Level7.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Q2tED-PnoYoo"
   },
   "source": [
    "In this notebook we present how we computed a level 7 model and predicted outputs from the test images by using rotations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 1626,
     "status": "ok",
     "timestamp": 1608209568667,
     "user": {
      "displayName": "Marc Egli",
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    "outputId": "47715d5f-a782-4c2c-c5ee-e3d672648960"
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mounted at /content/gdrive\n"
     ]
    }
   ],
   "source": [
    "from google.colab import drive\n",
    "import os\n",
    "import re\n",
    "import numpy as np\n",
    "from skimage import io\n",
    "import cv2\n",
    "from tqdm.notebook import tqdm\n",
    "\n",
    "drive.mount(\"/content/gdrive\", force_remount=True)\n",
    "\n",
    "drive_path = \"/content/gdrive/MyDrive/Project-KLM/\" \n",
    "os.chdir(drive_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "lFMw-YkO4E_K"
   },
   "outputs": [],
   "source": [
    "from libs.models import *\n",
    "from libs.ImageGen import *\n",
    "from libs.sliding_window import *\n",
    "from libs.post_process import *\n",
    "from libs.threshold import *\n",
    "from libs.submission import *\n",
    "from libs.augmentation import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 2404,
     "status": "ok",
     "timestamp": 1608209570995,
     "user": {
      "displayName": "Marc Egli",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgqEkwOcTNql6vqzMNvYt9RFBkU1X7OFPy6WvHNdw=s64",
      "userId": "07944833463385027445"
     },
     "user_tz": -60
    },
    "id": "RMp9jqZv4E7Q",
    "outputId": "edcf7678-ad62-4319-a279-b4f9c8aa1973"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 80 images belonging to 1 classes.\n",
      "Found 80 images belonging to 1 classes.\n",
      "Found 20 images belonging to 1 classes.\n",
      "Found 20 images belonging to 1 classes.\n"
     ]
    }
   ],
   "source": [
    "#Parameters to load the data\n",
    "input_dir = \"training/images\"\n",
    "target_dir = \"training/groundtruth/\"\n",
    "img_size = (400, 400) #Don't edit size\n",
    "batch_size = 100\n",
    "seed = 10\n",
    "\n",
    "#Don't apply any data augmentation here, we just load the pictures in RAM\n",
    "grayscale_x = False\n",
    "crop_length = None \n",
    "aug_gen_args = {'validation_split' : 0.2}  #Only param is validation 80/20 split\n",
    "\n",
    "#Load the data (80 training images, 20 validation images)\n",
    "imgen = ImageGenerator(input_dir, target_dir, aug_gen_args, seed, img_size, batch_size, grayscale_x, force_batch_size=False)\n",
    "train_gen, valid_gen = imgen.get_normal_generator()\n",
    "train_x, train_y = next(train_gen)\n",
    "valid_x, valid_y = next(valid_gen)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "gz3GroikBEgZ"
   },
   "source": [
    "# Augmenting validations set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 1650,
     "status": "ok",
     "timestamp": 1608209572290,
     "user": {
      "displayName": "Marc Egli",
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    },
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    "outputId": "e476d8c3-3f24-436b-bd05-b1992a5d1e11"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Validation batches are of shape:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "((16, 256, 256, 3), (16, 256, 256, 1))"
      ]
     },
     "execution_count": 9,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# set seed for reprodubility and retrieve (new) data to serve as validation\n",
    "np.random.seed(seed)\n",
    "new_x, new_y = apply_augments(valid_x), apply_augments(valid_y)\n",
    "\n",
    "# validation set on pred_n = 96 images out of the 240 which result from the flips and rotations\n",
    "pred_n = 96\n",
    "selected_indices = np.random.randint(0,len(new_x),pred_n)\n",
    "new_x, new_y = new_x[selected_indices], new_y[selected_indices]\n",
    "\n",
    "cropper = iaa.Sequential([iaa.size.CropToFixedSize(width=256,height=256,random_state=1)])\n",
    "cropped_x = cropper.augment_images(new_x)\n",
    "\n",
    "cropper = iaa.Sequential([iaa.size.CropToFixedSize(width=256,height=256,random_state=1)])\n",
    "cropped_y = cropper.augment_images(new_y)\n",
    "\n",
    "# create batches from selected validation set\n",
    "def chunks(l, n):\n",
    "    \"\"\"Yield successive n-sized chunks from l.\"\"\"\n",
    "    for i in range(0, len(l), n):\n",
    "        yield l[i:i + n]\n",
    "\n",
    "batched_x = [np.stack(x) for x in chunks(cropped_x,16)]\n",
    "batched_y = [np.stack(y) for y in chunks(cropped_y,16)]\n",
    "\n",
    "valid_cropped = (batched_x,batched_y)\n",
    "\n",
    "print(\"Validation batches are of shape:\")\n",
    "batched_x[0].shape, batched_y[0].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "YNIdqNvWBNrw"
   },
   "source": [
    "# Data Augmentation Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "oW_-3mjKoYop"
   },
   "outputs": [],
   "source": [
    "aug_gen_args = {\n",
    "    'rotation_range' : 90,\n",
    "    'width_shift_range' : 0.2,\n",
    "    'height_shift_range' : 0.2,\n",
    "    'horizontal_flip' : False,\n",
    "    'vertical_flip' : False,\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "C9es9QvQBSTi"
   },
   "source": [
    "# Model computation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_guuWT0oBXM6"
   },
   "source": [
    "## Training of a Level 7 model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "whKLQ9SD5BNd"
   },
   "outputs": [],
   "source": [
    "from multiprocessing import Process,Value\n",
    "from IPython.display import clear_output\n",
    "from tensorflow.keras.metrics import Recall, Precision\n",
    "from keras import backend as K\n",
    "import sys\n",
    "\n",
    "EPOCHS = 30\n",
    "STEPS_PER_EPOCH = 250\n",
    "\n",
    "def evaluate_model(i,stdout) :\n",
    "  sys.stdout = stdout\n",
    "  #We use a different seed for each model\n",
    "  seed = random.randint(0,2**32 -1 )\n",
    "  datagen = ImageDataGenerator(**aug_gen_args)\n",
    "  train_image_gen = datagen.flow(train_x,seed=seed,batch_size=16)\n",
    "  train_mask_gen  = datagen.flow(train_y,seed=seed,batch_size=16)\n",
    "  train_gen = zip(train_image_gen, train_mask_gen)\n",
    "  train_gen = crop_generator(train_gen, 256,seed)\n",
    "  \n",
    "  print('Creating model')\n",
    "  callbacks = []\n",
    "  callbacks.append(tf.keras.callbacks.EarlyStopping(monitor='val_loss', min_delta=1e-3,patience=5, restore_best_weights=True))\n",
    "\n",
    "  model = unet(post_processing=False, levels=7,metrics=[Recall(), Precision()])\n",
    "  model.fit(train_gen, epochs=EPOCHS, validation_data=valid_cropped, steps_per_epoch=STEPS_PER_EPOCH,callbacks = callbacks)\n",
    "  print('Saving ...')\n",
    "  model.save(f'./models/Level7/model_lvl7.h5')\n",
    "\n",
    "\n",
    "  return;\n",
    "\n",
    "##Uncomment if you want to create new models\n",
    "\n",
    "#p = Process(target=evaluate_model, args=(i,sys.stdout))\n",
    "#p.start()\n",
    "#p.join()\n",
    "#K.clear_session()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "nts4542oBcu-"
   },
   "source": [
    "## Loading already computed model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "QVE3DYVwspww"
   },
   "outputs": [],
   "source": [
    "model = keras.models.load_model('./models/Level7/model_05_notebook.h5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fpRUMTV_ee7c"
   },
   "source": [
    "## Find best threshold on train set"
   ]
  },
  {
   "cell_type": "code",
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   "outputs": [
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    {
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     "text": [
      "\r"
     ]
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   ],
   "source": [
    "THRESHOLDS = [(x,create_vanilla_threshold(x)) for x in np.linspace(0.1*255,0.7*255,num=20)]\n",
    "train_predictions = [predict_from_image_rotated(model, x, stride=72, rotations=[0,90,180,270], pad=False) for x in tqdm(train_x,leave=False)]\n",
    "best_func, best_thresh, best_score = select_best_threshold(THRESHOLDS, train_predictions, train_y)\n",
    "best_thresh, best_score"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pqmVyG_cqvqf"
   },
   "source": [
    "## Validation results"
   ]
  },
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r"
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       "0.8902503015622236"
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     "execution_count": 27,
     "metadata": {
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   ],
   "source": [
    "valid_predictions = [predict_from_image_rotated(model, x, stride=72, rotations=[0,90,180,270], pad=False) for x in tqdm(new_x,leave=False)]\n",
    "compute_score_thresholded(best_func, valid_predictions, new_y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "W9VJzEQyBjlh"
   },
   "source": [
    "# Loading test data and predicting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
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    "executionInfo": {
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     "status": "ok",
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 50 images belonging to 50 classes.\n"
     ]
    },
    {
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r"
     ]
    }
   ],
   "source": [
    "from libs.submission import *\n",
    "\n",
    "test_dir = \"./test_set_images/\"\n",
    "\n",
    "#Load test images\n",
    "test_imgs = load_test_images(test_dir)\n",
    "predictions = [predict_from_image_rotated(model, x, stride=32, rotations=[0,90,180,270], pad=False) for x in tqdm(test_imgs,leave=False)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "vYxAltOucqsh"
   },
   "source": [
    "## Postprocess"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
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    },
    "executionInfo": {
     "elapsed": 521,
     "status": "ok",
     "timestamp": 1608140445809,
     "user": {
      "displayName": "Léopaul Boesinger",
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    "id": "sSDajbxMcMeu",
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   "outputs": [
    {
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       "model_id": "94e6394f5ccb4274a75743c57fc35362",
       "version_major": 2,
       "version_minor": 0
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r"
     ]
    }
   ],
   "source": [
    "thresholded = [(best_func(x)).astype(int)*255 for x in tqdm(predictions,leave=False)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "IWJytahscoyK"
   },
   "source": [
    "## Create submission"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "OcyjlrZ0pGR6"
   },
   "outputs": [],
   "source": [
    "#Save images in folder\n",
    "!mkdir level7-preds\n",
    "save_predictions_to_folder(\"./test_predictions/level7-preds/\", thresholded)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "EEdyoUCXcLk7"
   },
   "outputs": [],
   "source": [
    "#Use images saved in folder to create submission\n",
    "create_submission(\"./test_predictions/level7-preds/\", \"./submissions/level7_submission.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "txL3xfxxVaYG"
   },
   "source": [
    "## Visualize submission"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 595
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    "executionInfo": {
     "elapsed": 9663,
     "status": "ok",
     "timestamp": 1608140676421,
     "user": {
      "displayName": "Léopaul Boesinger",
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      "userId": "00279568373774071864"
     },
     "user_tz": -60
    },
    "id": "zQNAEdHUVDSz",
    "outputId": "b75396ee-bd6e-4d48-d3e3-0ec0981a3cbf"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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1/ZSSfy6mVgquuWY2rkUrLLmXQhFrfJNH8eiTD+MRJpfffDPpry6Lt0gKYP3v+vLJtx5o+mwCF97zK3o9Er5bZM8DXt4+Nnw7U77uBpqd427hZNFv/oJfSr7z9U/oeb4AGZ8nMvnlBt6bGnoBl1W90rLnwjw9ndfu/QsGcPL7sxlxVTc7g1KAUTevZYFrLHWTCjn5yblJGUsv0rNGn7ovlP9CoVCkJAnlDDLr6zt9fMhv9Gj9munAKC2PyfEOxZFka2lka1DgqIDKaozyiniLpLAZAUPHKCsLK9MixBDN0DxkaLDPeShyavjOYhqhfqvp1AdDbxDdwkl/hxOfDITFF1IoYooFTyjSoTHI4cApdEyHXV4tJz/CbR6xo9mMkAU80+NrdedzS3rpod1DGe44B1xuHD9jQGPac80dh/WcXbwFXTBxs7YWasFZbc0u20SkK88a3Uqk/pYCfVChUHQvCeUMSgXyn/Uy/rNZ1PSVfH3ZQ3i11EizdeCGKfhOq6SuxMuom9eGFhxtoI0fzfY5TnS97b1a8ussS+M8/ejcj3l56LGWtddZAn4HI35TRnDHrvYrpwgD3q9kfP0sgh74+zX3M87labo21OHnwCMeauqPaiqrK/cw+qbNXTsSYxqUPDqE8f2ag2pLAVWX+Ei78ijL+1+80UcMY+udGTiczQ9a/h2ZDLt1uXKmKxTdwImXfcUnU5vHMSEkfxwWeddzKnPrxHd58NUz8NU7GfXLIoJF1qWeVygUCkVsWLc/n/H3tp2opjsxXDDvmnmc0vxIwQGjhpOfvQVPaTJ5NVtPVKOcQd2M563lFBAKsOi7NIiX1HAGVRznY/uUF0MBpF1joW1fEPV9Mvhq6qPtOstOz74wtCPEou3wd+Sv54789Za01RWKgtVcmXst7Ii3JImDXLmWgpWg5+ez8yc9Gedq7kR5ejorjn0lrP6iWjdz007tcsrqjFc+p+U7eeFwMHSpg3n9Pre8/8WbYH4my06aF3Y0YPaQ49io60jlDFIoYs7j/ZdCf5WFpz2uzt7H1VNeZHOghtk5M0E5g5pJjulIYefnUNUHFa3g3F9DwQOJ8xJVz8pi48y+nNIiIH+5CcP+dhBjQ/JkHGsrr6RyBiliRqZWR+1xg3CV9yW7RyjYbo5eS92kwna3IJcPd6JHceynX3oF+6eOR5gSffVWy4L6Vpv1PFMxknrZcRPp6yznh5mHwsq+CVbzcuX4qNs44M9CqwvENxNIohIM8mzRVDb13M4k77Ywb35LWvY/584DBPdGzrzSGf67exj3ppWwvyKTfjHof1Yj3G7kMSORetvBQEtHpaG1YXf62JEEczqeCjklWJU4ixu7oY8YRjA/E602gFy1Pmmcq+3hKHZxb+mwiNfyHVVcnlncqQC+sZoXuxMpJW/vGYtX9zHGs5fp3sjHejxCUj4ul4ye6Tj3qd20CoVCoVB0BOUMUsSMqR6Nf/71IQC8mhNwMt1bzclPzm33u5oQuEX7D53PDFpM9d99lJom1/7oRrRPvuqq2AAsqc9k0XkTMPeXdPi7NWefyXcefSRsV9OcPedROs3sULYrs25zh++dChhlZdSd4+EDrTfz//cctvzosYj1Wva/kx675Yj08Z1FBoP0v2wrH+i98V6Wyd///hcqTGlp/7MabWA/bvvb8xztbOd4phBka63YnRAYc2t4ecQzMZDQ/pz57Y6PFYoQW+/MYNlJ87jv0CS+mJLZ7jHiZGHo777gg9/3jnjNf+JpXPjcw50K4BurebE7kT4fuTN284HWmxeuPZfpt8yLWG+gI4N/3/cAppRMfP0XFN6onEG23lGiaMbOPnHVBxUK26CcQYqYcvhCVheapdkpnEJvaK8WqVs3+5hoyNq6Tj2U6PUm5mF56YJSw6iuUnFXLMJsCP4o2vGtNfY10+KRTvp8SEAzoIeWhk69pf3PcoQgX6vtlO3pmKDpIDTSHIGkzC5jBQ6SLwVzd+FwGvTQvWTq9UBmvMXpNmTAjwz4I17TfQZGJ58GG+dFTdQl9rjUDo3jvBYAQ5qt7pJqdGBLp52fnhUKhUKh6H6UM0gRM1b5fFzx4C9w1nRhgSbgohs/5Ld5G7m3dBgvP3ROxLclwoD8dVu7fKzq2JXfR3uzJ85aSXZ5596mer/ew+m3/wKpN8uerJx/xSd8eG5hm3VMKcj4cxbaxzF4Ox3lc87llyzm7SljKTqQw8hrN1q28yD/v0VMuv16pA5V19aQf9vQpmt1ficFN/kxtnZ/4Cez0EX1I82y9PDUMsDROWfFFblLuOHNyzCl4PYBr4JyenQv9n2Wj5o+89wct+g63BUmGfUr4y1OQuDYtJtv3X5L1JkLpQY/nf0m1+bsbSrzChd5f9zJ7qqhlC4psG2w+77vHWBS7fUYbsFfbn6cM9Miz/S/PfVNnl40BfOGT2IjSBds0fVgLsf1v47K4bDm8rlosRxHlU8sOYjU3+wyHyRIH9z9myn0ODlyPLF92/MY+bMvkYbBtntOpPfR+7tZumbuGvL6EWXRrK+7jXPjLYAilihnkCJmFBtZ9FuwFWP/gc43oums/NEgyNvIFxWDyH2q9axGVuy5qdrYk6FPhoJ3dnYuCxYV0/Pp4jDZk5U/9FoDvda0WScgDU7tc31c3/fPydvEnLxNUQcwj5bg9p3kbt+J5vFwwfWVYcHHi4LVXJlzrTU36iCj0sr5bNzCw0pbCa7UDuNcHv579D8bPilHkMJ6HB98Qe4H8ZYisTAOHqLnM9EHkhYOB1//dAC0cAY5hc6CIaEfdlz9ZZbL2F0Ym7aSu2krelYW227szZlpkY/8XpVdzFXjFnJCWnk3S9g+rkUryAUypx2P8SOJZpeHeoXCzhxTGWEtFGJ2/nFsFBoIyVEnbOf1wne7Wbi2iWZ93V1E+U5CYVOUM6ib0caPpr5PBuXDnW0GalUcyVDvQZZMm4QwJGkrt2McKrX+JgnyNkMRHd59gtlFx5Gh+7gtbwUZWtsOj16OKqrOGIWj1sS7rojg7j2WyCGl5B/bjqEs6OX4jB1HBBC3M98Eq3mo5BSMFo6gwrT9XJ+zG4AHywazsz6v6ZpTGNyU9wl9HBlHtAXwWb3JP8pOiK3QcWB3IEY6T+AxySskByflkT4oh7Rd5UmVecNuSFPy/pZRzNaCHO3dw1XZyZddSxoGT26fyvqCHZycuZkZGV3LFNlxAbr3dq3R7u+glpbJQaT+liB9sF1i1Adllhf/1OOjrj+wZ+uxIgd7DrLqnLPBhKMyvrBCPIXClihnUDezfY6Tr6Y+ih5lgGRFM3f1WoVv/kpqZYBLrpmN+50YOIMUtqL3o8vY+FcdfcAw1v5nFSe2s/llmtfHKXMfBmDyvbMpeMgiZ5DPR//vbWKj0Pjw+u/zw19FDnZqRx4qOYX1p6Qh/YGmsuUzpnP1fY9iYrJwzjl431nVdE1LT+ep/x7X6vHIK5ZexfCZ62Iud3dTF0i9J7D+jgw++eNcDCk56o0bKbw+3hKlMKbBsB+vZaPQ+PTH32Hm7x/tVCayRMasqaHnhTvYKDTeu/VHzJiVPONsR1C/gyJVKRxcwttPPhp1fbdw0NqO5tk9dnL144+2W0+hSHYSxxnUlV0yQmvXCS10HSnNdmp1gUipcA//m4SGw2GEZZlSRI8uNLzChS6FevMVDxr6c8uApEYUNmVixu5tlmkgTQMCQeqlE0OGR5SO9DDUaH9Sp9lGLUhl3ZgpTrQ8ryhEdGObxb+PREalm0baemg00JD+QFigWy0oCUgDExMtIMOuyXqNgNSPuH/jPaRJq0FzbU0ipkNvtNkYjpdu4QQBUk/Av9/uRBo72uhnjWOQFuHMtIBQIHhpJmZfjZKW42zjGJNsTq9oaPodYrisVSgSDQ1h6TNUsj6PdWT9p1AkhDNIG+kg7YleXWqjrcCmc/q9w/8uPh9Txm7B8M2CoeQ/Fn6+f89tkymcti2sbG7/BTGTQaGIJY39Od+zk3zdDcDwt6+hzwftnCaW0OPTb2gn8VeXMA6U8Ltbforhbn54qsvTeONX9zCwleNKM3+yiP9eWMjaPX0Z/pP1SJ/PUpny9DQGPbqV/XVRjG2nWHprNu3pxck3z4q6ft/rt/LqsP9EXT/7s12cdfPPAMj5YntYvC7T5+Pj26ZwcvbJTWVBt+D3v3uaaV5rf2NF22y750SOOmE7R2V8gVs4MG1zxkChjx2JMbeGNEfzjrzV2wYw8upVTY6AjvDQ0S/z4IdnUxVw457lxNi8rf0vJTCDFh7g5B2z8KcL5v12Lie4nfEWSaFQKOJOQBoc/dQN9Fxv5Xx/i4VtKRKNhHAGDXdXWhC4q3VHzziXh4XD3+9i+21TOPg68g8rqxvpS7iAZApFZwnvz6GFd9YGJ5kL2s9QE0tHEISOaXn/uSysLGfEMGpuaX1cuKnndm7quZ17c4fxgd7b8sdkp9B5vH90AWCtDs6nldaQueDzqOuvv+QoGBZ9+8GiYjJfDsUkOWITgpS4/70Cd4siPSuLb27LBVo/v6+wnt5H729hsxqmtCLMvqI7COak8fKIZ+ihe5vKZmc0BDztBKelmZxW+G4osH1WfALbW4mxaSuZm7ai5+dTfFs2uC3KCqBQKBQ2xsSkYFkQ99sr4i2KwiYkhDOokZeqcvnXwfFdamOo9yB39VoVtm14nb+Ou/ZO71K7aXqAe/stIk9P5/WaDBYcCA+AmvHNkdu5PVvcXFp4RsT2+nnK+XPBCpyi+TGwMG0/y2dMRwta+1iqBSXp76/DrKmxtF1F8mH2SKfmrEkRrw3se2TazcqRQTIviVy/zfvoghHeRR3+XkcQtfVct/kHFKRXcnnvJUz31kesN8h1kPKLzkb3S7KX7e1cUGkhCJw9EX+WTsXoWLu+FIroKF7fi0szz2iaF1viKOhNxUmDw8rSin1on64K68+NBD2Cgc5wh2sYHZy2tMxMqs8aE3Xq9GgxnIIh7letbTQO6BX1XL5tBhlOHzf1fbdDO1+8B4JctuNsXJrBXf3eYogz8u5Iu+AYMoiKiQURr/nTNXrpi1D5blqgNgAmB3YOhxCjPrjdn8mlOyI/V9mZttao3wSrmbPnPIJRnm7xGzqu0iQ8iq+IGQnlDLrjze8x7NblXWpjybRJ+OavxCuaz4HetXc65adVI43OvxWt6pXHkk/yuSC9ll8s/gEjZoVHnu8lj9wBMOBPSym7O7LxHpo6nuq/fRr21u/6nN1cfV/0gdGiZXPAzy+/9WNQmV4U7TBywAE+fChyMMpQZK7w/rz1/L9int+5Wb+lIzQWBPfsxT1Npwy48ZkfMP3spyPW+15GBd+5NxQMeertPyP3qY47gzS3myn3LOOO/FURfyeFIh4Mv3kZZUJrmhdb2lzFSYN578GHw8rOXHsJadNEWH9uSZs229EHl2EDeP7B++jvsD6RQqzHlu7AXLsR8wydck1w01vf59NW0iNHwv3OCioW6WjpXl76rPVg7nZh3/R+LP/1w61eTwZ9W4qdnQiKZuzs1ItRHwxuNCg7uSI2jceRttaoL1eOp3SaiVFdFXV7wiyxSjRFCpBQziBhAmbXtrG3FkxPGkaX2pZGi4Yl0bUlJbSyLV+YkUd5k44F/XKLI98W+mQg7LOBgFbul3JIk3rpxCcDaGj2WkR2g+wC0aF2daEl9vvYBjuVQa3JLiLZTOhv1pE6CIcDacrobFwIhK4jXC48WvkRv93httja/RWKmNAwB0WcFyUEMNBbWbWbUkSYj9qw9k5MMQEi3cMKEnpUih7TQJoQNEPjl990QLS/l2lAIIAR4W2ydGgdG+fihHCElqimHp3Dx5AmQQwVGyvF//ykwc5OvVj2wQQeszpNO1keZDCYnH93gqIjkbpui3nSChLKGWQbYjRAP1g2mIVzzon6mJjh0rjq7n8yM+tAU1mZUcsZd99C9q7mh1ARlHh2r7dcXjtillfw+HWXMM+jsfuyINvOeCbeIkWNnWWPN6MeqObchbOoHODgvd/8hTw9PWK9n85+k69/OoD3t4xi2I/XthuotX768Yy6fQ1urY6ZOSuB5uMYkWzRn6lz75/mMdWjdg4p4kvWf7dz4dU/C5vPvAfqkVJi+nys+NlEzs1qPgIaTE3+8l4AACAASURBVNP41d0vcEF6K7FZOjovbtnFNdfMtv6YWIR50e7k3JHGub1m4awIoAVXd6mtPD2NEx//ghJ/JosXHcPg30UX16y7EW43u14cwemDt3BpZnTH/o5d8UN6PJHBll1zYyxdgmNnJ4KiGTs79VQfVNiY/g43x7ywnvKgl48XHkv/u9uPjWpn2nUGCSEGAM8DvQkNTfOllA8JIXoCLwODgZ3A96SUZUIIATwEfBuoBWZKKb+MjfhxIkYD9M76PLzvrIo67bLm8bDrf/OA5kVvvTTpvbwSuXJti7JaVrACP/WAoB9DGCgKAXQhxPukkA5lMIhj8Rc4AP2kyfEWp0PUBSpZ95/78VOPf7mXuTeEPNUpbYtRYq7diHst9J4whvo20ipfm7MXcvYyWwtGFai1Lk9nXr/PGmKUhcfliGSLomcas7bvxyj1I4Tgpz/K4mc/zYEUtEU7Uy9rWXfYmAr2skWjpAT3O+FbyZssQ0q0T74KCwLuzcqi+K4cQuJHoIPzollTg2uR9QEuI82LkYikw0SdF+WKNWG66ApOoXNn/joAhg0ebVGr1iOE4NIRX3BHftsvsnbvDTDzZwfYXxJka/V8hhQVIKi1lS1ajs2cCHayxW7FZg6VlrZYVH0fHhmK85XStmgzlC2GcAsnf+r9NQBDBo6LszSxJ5qdQUHgZinll0KITOCLhg4xE1gspfyzEOI24DbgVuBbQGHDf5OAxxr+nzzYbIAWCAoZR5boQVAGWM5iesreAH2Al1NSh2C7BVNLPW6bdQzznv1fnCELvg2LbHFTfQ6nr7uwTTl6e6t4bvC7uIWTO0vG8NGBwg7/LZqQPDD8Fca5PB3+blfQKmv5ztc/IcPt45Yh77YasO9o7x4+/fF30IKQ/9Eegrt2N18Ugvrpx1OXp3PweDMsWH279/cHKL/ocoYen863s1cy7/tLOOsUL6S6LdqMSGNqQ5woy2zRdqh5MeGQhsmzK6bw0aBCTum1tckJZAeild3hENx7Ry7HjvMw+fPprL7iJYRwQYWyRbuQCrbYKWyyRs3aaXL6ugvRKsr59e/e4KwJOQx65cfs+fk9pPy8aDPibYty6gTKCyPHEXRXmnhfXwmmQeCsiVT3d0Ws11EMNwx2tr5Dtt+Qg5TNtNfmgYg80/oO23adQVLKIqCo4d9VQogNQD/gQuC0hmrPAR8R6hgXAs9LKSXwuRAiRwjRp6GdtrHZBGYX3CINNyHjcggnXpmJjzqAHEK6A6t0aHcSuA+21KPm9jCq0MXGzX6w0BbFZj+uc75pU47yCWMoecNHf4eThc+eRsGDHT9mIBxO/rrkNOb1iz79uRUEt++k5/khJf/q1RlMn/xSxHpXZRcz8/ePEsTg9JtuJLOFM0joOqNuX9NiR1D0OKqDjJpzEMQhnvjTBYwpXMne4iAoW7QVkcbUGqpAzYu2IRXmRRnwM+J/VoIQvHHjqdx5m42cQVHK3qe3gz69Q0vZpSe+zYUn1rJxi5+tFcoW7UIq2KJlJGAfzPrb5/B3gd4rn9pP+wK1aB4PXmI4LypiQrxtccv/6Gw9J3Iipb+UjuSjRfmYtbX4bilj6dHWZQ1tay3/6biFGEfHIrZh9+JqI7JIh2IGCSEGA8cAy4DeLZRdTOgYGYQcRS1eo7OnoSysYwghrgauBhjYT4Uu6i7qZA1VlJNNTwBHV3QISo/xIlBWyqo1PnJ7aGChLXrwhoLOtoE4/Ho79SMiTeKWcatB3kBAp8KsQ0eQoR25Q0kXGkgwXALN03xduFy4tbpWJ4+ANKiVfspNrfXfRkqCJaV8uaaeUROywGJb9OA9/HKbBINam7+FonUax1Rn6CCPmhdtSCznxY7aYkyQMuIuA6HLprHNrI+8SzLuSIkIQoVZB0CGcLc69u7cHWD1Wr/l82KjLcqG30tKifT5LPjjFIeT9LaYrEgZlqgmeLA0JvOi0mH3YaUthulQpIetqcPq6bLV8d0pDIQ3DQ1wah3bld9VOnqvxvnKLkS92hRCZACvAbOllJWhY4IhpJRSCNGhJ0Ip5XxgPsBx4z022QzZgL2kbSIog3zNUkYyAYdwhv0dndFhw/fsq8cEfMMSDUEZpPil53jp93n8eW5Z2LWu2mKW6GkvHXaB4XfWMaP39ZSNdPPB7+4nWztya6ouNH7221fYekvvFmXmEcGiW3Lh5vPx31mAMCSODZsiDhdBGaTs4ScYOOL7XHndUcCcpmtW2GJH9RjNb6E4kpZj6g7C03eredEexHpeTOQx9eXJ83lr2QT21Pdg36WDCO7YFW+RItJ34TZmrL+eYJrO7Ll/56L06iPqVNeYfPeqYu6PwbzYaItPXjSfj88axVflA/BfHMA4VNrpvymmJGyPa5tUtsWI2HSNWl1jUvL4C4yOwbxoOx3aFKttsaUO+47NkScuqIxY786sx4HIGXd/nL2G+g+cBKTOZTnvA5ETwcSbt2s93Puzn+KoTbQMZHNavRKVM0gI4STkCHpJSrmwoXh/41YwIUQfmqM17gUGtPh6/4ay9rGLidtwgDalydcspYCB9BL9GouDluvQTkTqbwneBxv1mDl+EhdPX9+46LXeFlMAY8MW9A2QG5iA2cbuph9mHoLMQ4eVRnYEAeypyKbPR6H4eZE2ljbqsLe/gIJ1fuBLiLMtRvtbKJo5fEzdITeCmhdtRarPixPdLibmr2dzoIbZnpnxFqdVgsX70Yv348rK4kAwCwh3BgUCkkuuKuIHF2dw8fSMmM2Lp6WZnJa2nkXp25jrOLXLf1fMULaYHNhwjRoMSC65toj0E86k125P7OZFRcyItS32ddS3kRggsiMIIE9PZ07epoZPiekIAjgUzMC7ZDNGeUW8RYmaaLKJCeApYIOU8v4Wl94ErgD+3PD/N1qU3yCEWEAoiFSFOv8ZX6SUrGcl6WQySIxoeamcFNOhcLs59MNjCaQLsscdjLc4HaKlHl0nnwo0DabKFruA42A1Uz6/BqczyN1H/bPVoNJtEZAGF24+nz0V2RjLerRaT9lictCGHpUt2gRli/ZD+v3c/fF5PFJQxbkDN3JvwVdIKfmfmw4wutDFL64NG3uVLdoEW9uiNFn/2VDGlV3GmPz9LBjygWVN99gA45ZfRrrbz7+Oep48PXEfgCGkx0d/vZtxhS42HX8KvLa88ZKyRZvQHba4rqYn45ZfZr3wncSpG7wy7mmGOSO/5H24bBBPbJkSdXtVBzIY5bdPfD6IbmfQVOByYI0QYlVD2RxCHeIVIcRVwC7gew3X3iGUYm4roTRzV1oqcSKQ4J75w6ngEMV8QwbZfC7fB2A4R0HoTOfZqaRDLSuL3/36OS5IbyU9cgLTUo/+ufdx7IsHqakxIZVt0QKMTVsZ+F1ACO7+97eZPm5hu985nFrpx39nQdOOoNZQtpgcRNKjgQGpbItqXlTEGLO+nhHXhh4w35kzhXtv+IrPltfz4qtVHD3axbFnhZIfpPy8qGyx+5CSIXNCSTT2XDKJwEPv4xS6JU3nvLCUnBfAMaA/mz5OI8+aZmNGeaCY5a+Xc2i0i6JFD1Aqa9W8aDO6wxad2+rpc9GGGEjfOfSsLBYvG8Gw7H0Rr9//yblN80409CHyqYBEJppsYp/S+qbTMyPUl8D1nZLGhltb482hQDpFwWq8mt5qnI8ckcdZXHLkBYkhpbRWh3YngftgSz3u+PlkvrziMU44dzdSBg5htS2mIlJS63dSFKzGKURUb+F8MkCp4aPc1BBG+ytwZYugO0z0rKx4i9ElcsniXIaGlS2tfoPaYJX1tmjBmCSCJkWGH6cgqn6ajBw0aghIiekPPVGlmi1qQUlRsBpdCHK1tLCAmDoSM92NnpWF6fPZIjiyFoSiYDUjjhP49w0N+3vUvGgvUs0Wu0QX5oO6Dq5vOkoPVx/+uXUcF6TXMuSNqxlx3XKWycVIKZUt2gRlixFIgSVTYqUrSYEf3EpMn4+tPy7kSu9Idnwnk01XPhZvkeyP6oMpTcFNfq7MuZaSiZksuX0ubtH6+WWAK3aeS/nsfmCaODZsst3bgHjwxuTH+GTZ8HiLYTkbZsToAdqCMcm9dCPXX3wNANlbNpBoYQ1jzUGjhvN/dTPZW6oZU7KfYLwFigMF/9jMlSuuxUhz8tOnFvK9jOZ4BgMdacx86W0qzTTue+1CBv92aRwljY4Bz23lyg+uJZDt5nfzn+G0NDX6KlKALswHHV3fKBSK1CCxnEEJvCsjIZESY/1mANImR3+eUdEGqg+mNMbWHQBk5R2PIWW7/WF/bSaulWtBSuVHjJLRLi+jXZG349qZJ/VAbBq2YEwya2rgi9AZ9lRzBAEEpCR7SzVy5dqUdAQBGAcPwcFDOLOyKDfSgWZnkFPoXJpZBpRxd649eoix/wDsP4A7P59K00PohIJCkeR0YT7o6PpGoVCkBonlDFJPU4oYI2trmf3u5fwix8/5o9fwYJ+Vh1WIj1zRoHk8FP30WAIZ0Hdi8j1MJxKePVUc9cG1aLrkoUl/bzWo9LSC9Tx/29lhZT22GKS/uqw7xLQ1FWYdJ6/8CTXVnniLYgn7qh6NTcMJPCYpFPGm3TndQn5ZfAwL109AVrgYWdtaNhyFIoao+SDlODZtJ8/cfC4inm8y/vRqHG+uiDWJ5QyyC8qbblvMmhoKbwg9qL9z92QevCJ2C0erEZmZ/P5nz9oy+LXdMNdupPDHgKbzxIenMr3w3Yj1bs3dwq03bgkrG7f8MtLVvNku+w2T/r8OYmz4Kt6iWMIhWRdvEeKLmheTA5vpsTvn9NffP5Hht4aO0CX0oTSb6VCRhKg+aBlnphmsv25eXGXQ/xTX28eXFOjLyhmkSF3s9oZFmmz392Kzax09NRI+zWhSIE0O1qWzOVCDV0j6OyKnnlRET4VZx37DZEsgF4yEfqRSJAm6EASy3bjz85G1taFjc4mEpqP3zIEWQZDbwyyvQAb8Hb6VlJKd9Xls9m6JPI+4TPT8fDANjNIykPaZKPV6weZADfVSjSsKhSL5KApWUyVTwDuh6FYSyxlkl/5tn7WRoi0i9bcE7oPGoVLeu/AY3nMez4Ybe7DjovnxFin5kZLsn/qZnTGTojPyWT7nYcvSxqYqJ624igFzAmCYmNt3xVucxCeBx6QwEnhezNXS+N38Z6g0PcxedDmFNybWMU599HAu+Men9HWWRVU/IB089MtLSXsj+nS3jZjV1ayeMZTZ7pFsuTKPLT8KTzzxnzMfZN2SXnxVO5jl04cQ3LO3w/eIF0Me3cTsV2aye/szsbmBskVFvFF9MKU5e96vGPhGSRzufHcc7pkgpEBfTixnkF2wy2CsaBu7GbiUTQEAneWT4yxM6hDcvQeA9LE94yxJclBb7cbYoOJtJB0JPC/qQmvINlXLL3I6vpsm1kinznkZm6LeeRiQBvelRb+LKPxmkuD2nQC4yvOPuDzMmcEwZy0FjtUsd9gr619jkGwpY5TZzy4ksC0qUgTVB2OC56DE2LCl/YoK60iBvqycQQqFIqmoP/8EiqboOCsFAx9ahVlrTYylzK1VjHjjOtDg8bOe4Rxv5OxRM4as5qW7Tw0ry/9KkvHK55bIoUgtxk7azvq7J0d2XgvCyxsXLbKNz4f/+/A2IrUtwHTARM9/AFdEOU+bsIHP/jT5yHajad9C2aUOt2S0vmvy/DFreKfx94wkw20q4JdCoVAoEoPlvgDff38WGILC9SpmqMJ6EssZZLedGorkQ/VB27P7XMH2ix9jUa2buU+fChY5g8xV6xkxC4TDwetLJ3KON7Jz54789dxxRfjOl2H9r2T4K5aIoUgxXi98FwrjLUUjkR1BAM8M/ARmftKNsnSOB/usbDPIsH5bNwqjsBdqfaCIN6oPphwf14xi1Ox1lr3YVCgOJ7GcQXZBDcbJgZ23/sVIduFy4ijo32adul5eEjlqjl6tsdwXYH39UGRBLg6XC7O8ArOqyrJ7bK/KZbkvQK7mY5iz/aMdLk8Qx4D+oSMa+4rBNCyTRaFQ2JygybL6vuxzHoqqekDq6P6uL0T0+tBbZx3JOJeu4qG1g5FhhsZx0yS4ryhxg2snqFiKFEL1QUWykAJ9WTmDOoOdnQiKZuxs4DGSvc/Icua8+WabdTwiSC/dGxsBLKDw/zZy519n4O/fkx++/A6FrmKunXcDff+yxJL2ZTCI4wdB7vTMYM9F/Vn9q/ZTfn584l/Z8nEaW/wFvHL+SRhbtlsii0KhsD9y41aePvtUENEvLjKKV3c5vXm/J9Zw58IZGD0yuekfr7R69FUR4qPz72P3t7x8WD2GJWcOwCiJRyDXKFBrVEW8UX1QkSykQF9WzqDOYGcngqIZOxt4jGTPEIKpnvYCk7Z+VCQRMMrKoKwMp8vJJM9ORru8GGnW3iNYvB8Ad3k/DGmit5MSupeeTi8d8vUdvOI4tc26CoUitZDBIMFdu7v9vmZVFWZVFXpNPvXSCShnUFsMdGQw0AFV5g6WaAPjLU7rqDWqIt6oPqhIFlKgLytnUGewsxPBbpgG3ywYSuHg63AMrWbtlOesa9vOBh4j2dccyqfwhetCH1oJ/BrMDbBq2sNka533sEjD4LMXT6Cw3zF4R5Sz+oS/h12fOXwZjzxyNsIvGHX/7oRNb9xzTSWjXrwe6ZA8edH8hoxFrZOvCTbelgmVkyj4TJC5IDGCSh/6n8mUTjBx5Nbj1ZzxFkcRZ3wywOjF16AXuZvKTJfklYvmMtEd2Rn8091T+eijcUdeiDaAdKTrEDmAdGttCZB627Z4c9GxvPmfSeH3aHkfbm5DqNRhgO5j/e29ELV96P8fSdrrHU9jr4gTao2qiDeqDyqShRToy8oZ1Bns7ESwIfmPLSUfqLlkEuYUC398Oxt4jGR3761h6K1L26yjTRhD1TkG2Z3MbAyAlBQ8FDq2VTZzMsbx4btrbuq5nZsufpyiYDVX/u1aSFBnkPxiHUO/AM3j4eOzRnFaWtsp03voXraf/TQAQxxXk7mgO6Rsn9ppVWyf8mLDJ+UMSnXqZZChT4P+UfNYoGdl8cW0wUx074v4nf98OZYR7Ywd3UF7tvj6+vEMb0NOdYAzRB9HBjumPQlAYc11DH09zgIpoketURXxRvVBRbKQAn1ZOYM6g52dCIpm7GzgdpY9CoqC1az251Ic7IXwB7v85/pzTPQRw8ILi0swKiu72HIIKSVflQ9gUfo2+joqGOfytPsdLTPQLNMmS8RQJCHbAtVsCeR2qY2eejUnuENOvi98fkqMzDbrlxs90HwdDHKu5kWFIjFQtqiIN6oPKlpBuN3og4e1X7GbMNM9ZGlrWr0etla3M208ZyhnkEKhSDguXHMl+VdVIqXELNnS5faWfO8+Ds0IX5384J5b6DXPoqDSPh/+iwPMdZzKN1cOZ+3P2g8qvfLURyl+L/TvdwdZIoYiCTn7jZsZ9ccdXWqj4tShvH//XNzCwTV//Dm9/rWt3e9oh9Ylu89ZoVAoFApFN9J/xCHue+uFeIsRxnCnG1rJk9xyrW5n2nrOUM4ghUKRcNQHHE1Bmq2gMYBzS0x35LqdxThUCoCjZnhU9XvoXnqoTM6KdtDrNIz9B7rUhqsytAowkbiqZZfbUygUCoVCoegoaUJjtCtxMxIfTiqs1ZUzSKFowbfOXMlbz05ElDsZ8bt1mFVV8RYpOdF0vrl9Er7BPkYM/KbdbFxdZerXF1P2WUFY2YDPYqPbgqWVjHlsFoZL8twPH+FET+LPIj1eTmfM6lnU9Qmy7oJH8GrWZowz6+qZ99hFPJgNfdd28PiRIiFoqcOsyQf4fMKr8RZJYRGyqorfzZvJbRnQ59Q9LB7zZrxFUigUCoVC0Q0oZ5BC0YK5fVcwt+8KFtW6mXv3qaCcQTFBaILTp3/JvH7dk02r7LMCBtxlzZGw9pAr1zJgZSjg7teXDOBET+SAu4lExj+WkQHIqRPwnR/Ei7XOIBnw03tu9/z+itjQUod75kyBCXEWSGEZZn09BQ+EdLsjbTKMibNACoVCoVAouoXEcgbZJeCYCqSQHNilv0XCzrInOXpuT+SAAoLpLnL01XGRQaR50EZ1/ImubIgHTYR3rjxnNUw4Hi2gdvS0hdj4WYwajk2zlqPmxeQgQn8L5gbQJoxBBAyMDVvBVGNBQqNsMSqE04UYPRQ0DbG3BKOkJN4itY+aD5IS7aCT5yvzyNLrOd9bGfPd8oru4fN6g83+3mFlZ3h30t+RwUGjhndrB2LI7jLqra1eSSxnkEKhUNic4u+N5PVf34sG9NG9QPdP6oOGl/DEm/M7/D2XEGRr6WFlt+auY+ZrK60SLWk579sH4y2CQhETVk17mKpzDN6tGc5rp41TMacUSYE2qB+zF77GGFcZ5z72K/rfbQNnkCIpKfztKhb8YSyBo4Zw3N8eob8jI94iKSzgf+bfyMC/rmsuEBrPvDKVD8e+wb0Hp7JmWi/w+bpJmtZPYiSWM8gunmS7eOYVbWOX/hYJO8ue5JgOwcA4T+QuoVu2mHBa2FYy4xJlsWnYLrau5sXkIEJ/y9bSyNagnzNGfVxhLcoWo0PTGOCooL8jA5lYT0Oto+aDpMSsr4f6ehzV/niLorAQ3QdGeUVYmd/oAYDPdGCWliMD8dd51MOfEEIHVgJ7pZTnCSGGAAuAXOAL4HIppV8I4QaeByYCh4DvSyl3Wi65osNIKVnGYjx4mCBOAnAJIZahdGgrpJTsnnsf5y8uByAZbXHO6EX8/tXpBPwORvymjOCOXfEWqU2E08WWe4/F3b+aqQOOPBr2gx2ns+7V0U2fpWmy4817OG1oNf96oS8oW7QlhiE5Ydpu+haEptJktMVkR82LyUFLPYKyRTuibDE5MAxJ0R8epFaaQOLZ4u7fTIFjKtusY5qCwXebyK/WtVlP83jYeP840nrVWiJbz4xaeh6WwOPbGWt5/qVJGEb37TKXhsmuW+fj6JlJ/zk/hBmvWmaL6/bnM/7eWbH+E6LGcMG8a+Zxiify9W9v+jZ73xzcqbb7fliOeViZNj+f8YNmkVZikh1c1ql2raYjvvCfAxuArIbP/wc8IKVcIIT4K3AV8FjD/8uklMOFEJc21Pu+hTLHH7t45g/jG7aQTiYGgcai/sCslNQh2PbNxTdswdWrN1DeWJR0tnhpZhmXTnmRomA1V+ZeCzviLVHbCF3jx6f/lzvy10e8vmz7YIY/0BxAeZfcjDa+H7CpsSi1bdGmzH2inFGFLiqrmqb7pLPFqFHzYnJg43nxMD0qW7QZyhaTg7lPlOMsGAC7ixuLEsoWe5xczGfjFrZZxycDnNt3Fu6v2m5LuFz8+vS3uDrbykQh4c6gsa401kz6m4Xtt88Dfy1j5QQflVWV/GvKi+gW2qJzf01TwoJEQM/KYuPMvpzSSrKXDRv7M6KT8h7uCALwLlyGt1OtxY6onEFCiP7AdOCPwE1CCAGcAfygocpzwP8S6hgXNvwb4FXgESGEkFLadHrqPvq4Klg79WS0gIlj/S6MMuu2ZNfLWg5SxBBG8w2baVBHJiEdgdKhLWjUY+bxM2DnpkY9Klu0GC0zE+PooSBEm7ao5+USHDkAv1unt3NR2DVDmjxb2ZdSIx2tqPmVQ6MOc0dcwvYDe7jn0FBgq7LFOLItUM3CqvEd+k5FcT2vLCrl9KtHser5XVQG6wGfssU4I6Xk7T1j8eo+xnj2Mt1b32pdNS8mB0foETUv2g1li8nBwSI/7yyuJWPqCZgr3rTeFjPSkBM6n8pSCuiXsTuqumXDnfSe2va96tMd5OqrOi1PIrJnX5B3Ftfy65/34IHHy5UtpgDR7gx6EPgVoc4AoW1i5VLKYMPnPUC/hn/3A3YDSCmDQoiKhvph0TWFEFcDVwMM7GeXw7oNxOjN2S09N3H1C6sJIPnOzTeT8Yp1abc3s5pCxhFseOMSwA9gdEWHYHM92nCoatTjnoaMT0YoqYtltuhJOH91fPBNHsmzTz6IR4g2bfHQt0bw9p/+go4gS/PQMlj0IbOOl/9nGvpXmxkW+KKpuzXq0Fi4kV24ePeEHEh1W4wzs7ZeinZBGXRg/bKq/iOGOiez6voABwNF1JtBUPNi3JE+H7kzdvOB1psXrj2X6bfMa7Vud8yLthtTbTwvNuqx4QFU2aKNULaYHDz9hyIe+m0u570X6oRW22L/fjovL2h9TI+GDM0N6G3WcQsnn/3yfgIy0t6OcA5f+9mdX9xewp9/m0tVTehvP1RqQhdt0dZ2aMPxtKO0O8MJIc4DDkgpvxBCnGbVjaWU84H5AMeN99hw+WE9utDooXsJSANp4bhSIvfhwk2W6EGptDYLiNJj99FSj1bSUodZoqfSIaG3Rz01B27hbNMWpQ49tLSIaUD9UqL5gpi1zWfJw2zROAAYmLV11sisbLHT+E0dV21t1M6gkB4dZJhplMoqwEBG3BDcMZQOrcGsD+0G0gKt1+muedF2Y2o7C18hEmtlHCs9KlvsBhq6krLF5OCAbye9cx1MHO+B96xr93Bb7KF3jzMhQ2sliEwS89b7NfTK05k43sNHS6yJgwTKDhOdaF53TAUuEEJ8G/AQihn0EJAjhHA0eAr7A3sb6u8FBgB7hBAOIJtQUKn2Saw1RuvYrBtXcIgSijgo38HEIEiQzawC0C3XoZ2wS39roKUeA3/X+TBYR5pHQCxsMcXxfr2H02//BVKD0m/5EDOHUry+F8NvXgZCY8tDx9GnsIQT81Ye4Qi66puTWP3k0WhByNu2EaPFte6yxfX78jnu9us6/HdXDxCsvOr+sEXQs5W9ePiBGQijjS+2g+ES/OXmxzkzzeCiLeey54WhnW8sBmTsDYKMPkh5JD1qoTeNal60CfGaFx39+rLr4R5ke61xAlvNtf3fbfXase5S/C+5qA0MxXihF9kvWbd7ubN0qy3aBZvY4h+Pf52HF53OnvlFVL9+gIOGWqO2SwLPB+WB4Rp0sAAAIABJREFUYr5ZXMnQ4ys4WPkSUKds0WYsWV7Hv96r4d+Ld7KvxkWwMsCoC3MglW3RJuNpV2jXGSSl/DXwa4CGnUG3SCl/KIT4B3AJoQjxVwBvNHzlzYbPSxuuf6DODsaX4eJohnM0AKXyAN+wmaPEJIrl7iqUDm1DSz2uvyyfCTueY/8Bg9Jy34coPVpKsKiYnk8Xg6bT//I8Xi98l0szz6BMaAhNMO3E1czrF/lBaEXxAPo8uRSAw/0n3WWLjoM15DbI0BF6Tp1A4CfhO1xW1Qwk/+kvupT+Us/KYtuNvTkzbR9rvunL8E7IlkhE0qMPH1X4lS3ahHjNizI9jX8c+wSjXTbbKg/00tN5f/S/ABgzdBbZcZYHlC3amUszy7h03EI2P1DD7A03YmzYotaoNmZExolc+5nBBem19LnnTMwH3lC2aDP+9Js8/vSbPIAmHU7YPoz/8JWyxSSmKwehbwUWCCH+AHwFPNVQ/hTwghBiK1AKXBp1i3bpPgnsme8gewgFBLdOhzFAHH80vlwPpaN1NIQFhzEasEt/ax/LbFFmefFPPb7NOlUDHLgajgpUDTHoOa3t+hHvo8Mgz0ft1nMKQcnETLLyOn6Pmt4OPCLUW+oG+fF3Rk4BR2V8AcBQ70GWTJsE4kjZDWlyf1khe309qNneqUckW9iiol3UvNgFtMxMfJNHIkVod16wqLj9L1lPTGxRHzmcuiE9wsYlRUyx3hbtglqjJhXS7+ePu85jRNYBvEU2UW64mJbZ4u6Al9lFx1krawKR56zm1tx1OEVzTKMDRg33lpxEQLYd58hq3CU6LfavJq0tSsPgye1TWV+wg5MzNzMjozK8gk1Mrit0yBkkpfwI+Kjh39uBEyLUqQe+a4FsihjQU/SiJ70aP/qllImtQyHQ7jnE24WvowuBLpwEZRfOqyQJaUOH86/f9+WEc3dbaouFg0t4+8lH26yjC4FbpAOwacY8Ahd3Th9u4aC9oHt5ejpLbp+L0ckXDV4tA4DN33qcwLSuyXlXr1X45q8MK2ukWvpY9PPTcP53DcONFVG1aztbVESkUY/L5GI1L3YR4+ihPPvkg/TUHJx++y9Cu/O6ge6wxY2z8lg7Yy7QPC4prEXZov1R8+KRGPsPIM5xsRGNAmNZvMWJCs/IYYwQJ1lui3UbBRtPTJ5gzUcw4XhmvraS/o7mOeLFiqNZd2YOZnVNt4oy0jgE4qTGj0lri2ZNDT0v3MFGofHerT9ixqyuBSi3IzZLkaBIOYSGSzPwaq54S5ISaIgO/dZOoYe9wYgFbuHssmfeCjl1oeEVrf82wpBdOkqlUKQ8QpApNDI0j6VJFBICTTY4kUM7CYGweGNGFFlr4kWkAPkKhaL7UGuLBmRyr7O0wJEvLQ0E0udL6r873shgKFFaqm7aVc4ghUKhUCgUihgy4ulqTv5sVliZ+6oiPhz7BovrdH5913U46hPzTKDvh6V8MfGVeIuhUCgUCoXCYpQzSKFQKBQKhSKGyK/WkflVeNmWaRNhLOwN9CDv9fUY5RXxEa4dik+aBBPjLYVCoVAoFAqrUc6gzpCYL++SE2myet0gLnWcweiMYu7IX29d23YOChYj2bf7M7l0xxlt1slz1XBf309xCycPlw3is/JhXbrnMVm7uTV3S8RrAWlwc9GJHPBldrjdbGcdD/T9GK/m4qmKAt4vHdMlOSPRluwKRUqh5sVO089ZxqHzx+CsM8n+cj/B7TvjLVK71BfWU3PJJBy1Jp73vmraZq9IAJQtdpi2+rPeowdVp49o9+hqyTEa2mGLs7E5xXx1yQmIBNJJ6WgdXYTLOTqjmPcuOQVhdl5Qf7pGL30RoJPXv5yaSyZh/idy1lWFwjYkkO3GCuUM6gx2diLYDSkZcf0KyoTGe5ecwpwH1ljYtnVNdTsxkj240aDs5LbfTpcfM4qSfy6mv8PJE09Np8+DXQto+OrMs7jlrk0R41IcNOrYNGsUrOy4E7By5FB2/TvIaJeLvyy4mIF3WR94sVF2hSLlUfNipzkzzeDTPz8CwHH33kjBgzvjK1AUbDnzScwzJc9X9uO1ySMTdldTSqJsscO01Z+DYwbxyoP3kaentdmGhjhiHfNIv2UEHlwSE5k7S0hOZ1jZHfnrLVlfN8Zm/PyYBZjHSKZMO9DlNhWKuJIC46lyBnUGOzsRuhENE+F0IhwOpGFAJzNCISVIo0tvLCJiZwOPpexm21m3hNGsByHbr98e7QVsE6ZEduYeRnPDwqTLckaipexSF6G+bsqY3EuhSGjUvNhhpCHwyQDQECgfbDMv6UJDB5xC7QhKOJQtRkaAcLR47HE0J5UI689OV1g90yHwCK3TSShinWTDKqyUs/H3FHYZ0BQpTaO9R9z9lwLjqXIGdQY1tkXFJE8lo94oos50sXz+8eQ+sTTeIoVjZwO3s+xJSIZwc+YDn7LH14P3Pp7AsFvU1mhFiqHmxQ4z6oFqzl04i8oBDt77zV/I09PjLZIiGVC2GBH3KMHQF5ofe3IcGxnqDN8h8+30XXy5aDB+s7leX/dSsjRPt8mpUCi6D83rZf+CAZzYZxczs/5+ZIUUGE+VM6gzqAfxqMjW0rivz5cAjCk4ltw4y3MEdjZwO8uehOhCY87/s3fmcVIUZx//Vvdcey/sLrDcsMupIoLK5W0iHvE2viZqxGgwokYSz/jmfHPHGIUoGiLxiCaYqIlnNAaPaAQBFblvkAUWWGDZe+forvePmYUZdvaY3Z6Z7tn6fj582Omj6pn59dNV/XTVU8Xh6WLjyoel2RqFIg2odjFhzNXr8a6GvuPH0tzVkbMKxdGoSykuQ9wNzBtw9Iua2GBQsZ7DQ6XL45zdQcIghULhSITLxTdHvM/Mgt3xD+gB91MVDOoK6kE8M3CygzvZ9gwid3eQs9dchls3eKR8ISPdOUzst5M1M6bEHFewuQntgxVpslKhSAGqXcxYCtbrnLnmYnp5G3l6+CvkRo2SGOw+yJ6rxuJqhuLFVRgbNqfRUgWgfFGRdPwyyHXbp7O38cjiHlmuIE+W/40+eg5P1xbzRMU0NjQ/k0YrFXbEKMqh+qIpHR+YIgwvDHW3PXNlwLD9VM+wj71d5onn29xlr2CQasAUCoWDcP9rObwl0LKy+Mvik/hhyVqeGPw+xs/eizlu5Ns3UP5BmoxUOBvVLirSTJ+HP4RHBM0jy6h402SM58i+M7JMln3/EQAm3H8r/VQwSKHIeA4afg7NHoBn+eojG/uUsOSDEi7KaeSH717GyJuXIcxA+oxU2JLRA/ax+GePpNuMGOItYNPCB+NexDiug+SmDsDzRNv77BUMcgqaRPOF34yZzc1pNkaRDDRMRJYPzefDDAQTSwgsBJrXC7qOSwuf5xImWk42BIOYfn84Kbamo3ncHRQWH+mMfIQ9AynBjG0ojm5YhK7uGS1E/xaZhGhOTtRGRn4vKSXS709KHQpFh0jZ5iIQh+93KnCpsDEGJjVm0+HPOuLwKDe/DNIsu5cM3Y1OtuaJ2RaUBo2y+wGRAi28kpkVdkZ/7xYMaVIvO9++HDK1cL8n+p5w9CIvauqrIg4izqp70X6ZFiKXqk+4jizmEMEKn7M7KhjUBf7yhcd486Pj2FDfl5orCglV7km3SYqu0E7Hdaqvjs9eXUOj4eWlx06n5NHOJ7+WU4/nhIc/IVsPcHXBciCXnwx4lWf/eyKNhodl35qI9v6nNF58Imf96AO0Lsz5ujN3fsLnKNLHc1Pm8+pH49nZ3IvdVw0htO3zdJuUNlp+i0xj1VXJWUHu8Uvm894XRvPpoUEELgtiHDiYlHq6jer3KxT2QPliXLZs68Pl19xy+HNjPw/P/uo3DHPnMvqVWyhb2L0Hvj2TfXx62+9iVuW6YceZ7L6vvFuaNBe5mffAHMZ5fIxZdBPD/9gtM6k63sfSu+fEPPTeu3cin9w5odOr9gpD4lq3oe2vpa5BRSdZ0mxw97dvx1OT/oDL1i+72Xrp72O2nbD4evo/7GnjDCdxX5t77BUMcsjNY7JPZ7JvLUvzP+PH3svTbY6iq7RzveVqPu7qvQWA54rPSKjYYJ6b75Usj7whygVgmDuX7xWvxy+DTM+fhBfwF2j8oHhVu8MTFZnBRK+HiSVr2RhsYLZvRrrNSSstv0Wm8ZorOSO+zsgyOSNrLW/kbGGu6/Sk1GEJalSIQmEPlC/Gp64R/d1PDn8sHFlGc2Qt6axdLvR3l3ar+MLiSa22VdT3wvPup90aJVMwaCB1ZvhhVK/0or/bvZV5e/tOwpAy5jqpaOqF690VCY2Cb3fijLoGFZ3kkJlN7pLtGHv3pdsUsqZObbWtaX92t+8NdsdewSBFxqJPOMTe21o7WSLUjAmhIQCNHefo5A/vXnkF4/Z36rhEba8bbsa8GYpGi7K9ZnxABYIUig6oDNVz8arraQ66uHXUe61WfPjW7pN4d2c5/fNreWXUy2363tEY0uTLW6az+WCxJXZuaXjcknIUPQ/tUD1nL56F1xuk1+b0vx1VOJuRI3az97apuJolJX9eidnQ0K3yDkwLEMqaStZ+k/yFH6npPwpFNzBPPYGq8Vlx9zX1keQc9Vww1reLP31zOlqw/XJzKw1ynv8oZps+sozKc/oiuxucm9t28uFEWdPQm3FLv3L4c111NmOaNllWviJxVDBIkRJWTfoztH5p0gU0dGDrlx+zorBO0TXb4z+QuoWeUtsVCqfzWaCIkhtqCe3Zyy+fPI+Z5yyI2f/esydR+uCHmNPGU7/QTy89u1PlhjA4+KuhlL62zBI7d8ienQvKKSN77Uho+w6G/s+OdJuhyBDeHPMqjIGl/iA/fuvybgeDtk1fANNhduWJrH/ejQyqpMCKDlDtQZtsudLD1svntXNEbB/mguxmLrizvePDXLXtLKpf1GNGd+2f2ofl33242y+e9bndOj0G95ZmSi9Zd/hzKZCcSfYW0QOuZXsFg9Swwk4hXC607NibRWQEKboQGFlu3Pn5HRdUkwTjFIoeyoFgDpWh+rj7sjWdAi0LHYmZ40XPz8f0+3tkQuBGM0BNAiuM7An1QUbeRMuA1uo3Fi0DKUzJbkPQLONrcDTNEoSteyAKhc2Qkt1GHoWhGgo0T6tkuYYH9Px8pGF0OwCR6WgIQl4R/r1CIczGRsvr0JHInCz0zvQHj6I5p/XjgVcLoRUUQaCDIQpxMNtJuRHdLsag+qit6eHPSULX0HMTv57thHQnJ7rgEiZ6QT4YRzo2hrfr5SXaV1M4F3sFg3pA9M0K6i+ZyDX/9yqaOPKDjfSE160u0rL4xoIXOWTkdFjOm6OTZqJC0aMw/X42f20E12ePirt/0zW5bLnyMQa7spjx7GvUmlk88MLFDP1e9+b+O5FTPrmWPv/X+VX0RCCEWRUeQjz2Z3u4fv43Y/b3374BA9A/3cAdl98IopO9ZSnxbVzfft4DhUJxGHP7Tn5z+f8gXRq7/tcMj5qNYt5N81g/oz9/2z0R1wVGj185sT10ofF/3/8jO+4t4qE1ZzHoynWJrVraCY71CK5+8d80mIk/ERbpK8g/asWpu4r/y0vvl2GQ+CiDlj5qPKLbxWhUHzUOPfw5qXC0n0te2JxuM7rFL7P+BVi/our9A1/l9Q/LY/xzqHtxl0cFjf/gRob/pqWH9KPuG6iwLfYKBvXwiHdnCeRqfKOgIq6D60LjytwaOvNK5eYk2KZQ9EikxFi7sc3dvnPCOafcQueqvGqgml8U9cxhKTU12ZQs/7TTx0f3fUOfV8DnFTH7W35Fs7kZPl6TkC09vF+tUCSEDAaQK8LJ3xtqJrbaf5oPTvPtpsbI4m2tb6rNcxznZvuB3bxdupvqJJTvFW6uzjvQjRJi+5jFeg43FFi/em50uxiN6qPGoYc/J5XowVZ5A52H9YEggFJXrqX+Gaz2IZdnduJkRRhbBYMGT9jFzu92Lylw45BQqwSiZ/Vez5x7L+lWz9/wQZn7ZeDIm4t+up9NMwfgrhuYcHlNpQZeEf/n1xDsOS9AzbD4v4X/2CbHJR6etWsyb24Y060yhpfu543RLwFw9prLqNjXq1vlXThmFQ+VLo+7b2eoni8suZlgoOsuIgTMmfQXLshu5l+NbmZ9dI1leRfbs13hDE44ZhsbWu53P7cuOZ/VTM3bxL/uvhphwpAX92FscPZbOYWiJyJOOIaKcwtithWvDuF7RXX2E2WIq5qtt5ShN5UnfK7VfVTflM4thKHIEHr4G4xVdUWUvX19us1IGvl5Tfx34tMxU3BXBpq5YvFNGEZqn/uKl3ZuMQ6F87FVMGjR2JdhrBUlxV7AMwt2M/PWjpNvdUzsENbBrlw2zni0G+XFn0StC42tX/wjfLEbRduMd1+eQPlPPuxWGQ1XTMKcIzExYU4J5d1M/Pr6L6bw0HXxAyqrA0UMv21v95Y61HT+8M7pXDDiTf6491TKrl1p2TDw9mxXOIMXy9+C294CQP95mo1phytza7jylnkEpcHp224hTwWDFPHo4W+s7c6eUwpYc1tsP6hs0fWUv5ImgxzMGE8262/sTt8vWX1UhcImJKk98G5rovyazo8sdhra+LEcfDkQEwx6s/4Yym7YlJS8YopO0AP6NrYKBikUKcXJb1hSZbsQ6EW9QWjIujrH5oAIZUn0kpI2doYwqjsepC/cHrTCgg6Pk83NmHV1Mdu0AGwMNqAjGerKdtzIPkVmoCEI5IiwLwQDGIdUhtaegh6Qh+9Bg11ZuIWOy2OErwVpYhw4qJYMV/QsTJMNwT7oYm+Hy3ZnOll6kLo+xeFk5odqkKFQxycpFIqMQAWDFD0XJ0d7U2S7a+hgznhlNaO8lXx/3gz6Pdi90V3p4u9f/S1bvlwUd9+TldNoOsfXYaCr+Zzjue3B53CL9jtJt7//VUZ+PXbU1qAF65j92gxChdnc88wznJ3VM/MFKdKLLjTmfW8ue+4t4IdrL6LPpfXWJa1VcQRb0/cva5j9nxmYOV5mPPsaV+VV89aUeaz4sA9bA33418UnYGzelm4zFYqUYW6vYP4F00HXGLxvvb2Xt24hSX2/+we8wYfvl9As3fz+5itwLfq4ewWq9kCRKfSAa7lTwSAhRCHwOHAs4Z/l68AG4DlgKLAduFJKWS2EEMAc4HygEZghpfzEcssVCXGoxuAbd+xjzfoAQsDjD/YB0IUQb9FTNXSggwdlgHV8TPUD73HM44eQEoQQvUmSL0q3iy/lrmKMJ5t7c639LqnkGE8Wx3jiD7Hd0Htrp5KdhrI0LsqpbpXv4Wi+17v1kspGdTVUV+MqKWHfIRdfvm2n8kWH0+KL9dQe3pZMX7SKk71u8Dby5+J91iatdWBw/WgNx3IiZKgvGrW1UFuLnp8fWbWpmsGuXAa7GtnoWcO/3Cel28Qu41RfVBwhHX1UGQphbNxi2XdwMsV6DhflNOKXQeb5tC6PFGioNfjy7ZXsXn4/+2X4BZvyRWfRk9rFTuHAvk2idNbf5wBvSCmvEEJ4gGzgPmCRlPKXQoh7gXuBe4DzgBGRf5OARyP/9ziu2nYWH60qDwcdoi8mCb7iJlZM/SNeEX+J5ckrrmDvjt5Hzj26jKiyEDByxG7eHPMqjWaA8R/cSLDaF3P8gSeewztiArl3T0KGQly1KQj8sBR4TmnoHDbyGUX0I+87X+XTr85j8vkVENbNUl9svvBkKqfqIOD812eDBkM+bj2OOuuL+9jWZwq+KkH/uUsdObR4UvYW5v/oHESIIz7TEigUUX8Pb0Bro1XwyyAnLL6epv3Z9FrRfrDo8Z/s5itnZvO3x0sJBCSNTSZAj/HFC8eu4vVfTEFvFgx7ZAPG/u6sdpM+WnxxnJiCKU2WsgiS4IuK5HG0hgYhyHBfNP1+Hnjh4vBqhpHbmdakMerg1oTKKX7Hw7DmmbgL/Hxy6u/JjVqGPPqeOvyFWmSCq/wlSqp9cVuwnrMWzYZA1HTfOP08oFWbkldax8cnPRPzUuEfDbl8e9FXO+znxZQbYeKxW3m+7N9x7dxnNDD57duQja5O9SOjP8froy5q0rnx318HU8Tak0AfNZofV43lycWnAKqPmim09G+WX3QX5TctUe2iA+mJ7WJPp8NgkBCiADgNmAEgpQwAASHExcAZkcOeAt4lfGFcDDwtpZTAEiFEoRCiVEpZabn1NmflG6MZ2UbSZDltPI2Tg3j11sGgoDTQni5m5MIlna5r721TYQzUmAGG/8aMWQ4wJIPsYx0nLBmKeObI9p1QSFg7UBranpAMUk0VYzmR7YDHI3DpAsJ6nRE5zBIdK6YLtl72KG80epk77fQ2E2kvGf88jIf7D5bx9mN9HRkMOs0Hm67pbDLQ+Ll+mmWI/g970N9tf2WeoOln7bJ6bnhkMBDW0OPRoQf54kOly3nouuVsDDYw+68zwIHBoGhfBNCEhpAaJMEXFckhnoYaHpCZ7YvS72fo9xa32p7oFJleTy2m11PhhKeHpoXIjbo1Rt9TT9x6M0XdnHHSHunwxQ3BIsZ8d0eXFpgInHsSwRONmGDQwn0nM3LWx12asrnuvqlwa/xg0PaQhzE/3E9o+46Ey43XR33l0AmMuvUzZDCQcHktfdRonl45iZHfXKr6qIlg4xHt0f2bn72i2kUn0lPbxZ5OZ0YGDQOqgCeEEMcDHwO3A32jxN4DtMyzGABURJ2/M7It5sIQQswEZgIMHqBSFyWTJhrw4GUty6mTNeRTyCjGA7i6oyE4XEeHDf2L1vHA3MV8Y1U9hinBQl/0kZ3Mr9DjaTLqyO/t4uuz97FyrZ8J43w89JNisNgXlY7JJd49VWKtLzrufmrjh5R4pKpdVL6YXJQvOh/li5lBdP+mcvFDhKTHcl9UGiaXZPmiozV0WN+mKwjZweoRQogTgSXANCnlR0KIOUAtcJuUsjDquGopZS8hxKvAL6WUH0S2LwLukVK2uQ62EKKOcA4iO1IM7E+3EXFIxK5swu9k1gMNwCDCLwL7SSkPv8/rjoaR4+yqo101hO7rmAsElS+mFeWLnceuGoLyxUSwq47KFzuPXTUE5YuJYFcdlS92HrtqCMoXE8GuOtrKF4UQVZGynf5bpZru2jZEShl3WeXOvO7YCeyUUn4U+fw84bmCe1uGggkhSoGW8bK7CF88LQyMbGuPDVLKEzthS8oRQiy3o22J2CWE6AcskVKOiXw+lbCG5RZqCDbV0a4agi11tKWGYF8dbagh2FRHu2oIttTRlhqCfXW0oYZgUx3tqiHYUkdbagj21dGGGoJNdbSrhmBLHW2pIdhXR7tpKKUsyYTfKtUk07b4CTCikFLuASqEEKMim84G1gIvA9dFtl0HvBT5+2XgayLMZKBGzR1ML0rDzEDp6HyUhpmB0tH5KA0zA6Wj81EaZgZKR+ejNOyZdHYi9G3AsyK8kthW4HrCgaS/CiFuAD4Hrowc+zrhJeY2E15m7npLLVZ0FaVhZqB0dD5Kw8xA6eh8lIaZgdLR+SgNMwOlo/NRGvYwOhUMklKuAOINTTo7zrESuCVBO+YneHwqsattCdmVAg0TtimF2NUusJ+OGfNbpRC7aZiwTSnErnaB/XTMmN8qhdhNw4RtSiF2tQvsp2PG/FYpxG4aJmxTCrGrXWA/HTPmt0ohdtMwYZtSiF3tgiTa1mECaYVCoVAoFAqFQqFQKBQKRebQYc4ghUKhUCgUCoVCoVAoFApF5qCCQQqFQqFQKBQKhUKhUCgUPYi0B4OEEOcKITYIITYLIe5Ncd2DhBDvCCHWCiHWCCFuj2z/kRBilxBiReTf+VHnfDdi6wYhxPQk27ddCLEqYsPyyLbeQoi3hBCbIv/3imwXQoi5EdtWCiEmJNO2o+xUGrZtnyM0jNSvdGzbPkfoqDRs1z5HaBipX+nYtn2O0FFp2K59jtAwUr/SsW37HKGj0rBd+xyhYaR+pWPb9jlCR6Vhu/alT0MpZdr+ATqwBRgOeIDPgLEprL8UmBD5Ow/YCIwFfgTcGef4sREbvcCwiO16Eu3bDhQfte3XwL2Rv+8FfhX5+3zgn4AAJgMfKQ2VhkrHnqOj0tD5GiodM0NHpaHzNVQ6ZoaOSkPna6h0zAwdlYb21TDdI4NOBjZLKbdKKQPAQuDiVFUupayUUn4S+bsOWAcMaOeUi4GFUkq/lHIb4aX0Tk6+pa1seCry91PAJVHbn5ZhlgCFQojSFNijNEwcu2kISseuYDcdlYaJYzcNQenYFeymo9IwceymISgdu4LddFQaJo7dNASlY1ewm45Kw8RJiYbpDgYNACqiPu+kfWGShhBiKHAC8FFk062RoVd/bBmWRertlcC/hBAfCyFmRrb1lVJWRv7eA/RNk20tKA3bxwkaprvuGJSOXUZp2D5O0DDddcegdOwySsP2cYKG6a47BqVjl1Eato8TNEx33TEoHbuM0rB90qZhuoNBtkAIkQu8AMyWUtYCjwJlwHigEnggTaadIqWcAJwH3CKEOC16p5RSEr54ejxKw8xA6eh8lIaZgdLR+SgNMwOlo/NRGmYGSkfnozRsTbqDQbuAQVGfB0a2pQwhhJvwRfGslPJFACnlXimlIaU0gT9wZFhYSu2VUu6K/L8P+HvEjr0tQ8Ei/+9Lh21RKA3bwSEaprtuQOloAUrDdnCIhumuG1A6WoDSsB0comG66waUjhagNGwHh2iY7roBpaMFKA3bIZ0apjsYtAwYIYQYJoTwAFcBL6eqciGEABYA66SUv43aHj3v7lJgdeTvl4GrhBBeIcQwYASwNEm25Qgh8lr+Bs6J2PEycF3ksOuAl6Js+5oIMxmoiRpalkyUhm3b5hQNQenYnm1O0VFp2LZtTtEQlI7t2eYUHZWGbdvmFA1B6diebU7RUWnYtm1O0RCUju3Z5hQdlYZt25ZeDWWKsni39Y9wRuyNhLN0/2+K6z6F8JCrlcCKyL/zgT8BqyLbXwZKo87534itG4Dzkmi9ewQDAAAgAElEQVTbcMJZzD8D1rT8NkARsAjYBPwb6B3ZLoBHIratAk5UGioNlY49S0elofM1VDpmho5KQ+drqHTMDB2Vhs7XUOmYGToqDe2poYgUailCiHOBOYSXkXtcSvlLyytRJB2lo/NRGmYGSkfnozTMDJSOzkdpmBkoHZ2P0jAzUDo6G8uDQUIInXDU74uEs1svA74ipVxraUWKpKJ0dD5Kw8xA6eh8lIaZgdLR+SgNMwOlo/NRGmYGSkfnk4ycQScDm6WUW6WUAWAhcHES6lEkF6Wj81EaZgZKR+ejNMwMlI7OR2mYGSgdnY/SMDNQOjocVxLKHABURH3eCUw6+iAhxExgJkBOtpg4utyTBFMU7fHxSv9+KWVJG7sT1lFHn5hNvuV2dhWhaxSO9lOiBw9va5YmFZuKkM3+NFoWixCCnDEG/V3Nh7cFpcG2LSXQ2NzOmdBMAwHpF23sdryGySRQ5uPYnIMx29buLsG1vyHlttRRnXJfFFk+hpRX4RF63P3J+i2C/XI4pk9VzLZVh4rx7mi0vK5UYmdflPnZjBhahUZr80wkmz4vQdSk5vf3D83muPz9lpe7obkQsTEQ936aCMlqF/2DcziusOroQwE4YLg4uD4LaRiH70t7DC9169xI02zXXrNXDqMG7UPE0bansr0iyP6DhmW+qPqo6SHZfVTh9TJw5AGyRPz34mv2luDe27020CjKYfSAfZhItmzrA3Xdu8/Gu4+srirBU9k9O1vuIxIsaQ8CA3I4tqgq6b5YYwr2rc9DhkIJ2xivXdwayCO03ki4LIjft2mhQUp2b+iFDAQSLzg3i+HDq3ChWdIvC/XJYWy/o/pgdUV4tzW1eU53+6idbROtuJaPVAre0YIh7iPlGZiW+GE82uvbdLY9j0fLPSReGx/9rNhy/bX1nNuehskIBnUKKeV8YD6Ad+AgWX3Ntznl9NU8Mfh9tgTr+eJLd6A3Rd2gBeG0T23R8htFjpEafO/CF5iRv6/NU+zChOX/Q9363ke+X3vftWWfAKlLHr9kPmdkJX5xAeilmz/v0olRROuYL3rLSeLs7hZpGXpuPpe8sJmZBbsPb9sYbGD2uTMw1m1Ko2WxaD4fkxfW8sOSIyMqK0P1XH/ZTcjlq9s5Ez6Si7pdfzwN66+cTOWpkrjPF5HrDwnDXwiiv/tJt21IBxW/PpalU5+J2XbiD26m6PHFKbfl3/L5lPuiNnosf3h5PgNduXH3J+u32HnDVJbeOi9m27CXZzLym0lZpCFlJMsXrSAw7SRee/wRsrXWD7SGNDn+o2tp3JXbuu2J9v8ov2/ZrjULRv5qC0ZV/A5wPDb9eCJLz1mQ+JfogAU1/fjZoouRuuSZ6Y8xzde1gc9Wt4veIYNk73tu59xJnzFvwJK4x68JNPGlN25HhAQ3nf429xRtYqk/yP+8cQvCELF9A4jRoGBQDUtO/DN6Gw+0PZGTp1d0fFAHRGt44vE+ufTNQR2coegq1UYjE16bjas28mKi5Xq/+46ktov60DIeePVPjPFkxz33+Ptn0e/BD7tVf/VFU1j8s0eol34uv+aWbveXNt0ziaWX/T5m29hHZzHoJ92zs+ELk3hnzjxMTKbPnIX3tWXdKm/brVNYOuPRpPniFVu+wGeLR+CuE0z+7WeYDYkHEOK1i1dtO4vqU2vATDwgFK9v08JSf5Afn3k5oe07Ei5Xjh/Pcwvn0UvPZtrKy6jcVEL2Lp0Bv/6oS3buvWoqS78ba2fZouspv/bTNs/pbh81XpsoAoLqkCCUb7Dsggcp1nMsuZa148ew4YZ80GHe9Cc5N9vPI4cG8dCrX0IYMO33uwjVJ65DR7TXt7n/YBlvn9wXszHxIFTLPSReG99oBhj33k2YBz2IkKA6INACMGXORgz/gZhj29MwGcGgXUB0qzkwsq1NvLsaGH7PYt57eBIMfp9NwSJG/2wbxt5uBHI0nX+cfAIz8t/sehkpQnu5N8O78NCl+Xy894XRnJGVlGmZCeuosB1d1rDyNMnWozoc8Th+6yz6vdsl2xSdJ/N90fp1DOyGbTXUhcbqyc926dyNwQZmL5gBCQSDksUNBXu44fA9K2mBkYR1PK6wqtXD29Ec48li20XzY7ad7HWz7eL5bZxxNCoQlAC29cWeSpUpGTOnutVLuq3tn6Z0tDOdG6jYZQ0/+3AEw+8JPzd17XW4M/nvuBdhHMyuPJH1D+jILgSDkkBCOra0iSP+dDPD71mMPrKMqnMFxfEHqSdM3Yh8Nlw+D3fUqPfnd01g+D1LQEoSH0NmX7I1D5vPfAIIB/SGRwJ6iV4VyQgGLQNGCCGGEb4YrgK+2iljajXeaPTyTt0YMLp5gUuTbdW9eaPRS4lex0RvOPK71B/koJFLP72W8V4vAEuaDQ6Z8d8MWEG25mea17T8zZ2Ukk8PDeKNnC2WlhuhyzoqbENSNGw0Ayz2ZxGULlwNmf8UbwMy3xczf4ZLwhoKrxd9aBkcqMY4cLC9QxWpI/N9MYVUG40s8xcAMMlXS4GWFbO/q32zGrPdG0rCGtaYgjcavYxyH2CYOxe/DPJBs4+g7HoXWsPkJG8NvfSOv58VfVQrbbeaLYFBEEq4z6980c50rmvYZQ1DBQb6yDJEyCC07XNIwsrYik6TkI4t91N3vbUdP9fAAchsH40lR561W575K6vzGZKM1dNdLrShg0DT8Oa0ngK4JtBERaiQZYeGgtm16W+uJskbTdm4MZjqqyNX88U9LisngD6yDEwTc3tFQlMnLW8NpJQhIcStwJuEl5j7o5RyTWfOLfvZSubOOR0Mo/udXykZcP0e5npOp+r8Mj786cOYmNx+3230ensrlVeUs/y+h6mXfu7+9u3kLtnevfrawX/MIJ55cg6lbUzH6CrS7ydwWZC5rtO7WELbsnRHR4U9SJaGLzf05ekvnQm19fSp+bRHvZVJB8oXnU9XNBw48gAPvPonLn36Dob8IPVTFxWtUb5oLd/ZNZ19l+eBEIx+qZIHSo9Moakxm7rcN9u3v+1R5V3RcN/6POZOO511Px3Ctgv+wAfNPh646ArYX52wbS0ITaPgeT9/HvZOu8d153eIxkrbLceUGAcSm4WifNH5dEfDZRc8SNW5gjcbxvKvM0YkNFVZYS2J6thyPx1S/5l1zw9CcOhxL4+P/hM5molbhAPfLc/8w/07Eh4t0xm0oYO44fVFjPXsoZ8OEBu0v3L+HQxZsBlCIczmruUxzP/Hpzzy7mmILB+fvbqGu3rHHwDy35MfZ/e/JBuCfZh/wXSMjZ0fKJKUVwNSyteB1xM9z2xogC7M+2wLozrc2Hnrhh3e5q01MPbuw91QdnibpybUvSlpHeApLU7KRQgk9Y1xV3VU2IdkaBiQOlQdwDhUY2WxinZQvuh8EtUwS2iM8WRjeJNolCJhlC9aR5PhJlS5F6EJmszW+ay62jeTsv03oolqKENhO4Q/3JcMShfsr+52KoPGUHGnDrWij2qp7TZB+aLz6aqGxXoOxTp8HqrkX9rIJFimSIREdGy5n1qK0CjJamiV/6vlmT9paBpjPXvazDvmaqLb9Uu/H2PvPjSfj8Z2OoQFWhYFHtDFXtATm4lkn3GiKabok2qOe+xWMGHYlh0ZNYdQ4QzktPFsulFH6JIf5/8ecKfbpMMMfs1k7N5Zcfe5a6G0YXmKLVIoeibnnb2cV5+ciDjkZuT312DW1VlaflAajHzjJrK2J75akhaEwfvWJ3TOwL/rjN0S/95iD76T8ho/9gf46rO3o7e5GF3bNI9oZtPZj2Miu6xjR4z+4iZeLH8r7r7u2J6zU9JbLkEasHT+SYztN4HQMfVsPO3p7ppsf0yD3U8MZ+ygWYc1VEnAFQpFT6Hmmsns+0IQGRJc9uSdCAMGvNv2imadZUFNP36z8DKEAcPW7U7K832L7d6cQGRE0BGi28RB/7W2v9YZ+uoa23/ipbl+IsXveOj1VMcjy3tsMMhcuZ5BK8N/q0CQIh0cGpHF5nNaMsTbJxAE4P3nMgb9s+39ana2QpEa5vZfxtz+y3ij0cvcX5wOFgeDTEyGvCjwvta1FTwSHfWa9dJSBr3UpapSwoY01LnG35+y36zt0mjLhismYZ4tu61je6zoOwnK4+/rju3RFP1hMUVA9YwpGKf2jMnHvZ5cTC+OaGhR/lSFQqGwPfsmS7aesyDct5l2umUjeN46OJbBPwmvtJas5/sW28PEjgqyqk3sKgVaFmsjKyUPa55Jr6c6PqfHBoMU1iOyfGijx6bbjMOEcjwU6p/FbHMjqR/Zixyv9XaK7bvadH4tLw/KIsn2N33epWUwFYpMxV3gRxs/FkImcv3mhBLfKRR25oDh4unaYib6KjjGk9XxCXZERf/DOPl3aMd24fUiRg0DTUNU7GmVfsA1bAhmQU7sOVt3YtTWJsNSRXs45Rp0wKIQrqYQT9cOI1vz88Xs7ZbndVXEp+VZURS2TricKFpODpQPRro0dtUFebq2mNV7SxmA9YEY4XIhRpeDS4tr+8f+AGv8/Xn9wDikEbSsXr2wADl0AKbPRW/XewBsC9bzftPQmONGeys52Rs7sOBw3xrg07brUMEghWUMKa/iDy93dinc1FCqZxO97O4wdy7P/e63ludwMoErfnAXvZ6MPxyv/gtjefKhBzAQ3HTTbDxvLLPYAoXCuXxy6u85NC3ER839+eMXTyf0eUW6TVIoLOHg+iwWTj6GH/7yslbLxysUdkCMGsYP//Es/V1NXPzru+nzcOzosp0PZvPahCPXblDCtXfcQc7zH6XaVIXCMrT3V/Ly1HLQdV5/eRwLh72dbpN6BC3PioWaC4i/MlZn8U8ZzSOP/w6fMLnqe3ex8JVjGBTcjmlan6lX79eXa194k1OyKuLa/tVnb6fsN2vBDFk6nf/gl8bw15//Bg3oq2cBOles/Dp9v1YF8sgo2m2zr2TdzHkx57b0rQGGDGq7DhUMUliGR+gMdEBkPVnRf7OdMd5Sh8GuLExMpBoLrlDEkKv5yNVgt/sACAe8UlQoOok0DIxDNYiQg69rB5tuKU7+HdqzXdMY6GpioCsXM86M9VyfP6ZvF5QGpsvJP4aDccrP7oQRTGb43oym09zJZO4ZSwqvKyufFaVLY4jLhVvo6EGZ3KlZQjDIfaBN23W/SEr9pkswQM+OySkXNPTDi2S1oPlbn9vSt+6IHhEMKvhkLyfefxtIGLi6QuUIShJr9pZw/P2z6PelHbw55tW4xyxpNrhx/m3ocS5agAuve5+f9ll1+LMhTcpfu4n8dYnn1DE8MO+meZwWFbzdZzRw6pN34jvYvTvf5K98yu8HLuaNRi93zb8BLQADFu9vc8RRvGuweHEVE+6/FdMNP5v5JBflNHbLJisIlPmo+PWx5L2UR+Gf1HLWTqVFx/bondtIb836ZLPdYbgrwL6HfTQ0t2+7HQnc/V9Ly+vM/VShUCgUCoWiO9wz8U0eev4s/M1uRt9VSahyT9LrnLbyMurf7IerQdKnpp05THGo+N+pcEItg3vvxitcmEmMPtZcPZnaS+vJ8gYY5W4CjkyZXRNo4sr5d+Bqwtpk0ZrO1l+cjLusjvGl69GFRqMZYNxz3yJnp0avza0jGYPequX45lmEfPCXm37LOE/nR131iGBQaOt2+j20Pfx3ek3JaNx7G+j34IdsKpsEY+IfszHQl8GPrWkzevrO9BEQFQwykZS+rZO3MPGkmHp+Putn9Oc03+7D2w6ZUPbn/RjrNiVcXjTvTzsWBi5mVfNABj68ArOxsd2pZ/GuQWPDZvpt2Izm8/HpNUO5KGdtt2yygmNzDrJ06jOM2HIzhek2RtFlWnTsGHsFg4r1HJZN+Gu6zegSJ+cc7PigBOjM/VShUCgUCtvhlBFMCgBmFuxm5tRn2BhsYHbhDEhBMGjfZ30Z/mD42S7RJQN6nbqH/457MfJJw5TWTwtr4eCxgo2H+9OxudMqQoUMWbDZ8uXrhSb44lmfMm/AksPbghgMfSWA/u4ncc+Ry1fTbznoJSVs/3pvxnk6P8CgRwSDFKnFt1fn/oNlcfct2jcaYXScdHCf0cAzNcfRbLrx1CbPyRWx7DG83H+wDN8B1ZIrFAqFQnE0eVoTjScOwXOoP+7t+wjt2t3xSRmA6pcpFIru0tXnDC0nB+P4cqQmGJAbzivZE+5JW4L1vFh3PDWhbFwNwY7HQIVCPFk5jQ29tx61Y3Obp6hgkMJyBv9yOW8/0DfuPmEewGxu7rCM+6tOYc3ZhUi/H29z/Ciownrq1rl5++S+DAgsdcSUb4VCoVAoUsk0n8bfH5sDwCmP3snAn/eMYJDqlyk6jepAKtqgq88ZxvHlPPyXeZRoglzNC+ipuSel+VqetfkqtIuqQUpk0+oOjzeqq2k6x8fbWvzn8HioYJDCcmQwgAx2b8nAoNQx6xu6XY4iMaRpYjamP3eRIr0Y0kx7A6hQKGyCuhe0opeeDZD0BSFMaZ8fX/XLFIp2sI+r2pquPmdITVCiicP3XkjRPSkdEyWikkUHTB1PYyMk0BZ0ZtBFNCoYpFAoFBFOuXkZy64Yzu6txYz61ifI0JEsY3LaeOq+V4eUgsIfZiGXrWqnJGfyckM2P/rtdWgB6PPennbzYCWDLcF6Lp17N54a5/Wq1u9+MDkFO++nUMTDwTqW/7mZEz+7meYiwRu3/NoRq4YmhRRqeM/e8Sx6ZArCgJI1m7t/L3bw9aeIwik69sBMA4NfO8iJVTcTyhYs+PZDTPTaKyejU6n436n0OnUPA3IrIiOCYNgr36BomYusAybZoaWW16nn57PxseH07V3LNwe+2Wr/hOX/g/Zyb9yNkoJDiSW/bo+W5wyA/7zQlxP3n0DurhDIzy2rIx4qGKRQKBQRHipdDqXLmV1yIutF7HqMjaVe/jNuASYm0/vMwpsmG5PJBn8pfZ/6rMOE6MnigOll0As7CW3fkYbau4dLNqTbBIUiKYjFn1G0GPSRZdTd3Il1ahXdZun+IRQtWAJSpuVerFAoEsNcuZ6ileEEvrtuK2SiV42yt4QTaqOSRYeHYhYtc1H0eBJXPPZ6+e1Jf21zlee69b0ZHqnfyvhszHPGw7PwvrbMwtLbpkcEg/TiIpomDgMga/lWjAPWrvrSXWrLIe/ck3DXBBCLP+tSGa6BA2g8tn/MtqyKWow1GxAuF6FTxmH4jhrP/M/nu2qyQpFyXEMH0zi6L1rQxPPfNQkPg0yEob79rDjni4ioXvjBMToaIuFVD9JBRTCb2ZUntntMsbuee4rW4BZJnueg6B498A1rRpJkHTU09h/rpsQ4CW9VI/LjNcmtsCfiZF+0wPbD7WJIkvXJ5xhVVd0vVJEYTrkGnTKCSeEY9hkN3F91CkGpk3UgOT3xlueMQJ5Gkf4mcOTlR6MZ4Of7J1JveMmutNYRxUnH4S/yUTdA547KyYSkjrsmaGkd7dEjgkG1p5fz2pyHCEqTK26ajfd1ewWDVl07F+MayZ2Vp7F1qqdLcx93XzyE/373oZhtxy76JiOuA62wgBt//3cuytkbsz9vQLfMVihSyvavDGTZLQ+xMSi579yrYUPbmfG7y+xe25n5+0ditulCoAs3oSQuYWkVTesF6yd38AZ//EnMeGF5z53yoVBkEG6h8/G35mBIyTmrryLnPJFQjgGFoiNa2sUgBud/59vk/lUFgxQKRWp4puY41pxdiFnfkJSpYXDkOQMgW4ud5rc6KPjkyyMwt++kn/GRdZUKgfbrA7w24h98bdv5bDpFRxomWqhrg0O6gn2CQSKJHRcB2cKDKcy0RdWDMpyUVRetH9C8wg0CsrQAQvcgQ4kbKfXWF67QJQiBcLnI1vyt9isUcRH2fPUktfA1nq01gEvvnp1CQ4j27zde0fr2aEiToDTs/9ZLyg6DylowCUGtFk3UQ6h1RNoOww6vhKN9LmntdZq/p4Mv3Za+hFu3f8BaYS+Ckk61bdmah6A0kGq2oEKhSCZCHE6kbEiTZtON9PuTkyw60u9oec44mnDfX0cEQ9bWLwRC1/HpQbI1Dy7NxAwEwUxtG26LYJA2ykXWH/qwY+FwSh5N4hzANCG27uSaO+9A6oL+t2zm+bJ/xz3upuL3ue+tiwmZBQnXcXVR6wRXcyf/hT+8ezo+V5CpviogJ+FyFT2LFl+0I7eUvALAQN1N6YJdHPB3z865Axe2ue+xQwN48mcXosW7H0so/HiryuNwFP7zTiL/3gr8IRfad/IwP1uXbpMygpF/rOfU/87C1WySfXBF2uzQsrPZ+kQ5Y/rtZeNbZQz66YeW16EfMwpjbgNZrtQNj27FaemrWqFIB9F91AHLK1XbplAo0opePoymR00KPM2Y7+Zz6vOz8NQaSVk+Prpv0/KcEc3kFVegPV2MHpDk7rFutI446Ti0Xx/Apwf5waBXIY2ZSG0RDCr31vKPEW8yYujNlKTbmCRg1NaS+7fwkLK1VxwLZfGPG+nOaTNQ1BUuyG7mghEtQSIVCFJ0TIsv2plszcOCwR8ktY71TaUU/vWTNt8AqM5yaxr7ulhU/jr10s/lvW5BZSKyBvnpGvIii1Wkc9CKcLm4Y9y/mVmwm7Id1yeljlBhFs+NfCJm6dhUo65bRU8juo+q2jaFQpFuZG4Wfxo1n4GuXI7/xyzyFi5JWl3RfZt47N3Rm5GR+q3MVOQv8vHaiH9ERiKld0kaWwSDWnANr6fhiknozZKsN1ckZyiYDbn/YBkf1wxJQ83Jy7miUCgUCnvgOdjMV7dciM8V5L4BrzPO40u3SXHRa5q5dsvl5Lr9abRCtYuKHszkcTQMzDr8UQoY22s1AFuC9Xx/54UETJ2sqjSO3ksRtaNC5F0xCXedgeetT1M+dcPR2GBWs8J5iInHUD8sl+ZeGt/c+mVy3X5ydicpWfSwIdRM7EfIJxjsjs0B1GgGuLPyNA4GssndYm2oRE4bT2Opl4NjdPTI9LSf7h/N6rr+fLSqnJHSuhXE9LEjqR3bK/zhb20vGmWrYNDqqU9hTpX8szGPx045BWPvvnSblBKem3MORQuSkwxLoVAoFD2cpatoOlOnWdf50aILebH8rXRbFBdz9XrMs3Sq022IQtFD2XGHZOXUeTHbWlacnLf/NKrPbsIMBHGZ+9NhXkrZfOFjmBdK7j8wlvcnF2E2qqXCO42Dc68p0seGW7LYOH0eT9cO4IVTxlJdXUOemZxRQbsvGMDS7/4OoNWqujuNINtnDMFYt5n+0tr0NXXfq+M/4xagEV6UJigNXvvlGeQvXBYOBFmYj3HL1UWsnvEwAL6/tX2cLYJBJhK/DOJCxy10PMLi6LuERhnAlNKeNyiJeuOgaIV0aQiXC2lKdX0kgCFNQp0Y7O5Cj5vQXaHISEwj3NR0I/Or33Tjl0GkmcTXvupep1CgCYlwuUGayFDIunIxEW43wtV29988ajKEX4Y/N5kepGH2GB/VhYYOuDXrfv8eQ4pGBkVfz9IwMnPxCilpkCbZkefkTOy3ttyPhG7iFjpuEQLDSMq9pqUuU28dBGp5fmiWOoSsrV+4XCA03Jp5uF6/DBKUBsLA+rqI/x3jYYtg0KbPS5g+cxb7b2hk9eRnLS8//z9buXjmtwDI/miLmhOtsD3FehaTf/8xVYE8Fr1xAkO/n3mJ1ZPF6Pe+zoBn3R0el3vXTl4d+c8UWKRQOB+jvoGXbj2bF7LPYVRFnaVz5xUKRSwPlv+Vxz48g/qQj32zBiE/XWNJuZN8tYx+qZImM/7qsp+/ksf0J2fF3eeuCaZ0uWOFg0lRTCb6el46/ySK/pB5fWXX6m1cc9O3QYNh31/PE4PfT7dJluIaNBD9mRADsw9xb+8nk1qX8Hr5/JmRnDl0E1fltZ42debqy9HmFiNCEl/FWsvq1caNpuixPeS7m5lZvBDw8lD1UF687xy0oLR0URq9sIDahUWMK9rNNwv/1KlzOgwGCSEGAU8DfQm793wp5RwhRG/gOWAosB24UkpZLYQQwBzgfKARmCGlbDf9t6hpxPvaMhrPm9QpoxPFqKrC+3pV+O+k1GBvmmUja1hGgGZAMIBhDBYjAHQhxFtYoKHCWtxC58cl4c5f2dAxQHwdAaz0xYygIgvvax13CLZefyyMTIE9UShfzAx6pC+aBvo7n6BjbRLFdKF8MTPIVF8c5/Exb8ASaswmLi+wLiF/gZbFA6Vtf93j6ybgfc26nBWdQfliZhCtY+DB95kbDD9xJdMXo6/nsf0mUGTVl7ERRm0t3n+GfXLjbcNhcPLqqtxtsHT7swRkNanyRZnl5VdD/soYT/IXjhBCcNXIj/lhSfxAz659hZRH7n9W9nOMPB+/G/R6ZHGMcLLo7c3FZL8ezo9saWzC7eHusje4KKfz01o7MzIoBNwhpfxECJEHfBy5IGYAi6SUvxRC3AvcC9wDnAeMiPybBDwa+b/T9NNrqbyiHHdDG8tudRUJJf/aRqhyj7Xl2hyBYATjyBe9CMkgS1lEb9kXoBR4Lhka2pU8Ian4UglZk4rptb4BlqxMt0mdJp6OoEFYN0t8cUNzIWeuuTiZXyPpFNg4/6udfFGrbeTSlV8n1+vnzmFvckF2MyO8e3nu6nPQglDyn0pCW7dbUVXGkQpfPMzJx1E9NhdXkyT/H58i/elMrpw52MkXFV0npb6YAew3Gvja5i/TFHJz0+D/cFVe+jN0KV/MDKJ13DLrBOY9+SPc4adM5YsOQddhdN+zydlel3xfjPRtmosEeVo49HL/wTJerzyWin29GRHYYPn3SzXGGROoHeqlbrDAHZned8/e8SzdP4TtW/oyyiYx7A6DQVLKSqAy8nedEGIdMAC4GDgjcthTwLuEL4yLgaellBJYIoQoFEKURsrpoLLwf+O9Xpbf93CCX6Vj/DLE+ftvwftazwoGeUUWXsKrQ7iEm2yZh58mgELC2oFVGtqcUlcuq749D0OalL/8TUYmb1BIlv8AACAASURBVLVCy4mnYwN1YKEvio0BPOfsSN6XSAFF8vN0m9AmdvLF0Nbt9L4wPLH/7ucv54Ipz3JJTj0X/ugRACb94BaKVDAoLqnwxRY2XZvNpsse4Y2mbB5597Qes7BCskm5L2ZgKgs7kEpfdLSGEduX+3sjvmLg2VvJfU9cxlXnLEivXdirXbQ9Nr4Go3XUvD5Gj/CwfmMAkuGLiqTQp69OflY/DOqS7ostfZtwDqRcAP741+kM/sliyuTnGTECefetAVZNeTzyHcOruC56ZApFC5YwUn5uG3dOKGeQEGIocALwEdA3Suw9hKeRQThQVBF12s7Itg4vDGEIasymRExql1zhjUm0pau1DmmSDdRxiAJ6A7is1tAp6EJz9NKXLTq6w8MNrfXFTEzAZ0Ns4YsRraUMO4MhTeqlH1NKRCa0xCkgqb4YIZzIVPllsrCFLyq6TSp8MVUEpUGjDHDQMBCGtb4vpQQpkaHWfW6r129JFOWLmUGw+iArVvkp6qWBw32xp5JsXxSGoF76YwKcwiA5zyCajuZxI3KycYvWoyHrzWYMJNKwPjm3LrTYvnWyv6PPi55gB77TwSAhRC7wAjBbSlkbniYYRkophRAJfTMhxExgJoCP8DzB0XP3cPk/bkmkmHYqgLH3r2Ju/9TOfbYzIRliJYsZxXhcwh3jgF3REOLr6Bgc+mwVreM21sfss8oXFcnFrr74bF0fnrj9EnS/ScmazT0yx1oiKF90Pnb1RUViZJov3rDjTHbfV44ISVwrNiflLfmYX1dz+TOxfe4BG7aSrrWzlC9mBiEZYs+zT/Hs/xXzy7mxD97d9cXBA2yx7lHGY7UvdvaZf9iWHUm5/zRefCJn/egDvKKaG3t9AuQc3rffaOC8H9xJwTY/o3cfSkq/NxV96/03nsxFt7yHTzvA6b5DtIxE6gyd8iohhJtwIOhZKeWLkc17W4aCCSFKgZax67uAQVGnD4xsi0FKOR+YD5AveksIT1vQrZqWoOnsaCi2pqwMwJQmK1lMPwbTRwxo2RzqjoYQX0fH4MCRQUfruE2uhyT4oiJ52NkX94YK8L2/FrOxUQWCOiBlvujA+5RTSKkvKh2TRib6YkV9LzzvfgpSWhMIimO7sXEL+sbYbekKBNm5XbQVNr+PtOiYd/wkLrtgbUswyDJfPPF4n/M1tDmmNCz3xc4+8yfr/uMv0PhB8arIbKGcmH1BKSlaVYdcvjpp/d5U9K2bi0VUYuzOB4Kgc6uJCWABsE5K+duoXS8D1wG/jPz/UtT2W4UQCwknkapR8z/Ti5SStSwnhzyGiJjlkw6hNHQM7eiofNEh2MkX9aLe7LlyFKZLMG1Q95cLzv/cz/il12AYGkP31XepwSvR/Gy7eiCe2oHdtieZSCnZ+dZf0H0j8Z12KXuB0MIlsK9a+aJDsJMvKrpOpraLp/XZzEu3nY4IQf8XtxDas9fyOkJnT+TAWC+eOknvZz9GBgOW19EZ0uWLoq6BCz+cRXa2n1tHvcfMgt3d+yI9nGgdPaeeDhxescnRvtiTkFKyZvfrmdEuCkHdlZNo7KNRMz4QkzYG4K/1Bfx07fkEAi7KDtZZFoiK7ls3VYUYt/Qr1O/KZ2TwU4tqOIJwuTh49UkE8gVMrGm1/3fVQ/jDpqmRTz9ps5zOjAyaBlwLrBJCrIhsu4/wBfFXIcQNwOfAlZF9rxNeYm4z4WXmru9EHYokUsMB9rCDXApYIt8CoJxjITyn84s9VkOHvV+Ip6MRfuRWvugQ7OSLclA/Xv7u/Qx05VpSnv7OJ/R/J/x3V998DHPnsvaWeZbYk0w++KiJ03+3i+PGeNAWfQTAgGyTzcoXHYOdfFHRdTK1XfxxyRp+fO+a8NLya29BT0IwaOs1sG36PJ6uLWbhP47BOJSeYFC6fDFUuYeyr4YXlPnlk+cx0wbJtJ1MtI6BuQ8w4Zn9NDSY4HBf7El8sizI7prVGdEuCl1n/J0rmDcg/kpBP117PqWXrAOsHZEU3bc+/v5Z9Ls5XEcyHjm17GxuvPelNgPZv31/OiO/uRSANe2U05nVxD6g7YGJZ8c5XgIWJf6JQgi03FyicxW1i67j0dM14NVeFIpivsAVrXdIDCll6jTMQNzCQMvPQ7hcmI2NyFDyrrl4On4kFyGlPEAqfVHRZVLli0LX0HPz2z0mlONJtNiUsM9owIhKrqcLQR89dlivIU0OmE0xx6WSsomws6JfzLbzz9+fHF90WNDaKaS8XVQ6JoWUtotO1jCO7Z3tTicb1UdNABtfg9E6brt9Cp9c9ygnT69AyqDqozqEiSd7mD72uxjrNsXucJIvajp6bg64XXi02la79xsNBKUkELA2/5TwetG83pT0rYXLhZadjcjPwyNaP3e29KNFoHM3ecdk4tJHlzNp4RpKPYc6dzwm5+dspmW5OoUiGVxfsI68d5ox0HjyRxeR95yD1qpXZCyFo/1c8sLm9o/RP6NUt1dCzZWBZr51y2x8e4+scNM4MJsn5vyWMveRe/lrjbnM/caNuOrT8yY7Htu2/D45BdvkgU3RTZSOzsfJGjrZdsURlI4KRbv4p0/gyw+8gU8EuTB3C9E5gurNZs77wZ0UraqzdGoYwJafTOCuC19KSd/64NUnceO9L+ERIS7N/RzIOrxvR6ieq2+/g5yKBsbs2dmp7+iYYJD0urmh19IEpzSoQJAiuRRoWdxQEB5mPD9PtdIKe1CiBzuZ/8D6ZTS7Q7PUyVmzl9D2HYe35daWEZCxdh4ysvGs2IJxqPUc6bQhm5NUbnKKVaQYpaPzcbKGTrZdcQSlo0LRLqEcjZkF23ELnaOTRRtICrb5kctXW56s2ugTiOp3J7dvHcgXUXVlxexrloK89Qcx1m3q9Hd0TDAommu2n8HircPaPUYImDPpL1yQnaQOuoPQfD4qvzGB4NGxsZ8/nxZ7FApFcllVV0TZ252bui0E3D3hTfsmz6yp4/y3bkfLimrW9nsZ2byi7XMyiOLlGmW9rkfWeBjVuLbjExSdIuXtonpX4HycrGE7to/2VrLt9ivRAjDorVrk8tWpsyuN6IUF7LzhGAwPnDLKId/ZIddg8QpJ2aDr2V33SLpNUfQQaq6ZTN0gjcYRAbSjHOWF+nzuWXY5ZkgwurLWshW9ou8h1Bqt+t2D1wUtqgnQdA7ccDJNxQI5sfX0t4eqh/K7T8/EbNYZW12RUNGODAat+ttYyh/8sP2DNJ0/vHM6F4x4MzVG2RiRl8f/fetJLsppjNmu/zxNBtkFhzSqCkWieLc1UX5N51cueOj5s5g59ZkkWtR1jL37GPmNfa22W7LcsgPo9dRiej0V/runfOdUoNpFhSLMyV43624KJ+4/vnkW/Zan2aBU0aeY5277DWM89pounQnkPbeEvOfggGzq+GCFortoOv2+sY0lh5/5Y0fmPPz5mZRdswKktHZp96h7yNhHZzHoW9avGNaC5nFz4a3vRS0fH8vvPjmT8mvD9Sc66smRwaBMI5Qt0EtKkldB7wI8wtLLX6FQZCA+EUIrKUI05mAeqknbUsOKcIJAvbe17YLQNXyu1m+qAnk62clsg+xIhrSLWkiyMRjAJwwGurx4hTvdJilsjFuEoKgQ3ZRIQ7Ax2BCzX1O3fIVCkSHsDNXTKAU1TT6s7OFo2dmInByMwmx0kdy5m8LtQSssQPi8+LQDrfbvCNXTLAVmc9dDOioYZAMWfPshdt1WmLTyPcLgzKx6QHUSY1BzrxWKGK4v2MDwRXsJShe/+uE15P9ZJURPFyWj6/nmP/5reblTfVVEz6P3Cjf3/3weB4yelWMv5e1iktqbnLfWcNd5X0PqOif8aS0/77syORUpnN1niNh+iq+Z4MsvEZA6d/+lnNnnzog5rLRyjbVvzhXW4uRrUKFIIX4Z5JIf30WfD/dTWldPyMLVZ7f+7/Hcf+VT+ESQYS6fZeXGo+7SCdz1s2dwixCn+w4BR+rbZzRw9e13kLf+IGOrd3Q5D5IKBtmAiV4PE72NHR/YLVQgqBVqmphCEUOu5jucZ+2n2cpB0kmhZraawmQNOa22TPNpQLLbIDvi/HbRbGiAdZsQLheHQmq6i6J9vMLNudl+AO4NitZLSCsUCkWGkLsnlJR7XDA/un+mW15+TF3Zgguza9GFRnQgCMCQkpyKhm5/R1sEgwIDcth22xT6/yeE95/L4h6jVR3itL/fifSY6ANMtv1iCr4qQf+5S5GhI7EwvXwYW2b0Q7rgnj5/jy0DjYqvhNCnTSF/CxQtWJzU76VQdJVGM8D4D24kWO2jeGlybzQ9lax/5TGsaia+4iZWTP2jml6hUCgUClvhEy62XCdwnzMlvOHoGH30y27RxmcBUyeuA2BbsJ6zFs2GgMaQjy1MbupEqmv50ovfwcw2uXryYn7aZ1W6LUo7Vj0nBaafyK7T3QQeVqOLFcmjvWd+q9Hy8vj89uMI5cjk30+FYN8tU2joL/GMbgkEJQ9bBIOOLapi6XWPMkK7meH/jH9MaNduRtweXu2m4vljWTv1Ge4/WMbbj/WNCQY1lRfz6Yw5ZGueVmW4hc6Ws54A4Mw1F8MfBVg4bEyhsIoaM8Dw35jI5UvTbUrGUjx/McWAnDaexslBvLoKBikUiiShBto5nzRo6BVutk1fYFl5G4JFjPnuDoy9rZPy9zSMqirKv1MFwJ+fPJmfnuOAYFCSr0GrnpN2ne5m44xHOfkvVVabqFAcpr1nfqvRCgv4w9cfjoykDpOs+6nQdaZc9wnzBqQmmGqLYFCDlCz1B3E1JXaXy9YCiIGluJr8h7fV9urcKIo8jx9j8EAwTIy9VWlNlLolWM8B05u2+nssKg6oUFiG5vOhlRTHbJONjRgHDqbJoszHL4OsDkiMDp4Q8kSwUyvm1JhNbAjaolugUNgOvV5jqT+IB5PjPO6kv61NNnqvXojcHAiFCFXuSbc5qUfTcZX2BU3D5Uv+KKnmIjcFgwb2jHZRBb8VbSA8blz9BlpSVkfP/M29dHIGWVNXqLQXbmEQvVKZTwSRpcW4PBYHo1w6OfqODg/ThaC5JKtz37Gd4mzR69u9oRc/PvNyhh1KLHHd9flbmPjG9piOcJ4WIFvrOJnTU8NfZO07Pg6Z2cz52v8gPvysC5Zbw6Vz72bQCzvTUPNv01CnjVCNlUJhGYcuHc+vfvYYetQC6Nd+cCMjvpbhnd408lJDMU9cdh5affv5fg5M68/bv5rb4duza7dcijHD28NHzPbwdlHRJiN+tf7/2Tvv+DiKs49/Z/eaerNsybZcJLlgwDZgbGOKISSEXgKhEwzJ64CBYEooedMDbwrVxhhC6CUxgVAciiEUkwR3G/feuy3b6ifp7nbn/eNOtmSdTifdXtV8Px9/rNvdm3luf/vszD478wy/efZyPP0LePrVaQy2t82/lUys/e1gXrvgGd6qHM36s7IxamribVJMsQ0o4XsfzmOoczelNjcQvST6OVoa0x+bQq3p6B7tYnduQhQhKR5Sxc9mzrSkrFDP/E5h54WHnqDKosEWdmFwgqP1C4BTXV5+8+4reKX16TxGODwcnSPoaHrqGTw5fRr1suOZDbMGtr8vIYJB0uPBt7XjCNjRpGsOxrY5T+Fl9c7T0zlVh2qzkiccepTTP4XGUS279PsVEaIaK4XCMgyn4FSn2epteWZ2QxwtSn0aTTti5x58VdUhj0sb2ius8mo9Thxbt3fzYJBCERyjshIqK7E77BgyBd4mZfk41aWxKWMr67Vj421NzJE2nXFpmwOjJqO/muJwh//5pFu0iyngHorokClEq6lWkRH6mf9YR5pF9UDLEUHN2IXOaGe0IgjhxTNGOiMPdiVEMMgKTlx0FbVr84884LdIpGcrrWPluFcAGPrVzbAz7XBSPWHAoK27urwcmyI6XJT7De9P+SHCJxj8Uh3ym1XWV5LAjVWO5mDjXXbMQ2MoXKiR+6pKdq5IDYrnNjIo51YMl2TWpY8l/dv1aLHiYCGDXruV08av5KV+/2GTt47vvH8PesORDomjSlDSsLjDstI2HmDk63di6vDzi/7BhOwj89sNaR5uF3M2QIHcFpXfo1AoOk+T9HLM5z9G39Oiw98iMXSbhNHNHBXPbb6PKBQxQb1PUMSJN2oL+NXMKwF4/NJXorQqa2qRMsEgbWY+pc8Hf2Cuv2IM5jiJiUmfN+w4P2x9nAoEJR5npxlsufQ5vNJg/JzbyPomCpUkcGOVrjnYeJY/iV9Z7k3kvhpngxQKi9C/XELpl6AXFrL2/EIG21VDHQznrnpK75/LV9PGQL//sMFbwNCHt7RJVBjObczYuIWBD2wBTee90ScwIfuTw/t8GEHbRYVCEX8apY/SF0GfHZl/Nt9HFIqYkMAvWxWpzT8PjKDs/gUITTDrzOFcnKFWtOuIpAwGNVS5mOV2kqU1WDjUTNHtUI2VQqFQKBSKboJLePGVFmPLyUL6BLPcTr6uGQRmAr8dixLCZ/BJ/TC2+fYwzHGQfrboTxWLBp5cE31wGcLr86ecSIBpvvYa/7VVbaqOtsJ6ljY1sdfIDrpvw6Ee9MA/dX51ZRGz8pwU6TXtTqcypMm8Jqg1I5tS1nwPcZse5jal4ZVdD7FomIxx1ZCjtbZpXqNBldnxYiCdJSmDQcfcvZ6paeNxj+rPu89OIU+3/sQoFAqFQqFQKBSpwukuH9NmTMeQgu+9fC9TTx0PhoFRczDepsUc35ZtfHrmID7VBrPhid5sOPPleJvUJeZc+RgHLxe8UTWGJWfkJUQi8H5TljL1xfHsP2DtktsKBcCNT95Fnxkbg+7r5anAMA2kCelXVTPVMZ49V5Sz6GfTgq4AedBs4BcTf4JrxY6IbGq+h8ys78WrF54FNXVdLkvY7Qx9fw+PFS85vK3abOC+u+4kc97WLpbafrqVpAwGGTU1UFODo6p3vE1RKBQKhUKhUCgSHl1oh/O0CYM20067FVJiVFQAYHhK4mxM1+mpZ9BTh8GuPSzR8uNtDgCm2w1uN1KqRBwK67HXy7DuXUZlZeD4svaPkRJHVVPE98Lme4hH6lBxEKODhT1CIWw2Gsy2q786qn1RuWcnZTCoGfvW/Zz2zL2YNmg6weDQyyfh2Oak/2/mg9mZReoVCkWqUH39WPZ/29tqW993ddLeX9Bq2/7bx1E9qomcvHrStY6XZexu9LxuG2tPOyns4wf3297mrcvtQ77iDy+fF/R4zWFwvGM/LVdxGWDzsPGPuXgbCrtkczxp+pXKuaNQKBSKtjRJL0P/eRtpu2zkrjfjbY6iG1M0t4Zhz0zCcEheuW4aY12xXU97ZUUhw56ZFPKYxh4m31z+RKtpUrMbNG5548doXkH/hZV0xosKllRy/LO3Y9rgyete4Nz0pi5an5okdTDIt2s3ff9vNwB1s0r5evg7TN4zirUP6UgVDFIouiX7x0o2n/NCq23DNk2i5P3WxzWdWcPmca8HPqlg0NF8NOQjGBJZGRNzdjPxKC1a0zpHQ089g3WnJ2e29NGPHYi3CQqFQqFIQBqlj7IZPvTZCzo+WKGIInLRSkoWgZ6dzfIrShjr2h3T+h176in53ZyQx2gjh1F7mUFOi/eLCxsGMvAPyzDd7k4FggDM5WspWQ6ay8X8S8s4N3115w1PYZI6GNQRevlAZGYatX1iG/VUJAnxz7GniAKOgzqv1vRotc0e/yn0MUWkudCGDgv7+PxMtaJXwtLN71NaRgaU9wMhEJt3JkQ+jC7RzXVUxBl1/aUGSseo0sNRT9UJQxHGkROt1bjxbd4KgD6kHJnWdvpOSzy5LjK01iNPXMLAPbQXrtyuJymXQlCY5n/p1MNeByNPRvN2feCDL8NBrr6s1TY7krrBeWQ4j+o/RmNFZ0XCkLrBICFoeMbktSHP4RICu8igSaqhmQpFqjPw90uY8cSxrbYVNyzuVn2o/uUV/GXmc2Efn685gNAdHIUiHjSdMpSnn38KlzC54Z57yHh7frxNUigUCkUK8ljv/1Lx7uettl22/GbyLxJoTielr+/ggV6ft/PtIxTr6cCRYS3DHS7++twTRDpnpVB3AnbuL1jFhH8sirC0tnYOtGfy5lOPt7Gzf/Km1FKEQQoHgzRyHI30TdKlIhUxQK14mZKYjY3Q2BhvM+KKQ+jq3pcqdPP7lLRp9LfZsAsd05bEJyOJTVekAOr6Sw2Uju0iLTg3TmGnr6112oBM55FRPoWO2i73rYot7JPZo9jHs9JORXIQdjBICKEDi4BdUsoLhRADgRlAAbAYuEFK6RFCOIFXgZOAg8BVUsqtllveDtfmz+XmNycgJUztOyNW1SYFUkrm8zkuXIwUpwE4hBDzSTANrcJ0u/nLI5fwdI7APKOKFWP+Gm+TLKGljgCJ6ouK9pFSMjdvLqI0g74/uw4ufzulfTGReKqyP3954QKEBUPFpGmy6Y0nsGfm4HUXKl+0kB3/Ow5OqKFf/m6cwoYZpbF93a1dTFVUu5j8KF9MDeLlixdeOpcPhx/X6e8JIUM+L9478BPue/tyNE1yWc6LEPhdqYxhSEafu4PeRTb++VpviLEvih17uehP92HaYew13/DnvmqBjmjSmZFBdwJrgOzA5z8CT0gpZwghngV+CDwT+L9SSlkuhLg6cNxVFtocktFOOyvHvhGr6pKK7WwggywMDq+01BeYlGgaWoX0+ch/0X8D2Zk2DsYcfUDsbbKCIDompC8q2mc7G9D69eKMvHX8c9zr6Cnui4nE11VlFD9pzYqT2+R6ctAwKg4BTTQqX7SMvNP38vXwdwKfNEwZnUUhulu7mKqodjH5Ub6YGsTLFx8p+oZHiqxPbnNBeiMXnNL8XJn6gSCAqX+pYuggBzW1h9OrxNQXjYOH6DnNn2T6P6ceByoYFFXCCgYJIfoCFwAPA3cLIQTwLeDawCGvAL/Gf2FcEvgb4G1gmhBCSCmj+ui9e2c+j/QtC3lMk2nHXueLphkJS6N0c4A9DOQYtrOegBxZ+DWCBNBQ0TFtdPRHtBLKF8NFGz4UI8v6htW+/QC+HTsRTifyhCFIXQt6XK+cSsvrDodmDQsGX8Hm/Tv508FSYKOlvrjXcPLIodD3w5acn7mSYx1prbbNrE9nXVNx2GV0FpfwcVPOOjK1I9dAk/TyfHUpbjN6+YuWbC9hINURl5NKvthdUe1i4qIjqBzipMA7EtuBOox1G9s9Vvli8qN8MTVQvpgYzKjNY4c3P+i+Ya5dXJAePJWCVxo8uq4XL806xFkTh7L01W1R6aMC2Ab0w9snH81jIBevtuQFnaJrhDsy6EngPvw3ZvAPE6uSUjZHVnYCfQJ/9wF2AEgpfUKI6sDxrdbdFUJMBCYCuEjvqv2HGXLbCr7Qe3V4nNawNOK6kpH1LGMQw/EFIvVePABGJBqC9TrGlCSce320joGGNqF8MRyEzUbBs3t5quQjy8se8/o9DHxwJ1q/Pjzw11c53h58paxMzQnEfqXBZg2Nd9ayDQefjM4Fq31RZPDF6I7vh828+saYNtMof/34jfR6ZVk734gcrbCA0s/3teqUrPRIPrx8LHLbrqjVW2qsRVrQ6UgVX+zOqHYxccnUXHzxi8cxpWTcvB/T7/vtH6t8MflRvpgaRNsX+/VJ3VS3VtEkvTz94JVkzloRdP9rt3yXC+6dHnTfdl8DUy+rprTxFJbe5uWAd48lfdRgfrj2zt4suuJxPnKX8MYZJ2Hs29/1H62IiA69SghxIbBfSrlYCHGmVRVLKZ8DngPIFvkRR4FlU1OyzvqJOhVyNw6cZIs8Dklrnc1qHRXtEy0d46Kh0Mi2N5KnW985k83xHSEo1NxRqaOrtNLQ2A8YmO4GS8o+WkfTHf5y8YbRdvSU5vXn3YoWwp2BIVvXayAQDU0YUazXClLKF7spql20EBF89GWk5Gj+0Yp2e/sjupUvJj/KF1ODWPjiqBEupWEHGFKiN5nt9t80LxjSRA9y3/7ssyacwkVmUxqHZC1W9VGD+aG0SfL0dAr0uojLV0RGOCHWU4GLhRDn458smQ1MAXKFELZApLAv0PwqdxdQAuwUQtiAHPxJpRTtcNqtC1l4RWnUyq94cQcHPt/Pfv1TpMfAcDexatxG+BK9W2uYZE1KNQepYA8H5EeYGPjwoflHtljui/snjSP94r3sP5TNoElbMKoin1YDIE8dSe3Pa7FrJhN7zACclpTbktsu+Ji3hp9InstNiS06DyldJZiG61kKdHNfTDJi6YvJdp9KFmLuiymq47fSt/LS30/FY+ShPVdI+jvzY1p/TH0xmUng6687tIvpwkGPh7eyo7aUQ3OK6PfbOV0rKMl0jKUvDv3vDWR+2oWVsARceseX/LzHWh45VMabU86J6Dz70gUv3PUkJzmPTHff5K3jsqn34aiOTMDTbl3Ik8WLeLmmJ089cTkiyCBnYULPpdtoL4Te+9P9jHHfhuEUPHrPnzk77Ugh3yzysL92IxVyXdR9sfyvjYxadit2tySnyvpcT4rw6TAYJKV8EHgQIDAy6F4p5XVCiLeAK/BniL8ReD/wlZmBz3MD+79Q8z9D82TxIiheFMUKAIoAmD3HzWPPVPHP17zoxdSiNEwaysXxlHM8AIfkfrazniaaqMXzJRbrWH2MwTfD32GW28lU53jLfoO72Mm/h7+AXehEIxAEMDlvK5PztgY+JVayv2AaHifGsFfuUL6YRMTSFxXRQfmiNfS1ZfLlsf5TNKL/pJhPxFG+mPx0B1+0C50ZA78AYHjjNXG2JjrE2xe1FVkUPN+FIJums+j6/tBjLYur+1PwwoKI8tfohYXsuiOXk5xHRuYcNJ2U/GMnvq3bu1wu4B84ULyIpfX9KHxxMdLrCXpcqOy4xrqNFKzbiJ6dzaY7enF22u7D++5+IJvtsydgrNkQdV8Uc5dREMgLndDO2w2IZPLl/cAMIcRDwDfAC4HtLwCvCSE2AoeAqyMzsXPoIkiGwQAAIABJREFUeXk0jC4DcSQhjONQIywIPncyEXi5pidL6/vFpK6dB/exunEdk/eMAjbuxJ8QPKE0jBkR5AzybMli8sBRFDuquTd/XdDhljHEcl9M36Uzec8oVlT2xumzbgins9LHXbvHYdPinyju2vy5jHba421GM93bF1MH69vFJMxtluRExxeVjrEmIfuo8aK5Tc+zuXmgxzKcImHavlCodvFokvM+onwx+VG+mMJ0KhgkpZwNzA78vRkYHeSYRiBEqr/o0jC6jLeen0J6i4bu2k0X0XCWnrCZyp964nIKX1wco9qKGUQxa8cC4JFSJpyGyUDZ/QtYq+usPPV0Jr62LOZ5afJFT/LpyXz5eVR8sc+f5rP2MR07ezHaefPQFWxfLGHjODsQ/+lbN785gZVj3+j4wCjRrGEA5YtJSrR9URF9lC+mBsoX26e5TdcGH8/mDxdxjCMxg0HKF1MD5YvJj/LF7kNKpmW3Cw2nOPLTEmEUQiiEQbtD/ZIOISCC0bqmFBjSBIj3aJvQmAbSNNC8ZrwtiQ6B32c5UibMtW4YWnJcawqFQqFQRIJpIKUJvsTuD8cM0ckhNrre+e8AMshXBICmg4xC/7Grdmptv6MJGUgOH4Gdav6PQpHwpFwwKG3JNs6/+y5aLlKTVuHFZrZZcVJhMdoQG2l/6cn2GaUUPjO3S2Vk/iGb04snUTlEY+nEKWgJMIJEkZqUPKFx+j8mUT1QY/5tj5OpJVZ+IYVCoVAorGDv5HEMvGwTec599LelXNe/UzSfi5Y82ftv7R5/VfYy5n80EJ/Z+RHgF+Z+1eZl05Tj3+TJL7/T6bIA/q/o7+3u+076Vj54fwQeo2e7x7THSdlzArkcj/Bw6bv8afa5mLLr/XDtf7r3taZQJAMp56VGRQWZf6+ItxndknJnDe8N+oRBA26lsItlaF99QxbgPPdkjP+RBHlZoVBYgpizjKw5kHnqSLyTUnSEl0KhUCi6PbXlBu8N+iTwyRHy2FSn9bnomH62TN4u+8yy+s9MMzmzE/WHS7Etk7+Xfm5ZeWNdOu+U/yuiMkY7ayyyRqFQRIuUCwYp4o+ttI76K8ZEVMahY3R0IdAQHBgp0HyRlece1NRmW4++VRHbWV2qYw+89ak8VuLqQnmGXTDQ+Xa7+0t7H2jXTvOzeZ2uT6FQJB+Fei0V55fhrB1I9oqDGOs2xtukqLJ3dU+uzvrW4c8+UyOtwhtHi6JHH3slBy8ahr3BJGfJPnybt8bbJIUi5TDzMqj/9hhySqrjbYoiQTkmcy+fXnEGwpBk/3szRoU1gwtyNQ/7vtMHV2Ux2WuqMFats6RcRffBjs7esS5ye4whfVcjYu4yy8pWwSCF5awc9wrmuMgmCmsI9EAS8DU3PI15Q+TlHZ20eN4JMzBPiHxCs134pxetv3I65pVdK+/o4bktmTX0fcwpwcsdd+7+LtWnUCiSi5OcDuY8NA2AEc/cQclDqR0MKr9nPpVHTa9I1eneZ6cZ/PcPfm1HPXIHRU9uja9BCkUKMqRkP19OmR60P6hQAPyqcDU/e2IFbunhkok/wfmRNcGgwfYM5v7af48f9trtlD5gSbGKbkS65uCbO54C4MQFN9D7MuvKVsEgheXoQqP90Eb8y4tWufGwUyTpOqMKhaLzHA4aW+z2pk0gbDakKRNn1U0pQSaILTEgWtoqFAo/AhHyxZuVeKWBiYmGFrM6AZpk10ZPBrPTkCY+jHaPC6cuMwkzSNuFjgub5fdidY9XRErzNSSEtX6lgkEKhUKhUHRTnMLORQ9/zpafF/LxwuEMnrQg3iYpFApF0uKVBiOn3UHhci+7T7ex/gfPxKTeWW4nv3vwx9jdnc+BuG+UnZUTp7VKdj1p16ms/e3xiBYrBG8/R2fz95+l0nDzrd/fS8620AGhDdumdtoWhUIRW1QwSKFQKBSKbsxP8zcBmzirqpd/WWKZfG9zFQqFIhEwMSlc7sX54UJyC0/BkGabFcWiwX5fFjn/WotR1fmcSAVpYzCRrUahr6/uievDha3ag+zScQA0SpNeC2qQi1aGLFdId6dtUSgUsUUFgxKAgycZaL5TSDto4PpgoeqIR4F/1GUzbdtZlpV378BPuCC9Mei+VZ4GJm+6Ep8ZXuNv00yeLp/BYHtG0P2hbF/X+Hp4BisUSUCB1sTOS/virOoTb1M6jTFTJXNXKBSKRGVdYy5nrbok6L4f9/s3V2dVBt23yVvHpI1X4zHDm+5lmBrp+xvbnSA1y+3kj1vODauso7m+73x+mLO3S98NRdreJs5eeQV23eCJ8r8z3OEKelz2Dh9nrbqEeo+DHtVuus9EXoUidVHBoARgyyXPYVxscs/e0aydZUd6PfE2KeW4b8HllN+w1Lry3r6cC055I+i+Fw+ein7+fjRPeDpqaWn8be7J/KpwdfC6QtguTHWtKFKHMnsmy+6bjiE7P8w93oxdHKVk7urdQGqgdFTEE3X9IdZ7cJyzPei+n730Pa4+54Wg+96pHYF2cSUOd/ijXGSIl7r3r/weRZetDbusljz81CX88Ht/7tJ3Q6H9dylp5wqEzc6zc85kep/gLzfS3lsA7wscgKFeXHcNlTNIkWCoYFCCEIshpNHGwKTabMAlbDgDK4E10yS9NEpfVOvPFE50oeGVBm7ZOkgifZolI640l/9tiaa1LcttevBiUONLA9Mbfn1mBw++EjVaTNEphBCHr9X2kFIim5piZFHniPR+2OyLOoJMrfV5MKRJnfT/7uZ7RkvqzEaMdp6cQt3bkjFRpkKhUHQrutqXktKyfpiMyA5LTGinbAnSpMOV1lR/VKFIKVQwSGEZm7b05PLrb2PHrT7Wnf5qq31D/3kbZTOiFwwyHRpXT/mIiTm7uWT9RXh+U9S6/t1VEQ9n1YeUU/r6DgodtVyW8yLQ+iHzhJfvpOSzJmy1TUjvqghrUyi6TsYxBmNn1IQ85t8V5Tguq8SsrY2RVbGj2RcrRrhYcN+UVgGcB/adxJJ7TwQBZz/xX37WY93hfXVmI2c8fBf5a4IHyTZ/387my1q/lT1h7k30nuZg05ano/NjFAqFQqFQKBSKKKCCQQrrqHWjz16C94oxbXal7bKhz47eKjV2l4s9nlxgNzurcyievaTVfivmNcs0Bw/0+py+tkyODgQBZG0FffYSNT5AEXd62xrbnXbYzKvO/czQj42RRbGl2RfzXSf7h7K3GJa9oyEP2+ylCE2wsymv1fcMJPlrmtCPun80kzZuXJttDQfS/fe2aCXKVEPKUwOloyKeqOsvNVA6Jj/qIUGRYKhgkMIyfD0z2Hf1OAYO3RmzOvXBZew5pxemHUakv9rxF7qA7+yTODjMSUNPScZRU0rWeNxct/wmfKZGj63Ryd9zcuk21t4xDt0j6fW3VRg1oUd8KBSr6vMZvuCakMfU7s9kqCexRrBVGm4uXHU9tY3OiMpp9kXXnjpOnn8Tun5kKmbj2lwGynlIU+PTr0YyvHzg4X0+n86A/XXtBo/z1httzmve0vCSiioUCkXKIgS1V47B3VMje4fPn1tGYTl5yzWG972GbFcTHx73BjlaWrxNUsSBkzO38OVtV6H5oPdHu/Ft3hpvkxRJjAoGKSxjWFEFCx6cHtM6D4zryaIHp0U159Lm62HLd5t/V3qrfR/UHU+vq3dgdiKxYGeZMfALePAL1nvrmfzvCaCCQYoOsG9qpPjSNSGPKQYSLU3zBp+d3Ft8ZG7dbEl55rI19L28nZ3SoOzetkkyQ40izHh7PhlvW2KaQqFQpAxC1xl571Km95nnX7HrfaFyy0SBHs/Nhef8L0J3fyrJccTbIkU8uC7rINfdNx2vNBh/4DayVDBIEQEJEQwSuoaemX34s5QyJfNYdIRT86HlFIDHG5sKq6NbvCFNDpoNGFIiLE4XpKWnI2w2jBYDCA4Y9XilxOOx9rIWaliuQqGIF0nyPCXsDrQ0V7dtvztCeAR7fHXoQtBTz2i1L5ptpUIBxOQ+csiTzh5fHfUeBypGoVC0g3qmUCQYCREMyh3axKX/2Hj489zqMvZdWIBx4GAcrYo9P+3xNe//pwyjo0z+FvHJ0OiWP68JfjHxJziqmui/Y6MleXsAhM3Gvhkl3DLoPwywz0UXGnVmI+f98l4KVtRSdqgW1Z9WKBQpQZJ0HHdNHsUdN7/Hyvo+bLqkN75du+NtUkIx9PEd3PTXW3D3TeelKY9TZs88vO9DdyZT/+dH2Oo89N66zrK2UqE4TJTvI9Lno+ZHBdyUcQs9qt1q2XGFoj2UaygSjIQIBhXqXibmHOk49rMfZKo+Po4WxYceegY/zNkbs/pujXL5tWYarhU7MPbtt7xzO7Z4W6trxkCSs6UJuWilCgQpFIrUIUk6jk35kok5u1ng2sZv7O3Nzeu++Hbugp27yKwpwyNbv/CpMtJxLN2EUVWtAkGK6BCD+4ixZoP//+hXpVAkL0nygkfRfUiIYNDR9LdVsvm2MvSGcvr82434emm8TVIkAPqgUrZdUYTUYEL23wD4R1029y+8HNMnGLqnxrJOiJ6bw84fHovhgNOGrGyz//qtZzJ380DEHhfl3sUW1apQKBRHkWQdxyK9iQ0T+2Cv7UvxvEb0L4OvzKZQKGJIkt1HFIqUJUle8Ci6DwkZDDrGkc7aHz0DwDDbJEq+jrNBioSgZkQhS29/Crs4snrPtG1nUXb9UpDS2rdRPXvw5h2PcowjPejuFW8No/yJOYC6rysUCkXzjbCfLZP1E/zt96DcWyn9Mo42KRQKhUKhUCjaJSGCQY3SZL23nkJNkKe3fvj2pUn0wkIwDYyDhyyrU9gdaLk5lpUn6+v9K0oJgV6QD+2sbuW0tz+JqUl62elrwkjyVziVhpsKU7LJUwJmdEIlO311uKWgusFFoYXlaunpiIwMjNx0dNHadq802O5rwECgRWcVeYVCoUhqDGmy3efGq+6TrQjVtigSG2Gzoecf6Wm01PBwHzUCPBmh80R6s2w4CguRjY2Hk7PreXlgsyHdbsz6ev+2gnzQ9KBlSEfbtSOtsD1cgtneIfujbFQM0LyS9d5GHMKkny2t1ctMRYoiTTZ7erLesYp8zZ8CRKFIZBIiGLRjQwGTz53A2gey2PydF1vte/fax9n0/QLeP3gie87JxrBoWe3ay07kpw+/jmbR4soPvDKBkofmYBvQjzP/uZIhzj1BjzvRuR/IDLrvDwdGMO+G4QhvrGZc/z4qpZ744WSOmVIJPgPj4DbLy2+SXi79zU/pOecAxbV1+CxMVLj5f0fwyJWv4BJeBtpcrfbNrM/jL9dNQKtrpHjPKjUvXqFQRJ9kiRsE3mGs8nq46+Y7ce6poaxivbpPBgjVtigSm8Khddzy3pEh6i01bO6jRkJPfVa7QYIcLY3fTXmOKiOdO/9zLYNvXoSWlUWPjwyu6DGfybNuYNAd89EL8in/pJZv56wKWs6xjnc5uu9phe3hEsz2jvikPAaGRZm8mau4Z8mNSKed774xh8l5W+NtkiLKGAcP8eklJ/Cp/WTW3JHHlkufa31Acr/vV6QgYQWDhBC5wPPAcfi7pjcD64A3gQHAVuBKKWWlEEIAU4DzATcwQUoZMmmAbGzyJ56rGdNm37GONI51uKky1jJDOzbc39Uh3nTBRek16O2M4Oks92T7e+zSbuPCzBXtTi9qLxAEUOlLR67ZjOm1/nWqV3pYw2Lq8AfThjEKQBdC/AsLNGyJrUY/nEgwWmTu9UWlDm+2ycUZ7sCn1p2zetOBtmE7RlW15fWGi9doZKWce1hHACFEPhb5oiL6xNIXFdHjaB2hm/tiIGjVKHVcmyvwbd0eX3vCIJa+GKptUURGtH0xV2upXTN+DZv7qJER+no4wwXg5uf5/hFAQghOy93IxRlu7soN9Bc1nW/nrApiZzNt+57W2B4ewWxvSVW1wf/cs59Vaz0IAc8/0RNSoF00a2thTS2ay0W1r73ngtRBtYv401Zs3AKAveqUOBvTeY5+zlB91NQn3JFBU4BZUsorhBAOIB34GfC5lPIPQogHgAeA+4HzgEGBf2OAZwL/d0jR14KBtomtoqbXjZ3LQz1XMNy5i9/+/Ao0j2DAB27EnGVhmh6cvLX1lM+8xV+X5EidR7+FbRnBle18ltB3XmCEUWUNF75zN2a6GfR7d5z2GXfnb47I9q6wnmUUUMRwcQqmNDH8a24VA29apeGKqh4MfH/ikXNhEQcmnkLtAJA2GDzzVoQpGLql0rI3zlpWFtvuPB5fhmTcSWva7L96y7eYv6Icx0Gd0sZvLKoVtJHD2HRlDlKHezOf6/D4fA3m5/6b9O+No/jksUifj53Tp8Ce2gew2BcV0SMWvqiIPkfruIDPwa9bt/TFogUGA/MnotdpDK5eF29zwiIWvujpk8GWO04J2rYorKG7+OLlA5fxxu/HY9rgJNdngIOLhq3go9+fguGUDLK/j797nngEs70lk39xgO+elc5bzxfj8UjcDSaodjHp6C6+mKq0fM44QZ6M8915qo/aDegwGCSEyAHOACYASCk9gEcIcQlwZuCwV4DZ+C+MS4BXpZQSmCeEyBVCFEspg8+bakHWjHlkzWi97a8vj+ahc1Yw0ulk47XPAjCiYhJFc8L5eSGYt5zB8yIsIwhGRQXld1e0u//5t8dx97jYBoN80kslFc3RXTShoeEASS5+7cACDZ3b3Qy+dYG1xms6Jddt5r1Bn3D1lm9ReXq1P3+UlVXk5vCXm6dxqiv4KLHls4Yy+Hf+C87KMNfBkTmsufHpsEen2etdFO5exsZ3qxDCH5Qa/dZBFu/Bcl9URIdY+aIiugTTUfiXC7feF5NkSHnaewsY/J7/72SYGhYrXzyuoIIFNz4Ttd/R3YmpL8aZXxWu5lc3rg588gdTnixexJM3LgpsS8xAEAS3vZnqGoP/zGvgpSk9/XsdAodDB1S7mEx0J1+MiASe+t3yOaP0nycz+D3VR+0OhDMyaCBQAbwkhBgBLAbuBHq1EHsv0Cvwdx9gR4vv7wxsa3VhCCEmAhMBXAncgKUCDdTjwMlqFlErq8kmlyGMBLBFoiEoHWPJlu0+Cgt0bp68n+WrmzhxuAvDn6Bb+WKSoHwxNQimo0T5YjIRK1/s1ychUjOmLLHwRaVhdAnWt3nydz1AtYtJhfLFICTJy5xmWvrinrlP4pMOS9pF5YeJjZAdJN8VQowC5gGnSinnCyGmADXAHVLK3BbHVUop84QQHwB/kFL+N7D9c+B+KeWiYOUHjqnFn4MoEekBHIi3EUHojF3pwDHAWqAeKMH/8rZISnl4WEokGgaOS1QdE1VDiFzHTMCrfDGuKF8Mn0TVEJQvdoZE1VH5YvgkqoagfLEzJKqOyhfDJ1E1BOWLnSFRdUwoXxRCVATKTvZzFWsita2/lDLo8pHhhFh3AjullM2p/9/GP1dwX/NQMCFEMUcWgdyF/+Jppm9gWyjWSSlHhWFLzBFCLEpE2zpjlxCiCJgnpTwm8Pl0/BqWW6ghJKiOiaohJKSOCakhJK6OCaghJKiOiaohJKSOCakhJK6OCaghJKiOiaohJKSOCakhJK6OCaghJKiOiaohJKSOCakhJK6OiaahlLIwFc5VrImmbR0mK5FS7gV2CCGGBDadDawGZgI3BrbdCLwf+Hsm8APhZyxQreYOxhelYWqgdEx+lIapgdIx+VEapgZKx+RHaZgaKB2TH6Vh9yTcyZd3AG8I/0pim4Gb8AeS/i6E+CGwDbgycOxH+JeY24h/mbmbLLVY0VWUhqmB0jH5URqmBkrH5EdpmBooHZMfpWFqoHRMfpSG3YywgkFSyqVAsKFJZwc5VgK3ddKOjtfVjh+Jalun7IqBhp22KYYkql2QeDqmzLmKIYmmYadtiiGJahckno4pc65iSKJp2GmbYkii2gWJp2PKnKsYkmgadtqmGJKodkHi6Zgy5yqGJJqGnbYphiSqXRBF2zpMIK1QKBQKhUKhUCgUCoVCoUgdOswZpFAoFAqFQqFQKBQKhUKhSB1UMEihUCgUCoVCoVAoFAqFohsR92CQEOJcIcQ6IcRGIcQDMa67RAjxpRBitRBilRDizsD2Xwshdgkhlgb+nd/iOw8GbF0nhPhulO3bKoRYEbBhUWBbvhDiX0KIDYH/8wLbhRBiasC25UKIE6Np21F2Kg3bty8pNAzUr3Rs376k0FFpGNK+pNAwUL/SsX37kkJHpWFI+5JCw0D9Ssf27UsKHZWGIe1LCg0D9Ssd27cvKXRUGoa0L34aSinj9g/QgU1AKeAAlgHDYlh/MXBi4O8sYD0wDPg1cG+Q44cFbHQCAwO261G0byvQ46htfwIeCPz9APDHwN/nAx8DAhgLzFcaKg2Vjt1HR6Vh8muodEwNHZWGya+h0jE1dFQaJr+GSsfU0FFpmLgaxntk0Ghgo5Rys5TSA8wALolV5VLKPVLKJYG/a4E1QJ8QX7kEmCGlbJJSbsG/lN7o6FvaxoZXAn+/AlzaYvur0s88IFcIURwDe5SGnSfRNASlY1dINB2Vhp0n0TQEpWNXSDQdlYadJ9E0BKVjV0g0HZWGnSfRNASlY1dINB2Vhp0nJhrGOxjUB9jR4vNOQgsTNYQQA4ATgPmBTbcHhl692Dwsi9jbK4FPhRCLhRATA9t6SSn3BP7eC/SKk23NKA1DkwwaxrvuVigdu4zSMDTJoGG8626F0rHLKA1DkwwaxrvuVigdu4zSMDTJoGG8626F0rHLKA1DEzcN4x0MSgiEEJnAP4DJUsoa4BmgDBgJ7AEei5Npp0kpTwTOA24TQpzRcqeUUuK/eLo9SsPUQOmY/CgNUwOlY/KjNEwNlI7Jj9IwNVA6Jj9Kw7bEOxi0Cyhp8blvYFvMEELY8V8Ub0gp3wGQUu6TUhpSShP4C0eGhcXUXinlrsD/+4F3A3bsax4KFvh/fzxsa4HSMARJomG86waUjhagNAxBkmgY77oBpaMFKA1DkCQaxrtuQOloAUrDECSJhvGuG1A6WoDSMATx1DDewaCFwCAhxEAhhAO4GpgZq8qFEAJ4AVgjpXy8xfaW8+4uA1YG/p4JXC2EcAohBgKDgAVRsi1DCJHV/DdwTsCOmcCNgcNuBN5vYdsPhJ+xQHWLoWXRRGnYvm3JoiEoHUPZliw6Kg3bty1ZNASlYyjbkkVHpWH7tiWLhqB0DGVbsuioNGzftmTREJSOoWxLFh2Vhu3bFl8NZYyyeLf3D39G7PX4s3T/b4zrPg3/kKvlwNLAv/OB14AVge0zgeIW3/nfgK3rgPOiaFsp/izmy4BVzecGKAA+BzYAnwH5ge0CeDpg2wpglNJQaah07F46Kg2TX0OlY2roqDRMfg2Vjqmho9Iw+TVUOqaGjkrDxNRQBAq1FCHEucAU/MvIPS+l/IPllSiijtIx+VEapgZKx+RHaZgaKB2TH6VhaqB0TH6UhqmB0jG5sTwYJITQ8Uf9voM/u/VC4Bop5WpLK1JEFaVj8qM0TA2UjsmP0jA1UDomP0rD1EDpmPwoDVMDpWPyE42cQaOBjVLKzVJKDzADuCQK9Siii9Ix+VEapgZKx+RHaZgaKB2TH6VhaqB0TH6UhqmB0jHJsUWhzD7AjhafdwJjjj5ICDERmAiQkS5OGlruiIIpilAsXt50QEpZ2M7uiHWsNgX712Yhfb5O2yaz0xk0oAIN0WafiWTDtkJEtbvT5QqbjcKhdeRqJiuqeuDc3vkyWpGZRmlpBbYgcVWJZN3OnmiH6kPbJAQZxxj0tjWGPK5RmuzYUIBsbMLTJ4PjCirYusPLgUNG25Pkp9Ma6ugnpZMd0o5wiZaGyUzL668lVvtiKB2bBqRzfPYBDho2Dq1NQxpGF35JYmMOcjA0rSrovs2eLHxrrf/NjdTjkU2W+WI820UDk01bekJtZP7Z1C+D43Mrgu5L1OuvlsqotoupRiLqaLUvWtkuJjqeMhfHZRwKum+HN52GtQKikF4iGFb7Ypd1bNHPW727ENuB0H26cBG6Ru7QJgp17+FtLft5qUDS+qIA51BBf/sRra1qFyMhrL5NFGyP1Bcj0TBa9yRfzwyGFbXun6yoLcC5paHTZbVEpLnoX16BQ+hB93f2HmIUZDC0z35MZNQ0jEYwKCyklM8BzwGMGuGSCz4p6eAbCqvRizdui7SMUDrOcjuZeup4jH372/t6u3hOPZkPn3+adK1tJ7pJevnuxEk4P1zY6XL1/EJuee9rLs5wM/D9iQy+NbLE8HLkSN6cMZ08Pb3NPq80GH/PbWTNmBeyDM3lYuyMGn5VGHpE5XpvPZPPnYCxZgNb7jiFBTc+w+jv7gj5nXBoqWG2yJdjxNkRlwnR0zCZaXn9tdpusS+G0nHDb05iwTkv8GpND2aMPRajqjrSqhOOummlfD38naD7rt7yLSpPrwbT2ofX+fLziMtIlHax2mzg8utvQ5+9JKJyNtw/hgXf+3PQfYl6/X0m345qu5hqJKKOVvuile1iorPjT8exYNzrQfdN3jOKtWM1pNcTE1us9sWu6tiynzfql7dS8PzcSM0CQM/M5tJ/bGRizu7D21r281KBZPVFYbNR+pqN6X2O9N+tahcjIZy+jdCE5bZH6ouRaBite9K+q8ex4MHprbaVfX4T5Td80+myWqINHcZfZj5HX1tm0P2dvYdUXnwKcx9+mjrZFDUNoxEM2gW07Pn0DWxrlxUHCxn02q3+DwJ/ru8A5529iKm94/fAeM+eE5n5WSDA2TK2HSwIKTq5veV+QPZtYM34F9AQDJ93A56NQSKnzWUJkLrk+Uuf48w0k/87MISXZn3riG0t6jRcklmXPsZge0YII9rQaR3jibDZ2H7/aBqLWzzgtTwPzefYYXKs410gkyADVuKC9Pl4+7Uzeb1wPAXHVzBv5NtBjyvUBGsfyIKaMYw7aU04RUdFQ1uf3qy7ux+ms52LOrDZVVyPvZ3IuNXouTleIqbGAAAgAElEQVRsfGAYvkzzsA22Wo2yh5dj1lvzFi+OWKpj0cd2Bu27FUeVoKRhccTGJSJNb/di0PJbD99TY3UdhiDidtGXbbDwgifooYe+j3/daPKD9yah+QS3XfAxk/O2Ht5nSPNw22IrrWPluFfQRTRmi6csXdbxtPEreanff6JqXGcJt3+TiLZHQFL1bRTtonRMfpSGqYHlOrZ8zvjxkC/a7D9x0VXUrs0nfY+gyJgfdrktnxUHDt0JQJ3ZyPGf3I7toJ2e33R91GP19WPZP1Yicj3kaq3DK4f7ZV5B2dLakCGBo8lfUcPQ128DAcb3TLhiDHnLNXo8Z01QGqITDFoIDBJCDMR/MVwNXBvqC85d9ZTeH/xHffDySXENBr23egTl7dhmNZ5zT8Z7hoFd6OS8lUXWjND1ai4XX317KGemrWbG5hMpvS/48XphIWvPL2SwvVNDyzqtYzwRNhtXXTm7w9E1fgLR2tiMdO4Q6fPR+9E5AOy7YxyMDH5cnp7O5u+82Jmio6KhWZjL7O8/2m7UuzWxeQgXWVm8dOXTnOo68mA7y+1k6pTxkPzBIEt1zHpzHllv+v9OEBewnILn51JA63tqnIm4XdQHl1FxrqBHBz9ljnsQg3++HNPt5q3hJ7YKBpnIw21L/RVjMMfJGHloytBlHb+aNgYSLKASbv8mEW2PgKTq2yjaRemY/CgNUwPLdezoOUObmU9pF0boBXtWrDV9DHmmEbloUZftBdj/bS+bz3kh8MnVal/Lflln+91y8SpKFwdmkcz3zyIZ3veawDgra7A8GCSl9Akhbgc+wf8k+KKUclVXyxNVdma5nZbZF4retmqGO1wdHxgl9EaDj909cGkebI1mh8dLKfmmqoRZGZuorUynuL0DTYOvaobiEKsotR8Ka4SQ1TpGm5bnIhR24eM0VyNOYUfL8qIPLuu48IpDGJWVrTbZinohszOp7u1EE9YNMbK5JbPcTjRMTnPVB51iFS5d0VA4negDQp+T+r6ZYT1AVpsNzG/0j2472VkddCpdlxAC24B+SPuR25enVzYu4QOOnC+X8OIrLcaWkxV20XLPfsza2lbbbH37INNdCHcjvp2xf2mVbL6oaIsVGgqfwSf1w9jm2xPyuIVVA8D0B0D3H8pu1X4aiLDaFh2Bu8hB7uAyRG09vj17O2NqyhKJjrYajVluJy7h5XSXr9WILLfpYW5TGl5pTZesSK9hpNOv+7xGgyoz+L1XVqduLqP2UPfT1KA76KgX5ENBXrzN6BqVNRgVwfPFNZPoGq6uLGJWnrPV/VTRFit11Hv1hJysoM8ZdWYjcxqzMNGwuyN/lbnHV8cyTwF7fT0RHl+XXo4Kmw1tQAloGs6MtlPVVnka2OHLbdUv6yxaRgaiTxHSYWdd3T5mZWyisdHe9vm1urZLaVkgSjmDpJQfAR9ZUdbgX6xi6u/HW1FUh2y/qZyVP5ne8YFRwvbf5bxw+lgA0g8t7fDClE1NeL7nZaptPMc0bKC9DBjGoUrWfDefNfp41j1Qyqarng3LHit1jDYtz0VICnLxznyfc9ObWDT+afZ+2nHZ33/mXvr8cU6rbWsf6c0Hpz+NS5jkaOGMkAmPwje+YeoH4yErg70f/IcfZB+IqLzOath38EEe++C1kMc4hElxGKOC/lgxhmUX9wOfj5y3m/jrwC/DNSMkekE+Z/5zJRdmrjiyTUjKbGmtjjvd5WPajOkYMrxgnYng5l/eTe6rLd42CEHV806eH/oat66/Fue5uuW5ZsIhmXxREZxINfRt2canZw7iU21wBwf6MBv9yegHTdrCVGfre2I4bUum5uKNPz5Ko9S4aM4kyq5VwaBmuqpj2cPLmTplPL7SYqbNmN7qpczM+l68euFZUFNniY17rihn0c+mUSebuO+uO8mctzXocUPcq+k4NJh6qPtpapDqOm65fSjv3PRovM3oEhe+czfld4cOBkHiaih9PtKvqmaqY/zh+6mifazScc2vB/DReU8Gfc54qXoIsy4ciXQ3kFP1TcQj2y9ZcROFP6xBSolZ0bUcXdqAEn740ecMc+ylSAdo/eLlyufuof8LG1v1yzpL5aXH88LDT1BrOnjgjluYusiO67pMHvn0z2gtzsL5n97J4IkJFAyyErO2Fo56Ux8tbPXlMamnPaTP1+monnEweIb11gVLjAMHAdAbwhgJk6SEcy50U+KR/nhznp5OXhhDXMwgL0+daV6OcVg00qVlXY2N0NiI3pBNo4z9W9s0oVn2u9ymA2PvfqRh4Pb1sKRMAITGEOeeDu3UhdbZPFkYR59yoVGYVs8xjnSKMmqoDPothSIGSNnhm9ajiSSp70C7vyOWnp4aq9rEG7O+HurrseVktQlQe6QOFQctS8Jsrz/SzjuqO9+vUCgU8cdwyqj0M2OBmZ78YebmGQEt76eK6CLSjHav+UZpw9xXgem2ZjW3Rq8N3959kRWiaQxz7G3XZlsDEbe/pl0w1O6kTjZhqzcw9u1H85ZzrKP1C3AtrfMrdx+2MyILY4itbx9W/6I3OEwG/k1g/zSyuX0KRTPbfXWcPeOn2GuDjyDpM7vtMoN5b2YwbNkkGop9rLp4WkTTuYJhNjQy/ZlLeTIHsk/Z325SaatZWVHIsGcmWVJW2j5JD988sDhBrayt5RfTJ/CAdQOyDtN/YWXrN+Wmwe6XShlWMomMnZJ8GXplOIUiWchecZARz9yBtMFvrn2DKzMTZzUoRWLR70OTYfsm4ck1mXPlY/RskcR8bNo2fjPtIqQvcRKRN/0qNnkeFYpoUvKZh2ENrftjQ7+zgXfK/xX0+MVNHq594070dldyjx39F3vjbUJKYrzWk2Glk2jo72H9eX9OhHyIEaP36smaXw9ApBn86MT/ttk/YsE1eBfn4TwEvTxdWwFanjqSDT/yn6vN/3TwZtOZ5K7vesCy+vqx7P+2F2eGJzAi6Agt/bDk6y4OZtF0tv9yDE0DmqDe5Lg/344wYOCm7fiAork1DHtmEoZD8sp10xjr0rnlhH/zzMtnIht1hv16W6cCXUkTDDJ75PCf856gry2TEcsnURTG9B6FIhz2Gk4GT9+Fb+v2sL+T+dZ8MvHfYJou8pGOtcEg6fXQa6p/atrOn7WfVNpqHHvqKfndnI4P7AwW90vMxkaKnrDYxuayg2zLe3kuSTprX6FoF2PdRkoe2oiw2Zh9wTFcmakCnYrgOD9eSMnH/iTmBy8X9GzR+R1sz2DTt16Kn3FBGP1YZNOrFYpEwPbFYkqOWkhpaa8x0M4khlVNvSl7dLVlIwwViUfOG/PIIbA4xrkJsThG5ORk8dF5T7Y/Cu6rPEoCff6uTg2rGpTGxnMiX569mf1jZYtk0a3ttsIPhSY464IlTO8zj7NWXYLj9u0gJc1jf+SilZQsAj07m+VXlDDWtZuf5m/ip+dsYr23nslTJkAqBoOEx8cb1SdQbK/EXpOqa+DEgPi/MFB0Ea80mFmfR73pYLhzl0pop1B0gR6OeqpOGIowJGzY5p++081ZuK8fr2ZtpJ/9EGemtQ6JFmS40UYOAymRazcjmzoxbUw11QqFQmEZjoM6r9YEn3b/0cHhSEONyFEkB7Y+vTELc6nvm4lDtO531JmNfFBfjEfqET3z64PLkOlO6ouFf9GGCPokwmZDDC0Hm4bIbZssenGTh1VNvSPyQy0rC8pKkDaNQsc3HR4vDYNZFcfiEh6GOvcw2mnHjqRucB4ZzmGtDw5RXNIEg4w1G/jq9N5Ab3rUL1Z9TEW3Y7uvgb9cNwFtw3Z++/Mr2HhteInAFQrFER7r/V8q3v0ctxT8+MeTccxaGG+T4or0+ehxzR5m6Mey9+phLPzF061WuvrwmLc4NNPDbsPJL783Ab5JmMVeFAqFolsx8PdLmPHEscF3mr42q6EqFInKurv7Mfv7j6JDm2TRH9QX89o5pyGra7r8zC9sNjJfrOLxfu/jEgLoXA7Ro9GLenHDPz7htLQd5Go2jl4+/to37qTs0dUR+WHdt4fx8pOP4RTQS0+DDtZuNuvrabxQZ4Z2LFsmX8maidMZaM/kzaceb7OoVP+S9stJmmAQUqqhj1agomhJi4FAq2vEqKpG86ghXgpFV3AKO31tdpqkF5kCI6ytoLnjYguy2EW65iBdc6BTB3on7zvqNqVQKBSW0bzIiEKR7JhOSd92Vib2SB1ZXRPxc38PZ327dXQaISixH2y3PL1JRGyv1KGfLa1T0/+MmhoAtBaDtsNZ8bklSRMMsvUvYd3vC3A4fBS+nI7rg64lkVIoUoEBH7gZUTGJjfset7RcT5mLHX86Lui+vDczyHxrvqX1KaJDKB2D0R3vqTZ0Mn+6k803HTlPPp9G+W8aMNZ0bZnRZKfH3ApOfOR2TDs8PPFlLs6wZtUOhSIUXmkw5N1JZG3SqRnexJbvvtDhd67dchar3j4m6D6r20WFQqFQWENz//THQ75os2/EgmvgqzzsNZIe9Yu7VsHY4Wy/R6LrJr8ueBXQ+U3FMN55+UyEAX3WbaYz625VXzeWmsvqSHN6GGJvoOUIo1WeBq587h5sDXQ9WbQQbP3tWPRjahnaczN2obdqE7O2Gzjktg6LKflXDSMaJ+Fzwd9+/DjDHa4Ov9NM0gSDzLwsZp82zZ9A+utJFMXboGRFvalNCcScZRTNgW3S2nwnx2UcYsG414PuG7ZsElFYwEsRBULpGIzueE/VhcYHgz+GwUe2VZsNXN7rNvQ18bMrnhjrNlK0biOay8U31w/g4ozV8TZJ0Q0wMen3sYnzw/k4J5yCcY7ZaqpiMOZvHkB5OwsJWN0uKhQKhcIaQvVPvYsjTxZd3zeN5eOmB0bX+EfYzN4/iKIn57ZKwhwuh44TrD9sb+upZjt8ufR/YWNky8cLjWPO2Mx7gz45vKllmxguctFKihaBXljI1pvzGe4I/2Ve0gSDRJOXJyrOoMhZjbNSzXXqKq4KwSOHygKfNsbVFkUIhECcOAzTZaeh+OiZn9Fjr+FscX20xnmo/e9pGRkYI8pBCGzrdmAcOBglC+OHnpeHb1h/kBLbyi2Hh2YqIsdW0hdvvx4Ir4H4Zh3S2zY5n1Vs99XxZs0IdCTXZC/v1HBaW3ER3tIihGH67exMMmWFIgWpNht4qfoYvBHMuWwy7djr/F10Z43Jo4eGoInQy/5qe8J/66lQKBSKxKTObOSl6iE0SlvI54yO0I8dgi83jerSI23RjNo8dnjz2bqzB4PDGF1zGE1HnDQM06Hj7dk2GfTXjSZz3INYWDUAfJ0NL7VPc/+0ZZsYC5ImGGSs3cjq09NYjYu8xu41ncFKek9dwBfP9oq3GYoO0DIz+dYr8/hRzgqcwgYWL13fHrVr7HwxOvj10cuzoN1IvTGinGl/m06+Buf98l7yX5obPSPjRO1Zg/n7k49hANf/+C6cH3fvxMNWsnFiCfMmPMb8pjyeOvscfNt2RK2un+28kEPnmqAJtn5WwNTe4eu47Qel/Of2R1nndfLb867CWKcC6oruzQf1ffnXt4diVkcWHNcalgKQ/t4iZs8q7PD4Mq9aSEShUCiSnTmNWcy6cCTmvoqQzxkhEQJjaj1vDn4Ju9CwCxdN0svTD15J5qwVDDFWdqpcPT+XK1/7hEsytgZ9BvvBe5MY/PPlYNb783hZRHP/VPp8h9vEWJA0wSCkxHSr/AWRIn0+pIVRTEV0EEKQozeQp6fHtF5pml3zMyHI1yBPS0OGHt2ftEgNeuhpmJiQar8xzk9VUoc8PZ18vQ5EdOey+qSGUVeL0AQ+2bkmUGoBO8160FPtIlAoOo8hBbKhwbr+mWmovl6ComOCprLuKxQK6zDRkO4I2xChkWbztnpmMqREb+rqM41Gvl7X7jOY5hVRaac8po5RVwtm7GaEQDIFgxQKRcJiW7eD8355L1KDnl/tbbOkoSK2rN5dyKhf3hrewRL6zD0QX82SJJdZvw8PMariVkw7eB+uJjutlPoPi+j1VPDcJalEvu4k/fF97HOXHt5W0+Ci3x3V+HbuCv4lNXRDoUgZbiyYw+0zr8GQMbphfzc21XSG025dyMIrStm9uQdDfrJEvVxVKOKIOOFYDj3kwaEb/LLkbUDjkUNlvDnlHIQBPZdu63SOoPAqtqCIgO123WDHv4oY9dqtZOwzcJldm/1Ue/VYxIT9uGw+xroqODq/UShUMEihUESMceDg4alhKhAUf2wH6il4Pvypekqz8DCXr6VguT9B3y13f83FGW4GbplId5h46xR23in/V6tt6731TM6aEB+DFApFTBnucPHv49+NWX2JOAbpyeJFULyIyYWjWNtBknOFQhFdmnqlM3vES6RrDpqH7C+u7k/BCwvANKITCLKIZtvtQmf8y7eRNWNeROVVl2qsGv5O4FP4gSBQwaBuh14+kIbyHv4PH79tadk7vOlM3jOKi3K/4ew09XiZaujHDqGhJLvT35MCjsvs4hKRCYiGxoHj7BQaJ+OscCMXr4q3SclPEo8gySquxXPuycivUydPlpSStzadQKUvnZMzt3BdVhcTwifJiC+FQtEx2311TKk4AyNm86RVTjaFIlX50O3iX9XHsaKyN05fXcTlPVvVh7UNxSzYMJBBckmXyrAN6Id7aC88WRoF+ie0zAnhNj3834GTqDOcpO/peudGnHAsTb3SOXCcHT3StAiajnnqcHwZNtz92oa+Pm/Q+WfVCYFP7d9PVTCom7FpQhHfTJgCQFYfa8tuWCtYO1bj/Sk/ZMulz1lbuCLurLk7i1XffbpL3/UnYEuNt2h2obP4J1MwpOSclVeTcZ4AmcTRDEVELD75dbyjDM44ryLepliGbGqi75XrWCs0vrztKq67b3q8TVIoFHFmSsUZrD4jDelpu7qOQqFQdIY735tA+YNLsLMXI8IVZA1p8vLDF5H79yUMlsuQXeyTb72mLwtvexIgMNroCCu9giXfH4S5dSdFRvhLvh/NoYc8zB7xEroQOIUdr+z64Ak9M4Pznv2SiTnrsQudo8dT/uizmxly+7IOy0mcYFCUk4aGZ0O8DYg+Umt+MI9G4RLp8yJMC06klHgxMKSJrobiJgai69dOMA2lEInh92EitSO2OoXdfz5sPhAaEHoZ5GaESjqcMnilDUOaaAjSNQdaijUgzbkwNB94pdHm96n7skLRvTDQkB4vMsIHN0UHaNqRvpF60aRIMSQSQ5oIQ3T9XhLwDynAi4GOQPMReXla2yAQ+INNXqkjvL7I6hAaDt04XIchTf+iNF1xcyFA18nSGtvYbMjAM0mY5zghgkHaEBtpf+kZbzO4ruCTeJsQdcr+WsnpyycFPt1radnNOv5f0d8jLittyTbOv/suTB3Ovv9rHuq5wgILFZEw5JkmTv90UscHHoUUbTW0oTP6twvZ8NP4+324nJQ9JxB5P8LDpe/yp9nnYoa5hJrL5mVcJxO7KRIPs6qaKT+9msfSNA59r561p70Wb5OiRu+PdjP+wG2ttu09z8Pm77wYJ4sUCoUiNemr2yl+YRcHm3qyeWYZxY+l/uIE/8/eeYfHVVwP+517t2m16tW9d1uYYmxMNRB6STDFdFPiUEwntC+EHyQhhdDBJJRACBBTQkmAmGJiqjsG9265yUW21Vfb7p3vj5VkrSWrbNEWzfs8fqy9Zebszj1Tzj1zjqJ7sWZbIcfecQODV1Z08DVqSzb8aQKjj9zI1vJ6TrvrNoQBOd9sCStGkOZ0svHlwYwo3sWNBf9pcX7CD+ejvZqP7pO4drbvZdMa+qhhGE/VkWbxNwW6/ktlL1753dlogc7LXjd5PPk3l2LTA5yRvh5wNZ3bEajl9D/fhXO3ybB1NR2yMyWEMWiwvZr3h6S+ISYRMJevJmN5bMqOZjsa5eW43ioHTWf5dT1BGYPijly4jIyFYdzYShvqQuOR4iVQHD354sEEh94iqG77KENQsiP9PtI+CGZ82FNyFBwTZ4FiSGBjKRkbS0OOVQ2cCD+JjzwKhUKRqjg1Gy/1/QaAAUOm0SPO8igU0UbbV0fGzHlhG4IAisbs4v0hn3Cr6whWv60h/b6wg0ULi4U7Sj5nWlZZq+d3bcllaENw53BlDmSn8ebQlxtS1QdfHq+u70H2W9+HJXttT51vmtbbrpBzNVLQ87NyjFXrOuxwlBDGoI2+DKZsOrHVc5cXfceZTg+7jTru3HY6PjN2Ik/I3sitOaUxK1+RAPh9PLDyHN7I380ZeUu5InNPRMXpVR4u3zAZl9XL7T0/4Ui7NUqCKhTdiDjssJKm5L/LRjPF52w65g7YsFZ6OjXgu7bAlE0nstH3bvsXpxhOIdlxYgHpo3Kbjml+SfonSzE9njhKplAoFEmO2iGmUDSh5+RQM2kopg4jcyL3arAM6EfV4cUEHIK+1tAYQG7Tx507jmOfz4lrQwR2hwkl1PVOo2qgjrVha/0j+waxuKofC9YNYKgMz9OoNWa57byy62jK61043J2bfyWEMSiw2qDi2KpWz9308iWc+ZO/MauuH3vOsmBUtH5dNHhl+hnceo8KlJnKGJVVFP6slgrgtw9fwBVXPBdReeby1Zgn6lRqgts/vIhvSrrfglChiJh4THpNg6HXLKbiwNg35s5OFVPw13lUPK8RMLpfBsXeFhcL7ns65NgCr+DhE3+KWbolTlIpFApFCpBaYegUiogIjOzHW088Sr6e1iJkQziUndmLBfcG5y8HlrfN8FM6tR/GqvX0lOFnit1yh2TpxBkNdTgAePPJU8h7aQFD5PdhB7pujenzL2HQ5UuxUEXA7Nx8NCGMQQAcTHDZrDc0jINfFw1SzQovBEIPfcClKWP2G5pIvNKPBT2xg4s2fv9otbdpIMOM/9Wd8UsDExMNLSodu1cGM5xE+/lrlLM5dhH0ADOkSYDO6VPjvYpmdOGkV0Oi2azIwP5KI+oXpYQIskEkOwfqrlX4kRYdYbGoxYxCoVBEgLAkzjItLMLdu6NQNKLpCE1gWgQOEVwvNM7Lg7uFOrd5q1GnTL3l/KVxTu+ROgQitzkIIZvq8Eo/hpQIg7DLbZS9tTCl0gy/3CTvZRRtse+qCYy7fknIsS/fPYzev49NQLp1mws4ddoN7LnGzfIJr8ekjqiirDdxwy8Nxj5zEwVL/ZQda2FthB5aq3xupv76DtL2BqL6/BnSZMxL0ymev39GY1oEZ/9uNr/M3cAN249m9UNjEB207vsydB55eAZHOxLYWBoPulAX/6/3hzz19YmYzYa//y4sYegNC7pOiBRmtFUy5u1N1AQc3JrzSrzFUSgUiqTkrye/zPtzD4+3GBGx5HL1RkARGRt/fyQ/OXEJPe1zydSC3jUjX59Ory8DWKv8aIGOb7USdjubXxvKpP7rmJLxTovzk5ZPRnsqHxGQOLaujNp3mFmTw7P3XojuNSn8YXNYNtL2ZI+Edo1BQog+wKtAEcEp+/NSyieFELnAm0B/oBS4UEpZIYQQwJPAGYAbmCql/D6qUis6hLtYMKPXPLZu9zP15t3sKg+wofYzTFlMXzEEQBdCfEaU2lBUubF/tBD36eNj9p2iSpKNUTvKDBaUvo5PVgCCXgwAIBl10cSkYKkf+0cLyS44CkOaEXnz1Egr+V9tJ1C6JarPn4kkd6XE/tH+yNnCYmHTrwqADaytKsTx0cIOp38VuWncsHEXxj4fQgh+flkmN/88G6Ksi0lHF+riUGs6z/QK3R8+qbIomKazg+3okW5WsBAfHpJdF6ONU7Pxx6If4i1Gu7TWhrEYFxWxReli8qN0sXVOcfo5xTkv3mJ0mOZrjcb5TT9rndLFJCIRddE6qIYZvRr1ILhOyFpLyLy8owghmDJ0MQ8UtG7o2b47m8EN5UYS4PpAtvpzcc1ahul2hx/ouh3ZI6EjnkEB4A4p5fdCiAxgccMDMRWYLaX8gxDiHuAe4G7gdGBIw7/xwHMN/4dF+go7k3qdy9bduQzxrQm3mG6NxSJ45IE8Ditx0O+tK9h2y5/IlUUAPYA3Y92GCUuSeQbpOgwvOon00hoC0s8CZtPQMd5DF+hirHCV+TlpxXkIEX6DlNe46FtfDkDWap1JK86NimxSCpw7fVEpC0BDMPXeHtw2HmpqTcadupWTj3OC0sW4ckTeFuZMnYBmQN5/12OUl7d5vUAwhBIyRU5K6WJ3orU2VONi5+lr3cfOKSOxNItXaa82cb6/CEwD/8mHU9vbFrP6/e5qit3DcOb3xvB7WPXvxxHCBlVKF5MFpYupQfO1RuP8xhpcZSpdTBISRRf17Cz2nTUC0yIY22M1ABv8tdywfgo+U8e1vXMmFcuAfpQf1xPTCiPS3gg555V+riw9lV3uDNJWpEUqeojs9fsCTFpxLqXb8hlmhBf0uitkb9cYJKXcAexo+LtGCLEK6AWcC5zQcNnfgTkEH4xzgVdlMCrSPCFEthCiR0M5nabnI9/BnwWD5OaoWum6Ez2KLPQoCja15nDgJAMv9QDZBNsOotmGSWZkSRYKi3Qy04oxqMEirDhlBnXUQBfpYqywfroIPovMNaSXlE2Rewqf+Q6ejaKriSyNWlF2PZ1Bo52AmwyXxvAhNrbvDECsdFHRIR4pXoLx28VUmx4u2DIdfU7bxiC7SMNOcOBNJV3sTrTWhjEdF1OUE9JMFt7/bMixP+8bxpxZBZhuN947K5g7Jrou7W1x3m43q9f5WF+ldDFZULqYGjRfazTOb1av9YEaF5OGRNFF2b8Xbz38Z3rpzqZdA+/WHIJ2TgU2txvk5k6VV35cT759+Bk0RItdCPsML5W39sK2aDm9Ollue7If9ufp2H6xhaFyc9hL466QvVMxg4QQ/YFDgflAUbPG3klwGxkEDUVbm922reFYyIMhhJgGTANw4KRNohhtuzshTKgy6wHI0oLKHdi3l1pRRY69B3iwRNKG0Ml2VHSKWsNBlVmPQ1haBB2ul3XUUIkVO3SlLsaKaOt4EoTxoi0AACAASURBVPQZpVv9/LDMy/jDHIDSxc6iORwhn6WUSK837PJ0oaGJzhsRU04XD0TT0WzB/sf0ekHKVseWZKaxDbPIBaWLnebACapVGAhnGhpg1SLbAnwgtaYH4yDT6i1bAyxZ7iU3R0Aq6mI3QOli6zT2t8nClq0Bvl/mSTldNG0aVocDaZhIf/S8xhORaOpiR9tQWCwIiwXTYUEjOLa4TR9+DKoCzoaEHR2f3wu7HSEEppUWxhS/NHBLH5WmBqYZ8bqhSXabTo2pU6t5g8Giwyy3K2XvsDFICOEC/gXcKqWsFs0mzVJKKTq5x0NK+TzwPECmyE38lVsS0u+1zUyedyP+DAu/efJ5DjNMMl5/nKMfLWHEyR6+KNl/bTht2HBf8rZjAscMMmpq+OTqo/nYeQIbL7Cy8Wd/bToXkAGWMpdhjGUTq0PuU7qYHNTWmVxwzU4eeyifzIzQhZLSxfbRhw1m4GtbKbDVNB37aNso8iZvxfR42rgzunQHXay6eByn3/UVe/3prL9iCMbKtS3GluMc7ZeTqDRvQ4uwhni2dktdjAJXZC3D84UVv9S5OPszID0q5e4x6jj913eStaml0TcQ8LJkyQv0738RpZu/BLY3nUsVXUx1lC62zgpfPdN+eStp5f54i9IhUlUXXcLOlCc/Zocvm79/dSxDbprf/k1JSrR1saNtuOnBcVxy1pfkWr6kSA++aCp582b6/8eHpc6PrO/4VithsbD5taFMGbqYEWlvtHgpce7as/E9WIwwJJZVayLe1NIo+5LK3Uy/7mZ0j0GvNRvDCxbdxbJ3yBgkhLASNAS9LqV8t+HwrkZXMCFED2B3w/HtQJ9mt/emeU+g6DIC27ajb9uOraCAPZ40zr9uPT+fnMFtF1cClTwEgZi0YQIbWUJI5GmBlLBgGTqQNnFi02FTGixlLsX0pVD0YpNcDUoXk4qAX3L+dTu45DwX553pajrcrduwk7oo02zcUzSb3pam3w+n7uULraiNu6KLKc1uoYueXI0HClayI1DLVc5hQOjYUmkEtz0mIwe2YQPdWxejQL6ezn35jTEeo2MIAvBLSd6yGuSi0AWBKU1W8C09KKJ4hY/N0g0pqIupjNLFg1MnLWQv3EGgdEu8RWmXVNZFXWhMyyoDyvhXn0PiLU7MiKcu+nv5mgVIDqZkT9+moc/5Pqwl26T+6w4acHlbVRY95gRjXUcjDE2j7K/adzNzngejsirsYNHQtbJ3JJuYAF4CVkkpH2t26t/AlcAfGv7/oNnx6UKImQSDSFWp/Z/xxayv58prLDjyxnDU5GKg6eGqRLVh0iClZEXZx6STQT8xtPkppYtdiDQln345lpLBA/D/kEPfTuzTlVLy7L1bKRli47brcpqfUrp4AOaxh1I+Ng2LW1Lw+pIQjx+tspaT5t6A3e7nvhGzmJJR0aWySSlZyaJuoYvZG/2ULLgYw9AQJ2diOWoiuWt8WD9dhPR4uOXrS/hVbh2TB/zYoSwX9+0q4cPNo6jZ7WK4b0UXfIPWaaMNlS6Gyc1l45izbXDMyvf5LAzaVxMywe5OupiqKF3cT63p4YwVF1NZv9/dsq7GwbDaxDcEpbou+qXBuWvPZltVFsb8nPZvSEISRRc3+Ws5f+nV+A2dnPWRmFRii56Zya6LR2HYBGMHrou4PMuAfpSd2QtTp0X6+Fg+fx3xDDoauBxYJoRozBd7H8EH4i0hxDXAZuDChnMfE0wxt57g68KroiqxotNU1JTi/m4JGln8YdE2Psjdw2/vzYPgns6fdNs2TBYPpga+X+inrGo5LrKYJz8DwAiGTVa62JWYBoPuDC/da6V/Jwver2TvCBuHnRyc3CldpFVd3HChjY2TZzDLbeepD4+HZsagQOkW+l8U/P0eeudMpkx8raskBaCKvexkS7fQRftHC+nxUXDS89P5/2NaVhmDZl/F4E/BrKlh6NWLAHj998fzwJXtG4Pee+8Y+j70HT2IburWztJaGw5mNHR3XYyAL18fR4/Hv4tpHQcuC7qTLqYqShf3U2YYuG61kLZqVchx4yDXJxKprotu6cP3YHGTR0Yqkii6+HV9f4ou34VRWRWN4mJHcQGv3vsYo2zRiZ1YdXgxC+59GqvQW5yL5fPXkWxi33DwZfNJrVwvgRsjlEsRRbJFPidzPgCbbjmK7698rvGUIaWMfhsm8varJObwI22cOvJejFX7rc/z5WyklHtRupgU5FiLeG71cZydvpYMzYJLa3r7F1VdFLqG7srstHzSMDDr6jp9XywQfsGOQC07A4VtXuf3WdgRqGW3r/PfN1ya96mNKF3sGKZVomdmxv1Za60NAZAxGhcVMUHpYnRp7E+tQpCvh27xs2sBtKw88EU3dk0emZzKwJYnqr5VuphEpKouCgN2GG5qTA1hRL7AEXY7mt2OlBKzpqYDNwg0l4vmsXoDadELyt+cuIyLzb6fNIPzvl2BQeGXp+nornSwWrBp1S1O7zHq8EuJz9epHFqhIje0oZnuQGtY9NaaHmrMQFiya04nwmIh4GhpbvFKfzBrWJSev9YI/5dQKA5GknncKBRdhbGvkvcuOo53bSey5udpbDr7hZjUkz3cy0//tb7T971ddjiWM40uDcJ8MIY/tpWr3rgO4Qtglh/c/Xbo/6vgqrzr0Or9mPVru1BCRTj8/dJnWHp+H2aVj6L+TK1jk2GFQtElNPanFSMz+PThx0KyBf4y/1s++HoQBrFZiB7IJ8O7pBqFok3yPlzNtauuAxkM1hupR+vmew/ntoveZ27VIHadlYexZ2+b14vDRnLi3+eRpe/PKFdsWYRTs0UoSWJg6deH0e9tYZBjNxveGcVV512H8AQwq9a0f3MreE89jAsenYVD+DnbtYHmcetqTQ+n//pO8pbVtNhy3Bka2zBTW8Zgqx2AkvduYejf6zovuxBsfHkwd5R8Tl/r/BZeQVeWnkrlrb3ANKPy/LWGMgYpoo/yDFIoWsc0MJcGs05ZJx8Vs2oKdH9DoMPOUWWkdWkQ5rYIbNsO27a3250ENm2GTcnhRq+ACQ6dCY4yHMLHTH1UvMVRKBTNaOxPs+xjMQ9IV5yvp3NN1s4uk+X6LqtJoTg4RkUFLArGJYzG8sabZzAtq4y+1r08pR/f7vWmw8q1WcvI0Q+ekj2ZkTYrU3O+Y4TNyRM+gVy0PKLfOZCuMS2rtMGoEurdaCDJ2uRFLloeUXDnxjYMEjTeOHbr4ckuNEYU7zronH2XOwPbouUgZcyW1wlvDPKeOY7yEiu2aih6fhHS74u3SIr2UJ5BCsDSvy+bp/RGanBd/kfxFid6CMG+qRNwFwsyS00y/xle/KBYsqwmj0FfdGzrthBw12GfMC2rjMPSSnn5jlMR7YySru2S7H/MC2a9U3Q7Thiyjnn3TkT3Qe+/rQpOlhUKhUIREbkarJuaj62ygMIlfmyzFsZbpG6PPmoYm8/Ji1p5o0s2AtDPUsHGGweh17cddL++h4FdJPxyPXyqajjjs1vQ0gL0XB7+a72qyyZQ00fDPcSHdsBC9F+1mdy9cDJmQDB8R3VYLw+19HTKfn4IgbT9bbgtUMvJ867H77NEJHu8Sfina8sFJhtPmcGr1fnMfH0URqUyBkWEWrvtR/0WMcU9vIgF059IGVfWRoSuM+6GJczoNY9JK86FmSI8o0gMnz/7pnoGX7akw9c/8c6JTJv4GielGay8fka710/ZdCIVr2kgozT4KV1MKl7q+w3c9A1r/XXc+vFUqKhQbahQKBQRkq+ns+7yYFzPAR9MY+isOAukYM+4XJZOfwZdRHd75Aibk9XXPtf+hQCk1jy6Ocau3Qz9+e72L2wLTaf455uYN+STxgMhp5/ZPIlBl/0AUobtRa7l5jDj5mc42rG/7OW+PAbetAtjV4Tyx5mENwY1YhMG5OeiW22Y1dVIrzfkvJ6ZCXZ7RHUEUtMDDwA9Lxc0HcOhZuyKrkHzm6z1S5xaHb11a8oZhVIRvzTYEqjHaMe9r7zehYUEz/KQ5AiLBT23IN5iNCFcThwi9GWMjiSQ7cRSUKDGFoUixfFKP9sC3nbHB0WUUD9zwrElUItHxr9hnELS2+KKtxhxR1gsaNlZCIsFh6VlYPttgVrcUlBV7yCas6kKw025Kdng6wNmeHOfeMneGkljDDonfRcZs/6LITUe+tOV5L0wN+T82r8M5LFxb0VUR1/Lh0BkBqVERM/LZfAnNZyctYIh1g+AGFu9kmVNEP/+PKWxfbuC+067FCw6PV7aHvQmUOwnAZ+/l6r68v6lJ6B52vbAdLg9BMwousQm4G8RbwqG13Ld+9/GW4wmdGEyyVFN8zeU/S1O7n7tNepMe9eMLQqFIm78Yc8hzLu8BOHvqu0Qv++iehKUZJlLdxNqTQ8X3XMnOUvaDvjcFewZn8/Xv3sKu7DGW5S4EjimhGv/+h5OzctERznNYwR5pZ+fPvhLCr/bQ4+aWgJRDGtw2Ee3MuLJCggYGHs3h1VGvGRvjaQxBjk1G2c6gxlu7ne1XDkU5VZzTro7wlpSzxAEgKZzctaKht9HTdabUANtTDE9HlizHjSdvd78eIuTeCTg81djOhBrNmG4I+1LO0kC/hbxJlszozCmRZtQ7z5daJyUZgBqbFEoUp2KgBO5aiOmit3ZNaiXJAmFgSS9zIex6uDZTbuK9H7ZGFJ2+2fEcOick76rYedBeovzrp2BmLSXpVqPuNx4yd4aCWEM8vVKZ9NNRwUXBIKQhcEZo75vcX3aT3azqbAhE0/DPdf1/qTFddHg7JHL+Pj3R6F7BAOeXdNuCkCFQtE5tLEj2XBhFsKAwS9uI7B5a7xFQh88gA1Ti5E6+/ujhr5JanBd9j/iKF10sBQXseH6QZg2SWC7ZMAH03DsstDPvyjeoim6ASX27Tz0q/PRfIL+H7oR3/0Yb5EUCoVCoVDEkLbW/E0ceLzR6CVDPxu9PS1Ssb9f5+K22ZcgDMHwTRURZ5r1nXoE24+3ggaXzboOBPSeF36C931XHUXV0NjJrjmdbLllLP4MSfECg7T3F7R7T0IYg0bnlbPgyo4G0YJ5Y9+BsTEUqBlP9FjEE1cuCgbKfGsqKGNQ+3RzS7Wic+wdm8WqK5+lVnqZPPtG9AQwBtUPzmfJ1CdTOs6RWZzH51f9id4WF4c8cgPFjwezoiknHUVXMNZuZ/0lfwHgkPIbKP4uzgIpFAqFQqGIKZ1d87dPqEFl5u4jGXrDYjCNiA1BANuPt7J26nMs8Pp5cNJkAqVbIirPdtEu1pa82/Ap+rKL9HR+f/UrnJPuZkDuNIa+3/49CWEMUsQGLT0dLTcHMzcDh2gZnKrbo4xWCYHulSz0SqrNTDR/+Nb2aKL5TBZ4HTg1b6vnR1tl5IYi9fw1YakXLPD6WVg/EIzEeAZSnVrTw0q/3v6FDehIRttEuzEKDGmyzOfHh0Yf3UsPFeRSoVAkMcJvMN+bQ65eyzBrgCwtrWsqVm9mEg5PnpWsPr2RbjfG3n3xFkfRjLX+OipNG1trsnFFmuBECCzFRWCxEEiPXBGFxYJeXAS6hsvacpttNGRvWvPnuFjl6UWxZSV6bccy4CljUApTNu0QZtz0DFZhcKhN40ALZLdHDbQJQfYHS/nN3J+BlGhlKxOiWazfLueRE88E0dJiIy06Y97exB+LfoiskkT4oglC/yeX8+A/JoNhEti+I97idAtu234SZRcXgNkx45tMT+PSdz/n0oy2vWOX+fzcdek0rGUVrPx1IZtOezEa4ioUCkVcEEvW8PRJp4CmYbwUYNbwj7qo4q6pRtExsrQ0Zjz6JDWmjcu/uZYhVyhjUKJgSJMpf7iTHv/dTranLuIEJ3puDof+dzunZ/5IH4sbiOylljxsBL94/V/k6bWMtHpoHmMxWrI3rvlL/QW8Mu0cvto8gqFVazrkYaSMQSlMIA2OdmhAxyyD3Q410CYEptuNGaHbZbSRXu9BYxcJi4WagCPyStTz14RRXQ3V1fEWo1tRE7ATKN0KHZx46JmZ1JntJ1nwoWEtqyBQugXh7hGpmAqFQhFXpN/XNB+o9Q3swoq7ripFxyixBed+rsz6OEuiaI6JxFEhI97C1YSmc2T6hoY1dOTezdKqc6xjDzm6kwOTbURL9sY1f4G+hdd313aqvIQwBi3bW8CQf1wf/HBA0KjTT1rEUz0Xhlx/9NLz2P1jUWghrQWXOlhH2niu+WJMQt6Y8mA8ohTm51uPZs6ckoZPd8RVlrijBlpFPFHPn6INYj0uurYICuXcDstj1nt48tWf8kiObD2wY0M9lnrBgMoVHS5XkToUn7WFdYPGhx48IOBni7nXgdceLHDogecPPN7seu8f53VKboUiIVEvjBQpSOPc5pjjl/Ny369Dzp22+kw2LOzb6hreKPKx/OTnYhrL03fqEWw+W0faTEbZ3gNcTevmcOY2e689in1jTSx5Hpxa6Bb7j9wObnl/KsIQDF5ZQTgBEoTdzuZ7D8ebZzC6ZGMYJQRJCGOQfXsdA+9ufVL64SuHt5j01n5SzMDHox9tctdNE7ssMHW8+Pz7UQxt+K3Df2xSBDXQKuKJev4UbZAo42Ij0u+j9+87Vn40gjYqko9PRnwII+ItBRz51/J4i6BQRI56YaRIQRrnNl8+Mx4OMAZt+V8/Bv6m9XmGPHos3pMCOImdMWj34TY2njej4VPQI6j5urmzcxv3aTVsnPhaw6dQY9BnVaMZfO/3SL8vLEMQgGa3c9tF7zMtqyzMEoIkhDEolRAWC1r/PqBpUL4Po6KiiwUQWPr1Qdqs+LJaGUnUAnQ/aqBVxBP1/CnCRFRameW249S8HG030YXaCqxQKBSxQNjtaH17gRDkONxdVq+W4UcfOqjL6osFovSbeIugSFAs1Rqz3KFbzy11B79e8xl87O5Dnl7LYfZ9FOrpMZPNkCbfejXcph1LVeLF29UzM6G4ADPdQaa2DIBtgVqW+/LY4OsDgc6ZrZQxKMpo/ftwzcezGWnbyQXP3UmvP3ZtvlzN5WL0e1uYmvMdeboEYqcsCoVCoeh6ht6/gqd+fzzeUX147ZUnVcYuhUKhiBHy0GHc88arFGhu+lg0IAoxAzvAouOfZeenXVJVzLjwrLYTDii6L4N+t5Snnjw+5Fivmh8O6iUjF6/k9eMORwiB73Ubn434T8xkKw24+e3l07GsL2Owe3nYnjuxYtfFo3j13sfQkAy22gGdk+bewKCbd4IpMfZu7lR5yhgUbTSNkbadjLA5MWPnyXZQhBAMcuxmhM3Z/sUKhUKhSDrMmhqoqcHWI19tyVIoFIoYInWNMVZ3Q/DXriNHd5KTeE4JnSJNea0qDoJZVwd1bbgCtbjBwNi1GwC3P7aB3A0Eln11TfUlGoZNMMqWFnIs4NPDllcZgzpIka5R+hs7ntrD27zOnu6juKHzPurMpfxv0P7rpYQB/xRYP10US1FbsMeoY/zbd2Cv0Oi32N+ldSu6L/qoYay6PQOhS57o+c94i6M4ALG9nFOfuwtpgT7f1sRVlrrzx1N2VgBqLQx/YB3G3q5N2frIvkH87a1TEQYM2LCFQJfWrhg2eQ2LDjkcy04bA+9fjPT74i1SSuAUNiruqKVi6uFkfm+n6Kmu9VSOBK/0M/w/N5K2vfPT1NLyx2IgkaK7Yi3dzTHP3YlpgcvPn819+Wu6pN4pm05k6azhXVJXrFC6qEh0hN3Oht8chlHo45hhyyMuz9K7Fyvv74mwm9wxsqVr3/BvLkdblkHaLkl+oOPJDoTFwqYHx+Hv5WPswHUA1JoeSt67BcdunZ7Lw381qIxBHSRLS2NlUxCo9gi+PXip7zfQN3S/7CFLb6C4i90+95kw7IW9GKvWdW3Fim5NfZ9MVpz6bEwj/yvCxygvp/fvEyPQ6u7DNDae8hILvH4e/PNk6GJj0Mc7RtP3N3NBSmUIigNvDZwNA4NGuS8eKlLGoChhFTqLD38LgJLsi+GpOAvUCTwywKCZAfQ5Czp9b5nsxNtmhaIdAtvL6P1wMEDrRxNHdZkxaP6ywQw9SDDdZEHpoiLR0ex2fnn2BxEHYW7EzM/i69Mfp/dBtu+7PnWR92Ln9VpYLFxy1pc8ULCy6ViNGWDo3+uQiyIzYiljUAfxS4N/1+VQZ9oosW9nrN2OV/r5oC4fj2nlcMfWFi5brVFfKNHGjkR4/Rir1wfdhVKNZPlKKpi2Ip50wfNn6dUTsyA79hVFiD83+EbDIQzcw4twZEcnBk5NHwu6aP+HLnLWUDl2JCKC/lis/jbse1OWTv6cWXo9xiFD0Ov3e7AKtxdj7YbI5BACffhgpN3a/rVLIquqOzPPY7DWVxSVsqqMdHSPMs0qujHJMpdWKBRYevfCzM+iZnAGtgPmnVVmPR/W9cYvdWy1kSv2Jn8tX9f3Z1dgEMITiLirUMagDrIlUM8Ll05FW7eFh351Pusv+QvLfZKXzz8dsWUHD/zhPDad83y75cy/7FHqLjV5vPw4Vh6bhunuuswECoWie7Hm9r7MueDP8RajXTI0HUijxObgjecfj1ocHJsQ2EX7QfT/3v8Tyj/wRlTXWWfsieh+BVyVuZUz3nw25Ng9285iz/G2iLyFNJeL8TNXcE1O+14m/fqEXU2359rnb6LvX1ZEr8DqKJalUCgUCkWMWHl/T74+/XF0oFAPfaH5ctUIPjtlJLKujszaRREbb85fejVFV5SDNDGrIvdUVMagDmIg0Go9GJVVaD6x/1i1m0BlFcLfsdf8ObqTHKDYXsXKLspI0OUki8eNeuuiiCdd8PyZdnlQV9VEJR6ZsezCSm9LB7xG2sAmKqIkTQrRybHAKvQWz2u+vZY9RBaEVAhBD1tl0ulCsqF7waisircYCkVqkCxzaYVCgbCbB51j+KWOWVEZNQcQv6FjVERvztlhY5AQQgcWAdullGcJIQYAM4E8YDFwuZTSJ4SwA68ChwN7gYuklKVRkzgB6P+hm0PKb0D3SIrKlwIw8F9+Dtl4Q6vX1xdK5l/2aEgmgjNcy3n19fEYRviT3EBAY/CD9SGxgEy3mxceOZdnswTmcZUsG/9G0zkpJfOZjQMHY8UxADYhxHy6YRsmM83bEaA762KyIqVk61OPcvbsSv7zj54QZV30DXKw9U+j+cWwL2L3JRQYhuTI07bSszg4lHa1LoqtOzn7T3dhWqHn/yoTLv1pNLgkdy5XvzkV0wx/ZWSxGJzk/BhoOVFr3oax0EVF16DGxdgTDV1sC2mYbL77eSy5GfS+71KY/I7SxSSkO+jifSNm8dA7Z8at/r65ZdhF6BL+uuI53Pj2xQgB/5f3KrA/FZ1T2BD3l7N1+ugOla90sWNYiotY/UhP7Gn+VoNFD/v6ChzzXNgrJDmezse/AzBOOIyy6T6kFGx+O4N3604gZ310t1B3xjPoFmAVkNnw+Y/A41LKmUKIvwDXAM81/F8hpRwshJjScN1FUZQ57ojvfqS4IfZT4+Rbn/M9xXNav14bO5K6S01ymh0bZUsLMdSEQ5VZz+SiG9FX7T8mAwFy/zYXgG1pE2H8/nNbWEc6GRg0xWPoDdzQHdsQSNq3Lq20Y7fVxWRlC+uwFRYBlY2HoqqLo9P3saDDAe8V4fLUC5UMH2KjuqbJDNOlumjs3UfhM8HBKBUNQQBH2q0sn/B6FEpq/Y1dK23YvcfFJEWNi7EnerrYOo//pYJFY71U11Tzn4mvoXd3XUxS7/XuoItTMiqYEvc5VqgzwQlpJiuOatRPPeScVeh8NuI/HS5Z6WLHkJkuPjz2WUbYnK2ed8xzUfx4ZEHgq/vbWXbUi9RKL5OfvRF9zvcRldcaHTIGCSF6A2cCvwNuF0II4ETgkoZL/g78H8EH49yGvwHeAZ4RQggpUzFScscQXj+Plx9Hsb2KM1zLOxRoujVm1uSw1Z/b9Lkq4MRS5+/QeOHxV7OHHQxgBFtYS0NzZBBsI1BtmBS0aMdg63cLXbT0KMY/sBhhmIgla5DeyGK8RINe6VXsOvoQhCnRf1yPWdd+5gyPdLOHHWSMmwyla5QutkOt6eHlqmF4ZMffXZyX8SODrNHZEmRIk1eqe7LP2B97yCECnFK3go9nu7n3lhwe/2tlYzt2C11MFbaVBVprQ6WLSUZjn9odx8WuZLdRx2tVYzBi8CataqeHt2btY9K04fzw6mb+tHcgsF7pYpKhdDH5UeNi+1j698XfK5eqnnYcIvRVXJVZz8tVI/BLHXtF+D+DVjIcI8OBN0fw533DqDEcHV7zd5aOzq6fAO4i+DBA0E2sUkrZ6Ke0DejV8HcvYCuAlDIghKhquD4kuqYQYhowDcBB6xa1VMFYvZ6Vx6axEgevvj4+LI8gr/Tz7L0X4pq1LOS4rO9YOrnVOz9nCCUEGiz1fnwARiRtCEnejknYVR3Yjg0DbbfQxc1XDOTr6X9mjd/OQ6dfhLFmfbxF4uV+s6n9p5d9psl1l92E9nX7qYjW8iNDKGFbQ7aBvftMiLIu9u2VOuHgvvNkMOussZi7yjt2gxB89N4Y5ox+Pyr17zXrefPa09CXrG06phXk8dbwhTzxqzxq6oITASMY9bpb6GKqcNuvy/lDszaMhS6qdow9jX1qdxwXu5JHyo9hxUnZMXkR84NnDgOtR/HDjX72+HfwyZHZ0N11MQm915UuJj+xGBdTrQ1X39KTRec/hiYEWVroi8cP63rz2cnDMauqw94aJiwW8v6yk6f7fMzZKy5jzoRCkLLDa/7O0u6KQQhxFrBbSrlYCHFCtCqWUj4PPA+QKXKTcFneCaRsChoVbowgQ0p0rxlW8Kn/fe7BZikmU+SwT+4Oq/6D0a3aMc7Eqh2TpQ2lHgzAnmvWgR5ZQNmIEPvrtgqdHN2JJuqRevszt3JZhg07mSKn3Ws7S/N2POIQR8K2Y2cx0ZDu+k71fX4zOumtAXxSonkDIfWXV5RTmGvl8EMczPkuehkhk0UXU4EPoebROQAAIABJREFUP6ujMF+PehuCaseupHmf2h3Hxa7EL3XM2rqIMvu1RrANLbjMNPbJGsDAdNdHpWzVjl2H0sXkJ1bjYqq1obTKkDjAzTGkQNZ3bs7aAqGRafWQozux6kawrBg6W3Xk9fHRwDlCiDMAB8GYQU8C2UIIS4OlsDewveH67UAfYJsQwgJkEQwqpQB6zLBzxKzrO32fMKHwh82EEzJqySIfu2vWUy7XYGIQIMBafgDQY9KGyaLmSfbWpbV21IL7gpNOFy3oDLh/NWtvGtjhey7uGQyG3Fu3os2oocrT8XujiS4k0/JnAvamY05hI/93pWytaVum8r9tZc/s3ezWP8X2rof/1fm59f7yYLFRbMOVZQUc8evO9zOJhP38XXxb8m5Y99qeyOOI3tdTPRiWXf4UdtGxTGFu08ehr9xCRun+Y1oA8jesDkl3X1GzmeXvBUj7915MI4Dh86NZLJCEuhhTOjgWDPz8anK/slPbR7DomsdwaW1n2nxk3yDefPKUiMaasgUfsW/9Yv72r/1tOPzcbIjVuKiICVXspZwd7JEfJ/242F1prQ1jOkdNFpJlLt1AqupiwVc7GP/rGzGtcM/tb3ChK3UzJn46v5oX37WocbE9YqSb8uix1PyqBqtmtlhnxJJ2jUFSynuBewEaPIPulFJeKoR4GzifYIT4K4EPGm75d8PnuQ3nv0j1vYOdwfLFYvLCTPATbuzw2+/JZMucqRir1rFP7mYLaxktxrNTbq1BtWHS0Fo7evFSg+9/JFk76kLj5b5fQ9/O3+vUbHw49L/RF6pThHbQVqEzc0AHFPsJgGIA5nzn5tHnKnltRjH/fG99VHXRsqeOvBfndvC7JCbrDhkPJeHda5u1kDwg47RxGJfJDht+/Rj0+dzbIkCfccB1g+VIBntGAuzXRcNLDfVJp4uJQMYSB3kvfkfu0WPxX91+KOzFVf3Ie2kBmAe2TMfJIxf4CbC/DcduHMTnLFHjYhIxWIxhMGMAkn5c7K601oZqjpp8pKouBjaWkrexFM3hYNX1vSCFjUHT785k/f9C1xlqXOw63D3sfFXyElah01WGIOhcNrEDuRuYKYT4LbAEeKnh+EvAP4QQ64F9wJT2CpKZTnxHj2v1XGFhRYtjNQMMck9r/fpIqBmYAvlYNB3z6BIC6Rbcfds1H20jGBA84jYMIVk8blKnu4qaLkYTa5WPO3ccR5rm4xf5XzPUmh5y/omK/pR68hnj3MY1WTu7UrSYstjr4x/7JmLXAvwy/1vy9fT2b4qVLiYzUehH2nsGY0BC6mLcSJaxIBSli6mB0sXkp3vrYnL2n62REroopeTtDYdSEYh/zJv+jj3cmlMacmyDv5YZe44DYHr+VwxolkTDkCaPVQxhu7ftEAVl9VmI+lZjgqWsLkrD4MWNR7OyeBPHZqxlsqu61euE1Yb/2DGYNg1Hj5bJYv5Vm8nXNUOZv7sf2UbntkmKcWPw5jnYN0JHa1D8xjVS6YYihsrNnf9inaBTxiAp5RxgTsPfG4EjW7nGA1zQmXKH9C/noxefbfWcXVg4MH3emskz8J8X/hvBgxG0xOntXpfI6K50Tv/L/5iWtbbV75MrCsmlsPGjT0oZlTZUdC2N7Thfzo6qLkYTMfdHNk60IXQb9312Lu8M+rzpnFf6efe+U3B+/APfXPEzpj70LLqIYxygKHLt0isoOn8jWlYeH3w96KCGrhMmOjlhYtOkQuliDGjrGYwWyaCLirZR42JqoHQx+VG6mBqkoi5Kr5feF65hdQLMVX845SdM++uzODVb07H7t51NxUn1oOs8Oucknuk1v+lcrfQy65YTsH61rLXimlGD9Ad3eXUXXTTr6sg9dxOrhcand1/G5BtmtHqdXlzI7c+/yjGOulbX17964zL6/W4RWXIzZqATe3mEQPvTXj4a8j66EOjCGrJGGia/j7nvQkKknNEQIQ90e1iF3tAQKYwI85WArpOheZp+T0Oa+GUXdlzN5NYwEZoW/ncBhCbQREuPLSlEROUCoTbGCOVEaK2+xJGCiOWUzW8/UM4E926Sfh/S0PGZFgy5vx390kDzS6TfhxYAEwkyBTzzgICpBQNs+vz4pR7yvYGUMXolC43PYMBM0TGjsT9IEc9sPxJDmt1PT3Q92JYp0o4KhUKRasjOLPJjiGjFH8JEYPr8CC2A2cryXpgSGQhmeVPjTCiN7drKcjOIEKBrpGveFvaKxjm+MAgvuL7QsGnGAev2/WukriAhjEGKAxCCdU8fScmY0k7fatMDnJG+HnBx6qqzqHmhN1pAkrElNunomqMNs5D2QiEPF78FwDh7FVnveHEHCtu5s40yhcmv+3xI872TFnSOfGgh634ZfrkAdxe+B8BIq0He6/uo9kVW3q/7vENzC5NV6Jx097csv65nROXeWPAfIBg4ucdL29nr3S+n9vMkUGHToO7BXhxbeMP+YxKyF2/EAArmbOP4229MGZfoHls9ABi1dfzzrjN51bX/mfClC2b86imOtHcsoLFC0Rb64AHUP2eSZfNQ/uwAXG/Ni7dIEWFZuZmf3XEHUoOxd/zAjF7J/X06yk+cpXz4wSH4jMKUaEeFQqFQJA4uYWfkI8vYUlfIym8HMuC+5I4p2ZXsmXYUfS7diMtazWibF0hrOrfY6+MXv7sFW62k/4/lLeJLdpbf7hnOR384AWHsXyN1BUmwkuyGCI2SMaW8P+STMAsI7hNdX1bA4JnBSWVX+FwMtleHyJyjO3ljwP+iUHJoEC1daDxSvKQxDm/EuDQHr/b7KgoltXyT/dvCZVDYnltmx3BqNl7q+03IsSPtre9tTTQsXywm44BjjZ1cYPNWMjZv7WqRYo9p4PhwAc3zIukFBey8Jwvs0U1lreieSFca/xj2PL0tLg7pdQOu9m9JaIyKiiZDyI9TB0KvOAvURfSwuHhr4GyAlGhHhUKhUCQOutB4qudCAEoqLo6zNMlFTX+arW3TQs6VGxkU/mcDxq7dUTHcLK/pSebMhWAaXWYIggQxBm30ZTBl04ltXpNvq+PRnt9gF1aerujHt5WDoi7HhOyNLQJyxQVp8uOKfkyxtP2btIdtXVr7FykUiq7D7+OBlefwRv5uzshbyhWZe+ItkUIRM1wbdaZsOpEsaz2P9/yyU9vBuxO7jTru3HY6PtNCelnybpetHhYg4/zxEZWRttOL9s0PUZJIoUhe8ntXUnf+eDS/JP2TpZgeT8zqshQXUXVM/6iXa36uvBwVyYdTSHacWED6qFwY2DJY9Os1efxnzyGs25dPka88rDr0/Dyqjx+M1GBTmYcplhOZv2wwQ+XCSMXfX8fIoVSPbAga/vY7B70uIYxBgdUGFce2naqv8tDhlL83m94WKy+8dCY9npjf5vXh8Mr0M7j1ntYDR3UpUjL0xoVURBgzoa9UboAKRSJhVFZR+LNaKoDfPnwBV1zxXLxFUihiRo/H51LxhEb1sIFs/m+AETZlDGqNWXX92HOWBaOiigwzeRdP68/+C+bZkcWiOGn5+aSdpmInKRTzDp2JeahkgVfw8Ik/xSzdErO6qo7pz6dPPB31eKwTT+tcViWFIhHobXGx4L6nARqye4Wuxx/494UMunsB+VRhmOH58NQfPoCPnnwCKzon/fJmKt6sChqCojj2bbg0j+VTnwHA8fbBr0sIYxAA7fyYwtj/4wjZ/vVhkUhzDylBdqWTWPfGK/0Rl2FBbxH01C8NzAg36WloTQP0gXKaCfXQKjpEY9+lmk7RDRDawYP9N/VnrXSRhqnhlf6Q/q8RDYlmsyIDImECekaMpiM0gZTJawjRhRZ2PtZojJUKRZsIEJYIlj1CQxdB3dQxETZ7ZIkvrBb0Np75Rn2yCj/SokcmezuYuohJch6RKsEgk4DGcRFNQ+vSTUapSWu60DhnEQbh2yEax3pd4JcmuhDBwNVRtGs09hWm3vr3OJDEMQYpFHFilc/N1F/fQdreyBYVA+5fzct9v276bEiTMS9Np3h+ZOVuPhc2nfUC2wK1/PTBX+Laub+8dZufiqhsRRxJzvWeQtFhtt91FMed/z3ZltUMtIYGTZ/ltvObe3+B1W3Se/lWDuwlsx9I49TCG9gz2srim5/ELvbf/3+9P+Spr0+k3nCw9Y7BiG+Te1vRGemb+X5Wf3ymhSWPH0HmG8nrHRQOfmkw9pmbKFjqx7nbg0xSY5gisbEPFwz8R2TLnmn5MwE70/O/4tE5J7Watamj2LRqznZtANLbvG60VTLm7U3UBBxtXhcJQ52zUj9Lc4rTOC6CwR2Fs0FFn4sqzdeKQ9aFHyNo3ZNHcNqEH5m3o5rJN9yGMGRUg0Xr2VlUz8yjJK+M67L/0aF7lDFI0e2pkVbyv9pOIEIX3LU3DYS++z+bSHJXSuwfRbb/03nIRADcUlD43R6MVeuazgmpAhEnLeqFmSLFcfcxmmUECzUG7Q5kkPXZaozKqhaGIAC5cBl2oMAYhyFliL4MtabzTK/5eKWfU7NHHJBiIPnI19N5osciAA4pOozMOMvT1ZiYFCz1Y/9oobKRK2JGP2tdFDIUBnubAVYXz/SKRriKtg1BEEwe8sei5DZ4K2JP47gYRBmCok3ztWIkhpseQ8qZ0Wset2oBVs/SkH5fdP24rDbuGjSLc9I7vj5UxiBF1FjjyWbSinO5rPd8rsnayR6jjivWX0B9IPw02pqQ/G7ge0xw7H9jYUiTG7YfzdqqyFLBn9fzB27K2RxRGQpF2KhVjyJCtGo3P1t6NS67l4wtqekWbi93c8ryKdgtgRZjgYZG2bEWsguOajomTMj773qM8vCCOioOjqir55IfrybbWc8v+n7FlIyKkPMPlo9kzu4hnS7XMLWgR1C0BFUoFAqFIgq8Wp3Py1uPprzGRd/68INF7z19KFKHCfmLoixh5ChjkCJqiLU+bKds4XdPn8s15/2VRd5cxMUGtl07wi9T1/nTF6fx7uDPmo4FMFj90BgcEXrcPP3wGdx0pQrgq1AkJGpl2C6BjaXknh10mbHJBDRsR6EN5eIVpJ8uWh0LrEJn7RXPYTSL21Fterhgy3T0OcoYFG0C28so/GlwPL/v5fOYcspLIefffeUEip8IL3GF2hqmUCgUikTjgTnnMfT6hfSSMmwPnsCwPnz08J/J0dJaxJZNBJQxSBFdpAxZAEgpIwqGKU2JKVsqjoiw3GDhkd2uUCgU8UazB7ctmD5/bBIrxAhdSITDgebwti+7lEjDoM5vp8qsx4oekqa++eRKO0iwakWUaG/cVUad2KHpwQCxXYDP3jJ+jFUYaOnpSE8XLWbqY19Fldm5SpzChlXoGNKkVnojrt8l7AddHHqlH49M7gD5hgoKr0gChN2OEAJ5sLBZYY5rwmpD6Bo+u46OQBcabtOHH4O6gB2IPHlREw3jg3DY0UXn9E4ZgxTdF7VmUMQT9fwpIkQfNpiBr22lwFbDx48eT/ar4XllxIMznFvZ/Gk+fql3THYp0W7PYHLOjeyc4GDJTdFPg6xQJDJVF4/j9Lu+6pK6iqyzyNRCAxbfnv81L311BEYrL+hiwaclsS1/nsfgrttuwVbVcYNL/u9KmTngCx6rGMKsW04IyXTcWQJpOrc+9U9+ml7b6vlD515Fz2dsrZ5LFjZsejbeIigUbaKlp1P/XgGTitZyS/pLLS+I4P3GukcO44pJX4X0p4e+cgt9PvdiqfEi/SvCL/wA9lx7JOfc+CUObS/HOyqBjgecV8YgRfRJlkWueoGpiCfq+WubZOlH4ohMs3FP0Wx6W1y8m3dCvMVpSRttmKM7uS9/DUCHZTd/XIUOZOePj1w2hSLJ8ORqPFCwsgtrDDX69LC4+FX+6i6r/aEYl19pOnHNK8XYtbvD92ytGQjAdm8O1q+WIf2+sOu3ZWayO5AJtG4Mqt/jRJ+zIOzyEwKV5ESR4Ahd55I+C5iWVXaQC8Iv2967tlmfHexPM0pBn/N91JcAnnzRrK7OZR5UxiCFQqFIMQKF6eyaMjHeYkTEgOHb4i2CIgmxorP5DDvpYyaSvdEfcTZHhSJR+tPaCV2wbyqFWVGXS8mCi5s+11Q4GVG/ro07Yov0+fj9l2fxTHENp/ZdzSPFS+Imi6IDaDpVF4/Dk6upsSUF0EYPZ8ekXEwbDLV9E3Ku1vRwxoqLqax3kPND5zyQ9bxcdl44DNMiOLrPj0AwLf2lS68iYGrkl4ZvQD4QYbGw79Jx+DIFHF7V4vzTFf14YV3j2PWbg5ajjEGK7ovyPFDEkxg+fyOLy1lw74zYVaBQJChOzca6y4KJAUoWXEyPj+IskCLpUf1pamDd4KHHT1c1fe4B0U3p3ElMj4eh1wU9fz6+byKPTD/AGKS8hxMKzWbl9Lu+4oGClWpsSQF2TMrlh4P062WGgetWC2mrVrV6vi1kn2L+fe8j9La4mo59WDuGoilbMd3R9ZTTnE6uveeDg3o1Pfb1qU19TFsb0pQxSBF91ACmUCQlhjTZa9ZjJEAQ2CzNFhIkWJF8CJ9gR6AWXQgK9fTolWvCDqMeK5Cvp6nYQQpFiuA2fVSZ0XtzrlDEAqtuoGdmxrQO0+1GBgIgBJrLhWiWHCGQlngZqZIFLT0doeuYrUwvG/ufnYYLzMjnwVVmPW7TYLcvus+KsFjQnE5EZgY20TLm2W6jDkNKhK9jb52VMUgRfZTHjUKRlLxS3ZM3rz0NzRv/DCbrb7OyftLL8RZDEQHDH9vKVW9ch7u3k5effIxBVlf7N3WAjM9XMe1nv0BadSb8dTEPFkQvCKNCoYgfY7+5loF/bsyE83/xFEWhOChvlfyN2fOHxrSOFx45l9y/zUUcNpIT/z6PLH3/NtFiyyL1siwMhN1O/XsFXNJnQYutYQDHfH85hQ9ZEQETuXF9xPWNe+12Br5Tg1bvx6xfG3F5jey7dBzX3vMBNhHgZ67NQFrTuS2BWi695Q7St9YxYuc2OjKbV8YgRfSJv1OBQqEIg31GOvqStVF3ZQ0Hc58KEpzsBLZth23bcVUPwhfFDERGdTUsXoGwWCj3ZUStXIVCEV/8FQ7koiQPmqxIeQZZXQw6WMDhKPFsVvDNuumwcm3WMnJ0Z0zr6w4IIZhUtPag26qqqpwULFoStWVs2i6BXLQ86ttRfZmi2XdICznnkYKM1fswVq3rkCEIlDGoW6A5HOz4+WH4D3wp+/A7salQeQYBoCHYebqPqgETcW2XZP9jHiTA9htF6rOsJo9BX1zV6fvEDgeD/YtjIFEYRLMfkSZrPxvEoK1XMbDHHmYN/wBdtDROOISFjRdYSTtqIjnrDNLfmR9FIaKH98xxlJdY8eabZGjJuUVqrb+Os+ZejxHQ6bvKH29xFIp2+eXOQ3l35diIyuhVUMn/Rv8rpP/51G3lhvmXRTQ9sNoCfDrhOfpaXPx2z3BeXnpURHLm5dTy9dg3sAtr07FvPSZXzrsaaYbfOesWgw8m/IURNidPVPTn6SWTQs7nL0jO/kyhaO15joTGcdGyq4rDZ9+EsJhN51rrRxQHRx81jM3n5CF1mJ7+t5BzbtPHsUsuo7IqnazvOpeFqzmN8zLTBsfNuRmhyejObTSdvdccSX2+QB5eHb1yUcagboHIyOChm1/hnPTQt/36w3ESKFGIsV1GFxobf/I3+AlM2XQiFa9pIOMZrlCRUMTw+bNvqmfwZeFlJklJc6WU9PntdwDUnT8e80lJa0sOu7Cy8Wd/BYLBh9NjZC+PlC0XmGw8pTHwYVqb1yYq8+r7Mfi6zRiVLTNgKBSJyPufTWDw3XMjKsN32ji8LwZwiv1bPP6261gGXb4UzPDnB3pBAT98V0hfi5uXvjuuKWhouMijx+Ke6ceu7zcGvV1xJIOvXBlROnU9M5Ov5w9mhK2Mp7+fxODLVQatg6JerCYVsXqejfWbGDJ1U8ix1voRxcHZMy6XpdOfadV4VmX6KHjQRv6iyNqucV72anU+MyeMivrcRrNZOXv6l83Sx0ePhDAGCYsFPbegzWt82Y6myXvAERz4ok2gDQ88HUkg24klBvXGnNwsbEIZIRQKhSJZaGtc1GyqP2+kzJ3FWn8dGULSwxLq/uqwBoJzBWli7KuMaLGtUHR3nJoPvbA30ufHrKyKyCikUCQj2zw5rPXXtXrO9CTEklrRDD07C6w2/M6WltVa00OZYbDTcAVjBIVTgRDoebkgtLjPy6rMenYZJuv8eWCY7d/QjIR4cguG13Ld+9+2eU265qWwYb/kP3/xGKVX50Zdjr6WDwF7q+f6W5zc/dpr1Jmtn09kbMJgUlotYG332qiQLK4F6q2LIp6o569tkqUfiRFtjYtjbLuB6ARjTmZkIID/Sju3pk1l61kFLLstNE3sB2NeZuF3hewMZPPeRcdhLl0dJ0kVKUGy9Nkx6jvvLpjPN1+uxWPaePKXU0j7QMX2iSndfAxMNEyPh7Ip/bjVMbXV8yMrtnQ4Rosi9giLheqZedw1aBa9LB+hH+BFdcaKi3HdagFThh0s2tK/Lyf8ZznD7DviPi87ZuE19LnPD4aJuXFzp+7tkDFICJENvAiMJtg9XQ2sAd4E+gOlwIVSygoRzH33JHAG4AamSim/b6v8bM1ssYWpdYLuXSU2ByW2WAQ4PbihRxcaJ6UZBL9S8lFZpXHZHTtYsdqHEPDi44UAuhDiM6LQhklJEg60fsPDcjmXWvbvFxVC5BIlXVTEHr/0sYrFVDz6JaNerFS6mKQ0tmOsdLHtcVEZghoJlG4BIG18PoY0Q9zAe1hcnGNxsyOwm3dtJ7a498A2HMkRoHQx6Yi1LiYdMTJaZWlpnOn04Jd1PBrl1NZKF1shWYyPzUh1XQxs6twiOxlJJV0syStrmEe13E5XWe8gbdWqiMqXVgtnuZYxwuYk3vMyd60dY1V4W8g66hn0JDBLSnm+EMIGOIH7gNlSyj8IIe4B7gHuBk4HhjT8Gw881/C/Io7cev8eTp3k5O0Xe+DzSdz1JkAP4E3VhsnD6p2fkUcxJeIoTGmygNkQbDeli0nCWn4kj2Iybr+EJZfMULrYxWSsr2HoB9eDBn89+WVOcYYX4K+xHZUuhkeJfTsP/ep8NJ+g/4duxHc/xqyuDM3Cmp+nYZ18FAVLJK635gEt29AIvtdVungQ9LxcNk0fjmGXnDEqivN9Idh941HU9dz/hkYYMPjFbQQ2b231FuOEw9hySvAF3q63/0la/4n0GDcBGQiwbcaTsKNG6WKUmV2vc+3nV4MhGLauJqrv05QupgZqXEx+UlkXvdLPoXOvon6Pk5wfwg9W7zn7SHZM1AlkmuTpwZ5wyv9n78zjo6rO//8+986WPSEJEHZICBAUUUQQd61KtS5Va9XWirVFRa1Ubavt9/u11vqr1bqhokWtLdYWrXvdrVtdWFVk32SHJATIvs3Mvef3xyQhy2Qy+8ydnPfrxYvkLuc+uZ/7nHvOc895zrZTWbq6BMcBnTEt0csdpU0u45uLc5A63JK5oMu+JtPN5E9/gqfaFVHy/T6DQUKIHOBEYBaAlNINuIUQ5wEntx32N+AjfA/GecBCKaUElgghcoUQRVLK8rCtVEREbZ3BJ0uaefqhgQA4HAKHQwfIxacdRFNDC37NsAL1dSbVTbuYwLcA0ISG8C3XrHzRInilh2qqKONothMHX7QyMapHzJXrKJ3jG0L8yuIpnJG+JOQyOusIyhfDYbLTyZbLHgfgiKo5DP48dtfK1FxsO+cJAIqHXUnJ8/411HCAVL7YK/l5vHTln9q+gkYPoesce8WXzB96yBdrzWYufP869F6CQeUzXGyaNZ/aOoOj5u9iy+vVCOFrgB/zrwN8UR4DX7TgaOJo8u+aIxl3/ddIjzuqt0L5Ymqg3ovWJ9V9sUV6GfKIA/2jyKa47jpTsPWCx9p+ywBg1dvjKb3T15AJLWNPYA5MzmH9FY/2mvx6zJ9M5IrI/p5gRgaNBqqAp4UQRwBfADcCgzqJXQEMavt5KND57b27bVuXB0MIMRuYDTBiaFKkLkpZtu30Upiv8+O5+1i1rpWjJrl48M4CAFskGkJXHV1Et4EYcywWtNq9y8Cup7POs4J6WUs2uUhfkyxqvmg5DS1GM404cLKOFRyYt5ifrm5QvmhBOusYK19U78XY4k/DcUwG5YuWwl/7xjD7uS9aLGilfLEXUkBH1Ua1FrHyRaVhciN8wbwABwhxNLAEOE5KuVQI8RBQB9wgpcztdFy1lDJPCPE6cLeU8tO27e8Dv5JSrghwjXp8OYiSkQJgf6KN8EModqUDE4ANQCMwHDCAwVLKjlBjJBq2HZesOiarhhC5jpmAR/liQlG+GDzJqiEoXwyFZNVR+WLwJKuGoHwxFJJVR+WLwZOsGoLyxVBIVh2TyheFEFVtZVv9XsWbSG0bKaX0u0RtMJ87dgO7pZRL235/Ad9cwcr2oWBCiCJgX9v+PfgennaGtW0LxEYp5dFB2BJ3hBArktG2UOwSQgwGlkgpJ7T9fgI+DUuiqCEkqY7JqiEkpY5JqSEkr45JqCEkqY7JqiEkpY5JqSEkr45JqCEkqY7JqiEkpY5JqSEkr45JqCEkqY7JqiEkpY5JqSEkr47JpqGUsjAV7lW8iaVtfS4HIKWsAHYJIca1bToNWAe8BlzRtu0K4NW2n18DfiR8TAdqk3XuYH9BaZgaKB2tj9IwNVA6Wh+lYWqgdLQ+SsPUQOlofZSG/ZNgJ0LfADwrfCuJbQWuxBdIel4IcRWwA7i47dg38S0xtwXfMnNXRtViRbgoDVMDpaP1URqmBkpH66M0TA2UjtZHaZgaKB2tj9KwnxFUMEhKuRLwNzTpND/HSuC6EO1Y0PchCSNZbQvJrjhoGLJNcSRZ7YLk0zFl7lUcSTYNQ7YpjiSrXZB8OqbMvYojyaZhyDbFkWS1C5JPx5S5V3Ek2TQM2aY4kqx2QfLpmDL3Ko4km4Yh2xRHktUuiKFtfSaQVigUCoVk0Wu9AAAgAElEQVRCoVAoFAqFQqFQpA595gxSKBQKhUKhUCgUCoVCoVCkDioYpFAoFAqFQqFQKBQKhULRj0h4MEgIMVMIsVEIsUUIcWucrz1cCPGhEGKdEGKtEOLGtu2/FULsEUKsbPt3VqdzbmuzdaMQ4swY27ddCLG6zYYVbdsGCCHeE0Jsbvs/r227EELMa7NtlRDiqFja1s1OpWHv9llCw7brKx17t88SOioNA9pnCQ3brq907N0+S+ioNAxonyU0bLu+0rF3+yyho9IwoH2W0LDt+krH3u2zhI5Kw4D2JU5DKWXC/gE68A0wBnAAXwNlcbx+EXBU289ZwCagDPgtcIuf48vabHQCo9ts12No33agoNu2e4Bb236+Ffhj289nAW8BApgOLFUaKg2Vjv1HR6Wh9TVUOqaGjkpD62uodEwNHZWG1tdQ6ZgaOioNk1fDRI8MOgbYIqXcKqV0A4uA8+J1cSlluZTyy7af64H1wNAAp5wHLJJStkopt+FbSu+Y2Fvaw4a/tf38N+D8TtsXSh9LgFwhRFEc7FEahk6yaQhKx3BINh2VhqGTbBqC0jEckk1HpWHoJJuGoHQMh2TTUWkYOsmmISgdwyHZdFQahk5cNEx0MGgosKvT77sJLEzMEEKMAo4ElrZtur5t6NVf2odlEX97JfCuEOILIcTstm2DpJTlbT9XAIMSZFs7SsPAWEHDRF+7C0rHsFEaBsYKGib62l1QOoaN0jAwVtAw0dfugtIxbJSGgbGChom+dheUjmGjNAxMwjRMdDAoKRBCZAIvAnOllHXAY0AxMBkoB+5LkGnHSymPAr4NXCeEOLHzTimlxPfw9HuUhqmB0tH6KA1TA6Wj9VEapgZKR+ujNEwNlI7WR2nYk0QHg/YAwzv9PqxtW9wQQtjxPRTPSilfApBSVkopDSmlCTzBoWFhcbVXSrmn7f99wMttdlS2DwVr+39fImzrhNIwABbRMNHXBpSOUUBpGACLaJjoawNKxyigNAyARTRM9LUBpWMUUBoGwCIaJvragNIxCigNA5BIDRMdDFoOjBVCjBZCOIBLgNfidXEhhACeAtZLKe/vtL3zvLvvAmvafn4NuEQI4RRCjAbGAstiZFuGECKr/WfgjDY7XgOuaDvsCuDVTrb9SPiYDtR2GloWS5SGvdtmFQ1B6RjINqvoqDTs3TaraAhKx0C2WUVHpWHvtllFQ1A6BrLNKjoqDXu3zSoagtIxkG1W0VFp2LttidVQximLd2//8GXE3oQvS/dv4nzt4/ENuVoFrGz7dxbwDLC6bftrQFGnc37TZutG4NsxtG0MvizmXwNr2+8NkA+8D2wG/gMMaNsugEfbbFsNHK00VBoqHfuXjkpD62uodEwNHZWG1tdQ6ZgaOioNra+h0jE1dFQaJqeGoq3QqCKEmAk8hG8ZuSellHdH/SKKmKN0tD5Kw9RA6Wh9lIapgdLR+igNUwOlo/VRGqYGSkdrE/VgkBBCxxf1Ox1fduvlwKVSynVRvZAipigdrY/SMDVQOlofpWFqoHS0PkrD1EDpaH2UhqmB0tH6xCJn0DHAFinlVimlG1gEnBeD6yhii9LR+igNUwOlo/VRGqYGSkfrozRMDZSO1kdpmBooHS2OLQZlDgV2dfp9NzCt+0FCiNnAbICMdDFlfImD1QcKce5pjIFJ7RcF53jBSLv/a6xtHID9m5bgi3PYKRpXQ6YQUbddG2ejxFnnd9/GllzEJnfE16iner+UsrCX3WHr2E6tKdi3IQvp9UZsqxUwxzoYn1bjd99WdxbeDUbUr9lCI27ZKnrZHbKGOvqUdLKjbmeoeAdmUDa4yu++Fmmya3M+sqXV7/7WERkcnuv/3GTli1WtUfXFsHXMTGPMmCpsfr4TSCQbdw9EOxjDOtrCRNsX+3t9Gg0C1SOdWV1TgHNnExD996IVfFHYbBSObyBXM7vci7CJg+2ewRlMHFjl930Qa1/szJqqQhzlqk4MFqFr5I5vpVD3+N2flL6YhAink2GlB0gTWlSeQTMvg3HD9yHo6TYGJt9sGwj1odcLyfxelNnpjB1VhebnbzaRbN5RiKiNrC50D83gsPwqGqVk78Y8pDuyvlv3fkY49am/9+Lq+nyc25p7PSdSX4xnfdr+LEuIqob+iHa7LNq2dyaQhrEIBgWFlHIBsADAOWy4rP7hz5n2Xy/Ovctjdk1hszHmGRvzhy7xu3/SskspOn990OXZBg/j16+9xnEujbHPXMuYXy2OjqGaTtoTBbwy9h2/u09Zex6OM3ZChFP8/iNf2BFRAXTV8egjXHLZO4dWutvmaeDUd3+OaNUY8YaJ863YaZsMNDwyhs8mveR33yXbTqX6hFowoxsQWirfj7iMzhpmiwFymjitY59ekM+mX5Vippkd2xwHdEb/4UvMluADp6FSeckMlt02v8u2m8uP4rX/TENzw7EPbcJoPeD33OYpx1A+Q/elieuOwP/2zvvpdEyg49v3dW5HyF72d9/e/fhf3hxVX+yuY9BlTJ7Mc4vmk6en99jnkQYn3XwdWYv815/9nWj7Yvf69O0mJ/OOOwmjcl9vpyu64a8eaafaaOKoN+Ziq9M5eolJ+q6lQPTfi+H6om3AMDZfNhypw3Vnv8XcvO0d+6Lti/qAQq555TPOzWhi9GuzKb0msgVT4lGP7L5qBsuun88mTyNzZ87CWL+5Y1+sfbEzZY/NYfidn0d8PSugjythw5wCEJLSpxuQX60NvYzMbM5/cQuzc/b63d/5+YuVLzZcPJ3yEyR+YgA93+n+9kPXtkJvxwfz/g+mHeGv3CwvH542jwI9gwu2nM7KVWMiaps1fmsaHz40H7vQe+xrlR4mfXoVnqq0kG0v/+NDIdvSnVi9F93HTeWNJx8lXesZmGiVHs6cPQfnG5H1W7ZdfyzLZj3GslYPd5xyId7tOyMqr3s/I5z61N97sfj9Kym5/Ktez4nUF+NZn7Y/yyZmVDRsPWIqe062YWSafHTOfYywZXbsi3a7LNq2dyaQhrEIBu0BOqs8rG1brzj3NEYvkKKIFiHr2J3R9ky2nf0EAGWVcxj+VvSMUwRFxBoyIJd/f+8+JjgONeoX1hWw6IGJEMNgkD9eWXcEJW31RKCQWtoryxjzSnxsihZbA++OXEdFolEaJhlVpmTCQ9VdgghBEDcdvbt2M/q23QD8a9JRXYJBMSX6a4okG8oXw6R5dB5rLpyHXeic9Pl1ZPXedwyf4J+/sHUsP1Gy9YI/h2ZXUpIBwEsl70FJ7NpmTmFn4wkLwzr3mD8HHJmZ+r4YKLCYOqS0js63ljPmLbANH8aub6czImHDaGJHLP6k5cBYIcRofA/DJcBlMbhOUuHNMdBLixFeA++2HRGP2kkCoqqjO9f03R+P1xcZt/79sQIRayi8Bu80lrHDW96x7bO6sWB21U84nWgjhoIQyPJ9mPX1kVsfA4TdgTZyKGgaVFRh1PmfiplkxK1O1dwGbzYNJ19v4CjnQQbqGbG4TH8kZA1rTcHbTU7G2Q8w2p4Z6FBFL9iaJG83OdEwOd7V6PcLcIhYv30jBLaRw5EOe8cmIzcdl/BN29GyPOilxRFdonaIE0347wVpCJoLNHIjvIY7x/cOsiNpHpFDmnGoPLH900CnWl/DVCb4znPIOgqnE31UMWTGfqrtslYPBw3/9fYQWy2THK4u23Z7G1jjzg+6fJfwcILLiy5ikfq1J0taDGrMniP9+qLWDCho6vti/+jqJK2OjQNtpJcWIxqb8e7xPxpREYNgkJTSK4S4HngH3xJzf5FShj6W1GIsP/sBqmYK3mks492Tx2JUWStnSXeirePnF9/HgQsFz9ZM48sT86zSCbc00dDQu20H7548lne10kMbDQOjrusULXnkOG79x0LytWZ+/H83kbswOUf6iQljmPvSiwy31XLZPbcwcH7yD++PZ50qv1jHsydOQQiB+1kH7034dywu0+8IR8N9G7KYd9xJrP/9yI4RlorQKHz2K+a9fhJkZVDx+if8KHt/ROWlQvtGy8zksJd3MivvUN2nC8lomwvQWXHSo1S8G9k1XMIkR/PfEdaFxqu/vIfGWyLrxObrEshghC2dJxc8iFseKu/i7/ifQgypoaEiPB2HlR7gvtefobDt2YkVrdLDjb++gbwP/I/53XllCWt+1nWazmmL51D8s4qgr+EdU8Qji+ZTao/9B5tas5lf/vxGMpdsD/ncfft7nz6jfDE1SFYdncLOi3fcS6OpcdnXP2bg+eVqIEIvxGSwk5TyTeDNWJSdrBToGRTosMNb3rXjbGGiqeNAPYOBOpS6yvlSGxCNIhVBELGGUgYV2JS6xuH2JvL0dIyIP77HEE2jzFHNMFsmpjPRxgRP3OpU0+iY+9zkGRPzy/UnQtVQer0YlfsQraNjaFVqY7a0QEsLenM2LTI6FZPV2zdCCIpd+7pM/e1Mnp5OXs+0IVGlc86FSNGFRnG3kXNpfYyWsLqGCh+h6pgmtF6f+2jjrDN6zSNiayzpsc3r1kPKO2LLycKQ8ZuD5Kj1hpUXRcrAo7CUL6YGyapj+7smN7335NiKBCaQTkauH/cxd//120i3RtldFXh37KLlO8ew6yID2aJT9tsdeCsq/Z47c8PZ7PxwJLZGGFq/Ms6WJwdrqgope2wO40/f7JvD7IfpaTu445FzMD0ao/8psL+7Is5WJobLB33ODU9fBlF+ebfenpwjcBSJpXVUOpvvmMLgt+xkPRedJLN2oeO8qpzNM6dEpbxUQ/lidCm/eQYNh7fi2OFk5B1Lo558P160+2Ik3Dm6axK0SHxR2ExOSHsbiE+nWKFIFtrbqDFHwuj1e+ktDDJ4cV0PO4assWb9plAoIkQIdt96LM3jWhkxpBINgdn3WVFFBYM6MTtnL7PPeIpybwNXLrgGduxi/yQbW89Y4Fux4qFZ0Esw6JvlIxjTlgE93iImC47yRobf+TkrB02Dnh8+ACi1Z/DNqU8DcMSqOQyOcDi6VTg7vYWzT/9L1Ms95r7Ipj0oUpPDs/ez7IynGFt5LVnPRa/cDye+ChOjV14qoXwxumSdXsGqSS8xt/xoNvxeR1o0GNTui9EmMl9UgSBF/6O9jRoPAo2HkSvWMLx/fAdVKBR9ITTGzvym0wriGl4Z3/aOCgb5wS4EdcWZ5HjLaCnwhXbsSBpK88hwlnUc1zwwHZfwAo7+kjE+KBwHdBbWFZChuTk3o9rvUpUAzQMl2uSyLtvE9j0YNbXxMDMuvN+ss8eTF7PyDxjlfR+k6Ld48z1ok8sQHgNj/RbLjq7oj4g0F9r4MkSuO9GmpCSd3+laVY1KLqlQJAMqpUdQCI+XZ2umUeoqZ3rajrjkDkoGDhg2FtYVMMW1i4mOtL5PCICt2cvCutGka62cnr6doihOX+1A9Q0VfSFNNu4byMJBBQy1V3NaWvzb6SoY5IcCPYMX7/0TBpCl6UAao+2ZPPfw/V2WtNaBgbr6wtad0X/4kkUPTMQsHkbZi0/0Okd76Q/vo/EHh8ZRmcBF//cL8v6aGtMtDGly253XUvDKuphd42DdlpiVrbA+K2c+TP0ZBu80lvDiyZPCmvOvSAwjS6p44rUF5Go2wNXn8YrQ6PxOP/HlWxh7owoGKRQKa+DdvpMvTx7Alwzgd4+ew5ZTnk60SXHh4IY0Fk2fyO13X8C2cxdEVJb2ySpem1ECus6br01i0egPomSlQhECUjJq1lYW2Sdy4JwyPr37kbiboIJBveAvQhwwaqy+ZnTQkbSzviDgcXl6Ot3HzJgWfiK7fwAwkdhaZExHOsk4DyVUWIscLY0cDYbaqxNtiiJEHEJnWCy+VCo6aH+nS2d/ndytUCQZaiRFcMhDbUvTE5/l5ZMBaRgYNbUIbxQeFNNXFppOizdwfyVsVN9QEQRmYyMA9ubEtEUs3PWOPj/bO5WPn50a1rmjljdF2ZoUoKKKy+65pcuqTc0DJUt/eB95vYyoGv/j9Xw58zDc27Io/tWypJ/WopcWs+WOTOwOL3cVv5poc5ICq2mYiqytLOSIe+cw+Ds7eWfC61Ev/+HqkTzx1Nkg4KafvsCsbP8jjiKpUxNN09QmNp/8V2rNZqb+/SbSKgM3PrdU3h8ny/oH2oJCjhg5h7Qqkxzv0kSbEzbtvhgJ51zxCb8fuLrjd0OalLxxNdnr7RGVa55Yw+pp/+iy7ayNZ7HntVERlds4RLLq0odI13qu4BYt2wOhfFGhUCj6JzlfVnL0vTd0CSxn7TRwyB2JMyrJUcGgTny0u4SiB+KTXK4/YNTVMXB+1/upTS6j8QdmjxFB7fx91EcwCuaOPpoNevInDfUWZrH0+Pm9Brf6I1bTMBWxVzYy+IHP2Vw8DSZEv/zPaoopenApQhMsu2RMr8EgK9eplTfMgJOhyTQY80I9csWagMfvkI3xMayfkP7S0vilOY7h19t2X4yED88cC52CQSaSog90shZFVu7utBkwreu29RuGURqhvfK4ybRe4iWdnsGgaNkeCOWLFkaNpFCkEmqkW9zxbt3O4Ae3J9oMS6GCQcmINFmzewj35hcz0rGfizMjnGak6YgpZZiObomcP30hsnJ7wTZqBJ6hA7pss2/fh3fPXkSrhweqTmSws5azMtf0mgCuyFHLmuNOQPMcGjKn17ZgrtkQE5vDRWvycN+BaeTYmrgg62uK7f1zWodV7kPn589ZnfqtTlelzr0Hi1leMwq8gdY3CY4XG7LZ6i7ky53DGY2vXvrvrmLuTavye3zDnuyIr6lQKGKD86Dk3oPFuISXK3M2kqmp3FSh0lzkRR43OdFmxIWaEju6UL1bhUKhSCVUMCgZkZKSH6/jA30QNeefznfvfbTXFbmCQR+Qy8XPvMN5Gdu7bC8YFqGdvbDhxiGsuKjrMO3jH7uFYf9vL8aGLaw7IY11uFj47LQeQ9TbuWXARmY/83WXbZd/cyHmqXpSTTuSK9fxxYwsENm88fLhfHTYK4k2KSFY5T50fv7yWpYl2pyYM+LuFXxw3yAwG325vCLAkCb33PkDBrz4NWOMDUjTQJow7NItfKAP8ntOqecr9aFXkfz00/7twCeX88HCQWiF+Yx5v5Kz01v67b0Il7XnPkLrOZEH2q2AJgROkYYnlrkK1fOnSCVUA0hhAVQwKEmRra1IQHdHoSYRGrl6U9ymMkm77HGtjsTQUmI2+fIrGUbvSe90ofUoI9PeSo0mkMmU67PT3+Mx/XeI+wW93Qctii27aBTVyc7+gPS4kZ7oLE1uItE9Pe9fe12lUCishfR6kV4voikDQ/afJLTRJF1z+J0Op1AoFAqFFVDBoH6AWVPLH2//Ib9PF7i/U8OqY/4Zm+uMddDwyBhuHfnvHvsuv+h93pgxkfJ9uYy7ZgNmUxNF850c/fa1NAwXrLjq/j6HqN805B1uev37eE2N3NvTkMtXBzxekRgcD+Zz9LBrackXZL1SCUDm3dloH38VUbl3TX2Fh98+hbpmFyNuqMW7e080zFUoUoJdv5lB3gkVIZ9nqPpUfb3tjLoXMWH0v39K/nJrN7nrSmD15fPQiGHgUD1/imCwynOiRrr1YN3eQo7+v2txXlTJZ5NeSrQ5ClQwqF8gPW6y/7EEgG3Fx8IxsbnO+LSaXh371wUb+XXBRhbWFbDIMRGawPbBF+R/AAOOm4znx30P9znGaefTSS/RKj2cOXAOzj7PUCQCx9vLyQfcM6fyxg3/xC50Tiq6jqwIy70kq5pLJr3EJk8jc7NmRcFShSKFOLIurIaVqk8VitiTv9xG/pOLE21GRGTNnIrxQxnVAb8KhaJ/YdvfSP6Ti9l8xDSYlGhrFGDRYJB2xARaivpIUCslaV/uwKjyn9i0v5K+VzC3/Oi237bE/foDbfXUnzoeW9Oh4E/DEBu3lp9Gmu7p2DbKtZ+5edv9lqGhsf8wO4XGVJxVTcgv1sbabEUY2Gvd3FJ+IjZh4KyOXk6FdCHZP62AjJG5USsz4bwVm2Tuiv6De1sWc0cf3feB3c8zbdhrPX0fmMqozu0h1L3owS5POnPLj+ac3K84La1rvpwXG7L5pL60zzLSDiTT/PYkRj1/imCwynNilRFMiSDKGoqph9Oa32mGiZSkrdiKceBgdC+UglgyGLT113a+Ou7RgMd4MDjrpp+T+bwKBnVm0KNL2fB4+MmoI2Vmeisnznu4y7b7D07i8xMHYTYeamStPON0Zv/5UdK1nnPx7ULni589hCElZ6y5hIxvC5Cqxk02xOKv2TrDAQgc3i+iVu4wWyaf3DUPI4U0zxqaaAsUVqf4V8vYoIdTt5to3q/7Pkyh6Kc0bxBsmK7x6kNXse38BV32/c8/fsjIu1b0WUa6N/UXLFAoFIqEIATaPQd4Y+yhxWuapIeLrp6L800VDOoLSwaDNE3iFIFN1xFIq0SO44lpIBO8Glf3AI9T8yANE+n1dAR1hFfiwcCQJrroOT/dKewgwGnzgtAAM+EBIVMKjLbs1v5s7o9EK3lxd9r1VyhSFYnsqE8AjL4e+CSo2xWKlERKpMeNMHv6oDBi955LVfpsK7UvXx/PJp1IkQaFrof1t8i+5v4JwrtHqfPNTpHMCA2bZnaJDZhYaDRmm2/16YcRlB3IFy0ZDBr+gMYJL84JfJCEvE930j8W/LQ238/+mqVvjsZrplNzzwicbywn7csdnHXTzzF1OO1Xn/H7gf6Tm9415mXu+WgmjR4n2k1ZmF+vj7P1h8i8O5sTiuZQPU5j5eyHYptkUaFQpDQbdw/khJsPvedsLSbpB1cm0CKFQqGIDKOhkX/+8mwWZmpUfNvN1tP/0mX/H099jn98NN33y4nxs2v3rccyduY38btgFHlwiG9RmNPTt/P6q0fgNgaGXMaU7M+xC/8jSzOFk7J7V7OzMfRytZ9aspupsBqmQeMdQzlhYKfYgITcL7aS9J/IhGDzw8cw6fDtHX7YGqVls/fPPpbhP9jq+yVAfWpJLxWff03W530fpwJB1mCELZMXiv8DwNFF1+IEjKoq3xQ/TWfNNUOgl2DQdJfOSyXvUWs2c2HedSRuAhxoH39FFuCcORXjpyrJokKhCB/tYCNZi5Z02aY+sioUCktjGrheX4YLqB0zA07vuvvizFouHvsOQFzbc83jWnml7bpWpciWyfNj3o96ubrQmDdkeVjnHuOsi7I1CoV/bB980WOhmqQPBAEIjUmHb49J/VM/io5yA9WnlgwGxYqywkp2XzQNYULWf9Zj1AWuxITTSfMZR2A4o9Prd1Z7sX3wJUiJedKRNBc6qDpSQ+tH82GqJ0pcF03r+F0K2La3hUtsp3Zs05D8dtjrlNozOrbZ0amY7iK34NC5weoYKzQE+ycLNO80XPs96B99mRA7QsHMy6DxW4fuod4iSXtnZVINg28yfYmpD7rTQz63wNHIfUM+xSnsPFw9ks9qimNgYTjEP5m7QqFoQ0XZDhGFe6HXtnD5NxeSaW/lpiHvcIzTHnmhin7BK42ZLNrXvuRtdN+L3ds3nRkxpDKq11IogKRMZ5BZbnDJtlOxCZN7h71Oka2PBZmiTLsf5gyvjet1kw29IJ+6k0qQumBKtm+Ey1p3M3fuORu3oeM4GF6/S9gdtJxxBN40DcY0BnWOCgZ1YtHoD/A89B7lRjOzv3s19LFKlT6wkDsefJLjXNFZieXne2ewZYYdaRg476jgzbGvoyH6Vf6ZTRfPx7z4UGvUIw1O+8XPqH7uUKWhOezM++RUHhm6tGNbuubgqxu6JqYOVsdYoQuN9Zc/inm55NKtZ1J/kg5JntNj3PB9fPjQ/I7f32rK4vHjj8eo3JdAq7qy2/CwfdZIjPWhNxRrjhxP1cvvM8xm54mnzqbowaV9n6RQKFKbJGywJ4wo3AtzzQbMU3VqNMFNr3+fTye9FHmhin7Bz9+/jNI50VtwojPd2zed8X107T9tbUWcSMIPDRkvLKX6JR09J5s3Py/hqpyKuF6/3Q/7u881TxnNGw89SLpwdEzRvHPP2dSc3IA0DIQZ3gJYWm4ONzzwHOdmVAd9jy0VDBK28MyVpgyqE25IExMTIwTnNRA9klQ5he8rmEcaISWwMhGAhLa5gr5ztYROfYo3uuj692oIECA00aGj9AqaDRet0oOG1uFE3ec72wFp1xE2W9DPQLRp/3scmoHmsCO9Ue51RHkupEB0uY8u4UHY7b57aBgJTdJtSBMvBi1SB68Rlp6ik3MLSdIH5xQKRRxIwgZ7wojSvRCaAKGhCXVzFSEQw/dy9/ZNf6FV9v3BunNbOtwy/GH298o1WT80mAYYBkYCgjH91Q97IAR2dOxC74gXuA3d19eKsA60C29I99gywSC9tJjMv9RQ4AxuyFNn3lp9GKVX9f2l4XvfnMnBP45CGODatKHPKsyo2MddV8/CdB5ypsaBNl68415G2DIpfftqRr4UfE1gr/X4lviVEs+thZyZP4fKo+2smf1Ivxod1BldaFz2m7dY//OiDh2l18uum0s4M3cCe0+wselHj/k9t0BPY/qfv6DKncX7bx/JqP9dHGfrD/HbYa8z75NTMaPscl9dHts3zTRXHeNfLafZdLBswVTyn0jcPTxlzYVo8woQXolr17qE2aFQKFKMZG2wJ4Io3Att0njyH68g297C7IJFgDPyQhX9A+WLUWVRfR6P3nYxemvgD9OB+hoNZgsz7r+JARtDDwht3jEv5HNSin4eC1P0jSFNDn/qegYv9eI46A57RFAk9NkzFUIMBxYCg/A91guklA8JIQYAzwGjgO3AxVLKaiGEAB4CzgKagFlSyoiTpch0J/ePeJVhYcxtvMSdTnUQwZQtBwsoesOXJC2Y8TzS48b+n65BpvTSYhpN37XStjtwvhFEpmt/LFmFE8hPm4aJjGh0UItsYi3LcdMCCIYymhFiLIAuhHiPOGkYLjfk7YC8HYd0lAbis5U4gdzCY3tdft4udO4o9E0RK+50vI4AACAASURBVB41Ic5Wd6XUntFlWls47NrjYdbP9lFZ5UUIwU9/mM1IeyOx9MUcLY37inynlA0+ivyI/oLI2LMvl5IQ/DMZsbovKnz40xGIqS8qokvn+rS84T5ccrDyRYhK58XIcvHw8DfJ09OJdSBI+aL1Ub4YO3Z5BpD59mrMpqaAxwXqaxhIBn7Z0mfeS3++KGjq375oseCmaqPGHxPJgHUS5xvhJWmPBsEMU/ACN0spvxRCZAFftD0Qs4D3pZR3CyFuBW4FfgV8Gxjb9m8a8Fjb/4oQaP32VJoG2Th4uIw4gbRAMJZJZIs8vNLDMt5ngBwEUAQ8ZxUNj8zexQuzvoUwoPDdbXjLK8jc6+G0tRcgOg1FP3Hglo4gUDsThlewb9axaB5J3mtrMevr421+xNhsgntvz+eoSS7qG0ymnrkLu8+Db0X5oiWwsi9qCCqngdd1bCIuH3dqJ/eevM+fjm3zspUvWoTO9enI53/E7hvvsYwvxhSLdV6UL1oLYbPRcP4U3JkarYf5AhTx8sWNLbmcsva82PxhCeTqEf/lkqxqdnsb+MmW79NqHOrabd9dwDhjTZ9lpFW0ctqai7DrBg+UPM8khytkO5Qv+sFiI4Os3Ea1Cp5vTaFhmIPmQsHMtd9HE5L0isgX6dEnjmP/1AF40gVDbW8AjqDP7TMYJKUsB8rbfq4XQqwHhgLnASe3HfY34CN8D8Z5wEIppQSWCCFyhRBFbeUogkHTyb51F++XvNk24iWyKWJOkYaTNABswk66zKKVZoBcfNqBBTT8Vf5mbrlzI63Sy1n7r8P5RgX2d1fAe11br6/ecBJ33No1GPR66VsYd5ls8rRw85dXwHrrBYOKBtkoGuRz2axMjfFjHWzY5Abli5bByr6oC41vvv84xsVWHZcVGoGm5vrTsZF6UL5oGTrXp5rLRTrW8UXFIeLqixbr2CUjWno6P/zd6/w0Z1dHHRsvXxSb3DjO2BmLPyuh/PrpC7jkjKf4oGkU2oVNOGpqOvaVyh1BPbbapytJmykQNjuPf34y84cuCdkO5YvWx8ptVKvQeks1iw9/gZsrjmHDDB3pdoPcHnG5O87NZ9X1jwCgi+ADQRBiziAhxCjgSGApMKiT2BX4ppGBL1C0q9Npu9u2RfZgSEmtqZNlNod8apM3tJuSDGjImOQJapaN1FNDDgMAbHHVMAr4EjILDIeG5ur65cJsbQUpEV6obXtOMoWz4z7qQsMhTKTTjuZyIb1epDfKGZgBYUoOmm48GF2uH0227/KwcnUr+XkaxMkXTZuvoSalRLa2hmm5op1Y+qIQoot/RFOzSJ9njzRokn1/BXEJW0cy/nZapYcWGX2f9Ydd6qRrfb872nW0+6bDxPe9qIgK3v0HLf1eVPhQvmgNNNF7+zbmvpjARTDigjTD+xuFQHM6EQ4HNhF6P6s7yhetTyL6i+39jC7b3J7YJJXXdDSHr43Z3n/sjHA68c2C8yFdDvRuUUgNE5Hm6mFz79fUMEyNBtlKo9cJpifiOqndTmnr2T4Pts0cdDBICJEJvAjMlVLWdblBUkohQlsyQggxG5gN4CK97xM272Du5XOQeuhjmO01LWBWgGaZfNkxwSu9rGIx45iMTdi7RNbD0RC66jhiaHzur1PYueoPL7PjtwUd2xoMJ6tnT0SuWMOQl77hwnXX4U3TmTvvn5yf0dBx3AhbGmc++zm13nQWvXgyI34XZk6nALiWbOLKy29AaoKye1czb0h054E2NJp876oK7v9dAXfPq+6yL1JfDKThgz94iqXnF/PfqhIc36225FS7ZCHWvphTlMb0d+o69n1VMxz3BR6MAwcjNz5CTvj6+2Tek93ncbuu9bLxhIVdto3/93UUL4pPMGjHWU42/9B/cvp2Ouu4jQ1d9sXlvaiImIZGk6o/P8OEGPmi5XS0aF9Z+aL1Ub6YODynT2HGPUtxaTXMyl0BhJ6ftR3li52w2LTbdqLdRg21n9GZN+87idyF0V+8pvbSqXz7l//lgCeDLT8ai7FuU8c+PS8P7WUXU/N2dGxL16uY5DCgU2atGa56vn59LU1G8LnxXvj7ZC685zps9a1Iz9q+TwiAlpFB88uFnDJoEzdmPNVj/5GLr2TII+0fNX/dazlB9d6FEHZ8gaBnpZQvtW2ubB8KJoQoAva1bd8DDO90+rC2bV2QUi4AFgBkiwF9PlRmUxPaJ18FY27Pc8M6K7UwpckqFjOYEQwUQ9s3eyPRELrqePQRrrg1I2dl7+OQub6RQBdmHokOeCsq0SsqcWRns8+bDRwKBtmFzty87QD8dcjxMbHNqKtD+/gr0HR2Nhb0fUIIeDySi64q57ILMrng7Mz2YFDUfDGQhjPTW5mZvo6Fzn0s0idG60/qd8TLF28vPLTi2tsZ3zDPdlKU/5LwqDqQRU4fiSgBPBf1nHaetseG/tGyWJjVg4zDZwTc313HbXIDxPm9qIiM9vo045jTGLir48teVH3RcjpasPMSN1+04L2xCsoXE4s7W+f2wpVty1GHHwhSvtgNCz5xsWijhtrP6MxL+SeH+6cEpGWAxu2F6yj3NnBl+riuO202Zg/9mHMzuide7zpaPFNz8YsB34R03X9Xn4T+0ZdReTSErnPZ8GXMztnrd3/z/vSg2szBrCYmgKeA9VLK+zvteg24Ari77f9XO22/XgixCF8SqdpkmTsoTcm7H09mUslopgzezdMjPkm0SV2wDRvK3vNGInX4Qf47XfYZ0uR735zJloMFeFbmMULu6KWUnkgpWccKMshipCjtvKsGi2nYG3Z0dpzlJOPwGeRu9eB8YznS7eYPH3+HRwbXc+aIDdw7uGswsXTsXipv6NrhG/hFI+Lzr6NjlDRZ99kYJlVfGp3ipGTPg6+iZx/O3qPO5Oll8E3jk0B51HxxbeMAJi07ZG+2q5U3DnuWHC2tY1uxYx+7fnIxeisUfXwQc9UGf0Up/JAoXxxiq2XnlSXYGksYvLgOuaLvhJL+uGzbKaypGhzWue1kfpHW90FA3iqNScO6+k7upviF9nO3epi07FLcbhvFB+vpPB4pgI6Wey+mMtph4yk/ZQCmA0odn3bZJ6XkJzftY8JYBxunnggvdjSYUua9mChs+xuYseRq7HYvfzjsZc5Ob4nZteLhi96BGVReMoPR43f32KcfVdOjHZGq1I8xsQsdDUH5ySZNhaH/3X35oryshMohI3w75r2gfNFCqPei9UnG/mLT1CYqb5iBq9ok5x/LI5sypunUXjqVlgEaTUWSScsuxTA0xLeysR17qD7zpsMI2+v0tRpmubeB81ZfSYsn+JkxBdsjTxYdqG0TDsFYfxxwObBaCLGybduv8T0QzwshrgJ2ABe37XsT3xJzW/AtM3dlxFZGC9Og+BZfUrS1s47FuOvjmORzCZemw4bw2W0P+s1T4cXg4B9HURTG0nO1HKCCnWSSwxL5HgAlHAa+OZ2nW0rDXkjXHB1TOiYtu5SiN8BsaaH0Gl8D/81fz+De67sGg96Z8Dp0W3F+7DPXMiZaM8ekZPSvoze0sUbup5bVZJLDjn9vBEBgQBR90f5NC0Xnr+/4XS8tZu+7kpxOj+RxLo3VN80H4AjbHAavivhP6zckyhcnOVys+ZlPs7LH5jB8RehleKTB9ofHUbQo9MSS4VCwYHHbd6TE4HxjOUVv+H7uPjHNn45GlH1RETnlpwxg5W3z/e77bFkLf3+hnsMnOCh/+wEOyqaUey+GRTSWlt+4hRHfA4TgD2+dxdmTXurznHCJhy+WDa5iWS/P0epp/+hna+f4pkhsO3cBnBudEjv7orZ4Phrw+9vyOae/+6LFUO9FP1hlBFMbydhf3HzyX+FkuPdgMR+8NAizqftoneDRHHa+/cv/cnvhOl9f8fz16NnZnL/0Qz+ja/qe+vW1O5/Cq+rwVlSGbVM4BGrbdCHI93kwq4l9Su+P82l+jpfAdcFdXgG+ZFnC4cCb1jMw5ZEG+41mWiSIMIOhuaKAb3FRzx0SQ0qZchradQM9u2tOEil8EVxdCPK1tF6DgKZDomdnI6VMupw4/nRcKt9HSnmAWPmilOw1ssj11pKjOXoEKg0HvvtlGJiNjRFdKt4kwvZk8EWj/Rm3oGbJQkJ8UYGWno6w2ZBeb1ANQs0re633j5+WhlFeAsDoV2dTem3byKAUfS8mBCljPktC+aL16eyL3VC+aCHi6osWnH5lBeLRRvVIg3LvofQduhAM1DP6PM8uDLTsLITNhtnUFPYCQAc8GZR7G3C7fSEQKSX7PVldbOpMlmYjU+s9QbRMwqT0+4xGDCkRnuCikf07o3KSsPHxidw67S0G21b06GzfXD6djXPGIwwT16YNKv9REDw/6S+8v7TL8Eb+8HkpV15wDZ4cJ/+74GlOTvN/J58/fx5fzBzF4tpiKr+Tj7H/QDxMTlrM7bv504XfR9o09vzG9H0F7cT8q+ezYdYQ/rV3CrazDcyW2E0HiDZWtj0S/vaDR1h10XDerppI89la0gU9FQq/CMHWp0u4edJ/eHDtqQy/eH2fw8UH/2sTVy6/BiPNzk+feomLM2vjZKxCoVAoYobFRtwoDrHtm0KuvODqjt+bhqXz9EP3U2wPnKvqypz1ZH3YgoHGX397LlnPhT5K3WxtZcuPxnJl+riO6f9mQwOfXHYk/3VN9XvOxp+mse2cJ0K+VqLY6W3gBzfeTMauRiZU7O4xst0fKhiUBBQNru41+dO+1ixYsQ5pGioQHiTF9kyKu93PPzoM5Io1OAsLqTNd+EYz9mSK08EU515G2A8wT0+OhLuJRHrcyJW+ZG6NtVN67D/RBSe69lJrpPGBNqjH/mTGyrZHwnSXznTXXlzCrRKBK6yD0JgwuJLZOXv5oGgv1X2f4Qvm7z+APTubGiMDUMEghUKhsDyqQ2Rdmlq65K3MrCvGLftO2ZKjpXFVTgUAC7LCjAZK2bFqmLfTNnNN77lP7RceG961EkSLFGRtOIixfnNQgSCwUDBILyxk16yxmDYY/l74CVCtwswNZ7N570Acm9MYIaO/pF5/4+Sxm1ly2wykBjd+OoKf203OmbCaB4v8J08Zaatm63XF6M0lDP1vE+KzlX6P60/kLXZQbLuS7KxmPpuysMsotqPStvP0zWciOtU86ZWSAU8vgSQcQqmA8c5ytt14MZq7f9SpCosjTTa9V0zxrivVezHJsRUNZuflYzB1uHTIB4k2RwH8ouJIXlo3OaIyhhbW8OFhL6ILraONGiq6zeDV6Y8zwWGxJcIVyYUaGZQ61NZz1ns3oqV5uWbyf4Nanav21GaaC2f0r36GpnPgqmNoLhDIKXU9dj9YPYqHvzoFs0WnrHpXSEVbJhgkhxby1g33MMyWyREtcxgcRgJUq+CRBnULhlMSp0St/YGnRnwKN3zKJk8jc2fOwli/mTf/cCwPXuH/QZrgSGfDT3wJqctscxj+WTytTU4K/ryYgj+DNrmMg6+5uwSDTkszWHdt12Rmc8uPZsMzdqQn8sz5iuhzjNPO+qvbEoGneJ2qSAGkZPjvo5XdvxuqY3GIKNwLz5jB/PeGP5Gnqw5/svDKe9Mp+VVkAVT3zKm0PunFjh52G1XPzuaTpSVMcPgfDa9QpBT9IEYRKUblPkp/6lup/rG/nswvzug7GNSeVDou/Ywk0VBz2Dnn+o+5vXCd3/0Pf3kKJZf7FkoKNZuSZYJBKYemow/IBaHhsoWXBEsROjoSb246tsJCELDJ04gdyQhbeq9Jpb1pEr2wEEwD48DBOFuchJgmGz05NMk6huh6r4nV0jU3+sBhSLcHs6Y2aYNCLuFFK8xHNPWdwC5m7ItucS3SZJOnkUJNBNUh87p8oy/xejGqg5mAo1AoFP2DQPXpfqORgxZI5qgl5+tXYRE8WTYchYXIlhaVZ1ARM2SL3tEvG91HDiGwTj8jEoTdgZabg3A5cWk989ju9DbQIgVmS/ghHRUMShBiShkXP/MOA/QGpruqgAR2RPsRo2zp/Orvf6fRdDL33THMnTkL96As/vj040xxOvye8/Jl9/PN9/J59cBRlJ+RjVHXc3hef0Ku38p9Z30XNEH1/SaLj3jR73G/KlzKpx9vosV08NAvLiHt1WVxtjQ4rszZyJj3KzGCmLMcK97xu5BK+OzanM/cmbPYcGsWW0//S5/H//Pq+9n+4wH8tfw4ms9w9Ztk2goFkDRf/pICdS96EKg+nfavmxn3RPIvNFFctYkwF6RV9HNytDTufGgBNUY6N35yGaU/ToJhxFapp9So05Ao++0O5j40i4bSPJ57+H6KbIEDQnHpZyRYw/rvHsUv7vo7duHlJFcNcOgD/D6jkR/ceDNZGw5SVr0z5BFB7ahgUIIwHTrnZWxv+8qkAkHxQhcap6UZQBM36hJj/WacDcNokb27wkRHGhMdTdQYG1ikqYS70uPG2LgFgNrGw3o9LkdL4+z0FjyykfvSEhdo6YtMzcXZ6akV/JAtrRjrN0PdtKCOn+RwMcnRxMYBW/tVMm2FAkh4Yy+pUPeiB4HqU2e15tunUKQwJ7oAmvifAY2JNsVaWCVolSR4KyqhopIMZ1lQweu49DMSrKEnXXBOel3b7JWuMzEMKcnY1RjxOygpgkHuoRlsu+FY3w0X+L3xngEGWZoeb9OiTu0PpnPwMIFnoAen6Hr732/W+cl/fgyGYNzm+kQ/fynPyZPX89n/OxZvhmS4rQkIHIGe5NzD7/7nIjS3YNTrTYjPv46PoRZHQ3Dwgkb2TzqWzJ1Q+OfkSva2rNXD99+bA6Y4VPe0d4ikn587b+tM92M7I3o5ruPYX4ZnfB8M/kww2jYbLcvDipMe7XPK2LT0b1jw2zMQBlwz7J2Y2KRQKBQKhVWwDR/GltnDkTo93/HCz8+99GN6HNsZ2ctx/srttv+siV8G/8dEyIWjv+bZP3RbaTeA7e5HVO7TWJLs7etw0apqOPHlW5BOkxuO/w83Ddga+PhUuw9CsO+6Y2kcInGMr+uRxuTh6pHc/8mZCLcIevn4QCRFMOiw/CqWXfFYEEemxdyWWFP33QY2zfh7229dpyX9u+ZIxl3/tW857/ib1u94esQnMOuTtt/6nps62elky2WPA3BE1RwGxyiXaaqhC40Nxz8Dx8Ml206leoEGMnkGrH/cOJ7xc9diNjUlzIadMSo3a9ESshaBXlpMxbuQ10c8/UQXbP5hMHWxQqFQ9DPUqKl+iWdEAUtm3acSogO3F67j9iv8J7D1xzH/rIqNIcoXgeRvX4eLd89ext7oSzL/5AszuGlG4GBQqt0Hoesce8WXzB/qP5j6xOYZlF7jmxIXjazDSREMapSSZa2egMe4hMEkh/9EtcmOsNnQBw8CIUhz9kxu9Y2ngQOmk60NBUD0EhRrGRloA/K6bJP19Rg1tVG7Rn/Fk+n7WoTH4xvW2E9paXD28N1xdi85mv/AbYbupn7EUDBMjIp9ISV7c7i8vnsuJd69FWBat6KPN8JrsLxlBPWynFE2NwN1NTVVoehAfX05hLoXihRFOOzYBg8L+bz6Qv/5JBOJRxqsdXtxo8X1nV5tNLHZaw/6+EYrj86IBipoFTGR9DPakc3NGPvDzO0WRw2F04k+sBBsOhl6z8/Ea93NNEobjfXRjYckRTBo78Y87jjlwoDHNI0fxD8WPNBnMqlkRIwv4YqX3mKorZpx9ma65wj67rxfMvzF3dDqjmom9L2zj2D+DY902XbFi9dR/IvIlhdVwL9/cg8VV6bz58qTqTotPaGjShLJ+Fu2c0dmJ98VAuMpL2+Pf8Pv8fcPe481HzhpkXbuunoW9v98EfS1Pp7+OJs/TmOzezDPn3M8xubAXwoUh/Bu38Vzp08HXWPLH3PZeMLCRJukUCQPqsF+CHUvFClK0bgafv3aayGflyE8STcq6LMWO3df/CP0A/Vxfad/Z+0Pyb0m+LEIe/c8G0NrLEA/j4VFg3D7GZ2Z/dXlDLswzGBQHDVsPuMI7njwSezCyxEON51zBNWazcz+xVxyl5czrmFnVBcESIpgkHS78W4PPFHClZtp3ZUQbBozXHsYZsvEX7JoR63s8+8PB28aHOfqOs/QyLTsXUwqiu2ZFNvh86w9fED/Tbhr7D8A3aLtDe4xvR6fo6VxnAtaZQumM7RkbwP1DAbqUKhv43nbSX2foDiEaeDdtRsAT3Nhgo1RKJIM1WA/hLoXihQlU4gebeLgcPZ9SJxpkXa03VV4K/fF9Z1e3+Ikc3vwH+KkTL2lvkNCBdcjJtx+RmcGZjeAEOHlEYqjhoZTcJzLg13odE8WDZBW5YlJvCApgkGpyvjTN7Ny0DRErptcreut/qzF5EevzEHzCIpXRi9ZtHA62XHbFFrzDQ6b5Kuwq40mjnpjLrY6nWFLzD5KCJ/VBwoZ+8y1HH/SGl8+nn7ASRkbmH/faQivoOQfLYjFKql06wuDGLvqWuSwZtaf9FRbpaZIFga/ZWds5bV48z2snPlwr0Ntu2MXOq0/OEjF8X5WKPOXNNNf0my/ybP9HN/9vGC3dy/XXyLw3sqK0PbWP6pEmZZFNdgPEYV7Yd+5n2l/vxmpw3Vnv8XcvO2RF6pQREh7GxUILsmzPwIlkO6trEDvvGDeP37KtdcLRjZEr72Zvb6GsmeuR+pw//l/49yM/jnaPeqo4HpMCLWf8cNhS7nr4fMQXsH4eRV4t24P/mKx1lAIKm48lvoSg5zhtWgJaJCoYFAMeankPShp/61rhO/zprGU/s8qzKamqD5nmtPJz7//CrNz9nZsqzIlEx6qjvnyp849jYz51WI+fmQa9JNg0DFOO9vOWwDA0V9fS76agUf+k4vJB9wzp+I50VDBoCQj67klZD0H2uQy6s8wyAnhQ+kXU56HKbGzzcoc8+cYJcpUxB7VYD9EFO6Fd9duRt/mG4n4r0lHqWCQIilob6OmCtH8tGus3ciYW305Tt8+eRLnZqiPG1FBfWiICaH2M67KqeCqC/5MrdnMha9chx5KMCjWGgqN0d/9hlfGtq/gG87oxchQwaA4s9bdzC5vLstrRoHZGLVy9exsGFyImeEiW1sNwG5vA2vc+XzjHg7e2E8PE04n+qhiyPTNJ26VHj5tceGRNsocBxhhwXxPodCSL9BLixHNrR1TchS90zjQRnpp8aENUmLu3INsbU2cUSlChy8GoHFYJipMl7wEo6EiODq/F/1isQa7hqC5QCO3tBjR1IJ3957oFW6xe6FQKPovLuHBO6YIW04WVB3EqK6OWtk92qhh4M32hewcmLhH5mN3BJ982x95rt5HbOXYm6kbN6ZL4uRAdH4vpmW40QP9rRtDMjNu6C0GbzUVkKU1M9VZ22duLx1B02CH791Z34i3vKLPa9jrBG83OXEJT6cpXD6Cff6E04k2YqhvqlqPnYI8Z+8LEe03GlnROoAaIw+tNTZ9eRUMijMXL7iZkU9tAa8Xs6UlauVWXjqRhbfdj4akxO4EdE5bPIfin1WAKTEO7IjatXpjWOkB7nv9GQp1CWTwaYuL+869CPZXs/mBIWw++a8xtyGRvH3dPdRfq/G/u86l4VRHVJOBpxpOYefFO+6l0TwUAT9ourjj8h8jPluZQMtSg3ZfDIRDmJZMyN9fCEZDRfC0vxdTAV1ovPrLe2i8RePaTZfhnKmr1RUVCkW/4wSXl0cWzceQgu89dgtD//h5VMr110YNh/y2/tDhDjuPLnwEQ0YWbR9u0/CXSwbggSEfs+Ot0BYab38vfnbMk+x9t/dhoe+MDKnYuGH7dBVPnTAdoWnkvNDKP0Z/GPD4TM3Fs3/8Ey1S45zP51B8Wd/BoBEPrWTeX05CFhVwx8t/4xjnoXZEsM+fPHIct/5jIYWa/2DeSJsN8L9q4Y+2fA9xqYGUEu3A2pgMZFbBoDhjawajcl/UyzUcgomOrrk/vG49JtfqjTShMcFxKCrrkTbYX41RuQ/DPTxudiSKYW0d62HpNWxIwDA/q9F9pFit2Yxp11Kku5ZYuvuiwnooDRWBaK8/B2fUEb1v4QqFQmEddKFRavctzGP670uHTTRnM3S2M1akaw4mOMK7CTlaGjlRvn/xQHq9vn6uptPkLQjqnNF2n67p6cHNQjCbmqCpCZvDgUd27aEE+/xJXeNwe1NYqxI2e+04KsvDS34dJCoYZGGEzca2O6biGepm8hhfPqAGs4VJL9+Ia5/OkDWJ/VJY5jjA5geGYLiHo+23U/bYHFoKTL668IGgk9Z25qnawfxp0QUIPyMgTRs8+IOnmBmkc8eSC/JWMOvJHyMNjXGPtSKXB5iekMKkb9zH0Y/P7TLtoGVsC5tPexJd9AyWpQsH1Tc3UD1rSsfzrFAEy0fNGtc8ezWaJzHzXLZX3Z+Q6yoUCoVC0R9oHZXO5jumcMkRPXM/HXv2Kj4sDi+p4YND/hmpaYoYse/6GdQe7b9v59jhZOQdS8E02Pv0GMqGzwnYz+jM9eM+5u6/fhvp1ii7qwLvjl0R2Rno+cvJayRdC36KoEcalL59NWnbHWRvM3HI2M7uUcEgCyNsNi77zsfcXriuY1u96aX0b43IFWsSaJmPEbbMjqlhZY/NYfidn/uS1n43tKS17bx3sIwRdy71Oxxec7lYen4xM9PX+Tkzvpzogq2n/wWPNDjp3evIWp5oixKDd9sOhv++awXWeNE0zNOk39E/dqH7EhQrFGGwvHk0o+/+2vcVJwHsldHLAadQKBQKhaIrh2fvZ9kZT/nd99SIT2HEp3G2SBFrWk+uY+uMv/vdN7f8aDb8XkeaBnl/XUwegfsZnZmds5fZZzxFubeBKxdcAxEGg/p+/oIPBpmYjHxJ4HwjOtMe+0IFg6KEbegQzMJcGodl4ug2dKXBbOH1xiLcUsdeF5thXts8DXzSPIpKbzGixZt0i6O0FJhok8toHJnJ83WTKLDVcULa9o7heoF4v1lnjyePNZVFDKXW7zFSWC1YTQAAIABJREFUSv5bVcJC5z6KHfs4zpX4aVoagoYhGjmTyxANzRhbtiXapD4RaS608WVoFQfwVvSe0CxcbE0mC+uGYhdezsrYQYEe22GzgVjSYrDJPYj3941HmAcSZkcsOGDYWFgX3JDZ3jg1fXvH1Mdg2O1t4IOmURFdsy+mp+2g1J7RpU5tJxV1BFjZ2sqq1qFkaG7Ozajuc9WMWrOZ1xuHRZybIJXQheS8jD1kav5zLSTdCzORqHvRg/b3osjtmQewvW0j3F7fiq19DOXXMjKgZIT/RKJJTv1wG7oF7VYo+gP7jEbebgw+uU/n9+ImTyNLmgOduyVyA6PIf1tgu7uApftGktNt1Eyo/Qy7ENQVZ5LjLUM7UBfSAkBNppvXGgfhlnpH+9SKqGBQlNh40wg++t6f0KFHUtbXG4t45ozjkbV1FDR+EZO21kWrfsygH1WBNDFrky/t+1cXPkD9dw3+WXcE7589EVnXwH1Pn87XxwQemmlIk9vuvJaCV9Yx3LMds5ckmbK1Fcd3q1mkT2TXTy5m9U3zY/FnhIQuND74+b20zJVctfkSOD35k3yOLKniidcWcNozv2DUb6IfDHK9+xUvHjsO7A6+fHsUDxatiPo1guUnC25gxONrEUZdVJO5JwMHN6SxaPrE8AsQGk8/fxwfTnw16FN+suX7aBc2gYzmgrdd+d2j57DllKe71KntpKKOABe+eiPjfrses3gYZS8+0WceoadrJ/DeGWXIRjVSqR2RlYXnvWXMyo5fDj1F6tD+XszVbHRP3tretnm29kg+PmEIRo3/D1bttB47nkeffJgsLXb1ZKxwCIFTZOCRyd2OUSj6I7fs/jb7z7GDN7gk0p3fi9/5fA4l124PcPSSqNgYLW68fw5Ff19LrrEPs9vfG2o/o0DP4MV7/4QBnPDeXEqvCj4YtLj1/7N35nFSFOf/f1f3XDt7wu5yL7LcoCJyCmi8EjDiFTEGj0QwkSBoJGri8U3yy6HRxBjBAxXPoMbbiPHAGzVyCSIi930usLD3NUd3/f6Ymd0dmL17Zmdm6/168WKnu6frmf7001X1dNVTKSy84GwoPFrbPk1EVDDIIkynbPAtulfqyNKyJhsJbcFn6JYuqWg1mVoKmRp0tZXWXgufv2eT3zOR2Gpks66dWV4OgN7+aYNqCUWkO7mqEiLJp0Po9LKlYbZt9csGkX4/RkkpwmbDa7bv40f3EFWfbE+kYbT5t3mNTi063mPYcJSURDXJneENjPiLxTM1XtA8AqOkFL28eSO9fFLHLC5pt+ly8YhuSryykeeNGuxQh7oWxxGqFyMRatt0txcDPZo8l7RpnGCz4dYSMFurQqGIW7ymDaOopNkvnevXi4ZfS6j2lN5Iv7A1/YzQIA7N2bJAt0/aoKwCo6S0tn2aiDS7NyaE0IFVwH4p5QVCiHzgJSAbWA38VErpFUI4gYXASOAo8BMp5S7LLY8D9OzObPxHPinpHn456JPj9p+y8gr4rBP2MklO5WrLyjXOGsGBG7xIKdj9ajpvVJ5Fp21NR4KllKzgY1y4GC5OB3AIIVZgkYbrD+Vyyn2zaj97suDT6X8PGyl1Rsou7n/2B/j8edx+0uLjztH3o2tJX1PvzZuEnqsKCHNPTWfHPWOw9yuPaMeEvLVNmRpzZnZbwuxXr8AwNPrcYyLXrG/1uerrCGClL4Y0NE8w2fvaSVSXuBhy8xaMsrLGvqZoIdH2xfbg1vz3+e1rU/D5dPr/qTowZcJi8l8UnPLtLPwu8D9ega6b5D7rxvX2SsvLag6x8MU+XwWDOgcLufLvt2I6G7fJWSzpVNM+1yMRMQxJwV1zqZJm0vhiRySavtgc6rdtGqN35wM4Rfy+hx30xc9wLY8c+CrPN9g8JXqjrg1DMua8vfToZuO/z/UA5YsJSSzqxW4X7OH9IW+z3lvN5QtuwVbdBnsFTLt2MTd33lG7zScNBv1nFunb27a+bcoPDrN8+Gth2yZ8eykV73dr1fkuvOYL7uoS/UVp2ruNajshj833ZONw+CP2FZv1GwyDNQ+M4pSuI2q3mTa4e8azXJQa+WXZbSPfZ+5r54RtS/kgnZwF4QnLQxraKiVdStcAde3TtlA2yM+2Cx/Dhk7ab/axY/pJtfv8fi1qbeuW1Eg3ARuBjODnvwEPSClfEkI8BvwceDT4f7GUsr8QYmrwuJ9YaHPcINxunj/ziQbz0/hWdyLvgUDyJyvflZf1cbJu3JNUSA9THpmNvuTrZn1vD1tJJR0DX2hTL2CWVRraD1XS7YG6ZFf6wH6UXKPRvd4x+fa0RqeGdf7cSfaT4Qmzjo3TCk3wg3PWML9nfA1bbIyzUkzWj3sBj/QxqccsnGtaf64IOlrmiyENtz48lg3jn2dxlZMHU84EFQyylGj7Ynsw2V3D5HEvUGpWM6XrbPSN1pdh/2AV3T4AbfhQnrh+Ab1saZzy5Sxa16xqO7HwxRBGWRld5scmmWBH4sEnSrB3y4O9B0ObEt4X20SC5gyKpi82h6baNuHE7xtk1/K0sOdOfTqfNxrfpUaTectay4NPlDB4gIOy8topdB3bFxOUmLRR+42FIbDXn8UJT20LLC/eWjSdzy8eEBYMMjHp/Z6J850VrT8vsLPLOBgevu3w2q70bcDHmuLTSQMgBsGg9m6jmp3SWXL6wy3KW3kcUpLx7+W1QQsILDa05uo+XJQaebGhGZkHmHFMsur8whkcOy67voahp1WofdoW0i8bi3mhxC503h74Hgys2xfNtnWzgkFCiF7AZOBu4GYhhADOAa4MHvIv4I8EboyLg38DvAY8LIQQUrZt7oDw+Hig8Ht0c5biLG7f1ootrxe+3jmU5zpIFT6g7lVthVnDM6WDqJE2nEXWlqsNG4yR7qK8twgsmdeCy1AjqzhCAfkMYQ9bCMqRTkAjiIKGwuvjocJzyE8p5AepGxjubOKVdgv4fG8/7kspZIDzEJekVlh23lhQ3N9O1wn1agcp0dduw2xGjo/jdAzcBNb5YloKcvhwbNmB3CvpWjVVo07AUdL08PeWYNoEPZzHLw3aHFxCUjIsm7TOLU/UVpzvwhFMgFnZQyInDG/iG9ZT4ynlyJav6ZP3ffbsX4o59BT48rWo+mIs0REUD3KS7RuO7UgFxmbrEw/Wrw98bpAThqNV+ZDfbIjqNLX6RN0XFVFn3wE/735cRefzT6F6W3XS+WJHIdq+eNBwcl9RP85M3cQYZ/gc6iXVGl9V51v6e9qTaLevpWHw6oGRlBopjEjZxbkpgdd9IV+846ZOPPB4SUzaqArrUfVi4tMe/cUQtr598HXPCmurhzhiVLKw9GR8UsdZ2rqca1JK3tl3Im7dw1DXfia7m84z6cqpRk4YHrHPbzX2coP7jg7Fpfm4IuPbsJk1rWlbh+IVAPzvtYaPa6Z9c4HfErgZIDBMrERKGZqbtA8IJYDpCewFkFL6hRClweOP1D+hEGIGMAPAReMJMQGMTdvYcEYKG3C1+xD4bTPyWD7tfgA66eG2L61JZ/EFwzEPFdLVu9Kyl2zCZiP7sYM8lPcudqFxbBLDptjCWgYwDH8wyuvDC2C0RUNoXEf/rj3sPNPNTrry2OPfY/u51iTWkn4/va7Yxid6V16+aiIX/vGRQHAsAXAKO1/+5p/46iXZLTJNZl59I9oXTQ8XOlbHYEVrmS/26qnz8kvzcWt2wM4El8Z/HpvX6t/bGBmai9a8Ie1tS+O9+x/AbEVdowlBphYIIn17xTw8U5uXaM9Kps8o4tU/pVFR8RaPPF7Bww88zKBh0fXFWJKmufjk9//ElJLxy39J7x9bX0b9+sB8tpyXZz7O/UfHsnp8esxy5UTbF9tTw47Cr/9QyL2/y6aoYjH3jyhJOl9sFQmYMyjqvihS+WRMV+bffy47L14QVvbMF35J/r3xNzW9tUS7fW1WVmKbbPCJ1pWnb53ExpmBaWchXyyvDLSNjhaZEOU2qsJ6VL14DAkY1opGf7G5Gm64I5evz5sX1lYPsbD0ZD46ux+yspK0mtYtPiM9HrKn7OUTrSvPzZzE5Fubnvb6zfinqTotcC2O7fNbjePDNXxxWjbCYWfXR9k82OOr2n2taVvXj1fk9Gr4uCaDQUKIC4DDUsrVQoizmi66eUgpFwALADJE56bdRcq4SYgpbQ3fECYasqraeluFRoa9Jqzc5naGC+UBHDjJEJ0oktauptKUjqHrYPqtDdZIjwcJaL4mD407jl3eWBPVSL3pFni0dKyv4ahTXPLYezvaD7/WkKmltPkcbs2Bm9gm8Xz7w0p65jo4+9Qsliytwi6qydKsub4tfqZGkZA+drs/sISy1S/66tUHmibppLtJ12tAZDTxRWuIhS+2t4bJztsfVtIlR2fkKS6WLDWxCz0pfTHZiZUvmlVVCOP4elrzibhpmyYKoVUftWDXMtwXrb2WHc4X2/pitDnfb6BOV/Vi4tPeGgq72WCfwyd1ZGVlm5+3tc8fX2DF6qYGEziFHad+zKo60XppYhqYVVUIrw1/hEUvwtrWzaCxeEV9mjMyaAJwkRDifALDUTKAeUCWEMIWjBT2AvYHj98P5AH7hBA2IJNAUqmERs/IYMtjfenauYyZvd4/bv+IVT9Be6sz9ipJZkkbEsIcg5wwnPLflWPXTGbkvAQ4ue3QcD5+ZBzCgNz1247LqXMspRylkAKOyHcxMfDjZwvfAOix0rD/0yajvryeqq6CL2f+o8Gb8/Trv+Kry/rWfjalIO3eDLTPIl/T3M8LGPuH2Zh2uP3mf3N5WuJkww/hFg5y7t7F3vK+FC3tRu8/R55LHElHDR06mC8mMktXVvPfDyp57+Nd1HgkZeUmc35fCDH0RSu4r6gfL8+biBRw3Zy3mJm1P+Jx95z0H+5573yqvHa63ezF2LbTclu6z3cyavH1eLIEqa8eRtdMHHOzcSz+qukvN0L1xWMwrj9CdQTblS8mPsnii5aTYF2tmPpigl2baGEXOsNv+Ya10/pycEMX+t+yok0B/47qi5rLxebHTqR7t7atNfuX/DcBOMe9i2demdDilUDrowtZ29eIRKhOj6R24dN7OfLxYQ7rHyC9BkaVB+GwQXkH9sVIQYM4Hn3ZHv1FW88e7H6oE5nu6tp7uT59P7qWzp87cZaarR4RFIkeHxxmbNVsDKfgH7c8XjtltTnMnvwerw4bweGiDAbM2mn5SmzSMPju7hGMyjm1dptpa14/t6l4RSSaDAZJKe8A7gAIjgy6VUp5lRDiVeAyAhnirwEWBb/yVvDzsuD+T5Ji/qfTyT9Hv9JgBvLyTZ3p+2QgB4qVP7aqu5PPhz0VTNgXeDivPHIC2U8tBymbDAQB9Bcn05+TASiSh9nDFk4SYzko95YTIw21L9aQ/QXkDh9K5S9NGqqq5nZfBd3rnN0nDc7sPrt2fuKx+HfsInvHLjSXi43X94QEDAbZhc5L+YHV6IbVXNHgcZF09OChHO+ndCRfTGD++n85/PX/AvN3lyyt4v5HS3h+fjde/M+2mPmiFawuPYHsp1YiNMG31+VBA8Ggye4aJg97gwJ/BdOzZkbFFtsnq8n+JBA4f/mmhXTS3YzqdT3ZbTxvWW8b3zRgu/LFxCdZfLGjo3yxfZjfczn0hKnp51AsNJAtW5K5Ph3VF4XDwe1j32NG5gFLztfLlsanJy5q+sAmaTgnSqhOj8hcILicQ0jHQ4cNVn+L8sUEoT36izI1hVdHPMEQR+RBAulrXMctLGQFxuZtZG/ehp6RwfYbu3JuSvP9cE6nXczptCuwyI7zTMttQ0pS3lxJ/TkQze7nNhGviERb1re8DXhJCHEXsAZ4Krj9KeA5IcQ2oAiY2oYyatFSU/GMG4y0abjXF+Dfu8+K0zaJrU9vqgZ3xZuuka2/T4M5Tix+fInRJ+PJdlE0REcLhpHnFvdhV00Ou7Z3ZaDcbUUx+wgkBI+6hvqJg6jOy6A8z1abFOyF8my+qsinu6OUWztvjjhUT0NQPEjDed5oHEU1sDJyFn0pJa9uP5Viv5vRaTu5Kj3hXhIB0KdTMeXnjUb4TZzLNjUrqTQx9kWrCN3PkWiLhu9Uufiw9KSmD2whA1IOMTtrL9C47c1l39FDbKjZzJyCUcC2mPmilUhT8uHWwczR/Jzs3sfPMw9GPM4uBIUj08nIGU3K3jKM9Zstt0Wv8HDr/omk22uoyRZ4zxuNvdSLWBbTfB4J6YuKMBLSFy0jjt9atxDrfTF5rk2beaykJ5uqu7Nyaz4DZPNWtG0FlvqizHDjnTA6Koa2Bn+KRjebdSMd4piO64uR+oaJGe6yvF7UB/WnOr8TlV1tuER4QugjRiX3HZmAx7SRUti6ZNHNRRoGT+6YwIZudaO/3ZqX23JXWJKSwirq93MrSlPwnhf5WVY/XvFxtc5/S0KjixpOON2iYJCUcgmwJPj3DmBMhGNqAOtThvbvzWNPPUgv3c64++bQbV5sgkG7rujFV7PnAoEcIzFBCLS/H+WdAW+iC4Eu7HikjzfunIj73W8YJL9u9bOks+hCZ7qEPnqllDHRcOPN6ayf9Ai6EDhFICnYvU/8hJ7zVvHdhDOY8dzaiFPHdKHxzYx5GNdJrtx+IdVn62Ae/wZKejz0unwzm4TGp7N/wlW/bTopWDzyn/7v4nnST4HhZfalv4TV6yMeF9Jxhfw49r5oAfXv50i0RcOb3pxG/zusb5yunDKZGfc/gonZqO3NpzsD6M6m04AY+qKlmAb9fvYdm4TG/372I6b9OXIy9xw9laV/eBBDSk76eCYDromCKWs3sv8MB2g66W8e4p0bX+TWgu+xY7wD6fNaX2CQRPdFBZw13s1Z42vrn8T0RYXyxRhhSJNn776QrFe+ZqBci5WDOaLpiwP6FPLOk4+00UJriVm/IsaEdBwzaa/yxQQl2v3FTbNy+G7KgwC4tfAl5N+v6s26ibmYJaVk+le05vTNxqyspPPFO9lUr+2qd+nF/z7b0qzVxmJF/X5uxvUu3nlyboPHhp4rv/joWgbd0PQL0baMDIotQuAWMvADY7lwlGj8YW3IKEQshYZDM2rLNaSJTxpoPhnVTk00Ebo87jpqBkifF81n4kM2mMjLKewgwGXzUaPrSGlGnJ8u/YGEWpo/ML1MQyTMKmMhdKHhFg7cphc0LZCoD2K2XLYM6tAaIl3rhs7V1P0sWj/iHGGIqPiJ5pf4pIGJiTBA+oPZy+N1VHM0EjdHoL7fmUhowo+FLqN2X9fX3Sls2ISB0HWk/5jXiPGqmUKhUMQ5JrK2/ZZIaIikDb7Ekpa0EWWCDoMBkELEvA3eYRACIvQLQxhSgM/bsmeMiDBcrJm6hdqxtZ+9PmpMB4YMTLVqqC+pYSJCfbUYtreFGUgx0lA/t9ZHm9kfSpxgUByyxVfJ1HtvxVUs6b+hmGgMZLvryGDeufcshAFZq3c0K0dQomHbsJsf3XILUoPht3wTmIsegTt7vssfP74Qr2nDd3suLP824nE93j3AmUdm43cK/vz7pznP7Ymm+VEhR0/hhEe2cai6C1s+7EfeXdbPl43E5n1dOOOWWS3+Xmm+xorZ/wxbKe2xkp48e/eFaJFuWpl493Pml7v5/i2/QmpQck0lg37ThXWr8+l/c+T7tT3RBtlIeaILe17qS+6jy2JSZu6SfZx582wMh+BXv3ulwWl+D572Ik8sOZMj1alkXueNypTftHszOKP7LCq7a+Qt3omz3hDktetPYODsr1TjTqFQKBSKFnDlzrPZ9dCgZh+/eV/DoxfiGRs6Y/78FVvjuJ2XqITap3/t9op1JxWCrQ+NYdjJu2o3+aXWaF+xMcySUub9Zir3p2gUXVrJptOfi3jcaGcpma95qPJ34cAzfen0bGza2431cwv8FfzwH7/Ffdhk0NbyZoVjVTCoDZSYDrq/tx//rj1RCQQBfFfeg4yXvgLTSKiOc0swiotJeyXwoF07rS/0jHzcMIeLN/p/iEf6mJQ9q8EUd/4du0jfsQs9I4M9t2cD1iTniyV2ofN4r8BDpd+e6TErVyuqJP2llld6aROG45sV7gWbqruT9crXDUalE+1+9hccJP3lgwibjVNvtjG/53LO9l4cszcCLaG/s4w3B7zPgD7XkxujMv2795K+ey+ay8W2W7tCA8Ggye4aJg94ny2+SuakTYuKLdpna0gHnOeN5pVbFoW9fZpqa3vCU4VCoVAoOhrfFXajewvaiJpsVt7LuEMXGvd1WwPdiNt2XqISap9aitAYdvKusPM21VdsDOnzkrJoJQBHho2D0yMf10l38+/8TwEYmjerwcWRrKaxfm65FPT4sBBj49Zmj8tTwaBIaDqeSSPwp2pUDTh+VMmblWm8dHgMe8uzyKqx7kGn52RTdmZ/pAY7D9Qw1XYOK9b1Z6Bs2xLJicTBDV2Ymn5O2LY7e77LMEfdiBMNjUOj7GSnjK3dJkxI/2wrxtGimNkaK/r2OELlZWPR/JLUD9c3N6l0h8XWt4LKy8ai10hS3v8mqkPZT8w6yJrLxqAZ8XX/7fCmM3XnOaTtiX2WRWmYPLd+DBtP6MZpWTuY02lXxOPcQlJwTi6pJ3YmfVs55jcbLLfFUVTDldsvxGXz1W5bs68XOVMGIJqoJUuH+Bs/QKFIRlR/R5GkhOrFZOOnXZcy2V3DYaOSW/f9EK/Z+q6dhuSPvd5moD3VQgujR65eTuH5/XCW55Ox7ijG5oaT5LYLiZLoOkGp7TfrgpEZgRkU673V/GX/ZLyGjqOo7e3/tD0wdec5pOpe/tnrwwaTStcMqKHysrHYqkxcH6w5bupZNJB+P3PXn8Mn3Q9wTudNzMg80Kq2tQoGRUBPS+XH9y9mRuau4Epe4fPxfv3xlQyctZo0SvFHSGbcWqpH5vPOvLnY0Tn3N7+i+OXSQCCoA0Wj+9+yIvDWPojQdf748YW80f/D2m12ofPdjIcD+UmCFJs1XHX1DWifxUdn3EoWD16EOU+yxeflNz/8GWzc2t4mxTXfjf8X5njJe1XpPHb66RiHDketrId7rsA3d2nc3X/+TQbFZ5TSRcZmyGp9pM9Lv6vXUQw8e8P5zLk9ciLwXrY0Vt75EAADF13PwJbPTmyaleuoPlunut6mnCkD+PCBh7ALvdGvRnr2KxRJj+q8KJKUUL2YbNz4zJVM/sHTLK48gSMX2DCKW/8bNYedB784h4d7Rjdpr1WMdDpYetfDAJzy6I3k3RVnwaCO031rF0L9Zrdw1Lbp/rJ/MiVnVSANA2EWtrmM3MeXU7xAo7x3T777xMkEV+Tjtp77JOa5koVlPXl93CCMkug/a8yqKvIu30gxMPeOS5gxe36r2tYqGFQPAQi7A+w2XMJ3XGfBIwNvl4UhIq5o1Wo0HaEJpE1gR8cu9MBbayvLiAUChK2BWyrCa3ipHX+8NIyw3y2lide04ZE+NLRaTXShUV8dp9AwbRp6/fPZbehRm8AXO0K/1SUMpK6HX7MOOngh5Iv174kQddfLh7DbETZb4L6yMKjqMcLvyfr3nzRlfPhue9oQLFuYUGV6g6sI2o87rFa7es8Cy9+mHHMdhAk+DHTqbDKkif+4iYvhzxhFYuMx7cfVI4rIRM0XFYr2Jh7qZquR9SK4x7ShW3wqv8BMsK5h7fM8HgPZ8WhTO2Mia9vwx2JDb97CPxH6zaEFXryGXteXDB3Xlna5lIG0Akbj/clQ38Mu/GB3RKXvEZF67e3Qda1tb9fvZ0e+5IAKBoXxxCkLeXbpGTi0Mi5M2w7UDZPc56/gkj/9hrSDfgbvLLY038nWeaM477S1nOBaglPYwka8JBLOwYK+z0W+pW7v/Oxx226+7jVWTu0btu27u0eQ8ubKug1S4rs9l0nZszg0ys53Mx6O+KBIE07OfeB/7PPUzdiMpGMi08vm5NTnNlDir112lTU/7Xg1TX1f3HuFn+3nPBPxuLGuMgYvKqDadLBywWiyn7BmlIz0+9l7S38mZQ3hwBk2tvzs0bD774PPhtPvVpVsEKDHoj2cv3M2/hSN397zHBelVkU87vHvP8Oby0ayozwb25V+/AcPRc2mjM93cPGMX2HaBRfe/TG/6bydWfsnsOnPJyPqVdp7Jurs+PFjUbNDETuMikoW3XAur7snsvti2HnBE+1tUtwSS19UKBSKpCYxu3NRZevuXCbNiDxcxXNDEctOeb3pcxzTbzakyclP3UC3FX4cRd7AiCBNZ/tzw5g4cCPvfTWMgbNWNnleKzg/dTdfL+6D17Sx5oFRZPw7Nv2BPi/tZ9K3s/Cm69z31/lMcGm19TkAoxr+rgoG1WOM086Y2pWswgMIVVLQZekRjI1bLU98231AYb0VtDTMBE1seoK9ssGVwCIxLeMw0zLCp/CMyjmV42ZjLv8WJ5CdMhYTGfFtvS407szZHGFPcgSCIBDp/WvX8Kz4q+wdL39QfV/UTx/X4HGZWgr3d/8agKHdRpBtoQ3iy29wAlm54zCCS6mH7r9h/fMtLCmx8e/dh3PvPtwZGRz8SxYQORg00e1jons5Kz0+/uSaElWbjMJCnO8WImw2dv4uF9jOltIuuN4Jn5Kb0Xd8VO1QxBDTQP/0a3TAfYrStTFi6YsKhUKR1HS897VNIkqrcL4TORfunh+PbNY5ju03+6RB5w0y7LxCE0wcuDGw2EtJ15glAc/RU5nbfRUAp3QdQUbUSwzg37kb587duHNzOWqkAVW19TnA4418VwWDmuD1igwe3n02pdUuupdXWHZePSeboz8ciNThtJzATbPeW82c7ZfjM3TcB61LeivsDsp/NAKf+5in0jOvWVaGVRwdaaD5I3fwi06WwTweCkWAjG1w9vqLSXd4+FffN+iku5v+koWkHfBx7vpLEfWmQZYXpuGaNg5hQPbbmzCKi2NqUzwi/X7+tmoSL3Yr4rxuG7gtO3Leq2zNw75LeuEs6UnndWXI1etjYt+o7D0smXYamgHL1t+3AAAgAElEQVTZ723DKGz7PHOFQpH8+E+soHha5DaLs8zE/eaq5k9PEIKayaOpzonPaYwlA0EXAg3BobHgdzX8MqY5eE6K/HJA0Tp624s4OHUothrIWVYYf8mUOyJqZJBlxLLfHAlZXc2MNT+lS0ZdLKCTs4qFff9LmhY5kVDZMA/OY+qH3M8L8O/YFT1DPR5uXX0ZD2SXcmmPb7ix0+4mv6KCQU3w25VT6P/Tb8gF/BZGFP2D8njnr/+gk5ZSO+3p6aMT0M8/jOb1gtxlWVlaVia/uft5LnSXhW13RJ5d067svHgBxkWR52UGrpNK6KqoI/upZfC0wOjdiw2fupgQ4za0/YNV8GF4gDLzhp4su/thCowqfrFxJqxSwSCzqor+P10DQrDwjh9w2w2Rg0H97Gms/e18DGky+PnZ9F0dG/vu67YG467VlJk1/HjPDehLVDBIoVAcQ4Qm4JbvLcQ4I3Kb5R9Fg1iyOBezqnlBD6HrDP7DOub3/LItVkaNQBsskIti+08ew7i8bTkZm5UbRNFszkox+er3jwAw4r4b6JbMwaBEDrKod9qtIpb95kgYR47Sa8rRwAijIDUD+7H3fZMhjsjf2TnpKYyJ4c/JsX+YTXYUg0FGWRn5U78FIXjor+dz4zWPNvmduAgGCSHQXA2k5w5iuupMNW00eXxTNLXyYoVZg4FE+jVLh5UJuwOha3idOjoCXWhUmV58GJT5U8D0RWUYm4aZMBVvotipiBOkBMOkxHRTahbjErbjkhWHnhlSSqTHY3359RAGVEgP5aaGadfRXS6k36+SsQJIiTCh1Ays79XQEp260JA2GT3NglT4HZSa1djRcWsONCEwHRp2lwsZF7WjIhZ4pI8aqfxTEZlQG1XaIrfNGmqz2IWBcKegmc0LmgiHA6dWnTBtoESxsyNRq4kKOCiSDSkpNSV24akNBjbVbw618byGTgPxmlbZUYtpUmS6KDWrw1Y0q8+xz0nTHsX+yDF2Cn9de7sx4qK5mzrE4LSXyho9prPtM7rqgY7D3TOeZc3VfdpU5pCUfzdYkR0xKvnhH24lc6eHwQdKrE0Wfd8Ifnb253S1LyYjOKzs1GdvIu8jD7ZyD9IXm2kRCkUyYRwqZN7PfsIDDp291/vZfMbCsP1zr3qKFZf04/PC/jh+VIxZXh41W3q8sZ0pG2ZjODVS79nP6E5lPP/emfS9PfbLvMcjJzy/mynLZ+NLt/GXeQv4XgNx/ScvWcBn3x/MmpI8vJf6MI4WWWqH9Ps5PCuPKZmz2Xe2i03XzSdNOJk6710KvFmc4l7Y9EkUScGpy6bT4+FQU/HOdrVFEX+E2qi/S3+MloxO/lnmOmo+seOTzRuyqguTaVmrgLTWGapQKOILFZSzDH3tNmZefSNSr7uojfWb67fxMo5UYUZhoIW5Zz9/+um1mHaN4lsqWD3ylSa/c/vN/2bj9T15dfup9Lp8c1RfFPd/ch9TPp4d/NRw2yYugkE9bDX8v9wNzTgyUKFelFrFRanNOb51+KQke105ctV3lieLdvaqqPdbA42K9F2gL/k6oUc9KhTtifR5EUvXogO+y8Yet/88t4fz3BtY6DzMS/qJUbXFf/AQ+sFDODIyuKjrNmZkHmBhz+Nt6qj49+1H37cfR24uJYabhpJKn5ViclbKBhanbudB25lRsUWuWY8OZPSpSwQ+I/MAcCAq5Snik+ojbvQlsVlpRJF41LVRWzYSJkdPbWBhi8ZQgSCFokkSJcgSqWOnOnutwqysRPtiTdi2pi5lqI3XtgmtjZzf40F8+Q06UDytecmvL08rhbRSiv1uNkV5dKV/91703XubPC4ugkEdkY3eKq76djp+UyNnV3SSXomRJ3JwfCZ+N/S2vQ04o1JOiPWVnRm28oqI+24Y9Fmwk1XHrw6MZsm+/o2eUwDzTn6Zs1Ki5cqKZKPTtxrDel1BhsvDOye9EDYVqZ/jMHt/cTl6vZGZrmKTzH9/1fwkn81Eer3c89kFPNytHFnm4NCN4asY5ayrQV/ytaVlJhKypoabvriS33WuZEr+2gZfCPSwlbJnen9slf3ptqwMueo7y23J2O1h+MqrsesGzw17lhMdkaevKRKfTlsMhq28Apfdz6KTn6G7TXW+FYpY4ZE+zt84hcKKVCb13sR93dY0/SWFQqFoZzS3m8IrT8GfIuiyuhKxdG3Y/oyvnQzLCu8D3zlkMVPTI+cNHZ22k09n/wTNDz3ePRDdpNJNoIJB7cTbFSfTdereZicWbA17J2ay/sb5wU/RDQQB2LfX0P2SjRH33fvsD5kx8amwbZ+9MJruDyxt/KSaztxPf8BZA963ykxFkpOzYBksAH1gPw58IMmsN1F4gktj3c3zw46/r6gfn7zR1XJfNGtqGDgzMNpg353j+eaO8HLzF81g4BJLi0wozPJyBl4bWBHihXvO5P9dEzkYNMzh4rtfBa7d0EdnkbfKelv0T7+mx6eBedyvrRjJic0aqapIRFJfW0Hqa6Dn5vLV0i5cZKtSb2oVihhRZHiw355B91Xf8e6d47nvBhUMUiQxiTKCSdEkWnZn5t35CBNcGgOeu56+x3Rfuz64FB4M3/bn1yYzdfzzEc93VfpRrvrtfHzS4Mwjs0lXwaD4QhcCI8WOPSMD6fVi1tS07YRCoKWlIYTANAUF/goOezOsMTYCWmoqQtcxI8R/qkwvpWZ0l9+zFGlS7nNS4K8I25yjp0RM1KVoG0LX0NPq7k0pZVTz60QVKTlgpJPlLyVTc+DWIqePswsDLSMdYbNhVlVFZf6u5ocCfwW6EGSHVkKwSfSM4LUutbzIhELz1V2fLnpqg8cZjsA1k4aBWVkZFVuO+lIp8Ffg1nQytRTr6wNFuyLsDrQUFyLNTaE/gwL/YYRPtdgVDeOTBgX+ikbrEUOaHDWrMVqRl8IlNDrpbgCKjSpqZNtGQqdrtgaXOm6LnVZwwHCAoaKvijaSyLdQG6qbaq+dAn8FdiHIaaStlKhIr0aBv4JD/n7tbUqjmKG2aBN9JJ/X1qReGgK/UwTO5/dHdZBIQ6hgUASytRSue+oNSoxU/v7uRfS7ZXmbzqcP7s/Yl9bT3VHCvIUnMf3vM9GqfZjVWyyyuA4tNRX7u+lc0OVbhjk/JZRnKcTw//2Cvv8INTT+aHn5liMlzll2pmfMrNtk0zjt8dX8KVcl27aarMEeLnm9bjnSZaX9OHRBNsaRo+1oVeswd+3jH1N+grRp7P8/k3Vj/x3xuOmZG0n/tAYDjWf/eBHpL7fN3yOR969tTP9kJr5MJ79f8AxnpZgs+sFDLF/RF4D3B1teZELR79GdTH9rJjW5Kcyd/zDDnZFHMv7rqof59rI8FheeSPVkzfJApenxsO1nA5juHsTOH6WzefqjltcHivbl0HWjuP7GNynwZrHwNxfx6sEqhhzch1pLTNEQO7fnMv3SX7Lt13a2nf1MxGPeqUrjwet+ga2i5S/bCs7IYNWtD2Fics49t9J1ZeMLqjTF5utS2HnhExH3LffA72f8CkdJFFexaQxDIjZuT+i+vCIOSOT4fRtu/m43e5meNZPCkeks/cODx62cm+gMvfsg0xfMRNT4MUtbmm8tdrxyyYOsPq9Pk32kgf9XzPTsmRQPTeeDv/4z4gq6utD48++fZs/t2cxdfw55l2+0PG1FU6hgUAR0oQUSPFHK37q0vcKUTjs/77SSXrY0HqkhKompQwhd54Iu3wbz8xw/csZX7EKuSqxEmcaW7WGfhc1GoTe9naxJbnJ1X1hup972ozyoRyd5b7SRPi/ym8B0n8rShhO7ZWop/DzzIAAL0qPTwjAOHYZDh3Hm5lJmuoAqhjlcDHMErvX1USk1cfAXHISCg6Tm9aJSNty4Oc2lc5rrAC7hjU4icCkxNgSC9CnjAjmerK4PFO2LNwtmZB5gi28rK7afiLFxqwoEKRqnqga56jvMooYXAigx3Di+2Y5R0vJhnul96s6budvX5rxo9injGtxXbqbgWrc3UCe1EyoQpGgziXwTtaGZaWzbCUBGzujA6L5EDopFwL97L+zeG/fyjnQ6GOk80GQfyb9zN+yETOfwRlczO8/tAQ7wSfcDRM4wFF3iIhi0rjybfp9Mb/SYjPRqvhy5ELfm4OpdZ7FsR77ldozO381L+Z+EbTtrwFaW3zEe3Qu9nt6IUdx8mTyTR1M4zI7pgO8t+RVCk/Te6LPabADEqSey97xMTAec6FxC/VUvSs1qzlh1LZUVLnJWJv7UKmlKPl58Kv3yh3BiXgFvDVjc3iYlLSfYitkxux96deOJvqu7GzhFXDxOItJpmYN+tulhz5FIlJ5TTXXueNyHJJ2fWQ4WD6WXVVXMef+n/DrLy4VD1jG3exQS4CQwsqKSqz+YiZbm4+qTVzY4+m+ws4CdN12O5oW8D6OTVLrzZi/9PpmObjNYdNpjDHG421QfKOKLzhpsnZaDoySXLmt8OBZ/1d4mKeKdJOt4KeIPzeWi4LoR+NKI+FzyTRzFoZHh7ZfTB1lf/zXEpN6bePeO8U0fGMT3dJRG0iaIL+Z8I+mXNx2ny8eSsY8HpsHHe6RDYTm2Q6WM/PhGhK1uCnDP3BI+Pen1QNqIIOd03sS82y9BmHDCy/sDwaRY2BeTUprAubOa/lc3nkROGz6Uore8uDUH614dSv+mEg+3gk03joc7woNBT/X+H9z4P7b4Kpnz7jRoQeN/z49Ndkycz8KyHF467cRWvTFqLgdPr58sOnypukOGSa87/BgbkyRRn2nQ5/fLADg4bRzG3WaYMymsY4jDzaZfPNrMoyMHWOKBnMeXkfN4+HMkElvPehbOgjkFo9j0nB3psza/lllZyYAbVgDw7j3jmHuNCgbVxygurk26/dzDp/OnSyMHg8Y47Wz8ZeB5d0rNLLpF4TLaP1hF/w9Az8jgixX9GeI40Kb6QBFf5OipbP1p4NmWv2gGA9U7BUWyoDqbCYtIT+fPv3qWi1KrIj6Xdl2ks+PS+ZG/HAPu67aG+25sfl9izNuFUbQm/kl/eTnpL4MtrxdbP0uhS+K/j1e0AmPbTgZM2xm2zXveaDxP+nGLuv7IjMwDzLhhPh7pY9K6WTg7UjCopfhdgZVA8PstfTOreyVbfJXoSHrbwhMU60j8WW5subl1XzANjKLiBkcPyBqdLb5KdnqGghmd2lnv1AlsNvzuqJw+7tF8ki2+GhzCPE6zpig2qig0JXYkvW1uFVACaqTJFl/LE/O6hKR3IizRbJps9mVSJcvooesNJtl0a170Lr2QXh9mSanlQSEAvUa06lp3FLTg9WnKP2vrg3pYqZmUkl01OWxxb6WzFggi1K8PZFVV1JJZK6xH83Kc32k16tmfDGhuNyI1FVGUkE1bRZQRNht659ymD2xPOmfiEMFEEk7zuLpNOtqWXLytVJg1HDCan+iircnQFclHyA9lZWW7JEu2ErvwQ3YWuimR5eUtWmBE85ls8UncWl17xC0kvYJ9KW+6jru+/0sTo6gkKvmEErLGfPGX/2TXtZ15tmAC1RNdlq3u0vXF9cz5fBpmqpNpL7zD1PS6QFMfm5vbnn+eynpLdK2p6sPKyfn49+2PeL6hf9zNnHnTwOfHKN9liY31EU4n2n9czOj5Gb1tbxOL5ePjjU5vreeWr69BOu1MemEpczrtavZ3R38+m4F3VeDtms7fnnmMkc74HdkSK/ZuzWbOedNa/L2SYdm8d/8DEZOjxRNy4w7uP/9HoAmK/2my7JTXIx53W+4K/vfZFmpMB/N+M5WURdbn2cp/ZDNzXpkW/HSP5edPdAb+bTtznppGde9Mnlwwl372yMHGUH0QwkTjb//vajL+bc3wdLOigrVT+jLHOYit03PYevWjYfXBra9fQ/7tyywpSxF98p7ayJx3poVtG1S0I2p5/BSxY89Nw7nn2mfZdklF0we3hkQZcZMgU2hiTe7gCma++WV7m9EoDmFwdkoFYOejc+eyfmmXsP0nOv4DtN+Lt/PXX0HanOZ3HffuiJxwvc0kii9GooP7Z8gPb//XNPLusn6WTyw53VWD761FeKXO7+dPo1sLZi05vlzPneddBVrdDVFwTi4r73wIp7Bz31/nc9So8/USw83z0ycjlq219DdAM4NBQogs4EngJAIueC2wGXgZ6APsAi6XUhYLIQQwDzgfqAKmSSm/ttLoQOLVKjZ33sEnWlfLzmuUlUFZGXpGBmVmCtRL46QLjXNTDAI/KUA321pW2hrOpeI/eAgOHrLMvmMRQjC6024uSq2iqUCQz6jhO7mMCgKrVAxlFIAuhPiQdtDQKszycthYjuZyUdrC4VFGuR1j41acFb2okYkRFy0pNbjulsOs3+RFiMCgNCFEZyzyRVnjwdi4tcV2pXVObTQ5WrwgfV6MzYHV0korT2rwuEwthcnuGnyykvtTrB014JNeNrKaisIyKEweX7Qao7AQCgtJMfrhlQ1rEKoP6nOX28LWlpT4d+wCwFESeEujC42RXi/X3bKP3avupUAGXkhY6YuK6GAUF9dO76v1xSSrFzsaIR2Ln/iMO14pwWZxvZhwxH9VfBzHtm2efKALWOyLWZoZbC/HO4FFFPrZ0+hnP9be9h2BXVLtImXjxgb3H/tMhQ7uiwlItOvFkB/ekpGAD6pjcAp7MPkz3N5C1zRramDztrBtqSfWvdic4NKoH3MoNY+y0KlHWBqq7TS3BzwPWCylvEwI4QDcwJ3Ax1LKe4UQtwO3A7cBPwQGBP+NBR4N/p8wmB4P979+MfdkG4w8aQev9fso4nE9dA8bb+6OrbJnoPIVYC8T9J73TVwMfftT4VCeXXY6WrWGd/cTZNONYWIcpjQxAuundAdeTmQNteFD2X55JlKHW9MWAPBQ8Qn884tJoEsW/eAhhjkiTwU6a/hGvvzrONDg6sUzQcCFo9fwYI/4TSQ65/dHmHS2m1ef7I7XKznt/L0Q0C0pfTGapHyQTn7hjMCHYOzgd2e+VbuyWLTYwtqk9MWoUVzGBW/cjOk2ueq0ZdzVZV2TX/FeUMLOfuNwHxB0fWSFZcNqu3ztI3/RDBBw9JmXcQ4YwYjvjyPthaWs5GNQvphQKF9MDkI6Djj9J+z5vp+D9zwEFChfTCBCbZvef5nM68uGM3WrD/h/lvriupKc2ud3qM1+HMduD/VXRSOfj/27Oec+th98bJmRPjdxfnumh6/PeLzB6e+x4NhnqqoXE4MLh67j3XvGodcIKu55jGxP9OrFkB/2Wn78FMLKy8ZyeIRWd5+HaMz/Qp+P/fvYc9DAsfU5tsx6n/2pkjxbFdEMyKZvK2fgoutBg8e//wwT3XWLTrmEje3XCOwTx9FpI2Q9Z92I9CaDQUKITOB7wDQAKaUX8AohLgbOCh72L2AJgRvjYmChlFICy4UQWUKI7lLKAsusjjLS46HP7wIXeeOd4+GGyMGgXrY0dlz2eNi2xVVOHnz6TIiDYNDCb8cycOZK/NLHcvYyhB8CoAkNDQdIsghoBwmq4dHhmWy85pGwfCJPbB3PwJkr0TMyWL6ib+3y3cfyTO8vYNoXrPT4+NPZU/Dv2sPbD4/lwUvjMxhUWmbwxfJqnpkXGDbscAhsuoCAXmcFD0tIHduDnAXLyDlm29OLx/PzYW9ErUy/9FFMYehNS1L5YrQwCgvpf3MgCeW/nx3DXRObDgZ9O+ZFGBNMBP6YjrQoGORY/BUDFwd0PMxGTl3eByGWg9AQgdFLyhcTBOWLyUF9HcWbKxn0JpTIGnzR8MUOPr0jWtRv2/T97ygG3RCYlr0Pa33RuaeKgddbP+U7XtCGD6Vkgp+0dkqBFumZGrV6MZF9MQ4HxMztvoq516xi9dFyzry7hiGcDESnXmzMDw9c4GfHxKes+2GWE92ReeY3Gxg4K5BX6c1lI5norkt34BR2dk4KXJthK68g6znrym3OyKB8oBB4RghxCrAauAnoWk/sg0BovlZPYG+97+8Lbgu7MYQQM4AZAC46aPbjGFFNJQ6cbGAV5bKUDLIYxHAAW1s0BKVjLNm5x09uts61cw7z7QYPI4a5MAKJyZUvJgjKF5ODSDpKlC8mEsoXkwPlixFIsI5y/bZNwbK5+KVD+WIConwx8dm318Cuu9ngs7ZeVBrGN0I2kedDCDEKWA5MkFKuEELMA8qAG6WUWfWOK5ZSdhJCvA3cK6X8X3D7x8BtUsoGF/8VQpQTyEEUj+QAR9rbiAi0xC43MATYBFQCeYABdJOyLhlHWzQMHhevOsarhtB2HdMAn/LFdkX5YvOJVw1B+WJLiFcdlS82n3jVEJQvtoR41VH5YvOJVw1B+WJLiFcd48oXhRCFwXMn+rWKNW217QQpZcTlFJszMmgfsE9KuSL4+TUCcwUPhYaCCSG6A4eD+/cTuHlC9Apua4zNUspRzbAl5gghVsWjbS2xSwjRDVgupRwS/HwGAQ37W6ghxKmO8aohxKWOcakhxK+OcaghxKmO8aohxKWOcakhxK+OcaghxKmO8aohxKWOcakhxK+OcaghxKmO8aohxKWOcakhxK+O8aahlDI3Ga5VrImmbU3OLJVSHgT2CiEGBTedC2wA3gKuCW67BlgU/Pst4GciwGlAqZpT374oDZMDpWPiozRMDpSOiY/SMDlQOiY+SsPkQOmY+CgNOybNXU3sRuAFEVhJbAcwnUAg6RUhxM+B3cDlwWPfJbDE3DYCa6JNt9RiRWtRGiYHSsfER2mYHCgdEx+lYXKgdEx8lIbJgdIx8VEadjCaFQySUn4DRBqadG6EYyUwu4V2LGjh8bEkXm1rkV0x0LDFNsWQeLUL4k/HpLlWMSTeNGyxTTEkXu2C+NMxaa5VDIk3DVtsUwyJV7sg/nRMmmsVQ+JNwxbbFEPi1S6IPx2T5lrFkHjTsMU2xZB4tQuiaFuTCaQVCoVCoVAoFAqFQqFQKBTJQ5M5gxQKhUKhUCgUCoVCoVAoFMmDCgYpFAqFQqFQKBQKhUKhUHQg2j0YJIQ4TwixWQixTQhxe4zLzhNCfCqE2CCEWC+EuCm4/Y9CiP1CiG+C/86v9507grZuFkJMirJ9u4QQ64I2rApu6yyE+FAIsTX4f6fgdiGEeDBo27dCiBHRtO0YO5WGDduXEBoGy1c6NmxfQuioNGzUvoTQMFi+0rFh+xJCR6Vho/YlhIbB8pWODduXEDoqDRu1LyE0DJavdGzYvoTQUWnYqH3tp6GUst3+ATqwHegLOIC1wNAYlt8dGBH8Ox3YAgwF/gjcGuH4oUEbnUB+0HY9ivbtAnKO2fZ34Pbg37cDfwv+fT7wHiCA04AVSkOlodKx4+ioNEx8DZWOyaGj0jDxNVQ6JoeOSsPE11DpmBw6Kg3jV8P2Hhk0BtgmpdwhpfQCLwEXx6pwKWWBlPLr4N/lwEagZyNfuRh4SUrpkVLuJLCU3pjoW3qcDf8K/v0v4JJ62xfKAMuBLCFE9xjYozRsOfGmISgdW0O86ag0bDnxpiEoHVtDvOmoNGw58aYhKB1bQ7zpqDRsOfGmISgdW0O86ag0bDkx0bC9g0E9gb31Pu+jcWGihhCiD3AqsCK46Ybg0KunQ8OyiL29EvhACLFaCDEjuK2rlLIg+PdBoGs72RZCadg4iaBhe5cdhtKx1SgNGycRNGzvssNQOrYapWHjJIKG7V12GErHVqM0bJxE0LC9yw5D6dhqlIaN024atncwKC4QQqQBrwNzpJRlwKNAP2A4UADc306mnS6lHAH8EJgthPhe/Z1SSkng5unwKA2TA6Vj4qM0TA6UjomP0jA5UDomPkrD5EDpmPgoDY+nvYNB+4G8ep97BbfFDCGEncBN8YKU8g0AKeUhKaUhpTSBJ6gbFhZTe6WU+4P/Hwb+E7TjUGgoWPD/w+1hWz2Uho2QIBq2d9mA0tEClIaNkCAatnfZgNLRApSGjZAgGrZ32YDS0QKUho2QIBq2d9mA0tEClIaN0J4atncw6CtggBAiXwjhAKYCb8WqcCGEAJ4CNkop/1lve/15dz8Cvgv+/RYwVQjhFELkAwOAlVGyLVUIkR76G5gYtOMt4JrgYdcAi+rZ9jMR4DSgtN7QsmiiNGzYtkTREJSOjdmWKDoqDRu2LVE0BKVjY7Ylio5Kw4ZtSxQNQenYmG2JoqPSsGHbEkVDUDo2Zlui6Kg0bNi29tVQxiiLd0P/CGTE3kIgS/f/xbjs0wkMufoW+Cb473zgOWBdcPtbQPd63/m/oK2bgR9G0ba+BLKYrwXWh64NkA18DGwFPgI6B7cL4JGgbeuAUUpDpaHSsWPpqDRMfA2Vjsmho9Iw8TVUOiaHjkrDxNdQ6ZgcOioN41NDETyppQghzgPmEVhG7kkp5b2WF6KIOkrHxEdpmBwoHRMfpWFyoHRMfJSGyYHSMfFRGiYHSsfExvJgkBBCJxD1+wGB7NZfAVdIKTdYWpAiqigdEx+lYXKgdEx8lIbJgdIx8VEaJgdKx8RHaZgcKB0Tn2jkDBoDbJNS7pBSeoGXgIujUI4iuigdEx+lYXKgdEx8lIbJgdIx8VEaJgdKx8RHaZgcKB0THFsUztkT2Fvv8z5g7LEHCSFmADMAdPSRbjLq9jmd9Bp4lBSh8V1hLo6CSmssE+AcLDjBXnc+A5PtO7tAeZU1ZbQBmeFmQJ9CNMRx+0wkW3fnIkqts7Oc4iNSytwGdrdYx1S3GDm4vyPiySzVsYPh65bKiV0Kw7atK8nBuaeKGirxSs/xN0yANvtiR8Mc4GBwSknEfTu86fg3Ga06b0jDGmmyd2s2ssYTtt9qX0wGHT29Uzk5qzDivqOGjaJNKUijdXpEA+WLyUF7+6K3n4uTUovCtm04kIvtSNvqT3+XVIZ2K8QnDXZuz4Wqmjadz9PHzckZR8K2rT+Ui/1Q+9fzyeCLRnYqg3seRtRrD66v7Ix9e9t0q09IQ0uepxHa1/Vpje3t4YsixcUJ/QtxCL1Ftiois2uvj3YJeMsAACAASURBVCNFRlz6YqjPJYDN+7qgFbX/s6s+keqCEHt9bqo3CYhCqpdItNUXG+srlpqCw5vSkX6/JbaanVIZlBf+7AwRzT5/LJ+nkVhXno1zZ3WD+xvTMBrBoGYhpVwALADIEJ3lWHFu7T69Tz/uf/s5hjjcDH10Fnl/WWpJmcJmo+9zNub3XF67rdSsZsrVs9GXfG1JGW3BO2E07zz5CG7t+ICKR/qYNGMWzne+sqy8j+Rru9t6jvo6jjrFJVe+nxfxOCt17Gjs+/l4Vt4wP2xb/qIZDLx+JSvkx20+f2O+2NGoeLgvXw57I+K+qTvPofiMUjBb/oAPabjFV8mc86ZhbNwatt9qX0wGHbfeNpaVlz4ecd/CshxeOu1EjJLSGFvVMMoXk4P29sW9fz+JleOfD9s26g/Xk/3ksjbZdGjqeFbeMZ8CfwXTL/0lctV3TX+pEbb+aSQrJz4Vtu2U+2bR7YH2r+eTwReLLxrHsrsfQRd1A/iHrbyC7pdstKyMkIZWPE8jta/r0xrb28MXtcFDeeKtBfSypbW1aAUwZtLepg9qgmj5YqjPZRc6Z94ym/SXIt+77UWkuiDEnIJRbDpNQ/q8MbGlrb7YWF9xcZWTByeciXHocENfbxGV3x/Lp/PmY48Q0I1mnz+Wz9NI9Pt4Ov1/uqbB/Y1pGI1g0H6gfkSgV3CbIrFQOsYzDb1nCUdpmBwoHRMfpWFy0GodKy4/jYIzZORnt6R2+y8HfXLcbudlh9h6yti679Y7vsFz1X9hLCB/8D4AMjUH235txywaG36OY45vzEaAqaccH5zqdsEetvY75sV+6LxtsD3i/kZs9/yt0Qa08sXkoMU6enqnsvW24P3ZwH0osrxkae32npxio4oR78zBVhbsyEYa+HGsjzS1vf7++uds7Phm+Flz/HXf0QcaMSg+fNEudDxXFXHw9LGk7dDp/sAyy0bc1Fw4hr2TBHqFxoC/bcIoLm72d9MXpTNg+/UYXb189/1HIw4UiBNapOO6o7kMeO76wAcB9nLBCRVr22aBEBy8aRzl/Q0y80qPm2HzSEkec9++AGHAgF37sWYMEug52Wy5bSBmihmxTkwUovHE+woYIITIJ3AzTAWujEI5iuiidIxnmldPKQ2TA6Vj4qM0TA5arWPB9yQ7Ghjp1hRfDnsDhrXqq8fh1hxsO/sZa052DO8PeRuGROXULWLM45GnlwZRvpgctFjHk7MKGxxtGo7LAvNaR6EpGTKv+LjRw4lKoWx0mkvc+OLqka/AyOAI8LkaSGumoBeM19lx6aOs9Pj402NToAXBoKznlpEFyAnD8Zzrx03cBoNapKNzfyV9bwsPnJhttUBo5P9oO28OeD+4ITwl8mv7R9D3tuUgpWWBIAA6Z/HfH9/PEIfbyrPGHMuDQVJKvxDiBuB9AkvMPS2lXG91Oc3B1qsn0u1CVNXg36de/LQEq3X0ZpnoA/tZZl8yICqr8e8/AIDthDykM/KD3pt5fORHS/ehD+yH2PW/Bs8fT76oaD2t0VE4neh9Etzf0hquslM1L2a/XujlOTE0qHGULyY/bfLFRu5nRexQvpgctEbHUlOwuMrZpnJHOIvooqeGbVvt8VJopLfpvCG2e/PAHz+58KJJh/DF2KT0aVfiWceVHh9FRhoFxRmcYGF+JT0nGzpnUdM7C4cIhLI2eqvY7e/El2UDwGxdWZrbjejZDew2smybjtu/vMagxHTTw1bKMEd40Dol1RvoZ5sm5q69LcrBFJWxkFLKd4F3o3HuZiMEJU86eXLwc1y/5Uqc56lkcC3FSh2XXn4/R6c0b25TR+HKtdfS5ZICNKeTbi8Xc2u3DyIel61LILzxserMRzj4AVx+wdFGy4gLX1S0mZbq2GvgUe5/+7koWhR9ciPc9yEuSi1m6OtPxNagJlC+2DForS82dj8rYovyxeSgpToe3pTOgxPObHV5Qgi8Lzj4cMh/a7cZ0uSXd99El/9ub/V5wzAlxtE2p0pKGJQvJgfxqKNH+rjpzhvp9MkO+nr2YGWIdcttA/nvj+/HIUz62AKjgi5+8Rb6z90OhoFR1nh7sCEqJ57Egw88hFMY9LXbAXvtvlKzmt/++ibSlu9iz/T+fPer8FyyX455kgMfSDb7urBg8iSMLc1/JrXfxNhoIzRyUyoZ4nDTLbWM5g/MU0SDLnoqXVQ8Lowsd13W994pRS0aZthJd9NJhxShNX2wosORIrSEH7baGHahx93vU76oiESy+6JCkShIv7/NSWqrfH3DPptIHBXSsuS3CoXCOpxlRlR800wxj6vXbVWizWWZNsGJDht2EXkEo6M08AyzVfY/bl+mlkKmA3RxCPSWtUeTLhiknziIjTengyaxL3Mw9KNZpO6TdJbLCYxeU7Qnqz1ernzhJvQGV33tOGTsNHHI3ZheH4seO5OXc86KfNy4wywf/lrYtqk7z+HbxYPZVfjPGFiqUCgUCkXzWFKtMfOFX6L5Wl7P+0+sYMv3FuKRPgb/dzYp+1veTI1lvXj0F+MoOr1uRR8pIf9Fgf2DVTGzIR6QhsHKBaMZ2m1ErYYKRTzj3nyYUY/NQepw008WMTPL+nQieR95GVo9C70G8oratoJjfS7ttIppT14LMkZ9qWtea/qYdiDU5xe6ZG6PF6NbVqdObPrzQEj31yaL3uit4uIXb8FWJei5pOFl3RtFCPbdPo7qQR569zh0XPLr+4r68fQrkxAG5G/fY23OoyBJFwyqzstg/aT6SwUmbnbvZGS9pwf9/rEhrpaEbndMg9xHG75P9905HoaHb1uxrj8D/7KUA40n51MoFAqFIqZ8VZ1P/r1rMauqWvzd4mnjMM4wqZF++r3kR1+yssXniGW9WHS6lx0Tnwrbdsq3s2hg1nfyIiXZTywjmzoNdTVaUhHH+HfuJu+u3aDpLD7npKgEg2yfrCYvuECkldOUvueCHT942sIzNk68DqUI9fljsdKaSEvlucmPMsFV91zb7e9E/7nb2zYiSGgMOK/h5NfvFpxE778ssz75dT3iKhhk69kDMzeLyl5ptQmZWnyOaj8Ly/KxCwN7ZZvzkyssYrXHy3pPD949Ogxp+NrbnMSnAySlUyis5ONqnf2+TpacyyEMLko9FM9LvcYVwu5ADOkLmobYX4hR2OhqT0nFUcPGwrLmJzo/I2UX+fa0sG2f18Aub9uSpfdzHGaCS8OQJu9UpVFitG3q2mkpuxloD8+BtLzGYIu3Kx8fHowwW5czQaFQKNqLHEclJacORvx/9s47zIrqfPyfM3Pb3m1sg4VdOktTAQUEQY0lidgTNZYYIybGgjEq+o3RX9RoNDEhKmKJoibGFpLYlQQbYqeDUqUuHXaBZdvd22bO74+7d9ll79Y7t+2ez/P4yM6cOee9c+Y9c84773lfQ8LGbZi16oNrMmIb2B8zO53qvjZ00dSTpsyoZV5tf7zSgc0TvQnOVtgLszCPup5uXCIIOFjp8/GNrygULNroXBtaejoM6Ye0aRS4Spudn+dxUhbMZEdZLoNlbOOIJZUx6Nvp/Vjwo7+gA71tGW2Wj4T22Te8PSm0ly6tZrlaMycJP375Jgb/ZS2YQczq6kSLo1AouhGGNLnj99eT/+ZaayrMzyVz3v842+21pr4ujta/iJtff42RjgrO+OuvKf5j9zEGHVyfxpyJR7WvsNB46O/f4+vjm7q73/TwNHq/FF1ylh1XX8yq6U9ywKxj1i+uxrEyuoC39z1xbrMU9VfPvpF+T61BGFWYXqUbCoUitXioz+eUv/ERHim49tqbccxbkmiRFBHY+YibucfNxiEETtH0o8RtO89k/7l2CAbRq76Ouq3N1w/mw6v+jA701EMfUS586yaG/W5dKOB7J4NF+04YzhPPPkamZlKgO2kcLNonA/z+jmvJ/mA9JYENxNq1JamMQaZTUnyEEajD2yFNQ21BSkJ0n1D9YiUq5JJC0W5MJDavtGwM0u0ODKm2QLQbTaOvrZJiWwamve3iXQlpdGxOEggWNTumW/Ds6r7Q/w0psdX4o67PDDR//nUf6j2vUChSFqewU2yz45MBZLLujVKQ6fI1sxeE8Zs2jIOHwLRmY55pb26b0CxY00qbRn+brUUPc7vHjNv7NKmMQWHW+Ou4ePat2OrAN8hgx6tHU1fuZvitqzu1B727o2Vmsv6h4aTlHhHc6sLkDAimUCiiY82+AkbPmNZqmbqekkU/eYgc3c2wz36Ka2HnvDFjReE523lvxLtNjo1efBl80omtXhKKlu6xbM++WVXFfX++krsyDltlN+2LbdBaW2Ev1s/ogzMt9bbZZrm99LGF7tU5P/iKuaOOTrBEraDei4ok5c4R87jv1bMJ+G0M/X8VBLd2nxTkCkXMMA3KnxjI6KJpVA0LsuncpxItUZu8XJ3Hg89cgmZlIKJWmR6vhlpEHzqYTfdmYHcEeWDwW03OGdJkyNxryVpnJ323Saa50PL2twZqOOu5X+OohgFLYmOLeKyiP888dzbCgOLVO2IWI+hIktIYtCPYg/7PbcLYV0b182NZO+klXqjKZ47jKFC2oA4jXC4ePfVlzktvevOU0TuFUfsfFa1g31dL4SNftlpGGzOS2stNcgDXwow2y8ebjYMnwIimxwLLcujbSTmtnDNJn4+8Z5oGfd8W46C1MiuDd096IoXTlKcBMKNwBTMKVyRYlpZR70VFsnJpZgWXTnqJPcEarsq7DrYmWiKFomuQ8e+FZACZF03APDf5J9hLagZS9OhSZMDfdmELsC4PWucJFmSy6MQnydGbz4FMJL3n62TOicE8tv6bX7npZNALOwmWbre+jXq+ODSY3jMXgWnEzRAEyWIMykhDjhkDZiiF2pJDAyAYug22vQ5mHBzMooqB+Mb2R/ca2DfvIbh3nyVN6wgqhjnJC4xpu3A99t2hLzLCZkMeNwJpb336qPmCyOXrWnRZ00eUEMxN59AQe7NAWI2pGGKn1+T2yxnGk20nS/uow9cpFIqui/AFeKT8ZAqdlTgrkn/y0+0IvxfrqezjxNXJxAoKhUKhUChSB33oYIIFmRwcnobWytqwq9PafSgzanmp8hi8ph1HlYWf/DQdMXYkpkNHaiHbxNqaPhCwzkRjqwkw48AY3OE93MDy7X0ZSPy3WieFMWjQoHL+NedJjv/nrcw/vheYtQ3BBwfdtYz59/XCHNWHR+Y8QV/d5NQZt9FrljXGoAzNxfy7HsaU7V8MjX3zFkpu3IZe2ItrX36Nk1z7Wy3/j6qRvD+5f4t7//b9WfDhmCfRhMAp0iKWcQo7X/zfwwRk5xYDkSypihSm+74XFBZhrN/E2pPSWIuLHG/H0zcrYkv4vRhGE4JsLbm28ikUCoVCobCeTfdmsOjEJ+vf/ZHXht2B1u7DjPITWXN6D6TPh9O73LI29dweXPzie5yfXspx794csk1gYHp2W9aG9sXXLDyhR5Njg4z1SItiHXWEpDAG2dBCxgpJs5hAMuBHBvxo3iC5WpAcPcPyoF4dVTJpqzccCUEP3dOmoaWH3vreNpc92C5jTYbmareMCoWigwjRvWxsUqoYbElMw3tRoVAoFApFXDAxMTrgIBArbHZDzQEAu6PlNXJA6pg1tdZvlxMauXpNqF3R3DZhCUk0B08KY9Da3QWMu/t6Bq+sblcolHOv/IyPzyhh985cht2wCunztX1RC3hMP8c+fxOZpe2/pmRtqPPM8v38+u7rCLoEzov28cWo11np83HlzFuw1x7+JY4aSVbN0hbrc8zMY1zx9VQNgVVXzMIpmqdbCUiDkS//kuwN7ZczTNAteO6WmYx1Ro5YrkhBEv+eSlrKpk3Cfd7eDl8ngHtL3mqznCJOqGfccgxpUvLa9eR+ozKhtcytiRZAoVAoFAkge9EuJt/9K4SEniu3xTVui+IwtoH92T0zjXSnv1mwaICB7/yCvCU20g6YuIPWebZXXzoRMbUMly3IRFc5kN4t5qJJYQyy7a8l79mv2n2/7++5CnquYkbxYObrvaLqpwAGfT/0oS/ouHuZ6fWS/VIoYvnG0RNgFOw1siiaEwp+3ZjWZHTMW0IekDllPMZPZMQtQCYmRZ8Ecc5d0mE59YICdt3Yg7HO5LBAKhSxpHKEwYpRrydaDIUi6TCRFH4pyJzzVduFFQqFQqHoRgR37CTvuZ2hfydYlu6MmZ3OO8fObjF9fN4SG3nPWj+PqRyksaZh/ZBuef3JSlIYgzrKy9V5LKkZyMc7SuhjJkk6hW61v0SRcGL0vMksN/7J42NTeZxw9Y5tVqdocAvJ/gn5pPdvuk+Y/6l01s3o5mPqjoCbm/eMs7ROUwqcFWqKq1AoFAqFQoGmY04eRTDdhqdfaH7kkwEe3D+aiqAb946UNJV0iJT8hQ8+cwlFjy6lt9yIGVQTW4XCKkoGlDP32ScSLUZU2IVOsiaILrZl8NkDs5rtR88sSpBAiqSlbr1g/UTrt3M5gsssr1OhUCgUCoUi1dAz0jnzqY+5JntDw/phZ9DHwitGIddtodhYlGgRY07yG4Pq08hJIQjIUOwcLYi1waLE4XZIZNAwKQlgYEgTXaiYDor4oyFwayq2VCyxoWPr5l4vinYgpfVBERUKhaI7E02KbqFFdFiVjdcQiqZ0g3gr7SYZ1pnJTnjNr0fWJ0OamEjLnyu35m9Y+xjSxCt1RMDATLE5mCFNArLj9oOkNwbt/M0JlEzZzK7qAJf+9v/QA5KipXuwKvFahnAycsYqttf2ZO0Xgxh4Z+JiKaQt38ZZ02/B1OH0278IxUZSKBRdhj3BGs78y69xl5lHnLktIfIoFAqFQtEd0IbZSHumZ1R13N33VeDwYssudE6//QtWX9cnSum6Jtovkn6ZGRf0ggL2/S2HvlmVbJ8ziIK/qrh9kQiv+QtcpRTozibnXqvJ4s+/vxw9IOm1cFdMYjqdse4cqp8pRgtKMrevjkELsSMa2ZNeS+uG+Xiz5D1eqMpnzjtHYRyqtMwQBKALjVl9QkGZR1VcZmHNHccoLyfj3+Wg6aEXizIGKRRdimop6PNBOca6jYkWRaFQKBSKbsMQZxVvlrwXZS3Nv7qHk9oomnO8syrRIiQFwuVk1lFzmOzSKBlwPQWJFihJCa/5QzTNrL3FX0Dua19jejwxC+69aXcBQ+aEEkMd+ck22YlG9qQ3Brk2Orm05DRW7+tN30BposVRdBJviZfaiyYkWoyUxFPia3Ysv/gQtRdNwPxwYdzlKTNquW3nmfjNpB8+Osz0Pu9xvNPedkGFQqFQdHvCc9R8Ry0P9fkcp1DvD4VCoWgvmttN7fePxrQJ+vXZ1+z8YxX9+eLQYJZv78sgY71l7doG9qdybCGGXfDsll7M73EAx8Y0y+pPJZJ+Ndf3D19R8UeNIioxTSt9ghTxZOPpz2KervbJdobQLvWmX6MWHjsH81jJpCllcZdnXm1/9p9jw6iojHvbsURogunvXsLnKi29QqFQKNpBeI566NjhlL/xEcU2ZQxSKBSK9iKKCpn1yGMc5bBFXO8889zZ9J65iIFUIi20A+w+u4jFdzzGHqOOay68nopllfST3XP7XnIYgwQIW1NRZDhLmJQgY2sE8skAAKapgjbHCl1oSZrfKTUJ309hcf5tE9mgDy3hlQ4wDOhixllpqliHyUDDu0DF41QoFMlO/RxVGOrtoYgvbc3VkgFTzaoa8Eo7PulVE80wQiB0Hew2nMLALprGCAo/38LA0vVGeI5p6qGYX3YIjePRtqHpCK3pxFUahqUBw8OydyJGdKskhTHIOVww6MXDoqytKMR9SSVGRUXM264xvUx6eDq53wYo3u1ROqro1mzcVsAZ10xrtYzNY6BXfR0niRTdCb1XTwKvOCnJKufmnOcTLY5CoVAoFEnHYl+Am+68EWdVcn+U27htVqJFSAqMvWU8cO1UTKdGycYyS2Pfpiq7fn0CJ1+0nB629QyyN/WonOdx8vs7rsXuMSlevcOyGEHC6WTbS0M5dcBGLs181aJaQ2y/ewKnnr28ybEVj4wj6xVrwnnEUvY2jUFCiL7AC0AvQvbM2VLKR4UQucC/gAFAKXCxlLJCCCGAR4GzAA8wVUq5PFLdYfrba3my6PDNmpfjZJbjO536QR3FQNJzuRd9wfIuawiqM2q46/LN3HnQjxCCX/wki1/9ogeALoT4AAv6UBF7duwKMPVXZewrDzb0I4CVuigqPTjnLonhr+je7NltsLj0ZfyyAhAUMZB+ogSULgIgHA5+N/AtJruS20vTKz2sYQl+vIT7EazVRUVsidSHShdTD6WLqY/SxY5z0MggZ/4WjH3xDxXQEpH6UeBRugjIgB/7h8sAktoQFE9d9PQ1Gq39mxqDyoKZZH+wHuNQpaXBooUQXDp0GfcUrLWw1hC+Ab4mtgyA0b2OI8ui+mMpe3s8g4LArVLK5UKITGBZ/QMxFfhISvmgEOI3wG+A24EzgZL6/yYAf63/f7sp1KvYc9EQ7LWDyVtegfmNdQGjuiMagql39OaWCVBdYzL+jB1892Q3QG/gX7How2hZ46/j5s0XY0rBA4PeYKIr8iazT71w75bzMGXH95Rc0GclN+Zsa3LsiUN9eXXXcZ2SOcyQrP08VfwZutD41e7xrKqILuXolMK13J63EZtNMOOePI4b5eLp3Tncet4mhC0D8P2GGOmiwlp0HYb3Op300mqCMsBiPiJX9oJY6eLxx1AxMsPqnxEzfNmCXM0LuCOeDx5VQ8XUE+IrVAQCnioKPcNw5xdjBLyse/sRhHBAJUoXUwSBoIRRZImc+OiiIiZE6sf6mBNKF1OEeOnit94enLrm/KhkvWfQO5yS1jRXjxXzvI6ypyKLQb7tcW2zLeKhi0ZeOhXnxW4O4C4L4vxvjD+I1s/LbHWSrDdXIH3Nk8S0xTHunXz+0x+iWWxZijS3sZ3+fXjDOl0M92GvwfEzZNoG9qf85D6YdhiR9goQ8j7609Yp1Pod5Fd6OmWk09LTqfjBMZh2wdB+IX3cGazh6k2X4DNsZG6Pn+lvRN+9lE09AS0gyXl7DWZ1dbuvbdMYJKXcA+yp/3e1EGIdUAScD5xSX+wfwAJCD8b5wAtSSgksFEL0EEL0rq+nXYxxOll65+MAHPPUL+n7Tbt/T+JIYrcip57O4KPdgIfMDI3hJQ527Q0C9CDUd2BxH0bL3w5MRj+rDN0w+PP8Kbw+5IOI5e7dch627+8KBXzpII/94SxuvPKvTY7NfPccBt0enUvfpjPG4Xv2Y+zoLHloLFlzFkVV3wt3fI/bf7mR3r1s9O4VUtkHl/6I9F0zqaUKYqiLCmvp2UsnK60Qg2pswo5bZuKjDmKkixuvcLPxgies/yExQhcaLRmCADac/ALGScmX8POCMg/rN/rZVKl0MVVwijSchDKHxEMXFbEhUj/WUg3qvZgyxEsXxQY/ju9HZ0D57f9+0CTJREAalszzOkp/KZPOwyQeuji8qIyvHojdnOayrd+jcp4e05iY4XnZvDo3Tyw4uVPeXT/P3svU+2I/t7ugzMO0i1/krDes08VwH4bme/Gh/OQ+fPGHx9EQDe3evvoCCn+4HgdgdDKujygq5LkHHmG43dlQ73zPALQLPTgOHcIht7VRg3W8O/R/GA+YbAh4uXX5lbDOQmNQY4QQA4BjgUVAr0advZfQNjIIGYp2NLpsZ/2xJg+GEOIa4BqAfkXNxQjfVNMGmsuFlLJT1lNFU0p3BFi5yseE41wAtmj6ENruxzA+GcAr2+/sVxVMAzOANAxqA04qzTrs6Lg1BxCK9WQg8QZtZEizcwG6WrrEymBf0tr6wgT3H6SaCuw4wUJddLWyEFdYS52spZpDZJMLFuuiS6SHxk2bjOsL90gC0sAj/e2/QEK21nJqz46OI/Fg+44gK1b7yM0RoHQxJYmpLqp+jBvhflTvxdQl5roY5Xws0tWxmuelMrHSxeIinRoZu7Wg14h9NkBhCGqkj1ozB+FyorlcmP5AMwNUMKhRadahI8jQXM3qOXJuZ0jT0nsTntuMPFZAlLp45FqxpXlpeI5XaaRb8huE04kQAtNOgyEovH4MBPVO662w2RA2G9JlRyPCPLuz69JIaDqaw45Id+Mxvc3Ww43RhYYuOt5uu41BQogM4DXgZillVWibYAgppRSiY61LKWcDswHGjXa1eO3My59j0Q8G82n5EBw/rOiQ25OiKTW1Jj/6+V4evi+frMymD25n+rD+unb14/B3bmDwnPYv4mzVPmRgDQDa9EwuzLmBvRNdrLjxMUxMJj08nZ7LvWTt92B2VuFSNFtRTa1J+dMvMoIxbKXpFspodTFL5KoZTRwIyiDf8BXDGINN2JvMMK3QxT5H9ZAT51Tx28ynODJNZzw5f8O5+O8tbHd5b56dJx96lFGO5hMf6Pg4EmuCQR8rVjzDgAGXULrtE2BXwzmli6lBrHVR9WN8aNyP6r2Ymihd7BrEVBeziuWFP7nBOmGPwH7IC+bemNUPMHzWXi588wa8eXZGvfo1vRxVvPXUdyj4a9O05kPurePCXjdQMczJ/LsebvVDGcBv9o1l+W3HIczoH/PGc5urrj8auLPhXCzX/OE5nu4NQtWaTkofQthsbHtpKJcOXcaItFcaDEEnP3ALuet8DCir6bR33fbbj+eSixeQbVvYLPi11XjOH8dpv/scr+nl40dPYFnpcWw7y8nGn/y17YvbSbuMQUIIOyFD0MtSyrB/5L6wK5gQojcQ9nPbBfRtdHkxjWfIHWSK28cU91pecJYxRz+qs9XEniQ3LAQDkouu28OPL8jggrMbYogE49GHAGm7bOgLFre7fOORwvx6HTrQI//wNtTcbwPoC5YT1YaRSMNRkk8VAgHJRT/fQ/rxp9Nzh4utcj3ESRcV1mBKg2/4ikL60VMUhQ9bqot9bN76IHOJDcS8szKb3gvaHw8yu28x1Wbzrx1hOjqOxBJTmqzhRonUtQAAIABJREFUC3rTi8I1frZJDyhdTClMacZcFxWx58h+VO/F1EPpYtcg5rpY7UHvwJyio8RjE3pwSyn6llKyhg7mxoL5jHC4+Vf+Kc3KGes2oq+DvMCYdn303lGXg23Byqi3uB05t4HlECddtHqOd+qAjU0CLhtIctf50Bcsj2qbpbe30aje2BqDfNkad+evokb6WFZ6HPqC5aQfM8nSNtqTTUwAzwHrpJQPNzr1NnAl8GD9/99qdPyXQog5hIJIVba1j3dNbS6jFl/G1CGLmJ67JWKZwY4ydlx9MboPen9y0LKg0nZ0tp3lJP2YSfTYEuiSmZSklDxxxw5GlTi45bqcxqcOYVEfKmKPlJKrp5cxosTBt+NPhtcaBkzLdFERW6SUrNn9X9LJpL8Y2viUpboYHlMTjbEop+1CKYiUkrUsjdSPShdThFb6UL0XUwili6lPKuuihmDPKSaegklk7DFIfzW+sYOSCaWLHUNU13Lul9Nwu3302NB5M9SPt57K6vJCvOt7MFBGF/M0Ebq4J1jD+auuwhuwRXUfWmOex8ntqy8gENQ77RGkud2U/3g0wTTBwOE7m52/c98o3t12FNVlGQz3R+fVhBBUXzwBT08Nb4Hk2CWXE4xC9rZoj2fQZOAKYJUQYmX9sTsJPRD/FkL8HNgGXFx/7r+EUsxtIpRm7qq2GrBv9tL7B+t4/PHvMf2CpyML4dJYNf1JAEbbplFoUVBpt+ZocLUatfgyes+1pt5k4lBgL4vfPMSBEQ6O+24oeN79d+RBaE/n96zow5Qkyb25juSLxV5eerWaY0Y42DPvEQ5KD0ZoWLBMFxWxZfmSALsrV5NBNgtlKCj6EI4Gi3UxPKYqYkMlB9jL9ib9qHQxtYjUh7HQRUVsUbqY+qSyLupCY+t5s+E8uHTraVS8Htvgw8mM0sWOEdyzl8E/jm5LWkAalD42jN5zojMChUmELn7tz6Pg51UE9+6z4BdE5k9bp1D4w/UQReB1LS+XR+98gsmuyB73b7xxIv3u+5LeRO9hJnSdMbet5MmihZy65vxQ4PsYBo1vTzaxz2l52Xx6hPIS6NSGTuEX7AnWoAtBT73l4FGGA/SsrCbHTI8HGUxgLIkk3l6U4+jNG5tGcV6658hThpTS0j5MeZLYQHTihDSMPUMAGPjWNQy9fjGL5EdIKQ9gsS52V+r8dvYEa7ALQX4rY1BnGXu8gzNG3oGxbmPTE1LpYirRQ+TzXS5qckzpYmLQ3G6ErfWpjJQSs6amSUDHSH0YKqx0MZVQupj6KF3sGihdjBGmZLch8MoacnUnTnF4W5KGIOgU6FlZyGAQ09Nsndch4qmLNaaXajPI3mBPpJUB2DUdPSMd7DZqgkH2BGuo9TtoOQBB6wi7Ay3NhcxIQz9isW9IkwNmHYaUaIHoRW/MQb+7U7LrSMx0J3pWFqbP167kWx3KJhZrhj+8g6teuQ5PsZu/P/owg+0ZEcs9ee2TrJ/ap8mx5393Hpn/ssYy2imS2Iig6ABJbNRTxJ7C6X6u6nEd5WMz+fLuWU1eugqFIrkQNhv75vTlupLPWi23P5DJZz8+FnO1NdvLFQqFQqGIB/qKb7n1wqtBCNwP7+P1IR8cPic07rvrb2z/TR4z15xG34vXpYxn2jHv/ZJhf/Ui/EHM8o1tX9BOfGccx48emgfA8zPO4apV/civ9HQ6ffyum8dx48/eJF1bw7FOE9Abzi30wV3X/ArHIR/9d2yyzHNHBoNUXZ3HVenXdVj2frY0pr48lyozjYdeO58Bv/2qzWuSyhgU3LkLdu4io2owftly4NOTXXCya3eTY7MzE2yNUUaEroEy6nVrjE1bAcjKHx8afNXzoFAkNRN7b+Oa7N2tltkTrOFT1/g4SaRQKBQKhTWYXi8sC8Wg2ecZ1Oz8FLcP2M383rupiLNs0WA7YEcuXWr58jmYrnFNdikmJv8pCyKXro7KSOPLlY3mGE0/EFebabhW7cDYV2b5Fq7wDoKO1msXOpdmVgAV/DGvfVcnlTGogcpqzvrgJrS0w9u+sjLr+GLsC7i1yM5SlafVUVcwCfc+Se7fFzZxB48LatHYNVBGPUUMydVg49R8HIcK6LkigGNe1wtYr1DEC2lKPpp3LIMHjmi1nOnXGbm/jARuJFcoFAqFotuzqjqPwfOvoucKaxdclT+ZSHVfDU+JHw0Rl8xwVhGWPYyQ0P9fuwhu3dbxusw6Tlr6M2prXOQv1tu+gCQ1Bhn7yhj6i7Imx7QxIzn4tr9FY9DGU56HU+DmPeNY/6IdGfDHXlBFapPKhh9lfExJ8vV0Nl4RClg/8K1rGDovwQIpFKmMaTDgrrZdoAFlCFIoFAqFIsE4t9Yx5CcrrK1U0yn8xVYWlrwXPkBQWuSrE+u1YjPZwScDnLFqGs5OGIP2GSbFdwQx1rX/HielMSga3JofvWcx0h/APFSpjEIKRXdACPTcHNDaZwVvibiOGU4TvaAg9O+y1osqFAqFQqFQKBSRSNMDVPfMDwWSPlSZ2KRKcULYbGg9shE2Gy5bKIKzx/Sz0wjglToi2HlLjp6XC5qO4WpeR4XhodyUbPb3BbNzbcRS9jCa241Ir0+G08o6o8sZg24vWMTnn2zAazp49P8uJe2txfFpOJW9TLorkbxrUsXjRj1vTbAV9uLY/+3i+PTNna7DRONP9/yErFfiE4j+w9NnsubLngC8NyQuTSoUCoVCoVAouhgziubx5WcFeKWdp6+/CNtHyxItUswJnjiKq59+A7fmY5KrHEjntj0nUzq1PwQNXDvWdmq7mJ6Xy5D3qvlu9hpK7G8B7ibnj5t7MyMerYCggXGg4947sZS9MdtvGsMff/Y80Po6o8sZg7K1NM52ewnIWh5KazkItUKR0gaVVDFaxQubjTOzvmayKzqdv98dvxs72J7BYHt0aUAVCoVCoVAoFN2bfD2d89I9+GSAJ11a11vgR8Bw6ZyXvq8+hEzIA+ag342xblN0WdU0ne9mr+G8dA9HGoIAbFV6Q4DnzhIz2RsRyJT1v6F1UuZZ0coPcfIbtyGdJjee+CHTc7e0Xh7BwQtq2T/qBDK2Q8HT8fnaP8h+kG9/Mwi9bjB9P/Rjm594y6z0eLjttSu5qYfBKWPW8fd+rafhVXRf/EXpbL3xhJChTBDZYHbk8bD9RLby95H/bk/dR9pljmyz0d/BdElfmwfIiFBp8lBheBj/6Q0Y1Y0yEkiAXydKJIVCoVCkAI9V9Ofhz85A+AUj9u5UcbAUCUPYHey6eRy+XEnBCknGvxeiud1sv2kMgczDkzP/4/FZe3UXaucWMnDrNWT2rmbZ+Jewi+hCI6QqB686gcqhYBR7G+7BxJUXsW97LhmbbfSR7YsleCTGKcex/ftODJds5hFUZtQycf6NSI+N4oXWhqe2QvYwuRqsuzEH+6ETGDqptF3XpIwxKLhrNyU3hVK7PfvqJKZPat0YpAuN9Se+CCfCpVtPo2J2jL2E6heuQ+3pbL7kKQBG1k2j7/zYNtsezNpaBv4m9HB98YcTYKoyBrVIKnsLWcDReeUsvvKviRajkyS3IQig3JQMvb+m2ReF7QmSR6FQKBSpwTMbJzH0ulDoA2UIUiQSLc3FjT97k2uydzO4+CqG/BtEejp//NnzTTwRjv9neQKl7Hr0euxLegH+KeMJjDO6rTHIcck+Nox6vf4vnYA00F7IZ+ic6IyPeya52DD1yfq/mnoElQYdjLhnP8FSa2fsVskeJl9PZ+sPZnfompQxBjXGW+NksS/Q5Ngwe5BsLS1i+XTdT3W/IhCCdD02yy69RmOxL4ADk2McdnShEciQ2PoWQzBIcM/emLTbYdT2osOk8r2IkdGqVspmutVdMKWG7ku0FN0c02R53UDsYhN9dR+9bRkEpMEafxA/Gro30QIqFIqWCGQQmvMEAgT37ou6Pm+eney+xUiPB+PAQQskTG3Snf7Q/ZUSY+++bhEg1kqEw46tsLjzFWiCDHvLCSYa1hpGKiW17hwyI410bQ0ADlcQW99izNxMXKJ7zh/jjeY3Wexz4dZ8jLQbZGiuRIsUc4TNhl7YC3StQQ89pp/VAUFA6uj+2CyMyoxaSoMOltQNskS39fw8RFoaNZkai30u7CIYM9nbS0oag4bfVsq9GRcePiAExnNB5g2fG7H8w8UfsHq+E4DRDj9gvdKU/Gk99z51If7+eTzxwuMMtafz/qUz2P0jN/+pOJ4Np2ZhVFVZ3m6H6eaeL01I5XsRI0PW7m9zuPfUC9su2EXJLfs66oBtis4T3L2HeVOOYZ4+mrV392TrlGf5wmvnwYt/in6gmr4HV2NRslCFQmEx71z9Z/Ze5ebpfadQfrob09P5mGjZWhpPPvQo1aaDKz6/mpKfKmPQO0e/wLefpLE32INnf3Q28ut1iRYppeg97BB3vv12VHWMtHuJFEMEmq41ujo6kmOdJmDnk4lPsfGTNOzC4FiHBnRPb5V4Yv9iNTNOOxt0nbyXD/JC/08TLVLMkceN4NqXXyNPr2nQwz/sH8vyH5UgAkEy9sZm/j5x/o2MuGc/GCbBXXuirm/Lk314btw/eGTX9/nzlB/EVPb2kpLGIGP/Adh/oMmxGv+gFstna2lMbrD/xMZ6alRUQEUFdocdQ4ZW6gPtGQy0w+b0UjZoR8Wk3Q6Tyt4wVpPK9yJGhizp91vuAqlQtBspCe7YCYDw9AbAK+1oO8sJ7mslL6ZCoUg4oaD48GXmLubTK+r6RjlC87WMrLqo6+oK5Ovp5OuwJ7ibZ+xqwd1RMoSIOslES4YgOHKt0R0IPYM99XR66gAqaU+8kD4fwW07QNOp8ucnWpy4IO06J7n2k6O7CethjeHELN2JDLTssRd1ux6bpeuivKxaJrs0/uM+xPrSqpjK3l5S0hgUCd+rvSj55npkcR3rvvNc4vZRHqjghy/citHo44DUwPy92cT44Nqn0+/BpfF/CFLZG6YeGzr7f+7BM2UC2d/q9Hz8y85VlML34tzxK3j38Qn4/qSC8ym6JsUfSko812OvFvSv+dr6BoRg169PwFNstHsc8Z8xjm3n1r9bjghornRRoVCkImNdO7jnwQsQAcGg1wLoC5YnWqSYsOpAASUvXh/6o70JMo44d8PZ/+PmnNKIp1+uzuOety9GmIfLNyTMCBMpEUZLSTmOLN+WjK3J3rjeSMk9WqorStl3HnikFYE6jq9fOhtvn3BYnkgfdVs63vg8NL0fLZWXRLfOSACN10htPlvt6WeAG16Niayd5bill1C9Phf3HkGhsSiquoTTybY7xuLLMzh6VIR4xBY4DtgG9GP9TX2Qdslv+r8TfYXt5Bc7JrNgwaj6v25tsVyXMQblPfsVedQH1To5cUG1jAMH6X9300jg2piRPPP2bIpthwPczjg4mPkP9Yq/MSiVvWHq0YXG6okvA3DqmvPhCQGyE5adFL4Xs/osYdYFSzj+aRWcT9E1SXtzMYPeDP07Fu6zQtc5+aLlPFm0sN3jSNlYB1sueDLiOaWLCoUiFTnKkcbW80IBR0dvmUbhgsTKEyucu2oZdHt0mXr+M+q4Fo1B7+wfzeDbF1uWFrorUC5rLa3vmB7lLL7gaUvrbIuo1hkJoPEaybI6b7C0uqjR3s5l0LPR6XJDXU4nt1wSCoYeEQu6PVCUy9KLHq73aoofHy4/iqH1Y15rabdS0hhkK+yFzGqaOUjuKcOsrkb3GvzPk0+mVsd4Z2Xcb3wkRMDgvdohFNkrGO04QG9bBpmaF0r6o9f5G2SPC6kxlkVE90r+5wkFqJvgqiJbSyPH6cE7dDCYJub2XUhfByIAp/C9UKQmdiR1/bJJMwZDRRVGeWwMCMLpRB8wOCZ1dxlsOj1s6wEOjyNtTPb82WrQiAWtvdMVCoVCoUgUUa0zYo002VqRyzyPkwK9mrFOR6Ilspzw/KCmwMF7niJ66B7snujnYnpWFhQWYKa7yNJWNTlnSJMvfBoe04mtsvPOJWHZK/s40UTIA2Glz8deI4tVFX2wY31yqc7InpLGoPUz+vDuSU80/G0i+Nnd0+nxwlfYPv+G506aiNA0sl/18crAjxMoaQhj3SZeOyXkprX3mRyWj/sXP8/eznfeeq6J7IrWSXtvJU+deCLCbmf4W3t4qPdyXhj0DjveMzlourj3ip8hvliZaDEVihbpZ3Pz7OyZ+KXGOa9PZ8j02BiDioce4KF3X4xJ3V2JQXY7YG8YR9oiT5dAeszl6m609k5XKBQKhSJRJPU6Q0qKrtrLLMd3KD9rMF/e/3iXSzcfnh88feBkXjzjJGSdl+xDK6L+nr/vsqN44Y6H0ZAMsTtpHPi8NOjh/it+iW3TboZ4VnfaOz0su0uYZGuhD15XzryFojmbcAZrMGKwO6gzsqekMciZFmCEo6nHj1FvDJXBIMa+MtB0PMEkCaplGiGZAK+/JwB2oTf8BqPrGXJjggz4MfaVIWw26szQTcvQXIxwQKVZh2nXVA4DRVKjC43B9tALwXTHLndAmtCajZGKlgmPI4rE0No7XaFQKBSKRJHs6wyjogIAZ/XABEsSG8LzgyJnBd+WOaLKUtkYwyE4ypEW+RwC28HahrV7Z4k0t7HXyqjrbY3OyJ6UxiC9V0/W/W4AIs2g+A2dtLcWNzmf8690Rn49rcmx/ksqmlq/TIPdfx/EyL7T8JZ42Xj6s+ii9Uj3vxz2CQ8+fybSrzHygb2hSO0WE5a9rneQNec9jltz0PPybaw/cSyObU763xtdIKzugDQMFs8ez8jC4w4fE+C9LICYOpas5U56zUqdYG8KhUKhUMSDbM3Brv9nUls5lpwvHeTPVt5XyUje8gqOeeqXmDaYeflzTHEn0dYUhSLFWFCncd3L16IF2hcsVOpw749f5uKMyhhLFn/u3DeKN944EdEh15rpsRInIrbiItbe1QfhNLl15PuW1StsNrbeO55AkZ8xgzY2O3/tzhP47J1j0QLQr2y9Ze02fv6a2SuSgKQ0BpGdyX/PnMkIh5uRm6fR962mpzP+s4iMIy6JdGNznv+KHKD2ogmYp8s2rbnXZO/mmu8/x55gDVfNvg5iYAwKyy4nj8F3bhA3Dv477L8wDG7eM4719+tIQwWfaxUpyXsmFDA8jOZyMXFRFfcUrGVUj8tgVsKkUygUCoUiKXFrDlZNeAWAwfpV5M9OsECKiJjfrKfvN6G5zaIfDGaKe22iRVIoUpYldQMZ+ODX7fYqETYbC84ewcUZXS9L6LvbjqLffR37YP5tjGRpCTM/m8/OfKRJ4iUrEDYbPz7nE+4piDyefvjtcIb8PnRvrFyJN37+ks0QBElqDBKBIC8fmsBQ1x4Mh0QbMxLhD2Ks29higE/bwP6Y2ekIjw9jw+ao2rcLQdXgDLKDIw8fNE3kui2WZf/SfEH+UTWSXL2G09ylFNsyyLfXwJjxCNOkwFVqSTvNiGEGrQOGjReq8hnr2tHM9c6bb7arHzuLlJJPy4fwgrOMOo8TbczIJue1A1UEd+xselGke5HCGcYUKUYcYhGv9Pn4xlcU+4YswqUFOD99P05hj3h+mc/PGl+fOEvVPg4YexItgqKL4uklKBgz0pL5jUKhUKQq4XVGR/mobDjCPBADiVKHuR4XB4IZVJdl0DvRwrSArbgIMz+b6iGZOOoDLi/0Gmzw94qqD/Ue2cgBRZguG7m2T5qcM6TJXE8Ghww37HdG/RuE04kYNhA0DZ/XzgtV+Un//CWlMShYup3lp+SynFz8Dwd45u3ZvFx5LJ+c1AfjUGSXvZ2PuJl73Gx+s/Mc9n/HEZXRJl9P57UZf2liFfw2kM1DZ/0Q49tNna63MXL5Ot6f3B+Ext//PZmPj3qL2/PWMPW1pQAU6E4g8oIoWTm4Po05E4/ingcvaEhTGmbFhY9Q/UOjzX7sLNLnw/HDCuboR+Ge6ubptx+n8abAkz64maE/39ni9QpFV+TCt25i2O/WJVqM9lNUSL93XmGiK/LpH798E4P/kpxfyA9WWfNuUCiO5NPrZuC9Vloyv1EoFIpUJbzO6CjCqML0emMgUWpQadYx41e/wP3lBob71ySldwrA2rv68NmZj6ADPfWQV9DVs2+k31NrourDg+eM4N9/+Asa0EtPo3Gw6ANmHbN+cTWOlZsZ6l0Z9b0RwwZyz5sv08dWx9mzfs2cXx6V9M9fUhqDkPKwsUBIim0Z9LZXAC1/Ec5w+ULeNc4a9tN6bKD20PsI1zSPrALNQrcR02j4jX4jBwgFlbbaJa4ZMfRGkEboN4lg8/uUraWRrdFmP0ZDOA2xMKDfEfdRc0Rw+It0L1TmaEUsSNBzpfmE5YbXWGLLzMRoxT1PT+LfI6Xa3quIDfl6KIOdVfMbhUKhSEXC6wxFx7F5kv/eCafZbB2s+4habtMmKNLdEWMHG1Jiq/Fbd280jWJbHcW2DDQjetnjQbuNQUIIHVgK7JJSniOEGAjMAfKAZcAVUkq/EMIJvACMBQ4Al0gpSzsr4MB/CkZ/Mw17lSS/dlmTc/rQwWy6NwOb3cBYmsno96aRVm6SHVwEQlB630T0EdUM77mlWaq9e8tH8vrzp2Da4IFrnue89Nb3kfbRdSoeNqmsPZq09zMtDbqozS5gdP/DAbGlgKk/m8f03C2WtQGhrVQ7Zj3EuR8d4p0X+wA4hBCLiHEfxpvenxxktG0ahgOevPZJTm7ByyBVMQzJ8VN20KcwpL7x0kVF5+n7QRWjvY103DQ5+OxDrJSSMeJEsFgX1+wrYPSMaQxYYk3WBUVkpJQs4iNchAaZrqKLwu5g44zjcBbXxKW93xw9r9mx4T9bx/IpR8e8bWmYbLt9NrbcTIrvvBwufLVLvhe7Ol1VF7sTjfswFu9FRXxQupgYspfvY9yMG5E6TP/Fq0zN6nzGqnjqoq2wF+tn9MGZFmgIFr3Qa3D17BvRfdDn40Od89bRdLb88Xjsg6sZ03t9M0PQr3aP55OXxyOC0Kf026hjBJX9chK+U6rIzfCQq1mfDrXxvGxy368trbsjnkE3AeuArPq//wQ8IqWcI4R4Cvg58Nf6/1dIKYcIIS6tL3dJZwW0v7+UwvpA4kd+XA8WZLLoxCfJ0d2Mm3c9ec82Coil6Yw4eQtvlrwXsd4FZSUUzvwKzelkxU8GcF5661sPMjQXX41+DYCB5ddgZdJ69+uLaJJ4TtP59PwSy41B29mIo2cv4FD4UDEwLdZ9GG/Mb9ZT+A3oWVmsn9qHk127IxdM0fhAs545xPASB1XVDcNjXHRR0Xnk0tUULj389za5gXRsGATChyzVRfu+WgofURn1Ys12NpJOZuN+7BK6KHSNn576aYtBFuPBSwMWwIDYt/PIUxUsHeOjqrqKdya9hN5F34tdna6qi92JCH2odDEFUbqYGIJbSimcWYqw2Vh86aCojEHx1EWZlcG7Jz3RJAX7Bn8v+j21BuNQZae3bQlN8L3TVvBkUeQg4At2DqH3I9YFi64c52PLpJfq/4qBMSiG87J2GYOEEMXA2cADwHQhhABOA35cX+QfwO8IPRjn1/8b4FXgcSGEkNLiiMGA5gnw0IEJZOpenJWhx0XLzMQ4ZhBS1yiOkH1hTnUOOwK5lO7MZ6jchpSSuTuPwq37GOnaxdnutvf0ufLrkJPHIAIGYsW3KbF/3ys97GcPmeMvhNJvqe+OTEJ9BHHqwx66h7oJJdhrgtg37yG4d1+0VbaINAz+s3sslUYa2p569yBNR4wdienQCfQMtF5BlGgIKgdqZEweg17pxVwdfZrCnbuD/PcjD3fclMMjTx8K92PCdVHRfsK6OJARbGdDwnRRER3N+hGLdTEjDTlmTIykbx2/U6eXvbm3TlejhfFU6WKKEXNdTAB6fh7BYX27jS6q92LXoCvqYldAR1AxzEleYAy2/TWtxr9NpC4uqNNYUjcwFHDZqOpMFXFFOJ3IY4chdY3snFogFJ/p75UjCEgdZ0X0j3I83gXt9QyaCfya0MMAITexQ1LKYP3fO4FwypoiYAeAlDIohKisL7+/cYVCiGuAawBcTf1i2o1cuZZlkzKBTDK8oc/uvhOG8fyzM8kUGhmak8ZBonwywBN3XEzGvFUMM1YjCQUezrtwB/O1Xrx43RmcfduTbba7ctLf8EwMsMiXw2Onf59gDFLQW80GvqaEUeysj85+4KAJYETTh9DxfjzbXcNJz4byvp864zZ6zYqdMcisrcV2tsF8rReDA8uQgJ7bg4tffI/z00txChuxsN6G0YXGohseJjDN5IrNF2KepoMZnf35lrvLefC3eVTXhoyfRqi6hOuiov2EdTFY/8UlgB8SoIuK6DiyH+snvZbpYnGRzr/mtP0+ihVZmgu6eHyaI8fTRL0XFdERa11MRB8eOHMoc//wF3REt9BF9V7sGnRFXewKZGgu5t/1MKaUTFp4Lf1+1HLZWOhie/vwupevZeCDXyPMA0kdcDmM1q+I37zyAsfYPbg1O2Dn3dpiPvjucMzKKnK8i6NuIx7vgjaNQUKIc4AyKeUyIcQpVjUspZwNzAbIErmdM51JielpGhNDCsjVbGRozQPFGFKi+8xm14QfOC0QSjEXKcBUY5zCjlO3k6vXgJb8L+hyuRsHTrJEjuV1d7QfdaGRo4cGAqm3UdgCmg0mQqOH7mmQIdaEn8MMu4+KKOt694NaeubrjB3tYsGX1sWCsUQXuwlCE8goUg001sWDsvMuvJHoKv1opMCiJ1b92LgPx412yXiNU92RWI2n0HV0MRWIhy4mog+lDjlaWpvz0a6Aei92DbqqLnYVsrU0AOz2YItlEtWHZn3cDi0gmq3RO008xk4hKNCarikDUkfW1Vn2O+LxLmiPZ9Bk4DwhxFmAi1DMoEeBHkIIW72lsBjYVV9+F9AX2CmEsAHZhIJKxQX3Nzs59e5bkBHumTCh58pttKQGfd4vY4LnBgyn4C+3Ps3paa17cQyzBzGeC1LjH4Tz0kagAAAgAElEQVTv1V7kPWtdUGkrqeQA5exhv/wvgX/qfBys4+a7ygH0mPRhO4fqc6/8jI/PKGlyzDEzD8e8Je1uqqOYhyr50z0/4X63wH/OIb45/p9NCyRxHKEvF9fxzvu1/O+jUrw+SVW1SZpLgIW6aJY4qHl8UFRyttaHcvIYqn9bjSaS+30+OPvbes+xw0zv8x7T370kqsRg5X/bwf6PyijT30f6DQyPjzWTNsHHMdLFFMMs38+v776OoEvgvGgfX4x6PdEiRaTxmGpiECSIFvJCTcr3Yqrwdq2b3z18JVobO3grjpJsuPjJiJMjj+nn2OdvIrO09Tp2L57LwU3L+NtrBzCNIIY/wPDze0Cs3ouKmKB0MfWJ1IcbWAlKF1OKrq6LbuEg/4FSdlQP4uCXhfS7LznjMkrDYPUDxzEu/1gOjDXYev7sdl8bT10smzYJ93l7qfY6uOJP09EC0H9JRdSp3cPrDLtmck3+HMDZcK7x/CC/tPMhXsKy57g89LWF5iHDP7+CjPczcNRIsmqWtlFDG2g6Gx8dR++ScibmL435R4E2jUFSyjuAOwDqPYNuk1JeLoT4D3ARoQjxVwJv1V/ydv3fX9Wfnx/P/Z/BPXvJ/dvels+3cq3x7Sbyvt2EnpXF5ht7cXpaC4GH68nW0pg3fC4AJd9cT15nBI4DQ8QxDOEYANZeVsCYrf/gpScL+ecbm6pJYB/e33MV9FzV5Ni44tjeRxnwk/VKKJjY1sEnwPExbMxi/vD/8vnD/wuFLl/wpYeH/nqIfWUGBw/5PsaifhyedijqBXhrfejp7eTTUc81y+6XnDQdfI932vk8WuPETIBC4HAfvvNiAL03CdXFZMH0esl+KaSfG0dPgFEJFqgFGo+pB2UZ29mADx/V+C3Txe7It77e9PrH121+UXNdNAHzYkmkUSSAQd8PfegLlrdaRx65wPeAw304ZstgPmSF0sUUQuli6hOpD48WE9grdyhdTCG6ui7ahc6cgfMBGOW9LMHStIKUpL25mDRAC56AcV7bO17CxFMXK0cYrBj1OvM8TmZd+x2MfWVRG4LgyHWGs8m59s4P2iIse4jQDhBtVWZDIqtoH2KhCaZM/LrF4NdW05FsYkdyOzBHCHE/sAJ4rv74c8CLQohNwEHg0uhEbBktMxPfCcOQIuQRFNzTshGoI0jD4Nktk1lbuLXhmFvzc3vBogY3u2bXFNfhnzIe3Wtg+/wbZLA1s1PSsJNQQHBL+lBmufFPHo+rd22nBaoaAplTxmOv9CO+sjZ1XjMiaWvSvoZaJeG62JhwH0bi4AgdLZndrxKHpbrYJUjNx8QyXdwRcHPznnExEzSMjskv8z9loD2j4ZghTR6uKGGXz/qtxa3x8Y4S+phb2yznrAhyy+5J2LTm3ru1QSe2al80Q7nSxa5BUr0XuzsDciqonjIeETRxfrUes7Zd80Sli51EGz0Cb++MtgvGiOCBzZhby5C+aqiqULqY+limi1asFSMhxh+DL88VcZ2xxl/H3w5MpiqYFu38oL6x0P8qzTr+VD4Bj+kgbZ81waLrxg5E2gT9XQuanGs8LxufsZXLM61zouuQMUhKuQBYUP/vLUTwq5BSeoFWQlNZh3HMIJ5/dia5mo1T776lVY+gjmDW1pJ7/lbWN7Kk6j2L+fyTDS1mG1v3necInGzwP08+z500EWOftfuerSJt0BDeua9P+E+/lNKyPiwZUM7cZ5+ot8Z2zvNj1RWzMH4iuW3PyWyZ5EiJTG2J4JRJbk6Z5Ob4M3YkhS42JtyHkdCFQBf2OEuUnIT7sB5LdVERP3JFT3LpySL5kaW6WLdesH5i7Pe8C4eThxaczuNFixqO1Ugf8246Bfunq1q50np6y42Y7fiQYpu/nE2T7EQOpBhABtZ0qN1wH9ajdDFFiZUuKqLnjSH/xfdskD2GnxsuuBaWRdZRpYvWsOVOOysmP5FoMTj5zHKWf610MRWJlS5asVZshhBofz7A3JI3I64zbt58MfpZZWB2fH7QGou8WXx9Xj+MvWXkB6P34qn6zhDmPjoTO3p9qIrDc5zG87KPb7iEy39tXYKRaDyDEkd9Riypa/VZw1yhYMT1x7HAy/BIzx7pD+A1HRgy5L5+pMudXejYhU6mVofQtJAsyevtGBME4BS2Nt0RjQgReMPXOIUdBKRpfoTuQAaPcA/oZvc0FQn3YVck0rOrUMQEKeNjDJcmZoSpgDDi1H5niNe9USgShQQTCe1IapIK6ELDLRy4Tf/huXoiiKZt0bZfs9B1ZKLnCULDZjNwa7HLlttelCd48iEANB2kmZA1lYZoeDYNaWJE+4wIgdB1XHqg2TMfnrMHDB3N74/+9zbYGUJ1B9CRfn/085EGu4bALRzNQmkY0iQgTbSgiQz4EdElpm5GShqDSu+byIiTt1DsXlufPh5+cOPHLP1Jf77e3Jdh16y0fJuWeaiSR//vUh5K0zh4QS3rT3wxYrnxzkqyX/XhCfZk998HkfN8cgaVjgXf7uzJSbdOw3f5QZaN/XfEMh/V6dzx++uxeQ8rZOXAUAr2xhngrs3/jDs/OJ+gmd1w7Os1/Rl6wxJlEFIkhPv3D2fug6cgYjLPuy0WlSoUCoUiBSlYsJPvTL8BwyH41W//bemWgO6KNsxG2jM92y7YCnf3fZWWUjvfWfRffvfRuZiRMtjEmVnFcxItgiJJefSYfzHz4+9RHXDinGbH2LA5IXIc9dXlZP8nE5vXxH1wZafqEOOPQfvzAVx6gLv7vkvjGEEBaXDMc78kd63EvdcPsjQqefWCAvb9LYe+WZVoSwQn3TotKtkP/wjBxseOZ9QxpYzN+rKZIehXu8ez5KGxaAZkr96AxXYgIEWNQfqIat4seS/8FwC/zV8P+eu5OWNck+1dViEDftLeWgzA/lEnwImRy+Xobl4Z+DEAI/tOI74RFxKLdrCWzDkL2XviBBgbucyuQA75b67FOFTZcCxj8hgC05qusIfa03l18IdNjl1qO40KoYGMhSooFK2zuroPWXOWgKmeP4VCoVDEjuC2HWRu24HmcrHptl6gjEFRM8RZ1Wjt0FlaXl+Mcrh4fcgHUdavUMSWU9JMTil5jz3BGq7Kui5hcvg3ZZE5J+Qw0dlP/L48F3NL3qz3CGoaLNrEpHBREOdcazJUC5eTWUfNYbJLo2Th9VHLfrhijVHHlLY4Nq2q6EPWnEUgZUwMQZBCxiAtM5Oa745E6jC855Zm52ccHMyyyv4s3jiQoTK2gYcztsOlW08jXffzcPEHLQaV9pZ4qb1oQpNj2cv3EdxSGlP5WiUJPTb1Si9XbL6QDLuP6X3e43hn5JgyIzL28v5FJyMMSdanWzDKyzvclrA78H5/NME0DQY1D15mG1TTrM8aznlMXO+vSJXg4J1iiz+TS7eeZkldg9z7+X3PlRFd3A1pclfZGLZ48qNq46y8b/hp1n5qTC+37Dqd6qCz7YvaQWuyKxQKhUKR6rg2Orm05DTyHbU81Ofz0BZvhULRZXCXBbls6/dwaAa/L3q3SaIIl9DYc1IWmQMir3ma8J9XLZMpvM7I2J6EC9II6COHUjUyB28PjR6aD4i85u9wvfl5VH1nCFIXjM36ssm5xmuk7Wt6M0Rus6TNlkgZYxCD+/LCzIcotqVFTEv9r0e/T95ziymRy4l1ZsKCpxdSMVujul8Rq+c7meyKXG7j6c9int5UlnEzbqRwZmlM5WuVJNxhZa5ej3maziFNMP3dS1pM331PwVrufGQVHunn/Gt+hfO/HTcGaT2yufGRf3FeekX9Xuami/3Vk/6BOSnyTXqhqojXThjWxKupqxFcb1BxkjW/78spE/DNXopbNN+3HsTgi7sn4pq7LKo27v/Dj/jpT//K2oDO7ssKCJbuiKq+MK3JrlAoFApFqtP3D19R8UeNQ8cOp/yNjyi2KWOQQtGVcP53CZXzdLR0Ny9/MS60i6aeHN3N0tsea1c9rv9YJ1N4ndFTpkYYlc2X57F66uMA2IU1hiCAurEDmfvozIgxghqvkYbIRS3UYB2pYwwC7IJmN8wnAxhShoIpxWv7hpShrUqGiVfa8UkvNvRmXgS60JrFSZc6CFvotifEwyRZDbGmgTQhaGr4ZAANLaLRzy50XNgw7QJhsyFN2b5+rw8wJmw6Ls0f8TlqCwMN7I6G/gvT5TyFLNKjtmLriPb2XWs0ttuZZtxkV8SOBv2yaKw6Ul8j0XgcaU/5iHSxYUChSAgSfDKIjlCeKrGmfi4rjCT8ShgDTGS75nqtEWmuH8aQJsGYbeRITcxk/ALd3TANCAQwIsSyCq+F4v7sRjtX13SEJkLJo44g/Fs8ZiAqB4jwXNDUD9+nhvEjmsc6LLtNYEdvsh5tLLswLFgj1a99AWhl6EspY9CRzKnO4Yk7Lkb3mfRcuS3uc3FjbxkPXDsV06mx/+ceVk98uc1rpv/iVRZfOohPdwym+LJNSJ8vDpI2IsnH5R73pHFGz2nsP9rOsl89GnEy6BR2zn3gI7b+toD/LRnF0GmL26z34FUTGX/9CtK0MiY5DwINKb1Z5/cw9e5bSTvQ+hPkybcx9K11ZNkPq03C+lERIsmfZ0XH0Hv1JPCKk5Kscm7OeT7q+uQJoyl+ZDNOvXXdDo8jwulk20tDOXXAxg63teKKZLW0KxSpQ8H7Wzlr/w0YDo2f//ENpmaVJVokRRdh47YCzrhmWlR1DLxrPX/v91nEc3eVjeGLuyeGPnQpANi4bVaiRVC0g1NXX4g2q7WwDbfHTZb2sPHRcUyZ+DX9XQvqU7AfpkEPDYl70eZOmbj0HtlUzcljVN5urusRShjVeK1YsrGs06azWMvemLIbTuCEK5eH/hjXcrmUNgbtCOSSMW8VpseTkI+yMuDH/mFom4vnzHbsuQSmZpUxNauMGWnlzNd7xX8tm+TrFblkFU6gwBiPIWWL8v5f7mZgM6ce6hVKydfG1kBPoeDJooX1f7mbnKuWdvI/3UWwdHurdaSNGcmDxe9SbDu85zZh/agIkeTPs6JjCIeD3w18i8kua2I1BbIdPFY8v80Uu+FxRAjBpUOXcU/B2g63tdTePAaZQqHoGME9e3HO3YvmcrHtd/mAMgYprEFUeqIOJrvhxkHw/9s78zApqqv/f25VL7PvA4wssiMYCaKooCYQ86Ji4v4ajagQETVoJNFfRJP8EhM1i9GERE1MVFwjxh1NYjQqLmET3NgZFhVw2Gdh1u6uuu8f3QM9Mz0z3dPd09Uz5/M880z37eq6p+tb91bdU/ecOyjyZ1vrS4Kh77LIxCGUrk+1CUIU7NxTwPAEJVruDspG7A0b07W8Xwxvh11uiW4PPxz2KmdnHz5/w8eK8bTwpNseRl1/faiuBzrYzvHOIH3yOKpGZFJXpsh2cDLX/A0mU9ae06Ls6kHvcHFuZcTtR3h38/SlUzH8UPpORadJpQ0MvjjVRUHpxLjs9Iyqiev73YV3bz1T11yM2zzcHI4u2MW9/VvGTh5f/DmLZ5yECvPG5H3WhPnWB53W8VhNCQu2n8zegzkMaug8/5BRU895n3yHHG8TNw35N2dlNcaso5BgQroXG03sOHcA3qr+FK2uQa9am1q7UoxVnE3l2fH1FamgKV9RZDTS2mHbTODoWipnRP+7qkaCqTr3GDb3I9qE0Zl/i3r/giAIQue8Wu/l19vOoM7noaS6XoKpBEGICbOkmP1njkSbcFLJyjaff++LCayuPCKUcDlxeXZiHSummlyl2f6NUjJPLMF2EeabuLvd7zjeGVQ+y2Tz1PtCMbqRBwhOoM+9S+C+loOOWxecz8VTH4q4/bnZtXzzZ/cBcOL/n0NxJ04EtzLZdPmfsHR8yUy6ZXWkBEyT0avWkn1my+P54YUn4P/9khbxlXf1+xDr9pZJiMetmM4Rb3Vex08Xn8/Ia9+nf5TL9QW2fkrRN4M2/fDZCzhr4pMx6ygkh2HuHD7+4f1Y2uaoJ+YwNL681GnPUf33sPSO+1JtRsx01s9v+spjWKdG3wcG99d53pHwfkRWkBMEQUgsN685n37nbcADwVnfgiAIMRAYNZB/3PlbCo3MNvdpfm3x/t3HkbdwecJX3op1rJhqylw5rP5+cDw0fNE1eKZ2HPUCDnYGGRnBJbqUqduIXm/78GNRHYjdOaS8XpRSaMtG+30JsfUQrS5wOqCothswUeQYbZcca/5dtvvw7w1+YOIy2p5ytXYjVpyelgxcSUvKqJTCyMhAuxJ0oW91PA0LKu1GvMogR3kPHb/W54fbtFoeT4iYZCxSHdHa5PebVNsNh4ptrdFmUEfbLbFLqcJUhoSOAQqFqYLJ2Bt1GmU21pBvtL9aQ8y/pytdURe7LwvJOi4IQvqgXC6Uy4WdkfyhgGnYGF4vAHZTU+z3XoIgxEWt5aXabsCN2WnovJNQbg/KNPB5TczQvW0zlrap1U34tY1hEX+/YpgYHjcqw8tBO5Nqez8q0Hkqks5/hAr2f4aB22h7r9js16gPJE6XQ+OhKGx3pDPIdeRA+j1dyaDMA9yW9wCtn+yOffp7DH7Zh6vOj25YE/V+lcvFZ0+M5OKRq3jk/UmMnNV2mlkiGf2bSi54Yg41R3p55fbf0sfMjrjdvB/8jfXX9j/03lQ2l+avBA7npmnSfibd8wP6fNAYl01brlBsOz3ybKV4yR5tcdLCGn6c+2dax0Emgty3y7l0+nXYLoPTfvcet5ZsjLjd42Mf4dnlx7UouyE7wm+Oo20Pv62BC/rOaVF28Jo6zp5TwwDPorTqaNMacfx0yOg3rmbow6m2Inoai93cf/d8xnraOs8Bjnp5DsMWOtO5tWVb+s3EEgSh97Lttgl8+xtvU+R6m75m4pZMjkTzfdl+fzabLx+BtW5TUusTBOEwdlMTq2cfzQU5x/LZNC/l0/+UapOipvyu8Vw+5R36ul8lr9XEinsqR/DqDZMxAjb5azbFPXNn36wTOHvO2+z1af70owtZsM/PUTu6niy6GePLoxnz0AbyXI1cUvA6cNgfYGmbCffPpWxJI+6qRrB3xVlbGFGOcx3pDNJeDzf1e43RniwiTfHP3mFgLv6gS2P5KYPL+WnpOhYfOSKqxMPxYG3agrkJiseNwddBPRflVENOdavSnDbbFW30Yy7uPBdOR7inJi+PyBGuxlDi1eSEWVj7D2C8fQDT5WJHU2G72x3tyeToaBLAxuFIsNaXY65vWVY6b2iXEs8KcRCpWckDx0OYFV7MxUtTbUbU5A8cwEG7fUdq5k4X5uLOVw9MCZIoUxCENMLf3xd2z9Le9OnE0HxfVhGoZWbWqKTWJQhCK7RGr1yDCWQfMynV1sSEd0BtWD/Vcny5s6kQ9zur0X5fQkK4GksUPy1dxyZ/HXPXDsJaX56Q/VrZHn7c5z0KzSzCHUEANpr8rTbm4g8SP788ynGuo5xB9qnHsndcJk2FUNBqGtU2fy0XfvId/JZJ4eauPRnWtua1t8cxdvgQDu7NIf+6/i0+L9jqj3ulgUgYVbWctvS7eL3+Q2VH5NXw8qhFLfLfdAeF62HsiktC737RrXUninAdj+u3o91lPiNRazcybe0lVDVkUPhRYo/9gSX9GNt4CYMLK3lh+D8TlnukcJPF2BWXkOEO8NIxCyhztXUUCkI4a+uKGLviEgrTzDep6+u57L1Z5OQ1MGP4cn5QtDXVJgmC0MsJ9Mlm98UdD6Aa+uhDi5zUT6hn9/WJGXBpF3w567EWZVmGybbzcsmcGF8d44aWtylLhO3V43zt3v/EZPsfno3LDkEQomPC0M/YcP0kTJ+m71NrsWpSu9iQWVzErotGYbsUJw/8uM3nV35+Cu/vGkjd1nyGW/GN25XLxYFLJ+DLU3Bc64kZ8dF05gSqhrup66/bLCO/qsnHrE8uJ2AblG2PL+onnK6Mcx3lDNpykYetF9wfetdywPtuw2D6XrYbqyoOoWyLYTcFl1jLmDGRpXfc2+KCNXbFJZT9o+u7b4/Ap58z+FstEzjZJ4+jdmFTyEvYfRQ8vpSCx4Ov03a9pTAd186YiHXH21E7Xr6wLHLmushcv77zjWNk0M+XAHDwjAk0PRggSyUmVCz72eVkPwtmaSnvL+nD2S6ZgXAICROLiHtLI2XnJv4cTzbW/gOMuPwAAPfe+z/84PyOFsMUBEFIPmP67WXFLfd3vmEo+X355EdgcvLsyTcy2TgzOWEeTrLd/EPy7BAE4TALh7wJt7wZnBHzzgxIsTNID+zHolvuYkA7D78/fvAYyh5MzKx3IyuLWfNeYnb+FwnZXzh7rmxg3aS/ht61HBM+fmASfS/cmvD8xV0Z5zrCGaRMAzMnD+1uG99Razdy0A6wOzAssXVaUGHVYwJ9zCxMZeA2Lcy8PLTW2LW1yU1wZ2u+sBSNupYi0xtVUudApkFWXh46EMCud55DwK8tKgK15BuebsuZE65jM1mG2WES2qTbFLCpsHxk2T5KzMxun/3V6xEHUVpj5OYGk/wnKhG9IKQRfp+LikAtbqUoaSfPoCAIgiB0BSOgqQjUYipFcYSVuZyKpW322w34tMZIQOpI5XJhZGWh8nLxqOAO620f1baPXVYO2F28B1UKIycHpRQuV9sgs2q7gXrb4oAvC0jcjKB4cIQzqOCoJs59bjO/ynwNaJkcauwLNzDy0TpUYwC7OnLC4K5Q/MoGZq2/Bttjcs6DbzKnYDt/H/swbywfyT5/Lu9++1jsNRsSVl9rzA83cuMFs0Apsu7ZzfPDX+9we69y88NfPs6uXxTw65WnM/yyD5NmW1fZtqWUmedfzebvu9k8ZUG31NmsYws7zstN2lOzaPAu3cCc868Gw+DI+zbzwID0ydnSIxAfQtriKuvHkYuqGJfzecTrgSD0dEb+qJKZxddQOSaX1+68J6UPNgRBEISeRb9nNjHz/WuwMt1c9dDzwby1acAjNUfw9KwzMJoClGzZEHcunwOXTmDWvJfwqADn5XwGZHLKB5fR5+duVMBGb93cpf2aRw3nxIVrKfNUcVrWP2kd6TTxgRsZ9K8ajLomtL9tqG4qcIQzqNT0h6Zntb3xz9hjoleuSfj4zqqshJWVmBkZ7PPnAjDMncOw/C+oCNTyTsaEBNfYEruxEVYFA7V21w+N6jtnZ9cD9TzV70DSk193ifpG9Mo12AdO7LYqm3UMJ944+nix6+qC2homuxtKUmpLr0RmBqUvLheXFi/h5AwDcQQJvZHAts9gG+R7x2E77RovCIIgpDXWvv2wbz/uvDyqrGwgPZxBB6xszA83YdfXJySpsy9PhYWGBR+6VFdnUbryw7h8Dtrr5srCFaEQt7ZhblkVwWTeifgNicIRzqDW7AjU8vVl1+L3uThiTdcPV/X0kzg40CBnp6bg8WURnSc6EOCJf32VxwacyIQhn7FwyJtkGSbll+aQ8T+TKFkTIOPl5K5eU/1WP4btm0n/0ire+tJzaTNlr106GIwf5a1g2w0XYfhg4Os16JVrEl590UYfw96ciemyeOmkP4dWpQt9ZkD5jBI8VaWHylyNcMSDq7EPHky4Lc18rWgD8+edi7LhyKd3Bm/4o0RP/DI7J2djZcAw9yKaOy2nk7HjIF968xoMUzP/xKc4K6ubpkM6ePxkZGRQcdV4/K2vD3dKokwAXVvH9NeuwcjxM/2YFdxWmraZzQShS9SffyIHRpk0lFltEk4mmskjyll2S9cenpwyqv1r9/jMT1lw4+moOKbyaxOuy34YgNMHbeCfMdjpf3hZ1yt2CM/V5nHz+xeglGbhxL9wnDdy6P3vKwfzxw+nxFVXXm4D/z3uMbIMD9M/nczSrUPi2t/RAytYNOLViJ/V2z5O/XA6VdXRhED+KC47kkGPu18XhDDCx0h9PvTjeTXxiyp1RNNZE9g71k1TiU2ukYQUG4bJ/itPoKFEoY8L5kUK75PylyTnIeQnvkYuXHo1lmUwtNwZoWHhONIZtMZXzNDrd2Pt3tP1nRgm/a7axrIR/+bibV+j8gkDdFvHkg4EGDovGMaz4fpJcMub5BuZbPnWnwEY9sZMhr/cdTOiof+vg4mHfQlOPOxETvC6WX91MBHjlxu/S7+Via/D/dpKhr8GZl4e7y4fzmjP4aRgJWY25Ze1DCFb0eTnthcuSKozaHb+F8y+7n6atJ/TV38XbwzOoJ1Tsll7XXPyyvRwBAHYazYw4nLAMPnrW1/lrBH/TnwlDnb8RELl5vLz7z0SmuV3GPPOFBnkMKzKSkZeE3S+P37vKdx2vjiDhN7F/m/XsW7SE6F3yb0XeGjQe3D9ewnf72mZFuuujSbhcnTc1e9D7ro++tD4E17Zm7C6U8W9n01h2PSPMLxeXlk+juNKIy8N+ccPpsSdNsAYN4YDi3xkGR5WPzOG4b9bEtf+ds2YiHWHHdFRUm37KL3NQ8nKzm3+NC4rkkNvul8Xeh/hY6QhL81mZGSfbtL4/H9ttk5N3njH8Lj55nVvhy1VH1uf1FX+XXs0w64sd2S+X3CYM6jSqmevrdniG9jlxE3K5cIoyAfTpC7gYZO/jr0NObiimAZn+jSb/HWYaAa5gol/XR4Ls7QUtI21/0BSQ7MMv80mvybLqGOA6W43CXOmyw99SsGysA5Uge2kyWbRE8gIrpBFIBAM90owWms+bSxhU1Y5RQbtJuM00ViFuZh1pei6usQ1Vm2zryGbTf46spRuNyu+k1AuF2ZRaecbtiZBGpqFheCKvluyMtLDG2RkZKByc6EoH48Kttfm/k4QEoGRm4vKiP2plnKZZBptH7z4c114SsP6Am2n/Hpj5uWB19vCJruqGh2IPAVFeb0YeXktynR9fTCUt5uItU/1utufTpNl+DD7DED7/DHbEejehUt7FI3aZpO/43PGjWaIO3iN32PVUWXHV2d1QwYdnTWfB2pp1Aq70VG38YIg9BS6K+WCUpjFRaAMDE/b+4vm/vSzBKfdqLUb+cKy2CoxqJYAAA/SSURBVGXlBHMExbk/IzsblZWFryCDdFs2yFFXkfH/mMvo+ZUQsLD2Rz9zIpzAKWOZ9cALZBh+bv/NZcx9bwYZ9Y0EoriB7fvUWua+MwM728uMJ//BxbmVvD7xfj5a0oetvj68ds6xWJu3dcmuaPD8dy23nnEpuEzKHtoZfGoXgUeGP8Oy90qpsrJ4YuZZqKUfJ82mLhFli3rq6nv49DtFPFJxMg1TM4J5lBKIXVvLxxcMZa53FOUzSyifHjmp9FiPyQ+e+TuN2s28R2cw8Pb4noodQmvyr/IxN2cGFV8rZcWtf0zMfpNI6VG1XPPif2P+XiI0VF4vxgsZzO7/dtTfGeF+ieblfA/vqMsmJI2K2eP5+fWP4FEWUzJrATcT3pnDyNtrQ1v8MpXmORPxk8XEhruPYv6UJ2P+nqlsJnkPEN6O8o1MfjH/L1RZh8t2BQp44Vtfwf4keQsrdIhSbH90AHd86cVDRY3azQPXXojrjVURv7L/0vH85JZHW5TNffUyRly/PKmmhhNrnzreu4dIeQYAbi5dzntvb8LSsYemDHK9Ang73U5oy/byYuaeMaPDbWpHFvL0H++hzJXDqY/cxLC/7YurzrKDtQTaefi4x6rj0htuJHfDAcZUfk4CFtYRBEFoSTfdg7kGD2Lyy2sY5a3gGE/b619zf6qa/Nj1nyas3mlrLyFnrgts3eVk0eFsuv0YfveNx8g2muhjptfTl6icQUqpAuBB4EsET4/vABuBp4HBBGdzXqS1rlRKKWA+MA2oB2ZorT+IypgaE2t9fJm1rQyTs7N341YmvzmoY9qfVVMDNTWYeXnU2JlAJYNcOQxy1bPJs5bX3N2QVHrj5mBMY1P7HtA+ZjZnZ9dTbe/nMa8ZlQfSr32sZxW1BGMkx3A8gKmUep0EahgLYz0ZjPXUs7FoK28afRO9e9CawNZPAVrkCGqNW5lMzfIDfm7MS2zvF9i+A4Dso4sSsr+qaourbtzD2g2+QznElVJFJKgtFhh2mxCmaEiEhkopJhR+FmP96dHh+nM49Luqqg2m31jB9pW/Z/fuRke0RSF2WvepkNi2GCuZRQ1dartB2rajr2RA0NQgFYE9PO/5Whf3nwCUwbCi/S1+Y5P2c3+G0e6NjD9btTkm3y/wHf68G66Lsfep7c8gzTcy48i91nMdQcm+LurGpk7vJbO9Yw4lBM04oOK+l+0IS2uyt9cltY7uxon3qELsOO26KMROc3/6xcq72KeTf4+q3S6+kbM6lN+17fUvWf1pVUMGmevXJ2x/utAfdq1Pr1xi0c4Mmg+8qrW+UCnlIXjneCvwhtb6V0qpecA84GbgTGBE6O9E4E+h/+2yuqqEIS/NZsCyrs+rPTBzItUjQRtw9MvXgYZR5Qe75Ni0m5q4+7lz+GWxdXiWgQ2uK0yUXUK/FRaZLyYxqbS22bpoGENGzKZkQBXLjl0YMfY6Q7nYcoXCPXUiheuh4PH2lzDfxMcU04+xaiK2trGCz5LKgKcToWG0rPU18I3/XA+B0O/RoCyF6ycGaBj6XA16VeLzhPT5wM+Ql2YH9dSAgsnj1rNg0Lsttjv6xK2s++VE3DWKQfM/Snh8p4HB9ksCmCdPJG8LFD8U27Lzc3+yj9OnZPHMg2X4fJqTpm2HoG4JbYvhx6kNrcs1ZOx2caS/ZQIoc/gQtszoh3bBzX1e6PS36UCAhc9N5pEjTjlcTzit6mxPQydTadUz+Kq+eAaPZ/zXJ5Lz5JKUtUUhPlr3qSt4AxLYFmMl87VchuydHXzT3Faa21D4+wivH/j6gpBDPEiT9nPs0pk07Ms6tK3yK0bv2pG6WQhh18Vm25WlOGpbZburcpSsbgz2Z+FlKw4/PnHKdVGIjnrbx7j3ZuGvzGhxPdi/4Gm8I8aT88MT0YEAu375R6AiZW1RiJ2e0BanFX/C7Xf+b7B/ijT4ULTtk5vR7WwX/r71/472H15HpOtAJHui3XcHtu9+5ikyB0+ibMJJ6ECAHffPh4qD0hYdSPhY97gvbeXZYf8BDo8zVp79/xh+9bKktcXGb55AxSSTQJ5NsdnypDs0VvQbDP24Ke7faowbw5aL8kHBxndtHnGdQuFH8QdzmcVFbLvuKCyvZtrRbX1g0zZOY/2GARHHSE6iU2eQUiof+AowA0Br7QN8SqlzgMmhzR4FFhM8Mc4BHtNaa2CZUqpAKVWmta5orw7v5/WMvDY+54rnW7vZNPZ55lYcz4aTDLTf1+UZbrqpicE/bjlIN0tLuWbJfzk7u54hRbMZ+WI7X04EWlN29xLKgLoLT8Q+Vkec/eNVbrad/hAAY1dcQsHjkXcX0H4q2dvs3cVQBgYe0BQQ1A7i1LAFHYTprGocyOibyrGqDudw0ieP4+mF91NoZnH81mspjjzjPy48r77fJhHaf++cCDNaOhJeHPFvGAGv1nv5w8NfhQQ7g9zKZMvXFgAwZe058LCKOg9VdY3Fu8saWDC/DwAej8JlKgjqNTm0WcraYutf0TC8hA9nzG8391Wb7wcCDPp5bCF6kTR0cnjR1ioLa9lWjn13KEotC8ZIJ7MtpjMODPdrJlKfqoKhOwlri7FS8peldCWiXrlcvLj0OKZmHV6BqVEHOOJeD+biln1BSsNRwq6L4XQUAG4u/oCRiyN/1u3XRSFuqm0fQ39ro1cePi8D2s8e1nPsssGoJ4LlVboRfwrbohAbPaUtXp63j8svj5yOoDdQXWMx/v7tbH6lEqWCyXhPeGY/qyqkLTqR8LHu+lsnwXX/aTHOuOPl5LbF7acrtp7f3F5a5nSNNFaMh/3j8ll/xX3U6iYumD4Hc3GCJqAVF/L8zN+2WLU6nJ2LBjMylJDfwUOTqGYGDQH2AguUUl8GVgE3AH3DxN4FNMeI9Ae2h31/R6isxYmhlJoNzAbISJNQj0M4WdEINFCHBy/rWMlBXU0eBYxiHIArHg0hzXV08GAzEts+D1BabPKduXv4ZF0T48dmYAUTEPfetphmGu7YbuE2s1jnl7aYzkTqUzW9vC2mGd11XRzU31GpGXsc0hbTH7lH7RnIPWr6E65hxdLfE9CehLRF0dDZKN3JrASl1PHAMuBkrfVypdR8oAa4XmtdELZdpda6UCn1CvArrfV7ofI3gJu11u3Oj1JKHSSYg8iJlADxZQJMDrHYlQWMBjYAdcBAgg9U+2l9OBNlPBqGtnOqjk7VEOLXMQfwS1tMKdIWo8epGoK0xVhwqo7SFqPHqRqCtMVYcKqO0hajx6kagrTFWHCqjo5qi0qpvaF9p/ux6m7ite1IrXXEBLrRPLLaAezQWjcvv/EswVjB3c1TwZRSZUDz2rQ7CZ48zQwIlXXERq318VHY0u0opVY60bZY7FJK9QOWaa1Hh96fSlDD4QnUEByqo1M1BEfq6EgNwbk6OlBDcKiOTtUQHKmjIzUE5+roQA3BoTo6VUNwpI6O1BCcq6MDNQSH6uhUDcGROjpSQ3Cujk7TUGtd2hOOVXeTTNs6TXettd4FbFdKjQoVnQasAxYBV4TKrgBeCr1eBFyugpwEVEv8Z2oRDXsGomP6Ixr2DETH9Ec07BmIjumPaNgzEB3TH9GwdxJtMPv1wJMquJLYVmAmQUfS35VSVwKfAReFtv0nwSXmNhNcZm5mQi0Wuopo2DMQHdMf0bBnIDqmP6Jhz0B0TH9Ew56B6Jj+iIa9jKicQVrrj4BIU5NOi7CtBubEaMdfYty+O3GqbTHZ1Q0axmxTN+JUu8B5OvaYY9WNOE3DmG3qRpxqFzhPxx5zrLoRp2kYs03diFPtAufp2GOOVTfiNA1jtqkbcapd4Dwde8yx6kacpmHMNnUjTrULkmhbpwmkBUEQBEEQBEEQBEEQhJ5DpzmDBEEQBEEQBEEQBEEQhJ6DOIMEQRAEQRAEQRAEQRB6ESl3BimlzlBKbVRKbVZKzevmugcqpd5SSq1TSq1VSt0QKv+ZUmqnUuqj0N+0sO/cErJ1o1Lq9CTb96lSanXIhpWhsiKl1OtKqfLQ/8JQuVJK/SFk2ydKqfHJtK2VnaJh+/alhYah+kXH9u1LCx1Fww7tSwsNQ/WLju3blxY6ioYd2pcWGobqFx3bty8tdBQNO7QvLTQM1S86tm9fWugoGnZoX+o01Fqn7A8wgS3AUMADfAyM6cb6y4Dxode5wCZgDPAz4KYI248J2egFhoRsN5No36dASauy3wDzQq/nAb8OvZ4G/AtQwEnActFQNBQde4+OomH6ayg69gwdRcP011B07Bk6iobpr6Ho2DN0FA2dq2GqZwadAGzWWm/VWvuAhcA53VW51rpCa/1B6PVBYD3Qv4OvnAMs1Fo3aa23EVxK74TkW9rGhkdDrx8Fzg0rf0wHWQYUKKXKusEe0TB2nKYhiI5dwWk6ioax4zQNQXTsCk7TUTSMHadpCKJjV3CajqJh7DhNQxAdu4LTdBQNY6dbNEy1M6g/sD3s/Q46FiZpKKUGA8cCy0NF14WmXj3cPC2L7rdXA68ppVYppWaHyvpqrStCr3cBfVNkWzOiYcekg4aprrsFomOXEQ07Jh00THXdLRAdu4xo2DHpoGGq626B6NhlRMOOSQcNU113C0THLiMadkzKNEy1M8gRKKVygOeAuVrrGuBPwDBgHFAB3J0i007RWo8HzgTmKKW+Ev6h1loTPHl6PaJhz0B0TH9Ew56B6Jj+iIY9A9Ex/RENewaiY/ojGrYl1c6gncDAsPcDQmXdhlLKTfCkeFJr/TyA1nq31trSWtvAXzk8Laxb7dVa7wz93wO8ELJjd/NUsND/PamwLQzRsAPSRMNU1w2IjglANOyANNEw1XUDomMCEA07IE00THXdgOiYAETDDkgTDVNdNyA6JgDRsANSqWGqnUHvAyOUUkOUUh7gYmBRd1WulFLAQ8B6rfU9YeXhcXfnAWtCrxcBFyulvEqpIcAIYEWSbMtWSuU2vwamhuxYBFwR2uwK4KUw2y5XQU4CqsOmliUT0bB929JFQxAdO7ItXXQUDdu3LV00BNGxI9vSRUfRsH3b0kVDEB07si1ddBQN27ctXTQE0bEj29JFR9GwfdtSq6Hupize7f0RzIi9iWCW7h91c92nEJxy9QnwUehvGvA4sDpUvggoC/vOj0K2bgTOTKJtQwlmMf8YWNt8bIBi4A2gHPgPUBQqV8B9IdtWA8eLhqKh6Ni7dBQN019D0bFn6Cgapr+GomPP0FE0TH8NRceeoaNo6EwNVWingiAIgiAIgiAIgiAIQi8g1WFigiAIgiAIgiAIgiAIQjciziBBEARBEARBEARBEIRehDiDBEEQBEEQBEEQBEEQehHiDBIEQRAEQRAEQRAEQehFiDNIEARBEARBEARBEAShFyHOIEEQBEEQBEEQBEEQhF6EOIMEQRAEQRAEQRAEQRB6Ef8HLm9EDGAPr70AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x720 with 50 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_submission('./submissions/level7_submission.csv')"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "collapsed_sections": [],
   "name": "Level7.ipynb",
   "provenance": [
    {
     "file_id": "16jre4lLv6jjmc3zWtkjUfsJ2_BS1fVid",
     "timestamp": 1606140227471
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