyplppp6013t5gx0PIjIwEPxiAMuKpj0eV+fe95Wm5zJldeHA0ZOq7eO+PZ6XkRsFY5OiAOyRRUCXNWl8DTrSBmE0DStbGNl67MlPUzAhltv+nyM0TL5ajuawL57nJLA8QlHK6r0MPCARcRpv2KMcnSBrjmAGjncMiWJZsopELQ+L2P02nK1AgXC1evXWEmwg4UFFIW8/aYyaBgGUbD0WAcyC40e4wBIOgGZsyY02Nvfh4ane8uvAhm1pPtxrGWT55tTQEN9y0qadKB97Yn18ligZd3C8/jKFwCoidDESiakvaaDdU2KROhq8es6WzXyd7VYKOKfIgQVDvruQOXQz2YzaV8s9L9in1KZqBKUXFdGUGupKAhV4QPk/SS5FCgLUNMS9DDCYNsb8mLo1ldwJlIFehaVomDBBH7lHKhALwiD1X7J4s1+HVmgmlXGjbv+80CyPkA0ynkreogdkfpu5H1//aAWgY2NBRaLhSRM7DDrZqbVqfPt1WtXLSKKsx23zODHrH0mFVBJLReEpg0CEMj+wY1pEodtQt4zb4TxtW2DYehNWOt7dGxVyyUiNKHh7bJG8m+o5Y2CmcCRXBir1KHpCzyANFqmzGBBnAisaRt0LYe2KjNcLOaYtQKYVICI/4ECEZ/zyDNHtTSMcTRQrkAvpWQh475NHgSrn1gGMPlQQ2/NASDCNb+Tr6fiHhX+am4s2opy3WjxGnHB9K1FvhhFF8DNtyMVHEHAjENNSmdllSWfApEAO9dGUp+NzFfWtHJ51pQjd20Yc7izAlpv8dGQYwbnWegbqEjqe6dWj9ISHWXdQubdTntXUEYaLVmCW0sZoCArZYtmnuc8VKFxSpHxQFbymqbJW+UpX0uA5WvyPj8Gwtz7u7ZFHCOObG6ahalwfkcyXsnjqgqSvE/Gn2nYeUGGfI4ViK1UbWhMLig92dqpwLGuRf/vRqVQCFIOJliDMfViuMF1D9pR1a3Xn2h53D41f9SKmvpZdABAqgDlug/HY8FIXhi6SFxq6JSysEZe4FluCmuySfWNyHpgJorMQLwVomb+JuxVe/HARjV+YTIBFWHaQgfSGEVzgIEJznjZmDlzCkEH2WIyTVmHQ5hvaPmgwmYN7OUIJyADGh1fEKExRibgxm0l6Vj4bSigdFa2caf1xa31KXPyplV15gshYFyNdiYMEW+/qOmZw4ajhWQTkUU6KYDV7R8FLVGcABUwjGNpiicA7YwjI4LLJULEPkm+/WPkjKSgEszGGIER7h15j521NqZdUeeQYsTOzgE+/OE74a0lBpItsWIOdY26hSCk2jTsKA2gOBzRhIvOWwKOHt3ncZfn+hWfi6XbQ+pnpYCWGWj2K1IQ7cGI+jGpmqbrMzgrQQbvbC0Yh9HCiFnrzxYCXap+vC23S63UYPp7bWlZv18AUYJ7Z3Y69nxJt8CMkRWgw4aW26wKjLIA6YdtSbg26JpVQMprJCsgzC8d8HWt5+R2fG+/WmLezJzDb2PZgEu+Bkkilw989TTDc9kYD1JAk60zzkJnvJzH0cCKCPpR/Md4K7O0TOi7dYs8AWiM3gXEgDAOGQhmv0tkRVbHRtoUxKqXD6eFrTEFPQrSiYjDv2SuoigzBNkqTRpuHjLNjqMpOmo10jFTPm+yLrHVaoiDJSmsgWlCSeOfSfHAxH9fQ/dSCl6ATONJnrH36t/fBxj9fuVJD2oAN6jAmgDI+hweczCVQRRIMpWaXyaUavmnTLRlnb4tZR3KtOqsnyaYkdGuai1r/QYsi2+2h5CBgKBOn+Ijl53cuK6mke0NZ4GJ4msBAuIQTYj4/DdaYozomg6R/B4uCkbkF74CGm5fBmSloACIgvmDTAG+5BaHtsb7j9g9RPk4B0FzbdPgYMmHb4YQMJtnRs1MkK0cizlH883aGYZxxCg5lTY2NvjZJtj2i1pRzPKhjJFyXh7NFqp+NApAkjAmfr6BwDAwP8yAMoM6cUJMqqnlzwl6ZgyysAkEisB3/J//fxhj5/L3kDFOBWie52TBl+c1TwS08TYHqqESAa97xi/ZvOsRE2oJUwEUGgIl1rJVa9Z5U6BEICSKCMgnimclI69Ab+Hk9PKciuLOO+/ErO3Qr3rEkIUr43EFFjWwIZsXpblpYZAtL9Paq/vNgxNVQuoqE2SdiuJElO+1GRPasGco/0aZ5uvm6PtKCxcy0DZeSROAjvvfuXOHiMgAuOe9Fkqt61f4nobIZwUu2e8pjRV9R+OP3vJmaz9Gs4R0bWtWYnVyz+1Gznwt9amygsQ5Yrwi5+kuTxtZSoGsvEpoet9briQGJGIdJXI+YPI3ENKgoDkaP1C6N947lMlIdZkpnRauDynxthxKevJBMRal6hQD1P0t5lpINEhkmrtW814FpL6UYDr/l1wdyms+m/IFAWrqUjOZBM5LwBfL++oJU3ASJhgVuefkAWQ9i6aJpCKGgkmqdumqymZE11R3rdADnQahGk/dt7HSLKPlq0nyl7UF29ZwEUZqLo4pokH+XReIP3nWMxQVGOMYLetuBm/55O40ZsDH4x5Ng623FNYED/JBk9pur+kVh2jGBEhE17jq0bYdxrGMEjKfEmF83bzjE7YpAol9ZjSJ4BhHzJoZ2qZFn3osFgvs7e1huVxiJmHXbdtBtWAdW7WKaJSYZ6RNw0Jj6AfMZo1orzx2cYxFGL8CDkAYd6Ks9RIZvRizC4QjWwNAg82f0kMgKvJs1Fs4BTMycJ0Kp0Z5oGBe2q+YUg6lFtAxDC6iz4HalJD9MIz2CQl6QjTTT8EUDeMkE7YIhFtOndJF49YaFcqCMlhvPU3JwQZHb7mf4BQKcr0cI7f2kIWRWWhSyp+lD33fC+DTJpS+DB5oKYhVwFogO8Asi5MgywEk3+diqBn52Pgm7aKjN193tlBqGofSCTtBjgGonlX+w8C9MdqyyEilNQlzN/AVcoRRjBGJ8jwQygSBmbeK1bZpsiU0hApYcj0RHFLN45AMoKiCgsRWzoPVAR+tIhZfViYkk7z7rG0OTTDraEJOwKfrOMYRXdvJyfUBSZShOAx8OruliZB2Omv1FOhWmlEHZO1hSjnAxUBJBX68Qh3Ir81U1D/12daLf2d1n8oqv0X4eMuT3qdmzfRrwjr/42teo8tCnZFyeR9vC8CYsj/fw8AAu0NInhbJuBvzhBaMzBUDJpm/uC0XchfKs3ogAFe/s3ASN0Ttm7sn12evkXUe7DWN86DP4EGfz+PC5lH9lxcLa0yNLYyyr1RoIirgveDVeYspmsbjJjb3MSM+y9SrDngKTFrx+2CH37FYNGqW18+Mo3gQPGNIEOdDMQNzJuJR/ElCjvKSbYphZKZ27do18GnR7LCrTour1dKym+o+/Tg6RiRCnKDOxwNm8zlAKJLspZSMIYMY3KSYBFSusiYugAxuTZAJ8ryFpmc+6RwavRVhuQ7oOADCM0vWFqMv25YQJ0d9v9QxiGN2PwyFFlfSTELNMFVoxjhaDpFqSRVF+7O5uYkURwxFwkrn0Ovfmvx7zXDOtCq/aj+8NYO76O6hTNOF1YPWlRz9W0ek+Dk3Ye/eoS/SeVIlgEgVkQzM8xZXDZKCrGsFXRNtc4rbpJXYgT31sWPAPhrN8RZuDhDwvBrQrVtHt8j0psLRt4mTj7KypDRm9F2Abs/vKPNYckqbKCge4KoCp6zUts5cv9u25ejAGLG3tyfyJsm6Ly06mhojRhedRWpJd0egON6ZhCYGWSdJz80TsNW6I0iUdrwiqmOl9UaxbCkzVxmmc5ySOF4bUIZFdxXtcovOxrimCwVEri/knrFfE4rTBB5vedJbat797rvRdZtrChyAzHwAUznyNo0fci5rpki7ALgMaYLa9VIq79MXyn1k95D/uXyvPqKa3VrLnHCpu+m1kcpEX4kL14bSYVDHgwFdFmLa78mD8eqPKb/Dj5FbKpKQL7dRw9OdGDOGon2WRjpBkrOEmmYm/VOfCG+mfflXfLwYQzPLBt3icokBHSDU/qeUMAwj103lvGhd8/lcGGBCI34jwzig62aivUYbV3WcBLKpOIH9A+bzeWYeFbDIf9V3IvdzlOMJgiT8CyBEqO8SD6huvwFlTiSlASKyRGi6x6+/N+5zSsmSgWmyPZ0DpS3zWQgatk1omnwcQ9O2RjmeCa61R7ZPY+Q8PApQQC4jLcqtR4LQVZD1FwKHposmqtuoOpcpAb/z23ciBJdEEtVEw/3+WGXtsWyp0YVbA4Q4uiixgmGt8yer1bfTfVQFxOh/6nG3Tm3dYMIihYq3AQX4WeNj8oWtpw0g69G3QS0mmsTPeJmjee2V/m5KW0pF/izfXoIAAdny4i1aPUqBsjO99o/0lfysjldoGk5lAOfjQ8xnnvnMBxFCL5aXBsvl0nLLaHSqbeUyUrII0TFyIsPGzY0HwJpbSa3f5XZ43oLntuQtKr9OffoKDyryfZJcVQGjA3K6EDTAoJaDNbAxK09NWv43XWsVj9Bb9vZ2157/TMuTHtS89KWfsPwbeTXocs0Ok34vV7UDwAkOJPaJIfH7AOxZJkTRQGOOvlD6LSdOtQ8gITotMa9uR0cg8pe8wxzZvT6DpzIhUBbqjSEhksXrcYVu7bAzW2gaBCL0ElLo02zLC0ygaySKOmRGYwiVMFOzsIQukiSU88KKdFzlOU7ox1sLHpGq9mb5YJzFRfuUwUkSPpg1E59JVsdUzcRd19lCVkbQNDnrLsBMeTZjMNLM5CwqJIzDyqIh7FgI0ZpMoxMrUtu2OJDQSwoBTSKsVqtsDvZzKfM9m82ljwoukYGfOiBmbl8wItNS4Rz0/DUH45VMYszJ8HScCbBwUgVK2k4Gf6UmKBRrmroHn5rRWhP1jTHntVHrC2QLwR//EQI7FC9XK56bGI32PM2NSee+9OVQkIeU+HgQANHJd3Ue9uB6c3OJm2+56gD2GnrF719KXxaq/k5dt+FyoHHyVZRrMoxkSke+bXSCzre9AA/E/GocR7SyHjJ2KRU0AzVGi7JVLY66+e4q+kzemxkdxBk/MUCVTN+EckBsfct6Ht3aNyGsTsREeOT8wzh1+jTzwqjgJitlLMNHydIbzKdwFNDTCM2Ocn+Mo5y/JEOg1pQYcf36HNvb2a9Ow8vHccSq7/kwW+FHUTQzBVeZLi2ZB3h7fmSFJ7QYht4O2EyJk4JqUr5MG5pXJ6EJrVnFSksjzGkZqlggb+3XQIWIs9cDsIjJQhn29drAZIsPhC7WCi/2guf7ui5durz+zGdYnvSgJgT+Z8pQUraeJNmappXPDpGq8YIA8pM7jLhy9SrnSwBx7hEKaBoBQtBD8rJTru7taqi24RfSvb/yfKPkmDEJiLLFT2oK1J+ljaa5qRCRLa9xYBDV5TNB4DUYIhuLJgSM0p4EQttydEgA0M7ltFohVj2HhRBAgceOQAgicNu2QZQ06pqbJQRwCHcCiBJgUT/aXxZOKshDkLkAZI4UzOlWRzRtShlmCP6UZyCZk6kCGsI49sYQlGd6gNT3PbrZzCJ5akEdAmc2VtDSzfgAzNlsZvv5B8ul1ekjqbqmwf7+PubzORaLhaRD1zw2M8t4q9pTPp8oA1j7LhqoAhq/hWKgzjl6EnEIbtu0GNOoxJbpQBmPWG1CyL5PXtODy7Wj0RlqOrYoMQe+9f2QtnKCstyZ+z5+s4EizS3CzDpIavtkx1MAzFjbWccnbIeAVtLzty37b2kiM4cIQLb6c0ngtaRCvO97dLLt1o8jg0Z55siRA+zs7OvwwKwcuj6B/N0XJ4jtJ1MOSBQcbl3ho7em5ZKAD+Ni1h3+JuNLcGs7W6pyHVUbgJIX1Bo6XHZtZyzR7aCEVEQtAjA6MuUkcWCBZpK2LSahOU9buq2i2yWARFGNYx5m155sdcqWFR4+/ntsZxsx7TJoHgdzcE3jgGGImM079vcZR3TzWbYwJpiFlS0uLZomYLVa4frVK1jM5+jmc9tuJgCXLm1Ct8B6yWc1n88QQsOARkCgrmnmx431yaIixUfGO8h7K7O2F0ChhNmWUlL3CnVBKKNDASC0GfAEp3Qlr/F6gpYM9bGiy9JqvX5NaTtjYpc0kdEjV280o8p+wiOPPIwnWp70oOa+3/s9nDhxAhQIly5dxs0nT+LozjYnLTJAoITjHf7IFu6q7/HIIw+jazs0bYerl6+gHwZcv3YNi/kCw9hznhll+AC6bobNzU1sHTnKSaUCmy4PDg5Eex+wGgazHBw7doyz8TqmoOm+C61XtSlpI5AZLaNj1sjuf+BBxNWSj61vO9x1151oQ+m8qVtLpomTt1KhCK3lB3gPfOgHA2baVm6fZMANhDSIxj8I0CPer+6j5g1CteDEXwVu+0cXojJA13YdFxWC2cJTntvjiy40NQez30lrQMwACFF55oyni5RBEJCwv3eAcezRLBZo2w79aoWNxQIHBweFhUv7uLm5CQKhF81LLSA6jswMF3b4pd9aapoGq35l1jKNJtIojdoU7AUAEeVojyQCSSI1ACCSinDnRyDnc/nwavOfUeBk463K1zp4UB+jFBUQZAF46dImbj1zHYA6kvZoG7biDHFA23JiPDSS3TcC13Yv4fjODhIBq9UKi0WDMa7QtqzpN02TD7qUdrB/VzYfcJsH2wILzYC2YSG8aMkbP1xfclGfB1OXJnCIXxuZBnWcMtAiuybrzuYxgxXDMiY/HLhJ00DFLCgVpktuDr12vP7dZ7TmSoy+iOkIlCOXtA1+i1rXmz+V3oS4KmLynLc85HFWQJMdgvPl7HNjbcvoB6qspQQ0TYcY+Tu6DhsgII1ICGhnHXZ3r2M+X+BgtUIra//61WtouhbHdo7x0SYx4sj2NuLI28dtaLNjrQD5Xni85sKydoZgqR9A2RKoirMmhxz7wfyPGJTojkLe7vLARsc088wRbdOZJXxq69YUtpSQVEER3xpNoWDKEbJFrqZTpYpJaw1l3ycPkdgHNefQ8cVjqXMPnVu7/pmWJz2oufPuu9A0HUIg3HzzLdg/2Mf5hx5CaBpsbm3i2PFjHOKqjDoBwxixt7uLTz/wAI5tb2O1WuGOs3dIEiYR1jGCkpgkG3HyHFZs5Wga9MOASxcv4/LlT2McIvqhx+bGBpq2EZBDmC8WuHb9GubzBX73Yx/D1uYRbO9sY2NjE8OwAsD1L5dLEBF2dnYEbEkblEGKFkbgo+4/+clP4NjOMZy68w40FLB/sI8Pf+hDeNrTn47ZbFYAASU6NUkSiM9WcRYKtioFREQOf43si9FSBwBmPgXKbJMepbOpNtrZQ3oOkjLD4LdCKFvWLBeDAbCsQa+F8aJk2EBedCW/c8/HKBE3DHQa2Q/vus7qDKLhAWyans/miIhiIQhYrUaslj2aNqCVM5g2NjaKbSvVKlUTHSQpYEI+t6kJDdp5W2im/twnDSnn/mhI6GiRUda3lHX0ItEeEhoKPL86iillUOjGzczSPjolEEIq5bdaSFS79uGtJaATG6IdZMotOHnyKm677YoxfB0fBlEh5/+Q7d2NxQbOP3oRZ89s4NGLj6Jp2FI2X8yQEnDx0Yvo2hZbR4+gU8FCcKDdCb8kFkoRKqxOa0JEtcYknD93jPuDbBUJpERagYnc+xsZb/KnJPNQ83c3l4WgBtx39x5pJzQxoYGe6VIDoKJu9zsPkfRagasTjqW1SD7rtqJVq/4huc+AgkJub96ezW2pkyUqkEuJAUIQnuABkdK++rGosOa6+PXjIFZNECgRg0sKWGxsIhAVWcKXB0t86lOfwnjrgNXBkpWoxQwbiw10XSu8v4Wmn9AxiHLgZUNkEZGEiH4c0Pc95nPZSpZVqLms1HKVfxeeTHk2WWnmAVUgk2xMNVx+wCD+NjVQVWuOj1zKzuOAbgd5w4sqUJmZwyMcvWmNhjyoSlBLlUwEwfKEZaU06f/x8PnzeKLlSQ9qAD7vRhfexsYGbr/jDsSYcOHiI/i9+z6B5f4+jh8/jvlshoODfVzfO8Dp06dw59k7sLW1BUAIThZZcoszNJLYKSV07cy03NmswS2nbpFnkySSUwJgqiAAR44cARHhphMnsFwu8WvvfS/ufspTcbC/j6Ztsbe7i2PHj6EJARcvXsLQrziskICjO9s4deo0Lly4iIfPn0PbNlgsNvHMZzwz7+nGAfP5DM9+7nPxyfs+gb5foWka3HH3XTh/7jyWB0tcuXoFKUYcP34cN99yCzYk8yVblHgRaXI9dTZNCbK/y2MyDAPOPfQQFosFVssVju5so+0YwO3v7WPWdTh+4ji6rgUSgToSDarB8mCJ5bV9LDYWGEYGcXxMAUf1HD95U9YaUkJoM5gxBzgxg9t5LVRacnS/v+0a1u5nc/RD77bHMhOttUU7jA/AbDZHPw7oOj5mYOhX2NzcRL/qzQk4iTbiix6UaQw3cWLCYRiKc3NS9PvcCWM/oplnM/W6AMhmadXsrDgGD2LfKu1jEMaSEiyk1GqUujzAyJbDUqOP4mRbtqksnklm50BgPp8BSbYG1LzeNGgoYCRmfl0342MixEFx/2Afx3eO4er169ja2MT9Dz6IOEZsbm6gaRpsH9tGQ4RrV68ihICdnWMipMrtuQLIiaBUa45qxMA6HzfhLH+K77nH2nED+MA6w9f6ksyVVzI8kCzBBrK5B/5a5kkeOPltgGxxcfXbXIoVVpQOb/HLmX7Vt6R63gFGFaxqmawtRazMNFk5sfGmQgmI6pfjFBLNQBxjRBTlSQWnDzn2h2fmrR3YfZofJ0VxrB1dlFnKitGR7aN49vFnYxwGLGczzBfsqP/oufMITYujR46g3ewQGq5rf3+OoQ/Y3Z+BaAPLA/b7yfliZgABe3u8JdeverA1KSt03gdtHCMSaRSqKrMZ7OhYdG2LcRjz2VMplT56rhRAQ+aFAOhJO23XCX9Ppqwq34XNk/rSybhK6/TwTxlG4yHe51NlX0OBU10c7PPWb5PP4QKAS5curbX9My2U/Ip5EpWrV69iZ2cHb3nLW7AQR+FM6HITAf1qhevXr2NnZxsIDe+luzNJAJ6HMQ6iEZeOq4Au/DJjrn2SHCGkFUEXTZme3DtCetOzps3XLRxejmzyffTCBVx4+BHcededmC3mDBbMTOs0OgJrJQKslsslPvWJT+LWM7cygFHn4FWP69ev4aGHztnCapoG/XKF287ejq6bIYSAvf09fPQjH8HmxgY2t7aAGLF19ChCCNjc2kIgwt7enp19tLm5ifPnzxlhR432EXPwrJuj6zoMQ49+6HHs2HHbw26aBo88+ghb2fb3sTxYYhhH7Gxv4+j2UXbEWy7RzWbY3dvDpYsXcfzYcc6EnDjEcbVaYbG1hYPdPfTDgGPHj6FfrrC5uYEEPqJiGEdLnMeHxWUnZRMKQCkcNVGbAInGOSFrRMVq1bPFwQGMpmmKZ4pTitW/Z4xGQ+Zz0AQgAjFp2HKmHztNPBuFzYKj/4rtKGStXvMC+W0M/8wYY0HfpMLGxkQijDQ0Xra32EIi4BPB8iT5uj/5ezs4ecv9mM/naNsZ+tUK1AQc7O/jyNYRpAT044A49Fj1AwIRjh07hkQwM3/X8REjgwAf80EaRuzvH2DryJbru4+KURVYBIlbtwbQEltqTt16pbhf/+bbUh6MVAI/e58DOd6ErzRmgANqJfGghgDKPk6kE+FtQdoYAWrF9wpwemGViAqfnlok6Pe8PZRpz920ngemqsNbA024KrhxdOEtsPo3VjSoz6VqPAGYNVD7FGMJdHTLdxYCDkSaq5O/DrUmyFPAH2PkrXwBTwd7+3jg/vtxsDzAqu+Rhj/FCTdjxPWrVxEoYL6Y8zvVz88B1ATwHKmY8clGPfAUmuLzrKKdmWd1SJ95+5xdH1JMePiRh3HzyZsL0J3fndy4JsuNxTyjQSY+lieEfNTEf/nZl+Mb/9x/t3HkesW/MShNqRUKuU3yft0V0ZQbKwndDqR+qTwG/+7/+Avo+yWuXLmC7e1tPJ7yBWCpESADXVBAZh4s0E6cOA6AOBrCTH2UKQbsTc7Myu2jI/srAKWmqgnR9PlsnsuC0QMt/px9L5j+8s4jr/+EmAhEvCiPnziO48ePqwxjzYWk6S6s0dCzasizGZ7+jGeIVUC0lsQnvB4/eRLHT55khzplGDHhkUcewYc/dC92drYRmoBbT5/GqdOn0TScGGy2WNjCIArY2NyUPCns/Hr8xAkEBCAQgxfZsmAmxinq1eNft6WY6SVsHT2KK5cuY2trC6dPn8a5c+exfWwHVy5dxvbODraO8PbN8Z1jOHnyZiwWcwDst4QE9EOPxcYGhp3BTt/e3t42a5aChjiO2NvfRxAG0s06zGb5cE5m6jkCqyHeepkv5qJ1aZ6KJcaRE99tbGzg+vVrFhFh2zTql5NQhFN7pq3zpgy573u0TWcXPRDy23pqmfCJCaE0lhQkZUdxDSNPbiw8PXvfFBKLncnv6Jw2x4jlwQHmC862vLe3x+b80OBguY/FYsHbYeLw/uADDwB0DG1oQQhYLpcsRMaIrSNb2N/bl+3aBhtHj2ALAcuDA1y4cAFHjh5hZWUcAWGqbA1V5262vsw35rh44SISErY2N7GxtZUtC0H8qyhnJDYzPPI0qCCWUYdaq3RpFw65DtDos1N6owdNxpNMWAlrpwwGVMnSdyVlCnDYBY4zOQxD1lAytmbz6QBPzY88PdagwniLtGMYBtt6Va1e61ceycCRzOlbacsDSc8X9Tfv5Goy2vE17yjfhCB9z9l+FXDb1qxbDwBbRB/61Kdx+sytGIcB5x86h9A26JoGbdvh47/7MQwp4a6778bJkyfRzTrMNxbYOX4MZxYbuHb9Gt7+i59GO/9pfMOf+QZcvnwFLRE2NjZ4nbeNbO0Dfb/iQIQhAmJx0W0ntTyPEvSg21p8UC0Zr0purHS+xoGd669f38V9930CR7av4Eu+9KXQXDRmyZW5SUB5NI0AOAZSOVJRrTVxHHHhwgVcvPhqXLn8E2i7FreeuRVnbrtNAC37bnK0bEI/9Jh1nQFCdipPBurz+X4sL8ZxYEv3OCLJOD3R8qQHNf/zf96F2fyIY1TqTVD6aJjeqVgm8xjIY26xO7St1x1+wZqiwj+adlj8Xj5vWpA2Dmu3ZIBkv2Uht65AJatGGWECJLx6dNqzagZupITg2B/haYjxJXj4EdH8Y8R993Gitn4YMJt1631OZdt4PaUCLPpnskk+uO0bbYt2nZDS03HffbpXr0wTco5SPixPx1wHqgmBk7ulHBL55S//OOevaJjxqLWGwE6oqxWwubmF/f19B8IY6PlIDTX5NnLSc4xJzhcaZJ+bHaT91pYKfaUmBSdmNhbQoPXzcQkDQmgk1HzwQ5TppLISeKCiNFCTCoFQh9kDWZiZYHFtckogCAGhIWxsbdlvR7ePIol03djaxP7uHkBAv2IgeNttZ/DpT7XYOLIFpIQOLWfrFpC3sblhh05SIiDwie/d7DhAhK5tMQhjVmdKgjqPKvkFnDh5k5nBr169ymcDAVhsbPAW37DkMPGDJY5sH2HSdZYFo1WzzJhKWVga6jmg8ocMmGqQ42jU+EwFQmpYlLf0kqvGCWunbdvEVUW19IZKEFPTjxeKpYaet7bY+ui2XItGZ1dTH4bNbeCrTWjMfyx6HuvapUcI6BixmieKxHKF+Xxmz+5e38Xm5iYG2e4ax5HzIKScXTwrjAknTt6E2XyONJvhrqc+BQnASqIYnzN/Lu5/+Dw2FgtcOP8w+mHAYjHn3E9tg83NLZw9exbPee6fwC+9/RdxsFrhqXc/FXfccSc2NzfAq4NL03AkGFTxqLbKHnzwQVy/vov5Yo6NxRxtN8OJkyegM62HXb7zl38Zs/kMZ87chrNn7xAfn4j5bAZQwlOe9hRTdOqACT+egfi08RAYGO3u7+Nj996Lpz79aVitVujaDnt7u7h25RoefPABEBHuuPMOfPQj9+K//fK9uOXUKdx88iRO33oaV69fx+7162goYOfYDvb399E2DeZbmziydQRbG1sSzp7M6qfyRoFTtJ2QJ16e9KDmj/2xT2Jzc8NCyXKYb6VtACUTqxhP3hJa17ry8+WjmUHkicrCWT4XQh5QMECeOfET+RnHTNUkCsBCDD0AAJK1XfC5c9JDZtLKnK0PzkSZkiw+sWhEBjV6dEBMmiBMLV05ckztkUR5W8X7m+Q8BWQoXn0eAN1bJwNjwR3ZUJZsMajnJCV2oN5YLBCaBgcHB+i61rQSEm98bz1KgFgcEpbLA9YyQ5PT1rsD+FbiL9M2LVKM2D9Yyv0M+rbaLaSUzK+G62eh3a8kCiqta8My7ZbfB4BFTKUkDDJqFASPhwdNtbm+sCKY5SG/V9Poq6VKi/kcpWiAwG+X2HsK4K8vJQD8zMbWBhATNjc2zAKo2rU5asv8qRO3RsENMYLcQaAZRIbs/CnWNlgdBCIG7+zvNGJza8veoQK6lW3IdtZJaLc6iZdrvoAHCqRsXbm+F+tW6fwGfCOpwytnpPbbUpYI0L1X17+vr2idAzSk80QVrxMgUqTE13c4+tBr3mpyo60pb7VxfyrlTPkR7HRwD5QSkh3j4NfyOqhSZ9o8h3pi9XK5xG/95m9i++gOrly5wnyNgM2tTcznC/M5SymiScC5hx/GfL7A1pEtLPcPsH3sGM7edQcAPrw2EOEnf/Y/4+v+5NfjxE0nkI4d4zlz6QcW8wXarsPO8WN45Sv/BHb3ruPK5at4/2++D03bYeh5W71pO7z4xS/GfDFHTBHzpsUH7/0wLl++jIODJeazDidPnUaMEZ/8xCdw4sQJXLx4EXu7ezh+0wm0XYs77rgD+3v7ePnLvwJjHPCJ+z6BX/j5t6JpWrz6q78aXdvhWc96Fs9HLKNMlTaTTRDz68sXL+MjH/0oAhG2jhzFnXfdhXs/9GEcP3YMB2J5vfPuu/Hs5zwHP//zwJkzZ3DrmVuhiUEvXryAcw8+hO3jx3HmGWewtbEpaRhGPPDAA3jwgQewd30XzWyOp9x9N44dO4aubRy9holV9sTLkx7UtC3QNJLfxJLgeQc2Z+40sCAlOSc18ELIWkIyUKL7nGtyVp/xdiKnvZglQYopV4BpxCzvCZqrxS4SM+0wsge/1zq4G9JG6LWsDVIox0E6le1VZlWRxU9Z2KRI6IeIphNBGxIaAETqLKhhoMrwdHwG0TwjGncG1SAHNYp6zAI1jWiahOVyJaH3wtxjBIWmMJ3DfWbmB/h9eR3r+bzBbN6ImRyIsbcQ56ZpMPT5zBhfnzKEWdeZD0cTGnGSzm3I80aYz+cg4q1NIPusdF2HYRxkL5kd+bpZZ5YPgCNvfG4bQE81ZkDpHYUtSiqhcHgOEuFURC45lb8GNnB7/R5A6XvMcrA27hk012NOdlnoVsQ/HCgBYAf9EYk2mzhKK4FzCrGjpOQD2j/AhcuPskPw9g5o1mGU5IMAxPwtwD2pQ/AgIbrJ/Mq8ICYijhQRR8XZbIbd3V1sbW4W/YPrsdIUAFtfa5AlpeI3vUdhkq9FAR7psQTIUX/qN2JjyMaGtfq1Nt7OyRFR2TpM1bupiKwDGHo2zsJjdOAtQNpeOKuzs+5oP7O1LBnr8W3O4dllL0itYOAxGWMZjTOOSmdRfARZIYkx4vKlS/jIvffiZV/2ZWvM+OrVq4jDwH1Uq1I/4KnPeLqk8+ctmFXf45O/9wkM44Bz587hGU97Ol7xyq/ETSeOF1u3IWQfIt3GbkKDsFhgvpjj+LETuOuuu7C7vyd+gzOcO3cOv/5r78X+/r5lf//SF70Iz3jmM23OdQvvmc9+lrX9YG8f/5+f/mm0bYuLFy/iT3zVV2GxmKNfrfCsL3oWnvHMZ2Fvfxfvetc78ZVf+Up0oWEaCezX57MJE0nmYiKsDg7wgd/5EA76Hk996lNx6vRpcza++eabed0IY4ujmzv5pJaWm2++BaduOYX9/QOEQLh44aIlZr3plptxy62ngQR8/KMfxYMP3I8Pf+jDeNGLXijRwC1SZFcH8QRdMyg83vKkBzVcfHZZ96sDMrrcCSgGVcNPVfNRDQ0pOzYZ89M64TUY8dKHggitPms/+f7S8VBNu6SfyWtEyFsTMQKyZ+u6XDIhlbrCFbka0ZaI8kFtKBmN18BSEgEr5yOxVSCKNkQWvQMHznRMiNg5NkjWS31X27S5fgUv8vrZfMYMCxGIvLdsTN6PkXwfhoHPYfJCm7L5nJOzBTRoMCY2fw5RHQW5n97So2HWGn3DZzxx9l/NUZJSYhMuRaRENg7jOODyZfYDYq0zb4WRJAnUe1fDihe30UBYo9WY9CycbCEy7VWarPvUnoF5YFNvf2odpbBhDdRblTRiKSc7y/Xx0Cf3XYV9rXtlkernR8PNieSQUiL0KWdgZsBLuHjhAh548EE8/alPRT8MePj8eZw7fx7bO9s4e/YsZvOF+LHxll8jmW0N4Gu47BjlGAb+nRq10PH7YhyxMd9gM3/KY18YbUzuZgBQl9K64kFRtpCa9TdJsjU0BkhIEJCeHRcACcXn39feKFWNY7QDQReLuQCKJPpQjjRi5UYT9DFVNKG2cjpaqQSNgSHXf8+vgAzmkwyYKoZs/eVGp5RAKdO70nbTtNmCRZm2iAiXr1zGxQsXcPXyZXzkYx/FfDbHzvY2br/9bAFotD1IYBBMOXN627RoU8T+0GMYIieyA0fHPvXpT8MYI246eRNuOnETBx3EPPbmw0Y5orVpGwzCXzT3EYiwtbFpjrinbr0VN58+JdZVzkk1kwR6bduB4pgVnMRtbULAfGOBb/qrf1UUsBahIQz9KNvQDVarHkePHMUrX/GV+Plf+AV8/dd8LXb3drG1tYWD/QP0fY+Pfexj2NjYwM0334KTJ2/Cf/nP/xmL+RyXr13FN/7Zb8zz5eZYk6wW4BZ5/RpgFf4xn884erHjw3pNQUwMmJ/69GdgtTzA3vU9vP83fxMpJRzZPornPPs5jm9PZB9+nOULAtRMWVDMJAv17556jrJ2ZcJTJzYzqynTcgEkhHHVpl2gFApWjImSMSAVOxqOGJM65TIzTnoHAbqDq23MmjZhJSdFK9EFB4aKLR2n1inRUiBQlNFKAAXk06PtTBTYg36bKKWczA+AhRAb+HAhmuzAOeaTZgHLY2PHLYh/ihfyujC4/mgJ9HwJFDisvW1z1k6nQutZOzqnq36JxWID/XJlc6nvU2HPmn7uZ0qjaf0AM4sompxaCmbdTA6p5H3kBi50vCLYxsKNy62pMo9HBgn+PuufVGmCLbjjH0wukY2xz/LKW2lVdJ60MdNnDYaNGDOYEvBbJBzMNyNCTeUNEjjXSRMCzp0/jyY0ePYXsVm9nc2wdWQLZ26/DXt7e7h+9Rqu750DgbBcHqBf9dg5to3FfAOh5bUw9INkxWa6HfoR+wcHdiZXIDJn143FAjvHdrB15CgLqaaBZU5Oav0k39EKvIgCgwzrVABoSGtC3kr91KfvxyPnz2G5XGJ7ZxvPec5z0QYWpMt+hQsXLuDmW25BN+vY52QcsepXOFgucVSiDq9cvYK93V3c/6lPm+UxxhE7x47hjrvvAqWE7Z0dBn6SV2tKiYGsRfVxYDbEp4XVxT9neU9ET0TUTNhUWGzM6qL3kvLfbAdoW0kAl9h6kjQFRiB86IMfxDvf+U48+vCjSHFAPwz4mq/9Wnz5l3+5bYF7OiXwkRlB3huIMCKhH3jNhhDYspGyL1eMEf1qhePHjjtLMrHyEHPiRU1WpwlX9/a2S2XD0f84jpbDJxDx0QvYxv6qPDXdY+cIgDRMWi7Mus6sV2Z9jZz3JsYRz37mK/Bf/vP/xPlz53H8ppuwtbmJruvw0Y/dh/29PRw/fgJPe8YzcNddL8Udd96JlBJ2rwcLEzf/HqUFlTUyh0loV0yBRbuhoBbirJ8yfwgpoZvNMA4jjp04jq94xSuQUsKFRx/B29/+i3jBC1+IW0+dKgwDT7Q86UO6f/zHfxybWxtOdVq3hhgT8sTlwIciVl6YzNCVaM0aUpm1J4EOMjDK+hFrL/52BS4mEFy7RjmGPsr5UzURpFRaV4Yxoq2YWG0dAlSxyA6XRsQVcGNNL4MT1UpYOGjisgy0CD66ItrzSU7eZqLP1gVvdfGgRYVs3/dYLBboVz2IOHuytkUT5tUCuAgRjUBCzKn3ia1Fy+XS7rV+Sl840aLjLaQZOCO6pjXnR83GmeKIxWIDq9USdmifY0wA5BwXtUio30qZH6ekoQgNaannnMdmtOiqOnpJH8r+Csk0znK7rYo6UWamlpTAGUu9hSxbc7gNN6J9i3JJ5ff7P30Ct93+KKDqhdIKJSz39/DIIxdx+vRpdgIVi+TgMs/y3DJthSZguX/AoHHW4erV62ah2NjaYCtGz7lBNje2QIGwXK3Qta0dHzEOI5YH+7h06TIuXbqIjY0NNO1z8dS7e55LM2YISDN4lmRbSAFOnmskWHSfAuP9/T1cvXwZDz74II4dO4anPf3p2N8/wO7udXzogx/CztGjuHr1Kja2NrFz7DiuX72Kg4MlKHCCOI4OSbhw8RJuOnECW0eOYGNjA0956lPAPtUsoB999AIuPPoI4jji+ImbEIhw7qGHcPbOO7G9fRShbXH54iV0XYtjx4/Dr2FgPfll7Yezv7+P2WyWt3SIt7DS0APqME8BfUqAJoxMzmHawAZsLSSx0IziU6XWkI9+5CN473veAxDhS7/0hTi6fRQnbjqB7aNHmRYk/FrbZ2sZcOc0JbMGzAJhSAmjWmHkPuWB/WoFEGE2n2cFLOWElup3NgwDHnroJly8uJmtw3p6diCLMjIlOqxHdEnyeAMXugaTnI829D0f1+B4mT2v/GgcMUjEVwIn2lRl0Vsbo0WFReQjWLLfo7kk5AkRME/Y35vhS1/4UePtvKadTJR3p5j4SJjZTDKBx7UtMM9Lf+u33o8LFy6i6zo8+4ufi//H/+3/DiA9oZDuJz+o+X/+OLY2NjNACCWjNybqUGfNsKFCPiWFNlmweOWsKtPMPZhwVy1OEU2t0eq7FXAgsb8BJRTWBNWmDFRxJwyYEOWU+iACST0+7lPr9+PhtzDMUVQ7L+3Vdui2hApKNh/nc4Cyzoqi3oRsZlVLhQc0+ttqteKjKATw6enWupjUD8VOxI2c1bdp2vxuIoTQYBgHBGJTPYnXvyZ348MqdXFGHVxb2HUWU81dFFOU04f5PYvFBvphZVpoMh5ROtIGIrPYeGChjNNCVZuAOMQir40COgYyCopi9Y5Mp9ly6NqRsHavWsmUDryENrBT07reXdF8sRWYnD4ugu2B+2/GmdsfMc0zyGnnly5exN71a7j9jjtBfAxUtj41/jwgKtYBCjCahWcG+2UaAwv/JjJLYiMh3iEEXLx0AR/+YMJifh/6YUS/WuHupz4Ft525DQjBBEhCwoULFzFrOw5nnXFOp43FAkQB58+fx9XLl7HqewvxP3r0KG6//SxHu9l8sB/JarXC1uYWEJKkMOH57ldLbG5u2v2jRrg05daR9lGPLrl8iR1Obz51Cm3TYLla4cIjjyDGiO2dY/jIRz6MjY1N7O3t4uabb8bO9g6GccTBwQE2Fgsc2d7GxuYGJ2dz0U+c04mTtgGcTXcWCMvVEl03xzCOnLGZyI5K2NvfRyDCJz/5SZy8+SSOHt22YAfOtj1Yf1NKeOD++/HII4/g7jvvwolbTpqVB4lBg/IY5kGScsMJ/ahRkZSthAlAFwj9OCIK0EgSAMEgiAFaCBwVmaSOJP4zeo4UEWegv3xpEzs7180C6rexPQhRYKiRkhqRqZbovH2tdbCc0ENdTenAeuj93t4ezj/6KPb2D/DUu+7AYjZnMCHrwq89r4DHcQQo+/DVwQajbGeqDH3kkeNmeSvXv/seE/b297CpOeLgtjBl/LL8TNbG3d1d/Pqv/xre8+7/N54oqHnybz+pYFfCrVBuXbyman/d/Gm+gVEmJo3q3lRpruQtFGU0gdloU7IJZ37rth68xcXVQbKQpXGTqL28PzvZKYAygGMQzR6WV5cWJ7XMmCVHfEL6Vc+LTaKgcv+4FmMC5QAbiLMtDnsPgy89AI/T2jDD5pw3EnlEBJJEdMrY1EqjKcjHYcDu3h7Gvsdic1N8W0RLSwlDjEgxoWs7rOLKQBuHFfL+8DDoQhaGNkqkjmg4TeDMqBxZk8+ZGUfd6sh+VhptFuMoOSX42b4fbJuKwUtm0Mp8FOwkJANfngGyVirO1nC+Mo52dPr9vE4VBVD8t+ETrZ3Jwee3kQfM+lBOszqbO4un0LxZBVPiwzWJ7PFz589huVriphMncOquu9DHZGegWb1CM2p5yhZLwdwOQKp2GiiDy0IBEMHFWalh1lT9d+L4TXja047h9OmTIGK/rHPnzuF3fucDfJ5a2+KBB+7HlatXsbO9jf39A2xsbGD/YB9j32O1XGGxWODI9lHsHD+Oo0ePopOoGh0/s05IP5rQ4MjWlugPrA8TcSRd2zYyVvm3dYWKoP5dSUDcsZtuwrETJ3D54iXEcUDbtbjp5EkJkZ/hZSe/TAABcPnSZezt7XEaAznk8z/9zP8XO8eO40/96T9lPJDpjDDa/DBPbNoG48G+KE8iyAPhYx/5KC5duIAo6/Ouu+7C+3/jNzH0Pc7cdhuuXL6MVnwydnaOQYXayZtvxhc/73kSsSjneJlPD2wbmXku99+2CoWOa/7KfIk/qwN/glhWRt2Wd0qaWk8s0k/oWmgrUDBFoNXzkwQweFmgxNlKCgme75B5b0oGYHJqigw0aiDjeX/btpjN5mhnM46qbFpJapctKrZenOzQjMd53WbewIDHK9nA9esLVdUyyRUYJwngbrEbG1uDqVychaxT692IOb7kxV+D97z739VE/RmXxwVq3vSmN+FnfuZncO+992JjYwNf9mVfhn/0j/4Rnine2wBn+fzu7/5u/If/8B+wXC7xmte8Bj/2Yz+GU6dO2T2f+tSn8B3f8R345V/+ZRw5cgTf8i3fgje96U1FWuf/9t/+G+655x588IMfxNmzZ/F93/d9+Gt/7a897g6STohYJvxATpXHAj0pJWZ8IUdqeOb+WGDJW2EUzADIVhiIcKCyDbb14hZSoZlC5IrrltZpTp2U/YZUY+U6MrjIdWZQoszBW2b0r0WsNNn3wvtg+MWp7VOzYy/akllo3HhoMaFMkIMnG6epMOMxE6h7VsFE07Y4evSo7Y9fvXIF4zhivthgwSCla1ocJGVmCdcPdnFk6whijFgeLLGxscAoGQ3brhPNmK0Z8/kMaqVSAQ7SqKlhbTsJKVlfdBz9nrw+q5uTaq2ysSc2GZuDdsp+UboFpVpezQBrZmjbVAQ5w6zKH5IiQiqdulUB9oAAoWSY5TxWayJl8K977ZcvH8Fig089/8i99+LOO+7E5tYWVkvg4qWA/dXIRm7HnMchZy8mkuilkMc0W3CiAJg6eVsGO0bqNupZC+ZopHK9tW2Ls2fP4tjxY/jIvfdisVjg7B134KlPe5oJT31ddEwmjZyRFinxAYYK7EnXh1ufGspNgEYu5T9ZKYCbFx0LBZgqSAme1xBO3HRCggKAYeix6nvs7u5i1s0s4/ViY4GtI5towimzcPy5v/gX8Atv/Tn8yjvfhcXGBg729xGagL3dXYQQsLW1hb29Pd4iIV6H13Z3sbm1hZ3tbWxsbmLoe3zpi1/EqQ9kXZ+5/TYAhMuXLuHZz/4iziMVE65du4b5bIa7776bgyCI5OR03VrLfDJbdaMB8pL2lWbzWlCrbRwGhChRYKTZwNmCkmIyHzudHLZc6NZSMB5ngt/Rma4zv+6sQeSsS8rXyB0EavWQrC2OaAyynX1wcMBWZVV6xhGzrsMtJ2/C+YcfwahESLBkk8bnRdks1uZjKuEolIq7n3LO2qcKckr5IFPlSyp/vJVKhUGWezCFDQAGCTz5bMrjAjXvfOc78frXvx4vfvGLMQwD/s7f+Tt49atfjQ996ENyRhLwXd/1Xfi5n/s5/Mf/+B+xs7ODN7zhDfizf/bP4r//9/8OgE32X/d1X4fTp0/jf/yP/4GHHnoI3/zN34yu6/AP/+E/BADcd999+Lqv+zp8+7d/O37iJ34C73jHO/DX//pfx6233orXvOY1j6+HChRiHvzaGqMwU8GPTaq38uj9v4+WeyMLjbZFwY0tNMoXTWMzVOzqkevmA9E0WO4vsbm5gXEYJjGa5XlIydLgaxtymyObt9011bIVa+WBTPlvysxBBXsIgU3HRADlschmYVnoFkUjqfNFqKuPjd/iMYYNKsAXn6myzsAAtpzs7+/L9lODZnNTMmY2WC2XuHjxIpvCA584PowDUmSh87ZffDv+9Nf/Sezv7+P6tetoWk7Drw6oV69cQde1uOnkzQySZnPs7e/ZAZZNCJhtbWG1XElWTfYF0S01AzG20MUSEZC3vZKet8P98c6HTePSuSNHrCiw8kDCWw09uAE4AV4QcKSO5R58Wj4YnX0i0VLZgZcdH1V7hAEFBRGlE2omJG3PKD5hi0XEpYtHcOHCBdx005dgbz/gYBnQEKFtCMthhIFrsbR44O7X0A2WZUG5xa+0/hC5T6r57+wc8NggO/Yf2TqCF77oRQbO4piMX+Q+K/8o2+E/J9cy1qpTBl7WFNfBiuHn2yiDHjIoBIVF+k5yv3bdHLPZAnErIRAL8LZtOYOt+OSMY8TV3WuYLzbwjX/+LwApYhhHdC1HJ40jb51euXKF/XoWG5i3hNX+Aa4fLEFyntQ4Rj7eQgGdgAw9lHfn2A4I4AR4SLhJslIzX+Ct5kR6WO70QbYKaFhuk9FsMWQy8Jq5d2Oxwds/MpgRbHXh33KUolqEdHwVxGd/vZyxWJWTG61DAkyxKSwwNkfWKXveW56IOCt84agssmu1WmFzY4G+H+xZBVxusJxjN5VrwwGwEIKEu3vQ7Xlzsj5P0fg4jmaFfqzCO4ZiVUSphDyR8ln51DzyyCO45ZZb8M53vhOveMUrcOXKFdx88834yZ/8Sfy5P/fnAAD33nsvvuiLvgjvfve78dKXvhS/8Au/gK//+q/Hgw8+aNabt7zlLfje7/1ePPLII5jNZvje7/1e/NzP/Rw+8IEP2Lte+9rX4vLly3jb2972GbWt8KnZ2iwmgwV4OUmZsDKg0euAZ6CqAWavfgIhTZzLUgsSqdAEgPomULnsivdq8ZpcaNhh86GHHsKdZ++wPehUvasAL3atFC4GLhzgSsrv1awszDQBdkZJTMkORdT2xXG0sHNlnbo33LZtVoylXeq8poxfhWjJAMgWsm59+LNK/Chp39VaoUzHwKgAIbbe9BgGPn1XNa5Lly7jgx/+EL7yK78S5x58CKdPnwaFgP29PcwXczShtQMxH33kYWxubmGxWOCTn/oUTp06hfl8jnEYcOToUduCaFsOb9S2abi0p6m2adDLHBY0BzmJVxLuARn4ALyVZb43GinmhH8Imbmaxc+Ft/Pp4JkODNgrfQvheFrJWvFgc6iWREddGZSnbJ1RIVYnv7t86TIeuP9+PPf5zzPQ24k1dG+1QmhaF77ux4hkbLOy4sPex3FkMz8or1O4Zrnio3cg1hK12Pz2b92Om2/eLR+Q15cabbacFCtPvmehlBUMpVenw3iCXgc4/rL9J38h/Vs9ZyuSsgKjwM2AF8GEi/E28iecl347KUUcLFfYWMz5jB85b6kj9mNRJ9w8TkqbUr8SmO+TOtYiGC16y14W8I41UR4rb6HWYAXNXhvA/mtqHbPEn6og6HarAzB6jAHTcMw6nQKKGDmh5NYSx08cFM7DHrDo+tjd28Uw8Nl1QEU/lXJG1fUaGCnfAhhAHMgxI3t7+9jY3MSsbYszvew9E+/zbaxl3lQbqaqrBF3s26hBHVPvr3/TXxN47L/3nu8GgD94n5orV64AAE6c4DTO73vf+9D3PV71qlfZPc961rNwxx13GKh597vfjS/+4i8utqNe85rX4Du+4zvwwQ9+EF/yJV+Cd7/73UUdes93fud3Pv5GCq8phD2QUSY8g0S9xlBiz6nKHbBJmZkrQapWQiEUvgEJyUI6AeT8BO7Z8lVSL5GEQxNO3XKac1Lo/UYcpbY+VUrrBvffg77k6lAml5sijl8xm2bZTNtYmLAKIN020pIjbgiUOMxxjKP4J43GlPReHZukU6F1N+w9qo629vsEmEwpmbmVT9Nu5LTegCYEUGjQtg2Obm/jzrvuRIwRd951BxZz1uLmGwvM5MBIAtDNOiw27gBSwvVruzh9+jSOHjmC2WKOYRiwe20Xly9dxvGbjnMeCmRH5jhmk6y20zISd60dApotM3w0QhOaIsW8ZyC1pUoFfP7rGJnMG0dfDS5te5azCmi0/uA0Yw+E1ddATc4lvaJ4ZzEn8qKHHngAcYg4ftMJPP/5z8doCgXP92oYORkclc7mGo0olAwAcmxEpgPtowJySlnDTrbUBByOI1LIQtRvfRIB29tLrFbO70DBEeqSDAjat2QPufmI+Ud9j/ucUy2IILd7p5CP+8mAQ+YHef07600BgDL/MgugW2faHlVUjGOkhJQISAsslwGjpHpoiDACiJGQKAeCG30m5SdpjWRyfxqLzEkplA6y0sdMTzAAn2m0tXfy/S3YNYRAaDEqaPPjkxJWKwDUFuyeAMRkhxwUoKbvExI4i/jpWw8kXFzu9AdDIh+QOZ/NsbHRlFZn51is8+at1VOKqudp4zDi0/ffj1O33IJPffoB3HzyJFbLJeaS+6qwsqDo3hrv8P54JU8pAZXvm2+ffm6aBsvl8oby54YlOX+pJ1ieMKiJMeI7v/M78eVf/uV47nOfCwA4d+4cZrMZjh07Vtx76tQpnDt3zu7xgEav67XHuufq1au2rVCX5XKJ5XJp369evQoAbNqiPCmFjwB0EkqTMZCF8tTKM1Sq391fv+jztVzPmgUmIQcheaHtUHJZV/4sLZdfs6VJKikJ1vWzJEIxz9aghaTOJOyQEtII05QJwChZa1WzVa3B16MMqRXAMzrgwmOMbKUxBhBszryFQetsAifP0xDNelF5AeyFfgaZfB8nyiKAGommAppWwpYBDHFg0DZG/LdfvgtHjhxALVKNZNs0p9+1qDrgIx+5hs3NTTRinWmaBkg5a2jRp4YTzQ3DYJFMWldCwnw+l4ydwcbfQKWnRRVMgAnobEXwDCZHBCmtxyEW25Swp5x2lidXALhEZ+j2rtFS3ljROvb25njJSz+Ka1eu4PruLk7feivnHEKy7UR9KxELxcWsw3Jw0YIO0OR5z7l1DIh5ISFt0Fwl2ma1AGT/nLzcszUs4u67HxEAoD5m2QG8XJtZYbqRGqTznWchvysDtww48gG67i2ka0ZxjD7Pt/pTt7PQhgET7WgIfMCsCsdCAMp/U2LfIKr6pdmtOfIqH6sRAAQkjGMCBPAWW5EKaqCfFXwBdrq7K0TKR9gRPm895XvKNAzVZwOybmtXEjMyTQQMgxyP4qxKej4TAMuyGwUs+7lm0KNKXilXvHIC5FxbrVNYBol8svsSO1crl/U8cKqkxBGoZ86cwcOPPIrbzpwpHIzr9WrjMFUPEVJY39rT/lQPrAGi0kgAttIYka7XUyo6Xk59duUJg5rXv/71+MAHPoBf/dVf/awb8bkob3rTm/ADP/ADk9emJqm8PqV1AVOcSYk4uclSRgYgm62hk0bFu5kHZbMq/0aa3NcEDVATkicGfrWdvaRgglgjTZQkSzAzOGWVNT7LIEi2ZiwkOC9Yvx3HacmzgNTnL126xOeipAxQlGmScF/O68AN4HwuEcNqkMRmJAmlQqkpqGZe708bQ0ymZXrGqVFXyhD8qd8q8BRkcNQS0ItfT7+UrKCt5rHhZ/6P//3L8M9+5D+gCQGrVY/5fIZ+0H1r2RIceEtsHEfM5gsex7iPcRxx9eoVzOcLNE2HjY0FErh9cYxoO7aWjOqX1PdF1tsEZabeX4tBi54/s04mZIxHmS6PXfa9UUdmtZwBemjmWCQmzAK+BsWesZV161xkR27C//7/+ircfde7sLm5iTO3nQEg2aIdbQUB070Ildmsw35/4Nqf/Y2yr1F58rgWSzOg6oCC9ax5cEupXP/ZylONZ144Ruc3tKjaCOnPqXiH0bMSELJgV8GqQs3fqwARACjkBloztC8GWN21BECVCH0nv6wAClF/B/v42PjpmNWKhhPmNv0Gyiq+I50orF0OiJslT/tEeiegfoWebj39FUBCadBlktekdzGOaMVCyWC4cROV3QJ0Ptesv8nRtwDI2sHX+I2b65Q4gEHBq1pvichAFhFxRmZTXjKwKQAO5XQX2p6bT96Ei5cuIYQGJ08cL+gQ8h44WvJ9qD/nxyrau4EcrZV1bWMNlv29j9uK8xmWJwRq3vCGN+Ctb30r3vWud+H222+330+fPo3VaoXLly8X1prz58/j9OnTds973/veor7z58/bNf2rv/l7tre3J600APDGN74R99xzj32/evUqzp49CxIGoXOfkLI2KqU0q2Vh6gdfTbH6PYt85BkHoFq6TqSeHL32LqdBAXBh01oh3KIIpllmaszCjomXykWkGpZtcSV7mSdAn0gvpjHXU6FwwI+RILDI79qSQwI1MVvOcaK5QnQcg2k8yYEX/h12/o17ZTGuAEANZeuMa54BprYpmJ3XlHT8Q8UwVssl5os5hn7ActVj0S7YP6BhLW4U8HL06Ap9v8JsHtCEHk3fo+3E1A12quy6joHJsIvZvMOw6kGBcPzEUfR9j6HfA9I+qOFwXG7fqvBz4eilnrVIl6uGHOPODLW3/A/qqF2Hf9ZRCH7gvCUvJyjLDFa1a703xciZQTXCCsjnw6gTeyEEgBSBcw89hH7Ywy2nTrM/TpL6NKJDpSERAskcBsL1/WWxZtTPSIWJgoFxjOtjY07UmQ7MeiijQIEsR1JKsJBdXWo1nfkyxbBr6yilbNWpQU3mK+KflzKvAhTkOaXEwJfCAQ9onCKkgMbAQDC+wfI/WzwgSgqvBbkGv/YzKtI2x6hnHWkCNX6LPjMqPRV0Zj1XzcchHireI6hH70YEbBz8e3KSwLw9WSg/Sc/C4uJDs8c42lhz1mIGFm3bFnxs1G1jobnot4ryZNqRHNo2bxFRf62mCVguV5jP5/m4mOQs1MqrPG3Y+K1vI6mPG8C+eg8/egHHdo5hGAcZf5hyWbfL90nHpqbjomgfJ4DIFBBKmaDZWTulYhkVIMePJbCeBuRxlse1eZVSwhve8Ab8p//0n/BLv/RLHG7nygtf+EJ0XYd3vOMd9ttHPvIRfOpTn8LLXvYyAMDLXvYy/M7v/A4efvhhu+ftb387tre38exnP9vu8XXoPVrHVJnP59je3i7+cZsBIHuNW1mbM8fAC8DjByB/NO96+V0nKThiTCl7ud+Y8cHeawxUCMKbCe3pCQbr4JUwCq8lR9OuVCjYYopq1sxMxLaxakBXLCrdDuB6Z7NODnjUrYhYLEhArVtMrOM4Wjgx3P3aPq03dylrr2taITKzRVhf/BYZ4Bb1KMmmxjii7VrLu9O07FsT44i+X0G3bzL4YgFBJFtXkj8HxCd0z2dzATQDWjkLRn2n+n7ETKJNugUf57BcrrC7y/lAdDsqgwXug+blCQ64Apmu1Gpo/UolY9V5K4Sojp/T+ryTsgICH+btBTXndHF0BfapIrgINZmvGCPe//734/Stt2KxYOsVgy6mc0LWNL11Qulz1PaHDOxVAOelwvd0bbcG5vLiKek5pby9XIBe5Ky5uZSacqqe8d+N/ogsIMHAUfXPVA0ZL80pomNQ5BghFPPId5V/pQHaYvdeHQPhZwWYkjvtnnxtqhQguFprebSw9rx+Lda1tN0Qj+OJ2QOIQadmHvc8yJRL4e06t7qGQHl8Pf1zCgXh14HXMW9DSpZqUb68cNV1YlnOq7n3NFNbIpS/qdKzNpZuPD0AaQR8e5miRbfCLl++IpYp4KabTiAROOGdzITfhvTAxa+TKcBUv0/rKABMxVOUb6jSAOEH5ICa9qeQh1q3fFYl8omWxwVqXv/61+Pf//t/j5/8yZ/E0aNHce7cOZw7dw77+/sAgJ2dHbzuda/DPffcg1/+5V/G+973Pnzrt34rXvayl+GlL30pAODVr341nv3sZ+Ov/tW/it/6rd/Cf/2v/xXf933fh9e//vWWOO3bv/3b8Xu/93v4nu/5Htx77734sR/7Mfz0T/80vuu7vuuz6KrTZFBaPUraKhfjxNwiJRQMXw/i81Eddm+F4HNrqPjsBbtUYi/3IME0UMqEYBYUa58u6FS8wwMCzbKplp71oZJxcnae4ha3WFjQpYKoK7XUmIcx17BuwldAZXWjXDTJCRc9JsKeCzkBlt7Tti0C5UgoPz5B2jQOI8YYsVwuLdIoSOj1MA7GjABIFBfnsOBMxWSgQueILTWNaLItVGNuNROwtJMTZXVYLOZYLBYWoYHEc5MADONgPksQsKdjXGhc0levgXnh44tu19hYINOfAuxRDvAsNfYJpiZjmYCcwEuct5sQEAA8cv5hPO95z0OQ09X1fqUB1aSJqjVBOSJrdADKQIGjwZS4X/3QZ+XCOZeWfkV5HPRr3gYo+2UKR128gHbtuJHCAWtnmuADuo4doJNn/BorwYMAIprwjyDnN1NrQgSk5NcTkGyd5z4xBkzauElAl2Jc82PypQRs5bwS+Wv5dxuPagx5vZeOquTy+3grXK6rUsw0bwpgOY0AmEP2pAXCffbO8Amwow/8+NTHk6wBXUgeLeg2qFM45H3eyqzruOh7RocA2G/lYLnEteu7WC1XnLjUyQM/LrVfTu13RhM0N7XmrU/us+exmntHQ+zdQxncY2Ku5V27u1Wk4eMsjwvU/Kt/9a9w5coVvPKVr8Stt95q/37qp37K7vnhH/5hfP3Xfz2+8Ru/Ea94xStw+vRp/MzP/Ixdb5oGb33rW9E0DV72spfhr/yVv4Jv/uZvxg/+4A/aPXfffTd+7ud+Dm9/+9vx/Oc/H//0n/5T/Ot//a8ff44awBZATWhmFcljPDmhNRNSDaEWkh7kWKZTQnasrQhjSsMp7tF2Vr8rQ/FEZX0pGroufHzRfWcFB6b16L00ZdlSJlTv9ZNtKwHqe1FZfRJno9UDBAtNsdDyWJPLz+W2R8dI1KLj7wNgFiMT7kgF0DErFuVMmvP5HHGUNicI+BO/DQEMWnc3y0nKNP/MTM43GcYBQz9wRtEEyQCrW0wRoVELWQaqpukFBmRN29rBnG3TTQpKs3Qhm6B9vzV6oLYm6F8jfYv4kWvqM6MiVm4shINn3nCMERlkBwoYVj3OnT+P07eewWzWQY+0yPfqBwgIalirFMCJlLcx4YEQpoRIeYbV2rotwFAWTCCANMFhpdiYz5uBhgoJunvXfp4A4cUYTQgJANAALT/WWm+eAxeZBfVLUWCYAQohGXhNyQu3DHbzNnsJNjU3ia7bqTKOo50s7wVtAWb8eCRtXx4LfQf/7C0E5VZpcW+u1LbBdLy0kNAPEgr+xpGSUTuchay9V4CE1BPlOT0KQmmOgHzWVcrjafys2j7xoKLrOlEichCFDxhIftKwTi/Z+shZ1Mc4Yu9gH0ePbhlQWvUDbKqJ3LiW5UbbSZ7xr1mTwHzD+8wo7yrGX9uuvxXVO+CNkncQES5dvLjepsdRHpdPzaTWUpXFYoE3v/nNePOb33zDe+688078/M///GPW88pXvhK/+Zu/+XiaN12UwEmd5rJjGfS/ipq91qICwqFZXoA5URk/WmpRbAUon9EHvOIUHZvWe7UO1e69pqyCTxktuXu5ShXESQSFeOM7Aqs1B1v80qZ1DQNZEOiQ1XUgbxfl9rJzpi1SkRk+UZy+T4GHj1pISc6UGvM7uE/B2kIynyrUY+SsoEXiPinjMH3QooIxdiTWuYmIkbMhN6EOveTsxH4rbTHfQIwDxkHyW8SEmIaciybkowWYnjgbMREVOWsMuMnWmI6TZgkGgCa0fG5VHQmR8jzn/mdaViET3HwbEKQK6LsqLYLC+l+GzntQSiEgDgMevP8BxBSxffwYbrvtNs4Qqyc9wjFp+4k4z5sA5mI7wr0brkf6zgxWqz34lLdeVEipr4zWoeOqfhRZQ87gxFtBMsfw68evA7gMwCiEnc2G8RBnRQAxiFBBW/EBIXZrVPaTyVYL7p+jeQL4mITcdt3CSPqDs97wN8p+DwY0YPyzppGmaQvaydWWADjzX0wWIqCePn/N9714D8qoJ6OOlJUE/V1HTO/yjvPKG6b4A6ARhllgG+Dx80jlXGRWyffYVrHSWCGTkkWRmaVjHOXASbbezmYzrJbL/G7174kRW5ubEoQBO1iU311uNd0IqHhZMNX/Aizmh/J3J1/8fVaT58WmWLgxqsBoQo6CfqLlSX/2U0pJTs91groCIvKLrT1bTP46qWm/3L9VBj1lLfEAxYS4PpMcUOHT+hAkVHmd8WGNKIMjEC2aCwEoFxdrBVS2GesgxhdmtuXvWieQ8834LSOrLyZLwqf91n1u1VQUIK36Hl3XVu/JYMh+c0ni8rsykMtmcM7uGoKct7QmsBOQ2J9GtSV1BuQDAzkLMI+XnCYuY8oWFN7zpRDQhQaEhDiyUG8I6IcVFos5gISua3FwcGDOxHrYZhAfHiQ9wI9TnKulxICCm2/uBoOK+kgDHh/v3JuDQjUXkjJwIANFZZoEwsHyQLJ/JjtUUtBQfocBmJIRKTi4dvUqzt51pzG1MWa/B5JssEA+5ZibmC0KvEyYAavlL2+X8VyrL4Gn9WwxBIYY+ZTois7tuzijm10iSTi5hU7ntco4Kzv66hjk8dBBKOW2X7+6TXEj64yOgdVZwCe4vvu6g7PQZKXEA8e1tprytN7G/IzafHLx171FQU+a9pbYEhSn4u9anYZmHOAFmYHZ5iuJeueAQAaMua9TPmAcvBBzZJLhzNK6y2CP6X7EKO+Em2Dogwhw60/76Kwnmac72qTsZFtbsGKMmM1mZrm1MHTAlLXlcslKljtGSMdHt7RjjKDER180ldKTADvWxyt9Nbix9vrxr65NAaLiXW7efH3ABK4lKtaMzu1DDz1U3/m4ymeX5eaPRCEgMRP3DnUpVSgVWSlIjtidKmMPFhNJ/l73c0UctUmOCZRybgMi8chH8ZxfuI9lKSsJjgGaAifrLzyReYgCR4ieCKn4660zawKF8r3mr2BwPINC1fZZY+GDI+uFUfrkrC8oL6R82/T9rBlljc00dgEHuo+uglH7slousSEZMJU+1CIAMDO7cuWKhRKzYy+boJW5PPzww7h65SrahkOtZ4s5D0IChr50gOtHPvNIc/jYwibVQhkM6PapgYpqvCykW4Wo11rVJ0cBO8p6kjC6zY0N6bRYK4Qulbmb1U3GRmnryuVLuP9Tn8K5hx7CsRMnJJlh1qDJCa2ELHx07mxVCq0U6waULV6oBLDSgKPhQY6pgDxhmnpy9BnUCTeb0BVM1evUSLhef4RyPDRsWIS70W6tPABlPXpPyp8zWHeMvuIlyY2nL7oCDBjLuGmdqrgpz1HFIRX/Ux44DW6UmHwagceyBHhS9WPml7cfn9pSp/yyBoz8m/OxE+d1Io6ABLI1hYjkoNps4dDrACwxqvqCFG0Vvmg+NeSsd06Z86Ola8oDvjzF2WKm/TZ/FAVFbtBUWQt+C921T1MPqFXZ88OC18o7zVpbzVltrSnk1YT88b/Xc1UoFO5ffe8UjRERzn+WlponPajRgS5+A1CzhHXEaZ+MkaSUbMHk+9YFjWfAWnzug4Qk1gG5VoTCKtN2LSQXkVGh2xo5l8AlMwnV/JNIJCIqLAM2Ln4xAtnPgrSu9fFSrcePtPZBBYZmpVWHVA2bXBs7XUAxybMViPGLQceqUH4yuLH6tH3K4MRnxmgjsfVFzynRrL5sWclALDQNjhw9ihA4W+bly5dx/fp1HCyXiGPE/t4eTp06ja6d4eqVa9jd3UUrTomr1YodiA05sx9JklOoVVtUywdbQ8pw7EI7qwBZzfAgc5a3yiYECmB0oc7QPEdjwRR13tQZWbXQ3/mt3wZRwC2nTuHU6dNrjEoFqvVpign6fzpndq87Ydlp6/oedUrXdzaNC9WmEsxoPwFkn6OoZ/mUVs6sFJQChEllWrHIgIcEGJZC0Y+777NXI/z1ot5qzVEBMAgKS8wCqmsPClCqNpYNN4Ca+6n+ZSV/0Ntztt91IevXpt7vSyEgZY5LQepAIUrwTXDrWd5BJMeBpMhWHiotSt5pPkHWg82Btttn0c3+YoCnxRxxVPNfO7PO+bkpXarvnVrWLUo0ZZ+wwSkl+g7blnH80Xxg3G8WYDIxv0U6Cwcck/tel3qNaj89zfrf1+6zyCfY+xSs+WdquaXvTinhwoULk237TMuTH9SgRJWZgeaiC7l4jsRkDkk4Z0zIa1kwcGB+Is66UVs4AAUwmY0RwdLfe9PjOraFRQzpwpTKs3YlP3lC1wVgn4u358gtz31UGE0BCQ8aaiHhxzOlJMc55IapflXnRPD1lgxu/Z7CYoH1qDHLOBpyptgkY2dNIViSOTXla7bjvh8sbHOxWCClKJFOPK5d15kD8PHjx3B0+ygWiwU2tzaxubkFArC5uYWdYztomhYPPXQOBMJsNudtqcjbB54OVOgDwKpfMXMbJZEdAR//+Mfx8d/9eJEewD+DmtEIQDK61j+OuXshr747/CjTsQmDpIeVEvrVCgcHB7h+7TouX7yEjSNbmC8WaMWxWev22wDFuoPPN1Lep1YDr1XC9VGFQ81UU8rRLzF6UC/WE2T6T9JAXbMQ5SNYXdJmD891TQuwUm0jC+9kf3RcdQtNn5gqKtTJzZ/nLUS1gMmWo0QqfBUEkM15BhM12GA/vpScA7bqA1UjMyvIF8psufkctlqzt3dW/PRGgCoBxfExmsG8BHhZKYGjW/2u+a08j+WswcloWUGztsMUAtLPGSjleQTgHId1zdk8KIhzdRb9JSqtlkQWdOB5q46Djrj6f8XRHYHj3hmruQXEWuuAkkOyXL/7O6VE+jmqacfz3Km5LBQWd09BvxPvuZGMuXb9Oj6b8gXgU5M/F1pbNbF5oAFdzIZo/SS7RF4aQaRhuvmd5UIvtA2C+JyQpW0PISAiJ9oCkcX265rhtc0CkfS9ucFGtAUA8f02Rp+ZxHT/1/d9a1RfLMhqPJNKYo12cYuWfTWcNifgotastG4+qJEm36X+BD6Zn4eLSIQ4jIAcA+E1lr7v0bUdOwAm9pVhJ+Mo3eX3rVYrA0kAa4SrVY8Y+fTZmKKdW9X3vZmAV/0STWgwn83RHuvw8MMP4+TJkwacuo5z2DTqS0Sw9mvyPQA4f/5htG2DM7edQRtavPe978Hddz8F29vboMCHSobQFMI+VTTgzfvFdRGGAYRIytQThqFH23Y25Xv7e3jw/gcQWsLGYhNEAU3bYjab4elPfTrGccBqtcJ8MTdambLI6NhrIi6fP8iselg/ByeEYNFeDGAaEWwCLpC13iZkvx2l+RQjZylOfiOsbBv7JKgjNYq7snXEKzSO1mXNFvykojcTLNW4INtX8rt03YNhjH9ElxbZ8lVhr81ODudkoGSWLSJEcMRjQnL1ZP+NTOty2rq+VFuUtDsJrIO57a4p4IIM1vLazXyZiECN1ClOL7aZI45dlhW94msFz47JTq227XEi47f9MKANjYAEn4iRlVc9jNdml5EbJ+Vz/VJH/qR+XdInO8DSr8UahAuQ8gCAhB+1XSf8PgFiFdUNPl0r3kJZj7W2uQncF1NkK3BNRifrIMPP0Vr9N5CX/i/lG0rBuzZf62DYv7dfrdaefTzlSQ9qssZfMqrkJrYGOV5zUE5SLvYatdJaHQDM4hERzSRpdblJN78Px+hjHOUIgdwMZcvKFKyGVHre537nnAHFCJD6k5Rma4L6Fk0TdYl1lOGuj60ycK+l63v9vapR+Xt8ZA9bWsoFp86tvn36bIOQ89dQAiEggU3TTcOaW5HLRi1sIyxHjKbgLzWIPAdB8i8QEQIC+tgjSDP7vsc4jpjP5+j7HprO/cSJE7h86TLGsZecKAGzWYd+HLC3u4sTJ07g2PHj2D84wNUrV3D50iUcOcIWoOMnjrN1Lia88IUvxJUrV/Erv/qrePGLXogQAjY2NtE0LVbLJdquLWjTj5uOkwFycSAOPOgc+UKErptjNuuwWvW48Ogj2Ds4wFOe9jSM44Cum3HE1sAATh15dV/fTnd3Y5fpHqZJsiUtFGtAtWg7+iP6/ElkiQ69kPaabo76AE9GSsW7CwCFbDHS25vK0bQePyIyELC2BeUAjL3D/5VrnvoLywHZwEEhhH0WAEoQRQdOUUgeEq2v20oVMYuzWZqcwCtS9qdUWR2qKLgY0WrWcG1HpXj4v364svDyRxGQTbWC1YKVJlbmUI19YZkRGo5jNPBmU5PEMhdIAK7n1cnOfPJttPGUvzoeo0RbWh+VvzqZsmZ9qGjPrEXSwK7rjIbskMpxFAf2/IwCGj+O2skCekp7az5pdAMHciaUkEIxcO31456tX9K26JRYfZerbwrwGg06sFqDyCdSnvSgJhcPYPIvSgRWKiL01/U31R4V9XvmnJlaPr4+OVNtSmBnRadZRDEdqoYWU0JoWpnvzBw9MXIHMlPS3DWazMy31ROwaWzqjW/X9HDIzOhNo0cGb6VwYBZPRMVhcKpZeVCjQE23gZqmAcXyuPt1DT8PrYKQxp3TwsLPjb2eCUxZ81b/D9lVEYdCDhlXkzX7OHE0jm5JrfcTInTVNMxAtWtbDHIAZRS/nBQj5vN5ISg2tzaRUsJs3oEUfBEwHjuO1XKFT9x3H5arHnfecQd2to8ZDXmtNoSA48eP4yu+4itw9cplHBwc4KEHH8JisUDf9zi6vY2dnR0bc6IyWk+jMsZxwDCMGMYB165cxaMXLuDokSPY293DzvHjiHHAfGMDi41N3HLLaYxx5BOJk/gZaXvATMiyrDqmGwS0hFDmwvFty3RVzr/5Jmh4ewJa2QLsh54jxdxzbNFrbK7U8ZoM7FPOzivagK1tR6ea9r8GhsX687yhavsUmCQZI58m3vOWYgxURkHxv/oFMbCwd3u9W3hEzRzSDdrL45E1IrXY1e338+HpKKYkeZiy4NP16599rDKpsavljcSClBzww2P43qVsrdWtHr89owMziDKkStQ4ju5ompJPZTCWCl6mR7vYd2DNaqJ1LJdLzGazNZpWwNi0rfHvYRzNQmuW54oveitaEXXGL12bA0zMpxJTbSlZ471EhYyox9w+q8yqHKxrmlhfF/JXvuR1+dmBGS1fEKBmfcFmE6gKcSPoGwAaLTElpNGdojz5LlW+HGqvHOtIrBzZTMohxU3wDB+TBKgcyRPO1H3++0RLDWAZMZny4ur3fym3ie+zqgwclIIic1pmssnCrTU/RHDAyYMjfcZrjo042magUmpYSDmE2c8H4M42oWwNYr8V1pSGNACUU/iPEkmjjEvnzGumQbYtNEMpC/cAUM49wRFSbL1p29Z8QyAgse06dF2HxcYGQISubbHy5teUrR0qWLquw8mTN+c+yknLjzz8CB588EE7n2bryBEsFgvEyPl1rl27hjiOmC8W6LoO/TDg5ptvxslbbkEIAcuDJQO3tkFoAtomW342Fhv5vBxvmUwcmRFomjmWjGrd0dALhzJcP5NkIhhYb5u2ENAgMquBQvxRACcS51Pp+x5J9/1TEvAai4NOAdHCLZlgFqY1Ldm6K4CCm7JKuMDdX5QpJk7ZK8/r3/ndqeBLfgNrSpu3cXJtqy0ofv2hujf/TcI3dauFrc4OH+X2PAZAyt2cuMesNGT8Qn/LvEmed+ka1kAmxFnU8cFOnNxVqVFPRD3KQtuk/DjYvdEOl1R61rk0FwEn/BW8KG3V/fUWnECE5XJpp3bncSi6atf8GlGeUGdLLyxscE7L2g6U5zx5i44BxOh3Ftzc+nlMyVI2rAF6AdRTsklblr+mYt4+F+VJD2rWFpNuL6AUoiow8o2QnBY5iROwvkCVsTJRFG8S4mFiHCsvfH2WlDABO+MkYsxp/C0yyt3rGKUCiLUQS3koM2CAzbx5AcMEgw2Wa1zujzIqX4rFJ+Nj2qdf+OS0lJiyVi9mCBWS0aws63NHcD5LsvAGyRWDxNtUpq0Kl7Wtvzha27w1QUOo1ZdAQYjmCQqhMe1Ox7ZfzW3+tP96YOkw9JjNNzEMyeaDNZgWKUWsVqIjJ0LTzAqQpf1KIPR9QN+3sK1GIqTUFIzBMxYdwxgjjhy5FVtHuP/LfoXLly7j/PmLOHLkCDY3tnDrmVstQSGQRCMMWK1GhEAA8bk0MRKGIaKHyhMBk4mPiNBoDx5ydTyVNaJtNJ8MOXgwcb2ePicBjmPgOlc+WomTkvGJ8m0IElWo2xlKbyOapsU4jBj6Ps+9jXlOiFZvg6ngMkye/+Q+6q3KvEuynZijdaWiBj5eUShAvvAVq0K1MX2vXUhAEiXBOc7aevRd0LpdB03ohnzCfWmNyqC+2EZf6xut3Y+qnrVxdHzHW7C8Y6+vPQGWcsBr+bZ9LrQddasaMIWCQgA1ARST0Eye/zrVP1Al+HPAox8G2XYtLSoFbTvwkVISf7rOeA7AitBqtSq2iqyPVd+9pcYrV/q88p2msqRZ9GYFUvx1U/RM3pRrtW6D/lpka4cqr1h7ph4f/t3VtAZ8nnh50oMaLaVQ9gwF5aKmTFAJaqa80cJ1y885lHrgoKGPJdPKFgWf8yQQMAwcaQIgawoi/LIJs+xPTlLm/AgEFEVLckaO/5TaX9Zxb4yWMwNbB3iqM2ZulC1hiZKdiu4144TIZyMJ+FNHXWmpMVwDFY4ra9I8fVcc3XMOgOq4oGKO3iJA5Jz8kiaeSwZ4dB7/wmt/A7/1/tMVUMt+EiFwZMPQD8Ui1vnquta2o6IJzVKTi37wHTA1824tRJKy8GSCSxmsMcAUsbcrW0JumwgpA3ZjSPWWpJtjFbZEAU0gjKIEmOlfaSdlf5nk3kEAvvh5nyr660F5YUFAXlv8ew6jpUBo5VDRfhhkW4mHQk/t5sgX9qMC5VgabwXSeWikv33fm1WrWK9aOZygRgVaXPFKTtFPJyRUc87LsQQCZYX5GuAVCf7u58qa7NuVYBlsFchw39eFlwK/eg7899J6I22o+J5adgRxl0xFTgFnWp/YNlGyx3qZsv6sW2ujvTP7SREI+ZBKEodhHu8kwDs4/lpaiM2P0o1rq8ck1G3zY6BrQb6PMUKPsyQijEK/Cryy9W0aJCn/8IoWgCLs3AOXqTXl6/XPTFmV/GdvxSEibG5u4sqVK1U27mnpMQWQUVlr9ItPffJEyxcEqFkfcOcbAvCZAglG6Egwkz6f99NJqCGg0TT8GMm5O6PVXxOIAXzjkcxg1DIRxOGSte1kgAZg5722awu/Ea5z3SxulhHAzK8KiJgg1Rte/sPIyoCchzSmOREK4obdUbbFL2S1kDDRRoSkWwPOG58AxOz4p3v82Syc3+33kvVC1zXoe/FXCYRxVG2p3AM2oOQWs1o19LMld6PsK9U0jS0ufe6rXvU7bE0TLUuBGoOfFrpVMY6DjYFfzEEipFrLCiqARGjQgCnYl6TrOrtfGZhnZp7ZmFndMSoCzDroQW5w96rA9swacI6XKgzFjyBbl7L5vJj7amxNgFeCsAbka4INMD80JU2iAMQoWWGTbPtlwMRRLHo0SJ1mgIGOnuWjbdWxaJpGMjq70+IDv68WApOCVedB6XviXrgxLupyoMmoIqGIxCkAjSlhXr0ox1S3bXL1zNQ8ECuA20QphVCy5zxwWe9eCXCsn3DWJumbcAj/5f/f3rdH61lU5z/zfpeTC56Ei0kIEEChIBAslwLHS7taU1OaVluxKgsjrfYCjcrFFSjL22q7EEStRatQ21Vx/RQodIGt3LJSbooGkEiAACJdUEKFJFjMhVzOd3n374+ZveeZ+d6TEhKScM671zrJOe9l3pk9M3s/e8+ePSZ3EuBNQDQZ31R3D5IEznnQbXPXwCwsOabA58gqEJe+bbdU1nabO/xt5waXfLIxnIAinfudDn65cQP2nzEzmasJQLb2IIIo/UYYpz7tRDcBYTYPBnRPblxVj+UEYGftGMvQ0P8HtrGPQZrxPNq+xCsyYh3GHpMvl8Z/npoMdfofFq5ReqjVqJkZXeG3TxdwAwJBB0a/nynSMNisw3UAZMDE16NIJm9+yrfVwwVXP09ymtxemfapXGeTwtoc2qjfK5JvadsisAGicMwnHU/wBG4QmAGAUkJirHAkgS4X+bgTZ4nntExrc3Cds6dEQUMycQIQdFwnREGuHh7mSd4O/QYDKFt3p+BMTfTGa82qwIsiggONtcq3LOsuoVgHEs4u5mNpNuJ5U7nQGFh6dG7gG+FmqEsRA3cz5WmAJfDZ0XjgdOwoaOdc6G8FNAN9XwGwtB16Wr3W3frSVY8vzyFaPlFAJVFB6sjlbbyFi3MmUfQKOkBHaiCeiaT14Doj9M1YXoPc4lXeaB/Ye3Tf3o8FRU+ni/cslkTisrhyRcu0tP+AHbWSGjvp11QmSMWc4D7heZbcD6XFpRmVS/oVRS6p4lRQZbuvtFzTphEoJ8afPpf1Y1UfaDOtXL1vzRdIPxxuyfNK0nJZDjBfdFyz50bryeOa39U5KSJoD7Wx15QpA3pAwUoowAfykzFa1U79vWepDnzfDHiVsv7K+7UsS0uHoXqhis9V8nPTpk1ohYD9XN+El5JvSvYdkWCAiILbQXn3SmncgxqgqlNcci9RMIB1rkM8hDFOrkGky4FXnPI6ZoZVt+Cgh8WEr0jlhMkBWdXfzsWkTgqk+NlCNYAKDxKgTD5PhFdhXLdBBO6SX3XZxyaTxEnhd63ENjYaDRT2FeoDhwRgsMWW8AlANxw3YLsc9PegaDXmA/Derm7I4mn80fZKekgogGQ9mtsBxCSJXpBEr1y3242n/wbyifvi7h+N4TGFOqBQYGU752w3R35AZxWY4fHA4KaqDysT44W/m80mOt0upkyZ4peqgmdHFX5yeja9y33PY9G+F77dZ94D/rysAOISyzsoCk0MmYAep/EzMYFap9MxD5sf4qQQCZTrUiQx01z3HEw5uNyMhM/5danoI1MgpCwSfg/MKdizCsrjpQjyrJKhbQZkHGEEZbD+gPqp9NmluV5j1Z//rvyd4hA9btH6DY41rRmDDl9GTG4XwR8BXn0mq6N/nD0sxpgIEhEVJQdTa5/zOMnBnBLHr+g3rUz6fu4Byd8TAaZOmYp+2bcMwgw2kH1f5UW+a4qBYiMDMDwP7XoyF5CAJTi/BGbjnuJj8tia3GNeaTRUgGRQnbR/IsDxP2VoqzckscM07kENC/ZcAUTlFcRBmEReqEYF4YW1Phe5XmbBavk34PzacRRmfKYRuThV6GYTgy32AQW2jfb2g6BIB/I2rBwJsQ3QuBtnf8fv6VJJjM3x8kvLINa4cIimc+h0O0kOERGf46JwYcsufadfpt4mJX++ElJ9ZP/E9tiEKqOXrNFooNlsxJgZAo1+6dBvw+Z8EMxLXjfXtW/drpwLWs0tkU92Fu4smNKxmbZDwhKXc9FFXRXoh1Af7W97nu5XKWQGXDoG+6U/XG/r1q1W14TCmNb3q+YWC18g7lpSwKnlMABji1PHNtdZRBL+2PcLh0azEXZrNZJ7sX6DZSVzjo0W6iNQ3w5A+hxo0TPaVpMx/IzQEtXAdZcqXueVu3MRzOT1iEtULgEp+bzIZYXWUbcO87NVf+v7CoxiPNvgO/pxBSUl3QsmIfTYDqhxlYMmAnb9CkDFoIHlqYK1Kq+uJnAsyxL9bhfO+YByCTKdx0YKRqKMZ52h8oRlceL9Dn0v7K03gJUCSU3KV9K3FKwzSCnL0mRm0j4uN+MjP6/fYmqEmBgRsc0N2pYc4DDlPFKjlY2d0Jj4PDQb/qDxm+riHaNxD2pyJcXX2OXulVSacMoAjgsqngQxl5cLObVqnZVFSJ+8FgomDI2TAjAhHcoKBQ18h5WHxvioUFUrmJ91zoW1Vx2DBMRiDRMeOrqT3AoCIUfhGuBcFD4/hLfGFLkDvX4PZb80haNKxlKbB1KvV1EUSV/pE+12K1POmRBShVUK+BA/Fk7qRdEdADk4VQBjW7EzXor4Lc1A2GHR7cIVBTZv3pwo17xc/bvX6yXnwXC9ipAvJ1HyGASn3F4e2wMgm8aNvpuAEyAZa7oDjykJqAyCuAy797g+JQEVjV0pnEsEJ0TQGR01Rd+g+tu5UxwUTrxXj4yd44VBKsu4bVsVBQMLFwCVlmsKK3ia8tiJnI/Jdf4/me8pX+z9CtmRAHWJZQEK6hTZeJAT8/BkciEUIGRpJDNVQXPo81xxDSirUGaa/2VQscUfqqNCmXBdZY6WqWBOZYMuOUowgKzuJmsy49FkUyw/Ksh0rnh+FzZfc6Ay1lxJQBSizLD2AraDksc2AxIllSfJ+5J6W8p+H61m02cZ5rL0OTaAQplqEOc/uSHDQEXC0pfK1H7IC1WqUayjp8IoYD4l44CWw7iOVInYlxKXobTf8v56JTTuQY1SDm7YAhEMWrEAq/fqQT8WwFABas9w2VZahVIh4VaWZZL4iS3wXIAJTTg4lyTHsoGt5XMFEIUOuJ4kt9M2En9yIU3t0fgZBRpJ3gwAUgLNZssmIgelNij/j1kPCgCyU679IZEFLWtI2HJckgWoCq2fvKuCKe+zqnEAwPJcOOeBWk/Tpbu4ZVLE57zRdXK15vJy9XsDiq7iu7nSyHdo0IO+rKIYs+xESbk0DUBerz65yBPrL5APvCzijqkwJqx8rQeQLKEpD/u9XnKdg46hQDaU2+ul9UyAFZWZtFm/k6U6YJDP5+XkO+IcxSNV8YiBoFneoe75HB8LCGl7cyvVIJokUzVkNBa/lVzHBexRm0OqRgaMKjZiyEPCbUjkJNUpVzY5YOe3UoAe/wckATAQBTClydlS7wVpp23yPHQhMR/Pg3Lsb1A9ub5lKdi6dTRs8CjtEEmLqcve5TYDY2z3DlSWJUY1zxTJdgURImJjKzlSQSQBBJrmQ38XEct6rkHP2od9NS6ojf3Mo2OyN6uvbpRQ77Yt4/MYy8AZhwkMgsZoFMVxR0tiNE9t1DgY33cc0kwAUMPCtErA6KQBCPWHZ2x7mcmcsS0VRrGSl+2RSBSCLnp8HFuhvlBvgZmA8p9v6ESoaKOWw5aogSmyirht2rAoAqmhyg2rb2ifWl8ueksGBYZuSfeTRIPJdIKzYHAuKA6ndXFothpU18KUmx47wOAPiOndOZU7Zx1m8MLfZ4WVKDRgYKJyzAfvRFKXr953zhmYaQZwY2MpCz5UC0nLz38AWKZp5u02PTDUiwPBjBXjXr/FFp9So9mMW0W1DohKWuuvAEAFEiu6fB3e+j4IdgeYi32v173OQAbHUKinRWPStBx/6nvctpvP7Rz8a5vLsjSXu506LmnSMQ66t7KIv1oHMzSUTwzctLYMtogHUGFfARoGlIXEX5zaIABiDAtM2QcoAPVSJF5W/S4AmEOB5FWsQAQz+TPUnoTsGt9jsEF3lQVBKevnDAQpuHHx22UZDp/M6iFU3fi7mPLP66hzUhWzBatmwMT6gOR61bgWEduh6JxDi5aydVxYtmOSQRxLVNJYyO/p731dooL/drfbtbqYAU31T1JesF4wVghZqUH68pKTxE0TKuO0J9nLxON+APgmfR4BjtbRISZDLK3tOw5rxj2oSSyPCouJhWG8nwZj8vu5xcnPJdYbARDdpRCFRxSIobBEIHrBhETodXu9KDiyAQrAUngrEDJFS3XXgWhAgtqrNVMAw+/CBKN/JwFNSfkIQaIuCAOEtPwaze+tKg2edvAxK3qarnM+ZbgKGb+E578XJ2q03JzzGXml9DlvRASdTjdMWNgk4aVAVeT9sOTT7/eTXUk8HhSQscWhwqLX69kWcGWhiNhyUk7Mf/0O31NlmgQPIrUGc88BC4kcYFetg+fjXC1UFaQ9DWYO922rqPOZjtWzYuMsq2tgw4BSZisvUR4imDRpEpxzWL9unf92iHMCIuCRsgzZjTPAxn2WxZ8pv3Kw0O/3k91djspjkEkvJTxDVl5+PVqh8b5Z4xj00KXzDMl1bTDzL6k41PjR+xHkiL3rr6tSU82UyCzqM53bef+xR4GJ22h1QKyPf5z/1yUU2jED2HZr/gYrTziYgk3mpD7vEHdSguRh+LtwDqOdDtRT0+/3k3gfLYcVcQ5eeKeRpmgoy9IARr/fR6/Xw9CQT9KpMTAcLB8KsyUwXXo2D4ku/ZA8YKDB40PHvc5Fi5ESOuhXoie8JL4JYH/brjTnobiCYa1xn2J5eD5YnxPASQChSCoPMv0bIWwsY2fQuAc1QDoJWKDw/fT/VDDn/4/1bmIRaweRtWd/hx9VDrrDQ3ecmPXoYjyNLgMY6CEhYwCGhXEGklSQJAIra48KPccVtnvZ2r/dJpBXFEnOHuZhSULX8tGYxemtNQeg7MWof//jy2i32mg0G+j1e4mAcQhAyiEEBTcxNOQPXhzYORMmv53hwpaTKmnnEuDC/WxWi3NJrAZbNuyB4Tgg5xxarZYpKz6xN99BUQWk+Vt83WVAZ1vCIR/HNu6Kwsab1qfZbBrIAbxg463soHGV1Df8r2ObxwyPOxV6unSoCRC73a5Zl+p9bLfbGA2xN6o8YgK7FGQwGMznfNFo+LO5RNAK/zPQSHgRwK96AhOec7tISTOwGcs7JqH9XN8IBdJ+sm9CPS3OQE7+rD2XjRHz2Nh8ZgDj7+tRATz+TG6I2BzlscXjMZeVVeMv56EBCgmemX5p8yLKIZ6bEaSZIjRPjtj/UAXJ/AmKu91uhwMpC380SlgCLcM41Hd0qUjHeC/sEDIwRt4RnRN8EKvG6On389g0NSZiH9E5dZnnPt+ObSAEcaOKAhh9R+uY95l6D613tM/MA1oS0CmNjzbWA08YHPEY1DFh9c0HAclt/1OGaRP7sE6+9zKo1+sN5PdQyjtFf385f3N5+vuUKVOSb9sEtl0+CkIacWnChDPihFbgEwYlxLs4i6JAr9vF0NAQRkM8iVqdKnz6ZYlmq+UnhIidlq2CWiTdZUINSz0vgvQgvjAjfFtjRlKTTda2IgpThCSAiEV717LP8glHlkSouxdkpaXjV3ZI6Q+ddHBwhUOBdIs1T8But+cPjBSyermvsgln40MGg1L5PVV4umtKLTYlVYKaJMsUQuBBN1iKZtFk3zCLirwsujtLrUH+ngIxW6On9qGI6d9ZyeZWuNbNOWc8tyW9AGSkLFFw5lBEb1ASL0X1MwUg3prU86h8//ikghyPo0tBnM5eAxc162+z2URvdNR20/l8IzCFYKfRS1xmsLT/YbBqH0G8C3/y5MkGXhXMKaBuNptotduJJWr84vGkg5T7ZQwZYWOL+AOXA5F0uUOVUTSY/DzSeabf0PcHwLEQbCLRolRKGofCXhdHZSNrQ5U30NpA7WYQrXO64HJDozwA8coVakQVsESM9Ghss5Xv39V0Djo2c/6WZYle4MnmLVswHJY92etqSy2hfY1mI2w3Hoy3kQCIqsC8i1U12W5xZBK9GIUeahye0zorLzXIXkQslZjBkQA0FHiWobwqoBEuMAujN0bb7pyBRR6LQsBmYDxmfZmAKBq/LAuy6th4G2tMbQ+Ne1DzpS99KbGelZTxPcphAsTcF0waTKXPM/G67Ve+8hX7PbGuwY6PNCDVZc8DPgFbr9czr4Eudag3h61HbYsKM1UWJQm3AQvOv5RYqbYO7GgHECRmYQVA/wzwk9utdSpF4Bpp4G/B7RbYUpRNJDhAD6WUuBtH+LvhPQ4YZUGswjE0E0CqYFiIALT8QPEZyXXqy2TJCWnQoAIeVibqSSmKAkIA1/oiAzKJcgvE44/bzMsrVeBbgUnu6WFBx4C3DO8lyfcCwNbxqOAEziWCkAFespNG+RC+x0CIl4wYJOmZOhp0zXPVlr60vxXAIVi2Ydzw93j8c1JEtda1/eYpggdQeUZn5lclOefPi3MOKWyOlMsEBg02Rt0gmHDZNxWE+Hk6WKeqvrYO0cknqXJK2iY650gJZgpxTH6QUk5ka+gvkyeFehSisYRC0O30Qn804/Mqr3QpXJV7GY9F0PpwjIrVBzDvhcrEoeCtK2jea21d+IAIQvbywkB+PwBeqBwn2aGbBFTGJp7KALxNNipf1CsUlpAKaoMiUJ2b5rNzzsppUP+qEcK8H5Ap9HzfjA3to8ivUlLAZIkqafmXy67aaMH9n3sRq4DQaGcUO0rjHtT89Kc/3a3fN4sx/M0u6EphogqOhJJ6MsyCBuwE6ZKUlj6ruUYaYQnGKxkNGlRLO9ZRBYpAd3DYnTCnAtpWbw3iQyV8AJ9Gz3Mwc5J3J2Q8RaOAiIdLhfMZhvuln1iNohF31VQMeOaVcwUK+DiQIuGjfputlGjJA0h37FD5bIGwtc+gsep33nXAioT7l+MBOBjYLDyny3e9ysnP/2uQcn6dgVvat+k1BkMqiHWNvxu+30cQ+vDLNqOjo96bQsuj7XZ7IDYht84hEvsotJGBnQpxC7wO9S2KAt3wnglHVpalz+PRHhoyhRKBsp8vjUYDkoNI5kn4W7+r6ec5tqlPS3D2TmhDYo0HECA2zwbH7li/W19ZWYP3IhbJ+AuY1yYfz6hoq/2hz6UTnirjANpSrWXl41u4rKwtygddGGIQ573A4RkXnhHvwVm7eg2e/u+nMWv/2Zh9wP6YMmUq4OJBpd6bI9X8MoUsaNB9A0UBoDeKAq1my+pdOBdSasT29XrhoNfwnmvGMdrv9wCkRgrLBeaXzU2dOyXx1TlA42GIP4Cfd8n4Yx0hMZdSviOSNz7kBrv1dug79c5KGMQ+I3r0MfFJ5AjpQnjXFstKrUMyFmi+5nXMnxcRvLTxJewoTYiYml1JVUqkkcVv5J6TROEEJWluTMTtrhz8K0DMxIho9eqktZ0dvlIIID+6rXU9Xd28DlZHDRJLno02UiID9XlVtnTD3LLcZiWvOEIsTWhbt9tDOh9cbINnlF1XxeMCbwAXD31Ui8ZFLwkvTXC/MCCCS4UAMHgirk7ggV0HrGTKuH1TMw2zFZdbz7pGz4GBY8XbaNsjS1JhmgMcbYP2DXt6qto91G5jaGjIgqQVPLdaLW+tKYDIhCeTASaJHhAJfe6DumMZmrG72+3asl2/30evLJO6mlFA5bfb7cQyLamP1KI2r1aFwgFiLAS3Ix5umiklaqcrCjs7zfc9KTJ7CDav+Js6Vrgu6XscKRRBRZU3Ji+rSqbo/Eu+mQAZoR9kvxMQpMux/Io6hcussBw9LQjKMnhpICFmxnmQe8BBB6E9aRKeePJn2LQ5JIIUQdEoDDjCRa+cfod/rK/5Wqi3yljR5RtJd9/452O8h44x3hknksXc6U+Qx/zdJNi3LC0kAAgyHLSELnFZqs+rAuKXnkw2qIGa4d8E4Cjf1ZHlvKe/b/Up0ZfStocLvHfGz1Pa4h2ADccCVfGbx0ViiGT9EWV0Sg7AL3/54sD17aUa1OxEYlSdW+lKuQJQ4rwcjq8Fd7wNUKTLJQp2FDj1adCB0HyjKAzEUGUIMPgfU36OJk0AQ8CgArNvZaRApUfHRjg6sbzRaAJBqIj4QMFms2GWkSpCngC5N8JsYkX/bNXwc7Tm7RDB4NDQ0KDwZ7BRAXB4SYrBjC6ZKLhzLiRgDAJTlbeWwwoUQOKdqtriLSK2FTlXwlx3Vpw5EGKlroK2KAq0QwyW7nbqh5gT81boEi3xlNvAysuWrpxLFKkDLL9KvotFg5CT3Sih3ywokoS9eldYySDrx34AllV1BM2xJB8PKR+utz5vCgvkFcwBCTK/h2TjSOdCNpaRva9AQoFLDqysL8cwjpJrFQonVid9X7GLzTn2OkFC9QfbnJPNJccKTkt0VC+a2+HdvpQ46aRfw6+//e0YHn6dv19owlAPRnQrtm4t5fFkfKG2OpdmN7b20xJoCkK01MhDTeNf9uO2cFX8fDAuqF8Sg8NaG3mUjMt8TOTGQhk2JIB3Zol5l/LW+bqlx0jk3lCdZwwE87i9JOliNoZYnvA7A21MDFBtD+0KC/36wtq1A320vbRdoOaKK67Asccei+HhYQwPD2NkZAS33nqr3d+6dSsWLVqEfffdF3vttRdOO+00rFmzJilj1apVWLBgAaZMmYIZM2Zg8eLFA3Eqd911F44//ngMDQ3hsMMOw1VXXfXKW7gLKfcE5AIjH8T5MoChXl2acDHbLac0DzgDzjm0222UYVuyemdcQOTNht8VxPEjWq6BrlCgDjgNzhRI4sVILTtWnkgmrhJPaNu2SBaCgh64eKJyKoARBnrGS33G+WBhb0VJEojqAphg5cVtVyCxdXR0wArO26HxI+wJYWCjypUVppSlP98qgEk+DVpELBhWgjBkMNzIYpDYU+PoWu6tqQqw4zblx0Ao/3Nh3g/LTzonOZ5HRGgNPgU4gB/DndHRuBQEb83qUo3xE7BdJwz4yrAlNtnGrnwPZWqANbdFEJWJvuMCLxPvIfWv1VkikE2WPSUDifoN/TYpeKm4HysGMwp8nFgKmpRsxw1S8JQrtxSARE8N3xdgAHxzv1eB4QTQS1yq0ZoYwAttV89CjHGpNta4XFXCptrVaNd7sdHo90tMnTrVn57ObdTXw+c8WOEDGVMPgfa1ehxsroY2xvEU5ZKOcxHvSer3w5Zmh+DFTuW4jVOS4VXggAGEGp+dTidZ5rY0C9o2WpqKslKBTJpHzWJekj7kOpTo93twDmHHV3aEQugDG6tAIt84JkhBWxWASdpMY0OoTxh02ngXwernn68cR9tD2wVqDjzwQFx66aVYvnw5HnjgAfzWb/0W3v3ud+PRRx8FAJx33nn43ve+h+uvvx533303nnvuObznPe+x9/v9PhYsWIBOp4Mf/ehH+Na3voWrrroKn/nMZ+yZp59+GgsWLMBv/uZvYsWKFTj33HPxp3/6p1iyZMkON/bVppc2bcJLL72ETZs2YVP4nf/esGEDNmzcAGDQ68DXzNonD4xuVzZXcPjfkjBVCEsJYESXElgZ6ftsHXhXZbpLhuvEVmNe5zy2h5cmLAak9InxLE9E6Xc5mFcGGGwDCQc+5TXujnJotprqR0p231iZCEm7dCKFdqswUko8bYgKkJVCLswMnOm9LK7IFC5gB1/qDimtT5N2FilZrEuRTlH+nsbfMFAzYOxcMlbGshB7/T46nU700IW66LKMZP3N9ePxwZ6fHADq/XxXRuF89mvOB6Rjmne26VxQ/ur4Sk43zgBCWZa29KdgKAEArMDzNrKCRzpP7Hf1OCD1MrB3wP8tA7wb4Kd+z6VeXR17CtAh6dzQ71WVx23g/7nv+Z6WW3Xd2fpF/KiXBUmzBoBNrmB7fVai6u0ZVIQG3knhWd3Ma+z/7/dTr1+yOwkZT3wlo2wgXuhtVfravlLKsFwFSCno9roAvBGlh6j2KQ4uX2rK53QOuPJ+sXEW+JUsm/PwhQcselkyXkXjMACV8K1CPfY5KBHlkS6VpxmKeZlMg5zzuL78h/tUsjb78Rn7Rn12L7zwAnaUnOQzbjtpn332wRe+8AW8973vxetf/3pcffXVeO973wvAB+m+6U1vwrJly3DKKafg1ltvxe/93u/hueeew8yZMwEAV155JS688EK88MILaLfbuPDCC3HzzTdj5cqV9o0PfOADWLduHW677baXXa8NGzZg2rRpO9K07aZ99tlnm/fVur7yyisHBE0Ulqn1pKRLGp1OxwaVRdyH5xphuacZ8nFogLCEYwtYcVQLL0824anuAg8q+KTlfq/ndxLpcgKi8tAlBW4fA4h4HWg0BpU6gIH66k+73bYcKgq0ut1uaHPfBFTcOaVCLsYsORcD9vQZ/j5nIVYrL/cg6LlHjeAh03uqUPiaJutqhDVtBo4cp5IrbAYH2me6zTtXQswvqwuNJ/aoNMIuOR5j3W7Xb2EOfMqDZnUM8vp/zr9ms4lup2M813gEfZK9VICP1bFvUB9NmjzZJ0tjfusylXoTQ/m6LEeDKwkwZtDIoFDnm5XLy5Q8/xS05ACRFK0qDlW3mvslNMB+98kg02R/3EcMqvXbOp74u3DpXKmiAQ9M9h3zxFTInQQsCawdnOZe2yhhl4yWr0xyQMwaDC8/XKPw70nYDeWityc/sZsBoxAPrI8Q+a4KWd8v+4M78JL6EW/zQHcd9/pdnbPaTucKlEH2OYBkT/RA5wA/573yuNfpoAhL13l9y9If/ttP+BLb4vt1sI91XGo9zNtbhAQbfpJZ/FAc13HsKe8L5bb4XaPqGXcuLjm1Wi0zrrcFJ1hP+GeDZ5LO5bvs85/Hhg0b7J3169djeHh4zDKr6BXH1PT7fVx77bXYtGkTRkZGsHz5cnS7XcybN8+eOfLIIzFnzhwsW7YMALBs2TLMnTvXAA0AzJ8/Hxs2bDBvz7Jly5Iy9BktYywaHR31nhD62dX04osvbvNn/fr1WL9+fYLmWXCiYkCwouuTctFtg/q/Cv1WSArXD0sUIupWLwcmFwsHFpFq4SvQ0ncQJqxa8bx9ucqzw4rPBjMiePDxIo1EuVZZOCxknfNLI6qMytIHurWDMvYyOLXKlK9FVqalt2eehHYkSfSQZvZtqGCiJSXjEWKgaSnpGUoKVLT/khgdep8BUZ43x/9kwnkMYussLzuJPwqkmVBVgXfCGTba1+pJMEHo/DIng8RuONCTPV36FfboKE8VpAPeMtUdVgpomH9wzu/OIk+Y5tXJ26J/NShJIisctUI5Rw0DmsDA6MnM2mJ9rr9LBNgaMxKtawIHYNWblcVjMPRB0h5Shsm3s3pzGfq//lhZBpJcYsCkcU2h7ohzMM5nNwhwsr7muQdtD4E/j/PU0zcI1BLQEuppPEjkpy+v3/fLRap0uW8YSPC7pb5v88PvslLA55wLyzRic360MxqTXrroibZ2E8jQ8R6PZaDlapEIaNygpw7wcyJJdsfdE4CB07FBS5j8bd5tqSDcAA3VSb01DExzuewTFpZJO3QJLYObA/1UOSb0U+Ha5s2bsaO03Vu6H3nkEYyMjGDr1q3Ya6+9cOONN+Koo47CihUr0G63MX369OT5mTNnYvXq1QCA1atXJ4BG7+u9bT2zYcMGbNmyBZMnT66s1yWXXIK//uu/3t7m7Ba69dZbMTQ0ZAO/3W7DOWf/n3LKKcmk0P91rbWJsFtEg1MBU1QI7nwPDGi3iyBRNAoybEKNQYzaeRKYwA//871Go+F3NpCQ5YlemED1OXlUoZg1Te3OLRCuR9OCiWHeKybzfoCsJLLK2erLzxBiiy1XHDEpYKpE9Jt9WnvWc5EAWF4USxZnlnBMVd4PS1OdTsfvOEL0bmgZDIa1nky5gud2cb0t546OHb1WlnDsqaIxCGo7gxQdD/1+39cRiFlZtW8cnW4MoAjlDrXb2LJ1q1+egt/K2u12LU6KgbEGFKsVzAHQghS4QuuANJYHCmgRA/QHlvokBuIPWMKgKWPTJyrBHJDk41aEvBNAZflJG0IZgzfIoAjt3Lx5M6ZMmRLBOj2qih6g7wclp/3D4NovDY1pb2nt7VlAvTdIeUE8CNwLbVbFp4DXH9ToQaE9OiB/rL3B8+B1fZA/IigQ8q1gcC4g6QPiIQChbLbaR9o3paih5dBsBD5VjG82yLjOvV5vMO7N+bhAUQMwXFNgkXumovGj8yCAOEI6VWM5Gs4IRqGfo/2yH7wkYn0C7bdS4IqwE9dAToyBk6zsxLM5ANvDVfI4KVBlY1tB047SdoOaI444AitWrMD69evxb//2bzjzzDNx991373BFdpQuuuginH/++fb3hg0bcNBBB+3GGo1N3/72t7d5/7rrrrNBrYNTAzRVIZtrk6z9qVOnohvOHvJnMNGAQxZIlhErc8dSLFgQVVLNu5edZR3WXA8AkozArJQYFACw7LH596VMLR+riy8QQFTKmkxPFVxRNEzRWplhJ5kKSEeWS5VHgycr/898MMUu0bukAISVJfejvqfAB4jBqs45gOKmuJ8B2Jbnqnoq2S4ius7PKggSEXRCXhZ+Vj0tbN2VZTiYNHj/+Loe5VGKGFDrh0R9FlQoYdmCgVyoj7aJPWPMP965xspfy9A+tyzOsdEJTwa8YCqgdft29owqk9yLApDIFpiSUa9SUTQyS5SMBoHtAAx/em8rHYiYe2tyqGPGCJEE/gLApEmTfMLAXt+AhW9TqLcCsEwZiRXO4yaWrzLAuehtiQUzbxWEhcsulhFBjVeeHozoh+KyXPDjJMtO7OkFLVeglAT0iZQoyVOWz4+qMeTCUgx7GLh+5jECABeXQvVZzTGlwETrrR5EHZ/83ar5KxWgB2UMGo6e4zBOBAl4dkgD37l+Cid0ztpcdNow2JwoCh+QbM+C5HAmSwaA8BhyR72d2h4GbeJdR2NAoe2n7QY17XYbhx12GADghBNOwI9//GNcfvnleP/7349Op4N169Yl3po1a9Zg1qxZAIBZs2bh/vvvT8rT3VH8TL5jas2aNRgeHh7TSwN417m6z1/rlAi2MDAaIQGaHgCoa7g9GjibNm1Ce2iIYjRU5qRu6wFFXXWNLIYc1PDktOyXJPR0wphQonYp5Tu/WKAnrtIKUgGigbJ2RpGLSwxlvx8z5IYlEo6rAFlZSloeA8m8HupFUmuFFaJIujuIY2dUaZlLOCzhMUhQb1u+a0fboMrerMcyPaYg98Ll1r+OC4uRKWJmYO1HyxVD3+TsuqAzbkQE/dD+QgRSxKzEun27KAqUSbBjDKIsigJCfDEPmfMBxN1ud8DjoIpDY3X0DC6OG7AsszReuXwEIMZj0BQ2srkgFaJW4GNFTCQrGOui3W6MCTwA2NKIflP5n9eB25rQGAaGKVTnA639sg4rNeigMH7mSpDHEOKjKBW8AShE30nbpWUqP2xPUabk1JMTn9e/84sBqElomzHVV0bCdadLR6IeHA+KFADl4FT5lLS1TMeXVkoCMkvSCYjPj1PQmCpFgDCH+qVPUmfHc9A8SMBzJntMPgeAKkhBDs9r327vPSpAxhmN2wgk/BZ5Hn+NBmVFd5H9ZV98Sg0Bmq0mRreO+mSpNFa03cxPnmuJzKb5loNg9gC/8MLawXP6doB2OKNwWZYYHR3FCSecgFarhdtvvx2nnXYaAOCJJ57AqlWrMDIyAgAYGRnBxRdfjLVr12LGjBkAgKVLl2J4eBhHHXWUPXPLLbck31i6dKmVMVEoCUoNv2sGVw4SVQVjloAgUZRq6fKSQ6X1mQufioGqqD1ads5ShRuoCPeS5aBswJoT2pF7mr5lVqu/kApdCqq1YF0CDyJi8SK6MwE02YEYGKqgg8EeKzSdyJoqX9utfzOYUfdzYiGSMNR1d12CAmC7jrg/mo2Gz+C7dWv0loR287EBav0NCEYqK+nPLFDc+B/qrt6dPvFBx1W/30crpA5QAMHAm+NR2AsBxPO5GkWBkhS4xmUBwJatW9FqNi24vF+WQK+HflliqN32eXIQvXx2PpPQdnAFSSRwtX12No9zST2rhKhzg8I1mQt6LfxrZ/GIYGhoEkSt+6j1Y31gOpo8GqRcWRlVUKKciTTYNwE7Lt61pZjME5MYLklbxZSkGTVQ3wnQ6/fsUFcDyhKteLioUPXcJlZqvHVagUqVgcX8hsR7CT+pOWLtdsmxEvpbMvaJlzkw4/I1UiSegeeNNlGPly5vksdPn+E5ygYc10Uglm3dAebRrKqz/r1506YQ44YgB+OBxpqoVQIQtGNoAjLxczck7zNehna4OI9GR0cTryJ73XX5N9cjPFbCjQEArvLDZLEIvv61r+0+UHPRRRfh1FNPxZw5c7Bx40ZcffXVuOuuu7BkyRJMmzYNH/nIR3D++edjn332wfDwMD72sY9hZGQEp5xyCgDgne98J4466igsXLgQl112GVavXo1PfepTWLRokXlZzjrrLPzDP/wDLrjgAnz4wx/GHXfcgeuuuw4333zzTmnwa4FYSZv1WsQcLJqyXpUOA59et4vNW7fg9fvthy1btkCKGPSaT6gqQZIH6eYTSq0fAHH5CT7iXHcMsIDV93thhwAPfC1P3bea0j5xvSdWRxQWVME0FsLF5Q/RLZdlzObL2625fg6DgcRV/VEEwaHAROAVdKltp/fZo6G81+3cSeBws+k9S7SUyP2tikevczblfOdUPwTb8rNFMRjkmgv0ftg1p3lpFEBrPbrdroEXriPHQcE5CJ2lZNZt4JMd7Kp8Ce+2QwxOO4A2BMGp9SmKeExIk3aKiEj0XmFQOSXewswy1r95bIGAdPQiZKkXTOF5172TEEuDAFay8e2gN1IAL3xNy2WPVlZPbhNTVCYYaKN+UBzVWZd2qhSIg+UuyY0Qawt8LJvF6o0BABNlTHzWJTFNxwDIQBkMKkKhVvPQ1MF26t8BJLFxwcu7pXgvIrJl14Tn4e8SiH3nHMp+z6ek6PfhoN6Y1KNudZPU0wmkgCZWW6KHh3jI3kaeQ1s2b8aXvvhF8+Y2Gg00mk20Wy20wk+z2fTX2i00my202i20mk00W62wM3YIjRB72Wy3LV2IpQ0JsUpTp0zxXpsAXm0pnMCb5TIrisoxpfwww5iMEO2bHuXC2hm0XaBm7dq1+NCHPoTnn38e06ZNw7HHHoslS5bgt3/7twEAX/7yl1EUBU477TSMjo5i/vz5+PrXv27vNxoN3HTTTTj77LMxMjKCqVOn4swzz8Tf/M3f2DOHHnoobr75Zpx33nm4/PLLceCBB+Kf//mfMX/+/J3U5NcIiWC007Gstww27CRjsnztcMFGgalTp2Lr6GgEOlmMBw+s3Gr3n5ZBoYY42VIXtUsHrApoFmiABb3qJGalAueSBIG5NcrCkUFeoyj88huBum63688xygCYKnrlVW7ha/lV32dAIWWJfgBhTpddMmGlSlKFGHtbuE26jFaWpW2N137l+qpHQsGMek+0//V/3pGW9mcFX1VwUh+rpyT3ACnPWs2m95qUurU1jp2yLNEkwceHFypI6XS7aDYadgYOW2vOxV1tVh9eyiOw1i/LJDeIIAIlDkLXlAOAt7g1KNOJ90LYwbHaHy4Ff+zGzxW4v44U/ABJu7XtBtIJxHDZprSyOLL8/+T71Dd5vQeI8IMxF5Ib0VZW2sboUdFlHe0zKzYDBwkIDLwpyxLNVssv+8aHw/IRBoANAAugddRGP6/TcQ1EDy43WT0rWnJ+SCTXMWENUv5qn2mS0OQQSQVL6plRry6ifM0TSub80vg6NYy4LrzE5eAT3L700o6fj8TE81jlkkP0puY7XtUDZWCo2USr2QSC3Gq1Wmi2WnamW7PZQqvl77cCeNLcZHlyzJ3SHqnyZ44D2h15anYWXXPNNcngYkFRZqACiC49U/ZB+aiFwBZ9FVVZsnaPnrH/FTCo0i3TPDU2MbmOQHJoIQu+BGT5CsdviyR5EPSeCz+lCLqUt0XjMFg450GgVTxUBaRLUrysp0tPer0K9Oh3ypAwi9umChmhvnzStR7M2Gq3UThnS1IKZHLQWeVJ451i/DfXreqa/t8jkKfejW4YP9w/qgwSxQWyqLUP82Wg8JzG5uSnpJt3JJSrJ80jU+qCuEst0cgKUrJlwXvvvRdlSC7Y7fXQDf/3ul10u130ul10ul189GMfSz2MFZ6DHPRzn+g1AxY5WNG/GeSE71R5Zv4vShRfZjxwOeYNsvqm79ln3aAhAyCcx1QNVAaeDR6S3GuhgLUbPJS2LCSwFP4a+MqNM/5ZEC+SgWbXwvKN95Y5Oxy37NOuGgMuHpzlHtWkr5COaQEGvCbJ2CPQxMaGIKbZ4Dg4LcNkNkJsG48jqlsCgkSwbt06XPb5z2Oi0CvJUzPuT+l+LdI3vvGNMYOe+SiEMT0rpAz4dwBYuHChvcP/63t6LZ+EZQjK1PgGJgYxVosMBHCAKkBbtjPAAbJ0w0V0wzboPjKXdFHAhWUTBRMam8EenZwvLGRyoaa7tsxCyuJ1zCNGILEKcDaCtwg5EBLKGyGCTr+PyZMn+50Saim5eLxCrjRzAcnfz8eC8TsHqy6u2ztQkkJS6HZ+FfFP4GMHeuFsKMB7d5q6BBqUlqPxo0JaeeecQ7fTsfwx1teh3Z3gYeTkebzMlQcpWh8HQFuW/uR2KUv8v299Cy+XGIxUGQ0p+8jLmPF3AHBk48tAOfEmn6NV37W5oWUQYKkCQtqX7C1kz4lV1p6Nv7sEPQwCmKp6KkjK+12fbRTFIJhA8MYEgBJ32kQwZDlnJIKkwhUoIXrskx87wZNUuHBsCoEUIOY5Ch8fBOUiBjrtOvM8A6y6Y4/bbwk7C5+cT4LhwsBHc1v1wrELypXcCFQ5yN8vyxKbN21CTdumGtTsgXTnnXe+amV/8IMfTLaFV1EutB1IiTtnSit/JycRSfKC8LKFCVt6X3f+JPliEAVSMwAO8xYFhabLODHzp5gCzo+8zypYCQ5Z+TBpxmaN8ci9KGw1qzdBhaNZ7KFsFYrqweElxSTLbni/3+tZ5lzuHw4AZt4p8RJO0qeZ4jEwFjxLKqTZa9IPeZC0zwQ+vgIuBc8W6EjCvigKy71TkILbtHkzHIBOt4te8KKop6jT6WB0dNT/3+l4z0qng82bN6MT/t6yZQs6nQ463S5Gt25Ft9s1r8zLpdzblANDA11kRWs/GhDMxpKWg/xvGjes7Mai3HOZe265DVw21yPxtFH8D9S/YWNBMq9J6m3i8sdauk7aSfXS61yWWKM8/0q+Dq2kb7VTj5HVL4I6+zT9LhmIYU4xgDB+Zp7s3IPG7RERrF27Fj3Noos4x3WsJHzQv8vS5lav17MCNb5MSePaJPyu46jT7eIXv/gFato21aBmglKVB0OFZW4VK7hQ4NBTb01uWWSkE123AmoshX5fwYgJR7LIrQzAr19rfVyMRdFEdUomHJyzwOVmWL+1zLRZ/XKLTvyN1MJmQY7o2WgoOMuUjAs/Gr+hAlLonir2st/33htdvw7eCgUK1l+Uo8Y5H1hYqDIo08zG+Y6q3MOhithR/TWAmQ/KLIrCAh0N1AodgUHLhspP5aGCG8uuXJZot9tJbJeI4NLPfc5vIQ8CX3dY5T+vJmmfMJBlHtk1bRv/n1n9Od8FGABDqkSh3rIxlKCBhSrPAn87V57EL/WgOKfv5cuusMGvEKtqdwvzxWV84bom3l7jY3wGAZjAISZ+qzAgGA4Ntjle9PhG6xmfSfjDN6ksfibxpFF/8X2uz7VXX20JY7eHXs5YfrXH+3inGtRMMMoBDF/Pf+ftiOxiBaLSHitwmIWbLZkUlFBNvRdUN92OqO+xQNHEfo6eSxQeeXqKokDZ7folK42HQQyE1ecB+MBFXdMmL43tVPCVMUWsngsDRFUKSZUZlaXLUaUImhpwTDxh0qWfXj+ebu1c3B5qIDGUr8+zMK9SRAClwZfo8i+Jz9pf6knSnUkc7NgoiiRFvvKtIC8PALjgOXPhnQRcBX6vW7cOewIJaPebRC9ArtByhQe6b94bLYOumeJFtqxBxGMpn1NV9WWF7bJ6KKDwvwucSz2lQuMgAnofw1JkxgbXieuaAAICOgP19+HAsd+1AVx2qLhIvFki9kn0LMvAd3m8a7v1eQ7czoFKBEMZ4MmMGgVo3Ge6o7KmPY9qUDNBqcra4ntACiwcKVPzptAkHysQWdeYbWcHYLEjyXMV5bBXx5QlASsWpizgyuCy1fd0txMnzAsfSJQSKDiVg5q1zXqkg9bXABcFBgPkKQnCsNVsGkDhWBFtD3thOAiWszIroBT+NhBBZbD6OYYp33odKpnwLmZhDs82Gla+AjcOvq1SDup9MEVCZXJf2nb8MCaSc4Z2I/3ohz9Eq932OzmKItkaq8uDDdq1oW3jLLFF6EcJgdIMRnVsKw/AXlKkXh1WpjnoN9CkIAAREOSeJfMOuujNG9O7AvKumUvJJeUPGCvZNV26UhoLVHtQEr5IvEk9UoPLXrn3qSyjoaHzPDxowL/hGEwRLyXdsagGl5TxcGD1+koY/wpipCzRK/3uu5r2TKpBzQSmKoGRU2IJseBUAV3xvi1rhN911wswGLBnwbDhGidnY/BiXqPwDQseBSnoskQjlAvE06x1uUyVCscTKTiL1upg2w3AOZdY47o8Y3EuiJ4PhB9NJscHWCoPNNOrxpoozzTomQGb8l1PqC6BZHec/jQbDX+PBH7e3+a1yc610t1DcGmANx/Yp+VYGRxIjdTbxttR2TOgfK6G1Lue/ukb30j+1vYw8NfEZrp8VhQFikbDsjI3Gg0fXwQkYEgD+3Wrq8CnN3CIaQ70ZHT9u5397ZyLz1Zc4+sI1xkQ8XPcRq0j9NkAgnIwBRCI2iYnQ9nBM4NQZlmKHYLInhoROozU+be6lLOkE057L+DQ6XYsnqbT7QBwce6JYLTbASTGoHRCbFan2wXE50JRjyPCdzUTuQKUXq9nhoMaQwoI+7QsWpalHfZa055H4xbU1OuS1fSjH/0IQBScvJtKhVyr2TJXcLMZI/w5d4ouh+jvABLLVd8BvIBIjrggUANUe3nyZR0mASxZnf6tyn90dDQq9KBoNYGb0M4YCe91Vej1+5Ag0PjkZk0oqAJU7412OnAuCtZ+r2cnRqvA63Y6xmfjbwBWurtNM5by9nu1UrVv1A1vRy2ox0zSZaiyDMc3SLr8xFa6Aq5kGYr6o8rbxopGdxfpexaQ65wl0WJlpdcsWaH4Lfh5uXsS5fyrqaaadg+9knk4bvPUPPXUU3jjG9+4u6tRU0011VRTTTW9Anr22Wdx4IEHbtc749ZTs88++wAAVq1a9ZpNwrczSU8tf/bZZ7c7mdF4pZonKdX8SKnmxyDVPEmp5scg7QyeiAg2btyI2bNnb/e74xbUaCzBtGnT6sFGNDw8XPMjo5onKdX8SKnmxyDVPEmp5scg7ShPXqkzojr7Wk011VRTTTXVVNNrjGpQU1NNNdVUU001jQsat6BmaGgIn/3sZ8c8Q2miUc2PQap5klLNj5RqfgxSzZOUan4M0u7mybjd/VRTTTXVVFNNNU0sGreemppqqqmmmmqqaWJRDWpqqqmmmmqqqaZxQTWoqammmmqqqaaaxgXVoKammmqqqaaaahoXNC5Bzde+9jUccsghmDRpEk4++WTcf//9u7tKO4UuueQS/Nqv/Rpe97rXYcaMGfiDP/gDPPHEE8kzW7duxaJFi7Dvvvtir732wmmnnYY1a9Ykz6xatQoLFizAlClTMGPGDCxevNjO5lG66667cPzxx2NoaAiHHXYYrrrqqle7eTtMl156KZxzOPfcc+3aROTHz3/+c3zwgx/Evvvui8mTJ2Pu3Ll44IEH7L6I4DOf+Qz2339/TJ48GfPmzcOTTz6ZlPHiiy/ijDPOwPDwMKZPn46PfOQjeOmll5JnHn74Ybz97W/HpEmTcNBBB+Gyyy7bJe3bHur3+/j0pz+NQw89FJMnT8Yb3/hG/O3f/u3AKdLjmR/f//738fu///uYPXs2nHP47ne/m9zfle2//vrrceSRR2LSpEmYO3cubrnllp3e3v+LtsWPbreLCy+8EHPnzsXUqVMxe/ZsfOhDH8Jzzz2XlDFR+JHTWWedBecc/v7v/z65vkfxQ8YZXXvttdJut+Vf/uVf5NFHH5U/+7M/k+nTp8uaNWt2d9V2mObPny/f/OY3ZeXKlbJixQr53d/9XZkzZ4689NJL9sxZZ50lBx10kNx+++3ywAMPyCmnnCJvectb7H6v15NjjjlG5s2bJw8++KDccsstst9++8lFF11kzzz11FMyZcoUOf/88+Wxxx6Tr371q9JoNOS2227bpe3dHrr//vvlkEMOkWOPPVbOOeccuz7R+PHiiy/KwQcfLH/8x38s9913nzz11FOyZMkS+a//+i975tJLL5Vp06bJd7/7XXnooYfkXe96lxx66KGyZcsWe+Z3fud35M1vfrPce++98oMf/EAOO+wwOf300+3++vXrZebMmXLGGWfIypUr5ZprrpHJkyfLP/7jP+7S9v5fdPHFF8u+++4rN910kzz99NNy/fXXy1577SWXX365PTPe+XHLLbfIJz/5SbnhhhsEgNx4443J/V3V/h/+8IfSaDTksssuk8cee0w+9alPSavVkkceeeRV5wHTtvixbt06mTdvnvzrv/6r/PSnP5Vly5bJSSedJCeccEJSxkThB9MNN9wgb37zm2X27Nny5S9/Obm3J/Fj3IGak046SRYtWmR/9/t9mT17tlxyySW7sVavDq1du1YAyN133y0ifkK2Wi25/vrr7ZnHH39cAMiyZctExA/goihk9erV9swVV1whw8PDMjo6KiIiF1xwgRx99NHJt97//vfL/PnzX+0mvSLauHGjHH744bJ06VL5jd/4DQM1E5EfF154obztbW8b835ZljJr1iz5whe+YNfWrVsnQ0NDcs0114iIyGOPPSYA5Mc//rE9c+utt4pzTn7+85+LiMjXv/512XvvvY1H+u0jjjhiZzdph2jBggXy4Q9/OLn2nve8R8444wwRmXj8yJXWrmz/+973PlmwYEFSn5NPPln+4i/+Yqe2cXtoW0pc6f777xcA8swzz4jIxOTH//zP/8gBBxwgK1eulIMPPjgBNXsaP8bV8lOn08Hy5csxb948u1YUBebNm4dly5btxpq9OrR+/XoA8fDO5cuXo9vtJu0/8sgjMWfOHGv/smXLMHfuXMycOdOemT9/PjZs2IBHH33UnuEy9Jk9lYeLFi3CggULBuo8EfnxH//xHzjxxBPxR3/0R5gxYwaOO+44/NM//ZPdf/rpp7F69eqkPdOmTcPJJ5+c8GT69Ok48cQT7Zl58+ahKArcd9999syv//qvo91u2zPz58/HE088gV/+8pevdjNfNr3lLW/B7bffjp/97GcAgIceegj33HMPTj31VAATjx857cr2v5bmEdP69evhnMP06dMBTDx+lGWJhQsXYvHixTj66KMH7u9p/BhXoOYXv/gF+v1+oqAAYObMmVi9evVuqtWrQ2VZ4txzz8Vb3/pWHHPMMQCA1atXo91u2+RT4vavXr26kj96b1vPbNiwAVu2bHk1mvOK6dprr8VPfvITXHLJJQP3JiI/nnrqKVxxxRU4/PDDsWTJEpx99tn4+Mc/jm9961sAYpu2NUdWr16NGTNmJPebzSb22Wef7eLbnkB/9Vd/hQ984AM48sgj0Wq1cNxxx+Hcc8/FGWecAWDi8SOnXdn+sZ7Zk/mzdetWXHjhhTj99NPtcMaJxo/Pf/7zaDab+PjHP155f0/jx7g9pXu806JFi7By5Urcc889u7squ42effZZnHPOOVi6dCkmTZq0u6uzR1BZljjxxBPxuc99DgBw3HHHYeXKlbjyyitx5pln7uba7Xq67rrr8J3vfAdXX301jj76aKxYsQLnnnsuZs+ePSH5UdPLp263i/e9730QEVxxxRW7uzq7hZYvX47LL78cP/nJT+Cc293VeVk0rjw1++23HxqNxsDuljVr1mDWrFm7qVY7nz760Y/ipptuwp133okDDzzQrs+aNQudTgfr1q1Lnuf2z5o1q5I/em9bzwwPD2Py5Mk7uzmvmJYvX461a9fi+OOPR7PZRLPZxN13342vfOUraDabmDlz5oTiBwDsv//+OOqoo5Jrb3rTm7Bq1SoAsU3bmiOzZs3C2rVrk/u9Xg8vvvjidvFtT6DFixebt2bu3LlYuHAhzjvvPPPsTTR+5LQr2z/WM3sifxTQPPPMM1i6dKl5aYCJxY8f/OAHWLt2LebMmWMy9plnnsEnPvEJHHLIIQD2PH6MK1DTbrdxwgkn4Pbbb7drZVni9ttvx8jIyG6s2c4hEcFHP/pR3Hjjjbjjjjtw6KGHJvdPOOEEtFqtpP1PPPEEVq1aZe0fGRnBI488kgxCnbSqDEdGRpIy9Jk9jYfveMc78Mgjj2DFihX2c+KJJ+KMM86w3ycSPwDgrW9968A2/5/97Gc4+OCDAQCHHnooZs2albRnw4YNuO+++xKerFu3DsuXL7dn7rjjDpRliZNPPtme+f73v49ut2vPLF26FEcccQT23nvvV61920ubN29GUaRirtFooCxLABOPHzntyva/VuaRAponn3wS//mf/4l99903uT+R+LFw4UI8/PDDiYydPXs2Fi9ejCVLlgDYA/mxXWHFrwG69tprZWhoSK666ip57LHH5M///M9l+vTpye6W1yqdffbZMm3aNLnrrrvk+eeft5/NmzfbM2eddZbMmTNH7rjjDnnggQdkZGRERkZG7L5uYX7nO98pK1askNtuu01e//rXV25hXrx4sTz++OPyta99bY/dwpwT734SmXj8uP/++6XZbMrFF18sTz75pHznO9+RKVOmyLe//W175tJLL5Xp06fLv//7v8vDDz8s7373uyu38B533HFy3333yT333COHH354skVz3bp1MnPmTFm4cKGsXLlSrr32WpkyZcoesYWZ6cwzz5QDDjjAtnTfcMMNst9++8kFF1xgz4x3fmzcuFEefPBBefDBBwWA/N3f/Z08+OCDtptnV7X/hz/8oTSbTfniF78ojz/+uHz2s5/dLVuYt8WPTqcj73rXu+TAAw+UFStWJHKWd+5MFH5UUb77SWTP4se4AzUiIl/96ldlzpw50m635aSTTpJ77713d1dppxCAyp9vfvOb9syWLVvkL//yL2XvvfeWKVOmyB/+4R/K888/n5Tz3//933LqqafK5MmTZb/99pNPfOIT0u12k2fuvPNO+dVf/VVpt9vyhje8IfnGnkw5qJmI/Pje974nxxxzjAwNDcmRRx4p3/jGN5L7ZVnKpz/9aZk5c6YMDQ3JO97xDnniiSeSZ/73f/9XTj/9dNlrr71keHhY/uRP/kQ2btyYPPPQQw/J2972NhkaGpIDDjhALr300le9bdtLGzZskHPOOUfmzJkjkyZNkje84Q3yyU9+MlFQ450fd955Z6XcOPPMM0Vk17b/uuuuk1/5lV+RdrstRx99tNx8882vWrvHom3x4+mnnx5Tzt55551WxkThRxVVgZo9iR9OhFJr1lRTTTXVVFNNNb1GaVzF1NRUU0011VRTTROXalBTU0011VRTTTWNC6pBTU011VRTTTXVNC6oBjU11VRTTTXVVNO4oBrU1FRTTTXVVFNN44JqUFNTTTXVVFNNNY0LqkFNTTXVVFNNNdU0LqgGNTXVVFNNNdVU07igGtTUVFNNNdVUU03jgmpQU1NNNdVUU001jQuqQU1NNdVUU0011TQuqAY1NdVUU0011VTTuKD/DwJGIOY+yBN/AAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 10))\n",
    "for i,box in enumerate(total_bboxes):\n",
    "    # saved_panaroma = cv2.putText(saved_panaroma, str(total_labels[i]).split(\"_\")[-1], (box[0], box[1]), cv2.FONT_HERSHEY_SIMPLEX, 3, (0, 0, 255),5)\n",
    "    cropped_image = saved_panorama[box[1]:box[3], box[0]:box[2]]\n",
    "    # edge detection\n",
    "    edges = cv2.Canny(cropped_image,100,200)\n",
    "    # calculate the number of pixels in the edge\n",
    "    # if the number of pixels is less than 1000, then remove the bbox\n",
    "    saved_panaroma = cv2.rectangle(saved_panorama, (box[0], box[1]), (box[2], box[3]), (0,0,255), 10)\n",
    "    plt.imshow(edges)\n",
    "    plt.show()\n",
    "plt.imshow(saved_panorama)\n",
    "plt.show()\n",
    "# cv2.imwrite('./results/{}/panorama_detected.jpg'.format(IMAGE_DIR.split(\"/\")[-1]), panorama)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-27T04:55:00.876535586Z",
     "start_time": "2023-12-27T04:54:59.466632860Z"
    }
   },
   "id": "8dc80677fae702a0"
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1500x1000 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.patches import Rectangle\n",
    "raw_panorama = cv2.imread('./results/{}/panorama.jpg'.format(IMAGE_DIR.split(\"/\")[-1]),0)\n",
    "plt.figure(figsize=(15, 10))\n",
    "for i,box in enumerate(total_bboxes):\n",
    "    # add pacth here\n",
    "    x1, y1, x2, y2 = box\n",
    "    # Add a rectangle patch with \"*\" hatching pattern\n",
    "    plt.gca().add_patch(Rectangle((x1, y1), x2 - x1, y2 - y1, fill=False, hatch='*', edgecolor='red'))\n",
    "    # draw_hatched_rectangle(raw_panorama, (x1, y1), (x2, y2), (0, 0, 255), 2, (0, 0, 255), 1, 10)\n",
    "\n",
    "raw_panorama[raw_panorama<255] = 0\n",
    "plt.imshow(raw_panorama)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-27T04:55:02.121834045Z",
     "start_time": "2023-12-27T04:55:00.878036185Z"
    }
   },
   "id": "ac4d5babcb9217fd"
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [],
   "source": [
    "# image_path = './results/{}/panorama.jpg'.format(IMAGE_DIR.split(\"/\")[-1])\n",
    "# img = cv2.imread(image_path)\n",
    "# \n",
    "# # Convert to grayscale\n",
    "# gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
    "# \n",
    "# # Apply thresholding to get a binary image\n",
    "# _, binary = cv2.threshold(gray, 1, 255, cv2.THRESH_BINARY)\n",
    "# \n",
    "# # Invert the binary image\n",
    "# binary_inv = cv2.bitwise_not(binary)\n",
    "# \n",
    "# # Save and display the image with the extract"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-27T04:55:02.126825205Z",
     "start_time": "2023-12-27T04:55:02.122482066Z"
    }
   },
   "id": "9dee0861879cd454"
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [],
   "source": [
    "# # save binary_inv\n",
    "# cv2.imwrite('test.png', binary_inv)\n",
    "# img_path = 'test.png'\n",
    "# # Load the binary image\n",
    "# binary_img = cv2.imread(img_path, cv2.IMREAD_GRAYSCALE)\n",
    "# \n",
    "# # Invert the binary image since we're interested in the black shape on white background\n",
    "# binary_img_inv = cv2.bitwise_not(binary_img)\n",
    "# contours, _ = cv2.findContours(binary_img_inv, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)\n",
    "# sorted_contours = sorted(contours, key=cv2.contourArea, reverse=True)\n",
    "# largest_contour = sorted_contours[0]\n",
    "# contour_img = np.zeros_like(binary_img)\n",
    "# contour_img = cv2.drawContours(contour_img, [largest_contour], -1, (255),10 )\n",
    "# plt.imshow(contour_img)\n",
    "# plt.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-27T04:55:02.133057688Z",
     "start_time": "2023-12-27T04:55:02.124275487Z"
    }
   },
   "id": "9302039f9bc33799"
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "927573\n",
      "1063232\n",
      "137632\n",
      "487490\n",
      "2110416\n",
      "338886\n",
      "188124\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1500x1000 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.patches import Rectangle\n",
    "# raw_panorama = cv2.imread('./results/{}/panorama.jpg'.format(IMAGE_DIR.split(\"/\")[-1]),0)\n",
    "img = cv2.imread('./results/{}/panorama.jpg'.format(IMAGE_DIR.split(\"/\")[-1]))\n",
    "gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
    "_, binary = cv2.threshold(gray, 1, 255, cv2.THRESH_BINARY)\n",
    "binary_inv = cv2.bitwise_not(binary)\n",
    "cv2.imwrite('test.png', binary_inv)\n",
    "img_path = 'test.png'\n",
    "# Load the binary image\n",
    "binary_img = cv2.imread(img_path, cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "# Invert the binary image since we're interested in the black shape on white background\n",
    "binary_img_inv = cv2.bitwise_not(binary_img)\n",
    "contours, _ = cv2.findContours(binary_img_inv, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)\n",
    "sorted_contours = sorted(contours, key=cv2.contourArea, reverse=True)\n",
    "largest_contour = sorted_contours[0]\n",
    "contour_img = np.zeros_like(binary_img)\n",
    "contour_img = cv2.drawContours(contour_img, [largest_contour], -1, (255),10 )\n",
    "# plt.imshow(contour_img)\n",
    "\n",
    "# vis_panorama = np.zeros((contour_img.shape[0], contour_img.shape[1]))\n",
    "plt.figure(figsize=(15, 10))\n",
    "for i,box in enumerate(total_bboxes):\n",
    "    # add patch here\n",
    "    x1, y1, x2, y2 = box\n",
    "    # Add a rectangle patch with \"*\" hatching pattern\n",
    "    if total_labels[i] == 'class_1':\n",
    "        plt.gca().add_patch(Rectangle((x1, y1), x2 - x1, y2 - y1, fill=False, hatch='///', edgecolor='red'))\n",
    "    elif total_labels[i] == 'class_2':\n",
    "        plt.gca().add_patch(Rectangle((x1, y1), x2 - x1, y2 - y1, fill=False, hatch='\\\\', edgecolor='blue'))\n",
    "    elif total_labels[i] == 'class_3':\n",
    "        plt.gca().add_patch(Rectangle((x1, y1), x2 - x1, y2 - y1, fill=False, hatch='-', edgecolor='orange'))\n",
    "    elif total_labels[i] == 'class_4':\n",
    "        plt.gca().add_patch(Rectangle((x1, y1), x2 - x1, y2 - y1, fill=False, hatch='|', edgecolor='yellow'))\n",
    "    box_area = (x2-x1)*(y2-y1)\n",
    "    print(box_area)\n",
    "    \n",
    "contour_img[contour_img<255] = 0\n",
    "plt.imshow(contour_img)\n",
    "plt.axis('off')\n",
    "plt.tight_layout()\n",
    "plt.savefig('test.png')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-27T04:55:05.347076530Z",
     "start_time": "2023-12-27T04:55:02.135259371Z"
    }
   },
   "id": "717a67be4156fa79"
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-27T04:55:05.348755036Z",
     "start_time": "2023-12-27T04:55:05.346941712Z"
    }
   },
   "id": "74e0ba09223e4098"
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "found\n",
      "found\n",
      "found\n",
      "found\n",
      "found\n",
      "found\n",
      "found\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1500x1000 with 1 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread('./results/{}/panorama.jpg'.format(IMAGE_DIR.split(\"/\")[-1]))\n",
    "gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
    "_, binary = cv2.threshold(gray, 1, 255, cv2.THRESH_BINARY)\n",
    "binary_inv = cv2.bitwise_not(binary)\n",
    "cv2.imwrite('test.png', binary_inv)\n",
    "img_path = 'test.png'\n",
    "# Load the binary image\n",
    "binary_img = cv2.imread(img_path, cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "# Invert the binary image since we're interested in the black shape on white background\n",
    "binary_img_inv = cv2.bitwise_not(binary_img)\n",
    "contours, _ = cv2.findContours(binary_img_inv, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)\n",
    "sorted_contours = sorted(contours, key=cv2.contourArea, reverse=True)\n",
    "largest_contour = sorted_contours[0]\n",
    "contour_img = np.zeros_like(binary_img)\n",
    "contour_img = cv2.drawContours(contour_img, [largest_contour], -1, (255),10 )\n",
    "# plt.imshow(contour_img)\n",
    "\n",
    "fig = plt.figure(figsize=(15, 10))\n",
    "for i,box in enumerate(total_bboxes):\n",
    "    x1, y1, x2, y2 = box\n",
    "    if total_labels[i] == 'class_1':\n",
    "        print(\"found\")\n",
    "        plt.gca().add_patch(Rectangle((x1, y1), x2 - x1, y2 - y1, fill=False, hatch='//', edgecolor='red'))\n",
    "    elif total_labels[i] == 'class_2':\n",
    "        plt.gca().add_patch(Rectangle((x1, y1), x2 - x1, y2 - y1, fill=False, hatch='\\\\', edgecolor='blue'))\n",
    "    elif total_labels[i] == 'class_3':\n",
    "        plt.gca().add_patch(Rectangle((x1, y1), x2 - x1, y2 - y1, fill=False, hatch='-', edgecolor='orange'))\n",
    "    elif total_labels[i] == 'class_4':\n",
    "        plt.gca().add_patch(Rectangle((x1, y1), x2 - x1, y2 - y1, fill=False, hatch='|', edgecolor='yellow'))\n",
    "    box_area = (x2-x1)*(y2-y1)\n",
    "    # print(box_area)\n",
    "    \n",
    "# contour_img[contour_img<255] = 0\n",
    "plt.imshow(contour_img)\n",
    "plt.axis('off')\n",
    "plt.tight_layout()\n",
    "plt.savefig('test.png')\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-27T05:06:00.826476385Z",
     "start_time": "2023-12-27T05:05:57.609703264Z"
    }
   },
   "id": "b51885eee85f80c9"
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "raw_image = cv2.imread('test.png')\n",
    "# edge detection\n",
    "edges = cv2.Canny(raw_image,200,250)\n",
    "\n",
    "plt.imshow(edges)\n",
    "plt.axis('off')\n",
    "cv2.imwrite('edge.png', edges)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-27T05:06:05.097771244Z",
     "start_time": "2023-12-27T05:06:05.038059803Z"
    }
   },
   "id": "9e760cf0040ad3db"
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Step3: Convert to CAD"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "d5e59ad1239264ac"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from skimage import feature\n",
    "from xml.dom.minidom import getDOMImplementation\n",
    "\n",
    "# Function to create SVG path from edges\n",
    "def create_svg_path(edges_array):\n",
    "    dom = getDOMImplementation().createDocument(None, \"svg\", None)\n",
    "    svg = dom.documentElement\n",
    "    svg.setAttribute('xmlns', \"http://www.w3.org/2000/svg\")\n",
    "    svg.setAttribute('xmlns:xlink', \"http://www.w3.org/1999/xlink\")\n",
    "    svg.setAttribute('width', str(edges_array.shape[1]))\n",
    "    svg.setAttribute('height', str(edges_array.shape[0]))\n",
    "    \n",
    "    # Go through the array and create line segments for edges\n",
    "    for i in range(edges_array.shape[0]):\n",
    "        for j in range(edges_array.shape[1]):\n",
    "            if edges_array[i, j]:\n",
    "                # Create a small line segment (a dot)\n",
    "                new_element = dom.createElement('line')\n",
    "                new_element.setAttribute('x1', str(j))\n",
    "                new_element.setAttribute('y1', str(i))\n",
    "                new_element.setAttribute('x2', str(j+1))\n",
    "                new_element.setAttribute('y2', str(i))\n",
    "                new_element.setAttribute('style', \"stroke:rgb(0,0,0);stroke-width:1\")\n",
    "                svg.appendChild(new_element)\n",
    "    return dom.toxml()\n",
    "\n",
    "# Load the image\n",
    "edge_image_path = \"edge.png\"\n",
    "edge_image = Image.open(edge_image_path).convert(\"L\")\n",
    "\n",
    "# Convert image to numpy array\n",
    "image_array = np.array(edge_image)\n",
    "\n",
    "# Detect edges\n",
    "edges = feature.canny(image_array)\n",
    "\n",
    "# Generate SVG\n",
    "svg_data = create_svg_path(edges)\n",
    "\n",
    "# Save the SVG\n",
    "svg_output_path = \"edge_converted.svg\"\n",
    "with open(svg_output_path, \"w\") as f:\n",
    "    f.write(svg_data)\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-27T05:06:27.651369033Z",
     "start_time": "2023-12-27T05:06:26.689990857Z"
    }
   },
   "id": "9b71959f5b8dda3f",
   "execution_count": 84
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-12-27T05:06:27.654093860Z",
     "start_time": "2023-12-27T05:06:27.651559524Z"
    }
   },
   "id": "dc169a6142da3faa",
   "execution_count": 84
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "67347e3481d4644"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "fbfc0158d17f24a8"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "954422f4d0b26cb6"
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "e0f36e75c01f57af"
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "mmyolo",
   "language": "python",
   "display_name": "mmyolo"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
